diff --git a/Manifest.toml b/Manifest.toml index ff5cfa2..e1a8120 100644 --- a/Manifest.toml +++ b/Manifest.toml @@ -18,6 +18,12 @@ git-tree-sha1 = "07a2c077bdd4b6d23a40342a8a108e2ee5e58ab6" uuid = "7d9fca2a-8960-54d3-9f78-7d1dccf2cb97" version = "0.3.1" +[[ArrayInterface]] +deps = ["LinearAlgebra", "Requires", "SparseArrays"] +git-tree-sha1 = "981354dab938901c2b607a213e62d9defa50b698" +uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9" +version = "1.2.1" + [[AxisAlgorithms]] deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"] git-tree-sha1 = "a4d07a1c313392a77042855df46c5f534076fab9" @@ -59,15 +65,15 @@ version = "0.2.3" [[CSTParser]] deps = ["Tokenize"] -git-tree-sha1 = "0ff80f68f55fcde2ed98d7b24d7abaf20727f3f8" +git-tree-sha1 = "c69698c3d4a7255bc1b4bc2afc09f59db910243b" uuid = "00ebfdb7-1f24-5e51-bd34-a7502290713f" -version = "0.6.1" +version = "0.6.2" [[Calculus]] deps = ["Compat"] -git-tree-sha1 = "f60954495a7afcee4136f78d1d60350abd37a409" +git-tree-sha1 = "bd8bbd105ba583a42385bd6dc4a20dad8ab3dc11" uuid = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9" -version = "0.4.1" +version = "0.5.0" [[CategoricalArrays]] deps = ["Compat", "DataAPI", "Future", "JSON", "Missings", "Printf", "Reexport"] @@ -77,9 +83,9 @@ version = "0.5.5" [[Clustering]] deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "SparseArrays", "Statistics", "StatsBase"] -git-tree-sha1 = "4b4fff471d7bc091894d18a9e98c1c95bca5ee64" +git-tree-sha1 = "f387d5937d0c9d0191c711d7d204bce15bd23b45" uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5" -version = "0.13.2" +version = "0.13.3" [[CodeTracking]] deps = ["InteractiveUtils", "Test", "UUIDs"] @@ -94,10 +100,10 @@ uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f" version = "0.8.0" [[Colors]] -deps = ["ColorTypes", "FixedPointNumbers", "InteractiveUtils", "Printf", "Reexport", "Test"] -git-tree-sha1 = "9f0a0210450acb91c730b730a994f8eef1d3d543" +deps = ["ColorTypes", "FixedPointNumbers", "InteractiveUtils", "Printf", "Reexport"] +git-tree-sha1 = "c9c1845d6bf22e34738bee65c357a69f416ed5d1" uuid = "5ae59095-9a9b-59fe-a467-6f913c188581" -version = "0.9.5" +version = "0.9.6" [[CommonSubexpressions]] deps = ["Test"] @@ -124,21 +130,21 @@ uuid = "d38c429a-6771-53c6-b99e-75d170b6e991" version = "0.5.1" [[DSP]] -deps = ["AbstractFFTs", "Compat", "FFTW", "LinearAlgebra", "Polynomials", "Random", "Reexport", "SpecialFunctions"] -git-tree-sha1 = "5ec38ebc4ddf6320ad50b826eb8fd7fb521993a5" +deps = ["FFTW", "LinearAlgebra", "Polynomials", "Random", "Reexport", "SpecialFunctions", "Statistics"] +git-tree-sha1 = "fd5dc811fc47f8c31274712d887c466bea0841c8" uuid = "717857b8-e6f2-59f4-9121-6e50c889abd2" -version = "0.5.2" +version = "0.6.0" [[DataAPI]] -git-tree-sha1 = "891a09f4f90361a28d0391c104a65c0202e22624" +git-tree-sha1 = "8903f0219d3472543fc4b2f5ebaf675a07f817c0" uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a" -version = "1.0.0" +version = "1.0.1" [[DataFrames]] deps = ["CategoricalArrays", "Compat", "DataAPI", "InvertedIndices", "IteratorInterfaceExtensions", "Missings", "PooledArrays", "Printf", "REPL", "Reexport", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] -git-tree-sha1 = "12a96f70fc126f8a308eadd4eda843dfa630bbd4" +git-tree-sha1 = "48ef38bd7cf0e8fd598bda981409eb6ef4b96cbd" uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" -version = "0.19.1" +version = "0.19.2" [[DataFramesMeta]] deps = ["DataFrames", "Tables"] @@ -178,10 +184,10 @@ uuid = "39dd38d3-220a-591b-8e3c-4c3a8c710a94" version = "0.4.1" [[DiffEqDiffTools]] -deps = ["LinearAlgebra", "SparseArrays", "StaticArrays"] -git-tree-sha1 = "b992345a39b4d9681342ae795a8dacc100730182" +deps = ["ArrayInterface", "LinearAlgebra", "Requires", "SparseArrays", "StaticArrays"] +git-tree-sha1 = "21b855cb29ec4594f9651e0e9bdc0cdcfdcd52c1" uuid = "01453d9d-ee7c-5054-8395-0335cb756afa" -version = "0.14.0" +version = "1.3.0" [[DiffResults]] deps = ["Compat", "StaticArrays"] @@ -196,10 +202,10 @@ uuid = "b552c78f-8df3-52c6-915a-8e097449b14b" version = "0.0.10" [[Distances]] -deps = ["LinearAlgebra", "Printf", "Random", "Statistics", "Test"] -git-tree-sha1 = "a135c7c062023051953141da8437ed74f89d767a" +deps = ["LinearAlgebra", "Statistics"] +git-tree-sha1 = "23717536c81b63e250f682b0e0933769eecd1411" uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7" -version = "0.8.0" +version = "0.8.2" [[Distributed]] deps = ["Random", "Serialization", "Sockets"] @@ -207,15 +213,21 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b" [[Distributions]] deps = ["LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns"] -git-tree-sha1 = "2f25cc24d4370d9395344a0b8cf7e8d98407c650" +git-tree-sha1 = "baaf9e165ba8a2d11fb4fb3511782ee070ee3694" uuid = "31c24e10-a181-5473-b8eb-7969acd0382f" -version = "0.21.0" +version = "0.21.1" [[Expectations]] -deps = ["Compat", "Distributions", "FastGaussQuadrature", "LinearAlgebra", "Random", "SpecialFunctions", "Statistics", "Test"] -git-tree-sha1 = "cacb3d95479f58fdc844001b4a6e1b2b1c69d200" +deps = ["Compat", "Distributions", "FastGaussQuadrature", "SpecialFunctions"] +git-tree-sha1 = "5b50b515886773484a28f19d9c103dffc7702702" uuid = "2fe49d83-0758-5602-8f54-1f90ad0d522b" -version = "1.1.0" +version = "1.1.1" + +[[FFMPEG]] +deps = ["BinaryProvider", "Libdl"] +git-tree-sha1 = "1dd2128ff10894081f30931b355dc892d1352de9" +uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a" +version = "0.2.2" [[FFTW]] deps = ["AbstractFFTs", "BinaryProvider", "Conda", "Libdl", "LinearAlgebra", "Reexport", "Test"] @@ -233,10 +245,10 @@ version = "0.3.3" uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee" [[FillArrays]] -deps = ["LinearAlgebra", "Random", "SparseArrays", "Test"] -git-tree-sha1 = "9ab8f76758cbabba8d7f103c51dce7f73fcf8e92" +deps = ["LinearAlgebra", "Random", "SparseArrays"] +git-tree-sha1 = "8fba6ddaf66b45dec830233cea0aae43eb1261ad" uuid = "1a297f60-69ca-5386-bcde-b61e274b549b" -version = "0.6.3" +version = "0.6.4" [[FixedPointNumbers]] git-tree-sha1 = "d14a6fa5890ea3a7e5dcab6811114f132fec2b4b" @@ -255,9 +267,9 @@ uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820" [[GR]] deps = ["Base64", "DelimitedFiles", "LinearAlgebra", "Pkg", "Printf", "Random", "Serialization", "Sockets", "Test"] -git-tree-sha1 = "9dff2d231311da78648abfa3287e3458a578d2f8" +git-tree-sha1 = "b4c31b6377b6d51b6c69a3a9737d10c34d43974e" uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71" -version = "0.40.0" +version = "0.41.0" [[GeometryTypes]] deps = ["ColorTypes", "FixedPointNumbers", "IterTools", "LinearAlgebra", "StaticArrays"] @@ -292,6 +304,12 @@ git-tree-sha1 = "2ebe60d7343962966d1779a74a760f13217a6901" uuid = "c8e1da08-722c-5040-9ed9-7db0dc04731e" version = "1.2.0" +[[IterableTables]] +deps = ["DataValues", "IteratorInterfaceExtensions", "Requires", "TableTraits", "TableTraitsUtils", "Test"] +git-tree-sha1 = "18d6084924b2ac78deb65229cbcaa04d56ecb075" +uuid = "1c8ee90f-4401-5389-894e-7a04a3dc0f4d" +version = "0.11.0" + [[IteratorInterfaceExtensions]] git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856" uuid = "82899510-4779-5014-852e-03e436cf321d" @@ -305,9 +323,9 @@ version = "0.21.0" [[JuliaInterpreter]] deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"] -git-tree-sha1 = "ed46097f465a091f6b126966015048193791743a" +git-tree-sha1 = "a4bb251f96cb22141cff4185b724c2e4f46245d2" uuid = "aa1ae85d-cabe-5617-a682-6adf51b2e16a" -version = "0.6.0" +version = "0.7.0" [[KernelDensity]] deps = ["Distributions", "FFTW", "Interpolations", "Optim", "StatsBase", "Test"] @@ -328,10 +346,10 @@ uuid = "76f85450-5226-5b5a-8eaa-529ad045b433" uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb" [[LightGraphs]] -deps = ["ArnoldiMethod", "Base64", "DataStructures", "DelimitedFiles", "Distributed", "Inflate", "LinearAlgebra", "Markdown", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics", "Test"] -git-tree-sha1 = "c7222c370d5cf6d4e08ae40bddd8c0db6852dfb1" +deps = ["ArnoldiMethod", "DataStructures", "Distributed", "Inflate", "LinearAlgebra", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics"] +git-tree-sha1 = "a0d4bcea4b9c056da143a5ded3c2b7f7740c2d41" uuid = "093fc24a-ae57-5d10-9952-331d41423f4d" -version = "1.2.0" +version = "1.3.0" [[LineSearches]] deps = ["LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "Printf", "Test"] @@ -348,9 +366,9 @@ uuid = "56ddb016-857b-54e1-b83d-db4d58db5568" [[LoweredCodeUtils]] deps = ["JuliaInterpreter"] -git-tree-sha1 = "4b72bf66daf6fd25e368518069c082545a25541c" +git-tree-sha1 = "ea065f38cccb556b4eabe43b3b3b91e1c67cbffd" uuid = "6f1432cf-f94c-5a45-995e-cdbf5db27b0b" -version = "0.3.6" +version = "0.3.8" [[MacroTools]] deps = ["CSTParser", "Compat", "DataStructures", "Test", "Tokenize"] @@ -384,10 +402,10 @@ version = "0.4.1" uuid = "a63ad114-7e13-5084-954f-fe012c677804" [[NLSolversBase]] -deps = ["Calculus", "DiffEqDiffTools", "DiffResults", "Distributed", "ForwardDiff", "LinearAlgebra", "Random", "SparseArrays", "Test"] -git-tree-sha1 = "0c6f0e7f2178f78239cfb75310359eed10f2cacb" +deps = ["Calculus", "DiffEqDiffTools", "DiffResults", "Distributed", "ForwardDiff"] +git-tree-sha1 = "1c4b1d76f731dee88a0f494c59c750f3fd7d9ddd" uuid = "d41bc354-129a-5804-8e4c-c37616107c6c" -version = "7.3.1" +version = "7.4.0" [[NLopt]] deps = ["BinaryProvider", "CMakeWrapper", "Libdl", "MathProgBase", "Test"] @@ -396,10 +414,10 @@ uuid = "76087f3c-5699-56af-9a33-bf431cd00edd" version = "0.5.1" [[NLsolve]] -deps = ["DiffEqDiffTools", "Distances", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "Printf", "Random", "Reexport", "SparseArrays", "Test"] -git-tree-sha1 = "413e54f04a4cbe9804089794eec6b06b2a43bc47" +deps = ["DiffEqDiffTools", "Distances", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "Printf", "Reexport"] +git-tree-sha1 = "c9578878f56f425a2160f5b436c7f79a154d154c" uuid = "2774e3e8-f4cf-5e23-947b-6d7e65073b56" -version = "4.0.0" +version = "4.1.0" [[NaNMath]] deps = ["Compat"] @@ -426,9 +444,9 @@ version = "0.11.1" [[Optim]] deps = ["Calculus", "DiffEqDiffTools", "FillArrays", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "PositiveFactorizations", "Printf", "Random", "SparseArrays", "StatsBase"] -git-tree-sha1 = "05efd63b639afdd3425909cd3af73fe9c1373cf3" +git-tree-sha1 = "ca8f8917df469d607f8cf116784e58c9c084d0b4" uuid = "429524aa-4258-5aef-a3af-852621145aeb" -version = "0.19.1" +version = "0.19.2" [[OrderedCollections]] deps = ["Random", "Serialization", "Test"] @@ -438,9 +456,9 @@ version = "1.1.0" [[PDMats]] deps = ["Arpack", "LinearAlgebra", "SparseArrays", "SuiteSparse", "Test"] -git-tree-sha1 = "8b68513175b2dc4023a564cb0e917ce90e74fd69" +git-tree-sha1 = "9d6a9b3e19634612fb1edcafc4b1d75242b24bde" uuid = "90014a1f-27ba-587c-ab20-58faa44d9150" -version = "0.9.7" +version = "0.9.9" [[Parameters]] deps = ["Markdown", "OrderedCollections", "REPL", "Test"] @@ -471,10 +489,10 @@ uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043" version = "0.5.8" [[Plots]] -deps = ["Base64", "Contour", "Dates", "FixedPointNumbers", "GR", "GeometryTypes", "JSON", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Printf", "REPL", "Random", "RecipesBase", "Reexport", "Requires", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs"] -git-tree-sha1 = "a9c011a7176a9010dda4853373e8d89a83f9d69d" +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 = "f2aa8a7b5bc0ccec57a1237a97b6f59fc8d9ef57" uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" -version = "0.25.3" +version = "0.26.2" [[Polynomials]] deps = ["LinearAlgebra", "SparseArrays", "Test"] @@ -530,10 +548,9 @@ uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439" version = "0.3.1" [[RecipesBase]] -deps = ["Random", "Test"] -git-tree-sha1 = "0b3cb370ee4dc00f47f1193101600949f3dcf884" +git-tree-sha1 = "7bdce29bc9b2f5660a6e5e64d64d91ec941f6aa2" uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01" -version = "0.6.0" +version = "0.7.0" [[Reexport]] deps = ["Pkg"] @@ -549,9 +566,9 @@ version = "0.5.2" [[Revise]] deps = ["CodeTracking", "Distributed", "FileWatching", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "Pkg", "REPL", "UUIDs", "Unicode"] -git-tree-sha1 = "09cbf077a36bf58e7d5d2b026bb2af8c92931993" +git-tree-sha1 = "34e80fba701ce58064b3b5f4b32027ad3dc136ba" uuid = "295af30f-e4ad-537b-8983-00126c2a3abe" -version = "2.1.6" +version = "2.1.8" [[Rmath]] deps = ["BinaryProvider", "Libdl", "Random", "Statistics", "Test"] @@ -560,10 +577,10 @@ uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa" version = "0.5.0" [[Roots]] -deps = ["Printf", "Statistics", "Test"] -git-tree-sha1 = "7228278e31d6d0e22a1ae0b41ea9a0df2859f33d" +deps = ["Printf"] +git-tree-sha1 = "9cc4b586c71f9aea25312b94be8c195f119b0ec3" uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665" -version = "0.8.1" +version = "0.8.3" [[SHA]] uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce" @@ -617,10 +634,10 @@ deps = ["LinearAlgebra", "SparseArrays"] uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" [[StatsBase]] -deps = ["DataStructures", "LinearAlgebra", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics"] -git-tree-sha1 = "2b6ca97be7ddfad5d9f16a13fe277d29f3d11c23" +deps = ["DataAPI", "DataStructures", "LinearAlgebra", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics"] +git-tree-sha1 = "c53e809e63fe5cf5de13632090bc3520649c9950" uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" -version = "0.31.0" +version = "0.32.0" [[StatsFuns]] deps = ["Rmath", "SpecialFunctions", "Test"] @@ -629,13 +646,13 @@ uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c" version = "0.8.0" [[StatsPlots]] -deps = ["Clustering", "DataStructures", "DataValues", "Distributions", "KernelDensity", "Observables", "Plots", "RecipesBase", "Reexport", "StatsBase", "Tables", "Widgets"] -git-tree-sha1 = "5c4a479eedbaf338be5a4352bac9b06efc182396" +deps = ["Clustering", "DataStructures", "DataValues", "Distributions", "IterableTables", "KernelDensity", "Observables", "Plots", "RecipesBase", "Reexport", "StatsBase", "TableTraits", "TableTraitsUtils", "Test", "Widgets"] +git-tree-sha1 = "d722a2d4293ded61124654aae6696c68d7946a95" uuid = "f3b207a7-027a-5e70-b257-86293d7955fd" -version = "0.11.0" +version = "0.10.2" [[SuiteSparse]] -deps = ["Libdl", "LinearAlgebra", "SparseArrays"] +deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"] uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9" [[TableTraits]] @@ -644,20 +661,26 @@ git-tree-sha1 = "b1ad568ba658d8cbb3b892ed5380a6f3e781a81e" uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c" version = "1.0.0" +[[TableTraitsUtils]] +deps = ["DataValues", "IteratorInterfaceExtensions", "Missings", "TableTraits"] +git-tree-sha1 = "fbc53f586630fa2a72190f7a792ba4106fd0776a" +uuid = "382cd787-c1b6-5bf2-a167-d5b971a19bda" +version = "1.0.0" + [[Tables]] deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "TableTraits", "Test"] -git-tree-sha1 = "951b5be359e92703f886881b175ecfe924d8bd91" +git-tree-sha1 = "aaed7b3b00248ff6a794375ad6adf30f30ca5591" uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" -version = "0.2.10" +version = "0.2.11" [[Test]] deps = ["Distributed", "InteractiveUtils", "Logging", "Random"] uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" [[Tokenize]] -git-tree-sha1 = "c8a8b00ae44a94950814ff77850470711a360225" +git-tree-sha1 = "dfcdbbfb2d0370716c815cbd6f8a364efb6f42cf" uuid = "0796e94c-ce3b-5d07-9a54-7f471281c624" -version = "0.5.5" +version = "0.5.6" [[URIParser]] deps = ["Test", "Unicode"] diff --git a/Project.toml b/Project.toml index 6497092..a137d49 100644 --- a/Project.toml +++ b/Project.toml @@ -1,6 +1,6 @@ -name = "QuantEconLecturePackages" -authors = ["arnavs "] -version = "0.9.10" +name = "quantecon-notebooks-julia" +authors = ["arnavs "] +version = "0.1.0" [deps] BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf" diff --git a/dynamic_programming/career.ipynb b/dynamic_programming/career.ipynb index 3d75f2e..e93046f 100644 --- a/dynamic_programming/career.ipynb +++ b/dynamic_programming/career.ipynb @@ -68,20 +68,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -213,28 +212,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/Plots/ld3vC.ji for Plots [91a5bcdd-55d7-5caf-9e0b-520d859cae80]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "data": { - "image/png": "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" - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Plots, QuantEcon, Distributions\n", "gr(fmt=:png);\n", @@ -263,22 +245,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "get_greedy (generic function with 1 method)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function CareerWorkerProblem(;β = 0.95,\n", " B = 5.0,\n", @@ -376,27 +347,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GKS: invalid bitmap size\n" - ] - } - ], + "outputs": [], "source": [ "wp = CareerWorkerProblem()\n", "v_init = fill(100.0, wp.N, wp.N)\n", @@ -415,7 +370,7 @@ "\n", "\n", "\n", - "\n", + "\n", "\n", " \n", "Interpretation:\n", @@ -455,7 +410,7 @@ "\n", "In particular, modulo randomness, reproduce the following figure (where the horizontal axis represents time)\n", "\n", - "\n", + "\n", "\n", " \n", "Hint: To generate the draws from the distributions $ F $ and $ G $, use the type [DiscreteRV](https://github.com/QuantEcon/QuantEcon.jl/blob/master/src/discrete_rv.jl)\n", @@ -527,20 +482,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "wp = CareerWorkerProblem()\n", "\n", @@ -597,19 +543,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7.0" - ] - } - ], + "outputs": [], "source": [ "function gen_first_passage_time(optimal_policy)\n", " t = 0\n", @@ -646,19 +584,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "14.0" - ] - } - ], + "outputs": [], "source": [ "wp2 = CareerWorkerProblem(β=0.99)\n", "\n", @@ -682,20 +612,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "wp = CareerWorkerProblem();\n", "v, optimal_policy = solve_wp(wp)\n", @@ -721,20 +642,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "wp = CareerWorkerProblem(G_a=100.0, G_b=100.0); # use new params\n", "v, optimal_policy = solve_wp(wp)\n", @@ -763,23 +675,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "career.rst", - "filename_with_path": "dynamic_programming/career", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Job Search IV: Modeling Career Choice" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/coleman_policy_iter.ipynb b/dynamic_programming/coleman_policy_iter.ipynb index ec633a5..0f25c68 100644 --- a/dynamic_programming/coleman_policy_iter.ipynb +++ b/dynamic_programming/coleman_policy_iter.ipynb @@ -292,7 +292,7 @@ "\n", "Here’s the picture\n", "\n", - "\n", + "\n", "\n", " \n", "Now let another function $ h \\colon Y \\to Y $ where $ Y $ is another set\n", @@ -320,13 +320,13 @@ "\n", "Here’s a commutative diagram that illustrates\n", "\n", - "\n", + "\n", "\n", " \n", "Here’s a similar figure that traces out the action of the maps on a point\n", "$ x \\in X $\n", "\n", - "\n", + "\n", "\n", " \n", "Now, it’s easy to check from [(8)](#equation-cpi-ghcom) that $ g^2 = \\tau^{-1} \\circ h^2 \\circ \\tau $ holds\n", @@ -451,20 +451,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": true }, @@ -477,7 +476,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, @@ -490,22 +489,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "K (generic function with 1 method)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function K!(Kg, g, grid, β, ∂u∂c, f, f′, shocks)\n", "# This function requires the container of the output value as argument Kg\n", @@ -542,22 +530,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "T (generic function with 2 methods)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Optim\n", "\n", @@ -605,22 +582,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "#6 (generic function with 2 methods)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "isoelastic(c, γ) = isone(γ) ? log(c) : (c^(1 - γ) - 1) / (1 - γ)\n", "Model = @with_kw (α = 0.65, # Productivity parameter\n", @@ -648,7 +614,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, @@ -666,7 +632,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, @@ -689,22 +655,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "verify_true_policy (generic function with 1 method)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function verify_true_policy(m, shocks, c_star)\n", " # compute (Kc_star)\n", @@ -720,20 +675,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "c_star = (1 - m.α * m.β) * m.grid # true policy (c_star)\n", "verify_true_policy(m, shocks, c_star)" @@ -754,22 +700,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "check_convergence (generic function with 1 method)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function check_convergence(m, shocks, c_star, g_init; n_iter = 15)\n", " @unpack grid, β, ∂u∂c, f, f′ = m\n", @@ -788,20 +723,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "check_convergence(m, shocks, c_star, m.grid, n_iter = 15)" ] @@ -831,22 +757,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "compare_error (generic function with 1 method)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function iterate_updating(func, arg_init; sim_length = 20)\n", " arg = arg_init;\n", @@ -881,20 +796,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "compare_error(m, shocks, m.grid, m.u.(m.grid), sim_length=20)" ] @@ -1065,7 +971,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1078,22 +984,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "exercise2 (generic function with 3 methods)" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function exercise2(m, shocks, g_init = m.grid, w_init = m.u.(m.grid); sim_length = 20)\n", "\n", @@ -1116,20 +1011,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "exercise2(m_ex, shocks, m.grid, m.u.(m.grid), sim_length=20)" ] @@ -1154,22 +1040,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "coleman (generic function with 1 method)" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function bellman(m, shocks)\n", " @unpack grid, β, u, ∂u∂c, f, f′ = m\n", @@ -1185,87 +1060,36 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "BenchmarkTools.Trial: \n", - " memory estimate: 156.19 MiB\n", - " allocs estimate: 90863\n", - " --------------\n", - " minimum time: 614.046 ms (4.80% GC)\n", - " median time: 622.040 ms (4.83% GC)\n", - " mean time: 622.149 ms (4.97% GC)\n", - " maximum time: 633.906 ms (5.11% GC)\n", - " --------------\n", - " samples: 9\n", - " evals/sample: 1" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@benchmark bellman(m_ex, shocks)" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "BenchmarkTools.Trial: \n", - " memory estimate: 156.19 MiB\n", - " allocs estimate: 90863\n", - " --------------\n", - " minimum time: 618.075 ms (4.83% GC)\n", - " median time: 623.674 ms (4.80% GC)\n", - " mean time: 625.466 ms (5.00% GC)\n", - " maximum time: 634.266 ms (4.67% GC)\n", - " --------------\n", - " samples: 8\n", - " evals/sample: 1" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@benchmark bellman(m_ex, shocks)" ] } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "coleman_policy_iter.rst", - "filename_with_path": "dynamic_programming/coleman_policy_iter", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Optimal Growth II: Time Iteration" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/discrete_dp.ipynb b/dynamic_programming/discrete_dp.ipynb index 5c2d9b6..441f0fb 100644 --- a/dynamic_programming/discrete_dp.ipynb +++ b/dynamic_programming/discrete_dp.ipynb @@ -543,20 +543,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": true }, @@ -568,7 +567,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, @@ -580,22 +579,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "transition_matrices (generic function with 1 method)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "SimpleOG = @with_kw (B = 10, M = 5, α = 0.5, β = 0.9)\n", "\n", @@ -628,7 +616,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, @@ -647,23 +635,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false, "html-class": "collapse" }, - "outputs": [ - { - "data": { - "text/plain": [ - "verbose_matrices (generic function with 1 method)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function verbose_matrices(g)\n", " @unpack B, M, α, β = g\n", @@ -713,7 +690,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, @@ -731,24 +708,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "QuantEcon.DPSolveResult{PFI,Float64}([19.0174, 20.0174, 20.4316, 20.7495, 21.0408, 21.3087, 21.5448, 21.7693, 21.9827, 22.1882, 22.3845, 22.5781, 22.7611, 22.9438, 23.1153, 23.2776], [19.0174, 20.0174, 20.4316, 20.7495, 21.0408, 21.3087, 21.5448, 21.7693, 21.9827, 22.1882, 22.3845, 22.5781, 22.7611, 22.9438, 23.1153, 23.2776], 3, [1, 1, 1, 1, 2, 2, 2, 3, 3, 4, 4, 5, 6, 6, 6, 6], Discrete Markov Chain\n", - "stochastic matrix of type Adjoint{Float64,Array{Float64,2}}:\n", - "[0.0909091 0.0909091 … 0.0 0.0; 0.0909091 0.0909091 … 0.0 0.0; … ; 0.0 0.0 … 0.0909091 0.0909091; 0.0 0.0 … 0.0909091 0.0909091])" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "results = solve(ddp, PFI)" ] @@ -762,22 +726,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(:v, :Tv, :num_iter, :sigma, :mc)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "fieldnames(typeof(results))" ] @@ -791,76 +744,22 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "16-element Array{Float64,1}:\n", - " 19.017402216959916\n", - " 20.017402216959912\n", - " 20.43161577933301 \n", - " 20.749453024528794\n", - " 21.040780991093484\n", - " 21.308730183524606\n", - " 21.5447981610244 \n", - " 21.769281810799864\n", - " 21.98270357608325 \n", - " 22.188243228238495\n", - " 22.384504796519906\n", - " 22.578077363861723\n", - " 22.761091269771118\n", - " 22.94376708345271 \n", - " 23.115339958706517\n", - " 23.277617618874903" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "results.v" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "16-element Array{Int64,1}:\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", - " 2\n", - " 2\n", - " 3\n", - " 3\n", - " 4\n", - " 5\n", - " 5\n", - " 5\n", - " 5" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "results.sigma .- 1" ] @@ -878,22 +777,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "results.num_iter" ] @@ -914,38 +802,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "16-element Array{Float64,1}:\n", - " 0.01732186732186732 \n", - " 0.041210632119723034\n", - " 0.05773955773955773 \n", - " 0.07426848335939244 \n", - " 0.08095823095823096 \n", - " 0.09090909090909091 \n", - " 0.0909090909090909 \n", - " 0.0909090909090909 \n", - " 0.09090909090909093 \n", - " 0.09090909090909091 \n", - " 0.09090909090909091 \n", - " 0.0735872235872236 \n", - " 0.049698458789367884\n", - " 0.033169533169533166\n", - " 0.016640607549698462\n", - " 0.009950859950859951" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "stationary_distributions(results.mc)[1]" ] @@ -956,7 +817,7 @@ "source": [ "Here’s the same information in a bar graph\n", "\n", - "\n", + "\n", "\n", " \n", "What happens if the agent is more patient?" @@ -964,38 +825,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "16-element Array{Float64,1}:\n", - " 0.005469129800680602\n", - " 0.023213417598444343\n", - " 0.03147788040836169 \n", - " 0.04800680602819641 \n", - " 0.056271268838113765\n", - " 0.09090909090909091 \n", - " 0.09090909090909093 \n", - " 0.09090909090909093 \n", - " 0.09090909090909094 \n", - " 0.09090909090909093 \n", - " 0.09090909090909094 \n", - " 0.0854399611084103 \n", - " 0.06769567331064659 \n", - " 0.059431210500729234\n", - " 0.042902284880894495\n", - " 0.03463782207097716 " - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "g_2 = SimpleOG(β=0.99);\n", "Q_2, R_2 = transition_matrices(g_2);\n", @@ -1009,20 +843,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "bar(std_2, label = \"stationary dist\")" ] @@ -1058,24 +883,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "QuantEcon.DPSolveResult{PFI,Float64}([19.0174, 20.0174, 20.4316, 20.7495, 21.0408, 21.3087, 21.5448, 21.7693, 21.9827, 22.1882, 22.3845, 22.5781, 22.7611, 22.9438, 23.1153, 23.2776], [19.0174, 20.0174, 20.4316, 20.7495, 21.0408, 21.3087, 21.5448, 21.7693, 21.9827, 22.1882, 22.3845, 22.5781, 22.7611, 22.9438, 23.1153, 23.2776], 3, [1, 1, 1, 1, 2, 2, 2, 3, 3, 4, 4, 5, 6, 6, 6, 6], Discrete Markov Chain\n", - "stochastic matrix of type Array{Float64,2}:\n", - "[0.0909091 0.0909091 … 0.0 0.0; 0.0909091 0.0909091 … 0.0 0.0; … ; 0.0 0.0 … 0.0909091 0.0909091; 0.0 0.0 … 0.0909091 0.0909091])" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "B = 10\n", "M = 5\n", @@ -1142,22 +954,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.95" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "α = 0.65\n", "f(k) = k.^α\n", @@ -1176,22 +977,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1.0e-6:0.004008014028056112:2.0" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "grid_max = 2\n", "grid_size = 500\n", @@ -1227,22 +1017,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "118841" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "C = f.(grid) .- grid'\n", "coord = repeat(collect(1:grid_size), 1, grid_size) #coordinate matrix\n", @@ -1260,7 +1039,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1271,7 +1050,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1296,7 +1075,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1314,22 +1093,11 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "10" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "results = solve(ddp, PFI)\n", "v, σ, num_iter = results.v, results.sigma, results.num_iter\n", @@ -1346,22 +1114,11 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "c_star (generic function with 1 method)" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "c = f(grid) - grid[σ]\n", "\n", @@ -1382,20 +1139,11 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAIAAAD9V4nPAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nO3deXwTdf4/8PckadO0aeh9pPd9X9z3JcLKIbjqdxVd0K/r6qq74Lpf/S7uT3aV5Vh2XdB1d2EV1P2isHKtIGi5KYgIFUrv+z5p2rRJmjRNMr8/slZsOQqk+aSZ1/Phw0eZmX7mRZLJi8lkZjie5wkAAECoRKwDAAAAsIQiBAAAQUMRAgCAoKEIAQBA0FCEAAAgaChCAAAQNBQhAAAImm2K8PDhw8nJyV5eXsnJydnZ2daJe/fuTU1N9fLymj59ellZmU1WBAAAYFvc3Z9Qbzab/fz8du/ePWvWrL17965YsaKxsbG6ujojI+Po0aNpaWl/+ctf9u/ff/bsWZskBgAAsCEb7BGaTKYdO3bMnj1bp9NJpVIvLy8iqqqqWrp06fjx42Uy2RNPPFFaWnr3KwIAALA5G+wRWmm1Wk9PT47jzpw5M3ny5P7pZrP5hRdeEIlE77zzzoBfUavVP//5z7u6ugaP9uKLL06dOnXARJPJJBaLOY6zSWC4XTzPm81miUTCOohwWSwWnufFYjHrIMJlNps5jhOJ8O0KZm63CCQSyS0XvsM3tcTEROtOXn+PyuVyrVa7efPmFStWXLhwwToxOzv7lVdemTdv3po1awYP8vnnn9fX1z///PODZ0VERJjN5gET29vbfXx88C7Aitls7ujo8Pf3Zx1EuAwGg8FgsH7oAkx0d3eLxWIPDw/WQYSrs7NTLpe7uroOcfmhtOYdFmFJSUn/z1VVVVu2bNmwYYOHh8dTTz21du1aIuJ5/pVXXjl37tyuXbvi4+NvNE5QUNDDDz88xJVKpVI3NzcUIStms9n6FLAOImg8z+MpYMhoNIrFYjwFDFnfhYZehENhgx18pVK5devWnJwcnud37dqVlZVFRKdPn/70008PHDigVCq1Wq1Wq737FQEAANicDY73uLm57du3b+XKldXV1YmJidu2bSOikydPlpaWent79y+G+z0BAIADss0h35kzZ+bm5nZ0dHz55ZeJiYlEtHr1av77bLIiAAAA28J3nwAAQNBQhAAAIGgoQgAAEDQUIQAACBqKEAAABA1FCAAAgoYiBAAAQUMRAgCAoKEIAQBA0FCEAAAgaChCAAAQNBQhAAAIGooQAAAEDUUIAACChiIEAABBs8GNeQEABO7vf//7li1bWKdwcrNmzXrzzTeHY2QUIQDA3Wpubp44ceJPf/pT1kGc1smTJ0+dOjVMg6MIAQBsICgoKCsri3UKp1VbWzt8RYhjhAAAIGgoQgAAEDQUIQAACBqKEAAABA1FCAAAgoYiBAAAQUMRAgCAoKEIAQBA0FCEAABOjuO4/v/DYChCAABBeOWVV+5+kDlz5tz9II4GRQgAIAjr16+/+0GOHTt294M4GhQhAMCwuKzi7fNfXgc/YNUdHR2PPfaYr69vbGzsW2+9ZZ1o/Wh027ZtwcHBfn5+1unt7e0PPfSQv79/QkLCnj17rIvt2LGD47iHH344ICAgOjp62bJlzc3NRLRkyRIiyszMbGlpGTx35MJFtwEAbI8nytpnst/qfuJy7R9XrFhBRNXV1WKx+Pnnn7921ksvvXT69GmpVPr888//4he/ePHFF6Ojo3fu3Hnu3LklS5YsXLiQiM6ePRsZGfnQQw99+OGHvb29mzdvfvrppw8ePLh//36O4y5fvrxo0aLHH398wFy7/WVtDkUIAGB7HFGGj52+nDL4SzCHDh0qLCxUKBREtH79+g8++KB/1vTp01etWrVs2bLDhw8T0eHDh0tLSyUSybRp08rLyyUSCRH97ne/+/DDDx955JH+3/L39792/BMnTlzbfAPmjjgoQgCAYXH5h8zeYEWi7w57Dfiy6P79+7Ozs99///2tW7ceOXLEbDb3L9zS0iKVSonI39/f29v7ypUr0dHRRKTT6VQq1bWD3HzuiINjhAAAzmb+/Pm/+tWvNBqNTqf79a9/fe2sqKioqKio1157LTc3l4jmzJmzceNGs9l8/vz58ePHG41G62I//OEP161b19PT09bWtnjx4nXr1vWP0NfXd5O5IxGKEADA2fz5z3+2WCyRkZHp6ekzZsy4dtbLL788adKkmTNnbty4kYjefvvt/Pz8gICARx99dPv27d7e3tbF1qxZYzabo6KiUlJSIiMj//jHP1qnz58/PyYm5kZzRyh8NAoA4Gx8fHw++uij/j8uX76ciHieJ6Lnnnvuueee658VFBR04MCBa3/Xupinp+e2bdsGj/zZZ59Zf7ju3BEKe4QAACBoKEIAABA0FCEAAAgaihAAAAQNRQgAAIKGIgQAgIEEdc8mFCEAAHzHeqMlm9yzaaRAEQIAwHesN1qyyT2bRgoUIQDAsLD0aOz1n3bAqgffXKmjo2PZsmXBwcFKpXL58uUdHR1ExHHczp07MzIyfH19N23aRNfcaKn/pvYDFrj2I1PrzzcaecBiA27/5FBwZRkAgGHA802rHrbb2kI3fX7tHwffXGnlypWurq5VVVVE9Itf/OKll17avn07EdXV1V2+fPnEiRPWZfpvtNTfZAMWGLzqG408wIDbP9n8EbgbKEIAgGHAcSJ3ud1WNuDPg2+udOjQoaKiIplMRkRr1qxJT0+3Lvmzn/2M47jZs2fr9frrDn3LBW408gADbv/kUFCEAADDQrl2N6tVX/fmSv07eRzHmc1m68+enp43H+pGC2g0mv6frzvygMUG3P7ptv46ww3HCAEAnM3gmyvdd999r776qsFg0Ov1r7766vz582/y6319fTeaJZVKT5w4wfP83/72N+uU6448eLEBt39yKChCAABnM/jmSps2bdLr9ZGRkdHR0Uaj0frNl+uy3mjpRnPXrFnz4IMPpqenBwYGWqdcd+TBiw24/ZND4ax33GBi586d+/fv37lz5xCXb2tr8/X1FYvFw5oKbsRsNqtUqoCAANZBhMv6j+7+O8aB/XV3d4vFYg8PjwHTV69eLRKJVq9ezSSVEOzfv//999/fv3+/SqXy9PR0dXW14eDYIwQAAEFDEQIAgKChCAEAQNBQhAAAIGgoQgAAEDQUIQAACBqKEAAABA1FCAAAgoYiBAAAQcNFtwEAbODcuXN/+tOfWKdwWgUFBcM3OIoQAOBurVq1atWqVU1NTayDOC0fH58ZM2YM0+AoQgCAuyWVSrE7OHLhGCEAAAgaihAAAAQNRQgAAIKGY4QAAOC4NBpddXXD1YYGQ2sD195o8ApauPxx264CRQgAAA7BZDLV1TU31TV0NzVYrjbI1I3+mgYfk9qHyOfbZcq644lQhAAAMPKpOrpqq+tUDQ29rQ2S9gav7vogQ6srmSO/v5heJG1yD+lWhJh9QtwCQ+V+vjZPgiIEAIDhZd3Va6yp625u4K82yDvrAnSNCpM2gCjgmsXMnKjJNUjlGWLwCXUJCPVWhoaGh8SEBMRx3y2jUqlsHg9FCAAAtqTp1lbVNFytq+tpaXBpr/fuqgsytLrypqgBi4nlzR4hmlGh5B/mERQSEBYaExUa4eZi/8AoQgAAuHMtraq66tqO+npTa520oyFAU+/b1+FLdO0nmBbimqRBKs/QXt8wl4BQ75CwsOiwpADvJGapvwdFCAAAQ8JbLLX1LU01tZ0N9dRW59FZF6RrlJt1SiLlNYv956jeqFCzX5g8ODwgPCw6KjRc5sos962gCAEA4DpMJlNNTWNjTZ2mqZ5rq/FUN4T0NEgtxnCi8GsWU0sULR5hWp9wsX+oIiQ8NCosOjQwTsTdcFzHgyIEAADq6zPV1NQ3VtXpmmrpap23uk6pb3LjTTHfX6zV1a/dM0zvG+4aGO4dGhYVG5nqq0hlE9lmUIQAAIJjMpmqqhubqmu1TbWi1lqvrlqlvlnGm2KvWcZ6YO/qqPA+v3BpYFhAZER0VPgYhTuz0MMGRQgA4OQsZkttfVN9ZW13Y62otWaUujakp9F9cO25BbUrIoz+EbLgiMDwsJiYiHAPKbPQdoQiBABwNk1NrTVVtZ21NXxrrWdnTaiuXmoxRl+zwHe15xfhFhIRFB4eExMR7u6432cZVihCAICRTa3WVJZXX62r6Wuq9lDVKDV1crNuwFdamqUBVxXhRv9It+CIwIiIWMHs7Q0FihAAYCQxGvsqy2ubamp6GqulV6v9u2r9japAosBrlumQeDUrIvR+kdLgCL/wqNi4iHHOeGzPVlCEAAAOramptaa8urO+hmuu8u6sDu5p8iRzwjUL6ESyJo+wLt9ocVCkb0REZGxUur9XOrO8I49tivDw4cMvvfRSU1OTUqnctGnT3LlzrdMLCgomTJig0+lsshYAAKdn0PeWlde0VFUaG6tl7dXK7hpPs/bazzlNJK6VhXV4R5oDIj1DI8Njo2LDgxNG1Hl7jsYGRWg2m5cuXbp79+5Zs2bt3bv3ySefbGxsJCK1Wr18+fKenp67XwUAgLNqbr5aVVbZWVclaq7y6awKNrT48BafaxbokIxqVkTq/aNdlVHK6KjY2IhIB75Ky0hkgyI0mUw7duyYPXu2VquVSqVeXl5EZLFYli9fvmrVqoceeujuVwEA4Bz6+kyVFbVNlZW6hmq3tqqQ7iqFSRNBFPHtAiZOUu0e1uETzQVFeUVER8VFpwf54HPOYWWDIpRKpfPnz9dqtQqFguO4M2fOENG6devi4+MffPDBm//uxYsX77///sHTf/azn02cOHHARLVaLRKJxGLx3WeGO2A2m9VqtYsLg2vDg1Vvb69er2edQtA0Go1YLDYajUP/FZ1OX11V11lXS221ozpqwnV1ct4Uf80Caomi3jOyxyfSRRnuFxoWHRWS6vK9d7nOzk4bxXcGarXaZDK5ug51n1ihUNyyNe6wCBMTE0tLS4mI53nrFLlcrtVqN2/evGLFinXr1h07diw7O/uW44SEhCxdunTw9Pj4eJlMNmCiTCaTyWQoQlbMZrP1KWAdRLg4jiMiPAUM9fX1icXimz8FqnZ1ZXmVuq5K3FId0FkZ1NsaxfP9dyCyENfgpmzzijIHRnuGR4ZHR8UG+8TeZDj4Puu70NCL0LrV3NwdFmFJSUn/z1VVVVu2bNmwYYOHh8dTTz21du3ao0ePnjhxon/XgeO4nJycqVOnDh4nODj4kUceGeJKpVKpm5sbipAVs9lsfQpYBxE0nufxFDBkNBrFYvGAp6C+vrm6tKK7ttKltSKos8q3r+PaU9d7Ra71HhFqvxhJSExAVHRCQnS4J/4pc+es70JDL8KhsMFHo0qlcuvWrQsXLpw6dequXbuysrLWr1+/fv1661yO4/r3GgEARjyer65pqC4p76mrkLZUhHRXKkzaa5tPI5bXj4rW+cfIQmNCYmMS4sJjJPjnu0OzQRG6ubnt27dv5cqV1dXViYmJ27Ztu/sxAQAcBM/zFZV19WUV2roK95aysO4qD4v+2oN8KhfvRq8YY0CsPCImMj4mIUKZhHMZRhTbnEc4c+bM3Nzc687C7iAAjCw8z1dX1deUlWtrKzxaykIHNV+rq1+Ld2xfUKxXVFx0fEyG0i+DWViwAVxZBgCAamqbqkvKtLXlsuaysO5KD3PPtc3XLA1o9Y41B8e5K8NiEmLHhAcxCwrDAEUIAELU0qoqLyxRV5dJW8pDO8sUJm3cNXNbXf2bfWJNwXE+UXEJKQnjfBXW6d3d3fi+nvNBEQKAIHR3a4sLS9srysSNpUEd5X5GVdQ1c1Uu3o3ecX1BsV4xifHJ8WP8vZgFBbtDEQKAczL2mUqKKxpLS831pb5XS0MNTSE8H/LtXI1YXusVpw+KHxUZH5MUnxHqj+N8goUiBADnUVvbWFFY0lNTKm8tjeiu8uH7+i/aaRC51ihitIHxsoiEiMT4hKiQJFyoGogIRQgAI1q3RleUX9JeXiJpLAntKPUydfffn8hCXK17uMo/QRKWEJyQmJIUFYvz+eB6UIQAMJLwPF9WXlNXXNJbXezTVhLaUx9KfOi3c9tdfJp84k0hib5xickp8VNwN1oYAhQhADi6Lo2uKK9IVVHi2lgc3lEqN+uSvp1l5FyqFTGaoCSPqITY1KTM0MBMlklhREIRAoAjqqqqrygs7q0u8m0pCu2pDyM+7NtZLdKAZr9ELiwpOCExOSUu2hXvY3BX8AICAIfQ22ssKChrKSkS1RWGqYq9TN3J/bNErjWeMdrgJHl0Unxa0thgP5ZBwemgCAGAmY7O7sK8QnVZoUdTYWRXRSDfF/jtrHYXn0bfRHNESnB8UmpafAx2+2DY4LUFAHZVW99Unleoryz0bS0M0zdEfXs5YjMnqvaI7AhMkUUnR6cmZ0YG42gf2AeKEACGF8/zpaXV1QUFlpqCkLZCP6Mq8dtZepG0xiu+JyzVJzY5NTNlGr7kCSygCAHA9sxmc0F+WWNRgagmP7yjSGHSpn07q1Myqs432RKZqkxKTk2Ji3PBuxAwhpcgANiG0diXf6WkuShfWpcf2VHsazH4fjurWRrQHJgqiUyNSktJjYtIu9kwAPaGIgSAO9fba8zPK2kpynOruxKpLg20GPu/7VIrC7salOoekxqfmTYuNIBlSoCbQhECwO0xGvuuXCluyc9zq7sS1VUaZDFa787Hc1y1e4RKmS6PT0vKTJ0S4HOLgQAcA4oQAG6tr89UkF/SWHBFWpMXpS7uLz8LcZUe0R0h6Yr4tPTRadN8FIyDAtw+FCEAXJ/FbCkqrqjLuyyuyYtWFfpbDP7W6cRVyaM6lOmKhIy00WkzvD0ZBwW4OyhCAPieioraikuX+arLEVfzvUza/hvU1rqHX1VmeCZkpI1On+6LPT9wHihCAKDWto6CC9/0lF0Obb7kb1Slfju9SRrUHJzhlpCZmpUxJQjH/MA5oQgBBEqn01/OvdJReMm3/pvwnrr+2/ipXLxrAzMksZkJozPHhwexjAhgFyhCAAGxWPjCgtLavG/cqr+J7SyJ4E0RRESkE8kq/NIs0ZkRGVlpCZEZuHU7CAmKEMD5NTVfLfg6t68sN7I1z9vU7U1ERCYSlyoStRGjA9OzsjKTEnCFFxAqvPQBnFNvr/HSxStX83P96i6G9dT339Ko0S2oRTnGM2l0xvjMe0Z5sIwI4BhQhABOpbqmoeTri6Lyi9Gq/FBLbygREenE7uX+GRQ7On7MmAlRSsYRARwMihBgxNPrey9dzOvI+zqg4aLS0GK9kqeFuArP2M7wMUHpY0aPTsYnnwA3gm0DYKSqq28q+uoCV/Z1jCo/3GIMJyKiTomiJmi0a8LY9IljZ/p73WIIAEARAowsZrP54vnLzXkX/GrOh/U0WE/4sxBX7hnXFTU+NGtsVkZiGr7zCXA7UIQAI0BnZ/elcxd6Cs7FtlwKsuisJ/dpxPKKwNEuSeMyJo6bhZ0/gDuFIgRwXFWVdSVffeVWfj6mqziet1gn1rqHXQ0fH5g5YczYlCSJmG1CACeAIgRwLBaz5fKlgqbcr/xrvgrRN6UTEZGRcyn2y+yNGReemjwlLeEWQwDA7UARAjgEvb734rmLXXnnIhu/DjB1W+9j2ylRVCnHe6ROGDtp7A88ZQaDQa/XMw4K4HRQhAAsdXR2Xzpzrq/wXGzbN1EWo3Vig5uyNWpS4OiJY7NS0iQitgkBnB6KEICBpua2vJwvJSVfxncWJPAWIrIQV6pI1MZNip0wcWJ8BOuAAAKCIgSwn5raxsIzZ+SlZ6I1FWk8T0R9nKTIL8uSNDl9yqR7cJ8jABZQhADDrry8tvTLHK/yM5HamgwiIuoRuZUGjpWmTx47ZcJ9uOAnAFMoQoDhUlpaVf7lGZ/ynPCe+kwiItKI5eXK8fKMqROmjI2XuTLOBwBEhCIEsLmSsuqKM6f9yk+H6hut/dcpUVSFTvIeM238hMwkV2x0AI4F2ySAbVRV1hXnnPIuO92//9cpGVUZNtlv7LQJEzLScOY7gKNCEQLclfr65vxTpzxLTkVpq63H/zoliqrQyX7jpo+fkImTHwAcH4oQ4E60Xe3MPXHKrfBEbHdZOs8TUbdEXh4y2Wfs9ImTsrD/BzCCoAgBboNGozt/6ix/+US8Ki+NtxCRTiQrVU5UjJ0xYcrYZBz/AxiBsN0C3Jqxz3T+zNeaC8cTWr5OtBiJyMi5FAROcM2cOXHGpAR3fP8TYARDEQLcGM/nXS6qP3s8quZ0lElDRBbiinzS+9JmT5g5dYG3nHU+ALABFCHAddTVN185fiyg+JjS0OxLRERV8qjOxNmZs2fNVfoxDgcANoUiBPiOVqs/d/yU6NLReHVhJs8T0VUXn5qYWTEz5kxPimKdDgCGBYoQgHiev/j15dazRxIaziZZeomoR+RWHDrZZ+KcyZOyskQc64AAMIxQhCBoDQ2tl49mB5UcDTa0BhPxHFfsnWrKmjt51rR4TxnrdABgDyhCEKJeY9+Xx8/0XfgiUZWXSTwRtUgDGhPvTZ09596IYNbpAMCuUIQgLCVl1eXHPo+uPBFn6iYig8i1KGSK7+S5kyZkjsVHoACChCIEQejpMZw9ekqcezi+qySLiIgqPGO1GfMmzZl1vxfOggAQNBQhOLmS0uqKIwdjq04mWXREpBV5lETNipr9g5kpsayjAYBDQBGCczIYjGePneYufBavLrbeC6J0VJJxzH3T5sxIdJcyDgcAjgRFCM6mprYp//PPosuPJJi6iUgjlpdGz4695757EnEiIABcB4oQnITFwp8787U250DS1dws4omoQh6nH7tg6r2zkjywCwgAN4QihBFPrdZ+efhz/7yDEYYWIjKIXItDp4fcs2hmRgLraAAwAqAIYQQrLa8p+/zfidXH0y29RNQkDWpJWzBpwQ8WeXuyjgYAIwaKEEYenue/PP1Vz+n9iR1Xsnie57hCv9HSqYunTR8vxrmAAHCbUIQwkuh0+pzDR3wu7oswNBORTiQrib4n4b7F82LDWEcDgJEKRQgjQ3Nz+8WD/44tOZxq1hJRs1tgc8b9U+f/IGGUB+toADCyoQjB0RUXV1Ye3pNafzqLNxFR8agU0bQHZsycPE4iYh0NAJwBihAc1/lzud3Hdie1X8okMpH4Ush05dwH78V3QQHAplCE4HAsZsupo6dFZz6J0VSGEOlEsqK4H2QtXLIoLJB1NABwQihCcCC9vcaTn33h8/WeOEMLEbW7+NSm3T/l/oUP4LrYADBsUITgEHQ6/al/Hwy5tC+lr4OIGmTKjnEPzZx/b6abC+toAODkUITAmFqtPbN/X1TBp+kmDRFVyGNM0340695pOCMQAOwDRQjMqDq6zu3dE1d8MNPcQ0TFXqmusx+ZMX0sChAA7AlFCAyoOtTndn8SX3oo06wnonzf0V7zHr13fBrrXAAgRChCsCtVR9e53f9KKPks02LgOS7Pf0LggqX3ZeKMCABgBkUIdtLR2X129yeJxQf+U4GBE5ULli5Ij2edCwCEDkUIw66rW5uzZ09c/v4si57nuCsBE5SLHl+QFsc6FwAAEYoQhlVPj+HE3v1Rl3dnmrREdMV/bODCH8/HpWEAwJGgCGFY9PWZjv/7s+Cvd2YYO4moyCfda/7y+WNTWOcCABgIRQg2xvP8iS9Oep78IMXQQkRligTpvOVzp4xmnQsA4PpQhGBL58/l9h56L15TRUS17mGG2U/Mvmcyx+HMQABwXChCsI2Skqr6Pe8mXf2GiFpd/VsnPz534b0S3CkJABweihDuVnOrKvfjD9JrjiQRrxHLyzL/a85DS8bIXFnnAgAYEhQh3Lment4T//pX/JU9mRZDHyfJjVs49ZGlST4K1rkAAG4DihDuBM/zxw8f9z65PcPYTkSXgqYm/ujJB6JCWOcCALhtKEK4bVeulLbv+VtCVwkRVcjj3Bb/dNE4XCYUAEYqm32X4fDhw8nJyV5eXsnJydnZ2URkMpmee+45f3//KVOmNDY22mpFwFCHWnNw05+8tq2M7yppd/HJn/3L6a+/NREtCAAjmW2K0Gw2L1269O233+7o6Hj99deffPJJItq0aVN3d3dtbe3kyZNXr15tkxUBK2az+fNP/k1/fzmz5oiJk1xM+a/o1e/dd/9cEe4aCAAjnG0+GjWZTDt27Jg9e7ZWq5VKpV5eXkT00Ucfbd++3d3d/bXXXisrK7PJioCJb3Lze/b+JUNXS0RX/MfFLX12CQ4HAoCzsE0RSqXS+fPna7VahULBcdyZM2eIqLa29uOPP541a1Z0dPT27duv+4u5ubkPPPDA4OnPPvvs+PHjB0xUq9UikUgsFtskMwxFp1qTv/fj0Q0nOZ5vdAtqGvfwzNmTiaizs5N1NCHq7e3V6/WsUwiaRqMRi8VGo5F1EOFSq9Umk8nVdagnaCkUilu2xp0XYWJiYmlpKRHxPG+dIpfLtVrt5s2bV6xYceHChe7ubp7nCwsL33nnnaeffvqrr74aPEhwcPCDDz44eHp0dLRMJhswUSaTyWQyFKF98Dx/8tDR8C8/HGPW9Ipc81J+OH3JYqVeO/h5AbuxXqMHTwFDfX19YrEYTwFD1iIYehEO5cpWXH+N3Y2qqqotW7Zs2LCBiFpbW2NiYrRarVKpzM3NDQ4ObmlpiY2N1Wq1A35r586d+/fv37lz5xDX0tbW5uvriyK0g9Lymob/eyuhq4iI8v3GxD72fFyU0mw2q1SqgIAA1umEy2Aw6PV6b29v1kGEq7u7WywWe3h4sA4iXCqVytPTc+hFOBS2+bKMUqncunVrTk4Oz/O7du3Kysoionnz5r3//vu9vb1bt24dO3asTVYEw81gMB7c9r70ry8kdBW1u/iU/ODX9/3m93FRSta5AACGi22OEbq5ue3bt2/lypXV1dWJiYnbtm0jonXr1v34xz/esGFDRkbGe++9Z5MVwbDKvZhv3LMpU99oIe5izIIZy/87U4F/+QKAk7PZCfUzZ87Mzc29dkpQUNCRI0dsNT4MK51Of2L7uxmVhzier3UPd31w5ZIxyaxDAQDYA64sA/TV2Ysun2VUaXsAABYWSURBVL6V2dvWx0ny0n807/FHZa54YQCAUOD9TtC6NT2nt23JqMnmeL7cM97/sReXJEaxDgUAYFcoQuG68NU3on2bMnvbekWuBaMfX/DoQ7h9IAAIEIpQiHp6eo9tfzez4qB1RzDgxy8tjo9gHQoAgA0UoeBcuVKq+/gPWfrGPk6Sl7V04WM/kkhwaiYACBeKUEDMZsvhHTtTL33kw5uq3SNGPfY/S1JiWYcCAGAMRSgU9Q0t5e/+IVNdZCHuQuKD8554wt3NhXUoAAD2UISCcOKLk8HZb8ebdW2uvvoHfvXApCzWiQAAHAWK0Mn19PQe3/pOZk02EV0OmjzhmRf9vT1ZhwIAcCAoQmdWUlbd8f7azJ56g8i1bMozCx5cgLvoAgAMgCJ0Wl98+nnMyb+GW4y17uFey1fNT4hknQgAwBGhCJ1QT0/vsS1vZ9UeJaLcyLn3/PR5ubuUdSgAAAeFInQ2ldUNze++kaWr7RG51cx6YfGiOawTAQA4NBShUzl9/GzgZ3+KNPfUuYd6Lf/NXHwcCgBwKyhCJ2ExWw5tfz+j8BOO5y8pp8147pcKuYx1KACAEQBF6AzUau35d9ZlXs01kfjKhP9e9OiD+HYoAMAQoQhHvLLy2s5tv0vRN3VKRmke/PX9kzJZJwIAGElQhCPb2dPn/f69IcTcUyGPiXr2tbTQQNaJAABGGBThCHboo09SLmwX85ZLIdNnPf8SzpEAALgDKMIRqa/PlP3OWxk12TzHXcxatnjZoxyHw4IAAHcCRTjyqNXaC2+9kdGR1yNyq7/vV0vunco6EQDACIYiHGFq65sb//ZaUk/9VVcf/rHf3pMRzzoRAMDIhiIcSa7kl9KHvw3v66z2iAx/7o2IEH/WiQAARjwU4Yjx5Zmv/fatczfrC/xGT1rx/0Z54nx5AAAbQBGODEcPZMcef0vCm74JnzPv5yulLnjiAABsA++nI8ChHf9Ku7id4/mLKY8s/slyfEEUAMCGUIQOjef5z/7xbmbRHgtxlyf/bMl/LWadCADA2aAIHZfFbPnsnbeyqj7v4yTlc3+16L6ZrBMBADghFKGD6uszHdn8h6yG03qRtGnxb+bOGMc6EQCAc0IROqJeY9/xN3+f3vKVVuTR9ehvZ4xLY50IAMBpoQgdjt5gPPWn19OuXlRLFH3L3piQnsA6EQCAM0MROha9wZjzx9Wp7Zc6JF6ip9ZmJUWzTgQA4ORQhA5EbzDmbPx/yao8lYu3y9Prk+MjWCcCAHB+KEJHYTAYc/64OlmV1+7iI3tmfUJsOOtEAACCIGIdAIiIeo19p/70enL7JZWLN1oQAMCeUITs9fWZjr/5+5SrFzskXi5PowUBAOwKRciYxcJnb96Y1vKVWqIQ/fdaHBcEALAzFCFTPP/ZX97KaDilE7v3LXsjNRnfEQUAsDcUIUufvrc9q+qwXiTtfOR3WThfEACABRQhM4d27hld8C8TJ2le/OpEXDsGAIARFCEbxw4dTzv/roW4sntfnD5jPOs4AADChSJk4Py5b6KPvMnx/JWJT8+dfw/rOAAAgoYitLei4iqv3WtceNPF5IcWPvJD1nEAAIQORWhXjc3thu2veZh7LoXMuP8nT7GOAwAAKEI70mr1le+8FmBsL/ZOnfOLX4lEHOtEAACAIrQXi9mS89b6aG1VvSwk6xerZVIX1okAAIAIRWg3h957L63tvFqiCHjmdT9vT9ZxAADgP1CE9nDs4JHMoj0mTqJ9+DcxkSGs4wAAwHdQhMPucl5x5PG3iaho2nMTJ6SzjgMAAN+DIhxeLW2d/I41UosxN2bh/B/OZx0HAAAGQhEOo74+U9Ff3/A3qoq9U+979lnWcQAA4DpQhMPo839sjVcXtbr6pz//G1cXCes4AABwHSjC4XL88xNZZZ8aORfusVcD/bxYxwEAgOtDEQ6Lioq60CNvEVHxlGdGZySyjgMAADeEIrS9np7elu2/dzfrL4XOXPDQQtZxAADgZlCEtnds618jdbV17qEzn13BOgsAANwCitDGTnxxMqvmC4PIVbHsVU+5jHUcAAC4BRShLdXVNwdnv01EZVOeSU2MYh0HAABuDUVoM2azpfzdjXKz7nLQ5PkPLmAdBwAAhgRFaDOH/+/jhK6iNle/ic+8yDoLAAAMFYrQNq5cKU29/LGFOMMDL+HmEgAAIwiK0Ab0BqNu50YJb7qU+MDkSVms4wAAwG1AEdrAkfe3h/U01LqHz33iCdZZAADg9qAI71ZubkFmyX4TJ/F45FcyN1fWcQAA4PagCO+K3mA07X5TRHxe2sOZ6fGs4wAAwG1DEd6Vox9+EKJvqnaPmPf4Y6yzAADAnUAR3rn8gtL04n0mEnv86JdurrjLEgDAiIQivENms1m9c7OYt1xOWjI6I4F1HAAAuEMowjv0xa69UdqqJmnQnB8vY50FAADuHIrwTjQ0tsZd3EFEhoUvyN2lrOMAAMCdQxHeifx//l1mMVxWTp8+bSzrLAAAcFdQhLft7Omv01rO6cTumT/+KessAABwt1CEt8dgMLoc+isRlY97PDTYj3UcAAC4WyjC23P0k91KQ0uNR8S8hxazzgIAADaAIrwNzS2qhEv/IiLxop+5SMSs4wAAgA2gCG9D7kfbZBbD5eCpkyZmss4CAAC2gSIcqvz80oz6470i1+RHnmKdBQAAbAZFOFRX92zleD4/YXF0RDDrLAAAYDMowiE5ffxsvLqwQ+I149FHWWcBAABbQhHemtlsdjm6nYjqxi/1VrizjgMAALaEIry1owezw3oaGmTKex+YzzoLAADYmM2K8PDhw8nJyV5eXsnJydnZ2UR06tSpzMxMT0/PzMzM06dP22pFdqY3GP3P7iAi7YzlUhfcawkAwNnYpgjNZvPSpUvffvvtjo6O119//cknnySixx9//NVXX+3o6Fi1atXjjz9ukxXZ34n9BwKM7ZWesbPnTmedBQAAbM82RWgymXbs2DF79mydTieVSr28vIhIoVB0dXVptVqNRiOXy22yIjvT6fRhuf8iIu7eZSIRxzoOAADYnm0+65NKpfPnz9dqtQqFguO4M2fOENEHH3wwbty4p59+moguXLhw3V/85ptvHn744cHTn3766XHjxg2YqFarRSKRWGy/S7qc3ndgTF9X8aiksWlxnZ2ddluvYzKbzWq12sXFhXUQ4ert7dXr9axTCJpGoxGLxUajkXUQ4VKr1SaTydXVdYjLKxSKW7bGnRdhYmJiaWkpEfE8b50il8u1Wu3mzZtXrFhx4cKFV1555eWXX165cuWf//zn//3f/z169OjgQQIDAxcsWDB4emRkpEwmGzBRJpPJZDK7FaFG2xNbeICIXO95bHAYATKbzdangHUQ4eI4jojwFDDU19cnFovxFDBkfRcaehFat5pbLNNfY3ejqqpqy5YtGzZsIKLW1taYmBitViuXyysqKoKCglQqVWRkpEajGfBbO3fu3L9//86dO4e4lra2Nl9fX7sV4cF/fpSZ+2GRd9rc1Rvts0YHZzabVSpVQEAA6yDCZTAY9Hq9t7c36yDC1d3dLRaLPTw8WAcRLpVK5enpOfQiHArbHCNUKpVbt27NycnheX7Xrl1ZWVlElJ6e/t5772m12g8//DAjI8MmK7IbnU4flbefiDznLmWdBQAAhpFtitDNzW3fvn0rV6709fXduXPnP/7xDyLatm3boUOHgoODd+/e/e6779pkRXZzcv/BUabuUq/kSZOyWGcBAIBhZLMT42bOnJmbm3vtlMTExLNnz9pqfHsy9PaF5O0nItfZuKAaAICTw5VlruPUZ9l+RlWFPGbq9IHfXAUAACeDIhzIYraMurCHiMzTf4QzBwEAnB6KcKCc42dC9U2NbsEz75nKOgsAAAw7FOFAfM4eImof+0OxGA8OAIDzw3v993yTmx/bXdopGTVjwTzWWQAAwB5QhN/TcmQfEVUlz5fLbHm2JgAAOCwU4Xfq6ptTWr/q4yRj5y9inQUAAOwERfidK4cPinnLldAZIUE+rLMAAICdoAj/w6DvjS7LJqLwOfezzgIAAPaDIvyP09nHFSZN2aiErIwE1lkAAMB+UIT/Ib1wkIj6xmF3EABAWFCERESXLxfHaCs7JYrp905nnQUAAOwKRUhE1HDyEBFVxc+VSXH7dQAAYUERkkajS6jL4TkuZc4PWGcBAAB7QxHS2ezjMouhyDs9NjqUdRYAALA3FCG5X/6CiETjsDsIACBEQi/C4tLqaE1Fl9hz8swprLMAAAADQi/CiuNfEFF51EwPXFwUAECQBF2EJpM5ouoUEUXOmMs6CwAAsCHoIvzq7Nc+fZ01HhGZaXGsswAAABuCLsKu88eIqDN5DusgAADAjHCLsFvTk9DytYW49BkzWWcBAABmhFuE50+cdrMYS3zSI0L9WWcBAABmhFuEfN5JIjKnz2IdBAAAWBJoEbaruuJV+X2cZNwMnD4IACBoAi3CiydPSchc7D/Gz9uTdRYAAGBJoEUoKTxNRJLMGayDAAAAY0IswrarnXGdRb0i1/FTJ7LOAgAAjAmxCHNPnRHzllL/0V4Kd9ZZAACAMSEWobj4DBGJ06axDgIAAOwJrgg71Zp4VYGJk4ydMoF1FgAAYE9wRXjxzDkJmUt803295ayzAAAAe4IrQlPBOSKyJE5mHQQAAByCsIrQYDDGtl3iOS5tMj4XBQAAIqEV4cXzuTKLoUIeG6bE9UUBAIBIaEXYmfc1EXVHj2cdBAAAHIWQipDnQxouEFHkuEmsowAAgKMQUBEWl1QFGNvbXXzSU2JYZwEAAEchoCKsyr1ARLUh4ziOY50FAAAchYCK0K3yIhF5po5jHQQAAByIUIpQp9PHqEtMJM4Yl8U6CwAAOBChFOHF85ckvKnSK8F3lAfrLAAA4ECEUoRdRblEpI0cwzoIAAA4FqEUYWDjJSIKzRzNOggAADgWQRRhY2NriL5JI5ZnpCawzgIAAI5FEEVYkHuJiKr90iQSQfx9AQBg6ARRDH1ll4mIj8lkHQQAAByOIIowtC2fiKKzUIQAADCQ8xdhZVWDn1HVIfFKjA1nnQUAAByO8xdh+eU8IqoLSMeV1QAAYDDnL0JTVT4RiaLTWAcBAABH5PxFqGwrIKKo9HTWQQAAwBE5eRHW1jcHGNs7JYoEHCAEAIDrcfIiLM8rJKI63xSRCAcIAQDgOpy8CHuqConIEp7MOggAADgoJy9Cv5YCIgpJTmUdBAAAHJQzF2Fnlza0p6FX5JqcEsc6CwAAOChnLsKiK8Ui4qs9Y91cJayzAACAg3LmIuwoLyYinTKJdRAAAHBczlyE0qZiIvKMQRECAMANOW0R8jwf1llORHEpiayzAACA43LaIqysrPc0a9tcfcOC/VhnAQAAx+W0RVhbUkpEzT7xrIMAAIBDc9oi7KktIyJLSALrIAAA4NCctgjlrWVE5BuDIgQAgJtxziI0m81h2mqe4xKTcSo9AADcjHMWYVl5rZvF2OgW7OMlZ50FAAAcmnMWYX15BRG1e8eyDgIAAI7OOYvQUF9BRBZlDOsgAADg6JyzCOVtFUTkE4U9QgAAuAUnLEKe50O6q4koPhHflAEAgFtwwiKsqWvysOjbXH0DfBWsswAAgKNzwiKsLasiotZRUayDAADACOCERaipryaiXv9o1kEAAGAEcMIilLRVEZF7KPYIAQDg1pywCP3V1UQUGoc9QgAAuDVnK0KdTh/Y22bkXOKiQllnAQCAEcDZirCyso7j+QaPUBeJmHUWAAAYAZytCFtraoioyyuCdRAAABgZRlIRbt68ubu7++bLGJpriYj3RxHaXnd39+bNm1mnELTCwsJPPvmEdQpBy87O/vLLL1mnELT333+/rq7OtmOOpCLcvn37LYvQtb2WiOShKELb6+7u3r59O+sUglZWVnbw4EHWKQTt9OnTFy5cYJ1C0D755JP6+nrbjmnjIiwoKPDw8LD+3NnZuWjRIh8fn/vvv7+zs9O2K7oR/646IgqLRhECAMCQ2LII1Wr18uXLe3p6rH/csGFDREREc3NzeHj4H/7wBxuu6EZ0Or1/X3uvyDUqLNgOqwMAACdgsyK0WCzLly9ftWpV/5R9+/a98MILUqn0hRde2Lt3r61WdBPWr4w2yZQSyUj6yBcAABjieJ63yUC///3v1Wr1xo0bOe4/Y8rl8qtXr8pkMr1eHxgYOPjw3sGDB3/yk5/IZLLBo8XFxfn5+Q2YmJ2dPW3atOsub+XrHfSwR0c+F3C2vuGu/0IwkF6vz8nJmTt3LusgwtXY2NjY2Dh+/HjWQYSroKBAKpXGxeHONszk5OQkJSUNLogbWbt2bWRk5M2XufMiTExMLC0tJSKe548ePbp27drs7GyJRNJfhB4eHiqVys3Nraenx9/fX6fTDR5k1apVKpVq8PSEhISh/z0BAACua9GiRd7e3jdfRnLHo5eUlPT/fPTo0RMnTri4uFj/yHFcTk6OUqmsr6+Pi4trbGwMCQm57iBr16694wAAAAB3z2YfjX434rd7hL/85S+lUunatWtXrVplMpk2btxo2xUBAADcvWEsQrVa/dhjj+Xl5Y0ePfqf//znqFGjbLsiAACAu2f7IgQAABhBHPQ0gxudjM/kJH0BusnjPHnyZO5bzz77LKuEAmE2mxMTE6+dgk3AbgY/+ITXv33t3bs3NTXVy8tr+vTpZWVl/dNtvhU4aBHe6GR8+5+kL0w3epx5ni8tLW1ubtZoNBqNZtOmTQxDOr3NmzdPnjzZ+t3sftgE7OO6Dz5e//ZUXV39xBNPbNu2rbm5edGiRU8++WT/LNtvBbxDio+PLy4u5nm+uLg4Pj7+ltPBtm70ODc2NioUitGjR8vl8sWLF7e2trLL6PyOHz9+4MCBARspNgH7uO6Dj9e/PR09evSZZ56x/tzW1ubr69s/y+ZbgYMeI7zRyfi3PEkfbOJGj3Nubu7//M//vPnmm+Hh4S+++KLRaPz444/ZRnV6/d8+s8ImYE8DHny8/pkwm80vvPCCSCR65513rFNsvhU4aBHe6GT8oZykD3dvKI9zc3NzSkpKR0eH/eMJyoD3YmwC9jTgwb8WXv/2kZ2d/corr8ybN2/NmjUSyX9OfLf5VuCgxwitJ+MT0YCT8W80HWzrRo9zbm5u/83YXF1dpVIpm3wChk2AIbz+7Ynn+ZdffvmNN97YtWvX+vXr+1uQhmErcNAiXLRo0bZt23ie37Zt2+LFi4no5MmT150Ow+FGj79Op3vggQeKi4uNRuMbb7yxZMkSxkGFBJsAQ3j929/p06c//fTTAwcOKJVKrVar1Wpp+LaCuz/MOBw6Ozvnz58fEhKyaNEitVrN87w16uDpMBxu9PhbLJa33347JibGz89v2bJlXV1drJM6v/6NFJuA/Q148PH6t6ff/va3g9tqmLYCBz1GCAAAYB8O+tEoAACAfaAIAQBA0FCEAAAgaChCAAAQNBQhAAAIGooQAAAEDUUIAACChiIEAABBQxECAICgoQgBAEDQUIQAACBoKEIAABA0FCEAAAgaihAAAATt/wNoHsbited0aQAAAABJRU5ErkJggg==" - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plot(grid, [v v_star.(grid)], ylim = (-40, -32), lw = 2, label = [\"discrete\" \"continuous\"])" ] @@ -1413,20 +1161,11 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plot(grid, [c c_star.(grid)], lw = 2, label = [\"discrete\" \"continuous\"], legend = :topleft)" ] @@ -1441,22 +1180,11 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "121.49819147053378" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "maximum(abs(x - v_star(y)) for (x, y) in zip(v, grid))" ] @@ -1471,22 +1199,11 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.012681735127500815" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "maximum(abs(v[idx] - v_star(grid[idx])) for idx in 2:lastindex(v))" ] @@ -1500,22 +1217,11 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "all(x -> x ≥ 0, diff(v))" ] @@ -1533,7 +1239,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1545,7 +1251,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1557,51 +1263,29 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "294" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "res1.num_iter" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "σ == res1.sigma" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1613,44 +1297,22 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "16" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "res2.num_iter" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "σ == res2.sigma" ] @@ -1667,20 +1329,11 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAIAAAD9V4nPAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOy9eZgkVZX3fyJyr6WrqveFphe2hgZkUWAcdhBkaZpFFNnEV8eBUVEGR15fxGWGn4iCMi7jMgquY+PGTgOCND0iKqLI2g1I01tVd+1L7pkR8fvjdBxO3RsRGZmVVZVVdb5PP/lkZ0Xce+JGxPncc+69EYbjOCASiUQi0UyVOdkGiEQikUg0mRIQikQikWhGS0AoEolEohktAaFIJBKJZrQEhCKRSCSa0RIQikQikWhGS0AoEolEohmtuoHw17/+9cEHH9ze3n788ce/8sorADAwMLBmzZrZs2efc845AwMD9apIJBKJRKI6qj4g3LJlyxVXXHH77bd3dXWtWbPm/e9/PwDcfPPNy5Yt6+rq2nvvvb/0pS/VpSKRSCQSieoroy5Plnnsscd+8YtffPvb3waAnp6eAw88sLe394ADDrjnnntWrVq1adOmtWvXbt68eewViUQikUhUX9UHhCTLsj7ykY+YpvnNb36zpaWlp6cnlUrlcrkFCxYMDw8rGw8ODn70ox8dGhrSy7nmmmuOPfbYOhomqkrlcjkSiRiGMdmGiEbJtm3HcSKRyGQbIlIlt0xjyrbtWCxmmhVyn9GaK1i1ahUGeYTSRx555Lrrrjv99NNvvPFG/B0vC8dxLMvSS3jooYe2b9/+4Q9/WP/TsmXLPHcRTYz6+vra29uj0dovD9F4KJ/P5/P59vb2yTZEpKq/v3/WrFmxWGyyDRGNUj6fB4BEIhG8We2ebtOmTfTdcZzrrrvuqaeeuvPOO/fff3/8cfHixdu3b99vv/127ty5ZMkSz0IWLlx44YUX1myDaJyUSCSSyaSAsAHlOE4ymZxsK0Sq8JYREDagKoaDUK/JMhs3brz33nvvu+++xYsXp9PpdDoNAGvWrLn99tsdx7n99tvXrl1bl4pEIpFIJKqv6tPl37Bhw+bNmzs6OugXx3E+85nPXHLJJUuXLj3iiCN+/OMf16UikUgkEonqq/pEhJ/97Ged0QKA9vb2Bx54YMeOHffee29bW1tdKhKJRCKRqL6SJ8uIRCKRaEZLQCgSiUSiGS0BoUgkEolmtASEIpFIJJrREhCKRCKRaEZLQCgSiUSiGS0BoUgkEolmtASEIpFIJJrREhCKRCKRaEZLQCgSiUSiGS0BoUgkEolmtASEIpFIJJrREhCKRCKRaEZLQCgSiUSiGS0BoUgkEolmtOrzYl6RSCRqBN1www3333//xNdrWZZpmoZhTHzVM0cnnXTSV77ylfEoWUAoEommj954440LLrjgrLPOmmxDRHXWhg0bnnjiiXEqXEAoEommlZYtW3b44YdPthWiOmvr1q3jB0IZIxSJRCLRjJaAUCQSiUQzWgJCkUgkEs1oCQhFIpFINK1kO/D6iHPvVvvWF81sufL2MllGJBKJRFNYtgNbRpwXB5yXBuHFAeelQeflQSe3h3/GWXvDYakKJQgIRSKRSDRl5ABsHXFeHIQXBxz89/Kgo4d9ezUbB7bDAa3WvETlxKeAUCQSiURTQJuHnKPvKb806KRL6p+WNhsHdcDqDuPAduPgDuPAdqMtDgCQz5cjkcolCwhFIpFINAXUlYVNPQ4ALG4yVnfA6g5jdcco7NUsAaFIJBKNlwzDcByn4u8hN6uvVSFtaBzt3wa3nh09uMPoSNS5ZJk1KhKJROOl6667Lvj3U089NWCzcVUj2FCVFjcZxy2sPwVBQCgSiUTjpy9+8YvBvz/22GMBm42rGsGGBpGAUCQSTWcVbXi2z5mYfy8PqqlFfB+FYRjr1q17y1veMmfOnNtuu41+P/fccwHgsMMOw//ee++9hx12WHt7+6JFi2655Rb9WHp7e9/1rnfNmzfvgAMO+NWvfgUA/f39l19++aJFixYvXvy+972vv7/fs7r+/v5LLrlkzpw5++6779e+9jVum2JDyAKnmWSMUCQSTWdtTzuH3xViTXU9tLLV+Pt7vJ3qtm3bnn322ccff/zss8/++Mc/jj/efffdhmE8++yzCKEbbrjhsssuu+aaa5577rljjjnmE5/4hFLINddcs3LlynXr1j311FPnnnsuFhWPx19//XUAuPrqq6+99to77rhDr+5jH/sYAGzZsiUSiXz4wx/mZSo2hCywrs02+ZrM0dF169bdfffd69atmywDRH7q6enp6OiIRqWf1FjK5/O5XK6jo2OyDWlcXXbZZaeddtpll11Gv+zIOGc/bE1M7Utb4L7TRt01NC1leHi4tbUVtIkq/L+2bT/99NMvvvjiE0888aMf/UifzzJ37tzNmzfPmTMHAPr7+9va2hYsWPDSSy/Nnz8fAHbv3n3ooYfu3r1br27OnDkvvvjiwoULAWDXrl2LFi3ys2Hu3LlhCpyY9uS6++67f/CDH9x9991V7ZXP5yORSCwWC95MPJ1IJJrO2qvZePb8yXd0SJFgvfvd747H4+9973tvuummH/3oR/oG+Ppf/L5r165EIgFuhhO/WJblWR3txbf3U5gCp5lkjFAkEokmU6XSnvXhv/nNb66//vqzzz77oYceAoByWc3onnrqqV/+8pcty/rjH/941FFHFYvFM8444/rrr8dUwfXXX3/mmWd6VnHmmWd+4hOfGBkZyWQyn/rUpwJsCFngNJOAUCQSiSZNZ5555j777IPfv/CFL5x44omHHHJIX1/f6aeffsUVVygbf/3rX3/++efnz5//3ve+94477ujo6Ljttttyudzy5ctXrlxZLBb9ZrJ89atftW17+fLlhx566AknnBBgQ8gCp5lkjFDkIRkjbEzJGGFF6WOEoumhcR0jlIhQJBKJRDNaAkKRSCQSzWgJCEUikUg0oyUgFIlEItGMloBQJBKJRDNaAkKRSCSawqq4QN5PN9xwAz5rZlJqbygJCEUikWgchS85akB961vfeuGFF2refaq8vCmMBIQikUg0jsKXHDWg+vr65s6dW/Pu0+nlTQJCkUg0rWXb0N8/Qf+GhpTK+UuOfvrTn86bN4/nEvH7rl27Lrzwwvnz569cufLyyy/v6uriJZxzzjnf+9738Ps111xz4IEHer6qqdpilbcv8R31ly7pr3+abi9vciZPP/vZz97znvdMogEiP3V3d5dKpcm2QqQql8v19/dPthUNrUsvvRTf2/CmXnvNAZigfytX6iahmwWAq6666vnnn+deF7+fffbZ69aty2azAwMDn/vc58466yy++5133nnqqac6jlMqlRYuXJhKpb785S+Xy+W//OUv8Xicl19VsQE7AsDNN99s2/Zjjz2WSqWwVf/t3/6tVCpt3Lhx9uzZ+Xxe2f2yyy77wAc+kM1ms9nsBz/4wSuuuMKznLHorrvuWrt2bbV75XK5YrFYcTN5hpZIJJrWikRgwh5K194e8MfPf/7z8+bN039//PHH77//fvqvss2aNWuuvPLK7u7uv/71r6tWrXrssceefvrpH/7wh0888USxWAyoLrjYYF111VWGYZx88sm5XA4A1q9fv3nz5mg0etxxx7366qv6wxcffPDBl156KZVKAcCNN9546KGHepbTsBIQikSiaa3ly6G/f7KNANBQNDIygl86Ojqee+65lStXAkAmk+nr6+ObpVKpc88991e/+tXvf//7D33oQxVf1RSy2IAdQXvpkv76p+bmZmX3Kf3yJhkjFIlEovEVveQIABKJxOOPP+44zre+9S385fzzz7/pppuy2Wx3d/fatWtvuukmZfdLL730jjvu2Lhx43nnnef3qqYaivXbUZf++ifluKb6y5sEhCKRSDSO4i85AoAbb7zxggsuOPTQQxcsWEC/WJa1YsWK1atXL1++nE+BQZ1wwgmdnZ3nn39+Mpn0e1VTDcX67ahLf/0TTK+XN8lrmEQektcwNabkNUwVJa9hmq6S1zCJRCKRSDReEhCKRCKRaEZLQCgSiUSiGS0BoUgkEolmtASEIpFIJJrRkmmBIpFoOsgB2DTovDEyadPgRVNXAkKRSDRVZTvwwoDzRJfzxC5nY5fdk4fWhniGjGiKSUAoEommkmwHnut3Nu5yNnQ5G7vsvsKbf1rcZMxSn/wlElWWgFAkEjW6HIDn+53HO50NXc7GXXY/g9/eLcYJC40TFhnHLzT2azMuWz8dXpgummAJCEUiUYPqpUHnt53O453OE6Mjv+WtxgkLjZMWGycsNJa3quRbv359d3f3hBoqGn+98MIL41e4gFAkEjWQXht2Hu90ftvlPN5p72av7lnWYpywyDjZB36kL33pS7fccktnZ+dE2MqUz+fj8Ti9okFUd82ePfuEE04Yp8IFhCKRaJLVmXUe63R+2+n8ttPZln5z2ufiJuOkxcZJi4yTFhsr/eHHtWjRoltvvXXcLPVVb29vW1tbxWdaihpTAkKRSDQJGizC45028u/lwTfhNzcJJy4yT15snLTIWNUuA36iiZCAUCQSTZAKFvy+23lsp/2bnc4zvY7l4q8lBicsNE5ZYp60yDh0tmEK/kQTKwGhSCQaR+GEz9/sdB7daW/c5WT3vEcW4ib84wLj1CXmyYuNo+cZURlcE02eBIQikaj+6srCo532IzucR3fau9w5LwbAW2Ybpy4xTl1iHrfQaBb3I2oMyZUoEonqo1wZfrfbeWSH/chO57n+N4f99mo23rHEeMcS45TF5vzUJBooEnlLQCgSicaklwadh3c4D++wN+5ycm7mszkKJy4y3rHEPG0v40CZ8yJqbAkIRSJR1RouwaM77Yd3OA/teHPBg2nAEXON05YYp+1l/uMCIy7DfqIpIgGhSCQKJQfgb33OQzuch3bYv9/tlOw9vy9IwWlLzNP3Mt6xRDKfoikpAaFIJArSUBF+s9N+aIfz4Ha7K7vnx6gJxy803rnUfOdexmFzDEl9iqa0BIQikchDLw44D2x31m+3n2TB317NxhlLjXfuZZy6xJwlD1ERTRcJCEUi0R7lyvB4l/PAdvvB7W++4TZqwgmLjDP2Ms9Yahw6W2I/0TSUgFAkmunamXEe2O7cv815rNOmBe8LUnDGUvPMpcY7lpjt8Um1TyQaZwkIRaKZKAfgmV7nvq32/dudv/Y6GP0ZAG+da5y1t3HWUvPIufKoM9FMkYBQJJpBypXht13OfVvt+7Y5ndk9yc/mKJy2l3nWUuOsvc2FMu1TNPMkIBSJpr968nD/Nvu+bc4jO+yMm/zcu8U4e2/jnL3NExcZicik2icSTaoEhCLRtNXfh527tzr3bLV/v3vPqx4w+XnOMnPN3sZhcyT1KRIBCAhFoumnv/Q6d22179nqPO8+8DMRgXcsMtYuM9fsbSxpFv6JRKMkIBSJpoMsB/53l3PXG/Y9W52t7jPPOhJw5lJz7TLjnXuZrbLsTyTyUX2eBvjrX//64IMPbm9vP/7441955RX88e1vf7vh6sorr6xLRSKRiKtow/rtzj/9r7Xop6WTHih/7UV7a9pZ0mz8y0HmI2dEd18S+8mJkQtXCAVFoiDVISLcsmXLFVdc8eijjx5yyCHf+MY33v/+9z/55JOO42zevLmrq6ulpQUAolEJPUWiuilXhod32r/a4ty3zR4q7vlx/zbjvOXG+cvNt82TZ56JRFWoDnx6/fXXL7744qOOOgoArrjiiptvvhkAurq6yuXyWWed9corr5xyyinf/e53k8nk2OsSiWayMmW4d0d0/V+sB7e/OfnzLbON81eY5y83Du4Q/IlEtagOIDzllFNOOeUUALAs6zOf+cx73vMeAOjq6jryyCO/8pWv7L333tdcc83HPvaxn/3sZ/q+f/7zn8855xz996uuuuqYY44Zu22i2jQ4OAgSxzeMMmXj4a7IPTujj+6K5KwkgG0AHNFhrd3LWrOktLx5z4jgwMDkmjmjNTg4aNt2LCY56MZSoVBob2+veF5q9HSrVq3avHkzADh7HkkBjzzyyHXXXXf66affeOONAHDkkUf+9re/xT998YtfXL16tWc5S5Ysufjii/Xf999//1RKVvZOmlKpVCqVEhBOrjJleGin8cutxsOdBr7w1jTgbbPL714ZWbvUXtoMABEAWQDYEMJbRkDYaMJJKhU3q9HTbdq0ib47jnPdddc99dRTd9555/77748/PvPMM4VC4e1vfzsAxOPxRCLhWc6iRYsuuuii2mwQjZ8SiUQymRQQTopyZVi/w77zdef+bXue/GkacOxC48IV5tmLih1GvqOjY7JtFKnCW0ZA2IAyzcpzQuvg6TZu3Hjvvff+4Q9/iEaj6XQaAFpaWjKZzIUXXrhhw4Z99tnnP/7jP84999yxVyQSTWMVbXhkh3Pn6/Y9W+2REgCAAfD2Bca7V5jvWrFn8V8+D7ncJNspEk0/1QGEGzZs2Lx5M++lOo5z3HHH3XDDDWvWrBkaGjrzzDO//vWvj70ikWj6yXLgiS7nZ3+3f/2G3V/Y8+PR8413rzAvXGkslcXvItH4y6BBvonXunXr7r777nXr1k2WASI/9fT0dHR0SGp0XPWnHud//m7//PU3X/t+6Gzjon3Mi1YaK1q9+ZfP53O5nKRGG1C9vb1tbW2SGm005fP5SCQyXpNlRCJRbXplyPmfv9v/83fn1aE9fdD92oyLVhoX7WMe1C7xn0g0CRIQikQTod05uPN1+6ev2X/q2cO/xU3Ge1Ya793HfNs84Z9IVGdhstO27Uik8sxqAaFINI7KluHurfZPXrN/s9Mp2wAAbXE4f7l5yb7mSYvkzbciUe1C1Pl9oizLCjPEIyAUieov24H/3eX88FX7l1v2TAGNm3DOMvPSfY01e5tJWfsnEoVQGNT5CZcPhlk7AQJCkai+enXI+dFr9o9fffMVEMfMNy7d17xoH3OO92JakWjmauyo8/tElcvlcVxQLxKJuIaK8PPX7R++aj+5e88NvLzVuGxf47J9zf3aJAEqmtHy5Fy9UFcXCQhFotplO7Chy7njFftXb9j4FLTWGLxrhfm+/czjF8krIEQzRWMM7CYAdcESEIpEtWhb2vnBq84PXrG3jDgAYBpw0iLjiv3NC1aYzXJXiaajaqbdhAV2NUtuWZGoChUsuHurfftm+9FOx3YAAJa3GlfsZ75vP2O5zyp4kWgKaey0a0zUBUtAKBKF0kuDzvc22T9+ze7NAwAkI3D+cvP/HCCrIERTT7XRrvEDu5olIBSJgpQtw89ft/97s/17dxbM4XOMDxxgXrKv2R6fXNNEogqiOSlCu2AJCEUibz3f73x3k/2T1+zBIgBAWxwu3sf84AHmEXOns0cQTTl5zsYMk8mcabQLkIBQJBqlvAU/f93+zqY3Q8B/mG98aJX57pVmk9wuosnTWMI7oV2w5M4WifbolSHnO5vsH7yy53VIbXG4dF/zn1eZh8wWxyGaOOnAqyqZKbSrQQJC0UyX5cC9W+1vvWw/unOPv3nbPOPKA82LJAQUjac48CS8m1zJjS6auerOwfc2299+2d6ecQCgKQrv3ce86kDzSBkFFNVPNQDPM8gTjZ8EhKKZqD92O994yf7FFrtgAQAc0GZceaB5xf4yEVRUuxzHsW0bagKehHeTKwGhaAapaMMvXre/9uKelwJGDFi7zPzIQeYpS8QDicJKD+8cxymVSn7PdxbgNb4EhKIZod05+PbL9rdftnblAADmJOCDq8yrDjSXtYhLEvmqqqymwQSS0pxSEhCKprme7XNue8Fe9/qeLOhbZhsfXW1evI+Zkmtf5MozyPPbWA/vDMOIxWLRaDTMO2BFDSg5baLpKduBB7bbX33efrxrTxb0vOXm1avNExdJJ31Gi6MuZJAHktWc7hIQiqabsmX40av2V1+wXxlyAGBWDD5wgPnR1eYKeSj2DFMNzJOs5syUgFA0fbQ7B998yfrWy3uei7281bh6tfmBA8xZscm2TDTOCs88z8TmBFoqGkcpF4DjOMViMZlMVtxRQCiaDnplyLn1eftHr9p5CwDgmPnGvx5inr/cjIiLm3aqjXmS2Jzq0iGn/6LvVS6XgxexoASEoqmtP3Q7X37OvnurbTtgGnDecvPaQ8x/XCD+bpoojLMDYd4Ulx/hwsxd4lICfcMwbNsOcyUICEVTUg7Awzucm/9mbehyACAZgcv3M689xNy/TdzfVJXuDf22lPG8qSVPsCk/VpQOuTCXgWVZAkLRNJTlwC+32F/8m/1snwMA7XG46kDz6oMjC1OTbZmoGoUP9YR5DS4dbNUGcxUJN97nXUAomjIq2vCT1+wv/s1+dcgBgEVN8K+HRP55ldkqc2EaW3oc4LmZ7g0n1EqRj+rCOU+2Nc6JFhCKpoDyFnxvs/3l5+xtaQcA9pllfPJQ8337mYnIZFsm0hQywymhXoMogHA1cM6TduN+DGOWgFDU0MqW4dsv27c8b3VlAQAO7jD+71vMi/aR6aCNomoznIbMZJlw+YV0NXNu+vVgBISiBlW6BP/1sn3r81Z3DgDgyLnGpw831y4zp8NtN2UVBntTMSCY6sK3XvB3X4RHnXKmTNPUf5z2EhCKGk7pEnzzJfuW5y1cF3/0fOOGwyNnLZ0RN2RDKUySU0+FTbSVM0O2bdc9pJPzRRIQihpI2TJ88yX7S8/tQeA/LjA+c0TktCVyr06EwgwOCfbGT36cwzgvWIK6MUpAKGoI5S349sv2F/9m7c4BALx9gfH5IyKnCgLHUxUDC0ly1ld+qKs2gSmoq7sEhKJJVsmG72+2b3zW3plxAOCY+cbnj5QosP4Kn+cU9zoWKcGcoG5KSEAomjRZDvz0Nftzf7G3jDgAcMRc49+PlLHAuilMwMf9rHjb8NI5VygUcrlcqVQK2EtQ17ASEIomQQ7APVvtT//ZfnHAAYDVHca/H2met1xmhI5JweSTPGe18ozq/HoVuBl40c40TWnwBpeAUDTR2tDlfOpp6w/dDgCsbDU+f6R58T6mMLBaVRXwiRf2U22ZTIVwhmEkEolUKhWPxyfMcpEivb9i23Yul2tubq64r4BQNHF6rt/51NPWg9sdAFiYgk8fHvmnVWbcnGyzpojwxrYsy+/NMkK+ACmQo/8G7KKHdAFti9uMm/kzWgFLR/ifPPctFoupVOXHEAsIRROh7Rnnhj/bP37Nth2YFYN/OzRyzSFms1x9gdJjPsuyeAoOJNU5Wn6xXQDwPHOY0p4ToGCqhTl3ivSkNJ3WivuKKxKNr4ZL8MVnrdtetHNliJvwL6vN6w+LzK38yuiZqOD7H2/pSCQSjUZnuJv29JvB6+30qE5iuHFSGMKFWRxJ0s+dZ9/Fb/cwZ1lAKBovlW347832Z5+xevJgAFy0j/mFt5orWsX1vKmK5FMClHK5PKPct+5GKSD2lIR34y2/LkgNMVww1Sb43AkIReOi9duda/9ovTzoAMBxC41bjo4cNU+cEcDoAQ/lTxN//zeIdJcaEnjcdYbJgIkCpHc49P+GKScM4RrtZAkIRXXWS4POv/7BeniHAwD7tRk3v808b3ljXfQTrODOcpjcznSSgrrgLJnuSWdUQFxH6Z0M/XuYcjzBFmYyUYNLQCiqm/oL8Pm/WP/1sl22oT0ONxwe+cjqmTgpNJh8U91lhJRnhOfnbSXCG4sC8FZtJKe0v/59vI9lsiQgFNVBlgP/vcn+9J+tvgJETbjqQPPfj5xZM2ICEnrTnnx04GGCPCW2m8bNUi95gi1MU3PNZMiFkYBQNFb9bpfz0aesZ/scADhlsXHbP0QO7pj+N1VA2DeNyacDLzjI07E3wQY3voIhFyaYC2CbNHtICQhFtWtXDj75R+snr9kOwPJW49ajzfOn9XAgTz0pf5p+8KuKeYrnlawmSW/DGjing41/mYCjmPYSEIpqUdmGb75kf/Yv1lARUlH45KHmdYdGUtPxagoYaJk281wUHx2Gefxzgq1tKFHfqFQqFYtFy7KqzVt6diP4fyfgKKaN9JBaHrEmGi891e1c9Tvrb/0OAJyzzLztmOm2OtBvKt00CPsUNyHMqyg9mFMCO9wsl8vFYrFYLKbsHhDPzdgmrUo8DRMQWPt1OwqFQjJZebaCgFBUhQYKcN3T1vc327YDK1qNr/1D5Oy9p8OdPHq8zwN+U9RnBThurhnOvJCo8xM2VywWi8fjiURCUsRhVBFs1a7rQPl1OCruKCAUhdVPXrOv/aPVnYO4CZ88zPx/b5naudBg+E25WQZKkOcX6ukRyQxx1tQs1aLOs8X07lE+n0+lUnpEOKMUTLVqZ7qiKAETnED2u5Kj0aiAUFQf/X3YuepJ6zc7HQA4aZHxrWMjB7RNGUJwTRv46T7d05t7uu+Jt3ZixB1uyCFPlB/qpn2LhVQw0vhn+DJDgm3C2l9AKApS2YavvGB//i9Wtgxzk3DL0ZHL95t6rw70S7NMldku5NyLxWKhUMhms/o2ik+ZrulNxfPyL8E7KoQT1IHPJKkaksMkP6rpP47rcdUgAaHIV3/tcz6w0fprnwMAl+1rfuWYqbRG3u82bnz4Bbj4crmM//V0MZNncp3lybmKMYfeJtOyccLIM09eM+EqJoenQY5dQCjyUME2rn/G+cqL5bINK1qNbx8bOW3JFHAlPF3Df2/kvn+YyIbsj8fjjuOkUqkGPJBqpR94eNp5Am8atEkY+aV/ayOcX0J4pkXMAkKRqqe6nSs2tL4yAhEDPn6weeNbI438Bl3KeSoOlPdYJ8s2Xbyr7uezAnJ3tm2XSqWGOqKKUiAXcOAkpQX4l4m0fOLlGQTXMA5HF78QLqQa2MOJJlx5C274s/XVF2zLMVe1wR0nRI+Z36C3iuewH+U8G8dj6gBQNpgekY0e1fkdL0k58GlPu2DIBbcVV0D6d0pfQlVJmarj12lwHCeXy82bN6/ibF4BoWiP/tTjXPGE9fKgEzXh6n3z/98xqZZEY91OfpnPxhn2U25Oz/674vcn3eaqxA9N8Tt+u+icm37O2nEcy7JKpVJt+V6SXxw8PcbhgmX7ZHo9fw8/fydkD0NAKIKiDes7YAYAACAASURBVP/+F+vm5+yyDas7jDuOjyyHfDKSmmy79sgv+GsEf6qAISDPSR5tUuysVjrwgh2Q7runk+PWz7LeLENDQ7ZtB0QefuEv/zKRBzUBqhgBV9tRIClTdQKi5GKxGGZxp4BwpuuFAefyDdZf+5yIAZ881Pz8kZFkBHp6Jtkqz+CvETKfFSMhBXsN7t38XHxF4E0nJx7MuTA+GtshGo3G4/Fp3CEAr5xHAOGqKtkPZp6/h7/eyuVymM0EhDNXtgNffcH+9J+tvAX7zjJ+cELkHxc0SmqxcYK/YJ84hfyd7aWZADxlgpLeAhVTZ36twX204zhtbW1T9MkynhldT+CFz0nC6CC44pfxO7owEhDOUO3IOO97wvptp2MAXHmgecvRkzk11PZKj0zWHRKefI0JBj+n77e96aUGPK4ABXAujO8O4Nwk9sDGLs8egCfqwuMtYIqT/mVcj66+EhDORP1yi/3Pv7P6C7AgBd8/PnrW0sm5z3U/xVP/E2yGHzD0vv+EGVZRVTEP7Y9EIoZhRCKRBumJh9QYUecH+6lIffAfwa22WUieQ7x+kBvXQ6uvbNsul8thLnIB4cxSpgwfe8r6/mYbANbsbX7vuMj8iZ0T4zf4N5Fdb3IZlmUFkK+herVoc6lUKhQKuVwOLffzdH5+f4JtrkpjQZ3ivnVXPmFHMUYFN4JdZQBH3UodbMovDX5toPzyt/ovfJCyUCgsWbIkHo8HFy4gnEF6ts957+PWpkEnFYVbj45ceeDEPTXUk38T5qeC53aSd8BoqRGcAnKOhK97BYB8Pl8oFIrFIm7mB4BJtT1Ins49GOqoANRNFT8eTDjPK9NPnq3hCbnxPqixKHjsVidcVcOTKNM0o9FQjBMQzgg5AN940f63P1kFCw7uMNadHFndMXGxlzIfYWL4p9xR/E8NNc6n8EC3FoU2x2Ixx3FSqVQjM08/nDC+DLsgmLOdWqjjwTo+DNZTYYqqyPsGb42KYAt5MXhKD3A9ewD8vwCQz+cjkUjFwgWE01+DRfg/G6273rAB4KoDzVuPHvf3CPrxb1zv4eCwD2unsbFxsiGkhRwSnu6AW6vc1YZhVMzzTIB01NF/A/aicUpPRz9hxlclT6Lzo8Yz2N/fXyqVgtcRVlQDEs7zovUDW7Vsq9gaE9Y4AsJprqd7nHf/1npjxGmPw/ePj5y/fBzdzcTzz3Ecv0BKCS/Go/bwtgVAgttJXybeWk/pkLN9Bla5qM114DWao1euH093X7EQCtYTiUQikfBz6xNwOOFVkWocb+GLDY5oG/liEBBOZ33jJfvaP1hFG942z7jz5MiK1vGikef43zhd69xh6WEfOd8Jvs24VQGDXjrzJt0d8Eia2x/sBD1ph98n0vhgBYA8vJf3gzr9jmfQNM3JXUeopyUDaBe+WM42v0YwG2DSjV9WNpfLtbe3y7NGZ6jSJfin31nr/m4DwNWrzS8fHYmPg4PSvck4OXceWvHflVRbfSsNUBjsKbZNOiTQUyioCw7vPKNV/D6RlvuJ4jk98tYvFU95jkrqGenJlSfV/KZThVQA0nTCjd+hBagiy5U/+R1+oVBobW2tWJ2AcBpq06BzwaPWS4POrBh87/jIhSvqfDPb2vp3cxzmv3Afx3/XO+PjLe5wA7CHzoU+J3EkkjcdfQY4Sp12kzuYitJHp5Qv4ZcPKn6/QcJxzzi1qiw0l2dasnGGYyuyXPml2vL9srKlUkkmy8xE3fWGfcUT1nAJVncYvzo1ckBb3W51vjoHVfdHSATDb2K8sxI5eSKkEbCnR3h+1pLNOuomN071C+nCzLsBn4CVu/5JjGb8jij80ZEq4nxS8ObHM78sdLXlB4M8/LmWWaMzTrYDn/6z9cW/2Q7ARfuY/31spKUeAxb6EGB9+RcAv4npuSsg0W9aQshkYY8szGazmUzGNM2AWIEDj39OCvD8wlM7XDbPj3OTFbB6dj7Q0ff09GSzWdM0wzt9fXjVk3bjekRcCr0CglS7+sUPYUDOH3s0TsfoJwHhNNFgES5+vLx+uxM14UtHRa45uA5XknLF1/H5Z9yP8N8nAH7kywLynORtJxgh3Db+hSwsFAqFQqFUKnnaOVnAU6wNH9UFMHvivWEwsyuSu1AoJBIJXL7tCbZJmRscQG79S1Vs80Oa3/fxO8Dg4DuXyy1atEgmy8wIbRp01v7GemXImZeEO0+JnrRoTAhx3LeM0kMZ6kImLFZnD79nxgN+VK9fwEcGkC+uuw0BVilU9tyYN1EkEmlra5tgTuijpPxLwI5+qJvcHoYntsNgQD8c+hKNRtvb2xOJxARcPzrJPGEQ8qBIASSbmNnOYbCtHG/FAywUCvPnz69YtYBwymv9due9j5eHinD4HOOud0SWtdR+gdK1hR557ClQ7oCUh4sSeOp+R/G7yJMuPJCagDwnJ3GAVWSbHueRhbigfpzm6PuxOcBaFGfDpATTegvrqKtYiD7uqwAg+FLJZrOxWGwsFPQLSXXghcdbALkngG1hgmwFctVWEXCAqOCnHJAEhFNbX3ne/uSfLMuBd6807zg+0lTT+dRnwWAPN+Rj+nR5uns+0lbfW447br0XzB0cqo5V67I0ed7evDUmMhhVMsMhaaGPknLXM949CU+28S8VwcAfJ6ujerz7Q3oM6oe6kAUqEVvAZ30Pym9+lh/eaniImt9x+YG84gHm8/kwvTEB4VRVyYZ/edL63mbbAPiPIyPXH17LE7SV9ILy+OmqivIL/rjTqd5A37osyyqXywHk44CpV72KdKJYXnlCnXnjalWAbRVpp/QYxuPc6fKMRKvlnCekucccD8s54dLpNACY7jwmfghVPUpbMXu88aY0fjCwq43YAoJsT6qN8TTpw/+WZeVyudmzZ8sY4fTUQAEueLT8eJfTFIUfnRC5oMqVgp4hYG1de7/gj+7nuty0weN8E0A+xYAABx3RNK4U8aRdsPNVbJvgHoNt2/hk6jBsRunnV/kyHjk9Pyr7EW5gYKBQKHgmUfyCUeW/9Wp/Tx4ohxC+k6HIz/i6A1sZlg4+kABO44L6ZDIZXJ2AcOrp78PO2Y9YmwadxU3GvadFjpxbxdWmILDmUUBPh1vfW1rx7PxP400+JeLUDUDpcV5kfHKbhGFcPmEYRoBVfrbRL+NhoV8AGsbb+mWJSXXP71lePOYKGfrw67BYLM6aNSuZTOohdV3s59GnzgaFE+GLVYLpYGCP5Ubzs9bvWGoYLwTWySODy+VymGu+biBcv379tdde29nZuXjx4ttuu+20004bGBi4/PLLn3zyyWOPPfaHP/xhR0dHveqayfpDt3POI+WePLxltnH/6ZG9msPeY0oWtIYQkEdF9GMdg7/ghCdd4tFotL7kcxyHKsUvnjchd83RaLTuDhrFzeDCvxYKhXw+z8MOncTjAQ8Y3UrVoo68Ep47ndB1tNPPQu5kw5TDzeNmc/t5I8disRqeNeqZafDEcw0TZCJaxB98CFXJz06/Hka15SvdozBH5HkhTeiCesuyLr744l/+8pcnnXTSr3/96/e///07d+68+eably1b9stf/vLaa6/90pe+dNNNN9Wlrpmsu7falzxuZctwxlLjzpOjreFuOuXmr9b1ePKvXqNHVDLePPxPWAUiJ8ylHFJhsKdEnGhDvQxAoafgaMHvftvzG769vZ1sq69VijHh+eEZHI/d2yryjNSrdbj6UKgisx6zloJD5JCtqput2+lJhRoM9kRygNm1Laj3a3nPSDR84ZZllUolzzbPZrNLliyZoDHCcrn805/+9OSTT06n04lEor29HQDuuuuue+65J5FIfOQjH1m7dq2AcIz6r5fsq5+yLAc+tMr85tsj0UrXyRizoLZtl0olS4PoGF0b3W/ozjzXVEQikWg0Wt/BRaxOxy3VS8RFjb1qEq+djPHzI9wGbhL+NZ/P53K5VCpVF3uUL8HeTe8cYKg0xuuByzPo5L+EwYbuZHWfOxYj9R4MqqenZ3h4mLLW4SfI+CFBUQ0t7Mk2v25EtalIT1P9jK8qXYRU8zRStxm/BJRWLBYXLFhQsdL6gDCRSJx55pnpdHrWrFmGYfzud78DgJ07dy5btgwAli1b1tXV5bnjM888c9555+m/X3nllUcddVRdbJsGcgC+8GL81k1xA+D61cVrVxVHhgK3H43AqrKgeG11d3fncjm+oB4dX23+Dh0c5kwsr0fJkIKv6TDS73llA3I9lO8yTdNxnFKpRE9sqU3c73B347mxQn1l3ge2WLlcVvYqFAq5XC6MMZbLNosFvsFBJ2irGAP4gbYVi8UwxqD4BEVPd1zVrBmOYW6zZ1OEua78spQKif0INzg42NzcTJEHnyDj2arBo25+FwAdjsJjvyxlxaMm6TNvg80OdgXofyhKI2s9E6f8r7V5AMVCnkwqlUphuj61g3DVqlWbN28GALoyWlpa0un0f/7nf37sYx97+umnHcehu9rv8BYtWnTBBRfov69cuXKM3d5po7INH/2T+YPXjJgJ/3WMfenKCIBvy2BT1zAQSJemYRjRaDSRSKRSKXxMhqdzqSi6k8kN4UpwXHRMl+kYu+c8V6aEmKZp4pvcOW9qPhzPerHSAMabpknHq5hR24HjqaRbgzyIwjzL50Hh1P7UFEr+eYyBHV1Feso3mEZUe2R0HKyYV/PVohim4C1gYJiE9wWwrpuSQmhra+vo6KBbptqWVCwJaMMwsSbd+BEf6YO1IdtWb0ndQv7X8BlUNAOvT7/IEs3W/xpQbDqdHt8F9Zs2baLvr7/++ne+852bb765ubn5Ax/4wBe+8AUAWLx48fbt2/fbb7+dO3cuWbLEs5DFixdfeumlNdsw7ZW34NLfWvdstZuj8ItTomcs9b27aC4Mv10rlk/JKBjtjIrFYkdHR7UL6nX4EQzQa4x9jglVQRXRnxTXWcesHWetXi+KatQ/62VAuVwuFovZbDYSiVQ1qUexZyyWEEL0zwCWIEW4DZ5fxjK45WlPSMgp2FAIp/zidzYjkYg+WUbhhJ4hrwpvfmzw+zFke3rmyT0ZHJDS97NWh5anwVx+BSojxOVyuVAoeNrJfykWi4cddlgikQi2tj6p0cWLF3/3u989++yzjz322DvvvPPwww8HgDVr1tx+++1f+MIXbr/99rVr19alohml4RKsfaS8ocuZnYAHTo8eM9/7DuTTQUMOBNIlxUcQ+YUY3l3q8OMFku8LWZou9Lwk3aNFGPbGPqFUB63fza/UO8bDRPFKPcNcZdYoD5gUzIxlEFfx2vxLxYUQnrQbSyzuBxL6DJMA1A3Tv1d15egdgp6eHlzZwn8Pn5zUrfIzNcyZLZfLpVJJAZsfhsMfNfgHxH4G+1mrDN4Xi0UdaSG7WcGKRCJh4F0fECaTybvuuuvjH//4li1bVq1adfvttwPAZz7zmUsuuWTp0qVHHHHEj3/847pUNHPUV4B3ri//uddZ0mw8/M7I6g6P66laBOrzPxX+hZdnbETwG0vkEUw+XsXY4y3y7wGgBddJKdirb734i9/2ZEAikUgmk3Pnzh0j9cnR6OgN9oxKrlJhcA32eBKX/zfkY2WCw83whvGOnZ9Jnh2CwcHBlpYWpTOkADggGq54OeF9QXgL/gx5sKgAq/TvfnbydG6pVMrn88pFpVCtWiNh9Oi+DmC/yHii30d44oknPvPMM/yX9vb2Bx54oF7lzyh1ZeEd68svDjj7zDJ+c0ZkRat68VWLQLoW6Re6dMJb5eeeOCHCl0aqSL4oU818BQZvkudAGj8cVM3MUw6tonNXGK/DvqpZowpu+X8rzg5VDKgZddQCftytyDmaFEPG6L4vpDEK0nS86ZdfgFVK+8RisY6OjmQyyW2r2FzYPhgPBQC42njIr6cSvvV4YqBcLitgG6N53EhP6HoarDSmzlcEsGJbLpc76KCD5BFrU0/b0s6p661Xh5yDO4xHzoguahr116oQSN00PoWkqoAG7wfshyoPkak5JgsY54P6kY/Kp0607nNN99nidayOy887KD605pYEr+CSXEAAY+jAdUuqbQHyQZ7cregfydN50i58L0QHSVUNQuIxnF9vwNOqeDxOY4R4hReLRcUA/b/hh9x09AZ8epbAOyWFQiGTyQTQt7aUaRgAexqpw7VUKuVyObJKNzWkYXgWKm4mIGwsbRlxTn7QemPEOXKu8fAZ0TlsiDc8Aj2HAKt1K/l8Hr/QjxwbNUyKIyYp12VdyIe+mPsa3cVw6qBqSOU57ssaqSJkgKdHUw6t5tajrkM6nU6n07z24GeK8lat2QCdK9yhh3mmjG5GVZxTek6eCjmX0rNB+PfgSwJ7lhh2KOrt7cVIvVxNclKJd6MacYODSz5tGGeO6CeIvlS7mkKHmW6hp3lKNInyiylR4Q3zbDpP6OL3crkcJoMiIGwgvTbsnPyAtT3j/MN8Y/07o23xPb/zRRHBCKROH/6X0lxhPD4P/jKZDE71pBJisVhV2OCllUolxU/RbV/bK9xwiRIeqR6toiKRCB7CWPDDmedJcV6dDrxqD03xHVSjNfoRa9yj6UFtDcfL60Wu86qDGaMfeHiuoHgCWenNKIcfIM92CI9/vFwLhYJeO1cAS4aHh23bjkaj4B9WKv/1wxsHRrFY5OcivD0BTeQX70ZHs0RpnDIL/Xm4phhW2/ifZxypfFF+xGcXeLYMmoc/ZrPZgw46aIJmjYrGrleHnJMftHZknOMWGg+cvufxacrSeL87Rw8BzdAvFORQoR9N08R5GVXl67AoT2DQIopqfTSqzJiKq3SVDegmoVpqqIL7Yvz03JI7tdqqU+Jj+lJx+UE8HsfJMlWRBkYHVUo4W64UTqHrwS4L/wx54J6c4zaEWUevQ05RgBloQC6X86QsKdiGYEsikcjQ0NDs2bNTqVTUpwNEs10sy8pmswGW1JYvjWrEjfpDV0/VZrNZuiz1v4a0h1opgP2eX3C2LVXHa0fiKqwNuD0VYU+i4mYCwobQa8POSQ9aOzPOiYuM+0+PNkcBRj8jNCA3wm/j8ClQ8kfcDZFzLxaLOOxf0XIqR+cTcaKGaJKA6umpcW14lHGohrnvvHw9ZqVDoDaJuvFrtT0Dpa4A14/dFyWQ5UEzTpaZNWuW5+5KFF4ezZsAO5VuilJ1+GuJf9HD2YDa9Up5OwQE1ngqOVd0zFe7vkKpmlvlaQlWNDIywqM3HbpVLaXgtfNuhyJ+2fMeLYoHuBUHDio2TtQLtArSqJU8p4mhSZlMxvNP4e3hDeXHfvrdsixJjU4N/X3YOemBURTkjxryWxqv3F3B4+Qk3e8TVKKhw5qySz6FHwqfagglUbrrxHuM0yhkyeAOH3Kyerpm7nyrbRBPAnlGrigOHl5jyAw2r4LXGIyc6GjE8u8VV93oR8fda5jFhcrxcjMCai+VSjjZgdfIv4ehCwetJ+9RnrVjRcViEd23ghMel3gun/AzI9gSftUpXKfhybGAFrSENo/yde7qYKPaqQui2FPDJFJPpCnG0HfcxXMoAacC0S/ZbPatb32rvI+w0fXGyJ6M6PELjftPj6ZMu1zeMyPG8wFplOOiIUO8XCqOfyg+i/viMHb6wQ/LoWd3hTzqYPKR6yRIhGcqt9MvIODsp1rCP2KKE4i+e27MI7xqgUf85t4/nU5nMhm/iJB67grO8UtwdTrF+X+D91Wcu4Jbv6sCL8t8Pu9ZaZh6gdHFj/GeoOUnkca6aqidDj8Wi5XLZVo+EfXiHDdDqUvHCX0JaQP4pBM82yTKUpEKaDFi0ylb8yRST5MUwgEb3FHA5hfUhrcEl6ZU3ExAOJnamXFOedDalnaOXWjcf1okAWXLehNvivdXsqAVRwE9+UehVRhf7Ac/KiR8zrMi+WJMIdkMGvZKXhlOjuqQVPC02dNyUnQ0uYMZQKJzpJDV80DweJWwW2FP+MMpu/P7lSsk/NHRp2c3haaf6JwL7+X1A1S+6C1MHQgM4zwBHzJe8eSrHtHixr29vS0tLYZhUC0Yvel8rcqP+wFe/69pmnpFpVKJD47WgHmUPhfJj7imaTqOQ/11pf09janKEpRn1bolhmHk83lJjTa0unNw6nrr9RHnqHnGvacaSaOMvkgfDrTct23hf5FDAWsndO9G125FbmFd6XTatm3uZaqFH43z4cCJpT2QOur61vBk4klOLNZvsihXyImLSskln7QbZ3aU4SE4ZuXAU2gUvLheqQtbIOAd1+hZaLCKUBeAcBRdIZ7A8zw6NKZQKPBaOPACqoPRM4B47dzJ6n1BqiKbzdYMOUqHBHQpYmwJtuLQedX0pa+vD2fKVKwdXLz50Z1/14eZsc3T6bRO2apG/nSkeZqBtw8Nq3OMcdLTl9pW1uvGRN2uJPcPlAZT2qTsRvbcGLSkWCyeeOKJFVkoIJwcDRbh9IfKmwadw2Y7950CLZE9uVClh4snFc9oxYkw5Pg4/2IhcnGO45D3R3dZLBZTqVS18MPrj4rif6oh5kOUUmnFYtFzsmi12CNCB3AaxUNJ7rkqNgLZzOW3PccPh6vngWAiEQmk1IKnPsANce+vV+d5UfFevK6KLk/pK1RsSfKzNCBXbY0wejhZh6vStkqUnMvlRkZG+C9l/4lUirDjmEgkdJzroOX10pHmcrnh4eHSaMRWlZMMrpQ3Oy0NKo0mCiZp+Y81JEU5yTzhCgCGYXCqKWZQIoGaoiobUFUtnhYQToKyZTj74fKzvfb+rfb9p0Y6EmouVB8IjPnP36PFRtXmP9FlK09eQHfZ3NyM75QJPhAiKH4qfgptiMfjIclHB6JbxW2jMsNgj8os+RBaKZkrOLFp27ZecoDTVAoPJhAwH81bGBfUt7S0+Fml9wyCD4cSAJ7wrvjSBuWIMLaj/yqHRoeDbk6pMUxAQzX64Zz3+RSUYh+iqgP0bFWFqfR9cHCwvb2d3DqpUCggXLk94cMmnjvR0ULfkSs8ZYI1YuxYGg3XqgJHv3Fu/okF4icPYUujY7XaDEDpUSP/xG0cxyG+4sKzUqmES6Irl1+tQaIxqmTDux4rP7nL2rvJfuidkfmpUblQBYGm+0I7vRxyxErKNBaIB7w4kDR84ih6MbqqAp5Ui2jxZBUaQJSq2BEjS0peAR+3Cj/DzIkNLhPYTByyM1aJ0xTk8c+Kg4UkxENwHK8UXvIZSSoUChh5xFgPgx+IfuoxAkYMKFV4tg+XJ1bxcOLxuFIXOTvMHJIC+h+KdMLR2cFj9IMc5SrD9Ei49A6QTjh0o3QsVAsChk5Wb28vtkzFSsGH6ArwcIjLc6Ca4raqDpaksFz/r44TzjZ+fmsYbgRthja3gVPNcd9oi7PoeaV8jlXwKGOpVFqxYkVA33FPm1R7DKKxyHbgig3l9VtL85POQ6dH9259c2VSSATyNXb4C91UAZzwDP64Pw2GFveh1ujXTZBzDDYAWKqTQKXcvaZpxuNx7tbDWMWx5zlThqO0YrHUUAGRLh07lRmMIm5taTSnPW0OKB8f2zFnzhxlY/RW2WxWsbziamJsH97h4GRVnptFMMCKFNSFyZR6iuJIw32PN8cnTnhREB7G70ciEToQflDUDYpGo5FIpDQ6Ni0Wi5xwyr0WoFKpxC8DHW90k3K6kJTAMeRcR5IepyqY4UGbAlGKGulgq43Y9Oroi76xPl7Og/UankrDDeDtgO6oWCxWzGyBgHCCde1Txf95tTwrBvedFls1J0p3Pu9Y+c2FUVKgBCG/TigHD3/oKHmfYG7hHYJZLOWZXhwtwcs2gsnH/W8Yeypij3wcFRumc8BL9nQB5FL5p1+zc5QGW6sXzsmnl+84zvDwcC6X6+vrIxdWcsOUgKaLjUa1X5DNCUT4CQlUGA0eXhGJevdUbMkdgORBahjq6HXplXJyY/kEG87vinWBNsIdY/Am9fX14bIWhaxKpyHM0flVysUvDx0tNNxYbaUoPS7nwTG4QKVPpWr+36rqBS07RbVjkIpTUskGEh0mhzp6rVKptHz58tbW1gqHXK2hotrkOM4tfyvd9nw5EYFfviN+1MI9Q9YVEYjjcBxmwcNLtD13vjzYCkBXyZ0E2N3dzV8Ai34HFZz8KbmDQJ7ki42mVEAKF6mP5fgFHOSSqMyAR7AWNXlGMDpKY4GpaRQBya9YcKmvMM+zEchlKyjFz3w+r68jRKepmB3z6qwQA4aHh5VOQEW3xcvUK8IDocsPSybO0S8Vu/xKmsHzC2h59Xw+T64ffw8ZW3Cw6d0FrIsGFKj8XC5XHB2kDg0NNTU1VUyN0pnyxBteaQSY4uhQFXOS9GOYo1OaVJdy+eFj/QmreKT00JwawObJVOQZvywxSobRQ+OUgy0Wi9XWC+7oZjwel8kyjSLLsta9Vv6/f7JM0/jBSfF3LI2Au6gWL3pPBNJoBP4Xc2V+/EC/jB6ZfiTnG3B/cnTx3lY0Gm1qaqoYqynE0ufLxJn8rkgObyxK92J0LBWxR66QrPLsEXO6B7NZL9CvTBiN0gBr8ZAzmYxSbDEwWYp+ZPbs2XoQqTemQtNiiASmTlNeBZ4+HvLmcrnBwUHOpIq+EjP5VCZNs+RsIHeP13Np9HSegMbXK9I5Sv9Fd6wQjoBKP4bME0YikaamplQqpR9OLBbDwAW0OVAYwVBdVYVuOrPpNPFpd0omFo+Raqx2tQPVGGXrXghsVBodLx1pPp8noNY2WUbhN46h6kUhywnnmUxGQDj5wqlcG7vsD/yvZYN5yzHxi/Yx+ZxsHYF0cxIMqK+ql2/bNoVf9CP6l4CQC59ChL5SedYosXbOnDl+KX5OBeXWVXAVYACVgM7Ob7wQD8SvKGwrKscTxsD6EFyedOeHFlAglUnm+R0ydlA4kPTzpYh8jU5TfNZoR0cHxaM0LsijZ7+SwZ/TcRY78jAR3TRXsOvUY1MFqzQsR2E0JQ/pl4qOkgZQOaeVbgHvXWH5GAQX/SdS+Z2OuE9sSgBwHGf396DkuwAAIABJREFU7t2pVIqmsA0NDVFF4fGm9BLoC80Y513VIgtJMeUbpq+jSEky88sApbCNKs1kMtgHGnuYqFANv+B39IGU/KTMZ/hjDNm9EBCOo3Cy0ytDzoWPWQUnevUhkY8f5ORyOZoOo/hN8m50QfgxQOcfOiD0y34pU/LvypQZcujEhnQ6zfdFcJKr5X4Kj4J44Bc7Yvre0wAUGY+fFRnsaQyKwxhL8+xDlNxBUF6gpwumAjn2lDLRtnQ6rUDUz014slk53YT5XC6HjnV4eHhkZCSZTAZ4H44iv8J5VIeoQwgFNAKJVsvpKMUvRDUF1dQgFTkXjUZ5FcoXGH0lcJqGrwJYSiCmhb80FqUMNFJYoyNneHjYLzXKsc0/+QMUKXSjo6ARTXzRYMXD4a2n0JQmLfNm4VlQ5dDC14XiXZCo16plioaBdfRroBqJrxblzaggHK8Tz9tfkYBwvIRpz948nPuo01+OnrMMbjqsVCjY4DUjVMmCkq9RykSY8fxnRf4hgXBeFt0GhmEkEokA5AAAZjOwOoVbWGMAY4CRD6U/WYbQEmA8ISoAe3T4Os65MbwolKevRMfBkawXiL4Jwwtum2c7KIEjfeH9bjJvaGiIg1l36PgnjA90NvOS0QVQaejjPNMAupSwnirCpgYAOmT8Qvj3O0eK0Ei6fngtOL+Rh6ToLqsqH7QcL1/njhtwBqAwTY2q6hlsWBEuvW1qaoppM0o43jhvqnp/rx5ec4gCQymtSafOQbWTZRRm83uTh2tIGhpAxR5VtXUBi0rxwiaO8lUc/ADpGPHVUcGFhxxiFBDWX3iPAUDRhos2OK+NGEe0F793jAHOm8M8tLHS4/P0vOTUSqOnjPohhHipEIj7TU/LyQV3dna2traSnRT2BWRcg8lHcSfKE59KCZ6sUvCpG4PHTgj3NAZFLpJjT8lRkxfmfArIlCoQVY6U+hbDw8NYII7WBNzMCkQx075gwYKYO4mDDMtmswMDAwUWj/qVCaynxTlK33nyoFgsYjxa8I/mPRuWDp9DFN9jQCEIJdmIeaGyWNEoQZR3LBCifGgKbc5ms4ODg+HLB5dwCqqVR16gOybC4YRePLowVQBbv8QPARgAwPX+1FGmHlhVCUkl/YAhFNaiLBnE73hE2G41ZD7pcPBuUibF4FAifmLODAdK8LGO1daFXQRMrtLB8ixrsVgM8zIAAWGdRS8RNAzjo3+AjZ2lJYnyz0+KNEeBRi9AmwuKIZpONUrf0Y1B0ZjOP8uy0M8WR88XTSaTAQBDB4E70oWIq7abmpqIE/qO6IX9okZ0tSTPxQCcVfl8XucBDz09jxpfKEolFHwye2gMJ3EikVCS0sQnKs0vw4aOmBeIdz7ZhsDL5/PID+Ko333Oewl6mbyhRkZGhoaGyM5gJ6VTmfhkGAY3DFGHVPbrN5CoV6TH4rFYTBlCLrJRxoolw+hUAS8fk3s0IZ7Kz2Qy/f39BZ8JVro4Enjh4PprnXA0oSm4/OHh4ebmZh6sEw+wWbiD5gdCyAnTPly8FqxXZxuFUNRbCh/vKhUR2JTOIj8i9H5Fdy1mVbUAoxoAIL3ooOhOpLkwlmXhpzKOo0jGCCdBfBborc9bd7yUa444Pz8lulfrm7N4qbtNW+J1xsshxvD5Mrr7RlGcwa888qd+w2PoqQvaZJlEIpFMJmOx2Lx583R6YUeekMP/RMT1Ix8ONOK+6HMVzCjs1A+WSE82eN5seOyEf+UNw9j+IyMjVJRf/EQJZAVR1MGkEHZkZIRD3c/R8HFQXiyaR50enLjIQcXbv1Ao0KIo6j9xC+mTAq+Cm8AsshmDnhaiTNP0LBAJihcnRbT82Ct6HD4gzYulMTnbttFCnkWsiHxuNi8/7iZX6Erjo91YOD45umLhoA2Hx0eP5g4ODjY3N0ejUQrT6TxWNVmGyo+x+Z9K3AbsAU8YIFY7iEj2KwNsNIxHsBkL2Dihlbms+IWSq477GqZCoVBtLbZt41HQseB3arEwz0kWENZH1EMBgEgk8uAbxU/9vmA48L3jY8csSdISK45ApI4CDHJV+F+8MZLJpB7dE5PoHkC3iADQzz0+lwjdIr9totEo7sJryWaz+AUdkyc1iRO4u05crJG4pd9InFh6CbZtZ7NZXrtegmEYnL74nUeN2N0OBjBozCOIUt+F/HJvb69fEEyiQFbnOoV3eml++KRRxkQigcbMnz+fYiZK2OKEUgwsgguE0T5dobJhGNjhoEuRE7Ti00eVYgmf4D5emSBBudxgU/kJUiCKT2nBDSh/yKkfpmRgYaheMnfZVD6NWfLCR0ZGmpqaPLNwSphLbtp031hEeKMRfcRbRctJCtuAJSQpnEIfBW53amRkpKrQEK9DBTkkfiBE0EwmE758lGVZ+MhJPlhIVWCHwHaFFeEV61dgKdzTagSEdZDtvlAez9OLPbnLHi9bYHzmbcmLVu2Z5KYgUGEbRUuUKaV7XqmLuEIXMQZSyWQyrmVWsXOay+WUbm8kEkm60m/dUqmEL3nBO5//CV087qhXR6xFKZygOIPQpeRY8qOlOwIKOumTj+QjswcGBjh9PZdScDMU5hH4M5kMAbjgM7OGWl6BKDo4MgOzjgGZW2pbjF+V0qLRKAWLQ0NDQ0NDXV1dAVAPKBD/y9OtaFV/fz/FjgEFgnvp0sWJ37Ezh01NBK2Kc3q2mSY60jprAjzCPmQYhISgwrGzRdk2x52jjyVnMhm0uaqVFVh4c3MzDatT+RxvFIOGKRnFm4JHVMBmYGL/m4YPg0+fbj/NT8HCeSDFheFacBJSlzP6BeP6YKECTsuyTNMMj2fLFa+COq+4TchAVkA4VtGgIACUy+Xhgv2ex6zBUuS8fZOfe1tUQSBNGaDdlRCQEKUwBgdyuGdHl4QwUEziCUy6IDhFPHfB8hFg/f39bW1teJMQ+XRqYuiAsYgn+ZJMCtRxrSvtrrtgjPZQRHr6K0J3eHiYavd0MdRKHHsK89LpdAB9UUQU/klDYrgvGkPs9CzHE8MovFSwKXhpPPLQU6NKVM37B8Q2jD57enrQsGB+8HAW25yuRoyKCJ8UKVZM/XF8ovDSokkTVCzhM4z/UvDJxxGBPTCah3Ehs5S8EWiYivI65LhL7jN6sI/iFxFyUWhLeAM2PKkEVcVicWhoqKp5mJSN1IM2YKlIpI5nTzFAmIRUgkIldCak4bHoNvgJH6tNgaASESpxLSYAzNEvJ6dtuAyvRfe6BIRjEg0K7jn3AFc+ab+cjq+eF/3BCZEC67MrCMSIAaeZgevRdESho6HNwJ9/5NZzuRz3dISxhPbkWQoWefngPiNj9uzZLS0tidGZRorbPNlD5EulUko4y3f0pCYAxOPxVCrFwUlV48tchoaGyGB9d4XZnNzEGIwXA8CpFJJgqWYe7w4ODtJ3z9uMA09hHoEz786mof6HXg61DJaA/50/fz5eAA6bIpvP53HaCP7XryhwO1vcJI46GnImGFeMkCiBT/Ag32QYBqYWsMB0Ot3X15f3mhjlWSb1P5SVcAQ5RDuiKEyASGkJMpLPYcFi6YXDGHqGjLFisVhzc3MqlVIgpOMNSw4/qocDq2g8pVUdd1akwjblXg4jPlKohFM2U8UkJBd2bnisxsdTqb+CSMPC8ZUUvN0868KNsXDsnfBAkEpGmwEg5OQgAWGNoo6Jw0YHv7HJvKsz1p6EO48rQz5b8EIgXqx0g3mGgOj3OdKQf/orsGlLfsdGIhEiipJnx8gPpUyTwV3wGVE9PT3t7e00iYPwo/h9dCtUl0K+HJPe96QD103FJsL56H7Y49ldgo3hPhgll8tlMhkcgfMMN2F0xKnQl+A0NDS0e/duPxtQ6KwVdsbjcQ68/v5+ChYD5o7yEpJuzpbOGqVGMYQNSLJRv4oXFXXfyIpenkexFVFHERLRDl0PhnRUIMZzYWJEJavMO4h0T6Fhg4ODAY2vNyBxnTyjwxYG4P2Cc03DP4w06QbZSuaNTAU3wzEyMhKmTHBfsEfUVLqbhDekcj6fD1ksYoazR+9AcHCGjNgQbAQe0+thodwfgvuuJf5XT2uRanh+laagzhnvRhiGga8NSXjNnMd6iYU4uCNjhOMlx10pyN+a9FRf7NPP2oZV+s7bSnslwHHUscCi+wxi/C8NsVCxtm0jNvjKeoITNwDngPAtAQCZpG+MYFDICu4djrso8yrRd+OOig9CR4P04tcizm3h5FPYQwEfftKBIzLRgeLsGN3FUzsou1Oo19/fHxBrUuMQrlKpFDEPd8QS9PhYsUEX+lbccWBggDLMfpGEAk4U9rVpXwQwPtmZl4MTBfHlahSHceDxM1hwH0mDLK/4hgpeFM5iR86hq0ISYyhcMU5SOEcBB41s8SfmhBmT4wfLwxcinOOOeg4PD3d3d4fKhrmZVe58HW1GBpZZkcTpdJoeNEpvGPXEG6VVc7lcRSNpXzxqWlTgjB5jo2LxlIUpE9ek08wUPUnLw0FsLkoOe6KFLpVyuYxm8OUWSpTJqYZ+0s9sKhCjQEzPghvKU/uQVVg1YhjvWXmyzLgIe1J4YvBMxGKxvnLs4sdy5Vz+2tXO6YsjeAKILoVCgR6CgEmzVCrFhxNwA/IvhmEgn5RxNfS2/HkKmI3EjZWFcbilAkuM/HT48e3xRT84RghufEkQ4ikORJcn+TDe4jvS8eIjITi6FLdlmibfkdCORiIn/PYFFj1z8pmmSdHwwMBAZ2enZ5yKisViHLqoSCRCwEun0z09PQHUhNGZXuo3AAvKeYrVr9NKYStmm9H3dXR04J1P5aTTaQRVAFEoYMKikJroTzHswBL6+voCxjhJiBAsitbJUTxHMWJIziGGE+6DgeickkfGXgLOsw2T6cLeBnl5cF08PbsSDxkfmFmxNHDjG9MVjJ5xg2DDdgg/owTx5jnLg2jB/UxF4QxJzzLJTjx2y7JodA3/5Fkg1o7d/WKxSGU6bLUiT29imTH/B+ITrSkKxF4vD9/B7TTwMrH9k1qKiwCJq37JWnDjS0wtVGw6AWF1IgTiBYdUsxx4z/rhXUPF4xcanz4inkomKF7hvhL9O+/74HrwbDZL93YikcBl7Lyzg5jkmxHPlPwAbcnPPZFMCRapdnSm/DDj8XhbW1tra6sCY4xEaS9P8uEz+OmSxUYYGhrCXfDl2rwujkw6KGDJVcQe7yhwURzMU7voN9F1dnd369EwP1K+L37S7rlcrre3F7/4pSIVapL9FGtms9m+vj6/DC0VonCXtx6eoL6+PlxN39zc7FkIaOFmjL33ADNsuVwuTFRHAMbmJfcHro/GowuZt6Q8LV1LGG5SR77kvp0gzBwZbHAllCFfj3do+HE4033kr+E1O4NQVDE/mU6ncaAL3IkeOgx43BYyLWm7j6rhbKND5hlUy7Ji7EVOnieXUIHLzAPCVjzqimBD6uAZxGK5hXQIpEgkgkjzpBoN/tEnTkfiE3N4HEyhKpWJHSkeueZyOT/juQSEVQivNnSIOGEJF3J99o/ZjTuthU3Gj9/R0ta652kgHIH0lBYqCmMp6ndHo1HkBz9nuA3nH7oAfDsStwqHPbiv51ji9RL8eO20PdqQSqX6+/s7OjpwdXA6naZd9DQp7ULGI8D6+/uJl/roIO3V1NRE9wMeb09PD8JDj/YoUOYyTRPxn8vlkHn4+Az99GHrcSWTSd4bIFp7OlAefNMXwzAowqsIPB7e8RgRu9tE/V27dvkFmpgp5dlptIFOLi1dwN5DAAkMNkRKqKNcqO3OvcJ5KMFBGI1Jx9w3sOMYku0uHkCrwkyApLnNFBdSUcS58JCjYCIg71cul0MO7PkFcJSUQ/8QBm80Q1KxDUYHwXpOUr+uFLYpHKJd0DZqk6amJj/DKL2JTxvXZ59ysFELJ0c/toIb5q5xsDjRaRtwRwExtOBU42UqjOSZUh6nAltv4zgOX9gTLAFhWGG7FwoF7HHE43FMg2zotL78nBWJxn76zpa92yOO4/BoKeq+1Q8LUUJAwg8HG65nUvjX1NTEn+cLAPjwJyX4wy05lsAdvcONOfzQ6WDJ3J8Wi8XBwUF6dBm/9/BwaBfqfmI21TNSBDdow13oYMvlciaTQb+PFFeuV449OigAyOfzuD3W6OnuKbnK98VTQ8xTksxcGHBzxuNzLCkPjLT2w5Ue42JkRoFUNpvFqUABGUiObeorIPITiQRx1y+7yw+EKAWu68F0FgaaOKUo2FlQ3MzHqMB1MZgF7evrq7hIDpHJ50DyVBi6OURmcDngPg4UPSBP1/MgCVu7YlGO4+gPQCFYUmnBhSAzEDw8fYp/JZCjB0ePb4x+eBiXkpNUaGSzCS/o7gPYRozExCkdqVIaQoUglEgklMQDN4nCNSUoN9xRWz5fhgrka0PLTLxkJXqjw9QZid+JiPTJfzHdV04GnzsQEIYUBel4MuLxeD6fL5VKvXn40JOOHW/+3FsTJy020D057mRRji7kFkErGo3SZGv8BUcseNTlyT8M/vDdzfgLut3m5mblyfcEP+4LkBBYLCVp0Sfi9plMplwuDwwMzJo1C++ZJiae8h0cHMTtPXOkfC/s3WOksmvXLqSR7jSJl0QgwzAQe5lMpqenB3fUHQe6aQItulqKYnt7ez3DWd7IHJmmaeKAWTabxbFAvxATq+a8pLFMGj3F6TN+tyKPMml3dI4YI+I8TCIujr3hZBml3ZSEKrCZRLgGP9iVY5SJzhTPl+HORMeQDi0JLoTiOeITWUKhRpiHdVG6Upn3SDgpuS9PDy7HcSdme4Y1fKQ/OFS1bRtHyDgvFYRjh4xOgWfHAvOc3ONzhHNSopf3y0lSpMUHBZWKnNHjdkhKZZkjcYjAZmhzTXXiomE8XONUw7NDHFJCZz+q4X+xfSgk5eGpoy1JpFwrFYWfcfcJvRiSYugScHJRAsLKwtbESwpdVTqddhwHDOPqP0d22fETlhjXrioMDOzxVhyBCIBMJoM3vx4C2raNjp5cLUVdfF4lUY08USQSQfjx4A9xqwSUnJSEXgwT0+m0sjEa0NraunDhwlmzZjU1NRnumoR0Ot3d3Y1QURwilY/CEaCcu4ZBrwLcBKnCS2wrTi8de0gO7EbgjhRnEy89h3Mo/0ysxRk0uC/Swi9GNE2Tgxb7EAg8xBWGmH685NlgPjSCARDlVAMIwSdYtbW1gTtnEuMeTCkHTFWlw1cm0fF8Yzab7e/vDw4N8do2TZNgSaEhulRsioASgL2MmsMSXNeG/r1iupJDDn/hSVRy7qZpBkAOvbaS81TydXg9xNyXW3kmJ2myhuM+XBtYd4TiLRpP8Rw+5BlOYCvKjdFr47AcfFVFavScO3C77BRj8aCNbnydkdHRj3ukMT8KrfCLXyiJKXEqihhZHi2LzSnlE46oKD6CSI+lddz5XHo5ZTcVzPMT2F8hhclUg4CwonCQHHtDOCKIl2k0Gr19S+LBLmd2pPDNw4r57J5sfnNzM4UF6Jptd6ZMU1NTc3Mz3QM0sOe4YyG4AQ3p8ZQmuScMQZqbm5PuXHnbttPpNCJNWU1BcKJeKmISh/34LY0b4/aJRKKnp6etra1YLHZ3dyucJjNoe2QYFp5Op3fv3q2HieAOKNIuyWQSs6OZTAazo54QouCSQE6wHxgY2LFjh2eoh6EJ7YL9Eoq5g5lH8SXui0lRYu3AwMDOnTv9kEPAa3LHPh13ogrujrNL/GBDnYOUuy6b+tFI3L6+PnympefuAEBDj7wzbrmPTsbpLcFRXZItOuRjOTRwWBGWGM+hg+aco3kiOGQYUAKwATllAovlvnOgIuRwxBS9IWhZSiSc4ziEJf2gbHeajOPOmVQCOKUQHUvgvv0AywF30j8F7jzJyUHCj5rCNQyYlLkzMHpBAmebErShJdTVwEDfM2LjVNPBRkdEARyGktQyPOwjquFSVN5t4mCj0BZGL3nELhcVgmCj91XRlaAkRflBlcvlMOlxAWGQaB459gfRuePY1Svp6HV/zEE285XjnAUJE+MzjOEsy0KHSzlS5BaeG/T+OMcMa6H4hk5exhU5EQRVS0uLkmtVkIZmoOhawchPhx/WyzfGsK+np2fbtm1Kv5WXTE/ZR04jLPUEKQEMgYTLDzKZzPDwcFdXVyaT0UfIOF+x0dAkDPU8I0twwxRCLN5vSozo954KHpKi16bB187OTr+EKs8Yp9gsITy5lM/0i89oHlMymeTxEGUgd+7c6QkbPIqUOwcKXSp3pjRR1rNe3lwUA1Httvuos76+voDIEtzneOkDV0SOivEc+n19Zg33ZQG7E+TM0UuwKaa0bdswjOjoh66RKIZDB2q401UMd0YiDwTRTt1+7sGxu0xFkbvHMTksJDH64bq4F8eS0p50TskMjOlppI2zzXaTrjigCKNxwimLWc2WlpZoNMqpxnOSoL3qXQcbf9QRNQLPZ/JLiMdqnGrYZwIA7P17xo68SSnai7pzoCgtgaXhYDwvRF7DNFbhFHPsgPAbI5VK5cv2ex8czI3kL93XXLMshh4NXMiRB0R6UYSH68+oexKNRltaWvAdZuASa2RkhPt6vGQJVFSI8vReRFpLSwtdmvl8fmBgABHCHUEqlcICqV4c7UNSEpmy2WxbWxvfGEvG2vv7+3WsGobBSYlRC48RFUvADYD4XtRL6Ovr27Ztm74LjA5eMf7G6UUES7/FhbQLMY/mJfX393vWBWykFjs61HFG0O7evduTzeBO9sF9+dgtJY3xCV76jiiaF0qTShx3IU0kEsEHcvrti1XjKeNuMXxUh/M2TTZtnVxquVz2TFlz2e5EeWAZS8N93BoZ47kvpiuxBB48odA5gn+ukiCHJeAh2GzdPfpHXPmuP9SeUIrOnbhCdWEbYhRICznAfYaAYRg0MwXF05LAxhSJKxgqRdlzf2h3ikfxXBts5aIe/CHbaEcSHYgS3wPDfNR9NDlvIl4CpyNdDDyTiXjmnQaLzT5VYjUswWDL3iOjHxRAqVEK+OgLJzQZgP9VOk/UE5IF9bULx3uwKfFaROcSjUZzudynfp9+vsda0Wreelxrx6wU3uEcckgmPAEYII6MjFjugvqmpiZ8jCdujAuieYyo8M9xHIQf3wZDNI7ScrmM8BsZGeGdICyNb4mDUlgg35LCvo6OjiVLliQSCYoRR0ZGMpkMd154IGRDU1MT2plOp3fu3MljYlIikSCyYvsgqkdGRjBG1PtumOEkGWz6DNJLD/U4krEHDWz0dGBgwI95HLHkf5E9IyMju3bt8hsCxPwtnXFy9BiS9vb2BkyWoXBZyWR6xnY4SaS5uRncGZi0dAydiMWeWhI8VocBCopDAn1W8Kpwx32OFx8p5NEY+HMOA18+Jgfsta64O18Px8vBWvDpkUX3zePkVSlHh4hS8hngZimxDcvlcj6f1wM4nXAoLJxCHx0t2WyW3C7irYlNFOBopPkyPINnu/OAKPhDvMViMYr2FEaSAWQ/uKsjUJxtPPijjgJ29KkNld0RVKY7Q16hY5lNYCEuElb5oRHvKSNKmUx+OeG++sQfOoOY/KAS6MLAKugu4D0P6hUFXMwoAaGHyCNj/w7ciQalUmlwcPCpXeVvvmhFYomfnNU2vy3CEYiwbGlpwbOCL14hHkSj0dbW1mZ3mLBcLo+MjPBFxPF4HIlFo4zDw8NIIJuNEeI2mEqlOHJkZISnwmOxWEtLS2trK/YTgcGPkMy3pDJxy8HBwTfeeCM7erkFuCQjmAEAkU8xAFwgcfIhVtPpdGdnJz4wU2l5PDrcuKWlBbGHu2C0p7tXzDyj0H7bHQrFnK3nbUBIxtlA6AiwLqzIk5TUUcCKqHuOgXJfX5/fLRd1JwlTPoeiq0wmEzClE0eOcSKcYRj4iLVUKoWuROnx6NbSnBRgpETYhEEdxWQ8GCp7TeEj2e4CcI52m63RhsBgjrw8sFiWY5KeYabviBvgxFollrXctQEEOZ5NJcLhcylp5MxhY3hotsJIoiPuTpxWqia80QyXaDRqsUXoZTbeRnACl808q4l4w/bnu1Pkx9vc1kb7qJeQTCZtNqFGz0Mq+wKLt5RwjUTngmdi+Y500hWqUahHRFQy3rzD4bDVpRQm4vraCJvTSzS1Qyx9AQGhIsdxuLfFGwAvXMxG5spw9R8NK9n2/45MHD0PcAk2aAjE7jw5+lQq1draSg+1SqfTuIwM/4o50tbWVkzUEP/2zE0FAIBkMolUo2T64OCgQjUML1pbW1tbW3EzTJAODw8rkR9igAq0LAsTnhR0Dg4Otra2YuYBy0T+RaNRDOB27dqF5OO+DA0grCaTSWwH3J6Hsyge1CL+C4UC2tDX16dvDwxg1F3At7DijFbPYTkkZUtLS5O7kIOYF5DYpEiUo6vkTp31G36nBCy/D7HrnclkAsbeaPEDpfJo4IevN+ARIR1d1H30F0UGtvu44YA5KQrqCDaEK/B5lxt6Lj6ThTw+xXMme0MCift6PsBDQ0o4xqNPBULSYBhH0aQzelgR/buy+g235/ETn+1CI3DImFgshkuGwCUchp5KfpJ2p/Qm4Q2vFiXy08NHdM0U+cXc10ZSX4Hvi2ZwPhnu8zmxBJ1tPDXKDabIia+/pAwnBxt+wfyHAjbqIvCrCK9AzkXalweISueJUw3chdqUNuNUA+3xN1x0TYL2/B00VSLC6kQUxO4J3m9NTU0Y2OEpv3lz4u/lxFvmOtfsm+np2RPqYaoTnSxmJkvuzK5m9rpOfHUZvRgaA6bW1la88x3HGRkZQWjRddbU1IQQQqefz+e7u7sRorRNIpGYNWsWxprYT8RM4/DwML8C4vF4q6t4PF4ul4eHh3ft2jU8PKzkMJPJ5OzZs5csWdLR0ZFKpRBOAwMD27ZtS6fTHBuGYRBQkXzIJNyYT/ahknn0iQAmrOrXK9KIomSKvQYHB7dv364nKqlJaTwPAPBddH19fVu3btWZZ7gJXkyiUoYKZxh1d3dktrTxAAAgAElEQVR7dicppUnpQQJeOp3u7e31vMDQPHpjHO2FidCenh7PvYDRDt1cU1MT0S5gLbzjLjCIsHWB1I+mqELfEQFAA2zYIJT2RO8PXnnLEpuvERn9EgDkHL5FXTESrULMkAMFtloAfTdOpKIdsSLkHH7RrcUaMcfY2tqKf8VdeJKT7wgAnHD0Wnke/PEwjjx1Pp/HpqbgD8EMLNLlJdAzNh13eiShEVsv4r59iQMVU5qcixgf89Cfn3SFixQs0mxMnjCgqxRPPY/2iuyFqVH2+iqDDfhxThNQ6SKkiqjzxONmuheoRwWj3w+lTB6mHW02U8zSXswkIKxaRMFCoYBXFb7PmvrjiUTiryNN33rVipUyt67Ol3IOuHNP0IEi5Cz3OUaUBSXCUfcc0dXS0oJ/xYmUBEhw+YcERafc29s7NDREl6NhGK2trcg/esZNZ2cnrmajg4rFYgQ/HPAbHh7euXMnj0eB8QwViUS2bNlSKpXeeOMN/Z3aSH3cMplMYoDY39+/detWz+kziEksFp8niTbo0Rtay7GH2yPD9KsZI2kMEClVgvbs3r3bczyPJspixx/vH5rI6kkUmvHEM3WlUimTyXR2dnrugv2nKJvYxvfye8qzaZr8RQ3ghg4We4EqulEemmBvnd/26BrIY3rmTimqUyzE6mjERTk62x2fw8vSZOv20MniyhPaHn0xWoKngyZ9UIcDq8NAn4fRyDaLPdEQRg/m0R3a1NSECytpL04auukcNkOEMpy4I6GRxAnHYYyswvDdGf2MTSIN3VlYCHGR5knirOYyGzXEc4R3BMVYMXeRADUmwtJii/ywEwAsMou6z2MzWDrRcEfgaC/Cjx6xUcDHjVHAxncx3MgeGKL4+eWxmjn6MQKgUY1UZuvxqafCD4oq4uLbAxsO8LzjuASEAO6KvXK5XCgU8JEWGK8MDQ3hDd/S0mKZ8Q/el7ZHhq5Z7RzUFkkkEq2trTgCPDQ0RBiLx+O4Dh3c2StER9M0kV7Y0cMHOfI3vGAGddasWeho0uk0PmSZNohGo7NmzSKIFotFfEEdhyjWguWkUimM/Do7OxX44UFRabjZ4OAghn0DAwOILhhN05aWFjR7aGho+/btCvmwTNrSMAxMAu/evfu1115TSEYb09gkhp5+0R5hkgJojH17e3s9Qz0a+4y5D57Gs4wBqCfAkPH/P3tvGizHeV0J3sysfd/r1dsAPIAEQICEuIqkSEgQLImiZFqWRYfay1gOjWyHPRFDhWxP9Hjk+eGZH/7jsNvjaVsT4enoCbVphSSyx9OtbsmL1LI2S5REkRB2vK1e7fu+Zeb8OPVdfC+r3sMDBEKPYN1AIOplZWVlbd/Jc+6599qk3lcAoWq1upNNBmUM8goOzrFL9s4mSqpZzNSFz7vRaEx9CPMwUxTk6GIOuOwasDxE9qTQdgGTWZ3lfQDwyPKj/CjbRA0ACbWWDSy8jPJFOoiRjHO43GQyp6oqXxVZ4AoPBHDyE42EERFuF14NFSESMo2T1UVGOCThmK0CXVhdlBFO5n8kIYQuemvYRJs3SKMWYwvwBh7mSXjDhwJ0NKQiiqFI9eFRwDZte180UxIkGdsMMeLKgm3ydRWOCUVUF00ASGJs8v60M7BxFlZO5pnbJ5DIXG0oetbIIL0LqgFxLce3YK3ly0lSjab8rZ4B4V7DMAx4RAeDAVrYuVwurjyDOqfr+u/+U+Fytnc8pHzylCsSCjidTgsEOp3OYDDIZQb1er3dbuMpcBd+0rquV6tV2TqPUQ+BQABLdrPZBP7x54cdgsEgnJmwV2CGAL8Kj8fDqGaaZqPRKBaL8jkQkaqqIJHYDU0dc7lcvV6XD6UoisfjSaVS4XAYghLOB95RY7s0KmOkKdKfm5ubkxk+1mYhI+u6jvQh6vwsHwqjL16yaZoYC4dCeMvOOGEWmfGZAlbX19enAhJjHlNJUMNcLjf1ZwP2KYOKIawuO5kzIYGyrQMkQN+1AaYpmmuQdI3M8h0vzbw/XiYLXPwQLA1TPSmAOkMUJ/ATQegDilgu2Dk5h5J8dbt3BgqeR2rfpQvXCSNQp9NhxMIqD42UyZxF58S7xCcgQyPsVAxyzP/wLnW7XfkDgrWERU6v18uAyg9nGmGI5iaMi/gQHQ6HIaXuGFn5IwDwmKbJbQTwAvkkLUBliu4c6nZLCJZ+bB8JbydsIMp2C8kkJIB8y9g2FQtJghBjQrieioW0vVEqA9su+8vAaUiKugxp8kvgp2AUJNFYxxBZpKnnz89CUnbQcm1nbk/u7hRvdSA0RM+O4XDI7fMbjYYpiKDdbm82m9/ebP3b10eaqv7le8ILSS+QptFo4E13uVzBYBCKB2CMJSCfz4e7iAiyGKcANU0LBALATsBbPp+v1+u6VEQB/MOQBEwclVv44wg4iN1ux6KcTqctBBHnAPBDb5GtrS1ZaJUPBTq7sbGhKEoul7t06ZK8myLUTgAqEUHqnEwfkhB4QUyJiIemXr161bKnpmmgp+zhBIyhpN3ykTGVZG8RMKxcLm9ubk5+xODuMF6SENZ2wTzX9rGL2B/Nqc3tWi6ChS/8yYC3U7Ed0zs+H1OUACvTlEx53WHViBUnfhN4f1NkpLjAgCR+BmlOdl0C6pilycoeHgIwCAQCvHgxXGGZZss0r2IW0RIcgs8K+C0/C2gZngjXi9if0XESGrE/oyMJAJbhSlEUmKEYYzjbahNV4Uz+RqLZJklwZdveEY3LCSyqJhENh0McX5Om8vIaLZNFvBskJthYlEx+dny1hqJKHftbLCS8P7+TJAQGkLZJrDK3kzy+bAKaktAtFUlaZODh6z9zgq7RhKZqSH0JlO1heaW8M2/kC7vJw5rCiMsHYcicPAHcmFxDJuMtDYRAQTgq0VnKELZy0Jd+v18sFgcj/Xf/RR/ZPC88HHx6yYalHx8bQ6BhGLVajVFK0zRgD3T5crlcq9X4Wh7IhB88OpjUajX+RblcrlAohMMOh0NgG7CZdwBA+nw+Xddrtdr6+nq9XufjA4ABkH6/H8wvnU7L+5BQcZmMQhq9cuUKrDGyNIp98HKQUUOi0cIOvV4v9sTCBGBGGYblnQd/Zd0SIieqHSzgwUqvXZSUQMXd2tqalCuxM9CU12X4UHbihYwKptBYkGWc3FlRFDZ20h4YninZMhWRq+DknEUoNkVKX9Yk+WqaXzurRiRcdvLazfuj64e84mDVxvrb6/U4vYf9oSUGg0E+1GAw6Pf7I+G6ZFBnrgnQQnYWwMbEEdcNDPPAOeyPtJwhknlMHHUxyc+Ci3bRzcCUTC5MHBnkZHmTBAzLgI2nYJWS9+cFV1VVl8sFExnzRX43uEKOtmcrZQcTzopEHbc2rT03fyU45UaSLCmv/jSxmg8neqLujm27kDYLto1E809dVF9MHnkS2Haha/wtZSTbCeyZ1cm/MguqMXPlp+PD8ts7El0a+KKH/6cJ/X9qvHWB0DRNePyAgi6XC521FWHtY+3x313VXhsEDyYc//PJQTY7XlJZCNV1vVKp1Ot1Q+QIQ6EQgxwq3E2R2gHC4UKvWCzK/UGcTmcoFAqFQk6nczAY1Go1PBb3AtvwcFhUgH9yNRhOCQGAzOVyFy5ckAEDpwe4IqJarYbjTHpnFhcXw+EwTLO1Wq1cLl+7ds2yfHu9XkAprqyBfPl83uLaBz5B2iVRQFKv1zOZjIWTMeyBXuMiGoxzEskA5HL7ciTnppo2mefJmLSTsAl9TPZ2gm1MBUhDePAYfXHa+DFb3jFDVILzcsMMzy6qDuRLY176VWEx7/V6A2kqIR8Z32fWGFXJ2jMajSAScqKOoY6Tgu12W5HKNuzC04/vCc4B+wPzcHGDNQi4grm7Pp+PiMDn+Pi44uS1D2oq4IpN/3Ki0RDGSP5NMdkCS5sEOX4T2GLK7wweiCPj/ZT1Eq4KkD8mIJlFBWUeb8mSmhOVbTSNvVnYFZN7c3tXVWVC9py68y7Yxtc3MmmzYJuxveEq7zP50iaBzQLYvCefJ2/k5+UPaBdUk68v5ZOUn0V+FXw+8qUDQ6AiNFLTNGcT6ncMvDsgdvgBI10PhXAwGBSLRXyTGpr/j685yBz8b/eWurUBCTyDm6ZcLjMxcrvdoVAI1vZ6vc4gpyiK3+8PhUJIUeAuBjAcDQccDofValW+F8CAHVRVBXjUajX5x8k7ALxrtdrq6qoMbAx+uBivVqulUunKlSsyQMKGg31UVV1bW+v3+1euXJFTjCTIKNROxrNLly5ZVHibzYZDwdE6EqUalqPhTUMvNxKQ0Gw20+n0cFopBadRSYwjnkr1ILRyDswQXcGmwhhWWBnDQB2m/ngMw+BUDZaGkagFviHgjUS/Yx5lxT9gMCpcwvMWLFIYOsGHNUULb6YsOA4TRx4oT5IgCQzDV4LXNUARQx1wCFAKqGu1WooY0gscBc6Fw2GAHO8PLIQ2bkjVDpM4x6wUFNMUNRUsWsKPw/CMg+OzMKUEHi+IADk5Hyl/UpY8HD8dJ/yYUE4WcZNYtS0EjrHQgkP4+Cwca5esHn/ZZOq2Ew7x92ES2+RvkYxtqihItZwnTUgL8gENKZE5FdjU7VYUQ2o4wGciczW+S+ZqvJv8Mhlr5e2WCxR+6slDmdtpt/x6Z9Lo9GAUHI1GYAn4pWE8Amf4QLB++x/0VrX8gWT36agGwROCpAyBHo8nHA5jnEKxWOQG/zabDRBls9m63e7W1hbfpapqIBAIh8M4Glfp4QxVVQ0Gg+FwmKHr6tWrTDpJoo/BYBC88/Lly7J8qmlaSIRpmtVqtVgsXr582SKNYge/3z8ajWq1WqVSuXbt2mg0qtfrwBJcGcgcdxJoScinILskRvuurq5a1EscjdsOGIaBTi6T0iIWaLlerdPpTM3qyQPWTTGBbGrpurwy8sU7piBZ9jS2N7pkRgj5yLLnQJTNkcTATNO0AJ6iKKw08sUvli0kq3gRNCUiKAt0fA7BYJAr6oai3TNgiQEG54mLvHA4jDNHE3mg0XA4ZKgDxkAghQDOuCjjKF/OA7rwe/F4PLro58LSKBiYKdUOysUDMkIbhsFlAzgs+01Ay2SQM4RixpSdPwhTNBbhNxm82QJyModQhXkSv3dZouRjkrSIg+hzNwALGo3EGFhDTIAypw3Q4ANOUrdJRmgIXRRHMyU6OPWAjG1MjCzfVXN7gk2RdEjLK+VzULZ3JOczka/k+Gh8ZSZ/80mCNPkhO6EabUd3+YGKpHlO3X/yT9M0J3Mok/FWBEJUp41GI+YrRARJp1Qq4VIOpOeL5xsvvVrxasb/+tC4boGIZCEUbTmdTme/30cNOz4D1KT7/X6AUKVS4bXe4/FEIhHkY2q12tWrV/lRMv6NRqNKpXLhwgXU8uOxuB4Ph8MOhwPYJptZFEUBuIZCIbvdDnJ57do1+XuABCSY62AwqFQqlgQkiVE+S0tLIKlwlsqnQRLnA0UbDAbVavXKlSsWfgashSKKdaRer4Nty7vhaKwNGjsbOKFayyvO1JSeut0SwkvYJOJicWEVVJea/Fr2xBIgH5N5mCJ51fCNkjHMELP6LKk7xg8S5W686qFYjbkdw0y/3zeErcCQzC8ysQPasf/FFAlF7InEXigUwjEZkEzhKTCEGonAd5h9KzgNrlsAegHAVFV1u93AObbSgLhjOYOBk5k6kIxzcjisKSXkZPzQRDddWatkcLXQOEXk4WTLJYPW5KJvigyc7HPhYxrbDY3wNE1KjvhQ+BPURZ3+VEZoSBYVCxrxt8gURJ/vUoVbSpGyX1OxzZQEdhnbSKAOg5YuesMa03RIyxfbAjBT6Zq5B652y6gmP8XknjvFTlVJcrzlgBAoOBgM+IJdVVXYKbEQgAjqur6+lfvUP3XIpP/pUe+Dh6OaptXrdaZ0wDOn09ntdtPpNJM5v98fiUTcbnev14OMyewQGIb2K5ubm3yXoijBYBDoCPzb2tqysMNIJBIOh+G7uXLligxdTqczEomAtKG23WK2dDqdeGqPx9PtdiuVyurqqpxcxAngCKqqttvta9euXbhwwaKKAKQhdoHzTWYNoQ/DB4u1FVgr76MoitxzFev11EadFtgDiZnUQu2iiT4vMVPzeYboJsWizVDUbMm7mdLwOb4KhicQT8GvghNmTBwZ8OQ+YUNRviZDI9YdVOszP4YkC3ySk3CamHqDhrfQMIBkYFR4G03RMNrpdEajUdM0+/0+copsVmSSAQCDpRZIwLV9rEaC2zGlg3RpSFaX0WiEigU8NdcP4EMBDeVnxyuS86/8huNP7AnwRt5R/hQ4ZJBTpZA/QV76ZeiSeSF/BziG02rd5KMBuoztmieJ5ZiBUBfjKSbZmwXeSMq3WYigxWyCkFOhsmhpwTb8QBjjaTtBVLbrn/IRJn8vtDOw0Xa6Jm+/BVTbI6TtdNjdwz6bPmEJOPiHwyGkG/ywIYfi1wLPIdp4/h/njLWO7cRy+F+/w9/rtCqVylBMg4tEIqg13NjYwM+b4Qr2y2w2y0jj9Xqj0WgwGBwOh+VyuVwuc0YNd4XDYcMwyuUy+B/uUlU1LAK1ARsbG0xoGDv5sevr6zI6Mu6iXrBSqVy9elVO0UHmDYfDqJIEUbt69SqOAGkUfDcQCODXiyJ6S/IMyIf6EF2UJUymDAOBAIbUYM1tNBqVSsXy6fDUIUN0UZlals4OeBLK5NQ2Y3yBb0pq1VRhU/a5YB/UWsgrBVZeC3FEDoxXENYnLdAIGOPyA5ywbOMkAWNI2qFVHg6FPVHhQ6IHCjrE4opNJna4wYspnhdeTaS0cW58TKytLIqqossX3hYmf91uVxdz9ezSZHk4xRgUgbJTcQ6QBjKH51UnKgfwbuPTH4qiwMkeYPL6zglaWccmCbr4k2L0mip78hWMIrl8LfuYkm/TkPrO8BdJF023+bvHZIskCLTAm4Xe8WUKQ5f85sivHbELtsn7MOfjk5nEHn5eeQe+bpN3szyK3wH5lG4KqG4WBXcK+RPh2x6P5/HHH7/xY2/XSdxCvPjiiy+//PKLL754Z55uOBzCZoKvFy5gbTYb8AP5PF3XK5XKaDTKdunMP7i79uCX32vcZytj9Xc4HNFo1OPxoOcZX+GGQqFIJKIoSqVSKZVKA9EUKhwOR6NRp9MJmGGGjuNEo1FN0/AQvosfFQwGG41GqVSqVCqsBdntdtzr9XobjUa5XJbvnWSWaF3NH7GmacxK8W6Uy2WZOyqKEggEIpFIs9kMBAL9fh+duOUvCXJOAAAgn3wOCKzRcPeB6Mj1IXwyKGlnoGq1WpNqPhROGX4mbSyG8G2SuCQfSiOzEabgeUy/ZMzj3bBS8+JriqSIPOwbJAynIQMesAF4T0SAsV6vp0ujt2V6h9qynghQPV7vbGKMDnLPADlMu8Q5Y91keyeu7QCH7CzlACLaxVQg0zRZQcWZM9TxdDAS6zvvho3cTkXd3uabOSKJjpQyzhlSmg0EURMzd3AcmSsbooBdZnI0YbxkkLMAIW3Pw422t2O2fHNkFLTsY0oVIzKBY+7FTySLk5NS7SS8qZIriiRuhI3y8WkCwCxffj4NfoiFnE1i2x7XfD4a3T6s2ntMoprdbufBq1CwQqEQFlIsegiuh0YJGXrA3pAUvlUYoWEYqOQzRCcIXM/CPe92uwOBAKrdicjhcPzJxWDXpnwoWlkZtXsj0jQtEokEAoFut8ssEBvByYrFYrlc1kU1cSwWC4fDuq6XSiUeR6eqKj45v9+PooVarcY/sFAoFIvFAoEAUPPixYsjqbIwFotFIhFN00AN0fsN94KhhsNhm81Wq9VgiuEfD+M0wA92GBlLwB1hFoVNZnV1tVwus2SHcwOhAQaUSiVLsg05Kk107u90OpOtO0H4FGGnxnEsH5PsCcRSODktyJD6QXM+T9nu2+SUD4tFSAkrUs7DkLyajLKWLmIDqamKIlUXgLdpYspdt9uV/Y2GmIeAXs9o1choh1Qlr+aAOrz/uKsvAnVyMtrxDBNOGYJTGqJWDycPPJbJImf1gIh4hzVNQxM+rosgIuwjp+hwmUgiVcn70PZF3xDdQ/B0uDSxiJZMm9j4o074U/hNxiciMzlzQtIEWOrS+CE+GXN7McNOKiWLBIzHjO6mlH5jAmd5OP/J7wbDnjFNmeQHTqVu/NS0A7ZN5W3yOdAEaFkA9aawcPJotxZTUQ1OK1SFMaRhoWM8A+Bxz5Cf/Ex2PMO3AiM0TROspd/vgwV6vV5cNYMD2Wy2UqkEdTQYDL7W9T/9uYqrV/mvzygL3rGBBZV/WJcZAmETrVQqeBu9Xm8sFgOZQ4czU3hn4vF4JBIZDAaFQoHzYXh2oCYeAj6K08bRIpHIaDQqlUqyuxJKLDAVVQRyjo2pocfjYWoog5/D4QCugydVKhWGZMRgMFhaWkKqD0UdFl4IbgoZDcgnYzOJYkS2fY5GI3mcEL8KZJWYK7Cyx8GwR6J1CG3/XRmSvEkiJ4RcIO/DqSymHdhHFjZZA+Q1dzgcoockd2/BPkwZmeEBeNBSCzvA98FEVhWWFtQGyCyQV3ZV1HTjBw84QcqQXylJxSEksBwslh00wHLmr6awmwIRTanppSysmcLjw++wbGwhifqwXYUTrvLCqovJwIxhzB35iSbJHO8jsz1das0lc3QZ5Pix8rfCED4mfscsELgLh5tEOKaA8rPTDgTOFBMYJtnbJHWz3CvDm/yQXUI+hzu5kvMZ8g2PxwM6AdAKh8OxWCwejyP1A67GFczcbOsOxIwRXg9wwW63i0tdt9uNQROQCrvdLtz2UCwN0/ydz2+Yrd4nTihHYr5YLKYoSqFQwNAASJcAJ5RD4PsXDAbj8bjL5SqXy+fOnQPqKIoSiUTi8bjb7S6VSufPn+csncfjwbek2+0WCgXZb+nz+YB/QDh58IKsqVarVbR34ZfpdrvBKU3TrFaraIrN98JA4fP5sKBbGpIpioKvKREZhpFOp9PptPzTQk6Rc4HdbtfC+VTRkY7EAm0BV5LSe4YYIWTJJsqwZ4hGXHJiD4usTPV0qTIP+wBCsI8h+pMh+4gdmJkxgRsOh6BcDEIgeczesKqiSs/v9xtSZz5O4MnqKPqYM9oBIE0xNweg6HA4cBzWHrn3NKud8GHKlQymabZaLRntOF3Hr6vVavFFBi9VmhgWzZdElmSeIZptgm6SmKArwxgJVjeU+uBYkICxcFK0nErmGMYYCBkFlQm50gJyTMLk48s0TpUqXmSVkiQTCh9NlijlqwSS9EmakCinMi1+LZPsbSfEslA3fuDUnXd67K3FJLC53W60SASGRaPRRCIBbGNrOsNbKBT6SZ59P8Tdzwgx4b3T6WAV9nq9qLVCX5JqtYp1AdcytVrt371a+dS39Tmf7dX/bi4e8IBO4TcJ/q7rej6fBy5iYyKRUFW1WCxyfTfU0Vgs1u/3C4UCqjKIyGaz4cukKEo+ny8Wi7JxBqyx0+ngIfwDBmqGQqHBYACtVXaQRyIRQCMm4cnMzG63gzWaptnr9ZjR8mNhliEiEEe22zQaDfRL497/II5ynk9RFK/Xy2mnfr9vYY2KorCNUJdKBTgMMb2MBBoZ203keJQm5lljB/laEl5EXqyBr4xnRDQcDjGkXsZF+Ee45LHT6QCBVMmeDiHXZrMNBoNutwvFkgkl1FGgFIMisJP3gVCJlCGDIoOQLsYy8Mg6GThxqsgm8jQMfAqsl5qid7MmtTllYg2g4rYpfFamyKHiKzQJdYxDnFJlJGO6xtRw0oEiE0dFMmHKZ8iCpEz1+OFgiqbUzdLyWAuM8XfJQuMs52z5ZirbxUb5gfLZ7r487kTvdtqZ7mDKzYJtqqpiABlgDItGMplMJBLwDYDG4Qbad7zRZ3hnYo+M8C4HQp4CwdYDrMVY5pDV0zQtGo2C9jW7g/d8Sc+Y/v/7/fFfmO8WCgUsKH6/Px6PExEgED8AsD3DMPL5PFdwe73eZDIZCATK5XI+n2cKGAwGE4mE3+8vlUr5fJ4BCappLBbr9Xr5fF7GPzyp3+/vdDr5fL5arfJlKaDR5/PBiQpdF3epqopqCkVR0CpaZo02mw3+HSJC0YLMGpFQtNvttVoNvNnSC8bC+WQnDm1HPtApi0GGCZ8phrjKvzcWOXkHwAnvAA4n00F8lMwggUa8AoJtsLY5HA47nQ4ug/AUEDZhqlQUBWk5xjNTTMtjUGTAG4h5QzLDY8ADavKLQrLQJoYo4VVABEYwHPJpYwddKnVn6jMSrUrx9ipiXoFl3edydc7VyeKeIbq9MFapwvliStIlfh2T2qDFiinjCt9riuYmFjqIB9KEe4WpHn+N5btkQXKPILcLjMmHmgpmu9w19VB0R8RJC7YpioIcGwxuWI6SyWQymQRjA7DhBlrkvwVjJo3SaDTCED5FFPNieULtfLFYNE0Tle9oM22a5v+zqmUciVMx7Yw7u7XVJiKn05lMJh0OB3J7DIHJZHI4HKbT6Wq1iqcLh8OJRMJut+fz+atXr7K4FI/HE4lEt9vN5/NcnGez2eLxeDweB7/8/ve/z5gRCAQSiYTP50Ml+8WLF7EdzxuLxWw2W6vVwpA/frF+vz8ajdrtdlC3Cxcu8M9S07RYLIb6PzBUmZmh5h3rYL/fLxaLuq43m00M1kFOm2FDHg6FU4LajOUb0Mj34gRAvDi9Jz98IM29k0VOluCY2bCTRe4fhiwvy6e6rkO3BLHrdDpouQK2Bz8Fij1UVQVcjURnGewAPIP7ifEMXk3QRPSklaVRKI0Y98HiKmRPUEnAXrPZxHuFHyRYGpfusSeZm16apok9+QQcYjoSM1f8ieNDcGYwIyFgjkRlt5zMmwp1quRj5AfytQJ/ZPK9FsKHT20kjUrAj4UNMqxAKts7dRnTMnaGVMbOz85XPFPNJvIZKtNsJlMBj3bgZ1MFz13illHQAm92ux0DXuBxA7alUilAHbAtGo3eHYLkGyrSspUAACAASURBVBimSbUa1etKqUTHjtFbFghN04TsORqNgHxAGhhqQXQCgYDX6+Um0aYn9JdZH/Wr/2Oy1u2M8SMUCpVKpdXVVfy8w+FwMpkcjUYY+EBEiqJEo9G5ubnBYJDJZACoROTz+ebm5nw+X6FQeO211zhriCM4nc5CofD6668zJvn9/mQy6fV6a7UaRilhO04jEokQUblcvnTpEqcMgaZer9c0TbQ0s/BC3NXr9Szgh7Q2FimMv5B/xiirRzYRhSJ8F1ZzVTSA3gX52P7Op2SI9B4JYLOLgXnYgRmkaZqDwQDOXkW0VoFsyNk4IvJ4PFgLBoNBu90GqACqDWHstNvtbMXEQSADINuHXC+TPJSZQrQE5iE/B/9LX7QZQ34OqAbtlCEZgIf0niJmyLF1s9PpIHXHXhtVVXGGeBYomTK0YDccnGFSkwY14F6+pFC3lzTgU9iFtxlS5Qk/KfM2/rD4gQyQLKjidyHn7fBEU3GOKSAooyHl5EjqW70TmeOvB38bp3I7ZXvW0PL95BtvKMJZ4M1ms2F2GGAsHo/Pzc3Nz8/D+g+tEjfkVgyzGEevR/U61evUaADeqNGgRuP6DXkjtov100k0+uEP6dSp3Z/hrgXCer2O9QvX7yQaXTabTSR7otGoYRjpdBpLWyKR+NffM2q5jXdEBk8kNCiZzWbz4sWLoDJ+vz+VShmGgeoFIlJVFddrzWYT04uISFGUWCyWSqWGw2E2m2Vm5nK55ubmQqEQEIvxw+PxJJNJv9/faDRk/AOV5Lzga6+9xj9IuGlAcAuFwsbGBr9qOLIURcGjstks3wUVBd4BPBffBSMiLtIHYuo9a4x2MVOb5VB+IE5Jk9pfqarKyMd2CVNU47HOyeIe7gVkssg5FPPn4L2EAIjzB64DWnAvOI3H48EHionK2AfDHcEjg8GgaZroH8SYB90SyifGjzDmoYU0OCLkU3Rmx8ExLgqCJ4DE7XYzIrbbbU1qH2qKuam4LEO6mgVeBK4Y+v2+KkYcyOyN0Y5XVdpeAMBJUFkzxF2ye5M/NUOUUTL2KCKJiEeZE6ZH3k7bTSiW5ByTNgvOMToyyJkTCTkLmePtFpCz4Jl8+6Zo3G1BOFxTomEvsC2VSiUSCSAcrG3oa3ELz3V3xmAwxq16nWq167eBZwxv1er1P/fQLHRKhEIUCJg+3w3pIN2tOcJOp4PsF6MgrsjQaBt5MkzWJYErr6fLb/9sYWjSf3y/+93HUqqqbm1tgTi6XK75+XmbzQbCR0SqqiYSiUQiUa1WM5kM2J7NZksmk/F4HBuRewPiJpNJwzAymQynEu12O6R8lNzxMCC73Z5IJILBYL/fz+VysOSQ0EVBgOr1eqFQ4NUHxhx0sqhWq/JcIZT3AZyazaaMYdA8sTYxRebnwgWEqqqsPSKwiiHdxXYJvhdXGGxswZqOu8CH5GJ2tqsYhoFSenlR9ng86ATb6/VQd6GIvCAamIGrwQYll6KjDxnyecgIAkdxuQN7C14gQJGXTvA/HIdZoCllAQFmgG32uzJFVkTKEHIrTlgmfyQ5hvAeMhaS1NdbTrzhrWNw4nebgRAkDBcc8qNMSfycFDBlqJt8iCmVxOEhuugZRtudlgx1NFHQMvmTtIiQU8kc3QicborJ3WxYEE72lSSTybm5uYWFBRnh8D9/w0ul0htd67ZPo9WianUMZnwD8FarjfGMNzYaNG145w3C4aBgcPwvFKJAYPwvGBz/L2/ElmAQD33r5gjRM6XVamGoAgnZHW5+NEaBXRPszeFwbGxs/O/f7PQN+tCJ6PtPJWDaxGo1Nzfn9/uz2Sy2gAUCAlnYdDqdqVQqGAzmcrkf/OAHbBxNpVJQVs+fP8/rZiwWSyQSo9Eol8utra2xnJhIJEKhUK/Xw3a8Fk3TEokEuqAVi8ULFy7wy0RrUCLqdDqbm5uMi2iRA1xst9tbW1v8EE74jUajdrsta578XQHtAy7y1T2WbLYC8nOxsRBUEvSItalut8t0ENiGJYYLBhQx5QdzeoFP7XYbKIUHwpwZDAZxFyuQuKDB3A8IvPxANG+D/xuUutPpgEHC3QP+Z7PZMHtZrvzjenOQPFnz5B43JGaO495Op8OFCkzv+GWyUYWB3DRNvHy+SyZwsshJ09BO2V6yzcSOs4a4i9N4inD90HZWp4rSTJqAOlW4Z3eidMZ2cy/tTMWmMjnamcy9QUxOkZq0YZgU0u3xeHx+fh4Ih3ImLuuW5eK3VnS7Y6IGDAO2yZBWrW67PdGe/gZhs42hC/8Y4QKBMZ7hXoa3YJCkuZtvUNxtQGgYRr1ex7KFhQDLJaye6NCTzWaRB0omk61WK5vNrjeNl9J2W2zuDx81kYQDk0skEqVSaX19Hb98CKGAQOilHo9nfn7e6XRubW1duXLFFDWFqVRKUZRMJsPdO3nPYrF47tw5bngB+/JgMMjlcuvr63gVwEWobfl8nsVP5AvRmqtUKhUKBX7hmEcICpXL5XixYOa3C/jJRXUkFQVDYjWl+mLOKmFplpEPYiaQbzAY4HlJpAaRpTNEyxWUhKO2Afk50BE8CvgE2INUC1rm8XhisRhnBAGNsNh4PB6v1+t2u8HzAG+lUgm5QGi/AC1ONDLmgSlyDlIRDiC8FWgawJ4UWbfEJwjAg3WTROUZ8AZSJ/tgSWrtBiDnnBlQR98+nY4kVIPCic+Fs2hDaTKRItlSLGk8PrgF6syJwQXyyU/+smgizTaJc5MPvCmc+wlBDsNVuDbg4MGD8/PzsVgMv2VA3VsxCQelEehVqYxRDX/KW/DnHsbYbgufb4xh4fB1VAsGKRK5jmfydjFBbF/F3QaE7Xa7Wq0qUv2T2+1GeRwanQAkkFLi8ob/azM4CoU+Gs1rleaQyOPxLCws9Ho9Hu8eCoXm5+ebzea5c+ewxev1LiwsqKqKORJEpChKIpHglCFWW1VVk8lkNBptt9vr6+tcqxAKhZLJJCyjW1tbzAvho0EpBSMTrK1Yc7PZLCfhYPgEXMlFfsiZIYtjcbvwCAUktOSyNqzXSPUZYswe31AUBX1JkOfDXa1Wi5N8KM4jUW4PJMMi7vF4UKrPLkpk4Eh0z9F1vdVq4XwwXwIkPh6P4zjAS2T1UO0QCAQgt+JRjUaDBVW322232wGHqOtH5YyMeVxoIWMeSB7ulUkesB+KKEuaiijEBuAxgPH7iSsAU3R6k5kftuuilpwk9wqJKnXebkE7Vll1qRRPJnYk5erYc8tfAFUM4ZvK6qYC2+7o9YbinIXJobI7FovNzc0dOnQolUoB21KpFNDujvUr+elHu03VKlUqVKmMbzCBw23cwJabIm1u95irhcNjDMMNvi1vDwb3koHb/3FXAWG/30cdHpsyXC4X7CeBQADqIhFhHPzGxgas4U1v6qV019G48rFTpqpqc3NzXq93c3MTD/R4PIuLi8Ph8NKlS8A2bCGijY0N7KNpWiqVCofDhULh1VdfxbrjdrtTqZTT6czlcq+++qopLDOpVMrhcJRKpR//+Mfs4gH/6/f72WxWLrEPh8OmaTabzfX1dV5EMPmdiJrNpqx8er1e0BeWBxHgMQA/uWqQrfMgHJza4RUft7mLtGmaYG9APuZ8MF6ywcQ0TZTuAt64H+ZwOAQjt9lsnU6n1WoBjQAzEDlBWxkRDcNAzg9JUxT59Xq9SqWCZwfVw13sUoHpRlEU+F8QEAk4uwbMwwnIlQmAEJA8YB7eEyZVLGmqE3MtZKmT6R1JwGYRM5lBspLJf07ldnIdAs5KEZZaQ6qlU0SrOVmuxF3m9qq7SahTpDkG/D2Rqd5eQHHvwTinKAqamCQSiVQqNT8/v7y8DDIHg2UsFrv7mZxpXsc2gFm5fB3nGN7KZapWb84/EghcBzDc4D95CyPfG69D7sO4e4BQ13XMv+XRLU6nE+s+l0xA3hwMBhAbvV5vIpH4xZczern6kRX13mQwlUqhqzU0sYWFBafTub6+DpsJxtUSEW+x2+0LCwsejyeTyXDCLxKJJBKJXq/Hg5MURUkmk6FQqNVqra2tcTtHLorPZrNMztBb3TRNDPzDRlVVw+Gwpmmj0aharXIFBUyPRAQJkVciTdMAfpAl+V2CIkeiLTWvehDxQC65hySJuT8kWAVUVl10y4QyCbbtcDhgyQFLw3qNqY2GYTSbTTQ3gJMTiOj1etvtNhARvhUYYUKhEIgg6GO1WsXLRFaP84iNRgOle0QEkRPuGFTdcUMW1CcA9uSG2iRsQcA8xjBWNWWSZ4rmlhbpkhN4MsOTAQ8JVAankRh0wG++ISbak1RCN5XbyRgma62WH8Iksbsht+MdbohkNwV1jHOqqqIwLpVKzc3NLS8vHzhwAHazubk5FNTKn8vdFvU6lUpjVKtUqFy+ftvyb+9vr9c7BrBIhCKR8Q1GNWzhf2/ZfOee4+4BwlarVa/XFeGR0zSt1+spihIIBMAkkJDDrEEiQo35V169+v9d6Dlt6v/y7qVowH7lyhWYaNDtZWtrq1wuE5Hdbl9cXLTb7QyBDocDW9LpNLchZXfMuXPnsEK53e75+XkiyuVyXLGA4nfDMPL5fCaTwUa0NDNNs1qtrq6uYqPdboeoiEoJXoYw+gB2GCZ5irApyv0kSTA/U/SHxP/Ie2H1GQwGzIrwTsLor+s6nsg0TYiTXJyOaYVAPrA0rL+w4A4Gg2azCbAslUqKomDyIlgjkLJcLqPjHSYqMBEE7MH5iYHJeOp6vY5CdVziKIqChzSbTe4jis8d5yM30gT2wKLChXpMjyyZPAvJk4v2QJ25Gyon6pjh8dMNxNhY+VOw0DvZkCJzPlYyFankDluYlskb+S4Z56Zm7PZuSNlLyLol1It4PL6wsLC4uLiysoL2XfPz83ctzg0GY0grl6lcdq2tqZ0O1WpjkGO0K5dvQpkEgEWj17FNxjm+EQ7TW0cEviNxlwAhRFH8zpEnwJW7z+eDOocmn6gr1zRtbm6u0+msrq7+29d0w+752BOLvlHp8uUyCeWzXq+//vrrUO3m5+f9fj9X0AMCNU3b2NhgXjg/P+9yuTKZDAwvgNJQKIR8IZtX5+bmNE2rVCqXL1/GmSP/B/7HZlGeG47e1tgI0Q+5Opn8QcHTxdw4bMTSjNVfkRoH4+VjTedJuei2BQRFfhFPByGUiFDtAJxmhAMMAPmgPQLh4HnB9k6nA6RElzg4OdHovCUCMAnYgyIKtgfYIyJYYABvqM9TRA8O5CN7vR4DOdtJGAv5DZExjxHLImCy9ogXbohpdsz8SBIbmfbxn7Qd8EjSVJnzkaB3JIBKFV3IabuSaUzU1VlIniVuKqu3l2Co0zQNDf+SyeTS0tLKysrCwsL8/HwikVhYWIjH43dVcm4wGBO4UolKJSoWZcC7vkWU/CJ2qxMMBCgWo2h0jHCRyPUbltsT4wZncWfibgBCwzAqlQpgAM4LXdfBNuA8tNvtkUgENhOHwzE3N5fL5Vqt1mab/msj5gi4fsF7rVwegtI5nc6rV6+CUaHUYWtrCxQNQqjNZtvY2IDLxul0zs/PK4rCox5sNtv8/Lzdbs/lcsz2MPah1+utr6/jeh/ATETNZlPGP9SMw8uKjehyAlDkdm4k2iWj4g1bGPzYao/tvV6Pl1qXSADwwJ3hcIgSBZAbCJXNZhPIp2kaZ+aq1So4YjQaHQ6HjUYDdxmGYbfbsVC2Wq1ms9lsNuFegf7pdDohgSK9hwJ2SJ14OoiZQDiXy4USwEnYG41G2J8n6mHRl32bplRvAPYmYx43TOHiAX17d2mZ5OGKAW+XpXMYTTA8HHkS8HahdwhZoGbJdJLbyfvTjdDu1qAuEAigU+XKygqrl4uLi9AwlbtjjWZ4w79CYXxDhj2pN+9uYbePsS0apWi05/U6FhZUGfD4f9vdsMze3XE3fELNZrNWq/V6PYyY10WrZRgoMGUik8kYhgEBB4ON7Hb7i/U5fVh7LpCNaCpcoFzD5/F4lpaWarXaj370I9M0NU1D8QNDoNvtXlhYGAwGnPODCjoYDNLpNOwhqNBQFKVQKORyOZxtJBJxOp3dbndzc9MUxfWYndRqtXg3AANsnyx+IvOHFiScJsRyb4h2zERkmibAzxSleNgT4GcKJ6fNZgNzgqQ8HA6Rn9N1HSM7IJA6HA4U16NxK8g3XCpAPmxvNBqg4H6/H9IozlwmfFztpygKqhrQrqzdbgM4uZUoXiZ25k5sWP3xsfJICotvk/N8kzImY57M4fiigdGISR6DDVs0Ze10kuGxbkmizoQPQoLeWb66U/VMuq1oJwuYcF3Oz88fOHDg0KFDBw8eTCaTgLq5ubm9HG3/hq5fR7JCgYpFKha3/Qm0294FfnrY7WMCF4tRLEbx+HXAk7cHAvKDWqVSMBhU7woL5Vsw3vRAiPEL/X4fE02hfYFVAAW9Xi9KJjBXYXV11TRNr9c78MX/9gtr6qD7sSdsKITAUHhVVeGIuXjxIsAmmUwGg8HNzU10onG5XIuLi/1+//Lly9y/NBaLtVqtS5cuYT3FpK5ut4saRCICwdJ1nSdaqKqK4od2u834hw6W8FtytxektWDmxBZd1ErzGAQi4pr9wWCALp2maQI2sL4j4QeTJ8jlaDQKBAJgq+B8GDKMgkXAG8I0TaQ2O50OuCD6aqL5PaRR0D5wcWiVSGG2Wi0esOByuaCUdjodtnHyWckFeUA+TA5htydSa2hSw61eRmKQgiZmLTHCsVEFW9goSxLmqduL/EzRNw7PBQhEwg/3sjLJqT7arpfKeHZDoXL3vN3Noh0GJieTyeXl5UOHDh05cmRhYSGVSi0tLSUSCXmUx5ssyuXr8JbLjREunx9TOuDcXt6rUIgSiTGSRaOUSFA8fh3esEU0JZnFWyfe3EBomma1WkUbrXA4DBR0OByYQYOSMlSdQ81DsQFq0l/40uVhf/SBFc/p+5e4mVkoFIrH41w7EQwG5+bmstksfC4Oh2NpaanX6zEERiKRYDBYrVYxIwLuULvdXqlUrl69SqKVjKZp9Xqd6+IDgQDKybki3m63Y0wrF9iRmFEgi59M/rh7NZM/lLfzqAdgNjM/wAxADpCGGoZOp4NxEzabDU1K0Y6g2+3WajU0fBmNRvV6nYf2sdoJOARQAfk0TWs0GpBGUcyHixL4mDQxEd40TbvdDgsMl/EBsZCVnIQ9HqeOlB4PKSSBZ8hx8nuiiyY4OCzronJ9HlBNFk45J4f3k1VN5tYyLJmiG5wF9qZ+S+l20DtGOzTVS6VSy8vLR48eRdn40tIS6g1ueJx9F4PBGN7y+TG84UahQLncGOqE/rFjKMp1hEskrt+OxymZHN+Oxe6OordZ3PZ4cwMh1utWqwWcY78D8oJOpxO15PF4nLNWqIu/sJ596dpI8cV+9x1+mFlsNtvi4mKn0zl//rxpmsA8VNCbopRC13V2vsRiMb/fn8/n8/k8iV4wRJTNZqGUos/naDTK5/NYUp1OJ5yWtVqNM4WY7CqbP0FZWPw0hS9fbr2Pp8DqzGXszWYTu6H2DkYSFBSapgn0BUp1Oh1d1zFyCB3psJ2I/H5/LBZDC7parVapVHiMA7qVYoQCBhN6vd6mCCCu3W6HxotMHprd4BWhwp2b0aBcD5+ULDnyPiTqDQaDAWOYnPyTt4DqcV05QAsXDaaY9TqJeVMzeaaYdMgwyRAoG1Vkg4wcuwDeTaGdzWaLRCKpVOrgwYP33nsv/CnJZDISiaysrOzl17Ffot+nQoGy2TGBy2bHsJfLjWFPqnndMcLhMXuLx2lubkzjEgmam7sOeHefMXUWdyrexEBommalUmm1WuAZCFgfATDAgHg8zvWFqVQql8t1Op3Pr1E3uPSucMtVuTYiwpSvtbU1eCzRYhuYhz/tdvvGxgbgBzPfc7kc/CxOpxMFA5ubm6yLulwunvCgKApKIDBEEFuAXqBZJFp5ERHjH9ZrTdOQD0NSCkUggG3UzkP5NESXFiJqNBroraPreiAQsNvtnMZDAV80GsUFRK1Wq1ar4IJutxtcsN1uq6qKtCXcm9VqtVqtAgvhwkWrF8zes9lsDocDyAddF68FE5F4Ti/OsN1uA/YU0Q8Mo5e4fg5szwJ73AbFFFPaSeCNIdWnk1TAR5JuKVtaLDxPlybB0h5SdPLtSQicuttOwYCH8VtLS0tHjhw5fvz48vLy4uLi4uJiKpWafBT3h9tHYRhUKFChQFtbY5wDjctkxpROcnhND7t9jHDz8+MbqdR1zAP+vXlF3Vm8GeJNDIRYuHu9Xjwel6/uVVV1Op3IgUWj0VKphAxiPB5HNxnF7vxCPUa19PP3DFVVW1paarVa0DYxRHBzcxN1EdFoNBAIbG5uYvUJhUKBQICdLxho12634a9RFAWT7ovFIsAMjS6HwyE3OQMwACSwBQs0j+LDwo0lm/EPrQBA9bD6NxoNiKvwoSCZB57n9XojkUin06lWqxhSweCHFGCxWMQAW3DTRqNRr9dhWA2FQo1GAxYVr9fr8/k8Hg9KHZDSw0wi9OuRkQ8DgXEcWX5stVqyqgm7CpNCObdHQq5k2ZNhT5HanbC3BcwMlezy8Q3RJRUskJN5DJAIc/uQID6IBcP2omruHnx9FgqFFhYWVlZWjh07duTIkaWlpeXl5eXlZVwS7evo9SiXo0yG8vkx2m1tUT5PmcwY83avk3M4xpAGVJubo2RyDHtM8mYxi59qvFmBUNd1cJpgMIiSOKx6KLZDwi8SiZRKJXT2CgQC6FIWDAZfzroLm9eOB82nlv2JRGJjYwPJxYWFhW63e/78eSJyu93JZLJYLALzfD5fOBwulUrI/KHpF1c+YODDcDjkbtdoKs2Tj4DNsIDyegpE5Ao/4B/cIiwSQhfFWgl7J3bjyXyVSgX1AKFQCE1nyuUy6hnQyxt8rlwuu1wuNCoDEaxUKmhUbbPZ6iJA+7xeL5C11Wp5vV5FUZxOJ4oXAYfM+YB8MK0QEYANnM8QDck4ncmETxfTEji3x4wQfh9DGkgrK5xyWchImhALfqlLLcos6TpZVd4F83aBuhuiIANeOBxeWFg4fPjwfffdd+TIkQMHDhw4cGBhYWFfD+jp9SiToWyWMpnxv2x2/C+TuTGlQ04ulRqjXSo1/jOZHOfnZjGL/R1vViDE4D2snsiHwfHhcrmAguFwuFwugzM5nU6olPF4vD8Y/J9fXyPT/M3H5rxeBYXtfr8/EolA/EQ1Yb/fxzQJp9MZj8e525nb7QZtgvMFpQXdbhclg2glZRgGhl1gB1VVgStEhGWdrRymmEmLcg4GDzwWkIPUGuig1+vFvNl2u20Yht/v9/l8yPAhAwobaqVSqdfr1WrV6XQGg8HBYMDg5/P5ANLI/1Wr1UAggPoKcEqUscO5CmqIvi3I82GssVyl3mw2GfmAZCxs8mvhuYODwYDrWyw2TsY5TRr7B6IvK5z4E3eR1EIa56OIOUH4cycmtzvm7R6ypDk/P7+ysnLy5Ml7770XBQlLS0v7FPB0nfJ5Sqcpm6XNTcrlKJ0e/5/N3iBL53BQIkGLi5RM0vw8JZOUSo1hD6xuf77kWcxiz/GmBEL4GJvNJnJgWBmRrGK3Z7lcRsGAqqr5fB5+zmq1+vfXmqttZX5h8R2BaibTRAqw0+lcuXIFD/T7/el0GhJrMpns9/uopscgw1arBQiE86XdbiNTCG/OYDBASzawKGAJiRUZFlCwE8Y/dkiCO5qm6XK5DMMA/YLUabPZms0mzwQOBoMoGikUCiiOBFTX6/VWqwVSAnG4Xq/XajWInAC/YrGIEkCcPIwz6F4N2gf4JNGqGw0/GepwnqxtgrbCujIpdTIQsoeF4R8fIlKwJDRPc7uH0xQVC7LCaek3ZmzvED3VukJ7S9pNBj4ym80Wj8cPHjx47NixkydPHj58+ODBg4cOHdqPM8c7HdrcHEPd1hZlMrSxQbkcbW5SPr+bgOlw0NwcLSzQ3BwtLo5vJ5PjLTPpchZ3e7wpgbBardZqNbQaCQaDmDlgt9vh7wdJAgrCUKOqKqogBoPB59N2CkU/FEh324bL5UJDURhS5ubmuM9nJBKx2+1bW1vgKKifA61EY+hmswnVFHkytn2iSBytwmh7/RmJRl9sD1EUhXdzu926rtfrdbhafD6fqqq1Wq1cLsPhGYlEms0mrgAURcGshnK5XCqVisUiivyQ80P1Ai4CqtUq6t/9fj9MnnC7YB2Hqafb7aKbNs4KpQ6oOYPbk2v7gG04f1MqUed7uYcZ38vCpqxz6mLkEPRh2c8CQZimwZ6+fSnfyZl5C/k8fBYulwsk7/7777/vvvtWVlZWVlYWFxf3VZ9MpdOhXI62tmhri9bXr9/IZHYjdooyJnALCzQ/T/PzY8DD/4nEHXwFs5jFvos3HxCCtbTbbWT+MAYd7hLDMFC1hiYpEO5QG55Op3Vdr5DvW3XN1Vx79mFbJBJRFAWwFwwGMWUChCwYDJZKJVSvRyIRXddRgAjbZLPZhPkT9eBomEmi7I+H/CHRxRyIe36CToEpQtcF/0OXTr/fT0TVahXlfejZjzxfqVTCZFrwvGaziXmEqJHI5/OapqGQH7JnrVYLBAJerxdtzwB+oKqNRqPX6yH1CNjG0D5FVKPjZDj3xswVt3FxQNuRz5B6UutiGh8JuOJH6SIsNk52jTJH3CPs7XEjB2Pe4uLiPffcc+rUqePHj6+srBw5ciSxf/Cg36fNTUqnaWODNjYonaZ0mtbXnZubrnp9x0e5XGOoW1qiVIqWlsawt7hIqdRMwJzFLHaK2wOEX/rSlz71qU9lMpn5+fk//dM/fe9730tETz755Le+9S3s8Ju/+Zt/+Zd/eVueq1qtNhoNnhWO1CBUMqzp6KuC5iywsWDybSQS+Tff6Rq14nsPaPcuzVUqFZQKJJPJSqWCIQnxeLzb7YL5YbRQsVjECo7KAYZAVVW5+B29yuAslfGPxKgHpAAVRUHTsw5dEgAAIABJREFUThT/gXuB/6GHWaVSgc8zGAx6PB6In6ZpBgIB2F9xnmiUxcpnIBAIBoPo/9JqtXDaqKnvdrvsdmk0Gv1+H+lAFAWi5wAoVLfbhasFCIRpEjyzAkCoiDH0jJcW5AM7JEnqZFMMnoV1TkWU65kTPcZ2ETNvjefZ7fZUKgXMO3ny5JEjR44cOZJMJm/9K3gbo1AYQ93mJq2t0eYmbW6O9cxpoRCZLpdy4AAtLNDi4hjqlpZocXGcrpvFLGZx83EbgFDX9V/6pV/6/Oc/f+bMmS9+8Yu//uu/DuC5ePFiNpuFBGe7TW1nR6NRpVKBWAeXCjwmoBdYi7G4w7jv9XqRw4vFYplS7f+90CTN/olHE5lMRtd12CbR89Pj8bjd7lwuZ4gW0pVKBXjm9/v7/T6G+qJyjiEQGAAIBMtBcpGIuEAQEIguZUgl4lUgvefxeFDnYBhGKBTSNA1WVdM0w+Gwy+XCn/Df2+32UqmUy+Uwngknmc/n0cPa6/WCSnLOz8L8Wq0WXJ2maNqJs5Ur2QFXDGOQNAF7JKTRSeQDyYPyyVIntE2Z8MkulUnws8StwR7qzU+ePPnQQw/de++9995779LS0k9Z29R1ymRofZ1WV2ljg9bXaX19fGOnokC7fYxwBw6McW55mZaW+vF4x+0Oh8N39gXMYhZ3edwGfBqNRp/97Gff/e53o6VkKBQiIox6+MAHPnDp0qWzZ89+5jOfcd2OwcfIkBmGgXnucMpg/SUizCtA4s1ms7nd7mKxiMWxVCq9fLnfVt2PzLk8zbROFA6He70e3J4oB0TODzUGYH6AEPhfkPzD/FgSyS0QPqS7uP8Z/CMYmwA3imma3FMGcAgOVyqVTNP0+/2ozQBmRyIRl8tVKpXS6TSqINrtdrVabTabaOzJ5A9pv0ajgf4v6OfZbDbL5TKmtMNlA/DDG8gl7RA52eeCpnRwrwAIDdGKmiv5AIo4Dt+2IB8Sgcz/JpFvFyfn3r8GimjMPT8/f/To0YcffvjUqVOAPXQV+OmEYdDWFq2t0eoqra1d/5dO79ghLBKh5WVaXqaDBwF1Y/Cbm5vaJ8Xs9XbEzlnMYha3GrdnRCcRYV1WFOWf//mfn3zyyVdeeeX3fu/3/uRP/mR5efmTn/zkYDD4m7/5G8tDXnzxxT/8wz88derU5NE+8YlPPProo5aNhmFcuXKlVCqBHpHwU2CVR+UDGqmg6Bv1FZiUaxjG/3Auvlob/f5K+amEGYlEkIRDP9JyuYxKCbvdzlgF/RB00263I21GYiwq4FBuvgU8MAwDyiRYI2Ys1Ot17BkIBIbDIeggOBwILhGFQiHDMEqlEgY+ACkxARHCaa1WQw27x+NBRQTwlYhQ8+5yuSDSorgCbhcM6QX4jUYjTH4AYOOEISwD/Hh4/UgMsh+J+bQkhtqzTYZE9QJ7NRkCpzI/OW4B9pxO58LCwrFjxx566KFjx44dPXp0eXn5dikNNxtKqaRtbKjr6/xP29hQ02kSFwrb91aMRMI4cMBYWjIWF42lpfG/5WXT47mp5+33+91uF1/+WeyrKJfLMLH/tE9kFtui3++HQqEb0rBbBMJjx46hFYv88Ha7/Wd/9mcvvfTSd7/7XXnnbDZ74sSJyoSl7cUXX/yLv/iLj3/845PHf/LJJ5eXly0b6/X6lStXarUaWsmgAADEC2s0Bvqgeh11dYFAACB3TQ/9xj+2wmr/b8/avW4nSB40T/Rt8fl8GF4IJ0W73R6Jabo8fp2E7ZMEQkBz4zahdrudpz34fD5UuEN3dTgcADkwVLQuIyJU/qEZjdPpDAQCqG1XVTUQCBiGAYUWpe4oeOAJTZBbUe2A7COSl8PhsNPpwJWDhB+kY3h2OPkHfyZug96xFkpC9WWDq9yimm0sbwTy4SnQ6/XkyZOPPPLIiRMnjh8//tNROIdDZX1dWV1Vrl1TVleV1VV1bU1ZXbUMZeUw5+bMgwfNAweu/1teNpeXb9c8cVixZkC4D2MGhPszkBu64eDo28AIr1279ld/9Vd//Md/TET5fP7w4cOtVuuVV17p9/tPPvkkEZXL5ZMnT/KkWY4XX3zx5ZdffvHFF/fyLKZpXr58GTk8eEkwdYH7kAGEAGNAQZ/PB/QNBoO/+0/lr2wOP3bS+9/fQyi2Q5UFSCGIIBFx/xcSdEfufI3lHjgHeADt48ELgEaPx1Ov19EkJRQKtdttsLdwOGwYRrFYRGmH1+vN5/NIc6JInyksygR1XQ8EAuypwRAlTM1Fq7PRaNRsNuEbwmkz28MEeWZ+AD/clrdz2YNMBxnbdDG3b2rTltuIfBj3eOLEiccffxyWlkOHDt1p2Ot06OpVunKFrlwZ37h6lTY3p5ffhUJ06BAdOkQrK3Tw4Pj2oUN0O/T/XQK9Rmc5wn0YcLHNgHC/BfJlN/xcboOyND8//5nPfOaDH/zgU0899bd/+7cPPvggEbXb7eeff/6rX/3q4cOH/+iP/uhDH/rQT/gsGIPXbreTySQwCbIe/Czo3kJEzAU9Hg9QMBAIrOXKX9saqk7f+xL9VmsA2ROk0O12Y0I6SqdbrRbzHm73xXQQ1BCOEuyJCw10PvN4PE6ns1wuNxoNTB8sFArpdNrhcMDzubW1hZECsLSUy2X0Jq1UKs1mMxQK+Xy+UqnUbreDwSCcL4VCwefzAaLQFI2IYL3hKe1I+5GEZ8j5cf6PwY8dMaB6uhjCzqlB0D5u5qKIPteTeT7Lp7NT5m8yYGnx+/3Hjh17+9vf/uijj548efL48eM3vGS7ndHp0JUrdPny9f+vXKGtrSl7ahodPEgrK3T4MK2sXP8Xidy5s53FLGbxBsdtAEKXy/XSSy+98MILq6urx44d++u//msievrppz/96U//7M/+bL1ef/bZZ//8z//8J3yWUqmEcayDwQDSosvlgoORBI9BVo+InE5nrVYDHJbL5S9vmgOb7zF/M6wRTJvQHh0OBzqfAVBR28eOD4ZbVHkDd1E1AdhDKzXwNjaCoucnXDCoeS8UCpVKJRqN2my2QqHQaDRCoRBgcn19PRQK+f3+UqmUyWSAfzCCYs5Rp9OBEQbyL+pGQOa4boG7mrHhhYgggWJnNEUD+BliXAPYHvcnAxDiBpNChsC9cL6dUBCEL5VKnTp16qmnnnrwwQcfeOCBOzcPfTik1VW6eJEuXaLLl8f/p9NT9nQ66dAhOnKEjhyhw4fp8GE6coQOHJjNPZjFLO76uG1mmVuIvUujw+Hwtddey+fz0WjUNE232w2iJg/0YQBzOp2tVgvFc2jC8onv2K/m659+UDt7wI2+ZawNEhH0RhItuxCACk3TgChYzRuNBkwupmkiw+f3+9ELG61e6vU6sCoSiZTL5WazCRttoVBot9uQQwuFQrfbRToBkzECgQARVSoVNJQBvuL8WfyEEIq6ESIC+AHnkAJktyeuDFDth426mNXHUif3NmMUlNN+tAPD2+NXRVEUh8OxsrLyyCOPnD59GlLnHZqxUCjQ+fN06RJdukQXL9KFC7S2NsWx6XTSygrdey8dOUL33DMGv6Wl/T/QbiaN7tuYSaP7M+6cNHoHgq2VoIOtVgvlE263m0vZwGMgbxIRKgeI6ErbdjVfDzmVpxec2GKz2QBvJDpBc5EcnsIUleDAGBBNHoEL9w2Sf7lcDg3YCoXCxsaGz+eLRqPZbLbRaITDYcxsqtfrwG+opqCPuVzO7/e7XK5erwf9E91BYZnB5AoU+Zmm2W63Mb+eZ/Ux+YPnBRcEqHngBmYse2J/C/jRRPX6JOztHfmcTuc999zzxBNPPPXUUw899NDRo0ffcD+nrtO1a3ThAp0/Txcv0o9/TBcvTpmToGl06BDdey/dey8dPUr33EP33EMHDux/zJvFLGZxx+JNAISAEJQHaJoGbyRarPGgBm5WCW6naRqcI4qi/MdLLSLlPQtavztWPpn/cYUcsAGMil0wROR0OjudDuojHQ4HQ2Cz2cxkMg6HIxKJ5HI5QB2UT1VVY7FYuVxOp9MY3pTP5zc2NsLhsNfrLZfLaOxpt9vRIBSNrdHqWtM09IfDWbXbbeTzwP8URUHaEoUQIH9AR84FcoGgIobWyi+QJMzbJdt3w08EFweHDx9+8sknT58+/fDDDx87doxHUrwhMRjQ5ct07hydP08//vGY9vX71t1CITp6lI4do6NHryPfncw+zmIWs3gTxpsACGGTGQwGmHPL4If1HYPxuGUXESmKAiZnmmarN/haziDTfFdcxwrPQ/4MMeIO/A8Nu7n+wePxwLrpcDgAYKPRCLXt6XQaI3mz2SxqORqNxubmptvtjsVimUxmbW0tEol4vV4egYsUIMpZKpUKhtPCJoNCw0ajAdCC+RNCKIwt4KwMdUB3Jn84f34hptS3bBL8aBr524vPBXakhYWFt7/97WfPnn3kkUceeOCBN1AFGo3o8mV6/XU6d45+/GM6d44uX56icB44QEeP0vHjdPz4+MY+aZw2i1nM4k0VbwIgLBaL6JfmcDi63a7f769Wq36/H0NiIQxOsh+kxL6VN1o9/Z6gueRV2fyCPbmcHL000aSmVquhJQ07TtG9Gu1mAIEQP2u1WjQarVQq165dC4VC4XCYFVE0hYELtFgsgsJ2u91CoQAuWKvVMO0BHhwL/0P9O5qZcScz1BIAGpn8sVLKRY19QZJuKHvu8icCVZinTp06e/bsU0899cgjjyCX+YbE2hq9/jq9/jr96EdjwmepTFdVOnKETpwYw95999GxY7QPByHNYhazeBPGfgdCXdcxa8LlcoGCwIEC2wjYIYgRT+1hw6dhGF/ZGBCZZ5LjvjNIB6qqijI7TijCVqPrOjqW1ev1YDDY6XQymYzf77fb7dls1m63x+PxTCZTrVbj8XixWFxdXY1Go36/P5fLeTyecDicy+U6nQ4mQmSz2VAoBEzlmYKcuoMFBvk/m82Gni8YLMX4B7cni5/ctxPkD9hPosCD3Z60N/CbDNC+paWl06dPP/744+9+97uPHj36hnyozSa99hr96Ef06qv0ox/RuXNkmaigqrSyQvffT/fdRydPjsHvDS7Rm8UsZvGWjf0OhM1mE9XoIH+hUKhcLvt8Pl3XAYQMilALFTH5YTQalbv6D8qmzRg+EdfQY5q9J6Bc9XodcyrQnFPTtEKh4HK5fD4fGltHIpFMJoO0Xzabrdfr8Xi8VCqtrq7GYjHDMDY3N1ELASwEBRwMBnCWcv/rarWK4wPFTdPEOYP/sf7J04sMMb3dFH1emBey+ZOVT0uHM/nd2wv4ORyOEydOvO9973vnO9/5+OOPB4NBIioWi7fTmri+Tj/8Ib366vjftWtkObFkkh54gO6/n06epPvvp+PH6afYMnQWs5jFWyz2OxCWy2X4RUEHMW8ds+nRYAXzCAEbKISA2mkYxtfzij7oP5ZQfZrRbncdDke/34fXFIlA8L/RaIRObKPRKBKJFAoF3CgWi7VaLZFIFIvFtbW1RCJRqVRWV1fj8fhoNFpfX49EIn6/P5vNBoNBQKDX63W73aVSCRwOLFOWQHFigDfwV1n/xJkD6ridN8RP5rgAe3BB2rm9yy4QiPLKhx9++P3vf/+73vWuhx9++DZn+3SdLl6kH/zg+j+LmdPppBMn6IEHrv+bzUCfxSxm8dOLfQ2Euq7DWuJwOFA4US6XYVkE/qEKApqnw+FAg01O/v3jaoMU2zviZrvdQftQVAFWq1W73e52uwuFAtrQZTKZQCBgs9lg7+z3++vr62j7AvJnmiaEUI/HAwj0er3wv3g8nnw+HwwGXS4X2KrD4QAFVFUVLWBkCRRJTa76gBEGsiePepDxj4i4xze7hG6W/CmK4vV6H3300eeee+5d73rXAw88cDsbmI1GdP48vfIKvfIKff/79Oqr1G5v2yEep7e9jd72Njp1ik6domPH6KfULHsWs5jFLCZjX69HzWazXq8Ph8NwOGyaZq1WQ4PQcDgMaogq9Xq97vF4gDQosHM6nRfzjWsdm4eG93lGmESBskoULWAmezgcBtBC+VQUJR6Pc1O0dDqNAUnQP/1+/+bmZiQS8Xg8W1tbkUjE6XTmcrlgMKhpGsbHm6ZZr9eR6kPbNjnhh5oHIBzgEG5P7mjK+Md2HppW6rATC7QE2q4+/PDDP/dzP3f27NlTp07dNvAzDLp0ib77Xfre9+h736Mf/pBE2/FxHDpEDz1EDz5Ip07Rgw/SwsLted5ZzGIWs3gDYl8DYaVSQc3faDTy+/2tVgvIV61WfT5fo9FAe2uXywX5FCXwbre7Vqv9S9VJo/7D0YHP4ymXy1wOEQ6H0WU0GAxubW1hwtH6+no8Hq9WqxsbG4lEIpPJNBoNgKLT6YxEIuwCzWQy4XDY6XRCETVNs1KpIH8J8RPF70wBYUlF2TvYKicy2d3DQx54riFtx7+bkj01TTtx4sRzzz33zDPPPPbYY7etsD2ToX/5l/G/736XGo1t9x4+TA8/PP730EM0a30yi1nM4s0T+xcIMZyv0+l4PJ7RaITxC9Vq1eFwwPaJ4j+ACgbh1ut1UEaXy/WNzQ4N+08v+Uqlkt/vx4ilYDAII+hwONza2kokEhjGG4vFNjY2MNRidXV1bm4un89vbm6CF/Z6vWAwCBeow+HI5XIYkFSr1ZAIBIHDgCSInJz8Q86PiPhPvDRu+LIL/9s7/qmqOjc398wzz3z4wx8+ffq03++/DR9At0uvvkrf+Q59+9v0ne/Q5ua2e5eW6JFH6NFH6ZFH6JFHZsg3i1nM4s0b+xcI2+02pjrY7XaMom00GiyNorNfpVKBzyUYDJZKpUAggBYtl0rdrXo/4HXF+oVgLIK+oG63e2trC7ZPwzAikcja2losFqvX65ubm4lEYnNz0+PxBAKBq1evJpNJlE+EQiFgp9vtzufzgUAA5YaapgFxTdPEKGCQQqAdoBoUkOvc2fnJzM+UpjtNxb/dyZ/T6Xzsscc++tGPPvPMM4cOHboNb/rWFn3jG/TNb4a+/nXba69tq2EPheixx8b/Hn2U7ljX7FnMYhazeINj/wJhrVbDOAhAC0wumqZhoLyMf/gfYimw5xubbbJ777cVY7F4oVBAxUKhUIDaGQwGe73e1tZWMpkEEXQ6nWtra/jT6/UGAoH19fVYLFYoFDAUt1AoQAhFxT0gEFXwRASrKjJ8jHZI/sH8wilAbudNouxhMgVIN8K/ZDL53HPPfeQjH3n66advOHn5BmEYdO4cff3r9M1v0te/Thsb2GwnIk2jU6foiSfo7W+nt7+djh0jRfmJnmsWs5jFLPZl7F8gxJQGTM0F2QIdDIVCpuhDjQQhnJmdTgfpt1ar9f2Wl+q50w8kYQftdDqY6722tjY3N4c2oT6fDyroxsZGIBBwuVwgiPDIOBwOEEF0xFZVtVKpoCkMSg/hQWULKBrByHXugD1Z/GT8s1BAfsm74J+maffdd99HP/rRn//5nz9+/PhP9M6ORvS979HXv07/7b/RN76xrbYhGKQnn6QnnqifOOE9c8Y2EzxnMYtZvAVinwJhv9/n/qIY/geZNBgMlstlVPsFg8Fms+nxeLg0EMV8DXs4l0kHYwlvcysYCVerVaiIoICoCCwUCpgFL2OhzWbDUECkAzH/z+l0YiJgp9PBCIh2u22aJpKUmPHBbWtI4B/3u4EvlAT/k6sgbmj+RKHI448//mu/9msf/OAHE4nErb+hwyF997v0ta/RV79K3/jGtvKGAwfo6afpHe+gp56i++7DWIZBsei9LYnGWcxiFrPY97FPgbDVamH4H+jUaDTyer3IzLlcrkKhgH5msVgsl8uh+WcsFkMK8KVvb1AgftTYikZixWIR83sxAn51dTWVSgEL0QXU5/OhLjCdTkciERQmOp1O9MvGUHhYPWUIREYQ4Cf/L/e14UGJctAeKCBg+8yZMx//+Mff9773+W65o6au0/e/T//4j/RP/0T//M/bwO/4cXr6aTp9mk6fpqWlWzz+LGYxi1ncFbFPgbBcLrfbbVVV7XY7l6Wj3XYoFELTskAgkMvl0AUNkmY8Ht/c3DxvxKm89cTj8Vwu5/P5MIPQbrcDOK9duwYsjMfjuVwOnc8wER50EFoohlSYptlsNmGHwVALLgGUIRD65yQEkhBCadeBtwjg38/8zM984hOfeM973nPrk2wvX6a//3v6ylfoq1/dJnvedx+dOUPvfCedPj2b0jCLWcxiFhz7FAhLpRKaUKNvJxKBPp8PSbtoNFoqldCAFGbRbDYbiUS2trYGnmg2nfYGI75O1h8MlstlqJq6rqP4LxwOIxe4sbEBEoke2cgv1ut1eGEwGknTNJQDsgSKOgeGQKQDUQgI1kjTCgHxoiYZIcLhcJw+ffq3fuu3nn322VvEv2qV/uEf6Mtfpq98hdbWrm8/fJjOnqUzZ+jMmRn4zWIWs5jF1NiPQNjtdlGc5/F42JCCvqA+n8/r9YLboaQdiiUQ0e/3f+XHefIE71EKocCY21WrVfRXw8RdJPxAFmGHAR1E0T127na7cOhwF1OUKlrET27+iSoI2m4EvaEEqqrqQw899Nu//dsf/vCH0er65sI06fvfpy99if7Lf6Fvf5tED26Kx+nsWfqZn6GzZ+ngwVv5AGYxi1nM4q0U+xEIMXHCMAw0RTMMA+PpA4FAsVgMBoNutzubzUaj0a2trWg0ipERRNRoNC62HNQsnbrfh/6f+L9QKOCxPp8Po+2RC8SRZf0TflQwPHREg9UFRhhuBAoI5MGHO2UBd5JAl5aWfuM3fuNjH/vYwi30Hms26ctfpv/0n+g//2fK58cbHQ56+ml63/vove+lt72NbmMf0VnMYhazuNtjPwJhpVLBiHkexedwOJrNptvtDoVC8IuiwwunBrPZrNfrrfZG6crA7nSG+iV/8LpeypCJHqGgkuCLmBFfq9UcDgfq4tHUDQYZwKEpRsPLfWFoeyHEXiDQ4/F85CMf+Z3f+Z3HHnvspt+UtTX6u7+jv/s7+trXrg+tXV6mZ5+lZ56hs2dnU2pnMYtZzOLWYj8CIUYvYUofYyGaazudzlAolM/nQ6GQzWaDWRQNQnO53MWWyzSNg2oj6POCMm5ubsJBg3Qgsolut7tYLKIokIgwLAmDmWRHDNrBAAgBgXItvOyCuSEFvP/++z/1qU89//zzN50C/OEP6eWX6eWX6dVXx1s0jU6fpg98gJ59lk6evOU3eRazmMUsZoHYd0DY7/drtRoqCIkIfau73S7G3qKqPRKJoOGn3W7PZDLojhaNRl+7WKCRcjRqR30FNm5sbKBNmsPhqFQqpml2Oh1U+KEjTLvd1jSt1+tB7QTy9ft9IuLGoZggwQWCe4RAj8fzy7/8y5/85CdvrgTeNOnb36YvfIG++EVaXR1vDATomWfouefo/e+nSOQneotnMYtZzGIWUuw7IGy1Ws1mkysIwdLQRMbhcKCzWqfTQdWE1+v1eDzpdDqRSKyub270PYreiRrNQCgAFMxkMh6Pp1KpoNtZp9NxuVzo3N1oNBgUMSYQzA9AyC5Q/GlKTUHpRhCoKMqhQ4d+//d//1d+5Ve8e5+0bpr0rW/R5z5HX/gCpdPjjakUPfcc/fzP05kz5HDclnd4FrOYxSxmIce+A8JGo4GZSgAYuFo0TfN4PI1Go91uo5oQRRS5XM5mswWDwfX19bIWHraKcy4z6nNzLtBut7fbbeAf5iXVajVwwX6/j9nxQDtQQAAhSVxQJoK0Q2tQDk3Tzpw58+lPf/r06dM38ZpfeYVefJE+9zlu9UkHDtAv/AJ9+MP0xBMz58ssZjGLWbyhse+AsFKpoIGLqqoYXTsYDFBTCCzkERBbW1vhcLhardbr9Wg0+pVXtkh1HvQbcNPkcjkUPzQaDfSIURSl0+mgGKPT6YDkMRGEWIqkIAlHDBthprZGk8PpdP7qr/7qH/zBHxzce8XC1av02c/Sf/gPdPHieMuBA/T88/T88/Too7MO17OYxSxmcWdifwGhaZrlcrnf76OxNRAI0ihqGzBHIp/Pu93uQCCQyWR8Pp/T6Uyn02ndT/161OijNFDTNF3X4a+p1Wpo+IJhEf1+n8shMCMClYKARks6kG7EAgOBwAsvvPDCCy+E99iiulajz32O/v2/p29+k3DAZJJ+8RfpX/0revzxGf7NYhazmMUdjv0FhP1+n+fcDodDOGVM00SL0U6nUy6XnU4nXDOmaYZCoXK5PBwOh85Ao1pya8Z80JXP///t3XlwVFW+B/Dv7aQTsphASORJWMaFyFajgCVWfIO4FRomoCA6D0aBARFnIoKWUgkyIFBxFKEEB005EMoCnwMKqESpScUNUKEYZhSkIpQjQ2kIS0hC0utd+r4/TnJy091ZnhNyL+nv54+p7qZNTqfrzrfOub/zO2fj4+NFCsbHx3s8HjEL9Hq98kQIkX9iIVTWyIQsrBNBITIFMzIylixZMn/+/OTk5I4/WyiEjz/G5s3YtQuBAACkpmLKFMyYgTvvRFxcV/4diYio05wVhI2NjaIdmkwg0bczEAiIOExKSmpoaNA0LTk52e/3i2ahAA7+cBYu94AUs6amRjRm83g8YheEuOMYDAblXUC5R1AGoayOkTcF0e5CaGZm5ooVK+bMmZPQmQKWn37Cpk3YvBmnTgGAy4W77sLMmbj/fnS+lIaIiC4NxwWhKOZ0icOAVNUwDHEaUSAQENkmzkKqqamJj48XHdQ0TTuj94Lq7RPyu91uv98vGqqpqirWQkUtjKh/EdNBo5k8Jt66Foq2UzAjI2PlypVz587tOAJDIfztb3j9dXz0UVP/s2uuwaxZmDWLBz4QETmHs4Kwrq5ONHYRBSzW23WmaYrTd30+n5gaejwesRFQiXefqalTDOO/UuK9Xq/f7xetsUVFjNiDETYLlEEo1kXlQmg7myJSU1OXLl26YMGCjg+Fr63Fpk0oKcEPPwBAQgK/XHK+AAAQkklEQVQeeACPPorbb2cJKBGR0zguCMWuBl3X3W43mgNJ0zSxzwFAYmKiz+fz+/1iduj1ek/W+g0ofRIV1dcoWsAEg8FAICCngGJmKZJV1IVGjcC2ZoFut7ugoGD58uVpaWkdfICjR7F+Pd56C34/AFx9NebPx+zZyMrq8r8VERF1CQcFoWEY9fX1ookMAFHMIlqaicVSTdMCgYA4/M/tdou9EKFQ6FwwDpovIy4g6l3E7UCRdqIuVG8mglDMBWX+tTMRVBRl0qRJGzZs6KA7tmmivBxr1qCiAqYJlwt5efjDH3DPPZwCEhE5nIOC0OfzeTwewzDEzgfr1E0saYr7hYqieDweUdsCQNf107VeaFrvNFNMHEU6as2s7bOtuyOsLbMRbSKYk5OzZcuWDhpkaxr++lesXo2jRwEgNRWzZ+OJJzBkyCX6KxERUddyUBB6vV5xELwoYBG76eXSpWEYfr9fhJmIQ13X/X6/J6B5gkacaSSZmj8QlMcHqqpqvSPYVgqKXx2WgikpKS+//PK8efNc7cznAgFs2oTVq5tqQbOzsWAB5s1D796X8G9ERERdzUFB2NDQ4Pf7VVVNTk52uVxiYdM6HRRvEyWg4rafYRg1/pCpq2muYDCgdTIF25kIKooyderUkpKSvn37tjlQnw8lJXj5ZVRXA8CwYXj2WUyfzl6gRESXI8cFoaIoaE47efKtuNUnyC6gohz0bEMQWjA1SZdH6YoUDCsQtW6WRxu7I7KysrZt23b77be3OcRAACUl+NOfmk7EHTMGS5Zg8mTeCCQiunw5KAjr6up8Pp9Y80RzYzNxt88aY3JGKDKvzq8ipCcrujUsIwtEw5ZDIyeCc+bMWbduXZs9YnQdpaVYubLpXIibb8Yf/4iJEy/134SIiC41pwShaZpia7xYFBWn8soVTlEFIx/LKlBvUAsEtDhTiwtp1iCMXA4Vk0hEK4rp27fvjh07brvttjYHt2sXCgubWmOPGoUVK/DrX1/CvwUREXUjpwShOCYiGAympKSIEyf8fr9seCZPx5WtYcQe+RpPEIaarGhqsCkgZUxGlsYg2kQwPz9/y5YtbW4QPHQITz2F/fsBYMgQrFqFadPYF5uIqCdxys0tcWqgqqri5p9oky0fiw3y4oGqqsFmF/0qdC0RWhhr4xjrNkGrhISEjRs3vv/++9FT8PRpzJyJsWOxfz+uvBIbNuDYMTz4IFOQiKiHccqMUPROEy22RX9tkYvW6Z1c8JRLo56ADkNzx2ua3lJHE1kgioi54MCBAysqKnJycqIMRdPw6qtYvhyNjejVCwsXorAQHfaUISKiy5NTgrC+vt7n88lWL2LCJyeFYhYo/lcujfqCqqqqrpCuGK16x8jGMW2l4MSJE7dv3x69LubLLzF/ftPu+Pvuw5o1uOaa7vj8RERkEwctjYruoHLjoDxESbRVk5M8uUei0a/C0BLMlm0V1vZpVvK3KIqyatWqsrKyKCnY0IDf/x6/+hWOHsV112HPHuzaxRQkIurxHDQjFH20VVUVWwnFwYSKooiTKAKBQNhuQl9Qh6HFKbre1ECt5WRdWI6VlxISEnbu3Dkx6p6HPXswbx5++gkJCVi8GEVF6PCICSIi6hGcEoQXL14MBAKyfaiomgmFQvJOoagaFfsoRBb6VQ2G7nI1BaGcMiJaCqanp+/fv3/kyJHhv7ixEYsWYdMmALjlFmzciBEjuucjExGREzgiCE3TrK+vF3NBMbGTmSfuGlrvDjadL6hpmq4hpAOGPFa3ndKYgwcPXnXVVeG/+Isv8PDDOHkSSUlYuRILFyIurts+NREROYEj7hHquu7xeFRVBSC3A4puoqqqBgIBEXVy+6Cu635Vh6HHhQzDaLVlEBEpOHz48KNHj4anoGFgxQqMH4+TJ3HTTTh8GE8/zRQkIopBjgjCQCAgTpYQSSZPE5QPAoGAKJmR1aEBVYdhKGZLCkadC44ZM+bQoUPp6emtft+ZM7j7bixbhlAIhYX48ksMG9aNH5eIiBzEEUujHo9HTPtEyIm1UFEpKhZFxT+16iaqGwjpCoyQ2eZ9wbFjx37++eeJiYmtftm+fXjoIVRX46qrsHUr7rijOz8pERE5jSNmhF6v1+v1yrMmRNWMWAiVNwWtHdREqzWYhtl2Co4ZMyZKCq5fjzvvRHU17rgD//wnU5CIiBwRhB6Px+/3i2mfqJSRLbat7UNlN21NNxAKKaGQ2bpGRho+fPi+fftapaCqYu5cPPkkdB2LF6O8HP36dffnJCIi53HK0qg8g1dmoSiWkX1k5KG7hmGIIASip+DAgQMPHDiQlJTU8lJtLaZMweefIyUFpaV48MHu/oRERORUTglCWRoaCoVkKxlrr1G5KCpOo4AZUhAlBdPT0w8dOnTFFVe0vPTvf+Pee/Hdd8jOxu7dGDWquz8eERE5mCOCsL6+PhgMonnvhGglI7dPiHuErY4YNEMwTRPhZ0q43e4DBw70s655HjmCe+5BdTVuuAEffojs7O78XERE5HxOuUcoS0NFNzUReGJDvfVYJdlKFBHTQUVR3nvvvaFDh7b83AMHMH58U2nM3r1MQSIiiuSIIGxsbAwGg/LoXRF+mqaZpikayojbhy275k0TEdPBZcuW5eXltTzfuxd33426Okydio8+4jlKREQUlf1BGAqFGhsbRezJnjIi+cSKqJwUNvdRA2Ci9a3B8ePHL1u2rOX53r3Iy4PHg4cfxrZtCNtEQURE1Mz+e4Sapvl8Pl3XAYh6UbEoat01EbKITMGMjIyysrKW5199hYkT4fXid7/DX/4Cl/1hT0REjmV/SASDQb/fL9POetC8XA5tp4may+X6+OOPU1JSmp5//XXTXPCRR5iCRETUIftnhOLoXXH0oHW/YEuNaLPIzRIAioqKbrzxxqYn//oX7r0X9fWYNg2lpUxBIiLqkCOCUHTcBiB200eWibbVR+26665bsWJF05OaGuTlNTXU3rqVR0kQEVFn2D9n8nq9ojpGBJ7cRN+6QMYUWWjlcrnKy8vFcfZQVUyZghMnMGoUduxAQoINn4SIiC5D9s8IvV6vPJtehp/Q/hFLhYWFV199ddOTxx/Hvn0YMABlZbC2lSEiImqX/UEod9OLaZ+8QWidC0YuimZlZT3//PNNT157DaWlSE7GBx+gf38bPgMREV22HBGE1pJRWSYqimWiFsgAePfdd+PEXcCDB7FoEQBs2sQ+okRE9P9lfxCKpVFRNWrdMiEmgrJMxvqf3HrrrePGjQOAujo89BBUFQsX4je/sWX8RER0WXNEEIoZoWixJm8NRi2QAaAoyvbt25uePPooTp3CLbfgpZe6ddBERNRT2F816vF4xIkTerP2Nw7ecO//9Bc3Ajdvxo4d6N0bb78Nt9uGoRMR0eXP/iD0+XziPHprvah1LtgqC11xhatfA4BTp/DkkwDw5z/jF7/o3iETEVHPYX8Qer1esRAqN0vIddEoM8JbZ44dlAbTxNy5aGzEtGmYMcOmgRMRUU9gfxD6fD5xj7DDbmpQXFfMWD0oVcGbb6KiAllZ2LDBjiETEVHPYX8QinuEMgWtZTLhWXjT1F/2T1MuXMAzzwDA2rXIyrJjyERE1HPYHITi6N2wIyaibhyEomD6upF9FCxZgpoa3HUXfvvbbh8vERH1NDYHYSgUCgaDMv+sOwjD4vDK4WORmjn+zNfYuBFuN9avt2vMRETUk9g/IxS76cPaikbKfux1ABNeeRaGgSeewLBh3TtSIiLqmRwxI5R7B81mYW/LzMw81XtE3tE9fb74BH374rnnbBktERH1PPYHoTiDKSwFw7JwUeHyuoD5wvvLAGDJEvTpY8toiYio57E5CMVZEwBkFka+x+VyjXng0an/2PXLU19jwAA8/ni3D5OIiHos+4NQLI2arVnfk5ube6Ih7rkPiwFgyRL06mXPWGNJSUnJuXPn7B4FhTt27Ng777xj9ygoijfeeOPMmTN2j4LCVVZWvvXWWx2+zf4g1HVdPGhr48SaNWvce8pu+PGI58pszJ7d7WOMRVu3br1w4YLdo6BwJ06cKCsrs3sUFMXWrVvPnz9v9ygo3Pfff79z584O39bFQfjtt9+mpKSIx3V1dfn5+RkZGZMmTaqrq4v6fnkGISK3zwMAEhISbr755v9+czWAnx5/GomJXTtgIiKKcV0ZhPX19TNnzvT5fOLpiy++OHjw4Orq6kGDBr3UxjFJmqZpmmbtLBoWhxMmTMDf/z7y2Bd1yX2S5s/twtESERGhC4MwFArNnDmzqKhIvrJr166CgoLExMSCgoK2JqemaYogRBszwuLiYn3NWgCbxs8d0O+KrhotERGR0GUH877wwgs5OTlTp06Vr1RVVQ0ePBiAmBdG/iepqalHjhzx+XyiWCbyDXFxcS8UFy/48uCVmYP+94bb/zFjeleNltp38eLFwsLCtLQ0uwdCrVRVVVVVVU2fzgvBcWpra5cuXZqenm73QKiV06dPN51f2y6lrU4uHRo6dOjx48cBmKZZUVFRXFxcXl4eHx+vKE0/MyUl5cKFC7169fL5fFlZWV6vN/KHFBUVRS3KuP766zMzM3/ewIiIiIT8/Pw+HW09//kzwu+++04+rqio+PTTT93Nx8QrirJv377+/fv/+OOPQ4YMqaqqys7OjvpDiouLf/YAiIiI/nM/f0bY5k9snhE+9dRTiYmJxcXFRUVFuq6vXr26a38RERHRf+4SBmF9ff2MGTO++eab0aNHb9myhavnRETkQF0fhERERJcR+0+oJxu10/QgNzdXaTZ//ny7RhjjDMMYOnSo9ZXO9KmgSyrySwGvF2fYuXPnyJEje/fuPW7cuBMnTsjXO7xqGIQxra2mB6ZpHj9+vLq6urGxsbGx8ZVXXrFxkDFr3bp1ubm5ojZb6kyfCrp0on4pvF6c4OTJk7NmzSotLa2urs7Pz59t6cfZ8VVjUgzLycmprKw0TbOysjInJ0e+XlVVlZaWNnr06NTU1MmTJ589e9a+McauTz75ZPfu3WEXaVtfGXWPqF8KrxcnqKioeOyxx8Tjc+fO9e3bV/5Th1cN7xHGtNTU1PPnzyclJfn9/n79+jU0NIjXDx8+/Mwzz6xdu3bQoEGLFi1SVfXtt9+2d6gxS1afCW19ZdSdwr4UXi+OYhhGQUGBy+XasGGDeKXDq4ZBGNM60/Sgurp6xIgRtbW13T88QsT/53bmK6NLLexLseL1Yq/y8vLFixdPmDBh1apV8fFNG+U7vGq6rMUaXY7aanpw+PDhYDCYm5sLICEhIZGHfjhGZ/pUUDfj9eIEpmkuXrz4q6++2rZtW05OjvWfOrxqWCwT0/Lz80tLS03TLC0tnTx5MoDPPvsMgNfrvf/++ysrK1VVXbly5X333WfzQKn5q4n8yshGvF6cY+/evR988MHu3bv79+/v8Xg8Hg86f9VcypuX5HR1dXV5eXnZ2dn5+fn19fVm8zEgoVDo1VdfvfbaazMzMx955JGLFy/aPdLYJS9S8SDyK6PuF/al8HpxguXLl0emWyevGt4jJCKimMalUSIiimkMQiIiimkMQiIiimkMQiIiimkMQiIiimkMQiIiimkMQiIiimkMQiIiimkMQiIiimkMQiIiimkMQiIiimkMQiIiimkMQiIiimkMQiIiimn/B1u0wuMNWZlKAAAAAElFTkSuQmCC" - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "w_init = 5log.(grid) .- 25 # Initial condition\n", "n = 50\n", @@ -1716,22 +1369,11 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "compute_policies (generic function with 1 method)" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function compute_policies(n_vals...)\n", " c_policies = []\n", @@ -1757,20 +1399,11 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "true_c = c_star.(grid)\n", "c_policies = compute_policies(2, 4, 6)\n", @@ -1804,20 +1437,11 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "discount_factors = (0.9, 0.94, 0.98)\n", "k_init = 0.1\n", @@ -1948,23 +1572,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "discrete_dp.rst", - "filename_with_path": "dynamic_programming/discrete_dp", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Discrete State Dynamic Programming" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/egm_policy_iter.ipynb b/dynamic_programming/egm_policy_iter.ipynb index 0239cf3..dae8e60 100644 --- a/dynamic_programming/egm_policy_iter.ipynb +++ b/dynamic_programming/egm_policy_iter.ipynb @@ -195,33 +195,23 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/BenchmarkTools/ZXPQo.ji for BenchmarkTools [6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf]\n", - "└ @ Base loading.jl:1184\n" - ] - } - ], + "outputs": [], "source": [ "using LinearAlgebra, Statistics, Compat\n", "using BenchmarkTools, Interpolations, Parameters, Plots, QuantEcon, Random, Roots\n", @@ -230,22 +220,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "coleman_egm (generic function with 1 method)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function coleman_egm(g, k_grid, β, u′, u′_inv, f, f′, shocks)\n", "\n", @@ -279,22 +258,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "K (generic function with 1 method)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function K!(Kg, g, grid, β, u′, f, f′, shocks)\n", "\n", @@ -339,22 +307,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "#5 (generic function with 2 methods)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# model\n", "\n", @@ -382,7 +339,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, @@ -400,7 +357,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, @@ -421,22 +378,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "v_star (generic function with 1 method)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "c_star(y) = (1 - mlog.α * mlog.β) * y\n", "\n", @@ -452,22 +398,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "verify_true_policy (generic function with 1 method)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function verify_true_policy(m, shocks, c_star)\n", " k_grid = m.grid\n", @@ -482,20 +417,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "verify_true_policy(mlog, shocks, c_star)" ] @@ -517,22 +443,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1.3322676295501878e-15" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "c_star_new = coleman_egm(c_star, mlog.grid, mlog.β, mlog.u′,\n", " mlog.u′, mlog.f, mlog.f′, shocks)\n", @@ -551,22 +466,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "check_convergence (generic function with 1 method)" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "n = 15\n", "function check_convergence(m, shocks, c_star, g_init, n_iter)\n", @@ -590,20 +494,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "check_convergence(mlog, shocks, c_star, identity, n)" ] @@ -631,22 +526,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "u′_inv (generic function with 1 method)" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "mcrra = Model(α = 0.65, β = 0.95, γ = 1.5)\n", "u′_inv(c) = c^(-1 / mcrra.γ)" @@ -661,22 +545,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "egm (generic function with 3 methods)" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "crra_coleman(g, m, shocks) = K(g, m.grid, m.β, m.u′, m.f, m.f′, shocks)\n", "crra_coleman_egm(g, m, shocks) = coleman_egm(g, m.grid, m.β, m.u′,\n", @@ -698,64 +571,22 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "BenchmarkTools.Trial: \n", - " memory estimate: 1.03 GiB\n", - " allocs estimate: 626951\n", - " --------------\n", - " minimum time: 5.199 s (4.24% GC)\n", - " median time: 5.199 s (4.24% GC)\n", - " mean time: 5.199 s (4.24% GC)\n", - " maximum time: 5.199 s (4.24% GC)\n", - " --------------\n", - " samples: 1\n", - " evals/sample: 1" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@benchmark coleman($mcrra)" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "BenchmarkTools.Trial: \n", - " memory estimate: 17.90 MiB\n", - " allocs estimate: 72247\n", - " --------------\n", - " minimum time: 118.224 ms (0.00% GC)\n", - " median time: 129.095 ms (3.41% GC)\n", - " mean time: 128.491 ms (2.74% GC)\n", - " maximum time: 136.324 ms (3.36% GC)\n", - " --------------\n", - " samples: 39\n", - " evals/sample: 1" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@benchmark egm($mcrra)" ] @@ -772,23 +603,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "egm_policy_iter.rst", - "filename_with_path": "dynamic_programming/egm_policy_iter", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Optimal Growth III: The Endogenous Grid Method" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/ifp.ipynb b/dynamic_programming/ifp.ipynb index 05d5be0..1946d0b 100644 --- a/dynamic_programming/ifp.ipynb +++ b/dynamic_programming/ifp.ipynb @@ -417,20 +417,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -444,22 +443,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "initialize (generic function with 1 method)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# utility and marginal utility functions\n", "u(x) = log(x)\n", @@ -601,7 +589,7 @@ "\n", "The first exercise is to replicate the following figure, which compares TI and VFI as solution methods\n", "\n", - "\n", + "\n", "\n", " \n", "The figure shows consumption policies computed by iteration of $ K $ and $ T $ respectively\n", @@ -627,22 +615,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "([-17.3287 0.0; -4.66439 7.12564; … ; 69.8254 70.5794; 70.3253 71.0645], [0.5 1.0; 0.829796 1.3298; … ; 16.3302 16.8302; 16.66 17.16])" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "cp = ConsumerProblem()\n", "v, c, = initialize(cp)" @@ -650,38 +627,22 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 3.766 ms (123848 allocations: 2.40 MiB)\n" - ] - } - ], + "outputs": [], "source": [ "@btime T(cp, v);" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 6.039 ms (175430 allocations: 3.47 MiB)\n" - ] - } - ], + "outputs": [], "source": [ "@btime K(cp, c);" ] @@ -704,7 +665,7 @@ "\n", "Reproduce the following figure, which shows (approximately) optimal consumption policies for different interest rates\n", "\n", - "\n", + "\n", "\n", " \n", "- Other than r, all parameters are at their default values \n", @@ -733,20 +694,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# solve for optimal consumption\n", "m = ConsumerProblem(r = 0.03, grid_max = 4)\n", @@ -797,7 +749,7 @@ "- Hence to approximate the stationary distribution we can simulate a long time series for assets and histogram, as in the following figure \n", "\n", "\n", - "\n", + "\n", "\n", " \n", "Your task is to replicate the figure\n", @@ -830,7 +782,7 @@ "\n", "The next figure plots aggregate capital against the interest rate for b in (1, 3)\n", "\n", - "\n", + "\n", "\n", " \n", "As is traditional, the price (interest rate) is on the vertical axis\n", @@ -859,34 +811,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Starting value function iteration\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Starting policy function iteration\n" - ] - }, - { - "data": { - "image/png": "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" - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "cp = ConsumerProblem()\n", "N = 80\n", @@ -919,20 +848,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "r_vals = range(0, 0.04, length = 4)\n", "traces = []\n", @@ -963,20 +883,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function compute_asset_series(cp, T = 500_000; verbose = false)\n", " @unpack Π, z_vals, R = cp # simplify names\n", @@ -1011,34 +922,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration b = 1.0\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration b = 3.0\n" - ] - }, - { - "data": { - "image/png": "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" - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "M = 25\n", "r_vals = range(0, 0.04, length = M)\n", @@ -1065,23 +953,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "ifp.rst", - "filename_with_path": "dynamic_programming/ifp", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Optimal Savings III: Occasionally Binding Constraints" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/index.ipynb b/dynamic_programming/index.ipynb index 4b3c13b..2bbe213 100644 --- a/dynamic_programming/index.ipynb +++ b/dynamic_programming/index.ipynb @@ -151,23 +151,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index.rst", - "filename_with_path": "dynamic_programming/index", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Dynamic Programming" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/index_grad.ipynb b/dynamic_programming/index_grad.ipynb index f2d0e5d..d6bdbce 100644 --- a/dynamic_programming/index_grad.ipynb +++ b/dynamic_programming/index_grad.ipynb @@ -124,23 +124,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index_grad.rst", - "filename_with_path": "dynamic_programming/index_grad", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Dynamic Programming" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/index_undergrad.ipynb b/dynamic_programming/index_undergrad.ipynb index e304a01..efc5be5 100644 --- a/dynamic_programming/index_undergrad.ipynb +++ b/dynamic_programming/index_undergrad.ipynb @@ -76,23 +76,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index_undergrad.rst", - "filename_with_path": "dynamic_programming/index_undergrad", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Dynamic Programming" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/jv.ipynb b/dynamic_programming/jv.ipynb index b718bb3..6f8da98 100644 --- a/dynamic_programming/jv.ipynb +++ b/dynamic_programming/jv.ipynb @@ -66,20 +66,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": true }, @@ -245,22 +244,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "T (generic function with 1 method)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Distributions, QuantEcon, Interpolations, Expectations, Parameters\n", "\n", @@ -467,20 +455,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Plots, NLsolve\n", "gr(fmt=:png);\n", @@ -623,22 +602,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "h_func (generic function with 1 method)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "wp = JvWorker(grid_size=25)\n", "# simplify notation\n", @@ -659,20 +627,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Random\n", "Random.seed!(42)\n", @@ -729,20 +688,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "wp = JvWorker(grid_size=25)\n", "\n", @@ -773,23 +723,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "jv.rst", - "filename_with_path": "dynamic_programming/jv", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Job Search V: On-the-Job Search" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/lqcontrol.ipynb b/dynamic_programming/lqcontrol.ipynb index cabee70..71e293d 100644 --- a/dynamic_programming/lqcontrol.ipynb +++ b/dynamic_programming/lqcontrol.ipynb @@ -742,20 +742,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -767,322 +766,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "-1.5\n", - "\n", - "\n", - "-1.0\n", - "\n", - "\n", - "-0.5\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "assets\n", - "\n", - "\n", - "\n", - "cumulative unanticipated income\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "0.7\n", - "\n", - "\n", - "0.8\n", - "\n", - "\n", - "0.9\n", - "\n", - "\n", - "1.0\n", - "\n", - "\n", - "1.1\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "consumption\n", - "\n", - "\n", - "\n", - "non-financial income\n", - "\n", - "\n" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# model parameters\n", "r = 0.05\n", @@ -1153,341 +841,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false, "html-class": "collapse" }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "-0.5\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "1.0\n", - "\n", - "\n", - "1.5\n", - "\n", - "\n", - "2.0\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "assets\n", - "\n", - "\n", - "\n", - "cumulative unanticipated income\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "0.9\n", - "\n", - "\n", - "1.0\n", - "\n", - "\n", - "1.1\n", - "\n", - "\n", - "1.2\n", - "\n", - "\n", - "1.3\n", - "\n", - "\n", - "1.4\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "consumption\n", - "\n", - "\n", - "\n", - "non-financial income\n", - "\n", - "\n" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# compute solutions and simulate\n", "lq = QuantEcon.LQ(Q, R, A, B, C; bet = 0.96, capT = T, rf = Rf)\n", @@ -1829,7 +1188,7 @@ "\n", "\n", "\n", - "\n", + "\n", "\n", " \n", "Once again, smooth consumption is a dominant feature of the sample paths\n", @@ -1909,7 +1268,7 @@ "\n", "\n", "\n", - "\n", + "\n", "\n", " \n", "The full set of parameters used in the simulation is discussed in [Exercise 2](#lqc-ex2), where you are asked to replicate the figure\n", @@ -1993,13 +1352,13 @@ "\n", "The only difference in parameters across the figures is the size of $ \\gamma $\n", "\n", - "\n", + "\n", "\n", " \n", - "\n", + "\n", "\n", " \n", - "\n", + "\n", "\n", " \n", "To produce these figures we converted the monopolist problem into an LQ problem\n", @@ -2157,331 +1516,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "1.0\n", - "\n", - "\n", - "1.5\n", - "\n", - "\n", - "2.0\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "non-financial income\n", - "\n", - "\n", - "\n", - "consumption\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "-7.5\n", - "\n", - "\n", - "-5.0\n", - "\n", - "\n", - "-2.5\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "2.5\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "assets\n", - "\n", - "\n" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# model parameters\n", "r = 0.05\n", @@ -2538,362 +1577,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "60\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "non-financial income\n", - "\n", - "\n", - "\n", - "consumption\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "60\n", - "\n", - "\n", - "-15\n", - "\n", - "\n", - "-10\n", - "\n", - "\n", - "-5\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "assets\n", - "\n", - "\n" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# model parameters\n", "r = 0.05\n", @@ -3016,192 +1704,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "100\n", - "\n", - "\n", - "150\n", - "\n", - "\n", - "2.1\n", - "\n", - "\n", - "2.4\n", - "\n", - "\n", - "2.7\n", - "\n", - "\n", - "3.0\n", - "\n", - "\n", - "3.3\n", - "\n", - "\n", - "Dynamics with ? = 1.0\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "q bar\n", - "\n", - "\n", - "\n", - "q\n", - "\n", - "\n" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# model parameters\n", "a0 = 5.0\n", @@ -3244,23 +1751,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "lqcontrol.rst", - "filename_with_path": "dynamic_programming/lqcontrol", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "LQ Dynamic Programming Problems" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/mccall_model.ipynb b/dynamic_programming/mccall_model.ipynb index ab4189c..2d7fb39 100644 --- a/dynamic_programming/mccall_model.ipynb +++ b/dynamic_programming/mccall_model.ipynb @@ -358,20 +358,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": true }, @@ -383,7 +382,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, @@ -401,35 +400,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "support(dist) = 0:50\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/StatsPlots/SiylL.ji for StatsPlots [f3b207a7-027a-5e70-b257-86293d7955fd]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "data": { - "image/png": "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" - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "n = 50\n", "dist = BetaBinomial(n, 200, 100) # probability distribution\n", @@ -449,34 +424,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(E_w, E_w_2) = (43.3333333333357, 12.919896640724119)\n", - "E * w = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "43.3333333333357\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "dot(pdf.(dist, support(dist)), w) = 43.3333333333357\n" - ] - } - ], + "outputs": [], "source": [ "E = expectation(dist) # expectation operator\n", "\n", @@ -505,20 +457,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# parameters and constant objects\n", "\n", @@ -552,22 +495,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "compute_reservation_wage_direct (generic function with 1 method)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function compute_reservation_wage_direct(params; v_iv = collect(w ./(1-β)), max_iter = 500,\n", " tol = 1e-6)\n", @@ -614,22 +546,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "compute_reservation_wage (generic function with 1 method)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function compute_reservation_wage(params; v_iv = collect(w ./(1-β)), iterations = 500,\n", " ftol = 1e-6, m = 6)\n", @@ -651,22 +572,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "47.31649976654631" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "mcm = @with_kw (c=25.0, β=0.99, w=w) # named tuples\n", "\n", @@ -688,7 +598,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, @@ -709,27 +619,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GKS: invalid bitmap size\n" - ] - } - ], + "outputs": [], "source": [ "contour(c_vals, β_vals, R',\n", " title = \"Reservation Wage\",\n", @@ -831,22 +725,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "47.09333476888081" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function compute_reservation_wage_ψ(c, β; ψ_iv = E * w ./ (1 - β), max_iter = 500,\n", " tol = 1e-5)\n", @@ -869,22 +752,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "47.0933347688808" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function compute_reservation_wage_ψ2(c, β; ψ_iv = E * w ./ (1 - β), max_iter = 500,\n", " tol = 1e-5)\n", @@ -940,20 +812,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function compute_stopping_time(w̄; seed=1234)\n", " Random.seed!(seed)\n", @@ -992,23 +855,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "mccall_model.rst", - "filename_with_path": "dynamic_programming/mccall_model", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Job Search I: The McCall Search Model" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/mccall_model_with_separation.ipynb b/dynamic_programming/mccall_model_with_separation.ipynb index 05f028e..018d6ad 100644 --- a/dynamic_programming/mccall_model_with_separation.ipynb +++ b/dynamic_programming/mccall_model_with_separation.ipynb @@ -66,20 +66,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": true }, @@ -301,22 +300,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "solve_mccall_model (generic function with 1 method)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Distributions, LinearAlgebra, Compat, Expectations, Parameters, NLsolve, Plots\n", "\n", @@ -375,22 +363,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "#5 (generic function with 2 methods)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# a default utility function\n", "u(c, σ) = (c^(1 - σ) - 1) / (1 - σ)\n", @@ -408,20 +385,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# plots setting\n", "gr(fmt=:png);\n", @@ -486,7 +454,7 @@ "In the figure below, we use the default parameters in the McCallModel tuple, apart from\n", "c (which takes the values given on the horizontal axis)\n", "\n", - "\n", + "\n", "\n", " \n", "As expected, higher unemployment compensation causes the worker to hold out for higher wages\n", @@ -505,7 +473,7 @@ "The next figure plots the reservation wage associated with different values of\n", "$ \\beta $\n", "\n", - "\n", + "\n", "\n", " \n", "Again, the results are intuitive: More patient workers will hold out for higher wages" @@ -521,7 +489,7 @@ "\n", "Higher $ \\alpha $ translates to a greater chance that a worker will face termination in each period once employed\n", "\n", - "\n", + "\n", "\n", " \n", "Once more, the results are in line with our intuition\n", @@ -560,22 +528,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.05:0.0375:0.95" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "γ_vals = range(0.05, 0.95, length = 25)" ] @@ -607,20 +564,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "c_vals = range(2, 12, length = 25)\n", "\n", @@ -646,7 +594,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, @@ -667,20 +615,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "γ_vals = range(0.05, 0.95, length = 25)\n", "\n", @@ -706,23 +645,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "mccall_model_with_separation.rst", - "filename_with_path": "dynamic_programming/mccall_model_with_separation", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Job Search II: Search and Separation" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/odu.ipynb b/dynamic_programming/odu.ipynb index 37249db..21517bc 100644 --- a/dynamic_programming/odu.ipynb +++ b/dynamic_programming/odu.ipynb @@ -74,15 +74,14 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { @@ -216,20 +215,11 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using LinearAlgebra, Statistics, Compat\n", "using Distributions, Plots, QuantEcon, Interpolations, Parameters\n", @@ -296,22 +286,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "res_wage_operator (generic function with 1 method)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# use key word argment\n", "function SearchProblem(;β = 0.95, c = 0.6, F_a = 1, F_b = 1,\n", @@ -434,55 +413,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Compute iterate 10 with error 0.1980171015328338\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Compute iterate 20 with error 0.007608221868107279\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Compute iterate 30 with error 0.0002901698734305569\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Converged in 34 steps\n" - ] - }, - { - "data": { - "image/png": "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" - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GKS: invalid bitmap size\n" - ] - } - ], + "outputs": [], "source": [ "# Set up the problem and initial guess, solve by VFI\n", "sp = SearchProblem(;w_grid_size=100, π_grid_size=100)\n", @@ -523,20 +458,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function plot_policy_function(;w_plot_grid_size = 100,\n", " π_plot_grid_size = 100)\n", @@ -786,29 +712,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Compute iterate 10 with error 0.007194437603255555\n", - "Compute iterate 20 with error 0.0004348703417873523\n", - "Converged in 26 steps\n" - ] - }, - { - "data": { - "image/png": "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" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sp = SearchProblem(π_grid_size = 50)\n", "\n", @@ -842,143 +750,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Compute iterate 10 with error 0.007194437603255555\n", - "Compute iterate 20 with error 0.0004348703417873523\n", - "Converged in 26 steps\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "date = 20\n", - "date = 40\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "date = 60\n", - "date = 80\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "date = 100\n", - "date = 120\n", - "date = 140\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "date = 160\n", - "date = 180\n", - "date = 200\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "date = 220\n", - "date = 240\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "date = 260\n", - "date = 280\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "date = 300\n", - "date = 320\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "date = 340\n", - "date = 360\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "date = 380\n", - "date = 400\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "date = 420\n", - "date = 440\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "date = 460\n", - "date = 480\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "date = 500\n", - "date = 520\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "date = 540\n", - "date = 560\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "date = 580\n", - "date = 600\n" - ] - }, - { - "data": { - "image/png": "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" - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Determinism and random objects.\n", "using Random\n", @@ -1053,23 +829,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "odu.rst", - "filename_with_path": "dynamic_programming/odu", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Job Search III: Search with Learning" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/optgrowth.ipynb b/dynamic_programming/optgrowth.ipynb index 36b3631..93a0cb6 100644 --- a/dynamic_programming/optgrowth.ipynb +++ b/dynamic_programming/optgrowth.ipynb @@ -542,20 +542,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": true }, @@ -567,7 +566,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, @@ -579,20 +578,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(x) = 2 .* cos.(6x) .+ sin.(14x) .+ 2.5\n", "c_grid = 0:.2:1\n", @@ -627,22 +617,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "T (generic function with 2 methods)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Optim\n", "\n", @@ -721,22 +700,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "v_star (generic function with 1 method)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "α = 0.4\n", "β = 0.96\n", @@ -778,7 +746,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": true }, @@ -810,20 +778,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "w = T(v_star.(grid_y), grid_y, β, log, k -> k^α, shocks)\n", "\n", @@ -847,20 +806,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "w = 5 * log.(grid_y) # An initial condition -- fairly arbitrary\n", "n = 35\n", @@ -898,22 +848,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "solve_optgrowth (generic function with 1 method)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function solve_optgrowth(initial_w; tol = 1e-6, max_iter = 500)\n", " Tw = similar(grid_y)\n", @@ -931,20 +870,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAIAAAD9V4nPAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdeXRb5Z0//s9z75WudmvxHttJnM3ZA4EAgQABWtpAgC50YSgNp6VlvpPflHw7PTmnDHQGOGWZKQM/ug1lAqU/BnJKCYa20BSSkAKBhrBmcxY78SZvkqxdV3d5fn/IcRwviePIli29XyfHR7m+9+qRYuudZ2eccwIAAChUQq4LAAAAkEsIQgAAKGgIQgAAKGgIQgAAKGgIQgAAKGgIQgAAKGgIQgAAKGgIQgAAKGgIQgAAKGgIQgAAKGiTNwgjkUhTU9MoT+aca5o2ruWBkWiahoX6csIwDF3Xc12KAqWqaq6LUKDG48d+8gbh9u3b77rrrlGerOt6KBQa1/LASCKRSDqdznUpClE6nY5EIrkuRYEKhUL4X0hOJBKJRCKR3XtO3iAEAACYAAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaAhCAAAoaFKuCwAAADA8rms8GTeSMSMRM1Jxnoilo2HTeVdm91kQhAAAkEs8rRjJmJGM8UzgJWJGKm7Eo0YqzpXkoJM1VZUWX5rdAiAIAQBg3HElaSTjRiLaV71LRPuSLx7lujbSVUwQmcUm2ByC1cGsDsHmELjAhCx36iEIAQAgO3g61RdyiaiRiBnJmJGI8mRcT0TpNGknmQSbk1kdgtUu2Jwnv1odTLYSYwNP1mIxznl2i40gBACAs8DVdH/U8WRMj0d4Mm4ko3r8tGlnlgWrQ7C7BKudWR2CzSna+ip5TDJPZPmHymYQvvTSS/fee29ra+uSJUueeuqpuXPnEtHKlSt37dqVOeH73//+r3/968zjUCh02223vfPOO5dddtlvf/tbj8eTxZIAAMA5MYxMfc6IR042ZsajRjLK08pIFw1IO4dgdQh2J7PaM0eYOHnrXVkrWVNT07p16954443Fixf//Oc/v/3229955x3OeUNDg9/vdzgcRCRJJ5/u4Ycfnj59+osvvvjDH/7wkUceefDBB7NVEgAAGCWeVvqqd/FIX3tmImLEo0YyTjR8CyQTJcHuEmyOvvZMmzOTeYLNySTTBJc/K7IWhI2NjbfccsuKFSuIaN26dQ8//DAR+f1+TdOuu+66Q4cOXX311U8++aTFYsmcv2XLlvr6elmW169ff+ONNyIIAQDGC+d94zAHZl48YiSiXE0PfwkTBItdsDsFu0uwOgXbiXqe3cnMlokt/bhjWe911HV9/fr1giD84he/2LNnz49+9KNHH320pqZmw4YN6XT6+eefz5zmcDi6u7utVmsymSwrK4tEIoPuU19fv27dOkUZpg7++9///oILLhh4RNO0cDjs8/my+1pgNHp7e202m9mc41b+AqQoSiqVKioqynVBClFPT4/H4xFFMdcFORXnlIrzRJRScUrGeDJGyRil4jwRI24Mf4lkIoud2ZxksTOLnax2sjqY1UGybdAolclA59QVTjglI9PKOBo+n29gY+SwzqlGWFdX19DQQET9abp169aNGzdee+21DzzwABEtX75827ZtmW899NBDCxcu7L+Wc84YyzzQdX3Y+1922WX/+7//O/S41WoVTh0+q2maJEklJSXn8nJgbERRtNvtsiznuiAFJ5VKJZNJ9K/nBOfc5/PlLAg572vA7K/b9TVsRmnYuo1sZhabYHOKdpdgdwk2J7M5BZtTsDmZedL95qZ0CinUm+a9aepNs940DykUTlNvmkfSZOiu/zgv7XI6R3k3YRRzLc4pCA8ePNj/mHO+cePGXbt2bd68OTNMhoj27NmjKMrKlSuJyGw2D/ysrKysbGlpmTNnTltb27Rp00Z6Ac7RvVrhhLG/GBgrvPm5gnc+hybqzedGIm7Ew0Y8oscjPB7RY+HTBB4jJtgdgs0lnAi8E1+dk22sSkyl3jQFFd6bpl6FBxXqTfcdUU6pGQ18mYwxcpiYwsXsvvNZe2t27tz5yiuvvPfee5IkxWIxInI4HPF4/Oabb96xY8esWbPuv//+m266iYh27Nhx5ZVXrl27dtOmTT/96U83bdp04403ZqsYAABTEVeSejxiZHIuFtZjYSMe4YkoN4ZtMGOCzSHYXIKjSLA7BZsrU9VjNgcTJlFrbVSl3jSFTuRcSOGZ5AsppI7QUktEZoE8Misyc4+ZuWXyyMxjJpeJvBbmMlEinpy88wh37NjR0NAwsJWGc75q1ap77rln7dq14XB4zZo1TzzxBBGtXr2ac37vvff+wz/8Q3V19fnnn/+73/0uW8UAAJjUDN3IVOwysReP6LFeIx4ZadCKYLULNpfgcPV9tbsEm0uwOydP4MU1CikUHBBy/bF3mrSzS1RkJq9MHllwm8kjZ/7K3GayTXjdNfuDZbKlvr5+06ZN9fX1ozlZ07RQKIQ+wpwIBoPoI8wJ9BHmUFdX1xn7CLmSPBF4vX0Por0jTUtgJlmw9wWe6HT3tW1Omul3qkE9Kd6bZpnACyoUUngm89KnTTuPzLwyeWRym5lXJreZ3DLzymQea9NmLBbjnI+y12yUJsVbDAAwlXEjHtVjYSMW7su8WNiIhbk2XCWPMcHmEh1uweES7EWCve/xZJiTwInCCg8oFFQolKZgigfTFExRKM1j6ohX2STmNnOfhXnM5JaZTya3uS//TFOk/xpBCAAwapzrsbARD/OWY6kWzhOZ2l6EhuvJYyZZcGSirkhwuAWHS3S4BZsz59MSMtW7YF97JvX/CSlcH6GJ0CSQRyavzDxmymRe5q9emeTJ0kY7dghCAIDhGIaRiOjRXiPaq8d6jWivEQ/r8QgZBhHpyaRisbATkSZY7YK9SHS6BUeRYC8SHEWio4jJ1py+AEpoFFB4MEUBhQIKBRUeSPGgQtGRq3eZjjqPmbwW5jVzr4Vl/urK63nCCEIAKHjcMBIxPRIy4mE9GjKivXq010j0Zd6pWKYxUzGYpXya5PKIDrfgKMrt0mIxlQIKBVL85FeFAimeGn6GNkmMvBbyyczbV6vjmbqd18KkUyqrk25C/ThBEAJAYTGScSMa0qO9RqxXj/Ya0ZARCw83S4EJdpfgcItO98mvDhcJIhElurrkCZ9QH9eoJ8UDfTU8HkhRT4oCCikjNGhaRPLKVGxhXpl8FuaVyWsmn4UVDa7eFUrgjQRBCAB5i2uqEQ31VfIiQSMW1iOhYcawMCZYHaLLIzjcgqNIdHoEp1t0FFGOpigoOvWkeE+KelI8oGTSjvekaKQank1iPpm8MhVbmc/MfRaWiT07PuBHB+8TAOQFzo1EVI/2GpGgngm/SMhIxoaeyMwW0enJxF7fV6ebcjFLweAUVKgnxbv7Yi+TfCyqjljDK7Ywn4WKLcxn5sVW5pOZV+a2Uxo0C716NwYIQgCYgnRNj4T0WMiIhPRwMPOAD90VVhBFp1t0eQSnR3T2JV9OJiokNOpOUXeS9yh9gded4kGFjGEij5sEKrYwn8yLLcwnnwy/U2t4bMgDGCMEIQBMdjyd0iMhPRIwIiE9EtQjISMeGTotXbDaM4EnujyCyys6PYLNQWxC57JxomCK9yjUnaTuAQ8Sw+3czog8Ziq2sBIrK7ZQ8YmqnltGtk0oBCEATC5GMm5EgnokqIcDeiSoR4JcSQ4+SRBEh0d0eQVXJvm8gtPNTBO6vJFmUE+aulPUleTdKd6V5N0pCqRIG3b7B5FKLKykL+2o2MJKLMxnIWmYyEMKTjQEIQDkkpGIZTLPiPYlH08P3oWUSSbB5RFdPtHpEVweqcgn2ItoArfd0Dh1J6krxTOx15XkxwLWlMg5DTN8pcjcl3klVlYsU+aBc0ru3F4oEIQAMHGMVMIIB/RwQI8ERow9syy6vGKRT3B6xSKf6PIItmwuLHl6mkE9CnUmeFcm81LUnaJgavCizMk0s1mp2EIllr7YK7X2hd+YV9GEXEEQAsB44WmlL/B6e/RwQA8HeDo16BxmtojuYtHpEYt8mfxjFtvEFM/gFFCoM8m7kn1fu1IUVPjQASwiyzRm8lIrywQeiyXnVFjN0tRfXgwQhACQNYauR4J6b48eDurhHr23Z+jsBWaWRZdPLPKJRT7B5ZXcxRO2Dlk4TZ1J6kwaXSnWmeQdCR5QSBuydIzAqNTKSi1UaqVSCyu1UqmV+WQSTu2561K5iL68fIEgBIAxMuIRPRzQwz16qEcP9+jR0KBt05koCUVeyV0iFvkEl08s8gpWxwQULG1QZ5J3JqgrRf4E70zyzuTA2eh9hWREPkt/5lGZlZVaqdjCkHCFBkEIAKPCdc0IB7RQt97bncm/wd17jIkuj1hULBYVZ/JPcLgmYAxkb5o6ErwzSf4E70jyrhQLKsNstGqXqNzGygZkXpmVTZV9gmBcIQgBYHhGMqb39uihbj3co4W6jViY+CktiUy2Su4S0V0suoszrZ3jvSaZzqkryTuS1JGgjr4HQ5eW5pJAJVYqt7IyK5VZWSb/sN4YjAQ/GgBARETc0KO9eqhb7+3WQt1GuMdIJU45QRBEV3Ff7LlLJHfxeI9qUXTekaSOJPkT1JHg/gTvTtHQ9aUdJqqwsTIrlVmo3MbKrVRsYQKaN2HUEIQABYobut7bo/d26709erBLD/dw7ZR96phZFt0lkqdEdJeI7mLB5WXjWeFL6eRP8PYEdSSpPc79CR5MD+pzJEZUbKEKG6uwsTILlduowsZQ1YNzhJ8ggELBdU3v7dZD3VqwSw916ZHAoP32BHuR6C4+mXx21/gVJqVTR5La4jwTfu1xHhqyJ4QkUKm1L/YqbFRmpXL06sE4QBAC5C2ua3qoWw91acFOPdSlR0KndPIxQXR5RU+p6CkR3SWSp5SZx2uJMtWg9hOB154gf5ICqcFNnCaByq1UbmPTbKzcRpU2VmIZPGkBYDwgCAHyiKHrvT1aoEMLdenBLj0SPCX5BEEsKpa8ZaK7RPSUiu7icdpX3eDUmeRtcWpLcH+C2hLUnRw8ijMTe5U2VmlnFVaqtA8zVw9gYiAIAaYybujhHi3QqQc79VCX1tt9SmsnY6KnRHSXSt5SyVsmFPnY+Oy615umtjhvjfP2BLXFuT85eKK6yKjcxiqsNM1OFTY2zYbxLDCJIAgBphgjEdUCHXqwM9XZmu7xR8QBnWZMEIt8oqdU8pZl2jzHI/nSBrXHeWuc2hK8Nc7b4hQ/dY8hxqjYQtNsrNJOVXZWaaMyK2apw+SFIASY7LiW1gOdWsCvBTu1QAc/MatB13WuaUJRqeQpE31lmfAbj9bOkMLbEqwlZrQmqDXGu1KDt5O1S32BN60v+ZiMNThh6kAQAkxCXA8H9WCH2u3Xgx16ODhwE1omWyVvmeQr1+xu1VZUVFqe3ec2OPkTvCVOrXHeEqeWGB9U4RMZTbOzaTaqslOVnU2zETaShSkNQQgwKXBV0QIdWo9fD/i1QCdXB6xeJoiSt1Tylou+cslbJjiKModTqZSaHLJj7dlTdN6WYM0xozXOmmO8Lc61IRW+agersrNM8lVYScIcBsgjCEKAnNGjvXrAr/W0az3+QdU+weaUfBVScbnoLZe8pdlduiyh8eYYNcd4S5xa4tSZ7N94iBMRY1RioWoHq7azKjtVO5jHnMUnB5h0EIQAE8gwtFCXHvCr3W1aj58PXMMsU+3zVYi+Cqm4PLu7NMQ1Oh7rC7/jMd5z6p6AkkDTbFTjYNUOVmWjagezoIcPCgmCEGB8cU3VA36tu13tbtMDHVw/2eEmWGyir0IqqZR8Fdmt9sU1ao7RsajRHKfjUR44dZcIs0BVdqpxCDUOqnGgqRMKHYIQIPt4OqV1t2vdrVp3uxbqOrliJmOiyyuVVErFlaKvQnS6s/WMKZ2aY/xYlB+P0fEY7z61zieLVG1nNQ6a7mA1DlZuxdR1gJMQhADZYaQSWneb1t2mdbXqkeDJ8BMEyVcu+SqkkmlScUW2NmTXOTXHWUNACHQbx2K8I0EDB7iYBaq203Qnm+5g0x2sDMkHMDIEIcDYcSWpdrVq3W1aZ4seCZ78hihJ3jJTaZVUMk30lWdrbl9XkjdF6ViMH4tRc5QrGtM0kyxzIpIEqrKz6Q6a4WDTHVRhw7otAKOFIAQ4OzydUjtbta4WrbttYM2PSSbRV2EqnSaVVknesqx0+CU1aozypig/FqOmKI8N2CWJEZVbeYVJX1jOZjiFKhv6+QDGCEEIcGZcUzPVPrWzRe/t6Z/nwCSTVFwhlVRJZVWSp4yEc80iTuRP0NGI0Rilpih1JPnAxaqLzDTDwWY6aaaTzXAyUtVkUvN4EIAA5wRBCDACzrVAh9bZrHY0a8GO/sWsmShJxRVSaZVUWi15sxB+KZ0ao7wxQo1R3hjlyQHLuJgEqnGymQ6a6WS1LuY9dZeklEoAcO4QhACn0CMhrbNZ7WzWulq5emKvWMak4gqptFoqrZKKK859JeuAQkfC/GiUH41QW/yULYp8FlbrpFonq3WxajthrWqA8YYgBMh0+7Wo/uNaZ7ORiPYfF11eqbzGVFotlVUx6ZyWVzE4tSXoSIQfCfMjEd47YDd2SaAaO9U62SwXq3Vi3U6AiYYghILFtUCn2nFc6ziuBTr7N7BlstVUPl0qqzaV15zj8i6qQcei/HCEH4nQ0QhP6Se/5TDRLBeb5aRZLjbdwUzo5gPIHQQhFBYjldA6jqsdx9WOZq70rVjNBFEqrZbKp5vKa8SiYmJjr5MpOh2N8sNhOhzhx6JcHbA/bYmFZrvYbBeb5aJyKzuHJwGAbEIQQgHgXA91q/6mdHuTHuzqH/MpOt1SWY2pYoZUWnUuU/1SOh2J8EMnwq9/rz5GVGVnc4potpPNKWJFWLoaYFJCEELe4pqqdhxX24+p/qb+5a2ZKEkl00wVM0yVMwTH2Fc4U3R+JEINYX44QgPDT2A0w0Fz3cIcF812MRt+wwAmPfyaQr4xkjG19aja3qR2tZLR1y8n2F2mihmmihlSWfWYx3yqBjVG+cFe3tDLj8VIPxF+IqNZLjbHRXOL2GwXNmcHmGIQhJAn9N7udOtRta1R7+3uO8QEqbjCVFlrqpwpFvnGdluDU3OcDoSMg2E6GjnZ5ycwqnWxuX3hRzJmOQBMWQhCmMq4oXW3p9uOqm2NRjySOcZMZlN5jamy1lQxY8wrXHcl6UAvP9DLG8I8cWKGOyOqtrN5RTTPzeYWYdM+gDyBIISph+ua1tmSbj2itjXydN+GQ4LVYaqcaaqaZSqtGts6nwmNDob5/hAd6OU9qZNz3EutrK6I6txsXhFzZGf1bACYRBCEMGVwXVPbj6mtR1R/U/+aL6LLY5o2y1w1W/SUjmHag8HpWIz2hYz9vaeMeXGYaL6bzXezuiLyWdDsCZDPEIQw2XFNVdub1NYjantT//buoqfUXDXLVDVbdHnHcM+ISnuDfF+IH+jl8RMtn5JAc1xsgYfNd1ONA9P8AAoFghAmK11T/cfTLYfUtsa+/GNM8lWYqmebq2YJ9qKzvZ/BqTHK94b43iBvTZzcN7fMyha4aYGHzSvCmBeAQoQghMmFG7rW0ZxuPqS2N/a1fzImFVeYq+eYqueMYc2zuEZ7g/yzEN8fOln5k0U2r4gWemiRRyi2ZPUFAMBUgyCESYJr3e3p4wfTLUf6xr8wJvnKTdVzzTVjyT9/gj4N8s9C/GjkZM9fmZUt9rJFHjaniCTU/QCAiBCEkHN6uCd9rCF9/KCRjGWOiO5ic/Vc8/S5Z9v+aXA6FOafBvknQd7TN5iUJEbz3LTYwxZ7WakV6QcAgyEIITeMZCx9vCF9/KDe25M5ItiLzDVzzdPnne3kd0Xn+0L0SZB/FjzZ+Ok00WIvW+JlC9xY6gUATgdBCBNL19Jtjemm/WpnS2bnI2a2mKfPM9fMk3zlZzX/IabSJ0H+cYAf6D254EuFjZZ42VIvq3Vh2CcAjAqCECaI1uNPHzuQbj7EVYWISBDNVbPN0+dLFdPZ2cx/703TRz38owA/fKLzjxHNctKyYmGZl5WOcSUZAChcCEIYX0YqoTY3KEf36pFg5ojoLZNnzDdPn8fMZzFeM6jQhz3GhwFqjPRNfJAEmu9m5/loqVdwYYcjABgrBCGME676m9NN+9S2Rm7oRMQsNnnGfPPMBWc1BT6Upj09fE8Pb4ryTACaBFrkYef52BIvs+LnFwDOGT5IIMuMZDzdtE9p3Ne3CjZjpmm18syFpooZJAijvEk4TR8G+O4uozHWN/NdFtliL53vY4s8mPYOANmEIIQs4Vzrak0d+VRtbyTDICLBXiTPWmieMX/0swDjGn3YY+zupv7+v0z+LS9mizzMPNoYBQA4CwhCOGdqOn3kSOr4QSMaIiISBHP1bHPtYlN5NdGoqm6qQZ8E+ftdfH8v1wwiIpNAS73sghK2xIv8A4DxhSCEsdPDAeXwJ+mGjw1GoigKVoc8e7F55kLBah/N5ZyooZe/18U/CvCUTkQkMFrgZitK2TL0/wHARMGHDYwBV9ualMMfq50tRESGLlXMsM8/31Q5k9ioqm/+BH+vi7/fTSGlb/WzWhdbUcKW+xjGfwLABEMQwlngajrdtD91+GMjFiYiZjKbp9cZJTOsZZUmWT7j5XGNdnfzXV38WLQv/4otdHGpcFEJYfEzAMgVBCGMipGIKoc/UY7uzUyHF51u8+wlcu1CJplTweDpr+VE+0P83S7+cQ/XOBGRTWLLi+niUjbLybAADADkFoIQzkAPdaca9qRbDmfGgkol0yzzzjdNmzmagTCBFH+3i7/TwUNpIiKB0UIPu6SULfMxE4bAAMDkgCCEEamdLcrBD9SOZiIiQTDXzJXnnS95y854oc7pkwB/u5PvD/WtAlNqZZeU0iWlzCOjAggAkwuCEIbgXG1vTO7frQc7iYhJJnPtIsu88wSb84yXBlL87U56u8OIqEREJoHO97HLytkcF5pAAWCSQhDCANxINx9KHfhADweISLDY5DlL5dlLmfkMA2E40WdB/lYH3xvsqwJW2tiqcnZxKbPhRwwAJjd8SgEREXGePn4wue/vRqyXiASb01K33Fy7kIln+AmJa7StU9wdZr2aQSeqgFdUCrPOXHsEAJgUEIQFj3Pl2IHU/r9nZkSITrdcd4F5Rt0Zt0ZqifPt7fzv3TyWNEkSldvp8grh0jJmx88UAEwp+NAqZDx9vCG173092ktEgtNjXXCheXrd6XfHNTh9EuTb2vmhMCciRjTfpX+uRjyvDCthA8CUhCAsSJynW4+m9r2X6QsUnR7LggvN0+edfl2YlE7vdBjb/LwnRURklWhlKbuygklJ1W43IwUBYIpCEBYctbM59em7WrCTiAS7y7ro4jNGYEjh2/30tw6e0DgRlVrpqgphZRmTRSKiYHJCyg0AMD6yPKv5pZdeWrRokdvtvvzyyw8dOsSGyJy2cuXK/iN33nlndssAI9F7u6M7tsR2bNGCnYLVYbvgqqI13zbPmH+aFGxP0DOHjH/dY/yl1UhofG4R+z/zhfuWi6sr+1IQAGCqy2aNsKmpad26dW+88cbixYt//vOf33777dFotP+7jzzySDqdJiLOeUNDg9/vdzgcRCRJqJWOOyMeSX72bvr4ISLOzLJl/oXynKWnHxF6NEqvtxifhTjnJDC6oJh9vopNd6AFFADyTTZDqLGx8ZZbblmxYgURrVu37uGHH85EHRF99tln77777uuvv05Efr9f07Trrrvu0KFDV1999ZNPPmmxWIa9YTKZPHr06NDjFRUV8qlLPOsnZPHl5AeupZX9u9NHPuW6xkTJPHuJXLecmS0GEY3wdu3vpdda+ZEIEZFZoJXldHUFFVuIiA97Bd78XME7n0N453NF13XO+ejffEEQzricB+N9E6CzSdf19evXC4Lwi1/8gojS6fSqVauefvrpBQsWENGePXt+9KMfPfroozU1NRs2bEin088///zQm9TX199xxx3ycHsa/M///M+yZcsGHtE0LRwO+3y+rL+WqYwbLYf4oQ+5kiTGhMpaYe5yGnmzeM5pf1R8o9PUkhCIyCbyS4u1S4tVx5n+s9Tb22uz2cxm7J800RRFSSaTbrc71wUpRD09PR6PRxTRQzDR4vE457y/lnVGXq/3jO2O51ojrKura2hoIKL+QN26devGjRuvvfbaBx54IHPkZz/72YoVKzIpSETLly/ftm1b5vFDDz20cOHCkW5+ySWX1NfXj6YYmqaZTKaSkpIxv5A8o/W0J/bs0Hu7SSCpepbtvMvFkdcI5Zw+CvA/tRitcSKisiK6ppJdUSFYRvc7LkmS3W4f9r8sMK5SqVQymfR4PLkuSIHy+XwIwokXi8U4505nNtfsONcgPHjwYP9jzvnGjRt37dq1efPmuXPnZg7quv7rX//6zTff7D9tz549iqKsXLmSiMxmMz5As8tIxpKfvJNubiDOBbvLuuRSc/WckaYGck6fBPmrzX0R6DbTtVXCqnJsDQEABSSbfYQ7d+585ZVX3nvvPUmSYrEYETkcjm3btlVXV8+ePZuIduzYceWVV8bj8ZtvvnnHjh2zZs26//77b7rppiyWoaBxnjr0cWrfe1xNkyhZ5l9grVtOI4+I2Rfi9ceN4zEiIo/MvlBFl5ULEkbDAECByWYQ7tixo6GhYWBDDef8mWee+fznP5/56+rVqznnq1atuueee9auXRsOh9esWfPEE09ksQwFSwv4Ex9s03t7iMhcNdu6bJVgd4108uEwf/k4PxLhROQ20xeqhFUVDBEIAIVpXAbLZEV9ff2mTZtG30cYCoUKs4+Qp5Xkp+8oR/cSccFRZDv/SlPFjJFObo3TlmP63hARkdPEvlBFV1QI59gQGgwG0UeYE+gjzKGuri70EebEZOwjhNxSW48mPtxuJONMEOW65cunl6IAACAASURBVJYFF440OzCoUP1x4/0uzoksIn1uGvvcNAGT4gEAEIRTFU8l4nu2qa1HiUgqmWa74CrR5R32zJROf24xtrVz1SCJ0ZWVwhermMM0scUFAJisEIRTUvr4wcSHb/F0iklm69JL5dmLiYbp4jM4vd3JXznOoypnjFaUsBuns2ILOgMBAE5CEE4xRiqR+OBNta2RiEwVM2wXXC3Yhp9YerCX/76Jt8Y5Ec0pYl+dKcwY7QxUAIACgiCcStTWo4k924xUgpll27LLzTMXDHtaIMVfPMY/7OFEVGyhr8wQzi9GLRAAYHgIwqmBq+nkR28pTfuJSCqrsa/43LAVQdWgrW389RYjbZAs0ppq4ZppmBcBAHA6CMIpQOvxx9//ixELM1GyLlslz1o87Eox+0L8hUajK0mM0UWl7MvTmVtGBgIAnAGCcJLjqQN7kp+9S5yLnlL7xV8QXcNMGouotPmo8UEPJ6JKG7tlNpvjQgQCAIwKgnDyMlKJ+Ht/0TqbiTFL3XLL4kuYMHjeH+f0t06+5RhPaFwW6fpqdvU0QUQIAgCMGoJwktK6WuPvvW4k44LFZlvxeVPF9KHndCb5747ww2FOREt97Bu1gheruwAAnCUE4eTDeerAB8m9u4hzqbTKcckXmcU26BSD01/bjFebuWqQy0TfnIVxoQAAY4QgnFy4lo6/t1VtO0rELAtWWBddRGzwSqD+BP32sNEU5YzRpWXsqzMFG/4ZAQDGCp+gk4geCcXeftWIhphZtl/8haFrZ3OiN9v5y8cM1SCvTN+aIyxwoyIIAHBOEISTheo/Ft/1OlcV0V3suPR6wVE06IRAij9zmB8KcyK6rJzdPHO0O8gDAMBpIAgnhdTBPclP3yVumGvm2lZ8bugOEu938ecbjaRGRWb61mxhsRcVQQCA7EAQ5pphJPZsUxr3ETHr4kss8y8cNFk+pdP/HjXe7+JEdJ6PfWuOYMc/GgBA9uAzNZd4Wom/+ye1s4VJJttFnzdXzR50wvEYPdVgdCW5LNLXa4VLy1ARBADIMgRhzhiJaGxnvR4OCFa7/bK1krds4Hc5p23txkvHuWZQjYPdMU8oteaqpAAA+QxBmBt6b09sZ72RjIlFxY4rbhSsp6ygndTo2SPGhz2cMbp6mvDlGVg4GwBgvCAIc0Drbov97VWuKlLJNMdla5n5lPVg2uL81wd5V5JbJfr2HOE8HzIQAGAcIQgnmtreFHv3z6Rr5uq59os/T6cuH/pBD3/2MFd0Xm2n788XSyy5KiYAQKFAEE6odPOh+Pt/IcOQZy22XbCa6GRtz+D08nH+l1aDiC4uZbfOFkyDl5QBAIDsQxBOHKVpf2L3m8QNy/wLrUtWDvxWUqOnGvS9IRIZ3TxTWF2J5lAAgAmCIJwgytHPEh9sJ+LWxSstCy4c+K3uFP1iv+FPkNPEvlfH5hYhBQEAJg6CcCIoRz9L7NlOjGzLLpfnnjfwW0ej9Mv9ekylKjv7PwsEH/ZRAgCYWAjCcZdu2pfYs52IbOddIc9ZOvBbH/TwZw4ZqkGLPHRHHdYOBQDIAQTh+EofOxD/+5tE3Hre5YNS8I12/mKjwYlWV7KvzRQENIgCAOQCgnAcpVuPxP/+VyJuXXqZZUCLKCd6sYm/0WYwoptrhWswNAYAIHcQhONF7WyO73qdOLcuuthSt7z/uMHpmUPG+91cYnT7POEC7CwPAJBTCMJxoQc742//kQzdMvc8y8KL+o+rBj150Pg0yC0i/eN8oQ7b6gIA5BqCMPuMWDi6s55rqnnGfOuyVf3HFZ3/Yj9vCHOHif6fBcIMJ1IQACD3EIRZxpVkbGc9V5KmsmrbhVf3by6Y0umJffxIhLvNdNciscKW22ICAEAfBGE2cV2L/e1VPRoSPaX2S69nJ9YRTWr0+D6jKcq9Mv3fxVhBFABgEkEQZg/nid1vagG/YHc5L7+RmcyZwymd/t/9RlOUF1vo/y4WMWUeAGBSQRBmTerA7vTxg8xkdly2lln6mj4VnZ7YZzRGeLGF/csSwWPObRkBAGAwbHCQHenWI8nP3iMm2C/+guguzhxUDfrFfuNIJNMiihQEAJiMEIRZoEdCiczE+SUrTZUzMwcNTr9pMBrC3G1GiygAwOSFIDxXXFPj7/yRq2lzzbz+ifOc0++OGJ8EuF2iuxZhdAwAwOSFIDw3nCf+vlWPBMWiYtuFV/cffrHJeLeTW0T654UCZkoAAExmCMJzohz5NN1yhJll+6XXMcmUOfhmm/FGO5cE+sf5mDUPADDZIQjHTu/tSX7yNhHZL/yc6HRnDn7Yw3/fxBmjb8/BCmoAAFMAgnCMuKbG3v0z1zV5zlJT1azMwWNRvumQwYm+NF1YUYIUBACYAhCEY5TYs92IhkR3ie3EaqIhhf/ygKEadHk5u7YKKQgAMDUgCMdCbT2aPnaAiZJ95RdJEKlvQW0jnKY6N/vGLLyrAABTBj6yzxpXkvEP3iQi67JVotOTOfjsYd4SpzIr+36dIKI2CAAwdSAIz1r873/lStJUMV2etThz5I12/kEPt4j0TwsEGxatAwCYUhCEZyd97IDa3sTMFtuF12S2WDoapZeajMww0TJrrssHAABnCUF4FriSzMyXsJ13uWB1EFE4Tb8+oOucvlDFzi9GkygAwNSDIDwLiQ93GKmEVFZtnl5HRJxo0yEjkqb5bnZDDd5JAIApCR/fo6W2N6WbDzHJZD/RKPqnZuNgL3ea6Pa5goDaIADA1IQgHB1dS3y4g4isi1cKdhcRHY7wP7VwRvSdeUIR9lcCAJiyEISjkjyw24hHRHeJPGcJEaV0errBMDh9sVqYj3XUAACmMgThmRmxsHLwQ2LMdv4VxAQieuGoEVBouoNdX4MUBACY2hCEZ5b46C2ua/KM+VLJNCL6JMh3dXGzQN+Zh7nzAABTHoLwDNSOZrW9iZlky5JLiSim0u8OcyL68gzMGgQAyAcIwtPjmYmDloUrBIuNiDY3GlGVz3ezKytQGQQAyAcIwtNJNx3Qe7sFu8syZykR7Q3xv3dzs0D/MFtgyEEAgLyAIByZriU/20VE1iWXkiCmdPr/DhtEdNMMocSS67IBAECWIAhHlGr4yEjGRG+puXoOEb18zAilaaaTrUajKABAHkEQDo+rSqphDxFZl1xGjLXG6a0OLjD61myGRWQAAPIJgnB4qUMf87QilVaZyqo5p82NhsFpdQWbZkcMAgDkFQThMLiWVg59TETWhRcR0fvd/FCYu8yE6fMAAPkHQTiMVMNHPJ2SSquk0qqUTn9oMojoKzMEm4QgBADINwjCwbiqKIc+ohPVwb+0GhGVZjnpohKkIABAHkIQDqYc3ZvpHZRKq3oV/mY7MUZfmYmJgwAA+QlBeCrDyPQOWuouIKJXmrmi8+XFbJYLMQgAkJ8QhKdINzcYyZhY5DOV17TF+a4uLgl0I8bIAADkLwThKVKHPiIiS91yYuzl49zgdEWFUGpFEAIA5C0E4Ulqx3E91C1YHaaaucei/LMQl0X6YlWuiwUAAOMJQXhSZrCoPHcZE8Q/tnDOaXUFc5pQHQQAyGcIwj5GLKz6m5koybWLjsf43hCXRXbNNLw/AAB5Dh/0fZSje4m4efo8ZpZfOW5wTqsryGnKdbEAAGCcIQiJiLihK037iEietfh4jO8NkSzS51AdBAAoAFn+rH/ttdcWLFjgdrsXLFiwdetWIgqFQmvXrvV6vTfccEMoFOo/c6TjOaG2HOFKUnQXi96yv7ZxIrqinDlQHQQAKADZDEJd12+55ZYnnngiGAzed999t99+OxE9/PDD06dP9/v9NTU1jzzySP/JIx3PCeXoZ0Qkz14aUGhPDxcZXYXqIABAYZCyeC9N05577rmrrroqFovJsux2u4loy5Yt9fX1siyvX7/+xhtvfPDBBzMnj3R8oJ6enpdffnno8Ysvvtjj8Qx66nQ6rSjKGIptRENKRzOTzLx8xuvH06pGF5eQjWtjulkhUhRFkrL5gwSjpJyQ64IUoswHjiiKuS5IwVEUhXNuNptHeb7ZbGZnWiEzm59fsiyvWbMmFou5XC7G2Ntvv01EbW1t06dPJ6JM/a//5JGOD9TW1vbLX/5y6PGysrJB74KmafF43Gq1jqHY+qFPdE0TKmcFEupbbUwz2EVFSjzOx3CrwpRIJIhI07RcF6TgKIqSTCZH/4kAWZRIJGRZRhBOvEQiwTkXhNE22kmSdMZ/pnMNwrq6uoaGBiLivC85HA5HLBZ7/PHHf/CDH+zevZtznkljzrmu6/0XjnR8oKVLl9bX14+mGJqmMca8Xu9ZvwDOw8F2Q5adiy58I+VmJuM8N1s8zXbW9ylsdrtdluVcl6LgpFIpi8UyqHUEJoamaV6vF0E48cxmM+fc6XRm8Z7n2hN28OBBznkmBRsbGzdu3EhEdrv9O9/5zoEDB4iosrKypaWFiNra2qZNm9Z/4UjHJ5jW3WbEI4LdJXgrdrQbRPT5KvQOAgAUkGx+6FdWVj755JN/+9vfOOebN28+77zziGjt2rWbNm3inG/atOnGG28koh07dgx7PCfSzQ1EZJ5e91kvhdJUZqW6olyVBQAAciCbQWixWLZs2XLXXXf5fL4XXnjhN7/5DRHde++9n376aXV19b59+/71X/+ViFavXj3s8YnHDT3dcoSIzDVzd/o5EV1efsZeVQAAyCtZHux35ZVX7tmzZ+ARt9v9pz/9aeCRTDvq0OMTT21r4umU5C0LW3z7e3WTQJeUoV0UAKCwFPTnfrr5IBGZaubt7DAMTsuLmR2zAAAACkzhBiHXVNV/nIiJ1XN2dRERXV6OVlEAgIJTuEGodTSTrkm+8r1Je6/Cp9nZLBeCEACg4BRuEKbbjhKRqWrW+12ciFaW5rpAAACQC4UahNxQ/ceISCut/SzIGdEFJYX6VgAAFLYC/fTXevxcSQoO90dpt8ZpgYe5sUwVAEBBKtAgTLceJSJz1exMu+iKEvQOAgAUqAINQrWtkYjiJbVHItws0DIfghAAoEAVYhDqvT1GPMxk6269lBMt8zELFs4FAChUhRiEasdxIjJV1u7uYYR2UQCAwlaIQah1NBNR1FPdFuc2iS3wIAgBAApX4QWhoas97cTYXnEaES3ykIgcBAAoYAUXhFqPn3RNLPJ9FLMR0VIvYhAAoKAVXBCqnS1EpPuqG6NcYrQIQQgAUNgKLgi1zmYiOmypNjjNc2O8KABAoSusIORqWgt2EmMf8goiTB8EAIACC0Ktq5U4Z96KfVETY7TYk+sCAQBArhVWEKpdLUTUbq9KGzTdTh4ZNUIAgEJXWEGodbYQ0WG5iogWY5gMAAAUVBDytKKHg0yUPjLKiGi+G0EIAACFFIRasJOIp53F/pRoEWmGE0EIAACFFIR6oIOIOizlRDSniGFBGQAAoIIKQi3YQURHpDIiqivKdWkAAGByKKAg1IOdRPQpLyeiOnQQAgAAERVOEBrxsJFKJEWrn5xOE02zIQgBAICocIJQC3QQUaeljIjq3IwhBwEAgIgKJwgz7aJNpnIiqitCDAIAQJ9CCcJMjfAAKyV0EAIAwACFEYSGoYW6kzrzm8uKzFRsyXV5AABg0iiIINR6u0nXwrJbleRazKMHAIABCiIIMx2EfrmMiGYiCAEAYIDCCMJwgIiaxRJCEAIAwKkKJQgNoibyMKIaR65LAwAAk0lhBGEkGEtTr8VbYSOLmOvSAADAZJL/QWikElxJRkhWJDvaRQEAYJD8D8JMB2G3ycMZm+nMdWkAAGCSyf8gNCJBImoVvISRMgAAMET+B6EeCWoG+SWvLLJKrLUNAACnKoAgDAciKkUs3ukOEpCDAABwqgIIwkgwplLM6p2OiRMAADBEngdhZsholJsUyT7NjvogAAAMlu9BGAkSUbfJyxk6CAEAYBh5HoR6OMCJOkw+xqjcmuvSAADA5JPvQRgJJjUKy16vmWSsKQMAAEPkexCGAwmNolZvJToIAQBgOPkehJFgQuMxixcdhAAAMKx8DkKuKlxJxrhJMdkrbLkuDQAATEr5HIRGPEpEQdHFGavASBkAABhOXgdhIsqJepiDMSpH0ygAAAwnr4MwHklqFDc5vWZsQwgAAMPL6yBMRBMaJWUnOggBAGAkBRCEZieGjAIAwEjyPgh50uxAjRAAAEaS10EYjyY0SppQIwQAgBHlbxBybqTicV1Iyw4MGQUAgJHkbRAaiaii8ZTJ5jALGDIKAAAjyesg1ClpdnhlVAcBAGBEeR2EBiXNTq+c66IAAMAkltdBqPOkCUEIAACnk79BGI+mdErKLjSNAgDAaeRvECaiik4pNI0CAMBp5XkQJs0OBCEAAJxG/gZhPKoYlDQ50TQKAACnkZ9ByNOKpqZTzMzMssOU69IAAMAklp9BiHZRAAAYpbwNwpSemUSIdlEAADidvA1CRaeUyemzIAgBAOB08jcIDZ6UnR40jQIAwGnlaRCmkopGismGPkIAADi9/AxCUhXFoLQoIwgBAOD08jMIDSWZ0kmTLBgsAwAAp5enQZhW0jppoow+QgAAOL38DMJUKsWJLDarhAohAACcVtaC8LXXXluwYIHb7V6wYMHWrVszB1966aVFixa53e7LL7/80KFDA89fuXIlO+HOO+/MVjEyUkmFiJw21AcBAOAMpKzcRdf1W2655cUXX1y9evVLL710++23t7W1NTU1rVu37o033li8ePHPf/7z22+//Z133smczzlvaGjw+/0Oh4OIJCk7xei7uaEradVgotuG1dUAAOAMspNAmqY999xzV111VSwWk2XZ7XYTUWNj4y233LJixQoiWrdu3cMPP9x/vt/v1zTtuuuuO3To0NVXX/3kk09aLJahtz1+/PgDDzww9PjXvva1ysrKQQWIx+NWq5WISEnGFS3FbDauxGJ6Vl4gnEY8Huecq6qa64IUnFQqlUqlTCb8hy8H4vG4LMuiKOa6IAUn84HD2Gj7vWw2myCcoe0zO0Eoy/KaNWtisZjL5WKMvf3220R09dVXX3311USk6/q999779a9/vf98v9+/fPnyRx99tKamZsOGDT/4wQ+ef/75obdVVbWnp2fY45zzgUf4CURkKMm0QapkcUvGoNNgPAx882EiTZ53vr29ff78+bkuBeS566+//rnnnjvbH/vRnDn2IKyrq2toaBj4NA6HIxaLPf744z/4wQ92796dObh169aNGzdee+21A+t2y5cv37ZtW+bxQw89tHDhwmGfYvbs2Y899thoCqNpmqZpTqeTiDQlypmom2ylRTanE6Nlxp2qqna7XZbRIzvRTCaTJEmZH/vcstvtlZWVzc3NuS4I5K36+vrf/va3TqeTMcY5z+6P/diD8ODBg/2PGxsb//u///vhhx+22+3f+c53fvrTnxIR53zjxo27du3avHnz3LlzB167Z88eRVFWrlxJRGazObufoVxJaZxUUbah0QJgAp2xAQpgzEbfFjoG2fnBraysfPLJJ//2t79xzjdv3nzeeecR0c6dO1955ZVXX321srIyFovFYjEi2rFjBxHF4/EvfelLBw4cSKfT999//0033ZSVYmRwVVENUiWL3YTqIAAAnEF2+ggtFsuWLVvuuuuupqamurq6TZs2EdGOHTsaGho8Hk//aZzz1atXc85XrVp1zz33rF27NhwOr1mz5oknnshKMTKMTI1QstizORYVAADyU9ay4sorr9yzZ8/AIz/5yU9+8pOfDDot06HIGFu/fv369euz9eynPIWa0gxSRYsNQQgAAGeSh236XMkEoYwgBACAM8rDIEwrCidiZouILkIAADiTPAxCJZEkIsk6zAx9AACAQfIwCNOKQkSSyZzrggAAwBSQh0GophQikm3WXBcEAACmgDwMQi2dIiKTjKZRABhH4zrFe/ye/Z577ikvL8/Vs09OeReEnGtKmjNmtWDFLwAYRxs3bhzDVddcc03WS3JWfvWrX+3du3fMl2fKP7bXPmnlWxByNa0bhiaarVhWBgDG00MPPTSGq958882sl+SsBAKB4uLiMV+eKf/YXvuklX9BqKgGVwXZjs3pAXKqMUq7uvjE/OlKDn72V155ZdmyZW63u6Ki4j//8z+JiDH2yCOPlJaWrlq16tixYyMdee6550RRvO222yoqKiorK7/97W8Hg0Ei2rx586WXXqrrejgcnjt37scff5xpHmSM/fjHP66oqLjvvvv+7d/+be7cuUVFRZn1loeWIbOc5LJlyzo6Om6++ebS0tLa2trbbrvN7/cPLPwNN9zw1FNPZR5v2LBh48aNQ2+VMbCJMvP49HfuL8DQCxljL7zwwtKlS30+X2a3g56enq9+9aslJSXz5s37wx/+MPTyYDA49I0aep/JL++CUElpnKkmi03K/d40AIXs7Q7jmUMT9OdQePDv+z333HPrrbcGAoE///nPd999d+ZgLBZrb29ftWrVhg0bRjryzjvvLF261Gw2NzY2Hj161Gw2//CHPySir3/967W1tT/72c/uuuuuf/qnf1q2bFn/cy1evHjr1q0/+clP3G733r17X3zxxfvvv3/YMrz88stE9PHHH99xxx1f/epXjx8//uGHH86aNeuOO+4YWPhbb7118+bNRKRp2gsvvPDd73532JczrNPfub8Aw17b3Nz88ccf//73v//xj39MRBs2bKitrfX7/U899dT3vvc9RVEGXX7XXXcNfaOG3mfyY5NhM7Nh1dfXb9q0qb6+fjQna5oWCoVKSkq0zua/v/zSAVP1eTd8+fxiVAonQjAYxDZMOZFKpZLJ5MDlfHOltbX14osvbm1tHXjwnU4+NJ/GyWXlbI7rlN93wzB27969b9++t95669lnn81s5Xr06NHa2tqenp558+YFAoFhj3R1dc2fP3///v2lpaVE1NnZuWTJks7OTiIKh8PLly+fNWvWa6+9JghCZj8gxpiiKCaTSRAEVVUlSeKcC4LAOR9aBiLKXOVwOOLxeH9pS0pKurq6+v+aTCanTZt28ODBjz766KGHHtq+ffuwL6f/a+aq0dy5/7ShFzLGIpFIZnujzJHi4uKGhgafz0dEwWCwqKhIFMWBlxcXFw99o4beJyv/xC+//PIzzzzz8ssvx2KxSbQN0+RkpFOqQZqEhUYBcuzSMnZpWc7+M/q1r33NbDZ/85vffPDBB5999tmB3xIEQdf1kY6UlJTQgCZHxlj/t+LxuK7r7e3t6XTaYjk5Lt1s7pu1LEnSwGtPUwaPx/Ppp5/W1tZmbhsIBAZ+12q13nTTTX/4wx/efffd733ve6e/VUY0Gh3NnU9zIRENShdd1/u31uro6JBl2W63D7p82DdqMuyReVbysWnUIFWU7aZcFwUAcuevf/3r3Xffff3117/++utEpGkaET399NOapv3Xf/3X5Zdfnjlt6BEi+uIXv3j33XdnKtx33333mjVriMgwjG9/+9s//elPr7zyynvuuWfMZSAiVVW//OUvP/jgg4lEoqur68Ybb3zwwQcHXXvrrbc+/fTTO3fu/NKXvnSaW8myvH37ds75r371q8yRM955pAuHuuaaa/7jP/5D1/X3339/xYoV6XS6v/yneaOmorwLQlXROKUlCwbLABSyTGItXrw4EAhce+2169atIyJVVcvLy7dt2/b4449nTht6hIgee+yxZDI5Y8aM2tradDqdGfHx2GOPFRUVfeMb33jooYfq6+t37tw5tjKsWbNm1qxZDzzwgK7rM2fOXLhw4YwZMwaOf8m44oor2tvbv/zlL2eqnsPeiogeeOCBr3zlK0uWLCkrK+s/cvo7j3ThUE888cRnn31WWlr6zW9+8+mnn840wmfKf5o3airKtz7C5Cdvb3vrg72Vl/7gSxdasEP9hEAfYa5M8j7CyWZof1UWe7BgvI1rH2G+1Qh1JaVz0k0WOd9eGQAAjIt8i4tUIkVEoizn1wJAAHCunn/++TMegcKUb0GYTitEZEIzHQCc6hvf+MYZj0BhyrsgTCaJyGTF1hMAADAq+RaEmqIQkRlbTwAAwOjkXxCmiEjG9vQAMM6wEVLeyK8gNHRNVXUm2mRMpwcodDnf8Ggk2AhpssmrIDTSisZJE802zCAEKHg53/BoJNgIabLJqyAkbmgGcSZioVGAnDOiIa27bWL+GMn4oGcfuGHQc889V1JScrY7Fg3aC2n+/PnYCClf5VtiaAYRIyw0CpBzyQN70k37Jua5bBdeLdcuGnjk5ZdfZoxldg185513tm/fvnjx4kFX3XHHHbfeeuuzzz6rKMrjjz9+xx13/PGPf+z/7q233vqb3/zmu9/9bmYvpHA4fN99923YsOHTTz+9+OKL/+Vf/mWkwpz+tgMLNvTazAZG27dvv/766++6667MRkgvvPDCrl27brrppuuvv37Q5f0bIRHRP//zP//whz98+umnh95nLO9pIcmvIORc5cSJoWkUIOdEl0cqrZqY5xIsg3dFGOjf//3fM3tKDLJ9+/aBETXonLVr1955551dXV0fffRRXV3dm2++uXv37t/+9rdvvfVW//LTwzr9bU/vH//xHxljV111VTKZJKLXXnutoaFBkqRVq1YdPnw4s7vFQH/+85/3799vtVqJ6IEHHliyZMmw94HTy7cg1DhxxuwmjKcCyDFL3XJL3fJcl4JoSBSNcseiQXshYSOkPJZffYTENYOIM3t+5TsAjE3/hkE0ph2LBu6FhI2Q8lh+BSEnzSDOCINlAGDghkE0ph2LBu6FhI2Q8tjk3YVkDNsweS2mP296Jia7v/b9dSIaRycKtmHKFWzDBIUD2zCNlqJzTiQJDCkIAACjlGdBSEQk5tVrAgCA8ZVfocENIiIswQcAAKOWX0FIRESTtM8TAAAmpbwKQp6pEebXiwIAgHGVZ5mRaRRFnRAAAEYrv4KQcyLi6CMEAIBRy6sgzNQEEYMAADB6eRWERmadPQFLbgMAwGjl1Y+U4AAABxpJREFU11pkmUbRybpWDkC+kiRJ07Tbbrst1wWZOJzzYfdRgnHS0tJSVFQ0TjfPqyBk6CMEyIXy8vItW7YcPnw41wWZOJFIxOFw9G8NAROgpqZmnO6cV0HIjcyEevxoAky0Sy655JJLLsl1KSZOV1eXz+cTRXTE5IM8yww0jQIAwNnJqyDsC0C0jAIAwKjlVxAaOhERQ2MFAACMVl4FIVaWAQCAs5VnQUiEGAQAgLORV0GYaRplmFAPAACjlldByIgREUedEAAARi2vgrAvAjmGjQIAwGjlVRAanBMRExCEAAAwWnkVhJmBMhwTCQEAYNTyKwjROQgAAGcpz4IQa40CAMDZybPMwKhRAAA4O3kVhNh9AgAAzlaeZUamLojBMgAAMFp5FYQcOQgAAGcJQQgAAAUtr4KQyCAilm8vCgAAxlEeZgY2qAcAgNHLqyDsGzUq5NWLAgCAcZWPmYE+QgAAGLU8C0LsPgEAAGcnv4IQOQgAAGcpr4KQZ7ZhYkhCAAAYrfwKwlwXAAAAppy8CsK+mROoEQIAwKjlVRCyzMa86CQEAIBRy6sgNHRORExEEAIAwGjlSRAGAoFf/vKXmRmEWFlmgj333HNHjhzJdSkK0cGDB1944YVcl6JAPf7445FIJNelKEQ7d+7ctm1bdu+ZJ0HY29v7zDPPZDKQYUb9xNqyZUtTU1OuS1GIDh8+/Oqrr+a6FAVq06ZN0Wg016UoRO+///7bb7+d3XtmMwhfe+21BQsWuN3uBQsWbN26NXNw5cqV7IQ777yz/+RQKLR27Vqv13vDDTeEQqHslIAbRMSxxBoAAIxa1jJD1/VbbrnliSeeCAaD99133+23305EnPOGhga/3x+NRqPR6GOPPdZ//sMPPzx9+nS/319TU/PII49kqRSMiCiz4igAAMAoZC0INU177rnnrrrqqng8Lsuy2+0mIr/fr2naddddV1FRceuttw5sUt+yZcv69etlWV6/fv1LL72UlTLwzExC1AgBAGDUGM/q2JJYLOZ0Ohljb7/99sqVK/fs2fOjH/3o0Ucframp2bBhQzqdfv755zNnOhyO7u5uq9WaTCbLysqGdju/8cYb3/rWtywWy9BnWbRokdPpHPS877333j/ceNM0t7fRsPb6G7L4ouD03n333dra2vLy8lwXpOC0t7e3tLRcdNFFuS5IIfrLX/5y+eWXW///du7fpXUuDgP4qSi0RFodXCKCIIWgVVDEoYh/gBLU1Q4tuAoKgoKgDvVHxcUgHXTI4tTFgoKDVAw6ioMglCikg0h0qERICgrxvEO4L5d75V7vvWlCOM9nUjkcnqlP48n5RiJ+B2GOqqq2bXd3d39x/cbGRmdn56/X/FMRCoKgqir5NtvMYVmWJEnFYvHq6ur7xbqu9/T0vLy8OL9yHFetVsPhcK1Wa2trsyzr5/1XV1efnp5+/ntvb280Gv3r2AAAwAhRFFtbW3+9xrUnQk3T9vb2tra2CCHPz89dXV2maV5fX7+9vSWTSUJItVpNJBK6rjvr4/H4yclJPB6/v78fGxu7u7tzJQYAAMAfce04jef5/f39y8tLSmmhUOjv7yeEWJY1OTlZLpff39+z2ezExAQhRFEUQogoirIsU0plWR4fH3crBgAAwB9x84xQUZT5+flKpSIIgizLgiBQSvP5/M7Ozuvr6+jo6O7ubjQaDYVClFLDMFKp1M3NzcDAwMHBQSwWcysGAADA17n8sgwAAECwBP6mQV0u5sPX2LYtCILfKVh0eHiYSCRaWlpGRkZwvu6lT8eGgJdub285jnN3z8AXYX0u5sPvSZKUTCad14bBS5VKJZPJyLKs67oois7wCvDAp2NDwEuGYaTT6Vqt5u62gS/CelzMh6/o6+tbXl72OwWLNE2bmpoaGhqKRCKZTAbfRTzz6dgQ8MzHx0c6nV5aWnJ958CfEf72Yj7UlfPqk98pGGXb9szMTENDQz6f9zsLQ34YG+J3HIasr68bhrG9ve36x07gnwgppaFQyPnBtm2/4wB45PT0dHBwMBaLSZLkdxa2NDc3m6a5trY2OzvrdxaGlEqls7Ozzc3Nemwe+CLkef7h4YEQ8vj42N7e7nccgLqjlC4sLGSz2UKhkMvlGhsb/U7ECk3TFhcXCSEcx01PT5fLZb8TMaRUKp2fnzc1NTlPPs4TuVubB74IcTEfWHNxcXF0dHR8fMzzvGmapmn6nYgVn44NAW/kcjn6DSGEUjo8POzW5oH/LrmyspJKpTo6OpyL+X7HAag7RVFUVf1+fCKOab0RDoeLxeLc3Nz/Y0P8TgTuwJsOAADAtMD/axQAAOBfoAgBAIBpKEIAAGAaihAAAJiGIgQAAKahCAEAgGkoQgAAYBqKEAAAmIYiBAAApqEIAQCAaShCAABgGooQAACYhiIEAACmoQgBAIBp/wErI0NX8txgOQAAAABJRU5ErkJggg==" - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "initial_w = 5 * log.(grid_y)\n", "v_star_approx = solve_optgrowth(initial_w)\n", @@ -980,20 +910,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Tw, σ = T(v_star_approx, grid_y, β, log, k -> k^α, shocks;\n", " compute_policy = true)\n", @@ -1029,7 +950,7 @@ "\n", "The next figure shows a simulation of 100 elements of this sequence for three different discount factors (and hence three different policies)\n", "\n", - "\n", + "\n", "\n", " \n", "In each sequence, the initial condition is $ y_0 = 0.1 $\n", @@ -1041,7 +962,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": true }, @@ -1080,20 +1001,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function simulate_og(σ, y0 = 0.1, ts_length=100)\n", " y = zeros(ts_length)\n", @@ -1126,23 +1038,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "optgrowth.rst", - "filename_with_path": "dynamic_programming/optgrowth", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Optimal Growth I: The Stochastic Optimal Growth Model" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/perm_income.ipynb b/dynamic_programming/perm_income.ipynb index 397b09f..915e51b 100644 --- a/dynamic_programming/perm_income.ipynb +++ b/dynamic_programming/perm_income.ipynb @@ -70,20 +70,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -562,20 +561,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Plots, Random\n", "gr(fmt=:png);\n", @@ -619,20 +609,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "time_paths = []\n", "n = 250\n", @@ -974,20 +955,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "const r = 0.05\n", "const β = 1.0 / (1.0 + r)\n", @@ -1217,23 +1189,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "perm_income.rst", - "filename_with_path": "dynamic_programming/perm_income", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Optimal Savings I: The Permanent Income Model" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/perm_income_cons.ipynb b/dynamic_programming/perm_income_cons.ipynb index c6707bf..85929d2 100644 --- a/dynamic_programming/perm_income_cons.ipynb +++ b/dynamic_programming/perm_income_cons.ipynb @@ -96,20 +96,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -413,26 +412,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4×4 Array{Float64,2}:\n", - " 0.0 0.0 0.0 0.0\n", - " 0.0 5.26316 4.73684 0.0\n", - " 0.0 4.73684 5.26316 0.0\n", - " 0.0 0.0 0.0 0.0" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using QuantEcon, LinearAlgebra\n", "using Plots\n", @@ -479,22 +463,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.95" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A12 = zeros(3,1)\n", "ALQ_l = hcat(A, A12)\n", @@ -521,28 +494,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "A = [1.0 0.0 0.0 0.0; 10.0 0.9 0.0 0.0; 0.0 1.0 0.0 0.0; 0.0 -1.05263 0.0 1.05263]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "B = [0.0, 0.0, 0.0, 1.05263]\n", - "R = [0.0 0.0 0.0 0.0; 0.0 0.0 0.0 0.0; 0.0 0.0 0.0 0.0; 0.0 0.0 0.0 1.0e-9]\n", - "Q = 1.0\n" - ] - } - ], + "outputs": [], "source": [ "println(\"A = $ALQ\")\n", "println(\"B = $BLQ\")\n", @@ -559,7 +515,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, @@ -578,26 +534,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4×4 Array{Float64,2}:\n", - " 1.0 0.0 0.0 0.0\n", - " 10.0 0.9 0.0 0.0\n", - " 0.0 1.0 0.0 0.0\n", - " 68.9655 -0.689655 0.0 1.0" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "P, F, d = stationary_values(LQPI) # compute value function and decision rule\n", "ABF = ALQ - BLQ * F # form closed loop system" @@ -635,26 +576,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4×4 Array{Float64,2}:\n", - " 0.0 0.0 0.0 0.0\n", - " 0.0 0.0 0.0 0.0\n", - " 0.0 0.0 0.0 0.0\n", - " 0.0 0.0 0.0 0.0" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Use the above formulas to create the optimal policies for b_{t+1} and c_t\n", "b_pol = G * (inv(I - β * A)) * (A - I)\n", @@ -687,26 +613,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4×4 Array{Float64,2}:\n", - " 0.0 0.0 0.0 0.0 \n", - " 0.0 0.0 0.0 0.0 \n", - " 0.0 0.0 0.0 0.0 \n", - " -9.51248e-6 9.51248e-8 0.0 -2.0e-8" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ABF - A_LSS" ] @@ -720,19 +631,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[65.5172 0.344828 0.0][65.5172 0.344828 -0.0 -0.05]\n" - ] - } - ], + "outputs": [], "source": [ "println(c_pol, -F)" ] @@ -798,7 +701,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, @@ -823,22 +726,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "consumption_debt_fanchart (generic function with 1 method)" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function income_consumption_debt_series(A, C, G, μ_0, Σ_0, T = 150, npaths = 25)\n", "\n", @@ -946,20 +838,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "out = income_consumption_debt_series(A_LSS, C_LSS, G_LSS, μ_0, Σ_0)\n", "bsim0, csim0, ysim0 = out[1:3]\n", @@ -970,20 +853,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "consumption_debt_fanchart(csim0, cons_mean0, cons_var0,\n", " bsim0, debt_mean0, debt_var0)" @@ -1060,20 +934,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function cointegration_figure(bsim, csim)\n", " # create figure\n", @@ -1131,20 +996,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "out = income_consumption_debt_series(A_LSS, C_LSS, G_LSS, mxbewley, sxbewley)\n", "bsimb, csimb, ysimb = out[1:3]\n", @@ -1155,20 +1011,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "consumption_debt_fanchart(csimb, cons_meanb, cons_varb,\n", " bsimb, debt_meanb, debt_varb)" @@ -1195,43 +1042,25 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "cointegration_figure(bsimb, csimb)" ] } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "perm_income_cons.rst", - "filename_with_path": "dynamic_programming/perm_income_cons", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Optimal Savings II: LQ Techniques" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/robustness.ipynb b/dynamic_programming/robustness.ipynb index 9b00e5d..2826ae1 100644 --- a/dynamic_programming/robustness.ipynb +++ b/dynamic_programming/robustness.ipynb @@ -102,7 +102,7 @@ "\n", "With this in mind, consider the following graph, which relates to a particular decision problem to be explained below\n", "\n", - "\n", + "\n", "\n", " \n", "The figure shows a *value-entropy correspondence* for a particular decision rule $ F $\n", @@ -129,7 +129,7 @@ "- The blue set shows the value-entropy correspondence for decision rule $ F_b $ \n", "\n", "\n", - "\n", + "\n", "\n", " \n", "The blue correspondence is skinnier than the red correspondence\n", @@ -187,20 +187,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1088,283 +1087,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "5.0×10\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "1.0×10\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "1.5×10\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "3.0×10\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "6.0×10\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "9.0×10\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "1.2×10\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "Entropy\n", - "\n", - "\n", - "Value\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using QuantEcon, Plots, LinearAlgebra, Interpolations\n", "\n", @@ -1472,7 +1199,7 @@ "source": [ "Here’s another such figure, with $ \\theta = 0.002 $ instead of $ 0.02 $\n", "\n", - "\n", + "\n", "\n", " \n", "Can you explain the different shape of the value-entropy correspondence for the robust policy?\n", @@ -1557,23 +1284,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "robustness.rst", - "filename_with_path": "dynamic_programming/robustness", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Robustness" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/short_path.ipynb b/dynamic_programming/short_path.ipynb index 29b16b8..128ff38 100644 --- a/dynamic_programming/short_path.ipynb +++ b/dynamic_programming/short_path.ipynb @@ -74,7 +74,7 @@ "\n", "Consider the following graph\n", "\n", - "\n", + "\n", "\n", " \n", "We wish to travel from node (vertex) A to node G at minimum cost\n", @@ -95,13 +95,13 @@ "- A, C, F, G at cost 8 \n", "\n", "\n", - "\n", + "\n", "\n", " \n", "- A, D, F, G at cost 8 \n", "\n", "\n", - "" + "" ] }, { @@ -116,7 +116,7 @@ "\n", "Suppose that we know $ J(v) $ for each node $ v $, as shown below for the graph from the preceding example\n", "\n", - "\n", + "\n", "\n", " \n", "Note that $ J(G) = 0 $\n", @@ -210,20 +210,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -234,48 +233,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Dict{Int64,Array{Tuple{Int64,Float64},1}} with 100 entries:\n", - " 68 => Tuple{Int64,Float64}[(71, 1.66), (70, 3.35), (94, 232.1)]\n", - " 2 => Tuple{Int64,Float64}[(45, 1561.45), (31, 166.8), (66, 54.18)]\n", - " 89 => Tuple{Int64,Float64}[(99, 82.12), (97, 36.97)]\n", - " 11 => Tuple{Int64,Float64}[(20, 65.08), (18, 37.55), (94, 4961.32)]\n", - " 39 => Tuple{Int64,Float64}[(41, 1.34), (40, 0.95), (50, 39.88)]\n", - " 46 => Tuple{Int64,Float64}[(67, 65.48), (57, 27.5), (52, 22.68)]\n", - " 85 => Tuple{Int64,Float64}[(89, 4.9), (87, 2.66), (97, 94.51)]\n", - " 25 => Tuple{Int64,Float64}[(35, 45.55), (32, 36.58), (70, 1343.63)]\n", - " 55 => Tuple{Int64,Float64}[(64, 60.8), (57, 2.13), (84, 86.09)]\n", - " 42 => Tuple{Int64,Float64}[(72, 437.49), (47, 10.08), (59, 141.86)]\n", - " 29 => Tuple{Int64,Float64}[(33, 12.61), (32, 4.22), (64, 635.52)]\n", - " 58 => Tuple{Int64,Float64}[(65, 34.32), (64, 29.85), (83, 556.7)]\n", - " 66 => Tuple{Int64,Float64}[(73, 37.53), (68, 2.66), (98, 395.63)]\n", - " 59 => Tuple{Int64,Float64}[(71, 0.67), (60, 0.72), (90, 820.66)]\n", - " 8 => Tuple{Int64,Float64}[(12, 3.18), (11, 7.45), (69, 577.91)]\n", - " 74 => Tuple{Int64,Float64}[(78, 8.08), (76, 0.52), (81, 1.07)]\n", - " 95 => Tuple{Int64,Float64}[(99, 0.27), (98, 6.17)]\n", - " 57 => Tuple{Int64,Float64}[(60, 7.01), (58, 0.46), (86, 701.09)]\n", - " 20 => Tuple{Int64,Float64}[(33, 145.8), (24, 9.81), (98, 3523.33)]\n", - " 90 => Tuple{Int64,Float64}[(99, 50.99), (94, 10.47), (96, 23.53)]\n", - " 14 => Tuple{Int64,Float64}[(24, 38.65), (16, 2.7), (67, 1878.96)]\n", - " 31 => Tuple{Int64,Float64}[(44, 125.88), (36, 20.44), (98, 3350.98)]\n", - " 78 => Tuple{Int64,Float64}[(81, 2.59), (98, 355.9)]\n", - " 70 => Tuple{Int64,Float64}[(73, 8.37), (72, 1.5), (76, 27.18)]\n", - " 33 => Tuple{Int64,Float64}[(47, 111.54), (41, 3.23), (81, 1854.73)]\n", - " ⋮ => ⋮" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "graph = Dict(zip(0:99, [[(14, 72.21), (8, 11.11), (1, 0.04)],[(13, 64.94), (6, 20.59), (46, 1247.25)],[(45, 1561.45), (31, 166.8), (66, 54.18)],[(11, 42.43), (6, 2.06), (20, 133.65)],[(7, 1.02), (5, 0.73), (75, 3706.67)],[(11, 34.54),(7, 3.33),(45, 1382.97)],[(10, 13.1), (9, 0.72), (31, 63.17)],[(10, 5.85), (9, 3.15), (50, 478.14)], [(12, 3.18), (11, 7.45), (69, 577.91)],[(20, 16.53), (13, 4.42), (70, 2454.28)],[(16, 25.16), (12, 1.87), (89, 5352.79)],[(20, 65.08), (18, 37.55), (94, 4961.32)],[(28, 170.04), (24, 34.32), (84, 3914.62)],[(40, 475.33), (38, 236.33), (60, 2135.95)],[(24, 38.65), (16, 2.7),(67, 1878.96)],[(18, 2.57),(17, 1.01),(91, 3597.11)],[(38, 278.71),(19, 3.49),(36, 392.92)],[(23, 26.45), (22, 24.78), (76, 783.29)],[(28, 55.84), (23, 16.23), (91, 3363.17)],[(28, 70.54), (20, 0.24), (26, 20.09)],[(33, 145.8), (24, 9.81),(98, 3523.33)],[(31, 27.06),(28, 36.65),(56, 626.04)], [(40, 124.22), (39, 136.32), (72, 1447.22)],[(33, 22.37), (26, 2.66), (52, 336.73)],[(28, 14.25), (26, 1.8), (66, 875.19)],[(35, 45.55),(32, 36.58),(70, 1343.63)],[(42, 122.0),(27, 0.01), (47, 135.78)],[(43, 246.24), (35, 48.1),(65, 480.55)],[(36, 15.52), (34, 21.79), (82, 2538.18)],[(33, 12.61), (32, 4.22),(64, 635.52)], [(35, 13.95), (33, 5.61), (98, 2616.03)],[(44, 125.88),(36, 20.44), (98, 3350.98)],[(35, 1.46), (34, 3.33), (97, 2613.92)], [(47, 111.54), (41, 3.23), (81, 1854.73)],[(48, 129.45), (42, 51.52), (73, 1075.38)],[(50, 78.81), (41, 2.09), (52, 17.57)], [(57, 260.46), (54, 101.08), (71, 1171.6)],[(46, 80.49),(38, 0.36), (75, 269.97)],[(42, 8.78), (40, 1.79), (93, 2767.85)],[(41, 1.34), (40, 0.95), (50, 39.88)],[(54, 53.46), (47, 28.57), (75, 548.68)], [(54, 162.24), (46, 0.28), (53, 18.23)],[(72, 437.49), (47, 10.08), (59, 141.86)],[(60, 116.23), (54, 95.06), (98, 2984.83)], [(47, 2.14), (46, 1.56), (91, 807.39)],[(49, 15.51), (47, 3.68), (58, 79.93)],[(67, 65.48), (57, 27.5), (52, 22.68)],[(61, 172.64), (56, 49.31), (50, 2.82)],[(60, 66.44), (59, 34.52), (99, 2564.12)], [(56, 10.89), (50, 0.51), (78, 53.79)],[(55, 20.1), (53, 1.38), (85, 251.76)],[(60, 73.79),(59, 23.67),(98, 2110.67)], [(66, 123.03), (64, 102.41), (94, 1471.8)],[(67, 88.35),(56, 4.33), (72, 22.85)],[(73, 238.61), (59, 24.3), (88, 967.59)],[(64, 60.8), (57, 2.13), (84, 86.09)],[(61, 11.06), (57, 0.02), (76, 197.03)], [(60, 7.01), (58, 0.46), (86, 701.09)],[(65, 34.32), (64, 29.85), (83, 556.7)],[(71, 0.67), (60, 0.72), (90, 820.66)],[(67, 1.63), (65, 4.76), (76, 48.03)],[(64, 4.88), (63, 0.95), (98, 1057.59)], [(76, 38.43), (64, 2.94), (91, 132.23)],[(75, 56.34), (72, 70.08), (66, 4.43)],[(76, 11.98), (65, 0.3), (80, 47.73)],[(73, 33.23), (66, 0.64), (94, 594.93)],[(73, 37.53), (68, 2.66), (98, 395.63)], [(70, 0.98), (68, 0.09), (82, 153.53)],[(71, 1.66), (70, 3.35), (94, 232.1)],[(73, 8.99), (70, 0.06), (99, 247.8)],[(73, 8.37), (72, 1.5), (76, 27.18)],[(91, 284.64), (74, 8.86), (89, 104.5)], [(92, 133.06), (84, 102.77), (76, 15.32)],[(90, 243.0), (76, 1.4), (83, 52.22)],[(78, 8.08), (76, 0.52), (81, 1.07)],[(77, 1.19), (76, 0.81), (92, 68.53)],[(78, 2.36), (77, 0.45), (85, 13.18)], [(86, 64.32), (78, 0.98), (80, 8.94)],[(81, 2.59), (98, 355.9)],[(91, 22.35), (85, 1.45), (81, 0.09)],[(98, 264.34), (88, 28.78), (92, 121.87)],[(92, 99.89), (89, 39.52), (94, 99.78)],[(93, 11.99), (88, 28.05), (91, 47.44)],[(88, 5.78), (86, 8.75), (94, 114.95)], [(98, 121.05), (94, 30.41), (89, 19.14)],[(89, 4.9), (87, 2.66), (97, 94.51)],[(97, 85.09)],[(92, 21.23), (91, 11.14), (88, 0.21)], [(98, 6.12), (91, 6.83), (93, 1.31)],[(99, 82.12), (97, 36.97)], [(99, 50.99), (94, 10.47), (96, 23.53)],[(97, 22.17)],[(99, 34.68), (97, 11.24), (96, 10.83)],[(99, 32.77), (97, 6.71), (94, 0.19)], [(96, 2.03), (98, 5.91)],[(99, 0.27), (98, 6.17)],[(99, 5.87), (97, 0.43), (98, 3.32)],[(98, 0.3)],[(99, 0.33)],[(99, 0.0)]]))" ] @@ -303,43 +265,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "node 0\n", - "node 8\n", - "node 11\n", - "node 18\n", - "node 23\n", - "node 33\n", - "node 41\n", - "node 53\n", - "node 56\n", - "node 57\n", - "node 60\n", - "node 67\n", - "node 70\n", - "node 73\n", - "node 76\n", - "node 85\n", - "node 87\n", - "node 88\n", - "node 93\n", - "node 94\n", - "node 96\n", - "node 97\n", - "node 98\n", - "node 99\n", - "Cost: 160.55\n" - ] - } - ], + "outputs": [], "source": [ "function update_J!(J, graph)\n", " next_J = Dict()\n", @@ -395,23 +325,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "short_path.rst", - "filename_with_path": "dynamic_programming/short_path", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Shortest Paths" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/smoothing.ipynb b/dynamic_programming/smoothing.ipynb index fb0e229..1360463 100644 --- a/dynamic_programming/smoothing.ipynb +++ b/dynamic_programming/smoothing.ipynb @@ -420,20 +420,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -446,22 +445,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "consumption_incomplete (generic function with 1 method)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ConsumptionProblem = @with_kw (β = 0.96,\n", " y = [2.0, 1.5],\n", @@ -525,22 +513,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "cp = ConsumptionProblem()\n", "c̄, b1, b2 = consumption_complete(cp)\n", @@ -716,20 +693,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyAAAAGQCAIAAADZR5NjAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOy9eZwbxZn//1TraB2jc07PeGY8vo/RmPuwgzEYYo4QcnFuSMIGCEvIuQnZff3yJfllSfIjYZdkA8sXkiXJEpIA4V4SzsQ4AYcbfOIDD77GMxp7TkkttVpdvz9KavWtltSSZnC9X375Nequ7qqubvXz6FNPPYUwxkChUCgUCoVCsQ+m0Q2gUCgUCoVC+aBBHSwKhUKhUCgUm6EOFoVCoVAoFIrNUAdrBrFx48Yrrriip6eHZdmOjo5Vq1bddtttqVSq0e2qOZlMJp1OSx+XLl2KEGpge6wgb/OsaDCFMltAGlpaWs4555zf/e53ZQUNW/liql4+NYK+Lo5NqIM1IxBF8ctf/vKZZ575+9//fnx8/LjjjvP5fK+88so3v/nN/v7+eDze6AbWlpUrV3q93ka3ojxmY5splNmC1+tdV2DVqlWCILzwwgtXXnnlJZdcwvO8jRXV54tMXxfHJtTBmhH86Ec/+tnPfjZnzpznn39+YmLilVde2bt37+Dg4CWXXDI4OHjZZZcdU5M933jjjenp6Ua3gkKhNIyenp7nC7z00kvj4+N/+9vfenp6Hn744W9/+9uNbh2FYgnqYDWeoaGh73znO6FQ6I033li3bp3D4SDbe3p6fvvb365cuXLDhg1btmxpbCPrid/vb2pqanQrKBTKTAEhtHr16ldffdXv999+++2HDx9udIsolNJQB6vx/PznP+d5/hvf+MacOXNUu5xO5ze+8Y1169Zt27aNbMEY/+pXvzr77LObm5vnzp17/vnnP/PMM1J5MroviuKPf/zj+fPnezyeJUuWfP/735eL6i+99NKnPvWpvr4+j8fT3d194YUX/uUvf5EfrmqDfCP5O5vNfu973+vr63O73b29vbfccksul3vzzTfPPffccDjc09Nz0003ZTIZ+SGZTOamm26aM2dOOBxet27dQw89JJ0fIbRz504oBF5om1H9JetekUmTAGDz5s2XX375ihUrfD5fa2vraaedds8990g6orbNAMBx3L/8y790d3d7PJ5FixZ997vflcd2mHQ7hUKxQnt7+/XXXy8Iwh/+8Adp41NPPXXhhRd2dXUFg8FTTz317rvvzuVy8qOmp6e/+MUvtrW1hUKhM88883/+53+kXbpfZBX0dUGpHExpNKtWrQKAwcFBK4U/85nPAEAgEFi/fv2ZZ57JsiwA3HLLLWTvkiVLAOCmm25qb2//7Gc/e9VVV5GB/6997WukwAMPPIAQcjqda9euvfzyy8844wyEEMMwTz/9tHS4qkb5RvL3Jz7xiXnz5l177bWXXnqp0+kEgCuuuCIYDJ533nnXXHMNEZ/+7d/+TX7IJz/5SZZl165du2rVKpfLBQDf/e53SYHbb7+9tbUVAG6//fbbb79d24wqL1lLySbdd9995D0Yi8Uuu+yyc889lxS47bbbdNtMTrh+/frOzs7Pf/7zn/vc5/x+PwB86UtfstLtFApFDgAsWbJEd9eLL74IADfeeCP5+M1vfhMAotHoBRdccOGFF0ajUQC4+OKLBUHAhW86eWmcddZZ0jf961//Ojlc+/LRQl8XlIqhDlbjaWlpcblc5I1gzp/+9CfyNT548CDZsnnz5o6ODpfLtXv3blx4F8RisXg8Tgq8+uqrANDW1kY+Ll++3OVybdu2TTrnk08+CQAf/ehHsWUH68Mf/nAymSRbHnzwQeKpSx7PH//4RwBYvXq1/JCOjo6tW7dKTWpubnY6nXv27NFWofpY/SVrKdmkxYsXA8D1118viiIp8Ne//hUATj31VJNuicViR44cIVvefvttAGhtbbXS7RQKRY6JgzU4OAgA559/Pi58Ky+44ILJyUmyd2pq6tJLLwWA//qv/8LG33SE0DvvvEO26L705NDXBaViqIPVeBwOR09Pj5WSF1xwAQD8+c9/lm+84447AOAb3/gGLnx1H3vsMXmB7u5u6bsdDAZDodD4+Li0N5fLbdq0ibxuLDpYmzdvlvYmk0kAYFk2k8mQLSSvhPR+JIeQ953EbbfdBgDf/OY3tVWoPlZ/yVpKNunee+/9+c9/vn//fmkvUe/lL31ttzz++OPyE/b09FjsdgqFIsfEweI4DgBWrlyJMb744osBYNeuXfICk5OTDofjjDPOwKbf9C9/+cvko0UHi74uKBVAY7AaTzAYHB4eVsUN6LJz506WZc8880z5xvXr1wPArl27pC2nn366vIDP55P+vvzyyycnJ/v6+q699toHH3xw3759DMOcdtppAwMD1hu8fPly1cm7u7vdbjfZojsb+bzzzpN/vOiii1RtNqL6SzbCpElXX331Nddc093dPT09vWnTpv/8z/8kfp45p512mvyjvB9s6XYKhTIyMgIAXV1dAEAiUz/ykY8slXHKKacAwPbt26VDKn75yKGvC0oFUAer8cyfP5/n+f379+vu3bNnz3nnnXfDDTcAwKFDhzo6OhhGcdfIu0Z+OBnv1+XOO++85557li9f/stf/vKyyy6bN2/esmXL7rjjDhP3DmsyREjzHE22qFDF78+dOxcA9u3bZ34U2HHJFTQplUp97WtfW7BgQTAYJFGxZBTAHHu7nUKhaCHf0Pnz5wPAwYMHAWDXrl07leRyOXmeF91v+vDwcFn10tcFpQKog9V4zjnnHAD45S9/qbv3D3/4wzPPPEO8nK6uruHhYVEU5QXIjGXicxBM0gQ7nc5rr732pZdeGhsbe+655/7lX/5lYmLiS1/60g9/+EOjQ0ZHR8u8IB1U06rJx87OzpIHVn/JFTTpn/7pn37yk58sW7bssccem5ycfP311++6666SJ7S32ykUihYSjURG2Xp7ewFgampKOzQjzWIGg2/6vHnzyqqXvi4oFUAdrMbzhS98wel0/vu///vevXtVu3ie/81vfgMFJ2zJkiWZTGbjxo3yMs8++ywALF261Epd3/rWt4gnFwwGzznnnB/+8IcvvPACADzxxBNSGfls4d27d4+Pj1d2XXKefvpp+cennnoKCm9Jc6q/5Aqa9MgjjzQ3Nz/++OMXX3wxke6npqaqqctKt1MoFHNGRkbuuusup9P5qU99CgCWLVsGAJs2bZKXOXTo0PXXX/+LX/xC2qL7TSfHWoe+LiiVUO+gL4oeN998MwBEo9FHH300m82SjUNDQx/72McA4IwzziBzDMkEvYGBgaGhIVKGTKlzOp07d+7EFqLUBwYGotHojh07pL3kFyFJFr969WoAeOCBB8gujuOkYALtqSRAE5EKmiD3jo4OaVLMa6+91tLS4nA4pGaQMhzHaWup/pK1lGxSV1eX1+uV5vgkEgmSKmLBggWqk5A2V9ntFApFjvaVIooiyeQOADfddBPZSH539fX1SXHuyWSSBEvdf//92Pib7na79+3bR7aoXj5a6OuCUjHUwZoR5HK566+/nrgyHo/npJNOGhgYIIFHixYtklJkiaJ41VVXAQBJOrV27VqSFOoHP/gBKVDyq3vfffcBAMMwq1atuuyyy9asWYMQ8nq9r732Gsb4Zz/7GQA4nc5LL730uuuuW7hw4ZlnnknCHUzOb8XBWr16tcfjOfvssz/0oQ+RJDH/5//8H6n8iSeeCAAf+chHvvKVr6hqqf6StZRs0r/+678CQG9v7w033HDVVVd1dnaedtppLS0tAPClL32JvEnlba6y2ykUihxQrkW4evXqcDhMXo+f+MQnpAnLGOOvfvWrAMCy7Jo1az7+8Y+TwKZLLrkkl8vhwnfwvPPOU33Tf/zjH0tnUL18tNDXBaViqIM1UxBF8emnn77iiivISs9dXV1r16697bbb5G8TUuzee+9du3ZtNBqdM2fO+vXrn332WWmvFW/j8ccfP+uss+bMmeN2u+fNm3fFFVdIaRdEUbzzzjv7+/s9Hk9ra+uNN944PT2tnWCsOr8VB4vjOPJmCYVCa9euffDBB+Xln3rqqfnz57tcrvb2dm0t1V+y7l6TJvE8//3vf3/RokVer/fEE0+85ZZbeJ6/8847g8FgS0sL+e0rb3OV3U6hUORoR1oikchZZ511//33S7mmJB5++OFzzz2XJGo/+eST77nnHp7nyS7yHUwkEjfccENzc3MkEjnnnHOefPJJ+eGql48W+rqgVAzCx9IqwpT6s3TpUjKW1+iGFJmBTaJQKDMT+rqgVAwNcqdQKBQKhUKxGepgUSgUCoVCodgMdbAoFAqFQqFQbIbGYFFqy/DwsCAIJPHxDGEGNolCocxM6OuCUjHUwaJQKBQKhUKxGTpESKFQKBQKhWIz1MGiUCgUCoVCsRnqYFEoFAqFQqHYDHWwKBQKhUKhUGyGOlgUCoVCoVAoNlNvB0sQBLI8p4pcLpdIJOrcmA82U1NTdIqojaRSqWw22+hWfHDIZrOpVKrRrVDD8/zXv/517XZBEJLJZP3b8wGGvqDshb6g7MWWF1S9HaxcLnfXXXfpbs9kMnVuzAcbjuPo+8tGeJ4XBKHRrfjgMDO/8tls9u6779ZuF0UxnU7Xvz0fYGagez2roS8oexEEgef5Kk9ChwgpFAqFQqFQbIY6WBQKhUKhUCg2Qx0sCoVCoVAoFJuhDhaFQqE0DBomWTdoV1PqDHWwKBQKpWFsHqN2v07QrqbUGepgUSgUSsN44RC1+nWCdjWlzlAHi0KhUBrGC0Nio5twrLApjpM0jwGljlAHi0KhUBpDUoC/x6msUidGOLxtnPY2pX5QB4tCoVAawwiHxzIwlKJWvx4Mc7CVOliUOkIdLAqFQmkMIxwAwJaxRrfj2CDO4S00zp1SR6iDRaFQKI0hzmEA2EJlldqTycEkD9TBotQT6mBRKBRKYxhNg9dJrX49iKex10l9WUpdoQ4WhUKhNIbhFKxuR9TBqgMjHCwLo5wIca7RTaEcM1AHi0KhUBpDPI3P7mR2TuIcdbFqTJyDNg/0RxEVsSh1gzpYFAqF0hjiHMxrgk4f2jNFrX5tGeFwuxfFImgr1Qsp9YI6WBQKhdIYRjjc5kWxKB0lrDlxDtq8EKMKFqWOUAeLQqFQGkOcg3YvxCI0zr3mxNO4zYv6I9SXpdQP6mBRKBRKY4incZsH9UfRlvFGN+WDDonBikXR9gksUheLUheog0WhUCgNQBBhkodmD8SorFJ7SAxWwAXNLBqcpr1NqQfUwaJQKJQGMJqGKAsOBItC6HCKrkNcW0gMFgDEojQbFqVOUAeLQqFQGkA8jVs9CAAcCJaEEV2HuKbE07jVAwAwEEWb6dpElLpAHSwKhUJpACMcdPjyf/dHEF2HuHZggCNpaPciIF1NB2QpdYE6WBQKhdIA4hxu8yDydyxKrX4NOZqGgAtcDADpaurLUuoCdbAoFAqlAYxw0O7N/x2L0PxMNYREuJO/l4TQvgRO5xrbIsoxAXWwKBQKpQHEOdxasPr9NBVWLYmn8xHuAOBiYEEQvTtBe5tSc6iDRaFQKA0gni4qWF1+JNB1iGvGSKo4GgsA/VQvpNQF6mBRKBRKA5DHYAHAChrnXjPkviwA0LWJKPWBOlgUCoXSAOQxWECtfi2Jc7jNW/RlaWZXSn2gDhaFQqE0ACn1JYGuQ1w75DFYkM812rjWUI4ZqINFoVAoDWC0kGiUQGWV2kEWIpToaUKJLB7LqIvRZPoUe6EOFoVCodSbCR7cDPicxS10HeLaIU/TAAAIYEVEJ3X+yyM4R/ufYh/UwaJQKJR6o4oKAgCyDvH7CWrh7WdEORoLBnrhvgTeM0X7n2Ib1MGiUCiUeqM1+UBig+goYQ2IKxUsAOjXi3gb4Wj/U+yEOlgUCoVSb0bTihwNhFiErkNsPykBchgCLsVGXQVrNI2pg0WxEepgUSgUSr1R5Wgg9NNl8mrAiEa+gsKKhFhdks4upNgJdbAoFAql3oxwWOtg0YmEtUDXl42y4HeiA8qItzhHFSyKnVAHi0KhUOpNnIM2jayyNEzXIbafOIe14W6glw1rhIO905gma6DYBXWwKBQKpd6MpqHVo95I1iHeQdchtpXRNLRqwt0AYECTOn80jTu8aDsdpaXYBHWwKBQKpd4Mc7jDp2P1+/XyM1GqYZiDDj0Fq1+5+GMOw1gGzuqkYXAU26AOFoVCodQbVW5xCboioe1oU44RVF09moaIG45rpv1PsQ3qYFEoFEq9MbL6/RGgKxLai2ohQollYbR7CvNioRiH272oP0JXhKTYBnWwKBQKpa5kcpASIMLq7IpF0BaaCstWRlI6aRoAwOOAHj/aPZl3p8ja27EIzTVKsQ3qYFEoFEpdGU3jFg/SsfkAvQE0xeNxzTrElIrRnU9AGIiizQV3Kp7GrR7U5UdZEeJc/Zp3jHMk3egW1BLqYFEolA8+f/rTn5YvXx4Oh5cvX/7ss882tjG6mZkIZB1iGmdtI8Mc7tBTsECZ2XWEgw4fgCb4nVJT/jwkli40a6EOFoVC+YCTy+WuvPLKn/3sZ2NjY9/73veuvvrqxrbHxMECGuduKzkMkzw0GyhYsQhIA7JxLr94Ee3/evLnoQ9yVzsb3QAKhUKpLYIg3H///WeffXYikWBZNhwOmxQWRfEnP/mJ9LG9vf3iiy/meZ7juFQqlX7xEW7jo0bHetdd7ll1ofRx+te3CPt35ned+w+e084jfx+cZKIulErx3AsPpF/+X9VJviWCiNEhR+WGx//R69wrz8DJqYn/+GLFJzHC0dYT/ML3zcskH76T3/53xVFz5gev+X/lW0h/ItlIaeKB27O73pSXcfYsCXz22wCQ/P1/8LvfUuzqXR74zL+WbO1IGoXdjgyXyr6/I3HfD1R7T8KwVEBjzis8p51/eBJf99xnDj0A/yyCUF3/W4QJtYS+fLv0kd/29+Qjd+Z3RdpCN/679VOJ46OJn30tqT/srEPTZV9zLT5BPDI0ede3TIo5uxYG/vE7AJB44CfZXW/olon8P78GpkKlJv3Xx7/y3MOHnqphVzP+UOjrdwAA9+xv06/8yaSk/yPXuI8/U/rIcRzP826326i8x+NhSl04dbAoFMoHHJZlL7jggkQiEQwGEUJ/+9vfTApjjLdu3Sp9TCQSWRl3bc99lksaHSskp7LZrPRRnJ7EhcI52a6RlCvqgmw2KySnsOZs5I1ejc3JJqdQNiumEtqTV484PS6/xuzrz2ee/61z5Zme8z8rbcwlJlRVi4kJ+VEAQPpT7mCJmt4QpyfJUcK05oRJ9Ql1OZxgWtxMNpsV9HoDAQQAUtPTjmx2MpVzZZIYwAXgqq7/LSIyTvklyFsoOhVXJ7yzMf2nXzlXnO656FoASN7xdZyY8F//IxRuIQVyqQSkU9bbLCQTkM3mktPmT0iucNfE5KRRySyXBLeBQliK1PRUQEjgWqbOz+Vy5BJyet81OeRbg6fHk3f+M/IGHF+4lTyiRuVZVm+WihLqYFEolGOCpqamRCLx05/+9Ctf+cprr71mVMzhcPziF79QbeR5nmGYUCj050WXrPnEJ1a3q6WCxIuPTj1zP+tgQqGQtDEtCjkA78BqbvNLrAMFC7smca4njEIhn8igLED441/wnXyudNR4Bo5/NDt4ucuqHCFj6o+/TvztSY/TEQiFhPRUEsDZ2tX2tZ+WfyYdclNjI//fdSiXlV/jNBbSXNKV4+Ubs4AFgOZ/vJldOJAbGx657UZGFOQFAIDjuFAoJHeweDEnALRc92/uecuE+IH4T74mHZXBuRxAy/Xfd/csyQ6/P/qf32DEnOqEuiQTuLMpFwqFOLeLA/CsODX6D9+U9ib+8vDUc7+bzqC5oVAiMwoATFOo6Zv/vewP2X2Xu5gKboA1MM8d/u5VICg6LeFk0oWnRdXJCRA5LunMZsjGZGISc0k/63IVymSnR1MAjjnz2r90m3nVE3+4I/XmBq/L4QuF+DF3CsA9b2nLdbeoiglHhuL/8WUml+9/HosCQMt133PPWy6VGf7+P4rJqYDXwzSVvhG6jIvICTC+5rMrzruosjOYIeaGvn0ZCPmeHEeYBwh/6ou+E85SFZx6+r7Exsfz3xo+keCSIIrBYDCTyVh5xkwo28F65JFHbr755oMHDw4MDPziF79YvHgx2T4+Pv6Zz3zmpZde+tCHPvTrX/86EolU0ywKhUKxi717995999233nqr3+///Oc//4MfqIeKrLOkmX2HQ2f41EMDjK8JAHBWMf2PfHQEIgCAs7y0fYSDgSgAAObTAMD4guRwQrMPch5hCDu6/WVbeOT1S/WS/xHrkZ+8KrAIyguRPqouXOQzAMA0hRhfE86qL9/w9NkMADCBEONrYprC8qMKPRlmfE0Osou3NNNSyjeGs2kAYDw+eW8gXxMAHE2kAWAqxQMAcrPBUJPLL+wXHfMDtfKwMOsBbU/y+k8LKG8oFB4bEIplSIcjt7fkvUYen3R+k6McAWX/529oWNF7LjcAYKH0nTUizaWbAA6IgZhdj6gKxgFiDsQcMA6RPF3+oPZiGfm3hld0dbX1l1V6cHDwc5/73L333nv48OGLLrpIHit666239vb2Hj58uKen50c/+pEtjaNQKJTq6ezsvOeee/76179ijB944IHjjz++4lP1R/QjoJGLBQO7yPgCoHxly6w+MerqOI9YFDZXlA2LNAP4otOT32IHhWvUcSJ1L5wY4LwZtmCx5A1WHUXMnnKXJbsuZRnNd7VL0dXkhBMpHgBSXLGKWBQ21zLOHTmcRdtfIN9CXxMghIUsYKzalb9kjHFOAGWXyju8RNWym1joE50nRHWvdc+v+8yXRSaTAYB9aVfFZzBH/qhgvuTFyjpZFEknV0l5CtbevXuvvPLKU045BQA+97nP3XrrrdKuRx999PHHH2dZ9sYbb7z44ot/+MMfVtageOrIcGLEaG+7v63d32r9bMPJeDw5Kn1s8TV3NnXIC2DAW+LbTc7QHeyKePRDYgVR2H5kp9GBy1oWuxjFczOSHB1Jxo3KOxjnipYlJi2Rs3/q4ER6Ur7F4/Qsji4wP+r9yQNTmSn5Fp/LuzAy32KlFjkwPTTOKRap72hqb/O1YIy3jOa7OsAG+kI9qgO3H9kpiIbPdLu/td3fJt+SFYUdxv0PAE7GtbxlsXb7eHrycGJ4ueXe1uW9ifeTvOGIfm+oO8QGtdtFjLeOFp836a7tmzowmZ6SHd4TYgPVNI9g/m0CALeDXdq8ULXR/NLCnnBPsEu7fSgxfCR11KSuzsCcFm/UtL21wuPxPProo1/96lcHBweXLl167733VnyqWBT9Zo/OxHJdNyL/Ts+LWwoFqz1v9fV9oP4I2jqGL+wuX8GSNUPXpagG5HIXbX9haE9XwZJbbutmWN5g1VF6uyxpDCNcPsuo3EVTXBHAdCo9lQU/FKvoj6CtY/CxXis1VAhyuXGGw1kesfkJpfmHwc0ipwtneSxkpXsnV7BkTk+xS/N/O604WDKfI1+jzlEqL1bXFcuXsSYl6sJnMgDwXtq2R1RFoZMziPWa+KDKb42se5GjygaU52CtW7du3bp1AJDL5W6++ebLLrtM2nXo0KHe3l4AIDqWyUlyuVw0WnzP9vf3P/TQQ9lsNpFICILw1tEtr8XfNjr2xNaVJ7YMWG/wqyNvvjO2Tfq4IrJ0dcfJisaIucd3ms0sOHPO6UvCRQsk4FwO55zI4UCOlMA9vtvw2KZFPr/TJ9/y5pEtr48aXprP6W1ZpOPJHU2PH0geavZEu/2d0sa/Hdr03tQ+ebGIOxRaoFA+R0dHRVGUT3P468GX358+IC/T4mkO9PmNmlQZmw6/unNij3zLyW3HHd8cE7H4+Lv57upp6vJ1q43K07tfSAopo9Oe2DpwYstK+Rbz/geAJqe/eZF6BF3AuZcOv3IgOdQs6+2xzMT+xMGIO9wbmAsAOyZ2Z3KZZeHFrKP4bZycnGRZ1uPJh3P++f2Nw5yhu3xO15r5QZ3Xcw7npE4AgCgbCc1vAoAXD7y8L1G8NR+eu3ZeoNvk0iwyOL3/9fjb4/ykUYEIG47MV3ty5pe2KNTHdn5Iu/3VkTe2jO0waczqjlNWRIpObSaTSafTPG9od6PRqMtl20/btWvXvvGG/jSosohF0dZxjAFUvk/e6vM6Qo6OgpXGZCFCIx8oFkXPHapEQVH+FrdZwQKEkMOJhaye7VfeR7mC5XRp3TJdzBQsnV3WFCwOFgUBDLqafExx/EgKz3EVfYhYFD2+r7Zh7nLbT7ZITgxyuXGWx9mMrJN51f+gq2AZT3mT1VuOgiUo6rJdwcpmeADYzbm1XyhbkH8rLch1iu4FgQeXcTIVa1QS5P7ss89+61vfWr9+/S23FCPjMMYkXBFjnMvljI8Gh8Px7rvvSh9dLlcoFOJ5nmXZ5ubmRa4FyKPjNhL5JxgMtLaqFax3j+7ZM753cXSBVsIJpoOelKezqaPF1wwA3YHO1mbF4RjwKdyJJq3ta57XGige8ud9f31rZMu6eWuOa+1PZlOeAx4X41ymp4V0tHV4HIp7uci1gPEaesSsw629NAAYHj2y+fCOGLvshNaie+GfbPLwnt5gd8gTBAAX4+wNdreGFYeLotja2ip3sHzjPk/W0xfqCbCBtJDeNfaez+cllQ5O7JvmEwsifX6Xb5pPvD2y1eNiT+6oZCRlKSwKBfNuTTw5OpyMB4LB1tbWHM553vcwCPW3Lm/1RbUXe2L6uHTO8MdQX6inNaI4hM9lT8kY3ju3w3Vm9yrt9mQ2te/9Q36vT96A+JGjm4d2LGtefFLr8QDw2KGnp/jpk+edEPYU/TOXy8WyrNeb/8qtzPX3pHUcl6PcWIJPNkebWyOtgpib5qedjDPgzvu+GPApqRMBICNkdo7t8Xnz/d807vcInr5wT8AdAIB5bT2tvhajS7NOa2trS7TlvYn3jQo0uXzaG2F0aYQOf5vug3pB84cXji04lND/ceVinIujC1qbigem02mO40yCNUtOgW4IYTeE3GjfNJ6nDNDRUbDIUA5CjFehYOoCvyIAACAASURBVGGAo2lozQ8R6vtAsQj6jy2VJGBU/BbnbVawAAC5WCxkcZbX2H5DBQsQ0koyusgbrHLLdBQsa6E/Ixxu9zJg0NXkoxdn3h7D7c5iFbEIuuWt2ibA1HrkkhODXCxAQiFQ8XoKluJYQ+9BU69GwdK9KQyDHE6cE3BOQA6nmYJVRbgSiYtyuNn9CdzbZL+LpZWmylOw6uxgYYy/9a1vbdq06YEHHpDC2wmdnZ0HDhxYtGjRoUOHurp0RhDktLW1qbYwBRZE+xZE+8pq1URmYtf4ey2+qPaNjAEjhJa2LDqxY6XusQCwfr56ToEJDsaBEMKAGYZxMI45Te1el9fiGRZG+xaWeWkA4GAYhBAgpLg6BAih4ztii6KGA3xSl8o3IoROnLOyL9wrYpEXswzkC7wZ37Jv8kDEFw6wTVwu/drwWx3+tlM7zVxPIwbaVwzACvL3pkOvj6RGATDDMDlRRAg5GadRd53Zq+MPmeBh2LLuHYHcQUBK+42QYiMChBBiin2eFjLvTuz2e5pW+vOXdkrnCSXrmkyP/XrLA62+ls/GilovafNRbmzX+HvF24oAIXRCx8r5YZuHJSp46qxcGgBgwLvG3kOAyA8bN8P0ty3tb1tqfhQnpB9+90mvy3Nh77na53NWEIvClnGtg6X+NV+0l27FrqNpaHKBmwEo2kX1S395BO2ZwlkRXGV2j575tE/BIufnyJkLvxlMYrAKgopWktFF0WDJLcvyyM0Sdyp/uNL2mzeYrDAIBl1NPjY7so8N4VZn0YdYGkb7EjiTA7baMSJDtN6JXMHS3VVSwQJnacW38DSWULBIC3FOwNkMcjhrpGCRY7tC7q3j0FuDMHetNGWmYPGG3Vsx5X19N27c+MQTTzz55JOdnZ2JRCKRSADAhg0bAOCiiy669957Mcb33nvvxRdfXH3LrMDnsgCAEAMAuB6JSxT4XN5P91/yySUfqWktDGIAQMSKn1MYYwBAltPK5Y8CchRDTutxsG6HS7ELo2KNYMMPOJQ/OWmzKNXeQBiEAEDEyqcFYyj0KhR628EUX67JbHLDoZdfHVZkQSwJOZ3uTVLd1spuaGPBGD+5+5n/3VPesjM5MTecjI+aRmvNcGIRtHVcvbG0vSyEqsTT+Qh3aaP2pe9xQLcf7Z4q+52mNwBks4IFoPIjSylYFi1xQfCTfCbpWnBOAFHMB4bnd1nVTuJpKIzG6ilYbhYAwkzmhSHcyhS7y8XA/AB6d7KWce4mHrnBLvk0N00BuxUsudsh3RqlA1e9goWEDAD0Rjw1Sp2vaGGZChYSSmdZK0l51m7Dhg07d+6MRCKBAgBw1llnAcDNN9+8efPm7u7ubdu2ffvb366+ZVb4/fZHbnvlztHUEdCaTAAoGDDGPqOu6+7UGLmXkifvD1U0bM3oWXG5gc/XZ8cDn/d9yexussWGs1YJGchW3EERMGhuq0MW4ZjvjDI7xbpPSZ5e1a353z3P/GbrQ2lhhq6GKoUElHUUcdyZ2bxIl+5SKkZGUXSq7eUoV1x72MQHikXR5qMVOFi1V7D0tBNF8BmZgcUwMleptCUuGvvCt0C6Fq0foBvxpot6wqaeghWA7O5JHGEU3RWTrQNdC3R6kq9WwSp3FiEYT6yTtxBnecCYDNrqnapyBcsh8ADQF3XXzMEqR8Ey7t6KKW+I8Dvf+c53vvMd1Ubyhg2Hw0899VT1DSoLck8K/lM9FCzi09RILeOE9P9981es033DCf8obdRVXFq8zYKY87t96lOY8qmlHzXaJffY5F6RdUaS8VeH3mr3t8oHmLxONsQGWScrnbCBCtbm+LZnBzcsbV4EmmeFdbg9DtZVsAdav7yyxuu6TQS1gqXnMR+cPpzgk4JoFtHYQMg4KsZYir+0BAYAyBgH2818+iPo1nfU3w5tTiDyps4wrGqXfO3hwsiXzku/siWH5cORdVKwZCkh8luIsXdq/CFTS6y1f0VXgHFodlnSTiZ5cDHgcwIYdDX56MM8AEQcWZB1F5nIaX7+atDpk8IwqFF4lsksQih7FmEWin1icFShhUaeevUKFnGwFkY9Ww7UXMEySokCyi+vfvdWyuzO5I5lhlBXwWIdbIgNepz2ZYKp6Fe71ZMD5HBOcyE6CtYZ3afZW7WOglXmGab5xM6xPTmlWzbQtmKgLR+01HAFq+Du6LiPS5sXEceLoB2wq6zxpkKj4kHSdeBq6s3bAgLAAGXNACI+JRncn6UsC6O905gX83FUBG3uAPKCToFbtUuKCpLKGChY8OvdZbdNoWAZe28Vo+dHqmOwsKDwVFStMkLbFYW6suDQ9JK1OHdJvgJJH3LrKFisyDMIQoyiu2JRuGtH7RUsTU8WFSyNs06kQQMFy6ozrRxENtM482cTeO0NzRdwV6VgZUVwi1kAWNzMvjel/kLZgnw+hMnFagfWARR5XCtmljtYgAHAYRyD9aHuUz/UfaqNNepH8NgFsejKk3NCyrzGHM4dnBpyIMfcYGfFNctdisqGQUu6ILYP15o2Bj83+GJOFM5fcI5ic/FpKXE4KB2jyhQsk8iqINt07XFXSbsuW/5xbZnqH7a/Hvj7OyNbz+g5fWXBzbUXhBjAOYxFQI6dY3tGEqOLmxd0+NVTWARREHDOiZxOxpH/ns6AoeKKYR0wrwm9O4EHosXLIJZbqzpMg1vlXozKY7BMHKwI2jJWdihCzWOwiE3l1aZdypcNepbMSuYqs6PITAiNggWlTLsUgKV7/uJHIdMXQEGk6K5YBG2pKNerRYw8clkMliaGXaYnASidWsvDwcpBZLMnpBgDV0LBqtARGU1jL84AAOthe5vQzgkci9r8Xih+KzXD1opimoF1AEsD0CWZNZEQB6aHnh3c8O5RxW86pSYx64cISWCKKro8Q7xv4xrTQuahd594cs8zZdWVFjIb9296ZSgfta2NjCn3Gkv6Tx4ne8nSj160cH1Zp60QDJvj27Yf3SXfRp4WErpu7j5etuzjn+6/RJ4n1mSwT8XbI1seeveJPeN7wbRPEKAQGwy6zbOJViYmFuFzfDqXqV3IoLx9e8fff/Xwm0c5Tfg3wGuH377j9V+8MvQ6FL6nZGCxRq2qA/1R9fidkb2cENX2cljKMpoTQMzJY7flLAii0TSeKlPpU6auzieuLO8Uls9P0Np7Qy2qXAVLso46J7SUa1TKMqp7fnnD+iOoCRQKVm8ATfF4rGZD2UYeuSwGS6NgQSEiSlZeUcDKLEIdBcvIwZJi4PT9sLIyvmoZ4cAj5s9c2YB4SYo+IlFzDYZQdRWsBswibCBHU2Ob49sOTg9pd9Uz8Fwen3SUG7tv64PlzqIyOzkAaMxpYQqe4cNX2eVnxeyrh998e2QLyM4vV7DKtn+lJCwHcvSGuquR2ayDUCE8SNad5G9LV4cgI2SyYtG4WZ9VMJ6e3Dd5YDIzDVWPitZWLrUD+dfBNOCseCGidEdms4gV0wToGHkeYyKbdSh2xTkwzzJKYBAsDaHtZVqd2s8i1I+/lm/UOnZVKlh6uyxpJ1LGfN3zy6uIRRWZ3AEAAayIoG01sPqqqqUtdihY1mOwSsR9g2n/a09VAaNJ0YHzqlJM84vFFkr6iPliMme3qM7WfxZhA9E1NnKFoD5WSO4D5bA4khwd0/vJXuHJ9cKDyEeP06N/TKUqh0qKUwa5fyBmh2majwt6Z2+ouyc01+TQ5wdffOjdJ45yxREC62kU5L1XdVx/tQpWrYdlFWk4SgWc5QtKuTDEek7FtRmSCkuxiXGoVpcj73QOuXYlnPLV5eLS4i2lhnUqsDq1n0WoP1kSZGKMbQqWsXW0qJ2UDHeT0pmeEAU2p/YLa2T181UbeOTVKFjWhgituuCS26EbvgaW74IRo4m0dJJYFGoxIFvSR1QVA7sVrFkTg2UwtQ0DQNgT7A11Rw1WDLSXxdEFEW+42RORGmPjtDgDBQsDgO7CdvmjLE/6e/nQqwk+dXrXSQF3k8qLkssPDuQIscGot7z+tD6IVh8YxORwTsSilG1B8gAuMZ5NmT+WYUDpAVj3VOSea5V9Ur2CVeuJBfJBbRMfVKFgSXH9NWtVHYhFdQJ0kHJ1OfKCzjDs5nFYK0tlHk/n0zSUVJh080GYUy8Fq2D7McaFH/oyZcXmGCzsYNS7NONruoym8ZKQNERoKMNgPrOmRdAORFbQ/9bRkakKfoxeoFvhb0MFy/oQodVB5ForWOPJYofHImjLuP2/uKwqWLoxWFm++jfn7HGwAEDzUiYv64WR+ce3l7FAYTVEvZGoN7+4h+3WS2vXwcBIP777T/HkkY8tPr/V12Jd5dg9NjiaOnJ8e3/A3aRSsD4Xu1zEIrkav8t37XFXld98nf4YnNz/+uG3+0I9J805rvwTVgVCABjki8aZuDt/H3r99cNv94V6L1x4LgAgIrXIClq/13nPFTAAdAXmXLbsY2ylk1irD/ireWoM2bQMEwVLfiEeF8sgRsQitiOTbaPoC6CxDJ7gISx7YyMXK19djryv/V731nF8lovFhVTmIxxu9xUVLDBWHfoj6Ml95fWSfIWZWipYBSNUkOVA8dPfbgWLpGlwl61gjXCwpsPw/NKpMJ+JMJkJTXf1R9ADe2sWv2iDgiUrYDnergwFq8YxWOMyBasvgI6k8VQWgratPgoga2GJ/pHJz8foLEL9hOalImM2HXr94PTQ6V0nzQ3YH/pj//iLnhkviEyKrVOZxGRmSpSZTysKltzcatWRKi9E131J8sl9kweklfjqCQIGIIdBBCgoWMbehijitJCZzEzlj2XUXdoT7LohdjXLWnh/yfIvuB2u7qD+slEiFl8fftuBHGQRp5cPvpbIJld1ndzkLq69XVlCMjm1VrCuWflpQMAybjD1X+VyadAdcDIOXpuNZFaBAJaF0fZxvKrdcCIheae3BT0Pj2HJVqUEEMSCFbGiYFWQCsvlxnym5K/2ylDZfoNod40WpZFktJgpWIxGwbIag5VfiFD3/KpTabtrIIq2jOks7G0Lau+ETHNDCDmc5l6sKtZN2g7W7rX1QeRaK1iTqWKbGQTLwmjbOD69zc7OtqhggUx+tjcP1oyJmKmIc/vWfrhvrYlCEE+O7ps8kMpytajd9uVNyHp4BqHZqlqKptP6QFL12URNz06m3yvaKXeL+Vx259iewYn9ttVoCmmIvFvMvA2k6PAkn4JKpSOLspOI8cb9m/56YBP5uGtsz+b4NtVa133hnljrMpPwu5LUWsHyOFmPgy34T4Z1qfpEd7bsrEPr/ajtYpYHgLlhdst4cZdyXlsJhanDCwhguMy3l8W4k8rQXKNutPusicEC0+6KsuBzwsFkTX4KqF1VWdIyjRerGCs08W4txWApNM5GKlhTKUWbYxH7B2StfxdkJY/JGCxdBWtBeJ75UTh/bE1+w1ezXo0R6+adwSBGnrpRVyeTqwXWB5KURwFYG1i0iN/t7w11t3ijRgWm+Okndz/T4o32hXvsq9YQYsXl3dIX7vG7vG3+Vm1hUSThQSIAiKJIwtsr01gYBkknNEGV8ozMrWOUz9Ka7tMraICcWitYyroMvw6q3wBzmtpFwAwwudnsY2ntga5d7AyyE0ew6MzviouWsoxK9EfQljHc0VXGPbT+q70CKlSwrMRgGc89rE7BKpFyzLy7SDasbj/Yjq47TmrX3ZX/m+dlaxFWkqahuIq2kG2sgpXkFB1ei4i3MhQsKaJf6lU7ZhHOGgerMpegpr/gaxHWfVx7zEox+XVVNunPdgVrfrh3frhXtVHuFtd7qRxN1tYOf5s2ByZBKRlKf1X2bbf0oBJHRLbYc006p67JXc0EXUWffHLpRQCQTqc5EOrQsBoRi6JH3ld8fVR2kc/wAODxuJdFUHqYdRMFi8fmiQO0tWwZw+eW52B94BSs/FI55SlYvAhJASIsAJilHDPvLtL/F3Tb/yNF1x23pGAJCtFLe7iFqvMRgY1VsJKcUsGKosfKjDgsSXUK1rE0RFjZjCrbRaZpPrFv8kAhNUM9BAKfywsAu8bek29UDPaRJeGgdOZGubm1XcEyoFhPPdUUAGj3tc4NdOpWeN/WB3/+9n1pQfbaIpP+yGy4gqwiVtQ9Fh9UlSNSo85Z2rxoTc/pbb4Wu0+sg9flDbFBN6PzG3rmJ/SqgAGdIUKFXUwV7EcsghIo//s4noY2T0FTMZj9LqeCMKy6Klja5VwqVrDszoMV53CrJ/81M+mKEgpWRWFwVihHwZIl5BOyBvJhGfdadskNU7AwQCajyN010FgFS1kSbHKwZo2C5XF6OvxtutkKBif2Pf/+xvnheevmnaHaZXuY1ODEvmcHNwy0rfhw39r6JCboCc4FzdioquprVn4aLF2mPHKLCbFBSdvYeGBTNpc9o/t0t8OVw7lHdj6FsXjpso9V2Xi5Za2zgnXJMsNcDNN8IpXl5F1aSFsF0v/SxnJp9kSXRBe2+KIAMJ6eGEkeCbGBOU3tqmKqlZJtf1AJCyN9AH32ntOICxSrEinoDXVftGh92DjVyGykxQNuBg4lcZc/f9dUdpFL834A5HLHgmgCu6NEwcqUSH2pIhZBd+8ocyJhXRUs3SHCGaFglcwyqjqVvoIVQbdvqclAttpVlY2QlorB0pUPMwCWFnsG6ZL5tBRWb95CQwXLwtwFIyYyEFCmzm/1gJOBoRTu9NkX1lyJgqXTvRUzaxysnmDXp/sv0d2VFYXJzFQym9Tusl3Bko+shdjAyrYVzcZRR7Zg8OtfIXmYZMmSI3fLGMTIczFsG303mU2d1nWS2+ECgH2TB6T0UdUgjw+rs4JlgjZqLd9CEoNVULDkBUaSo5sOvdYZ7Dil+wTzky+Kzl8UnU/+PpwY+eN7zy9vWaJ1sADyKyVDfiSzJg5WrXnt8FtcNn1y5/Fe00j8EBuUHtF9Uwce2vFEb7D7or4P16WNNSQWRVvHoasQoKOyi5lM2k8UrCgay7nnA+AsP5rGvU0looLk9EfRjgmcw+Cw/GjUVsHSmymZ/7t2ClZFMVgWF9U2767lEbR7CmdFcNVoHeJyY7B0JRaMzV0lTdVuABCT04AxcrNg8Nop9ExNFKwRDrc51ApuLIK2jkOnr4Lz6SOLrCpbwTq2Mrnrsn/y4HAiLs88pMJ2kUk+shbxhM/tW3tCR61TcOmM5lV2XSbupnyXjUsPyePD6hkPZI42ai2vYBU+AIDHwc4LdksFxtOT28d2HkoMVVKdYTOKac9mXB58a2wZ3fHq4Te5cmbpzrSEtNUQiyjGj3RjsJDLHYuguJC3VRZlFQm/E9q9aO9UGWJqQZ/IYCFLIprLuSZrJ6+PgmVsHSXbb3LCeBoXR2ONU46ZixweB3T70e5y+t8ialfVegyWJn0DzvKAMThdRq6SumoXCwBiahpMHz8pa38tYrDiaWhxKBQsqEGceyUKlqDT7RUzy17oKv6w88nfbHtIWj5WW8D2Yalar3t4hBsbTsblzqKuglWZMtfua+3wtzn1VpatkdlTKFiNFmmm+cRwMp7KcloFS5S5gPmuYBiXQ26ZKhHgRNPHT+4463bOY7v+dPur/3ff5IGyKq0nlU08AQCLlmCG06+0Byq7KPD5d3qLB6TlCOOc3OpbUpj6ywwDyusTqWnAGFk2umWd3MD264x2FY6yJQZLO0Ro5rHJfVmTlGMlBb/+2uRzr17BktLolzsWTHy7goNlRdSpiYIVdag7vN/uTA3lxmCJXBIKib6PrSB3XaTV5cDA6Zk5w1IWeWjH47/Z+pA8cZduFoaVbf2nzDnB7ShP/P/4kgs/3X+JQV6lYldZj5qX8/bI1p+/fd9rh9+SbwywTUuiCzubOqRLsDerRVm8OvTmb7Y+tHNsj9ZnnR/u6Q11k4E83XbmXaUyG2/++MmHm3UrzWEhh2d0Rs4K5qKSqQMHpw5N84laNateqDI1qOyiyBff6U1eKQ9WeQoWAMQi5S3TZlGfqIzGxGBl1VKHxSD3Ngspx6RAIiPBrxb5mcDAVS2tYPEZ7RI6ZeRoyFdtTcGSesZoLUJnaR3RiDgHUUZ9U2yfUlCugkX6JM8xlcldF2KWHMaLPXcHO/0un8/p1dtZCbVWsLTo2rBTO0tEApWLevyufM80LaQnM1OZnOKhbPO1XLRofaGKmTM2pFZe+sK9fYUcE7piUmWeurmA6nV4HMCQZ7jF28y7ec34abVzPRN8ModzfpdfV7asngqmB5LuzYqCIApOqEmr6saKCHp3EgsiOBkAyS7yOn5GyJe3VUqrzwNAySG8WBQ9NFiRgmVBHisb3TxYCAHGqvxMyKkVnMwVLMNsotihCXK3EF4d5yBWiI8tGYOVF/xcbq3gF4vCr3eb1FMh+gqW01jBIp0s5RGQ+twXKFvBkj8hxo9f0cEVim1TwDDI6cJCFgvZckei4xzuQVlVA1ZE0M4yIw7NKVvBIg6W8nmuhlnsYEkG2+Rn9Oq5p9pdbW3zG2gduLdGtkApG/bm8GYBCye0r6zYjqocCIZhcmJOFEWH5RNa8J/qqic+sfvpMW78Y4svCHtCZIvkRJq7BbrhUJWNNZtf8HXHf0b6+9JlF2sLVJ/d4I/vPb9/6uClyy4mc1FtRy6vPv/+i+PpyXPmnRkpdLhEKsuNpo74XN5WX4ukxc5cXc4yPid0+dCeKbw0jECyi4Ufvkgomr1oEwsAuSw/wUNzwQ7m7aK7RKb+WBTd/EYZv+iI81FTBQuUM60Yj1/kErLgFV5qRuEoKwqWYS6GwlqE5Z3Qyjo50kaT7opF0JaxGq5DrGghmUWoF56V7+TCgJ28z6tSsIwfv6KDa7yQH3K6sZDFAl+2g5WGAFI//34ndPjQnqniEt1VYuUS5CVJn6ie52qYNQ7WSHL0ucENbf7WD/etLWzL2696pXQCUNo8EeOaBi0R0kIaAMyv7+9Dr6eyXH/LMidThlb32K4/ZkXhY4svcDFOlQNRSZeiEv7T3EDnjSdd46hXkPsYN36EGxNwTtoia5/Z9QXdgW+c+kXVRuu+4dbRHRv2vdTftmxtz+oq4/rtWuy5dk6tfLrA0PRwPHUkK+pMvTk0ffjx3X9aFJ1/8aLzVblVZztkUKPgYClMJiMU3+mtATcApNJ8hM3LXVLJkiLT4iA6mMQpAXzW3tY1VbB0M7kzvgCx/YWNts8irCRNQzwNbQXbbZJyrGR3LQii0VquQ5xvYakYLKmTtX1elYJVRQwWkC5NJzHPg6e8bPcjnJSmQZl4LIK2jNnnYBXWBdKG8alLyvqE9O2xNYtQEIXhZJysYUKQrJf9y+oZI7d5O8d23/bKnU/tec7O8+ukZc87cxZbZZ2D00P7Jg/kxBxoHIhKYmvEEgoWgxiPg3XpJaKsBdpLkJzIksrQ4OT+Vw+/OZo6oj22ZL0Y43QuoxoqrYzKcvQrGgMAtRyWla8qaOKDKi6kcDUzObbMOrEIbC0E6KjGrZy5ov3oCHoAIJHKSBHuULSLJXwgJwOLgmjHhNXuqm8MVgYAGF8ADHyF/FFKSUYX0xisyhKNlpEHy6S7GARLQ2i73elG5WsCqlqoK25JnUyUFcbXJO2qVQyWMrm5wQBrhRMJ4xz2KfNgEWJR2GpjV5OgOoxFLqGtS1FQrmD5muS3phpmjYOlRXqhkzdWfd7XyrwD9gcVaYcISS2LowsstqocZGnWq1awGh7DrkKzUk7xgRloW3HKnBM8xmuE7xnbu3H/pqHEiPZYC/XalpmiegWr1qkx5BdrcbFn3TRjs5dYFG0Zz/8tt4s5DO5c0X64WTcAjExn2mQSszZ226QW61ZHoU+YpomvAH0Fyx8AjUNQtoJlshahcXiW4dkAjqRxa6mFCEHVXQbObln9b5WC7S/MBJS1kHEA4wAxB2IOAIAvdrKYToIoIocTsR4o+KxlZRkFa5cMYObgastYrFpihAMvNkidX86UjpKUdbFSMXJrIFftWl6zZohQ63lIL/QQGzxlzgkhTz3yRPeGuq897ionQ/qtHkFFxMHqCnTIN6aFDCBgGTcqZ73nX235vRM5/qH/U4V8V0Uhp9XXKmJRupLF0YUA6kBvc2aagyUXVwjSA3Nix0pV4Sl+GmPsc3mJwKbn5lr1VKqXnYqXMONXmFE4WGSLXjFlQv/8RozxjHlYKqdfFqAjt/qjaYX9ILtGpzPS2sNgeYgQypy+nv8tnqyNguVwAuMgS/sB4yiIK0U1BUy1KJMzW8jkXoaCNZYBvwvcxdHYUgqWaXfZnj6gULWbDPkhl1vVQuRy4wyHszxivfJOltopf9jKzShr8QmptYLlETOCpgH9EbRl3M7BKORiARKlL9at6BNUWK6xytpnjYNllLuIQSjIBtb0nF6fZrgYp5STuj4Klq7luvutX2VF4SsnXUdyNVk06mPcmIgxxnl1R96lVymz5J83/+xyW647+W44Gf/Djifam9ouWWq4cE3dMPEAXtz/8s6jeyKe0OdXflpWqtifPqe3zdsScDeVrAUBmdMqAsCJHStXtCwtuOMVUG14Ya0VrCaXP8QGyUwIk7rkw7VzmtpCbHAyMyX3fWcvi0JoKIWTAvidCqsf53AYy+aFud0AMJHItMpCiksG3krEouinW612V21nEaptfz4eCEA/Z2YeuSRjMG/G3hgseb4xsK5gGQh+sSj63/21iHNnARI4mwFoUrUQuVic4XA2o+pkqZ3yh61WCpYUwMSnAfS9k8oUrHQO0jlw5nhB04BFQXSonIjDklSoYJGSVYdhzR4HyyA4yVxAun/bH8a5iX/o/1TEE7a9SbVYXE9rUXXtViG8HxWOsqRgqTxCG7UWqXaVgoUA0rmMfFnlulGWCkU6IZlNFY5VS0dLmhe2O1pYtrQtVA1NmgxEPv/+Ri7LrZu3xufy3rf1IQQgiYtGl1AutZZYP7Lww1aKyZ/qiCfc5PZPZqbsevAaiwPBkhDaPo5PbkVyqx9PClEsIocTZMu8OHK8PRjoGQAAIABJREFUQsEymv2uIRYF6/mB8voECTqxbHSto7T9GQBgvCVisACAcbNiOiXyGcajvxIKGSlTTEZjGORw4pwgZlKqa1EEMOn9xFVkGTXtaivdVaMln01UKMbNigAin2GkGCxvQN7OwrFp2bFlxmDlw5LMnhDkYjGfNilZWDYgbbFqAklWglM6z4mTgcUhtH0Cn9Ri50TCkl8HeTFwuSu7Li2zJgZLa/PcDvba46663HRB4rSQSedqZd1rYb10QrP1alH5ClbGkrR6W/UhPtomaUYViQ8nAsBo6sjG/Zt2HN1lS3UVULDoOndMvtjzNJ/YN3UQKnU9tUOTRrw/uX/n2B4+x2OMR5LxkdSoyj1dEl24bt6aOU0dRmcoST0X2LaoYIHdnn3Dkayv/Nf8kWnFj36yyyPyCqtvWcHq9iNOgFFrb/u8oRVFeQNsRKGdkNl5pWKwAAr6ivHUd4OjCteiSQFqrp3I842BaVdb6a4OLyCA4TJWhLKEsieVLSRuR7aYhQH5mqR2gostHJuVjtVdCMik3sIlmzpYTpd5yXwzylR6iPtrdFPszeyad6rIJZikaZAXK3TvMRSDpfUGGIQsLnJcI2ox/nL+gnUiFsMyvc3ARip8BWuT/tTuhb12ric414mcHf42+UYmv0wkAMBRbvzVw28ubV60rHmxLTWawzDFlf4Ia3pOP7nz+LAmSxMUnisyrpfMpo6kjgJU6Hpa79WCrmPo9y2IzKugAXLqmXnMZCkklS67MNzX6e8IsE2Q05adfUgLqMkFibFpRV4AsssHGZ9OkLslkak/iraN47VzSt9MbaySvWgHp0rOIgQoMZEQ5wQSu00EP1ldLM5wUJCs1Lv4DM5mdK2mWsEqFYMlvzRdSBhWR5edXyZtT6o8cm0nS3uri8FSD7aWLkkGeXUKVBKDFU9Dm9fwpti7IqE2qs9KsUL/HzsxWBXlYpg5CwxbpM3XotpClKepzJR2Y3GwDwBKhepou8JeBWthpG9hpE+1UX7X6nwvSFouLHsfhtgg8cj5HC8CZh1uSTGSK1hSf9Tcwcp3Dq6dzlRPBctkloNqrPOkOccBQDqd5ji7NYFGEIugpw8Uf+ITazeR0lGwwoh36aRpsCQ8DETR5jGLDpY8P0ItFCy1aS84WDxAfgViXX8IjC2W4Wp3Sg9VeUIzBWs0jVvLicEyqkVioBltHsPn2uxgGTpJRp0s7a0uBsuqC656gPUKVBKDNcrhVg8yuimxKHr2kG0Rb9p5qfrFlMF/hYS6x04MFgAY+BAixrzIM8C4HepBaNsXGJ7mEzuO7mpy+Ze3LKmPx7A4On//1MEN+18eaFtBtmgtGetgPY4Sb1KtmFGHSWr2+nBlsSDS1+JrDrh00t89svOpg9NDly//+NxAJ9kiQjGrQjGPQEU9Y/2SGUCk6trpTOfNX5fJZULuQOmiVdMX7s0IGZfmOwgfuDFBFVLmHrlRnEzq2MsA8OGKFawIevuopQ5srIJV2cLAhqvdGRt4c49thIPjm2XnN045Zl3BennE7lRYZSlY/gBZwgUMFKxy8mCVrWAZFatMwRrmoMNEwZLllqseqwqWW0fBqn45wlnjYLFOdqBthd+lk6l8PD3+y82/a/ZGrx64QrXL9twB03xi4/5NnU0dy1uW2HVOc1a0LH3+/Y1yg631Gq9c8cmS59GKGfPD8xJ80sU4+Vz2wR2PuR1uacGW+7Y+OJo6+o8DV+oOqFlHmfi+rgoWkUlKtqoABlD7OJX5hc3eyJqe08NsCAD2jO89ND3cF+7tCXbpFC3Ew9dOZ+poaitdyCZkSyyoafe3XnvcVQ7kAIBUlpvip/0un2v2vHzM6fQhQYQ4B80yozid0rGXXuAVgUHlKFixCLpvt6Wf9dbNZ2XoiSvFxIxGXmOFCpaxgS8Vg6UaIjRMOWZR8ItF0N07bJ5IWJaChVwscrqKfxs7ZxbrLfxtTcEymF9ZmYIV53CX31DB6vKjrAijaWgtsYiUJRT3t1SQu/R3of+PGQfL7/IZvcFNJlvZbtTl+sS8UM+H+9a2+JpLHVRdjZpf/5VdlDbI/azeD5E/OCE9nIx7ncXHmc9lRSzaoTzJcpnKPjeaYug9gaShx2S4jsQ5ApIvR7g5vu3V/W+ubF9xcneJZbYjnvApc/JlDidGXjv8lsfp0XWwJD9vJvVMebx86LVD04dXdZ3cFZhjUsyBHFK45PYjOzfsf+mkOced1nZiXdpYD/qjaOs4XhsuGsUEp2MvPWKmOPkcY5wTACHksPQSJrkusYXnpJ4KFhSWUyS2X7YmSZkKlqlbZrLLWMHCbd7i97dkJiejWiRWRNB2W9chBmWflFSwiFNVWOexXgqW8RCtfHsFMVjHt5j5hSsiaOs4PsvCgHhJil2qifBTFquJgjVrgpO0pHOZ1w6/tfPonnpWKhc/mr2RgbYVnVVM8rJWoybDKgBUYo8Nj9MJz7JpTEeZYbJ+8UDmyEPvCRgVPqF82NbcwJxTOou+1DSfiHNHUkJ5s3bNM6VJzrru8tIAkBbSR1JHU9mZG6h0JHV03+QBKb2FFWZaQlpbiEXQ5jEsN4pcWsdeOmULKOEsDxgjl1s3y4CWkBvCbvT+tIXYvrorWLKgYH6GKFgq/cN0FqGl7mpyQYcXvTdl5yhhmQqWW/Y42adgmeb6LxmDBeRw00WQtMQ53MYCFrLayaGEWBRttjYgXpKSo5zavTYqWI23dhXDZbkX97/8t4Ov1FPBArNgMBsYnNi/Ob4twSdNaqzMU3Egx3HtsRXWRjal8CDr58/msulchqxsKGMGKVh7J/aRvtXJhVGYbCiKIvkbKX/rVNZ4c2ei6MUSR1ZjaDcdev1XW37fwMQWJanAEceFcLdq8nvNNIiCJU/OxKUN7SWhXKMIAP3WlmmruYIlmw8oE1cKSUFrpGAZhGcZeWzDHO7wWQxyt9pd/XYvmFOBgiXtndUxWCMcdLj1J0MQ+iO2dXXJUc5CMapgKZHJA4ZOj+1B7rUODH/t8FvPDm4YS49LW7Q1OhnnRYvWX7BgXVlndjlc58xbIw0LytFxQ7Ur+ZXi2cENd7z+i13j78k3ep2eNT2nnzznBJgBCtbr+b6d0D4u5/StPbXzxFPmnMAwDFGzEFY8M5U13vzxkzJmGQldMz82vIJJDORy3hh+Z3Byf62aVXfymXsKq8tNprJ+rPQzGAY5nCCKuJBZp9yp9YVaShejChYngCBCUOZvmLmz5NYY1CInFgGbl8mTrQ5upmDximFBslfXzbVab6NnEY5wuM2ZNTmtjZldK1Kw3Plbc+zEYGmR5AETp+f0uSfncM5V+VolairLFmEd7bXwuSwChAFjwIU1BJkl0YU2Vqo18BX4kbpqjdvhkgKS6q9gCaKAADkK6VukBmglz2Zv5Izu08jfJB6LYRQtJV1RbuPzyVcNjutoanM5XKyDdTCOgbYVrENjk6qeg7lnfDCHcwvC86pYrseMip8TqO66ZhqxKNo+gUUMyMXiLD86nW7V2A/kcuOcgLM8MecVKFixKHrqwAxQsCSbSvxFhkEOZ1HBMhiMq2cM1ogyy2jx/AYxzuTW6NYiJxZFDw3WWsFyG+5yuuV7ybUoFSyr33HljLnqFCxZMywiYhjLQJTJjBqftj+Cto1jEQNTtcEoPcpJ9hItLT9Jk7VLwZrNDlZBVDCxQ9plfauk1nkHtOf/3fZH8mkwMTbSQl4++OpRbnzV3FOavZGKqlU7P9bTkRdPUUosJMs4+t36C2XYzpO7n9k5tueiReslZ1Qm1JmN87JOd4e/TbW2kvXIIUEUktmUAzma3H5SgVEM1tm9Z0h/607gqF4ufW5wQzKb+qcTrq6RgyVfePGuN3+ZE3P/dMLVDk1CwrSQ3jy63eNgB9pWEP8VZrYyVy4BFzSzaHAa+1xuABhN8C1Oklxb9k53ugFSOJsBjw+KJt/qsA4AxKLo1ncsfCULK8xAjRSsgk2VDL9sI290XeaZG/PbdbwoEwXLBQYemyrLKGjcF82pWEindGuRE4ui77xh6zrEGidJcgGL3SWbDKGMwSpKLLNLwTqagaALHDkzlzfkhiiL3k/g+YFqPSyLChaRn1XhbseQgpUW0ne88d8ep+fGEz9Ptki6Sz1HUuQ2bzIzxQnpgLvJ77LNadBei6SWiVg0CiY7mDi8f/LgyrYVZTlYD+988vD0yKeWfZRoJ8ohQlJ3GS0vGe7W37qsv3VZGWesDr2ezLuA5o5LZ1PHp5VLX4MF91FiJDn6u+2PdAXmXLH8E1WOilYvl9Y6NYa8k1NZDgNm9ObpcEJ64/5NEU94oG0FoA+gggWFbFinutwAMJ5MRxl1XoD8mI75ejKmLA2hvdOYF8Fd6n5alGQqQ3c0UHIIjAf7zCyWURqF0goWr+OxxdO4TTnD3yRNAyhssFl3LQ6iA0nMCeC1dR1iMvsSMJZPc5O6q+gaIqSMwdIqWLMjBmuEw+1eZO7yQiEblh0OliUFixQoTNK0TcGaRTFYWpuf113qm82y2IzN8e2/2frQ1tEdtp5dfS1Y84eVo6zA64elA1SmYEElg2i1Q68nS48pEwYn9z+5+xn5nbWuYMl9jipHRaufT1HrYVmLv23kY7JSt9c0w239IQFS5G0+nuAjjNp+qEyRNN/eehWsA+Y1oZ0TZYwS1jQGS+5LSTErxoN9pRUso6NA70JMtJM4B+3qIUJTc26tu5wMLAqiHRb63yImMwPyV8dn5K6hoYLFl5fJXb7uTf0VrDhH1skxc3khH4Zl/ayGWFWwlBeb/7vMNRa1zBoHS2sUJQWrDhnJJRyI8ThYF+OCcoyudbSiBTFLFy8+36m3FBTB4mLPKl9KMnu2pGkoaDwz5YkyeWBO6Fh50aL1XQHD/BoT6YmdY3tGkke0x5auV+abNlzBqvXEgmIyeowxYISQwddBNpm0cEdwOe77zKc/iraM5zM1TKYyYSAxWJqxmCoULKmWksUsSjKVUUrBMtOi7Few9GOwoE0+RCiNshloPNa7y2L/W0Tdk5rQKIWCpWynVsEq615bDv0upWC5y1awyDrcJRWsfpuWfC5LwZIOMf89YJ1ZM0RoIki4He6LFq131MW0B9nAjSddQ/6uxfiLkavU4o1KpksQc4emh1wOlywFV2mxYzIz+d/v3B/xhD+/8h/yxxS8KNbBDrSt8Mmy5K9sW7G0eVFZadxJTgdGaV8x4KnMNAIUZOuxWosSw/QWnX51fvPd43tFLHY2dTS5/QiQPLRIfqwVMUjumwbYQMQT0kavW76AaqVZ635hZaD84yqaP4CKdGhSkPsHTsG65S2RvM2nk3wQWVOwynSA8tMVF5QqV1MFy63UXdxEXJF8BTMtSndED2xXsNK4t0mZo8E05Zh1wS9mk9WXV2emYGWNFCxFkFC5axGSU+VX0a67gkUi5KTBOKNisSj6wds2/AYrmSu1WFKrYB1DaxGahdQYzqqbzEwBgJRF2l5qYSG0NlXrxiWzyYfefSLEBq897iqyxaKCBUpbK9XV5PargqwrWghIZzxKEHM/f/s+F+P8yslfKP+EVaHtE5PxspcOvHKEGwOA64//XJPbjzTHdgU6k9FUs6d0iJv8Dq7qOnlV18k2XkL51HaQsN3ftiS6MOwJkfT3ugFYoOyT49tjY9zEnvG9HzAHa0kYvZ/A2OkGgCSX8YMmBktpiipTsGJR+Pm75ShY5QxBWsRAwZJ8hUoULJKpUucot6GBN1GwRjk4uaX4sWRXW1ewYlH00602rkNsmNuiqGDxugpWIU1DxQqW29Il1yIGi6zDXVLBWhpGgwmcyQFrOHJjCapgWUL31zzrcJsISBjwz9++DwH651NvqEWTSGPsVbD0xubUNlJnRM+C1KEd0LR3aFU3u0Fts7KaopNN1Hi8TEqpWkiqru7P5S2LO51tLFvaHFrv1WcHN+ybPLB+/ll+l/+Xm3/b7I1cPXCl8hKqnb1RawUr1ros1roMAAQxB8Z+nELVczeRFUXLSmM783EzsCCAEhzrVjhYditY1gJTGhCDpVSwQCcvaP1isIY53G5tnRzVyUsrWFGwdYiwTAXLrZZY8gqWUF6Qe/GEDicYR54AlPZOKlOwTm4FnCpxU9wMzA+gdyfxymhVr6/GxmDNHgdLYy+7AnO+dNK1JoeY/6qunlpYLz0Fq3QtViyxnnthp/+jm59THt28dXTHjqO7V7Qsqc862YZzIvQKS88VxnhwYt/fh16Hij0byzlaU9nUZGaKz2V9Tn3Pb0l00dxAZ9Bd+ehq3dalMQ/2Uj3VMz+BamXEomhi2NUGwKUzXrfWwSJjZAUFi69EweoLoIkMnuAhbOqYNSIGKz+nbybEYMWVMVilFSxJzikl+HX7ESfYvA5xCQVLNwbLXZRYsJAFUSzpKulWXVrUKfaMjbMIod0LeLL08x+Loi1j1TtYVMGyQAW+QK2nUNWihvMXnHPhwnOVdahtpMlgn8mZbckmasLpXSevbFuhWfq6eN/G05P7Jg/oLntcC7TZRK8euMKocHGqJsYpgZvMTEOlHoD1VYaKaxEa+NAhNhCqLnbN9pUMDCsCAONvgupJW96ypDvYFXIEPlhh7hCLoiM5tg0gk+ZZZyan1iRsULAQwLII2jaOV7eb/uIi9comi9mIFQWrHrMI3YbaCUkEIDu5bQoWAPRH0bZxvNa+dYiL2Vl1knoYxmDlb66Yw/kMXmU+SMoTmhczOb/qZ4MV4mnc5mWsPP8xWxbMKVfBkqccO3ZmEZIJSmSyksVDaj2FqhYKlvZsxEbuOLorK+ZvttFgXymHQG0E7U1v0R3oXBJdKI+UB7Vlrb3Hq8DQJx/jxvdNHpjmE9IWyQ+T3B2ACqe5WZ/6Jwk5NdKZSs3ss5P80Krhd01xLzqbOpZEF4bZMqZQzApiERQXXACAchmyrrOOglVdDBZYszrEPNdCvgKZTc0v4WJHDJaNaxHmMEzw0Cyr38YYLLDL6hMqVrBkTq2YmobyHySrClYNYrDiRMGyoODGolD9lIJiFaXkyWKfSCnHjqlM7gghjLFuQvN9kwcAoDfULd9YC3ueFYWn33vByTjPX7CuPovrndu39tnBv7y4/+XF0YUh1gV6jmOrr4UTMl6lc6NCR/cydsuS2VRayPhdPo+z2hgOBiERY/IPahkPpGJp88KOpjbZRMsib45seXtkyznz1hzXHstvKvRBcellS6N8OliXWosOVm10JoTQl0+6rqxkZhXjRM41Pac7kf77xMEUk5t8gIlF4QGBBYBmJguyGXYEWxQssDZ93aI+URkVKliyoGwtNq5FeCQNYTc4ZW/lkinHyhL8+iPoHZsmElYzi5B8xBmu4GBVomBB9QoWWeA8J4AogrVonDiH2zxItPD891tbfNOccmOw5P8fQ5ncAeDcvrUYi7ou08M7nxQx/vopN8jtdyFg2U4HCGNx59get8N9PqyrjyCzMNL3l31/A+Akq62t99TOE0/tPNH8PFqZZEXLkjlN7S2+6MHpod9vf7Qn2HXpso+RXc8NbtgzPvixxRcsjPRVfQUIAANg84X5bKcrMKcrMMeoQaD0gSQvRASsCngvlyZ30yVLP+pyuABgw/6XRlNHV889RdfPKy72XIMHleB21MmncTIOadFJLS7GJSU3OTg9NMaNzw10+pDZ74HZSE8TmsZuAIg6MnqahE0KVhQ98n6JJzNvgGswhRBA7kvpKVhG8wGrVLAsx2DFdRYitKRgWfRRYlH0mz32/GgpaoGVKVjuooJV0lXSrbp6BYuUwXwGCzxylw5MS2RBBGhywaSF539eAE3ypSMOzSk3Bkvx3TmmFKyY8UIrCDGAcxiLgGQ/QYgEYW8QumwAaPXcU45r7w/XJgeEHFU4UWXKmVYmWRiZT/6Y5pOqwjaOHjKIkXKZqhrQKLThWcXsl1iUJru1eIvxZE/sfnrr8I6LFq6PeZebn9zJOCQllYxFntA+oFtSioavW6SU7bwy9MZrQ2+d2nXiyXOOt3jI1tF3t47uOG/+2QsD1fvuMwsEEPSzABBheJzWahL2KFgDFnJdzkQFy0oMlsES0aB3LUYKlt5ChJZisCx2VyyKto5jbMdPa5NxVbWC5dZXsABATFauYFUfg0XKkMkNVhyseDofHmfl+UcAyyNo6xj+UEflnV2GgiXrZLsUrFkTg6VlOBl/cvcz78S3gYFDUJtZfgAF8SPgburwt3mcdswnKYfKrstUQFKLYloXpGKkHqv1unjVIMt+mQ+9WhiZf3rXSaoC5cpv5KRGd0pKZ2rkYE1mprYd2XlweqisSutJDovpXCabKyMUdPZ6k1Zo9rsBIISyOEsyuWsUrELYLJlaX4EP1OIBNwOHkmY+VlmSTLlIF6KrYIHBdZVSsNTdJT/KZJf2hPF0pQqWNcEv7IaQG+2btuHHZyHQJ6v1SsuIweISUP6DZK+CBZbDsCT31+LzH6s6db40v7I8BcumGKyZaO0s8v+z997xcVV3+vD33DqjaZrRaNQlF9mSbUm2MdhgmsGUUEzA4BBaAgF203Y32WTDJtlf8r67yWaz2U02Lym/DSUJJCHUbIAEMMYYU4yNbWy5ypItq3dpernlnPePOzO6c+fOnSqB2Dx/6KO59ZwzZ+557rc8X38s0DXdo0Rf6YYTzUXscAmZhy66pnq29+7q9w2m3jQlCauwflWYXR9bcrmupUGHseWftDkSHOvzDQiydkYmbX7zHOKejjf639neu0uQxfQvcbZAHmAcZwAp5xZGC7KIFyRjsBAAJIsgz6LfP/TS6R3HJk7mddP5RAGJqAp/nQrP+IXAXDXrg0OV3QQANqQXVcPFhQyUj3FXWkFevA4X6jSMTZknC5ZqjUyEWImZnX0Zk/6gpDFYExFIq/Ssz940Pcp9uDpc0FmSKi40AxRNZCkhqq6aLUpskySqg8HVaW7Jj8XEYJXKggU5G3smIkRRuMjRglsS6Xz1O4DhYaoxiSdpYqVoesFYSC5CDdS0QNeCNTfvynOrnTkcHO0cP1ZhdjY66lW3TOmdp8x9/5q7aJRfAnYZa27L4GPVSUvMv9jz9t5dE+HJT7ffWlnmVm+/qeU6jGWWZucnJ8AAxyZPhsXIRfUb0mnB5865u983JGCh3OQY9A9DmqWtGAtWVvlNgjEAoLQQ0Q9QpjVHFOBKVkZ938hBLOHVziz+1gWHGjsHAFbQjaopTQwWALQ50dEZck1Dxtk45xYshNJExjPGayfOMko3K2EM1miqRgPkMNT5DlebEx2dgRuacjzcCIjlSCyiWKFS0twQQgxLRAFHQ5oWKuOf/FiUBSu3xDrj6xtTZw1GI1AddxHmNP/bXeip3mLNGcog52XBSp4Fkgh04TRpARMs9fql+yZtYvhtrTcwVCn7OJ+FpRX0+wdFLAHMZv4zFFPa4j/pTDRnsUz1RfT5U4OtNn6AcuXCm5kfgkIoIATLWHNyrFSMXEtdaEQvLm9MtFOHSxXmljXmlEvKm8y0qdLitrKWqxZvsnJWzQFFmktFLL49uI+juI31hZfrMUaSI2KCA0KQQpQtrRcaqFj7h5k6FoiGclMMwAK6eWGlicECgHYX2jVi7CKcQwuWYkEhkhhf+7W1CDNQpYRJBghJj4stoQVrPAJLU5+OOcRg5WThSKLdhf48UKpEQk6VCchrd4mCeldaLqHKgpWnKXQOLFg5uQiTGrA5WnA7XOjIdLERb3l1dvYwhoNYhIgxxBeejrOQCNZEeFIm2FPmVi88CUuDzts+QzEa4YaSIKk7MBeKA+lr6tMnnleWfIMf9DuD+45Ndm2sX78qH5H0sBgRsWhmTOnhWenVjrMCx3lJRlRZKudT/ahz/Pg7Q/s21p+3sW59Yluc4xmzZLe5osOzqtaWkveXe7FnTHD3zBkaUc3OJXFvY4YjlzmXLEvkGXR4VmW9cr4QZWn/yKEy1jyHBCthwfLF/JpS4hq82LOdEHL9squSfvz5fEuZN9jKuBhAZd9+IolJV44C5cEdOfru6L/cAwCyfwoAUD4FepNod6EHjxn9NuOMoaCL5wLE8UQSI4ffnr0XywOAOHAqbo5NX48TJpnR79yj/CZkWR6j42Z4OejVbbBCy+KlmjW7lHVdiCrjmcTfRIidRaOqlS2rjUcd0pQL2l3o+4dLlEjI8QCgHsnUVgVTBznVxJJybkEWrKzVdSgK0QyRJSOCxfEAMPXov+Qy326KAkPB6EsgB6YBsheodvFQxsBQiNRbiohzj78DZOlsYnjjh1EcL4cAC7FifC4LiWA92/ViUAgp5Xg1u+bXsBTXHTjt7QsJoSZHY5Fy26mXTvG5qIVVDbQro3LMF/PHpPx0/d8a3Ns5fuyqxZsUdVC1oaWQ2Jq4jSfjbFztWbV6DmhEJqR3IWmFMnZsLS5vTFqzksjd/CZh+YXuVzia/dtz/6rIapVFWrDmoU5OciSzuuN7ZnolLF2DN88GSn4Uw9yVdY4So6By5SR2KTn5UWlqRHN8vlhZjrp8RMIpak9qmNsvYGsfpMpK9lzSQFn7iRCFZBdSQ/h112PE8kQUpKnR5BZJe4AOLav6yoOEEJ0MtcTarx5PAHDrXTlTkxTwyzo8X3mQMpVlOkCDVgc6EyACBq7oeIckTYS0yZC+i66o9nzlwSQrSj0gPzJtWX8Fv2w1bSvPeqTnyz8mBFMm7ZqraicHALJvKpf7Kq/XyW8nl/mvRBzWZ7x/dlTc83+IGGOrs/h0Tas2eL7yIFUWt8Fb7/4nERPaUWF8ljEWEsHSrItqC1ZpRcmNkdQd6Bw/dnrm7E3LryslwUqN1k/RaspMdwpbiZMURC/IPW8f4byVvcsRBsWes4qtDwdH/9Tzap2t5tqlV2jOzX5f5fj4WUVGARYVhTUP+XooPoWwYr+kMn/7Gtl6AG1KykcD3OKVv9ry8N3LqeoyBKmzhV/aXv1/fqk5ni6vLOAuZQzUlqFCYwF4AAAgAElEQVQeP2kt1x9wqszGzRm7AgDPl35EsKz8T9tcAMC4a9W9012Pq776U0Lk5MeJiQm3243SOKgGbH1zpmZUfePh9F/HJS/Kv72MakgzeFCWjGEVlMnCNSzLtDcdPA2LrKjLS9qLK5MHAJWf+x5JJOHS1hS6U/nF7ycjrJVdiGHV7Sy/4T771fHy8JTJ4hfzeP5T1nLOmp1dAQBbv9T4AOcn/56I0Rzve/vr8t+spC5IFHqiHW7j4yERcXht5ojDrGCrtS/MutD8ahhPgxyLoSICsGBhEay0ZDqAxBI0n+VjG+11MsEIoXko9qys6zRFf/m8zxZ55bAY8ccCJoYvNyWddPH1Wy/IHUFuBfWS+LCpMKRzk+SEWVvVvtK9nKczvvPJWPbF/HYVb87dgqVmb0WSziLtsvNAeRM1mhJcPPNvQWPrgvl6HZpnIJZrbKytrKWYtBQUxHJMhb7ybQFQ0tczEay5Bu30aLYgmsnaO9qVchYSEVNRVcwLAFOho997iIieWpaZ45WtzYWOzJSAYNHlGRlGVvJNWR2UVRVx4fUW2ZjCQNuduR98DCRnDc048xi3Nid6bXihPisWEsHSLJpqo8Ltq24mhFi4XG28xWBry/WJf0sft40QmoplUWSYiXq7Z86U847lrvi7RS4WrMHA8PPdLy93Lb1h2ccSZ8XX76qyyqsWb1IHzq+rXr3S3eI05fSKA4m2AugMRq+3T8DiEkcTO1+q4gr0tBjiFNDEMJoSQK+dfZOlmCZHvcdSaWZM6QbR3Omjeo4uLV9k52zmQpXSirTLzocFKxGrl/VlY9ZcCh9lggUAF1cjvvQVlrXocMGRabJt8ZzfaGEhIAIFYJn7ZS0uH5DFuPMXaDEeJR5Tfk+kdhf6r6MLtSz8QiJYWkFzAEisZ3ZOxx4ek4Wzvn6e5hfNQag7zI2Q6R/OwokpsmVpihtFs0ZORWZ29+9pdi5OEqzEom60YunUIoS4f6fc5FCZtQAAXOY8Xkri189Q72XH2d2+mP/+NXc55pdgpSMT4SBA3h/rBIB9Iwdvbt2y2NGYbhA9r2Ztk6kul+RNtQXrfJVUaTokLEtEYhAtEdkb9ZkZk+b6Rdpl58GmWGutvqTxgkqzW/n2Da1l8Ul6c8v1B0YPv9731kfSRQgAi23zYVVqc6Lfnf5oDmAxGEvTaJgjtLvgoZN/Gf/8IGHwClCR5/vmynLU7SciBvbD4h3JAwuJYGlgYcvqbbUOU8Y1zxf1v9D9isfiXuS4dS4aQEpdXG/nMHmsGy8yEV03qOq+6aoKFGRfibUXK61tIxN9mX9hi8R9NfWFCAGCEhHuGaHqhXo8m52L3cjJ5xCSmXvY1J6h9/YOH7i44fxy3vFCzystFc1bmq826EK+mAddDI/F7bG4AWA0OA6GM0o9DT6oKfFRQpsTHZleqK/1c4f0OjlzhHYXOjIzHzf6KGEiChU80Hk+kswM1FtQt5+s/IAc4sVgIREszXrT7FxsXIp47mroKogvYCWiKQMh8smdkkDKJmKVVKIOrq4RQidkKocVK/1SpVWlzxzxE6ccfz796pmZvmubr1xSXgqFvmzQhukjqLZ4dOlGihsRyO6BPfuGD0KhxZ4VDhfnc4b0ZjYsKcPQLXI0fOm8zzJUgQ6n+VR2zfpbU7s7CxAB+Qs0WOZAI2ESkubDHbaAkF7peY6w2Ia8sWLrEP9vQ8H2xXYXOjL9F4I1x8g7pWqOX+FL6IKJyXDLDnkiCgArfHgFmQ3R1OmDnmuykHSzolLU0nDHqm0AJL0yY5L8CbIYlWNzV2VIA80qjgDd2bZN90g1MU0We4a5z5mgKAQAGOtlcSoHIOWQAjGfyq5Z473URsHlrqWLHA1EIiD+xYhVIGgEyx3o+Aw5r3LhrTpzh3mzYCGAFU50fIZsrPrL+OeK8WhcZTRftDvR0RkyJ36oOcZC8mpmza7XYM4tWKVbgP9mj7xvgiyxoZsXUwBwcDJFjFHC0vbeXZORZPkx7dJZmAUr3/E0hoO3OXh7OktImi7mOc3QYEzGw5P7Rg6e9Q0kNqgIljqFs1DymatpMFGDkMQDmEo8MhSiHLzdXlLR/0zITrBUFqwy1lxuchQc+/8XKCi+Du5HDwUv4QWg3fmX8c8P44VbsOCIYfHNDy0+IhasIxMnIlKkzb1C0cxUMEdZVL879mxIDN++6uYiZSSTeLgLP3QSlzHw7BX0u+Pk2V44kCBYJsZ0/5q7Xj7zeuf4saXli9xmF+hRpVprzfqac+psRmnS6fYM5X9MSFiM+IWAlbUkFVwnI9NjofHKMrenLLtOiTE+qGLPy1xLa6xVFlZHj2ckOLa7f89qzyol+yFVjBQniVHBQUIIARDAhBhHGyQtWHM0UZ0mx/1r7irtNTPBbanY1noDz2SMUWuw14XE8IdHxeMjAMVv8kG34sOFiQhZ5pinZ8yHbfxHo6hpbmojlQrjEags6K1q4UYcLiSCdV3zlSKWdLUDDo52ToQnFzsa54FghcSQLxaQsKysFkVmEb43Qb74jgwA//ciek0FEjAAwMGp+O+WQsjB2094GStlZFBptNc12uuMb5QekdNWuaLeVltucnRN97x2dvfaqvbNiy5Rdp2c7H53eP9FDRuKJ1hJS9I8F3s2M6ZMNhINU08ZWKIK21IRrMnI9HRkuoatyuXWn117DyBgEP3QocdjUuyu9lt1pWhzl0H/0ELEYliMsBRbxpqNy1IlJVv3Dh/0xfwbas/h4S/RK0WhzYleGVyQq87cYSwCF+loY80J2pzo2aLrEJcQu8boT89THbICUXAM1lI7GouQgAi2DzgTPW8sJIJVYXZl2qXrD0p4YErekPgCfdvKrUVeaCIKN++QYzL8zSrqrmYKADpciKXghJdEJDAnvpx3xuGSylmPZGG+tnQDkoO3Z9IdSBpX8rpFBiTlTLUN+KCg8Y2qXb0YsOKwW+RoWKwKxv/jqZfG/OP3tN9mg+wC2SqRLRKVM9YvmnWeZpNB/9DijLfvhe5XWlzNW5Zdnf1oAADonjk9GhzvqFzJz1mlvP8laHfCh8qC8mHAWIRUmefpFa7jQ+ai7fKj0QhaPF8e0gIwHoWWfKQVk6ARtJaj4zNkg2eBPSQXsMX+/bEjjxz+7eHxYwCgLNyaoKh42VGq5KEtpUkylzB8cqc0ECIXVqH/3BDPFDPRsKIcSRg6E49OEUO3Dyaj6tgggPyZioEBSYexlY6cflAWLANoLFipYqRxe9Iy19J11auLvJGxUtps9ZgMFqyJSOCzr7+xb+Rgkc2YO+SeiPrDI3gkDJD4kYp4vh+Uzz33XFtbW3l5+SWXXHLq1Kl5vvtcoM6CRAzjkQ+6HR8mTEQLdEIVALcJeAoGQx8WjjUlUEe9H2r+MR7JW2U0iQ4X6lyArxMf/GpXMCJiZCbqDYlhSJbsAI0FiwAAIiWfc6VJv/vGfnnnMKkpg6c3M0kJtZ6ZM0u5Z13UgWQY1t5xEsNoMjorjkUhZKJ5LnOlF12sdLd+qv3WDbXn5HJw3IKVD4l8b+T9fSMH0/2YqiD30uuy5o6oHPvN0aefPvk8pNECClHusorEeOrbkwq1GmaSrgBQuwgzBLl/ZU9gz3Bn9/SZvG46n8jxl7BrhDzwnqw4vgmQGQH+dPbEae/ZOW7dLHp7e+++++5HH310ZGRky5Yt99xzz7zdek7xlzh3DeZNpkFBuwt9eIKvx6Nw7IMplpMrxiOFpyAoFQlL2pz5wEJyEWqgXrB136QVD1dRme56KIkF65le/B+dmKXgqcuZGlWBn4gUczATLHIlw7B2jhBC0GQMkgvZKnfrKner5oJZhW45ms0UUKWTYKhnETTG7oE9hJDzqtdq6MQtrVswEJ7mPthq0DKWR0PjFlanmJKZMd3d/smwGBGxaGZMg/5hgPSyeoXYDY2Dq5IWLF3q+d8n8dO90MDATOxDFOehQS6JqIMhcutOScJwcJJc14AwIUMhMhzq9DCLamtyimkrHmfOnLn99tvXr18PAHfffff3v/99g4NlWf72t7+d/FhbW3vHHXcIghAKhXie3zd6cO9oRpvihbXrz/F0JD8+1/OnoeCI8v/FdeevqWzTHL9nZP/+sUMAUGep3rrses3ex0887Y35Mt1rrae9xXrhgRFxgz1eQVmQhf8+8hgAXNl0aatTW714R//uE9MZTXc1lqpblm3RbPxd13NTES2DcJsrbmu5KflRJrKIJRrRLDW7mrzS9/qpmdPqs6otnm3LblBvCYVCwWBQ/ev489kdU5GZu1boyKm8eGZ7r7//hiVXN9kzhvqJGPwiz4vBoKSzdzg0+mz3i+ot66vXbqhel/xIgPz08KPKb9bE8Pe3aRNEXu7b2T2T8rZjEajfHIZDfRgA6q21NzVfqznF+Bu0c7ZPr5wVHzg1c+aVvp3K/+W8/a4Vn0jukrEsEokGSik4FpMFAoSnOfXjdDRMvT8+9b23nsp0OwDY2nxdnXU2F2om6v3NyWeU/5vLF1+zaLPBuRooPwSE0BdWfybHp/pImLfhUDCos6s/MPTH0y8ZnLvEfdvzk+XB4KzBdv/YoT0j+zMdb2JM97fdqd7y9vC+g+Odyv9XNW1qcWYsIq4gEokIgsBkrmpZVlZGZfOPLWCClXXBbnLUf/Hc++hS+6SKrBAHAF0+cu9umQD88Hz6ouqU9iMAtwlBQqkhKkV39B3hqJnJKDFwxByclJ7vF7+5hlU/43JH+kjm20fFz4UQSicTSUvbPIdy+2L+M96zNs7a7FyiubsuHS9jzQBmyODXK8z8ZjxFl5Q3WTmL01RuYcvqbDVq8rd3nPzdHlnhc8PhAmfaaGj8zYF3K8sqNjVeWNgVsiJZFDwohIaCI1bWokllFTF8cqesuLHi4iOEDIeAp0umcJsLNm/evHnzZgCQZflb3/rWrbdmkdQJh8PJ/6PRKEmFwYmCLKgPiKki8GKpu5Ibk//nK/tCCFnpwO9PU+nKbVExVsDV0k/RvUhMTrl458Txt4b3rnQtv7zhYtUxQtpZ2u6n3zEmC76YfzAwrCYB6gsaj/94BCp4gjIMZFTSRkNqrqbuV46j4eTIaAQZHGAAhqKbbA3qU4TMs+XYVNcbQ+8sK19yddNlAPD4iaciUvTO1m3lqiDaKYHuDtJrrEY3TeuykGlXUAy9MbjHzPDqr1VzKeVvTBL43NwpkzGo4PQHKevQtdjxUS/KfYR1Z1emvT2+3l5ff3P54sX2Rs0xBnfMpTELiWCd8fYFheCS8kWKmkDWJZNClIkufd5qkfJRfhE+vl32i3BnM/XFlVryRyGqggcK4WMzJCrDRCQy7n+XB/ALEBT1LzgZhdtePV7HvnGhs/3KxZtyb8lM1DcennDy5Xq1d/K0YOXgK1pd1dbsWqxbNXIuMB6afO3sm8tcS+IEK4XrGDV3VWVrna26NvURn5f5be/wgZgkbKhbZ0zLnKbyZEqsml2NR+CW1+SYDLUmBDIMhQqcaYIk9PkG5ramckIvfyQ09kL3K8ucSzQE64vvyG+PkUoTsOJLZ8ZnJiNbZCDDYWJjP4BSz9u3b3/ggQeuvvrq73znOwaH0TT9gx/8QLNREAQAsNlsm22Xbl52afpZo6HxocBIjbXKZlXNcBqxLLuuenX3zBm7xWazaSc/xSKWZa9desVKd0v6NT93XhZXpmOMPNEv22yzYUcXNZ2/d/gAY2LS73XjymtvBK2JxRh/fe6n1R+jUvQnBx4BGqkvTvtplmUpllZvvHzpxf5YoN5WW8aag0Lo/77/K6BB06RQKGSz2VIeOzRiWKbcVp4yhgoYxLKsx+mxlWV8gIQFUmWW0zsev0CMYVl2RcXy65qv1D2AxIBlWQdvu3/Np3QP2Nb2cc2W/ZPkr96Uv35RxmU06zeY0sIgq8yWc6o7eJpXF6RnggzLsoillN7xHC8hmTWzNstsZycFYVp0fe3CL+Vei2aaeFmWbXI0bGu9QbOLCDAYGbZxVuWOL/ZsDwjBjy25PPnI2my7tCd4NiAEuTLOlsNT3ScAR4kep/6Rq2ytq2q1bhkNKCSGGFt1wsm4yXbRpqUXZb3v7OksYln2+uarWiu0xt2wL3Im2FddXmWz2SYj08+dfLHKUnlVw6ZYLJZpOuWIhUSwDo4ePusbuKX1hjjBUq15pRUlN0bSRfh631sili5uOD93yUQC8OldcpePrKlA/32RbgkUxFDQaIURL7zQjxGWk5l8J33y+jShK5nA7a9LYxHCy3l3/6yvX1FnsHBlUJwFK5cQpVV6S8jcASEk4FmOSFIcykZO3kZ7XYO9NiYLMXn2zSyvd9PO8WO+WGB1VVtWx2J6qQ0Jw607pcEQubgafaqZ+fe9MBIutBbhXMUgziI5kjiewZByr0e68C9OYjMDL32M+eSfwxHJPxGRhoJYwDAjgIjnz4JFCHnggQf27Nnz5JNPLl++fC5uUW3xVFs8mo3KS/OG2nWXNemvBIIsAgBXaB30Nhc6NkMwgWQchJKbGZMEAJCwLMgCT3N0odWWNFCs0TEpppirlY3KvWKp2bLq0eASXq2s11cuonRBwtL+kUOY4I316wFAkAUA4Kj4QImyKGBR4/E3lnFXGmAw1Mrd2XxiW1eWo5M+ImFgSuEmEbAAADzDpyd3K4MsJMbQZSoPiWFBmh1SvwgUQJUJTvvJ8pyVwJTLJkdVDY7iQPW1joUmZqJezWOQp7kAgCAJuSiuFF+Hu82Jjk6T6roCL6J0VtfYlpzYABCVon4hYOMNLYE5YyEFuWtMR+pFvbSi5FkbAgAApHvmTOf4MVHOYFnSw/cO4f/pwy4enr2CLtMjt8qKdaEHAODhk/jNERkAEDAxUtnj17HG/dN++dUhQoCKyjAZkfPvC4Ce/wvFF85cx1P53X2ohJw6p2HPGEmTZUcAwFCMieYNavxFxOhP9j/8yOHfJLfkGUAWnyHGFqwX+8m/HtJ+ZQ+8J+8aIbVl6KnNzDkVFBThIpyjGEQ1FPZGUHx01QRr/2RC4O1Cep0b1VooAOicxmeDBAAwgaF5TH/bvXv3888//8ILL9TW1gaDwaBuGMgcQHlkGzhQEqt+gYZ2OwsuHilDqoCn+eRlz/r6f3bw0ee7Xy7s4umgENVgr1tU3qB+MkhYggRT1AVLsRRCoixmfWFLjAYHAAjQW4N73x0+oN6lKNmKsvjj/b946NBjmtONI9wVdsJnHmqDBTgTyhioK0M9/tK82hvQnXj3E21TxkHNWccjxGOCVeUkL+UO9ahqwDMcQkjEkvKtCXpHKh8FnNMKWHwVo7biUjqMOktzkOhjAdPAAAvJgmVgpuJpzkTz8xNA3V7Z2mSvL2PL8g0q2j5EvnVAphD8ZhOzxJbpLAQAGzxgPgM7hkm3GTMAy53OF8dvPh3SsuHnzuLvH8YsBbVllByD3qDR5BsOjo6HJmusnqrEm2XSr5ouoBDPysx5Ms9RsZeCMRaBr+4lbjSbeqnmOkvKm7547n0Gp6ebuPKKwTIY2CR6/OSuXdLaipQLPnkG//AI5ih45gq62gwcongaAiIZCUONTnR+VhQm6JEHFA0UQoimLNVkFG7eIUdl+MJK6lPLKACot1AjQTgyLfcG4pxy0HC6lha7du3q6upyOp3JLXNdaBIAlMWJoWgDA1JWBpYVihpW8nmiWGiUpSKxKJZSb+zWFTdqtqyt7jg8fszAQIUQaq1YzlCMjLFx5fKEPY8DAJqiGYqRsCRiiaUY9UCxNIsASViWsaweW+MlXHc0fLHA4bGjFq5sXfVqNb3LHUoiZ2sp6hAbMABRFgCgpSIelx0nBHh2zMci4OZxmxMdnYGbFxvdZcA/dHj8aL2tdk1Vu8H0Q4BYihVkQZBFnuYUU5aG/CkfY2nBbbrQpb/Pd7/sjfquWbq5MgdF63Yn2jOe38/2wOjhycj0+bXrHLxdyPz9KrRbmX7xnv4vJFiaQCu1BeuGZR+bt2asqWpX/snLqnE2QG7fKckE/nkdfU1DxlOUJdxEk1sWUY/34JEIWcTCBVXUi+Oz9XN6Zs6cmOxm2EV3v7GEAPz7erpnhtp+BvoCRgans97+d4be21i/PkmwkoR1tadtqXOxVVVVpsOzapW7NfdJZsA/jk6cmI542ypbXWZn+t65gIThE69JYxFgGRASHlYDruON+l7u3Wmi+VpbdaOtvtrq0SPzhZCVTU0XxeRY+qISkmDrDtkrwPtThCQuenSG3LtbBoAfnU9f4Ik7vit4CEpwcIpcV5b3E3wedDEQgaCoiNEDJEyYMoFP7pT6g2RjFfrh+fG+11riqRu9QSciFIt8g+GMly05vv3tb6sTA+cHWU0mkIPfKisUpYCPN8U/qi1YiaVibuunKMtzLLOgLqh0/A0gE1nCEoWoZKYOT3MSlgRZAEIUqpoMQuAZPipFBSyaVT8uYwtWZZl7lbtFk0kdEkP7Rg7WWKvWVa+OOyjzJVhOODJNthlymhxhQHc0FizlO42pXITHJ3td6HQNv2j31BLjuwSE4MmpHgpRa6rajSk4T3OCLMTkGINoCcsIEJs6UTnFH52D8xcy0N/pqHcyPJXL6QDQ7kK/OJmfk6p7+sxgYHilu8XB2w1+a4mOxCDRncHA8FR0xooKea9VYyERrHxDrcZDkyenuj0Wd3pQW0mQuwUrIsHNr8lTMdjSSP3TWiMzTzL46f5W6vEeDECqzFBvoXgauv3xWgGT4emjkz1PDtgC4pLbllJfaqN+egRtB+gzNAkoy21KoFXCr2rlZqsQKqARTdN5xG0YcM3u6TOnvWdrbdXzRrC+tk/ePUrKECIAA8GEXDsAZOBHIhYVaYaemd5LGzdWWz3pOROfaL3R6/fmyDiTp6/2rNI94P435SPThIawIE4fHLfXW+Qz3onPvO0KSe5PL6M+n0h9oBDlNqG+EFYEDnLr/SzmQRfj/RnXfv91n1tbplQiV0yY39wvvzZMqs3w9GaaS0z2BgsFAG+OykF8rYsZqoAXBgt1fS4U8DR/c+sWYztwLiTMGO0u9Mc+tYtwNpqktM6OTDAzpksbN6prlBWG9NZyNBsSZxMz1aPE01xUisakmDr+dSIKKzM/Y1orlqUvBGo+qhgw8iZYLvTbnhK5CDPTnXpbLUMx5Xy8FI5yjNqC1R8YY8nxCtZyZDoL1+Pi7jAREt49JdxK70jFGiqylAh6pjX16GWFrgasIOUx/9uc6ISXyARyj+JPhCTOMifdeymmuPiYyCIABIVQUAhZ+f9NBEvjuGly1NMU7c5cP2cyMr1v5OBK9/K5Ilg5L2Cfe1s+OEmWOdDjm7LMjWT63kXVqLUcnfXhOgtiKardifZPkkNT5OJqRAD2TZDBELS70EMX0wCwopwCgL6gEbtPlKZWR7Ir20sAA66ZMBqRgBDEBNs465xW/P39afyjo5ijoMNJTflhIJTdgpVqpyIzUW9YjGi2eyxuTmRytAYZD+x/HcVPnMZ2FpZZh/3BHS+eadlc5/jBwffGQ+euraj8+YWzvJZGdKOtfM+UPWm8zAtzTbB6A+Tu3TRH1VVZ2InwFAAghJ7txf9+GLMUPLWZqVVZ3TwmxFAgSwAANy6m3zoLY2EsfHgVvvIGAeKN+kRZ8ljiNhKGohc7Go3PMlhTc0S7E333/dlxTHER4lmP29yBoZjzataqt4iy2OvrV8RHcr+OYj8ISmqCFV+/lceLuiM8w0FMu7SPRUh1nnVy1MNVZ6vevOiSClN+74HtLnR0ppB5/NLp17qmu69deuVy11Jly9aW62NyjKe57ukzo6HxFe7lydXt3Jo1Kc2O++Zmuz8VFU00LLJygyESlkA3wDd+Lj1rdqq31QJAtVWbnKEg4TgTGESDHvVUs/msGIuQVU7ts0jhiFxu89/KgseMzvjzqOetpoAX1q+PSlFdC5Y6pi2ZSaDmrwXjwxI0kws0BKvZuWRT44UNmYscz3VgUI4umJ8dx7/uxhYGnruCdmSbSA7e1uFZtcjRgADubaEQkLoyBADnuGfFsQjB/UFCAD10EW1hAABqLRRPg18gBgHReloMJcsMIISYaN6kl02Z/NaeOvHHhw497ov5i79dJhyZJve9KQPAf11A37SIAoDBBOnkGb7Ds6rFFQ9i2K+iLGpLFSFkZ99bTxx/DooYGYOB3T1KvrZPRgC/vJS+tJoGgLNBmQDpCxIA9MgltFn1ZLRyls+uvWNYuuZgYQRrLoXHIhJs3SFPx2A0AsPhuFrMSATu2S0TgB+spy9OFXijKaqCBwQYAK6opR0cLwJ7wreQnj/GkLD8yOHf/u74s3q7pGe7XlSqCGjw+XPuuX/NXTQqPMuvtRydDZJYIlmCo3kESJmBxQd4FQa/EHy+++XtvbvyOkuQRUxgODy7/iXND+k0NL72p4ZXj+UvFM6r2EZlmXttVXujoz6vKzTb0UiYhPSkTY2BEJKwrOaIDEVb2DKGYnpmzuwdPjAemtA98cTUqT1D79k5m9M0W9vZF4uaaDAz7DI7OuE1elyoXbrNzsWbGi9UaJbOkYnxV8Y5/TWgjDXbeRtL52SmGY9qXYSKhhZCKPcp2u7KT89dubISwbauevWF9Rt0XzjVYzJLsPJJX8uEhWTBytfmMtcxKLkU13t3nHz5XRkAHrmEbkvj7+moLHNfldCyunsZ9eMjUGkGClFxgjVFAGA4hAMi2Fh0XmX8ghQgNw9TIjk4CbUZ3pn11ESV7SVAGWvOFDauKpVTSLWZ3OEVYOsOOSTBnc3U51ZQfz5LAcBQgnHaOGtyYP/zCH57jDx3hc6qRoAkh6TgkUmIQ2m3j0bgkzslEcPXV1NbF1FTIXgBoD8AAyEclqCcRWsqtDNkmQM5OBgIkQKKrM0pwfr8O/KhRLGBg5PQYCIihgePkoAIty2l/q5N+y0jgEoTggBwFGxZVPunoXvf68GdvtimuWjcBwGWYihESVjSRF4DAE3RZ739gC+Cw6AAACAASURBVAATonkcmRiT7mtJPveFJTZ00kdWuxAAOHjbVzZ8XtlVfIBXYUjEfuV3XwLEzFZM+WarASfZT2WZ++oll6t1oXTDq8ejeRMsllLi5SUCpDBbL42gpRwdnyHJp3GOMDD/sCral46IGBWx1OZc3KGKQPALQjVDeJpTKMg6d8bGxFUzpOzmmeT4MzILep7E82rWaoyXBhiLEE+qfVHEIgHCIjb3kW93wpEZuGlRjofnKhHCq2LaktGEQm6uT2MspDfI3CvLxjE34gEiFqNyDBOcNex5NAI375AFDH/fTt26JO+hdpvg6+2UmeanItNe/zN26tTbY4QAHJ4hALDaRScT8CmE3CYEQJIFdtKRzm/yHs+CoNIsncOkNkzgrl1Sj5+sc8fdpi3lFIXQaISOpL5cvjFCvrV/ont8+ztD+xLnphR7xqlx8QVASaZTEuuSEDBsfVUaCcOVdehfzqUBYIWTBoD+oHx4igDAGreO+xgBKAvn22N5N8bB21tczbXW6sJ6YYCfHMe/OoWtLNzQRAHAwSlCCHl/igyFUYcLPXyxDnNFiHKbAAHe4EFWFs6pQABweGYhPX+ygsuwLiJAHM0SQkryyE5He4Y6uAZBJwXjvZH3Hzr0+KGxo8pHTPCLPdt3nN2td1/temws01Bt8Vy06NZhaTYcXlnRBVkoY83tlSuWOWfDt+NBSGptboCJCKnMs5YwQohnOEJIjn4uXbQ7C6lDnIij0jGT6HKvl8/sfLTzd2OhCV23ckCImWhgEdvmRMZKDbkHTlVbqlpczVbWUhJT6ERE+4pYgH88a+80SAhcZeksSzF1tpp6W41iVFM2fmAES5bl1tYU0dU33nhjzZo1NpttzZo1u3fvznRikTCwuBwc7Xyh+5WhwIh6o27V3uLxfPcrP9n/cJ9vwNiCJWK49TVpOEw21aDvn1egC+Dz7fVfPPe+9soVFJmoMoVP+8mbo6RzCgPA6orZ+1Zbqi5ZdJWXrMkrWCdJfYYCI53jx6YiM8ldE+HJXf1vHxk/Xliz1UjSuDk1KH7nEH6xn1Tw8OwVtIkGAFhaXsNbPzsgXqd+9il18QgWYmLP8alBvSsRRZ8TirBg9QYtdt5OATURnky6RL+0R94zTpqs6InLGYVJVZspMwNhmewakQFgbYX+RNrSRAHAL0/l3Zxqq2fLsqvXVa8utB/6eHuM/P27MgJ49BL69qUIAA5MknbPitPSPRPyBf+xQV/grcW19OL6c0Ri21xLQcLlfdj7kSJYajUdDTJxr5JAEWBM3y5kIDrFQMSiL+YPi+HkLU5OdZ+cTClxGNdzUt33ncF9P9z3s33D7xtffCwCaqEjPnOSWoIlzFKQmRiUMWDK/KDNRO94VdB3YWjL02+lgM2scaDLvQKx4HRkJixGNJqrCoKSaKYJx3DtrmwEK42bZsK5NWu2LLu63l5r52xrqtoWlzdlPcUAoxFSnZrjmcgqyOMFIGvvNEjXs9AFQui2lVtvbt2CEGqpaG6010PO+l7GyPsB9+Mf/3jjxo1dXV3qjXfeeec3v/nN6enpb3zjG3feeWemc4vENUuv+OqGL+gKgo+Gxrqme3yxgHrjHLlIkkFFNdaqaosnE4H7h33y7lFSb0FPXs4UrfOLEMBV9QAAvziJlZhKtYSSlbN8rHFZBFcZBOukW7Cayxd/8dz7Prbk8uOTXdt7dw0GhpO7piPe/SOHzvoHimy3GnMXc/3nAfL/HpRpBE9czjRZZ6+v9qsCQEyGba/JYxEggABmS9BoLFgkoTBOSFynlBDSOX7s+HTKnM+E417y711XXrLoTqfJ8esjT/7qyO8B4Fen8M9PYBMNz15BVySeJwghNw9ASG+AJFubjk8vozgK/jyAC1YcLSFGwrDtNUnE8JV2attiqr1cslKnj0z0ewX60BTH08xFVfq9aKtccVvrRppxcuIffnP06XYnRgDHfJT0EYpz1xCCych0z0yvwrDVsSAlR7sLdAUYi4+gT0fcqpRYe5RbMDQzFpqISlFlo5Cmd0AhCudgwBuPkMkojCYUaC1smYO3M3r1VdMtE8YaDQDww70///F7v0g32LOq+JvC0J6nWUWBER2ndCxYydmlK5cVFgUTDTzNZ5oMSdCIZigGEyziXAPHPBb3FYsuXVOlLVWeO2IyRCQo5zUb83YltzjQQIhEco54S9ezyIqV7pYVFcsg5+B9Y+Qdg9XR0bF06dItW1Lqrtvtdp/PFwwGA4GA1ZpdY97r9Sb/p2naYrHgBHJviSiLJPH1EAKEEIxl9RUwkQkhQFBel80OAoQQGcu3tMTrN6Vf/4kz5MdHMU/DU5chN1/s/REAIWRzNfl5NzxxGrsQbuChwUKpr7vEBg4OBkPklFdutiOlVeoDkqUrkxsRIA6xoLAKZYeaW8Q3FDt0CBAhRJIljLGmASXBaT+5cxfGBP71XGpzzayDDwDOqYBfAeyfwLgFAOCJ0+TdcbLIhja4qIPDMBiK907GOCk7iTHGQAghF9ZvcJocWMYIIUzwK2del0RpdVWbceP9Imx9FQdFODCJF1mU6Qf7x+XPvY0B4GcbqbUuVQsxcZsAggQIsXNQbdafqBUc3NCInjlLHu3C31j9QYrlixg+sROPhOGyGvjuOoQxdvP+JvbVoOB6oqcRE7jAAzyVcYQogAsqgYPxkaBsY/BfL8ceVoxKTKaMp6yV6j9s0EReHxk/fmD08KWNG8+rWZsuvV1CtDvRkWmd7VcuujQohhy8Q2dfodB4r5SlKyiEHj/61HXNV66oWA5Jy4SKARjYotQYiwAAJMuhbKhdt6F2ne6RK9zLq62eSnOF+lwDlVFF9JUATo8BTfRImIxMI4By3pFvZaF2FxTgIuRU4pYAEBYje4cPlJsca6vaNcM1E/U+cvi3SqtEWUjX6xIxiFjgKeAotsaCIpK+JoLq1qwiMCbKIkezuhS2tBiPkkqz1tRRgIwIQ0GzHZ3wkkyvoxok9SyiUjQqxcrYslz4HJfZe5sv8h7Zyy67LH3jr3/96/POO+/+++8HgPfee8/4CrIsNzQ0JD+2t7f/4Q9/EEUxGAzmtfTuGNx9JtB3Rf0lS2xNoWAoGo1Oz0xPkNnMi+mZmWg0Ggj4Jyb00zEKQzAYjEaj09PTE5I+lTzup//qLTsA+pdVoSUoVvzN/f5ANBrlBe+lleLr4yyioMoke73eCSrl0tdUWX4/wP/kUOibKyIAMDU1BapVKhgIxqIxv88/gbQN8vm80WjUp9rlDXij0ajfX4KhC/j90Wh0xusNR8JRKTo1ORVmQkVeM4mIjG56yz4To6+tEe+pCWgau5hiAOzvjUkTEz4A+NMZKwB3b2OIhdBBgD6fqPRuOjwVjUYJAYTA6/MGI8FoNGoRTS7WMTk5CQASlqLRqCzKk5OTJlPG5xYB+Mx7ti4fCwBvDYQvLvNGo9EIIlt3SFGZ+vSi2LXlIXULZ0JeOyUiQhDgak72ebVfjYTllwZeI0Buqb7+mbO2h09I99Z457LyTRZ882jZW6OmWhP+SYd/ZgoDgE/wOzkcjOD/7JQAqPMdkYkJowo49zRwfTMRTPDkxMTXF0nRaDQ048g0G1wuF8vOd4B2MdBEXsdzr2gOZsWHUhjGaHC8Z6a3zlZdpPOlyYb8ApmJgTPVQpCXSkKO0MRfqw0/Sa4Qz71X+bASCf9ZTAITUcJS0DlNrshWb85tdmkEeiaiRgFYBnpjTlN5TIpRFPWHrj/5Yv57V9+RrGecI2rLECZ5l4LhmRTLWVAMHRg9rGQyJuoApgQDyVhWNqr17hVMREkZLSAUNzcoce6X1WQcjSZ7gyALmOBfHHoMCPz9+s/NUSpMEuMR8KQ9OG28dV316nxHu8OFOqdzJVhljLna4innHV3Tp1/t3dXhWZVMdTJAwoJYgteh0lDXBx544Gtf+9qXvvSlH/3oR//4j/+4Y8cOg4Npmg4EApqNgiCYzeaKigrdU3Rh89vMkrnCVVHlqnKE7OaY2elyVVVWJQ8YwCNmv9lZ7qyqqjK4Tr5w+B1madJV4apy6VzWK8BfvSGFZfKZ5dQ/rM9v6gDASHDst8eeqbPV3LZya3KjU3Kag2ZHuePz7abXX5NFYu+oWryourHKmdKAv11Lfj8gPT1k/s9L7CwFAFBZWZkkWDdWXXcjXKd7U3vIYRbMFarRC3Bh85TZZrflOHRBIfR631tWzpJe1LZGqPGhYJXbYwqaQULVVVVFpk2pcdcu+ZgftzjQE1eV2VmtKNxlFUC/I3YF6HJ31VhoqHvq0Xqm9sbWrd6o8MgpmBAopXdMhF2HV78xNNNQ5nc7K4JU2EzMlZWVVdZ430VZNPebMSN7PB6zOeND9HuH8UujMo1AJnAybPZ4WNOA+aVBbiBMne9Bv7jcylEpjDzqF2rtPIwRANLoYFwuV5UnZbRFWfT2+1mKuXeV6+vHpN4AdUz2ZF175gi/6cGP9Mo8DX+4mltZWals5KOmqjJ6MErOhigA+PhyW5VHW6dWjTuq4Ef7TJiQA6EjPHDnVa5Rl69Z6NAYHtQiirrZTEPBkXeH959T3VEkwUIAq5zo6AxRpDEOjnYOBUbOq1mbSd+oGGgcW+q3/CRXSI/ByjHWeCwC6yt14pkmI9OSLJWbHabM8TqjEajOrAppUCblY0suVx9TWE6AEoaVVzFjXkNVVYHkmkFWTxtBFpTtr5zZKRP8hXWfQYBGw9jEVLrNYcUWpcTkGRCs65qvBICoHCOEmBi+YHYlyOILPa8ggK0t1xsfqcs+3WZXpiLoBmhzomM5R7zVWKvubNsGAO+NvA85W8vsvK3ZuaScMXqU5YjSGOH37t375S9/uaam5oEHHti7d29JrpkV6qBpXeUhnuYcvN1cuuVcQXqhOlWT4M7X47lsP72wcG0bTaBA8o43NFEeM/hw29+dc0OzKqdGwQUetMqJRiPwYn9+Prj08CxV6l9OiMqxrumePp9OzNbFDeffv+au1opliW+nZPzgwWP4Nz3YxsJzV9J2PUuHhYGVTiRg2DVCTvvlsARWllrlRM12xFAwEyMzMQCACrPr2qVXdgs3f3zFvRvr12vK6kEyesxQYGL7EPk/+2UKgZJD9/4UkQkZi0BfEFWa4BmVpnkSiCAbCxaWIERqy1B6MF/8WwCgEHxmOQUAD3V9MCFLh6fJX78lA8CDF9DrVenoCCG3KZ6u6+DAIDk8fnwidaBrqqfPr5tksIChsdOoRRR1U7cSxX1LECOl1gcaCox0TffMkeCchkSqOVPy//QgobgBz9Dn8ubAnsGp5y5wD6fHM+0ZfO83x54+6zUKCZ2IEAOnWC51BosJWWvPkGdgAD7VRai+u3aQVdMmJgsKFQuJ4agUFWUJAMajlMN+0yeaPx5vTG5B90LR049CVK+3r8+X/Yc8FsmPfRqgvaCSz+mk3wAVZueNy6/ZUHNO3o1LQ7EEa9euXQDQ0dHxyCOPBIPBxx57bPXqEmctZYJ6wdYlPe2elfevuSuTF78IZExn/Jf38Z8GiNs0m8uWLzQdGQ6OvtD9yompbuWOHAWfXkatKEe1qZXpolKszzcwFhq/r4UCgIeLXobP+OG4l+CcE+lykQRTrlWqLMK3RslX9sZz2VbqVVoNieFXel+/zL0HAB7qwu+MYQBYbkcIgKGoCh4A8PuJ+HeZwK4RHE8RIAAAUXn2UlnzH5OFJr99Dn33cqrOgnwCnAng4RABQJ9YQtVZdM6ttdXcv+auRtcVNY5N/7TxC+2elZoD1Doa9yxHDAX/cxZPRHMdovfHOh/c/9DugT25npABMzHY+qocluC+Fur+1pSvGCHkNiEEpAwNXejcNxjIuASKshiVYxKWZsPd5lgfZP7BpeajJfgTCxkS7xUGVpIgdHX6OpfqeyotNExRuYuSuaJrjEmclb1J4+GpiDh6rls+7iVy6oMnHnVkOFBjETBYwrMKDUhYxgQzFFOY6Gtb/qu+lbNc2rjx/Lr48qROqeMZ3spZktWHlMYnB1kZ58THGACMp9KXHLUM4jHmmUd1Mjz10wOP/O7Ys2IGZqwUMpeJLBNZ94AkxvPXgM2ENifoRhwaI2tA/bvD+x869Hjn+LGAECyJxKiCYl2El112GSHk0Ucfvffee//t3/5NYVolaVk6Tk719PsHWxNZlInaL8oTv4SqmVmQST7qTwPkn9+XaQRPXJaSy5YnUjoSiAW7pnuU/5Vl/t4WKiprbz0dnXn65PO11uq7lt389ffkVwbJQIhkfWx7o77O8ePlJrvGguUT4Et7SBMHuY9nLopjNy6/lhDMUCWIqhkJwyd2SiKGf+igblmsz+oEWTwyfnxJmYOhzn+hD48FMAAsL6cBAAFym9BAGA5Okctr4xL5MzE4MEk+3gTXLN0ckaQ/D5X/1WxwsJGCV0qhyTUUALRb90Fs7M2hjqEwIYA21+qfyFC0g7evq5QzZ9LN2hHrLOiaeuqFfvxYN/5Ke07vRYRATBaknHOFdIEJ3LFLOhMg51WiBzdq1x4KKAcHHI1NeKSSfX84yC5yNOhe59Wzbxyf7Lo64Y6BbKpICxEdnpXLXUtsnE35mKAFPABUWzytFcs05TgLK36ni3YXeqo3Po3ioWBzE1CvdRHKAgCUseaQGE7mSF7XfGVMFrh0gmXoIhRkISLBEgdXlVYOJZeBGo/qRPkkkdU6VZg4ahLtTvRonq+1PM2pVToFVQPsnO2za+9WtW12kAVZWF+7NixGjk92+WKBmCzY0iTsFQsWyeYsUL8A6IKm6IgUNUmRZ7teHPQP377q5nRRPY5iI1iOSYJxMcrxKKnJv1y9LhqsKCyRqRhU5OPLzTqFYpLgi/mHg2Pbe3c5TeX3rr6j+KZCwRas5Guo8k9ra+vbb78dCATefvttjURWCTESHO0cPzaRKL6tVmEwcNuVHMpyKGLpl52/+92xeGWMHj+583UJE/juuXQxUTKajqgXIYUGtTiQwfpawcNNiyiZwKNd2YciIIb2DB88MXlKTSAIwKffkM+GYCKakpFnjHS3Wjoa7XVNjobiLVgihm2vSSNh2FyLvpdZYEy5URlDrm+gBAzvT2EAaC2Pzxa3CQBIUtVi5zCBRCWiCrOrP1y5a3CszzegBJYaW7CShSYf2xSXfq03T5Whwf0T4bEIIECbaoyG5ZwKpEhDZepCcg7c14IgH/NkSaTz/5+D8ksDRPFyphtlEUIIwGMiCEFdGQKS8ctNfy3J3QG9UODg7VUWz6zhQSVD1VLRfH3zVc3OxerjE2tqiVyE0/EBVSidN+rrmTkzEhwv/uJqaILJFIJl46zqjQzFWNgyVpWblosMWFQWIjLUmPmOhG5qVIo+2/Xi/5z6c1wMQuXMkonc5xs4PXM2ucVYpiFrfFWRmmFtLnTcS3J+XuogkzorJMhBcpDXVnVcWL/BwlogYdzSBPiXc1DOobOBLK3RlXtQI/mtKVSMQTrmmER6bBZzqW6Qe2FAir0wT4ds1s4q5DsgBKGk5TsXUiK05hmt1lVK1mOZh2b89jQERcAET0VmFLYXkuDmHbJXgK2LqK+tLmpINR1RlnanydHhWVWTeHtIN4+pR0Zx4jx6Kjs72j9BOqcJSSUQ/3oI/7EPA0F+ASLFPDDmDH//rvz2GGlUKXbqIjmS98W9WsTOQQVPAQBLsW3uhiipSuqyvjaMQaWY9dow6Znc/vTJ56NyDAwVvNSFJssTv8oGKwKAVwYlTKC6DDkN37TWVyJN2T411IT72gaqtgyd9JK3RnP6Xor/ObzQj797CDMU/P5yplHPKKuMSZUZnBxx8kBlTnFUdny0CZYGWXUUC0hTz4QKHswMDIZI8oL9/qH/OfXS77uKdRBrwFLseTVrN9TGw1OsnKXOVlNlqQRD3aBcqgIHBIFBYOO4NiccnQEAQIjq9fb1+4eU9fuUb9bWIsri0yeff+n0bDaVcRJf1qpBMSkLAzOGnYUKHvVm4zQGMAjDV3ZVWSrXVnUk5ezVYqRjEahO7XubC7KGYcU91JmnX9LlbeCizdFcqhuDFZOF3LW41Ghz5q3smrWzylfvjwWMD8sXC6kWoca6o6YFLrOzydGgcPw5xSNd+PmhlZdtaKyzupJ3v/9NuXOarChHv7rUYMXPCZpofaVedY21OpfkUgWbalCzHfX4ya4J7lZVFtH+kUPTUW+HZ2W1xQMAw2HypT1kuQkwwUkC8fIg+dYBmUJQzrMx2ekVc02jmOs6g0k83oN/chybaHhmM21cmy8Zp/+xelRvQd4wqStTDC5g5SyfX/PxfzwsTviJTwCehrfGCACMhGEkDDVl8NownoqBhOMkIJNi7Z5EocmHL04pNNlopQAgImMLBU3WLGOyyGY0ZRCigMiEYEA0Q8E9y9F3D5GHuvBF1dkjRQhR+9DzRrePfGqXjAn823n05Rm8nMr8rzSTdhrAUEUWpVmwNKWEPmLAhIhYRIAMSuFmfavOC4oaVoMlvi4GhSAADIS4sASZlMYKAELo0saNyY9rqzrWVnWMhsYPjx8zWGVpit686GKWYg1K/nljgpkBpZreM70EADiaRYBELBKCRQyHp7mLEroTyqAJWCCEKD9M4zBqA/vQcHD0jf534gysiHg4ReFzqb3AFcCghcouj6Vytar4YFzxVRIgbr1L+Zkrk2FLhrq0R8aPvzP0nhI8YEAmkuU1I2Ik05E56uDrxmA93/1yn2/gltYbMsUVZEK7Ex3O2YL1QvcrE5GpkBACw4h+hXwrv5oSavMuJAtWWqDVrGNrtWfVttYblruWzunt35sgX3xHjpLKwehSO28FAISo/zqKnziNbSw8dwVtKzq+SOsi1FsjX+9766FDj/fM9M6epSp+hwDubaEA4Lf9KQ/u4eBo5/gxhaELGLa9Jo9HYTJKAODjy6756oYvMOziO16XMIF/XkdvWVTdJ96KmUuL7Q/AkYkTT598/mQ8Tr8oHJqK57L9ZCOdtbRq0oJFI/jMcgSI1FlmGQBLwQYPwgSeO4uf7TlVhx5uYp+soV/9Q8/hsATvjhNCqKlY3Aika8EajcC21+KFJj+5NOULcvGUmQGJmAekrTctv7KYLmssmve2UBSCZ3qxN4cAm2Kk80MSbN0hewXYtpj6aofBUwIBgMcEHa7Z1uqCSvDdDs+qle7l8FG3YAmyQAhRKILBMVA6f0SyikhcNR5LABAQ2RPeOR9nPgcP4NqqjrbKFZlGgxDiFwQzAzzDJzui0FNCiIilqISOe2dfKhAglmYxIRKRACAigYDBnnkgm8sXX7V4k64choTlocDIZHgKikupyyT3miMS6lY6bDtdGR9SUxkmgycPDT95ePLYbGMMg+4JkIAQjEhRyDb91HNJ900gznSzuQjHIiTdvlhwicO8Cub4BP90ZCZrEF5KT2n+qZN//NnhX05Fi/hGAeAjY8HSxZGJEyenutsrV7RWLCv+7pNRuOU1WUkuOzhFlLsPh9F/HJYRwK8upVv1ctnyRwqJ1LWdhMSwL+ZXBy8r+5ML1t3LqW8dkLePsWMRqLHEN6qH68vvyu+MERNFhSTwCxiUSO0d8nQMPt5EfWMN9fBJDAC5VzY0sGB5o74+30CjvS7HS2XCdAy27pAjEtzfSikM0hhqpYnPtFD/XyepTViwFNyznHpjRH64C68rlxFIJjTDUTOdk9yboyQmA7BoMhr/lm2c9asbvqAuP6AUmhwK6ReaRIDcJjgTo4DyXN+UkXSHxcjRyRNljFkmeCw0saaqzVPmNugFACy2oc216NUh8tse/IWVWQahmFJR970pH50hK8vRo5cYGWV5mvviufdJMrzat//0tPG9EAAwFH3V4k1hMXJ88tRHL8hdDRPD/82594uGb/ZZ/VZ5od2FXh2aJVgKgjLfOU2yymcUCTtvu23lVuMwZ2OIWAxL2MxwCNByOyjlUMwM8DSvMA+RsEdmUk7hKFaUxZgksByrBCEZdNJjcXss2h9X/Dq0WhC1GAsW+sPZ/KZ0SAwHhVC5ycHTnJkxZRIV6vCsqrfVKn7YJNS+Ob8QEsSpqDzrsGh3oe8fzmghTsk/MLTWcDSn8DCWYnTJcS4WLAIwFQN3mgxswfO/3YWO5RDFn2ihVi5EF2puzdGsjGVRFovPFFlIFizN2/zG+vXXLL3CQAd2Jurt8w34Y1pR0wIgE/jkTqk/SFY540lnBIiE4cV+ImJ4YDW1dVFpRlI3yD1tZmuT2jSOxWozXN9IiRh+3U3Sz3qsG//sODbR0GgBABgKEwD4+n75/Smy3IF+fSmNklX8ciZYBll2So9kgrume05Nn87xghpgAne8LvUGyPpK9OAFOeVRq2dLkxXd2YxMdMpIbltMOTh4Z4z8eZAAQLOdAoD+kPz8mVMO6jgCaTIKkIEEfC1RaPL3eoUmEUKVJoSAXOBB5syvMGExvLt/z/7Rw73e/s7xY3494aJWV3OHZ5WauOSuxFFwde0fHcW/P43tLDx3JW01fPohhEw0b+V4Jc4sqwVL3aT5SUmZT0hYPjJxIlkinac5K2cxON7CllnYsoLjfjRISjGpLQ2+GFtAHeJ8QSO6zlajPIoFWdjV/7ai65g7BFmMSGBlWABgKFhmR4rhLcl4BMwdmU6ZMerw6vQgpNyh3MLGWe9s25YUTSgAOapPqfHymZ2PH31q0D8MAJc1XXT/mrsWl8e9eu8M7Xvy+B+GAiMA0GivX1PVrgxvVIp5o76YLCRMRwIBUIx/rCoIvdWBzgSIkOEhoXS52uLZsuzqdD3F9CMhMzVhczBeTkXBxkK6EGDByq7lHNg51B/MabSVLlxUv+GW1hsMRDHV3mGe5rjcXJ9ZsZAsWBoakdUoUsJiz994T35tmFSbYfs1dMez0lgEhkN4NAJBCbU50XfOLVxTVAMzY7pq8abkbNZdI9M3pmtU3NdC/eEsfrSbPLAmJb74lA999m0ZAH56IX1ogn65J17z+NleNUuiYQAAIABJREFUAgC/vpR2cAAAbU7EUdDlIyEJLDnMEZ7mmhwN6QYYSCy6MpZe6H6FoZjC3LjfPii/PEgqTfDMFTSf22BrVvFvnlM1HtpUrqrLVsbA7Uupn5/AExG5hoGOCvqUD/cFiDfyjocOEqAnokRXq+mJ0/i/jmKOgqc307pxtQiQmwcAsrnOkHYnDI8GKmJqXQMFNy6iKk3yoSmyf5Kcm8UyYaQukQlvjJCv7ZMRwK830S2OXM/N+ltT810K0Y32OoQX0ttdLpCw+MqZnSaaT5c0C4uRRw//lqKoz5/zmeRGRWO6VFjpRN1+ImIoY8wNtlpvzB8QgjMiW0Ad4mIQkaL7Rw7ZeZtagyArYrIQkcHKxddaxcN1jhslyWIUs14BhkKkPiEppzbhjBUhs6Qs8BKWlODUgtHiQH1BEpUhdwXEuPkH67CTyfD0QGA4IGjrSPX5Bl7oeaXF1by2up1q2FBnrZmJgYkWaJRa/JGGRVbU5SXtLj2zE8MDAIWoFldzLi2EzASrxloVlaLlJqN6l+NR/QRPoRhlVxccmYamHIKulZZbOItxpJfaeMnRXC7KbblgIT3j0mmEMYqJQVHj2V78g07MUvDUZqa2DK11IwA4NI2HwwQIurYBFRvZrgJHcx2eVUmfJomHVaV8TekEKz0H/up6VGvC3T7yxsistzEqw5f2kogEf91KfWY5pfz2hsPkpJcMhojHDBs88WvyNKxyIpnA4amcxttT5t7WeoM6+lUFBAASlqFQsvt8H/7u+5ih4MnNTIOeYqc+UMp8qbaUd3hWNTrq1YckZTM9ZvCYKY6CaQGPRQiNACHKK0AsTT+vc5rc/6YMAD++gD7fo98YCiG3CQGQTApY8QYCAACGuKBrupK7LjgKPrWMAoCHTmYxYhVgwRoMkVt3ShKGr6+hbmzK4+GQ470UHsbR7CdW3Lhl6VW5X39BQB15rdnF0WxUjpWkulkmmGiot6BuP7HztltX3tTkaACAGYEvOcESsaQIMunuLSwdj6NZRK9scMTfvpJSmcrqeOXiTU7b1QApCpNxyVMlyjvDEp4L+BJV9mUpWGJDJ/OJeDOQB4uHBKUOMgESFEMAwDFcva32/NpzG+x14xHi4HQUrQy0T3UrY+q3MEHaMjlPV7lbrm++arEjQzg9AGRI8MQEi1hCgHTVH7KizZmrsiufW2fVM5ZPEKzCkhzVWFAES68ejgFw3DBQFP054SX37JYJwH9soJV0+g6nvwwN7h/3DYUIIJTFSlEcbJy1ydEwGhr7j70/VeUkp7kI01QqaAS3N8VAtQwTIO+Ok6EgbPCgH19AA0C7iwaA0TBWVKAur01Jso97CXMjWAagqVnyVwDZPeUjn3pDJgDfO482qK6lc1+gqq2eeltt+q6YLDx06PHHjjy5tgKtcyMEuK4MMYiqMAEiBIBUmcHFUZjA0ZkUhuUT0c075JAE9yynPrsi4/eOEGVlod6SxcJExeczyUmnVQXFS/j70zhouCgscTZd0niBosqbC2IybHtNHovAVXXon9flZ5Q1M7yDt/N0Rgt8vLMf6bgrBIilmGTktRoMxSia10Xqvhqjw4U6Ez9YZUWZjrF+EXJX/88Fu/re+vnBXx6fPAUADx/+za+PPKn+WjOl9IfE8GhoPJhmklFg46wx5tK1VeuVj5qAfZ7mfFJ5GQOdKrKYIEZKGl3hMks0omlEy1hWXgKLQVLBK0dwmS1YCQdoyq7Hjjz1et9bkMqlJqJgY3RUNNsz67nrVsbURVtla3vlCoCicl0nIjp1uJPCY4Ut0LnHueciEQIJ3VfFD8vTfOJl6X+Ti9DGWaotHkVgTYNDY0ffG3l/TVWb2i6tLFvFKFv6Rdi6Qw6IcEcz9ber4guqmz5RxxzcM7xyMgoUQhdVzWEAabNzSbNzyfHJrpHgWHI2pUeU23nb/Wvu0sSY39YQ+9Ep83Nn8XSMdvEgEzIQIoDQwxfHvWzL7DSi7JOxsidPHfTQvgsrzwGIK037Yn4r3lnNcAcmry66E0jV5vzGKijC1h2yT4BPLKFylC9PgqXZO1dldMH4Yn7lh3dfC/WPe6CuDFGIcptQd5AAkDoLCkj0dAyOTJMrEvwEE7jnLaQUmvyZYaHJaotHlMXbaO7UdJeVs2SiOElanK+pqbUcXVyN3hwlT57BBvH+tdbqdOVlA/zdHvndcbLIhn5nKDCmi4316zfWrzc4YJW7pdrqqTTnUc19IYKjORFLSuS1ZhdPc2EcickCQ83VU1etDxSTBRGDDNw6Nzo6Y1T6N18k135RFr1RH0PR6hcnZU1KN3jsHT5wcLTzsqaL1lXr11Ibi5CqhNaAInkAKq3LsQhcXJ0S5BS3TEiKi5AY27aHg6MsxVSYK3R/ZTzDhcVITI4xVOZ60TmgLc8wrHjNQT0LlkKhNNwrSVvVdGc0QuysAABsqgWr3QUPndRvTKLeUXb/V7NzSbWlqsFeZ2YKz2AY1YuQK1IXo92J/j1zFL8audTBBACaoi9t3LiiYrlfCFRbPDNRL+Rm5DPGQrJgrXS33Nm27Zzqjv+fvTcPj+Mq08W/U9V7t3pTq7VLlrXaUstLHMdL4thZgZAEEgwkBAiTZJZMBpg781zuHX7A3PvcmWdmYAaYIUxIAgGyASYJJJAQx87iLHZsx5sky7Jky5KsrVvqfaleqs7vj2q1qrurqqv3VqL3H8tdyzl16lSdt77l/dI3RZiIJ+wNRZO+1Hj9a9KBAe59iz7nxhvM6NGrlxdUVulk2KNwMf1NVZ0F1JgRQprCKkByZA2BCINSnyID1qhmbmwEioYnRxkAmAsyoRhY1URCsalabaw1fWGa/uRF97iBOHulJZQ4NsrEFHhaCU7pce7CnV8mWFnFA2GA+96mh1y414R+ek0B3bBJvua7OwijkrGqgUCERQUIYQDcqEHsu37ARQOAL+LfP/7m//5g8E8zhJRCkxtr+27tvPkLnYaXLxx4e+qI0G6J24oRBgAkLIOejkIVnUzgZ+eZn5xj1DJ47noyqxoUb08dPjR5OKPmgkVT3W3uIAnye+8//NipJ/PqawVjiRCEx92ThyYPT/lmUjYVsMxZOmxmSKTahWPhEA1mpTKrnHYpiK/9dGSJSykBYMIzdWp+wBP2ClWwzlgthyuV1KxFoRg4KGjQ1a6r7jKq9PMhfH0Dwb0Q7sKZsdTdb8+99IuBXwvV1Fuqu5zvaipiNBJpl9eSpFgaLgYzM/45dr1PGK64/NUeAg3Bo3dgM6OUvEvOyeUIoSgTk2JR1im06y3diej7HMArsp+nsus6o1gUPxcSLVgsrFpLh6lNp9AWyoK1kghWCmb8c5e9M/HgHj4l9zyD3P/lNPPCJcakhOdvJLksql5LKghgsNxB77hhzbac+58NUrQbMldWZsFdhs97MABsTw4bYv2ACLBeDs0cSUwCkFkJBAFn3Xgxvzg/LjvMyoL1HwPMby4yBgU8f0OGXLZswfU16+XwtV6SQCzBQgBYRWCLCu7ovu1S7O7TTiMABKOhd6eHXp2eyqrQpJLIJL66dFcxwwAAIrJ4GPe2EUYFHLHjgqydHyzgv36XBoD/3kluzjKl/+jMyaOzJyQy55IJ0pYLCUWoaf/s0dkTbIIYd1NGxaB8wF3gP7f+U3vavlytrrZlL3stjrjdhY6wixZLBU7ODx64dMgeXBByEYq4w1ikKIX2mdGQC/fVrLul48ZWfbM9BNc1oFEvThTu3N645cHNf8Zqb4qrjCZEX4UUAdhbc3ZhhIrl5UzlElwpYPsTpSPBaOjpod++NPbqcpeWzIT+aOCZoed+M/x74NARRRLBwipZFABSyry2VSF3GPMK5rG+bIzxBdelEnjt7RQP/ZVSwFsEShJadWhEQsQbayRbDLlm/HPZnL8wT+sKftO9evGNXw2/4Al7QKAAc1axwynYP42/dZwmEDy1W7Y2WWubALAs+fuFFK5zBoPxXMBuDywktcgnACal4U82ozo1DLrwYTu+EKgO45prapO+GDZXxxf5Bi3i2vkRImQEtOuYGANPjRbATEJnGYP1xiz+X8doBPCLa8kuyblsIghGQ3MBO1tqKiVbYlcdBgASEUYFKAjcoMUEgqusegb0gy4iwgAAng5gBqNbmnA+hSZTkJCHZU1XiO9d8dPTT3/v/Yc9aVIjahl8oaMwRqwFCu48QFM0PLie+HJn1i8EguB59D6yWEqej6aXwUkx4Yy7J38z/PsP5k4XsPV2PXJQ2BcFAJATcm9MY1XLCm7BWrL3hOMWLFk8TAoAwrFwXD1VyIIlYCVKVwpN4YXzIdyiQ2wUP/uLSqbSyNWsv5V3CU+AFX2Vk/xKTgCw1rRGSSoOTx8XChGTiBYdCkSxU/KinBgTKkbN+ue5r/1EaDa3SvGyi5BUYIz9kYCL8syHQEXwqMAjgHUmNCTArbfWb0YI/e78yyV4cu18Qe41murbuz6+vWFLzqcVF1NNoFptbtY3zvjnTs8PSj+54iMY5J6CzF/DWcYOJ3DJh+9+PUZj+M5m8hPNqYcjRFhUiLX6bM2kJ54tYkzsqcF9vxp+nvtjCsHqqe7YWr/ZoMxcx0ZOwJe7CAB4ZJh5z7ljMnbnbW1JanVL5grcqOHRfdhoQQDwmIQlfNw98dipJw9cOpS+yawydps7LGozSLYmTgXw51+PxRj4h43E7dnksong3OLoU4P7WHmeFDreqm+6rvUam3X9GkNzo87SrAUAqJJDlwFFGBh0Ygbj6SAAoOvqslioMs7PhIioiKl1qZM87bLmyafGGCqP2Fwaw11vxCb8eEct+v62XNRG4hNI2sAkxuSnp596YvDZD5+YeyK7Oxwv5LxsVEgpeOyN+Ca9lxdD2Vg8MoFAsM6Ihlz4lQsHHjn584ue2RoV9JniqoyFQkqJOpZLJeKmhXLvWVoWFSBYc8FoilJogheOeybfnzkVjrmqlYJR5I4QFimcFc6kt7Sj8Ur2ovIplQMACKA3G3uhIp4IGU7XGU/MFq7cf4K2EoQixsQeOfnzXww866Cg09zXb+1NicECgH5hbr2lfhPGmA3wz+oaU+CL+H/0weOPnvylyD52viB3lUzVaVrbmmWRHC4Swm/isKjNrDaQPBsV2RpN9dWNV603d+fcPRYrmGBxwWvBsmprus0d4hId6QjF4M6D9GIYbm0h/r+NPOPD6nQDwrvqUbrIZJ4QkKJI+rnf2rurZbvE67qvi0AAT40xvij0GFFjcijoOiPSyIAA3KBBXKMYO57tVbhODUMufNieYR5H6Kgn7A3FQumb2oytt3be3FvTA9IsWGEaPnOAtofgY01Z57KJIKk0eLI8ukVTvbmuf2v95r09t22u39akZekOwepfvz6LaczMBDEA2l2XxddeRhEqBEhFKhWkwqQy1mmtvInQIpqcG6vRlTXIGYbnxvl75Yv4PWGveNDPN4/TB6ZxnRr2XU+mKwFKARvjiKUVFkyMiZvyeiO+vBVUKg4J8pEuopgIz2L/m8iiKmwH2Dh3Khb2RwJzAapOAwYFmJToUh51iFOQWPu5Vrols1aUa3FJPkosc+3V8UMtxH8PLYxwL4QlB+cWzr86/q5VYScQ9Jp4ahgzGBbDYE1bwhOIShjquMcqb9HXPmmrPotlVsqkzpaERZBbTybBwBbDCjslQ4BiDD0fjG1v2n5T2+70AIxeoyDbk+ihizG0i3K7KI/QDnJSTsXCIp5fyFSHO2f0LWVCZITEmjxROhqIBtlAPYNSf0XthtYqqSnYQlhJWYS/m2DWGVFC/DCjhWBTrW1TrS3bVh58jz6xgDsN6Je7SYLvmY2rHGF8fUPh6WmKFMUHc6dPzJ0xqQwg6oWJMbET82dIRKZn6HQa0O569MYsBoB0WSYSwQYzokOgliUHSCEAAALg3i7iX04zj59jtlvFuA5bBpEQ5uvSE+W+epg+6sBtVejpPTLe8ZeOJwf3UTHq/o33IEBcKxFvxB6LTzQTw7NAM4AA9rahp8bgZyPMJhMOxaBKjrqkFr8GkBAqp5GrH9pyf6bTiKm/3d9NHHPQj48wrLswBUemj5+2D93YtptbI5aL5y8x/3Z6WeAtU08E+ocAAN69fNQRXNzWuKWZTxcDALxhn4tys+srQgRBEEADw3zYHItKUsHWx03nTylFRVh2km51yBMsL7nZqgCAhXCkvwoBQJ8JBpy4TbSsuHQsr/2cYtVx0QQ6opIpDUq9Rp6ajqdI9pCmYJGKqGUgI5ZfMqwwOmY1SGNgVCoBwGZCT46lPgsLFBgUIPKtm7GoNgYcZWIICQZpSYeI+lQ6qlWmu3vvVMtUjnglxOXWNXJNt7nDrDZyjVuJ6eQOy11RUMqUVIyyU9FaNT91sJnR85f4HzGJKupz/vlfDb9g1Vg+u+5TKt5ahKQCIRSOLVfdTod4hFzOkF78kevLFsGBS4eGFs5ta9xyddNV+XePxYohWCMe/BdvXfjSmpN3tK/d3sg6bpdtBLwWrBzw38PMz88zWhk8dz1pFLgdCCGDAjQy5rr6wjs4UpbTUJTyhL1swQ2RxhiMD00eVpBy3hTo+3uIN2ZpSCNYVCz80tiraxQyLEulAonwoPu6iX89zfz6IvP97aRe+OWTkT/plbqHttyf0YL10xHmUTaX7QbSnHcFkYXgIo1pBjMkIlPoOIEQgzGDcUqfb25CH2v6S/bvTzRDg4YZduP/GowBwFoJqsEs3ps+emL2TENVHeSnEgKiFiwAuKud+Lv36bdm8agHd6ZFqonHIJ5z43vfojHAd7fGBd5y7CEQAGAPLEx6LwsxOQAYcY69Nfke6xFA4rRxJWN36849rVcDwKBjGJLf6V3VHdVqU2NVPfvfPIN8hWAzoz9MMrfVKwHARYXZyCQ2oey21sI0kbC7cA0DCbPWtS27d/KtT9zKNulwRSIqEnHXe6MCDAo04cNsOmS1UhG/EGfqS95OYRHzFUgoqs3yA/HK3BJhM6FfXZC6DMlJOSukctk3C8kU0KCsurXzZgA4bR+CJWci6+Rqqmrw0bpxNzaSCipGLYYoq5r/3dQvzPbSYwR5wc5Pe3Bh1j/Pm0jIKoVGcTTKRHlHOBgDBqCqwN8RAABtVWgxjN0REFqpE4hnY2Sq5M1O7CHHuQISrJXhIvRF4Y7XaCpGjXvsnqWSbdxFvSDv68N2/PXDNAA8fg3JW2GABQKEAGwG+/6xR54a3Jdfm2knT7ZgLZUWyaCwmlLsOQV3rCHMSiAR7K5Put0Y8IRnyiCbadMv23WWThh3onXo0e56FIjBsxneGhkcYqw7TPx5Pr6AH3qPBoBHdpKbqgvwxcNlJ2n9458yiR3OLY6emD9xT4cfAPZPYwDoqJL63ozRNEWHlwIk87oQcXHdKjl8bi2BhULdhWMQfUsCb3e3E1/ry+slgDgyHCIxdsnJpERWjsUVhMRDxFqqFBzG0FzVsLHWVrNUTkrIlZYn2MhfdqlzhRxseny28gHiSIgaRNKMKyJZV+JB7h4qrCZT6/72m+H9ec9l32yIxma1AgDa9Wg+hFl9XSpGvTd97P2ZExk1GjIWFU730OWMhOEtK4j4sCKczicchc6wbMCJFaSCxhBhYgaBSWRRgZKAywGe7rCXnNFilxgTkS+BRFYp71beAKyCgEDQKxzFz0V6iBsv2Ist7CO5AggWBvizQ/RZNwYgFjjl4bg2iWxF3tMxH4K9B+kIA3/bR3y+XWxY2BbZ1LOCJ5ynLPusY8uiNt/UtnuzgEAfZIqDUZHwxU5iswWZkl8g7HJYr4Zmbar9ietEY+vJiBdmybmucAKJXLa/Xk98KftcNl5wZ0WKw25rw2Y2j0bo2DP2s4cmD9/e7CMQIGAAoF2aOgMsDSzN0JC3BUvEm8mCDXX/xSgTTbs/QjeFFXgbduN+M3r0mnyj3LjMKaMBIPHwLnXqQxeEtYT0IPe0HTL4rXJDnRoQQICWA4Av4q1NWLAKR7DUctXtXR+/tfNjTfqGrfWb67V1IEHmSlwGzBuNqGWpa1ufCY14ZRhwKAa1GiUAkAh6jPE1NcbQ710+emLudEYPVMYg94g0c44UmJWglaEpaXWIlzsgzAC4umJ1WusnO27a1rBlLgQDLqwkFaEY1KiiIhffZ0aDfHkUoRgFyR8AvEhMYJHRE1HzAgGVUQCY8c9NeKby1MXok5ZSEBbIbE1B/FOhoI/kCnARfu8M89txpkoOmIYFin+pqdFUb63fXKur4duYGVEGPnswNh3A19ajf9uaYcnpq1nXYWpzBBd/d/7lglSS5gIhxAYMYcAIELuy6pVV/RznS4SOMsAoCEVi7RS3YAHA/d2Ey/P7Jwcjt3V+LJF+yC6HJiWu15r9cgXJCYCQEWR3dYdOrgWAT68hqpX0Bwv45CIWMixJl+biBY3h86/HJv14Ry36j5xy2XjBZaspbINrBPZHAlEmqparVZyXCLtngwaub0DvzoBRAQa51JdmvL51rtWBuBB3EQLANitil8+XJpk71qSMP79Z8d9OM8+zAm83kFIqeUuBRAtWLE46iYQPujDNVx7EXTDvTL1vDzpEdsgHfSY0FZADgDcqZ31nPUZ0yY/DNEgslC4OBKjTtJb9O1GlgLe0CxcKQn5P396U6z02e5KKhQHAHwkatamruM2M/jAp36KFUAy6VEl1oK+yInY5pGLhk7NHVDQ+NLk8+buq27mVmzPGOC9SLijcysqqYbVIjigAAGdcR5SPYHFcyTqFli1T6wjRw24sJxQhGqyygRFnWKhsM2u8/FhT6oPpDLlBkotQiRDCGIvsyW46OnNCJ9duqrOl6F2PuebNxNihydSZN+q66KLcn+r6RIepTbwPIpBomnWGnCDhYhUcZzcA+KJ+b8hXpa/irozZotIJ1sEZ/L+P0QSCp/eQX3+HjETBHoxnpXMtWNVq644ma845ff/zKH1oDjdq0a+vk2U8CVsJcklRqfCf4OyEZmMGeQP5nz37vCO48GXb5xLuhowhaH0mtKk6MB9wc/dJLN6f6vp4yv4KUnFrR7xIDmsA+8Eg8/gI8/AO/qkm4iAccY69dvHNruqOm9p2C3XvH47RB2fyymXjRbJdU7CPp+yDR6aPd1d3zPntFo350123AMd0dH838faMrM1gNSqlpqOyA9tuWnPX+k/nqeOXkvDIi/u7ia8dph87l0qweC1YB6bxN4/TBIInd8vYmgR5wqgyyAgZlqY5Z1BWbbCu18g1r158HTJd18oFxrjdtOaC+5JQVZzjcydZrpnxqzoH2MxonrLurNvsGDZUqwAAFAS0VaFzHrxBOPIhT7AB2okIs3QghLikh8WA4yyboRaMMmqSSDHh2MzoX0+Tf925+X0n06CNb0roY8mQjECIxvSE+wSJ4Ojs8qUZVXpuW/21vWuNrSqZoJCDRW3eWr/ZlGW+uRDYVf+WNH0fEQSjQRCwd7LfwynkYD4EYRrcUUUoBlriwkuj45esU1eZNqUfbjOjN2d5nrLmqoat9ZsbqmrFO4YAXdVwBcMwIqPHdvvswggAdJrXphCsCd+inDnFvTtc5ElqbWb0wkTmj7TNdRsCkWDGvPt6Xe3W+s0WTbyc13nnhUg00mxtIuFDSrCmAviuuB4VcWsL8d8GNLYAk0seZe6C+ffv0/d2ESn2lT+M7b/knryl4yZxmf9nLzA/GGTkBPxqDyk9mzR/p5gQMnqFBM1Fon2pkkNy5eIsEuz/vIf4wSDz9Bjz3a0kb2kgkYxOjDFFh0XKUPxugvnuGUZOwK/zyGXjhYgFK7mHDLufJ+xNZMokmM2n1hBVyrq7evdeY/BKbXeJ2IlXncOA/zC6HxDE6FggGryt62N6RVXaJWSYDADwpU7ifx2j90/jCT/mqsynp3ZO+vHdb8RoDP+4mcxqARDBXevvAIDnzr0EIKY5x84NtUzF2mL3SyCOKxcIoe2NW0TYxtVN29i7Y1Blk5gqDTYzem++5v71dQp5NFFhipVEKh7B0il0u1q2JyxbErGlbmOYiQDAs1P0VY2EDCU9Lz0GdNGHr2rcHjgbq9XEFzmbGf1xKm4u3dW8gwHmhJfpMqBdnPlcr0viDSpSqdKILeTVavOulu1Z9VwENjNiozalo9/au8bY0siXgdtuWsMAk1JU1EHhaiVEiU6rwTxH410tRJ3Wyvsit5nRfw3xbGjSNzTp+RN+U5Ax4nuDta/FEDdkprArAAjjmkbjtl0t/N/NZpVRSh+EINH3LVT+MgVWjcXaYlk+qnZDOBzO08ZcuQSLouHOA7SDgk80o29vIgGgx0iMLcCELz5dvtT32SgTVZDKZy4w/znE9JtRCsEK0xGKDovHvg848QNv0wDwn9vJq7PJpcrTKSYCAiEaA4MxiRK0ICU4HSCZTSFAXLsX72nTOVBGx2IC64xouxUdtuN940z2Yt8IALxh36HJw1VKXYpwxrAbf+lNGgN87ypyVx65bLzgGva4OlgpwJydo0xs//ibMoJMHKsg4N4u4to6AnhEvvghNeUCw4hzDCFkUOrdlIdXs2BTrc1Ws06vTCVeXBgV8OlW4pkLzBPnmX/czPnYSp4oFA13HKAdFNzSjL61qcDzNuP3RsqYSCGOKxo1GkvCwJyOLfUbi9e0zYR+MsykRCZlJYCZA1Qy5db6zdke1W/tZd9X0+Ho7mZ5yvRRkrBGh0bcmCuk1Gda1hplh9E/QG+qRVvrC/8qzg19JvTvA9n5vlnHHy9MKmP6wM6FYE8DMUM1a+QtbUa8tZ4EALfbnX74eiM658ExRkzGIk90msVYtSdW3V1tKdLdqVGBnICZIC7sl3kBUSmTMh0PvUcfc+B2PXpqd1wPaZ0RAcDEkgVLr6yqVpsHXcAypBOL6a+PDKlt7gjccYAOxOArXcRfrstuKDLKSOaMu3rvvKdv75IkDM87kd9clLlDqXtkpW0hHupeq63ZWr95DZ+lkF10A9HA0dkTQwvnuJvY5v03AAAgAElEQVS8S7lsX+ggvtpbrKnImkk21dru6dvbV7MufQfueMbo2Bn70JDjHJcSfHMjacrGki0x5WI53k44gGm9pbvf2qtNUxVKwf09BAD8bATTnPmSMk8efJf+YAF36NFTeQuMpSNjveqUMdlQ27eldqO4hW8VuaHXhM668UwgSd3RZoLCFswpIBgMzvBy/TEu2IgrewisS1vrNYAA5jlfO0WSWcoZ601o1CupDnHOsIfw9Q1owMlfR5kLjQwaNWjMW7ZbL17FKH/0SVbDKgsqlGA9eo756QijlsFvrlte29aZCACY8i/PXHcE7jxAB2MAACcW0hR+GQwAhMBiwiYnjnnxxmokFFokguJZsKwaS53Wyn7is2skzdBzAftiSGwexUvCCSs35unT/OxaQi+Hd+fxWb76mg26ul0t29uNa9I3CUV8Y4D7DtHn2Fy2qwsW2M5FXN4CMADoFNo6rTXBVFjrJruJZWDsANI4XjucG10ulAUthGxFQ+hMEeIZsbsedRrQVADvv7zcLJdQPzLMPHGeUcvgN8ICb/kgY73qlDHZ0XjlzsatikLLbK4CAHRyqFWjI3aGqw5lM1fuOsQqhcr55g5rr3JQSTSiNzm0udhLeLZQkdCiRaOeYnGaKAO+KFxbjwZceD6TRAVIrtlXJMwHi0t/y3t1GVGJBOuoA3/1MA0Aj15NLhXLAwCoVxMqEgIxPLmUBPvV9+gxL+43IwKYARcViiXlAIt/Vf/fE8wLlxiLCn53I6nO5kN6IeQ8OnvigvsSFCcGi4s1xpat9ZvlpPypwX1/HHuN/ZHXgqUilSpSKeJzSU+kjzsWAUsJhdHK4O4OAgB+mmV14WTNguU+/8tp5rfj8Vw23riu/LHe0nVl/SZesewnzjzzo+OPByJBWGJgJFduAKF8fFjSTYPsnvHByeNhRAD3dRGQXDjy2pYde3tua9DVv2/HXz8SF3griMBYOpr1jd3mDo1wJGz+QiqrkA6bGR2YwVwL1poq5Ilgt1hFk7JBRCnUZoa357CKBBXJ/TFpTbWHMgiNlh4FL7DNBRuA1WVAc0F80ZeZvpTXeGmnlq2PxUBRhzp/VBzBsofgMwfoMA1/00vck1wAxKDSW6vWB5lm1hsYY+DFSQYA9l1PdusvN8ATPxt4lbu/yFf1y1P4/56kSQTP7JG1StY3YjEfcByaPDy8cB6Kk0XIRadp7a6W7Q26WkiyiPC4A/9q81ce2nJ/Rp9Lipmky9zebe74zbnfPzW4jytRgzH+z+OP/vvRH3N3ZiWXfjnKhLOpLrwYJiJMKtt4bRp/6zhNIHiqQLlsvLimefu1LTt4Kzxw+RM30G1ZCTOPKOymqoZdLduVpPLgpUPnnRdE9mTvRkaNAyn4chchJ+APk8zckvfEpDK0Gpp9MfVnDtJhGr7WR9wtKvCWD3Y0bb218+ZqtVlohy7z2gc2fnFb45VzAbuL4gkWWUUB0W+GYw5co+Z+TaUafioHDmETlM2MjjlSlSq5yfms6KiuwiyhxTCr+JZez/YQWNWIlQT7YEGsyvVyZ8pnvHRQSfOw4CisiG7BUVkxEDSGr/1pts5hv8GI/rmGDF9M2loFcLvc6vUzM2eHwjQx5MJdbrpZi1oXyRvQ7Acxl2NGGTYMJfaPOufpkCs6ORpWJ0mtzQXx99+mr4jCX/YQu8JESisZEfNN0l6XWVW9Xt+mjarDF4cyH5MfohEv7XVFqRjbVtTloGOh6MRIWCZmHWaczrDPTizxy6jbQdOR6MRImJMZfhPRBACPTP2BoqMh5RDm5AlTLgcGTF0cTJDIPoC7ZfSoEx88TEiswxhj4MdHZqxGp0otoxmaiZLhi0PzIfxvb9ObI3BfN3F9NOvxLwgYzyIdDYYvDStkmujCFO11McQM7XVFCZJmaJoMElGF3O+PzYyHPZFLwbnDznO1SL/T0ksoM0djmQBMoBzyTRyyn6D0ra01gmJ6jMdN4xjbaOTSOVkeWtImgK/qmENzzMtvE4nShDQD336frl/EN5rQ/7OkPlAFwUHHKU8scEPNRr1MK76nCuBCYPaluSPt2vpb67ZFIxEwS8pjWkW26DOhKJNaYbfPjAZdOJ+ySEXCnLAXqa0KqcjUC7GZUcJSW2kBWCxsJvj5aIHPeWguLv2QCPnvM6EPFnBdRguWGQ26ymM5pjG4wpCRAuaDXlPRo/jzQWURLH8Utk2//t2LTwKA+wTPDp8G+DQAXAT7qzBnQP/EwLqL2DEAd6tRtZVomseO155fPls9SSnAffBdBZXEcEmAJ9i/LoIj+056tIiyEEwA1ywwALmcIVu45UA1kIEoOF54BQACTSRFgvNP71J0Bua+yPk72EyGCVh85R1l2rMWaJFFEXa+8o6cs4lqITECx8vvIE4j/8r+k824PahGf7ISfgwYQZDCjvnfEdzxf0XyiQqKUCNJycDx6jtUDDzVBKVDfs97lAGFMWAEJA39l+l+AIA3HACzOjRRTcgD2LuQxXvKpUNUNeHzv+dYfFpon3AzGSGAzXR1vvJOIO30QRIFZNgQBYWElr8O8HVIvTvfWvrD/YH0vmeBiw3Eohytn3khHM38HenSIKqG8AfB4dgHAOoHvwvWDEo8q8gBbKUva5rhp6iJhDmDmySYAgSw3oRSKFSfCQ27MYOBQBUXgMWCt2Zinjg4zdzSTAKHU9rMCAF/cgAXHXo0G8SBGBRKVVg6HBSYlEAWkwCzUfwXfLg7rRhrJaCyCJZBAfdtrXVGelUCQc8xBo4tYIxhkwUdUM1HaWjS1VargGIiDplLrlYo2kyJnQm1iyCjcrlJQS8bZs57sIMCtQw2mFFuN14uowiVl1QrFVWFEaZLwagsFEPQGVXJlkxHSoImNIuIIRXKagAgtAsEYhStFgUWI+3RaFQuX75wmyIQQoy6tSr9lhNaO4FAuaZGxolXk2ntNAJZWw3J+ZHGcNSBGQxXWBD3HsUAaIRJnKRj46DgvAe7lBGfym1QIAQg0yomYgZ7CFQkbKhGshI+EbNExE3SdbTcxMgAQKZZIAhGJqtWMCSp9BJySqnWEvIAACAAGUMq5NWJY0lZiFD5SKVCptUTwnHcKSBkIULlU6jVCr2gyAKpcRAEqx8BijU1irR4wdfV7gky8rGQoZXObNzCAB8s4DANfSbEBuYPubA7Al0GVLyPSLnaSZAxmcykYDL7aUhZmFB55BolodNHMcMUutTxKlh06ZEyzfDTZ0b7xisxBs5BiZWrs5lQinFCJ4caFbrowx16VJkWrLVVyEFhbxT0hfNdvjWHIwwoiGVOaTMjs5I/OYALEkG3EZ114StrSj1Q9pLcHTYMa5VgSYJu6w26rTeI7PDrN+hnLzDf6MevnPsJDeR3HnjQooL5hcv7//gCjRq/8cU7ErRJM7RP7bfX9O616uKqvj8YZP72CK2Tw5HbZPWmHO+H23lBPfonnbnd2vmx3M4gjt+d/KU34tu06UsJ2Uk55VafflqrMlo3fAEAbneN05huNrWRSCz5bn5+3lJTkyAEtwjvqTr2ExkTs175F9wQLu2xn0SZmOXKv5Anx3W98Bb9i1HmHzYS/7RlufX3po++d/nYjsatO5quZH8548TbX4wFq0GGfOuqLnx3i2/AMXyGav4z4uNaGRy5XdaQ6/jnhlPjb56xD93Utttq7QUA7emnI5TbsuELJpXxprBvW9irkau1jpEoEz05P6BV6q0bv5g4dt4xrL74ulLbami/Xq2W+r08Mz+gvnRIX2uzrtkltI/2g58SS9W4arf8ebqUs/78y2rXuKnrE1ZpBSWOnqD/zwnm7nbi6T1khIFbfxkNxmDmC/LifeVrh/ap/fZqzlMmApdzTD36qt7csZ9yzfvsn1HLcyxutQpRyAhYZ0xl1RUbrWIPwZXC88BmRgtUardtZnTGiTv0yBEqrgcqNxAI1hnRkAtvtxbsLTcTwCNubDMjx1L5ZJsJiWs0JGAzoTPOshCsUtwdNor/M5JekKVGRfotRcEKMv1gkKExWJRxA6lRSVTJIUIz5znJsZtqbbtatlcp49qyb8/h/3mURgA/30X25rG6ZywPlye44dVROkotFahPxIl3mNq6zR3i7CorCOiw86sNsOP/8/M4xvkYTtGAcIbh06/RwRjc20WQRNWQb2Ojvj3KwPOXMAA8fg3ZVyp2RcXCbN9SZDWSVBiUVc36RlbNeXNdP6TFm+cmySFFF6NZ39hqaLbVrOu39pJ8trFsY+3v6yZIBM9fYhbD8PuLE4i5YDOHeYutFgpZVRVkLwQhVOyHaBV9aZ41iwpUJFwOVNyYi7gIge9CAKDPBGwNY/Fjy4g+ExosHJ2lMTgoYD28iUuu14DEhYwNvytUZ6SjNPbFPjMa4CtoXQmoOAtWRuyuRx16dNHLAAlNujjJQAAWFbKH4cQCZvVIAaDX0pM4aiaIP3swFmXgGxuIO9vypJXZ6hxlB2462ysXD553XtjTenXGFl8bf5OKhW9su1akaJQweNIShZbAnbVovRGddeM/TjG3t8ZHMrFwAgCD4Z43Yxd9eGsNemQnOejExxfwqE/mieopRnuVFX2+aLlsKfjlwK/twYUv2T5n1VhSrjCeRZimGkASZJ3WmiDlLLIVlY3QkVCMCkZDkCnP9LZMRtBs1SKatejmJvTyFH5ylDk9c7SenNtpvQMgm8KzWYK96fvOvUgCcXfvnWa1iXc3N+U577pgDywAKzP2YS/2XHZst6J09Rk2oawpQzZCqTEfwrVqwXdCvxk5w2kWLBN67hIGADuF26sq0TdU2ETCRQpoDANOfFd70nDtqZdqwfrTVBmetdLQX5sJ/UOhI94KhZVkwZr1z3/v/YefHtzH6gUAQLM2Pr0IRFhUAMDw6blDhIG9B+m5ENzQiLiOrdzAEqBANDjjn/OGfXmeTRzJCgJij+u4e3LEORZhoiL7pOOnp5/+0fHHeW0tIkv7fd0EADzOkVziFqL5xxP0K1O4RgW/vYFUknCFhdXfr48p77bT117fULq3IVd7KcUKhTgapFzoFVX39O29vTOp+nW2Fqwx1/hjp548MnMc8hZfyMHSc//S3RnzAgAU0EnBC/YCuaZWXrjCnkOTh88tjgJ7UcX9SFkF3NDIc98rU5VRPFDdooL+tBKKCfUjKUqbZUFhHbJ2CgMAe++4w8V7l3k6Y4Yz5fAO26kMQvMFQachHsVfgVhJBItdbHBc8ochEDRpl/tfo0IIwUG+Kpv/4wj93jxu0aFn98jyz2hgTzDrn39m6LnD08fyPV0akmUqlwmWuBkjN92mSLxcI4+hReSEX+oklCS8MoUT7oaEk/GlSeafTjEyAn51nYylv6xU7IkFfHAGA4BEfYeCgLuIsxwlcZEZicugY/il0VfH3RPpx2bZhzwnXNZM5JMtRJ0ahlx40k8TCLZbi2ul5iaZirDJJIVbRKxasIqNLr6Y38oMw0oEFQkh/Vq6DGgqgEMxcGSqFVMuFFYA0x6CZi1ivaLcwCbeu5yOBg1icFJ9odKgNBFybBT/UOV9OcDKIlgJg0SdGj7RjGrVIF8qg0MgokEDWhlz2omPJ9fM+eUo8/BZRkXCczeQGTNapYAkZCpSyYZ+F6NUTjItYABAK1ff07f3zu5Pih2ViWBxdURTjgK+pVFEjtyigk+1EjSGJ84nNTcdwF98k2Yw/PMW8rolSxVLsN6YxWecWC2DHbWlexumF3tOxJntat5+a+fNBpVe6FhHcHHEOeak3JBsn5Pe7tLfpbZgyQm4tyvegRpV0TUYuUK+IkPEHYdKXA8/GrCVKRZHBL4oYICqLGepnIAOPRpOrgNdUahVA0nAbLAwZ5sP4W1WtEhhTwQcVC6BTWUJw5oLZZbpKgj6KlWCZEURLABYYh5f7kCNGpR4axtVhtu7br6+dRskFyQ+tYj/8l0aAB7eSW6xFOZOt+gbH9py/+7Wq6E4S0WyYwsDAEnI6rTWGo2F3WHSe3nCM5XCpcSDdRiM//P4o/+RrMwOSxHK66q7Nlh7UzbtaNp6U9tuBcmfSM+Guv/sPFvvERjMxBj4PyfAE4G9bcTf9y/Pq/VGRkN65wJ+BsMOKxIS4CgGuKSTGyUGAK2G5m5zh4pUAsAlz9TZhRF/JEDRYSrGIwqacqyUlgFARSotmmq1qBisxFNl60u7r5tAAICYRi3KpwKPFHBLUaXlSXB242xCiMhYOnMVxcB6IzrvSUpPKTtyzuRnyWJlyjSwKOCqPx+Ceg2sM6J35lMLB0mEraBB9xJhL5UD12Yuw9VJwYoiWBzmsacR2vWJUA5Qkcpuc8dDtlYE8OwFhq2f4Iv4fzDgpmLMfd3En3UV+EqLV+yZu6Ly2k5+e+7FfedeTJlN4hYswd4iAIBrmrddnyYlsMHa22/tlQvU3rmuAa2tQpd8+LXpeLWZyQAe90O3Af1sV5IbNhBx9WueaZC9DADXN5Z0viXXw+HNlAQAODU/8PKFA9O+2R8df/yRk79gf+Ravyya6n5rb50mswzB0rEIAFoMTffaPr+lfmPG/UWcv9LLGnLRoUe76xFgaNDkGQOWGc36hm5zR3yeCLfFbrFqLPf07d3WeEXcsShQiH0VRYJaBk1aNOqtoKXITuVogrKZ0MlF7ImCOffyB8VFAb2E9hCuUSGbGR2cZnJziZYl/K7YhQgTsJkqMbgQVhjB4qyXJIJatTKl9F6PEe2sQ74o/GacAYBnzz4/MPOUDAIPrS/8ZWabWSYdXB7JG37O+yMBCAAYgaVaqLe5rd/sqZJD3fF0ADCgL3cRKT4phIgaFULAAMANJYxwh2T/msj9insPiaRAN+5kW2Novqltd7thjcR2paf+7Rt+8bFTT/77+z/+/rFH+E+Va0nE+3sIBcHUqovyDcDFtsYtt3berJQpQbReNTvTZISsTmvVK6pWaz+XC5VWHHc+1yCqPjN6fQZXF1koPB/0FW7VZ2mozYQOJtfwzq4zZbBglShCrq+sBa1FsJIIFne91Mo1D225/wGOGiSLB7oJWPISuijwRcHMl4SSP0QsInkiyYKVZnkSjAdC/LoDIHCe5LZymZpf6SJkBLw4wdhDwGA8E8QA6Lq0tGEEyKIEGfJ3KP9AR07m0FAeWB5LEYtjSrHnpwb3/eni6/kUe5Z+bCAa8IS9IMzUt9Zvuqdvb4d5bbZ9uGMN0W1EJIoz72IjWy9qtvITqygU+kxQUd/6OcdBs/KSlRnhzqKAKQWsr40lx+IJAULoM6OzbsykdcdetMh3bxRkBGhKogTVqEVRpojXkjNWng6WOPa2EV87TB+x4wEnHvfTAHBNrawYjojs43Kk4p6+vcutAEDy6ivUbjzFUuBxFrLfLBkScnkL1Gvglmbi9xPML0aZG+rWnQvVqWQ1W9LEggmELCpEQHSNZtodLkpxISFwGfmnu0Wk7DmpmhjPBewEInRyLWQZXZ6AdPawLBsh8KljUhlz6AAAqEi4sRGisaJM0XRkzANIsZVub9rSY+owkzle3Spyhs2EnhyrIII1F4LchHCbdcigqNAIdxZ9ZnTOjWlcABsbq33VrkcYchwuvRyqlWjch9v1Sb15fYYpkjDhvHAN72KAjXi7rsII98qyYGX2Z6ll8IUOAgB+ep6Z8GMAuLY4ugDZZpblhsTFnrEPDTiGQdhyJp73LnyUmGMxIxKSSydcNX6m/ep6I++rxKwEAkGjttTpYyJ+qPmAY8IzxYa0xy1YsBzSRyBiSRMkl5GRnvqXGJBisCCtrBRTlEVG2fqUDU1VDZ3GtZp8MwBWkTUqzUWYsxcJAfSakDUnc05poJVBrRpdKETEG6t9VaMCqzr3sHGbmcd4eWwBeyL5do8XJU7wrLSJzWJlWbAEM6piDD3tm5GT8gZd3f3dxMNnmSdHmXrEAMDu+gITLE/Ye2jy8CLlgryT8DPi6qarQjRlUhl/dfYFAhG2mnVCtqg6Xa1SplQKJP0J2rDY/vNRAV/EH4yGqtUmmUCcOwB8vBk1adF5D/7XMwwAXMcXYkUgQkaAUQGNWlTseKAUbK7r76vpsWp56py9c/nIuHvyzu5b24wt6VwZiZIzCZCa+pegvMXI9fuK7a4ojglPiUJiZ9PWKBMVmSoEIlSkUp5WbHEVJUa7Hs2HsD9adP0OiXBQsKM2x2P7zUhRwqzkHNBvRmecWKJalQjsS1Jh/WaUm4twqTPwqdakH+dDMOTCxVDPEa/hXXDYzOiYo+II1kqyYGnkqpvadl/dvC19UyAa2HfuxT+OvQYAG6vRFgtyhiFEY50cOvQFvsYwHRlxji0EF6E4WYRctBiaus0dGrkaluUG+GOJbliza2/PbUIeJSEDw5a6DVc1XPHzgV89cvLnKZueO/fSk4O/cYe9It0jEXylCwHAqAeDoKwwAoAWHTIqis5HU9BmaOk2d2jlGqFeLYVnxb2uCbqDEJGLOsIS6nXWvT23aeXaX5194bzzgpRDiuHIIwlSRSpLY8HaVGvbWr9ZhGDVaCwPbbl/T8vVZ+xDcwF7Cbq0Cl6QCNYZK0g0KB+dBd4yhRUFmxnyH2o2KZ6VCrOZUM5mId7yiPYQLlJMnrhAf8FRmSK6K4lgyQl5v7V3XXVX+qaUsGJWpQlh3KhBBfe+sKczq0339t+10dpX2JMLtIgQQhgwxlhKCeF0CDk0+2rWbazt490k0YRzXzfBkpEGDeox8lqwEAAsVXeulLch14uX8J8mRpVAyKgytBqaDUo9AByaPPy99x8+4Tgj8eQqmarV0KwkFZd9M76IX7QbCUpXKSOTLfaPv/mj449L5JHjnon942+OOi8Wu1erEEGfuYJkr/NxJNnMubON0qDPFJdfzwdcDtpnzp1T8srMzoegSApSc8Ecw8Vyg00gir+8WEkEiwtvxPfS6KtvTx1h/5sSVnxXO6GTs0KLhXe+sMyDAGRRm3WKEtVN5RhUchGIEAnJF2JsEk04rTp0YyMCgOsa+DkCe2vYXJISW7BEIBCHjhJbe6o79/bcZqtZB7nG22WVZyp0ckdw4Yx9yBFcyKrpUiLGRCk6HGNoKTsvFR2qlGnw0URFiQblk8lvy4NtlAYFCQziclCbCeVsFuo2oAk/ppKf1PkiWrBKmuNZJYdqJbrkr5SJzWKlEiwqGh5xjo17Jtj/psS/V8nhs20EQFGEFvNxHknBibkz+8ffXAg5kxpdsiflZsFSyVSf7LhpV/N2vo38jE26RNb93YQSLV5huhyM8qTJcm9AGVfWozMn9o+/6aY88Z5wTJ7pFqyUSVM8SY7lGCyBk59bHN0//uZF92TBmy4U2PxHLK2q4FLBIuQMuSa9l4Oxysur/gigr2LCgWMMeKNQnatSqFEBm6oL2qFCo1OPLgdwML86xNxgpt48vKJyAtr1aNi9fOsZDIvhYilI2UMlUhlNoFw1rUWwUglWRqPCAz1EtZLRyAQT4HNGzuKcEnHJM3nGPuQN+7g/JiwuKpnqgY1f/ELvXoGj+SEjyJ7qzvWW7vRNXBWo3HB7K7FGedzt+8O0fzZ9q4pU7u25rd/aC2V1hI25xs/YhxIrOteC9YXezzx0xf11OuvH22/Y2rAZCkQEpdCyRDNCjLnyBTmzqpaYiCA8PH38hbGXpwM8E2YVxYbNhCpkHbJTuFqZl55/g6aiLVgyAjqTOU0O4FqwNDIw5pG1klK9ZzEMBjnICJgJFn4+lL6KUZ8JDToz71ZKrKwswmWk+LzSSc82K7pr3Sc/vQaRxAojkdy1f8Y/F6WjDbq6hMWFIBAbGFQ48D9a0nmknIDbWpFOzs9LSIJsNTTPBxxQHCOQCDxhrzfsM6tNWrkmhe6k0AKVTAkAHaY2djRScghys2BJceWus3TV6+q0Co1AJH5e5tK3Jt9DgHY0bZURxUy1QggAgtGgJ+zNODMTYyKcvbqKoqNeA6jkWfS8sIegkpVCCwLWS3hFHpVwC3inUlyWrH+2QQMDTmjgfwPljpIVIkzAZka/n6isd8pKIh8Y8FzAbg8uwJLgUyK+ilc7+2sbWloNzQV3SxXbgsU1Wrxy4eC+cy/6o4GM2pWvXDj42KknL3tnsmrLHwl4wj7IOzpqWy2AqOHHrDZ1mztqNCU16L97+eivh3834Zni28hPXfRKfb+1t83Ykk+7FB0ecY65wx7IlGfab+3d1bL9iroNPdWdvDvkY8E6bR88OnuieBOVBSul9vbUkcdPPSWyWyhGvTT6KhsLjxCRlWNxFQVHb2WkXFUCySs28i8CWMCCMympduz4F6lMYektWBWYSLiSLFgxhn5qcJ+ckH3tyr9IsWDx8o+i3VsEAOFY+LR9qEFXW6OxFPbsvD6XjI6YYCzkCXujTDSrtl6+8Nqkdxr4uFFWPBJnigzrMLV1mNqy6lv+4F5CmgWL3ZQ6nlaN5aa23Sk/ZmvB8lDel0ZfZf/OcxJm5YBLAXtQsb2yEt2+MSY24hyLH5Lfda0if7BrqoCuSulQ4jjossBmQgem8/qQsFOwM1epsNTOmGGAk9XIUjebGb01W+AnMcJAIAam0tbh7jHGo/hVFaOOtpIsWFybQ5qLsHTva7Ytig6/Nv4my04KCy5Z5CztGZxFuY0A4ig/pXVDtL1U5JLbWGwkTRjOLxwIXt+5xdHHTj3Jpqlme21copmnUlo+NftY+1DBYxBTkDi/OAHlbiUQseojLC8q5Fv/o2HByjeKfD6EawsUataiQ4EoXgwnzhyvIV1wXTRWGbXE64GcgLVV6Fx+EW+FxUqyYHENEmlB7sXO7VuGnJC1GpqdIZcv4i9Kseckd2d8cX/oivsyHCW6EkeZ6LzfoZarq9Um7u/LeXM83cjCOZVbbmOxwb2EFIHW3S07dzZtVcsEs1yiTMwT9gajwfRjM7ebLAqfD/KpOV0azpu459JvPkIozxpNq8gTNjN6bKT8/tkFCiq51k1B0KRFEQYclKSa1uM+3FaVOiAFTMdDAOtNaMBx6uEAACAASURBVMiFd9UhALBTuEaFek1opEA1ExMoF3VmTbMbqytlUq0oCxZnsUmxYMkQ+cDGL97bf1cJuqGSqfb23NZuaoPirF7Jjq1U4kLFqKOzJ87Yh1KOQqK181whz6+GX/jjhf1pWxAAbKq1bW+6MmXDtS077unbW6eVZJsWSerEgEecYxKFKAsLEQuWRq42KPUKUgEA70y9/9bke1SMmvHPjbsnonRU/NjM7SICAFQy5XpLl1GVV33rfCxYDMMAAFHkJI9lrVTRlwn3UwQBKnYg4yrE0WdCwxWgyjhf8jjosqDXJFXZ9cA0z24FjMECABtHz90eglo1aGRQr0FjhaiZmEDpI9xZ2Mw8avVlxIoiWJzFBqOkFR0hZFDquUlMDMYjzrFRV7E0o7O1akgH90lKj/4JREOHJg9/MJeqKh4fHAFThxABYqnbGkNLp2ltyqZabU2d1qqQVjxORMgUY3hp9NU/jL0q5TyFBdeCJRJHNbx4/tjsyTAdeeXCwedG/uCPBiCZ5vbW9NzUtrtOY5XYLjuqapn6E+03NujqRPaM0tFANDgXsC+G+NOL8yIiJbHqrjWu2dG0FTLZL9ltKlL591f99ea6/krzJn/UoJNDjQpd9JV5KfooxGBBNnKjB2dSd8tTKiwdfZyQ9kQ1m4JXSrZTuCy2yT4TT0HrMmIlESzgRBqpSGWrodkqHGBO49hLo6++PHagSD0pnv8Fia6pS1Qp/ShRgiVAgPIxkHAhQl/KGM6cbIUSEU7LoKnWXNXQb+01KqXboqRSmz9dfP2/Tzzx1OC+Vy4clHxyScAYY4wRQsXWHmvRN26u64dM4mFxsrs0JkuzYtWCVTbYzOVXwyq9FmVZ0CdZOn/AiR1U0i8OCsz5SYWlgBt+l6ghbTMVWG60bBYsExqoJCmsFUawEktXrda6t+e2a1t2CO1X7Kig4lmwDEp9ndaqkqmAj7gItcsqVjACee9MPN65WARLHOxd+NHxx0/ODxS1obR2l6lqtcpUp7XyViNmkos9//T006+Ov5GP6Ug6p1xmPwLzdGNt399tfXBP69VZd6J0QYli9ssEeMekxMKzNE339PSUssVKRp8J8i+Tlyc+CkHukE1KwVwIp8SbF1zsgK1IiOMnj5cL7DOjgYJOhtJrNLBorULeCHaGM+9ZGqykIHcAIBDBYIbBTMbo8tzqx0lH8SxY2xu3bG/cEm8lbelaquaWCvGsrCUZhbRUwTxiqLm4teNmGtPClRkRAKbocBktFp/uvkVoU2KqJEaVAJQPQ0GSj03MT6GKmSTKMeG4eOV90iGFYKWM57bGLb2mbhwtnQXlhz/84TPPPDMyMlKyFiscNhN67lI5LVgYwPGRcREOuTDOtF5EGXCFYcCJ99Qv71hwDmpWglaGpvy4RYfsSzTIZkL/4Czky9keApu5gOeTCrQU8XZNXUXMqxVmwZJOCKS99HNH8SxYSa0srf3vXn5///ibgWiQV2oclkKMhZQbBV2EBSJYOoXWoNQLsYESC7intMvL6iY9l4/Onpjz24EzOBzRCpSPZxNJPraoeZc1GotRVVjRf35I+ZhJGU+1TKVXVCkISRF+BUF/f/+3vvWtkjVX+Sh42E228EYJFVlBkkXFg0EBRgW6lCnizUFhDJBiwSpGmBqrhuWPAgOgkwMAdBrQbBAH8quZyEW5LFhQARObixVmwRJxaR2fPcUAc2X9Jnaf4n3B0wz9szPPsIWNiz2Dvmz7PAasIOUjzgvOkGtL3QYh12e7aY1WrrGo+b8aBIPcgQAAd9jjojym5Hy3Gf/cQnCx1dCcf2WelIpGJcMVdRv6revVMp4PwIueieOzp3a37KzTWdMtWAiIfJyn0o9NULqC5/qRiPyy7XOFPacQ1DLVZ3tuz6iD1WpoJsoX275nzx6Je9I0/dWvfjXx39bW1j//8z+PRCJ+v1+hyKMOXIWhnoBJv9Lu8qnLtAhMuoLVCqPP58u868rHer386HTY0ihmJRp3IRIpTzliPl8w8eNlt8xAgM+Xmfv4/f5IJBKLZd6zRyc7PhttldMWhSIx/h1VimPTgSvMhbFjzQUUWibs85XBZdGllZ20I19zdprb6QiFQpFIhCQFvwA0Go3IVhYrjGB9ft2nGWBkfB++704fjdLRTVabXFriW84gCMIT9gIAsRS1UzzolVXsHwn/ihBx7DK3d5nbhc4jZMG6qvEKi6b67anDl30zd3bfyt10Yu7MucXRT3bcVACCVaZlVdhlya+Fwa1UyLXtuSh3mI4QDFKCpGQerULz0Jb7Xzz/yg+OPXJH960t+kahPZcpXaV8cWUNKhYO02Gr1qISFhUDAARob89tA47h/eNv2mrW1esKJE1dBCCEamuXu2cymRAHZexYYaEgob0KRv3EBlN5Jt9iVFarxh+mIRXBeiMe9pK3NIkNtSNMbDQxwx7EfVPbKahVS5p40qfoegN+fZ60h7FVtTz+vUY45yW2VBdmMjjCRK2qPDd3vQE/N0nk33TG8ZTSxAojWFatYNpgSthLsWNQEKD/sfXBIp2cp7k8atKBsAXLojb7wuwXTLqCQ8GUiogyWbBEkDxbUgPqEEImlWFr/eZqjQkA3ph456J74saGa6vUOmknRypSCYBiDC0eiSWipL9ScNo++PbUkasarrimeVvGnSc8U+cWR1v0jZVMsAiC+OY3v5nyYyQSwRjrdJImwErBBgt9gZLt1JVn7vmJSL1WptOVtpxKmbC5lvnjFNbpxD5CvMCsM2NHBC9gbUJu1EXT/QYkfiCLWCymVCrV6swRW1c24IdHaR/IG3Q4Mf4ba5jzAazTFcBliwEWw9E1Fp2iHDPrKjmcfSeq1enyZFgkSYbD4Twf+ZX6Wh9zjT926slDk4cTv6Sk0RUvyB0BQghhwPmHLmXVKABgwLkRR5GcSqFNBc1CQ0n/VACSJbJSLVgIULXavKtle6+lB3KN55MSpbccVi9w8vmAY//4m4OO4ayaLiWy9KWWRl5+FZLQV9aCOQth4qOgMspCSmAQq0rVl6yYUIwYrPVGNObFlwNJSgoFLPnsDINWDmVhVwBgVoJGBpcDFeEUWKkEK0JHPWGvP+pf/ik5j66oQe5FTYH/YO70U4P7hhaS0p0SMcKsdURJZhcL0qRv+Er/Xde1XpO+SYiJZmUzO2MfOjp7gopRvFuXC/KUz07z6+HfPTW4L1EMm+0QS61qNNUmlYHbt5TRyI2sS6ESXErHu8NiyHnGPlSMkpeFQlZ5EgkuO+OfOz5/aiYwV9zOrUIUBVxTc8BCBFlVFbEKlgA9BnTRh8O02D72ELaqkC1ZMaEYShZKEpq16J15zD1zAaWw2AspyKlyQ+WoYa1UgpVeyDYlTam4BCs/h504ApHgXMAeiAaSW4wvY036hoe23P+prk9kdU45IatWm00qY/omYQ1SAMkk8tjsyUOTh0MxfvmR+zbc01PdCWU1XMz57XMBe+K/S3QKA8Bd6++4b8M9ckJ2W+fHrqzfBGmjkZummjRbY4J68p+88kvKZGXBSlDVKe/0u9NHJ32lJo6ltDpXPmwmKOM6tBAmaj7shQgTUJKwtgqd84hNP1acM0U0yxGSVMQwW/Sb0RszDHf8G7UoyoA9VICTl0tlNAEhe2HpH/4VFoOVQDotSHnRG1T6h7bcX6Tw6qW2ioIEl8KAj82eRIASqZEiy1iMoWM4JkMkr5amCApiwRK31ihJBYkIKLkFyx5YmPBO1WmtzfrGlD7yqjDoFFqlTAE8o4FBWGMsH9hq1jXp69WkqkrJ7+nPWUcjGA39fvSVKoXukx035dtLUbA9XAy5Lnmm1hiaxXdeVsQoicLtKsTRrEPBGF4MF7ISi3Q4wsRHQWU0gT4TGnTiDWbBJWk+hGvVRJMW/vlUItAF7FRR9A76zGjfeKptrM+EBl34urybK6NGA4s+E0ovOgQAg05sEx7/YmCFWbDOLY6esQ9F6AgPwUpeinJzpUnEUltFsSssh1sxzKHJw+9cfh8kWDLeuXzkR8cfPzU/mFVb9uDCjH8O8o7Bymit6anu2tWyvVZbk1X38sSEd+qtyfcuuicgzQoltMC3GVpvatvdaW7j/pitBQsDPjR5eCnVVOwRs2ot3eaOFkMTr3FRpJ8ZEcOxad/sjK/oPjh2WMbdE29Nvie+5y8Gfj3hmYKlKMZid2wVGcGqMparOK4jjMq7DJcYGR2ybAxWjxFd8sedie4wFEkqzGYCAEiJ7iqUglTZBfqFLuQAH+sqKlYYwXp76sj+8TdDMYpJs7uI14opLNhWX7v01mKo8MUmEsaVrEJ/cvMlDTqGj8+eAoB8swgzBRy1GVu21m8WkukqEriKaCkUUMgyVKut6bf21mqtGDBFhyN0JP3YjMAYH509EYgGM++aCTnrnRZbaDeBhJs+Y0u+sC/KxIBVwVi1YFUGyhiGtRglPzpB7gBgM4E4l2V5iYKAtiVnYvGKYbOGnBQaxFbRyf/kZa/hvd6IRr04lrx2YYA3VgmWOBKrPk43KhQ18pyvG2cXRvwRf8ads0XCN8ddI6vVZqFSevGjACD7FWu5VEt+zjuW1wrVeykXROiFnJCrSKWMFBzPWf/8j44//ttzL+XWcuKvPAc252i/0hEs6RocHCXXyo8t+4jAVj4L1gIFH50YLIhzWcGtGGCBipde7l8ywDiKVgx7bRXSylLH3ya5KLU4ihQ3Jh1qGTRr0Xlv0rV4InB8odQvnBUbg5UW5K4ilREyUprWN9duGHQMeyO+YgQVJYgi1yp0U9vuDEfFV2L+x2Mx5Bp3T1g1lhZDU/JRgi+4rJbAki3nWYFLxzHgROgPAGyqtW2qtYkcyzWxZGvBIpJCA/NCzpaeYtfiTEC6ODtHDg2Jl85cRcnQZ0ZPXygDzaVoCNHI9JHQwIpjTRVyh7E7Aka+uBWuN7DXFLckzRUtmIlAYDMjSzIN6jOjIRdmMBD5tVl2FyEA9JnRoBOvNy5fyVwQzwbBQZWU/K0wgsVZMgG4n8QAXypVYRAA2NF05ZRv2hvxFWPuJ4wWvOv6jH/ug9nTDVV1V9Rt4P4u7kuaDzjenHx3vaUrhWCxJ99c17+lbmPKIdc0b9vTerXEPosv58dnTwWjoS31GzXykj52yzZNYesmzdDPnn1eJVN+pue2884LLsrTYVpTrTZzxzMH7SYECAPe1bxdKxdUk5d0nlyD3Jm4ClfxKa9kCxY7PWo0FiWpFC+duYqSgc1ZwyXP8LWHsEWJK+uDrMhAAOtMaMiFd9byXPd8aNmtZjPBT85hKHI63p56RCZ3RC8HsxJd8uO1VXndGTZaP6/O5Y0+Ewy48Gc5v9gpAIAhF95dX7p5t8IIVmKhzGhU8EX8J+cG9ErdRlFDhTiGh4d//OMf82664LoUjAbPmk5o5Zqcz88LR3Bxzj9/RPOWVWM5uzBCEuSI5XRiq5vyTnkvG1T6Fn0SVZoPOOwBx1Ht288uBZKHQiGVSsUusS7Kfdk7847K+Ir+Re5RcwG7I7BwTPfOCxpBiXwpOLswQjP0RcsQSfAEZJ53XgjHwp3V7SqypF+si5Rrxjv7nvqN3+l+M+gYRghdqklV7GQwM+Q4hxDxVs1rE54pb9jXamjWK6tCMWrMeVEtVx01HaLoMMZ4hD4ll8kTxad++MMfihQQRAhhjLfUbxSnHZ6wd9Zvj9Bho8rIW1En9xgs9vDir5tthpY9rVe/MfFOxj3ZqXhn9yd1Cq096IBca2mvCEQikb/7u78rdy8kQXGB+bPDhK50dbcBABYoQLP0V9//CJR65oCaw9/+DTzyna91dnambLJTy1Yfmzku42SncPFMQdc18LyaWDWsPAmWnSqWZ1M6bCb05FjS62U+hAFgwLlKsISRsO7Uaa1b6zc3VAkW3PBF/EdnTzTo6vIhWJcuXTp48OBf/dVfpW/qgq6cTysO7nnXwbr0HbbClhz6cxV/W4W5iq4usfMUb6yko7u7W2hTT3cP+0dKPzdAv9AhX//617///e+LECwCEQxmGMyIE6whx8h700cBoNfSw0uw5IS8Tms1qrIuBylFR74g0Cm0bHKoRAsW19j5IQ5yj0ajjz766Pe+971ydyQzvlOOp7MLYIfg4/WhRVcX/McP/2tq6o50guUI4URE1Joq5IlgdwTsIeg1FYsN8BrS+s3ojBNub83rzI4Qril3fqjNjAacSQZyRwhUJJQ4pWOlESwAAMAATfqGJn1DCVpsbW39m7/5mxI0tIoVhL/9278V30FixgU3LIl3hwZd3T19e7PrHNt0mg+9eJDoQuW6O0mCVBIKEn2YDRgymWz11bGKFDz5mxd4f58LQd2SsQoBrDehQSeeD8F1RVvl1HyLf58Z/X4iLwoSikGE4Y8zKyXa9Wg+hH1RqFoyzc6H8M7aUqd0VFbaV0ZIj7wudrHnVaxCFJIoViJGquCmplLmdUq0lnGtVust3X+58d5dDZnrQ69iFR8m0AJmW3sIp1cG5AZmlQa2vMtTlr7PvCAR9BjRWY69yk7B9Y3EoKukcQkrjH9Ij/ldLSq7ijJCYuxUIi2g4BNVI1P3Wrpbk3MaigSJGYs5x5OtYhUfGiCABYrnEbBTwK3fZzOhQRfmBmaVBj1GNOHPUDNRHJWQQsgiReNtPgSdejAq0ISvdK+gFeciXJaOTMHbU0fclOfq5qtYUeySxaCsYhXpMCj1juCim3JbtTUizCNF+LSA0CurPt5+Q2HPKYRWffNXtzyQ8RI2WPuC0VCRiiusYhUrAiQBl3w8v8+H4HqON9BmRvvGmdJXTZYT8ZqJIiV9xGGncNkj3FnYTEm6qfYQrlUTNjMMuPCa/KL4pWOF8Y+7e+/8+6v+urGqPn3TlHd6xDkWilHsf9kP5RLoAK1iFen4ku1zGrn6ycF9waik6qlopT2JCfgjgRHn2ELIKScy5KFtqd/ojfieH/mDi/KUpm+rWEWlgUBwkY9gOZLVz21mdGoRh2JgLLlUmM2MzvB5CWPSNFUcFJQ9wp1FSsEcVgHLZkZnSljgfKW+1mMMTdFhrikrxXvIui2k149bxSpKD44Fq7wdyR3zQcdLo6++P/OBlJ0XgotzATuN8/BArGIVKxkkgnE+F1WKZ61aCTo5WNVleDH0CYj7v++Q5FmbCy5H65cXfaYkpjgXxHUa1GcqTDkgiVipBOvw9LEfHX/82OzJxC+pBKsitcVX8dGBlDQLIpNKp4tyPz302z+OvVbw7hUKBGQRWVUyfflVrKIyIUiwgqmi7TYTKkutRtaJlvJjMAZH7JKe8bIXIkygXgMIYD4EAEDREGbAoChYQWuJyIVg0TTd09PD/SUWiz344IM1NTU7d+6cnp4uUN/EEH9Tc2uSYACAhDbw6qt8FeWFNIqfCHLn3y3GxGb98wuhEhq1s0YWRUCZpRKi8wH7yxcPnFoYLGbHVrGKigOBYCqQWoc4sfxz0WdGZYkWt5niMqdczIewRF5iL1r9xBzQu5QUaQ/hGhVCAD0GdNGXVxR/VsiaYP3whz/csWPHyMgI98cf/OAHXq93YmJix44d3/nOdwrXPUHgtBArRBAAgJn4zJURpEGp1ynyKlSyilXkDCkUn1iWaeDfLedizyUDQSAAYBiJH4Xx7F5/NDjqvjjjnytex1axigoEAqhRpdYhtoewRZX6CrCZUFmKYbdWIW8Eu8JJP9pDUiU67ZUh08CifymezE7Fiw4pyXgUf2k6kHUWYX9/f3t7+6233sr98ZlnnnniiSc0Gs23v/3t8+fPi58BY3z8+PHEfzUaTWdnZ3QJErsRo2MMw9AxOnEIE2MYhonS8ZM0qOvu7f08AEg/J08rsVjOx67iw41oNCouFxKjaYZh6Fgsygi+btr1a+7t/byckGvkat6JGotGGYahGSbbaXzJO/Xi6J/WGls/2X5TVgdmCzpKMwzjDDkH54e7zR0ie0boSDT+2MaYGM0wTJSOiVyXTCZbdfGv4sOHtqrUOsTzIZ64JZsZnXWXQdMELVWbvqaO20M87MY0BjLTE1k5Mg0A0GdCh+0YknvFBpnlnCaZFbImWHv27En/cWJi4tlnn92zZ8/atWufeOIJ8TMwDHPvvfcm/tvT0/PII49EIhG/3y+TZejPoHN4kXLbzD2BQCASiQSDQY8nnpEUiYQjkYjH4/UwBctRCgaDOdTZrSiwRfE+fG2Vt1EA8Hg8ItP1jel3Q+Egg7HH45UTGWZ1FCIeiPBuCkQCkUgkCMvzXCJ8fl8oHPIFfNkemC38wUAkEnFEFodmz9WRNSJ7/m78lYXgIgB4vT5fxB+JRMJAiXTPaDRmfCGsonhYfXUUCW1VMJhWhzg93Gq9ETVoyvOBwQYqcQmWnYJQDC54cZchQ5cqJwYLAGxm9NgIA6z86ZI50GYuXZx7Yd5fXq8XYzw0NPTwww8/8MADR44cEdmZJMnBwdTYi0gkolQqq6urxRtyO33jockN2j5tTKcKqExGo8USr1KsXdSpoiqTyWgx5lW3mAu9Xr/Sv6G/8Y1vlLsLAAA33HDDgQMHPkwdsFgsIsu/d9qvUCoBwFpTk09BGJKSqVQqjUqTmOcS4ZH5VfOqKl1VtgdmC8obUalUAKCvytCWzqFTMV4AqLFYSIpUzahUSnWxu7eKnLH66ihSB9qq0OnkIKd5Pr0rtQy2W8tGsFIoCBsqPuDMQLBoDK4wWEouLSGEPhMadmMGg51jwbKZ4NFzJSJYhckirKmp+fr/396dR0Vxpo0Cf96mF3boZhdFFhUVmtGJYxLjHo2RiLjE+UI+x2TufObovZqDY+7np4wm5+qIRmdEk5NkZoxM1GgSs02MSzQuZGLUaJQAggRxQ6C7gWan1+q6fxQ0TS/VDRTdXfD8jieBquqqt4vut59+66nnzc6OiYlZs2aNbfDEKXNGrXWp9s460YN3+ti+2bFjh6ebAABw7ty5IdWA7uSq/t1m4frcUFbcVmjX9dl+LMrWE8LcjcLXm5iHBOw6BqgBCUHW+Ux1GjsjWADwWLiHAiwpsW6hlg4RO0/DatBCiBiEXvO+DhRBpC+pbKHrtN3zT6fKSHGjmxrQ3xGsixcvzpw5c968ef/85z//+Mc//v3vf580aRInLbPLPNuG7T3wUQERRhPl6+Om4HnmCeM11+qCuEfBAuEke+9GZhicEHL06NHc3NxHjx5t3rw5Ozu7vr5+1apVBQUFMpls+/btS5cuVavV2dnZZ8+eJYTMnTt3z549MpmMELJx48b8/PzVq1ebTKYjR44olcoNGzZs2rSJELJz587du3cnJycfOnQoPj6eOaJCoVi7dm1BQUFgYODUqVN37ty5evVqAJgwYcLp06etVsXExFg21dGxvvrqqy1btty/f9/Pz2/9+vWvvfYaIeTw4cPZ2dnMY+vq6p599tm1a9cy/7U6xKJFi5gGFBYWDvQfovO5mIOJ/o2Auj43lBW3TRXVHWC5viUhVrekDCkFtfSP3tR1zIwhv4nArsN9XUesP1E00G0GCLSYhzg2wM6fwFORCnOJkLZ4Uys1MDNGYHt3oRWlxrrYhMcx+WRKDUzoujyWEESadHST3h0zUvf3D8ikZOXm5p4/fz4qKurcuXP79+/nomH2dQdYnbdodZsSO3nZ2IV2i7wPBI0ROrzpH+Xso+rhw4eFhYXHjh3btGkTAKxbty4xMbG2tnb//v2vvPKKTqfLzs4Wi8V3796trKwUi8Xr169nHiiXy8+cOfP666+HhoaWlJR8+umnW7duZVa1tbXV1NRMmzZt3bp15gOtXLny+eeff/DgwY0bN5KSklauXPnll18CQGFhoe0qq0Y6OtbmzZuXL1/e0NBw8uTJnJwcZuNLly5duHABABQKxdy5c1977bWXX37Z7iHMDejnH911zHDOMwkz+zmCZTlBcq+4bbJz83zSzkewaAIACaEjRQKhVVGVIaXNCCoN7T3/OpzdyYNdB7ddh4BAcmiPBHa7OVgeJJOAvxAetfeYZ+bpYdbDWra8KsOdIZdBcWOPyI8AjJOSW+5Jw6LdS6vVisVi2+U6na6+vt7pw49XfLPryttl9b+crjy368rbRapSR1vebXrwSdm/rtXc7E9rT548+eyzz9pdpTHSbQYv+keZ7D8F6Br/YPLkzEvCwsLMJ7yhocFoNIaFhSmVSmaJQqGIjIxkNtbpdCaTCbrum2N+ZlZVVlbSNF1XVyeTycx7DgjoURojIiKCfZVlUx0di6KoK1euvP/++ytWrDAfXaVSMT9MnDgxPDyc+dXRIbh9qfv4+DAtdOSDoo92XXlb2V7Hvh+1pvHCg++/uXvhbuMDuxu06dt3XXn7nZ8O9LaFZfW/7Lry9lcVp3v7wN6iTKbrtYW7rrx95u4F9i0/vf3VritvM8+0urV2x6W9+68dGujm9VZbW5u/v7/tchc7KKf74RHsOiyfNVdmzZp17ty5ly4a99+mzAvnnDR888hBD+6yxsZG5q4sTjxz0nDiYXeTUj413Kg3+efr29i6PfrDO9QL541ctYETR+9Qz39rTPvMcLO+++n813fGd0splkfRNN3R0dHY2NjPo3vNxVLXmFNSfhWZmjF63nDH41WtutYHzVVqbdMAtcTXBwKEXvRP4GwwICgoyPJXiqIEgs6/vkKh0Gq10PMiDkV11mITi8XMcian2/aal0AgMG8MAFKplOk9aZpua2uzLMnBsor9WL/97W/37t0bERGRm5tr3jgiovOetX379r344ovMmL/TQ7iHi/Wr6jvU12sLi1S36jUNdjcQCoTyiHHjw5N724DOqaIGPstJQAjzrnRhtKwXJUmR98Cug3NyWY/RIK8qzsmwqniu0tDD/MmYEFLGWjnCK0ewSLGaVmpoyzFCq/M/cHgWYJlFB0Ymy0ZJfUMdbeC2HBSemjNnzq5duyiKunr16uTJk/V6/fz583NycrRarUajycnJSU9Pd7qT/Px8o9G4j2+nNwAAIABJREFUZ8+e6dOnmxcuWbIkNze3o6NDpVJlZmaa+zWDweBolVNnz57NyclZsGDB6dOnwaY+2dSpU//85z9funTp1KlTLIfoT0W03jJfy2bfjDjLhZf4iOclzp4RN6W3DTDXTO/tAweO5W0ovj6SuODh4X5O7hpGXgi7jv6zmYeYjvDCAKsrBKFoaNRDmATSnM0zU6ehPVIclcWYEFLVTqt1YNkwt02Yw7MAy/Wbqtx2FxVPvfXWW8XFxZGRkVlZWfn5+VKpNC8vT6PRxMfHJyYm6vX6vLw8pzsxGAzR0dHnz5/fu3eveeG2bdsoikpISEhJSYmPj9+9ezcApKenJyUl2V3liu3bt8+cOVMulzc0NMybN8+yjhojMDDwvffeW7Vq1YYNG+wegmmAi4frPxdzp8wBFufJUu58/buY79V5TmgaAGR+0sWj0qcPe8INzUPcwq6j/+TS7g94Ew31WvCe2lEMucWUz3VakElAKACnMyV74QiWSACjgkmwCEQW/ZPcXVM+u7vSmk6nCw4O1ul0Vsv1en1ra6vTOljf3D1fXFc2L3G2PGIc+5Y3lcXn7n83MUr+dPx09i1ZnDp1at++fadOnerzHgYxT5Xp8wZCoVCr1bLUwTpa+nl1a23W+CXsd13ca3rwWfnXAPB0/LSJUWkctrBR21TZeD/MT5oQOpLD3dpVWl9+6dGP8ohxT8Sy3UH8r19OVTTezRwzf7Q0EQCYAQ+pVDrQzeuV9vb2yMjI9vZ2q+UudlBO94NgaHcds2fP/tOf/jR79uyIw4ZbS0WRflCnhXHHDPW/Ezl/MKumpiaJROLnx02Ao6Ug7JChaYVIJIAiNf2fF6jipcJTVfSeEurMfIf9XsYZ48pkwcKR3jWusfwidaOeLn2+R7NjPjRcXyS0e/MmQ6PR6HS60FCHV8lcwbNCySGS4OiASLu1GL57eLlcfWd63JPMfB1uu4sKIVvDg2KqW2sftdY4u63VfImQ4xeq1Dd0UswEbvfpyPjwZFeyxH4zbOLY8NHRAZFuaBJCXi5FSoob6af9iNKbJu8z8/WB4QGkooUeH0qUXWW65DJgv7Km1IC3lWkAALmUVLdbN5uphhU7wJMV8yz+eCJ20vLUZaNlibarNJS2WdeiN9qfcgRx7ujRo55ugvf6TcxEALhW6+TubqeTPXs/rVH73cPLP9bccLrlsMDoE3fO/O3mB05T09Dghl0HWMxDXKcFb0vAYqTJSFED08LOEHB4ANGZoE7r8CF1WojwskuEAJAqszNttvn8DyieBVhmdR31D5qrtFT3pUYB9KjkjiNYA+2FF17wdBO8l4s55ubcdgFv78fQU4Yfa28Uqlyav8ELU++R+2HXAV1TDgOAsoOO9tCcg+zMGVfWMyU7zl7ywkKjACCX2skMS7VIMhs4fI0/vq+6euz2V9WtteYlVjWv6c5KpF73x0ZDgYsvv+6BKwcxBw30X66+89cf3+W0dZxyufYCRlcImZlv0/PCxHAGU6ITAFQ9Z0p2dJWwxQA+BAK8L+1oRCCxnULRPZUa+BpgmTrL/HSfNSaLhYbOGwyZSIu/V14Qr7n48usewXK8JQ20N2cEM6W2TODKpDfdtVNa9K35JUf/dRdvH0FDVPc8xFqvK23AMN/qqOwxU7LDAEtlb8pqb0AAZg+zblhKKPmlmTYO8GRdfA2wgPnIsfhYYn40p3fI/KTJslER/lhoh3seCVv5FSszAYfTESyhj9DXRxIg8vcX2v8OS4AQQvoQY7UbOtSaRq3RcboER1yfLbHHVXsaWvStLYa2AW4d8i7YdZgFiSDCl9xtpeu8bJ4cs6RgotLQrYYeZbpYBn5UDqas9gbjpdavAT9hZxb/gB6XrwGW7eUGQWft7M7zNVqamDF63tiw0R5p3pA1Z86cId6ATp3xv5OePTogcs2k/1r969+zFFPoW/nz0vryA0VHrrqQe95PTBCppXRlDb+wb6nWNIHFbZMAWNQddfP4O9f9DWDymRQdXnqJUEBgXCgp7Wxh5xs3VUpKG+1/nfLOBCyG3WY5LevVfzwLsG4qiw6XHCupK6OJdY5Ln6fFRRw6d+7cEG8A499VV4CjeyxcnHXHittyEJkvOZSJatE5GY76WVUCXU+nNxcW0ZDg8Xeu+xsgl0GxGlRa741LmPEqlbY7BAwRg1RC7rfa+Zz1timrnXJadaL/vC8hjVWbvkPRrmo3dNAm60LVrl+q4IT6g1x9zT33HMsVYS9vEsXE2y6vr69ftWpVQUGBTCbbvn370qVL1Wp1dnb22bNnCSFz587ds2ePTCYjhGzcuDE/P3/16tUmk+nIkSNKpXLDhg2bNm0ihOzcuXP37t3JycmHDh2Kj+88ikKhWLt2bUFBQWBg4NSpU3fu3Ll69WoAmDBhwunTp61WxcR0l4NiOdZXX321ZcuW+/fv+/n5rV+//rXXXiOEHD58mJksDADq6uqeffbZtWvXMv+1OsSiRYuYBhQWOqmPMNAomgKOZmrq2zcH9+Ugkh5jUqwbEvNmbn63epXW85+2Xz3j6VZ0C5r9fMDjz9gux65joMml5PP7tBdORGjGpLSbyzQwUqVQrKYTgqzf8V6bre9IqpR8eAdHsCyYp3ijCQAAsTg5bh7BMjYojMqH3vOP1tvPtlm3bl1iYmJtbe3+/ftfeeUVnU6XnZ0tFovv3r1bWVkpFovXr1/PbCmXy8+cOfP666+HhoaWlJR8+umnW7duZVa1tbXV1NRMmzZt3bp15j2vXLny+eeff/DgwY0bN5KSklauXPnll18CQGFhoe0qq1Y5OtbmzZuXL1/e0NBw8uTJnJwcZuNLly5duHABABQKxdy5c1977bWXX37Z7iHMDeDu79xHzAuVk5lq+haLuG8Eq6sPcWGqHAF0nZOhPN5samvyeHdh+c/U3mK3ndh1DLRUZnzIi6+spUrJJSXtQ8DfYihGLiPM3YVWvDbJ3RE33EjIs6lyfnj04w/V16YMn3y/6WFNm+LFlKXDAqOZVfebqx42P4oPGREXMpyr1rJMlWNUK2m99bPwIGFYNBGJbZeHh4eXl5czJ1atVoeEhERFRZWWlkZGRgKAUqlMS0tTKpWEEJ1OJxKJBAKBwWAQCoU0TQsEApqmCSGVlZWJiYn19fXJyckNDQ3MTBeBgYGWM4FERESoVCqWVeZfWY5lMpmuXbt269atgoKCgwcPMkdXqVQRERGEkIkTJ1ZVVZWWlkZERDg6hHtm4XA6Vc7Xd87cbqgI85P+Pu3Ffh5r3/V/6Cn9q5NWin3s/H0d+aH62g+PfpwS+5spwyf3swHsDCbD3mt/B4BZI6c+Fv0rli3PP/j3DUWRv8jvf//6f2mM2n0//t2H9nntqf8zoM3rLTdMlWNqa6La7Mc0HuETFCoICLZdjl3HQDBPlQMABhMEf2AgBDpe7u88OcD1VDkMhQZijxjiA0nlf3T3dR/eMR1/SH8028dq4/84Ty0eSV5I4s2oDUVDyAcGxX+KAnuefrUOZJIhOVUOSz5KfMiI+JARbmuJUBbltmP1B0VRAkHnK16hUEgkErC4ckQIoSiK+Vks7vz8ZuIG26tLAoHAvDEASKXSoqKixMREAGhvb29oaHBlFfuxfvvb34rF4qysrNzc3IMHDzILIyIimB/27dt37Nix7OzsDz/80OkhPIsZzpkUM5GLXXWO2vbycd01EQYUASL2Eekpg9PRMuacxIfEQc/LhUONIDBUENivXts9sOsYaCIBjA4hrQZPHd+5aD8Ik1hf+JPLyPZCOx/Big46yp830RUA+BBIDiWlTfTkiB6v2As1piUJ3DwRPp0OsLj3yGmh9n9XXXn7+v5CpUsFpgexOXPm7Nq1i6Koq1evTp48Wa/Xz58/Pycnh5lqNycnJz093elO8vPzjUbjnj17pk/vnjl7yZIlubm5HR0dKpUqMzMzNzeXWW4wGBytcurs2bM5OTkLFiw4ffo0ABiNRsu1U6dO/fOf/3zp0qVTp06xHMJg8JYey8fZVbM2ffuhkmOHS47VtCkcb9WXO+7cVtVTKBCODx/ryrGYCIypnIJJ7t4Puw43kEuJ1yZgMVKlxGqqxLGh5H4braOst7TMhecLu2W97rTAwzZuxjL5FmB1jWAtGpO+csLvwv0cjtgbTAYtpTP18t6rweett94qLi6OjIzMysrKz8+XSqV5eXkajSY+Pj4xMVGv1+fl5TndicFgiI6OPn/+/N69e80Lt23bRlFUQkJCSkpKfHz87t27ASA9PT0pKcnuKlds37595syZcrm8oaFh3rx5L7/8stUGgYGB77333qpVqzZs2GD3EEwDXDzcwGFCf6cvP4PJqGxXKdpVOsdzaM4Y8eQzCTOFgt4NNru30K5Lo2WWyWRMu4ZkjjtvYNfhBnIZ8doELIZcRqzCJrEAEoLI7Wbrd6+SbzlYACCX2anUoNLSxWpu9s+zHKwfa258V3X5NzETZ8RNYd/y2/vfFSqL58RPnxAl73NrWXKwhg73pCbwi9McrG/uni+uK5uXOFseMY5lP826ln8UHgKAZeMWjgzm8gL3d1WXf6y5MX3Ek5OH/ZrD3dp15t7FItWtZxJmpkWmsGz276orV2t+mjbiiceHPWaiTRfufm/QG54d9/RAN69X3JCDNXRg12HLMgcLAE5U0Z/fM70/3TqfqQ8GIgcLAPaXm+630tsm9Wjhixeo9BFk+ajuARqDCQL+adD+XiTgVYh1ppp+82fq2/QePfmKi9TYULIuWTfkcrA6q4m6dLnETTkoCNlysXiVOW+J0By/UN052XmvJl6kO69dCp6KnazRaNzQPIS8llwKPyg93QhWcinRGK0XptiU6FRp6HBf4Fd0BQCpUiiyuUSo0NBGjr4X8CzAYrll3WgyGmlKSIRCgQ/gzLLcOXr0qKebwD8upk11pwwLOI6EHov+1ShpQrAkiNvd2jUsMFpv1If4hrBv1tdsfcRX2HU4ZXceYq+SKiNV7dbvWbkU/na7Z4ClBd5dHwSAYf7ERFtP8qPSQG0HN90UzwKsCL+wtMgUc2kGS4XKkosPL02KmTAz7inoGjxwQx2gQe+FF17wdBP4JyogAgCU7XXsm1mMYHHcgCBxYJA4kOOdOiCPGMd+JZTxq8jUMD9ZoCjADU1C3gC7DqcIwKwYr/6QChCC1U120FmAtMcSlQYi+JbhzpDLSJGanhPb/RzrtFCnpfVc5G/zLMk9LmT4Mwkzk8NG2a4ind+PO88KbbEQITeT+kkBoFFjrx6fBcub3ge8TQPm8/Kvj93+iilez0Jr1B2v+ObMvQvuaRVCvBAX6O3vfdsWxgeRZj3dZHFnjlJDR3t3tr4jVjMS0gD1WjoukFS0cPB0eBZgmf2sunWt9qae6r6rVtB59bDzV3fmoCBkpXMqJ2cX/rpHsBwHWGpNo6JdZTTZ5EF4jaqWmgfNVU5vmXRbcXmE0IAiAOOlpMQie4l38+SYMdMBmX9t0EKgCB4LJyVNHOycr/HH1ZqfCh7+oDV2zw/DTMRBd1fWwSR3AJ4PjfBX52TkzlLXzTmCAsfvxC8rTh0uOdaia+WwedxyMbmq86p913cerVGnM+nxLjOvhV0HYmE1z4xKQ0fwMAcLbJ+Ilo70I3IpKW0awiNYtuGTVf47JrkzNmzY4OkmDEUmEw0AAuc31RCr/zvawpvDEBcnFmTekuYn+n7J4fdvfUgN+Up1Xgu7DsRC3vPKGh+rjDJSpaSsiTZ1PRVmKE4uA05GsHiW5G7G1IC2/N4vAAIApq5efmzY6MiAcKZs9FC2Y8cOTzdhaHJpANVH4DMyZAQBCBD5O9rGxYoPVqpaa1p1bcODYtxwI6HL01EzJUY737MWQ84cFAFCnMOuA7GQy8ixe92dkkpDR/rxcrwmSAThvuReK50UTKBrymq5jNxq4uDp8DXAslOoumdx6FHSBICEgWvAhQffqx2nMMeHxtlOfPt5+dcsH0ITo9MSQ0daLmnWtXx7r4ClDbPjp0l9nZRBY2r9EUKOHj2am5v76NGjzZs3Z2dn19fXr1q1qqCgQCaTbd++fenSpWq1Ojs7++zZs4SQuXPn7tmzRyaTEUI2btyYn5+/evVqk8l05MgRpVK5YcOGTZs2KRSKtWvXFhQUBAYGTp06defOnTExMeyNGToMJiO4MIAqEgiXjV3Ivo2L40NWilWlpfXl6UlzxkuSe/XAPmAyHWvblFYvYCut+jawvCo6VKs2FNeV/dJwx9HaQHHAvMTZVgv/XXVZ1V7v6CHDg2Mftykn+1XFaQPlcOIXeeT4MTInVcux60AsrGqgq7QQ4d1z/rBIk5EidWeAVaeFCD9ICCKNemgxkH5OGsqzAKu0vvxk5bfjw5NtE2bd3F9Xt9Yq2lWO1gaK7dyLfr/5IUvzEqXxVkv0lP5e80OWNmiN1gXxWTx8+LCwsPDChQsLFizIzs5et25dYmLiRx99dPny5UWLFjELxWLx3bt3AeDVV19dv359fn4+AMjl8jNnzqSlpe3Zs6ekpKSgoGDhwoWbNm1auXLl8uXLDx48qNPp9u7du3Llyq+//tr19gxudR31wFFCt5dP9tx9PGctZAKs7nNCM/8ZcgGWWtPI8r62+5Wptk35sKXa0UPEQrHtwvvND/WOA6y4kOHOmtkNuw5kK0wCvj7wqJ0eHkAAQKmBaIej8N4uVQoljbA4HgBAqaGj/AgBGBtC324RxEX0a888C7DMU7zZjmDZJLkPrNnx03SO45sge9dlFo9ZwJJLE+Yvs1oSIglemryApQ0yP6mzZnZbvXo1IWT27NlM+exTp06Vl5cLhcJp06ZVVFQIhcKTJ0+WlpYyMy1s27YtLS2NeeDSpUtFIhEArFmzRigUzpkzR6vVAsCFCxcsu0XzxPUIui6EcRJguXwBrgd35iAy70oXjkXApjLFEExyT4scHxcc62ityEdku3B63BSNwWHVe7tf5zJHz2e5rxO7DtR/qVJSrIbhAUAD1PE2yR0AUqXki/udHZFSA4+FAwCkhMKtZvJM//bMswDLnPJrJ8By7/SxdoudsksIjevV9mIfcQLrNZdeCQrqEfNRFCXoKiKgUCgkEgn0/PCjqM6yRmJx5/djZuo98zZSqbSoqCgxMREA2tvbGxoauGrqIEB6BhP931VvR3rcWROh6yhOb5nsEXQO2QBL6hvq9Mq+leiAyN4eZWQIZ1NbYteB7GKurM0fQZp04CcEX97mUspl5P/d7Pw2otJ0XuuUh9I17f3tP3mWlWa+XGKb5D48aFjG6HkTo/s+tfOQMmfOnF27dlEUdfXq1cmTJ+v1+vnz5+fk5Gi1Wo1Gk5OTk56ezr6HJUuW5ObmdnR0qFSqzMzM3Nxc97ScF5gXqlDAwRcY86htrx5lJ0lxwDBHcTqCxdyGYt6sb4Ej8jjsOhDDXKKTuazm6eb0XXIIedBGM1Mumiumrk425aQ4vMjuIp4FWOZOmfnea9mlB4kDk2WjzANL7YaOZl2L0eSkuvSQ9dZbbxUXF0dGRmZlZeXn50ul0ry8PI1GEx8fn5iYqNfr8/Ly2Pewbds2iqISEhJSUlLi4+N3797tnpbzAhNzuDItzABVEHXnCBZzVcv5sZhz0jWBz5AdweI77DoQw1yiU9lzLj/eEQlgVDC53UwDWM9L2E88u0Ro7pQlQjGhOvOu7DpZ+e2D5qplYxdyOFTOR8wHmOXHGPNzdHT08ePHLbcMCws7dOiQ3Yfb3UNQUNCBAwcGptW85/rwzNs/vW80GV+ZuCJYbL+egvePYPkJfV05FjN2ZY7DmOFnk7uSJlFvYdeB2I0PJRUttNEEKi2/R7AAQC4lxWp6YhhRauhI7p4L3wKsrs+tVRNfZt8SJ3tGHuR6VMR85LBUcp8bP0NvMsh6mbXjzhEsl6el6lEzFUewEOI1PyGMCCC/tNB1Gh7XaGAwVSc6jEDREGznPpM+4lmA5fot6zjZM+IFASEUzfZC7dUNX2ZeOJOB1Zt31oinWjVt/kI+X1pAaGhLlZESNa3U0Dwt424ml5G3b5k4TybjWYDlelVrnOwZeZDrI1gcFnToyX11sFx8r1ldE4wPidOINXarEiCEeCFVCsWNdJ0GfhXmRd/l+iBVCsWNHCdgAf8CLABwUEtKa9T+oq4sV1cyvzZo1G5rFUJWXJ9AkNnSlaGmRy01l2uus2yQOXq+uCteWZqcoaP0Ii5uY3TqNzETm3TNTufk8RH4+PpIxAKMqBAaJORScugOLSAQyfNLhHGBpN1AlzVxPBTHtwCLCAJE/tNHPGm7StlRd+beRauFOIKFPCJJmiD1DQ3qumOOxaLk50wmSuxjpxi3lQ6j5kFzFcsGJpoC6A5fJC7skxNOJ11hjJImrJn0XwPdGISQ28hlpFhtivYHnk5EaEYAxkvJ+Ro6ktNyqTwLsCIDwheOfjYqwE7l3yj/CNtp3cL8rMujI+QGQeJAV6IrABgRNMzFfQ4PGsY+caErURpCCHElKZgoNbSG4neZBkaajBx/SC8fNYQDLF8fSWyQ/WlBfYW+Q7wiAxrc/EV++ApHCHkPHwJjQ8lP9bwv0wAAqVLyXpkpitOhOH4P6yGEEELIU+QyIvGBEP6PnstlBACGdA6W++n1eoVC4elWIIR4hqZp7DqQFb1e7+kmcEwuJed8vakeTF/JpQQAhnQOlpulpqY2NzdPmDDB0w3pC5qmsQwYhyzPZ3h4OJ5bxEIikcyfP5+nXYcligYtBQGOPyhaDRAkAgDoMIJIACKXL4oM2Q6KmR570JDLSAT/E7AAQCqB4QEcPxcMsNiMGDHi+nW2G+O9mVKpjIiIMM97j/qpqalJIpH4+Q2KvgQNMKFQ+Nlnn3m6FRzQGCH8sKFqhchu5PSwjZ5ynHqUJQSA/3uVenaE4OlhrsZMCoUiKipqaMZYg0mqlEQPlk4xVQrRnCaT4acvQggh+/yEMDyAVLTYr+mm0nbnrKTKCN+LIaE+iPGHFOkgiZLTZCSM0+FFDLAQQoNfY2NjRkaGTCZbuHBhY2Ojp5vDJ3IZKVY7CLA03RUm5VIyCG4lQ30wK2aQBBIzYwRCTp/KIDkvCCHEYufOnSNHjqytrY2Li3vzzTc93Rw+kUtZAiw6oispeLyUhOEI1pA0PWaQBNacPxEMsBBCg98XX3yxZs0aiUSyZs2azz//3NPN4RO5DEocDPkpNRDt3/mzrw/4DJLPWdQ7LPdA8AvnT2SwnBiEEHKsurp65MiRAMCMY7FsSVHU7373O/OvCQkJ69ev1+v1bW1tQuFQ7DDjheTnet/m5jbbVVXNomg/aG429GG3LS0tvr6+mOTOlZaWFolEMvjKQHiKVqvV6XQsr8/AwEAfHx/2nQzF/gIhNNSYiwLQNE1RFMuWhJApU6aYf42MjBSJRDRNi0QikWgozlQ9Rgr1eqIj4kCh9YXCer3PhDC6b6eFOZ8YYHFFJBIJhcKh+RIdCEaj0WQysZxPV166GGAhhAa/YcOGVVVVjR49urq6OjY2lmVLgUCwevVqq4VCoZCiKH9/f7sPGfTGhhjvaX0fj7T+RFEbjCNCfPz9+xIk+fn5+fv7Y4DFFb1ej3VkOEQI8fHx6edbHnOwEEKDX0ZGxoEDB2iaPnDgQGZmpqebwzOpMlLcaCfPXaUZDLP8IjRAMMBCCA1+W7ZsKSoqGjFixK1bt/70pz95ujk84+hGQqWG5nbuNoQGE7xEiBAa/EJDQ0+cOOHpVvCVXEa+fmiyWkgDNOgggtO52xAaTHAECyGEEBu5vUuEDVoIEvVi8kGEhhp8cyCEEGIT7QcEQKHpsVCpobF0O0IsMMBCCCHkRKpNGpZKixnuCLHBAAshhJATchkp6XmVUNlBR2ICFkKOYYCFEELICbsjWHgLIUIsMMBCCCHkhFxmE2Bp6EjMwULIMQywEEIIOZEqJaVNNGURYmEOFkLsMMBCCCHkRKAIovzI3ZbuCEupwUuECLHBAAshhJBzVtWwVBpMckeIDQZYCCGEnJNLoVjd/asSJyJEiBUGWAghhJyzqtSgwkKjCLHCAAshhJBzljcSdhjBBBAk8myLEPJqGGAhhBBybkwwqWqnNUYAACUmYCHkDAZYCCGEnBMKYFQwKWuiAW8hRMgFGGAhhBBySZqMFKlpAKjT0hG+nm4NQt4NAyyEEEIuSZV25rkrOiDaHy8RIsQGAyyEEEIuMee5q7QQiSNYCLHCAAshhJBL5DJgao3iRIQIOYUBFkIIIZeMCCAaI9RrscooQs5hgIUQQshVqTJyq5HGKqMIOYUBFkIIIVfJpaS4kcYcLIScwgALIYSQq1KlpFhNK3EECyFnMMBCCCHkKrmMFDbQTXoIwxEshFhhgIUQQshVchm50UBLxeCDA1gIsep1gEVR1NixY+2uKikpCQgI6HeTEEIIealQMUT7Ebw+iJBTvQuw9u7dO2XKlPLycttVTU1NL730UkdHB0cNQwgh5I3kMpyIECHnhL3aOi0tLSkpKSMjw2q5yWR66aWXNm3a9PzzzzvdCU3TH3/8sfnX0NDQGTNm6PV6nU6n1Wp71R7EgjmfAgFeBeaGTqejaZoQ/OLODa1Wy/6WF4vF+Or1TnIpqWr3dCMQ8nq9C7BmzZpld3lubu6YMWOWLl3qyk5omj58+LD514SEhMmTJ+v1eo1Go9FoetUexEKr1Wo0GvyI4opGozGZTJ5uxeCh0+k0Go1EInG0gUgkcmd7kOvkMqKlaE+3AiFv17sAy65vv/323LlzZ86ccXF7gUBw/Phxq4V6vV4oFEql0v63BzH0er1UKsUAiyuEEIlE4ueHl0a4odVqJRIJvuX5SC7DESyEnOPg0/fbb7+9cOGCSCRirp4QQr7//vv+7xYhhJAXGhtCYv093QiEvF6/AqyLFy8CwI4dO+guAEDT9NSpUzlpHEIIIW8j8YGnojAZESEn+hVgOUrJ6oPq6uqPPvqIq70tV9ocAAAJB0lEQVQhAHj33XfxpgEOnTp16tatW55uxeBx+/Zt21QBr/Xw4cNPPvnE063wIknB/Q2w3nnnHb1ez0ljEACcOHGirKzM060YPMrKyk6cONHPnfQlwGJGqix/sF3VWw8ePDh48GDfHovsysvLw5sGOPSvf/2rsLDQ060YPEpLSz/77DNPt8JV9+/ft7w1B/XfX//6V51O5+lWDB5ffPFFUVGRp1sxeBQVFX3xxRf93AlmQCOEEEIIcQwDLIQQQgghjnFQpqEPFAqF1ZLGxkaDwWC7HPWZyWRSqVQGg8HTDRkktFptS0sLvkS50tTUpNPpWM5neHi4UOiBDoqmadtWqdVq7KC4RdO0UqnEyT+4otPpmpub8SXKlebm5v53UKTPWVN9YzKZli5devnyZdvler3e1xfnZ+eMRqPx9fXFyuNc0el0QqHQx8fH0w0ZJCiKMhqNLIVGT58+PWHCBHc2CQCMRuOyZcuwg3IDjUaDVeU4hB0Ut5x2UOfOnUtJSWHfibsDLIQQQgihQQ9zsBBCCCGEOIYBFkIIIYQQxzDAQgghhBDiGAZYCCGEEEIcwwALIYQQQohjng+wGhsbMzIyZDLZwoULGxsbPd0cvpoyZQrpsmrVKsAT21cURY0dO5b52fYc4lntLcvzCTx8oXp58/iCd393r4UdFLcGtIPyfIC1c+fOkSNH1tbWxsXFvfnmm55uDi/RNF1eXl5bW9va2tra2pqXlwd4Yvtk7969U6ZMKS8vZ361PYd4VnvF6nzy8YXq5c3jBT7+3b0TdlDcGvAOiva0MWPGlJWV0TRdVlY2ZswYTzeHl6qrq4ODg3/9618HBgZmZmYqlUoaT2yfnD9//vjx4+b3he05xLPaK1bnk48vVC9vHi/w8e/unbCD4tZAd1CeD7ACAgI6Ojpomu7o6AgKCvJ0c3jp+vXrs2bNunnzZkNDw4oVK1544QUaT2w/mN9vtucQz2ofmM8nH1+oXt48XuDj392bYQfFrYHroDxfyT0gIKChocHX17ejoyMiIqK9vd2z7eG72tralJQUtVqNJ7bPCOl8X9ieQzyrfWA+n5b48kL18ubxDl/+7t4MOyhuDVwH5fkcrGHDhlVVVQFAdXV1bGysp5vDSz/99NMPP/zA/CwWi5npk/DE9p/tOcSz2h98fKF6efN4gY9/d17ADopbnL9QPR9gZWRkHDhwgKbpAwcOZGZmero5vNTe3r548eKysjK9Xr9169ZFixYBnlgu2J5DPKv9wccXqpc3jxf4+HfnBeyguMX9C7X/1y/7qbGxMT09PTY2NiMjo6mpydPN4SWTyfTWW28lJSWFh4evWLGiubmZxhPbD+b3he05xLPaB+bzyccXqpc3jxf4+Hf3ZthBcWvgOijP52AhhBBCCA0ynr9EiBBCCCE0yGCAhRBCCCHEMQywEEIIIYQ4hgEWQgghhBDHMMBCCCGEEOIYBlgIIYQQQhzDAAshhBBCiGMYYCGEEEIIcQwDLNQXt2/fJhZ8fHySk5N37dpFUZSLeyCE3L59u2/HNZlMvX0gQmjowA4KeQOhpxuAeOzQoUPMD1qt9urVqxs3bvT19V27dq0rj92wYYNMJuvbcSmKEgjwuwFCiA12UMizcKoc1Be3b98eN26c1Ytnx44dhw8fLikpGejjajQaX1/fgTsKQojXsINC3gCjbMSZp59++t69ewBQUVHx3HPPyWSy6OjoF198saKiAgAIIT///PPy5cujoqLAZgT+448/fuyxx4KCgiZNmvTxxx9b7vYf//hHSkqKTCZbuHBhTU0NABiNRgC4e/fusmXLIiMjg4KCZs2adfPmTXc+WYQQv2AHhdwMAyzEmVu3bkVFRVVXV0+ePFkmk73zzjsbNmy4ePHi448/XllZCQDr1q2rr6//4x//aPXAY8eOZWVlTZs27f333586dWpWVtann37KrDp8+PArr7wyY8aMffv2hYSELFmyBAAoiqJp+rnnnlOr1W+88UZeXp6vr29mZiamPiCEHMEOCrkbjVDvlZWVAUBZl5s3b/7tb3+TyWRvvPHGq6++umrVKvOW9+/fDwgIyMrKAoDFixebTCZmOfNw5ufU1NQtW7aYH7J58+a0tDTm57Fjx/7P//wP87PJZFq2bBkANDQ0VFVVAUBNTQ2zqq2t7Q9/+ENjY+NAP3GEkPfDDgp5AwywUF8w/ZelqKio//7v/9br9SkpKQUFBZYbZ2RkxMbGAsDx48fNC839V0dHBwBUVlaaV1VUVBBCtFptW1sbANy5c8e86vjx4wCgVCq1Wm1kZOTMmTM///xztVo98M8YIcQb2EEhb4B3EaK+o+3dIXHv3r0ZM2ZYLWRSPuPj4223VyqVADBs2DDzktjYWJqma2trzb9argIAiqIkEsnFixffeOONFStWtLe3T5s2befOnU888UQ/nxFCaNDADgp5FgZYiGPBwcEffPBBamqq1fJx48YJhXZeb0xKaU1NTWJiIrOESRSNiooihABAdXV1UlKS5SqmmM24ceM+/vhjg8Fw/fr1v/zlL+np6TU1NXjzDkKIBXZQyG0wyR1xbMKECYWFhWO7xMXFZWdnHzlyxNH2fn5+KSkpBw8eNC9huj8/Pz9fX1+5XL5//37zKmYzo9FYV1eXlJTU0tIiEomefPLJd999t7GxUa1WD+hTQwjxHXZQyG1wBAtx7PXXX3/qqaeqqqrmzZtXU1Nz5MiR27dvb926devWrY4esmXLlqysrJaWlieeeOLy5ct79+795JNPmFUbN2588cUXW1tbn3zyyW+++eb69esAQFFUeHi4UChcvHjxihUraJo+cuTI+PHjY2Ji3PQkEUL8hB0Uch9PJoAh3mJySB2tLSgoeOqppwIDA6OiojIzM69du0b3vCvH9tejR49OnDgxICBg4sSJn3zyieXe9u/fP378+NDQ0PT0dObenPLycpqmS0pK5s6dGxoaGhISsmDBgoqKCu6fJ0KIh7CDQt4AK7kjhBBCCHEMc7AQQgghhDiGARZCCCGEEMcwwEIIIYQQ4hgGWAghhBBCHMMACyGEEEKIYxhgIYQQQghxDAMshBBCCCGO/X87l4bzLTP4yAAAAABJRU5ErkJggg==" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Random.seed!(42)\n", "N_simul = 150\n", @@ -780,20 +748,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plt_tax = plot(title = \"Tax collection paths\", x_label = \"Periods\", ylim = [1.4,2.1])\n", "plot!(plt_tax, 1:N_simul, c_path, label = \"incomplete market\", lw = 2)\n", @@ -855,62 +814,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "P = [0.8 0.2; 0.4 0.6]\n", - "Q = [0.768 0.192; 0.384 0.576]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Govt expenditures in peace and war = [1.0, 2.0]\n", - "Constant tax collections = 1.3116883116883118\n", - "Govt assets in two states = [0.0, 1.62338]\n", - "Now let's check the government's budget constraint in peace and war.\n", - "Our assumptions imply that the government always purchases 0 units of the\n", - "Arrow peace security.\n", - "\n", - "Spending on Arrow war security in peace = 0.3116883116883117\n", - "Spending on Arrow war security in war = 0.9350649350649349\n", - "\n", - "\n", - "Government tax collections plus asset levels in peace and war\n", - "T+b in peace = 1.3116883116883118\n", - "T+b in war = 2.9350649350649354\n", - "\n", - "\n", - "Total government spending in peace and war\n", - "total govt spending in peace = 1.3116883116883118\n", - "total govt spending in war = 2.935064935064935\n", - "\n", - "\n", - "Let's see ex post and ex ante returns on Arrow securities\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Ex post returns to purchase of Arrow securities = [1.30208 5.20833; 2.60417 1.73611]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Ex ante returns to purchase of Arrow securities = [1.04167 1.04167; 1.04167 1.04167]\n" - ] - } - ], + "outputs": [], "source": [ "# Parameters\n", "\n", @@ -1133,20 +1041,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function complete_ss(β, b0, x0, A, C, S_y, T = 12)\n", "\n", @@ -1259,23 +1158,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "smoothing.rst", - "filename_with_path": "dynamic_programming/smoothing", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Consumption and Tax Smoothing with Complete and Incomplete Markets" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming/wald_friedman.ipynb b/dynamic_programming/wald_friedman.ipynb index 971d7ed..f5df727 100644 --- a/dynamic_programming/wald_friedman.ipynb +++ b/dynamic_programming/wald_friedman.ipynb @@ -197,20 +197,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": true }, @@ -222,331 +221,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0.00\n", - "\n", - "\n", - "0.25\n", - "\n", - "\n", - "0.50\n", - "\n", - "\n", - "0.75\n", - "\n", - "\n", - "1.00\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "1.0\n", - "\n", - "\n", - "1.5\n", - "\n", - "\n", - "2.0\n", - "\n", - "\n", - "Original Distributions\n", - "\n", - "\n", - "Density\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "f_0\n", - "\n", - "\n", - "\n", - "f_1\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0.00\n", - "\n", - "\n", - "0.25\n", - "\n", - "\n", - "0.50\n", - "\n", - "\n", - "0.75\n", - "\n", - "\n", - "1.00\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "1.0\n", - "\n", - "\n", - "1.5\n", - "\n", - "\n", - "2.0\n", - "\n", - "\n", - "Distribution Mixtures\n", - "\n", - "\n", - "Density\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "1/4-3/4\n", - "\n", - "\n", - "\n", - "1/2-1/2\n", - "\n", - "\n", - "\n", - "3/4-1/4\n", - "\n", - "\n" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using StatsPlots\n", "\n", @@ -627,7 +306,7 @@ "\n", "This reasoning suggests a decision rule such as the one shown in the figure\n", "\n", - "\n", + "\n", "\n", " \n", "As we’ll see, this is indeed the correct form of the decision rule\n", @@ -785,22 +464,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "choice (generic function with 1 method)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "accept_x0(p, L0) = (one(p) - p) * L0\n", "accept_x1(p, L1) = p * L1\n", @@ -847,22 +515,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "decision_rule (generic function with 1 method)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function decision_rule(d0, d1, L0, L1, c)\n", " function cost(p, d0, d1, L0, L1, c)\n", @@ -913,7 +570,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, @@ -962,32 +619,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accept x1 if p ≤ 0" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - ".35\n", - "Continue to draw if 0.35 ≤ p ≤ 0.57\n", - " \n", - "Accept x0 if p ≥ 0.57\n", - "Correct: 0.43\n", - "Average Cost: 1.42\n", - "Average number of trials: 1.40" - ] - } - ], + "outputs": [], "source": [ "Random.seed!(0);\n", "simulation(Problem());" @@ -1011,25 +647,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accept x1 if p ≤ 0.41\n", - "Continue to draw if 0.41 ≤ p ≤ 0.54\n", - " \n", - "Accept x0 if p ≥ 0.54\n", - "Correct: 0.45\n", - "Average Cost: 1.59\n", - "Average number of trials: 1.22" - ] - } - ], + "outputs": [], "source": [ "Random.seed!(0);\n", "simulation(Problem(c = 0.4));" @@ -1235,23 +857,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "wald_friedman.rst", - "filename_with_path": "dynamic_programming/wald_friedman", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "A Problem that Stumped Milton Friedman" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming_squared/.projects/QuantEconLecturePackages-v0.9.8/LICENSE b/dynamic_programming_squared/.projects/QuantEconLecturePackages-v0.9.8/LICENSE deleted file mode 100644 index cfb92bd..0000000 --- a/dynamic_programming_squared/.projects/QuantEconLecturePackages-v0.9.8/LICENSE +++ /dev/null @@ -1,29 +0,0 @@ -BSD 3-Clause License - -Copyright (c) 2018, QuantEcon -All rights reserved. - -Redistribution and use in source and binary forms, with or without -modification, are permitted provided that the following conditions are met: - -* Redistributions of source code must retain the above copyright notice, this - list of conditions and the following disclaimer. - -* Redistributions in binary form must reproduce the above copyright notice, - this list of conditions and the following disclaimer in the documentation - and/or other materials provided with the distribution. - -* Neither the name of the copyright holder nor the names of its - contributors may be used to endorse or promote products derived from - this software without specific prior written permission. - -THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" -AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE -IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE -DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE -FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL -DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR -SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER -CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, -OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE -OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. diff --git a/dynamic_programming_squared/.projects/QuantEconLecturePackages-v0.9.8/Manifest.toml b/dynamic_programming_squared/.projects/QuantEconLecturePackages-v0.9.8/Manifest.toml deleted file mode 100644 index 85c9777..0000000 --- a/dynamic_programming_squared/.projects/QuantEconLecturePackages-v0.9.8/Manifest.toml +++ /dev/null @@ -1,681 +0,0 @@ -# This file is machine-generated - editing it directly is not advised - -[[AbstractFFTs]] -deps = ["Compat", "LinearAlgebra"] -git-tree-sha1 = "8d59c3b1463b5e0ad05a3698167f85fac90e184d" -uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c" -version = "0.3.2" - -[[ArnoldiMethod]] -deps = ["DelimitedFiles", "LinearAlgebra", "Random", "SparseArrays", "StaticArrays", "Test"] -git-tree-sha1 = "2b6845cea546604fb4dca4e31414a6a59d39ddcd" -uuid = "ec485272-7323-5ecc-a04f-4719b315124d" -version = "0.0.4" - -[[Arpack]] -deps = ["BinaryProvider", "Libdl", "LinearAlgebra", "Random", "SparseArrays", "Test"] -git-tree-sha1 = "1ce1ce9984683f0b6a587d5bdbc688ecb480096f" -uuid = "7d9fca2a-8960-54d3-9f78-7d1dccf2cb97" -version = "0.3.0" - -[[AxisAlgorithms]] -deps = ["Compat", "WoodburyMatrices"] -git-tree-sha1 = "99dabbe853e4f641ab21a676131f2cf9fb29937e" -uuid = "13072b0f-2c55-5437-9ae7-d433b7a33950" -version = "0.3.0" - -[[Base64]] -uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f" - -[[BenchmarkTools]] -deps = ["JSON", "Printf", "Statistics", "Test"] -git-tree-sha1 = "5d1dd8577643ba9014574cd40d9c028cd5e4b85a" -uuid = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf" -version = "0.4.2" - -[[BinDeps]] -deps = ["Compat", "Libdl", "SHA", "URIParser"] -git-tree-sha1 = "12093ca6cdd0ee547c39b1870e0c9c3f154d9ca9" -uuid = "9e28174c-4ba2-5203-b857-d8d62c4213ee" -version = "0.8.10" - -[[BinaryProvider]] -deps = ["Libdl", "Pkg", "SHA", "Test"] -git-tree-sha1 = "055eb2690182ebc31087859c3dd8598371d3ef9e" -uuid = "b99e7846-7c00-51b0-8f62-c81ae34c0232" -version = "0.5.3" - -[[CMake]] -deps = ["BinDeps", "Libdl", "Test"] -git-tree-sha1 = "6e39bef3cbb8321e8a464b18a5c20d7cef813938" -uuid = "631607c0-34d2-5d66-819e-eb0f9aa2061a" -version = "1.1.1" - -[[CMakeWrapper]] -deps = ["BinDeps", "CMake", "Libdl", "Parameters", "Test"] -git-tree-sha1 = "2b43d451639984e3571951cc687b8509b0a86c6d" -uuid = "d5fb7624-851a-54ee-a528-d3f3bac0b4a0" -version = "0.2.2" - -[[Calculus]] -deps = ["Compat"] -git-tree-sha1 = "f60954495a7afcee4136f78d1d60350abd37a409" -uuid = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9" -version = "0.4.1" - -[[CategoricalArrays]] -deps = ["Compat", "Future", "Missings", "Printf", "Reexport", "Requires"] -git-tree-sha1 = "94d16e77dfacc59f6d6c1361866906dbb65b6f6b" -uuid = "324d7699-5711-5eae-9e2f-1d82baa6b597" -version = "0.5.2" - -[[Clustering]] -deps = ["Dates", "Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase", "Test"] -git-tree-sha1 = "ba34b7c10b74a3d83d3fdec8e60c51226a15a468" -uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5" -version = "0.12.4" - -[[CodeTracking]] -deps = ["InteractiveUtils", "Test", "UUIDs"] -git-tree-sha1 = "7e19dccd5667e0a8d9327ac76966977dbc0df85f" -uuid = "da1fd8a2-8d9e-5ec2-8556-3022fb5608a2" -version = "0.5.0" - -[[CodecZlib]] -deps = ["BinaryProvider", "Libdl", "Test", "TranscodingStreams"] -git-tree-sha1 = "36bbf5374c661054d41410dc53ff752972583b9b" -uuid = "944b1d66-785c-5afd-91f1-9de20f533193" -version = "0.5.2" - -[[ColorTypes]] -deps = ["FixedPointNumbers", "Random", "Test"] -git-tree-sha1 = "f73b0e10f2a5756de7019818a41654686da06b09" -uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f" -version = "0.7.5" - -[[Colors]] -deps = ["ColorTypes", "FixedPointNumbers", "InteractiveUtils", "Printf", "Reexport", "Test"] -git-tree-sha1 = "9f0a0210450acb91c730b730a994f8eef1d3d543" -uuid = "5ae59095-9a9b-59fe-a467-6f913c188581" -version = "0.9.5" - -[[CommonSubexpressions]] -deps = ["Test"] -git-tree-sha1 = "efdaf19ab11c7889334ca247ff4c9f7c322817b0" -uuid = "bbf7d656-a473-5ed7-a52c-81e309532950" -version = "0.2.0" - -[[Compat]] -deps = ["Base64", "Dates", "DelimitedFiles", "Distributed", "InteractiveUtils", "LibGit2", "Libdl", "LinearAlgebra", "Markdown", "Mmap", "Pkg", "Printf", "REPL", "Random", "Serialization", "SharedArrays", "Sockets", "SparseArrays", "Statistics", "Test", "UUIDs", "Unicode"] -git-tree-sha1 = "84aa74986c5b9b898b0d1acaf3258741ee64754f" -uuid = "34da2185-b29b-5c13-b0c7-acf172513d20" -version = "2.1.0" - -[[Conda]] -deps = ["Compat", "JSON", "VersionParsing"] -git-tree-sha1 = "b625d802587c2150c279a40a646fba63f9bd8187" -uuid = "8f4d0f93-b110-5947-807f-2305c1781a2d" -version = "1.2.0" - -[[Contour]] -deps = ["LinearAlgebra", "StaticArrays", "Test"] -git-tree-sha1 = "b974e164358fea753ef853ce7bad97afec15bb80" -uuid = "d38c429a-6771-53c6-b99e-75d170b6e991" -version = "0.5.1" - -[[DSP]] -deps = ["AbstractFFTs", "Compat", "FFTW", "LinearAlgebra", "Polynomials", "Random", "Reexport", "SpecialFunctions"] -git-tree-sha1 = "5ec38ebc4ddf6320ad50b826eb8fd7fb521993a5" -uuid = "717857b8-e6f2-59f4-9121-6e50c889abd2" -version = "0.5.2" - -[[DataFrames]] -deps = ["CategoricalArrays", "CodecZlib", "Compat", "DataStreams", "Dates", "InteractiveUtils", "IteratorInterfaceExtensions", "LinearAlgebra", "Missings", "Printf", "Random", "Reexport", "SortingAlgorithms", "Statistics", "StatsBase", "TableTraits", "Tables", "Test", "TranscodingStreams", "Unicode", "WeakRefStrings"] -git-tree-sha1 = "9cfed75401d25d281076eb5d82de148ac2933f9e" -uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" -version = "0.17.1" - -[[DataFramesMeta]] -deps = ["DataFrames", "Random", "Statistics", "Tables", "Test"] -git-tree-sha1 = "853109fcd1ac1a31c4fb757401a25f260e827aa1" -uuid = "1313f7d8-7da2-5740-9ea0-a2ca25f37964" -version = "0.4.1" - -[[DataStreams]] -deps = ["Dates", "Missings", "Test", "WeakRefStrings"] -git-tree-sha1 = "69c72a1beb4fc79490c361635664e13c8e4a9548" -uuid = "9a8bc11e-79be-5b39-94d7-1ccc349a1a85" -version = "0.4.1" - -[[DataStructures]] -deps = ["InteractiveUtils", "OrderedCollections", "Random", "Serialization", "Test"] -git-tree-sha1 = "ca971f03e146cf144a9e2f2ce59674f5bf0e8038" -uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" -version = "0.15.0" - -[[DataValues]] -deps = ["Dates", "InteractiveUtils", "LinearAlgebra", "Random", "Test"] -git-tree-sha1 = "05e4a87fe52a2af1b4a1ffd3ab2fc996c038b192" -uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5" -version = "0.4.7" - -[[Dates]] -deps = ["Printf"] -uuid = "ade2ca70-3891-5945-98fb-dc099432e06a" - -[[DelimitedFiles]] -deps = ["Mmap"] -uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab" - -[[Dierckx]] -deps = ["BinaryProvider", "Libdl", "Random", "Test"] -git-tree-sha1 = "27a74763c20938a814da26f31a9e8408d16fec44" -uuid = "39dd38d3-220a-591b-8e3c-4c3a8c710a94" -version = "0.4.1" - -[[DiffBase]] -deps = ["StaticArrays"] -git-tree-sha1 = "38522d70e417cf9ace93848f17eb9fff20d486d2" -uuid = "c5cfe0b6-c10a-51a5-87e3-fd79235949f0" -version = "0.3.2" - -[[DiffEqDiffTools]] -deps = ["LinearAlgebra", "Test"] -git-tree-sha1 = "30f82c63cb9d293513b360572e283c19577fcf82" -uuid = "01453d9d-ee7c-5054-8395-0335cb756afa" -version = "0.8.1" - -[[DiffResults]] -deps = ["Compat", "StaticArrays"] -git-tree-sha1 = "34a4a1e8be7bc99bc9c611b895b5baf37a80584c" -uuid = "163ba53b-c6d8-5494-b064-1a9d43ac40c5" -version = "0.0.4" - -[[DiffRules]] -deps = ["Random", "Test"] -git-tree-sha1 = "dc0869fb2f5b23466b32ea799bd82c76480167f7" -uuid = "b552c78f-8df3-52c6-915a-8e097449b14b" -version = "0.0.10" - -[[Distances]] -deps = ["LinearAlgebra", "Printf", "Random", "Statistics", "Test"] -git-tree-sha1 = "a135c7c062023051953141da8437ed74f89d767a" -uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7" -version = "0.8.0" - -[[Distributed]] -deps = ["Random", "Serialization", "Sockets"] -uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b" - -[[Distributions]] -deps = ["Distributed", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"] -git-tree-sha1 = "dec0ebacfbc3a2126c614ab5e903c9ef063688d0" -uuid = "31c24e10-a181-5473-b8eb-7969acd0382f" -version = "0.17.0" - -[[Expectations]] -deps = ["Compat", "Distributions", "FastGaussQuadrature", "LinearAlgebra", "Random", "SpecialFunctions", "Statistics", "Test"] -git-tree-sha1 = "cacb3d95479f58fdc844001b4a6e1b2b1c69d200" -uuid = "2fe49d83-0758-5602-8f54-1f90ad0d522b" -version = "1.1.0" - -[[FFTW]] -deps = ["AbstractFFTs", "BinaryProvider", "Compat", "Conda", "Libdl", "LinearAlgebra", "Reexport", "Test"] -git-tree-sha1 = "29cda58afbf62f35b1a094882ad6c745a47b2eaa" -uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341" -version = "0.2.4" - -[[FastGaussQuadrature]] -deps = ["Compat", "LinearAlgebra", "SpecialFunctions"] -git-tree-sha1 = "3861ecfe06076f9310a43469fbb676aaeba7893d" -uuid = "442a2c76-b920-505d-bb47-c5924d526838" -version = "0.3.2" - -[[FileWatching]] -uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee" - -[[FixedPointNumbers]] -deps = ["Test"] -git-tree-sha1 = "b8045033701c3b10bf2324d7203404be7aef88ba" -uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93" -version = "0.5.3" - -[[ForwardDiff]] -deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "InteractiveUtils", "LinearAlgebra", "NaNMath", "Random", "SparseArrays", "SpecialFunctions", "StaticArrays", "Test"] -git-tree-sha1 = "4c4d727f1b7e0092134fabfab6396b8945c1ea5b" -uuid = "f6369f11-7733-5829-9624-2563aa707210" -version = "0.10.3" - -[[Future]] -deps = ["Random"] -uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820" - -[[GR]] -deps = ["Base64", "DelimitedFiles", "LinearAlgebra", "Pkg", "Printf", "Random", "Serialization", "Sockets", "Test"] -git-tree-sha1 = "41bd911efffb56957b45366770eaaa443de3f782" -uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71" -version = "0.38.1" - -[[Inflate]] -deps = ["Pkg", "Printf", "Random", "Test"] -git-tree-sha1 = "b7ec91c153cf8bff9aff58b39497925d133ef7fd" -uuid = "d25df0c9-e2be-5dd7-82c8-3ad0b3e990b9" -version = "0.1.1" - -[[InteractiveUtils]] -deps = ["Markdown"] -uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240" - -[[Interpolations]] -deps = ["AxisAlgorithms", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "SharedArrays", "SparseArrays", "StaticArrays", "Test", "WoodburyMatrices"] -git-tree-sha1 = "e8d1c381b1dc5343e5b6d37265acbe1de493d512" -uuid = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59" -version = "0.11.2" - -[[IterableTables]] -deps = ["DataValues", "IteratorInterfaceExtensions", "Requires", "TableTraits", "TableTraitsUtils", "Test"] -git-tree-sha1 = "18d6084924b2ac78deb65229cbcaa04d56ecb075" -uuid = "1c8ee90f-4401-5389-894e-7a04a3dc0f4d" -version = "0.11.0" - -[[IteratorInterfaceExtensions]] -deps = ["Test"] -git-tree-sha1 = "5484e5ede2a4137b9643f4d646e8e7b87b794415" -uuid = "82899510-4779-5014-852e-03e436cf321d" -version = "0.1.1" - -[[JSON]] -deps = ["Dates", "Distributed", "Mmap", "Sockets", "Test", "Unicode"] -git-tree-sha1 = "1f7a25b53ec67f5e9422f1f551ee216503f4a0fa" -uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6" -version = "0.20.0" - -[[JuliaInterpreter]] -deps = ["CodeTracking", "Dates", "Distributed", "InteractiveUtils", "Random", "SHA", "Test", "UUIDs"] -git-tree-sha1 = "126d66c97171e676c3446f643ea159966d3ab10b" -uuid = "aa1ae85d-cabe-5617-a682-6adf51b2e16a" -version = "0.3.2" - -[[KernelDensity]] -deps = ["Distributions", "FFTW", "Interpolations", "Optim", "StatsBase", "Test"] -git-tree-sha1 = "c1048817fe5711f699abc8fabd47b1ac6ba4db04" -uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b" -version = "0.5.1" - -[[LaTeXStrings]] -deps = ["Compat"] -git-tree-sha1 = "7ab9b8788cfab2bdde22adf9004bda7ad9954b6c" -uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f" -version = "1.0.3" - -[[LibGit2]] -uuid = "76f85450-5226-5b5a-8eaa-529ad045b433" - -[[Libdl]] -uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb" - -[[LightGraphs]] -deps = ["ArnoldiMethod", "Base64", "DataStructures", "DelimitedFiles", "Distributed", "Inflate", "LinearAlgebra", "Markdown", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics", "Test"] -git-tree-sha1 = "c7222c370d5cf6d4e08ae40bddd8c0db6852dfb1" -uuid = "093fc24a-ae57-5d10-9952-331d41423f4d" -version = "1.2.0" - -[[LineSearches]] -deps = ["LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "Printf", "Test"] -git-tree-sha1 = "54eb90e8dbe745d617c78dee1d6ae95c7f6f5779" -uuid = "d3d80556-e9d4-5f37-9878-2ab0fcc64255" -version = "7.0.1" - -[[LinearAlgebra]] -deps = ["Libdl"] -uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" - -[[Logging]] -uuid = "56ddb016-857b-54e1-b83d-db4d58db5568" - -[[LoweredCodeUtils]] -deps = ["JuliaInterpreter", "Test"] -git-tree-sha1 = "51e3d512848f96e0017338e1e7e3485ee2730e6e" -uuid = "6f1432cf-f94c-5a45-995e-cdbf5db27b0b" -version = "0.3.0" - -[[MacroTools]] -deps = ["Compat"] -git-tree-sha1 = "3fd1a3022952128935b449c33552eb65895380c1" -uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09" -version = "0.4.5" - -[[Markdown]] -deps = ["Base64"] -uuid = "d6f4376e-aef5-505a-96c1-9c027394607a" - -[[MathProgBase]] -deps = ["Compat"] -git-tree-sha1 = "3bf2e534e635df810e5f4b4f1a8b6de9004a0d53" -uuid = "fdba3010-5040-5b88-9595-932c9decdf73" -version = "0.7.7" - -[[Measures]] -deps = ["Test"] -git-tree-sha1 = "ddfd6d13e330beacdde2c80de27c1c671945e7d9" -uuid = "442fdcdd-2543-5da2-b0f3-8c86c306513e" -version = "0.3.0" - -[[Missings]] -deps = ["Dates", "InteractiveUtils", "SparseArrays", "Test"] -git-tree-sha1 = "d1d2585677f2bd93a97cfeb8faa7a0de0f982042" -uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28" -version = "0.4.0" - -[[Mmap]] -uuid = "a63ad114-7e13-5084-954f-fe012c677804" - -[[NLSolversBase]] -deps = ["Calculus", "DiffEqDiffTools", "DiffResults", "Distributed", "ForwardDiff", "LinearAlgebra", "Random", "SparseArrays", "Test"] -git-tree-sha1 = "0c6f0e7f2178f78239cfb75310359eed10f2cacb" -uuid = "d41bc354-129a-5804-8e4c-c37616107c6c" -version = "7.3.1" - -[[NLopt]] -deps = ["BinaryProvider", "CMakeWrapper", "Libdl", "MathProgBase", "Test"] -git-tree-sha1 = "b46237debcacd4fed7bbeb31200667a75b90384f" -uuid = "76087f3c-5699-56af-9a33-bf431cd00edd" -version = "0.5.1" - -[[NLsolve]] -deps = ["DiffBase", "DiffEqDiffTools", "Distances", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "Printf", "Reexport", "SparseArrays", "Test"] -git-tree-sha1 = "0e046f4f72801c9782d64db972ce66a85d3473f1" -uuid = "2774e3e8-f4cf-5e23-947b-6d7e65073b56" -version = "3.0.1" - -[[NaNMath]] -deps = ["Compat"] -git-tree-sha1 = "ce3b85e484a5d4c71dd5316215069311135fa9f2" -uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3" -version = "0.3.2" - -[[NearestNeighbors]] -deps = ["Distances", "LinearAlgebra", "Mmap", "StaticArrays", "Test"] -git-tree-sha1 = "f47c5d97cf9a8caefa47e9fa9d99d8fda1a65154" -uuid = "b8a86587-4115-5ab1-83bc-aa920d37bbce" -version = "0.4.3" - -[[Observables]] -deps = ["Test"] -git-tree-sha1 = "dc02cec22747d1d10d9f70d8a1c03432b5bfbcd0" -uuid = "510215fc-4207-5dde-b226-833fc4488ee2" -version = "0.2.3" - -[[OffsetArrays]] -deps = ["DelimitedFiles", "Test"] -git-tree-sha1 = "e6893807f09c1d5517861ded8b203cb96cb7d44a" -uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881" -version = "0.10.0" - -[[Optim]] -deps = ["Calculus", "DiffEqDiffTools", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "PositiveFactorizations", "Printf", "Random", "SparseArrays", "StatsBase", "Test"] -git-tree-sha1 = "a626e09c1f7f019b8f3a30a8172c7b82d2f4810b" -uuid = "429524aa-4258-5aef-a3af-852621145aeb" -version = "0.18.1" - -[[OrderedCollections]] -deps = ["Random", "Serialization", "Test"] -git-tree-sha1 = "85619a3f3e17bb4761fe1b1fd47f0e979f964d5b" -uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d" -version = "1.0.2" - -[[PDMats]] -deps = ["Arpack", "LinearAlgebra", "SparseArrays", "SuiteSparse", "Test"] -git-tree-sha1 = "b6c91fc0ab970c0563cbbe69af18d741a49ce551" -uuid = "90014a1f-27ba-587c-ab20-58faa44d9150" -version = "0.9.6" - -[[Parameters]] -deps = ["Markdown", "OrderedCollections", "REPL", "Test"] -git-tree-sha1 = "70bdbfb2bceabb15345c0b54be4544813b3444e4" -uuid = "d96e819e-fc66-5662-9728-84c9c7592b0a" -version = "0.10.3" - -[[Pkg]] -deps = ["Dates", "LibGit2", "Markdown", "Printf", "REPL", "Random", "SHA", "UUIDs"] -uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" - -[[PlotThemes]] -deps = ["PlotUtils", "Requires", "Test"] -git-tree-sha1 = "f3afd2d58e1f6ac9be2cea46e4a9083ccc1d990b" -uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a" -version = "0.3.0" - -[[PlotUtils]] -deps = ["Colors", "Dates", "Printf", "Random", "Reexport", "Test"] -git-tree-sha1 = "fd28f30a294a38ec847de95d8ac7ac916ccd7c06" -uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043" -version = "0.5.5" - -[[Plots]] -deps = ["Base64", "Contour", "Dates", "FixedPointNumbers", "GR", "JSON", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Printf", "REPL", "Random", "RecipesBase", "Reexport", "Requires", "Showoff", "SparseArrays", "StaticArrays", "Statistics", "StatsBase", "Test", "UUIDs"] -git-tree-sha1 = "30ba6839fca563b9753f6e77085b408265b36598" -uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" -version = "0.23.2" - -[[Polynomials]] -deps = ["LinearAlgebra", "SparseArrays", "Test"] -git-tree-sha1 = "62142bd65d3f8aeb2226ec64dd8493349147df94" -uuid = "f27b6e38-b328-58d1-80ce-0feddd5e7a45" -version = "0.5.2" - -[[PositiveFactorizations]] -deps = ["LinearAlgebra", "Test"] -git-tree-sha1 = "86ae7329c4b5c266acf5c7c524a972300d991e1c" -uuid = "85a6dd25-e78a-55b7-8502-1745935b8125" -version = "0.2.1" - -[[Primes]] -deps = ["Test"] -git-tree-sha1 = "ff1a2323cb468ec5f201838fcbe3c232266b1f95" -uuid = "27ebfcd6-29c5-5fa9-bf4b-fb8fc14df3ae" -version = "0.4.0" - -[[Printf]] -deps = ["Unicode"] -uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7" - -[[QuadGK]] -deps = ["DataStructures", "LinearAlgebra", "Test"] -git-tree-sha1 = "3ce467a8e76c6030d4c3786e7d3a73442017cdc0" -uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc" -version = "2.0.3" - -[[QuantEcon]] -deps = ["DSP", "Distributions", "FFTW", "LightGraphs", "LinearAlgebra", "Markdown", "NLopt", "Optim", "Pkg", "Primes", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "Test"] -git-tree-sha1 = "d1f545bef50bbd83b04abbaf3e226e04cde34b9c" -uuid = "fcd29c91-0bd7-5a09-975d-7ac3f643a60c" -version = "0.15.0" - -[[REPL]] -deps = ["InteractiveUtils", "Markdown", "Sockets"] -uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" - -[[Random]] -deps = ["Serialization"] -uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" - -[[Ratios]] -deps = ["Compat"] -git-tree-sha1 = "cdbbe0f350581296f3a2e3e7a91b214121934407" -uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439" -version = "0.3.1" - -[[RecipesBase]] -deps = ["Random", "Test"] -git-tree-sha1 = "0b3cb370ee4dc00f47f1193101600949f3dcf884" -uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01" -version = "0.6.0" - -[[Reexport]] -deps = ["Pkg"] -git-tree-sha1 = "7b1d07f411bc8ddb7977ec7f377b97b158514fe0" -uuid = "189a3867-3050-52da-a836-e630ba90ab69" -version = "0.2.0" - -[[Requires]] -deps = ["Test"] -git-tree-sha1 = "f6fbf4ba64d295e146e49e021207993b6b48c7d1" -uuid = "ae029012-a4dd-5104-9daa-d747884805df" -version = "0.5.2" - -[[Revise]] -deps = ["CodeTracking", "Distributed", "FileWatching", "InteractiveUtils", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "Pkg", "REPL", "Random", "Test", "UUIDs", "Unicode"] -git-tree-sha1 = "58cc98a8c1ef3a90e0208fd4e530af2e75d168e2" -uuid = "295af30f-e4ad-537b-8983-00126c2a3abe" -version = "2.0.2" - -[[Rmath]] -deps = ["BinaryProvider", "Libdl", "Random", "Statistics", "Test"] -git-tree-sha1 = "9a6c758cdf73036c3239b0afbea790def1dabff9" -uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa" -version = "0.5.0" - -[[Roots]] -deps = ["Compat", "Printf"] -git-tree-sha1 = "2e7171b6f3b58b81201ba37d9e1220aff6d904a1" -uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665" -version = "0.7.4" - -[[SHA]] -uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce" - -[[Serialization]] -uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b" - -[[SharedArrays]] -deps = ["Distributed", "Mmap", "Random", "Serialization"] -uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383" - -[[Showoff]] -deps = ["Compat"] -git-tree-sha1 = "276b24f3ace98bec911be7ff2928d497dc759085" -uuid = "992d4aef-0814-514b-bc4d-f2e9a6c4116f" -version = "0.2.1" - -[[SimpleTraits]] -deps = ["InteractiveUtils", "MacroTools", "Test"] -git-tree-sha1 = "c0a542b8d5e369b179ccd296b2ca987f6da5da0a" -uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d" -version = "0.8.0" - -[[Sockets]] -uuid = "6462fe0b-24de-5631-8697-dd941f90decc" - -[[SortingAlgorithms]] -deps = ["DataStructures", "Random", "Test"] -git-tree-sha1 = "03f5898c9959f8115e30bc7226ada7d0df554ddd" -uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c" -version = "0.3.1" - -[[SparseArrays]] -deps = ["LinearAlgebra", "Random"] -uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" - -[[SpecialFunctions]] -deps = ["BinDeps", "BinaryProvider", "Libdl", "Test"] -git-tree-sha1 = "0b45dc2e45ed77f445617b99ff2adf0f5b0f23ea" -uuid = "276daf66-3868-5448-9aa4-cd146d93841b" -version = "0.7.2" - -[[StaticArrays]] -deps = ["InteractiveUtils", "LinearAlgebra", "Random", "Statistics", "Test"] -git-tree-sha1 = "3841b39ed5f047db1162627bf5f80a9cd3e39ae2" -uuid = "90137ffa-7385-5640-81b9-e52037218182" -version = "0.10.3" - -[[Statistics]] -deps = ["LinearAlgebra", "SparseArrays"] -uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" - -[[StatsBase]] -deps = ["DataStructures", "DelimitedFiles", "LinearAlgebra", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "Test"] -git-tree-sha1 = "435707791dc85a67d98d671c1c3fcf1b20b00f94" -uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" -version = "0.29.0" - -[[StatsFuns]] -deps = ["Rmath", "SpecialFunctions", "Test"] -git-tree-sha1 = "b3a4e86aa13c732b8a8c0ba0c3d3264f55e6bb3e" -uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c" -version = "0.8.0" - -[[StatsPlots]] -deps = ["Clustering", "DataStructures", "DataValues", "Distributions", "IterableTables", "KernelDensity", "Observables", "Plots", "RecipesBase", "Reexport", "StatsBase", "TableTraits", "TableTraitsUtils", "Test", "Widgets"] -git-tree-sha1 = "d722a2d4293ded61124654aae6696c68d7946a95" -uuid = "f3b207a7-027a-5e70-b257-86293d7955fd" -version = "0.10.2" - -[[SuiteSparse]] -deps = ["Libdl", "LinearAlgebra", "SparseArrays"] -uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9" - -[[TableTraits]] -deps = ["IteratorInterfaceExtensions", "Test"] -git-tree-sha1 = "eba4b1d0a82bdd773307d652c6e5f8c82104c676" -uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c" -version = "0.4.1" - -[[TableTraitsUtils]] -deps = ["DataValues", "IteratorInterfaceExtensions", "Missings", "TableTraits", "Test"] -git-tree-sha1 = "55133a5476b61ec31060e555ffe12da27ac13682" -uuid = "382cd787-c1b6-5bf2-a167-d5b971a19bda" -version = "0.4.0" - -[[Tables]] -deps = ["IteratorInterfaceExtensions", "LinearAlgebra", "Requires", "TableTraits", "Test"] -git-tree-sha1 = "719d5be11e89ae29d79b469c4238b63b53544d38" -uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" -version = "0.1.18" - -[[Test]] -deps = ["Distributed", "InteractiveUtils", "Logging", "Random"] -uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" - -[[TranscodingStreams]] -deps = ["Pkg", "Random", "Test"] -git-tree-sha1 = "f42956022d8084539f1d7219f632542b0ea686ce" -uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" -version = "0.9.3" - -[[URIParser]] -deps = ["Test", "Unicode"] -git-tree-sha1 = "6ddf8244220dfda2f17539fa8c9de20d6c575b69" -uuid = "30578b45-9adc-5946-b283-645ec420af67" -version = "0.4.0" - -[[UUIDs]] -deps = ["Random", "SHA"] -uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" - -[[Unicode]] -uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5" - -[[VersionParsing]] -deps = ["Compat"] -git-tree-sha1 = "c9d5aa108588b978bd859554660c8a5c4f2f7669" -uuid = "81def892-9a0e-5fdd-b105-ffc91e053289" -version = "1.1.3" - -[[WeakRefStrings]] -deps = ["Missings", "Random", "Test"] -git-tree-sha1 = "960639a12ffd223ee463e93392aeb260fa325566" -uuid = "ea10d353-3f73-51f8-a26c-33c1cb351aa5" -version = "0.5.8" - -[[Widgets]] -deps = ["Colors", "Dates", "Observables", "OrderedCollections", "Test"] -git-tree-sha1 = "843a440fc2e715ace09adcbfc765018c43cd828d" -uuid = "cc8bc4a8-27d6-5769-a93b-9d913e69aa62" -version = "0.5.1" - -[[WoodburyMatrices]] -deps = ["LinearAlgebra", "Random", "SparseArrays", "Test"] -git-tree-sha1 = "21772c33b447757ec7d3e61fcdfb9ea5c47eedcf" -uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6" -version = "0.4.1" diff --git a/dynamic_programming_squared/.projects/QuantEconLecturePackages-v0.9.8/Project.toml b/dynamic_programming_squared/.projects/QuantEconLecturePackages-v0.9.8/Project.toml deleted file mode 100644 index a9bd6b9..0000000 --- a/dynamic_programming_squared/.projects/QuantEconLecturePackages-v0.9.8/Project.toml +++ /dev/null @@ -1,36 +0,0 @@ -name = "QuantEconLecturePackages" -uuid = "e24db316-c288-11e8-0deb-55fe95db271c" -authors = ["arnavs "] -version = "0.9.6" - -[deps] -BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf" -ColorTypes = "3da002f7-5984-5a60-b8a6-cbb66c0b333f" -Compat = "34da2185-b29b-5c13-b0c7-acf172513d20" -DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" -DataFramesMeta = "1313f7d8-7da2-5740-9ea0-a2ca25f37964" -Dierckx = "39dd38d3-220a-591b-8e3c-4c3a8c710a94" -Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f" -Expectations = "2fe49d83-0758-5602-8f54-1f90ad0d522b" -ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210" -GR = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71" -Interpolations = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59" -KernelDensity = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b" -LaTeXStrings = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f" -LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" -NLopt = "76087f3c-5699-56af-9a33-bf431cd00edd" -NLsolve = "2774e3e8-f4cf-5e23-947b-6d7e65073b56" -Optim = "429524aa-4258-5aef-a3af-852621145aeb" -Parameters = "d96e819e-fc66-5662-9728-84c9c7592b0a" -Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" -Polynomials = "f27b6e38-b328-58d1-80ce-0feddd5e7a45" -QuadGK = "1fd47b50-473d-5c70-9696-f719f8f3bcdc" -QuantEcon = "fcd29c91-0bd7-5a09-975d-7ac3f643a60c" -Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" -Revise = "295af30f-e4ad-537b-8983-00126c2a3abe" -Roots = "f2b01f46-fcfa-551c-844a-d8ac1e96c665" -SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" -StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" -Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" -StatsPlots = "f3b207a7-027a-5e70-b257-86293d7955fd" -Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" diff --git a/dynamic_programming_squared/.projects/QuantEconLecturePackages-v0.9.8/README.md b/dynamic_programming_squared/.projects/QuantEconLecturePackages-v0.9.8/README.md deleted file mode 100644 index b745be9..0000000 --- a/dynamic_programming_squared/.projects/QuantEconLecturePackages-v0.9.8/README.md +++ /dev/null @@ -1,4 +0,0 @@ -# QuantEconLecturePackages -Project and Manifest files used by the QuantEcon Julia lectures - -For use in conjunction with https://github.com/QuantEcon/InstantiateFromURL.jl diff --git a/dynamic_programming_squared/amss.ipynb b/dynamic_programming_squared/amss.ipynb index 78e7169..a20db95 100644 --- a/dynamic_programming_squared/amss.ipynb +++ b/dynamic_programming_squared/amss.ipynb @@ -67,20 +67,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -461,23 +460,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false, "html-class": "collapse" }, - "outputs": [ - { - "data": { - "text/plain": [ - "get_policies_time0 (generic function with 1 method)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using QuantEcon, NLsolve, NLopt, Compat\n", "\n", @@ -1092,22 +1080,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "get_policies_time0 (generic function with 2 methods)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Dierckx\n", "\n", @@ -1594,22 +1571,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "crra_utility (generic function with 1 method)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function crra_utility(;\n", " β = 0.9,\n", @@ -1656,223 +1622,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.015288763218702405\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.015616344504960756\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.013838529050119777\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.009727944580025464\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0035895743484255214\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0016609742755338125\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0014514821917041047\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0008507143224766002\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0007652288710621519\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0006883123902277965\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0006191457161937321\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0005569494705459587\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0005010174463866657\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00045069514972745085\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00040543977298637023\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00036474390500497304\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0003281424874919639\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0002952224191867137\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0002656104863529502\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00023899478319647943\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00021505386940842247\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00019351539766933096\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00017413865665264302\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00015669669544849857\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00014101255181504864\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0001269054599171819\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00011421285315998848\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00010278721754620578\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 9.250513534792451e-5\n" - ] - }, - { - "data": { - "image/png": "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" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "time_example = crra_utility(G=[0.1, 0.1, 0.1, 0.2, 0.1, 0.1],\n", " Θ = ones(6)) # Θ can in principle be random\n", @@ -1993,22 +1747,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "log_utility (generic function with 1 method)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function log_utility(;β = 0.9,\n", " ψ = 0.69,\n", @@ -2042,146 +1785,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0007972378476372139\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0006423560333504441\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0005517441622530832\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00048553930013351857\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0004226590836939342\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00037550672316976404\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0003294032122270672\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00029337232321718974\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00025856795048240623\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00023042624865279873\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0002031214087191915\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00018115282833643646\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00016034374751970243\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00014294960573402432\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0001267581715890033\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00011295205489914281\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.00010030878977062024\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 8.934103186095062e-5\n" - ] - }, - { - "data": { - "image/png": "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" - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "log_example = log_utility()\n", "\n", @@ -2233,20 +1841,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "T_long = 200\n", "sim_seq_long = simulate(log_sequential, 0.5, 1, T_long)\n", @@ -2291,23 +1890,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "amss.rst", - "filename_with_path": "dynamic_programming_squared/amss", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Optimal Taxation without State-Contingent Debt" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming_squared/dyn_stack.ipynb b/dynamic_programming_squared/dyn_stack.ipynb index 1ed3dde..02a0d35 100644 --- a/dynamic_programming_squared/dyn_stack.ipynb +++ b/dynamic_programming_squared/dyn_stack.ipynb @@ -1033,231 +1033,24 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { - "hide-output": false + "hide-output": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[92m\u001b[1mDownloading \u001b[22m\u001b[39mQuantEcon/QuantEconLecturePackages-v0.9.8 → /Users/arnavsood/Research/quantecon/lecture-source-jl/_build/website/jupyter/executed/dynamic_programming_squared/.projects\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "#=#=# \r" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "##O#- # \r" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "##O=# # \r" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "#=#=-# # \r" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "-#O#- # # \r" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "-=#=# # # \r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[92m\u001b[1mInstantiating \u001b[22m\u001b[39m/Users/arnavsood/Research/quantecon/lecture-source-jl/_build/website/jupyter/executed/dynamic_programming_squared/.projects/QuantEconLecturePackages-v0.9.8\n", - "\u001b[32m\u001b[1m Updating\u001b[22m\u001b[39m" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " registry at `~/.julia/registries/General`\n", - "\u001b[32m\u001b[1m Updating\u001b[22m\u001b[39m" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " git-repo `https://github.com/JuliaRegistries/General.git`\n", - "\u001b[?25l" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[2K\u001b[?25h" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1mPrecompiling\u001b[22m\u001b[39m project...\n", - "\u001b[32m\u001b[1mPrecompiling\u001b[22m\u001b[39m GR\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/GR/NDU5Y.ji for GR [28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1mPrecompiling\u001b[22m\u001b[39m Distributions\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/Distributions/xILW0.ji for Distributions [31c24e10-a181-5473-b8eb-7969acd0382f]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1mPrecompiling\u001b[22m\u001b[39m Interpolations\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/Interpolations/VpKVx.ji for Interpolations [a98d9a8b-a2ab-59e6-89dd-64a1c18fca59]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1mPrecompiling\u001b[22m\u001b[39m Optim\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/Optim/R5uoh.ji for Optim [429524aa-4258-5aef-a3af-852621145aeb]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1mPrecompiling\u001b[22m\u001b[39m StatsPlots\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/StatsPlots/SiylL.ji for StatsPlots [f3b207a7-027a-5e70-b257-86293d7955fd]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1mPrecompiling\u001b[22m\u001b[39m Roots\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/Roots/o0Xsi.ji for Roots [f2b01f46-fcfa-551c-844a-d8ac1e96c665]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1mPrecompiling\u001b[22m\u001b[39m NLsolve\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/NLsolve/KFCNP.ji for NLsolve [2774e3e8-f4cf-5e23-947b-6d7e65073b56]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1mPrecompiling\u001b[22m\u001b[39m DataFrames\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/DataFrames/AR9oZ.ji for DataFrames [a93c6f00-e57d-5684-b7b6-d8193f3e46c0]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1mPrecompiling\u001b[22m\u001b[39m QuantEcon\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/QuantEcon/V0Mv9.ji for QuantEcon [fcd29c91-0bd7-5a09-975d-7ac3f643a60c]\n", - "└ @ Base loading.jl:1184\n" - ] - } - ], + "outputs": [], "source": [ "using InstantiateFromURL\n", - "activate_github(\"QuantEcon/QuantEconLecturePackages\", tag = \"v0.9.8\")\n", + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide-output": false + }, + "outputs": [], + "source": [ "using QuantEcon, Plots, LinearAlgebra, Statistics, Parameters, Random" ] }, @@ -1271,7 +1064,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1301,19 +1094,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Computed policy for Stackelberg leader: [-1.58004 0.294613 0.674809 6.53971]\n" - ] - } - ], + "outputs": [], "source": [ "@unpack a0, a1, β, γ, n = defaultModel\n", "@unpack tol0, tol1, tol2 = defaultSettings\n", @@ -1365,275 +1150,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "100\n", - "\n", - "\n", - "200\n", - "\n", - "\n", - "300\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "Output and Prices, Stackelberg Duopoly\n", - "\n", - "\n", - "t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "leader output\n", - "\n", - "\n", - "\n", - "follower output\n", - "\n", - "\n", - "\n", - "price\n", - "\n", - "\n" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "q_leader = yt[2, 1:end];\n", "q_follower = yt[3, 1:end];\n", @@ -1660,20 +1181,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "v_leader_forward (forward sim) is 150.03162125325522\n", - "v_leader_direct is 150.03237147548953\n" - ] - } - ], + "outputs": [], "source": [ "v_leader_forward = sum(βs .* π_leader);\n", "v_leader_direct = -yt[:, 1]' * P * yt[:, 1];\n", @@ -1684,22 +1196,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# manually check whether P is an approximate fixed point\n", "P_next = (R + F' * Q * F + β * (A - B * F)' * P * (A - B * F));\n", @@ -1708,22 +1209,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# manually checks whether two different ways of computing the\n", "# value function give approximately the same answer\n", @@ -1752,543 +1242,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "100\n", - "\n", - "\n", - "200\n", - "\n", - "\n", - "300\n", - "\n", - "\n", - "-0.03\n", - "\n", - "\n", - "0.00\n", - "\n", - "\n", - "0.03\n", - "\n", - "\n", - "0.06\n", - "\n", - "\n", - "0.09\n", - "\n", - "\n", - "Leader Control Variable\n", - "\n", - "\n", - "t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "Stackelberg Leader\n", - "\n", - "\n", - "\n", - "Continuation Leader at t\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "100\n", - "\n", - "\n", - "200\n", - "\n", - "\n", - "300\n", - "\n", - "\n", - "0.00\n", - "\n", - "\n", - "0.02\n", - "\n", - "\n", - "0.04\n", - "\n", - "\n", - "0.06\n", - "\n", - "\n", - "Follower Control Variable\n", - "\n", - "\n", - "t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "100\n", - "\n", - "\n", - "200\n", - "\n", - "\n", - "300\n", - "\n", - "\n", - "150\n", - "\n", - "\n", - "152\n", - "\n", - "\n", - "154\n", - "\n", - "\n", - "156\n", - "\n", - "\n", - "Leader Value Function\n", - "\n", - "\n", - "t\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Compute value function over time with reset at time t\n", "vt_leader = zeros(n);\n", @@ -2325,7 +1283,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, @@ -2345,221 +1303,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "100\n", - "\n", - "\n", - "200\n", - "\n", - "\n", - "300\n", - "\n", - "\n", - "1.0\n", - "\n", - "\n", - "1.1\n", - "\n", - "\n", - "1.2\n", - "\n", - "\n", - "1.3\n", - "\n", - "\n", - "1.4\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "q_tilde\n", - "\n", - "\n", - "\n", - "q\n", - "\n", - "\n" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# checks that the recursive formulation of the follower's problem gives\n", "# the same solution as the original Stackelberg problem\n", @@ -2576,22 +1324,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# maximum absolute difference in quantities over time between the first and second solution methods\n", "max(abs(yt_tilde[5] - yt_tilde[3]))" @@ -2599,22 +1336,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# x0 == x0_tilde\n", "yt[:, 1][end] - (yt_tilde[:, 2] - yt_tilde[:, 1])[end] < tol0" @@ -2638,98 +1364,44 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1×5 Array{Float64,2}:\n", - " 7.32808e-17 -3.18612e-18 -0.103187 -1.0 0.103187" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "F̃ # policy function in the follower's problem" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4×4 Array{Float64,2}:\n", - " 963.541 -194.605 -511.622 -5258.23 \n", - " -194.605 37.3536 81.9771 784.765\n", - " -511.622 81.9771 247.343 2517.05 \n", - " -5258.23 784.765 2517.05 25556.2 " - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "P # value function in the Stackelberg problem" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5×5 Array{Float64,2}:\n", - " -18.1991 2.58003 15.6049 151.23 -5.0 \n", - " 2.58003 -0.969466 -5.26008 -50.9764 1.0 \n", - " 15.6049 -5.26008 -32.2759 -312.792 -12.3824\n", - " 151.23 -50.9764 -312.792 -3031.33 -120.0 \n", - " -5.0 1.0 -12.3824 -120.0 14.3824" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "P̃ # value function in the follower's problem" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# manually check that P is an approximate fixed point\n", "all((P - ((R + F' * Q * F) + β * (A - B * F)' * P * (A - B * F)) .< tol0))" @@ -2737,7 +1409,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, @@ -2756,22 +1428,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "112.6559074057804" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# value function in the follower's problem\n", "-(y0_tilde' * P̃ * y0_tilde)[1, 1]" @@ -2779,22 +1440,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "112.65590740578021" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# value function using P_guess\n", "-(y0_tilde' * P_guess * y0_tilde)[1, 1]" @@ -2802,30 +1452,11 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "F_iter = [6.93889e-17 -1.12757e-17 -0.103187 -1.0 0.103187]\n" - ] - }, - { - "data": { - "text/plain": [ - "1×5 Adjoint{Float64,Array{Float64,1}}:\n", - " 6.93889e-17 -1.12757e-17 -0.103187 -1.0 0.103187" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# c policy using policy iteration algorithm\n", "F_iter = (β * inv(Q + β * B̃' * P_guess * B̃)\n", @@ -2865,221 +1496,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "100\n", - "\n", - "\n", - "200\n", - "\n", - "\n", - "300\n", - "\n", - "\n", - "1.0\n", - "\n", - "\n", - "1.1\n", - "\n", - "\n", - "1.2\n", - "\n", - "\n", - "1.3\n", - "\n", - "\n", - "1.4\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "q_tilde\n", - "\n", - "\n", - "\n", - "q\n", - "\n", - "\n" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "yt_tilde_star = zeros(n, 5);\n", "yt_tilde_star[1, :] = y0_tilde;\n", @@ -3093,22 +1514,11 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "maximum(abs.(yt_tilde_star[:, 5] - yt_tilde[3, 1:end-1]))" ] @@ -3153,20 +1563,11 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Policy for F1 is [-0.227014 0.0312987 0.0944711]\n", - "Policy for F2 is [-0.227014 0.0944711 0.0312987]\n" - ] - } - ], + "outputs": [], "source": [ "# in LQ form\n", "A = I + zeros(3, 3);\n", @@ -3197,227 +1598,11 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "100\n", - "\n", - "\n", - "200\n", - "\n", - "\n", - "300\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "Output and prices, duopoly MPE\n", - "\n", - "\n", - "t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "total ouput\n", - "\n", - "\n", - "\n", - "total price\n", - "\n", - "\n" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "q1 = z[2, :];\n", "q2 = z[3, :];\n", @@ -3428,22 +1613,11 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "8.881784197001252e-16" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# computes the maximum difference in quantities across firms\n", "maximum(abs.(q1 - q2))" @@ -3451,20 +1625,11 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Firm 1: Direct is 133.3295555721595, Forward is 133.33033197956624\n", - "Firm 2: Direct is 133.32955557215948, Forward is 133.33033197956624\n" - ] - } - ], + "outputs": [], "source": [ "# compute values\n", "u1 = -F1 * z;\n", @@ -3484,22 +1649,11 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# sanity check\n", "Λ_1 = A - B2 * F2;\n", @@ -3519,257 +1673,11 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "100\n", - "\n", - "\n", - "200\n", - "\n", - "\n", - "300\n", - "\n", - "\n", - "80\n", - "\n", - "\n", - "100\n", - "\n", - "\n", - "120\n", - "\n", - "\n", - "140\n", - "\n", - "\n", - "MPE vs Stackelberg Values\n", - "\n", - "\n", - "t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "MPE\n", - "\n", - "\n", - "\n", - "Stackelberg leader\n", - "\n", - "\n", - "\n", - "Stackelberg follower\n", - "\n", - "\n" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "vt_MPE = zeros(n);\n", "vt_follower = zeros(n);\n", @@ -3786,21 +1694,11 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "vt_leader(y0) = 150.03237147548953\n", - "vt_follower(y0) = 112.6559074057804\n", - "vt_MPE(y0) = 133.3295555721595\n" - ] - } - ], + "outputs": [], "source": [ "# display values\n", "println(\"vt_leader(y0) = $(vt_leader[1])\");\n", @@ -3810,22 +1708,11 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "-3.9708322630490898" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# total difference in value b/t Stackelberg and MPE\n", "vt_leader[1] + vt_follower[1] - 2*vt_MPE[1]" @@ -3833,23 +1720,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "dyn_stack.rst", - "filename_with_path": "dynamic_programming_squared/dyn_stack", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Dynamic Stackelberg Problems" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming_squared/index.ipynb b/dynamic_programming_squared/index.ipynb index 8757e26..f22647b 100644 --- a/dynamic_programming_squared/index.ipynb +++ b/dynamic_programming_squared/index.ipynb @@ -60,23 +60,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index.rst", - "filename_with_path": "dynamic_programming_squared/index", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Dynamic Programming Squared" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming_squared/lqramsey.ipynb b/dynamic_programming_squared/lqramsey.ipynb index f439563..3642c10 100644 --- a/dynamic_programming_squared/lqramsey.ipynb +++ b/dynamic_programming_squared/lqramsey.ipynb @@ -96,20 +96,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -695,38 +694,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/QuantEcon/V0Mv9.ji for QuantEcon [fcd29c91-0bd7-5a09-975d-7ac3f643a60c]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/Plots/ld3vC.ji for Plots [91a5bcdd-55d7-5caf-9e0b-520d859cae80]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "data": { - "text/plain": [ - "gen_fig_2 (generic function with 1 method)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using QuantEcon, Plots, LinearAlgebra, Parameters\n", "\n", @@ -1006,627 +978,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "0.3\n", - "\n", - "\n", - "0.4\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "0.6\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "tau_t l_t\n", - "\n", - "\n", - "\n", - "g_t\n", - "\n", - "\n", - "\n", - "c_t\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "-0.2\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.2\n", - "\n", - "\n", - "0.4\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "tau_t l_t\n", - "\n", - "\n", - "\n", - "g_t\n", - "\n", - "\n", - "\n", - "B_(t+1)\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "1.040\n", - "\n", - "\n", - "1.045\n", - "\n", - "\n", - "1.050\n", - "\n", - "\n", - "1.055\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "R_(t-1)\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "-0.2\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.2\n", - "\n", - "\n", - "0.4\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "tau_t l_t\n", - "\n", - "\n", - "\n", - "g_t\n", - "\n", - "\n", - "\n", - "pi_t\n", - "\n", - "\n" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# for reproducible results\n", "using Random\n", @@ -1662,298 +1018,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "0.97\n", - "\n", - "\n", - "0.98\n", - "\n", - "\n", - "0.99\n", - "\n", - "\n", - "1.00\n", - "\n", - "\n", - "1.01\n", - "\n", - "\n", - "1.02\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "xi_t\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "-0.3\n", - "\n", - "\n", - "-0.2\n", - "\n", - "\n", - "-0.1\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.1\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "Pi_t\n", - "\n", - "\n" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "gen_fig_2(path)" ] @@ -1976,688 +1045,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "8\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "12\n", - "\n", - "\n", - "14\n", - "\n", - "\n", - "0.3\n", - "\n", - "\n", - "0.4\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "0.6\n", - "\n", - "\n", - "0.7\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "tau_t l_t\n", - "\n", - "\n", - "\n", - "g_t\n", - "\n", - "\n", - "\n", - "c_t\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "8\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "12\n", - "\n", - "\n", - "14\n", - "\n", - "\n", - "-0.1\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.1\n", - "\n", - "\n", - "0.2\n", - "\n", - "\n", - "0.3\n", - "\n", - "\n", - "0.4\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "tau_t l_t\n", - "\n", - "\n", - "\n", - "g_t\n", - "\n", - "\n", - "\n", - "B_(t+1)\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "8\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "12\n", - "\n", - "\n", - "14\n", - "\n", - "\n", - "1.05\n", - "\n", - "\n", - "1.06\n", - "\n", - "\n", - "1.07\n", - "\n", - "\n", - "1.08\n", - "\n", - "\n", - "1.09\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "R_(t-1)\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "8\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "12\n", - "\n", - "\n", - "14\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.1\n", - "\n", - "\n", - "0.2\n", - "\n", - "\n", - "0.3\n", - "\n", - "\n", - "0.4\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "tau_t l_t\n", - "\n", - "\n", - "\n", - "g_t\n", - "\n", - "\n", - "\n", - "pi_t\n", - "\n", - "\n" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Parameters\n", "β = 1 / 1.05\n", @@ -2694,319 +1086,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "8\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "12\n", - "\n", - "\n", - "14\n", - "\n", - "\n", - "0.96\n", - "\n", - "\n", - "0.98\n", - "\n", - "\n", - "1.00\n", - "\n", - "\n", - "1.02\n", - "\n", - "\n", - "1.04\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "xi_t\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "8\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "12\n", - "\n", - "\n", - "14\n", - "\n", - "\n", - "0.25\n", - "\n", - "\n", - "0.50\n", - "\n", - "\n", - "0.75\n", - "\n", - "\n", - "1.00\n", - "\n", - "\n", - "1.25\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "Pi_t\n", - "\n", - "\n" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "gen_fig_2(path)" ] @@ -3054,7 +1138,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": true }, @@ -3083,1002 +1167,36 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "0.3\n", - "\n", - "\n", - "0.4\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "0.6\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "tau_t l_t\n", - "\n", - "\n", - "\n", - "g_t\n", - "\n", - "\n", - "\n", - "c_t\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "-0.1\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.1\n", - "\n", - "\n", - "0.2\n", - "\n", - "\n", - "0.3\n", - "\n", - "\n", - "0.4\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "tau_t l_t\n", - "\n", - "\n", - "\n", - "g_t\n", - "\n", - "\n", - "\n", - "B_(t+1)\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "1.03\n", - "\n", - "\n", - "1.04\n", - "\n", - "\n", - "1.05\n", - "\n", - "\n", - "1.06\n", - "\n", - "\n", - "1.07\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "R_(t-1)\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "-0.1\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.1\n", - "\n", - "\n", - "0.2\n", - "\n", - "\n", - "0.3\n", - "\n", - "\n", - "0.4\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "tau_t l_t\n", - "\n", - "\n", - "\n", - "g_t\n", - "\n", - "\n", - "\n", - "pi_t\n", - "\n", - "\n" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "gen_fig_1(path)" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "0.990\n", - "\n", - "\n", - "0.995\n", - "\n", - "\n", - "1.000\n", - "\n", - "\n", - "1.005\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "xi_t\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "30\n", - "\n", - "\n", - "40\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.1\n", - "\n", - "\n", - "0.2\n", - "\n", - "\n", - "0.3\n", - "\n", - "\n", - "0.4\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "0.6\n", - "\n", - "\n", - "Time\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "Pi_t\n", - "\n", - "\n" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "gen_fig_2(path)" ] } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "lqramsey.rst", - "filename_with_path": "dynamic_programming_squared/lqramsey", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Optimal Taxation in an LQ Economy" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/dynamic_programming_squared/opt_tax_recur.ipynb b/dynamic_programming_squared/opt_tax_recur.ipynb index b96f845..c2e3dea 100644 --- a/dynamic_programming_squared/opt_tax_recur.ipynb +++ b/dynamic_programming_squared/opt_tax_recur.ipynb @@ -82,41 +82,23 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/NLsolve/KFCNP.ji for NLsolve [2774e3e8-f4cf-5e23-947b-6d7e65073b56]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/Interpolations/VpKVx.ji for Interpolations [a98d9a8b-a2ab-59e6-89dd-64a1c18fca59]\n", - "└ @ Base loading.jl:1184\n" - ] - } - ], + "outputs": [], "source": [ "using LinearAlgebra, Statistics, Compat\n", "using QuantEcon, NLsolve, NLopt, Interpolations" @@ -831,23 +813,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false, "html-class": "collapse" }, - "outputs": [ - { - "data": { - "text/plain": [ - "get_policies_time0 (generic function with 1 method)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using QuantEcon, NLsolve, NLopt, LinearAlgebra, Interpolations\n", "\n", @@ -1471,23 +1442,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false, "html-class": "collapse" }, - "outputs": [ - { - "data": { - "text/plain": [ - "simulate (generic function with 7 methods)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ " struct RecursiveAllocation{TP <: Model, TI <: Integer,\n", " TVg <: AbstractVector, TVv <: AbstractVector,\n", @@ -1695,22 +1655,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "crra_utility (generic function with 1 method)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function crra_utility(;\n", " β = 0.9,\n", @@ -1754,20 +1703,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyAAAAJYCAIAAAAVFBUnAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdeXwM9/8H8NfeueQkJCRxFKFu6ogjCKWI1FlX3UE1lFbRItqizhZtqTOOuvmK44ciSNzqKnU07itCRDbHbpLd7O78/hi2kWwikt39zCbv58Mfu7OzM6+N7CfvmfnM5yPiOA6EEEIIIcR8xKwDEEIIIYQUN1RgEUIIIYSYGRVYhBBCCCFmRgVWCXL8+PG+ffv6+voqFIpy5coFBAQsWLAgPT2ddS6L02g0mZmZxqf+/v4ikYhhHkJIPkQikb+/f6HfbrUvuMFg2LlzZ4cOHSpVqmRnZ1elSpUPP/xw69ater3eCns3ogZNsKjAKhEMBsPYsWMDAwO3bNmiVCrr1avn4OBw7ty5r7/+ulatWgkJCawDWlbdunXt7e1ZpyCEFB8Gg6Fnz549evQ4fvy4r69v586dPT09Y2Ji+vTpExQUlJWVxTogYY8KrBJh3rx5v/76q5eXV1RUVHJy8rlz5+7du3f//v1evXrdv3//k08+KVE3k168eDEtLY11CkKIDVu+fHlkZGT79u0fPXoUExPzv//978yZMw8ePGjXrl1MTMyMGTNYByTsUYFV/D19+nT69OkuLi4XL14MCgqSSCT8cl9f302bNtWtWzc6Ovqff/5hG9KaHB0dnZycWKcghNiwgwcPAli2bFmZMmWMC728vDZt2gTg//7v/5glI4JBBVbxt3LlSq1WO2HCBC8vrxwvSaXSCRMmBAUFXb9+nV/CcdzatWvbtm3r4eFRoUKFjz76iG9HePzFfoPBMH/+/MqVK9vZ2VWvXn3WrFlarda4zqlTp3r27Ml3SvDx8encufOxY8eyvz1HhuwL+cdZWVk//PBDpUqV5HK5n5/fzJkz9Xr9pUuX2rdv7+rq6uvrO3HiRI1Gk/0tGo1m4sSJXl5erq6uQUFB27dvN25fJBLFxsbyD/gd5YhR9I9MCLGmq1ev9unT5/3333dwcChTpkzTpk1XrFiR4zR8Wlra559/7unp6eLiEhgYuH79+uyvFuRbz3Hc9OnTnZ2d58yZkzvD48ePAUil0hzLy5Qps2jRoj59+mTfVI51cjd6+bRgb13BaPHixSKR6Pfff8++8ObNmyKRqFu3biZ+jsTSOFLcBQQEALh//35BVh44cCCAUqVKdejQITAwUKFQAJg5cyb/avXq1QFMnDixbNmygwYN+vTTT/m+TePHj+dX2Lp1q0gkkkqlrVu37tOnT8uWLUUikVgs/vPPP41vz7HH7Av5x927d69YsWJoaGjv3r359qtv377Ozs4dO3YcPnw4f/JpxowZ2d/So0cPhULRunXrgIAAmUwG4LvvvuNXWLhwIX+IuXDhwoULF+aOUcSPTAgxLwDVq1fP69U//viDr05q1679ySeftG/fnv/KL1iwgF+B/87y3+U2bdoY24Qvv/zSuJGCfOuXL18OwNnZecmSJbljjBgxAkDdunW3bNmSmZmZV9oCNnr5tGAFXIHjuEePHgFo37599n1NmzYNwPbt2/NKSCyHCqzir3Tp0jKZTKfTvXXNAwcO8M3WkydP+CVXr14tV66cTCa7ffs29/qbXLt27YSEBH6Fv/76C4Cnpyf/tGbNmjKZ7Pr168Zt7t27F0DXrl25Arc1H374oVqt5pds27aNPxIwtn379+8H0Lx58+xvKVeu3LVr14yRPDw8pFLpnTt3cu8ix9Oif2RCiHnlX2BVq1YNwKhRowwGA7/kxIkTAJo0acI/zatNEIlEV65c4Qr8rXd3dz9y5IhxLznExcXVrFmTb53c3NxCQkIWLFhw7tw5rVabfbUCNnr5tGAFXIF/qWnTplKp9OXLl/xTg8Hw3nvvOTs7Z2Rk5P3zJpZCBVbxJ5FIfH19C7Jmp06dABw9ejT7wt9++w3AhAkTuNff5F27dmVfwcfHx/j1dnZ2dnFxUSqVxlf1ev2ZM2f4dq2Abc3Vq1eNr6rVagAKhUKj0fBL+HEljO0v/5alS5dm3+aCBQsAfP3117l3keNp0T8yIcS88i+wIiIiVq5c+ejRI+MSfhCWgrQJY8eO5Qr8rf/999/zz5menr5hw4YePXq4u7sbLwo5OzsPHz7cWLoVsNHLpwUr4ArZl69bt45/euHCBQBDhgzJ/4MQC6E+WMWfs7Pzs2fPCjI0S2xsrEKhCAwMzL6wQ4cOAG7dumVc0qxZs+wrODg4GB/36dMnJSWlUqVKoaGh27Zte/jwoVgsbtq0aZ06dQoe2HhcaNy4j4+PXC7nl5gccKFjx47ZnwYHB+fInJeif2RCiDUNGTJk+PDhPj4+aWlpZ86c+eWXX/iCKYd82oQCfuvbtm2bfxJ7e/v+/fvv2LHjxYsXly5dmjt3bsOGDVNTU1etWlWvXr379+8X/EO9tQUrYBPXo0cPADt37uSfbt68GUD//v0LnoSYERVYxV/lypW1Wi1/eT63O3fudOzYcfTo0QDi4uLKlSsnFr/xW1G+fHkA2d+e/a6ZHJYsWbJixYqaNWuuWbPmk08+qVixYo0aNX777bd8yjsu1wgRxvsc81mSQ47++xUqVADw8OHD/N8Fc3xkQog1paenjx8/vkqVKs7Oznzvdf6iYQ4m24Rnz56hwN/6SpUq5RMjOTk5NTWVfywWi+vXrz9x4sTz58//+uuvABITE3/44Ye83pu70XtrC1bAJq5ixYqNGjU6ePCgWq02GAxbt2718vJq3bp1Ph+EWA4VWMVfu3btAKxZs8bkqzt27Dh48CD/hS9fvvyzZ88MBkP2FeLj4/G69eHlM2qwVCoNDQ09depUUlLS4cOHJ0+enJycPGbMmNmzZ+f1lhcvXrzjBzKBD5njqbe391vfWPSPTAixps8++2zRokU1atTYtWtXSkrKhQsXctw3xzPZJlSsWBEF/tbzfcnzUrFixdwVmEgkCgsL8/T0BGC8NTu33I3eW1uwgjdxPXv2zMzM/PPPP0+ePPnkyZM+ffq89QCVWAgVWMXfyJEjpVLpTz/9dO/evRwvabXaDRs24HURVr16dY1Gc/z48ezrHDp0CEABZ66YNGkSX8k5Ozu3a9du9uzZR44cAbBnzx7jOtlnrbl9+7ZSqSzc58ruzz//zP503759APiuCfkr+kcmhFjTzp07PTw8du/eHRISwncYMJ5Jys5km1CjRg2Y6VtfpUqVpKSkHBsBkJycnJiYCKB+/frGhW9t9N7aghW8iTNeJdyyZQvo+iBbjPuAEasIDw8H4O7uHhkZmZWVxS98+vTpxx9/DKBly5b8PYb8DXp16tR5+vQpvw5/c41UKo2NjeUK0GGzTp067u7uN2/eNL7K30XIDxbfvHlzAFu3buVfysjIMHaeyL0pI+Tq8YpcHVrLlStnvHXx/PnzpUuXlkgkxhj8Osb7aLLvpegfmRBiXrm/8tmVL1/e3t4+MTGRf6pSqfgxF6pUqcIvyatNkMvlDx8+5Ar7rc9hxYoVALy9vaOioowLExMT+UZVLBZHR0dzBW708mnBCrhC9mz16tVzdnYuXbp09erV87oLklgB/ZEoEfR6/ahRo/hvtZ2dXaNGjerUqcN3QahatapxiCyDwfDpp58C4Aedat26NT88zI8//siv8NZq448//uAbl4CAgE8++aRVq1Yikcje3v78+fMcx/G9E6RSae/evUeMGPHee+8FBgZWrly56AVW8+bN7ezs2rZt26JFC/7E/rRp04zrN2zYEECXLl2++OKLHHsp+kcmhJgXAHt7+yBTOI775ptvAPj5+Y0ePfrTTz/19vZu2rRp6dKlAYwZMyYxMZH/enbs2DFHmzB//nx++4X71ueg0+n4jQDgBzutU6cOvx2RSGQcOquAjV4+LVgBV8iezThRz/fff2+G/w9SWPRHoqQwGAx//vln3759+Zmey5cv37p16wULFhiHPzCuFhER0bp1a3d3dy8vrw4dOhw6dMj4akGqjd27d7dp08bLy0sul1esWLFv377GYRcMBsOSJUtq1aplZ2dXpkyZsLCwtLS03Hcs59h+QQqsjIyML774onr16i4uLq1bt962bVv29fft21e5cmWZTFa2bNnceyn6RyaEmFH+l1y0Wu2sWbOqVq1qb2/fsGHDmTNnarXaJUuW8OdsHj58yH89VSrV6NGjPTw83Nzc2rVrt3fv3uy7KMS3PjeDwRAZGdmlSxdPT0+pVFquXLnGjRt/8cUXt27dyr5OQRq9fFqwAq6QPdiNGzf4Hxc/rBdhRcSVpFl+SfHj7+/Pn9VnHYQQQt7ZW1uwQjRxCQkJfLV39uxZc2QkhUSd3AkhhJDiY+PGjRzHUfd25nJOVEkIIYQQW5SSkvL8+fP58+fLZLLevXuzjlPSUYFFCCGEFAfvv/9+XFwcgLFjx5YtW5Z1nJKO+mAR2/bs2TOdTsePa0wIIbblrS3YOzVxn3322YULFzp37jxlypT8B0olVkAFFiGEEEKImVEnd0IIIYQQM6MCixBCCCHEzKjAIoSULHq9PseUc0qlMjg42N3dvWvXrsZ54gICAkSvGSdCIISQAqICixBSgixevDggICA2Njb7wrlz5/r5+cXHx/v6+s6bNw8Ax3GxsbHx8fFpaWlpaWmLFi1ilJcQYquowCKElCB16tSZNm1ajoWRkZFhYWEKhSIsLGznzp0A4uPjdTpd586dvby8BgwYkJqayiIsIcSGCfcuwrVr19aqVatRo0a5XzIYDGq1ulSpUtZPVRA6nU6j0Tg6OrIOYlpWVlZWVpaDgwPrIKbxcyPa2dmxDmJaRkaGRCKRy+Wsg5imVqsVCoVUKtDx7VQqlb29vUQiYR0EItEbTZ+Tk9OLFy/s7e0zMjLKli2bmpp68eLFr7/++ueff/b19R0/frxWq928eXM+G1y4cOHWrVudnZ35p25ubitWrOAfGwyG9PR0Jycny32cotDpdFqtVrANQlZWlk6ns7e3Zx3ENIG3V5mZmWKxWLDtVXp6ulwuF2x7pVar7ezs8mqvnJyc3tqUCfSDATh8+LBMJjNZYHEcl5GRIdgCy2AwZGZmCrbAEn57KuQGS6vVymQywTZYGo1GKpUKtsHKyMgQ5v8sx3EikYh/oNfrATRs2PDo0aP8q3PmzHn//ffz38LZs2cDAgICAwP5p3Z2dsZPqtfr+ZbaUumLRqvVarVawcbj/0cEG0+n0XACjsc3CIKNl56eLpPJFAoF6yCmqVSqfI5XxeK3XwAUaEOcD4PBMGbMmHPnzo0YMWLkyJGs4xBCbJ63t/fjx4+rVq0aFxdXvnx5ABcvXtRoNAEBAQDkcvlb/wZIpdKGDRuGhITkfkmv1xdkC6yIRCKtVivYeAaDAYAw4yUlJS0ZP16XmTlm2bIyZcqwjmOCQqEQcgWjeI11ENP4r21Rjldtrw/WZ599Fv377x9dujRp1KgjR46wjkMIsWHR0dEAgoODIyIiOI6LiIjgiyS1Wt2tW7ebN29qtdoZM2Z8/PHHjIMS4enXr9/1TZse7NzZrVs31lmIENlegXX27NlRwEygLbBv61bWcQghNqxNmzYAwsPDr1696uPjc/369alTpwJo2bLltGnTgoODy5cvr1Qq586dyzopEZwLf/21BFgOXLpwQbC9mQlDtneJsFevXjOuXo0BTgOfb9qknjHDkaa0JIS8C+OfQ/6Bq6vrvn37sq8gEonCwsLCwsIYhCM2okvFih2VShnQqWJFvg8fIdnZ3hmsqVOn/rJpk+LDD/dKpUFq9d1q1dQJCaxDEUIIKUk4bnVq6lRgArA5JQVZWawDEcGxvQILQO/evRf98UfZQ4eeSSR1UlNja9bMTE5mHYoQQkiJERUluXu3q59ftxo1ZM+e4f/+j3UgIjg2WWDxfNu0yTxw4LlY3ODly2tVq2poJEBCCCHWsWIFAN2gQVmDBgHAypWM8xDhseECC0DF9u3Ve/e+EIsbJSb+XaOGLjOTdSJCCCHFXWIi9u6FVJo1YEBW//6wt8fBg3j4kHUsIiy2XWABqNypk3LLFqVI1OTp0wtVq1KNRQghxLIiIqDRoEsXzsuLc3FB9+4wGBARwToWERabL7AAVOvV6/nGjckiUdMnT87WqmXQ6VgnIoQQUkxxHFavBoDQ0FdL+AcREdDrmaUiwlPUAkupVAYHB7u7u3ft2lWpVBqXJyQkDBgwwMvLq0KFCiNGjEhLS+OX79y5s1atWq6urq1atbp161YR927k37fvk+XLVSJRi7t3T7//PmcwmGvLhBBCyH+io3HrFipUQIcOr5YEBqJGDTx5ggMHmCYjwlLUAmvu3Ll+fn7x8fG+vr7z5s0zLh86dGilSpUePnx4584dNze37777DsD9+/cHDx4cERERHx8fHBw8ZMiQIu49u1qhofeXLlUDLW7dOtGggRm3TAghhLzC92cfNgzZ5/rl/5xRV3eSTVEHGo2MjNy9e7dCoQgLCwsJCZk9eza/PCYmZuPGjfycuJMnT65fv/5PP/107969fv36NW7cGMDgwYPzHxyZ47hnz57dvn37VVCp1NfXl3+sfy3HW2qGhv6dkvL+5MmtrlyJadCgxfnzRfx0hZNXPIEQfjzjhLsCpNfrxWKxkOMJ/D9Xr9fnNSSjWCym0RqJ0L18ichIiMXIcYJgyBBMm4Z9+/D4MXx8GIUjwlLUAisuLs7Pzw8Afx7LuLxRo0Zz5syZNGmSVqudNWsW/1JQUFBQUBAAvV4fHh7+ySef5LNltVo9e/bsX375hX9aunTpA6/Pvur1eqVSKcl+9PCaz5Ah51JSms6eHXj58uEWLeru3l3ED1gIWVlZKpXK+vstoMzMTI1GI9i/wWq1muM4rVbLOohpqampMpksIyODdRDTkpOTNRoNf2AjQEql0mAw5DV5qru7e1HmVSXEGtatQ2YmOneGn98by0uXRkgItm3D2rWYNo1ROCIsRW3OOI7jDzpznHVYu3bt6NGjfXx8PD09x44d6+7ubnzp0KFDkyZN6tChw8yZM/PZspOT0+LFi/v375/7Jb1eL5FIPD09Tb7R88cfzxkMDebObX/2bHT//q0PHy7kZyssrVZrZ2fn4eFh5f0WUEZGhkajcXV1ZR3ENJVKxXFcqVKlWAcxjZ+d3sHBgXUQ06RSqaOjo2BnpxeJRG5ublRFERuWo3t7dqGh2LYNK1fi229h6viflDRFbem8vb0fP35ctWrVuLi48uXLG5c7OjpGRkbyR9IxMTHVq1cHwHHcpEmTzpw5s3Xr1mrVqhVx1/loMmfOWZ2u0U8/tY6KiunUKXD/fsvtixBCSIlw8iRu3EC5cujUycSrQUF47z3cuYOoqP/6v5MSrKid3IODgyMiIjiOi4iICAkJARAdHQ1g4sSJI0eOTE1NjY+Pnzx58tixYwEcP358z549e/fu9fb2VqlUFr2O1nTBgnMjRhiAwAMHYrp2tdyOCCGElAjG7u0ymYlXRSIMHfrfaqTEK2qBFR4efvXqVR8fn+vXr0+dOhVAmzZtAMyfPz8pKcnHxycoKGjo0KHdu3cHEB0dHRsb6+bmVuq1on+AfDRfvvz0kCEc0Grv3uP9+ll0X4QQQoqzlBTs2AGRKGf39uyGDIFMht27ka1HMimxilpgubq67tu378mTJ3v27HFxcQHAcRwADw+P3bt3p6Sk3LhxI/T15erp06dzbyri3t+qRUTEiZ49RUDLzZtP8DNGEUIIIe9q/Xqkp6N9e1Spkuc65cqhSxfodFi3zorJiEAVh5Hc89dq+/aYjz8WAQHr158OC2MdhxBCiA3iZ8Ix2b09O36FlStB412XeMW/wAIQGBkZ3batBGiyZMmZ8eNZxyGEsKTX6/39/bMvyWtGCgDXrl1zdHS0bkAiPGfP4u+/Ubo0goPfsmaHDvDzw717OHbMKsmIcJWIAgtA6yNHops3lwANFy36iwYpIaSkWrx4cUBAQGxsbPaFec1IkZycPGjQoPT0dKvHJALD91sfOhRvHQNFLKau7oRXUgosAK1Pnoxu2lQO1Js58/z337OOQwhhoE6dOtNyHWJFRkaGhYXxM1Ls3LmTX2gwGAYNGvTtt99aPSMRmLQ0bN8OkQjDhhVo/aFDIZEgMhIJCRZORgStZI341/rMmZjGjQPPn6/13Xd/OzvXo8uFhJQw/G3OOZickWL27NnVqlXr0aNHQTabmpo6cODAwYMH8089PT0vXLjAP+ZnnhDs3An8zBOCnTshMzNTq9WynTvBYf16l7Q0bfPmL0uVynF7ID/zRM4hhyQS97ZtFYcPpy5Zoh41yqpZ38TPPGFvb88wQz6Sk5MdHBwEO/PEy5cvMzMz8xoYuXTp0jKTo3VkU7IKLACtzp49Xrt2qxs3qn355RWptO6YMawTEUIYyz0jRVRU1JEjRw4dOlTALTg7O69Zs6Zv3778U5FIZGyX9Xq9XC7Pa+YJ5rRabVpaGs08kZ9t2wDIP//cy8srxyt5zjwRFobDh523bnX+7juwm2HTwcFByDNPKBQKIc88IZVKizjzRAm6RMgTicUt//nnhL+/A1D5iy+ur1nDOhEhhDF+RgoAxhkpoqKijh07JpPJ+MJLJBKdPHky/41IJBLZazQdUPFx5QouXYKHB7p1e4d3de4MHx/ExuLECYslI0JX4gosACKxOODKldMVK5biuArDht3csIF1IkIIG/zME7lnpJgzZ0724fo4jmvRogXbqISN338HgEGDYGf3Du+SSMBfL6au7iVYSSywAEjk8iaxsWd8fV04ruygQXd27WKdiBDCAN8lK/eMFIQAgFqNzZsBFLR7e3ahoZBIsGMHkpLMnovYhBJaYAGQyOWNbt78q2xZd4PBtUePe/v2sU5ECLES4zQS/IPcM1KYXJmUOFu2IDUVLVuiZs13fq+PD9q3R2Ym6CJJSVVyCywAMgeHenfunC9TprTB4BAS8ojGhSOEEGLEX+B76+jteeHfuGyZ2fIQm1KiCywAcienWv/++7ebWzm9Xtq+/ePjx1knIoQQIgD//INz5+DigoIN1WFC167w8sLNmzhzxqzJiG0o6QUWAHt392q3bl1xcfHW67l27Z5dvMg6ESGEENZWrACAgQNR6GEOpFIMGgRQV/cSigosAHAoXbry9evXHR19s7IymzV7/vffrBMRQghhJyMDGzcCeDXvTaGFhkIsxpYtSE42Sy5iQ6jAeqVU+fIVrl+/6eBQMStL3aTJi2vXWCcihBDCyPbtUCrRtCnq1SvSdipXRps2yMh4dTciKUmowPqPi59f2cuX79jZVdZqlY0bK+/eZZ2IEEIIC0Xs3p4ddXUvqajAeoN7tWquFy/eVSiqZWQ8r107+f591okIIYRY17//4tQplCqFXr3MsLVu3eDpiatX8Xp6SlJCUIGVU+maNR1PnXokk/lnZDypW1f15tSehBBCirkVK8Bx6N8fuScZLAS5HJ9+ClBX9xKHCiwTyjVsKD1x4rFUWist7b6/vzohgXUiQgghVqHVvhoa1CzXB3mhoRCJsGkT0tLMtk0ieFRgmebdpIk4JiZOKq2dmhpbo0Ym3QBCCCElwY4dePECDRuiQQOzbbN6dbRsCZUKW7aYbZtE8KjAylP5gICs/fufi8UNkpKuV62qSU1lnYgQQoiFmbF7e3b8BukqYUlCBVZ+KrZvn75v3wuxuGFi4t81amSlp7NORAghxGLu3kVMDBwd0bevmbfcsyfc3XH+PC5fNvOWiVBRgfUWlTp2VG7dmiQSNXn69GL16rrMTNaJCCGEWMby5eA49OkDZ2czb9nODgMGAMCqVWbeMhEqKrDerlrPngkbNyaLRE2fPDlXq5ZBp2OdiBBCiLlptVi3DrDA9UHeqFEAsHEj1GqLbJ8IDBVYBeLft++T5ctVIlHzu3dPv/8+ZzCwTkQIIcSsdu9GQgJq10aTJhbZfo0aaNYMKSnYvt0i2ycCY4YCS6lUBgcHu7u7d+3aValUGpcnJCQMGDDAy8urQoUKI0aMSEtLy2dl4asVGnp/6VK1SNTi1q0TZry7hBBCiBDwPdBHjLDgLqire0lihgJr7ty5fn5+8fHxvr6+8+bNMy4fOnRopUqVHj58eOfOHTc3t++++y6flW1C7VGjYufMyQRaXbkSQzUWIbZJr9f7+/tnX2LywO/AgQM1a9Z0dXWtWbPmoUOHWCQlVnT/Po4cgb09+ve34F769IGrK06fBk13WwKYocCKjIwMCwtTKBRhYWE7d+40Lo+JiZkwYYJcLrezs5s8efL//ve/fFa2FQ0mTrw+a5YGCLx8ObpVK9ZxCCHvZvHixQEBAbGxsdkX5j7w0+v1/fr1+/XXX5OSkn744YchQ4YwykusZdUqGAzo3Rtubhbci709+vV7tTtS3Ik4jiviJpycnF68eGFvb5+RkVG2bNnU1+NFtWnTpmnTppMmTdJqtbNmzVq2bJlGo8lr5dxCQkLOnj3r5OTEPy1duvTevXv5x3q9XqlUli5duojJC+36rFktfvlFBhwODKy7bVuOV7OyslQqlZtFv6VFkJmZqdFoXFxcWAcxTa1Wcxxn/H8XmtTUVJlMZm9vzzqIacnJyQ4ODnK5nHUQ016+fOni4iKVSk2+6u7untdLZnTs2DG1Wh0cHJy96atevfru3bv9/f3//fffkJCQ2NhYjUZz5MiRjz76SKVSRUdHT548+fr16/lstk+fPhUrVgwKCuKfKhSKJq/78ej1+qSkpDJlyljuQxWFVqtVqVTu7u6sg5iWkZGh0WhcXV0tuxudTl61qig+PuvYMUOzZgV/n0ql4jiu1LvMqCP65x/5Bx/A1VVz7x4cHN496ztISUmRyWQOFt5LoSUlJTk6OioUCtZBTEtMTHR1dc2rUZLL5SKRKP8tmKE54ziO3w3HcXq93rh87dq1o0eP9vHx8fT0HDt2LP8Fzmvl3BwcHCZMmNClS5dXQaVSDw8P/jH/RuNT62v188/nJJLGCxe2j4k59umnrfbvz/6qVquVyWQM42RYiQQAACAASURBVOXPSg1WYSkUindtsKxJKpUKucESiURCbrAMBoObm1teDZZYbI17btq0aZN7YVxcnJ+fHwD+PBYAhULRqVMnlUrl7OwsEolOnjyZ/2Y1Gk1kZKRxNTc3t3X8/WiAXq9PT09XC/XGMa1Wq1arBfs7wx8QymQyi+5Fvn+/Ij5eX7VqWu3a73SLX3p6Osdx7/arW7myc/360suXs7Zt05plMum8paeny2Syop9GsZD09HQAOqHemK9Wq2UyWV7tlVQqlUgk+W/BDAWWt7f348ePq1atGhcXV758eeNyR0fHyMhI/mA6JiamevXq+aycm1gs9vb2rlGjhslXJRLJWz+bRQX8/PMptbrZihVtDh2K+fjjwNdn14zZ2MbLh/DjcRwn5HgC/+lRvELI68DPyclJpVItXrz4iy++OH/+fD5bcHBwCA8P72+q+45er+c4TrCniPgDQsHGs9IB4ebNACSjR7u/44GxXC4vzAHhZ59hxAinzZsxcuS7vfEdSSQSIR8QAhDyAaFer8/ngLAgzHDIGBwcHBERwXFcRERESEgIgOjoaAATJ04cOXJkampqfHz85MmTx44da3Jl29V8+fLTQ4cagFb/93/H+cvqhBAbxB/4ATAe+N27d2/SpEkAHB0dhw0bdvPmTcYRieU8eYKDByGXW7Z7e3Z9+6JUKcTEgH6vijUzFFjh4eFXr1718fG5fv361KlT8fok/Pz585OSknx8fIKCgoYOHdq9e3eTK9u0FqtXn+zVC0DLzZtPDBrEOg4h5N3wR4O5D/y8vb1XrFhx4sQJjuO2bt1av359xkGJ5axaBb0ePXvCav3knJzQpw8ARERYaY+EBTNcInR1dd23b1/2JfwVXw8Pj927d791ZVvXatu2mG7dAnftCli//nSpUgG//cY6ESGkoNq0acNxHH91z8fHp0GDBn/88QcAOzu7yMjIcePG3b9/39/fP4L+EBZXBgPWrAEsNnp7XkJDsXIl1qzBzJkQ6jUyUkQWv2enJAiMjIzp2jVw794mS5ackUob2tr4XoSUNMZuv/wDkwd+rVu3vnjxorWTESs7cACPHqFKFQQGWnW/H3yA+vVx+TJ270bv3lbdNbEWmirHPAL37Ilu0UICNFq8+OJ332m1WtaJ8iPkeBzHGQQ8E5GQf3SgeIS8K35Q9ZEj8bZb7s1v+PD/ApDiiM5gmU3rEydimjRx/+uv/rNnP5w9u7a/f/SbwzcIwfLVq6fOnm0wGNoEBW0X3nxYkZGR48ePNxgMc+bM6Se8+wYGDRq0b+9ekUg0Zdy48WPGsI6T00c9epy7fFkqkfw2Z07vHj1Yx3mDTqdr1q7d3UeP5ArFgQMHTI6VUCwlJSW1atXq4cOH7dq1i4yMZB2HvOnZM+zfD7kcTHrQ9u+PiRNx5Aju3MF77zEIQCyNE6p+/fpt2LDB5Es6ne758+dWzlNAzeTy+cBLoCJwDeAE9q85sAV4DAh0mClhUwB3gf8D6rL+f8z97wFQDkgAlgLBrMPk/nccqAMkA98CtWvXZv01Nb+82quPPvqoM3AAqAKsXr3a+sHeSqPRJCYmsk6Rp/T0dKVSaamtz5zJAVyvXoXeQFpaWmpqauEDDB7MAdzkyYXfQr6Sk5P5oZuF6eXLl5mZmaxT5CkhISErK6soW6AzWGb2wscn6e7d54AW0IhEyazz5CDmuBfAc0AEuLi4WGdox4JLSUnhrw+KxWIBjjWfpVQ+BxIAMZBs/QsK+coAdBz3DHgJQHjxtEAmxz0HlIClB40UlOfPn3cDOgCVgLu3b7OOQ7IxGLB6NWD17u3ZjRiBtWuxdi1++AEl6XtRQlCBZWarIyKCg4PnqlTt2rVrcPAg6zg5jdq0adSwYS6ZmYuAIT//jKFDWSd6Q1RU1Oeff67T6RYvXmwcxF8otm7d3KdPXyBJofjp119dGTbKprgCLbt3r79nj729/fbt2107dmSd6A1BgHuzZjX++svV1fUYf9NWyRAeHt6ze/ffDAZfoMWFC6zjkGwOH8b9+6hUCa8nOGKgWTPUqoVr17B3L7p3ZxaDWIawTmAUA61atXrx4kVCQsJB4VVXAPr16/c8KSl2+fIhAMaPx6NHrBO9oV27dhcvXvz7778FV10lJmLs2L7AzYULnyUlhQqsuuLt3LkzISEhMTGxo8CqK96ZM2eePXv2/PnzOnXqsM5iPSEhIU+fPftu4MDTQNuoqDu7drFORF7je5cPHw62J/Kpq3vxRQVWSaTt3RvduyM1FcOGQajTVAnLZ58hIQFt22oHD2YdhdgYd3f37vPnn6lRQwHo+vfPSk9nnYgAz59jzx5IpWD+jR40CA4OOHQIDx4wTkLMjQqskmrZMnh6IirqVS8Eko/Nm7FjB5ydsWYNg3u5SbHQIDr6kUzmn55+6uOPWWchwNq1yMpCly7w9macxNUV3brBYKBR3YsfKrBKqjJlsGgRAHz1ldAuFArLixcYNw4AfvoJvr6s0xBb5ejp+XL2bA4IOHz49s6drOOUbBzHvnt7dnyMiAhkm2icFANUYJVgffuiZ0+kpmLIELpQmKdRo5CQgHbtMGwY6yjEttX/6qsTtWrJAcOAAXShkKVjx3D7NipUQIcOrKMAAAIDUaMG4uIgvKETSVFQgVWy/f47PD1x9ChWrGAdRZA2bMDOnXBxwerVdHGQFF3DI0ceymTVMzJOCe02jhLF2L1dImEd5TX+hm7q6l68UIFVspUujV9/BYCvvsLdu6zTCEx8PL74AgAWLqSLg8QsHD09U3/5xQC0OHbs5oYNrOOUSC9fYtcuiMUYMoR1lGyGDIFCgf37qcNGcUIFVonXuzd69YJajdBQulD4hs8/R1IS2rdnf58RKUZqjxp1om5dKSAZMUKrUrGOU/KsW4fMTHTqJKyjJg8PfPwx9HqsW8c6CjEbKrAIsHQpypbFsWP4/XfWUQRj3TpERtLFQWIJH0RFPZDJqmVknO7UiXWWkkdQ3duz4yOtXEld3YsNKrAIULo0li8HgIkTcecO6zQC8PQpxo8HgMWL4ePDOg0pbhxKl1YtWaIHWpw4cYPOWFjTiRO4cQPlyuGjj1hHyaVtW7z3Hh4/xuHDrKMQ86ACiwAAQkLwySdQqzF4MAwG1mlY+/xzKJXo3BmDBrGOQsxPr9f7+/tnX6JUKoODg93d3bt27apUKvmFO3furFWrlqura6tWrW7dumXeDLVCQ082bCgF7EaOzEwW2pylxZexe7sAJ/4TiairezFDBRZ5bckSlCuHU6ewdCnrKEytWYNdu+DqimXLWEch5rd48eKAgIDY2NjsC+fOnevn5xcfH+/r6ztv3jwA9+/fHzx4cERERHx8fHBw8BALdIhuevToHYWiskZzli4UWkdyMv73P4hEwu1VOXQoZDLs2YOnT1lHIWZABRZ5zcPj1YXCSZNw+zbrNIw8fYqvvgKAX39FhQqs0xDzq1OnzrRp03IsjIyMDAsLUygUYWFhO3fuBHDv3r1+/fo1btzY3t5+8ODBOQoys1A4O2uWLtUDLc+cuU6jeFvB+vVIT8eHH6JKFdZR8lC2LIKDodNRV/fiQco6ABGSrl3Rrx82bcLgwTh+XECDxFjN8OFQKhEcjAEDWEchFtGmTZvcC+Pi4vz8/ADw57EABAUFBQUFAdDr9eHh4Z988kn+m83MzNy0adPly5f5p6VKlfryyy/5x3q9XqVS2dvb536Xb69eMcuWtT1/3v6zz160a2fn5laET1ZIWq1WpVLJ5XLr77ogMjIytFqtxBxtkeOqVWIgY8AAXVpa0bfGU6vVnFlvvpYOGGC/c6dh+XL16NFFn4VapVLJZDK9UHvNq1Qqg8Gg1WpZBzFNpVJJpVKp1HSZ5ODg8NZfSzqDRd60ZAnKl8fp0/jtN9ZRrG7VKhw4AA8PGna1pOE4TiQS8Q+y/zU6dOhQo0aNXFxcFi9enP8WRCKRQqFwes3BwUFUMPV2776tUFTWav/p3r2AbyGFIL1wQfzPP5ynp75zZ9ZZ8qMPCjL4+oofPpSeOGGWDfK/nMQS3tqw0Bks8ia+71FwML79Fh99hGrVWAeylrg4fP01APz6K8qVY52GWJW3t/fjx4+rVq0aFxdXvnx5ABzHTZo06cyZM1u3bq1WgG+BQqHo1KlT//79c7+k1+s1Go2Tk5Ppdzo5JaxZk9WvX+uLF6+tW1fn88+L9lHemVar5Tguz3isSSSS/H56BbdhAwDRkCFO5j5NaP6f3vDhCA+337ABRR7uX6/Xy2QyBwcHs+QyO61W6+joqFAoWAcxLSMjw8nJKa8zWAVBZ7BILl264NNPkZ6OwYNLyogsHIfhw5GcjK5d0bcv6zTEeqKjowEEBwdHRERwHBcRERESEgLg+PHje/bs2bt3r7e3t0qlUllyRFD/vn1PNW8uBtzGj1cnJFhuRyVXWhq2bYNIZBszig4fDqkUkZGgXwYbRwUWMYXv4n3mDN52ZaSYWLECf/5JFwdLIL5LVnh4+NWrV318fK5fvz516lQA0dHRsbGxbm5upV6zaIyAP/+8ZWfnk5V1QYDjMxUDGzZApUKbNqhalXWUAvDywkcfQavF+vWso5AioQKLmOLi8mqQgm+/xY0brNNY2MOHry4OLlmCsmVZpyHWYOyYzD9wdXXdt2/fkydP9uzZ4+LiAmD69OncmyyaR+7kxK1dmwW0vHTpyi+/WHRfJdGqVYAgR2/Pi3FUd5q+zJaZp8AyOUwfgJiYmHr16pUqVapevXrHjx83uYQIFD/MpkaDYcOK84VCjsPIkUhLezXUKiGMVP/kk1OBgWLA/auv1M+fs45TjFy4gEuX4OGBbt1YRykwfqrEW7dAfyVtmXkKrNzD9PEGDBgwZcqUpKSkb7/9dsCAASaXEOHiJ4o5exYLF7KOYjHLluHgwf8mCyKEnRZ//nnTwcFHp7vYoQPrLMUIPzD6oEEQamdqEySSV9NI0Kjutsw8BVbuYfp4zs7OKSkpKpUqLS2Nv88i9xIiXMapjqdOxfXrrNNYwIMHmDQJeD3dNSFMSe3sJOvWaYGWV65cmjuXdZxiQaXCli0AbKN7e3ahoZBIsGMHEhNZRyGFZJ5hGnIP08dbt27dBx98EBoaCuD8+fMml+QlMzNz9erVxsuIzs7OfOdTAHq9PjU1VbD3dvID9xXl3k6LyszM1Gg0BRnDAwAaN7bv31++YYN+8GDVwYNWGHqUH7jPYIX5EDnOcehQaVpaVvfu6R9+iJSUgrwpNTVVJpNlZWVZOl3hpKam6nQ6wX41UlNTxWJxXl8NJycns4wnadOq9ewZ3bZt66NHPadOVQ0c6OTlxTqRjduyBampaNkSNWuyjvKOfHzQvj3+/BMbN+KLL1inIYVhniIgr2H6Jk2aNHHixHHjxi1cuHDy5MlRUVG5l+S1TYlE4uXlZRyBxtHRUfZ6ek6xWCyTyWQCnK0TAMBxnJDj6XQ6g8FQ8Hj6BQu4mBjJhQsOS5dmvR6c2nL4v75W+OlJly2THjvGlS6t+/nngu9OJpNJpVLB/ufKXmMdxDQ+W14FVkGL/uKuxb59N0qXrqlWH2/XrlWxPHNsTfwlNhvq3p5daCj+/BPLl1OBZas4c3jvvfdu3brFcdytW7eqVq1qXO7o6BgfH89xXGJiopOTk8kleenXr9+GDRtMvqTT6Z4/f26W5Jag0WgSExNZp8hTenq6Uql8t/dERXEiEadQcP/8Y5lQ/0lLS0tNTbX0Xrh79zgnJw7gdux4p/clJyfz59iE6eXLl5mZmaxT5CkhISErK4t1Coswb3t19//+LwMwAOdnzDBHuvwUw/bK6MoVDuBcXTmLfWct215lZXHe3hzAnTpVuA1Qe1UURW+vzNMHK/cwffzwfXXq1Fm9erVKpVq/fn3dunVNLiE2ICgIw4dDo8HAgRDq1bF3YDBgyBCoVOjXDz16sE5DSE6VO3c+++GHIqDCd9+lPHzIOo7N4oe1GzgQQh3K/C2kUurqbtPMU2DlHqaPH74vIiJi//79Xl5eO3bsWLVqlcklxDYsWABfX1y+jPnzWUcpsl9/RUwMypTBokWsoxBiWqt9+646O5fT66/SHYWFk5GBTZsAYOhQ1lGKIDQUYjG2bkW28Y+IrTBPgZV7mD6O4wD4+/ufOnUqLS3t1KlT/v7+JpcQ2+DsjDVrIBLh++/xzz+s0xTB/fvg75ZYtgxlyrBOQ4hpYqm01NatGUDL2NgLM2awjmODtm2DUolmzWDTl0oqVULbtsjIwObNrKOQd0YjuZMCa9sWI0ZAq8WgQbZ6odBgwODBUKkwYAC6d2edhpD8VOrY8a8uXQD4fP998v37rOPYGpvu3p4d/xFooD4bRAUWeRc//YQqVXD5Mmx0kJ7Fi3H8OLy8Ssoci8TGtYyMvOriUlavv/bhh6yz2JR//8Xp0yhVCr16sY5SZB9/DE9PXL2KfAc2IgJEBRZ5F46OWLkSIhF++AGXLrFO845u3cKUKQCwZAnc3VmnIeTtxFKp2+7dapGoxZ075yZPZh3HdixfDo7DgAEoBsNZy+UYOBCgru62hwos8o7atMFnnyErC0OHQqtlnabADAYMH46MDAwaZEtTkpESzycw8EJICICK8+cr795lHccWaDTYsAEAhg9nHcVMQkMhEmHzZqSmso5C3gEVWOTdzZuH997DlSuYPZt1lAL7+WecOAFv7+I8ryIpplpu337F1bWswXCjfXvWWWzB//6HxEQ0aoQGDVhHMZNq1dCqFVQqbN3KOgp5B1RgkXfn6Ii1ayEWY+ZMXLzIOk0BxMYiPBwAVq6EmxvrNIS8G7FU6r57t1okan7//tmvv2YdR/CKTff27PiPQ1cJbQoVWKRQmjfH559Dp7OBC4XGi4NDh6JTJ9ZpCCkMn1atLvbsCaDqzz8n3rjBOo6A3b2LmBg4OaFPH9ZRzKpnT5QujfPncfky6yikoKjAIoU1Zw6qVsXVq5g1i3WUfM2fj5Mn4e2NBQtYRyECotfrcwzFp1Qqg4OD3d3du3btqlQqTa7DUMstWy56eHgYDLc++oh1FgHju7f36QNnZ9ZRzEqhQP/+AEADdNsOKrBIYTk4YO1aSCT48UdcuMA6TR7+/RfffQcAq1bRxUFitHjx4oCAgNjY2OwL586d6+fnFx8f7+vrO2/ePJPrMCQSi8vu2qUSiQIePTpj+WnXbZJWi3XrgGJ3fZA3ciREImzcCLWadRRSIFRgkSIICEBYGHQ6DBqEzEzWaXIxBhs+HHTQT7KpU6fOtGnTciyMjIwMCwtTKBRhYWE7d+40uQ5bFVq0uNSnD4Dqixe/uHaNdRzh2bULCQmoUweNG7OOYgE1aqBZM6SkYNs21lFIgUhZByA27scfceAAbtzAzJmYOZN1mjfNn4+//kL58sVh/kRiVvxkqTnExcX5+fkB4M9jmVwnL2q1esqUKQteX4Z2d3ff+vqGL71er1QqxWLzHM3WWLTo/KFDH7x8ebZdO5E5aiytVqtSqfjJzQQoMzNTo9HodLqCrOyydKkMUPXrl5mYaOlgPLVazXGcRqOxzu7s+vZ1On1a9/vvycHBBVk/NTVVJpOlp6dbOljhKJXKzMxMuVzOOohpSUlJer1eKjVdJrm6uub1khEVWKRo+AuFLVti7lyEhOCDD1gHeu3mTfzwA0QirFoFV1fWaYgN4DhOJBLxD/R6/Tu9197efsiQIR++Hm9dLpfzs7IC0Ov1Op3O+LTovPbtS2nWrOnz5yenT29S5AnLtVqtWCw2YzzzksvlGo2mIPFEDx5IT5yAvb1iyBCFtT6ORCLhOK5UqVLW2R0GDkR4uPT8edeHD7k6dQryDplM5uDgYOlchaPX6x0dHRUKBesgpmm1WhcXl7yqKIlE8tYtUIFFiqxZM3zxBX7+GYMG4dIl2NmxDpTt4uDIkejYkXUaYhu8vb0fP35ctWrVuLi48uXLv9N7xWLxe++916xZM5MvyWQymUxmppio0KTJiU8/bbl+fc3ff1eOHOlZsD+0eeE4zrzxzEun0xkMhgLFW7MGBgN695Z5elo+1ysymYz/AVptf+jbF0uXStevL8h8X7LXrBCtEGwi3ltPU+WD+mARc/jxR9SsiZs38f33rKMAAObMwfnz8POji4OkIKKjowEEBwdHRERwHBcRERESEsI6VH5arlt3oUwZd457QHMU8nS64ty9PbuRIwFg/XoI9cIfMaICi5iDQoHVqyGRYP58nDvHOMyNG5g1CyIRVqyA1U7dE1vGd7cKDw+/evWqj4/P9evXp06dyjrUW/gcPJgsEjV+/vzUqFGsswjA3r14+hT+/ggIYB3FwurUwQcfIDkZO3eyjkLeggosYiZNm+LLL6HXY/BgZGQwi2G8OPjZZ6CDe5IvY89u/oGrq+u+ffuePHmyZ88eY6cfwfb+Llu//rVhwwDUXrEi/vx51nFY44c45wcyKPZoVHcbQQUWMZ8ZM/D++/8NPcXErFm4cAEVK2LOHGYZCLGKFitXnvP2dua4J126sM7C1OPHOHQICgUGDGAdxSr69oWzM44fB43pL2xUYBHzMV4oXLAAJ08yCHDlCn78kS4OkpKj4r59SpHog4SEk8OGsc7CzqpV0OtfTSZTEhgnAoqIYB2F5IcKLGJWTZpgwoT/pv+zJp0Ow4ZBq8Xnn6N9e6vumhBGytard2PUKAB11qx5evYs6zgs6PVYuxYoAd3bs+M/7Nq1sNYQXKQQqMAi5vb996hVC7GxsPIo2DNm4OJFVKqE2bOtul9CmGq+dOnZ8uWdOe5Z586cwcA6jtUdOIBHj1CtGlq1Yh3Fiho1QoMGePkSu3axjkLyRAUWMTeFAuvXQybDwoU4ccJKO/37b8yeDbEYa9bAyclKOyVEGKpGRSWKxQ2Skk4OHsw6i9Xxfb1DQ0tE9/bshg8HqKu7oFGBRSygfn18/TUMBgweDJXK4rvTajFoELKyMGYMAgMtvjtCBMbD3//2mDEAGvzxx+OYGNZxrCg+Hvv3Qy7HwIGso1hdv35wdMTRo7h9m3UUYhoVWMQypk9H7dq4d88aFwp/+AFXr6JSJcFNhkiItTRbtOhMhQqOQGK3biXoQuGqVdDp8PHHsOLo7ULh4oLevcFx1NVdsKjAIpYhl2PdOshk+OUXWPSQ+vJlzJsHsRhr19LFQVKSVT9y5IVYXF+pPNG/P+ssVmEwvKotSlT39uz4D75mDbKyWEchJlCBRSymfn1MngyDAUOGWOpCoUbz6uLguHElq4srIbm4V6t2b9IkAA23bHl45AjrOJZ3+DAePEClSmjblnUURpo1Q926eP4ce/eyjkJMoAKLWFJ4OBo0wP37mDLFItv//nv88w+qVaOLg4QAaPLjj6f9/ByB1O7dDTod6zgWZuzeLi7Bf8iGDgWoq7tAmef3UqlUBgcHu7u7d+3aValUGpfHxMTUq1evVKlS9erVO378OACdTjd69OgyZco0b948Li7OLHsnwiWVIiICcjl++838FwovXcKCBRCLsWoV7O3NvHFCbNP7MTHPJJLaqakn+/ZlncWSnj/Hnj2QSjFoEOsoTA0cCAcHHDqEBw9YRyE5mafAmjt3rp+fX3x8vK+v77x584zLBwwYMGXKlKSkpG+//XbAgAEAFi1alJqa+vDhw4CAgOnTp5tl70TQ6tbFN9+8ulCYlma2zRovDn75JVq2NNtmCbFxLn5+j775BkCjHTseHD7MOo7F8B2PgoPh7c06ClOuruje/b/uaERIpGbZSmRk5O7duxUKRVhYWEhIyOzXIz06OzunpKSoVKq0tDQnJycAmzZtWrNmjYODQ3h4+K1bt/LZpk6nu3DhgqOjI//Uzs6On/EegF6v12q1GqGOYKvVaoUcT/Oa9Xb59dfyvXtFly7pJ07ULVqU/7oajYbjOLlcnv9q0ilTJNeucdWqaadMseZYxhqNxmAwSCQSq+3xnWg0GqnUPF9qS+C/F3q93uSrcrlcVNKGMrKMxjNmnNq0qfm9e6oePfSJiZK3fZtsj/HWuRLbvT270FBs2IBVqxAeDgF//Usg8/xnxMXF+fn5AeDPYxmXr1u37oMPPggNDQVw/vx5AA8fPty8eXObNm0qV668Zs2afLap1WqjoqKuX7/OP3Vzc2vcuDH/WK/Xp6enq9Vqs4Q3O61Wq1arFQoF6yCmZWZmajQamUxm1Z0uWuTSrp1k+fL0du2yXhfKJqWnp3McJ863U4X04kXFokUQi9MWLtQZDLDib0J6erpMJuM4zmp7fCfp6ekAdELtfKNWq2UyWV4loFQqFWzlanNqR0c/rVSpVlpaTK9egbt3s45jbvzgTz4++PBD1lEEoFUr1KyJGzewfz+6dmWdhvzHPAUWx3H8oSfHcdkPTydNmjRx4sRx48YtXLhw8uTJUVFRqampHMddv359yZIloaGhZ/OePMvBwWHy5Mn9Td1vrNfrOY5zd3c3S3iz02q1MplMsPEyMjI0Go2rq6tV99qyJaZMwfTppSZMwNWr+czELJfLOY4rlc9UzRoNxo+HXo9Jk5w7dbJI2rxJJBKZTObg4GDl/Raco6OjYIt7vV7v5uYm5HNsxYazj8+dWbO8Jk9uumfP3b17qwQHs05kVnyf7uHDQRU5b+hQTJiAlSupwBIU8/TB8vb2fvz4MYC4uLjy5csbl587d278+PFeXl6TJk06d+4cgDJlyowbN87LyyssLOzatWtm2TuxDd9+i0aN8OABJk4s0namTMH16/D3x3ffmScYIcVRg0mTTlWrpgAy+vXTa7Ws45gPPwGfRIISOC9QXgYPhkLxalpGIhjmKbCCg4MjIiI4jouIiAgJCQEQHR0NoE6dOqtXr1apVOvXr69bty6ADh06rF27VqPRrFixolGjRmbZO7ENUinWrYOdHZYvx8GDhdzImTNYtOi/TRFSKHq93t/fP/uS3LdC53VztA2pe/ToU6m0lkp1GDEmDQAAIABJREFUsls31lnMZ+1aaDT46CP4+rKOIhgeHvj4Y+j1WLuWdRTyH/MUWOHh4VevXvXx8bl+/frUqVMB8B3SIyIi9u/f7+XltWPHjlWrVgGYPXv20aNHy5Yte+TIEX4JKUFq1sTUqeA4DBuG5OR3fntmJoYPh16PiRPxukMeIe9q8eLFAQEBsbGx2RfmvhU6r5ujbUip8uWfz57NAU3377+zaxfrOGZC3dtN4n8gq1Yhj5tIiPWJBNtdt3///p06dcqrD9bLly89hTr5lFarTUtL8/DwYB3ENDZ9sIx0OgQE4Px5jBiB5ctzv65SqfLsg/Xll1i4EDVq4NIlVqevUlJShNwHKykpSch9sF68eCGEPljHjh1Tq9XBwcHZW7/q1avv3r3b39//33//DQkJiY2Nzb0kn23269evdevWPXv25J+KxWJnZ2f+MfP26uT777f6999/HRwqPX8uy/Wra2Pt1fHj4jZt4OVlePBACHfM5ddeWRnHiWvUwO3b3L59XMeO/DJqr4oi//Yq/zuxeOx/QUnJwl/da9AAK1eiWze8bgje7swZ/PILXRwkRdfG1H2suW+FzuvmaJNUKtW4ceO+/vpr/mmZMmVOnTrFP9br9UqlkuEIFL47djysV88/Pf1Qly51t27N8WpWVpZKpTIIdX5o/q7nrNdz7bksWWIHqPv2VQnjoq1areY4LjMzk3UQAHDs3dtp1iztkiXJDRvyS1JTU2Uymb1Qx2FOTk7OyMh466A8rLx8+VKn0+VVYHl4eLz1WJEKLGJ1NWpg+nR88w2GD8c//8DN7e1vSU/HoEHQ6zF1Kj74wPIRSYmT+1bovG6ONqlUqVIrV67M64y7VCpleca9bNnLc+b4TpjQOibm4alTVbt3z/6iVqu1t7e3jTNYycnYvx9iseOYMY5ly7KOBgjqDBaAMWMwb57i0KGyej0//qqdnZ2Qz2DJZDIhn8ESi8VFPONegqdwIgxNnIjmzREXh9dH/G/xzTe4fRs1a1pqTkNS4uW+FTqvm6NtUf2vvjpRq5YcMAwYkJWezjpOYa1fj/R0fPghKlZkHUWQypZF167Q6bBuHesoBKACi7BhnEBw9WocOPCWlU+dwm+/0cVBYiH8Lc+5b4XOvcSmNTxy5KFMVj0j41SXLqyzFBZ1b38r/oezciWEes23RKECizBiHMhq+HDk050iPR2DB8NgwJQpoHE9iAXwXbJy3wqde4lNc/T0TP3lFwPQ4tixmxs2sI7z7s6cwZUrKFsWxWzQVPNq3x4VK+L+fRw9yjoKoQKLMDRhAlq0wNOn+PLLPNeZOBF37qBuXXz7rRWTkeLPeAsh/8DV1XXfvn1PnjzZs2ePi4uLySW2rvaoUSfq1pUCkhEjtCoV6zjviB+9fcgQWHeaLxsjFmPoUOD1j4swRQUWYcd4oXDtWpgcpOfYMSxdCqkUq1dDqHeaEGJDPoiKeiCTVcvIOG31aaaKJCUF27ZBJHpVPZB8DB8OqRS7diEhgXWUko4KLMJU9eqYMQMARo9GUtIbL6nVCA0Fx2HaNLy+65gQUhQOpUurlizRAy1OnLhhQ12hN26EWo22bVG1KusoguflhU6doNVSV3fmqMAirI0fj5YtER+P8ePfWP7117h7F/Xq4ZtvGCUjpBiqFRp6smFDKWA3cmRmISZUYIKf9oO6txeQcVR3oQ4kXkJQgUVYE4uxdi2cnLB+PSIjXy08ehTLlkEux7p11OWCEPNqevToHYWiskZz1hYuFEouX8bly6+m2yMFwU/UeOuW9PRp1lFKNCqwiABUrvzqQuHnn4uUSlF6OkaMAMchPBx16rAOR0hxo3B21ixdqgdanjlzU/DTAyvWrweAwYMh1BEpBUciweDBAOR0lZApKrCIMIwdi8BAxMdrxo3L/Oor3L2L+vUxcSLrWIQUT+8PHXqyaVMJYDdmzNW//mIdJ09Jjx6lbN8OQJjd29PS0lJTU1mnMGX4cEgkqbt2vbx1i3WUPMXGxgr0pwcAuHHjRnrRRuWlqXKIMIjFWLXq9/ff/3rnTg74QSr9av16ujhIiOU0OXBga5kyo7XarE6dSpcpc2TLFqlEwjrUGxatXLlk40YZ0NPRcZqdHe7dY53oDRs3bvzhhx8MBsOkSZOGDx/OOk5O85ycNqakZNWvP+jjj6eOG8c6Tk4f9u//JC4uUySaNnLkkD59WMd5Q2ZmZqtPPlGnpKjF4q1btxoncX9XVGARwXjvvRl2due1WiegtkTy5fvvM5sdl5ASwM7VdYqz89ykpIFA7RcvUoOC6rKOlMMpYA/QFPBTq9dWqcI6Tp5mz549e/Zs1ilysgceA7HAiF27fEyOg8POXUAFJAC7OW79smXhy5axTvSGaMAHOA38bDBMnz6dCixSHLhVqHD8xg1HwMXTk59nlxBiOfKyZS8mJb0HJAPpUuljgX3p7LKyTgM6IAOoWLGiWCysPi1PnjzRarUApFKpr68v6zg5Pbx37wRwi6+0BHY1IJXj1DrdKeAvQC4SPS7ChMqWoDEYEvT6M8AVwNnZufAb4oSqX79+GzZsMPmSSqXav3+/lfMUXEJCwrFjx1inyNODBw/OnTvHOoVp586d+6B27Qb+/sePH2edxbQLFy7cuXOHdYo8HT9+/OnTp6xT5OngwYPJycmsU1iEjbZXV65c8fLyUigUn376KessJhw8eNDd3d3Ozm7y5Mmss5hw7ty5Ro0a1a9fX5jt1YwZM+zt7V1dXSMjI1lnMWHUqFEKhcLT0/Ps2bOss5jQtWtXuVzu6+t77969Qm/EJgusO3fuVKhQwcp5Ci4qKqpp06asU+Rp9erVvXr1Yp0iT9OnT//qq69Yp8jTkCFDFi9ezDpFntq1a7dr1y7WKfJUvXr1v//+m3UKi6D2ykKovSoKaq+KoujtlYgT6kBkI0eOvH37doUKFXK/pFarT5w40bFjR+unKogXL17cuHEjMDCQdRDTHj58+Pz588aNG7MOYtrNmzf1en2tWrVYBzHt0qVLLi4uVYTaHeTUqVOVK1f28vJiHcS0w4cPN27cOK95/WbOnCnA6ywFRO2VhVB7VRTUXhVF0dsr4RZYaWlpkcZhJwkhxV1wcLCbmxvrFIVE7RUhJUpB2ivhFliEEEIIITZKWDdlEEIIIYQUA1RgEUIIIYSYGRVYhBBCCCFmRgUWIYQQQoiZ2V6Bpdfr/f39WacwbefOnbVq1XJ1dW3VqtUt4U2xeeDAgZo1a7q6utasWfPQoUOs45h27do1R0dH1ilyCggIEL02atQo1nFy0ul0o0ePLlOmTPPmzePi4ljHyUmUC+tE1kPtVaFRe1Vo1F4VhTnbK7OMx2U1ixYt4gdEYR3EhHv37pUqVercuXPp6enz5s0LCAhgnegNOp3O1dU1KipKr9dv377d29ubdSITlEplgwYNhPb/azAY3N3d4+Pj09LS0tLSMjIyWCfKaf78+f3791er1RMmTBg2bBjrODmlZTNt2rRJkyaxTmQl1F4VGrVXhUbtVRGZsb0S1m/GWx09enTv3r1C+4XmRUVFjRw5kn+ckJDg4eHBNk8OmZmZ+/btMxgMqampe/bsqVmzJutEOen1+q5du+7YsUNo/79xcXHOzs4NGjRwcnIKCQl5/vw560Q51a9fnx9xODU19cKFC6zj5Onq1atBQUFZWVmsg1gJtVeFRu1VoVF7ZS5Fb6+E9ZtRQEL7hc5Bp9ONGjVq9OjRrIOYkJaWxp8CPXXqFOssOc2cOXPChAmc8P5/L1y40KZNm8uXL798+XLg/7N352FNXG0fgJ+shD0sooKAuIG7iNVXXKhV64q4Va3iUuteqrVV0LoWXECtS/vaKlbUamttVVxqtWqtS6u+KmpRREBtlUIUkAhJIAmZzPfHaD6EAIFMOBN47qtXr2QyyfyIyeHhzJlzJk0aN24c6URlubq6RkVFubi4BAUFJScnk45jnEaj6dq1a0pKCukgtY1rn+cysL2qGWyvaqz+tFfc+mSYiGsf6NJ+/fXXTp06RUVFcfbPdKVSuXr16i5dupAO8pozZ8706dOHedO4/O+bnZ3t4uJCOkVZQqEwMjIyOzt7yZIl3bp1Ix3HuDVr1kRERJBOQQCXP8/YXtUMtlfmqD/tFXc/GZXg5gdar9cvXLiwZ8+eaWlppLMY8fDhw8jISOb206dP7e3tyeYpIyoqqszowEuXLpEO9dKNGzcMf0Dn5eU1atSIbJ7yGjdunJ2dTdO0TCbj2r8sQ6fT+fj4ZGRkkA5CALZXNYDtVY1he2U+ttor67uKkLMuXrx47Nix48ePe3p6KpVKpVJJOtFrPD094+PjmVbgwIEDgYGBpBO9JjY21vChBACapnv27Ek61EsqlWrEiBGpqalarTYmJmb48OGkE5U1YMCA3bt3azSa+Pj4Ll26kI5jxLlz57y9vVu0aEE6CHoJ2ytzYHtljnrUXplZoBHBzdgrV67k+Hv7+++/d+7c2cXFpXv37qmpqaTjVIhrb51er//yyy+bN2/u7u4+adKkgoIC0onKkslk/fr1c3Z27t27Nzd7icaPH//ZZ5+RTkEG1z7PDGyv2MK1tw7bK/Ox1V7hYs8IIYQQQizDU4QIIYQQQizDAgshhBBCiGVYYCGEEEIIsQwLLIQQQgghlmGBhRBCCCHEMiywEEIIIYRYhgUWQgghhBDLsMBCCCGEEGIZFlgIIYQQQizDAgshhBBCiGVYYCGEEEIIsQwLLIQQQgghlmGBhRBCCCHEMiywEEIIIYRYhgUWQgghhBDLsMBCCCGEEGIZFlgIIYQQQizDAsvKpKWlTZ48uVOnTg4ODp6enr169dqwYYNKpSKdi6M0Go1ara5kB1457u7u/fr1279/P03Tph8oICCAx+OZGQYhVGNdunQp/3UuTSqVsntEo0dp0qTJwIEDL1y4UK2XwsahTuJV67cIIis6Ojo6OpqiKLFY3K5du6KiooyMDIqiGjVqdP78eX9/f9IBOScgICAtLa2SDzmPx7O1tQ0ODmbuFhcXp6SkFBQUAMCoUaO+//57sVjMyoFM3AchVDNz5sxJT0833L18+XJxcXHfvn0NW+zt7Y8ePcriEcu0HgCg1WofP3785MkTADh16tSAAQNMfClsHOomGlmJrVu3AoCDg8PevXvVajWz8cmTJ6NHjwYAPz+/Fy9ekE3IQUzRWckOAODv7196i16v/+OPP3x8fABg4cKFbB3IxH0QQqyoha9b+daDpmm9Xv/ll18CQLdu3Ux/KWwc6iQ8RWgdcnNzFy1aJBaLr169Gh4ebmNjw2z39vbev39/9+7d//777x9//JFsyLqBx+P16NHj2rVr9vb2mzZtkslkpBMhhKwGj8f74IMPpFJpSkoK6SyIMCywrMOuXbsUCsWHH37Ytm3bMg8JhcLo6OgJEyYolUrDRpqmd+/e/dZbb7m5uTVp0mTQoEG//vor89CUKVN4PN7x48dLv8jTp08FAkFAQAD9qo/6xIkTQ4YM8fLycnJy6tat2/bt2ymKYh5ixhvRNL1ixQonJ6fY2Fhmi16vX79+fbNmzSQSib+//+rVq7VabemnlJSUREdH+/n5icViX1/fVatWURR18+bN/v37S6VSHx+fyMhIjUZTOliVMSo5KI/HS0tLg1dDJar1hjds2HDWrFk6ne7gwYOmhGEoFIoPPvjAw8PD2dk5JCTk22+/NTxkThiEkPmSk5PHjRvXtm1bOzu7Bg0a/Oc//4mPjze0eBkZGXZ2dh06dDA0IAAwbdo0Ho+XmJhY3WPRNO3g4GDioStqHKpscBDXkew+QyYLCQkBAOYkvSkmTZoEAI6OjgMGDAgJCWF6vFatWkXT9MmTJwFg8uTJpfdn+rRjY2OZuwsXLgQAV1fXwYMHDxkyxNXVFQDCwsJ0Oh39qjd7+/btAODk5LR161ZmS2RkZMOGDSdPnjxx4kRbW1sAmD9/PvOCzA4jR45s2rTp9OnTx4wZIxQKAeDdd991cnIaOHDgtGnTmPYoJibGkMqUGJUcdNOmTQ0aNACATZs2bdq0yegbBcY6+RnMMNWIiAjTwzBvdZ8+fYKDg0UiEQB8/PHHpodBCLGlzEm3vXv3MrVL+/btx44d279/f+YbumHDBsM+mzZtAoCVK1cyd8+cOQMAEydOrOgQRluP4uLiZcuWAcDixYtNPLTRxqHyBgdZBSywrEPjxo2FQmFJSYkpOzMlVPv27f/9919mS3JycqNGjUQiUUZGhlardXNzc3Fx0Wq1hqf06NGDz+cz+1+6dAkABg8eXFBQwDxaWFg4ZswYAPjqq6/oVy2Xq6vrb7/9ptfrDVvat2+fk5PDPOXatWsA4OHhwdxldnj77bdVKhWzxXBCkyn7aJr+5ZdfAKBHjx7MXRNjVHJQukZjsAz+/vtvABg0aJDpYRo1anT37l1DGDc3Nx6P99dff5kYBiHEljJft1atWgHArFmzmCaLfvWlLj1SiqKonj17ikSi5ORkpVLZtGlTLy8vuVxe0SEAQCQS+Zfi5+cnkUj4fP78+fMNzbUphy6TtsoGB1kFbO6tg1Ao9Pb2LrOxov7IwYMHA8C5c+dK7/zf//4XABYsWEDT9KxZswDg119/ZR56/PixoZKgaTosLAwA0tPTSz+9oKBAIBD06tWLftUWfP3114ZHmS1Hjhwp/RRvb29DJGaH5ORkw6PM1BI2NjYajYbZUlRUVLrcMTFGJQelzSuwiouLAaBjx46mhynT9m3YsAEA5s6da2IYhBBbynzdEhISduzY8eTJE8MWZlqEMl//jIwMW1vbLl26RERElG4kjTJ2TuilqVOnGgosUw5dJm2VDQ6yCsJKPiKIO+zt7bOzs7VabelZA0rPy/Do0aOSkhLmdlpamo2NDXNW0YC5YJi5jHncuHHbtm07dOjQ22+/DQBMZ9KUKVOYPZmxmUOHDi0/VOjevXuG22+99VaZR7t37176rp2dXZkd2rRpU+ZRb29vw0/EnOAzMDFGlQetsWfPngGAl5eX6WEGDhxY+qHQ0NAFCxaUvnQcIUTEe++9x9xQKBR37969fv260SkbWrRoERcXN3fu3Bs3bsyePZtpISvh7+9///59w12Kou7duzdt2rSEhIQ2bdp88sknph+6NBMbHMR1pCs8ZJLAwEAASElJMfqoXq/38PAw/GtKJBJfX98y+zD9Q506daJpWqfTeXp6enh4MKfzg4KCpFJpcXGx4ekVfVrEYjH96o+t0mcYmS2GDvDSG8vfNoByfz6W3mJijEoOWtFxK89gUHoMlolhDO8hg+mlY95zU8IghNhS5uumUqk++uijZs2aAYBIJAoKCmI68st//QsLC5m/065cuVL5ISpqPS5fvgwA/fv3N/3QZdJW2eAgq4BXEVoHZrq8hIQEo49mZWXl5OQY7np5eT19+lSv15feh5lugOmPEQgEY8eOzcnJ+eOPPzIyMpKSksaPH2/4Svv6+gJAYWFh+Y9L6Uv8mHGapbF7cZyJMSx3RR5zoSXT8JkYpsycDszdpk2bWighQshEs2fP3rx5c+vWrY8cOVJQUHDjxo2vv/7a6J6RkZFFRUUikSgiIkKn09XgWO3btweAvLy86h7awMQGB3EcFljWYebMmXw+/4svvijdHW2wZMmS0nf9/f01Gs3FixdLbzx9+jQABAQEMHfHjRsHAIcOHTpw4ACUOj8IAK1btwaAK1eulH56VlbWrFmzvvnmGzZ+GpOQjfHs2bOvv/5aKBQy87iaGObUqVOldzhx4oThuQghgg4fPuzm5nb06NGwsDBmNEJhYWH53U6fPr1t27aZM2euWLEiKSnp888/r8GxmAuimQUhTD90aRxphJG5zO8EQ7WDqaJcXFz27dtnGD6Zl5c3bdo0gUDAfKWZjczleB06dMjOzma2MFcRCoVCw0QPer2+WbNmXl5ebdu2bdOmTekTbUxl5ufnZxhiqVKpmNFF3333HW3sVJfRk19mniKsQYzyG42euas8Q+mZ3CMjI6sVplGjRobTuNevX3d3dxeLxY8fPzYxDEKILWWaAi8vL1tb27y8POauUqlk5rJp3ry5YR+5XO7l5dWkSZOCggKNRtO+fXsbG5vU1NSKDlG+9TCwsbFxc3Mz/dBlGocqGxxkFbDAsho6nW7OnDlMWWxjYxMYGNiqVSs+ny+RSA4cODB27FhDa6LX6ydOnAgAzBRTb775JjMP1po1a0q/4Keffsq82vr168sc66OPPmKO0rt37xEjRjBztLzzzjsURdG1VWDVIEb5jUFBQQAwdOjQefPmGX1XAcDW1rbvKz169DCsCDty5EjDFY4mhhk4cKBEInnrrbeYi73LvLdVhkEIsaVMU7B48WIA8PX1nTNnzsSJEz09Pf/zn/+4u7sDwIcffshUP+Hh4QBw4sQJ5ilXr17l8XjBwcEVTT1VSYHVtm1bgUDAvKwphy7fOFTe4CCrgAWWlfntt99GjRrFTGrl5eU1depUplNqy5YtpVsTvV6fkJDw5ptvurq6Nm7ceMCAAadPny7zUsnJyQAgEAgMHV2lHTp0qH///syk5G+88UZ8fLxhVHutFVjVjVF+44kTJ5o1ayYSiRo2bFj+Z6SNXWjt4uLSp0+f7777rszweVPCKJXKOXPmMNOM9evX7/jx46WfXmUYhBBbyjQFWq129erVLVu2tLW1DQoKWrVqlVar3bp1q5OTk7u7++PHjw8dOgQA4eHhpV+EqXJqME3xqFGjAGDp0qWmHJquoHGopMFBVoFH4/LdCCGEEEKswkHuCCGEEEIswwILIYQQQohlWGAhhBBCCLEMCyyEEEIIIZZhgYUQQgghxDIssBBCCCGEWIYFFkIIIYQQy7DAQgghhBBiGRZYCCGEEEIswwILIYQQQohl3C2wdu/efePGDaMP6fV6hUJRy3lMp9PpVCoV6RQVKikpKSoqIp2iQhqNRq1Wk05RoeLiYq1WSzpFhVQqlU6nI52iQkqlkqIo0iksAtsrC8H2yhzYXpnD/PaKuwXWmTNn0tLSjD5E03RxcXEt5zGdXq/n8ldOp9Nx+StXUlJSUlJCOkWFtFotl1sEjUbD5QqmuLi4ri5+iu2VhWB7ZQ5sr8xhfnvF3QIL1UP5+fkbNmyIi4vLzc0lncWIpKSkwYMHjx49WiaTkc5ixKlTpwYOHDhx4kSlUkk6ixF79uwZNGjQrFmzuNzi1zdqtXrKlCkDBw48cuQI6SxG5OXljR07duDAgX/88QfpLEY8fPgwLCwsNDT0/v37pLMYge2VOVhpr4QsBkLITOPGjTtz5gwA7Ny5c9iwYaTjlLVz585pFJUNMNrXN7ZFC9JxXlOk043PyHgf4H/Xr0/8+eePmzYlneg12cXF8//5ZzbAz0lJ4UrlDz/8QDoRAgAYOnSo8rff+gK8N2KEoHlzqVhMOtFrPnv4UKDVdgUY2bv3j/7+Ah6PdKLXRKSnB1CUDUBY27bf+PuTjlPWuPv3Q2ka26saYK29orlq/Pjx+/btM/qQTqd79uxZLecxnUajycvLI52iQkVFRXK5nHSKsiiK2rNnD5/P6S5VewAKIA2gJQDNsf/uAfgD0ABnAPqSDlP+v1MA/QFogJ0ALVq0IP1xY5+VtleNGzVKBKABggCukf6QlP8vECAJgAbwAHhKOkz5/9wAcgGKAGwB9KTDlPlPie2VGf+x1V5hDxYi7+jRo0uWLElJSTFs6dy588yZMwlGMuqLDz54S6d7DuDp6npp8GDScV6j1elyf/xxiF6fCtClSZNLb75JOtFrihSKq8eOjaTpKwDhw4eTjoNeesvbe+7TpwkAD/n856NGXbKxIZ3oNQ1Pnx6fk+MNIBAK08eNSyedp4ymR48OVChEAM3s7P4YOZJ0nLIa/PjjW1ottlc1wFZ7hQUWIuny5cuLFy++ePEiAPj4+CxevNjJyUmv148dO1YkEpFO9zqVatLChUcLCx/MmLH466852Nl2e926FStW9GnTZsGCBaSzGNHy7t3Y2Ni1/fpNmTKFdBb00uzc3NkA3zVseOPPP5s3b046Tlkn9PqYmJh///13/9q17u7upOOUdVmr/fTTT0tKStauXWtnZ0c6Tlm3vvxy8eLFrq6uMTEx2F5VFyvtFY/m6kU9EyZMGDx48IQJE8o/RFHU8+fPPTw8aj+VKbRarUKhcHNzIx3EuOLiYo1GI5VKyca4e/dudHT0Tz/9BADu7u4LFiz46KOPbGxslEolTdOOjo5k4xnxzTcwfbque3ft2bMcbEwZ+fn59vb2NhzrhzDIzc11cXERCuvg33XW2F4VPH4satpUAnD/l1/aDBpEOo5xHGmvKsLd9goAAAoKCkQiEbZXNWN+e1UHWzrEcf/888/atWu/+eYbvV7v4ODwwQcffPrpp05OTqRzVWXHDgDQTp5MOgdC7Lg9f34IwHV392Zdu5LOglAdhAUWqj25ubmff/755s2bNRqNWCyeMmVKTEwMB/+yNyI5Ga5dA6lUFxaG3xlUN3idPAkAJXjGFiHLwF8WqDbI5fK4uLgvv/yyqKiIz+e/884769ata8qxS3MrEx8PADBpEm1rSzoKQiy4s317e7U6h8/vuGSJmsOTPSJkvTg38A3VMUVFRXFxcc2bN4+LiysuLh46dOjt27d//PFHa6quiovh++8BAKZOJR0FVY9cLg8NDXV1dR02bJhcLi/90OHDh9u1ayeVSnv37p2enm5050qebu0KNmwAgHvduom4OkAHIWuHBRaylJKSkvj4+JYtWy5atEgul/fr1+/atWvHjx9v37496WjV9OOPIJdD9+7QsSPpKKh64uLifH19ZTKZj4/PunXrDNv//vvvKVOmJCQkyGSy0NDQ9957z+jOFT3d2hVmZnZ+8IAG8IuJIZ0FoToLTxEi9tE0ffDgwSVLlmRkZABA165d16xZ07dvX9K5amrHDgCA6dNJ50DVlpiYePQk9vHxAAAgAElEQVToURsbm4iIiLCwsLVr1zLbHz16NH78+K5duwLAlClT4uLijO5c0dPLo2laLpdnZWUxdwUCgWFwof4Vy/6o1XHrk09CAG66unbq00er1XItXmkcfPdK0+v1NE1zOR7H3z3rjWfKzBdYYCGWnT17Nioq6ubNmwAQEBAQHR09evRoHsfWuKiG+/fh8mVwdIR33iEdBVVbVlaWr68vADAdUYbtffv2ZSp+iqKWL18+duxYoztX9PTylErlkiVLYl51CDVo0OC3335jblMUJZfLOfUVaPjzzwAgHz06Nze3pKREqVRy9pecWq3WaDScXVBZpVLRNM3Z1bILCwtFIpEtV0eOvnjxori4WMyxBZoMnj9/rtPpKpqmwc3NrcoZHLDAQqy5evXq4sWLz58/DwDe3t5Lly6dOnWq1U96tH070DSEh4ODA+koqNpommYqG5qmqXJDuU+fPh0VFTVgwIBVq1YZ3bnyp5fm6Oj41VdfVTQPllAo5M7Vsim7drUtLs7n83uuX2/j5KTVam1tbXHevprh+DxYEomEy/NgiUQiLs+DxefzcR4sRN69e/dWrlx58OBBmqbd3NwWLlw4b948iURCOpfZNBrYtw8AYNo00lFQTXh6emZmZrZs2TIrK8vLy8uwnabpqKioK1euHDhwoFWrVhXtXNHTrVp+XBwA3AkKCuH+5HMIWTN2BrlTFBUQEFB6i9Grb4KDg3mvzJo1i5VDI7KePHkyc+bMDh06/PTTT3Z2dlFRUQ8fPoyKiqoL1RUAHDoEeXnQpQt07kw6CqqJ0NDQhIQEmqYTEhLCwsIAgOlhvXjx4rFjx44fP+7p6alUKpVKpdGdy2+xdqpnzwLT0wHAe8UK0lkQquNYKLC2bNkSHByclpZWemP5q29omk5LS5PJZAqFQqFQbN682fxDI4Ly8vIWLVrUqlWr+Ph4gUAwY8aMBw8exMbGOjs7k47GHhzebuWWL1+enJzs7e2dkpKydOlSAOjTpw8AnD9/Pi0tzcXFxfEVozuX32Ltbi5Y4EDTf0mlzYYMIZ0FoTqOhVOEHTp0aN68eWhoaOmN5a++kclkOp1uyJAh6enpffv2jY+PryOdHPWPUqncunXrmjVrCgsLmVlDY2NjmzVrRjoX2x4+hAsXwMEBxo0jHQXVkFQqPXHiROktzOqrK1asWFGuC6f8zuW3WDv3xEQAUL77LukgCNV9LBRYzF+EZZS/+kYmkwUFBW3cuNHHx2f+/Pnz5s3bv39/JS9bVFT0+eefHzhwgLnr7Oz8xRdfMLcpinrx4oVIJDI/vCVotVqlUsnB1csZzFU5NVvkW6vV7t+/f82aNbm5uQAQEhISExPTrl07AGBrGkbmqhydTsfKq5nDdssWCU1rRowooih49dMxV+VoNBqy2Sry4sULrVbL2UGjL168AICKBo06OTkJBILaTVS/pB882FqlKuDxOq9aRToLQnWfpQa5l7/6Jigo6Ny5c8yjsbGxbdu2rfwVxGJxcHBwz549mbsSicRwrSlFUba2tpy99FQgEDAJSQepEJ/Pr248vV5/5MiRTz/99PHjxwDQvXv3mJiYHj16sJ6Noiiapsm/e1qtzQ8/AABvxozSYbRaLZcve1ar1ba2tpwtsJivbUUFFqcmMqiTnq5c2QrgdqdOIa6upLMgVPdZqsAqf/VNUlKSRqMJDg4GALFYXOXvAKFQ2L1793HGzs5QFGVjY8PZM4x8Pr+kpISz8Zja1/R4zKyhS5cuZZYTadeu3fLly9+x2KRQOp2Opmny796xY5CbCx06iF+V+AyNRiMSicjHqwDzveBsgcXEs/qZO6xTcX5+x3v3AMALh7cjVCvYP43FXKRT/uoblUo1YsSI1NRUrVYbExMzfPhw1g+NWHf27Nk33nhjzJgx6enpTZs23b59+19//WW56opDmOHtM2aQzoEQO5IWLnSm6TuOji3qxOWQCHEf+wUWMySr/NU3vXr1WrZsWWhoqJeXl1wuZ9amQJx17dq1fv369e/fPykpycvLa/v27RkZGTNmzODs2DI2/f03nDsHtrYwfjzpKAixQ/rTTwBQMGYM6SAI1Res9dUbBk0zN8pffcPj8SIiIiIiItg6IrKQ+/fvL1++nJk11NXVNTIycu7cuZwddWQRO3aAXg9jxoCLC+koCLHg0YkT7RSKQh6vc2ws6SwI1Rc4GAL9v8zMzFWrViUkJOh0Ojs7uw8//HDRokWcXaTCUnQ62LMHAKe/QnVH5pIlzQBut2vX292ddBaE6ot6cLqn1p06dWrDhg15eXmkg1TD8+fPDbOG8ng8w6yh9a66AoDjxyE7GwICIDiYdBSEWKB+8aJDcjIAeCxeTDoLQvUI9mCxbO7cud99+aU/wLYNG05/8YVrkya2Hh72jRo5+/qSjmacQqH4/PPPN27cqFAo+Hx+eHj4Z599VgdnDTXdN98AAMycCThrAKoTkhYv7kHTKfb2bXF+UYRqERZYbMq7d+/PbdviAUYBBOp0vDlzmpd6VMnjqfj8IoFALRQWSyQlEolOIqHs7GgHB3Bx4Tk6CqRSoYuLyNXVtnFjSYMGdg0b2nl4OFpsiVmNRvP1118bZg0dOnTomjVr2rdvb6HDWYcnT+DXX0EigYkTSUdBiB0O+/cDQP6oUaSDIFS/YIHFjvyMjORJk964enUgwDaAfwCeAGhsbf+mKFuKstfrHWnagaYdKAooCrRaKCoy/cULeDwVn68WCouFQo2NjdbWVmdrq7e319vZ8aRSnlQqkEqFUqnYzU3SsKFd48a2DRrYN2pk7+FR/qWUSuXs2bNlMlnv3r137tz55MkTAOjVq9fatWstMWuo9dm5EygKxo4FNzfSURBiwd+nTnUoKFDxeIE4vB2h2oUFlrkKMzNvhocHXbr0Jk3TAAM9PK43bPh1UdHqBQt6zJpVZk/V06fFOTnqvDz1s2fa3FydXK4vLNQXFPAKC3kKhaCoSFhcLNJobDUa25ISO4qyp2l7mnamaWemMtNoQKUyMZgeoJDHUwkExUKhWiTSisUaW9uY3FyFRtMCYMVvvwFAx44dV69ePQSXfWVQFOzaBYDD21Hd8WTZMj+AmwEBvRo3Jp0FofoFC6yaUz17dj08vNNvv71J0wBww93dbsOGXpMn/6zVKhQKt3JdIE7e3k7e3tU9Cq3XFzx+rJLJinNz1bm5mufPtc+eUS9eUC9e0AoFT6nkFxQIioqEarVYo7HRau2ZykyvtwWQ0rRUpwOdDtRq5tVkAAkAgQAnAebHxi5cuLBezGtlopMnITMTWrWCkBDSURBigVapbHfzJgC44/B2hGodFlg1UZSXd/2999r98subej0A3HZxEaxZ0+X1/iq28Ph8qZ+f1M+vuk/UaTTK7GxFZibTZ1aSn6/Ny3P59tupz583BXDi87G6KouZvX3aNBzejuqGG59+GqzXp0skrXFMIUK1Dgus6tEqlf+bPbvV/v0hFAUAdx0dtUuXdo6MJJ3LCKGNTfnK7PS6dYs++sj3m292aTT8s2fh7bdJxeMcmQx++QXEYpg8mXQUhNhhu28fADwdPrwV6SQI1UNYYJmqpKjo2vz5PgkJvXQ6AEiXSJ7Pnt1940bSuapHKBTGrF8PDRrYrlwJK1ZggfX/du4EnQ7GjAFjFwcgZHUyL1zoKJcXA3TE4e0IkYBniKqm1+mufPxxtlTaIz7eW6d7IJFcmT+/pUplddWVgXb6dPDwgKtX4ddfSWfhBr0edu4EwOHtqO54uGgRHyCpZUvOTsKHUN2GBVZlmNLqib19902bfEtKHtnY/DljRjOFovvGjTxrHr1E29nBggUAACtXEo7CEWfOwD//gJ8fvPUW6SgIsUCnVre+dg0ApAsXks6CUD1lxVWCRdF6/bVlyzKcnLpv2tRUq/1XKLwUHu5bWNhj+3a+sE6cV50z52Un1qlTpKNwADO8ffp0sOa6GSGDG8uWNdTrH0gk7bBTFiFC8NeJETfXrbvv6Nh11Sr/4uJsofBSeHgjhaLX3r0CsZh0NPbY2wPzp+2yZUDTpNMQ9ewZHDsGQiEOb0d1hmj3bgDIGjyYcA6E6jEssF5zc926FAeHzlFRrYuKZALBhREj3J4/77V3r1AiIR3NAubMgYYN4caN+t6JtWsXlJRAaCh4epKOghALsq9e7ZSXpwbosG4d6SwI1V9YYL10Z9u2266unaOi2qpUz/n8C4MGSXNyQg4ftnFyIh3NYuzssBMLaBoSEgBweHtdJpfLQ0NDXV1dhw0bJpfLmY0URQUEBDC3eeUAQHBwsOHuLMvMcmch6QsXCgCSmjVzad686r0RQpaBBRbc/eab640atZ89u5Ncns/jnQ8Jsfn335BffrF1dSUdzfI++AA8PSEpCU6eJB2FkHPnICMDvL1xxoo6LC4uztfXVyaT+fj4rFu3DgC2bNkSHByclpbG7KAoZdmyZVFRUTRNp6WlyWQyZuPmzZuJ/gTVoFOrA65cAQDHjz8mnQWheq1OjNeuqfSDB5/Pn9/9338BQMnjJXXrFvjjj29WfzUbKyaRwMcfw4IFsHw5DBpUH2cwN8zeLhCQjoIsJTEx8ejRozY2NhEREWFhYWvXru3QoUPz5s1DQ0OZHRwcHJgbd+7cuXz58qlTp2QymU6nGzJkSHp6et++fePj4yWVjhPQaDTHjx/PzMw0vOCUKVOY2xRFqVQqpVJpqR/vdbejo3tS1N9isd/EiaYcVKvVqlQqGxubWshWA8XFxVqtVsjVS4tUKhVN0zyutpwqlUooFOr1etJBjGPevZKSEtJBjFOpVCKRqKLPnp2dXZVLoXD0U2tpD44ezY2I+M+//7YCUPF4N7p16/j99yHVX46mLvjgA9i4EZKS4JdfoL6t+vz8ORw5AgIBvPpdiOqkrKwsX19fAGD6sQCgT58+5XfTarXTpk3btWuXUCiUyWRBQUEbN2708fGZP3/+vHnz9u/fX8khaJrOz883FFhOTk70q9Pu9Css/1QVYIa3P+rb153HM+WgtRyvujCeOZhgXI7H8XevknimxK53BdajEydkc+f+59GjFgBFANc7dmyzb19Iu3akc5EjkcAnn8Ann8CKFTB4cP3qxNq9GzQaGDoUfHxIR0EWZOhjoGmaoqiKdvv888+7du3apk0bAAgKCjp37hyzPTY2tm3btpUfQiKRjBw5csKECeUfoihKq9U6OjrW/Acwmez69S65uVqAThs3mnhErVYLALUTrwaEQqFGo+FsPB6PR9M0Z+Pp9XqRSGRnZ0c6iHElJSX29vac7T1Vq9WOjo7m9J7WozFY//7xx6U2bXyHDu3x6BEFcKl1a8WtWyG3bzeoz9UVY86clyOxTpwgHaV24fD2+sHT05PpW8rKyvLy8jK6D0VR27ZtmzdvHnM3KSnp8uXLzG2xWMzZ3wFlpEVFCQBu+Pi4vRq/jxAipV4UWNlXr15q06ZRr169UlP1AJdat86/caPXvXsNO3UiHY0bJJKXE7uvWFGPLie8eBHu3YPGjQHnCqrrQkNDExISaJpOSEgICwsDgPPnz5fZ59y5c97e3i1atGDuqlSqESNGpKamarXamJiY4cOH13LmGtDrdC0vXQIA27lzSWdBCNX1Akt2/fqFTp1cu3fvlZoKAH82ayY7d67XvXuNgoJIR+OY2bPBywtu3qxHnViG4e1cHT+L2LJ8+fLk5GRvb++UlJSlS5eCsTFYu3fvfrvUlaS9evVatmxZaGiol5eXXC6Pi4ur1cQ1cnPtWi+dLlMk6viqHw4hRFCd/dWSn55+Z/LkrlevhgDoAa40adJ4584eeCl+RZhOrPnzYcUKGDKk7o/EevECDh8GPh+mTiUdBVmcVCo98fpfDuUH/3733Xeld+DxeBEREREREbWTkBXUtm0A8KhfP2/8mwEhDqiDPVj5GRnn33xTFBAQcvWqBOB6w4YPfvyxe2ZmU6yuKjdr1stOrJ9/Jh3F8r79FoqK4O23oWlT0lEQYkFOcnLn7GwdQMCaNaSzIIQA6liBpZTJLgweLPT3f/PCBUeavunqmvbdd288fdrqnXdIR7MGEsnLid3rw0gsHN6O6pZ7CxaIAG54eeHQUoQ4oo4UWKpnzy4MHqzz8go5edKJpm+6ut7bvbvz8+cB48eTjmZVZs4ELy+4dQuOHycdxZKuXIG//oKGDeHVPJMIWTVar/c7fx4ARHPmkM6CEHqJtQKr9MJejPLrfxldEcxMRXl5F0aOLPL0DDl5UkrTd5yc/tqypfPz520mT2bl9esXiQQiIwEAVq6sy51YzPD2994DkYh0FIRYcGv9et+SkmyhsBNzOTBCiAPYKbDKLOzFKL/+V/ktNZOVlfXzzz/nP316aeJERcOGIYmJDfT6O46Ot9avb19Q0BEvUTbHjBkvO7GOHSMdxTIKCuDHH4HHw+HtqM7Q/Pe/AJAeEiIQi0lnQQi9xE6B1aFDh2XLlpXZmJiYGBERwaz/dfjwYaNbamD//v3NmzaNef/9Ho0bd9q3r6Fen+LgkLRmTfvCwkD86818EglERQHU3U6s778HlQr69IGWLUlHQYgF+enpnf/9VwcQYA1zSSBUf7BzNa/Rhb3Kr/9VfkslioqK1qxZs3PnTuauq6trfHw8AMTGxsbQ9CKAQQB7BYLWM2Z0iI7m8fn5+fms/Czm02q1SqWSs8t/qtVqjUZT2fKfo0dLY2P5t28rv/tOW+uTcFp6+U+nbduEAMrx47U1+sAUFhaKRCK1Ws16MFbI5XKNRsPZacflcjlN0xUtPeHs7CzAJber787HH4cAXGvUqCtO74cQl1hwupTy63+ZuCIYQywWDxo06M0332Tu2tjY2NvbA4C3t/dvycktAVIBxuzYEcy9YewikYimaSYtB/H5fIFAUFk8e3v9woX8+fPtN2wQjR5dy3NiMYtrWujd4yUlCZOTaTc30TvviGpUheh0Oi6v7aXRaLi8tldxcbG9vX1FBVaVS9Mjo7zPngUA3owZpIMghF5jwQKLWf+rZcuWhvW/ym+pLJlQGBgYOHTo0DLbv//++/79+0/PyBg6dOh7771nqfRm4PF4Wq2Ws7/kmL6rKuLNng2ff8776y+bkydhxIhaSgYAACUlJTRNW+rd27MHAHhTptg4OdXsBWxsbEQiEWf/cW1eIR3EOGZRP3MWT0Vl3N68uZNGIxMIOi9ZQjoLQug1FvmTkVnnq/z6X+W31ICTk9Ply5fv37//7bffspgZvcbGBhYtAgBYvhwqOZloXZRK+OEHAMDh7ajOKNqyBQDSevbE4e0IcY1FCixmSFb59b/Kb0HcNW0aNGkCd+/CkSOko7Bk/34oLITevaFNG9JREGJBfkZG53/+0QO0xNnbEeIeNvvqDQt7MTfKr/9VfgviLqYTKyICVqyA4cOhDoyPYaa/wtnbUV1xJzIyBOB6gwZvBAeTzoIQKsv6f2siy5k+HXx94e5dSEwkHcVsyclw/TpIpTByJOkoCLHD6+RJANC//z7pIAghI7DAQhUTi19O7L5ihdWPxNq+HQBg8mTg6gWACFXLnW3bWmg0OXx+53JzECKEuAALLFSpadOgaVNISYGaTgzLCcXFsH8/AAAnLztFqAYKNmwAgHv/+Y8I/2ZAiJOwwEKVMnRirVxpxZ1YBw6AXA7du0PHjqSjIMSCwszMzg8f0gB+0dGksyCEjMMCC1XF0Il16BDpKDWFw9tR3XJ7wQI7gFtubr59+5LOghAyDgssVBWR6OXqhJ99ZpWdWKmpcOUKODvDmDGkoyDEDo/jxwFAM2kS6SAIoQphgYVM8P774OcHKSlw8CDpKNW3fTvQNEyYAFxdvAihaknZtSuguDifz++8ciXpLAihCmGBhUxgvZ1YGg189x0AwLRppKMgxI78uDgAuNOlS41XfEII1QIssJBppk4FPz+4d8/KOrEOHoS8PHjjDQgMJB0FESOXy0NDQ11dXYcNGyaXy5mNFEUFBAQY9gkODua9MmvWrIqeRZzq2bPA9HQA8F6+nHQWhFBlsMBCphGJXq5OaF2dWDi8HQHExcX5+vrKZDIfH59169YBwJYtW4KDg9PS0pgdaJpOS0uTyWQKhUKhUGzevNnos7jg5iefOND0bam02ZAhpLMghCqDBRYy2XvvvezE+ukn0lFMk54OFy+CgwOMHUs6CiIpMTExIiLCxsYmIiLi8OHDANChQ4dlpebnlMlkOp1uyJAhjRs3Dg8PLywsNPosLnBPTASAogkTSAdBCFWBzbUIUR0nEsHixTBjBnz2GbzzjhWsTrhjB9A0vPsu4FCV+i0rK8vX1xcAmB4peLUgvYFMJgsKCtq4caOPj8/8+fPnzZu3f//+8s+qhEqlWrZs2aZNm5i7rq6u33//PXOboii5XM5n4/vy+NixoKKifB6v6ccf5+Xlmf+CAKDVapVKpWElWa5Rq9UajUan05EOYpxKpaJpWqPRkA5iXGFhoUgkKioqIh3EOLlcrlarxWIx6SDG5efnUxQlFBovk6RSaUUPGWCBhapjyhRYuxZSU+HHH2HcONJpKqXVwrffAuD5QQQ0TfN4POYGRVHldwgKCjp37hxzOzY2tm3btqY8qzSJRDJx4sT+/fszd8VisbOzM3OboiidTme4aw7V558DQHLHjj28vc1/NYZWq+Xz+azEswSxWKzRaDgbTyAQ0DTt6OhIOkiFRCKRHVfn+qcoyt7e3sbGhnQQ47RarbOzc0VVlEAgqPIVsMBC1SESwaefwvTpEB0NY8ZwuhPryBHIyYEOHeCNN0hHQYR5enpmZma2bNkyKyvLy8ur/A5JSUkajSY4OBgAxGIx0+JX+azSBAJBq1atevbsWf4hPp8vEolEIpGZP0Vxfn7H1FQAaLJypfmvZkDTNCvxLESn0+n1es7GE4lEzBtIOohxoldIBzHOKuJV2U1VCQ7/gkTcNHkyNGsGqalw4ADpKJVihrfPnEk6ByIvNDQ0ISGBpumEhISwsDAAOH/+fOkdVCrViBEjUlNTtVptTEzM8OHDjT6LrKQFC5xp+o6TUwsOhEEIVQkLLFRNTCcWAKxYAVWdNyHm77/h3DmwtYV33yUdBZG3fPny5ORkb2/vlJSUpUuXQrkxWL169Vq2bFloaKiXl5dcLo+LizP6LLKkP/0EAAW4IAFCVgJPEaLqmzQJ1qyBjAw4cADGjyedxpgdO0Cvh7FjwcWFdBREnlQqPXHiROktzJhuw8huHo8XERERERFR+bMIyjh8uJ1SWcjjdV67lnQWhJBJsAcLVZ9IBEuWAACsXAkcvLpHp4M9ewBweDuqO2TR0QBwu317O3d30lkQQibBAgvVyOTJ0LLly04srjl2DLKzoXVrCA4mHQUhFhTn57dPTgaAhszZeYSQNcACC9WIQPD/E7tzrRMLh7ejuuXmp5+60HSKg4M/TpmLkPXAAgvV1OTJ0KoVZGTADz+QjlJKZiacOQMSCUycSDoKQuxw/OEHAMgfNYp0EIRQNWCBhWrK0IkVHc2hTqwdO4CiYPRocHUlHQUhFvx96lT7ggIVjxeIw9sRsipYYCEzTJr0shNr/37SUQAAgKJweDuqY54sXcoDuNm6tUPjxqSzIISqAQssZAaBABYvBuBMJ9Yvv8CTJ9CqFfTqRToKQizQKpXtbt0CAHfmi4YQsh5YYCHzTJwI/v7w4AG8WtqWJGZ4+/TpwOORjoIQC258+qmbXp9ua9s6PJx0FoRQ9WCBhcxj6MSKiSHciSWTwcmTIBbDpEkkYyDEHtt9+wDg6fDhpIMghKoNCyxktvDwl51Y331HMsY334BOByNGgIcHyRgIsSTzwoVOcnkRQEcc3o6QFTK3wJLL5aGhoa6ursOGDZPL5YbtOTk54eHhjRs3btKkyYwZMxQKBbM9ODiY98qsWbPMPDriBIHg5eqEBDux9HpISADA4e2o7ni0aBEP4GarVs6+vqSzIISqzdwCKy4uztfXVyaT+fj4rFu3zrB96tSpfn5+jx8/fvDggYuLy8qVKwGApum0tDSZTKZQKBQKxebNm808OuKKCRPA3x8ePoR9+8gEOH0a/vkHmjWD1xfxRchK6dTqgGvXAEC6cCHpLAihmjC3wEpMTIyIiLCxsYmIiDh8+LBh+4ULFxYsWCAWiyUSyaJFiw4dOgQAMplMp9MNGTKkcePG4eHhhYWFZh4dcYVA8HJ1wlWryHRiGYa38/GsN6oLbixd2lCvz5BI2k2bRjoLQqgmhGY+Pysry9fXFwCYfizD9i5dusTGxkZFRWm12tWrVzMPyWSyoKCgjRs3+vj4zJ8/f968efsrnj9JpVItX758y5YtzF03N7e9e/cytymKksvlfK7+KtVqtUqlkqZp0kGMU6vVGo1Gx3oZ9PbbLi1aCB48UG7bph43rsYvo1KpaJrWaDSmP4Wfm+t6/DgIhflDh+rz8mp8aFMUFhaKRKKioiKLHqXG5HK5Wq0Wi8WkgxiXn59PUZRQaLzZkUqlFT1UD4l27wYA2dChLQkHQQjVkLnNGU3TPB6PuUFRlGH77t2758yZ4+3t7eHhMXfuXFdXVwAICgo6d+4cs0NsbGzbtm0reWWJRDJ+/Ph+/foxd8VisbOzM3OboiidTme4yzVarZbP53M2nlgs1mg0Fom3dClMmWK/aZPN++9DTX9TCgQCmqYdHR1Nfwp/+3YoKdEPH+7o71+zg1aLSCSys7OrhQPVAEVR9vb2NjY2pIMYp9VqnZ2dK6qiBAJBLefhrOyrVzs9f14M0D42lnQWhFANmVtgeXp6ZmZmtmzZMisry8vLy7Dd3t4+MTGR+Uv6woUL/v7+AJCUlKTRaIKDgwFALBZX/mtAIBAEBASEhISUf4jP54tEIpFIZGZ4C6FpmsvxdDqdXq+3SLzwcIiN5d2/L/rhB3jvvZq9hkgkYt5AU59A08zs7fyZM/mWf89Fr1j6QDVjFfGwm6pK6QsXegLcbHd1wEYAACAASURBVNasR/PmpLMghGrI3LNsoaGhCQkJNE0nJCSEhYUBwPnz5wEgMjJy5syZhYWFMpls0aJFc+fOBQCVSjVixIjU1FStVhsTEzMcJ3epYwQCWLoUAOCzz0CrraWDnjsHGRng7Q39+9fSERGyJJ1aHXDlCgA4fvwx6SwIoZozt8Bavnx5cnKyt7d3SkrK0qVLAaBPnz4AsH79+vz8fG9v7759+06dOnXkyJEA0KtXr2XLloWGhnp5ecnl8ri4OPN/AMQt48ZBQAA8flx7lxMahrfjCSZUJyRFRzeiqL/F4vazZ5POghCqOXP76qVS6YkTJ0pvYQZ3u7m5HT16tMzOPB4vIiIiIiLCzIMi7hIIYNkymDABoqMhPBwsPdr6+XM4cgQEApg82bIHQqi28HfuBIAnAwf6cfU6HoSQKfALjNg2diy0bg2PH8Orqz4taNcu0Ghg8GDw8bH4sRCyPNn1651zcrQA7bCDHyErhwUWYpthJFZMjMVHYuHs7ahuSYuMFADc8PV1CwggnQUhZBYssJAFjBsH7drB48fw7bcWPMqFC5CaCl5eMHiwBY+CrJzR5bwoigooVcEcPny4Xbt2Uqm0d+/e6enpzMbaX9dLr9O1/OMPALCbN68WDocQsigssJAF8PkvVydctcqCnVjM8Pb338fh7agS5Zfz2rJlS3BwcFpaGrPD33//PWXKlISEBJlMFhoa+t577wGhdb2SVq/20umeiEQdscBCyPrhhDTIMsaOhbVr4c4d2LPHIqfwXryAxETg82HqVPZfHNUhiYmJR48eZZbzCgsLW7t2bYcOHZo3bx4aGsrs8OjRo/Hjx3ft2hUApkyZwlzdbFjXKz09vW/fvvHx8RKJpJKj0DSdk5Pz8OFD5q5QKGzSpAlzm3qlyqj67dsB4FG/fl40DSbszwrT4xHB/XhlJtnmFIqi+Hw+l+Nx/B+XoihmKvXy+Hx+RQ8ZYIGFLIPpxHr3XVi1CiZPZv9ywj17oKgIBg0CX1+WXxnVLeWX8+rz+orgffv27du3LwBQFLV8+fKxY8dCNdf1AgCVSrVq1aqNGzcyd93d3X/99VfmNrO0V5Xz1Offu9dZJtMBNFyw4Pnz5zX8aauvpKREqVTW2uGqi1nai7O/g5mlvbS1Nu1fNTFLexUXF5MOYtyLFy80Gg1nl/aSy+V6vb6iiZFdXV2rnDMZCyxkMWPGwJo1cOcO7N4NM2aw/OLffAOAw9tR1SpazquM06dPR0VFDRgwYNWqVVDNdb0AwMHB4YsvvpgwYUL5hyiKEggEHh4elb/CvfDwAICrTZr85623Kt+TXVqtViKRuLm51eZBTVdcXKzRaKRSKekgxjHLzlZraa/aZGNjw+WlvYRCIZeX9uLxeC4uLuasPIFjsJDF8PmwZAkAwOrVLI/EunwZ7t6Fhg1h6FA2XxbVRcxyXgBQZjkvA5qmIyMjY2JiDhw4EBsby7SnSUlJly9fZnaocl0v89F6vd/58wAgmjPHogdCCNUaLLCQJb3zDnToAE+ewK5dbL4sM7x96lTg6qJ7iDsqWs7L4OLFi8eOHTt+/Linp6dSqWTOl9Xyul631q/3LSnJFAoDFy606IEQQrUGCyxkSYZOrDVrQKNh5zULCuCnn4DHw+HtyBQVLedlcP78+bS0NBcXF8dXoNbX9dL8978A8PDNN/m4EjZCdQUWWMjCWO/E+u47UKmgb19o0YKdF0R1GrOc17///nvs2DFnZ2d4tZwX838AWLFiBf06eLWu14MHD3Jzc/fs2ePk5GS5hPnp6Z3//VcHEBAba7mjIIRqGRZYyMJ4vJcTu7PViYXD21Hdcmf+fBuApEaNGgUFkc6CEGINFljI8kaPhg4dIDPz5co25rh+HW7dAnd3CAtjIxlChNF6ve/ZswDAnzmTdBaEEJuwwEKWx+PBsmUAAGvXmtuJxQxvnzIFuHplL0LV8teWLU21WplA0JlZ/AAhVFdggYVqxahR0LGjuZ1YSiX88AMA4PB2VGcUbdkCAGk9ewq4Ot0iQqhmsMBCtcLQibVqFajVNXyR/ftBoYCQEGjdmsVoCJGSn5HR+fFjPUDLNWtIZ0EIsQwLLFRbRo6Ejh0hO7vmnVjM+UEc3o7qijsLF0oAkho08AoOJp0FIcQyLLBQbeHxYPlyAIBVq6AGa2MlJ8P16yCVwsiRrEdDiAivU6cAQP/++6SDIITYhwUWqkUjRkDHjiCT1aQTa/t2AIDJk8HWlvVcCNW+5K++aqHR5PD5nZmz5wihugULLFSLeDxYsQIAYPXq6nViFRfD998DAEybZpFgCNU6xcaNAHCve3cRV9fiRQiZAwssVLuGD4cuXUAmg507q/GsH36AFy8gOBjatbNYMoRqT2FmZuDDhzRAs5gY0lkQQhaBBRaqXTweMPP9rFlTjU4sHN6O6pbbn3xiB3DTzc3n9YUREUJ1BhZYqNYZOrGYRW+qlJoKV66AszOMGWPhZAjVkoY//wwAJVOmkA6CELIULLBQrePxYMkSAIC1a03qxNq2DQAgPBxwqAqqE1ISEvyLi/P5/EDmulqEUF2EBRYiISwM3ngDZLKX5/4qoVbDvn0AAHgpO6or8uPiAODOG2/YODmRzoIQshQssBAJhk6s2NgqOrEOHoT8fOjaFQIDaycaQhalevYsMCODBvCNjiadBSFkQVhgIUIMnVjx8ZXthsPbUd1y85NPHGj6LxeXpm+/TToLQsiCWCiw5HJ5aGioq6vrsGHD5HK5YXtOTk54eHjjxo2bNGkyY8YMhUJRyc6oPlq6FAAgNhaKiozvkJYGly6BgwOMHVubuRCyHPfERAAomjCBdBCEkGWxUGDFxcX5+vrKZDIfH59169YZtk+dOtXPz+/x48cPHjxwcXFZuXJlJTuj+mjYMHjjDXj6tMJOrB07gKZh/HhwdKzdZAhZRPpPP7UuKsrn8Trj9FcI1XUsFFiJiYkRERE2NjYRERGHDx82bL9w4cKCBQvEYrFEIlm0aNGhQ4cq2RnVU8wiIXFxRjqxtFrYuxcAzw+iuuPpypUAcCcwUCKVks6CELIsofkvkZWV5evrCwBM15Rhe5cuXWJjY6OiorRa7erVq5mHKtq5PJVKFRUVtWbNGuauu7s7U6IBAEVRcrmcz+foADKtVqtUKmmaJh3EOLVardFodDod6SAAANC9uzQwUHjrlmrjxuJZswBApVLRNK3RaGyOHHHMydG1afOiaVPIyyMd9KXCwkKRSFRU0TlN0uRyuVqtFovFpIMYl5+fT1GUUGi82ZFKpRU9VDeocnICU1MBwAtnZ0CoHmChOaNpmsfjMTcoijJs371795w5c7y9vT08PObOnevq6lrJzuXZ2trOmjVr0KBBzF2RSOTs7MzcpihKp9MZ7nKNVqvl8/mcjScWizUaDYfiLV8OI0bYb90q/vBDsLMTCAQ0TTs6Ogr37wcA3uzZHIoKAAAikciOqzNyURRlb29vY2NDOohxWq3W2dm5oipKIBDUcp5adjMyshdNJzs5dQgLI50FIWRxLBRYnp6emZmZLVu2zMrK8vLyMmy3t7dPTExk/pi+cOGCv79/JTuXx+fz/fz8goKCjD4kEolEIpH54S2Bpmkux9PpdHq9nkPxhg+Hrl3h2jXRzp3w8ccikYimaVFmJpw/D7a2gvBwAXeiAoheIR3EOKuIV/vdVHK5fNKkSX/++WfPnj337Nnj4uICABRFtW3b9v79+xXtY/RZ5nA9dAgAFOPGmfk6CCGrwMJZttDQ0ISEBJqmExISwsLCAOD8+fMAEBkZOXPmzMLCQplMtmjRorlz5xrdGSFgzpisW/f/I7F27AC9HsaNAxyqgsxW/tqaLVu2BAcHp6WlVbIPu1fkZBw+3FapLOTxAlevNvOlEEJWgWf+UKEXL15MmDDhr7/+6ty58969e52dnXk8Hk3Tz58/nzp16vnz5728vObPnz99+nSjO1f0shMmTBg8ePAEYxczUxT1/PlzDw8PM5NbiFarVSgUbm5upIMYV1xcrNFopFwrXLp1g2vXYMMG5cyZdEmJY9u2IJPB5cvQvTvpZK8pKCjg8inC/Px8Lp8izM3NdXFxqf0eLH9//6NHjwYEBNy/fz8sLCwtLe33339XqVShoaGGBrD8PuW3VHKI0aNHA0CHDh2Yu/b29jNnzmRuUxSVn5//eNiwN+/ePd+uXZcrVyz5s1YbM2aUGcLBQcXFxcyZZdJBjGPGjDo4OJAOYlxhYaFQKORseyWXy+3s7DjbXuXl5VUyMNTOzq7KgeAstHRSqfTEiROltzBtlpub29GjR6vcGSEAgBUrYMgQiI3lhYcLzp4FmQxat+ZadYWsVPlra/r06VPlPqZfkQMANE0XFxe/ePGCuUtRlKF0o2laLZd3SkkBAOknn3Dt8hf6FdJBjMN45mCCcTkex9+9SuKZErsuX7ODrMngwdCtG/zvf8KdOwW//w4AMGsW6UyojjDl2pry+5h+RQ4ASCSSkSNHVtTjfmPz5tY0neLg0GnKFPN+FPZptVoAcOTqVHNCoVCj0XA2HnO6hrPxmOG2nO3BKikp4XKPu1qtdnR0NKfHnaMzHaD6aMUKAFCvX686dw4kEggPJx0I1RHMtTUAUMm1NeX3MeVZplCr1XD4MADkjxpV4xdBCFkdLLAQZwwa9HXTpl4vXnjq9Z+3bQtcHRSCrE5FF+JUvg8rV+ScPn3a1clppErVE6DZokXm/RwIIWuCBRbikJjCwusA9wFi7t/n7Il5ZHWWL1+enJzs7e2dkpKydOlSMDYGq/w+5bfUwJIlS6L0ejmACCB+/34zfxCEkBXBMViIQ1waNbqYn28P4Ozmxgx/Qch8FV2IU7qIL78PK1fkSKXSFICrANkAjRs3NvPVEEJWxCp7sNRqdVJSEukUFSooKLhz5w7pFBXKyclJT08nncK4Xbt27WrZ8gsvr3379pHOYtyDBw+qvKCMoJSUlPz8fNIpKnTr1i2VSkU6Ra3at2/f7WbN3hKLffv3n8XJ6zawvTJHZmbmP//8QzpFhbC9Mof57ZVVFlhPnz6dMWMG6RQVSk5OXrx4MekUFfrtt982bNhAOoVxXbt2HTh+fL9Ro3r16kU6i3Fbt27l8jwj0dHR165dI52iQnPnzuXybyNLaNiw4enTpz08PE6fPk06i3HYXpnjwIEDe/bsIZ2iQthemcP89oqFiUYtZObMmRkZGU2aNCn/kEqlunTp0sCBA2s/lSlyc3Pv3bsXEhJCOohxjx8/fvbsWdeuXUkHMS41NZWiqHbt2pEOYtzNmzednZ2bN29OOohxf/75Z7NmzTh7KurMmTNdu3ataNLIVatW+fj41HIktmB7ZSHYXpkD2ytzmN9ecbfAUigUiYmJpFMghGpJaGio+ev9kYLtFUL1iintFXcLLIQQQgghK2WVY7AQQgghhLgMCyyEEEIIIZZhgYUQQgghxDIssBBCCCGEWGZ9BRZFUQEBAaRTGHf48OF27dpJpdLevXtzcHK8kydPtmnTRiqVtmnThrOz8ty9e9fe3p50irKCg4N5r3BwukidTjdnzpwGDRr06NEjKyuLdJyyeOWQTlR7sL2qMWyvagzbK3Ow2V7RVmXz5s3MhCikgxjx6NEjR0fH//3vf0VFRevWrQsODiad6DU6nU4qlZ49e5aiqJ9++snT05N0IiPkcnnnzp259u+r1+tdXV1lMplCoVAoFMXFxaQTlbV+/foJEyaoVKoFCxa8//77pOOUpShl2bJlUVFRpBPVEmyvagzbqxrD9spMLLZX3PpkVOncuXPHjx/n2geacfbs2ZkzZzK3c3Jy3NzcyOYpQ61WnzhxQq/XFxYWHjt2rE2bNqQTlUVR1LBhww4ePMi1f9+srCwnJ6fOnTs7ODiEhYU9e/aMdKKyAgMDb9++TdN0YWHhjRs3SMepUHJyct++fUtKSkgHqSXYXtUYtlc1hu0VW8xvr7j1yTAR1z7QZeh0ulmzZs2ZM4d0ECMUCgXTBfrnn3+SzlLWqlWrFixYQHPv3/fGjRt9+vS5devW8+fPJ02aNG7cONKJynJ1dY2KinJxcQkKCkpOTiYdxziNRtO1a9eUlBTSQWob1z7PZWB7VTPYXtVY/WmvuPXJMBHXPtCl/frrr506dYqKiuLsn+lKpXL16tVdunQhHeQ1Z86c6dOnD/OmcfnfNzs728XFhXSKsoRCYWRkZHZ29pIlS7p160Y6jnFr1qyJiIggnYIALn+esb2qGWyvzFF/2ivufjIqwc0PtF6vX7hwYc+ePdPS0khnMeLhw4eRkZHM7adPn9rb25PNU0ZUVFSZ0YGXLl0iHeqlGzduGP6AzsvLa9SoEdk85TVu3Dg7O5umaZlMxrV/WYZOp/Px8cnIyCAdhABsr2oA26saw/bKfGy1V9Z3FSFnXbx48dixY8ePH/f09FQqlUqlknSi13h6esbHxzOtwIEDBwIDA0knek1sbKzhQwkANE337NmTdKiXVCrViBEjUlNTtVptTEzM8OHDSScqa8CAAbt379ZoNPHx8V26dCEdx4hz5855e3u3aNGCdBD0ErZX5sD2yhz1qL0ys0AjgpuxV65cyfH39vfff+/cubOLi0v37t1TU1NJx6kQ1946vV7/5ZdfNm/e3N3dfdKkSQUFBaQTlSWTyfr16+fs7Ny7d29u9hKNHz/+s88+I52CDK59nhnYXrGFa28dtlfmY6u9wsWeEUIIIYRYhqcIEUIIIYRYhgUWQgghhBDLsMBCCCGEEGIZFlgIIYQQQizDAgshhBBCiGVYYCGEEEIIsQwLLIQQQgghlmGBhRBCCCHEMiywEEIIIYRYhgUWQgghhBDLsMBCCCGEEGIZFlgIIYQQQizDAgshhBBCiGVYYCGEEEIIsQwLLIQQQgghlmGBhRBCCCHEMiywEEIIIYRYhgVWbUtLS5s8eXKnTp0cHBw8PT179eq1YcMGlUpFOhdHaTQatVpd+T56vf7w4cMDBgzw8/OTSCTNmzd/++23Dxw4QFFU7YSsEo/HCwgIAICAgAAej0c6DkL116NHj+bPn9+2bVsHBwdHR8c2bdrMmzfv4cOH1X0dU5omLrwmIohH0zTpDPVIdHR0dHQ0RVFisbhdu3ZFRUUZGRkURTVq1Oj8+fP+/v6kA3JOQEBAWlpaJZ9SvV4/evToxMREiUTStWtXd3f37OzsmzdvarXakJCQM2fOiESi2gxsFI/H8/f3v3//fpU/DkLIcrZu3Tp//vySkhLmbx6appnvo0gk2rBhw9y5c01/KUt8l7F9qGtoVFu2bt0KAA4ODnv37lWr1czGJ0+ejB49GgD8/PxevHhBNiEHMUVnJTt89dVXANC/f/+cnBzDxuzs7H79+gHAsmXLLJ+xagDg7+9P07RSqVQoFKTjIFQf7dixAwDEYvGmTZsMX0OFQrFp0yaxWAwA8fHxpr9alU1TDVjiNRFB2INVS3Jzc5s3b67RaG7evNm2bdvSD+l0ut69e1+5ciU+Pn769OmkEnJTlX/SDR8+/OjRow8fPmzWrFnp7bm5uR4eHoGBgTdv3rR8zCoYerBIB0GonsrJyWnatKlGo/njjz+6d+9e5tGrV6/26NFDIpH8888/DRo0MOUFsQcLVQnHYNWSXbt2KRSKDz/8sEx1BQBCoTA6OnrChAnK/2vvzuOaOrM+gJ/sQNhREBBQcUWldakL7tq6oIC2ahWsu9W3pWNta+k7U7FTrVv7Wm1HxwpFsVrFWnGpdsSNurdqHZm6IFZrBeMGYcme3Nz3j0cykYQQQpLnIuf76aef5Obm3l9COB5unnsfhcK0kGXZzZs3Dx06NCgoqGXLlqNGjTp06BB5aPr06Tweb//+/eYbuX//vkAgIAe9yZIDBw6MHj06PDzc19e3d+/eX331lWlMEhkJxLLs4sWLfX19V6xYQZYYjcZPP/20TZs2Hh4eHTp0+OSTT3Q6nflT9Hr9xx9/3Lp1a7FYHBUVtXTpUoZhfv3115deesnf3z8yMvL999/XarXmweqMYWOnPB6vsLCQ3Kht6NLdu3fJe1hjefPmzdesWTNp0iTzfWm12vfffz80NNTf33/YsGHfffddjWc1JC1x6dKl8ePHt23b1tPTs1OnTh9//LFarTY9aj4Gy54NGo3G5cuX9+jRQyqVDh8+/OHDhziKCyEHbNiwQa1Wz50717K7AoA+ffrMnj1bpVKRo1xWf8vMF1qWpjorjAPbRI0exaNnTcqgQYMAgPx1Yo+pU6cCgI+Pz4gRIwYNGiSRSABg6dKlLMv++OOPADBt2jTz9b/88ksAWLFiBbm7cOFCAAgMDIyPjx89enRgYCAAJCUlGQwGtvpA9FdffQUAvr6+69atI0vef//9kJCQadOmvfbaa56engCwYMECskGywssvv9yqVas5c+ZMnDiR9DSTJ0/29fUdOXLk7Nmzvb29AWDJkiWmVPbEsLHTzz//nPw1+fnnn3/++edW36jXX38dAJ577rkdO3aYvni1RPb1yiuvSCSSwYMHx8XFkbFZH330kbPSsiybkZFB3pZ27dolJiZ26dIFAPr37w/VXxGafwVQ5waNRuOECRMAIDw8PDExMSIionfv3lFRUfhri1B9kb7qypUrta1QUFAAAAMHDmRr+arOfKFlaaqzwjiwTdTYYaV2k9DQUKFQqNfr7VmZtFBdu3YtLi4mSwoKClq0aCESiYqKinQ6XVBQUEBAgE6nMz2lX79+fD6frH/y5EkAiI+Pr6ioII9WVlZOnDgRANavX89W/1YHBgYePXrUaDSalnTt2tU0kumXX34BgODgYHKXrDB8+HClUkmW7Ny5k/TopO1jWfbgwYMA0K9fP3LXzhg2dsraMSihpKQkJiaGJAkICEhKSvrss89+/vln8zfHtJ0WLVr89ttvpn0FBQUJhcKbN286Je2dO3e8vLwkEsmOHTtM+/3hhx+kUqmNBsvGBv/1r38BwODBg8l7rlKpyMAybLAQqq/AwEChUFijLJjTaDR8Pp/89tXZDNV210aFcWCbqLHDn6WbCIXCiIiIGgtrO6AYHx8PAMeOHTNf+R//+AcAvPfeeyzLzps3DwAOHTpEHrpz5w4AjBo1itxNSkoCgBs3bpg/vaKiQiAQDBgwgK3+Nf7nP/9pepQs2bNnj/lTIiIianQDBQUFpkfJpSUkEolWqyVLVCqVqZOwP4aNnbL2VRyVSrV169ZXXnmFHHMifH19Z8+ebepQyXZIq2Ty2WefAcDChQudkjYtLQ0A0tPTa8T7+OOPbTRYNjY4ZswYALhw4YLp0QsXLmCDhZADBAKBZQWuoWXLlkKhkG1Ag2WjwmCD1QTVHLmCXEQqld67d0+n05HTVQjz6zLcunVLr9eT24WFhRKJhHyraDJixAgAuHHjBgBMmjRpw4YN33///fDhwwGAHEyaPn06WfPKlSsAMGbMGMsv8q9evWq6PXTo0BqP1hid4OXlVWMF07Ei06MRERGmV0S+4TKxM0adO62Tp6dnSkpKSkqK0Wi8fPny4cOHd+7cefHixczMzD179vzyyy+tW7cma44cOdL8iQkJCe+99x55Sxuelmxh8uTJNZ4+fvz49PT02sLb2OD169e9vLy6d+9uWtK9e3cPDw+8Ug5C9eXn5yeTyfR6fW3XbdHr9ffv3zf/I80BNioMaoKwwXKTNm3aXLp06ebNm+Y9ium0MpZlW7Ro8fDhQ3K3pKSkRYsWfP5TpyCEh4cDwJ9//gkA/fv3DwsL27Nnz/r16wUCwY4dO/z9/RMTE8maxcXFUN2K1VBVVWW6bWo7TOo8fUYgENS5xMTOGHaes1Ob8vJyPp/v6+sLAHw+v1u3bt26dVu4cOG6deveeuutx48ff/zxx5s2bSIrh4aGmj+3ZcuWAECO/zU8bUlJCQBERkbWWG65xJyNDd69ezc0NNS84ePxeCEhISQwQsh+HTp0OHv2bFFRkXkFNldUVGQwGNq1a1fbFlg7Tu6zUWEc3iZqvPAsQjcZNmwYAGRlZVl9tKSkxNRdAUB4ePj9+/eNRqP5OjKZDKrbLIFA8Oqrrz58+PDUqVNFRUUXL15MTk728PAga5Jx0JWVlZZHLM1P8bP8S865p67YGaOBO23VqpVlp8jj8VJTU4ODg6H6wBJB3sMad8PCwpyStlWrVmCtmJLWrTY2NhgaGkqGZ5mWsCz7+PFjG1tDCFlFji2RixFaRR4i38tb9ejRozr3YqPCOLxN1Hhhg+Umc+fO5fP5X3zxhdWLIf3tb38zv9uhQwetVnvixAnzhXl5eQBAZlwBAHIBgu+//z4nJwfMvh8EgE6dOgHA2bNnzZ9eUlIyb968zMxMZ7wau7gnRnR0dFlZWY33CgDKy8tJL9KtWzfTQjJs3OTAgQNQ/UVtw9OSv4y3b99eY/muXbvseyk1tW/fXqVSXbp0ybSkoKAAZ1VCyAFz58719PTcsGHDuXPnLB89d+7chg0bfH19Z82aZVpo/l18UVGRXC6vcy82KozD20SNmFNHdCFbSBcVEBCwdetW0+mEjx8/nj17tkAgINc4IAvJ6XixsbH37t0jS8hZhEKh0HShB6PR2KZNm/Dw8M6dO8fExJCTAQnSbbRu3do0ZFupVJI/4LZt28ZaG0pZ5wBMqyuA2ZB2yyUOxLBcSO6q1epa3lR248aNABAWFnbkyBHTwsePH48dOxYA+Hx+fn4+a3aOj+k87fPnzzdr1kwgEFy7ds0paYuLi6VSaX3PIrSxQXIRnaFDh5KzCNVqNRmHh7+2CDnA/EruCoWCLFQoFKtXryYDSTMzM8nCfv36AUBOTg65q1aryYlHNkpTnRXGgW2ixg4rtfsYDIY33niD/EZJJJJu3bq1b9+ez+d7eHjk5OS8+uqrpt80o9H42muvAQC5xNTgwYPJdbCWLVtmvsG//vWvZGuffvppjX29/fbbZC8DBw4cN24cGegz4tD57wAAIABJREFUYcIEhmFYdzVYDsSwXNijRw8AGDNmzPz582t7V8l7BQDNmzfv06dPbGwsebt4PN66devMN0su1jx06ND+/fuTb0jN59JpeNrMzExyHawOHTqYroNF4jnQYBmNRtJRtWzZMikpKSoq6sUXX2zVqpWPj4/VtwIhZNsXX3xBfkP5fH5MTExMTAwZ6urt7f3ll1+aViOXFRQKhRMnTnz99dfbtm07aNAgMleEaZ0apanOCuPANlFjhw2Wux09evSVV14hF7UKDw+fOXMmOSi1du1a8980o9GYlZU1ePDgwMDA0NDQESNG5OXl1dgUuTKeQCAwHegy9/3337/00kvBwcF+fn4vvPDCxo0bTdeAcVuDVd8YlgsPHDjQpk0bkUgUEhJi+RoJo9GYm5s7ZsyY4OBgoVDYokWLXr16zZ8/3/yaC6Y/DefPn9+hQwc/P7/Bgwfv3LmzxqYamJZl2YsXL7788svR0dFisbhjx46rV682GAyONVgsy+p0uvT09I4dO3p5eY0bN66ysjIkJCQqKqq2twIhZFtRUdFf/vIX8jsVFBTUr1+/BQsWyGQy83WMRuO6deu6dOni4eHRvHnz1NTUqqoq26WpzgrjwDZRY4dzEaImoTFO8lVWVqZSqchXw2SJXq+XSqVdu3a9ePEi3WwIIXONscIgV8NB7ghx1Jo1ayIiIo4ePWpacuzYMb1e37ZtW4qpEEII2QMbLIQ4ilza4y9/+cuZM2cqKyuPHDkyc+ZMACAT+CCEEOIyvNAoQhw1aNCgqVOnbtmyhZx/RIwZM2bcuHEUUyGEELIHjsFCTcL9+/cNBgO5sHIjYjQaN23atHfv3nv37nXu3Hnw4MGvvfaaaUgWQogjGmmFQS6FDRZCCCGEkJPhGCyEEEIIISfDBgshhBBCyMmwwUIINS0Mw5jm9CTkcnlCQkJgYGBiYqJperi4uDhetXnz5tFIihBqxLDBQgg1IWvXro2LiyssLDRfuHLlyqioKJlMFhkZuWrVKgBgWbawsFAmk1VVVVVVVa1Zs4ZSXoRQY4UNFkKoCYmNjV20aFGNhbm5uampqRKJJDU1dffu3QAgk8kMBsPo0aNDQ0OnTJlSWVlJIyxCqBHj7lmEmzdv7tKlS8+ePS0fMhqNSqXSx8fH/ansYTAYtFqtVCqlHcQ6vV6v1+u9vLxoB7FOq9WyLOvh4UE7iHVqtVogEIjFYtpBrFMqlRKJhLPXcVAoFJ6engKBgHYQ4PGeKn3e3t6PHj3y9PRUq9UhISGVlZUXL15cuHDh6tWrIyMjFyxYoNPptm/fbmODn3/+eU5Ojq+vL7kbEBCwceNGcttoNKpUKm9vb9e9nIYwGAw6nY6zBUGv1xsMBk9PT9pBrON4vdJoNHw+n7P1SqVSicViztYrpVLp4eFRW73y9vaus5TV+4XJ5fKpU6eePn26f//+2dnZAQEBpod2796dnp5eXFwcGxubmZnZvn17y5VtPL2Gw4cPi0Qiqw0Wy7JqtZqzDZbRaNRoNJxtsLheTzUa1mDgbMHS6XQikYizBUur1QqFQs4WLLVazc2fLMuyPB6P3GAYBgB69Ohx7Ngx8uiKFSs6d+5sewvnzp2Li4sbNGgQuevh4WF6pQzDkErtqvQNo9PpdDodZ+ORnwhn4xm0WpbD8UhB4Gw8lUolEokkEgntINYpFAobf6/y+XV/AVjvQkwGK+zatevdd99dtWrV8uXLyfLbt29Pnz79yJEjXbt2/cc//jFjxozTp09brlzb0xECgLKysn+89ZZBo3lrw4bmzZvTjoOairCwsLt377Zr166kpCQ8PBwALl68qNVq4+LiAEAsFtf5b4BQKOzRo0dSUpLlQwzD2LMFWng8nk6n42w8o9EIANyMV1ZWtm7BAi7XK4lEwuUORlKNdhDryK9tQ/5erfczc3Nz9+7dSwYrJCUlmTqkW7duJScn9+rVCwCmT5++cuVKqyvX9nRLLMtWVlY+fPiQ3OXz+YGBgeS2sVp9w7sHxnPY5MmT/fPyJADjHjw4ceIE7ThWcPndg0Yez56/CJ0uPz9/8ODBCQkJWVlZy5Yty8rKIk2SUqmcMGFCfn5+dHT0kiVLxo4d6/5siOOSk5P9Dh0i9erUqVO04yDOqfcYLMvBCjVWYBgmNTWVz+evW7fOcuU6n26SmJh47Ngx03cxwcHBP/30k2kXcrm8WbNm9UruNnq9XqFQ2Pj2ky6NRqPVav38/GgHsaJThw43KiqkAIFi8e07d8i3NpxSWVkpEok4OyKkvLzcy8uLs99glpaW+vn51fYXYVBQkNu+3DSNwSI3ysvLU1JSLl++3L1792+++cbPz49l2XXr1q1Zs6aioiI+Pv7LL780ja+yKiUlJT4+PiUlxfIhhmFKS0uDg4Nd9WIaRqfTVVVVBQUF0Q5inVqt1mq1/v7+tINY0Sww8LpcLgUIkkiUajUH61VFRYVIJOLsgJCysjKpVMrZI1iPHj0KCAhw6xEsy8EK5vLy8tLS0kaMGLF06VKrK9t+ujkfH5+vvvqqtoIlFAq5XLA8PT2xYDkgsU2bkZcuiQBGt27dokUL2nGs8PDw4HLBEolEXC5YfD6/gQXLWUx/WJIb/v7+Bw4cMF+Bx+OlpqampqZSCIcaiTGtWo2Uy0UA8a1acbC7QtTVu9JZDlYgWJZNS0s7e/ZsTk5O+/bta1u5tqcjBCz7dWXlfgAGILGiAvR6EIloZ0IIIWuwXqG61HvQAxmswLKsabBCfn4+AJw4cWLfvn379+8PCwtTKBQKhcLqypZLEHriyBHB778nRkWN69RJdP8+/PAD7UAIIVQLrFeoLvVusNLT0wsKCiIiIq5cufLhhx8CwJAhQwAgPz+/sLAwICDAp5rVlS2XIPTExo0AYJg2TT9tGgBARgblPAghVBusV6gu9f6K0HKwAhnEsHjx4sWLF9e5suUShAAAHj+G/ftBKNRPmcJ6ekr+/nc4dAju3IGoKNrJEELoaVivkB1wqhzEDVlZoNXCmDFsaCjr5wcvvwxGI2Rl0Y6FEEIWsF4hO2CDhTiAZeHrrwEA5sx5soTcyMoCm6eaIoSQu2G9QvbBBgtxQH4+3LgBLVvCiBFPlgwaBJ06QXEx/Pgj1WQIIfQ0rFfIPthgIQ4g40NnzQLzuTNnzPjvQwghxBFYr5B9sMFCtJWWQm4u8PlPKpTJjBkgkcCBA3D3LqVkCCH0NKxXyG7YYCHasrNBo4FRo2qegNOsGSQlAcPA5s10giGEUA1Yr5DdsMFCtNUYLmqOLMzIwKGjCCFOwHqF7IYNFqLq1Cm4ehVatID4eCuPDhsGbdvC3btw5IjbkyGE0NOwXqH6wAYLUWUaLmp1Gi8eD2bO/O9qCCFEEdYrVB/YYCF6Kipg1y7g8WoOFzU3YwaIRLB3L8hkbkyGEEJPw3qF6gkbLETPli2gUsFLL0F0dK3rtGgBY8aAwQDZ2W5MhhBCT8N6heoJGyxED5lZwupwUXOmoaNGo8sjIYSQVVivUD1hg4UoOXcO/v1vaNYMEhLqWHPECIiKglu34PhxtyRDzziGYTp27Gi+RC6XJyQkBAYGJiYmyuVy84d+++03qVTq3oCIe7BeofrDBgtRQsaBzpwJEkkda/L5OHQUOcvatWvj4uIKCwvNF65cuTIqKkomk0VGRq5atcq0vLy8fNq0aSqVyu0xEcdgvUL1hw0WoqGqCr77Dng8mDXLrvVnzgSBAHJz4eFDFydDz7jY2NhFixbVWJibm5uamiqRSFJTU3fv3k0WGo3GadOm/fWvf3V7RsQxWK+QQ4S0A6Amads2qKqCIUOgfXu71m/ZEkaNgh9+gG++gXffdXE49CwbMmSI5cKSkpKoqCgAIMexyMLly5e3b9/+lVdesWezlZWVU6dOnT59OrkbHBx84cIFcpthGLlcznD14pN6vV6hUOh0OtpBrNNoNDqdTq1WU8zgtWWLX1WVrl+/Uh+fGqcHKpVKlmUVCsVTTxAIAocOlRw+XLlunXLePLdmfVplZaVIJPL09KSYwYby8nIvLy+xWEw7iHWlpaUajUYotN4mNWvWTGT1ah1msMFCNJCD53UOFzU3Zw788ANkZMA77wCP56JcqGliWZbH45EbpBM6cuTI0aNH8/Ly7NyCr6/vpk2bJk+eTO7yeDxTXWYYRiwWBwcHuyC4E+h0uqqqqqCgINpBrFOr1Vqt1t/fn2aInTsBQPzmm6GhoTUeUSgULMv6+PjUfEpqKhw+7JuT4/vRRxTrlZeXl0gk8vLyohXANolEIpVKJXV+60qJUCgMCAiorcGyB35FiNzu8mX49VcICoJx4+rxrNGjISICCgvh5EmXJUNNVFhY2N27dwGgpKQkPDwcAI4cOXL8+HGRSEQaLx6Pd+rUKdsbEQgEomoNKcqIW7BeIUdhg4Xc7p//BACYNg08POrxLIEAyPcvOHQUOU9+fj4AJCQkZGVlsSyblZWVlJQEACtWrGCrAQDLsv3796cbFdGB9Qo5Chss5F5KJWzfDgD2Dhc1N2cOCASwaxeUlTk9F2qayJCs9PT0goKCiIiIK1eufPjhh7RDIc7AeoUaABss5F47dkBlJQwYADEx9X5uRAS89BJoNLB1qwuSoSaEHJcy3fD39z9w4EBxcfG+ffv8/PxqWxk1OVivUANgg4Xcy4Hh7ebIEzdscFoehBCqDdYr1ADYYCE3+s9/4Oefwc8P7Dv13YrERAgNhWvX4OxZpyZDCKGnYb1CDYMNFnKjjRsBAKZOBYdPGxYKYdo0ABw6ihByMaxXqGEcbLCsTt1lPsMXzwIAxMXFme7Oo3r5NUSBWg3btgHAk3kkHDZnDvD5sGMHlJc7JRdCCNWE9Qo1mIMNluXUXTVm+Koys2jRorS0NJZlCwsLZTIZWbhmzRqnvQjUKHz3Hcjl0KcPPP98g7bTpg0MGQJq9ZOzexBCyOmwXqEGc7DBspy6q8YMX97Vbt++febMmaVLl8pkMoPBMHr06NDQ0ClTplRWVjrnFaDGooHDRc3h0FGEkEthvUIN5uDlhi2n7rI6w5dOp5s9e/amTZuEQqFMJuvRo8fq1asjIyMXLFgwf/787TY7epVKtWzZsqysLHI3ICBgI/lGHIBhmPLycs5eK1mn0ykUCh5Xp3PRaDRardZoNLpzp4KiIr/Tp1lv7/IXX2RtXhWGzO2l1+ttbW7QIP9mzfgFBZXHjhka+PdlPZG5vTQajTt3aj+5XK7Vajk79YRcLmdZtrbfXD8/P4FA4OZICFlx/TqcPg0+PjBhghO2Nm4cBAdDQQFcuAA9ezphg6iRcLBHsZy6y6r/+7//69WrV0xMDAD06NHj2LFjZPmKFSs6d+5sexdisXjkyJGDBw8mdz08PKRSKbnNMIxWqzXd5RqRSMSyLGfj8fl8gUDg5njCb78FljVOnuwVEmJ7TXLt7DriSaXslCmwZo30228N/fo5M2hdDAYDl+f2Ir8XnG2w1Gq1VCqtrcHi8/GcG8QNGzcCy0JKClhOMugAsRheew3+7/8gIwMbrCbFwQaLTN3Vrl0709RdlhiG2bBhw9GjR8ndixcvarXauLg4ABCLxXX+GyAUCrt3756QkGB1y/ZsgRYej6fT6Tgbjxy7cms8nY6MPxDMmyeoa796vZ5l2brjzZsHa9cKcnIEn3/unCJoH4lEIhKJOPvDlVSjHcQ68mvL2WPPCAEA6HRPLg3qlO8HiTlzYPVq+PZb+Owzd9YrRJeDfzJaTt1FpvQyd+zYsYiIiLZt25K7SqVy3Lhx165d0+l0S5YsGTt2bANio0Zl1y549Ah69IDu3Z22zQ4dYMAAUChgxw6nbRMhhLBeISdxsMGynLrLcgzW5s2bhw8fbro7YMCARYsWJSQkhIeHy+XylStXOhwaNTJOHC5qjmwQLzCDEHIirFfISRw8Vk+m7jJfYppz3rRkG7mISDUej5eampqamurYHlFj9fvv8NNPIJXC5MlO3vL48TB/Ppw/D5cuQbduTt44QqgJwnqFnAdHlSIX++orYFmYNAl8fZ28ZQ8PmDIFACAz08lbRgg1TVivkPNgg4VcSaeD7GwAFxxvJ8h8ANu2gVLpku0jhJoOrFfIqbDBQq60dy88fAhdu0Lv3i7ZfqdO0LcvVFTAd9+5ZPsIoaYD6xVyKmywkCuREZ2vv+7CXeDQUYSQU2C9Qk6FDRZymdu34ehR8PSElBQX7mXSJPD3hzNn4LffXLgX9Awxn5aesDp7/Y8//hgTE+Pv7x8TE5OXl0cjKXIjrFfI2bDBQi6TmQlGI0ycCAEBLtyLpyckJz/ZHUJ1qTEtPWE5ez3DMMnJyV9++WVZWdnHH388Y8YMSnmRu2C9Qs6Gl1RGrmEwwObNAC4bLmpu7lxYvx6ys2HZMuDqJDaII2JjY6Ojo2tMEZGbm7t3714ye31SUtLy5csNBsO2bduGDh2qUCgkEom/v7/tzTIM85///Ofw4cPkrkQi6V09jodhGJ1Op9VqXfFyGk6n03E5nraaa3djMIg3beIB6KdPN9ZnX1qtlmVZsVhs/1N4M2aI16+H7Gzt4sWurldk2lnOTvGp1Wq5PK8D+b2obTJAsVhc54zD3H1tqHH74Qe4dw86doS4OJfvKzYWXngBzp+H3FzXHt5HjZ/VaektZ6+XSCTx8fEKhcLX15fH4506dcr2ZrVabW5urmm1gICAbHI+GgDDMCqVSsnVE8d0Op1SqeTs9EpkcnqRSOTSvYgPHpTIZEy7dlVdu9brFD+VSsWybP2m0WzTxrdbN+GlS/qdO3VOmUy6diqVisyN69K9OEylUgGAwWCgHcQ6pVIpEolqawGFQmGdnSs2WMg1yCjOuXOhrh7fOebMgfPnISMDGyzkgNpmr/f29lYoFGvXrp0/f/758+dtbMHLyys9PT3F2sePYRiWZQMDA50e2yl0Op1IJOJsPLVardVq6zyC2FBkstQ33ggMCqrX88RiMcuyPvWdXvB//gdef917+3aYO7d+T6wngUDA5cnpAYDLk9MzDBMQENCQY2w4Bgu5QHExHDoEYrH72p3Jk8HHB376Ca5dc9Me0TOEzF4PAKbZ62/dupWWlgYAUql01qxZ1/Bz9QzDeoVcAxss5AKZmcAwMH48NG/upj16e8OkSQAAWVlu2iN6JpBZ6i1nrw8LC9u4cePJkydZls3JyemGc5s8w7BeIdfABgs5m9EImzYBuGV4uzmyu02bgKvDdREHkSFZlrPXe3h45Obmvv3220FBQTt27MjACxc9q7BeIZfBMVjI2X78Ef78E6KjYdAgt+73hRegWze4dAn27oWJE926a9TYmIb9khuWs9cDwODBgy9evOjuZMjNsF4hl8EjWMjZ3Dy83dzs2f8NgBBCdcJ6hVwGGyzkVPfvw8GDIBbDtGkU9p6SAlIpHD0KN29S2DtCFsrKyp577rno6Ohx48bRzoIsYL1CroQNFnKqzEzQ6yEpCYKDKezdzw8mTACWxaGjiCOmTJnS6sqV7xSK/+zZk4UfS675+mtO1Kuvv6awd+R62GAh52FZ9129vTZk11lZoNdTy4BQtQcPHvQBGAHQGuD3oiLacZAZo/FJZ0OxXpGJpTdvxnr1TMIGCzlPXh78/ju0bg3DhlHLEBcHXbrAgwewfz+1DAhVS09P/zufHwpQAdD/wgXacZCZw4fh9m3K9apvX+jSBe7fx3r1TMIGCzkPGa05ezbUa+IIp8Oho4gzkpKS7t2//9HUqWcAhh45cnPPHtqJUDWsV8jFsMFCTvLgAezbB0IhTJ9OOcm0aeDlBXl58McflJMgBBAYGPjyp5+e7dRJAmBISdGrVLQTIaxXyB2wwUJOQoYRjBkDYWGUk/j7w7hxYDTiUHfEHd3z8/8UiTqqVKfHjqWdBWG9Qu6ADRZyBtOJMBSHi5ozDXU3m7gXIYqkwcGly5ezAHGHDxft3k07TtOG9Qq5BTZYyBmOH4eiImjZEkaMoB0FAAAGDYJOnaCkBA4epB0FoSe6vfvuyS5dxADGKVPwi0KasF4ht8AGCzmDabioQEA7SrWZMwFw6Cjilh5Hj94RiTqo1afHjKGdpQnDeoXcAhss1GClpbBnD/D5MGMG7ShmZswAiQQOHoQ//6QdBaEnpMHBlV98YQTof/z4ta1bacdpkrBeIXdxsMGSy+UJCQmBgYGJiYlyuZwsZBimY8eOpnXi4uJ41ebNm1fbs1Cjl50NGg3Ex0NkJO0oZoKCYOxYYBjIzqYdBaH/6jpv3snnnhMCCF5/XadQ0I7T9GC9Qu7iYIO1cuXKqKgomUwWGRm5atUqAFi7dm1cXFxhYSFZgWXZwsJCmUxWVVVVVVW1Zs0aq89CzwJODRc1RyJlZODQUcQpLxw58odI1F6tPhMfTztL04P1CrmL0LGn5ebm7t27VyKRpKamJiUlLV++PDY2Njo6OiEhgawgk8kMBsPo0aNv3LgxbNiwjRs3enh4WD7Lxi70ev2JEyf01RMIeHp6JiUlkdsMw2i1Wo1G41h4V9PpdFyOp9FodDqds+LxT58WX73KhoRohwwBZ2xTo9GwLCsSiRq+KYiLk0RH837/XXfggHH4cCdsEECj0TAMw6d7ZcLaabVagUDAsiztINaR3wuh0HrZEYvFnH1jncurWTPFunXM66/3P3nyanZ2DJWZhpumkyfh6lVo0QJGjaIdxcLQodC2Ldy8CYcPw8iRtNMgJ3CwwSopKYmKigIAckQKAIYMGWK+gkwm69Gjx+rVqyMjIxcsWDB//vzt27dbPssGg8Hw73//u6ysjNz19/cfXv1vJMMwarVarVY7Ft7VdDodl+NpNBqtVisWi52yNWlGBgBoX3tNbTCAwdDwDZIGq7Z/g+uLTU72XLKEl5mpHjDAKRskDRaPx3PK1pxOrVbzeDyj0Ug7iHVqtVoikdT2w3VOV20HhmE6d+58/fp10xK5XD516tTTp0/3798/Ozs7ICAAAHbv3p2enl5cXBwbG5uZmdm+fXsnZugyZ85PX3016OJFj7lzNUlJHv7+Ttw4qpVpeLu7Pmz1wOPBzJnw179CRgY2WM8I1iFeXl5qtZplWaVS6eXlZVpudYP37t0LCAiw8SyrkpOTt27davUhg8Hw4MEDx5K7gVarffz4Me0UtVKpVHK53DnbkstZLy+Wx2Nv3nTOBlm2qqqqsrLSWVtj799nRSJWKGRLSpyyvfLycqVS6ZRNuUJpaSnpULnp4cOHer2eboY1a9b06tWrRqVKS0t78803NRrNm2+++cEHH7Ase+vWLR8fn59//lmlUq1atSouLs72Zh2oV5qKiiKJhAU43revo6/GCbBeNQTWq4Z45uuVgwfkw8LC7t69CwAlJSXh4eGWK1y8ePHMmTPktlgslkgk9jwLNTJbtoBKBcOHQ3Q07Si1CAmBhAQwGHDoKCJiY2MXLVpUY2Fubm5qaioZvbB7924AuHXrVnJycq9evTw9PadPn24aXepEEl9f7fr1DMCAs2ev4FW83QDrFXIvB7+ISUhIyMrKWrZsWVZWFhkalZ+fP3jwYNMKSqVywoQJ+fn50dHRS5YsGTt2rNVnocaN/KvAweGi5ubMgd27ISMD0tIoz+qKOKDGYAbCcvTCsGHDhg0bBgAMw6Snp7/66qu2N6vRaL799ttLly6Ruz4+Pu+88w65zTCMQqHw9PS0fFbkhAk/bdgw9Px5z//5n0cvvugRENCAV+YgnU6nUCicNWbA6dRqtU6nEzjjglXSzEw+gHrKFENVVcO3RpDjQ87aGgAIp0zx3L3b+NVXyjfeaHi9UigUIpGI4eqoeYVCYTQadTod7SDWKRQKoVBY25AGLy+vOj+WDv780tPTCwoKIiIirly58uGHH4JF2RowYMCiRYsSEhLCw8PlcvnKlSutPgs1YufOweXLEBICiYm0o9g0fDi0agW3b8Px47SjII5iWZaMq2NZ1vxfo7y8vJ49e/r5+a1du9b2Fng8nkQi8a7m5eXFs8/ze/cWSSRtdLr/vPyynU9BDhBeuMD/z3/Y4GBm9GjaWWxhhg0zRkby79wRnjzplA2SDydyhToLi4NHsPz9/Q8cOGC+hK0egGUqN6mpqampqbafhRoxMlx0+nQuDhc1x+fDzJmQng4ZGTBsGO00iIvI6IV27dqZRi+wLJuWlnb27NmcnBx7hrdLJJL4+PiUlBTLh8hZz97e3taf6e39cNMmfXLy4IsXf8vOjn3zzYa9lHrT6XQsy9YajzaBQGDr3bPf1q0AwJsxw9vZhwmd/+7Nng3p6Z5bt0KDL/fPMIxIJPLy8nJKLqfT6XRSqZSMIOIgtVrt7e3dkDOu8BsT5JCqKti5E3g8mDWLdhQ7zJ4NQiHk5sLDh7SjIG7Jz8+H6tELLMuaRi+cOHFi3759+/fvDwsLUygUCldeEbTj5Mmn+/XjAwQsWKDEj6grYL1CNGCDhRyydSsoFDBkCLRrRzuKHUJDYdQo0OlgyxbaURC3kLENlqMX8vPzCwsLAwICfKq5NEbcv/51w8MjQq+/wMHrMz0DsF4hGrDBQg7JzATg/PB2c6arJHP1IpzInUyDGcgNMnqhuLh43759fn5+ALB48eIaZ1y7NI/Y25vdvFkPMODXXy9/8YVL99UUYb1CNGCDhervwgX49VcICoJx42hHsRuZeuzGDThxgnYUhKzo8OqrpwcN4gMEvvuu8sED2nGeIVivECXYYKH6I8Pbp00Drg5OtEIgADIhCQmPEPf0/9e/rnl5RRgMF0eMoJ3lGYL1ClGCDRaqJ4UCduwAgMYxXNTcnDkgEMCuXfD4Me0oCFkh9PAQZGfrAAZcvvzrypW04zwTsF4herDBQvW0YwdUVsKAARATQztKPUVEwEsvgVYL27bRjoKQde3Hjz8zdCgPIPjDDxV1TdiK6ob1CtGDDRaqJ3LIuhENFzVHYn/1Fe0cCNWq/4EDV6XSlgbDry++SDu/rco+AAAZyklEQVRL44f1CtGDDRaqj4IC+OUX8PeHV16hHcUhiYkQFgbXrkH1RJkIcY3Qw8MjJ0cDMODq1QtLl9KO05hhvUJUYYOF6mPjRgCAqVOBq5cGroNQiENHEfe1GT363PDhPICWH31UcecO7TiNFtYrRBU2WMhuajV8+y0AwMyZtKM0wJw5wOdDTg7I5bSjIFSrgQcOFPj6tmCYAjyj0DFYrxBt2GAhu+3cCXI59O0Lzz1HO0oDtG4NQ4eCWg3bt9OOglCt+EKhT06OGmBAYeGFJUtox2mEsF4h2rDBQnZr1MNFzeHQUdQYtB458pcxYwAg4u9/L799m3acxgbrFaINGyxkn+vX4cwZ8PGBCRNoR2mwsWMhOBgKCuD8edpRELJlQG5ugZ9fCMP8Nnw47SyNCtYrxAHYYCH7fPUVsCxMmQLe3rSjNJhYDFOnAuDQUcR1fKEwYO9eJY/X/+bNnz/4gHacxgPrFeIAbLCQHbRa2LoVAGD2bNpRnGTOHODxYPt2qKykHQUhWyIGDbqQlAQArT79VP7777TjNAZYrxA3YIOF7PD99/D4MfTsCd27047iJO3bw8CBoFBATg7tKAjVYcB331329w8xGq++9BLtLI0B1ivEDdhgITs8M8NFzZGXg0fdEefxhcLAvXuVPF6/27fPLVxIOw7nYb1C3IANFqrL77/DTz+BtzdMmkQ7ilONHw/NmsH583DpEu0oCNUhYuDAi+PHA0C71asfX71KOw6HYb1CnIENFqoLGS46aRL4+tKO4lQSCaSkAABkZtKOgihgGKZjx47mS+RyeUJCQmBgYGJiolwut7oORQN27LgYFBRkNN4YNYp2Fg7DeoU4AxssZJNOB9nZAM/c8XZi7lzg8WDbNlAqaUdBbrV27dq4uLjCwkLzhStXroyKipLJZJGRkatWrbK6DkU8Pj9kzx4Fjxf3559n33mHdhxOwnqFuAQbLGTTnj3w8CHExkKvXrSjuECnTtC3L1RUwM6dtKMgt4qNjV20aFGNhbm5uampqRKJJDU1dffu3VbXoatl//6/TpoEAB3Wrn3022+043AP1ivEJULaARC3kTGVr79OO4fLzJkDZ85ARgbMmEE7CnKfIUOGWC4sKSmJiooCAHIcy+o6tVEqlX/7298+++wzcjcwMDCn+oQvhmHkcjmf75y/ZjutWXM+L++F0tJzL77Ic0aPpdPpFAoFy7IN35QraDQarVZrMBjsWdlv/XoRgCI5WfP4sauDEUqlkmVZrVbrnt15TJ7sfeaM4Z//LE9IsGf9yspKkUikUqlcHcwxcrlco9GIxWLaQawrKytjGEYotN4m+fv71/aQCTZYqHa3b8OxY+DpCcnJtKO4zKuvwjvvwNmzcPly456zDDUYy7I8Ho/cYBimXs/19PScMWPG8OrrrYvFYj8/P3KbYRiDwWC623ChBw5U9O3b58GDU4sX916zpoFb0+l0fD7fifGcSywWa7Vae+Lx/vhDePIkeHpKZsyQuOvlCAQClmV9fHzcszuYOhXS04Xnz/vfucPGxtrzDJFI5OXl5epcjmEYRiqVSiQS2kGs0+l0fn5+tXVRAoGgzi040mDJ5fKpU6eePn26f//+2dnZAQEBAMAwTOfOna9fv07W2b17d3p6enFxcWxsbGZmZvv27QEgLi7u7NmzZIW5c+du2LDBgb0j98nIAKMRJk6EgADaUVzG0xMmT4b16yErC9aupZ0G0RQWFnb37t127dqVlJSEh4fX67l8Pr9t27Z9+/a1+pBIJBKJRE6KCS179z752msDtmyJ+ec/5XPnBtv3D21tWJZ1bjznMhgMRqPRrnibNpF6JQoOdn2uJ0QiEXkD3bY/Uq+EW7bYU69E1dwQzQGNIl6dh6lscOSodY2hoGAxYvT27dvTp0/PysqSyWQJCQkzZswAAJZlCwsLZTJZVVVVVVXVmgb/4YVcy2B4loeLmps7FwBgyxbg6oF05Gr5+fkAkJCQkJWVxbJsVlZWUlIS7VC2DMjOvtC8eSDL/oFzFBJYrxD3ONJg1RgKChYjRm/dupWcnNyrVy9PT8/p06eTxksmkxkMhtGjR4eGhk6ZMqUSL/nPcfv3w7170LEjxMXRjuJisbHwwgtQXg67d9OOguggw63S09MLCgoiIiKuXLny4Ycf0g5Vh4hDh8p5vF4PHpyeN492Fg7AeoW4x5FjXzWGgoLFiNFhw4YNGzYMABiGSU9Pf/XVVwFAJpP16NFj9erVkZGRCxYsmD9//vbt223spbKycsqUKVOmTCF3Q0JCLlVfYI0MGq3vIAm30ev1CoVCp9PRDmKdRqPR6XRqtdr2aoH/+IcEoHLyZOX9++4JRpBBowqFwp079Zo40e/8ed26daXDhtlekwwa9fT0dE+w+iovL/fy8uLsoNHS0lKNRlPbIfdmzZq5+csC08hucsPf3//AgQO1rcM1Id26nZo1q39mZteNG2WzZoW+8ALtRFSR03HIhQyeeXPmwPnzkJEB1f8+Im7iOVA+pFJpaWmph4eHSqVq3ry5svqaHDzeU1vLy8tLS0sbMWLE0qVLa5RUmUzWuXPnsrIyG3tJSUkZNWpUCrm0GgDP7NeGYZjS0tJgN37RXi86na6qqiooKIh2EOvUarVWq/X397e10t270Lo1CIVQXAzNmrkrGgAAOaHJfYNGq/cK4eFQWQlXrkBMjI0VKyoquDxotKysjMuDRh89ehQQENCQMQ2clZKSEh8fb6pX5lxar34OD+9979754OAXHjxwbAtYrxoC61VDPPP1ypGvCMlQUACobSgoy7Lvv//+kiVLcnJyVqxYQfJdvHjxzJkzZAWxWGzPe8oz40BO5LjMTGCYJ5MzNAWmiTWysmhHQageWh04IOfxXnj48NSsWbSz0IP1CnGSIw2W5VBQMkTU5MSJE/v27du/f39YWJhCoSBf9yiVynHjxl27dk2n0y1ZsmTs2LHOyI9cgGFg82aAJjBc1Bx5sZs3g7suaYNQw4U8//zVefMAIHbTpnvnztGOQwPWK8RVjjRYlkNBa4zBys/PLywsDAgI8KkGAAMGDFi0aFFCQkJ4eLhcLl+5cqVTXgByvh9/hD//hPbtYeBA2lHcqGdP6N4dSkthzx7aURCqh37r158LD/dl2fujR7NGI+04bof1CnGVIw0WGQpaXFy8b98+cv03MvTKNABr8eLF7NMAgMfjpaam3rx589GjR9nZ2b7P2EyczxIyXHTOnCYxXNTc7NkA1S8focaj3ZEjj/n87mVlp6ZPp53F7bBeIa7CuQjR02QyOHgQxGKYOpV2FLdLTgapFI4dg6Ii2lEQqoegjh2L3noLALp/883dn36iHceNsF5hveIwbLDQ0zIzwWCAsWOBqydpupCfH0ycCCyLQ0dRo9N3zZqzLVtKAR6PG9eEvijEeoX1isOwwUJmjMYnv6tNarioOfLCN20CvZ52FITqp8PRo4/4/G5y+UlrV4t4BmG9wnrFbdhgITOHD8Mff0Dr1jB0KO0olPTtC889Bw8ewP79tKMgVD+B7dvfSksDgB47dtw5epR2HNfDeoX1ituwwUJmTMNF+U34gzFzJgAOHUWNUu9ly85ERUkBKl9+2Wgw0I7jYlivAOsVpzXhzyWq4cED2LcPhEKYNo12FKqmTgUvL8jLgz/+oB0FoXrr/NNP9wWCrpWVpyZPpp3FlbBeEVivOAwbLFSNfJGfkABhYbSjUOXvDy+//N/hHQg1Kn5RUX/+7/8CQM9du/44fJh2HJfBekVgveIwbLAQAMB/T0VpssNFzZE3gZyghFBj02vJktNt2ngBKF55heHqrPMNgvXKHNYrrsIGCwEAPLmYSkQEDB9OOwoHDBwIMTFPLrGDUCPUNT//nkDQparq1IQJtLO4ANYrc1ivuAobLAQA1WMkZ88GgYB2FG7AoaOoMfONiLj/yScsQJ99+35/9k4xw3pVA9YrTsIGC8GTCa0EAmiC82zUZvp0kEieTHOGUCPUPS3tdPv2EgB1cvIz9UUh1itLWK84CRssVD0l+6hREBlJOwpnBAXB2LHAMLB5M+0oyPkYhunYsaP5ErlcnpCQEBgYmJiYKJfLrS5pdJ47duyeUNhFoTg1bhztLM6D9coS1itOwgYLAQ4Xtc40dJRhaEdBzrR27dq4uLjCwkLzhStXroyKipLJZJGRkatWrbK6pNHxCQ9/sHw5C9Dn4MGbe/bQjuMkWK+swnrFPULaARBtJ07A1asQGgrx8bSjcMzQodCuHRQVQV4ejBpFOw1ymtjY2Ojo6ISEBPOFubm5e/fulUgkqampSUlJy5cvt1xiY5ssyyqVyrKyMnKXz+f7+vqS28ZqLno5tj33zjsnv/564PXrhpQU7YMHIi+vGivQjVenmvFOnOBfvQqhocaRI4EDmY1GI8uynHj3Bg/mt2sHRUXsoUPsyJFkWSP74XKM7Xh8Oy5viw1Wk2caLirED8PTeDyYORP+938hIwMbrGfJkCFDLBeWlJRERUUBADlqZXWJDQqF4u233164cCG527x589OnT5PbDMPI5XIej+fEl1Avkbt23Xn++Y4qVd6YMc/l5NR4VK/XKxQKzv4jp9FotFqtvnquPb916zwAlJMnK7jxpa1SqWRZVqPR0A4CACCdONH7k09069aV9+hBllRWVopEIk9PT7rBalNeXq5Wq8ViMe0g1pWWlhoMBmEt/zIGBQXV9pAJ/pvatJWXw+7dwOc/OQkF1TBjBqSnw/79cO9eU7+e4bOOZVnSA7EsyzCM1SU2+Pj4ZGRkpFibZZlhGKFQGBwc7ILU9gkJubRiReR77w3+6ac7p0+3e/ll8wd1Op2np2dQUBCtdLap1WqtVuvv7w8AUF4OBw8Cny996y1pSAjtaAAACoWCZVkfHx/aQQAA4K23YNUqSV5eCMOQeuXh4SESibwsDltyhEgkkkqlEomEdhDr+Hx+QEBAnV2UrS04MQ1qfLZsAZUKhg+HVq1oR+GkkBBITASDAbKzaUdBrhUWFnb37l0AKCkpCQ8Pt7qk8er27rsnu3QRAxinTNGrVLTjOArrlW1YrzgGG6ymDYeL1om8ORkZXBjwgVwhPz8fABISErKysliWzcrKSkpKsrqkUetx9OgdkaiDWn16zBjaWRyF9apOWK+4BBusJuzsWbh8GUJC4OnRvugpL70ErVrB7dtw7BjtKMglyJCs9PT0goKCiIiIK1eufPjhh1aXNGrS4ODKL74wAvQ/fvza1q2049Qf1it7YL3iEmywmjAyvH3GDBCJaEfhMNMANbxK8rOFZVnzG/7+/gcOHCguLt63b5+fn5/VJY1d13nzTj73nBBA8PrrOoWCdpx6wnplD6xXXIINVlNVUQE7dz45UQ7ZRk6x3LMHHj6kHQWhBnnhyJE/RKL2avWZxnVZFqxX9sN6xRnYYDVV27aBUvnkUk/INnKRMJ0Oh46ixs6rWTPFunUMQP+TJ682os8z1iv7Yb3iDGywmqrMTAAcLmo301WSq79XQqiR6jJnzqkePYQAHnPnasrLacexD9aresF6xQ3YYDVFgkuX4NKlJ9NXIXuQic9u3BCeOUM7CkIN1efYsZsSSRut9lxj+KIQ61W9Yb3iBgcbLKvToNaYP/WZnDz12SDZsgWgegJ2ZA+BAKZPBwAxHnVHjZ/E11e7fj0DMODs2Wucnx4Y61W9Yb3iBgcbLMtpUC3nT3Xd5Kkajea3335z+OmuplAorl+/TjtFrcr+/LPiu+8AgJvDRauqqiorK2mnsGb2bBAIKvfsKb1xg3aUWhUWFnL03QMAgKtXr6oa71Uuny2dZ8481aePAMDjrbcKfvmFdpxaYb1yENarBmt4veKxDn1H26FDh71793bs2PH69etJSUmFhYXHjx9XKpUJCQmmDVquY7nExi5SUlLi4+Mtp57Iy8uLj4/3YhiJVJq/Y4cvR+YoqPbdvn3vf/65F8s2a9786I4dQoGAdqKnrMnIWLdtmwhgvFS6qKCAdpyatm3b9vHHHxuNxrS0tNmzZ9OOU9Oq7t23VVToAaaNHfvh22/TjlPT8JSU4pISDY+3aO7cGZMm0Y7zFI1GM/DVV5UVFUo+PycnZ/z48bQTOVlt9QoAGIYpLS2lOVVOLTTl5XubN3/DYNADYL1yANarhmgS9Yp1iFQqValULMuqVCofHx/TcvMNWq5T27OsGjduXJ8+fSZVmzt3bnl5eXl5ebdu3RYBGAAGA+wHYDn23wSADAAtQHuAf9MOY/lfb4BDABUA/k78MDYZngCPAU4DdKb9c7T87yZASwAVwHaAUbTDWP53HOAFAD3ASoAOHTqUW2MwGBwrR1yQnJy8detWqw8ZDIYHDx64OY+dogMDsV49q7BeOfzfcbN6FRMT4/Dvl4OzGLJ2TINquY49zzIRCoVdunTp3bv3k8+Kp6dIJAKAgICAKwDnAO4BaPn8P/ncGqcvZJiLLNsWoBxAJRT+STtPDR4GwxkAA4AaIDIyks+xd6+kpESv1wOAUChs2bIl7Tg13f3jj5MANwA8Af5swAygrlAJoDQYTgP8AiDiXjyN0fjQaDwLcBnAz89PZO1akaQ4IHcSh4RcLCsz1au7HPsReOj1pnrVqlUrrtWr4uJinU4HAEKhMDIyknacmu7cumWqV3c5dnXWSpY11Ssxj3eXY/VKazQ+ZBhSr3x9fR3fkGN9Wdu2bW/cuMGy7I0bN9q1a2dabr5By3Vqe5ZVtf1FeP/+/TZt2ojF4pdeesmx8C51+fLl0NBQiUTy2muv0c5ixaFDhwIDAz08PD744APaWaz4+eefe/bs2a1btxMnTtDOYsWSJUs8PT39/f1zc3NpZ7Fi3rx5EokkODj43LlztLNYkZiYKBaLIyMjb926RTuL89k4gqVQKA4ePOjmPHbCetUQWK8aoinUKwcbrAULFnzwwQdGo/GDDz547733WJY9fvw4+3SDZbmO5RIbbBSsmzdvtmzZ0rHkbnDkyJE+ffrQTlGrr7/+esKECbRT1Grx4sXvvvsu7RS1mjFjxtq1a2mnqNWLL764Z88e2ilq1aFDh3//+9+0U7gE1isXwXrVEFivGqLh9crBQe7l5eUpKSmXL1/u3r37N9984+fnx+PxWJYl/69tHcslNnYxd+7coqIiq98TKZXKkydPjhw50oHkbvDo0aOrV68OGjSIdhDr7ty58+DBg169etEOYt21a9cYhunSpQvtINb9+uuvfn5+0dHRtINYd/r06TZt2oSGhtIOYt3hw4d79epV2y/+0qVLOfg9i52wXrkI1quGwHrVEA2vVw42WG5QVVWVm5tLOwVCyE0SEhICAgJop3AQ1iuEmhR76hV3GyyEEEIIoUaKWydlIIQQQgg9A7DBQgghhBByMmywEEIIIYScDBsshBBCCCEna3wNFsMwHTt2pJ3Cut27d3fp0sXf33/gwIE3uDfF5o8//hgTE+Pv7x8TE5OXl0c7jnW//fabVCqlnaKmuLg4XrV58+bRjlOTwWB44403mjdv3q9fv5KSEtpxauJZoJ3IfbBeOQzrlcOwXjWEM+uVE67G5UZr1qwhF0ShHcSKW7du+fj4/PzzzyqVatWqVXFxcbQTPcVgMPj7+x85coRhmO+++y4sLIx2Iivkcnn37t259vM1Go2BgYEymayqqqqqqkqtVtNOVNOnn36akpKiVCrfe++9WbNm0Y5TU5WZRYsWpaWl0U7kJlivHIb1ymFYrxrIifWKW5+MOh07dmz//v1c+0ATR44cmTt3Lrn98OHDoKAgunlq0Gg0Bw4cMBqNlZWV+/bta8gEli7CMExiYuKuXbu49vMtKSnx9fXt3r27t7d3UlISByfu7datG7nicGVl5YULF2jHqVVBQcGwYcP0ej3tIG6C9cphWK8chvXKWRper7j1ybAT1z7QNRgMhnnz5r3xxhu0g1hRVVVFDoGePn2adpaali5dSiZQ4trP98KFC0OGDLl06VJpaenUqVMnTZpEO1FNgYGBaWlpAQEBPXr0KCgooB3HOq1W26tXrytXrtAO4m5c+zzXgPXKMVivHNZ06hW3Phl24toH2tyhQ4eef/75tLQ0zv6ZrlAoPvnkk549e9IO8pTDhw8PGTKEvGlc/vneu3cvICCAdoqahELh+++/f+/evb/97W+9e/emHce6ZcuWpaam0k5BAZc/z1ivHIP1qiGaTr3i7ifDBm5+oI1G48KFC/v3719YWEg7ixW///77+++/T27fv39fKpXSzVNDWlpajdGBJ0+epB3qiQsXLpj+gH78+HGLFi3o5rEUGhp67949lmVlMhnXfrKEwWCIjIwsKiqiHYQCrFcOwHrlMKxXDeesetX4ziLkrBMnTuzbt2///v1hYWEKhUKhUNBO9JSwsLCNGzeSKpCTk9OtWzfaiZ6yYsUK04cSAFiW7d+/P+1QTyiVynHjxl27dk2n0y1ZsmTs2LG0E9U0YsSIzZs3a7XajRs39uzZk3YcK44dOxYREdG2bVvaQdATWK8aAutVQzShetXABo0Kbsb+6KOPOP7eHj9+vHv37gEBAX379r127RrtOLXi2ltnNBq//PLL6OjoZs2aTZ06taKignaimmQy2Ysvvujn5zdw4EBuHiVKTk7++9//TjsFHVz7PBNYr5yFa28d1quGc1a9wsmeEUIIIYScDL8iRAghhBByMmywEEIIIYScDBsshBBCCCEnwwYLIYQQQsjJsMFCCCGEEHIybLAQQgghhJwMGyyEEEIIISfDBgshhBBCyMmwwUIIIYQQcjJssBBCCCGEnAwbLIQQQgghJ8MGCyGEEELIybDBQgghhBBysv8HTZHbtTYQT2QAAAAASUVORK5CYII=" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Random\n", "Random.seed!(42) # For reproducible results.\n", @@ -1863,20 +1803,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plot(sim_seq_l[end], color=:black, lw=2,\n", " marker=:circle, markersize=2, label=\"\")\n", @@ -1960,20 +1891,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "M2 = crra_utility(G=[0.15], Π=ones(1, 1), Θ=[1.0])\n", "\n", @@ -2044,20 +1966,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Compute the debt entered with at time 1\n", "B1_vec = hcat([simulate(PP_seq_time0, B_, 1, 2)[3][2] for B_ in B_vec]...)'\n", @@ -2114,22 +2027,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "log_utility (generic function with 1 method)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function log_utility(;β = 0.9,\n", " ψ = 0.69,\n", @@ -2163,59 +2065,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 0.0003504611535379196 \n", - "diff = 0.00015763906388123851 \n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 7.124337606645018e-5 \n", - "diff = 3.2356917242389125e-5 \n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 1.4829540976261937e-5 \n", - "diff = 6.9104341194283816e-6 \n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 3.323222470321399e-6 \n", - "diff = 1.6870560419905608e-6 \n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "diff = 9.29342141847281e-7 \n" - ] - }, - { - "data": { - "image/png": "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" - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "M1 = log_utility()\n", "μ_grid = range(-0.6, 0.0, length = 200)\n", @@ -2286,23 +2140,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "opt_tax_recur.rst", - "filename_with_path": "dynamic_programming_squared/opt_tax_recur", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Optimal Taxation with State-Contingent Debt" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/getting_started_julia/Manifest.toml b/getting_started_julia/Manifest.toml deleted file mode 100644 index 5462b84..0000000 --- a/getting_started_julia/Manifest.toml +++ /dev/null @@ -1,1389 +0,0 @@ -# This file is machine-generated - editing it directly is not advised - -[[AbstractFFTs]] -deps = ["LinearAlgebra"] -git-tree-sha1 = "380e36c66edfa099cd90116b24c1ce8cafccac40" -uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c" -version = "0.4.1" - -[[AbstractTrees]] -deps = ["Markdown", "Test"] -git-tree-sha1 = "6621d9645702c1c4e6970cc6a3eae440c768000b" -uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c" -version = "0.2.1" - -[[Adapt]] -deps = ["LinearAlgebra"] -git-tree-sha1 = "82dab828020b872fa9efd3abec1152b075bc7cbf" -uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e" -version = "1.0.0" - -[[ArnoldiMethod]] -deps = ["DelimitedFiles", "LinearAlgebra", "Random", "SparseArrays", "StaticArrays", "Test"] -git-tree-sha1 = "2b6845cea546604fb4dca4e31414a6a59d39ddcd" -uuid = "ec485272-7323-5ecc-a04f-4719b315124d" -version = "0.0.4" - -[[Arpack]] -deps = ["BinaryProvider", "Libdl", "LinearAlgebra"] -git-tree-sha1 = "07a2c077bdd4b6d23a40342a8a108e2ee5e58ab6" -uuid = "7d9fca2a-8960-54d3-9f78-7d1dccf2cb97" -version = "0.3.1" - -[[ArrayInterface]] -deps = ["LinearAlgebra", "Requires", "SparseArrays"] -git-tree-sha1 = "981354dab938901c2b607a213e62d9defa50b698" -uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9" -version = "1.2.1" - -[[Arrow]] -deps = ["CategoricalArrays", "Compat"] -git-tree-sha1 = "d3c36842140057276f6f8348afa08f0f7dae2d1e" -uuid = "69666777-d1a9-59fb-9406-91d4454c9d45" -version = "0.2.3" - -[[AxisAlgorithms]] -deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"] -git-tree-sha1 = "a4d07a1c313392a77042855df46c5f534076fab9" -uuid = "13072b0f-2c55-5437-9ae7-d433b7a33950" -version = "1.0.0" - -[[BandedMatrices]] -deps = ["FillArrays", "LazyArrays", "LinearAlgebra", "MatrixFactorizations", "Random", "SparseArrays"] -git-tree-sha1 = "fe6fc3cab36a901ce5f512452ab3e63716dd769a" -uuid = "aae01518-5342-5314-be14-df237901396f" -version = "0.9.3" - -[[Base64]] -uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f" - -[[BenchmarkTools]] -deps = ["JSON", "Printf", "Statistics", "Test"] -git-tree-sha1 = "5d1dd8577643ba9014574cd40d9c028cd5e4b85a" -uuid = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf" -version = "0.4.2" - -[[BinDeps]] -deps = ["Compat", "Libdl", "SHA", "URIParser"] -git-tree-sha1 = "12093ca6cdd0ee547c39b1870e0c9c3f154d9ca9" -uuid = "9e28174c-4ba2-5203-b857-d8d62c4213ee" -version = "0.8.10" - -[[BinaryProvider]] -deps = ["Libdl", "Logging", "SHA"] -git-tree-sha1 = "c7361ce8a2129f20b0e05a89f7070820cfed6648" -uuid = "b99e7846-7c00-51b0-8f62-c81ae34c0232" -version = "0.5.6" - -[[BlackBoxOptim]] -deps = ["CPUTime", "Compat", "Distributed", "Distributions", "LinearAlgebra", "Logging", "Pkg", "Printf", "Random", "SHA", "Serialization", "Statistics", "StatsBase", "Test"] -git-tree-sha1 = "1303f4b5d3c84f27a803f53646d68fa1616771b2" -uuid = "a134a8b2-14d6-55f6-9291-3336d3ab0209" -version = "0.4.0" - -[[BlockArrays]] -deps = ["LinearAlgebra"] -git-tree-sha1 = "a36887ddaaf66b8f5bd017871f239247aa6f459f" -uuid = "8e7c35d0-a365-5155-bbbb-fb81a777f24e" -version = "0.9.1" - -[[BlockBandedMatrices]] -deps = ["BandedMatrices", "BlockArrays", "Distributed", "FillArrays", "LazyArrays", "LinearAlgebra", "MatrixFactorizations", "Pkg", "Profile", "Random", "SharedArrays", "SparseArrays", "Statistics", "Test"] -git-tree-sha1 = "8e3a098d4d0af47786f5ba8f1ad9c7928facfd15" -uuid = "ffab5731-97b5-5995-9138-79e8c1846df0" -version = "0.4.5" - -[[BoundaryValueDiffEq]] -deps = ["BandedMatrices", "DiffEqBase", "DiffEqDiffTools", "ForwardDiff", "LinearAlgebra", "NLsolve", "Reexport", "SparseArrays"] -git-tree-sha1 = "a8f90377cbed43aa583c19471d34d9653853c52d" -uuid = "764a87c0-6b3e-53db-9096-fe964310641d" -version = "2.3.0" - -[[CMake]] -deps = ["BinDeps"] -git-tree-sha1 = "c67a8689dc5444adc5eb2be7d837100340ecba11" -uuid = "631607c0-34d2-5d66-819e-eb0f9aa2061a" -version = "1.1.2" - -[[CMakeWrapper]] -deps = ["BinDeps", "CMake", "Libdl", "Parameters", "Test"] -git-tree-sha1 = "16d4acb3d37dc05b714977ffefa8890843dc8985" -uuid = "d5fb7624-851a-54ee-a528-d3f3bac0b4a0" -version = "0.2.3" - -[[CPUTime]] -deps = ["Compat"] -git-tree-sha1 = "bdaf1b7ecf8eb6fb3843a1b0d3fccc5f727a49fd" -uuid = "a9c8d775-2e2e-55fc-8582-045d282d599e" -version = "0.1.0" - -[[CSTParser]] -deps = ["Tokenize"] -git-tree-sha1 = "c69698c3d4a7255bc1b4bc2afc09f59db910243b" -uuid = "00ebfdb7-1f24-5e51-bd34-a7502290713f" -version = "0.6.2" - -[[CSV]] -deps = ["CategoricalArrays", "DataFrames", "Dates", "Mmap", "Parsers", "PooledArrays", "Profile", "Tables", "Unicode", "WeakRefStrings"] -git-tree-sha1 = "35205137ee2f5a9c1f358407e9ed0f1a17878919" -uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" -version = "0.5.11" - -[[CSVFiles]] -deps = ["CodecZlib", "DataValues", "FileIO", "HTTP", "IterableTables", "IteratorInterfaceExtensions", "TableShowUtils", "TableTraits", "TableTraitsUtils", "Test", "TextParse"] -git-tree-sha1 = "34ea1fead42c429d1026903077c1a2c3ae84c957" -uuid = "5d742f6a-9f54-50ce-8119-2520741973ca" -version = "0.15.0" - -[[Calculus]] -deps = ["Compat"] -git-tree-sha1 = "f60954495a7afcee4136f78d1d60350abd37a409" -uuid = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9" -version = "0.4.1" - -[[Cassette]] -git-tree-sha1 = "da85d135b6048d3e78603e277cf9a4609f7e0673" -uuid = "7057c7e9-c182-5462-911a-8362d720325c" -version = "0.2.6" - -[[CategoricalArrays]] -deps = ["Compat", "DataAPI", "Future", "JSON", "Missings", "Printf", "Reexport"] -git-tree-sha1 = "13240cfcc884837fc1aa89b60d500a652bcc3f10" -uuid = "324d7699-5711-5eae-9e2f-1d82baa6b597" -version = "0.5.5" - -[[Clustering]] -deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "SparseArrays", "Statistics", "StatsBase"] -git-tree-sha1 = "f387d5937d0c9d0191c711d7d204bce15bd23b45" -uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5" -version = "0.13.3" - -[[CodeTracking]] -deps = ["InteractiveUtils", "Test", "UUIDs"] -git-tree-sha1 = "9b21a2dfe51ba71fdc5688039075819196595367" -uuid = "da1fd8a2-8d9e-5ec2-8556-3022fb5608a2" -version = "0.5.7" - -[[CodecZlib]] -deps = ["BinaryProvider", "Libdl", "Test", "TranscodingStreams"] -git-tree-sha1 = "36bbf5374c661054d41410dc53ff752972583b9b" -uuid = "944b1d66-785c-5afd-91f1-9de20f533193" -version = "0.5.2" - -[[ColorTypes]] -deps = ["FixedPointNumbers", "Random"] -git-tree-sha1 = "10050a24b09e8e41b951e9976b109871ce98d965" -uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f" -version = "0.8.0" - -[[Colors]] -deps = ["ColorTypes", "FixedPointNumbers", "InteractiveUtils", "Printf", "Reexport"] -git-tree-sha1 = "c9c1845d6bf22e34738bee65c357a69f416ed5d1" -uuid = "5ae59095-9a9b-59fe-a467-6f913c188581" -version = "0.9.6" - -[[Combinatorics]] -deps = ["LinearAlgebra", "Polynomials", "Test"] -git-tree-sha1 = "50b3ae4d643dc27eaff69fb6be06ee094d5500c9" -uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa" -version = "0.7.0" - -[[CommonSubexpressions]] -deps = ["Test"] -git-tree-sha1 = "efdaf19ab11c7889334ca247ff4c9f7c322817b0" -uuid = "bbf7d656-a473-5ed7-a52c-81e309532950" -version = "0.2.0" - -[[Compat]] -deps = ["Base64", "Dates", "DelimitedFiles", "Distributed", "InteractiveUtils", "LibGit2", "Libdl", "LinearAlgebra", "Markdown", "Mmap", "Pkg", "Printf", "REPL", "Random", "Serialization", "SharedArrays", "Sockets", "SparseArrays", "Statistics", "Test", "UUIDs", "Unicode"] -git-tree-sha1 = "84aa74986c5b9b898b0d1acaf3258741ee64754f" -uuid = "34da2185-b29b-5c13-b0c7-acf172513d20" -version = "2.1.0" - -[[Conda]] -deps = ["JSON", "VersionParsing"] -git-tree-sha1 = "9a11d428dcdc425072af4aea19ab1e8c3e01c032" -uuid = "8f4d0f93-b110-5947-807f-2305c1781a2d" -version = "1.3.0" - -[[Contour]] -deps = ["LinearAlgebra", "StaticArrays", "Test"] -git-tree-sha1 = "b974e164358fea753ef853ce7bad97afec15bb80" -uuid = "d38c429a-6771-53c6-b99e-75d170b6e991" -version = "0.5.1" - -[[Crayons]] -deps = ["Test"] -git-tree-sha1 = "f621b8ef51fd2004c7cf157ea47f027fdeac5523" -uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f" -version = "4.0.0" - -[[DSP]] -deps = ["FFTW", "LinearAlgebra", "Polynomials", "Random", "Reexport", "SpecialFunctions", "Statistics"] -git-tree-sha1 = "fd5dc811fc47f8c31274712d887c466bea0841c8" -uuid = "717857b8-e6f2-59f4-9121-6e50c889abd2" -version = "0.6.0" - -[[DataAPI]] -git-tree-sha1 = "8903f0219d3472543fc4b2f5ebaf675a07f817c0" -uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a" -version = "1.0.1" - -[[DataFrames]] -deps = ["CategoricalArrays", "Compat", "DataAPI", "InvertedIndices", "IteratorInterfaceExtensions", "Missings", "PooledArrays", "Printf", "REPL", "Reexport", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] -git-tree-sha1 = "12a96f70fc126f8a308eadd4eda843dfa630bbd4" -uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" -version = "0.19.1" - -[[DataFramesMeta]] -deps = ["DataFrames", "Tables"] -git-tree-sha1 = "8a6dd4f640dd6b729f5d1f0d80d475fbf60b32af" -uuid = "1313f7d8-7da2-5740-9ea0-a2ca25f37964" -version = "0.5.0" - -[[DataStructures]] -deps = ["InteractiveUtils", "OrderedCollections", "Random", "Serialization", "Test"] -git-tree-sha1 = "ca971f03e146cf144a9e2f2ce59674f5bf0e8038" -uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" -version = "0.15.0" - -[[DataValueInterfaces]] -git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6" -uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464" -version = "1.0.0" - -[[DataValues]] -deps = ["DataValueInterfaces", "Dates"] -git-tree-sha1 = "b65fd071ca17aa265eb8c5ab0e522faa03a50d34" -uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5" -version = "0.4.12" - -[[DataVoyager]] -deps = ["DataValues", "Electron", "IterableTables", "IteratorInterfaceExtensions", "JSON", "TableTraits", "Test", "URIParser", "VegaLite"] -git-tree-sha1 = "1d2844192be173ce729c196649c08d0692a4442b" -uuid = "5721bf48-af8e-5845-8445-c9e18126e773" -version = "0.3.1" - -[[Dates]] -deps = ["Printf"] -uuid = "ade2ca70-3891-5945-98fb-dc099432e06a" - -[[DelayDiffEq]] -deps = ["DataStructures", "DiffEqBase", "LinearAlgebra", "Logging", "OrdinaryDiffEq", "Parameters", "RecursiveArrayTools", "Reexport", "Roots"] -git-tree-sha1 = "6a4d3747e475fbdac832ba42d047e659945b83e9" -uuid = "bcd4f6db-9728-5f36-b5f7-82caef46ccdb" -version = "5.14.0" - -[[DelimitedFiles]] -deps = ["Mmap"] -uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab" - -[[DiffEqBase]] -deps = ["ArrayInterface", "Compat", "Distributed", "DocStringExtensions", "FunctionWrappers", "IterativeSolvers", "IteratorInterfaceExtensions", "LinearAlgebra", "MuladdMacro", "Parameters", "RecipesBase", "RecursiveArrayTools", "RecursiveFactorization", "Requires", "Roots", "SparseArrays", "StaticArrays", "Statistics", "SuiteSparse", "TableTraits", "TreeViews"] -git-tree-sha1 = "fa870131f32ae7b2fc2b6eee71cd0924200fa6db" -uuid = "2b5f629d-d688-5b77-993f-72d75c75574e" -version = "5.20.0" - -[[DiffEqCallbacks]] -deps = ["DataStructures", "DiffEqBase", "OrdinaryDiffEq", "RecipesBase", "RecursiveArrayTools", "StaticArrays"] -git-tree-sha1 = "c2592e96ed7c2d85ffb0439382f38c8385cc5b1f" -uuid = "459566f4-90b8-5000-8ac3-15dfb0a30def" -version = "2.6.0" - -[[DiffEqDiffTools]] -deps = ["LinearAlgebra", "SparseArrays", "StaticArrays"] -git-tree-sha1 = "b992345a39b4d9681342ae795a8dacc100730182" -uuid = "01453d9d-ee7c-5054-8395-0335cb756afa" -version = "0.14.0" - -[[DiffEqFinancial]] -deps = ["DiffEqBase", "DiffEqNoiseProcess", "LinearAlgebra", "Markdown", "RandomNumbers", "Test"] -git-tree-sha1 = "f250512b982b771f6bdb3df05b89df314f2c2580" -uuid = "5a0ffddc-d203-54b0-88ba-2c03c0fc2e67" -version = "2.1.0" - -[[DiffEqJump]] -deps = ["Compat", "DataStructures", "DiffEqBase", "FunctionWrappers", "LinearAlgebra", "Parameters", "PoissonRandom", "Random", "RandomNumbers", "RecursiveArrayTools", "TreeViews"] -git-tree-sha1 = "5bb8dcc425450e144438c1590c0aab6a104613c8" -uuid = "c894b116-72e5-5b58-be3c-e6d8d4ac2b12" -version = "6.2.0" - -[[DiffEqNoiseProcess]] -deps = ["DataStructures", "DiffEqBase", "LinearAlgebra", "Random", "RandomNumbers", "RecipesBase", "RecursiveArrayTools", "Requires", "ResettableStacks", "StaticArrays", "Statistics"] -git-tree-sha1 = "f5333c0aa6208680e48cd24ae6f759c262a1cf85" -uuid = "77a26b50-5914-5dd7-bc55-306e6241c503" -version = "3.3.1" - -[[DiffEqPhysics]] -deps = ["DiffEqBase", "DiffEqCallbacks", "ForwardDiff", "LinearAlgebra", "Printf", "Random", "RecipesBase", "RecursiveArrayTools", "Reexport", "StaticArrays"] -git-tree-sha1 = "9f4b98590c63bf202d12ae20783203baad3dd27a" -uuid = "055956cb-9e8b-5191-98cc-73ae4a59e68a" -version = "3.2.0" - -[[DiffResults]] -deps = ["Compat", "StaticArrays"] -git-tree-sha1 = "34a4a1e8be7bc99bc9c611b895b5baf37a80584c" -uuid = "163ba53b-c6d8-5494-b064-1a9d43ac40c5" -version = "0.0.4" - -[[DiffRules]] -deps = ["Random", "Test"] -git-tree-sha1 = "dc0869fb2f5b23466b32ea799bd82c76480167f7" -uuid = "b552c78f-8df3-52c6-915a-8e097449b14b" -version = "0.0.10" - -[[DifferentialEquations]] -deps = ["BoundaryValueDiffEq", "DelayDiffEq", "DiffEqBase", "DiffEqCallbacks", "DiffEqFinancial", "DiffEqJump", "DiffEqNoiseProcess", "DiffEqPhysics", "DimensionalPlotRecipes", "LinearAlgebra", "MultiScaleArrays", "OrdinaryDiffEq", "Random", "RecursiveArrayTools", "Reexport", "SteadyStateDiffEq", "StochasticDiffEq", "Sundials"] -git-tree-sha1 = "8175bc02ee194ea7430cce917f81f1cf940f6c87" -uuid = "0c46a032-eb83-5123-abaf-570d42b7fbaa" -version = "6.6.0" - -[[DimensionalPlotRecipes]] -deps = ["LinearAlgebra", "RecipesBase", "Test"] -git-tree-sha1 = "d348688f9a3d02c24455327231c450c272b7401c" -uuid = "c619ae07-58cd-5f6d-b883-8f17bd6a98f9" -version = "0.2.0" - -[[Distances]] -deps = ["LinearAlgebra", "Statistics"] -git-tree-sha1 = "44bd29b50552dfd0a0b674b925de2719f3b9bb0b" -uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7" -version = "0.8.1" - -[[Distributed]] -deps = ["Random", "Serialization", "Sockets"] -uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b" - -[[Distributions]] -deps = ["LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns"] -git-tree-sha1 = "2f25cc24d4370d9395344a0b8cf7e8d98407c650" -uuid = "31c24e10-a181-5473-b8eb-7969acd0382f" -version = "0.21.0" - -[[DocStringExtensions]] -deps = ["LibGit2", "Markdown", "Pkg", "Test"] -git-tree-sha1 = "0513f1a8991e9d83255e0140aace0d0fc4486600" -uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae" -version = "0.8.0" - -[[DoubleFloats]] -deps = ["GenericSVD", "GenericSchur", "LinearAlgebra", "Polynomials", "Quadmath", "Random", "Requires"] -git-tree-sha1 = "0fab8371043b4032846d494211030ef39615f1dd" -uuid = "497a8b3b-efae-58df-a0af-a86822472b78" -version = "0.9.5" - -[[Electron]] -deps = ["Base64", "JSON", "Sockets", "URIParser"] -git-tree-sha1 = "7731daad05c67a98995152990630555ec0c0b4ee" -uuid = "a1bb12fb-d4d1-54b4-b10a-ee7951ef7ad3" -version = "1.0.0" - -[[ExcelFiles]] -deps = ["DataValues", "Dates", "ExcelReaders", "FileIO", "IterableTables", "IteratorInterfaceExtensions", "Printf", "PyCall", "TableShowUtils", "TableTraits", "TableTraitsUtils", "XLSX"] -git-tree-sha1 = "f3e5f4279d77b74bf6aef2b53562f771cc5a0474" -uuid = "89b67f3b-d1aa-5f6f-9ca4-282e8d98620d" -version = "1.0.0" - -[[ExcelReaders]] -deps = ["DataValues", "Dates", "PyCall", "Test"] -git-tree-sha1 = "6f9db420dd362bd5bcea3a0f6dabf8bda587fec3" -uuid = "c04bee98-12a5-510c-87df-2a230cb6e075" -version = "0.11.0" - -[[Expectations]] -deps = ["Compat", "Distributions", "FastGaussQuadrature", "LinearAlgebra", "Random", "SpecialFunctions", "Statistics", "Test"] -git-tree-sha1 = "cacb3d95479f58fdc844001b4a6e1b2b1c69d200" -uuid = "2fe49d83-0758-5602-8f54-1f90ad0d522b" -version = "1.1.0" - -[[ExponentialUtilities]] -deps = ["LinearAlgebra", "Printf", "SparseArrays"] -git-tree-sha1 = "85e1ce16aa9b98793df704e17e7a0ceadefe404f" -uuid = "d4d017d3-3776-5f7e-afef-a10c40355c18" -version = "1.5.1" - -[[EzXML]] -deps = ["BinaryProvider", "Libdl", "Printf"] -git-tree-sha1 = "aed48d722e528bc634bd36a7d0e090fa2952a3c0" -uuid = "8f5d6c58-4d21-5cfd-889c-e3ad7ee6a615" -version = "0.9.4" - -[[FFTW]] -deps = ["AbstractFFTs", "BinaryProvider", "Conda", "Libdl", "LinearAlgebra", "Reexport", "Test"] -git-tree-sha1 = "e1a479d3c972f20c9a70563eec740bbfc786f515" -uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341" -version = "0.3.0" - -[[FastGaussQuadrature]] -deps = ["Compat", "LinearAlgebra", "SpecialFunctions"] -git-tree-sha1 = "769ac4057ed875f433372e9a571a2cb86347d1be" -uuid = "442a2c76-b920-505d-bb47-c5924d526838" -version = "0.3.3" - -[[FeatherFiles]] -deps = ["Arrow", "DataValues", "FeatherLib", "FileIO", "IterableTables", "IteratorInterfaceExtensions", "TableShowUtils", "TableTraits", "TableTraitsUtils", "Test"] -git-tree-sha1 = "a2f2b57b23be259d7839bebae2b8f7bba4851a9b" -uuid = "b675d258-116a-5741-b937-b79f054b0542" -version = "0.8.1" - -[[FeatherLib]] -deps = ["Arrow", "CategoricalArrays", "Dates", "FlatBuffers", "Mmap", "Random"] -git-tree-sha1 = "a3d0c5ca2f08bc8fae4394775f371f8e032149ab" -uuid = "409f5150-fb84-534f-94db-80d1e10f57e1" -version = "0.2.0" - -[[FileIO]] -deps = ["Pkg"] -git-tree-sha1 = "351f001a78aa1b7ad2696e386e110b5abd071c71" -uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549" -version = "1.0.7" - -[[FilePaths]] -deps = ["FilePathsBase", "MacroTools", "Reexport", "URIParser"] -git-tree-sha1 = "191796576b7f69cfe66d63b3d66a2741783204eb" -uuid = "8fc22ac5-c921-52a6-82fd-178b2807b824" -version = "0.8.0" - -[[FilePathsBase]] -deps = ["Dates", "LinearAlgebra", "Printf", "Test", "UUIDs"] -git-tree-sha1 = "fe0fbbcf56af2000b5ba85f63245a3ed48854b29" -uuid = "48062228-2e41-5def-b9a4-89aafe57970f" -version = "0.6.0" - -[[FileWatching]] -uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee" - -[[FillArrays]] -deps = ["LinearAlgebra", "Random", "SparseArrays", "Test"] -git-tree-sha1 = "9ab8f76758cbabba8d7f103c51dce7f73fcf8e92" -uuid = "1a297f60-69ca-5386-bcde-b61e274b549b" -version = "0.6.3" - -[[FixedEffectModels]] -deps = ["CategoricalArrays", "Combinatorics", "DataFrames", "Distributions", "FillArrays", "FixedEffects", "LinearAlgebra", "Printf", "Random", "Reexport", "Statistics", "StatsBase", "StatsModels"] -git-tree-sha1 = "b3e7b8f6535d45805189ec000790838521c5db93" -uuid = "9d5cd8c9-2029-5cab-9928-427838db53e3" -version = "0.7.3" - -[[FixedEffects]] -deps = ["CategoricalArrays", "Distributed", "FillArrays", "LinearAlgebra", "Reexport", "SparseArrays", "StatsBase", "Test"] -git-tree-sha1 = "7d330d901e4da5841d27bfd8b63de74cd1f6ccfd" -uuid = "c8885935-8500-56a7-9867-7708b20db0eb" -version = "0.1.2" - -[[FixedPointNumbers]] -git-tree-sha1 = "d14a6fa5890ea3a7e5dcab6811114f132fec2b4b" -uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93" -version = "0.6.1" - -[[FlatBuffers]] -deps = ["Parameters", "Pkg", "Test"] -git-tree-sha1 = "dd5c2460639eef7962178216fd150c60fa42a1c4" -uuid = "53afe959-3a16-52fa-a8da-cf864710bae9" -version = "0.5.3" - -[[Flux]] -deps = ["AbstractTrees", "Adapt", "CodecZlib", "Colors", "DelimitedFiles", "Juno", "LinearAlgebra", "MacroTools", "NNlib", "Pkg", "Printf", "Random", "Reexport", "Requires", "SHA", "Statistics", "StatsBase", "Tracker", "ZipFile"] -git-tree-sha1 = "08212989c2856f95f90709ea5fd824bd27b34514" -uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c" -version = "0.8.3" - -[[Formatting]] -deps = ["Compat"] -git-tree-sha1 = "289003271ce9c8194c1ce56a3c433f1c51841125" -uuid = "59287772-0a20-5a39-b81b-1366585eb4c0" -version = "0.3.5" - -[[ForwardDiff]] -deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "InteractiveUtils", "LinearAlgebra", "NaNMath", "Random", "SparseArrays", "SpecialFunctions", "StaticArrays", "Test"] -git-tree-sha1 = "4c4d727f1b7e0092134fabfab6396b8945c1ea5b" -uuid = "f6369f11-7733-5829-9624-2563aa707210" -version = "0.10.3" - -[[FunctionWrappers]] -deps = ["Compat"] -git-tree-sha1 = "49bf793ebd37db5adaa7ac1eae96c2c97ec86db5" -uuid = "069b7b12-0de2-55c6-9aab-29f3d0a68a2e" -version = "1.0.0" - -[[Future]] -deps = ["Random"] -uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820" - -[[GLM]] -deps = ["Distributions", "LinearAlgebra", "Printf", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "StatsModels"] -git-tree-sha1 = "2b65aee2c201ac17a97a285e9bfdcb5026c4e220" -uuid = "38e38edf-8417-5370-95a0-9cbb8c7f171a" -version = "1.1.1" - -[[GR]] -deps = ["Base64", "DelimitedFiles", "LinearAlgebra", "Pkg", "Printf", "Random", "Serialization", "Sockets", "Test"] -git-tree-sha1 = "9dff2d231311da78648abfa3287e3458a578d2f8" -uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71" -version = "0.40.0" - -[[GenericSVD]] -deps = ["LinearAlgebra", "Random", "Test"] -git-tree-sha1 = "8aa93c3f3d81562a8962047eafcc5712af0a0f59" -uuid = "01680d73-4ee2-5a08-a1aa-533608c188bb" -version = "0.2.1" - -[[GenericSchur]] -deps = ["LinearAlgebra", "Printf"] -git-tree-sha1 = "25992e6d023b72860348553f976599184c85d914" -uuid = "c145ed77-6b09-5dd9-b285-bf645a82121e" -version = "0.2.3" - -[[GeometryTypes]] -deps = ["ColorTypes", "FixedPointNumbers", "IterTools", "LinearAlgebra", "StaticArrays"] -git-tree-sha1 = "2b0bfb379a54bdfcd2942f388f7d045f8952373d" -uuid = "4d00f742-c7ba-57c2-abde-4428a4b178cb" -version = "0.7.5" - -[[HTTP]] -deps = ["Base64", "Dates", "IniFile", "MbedTLS", "Sockets"] -git-tree-sha1 = "c4a527dba1d26add0e85946e1a53f42a1b343acc" -uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3" -version = "0.8.5" - -[[Inflate]] -deps = ["Pkg", "Printf", "Random", "Test"] -git-tree-sha1 = "b7ec91c153cf8bff9aff58b39497925d133ef7fd" -uuid = "d25df0c9-e2be-5dd7-82c8-3ad0b3e990b9" -version = "0.1.1" - -[[IniFile]] -deps = ["Test"] -git-tree-sha1 = "098e4d2c533924c921f9f9847274f2ad89e018b8" -uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f" -version = "0.5.0" - -[[InstantiateFromURL]] -deps = ["BinaryProvider", "Dates", "HTTP", "Pkg", "Suppressor", "Test"] -git-tree-sha1 = "5aceaa5d50fc27ae7df0b508a34503e4afdf2088" -uuid = "43edad99-fa64-5e4f-9937-1c09a410b73f" -version = "0.3.1" - -[[InteractiveUtils]] -deps = ["Markdown"] -uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240" - -[[Interpolations]] -deps = ["AxisAlgorithms", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"] -git-tree-sha1 = "e1bac96b5ef3ea23b50e801b4a988ec21861a47f" -uuid = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59" -version = "0.12.2" - -[[InvertedIndices]] -deps = ["Test"] -git-tree-sha1 = "15732c475062348b0165684ffe28e85ea8396afc" -uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f" -version = "1.0.0" - -[[Ipopt]] -deps = ["BinaryProvider", "Compat", "Libdl", "MathOptInterface", "MathProgBase"] -git-tree-sha1 = "da2baaaf4b7ad386aab321c678028ddcc87ef348" -uuid = "b6b21f68-93f8-5de0-b562-5493be1d77c9" -version = "0.5.4" - -[[IterTools]] -git-tree-sha1 = "2ebe60d7343962966d1779a74a760f13217a6901" -uuid = "c8e1da08-722c-5040-9ed9-7db0dc04731e" -version = "1.2.0" - -[[IterableTables]] -deps = ["DataValues", "IteratorInterfaceExtensions", "Requires", "TableTraits", "TableTraitsUtils", "Test"] -git-tree-sha1 = "18d6084924b2ac78deb65229cbcaa04d56ecb075" -uuid = "1c8ee90f-4401-5389-894e-7a04a3dc0f4d" -version = "0.11.0" - -[[IterativeSolvers]] -deps = ["LinearAlgebra", "Printf", "Random", "RecipesBase", "SparseArrays", "Test"] -git-tree-sha1 = "5687f68018b4f14c0da54d402bb23eecaec17f37" -uuid = "42fd0dbc-a981-5370-80f2-aaf504508153" -version = "0.8.1" - -[[IteratorInterfaceExtensions]] -git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856" -uuid = "82899510-4779-5014-852e-03e436cf321d" -version = "1.0.0" - -[[JSON]] -deps = ["Dates", "Distributed", "Mmap", "Sockets", "Test", "Unicode"] -git-tree-sha1 = "1f7a25b53ec67f5e9422f1f551ee216503f4a0fa" -uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6" -version = "0.20.0" - -[[JSONSchema]] -deps = ["HTTP", "JSON", "Test"] -git-tree-sha1 = "6f80c4ea9ccf648766380b28b63efd1050dee940" -uuid = "7d188eb4-7ad8-530c-ae41-71a32a6d4692" -version = "0.1.1" - -[[JuMP]] -deps = ["Calculus", "DataStructures", "ForwardDiff", "LinearAlgebra", "MathOptInterface", "NaNMath", "Random", "SparseArrays", "Statistics"] -git-tree-sha1 = "a37fdb14ee3a04b4df44c20a73da89c57035bdf2" -uuid = "4076af6c-e467-56ae-b986-b466b2749572" -version = "0.19.2" - -[[JuliaInterpreter]] -deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"] -git-tree-sha1 = "fd92b23285fb16884bbe54d4516615c6bf550adb" -uuid = "aa1ae85d-cabe-5617-a682-6adf51b2e16a" -version = "0.6.1" - -[[Juno]] -deps = ["Base64", "Logging", "Media", "Profile", "Test"] -git-tree-sha1 = "30d94657a422d09cb97b6f86f04f750fa9c50df8" -uuid = "e5e0dc1b-0480-54bc-9374-aad01c23163d" -version = "0.7.2" - -[[KernelDensity]] -deps = ["Distributions", "FFTW", "Interpolations", "Optim", "StatsBase", "Test"] -git-tree-sha1 = "c1048817fe5711f699abc8fabd47b1ac6ba4db04" -uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b" -version = "0.5.1" - -[[LaTeXStrings]] -deps = ["Compat"] -git-tree-sha1 = "7ab9b8788cfab2bdde22adf9004bda7ad9954b6c" -uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f" -version = "1.0.3" - -[[Latexify]] -deps = ["InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "Printf", "Requires", "Test"] -git-tree-sha1 = "5ea2cc735d06ef3abbac12dcc8403cf1f4999bf7" -uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316" -version = "0.8.2" - -[[LazyArrays]] -deps = ["FillArrays", "LinearAlgebra", "MacroTools", "StaticArrays", "Test"] -git-tree-sha1 = "5eec856c454496abe8f4504227fcc187205a502a" -uuid = "5078a376-72f3-5289-bfd5-ec5146d43c02" -version = "0.9.0" - -[[LeastSquaresOptim]] -deps = ["DiffEqDiffTools", "ForwardDiff", "LinearAlgebra", "Optim", "Printf", "SparseArrays", "Statistics", "SuiteSparse"] -git-tree-sha1 = "e4072911c204e8906e0e4cfa669b087049a0fffe" -uuid = "0fc2ff8b-aaa3-5acd-a817-1944a5e08891" -version = "0.7.2" - -[[LibGit2]] -uuid = "76f85450-5226-5b5a-8eaa-529ad045b433" - -[[Libdl]] -uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb" - -[[LightGraphs]] -deps = ["ArnoldiMethod", "Base64", "DataStructures", "DelimitedFiles", "Distributed", "Inflate", "LinearAlgebra", "Markdown", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics", "Test"] -git-tree-sha1 = "c7222c370d5cf6d4e08ae40bddd8c0db6852dfb1" -uuid = "093fc24a-ae57-5d10-9952-331d41423f4d" -version = "1.2.0" - -[[LineSearches]] -deps = ["LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "Printf", "Test"] -git-tree-sha1 = "54eb90e8dbe745d617c78dee1d6ae95c7f6f5779" -uuid = "d3d80556-e9d4-5f37-9878-2ab0fcc64255" -version = "7.0.1" - -[[LinearAlgebra]] -deps = ["Libdl"] -uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" - -[[Logging]] -uuid = "56ddb016-857b-54e1-b83d-db4d58db5568" - -[[LoweredCodeUtils]] -deps = ["JuliaInterpreter"] -git-tree-sha1 = "45af0ce564939cbc9b88374f91e3339c0430fdff" -uuid = "6f1432cf-f94c-5a45-995e-cdbf5db27b0b" -version = "0.3.7" - -[[MacroTools]] -deps = ["CSTParser", "Compat", "DataStructures", "Test", "Tokenize"] -git-tree-sha1 = "d6e9dedb8c92c3465575442da456aec15a89ff76" -uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09" -version = "0.5.1" - -[[Markdown]] -deps = ["Base64"] -uuid = "d6f4376e-aef5-505a-96c1-9c027394607a" - -[[MathOptInterface]] -deps = ["Compat", "Unicode"] -git-tree-sha1 = "5d3de69c9220610d0336ab45d3eb8b6ac7a7c807" -uuid = "b8f27783-ece8-5eb3-8dc8-9495eed66fee" -version = "0.8.4" - -[[MathProgBase]] -deps = ["Compat"] -git-tree-sha1 = "3bf2e534e635df810e5f4b4f1a8b6de9004a0d53" -uuid = "fdba3010-5040-5b88-9595-932c9decdf73" -version = "0.7.7" - -[[MatrixFactorizations]] -deps = ["LinearAlgebra", "Random", "Test"] -git-tree-sha1 = "95ed2db8197ef7eadce558dff0e9595169672aee" -uuid = "a3b82374-2e81-5b9e-98ce-41277c0e4c87" -version = "0.1.0" - -[[MbedTLS]] -deps = ["BinaryProvider", "Dates", "Distributed", "Libdl", "Random", "Sockets", "Test"] -git-tree-sha1 = "2d94286a9c2f52c63a16146bb86fd6cdfbf677c6" -uuid = "739be429-bea8-5141-9913-cc70e7f3736d" -version = "0.6.8" - -[[Measures]] -deps = ["Test"] -git-tree-sha1 = "ddfd6d13e330beacdde2c80de27c1c671945e7d9" -uuid = "442fdcdd-2543-5da2-b0f3-8c86c306513e" -version = "0.3.0" - -[[Media]] -deps = ["MacroTools", "Test"] -git-tree-sha1 = "75a54abd10709c01f1b86b84ec225d26e840ed58" -uuid = "e89f7d12-3494-54d1-8411-f7d8b9ae1f27" -version = "0.5.0" - -[[MemPool]] -deps = ["DataStructures", "Distributed", "Mmap", "Random", "Serialization", "Sockets", "Test"] -git-tree-sha1 = "d52799152697059353a8eac1000d32ba8d92aa25" -uuid = "f9f48841-c794-520a-933b-121f7ba6ed94" -version = "0.2.0" - -[[Missings]] -deps = ["SparseArrays", "Test"] -git-tree-sha1 = "f0719736664b4358aa9ec173077d4285775f8007" -uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28" -version = "0.4.1" - -[[Mmap]] -uuid = "a63ad114-7e13-5084-954f-fe012c677804" - -[[Mocking]] -git-tree-sha1 = "7f42a32a8cef08f45d43c35663e73bd4e3b35f6d" -uuid = "78c3b35d-d492-501b-9361-3d52fe80e533" -version = "0.6.0" - -[[MuladdMacro]] -deps = ["MacroTools", "Test"] -git-tree-sha1 = "41e6e7c4b448afeaddaac7f496b414854f83b848" -uuid = "46d2c3a1-f734-5fdb-9937-b9b9aeba4221" -version = "0.2.1" - -[[MultiScaleArrays]] -deps = ["DiffEqBase", "RecursiveArrayTools", "Statistics", "StochasticDiffEq", "TreeViews"] -git-tree-sha1 = "cf6bc444a74ddcb781b04d0be8988bbff83c91df" -uuid = "f9640e96-87f6-5992-9c3b-0743c6a49ffa" -version = "1.5.0" - -[[Mustache]] -deps = ["Printf", "Tables"] -git-tree-sha1 = "d27b8b8b99c052ea1fdd40c678bfb2dfaec4e96e" -uuid = "ffc61752-8dc7-55ee-8c37-f3e9cdd09e70" -version = "0.5.12" - -[[NLSolversBase]] -deps = ["Calculus", "DiffEqDiffTools", "DiffResults", "Distributed", "ForwardDiff"] -git-tree-sha1 = "1c4b1d76f731dee88a0f494c59c750f3fd7d9ddd" -uuid = "d41bc354-129a-5804-8e4c-c37616107c6c" -version = "7.4.0" - -[[NLopt]] -deps = ["BinaryProvider", "CMakeWrapper", "Libdl", "MathProgBase", "Test"] -git-tree-sha1 = "b46237debcacd4fed7bbeb31200667a75b90384f" -uuid = "76087f3c-5699-56af-9a33-bf431cd00edd" -version = "0.5.1" - -[[NLsolve]] -deps = ["DiffEqDiffTools", "Distances", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "Printf", "Random", "Reexport", "SparseArrays", "Test"] -git-tree-sha1 = "413e54f04a4cbe9804089794eec6b06b2a43bc47" -uuid = "2774e3e8-f4cf-5e23-947b-6d7e65073b56" -version = "4.0.0" - -[[NNlib]] -deps = ["Libdl", "LinearAlgebra", "Requires", "Statistics", "TimerOutputs"] -git-tree-sha1 = "0c667371391fc6bb31f7f12f96a56a17098b3de8" -uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd" -version = "0.6.0" - -[[NaNMath]] -deps = ["Compat"] -git-tree-sha1 = "ce3b85e484a5d4c71dd5316215069311135fa9f2" -uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3" -version = "0.3.2" - -[[NearestNeighbors]] -deps = ["Distances", "LinearAlgebra", "Mmap", "StaticArrays", "Test"] -git-tree-sha1 = "f47c5d97cf9a8caefa47e9fa9d99d8fda1a65154" -uuid = "b8a86587-4115-5ab1-83bc-aa920d37bbce" -version = "0.4.3" - -[[NodeJS]] -deps = ["Test"] -git-tree-sha1 = "74b1bd25ec1709609462c1ab4b383dd463c57df9" -uuid = "2bd173c7-0d6d-553b-b6af-13a54713934c" -version = "0.6.0" - -[[Nullables]] -deps = ["Compat"] -git-tree-sha1 = "ae1a63457e14554df2159b0b028f48536125092d" -uuid = "4d1e1d77-625e-5b40-9113-a560ec7a8ecd" -version = "0.0.8" - -[[Observables]] -deps = ["Test"] -git-tree-sha1 = "dc02cec22747d1d10d9f70d8a1c03432b5bfbcd0" -uuid = "510215fc-4207-5dde-b226-833fc4488ee2" -version = "0.2.3" - -[[OffsetArrays]] -git-tree-sha1 = "1af2f79c7eaac3e019a0de41ef63335ff26a0a57" -uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881" -version = "0.11.1" - -[[Optim]] -deps = ["Calculus", "DiffEqDiffTools", "FillArrays", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "PositiveFactorizations", "Printf", "Random", "SparseArrays", "StatsBase"] -git-tree-sha1 = "05efd63b639afdd3425909cd3af73fe9c1373cf3" -uuid = "429524aa-4258-5aef-a3af-852621145aeb" -version = "0.19.1" - -[[OrderedCollections]] -deps = ["Random", "Serialization", "Test"] -git-tree-sha1 = "c4c13474d23c60d20a67b217f1d7f22a40edf8f1" -uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d" -version = "1.1.0" - -[[OrdinaryDiffEq]] -deps = ["ArrayInterface", "DataStructures", "DiffEqBase", "DiffEqDiffTools", "ExponentialUtilities", "ForwardDiff", "GenericSVD", "LinearAlgebra", "Logging", "MuladdMacro", "NLsolve", "Parameters", "RecursiveArrayTools", "Reexport", "SparseArrays", "SparseDiffTools", "StaticArrays"] -git-tree-sha1 = "b8cfde69ffb5f0638f13beaee4a85aeda6e1637e" -uuid = "1dea7af3-3e70-54e6-95c3-0bf5283fa5ed" -version = "5.14.0" - -[[PDMats]] -deps = ["Arpack", "LinearAlgebra", "SparseArrays", "SuiteSparse", "Test"] -git-tree-sha1 = "9d6a9b3e19634612fb1edcafc4b1d75242b24bde" -uuid = "90014a1f-27ba-587c-ab20-58faa44d9150" -version = "0.9.9" - -[[Parameters]] -deps = ["Markdown", "OrderedCollections", "REPL", "Test"] -git-tree-sha1 = "70bdbfb2bceabb15345c0b54be4544813b3444e4" -uuid = "d96e819e-fc66-5662-9728-84c9c7592b0a" -version = "0.10.3" - -[[Parquet]] -deps = ["CodecZlib", "MemPool", "ProtoBuf", "Snappy", "Thrift"] -git-tree-sha1 = "1d4535df2be334e15248a5dbc9ae4f182787b848" -uuid = "626c502c-15b0-58ad-a749-f091afb673ae" -version = "0.3.0" - -[[ParquetFiles]] -deps = ["DataValues", "FileIO", "IterableTables", "IteratorInterfaceExtensions", "Parquet", "TableShowUtils", "TableTraits", "Test"] -git-tree-sha1 = "7b4414214f41e2ae7844ea827bfd4ec7ae71e749" -uuid = "46a55296-af5a-53b0-aaa0-97023b66127f" -version = "0.2.0" - -[[Parsers]] -deps = ["Dates", "Test"] -git-tree-sha1 = "db2b35dedab3c0e46dc15996d170af07a5ab91c9" -uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" -version = "0.3.6" - -[[Pkg]] -deps = ["Dates", "LibGit2", "Markdown", "Printf", "REPL", "Random", "SHA", "UUIDs"] -uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" - -[[PkgTemplates]] -deps = ["Dates", "InteractiveUtils", "LibGit2", "Mustache", "Pkg", "REPL", "URIParser"] -git-tree-sha1 = "6ca86961eeef6028300f22db6d0b3c53aba7fddc" -uuid = "14b8a8f1-9102-5b29-a752-f990bacb7fe1" -version = "0.6.1" - -[[PlotThemes]] -deps = ["PlotUtils", "Requires", "Test"] -git-tree-sha1 = "f3afd2d58e1f6ac9be2cea46e4a9083ccc1d990b" -uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a" -version = "0.3.0" - -[[PlotUtils]] -deps = ["Colors", "Dates", "Printf", "Random", "Reexport", "Test"] -git-tree-sha1 = "8e87bbb778c26f575fbe47fd7a49c7b5ca37c0c6" -uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043" -version = "0.5.8" - -[[Plots]] -deps = ["Base64", "Contour", "Dates", "FixedPointNumbers", "GR", "GeometryTypes", "JSON", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Printf", "REPL", "Random", "RecipesBase", "Reexport", "Requires", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs"] -git-tree-sha1 = "a9c011a7176a9010dda4853373e8d89a83f9d69d" -uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" -version = "0.25.3" - -[[PoissonRandom]] -deps = ["Random", "Statistics", "Test"] -git-tree-sha1 = "44d018211a56626288b5d3f8c6497d28c26dc850" -uuid = "e409e4f3-bfea-5376-8464-e040bb5c01ab" -version = "0.4.0" - -[[Polynomials]] -deps = ["LinearAlgebra", "SparseArrays", "Test"] -git-tree-sha1 = "62142bd65d3f8aeb2226ec64dd8493349147df94" -uuid = "f27b6e38-b328-58d1-80ce-0feddd5e7a45" -version = "0.5.2" - -[[PooledArrays]] -git-tree-sha1 = "6e8c38927cb6e9ae144f7277c753714861b27d14" -uuid = "2dfb63ee-cc39-5dd5-95bd-886bf059d720" -version = "0.5.2" - -[[PositiveFactorizations]] -deps = ["LinearAlgebra", "Test"] -git-tree-sha1 = "957c3dd7c33895469760ce873082fbb6b3620641" -uuid = "85a6dd25-e78a-55b7-8502-1745935b8125" -version = "0.2.2" - -[[Primes]] -deps = ["Test"] -git-tree-sha1 = "ff1a2323cb468ec5f201838fcbe3c232266b1f95" -uuid = "27ebfcd6-29c5-5fa9-bf4b-fb8fc14df3ae" -version = "0.4.0" - -[[Printf]] -deps = ["Unicode"] -uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7" - -[[Profile]] -deps = ["Printf"] -uuid = "9abbd945-dff8-562f-b5e8-e1ebf5ef1b79" - -[[ProgressMeter]] -deps = ["Distributed", "Printf"] -git-tree-sha1 = "0f08e0e74e5b160ca20d3962a2620038b75881c7" -uuid = "92933f4c-e287-5a05-a399-4b506db050ca" -version = "1.0.0" - -[[ProtoBuf]] -deps = ["Random", "Serialization", "Sockets", "Test"] -git-tree-sha1 = "cc57b8d2d37f51f9bdfb440ba933c75764e6e171" -uuid = "3349acd9-ac6a-5e09-bcdb-63829b23a429" -version = "0.7.0" - -[[PyCall]] -deps = ["Conda", "Dates", "Libdl", "LinearAlgebra", "MacroTools", "Pkg", "Serialization", "Statistics", "Test", "VersionParsing"] -git-tree-sha1 = "6e5bac1b1faf3575731a6a5b76f638f2389561d3" -uuid = "438e738f-606a-5dbb-bf0a-cddfbfd45ab0" -version = "1.91.2" - -[[QuadGK]] -deps = ["DataStructures", "LinearAlgebra"] -git-tree-sha1 = "438630b843c210b375b2a246329200c113acc61b" -uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc" -version = "2.1.0" - -[[Quadmath]] -deps = ["Random", "Requires"] -git-tree-sha1 = "0d177ab3217bd6347d01bdf56e5da0571222d7f3" -uuid = "be4d8f0f-7fa4-5f49-b795-2f01399ab2dd" -version = "0.5.0" - -[[QuantEcon]] -deps = ["DSP", "DataStructures", "Distributions", "FFTW", "LightGraphs", "LinearAlgebra", "Markdown", "NLopt", "Optim", "Pkg", "Primes", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "Test"] -git-tree-sha1 = "63f16ae8a4c67adc6fe30b0aaf654686e174f25a" -uuid = "fcd29c91-0bd7-5a09-975d-7ac3f643a60c" -version = "0.16.1" - -[[Query]] -deps = ["DataValues", "IterableTables", "MacroTools", "QueryOperators", "Statistics"] -git-tree-sha1 = "59a53d92d25ced5d8a414a9b0bd3d9db42e68791" -uuid = "1a8c2f83-1ff3-5112-b086-8aa67b057ba1" -version = "0.12.0" - -[[QueryOperators]] -deps = ["DataStructures", "DataValues", "IteratorInterfaceExtensions", "TableShowUtils"] -git-tree-sha1 = "407859870969b7a01476a4b4f5174347680f9853" -uuid = "2aef5ad7-51ca-5a8f-8e88-e75cf067b44b" -version = "0.9.0" - -[[QueryTables]] -deps = ["DataValues", "TableShowUtils", "TableTraitsUtils"] -git-tree-sha1 = "1e9def96f2da69ac868a4c220b8cfa09e239dae3" -uuid = "30ad73d7-305e-5999-88c2-a7d9e8945169" -version = "0.1.0" - -[[Queryverse]] -deps = ["CSVFiles", "DataFrames", "DataValues", "DataVoyager", "ExcelFiles", "FeatherFiles", "FileIO", "IterableTables", "ParquetFiles", "Query", "QueryTables", "Reexport", "StatFiles", "Test", "VegaLite"] -git-tree-sha1 = "74943f22375be0f83ebb5e189b58a666b7086abc" -uuid = "612083be-0b0f-5412-89c1-4e7c75506a58" -version = "0.3.1" - -[[RData]] -deps = ["CategoricalArrays", "CodecZlib", "DataFrames", "Dates", "FileIO", "TimeZones"] -git-tree-sha1 = "3b0fc2f7df61b8890502851281c1eb0d2407d6ac" -uuid = "df47a6cb-8c03-5eed-afd8-b6050d6c41da" -version = "0.6.2" - -[[RDatasets]] -deps = ["CSV", "CodecZlib", "DataFrames", "FileIO", "Printf", "RData", "Reexport"] -git-tree-sha1 = "93fb13f4fdca19a721f6d65303ff062848558aa8" -uuid = "ce6b1742-4840-55fa-b093-852dadbb1d8b" -version = "0.6.3" - -[[REPL]] -deps = ["InteractiveUtils", "Markdown", "Sockets"] -uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" - -[[Random]] -deps = ["Serialization"] -uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" - -[[RandomNumbers]] -deps = ["Random", "Requires"] -git-tree-sha1 = "1417be19c15706c1584d01e32662eb640a4cc908" -uuid = "e6cf234a-135c-5ec9-84dd-332b85af5143" -version = "1.3.0" - -[[Ratios]] -deps = ["Compat"] -git-tree-sha1 = "cdbbe0f350581296f3a2e3e7a91b214121934407" -uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439" -version = "0.3.1" - -[[ReadStat]] -deps = ["BinaryProvider", "DataValues", "Dates", "Libdl", "StringEncodings", "Test"] -git-tree-sha1 = "182df6a9c0dd0f78ee4ab51a16259deda26cd850" -uuid = "d71aba96-b539-5138-91ee-935c3ee1374c" -version = "0.4.1" - -[[RecipesBase]] -deps = ["Random", "Test"] -git-tree-sha1 = "0b3cb370ee4dc00f47f1193101600949f3dcf884" -uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01" -version = "0.6.0" - -[[RecursiveArrayTools]] -deps = ["ArrayInterface", "RecipesBase", "Requires", "StaticArrays", "Statistics"] -git-tree-sha1 = "ca98c030a187586521fb72d396e14482365ef77f" -uuid = "731186ca-8d62-57ce-b412-fbd966d074cd" -version = "1.0.2" - -[[RecursiveFactorization]] -deps = ["LinearAlgebra"] -git-tree-sha1 = "6761a5d1f9646affb2a369ff932841fff77934a3" -uuid = "f2c3362d-daeb-58d1-803e-2bc74f2840b4" -version = "0.1.0" - -[[Reexport]] -deps = ["Pkg"] -git-tree-sha1 = "7b1d07f411bc8ddb7977ec7f377b97b158514fe0" -uuid = "189a3867-3050-52da-a836-e630ba90ab69" -version = "0.2.0" - -[[RegressionTables]] -deps = ["Compat", "Distributions", "FixedEffectModels", "Formatting", "GLM", "Statistics", "StatsBase", "StatsModels", "Test"] -git-tree-sha1 = "fff0a478a2ff969375edaeefea71e7ad6b18cf95" -uuid = "d519eb52-b820-54da-95a6-98e1306fdade" -version = "0.2.0" - -[[Requires]] -deps = ["Test"] -git-tree-sha1 = "f6fbf4ba64d295e146e49e021207993b6b48c7d1" -uuid = "ae029012-a4dd-5104-9daa-d747884805df" -version = "0.5.2" - -[[ResettableStacks]] -deps = ["Random", "StaticArrays", "Test"] -git-tree-sha1 = "8b4f6cf3c97530e1ba7177ad3bc2b134373da851" -uuid = "ae5879a3-cd67-5da8-be7f-38c6eb64a37b" -version = "0.6.0" - -[[Revise]] -deps = ["CodeTracking", "Distributed", "FileWatching", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "Pkg", "REPL", "UUIDs", "Unicode"] -git-tree-sha1 = "09cbf077a36bf58e7d5d2b026bb2af8c92931993" -uuid = "295af30f-e4ad-537b-8983-00126c2a3abe" -version = "2.1.6" - -[[Rmath]] -deps = ["BinaryProvider", "Libdl", "Random", "Statistics", "Test"] -git-tree-sha1 = "9a6c758cdf73036c3239b0afbea790def1dabff9" -uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa" -version = "0.5.0" - -[[Roots]] -deps = ["Printf", "Statistics", "Test"] -git-tree-sha1 = "7228278e31d6d0e22a1ae0b41ea9a0df2859f33d" -uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665" -version = "0.8.1" - -[[SHA]] -uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce" - -[[Serialization]] -uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b" - -[[SharedArrays]] -deps = ["Distributed", "Mmap", "Random", "Serialization"] -uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383" - -[[Showoff]] -deps = ["Dates"] -git-tree-sha1 = "e032c9df551fb23c9f98ae1064de074111b7bc39" -uuid = "992d4aef-0814-514b-bc4d-f2e9a6c4116f" -version = "0.3.1" - -[[SimpleTraits]] -deps = ["InteractiveUtils", "MacroTools"] -git-tree-sha1 = "05bbf4484b975782e5e54bb0750f21f7f2f66171" -uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d" -version = "0.9.0" - -[[Snappy]] -deps = ["BinaryProvider", "Libdl", "Random", "Test"] -git-tree-sha1 = "25620a91907972a05863941d6028791c2613888e" -uuid = "59d4ed8c-697a-5b28-a4c7-fe95c22820f9" -version = "0.3.0" - -[[Sockets]] -uuid = "6462fe0b-24de-5631-8697-dd941f90decc" - -[[SortingAlgorithms]] -deps = ["DataStructures", "Random", "Test"] -git-tree-sha1 = "03f5898c9959f8115e30bc7226ada7d0df554ddd" -uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c" -version = "0.3.1" - -[[SparseArrays]] -deps = ["LinearAlgebra", "Random"] -uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" - -[[SparseDiffTools]] -deps = ["Adapt", "ArrayInterface", "BandedMatrices", "BlockBandedMatrices", "DiffEqDiffTools", "ForwardDiff", "LightGraphs", "LinearAlgebra", "Requires", "SparseArrays", "VertexSafeGraphs"] -git-tree-sha1 = "1b36284808f5971e73c43978e12842bedb31c293" -uuid = "47a9eef4-7e08-11e9-0b38-333d64bd3804" -version = "0.8.0" - -[[SpecialFunctions]] -deps = ["BinDeps", "BinaryProvider", "Libdl", "Test"] -git-tree-sha1 = "0b45dc2e45ed77f445617b99ff2adf0f5b0f23ea" -uuid = "276daf66-3868-5448-9aa4-cd146d93841b" -version = "0.7.2" - -[[StatFiles]] -deps = ["DataValues", "FileIO", "IterableTables", "IteratorInterfaceExtensions", "ReadStat", "TableShowUtils", "TableTraits", "TableTraitsUtils", "Test"] -git-tree-sha1 = "28466ea10caec61c476a262172319d2edf248187" -uuid = "1463e38c-9381-5320-bcd4-4134955f093a" -version = "0.8.0" - -[[StaticArrays]] -deps = ["LinearAlgebra", "Random", "Statistics"] -git-tree-sha1 = "db23bbf50064c582b6f2b9b043c8e7e98ea8c0c6" -uuid = "90137ffa-7385-5640-81b9-e52037218182" -version = "0.11.0" - -[[Statistics]] -deps = ["LinearAlgebra", "SparseArrays"] -uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" - -[[StatsBase]] -deps = ["DataStructures", "LinearAlgebra", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics"] -git-tree-sha1 = "2b6ca97be7ddfad5d9f16a13fe277d29f3d11c23" -uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" -version = "0.31.0" - -[[StatsFuns]] -deps = ["Rmath", "SpecialFunctions", "Test"] -git-tree-sha1 = "b3a4e86aa13c732b8a8c0ba0c3d3264f55e6bb3e" -uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c" -version = "0.8.0" - -[[StatsModels]] -deps = ["Compat", "DataFrames", "StatsBase", "Test"] -git-tree-sha1 = "b5a735dcd2be05f0af86709750d4d5f62ca4a25d" -uuid = "3eaba693-59b7-5ba5-a881-562e759f1c8d" -version = "0.5.0" - -[[StatsPlots]] -deps = ["Clustering", "DataStructures", "DataValues", "Distributions", "KernelDensity", "Observables", "Plots", "RecipesBase", "Reexport", "StatsBase", "Tables", "Widgets"] -git-tree-sha1 = "5c4a479eedbaf338be5a4352bac9b06efc182396" -uuid = "f3b207a7-027a-5e70-b257-86293d7955fd" -version = "0.11.0" - -[[SteadyStateDiffEq]] -deps = ["DiffEqBase", "DiffEqCallbacks", "LinearAlgebra", "NLsolve", "Reexport"] -git-tree-sha1 = "9a2de84a1618e1702dbb95ebdbb84dbf7f24d1ab" -uuid = "9672c7b4-1e72-59bd-8a11-6ac3964bc41f" -version = "1.5.0" - -[[StochasticDiffEq]] -deps = ["ArrayInterface", "DataStructures", "DiffEqBase", "DiffEqDiffTools", "DiffEqNoiseProcess", "FillArrays", "ForwardDiff", "LinearAlgebra", "Logging", "MuladdMacro", "NLsolve", "Parameters", "Random", "RandomNumbers", "RecursiveArrayTools", "Reexport", "SparseArrays", "SparseDiffTools", "StaticArrays"] -git-tree-sha1 = "e288a36e42eb122b070de59190a0632065b19ebe" -uuid = "789caeaf-c7a9-5a7d-9973-96adeb23e2a0" -version = "6.8.0" - -[[StringEncodings]] -deps = ["BinaryProvider", "Libdl", "Test"] -git-tree-sha1 = "558e2aa14f061ee6a8b49f55241a74f69b84a196" -uuid = "69024149-9ee7-55f6-a4c4-859efe599b68" -version = "0.3.1" - -[[SuiteSparse]] -deps = ["Libdl", "LinearAlgebra", "SparseArrays"] -uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9" - -[[Sundials]] -deps = ["BinaryProvider", "DataStructures", "DiffEqBase", "Libdl", "LinearAlgebra", "Logging", "Reexport", "SparseArrays", "SuiteSparse"] -git-tree-sha1 = "9af4eb72683f0dafe84c6a5bd31aea1ebca4d46c" -uuid = "c3572dad-4567-51f8-b174-8c6c989267f4" -version = "3.6.1" - -[[Suppressor]] -deps = ["Compat"] -git-tree-sha1 = "a39342763981e766a72938b59032dc02a2d74da5" -uuid = "fd094767-a336-5f1f-9728-57cf17d0bbfb" -version = "0.1.1" - -[[TableShowUtils]] -deps = ["DataValues", "Dates", "JSON", "Markdown", "Test"] -git-tree-sha1 = "14c54e1e96431fb87f0d2f5983f090f1b9d06457" -uuid = "5e66a065-1f0a-5976-b372-e0b8c017ca10" -version = "0.2.5" - -[[TableTraits]] -deps = ["IteratorInterfaceExtensions"] -git-tree-sha1 = "b1ad568ba658d8cbb3b892ed5380a6f3e781a81e" -uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c" -version = "1.0.0" - -[[TableTraitsUtils]] -deps = ["DataValues", "IteratorInterfaceExtensions", "Missings", "TableTraits"] -git-tree-sha1 = "fbc53f586630fa2a72190f7a792ba4106fd0776a" -uuid = "382cd787-c1b6-5bf2-a167-d5b971a19bda" -version = "1.0.0" - -[[Tables]] -deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "TableTraits", "Test"] -git-tree-sha1 = "aaed7b3b00248ff6a794375ad6adf30f30ca5591" -uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" -version = "0.2.11" - -[[Test]] -deps = ["Distributed", "InteractiveUtils", "Logging", "Random"] -uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" - -[[TextParse]] -deps = ["CodecZlib", "DataStructures", "Dates", "DoubleFloats", "Mmap", "Nullables", "PooledArrays", "WeakRefStrings"] -git-tree-sha1 = "26b43d6746b52cca13c4cdef90f89652273b413e" -uuid = "e0df1984-e451-5cb5-8b61-797a481e67e3" -version = "0.9.1" - -[[Thrift]] -deps = ["BinaryProvider", "Distributed", "Libdl", "Logging", "Sockets", "Test"] -git-tree-sha1 = "d12121e266b1deb7149ec6ef91aeda521e271446" -uuid = "8d9c9c80-f77e-5080-9541-c6f69d204e22" -version = "0.6.0" - -[[TimeZones]] -deps = ["Dates", "EzXML", "Mocking", "Printf", "Serialization", "Unicode"] -git-tree-sha1 = "0271dc890dd1447da1568510937bd5b3a6b51b58" -uuid = "f269a46b-ccf7-5d73-abea-4c690281aa53" -version = "0.9.2" - -[[TimerOutputs]] -deps = ["Crayons", "Printf", "Test", "Unicode"] -git-tree-sha1 = "b80671c06f8f8bae08c55d67b5ce292c5ae2660c" -uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f" -version = "0.5.0" - -[[Tokenize]] -git-tree-sha1 = "dfcdbbfb2d0370716c815cbd6f8a364efb6f42cf" -uuid = "0796e94c-ce3b-5d07-9a54-7f471281c624" -version = "0.5.6" - -[[Traceur]] -deps = ["Cassette", "InteractiveUtils", "Logging", "MacroTools", "Test"] -git-tree-sha1 = "c007db8fbec24668a7cdf4a878202abb648d568f" -uuid = "37b6cedf-1f77-55f8-9503-c64b63398394" -version = "0.3.0" - -[[Tracker]] -deps = ["Adapt", "DiffRules", "ForwardDiff", "LinearAlgebra", "MacroTools", "NNlib", "NaNMath", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics", "Test"] -git-tree-sha1 = "1aa443d3b4bfa91a8aec32f169a479cb87309910" -uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c" -version = "0.2.3" - -[[TranscodingStreams]] -deps = ["Random", "Test"] -git-tree-sha1 = "7c53c35547de1c5b9d46a4797cf6d8253807108c" -uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" -version = "0.9.5" - -[[TreeViews]] -deps = ["Test"] -git-tree-sha1 = "8d0d7a3fe2f30d6a7f833a5f19f7c7a5b396eae6" -uuid = "a2a6695c-b41b-5b7d-aed9-dbfdeacea5d7" -version = "0.3.0" - -[[URIParser]] -deps = ["Test", "Unicode"] -git-tree-sha1 = "6ddf8244220dfda2f17539fa8c9de20d6c575b69" -uuid = "30578b45-9adc-5946-b283-645ec420af67" -version = "0.4.0" - -[[UUIDs]] -deps = ["Random", "SHA"] -uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" - -[[Unicode]] -uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5" - -[[VegaDatasets]] -deps = ["DataStructures", "DataValues", "FilePaths", "IterableTables", "IteratorInterfaceExtensions", "JSON", "TableShowUtils", "TableTraits", "TableTraitsUtils", "Test", "TextParse"] -git-tree-sha1 = "894794f267e13d4d440a3720e11ba212d5d28f47" -uuid = "0ae4a718-28b7-58ec-9efb-cded64d6d5b4" -version = "0.5.0" - -[[VegaLite]] -deps = ["DataValues", "Dates", "FileIO", "FilePaths", "IterableTables", "IteratorInterfaceExtensions", "JSON", "JSONSchema", "MacroTools", "NodeJS", "REPL", "Random", "TableTraits", "URIParser"] -git-tree-sha1 = "0f27d73647e61e039d43d6087d1eee4c5171dafa" -uuid = "112f6efa-9a02-5b7d-90c0-432ed331239a" -version = "0.7.0" - -[[VersionParsing]] -deps = ["Compat"] -git-tree-sha1 = "c9d5aa108588b978bd859554660c8a5c4f2f7669" -uuid = "81def892-9a0e-5fdd-b105-ffc91e053289" -version = "1.1.3" - -[[VertexSafeGraphs]] -deps = ["LightGraphs"] -git-tree-sha1 = "08137053c117afb92f59497160ac2d12abec66d8" -uuid = "19fa3120-7c27-5ec5-8db8-b0b0aa330d6f" -version = "0.1.0" - -[[WeakRefStrings]] -deps = ["Random", "Test"] -git-tree-sha1 = "9a0bb82eede528debe631b642eeb48a631a69bc2" -uuid = "ea10d353-3f73-51f8-a26c-33c1cb351aa5" -version = "0.6.1" - -[[Widgets]] -deps = ["Colors", "Dates", "Observables", "OrderedCollections", "Test"] -git-tree-sha1 = "c53befc70c6b91eaa2a9888c2f6ac2d92720a81b" -uuid = "cc8bc4a8-27d6-5769-a93b-9d913e69aa62" -version = "0.6.1" - -[[WoodburyMatrices]] -deps = ["LinearAlgebra", "Random", "SparseArrays", "Test"] -git-tree-sha1 = "21772c33b447757ec7d3e61fcdfb9ea5c47eedcf" -uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6" -version = "0.4.1" - -[[XLSX]] -deps = ["Dates", "EzXML", "Printf", "ZipFile"] -git-tree-sha1 = "aee6ccfbf6fb85ef4c6ba2eaa67000113f9493ad" -uuid = "fdbf4ff8-1666-58a4-91e7-1b58723a45e0" -version = "0.5.4" - -[[ZipFile]] -deps = ["BinaryProvider", "Libdl", "Printf"] -git-tree-sha1 = "580ce62b6c14244916cc28ad54f8a2e2886f843d" -uuid = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea" -version = "0.8.3" diff --git a/getting_started_julia/Project.toml b/getting_started_julia/Project.toml deleted file mode 100644 index 02253df..0000000 --- a/getting_started_julia/Project.toml +++ /dev/null @@ -1,66 +0,0 @@ -name = "QuantEconLectureAllPackages" -authors = ["arnavs "] -version = "0.9.10" - -[deps] -BandedMatrices = "aae01518-5342-5314-be14-df237901396f" -BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf" -BlackBoxOptim = "a134a8b2-14d6-55f6-9291-3336d3ab0209" -CategoricalArrays = "324d7699-5711-5eae-9e2f-1d82baa6b597" -ColorTypes = "3da002f7-5984-5a60-b8a6-cbb66c0b333f" -Compat = "34da2185-b29b-5c13-b0c7-acf172513d20" -Conda = "8f4d0f93-b110-5947-807f-2305c1781a2d" -DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" -DataFramesMeta = "1313f7d8-7da2-5740-9ea0-a2ca25f37964" -DataVoyager = "5721bf48-af8e-5845-8445-c9e18126e773" -DiffEqCallbacks = "459566f4-90b8-5000-8ac3-15dfb0a30def" -DiffEqDiffTools = "01453d9d-ee7c-5054-8395-0335cb756afa" -DifferentialEquations = "0c46a032-eb83-5123-abaf-570d42b7fbaa" -Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f" -Expectations = "2fe49d83-0758-5602-8f54-1f90ad0d522b" -FastGaussQuadrature = "442a2c76-b920-505d-bb47-c5924d526838" -FillArrays = "1a297f60-69ca-5386-bcde-b61e274b549b" -FixedEffectModels = "9d5cd8c9-2029-5cab-9928-427838db53e3" -Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c" -ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210" -GLM = "38e38edf-8417-5370-95a0-9cbb8c7f171a" -GR = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71" -InstantiateFromURL = "43edad99-fa64-5e4f-9937-1c09a410b73f" -Interpolations = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59" -Ipopt = "b6b21f68-93f8-5de0-b562-5493be1d77c9" -JuMP = "4076af6c-e467-56ae-b986-b466b2749572" -KernelDensity = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b" -LaTeXStrings = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f" -Latexify = "23fbe1c1-3f47-55db-b15f-69d7ec21a316" -LazyArrays = "5078a376-72f3-5289-bfd5-ec5146d43c02" -LeastSquaresOptim = "0fc2ff8b-aaa3-5acd-a817-1944a5e08891" -LightGraphs = "093fc24a-ae57-5d10-9952-331d41423f4d" -LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" -NLopt = "76087f3c-5699-56af-9a33-bf431cd00edd" -NLsolve = "2774e3e8-f4cf-5e23-947b-6d7e65073b56" -Optim = "429524aa-4258-5aef-a3af-852621145aeb" -Parameters = "d96e819e-fc66-5662-9728-84c9c7592b0a" -PkgTemplates = "14b8a8f1-9102-5b29-a752-f990bacb7fe1" -Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" -Polynomials = "f27b6e38-b328-58d1-80ce-0feddd5e7a45" -ProgressMeter = "92933f4c-e287-5a05-a399-4b506db050ca" -QuadGK = "1fd47b50-473d-5c70-9696-f719f8f3bcdc" -QuantEcon = "fcd29c91-0bd7-5a09-975d-7ac3f643a60c" -Query = "1a8c2f83-1ff3-5112-b086-8aa67b057ba1" -Queryverse = "612083be-0b0f-5412-89c1-4e7c75506a58" -RDatasets = "ce6b1742-4840-55fa-b093-852dadbb1d8b" -Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" -RegressionTables = "d519eb52-b820-54da-95a6-98e1306fdade" -Revise = "295af30f-e4ad-537b-8983-00126c2a3abe" -Roots = "f2b01f46-fcfa-551c-844a-d8ac1e96c665" -SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" -StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" -Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" -StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" -StatsModels = "3eaba693-59b7-5ba5-a881-562e759f1c8d" -StatsPlots = "f3b207a7-027a-5e70-b257-86293d7955fd" -Sundials = "c3572dad-4567-51f8-b174-8c6c989267f4" -Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" -Traceur = "37b6cedf-1f77-55f8-9503-c64b63398394" -VegaDatasets = "0ae4a718-28b7-58ec-9efb-cded64d6d5b4" -VegaLite = "112f6efa-9a02-5b7d-90c0-432ed331239a" diff --git a/getting_started_julia/fundamental_types.ipynb b/getting_started_julia/fundamental_types.ipynb index 3e3e7f7..b421833 100644 --- a/getting_started_julia/fundamental_types.ipynb +++ b/getting_started_julia/fundamental_types.ipynb @@ -75,20 +75,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -121,50 +120,22 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Int64,1}:\n", - " 10\n", - " 20\n", - " 30" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = [10, 20, 30]" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Float64,1}:\n", - " 1.0\n", - " 2.0\n", - " 3.0" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = [1.0, 2.0, 3.0]" ] @@ -187,22 +158,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Array{Float64,1}" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "typeof(randn(100))" ] @@ -219,44 +179,22 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ndims(a)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(3,)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "size(a)" ] @@ -280,22 +218,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Array{Int64, 1} == Vector{Int64}\n", "Array{Int64, 2} == Matrix{Int64}" @@ -312,45 +239,22 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "[1, 2, 3] == [1; 2; 3] # both column vectors" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1×3 Array{Int64,2}:\n", - " 1 2 3" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "[1 2 3] # a row vector is 2-dimensional" ] @@ -400,25 +304,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Float64,1}:\n", - " 0.0\n", - " 0.0\n", - " 0.0" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "zeros(3)" ] @@ -432,24 +322,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 0.0 0.0\n", - " 0.0 0.0" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "zeros(2, 2)" ] @@ -463,24 +340,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 5.0 5.0\n", - " 5.0 5.0" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "fill(5.0, 2, 2)" ] @@ -494,24 +358,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 2.52193e-314 2.52193e-314\n", - " 2.52193e-314 2.54078e-314" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = Array{Float64}(undef, 2, 2)" ] @@ -529,24 +380,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Int64,2}:\n", - " 0 0\n", - " 0 0" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "fill(0, 2, 2) # fills with 0, not 0.0" ] @@ -560,24 +398,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Bool,2}:\n", - " false false\n", - " false false" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "fill(false, 2, 2) # produces a boolean matrix" ] @@ -599,25 +424,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Int64,1}:\n", - " 2\n", - " 2\n", - " 3" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = [1, 2, 3]\n", "y = x\n", @@ -636,25 +447,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Int64,1}:\n", - " 1\n", - " 2\n", - " 3" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = [1, 2, 3]\n", "y = copy(x)\n", @@ -671,25 +468,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Int64,1}:\n", - " 12884901894\n", - " 3\n", - " 0" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = [1, 2, 3]\n", "y = similar(x)\n", @@ -705,26 +488,11 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Int64,1}:\n", - " 0\n", - " 0\n", - " 0\n", - " 0" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = [1, 2, 3]\n", "y = similar(x, 4) # make a vector of length 4" @@ -739,24 +507,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Int64,2}:\n", - " 68719476747 0\n", - " 1 5087886560" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = [1, 2, 3]\n", "y = similar(x, 2, 2) # make a 2x2 matrix" @@ -773,26 +528,11 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Int64,1}:\n", - " 10\n", - " 20\n", - " 30\n", - " 40" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = [10, 20, 30, 40]" ] @@ -806,69 +546,33 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1×4 Array{Int64,2}:\n", - " 10 20 30 40" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = [10 20 30 40] # two dimensional, shape is 1 x n" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ndims(a)" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Int64,2}:\n", - " 10 20\n", - " 30 40" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = [10 20; 30 40] # 2 x 2" ] @@ -882,48 +586,22 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Int64,1}:\n", - " 10\n", - " 20\n", - " 30\n", - " 40" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = [10; 20; 30; 40]" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ndims(a)" ] @@ -937,48 +615,22 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4×1 Adjoint{Int64,Array{Int64,2}}:\n", - " 10\n", - " 20\n", - " 30\n", - " 40" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = [10 20 30 40]'" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ndims(a)" ] @@ -994,22 +646,11 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "30" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = [10 20 30 40]\n", "a[end-1]" @@ -1017,25 +658,11 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Int64,1}:\n", - " 10\n", - " 20\n", - " 30" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a[1:3]" ] @@ -1049,22 +676,11 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "-0.6653095741119862" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = randn(2, 2)\n", "a[1, 1]" @@ -1072,48 +688,22 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Float64,1}:\n", - " -0.6653095741119862\n", - " 0.2376340672932336" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a[1, :] # first row" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Float64,1}:\n", - " -0.6653095741119862\n", - " 0.7776749487136915" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a[:, 1] # first column" ] @@ -1127,72 +717,33 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " -1.7756 -0.620194 \n", - " 0.465871 -0.0623396" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = randn(2, 2)" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Bool,2}:\n", - " true false\n", - " false true" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b = [true false; false true]" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Float64,1}:\n", - " -1.7755958880760014 \n", - " -0.062339635141482615" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a[b]" ] @@ -1208,77 +759,33 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Float64,1}:\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = zeros(4)" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element view(::Array{Float64,1}, 2:4) with eltype Float64:\n", - " 42.0\n", - " 42.0\n", - " 42.0" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a[2:end] .= 42" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Float64,1}:\n", - " 0.0\n", - " 42.0\n", - " 42.0\n", - " 42.0" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a" ] @@ -1294,28 +801,11 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "b = [2, 4]\n", - "a = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1 4; 3 5]\n", - "b = [2, 4]\n" - ] - } - ], + "outputs": [], "source": [ "a = [1 2; 3 4]\n", "b = a[:, 2]\n", @@ -1334,21 +824,11 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "b = [2, 4]\n", - "a = [1 4; 3 5]\n", - "b = [4, 5]\n" - ] - } - ], + "outputs": [], "source": [ "a = [1 2; 3 4]\n", "@views b = a[:, 2]\n", @@ -1369,22 +849,11 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@views b = a[:, 2]\n", "view(a, :, 2) == b" @@ -1401,21 +870,11 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(b_slice) = Array{Int64,1}\n", - "typeof(a) = Array{Int64,2}\n", - "typeof(b) = SubArray{Int64,1,Array{Int64,2},Tuple{Base.Slice{Base.OneTo{Int64}},Int64},true}\n" - ] - } - ], + "outputs": [], "source": [ "a = [1 2; 3 4]\n", "b_slice = a[:, 2]\n", @@ -1436,22 +895,11 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Adjoint{Int64,Array{Int64,2}}" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = [1 2; 3 4]\n", "b = a' # transpose\n", @@ -1467,22 +915,11 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = [1 2; 3 4]\n", "b = a' # transpose\n", @@ -1504,24 +941,11 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Diagonal{Float64,Array{Float64,1}}:\n", - " 1.0 ⋅ \n", - " ⋅ 2.0" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "d = [1.0, 2.0]\n", "a = Diagonal(d)" @@ -1540,27 +964,11 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2a = [2.0 0.0; 0.0 4.0]\n", - "b * a = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.684485 0.378054; 0.435008 1.1783]\n" - ] - } - ], + "outputs": [], "source": [ "@show 2a\n", "b = rand(2,2)\n", @@ -1576,24 +984,11 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 0.0 2.0\n", - " 3.0 3.0" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b = [1.0 2.0; 3.0 4.0]\n", "b - Diagonal([1.0, 1.0]) # poor style, inefficient code" @@ -1608,24 +1003,11 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 0.0 2.0\n", - " 3.0 3.0" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b = [1.0 2.0; 3.0 4.0]\n", "b - I # good style, and note the lack of dimensions of I" @@ -1640,22 +1022,11 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "UniformScaling{Bool}" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "typeof(I)" ] @@ -1678,23 +1049,11 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1×3 Array{Int64,2}:\n", - " 1 2 3" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = [1 2 3]\n", "y = x # name `y` binds to whatever value `x` bound to" @@ -1709,19 +1068,11 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x, y, z) = ([1 2 3], [2 3 4], [2 3 4])\n" - ] - } - ], + "outputs": [], "source": [ "x = [1 2 3]\n", "y = x # name `y` binds to whatever `x` bound to\n", @@ -1741,19 +1092,11 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x, y, z) = ([2 3 4], [2 3 4], [2 3 4])\n" - ] - } - ], + "outputs": [], "source": [ "x = [1 2 3]\n", "y = x # name `y` binds to whatever `x` bound to\n", @@ -1775,24 +1118,11 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Int64,1}:\n", - " 5\n", - " 11" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function f(x)\n", " return [1 2; 3 4] * x # matrix * column vector\n", @@ -1811,24 +1141,11 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Int64,1}:\n", - " 5\n", - " 11" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function f(x)\n", " return [1 2; 3 4] * x # matrix * column vector\n", @@ -1856,24 +1173,11 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Int64,1}:\n", - " 4597608048\n", - " 5111227744" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function f(x)\n", " return [1 2; 3 4] * x # matrix * column vector\n", @@ -1907,22 +1211,11 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "y = [1 2]\n", "y .-= 2 # y .= y .- 2, no problem\n", @@ -1941,19 +1234,11 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "x = 2\n" - ] - } - ], + "outputs": [], "source": [ "x = 2\n", "\n", @@ -1974,30 +1259,11 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "f(xdynamic) = [2, 4]\n", - "f(xstatic) = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2, 4]\n", - "xdynamic = [1, 2]\n", - "g(xdynamic) = \"Success!\"\n", - "xdynamic = [2, 4]\n" - ] - } - ], + "outputs": [], "source": [ "using StaticArrays\n", "xdynamic = [1, 2]\n", @@ -2038,43 +1304,11 @@ }, { "cell_type": "code", - "execution_count": 61, - "metadata": { - "hide-output": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "length(a) = 3\n", - "sum(a) = 0\n", - "mean(a) = 0.0\n", - "std(a) = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1.0\n", - "var(a) = 1.0\n", - "maximum(a) = 1\n", - "minimum(a) = -1\n", - "extrema(a) = (-1, 1)\n" - ] - }, - { - "data": { - "text/plain": [ - "(-1, 1)" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": { + "hide-output": false + }, + "outputs": [], "source": [ "a = [-1, 0, 1]\n", "\n", @@ -2097,94 +1331,44 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Int64,1}:\n", - " 1\n", - " 0\n", - " -1" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b = sort(a, rev = true) # returns new array, original not modified" ] }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Int64,1}:\n", - " 1\n", - " 0\n", - " -1" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b = sort!(a, rev = true) # returns *modified original* array" ] }, { "cell_type": "code", - "execution_count": 64, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b == a # tests if have the same values" ] }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b === a # tests if arrays are identical (i.e share same memory)" ] @@ -2200,94 +1384,44 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1×2 Array{Float64,2}:\n", - " 1.0 1.0" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = ones(1, 2)" ] }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 1.0 1.0\n", - " 1.0 1.0" - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b = ones(2, 2)" ] }, { "cell_type": "code", - "execution_count": 68, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1×2 Array{Float64,2}:\n", - " 2.0 2.0" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a * b" ] }, { "cell_type": "code", - "execution_count": 69, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×1 Array{Float64,2}:\n", - " 2.0\n", - " 2.0" - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b * a'" ] @@ -2301,96 +1435,44 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Int64,2}:\n", - " 1 2\n", - " 2 3" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A = [1 2; 2 3]" ] }, { "cell_type": "code", - "execution_count": 71, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 1.0 1.0\n", - " 1.0 1.0" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "B = ones(2, 2)" ] }, { "cell_type": "code", - "execution_count": 72, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " -1.0 -1.0\n", - " 1.0 1.0" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A \\ B" ] }, { "cell_type": "code", - "execution_count": 73, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " -1.0 -1.0\n", - " 1.0 1.0" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "inv(A) * B" ] @@ -2410,23 +1492,11 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "ename": "MethodError", - "evalue": "MethodError: no method matching *(::Array{Float64,1}, ::Array{Float64,1})\nClosest candidates are:\n *(::Any, ::Any, !Matched::Any, !Matched::Any...) at operators.jl:502\n *(!Matched::Adjoint{#s623,#s622} where #s622<:Union{DenseArray{T<:Union{Complex{Float32}, Complex{Float64}, Float32, Float64},2}, ReinterpretArray{T<:Union{Complex{Float32}, Complex{Float64}, Float32, Float64},2,S,A} where S where A<:Union{SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray}, ReshapedArray{T<:Union{Complex{Float32}, Complex{Float64}, Float32, Float64},2,A,MI} where MI<:Tuple{Vararg{SignedMultiplicativeInverse{Int64},N} where N} where A<:Union{ReinterpretArray{T,N,S,A} where S where A<:Union{SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray} where N where T, SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray}, SubArray{T<:Union{Complex{Float32}, Complex{Float64}, Float32, Float64},2,A,I,L} where L where I<:Tuple{Vararg{Union{Int64, AbstractRange{Int64}, AbstractCartesianIndex},N} where N} where A<:Union{ReinterpretArray{T,N,S,A} where S where A<:Union{SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray} where N where T, ReshapedArray{T,N,A,MI} where MI<:Tuple{Vararg{SignedMultiplicativeInverse{Int64},N} where N} where A<:Union{ReinterpretArray{T,N,S,A} where S where A<:Union{SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray} where N where T, SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray} where N where T, DenseArray}} where #s623, ::Union{DenseArray{S,1}, ReinterpretArray{S,1,S,A} where S where A<:Union{SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray}, ReshapedArray{S,1,A,MI} where MI<:Tuple{Vararg{SignedMultiplicativeInverse{Int64},N} where N} where A<:Union{ReinterpretArray{T,N,S,A} where S where A<:Union{SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray} where N where T, SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray}, SubArray{S,1,A,I,L} where L where I<:Tuple{Vararg{Union{Int64, AbstractRange{Int64}, AbstractCartesianIndex},N} where N} where A<:Union{ReinterpretArray{T,N,S,A} where S where A<:Union{SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray} where N where T, ReshapedArray{T,N,A,MI} where MI<:Tuple{Vararg{SignedMultiplicativeInverse{Int64},N} where N} where A<:Union{ReinterpretArray{T,N,S,A} where S where A<:Union{SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray} where N where T, SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray} where N where T, DenseArray}}) where {T<:Union{Complex{Float32}, Complex{Float64}, Float32, Float64}, S} at /Applications/Julia-1.1.app/Contents/Resources/julia/share/julia/stdlib/v1.1/LinearAlgebra/src/matmul.jl:98\n *(!Matched::Adjoint{#s623,#s622} where #s622<:LinearAlgebra.AbstractTriangular where #s623, ::AbstractArray{T,1} where T) at /Applications/Julia-1.1.app/Contents/Resources/julia/share/julia/stdlib/v1.1/LinearAlgebra/src/triangular.jl:1805\n ...", - "output_type": "error", - "traceback": [ - "MethodError: no method matching *(::Array{Float64,1}, ::Array{Float64,1})\nClosest candidates are:\n *(::Any, ::Any, !Matched::Any, !Matched::Any...) at operators.jl:502\n *(!Matched::Adjoint{#s623,#s622} where #s622<:Union{DenseArray{T<:Union{Complex{Float32}, Complex{Float64}, Float32, Float64},2}, ReinterpretArray{T<:Union{Complex{Float32}, Complex{Float64}, Float32, Float64},2,S,A} where S where A<:Union{SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray}, ReshapedArray{T<:Union{Complex{Float32}, Complex{Float64}, Float32, Float64},2,A,MI} where MI<:Tuple{Vararg{SignedMultiplicativeInverse{Int64},N} where N} where A<:Union{ReinterpretArray{T,N,S,A} where S where A<:Union{SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray} where N where T, SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray}, SubArray{T<:Union{Complex{Float32}, Complex{Float64}, Float32, Float64},2,A,I,L} where L where I<:Tuple{Vararg{Union{Int64, AbstractRange{Int64}, AbstractCartesianIndex},N} where N} where A<:Union{ReinterpretArray{T,N,S,A} where S where A<:Union{SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray} where N where T, ReshapedArray{T,N,A,MI} where MI<:Tuple{Vararg{SignedMultiplicativeInverse{Int64},N} where N} where A<:Union{ReinterpretArray{T,N,S,A} where S where A<:Union{SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray} where N where T, SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray} where N where T, DenseArray}} where #s623, ::Union{DenseArray{S,1}, ReinterpretArray{S,1,S,A} where S where A<:Union{SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray}, ReshapedArray{S,1,A,MI} where MI<:Tuple{Vararg{SignedMultiplicativeInverse{Int64},N} where N} where A<:Union{ReinterpretArray{T,N,S,A} where S where A<:Union{SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray} where N where T, SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray}, SubArray{S,1,A,I,L} where L where I<:Tuple{Vararg{Union{Int64, AbstractRange{Int64}, AbstractCartesianIndex},N} where N} where A<:Union{ReinterpretArray{T,N,S,A} where S where A<:Union{SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray} where N where T, ReshapedArray{T,N,A,MI} where MI<:Tuple{Vararg{SignedMultiplicativeInverse{Int64},N} where N} where A<:Union{ReinterpretArray{T,N,S,A} where S where A<:Union{SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray} where N where T, SubArray{T,N,A,I,true} where I<:Union{Tuple{Vararg{Real,N} where N}, Tuple{AbstractUnitRange,Vararg{Any,N} where N}} where A<:DenseArray where N where T, DenseArray} where N where T, DenseArray}}) where {T<:Union{Complex{Float32}, Complex{Float64}, Float32, Float64}, S} at /Applications/Julia-1.1.app/Contents/Resources/julia/share/julia/stdlib/v1.1/LinearAlgebra/src/matmul.jl:98\n *(!Matched::Adjoint{#s623,#s622} where #s622<:LinearAlgebra.AbstractTriangular where #s623, ::AbstractArray{T,1} where T) at /Applications/Julia-1.1.app/Contents/Resources/julia/share/julia/stdlib/v1.1/LinearAlgebra/src/triangular.jl:1805\n ...", - "", - "Stacktrace:", - " [1] top-level scope at In[74]:1" - ] - } - ], + "outputs": [], "source": [ "ones(2) * ones(2)" ] @@ -2440,22 +1510,11 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2.0" - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dot(ones(2), ones(2))" ] @@ -2470,75 +1529,33 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 1.0 1.0\n", - " 1.0 1.0" - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b = ones(2, 2)" ] }, { "cell_type": "code", - "execution_count": 77, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Float64,1}:\n", - " 2.0\n", - " 2.0" - ] - }, - "execution_count": 77, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b * ones(2)" ] }, { "cell_type": "code", - "execution_count": 78, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "ename": "DimensionMismatch", - "evalue": "DimensionMismatch(\"A has dimensions (2,1) but B has dimensions (2,2)\")", - "output_type": "error", - "traceback": [ - "DimensionMismatch(\"A has dimensions (2,1) but B has dimensions (2,2)\")", - "", - "Stacktrace:", - " [1] gemm_wrapper!(::Array{Float64,2}, ::Char, ::Char, ::Array{Float64,2}, ::Array{Float64,2}) at /Applications/Julia-1.1.app/Contents/Resources/julia/share/julia/stdlib/v1.1/LinearAlgebra/src/matmul.jl:439", - " [2] mul! at /Applications/Julia-1.1.app/Contents/Resources/julia/share/julia/stdlib/v1.1/LinearAlgebra/src/matmul.jl:144 [inlined]", - " [3] * at /Applications/Julia-1.1.app/Contents/Resources/julia/share/julia/stdlib/v1.1/LinearAlgebra/src/matmul.jl:142 [inlined]", - " [4] *(::Array{Float64,1}, ::Array{Float64,2}) at /Applications/Julia-1.1.app/Contents/Resources/julia/share/julia/stdlib/v1.1/LinearAlgebra/src/matmul.jl:62", - " [5] top-level scope at In[78]:1" - ] - } - ], + "outputs": [], "source": [ "ones(2) * b" ] @@ -2565,48 +1582,22 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 2.0 2.0\n", - " 2.0 2.0" - ] - }, - "execution_count": 79, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ones(2, 2) * ones(2, 2) # matrix multiplication" ] }, { "cell_type": "code", - "execution_count": 80, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 1.0 1.0\n", - " 1.0 1.0" - ] - }, - "execution_count": 80, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ones(2, 2) .* ones(2, 2) # element by element multiplication" ] @@ -2620,48 +1611,22 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " -1.0 -1.0\n", - " -1.0 -1.0" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A = -ones(2, 2)" ] }, { "cell_type": "code", - "execution_count": 82, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 1.0 1.0\n", - " 1.0 1.0" - ] - }, - "execution_count": 82, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A.^2 # square every element" ] @@ -2675,24 +1640,11 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 2.0 2.0\n", - " 2.0 2.0" - ] - }, - "execution_count": 83, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ones(2, 2) + ones(2, 2) # same as ones(2, 2) .+ ones(2, 2)" ] @@ -2706,48 +1658,22 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 1.0 1.0\n", - " 1.0 1.0" - ] - }, - "execution_count": 84, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A = ones(2, 2)" ] }, { "cell_type": "code", - "execution_count": 85, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 2.0 2.0\n", - " 2.0 2.0" - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "2 * A # same as 2 .* A" ] @@ -2763,24 +1689,11 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Int64,1}:\n", - " 0\n", - " 1" - ] - }, - "execution_count": 86, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = [1, 2]\n", "x .+ 1 # not x + 1\n", @@ -2798,100 +1711,44 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Int64,1}:\n", - " 10\n", - " 20\n", - " 30" - ] - }, - "execution_count": 87, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = [10, 20, 30]" ] }, { "cell_type": "code", - "execution_count": 88, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Int64,1}:\n", - " -100\n", - " 0\n", - " 100" - ] - }, - "execution_count": 88, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b = [-100, 0, 100]" ] }, { "cell_type": "code", - "execution_count": 89, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element BitArray{1}:\n", - " false\n", - " false\n", - " true" - ] - }, - "execution_count": 89, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b .> a" ] }, { "cell_type": "code", - "execution_count": 90, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element BitArray{1}:\n", - " false\n", - " false\n", - " false" - ] - }, - "execution_count": 90, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a .== b" ] @@ -2905,50 +1762,22 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Int64,1}:\n", - " -100\n", - " 0\n", - " 100" - ] - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b" ] }, { "cell_type": "code", - "execution_count": 92, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element BitArray{1}:\n", - " false\n", - " false\n", - " true" - ] - }, - "execution_count": 92, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b .> 1" ] @@ -2962,76 +1791,33 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Float64,1}:\n", - " 0.057419518147184066\n", - " -0.6308226704987627 \n", - " 0.11147177866309038 \n", - " -1.1162484711109477 " - ] - }, - "execution_count": 93, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = randn(4)" ] }, { "cell_type": "code", - "execution_count": 94, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element BitArray{1}:\n", - " false\n", - " true\n", - " false\n", - " true" - ] - }, - "execution_count": 94, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a .< 0" ] }, { "cell_type": "code", - "execution_count": 95, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Float64,1}:\n", - " -0.6308226704987627\n", - " -1.1162484711109477" - ] - }, - "execution_count": 95, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a[a .< 0]" ] @@ -3047,74 +1833,33 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Int64,1}:\n", - " 10\n", - " 20\n", - " 30\n", - " 40" - ] - }, - "execution_count": 96, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = [10, 20, 30, 40]" ] }, { "cell_type": "code", - "execution_count": 97, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Int64,2}:\n", - " 10 30\n", - " 20 40" - ] - }, - "execution_count": 97, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b = reshape(a, 2, 2)" ] }, { "cell_type": "code", - "execution_count": 98, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Int64,2}:\n", - " 10 30\n", - " 20 40" - ] - }, - "execution_count": 98, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b" ] @@ -3131,72 +1876,33 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "100" - ] - }, - "execution_count": 99, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b[1, 1] = 100 # continuing the previous example" ] }, { "cell_type": "code", - "execution_count": 100, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Int64,2}:\n", - " 100 30\n", - " 20 40" - ] - }, - "execution_count": 100, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b" ] }, { "cell_type": "code", - "execution_count": 101, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Int64,1}:\n", - " 100\n", - " 20\n", - " 30\n", - " 40" - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a" ] @@ -3210,49 +1916,22 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1×4 Array{Int64,2}:\n", - " 1 2 3 4" - ] - }, - "execution_count": 102, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = [1 2 3 4] # two dimensional" ] }, { "cell_type": "code", - "execution_count": 103, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Int64,1}:\n", - " 1\n", - " 2\n", - " 3\n", - " 4" - ] - }, - "execution_count": 103, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dropdims(a, dims = 1)" ] @@ -3275,22 +1954,11 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0" - ] - }, - "execution_count": 104, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "log(1.0)" ] @@ -3304,26 +1972,11 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Float64,1}:\n", - " 0.0 \n", - " 0.6931471805599453\n", - " 1.0986122886681098\n", - " 1.3862943611198906" - ] - }, - "execution_count": 105, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "log.(1:4)" ] @@ -3337,26 +1990,11 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Float64,1}:\n", - " 0.0 \n", - " 0.6931471805599453\n", - " 1.0986122886681098\n", - " 1.3862943611198906" - ] - }, - "execution_count": 106, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "[ log(x) for x in 1:4 ]" ] @@ -3381,114 +2019,55 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Int64,2}:\n", - " 1 2\n", - " 3 4" - ] - }, - "execution_count": 107, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A = [1 2; 3 4]" ] }, { "cell_type": "code", - "execution_count": 108, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "-2.0" - ] - }, - "execution_count": 108, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "det(A)" ] }, { "cell_type": "code", - "execution_count": 109, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5" - ] - }, - "execution_count": 109, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "tr(A)" ] }, { "cell_type": "code", - "execution_count": 110, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Float64,1}:\n", - " -0.3722813232690143\n", - " 5.372281323269014 " - ] - }, - "execution_count": 110, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "eigvals(A)" ] }, { "cell_type": "code", - "execution_count": 111, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2" - ] - }, - "execution_count": 111, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "rank(A)" ] @@ -3504,32 +2083,11 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Vector(a) = [10, 11, 12]\n" - ] - }, - { - "data": { - "text/plain": [ - "3-element Array{Float64,1}:\n", - " 9.0\n", - " 20.0\n", - " 33.0" - ] - }, - "execution_count": 112, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = 10:12 # a range, equivalent to 10:1:12\n", "@show Vector(a) # can convert, but shouldn't\n", @@ -3547,22 +2105,11 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0:0.1:1.0" - ] - }, - "execution_count": 113, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = 0.0:0.1:1.0 # 0.0, 0.1, 0.2, ... 1.0" ] @@ -3576,22 +2123,11 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "false" - ] - }, - "execution_count": 114, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "maxval = 1.0\n", "minval = 0.0\n", @@ -3609,22 +2145,11 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 115, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "maxval = 1.0\n", "minval = 0.0\n", @@ -3655,19 +2180,11 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "a = 1.0 and b = test\n" - ] - } - ], + "outputs": [], "source": [ "t = (1.0, \"test\")\n", "t[1] # access by index\n", @@ -3685,19 +2202,11 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "val1 = 1.0 and val1 = 1.0\n" - ] - } - ], + "outputs": [], "source": [ "t = (val1 = 1.0, val2 = \"test\")\n", "t.val1 # access by index\n", @@ -3714,22 +2223,11 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(val1 = 1.0, val2 = \"test\", val3 = 4, val4 = \"test!!\")" - ] - }, - "execution_count": 118, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "t2 = (val3 = 4, val4 = \"test!!\")\n", "t3 = merge(t, t2) # new tuple" @@ -3744,22 +2242,11 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.30000000000000004" - ] - }, - "execution_count": 119, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function f(parameters)\n", " α, β = parameters.α, parameters.β # poor style, error prone if adding parameters\n", @@ -3779,22 +2266,11 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.30000000000000004" - ] - }, - "execution_count": 120, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Parameters\n", "\n", @@ -3816,21 +2292,11 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "paramgen() = (α = 0.1, β = 0.2)\n", - "paramgen(α=0.2) = (α = 0.2, β = 0.2)\n", - "paramgen(α=0.2, β=0.5) = (α = 0.2, β = 0.5)\n" - ] - } - ], + "outputs": [], "source": [ "using Parameters\n", "paramgen = @with_kw (α = 0.1, β = 0.2) # create named tuples with defaults\n", @@ -3879,22 +2345,11 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Nothing" - ] - }, - "execution_count": 122, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "typeof(nothing)" ] @@ -3908,22 +2363,11 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "x = 1.0\n", - "f(1.0) = 1.0\n", - "x was not set\n", - "f(-1.0) = nothing\n" - ] - } - ], + "outputs": [], "source": [ "function f(y)\n", " x = nothing\n", @@ -3956,19 +2400,11 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "f(-1.0) failed\n" - ] - } - ], + "outputs": [], "source": [ "function f(x)\n", " if x > 0.0\n", @@ -4001,22 +2437,11 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1.0" - ] - }, - "execution_count": 125, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function f(x)\n", " x > 0.0 ? sqrt(x) : nothing # the \"a ? b : c\" pattern is the ternary\n", @@ -4040,24 +2465,11 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Union{Nothing, Float64},1}:\n", - " 1.0 \n", - " nothing" - ] - }, - "execution_count": 126, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = [1.0, nothing]" ] @@ -4073,26 +2485,11 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Union{Nothing, Float64},1}:\n", - " 0.31622776601683794\n", - " nothing \n", - " 1.4142135623730951 \n", - " nothing " - ] - }, - "execution_count": 127, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = [0.1, -1.0, 2.0, -2.0]\n", "y = f.(x)\n", @@ -4109,22 +2506,11 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1.0" - ] - }, - "execution_count": 128, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function f(x)\n", " @assert x > 0.0\n", @@ -4143,20 +2529,11 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "No z given with 1.0\n", - "z = 3.0 given with 1.0\n" - ] - } - ], + "outputs": [], "source": [ "function f(x; z = nothing)\n", "\n", @@ -4181,31 +2558,11 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(f(-1.0)) = Float64\n", - "f(-1.0) == NaN = false\n", - "isnan(f(-1.0)) = true\n" - ] - }, - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 130, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function f(x)\n", " if x > 0.0\n", @@ -4251,22 +2608,11 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "DomainError(-1.0, \"sqrt will only return a complex result if called with a complex argument. Try sqrt(Complex(x)).\")" - ] - }, - "execution_count": 131, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# throws exception, turned off to prevent breaking notebook\n", "# sqrt(-1.0)\n", @@ -4284,22 +2630,11 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "InexactError(:Int64, Int64, 3.12)" - ] - }, - "execution_count": 132, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# throws exception, turned off to prevent breaking notebook\n", "# convert(Int64, 3.12)\n", @@ -4319,22 +2654,11 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0 + 1.0im" - ] - }, - "execution_count": 133, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function f(x)\n", " try\n", @@ -4371,27 +2695,11 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5-element Array{Union{Missing, Float64},1}:\n", - " 3.0 \n", - " missing\n", - " 5.0 \n", - " missing\n", - " missing" - ] - }, - "execution_count": 134, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = [3.0, missing, 5.0, missing, missing]" ] @@ -4405,29 +2713,11 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "missing + 1.0 = missing\n", - "missing * 2 = missing\n", - "missing * \"test\" = missing\n", - "f(missing) = missing\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "mean(x) = missing\n" - ] - } - ], + "outputs": [], "source": [ "f(x) = x^2\n", "\n", @@ -4449,21 +2739,11 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "x == missing = missing\n", - "x === missing = true\n", - "ismissing(x) = true\n" - ] - } - ], + "outputs": [], "source": [ "x = missing\n", "\n", @@ -4483,34 +2763,11 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "mean(x) = missing\n", - "mean(skipmissing(x)) = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2.6666666666666665\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "coalesce.(x, 0.0) = [1.0, 0.0, 2.0, 0.0, 0.0, 5.0]\n" - ] - } - ], + "outputs": [], "source": [ "x = [1.0, missing, 2.0, missing, missing, 5.0]\n", "\n", @@ -4707,22 +2964,11 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "compute_asymptotic_var (generic function with 1 method)" - ] - }, - "execution_count": 138, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function compute_asymptotic_var(A, Σ;\n", " S0 = Σ * Σ',\n", @@ -4744,24 +2990,11 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 0.5 0.4\n", - " 0.4 0.6" - ] - }, - "execution_count": 139, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A = [0.8 -0.2;\n", " -0.1 0.7]\n", @@ -4779,22 +3012,11 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.9" - ] - }, - "execution_count": 140, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "maximum(abs, eigvals(A))" ] @@ -4808,24 +3030,11 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 0.671228 0.633476\n", - " 0.633476 0.858874" - ] - }, - "execution_count": 141, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "our_solution = compute_asymptotic_var(A, Σ)" ] @@ -4839,7 +3048,7 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": null, "metadata": { "hide-output": true }, @@ -4850,45 +3059,25 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3.883245447999784e-6" - ] - }, - "execution_count": 143, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "norm(our_solution - solve_discrete_lyapunov(A, Σ * Σ'))" ] } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "fundamental_types.rst", - "filename_with_path": "getting_started_julia/fundamental_types", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Arrays, Tuples, Ranges, and Other Fundamental Types" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/getting_started_julia/getting_started.ipynb b/getting_started_julia/getting_started.ipynb index bfc764e..34126a8 100644 --- a/getting_started_julia/getting_started.ipynb +++ b/getting_started_julia/getting_started.ipynb @@ -30,7 +30,8 @@ " - [Overview](#Overview) \n", " - [A Note on Jupyter](#A-Note-on-Jupyter) \n", " - [Desktop Installation of Julia and Jupyter](#Desktop-Installation-of-Julia-and-Jupyter) \n", - " - [Using Julia on the Web](#Using-Julia-on-the-Web) " + " - [Using Julia on the Web](#Using-Julia-on-the-Web) \n", + " - [Installing Packages](#Installing-Packages) " ] }, { @@ -76,14 +77,9 @@ "\n", "If you want to install these tools locally on your machine\n", "\n", - "- Install Anaconda Python by downloading the binary \n", - " \n", - " - Make sure you click yes to “add Anaconda to my PATH” \n", - " \n", "- Download and install Julia, from [download page](http://julialang.org/downloads/) , accepting all default options \n", " \n", - " - We do **not** recommend [JuliaPro](https://juliacomputing.com/products/juliapro.html)\n", - " due to its limited number of available packages \n", + " - We do **not** recommend [JuliaPro](https://juliacomputing.com/products/juliapro.html) \n", " \n", "\n", "\n", @@ -98,7 +94,7 @@ "\n", "You should now be looking at something like this\n", "\n", - "\n", + "\n", "\n", " \n", "This is called the JULIA *REPL* (Read-Evaluate-Print-Loop), which we discuss more [later](more_julia/tools_editors.html#repl-main)\n", @@ -128,18 +124,19 @@ "\n", "\n", "\n", - "" + "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Installing QuantEcon Packages\n", + "### Installing Jupyter\n", "\n", - "The next step in the installation process is to download and install all of the packages used by the QuantEcon lecture notes\n", + "If you have previously installed Jupyter (e.g., installing Anaconda Python by downloading the binary )\n", + "then the `add IJulia` installs everything you need into your existing environment\n", "\n", - "- Next, in the main REPL (that is, hit backspace from the blue package mode) run " + "Otherwise - or in addition - you can install it directly from the Julia REPL" ] }, { @@ -149,7 +146,7 @@ }, "source": [ "```julia\n", - "using InstantiateFromURL\n", + "using IJulia; jupyterlab()\n", "```\n" ] }, @@ -157,21 +154,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This will load the functions defined in the `InstantiateFromURL` package\n", - "\n", - "- Next, run the following (which may take 15-20 minutes depending on your internet connection and computer) \n", - "\n", - "\n", - "This function will:\n", - "\n", - "1. Download two files, `Project.toml` and `Manifest.toml`, containing a list of the latest versions of the packages used in the the lecture notes \n", - "1. Install those packages to your machine \n", - "1. Add them to default Julia environment, so you can access the packages outside of QuantEcon lectures \n", + "Choose the default, `y` if asked to install Jupyter and then JupyterLab via Conda\n", "\n", + "After the installation, a JupyterLab tab should open in your browser\n", "\n", - "**Note:** The number associated with the `tag` in the `activate_github` call is a snapshot of package versions used by the QuantEcon lectures at a particular point in time\n", - "\n", - "We will cover “environments” more in depth [later](more_julia/tools_editors.html#jl-packages)\n", + "(Optional) To enable launching JupyterLab from a terminal, use [add Julia’s Jupyter to your path](julia_environment.html#add-jupyter-to-path)\n", "\n", "\n", "" @@ -195,31 +182,18 @@ "source": [ "#### GitHub Desktop Approach\n", "\n", - "**Note**: This workflow requires Git LFS (Large File Storage)\n", - "\n", - "If you have not previously used Git LFS, choose to “Initialize Git LFS” at the dialog which appears while following these instructions\n", - "\n", - "After installing the Git Desktop application, click [this link](x-github-client://openRepo/https://github.com/QuantEcon/quantecon-notebooks-jl) on your desktop computer to automatically install the notebooks\n", + "After installing the Git Desktop application, click [this link](x-github-client://openRepo/https://github.com/QuantEcon/quantecon-notebooks-julia) on your desktop computer to automatically install the notebooks\n", "\n", "It should open a window in the GitHub desktop app like this\n", "\n", - "\n", + "\n", "\n", " \n", "Choose a path you like and clone the repo\n", "\n", - "At this point, you should see the Git LFS dialog:\n", - "\n", - "\n", - "\n", - " \n", - "Hit accept\n", - "\n", - "At the top, under the “Repository” dropdown, click “Open in Terminal” (Mac, Linux) or “Open in Command Prompt” (Windows)\n", + "**Note:** the workflow will be easiest if you clone the repo to the default location relative to the home folder for your user\n", "\n", - "**Note**: On Windows, you may need to click the “open without git” button that comes up\n", - "\n", - "In the resulting terminal session, run" + "From a Julia REPL, start JupyterLab by executing" ] }, { @@ -228,8 +202,8 @@ "hide-output": false }, "source": [ - "```text\n", - "jupyter lab\n", + "```julia\n", + "using IJulia; jupyterlab()\n", "```\n" ] }, @@ -237,7 +211,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "You can open the [Interacting with Julia](julia_environment.html) notebook to explore this interface and start writing code" + "Alternatively, if you installed Jupyter separately in :ref:` Jupyter Installation ` or [added Jupyter to your path](julia_environment.html#add-jupyter-to-path) then run `jupyter lab` in your terminal\n", + "\n", + "Navigate to the location you stored the lecture notes, and open the [Interacting with Julia](julia_environment.html) notebook to explore this interface and start writing code" ] }, { @@ -248,28 +224,6 @@ "\n", "If you do not wish to install the GitHub Desktop, you can get the notebooks using the Git command-line tool\n", "\n", - "First, run the following to install Git LFS (Linux/OSX)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hide-output": false - }, - "source": [ - "```text\n", - "curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n", - "sudo apt-get install git-lfs\n", - "git lfs install\n", - "```\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As output from the last command, you should see `Git LFS initialized.`\n", - "\n", "Open a new terminal session and run" ] }, @@ -280,7 +234,7 @@ }, "source": [ "```text\n", - "git clone https://github.com/quantecon/quantecon-notebooks-jl\n", + "git clone https://github.com/quantecon/quantecon-notebooks-julia\n", "```\n" ] }, @@ -300,25 +254,7 @@ }, "source": [ "```text\n", - "cd quantecon-notebooks-jl\n", - "```\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Then, run" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "hide-output": false - }, - "source": [ - "```text\n", - "jupyter lab\n", + "cd quantecon-notebooks-julia\n", "```\n" ] }, @@ -326,6 +262,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "Then, either using the `using IJulia; jupyterlab()` or execute `jupyter lab` within your shell\n", + "\n", "And open the [Interacting With Julia](julia_environment.html) lecture (the file `julia_environment.ipynb` in the list of notebooks in JupyterLab) to continue" ] }, @@ -369,16 +307,19 @@ "\n", "While you can individually download the notebooks from the website, the easiest way to access the notebooks is usually to clone the repository with Git into your JupyterHub environment\n", "\n", - "JupyterHub installations have different methods for cloning repositories, with which you can use the url for the notebooks repository: `https://github.com/QuantEcon/quantecon-notebooks-jl`" + "JupyterHub installations have different methods for cloning repositories, with which you can use the url for the notebooks repository: `https://github.com/QuantEcon/quantecon-notebooks-julia`\n", + "\n", + "\n", + "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### Installing Packages\n", + "## Installing Packages\n", "\n", - "After you have some of the notebooks available, as in [above](#package-setup), these lectures depend on functionality (like packages for plotting, benchmarking, and statistics) that are not installed with every Jupyter installation on the web\n", + "After you have some of the notebooks available, as in [above](#clone-lectures), these lectures depend on functionality (like packages for plotting, benchmarking, and statistics) that are not installed with every Jupyter installation on the web\n", "\n", "If your online Jupyter does not come with QuantEcon packages pre-installed, you can install the `InstantiateFromURL` package, which is a tool written by the QE team to manage package dependencies for the lectures\n", "\n", @@ -387,7 +328,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, @@ -409,23 +350,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "getting_started.rst", - "filename_with_path": "getting_started_julia/getting_started", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Setting up Your Julia Environment" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/getting_started_julia/index.ipynb b/getting_started_julia/index.ipynb index c0b0143..26e6485 100644 --- a/getting_started_julia/index.ipynb +++ b/getting_started_julia/index.ipynb @@ -33,10 +33,12 @@ " - [A Note on Jupyter](getting_started.html#a-note-on-jupyter)\n", " - [Desktop Installation of Julia and Jupyter](getting_started.html#desktop-installation-of-julia-and-jupyter)\n", " - [Using Julia on the Web](getting_started.html#using-julia-on-the-web)\n", + " - [Installing Packages](getting_started.html#installing-packages)\n", "- [Interacting with Julia](julia_environment.html)\n", " - [Overview](julia_environment.html#overview)\n", " - [Using Jupyter](julia_environment.html#using-jupyter)\n", " - [Using the REPL](julia_environment.html#using-the-repl)\n", + " - [(Optional) Adding Jupyter to the Path](julia_environment.html#optional-adding-jupyter-to-the-path)\n", "- [Introductory Examples](julia_by_example.html)\n", " - [Overview](julia_by_example.html#overview)\n", " - [Example: Plotting a White Noise Process](julia_by_example.html#example-plotting-a-white-noise-process)\n", @@ -74,23 +76,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index.rst", - "filename_with_path": "getting_started_julia/index", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Getting Started with Julia" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/getting_started_julia/introduction_to_types.ipynb b/getting_started_julia/introduction_to_types.ipynb index 280891e..58ad977 100644 --- a/getting_started_julia/introduction_to_types.ipynb +++ b/getting_started_julia/introduction_to_types.ipynb @@ -62,20 +62,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -102,20 +101,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(1) = Int64\n", - "typeof(1.0) = Float64\n" - ] - } - ], + "outputs": [], "source": [ "@show typeof(1)\n", "@show typeof(1.0);" @@ -133,22 +123,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Int64" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = 1\n", "typeof(x)" @@ -174,20 +153,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(1.0 + 1im) = Complex{Float64}\n", - "typeof(ones(2, 2)) = Array{Float64,2}\n" - ] - } - ], + "outputs": [], "source": [ "@show typeof(1.0 + 1im)\n", "@show typeof(ones(2, 2));" @@ -221,29 +191,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(x) = Tuple{Int64,Float64,String}\n" - ] - }, - { - "data": { - "text/plain": [ - "Tuple{Int64,Float64,String}" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = (1, 2.0, \"test\")\n", "@show typeof(x)" @@ -260,29 +212,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(x) = NamedTuple{(:a, :b, :c),Tuple{Int64,Float64,String}}\n" - ] - }, - { - "data": { - "text/plain": [ - "NamedTuple{(:a, :b, :c),Tuple{Int64,Float64,String}}" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = (a = 1, b = 2.0, c = \"test\")\n", "@show typeof(x)" @@ -299,22 +233,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Symbol" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "typeof(:a)" ] @@ -340,19 +263,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(x) = Int64\n" - ] - } - ], + "outputs": [], "source": [ "x = 42\n", "@show typeof(x);" @@ -369,22 +284,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "42.0" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = 42.0" ] @@ -398,22 +302,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Float64" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "typeof(x)" ] @@ -469,22 +362,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Float64 <: Real = true\n", - "Int64 <: Real = true\n", - "Complex{Float64} <: Real = false\n", - "Array <: Real = false\n" - ] - } - ], + "outputs": [], "source": [ "@show Float64 <: Real\n", "@show Int64 <: Real\n", @@ -503,22 +385,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Real <: Number = true\n", - "Float64 <: Number = true\n", - "Int64 <: Number = true\n", - "Complex{Float64} <: Number = true\n" - ] - } - ], + "outputs": [], "source": [ "@show Real <: Number\n", "@show Float64 <: Number\n", @@ -535,22 +406,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Number <: Any" ] @@ -570,19 +430,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Int64 <: Signed <: Integer <: Real <: Number <: Any" - ] - } - ], + "outputs": [], "source": [ "using Base: show_supertypes # import the function from the `Base` package\n", "\n", @@ -598,27 +450,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "subtypes(Real) = Any[AbstractFloat, AbstractIrrational, Integer, Rational]\n", - "subtypes(AbstractFloat) = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Any[BigFloat, Float16, Float32, Float64]\n" - ] - } - ], + "outputs": [], "source": [ "@show subtypes(Real)\n", "@show subtypes(AbstractFloat);" @@ -646,30 +482,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(x1) = Array{Int64,1}\n", - "typeof(x2) = Array{Float64,1}\n" - ] - }, - { - "data": { - "text/plain": [ - "Array{Float64,1}" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x1 = [1, 2, 3]\n", "x2 = [1.0, 2.0, 3.0]\n", @@ -689,25 +506,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Int64,1}:\n", - " 2\n", - " 4\n", - " 6" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(y) = 2y # define some function\n", "\n", @@ -730,25 +533,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Any,1}:\n", - " 1.0 \n", - " \"test\"\n", - " 1 " - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = [1.0, \"test\", 1] # typically poor style" ] @@ -768,20 +557,11 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "f(1) = 1.0\n", - "f(-1) = 0\n" - ] - } - ], + "outputs": [], "source": [ "function f(x)\n", " if x > 0\n", @@ -827,24 +607,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Float64,1}:\n", - " 9.1\n", - " 14.3" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function f(x, A)\n", " b = [5.0, 6.0]\n", @@ -856,24 +623,11 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Float64,1}:\n", - " 9.1\n", - " 14.3" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function f2(x::Vector{Float64}, A::Matrix{Float64})::Vector{Float64}\n", " # argument and return types\n", @@ -899,39 +653,11 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "f([0.1; 2.0], [1 2; 3 4]) = [9.1, 14.3]\n", - "f([0.1; 2.0], Diagonal([1.0, 2.0])) = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[5.1, 10.0]\n" - ] - }, - { - "data": { - "text/plain": [ - "2-element Array{Float64,1}:\n", - " 5.1\n", - " 10.0" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@show f([0.1; 2.0], [1 2; 3 4])\n", "@show f([0.1; 2.0], Diagonal([1.0, 2.0]))\n", @@ -973,7 +699,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "hide-output": false }, @@ -995,7 +721,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1019,22 +745,11 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(foo) = Foo\n", - "foo.a = 2.0\n", - "foo.b = 3\n", - "foo.c = [1.0, 2.0, 3.0]\n" - ] - } - ], + "outputs": [], "source": [ "foo_nt = FooNotTyped(2.0, 3, [1.0, 2.0, 3.0]) # new `FooNotTyped`\n", "foo = Foo(2.0, 3, [1.0, 2.0, 3.0]) # creates a new `Foo`\n", @@ -1076,7 +791,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1099,22 +814,11 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "FooNotTyped(2, 3, [1.0 2.0 3.0])" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(x) = x.a + x.b + sum(x.c) # use the type\n", "a = 2.0\n", @@ -1146,22 +850,11 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "11.0" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "struct Foo3{T1, T2, T3}\n", " a::T1 # could be any type\n", @@ -1188,22 +881,11 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Foo4{Int64,Int64,Adjoint{Float64,Array{Float64,1}}}(2, 3, [1.0 2.0 3.0])" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "struct Foo4{T1 <: Real, T2 <: Real, T3 <: AbstractVecOrMat{<:Real}}\n", " a::T1\n", @@ -1239,38 +921,11 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "foo = Foo5\n", - " a: Float64 0.1\n", - " b: Int64 2\n", - " c: Array{Float64}((3,)) [1.0, 2.0, 3.0]\n", - "\n", - "foo2 = Foo5\n", - " a: Float64 2.0\n", - " b: Int64 2\n", - " c: Array{Float64}((3,)) [1.0, 2.0, 3.0]\n", - "\n" - ] - }, - { - "data": { - "text/plain": [ - "8.1" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Parameters\n", "\n", @@ -1329,25 +984,11 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Float64,1}:\n", - " 6.0\n", - " 7.0\n", - " 3.1" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# BAD\n", "x = [5.0, 6.0, 2.1]\n", @@ -1384,24 +1025,11 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{BigInt,1}:\n", - " 1\n", - " 4" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function g(x)\n", " y = similar(x)\n", @@ -1424,20 +1052,11 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof([1.0, 2.0, 3.0]) = Array{Float64,1}\n", - "eltype([1.0, 2.0, 3.0]) = Float64\n" - ] - } - ], + "outputs": [], "source": [ "@show typeof([1.0, 2.0, 3.0])\n", "@show eltype([1.0, 2.0, 3.0]);" @@ -1453,22 +1072,11 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(ones(3)) = Array{Float64,1}\n", - "typeof(ones(Int64, 3)) = Array{Int64,1}\n", - "typeof(zeros(3)) = Array{Float64,1}\n", - "typeof(zeros(Int64, 3)) = Array{Int64,1}\n" - ] - } - ], + "outputs": [], "source": [ "@show typeof(ones(3))\n", "@show typeof(ones(Int64, 3))\n", @@ -1486,25 +1094,11 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(1) = Int64\n", - "typeof(1.0) = Float64\n", - "typeof(BigFloat(1.0)) = BigFloat\n", - "typeof(one(BigFloat)) = BigFloat\n", - "typeof(zero(BigFloat)) = BigFloat\n", - "typeof(one(x)) = BigFloat\n", - "typeof(zero(x)) = BigFloat\n" - ] - } - ], + "outputs": [], "source": [ "@show typeof(1)\n", "@show typeof(1.0)\n", @@ -1532,19 +1126,11 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(g(x)) = BigFloat\n" - ] - } - ], + "outputs": [], "source": [ "# ACCEPTABLE\n", "function g(x::AbstractFloat)\n", @@ -1565,22 +1151,11 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(g2(x)) = BigFloat\n", - "typeof(g2(x2)) = Nothing\n", - "typeof(g3(x)) = BigFloat\n", - "typeof(g3(x2)) = Nothing\n" - ] - } - ], + "outputs": [], "source": [ "# BAD\n", "function g2(x::AbstractFloat)\n", @@ -1703,21 +1278,11 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "abs(-1) = 1\n", - "abs(-1.0) = 1.0\n", - "abs(0.0 - 1.0im) = 1.0\n" - ] - } - ], + "outputs": [], "source": [ "@show abs(-1) # `Int64`\n", "@show abs(-1.0) # `Float64`\n", @@ -1739,21 +1304,11 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ourabs(-1) = 1\n", - "ourabs(-1.0) = 1.0\n", - "ourabs(1.0 - 2.0im) = 2.23606797749979\n" - ] - } - ], + "outputs": [], "source": [ "function ourabs(x::Real)\n", " if x > zero(x) # note, not 0!\n", @@ -1781,20 +1336,11 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(x) = Rational{Int64}\n", - "ourabs(x) = 2//3\n" - ] - } - ], + "outputs": [], "source": [ "x = -2//3 # `Rational` number, -2/3\n", "@show typeof(x)\n", @@ -1836,31 +1382,11 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(x) = StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}}\n", - "typeof(x_2) = StepRange{Int64,Int64}\n", - "supertype(typeof(x)) = AbstractRange{Float64}\n" - ] - }, - { - "data": { - "text/plain": [ - "AbstractRange{Float64}" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = range(0.0, 1.0, length = 20)\n", "x_2 = 1:1:20 # if integers\n", @@ -1879,38 +1405,22 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}} <: AbstractRange{Float64} <: AbstractArray{Float64,1} <: Any" - ] - } - ], + "outputs": [], "source": [ "show_supertypes(typeof(x)) # or typeof(x) |> show_supertypes" ] }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "StepRange{Int64,Int64} <: OrdinalRange{Int64,Int64} <: AbstractRange{Int64} <: AbstractArray{Int64,1} <: Any" - ] - } - ], + "outputs": [], "source": [ "show_supertypes(typeof(x_2))" ] @@ -1924,20 +1434,11 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(x) <: AbstractRange = true\n", - "typeof(x_2) <: AbstractRange = true\n" - ] - } - ], + "outputs": [], "source": [ "@show typeof(x) <: AbstractRange\n", "@show typeof(x_2) <: AbstractRange;" @@ -1952,22 +1453,11 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "minimum(x) = 0.0\n", - "maximum(x) = 1.0\n", - "length(x) = 20\n", - "step(x) = 0.05263157894736842\n" - ] - } - ], + "outputs": [], "source": [ "@show minimum(x)\n", "@show maximum(x)\n", @@ -1984,22 +1474,11 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(f_x) = Array{Float64,1}\n", - "supertype(typeof(f_x)) = DenseArray{Float64,1}\n", - "supertype(supertype(typeof(f_x))) = AbstractArray{Float64,1}\n", - "length(f_x) = 20\n" - ] - } - ], + "outputs": [], "source": [ "f(x) = x^2\n", "f_x = f.(x) # calculating at the range values\n", @@ -2012,19 +1491,11 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Array{Float64,1} <: DenseArray{Float64,1} <: AbstractArray{Float64,1} <: Any" - ] - } - ], + "outputs": [], "source": [ "show_supertypes(typeof(f_x))" ] @@ -2065,22 +1536,11 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "derivatives (generic function with 1 method)" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "derivatives(f::AbstractVector, x::AbstractRange) = diff(f) / step(x)" ] @@ -2094,181 +1554,11 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/Plots/ld3vC.ji for Plots [91a5bcdd-55d7-5caf-9e0b-520d859cae80]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "-1.0\n", - "\n", - "\n", - "-0.5\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "1.0\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "q' with AD\n", - "\n", - "\n", - "\n", - "q'\n", - "\n", - "\n" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Plots, ForwardDiff\n", "\n", @@ -2293,27 +1583,11 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(q) <: Function = true\n", - "d_q[1] = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.9983341664682815\n" - ] - } - ], + "outputs": [], "source": [ "derivatives(f::Function, x::AbstractRange) = diff(f.(x)) / step(x) # broadcast function\n", "\n", @@ -2331,19 +1605,11 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "d_f[1] = 0.10000000000000002\n" - ] - } - ], + "outputs": [], "source": [ "# broadcasts over the diff\n", "derivatives(f::Function, x::AbstractArray) = diff(f.(x)) ./ diff(x)\n", @@ -2383,47 +1649,11 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/BenchmarkTools/ZXPQo.ji for BenchmarkTools [6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 92.243 ns (1 allocation: 112 bytes)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 215.042 ns (5 allocations: 448 bytes)\n" - ] - }, - { - "data": { - "text/plain": [ - "3×3 Array{Float64,2}:\n", - " 1.42846 -0.073691 -0.239324\n", - " 2.55922 -6.41076 10.6922 \n", - " -3.88356 9.15195 -12.8498 " - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using BenchmarkTools\n", "\n", @@ -2448,31 +1678,11 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 472.815 ns (10 allocations: 944 bytes)\n" - ] - }, - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 0.666667 0.0 \n", - " 2.22045e-16 0.666667" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Σ = [0.4 0.3;\n", " 0.3 0.45]\n", @@ -2501,34 +1711,11 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "p = Poly(2 - 5*x + 2*x^2)\n", - "(p(0.1), p′(0.1)) = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(1.52, -4.6)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "roots(p) = [2.0, 0.5]\n" - ] - } - ], + "outputs": [], "source": [ "using Polynomials\n", "\n", @@ -2596,22 +1783,11 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.3333333333333333, 5.551115123125783e-17)" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using QuadGK\n", "\n", @@ -2639,30 +1815,11 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "f(0.0, 3.0) = 1.5\n", - "f(0.0, 3.1) = 1.55\n" - ] - }, - { - "data": { - "text/plain": [ - "0.5" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using ForwardDiff\n", "\n", @@ -2681,23 +1838,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "introduction_to_types.rst", - "filename_with_path": "getting_started_julia/introduction_to_types", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Introduction to Types and Generic Programming" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/getting_started_julia/julia_by_example.ipynb b/getting_started_julia/julia_by_example.ipynb index eebae5f..00c1231 100644 --- a/getting_started_julia/julia_by_example.ipynb +++ b/getting_started_julia/julia_by_example.ipynb @@ -128,15 +128,14 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { @@ -158,7 +157,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -186,22 +185,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1.4697703451689184" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "randn()" ] @@ -215,20 +203,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Plots\n", "gr(fmt=:png); # setting for easier display in jupyter notebooks\n", @@ -271,49 +250,22 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Array{Float64,1}" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "typeof(ϵ)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5-element Array{Float64,1}:\n", - " -0.08335130710408586\n", - " 0.9456081455964296 \n", - " -0.7725032811817687 \n", - " 0.4593224274891291 \n", - " 0.09229717432256403" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ϵ[1:5]" ] @@ -383,7 +335,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, @@ -420,7 +372,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, @@ -447,22 +399,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.05318549887981161" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ϵ_sum = 0.0 # careful to use 0.0 here, instead of 0\n", "m = 5\n", @@ -483,22 +424,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ϵ_mean ≈ mean(ϵ[1:m])\n", "ϵ_mean ≈ sum(ϵ[1:m]) / m" @@ -529,20 +459,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# poor style\n", "function generatedata(n)\n", @@ -573,27 +494,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5-element Array{Float64,1}:\n", - " 0.20841720345793865\n", - " 0.5226840083921725 \n", - " 0.20712602270375444\n", - " 0.0454566125566798 \n", - " 0.5758123319078754 " - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# still poor style\n", "function generatedata(n)\n", @@ -623,27 +528,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5-element Array{Float64,1}:\n", - " 0.4615492940783552 \n", - " 0.31022291518262807\n", - " 0.8547599331458815 \n", - " 0.06539749371550471\n", - " 2.1007845916168284 " - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# better style\n", "function generatedata(n)\n", @@ -662,27 +551,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5-element Array{Float64,1}:\n", - " 0.21552780856388903\n", - " 3.155871263214231 \n", - " 0.2768195034966079 \n", - " 1.2342648707035961 \n", - " 0.13464240859759244" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# good style\n", "generatedata(n) = randn(n).^2\n", @@ -698,27 +571,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5-element Array{Float64,1}:\n", - " 0.15365121307803895\n", - " 1.3061458819219447 \n", - " 3.147673338073736 \n", - " 0.22242864431392304\n", - " 0.20415886269448683" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# good style\n", "f(x) = x^2 # simple square function\n", @@ -735,27 +592,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5-element Array{Float64,1}:\n", - " 1.0263632732280417 \n", - " 0.6074516798163414 \n", - " 2.3653774197541364 \n", - " 0.0001018667217666695\n", - " 0.002251726721635142 " - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "generatedata(n, gen) = gen.(randn(n)) # uses broadcast for some function `gen`\n", "\n", @@ -776,20 +617,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# direct solution with broadcasting, and small user-defined function\n", "n = 100\n", @@ -828,20 +660,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAIAAAD9V4nPAAAABmJLR0QA/wD/AP+gvaeTAAAd8klEQVR4nO3de3xU9Z3w8d/J3HKZXJUHk5iEBUK5qVUqzzYKiqHVgkMw6rrlRV19bBVtnlLsS93Xlku30ErYR160VtbSGrR9uTy4LKwo3uXiHS198YAYCdcAYeSWhGQyyZmZM+f5I6uyJsJJMidnku/n/VeY/OacL/OamU/mnMxEM01TAQAgVYrTAwAA4CRCCAAQjRACAEQjhAAA0QghAEA0QggAEI0QAgBEI4QAANEIIQBANEIIABDNyRAePnz47NmzDg6QnGKxGJ971y1uma9jGEY8Hnd6imTELfN14vG4YRhOT5EsnAzhgw8++Oabbzo4QHJqbGzkoduts2fPRqNRp6dIRq2trbquOz1FMgqHw+Fw2OkpklF7e3tbW5vTUyQLDo0CAEQjhAAA0QghAEA0QggAEI0QAgBEI4QAANEIIQBANEIIABDN7fQAALrxxBNPnDp1yuLijo6O22+/fcKECbaOBAxWhBBIOmvXrv1Z9Ur9m7daXO/d+eKYMWMIIdA7hBBIRt6icfqMBVYXn9lr6zDA4MY5QgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAovGGegAYJGKx2NVXX21lZTweV0qlpAyk10JTpkxZvny5HVsmhAAwSJim+fHHH3/44YdOD5J4W7du3bZtm00bJ4QAMKhceeWVTo+QePX19faFcCC9LgYAIOEIIQBANEIIABCNEAIARCOEAADRCCEAQDTePgEAg5ZhGJPLv9th9NPu/D73tjde7aedJQ4hBIBBKx6Pv//2NvOnm/plZ0bK4xX9saNEI4QAMJhpmmaOuaE/9mRE+2MvNuAcIQCgXxmGMXr0aKen+BIhBAD0n9/85jdlZWV79+51epAvcWgUAGCXe++9d8yYMfPmzVNK3XfffSNGjLj66qtHjBgRCAScHu1LvCIEANjltttu27Bhg1IqEomsX7/++9///pQpU26++Wan5/pvCCEAwC5Tpkypra09ceLE66+/Pn78+KKiIqcn6gaHRgEAdvF4PIFAYOPGjdu2bZs9e7bT43SPV4QAABvddtttzz777CuvvHLrrbc6PUv3CCEAwEbl5eU7d+68/vrrc3JynJ6le4QQAGAjn883bty4rxwXNU3TqXm64hwhAAxamqalZWZrz9zVL3szw10uikaje/bsOXDgwPe+971+maE3CCEADFput/vdrW/u3r27f3aXcv9X3xfxwgsvzJkzZ+XKlT6fr39m6AVCCACD2RVXXHHFFVc4tffKysrKykqn9m4R5wgBAKIRQgCAaIQQACAaIQQAiNbLEJ7716SampoCgUBeXt6MGTOampq6vQQAgOTUmxB+5a9JVVdXl5SUBIPB4uLiZcuWdXsJAADJqTdvn7j88svP/WtSGzZseP75530+X1VVVUVFxaOPPtr1koTODADohqZpXq/3Jz/5idODJN7Bgwfdbrve79eb7U6ZMuXcfzY0NJSUlCilOl8FdntJt0Kh0EMPPfSrX/2q67deeukll8vVi9kGgcbGRtM0xf73z6OxsVHXda/X6/Qgtmttbe3RB1CZphkKhU6fPm3fSANUKBTSNK2jo8PpQfrPunXrdu7cecFlkUgkHo+npqb2w0gJkZ+fP2zYsF7cyXNyci5Y0AQE1jRNTdM6vzAMo9tLupWWlnbPPfdcd911Xb+Vl5fX98EGKF3Xs7OzCWFXsVgsMzNTQgjT09O1nqzXNC0tLS07O9uugQaslJQUTdP8fr/Tg/SfqVOnTp069YLL2traDMPIysrqh5GcZeW5NAEhLCgoOHr0aGlpaUNDQ2FhYbeXfN18o0ePvuaaa/o+w2Di8Xg8Hg8h7MrzOacHsZ3L5VJaj1KoXC6XhFumpzwej6Zp3DJdeTyelJQUbplOCXj7RCAQqKmpMU2zpqamoqKi20sAAEhOCQjhwoULd+3aVVRUtGfPnvnz53d7CQAAyan3h0a/OJmfk5OzadOmc7/V9RIAAJITnywDABCNEAIARCOEAADRCCEAQDRCCAAQjRACAEQjhAAA0QghAEA0QggAEI0QAgBEI4QAANEIIQBANEIIABCNEAIARCOEAADRCCEAQDRCCAAQjRACAEQjhAAA0QghAEA0QggAEI0QAgBEI4QAANEIIQBANEIIABCNEAIARCOEAADRCCEAQDRCCAAQjRACAEQjhAAA0QghAEA0QggAEI0QAgBEI4QAANEIIQBANEIIABCNEAIARHM7PQCAPjPNlpaWEydOWL/G0KFD7RsHGFgIITDgRU4fffCRnz+yaInF9e1NJ8PhcFpamq1TAQMFIQQGPCPUaMxeGZt4h8X17h9n2ToPMLBwjhAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIFoCQqh1UVZW9sXXc+bM6fsuAACwibvvm2htbf3i62XLlum6/sc//jEYDPr9fqWU252AXQAAYJMEVKozeEqp3bt3v/feezU1NU8++eT06dPr6urKy8tXrVqVmpra7RVjsdiHH36YktLNq9KbbrpJ07S+zzYQRSIRXdddLpfTgySdzlvGNE2nB7FdNBpVNv83dV3v9qE3yOi6rmmax+NxepCko+u6YRi6rjs9iO28Xu8Fa5Kwl2uRSOSHP/zh6tWrT506NWHChOXLlxcXF8+bN2/u3Llr1qzp9iq6rr/yyit//etfu37r2muvlfAo7VY4HPb5fISwq7a2Nk3TotGo04PYTtd1WzNoKhUOh+PxuJ07SQrhcLjzHI3TgySdcDhsGIaE5xm3233B/2bCQvjYY49NnDhx7NixSqnNmzd3Xrh06dJx48Z93VUyMjIWLlxYWVmZqBkGh1gslpeXJ+EO2lOmaWZmZnq9XqcHsZ3f77f1uVtTKjc3Ny0tzb5dJAmPx6Np2hdHrfAFn89nGEZWVpbTgySFxITQMIwnn3zyzTffVErt2LFD1/WysjKllNfr9fl8CdkFAAB2SMzhx82bNxcVFY0cOVIp1dbWdsstt9TW1kYikcWLF8+cOTMhuwAAwA6JCeHTTz/93e9+t/PrSZMmLViwIBAIFBYWNjU1VVdXJ2QXAADYITGHRp999tkvvtY0raqqqqqqKiFbBgDAVkJ/MxMAgE6EEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKK5nR4AEGHtuvXb3nrb4uL9++qiUa+t8wD4AiEEbBeJRL5/x9+Zty21eoWDO9wZ2XZOBOBLhBDoD1pKivmduVZXnzmiGg/ZOQ6AL3GOEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIlpgQlpWVaZ+bM2eOUqqpqSkQCOTl5c2YMaOpqSkhewEAIOESEELTNPfu3RsMBltbW1tbW1esWKGUqq6uLikpCQaDxcXFy5Yt6/teAACwQwJCGAwGY7HY9OnT8/PzZ8+e3dLSopTasGFDVVWVz+erqqpav3593/cCAIAd3H3fRDAYnDBhwvLly4uLi+fNmzd37tw1a9Y0NDSUlJQopTpfF3Z7xdbW1gcffPAXv/hF12+9/vrrLper77MNRI2NjaZpiv3vn0djY6Ou616v1+lBeiwSifT0KqZpxyCfb1ypM2fOpKam2riP5BAKhTRN6+jocHqQpBMOhw3D6MU9c8DJyclxuy9QugSEcMKECZs3b+78eunSpePGjVNKmaapaVrnF4ZhdHvF9PT0Bx544Prrr+/6rby8vL4PNkDpup6dnU0Iu4rFYpmZmUJCqNkxxzkbz8rKSktLs3MnSSElJUXTNL/f7/QgScftdhuGkZWV5fQgtrPyXJqAEO7YsUPX9bKyMqWU1+v1+XxKqYKCgqNHj5aWljY0NBQWFn7dfCNHjpw4cWLfZxhMPB6Px+MhhF15Puf0ID1m9uL1na0l/PzGtHcfScDj8WiaJuF/2lMejyclJYVbplMCzhG2tbXdcssttbW1kUhk8eLFM2fOVEoFAoGamhrTNGtqaioqKvq+FwAA7JCAEE6aNGnBggWBQKCwsLCpqam6uloptXDhwl27dhUVFe3Zs2f+/Pl93wsAAHZIwKFRTdOqqqqqqqrOvTAnJ2fTpk193zgAALZKQAgBDCyGzz9i3Dc7f53NivLrJv2p5g+2jgQ4iBAC4phtzcF5ryiPz9Lqfe/WHd5g80SAkwghINIlpcpj7e0Tpw+rozYPAziKD90GAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACI5nZ6AGBAMgyjpaXF4uJIJGLrMAD6ghACvfHwoiWPL/8/KS6rj6B4PG7rPAB6jRACvfHBB9ujP3pWXfY9S6s7QmruEJsnAtBLnCMEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKLx9gkAFxCN6IcOHbK+/uKLL87MzLRvHiCxCCGA8zp9+P/t2n152Q0Wl0dazvzmsWVz5syxdSgggQghgPNqO6PyR4ce2mJxedqaH9s6DpBwnCMEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGiEEAAgGiEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiJSCE69evHz9+fE5OzuTJk+vq6jovLCsr0z43Z86cvu8FAAA7uPt4/UOHDt11111vvPHGZZdd9rvf/e7uu+9+9913TdPcu3dvMBj0+/1KKbe7r3sBAMAmfU3UwYMHZ82aNXHiRKXUXXfdVV1drZQKBoOxWGz69Ol1dXXl5eWrVq1KTU3tet1YLPbee+8ZhtH1WzfffLOmaX2cbYDSdb2jo8Plcjk9SNLRdd3j8cTjcacHUUop28cw7d28raLRaEdHh9NTKKVUR0eHpmn8LN5VR0eHYRher9fpQWzn9XpTUi5w7LOv94/y8vLy8nKllGEYCxcuvOOOO5RSwWBwwoQJy5cvLy4unjdv3ty5c9esWdP1urqub9mypba2tuu3brjhhguOPli1t7e3t7cTwq46b5Zuf3Lqf0nS4/7SgyybphmNRtvb2+2bxrrOEPJo6qozhB6Px+lBbGfl/5iYH5Ree+21Rx555MYbb1yyZIlSasKECZs3b+781tKlS8eNG9fttTIyMu67777KysqEzDBoRKPR3NxcHrpdxePxzMzMJPkZ1vYXGcl1QKQH02ialp6enpuba9801rndbk3TOs/R4Fxer9cwjKysLKcHSQp9fTCbpvnII4+8//77a9euHTVqVOeFO3bs0HW9rKxMKeX1en0+X1/HBOz34osvWn8dc/rMGVuHAdBv+hrCt956a+PGjR988IHb7Q6FQkopv9/f1tZ2++23b926dcSIEYsXL545c2YiRgVstG7dun/46T+5iy63uD504JCabOtEAPpJX0O4devWvXv3nnsYxDTNSZMmLViwIBAInD17dtq0aY8//ngf9wLYrbGxUY2a3DLrXy2ud/1Tqa3zAOg3fQ3hokWLFi1a9JULNU2rqqqqqqrq48YBDDxx46OPPurRyafKyspuf7Ec6B/8VjGARIoe/fjPh6P/vjdscX37R/9ZXl5OCOEgQgggkcxoR2zyvdHr7rW4Pu2TS22dB7ggoe/VAwCgEyEEAIhGCAEAohFCAIBohBAAIBohBACIRggBAKIRQgCAaIQQACAaIQQAiEYIAQCiEUIAgGh86DYAJ8WN2MqVKzMzMy2uLygomDVrlq0jQRpCCMBJkUjk12+f0HytVhabzcHSyH8QQiQWIQTgJDMej908X2UNtbT6wAfmaw/bPBHE4RwhAEA0QggAEI0QAgBEI4QAANEIIQBANEIIABCNEAIARCOEAADRCCEAQDRCCAAQjRACAEQjhAAA0QghAEA0QggAEI0QAgBEI4QAANEIIQBANEIIABCNEAIARCOEAADRCCEAQDS30wNArtbW1gfmPRTRIxbXG9HI4kU/HzNmjK1TAZCGEMIxv//979dsP2RMuM3i+rQ3q6tOnCCEABKLEMJJKZeOM669y+Jiz/YaO2cBIBTnCAEAohFCAIBohBAAIBrnCDE4GYax+F9WbP/wQ4vrjx4+GPOPs3UkAMmJEGJwamxs/PXif47OftLqFT5e6U6P2zkRgCRFCDFouTy+6NW3W129a5OdswBIXoQQwKB17Nix+x/8R5fLZXG916VqnnwiPz/f1qmQbAghgEFr5ZOrtp3NVN+ssLg+7bm5ra2thFAaQghgUCsYq66aaXGt+4Wf2zoLkhMhxIAR1dvn/uOC7OwcS4sjkWjU6qeYApCMEGLA0JtO7rrqDpVv7bNGmxvUB+/ZPBGAwYAQYkAZWaZGlllaGfzU5lEADBKEEMDAEWk/fvL0395wk8Xl9Qf2q6v/l60TYRAghAAGjlMHQx3R7ZdXWVyu7X3Y1nEwOBBCAANKql+Nv9HiWu3FX5m2DoNBgRDKcvjw4Vt/cI/19d4UteaZp4YNG2bbRADgMEIoyx+feuqv8UvV386yuD793+aEQiFbRwIAZxFCeYb8jRpzg8W17tR0W2cBAMcRQgD4L5GoEfi72V6fz8rieDze0hbOyfRb337VPT+47957ezsd7EIIAeC/REKNdRP/WeUWWlp94APt9RXH5vxfq1v/4N8OHjrc29FgI0IIAOcouUoNLbW0MnxWuX2q9FqrW973jlLtvZ4L9iGEOJ9IJDrjjh9YP1IUCndk+a2eVmw8GYyPtfppyABgE0KI84m0NB6atkAN+RtLqw/v0F5YHPzf/2l16//+SEqvJwOABCGEuJBLL1OF4yyt1MPK5VHD/6fVLadb+jsSAGAru0LY1NR05513vvvuu9dee+0zzzyTm5tr04669eqbW3/8059ZX+9zqe3vbPP7e/DbX/b59YqVL76wUSnNyuK4YYSjMX+qpUOXSqnGk0H1bX5pDXBCW+Mf/vz8f7z4qsXl7hS1fs2fx44da+tQdjAM4877f7r9/R78+ZfbK6Y/uuSX9o10fnaFsLq6uqSkZN26dT/72c+WLVv26KOP2rSjbq16avWB4dPV5dMtrvc8NtUwDFtHsu6Zp/7Q/Pf/qrKGWlr98aspbz914v6nrG79T/f3ejAAfXLs4+Zhk5qmPGBxuf9Pd7e1tdk6kU3a29uf+9NTsYe2WL3C7pdr9x+wc6ILsCuEGzZseP75530+X1VVVUVFRT+HUCmlLhqmSq6yuFZLSbJzVYWXqbxLLa0Mfqo8Puv/U+XL6PVQAPoqa6j1R6trIH+chZaS0oPnpeO1qs3JEGqmactn0vr9/lOnTqWlpbW3tw8dOrSlpaXrmu985zuffvppZmZm129t2bLF5XL1eu8/vL/q1a3vePxWT0GF6j8ZNWpUiuUcFhcXHzlyxOLijIyMHv1Yd/hY0JX9PzS3x8riWNvZjsYT/qJRFjce/uyw8qSmX3SJxfWh4KHUvHy3L9XSMB3h9pNHMotHW9x4+8kjpuZKH2LtPVtKhT6r92Vd5Em3dAQ7Hou2NezLLLF6WKnjVIMRNzKGFlsd5sQRb0a2159taXU83nqkNnOYtVOtSumNn8X09ox8a7+jpFToxBFPWqYvy+oJiNYjtf6i0Zpm6fB75OzpSOisv3CExY23nTji8qWn5lxsdZhj+zIuGZZi7Q4fbW3Sz572X2rt7Q1KhU/Ua57UtDxrx1eUaj1+MP3iQpfX0rmGWHuo/VRDZvE3LG68/US96fKkX1xgcX24YX/xpQWpqZYefUqpb3zjG3v37rW42DTNjIyMcDhscX2PnvTi8XhdXZ3f8qMv1nZ26qSymt8/YXF9j+Tk5LjdF3jJZ9crQtM0Ox9mpml+3VHH9PT0uXPn3nBDNx/3lZeX15e9r/iXpY2NjdbXNzc3Z2VlWQ9hSkpKPB63Y7FS6uDBgyUlJRZ/DtB1/eTJk0VFRRY33nmzWL956+vr8/PzvV6vlcXRaPT48eMlJSUWN97c3ByNRocMGWJx/SeffFJUVNTtT05dxePxw4cPDx8+3OLGW1padF23Pszx48ezs7MzMiy9wjZN8+DBgyNGWG1JKBQKhUKXXGL155X9+/fn5uZedNFFFtcfOHBg+PDhFkMYDoebm5sLCqw+fZ88edLn82VnW/sRQalDhw4VFxdbvMN3dHScPn360kutHS9R6ujRoy6Xy/rw9fX1BQUFHo+lKkcikc8++6y42OoPT01NTYZhXHyx1R8RwuGwy+XyWXvzkurhU017e7tpmunpVl90ulwu6+eP4vF4S0tLTk4PfhsuNzfX+n2mR6zctex6RVhaWvrSSy+Vlpbu27dv+vTpdXV1XddUVlbOnj27srLSjgEGrpMnT1500UV9eUE8WJ05cyYzM9NilUVpbm72+XxpaWlOD5J0WltbNU1Lkt+DSyptbW2GYWRlZTk9SFKw69xYIBCoqakxTbOmpqaiosKmvQAA0Ed2hXDhwoW7du0qKiras2fP/PnzbdoLAAB9ZFcIc3JyNm3adOzYsY0bN9p05Hew+u1vf3v27Fmnp0hGTz/9tPXT9aKsX79+9+7dTk+RjN5444133nnH6SmS0fbt21966SWnp0gWSfa2ASi1evXqbn/JFs8999yxY8ecniIZbdq0qba21ukpktFbb7310UcfOT1FMtq5c+fmzZudniJZEEIAgGiEEAAgGiEEAIhm1/sIrbjzzjuPHz9u/b2uQrz88svXXXed9Te6yrF169bx48dbfz+yHNu3b8/Pz7f+zm45du/e7fF4Ro+2+mlHcuzfv7+1tfXKK690ehDbLVmy5IIPDSdD2NzcvHHjRqf2DgAY9AKBwAX//JGTIQQAwHGcIwQAiEYIAQCiEUIAgGiEMLnEYrEHHnhgyJAh11xzTUNDg9PjJJGXX3557NixOTk5Y8eOfe2115weJyk0NTUFAoG8vLwZM2Y0NTU5PU4S4d5yHjzJdEUIk8uKFStaWlrq6+vLysoWLVrk9DjJwjCMWbNmPf74442Njb/85S/vvvtupydKCtXV1SUlJcFgsLi4eNmyZU6Pkyy4t5wfTzLdMJFMrrzyyp07d5qm2dLS8pe//MXpcZJFR0fHpk2bOv/a58aNG8eOHev0RElh1KhRtbW1pmnW1taOGjXK6XGSBfeW8+NJpiu7/kI9eqe+vn7NmjVTpkwZPnz46tWrnR4nWfh8vmnTpoVCoaysLE3T+HsCnRoaGkpKSpRSna8LnR4nWXBvOT+eZLri0KjzRo8erWmapmlKqZaWFtM09+zZc9NNN/3oRz9yejQnnXuzdPL7/aFQaMmSJXPnznVwsORhmmbn7WOapmEYTo+TXLi3fB2eZLrh7AtSfEV+fv7x48dN0wwGgxkZGU6PkywOHDjw8MMPd3792Wefcct0GjlyZF1dnWmadXV1paWlTo+TLLi3nB9PMl3xijC53HjjjU8//bSu66tWrfrWt77l9DjJoqCgYNWqVW+//bZpmmvXrpXwAYlWBAKBmpoa0zRramoqKiqcHidZcG85P55kuuFwiPHfBYPBqVOnZmdnT548ed++fU6Pk0S2bNly1VVX5ebmfvvb3+78DRE0NTVNmzatsLAwEAg0Nzc7PU4S4d5yHjzJdMVnjQIAROPQKABANEIIABCNEAIARCOEAADRCCEAQDRCCAAQjRACAEQjhAAA0QghAEA0QggAEI0QAgBEI4QAANEIIQBANEIIABDt/wOv2xIcdmoW6AAAAABJRU5ErkJggg==" - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Distributions\n", "\n", @@ -887,25 +710,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Float64,1}:\n", - " 0.6956476252390833\n", - " 0.2623269291668078\n", - " 0.7409874488210824" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "rand(3)" ] @@ -1004,19 +813,11 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fixed point = 9.999999173706609, and |f(x) - x| = 9.181037796679448e-8 in 155 iterations\n" - ] - } - ], + "outputs": [], "source": [ "# poor style\n", "p = 1.0 # note 1.0 rather than 1\n", @@ -1055,19 +856,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fixed point = 9.999999081896231, and |f(x) - x| = 9.181037796679448e-8 in 154 iterations\n" - ] - } - ], + "outputs": [], "source": [ "# setup the algorithm\n", "v_old = v_iv\n", @@ -1104,19 +897,11 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fixed point = 9.999999173706609, and |f(x) - x| = 9.181037796679448e-8 in 155 iterations\n" - ] - } - ], + "outputs": [], "source": [ "# better, but still poor style\n", "function v_fp(β, ρ, v_iv, tolerance, maxiter)\n", @@ -1166,19 +951,11 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fixed point = 9.999999173706609, and |f(x) - x| = 9.181037796679448e-8 in 155 iterations\n" - ] - } - ], + "outputs": [], "source": [ "# better style\n", "function fixedpointmap(f, iv, tolerance, maxiter)\n", @@ -1226,19 +1003,11 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fixed point = 9.999999918629035, and |f(x) - x| = 9.041219328764782e-9 in 177 iterations\n" - ] - } - ], + "outputs": [], "source": [ "# good style\n", "function fixedpointmap(f; iv, tolerance=1E-7, maxiter=1000)\n", @@ -1280,19 +1049,11 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fixed point = 0.4999999999999968, and |f(x) - x| = 3.979330237546819e-8 in 7 iterations\n" - ] - } - ], + "outputs": [], "source": [ "r = 2.0\n", "f(x) = r * x * (1 - x)\n", @@ -1312,27 +1073,11 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/NLsolve/KFCNP.ji for NLsolve [2774e3e8-f4cf-5e23-947b-6d7e65073b56]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fixed point = [10.0], and |f(x) - x| = 3.552713678800501e-15 in 3 iterations\n" - ] - } - ], + "outputs": [], "source": [ "# best style\n", "using NLsolve\n", @@ -1358,19 +1103,11 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fixed point = [10.0], and |f(x) - x| = 3.552713678800501e-15 in 3 iterations\n" - ] - } - ], + "outputs": [], "source": [ "# best style\n", "p = 1.0\n", @@ -1413,22 +1150,11 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2.220446049250313e-16" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "eps()" ] @@ -1444,19 +1170,11 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fixed point = BigFloat[10.0], and |f(x) - x| = 0.0 in 3 iterations\n" - ] - } - ], + "outputs": [], "source": [ "# use arbitrary precision floating points\n", "p = 1.0\n", @@ -1491,19 +1209,11 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fixed point = [10.0, 20.0], and |f(x) - x| = 9.501826248250528e-9 in 184iterations\n" - ] - } - ], + "outputs": [], "source": [ "p = [1.0, 2.0]\n", "β = 0.9\n", @@ -1524,19 +1234,11 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fixed point = [10.0, 20.0, 1.0], and |f(x) - x| = 6.661338147750939e-16 in 3 iterations\n" - ] - } - ], + "outputs": [], "source": [ "using NLsolve\n", "\n", @@ -1559,19 +1261,11 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fixed point = [10.0, 20.0, 1.0], and |f(x) - x| = 6.661338147750939e-16 in 3 iterations\n" - ] - } - ], + "outputs": [], "source": [ "using NLsolve, StaticArrays\n", "p = @SVector [1.0, 2.0, 0.1]\n", @@ -1787,22 +1481,11 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.010000000000000002, 0.2)" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using ForwardDiff\n", "\n", @@ -1840,22 +1523,11 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "24" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function factorial2(n)\n", " k = 1\n", @@ -1870,22 +1542,11 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "factorial2(4) == factorial(4) # built-in function" ] @@ -1899,19 +1560,11 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1, 6, 4, 4, 4, 5, 4, 6, 5, 4, 5, 4, 5, 3, 5, 6, 4, 6, 5, 8, 5, 6, 4, 5, 5, " - ] - } - ], + "outputs": [], "source": [ "function binomial_rv(n, p)\n", " count = 0\n", @@ -1955,19 +1608,11 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3.14052" - ] - } - ], + "outputs": [], "source": [ "n = 1000000\n", "count = 0\n", @@ -1993,20 +1638,11 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Count = 1010001012\n", - "payoff = 0\n" - ] - } - ], + "outputs": [], "source": [ "payoff = 0\n", "count = 0\n", @@ -2038,44 +1674,22 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "\"foo\"" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = 1 < 2 ? \"foo\" : \"bar\"" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "\"bar\"" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = 1 > 2 ? \"foo\" : \"bar\"" ] @@ -2089,20 +1703,11 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Count = 0000123456\n", - "payoff = 1\n" - ] - } - ], + "outputs": [], "source": [ "payoff = 0.0\n", "count = 0.0\n", @@ -2131,20 +1736,11 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Plots\n", "gr(fmt=:png); # setting for easier display in jupyter notebooks\n", @@ -2167,20 +1763,11 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "αs = [0.0, 0.8, 0.98]\n", "n = 200\n", @@ -2208,22 +1795,11 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function drawsuntilthreshold(threshold; maxdraws=100)\n", " for i in 1:maxdraws\n", @@ -2247,19 +1823,11 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "There were 58 below 0.5\n" - ] - } - ], + "outputs": [], "source": [ "vals = zeros(0) # empty vector\n", "\n", @@ -2274,23 +1842,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "julia_by_example.rst", - "filename_with_path": "getting_started_julia/julia_by_example", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Introductory Examples" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/getting_started_julia/julia_environment.ipynb b/getting_started_julia/julia_environment.ipynb index 557a0f1..d8ee28d 100644 --- a/getting_started_julia/julia_environment.ipynb +++ b/getting_started_julia/julia_environment.ipynb @@ -29,7 +29,8 @@ "- [Interacting with Julia](#Interacting-with-Julia) \n", " - [Overview](#Overview) \n", " - [Using Jupyter](#Using-Jupyter) \n", - " - [Using the REPL](#Using-the-REPL) " + " - [Using the REPL](#Using-the-REPL) \n", + " - [(Optional) Adding Jupyter to the Path](#%28Optional%29-Adding-Jupyter-to-the-Path) " ] }, { @@ -59,7 +60,29 @@ "\n", "Recall that the easiest way to get started with these notebooks is to follow the [cloning instructions](getting_started.html#clone-lectures) earlier\n", "\n", - "To summarize, if on a desktop you should clone the notebooks repository , `cd` to the folder location in a terminal, and run" + "To summarize, if on a desktop you should clone the notebooks repository , then in a Julia REPL type" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hide-output": false + }, + "source": [ + "```julia\n", + "using IJulia; jupyterlab()\n", + "```\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hint: Julia will remember the last commands in the REPL, so you can use up-arrow to restart JupyterLab\n", + "\n", + "Alternatively, if you are using an online Jupyter, then you can directly open a new notebook\n", + "\n", + "Finally, if you installed Jupyter separately or have added [added Jupyter to the Path](#add-jupyter-to-path) then `cd` to the folder location in a terminal, and run" ] }, { @@ -77,20 +100,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "If you are using an online Jupyter, then you can directly open a new notebook\n", - "\n", - "Either way, your web browser should open to a page that looks something like this\n", + "Regardless, your web browser should open to a page that looks something like this\n", "\n", - "\n", + "\n", "\n", " \n", "The page you are looking at is called the “dashboard”\n", "\n", - "If you click on “Julia 1.0.x” you should have the option to start a Julia notebook\n", + "If you click on “Julia 1.x.x” you should have the option to start a Julia notebook\n", "\n", "Here’s what your Julia notebook should look like\n", "\n", - "\n", + "\n", "\n", " \n", "The notebook displays an *active cell*, into which you can type Julia commands" @@ -110,7 +131,7 @@ "\n", "When you’re ready to execute these commands, hit `Shift-Enter`\n", "\n", - "" + "" ] }, { @@ -181,15 +202,14 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", path = \"getting_started_julia\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { @@ -205,20 +225,11 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAIAAAD9V4nPAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nO3deXxU1d0/8O+5M5PJSvadJMQQQHZBtgAJgYAgBnCp++PS1SWPttrq01Zpn0fbn9BqsctTn1rTxba4grIIsiYBQREUwQhhD8lksu/75J7z+2M0jZCELHfmbp/3H75wgjMn4z3nc+9ZmRCCAAAAzEpSuwAAAABqQhACAICpIQgBAMDUEIQAAGBqCEIAADA1BCEAAJgaghAAAEwNQQgAAKaGIAQAAFNDEAIAgKlpJQg/++wztYugAM65LMtql0JnXC6X2kXQGVxmQ4DLbLBkWeacq10KL9FKEE6dOtUAu552dnY2NjaqXQqdqaurQ7M+KK2tra2trWqXQk+EEDU1NWqXQmeam5vb29vVLoWXaCUIAQAAVIEgBAAAU0MQAgCAqSEIAQDA1BCEAABgagoHoSzL48aN6/lKXV1ddnZ2WFjYihUr6urqlP04AACAYVIyCF988cW0tLSioqKeL65ZsyYpKcnpdCYmJq5du1bBjwMAABg+JYNw8uTJTz/99CUvbty4MScnx2635+TkbNiwQcGPAwAAGD6m+DJ2xr72noGBgVVVVX5+fm1tbdHR0X2tN2eMPfjgg5e/Pm3atNtuu03ZEnpOe3t7e3t7SEjI5T/igg7VSGWt1OBi9Z0s1Edkxcoj/b1fRs2pqqoKCwuzWCxqF0Q3WlpahBCBgYFqF2TQGl1sp5M1upj7X6N8xaIY7uv5//NCiMrKyujoaI9/koE0NjbabDY/Pz+1CzJc/v7+V2xerJ4uhBCCMeb+Q/8biCQlJV3+YkREhPs/1wX2lZ4v1nWyV89Jr5yx+FspNUiE+Ihgm/ii0fLfx62xfnRdrPyf43i4Xfe76gxZr18a9MP9XenoG3NxerdEevuipaCSzY0UMX5fXu3nmtlDh1j2SH77KD4/yrO7eeEaGyzdXWZ9Gciv4PEgjIuLKykpSU1NdTgc8fHx/fzNJ554Qu9futVqtVgs3bfqXNCzR/m6z+XsROlfC6VZUV/77bigQ1XiH2css7fz52db7kwx6Qze1tbWwMBAPBEOio6eCE/Ui3vy5AAb3T9G+sciKdjnaz91tIj158QPjvCrQ9jL8y0Rvh4pgxCipaVFL9+YRsiybLPZ/P1N0W3lwcY3Ly+PiLKzs3Nzc4UQubm5K1eu9NzHaU1VOy3b3rW3jH9+s/VvGZZLUpCIJEazo9jv0yyblljXfMaXv99V2mLe50IwHkH04uc8Y0vXd8ZJe5db7029NAWJKD6A/XCS9NlN1tRgmrqx6/1SVAFQgQeDMDMzk4hWr1597NixhISEwsLCp556ynMfpykHKsT0jV3TItjOZdY4/ys85s6IZIdXWWdHSXM3y6cb0BCAEXTItGJH1xvn+cEV1u+Ok/qvA3YLrZ1p+XuG5bv75Z8exg7s4G3Kd412z5Rx/yEkJGTr1q2Kf4qW7SsXt+zuemW+9YbEgfb02iR6+hopPoAWvSfvut4yJljfXcRgci5Ot+6R/Swsf7nFOuCb7YVx7JMbrVnvdVmZ/N/T0VUO3mPScSnPOdkofWN316sLBpGC3b45RlozU8rcKhfW4bkQ9EoWdG++3CmLVxcMIgXdwu20Y5n1rfNizWdmOQkPtMDjk2VMpaSFvrHfb91sy5L4IT7S3ZEidQm6brt8cIUlIQDPhaAzXND9+XJth3h3sdU+pIe6SF/ascySsVUe4UMPXo07dfAGXGeKqe2gFXssD6d23j68+Z//MVp6dIJ0+x7ZhXti0Js1x/j5ZrExa4gp6BYfwHYus/ziKN/rRNcIeAOCUDEPfSBnxYkHUl3Df6sfTpbC7IRZA6AvH1aK334uv5Zp8Rt2T1NyEPvTPMt398mtXUqUDKBfCEJlvFciPqkR/zNFmYc4RvT3DOtb58W7xXgqBH1o6KQ798ovzbPEK9Slf30Cmx3Fnj6C20HwOIwRKqDRRQ/sl/+SYfGzdrUp8EBIRBRqp9cWWlbs6JoSxkYFYbAQtO7BD+TsRLYyScl763VzLJPedt00SpobbdIq8PDDDx84cECVj+aca207nszMzBdeeMET74wgVMB/HZKXJbBFcay9Xcm3nRnJHptkefADedtS/G8CTXuliJ+oF39ZofCFGm6nF+dYvrdfPrJqWIOO+nXmzJnvfOc7c+bMUbsg6svLy8vPz/fQm6OFHa595WLzRfH5zR75Jh+bKP31FN9WIpYlaOi+DKCn+k76yWF59/UeyapvJEuvnRXPHpWfMevKwpSUlGuuuUbtUqivuLjYc0GIMcJh6ZDpe/vl387pZe8oRVgl+vUsy2MfYQYpaNcvj8qrkqSJoZ66V/vDXMufTvJPqjGDFDwFQTgs//OpPDGU3TjKg1/j9QksKZD+dBJJCFpU2iJyi/jT13iwCsT40dqZlm8W4HYQPAVBOHTHasXLJ/m6OR7/Dn8z2/I/n8q1HZ7+HIBB+8nH/OHx0kgPb/5wb6oU60/PH0cSgkcgCIdIFvStAnnNTMsV99QevqtD2E2jpF8exTxy0JbPasVOB398sjdG7/5vnuX54/IX9eggBeUhCIfon2e4v5XuG+OlL/C/p1n+fpqfaUQrABryo4/k1dMsI2ze+KzEQPbzaZZHD+J2EJSHIBwKLmjtMf7z6RavTeWM8qMfTrY8cQhdQ6AV20vFxWb69ljvtSHfGyedaaSDlbgdBIUhCIdiwwUeaKPMWK8uafj+ROl4rdjlQCsA6uOCfvKx/NxMyebFJsQq0eOTpF8fw+0gKAxBOBTPfcafvsbbq5p8JPp/M6QfHZI5ohDU9vfT3G4hZfeRGYhvj5UOVnKcUwbKQhAO2nslQhZ0vRor3G9JloJs9I8zuCMGNbV10c8+4S/M9t7QQDdfCz083oLpoxrRzwZsW7Zsefnlly9//eWXX16/fr0nCzUUCMJB++VR+adTJbU2evnZNMuvjuGZENS0rpDPimRzotSpBDnjpc0X+cVmVAL1Pfnkk72+Lsvy888/f9ddd13+o7vuuuvZZ5/t6NDWajAE4eDsdYqaDrrJkyvo+7cojjFGe8rQCoA6ml30wnH5F9eqVgWCfej+MdJvPsdDofqee+65Xl9/4403ZsyY4e/vf/mP/P39r7/++tdff93DRRscBOHg/OJT+cdTJNWeB4mI6NEJ0otoBUAlfz/NM2Kl1GA168BjkyyvnubViu5xDwORm5sbGxsbERHx29/+lr7qGmWMvfbaa1OmTAkPD1+3bh0Rvfnmm3PnziWi119/fe7cubIsNzQ0jBkz5ujRo0SUlpa2adMmVX+PS2HT7UE4VCVON9IdwzuAfvjuHi09ddhV1CCNVbUxAnN66SR/cY7K+1/H+NFNydLvv5B/Ps10O3EXNYgnvbWMalwIPTfja9/w448/XlBQYLfbH3744UceeaT79YsXLx49enTv3r033HDD97///UOHDj3zzDNEdNttt23ZsuX5558/ceLEww8/PHXqVCJKTU09dOiQd36FAUIQDsKzn/IfT/HqfPFe2S30nXHSH77gv1W7PQKz2VMmZE4LvLtwqFdPTpbmbOr64SRLoFeW82tHlC+7b4yXvv8w+6UflJ6e/pOf/OSee+7Ztm1bz9cffPBBxtjChQvb2tqIqLKyMjk52f2j3//+99OnT09JSXnllVfcryQnJ1dUVHi++IOAIByoY7XicDV/faEmql3OeMvVb7l+Ps0SZle7KGAmf/iC50xQd2TgSykj2IJY6c9F/PsT1b4z9a5QO63y+qqVbu+8886OHTv++te//ulPf9q5c2f360FBQT3/WlBQUFVVVVJSEhG1tLTIslxWVtbZ2enr60tE1dXVI0aM8HLJ+2eua2g4fnmU/3CSxU8bdw5RfrQ8QfrLKYwUgveUtYo8J79rtFYajZ9MlV44zjtRCbwoOTk5OTl59erVR44c6eevXX311adPnyYizvm99977y1/+csGCBU8//bT7p6dPnx43bpw3ijtgWrmmNa6kRewu49+7WkNf16MTpd9/wWXMHgVv+d8v+N2jJe/sLDoQU8PZ1SH0Tyyr9aInnnhizpw5CxYs+NWvftXPX1u6dOnnn39OROvWrQsODr799tufe+65d999t6CggIgKCwuvu+46L5V4YDTUsmtZbpG4I0UK0MbjoNv0CJYQQO9cQCsA3tDJ6ZUi/tB4bbUYT06xrPmMY12t1zz00EM1NTUVFRXf+ta3iEgI0f1PN/efH3rooY0bNwohHnvssbfeeosxFhAQcOrUqfT0dCHEq6++ev/996v1K/RKW5e1NnFBfznFv+mtgyYG7tEJ0rpCBCF4wxvn+OQwprWJygvjWLAPbbmIWqAtYWFhS5cuzc/Pv/xHeXl58+fPj4+P936p+qG5xl2DdjpEpC9NDddWE0BEq0ZJZS30cRXuh8Hjfv8Fz5mgxebiofHSn04iCDXnkUceCQsLu/z18PBw98oKTdHila01rxTxb3nxrJmBszB6aLz0OzwUgod9Ui3KW+n6BC3WgluTpQ8rBXZc05qAgIDJkydf/vrkyZMDAwO9X57+afHK1pSaDtrp4LervYi+L98ZJ71Xwh0taAXAg35byB8eL6mwx/YA+FnpthTpb6dRBWDoNNq+a8ffT/OVSVKIj9rl6MMIG92WIuWeQisAnlLdTpsu8m9qslPE7TtjpVeKMGUGhk67F7dGvFLEvXkG9xDcP0b6yyk0AuApLxfxm0ZJ4RreumFqOIvwpZ04sxqGStNNvOoOVgoXp7kxmuwS+sq1ESzIRvvK0QqA8mRBfzrJH9TSCtpefWec9OciDJbDEGn9+laX+3FQ0zFIRET3pmKXGfCI90tFjB9Nj9B6JbgjRdpdxivb1C4H6BOCsE9NLtpwgd+TqoOv6O7R0rvFvNmldjnAcNaf5XdrZk+1foyw0Y1J0t9O43YQhkJLe6VozOvneGasFO2ndjkGIMqP0mOkN8/z+7W36h/0q7WLtpbw52dpZlO1ft0/RnrwA/lHkw1VBfz8/P74xz9u3bpV7YKo79y5c1arpwILQdinPxfxn12jm3OO7hvDfnMcQQhK2nyRz4pkUXq4FySiuTGspYs+qxVTwrTekTtwL7300htvvKHKR7e1tVksFh8frcyYHz16dEpKiofeHEHYu8/rRFkLLRmpmxq1PEF6YL98tlGkjNBNmUHjXjsrNLuC9nKM6I4U9s8zfMpM3dy/XlFMTEzP82+9qaGhwWaz+fv7q/LpXqabq9zLXini941h2lxB3CubRLenSP88i7mjoIz6Ttrr5DeO0lMTcddoaf1ZgbVEMFh6usq9Rha0/qz+uhnvuEpafxaTBUAZb5/nWfEaOnRpIMaHsEhfysdSIhgknbX13pHnFEmBLDlIP8+DREQ0K4rJgj6tQSsACvjXWX5nis6qABHdOVrCCYUwWAjCXrx5jn/jKl1+M7cmMzwUwvCVt9GnNWLZSP3VgjtT2IYLvK1L7XKArujvQvc0WdA7xfymUfq7Fyaiu0ZLr2GMBIbttbN8VZLkp8O5dHH+7Jpw9l4JbgdhEBCEl3L3i16lt35Rt6tDWIidDlQgCWFY1p/ld+hnvugl7hqNWWMwOHq91j3nrfP8lmQdfy13pEjrz+F2GIbubKMobhaZsbq8FySim0dJux28oVPtcoB+6LjF9wRZ0MYL/OZkvTYBRHRnCnvzHHchCmGo1p8Vt14lWXXbNgT70II4afNF1AEYKN1e7J6R7xSJuu0XdUsKZCkj2J4ydA3BEL12jt+uz8li3W4exd46jyoAA6Xvy11xb5zjt+q8CSCibyRLb53H7TAMxWe1otlFc6J1fC9IRCuSpL1lvBHb0MPA6L7RV5Cu54v2dNMo9k4x70IUwuCtP8vvTGF6rwMhPjQvhm1F7ygMDILw3/L1PF+0p1FBLCmQ7cPcURgkQfT6OaHf+aI93ZIsvX0BVQAGxAhXvFLePK/XdfSXuzlZehu9ozBIH5QLPwtNMsTpDTeOknY5eAtW1sMAGKTdH74v54vqv1/U7eZRbOMFrKyHwXn7Ar/TEI+DRBTiQ7OjsLIeBsQgF/3w5etzf9G+jAlm4b50sBJJCIPwbrFYZZR7QSK6JVnC3FEYCAThl4zUL+p28yj0jsIgHK8VjGhiqHGC8MZR0vul6B2FKzNU0z9ksqB3DNQv6nZzMttwQeB+GAZoS4nITjJUFQi307URbJcDt4NwBQhCIqKCcpFgoH5Rt4mhzNdCR6oRhTAgm4p5dqLRGoRVo6R3i1EF4AqMdt0Pjd73F+3LqlFsUzFuh+HKytvoVINIjzHUvSARZSeyrSVcRhRCvwzY+g/B9hKRnWi0JoCIViRKm3A7DAOwuZgvHSnZDNceJAWyOH92EGtqoV+Gu/AH70S9cHG6OsSAQTg7ilW0ifNNaAXgCjZfNOa9IBGtTGKbS1AFoD8IQtpeKpYbtAmQGF2fIG25iFYA+tPWRQXlfGmCMVuDFYnSRmwxA/0y5qU/KNtK+NKRxgxCIlqRxHAeDfRvp4PPiGQhPmqXwzOmRbAuQWeaLWoXBLTL7EHY2kUHK0VmnGG/hyXx0qEqUY9DSqFvmy8K480X7Wl5Anu/wqA5D0ow8tU/EHudYkYEG2FTuxwe42el9BhpOzaagj5wQVtLuFEHCN1WJCIIoT9mD8LtJXyZQYdGumUnss0YJoQ+HKoSkb5GW0R7iQWx7HSTVN6mdjlAqwyeAVe0vVQYeIDQLTtJ2l7KXXgmhN5svshvMPTjIBHZJMqI7MLxhNAXUwfh6QbRLtNEQxw6048YPxo9gn2ApVTQm80XxQpDDxC6ZUV3bitFFYDeGb8C9GNbqVg6UveHcQ/E4ni2EzsuwmUuNInKNjEj0viVID3CtacMW8xA70wdhNtLjbxwoqfF8dIO3A7DZd4pFiuTJMkElSDKzuP9GbbehV6ZNwjbZfqgXCyKN8U3MCeanWoQVe1qlwM0ZvNFA2603ZclIxluB6FXZqkDl8tziqnhhl1EfAkfidJj2d4y9I7CvzV00pFqsTDOBM+DRES0OF7CAAH0yrxBuL3UsHtK9WpxvLTTgdth+LetJXxBrORvVbsc3pIewz6tEc0utcsB2mOiJLjE9hLjL5zoaUk824EghB62GHej7V75W2lGJMtzohbApUwahOebREOnmBpuolZgXAgTgooa0AoAEREXtMM0k8W6oXcUemXSINxWIpYmmGGu3NcsjmfoHQW3T2pEtB+LDzBXJVgcz3ahCsBlTBqEZthQ5nIIQui2yyGy4k1XBa4JZ1XtoqQFtQC+xoxB2MmpoJxnmWPhRE9Z8VK+E3utARHR7jK+yDTzRbtJjDLjpN24HYSvUywM6urqsrOzw8LCVqxYUVdX1/NHaWlp7CsPPPCAUp84ZAVOMSGUhdvVLofXRfhSygj2YSVaAbNrl+mjSpERa7p7QUK/CPRGsZqwZs2apKQkp9OZmJi4du3a7teFEEVFRU6ns6mpqampad26dUp94pBtL+VLR5qxCSCiJdhrDYj2l4tJYSzYHItoL+HebpAjCqEHxfJg48aNOTk5drs9Jydnw4YN3a87nc6urq7ly5fHxsbefffdjY2NSn3ikG0rEcsSTNcp5IbVhEBEu8t4lvn6Rd2SAlmonR2rRS2Af1NsMa3D4UhKSiIi93Nh9+tOp3P69OkvvPBCYmLiD37wg0cffXT9+vW9vsNdd911+YuzZs267777lCokEZW1sco23xRrS0ODgu/6pfb29vb2dknS7uPmJD8qrPW7UNUY6qOVhqCxsdFqtVosFrULohstLS1CCM6H/mT//kXfX051NTTICpZKy4QQjY2Nfn5+7n/NiPTZfLYz2Yql9f1pbGy02Wwul+6/pcDAwCs2L4oFoRCCMeb+gyz/u4JNnz59z5497j8/99xzEyZM6OsdMjIy2GVHQSQnJ9tsSp4fv7tYyooVdh+PnEkvy7Isy8oWWFk2otmR4kCNbVWiVoLQZrPZbDYE4cBZrVYiGvJlVt/JzjSx2dGSTcN3bMoSQrgvM/e/ZsXR/52yPD5R3UJpnc1ms1qtWm7NBujyWLmcYkEYFxdXUlKSmprqcDji4+O7Xz9y5EhHR0daWhoR+fj42O19zlH57ne/O5ASD9OeSvmWZObv75GpMpIkMcb8/f098eZKWZrIC6rFneO0Ejx+fn7+/v4IwoHjnAshhnyZvVfB02N5SKCmr1JlCSHcl5n7X5cl07cPupiP3c8028sNgcvlstlsGm/NlKLYLWF2dnZubq4QIjc3d+XKlUSUl5dHRC0tLTfeeOOJEyc6OzufeeaZVatWKfWJQ+DilOfkWXFmuRHu1ZKR7H0ME5rY7jKzHLrSlyAbTQ5j+3FUNXxFsfqwevXqY8eOJSQkFBYWPvXUU0SUmZlJRPPnz3/66aezs7Pj4+Pr6urWrFmj1CcOwQcVInUEi/JTsQjqmxDKOmU624hWwKR2OYRpZ8p0w15r0JNiXQMhISFbt27t+YoQgogYYzk5OTk5OUp90HBsL+WmnS/ajRFlxbOdDpEywuxfhQkVN4sml5gYZvb/9Yvj2cMHEITwJXP1kGwrEaZdQdgT1hSb1k6HyIo33S67l5sZyS40ifI2tcsB2mCiVHC2kqNFzIhEI0CL46W9Tt6FG2Lz2eUQJtxZ7XJWiRbESntwVDUQkamCcFspXzJSsqARIIr2o4QA9nE1HgrNRRDtKeMm3Gu7V+gXgW5mCkKTncTbvyVoBcznaI0Is7MEkx291BcEIXQzSxDKgvaU8cXmnjXe0+KRmDVnOuY8eqkvqcHMR6IT9chCME0QHqwQo4JYrCnWhg5Iegz7rEY0dKpdDvAicx691I8sPBQCEZknCLeX8mXoF+3B10KzolieEw+FZtHJ6WCFWGDKo5f6shiHsQARmScIt5Vi4cSlcBKFqXxQIa4OZaHmO4azH1lxUoFTdJhl73HokymyobyNzjWKWVF4IvwazJcxld0O8x691JdQO40JZh9VoRaYnSmC8P1Svjhespnidx2EKeGssVOcb0IrYAq7ykQWJotdBr2jQCYJwu2lYqnpd1a7HCNaGCftwkOhCdR30ok6MQedIpdZPBIDBGCCIJQF7XLw6zBrvDdYSmUSe8t4WjSz46iry8yNZifqRG2H2uUAVRk/CA9XiTh/Fo9FxL1ZMpLtKeMyotDocPRSX3wkmhfDsNeayRm/buxxYhFxn+L8WYw/+wR7rRkdjl7qR1Y8BgjMzvhBmO/kGTFoAvq0OJ7tQCtgaKUtoqZDTDb90Ut9WRyPo6rNzuBB2MXpw0oxP8bgv+Zw4IRSw9vhEFnxEs5e6svEUNbFcVS1qRk8IQ5ViZQRWETcnwWx7JNq0exSuxzgMbtx9NKVLIzDrDFTM3gQ5jnFglg0Af3xt9K1ESy/HK2AMbmPXkIQ9g/Tp03O4EGY7+QIwivCSRQGdrxWBNpYchBqQX/cR1Vj+rRpGTkIXRggHJjF8WxHKdoAY8LRSwPx5VHV2GvNrIwcEh9XidRgFuKjdjk0b1o4q24XJS1oBQwIRy8NEHpHzczIQYgBwgGSGPZaM6ZOTvvLcfTSgGD6tJkZuYbkOXkGgnBgcDtsSB9WijHBLMJX7XLoQXoMO1ojGjF92pQMG4QuTh9hgHDArhvJdjo4RxQay24HX4wBwoHxs9LMSFbgRB0wI8PmxCEMEA7GyAAWbmdHa9AKGMoubDE6GOgdNS3DVpI8p8hEv+hgLBmJ3lFDaXLR8VqRhqOXBgzbDZqWYYMw38kzMEdgMHBCqcHsLeOzo5ifVe1y6MfUcFaD6dOmZMyo6PxygBD3woOwIFY6VCXautQuByhkd5lYFGfMCu4hEqNF8Tin14yMWU8OVYoxwSwYA4SDEWSjiaHsI6wpNoqdWEo/eFlxDOuITMiYQYgVhEOTEcsKsOmoIZS1iso2cU04asHgYPq0ORkzCPPLMUA4FBmxUr4Tw4RGsMshMuNw9NKgjQxgEb7ss1okobkYMC06OR2qFPMwQDh4c6PZx1WiQ1a7HDBs2GJ0yBbGsXysJjQZAwbhoUoxNgQrCIciyEZjg9nharQCurfHKbKwxeiQpMdggMB0DBiEeU6RgcfBocqIxe2w7n1RL3wkShmBWjAU6THSvnKMEpqLIYOQL8Cs8aFKj2EF5Rgm1Le8MrEQj4NDFetPoXZWWIcoNBGjBUYnp0NVYm40WoEhmh8jHawQLkShnhWUi3R0igxDRgw2HTUXowXhR5ViHAYIhyHUTslB7FNsOqpn+8oFzl0ZjvRYlo9hQjMxWhBii9Hhw2pCXTvdICyMkgJRC4ZuQSwrwDoiMzFaEGKL0eFLj2FYTahf+eXYTWK4EgKY3cJONeB20CwMlRmdnD6uwgrC4UqPlfaXCxmNgD7tKxfpCMJhw/RpUzFUEH5YKcaFsBE2tcuhc5G+FOfPjmFzDX3Kd2KmjAKwmtBUDBWE2GJUKbgd1qmSFtEhizHBqAXDlRHL8lAFTMNQQZjv5AswQKgE3A7rVJ5TYIxcEaNHMC7oQhNqgSkYp850cjpcJeaiU0gJGbFSgRN78OtPAfpFlYNFFOZhnCD8sFJcHYoBQmXE+lOYL/uiHq2AzuRjpoxy0rGs3jSME4QYIFRWRgyGCXWmvI1q2sX4ENQCZWBBrXkYKAjLeEaMcX4d1aWjFdCbfCdPj8EZhIq5OoQ1uoSjBbXA+AySHB0yHa7GAKGS3JtroA3QkQL0iyqKEc2LlnA7aAYGCcIPK8V4DBAqKiGA+VqxuYaeFOAAMqVh+rRJGCQIscWoJ2CYUEdqO6i0RUwJRy1QUkYs5suYgkGCEFuMegKGCXUk38nTopkFOaioyWHM2SYq29QuB3iYEcLjywFCnEGoNDwR6khBuUjHZDGlSYzmRrN9OKra6IxQcw5WigmhLAgDhEpLGcEY0TlsrqEHmCnjIekxmC9jfEYIwjwnxwpCD5mPh0I9aHTR6QYxPQK1QNAPJMsAACAASURBVHnYd9cMjBCE+U6BLUY9BMOEurC/XMyKYj6oBB4wLZxdaBa1HWqXAzxJ91WnQ6Yj1SINA4SegWFCXSgo5xgg9BCrRLMi2QcVGCY0Mt1XnoOVYiIGCD1mXAhrl8XFZmShpuEMQo9Kj5WwiMLYdB+EGCD0NGyuoXGtXVRYJ2ZGohZ4SkYMjqEwON0HYT4OYPMwTBbQuAMVYmo487OqXQ7jmhnFTtaLJpfa5QCP0XeEuAcIsYLQo7AHv8YVlHP0i3qUj0TXRrAPKlALDEvfQXioSowPZYEYIPSkCaGstkOUtaIV0KiCcnSKeFx6LJbVG5m+6w/mCHiBew/+fXgo1CR3p8jsKNQCz0qPkTBAYGD6DsJ95Xw+gtDz0DuqWR9VYVslb5gTxT6rFa1dapcDPEPHQdjF6aMqMTdax7+CXqRjNaFW4egl7/Cz0pQw9lEVaoEx6ThFPq0RowJZmF3tcpjAlHBW1iqq2tUuB1xmXzmfj6X0XpEew/KdGCY0Jh1XofxykYEVhF5hYZQWhckCmuPuFJmHJ0KvwLJ6A9NxEO4rFxgg9JqMWCyr15wj1eKqIBbio3Y5zGFeNDtcLTpktcsBHqDXIBREH5RzDBB6DYYJNSgfRy95UaCNxoWww9WoBQak1yA5Xisi/Visv9rlMI3pEex8E/bg15YCJ5bSexVuB41Kr0GIflEvs0o0Owp78GsIF3SgUmCmjDdlxLICjJQbkV5rUQGC0OvSYzBZQEM+qxWxfizSV+1ymMm8aOlghXAhCg1Hr0G4vxx7ynhbOvbg15J8J2ZNe1uonZKD2Kc1qAVGo8sgPN0gLIySAtEKeNXMKFZULxqxB7827MO9oBrSscuSEekyCAvKBc4g9D4fiaZHsAPYg18DBNH+Co4po96XHsMwQGA8ugzCUDvdepUuS653GbESNtfQgqJGNsLG4vwRhN6WHiPtr+AcUWgsuoyTm0ZJNySiCVABdt/WiP2VEgYIVRHlRzF+7FgtaoGhKBmEdXV12dnZYWFhK1asqKuru+LroDuzo9jxWtGCPfjVdqDaglnTakmPwe2g0SgZhGvWrElKSnI6nYmJiWvXrr3i66A7vhaaEs4+rEQroLIPKiUcOqEW9IsYj5JBuHHjxpycHLvdnpOTs2HDhiu+DnqUgT341XaumUmMRgUhCNWxIFYqcGKU0FCsCr6Xw+FISkoiIvfz3xVfv8QNN9zA2KV1Oy0t7cEHH1SwkB7V0dHR1tamdik8a3qQ9dcnbD+4qlGpN6yvr5ckyWKxKPWGhrezmM8K4XV1zWoXRDeEEA0NDXa7Mme2+RIFWQM+utgwNsjId4SNjY02m62jQ/fbKo4YMeKKzYuSQSiEcCeZEEKW5Su+fol77rnn8iBMSEjw8/NTsJAe5S6/jgo8BOnxdO+HFubj56tQcvn5+fn5+SEIB+5wA58b6TL2ZaYsIYSvr6+C39j8aDpU7zs1ysiPhZ2dnTabzQCX2eWxcjklgzAuLq6kpCQ1NdXhcMTHx1/x9UvceuutAymxxrmrnNql8CBfovGhXcea7Eqt5rbb7b6+vgjCgTtQ0/nERG7sy0xZQgj3ZabUG2aO5O+XikeUuhnUpI6ODpvNZpLLTMkxwuzs7NzcXCFEbm7uypUriSgvL6/X10HXMrCmWD0lLaJDptFB+P7VlB7D8jBSbiBKBuHq1auPHTuWkJBQWFj41FNPEVFmZmavr4OupcdK+diDXyV5TjHX0D1yupAcxGwSO9OI/xEGoWTXaEhIyNatW3u+IoTo9XXQtXnR7M49wsXJpsv9GPRtX7lIi8RdiPrcZxOOHqH70Rwgne4sA+oK9qHRwTiqWx35TjEPQagBWFZvJAhCGAoME6rC2Uo17eLqYHzz6sOyerVsuMArlF6khiCEoUiPZRgm9L6Ccj4/RpLQG6cBY4JZe5cobkYWelvOAbldVvhrRxDCUKTHSAcrhNJXI1wBDuPVlPRYCQ+FXna6QVgZU/wwWgQhDEWYnUYGsKM4qtu7EISakhHD8jFA4F0F5R6pAghCGCKMkXhZVTuVtYrJYQhCrciIRRB6275y4YlzVxCEMETpuB32rgInnxfDLMhBzRgfyhpdwtGCWuA9BeVCqT2tekIQwhClx0r7ynFUt/fkl4v0GFRYDWFE86IxTOg9jhbR7BJjQxCEoBkxfhTpyz6vQyvgJQVOj9wLw3BkxLI89It4S0G5SI/1yKRpBCEMXTqGCb2lroPON4lpEQhCbcFIuTd5qF+UEIQwHOlYVu8t+8r5nGiGPe20ZlIoq2oTzla1y2EOnusUQcWCoVsQy/LLMUroDfnlIiMWtVVzJEZzY6T9FdhcwuOq26msVUzyzKxpVC0YupEBLMDKiuoRhR6X7xQZGCDUJKwm9I6Ccg/OmkYQwrBgjMQLGl10qkFcG4kg1CKsJvSOfeVivsdmTSMIYViwmtAL9peLGZHMB5VVk6aGM0erqFR6G2i4hOdmyhCCEIYJT4ReUFDOMUCoWRZGaVEMw4Qe1dBJZxrEdI/NmkbtgmG5KogxonNNyEIPwgChxmH3bU/bXyFmRnlw1jSCEIZrPnpHPam1iwrrxEwMEGoY5st4WoGTe3RbJQQhDBeW1XvUBxXimnDmZ1W7HNC36RHsfJOo7VC7HMbl0QFCQhDC8OF22KPynRxHL2mcVaJZkewDDBN6hhc6RRCEMFxjQ1hrl7iIo7o9A0vpdSEjVsLtoIcc8HynCCoYDBcjSo/BZAGPaOuiozVidhSeCLUOu297TkE598QZhD0hCEEB6bFsH4LQAz6sEpNCWQAGCDVvRiQ71SAaOtUuhxHtdYoFHu4UQRCCArCs3kMKnAIDhLrgI9GMSHagArVAYa1ddLRGzInGEyFo3qQwVt0uylrRCigs34ml9LqRESvll2O+jMLcA4Se7hRBHQMFMKJ5MdJ+9I4qqpPTkWqR5uF7YVAKpk97wl4nX+D5ThEEISgjPQarCRV2qFKMDWEjbGqXAwZmdhT7vE40udQuh7HkeX6AkBCEoBTswa+4/HLsrKYndgtNC2cfVqIWKKa1i47XijmenzWNIARluPfgr25XuxwGku/k6ZgpoysZsSzfiWFCxewrF9MivLGtEoIQlGFhNBt78Cuni9NHlWJuNGqonmTESvkYIFBOnlcGCAlBCArKiJEK0DuqkCPV4qoRLMyudjlgMOZEsaM1orVL7XIYxV6nyPTKrGkEISgmPZbhdlgp+eVYQag//laaHIZhQmU0u6iwTszyyrZKCEJQzLUR7EyDqMfmGkrId3LMlNGjjBgMEypjX7mYEcF8Ld74LAQhKMYm0cwo9gE21xg2WdBBDBDqE4YJlZLn5JlxXqoCqGmgpPQYqQC3w8N2tEbE+7MoP7XLAYM3N5odqRbtstrl0L+9TuGdmTKEIARlZeCQXiXkY4tR3Qq00fgQdqgKtWBYmlxUVO/ZMwh7QhCCkmZFYnMNBXj6PG7wKGwuMXwF5WJmFLN7ZYCQEISgLGyuMXyCaH85n4cg1K2MWAnzZYZpbxn3ws5q3RCEoLCMWFaAPfiH4XitiPBlcf4IQr2aF80OVYlOVIJhyHOKTC+ODiAIQWHpMRL6hYYDA4R6F+xDqcHsMIYJh6qhk041iGu9NUBICEJQXFo0O1oj2rC5xlBhKb0BZMRgc4mhy3fyOVHMx4vphCAEhflbaWIo+wi3w0MiiPaV8/kYINQ57L49HHlOscBbKwjdEISgvHQsohiqE/UiyMYSAhCE+jY/RjpYIVyIwiHZ690BQkIQgicsiJX2lqENGIoCJxZOGEGYnZKD2Kc1uB0ctNoOOt8kpkcgCEHn5sewI9WiBcOEg4cBQsNIx2rCISko52nRzObdaEIQgvICrDQtgu1D7+jgFThxKr1BYPftoclzCm+uIHRDEIJHZMVJuxxoBQbnVIOwSjQqCEFoBOmx0gcVQsbd4CDllXlvi9FuCELwiEXxbJcDbcDg7HKIhXFIQYOI9KU4f/YZhgkHo6aDLjSLaeEIQjCEGRHsYouoaFO7HLqyq0xkIQgNZEEcVhMOTr6Tz4tmVq/nEoIQPMIqUUaMtBtzRwdMFpTn5FnxqJLGsSCW7cYAwWB4fwWhG2odeMqieLYbvaMD9nGVSAxg0TiD0ECy4qR95aIDZxMO2N4yb68gdEMQgqdkxbFdZQjCgdrpEIvj0S9qKKF2GhuCw1gGqqqdSlvEVK8PEBKCEDxnXAgTgk41oBUYkJ0O9Isa0OJ4thO9owOT5+TzYySLGneDqHjgQVmYOzowLV10tEbgDELjWRwv7UQVGJg8p8hUabIYghA8aBF6Rwdmb5mYEckCrGqXA5SWFs2KGkRth9rl0IO9aqwgdEMQggdlxUt5To41xVe0q4wvRr+oEflINDea7cH06SupbKPyNjE5DEEIhhPtRwkBOKH0ynaWiizMlDEo9I4OxF4nz1BpgJAQhOBpWfHoHb2CslZR0abCbhrgHYvj2Q4E4ZWo2C9KCELwtEXYdPRKdjrEwjhJQg4a1IRQ1sXpTCOysD95TrFAvW2VEITgWRmxOJLpCrCC0PCy4hl6R/vhbKXqdjEpFEEIBoUjmfoniPaUcQwQGttiBGG/9jp5RqyanSIIQvA49I724/NaEWBlyTh6ydCy4qQ9ZdyFStCHPKeaA4SEIAQvwLL6fqBf1Ayi/Cg5iB2uRi3o3d4y1ZbSuyEIweNwJFM/dqFf1BwWx7MdpQjCXpS2iIZOMUG9AUJCEIIX4EimvnTI9EG5yIxFNTS+xfESNh3tlXvWtLo3g6iB4A04kqlXByrF1aEs1K52OcDz5sewY7WioVPtcmjPthKxLEHlThEEIXgD1hT3apeDY4DQJHwtNDuK5TnxUPg1sqA9ZXyJ2vsLIgjBG8YGM0Y4kulSOx0iS43zuEEV2Gvtch9WisRAFuuvcjFQCcFLMHf0EnUdVFQvZkfhidAssJrwcttLuer9ooQgBK/BkUyX2F3G58Uwu0XtcoC3TAlnjZ3ifBNqwb9tKxFLR6ofQ+qXAEwCRzJdYqdD4OglU2FEC+Ok3bgd/EpVO51t1ESnCOoheAmOZLrELiylNx/0jva0rYRnxUs2DaSQBooApoEjmbpdaBKtXWK8qouIwfuWjGS7HZyjEhAR0fZSsXSkJqoAghC8B5uOdnvfIZaMxMlLphPnz6L92Cc1SELignY5+BIEIZgNjmTqttOBI+lNaslI7LVGRPRxlYjxZwkBmqgFCELwHhzJ5CYLyivjWEFoTthrzW1bKV+mjcdBUjAI6+rqsrOzw8LCVqxYUVdX1/NHaWlp7CsPPPCAUp8IeoTeUSI6Ui1i/dVfRAyqcPeLNLvULofatpeKpQlauRdUrBxr1qxJSkpyOp2JiYlr167tfl0IUVRU5HQ6m5qampqa1q1bp9Qngh4txrJ6HL1kbgFWmh7BCszdL1LbQSfrRZoGFk64KRaEGzduzMnJsdvtOTk5GzZs6H7d6XR2dXUtX748Njb27rvvbmxsVOoTQY9mRLKSFlFu7iOZdjl4FlYQmhh6R7eX8sxYSTu7SViVeiOHw5GUlERE7ufC7tedTuf06dNfeOGFxMTEH/zgB48++uj69et7fYf09PTLX8zMzPz+97+vVCE9raOjo62tTQhT3+td0ewwv82n2m5O+HLOTH19PWPMYtFMnfCwNpkdrgqYZG+qrR3iddLS0iKEcLlM37k2YEKI+vp6Hx8ftQvypVlBlpxTvk+PaVC7IP1pbGy02Wzt7e2eePN3z/jOj5Bra71xDQcHB1+xeRlWEI4bN66oqIiIhBBCCMaY+8+yLHf/nenTp+/Zs8f95+eee27ChAl9vdtPf/pT9zv0FB0dHRAQMJxCepPFYmGM6ajAqlicwD6osdwz7ssYaG1tDQgIME8Q7newa8IpKnjoI4Tu6obLbOCEEC0tLdr5xtL8qfoAq2cB8RoeJ+7q6rLZbP7+yhdREOVVsWdnWAICvHFrIklX7n0ZVhCePHmy+89xcXElJSWpqakOhyM+Pr779SNHjnR0dKSlpRGRj4+P3d7n2WvXXXfd5UGoL0IIznk/vyMQ0bIk8XyhbLd/ee25rwrzBGFepXxdArPbh9416nK5hBC4zAZOCNF/4+N9mXHyvmp2b6p2e8jtdrvNZvPEl3akWoT7yqlhivVHDp9i/xuys7Nzc3OFELm5uStXriSivLw8ImppabnxxhtPnDjR2dn5zDPPrFq1SqlPBJ0y+ZFMu8owUwZMvdeaFk7ivYRiQbh69epjx44lJCQUFhY+9dRTRJSZmUlE8+fPf/rpp7Ozs+Pj4+vq6tasWaPUJ4J+mfZIpoo2Km0R0yO01QqA9y0ZyXY5TLrV2vZSroUTJ3pS7OE0JCRk69atPV9xzxlhjOXk5OTk5Cj1QWAAi+LY2xfEQ+PVLofX7XTwzFjJghw0vaRANsKHHasVU8LMdTXUddDxWjE/Rlu/tbZiGUzCtEcyYQUhdFtiyt7RnQ6eHst8NTYlAEEIKjDtkUx7MEAIX1kcz3aWmm414fZSTZzEewnNFQhMIst8t8Nf1AubRCkjEIRARJQZJx2sFG1m2oNeEL2vmaOXekIQgjquT5C2lpjrdnhHKR4H4d9G2GhyGPugwkS3g8dqRYBNi/eCCEJQx/wYdrJeVHlk2wqN2uHgSxCE0MPieGmHmfZa214itHPiRE8IQlCHj0RZ8dJ7pnkobHbRgQqxRHujI6Ais60m3Ka9hRNuWiwTmMTyBLb1ollage2lPC2aBdnULgdoycxIVtwsKsyxB32jiz6tFhmxeCIE6OH6BGlXGXcJLVYMxb1TLFYmobrB11glyoozy2D5LgdPi2b+GtpY7d9QM0E1UX40Jph9VKPJmqGoLk7vl/LlGttWCrQgO4ltLjZFv4g2F064abRYYBLLE6SdFcYPwoJycVUQGxmAIIRLLU+Q9pTxVhMsoni/VHNbjHZDEIKaliewXRVaOSXOczZd5OgXhV6F2WlqOMtzGvyhsLBOWBiNCUYQAlzmmgjWKrPTRj+JYlOxWJmk0SYAVJedJG2+aPBhwm0afhwkBCGoixEtjOp8r1TtcnjSsVrBiCaEarcVAHWtSmKbioWxbwa3l3ANbijTDUEIKlsS7dpSYuRGYFOxWIHHQejb6BEsyEafVBu2FjS76FCVyIzVbtxot2RgEhmRXZ/UULVxt5h5t5ivwgAh9Cs7kRm4d3RPGZ8VxQI1vIgW9RNU5msRC2OZUbeYKWsVF5rF3Gg8EUJ/spOkTcZdRKHlhRNumi4cmMTKJHrHoK3ApmKxbKRkRT2Dfs2NZiUtoqTFgLVAEL1XoumZMoQgBC24IYEZdSnVO8Uc80XhiiyMlo2Uthhxx8GPq4TdQuNDNF0LEISgvhAfujaC7TTcNvxNLjpYIa7TdqcQaMSKJPZusdGqABG9fZ5/I1nTKUgIQtCIVaMk4/WObivh82I0PUcAtOP6BOnDSlHboXY5lPb2BXFLstaDRuvlA5O4MYltuci7jHVDvOkiNtqGgfK30sI4o62s/6RaCEFTw/FECDAA8QFsVCDbb6DTurs4bSvBRtswCDePYm+fN04VIKK3L/Bbr9JBFUAQglasGiW9Y6AxkoJykRrM4rHRNgzYiiSpoJw3utQuh3I2XBA3a75flBCEoB03jmIbLxhno6lNF3l2IuoXDEKQjeZFs61G6R09Xivaumh6hA7uBVFRQSvGh7AgG31UaZAo3FQsVmHhBAzSzcnS2xcMUgXeOs+/kcx0UQcQhKAh30iW3jhnhNvhT2uExLDRNgzaiiRpl8Mga2rfviBu0kO/KCEIQVNuT2Fvnhdc/zfE/zrDb9fDHAHQmnA7zYxk2/S/42BRg2jopNlR+qgFCELQkLHBLNROB3XeO8oFvXZO3JGCygVDYYze0dfPiVt00i9KCELQmluTpTfP6/t2eK9TRPmhXxSG6KZR0rYS3i6rXY7hefs8v3mUbvJFNwUFk7j1KvaWzntH/3WG34XHQRiqSF+aGs62l+r4dvB0g6hqF2n6OXQF1RW0ZUwwi/SlD3S7sr5dpneK+W0YIIRhuDNF+tcZvVYBInrzvLh5lCTppxIgCEFzdD13dPNFPj0C6+hhWG5JlnY4eEOn2uUYqrcvcF2so++mp7KCSdx6FXv7Apf1eUP8zzPiTvSLwvCE2ikzVtpwQZe3g+eaRGmLmB+jp3tB1FjQnNEj2MgAtqdMf0lY20F5Tq6XtVOgZXeNZv86q8sg/PtpfvtVkkVPOYggBE36j9HSq6f11wq8cY4vHSmNwLlLMGw3JEqfVAuH3s6sF0Svnhb3j9FZsuisuGASt6dImy/yZr3tPvzPs/yu0bq6Ewat8rXQiiTpTb0dRpHnFAE2HZy7dAkEIWhRpC/Nj5E26uowiuJmcaIO59GDYu5Kkf55Rk9VgIj+eop/U2+Pg4QgBM36j1Smr97Rf54Rt14l+aBKgUIWxjFnGxU16OahsNlFm4q5HvdU0l+JwSSyE6VPqkWpfsZI1p/ld41GhQLFSIy+kcz+pZ+HwjfO8wWxUrSf2uUYPNRb0ChfC92cLP3rrD6C8GiNaOkiHW2lAbpwT6r06hndbLT0t1P83jG6rAIIQtCuu0dLf9dJ7+g/zvC7Rutmi2HQi2vCWaidduthKdH5JnGiXlyfoMtM0WWhwSTmxbC2LjpcrfVWwH3cBNbRgyd8e6z05yId3A7+9RS/a7Rex8j1WWowB0b03XHSH77Qeiuw1yli/OjqEDwQgvLuTJF2OnhVu9rl6Jcg+scZcZ8O54u66bXcYBLfHie9W8yrtd0K/OMMx+MgeEiwD61I1Pr+EnvLxAgfmhKm13tB1F7QtHA73Zik6a6hqnbaVMzvSUVVAk/59ljp5SJNz5j56yl+n56rgI6LDibxnxOkP57gXVqNwpdO8FuSpQhftcsBxjUvhklEB7R6Nlmzi7aU8Dv1vHZIx0UHk5gazhICaPNFLSZhJ6eXTvBHJqAegWd9S8NTZl4/xzNipEg93wuiAoMO5IyXfq/JKTOvneWTwmhCqF6HRkAv7h0jvXOB12vyhMLfFfKHx+s7SvRdejCJm5Olk/VUWKe5rqHfFvJHJ1jULgUYX7idliZIfzuludvBnQ4hiBbF6/teEEEIOmCTtLiOIt8pmlx03Uh9NwGgF49PktYVau7A6l8fkx+fJOm9DiAIQR++d7W0/iyv61C7HD28WMgfmyTpvg0Anbg2gsX507taOpLl8zpRWE+363/tkO5/ATCJGD9aliD9TTOrqS40if3l/G49z5QD3fnBROk3n2ulChDR88f5w+P1uptMT/r/DcA0csZLf/iCa2Q51YuF/NtjpQCr2uUAM7lxlFTWQh9VaqIOVLTRpmL+3XFGCBEj/A5gEmnRLMSH3i9VvxVoctGrp/lDOp8pB7pjYZQzQXqxUBMPhb8tlO9MkcLtapdDCajJoCcPjZd+/4Wsdinoz0X8upHSyAAMD4K3fXustKOUX2xW+XawtYv+XMQfnWiQBDHIrwEmcUeKdLhanGlUsxWQBf2+0DhNAOhLkI3uSVV/BvVfT/G50dLoEQa5F0RlBj3xtdC3xkgvHFezFdh8kcf408xIgzQBoDuPTpRyT/Ea9WZQc0HrCvnjk4wTH8b5TcAkfjTZ8vYF/kW9ag+FvznOf4DHQVBPUiC7JVn69THVxgg2XeQhPjQ32jj3gqjPoDOhdvrRZMtPPlbnofDDSlHcTKuSUHFATT+dKr18kle0qfDRgmjtZ/xHkw1VBQz1y4BJPDJB+rxO7Cnz9kOhIPr+h/Iz10pW1BtQ1cgAdneqtOYzFR4K3zjH22W6eZSh6oChfhkwCR+Jnp0u/fAj2ctrCv96iktEWEQPWvBfUyx/O81LW7xaB9pl+q+P+bo5FoNtqIQqDbp0W4rkZ6XXznmvg7TJRU8f4S/OsRirBQC9ivGjb42VnvvMq2MELxznMyJYeozRKgGCEHSJET03w/LTw7zdW51DP/9Evj6BzcBkUdCMJyZbXj/HLzR56aGwvI1+87n83EwDpoYBfyUwifkx7Jpw9juv7LJxol784wz/xbU4cQk0JMKXHp1geewjLz0UPnVY/tZY6aogA94LIghBx341U/r1cbm63eMf9NiH8lNTLbo+gxsM6Ykp0ol6sfmix7PwaI14r4T/eIox7wURhKBjKSPYbVdJz3zq2e7RjRd4SQs9cDUqC2iOj0QvzbX85wHe0uXZD/rRIfl/pluCfTz7KWpB3QZ9W32NZf1ZfrrBU8Mk7TI9/hH/XZrFhroCmpQRy+ZGs18e9eDt4NvneVUb3T/GsHXAsL8YmESELz0+yfLEIU91Da09xq+NYJmxBhwXAcN4frblz0X8hGe2W2rroic/5i/Mthh4wjSCEHTv0YnSmUbxSpHyWVjcLH5XKP96FqoJaFqMH62+xvK9/bLsgSh87CN5ViRbGGfcGEQQggH4Wuj1RZYffyx/XqdkMyCIHjnIH5lgSQw0chMAxvDg1ZK/lZ4+rHAH6Vvn+S6H+OM8Y86R6YYgBCMYH8J+Ncty625ZwSkDz3zKq9vFE8baUxGMSmL0jwXWf50Vm4oV6xq50EwPH5BfW2gZYVPqLTUKlRwM4t5UaWYk+84+Ze6I3ynmfzrJ31xksRv8VhiMI8KX3lhk+e5++awSB3Z2cfrmAetPplimRxi/RwRBCMbxh7mWozXiTyeHe0d8vFZ8b7/87mJLnL/xmwAwkpmRbPU1llt2y23D6xoRRI8e8YnwpUfMceKYKX5JMIkAK21cbHnmU/6XU0PPwup2WrVTfnG2KW6EwXgeGi9NDmM37eoachYKopwD8rlm9pe0LpPUAQQhGMrYYLbnesvPjvChPReeaxLpW7ruSZVuT0HVAL16Zb4lwpctf7+r2TWU//zxD+Uj1eKN+Z0BVqVLplWo7WA0qcFs73LLL4/y//1icFn4wQTxtwAAB2xJREFUYaWYt7nrPydIP5uGegE6ZpXobxmW0cHsuu1dDZ2D+A+7OD32oZxfLrYvtQZZvX3ep4oUrvCyLI8bN67nK3V1ddnZ2WFhYStWrKirq1P24wB6lTKC5S23PH+cf3e/XNsxoP/krfN85c6uV+ZbH8RWaqB/EqP/m2eZEcnmbOraXz6gSDvdIOZt6TpRL3Yss4YYdCu1vihZ51988cW0tLSioqKeL65ZsyYpKcnpdCYmJq5du1bBjwPox6gg9ulNVj8LTXjL9ffT/Z3g+3GVWLFD/tEhvmOZdVmCScZEwPgY0brZll9cK92xV35gv1zf96NhF6f/O8nnbu66e7T03lJruN2LpdQGJoRiz7979+5taWnJzs7u+Z5jx4599913x40bd/LkyZUrV14Sk/8uB2Occ8b03Qy1t7e3tbWFhoaqXRA9qaysDA8Pt1g8tUzhSLV4YL9slWhlkpQRy2ZEMKtEXZxKW8TJBvpdoXy8lp6cIn1rrOSrk5USzc3NQoigoCC1C6IbQoiKioqYmBi1C6KORhf9+GP57fN8ZZJ0QyJbFCf5fzX4d6xW/PUUX3+Wjw1h/zvXMj7k3y1wQ0ODzWbz9/dXp9DepWQQfvmO7GvvGRgYWFVV5efn19bWFh0d3djY2Nd/NXny5Mtfz8rK+vGPf6xsCT2no6Ojra0tJCRE7YLoSXV1dWhoqOeCkIhkQbsqrPuqrAeqrRdapGAfqmynKF9K8JNvTnDdkdjpo6ve0JaWFiFEYGCg2gXRDSFEVVVVVFSU2gVR0/kWabvTtqPcerTe4iMJWbAGF0vwF7cmdNya4Loq8NIB9cbGRpvN5ufnp0ppFRQSEmK1XmHaz3CDcNy4ce6HvO73uSQIAwICampqfH19W1tbIyMjW1paei8HYwcPHrz8iTA8PDwpKWk4JfQmPBEOgaefCC9R30n1nRTvT/o9TQJPhINl8ifCSzS6qFMmq0T9DwQa5onQarVesa9xuNNjT5482f9fiIuLKykpSU1NdTgc8fHx/fzNWbNm6b1rVJblrq4um83o+xEpymaz2Ww2rwVhpI0iA7zzUZ5is9mEELjMBs79deEbcwsf2Ndg+4qHi6MJHrwrzsvLI6Ls7Ozc3FwhRG5u7sqVKz33cQAAAEPgwSDMzMwkotWrVx87diwhIaGwsPCpp57y3McBAAAMgfJB2D1A6P5DSEjI1q1bS0tLN23aFBwcrPjHacoXX3zxxhtvqF0KnXnxxRf7mkIFvdq/f/+uXbvULoWedHV1rVmzRu1S6MzmzZuPHDmidim8RLcTBjTp9OnTW7ZsUbsUOpObm9vU1KR2KfTk448/LigoULsUeuJyuf74xz+qXQqd2bFjx/Hjx9UuhZcgCAEAwNQQhAAAYGoIQgAAMDXld5YZmpiYmCVLlqhdiuEqLS0tKSmZM2eO2gXRk/feey8zM9MAG1h4zcmTJ10u16RJk9QuiG7IsrxlyxYs3xqUw4cPh4eHJycnq12Q4Xr22WcTExP7/ztaCcJjx44dPXpU7VIAAIChZGdnX3G3L60EIQAAgCowRggAAKaGIAQAAFNDEAIAgKkhCIcrLS2NfeWBBx7ofr2uri47OzssLGzFihV1dXUqllBrNmzYMHHixJCQkPT09FOnTvX8UV9fppn1dSHhAusLLrDBQiOGIBwWIURRUZHT6Wxqampqalq3bl33j9asWZOUlOR0OhMTE9euXatiITXl/Pnz9913X25urtPpzM7Ovv/++7t/1M+XaWZ9XUi4wHqFC2yw0IgREQkYBofDMWLEiGnTpgUGBq5cubKioqL7R2PGjDlx4oQQ4sSJE2PGjFGvjNqya9eu733ve+4/u4/k7f5RP1+mmfV1IeEC6xUusMFCIyaEwBPhsDidzunTp7/yyivFxcXBwcGPPvpo948cDkdSUhIRuW+p1CujtixatOill14iIlmWV69efdttt3X/qJ8v08z6upBwgfUKF9hgoREjwhPh4I0dO7bXr66srCw0NLT7X/39/dva2oQQLS0t/v7+Xi2ixlz+jb3//vtTp0598sknXS5Xr//JJV+mmfV1IeEC6wcusKExbSNmVS+C9erkyZPdfz5y5EhHR0daWhoR+fj42O327h/FxcWVlJSkpqY6HI74+HgVCqoZPb8xIcSTTz558ODB119/fcyYMT3/Wj9fppn1dSHhAusVLrDBQiNGmCwzTC0tLTfeeOOJEyc6OzufeeaZVatWEVFeXh4RZWdn5+bmCiFyc3OxyWG3goKCTZs2bd68OS4urrm5ubm5mb76xnr9MuHyCwkXWD9wgQ0WGjEidI0OD+f8d7/7XUpKSkRExD333NPQ0CCEcH+rdXV1119/fXx8fHZ2dn19vdol1Yqf//znl1+B7n/2+mXC5RcSLrB+4AIbLDRiQgjsNQoAAKaGrlEAADA1BCEAAJgaghAAAEwNQQgAAKaGIAQAAFNDEAIAgKkhCAEAwNQQhAAAYGoIQgAAMDUEIQAAmBqCEAAATA1BCAAApoYgBAAAU0MQAgCAqf1/S3hFR50Zz8sAAAAASUVORK5CYII=" - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Plots\n", "gr(fmt=:png);\n", @@ -232,7 +243,7 @@ "You’ll see something like this (although the style of plot depends on your\n", "installation)\n", "\n", - "\n", + "\n", "\n", " \n", "**Note**: The “time-to-first-plot” in Julia takes a while, since it needs to compile many functions - but is almost instantaneous the second time you run the cell" @@ -258,7 +269,7 @@ "For example if you type `rep` and hit the tab key you’ll get a list of all\n", "commands that start with `rep`\n", "\n", - "\n", + "\n", "\n", " \n", "\n", @@ -275,7 +286,7 @@ "\n", "Documentation should now appear in the browser\n", "\n", - "" + "" ] }, { @@ -288,7 +299,7 @@ "\n", "For example, here we enter a mixture of plain text and LaTeX instead of code\n", "\n", - "\n", + "\n", "\n", " \n", "Next we `Esc` to enter command mode and then type `m` to indicate that we\n", @@ -298,7 +309,7 @@ "\n", "Now we `Shift + Enter` to produce this\n", "\n", - "" + "" ] }, { @@ -385,31 +396,72 @@ "If you are using a JupyterHub installation, you can start the REPL in JupyterLab by choosing\n", "\n", "1. Choose “New Launcher” \n", - "1. Choose a `Julia 1.0` Console \n", + "1. Choose a `Julia` Console \n", + "\n", + "\n", + "We examine the REPL and its different modes in more detail in the [tools and editors](more_julia/tools_editors.html#repl-main) lecture\n", + "\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## (Optional) Adding Jupyter to the Path\n", + "\n", + "If you [installed Jupyter using Julia](getting_started.html#jupyter-installation), then you may find it convenient to add it to your system path\n", + "in order to launch JupyterLab without running a Julia terminal.\n", "\n", + "The default location for the Jupyter binaries is relative to the `.julia` folder (e.g., `\"C:\\Users\\USERNAME\\.julia\\conda\\3\\Scripts` on Windows)\n", + "\n", + "You can find the directory in a Julia REPL using by executing" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hide-output": false + }, + "source": [ + "```julia\n", + "] add Conda\n", + "using Conda\n", + "Conda.SCRIPTDIR\n", + "```\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On Linux/OSX, you could add that path to your `.bashrc`\n", "\n", - "We examine the REPL and its different modes in more detail in the [tools and editors](more_julia/tools_editors.html#repl-main) lecture" + "On Windows, to add directly to the path, type `;` to enter shell mode and then execute" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hide-output": false + }, + "source": [ + "```julia\n", + "setx PATH \"$(Conda.SCRIPTDIR);%PATH%\"\n", + "```\n" ] } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "julia_environment.rst", - "filename_with_path": "getting_started_julia/julia_environment", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Interacting with Julia" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/getting_started_julia/julia_essentials.ipynb b/getting_started_julia/julia_essentials.ipynb index 2593adf..acfc233 100644 --- a/getting_started_julia/julia_essentials.ipynb +++ b/getting_started_julia/julia_essentials.ipynb @@ -69,20 +69,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -120,66 +119,33 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = true" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Bool" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "typeof(x)" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "false" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "y = 1 > 2 # now y = false" ] @@ -197,44 +163,22 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Float64" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "typeof(1.0)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Int64" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "typeof(1)" ] @@ -250,7 +194,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, @@ -268,66 +212,33 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2.0" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x * y" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x^2" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.5" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "y / x" ] @@ -341,22 +252,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1.0" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "2x - 3y" ] @@ -370,20 +270,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2x - 3y = 1.0\n", - "x + y = 3.0\n" - ] - } - ], + "outputs": [], "source": [ "@show 2x - 3y\n", "@show x + y;" @@ -400,66 +291,33 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1 + 2im" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = 1 + 2im" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1 - 2im" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "y = 1 - 2im" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5 + 0im" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x * y # complex multiplication" ] @@ -485,44 +343,22 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "\"foobar\"" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = \"foobar\"" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "String" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "typeof(x)" ] @@ -536,22 +372,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "20" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = 10; y = 20" ] @@ -565,22 +390,11 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "\"x = 10\"" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "\"x = $x\"" ] @@ -594,22 +408,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "\"x + y = 30\"" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "\"x + y = $(x + y)\"" ] @@ -623,22 +426,11 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "\"foobar\"" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "\"foo\" * \"bar\"" ] @@ -652,116 +444,55 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "\"Charlie don't surf\"" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "s = \"Charlie don't surf\"" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{SubString{String},1}:\n", - " \"Charlie\"\n", - " \"don't\" \n", - " \"surf\" " - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "split(s)" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "\"Charlie don't ski\"" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "replace(s, \"surf\" => \"ski\")" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{SubString{String},1}:\n", - " \"fee\"\n", - " \"fi\" \n", - " \"fo\" " - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "split(\"fee,fi,fo\", \",\")" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "\"foobar\"" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "strip(\" foobar \") # remove whitespace" ] @@ -775,22 +506,11 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "RegexMatch(\"10\", 1=\"10\")" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "match(r\"(\\d+)\", \"Top 10\") # find digits in string" ] @@ -810,22 +530,11 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(\"foo\", 2)" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = (\"foo\", \"bar\")\n", "y = (\"foo\", 2)" @@ -833,22 +542,11 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(Tuple{String,String}, Tuple{String,Int64})" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "typeof(x), typeof(y)" ] @@ -866,44 +564,22 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(\"foo\", 1)" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = \"foo\", 1" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(\"foo\", 1)" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function f()\n", " return \"foo\", 1\n", @@ -920,41 +596,22 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(\"foo\", 1)" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = (\"foo\", 1)" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "word = foo, val = 1\n" - ] - } - ], + "outputs": [], "source": [ "word, val = x\n", "println(\"word = $word, val = $val\")" @@ -969,22 +626,11 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(Tuple{String,Int64}, Tuple{String})" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = (\"foo\", 1,)\n", "y = (\"foo\",)\n", @@ -1002,70 +648,33 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Int64,1}:\n", - " 10\n", - " 20\n", - " 30\n", - " 40" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = [10, 20, 30, 40]" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "40" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x[end]" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "30" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x[end-1]" ] @@ -1079,50 +688,22 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Int64,1}:\n", - " 10\n", - " 20\n", - " 30" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x[1:3]" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Int64,1}:\n", - " 20\n", - " 30\n", - " 40" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x[2:end]" ] @@ -1136,22 +717,11 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "\"obar\"" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "\"foobar\"[3:end]" ] @@ -1169,46 +739,22 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Dict{String,Any} with 2 entries:\n", - " \"name\" => \"Frodo\"\n", - " \"age\" => 33" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "d = Dict(\"name\" => \"Frodo\", \"age\" => 33)" ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "33" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "d[\"age\"]" ] @@ -1254,20 +800,11 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Charlie doesn't surf\n", - "Charlie doesn't ski\n" - ] - } - ], + "outputs": [], "source": [ "actions = [\"surf\", \"ski\"]\n", "for action in actions\n", @@ -1286,19 +823,11 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "123" - ] - } - ], + "outputs": [], "source": [ "for i in 1:3\n", " print(i)\n", @@ -1314,48 +843,22 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Dict{String,Any} with 2 entries:\n", - " \"name\" => \"Frodo\"\n", - " \"age\" => 33" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "d = Dict(\"name\" => \"Frodo\", \"age\" => 33)" ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Base.KeySet for a Dict{String,Any} with 2 entries. Keys:\n", - " \"name\"\n", - " \"age\"" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "keys(d)" ] @@ -1373,24 +876,11 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{String,1}:\n", - " \"name\"\n", - " \"age\" " - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "collect(keys(d))" ] @@ -1409,45 +899,22 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1:5" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x_values = 1:5" ] }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1\n", - "4\n", - "9\n", - "16\n", - "25\n" - ] - } - ], + "outputs": [], "source": [ "for x in x_values\n", " println(x * x)\n", @@ -1456,23 +923,11 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1\n", - "4\n", - "9\n", - "16\n", - "25\n" - ] - } - ], + "outputs": [], "source": [ "for i in eachindex(x_values)\n", " println(x_values[i] * x_values[i])\n", @@ -1492,21 +947,11 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The capital of Japan is Tokyo\n", - "The capital of Korea is Seoul\n", - "The capital of China is Beijing\n" - ] - } - ], + "outputs": [], "source": [ "countries = (\"Japan\", \"Korea\", \"China\")\n", "cities = (\"Tokyo\", \"Seoul\", \"Beijing\")\n", @@ -1526,21 +971,11 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The capital of Japan is Tokyo\n", - "The capital of Korea is Seoul\n", - "The capital of China is Beijing\n" - ] - } - ], + "outputs": [], "source": [ "countries = (\"Japan\", \"Korea\", \"China\")\n", "cities = (\"Tokyo\", \"Seoul\", \"Beijing\")\n", @@ -1565,33 +1000,18 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Int64,1}:\n", - " 2\n", - " 4\n", - " 6\n", - " 8" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "doubles = [ 2i for i in 1:4 ]" ] }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1602,86 +1022,33 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{String,1}:\n", - " \"dogs\" \n", - " \"cats\" \n", - " \"birds\"" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plurals = [ animal * \"s\" for animal in animals ]" ] }, { "cell_type": "code", - "execution_count": 57, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3×3 Array{Int64,2}:\n", - " 5 6 7\n", - " 6 7 8\n", - " 7 8 9" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "[ i + j for i in 1:3, j in 4:6 ]" ] }, { "cell_type": "code", - "execution_count": 58, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3×3×3 Array{Int64,3}:\n", - "[:, :, 1] =\n", - " 12 13 14\n", - " 13 14 15\n", - " 14 15 16\n", - "\n", - "[:, :, 2] =\n", - " 13 14 15\n", - " 14 15 16\n", - " 15 16 17\n", - "\n", - "[:, :, 3] =\n", - " 14 15 16\n", - " 15 16 17\n", - " 16 17 18" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "[ i + j + k for i in 1:3, j in 4:6, k in 7:9 ]" ] @@ -1695,25 +1062,11 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Dict{String,Int64} with 3 entries:\n", - " \"1\" => 1\n", - " \"2\" => 2\n", - " \"3\" => 3" - ] - }, - "execution_count": 59, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Dict(string(i) => i for i in 1:3)" ] @@ -1736,44 +1089,22 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1" - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = 1" ] }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "false" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x == 2" ] @@ -1787,22 +1118,11 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x != 3" ] @@ -1816,22 +1136,11 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "1 + 1E-8 ≈ 1" ] @@ -1854,44 +1163,22 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "false" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "true && false" ] }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "true || false" ] @@ -1945,22 +1232,11 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "f2 (generic function with 1 method)" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function f1(a, b)\n", " return a * b\n", @@ -1986,22 +1262,11 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "foo (generic function with 1 method)" - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function foo(x)\n", " if x > 0\n", @@ -2025,22 +1290,11 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "f (generic function with 2 methods)" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(x) = sin(1 / x)" ] @@ -2054,22 +1308,11 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1.2246467991473532e-16" - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(1 / pi)" ] @@ -2091,25 +1334,11 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Float64,1}:\n", - " -0.9743498366090355\n", - " -0.9991284669278099\n", - " 0.9253530078314389" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "map(x -> sin(1 / x), randn(3)) # apply function to each element" ] @@ -2127,22 +1356,11 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "f (generic function with 3 methods)" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(x, a = 1) = exp(cos(a * x))" ] @@ -2156,44 +1374,22 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.36787944117144233" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(pi)" ] }, { "cell_type": "code", - "execution_count": 73, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2.718281828459045" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(pi, 2)" ] @@ -2212,22 +1408,11 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2.718281828459045" - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(x; a = 1) = exp(cos(a * x)) # note the ; in the definition\n", "\n", @@ -2257,7 +1442,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": null, "metadata": { "hide-output": false }, @@ -2279,26 +1464,11 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Float64,1}:\n", - " 0.9092974268256817 \n", - " -0.7568024953079282 \n", - " -0.27941549819892586\n", - " 0.9893582466233818 " - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "y_vec = sin.(x_vec)" ] @@ -2318,22 +1488,11 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "chisq (generic function with 1 method)" - ] - }, - "execution_count": 77, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function chisq(k)\n", " @assert k > 0\n", @@ -2351,22 +1510,11 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1.2238687330443612" - ] - }, - "execution_count": 78, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "chisq(3)" ] @@ -2381,24 +1529,11 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "ename": "AssertionError", - "evalue": "AssertionError: k > 0", - "output_type": "error", - "traceback": [ - "AssertionError: k > 0", - "", - "Stacktrace:", - " [1] chisq(::Int64) at ./In[77]:2", - " [2] top-level scope at In[79]:1" - ] - } - ], + "outputs": [], "source": [ "chisq(-2)" ] @@ -2412,25 +1547,11 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Float64,1}:\n", - " 7.243538318230276 \n", - " 2.0444816855197736\n", - " 2.974549582024702 " - ] - }, - "execution_count": 80, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "chisq.([2, 4, 6])" ] @@ -2444,27 +1565,11 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5-element Array{Float64,1}:\n", - " 2.1585290151921033\n", - " 5.090702573174318 \n", - " 7.858879991940133 \n", - " 10.756802495307928 \n", - " 13.958924274663138 " - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = 1.0:1.0:5.0\n", "y = [2.0, 4.0, 5.0, 6.0, 8.0]\n", @@ -2481,27 +1586,11 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5-element Array{Float64,1}:\n", - " 2.1585290151921033\n", - " 5.090702573174318 \n", - " 7.858879991940133 \n", - " 10.756802495307928 \n", - " 13.958924274663138 " - ] - }, - "execution_count": 82, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@. z = x + y - sin(x)" ] @@ -2517,20 +1606,11 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "f.(a, b) = [5 7 9]\n", - "f.(a, 2) = [3 4 5]\n" - ] - } - ], + "outputs": [], "source": [ "f(a, b) = a + b # bivariate function\n", "a = [1 2 3]\n", @@ -2552,24 +1632,11 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Int64,1}:\n", - " 28\n", - " 29" - ] - }, - "execution_count": 84, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(x, y) = [1, 2, 3] ⋅ x + y # \"⋅\" can be typed by \\cdot\n", "f([3, 4, 5], 2) # uses vector as first parameter\n", @@ -2616,22 +1683,11 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "25" - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(x) = x^2 # local `x` in scope\n", "\n", @@ -2649,22 +1705,11 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "25" - ] - }, - "execution_count": 86, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function g() # scope within the `g` function\n", "\n", @@ -2686,22 +1731,11 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "25" - ] - }, - "execution_count": 87, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(x) = x^2 # local `x` in scope\n", "\n", @@ -2719,22 +1753,11 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2.1" - ] - }, - "execution_count": 88, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(x; y = 1) = x + y # `x` and `y` are names local to the `f` function\n", "xval = 0.1\n", @@ -2751,22 +1774,11 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2.1" - ] - }, - "execution_count": 89, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(x; y = 1) = x + y # `x` and `y` are names local to the `f` function\n", "x = 0.1\n", @@ -2783,29 +1795,11 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x = xval, y = yval) = (x = 0.1, y = 2)\n" - ] - }, - { - "data": { - "text/plain": [ - "(x = 0.1, y = 2)" - ] - }, - "execution_count": 90, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "xval = 0.1\n", "yval = 2\n", @@ -2831,27 +1825,11 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5-element Array{Int64,1}:\n", - " 1\n", - " 4\n", - " 9\n", - " 16\n", - " 25" - ] - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(x) = x^2 # local `x` in scope\n", "\n", @@ -2871,22 +1849,11 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.2" - ] - }, - "execution_count": 92, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(x, a) = a * x^2\n", "\n", @@ -2902,22 +1869,11 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.2" - ] - }, - "execution_count": 93, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "a = 0.2\n", "f(x) = a * x^2 # refers to the `a` in the outer scope\n", @@ -2938,22 +1894,11 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.2" - ] - }, - "execution_count": 94, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function g(a)\n", " f(x) = a * x^2 # refers to the `a` passed in the function\n", @@ -2979,22 +1924,11 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(a = 0.010000000000000002, b = 0.020000000000000004, c = 0.030000000000000006)" - ] - }, - "execution_count": 95, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function solvemodel(x)\n", " a = x^2\n", @@ -3021,20 +1955,11 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "twice(f, 2.0) = 16.0\n", - "twice(g, 2.0) = 50.0\n" - ] - } - ], + "outputs": [], "source": [ "twice(f, x) = f(f(x)) # applies f to itself twice\n", "f(x) = x^2\n", @@ -3057,35 +1982,11 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/Expectations/r1e2K.ji for Expectations [2fe49d83-0758-5602-8f54-1f90ad0d522b]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "d = Exponential(2.0) = Exponential{Float64}(θ=2.0)\n", - "expectation(f, d) = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "8.000000000000039\n" - ] - } - ], + "outputs": [], "source": [ "using Expectations, Distributions\n", "\n", @@ -3104,22 +2005,11 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "8.0" - ] - }, - "execution_count": 98, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function multiplyit(a, g)\n", " return x -> a * g(x) # function with `g` used in the closure\n", @@ -3139,20 +2029,11 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 99, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function snapabove(g, a)\n", " function f(x)\n", @@ -3187,22 +2068,11 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1\n", - "2\n", - "1\n", - "2\n" - ] - } - ], + "outputs": [], "source": [ "for i in 1:2 # introduces local i\n", " dval1 = i\n", @@ -3225,22 +2095,11 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2" - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dval2 = 0 # introduces variables\n", "for i in 1:2 # introduces local i\n", @@ -3259,19 +2118,11 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "val = 0.001953125\n" - ] - } - ], + "outputs": [], "source": [ "val = 1.0\n", "tol = 0.002\n", @@ -3300,19 +2151,11 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "z = 12.0\n" - ] - } - ], + "outputs": [], "source": [ "x = 2.0\n", "f(y) = x + y\n", @@ -3336,19 +2179,11 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "z = 12.0\n" - ] - } - ], + "outputs": [], "source": [ "function wrapped()\n", " x = 2.0\n", @@ -3500,22 +2335,11 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "167" - ] - }, - "execution_count": 105, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "open(\"us_cities.txt\", \"w\") do f\n", " write(f,\n", @@ -3563,22 +2387,11 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "6" - ] - }, - "execution_count": 106, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x_vals = [1, 2, 3]\n", "y_vals = [1, 1, 1]\n", @@ -3596,22 +2409,11 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "50" - ] - }, - "execution_count": 107, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sum(iseven, 0:99)" ] @@ -3627,22 +2429,11 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2" - ] - }, - "execution_count": 108, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "pairs = ((2, 5), (4, 2), (9, 8), (12, 10))\n", "sum(xy -> all(iseven, xy), pairs)" @@ -3657,44 +2448,22 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "p (generic function with 1 method)" - ] - }, - "execution_count": 109, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "p(x, coeff) = sum(a * x^(i-1) for (i, a) in enumerate(coeff))" ] }, { "cell_type": "code", - "execution_count": 110, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "6" - ] - }, - "execution_count": 110, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "p(1, (2, 4))" ] @@ -3710,22 +2479,11 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3" - ] - }, - "execution_count": 111, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function f_ex3(string)\n", " count = 0\n", @@ -3751,20 +2509,11 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "true\n", - "false\n" - ] - } - ], + "outputs": [], "source": [ "function f_ex4(seq_a, seq_b)\n", " is_subset = true\n", @@ -3790,20 +2539,11 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "true\n", - "false\n" - ] - } - ], + "outputs": [], "source": [ "f_ex4_2(seq_a, seq_b) = Set(seq_a) ⊆ Set(seq_b) # \\subseteq (⊆) is unicode for `issubset`\n", "\n", @@ -3820,22 +2560,11 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "linapprox (generic function with 1 method)" - ] - }, - "execution_count": 114, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function linapprox(f, a, b, n, x)\n", " # evaluates the piecewise linear interpolant of f at x,\n", @@ -3867,22 +2596,11 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "g_ex5 (generic function with 1 method)" - ] - }, - "execution_count": 115, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f_ex5(x) = x^2\n", "g_ex5(x) = linapprox(f_ex5, -1, 1, 3, x)" @@ -3890,20 +2608,11 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 116, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x_grid = range(-1.0, 1.0, length = 100)\n", "y_vals = f_ex5.(x_grid)\n", @@ -3921,19 +2630,11 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Total population = 23831986\n" - ] - } - ], + "outputs": [], "source": [ "f_ex6 = open(\"us_cities.txt\", \"r\")\n", "total_pop = 0\n", @@ -3947,23 +2648,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "julia_essentials.rst", - "filename_with_path": "getting_started_julia/julia_essentials", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Julia Essentials" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/getting_started_julia/us_cities.txt b/getting_started_julia/us_cities.txt deleted file mode 100644 index eb571ca..0000000 --- a/getting_started_julia/us_cities.txt +++ /dev/null @@ -1,9 +0,0 @@ -new york: 8244910 -los angeles: 3819702 -chicago: 2707120 -houston: 2145146 -philadelphia: 1536471 -phoenix: 1469471 -san antonio: 1359758 -san diego: 1326179 -dallas: 1223229 \ No newline at end of file diff --git a/index.ipynb b/index.ipynb index fee0dd6..55223f0 100644 --- a/index.ipynb +++ b/index.ipynb @@ -90,28 +90,19 @@ "- [References](zreferences.html)\n", "\n", "\n", - "" + "" ] } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index.rst", - "filename_with_path": "index", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Home" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/index_postgrad.ipynb b/index_postgrad.ipynb index 429ce9b..b270b20 100644 --- a/index_postgrad.ipynb +++ b/index_postgrad.ipynb @@ -75,28 +75,19 @@ "- [References](zreferences.html)\n", "\n", "\n", - "" + "" ] } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index_postgrad.rst", - "filename_with_path": "index_postgrad", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Home" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/index_undergrad.ipynb b/index_undergrad.ipynb index 84376dc..e200022 100644 --- a/index_undergrad.ipynb +++ b/index_undergrad.ipynb @@ -59,28 +59,19 @@ "- [References](zreferences.html)\n", "\n", "\n", - "" + "" ] } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index_undergrad.rst", - "filename_with_path": "index_undergrad", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Home" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/more_julia/Manifest.toml b/more_julia/Manifest.toml index 338d88d..c24b018 100644 --- a/more_julia/Manifest.toml +++ b/more_julia/Manifest.toml @@ -32,9 +32,9 @@ version = "0.3.1" [[ArrayInterface]] deps = ["LinearAlgebra", "Requires", "SparseArrays"] -git-tree-sha1 = "36c559d1bf3ef88657f6237276fc592a0c593d8c" +git-tree-sha1 = "981354dab938901c2b607a213e62d9defa50b698" uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9" -version = "1.0.0" +version = "1.2.1" [[Arrow]] deps = ["CategoricalArrays", "Compat"] @@ -50,9 +50,9 @@ version = "1.0.0" [[BandedMatrices]] deps = ["FillArrays", "LazyArrays", "LinearAlgebra", "MatrixFactorizations", "Random", "SparseArrays"] -git-tree-sha1 = "fe6fc3cab36a901ce5f512452ab3e63716dd769a" +git-tree-sha1 = "cdda54b29a1c52fa33defc0c61e3b8bb61f73d15" uuid = "aae01518-5342-5314-be14-df237901396f" -version = "0.9.3" +version = "0.10.1" [[Base64]] uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f" @@ -76,10 +76,10 @@ uuid = "b99e7846-7c00-51b0-8f62-c81ae34c0232" version = "0.5.6" [[BlackBoxOptim]] -deps = ["CPUTime", "Compat", "Distributed", "Distributions", "LinearAlgebra", "Logging", "Pkg", "Printf", "Random", "SHA", "Serialization", "Statistics", "StatsBase", "Test"] -git-tree-sha1 = "1303f4b5d3c84f27a803f53646d68fa1616771b2" +deps = ["CPUTime", "Compat", "Distributed", "Distributions", "LinearAlgebra", "Printf", "Random", "SpatialIndexing", "StatsBase"] +git-tree-sha1 = "da5cfcc08d24a43fa4e3ad67f565f17838e26fca" uuid = "a134a8b2-14d6-55f6-9291-3336d3ab0209" -version = "0.4.0" +version = "0.5.0" [[BlockArrays]] deps = ["LinearAlgebra"] @@ -89,15 +89,15 @@ version = "0.9.1" [[BlockBandedMatrices]] deps = ["BandedMatrices", "BlockArrays", "Distributed", "FillArrays", "LazyArrays", "LinearAlgebra", "MatrixFactorizations", "Pkg", "Profile", "Random", "SharedArrays", "SparseArrays", "Statistics", "Test"] -git-tree-sha1 = "8e3a098d4d0af47786f5ba8f1ad9c7928facfd15" +git-tree-sha1 = "52a3f347579a93ca4131ec2f6fd298ffde0deccb" uuid = "ffab5731-97b5-5995-9138-79e8c1846df0" -version = "0.4.5" +version = "0.4.6" [[BoundaryValueDiffEq]] -deps = ["BandedMatrices", "DiffEqBase", "DiffEqDiffTools", "ForwardDiff", "LinearAlgebra", "NLsolve", "Reexport", "SparseArrays", "Test"] -git-tree-sha1 = "0f4a4f86ae63671efd9b41de9dea8ad993f2daad" +deps = ["BandedMatrices", "DiffEqBase", "DiffEqDiffTools", "ForwardDiff", "LinearAlgebra", "NLsolve", "Reexport", "SparseArrays"] +git-tree-sha1 = "a8f90377cbed43aa583c19471d34d9653853c52d" uuid = "764a87c0-6b3e-53db-9096-fe964310641d" -version = "2.2.3" +version = "2.3.0" [[CMake]] deps = ["BinDeps"] @@ -112,22 +112,21 @@ uuid = "d5fb7624-851a-54ee-a528-d3f3bac0b4a0" version = "0.2.3" [[CPUTime]] -deps = ["Compat"] -git-tree-sha1 = "bdaf1b7ecf8eb6fb3843a1b0d3fccc5f727a49fd" +git-tree-sha1 = "2dcc50ea6a0a1ef6440d6eecd0fe3813e5671f45" uuid = "a9c8d775-2e2e-55fc-8582-045d282d599e" -version = "0.1.0" +version = "1.0.0" [[CSTParser]] deps = ["Tokenize"] -git-tree-sha1 = "0ff80f68f55fcde2ed98d7b24d7abaf20727f3f8" +git-tree-sha1 = "c69698c3d4a7255bc1b4bc2afc09f59db910243b" uuid = "00ebfdb7-1f24-5e51-bd34-a7502290713f" -version = "0.6.1" +version = "0.6.2" [[CSV]] deps = ["CategoricalArrays", "DataFrames", "Dates", "Mmap", "Parsers", "PooledArrays", "Profile", "Tables", "Unicode", "WeakRefStrings"] -git-tree-sha1 = "a7df9250dff3aba96436580dd6ac00d712364cab" +git-tree-sha1 = "35205137ee2f5a9c1f358407e9ed0f1a17878919" uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" -version = "0.5.9" +version = "0.5.11" [[CSVFiles]] deps = ["CodecZlib", "DataValues", "FileIO", "HTTP", "IterableTables", "IteratorInterfaceExtensions", "TableShowUtils", "TableTraits", "TableTraitsUtils", "Test", "TextParse"] @@ -137,14 +136,14 @@ version = "0.15.0" [[Calculus]] deps = ["Compat"] -git-tree-sha1 = "f60954495a7afcee4136f78d1d60350abd37a409" +git-tree-sha1 = "bd8bbd105ba583a42385bd6dc4a20dad8ab3dc11" uuid = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9" -version = "0.4.1" +version = "0.5.0" [[Cassette]] -git-tree-sha1 = "09aed2c4093e9ed29b08f6660ad959fcb6847cd1" +git-tree-sha1 = "da85d135b6048d3e78603e277cf9a4609f7e0673" uuid = "7057c7e9-c182-5462-911a-8362d720325c" -version = "0.2.5" +version = "0.2.6" [[CategoricalArrays]] deps = ["Compat", "DataAPI", "Future", "JSON", "Missings", "Printf", "Reexport"] @@ -154,9 +153,9 @@ version = "0.5.5" [[Clustering]] deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "SparseArrays", "Statistics", "StatsBase"] -git-tree-sha1 = "4b4fff471d7bc091894d18a9e98c1c95bca5ee64" +git-tree-sha1 = "f387d5937d0c9d0191c711d7d204bce15bd23b45" uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5" -version = "0.13.2" +version = "0.13.3" [[CodeTracking]] deps = ["InteractiveUtils", "Test", "UUIDs"] @@ -177,10 +176,10 @@ uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f" version = "0.8.0" [[Colors]] -deps = ["ColorTypes", "FixedPointNumbers", "InteractiveUtils", "Printf", "Reexport", "Test"] -git-tree-sha1 = "9f0a0210450acb91c730b730a994f8eef1d3d543" +deps = ["ColorTypes", "FixedPointNumbers", "InteractiveUtils", "Printf", "Reexport"] +git-tree-sha1 = "c9c1845d6bf22e34738bee65c357a69f416ed5d1" uuid = "5ae59095-9a9b-59fe-a467-6f913c188581" -version = "0.9.5" +version = "0.9.6" [[Combinatorics]] deps = ["LinearAlgebra", "Polynomials", "Test"] @@ -219,21 +218,21 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f" version = "4.0.0" [[DSP]] -deps = ["AbstractFFTs", "Compat", "FFTW", "LinearAlgebra", "Polynomials", "Random", "Reexport", "SpecialFunctions"] -git-tree-sha1 = "5ec38ebc4ddf6320ad50b826eb8fd7fb521993a5" +deps = ["FFTW", "LinearAlgebra", "Polynomials", "Random", "Reexport", "SpecialFunctions", "Statistics"] +git-tree-sha1 = "fd5dc811fc47f8c31274712d887c466bea0841c8" uuid = "717857b8-e6f2-59f4-9121-6e50c889abd2" -version = "0.5.2" +version = "0.6.0" [[DataAPI]] -git-tree-sha1 = "891a09f4f90361a28d0391c104a65c0202e22624" +git-tree-sha1 = "8903f0219d3472543fc4b2f5ebaf675a07f817c0" uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a" -version = "1.0.0" +version = "1.0.1" [[DataFrames]] deps = ["CategoricalArrays", "Compat", "DataAPI", "InvertedIndices", "IteratorInterfaceExtensions", "Missings", "PooledArrays", "Printf", "REPL", "Reexport", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] -git-tree-sha1 = "12a96f70fc126f8a308eadd4eda843dfa630bbd4" +git-tree-sha1 = "48ef38bd7cf0e8fd598bda981409eb6ef4b96cbd" uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" -version = "0.19.1" +version = "0.19.2" [[DataFramesMeta]] deps = ["DataFrames", "Tables"] @@ -269,32 +268,32 @@ deps = ["Printf"] uuid = "ade2ca70-3891-5945-98fb-dc099432e06a" [[DelayDiffEq]] -deps = ["DataStructures", "DiffEqBase", "DiffEqDiffTools", "ForwardDiff", "NLSolversBase", "OrdinaryDiffEq", "Parameters", "RecursiveArrayTools", "Reexport", "Roots"] -git-tree-sha1 = "85c56f119828ad81aa302483195bdd518a079f05" +deps = ["DataStructures", "DiffEqBase", "LinearAlgebra", "Logging", "OrdinaryDiffEq", "Parameters", "RecursiveArrayTools", "Reexport", "Roots"] +git-tree-sha1 = "6a4d3747e475fbdac832ba42d047e659945b83e9" uuid = "bcd4f6db-9728-5f36-b5f7-82caef46ccdb" -version = "5.10.0" +version = "5.14.0" [[DelimitedFiles]] deps = ["Mmap"] uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab" [[DiffEqBase]] -deps = ["Compat", "Distributed", "DocStringExtensions", "FunctionWrappers", "IterativeSolvers", "IteratorInterfaceExtensions", "LinearAlgebra", "MuladdMacro", "Parameters", "RecipesBase", "RecursiveArrayTools", "RecursiveFactorization", "Requires", "Roots", "SparseArrays", "StaticArrays", "Statistics", "SuiteSparse", "TableTraits", "TreeViews"] -git-tree-sha1 = "97d7d8503514e11e551dec42ea668e4a04951af2" +deps = ["ArrayInterface", "Compat", "Distributed", "DocStringExtensions", "FunctionWrappers", "IterativeSolvers", "IteratorInterfaceExtensions", "LinearAlgebra", "MuladdMacro", "Parameters", "RecipesBase", "RecursiveArrayTools", "RecursiveFactorization", "Requires", "Roots", "SparseArrays", "StaticArrays", "Statistics", "SuiteSparse", "TableTraits", "TreeViews"] +git-tree-sha1 = "fa870131f32ae7b2fc2b6eee71cd0924200fa6db" uuid = "2b5f629d-d688-5b77-993f-72d75c75574e" -version = "5.16.5" +version = "5.20.0" [[DiffEqCallbacks]] deps = ["DataStructures", "DiffEqBase", "OrdinaryDiffEq", "RecipesBase", "RecursiveArrayTools", "StaticArrays"] -git-tree-sha1 = "c2592e96ed7c2d85ffb0439382f38c8385cc5b1f" +git-tree-sha1 = "eb4630827aadd4622a805a78824a4346415d4b15" uuid = "459566f4-90b8-5000-8ac3-15dfb0a30def" -version = "2.6.0" +version = "2.7.0" [[DiffEqDiffTools]] -deps = ["LinearAlgebra", "SparseArrays", "StaticArrays"] -git-tree-sha1 = "b992345a39b4d9681342ae795a8dacc100730182" +deps = ["ArrayInterface", "LinearAlgebra", "Requires", "SparseArrays", "StaticArrays"] +git-tree-sha1 = "21b855cb29ec4594f9651e0e9bdc0cdcfdcd52c1" uuid = "01453d9d-ee7c-5054-8395-0335cb756afa" -version = "0.14.0" +version = "1.3.0" [[DiffEqFinancial]] deps = ["DiffEqBase", "DiffEqNoiseProcess", "LinearAlgebra", "Markdown", "RandomNumbers", "Test"] @@ -314,12 +313,6 @@ git-tree-sha1 = "f5333c0aa6208680e48cd24ae6f759c262a1cf85" uuid = "77a26b50-5914-5dd7-bc55-306e6241c503" version = "3.3.1" -[[DiffEqOperators]] -deps = ["DiffEqBase", "ForwardDiff", "LinearAlgebra", "SparseArrays", "StaticArrays", "SuiteSparse"] -git-tree-sha1 = "2884a79a72aac38347b247615ac42eda41aa36e0" -uuid = "9fdde737-9c7f-55bf-ade8-46b3f136cc48" -version = "3.5.0" - [[DiffEqPhysics]] deps = ["DiffEqBase", "DiffEqCallbacks", "ForwardDiff", "LinearAlgebra", "Printf", "Random", "RecipesBase", "RecursiveArrayTools", "Reexport", "StaticArrays"] git-tree-sha1 = "9f4b98590c63bf202d12ae20783203baad3dd27a" @@ -351,10 +344,10 @@ uuid = "c619ae07-58cd-5f6d-b883-8f17bd6a98f9" version = "0.2.0" [[Distances]] -deps = ["LinearAlgebra", "Printf", "Random", "Statistics", "Test"] -git-tree-sha1 = "a135c7c062023051953141da8437ed74f89d767a" +deps = ["LinearAlgebra", "Statistics"] +git-tree-sha1 = "23717536c81b63e250f682b0e0933769eecd1411" uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7" -version = "0.8.0" +version = "0.8.2" [[Distributed]] deps = ["Random", "Serialization", "Sockets"] @@ -362,9 +355,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b" [[Distributions]] deps = ["LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns"] -git-tree-sha1 = "2f25cc24d4370d9395344a0b8cf7e8d98407c650" +git-tree-sha1 = "baaf9e165ba8a2d11fb4fb3511782ee070ee3694" uuid = "31c24e10-a181-5473-b8eb-7969acd0382f" -version = "0.21.0" +version = "0.21.1" [[DocStringExtensions]] deps = ["LibGit2", "Markdown", "Pkg", "Test"] @@ -374,9 +367,9 @@ version = "0.8.0" [[DoubleFloats]] deps = ["GenericSVD", "GenericSchur", "LinearAlgebra", "Polynomials", "Quadmath", "Random", "Requires"] -git-tree-sha1 = "ca7f28d28c736ee0e10c0b18b897455ab47e9862" +git-tree-sha1 = "0fab8371043b4032846d494211030ef39615f1dd" uuid = "497a8b3b-efae-58df-a0af-a86822472b78" -version = "0.9.3" +version = "0.9.5" [[Electron]] deps = ["Base64", "JSON", "Sockets", "URIParser"] @@ -397,10 +390,10 @@ uuid = "c04bee98-12a5-510c-87df-2a230cb6e075" version = "0.11.0" [[Expectations]] -deps = ["Compat", "Distributions", "FastGaussQuadrature", "LinearAlgebra", "Random", "SpecialFunctions", "Statistics", "Test"] -git-tree-sha1 = "cacb3d95479f58fdc844001b4a6e1b2b1c69d200" +deps = ["Compat", "Distributions", "FastGaussQuadrature", "SpecialFunctions"] +git-tree-sha1 = "5b50b515886773484a28f19d9c103dffc7702702" uuid = "2fe49d83-0758-5602-8f54-1f90ad0d522b" -version = "1.1.0" +version = "1.1.1" [[ExponentialUtilities]] deps = ["LinearAlgebra", "Printf", "SparseArrays"] @@ -410,9 +403,15 @@ version = "1.5.1" [[EzXML]] deps = ["BinaryProvider", "Libdl", "Printf"] -git-tree-sha1 = "724e13b7522563a18ae4a5cc4a9792ae3b0da3e6" +git-tree-sha1 = "aed48d722e528bc634bd36a7d0e090fa2952a3c0" uuid = "8f5d6c58-4d21-5cfd-889c-e3ad7ee6a615" -version = "0.9.3" +version = "0.9.4" + +[[FFMPEG]] +deps = ["BinaryProvider", "Libdl"] +git-tree-sha1 = "1dd2128ff10894081f30931b355dc892d1352de9" +uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a" +version = "0.2.2" [[FFTW]] deps = ["AbstractFFTs", "BinaryProvider", "Conda", "Libdl", "LinearAlgebra", "Reexport", "Test"] @@ -445,31 +444,31 @@ uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549" version = "1.0.7" [[FilePaths]] -deps = ["Compat", "FilePathsBase", "Reexport", "URIParser"] -git-tree-sha1 = "9819e84a360a6254d86c47827ad16f6ada6e39f9" +deps = ["FilePathsBase", "MacroTools", "Reexport", "URIParser"] +git-tree-sha1 = "191796576b7f69cfe66d63b3d66a2741783204eb" uuid = "8fc22ac5-c921-52a6-82fd-178b2807b824" -version = "0.7.0" +version = "0.8.0" [[FilePathsBase]] deps = ["Dates", "LinearAlgebra", "Printf", "Test", "UUIDs"] -git-tree-sha1 = "fe0fbbcf56af2000b5ba85f63245a3ed48854b29" +git-tree-sha1 = "7c3c67f3f1bb9d1b8844a70073ff1eccae2821dc" uuid = "48062228-2e41-5def-b9a4-89aafe57970f" -version = "0.6.0" +version = "0.6.1" [[FileWatching]] uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee" [[FillArrays]] -deps = ["LinearAlgebra", "Random", "SparseArrays", "Test"] -git-tree-sha1 = "9ab8f76758cbabba8d7f103c51dce7f73fcf8e92" +deps = ["LinearAlgebra", "Random", "SparseArrays"] +git-tree-sha1 = "8fba6ddaf66b45dec830233cea0aae43eb1261ad" uuid = "1a297f60-69ca-5386-bcde-b61e274b549b" -version = "0.6.3" +version = "0.6.4" [[FixedEffectModels]] deps = ["CategoricalArrays", "Combinatorics", "DataFrames", "Distributions", "FillArrays", "FixedEffects", "LinearAlgebra", "Printf", "Random", "Reexport", "Statistics", "StatsBase", "StatsModels"] -git-tree-sha1 = "b3e7b8f6535d45805189ec000790838521c5db93" +git-tree-sha1 = "fd9c69f58d202ee220d74414f625d078200751dc" uuid = "9d5cd8c9-2029-5cab-9928-427838db53e3" -version = "0.7.3" +version = "0.7.4" [[FixedEffects]] deps = ["CategoricalArrays", "Distributed", "FillArrays", "LinearAlgebra", "Reexport", "SparseArrays", "StatsBase", "Test"] @@ -524,9 +523,9 @@ version = "1.1.1" [[GR]] deps = ["Base64", "DelimitedFiles", "LinearAlgebra", "Pkg", "Printf", "Random", "Serialization", "Sockets", "Test"] -git-tree-sha1 = "9dff2d231311da78648abfa3287e3458a578d2f8" +git-tree-sha1 = "b4c31b6377b6d51b6c69a3a9737d10c34d43974e" uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71" -version = "0.40.0" +version = "0.41.0" [[GenericSVD]] deps = ["LinearAlgebra", "Random", "Test"] @@ -548,9 +547,9 @@ version = "0.7.5" [[HTTP]] deps = ["Base64", "Dates", "IniFile", "MbedTLS", "Sockets"] -git-tree-sha1 = "03ddc88af7f2d963fac5aa9f3ac8e11914d68a78" +git-tree-sha1 = "c4a527dba1d26add0e85946e1a53f42a1b343acc" uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3" -version = "0.8.4" +version = "0.8.5" [[Inflate]] deps = ["Pkg", "Printf", "Random", "Test"] @@ -581,10 +580,10 @@ uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f" version = "1.0.0" [[Ipopt]] -deps = ["BinaryProvider", "Compat", "Libdl", "MathOptInterface", "MathProgBase"] -git-tree-sha1 = "da2baaaf4b7ad386aab321c678028ddcc87ef348" +deps = ["BinaryProvider", "Libdl", "LinearAlgebra", "MathOptInterface", "MathProgBase"] +git-tree-sha1 = "0fee58f35c4acf9011e1652d223791c72258d6b5" uuid = "b6b21f68-93f8-5de0-b562-5493be1d77c9" -version = "0.5.4" +version = "0.6.0" [[IterTools]] git-tree-sha1 = "2ebe60d7343962966d1779a74a760f13217a6901" @@ -621,22 +620,22 @@ uuid = "7d188eb4-7ad8-530c-ae41-71a32a6d4692" version = "0.1.1" [[JuMP]] -deps = ["Calculus", "DataStructures", "ForwardDiff", "LinearAlgebra", "MathOptInterface", "NaNMath", "Random", "SparseArrays", "Statistics"] -git-tree-sha1 = "a37fdb14ee3a04b4df44c20a73da89c57035bdf2" +deps = ["Calculus", "Compat", "ForwardDiff", "MathProgBase", "ReverseDiffSparse"] +git-tree-sha1 = "8e1aea93f99e1141a8053e1d542d4534f62fe43f" uuid = "4076af6c-e467-56ae-b986-b466b2749572" -version = "0.19.2" +version = "0.18.6" [[JuliaInterpreter]] deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"] -git-tree-sha1 = "ed46097f465a091f6b126966015048193791743a" +git-tree-sha1 = "a4bb251f96cb22141cff4185b724c2e4f46245d2" uuid = "aa1ae85d-cabe-5617-a682-6adf51b2e16a" -version = "0.6.0" +version = "0.7.0" [[Juno]] deps = ["Base64", "Logging", "Media", "Profile", "Test"] -git-tree-sha1 = "4e4a8d43aa7ecec66cadaf311fbd1e5c9d7b9175" +git-tree-sha1 = "30d94657a422d09cb97b6f86f04f750fa9c50df8" uuid = "e5e0dc1b-0480-54bc-9374-aad01c23163d" -version = "0.7.0" +version = "0.7.2" [[KernelDensity]] deps = ["Distributions", "FFTW", "Interpolations", "Optim", "StatsBase", "Test"] @@ -657,10 +656,10 @@ uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316" version = "0.8.2" [[LazyArrays]] -deps = ["FillArrays", "LinearAlgebra", "MacroTools", "StaticArrays", "Test"] -git-tree-sha1 = "5eec856c454496abe8f4504227fcc187205a502a" +deps = ["FillArrays", "LinearAlgebra", "MacroTools", "StaticArrays"] +git-tree-sha1 = "e71f611fec1329f0fd6c82e9b5d7da3fc9822b0d" uuid = "5078a376-72f3-5289-bfd5-ec5146d43c02" -version = "0.9.0" +version = "0.10.0" [[LeastSquaresOptim]] deps = ["DiffEqDiffTools", "ForwardDiff", "LinearAlgebra", "Optim", "Printf", "SparseArrays", "Statistics", "SuiteSparse"] @@ -675,10 +674,10 @@ uuid = "76f85450-5226-5b5a-8eaa-529ad045b433" uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb" [[LightGraphs]] -deps = ["ArnoldiMethod", "Base64", "DataStructures", "DelimitedFiles", "Distributed", "Inflate", "LinearAlgebra", "Markdown", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics", "Test"] -git-tree-sha1 = "c7222c370d5cf6d4e08ae40bddd8c0db6852dfb1" +deps = ["ArnoldiMethod", "DataStructures", "Distributed", "Inflate", "LinearAlgebra", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics"] +git-tree-sha1 = "a0d4bcea4b9c056da143a5ded3c2b7f7740c2d41" uuid = "093fc24a-ae57-5d10-9952-331d41423f4d" -version = "1.2.0" +version = "1.3.0" [[LineSearches]] deps = ["LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "Printf", "Test"] @@ -695,9 +694,9 @@ uuid = "56ddb016-857b-54e1-b83d-db4d58db5568" [[LoweredCodeUtils]] deps = ["JuliaInterpreter"] -git-tree-sha1 = "4b72bf66daf6fd25e368518069c082545a25541c" +git-tree-sha1 = "ea065f38cccb556b4eabe43b3b3b91e1c67cbffd" uuid = "6f1432cf-f94c-5a45-995e-cdbf5db27b0b" -version = "0.3.6" +version = "0.3.8" [[MacroTools]] deps = ["CSTParser", "Compat", "DataStructures", "Test", "Tokenize"] @@ -710,10 +709,10 @@ deps = ["Base64"] uuid = "d6f4376e-aef5-505a-96c1-9c027394607a" [[MathOptInterface]] -deps = ["Compat", "Unicode"] -git-tree-sha1 = "5d3de69c9220610d0336ab45d3eb8b6ac7a7c807" +deps = ["BenchmarkTools", "LinearAlgebra", "OrderedCollections", "SparseArrays", "Test", "Unicode"] +git-tree-sha1 = "5e6e36e2f01efbc62b3f8bf68c8cf82035e2c6a6" uuid = "b8f27783-ece8-5eb3-8dc8-9495eed66fee" -version = "0.8.4" +version = "0.9.1" [[MathProgBase]] deps = ["Compat"] @@ -723,15 +722,15 @@ version = "0.7.7" [[MatrixFactorizations]] deps = ["LinearAlgebra", "Random", "Test"] -git-tree-sha1 = "cebc71d929a846dda61400f1cf3ba69c7e75fa63" +git-tree-sha1 = "95ed2db8197ef7eadce558dff0e9595169672aee" uuid = "a3b82374-2e81-5b9e-98ce-41277c0e4c87" -version = "0.0.4" +version = "0.1.0" [[MbedTLS]] -deps = ["BinaryProvider", "Dates", "Distributed", "Libdl", "Random", "Sockets", "Test"] -git-tree-sha1 = "2d94286a9c2f52c63a16146bb86fd6cdfbf677c6" +deps = ["BinaryProvider", "Dates", "Libdl", "Random", "Sockets"] +git-tree-sha1 = "85f5947b53c8cfd53ccfa3f4abae31faa22c2181" uuid = "739be429-bea8-5141-9913-cc70e7f3736d" -version = "0.6.8" +version = "0.7.0" [[Measures]] deps = ["Test"] @@ -761,10 +760,9 @@ version = "0.4.1" uuid = "a63ad114-7e13-5084-954f-fe012c677804" [[Mocking]] -deps = ["Compat", "Dates"] -git-tree-sha1 = "4bf69aaf823b119b034e091e16b18311aa191663" +git-tree-sha1 = "7f42a32a8cef08f45d43c35663e73bd4e3b35f6d" uuid = "78c3b35d-d492-501b-9361-3d52fe80e533" -version = "0.5.7" +version = "0.6.0" [[MuladdMacro]] deps = ["MacroTools", "Test"] @@ -785,10 +783,10 @@ uuid = "ffc61752-8dc7-55ee-8c37-f3e9cdd09e70" version = "0.5.12" [[NLSolversBase]] -deps = ["Calculus", "DiffEqDiffTools", "DiffResults", "Distributed", "ForwardDiff", "LinearAlgebra", "Random", "SparseArrays", "Test"] -git-tree-sha1 = "0c6f0e7f2178f78239cfb75310359eed10f2cacb" +deps = ["Calculus", "DiffEqDiffTools", "DiffResults", "Distributed", "ForwardDiff"] +git-tree-sha1 = "1c4b1d76f731dee88a0f494c59c750f3fd7d9ddd" uuid = "d41bc354-129a-5804-8e4c-c37616107c6c" -version = "7.3.1" +version = "7.4.0" [[NLopt]] deps = ["BinaryProvider", "CMakeWrapper", "Libdl", "MathProgBase", "Test"] @@ -797,10 +795,10 @@ uuid = "76087f3c-5699-56af-9a33-bf431cd00edd" version = "0.5.1" [[NLsolve]] -deps = ["DiffEqDiffTools", "Distances", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "Printf", "Random", "Reexport", "SparseArrays", "Test"] -git-tree-sha1 = "413e54f04a4cbe9804089794eec6b06b2a43bc47" +deps = ["DiffEqDiffTools", "Distances", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "Printf", "Reexport"] +git-tree-sha1 = "c9578878f56f425a2160f5b436c7f79a154d154c" uuid = "2774e3e8-f4cf-5e23-947b-6d7e65073b56" -version = "4.0.0" +version = "4.1.0" [[NNlib]] deps = ["Libdl", "LinearAlgebra", "Requires", "Statistics", "TimerOutputs"] @@ -845,9 +843,9 @@ version = "0.11.1" [[Optim]] deps = ["Calculus", "DiffEqDiffTools", "FillArrays", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "PositiveFactorizations", "Printf", "Random", "SparseArrays", "StatsBase"] -git-tree-sha1 = "05efd63b639afdd3425909cd3af73fe9c1373cf3" +git-tree-sha1 = "ca8f8917df469d607f8cf116784e58c9c084d0b4" uuid = "429524aa-4258-5aef-a3af-852621145aeb" -version = "0.19.1" +version = "0.19.2" [[OrderedCollections]] deps = ["Random", "Serialization", "Test"] @@ -856,16 +854,16 @@ uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d" version = "1.1.0" [[OrdinaryDiffEq]] -deps = ["DataStructures", "DiffEqBase", "DiffEqDiffTools", "DiffEqOperators", "ExponentialUtilities", "ForwardDiff", "GenericSVD", "LinearAlgebra", "Logging", "MuladdMacro", "NLsolve", "Parameters", "RecursiveArrayTools", "Reexport", "SparseDiffTools", "StaticArrays"] -git-tree-sha1 = "c41f8f3bb31505c194d8e67c854ee448609ec0df" +deps = ["ArrayInterface", "DataStructures", "DiffEqBase", "DiffEqDiffTools", "ExponentialUtilities", "ForwardDiff", "GenericSVD", "LinearAlgebra", "Logging", "MuladdMacro", "NLsolve", "Parameters", "RecursiveArrayTools", "Reexport", "SparseArrays", "SparseDiffTools", "StaticArrays"] +git-tree-sha1 = "b8cfde69ffb5f0638f13beaee4a85aeda6e1637e" uuid = "1dea7af3-3e70-54e6-95c3-0bf5283fa5ed" -version = "5.13.0" +version = "5.14.0" [[PDMats]] deps = ["Arpack", "LinearAlgebra", "SparseArrays", "SuiteSparse", "Test"] -git-tree-sha1 = "8b68513175b2dc4023a564cb0e917ce90e74fd69" +git-tree-sha1 = "9d6a9b3e19634612fb1edcafc4b1d75242b24bde" uuid = "90014a1f-27ba-587c-ab20-58faa44d9150" -version = "0.9.7" +version = "0.9.9" [[Parameters]] deps = ["Markdown", "OrderedCollections", "REPL", "Test"] @@ -914,10 +912,10 @@ uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043" version = "0.5.8" [[Plots]] -deps = ["Base64", "Contour", "Dates", "FixedPointNumbers", "GR", "GeometryTypes", "JSON", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Printf", "REPL", "Random", "RecipesBase", "Reexport", "Requires", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs"] -git-tree-sha1 = "a9c011a7176a9010dda4853373e8d89a83f9d69d" +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 = "f2aa8a7b5bc0ccec57a1237a97b6f59fc8d9ef57" uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" -version = "0.25.3" +version = "0.26.2" [[PoissonRandom]] deps = ["Random", "Statistics", "Test"] @@ -994,9 +992,9 @@ version = "0.16.1" [[Query]] deps = ["DataValues", "IterableTables", "MacroTools", "QueryOperators", "Statistics"] -git-tree-sha1 = "59a53d92d25ced5d8a414a9b0bd3d9db42e68791" +git-tree-sha1 = "e1f3d6ed16d400bf6933f440ee28e7cc168e9ce5" uuid = "1a8c2f83-1ff3-5112-b086-8aa67b057ba1" -version = "0.12.0" +version = "0.12.1" [[QueryOperators]] deps = ["DataStructures", "DataValues", "IteratorInterfaceExtensions", "TableShowUtils"] @@ -1055,16 +1053,15 @@ uuid = "d71aba96-b539-5138-91ee-935c3ee1374c" version = "0.4.1" [[RecipesBase]] -deps = ["Random", "Test"] -git-tree-sha1 = "0b3cb370ee4dc00f47f1193101600949f3dcf884" +git-tree-sha1 = "7bdce29bc9b2f5660a6e5e64d64d91ec941f6aa2" uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01" -version = "0.6.0" +version = "0.7.0" [[RecursiveArrayTools]] deps = ["ArrayInterface", "RecipesBase", "Requires", "StaticArrays", "Statistics"] -git-tree-sha1 = "b60114d15827f3f9af921aaf28606d81c398d5ba" +git-tree-sha1 = "ca98c030a187586521fb72d396e14482365ef77f" uuid = "731186ca-8d62-57ce-b412-fbd966d074cd" -version = "1.0.0" +version = "1.0.2" [[RecursiveFactorization]] deps = ["LinearAlgebra"] @@ -1079,10 +1076,10 @@ uuid = "189a3867-3050-52da-a836-e630ba90ab69" version = "0.2.0" [[RegressionTables]] -deps = ["Compat", "Distributions", "FixedEffectModels", "Formatting", "GLM", "Statistics", "StatsBase", "StatsModels", "Test"] -git-tree-sha1 = "fff0a478a2ff969375edaeefea71e7ad6b18cf95" +deps = ["Compat", "Distributions", "FixedEffectModels", "Formatting", "GLM", "Statistics", "StatsBase", "StatsModels"] +git-tree-sha1 = "f06f68e3f34111641784a2cbbd34776b3e046e82" uuid = "d519eb52-b820-54da-95a6-98e1306fdade" -version = "0.2.0" +version = "0.2.1" [[Requires]] deps = ["Test"] @@ -1096,11 +1093,17 @@ git-tree-sha1 = "8b4f6cf3c97530e1ba7177ad3bc2b134373da851" uuid = "ae5879a3-cd67-5da8-be7f-38c6eb64a37b" version = "0.6.0" +[[ReverseDiffSparse]] +deps = ["Calculus", "Compat", "DataStructures", "ForwardDiff", "MathProgBase", "NaNMath"] +git-tree-sha1 = "cbbc2c710abea5cfe71459ce4711d80a212aac5a" +uuid = "89212889-6d3f-5f97-b412-7825138f6c9c" +version = "0.8.6" + [[Revise]] deps = ["CodeTracking", "Distributed", "FileWatching", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "Pkg", "REPL", "UUIDs", "Unicode"] -git-tree-sha1 = "09cbf077a36bf58e7d5d2b026bb2af8c92931993" +git-tree-sha1 = "34e80fba701ce58064b3b5f4b32027ad3dc136ba" uuid = "295af30f-e4ad-537b-8983-00126c2a3abe" -version = "2.1.6" +version = "2.1.8" [[Rmath]] deps = ["BinaryProvider", "Libdl", "Random", "Statistics", "Test"] @@ -1109,10 +1112,10 @@ uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa" version = "0.5.0" [[Roots]] -deps = ["Printf", "Statistics", "Test"] -git-tree-sha1 = "7228278e31d6d0e22a1ae0b41ea9a0df2859f33d" +deps = ["Printf"] +git-tree-sha1 = "9cc4b586c71f9aea25312b94be8c195f119b0ec3" uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665" -version = "0.8.1" +version = "0.8.3" [[SHA]] uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce" @@ -1156,10 +1159,16 @@ deps = ["LinearAlgebra", "Random"] uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" [[SparseDiffTools]] -deps = ["BandedMatrices", "BlockBandedMatrices", "DiffEqDiffTools", "ForwardDiff", "LightGraphs", "LinearAlgebra", "Requires", "SparseArrays", "VertexSafeGraphs"] -git-tree-sha1 = "1d68d6fb2e8b804dde7da10fd608629029e06742" +deps = ["Adapt", "ArrayInterface", "BandedMatrices", "BlockBandedMatrices", "DiffEqDiffTools", "ForwardDiff", "LightGraphs", "LinearAlgebra", "Requires", "SparseArrays", "VertexSafeGraphs"] +git-tree-sha1 = "c1ecded2bd37b1ce7db8e55a814c8aa63efa80fe" uuid = "47a9eef4-7e08-11e9-0b38-333d64bd3804" -version = "0.6.0" +version = "0.9.0" + +[[SpatialIndexing]] +deps = ["Printf", "Random", "Test"] +git-tree-sha1 = "7bc6fc5c363aae476ec2c8bc527aef104b90c779" +uuid = "d4ead438-fe20-5cc5-a293-4fd39a41b74c" +version = "0.1.2" [[SpecialFunctions]] deps = ["BinDeps", "BinaryProvider", "Libdl", "Test"] @@ -1184,10 +1193,10 @@ deps = ["LinearAlgebra", "SparseArrays"] uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" [[StatsBase]] -deps = ["DataStructures", "LinearAlgebra", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics"] -git-tree-sha1 = "2b6ca97be7ddfad5d9f16a13fe277d29f3d11c23" +deps = ["DataAPI", "DataStructures", "LinearAlgebra", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics"] +git-tree-sha1 = "c53e809e63fe5cf5de13632090bc3520649c9950" uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" -version = "0.31.0" +version = "0.32.0" [[StatsFuns]] deps = ["Rmath", "SpecialFunctions", "Test"] @@ -1202,10 +1211,10 @@ uuid = "3eaba693-59b7-5ba5-a881-562e759f1c8d" version = "0.5.0" [[StatsPlots]] -deps = ["Clustering", "DataStructures", "DataValues", "Distributions", "KernelDensity", "Observables", "Plots", "RecipesBase", "Reexport", "StatsBase", "Tables", "Widgets"] -git-tree-sha1 = "5c4a479eedbaf338be5a4352bac9b06efc182396" +deps = ["Clustering", "DataStructures", "DataValues", "Distributions", "IterableTables", "KernelDensity", "Observables", "Plots", "RecipesBase", "Reexport", "StatsBase", "TableTraits", "TableTraitsUtils", "Test", "Widgets"] +git-tree-sha1 = "d722a2d4293ded61124654aae6696c68d7946a95" uuid = "f3b207a7-027a-5e70-b257-86293d7955fd" -version = "0.11.0" +version = "0.10.2" [[SteadyStateDiffEq]] deps = ["DiffEqBase", "DiffEqCallbacks", "LinearAlgebra", "NLsolve", "Reexport"] @@ -1214,10 +1223,10 @@ uuid = "9672c7b4-1e72-59bd-8a11-6ac3964bc41f" version = "1.5.0" [[StochasticDiffEq]] -deps = ["DataStructures", "DiffEqBase", "DiffEqDiffTools", "DiffEqNoiseProcess", "DiffEqOperators", "FillArrays", "ForwardDiff", "LinearAlgebra", "Logging", "MuladdMacro", "NLsolve", "Parameters", "Random", "RandomNumbers", "RecursiveArrayTools", "Reexport", "SparseDiffTools", "StaticArrays"] -git-tree-sha1 = "0e35c7d22798d3c8f688bcfe5e0c2ded7de7f8c0" +deps = ["ArrayInterface", "DataStructures", "DiffEqBase", "DiffEqDiffTools", "DiffEqNoiseProcess", "FillArrays", "ForwardDiff", "LinearAlgebra", "Logging", "MuladdMacro", "NLsolve", "Parameters", "Random", "RandomNumbers", "RecursiveArrayTools", "Reexport", "SparseArrays", "SparseDiffTools", "StaticArrays"] +git-tree-sha1 = "e288a36e42eb122b070de59190a0632065b19ebe" uuid = "789caeaf-c7a9-5a7d-9973-96adeb23e2a0" -version = "6.7.0" +version = "6.8.0" [[StringEncodings]] deps = ["BinaryProvider", "Libdl", "Test"] @@ -1226,14 +1235,14 @@ uuid = "69024149-9ee7-55f6-a4c4-859efe599b68" version = "0.3.1" [[SuiteSparse]] -deps = ["Libdl", "LinearAlgebra", "SparseArrays"] +deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"] uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9" [[Sundials]] deps = ["BinaryProvider", "DataStructures", "DiffEqBase", "Libdl", "LinearAlgebra", "Logging", "Reexport", "SparseArrays", "SuiteSparse"] -git-tree-sha1 = "9af4eb72683f0dafe84c6a5bd31aea1ebca4d46c" +git-tree-sha1 = "c068455576ce91cdbb9474967912b547cacbf50f" uuid = "c3572dad-4567-51f8-b174-8c6c989267f4" -version = "3.6.1" +version = "3.6.2" [[TableShowUtils]] deps = ["DataValues", "Dates", "JSON", "Markdown", "Test"] @@ -1255,9 +1264,9 @@ version = "1.0.0" [[Tables]] deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "TableTraits", "Test"] -git-tree-sha1 = "951b5be359e92703f886881b175ecfe924d8bd91" +git-tree-sha1 = "aaed7b3b00248ff6a794375ad6adf30f30ca5591" uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" -version = "0.2.10" +version = "0.2.11" [[Test]] deps = ["Distributed", "InteractiveUtils", "Logging", "Random"] @@ -1277,9 +1286,9 @@ version = "0.6.0" [[TimeZones]] deps = ["Dates", "EzXML", "Mocking", "Printf", "Serialization", "Unicode"] -git-tree-sha1 = "859bfc1832ea52e413c96fa5c92130516db62bdb" +git-tree-sha1 = "0271dc890dd1447da1568510937bd5b3a6b51b58" uuid = "f269a46b-ccf7-5d73-abea-4c690281aa53" -version = "0.9.1" +version = "0.9.2" [[TimerOutputs]] deps = ["Crayons", "Printf", "Test", "Unicode"] @@ -1288,9 +1297,9 @@ uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f" version = "0.5.0" [[Tokenize]] -git-tree-sha1 = "c8a8b00ae44a94950814ff77850470711a360225" +git-tree-sha1 = "dfcdbbfb2d0370716c815cbd6f8a364efb6f42cf" uuid = "0796e94c-ce3b-5d07-9a54-7f471281c624" -version = "0.5.5" +version = "0.5.6" [[Traceur]] deps = ["Cassette", "InteractiveUtils", "Logging", "MacroTools", "Test"] @@ -1300,15 +1309,15 @@ version = "0.3.0" [[Tracker]] deps = ["Adapt", "DiffRules", "ForwardDiff", "LinearAlgebra", "MacroTools", "NNlib", "NaNMath", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics", "Test"] -git-tree-sha1 = "327342fec6e09f68ced0c2dc5731ed475e4b696b" +git-tree-sha1 = "1aa443d3b4bfa91a8aec32f169a479cb87309910" uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c" -version = "0.2.2" +version = "0.2.3" [[TranscodingStreams]] deps = ["Random", "Test"] -git-tree-sha1 = "a25d8e5a28c3b1b06d3859f30757d43106791919" +git-tree-sha1 = "7c53c35547de1c5b9d46a4797cf6d8253807108c" uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" -version = "0.9.4" +version = "0.9.5" [[TreeViews]] deps = ["Test"] @@ -1330,10 +1339,10 @@ uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5" [[VegaDatasets]] -deps = ["DataStructures", "DataValues", "FilePaths", "IterableTables", "IteratorInterfaceExtensions", "JSON", "TableShowUtils", "TableTraits", "TableTraitsUtils", "Test", "TextParse"] -git-tree-sha1 = "894794f267e13d4d440a3720e11ba212d5d28f47" +deps = ["DataStructures", "DataValues", "FilePaths", "IterableTables", "IteratorInterfaceExtensions", "JSON", "TableShowUtils", "TableTraits", "TableTraitsUtils", "TextParse"] +git-tree-sha1 = "50b2b2ea477e85472f3b100f3bd6b750625cde20" uuid = "0ae4a718-28b7-58ec-9efb-cded64d6d5b4" -version = "0.5.0" +version = "1.0.0" [[VegaLite]] deps = ["DataValues", "Dates", "FileIO", "FilePaths", "IterableTables", "IteratorInterfaceExtensions", "JSON", "JSONSchema", "MacroTools", "NodeJS", "REPL", "Random", "TableTraits", "URIParser"] diff --git a/more_julia/Project.toml b/more_julia/Project.toml index 3cfc7f0..c882c04 100644 --- a/more_julia/Project.toml +++ b/more_julia/Project.toml @@ -1,6 +1,6 @@ -name = "QuantEconLectureAllPackages" -authors = ["arnavs "] -version = "0.9.10" +name = "quantecon-notebooks-julia/more_julia" +authors = ["arnavs "] +version = "0.1.0" [deps] BandedMatrices = "aae01518-5342-5314-be14-df237901396f" diff --git a/more_julia/data_statistical_packages.ipynb b/more_julia/data_statistical_packages.ipynb index 3d79e5e..3a4ac8f 100644 --- a/more_julia/data_statistical_packages.ipynb +++ b/more_julia/data_statistical_packages.ipynb @@ -58,20 +58,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", path = \"more_julia\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", path = \"more_julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": true }, @@ -111,44 +110,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/html": [ - "

4 rows × 2 columns

commodprice
StringFloat64⍰
1crude4.2
2gas11.3
3gold12.1
4silvermissing
" - ], - "text/latex": [ - "\\begin{tabular}{r|cc}\n", - "\t& commod & price\\\\\n", - "\t\\hline\n", - "\t& String & Float64⍰\\\\\n", - "\t\\hline\n", - "\t1 & crude & 4.2 \\\\\n", - "\t2 & gas & 11.3 \\\\\n", - "\t3 & gold & 12.1 \\\\\n", - "\t4 & silver & \\\\\n", - "\\end{tabular}\n" - ], - "text/plain": [ - "4×2 DataFrame\n", - "│ Row │ commod │ price │\n", - "│ │ \u001b[90mString\u001b[39m │ \u001b[90mFloat64⍰\u001b[39m │\n", - "├─────┼────────┼──────────┤\n", - "│ 1 │ crude │ 4.2 │\n", - "│ 2 │ gas │ 11.3 │\n", - "│ 3 │ gold │ 12.1 │\n", - "│ 4 │ silver │ \u001b[90mmissing\u001b[39m │" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using DataFrames, RDatasets # RDatasets provides good standard data examples from R\n", "\n", @@ -167,52 +133,22 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Union{Missing, Float64},1}:\n", - " 4.2 \n", - " 11.3 \n", - " 12.1 \n", - " missing" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "df[!, :price]" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Union{Missing, Float64},1}:\n", - " 4.2 \n", - " 11.3 \n", - " 12.1 \n", - " missing" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "df.price" ] @@ -226,26 +162,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{String,1}:\n", - " \"crude\" \n", - " \"gas\" \n", - " \"gold\" \n", - " \"silver\"" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "df.commod" ] @@ -259,32 +180,13 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: both FixedEffectModels and RDatasets export \"describe\"; uses of it in module Main must be qualified\n" - ] - }, - { - "ename": "UndefVarError", - "evalue": "UndefVarError: describe not defined", - "output_type": "error", - "traceback": [ - "UndefVarError: describe not defined", - "", - "Stacktrace:", - " [1] top-level scope at In[7]:1" - ] - } - ], + "outputs": [], "source": [ - "describe(df)" + "DataFrames.describe(df)" ] }, { @@ -296,46 +198,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/html": [ - "

5 rows × 2 columns

commodprice
StringFloat64⍰
1crude4.2
2gas11.3
3gold12.1
4silvermissing
5nickel5.1
" - ], - "text/latex": [ - "\\begin{tabular}{r|cc}\n", - "\t& commod & price\\\\\n", - "\t\\hline\n", - "\t& String & Float64⍰\\\\\n", - "\t\\hline\n", - "\t1 & crude & 4.2 \\\\\n", - "\t2 & gas & 11.3 \\\\\n", - "\t3 & gold & 12.1 \\\\\n", - "\t4 & silver & \\\\\n", - "\t5 & nickel & 5.1 \\\\\n", - "\\end{tabular}\n" - ], - "text/plain": [ - "5×2 DataFrame\n", - "│ Row │ commod │ price │\n", - "│ │ \u001b[90mString\u001b[39m │ \u001b[90mFloat64⍰\u001b[39m │\n", - "├─────┼────────┼──────────┤\n", - "│ 1 │ crude │ 4.2 │\n", - "│ 2 │ gas │ 11.3 │\n", - "│ 3 │ gold │ 12.1 │\n", - "│ 4 │ silver │ \u001b[90mmissing\u001b[39m │\n", - "│ 5 │ nickel │ 5.1 │" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "nt = (commod = \"nickel\", price= 5.1)\n", "push!(df, nt)" @@ -350,40 +217,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/html": [ - "

2 rows × 2 columns

tcol1
Int64Float64
113.0
224.0
" - ], - "text/latex": [ - "\\begin{tabular}{r|cc}\n", - "\t& t & col1\\\\\n", - "\t\\hline\n", - "\t& Int64 & Float64\\\\\n", - "\t\\hline\n", - "\t1 & 1 & 3.0 \\\\\n", - "\t2 & 2 & 4.0 \\\\\n", - "\\end{tabular}\n" - ], - "text/plain": [ - "2×2 DataFrame\n", - "│ Row │ t │ col1 │\n", - "│ │ \u001b[90mInt64\u001b[39m │ \u001b[90mFloat64\u001b[39m │\n", - "├─────┼───────┼─────────┤\n", - "│ 1 │ 1 │ 3.0 │\n", - "│ 2 │ 2 │ 4.0 │" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "nt = (t = 1, col1 = 3.0)\n", "df2 = DataFrame([nt])\n", @@ -404,44 +242,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/html": [ - "

4 rows × 2 columns

tcol1
Int64Float64⍰
113.0
224.0
33missing
445.1
" - ], - "text/latex": [ - "\\begin{tabular}{r|cc}\n", - "\t& t & col1\\\\\n", - "\t\\hline\n", - "\t& Int64 & Float64⍰\\\\\n", - "\t\\hline\n", - "\t1 & 1 & 3.0 \\\\\n", - "\t2 & 2 & 4.0 \\\\\n", - "\t3 & 3 & \\\\\n", - "\t4 & 4 & 5.1 \\\\\n", - "\\end{tabular}\n" - ], - "text/plain": [ - "4×2 DataFrame\n", - "│ Row │ t │ col1 │\n", - "│ │ \u001b[90mInt64\u001b[39m │ \u001b[90mFloat64⍰\u001b[39m │\n", - "├─────┼───────┼──────────┤\n", - "│ 1 │ 1 │ 3.0 │\n", - "│ 2 │ 2 │ 4.0 │\n", - "│ 3 │ 3 │ \u001b[90mmissing\u001b[39m │\n", - "│ 4 │ 4 │ 5.1 │" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "allowmissing!(df2, :col1) # necessary to add in a for col1\n", "push!(df2, (t=3, col1 = missing))\n", @@ -457,30 +262,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "mean(df2.col1) = missing\n", - "mean(skipmissing(df2.col1)) = 4.033333333333333\n" - ] - }, - { - "data": { - "text/plain": [ - "4.033333333333333" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@show mean(df2.col1)\n", "@show mean(skipmissing(df2.col1))" @@ -495,26 +281,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Union{Missing, Float64},1}:\n", - " 3.0\n", - " 4.0\n", - " 0.0\n", - " 5.1" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "df2.col1 .= coalesce.(df2.col1, 0.0) # replace all missing with 0.0" ] @@ -530,44 +301,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/html": [ - "

4 rows × 3 columns

tcol1col2
Int64Float64⍰Float64
113.09.0
224.016.0
330.00.0
445.126.01
" - ], - "text/latex": [ - "\\begin{tabular}{r|ccc}\n", - "\t& t & col1 & col2\\\\\n", - "\t\\hline\n", - "\t& Int64 & Float64⍰ & Float64\\\\\n", - "\t\\hline\n", - "\t1 & 1 & 3.0 & 9.0 \\\\\n", - "\t2 & 2 & 4.0 & 16.0 \\\\\n", - "\t3 & 3 & 0.0 & 0.0 \\\\\n", - "\t4 & 4 & 5.1 & 26.01 \\\\\n", - "\\end{tabular}\n" - ], - "text/plain": [ - "4×3 DataFrame\n", - "│ Row │ t │ col1 │ col2 │\n", - "│ │ \u001b[90mInt64\u001b[39m │ \u001b[90mFloat64⍰\u001b[39m │ \u001b[90mFloat64\u001b[39m │\n", - "├─────┼───────┼──────────┼─────────┤\n", - "│ 1 │ 1 │ 3.0 │ 9.0 │\n", - "│ 2 │ 2 │ 4.0 │ 16.0 │\n", - "│ 3 │ 3 │ 0.0 │ 0.0 │\n", - "│ 4 │ 4 │ 5.1 │ 26.01 │" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using DataFramesMeta\n", "f(x) = x^2\n", @@ -585,44 +323,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/html": [ - "

4 rows × 2 columns

idy
Int64Categorical…
11old
22young
33young
44old
" - ], - "text/latex": [ - "\\begin{tabular}{r|cc}\n", - "\t& id & y\\\\\n", - "\t\\hline\n", - "\t& Int64 & Categorical…\\\\\n", - "\t\\hline\n", - "\t1 & 1 & old \\\\\n", - "\t2 & 2 & young \\\\\n", - "\t3 & 3 & young \\\\\n", - "\t4 & 4 & old \\\\\n", - "\\end{tabular}\n" - ], - "text/plain": [ - "4×2 DataFrame\n", - "│ Row │ id │ y │\n", - "│ │ \u001b[90mInt64\u001b[39m │ \u001b[90mCategorical…\u001b[39m │\n", - "├─────┼───────┼──────────────┤\n", - "│ 1 │ 1 │ old │\n", - "│ 2 │ 2 │ young │\n", - "│ 3 │ 3 │ young │\n", - "│ 4 │ 4 │ old │" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using CategoricalArrays\n", "id = [1, 2, 3, 4]\n", @@ -633,24 +338,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{String,1}:\n", - " \"old\" \n", - " \"young\"" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "levels(df.y)" ] @@ -670,20 +362,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "g(f(x)) = 2.1972245773362196\n", - "(x |> f) |> g = 2.1972245773362196\n" - ] - } - ], + "outputs": [], "source": [ "x = 3.0\n", "f(x) = x^2\n", @@ -702,38 +385,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/html": [ - "

1 rows × 2 columns

namechildren
StringInt64
1Kirk2
" - ], - "text/latex": [ - "\\begin{tabular}{r|cc}\n", - "\t& name & children\\\\\n", - "\t\\hline\n", - "\t& String & Int64\\\\\n", - "\t\\hline\n", - "\t1 & Kirk & 2 \\\\\n", - "\\end{tabular}\n" - ], - "text/plain": [ - "1×2 DataFrame\n", - "│ Row │ name │ children │\n", - "│ │ \u001b[90mString\u001b[39m │ \u001b[90mInt64\u001b[39m │\n", - "├─────┼────────┼──────────┤\n", - "│ 1 │ Kirk │ 2 │" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Query\n", "\n", @@ -755,1097 +411,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "application/vnd.vegalite.v3+json": { - "data": { - "values": [ - { - "PetalLength": 1.4, - "PetalWidth": 0.2, - "SepalLength": 5.1, - "SepalWidth": 3.5, - "Species": "setosa" - }, - { - "PetalLength": 1.4, - "PetalWidth": 0.2, - "SepalLength": 4.9, - "SepalWidth": 3.0, - "Species": "setosa" - }, - { - "PetalLength": 1.3, - "PetalWidth": 0.2, - "SepalLength": 4.7, - "SepalWidth": 3.2, - "Species": "setosa" - }, - { - "PetalLength": 1.5, - "PetalWidth": 0.2, - "SepalLength": 4.6, - "SepalWidth": 3.1, - "Species": "setosa" - }, - { - "PetalLength": 1.4, - "PetalWidth": 0.2, - "SepalLength": 5.0, - "SepalWidth": 3.6, - "Species": "setosa" - }, - { - "PetalLength": 1.7, - "PetalWidth": 0.4, - "SepalLength": 5.4, - "SepalWidth": 3.9, - "Species": "setosa" - }, - { - "PetalLength": 1.4, - "PetalWidth": 0.3, - "SepalLength": 4.6, - "SepalWidth": 3.4, - "Species": "setosa" - }, - { - "PetalLength": 1.5, - "PetalWidth": 0.2, - "SepalLength": 5.0, - "SepalWidth": 3.4, - "Species": "setosa" - }, - { - "PetalLength": 1.4, - "PetalWidth": 0.2, - "SepalLength": 4.4, - "SepalWidth": 2.9, - "Species": "setosa" - }, - { - "PetalLength": 1.5, - "PetalWidth": 0.1, - "SepalLength": 4.9, - "SepalWidth": 3.1, - "Species": "setosa" - }, - { - "PetalLength": 1.5, - "PetalWidth": 0.2, - "SepalLength": 5.4, - "SepalWidth": 3.7, - "Species": "setosa" - }, - { - "PetalLength": 1.6, - "PetalWidth": 0.2, - "SepalLength": 4.8, - "SepalWidth": 3.4, - "Species": "setosa" - }, - { - "PetalLength": 1.4, - "PetalWidth": 0.1, - "SepalLength": 4.8, - "SepalWidth": 3.0, - "Species": "setosa" - }, - { - "PetalLength": 1.1, - "PetalWidth": 0.1, - "SepalLength": 4.3, - "SepalWidth": 3.0, - "Species": "setosa" - }, - { - "PetalLength": 1.2, - "PetalWidth": 0.2, - "SepalLength": 5.8, - "SepalWidth": 4.0, - "Species": "setosa" - }, - { - "PetalLength": 1.5, - "PetalWidth": 0.4, - "SepalLength": 5.7, - "SepalWidth": 4.4, - "Species": "setosa" - }, - { - "PetalLength": 1.3, - "PetalWidth": 0.4, - "SepalLength": 5.4, - "SepalWidth": 3.9, - "Species": "setosa" - }, - { - "PetalLength": 1.4, - "PetalWidth": 0.3, - "SepalLength": 5.1, - "SepalWidth": 3.5, - "Species": "setosa" - }, - { - "PetalLength": 1.7, - "PetalWidth": 0.3, - "SepalLength": 5.7, - "SepalWidth": 3.8, - "Species": "setosa" - }, - { - "PetalLength": 1.5, - "PetalWidth": 0.3, - "SepalLength": 5.1, - "SepalWidth": 3.8, - "Species": "setosa" - }, - { - "PetalLength": 1.7, - "PetalWidth": 0.2, - "SepalLength": 5.4, - "SepalWidth": 3.4, - "Species": "setosa" - }, - { - "PetalLength": 1.5, - "PetalWidth": 0.4, - "SepalLength": 5.1, - "SepalWidth": 3.7, - "Species": "setosa" - }, - { - "PetalLength": 1.0, - "PetalWidth": 0.2, - "SepalLength": 4.6, - "SepalWidth": 3.6, - "Species": "setosa" - }, - { - "PetalLength": 1.7, - "PetalWidth": 0.5, - "SepalLength": 5.1, - "SepalWidth": 3.3, - "Species": "setosa" - }, - { - "PetalLength": 1.9, - "PetalWidth": 0.2, - "SepalLength": 4.8, - "SepalWidth": 3.4, - "Species": "setosa" - }, - { - "PetalLength": 1.6, - "PetalWidth": 0.2, - "SepalLength": 5.0, - "SepalWidth": 3.0, - "Species": "setosa" - }, - { - "PetalLength": 1.6, - "PetalWidth": 0.4, - "SepalLength": 5.0, - "SepalWidth": 3.4, - "Species": "setosa" - }, - { - "PetalLength": 1.5, - "PetalWidth": 0.2, - "SepalLength": 5.2, - "SepalWidth": 3.5, - "Species": "setosa" - }, - { - "PetalLength": 1.4, - "PetalWidth": 0.2, - "SepalLength": 5.2, - "SepalWidth": 3.4, - "Species": "setosa" - }, - { - "PetalLength": 1.6, - "PetalWidth": 0.2, - "SepalLength": 4.7, - "SepalWidth": 3.2, - "Species": "setosa" - }, - { - "PetalLength": 1.6, - "PetalWidth": 0.2, - "SepalLength": 4.8, - "SepalWidth": 3.1, - "Species": "setosa" - }, - { - "PetalLength": 1.5, - "PetalWidth": 0.4, - "SepalLength": 5.4, - "SepalWidth": 3.4, - "Species": "setosa" - }, - { - "PetalLength": 1.5, - "PetalWidth": 0.1, - "SepalLength": 5.2, - "SepalWidth": 4.1, - "Species": "setosa" - }, - { - "PetalLength": 1.4, - "PetalWidth": 0.2, - "SepalLength": 5.5, - "SepalWidth": 4.2, - "Species": "setosa" - }, - { - "PetalLength": 1.5, - "PetalWidth": 0.2, - "SepalLength": 4.9, - "SepalWidth": 3.1, - "Species": "setosa" - }, - { - "PetalLength": 1.2, - "PetalWidth": 0.2, - "SepalLength": 5.0, - "SepalWidth": 3.2, - "Species": "setosa" - }, - { - "PetalLength": 1.3, - "PetalWidth": 0.2, - "SepalLength": 5.5, - "SepalWidth": 3.5, - "Species": "setosa" - }, - { - "PetalLength": 1.4, - "PetalWidth": 0.1, - "SepalLength": 4.9, - "SepalWidth": 3.6, - "Species": "setosa" - }, - { - "PetalLength": 1.3, - "PetalWidth": 0.2, - "SepalLength": 4.4, - "SepalWidth": 3.0, - "Species": "setosa" - }, - { - "PetalLength": 1.5, - "PetalWidth": 0.2, - "SepalLength": 5.1, - "SepalWidth": 3.4, - "Species": "setosa" - }, - { - "PetalLength": 1.3, - "PetalWidth": 0.3, - "SepalLength": 5.0, - "SepalWidth": 3.5, - "Species": "setosa" - }, - { - "PetalLength": 1.3, - "PetalWidth": 0.3, - "SepalLength": 4.5, - "SepalWidth": 2.3, - "Species": "setosa" - }, - { - "PetalLength": 1.3, - "PetalWidth": 0.2, - "SepalLength": 4.4, - "SepalWidth": 3.2, - "Species": "setosa" - }, - { - "PetalLength": 1.6, - "PetalWidth": 0.6, - "SepalLength": 5.0, - "SepalWidth": 3.5, - "Species": "setosa" - }, - { - "PetalLength": 1.9, - "PetalWidth": 0.4, - "SepalLength": 5.1, - "SepalWidth": 3.8, - "Species": "setosa" - }, - { - "PetalLength": 1.4, - "PetalWidth": 0.3, - "SepalLength": 4.8, - "SepalWidth": 3.0, - "Species": "setosa" - }, - { - "PetalLength": 1.6, - "PetalWidth": 0.2, - "SepalLength": 5.1, - "SepalWidth": 3.8, - "Species": "setosa" - }, - { - "PetalLength": 1.4, - "PetalWidth": 0.2, - "SepalLength": 4.6, - "SepalWidth": 3.2, - "Species": "setosa" - }, - { - "PetalLength": 1.5, - "PetalWidth": 0.2, - "SepalLength": 5.3, - "SepalWidth": 3.7, - "Species": "setosa" - }, - { - "PetalLength": 1.4, - "PetalWidth": 0.2, - "SepalLength": 5.0, - "SepalWidth": 3.3, - "Species": "setosa" - }, - { - "PetalLength": 4.7, - "PetalWidth": 1.4, - "SepalLength": 7.0, - "SepalWidth": 3.2, - "Species": "versicolor" - }, - { - "PetalLength": 4.5, - "PetalWidth": 1.5, - "SepalLength": 6.4, - "SepalWidth": 3.2, - "Species": "versicolor" - }, - { - "PetalLength": 4.9, - "PetalWidth": 1.5, - "SepalLength": 6.9, - "SepalWidth": 3.1, - "Species": "versicolor" - }, - { - "PetalLength": 4.0, - "PetalWidth": 1.3, - "SepalLength": 5.5, - "SepalWidth": 2.3, - "Species": "versicolor" - }, - { - "PetalLength": 4.6, - "PetalWidth": 1.5, - "SepalLength": 6.5, - "SepalWidth": 2.8, - "Species": "versicolor" - }, - { - "PetalLength": 4.5, - "PetalWidth": 1.3, - "SepalLength": 5.7, - "SepalWidth": 2.8, - "Species": "versicolor" - }, - { - "PetalLength": 4.7, - "PetalWidth": 1.6, - "SepalLength": 6.3, - "SepalWidth": 3.3, - "Species": "versicolor" - }, - { - "PetalLength": 3.3, - "PetalWidth": 1.0, - "SepalLength": 4.9, - "SepalWidth": 2.4, - "Species": "versicolor" - }, - { - "PetalLength": 4.6, - "PetalWidth": 1.3, - "SepalLength": 6.6, - "SepalWidth": 2.9, - "Species": "versicolor" - }, - { - "PetalLength": 3.9, - "PetalWidth": 1.4, - "SepalLength": 5.2, - "SepalWidth": 2.7, - "Species": "versicolor" - }, - { - "PetalLength": 3.5, - "PetalWidth": 1.0, - "SepalLength": 5.0, - "SepalWidth": 2.0, - "Species": "versicolor" - }, - { - "PetalLength": 4.2, - "PetalWidth": 1.5, - "SepalLength": 5.9, - "SepalWidth": 3.0, - "Species": "versicolor" - }, - { - "PetalLength": 4.0, - "PetalWidth": 1.0, - "SepalLength": 6.0, - "SepalWidth": 2.2, - "Species": "versicolor" - }, - { - "PetalLength": 4.7, - "PetalWidth": 1.4, - "SepalLength": 6.1, - "SepalWidth": 2.9, - "Species": "versicolor" - }, - { - "PetalLength": 3.6, - "PetalWidth": 1.3, - "SepalLength": 5.6, - "SepalWidth": 2.9, - "Species": "versicolor" - }, - { - "PetalLength": 4.4, - "PetalWidth": 1.4, - "SepalLength": 6.7, - "SepalWidth": 3.1, - "Species": "versicolor" - }, - { - "PetalLength": 4.5, - "PetalWidth": 1.5, - "SepalLength": 5.6, - "SepalWidth": 3.0, - "Species": "versicolor" - }, - { - "PetalLength": 4.1, - "PetalWidth": 1.0, - "SepalLength": 5.8, - "SepalWidth": 2.7, - "Species": "versicolor" - }, - { - "PetalLength": 4.5, - "PetalWidth": 1.5, - "SepalLength": 6.2, - "SepalWidth": 2.2, - "Species": "versicolor" - }, - { - "PetalLength": 3.9, - "PetalWidth": 1.1, - "SepalLength": 5.6, - "SepalWidth": 2.5, - "Species": "versicolor" - }, - { - "PetalLength": 4.8, - "PetalWidth": 1.8, - "SepalLength": 5.9, - "SepalWidth": 3.2, - "Species": "versicolor" - }, - { - "PetalLength": 4.0, - "PetalWidth": 1.3, - "SepalLength": 6.1, - "SepalWidth": 2.8, - "Species": "versicolor" - }, - { - "PetalLength": 4.9, - "PetalWidth": 1.5, - "SepalLength": 6.3, - "SepalWidth": 2.5, - "Species": "versicolor" - }, - { - "PetalLength": 4.7, - "PetalWidth": 1.2, - "SepalLength": 6.1, - "SepalWidth": 2.8, - "Species": "versicolor" - }, - { - "PetalLength": 4.3, - "PetalWidth": 1.3, - "SepalLength": 6.4, - "SepalWidth": 2.9, - "Species": "versicolor" - }, - { - "PetalLength": 4.4, - "PetalWidth": 1.4, - "SepalLength": 6.6, - "SepalWidth": 3.0, - "Species": "versicolor" - }, - { - "PetalLength": 4.8, - "PetalWidth": 1.4, - "SepalLength": 6.8, - "SepalWidth": 2.8, - "Species": "versicolor" - }, - { - "PetalLength": 5.0, - "PetalWidth": 1.7, - "SepalLength": 6.7, - "SepalWidth": 3.0, - "Species": "versicolor" - }, - { - "PetalLength": 4.5, - "PetalWidth": 1.5, - "SepalLength": 6.0, - "SepalWidth": 2.9, - "Species": "versicolor" - }, - { - "PetalLength": 3.5, - "PetalWidth": 1.0, - "SepalLength": 5.7, - "SepalWidth": 2.6, - "Species": "versicolor" - }, - { - "PetalLength": 3.8, - "PetalWidth": 1.1, - "SepalLength": 5.5, - "SepalWidth": 2.4, - "Species": "versicolor" - }, - { - "PetalLength": 3.7, - "PetalWidth": 1.0, - "SepalLength": 5.5, - "SepalWidth": 2.4, - "Species": "versicolor" - }, - { - "PetalLength": 3.9, - "PetalWidth": 1.2, - "SepalLength": 5.8, - "SepalWidth": 2.7, - "Species": "versicolor" - }, - { - "PetalLength": 5.1, - "PetalWidth": 1.6, - "SepalLength": 6.0, - "SepalWidth": 2.7, - "Species": "versicolor" - }, - { - "PetalLength": 4.5, - "PetalWidth": 1.5, - "SepalLength": 5.4, - "SepalWidth": 3.0, - "Species": "versicolor" - }, - { - "PetalLength": 4.5, - "PetalWidth": 1.6, - "SepalLength": 6.0, - "SepalWidth": 3.4, - "Species": "versicolor" - }, - { - "PetalLength": 4.7, - "PetalWidth": 1.5, - "SepalLength": 6.7, - "SepalWidth": 3.1, - "Species": "versicolor" - }, - { - "PetalLength": 4.4, - "PetalWidth": 1.3, - "SepalLength": 6.3, - "SepalWidth": 2.3, - "Species": "versicolor" - }, - { - "PetalLength": 4.1, - "PetalWidth": 1.3, - "SepalLength": 5.6, - "SepalWidth": 3.0, - "Species": "versicolor" - }, - { - "PetalLength": 4.0, - "PetalWidth": 1.3, - "SepalLength": 5.5, - "SepalWidth": 2.5, - "Species": "versicolor" - }, - { - "PetalLength": 4.4, - "PetalWidth": 1.2, - "SepalLength": 5.5, - "SepalWidth": 2.6, - "Species": "versicolor" - }, - { - "PetalLength": 4.6, - "PetalWidth": 1.4, - "SepalLength": 6.1, - "SepalWidth": 3.0, - "Species": "versicolor" - }, - { - "PetalLength": 4.0, - "PetalWidth": 1.2, - "SepalLength": 5.8, - "SepalWidth": 2.6, - "Species": "versicolor" - }, - { - "PetalLength": 3.3, - "PetalWidth": 1.0, - "SepalLength": 5.0, - "SepalWidth": 2.3, - "Species": "versicolor" - }, - { - "PetalLength": 4.2, - "PetalWidth": 1.3, - "SepalLength": 5.6, - "SepalWidth": 2.7, - "Species": "versicolor" - }, - { - "PetalLength": 4.2, - "PetalWidth": 1.2, - "SepalLength": 5.7, - "SepalWidth": 3.0, - "Species": "versicolor" - }, - { - "PetalLength": 4.2, - "PetalWidth": 1.3, - "SepalLength": 5.7, - "SepalWidth": 2.9, - "Species": "versicolor" - }, - { - "PetalLength": 4.3, - "PetalWidth": 1.3, - "SepalLength": 6.2, - "SepalWidth": 2.9, - "Species": "versicolor" - }, - { - "PetalLength": 3.0, - "PetalWidth": 1.1, - "SepalLength": 5.1, - "SepalWidth": 2.5, - "Species": "versicolor" - }, - { - "PetalLength": 4.1, - "PetalWidth": 1.3, - "SepalLength": 5.7, - "SepalWidth": 2.8, - "Species": "versicolor" - }, - { - "PetalLength": 6.0, - "PetalWidth": 2.5, - "SepalLength": 6.3, - "SepalWidth": 3.3, - "Species": "virginica" - }, - { - "PetalLength": 5.1, - "PetalWidth": 1.9, - "SepalLength": 5.8, - "SepalWidth": 2.7, - "Species": "virginica" - }, - { - "PetalLength": 5.9, - "PetalWidth": 2.1, - "SepalLength": 7.1, - "SepalWidth": 3.0, - "Species": "virginica" - }, - { - "PetalLength": 5.6, - "PetalWidth": 1.8, - "SepalLength": 6.3, - "SepalWidth": 2.9, - "Species": "virginica" - }, - { - "PetalLength": 5.8, - "PetalWidth": 2.2, - "SepalLength": 6.5, - "SepalWidth": 3.0, - "Species": "virginica" - }, - { - "PetalLength": 6.6, - "PetalWidth": 2.1, - "SepalLength": 7.6, - "SepalWidth": 3.0, - "Species": "virginica" - }, - { - "PetalLength": 4.5, - "PetalWidth": 1.7, - "SepalLength": 4.9, - "SepalWidth": 2.5, - "Species": "virginica" - }, - { - "PetalLength": 6.3, - "PetalWidth": 1.8, - "SepalLength": 7.3, - "SepalWidth": 2.9, - "Species": "virginica" - }, - { - "PetalLength": 5.8, - "PetalWidth": 1.8, - "SepalLength": 6.7, - "SepalWidth": 2.5, - "Species": "virginica" - }, - { - "PetalLength": 6.1, - "PetalWidth": 2.5, - "SepalLength": 7.2, - "SepalWidth": 3.6, - "Species": "virginica" - }, - { - "PetalLength": 5.1, - "PetalWidth": 2.0, - "SepalLength": 6.5, - "SepalWidth": 3.2, - "Species": "virginica" - }, - { - "PetalLength": 5.3, - "PetalWidth": 1.9, - "SepalLength": 6.4, - "SepalWidth": 2.7, - "Species": "virginica" - }, - { - "PetalLength": 5.5, - "PetalWidth": 2.1, - "SepalLength": 6.8, - "SepalWidth": 3.0, - "Species": "virginica" - }, - { - "PetalLength": 5.0, - "PetalWidth": 2.0, - "SepalLength": 5.7, - "SepalWidth": 2.5, - "Species": "virginica" - }, - { - "PetalLength": 5.1, - "PetalWidth": 2.4, - "SepalLength": 5.8, - "SepalWidth": 2.8, - "Species": "virginica" - }, - { - "PetalLength": 5.3, - "PetalWidth": 2.3, - "SepalLength": 6.4, - "SepalWidth": 3.2, - "Species": "virginica" - }, - { - "PetalLength": 5.5, - "PetalWidth": 1.8, - "SepalLength": 6.5, - "SepalWidth": 3.0, - "Species": "virginica" - }, - { - "PetalLength": 6.7, - "PetalWidth": 2.2, - "SepalLength": 7.7, - "SepalWidth": 3.8, - "Species": "virginica" - }, - { - "PetalLength": 6.9, - "PetalWidth": 2.3, - "SepalLength": 7.7, - "SepalWidth": 2.6, - "Species": "virginica" - }, - { - "PetalLength": 5.0, - "PetalWidth": 1.5, - "SepalLength": 6.0, - "SepalWidth": 2.2, - "Species": "virginica" - }, - { - "PetalLength": 5.7, - "PetalWidth": 2.3, - "SepalLength": 6.9, - "SepalWidth": 3.2, - "Species": "virginica" - }, - { - "PetalLength": 4.9, - "PetalWidth": 2.0, - "SepalLength": 5.6, - "SepalWidth": 2.8, - "Species": "virginica" - }, - { - "PetalLength": 6.7, - "PetalWidth": 2.0, - "SepalLength": 7.7, - "SepalWidth": 2.8, - "Species": "virginica" - }, - { - "PetalLength": 4.9, - "PetalWidth": 1.8, - "SepalLength": 6.3, - "SepalWidth": 2.7, - "Species": "virginica" - }, - { - "PetalLength": 5.7, - "PetalWidth": 2.1, - "SepalLength": 6.7, - "SepalWidth": 3.3, - "Species": "virginica" - }, - { - "PetalLength": 6.0, - "PetalWidth": 1.8, - "SepalLength": 7.2, - "SepalWidth": 3.2, - "Species": "virginica" - }, - { - "PetalLength": 4.8, - "PetalWidth": 1.8, - "SepalLength": 6.2, - "SepalWidth": 2.8, - "Species": "virginica" - }, - { - "PetalLength": 4.9, - "PetalWidth": 1.8, - "SepalLength": 6.1, - "SepalWidth": 3.0, - "Species": "virginica" - }, - { - "PetalLength": 5.6, - "PetalWidth": 2.1, - "SepalLength": 6.4, - "SepalWidth": 2.8, - "Species": "virginica" - }, - { - "PetalLength": 5.8, - "PetalWidth": 1.6, - "SepalLength": 7.2, - "SepalWidth": 3.0, - "Species": "virginica" - }, - { - "PetalLength": 6.1, - "PetalWidth": 1.9, - "SepalLength": 7.4, - "SepalWidth": 2.8, - "Species": "virginica" - }, - { - "PetalLength": 6.4, - "PetalWidth": 2.0, - "SepalLength": 7.9, - "SepalWidth": 3.8, - "Species": "virginica" - }, - { - "PetalLength": 5.6, - "PetalWidth": 2.2, - "SepalLength": 6.4, - "SepalWidth": 2.8, - "Species": "virginica" - }, - { - "PetalLength": 5.1, - "PetalWidth": 1.5, - "SepalLength": 6.3, - "SepalWidth": 2.8, - "Species": "virginica" - }, - { - "PetalLength": 5.6, - "PetalWidth": 1.4, - "SepalLength": 6.1, - "SepalWidth": 2.6, - "Species": "virginica" - }, - { - "PetalLength": 6.1, - "PetalWidth": 2.3, - "SepalLength": 7.7, - "SepalWidth": 3.0, - "Species": "virginica" - }, - { - "PetalLength": 5.6, - "PetalWidth": 2.4, - "SepalLength": 6.3, - "SepalWidth": 3.4, - "Species": "virginica" - }, - { - "PetalLength": 5.5, - "PetalWidth": 1.8, - "SepalLength": 6.4, - "SepalWidth": 3.1, - "Species": "virginica" - }, - { - "PetalLength": 4.8, - "PetalWidth": 1.8, - "SepalLength": 6.0, - "SepalWidth": 3.0, - "Species": "virginica" - }, - { - "PetalLength": 5.4, - "PetalWidth": 2.1, - "SepalLength": 6.9, - "SepalWidth": 3.1, - "Species": "virginica" - }, - { - "PetalLength": 5.6, - "PetalWidth": 2.4, - "SepalLength": 6.7, - "SepalWidth": 3.1, - "Species": "virginica" - }, - { - "PetalLength": 5.1, - "PetalWidth": 2.3, - "SepalLength": 6.9, - "SepalWidth": 3.1, - "Species": "virginica" - }, - { - "PetalLength": 5.1, - "PetalWidth": 1.9, - "SepalLength": 5.8, - "SepalWidth": 2.7, - "Species": "virginica" - }, - { - "PetalLength": 5.9, - "PetalWidth": 2.3, - "SepalLength": 6.8, - "SepalWidth": 3.2, - "Species": "virginica" - }, - { - "PetalLength": 5.7, - "PetalWidth": 2.5, - "SepalLength": 6.7, - "SepalWidth": 3.3, - "Species": "virginica" - }, - { - "PetalLength": 5.2, - "PetalWidth": 2.3, - "SepalLength": 6.7, - "SepalWidth": 3.0, - "Species": "virginica" - }, - { - "PetalLength": 5.0, - "PetalWidth": 1.9, - "SepalLength": 6.3, - "SepalWidth": 2.5, - "Species": "virginica" - }, - { - "PetalLength": 5.2, - "PetalWidth": 2.0, - "SepalLength": 6.5, - "SepalWidth": 3.0, - "Species": "virginica" - }, - { - "PetalLength": 5.4, - "PetalWidth": 2.3, - "SepalLength": 6.2, - "SepalWidth": 3.4, - "Species": "virginica" - }, - { - "PetalLength": 5.1, - "PetalWidth": 1.8, - "SepalLength": 5.9, - "SepalWidth": 3.0, - "Species": "virginica" - } - ] - }, - "encoding": { - "color": { - "field": "Species", - "type": "nominal" - }, - "x": { - "field": "PetalLength", - "type": "quantitative" - }, - "y": { - "field": "PetalWidth", - "type": "quantitative" - } - }, - "mark": "point" - }, - "image/png": "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", - "image/svg+xml": [ - "setosaversicolorvirginicaSpecies01234567PetalLength0.00.51.01.52.02.5PetalWidth" - ], - "text/plain": [ - "VegaLite.VLSpec{:plot}" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using RDatasets, VegaLite\n", "iris = dataset(\"datasets\", \"iris\")\n", @@ -1911,65 +481,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Warning: `getindex(df::DataFrame, col_ind::ColumnIndex)` is deprecated, use `df[!, col_ind]` instead.\n", - "│ caller = (::getfield(StatsModels, Symbol(\"##18#19\")){DataFrame})(::Symbol) at modelframe.jl:145\n", - "└ @ StatsModels /Users/arnavsood/.julia/packages/StatsModels/pBxdt/src/modelframe.jl:145\n", - "┌ Warning: `getindex(df::DataFrame, col_ind::ColumnIndex)` is deprecated, use `df[!, col_ind]` instead.\n", - "│ caller = check_non_redundancy!(::StatsModels.Terms, ::DataFrame) at modelframe.jl:84\n", - "└ @ StatsModels /Users/arnavsood/.julia/packages/StatsModels/pBxdt/src/modelframe.jl:84\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Warning: `getindex(df::DataFrame, col_ind::ColumnIndex)` is deprecated, use `df[!, col_ind]` instead.\n", - "│ caller = #modelmat_cols#30(::Bool, ::Function, ::Type{Array{Float64,2}}, ::Symbol, ::ModelFrame) at modelmatrix.jl:34\n", - "└ @ StatsModels /Users/arnavsood/.julia/packages/StatsModels/pBxdt/src/modelmatrix.jl:34\n", - "┌ Warning: `getindex(df::DataFrame, col_ind::ColumnIndex)` is deprecated, use `df[!, col_ind]` instead.\n", - "│ caller = model_response(::ModelFrame) at modelframe.jl:181\n", - "└ @ StatsModels /Users/arnavsood/.julia/packages/StatsModels/pBxdt/src/modelframe.jl:181\n" - ] - }, - { - "data": { - "text/plain": [ - "StatsModels.DataFrameRegressionModel{LinearModel{LmResp{Array{Float64,1}},DensePredChol{Float64,Cholesky{Float64,Array{Float64,2}}}},Array{Float64,2}}\n", - "\n", - "Formula: y ~ 1 + x\n", - "\n", - "Coefficients:\n", - "───────────────────────────────────────────────────\n", - " Estimate Std.Error t value Pr(>|t|)\n", - "───────────────────────────────────────────────────\n", - "(Intercept) 0.258468 0.0152013 17.003 <1e-30\n", - "x 0.893521 0.0135388 65.9972 <1e-82\n", - "───────────────────────────────────────────────────" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Warning: `getindex(df::DataFrame, col_ind::ColumnIndex)` is deprecated, use `df[!, col_ind]` instead.\n", - "│ caller = #termnames#23(::Bool, ::Function, ::Symbol, ::ModelFrame) at modelframe.jl:204\n", - "└ @ StatsModels /Users/arnavsood/.julia/packages/StatsModels/pBxdt/src/modelframe.jl:204\n" - ] - } - ], + "outputs": [], "source": [ "using GLM\n", "\n", @@ -1990,36 +506,11 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "----------------------\n", - " y \n", - " --------\n", - " (1)\n", - "----------------------\n", - "(Intercept) 0.258***\n", - " (0.015)\n", - "x 0.894***\n", - " (0.014)\n", - "----------------------\n", - "Estimator OLS\n", - "----------------------\n", - "N 100\n", - "R2 0.978\n", - "----------------------\n", - "\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "using RegressionTables\n", "regtable(ols)\n", @@ -2040,109 +531,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Warning: `getindex(df::DataFrame, col_ind::ColumnIndex)` is deprecated, use `df[!, col_ind]` instead.\n", - "│ caller = #reg#30(::Expr, ::Expr, ::Symbol, ::Nothing, ::Int64, ::Dict{Any,Any}, ::Float64, ::Int64, ::Bool, ::Symbol, ::Bool, ::typeof(reg), ::DataFrame, ::Formula) at reg.jl:72\n", - "└ @ FixedEffectModels /Users/arnavsood/.julia/packages/FixedEffectModels/UIBxT/src/reg.jl:72\n", - "┌ Warning: `getindex(df::DataFrame, col_inds::Union{AbstractVector, Regex, Not})` is deprecated, use `df[:, col_inds]` instead.\n", - "│ caller = #reg#30(::Expr, ::Expr, ::Symbol, ::Nothing, ::Int64, ::Dict{Any,Any}, ::Float64, ::Int64, ::Bool, ::Symbol, ::Bool, ::typeof(reg), ::DataFrame, ::Formula) at reg.jl:111\n", - "└ @ FixedEffectModels /Users/arnavsood/.julia/packages/FixedEffectModels/UIBxT/src/reg.jl:111\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Warning: `getindex(df::DataFrame, col_ind::ColumnIndex)` is deprecated, use `df[!, col_ind]` instead.\n", - "│ caller = #reg#30(::Expr, ::Expr, ::Symbol, ::Nothing, ::Int64, ::Dict{Any,Any}, ::Float64, ::Int64, ::Bool, ::Symbol, ::Bool, ::typeof(reg), ::DataFrame, ::Formula) at reg.jl:114\n", - "└ @ FixedEffectModels /Users/arnavsood/.julia/packages/FixedEffectModels/UIBxT/src/reg.jl:114\n", - "┌ Warning: `getindex(df::DataFrame, col_ind::ColumnIndex)` is deprecated, use `df[!, col_ind]` instead.\n", - "│ caller = parse_fixedeffect(::DataFrame, ::Symbol) at formula_fe.jl:26\n", - "└ @ FixedEffectModels /Users/arnavsood/.julia/packages/FixedEffectModels/UIBxT/src/formula/formula_fe.jl:26\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Warning: `getindex(df::DataFrame, col_ind::ColumnIndex)` is deprecated, use `df[!, col_ind]` instead.\n", - "│ caller = VcovMethod(::DataFrame, ::VcovClusterFormula) at vcovcluster.jl:17\n", - "└ @ FixedEffectModels /Users/arnavsood/.julia/packages/FixedEffectModels/UIBxT/src/vcov/vcovcluster.jl:17\n", - "┌ Warning: `getindex(df::DataFrame, col_ind::ColumnIndex)` is deprecated, use `df[!, col_ind]` instead.\n", - "│ caller = VcovMethod(::DataFrame, ::VcovClusterFormula) at vcovcluster.jl:0\n", - "└ @ FixedEffectModels /Users/arnavsood/.julia/packages/FixedEffectModels/UIBxT/src/vcov/vcovcluster.jl:0\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Warning: `setindex!(df::DataFrame, v::AbstractVector, col_ind::ColumnIndex)` is deprecated, use `begin\n", - "│ df[!, col_ind] = v\n", - "│ df\n", - "│ end` instead.\n", - "│ caller = VcovMethod(::DataFrame, ::VcovClusterFormula) at vcovcluster.jl:18\n", - "└ @ FixedEffectModels /Users/arnavsood/.julia/packages/FixedEffectModels/UIBxT/src/vcov/vcovcluster.jl:18\n", - "┌ Warning: `getindex(df::DataFrame, col_ind::ColumnIndex)` is deprecated, use `df[!, col_ind]` instead.\n", - "│ caller = (::getfield(FixedEffectModels, Symbol(\"##7#8\")){DataFrame})(::Symbol) at formula_iv.jl:88\n", - "└ @ FixedEffectModels /Users/arnavsood/.julia/packages/FixedEffectModels/UIBxT/src/formula/formula_iv.jl:88\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Warning: `getindex(df::DataFrame, col_ind::ColumnIndex)` is deprecated, use `df[!, col_ind]` instead.\n", - "│ caller = (::getfield(FixedEffectModels, Symbol(\"##33#37\")))(::Symbol) at none:0\n", - "└ @ FixedEffectModels ./none:0\n", - "┌ Warning: `getindex(df::DataFrame, col_ind::ColumnIndex)` is deprecated, use `df[!, col_ind]` instead.\n", - "│ caller = shat!(::VcovClusterMethod, ::VcovData{Cholesky{Float64,Array{Float64,2}},1}) at vcovcluster.jl:43\n", - "└ @ FixedEffectModels /Users/arnavsood/.julia/packages/FixedEffectModels/UIBxT/src/vcov/vcovcluster.jl:43\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Warning: `getindex(df::DataFrame, col_ind::ColumnIndex)` is deprecated, use `df[!, col_ind]` instead.\n", - "│ caller = (::getfield(FixedEffectModels, Symbol(\"##25#26\")){VcovClusterMethod})(::Symbol) at none:0\n", - "└ @ FixedEffectModels ./none:0\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "----------------------------\n", - " Sales \n", - " ---------\n", - " (1)\n", - "----------------------------\n", - "NDI -0.005***\n", - " (0.001)\n", - "----------------------------\n", - "StateCategorical Yes\n", - "YearCategorical Yes\n", - "----------------------------\n", - "Estimator OLS\n", - "----------------------------\n", - "N 1,380\n", - "R2 0.773\n", - "----------------------------\n", - "\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "using FixedEffectModels\n", "cigar = dataset(\"plm\", \"Cigar\")\n", @@ -2162,17991 +555,11 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "application/vnd.vegalite.v3+json": { - "data": { - "values": [ - { - "CPI": 30.6, - "NDI": 1558.3045298, - "Pimin": 26.1, - "Pop": 3383.0, - "Pop16": 2236.5, - "Price": 28.6, - "Sales": 93.9, - "State": 1, - "StateCategorical": 1.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 1684.0732025, - "Pimin": 27.5, - "Pop": 3431.0, - "Pop16": 2276.7, - "Price": 29.8, - "Sales": 95.4, - "State": 1, - "StateCategorical": 1.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 1809.8418752, - "Pimin": 28.9, - "Pop": 3486.0, - "Pop16": 2327.5, - "Price": 29.8, - "Sales": 98.5, - "State": 1, - "StateCategorical": 1.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 1915.1603572, - "Pimin": 29.5, - "Pop": 3524.0, - "Pop16": 2369.7, - "Price": 31.5, - "Sales": 96.4, - "State": 1, - "StateCategorical": 1.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2023.5463678, - "Pimin": 29.6, - "Pop": 3533.0, - "Pop16": 2393.7, - "Price": 31.6, - "Sales": 95.5, - "State": 1, - "StateCategorical": 1.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2202.4855362, - "Pimin": 32.0, - "Pop": 3522.0, - "Pop16": 2405.2, - "Price": 35.6, - "Sales": 88.4, - "State": 1, - "StateCategorical": 1.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2377.3346665, - "Pimin": 32.8, - "Pop": 3531.0, - "Pop16": 2411.9, - "Price": 36.6, - "Sales": 90.1, - "State": 1, - "StateCategorical": 1.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 2591.0391591, - "Pimin": 34.3, - "Pop": 3444.0, - "Pop16": 2394.6, - "Price": 39.6, - "Sales": 89.8, - "State": 1, - "StateCategorical": 1.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 2785.3159706, - "Pimin": 35.8, - "Pop": 3481.0, - "Pop16": 2443.5, - "Price": 42.7, - "Sales": 95.4, - "State": 1, - "StateCategorical": 1.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3034.8082969, - "Pimin": 37.4, - "Pop": 3511.0, - "Pop16": 2484.7, - "Price": 42.3, - "Sales": 101.1, - "State": 1, - "StateCategorical": 1.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 3387.5740861, - "Pimin": 37.3, - "Pop": 3540.0, - "Pop16": 2526.0, - "Price": 42.1, - "Sales": 102.9, - "State": 1, - "StateCategorical": 1.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 3718.8671751, - "Pimin": 41.4, - "Pop": 3574.0, - "Pop16": 2573.9, - "Price": 43.1, - "Sales": 108.2, - "State": 1, - "StateCategorical": 1.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4087.9931169, - "Pimin": 43.0, - "Pop": 3614.0, - "Pop16": 2623.7, - "Price": 46.6, - "Sales": 111.7, - "State": 1, - "StateCategorical": 1.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 4486.7718352, - "Pimin": 46.4, - "Pop": 3657.0, - "Pop16": 2677.4, - "Price": 50.4, - "Sales": 116.2, - "State": 1, - "StateCategorical": 1.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 4899.8656869, - "Pimin": 48.8, - "Pop": 3690.0, - "Pop16": 2719.6, - "Price": 50.1, - "Sales": 117.1, - "State": 1, - "StateCategorical": 1.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 5450.9983257, - "Pimin": 53.6, - "Pop": 3728.0, - "Pop16": 2764.6, - "Price": 55.1, - "Sales": 123.0, - "State": 1, - "StateCategorical": 1.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 5957.1405451, - "Pimin": 56.5, - "Pop": 3769.0, - "Pop16": 2810.7, - "Price": 56.8, - "Sales": 121.4, - "State": 1, - "StateCategorical": 1.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 6466.350293, - "Pimin": 59.3, - "Pop": 3894.0, - "Pop16": 2898.9, - "Price": 60.6, - "Sales": 123.2, - "State": 1, - "StateCategorical": 1.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 7042.0231606, - "Pimin": 62.6, - "Pop": 3917.0, - "Pop16": 2924.7, - "Price": 68.8, - "Sales": 119.6, - "State": 1, - "StateCategorical": 1.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 7505.2199795, - "Pimin": 67.8, - "Pop": 3943.0, - "Pop16": 2953.5, - "Price": 73.1, - "Sales": 119.1, - "State": 1, - "StateCategorical": 1.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 7974.5518556, - "Pimin": 78.6, - "Pop": 3959.0, - "Pop16": 2977.5, - "Price": 84.4, - "Sales": 116.3, - "State": 1, - "StateCategorical": 1.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 8693.376058, - "Pimin": 86.8, - "Pop": 3990.0, - "Pop16": 3009.1, - "Price": 90.8, - "Sales": 113.0, - "State": 1, - "StateCategorical": 1.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 9059.4344712, - "Pimin": 90.7, - "Pop": 4020.0, - "Pop16": 3039.8, - "Price": 99.0, - "Sales": 114.5, - "State": 1, - "StateCategorical": 1.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 9674.9852107, - "Pimin": 98.8, - "Pop": 4050.0, - "Pop16": 3072.4, - "Price": 103.0, - "Sales": 116.3, - "State": 1, - "StateCategorical": 1.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 10213.847735, - "Pimin": 103.5, - "Pop": 4083.0, - "Pop16": 3104.0, - "Price": 110.0, - "Sales": 114.0, - "State": 1, - "StateCategorical": 1.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 10993.0, - "Pimin": 109.2, - "Pop": 4102.0, - "Pop16": 3124.0, - "Price": 114.4, - "Sales": 112.1, - "State": 1, - "StateCategorical": 1.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 11634.0, - "Pimin": 121.5, - "Pop": 4118.0, - "Pop16": 3140.0, - "Price": 122.3, - "Sales": 105.6, - "State": 1, - "StateCategorical": 1.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 12806.0, - "Pimin": 132.3, - "Pop": 4129.2, - "Pop16": 3148.6, - "Price": 139.1, - "Sales": 108.6, - "State": 1, - "StateCategorical": 1.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 13360.0, - "Pimin": 137.4, - "Pop": 4178.3, - "Pop16": 3185.1, - "Price": 144.4, - "Sales": 107.9, - "State": 1, - "StateCategorical": 1.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 14533.0, - "Pimin": 159.5, - "Pop": 4226.3, - "Pop16": 3226.7, - "Price": 172.2, - "Sales": 109.1, - "State": 1, - "StateCategorical": 1.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1944.7450576, - "Pimin": 24.9, - "Pop": 1517.0, - "Pop16": 982.4, - "Price": 23.9, - "Sales": 125.0, - "State": 3, - "StateCategorical": 3.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2063.5159984, - "Pimin": 25.5, - "Pop": 1549.0, - "Pop16": 1005.6, - "Price": 24.0, - "Sales": 121.0, - "State": 3, - "StateCategorical": 3.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2162.6639143, - "Pimin": 25.3, - "Pop": 1575.0, - "Pop16": 1024.9, - "Price": 24.2, - "Sales": 123.2, - "State": 3, - "StateCategorical": 3.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2318.6153235, - "Pimin": 25.5, - "Pop": 1609.0, - "Pop16": 1051.9, - "Price": 29.6, - "Sales": 113.9, - "State": 3, - "StateCategorical": 3.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2446.6813815, - "Pimin": 26.0, - "Pop": 1637.0, - "Pop16": 1078.9, - "Price": 29.2, - "Sales": 117.1, - "State": 3, - "StateCategorical": 3.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2720.3709408, - "Pimin": 32.3, - "Pop": 1667.0, - "Pop16": 1106.0, - "Price": 31.3, - "Sales": 115.6, - "State": 3, - "StateCategorical": 3.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2979.6014291, - "Pimin": 33.3, - "Pop": 1693.0, - "Pop16": 1117.5, - "Price": 36.1, - "Sales": 113.8, - "State": 3, - "StateCategorical": 3.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3269.8156411, - "Pimin": 34.6, - "Pop": 1772.0, - "Pop16": 1226.6, - "Price": 37.1, - "Sales": 115.2, - "State": 3, - "StateCategorical": 3.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3549.7019452, - "Pimin": 36.6, - "Pop": 1878.0, - "Pop16": 1313.5, - "Price": 38.5, - "Sales": 109.6, - "State": 3, - "StateCategorical": 3.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3800.6701072, - "Pimin": 37.2, - "Pop": 1975.0, - "Pop16": 1393.6, - "Price": 38.0, - "Sales": 125.0, - "State": 3, - "StateCategorical": 3.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4219.9831679, - "Pimin": 36.5, - "Pop": 2075.0, - "Pop16": 1476.5, - "Price": 38.7, - "Sales": 128.3, - "State": 3, - "StateCategorical": 3.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4508.1317983, - "Pimin": 37.8, - "Pop": 2156.0, - "Pop16": 1547.0, - "Price": 39.2, - "Sales": 133.1, - "State": 3, - "StateCategorical": 3.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4742.5753077, - "Pimin": 40.5, - "Pop": 2200.0, - "Pop16": 1591.4, - "Price": 47.7, - "Sales": 121.8, - "State": 3, - "StateCategorical": 3.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5158.789996, - "Pimin": 43.4, - "Pop": 2244.0, - "Pop16": 1635.8, - "Price": 49.1, - "Sales": 122.3, - "State": 3, - "StateCategorical": 3.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5567.7751489, - "Pimin": 44.7, - "Pop": 2304.0, - "Pop16": 1690.8, - "Price": 48.7, - "Sales": 121.7, - "State": 3, - "StateCategorical": 3.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6283.4991663, - "Pimin": 49.5, - "Pop": 2373.0, - "Pop16": 1750.6, - "Price": 53.6, - "Sales": 124.7, - "State": 3, - "StateCategorical": 3.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7099.4038904, - "Pimin": 53.7, - "Pop": 2450.0, - "Pop16": 1812.4, - "Price": 58.6, - "Sales": 124.6, - "State": 3, - "StateCategorical": 3.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 7823.3902342, - "Pimin": 57.2, - "Pop": 2718.0, - "Pop16": 2044.0, - "Price": 60.8, - "Sales": 126.8, - "State": 3, - "StateCategorical": 3.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 8647.5572846, - "Pimin": 62.7, - "Pop": 2794.0, - "Pop16": 2103.8, - "Price": 63.3, - "Sales": 113.8, - "State": 3, - "StateCategorical": 3.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 8879.9352124, - "Pimin": 68.1, - "Pop": 2860.0, - "Pop16": 2153.1, - "Price": 73.3, - "Sales": 113.5, - "State": 3, - "StateCategorical": 3.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 9579.1345772, - "Pimin": 79.6, - "Pop": 2963.0, - "Pop16": 2231.2, - "Price": 80.5, - "Sales": 111.1, - "State": 3, - "StateCategorical": 3.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 10549.95792, - "Pimin": 90.2, - "Pop": 3053.0, - "Pop16": 2300.7, - "Price": 92.8, - "Sales": 107.1, - "State": 3, - "StateCategorical": 3.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 11256.38682, - "Pimin": 97.5, - "Pop": 3161.0, - "Pop16": 2384.7, - "Price": 98.8, - "Sales": 107.1, - "State": 3, - "StateCategorical": 3.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 11796.536403, - "Pimin": 101.2, - "Pop": 3279.0, - "Pop16": 2483.1, - "Price": 106.7, - "Sales": 107.9, - "State": 3, - "StateCategorical": 3.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 12367.66971, - "Pimin": 103.9, - "Pop": 3386.0, - "Pop16": 2569.0, - "Price": 113.5, - "Sales": 106.1, - "State": 3, - "StateCategorical": 3.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 13008.0, - "Pimin": 113.7, - "Pop": 3489.0, - "Pop16": 2638.0, - "Price": 113.5, - "Sales": 102.2, - "State": 3, - "StateCategorical": 3.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 13625.0, - "Pimin": 126.4, - "Pop": 3556.0, - "Pop16": 2672.0, - "Price": 125.6, - "Sales": 96.8, - "State": 3, - "StateCategorical": 3.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 13826.0, - "Pimin": 133.6, - "Pop": 3598.2, - "Pop16": 2703.7, - "Price": 130.2, - "Sales": 88.9, - "State": 3, - "StateCategorical": 3.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 14232.0, - "Pimin": 146.9, - "Pop": 3681.7, - "Pop16": 2759.1, - "Price": 151.4, - "Sales": 81.2, - "State": 3, - "StateCategorical": 3.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 15179.0, - "Pimin": 165.4, - "Pop": 3762.2, - "Pop16": 2804.8, - "Price": 165.7, - "Sales": 79.0, - "State": 3, - "StateCategorical": 3.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1480.3334935, - "Pimin": 25.8, - "Pop": 1907.0, - "Pop16": 1296.7, - "Price": 27.0, - "Sales": 103.4, - "State": 4, - "StateCategorical": 4.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 1610.0797693, - "Pimin": 25.7, - "Pop": 1939.0, - "Pop16": 1320.7, - "Price": 27.3, - "Sales": 102.6, - "State": 4, - "StateCategorical": 4.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 1710.1989428, - "Pimin": 26.1, - "Pop": 1941.0, - "Pop16": 1323.6, - "Price": 27.2, - "Sales": 100.3, - "State": 4, - "StateCategorical": 4.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 1883.8750601, - "Pimin": 26.2, - "Pop": 1963.0, - "Pop16": 1344.8, - "Price": 30.3, - "Sales": 98.9, - "State": 4, - "StateCategorical": 4.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2004.4267179, - "Pimin": 27.5, - "Pop": 1972.0, - "Pop16": 1357.3, - "Price": 30.4, - "Sales": 102.9, - "State": 4, - "StateCategorical": 4.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2143.3676117, - "Pimin": 29.2, - "Pop": 1983.0, - "Pop16": 1374.6, - "Price": 30.9, - "Sales": 104.0, - "State": 4, - "StateCategorical": 4.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2286.3950024, - "Pimin": 29.9, - "Pop": 1995.0, - "Pop16": 1389.0, - "Price": 30.9, - "Sales": 102.9, - "State": 4, - "StateCategorical": 4.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 2493.7847189, - "Pimin": 34.3, - "Pop": 1923.0, - "Pop16": 1366.9, - "Price": 36.7, - "Sales": 100.3, - "State": 4, - "StateCategorical": 4.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 2710.3690533, - "Pimin": 36.8, - "Pop": 1961.0, - "Pop16": 1405.4, - "Price": 38.8, - "Sales": 104.1, - "State": 4, - "StateCategorical": 4.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 2950.4507448, - "Pimin": 37.4, - "Pop": 1999.0, - "Pop16": 1442.9, - "Price": 44.1, - "Sales": 103.9, - "State": 4, - "StateCategorical": 4.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 3410.1816434, - "Pimin": 37.3, - "Pop": 2030.0, - "Pop16": 1474.6, - "Price": 45.1, - "Sales": 108.0, - "State": 4, - "StateCategorical": 4.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 3807.5934647, - "Pimin": 38.0, - "Pop": 2063.0, - "Pop16": 1508.3, - "Price": 45.5, - "Sales": 109.7, - "State": 4, - "StateCategorical": 4.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4057.8913984, - "Pimin": 43.0, - "Pop": 2112.0, - "Pop16": 1552.5, - "Price": 48.6, - "Sales": 114.8, - "State": 4, - "StateCategorical": 4.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 4362.3354157, - "Pimin": 44.7, - "Pop": 2113.0, - "Pop16": 1565.1, - "Price": 50.9, - "Sales": 119.1, - "State": 4, - "StateCategorical": 4.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 4859.8664104, - "Pimin": 45.9, - "Pop": 2143.0, - "Pop16": 1596.8, - "Price": 52.6, - "Sales": 122.6, - "State": 4, - "StateCategorical": 4.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 5467.7328208, - "Pimin": 49.9, - "Pop": 2167.0, - "Pop16": 1623.7, - "Price": 56.5, - "Sales": 127.3, - "State": 4, - "StateCategorical": 4.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 6015.3234022, - "Pimin": 52.2, - "Pop": 2180.0, - "Pop16": 1641.0, - "Price": 58.4, - "Sales": 126.5, - "State": 4, - "StateCategorical": 4.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 6278.9024507, - "Pimin": 57.3, - "Pop": 2286.0, - "Pop16": 1715.1, - "Price": 61.5, - "Sales": 131.8, - "State": 4, - "StateCategorical": 4.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 7101.3099471, - "Pimin": 59.9, - "Pop": 2296.0, - "Pop16": 1725.7, - "Price": 64.7, - "Sales": 128.7, - "State": 4, - "StateCategorical": 4.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 7390.4296012, - "Pimin": 64.7, - "Pop": 2291.0, - "Pop16": 1724.7, - "Price": 72.1, - "Sales": 127.4, - "State": 4, - "StateCategorical": 4.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 7886.9389716, - "Pimin": 74.8, - "Pop": 2328.0, - "Pop16": 1757.4, - "Price": 82.0, - "Sales": 128.0, - "State": 4, - "StateCategorical": 4.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 8546.9082172, - "Pimin": 84.8, - "Pop": 2349.0, - "Pop16": 1776.7, - "Price": 93.6, - "Sales": 123.1, - "State": 4, - "StateCategorical": 4.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 9134.3421432, - "Pimin": 92.5, - "Pop": 2359.0, - "Pop16": 1790.1, - "Price": 98.5, - "Sales": 125.8, - "State": 4, - "StateCategorical": 4.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 9550.1432004, - "Pimin": 98.8, - "Pop": 2371.0, - "Pop16": 1804.6, - "Price": 103.6, - "Sales": 126.0, - "State": 4, - "StateCategorical": 4.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 9886.2575685, - "Pimin": 103.5, - "Pop": 2388.0, - "Pop16": 1819.0, - "Price": 113.0, - "Sales": 122.3, - "State": 4, - "StateCategorical": 4.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 10630.0, - "Pimin": 112.1, - "Pop": 2395.0, - "Pop16": 1823.0, - "Price": 119.9, - "Sales": 121.5, - "State": 4, - "StateCategorical": 4.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 11243.0, - "Pimin": 118.9, - "Pop": 2406.0, - "Pop16": 1831.0, - "Price": 127.7, - "Sales": 118.3, - "State": 4, - "StateCategorical": 4.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 12370.0, - "Pimin": 129.1, - "Pop": 2411.1, - "Pop16": 1834.9, - "Price": 141.2, - "Sales": 113.1, - "State": 4, - "StateCategorical": 4.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 12917.0, - "Pimin": 132.5, - "Pop": 2432.7, - "Pop16": 1851.2, - "Price": 146.5, - "Sales": 116.8, - "State": 4, - "StateCategorical": 4.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 13879.0, - "Pimin": 153.1, - "Pop": 2460.4, - "Pop16": 1876.7, - "Price": 177.3, - "Sales": 126.0, - "State": 4, - "StateCategorical": 4.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2776.0965615, - "Pimin": 23.9, - "Pop": 17556.0, - "Pop16": 12072.0, - "Price": 25.3, - "Sales": 142.0, - "State": 5, - "StateCategorical": 5.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2974.9294798, - "Pimin": 24.0, - "Pop": 18003.0, - "Pop16": 12384.3, - "Price": 25.5, - "Sales": 138.3, - "State": 5, - "StateCategorical": 5.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 3107.8449633, - "Pimin": 24.2, - "Pop": 18403.0, - "Pop16": 12673.3, - "Price": 25.3, - "Sales": 140.0, - "State": 5, - "StateCategorical": 5.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 3296.9523585, - "Pimin": 29.6, - "Pop": 18669.0, - "Pop16": 12898.5, - "Price": 25.5, - "Sales": 136.8, - "State": 5, - "StateCategorical": 5.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 3462.2862526, - "Pimin": 29.2, - "Pop": 18992.0, - "Pop16": 13181.8, - "Price": 26.0, - "Sales": 135.8, - "State": 5, - "StateCategorical": 5.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3690.2957405, - "Pimin": 31.3, - "Pop": 19179.0, - "Pop16": 13370.3, - "Price": 35.4, - "Sales": 124.3, - "State": 5, - "StateCategorical": 5.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3919.3858421, - "Pimin": 33.3, - "Pop": 19443.0, - "Pop16": 13681.6, - "Price": 36.6, - "Sales": 123.9, - "State": 5, - "StateCategorical": 5.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 4192.7811049, - "Pimin": 37.1, - "Pop": 19953.0, - "Pop16": 14317.6, - "Price": 38.8, - "Sales": 123.0, - "State": 5, - "StateCategorical": 5.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 4414.3069107, - "Pimin": 38.5, - "Pop": 20266.0, - "Pop16": 14670.5, - "Price": 39.7, - "Sales": 121.0, - "State": 5, - "StateCategorical": 5.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 4650.9613081, - "Pimin": 38.0, - "Pop": 20447.0, - "Pop16": 14938.3, - "Price": 39.9, - "Sales": 123.5, - "State": 5, - "StateCategorical": 5.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 5103.7384429, - "Pimin": 38.7, - "Pop": 20670.0, - "Pop16": 15243.7, - "Price": 39.9, - "Sales": 124.4, - "State": 5, - "StateCategorical": 5.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 5607.304421, - "Pimin": 39.2, - "Pop": 20915.0, - "Pop16": 15566.6, - "Price": 41.9, - "Sales": 126.7, - "State": 5, - "StateCategorical": 5.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 6138.9663549, - "Pimin": 44.5, - "Pop": 21216.0, - "Pop16": 15933.0, - "Price": 45.0, - "Sales": 127.1, - "State": 5, - "StateCategorical": 5.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 6630.6455824, - "Pimin": 44.9, - "Pop": 21550.0, - "Pop16": 16318.7, - "Price": 48.3, - "Sales": 128.0, - "State": 5, - "StateCategorical": 5.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 7234.7086333, - "Pimin": 48.7, - "Pop": 21900.0, - "Pop16": 16697.6, - "Price": 49.0, - "Sales": 126.4, - "State": 5, - "StateCategorical": 5.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 8021.3953973, - "Pimin": 53.6, - "Pop": 22314.0, - "Pop16": 17117.2, - "Price": 58.7, - "Sales": 126.1, - "State": 5, - "StateCategorical": 5.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 8957.2068501, - "Pimin": 57.1, - "Pop": 22694.0, - "Pop16": 17481.6, - "Price": 60.1, - "Sales": 121.9, - "State": 5, - "StateCategorical": 5.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 9891.9376893, - "Pimin": 60.8, - "Pop": 23669.0, - "Pop16": 20853.4, - "Price": 62.1, - "Sales": 120.2, - "State": 5, - "StateCategorical": 5.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 10816.943005, - "Pimin": 63.3, - "Pop": 24196.0, - "Pop16": 18670.6, - "Price": 66.4, - "Sales": 118.6, - "State": 5, - "StateCategorical": 5.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 11361.572303, - "Pimin": 71.6, - "Pop": 24724.0, - "Pop16": 19064.1, - "Price": 72.8, - "Sales": 115.4, - "State": 5, - "StateCategorical": 5.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 12027.230334, - "Pimin": 80.5, - "Pop": 25174.0, - "Pop16": 19419.8, - "Price": 84.9, - "Sales": 110.8, - "State": 5, - "StateCategorical": 5.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 13019.233699, - "Pimin": 92.8, - "Pop": 25622.0, - "Pop16": 19776.5, - "Price": 94.9, - "Sales": 104.8, - "State": 5, - "StateCategorical": 5.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 13755.13162, - "Pimin": 98.8, - "Pop": 26358.0, - "Pop16": 20215.4, - "Price": 98.0, - "Sales": 102.8, - "State": 5, - "StateCategorical": 5.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 14350.549761, - "Pimin": 106.6, - "Pop": 27001.0, - "Pop16": 20695.9, - "Price": 104.4, - "Sales": 99.7, - "State": 5, - "StateCategorical": 5.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 15016.207792, - "Pimin": 113.5, - "Pop": 27663.0, - "Pop16": 21156.0, - "Price": 103.9, - "Sales": 97.5, - "State": 5, - "StateCategorical": 5.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 16059.0, - "Pimin": 113.5, - "Pop": 28314.0, - "Pop16": 21591.0, - "Price": 117.4, - "Sales": 90.1, - "State": 5, - "StateCategorical": 5.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 16779.0, - "Pimin": 125.6, - "Pop": 29063.0, - "Pop16": 22081.0, - "Price": 126.4, - "Sales": 82.4, - "State": 5, - "StateCategorical": 5.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 17384.0, - "Pimin": 130.2, - "Pop": 29602.1, - "Pop16": 22490.6, - "Price": 163.8, - "Sales": 77.8, - "State": 5, - "StateCategorical": 5.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 17705.0, - "Pimin": 151.4, - "Pop": 30218.8, - "Pop16": 22694.0, - "Price": 186.8, - "Sales": 68.7, - "State": 5, - "StateCategorical": 5.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 18495.0, - "Pimin": 165.7, - "Pop": 30703.3, - "Pop16": 22920.0, - "Price": 201.9, - "Sales": 67.5, - "State": 5, - "StateCategorical": 5.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2913.6800153, - "Pimin": 26.2, - "Pop": 2716.0, - "Pop16": 1883.5, - "Price": 26.8, - "Sales": 156.2, - "State": 7, - "StateCategorical": 7.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 3104.1445922, - "Pimin": 26.9, - "Pop": 2784.0, - "Pop16": 1929.7, - "Price": 27.8, - "Sales": 143.5, - "State": 7, - "StateCategorical": 7.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 3249.6680891, - "Pimin": 26.5, - "Pop": 2830.0, - "Pop16": 1961.5, - "Price": 28.1, - "Sales": 147.0, - "State": 7, - "StateCategorical": 7.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 3493.6339515, - "Pimin": 30.0, - "Pop": 2886.0, - "Pop16": 2004.9, - "Price": 30.1, - "Sales": 144.5, - "State": 7, - "StateCategorical": 7.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 3763.2804311, - "Pimin": 31.0, - "Pop": 2918.0, - "Pop16": 2034.8, - "Price": 31.1, - "Sales": 145.6, - "State": 7, - "StateCategorical": 7.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3897.0336452, - "Pimin": 32.1, - "Pop": 2961.0, - "Pop16": 2075.2, - "Price": 31.3, - "Sales": 143.2, - "State": 7, - "StateCategorical": 7.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 4135.6493791, - "Pimin": 35.0, - "Pop": 3000.0, - "Pop16": 2127.2, - "Price": 32.2, - "Sales": 144.7, - "State": 7, - "StateCategorical": 7.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 4482.3377099, - "Pimin": 39.3, - "Pop": 3032.0, - "Pop16": 2155.2, - "Price": 42.2, - "Sales": 120.0, - "State": 7, - "StateCategorical": 7.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 4715.6033153, - "Pimin": 40.2, - "Pop": 3063.0, - "Pop16": 2201.4, - "Price": 45.5, - "Sales": 117.6, - "State": 7, - "StateCategorical": 7.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 4948.8689206, - "Pimin": 41.6, - "Pop": 3074.0, - "Pop16": 2234.2, - "Price": 51.3, - "Sales": 110.8, - "State": 7, - "StateCategorical": 7.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 5496.7220855, - "Pimin": 40.6, - "Pop": 3076.0, - "Pop16": 2258.3, - "Price": 50.6, - "Sales": 109.3, - "State": 7, - "StateCategorical": 7.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 5949.3429619, - "Pimin": 41.3, - "Pop": 3085.0, - "Pop16": 2292.9, - "Price": 52.5, - "Sales": 112.4, - "State": 7, - "StateCategorical": 7.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 6407.3139668, - "Pimin": 44.3, - "Pop": 3097.0, - "Pop16": 2327.6, - "Price": 54.5, - "Sales": 110.2, - "State": 7, - "StateCategorical": 7.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 6838.534329, - "Pimin": 52.2, - "Pop": 3101.0, - "Pop16": 2356.5, - "Price": 57.6, - "Sales": 113.4, - "State": 7, - "StateCategorical": 7.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 7505.1603479, - "Pimin": 52.3, - "Pop": 3107.0, - "Pop16": 2384.5, - "Price": 58.4, - "Sales": 117.3, - "State": 7, - "StateCategorical": 7.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 8309.8196838, - "Pimin": 56.3, - "Pop": 3116.0, - "Pop16": 2415.3, - "Price": 61.7, - "Sales": 117.5, - "State": 7, - "StateCategorical": 7.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 9295.3133651, - "Pimin": 58.7, - "Pop": 3115.0, - "Pop16": 2435.5, - "Price": 64.4, - "Sales": 117.4, - "State": 7, - "StateCategorical": 7.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 10384.59954, - "Pimin": 60.0, - "Pop": 3108.0, - "Pop16": 2424.0, - "Price": 67.0, - "Sales": 118.0, - "State": 7, - "StateCategorical": 7.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 11470.675639, - "Pimin": 64.5, - "Pop": 3134.0, - "Pop16": 2461.5, - "Price": 80.1, - "Sales": 116.4, - "State": 7, - "StateCategorical": 7.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 12380.197494, - "Pimin": 71.6, - "Pop": 3153.0, - "Pop16": 2487.6, - "Price": 85.6, - "Sales": 114.7, - "State": 7, - "StateCategorical": 7.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 13485.534055, - "Pimin": 83.1, - "Pop": 3138.0, - "Pop16": 2487.6, - "Price": 95.6, - "Sales": 114.1, - "State": 7, - "StateCategorical": 7.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 14927.928716, - "Pimin": 94.8, - "Pop": 3154.0, - "Pop16": 2505.9, - "Price": 113.5, - "Sales": 112.5, - "State": 7, - "StateCategorical": 7.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 15685.506921, - "Pimin": 100.3, - "Pop": 3175.0, - "Pop16": 2525.1, - "Price": 118.6, - "Sales": 111.0, - "State": 7, - "StateCategorical": 7.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 16486.956179, - "Pimin": 101.8, - "Pop": 3193.0, - "Pop16": 2541.5, - "Price": 118.5, - "Sales": 108.5, - "State": 7, - "StateCategorical": 7.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 17762.426829, - "Pimin": 113.5, - "Pop": 3211.0, - "Pop16": 2555.0, - "Price": 122.7, - "Sales": 109.0, - "State": 7, - "StateCategorical": 7.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 19559.0, - "Pimin": 121.5, - "Pop": 3233.0, - "Pop16": 2568.0, - "Price": 129.7, - "Sales": 104.8, - "State": 7, - "StateCategorical": 7.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 20687.0, - "Pimin": 134.8, - "Pop": 3239.0, - "Pop16": 2564.0, - "Price": 142.0, - "Sales": 100.6, - "State": 7, - "StateCategorical": 7.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 21447.0, - "Pimin": 150.9, - "Pop": 3242.9, - "Pop16": 2567.1, - "Price": 171.2, - "Sales": 91.5, - "State": 7, - "StateCategorical": 7.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 21967.0, - "Pimin": 163.3, - "Pop": 3246.9, - "Pop16": 2555.4, - "Price": 169.5, - "Sales": 86.7, - "State": 7, - "StateCategorical": 7.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 22891.0, - "Pimin": 175.9, - "Pop": 3237.0, - "Pop16": 2536.7, - "Price": 193.5, - "Sales": 83.6, - "State": 7, - "StateCategorical": 7.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2261.4623685, - "Pimin": 26.8, - "Pop": 480.0, - "Pop16": 317.7, - "Price": 26.8, - "Sales": 165.8, - "State": 8, - "StateCategorical": 8.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2325.3400998, - "Pimin": 28.5, - "Pop": 494.0, - "Pop16": 326.3, - "Price": 27.1, - "Sales": 170.9, - "State": 8, - "StateCategorical": 8.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2529.3674804, - "Pimin": 27.9, - "Pop": 503.0, - "Pop16": 332.1, - "Price": 27.2, - "Sales": 170.8, - "State": 8, - "StateCategorical": 8.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2691.4453062, - "Pimin": 28.2, - "Pop": 514.0, - "Pop16": 343.6, - "Price": 31.0, - "Sales": 161.3, - "State": 8, - "StateCategorical": 8.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2864.0105206, - "Pimin": 29.4, - "Pop": 524.0, - "Pop16": 353.2, - "Price": 30.7, - "Sales": 158.2, - "State": 8, - "StateCategorical": 8.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3061.3641084, - "Pimin": 30.9, - "Pop": 533.0, - "Pop16": 359.0, - "Price": 32.0, - "Sales": 164.8, - "State": 8, - "StateCategorical": 8.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3287.3196655, - "Pimin": 30.7, - "Pop": 540.0, - "Pop16": 362.8, - "Price": 32.2, - "Sales": 175.5, - "State": 8, - "StateCategorical": 8.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3495.160642, - "Pimin": 32.6, - "Pop": 584.0, - "Pop16": 378.2, - "Price": 39.0, - "Sales": 155.0, - "State": 8, - "StateCategorical": 8.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3730.6501888, - "Pimin": 34.2, - "Pop": 563.0, - "Pop16": 392.6, - "Price": 41.3, - "Sales": 161.1, - "State": 8, - "StateCategorical": 8.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 4015.7164823, - "Pimin": 34.3, - "Pop": 570.0, - "Pop16": 403.1, - "Price": 44.7, - "Sales": 156.3, - "State": 8, - "StateCategorical": 8.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4438.0722282, - "Pimin": 35.3, - "Pop": 573.0, - "Pop16": 409.9, - "Price": 44.0, - "Sales": 154.7, - "State": 8, - "StateCategorical": 8.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4755.5540869, - "Pimin": 35.8, - "Pop": 576.0, - "Pop16": 416.6, - "Price": 44.2, - "Sales": 151.3, - "State": 8, - "StateCategorical": 8.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5112.1253035, - "Pimin": 39.5, - "Pop": 579.0, - "Pop16": 424.3, - "Price": 45.9, - "Sales": 147.6, - "State": 8, - "StateCategorical": 8.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5440.0945508, - "Pimin": 46.1, - "Pop": 582.0, - "Pop16": 431.0, - "Price": 50.1, - "Sales": 153.0, - "State": 8, - "StateCategorical": 8.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5850.0561101, - "Pimin": 49.2, - "Pop": 582.0, - "Pop16": 434.8, - "Price": 51.7, - "Sales": 153.3, - "State": 8, - "StateCategorical": 8.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6407.7945104, - "Pimin": 52.1, - "Pop": 584.0, - "Pop16": 440.6, - "Price": 58.7, - "Sales": 155.5, - "State": 8, - "StateCategorical": 8.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7017.0164554, - "Pimin": 56.2, - "Pop": 582.0, - "Pop16": 441.5, - "Price": 60.0, - "Sales": 150.2, - "State": 8, - "StateCategorical": 8.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 7773.0618425, - "Pimin": 58.1, - "Pop": 595.0, - "Pop16": 454.0, - "Price": 62.7, - "Sales": 150.5, - "State": 8, - "StateCategorical": 8.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 8492.8780685, - "Pimin": 62.8, - "Pop": 598.0, - "Pop16": 458.8, - "Price": 66.0, - "Sales": 152.6, - "State": 8, - "StateCategorical": 8.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 9213.6476936, - "Pimin": 65.4, - "Pop": 602.0, - "Pop16": 463.6, - "Price": 74.1, - "Sales": 154.1, - "State": 8, - "StateCategorical": 8.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 10081.240761, - "Pimin": 74.9, - "Pop": 606.0, - "Pop16": 469.4, - "Price": 82.0, - "Sales": 149.6, - "State": 8, - "StateCategorical": 8.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 10806.777381, - "Pimin": 84.2, - "Pop": 613.0, - "Pop16": 476.1, - "Price": 91.1, - "Sales": 144.0, - "State": 8, - "StateCategorical": 8.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 11563.776167, - "Pimin": 90.1, - "Pop": 622.0, - "Pop16": 481.8, - "Price": 98.7, - "Sales": 144.5, - "State": 8, - "StateCategorical": 8.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 12062.403831, - "Pimin": 93.3, - "Pop": 633.0, - "Pop16": 492.4, - "Price": 105.2, - "Sales": 142.4, - "State": 8, - "StateCategorical": 8.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 12960.505665, - "Pimin": 100.3, - "Pop": 644.0, - "Pop16": 502.0, - "Price": 111.4, - "Sales": 141.0, - "State": 8, - "StateCategorical": 8.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 14137.0, - "Pimin": 109.2, - "Pop": 660.0, - "Pop16": 513.0, - "Price": 119.3, - "Sales": 137.1, - "State": 8, - "StateCategorical": 8.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 14949.0, - "Pimin": 120.2, - "Pop": 673.0, - "Pop16": 522.0, - "Price": 124.0, - "Sales": 131.7, - "State": 8, - "StateCategorical": 8.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 16435.0, - "Pimin": 131.5, - "Pop": 681.2, - "Pop16": 528.3, - "Price": 140.0, - "Sales": 127.2, - "State": 8, - "StateCategorical": 8.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 16732.0, - "Pimin": 141.6, - "Pop": 695.5, - "Pop16": 537.5, - "Price": 143.2, - "Sales": 118.8, - "State": 8, - "StateCategorical": 8.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 18300.0, - "Pimin": 159.1, - "Pop": 704.7, - "Pop16": 543.6, - "Price": 174.7, - "Sales": 120.0, - "State": 8, - "StateCategorical": 8.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2733.226538, - "Pimin": 24.7, - "Pop": 792.0, - "Pop16": 563.1, - "Price": 23.4, - "Sales": 246.4, - "State": 9, - "StateCategorical": 9.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2894.0045696, - "Pimin": 25.2, - "Pop": 795.0, - "Pop16": 559.3, - "Price": 23.9, - "Sales": 235.3, - "State": 9, - "StateCategorical": 9.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 3068.4434798, - "Pimin": 25.1, - "Pop": 802.0, - "Pop16": 560.2, - "Price": 24.1, - "Sales": 246.5, - "State": 9, - "StateCategorical": 9.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 3215.5606329, - "Pimin": 24.7, - "Pop": 806.0, - "Pop16": 559.3, - "Price": 24.1, - "Sales": 295.9, - "State": 9, - "StateCategorical": 9.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 3479.3206717, - "Pimin": 26.3, - "Pop": 808.0, - "Pop16": 559.3, - "Price": 26.6, - "Sales": 249.8, - "State": 9, - "StateCategorical": 9.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3752.5382418, - "Pimin": 27.1, - "Pop": 802.0, - "Pop16": 554.4, - "Price": 26.7, - "Sales": 224.3, - "State": 9, - "StateCategorical": 9.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3907.0112526, - "Pimin": 28.3, - "Pop": 798.0, - "Pop16": 561.2, - "Price": 27.2, - "Sales": 212.2, - "State": 9, - "StateCategorical": 9.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 4202.2963957, - "Pimin": 28.8, - "Pop": 756.0, - "Pop16": 563.1, - "Price": 28.5, - "Sales": 200.4, - "State": 9, - "StateCategorical": 9.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 4600.563546, - "Pimin": 30.2, - "Pop": 750.0, - "Pop16": 560.2, - "Price": 32.6, - "Sales": 213.0, - "State": 9, - "StateCategorical": 9.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 4964.1530816, - "Pimin": 29.9, - "Pop": 744.0, - "Pop16": 558.3, - "Price": 33.7, - "Sales": 220.6, - "State": 9, - "StateCategorical": 9.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 5310.9292283, - "Pimin": 30.1, - "Pop": 734.0, - "Pop16": 553.4, - "Price": 34.5, - "Sales": 209.4, - "State": 9, - "StateCategorical": 9.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 5894.1436568, - "Pimin": 31.3, - "Pop": 721.0, - "Pop16": 547.6, - "Price": 36.0, - "Sales": 182.7, - "State": 9, - "StateCategorical": 9.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 6587.6959502, - "Pimin": 33.6, - "Pop": 711.0, - "Pop16": 543.7, - "Price": 39.4, - "Sales": 176.5, - "State": 9, - "StateCategorical": 9.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 7003.8273262, - "Pimin": 37.9, - "Pop": 697.0, - "Pop16": 536.9, - "Price": 47.8, - "Sales": 167.7, - "State": 9, - "StateCategorical": 9.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 7770.9381962, - "Pimin": 38.4, - "Pop": 683.0, - "Pop16": 529.2, - "Price": 51.9, - "Sales": 136.7, - "State": 9, - "StateCategorical": 9.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 8369.9151768, - "Pimin": 42.8, - "Pop": 671.0, - "Pop16": 523.3, - "Price": 59.8, - "Sales": 130.3, - "State": 9, - "StateCategorical": 9.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 9306.2107728, - "Pimin": 45.8, - "Pop": 656.0, - "Pop16": 514.6, - "Price": 59.3, - "Sales": 128.5, - "State": 9, - "StateCategorical": 9.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 10605.045068, - "Pimin": 48.5, - "Pop": 638.0, - "Pop16": 518.5, - "Price": 65.6, - "Sales": 129.7, - "State": 9, - "StateCategorical": 9.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 11612.797567, - "Pimin": 51.8, - "Pop": 631.0, - "Pop16": 512.7, - "Price": 69.0, - "Sales": 131.9, - "State": 9, - "StateCategorical": 9.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 12167.639401, - "Pimin": 56.4, - "Pop": 631.0, - "Pop16": 512.7, - "Price": 74.8, - "Sales": 132.0, - "State": 9, - "StateCategorical": 9.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 13222.679557, - "Pimin": 68.8, - "Pop": 623.0, - "Pop16": 505.9, - "Price": 86.3, - "Sales": 124.5, - "State": 9, - "StateCategorical": 9.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 14479.480379, - "Pimin": 76.0, - "Pop": 623.0, - "Pop16": 505.9, - "Price": 98.5, - "Sales": 124.6, - "State": 9, - "StateCategorical": 9.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 15439.945222, - "Pimin": 83.6, - "Pop": 623.0, - "Pop16": 502.9, - "Price": 100.4, - "Sales": 122.1, - "State": 9, - "StateCategorical": 9.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 15675.332667, - "Pimin": 91.3, - "Pop": 625.0, - "Pop16": 502.9, - "Price": 109.3, - "Sales": 117.2, - "State": 9, - "StateCategorical": 9.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 16632.644999, - "Pimin": 94.6, - "Pop": 622.0, - "Pop16": 501.0, - "Price": 112.5, - "Sales": 113.0, - "State": 9, - "StateCategorical": 9.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 18397.0, - "Pimin": 102.1, - "Pop": 617.0, - "Pop16": 494.0, - "Price": 119.0, - "Sales": 105.4, - "State": 9, - "StateCategorical": 9.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 19937.0, - "Pimin": 109.4, - "Pop": 604.0, - "Pop16": 478.0, - "Price": 135.9, - "Sales": 101.1, - "State": 9, - "StateCategorical": 9.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 19351.0, - "Pimin": 128.6, - "Pop": 587.5, - "Pop16": 465.0, - "Price": 145.7, - "Sales": 84.1, - "State": 9, - "StateCategorical": 9.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 20231.0, - "Pimin": 136.5, - "Pop": 578.8, - "Pop16": 452.0, - "Price": 143.3, - "Sales": 82.2, - "State": 9, - "StateCategorical": 9.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 22101.0, - "Pimin": 157.9, - "Pop": 570.1, - "Pop16": 447.4, - "Price": 187.4, - "Sales": 82.6, - "State": 9, - "StateCategorical": 9.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1980.6867784, - "Pimin": 26.9, - "Pop": 5532.0, - "Pop16": 3996.8, - "Price": 26.3, - "Sales": 137.5, - "State": 10, - "StateCategorical": 10.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2122.916946, - "Pimin": 27.5, - "Pop": 5654.0, - "Pop16": 4087.2, - "Price": 29.7, - "Sales": 125.5, - "State": 10, - "StateCategorical": 10.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2261.9864432, - "Pimin": 29.8, - "Pop": 5796.0, - "Pop16": 4197.7, - "Price": 29.7, - "Sales": 131.1, - "State": 10, - "StateCategorical": 10.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2430.5555307, - "Pimin": 30.6, - "Pop": 5914.0, - "Pop16": 4292.1, - "Price": 30.0, - "Sales": 131.3, - "State": 10, - "StateCategorical": 10.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2599.1246182, - "Pimin": 31.5, - "Pop": 6035.0, - "Pop16": 4401.6, - "Price": 30.2, - "Sales": 132.8, - "State": 10, - "StateCategorical": 10.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2861.4602607, - "Pimin": 33.3, - "Pop": 6210.0, - "Pop16": 4559.3, - "Price": 32.0, - "Sales": 129.3, - "State": 10, - "StateCategorical": 10.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3131.1708007, - "Pimin": 34.2, - "Pop": 6354.0, - "Pop16": 4733.1, - "Price": 41.3, - "Sales": 121.2, - "State": 10, - "StateCategorical": 10.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3444.0771695, - "Pimin": 34.3, - "Pop": 6789.0, - "Pop16": 5188.1, - "Price": 43.5, - "Sales": 123.6, - "State": 10, - "StateCategorical": 10.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3693.7701304, - "Pimin": 35.8, - "Pop": 7101.0, - "Pop16": 5471.4, - "Price": 43.8, - "Sales": 123.0, - "State": 10, - "StateCategorical": 10.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3978.2304655, - "Pimin": 40.9, - "Pop": 7407.0, - "Pop16": 5754.6, - "Price": 46.8, - "Sales": 126.0, - "State": 10, - "StateCategorical": 10.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4483.9377281, - "Pimin": 42.1, - "Pop": 7757.0, - "Pop16": 6073.1, - "Price": 47.4, - "Sales": 132.6, - "State": 10, - "StateCategorical": 10.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4813.7010056, - "Pimin": 42.4, - "Pop": 8087.0, - "Pop16": 6387.5, - "Price": 48.1, - "Sales": 136.0, - "State": 10, - "StateCategorical": 10.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5129.7680447, - "Pimin": 44.5, - "Pop": 8253.0, - "Pop16": 6572.3, - "Price": 51.7, - "Sales": 131.9, - "State": 10, - "StateCategorical": 10.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5436.3530726, - "Pimin": 47.9, - "Pop": 8348.0, - "Pop16": 6705.9, - "Price": 55.9, - "Sales": 130.3, - "State": 10, - "StateCategorical": 10.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5965.2385847, - "Pimin": 49.5, - "Pop": 8481.0, - "Pop16": 6862.6, - "Price": 55.9, - "Sales": 133.1, - "State": 10, - "StateCategorical": 10.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6677.4429795, - "Pimin": 54.7, - "Pop": 8661.0, - "Pop16": 7051.4, - "Price": 66.3, - "Sales": 133.4, - "State": 10, - "StateCategorical": 10.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7425.4683054, - "Pimin": 56.6, - "Pop": 8860.0, - "Pop16": 7251.3, - "Price": 66.5, - "Sales": 135.4, - "State": 10, - "StateCategorical": 10.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 8227.2250279, - "Pimin": 59.3, - "Pop": 9749.0, - "Pop16": 8052.9, - "Price": 69.8, - "Sales": 139.0, - "State": 10, - "StateCategorical": 10.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 9132.2303166, - "Pimin": 62.6, - "Pop": 10183.0, - "Pop16": 8426.6, - "Price": 72.8, - "Sales": 132.8, - "State": 10, - "StateCategorical": 10.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 9545.224581, - "Pimin": 67.8, - "Pop": 10416.0, - "Pop16": 8626.4, - "Price": 79.0, - "Sales": 131.8, - "State": 10, - "StateCategorical": 10.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 10352.249088, - "Pimin": 78.9, - "Pop": 10680.0, - "Pop16": 8855.5, - "Price": 90.5, - "Sales": 127.6, - "State": 10, - "StateCategorical": 10.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 11091.845959, - "Pimin": 86.8, - "Pop": 10976.0, - "Pop16": 9113.6, - "Price": 99.3, - "Sales": 124.7, - "State": 10, - "StateCategorical": 10.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 11764.015196, - "Pimin": 90.7, - "Pop": 11053.0, - "Pop16": 9113.6, - "Price": 104.2, - "Sales": 124.2, - "State": 10, - "StateCategorical": 10.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 12378.238808, - "Pimin": 100.1, - "Pop": 11373.0, - "Pop16": 9384.8, - "Price": 113.8, - "Sales": 124.7, - "State": 10, - "StateCategorical": 10.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 13193.691769, - "Pimin": 103.9, - "Pop": 12023.0, - "Pop16": 9649.0, - "Price": 120.8, - "Sales": 125.1, - "State": 10, - "StateCategorical": 10.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 14144.0, - "Pimin": 109.2, - "Pop": 12335.0, - "Pop16": 9870.0, - "Price": 130.5, - "Sales": 119.5, - "State": 10, - "StateCategorical": 10.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 15049.0, - "Pimin": 122.3, - "Pop": 12671.0, - "Pop16": 10113.0, - "Price": 139.8, - "Sales": 113.8, - "State": 10, - "StateCategorical": 10.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 15859.0, - "Pimin": 132.3, - "Pop": 12971.8, - "Pop16": 10353.1, - "Price": 150.1, - "Sales": 110.1, - "State": 10, - "StateCategorical": 10.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 16254.0, - "Pimin": 138.2, - "Pop": 13311.7, - "Pop16": 10561.6, - "Price": 174.8, - "Sales": 98.2, - "State": 10, - "StateCategorical": 10.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 17246.0, - "Pimin": 159.5, - "Pop": 13523.2, - "Pop16": 10664.3, - "Price": 187.0, - "Sales": 95.9, - "State": 10, - "StateCategorical": 10.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1743.9394545, - "Pimin": 26.1, - "Pop": 4206.0, - "Pop16": 2768.4, - "Price": 26.9, - "Sales": 108.3, - "State": 11, - "StateCategorical": 11.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 1865.9221787, - "Pimin": 26.5, - "Pop": 4304.0, - "Pop16": 2840.0, - "Price": 27.5, - "Sales": 107.6, - "State": 11, - "StateCategorical": 11.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2024.0862193, - "Pimin": 26.2, - "Pop": 4391.0, - "Pop16": 2903.9, - "Price": 30.9, - "Sales": 103.5, - "State": 11, - "StateCategorical": 11.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2193.6215308, - "Pimin": 26.2, - "Pop": 4462.0, - "Pop16": 2965.0, - "Price": 30.6, - "Sales": 104.8, - "State": 11, - "StateCategorical": 11.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2366.2580981, - "Pimin": 27.3, - "Pop": 4490.0, - "Pop16": 2996.5, - "Price": 31.5, - "Sales": 106.7, - "State": 11, - "StateCategorical": 11.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2530.6246501, - "Pimin": 29.5, - "Pop": 4579.0, - "Pop16": 3077.6, - "Price": 33.3, - "Sales": 105.0, - "State": 11, - "StateCategorical": 11.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2730.1387667, - "Pimin": 29.0, - "Pop": 4641.0, - "Pop16": 3113.9, - "Price": 34.2, - "Sales": 108.6, - "State": 11, - "StateCategorical": 11.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 2955.4966808, - "Pimin": 32.5, - "Pop": 4589.0, - "Pop16": 3159.7, - "Price": 34.3, - "Sales": 109.9, - "State": 11, - "StateCategorical": 11.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3189.1246101, - "Pimin": 34.3, - "Pop": 4679.0, - "Pop16": 3243.7, - "Price": 35.8, - "Sales": 115.7, - "State": 11, - "StateCategorical": 11.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3467.2038711, - "Pimin": 34.1, - "Pop": 4751.0, - "Pop16": 3314.3, - "Price": 40.9, - "Sales": 117.0, - "State": 11, - "StateCategorical": 11.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 3885.8733904, - "Pimin": 33.5, - "Pop": 4826.0, - "Pop16": 3392.5, - "Price": 42.4, - "Sales": 119.8, - "State": 11, - "StateCategorical": 11.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4188.762697, - "Pimin": 35.2, - "Pop": 4888.0, - "Pop16": 3463.1, - "Price": 42.4, - "Sales": 123.7, - "State": 11, - "StateCategorical": 11.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4493.7195073, - "Pimin": 38.1, - "Pop": 4926.0, - "Pop16": 3519.4, - "Price": 44.5, - "Sales": 122.9, - "State": 11, - "StateCategorical": 11.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 4872.0727026, - "Pimin": 41.0, - "Pop": 4968.0, - "Pop16": 3581.5, - "Price": 47.9, - "Sales": 125.9, - "State": 11, - "StateCategorical": 11.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5279.370951, - "Pimin": 42.2, - "Pop": 5027.0, - "Pop16": 3652.1, - "Price": 49.5, - "Sales": 127.9, - "State": 11, - "StateCategorical": 11.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 5893.4195793, - "Pimin": 49.2, - "Pop": 5075.0, - "Pop16": 3711.3, - "Price": 54.7, - "Sales": 130.6, - "State": 11, - "StateCategorical": 11.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 6422.7005519, - "Pimin": 50.2, - "Pop": 5117.0, - "Pop16": 3764.7, - "Price": 56.6, - "Sales": 131.0, - "State": 11, - "StateCategorical": 11.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 7014.0066384, - "Pimin": 52.3, - "Pop": 5464.0, - "Pop16": 4036.7, - "Price": 59.3, - "Sales": 134.0, - "State": 11, - "StateCategorical": 11.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 7744.8692314, - "Pimin": 54.7, - "Pop": 5574.0, - "Pop16": 4133.1, - "Price": 62.6, - "Sales": 131.7, - "State": 11, - "StateCategorical": 11.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 8357.8841078, - "Pimin": 61.9, - "Pop": 5639.0, - "Pop16": 4197.0, - "Price": 67.8, - "Sales": 131.2, - "State": 11, - "StateCategorical": 11.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 9010.1815564, - "Pimin": 72.4, - "Pop": 5732.0, - "Pop16": 4283.8, - "Price": 78.9, - "Sales": 128.6, - "State": 11, - "StateCategorical": 11.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 9955.0307926, - "Pimin": 81.3, - "Pop": 5837.0, - "Pop16": 4382.1, - "Price": 86.8, - "Sales": 126.3, - "State": 11, - "StateCategorical": 11.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 10577.349436, - "Pimin": 83.0, - "Pop": 5973.0, - "Pop16": 4486.1, - "Price": 90.7, - "Sales": 128.8, - "State": 11, - "StateCategorical": 11.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 11423.992242, - "Pimin": 88.7, - "Pop": 6100.0, - "Pop16": 4595.9, - "Price": 100.1, - "Sales": 129.0, - "State": 11, - "StateCategorical": 11.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 12115.572263, - "Pimin": 95.3, - "Pop": 6222.0, - "Pop16": 4698.0, - "Price": 103.9, - "Sales": 129.3, - "State": 11, - "StateCategorical": 11.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 12925.0, - "Pimin": 99.9, - "Pop": 6342.0, - "Pop16": 4778.0, - "Price": 109.2, - "Sales": 124.1, - "State": 11, - "StateCategorical": 11.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 13464.0, - "Pimin": 111.9, - "Pop": 6436.0, - "Pop16": 4842.0, - "Price": 122.4, - "Sales": 117.1, - "State": 11, - "StateCategorical": 11.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 14354.0, - "Pimin": 125.2, - "Pop": 6503.3, - "Pop16": 4892.6, - "Price": 132.3, - "Sales": 113.8, - "State": 11, - "StateCategorical": 11.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 14694.0, - "Pimin": 129.0, - "Pop": 6648.8, - "Pop16": 4987.7, - "Price": 138.2, - "Sales": 109.6, - "State": 11, - "StateCategorical": 11.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 15943.0, - "Pimin": 151.9, - "Pop": 6777.3, - "Pop16": 5088.7, - "Price": 159.5, - "Sales": 109.2, - "State": 11, - "StateCategorical": 11.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1938.8138772, - "Pimin": 24.9, - "Pop": 689.0, - "Pop16": 451.6, - "Price": 28.0, - "Sales": 97.0, - "State": 13, - "StateCategorical": 13.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2021.6064698, - "Pimin": 26.2, - "Pop": 687.0, - "Pop16": 453.5, - "Price": 29.4, - "Sales": 90.1, - "State": 13, - "StateCategorical": 13.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2302.4724801, - "Pimin": 26.1, - "Pop": 693.0, - "Pop16": 461.2, - "Price": 29.1, - "Sales": 95.2, - "State": 13, - "StateCategorical": 13.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2314.0005626, - "Pimin": 26.5, - "Pop": 700.0, - "Pop16": 468.9, - "Price": 29.8, - "Sales": 94.5, - "State": 13, - "StateCategorical": 13.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2445.0015002, - "Pimin": 27.4, - "Pop": 701.0, - "Pop16": 474.7, - "Price": 30.1, - "Sales": 98.3, - "State": 13, - "StateCategorical": 13.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2559.2343179, - "Pimin": 32.3, - "Pop": 709.0, - "Pop16": 485.3, - "Price": 32.0, - "Sales": 99.1, - "State": 13, - "StateCategorical": 13.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2813.9001406, - "Pimin": 32.6, - "Pop": 718.0, - "Pop16": 487.2, - "Price": 31.9, - "Sales": 100.6, - "State": 13, - "StateCategorical": 13.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3058.0858884, - "Pimin": 34.0, - "Pop": 713.0, - "Pop16": 493.0, - "Price": 33.8, - "Sales": 102.4, - "State": 13, - "StateCategorical": 13.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3245.6792311, - "Pimin": 34.4, - "Pop": 735.0, - "Pop16": 513.2, - "Price": 33.6, - "Sales": 108.5, - "State": 13, - "StateCategorical": 13.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3615.625879, - "Pimin": 34.4, - "Pop": 756.0, - "Pop16": 533.4, - "Price": 33.7, - "Sales": 126.1, - "State": 13, - "StateCategorical": 13.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4165.8298172, - "Pimin": 34.4, - "Pop": 772.0, - "Pop16": 547.9, - "Price": 36.3, - "Sales": 121.8, - "State": 13, - "StateCategorical": 13.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4643.7212377, - "Pimin": 35.8, - "Pop": 794.0, - "Pop16": 568.1, - "Price": 38.0, - "Sales": 125.6, - "State": 13, - "StateCategorical": 13.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4804.0663854, - "Pimin": 38.6, - "Pop": 815.0, - "Pop16": 586.4, - "Price": 40.3, - "Sales": 123.3, - "State": 13, - "StateCategorical": 13.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5161.4369433, - "Pimin": 42.6, - "Pop": 836.0, - "Pop16": 604.7, - "Price": 42.5, - "Sales": 125.1, - "State": 13, - "StateCategorical": 13.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5555.4877637, - "Pimin": 43.4, - "Pop": 859.0, - "Pop16": 623.0, - "Price": 45.6, - "Sales": 125.0, - "State": 13, - "StateCategorical": 13.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6217.8285045, - "Pimin": 49.5, - "Pop": 882.0, - "Pop16": 640.3, - "Price": 51.5, - "Sales": 122.8, - "State": 13, - "StateCategorical": 13.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 6672.66376, - "Pimin": 51.7, - "Pop": 905.0, - "Pop16": 655.7, - "Price": 55.4, - "Sales": 117.5, - "State": 13, - "StateCategorical": 13.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 7348.6285982, - "Pimin": 55.3, - "Pop": 944.0, - "Pop16": 677.9, - "Price": 56.4, - "Sales": 115.2, - "State": 13, - "StateCategorical": 13.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 8047.6496015, - "Pimin": 55.9, - "Pop": 959.0, - "Pop16": 687.5, - "Price": 59.2, - "Sales": 114.1, - "State": 13, - "StateCategorical": 13.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 8138.8262541, - "Pimin": 64.3, - "Pop": 965.0, - "Pop16": 691.3, - "Price": 67.6, - "Sales": 111.5, - "State": 13, - "StateCategorical": 13.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 8744.5745898, - "Pimin": 71.0, - "Pop": 989.0, - "Pop16": 707.7, - "Price": 76.5, - "Sales": 111.3, - "State": 13, - "StateCategorical": 13.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 9148.0574777, - "Pimin": 81.7, - "Pop": 1001.0, - "Pop16": 717.3, - "Price": 88.5, - "Sales": 103.6, - "State": 13, - "StateCategorical": 13.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 9493.8999531, - "Pimin": 87.4, - "Pop": 1004.0, - "Pop16": 723.1, - "Price": 97.6, - "Sales": 100.7, - "State": 13, - "StateCategorical": 13.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 9883.7587436, - "Pimin": 97.8, - "Pop": 1002.0, - "Pop16": 726.0, - "Price": 99.9, - "Sales": 96.7, - "State": 13, - "StateCategorical": 13.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 10386.802344, - "Pimin": 102.7, - "Pop": 998.0, - "Pop16": 726.0, - "Price": 107.1, - "Sales": 95.0, - "State": 13, - "StateCategorical": 13.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 11177.0, - "Pimin": 112.9, - "Pop": 1003.0, - "Pop16": 732.0, - "Price": 121.9, - "Sales": 84.5, - "State": 13, - "StateCategorical": 13.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 12041.0, - "Pimin": 118.6, - "Pop": 1014.0, - "Pop16": 742.0, - "Price": 133.6, - "Sales": 78.4, - "State": 13, - "StateCategorical": 13.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 13318.0, - "Pimin": 129.5, - "Pop": 1027.3, - "Pop16": 751.7, - "Price": 141.3, - "Sales": 90.1, - "State": 13, - "StateCategorical": 13.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 14079.0, - "Pimin": 127.0, - "Pop": 1059.9, - "Pop16": 777.4, - "Price": 144.4, - "Sales": 85.4, - "State": 13, - "StateCategorical": 13.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 14572.0, - "Pimin": 155.1, - "Pop": 1088.5, - "Pop16": 802.2, - "Price": 167.2, - "Sales": 85.1, - "State": 13, - "StateCategorical": 13.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2655.6910868, - "Pimin": 24.1, - "Pop": 10369.0, - "Pop16": 7115.8, - "Price": 25.4, - "Sales": 145.5, - "State": 14, - "StateCategorical": 14.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2831.550804, - "Pimin": 25.0, - "Pop": 10538.0, - "Pop16": 7225.6, - "Price": 25.6, - "Sales": 144.5, - "State": 14, - "StateCategorical": 14.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 3037.7672581, - "Pimin": 24.5, - "Pop": 10641.0, - "Pop16": 7307.5, - "Price": 26.2, - "Sales": 145.5, - "State": 14, - "StateCategorical": 14.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 3229.3287358, - "Pimin": 24.7, - "Pop": 10787.0, - "Pop16": 7425.9, - "Price": 30.0, - "Sales": 144.2, - "State": 14, - "StateCategorical": 14.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 3391.5802606, - "Pimin": 25.0, - "Pop": 10887.0, - "Pop16": 7521.3, - "Price": 30.1, - "Sales": 141.8, - "State": 14, - "StateCategorical": 14.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3582.0949543, - "Pimin": 26.3, - "Pop": 10958.0, - "Pop16": 7608.9, - "Price": 35.6, - "Sales": 132.6, - "State": 14, - "StateCategorical": 14.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3795.6388966, - "Pimin": 27.0, - "Pop": 11047.0, - "Pop16": 7738.0, - "Price": 35.2, - "Sales": 130.4, - "State": 14, - "StateCategorical": 14.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 4013.369975, - "Pimin": 28.3, - "Pop": 11113.0, - "Pop16": 7860.3, - "Price": 41.4, - "Sales": 124.8, - "State": 14, - "StateCategorical": 14.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 4319.0309121, - "Pimin": 30.1, - "Pop": 11172.0, - "Pop16": 7963.3, - "Price": 41.4, - "Sales": 125.6, - "State": 14, - "StateCategorical": 14.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 4560.8380233, - "Pimin": 30.6, - "Pop": 11200.0, - "Pop16": 8054.8, - "Price": 41.9, - "Sales": 126.6, - "State": 14, - "StateCategorical": 14.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 5158.551705, - "Pimin": 30.6, - "Pop": 11179.0, - "Pop16": 8110.6, - "Price": 41.0, - "Sales": 124.4, - "State": 14, - "StateCategorical": 14.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 5603.4349182, - "Pimin": 31.5, - "Pop": 11169.0, - "Pop16": 8177.1, - "Price": 41.9, - "Sales": 131.9, - "State": 14, - "StateCategorical": 14.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 6120.5462296, - "Pimin": 33.3, - "Pop": 11178.0, - "Pop16": 8255.1, - "Price": 45.2, - "Sales": 131.8, - "State": 14, - "StateCategorical": 14.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 6523.5580815, - "Pimin": 36.0, - "Pop": 11209.0, - "Pop16": 8342.7, - "Price": 48.4, - "Sales": 134.4, - "State": 14, - "StateCategorical": 14.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 7108.7103549, - "Pimin": 36.9, - "Pop": 11232.0, - "Pop16": 8417.9, - "Price": 49.4, - "Sales": 134.0, - "State": 14, - "StateCategorical": 14.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 7812.1492237, - "Pimin": 41.4, - "Pop": 11238.0, - "Pop16": 8472.7, - "Price": 54.6, - "Sales": 136.7, - "State": 14, - "StateCategorical": 14.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 8642.2489604, - "Pimin": 43.4, - "Pop": 11229.0, - "Pop16": 8505.5, - "Price": 56.8, - "Sales": 135.3, - "State": 14, - "StateCategorical": 14.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 9179.2491683, - "Pimin": 46.3, - "Pop": 11427.0, - "Pop16": 8673.1, - "Price": 60.0, - "Sales": 135.2, - "State": 14, - "StateCategorical": 14.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 10134.962989, - "Pimin": 49.4, - "Pop": 11462.0, - "Pop16": 8714.5, - "Price": 63.1, - "Sales": 133.0, - "State": 14, - "StateCategorical": 14.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 10588.220474, - "Pimin": 56.3, - "Pop": 11448.0, - "Pop16": 8716.4, - "Price": 69.6, - "Sales": 130.7, - "State": 14, - "StateCategorical": 14.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 11044.618312, - "Pimin": 66.4, - "Pop": 11486.0, - "Pop16": 8759.7, - "Price": 80.8, - "Sales": 127.9, - "State": 14, - "StateCategorical": 14.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 12027.548517, - "Pimin": 75.4, - "Pop": 11511.0, - "Pop16": 8799.2, - "Price": 89.6, - "Sales": 124.0, - "State": 14, - "StateCategorical": 14.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 12644.104311, - "Pimin": 79.3, - "Pop": 11538.0, - "Pop16": 8832.9, - "Price": 96.7, - "Sales": 121.6, - "State": 14, - "StateCategorical": 14.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 13314.046091, - "Pimin": 85.4, - "Pop": 11551.0, - "Pop16": 8864.7, - "Price": 108.4, - "Sales": 118.2, - "State": 14, - "StateCategorical": 14.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 13970.379678, - "Pimin": 90.5, - "Pop": 11582.0, - "Pop16": 8909.0, - "Price": 116.2, - "Sales": 109.5, - "State": 14, - "StateCategorical": 14.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 15103.0, - "Pimin": 94.4, - "Pop": 11614.0, - "Pop16": 8961.0, - "Price": 124.1, - "Sales": 107.6, - "State": 14, - "StateCategorical": 14.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 16060.0, - "Pimin": 103.8, - "Pop": 11658.0, - "Pop16": 9003.0, - "Price": 132.7, - "Sales": 104.6, - "State": 14, - "StateCategorical": 14.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 17510.0, - "Pimin": 115.6, - "Pop": 11679.5, - "Pop16": 9019.6, - "Price": 147.3, - "Sales": 94.1, - "State": 14, - "StateCategorical": 14.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 17908.0, - "Pimin": 120.5, - "Pop": 11793.9, - "Pop16": 9080.1, - "Price": 154.4, - "Sales": 96.1, - "State": 14, - "StateCategorical": 14.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 18914.0, - "Pimin": 135.8, - "Pop": 11883.8, - "Pop16": 9138.5, - "Price": 179.8, - "Sales": 94.8, - "State": 14, - "StateCategorical": 14.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2204.3263141, - "Pimin": 24.1, - "Pop": 4780.0, - "Pop16": 3206.7, - "Price": 24.4, - "Sales": 138.5, - "State": 15, - "StateCategorical": 15.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2344.6110023, - "Pimin": 25.0, - "Pop": 4832.0, - "Pop16": 3244.2, - "Price": 26.0, - "Sales": 134.3, - "State": 15, - "StateCategorical": 15.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2562.25857, - "Pimin": 24.5, - "Pop": 4893.0, - "Pop16": 3296.9, - "Price": 26.0, - "Sales": 135.3, - "State": 15, - "StateCategorical": 15.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2702.5432582, - "Pimin": 24.7, - "Pop": 4973.0, - "Pop16": 3365.1, - "Price": 28.8, - "Sales": 132.1, - "State": 15, - "StateCategorical": 15.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2784.032158, - "Pimin": 25.0, - "Pop": 5012.0, - "Pop16": 3411.1, - "Price": 29.1, - "Sales": 134.8, - "State": 15, - "StateCategorical": 15.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2970.7345739, - "Pimin": 26.3, - "Pop": 5065.0, - "Pop16": 3472.5, - "Price": 29.8, - "Sales": 134.3, - "State": 15, - "StateCategorical": 15.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3194.5711721, - "Pimin": 27.0, - "Pop": 5118.0, - "Pop16": 3514.8, - "Price": 29.7, - "Sales": 132.9, - "State": 15, - "StateCategorical": 15.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3304.9422135, - "Pimin": 28.3, - "Pop": 5193.0, - "Pop16": 3616.5, - "Price": 30.6, - "Sales": 134.6, - "State": 15, - "StateCategorical": 15.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3570.039014, - "Pimin": 30.1, - "Pop": 5239.0, - "Pop16": 3681.7, - "Price": 32.2, - "Sales": 139.3, - "State": 15, - "StateCategorical": 15.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3812.4427032, - "Pimin": 30.6, - "Pop": 5278.0, - "Pop16": 3743.1, - "Price": 32.5, - "Sales": 149.2, - "State": 15, - "StateCategorical": 15.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4427.2197192, - "Pimin": 30.6, - "Pop": 5304.0, - "Pop16": 3794.9, - "Price": 32.9, - "Sales": 156.0, - "State": 15, - "StateCategorical": 15.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4611.859125, - "Pimin": 31.5, - "Pop": 5318.0, - "Pop16": 3840.0, - "Price": 34.5, - "Sales": 159.6, - "State": 15, - "StateCategorical": 15.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5024.4611492, - "Pimin": 33.3, - "Pop": 5312.0, - "Pop16": 3869.8, - "Price": 36.7, - "Sales": 162.4, - "State": 15, - "StateCategorical": 15.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5521.6465883, - "Pimin": 36.0, - "Pop": 5326.0, - "Pop16": 3912.0, - "Price": 38.7, - "Sales": 166.6, - "State": 15, - "StateCategorical": 15.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 6012.6429971, - "Pimin": 36.9, - "Pop": 5352.0, - "Pop16": 3960.0, - "Price": 40.6, - "Sales": 173.0, - "State": 15, - "StateCategorical": 15.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6663.5226902, - "Pimin": 41.4, - "Pop": 5387.0, - "Pop16": 4013.7, - "Price": 50.0, - "Sales": 150.9, - "State": 15, - "StateCategorical": 15.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7358.7571009, - "Pimin": 43.4, - "Pop": 5400.0, - "Pop16": 4045.4, - "Price": 52.5, - "Sales": 148.9, - "State": 15, - "StateCategorical": 15.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 7760.0125694, - "Pimin": 46.3, - "Pop": 5490.0, - "Pop16": 4103.9, - "Price": 53.7, - "Sales": 146.9, - "State": 15, - "StateCategorical": 15.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 8407.7977473, - "Pimin": 49.4, - "Pop": 5468.0, - "Pop16": 4102.0, - "Price": 58.3, - "Sales": 148.5, - "State": 15, - "StateCategorical": 15.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 8612.0357493, - "Pimin": 56.3, - "Pop": 5471.0, - "Pop16": 4115.4, - "Price": 65.1, - "Sales": 147.7, - "State": 15, - "StateCategorical": 15.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 9060.7404505, - "Pimin": 66.4, - "Pop": 5479.0, - "Pop16": 4134.6, - "Price": 75.7, - "Sales": 143.0, - "State": 15, - "StateCategorical": 15.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 10077.80444, - "Pimin": 75.4, - "Pop": 5498.0, - "Pop16": 4164.4, - "Price": 85.2, - "Sales": 137.8, - "State": 15, - "StateCategorical": 15.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 10502.784525, - "Pimin": 79.3, - "Pop": 5500.0, - "Pop16": 4186.4, - "Price": 88.8, - "Sales": 135.3, - "State": 15, - "StateCategorical": 15.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 11140.254652, - "Pimin": 85.4, - "Pop": 5503.0, - "Pop16": 4211.4, - "Price": 93.6, - "Sales": 137.6, - "State": 15, - "StateCategorical": 15.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 11803.512406, - "Pimin": 90.5, - "Pop": 5531.0, - "Pop16": 4244.0, - "Price": 100.1, - "Sales": 134.0, - "State": 15, - "StateCategorical": 15.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 12638.0, - "Pimin": 94.4, - "Pop": 5556.0, - "Pop16": 4275.0, - "Price": 109.3, - "Sales": 134.0, - "State": 15, - "StateCategorical": 15.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 13451.0, - "Pimin": 103.8, - "Pop": 5593.0, - "Pop16": 4301.0, - "Price": 119.0, - "Sales": 132.5, - "State": 15, - "StateCategorical": 15.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 14441.0, - "Pimin": 115.6, - "Pop": 5613.2, - "Pop16": 4316.6, - "Price": 130.8, - "Sales": 128.3, - "State": 15, - "StateCategorical": 15.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 14773.0, - "Pimin": 120.5, - "Pop": 5680.1, - "Pop16": 4373.5, - "Price": 135.8, - "Sales": 127.2, - "State": 15, - "StateCategorical": 15.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 15882.0, - "Pimin": 135.8, - "Pop": 5732.7, - "Pop16": 4430.4, - "Price": 153.5, - "Sales": 128.2, - "State": 15, - "StateCategorical": 15.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2153.014454, - "Pimin": 25.4, - "Pop": 2758.0, - "Pop16": 1880.7, - "Price": 26.4, - "Sales": 114.9, - "State": 16, - "StateCategorical": 16.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2280.5627037, - "Pimin": 25.6, - "Pop": 2763.0, - "Pop16": 1889.4, - "Price": 27.9, - "Sales": 109.7, - "State": 16, - "StateCategorical": 16.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2537.6999749, - "Pimin": 26.1, - "Pop": 2758.0, - "Pop16": 1897.1, - "Price": 28.1, - "Sales": 116.0, - "State": 16, - "StateCategorical": 16.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2722.3898404, - "Pimin": 26.2, - "Pop": 2764.0, - "Pop16": 1912.5, - "Price": 31.6, - "Sales": 108.2, - "State": 16, - "StateCategorical": 16.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2744.8383324, - "Pimin": 27.5, - "Pop": 2772.0, - "Pop16": 1930.8, - "Price": 32.0, - "Sales": 113.7, - "State": 16, - "StateCategorical": 16.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2918.3039519, - "Pimin": 29.2, - "Pop": 2775.0, - "Pop16": 1950.1, - "Price": 36.3, - "Sales": 109.2, - "State": 16, - "StateCategorical": 16.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3165.2373632, - "Pimin": 29.9, - "Pop": 2781.0, - "Pop16": 1963.6, - "Price": 36.0, - "Sales": 107.9, - "State": 16, - "StateCategorical": 16.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3369.3145626, - "Pimin": 33.9, - "Pop": 2825.0, - "Pop16": 2000.2, - "Price": 37.7, - "Sales": 108.5, - "State": 16, - "StateCategorical": 16.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3507.0666722, - "Pimin": 34.7, - "Pop": 2849.0, - "Pop16": 2036.8, - "Price": 38.5, - "Sales": 108.4, - "State": 16, - "StateCategorical": 16.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3892.7725792, - "Pimin": 37.7, - "Pop": 2856.0, - "Pop16": 2062.8, - "Price": 41.9, - "Sales": 109.4, - "State": 16, - "StateCategorical": 16.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4829.4869246, - "Pimin": 37.7, - "Pop": 2858.0, - "Pop16": 2084.0, - "Price": 41.9, - "Sales": 110.6, - "State": 16, - "StateCategorical": 16.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4793.7734147, - "Pimin": 38.0, - "Pop": 2861.0, - "Pop16": 2108.1, - "Price": 43.2, - "Sales": 116.1, - "State": 16, - "StateCategorical": 16.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5289.6810093, - "Pimin": 42.8, - "Pop": 2873.0, - "Pop16": 2137.0, - "Price": 45.4, - "Sales": 120.5, - "State": 16, - "StateCategorical": 16.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5794.7720779, - "Pimin": 44.7, - "Pop": 2894.0, - "Pop16": 2172.7, - "Price": 47.8, - "Sales": 124.4, - "State": 16, - "StateCategorical": 16.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 6047.8278052, - "Pimin": 45.9, - "Pop": 2903.0, - "Pop16": 2195.8, - "Price": 49.4, - "Sales": 125.5, - "State": 16, - "StateCategorical": 16.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 7016.1741165, - "Pimin": 49.9, - "Pop": 2906.0, - "Pop16": 2213.1, - "Price": 54.6, - "Sales": 127.1, - "State": 16, - "StateCategorical": 16.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7617.1814688, - "Pimin": 52.2, - "Pop": 2902.0, - "Pop16": 2219.9, - "Price": 56.4, - "Sales": 124.2, - "State": 16, - "StateCategorical": 16.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 7957.9903918, - "Pimin": 57.3, - "Pop": 2913.0, - "Pop16": 2213.1, - "Price": 58.8, - "Sales": 124.6, - "State": 16, - "StateCategorical": 16.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 8951.8463531, - "Pimin": 59.9, - "Pop": 2899.0, - "Pop16": 2206.4, - "Price": 61.4, - "Sales": 132.9, - "State": 16, - "StateCategorical": 16.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 9118.1692706, - "Pimin": 64.7, - "Pop": 2905.0, - "Pop16": 2212.2, - "Price": 72.8, - "Sales": 116.2, - "State": 16, - "StateCategorical": 16.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 9124.2915866, - "Pimin": 74.8, - "Pop": 2905.0, - "Pop16": 2216.0, - "Price": 84.0, - "Sales": 115.6, - "State": 16, - "StateCategorical": 16.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 10180.391094, - "Pimin": 84.8, - "Pop": 2910.0, - "Pop16": 2218.9, - "Price": 93.3, - "Sales": 111.2, - "State": 16, - "StateCategorical": 16.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 10668.1356, - "Pimin": 92.3, - "Pop": 2880.0, - "Pop16": 2209.3, - "Price": 99.5, - "Sales": 109.4, - "State": 16, - "StateCategorical": 16.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 11155.880107, - "Pimin": 101.9, - "Pop": 2850.0, - "Pop16": 2195.8, - "Price": 104.8, - "Sales": 104.1, - "State": 16, - "StateCategorical": 16.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 11623.216894, - "Pimin": 108.5, - "Pop": 2834.0, - "Pop16": 2190.0, - "Price": 117.1, - "Sales": 101.1, - "State": 16, - "StateCategorical": 16.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 12213.0, - "Pimin": 114.6, - "Pop": 2834.0, - "Pop16": 2203.0, - "Price": 124.2, - "Sales": 100.2, - "State": 16, - "StateCategorical": 16.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 13138.0, - "Pimin": 118.9, - "Pop": 2840.0, - "Pop16": 2209.0, - "Price": 145.1, - "Sales": 94.4, - "State": 16, - "StateCategorical": 16.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 14647.0, - "Pimin": 129.1, - "Pop": 2846.1, - "Pop16": 2213.8, - "Price": 149.6, - "Sales": 95.4, - "State": 16, - "StateCategorical": 16.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 14873.0, - "Pimin": 132.5, - "Pop": 2864.6, - "Pop16": 2228.3, - "Price": 155.4, - "Sales": 97.1, - "State": 16, - "StateCategorical": 16.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 16089.0, - "Pimin": 153.1, - "Pop": 2882.0, - "Pop16": 2238.7, - "Price": 178.5, - "Sales": 95.2, - "State": 16, - "StateCategorical": 16.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2148.6675472, - "Pimin": 25.8, - "Pop": 2261.0, - "Pop16": 1550.4, - "Price": 25.8, - "Sales": 115.8, - "State": 17, - "StateCategorical": 17.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2316.5973895, - "Pimin": 25.7, - "Pop": 2237.0, - "Pop16": 1537.8, - "Price": 25.6, - "Sales": 111.2, - "State": 17, - "StateCategorical": 17.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2488.6994018, - "Pimin": 26.1, - "Pop": 2248.0, - "Pop16": 1552.3, - "Price": 28.1, - "Sales": 107.8, - "State": 17, - "StateCategorical": 17.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2639.9405641, - "Pimin": 26.2, - "Pop": 2275.0, - "Pop16": 1582.3, - "Price": 30.5, - "Sales": 101.7, - "State": 17, - "StateCategorical": 17.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2768.2347914, - "Pimin": 27.5, - "Pop": 2281.0, - "Pop16": 1597.8, - "Price": 31.0, - "Sales": 101.2, - "State": 17, - "StateCategorical": 17.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2945.5520162, - "Pimin": 29.2, - "Pop": 2291.0, - "Pop16": 1622.0, - "Price": 32.4, - "Sales": 100.1, - "State": 17, - "StateCategorical": 17.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3163.5478984, - "Pimin": 29.9, - "Pop": 2321.0, - "Pop16": 1656.9, - "Price": 32.6, - "Sales": 102.6, - "State": 17, - "StateCategorical": 17.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3411.7920131, - "Pimin": 33.9, - "Pop": 2249.0, - "Pop16": 1624.9, - "Price": 34.2, - "Sales": 114.0, - "State": 17, - "StateCategorical": 17.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3717.4034652, - "Pimin": 34.7, - "Pop": 2247.0, - "Pop16": 1641.4, - "Price": 38.9, - "Sales": 102.8, - "State": 17, - "StateCategorical": 17.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 4125.2330821, - "Pimin": 37.7, - "Pop": 2259.0, - "Pop16": 1665.6, - "Price": 38.8, - "Sales": 111.0, - "State": 17, - "StateCategorical": 17.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4790.6941963, - "Pimin": 37.7, - "Pop": 2269.0, - "Pop16": 1687.9, - "Price": 39.3, - "Sales": 115.2, - "State": 17, - "StateCategorical": 17.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 5095.2626059, - "Pimin": 38.0, - "Pop": 2275.0, - "Pop16": 1706.3, - "Price": 40.2, - "Sales": 118.6, - "State": 17, - "StateCategorical": 17.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5498.9200528, - "Pimin": 43.5, - "Pop": 2287.0, - "Pop16": 1730.5, - "Price": 42.7, - "Sales": 123.4, - "State": 17, - "StateCategorical": 17.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5587.5786652, - "Pimin": 44.7, - "Pop": 2309.0, - "Pop16": 1760.5, - "Price": 46.6, - "Sales": 127.7, - "State": 17, - "StateCategorical": 17.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 6407.4100691, - "Pimin": 45.9, - "Pop": 2331.0, - "Pop16": 1787.6, - "Price": 48.1, - "Sales": 127.9, - "State": 17, - "StateCategorical": 17.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 7177.1754331, - "Pimin": 49.9, - "Pop": 2347.0, - "Pop16": 1810.8, - "Price": 52.6, - "Sales": 127.1, - "State": 17, - "StateCategorical": 17.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 8258.8105042, - "Pimin": 52.2, - "Pop": 2369.0, - "Pop16": 1832.2, - "Price": 54.8, - "Sales": 126.4, - "State": 17, - "StateCategorical": 17.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 8365.2008391, - "Pimin": 57.3, - "Pop": 2363.0, - "Pop16": 1814.7, - "Price": 58.3, - "Sales": 127.1, - "State": 17, - "StateCategorical": 17.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 9461.4385052, - "Pimin": 59.9, - "Pop": 2383.0, - "Pop16": 1828.3, - "Price": 59.8, - "Sales": 132.0, - "State": 17, - "StateCategorical": 17.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 10019.466242, - "Pimin": 64.7, - "Pop": 2408.0, - "Pop16": 1843.8, - "Price": 65.1, - "Sales": 130.9, - "State": 17, - "StateCategorical": 17.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 10400.176754, - "Pimin": 74.8, - "Pop": 2425.0, - "Pop16": 1856.4, - "Price": 77.0, - "Sales": 127.6, - "State": 17, - "StateCategorical": 17.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 11277.375495, - "Pimin": 84.8, - "Pop": 2438.0, - "Pop16": 1867.0, - "Price": 91.0, - "Sales": 121.7, - "State": 17, - "StateCategorical": 17.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 11843.747572, - "Pimin": 93.7, - "Pop": 2449.0, - "Pop16": 1873.8, - "Price": 97.5, - "Sales": 115.7, - "State": 17, - "StateCategorical": 17.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 12517.553026, - "Pimin": 101.9, - "Pop": 2459.0, - "Pop16": 1887.3, - "Price": 103.0, - "Sales": 109.4, - "State": 17, - "StateCategorical": 17.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 12827.336648, - "Pimin": 108.5, - "Pop": 2476.0, - "Pop16": 1898.0, - "Price": 114.5, - "Sales": 105.2, - "State": 17, - "StateCategorical": 17.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 13425.0, - "Pimin": 114.6, - "Pop": 2495.0, - "Pop16": 1912.0, - "Price": 123.9, - "Sales": 103.2, - "State": 17, - "StateCategorical": 17.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 14103.0, - "Pimin": 118.9, - "Pop": 2513.0, - "Pop16": 1920.0, - "Price": 136.5, - "Sales": 96.5, - "State": 17, - "StateCategorical": 17.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 15398.0, - "Pimin": 129.1, - "Pop": 2518.1, - "Pop16": 1923.9, - "Price": 145.8, - "Sales": 94.3, - "State": 17, - "StateCategorical": 17.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 15849.0, - "Pimin": 132.5, - "Pop": 2535.4, - "Pop16": 1932.1, - "Price": 145.7, - "Sales": 91.8, - "State": 17, - "StateCategorical": 17.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 16982.0, - "Pimin": 153.1, - "Pop": 2563.8, - "Pop16": 1913.0, - "Price": 174.2, - "Sales": 90.0, - "State": 17, - "StateCategorical": 17.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1724.5821178, - "Pimin": 24.4, - "Pop": 3121.0, - "Pop16": 2106.7, - "Price": 24.1, - "Sales": 126.3, - "State": 18, - "StateCategorical": 18.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 1792.8512029, - "Pimin": 25.2, - "Pop": 3163.0, - "Pop16": 2142.2, - "Price": 25.0, - "Sales": 127.0, - "State": 18, - "StateCategorical": 18.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 1935.6911347, - "Pimin": 25.1, - "Pop": 3173.0, - "Pop16": 2157.6, - "Price": 24.5, - "Sales": 128.7, - "State": 18, - "StateCategorical": 18.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2089.0340027, - "Pimin": 24.7, - "Pop": 3181.0, - "Pop16": 2176.8, - "Price": 24.7, - "Sales": 134.0, - "State": 18, - "StateCategorical": 18.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2237.1254025, - "Pimin": 26.3, - "Pop": 3201.0, - "Pop16": 2207.5, - "Price": 25.0, - "Sales": 139.3, - "State": 18, - "StateCategorical": 18.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2405.1723811, - "Pimin": 27.1, - "Pop": 3224.0, - "Pop16": 2242.1, - "Price": 26.3, - "Sales": 142.8, - "State": 18, - "StateCategorical": 18.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2587.9234704, - "Pimin": 28.3, - "Pop": 3232.0, - "Pop16": 2256.5, - "Price": 27.0, - "Sales": 146.3, - "State": 18, - "StateCategorical": 18.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 2812.6863042, - "Pimin": 28.8, - "Pop": 3219.0, - "Pop16": 2270.0, - "Price": 28.3, - "Sales": 155.8, - "State": 18, - "StateCategorical": 18.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3006.9906232, - "Pimin": 30.2, - "Pop": 3280.0, - "Pop16": 2330.5, - "Price": 30.1, - "Sales": 163.5, - "State": 18, - "StateCategorical": 18.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3239.1055124, - "Pimin": 29.9, - "Pop": 3303.0, - "Pop16": 2360.3, - "Price": 30.6, - "Sales": 179.4, - "State": 18, - "StateCategorical": 18.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 3653.9714908, - "Pimin": 30.1, - "Pop": 3325.0, - "Pop16": 2396.8, - "Price": 30.6, - "Sales": 201.9, - "State": 18, - "StateCategorical": 18.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4052.0327714, - "Pimin": 31.3, - "Pop": 3356.0, - "Pop16": 2440.0, - "Price": 31.5, - "Sales": 212.4, - "State": 18, - "StateCategorical": 18.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4380.7746732, - "Pimin": 33.6, - "Pop": 3392.0, - "Pop16": 2484.2, - "Price": 33.3, - "Sales": 223.0, - "State": 18, - "StateCategorical": 18.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 4802.992707, - "Pimin": 37.9, - "Pop": 3439.0, - "Pop16": 2537.0, - "Price": 36.0, - "Sales": 230.9, - "State": 18, - "StateCategorical": 18.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5232.562796, - "Pimin": 38.4, - "Pop": 3468.0, - "Pop16": 2574.5, - "Price": 36.9, - "Sales": 229.4, - "State": 18, - "StateCategorical": 18.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 5753.5084296, - "Pimin": 42.8, - "Pop": 3490.0, - "Pop16": 2603.3, - "Price": 41.4, - "Sales": 224.7, - "State": 18, - "StateCategorical": 18.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 6409.9419398, - "Pimin": 45.8, - "Pop": 3527.0, - "Pop16": 2641.7, - "Price": 43.4, - "Sales": 214.9, - "State": 18, - "StateCategorical": 18.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 6775.4441182, - "Pimin": 48.5, - "Pop": 3661.0, - "Pop16": 2737.8, - "Price": 46.3, - "Sales": 215.3, - "State": 18, - "StateCategorical": 18.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 7506.4484751, - "Pimin": 51.8, - "Pop": 3662.0, - "Pop16": 2745.5, - "Price": 49.4, - "Sales": 209.7, - "State": 18, - "StateCategorical": 18.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 7988.5332449, - "Pimin": 56.4, - "Pop": 3667.0, - "Pop16": 2757.0, - "Price": 56.3, - "Sales": 210.6, - "State": 18, - "StateCategorical": 18.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 8272.1125213, - "Pimin": 68.8, - "Pop": 3714.0, - "Pop16": 2800.2, - "Price": 66.4, - "Sales": 201.1, - "State": 18, - "StateCategorical": 18.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 9062.9836143, - "Pimin": 76.0, - "Pop": 3723.0, - "Pop16": 2812.7, - "Price": 75.4, - "Sales": 183.2, - "State": 18, - "StateCategorical": 18.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 9282.4949801, - "Pimin": 83.6, - "Pop": 3728.0, - "Pop16": 2829.1, - "Price": 79.3, - "Sales": 182.4, - "State": 18, - "StateCategorical": 18.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 9722.5680053, - "Pimin": 91.3, - "Pop": 3726.0, - "Pop16": 2841.6, - "Price": 85.4, - "Sales": 179.8, - "State": 18, - "StateCategorical": 18.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 10328.587422, - "Pimin": 94.6, - "Pop": 3727.0, - "Pop16": 2855.0, - "Price": 90.5, - "Sales": 171.2, - "State": 18, - "StateCategorical": 18.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 11089.0, - "Pimin": 102.1, - "Pop": 3727.0, - "Pop16": 2867.0, - "Price": 94.4, - "Sales": 173.2, - "State": 18, - "StateCategorical": 18.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 11873.0, - "Pimin": 109.4, - "Pop": 3727.0, - "Pop16": 2874.0, - "Price": 103.8, - "Sales": 171.6, - "State": 18, - "StateCategorical": 18.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 12879.0, - "Pimin": 128.6, - "Pop": 3735.1, - "Pop16": 2880.3, - "Price": 115.6, - "Sales": 182.5, - "State": 18, - "StateCategorical": 18.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 13338.0, - "Pimin": 132.5, - "Pop": 3763.5, - "Pop16": 2903.6, - "Price": 120.5, - "Sales": 170.8, - "State": 18, - "StateCategorical": 18.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 14664.0, - "Pimin": 153.1, - "Pop": 3806.1, - "Pop16": 2942.1, - "Price": 135.8, - "Sales": 167.6, - "State": 18, - "StateCategorical": 18.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1675.9379252, - "Pimin": 27.0, - "Pop": 3410.0, - "Pop16": 2194.0, - "Price": 30.1, - "Sales": 114.0, - "State": 19, - "StateCategorical": 19.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 1782.5702302, - "Pimin": 27.3, - "Pop": 3493.0, - "Pop16": 2253.6, - "Price": 30.1, - "Sales": 114.0, - "State": 19, - "StateCategorical": 19.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 1910.3278032, - "Pimin": 27.2, - "Pop": 3560.0, - "Pop16": 2305.5, - "Price": 30.3, - "Sales": 117.5, - "State": 19, - "StateCategorical": 19.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2054.1808183, - "Pimin": 30.3, - "Pop": 3624.0, - "Pop16": 2363.2, - "Price": 30.0, - "Sales": 119.7, - "State": 19, - "StateCategorical": 19.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2236.2605089, - "Pimin": 30.4, - "Pop": 3663.0, - "Pop16": 2404.5, - "Price": 31.5, - "Sales": 120.0, - "State": 19, - "StateCategorical": 19.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2413.3103738, - "Pimin": 30.9, - "Pop": 3710.0, - "Pop16": 2455.5, - "Price": 32.5, - "Sales": 117.3, - "State": 19, - "StateCategorical": 19.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2511.8949576, - "Pimin": 30.9, - "Pop": 3745.0, - "Pop16": 2467.0, - "Price": 33.3, - "Sales": 115.9, - "State": 19, - "StateCategorical": 19.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 2709.0641253, - "Pimin": 36.2, - "Pop": 3643.0, - "Pop16": 2467.0, - "Price": 34.3, - "Sales": 115.9, - "State": 19, - "StateCategorical": 19.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 2877.0603038, - "Pimin": 37.5, - "Pop": 3696.0, - "Pop16": 2530.5, - "Price": 39.3, - "Sales": 119.8, - "State": 19, - "StateCategorical": 19.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3075.2354367, - "Pimin": 37.4, - "Pop": 3737.0, - "Pop16": 2580.5, - "Price": 40.0, - "Sales": 125.3, - "State": 19, - "StateCategorical": 19.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 3410.2218287, - "Pimin": 37.3, - "Pop": 3753.0, - "Pop16": 2616.0, - "Price": 39.9, - "Sales": 126.7, - "State": 19, - "StateCategorical": 19.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 3855.8643862, - "Pimin": 41.4, - "Pop": 3774.0, - "Pop16": 2658.3, - "Price": 41.6, - "Sales": 129.9, - "State": 19, - "StateCategorical": 19.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4252.2146519, - "Pimin": 43.0, - "Pop": 3829.0, - "Pop16": 2722.8, - "Price": 44.3, - "Sales": 133.6, - "State": 19, - "StateCategorical": 19.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 4694.839314, - "Pimin": 46.4, - "Pop": 3883.0, - "Pop16": 2781.4, - "Price": 48.1, - "Sales": 139.6, - "State": 19, - "StateCategorical": 19.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5161.6071395, - "Pimin": 48.8, - "Pop": 3935.0, - "Pop16": 2839.1, - "Price": 48.9, - "Sales": 140.0, - "State": 19, - "StateCategorical": 19.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 5786.3114922, - "Pimin": 53.6, - "Pop": 3978.0, - "Pop16": 2889.1, - "Price": 54.2, - "Sales": 142.7, - "State": 19, - "StateCategorical": 19.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 6416.0456706, - "Pimin": 56.5, - "Pop": 4018.0, - "Pop16": 2933.3, - "Price": 57.1, - "Sales": 140.1, - "State": 19, - "StateCategorical": 19.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 7284.1935875, - "Pimin": 59.7, - "Pop": 4204.0, - "Pop16": 3079.4, - "Price": 60.0, - "Sales": 143.8, - "State": 19, - "StateCategorical": 19.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 8164.413086, - "Pimin": 63.0, - "Pop": 4308.0, - "Pop16": 3160.2, - "Price": 62.6, - "Sales": 144.0, - "State": 19, - "StateCategorical": 19.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 8669.4075869, - "Pimin": 69.2, - "Pop": 4362.0, - "Pop16": 3200.6, - "Price": 70.3, - "Sales": 143.9, - "State": 19, - "StateCategorical": 19.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 8984.2746761, - "Pimin": 78.6, - "Pop": 4438.0, - "Pop16": 3256.4, - "Price": 80.7, - "Sales": 133.7, - "State": 19, - "StateCategorical": 19.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 9465.1260136, - "Pimin": 89.0, - "Pop": 4462.0, - "Pop16": 3274.6, - "Price": 90.7, - "Sales": 128.9, - "State": 19, - "StateCategorical": 19.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 9747.8022183, - "Pimin": 96.4, - "Pop": 4485.0, - "Pop16": 3294.8, - "Price": 103.0, - "Sales": 125.0, - "State": 19, - "StateCategorical": 19.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 9902.72085, - "Pimin": 103.6, - "Pop": 4499.0, - "Pop16": 3313.1, - "Price": 105.1, - "Sales": 121.2, - "State": 19, - "StateCategorical": 19.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 10098.884053, - "Pimin": 113.0, - "Pop": 4461.0, - "Pop16": 3290.0, - "Price": 117.8, - "Sales": 116.5, - "State": 19, - "StateCategorical": 19.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 10793.0, - "Pimin": 119.9, - "Pop": 4408.0, - "Pop16": 3250.0, - "Price": 120.4, - "Sales": 110.9, - "State": 19, - "StateCategorical": 19.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 11348.0, - "Pimin": 125.8, - "Pop": 4382.0, - "Pop16": 3239.0, - "Price": 130.7, - "Sales": 103.6, - "State": 19, - "StateCategorical": 19.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 12764.0, - "Pimin": 139.9, - "Pop": 4348.0, - "Pop16": 3213.9, - "Price": 143.4, - "Sales": 101.5, - "State": 19, - "StateCategorical": 19.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 13349.0, - "Pimin": 142.7, - "Pop": 4381.0, - "Pop16": 3239.6, - "Price": 149.6, - "Sales": 107.2, - "State": 19, - "StateCategorical": 19.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 14163.0, - "Pimin": 160.8, - "Pop": 4417.0, - "Pop16": 3274.6, - "Price": 178.1, - "Sales": 108.5, - "State": 19, - "StateCategorical": 19.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1878.7179278, - "Pimin": 24.2, - "Pop": 985.0, - "Pop16": 669.7, - "Price": 26.7, - "Sales": 138.4, - "State": 20, - "StateCategorical": 20.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2042.6400586, - "Pimin": 24.7, - "Pop": 984.0, - "Pop16": 668.7, - "Price": 26.8, - "Sales": 137.4, - "State": 20, - "StateCategorical": 20.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2212.948766, - "Pimin": 24.7, - "Pop": 986.0, - "Pop16": 671.6, - "Price": 27.2, - "Sales": 139.1, - "State": 20, - "StateCategorical": 20.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2356.6467378, - "Pimin": 25.9, - "Pop": 985.0, - "Pop16": 673.5, - "Price": 29.6, - "Sales": 135.1, - "State": 20, - "StateCategorical": 20.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2447.1232386, - "Pimin": 26.5, - "Pop": 982.0, - "Pop16": 674.5, - "Price": 30.3, - "Sales": 136.0, - "State": 20, - "StateCategorical": 20.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2613.1742282, - "Pimin": 29.9, - "Pop": 978.0, - "Pop16": 676.4, - "Price": 32.0, - "Sales": 135.6, - "State": 20, - "StateCategorical": 20.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2827.1245418, - "Pimin": 29.9, - "Pop": 978.0, - "Pop16": 680.2, - "Price": 33.4, - "Sales": 135.2, - "State": 20, - "StateCategorical": 20.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3103.8761913, - "Pimin": 31.4, - "Pop": 993.0, - "Pop16": 697.5, - "Price": 38.0, - "Sales": 128.5, - "State": 20, - "StateCategorical": 20.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3280.5714751, - "Pimin": 34.1, - "Pop": 1012.0, - "Pop16": 716.7, - "Price": 38.8, - "Sales": 133.2, - "State": 20, - "StateCategorical": 20.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3507.2949418, - "Pimin": 36.1, - "Pop": 1028.0, - "Pop16": 734.0, - "Price": 41.5, - "Sales": 136.5, - "State": 20, - "StateCategorical": 20.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 3870.2653743, - "Pimin": 36.9, - "Pop": 1037.0, - "Pop16": 747.4, - "Price": 41.0, - "Sales": 138.0, - "State": 20, - "StateCategorical": 20.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4234.3002362, - "Pimin": 37.9, - "Pop": 1048.0, - "Pop16": 760.8, - "Price": 41.8, - "Sales": 142.1, - "State": 20, - "StateCategorical": 20.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4492.9565855, - "Pimin": 40.8, - "Pop": 1058.0, - "Pop16": 776.2, - "Price": 46.7, - "Sales": 140.7, - "State": 20, - "StateCategorical": 20.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5028.3645842, - "Pimin": 43.9, - "Pop": 1072.0, - "Pop16": 792.5, - "Price": 49.9, - "Sales": 144.9, - "State": 20, - "StateCategorical": 20.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5440.2987701, - "Pimin": 45.0, - "Pop": 1084.0, - "Pop16": 808.8, - "Price": 50.9, - "Sales": 145.6, - "State": 20, - "StateCategorical": 20.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 5882.0369797, - "Pimin": 49.7, - "Pop": 1092.0, - "Pop16": 819.3, - "Price": 55.0, - "Sales": 143.9, - "State": 20, - "StateCategorical": 20.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 6445.1201434, - "Pimin": 53.2, - "Pop": 1097.0, - "Pop16": 828.9, - "Price": 54.5, - "Sales": 138.5, - "State": 20, - "StateCategorical": 20.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 7097.6153783, - "Pimin": 55.3, - "Pop": 1125.0, - "Pop16": 851.0, - "Price": 59.0, - "Sales": 141.2, - "State": 20, - "StateCategorical": 20.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 7850.1669789, - "Pimin": 58.4, - "Pop": 1133.0, - "Pop16": 862.5, - "Price": 62.9, - "Sales": 138.9, - "State": 20, - "StateCategorical": 20.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 8341.9333713, - "Pimin": 67.0, - "Pop": 1133.0, - "Pop16": 864.4, - "Price": 69.7, - "Sales": 139.5, - "State": 20, - "StateCategorical": 20.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 8962.4957237, - "Pimin": 74.7, - "Pop": 1146.0, - "Pop16": 877.9, - "Price": 80.8, - "Sales": 135.4, - "State": 20, - "StateCategorical": 20.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 9851.2942901, - "Pimin": 90.5, - "Pop": 1156.0, - "Pop16": 890.3, - "Price": 93.7, - "Sales": 135.5, - "State": 20, - "StateCategorical": 20.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 10501.660666, - "Pimin": 89.2, - "Pop": 1165.0, - "Pop16": 899.9, - "Price": 98.1, - "Sales": 127.9, - "State": 20, - "StateCategorical": 20.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 11146.704895, - "Pimin": 100.0, - "Pop": 1172.0, - "Pop16": 908.6, - "Price": 112.7, - "Sales": 119.0, - "State": 20, - "StateCategorical": 20.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 12056.79205, - "Pimin": 102.0, - "Pop": 1187.0, - "Pop16": 922.0, - "Price": 121.2, - "Sales": 125.0, - "State": 20, - "StateCategorical": 20.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 13068.0, - "Pimin": 113.5, - "Pop": 1205.0, - "Pop16": 940.0, - "Price": 129.0, - "Sales": 125.0, - "State": 20, - "StateCategorical": 20.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 14110.0, - "Pimin": 125.9, - "Pop": 1222.0, - "Pop16": 953.0, - "Price": 144.4, - "Sales": 122.4, - "State": 20, - "StateCategorical": 20.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 14975.0, - "Pimin": 135.9, - "Pop": 1230.0, - "Pop16": 959.2, - "Price": 160.1, - "Sales": 117.5, - "State": 20, - "StateCategorical": 20.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 15093.0, - "Pimin": 153.9, - "Pop": 1237.0, - "Pop16": 963.3, - "Price": 158.9, - "Sales": 116.1, - "State": 20, - "StateCategorical": 20.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 16298.0, - "Pimin": 164.4, - "Pop": 1237.0, - "Pop16": 968.3, - "Price": 187.7, - "Sales": 114.7, - "State": 20, - "StateCategorical": 20.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2312.3069668, - "Pimin": 23.4, - "Pop": 3351.0, - "Pop16": 2238.0, - "Price": 28.2, - "Sales": 122.7, - "State": 21, - "StateCategorical": 21.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2483.3969442, - "Pimin": 23.9, - "Pop": 3442.0, - "Pop16": 2299.3, - "Price": 28.5, - "Sales": 122.2, - "State": 21, - "StateCategorical": 21.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2629.6011066, - "Pimin": 24.1, - "Pop": 3534.0, - "Pop16": 2365.4, - "Price": 27.9, - "Sales": 121.0, - "State": 21, - "StateCategorical": 21.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2780.9898139, - "Pimin": 24.1, - "Pop": 3608.0, - "Pop16": 2425.8, - "Price": 28.2, - "Sales": 121.0, - "State": 21, - "StateCategorical": 21.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2967.6334256, - "Pimin": 26.3, - "Pop": 3680.0, - "Pop16": 2485.2, - "Price": 29.4, - "Sales": 121.7, - "State": 21, - "StateCategorical": 21.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3140.7972208, - "Pimin": 26.7, - "Pop": 3716.0, - "Pop16": 2523.6, - "Price": 30.9, - "Sales": 121.7, - "State": 21, - "StateCategorical": 21.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3384.4708249, - "Pimin": 27.2, - "Pop": 3765.0, - "Pop16": 2563.8, - "Price": 30.7, - "Sales": 122.3, - "State": 21, - "StateCategorical": 21.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3702.8018737, - "Pimin": 28.5, - "Pop": 3922.0, - "Pop16": 2723.9, - "Price": 32.6, - "Sales": 123.5, - "State": 21, - "StateCategorical": 21.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3968.2505659, - "Pimin": 30.2, - "Pop": 4011.0, - "Pop16": 2816.9, - "Price": 34.2, - "Sales": 126.7, - "State": 21, - "StateCategorical": 21.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 4212.961079, - "Pimin": 29.9, - "Pop": 4062.0, - "Pop16": 2884.0, - "Price": 34.3, - "Sales": 133.2, - "State": 21, - "StateCategorical": 21.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4684.7546529, - "Pimin": 30.1, - "Pop": 4082.0, - "Pop16": 2933.8, - "Price": 35.3, - "Sales": 137.3, - "State": 21, - "StateCategorical": 21.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 5073.5955106, - "Pimin": 31.3, - "Pop": 4099.0, - "Pop16": 2980.8, - "Price": 35.8, - "Sales": 144.8, - "State": 21, - "StateCategorical": 21.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5543.3152666, - "Pimin": 33.6, - "Pop": 4115.0, - "Pop16": 3028.7, - "Price": 39.5, - "Sales": 146.1, - "State": 21, - "StateCategorical": 21.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 6029.6255659, - "Pimin": 37.9, - "Pop": 4123.0, - "Pop16": 3071.8, - "Price": 46.1, - "Sales": 137.1, - "State": 21, - "StateCategorical": 21.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 6435.0569668, - "Pimin": 38.4, - "Pop": 4138.0, - "Pop16": 3114.9, - "Price": 49.2, - "Sales": 135.7, - "State": 21, - "StateCategorical": 21.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 7184.7421403, - "Pimin": 42.8, - "Pop": 4148.0, - "Pop16": 3153.3, - "Price": 52.1, - "Sales": 134.1, - "State": 21, - "StateCategorical": 21.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7917.8367706, - "Pimin": 45.8, - "Pop": 4148.0, - "Pop16": 3181.1, - "Price": 56.2, - "Sales": 131.9, - "State": 21, - "StateCategorical": 21.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 8888.3835513, - "Pimin": 48.5, - "Pop": 4216.0, - "Pop16": 3230.9, - "Price": 58.1, - "Sales": 131.5, - "State": 21, - "StateCategorical": 21.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 9726.2059859, - "Pimin": 51.8, - "Pop": 4263.0, - "Pop16": 3287.5, - "Price": 62.8, - "Sales": 137.1, - "State": 21, - "StateCategorical": 21.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 10426.11953, - "Pimin": 56.4, - "Pop": 4265.0, - "Pop16": 3302.8, - "Price": 65.4, - "Sales": 131.3, - "State": 21, - "StateCategorical": 21.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 11464.065392, - "Pimin": 68.8, - "Pop": 4304.0, - "Pop16": 3346.9, - "Price": 74.9, - "Sales": 128.2, - "State": 21, - "StateCategorical": 21.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 12555.930521, - "Pimin": 76.0, - "Pop": 4349.0, - "Pop16": 3391.9, - "Price": 84.2, - "Sales": 122.5, - "State": 21, - "StateCategorical": 21.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 13494.333124, - "Pimin": 83.6, - "Pop": 4391.0, - "Pop16": 3434.1, - "Price": 90.1, - "Sales": 121.9, - "State": 21, - "StateCategorical": 21.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 14247.129024, - "Pimin": 91.3, - "Pop": 4461.0, - "Pop16": 3496.4, - "Price": 93.3, - "Sales": 121.8, - "State": 21, - "StateCategorical": 21.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 15111.911092, - "Pimin": 94.6, - "Pop": 4535.0, - "Pop16": 3552.0, - "Price": 100.3, - "Sales": 119.3, - "State": 21, - "StateCategorical": 21.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 16491.0, - "Pimin": 102.1, - "Pop": 4622.0, - "Pop16": 3612.0, - "Price": 109.2, - "Sales": 115.0, - "State": 21, - "StateCategorical": 21.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 17489.0, - "Pimin": 109.4, - "Pop": 4694.0, - "Pop16": 3658.0, - "Price": 120.2, - "Sales": 109.0, - "State": 21, - "StateCategorical": 21.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 18172.0, - "Pimin": 128.6, - "Pop": 4747.6, - "Pop16": 3699.8, - "Price": 131.5, - "Sales": 102.8, - "State": 21, - "StateCategorical": 21.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 18477.0, - "Pimin": 136.5, - "Pop": 4826.1, - "Pop16": 3737.4, - "Price": 141.6, - "Sales": 97.6, - "State": 21, - "StateCategorical": 21.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 19746.0, - "Pimin": 157.9, - "Pop": 4871.8, - "Pop16": 3760.2, - "Price": 159.1, - "Sales": 91.7, - "State": 21, - "StateCategorical": 21.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2498.0022941, - "Pimin": 24.2, - "Pop": 5252.0, - "Pop16": 3669.4, - "Price": 28.0, - "Sales": 142.2, - "State": 22, - "StateCategorical": 22.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2653.9271915, - "Pimin": 24.7, - "Pop": 5287.0, - "Pop16": 3686.8, - "Price": 28.4, - "Sales": 138.7, - "State": 22, - "StateCategorical": 22.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2802.3762376, - "Pimin": 24.7, - "Pop": 5361.0, - "Pop16": 3740.8, - "Price": 28.4, - "Sales": 136.5, - "State": 22, - "StateCategorical": 22.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2983.932625, - "Pimin": 25.9, - "Pop": 5403.0, - "Pop16": 3779.3, - "Price": 31.0, - "Sales": 131.6, - "State": 22, - "StateCategorical": 22.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 3187.916566, - "Pimin": 26.5, - "Pop": 5434.0, - "Pop16": 3812.1, - "Price": 33.6, - "Sales": 130.2, - "State": 22, - "StateCategorical": 22.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3401.5123159, - "Pimin": 29.9, - "Pop": 5438.0, - "Pop16": 3839.1, - "Price": 35.1, - "Sales": 128.0, - "State": 22, - "StateCategorical": 22.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3626.8558319, - "Pimin": 29.9, - "Pop": 5467.0, - "Pop16": 3914.3, - "Price": 35.0, - "Sales": 129.7, - "State": 22, - "StateCategorical": 22.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3931.2297754, - "Pimin": 31.4, - "Pop": 5689.0, - "Pop16": 4076.2, - "Price": 39.6, - "Sales": 124.3, - "State": 22, - "StateCategorical": 22.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 4199.2924414, - "Pimin": 34.1, - "Pop": 5741.0, - "Pop16": 4151.4, - "Price": 41.0, - "Sales": 121.4, - "State": 22, - "StateCategorical": 22.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 4442.7915962, - "Pimin": 36.1, - "Pop": 5767.0, - "Pop16": 4211.1, - "Price": 46.0, - "Sales": 117.9, - "State": 22, - "StateCategorical": 22.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4861.4392659, - "Pimin": 36.9, - "Pop": 5793.0, - "Pop16": 4274.8, - "Price": 46.0, - "Sales": 121.2, - "State": 22, - "StateCategorical": 22.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 5272.6110843, - "Pimin": 37.9, - "Pop": 5789.0, - "Pop16": 4313.3, - "Price": 46.3, - "Sales": 124.3, - "State": 22, - "StateCategorical": 22.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5721.1621589, - "Pimin": 40.8, - "Pop": 5778.0, - "Pop16": 4350.9, - "Price": 49.4, - "Sales": 126.1, - "State": 22, - "StateCategorical": 22.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 6115.2463173, - "Pimin": 43.9, - "Pop": 5769.0, - "Pop16": 4389.5, - "Price": 57.4, - "Sales": 116.9, - "State": 22, - "StateCategorical": 22.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 6611.8564356, - "Pimin": 45.0, - "Pop": 5768.0, - "Pop16": 4432.8, - "Price": 57.3, - "Sales": 118.9, - "State": 22, - "StateCategorical": 22.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 7274.0032601, - "Pimin": 49.7, - "Pop": 5771.0, - "Pop16": 4477.2, - "Price": 61.8, - "Sales": 120.5, - "State": 22, - "StateCategorical": 22.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 8027.9962569, - "Pimin": 53.2, - "Pop": 5769.0, - "Pop16": 4513.8, - "Price": 64.5, - "Sales": 118.2, - "State": 22, - "StateCategorical": 22.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 8940.0501087, - "Pimin": 55.3, - "Pop": 5737.0, - "Pop16": 4493.6, - "Price": 68.2, - "Sales": 120.5, - "State": 22, - "StateCategorical": 22.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 9837.1522579, - "Pimin": 58.4, - "Pop": 5773.0, - "Pop16": 4552.3, - "Price": 70.8, - "Sales": 123.2, - "State": 22, - "StateCategorical": 22.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 10820.760686, - "Pimin": 66.8, - "Pop": 5781.0, - "Pop16": 4577.4, - "Price": 78.1, - "Sales": 122.3, - "State": 22, - "StateCategorical": 22.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 11715.726878, - "Pimin": 74.7, - "Pop": 5767.0, - "Pop16": 4585.1, - "Price": 88.7, - "Sales": 119.8, - "State": 22, - "StateCategorical": 22.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 13018.660951, - "Pimin": 90.5, - "Pop": 5798.0, - "Pop16": 4627.5, - "Price": 101.4, - "Sales": 116.0, - "State": 22, - "StateCategorical": 22.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 13860.228206, - "Pimin": 89.2, - "Pop": 5823.0, - "Pop16": 4663.2, - "Price": 108.3, - "Sales": 117.2, - "State": 22, - "StateCategorical": 22.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 14869.468124, - "Pimin": 100.0, - "Pop": 5834.0, - "Pop16": 4679.6, - "Price": 115.0, - "Sales": 115.8, - "State": 22, - "StateCategorical": 22.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 16086.963898, - "Pimin": 102.0, - "Pop": 5855.0, - "Pop16": 4695.0, - "Price": 120.4, - "Sales": 113.8, - "State": 22, - "StateCategorical": 22.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 17690.0, - "Pimin": 113.5, - "Pop": 5889.0, - "Pop16": 4722.0, - "Price": 131.6, - "Sales": 111.7, - "State": 22, - "StateCategorical": 22.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 18636.0, - "Pimin": 125.9, - "Pop": 5913.0, - "Pop16": 4726.0, - "Price": 148.6, - "Sales": 104.4, - "State": 22, - "StateCategorical": 22.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 19051.0, - "Pimin": 135.9, - "Pop": 5913.0, - "Pop16": 4726.0, - "Price": 152.4, - "Sales": 99.4, - "State": 22, - "StateCategorical": 22.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 19385.0, - "Pimin": 150.1, - "Pop": 5893.3, - "Pop16": 4678.8, - "Price": 163.3, - "Sales": 93.5, - "State": 22, - "StateCategorical": 22.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 20822.0, - "Pimin": 164.4, - "Pop": 5895.3, - "Pop16": 4668.0, - "Price": 175.9, - "Sales": 90.5, - "State": 22, - "StateCategorical": 22.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2251.0006434, - "Pimin": 24.4, - "Pop": 8036.0, - "Pop16": 5265.5, - "Price": 28.8, - "Sales": 126.7, - "State": 23, - "StateCategorical": 23.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2462.5308457, - "Pimin": 26.0, - "Pop": 8161.0, - "Pop16": 5362.8, - "Price": 29.3, - "Sales": 125.0, - "State": 23, - "StateCategorical": 23.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2675.0588319, - "Pimin": 26.0, - "Pop": 8317.0, - "Pop16": 5494.4, - "Price": 28.7, - "Sales": 131.8, - "State": 23, - "StateCategorical": 23.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2845.6798913, - "Pimin": 26.3, - "Pop": 8496.0, - "Pop16": 5646.1, - "Price": 29.2, - "Sales": 134.5, - "State": 23, - "StateCategorical": 23.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2906.5447137, - "Pimin": 27.0, - "Pop": 8608.0, - "Pop16": 5758.7, - "Price": 30.0, - "Sales": 134.4, - "State": 23, - "StateCategorical": 23.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3126.0571878, - "Pimin": 29.8, - "Pop": 8673.0, - "Pop16": 5849.3, - "Price": 32.0, - "Sales": 134.2, - "State": 23, - "StateCategorical": 23.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3303.662735, - "Pimin": 29.7, - "Pop": 8766.0, - "Pop16": 5892.2, - "Price": 31.9, - "Sales": 133.4, - "State": 23, - "StateCategorical": 23.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3415.41454, - "Pimin": 30.6, - "Pop": 8875.0, - "Pop16": 6064.9, - "Price": 33.7, - "Sales": 128.6, - "State": 23, - "StateCategorical": 23.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3710.758596, - "Pimin": 32.2, - "Pop": 8965.0, - "Pop16": 6198.4, - "Price": 39.2, - "Sales": 126.1, - "State": 23, - "StateCategorical": 23.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 4008.09822, - "Pimin": 32.5, - "Pop": 9015.0, - "Pop16": 6301.4, - "Price": 40.0, - "Sales": 131.4, - "State": 23, - "StateCategorical": 23.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4496.0145829, - "Pimin": 32.9, - "Pop": 9060.0, - "Pop16": 6398.7, - "Price": 40.2, - "Sales": 133.7, - "State": 23, - "StateCategorical": 23.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4812.3121024, - "Pimin": 34.5, - "Pop": 9096.0, - "Pop16": 6488.4, - "Price": 41.1, - "Sales": 138.8, - "State": 23, - "StateCategorical": 23.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5141.5808135, - "Pimin": 36.7, - "Pop": 9092.0, - "Pop16": 6553.3, - "Price": 44.4, - "Sales": 136.8, - "State": 23, - "StateCategorical": 23.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5686.3708628, - "Pimin": 38.7, - "Pop": 9100.0, - "Pop16": 6621.9, - "Price": 47.9, - "Sales": 138.0, - "State": 23, - "StateCategorical": 23.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 6325.9503896, - "Pimin": 40.6, - "Pop": 9138.0, - "Pop16": 6704.9, - "Price": 48.3, - "Sales": 140.3, - "State": 23, - "StateCategorical": 23.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 7044.3548502, - "Pimin": 50.0, - "Pop": 9181.0, - "Pop16": 6787.9, - "Price": 54.0, - "Sales": 141.8, - "State": 23, - "StateCategorical": 23.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7732.8257917, - "Pimin": 52.5, - "Pop": 9207.0, - "Pop16": 6849.0, - "Price": 57.2, - "Sales": 140.9, - "State": 23, - "StateCategorical": 23.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 8329.5006076, - "Pimin": 53.7, - "Pop": 9262.0, - "Pop16": 6880.4, - "Price": 60.3, - "Sales": 140.7, - "State": 23, - "StateCategorical": 23.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 9004.0025735, - "Pimin": 58.3, - "Pop": 9204.0, - "Pop16": 6871.9, - "Price": 61.8, - "Sales": 139.5, - "State": 23, - "StateCategorical": 23.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 9337.2624205, - "Pimin": 65.1, - "Pop": 9109.0, - "Pop16": 6828.0, - "Price": 68.0, - "Sales": 137.3, - "State": 23, - "StateCategorical": 23.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 10002.784331, - "Pimin": 75.7, - "Pop": 9069.0, - "Pop16": 6828.0, - "Price": 87.7, - "Sales": 128.3, - "State": 23, - "StateCategorical": 23.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 11039.481879, - "Pimin": 85.2, - "Pop": 9075.0, - "Pop16": 6864.2, - "Price": 97.0, - "Sales": 128.2, - "State": 23, - "StateCategorical": 23.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 11760.879691, - "Pimin": 88.8, - "Pop": 9085.0, - "Pop16": 6913.8, - "Price": 101.4, - "Sales": 126.6, - "State": 23, - "StateCategorical": 23.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 12501.235399, - "Pimin": 93.6, - "Pop": 9139.0, - "Pop16": 6992.0, - "Price": 106.0, - "Sales": 126.5, - "State": 23, - "StateCategorical": 23.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 13064.983344, - "Pimin": 100.1, - "Pop": 9200.0, - "Pop16": 7055.0, - "Price": 111.4, - "Sales": 122.1, - "State": 23, - "StateCategorical": 23.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 13957.002216, - "Pimin": 108.4, - "Pop": 9240.0, - "Pop16": 7090.0, - "Price": 122.2, - "Sales": 121.1, - "State": 23, - "StateCategorical": 23.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 14757.0, - "Pimin": 119.0, - "Pop": 9273.0, - "Pop16": 7108.0, - "Price": 133.0, - "Sales": 116.6, - "State": 23, - "StateCategorical": 23.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 15560.0, - "Pimin": 130.8, - "Pop": 9315.1, - "Pop16": 7140.3, - "Price": 143.9, - "Sales": 114.4, - "State": 23, - "StateCategorical": 23.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 15938.0, - "Pimin": 135.8, - "Pop": 9388.2, - "Pop16": 7183.5, - "Price": 144.9, - "Sales": 110.3, - "State": 23, - "StateCategorical": 23.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 17154.0, - "Pimin": 153.5, - "Pop": 9457.4, - "Pop16": 7226.7, - "Price": 176.7, - "Sales": 107.6, - "State": 23, - "StateCategorical": 23.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2067.2509051, - "Pimin": 26.4, - "Pop": 3507.0, - "Pop16": 2314.2, - "Price": 28.7, - "Sales": 112.6, - "State": 24, - "StateCategorical": 24.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2157.0879797, - "Pimin": 27.9, - "Pop": 3529.0, - "Pop16": 2333.4, - "Price": 30.1, - "Sales": 104.7, - "State": 24, - "StateCategorical": 24.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2360.7186821, - "Pimin": 28.1, - "Pop": 3562.0, - "Pop16": 2367.9, - "Price": 30.2, - "Sales": 109.2, - "State": 24, - "StateCategorical": 24.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2527.416365, - "Pimin": 30.2, - "Pop": 3585.0, - "Pop16": 2398.6, - "Price": 30.3, - "Sales": 110.7, - "State": 24, - "StateCategorical": 24.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2669.1593049, - "Pimin": 30.5, - "Pop": 3625.0, - "Pop16": 2444.7, - "Price": 30.9, - "Sales": 114.4, - "State": 24, - "StateCategorical": 24.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2876.7827661, - "Pimin": 32.3, - "Pop": 3663.0, - "Pop16": 2493.6, - "Price": 32.7, - "Sales": 113.7, - "State": 24, - "StateCategorical": 24.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3071.429761, - "Pimin": 32.3, - "Pop": 3700.0, - "Pop16": 2516.7, - "Price": 32.8, - "Sales": 112.3, - "State": 24, - "StateCategorical": 24.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3331.9572773, - "Pimin": 37.3, - "Pop": 3805.0, - "Pop16": 2624.1, - "Price": 39.1, - "Sales": 104.3, - "State": 24, - "StateCategorical": 24.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3524.6078928, - "Pimin": 38.5, - "Pop": 3853.0, - "Pop16": 2690.3, - "Price": 40.1, - "Sales": 116.4, - "State": 24, - "StateCategorical": 24.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3757.186097, - "Pimin": 38.9, - "Pop": 3870.0, - "Pop16": 2734.5, - "Price": 45.2, - "Sales": 96.8, - "State": 24, - "StateCategorical": 24.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4514.8120927, - "Pimin": 39.4, - "Pop": 3891.0, - "Pop16": 2783.4, - "Price": 45.6, - "Sales": 106.8, - "State": 24, - "StateCategorical": 24.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4644.576756, - "Pimin": 39.9, - "Pop": 3907.0, - "Pop16": 2829.4, - "Price": 47.0, - "Sales": 110.6, - "State": 24, - "StateCategorical": 24.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4962.9992759, - "Pimin": 42.6, - "Pop": 3937.0, - "Pop16": 2885.1, - "Price": 49.4, - "Sales": 111.5, - "State": 24, - "StateCategorical": 24.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5312.365677, - "Pimin": 45.0, - "Pop": 3970.0, - "Pop16": 2941.7, - "Price": 52.1, - "Sales": 116.7, - "State": 24, - "StateCategorical": 24.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 6025.0731354, - "Pimin": 46.4, - "Pop": 3996.0, - "Pop16": 2989.7, - "Price": 53.1, - "Sales": 117.2, - "State": 24, - "StateCategorical": 24.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6668.9055033, - "Pimin": 53.2, - "Pop": 4024.0, - "Pop16": 3033.8, - "Price": 57.9, - "Sales": 118.9, - "State": 24, - "StateCategorical": 24.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7378.6183925, - "Pimin": 54.1, - "Pop": 4060.0, - "Pop16": 3078.9, - "Price": 60.9, - "Sales": 118.3, - "State": 24, - "StateCategorical": 24.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 8054.3928313, - "Pimin": 58.8, - "Pop": 4077.0, - "Pop16": 3079.9, - "Price": 63.0, - "Sales": 117.7, - "State": 24, - "StateCategorical": 24.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 8895.8667632, - "Pimin": 61.4, - "Pop": 4094.0, - "Pop16": 3101.9, - "Price": 65.8, - "Sales": 120.8, - "State": 24, - "StateCategorical": 24.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 9376.9942071, - "Pimin": 67.8, - "Pop": 4133.0, - "Pop16": 3130.7, - "Price": 71.7, - "Sales": 119.4, - "State": 24, - "StateCategorical": 24.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 9884.0745836, - "Pimin": 77.9, - "Pop": 4144.0, - "Pop16": 3143.2, - "Price": 87.3, - "Sales": 113.2, - "State": 24, - "StateCategorical": 24.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 11105.858798, - "Pimin": 89.8, - "Pop": 4162.0, - "Pop16": 3166.2, - "Price": 99.2, - "Sales": 110.8, - "State": 24, - "StateCategorical": 24.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 11676.823316, - "Pimin": 92.3, - "Pop": 4190.0, - "Pop16": 3196.9, - "Price": 101.5, - "Sales": 113.0, - "State": 24, - "StateCategorical": 24.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 12407.49819, - "Pimin": 104.2, - "Pop": 4213.0, - "Pop16": 3224.7, - "Price": 116.3, - "Sales": 104.3, - "State": 24, - "StateCategorical": 24.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 12961.493483, - "Pimin": 110.3, - "Pop": 4246.0, - "Pop16": 3266.0, - "Price": 120.1, - "Sales": 108.8, - "State": 24, - "StateCategorical": 24.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 13785.0, - "Pimin": 123.3, - "Pop": 4307.0, - "Pop16": 3312.0, - "Price": 141.7, - "Sales": 94.1, - "State": 24, - "StateCategorical": 24.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 14771.0, - "Pimin": 130.1, - "Pop": 4353.0, - "Pop16": 3339.0, - "Price": 152.5, - "Sales": 92.3, - "State": 24, - "StateCategorical": 24.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 15553.0, - "Pimin": 138.9, - "Pop": 4390.1, - "Pop16": 3367.5, - "Price": 162.3, - "Sales": 90.7, - "State": 24, - "StateCategorical": 24.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 15869.0, - "Pimin": 150.3, - "Pop": 4447.3, - "Pop16": 3406.0, - "Price": 173.9, - "Sales": 86.2, - "State": 24, - "StateCategorical": 24.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 17255.0, - "Pimin": 160.0, - "Pop": 4495.5, - "Pop16": 3440.5, - "Price": 197.7, - "Sales": 83.8, - "State": 24, - "StateCategorical": 24.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1322.5729775, - "Pimin": 26.1, - "Pop": 2291.0, - "Pop16": 1460.9, - "Price": 30.5, - "Sales": 83.9, - "State": 25, - "StateCategorical": 25.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 1383.3694746, - "Pimin": 27.3, - "Pop": 2304.0, - "Pop16": 1472.4, - "Price": 30.4, - "Sales": 86.1, - "State": 25, - "StateCategorical": 25.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 1496.9891576, - "Pimin": 27.2, - "Pop": 2309.0, - "Pop16": 1483.8, - "Price": 31.4, - "Sales": 83.5, - "State": 25, - "StateCategorical": 25.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 1616.588824, - "Pimin": 29.5, - "Pop": 2339.0, - "Pop16": 1516.1, - "Price": 31.8, - "Sales": 86.9, - "State": 25, - "StateCategorical": 25.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 1760.1084237, - "Pimin": 29.6, - "Pop": 2344.0, - "Pop16": 1530.4, - "Price": 31.6, - "Sales": 88.1, - "State": 25, - "StateCategorical": 25.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 1919.5746455, - "Pimin": 30.9, - "Pop": 2349.0, - "Pop16": 1547.5, - "Price": 33.9, - "Sales": 89.0, - "State": 25, - "StateCategorical": 25.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2069.0742285, - "Pimin": 30.9, - "Pop": 2360.0, - "Pop16": 1541.8, - "Price": 34.8, - "Sales": 91.0, - "State": 25, - "StateCategorical": 25.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 2243.4904087, - "Pimin": 34.3, - "Pop": 2216.0, - "Pop16": 1490.4, - "Price": 36.2, - "Sales": 93.4, - "State": 25, - "StateCategorical": 25.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 2441.8265221, - "Pimin": 38.8, - "Pop": 2253.0, - "Pop16": 1529.4, - "Price": 37.5, - "Sales": 105.4, - "State": 25, - "StateCategorical": 25.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 2681.0258549, - "Pimin": 40.0, - "Pop": 2286.0, - "Pop16": 1563.7, - "Price": 37.4, - "Sales": 112.1, - "State": 25, - "StateCategorical": 25.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 3042.8148457, - "Pimin": 39.9, - "Pop": 2319.0, - "Pop16": 1598.9, - "Price": 37.3, - "Sales": 115.0, - "State": 25, - "StateCategorical": 25.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 3302.9441201, - "Pimin": 41.6, - "Pop": 2338.0, - "Pop16": 1623.6, - "Price": 41.4, - "Sales": 117.1, - "State": 25, - "StateCategorical": 25.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 3530.1834862, - "Pimin": 44.3, - "Pop": 2350.0, - "Pop16": 1642.6, - "Price": 43.0, - "Sales": 116.8, - "State": 25, - "StateCategorical": 25.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 3878.0191827, - "Pimin": 48.1, - "Pop": 2371.0, - "Pop16": 1668.3, - "Price": 46.4, - "Sales": 120.9, - "State": 25, - "StateCategorical": 25.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 4343.4612177, - "Pimin": 48.9, - "Pop": 2390.0, - "Pop16": 1691.1, - "Price": 48.8, - "Sales": 122.1, - "State": 25, - "StateCategorical": 25.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 4773.0233528, - "Pimin": 54.2, - "Pop": 2409.0, - "Pop16": 1712.0, - "Price": 53.6, - "Sales": 124.9, - "State": 25, - "StateCategorical": 25.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 5257.4020017, - "Pimin": 56.8, - "Pop": 2429.0, - "Pop16": 1732.0, - "Price": 56.5, - "Sales": 123.9, - "State": 25, - "StateCategorical": 25.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 5676.000834, - "Pimin": 60.0, - "Pop": 2521.0, - "Pop16": 1791.0, - "Price": 59.7, - "Sales": 127.0, - "State": 25, - "StateCategorical": 25.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 6301.9057548, - "Pimin": 62.6, - "Pop": 2531.0, - "Pop16": 1824.3, - "Price": 63.0, - "Sales": 125.3, - "State": 25, - "StateCategorical": 25.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 6824.1576314, - "Pimin": 68.3, - "Pop": 2551.0, - "Pop16": 1841.4, - "Price": 69.2, - "Sales": 125.8, - "State": 25, - "StateCategorical": 25.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 7118.1734779, - "Pimin": 79.1, - "Pop": 2587.0, - "Pop16": 1872.8, - "Price": 78.6, - "Sales": 122.3, - "State": 25, - "StateCategorical": 25.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 7659.3619683, - "Pimin": 88.3, - "Pop": 2598.0, - "Pop16": 1887.1, - "Price": 89.0, - "Sales": 116.4, - "State": 25, - "StateCategorical": 25.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 7968.3277731, - "Pimin": 92.5, - "Pop": 2613.0, - "Pop16": 1900.4, - "Price": 96.4, - "Sales": 115.3, - "State": 25, - "StateCategorical": 25.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 8390.9132611, - "Pimin": 98.8, - "Pop": 2624.0, - "Pop16": 1917.5, - "Price": 106.0, - "Sales": 113.2, - "State": 25, - "StateCategorical": 25.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 8827.4520434, - "Pimin": 103.5, - "Pop": 2625.0, - "Pop16": 1927.0, - "Price": 115.8, - "Sales": 110.0, - "State": 25, - "StateCategorical": 25.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 9560.0, - "Pimin": 112.1, - "Pop": 2620.0, - "Pop16": 1931.0, - "Price": 122.6, - "Sales": 109.0, - "State": 25, - "StateCategorical": 25.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 10102.0, - "Pimin": 121.5, - "Pop": 2621.0, - "Pop16": 1939.0, - "Price": 125.8, - "Sales": 108.3, - "State": 25, - "StateCategorical": 25.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 11054.0, - "Pimin": 135.0, - "Pop": 2620.0, - "Pop16": 1938.2, - "Price": 139.9, - "Sales": 101.8, - "State": 25, - "StateCategorical": 25.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 11528.0, - "Pimin": 137.4, - "Pop": 2639.3, - "Pop16": 1952.4, - "Price": 142.7, - "Sales": 105.6, - "State": 25, - "StateCategorical": 25.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 13006.0, - "Pimin": 163.9, - "Pop": 2661.7, - "Pop16": 1978.8, - "Price": 160.8, - "Sales": 103.9, - "State": 25, - "StateCategorical": 25.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2180.0546712, - "Pimin": 24.1, - "Pop": 4412.0, - "Pop16": 3064.2, - "Price": 25.8, - "Sales": 133.2, - "State": 26, - "StateCategorical": 26.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2313.1146487, - "Pimin": 25.0, - "Pop": 4471.0, - "Pop16": 3103.8, - "Price": 25.7, - "Sales": 130.0, - "State": 26, - "StateCategorical": 26.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2486.6248593, - "Pimin": 24.5, - "Pop": 4492.0, - "Pop16": 3125.9, - "Price": 26.1, - "Sales": 130.2, - "State": 26, - "StateCategorical": 26.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2623.9427561, - "Pimin": 24.7, - "Pop": 4567.0, - "Pop16": 3191.5, - "Price": 26.2, - "Sales": 139.3, - "State": 26, - "StateCategorical": 26.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2772.9699309, - "Pimin": 25.0, - "Pop": 4587.0, - "Pop16": 3218.5, - "Price": 27.5, - "Sales": 138.3, - "State": 26, - "StateCategorical": 26.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3018.8647693, - "Pimin": 26.3, - "Pop": 4610.0, - "Pop16": 3258.0, - "Price": 29.2, - "Sales": 137.3, - "State": 26, - "StateCategorical": 26.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3128.5061907, - "Pimin": 27.0, - "Pop": 4651.0, - "Pop16": 3325.5, - "Price": 29.9, - "Sales": 137.2, - "State": 26, - "StateCategorical": 26.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3389.3037466, - "Pimin": 28.3, - "Pop": 4677.0, - "Pop16": 3352.5, - "Price": 36.0, - "Sales": 121.3, - "State": 26, - "StateCategorical": 26.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3624.5537868, - "Pimin": 30.1, - "Pop": 4717.0, - "Pop16": 3413.2, - "Price": 36.8, - "Sales": 127.6, - "State": 26, - "StateCategorical": 26.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3848.094549, - "Pimin": 30.6, - "Pop": 4745.0, - "Pop16": 3458.5, - "Price": 37.7, - "Sales": 130.0, - "State": 26, - "StateCategorical": 26.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4351.5935038, - "Pimin": 30.6, - "Pop": 4763.0, - "Pop16": 3501.9, - "Price": 37.7, - "Sales": 132.1, - "State": 26, - "StateCategorical": 26.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4610.2621, - "Pimin": 31.5, - "Pop": 4771.0, - "Pop16": 3542.3, - "Price": 38.0, - "Sales": 135.4, - "State": 26, - "StateCategorical": 26.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5041.3764271, - "Pimin": 33.3, - "Pop": 4779.0, - "Pop16": 3578.0, - "Price": 43.5, - "Sales": 135.6, - "State": 26, - "StateCategorical": 26.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5443.749799, - "Pimin": 36.0, - "Pop": 4804.0, - "Pop16": 3628.1, - "Price": 44.7, - "Sales": 139.5, - "State": 26, - "StateCategorical": 26.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 6035.6005789, - "Pimin": 36.9, - "Pop": 4823.0, - "Pop16": 3667.6, - "Price": 45.9, - "Sales": 140.8, - "State": 26, - "StateCategorical": 26.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6645.5475157, - "Pimin": 41.4, - "Pop": 4847.0, - "Pop16": 3707.2, - "Price": 49.9, - "Sales": 141.8, - "State": 26, - "StateCategorical": 26.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7398.1347484, - "Pimin": 43.4, - "Pop": 4867.0, - "Pop16": 3739.9, - "Price": 52.2, - "Sales": 140.2, - "State": 26, - "StateCategorical": 26.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 7856.9255507, - "Pimin": 46.3, - "Pop": 4917.0, - "Pop16": 3764.0, - "Price": 57.3, - "Sales": 142.1, - "State": 26, - "StateCategorical": 26.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 8681.8974112, - "Pimin": 49.4, - "Pop": 4941.0, - "Pop16": 3788.1, - "Price": 59.9, - "Sales": 140.5, - "State": 26, - "StateCategorical": 26.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 9133.2368548, - "Pimin": 56.3, - "Pop": 4951.0, - "Pop16": 3797.8, - "Price": 64.7, - "Sales": 139.7, - "State": 26, - "StateCategorical": 26.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 9800.6657019, - "Pimin": 66.4, - "Pop": 4970.0, - "Pop16": 3817.1, - "Price": 74.8, - "Sales": 134.1, - "State": 26, - "StateCategorical": 26.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 10675.668114, - "Pimin": 75.4, - "Pop": 5008.0, - "Pop16": 3850.8, - "Price": 84.8, - "Sales": 130.0, - "State": 26, - "StateCategorical": 26.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 11363.322078, - "Pimin": 79.3, - "Pop": 5034.0, - "Pop16": 3881.6, - "Price": 93.7, - "Sales": 129.2, - "State": 26, - "StateCategorical": 26.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 11942.3991, - "Pimin": 85.4, - "Pop": 5064.0, - "Pop16": 3914.4, - "Price": 101.9, - "Sales": 128.8, - "State": 26, - "StateCategorical": 26.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 12519.347162, - "Pimin": 90.5, - "Pop": 5103.0, - "Pop16": 3952.0, - "Price": 108.5, - "Sales": 128.7, - "State": 26, - "StateCategorical": 26.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 13240.0, - "Pimin": 94.4, - "Pop": 5141.0, - "Pop16": 3984.0, - "Price": 114.6, - "Sales": 127.4, - "State": 26, - "StateCategorical": 26.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 14008.0, - "Pimin": 103.8, - "Pop": 5159.0, - "Pop16": 3998.0, - "Price": 118.9, - "Sales": 122.8, - "State": 26, - "StateCategorical": 26.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 14956.0, - "Pimin": 115.6, - "Pop": 5180.3, - "Pop16": 4014.5, - "Price": 129.1, - "Sales": 119.1, - "State": 26, - "StateCategorical": 26.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 15331.0, - "Pimin": 120.5, - "Pop": 5221.8, - "Pop16": 4031.8, - "Price": 132.5, - "Sales": 119.9, - "State": 26, - "StateCategorical": 26.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 16742.0, - "Pimin": 135.8, - "Pop": 5257.2, - "Pop16": 4062.4, - "Price": 153.1, - "Sales": 122.3, - "State": 26, - "StateCategorical": 26.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2079.7832302, - "Pimin": 26.2, - "Pop": 701.0, - "Pop16": 461.6, - "Price": 30.5, - "Sales": 118.9, - "State": 27, - "StateCategorical": 27.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2136.7210488, - "Pimin": 26.2, - "Pop": 703.0, - "Pop16": 465.5, - "Price": 30.8, - "Sales": 112.8, - "State": 27, - "StateCategorical": 27.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2292.0060087, - "Pimin": 26.1, - "Pop": 703.0, - "Pop16": 467.4, - "Price": 31.0, - "Sales": 118.0, - "State": 27, - "StateCategorical": 27.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2446.2557356, - "Pimin": 26.5, - "Pop": 703.0, - "Pop16": 471.2, - "Price": 30.9, - "Sales": 114.9, - "State": 27, - "StateCategorical": 27.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2514.581118, - "Pimin": 27.4, - "Pop": 699.0, - "Pop16": 472.2, - "Price": 31.3, - "Sales": 118.0, - "State": 27, - "StateCategorical": 27.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2639.844319, - "Pimin": 32.0, - "Pop": 696.0, - "Pop16": 475.1, - "Price": 32.4, - "Sales": 116.1, - "State": 27, - "StateCategorical": 27.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2789.9531136, - "Pimin": 31.9, - "Pop": 694.0, - "Pop16": 471.2, - "Price": 32.6, - "Sales": 117.4, - "State": 27, - "StateCategorical": 27.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3091.2059359, - "Pimin": 33.8, - "Pop": 694.0, - "Pop16": 482.8, - "Price": 34.0, - "Sales": 111.2, - "State": 27, - "StateCategorical": 27.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3224.7510015, - "Pimin": 33.6, - "Pop": 710.0, - "Pop16": 501.1, - "Price": 34.7, - "Sales": 115.6, - "State": 27, - "StateCategorical": 27.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3686.464949, - "Pimin": 33.7, - "Pop": 718.0, - "Pop16": 511.7, - "Price": 40.1, - "Sales": 122.2, - "State": 27, - "StateCategorical": 27.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4281.7239621, - "Pimin": 34.4, - "Pop": 726.0, - "Pop16": 523.3, - "Price": 40.9, - "Sales": 119.9, - "State": 27, - "StateCategorical": 27.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4548.8140932, - "Pimin": 35.8, - "Pop": 735.0, - "Pop16": 534.8, - "Price": 41.8, - "Sales": 121.9, - "State": 27, - "StateCategorical": 27.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4888.370539, - "Pimin": 38.6, - "Pop": 747.0, - "Pop16": 548.3, - "Price": 43.7, - "Sales": 123.7, - "State": 27, - "StateCategorical": 27.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5151.3197378, - "Pimin": 42.5, - "Pop": 756.0, - "Pop16": 559.9, - "Price": 45.3, - "Sales": 124.9, - "State": 27, - "StateCategorical": 27.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5470.1715222, - "Pimin": 43.4, - "Pop": 768.0, - "Pop16": 572.4, - "Price": 47.6, - "Sales": 127.0, - "State": 27, - "StateCategorical": 27.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6344.9434632, - "Pimin": 49.8, - "Pop": 780.0, - "Pop16": 584.9, - "Price": 51.9, - "Sales": 127.2, - "State": 27, - "StateCategorical": 27.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 6767.3185543, - "Pimin": 51.7, - "Pop": 786.0, - "Pop16": 591.7, - "Price": 53.7, - "Sales": 120.3, - "State": 27, - "StateCategorical": 27.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 7466.100874, - "Pimin": 55.3, - "Pop": 787.0, - "Pop16": 590.7, - "Price": 56.7, - "Sales": 122.0, - "State": 27, - "StateCategorical": 27.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 8322.2386198, - "Pimin": 55.9, - "Pop": 793.0, - "Pop16": 593.6, - "Price": 60.4, - "Sales": 121.1, - "State": 27, - "StateCategorical": 27.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 8779.8116351, - "Pimin": 64.3, - "Pop": 801.0, - "Pop16": 599.4, - "Price": 65.7, - "Sales": 122.4, - "State": 27, - "StateCategorical": 27.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 8956.8364894, - "Pimin": 71.0, - "Pop": 817.0, - "Pop16": 611.0, - "Price": 77.2, - "Sales": 113.7, - "State": 27, - "StateCategorical": 27.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 9446.5017298, - "Pimin": 81.7, - "Pop": 824.0, - "Pop16": 616.7, - "Price": 91.3, - "Sales": 110.1, - "State": 27, - "StateCategorical": 27.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 9765.3535142, - "Pimin": 87.4, - "Pop": 825.0, - "Pop16": 618.7, - "Price": 95.5, - "Sales": 103.6, - "State": 27, - "StateCategorical": 27.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 10476.558631, - "Pimin": 97.8, - "Pop": 817.0, - "Pop16": 614.8, - "Price": 102.0, - "Sales": 97.8, - "State": 27, - "StateCategorical": 27.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 10846.136835, - "Pimin": 102.7, - "Pop": 809.0, - "Pop16": 610.0, - "Price": 106.2, - "Sales": 91.7, - "State": 27, - "StateCategorical": 27.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 11371.0, - "Pimin": 112.9, - "Pop": 805.0, - "Pop16": 608.0, - "Price": 115.3, - "Sales": 87.1, - "State": 27, - "StateCategorical": 27.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 12390.0, - "Pimin": 118.6, - "Pop": 806.0, - "Pop16": 610.0, - "Price": 123.0, - "Sales": 86.2, - "State": 27, - "StateCategorical": 27.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 13318.0, - "Pimin": 129.5, - "Pop": 805.0, - "Pop16": 609.2, - "Price": 140.4, - "Sales": 84.7, - "State": 27, - "StateCategorical": 27.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 14079.0, - "Pimin": 127.0, - "Pop": 814.1, - "Pop16": 618.4, - "Price": 143.6, - "Sales": 82.9, - "State": 27, - "StateCategorical": 27.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 15490.0, - "Pimin": 155.1, - "Pop": 830.2, - "Pop16": 632.6, - "Price": 163.5, - "Sales": 86.6, - "State": 27, - "StateCategorical": 27.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2055.0955137, - "Pimin": 25.8, - "Pop": 1468.0, - "Pop16": 1002.9, - "Price": 25.8, - "Sales": 118.5, - "State": 28, - "StateCategorical": 28.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2135.9252291, - "Pimin": 25.6, - "Pop": 1471.0, - "Pop16": 1005.8, - "Price": 27.5, - "Sales": 106.3, - "State": 28, - "StateCategorical": 28.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2395.5906898, - "Pimin": 26.1, - "Pop": 1459.0, - "Pop16": 1001.0, - "Price": 27.6, - "Sales": 110.5, - "State": 28, - "StateCategorical": 28.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2588.5716353, - "Pimin": 26.2, - "Pop": 1442.0, - "Pop16": 993.2, - "Price": 29.6, - "Sales": 106.1, - "State": 28, - "StateCategorical": 28.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2670.4117221, - "Pimin": 27.4, - "Pop": 1443.0, - "Pop16": 1000.0, - "Price": 31.4, - "Sales": 110.0, - "State": 28, - "StateCategorical": 28.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2801.7600096, - "Pimin": 29.2, - "Pop": 1453.0, - "Pop16": 1016.5, - "Price": 33.2, - "Sales": 109.5, - "State": 28, - "StateCategorical": 28.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3106.8921852, - "Pimin": 29.9, - "Pop": 1449.0, - "Pop16": 1018.4, - "Price": 32.9, - "Sales": 108.4, - "State": 28, - "StateCategorical": 28.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3295.831645, - "Pimin": 34.1, - "Pop": 1483.0, - "Pop16": 1059.1, - "Price": 33.9, - "Sales": 108.1, - "State": 28, - "StateCategorical": 28.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3540.341534, - "Pimin": 34.4, - "Pop": 1505.0, - "Pop16": 1084.3, - "Price": 34.7, - "Sales": 108.6, - "State": 28, - "StateCategorical": 28.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3919.2308249, - "Pimin": 34.4, - "Pop": 1520.0, - "Pop16": 1104.7, - "Price": 41.1, - "Sales": 104.9, - "State": 28, - "StateCategorical": 28.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4689.133864, - "Pimin": 34.4, - "Pop": 1531.0, - "Pop16": 1123.1, - "Price": 41.2, - "Sales": 106.6, - "State": 28, - "StateCategorical": 28.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4679.0301495, - "Pimin": 35.8, - "Pop": 1541.0, - "Pop16": 1141.5, - "Price": 42.0, - "Sales": 110.5, - "State": 28, - "StateCategorical": 28.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5349.9167873, - "Pimin": 38.6, - "Pop": 1546.0, - "Pop16": 1155.0, - "Price": 44.6, - "Sales": 114.1, - "State": 28, - "StateCategorical": 28.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5448.9331886, - "Pimin": 42.6, - "Pop": 1555.0, - "Pop16": 1171.5, - "Price": 46.8, - "Sales": 118.1, - "State": 28, - "StateCategorical": 28.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5813.6772793, - "Pimin": 43.4, - "Pop": 1561.0, - "Pop16": 1184.1, - "Price": 48.1, - "Sales": 117.7, - "State": 28, - "StateCategorical": 28.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6579.5388326, - "Pimin": 49.8, - "Pop": 1569.0, - "Pop16": 1197.7, - "Price": 53.6, - "Sales": 117.4, - "State": 28, - "StateCategorical": 28.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7449.4686445, - "Pimin": 51.7, - "Pop": 1574.0, - "Pop16": 1205.4, - "Price": 55.4, - "Sales": 116.1, - "State": 28, - "StateCategorical": 28.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 7640.4288471, - "Pimin": 55.3, - "Pop": 1570.0, - "Pop16": 1194.8, - "Price": 59.5, - "Sales": 116.3, - "State": 28, - "StateCategorical": 28.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 8947.8494935, - "Pimin": 55.9, - "Pop": 1577.0, - "Pop16": 1199.6, - "Price": 60.9, - "Sales": 117.0, - "State": 28, - "StateCategorical": 28.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 9097.384467, - "Pimin": 64.3, - "Pop": 1586.0, - "Pop16": 1205.4, - "Price": 69.7, - "Sales": 117.1, - "State": 28, - "StateCategorical": 28.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 9525.7819585, - "Pimin": 71.0, - "Pop": 1597.0, - "Pop16": 1212.2, - "Price": 83.7, - "Sales": 110.8, - "State": 28, - "StateCategorical": 28.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 10599.806802, - "Pimin": 81.7, - "Pop": 1606.0, - "Pop16": 1220.9, - "Price": 94.8, - "Sales": 107.7, - "State": 28, - "StateCategorical": 28.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 11166.625181, - "Pimin": 87.4, - "Pop": 1604.0, - "Pop16": 1221.9, - "Price": 95.8, - "Sales": 105.1, - "State": 28, - "StateCategorical": 28.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 11542.483357, - "Pimin": 97.8, - "Pop": 1598.0, - "Pop16": 1220.0, - "Price": 104.0, - "Sales": 103.1, - "State": 28, - "StateCategorical": 28.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 11983.005306, - "Pimin": 102.7, - "Pop": 1594.0, - "Pop16": 1219.0, - "Price": 113.7, - "Sales": 101.3, - "State": 28, - "StateCategorical": 28.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 12567.0, - "Pimin": 112.9, - "Pop": 1602.0, - "Pop16": 1227.0, - "Price": 123.3, - "Sales": 92.9, - "State": 28, - "StateCategorical": 28.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 13268.0, - "Pimin": 118.6, - "Pop": 1611.0, - "Pop16": 1232.0, - "Price": 139.3, - "Sales": 93.8, - "State": 28, - "StateCategorical": 28.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 15153.0, - "Pimin": 129.1, - "Pop": 1614.1, - "Pop16": 1234.3, - "Price": 143.4, - "Sales": 89.9, - "State": 28, - "StateCategorical": 28.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 15466.0, - "Pimin": 127.0, - "Pop": 1629.4, - "Pop16": 1244.7, - "Price": 152.2, - "Sales": 92.4, - "State": 28, - "StateCategorical": 28.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 16992.0, - "Pimin": 153.1, - "Pop": 1642.7, - "Pop16": 1255.1, - "Price": 169.5, - "Sales": 90.6, - "State": 28, - "StateCategorical": 28.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2836.8368237, - "Pimin": 23.9, - "Pop": 391.0, - "Pop16": 263.2, - "Price": 29.9, - "Sales": 212.7, - "State": 29, - "StateCategorical": 29.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2919.3030105, - "Pimin": 24.0, - "Pop": 418.0, - "Pop16": 280.6, - "Price": 29.5, - "Sales": 206.3, - "State": 29, - "StateCategorical": 29.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 3016.0633362, - "Pimin": 24.2, - "Pop": 434.0, - "Pop16": 289.3, - "Price": 29.7, - "Sales": 192.7, - "State": 29, - "StateCategorical": 29.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 3160.1042757, - "Pimin": 25.5, - "Pop": 435.0, - "Pop16": 287.3, - "Price": 29.9, - "Sales": 184.0, - "State": 29, - "StateCategorical": 29.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 3332.7334933, - "Pimin": 26.0, - "Pop": 436.0, - "Pop16": 287.3, - "Price": 30.2, - "Sales": 175.8, - "State": 29, - "StateCategorical": 29.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3639.507708, - "Pimin": 31.3, - "Pop": 449.0, - "Pop16": 296.0, - "Price": 32.8, - "Sales": 189.7, - "State": 29, - "StateCategorical": 29.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3897.9017597, - "Pimin": 31.9, - "Pop": 457.0, - "Pop16": 302.8, - "Price": 33.3, - "Sales": 198.6, - "State": 29, - "StateCategorical": 29.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 4377.305192, - "Pimin": 33.8, - "Pop": 488.0, - "Pop16": 341.3, - "Price": 38.9, - "Sales": 189.5, - "State": 29, - "StateCategorical": 29.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 4597.2150233, - "Pimin": 33.6, - "Pop": 514.0, - "Pop16": 361.6, - "Price": 44.0, - "Sales": 190.5, - "State": 29, - "StateCategorical": 29.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 4786.3374782, - "Pimin": 33.7, - "Pop": 535.0, - "Pop16": 380.9, - "Price": 40.6, - "Sales": 198.6, - "State": 29, - "StateCategorical": 29.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 5256.9445172, - "Pimin": 36.3, - "Pop": 551.0, - "Pop16": 395.3, - "Price": 40.3, - "Sales": 201.5, - "State": 29, - "StateCategorical": 29.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 5525.2345113, - "Pimin": 37.8, - "Pop": 573.0, - "Pop16": 414.6, - "Price": 41.9, - "Sales": 204.7, - "State": 29, - "StateCategorical": 29.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 6103.5973677, - "Pimin": 40.3, - "Pop": 590.0, - "Pop16": 431.0, - "Price": 44.5, - "Sales": 205.2, - "State": 29, - "StateCategorical": 29.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 6572.0053083, - "Pimin": 42.5, - "Pop": 610.0, - "Pop16": 450.3, - "Price": 44.9, - "Sales": 201.4, - "State": 29, - "StateCategorical": 29.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 7269.1194735, - "Pimin": 44.7, - "Pop": 634.0, - "Pop16": 472.5, - "Price": 49.3, - "Sales": 190.8, - "State": 29, - "StateCategorical": 29.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 8207.034904, - "Pimin": 49.5, - "Pop": 666.0, - "Pop16": 500.4, - "Price": 54.3, - "Sales": 187.0, - "State": 29, - "StateCategorical": 29.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 9016.3030832, - "Pimin": 53.7, - "Pop": 702.0, - "Pop16": 530.3, - "Price": 57.1, - "Sales": 183.3, - "State": 29, - "StateCategorical": 29.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 9886.046466, - "Pimin": 56.4, - "Pop": 799.0, - "Pop16": 616.2, - "Price": 63.1, - "Sales": 177.7, - "State": 29, - "StateCategorical": 29.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 10682.120055, - "Pimin": 59.2, - "Pop": 845.0, - "Pop16": 651.8, - "Price": 63.3, - "Sales": 171.9, - "State": 29, - "StateCategorical": 29.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 10913.025378, - "Pimin": 67.6, - "Pop": 881.0, - "Pop16": 680.8, - "Price": 71.6, - "Sales": 165.1, - "State": 29, - "StateCategorical": 29.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 11571.655323, - "Pimin": 76.5, - "Pop": 891.0, - "Pop16": 689.4, - "Price": 81.9, - "Sales": 159.2, - "State": 29, - "StateCategorical": 29.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 12056.556501, - "Pimin": 88.5, - "Pop": 911.0, - "Pop16": 706.8, - "Price": 99.8, - "Sales": 136.6, - "State": 29, - "StateCategorical": 29.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 12701.991856, - "Pimin": 97.6, - "Pop": 940.0, - "Pop16": 729.0, - "Price": 109.3, - "Sales": 146.7, - "State": 29, - "StateCategorical": 29.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 13280.354712, - "Pimin": 99.9, - "Pop": 967.0, - "Pop16": 751.1, - "Price": 106.6, - "Sales": 142.6, - "State": 29, - "StateCategorical": 29.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 13991.763016, - "Pimin": 103.9, - "Pop": 1007.0, - "Pop16": 782.0, - "Price": 114.0, - "Sales": 147.7, - "State": 29, - "StateCategorical": 29.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 15121.0, - "Pimin": 113.5, - "Pop": 1054.0, - "Pop16": 816.0, - "Price": 129.6, - "Sales": 141.9, - "State": 29, - "StateCategorical": 29.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 16295.0, - "Pimin": 125.6, - "Pop": 1111.0, - "Pop16": 860.0, - "Price": 145.6, - "Sales": 137.9, - "State": 29, - "StateCategorical": 29.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 16142.0, - "Pimin": 130.2, - "Pop": 1174.5, - "Pop16": 909.2, - "Price": 173.7, - "Sales": 137.3, - "State": 29, - "StateCategorical": 29.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 16382.0, - "Pimin": 144.4, - "Pop": 1254.6, - "Pop16": 965.6, - "Price": 186.3, - "Sales": 115.5, - "State": 29, - "StateCategorical": 29.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 17711.0, - "Pimin": 165.7, - "Pop": 1296.7, - "Pop16": 993.9, - "Price": 193.8, - "Sales": 110.0, - "State": 29, - "StateCategorical": 29.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2320.244472, - "Pimin": 26.7, - "Pop": 646.0, - "Pop16": 446.2, - "Price": 24.2, - "Sales": 221.4, - "State": 30, - "StateCategorical": 30.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2487.4187594, - "Pimin": 26.8, - "Pop": 659.0, - "Pop16": 454.9, - "Price": 24.7, - "Sales": 223.9, - "State": 30, - "StateCategorical": 30.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2632.1535451, - "Pimin": 27.2, - "Pop": 673.0, - "Pop16": 465.5, - "Price": 24.7, - "Sales": 233.8, - "State": 30, - "StateCategorical": 30.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2845.3288109, - "Pimin": 29.6, - "Pop": 676.0, - "Pop16": 468.4, - "Price": 25.9, - "Sales": 287.6, - "State": 30, - "StateCategorical": 30.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 3025.9667993, - "Pimin": 30.3, - "Pop": 691.0, - "Pop16": 480.0, - "Price": 26.5, - "Sales": 297.9, - "State": 30, - "StateCategorical": 30.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3259.3376166, - "Pimin": 32.0, - "Pop": 703.0, - "Pop16": 489.6, - "Price": 29.9, - "Sales": 264.0, - "State": 30, - "StateCategorical": 30.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3493.830409, - "Pimin": 33.4, - "Pop": 717.0, - "Pop16": 505.0, - "Price": 29.9, - "Sales": 248.5, - "State": 30, - "StateCategorical": 30.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3659.8827213, - "Pimin": 37.7, - "Pop": 737.0, - "Pop16": 517.6, - "Price": 31.4, - "Sales": 265.7, - "State": 30, - "StateCategorical": 30.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3880.9118127, - "Pimin": 38.8, - "Pop": 759.0, - "Pop16": 537.8, - "Price": 34.1, - "Sales": 278.0, - "State": 30, - "StateCategorical": 30.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 4114.28263, - "Pimin": 40.0, - "Pop": 775.0, - "Pop16": 554.2, - "Price": 36.1, - "Sales": 296.2, - "State": 30, - "StateCategorical": 30.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4600.097841, - "Pimin": 39.8, - "Pop": 793.0, - "Pop16": 571.5, - "Price": 36.9, - "Sales": 279.0, - "State": 30, - "StateCategorical": 30.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4961.3738178, - "Pimin": 41.3, - "Pop": 805.0, - "Pop16": 586.9, - "Price": 37.9, - "Sales": 269.8, - "State": 30, - "StateCategorical": 30.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5317.0399191, - "Pimin": 41.8, - "Pop": 815.0, - "Pop16": 599.5, - "Price": 40.8, - "Sales": 269.1, - "State": 30, - "StateCategorical": 30.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5830.9045072, - "Pimin": 47.1, - "Pop": 829.0, - "Pop16": 615.9, - "Price": 43.9, - "Sales": 290.5, - "State": 30, - "StateCategorical": 30.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 6362.7206966, - "Pimin": 47.0, - "Pop": 850.0, - "Pop16": 638.0, - "Price": 45.0, - "Sales": 278.8, - "State": 30, - "StateCategorical": 30.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 7041.5156219, - "Pimin": 52.5, - "Pop": 869.0, - "Pop16": 658.3, - "Price": 49.7, - "Sales": 269.6, - "State": 30, - "StateCategorical": 30.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7863.9233579, - "Pimin": 54.5, - "Pop": 887.0, - "Pop16": 676.6, - "Price": 53.2, - "Sales": 254.6, - "State": 30, - "StateCategorical": 30.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 8721.1123214, - "Pimin": 58.9, - "Pop": 921.0, - "Pop16": 702.6, - "Price": 55.3, - "Sales": 247.8, - "State": 30, - "StateCategorical": 30.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 9604.1067119, - "Pimin": 61.0, - "Pop": 936.0, - "Pop16": 719.0, - "Price": 58.4, - "Sales": 245.4, - "State": 30, - "StateCategorical": 30.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 10404.074946, - "Pimin": 66.8, - "Pop": 951.0, - "Pop16": 733.4, - "Price": 67.0, - "Sales": 239.8, - "State": 30, - "StateCategorical": 30.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 11282.581436, - "Pimin": 77.0, - "Pop": 959.0, - "Pop16": 742.1, - "Price": 74.7, - "Sales": 232.9, - "State": 30, - "StateCategorical": 30.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 12609.87796, - "Pimin": 90.6, - "Pop": 977.0, - "Pop16": 760.4, - "Price": 90.5, - "Sales": 215.1, - "State": 30, - "StateCategorical": 30.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 13589.362207, - "Pimin": 95.5, - "Pop": 998.0, - "Pop16": 778.7, - "Price": 89.2, - "Sales": 201.1, - "State": 30, - "StateCategorical": 30.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 14550.894854, - "Pimin": 104.9, - "Pop": 1027.0, - "Pop16": 802.8, - "Price": 100.0, - "Sales": 195.9, - "State": 30, - "StateCategorical": 30.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 15902.874829, - "Pimin": 113.8, - "Pop": 1057.0, - "Pop16": 825.0, - "Price": 102.0, - "Sales": 195.1, - "State": 30, - "StateCategorical": 30.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 17201.0, - "Pimin": 123.7, - "Pop": 1085.0, - "Pop16": 843.0, - "Price": 113.5, - "Sales": 180.4, - "State": 30, - "StateCategorical": 30.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 17829.0, - "Pimin": 129.7, - "Pop": 1107.0, - "Pop16": 858.0, - "Price": 125.9, - "Sales": 172.9, - "State": 30, - "StateCategorical": 30.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 18475.0, - "Pimin": 143.7, - "Pop": 1111.0, - "Pop16": 861.1, - "Price": 135.9, - "Sales": 152.4, - "State": 30, - "StateCategorical": 30.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 18710.0, - "Pimin": 150.1, - "Pop": 1107.0, - "Pop16": 855.1, - "Price": 153.9, - "Sales": 144.8, - "State": 30, - "StateCategorical": 30.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 20889.0, - "Pimin": 168.0, - "Pop": 1113.0, - "Pop16": 965.5, - "Price": 164.4, - "Sales": 143.7, - "State": 30, - "StateCategorical": 30.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2856.5116817, - "Pimin": 26.2, - "Pop": 6542.0, - "Pop16": 4606.4, - "Price": 28.8, - "Sales": 141.4, - "State": 31, - "StateCategorical": 31.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 3057.5661578, - "Pimin": 26.9, - "Pop": 6680.0, - "Pop16": 4702.4, - "Price": 30.0, - "Sales": 135.6, - "State": 31, - "StateCategorical": 31.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 3219.0689336, - "Pimin": 26.5, - "Pop": 6781.0, - "Pop16": 4773.3, - "Price": 30.0, - "Sales": 138.0, - "State": 31, - "StateCategorical": 31.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 3436.6032848, - "Pimin": 29.8, - "Pop": 6911.0, - "Pop16": 4877.1, - "Price": 30.1, - "Sales": 144.9, - "State": 31, - "StateCategorical": 31.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 3633.2631275, - "Pimin": 30.1, - "Pop": 6981.0, - "Pop16": 4945.0, - "Price": 34.2, - "Sales": 131.1, - "State": 31, - "StateCategorical": 31.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3909.0263706, - "Pimin": 32.0, - "Pop": 7070.0, - "Pop16": 5037.2, - "Price": 34.5, - "Sales": 130.2, - "State": 31, - "StateCategorical": 31.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 4139.7446218, - "Pimin": 32.2, - "Pop": 7148.0, - "Pop16": 5163.3, - "Price": 38.6, - "Sales": 121.2, - "State": 31, - "StateCategorical": 31.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 4505.5978487, - "Pimin": 38.4, - "Pop": 7168.0, - "Pop16": 5153.6, - "Price": 41.0, - "Sales": 120.7, - "State": 31, - "StateCategorical": 31.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 4830.8007171, - "Pimin": 41.3, - "Pop": 7273.0, - "Pop16": 5275.8, - "Price": 41.7, - "Sales": 125.1, - "State": 31, - "StateCategorical": 31.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 5094.4787185, - "Pimin": 42.7, - "Pop": 7322.0, - "Pop16": 5359.2, - "Price": 42.1, - "Sales": 128.4, - "State": 31, - "StateCategorical": 31.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 5593.2696044, - "Pimin": 44.0, - "Pop": 7316.0, - "Pop16": 5402.9, - "Price": 48.9, - "Sales": 120.2, - "State": 31, - "StateCategorical": 31.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 6039.3248901, - "Pimin": 44.2, - "Pop": 7312.0, - "Pop16": 5450.4, - "Price": 50.2, - "Sales": 121.4, - "State": 31, - "StateCategorical": 31.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 6568.8782096, - "Pimin": 45.9, - "Pop": 7313.0, - "Pop16": 5503.8, - "Price": 52.8, - "Sales": 122.3, - "State": 31, - "StateCategorical": 31.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 7036.906662, - "Pimin": 50.1, - "Pop": 7312.0, - "Pop16": 5554.3, - "Price": 53.6, - "Sales": 122.4, - "State": 31, - "StateCategorical": 31.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 7551.0787647, - "Pimin": 51.7, - "Pop": 7306.0, - "Pop16": 5596.9, - "Price": 56.9, - "Sales": 122.8, - "State": 31, - "StateCategorical": 31.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 8326.7315522, - "Pimin": 57.4, - "Pop": 7316.0, - "Pop16": 5649.3, - "Price": 61.9, - "Sales": 123.9, - "State": 31, - "StateCategorical": 31.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 9119.962873, - "Pimin": 60.0, - "Pop": 7332.0, - "Pop16": 5702.7, - "Price": 63.5, - "Sales": 123.8, - "State": 31, - "StateCategorical": 31.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 10118.643303, - "Pimin": 61.3, - "Pop": 7364.0, - "Pop16": 6708.8, - "Price": 66.4, - "Sales": 124.3, - "State": 31, - "StateCategorical": 31.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 11177.749942, - "Pimin": 64.8, - "Pop": 7404.0, - "Pop16": 5804.6, - "Price": 68.7, - "Sales": 127.9, - "State": 31, - "StateCategorical": 31.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 12130.286722, - "Pimin": 69.8, - "Pop": 7438.0, - "Pop16": 5852.1, - "Price": 76.2, - "Sales": 126.3, - "State": 31, - "StateCategorical": 31.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 13182.801411, - "Pimin": 81.7, - "Pop": 7468.0, - "Pop16": 5898.7, - "Price": 92.1, - "Sales": 121.3, - "State": 31, - "StateCategorical": 31.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 14383.634976, - "Pimin": 91.1, - "Pop": 7515.0, - "Pop16": 5957.8, - "Price": 101.1, - "Sales": 117.8, - "State": 31, - "StateCategorical": 31.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 15321.889197, - "Pimin": 98.7, - "Pop": 7568.0, - "Pop16": 6014.1, - "Price": 104.7, - "Sales": 116.9, - "State": 31, - "StateCategorical": 31.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 16133.79771, - "Pimin": 104.9, - "Pop": 7625.0, - "Pop16": 6075.2, - "Price": 114.5, - "Sales": 115.5, - "State": 31, - "StateCategorical": 31.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 17317.052741, - "Pimin": 110.0, - "Pop": 7672.0, - "Pop16": 6083.0, - "Price": 119.6, - "Sales": 111.6, - "State": 31, - "StateCategorical": 31.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 18998.0, - "Pimin": 112.3, - "Pop": 7721.0, - "Pop16": 6119.0, - "Price": 131.8, - "Sales": 107.8, - "State": 31, - "StateCategorical": 31.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 20218.0, - "Pimin": 122.8, - "Pop": 7736.0, - "Pop16": 6112.0, - "Price": 139.5, - "Sales": 103.0, - "State": 31, - "StateCategorical": 31.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 21328.0, - "Pimin": 133.7, - "Pop": 7740.0, - "Pop16": 6115.2, - "Price": 149.3, - "Sales": 98.6, - "State": 31, - "StateCategorical": 31.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 21884.0, - "Pimin": 143.2, - "Pop": 7770.0, - "Pop16": 6100.2, - "Price": 180.4, - "Sales": 86.7, - "State": 31, - "StateCategorical": 31.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 23074.0, - "Pimin": 174.7, - "Pop": 7799.1, - "Pop16": 6104.2, - "Price": 191.1, - "Sales": 86.6, - "State": 31, - "StateCategorical": 31.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1834.6917869, - "Pimin": 23.9, - "Pop": 990.0, - "Pop16": 609.3, - "Price": 30.1, - "Sales": 92.5, - "State": 32, - "StateCategorical": 32.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 1931.0340497, - "Pimin": 24.0, - "Pop": 1008.0, - "Pop16": 621.9, - "Price": 30.2, - "Sales": 89.9, - "State": 32, - "StateCategorical": 32.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2031.5651065, - "Pimin": 24.2, - "Pop": 1014.0, - "Pop16": 629.6, - "Price": 30.2, - "Sales": 96.3, - "State": 32, - "StateCategorical": 32.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2156.181729, - "Pimin": 29.6, - "Pop": 1009.0, - "Pop16": 628.6, - "Price": 30.4, - "Sales": 96.5, - "State": 32, - "StateCategorical": 32.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2254.6183888, - "Pimin": 29.2, - "Pop": 1002.0, - "Pop16": 629.6, - "Price": 31.5, - "Sales": 95.5, - "State": 32, - "StateCategorical": 32.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2433.6893337, - "Pimin": 31.2, - "Pop": 994.0, - "Pop16": 632.5, - "Price": 33.7, - "Sales": 99.9, - "State": 32, - "StateCategorical": 32.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2563.5419488, - "Pimin": 33.3, - "Pop": 994.0, - "Pop16": 619.0, - "Price": 37.9, - "Sales": 87.0, - "State": 32, - "StateCategorical": 32.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 2785.5480326, - "Pimin": 34.6, - "Pop": 1016.0, - "Pop16": 675.9, - "Price": 39.7, - "Sales": 90.0, - "State": 32, - "StateCategorical": 32.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3026.4036895, - "Pimin": 36.6, - "Pop": 1050.0, - "Pop16": 708.7, - "Price": 41.7, - "Sales": 92.6, - "State": 32, - "StateCategorical": 32.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3286.1089196, - "Pimin": 37.2, - "Pop": 1073.0, - "Pop16": 732.8, - "Price": 41.1, - "Sales": 99.3, - "State": 32, - "StateCategorical": 32.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 3605.5044647, - "Pimin": 36.5, - "Pop": 1097.0, - "Pop16": 758.8, - "Price": 41.8, - "Sales": 98.9, - "State": 32, - "StateCategorical": 32.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 3928.0416053, - "Pimin": 37.8, - "Pop": 1120.0, - "Pop16": 782.9, - "Price": 43.7, - "Sales": 100.3, - "State": 32, - "StateCategorical": 32.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4432.7912864, - "Pimin": 40.5, - "Pop": 1146.0, - "Pop16": 810.9, - "Price": 46.3, - "Sales": 103.1, - "State": 32, - "StateCategorical": 32.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 4847.4818958, - "Pimin": 43.4, - "Pop": 1172.0, - "Pop16": 837.9, - "Price": 49.5, - "Sales": 102.4, - "State": 32, - "StateCategorical": 32.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5266.3612992, - "Pimin": 44.7, - "Pop": 1195.0, - "Pop16": 862.9, - "Price": 51.6, - "Sales": 102.4, - "State": 32, - "StateCategorical": 32.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 5920.860367, - "Pimin": 49.5, - "Pop": 1215.0, - "Pop16": 882.2, - "Price": 56.0, - "Sales": 103.1, - "State": 32, - "StateCategorical": 32.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 6555.4626631, - "Pimin": 53.7, - "Pop": 1241.0, - "Pop16": 905.3, - "Price": 57.6, - "Sales": 101.0, - "State": 32, - "StateCategorical": 32.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 7168.0737906, - "Pimin": 57.2, - "Pop": 1303.0, - "Pop16": 951.6, - "Price": 62.6, - "Sales": 102.7, - "State": 32, - "StateCategorical": 32.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 7683.2954568, - "Pimin": 62.7, - "Pop": 1328.0, - "Pop16": 971.9, - "Price": 63.0, - "Sales": 103.0, - "State": 32, - "StateCategorical": 32.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 8046.6733392, - "Pimin": 68.1, - "Pop": 1359.0, - "Pop16": 994.0, - "Price": 69.4, - "Sales": 97.5, - "State": 32, - "StateCategorical": 32.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 8546.1870278, - "Pimin": 80.5, - "Pop": 1399.0, - "Pop16": 1023.9, - "Price": 79.6, - "Sales": 96.3, - "State": 32, - "StateCategorical": 32.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 8896.9985281, - "Pimin": 92.8, - "Pop": 1424.0, - "Pop16": 1042.3, - "Price": 90.2, - "Sales": 88.9, - "State": 32, - "StateCategorical": 32.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 9619.565499, - "Pimin": 95.1, - "Pop": 1450.0, - "Pop16": 1061.5, - "Price": 97.5, - "Sales": 88.0, - "State": 32, - "StateCategorical": 32.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 9889.7427142, - "Pimin": 103.5, - "Pop": 1479.0, - "Pop16": 1085.6, - "Price": 101.2, - "Sales": 88.2, - "State": 32, - "StateCategorical": 32.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 10162.014326, - "Pimin": 108.6, - "Pop": 1500.0, - "Pop16": 1103.0, - "Price": 110.2, - "Sales": 82.3, - "State": 32, - "StateCategorical": 32.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 10672.0, - "Pimin": 113.5, - "Pop": 1507.0, - "Pop16": 1105.0, - "Price": 113.7, - "Sales": 77.7, - "State": 32, - "StateCategorical": 32.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 11302.0, - "Pimin": 125.6, - "Pop": 1528.0, - "Pop16": 1120.0, - "Price": 127.2, - "Sales": 74.4, - "State": 32, - "StateCategorical": 32.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 12398.0, - "Pimin": 130.2, - "Pop": 1539.2, - "Pop16": 1128.2, - "Price": 133.6, - "Sales": 70.8, - "State": 32, - "StateCategorical": 32.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 12961.0, - "Pimin": 149.1, - "Pop": 1572.7, - "Pop16": 1150.5, - "Price": 146.9, - "Sales": 69.9, - "State": 32, - "StateCategorical": 32.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 13709.0, - "Pimin": 165.7, - "Pop": 1606.2, - "Pop16": 1174.8, - "Price": 165.4, - "Sales": 71.4, - "State": 32, - "StateCategorical": 32.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2636.631396, - "Pimin": 26.8, - "Pop": 17691.0, - "Pop16": 12524.7, - "Price": 26.2, - "Sales": 146.9, - "State": 33, - "StateCategorical": 33.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2827.2060243, - "Pimin": 27.8, - "Pop": 17894.0, - "Pop16": 12652.7, - "Price": 26.9, - "Sales": 141.2, - "State": 33, - "StateCategorical": 33.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2964.3778722, - "Pimin": 28.1, - "Pop": 18106.0, - "Pop16": 12803.7, - "Price": 26.5, - "Sales": 138.5, - "State": 33, - "StateCategorical": 33.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 3141.340027, - "Pimin": 29.8, - "Pop": 17968.0, - "Pop16": 12708.5, - "Price": 34.6, - "Sales": 122.4, - "State": 33, - "StateCategorical": 33.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 3310.9723885, - "Pimin": 30.1, - "Pop": 18023.0, - "Pop16": 12774.8, - "Price": 34.7, - "Sales": 123.2, - "State": 33, - "StateCategorical": 33.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3583.2218575, - "Pimin": 31.3, - "Pop": 18186.0, - "Pop16": 12935.5, - "Price": 34.5, - "Sales": 124.9, - "State": 33, - "StateCategorical": 33.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3790.5502993, - "Pimin": 32.2, - "Pop": 18321.0, - "Pop16": 13267.4, - "Price": 38.6, - "Sales": 122.4, - "State": 33, - "StateCategorical": 33.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 4119.3438888, - "Pimin": 37.7, - "Pop": 18241.0, - "Pop16": 13177.0, - "Price": 40.7, - "Sales": 119.0, - "State": 33, - "StateCategorical": 33.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 4394.7346978, - "Pimin": 39.5, - "Pop": 18361.0, - "Pop16": 13348.3, - "Price": 41.7, - "Sales": 123.3, - "State": 33, - "StateCategorical": 33.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 4599.9689129, - "Pimin": 40.0, - "Pop": 18350.0, - "Pop16": 13445.4, - "Price": 42.7, - "Sales": 119.9, - "State": 33, - "StateCategorical": 33.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4977.9768295, - "Pimin": 39.8, - "Pop": 18196.0, - "Pop16": 13441.6, - "Price": 45.8, - "Sales": 118.7, - "State": 33, - "StateCategorical": 33.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 5387.3981464, - "Pimin": 41.3, - "Pop": 18078.0, - "Pop16": 13465.6, - "Price": 47.4, - "Sales": 121.6, - "State": 33, - "StateCategorical": 33.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5828.2328635, - "Pimin": 41.8, - "Pop": 18041.0, - "Pop16": 13550.3, - "Price": 51.5, - "Sales": 123.9, - "State": 33, - "StateCategorical": 33.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 6193.67542, - "Pimin": 47.1, - "Pop": 17987.0, - "Pop16": 13618.6, - "Price": 54.2, - "Sales": 124.6, - "State": 33, - "StateCategorical": 33.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 6644.9812705, - "Pimin": 47.0, - "Pop": 17869.0, - "Pop16": 13628.2, - "Price": 53.8, - "Sales": 125.5, - "State": 33, - "StateCategorical": 33.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 7338.1703031, - "Pimin": 52.5, - "Pop": 17746.0, - "Pop16": 13628.2, - "Price": 59.5, - "Sales": 126.4, - "State": 33, - "StateCategorical": 33.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 8053.348716, - "Pimin": 54.8, - "Pop": 17648.0, - "Pop16": 13640.7, - "Price": 61.1, - "Sales": 124.4, - "State": 33, - "StateCategorical": 33.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 8929.7825835, - "Pimin": 58.9, - "Pop": 17557.0, - "Pop16": 13594.6, - "Price": 64.4, - "Sales": 127.6, - "State": 33, - "StateCategorical": 33.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 9901.5037652, - "Pimin": 61.0, - "Pop": 17602.0, - "Pop16": 13694.6, - "Price": 65.9, - "Sales": 130.1, - "State": 33, - "StateCategorical": 33.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 10556.996718, - "Pimin": 66.8, - "Pop": 17659.0, - "Pop16": 13773.5, - "Price": 72.5, - "Sales": 128.5, - "State": 33, - "StateCategorical": 33.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 11476.362232, - "Pimin": 77.0, - "Pop": 17667.0, - "Pop16": 13825.5, - "Price": 83.1, - "Sales": 124.6, - "State": 33, - "StateCategorical": 33.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 12574.784128, - "Pimin": 90.6, - "Pop": 17735.0, - "Pop16": 13896.7, - "Price": 100.8, - "Sales": 119.3, - "State": 33, - "StateCategorical": 33.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 13192.581, - "Pimin": 95.5, - "Pop": 17762.0, - "Pop16": 13946.7, - "Price": 106.2, - "Sales": 115.9, - "State": 33, - "StateCategorical": 33.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 14042.837034, - "Pimin": 104.9, - "Pop": 17795.0, - "Pop16": 13936.1, - "Price": 111.2, - "Sales": 114.0, - "State": 33, - "StateCategorical": 33.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 14908.799768, - "Pimin": 110.0, - "Pop": 17825.0, - "Pop16": 14015.0, - "Price": 117.0, - "Sales": 108.9, - "State": 33, - "StateCategorical": 33.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 16269.0, - "Pimin": 112.3, - "Pop": 17909.0, - "Pop16": 14072.0, - "Price": 125.9, - "Sales": 106.2, - "State": 33, - "StateCategorical": 33.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 17293.0, - "Pimin": 122.8, - "Pop": 17950.0, - "Pop16": 14071.0, - "Price": 136.7, - "Sales": 100.1, - "State": 33, - "StateCategorical": 33.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 18178.0, - "Pimin": 133.7, - "Pop": 17957.0, - "Pop16": 14076.5, - "Price": 167.4, - "Sales": 93.7, - "State": 33, - "StateCategorical": 33.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 18631.0, - "Pimin": 144.1, - "Pop": 18024.9, - "Pop16": 14032.8, - "Price": 180.4, - "Sales": 86.4, - "State": 33, - "StateCategorical": 33.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 20021.0, - "Pimin": 168.0, - "Pop": 18085.8, - "Pop16": 14037.8, - "Price": 198.5, - "Sales": 82.4, - "State": 33, - "StateCategorical": 33.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1850.0387086, - "Pimin": 26.6, - "Pop": 645.0, - "Pop16": 425.5, - "Price": 27.1, - "Sales": 103.3, - "State": 35, - "StateCategorical": 35.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 1841.3756761, - "Pimin": 28.5, - "Pop": 650.0, - "Pop16": 430.4, - "Price": 28.5, - "Sales": 102.0, - "State": 35, - "StateCategorical": 35.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2184.0467377, - "Pimin": 28.3, - "Pop": 652.0, - "Pop16": 434.2, - "Price": 28.6, - "Sales": 103.2, - "State": 35, - "StateCategorical": 35.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2218.6988675, - "Pimin": 30.3, - "Pop": 642.0, - "Pop16": 431.3, - "Price": 30.2, - "Sales": 99.5, - "State": 35, - "StateCategorical": 35.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2297.6287187, - "Pimin": 30.9, - "Pop": 632.0, - "Pop16": 428.4, - "Price": 30.5, - "Sales": 96.3, - "State": 35, - "StateCategorical": 35.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2430.461883, - "Pimin": 32.4, - "Pop": 624.0, - "Pop16": 428.4, - "Price": 32.3, - "Sales": 97.0, - "State": 35, - "StateCategorical": 35.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2672.0642326, - "Pimin": 32.4, - "Pop": 615.0, - "Pop16": 419.7, - "Price": 32.3, - "Sales": 96.9, - "State": 35, - "StateCategorical": 35.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 2748.1064064, - "Pimin": 34.0, - "Pop": 617.0, - "Pop16": 431.3, - "Price": 37.3, - "Sales": 93.8, - "State": 35, - "StateCategorical": 35.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3167.7822008, - "Pimin": 34.7, - "Pop": 627.0, - "Pop16": 444.9, - "Price": 38.9, - "Sales": 98.5, - "State": 35, - "StateCategorical": 35.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3774.1944726, - "Pimin": 39.1, - "Pop": 631.0, - "Pop16": 453.6, - "Price": 38.9, - "Sales": 103.8, - "State": 35, - "StateCategorical": 35.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 5650.2222786, - "Pimin": 39.6, - "Pop": 633.0, - "Pop16": 460.4, - "Price": 39.4, - "Sales": 108.7, - "State": 35, - "StateCategorical": 35.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 5191.0815585, - "Pimin": 40.4, - "Pop": 635.0, - "Pop16": 466.2, - "Price": 39.9, - "Sales": 110.5, - "State": 35, - "StateCategorical": 35.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5211.2953009, - "Pimin": 42.8, - "Pop": 640.0, - "Pop16": 475.0, - "Price": 42.6, - "Sales": 117.9, - "State": 35, - "StateCategorical": 35.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 4987.9815754, - "Pimin": 45.0, - "Pop": 647.0, - "Pop16": 483.7, - "Price": 45.9, - "Sales": 125.4, - "State": 35, - "StateCategorical": 35.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5169.9052569, - "Pimin": 46.4, - "Pop": 651.0, - "Pop16": 490.5, - "Price": 47.4, - "Sales": 122.2, - "State": 35, - "StateCategorical": 35.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6271.0729378, - "Pimin": 51.9, - "Pop": 653.0, - "Pop16": 494.3, - "Price": 53.2, - "Sales": 121.9, - "State": 35, - "StateCategorical": 35.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 6778.341616, - "Pimin": 53.7, - "Pop": 657.0, - "Pop16": 499.2, - "Price": 55.0, - "Sales": 121.3, - "State": 35, - "StateCategorical": 35.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 6896.7363928, - "Pimin": 56.7, - "Pop": 653.0, - "Pop16": 492.4, - "Price": 59.6, - "Sales": 123.7, - "State": 35, - "StateCategorical": 35.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 8365.6016734, - "Pimin": 60.4, - "Pop": 658.0, - "Pop16": 495.3, - "Price": 62.0, - "Sales": 125.7, - "State": 35, - "StateCategorical": 35.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 8818.0044794, - "Pimin": 65.7, - "Pop": 670.0, - "Pop16": 504.0, - "Price": 67.8, - "Sales": 126.8, - "State": 35, - "StateCategorical": 35.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 9423.454192, - "Pimin": 77.2, - "Pop": 680.0, - "Pop16": 509.8, - "Price": 77.9, - "Sales": 119.6, - "State": 35, - "StateCategorical": 35.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 10345.585869, - "Pimin": 89.8, - "Pop": 686.0, - "Pop16": 514.7, - "Price": 94.4, - "Sales": 109.4, - "State": 35, - "StateCategorical": 35.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 10608.36452, - "Pimin": 92.3, - "Pop": 685.0, - "Pop16": 513.7, - "Price": 100.6, - "Sales": 103.2, - "State": 35, - "StateCategorical": 35.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 11053.066853, - "Pimin": 102.0, - "Pop": 679.0, - "Pop16": 510.8, - "Price": 104.2, - "Sales": 99.8, - "State": 35, - "StateCategorical": 35.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 11364.936021, - "Pimin": 106.2, - "Pop": 672.0, - "Pop16": 505.0, - "Price": 110.3, - "Sales": 92.3, - "State": 35, - "StateCategorical": 35.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 11389.0, - "Pimin": 115.3, - "Pop": 667.0, - "Pop16": 503.0, - "Price": 123.3, - "Sales": 87.1, - "State": 35, - "StateCategorical": 35.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 11937.0, - "Pimin": 123.0, - "Pop": 660.0, - "Pop16": 499.0, - "Price": 135.9, - "Sales": 84.1, - "State": 35, - "StateCategorical": 35.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 13416.0, - "Pimin": 138.9, - "Pop": 652.8, - "Pop16": 493.6, - "Price": 144.3, - "Sales": 77.1, - "State": 35, - "StateCategorical": 35.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 14157.0, - "Pimin": 143.6, - "Pop": 648.8, - "Pop16": 491.5, - "Price": 159.8, - "Sales": 85.2, - "State": 35, - "StateCategorical": 35.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 15297.0, - "Pimin": 160.0, - "Pop": 649.8, - "Pop16": 494.6, - "Price": 168.3, - "Sales": 74.4, - "State": 35, - "StateCategorical": 35.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2242.8860167, - "Pimin": 24.1, - "Pop": 10020.0, - "Pop16": 6725.1, - "Price": 26.3, - "Sales": 130.4, - "State": 36, - "StateCategorical": 36.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2408.686661, - "Pimin": 25.0, - "Pop": 10124.0, - "Pop16": 6810.4, - "Price": 26.4, - "Sales": 129.4, - "State": 36, - "StateCategorical": 36.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2568.3842142, - "Pimin": 24.5, - "Pop": 10241.0, - "Pop16": 6920.7, - "Price": 26.4, - "Sales": 134.8, - "State": 36, - "StateCategorical": 36.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2759.6144052, - "Pimin": 24.7, - "Pop": 10397.0, - "Pop16": 7058.7, - "Price": 26.3, - "Sales": 135.5, - "State": 36, - "StateCategorical": 36.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2861.3325919, - "Pimin": 25.0, - "Pop": 10488.0, - "Pop16": 7163.2, - "Price": 27.0, - "Sales": 136.4, - "State": 36, - "StateCategorical": 36.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3083.0782389, - "Pimin": 26.3, - "Pop": 10610.0, - "Pop16": 7306.0, - "Price": 30.8, - "Sales": 129.8, - "State": 36, - "StateCategorical": 36.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3295.6692491, - "Pimin": 27.0, - "Pop": 10740.0, - "Pop16": 7424.9, - "Price": 31.5, - "Sales": 128.8, - "State": 36, - "StateCategorical": 36.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3476.7276214, - "Pimin": 28.3, - "Pop": 10652.0, - "Pop16": 7441.1, - "Price": 36.6, - "Sales": 121.6, - "State": 36, - "StateCategorical": 36.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3699.4904503, - "Pimin": 30.1, - "Pop": 10721.0, - "Pop16": 7567.7, - "Price": 38.1, - "Sales": 124.6, - "State": 36, - "StateCategorical": 36.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3928.3563703, - "Pimin": 30.6, - "Pop": 10725.0, - "Pop16": 7647.2, - "Price": 38.4, - "Sales": 124.4, - "State": 36, - "StateCategorical": 36.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4381.0023011, - "Pimin": 30.6, - "Pop": 10738.0, - "Pop16": 7730.6, - "Price": 42.0, - "Sales": 120.5, - "State": 36, - "StateCategorical": 36.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4774.6516837, - "Pimin": 31.5, - "Pop": 10730.0, - "Pop16": 7797.7, - "Price": 42.9, - "Sales": 122.1, - "State": 36, - "StateCategorical": 36.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5111.3388816, - "Pimin": 33.3, - "Pop": 10727.0, - "Pop16": 7867.7, - "Price": 46.0, - "Sales": 122.5, - "State": 36, - "StateCategorical": 36.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5601.6205415, - "Pimin": 36.0, - "Pop": 10703.0, - "Pop16": 7916.6, - "Price": 48.5, - "Sales": 124.6, - "State": 36, - "StateCategorical": 36.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 6149.8815678, - "Pimin": 36.9, - "Pop": 10715.0, - "Pop16": 7984.6, - "Price": 49.8, - "Sales": 127.3, - "State": 36, - "StateCategorical": 36.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6804.9466902, - "Pimin": 41.4, - "Pop": 10732.0, - "Pop16": 8050.8, - "Price": 53.9, - "Sales": 131.3, - "State": 36, - "StateCategorical": 36.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7502.7334509, - "Pimin": 43.4, - "Pop": 10731.0, - "Pop16": 8089.1, - "Price": 56.3, - "Sales": 130.9, - "State": 36, - "StateCategorical": 36.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 8130.3346629, - "Pimin": 46.3, - "Pop": 10797.0, - "Pop16": 8133.2, - "Price": 58.7, - "Sales": 133.5, - "State": 36, - "StateCategorical": 36.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 8789.4685127, - "Pimin": 49.4, - "Pop": 10781.0, - "Pop16": 8144.7, - "Price": 61.4, - "Sales": 132.8, - "State": 36, - "StateCategorical": 36.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 9259.4065352, - "Pimin": 56.3, - "Pop": 10791.0, - "Pop16": 8171.6, - "Price": 68.3, - "Sales": 134.0, - "State": 36, - "StateCategorical": 36.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 9800.5472885, - "Pimin": 66.4, - "Pop": 10746.0, - "Pop16": 8166.8, - "Price": 82.5, - "Sales": 130.0, - "State": 36, - "StateCategorical": 36.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 10736.354606, - "Pimin": 75.4, - "Pop": 10752.0, - "Pop16": 8185.0, - "Price": 89.2, - "Sales": 127.1, - "State": 36, - "StateCategorical": 36.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 11247.997085, - "Pimin": 79.3, - "Pop": 10745.0, - "Pop16": 8215.6, - "Price": 92.2, - "Sales": 126.7, - "State": 36, - "StateCategorical": 36.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 11814.567385, - "Pimin": 85.4, - "Pop": 10748.0, - "Pop16": 8255.9, - "Price": 98.1, - "Sales": 126.3, - "State": 36, - "StateCategorical": 36.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 12360.794048, - "Pimin": 90.5, - "Pop": 10784.0, - "Pop16": 8300.0, - "Price": 102.2, - "Sales": 124.6, - "State": 36, - "StateCategorical": 36.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 13261.0, - "Pimin": 94.4, - "Pop": 10855.0, - "Pop16": 8375.0, - "Price": 108.4, - "Sales": 122.4, - "State": 36, - "StateCategorical": 36.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 13994.0, - "Pimin": 103.8, - "Pop": 10907.0, - "Pop16": 8407.0, - "Price": 120.5, - "Sales": 118.6, - "State": 36, - "StateCategorical": 36.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 15025.0, - "Pimin": 115.6, - "Pop": 10925.1, - "Pop16": 8421.0, - "Price": 135.4, - "Sales": 115.5, - "State": 36, - "StateCategorical": 36.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 15396.0, - "Pimin": 120.5, - "Pop": 11017.8, - "Pop16": 8492.6, - "Price": 139.8, - "Sales": 113.2, - "State": 36, - "StateCategorical": 36.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 16359.0, - "Pimin": 135.8, - "Pop": 11095.3, - "Pop16": 8569.2, - "Price": 159.6, - "Sales": 112.3, - "State": 36, - "StateCategorical": 36.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1789.5685251, - "Pimin": 25.8, - "Pop": 2450.0, - "Pop16": 1723.2, - "Price": 28.4, - "Sales": 113.4, - "State": 37, - "StateCategorical": 37.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 1929.5062465, - "Pimin": 25.6, - "Pop": 2461.0, - "Pop16": 1733.9, - "Price": 28.8, - "Sales": 111.5, - "State": 37, - "StateCategorical": 37.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2085.7870595, - "Pimin": 26.1, - "Pop": 2448.0, - "Pop16": 1731.0, - "Price": 28.8, - "Sales": 115.6, - "State": 37, - "StateCategorical": 37.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2201.2101436, - "Pimin": 26.2, - "Pop": 2478.0, - "Pop16": 1762.1, - "Price": 30.4, - "Sales": 115.9, - "State": 37, - "StateCategorical": 37.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2362.5981727, - "Pimin": 27.5, - "Pop": 2516.0, - "Pop16": 1803.0, - "Price": 30.7, - "Sales": 117.9, - "State": 37, - "StateCategorical": 37.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2548.5008391, - "Pimin": 29.2, - "Pop": 2542.0, - "Pop16": 1833.2, - "Price": 31.2, - "Sales": 113.0, - "State": 37, - "StateCategorical": 37.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2701.7173224, - "Pimin": 29.9, - "Pop": 2568.0, - "Pop16": 1871.2, - "Price": 36.9, - "Sales": 108.7, - "State": 37, - "StateCategorical": 37.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 2959.1210144, - "Pimin": 34.2, - "Pop": 2559.0, - "Pop16": 1871.2, - "Price": 38.4, - "Sales": 108.4, - "State": 37, - "StateCategorical": 37.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3130.7234757, - "Pimin": 36.8, - "Pop": 2607.0, - "Pop16": 1919.9, - "Price": 39.8, - "Sales": 115.4, - "State": 37, - "StateCategorical": 37.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3315.6046989, - "Pimin": 37.7, - "Pop": 2639.0, - "Pop16": 1955.0, - "Price": 39.8, - "Sales": 121.7, - "State": 37, - "StateCategorical": 37.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 3819.1762073, - "Pimin": 37.7, - "Pop": 2667.0, - "Pop16": 1990.1, - "Price": 40.4, - "Sales": 124.1, - "State": 37, - "StateCategorical": 37.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4160.3382435, - "Pimin": 38.0, - "Pop": 2697.0, - "Pop16": 2026.1, - "Price": 41.0, - "Sales": 130.5, - "State": 37, - "StateCategorical": 37.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4616.9233638, - "Pimin": 42.7, - "Pop": 2728.0, - "Pop16": 2061.2, - "Price": 43.6, - "Sales": 132.9, - "State": 37, - "StateCategorical": 37.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5047.9724035, - "Pimin": 44.7, - "Pop": 2771.0, - "Pop16": 2107.9, - "Price": 46.4, - "Sales": 138.6, - "State": 37, - "StateCategorical": 37.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5551.543912, - "Pimin": 45.9, - "Pop": 2805.0, - "Pop16": 2143.0, - "Price": 47.9, - "Sales": 140.4, - "State": 37, - "StateCategorical": 37.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6248.1681894, - "Pimin": 49.9, - "Pop": 2843.0, - "Pop16": 2179.0, - "Price": 53.1, - "Sales": 143.6, - "State": 37, - "StateCategorical": 37.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7113.3305985, - "Pimin": 52.2, - "Pop": 2892.0, - "Pop16": 2221.9, - "Price": 55.5, - "Sales": 141.6, - "State": 37, - "StateCategorical": 37.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 7889.6274473, - "Pimin": 57.3, - "Pop": 3025.0, - "Pop16": 2316.4, - "Price": 62.9, - "Sales": 141.6, - "State": 37, - "StateCategorical": 37.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 8826.290882, - "Pimin": 59.8, - "Pop": 3100.0, - "Pop16": 2370.0, - "Price": 65.8, - "Sales": 143.7, - "State": 37, - "StateCategorical": 37.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 9376.8487787, - "Pimin": 64.7, - "Pop": 3177.0, - "Pop16": 2424.5, - "Price": 71.7, - "Sales": 147.0, - "State": 37, - "StateCategorical": 37.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 9553.5584561, - "Pimin": 74.8, - "Pop": 3298.0, - "Pop16": 2508.3, - "Price": 83.9, - "Sales": 140.0, - "State": 37, - "StateCategorical": 37.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 10029.550998, - "Pimin": 84.8, - "Pop": 3298.0, - "Pop16": 2510.2, - "Price": 93.3, - "Sales": 128.1, - "State": 37, - "StateCategorical": 37.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 9973.3716204, - "Pimin": 93.7, - "Pop": 3316.0, - "Pop16": 2507.3, - "Price": 95.1, - "Sales": 124.2, - "State": 37, - "StateCategorical": 37.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 10159.274287, - "Pimin": 101.2, - "Pop": 3306.0, - "Pop16": 2509.2, - "Price": 104.6, - "Sales": 119.9, - "State": 37, - "StateCategorical": 37.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 10359.477158, - "Pimin": 108.5, - "Pop": 3272.0, - "Pop16": 2481.0, - "Price": 114.4, - "Sales": 113.1, - "State": 37, - "StateCategorical": 37.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 10956.0, - "Pimin": 113.7, - "Pop": 3242.0, - "Pop16": 2458.0, - "Price": 122.6, - "Sales": 103.6, - "State": 37, - "StateCategorical": 37.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 11591.0, - "Pimin": 118.9, - "Pop": 3224.0, - "Pop16": 2464.0, - "Price": 133.4, - "Sales": 97.5, - "State": 37, - "StateCategorical": 37.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 12579.0, - "Pimin": 129.1, - "Pop": 3219.9, - "Pop16": 2460.9, - "Price": 146.1, - "Sales": 88.4, - "State": 37, - "StateCategorical": 37.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 12951.0, - "Pimin": 132.5, - "Pop": 3249.6, - "Pop16": 2483.4, - "Price": 149.1, - "Sales": 87.8, - "State": 37, - "StateCategorical": 37.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 14344.0, - "Pimin": 153.1, - "Pop": 3287.5, - "Pop16": 2511.2, - "Price": 170.6, - "Sales": 86.3, - "State": 37, - "StateCategorical": 37.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2188.3648608, - "Pimin": 26.2, - "Pop": 11408.0, - "Pop16": 7991.7, - "Price": 26.8, - "Sales": 128.3, - "State": 39, - "StateCategorical": 39.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2344.4551273, - "Pimin": 26.4, - "Pop": 11505.0, - "Pop16": 8068.8, - "Price": 29.7, - "Sales": 117.4, - "State": 39, - "StateCategorical": 39.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2484.0060277, - "Pimin": 26.4, - "Pop": 11583.0, - "Pop16": 8149.8, - "Price": 29.8, - "Sales": 120.4, - "State": 39, - "StateCategorical": 39.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2655.6019497, - "Pimin": 26.3, - "Pop": 11657.0, - "Pop16": 8238.5, - "Price": 29.8, - "Sales": 122.9, - "State": 39, - "StateCategorical": 39.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2837.5349754, - "Pimin": 27.0, - "Pop": 11672.0, - "Pop16": 8294.4, - "Price": 30.1, - "Sales": 125.5, - "State": 39, - "StateCategorical": 39.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3033.9399464, - "Pimin": 30.8, - "Pop": 11750.0, - "Pop16": 8412.9, - "Price": 36.4, - "Sales": 117.1, - "State": 39, - "StateCategorical": 39.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3255.1539664, - "Pimin": 30.7, - "Pop": 11803.0, - "Pop16": 8563.3, - "Price": 36.5, - "Sales": 114.7, - "State": 39, - "StateCategorical": 39.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3494.974773, - "Pimin": 32.6, - "Pop": 11793.0, - "Pop16": 8525.7, - "Price": 38.4, - "Sales": 107.3, - "State": 39, - "StateCategorical": 39.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3701.7168477, - "Pimin": 34.2, - "Pop": 11864.0, - "Pop16": 8658.7, - "Price": 44.7, - "Sales": 106.3, - "State": 39, - "StateCategorical": 39.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3929.1331299, - "Pimin": 34.3, - "Pop": 11871.0, - "Pop16": 8742.6, - "Price": 44.7, - "Sales": 109.0, - "State": 39, - "StateCategorical": 39.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4359.1566453, - "Pimin": 35.3, - "Pop": 11840.0, - "Pop16": 8800.4, - "Price": 44.9, - "Sales": 110.7, - "State": 39, - "StateCategorical": 39.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4777.8093466, - "Pimin": 35.8, - "Pop": 11807.0, - "Pop16": 8853.4, - "Price": 46.6, - "Sales": 114.2, - "State": 39, - "StateCategorical": 39.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5227.4733591, - "Pimin": 39.5, - "Pop": 11829.0, - "Pop16": 8945.0, - "Price": 49.8, - "Sales": 114.6, - "State": 39, - "StateCategorical": 39.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5680.2385028, - "Pimin": 46.1, - "Pop": 11807.0, - "Pop16": 8999.9, - "Price": 52.3, - "Sales": 118.8, - "State": 39, - "StateCategorical": 39.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 6157.8126953, - "Pimin": 48.9, - "Pop": 11791.0, - "Pop16": 9052.0, - "Price": 53.3, - "Sales": 120.1, - "State": 39, - "StateCategorical": 39.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6741.8590564, - "Pimin": 52.1, - "Pop": 11763.0, - "Pop16": 9091.5, - "Price": 57.4, - "Sales": 122.3, - "State": 39, - "StateCategorical": 39.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7483.0293943, - "Pimin": 56.2, - "Pop": 11731.0, - "Pop16": 9118.5, - "Price": 60.6, - "Sales": 122.6, - "State": 39, - "StateCategorical": 39.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 8231.4357047, - "Pimin": 58.1, - "Pop": 11864.0, - "Pop16": 9230.3, - "Price": 61.3, - "Sales": 124.0, - "State": 39, - "StateCategorical": 39.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 9035.6623754, - "Pimin": 61.4, - "Pop": 11871.0, - "Pop16": 9275.6, - "Price": 64.8, - "Sales": 125.2, - "State": 39, - "StateCategorical": 39.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 9616.6076053, - "Pimin": 65.4, - "Pop": 11865.0, - "Pop16": 9292.0, - "Price": 69.8, - "Sales": 123.3, - "State": 39, - "StateCategorical": 39.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 10151.035868, - "Pimin": 74.9, - "Pop": 11895.0, - "Pop16": 9341.2, - "Price": 81.7, - "Sales": 125.3, - "State": 39, - "StateCategorical": 39.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 10842.588108, - "Pimin": 84.2, - "Pop": 11901.0, - "Pop16": 9367.2, - "Price": 97.7, - "Sales": 115.3, - "State": 39, - "StateCategorical": 39.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 11532.072928, - "Pimin": 90.1, - "Pop": 11864.0, - "Pop16": 9370.1, - "Price": 100.1, - "Sales": 115.8, - "State": 39, - "StateCategorical": 39.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 12193.647567, - "Pimin": 93.3, - "Pop": 11894.0, - "Pop16": 9412.5, - "Price": 104.9, - "Sales": 113.9, - "State": 39, - "StateCategorical": 39.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 12911.042566, - "Pimin": 100.3, - "Pop": 11936.0, - "Pop16": 9452.0, - "Price": 110.0, - "Sales": 100.6, - "State": 39, - "StateCategorical": 39.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 13891.0, - "Pimin": 108.4, - "Pop": 12001.0, - "Pop16": 9507.0, - "Price": 112.3, - "Sales": 107.6, - "State": 39, - "StateCategorical": 39.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 14811.0, - "Pimin": 120.2, - "Pop": 12040.0, - "Pop16": 9525.0, - "Price": 122.8, - "Sales": 107.1, - "State": 39, - "StateCategorical": 39.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 16136.0, - "Pimin": 131.5, - "Pop": 12056.2, - "Pop16": 9537.8, - "Price": 133.7, - "Sales": 101.3, - "State": 39, - "StateCategorical": 39.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 16609.0, - "Pimin": 139.8, - "Pop": 12136.4, - "Pop16": 9579.5, - "Price": 144.1, - "Sales": 102.5, - "State": 39, - "StateCategorical": 39.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 17658.0, - "Pimin": 158.2, - "Pop": 12185.1, - "Pop16": 9612.0, - "Price": 176.2, - "Sales": 96.2, - "State": 39, - "StateCategorical": 39.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2227.7270183, - "Pimin": 26.8, - "Pop": 877.0, - "Pop16": 615.5, - "Price": 27.0, - "Sales": 144.6, - "State": 40, - "StateCategorical": 40.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2363.6770721, - "Pimin": 27.8, - "Pop": 884.0, - "Pop16": 621.3, - "Price": 27.3, - "Sales": 140.3, - "State": 40, - "StateCategorical": 40.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2514.046071, - "Pimin": 28.1, - "Pop": 891.0, - "Pop16": 629.0, - "Price": 29.8, - "Sales": 133.2, - "State": 40, - "StateCategorical": 40.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2708.7018299, - "Pimin": 30.1, - "Pop": 898.0, - "Pop16": 635.8, - "Price": 30.0, - "Sales": 140.2, - "State": 40, - "StateCategorical": 40.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2905.4174381, - "Pimin": 31.1, - "Pop": 901.0, - "Pop16": 637.7, - "Price": 31.0, - "Sales": 144.5, - "State": 40, - "StateCategorical": 40.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3077.4148547, - "Pimin": 31.3, - "Pop": 908.0, - "Pop16": 648.3, - "Price": 32.1, - "Sales": 142.9, - "State": 40, - "StateCategorical": 40.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3265.8910657, - "Pimin": 32.2, - "Pop": 911.0, - "Pop16": 658.9, - "Price": 38.4, - "Sales": 117.8, - "State": 40, - "StateCategorical": 40.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3505.8635091, - "Pimin": 39.6, - "Pop": 949.0, - "Pop16": 689.7, - "Price": 39.3, - "Sales": 123.9, - "State": 40, - "StateCategorical": 40.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3659.322282, - "Pimin": 41.0, - "Pop": 960.0, - "Pop16": 701.3, - "Price": 40.2, - "Sales": 123.2, - "State": 40, - "StateCategorical": 40.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3906.5041981, - "Pimin": 46.0, - "Pop": 969.0, - "Pop16": 713.8, - "Price": 41.6, - "Sales": 134.4, - "State": 40, - "StateCategorical": 40.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4212.3918192, - "Pimin": 46.0, - "Pop": 967.0, - "Pop16": 718.6, - "Price": 40.6, - "Sales": 142.0, - "State": 40, - "StateCategorical": 40.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4598.613563, - "Pimin": 46.3, - "Pop": 940.0, - "Pop16": 700.3, - "Price": 41.3, - "Sales": 146.1, - "State": 40, - "StateCategorical": 40.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5066.1993541, - "Pimin": 49.4, - "Pop": 930.0, - "Pop16": 699.3, - "Price": 44.3, - "Sales": 154.7, - "State": 40, - "StateCategorical": 40.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5481.2589882, - "Pimin": 57.4, - "Pop": 931.0, - "Pop16": 707.0, - "Price": 52.2, - "Sales": 150.2, - "State": 40, - "StateCategorical": 40.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5987.981916, - "Pimin": 57.3, - "Pop": 933.0, - "Pop16": 714.8, - "Price": 52.3, - "Sales": 148.8, - "State": 40, - "StateCategorical": 40.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6546.2010764, - "Pimin": 61.7, - "Pop": 932.0, - "Pop16": 719.6, - "Price": 56.3, - "Sales": 146.8, - "State": 40, - "StateCategorical": 40.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7211.5324004, - "Pimin": 64.4, - "Pop": 929.0, - "Pop16": 723.4, - "Price": 58.7, - "Sales": 145.8, - "State": 40, - "StateCategorical": 40.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 8033.4122713, - "Pimin": 67.0, - "Pop": 947.0, - "Pop16": 741.7, - "Price": 60.0, - "Sales": 149.3, - "State": 40, - "StateCategorical": 40.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 8821.3046286, - "Pimin": 70.8, - "Pop": 953.0, - "Pop16": 751.4, - "Price": 64.5, - "Sales": 151.2, - "State": 40, - "StateCategorical": 40.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 9456.7681378, - "Pimin": 78.1, - "Pop": 958.0, - "Pop16": 757.1, - "Price": 71.6, - "Sales": 146.3, - "State": 40, - "StateCategorical": 40.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 10332.20409, - "Pimin": 88.7, - "Pop": 955.0, - "Pop16": 758.1, - "Price": 84.0, - "Sales": 135.8, - "State": 40, - "StateCategorical": 40.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 11243.687406, - "Pimin": 101.4, - "Pop": 962.0, - "Pop16": 763.9, - "Price": 94.8, - "Sales": 136.9, - "State": 40, - "StateCategorical": 40.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 11830.744456, - "Pimin": 108.3, - "Pop": 967.0, - "Pop16": 770.6, - "Price": 100.3, - "Sales": 133.4, - "State": 40, - "StateCategorical": 40.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 12449.729171, - "Pimin": 115.0, - "Pop": 975.0, - "Pop16": 778.3, - "Price": 101.8, - "Sales": 136.3, - "State": 40, - "StateCategorical": 40.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 13229.382131, - "Pimin": 120.4, - "Pop": 986.0, - "Pop16": 787.0, - "Price": 113.5, - "Sales": 124.4, - "State": 40, - "StateCategorical": 40.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 14352.0, - "Pimin": 129.7, - "Pop": 993.0, - "Pop16": 791.0, - "Price": 121.5, - "Sales": 138.0, - "State": 40, - "StateCategorical": 40.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 15189.0, - "Pimin": 142.0, - "Pop": 998.0, - "Pop16": 793.0, - "Price": 134.8, - "Sales": 120.8, - "State": 40, - "StateCategorical": 40.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 15870.0, - "Pimin": 152.4, - "Pop": 1000.0, - "Pop16": 794.6, - "Price": 150.9, - "Sales": 101.4, - "State": 40, - "StateCategorical": 40.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 16024.0, - "Pimin": 163.3, - "Pop": 1001.0, - "Pop16": 790.6, - "Price": 170.3, - "Sales": 103.6, - "State": 40, - "StateCategorical": 40.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 17863.0, - "Pimin": 175.9, - "Pop": 1002.0, - "Pop16": 787.6, - "Price": 190.0, - "Sales": 100.1, - "State": 40, - "StateCategorical": 40.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1498.1478534, - "Pimin": 26.9, - "Pop": 2498.0, - "Pop16": 1608.3, - "Price": 27.3, - "Sales": 88.2, - "State": 41, - "StateCategorical": 41.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 1619.3140266, - "Pimin": 27.5, - "Pop": 2528.0, - "Pop16": 1638.8, - "Price": 26.5, - "Sales": 89.7, - "State": 41, - "StateCategorical": 41.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 1769.2314952, - "Pimin": 30.9, - "Pop": 2550.0, - "Pop16": 1663.6, - "Price": 26.2, - "Sales": 90.1, - "State": 41, - "StateCategorical": 41.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 1946.8734271, - "Pimin": 30.6, - "Pop": 2607.0, - "Pop16": 1718.0, - "Price": 26.2, - "Sales": 93.4, - "State": 41, - "StateCategorical": 41.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2086.5225759, - "Pimin": 31.5, - "Pop": 2638.0, - "Pop16": 1750.5, - "Price": 27.3, - "Sales": 95.1, - "State": 41, - "StateCategorical": 41.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2269.2986677, - "Pimin": 33.3, - "Pop": 2669.0, - "Pop16": 1792.5, - "Price": 29.5, - "Sales": 95.7, - "State": 41, - "StateCategorical": 41.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2466.4504071, - "Pimin": 34.2, - "Pop": 2692.0, - "Pop16": 1788.7, - "Price": 29.0, - "Sales": 104.2, - "State": 41, - "StateCategorical": 41.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 2688.246114, - "Pimin": 34.3, - "Pop": 2590.0, - "Pop16": 1774.3, - "Price": 32.5, - "Sales": 103.6, - "State": 41, - "StateCategorical": 41.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 2863.8343819, - "Pimin": 35.8, - "Pop": 2642.0, - "Pop16": 1828.7, - "Price": 34.3, - "Sales": 115.0, - "State": 41, - "StateCategorical": 41.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3087.6837528, - "Pimin": 40.9, - "Pop": 2682.0, - "Pop16": 1870.7, - "Price": 34.1, - "Sales": 118.7, - "State": 41, - "StateCategorical": 41.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 3473.7725759, - "Pimin": 42.4, - "Pop": 2723.0, - "Pop16": 1911.8, - "Price": 33.5, - "Sales": 125.5, - "State": 41, - "StateCategorical": 41.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 3823.9222798, - "Pimin": 42.4, - "Pop": 2774.0, - "Pop16": 1965.2, - "Price": 35.2, - "Sales": 129.7, - "State": 41, - "StateCategorical": 41.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4115.5425611, - "Pimin": 44.5, - "Pop": 2813.0, - "Pop16": 2010.1, - "Price": 38.1, - "Sales": 130.5, - "State": 41, - "StateCategorical": 41.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 4468.7727609, - "Pimin": 47.9, - "Pop": 2838.0, - "Pop16": 2043.5, - "Price": 41.0, - "Sales": 136.8, - "State": 41, - "StateCategorical": 41.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 4848.7005922, - "Pimin": 49.5, - "Pop": 2868.0, - "Pop16": 2079.8, - "Price": 42.2, - "Sales": 137.2, - "State": 41, - "StateCategorical": 41.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 5327.2042931, - "Pimin": 54.7, - "Pop": 2902.0, - "Pop16": 2118.9, - "Price": 49.2, - "Sales": 140.4, - "State": 41, - "StateCategorical": 41.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 5820.0836417, - "Pimin": 56.6, - "Pop": 2932.0, - "Pop16": 2151.4, - "Price": 50.2, - "Sales": 135.7, - "State": 41, - "StateCategorical": 41.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 6345.8216136, - "Pimin": 59.3, - "Pop": 3122.0, - "Pop16": 2308.8, - "Price": 52.3, - "Sales": 138.3, - "State": 41, - "StateCategorical": 41.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 6978.350111, - "Pimin": 62.6, - "Pop": 3167.0, - "Pop16": 2351.8, - "Price": 54.7, - "Sales": 136.1, - "State": 41, - "StateCategorical": 41.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 7441.4513323, - "Pimin": 67.8, - "Pop": 3203.0, - "Pop16": 2383.3, - "Price": 61.9, - "Sales": 136.0, - "State": 41, - "StateCategorical": 41.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 8005.1820873, - "Pimin": 78.9, - "Pop": 3264.0, - "Pop16": 2437.7, - "Price": 72.4, - "Sales": 131.1, - "State": 41, - "StateCategorical": 41.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 8794.8158771, - "Pimin": 86.8, - "Pop": 3300.0, - "Pop16": 2477.8, - "Price": 81.3, - "Sales": 127.0, - "State": 41, - "StateCategorical": 41.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 9215.8169874, - "Pimin": 90.7, - "Pop": 3334.0, - "Pop16": 2515.0, - "Price": 83.0, - "Sales": 125.4, - "State": 41, - "StateCategorical": 41.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 9728.2061436, - "Pimin": 100.1, - "Pop": 3381.0, - "Pop16": 2558.0, - "Price": 88.7, - "Sales": 126.6, - "State": 41, - "StateCategorical": 41.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 10317.607698, - "Pimin": 103.9, - "Pop": 3425.0, - "Pop16": 2599.0, - "Price": 95.3, - "Sales": 126.6, - "State": 41, - "StateCategorical": 41.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 11098.0, - "Pimin": 109.2, - "Pop": 3470.0, - "Pop16": 2636.0, - "Price": 99.9, - "Sales": 124.4, - "State": 41, - "StateCategorical": 41.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 11665.0, - "Pimin": 122.4, - "Pop": 3512.0, - "Pop16": 2667.0, - "Price": 111.9, - "Sales": 122.4, - "State": 41, - "StateCategorical": 41.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 12880.0, - "Pimin": 132.3, - "Pop": 3542.5, - "Pop16": 2690.1, - "Price": 125.2, - "Sales": 118.6, - "State": 41, - "StateCategorical": 41.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 13166.0, - "Pimin": 138.2, - "Pop": 3616.6, - "Pop16": 2744.6, - "Price": 129.0, - "Sales": 121.5, - "State": 41, - "StateCategorical": 41.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 14318.0, - "Pimin": 159.5, - "Pop": 3660.3, - "Pop16": 2780.8, - "Price": 151.9, - "Sales": 121.9, - "State": 41, - "StateCategorical": 41.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1780.9507622, - "Pimin": 25.8, - "Pop": 707.0, - "Pop16": 470.7, - "Price": 26.6, - "Sales": 106.0, - "State": 42, - "StateCategorical": 42.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 1785.9310496, - "Pimin": 26.2, - "Pop": 700.0, - "Pop16": 467.8, - "Price": 28.5, - "Sales": 99.4, - "State": 42, - "StateCategorical": 42.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2051.878395, - "Pimin": 26.1, - "Pop": 686.0, - "Pop16": 460.9, - "Price": 28.3, - "Sales": 98.7, - "State": 42, - "StateCategorical": 42.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2241.1293149, - "Pimin": 26.5, - "Pop": 680.0, - "Pop16": 459.0, - "Price": 30.5, - "Sales": 98.8, - "State": 42, - "StateCategorical": 42.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2310.853338, - "Pimin": 27.4, - "Pop": 668.0, - "Pop16": 455.1, - "Price": 31.3, - "Sales": 99.6, - "State": 42, - "StateCategorical": 42.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2460.261959, - "Pimin": 32.3, - "Pop": 665.0, - "Pop16": 459.0, - "Price": 32.7, - "Sales": 100.4, - "State": 42, - "StateCategorical": 42.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2609.67058, - "Pimin": 32.3, - "Pop": 659.0, - "Pop16": 453.1, - "Price": 32.4, - "Sales": 102.5, - "State": 42, - "StateCategorical": 42.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 2819.8387069, - "Pimin": 33.9, - "Pop": 666.0, - "Pop16": 470.7, - "Price": 38.5, - "Sales": 92.7, - "State": 42, - "StateCategorical": 42.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3083.7939373, - "Pimin": 34.4, - "Pop": 671.0, - "Pop16": 481.4, - "Price": 38.5, - "Sales": 96.7, - "State": 42, - "StateCategorical": 42.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3536.0040301, - "Pimin": 34.4, - "Pop": 677.0, - "Pop16": 491.1, - "Price": 39.1, - "Sales": 103.0, - "State": 42, - "StateCategorical": 42.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4566.923515, - "Pimin": 34.4, - "Pop": 679.0, - "Pop16": 497.0, - "Price": 39.6, - "Sales": 103.5, - "State": 42, - "StateCategorical": 42.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4404.5661468, - "Pimin": 35.8, - "Pop": 680.0, - "Pop16": 502.8, - "Price": 40.4, - "Sales": 108.4, - "State": 42, - "StateCategorical": 42.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4611.7461013, - "Pimin": 38.6, - "Pop": 682.0, - "Pop16": 507.7, - "Price": 42.8, - "Sales": 113.5, - "State": 42, - "StateCategorical": 42.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 4516.1245838, - "Pimin": 42.6, - "Pop": 687.0, - "Pop16": 516.5, - "Price": 45.0, - "Sales": 116.7, - "State": 42, - "StateCategorical": 42.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5246.2347118, - "Pimin": 43.4, - "Pop": 690.0, - "Pop16": 521.4, - "Price": 46.4, - "Sales": 115.6, - "State": 42, - "StateCategorical": 42.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 5945.467058, - "Pimin": 49.8, - "Pop": 690.0, - "Pop16": 524.3, - "Price": 53.2, - "Sales": 116.9, - "State": 42, - "StateCategorical": 42.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 6671.592956, - "Pimin": 51.7, - "Pop": 689.0, - "Pop16": 524.3, - "Price": 54.1, - "Sales": 117.4, - "State": 42, - "StateCategorical": 42.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 6793.1119678, - "Pimin": 55.3, - "Pop": 691.0, - "Pop16": 523.3, - "Price": 58.8, - "Sales": 114.7, - "State": 42, - "StateCategorical": 42.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 7773.2325215, - "Pimin": 55.9, - "Pop": 686.0, - "Pop16": 518.4, - "Price": 62.3, - "Sales": 115.7, - "State": 42, - "StateCategorical": 42.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 8012.2863151, - "Pimin": 64.3, - "Pop": 691.0, - "Pop16": 521.4, - "Price": 68.0, - "Sales": 113.0, - "State": 42, - "StateCategorical": 42.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 8478.4412125, - "Pimin": 71.0, - "Pop": 700.0, - "Pop16": 525.3, - "Price": 78.8, - "Sales": 109.8, - "State": 42, - "StateCategorical": 42.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 9333.0585246, - "Pimin": 81.7, - "Pop": 706.0, - "Pop16": 530.1, - "Price": 89.8, - "Sales": 105.7, - "State": 42, - "StateCategorical": 42.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 9821.1266865, - "Pimin": 87.4, - "Pop": 708.0, - "Pop16": 532.1, - "Price": 92.3, - "Sales": 104.4, - "State": 42, - "StateCategorical": 42.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 10482.508849, - "Pimin": 97.8, - "Pop": 708.0, - "Pop16": 534.0, - "Price": 108.5, - "Sales": 97.0, - "State": 42, - "StateCategorical": 42.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 10974.561241, - "Pimin": 102.7, - "Pop": 709.0, - "Pop16": 535.0, - "Price": 113.7, - "Sales": 95.8, - "State": 42, - "StateCategorical": 42.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 11369.0, - "Pimin": 112.9, - "Pop": 713.0, - "Pop16": 538.0, - "Price": 124.7, - "Sales": 91.9, - "State": 42, - "StateCategorical": 42.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 12335.0, - "Pimin": 118.6, - "Pop": 715.0, - "Pop16": 539.0, - "Price": 130.1, - "Sales": 87.4, - "State": 42, - "StateCategorical": 42.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 14308.0, - "Pimin": 129.5, - "Pop": 714.0, - "Pop16": 538.2, - "Price": 138.9, - "Sales": 88.3, - "State": 42, - "StateCategorical": 42.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 14831.0, - "Pimin": 127.0, - "Pop": 721.2, - "Pop16": 544.5, - "Price": 150.3, - "Sales": 91.8, - "State": 42, - "StateCategorical": 42.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 15082.0, - "Pimin": 155.1, - "Pop": 729.4, - "Pop16": 549.7, - "Price": 160.0, - "Sales": 93.0, - "State": 42, - "StateCategorical": 42.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1676.9589603, - "Pimin": 24.1, - "Pop": 3742.0, - "Pop16": 2548.0, - "Price": 26.1, - "Sales": 110.3, - "State": 43, - "StateCategorical": 43.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 1797.1898085, - "Pimin": 25.0, - "Pop": 3805.0, - "Pop16": 2598.9, - "Price": 29.0, - "Sales": 105.5, - "State": 43, - "StateCategorical": 43.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 1940.4213406, - "Pimin": 24.5, - "Pop": 3850.0, - "Pop16": 2639.2, - "Price": 28.9, - "Sales": 108.1, - "State": 43, - "StateCategorical": 43.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2107.6990424, - "Pimin": 24.7, - "Pop": 3878.0, - "Pop16": 2674.7, - "Price": 29.5, - "Sales": 109.9, - "State": 43, - "StateCategorical": 43.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2239.4302326, - "Pimin": 25.0, - "Pop": 3936.0, - "Pop16": 2730.4, - "Price": 29.6, - "Sales": 111.5, - "State": 43, - "StateCategorical": 43.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2448.5273598, - "Pimin": 26.3, - "Pop": 3952.0, - "Pop16": 2763.9, - "Price": 32.6, - "Sales": 109.2, - "State": 43, - "StateCategorical": 43.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2626.2599179, - "Pimin": 27.0, - "Pop": 3985.0, - "Pop16": 2808.1, - "Price": 32.8, - "Sales": 107.3, - "State": 43, - "StateCategorical": 43.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 2825.9476744, - "Pimin": 28.3, - "Pop": 3924.0, - "Pop16": 2788.9, - "Price": 39.9, - "Sales": 99.8, - "State": 43, - "StateCategorical": 43.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3058.0454856, - "Pimin": 30.1, - "Pop": 3991.0, - "Pop16": 2859.0, - "Price": 41.6, - "Sales": 106.3, - "State": 43, - "StateCategorical": 43.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3350.7814637, - "Pimin": 29.9, - "Pop": 4054.0, - "Pop16": 2923.3, - "Price": 41.6, - "Sales": 111.5, - "State": 43, - "StateCategorical": 43.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 3753.2934337, - "Pimin": 30.1, - "Pop": 4089.0, - "Pop16": 2972.2, - "Price": 40.8, - "Sales": 109.7, - "State": 43, - "StateCategorical": 43.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4088.8943228, - "Pimin": 31.3, - "Pop": 4137.0, - "Pop16": 3030.7, - "Price": 42.5, - "Sales": 114.8, - "State": 43, - "StateCategorical": 43.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4397.3125855, - "Pimin": 33.3, - "Pop": 4180.0, - "Pop16": 3085.4, - "Price": 45.3, - "Sales": 117.4, - "State": 43, - "StateCategorical": 43.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 4805.0519836, - "Pimin": 36.0, - "Pop": 4233.0, - "Pop16": 3147.8, - "Price": 48.3, - "Sales": 121.7, - "State": 43, - "StateCategorical": 43.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5222.2007524, - "Pimin": 36.9, - "Pop": 4289.0, - "Pop16": 3212.1, - "Price": 49.6, - "Sales": 124.6, - "State": 43, - "StateCategorical": 43.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 5800.3543092, - "Pimin": 41.4, - "Pop": 4333.0, - "Pop16": 3261.1, - "Price": 54.8, - "Sales": 127.3, - "State": 43, - "StateCategorical": 43.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 6399.4175787, - "Pimin": 43.4, - "Pop": 4380.0, - "Pop16": 3317.7, - "Price": 57.3, - "Sales": 127.2, - "State": 43, - "StateCategorical": 43.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 6868.8406293, - "Pimin": 46.3, - "Pop": 4591.0, - "Pop16": 3476.0, - "Price": 60.3, - "Sales": 130.4, - "State": 43, - "StateCategorical": 43.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 7577.6798906, - "Pimin": 49.4, - "Pop": 4612.0, - "Pop16": 3503.9, - "Price": 63.7, - "Sales": 129.1, - "State": 43, - "StateCategorical": 43.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 8047.1029412, - "Pimin": 56.3, - "Pop": 4651.0, - "Pop16": 3545.1, - "Price": 68.3, - "Sales": 131.4, - "State": 43, - "StateCategorical": 43.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 8501.8891929, - "Pimin": 66.4, - "Pop": 4685.0, - "Pop16": 3582.6, - "Price": 79.1, - "Sales": 129.0, - "State": 43, - "StateCategorical": 43.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 9367.5512996, - "Pimin": 75.4, - "Pop": 4717.0, - "Pop16": 3621.9, - "Price": 88.3, - "Sales": 125.1, - "State": 43, - "StateCategorical": 43.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 9810.8372093, - "Pimin": 79.3, - "Pop": 4766.0, - "Pop16": 3668.9, - "Price": 92.5, - "Sales": 128.7, - "State": 43, - "StateCategorical": 43.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 10592.860465, - "Pimin": 85.4, - "Pop": 4800.0, - "Pop16": 3709.3, - "Price": 98.8, - "Sales": 129.0, - "State": 43, - "StateCategorical": 43.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 11367.565321, - "Pimin": 90.5, - "Pop": 4855.0, - "Pop16": 3763.0, - "Price": 103.5, - "Sales": 130.6, - "State": 43, - "StateCategorical": 43.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 12228.0, - "Pimin": 94.4, - "Pop": 4895.0, - "Pop16": 3798.0, - "Price": 112.1, - "Sales": 125.3, - "State": 43, - "StateCategorical": 43.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 12854.0, - "Pimin": 103.8, - "Pop": 4940.0, - "Pop16": 3832.0, - "Price": 121.5, - "Sales": 124.7, - "State": 43, - "StateCategorical": 43.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 13857.0, - "Pimin": 115.6, - "Pop": 4963.4, - "Pop16": 3850.2, - "Price": 135.0, - "Sales": 121.8, - "State": 43, - "StateCategorical": 43.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 14328.0, - "Pimin": 120.5, - "Pop": 5040.8, - "Pop16": 3912.0, - "Price": 137.4, - "Sales": 120.6, - "State": 43, - "StateCategorical": 43.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 15820.0, - "Pimin": 135.8, - "Pop": 5113.0, - "Pop16": 3967.7, - "Price": 163.9, - "Sales": 121.0, - "State": 43, - "StateCategorical": 43.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1896.9264812, - "Pimin": 27.0, - "Pop": 10257.0, - "Pop16": 6807.7, - "Price": 29.5, - "Sales": 113.4, - "State": 44, - "StateCategorical": 44.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2043.8787782, - "Pimin": 27.3, - "Pop": 10401.0, - "Pop16": 6910.9, - "Price": 29.7, - "Sales": 110.7, - "State": 44, - "StateCategorical": 44.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2179.4474465, - "Pimin": 27.2, - "Pop": 10591.0, - "Pop16": 7067.3, - "Price": 29.5, - "Sales": 120.5, - "State": 44, - "StateCategorical": 44.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2331.5741201, - "Pimin": 30.0, - "Pop": 10714.0, - "Pop16": 7190.8, - "Price": 33.8, - "Sales": 106.1, - "State": 44, - "StateCategorical": 44.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2530.2701836, - "Pimin": 30.4, - "Pop": 10858.0, - "Pop16": 7333.6, - "Price": 34.4, - "Sales": 109.0, - "State": 44, - "StateCategorical": 44.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2721.7221198, - "Pimin": 30.9, - "Pop": 11013.0, - "Pop16": 7495.8, - "Price": 34.9, - "Sales": 108.4, - "State": 44, - "StateCategorical": 44.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2928.6971859, - "Pimin": 30.9, - "Pop": 11187.0, - "Pop16": 7606.7, - "Price": 34.4, - "Sales": 111.3, - "State": 44, - "StateCategorical": 44.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3185.3462679, - "Pimin": 34.3, - "Pop": 11196.0, - "Pop16": 7817.1, - "Price": 40.4, - "Sales": 106.4, - "State": 44, - "StateCategorical": 44.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3350.9263209, - "Pimin": 38.8, - "Pop": 11445.0, - "Pop16": 8056.5, - "Price": 42.0, - "Sales": 108.9, - "State": 44, - "StateCategorical": 44.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3570.319891, - "Pimin": 39.8, - "Pop": 11644.0, - "Pop16": 8261.1, - "Price": 46.9, - "Sales": 108.6, - "State": 44, - "StateCategorical": 44.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4029.8045378, - "Pimin": 39.9, - "Pop": 11853.0, - "Pop16": 8474.4, - "Price": 46.4, - "Sales": 110.4, - "State": 44, - "StateCategorical": 44.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4427.1966648, - "Pimin": 41.0, - "Pop": 12049.0, - "Pop16": 8682.8, - "Price": 47.5, - "Sales": 114.7, - "State": 44, - "StateCategorical": 44.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4954.9830835, - "Pimin": 43.6, - "Pop": 12293.0, - "Pop16": 8926.0, - "Price": 50.6, - "Sales": 116.0, - "State": 44, - "StateCategorical": 44.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5447.5837409, - "Pimin": 46.4, - "Pop": 12571.0, - "Pop16": 9194.3, - "Price": 53.3, - "Sales": 121.4, - "State": 44, - "StateCategorical": 44.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5970.1957829, - "Pimin": 47.9, - "Pop": 12801.0, - "Pop16": 9419.2, - "Price": 53.3, - "Sales": 124.2, - "State": 44, - "StateCategorical": 44.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6739.1081536, - "Pimin": 53.1, - "Pop": 13047.0, - "Pop16": 9646.0, - "Price": 59.1, - "Sales": 126.6, - "State": 44, - "StateCategorical": 44.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7525.613405, - "Pimin": 55.5, - "Pop": 13380.0, - "Pop16": 9924.9, - "Price": 62.2, - "Sales": 126.4, - "State": 44, - "StateCategorical": 44.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 8363.8624228, - "Pimin": 60.0, - "Pop": 14228.0, - "Pop16": 10564.7, - "Price": 63.7, - "Sales": 129.7, - "State": 44, - "StateCategorical": 44.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 9404.9470055, - "Pimin": 62.6, - "Pop": 14766.0, - "Pop16": 10960.4, - "Price": 66.9, - "Sales": 129.0, - "State": 44, - "StateCategorical": 44.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 9983.4423154, - "Pimin": 69.4, - "Pop": 15280.0, - "Pop16": 11331.9, - "Price": 73.8, - "Sales": 131.2, - "State": 44, - "StateCategorical": 44.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 10367.381063, - "Pimin": 79.6, - "Pop": 15724.0, - "Pop16": 11655.2, - "Price": 84.1, - "Sales": 126.4, - "State": 44, - "StateCategorical": 44.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 11138.363184, - "Pimin": 90.2, - "Pop": 15989.0, - "Pop16": 11856.9, - "Price": 93.8, - "Sales": 117.2, - "State": 44, - "StateCategorical": 44.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 11755.148882, - "Pimin": 95.1, - "Pop": 16389.0, - "Pop16": 12077.0, - "Price": 102.1, - "Sales": 115.9, - "State": 44, - "StateCategorical": 44.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 11910.380181, - "Pimin": 101.2, - "Pop": 16689.0, - "Pop16": 12300.9, - "Price": 105.5, - "Sales": 113.7, - "State": 44, - "StateCategorical": 44.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 12184.622144, - "Pimin": 110.2, - "Pop": 16789.0, - "Pop16": 12353.0, - "Price": 114.4, - "Sales": 105.8, - "State": 44, - "StateCategorical": 44.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 12908.0, - "Pimin": 113.7, - "Pop": 16841.0, - "Pop16": 12390.0, - "Price": 128.0, - "Sales": 96.5, - "State": 44, - "StateCategorical": 44.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 13687.0, - "Pimin": 127.2, - "Pop": 16991.0, - "Pop16": 12545.0, - "Price": 137.0, - "Sales": 94.5, - "State": 44, - "StateCategorical": 44.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 14590.0, - "Pimin": 133.6, - "Pop": 17173.0, - "Pop16": 12679.4, - "Price": 145.7, - "Sales": 85.6, - "State": 44, - "StateCategorical": 44.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 15187.0, - "Pimin": 146.5, - "Pop": 17538.9, - "Pop16": 12913.8, - "Price": 173.6, - "Sales": 79.6, - "State": 44, - "StateCategorical": 44.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 15965.0, - "Pimin": 165.4, - "Pop": 17849.3, - "Pop16": 13123.2, - "Price": 186.0, - "Sales": 77.2, - "State": 44, - "StateCategorical": 44.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2060.7057057, - "Pimin": 23.9, - "Pop": 973.0, - "Pop16": 592.0, - "Price": 24.9, - "Sales": 72.0, - "State": 45, - "StateCategorical": 45.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2181.1711712, - "Pimin": 24.0, - "Pop": 977.0, - "Pop16": 594.8, - "Price": 29.4, - "Sales": 62.3, - "State": 45, - "StateCategorical": 45.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2282.4474474, - "Pimin": 24.2, - "Pop": 994.0, - "Pop16": 609.9, - "Price": 29.7, - "Sales": 65.0, - "State": 45, - "StateCategorical": 45.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2365.6006006, - "Pimin": 26.5, - "Pop": 1010.0, - "Pop16": 624.9, - "Price": 30.8, - "Sales": 65.7, - "State": 45, - "StateCategorical": 45.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2454.0840841, - "Pimin": 27.4, - "Pop": 1022.0, - "Pop16": 637.1, - "Price": 31.5, - "Sales": 64.3, - "State": 45, - "StateCategorical": 45.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2573.4834835, - "Pimin": 31.3, - "Pop": 1031.0, - "Pop16": 649.4, - "Price": 32.3, - "Sales": 64.3, - "State": 45, - "StateCategorical": 45.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2706.7417417, - "Pimin": 31.9, - "Pop": 1045.0, - "Pop16": 644.7, - "Price": 33.3, - "Sales": 65.6, - "State": 45, - "StateCategorical": 45.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 2975.3903904, - "Pimin": 33.8, - "Pop": 1059.0, - "Pop16": 686.9, - "Price": 34.6, - "Sales": 65.5, - "State": 45, - "StateCategorical": 45.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3192.8678679, - "Pimin": 33.6, - "Pop": 1094.0, - "Pop16": 716.1, - "Price": 36.6, - "Sales": 67.7, - "State": 45, - "StateCategorical": 45.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3449.7897898, - "Pimin": 33.7, - "Pop": 1123.0, - "Pop16": 740.5, - "Price": 37.2, - "Sales": 71.3, - "State": 45, - "StateCategorical": 45.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 3757.8828829, - "Pimin": 34.4, - "Pop": 1152.0, - "Pop16": 764.9, - "Price": 36.5, - "Sales": 72.7, - "State": 45, - "StateCategorical": 45.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4094.7597598, - "Pimin": 35.8, - "Pop": 1177.0, - "Pop16": 784.7, - "Price": 37.8, - "Sales": 75.6, - "State": 45, - "StateCategorical": 45.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4488.1381381, - "Pimin": 38.6, - "Pop": 1206.0, - "Pop16": 806.3, - "Price": 40.5, - "Sales": 75.8, - "State": 45, - "StateCategorical": 45.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 4868.7237237, - "Pimin": 42.5, - "Pop": 1239.0, - "Pop16": 828.8, - "Price": 43.4, - "Sales": 77.9, - "State": 45, - "StateCategorical": 45.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5311.1411411, - "Pimin": 43.4, - "Pop": 1276.0, - "Pop16": 852.3, - "Price": 44.7, - "Sales": 78.0, - "State": 45, - "StateCategorical": 45.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 5899.6096096, - "Pimin": 49.8, - "Pop": 1317.0, - "Pop16": 875.8, - "Price": 49.5, - "Sales": 79.6, - "State": 45, - "StateCategorical": 45.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 6426.2462462, - "Pimin": 51.7, - "Pop": 1367.0, - "Pop16": 904.0, - "Price": 53.7, - "Sales": 79.1, - "State": 45, - "StateCategorical": 45.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 6981.6666667, - "Pimin": 55.3, - "Pop": 1461.0, - "Pop16": 961.3, - "Price": 57.2, - "Sales": 74.8, - "State": 45, - "StateCategorical": 45.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 7545.6156156, - "Pimin": 55.9, - "Pop": 1518.0, - "Pop16": 991.4, - "Price": 62.7, - "Sales": 77.6, - "State": 45, - "StateCategorical": 45.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 7796.1411411, - "Pimin": 64.3, - "Pop": 1554.0, - "Pop16": 1009.3, - "Price": 68.1, - "Sales": 73.6, - "State": 45, - "StateCategorical": 45.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 8251.3513514, - "Pimin": 71.0, - "Pop": 1619.0, - "Pop16": 1045.9, - "Price": 82.0, - "Sales": 69.0, - "State": 45, - "StateCategorical": 45.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 8831.2912913, - "Pimin": 81.7, - "Pop": 1652.0, - "Pop16": 1065.7, - "Price": 95.3, - "Sales": 66.3, - "State": 45, - "StateCategorical": 45.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 9230.0, - "Pimin": 87.4, - "Pop": 1644.0, - "Pop16": 1081.6, - "Price": 104.6, - "Sales": 66.5, - "State": 45, - "StateCategorical": 45.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 9647.8978979, - "Pimin": 97.8, - "Pop": 1664.0, - "Pop16": 1099.5, - "Price": 103.5, - "Sales": 64.4, - "State": 45, - "StateCategorical": 45.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 10035.945946, - "Pimin": 102.7, - "Pop": 1680.0, - "Pop16": 1107.0, - "Price": 108.6, - "Sales": 67.7, - "State": 45, - "StateCategorical": 45.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 10650.0, - "Pimin": 112.9, - "Pop": 1690.0, - "Pop16": 1116.0, - "Price": 122.9, - "Sales": 55.0, - "State": 45, - "StateCategorical": 45.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 11425.0, - "Pimin": 118.6, - "Pop": 1707.0, - "Pop16": 1131.0, - "Price": 135.6, - "Sales": 57.0, - "State": 45, - "StateCategorical": 45.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 12012.0, - "Pimin": 129.5, - "Pop": 1724.0, - "Pop16": 1142.3, - "Price": 151.9, - "Sales": 53.4, - "State": 45, - "StateCategorical": 45.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 12492.0, - "Pimin": 127.0, - "Pop": 1771.0, - "Pop16": 1178.9, - "Price": 167.1, - "Sales": 53.5, - "State": 45, - "StateCategorical": 45.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 13355.0, - "Pimin": 155.1, - "Pop": 1814.1, - "Pop16": 1214.5, - "Price": 170.1, - "Sales": 55.0, - "State": 45, - "StateCategorical": 45.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2042.5026784, - "Pimin": 24.2, - "Pop": 397.0, - "Pop16": 269.5, - "Price": 28.2, - "Sales": 133.5, - "State": 46, - "StateCategorical": 46.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2188.8007603, - "Pimin": 24.7, - "Pop": 399.0, - "Pop16": 272.4, - "Price": 29.3, - "Sales": 129.1, - "State": 46, - "StateCategorical": 46.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2400.8762744, - "Pimin": 24.7, - "Pop": 404.0, - "Pop16": 276.3, - "Price": 29.4, - "Sales": 122.9, - "State": 46, - "StateCategorical": 46.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2634.499568, - "Pimin": 25.9, - "Pop": 410.0, - "Pop16": 282.0, - "Price": 32.5, - "Sales": 130.4, - "State": 46, - "StateCategorical": 46.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2786.4681182, - "Pimin": 26.5, - "Pop": 420.0, - "Pop16": 289.8, - "Price": 31.8, - "Sales": 127.4, - "State": 46, - "StateCategorical": 46.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2990.6049767, - "Pimin": 29.9, - "Pop": 429.0, - "Pop16": 298.5, - "Price": 33.9, - "Sales": 128.8, - "State": 46, - "StateCategorical": 46.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3161.8531191, - "Pimin": 29.9, - "Pop": 439.0, - "Pop16": 307.2, - "Price": 34.2, - "Sales": 134.6, - "State": 46, - "StateCategorical": 46.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3393.2082253, - "Pimin": 31.4, - "Pop": 444.0, - "Pop16": 311.0, - "Price": 37.7, - "Sales": 122.6, - "State": 46, - "StateCategorical": 46.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3668.7929843, - "Pimin": 34.1, - "Pop": 453.0, - "Pop16": 319.7, - "Price": 39.5, - "Sales": 124.4, - "State": 46, - "StateCategorical": 46.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3778.8000691, - "Pimin": 36.1, - "Pop": 460.0, - "Pop16": 327.4, - "Price": 40.0, - "Sales": 138.0, - "State": 46, - "StateCategorical": 46.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4167.7941939, - "Pimin": 36.9, - "Pop": 464.0, - "Pop16": 333.2, - "Price": 39.8, - "Sales": 146.8, - "State": 46, - "StateCategorical": 46.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4485.3404182, - "Pimin": 37.9, - "Pop": 468.0, - "Pop16": 339.0, - "Price": 41.3, - "Sales": 151.8, - "State": 46, - "StateCategorical": 46.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4816.4957664, - "Pimin": 40.8, - "Pop": 473.0, - "Pop16": 346.8, - "Price": 41.8, - "Sales": 155.5, - "State": 46, - "StateCategorical": 46.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5304.1560394, - "Pimin": 43.9, - "Pop": 477.0, - "Pop16": 353.5, - "Price": 47.1, - "Sales": 171.1, - "State": 46, - "StateCategorical": 46.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5630.775013, - "Pimin": 45.0, - "Pop": 483.0, - "Pop16": 360.3, - "Price": 47.0, - "Sales": 169.4, - "State": 46, - "StateCategorical": 46.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6338.4494557, - "Pimin": 49.7, - "Pop": 487.0, - "Pop16": 367.0, - "Price": 52.5, - "Sales": 162.4, - "State": 46, - "StateCategorical": 46.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 6920.2395023, - "Pimin": 53.2, - "Pop": 493.0, - "Pop16": 373.8, - "Price": 54.8, - "Sales": 160.9, - "State": 46, - "StateCategorical": 46.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 7519.0409539, - "Pimin": 55.3, - "Pop": 511.0, - "Pop16": 390.2, - "Price": 58.9, - "Sales": 161.6, - "State": 46, - "StateCategorical": 46.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 8392.2930707, - "Pimin": 58.4, - "Pop": 516.0, - "Pop16": 395.1, - "Price": 61.0, - "Sales": 163.8, - "State": 46, - "StateCategorical": 46.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 9596.7005357, - "Pimin": 67.0, - "Pop": 516.0, - "Pop16": 396.0, - "Price": 66.8, - "Sales": 162.3, - "State": 46, - "StateCategorical": 46.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 9335.8589943, - "Pimin": 74.7, - "Pop": 525.0, - "Pop16": 404.7, - "Price": 77.0, - "Sales": 153.8, - "State": 46, - "StateCategorical": 46.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 10134.26093, - "Pimin": 90.5, - "Pop": 530.0, - "Pop16": 407.6, - "Price": 90.6, - "Sales": 144.3, - "State": 46, - "StateCategorical": 46.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 10719.453257, - "Pimin": 89.2, - "Pop": 535.0, - "Pop16": 413.4, - "Price": 95.5, - "Sales": 144.5, - "State": 46, - "StateCategorical": 46.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 11288.768274, - "Pimin": 100.0, - "Pop": 541.0, - "Pop16": 419.2, - "Price": 104.9, - "Sales": 131.2, - "State": 46, - "StateCategorical": 46.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 12070.158804, - "Pimin": 102.0, - "Pop": 548.0, - "Pop16": 425.0, - "Price": 113.8, - "Sales": 128.3, - "State": 46, - "StateCategorical": 46.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 13126.0, - "Pimin": 113.5, - "Pop": 557.0, - "Pop16": 433.0, - "Price": 123.7, - "Sales": 128.7, - "State": 46, - "StateCategorical": 46.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 13945.0, - "Pimin": 125.9, - "Pop": 567.0, - "Pop16": 441.0, - "Price": 129.7, - "Sales": 120.9, - "State": 46, - "StateCategorical": 46.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 14896.0, - "Pimin": 135.9, - "Pop": 572.1, - "Pop16": 445.0, - "Price": 143.7, - "Sales": 124.3, - "State": 46, - "StateCategorical": 46.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 15121.0, - "Pimin": 153.9, - "Pop": 576.1, - "Pop16": 447.0, - "Price": 150.1, - "Sales": 120.9, - "State": 46, - "StateCategorical": 46.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 16640.0, - "Pimin": 164.4, - "Pop": 579.2, - "Pop16": 452.1, - "Price": 168.0, - "Sales": 126.5, - "State": 46, - "StateCategorical": 46.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1936.0331153, - "Pimin": 23.4, - "Pop": 4288.0, - "Pop16": 2899.7, - "Price": 24.7, - "Sales": 122.8, - "State": 47, - "StateCategorical": 47.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2134.439961, - "Pimin": 23.9, - "Pop": 4371.0, - "Pop16": 2962.3, - "Price": 25.2, - "Sales": 118.5, - "State": 47, - "StateCategorical": 47.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2267.0592737, - "Pimin": 24.1, - "Pop": 4420.0, - "Pop16": 3001.8, - "Price": 25.1, - "Sales": 123.3, - "State": 47, - "StateCategorical": 47.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2404.8998191, - "Pimin": 24.1, - "Pop": 4481.0, - "Pop16": 3056.7, - "Price": 24.7, - "Sales": 120.2, - "State": 47, - "StateCategorical": 47.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2580.3332406, - "Pimin": 25.0, - "Pop": 4541.0, - "Pop16": 3119.3, - "Price": 26.3, - "Sales": 120.9, - "State": 47, - "StateCategorical": 47.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2794.4037846, - "Pimin": 26.3, - "Pop": 4604.0, - "Pop16": 3182.0, - "Price": 27.1, - "Sales": 122.8, - "State": 47, - "StateCategorical": 47.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3024.138027, - "Pimin": 27.0, - "Pop": 4669.0, - "Pop16": 3251.3, - "Price": 28.3, - "Sales": 123.9, - "State": 47, - "StateCategorical": 47.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3284.1554195, - "Pimin": 28.3, - "Pop": 4648.0, - "Pop16": 3292.8, - "Price": 28.8, - "Sales": 124.3, - "State": 47, - "StateCategorical": 47.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3562.96925, - "Pimin": 30.1, - "Pop": 4736.0, - "Pop16": 3383.3, - "Price": 30.2, - "Sales": 128.4, - "State": 47, - "StateCategorical": 47.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3840.738834, - "Pimin": 30.6, - "Pop": 4799.0, - "Pop16": 3456.5, - "Price": 29.9, - "Sales": 137.0, - "State": 47, - "StateCategorical": 47.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4290.8090998, - "Pimin": 30.6, - "Pop": 4865.0, - "Pop16": 3538.4, - "Price": 30.1, - "Sales": 143.1, - "State": 47, - "StateCategorical": 47.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4677.1803256, - "Pimin": 31.5, - "Pop": 4924.0, - "Pop16": 3616.4, - "Price": 31.3, - "Sales": 149.6, - "State": 47, - "StateCategorical": 47.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5154.4010018, - "Pimin": 33.3, - "Pop": 4989.0, - "Pop16": 3701.2, - "Price": 33.6, - "Sales": 152.7, - "State": 47, - "StateCategorical": 47.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5570.0111312, - "Pimin": 36.0, - "Pop": 5052.0, - "Pop16": 3784.1, - "Price": 37.9, - "Sales": 158.1, - "State": 47, - "StateCategorical": 47.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 6093.1786559, - "Pimin": 36.9, - "Pop": 5112.0, - "Pop16": 3865.0, - "Price": 38.4, - "Sales": 157.7, - "State": 47, - "StateCategorical": 47.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6684.2222068, - "Pimin": 41.4, - "Pop": 5177.0, - "Pop16": 3566.3, - "Price": 42.8, - "Sales": 155.9, - "State": 47, - "StateCategorical": 47.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7396.3983581, - "Pimin": 43.4, - "Pop": 5197.0, - "Pop16": 3993.1, - "Price": 45.8, - "Sales": 151.8, - "State": 47, - "StateCategorical": 47.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 8230.7513566, - "Pimin": 46.3, - "Pop": 5346.0, - "Pop16": 4100.0, - "Price": 48.5, - "Sales": 148.9, - "State": 47, - "StateCategorical": 47.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 9028.5557256, - "Pimin": 49.4, - "Pop": 5430.0, - "Pop16": 4187.7, - "Price": 51.8, - "Sales": 149.9, - "State": 47, - "StateCategorical": 47.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 9754.3070822, - "Pimin": 56.3, - "Pop": 5491.0, - "Pop16": 4247.4, - "Price": 56.4, - "Sales": 147.4, - "State": 47, - "StateCategorical": 47.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 10561.50967, - "Pimin": 66.4, - "Pop": 5550.0, - "Pop16": 4310.1, - "Price": 68.8, - "Sales": 144.7, - "State": 47, - "StateCategorical": 47.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 11529.526228, - "Pimin": 75.4, - "Pop": 5636.0, - "Pop16": 4391.0, - "Price": 76.0, - "Sales": 136.8, - "State": 47, - "StateCategorical": 47.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 12246.923612, - "Pimin": 79.3, - "Pop": 5701.0, - "Pop16": 4453.6, - "Price": 83.6, - "Sales": 134.6, - "State": 47, - "StateCategorical": 47.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 13127.223459, - "Pimin": 85.4, - "Pop": 5795.0, - "Pop16": 4540.3, - "Price": 91.3, - "Sales": 135.8, - "State": 47, - "StateCategorical": 47.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 13942.780019, - "Pimin": 90.5, - "Pop": 5904.0, - "Pop16": 4627.0, - "Price": 94.6, - "Sales": 133.0, - "State": 47, - "StateCategorical": 47.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 15010.0, - "Pimin": 94.4, - "Pop": 6015.0, - "Pop16": 4725.0, - "Price": 102.1, - "Sales": 129.5, - "State": 47, - "StateCategorical": 47.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 15936.0, - "Pimin": 103.8, - "Pop": 6098.0, - "Pop16": 4782.0, - "Price": 109.4, - "Sales": 122.5, - "State": 47, - "StateCategorical": 47.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 16698.0, - "Pimin": 115.6, - "Pop": 6164.8, - "Pop16": 4834.4, - "Price": 128.6, - "Sales": 118.9, - "State": 47, - "StateCategorical": 47.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 17038.0, - "Pimin": 120.5, - "Pop": 6263.4, - "Pop16": 4898.2, - "Price": 136.5, - "Sales": 109.1, - "State": 47, - "StateCategorical": 47.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 18010.0, - "Pimin": 135.8, - "Pop": 6354.1, - "Pop16": 4965.1, - "Price": 157.9, - "Sales": 108.2, - "State": 47, - "StateCategorical": 47.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2409.3326822, - "Pimin": 28.0, - "Pop": 2961.0, - "Pop16": 2030.7, - "Price": 30.1, - "Sales": 99.1, - "State": 48, - "StateCategorical": 48.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2569.1936184, - "Pimin": 29.4, - "Pop": 2971.0, - "Pop16": 2045.2, - "Price": 29.9, - "Sales": 95.4, - "State": 48, - "StateCategorical": 48.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2764.3485276, - "Pimin": 29.1, - "Pop": 2973.0, - "Pop16": 2057.8, - "Price": 30.0, - "Sales": 98.3, - "State": 48, - "StateCategorical": 48.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 3003.101874, - "Pimin": 29.8, - "Pop": 3074.0, - "Pop16": 2140.0, - "Price": 34.7, - "Sales": 86.9, - "State": 48, - "StateCategorical": 48.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 3143.2397077, - "Pimin": 30.1, - "Pop": 3208.0, - "Pop16": 2250.3, - "Price": 35.0, - "Sales": 99.7, - "State": 48, - "StateCategorical": 48.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 3363.3080096, - "Pimin": 32.0, - "Pop": 3296.0, - "Pop16": 2333.5, - "Price": 37.1, - "Sales": 101.5, - "State": 48, - "StateCategorical": 48.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3529.397294, - "Pimin": 31.9, - "Pop": 3402.0, - "Pop16": 2421.5, - "Price": 37.6, - "Sales": 100.2, - "State": 48, - "StateCategorical": 48.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3664.3448376, - "Pimin": 33.8, - "Pop": 3409.0, - "Pop16": 2438.0, - "Price": 38.7, - "Sales": 96.7, - "State": 48, - "StateCategorical": 48.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3829.396064, - "Pimin": 33.6, - "Pop": 3433.0, - "Pop16": 2477.6, - "Price": 40.3, - "Sales": 97.0, - "State": 48, - "StateCategorical": 48.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 4072.3016424, - "Pimin": 33.7, - "Pop": 3423.0, - "Pop16": 2489.2, - "Price": 46.1, - "Sales": 88.5, - "State": 48, - "StateCategorical": 48.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4593.4067723, - "Pimin": 36.3, - "Pop": 3443.0, - "Pop16": 2528.9, - "Price": 45.9, - "Sales": 91.0, - "State": 48, - "StateCategorical": 48.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 5079.2179292, - "Pimin": 38.0, - "Pop": 3503.0, - "Pop16": 2597.6, - "Price": 46.9, - "Sales": 98.6, - "State": 48, - "StateCategorical": 48.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5631.4647999, - "Pimin": 40.3, - "Pop": 3563.0, - "Pop16": 2667.3, - "Price": 49.0, - "Sales": 99.5, - "State": 48, - "StateCategorical": 48.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 6166.0646842, - "Pimin": 42.5, - "Pop": 3623.0, - "Pop16": 2735.0, - "Price": 53.0, - "Sales": 100.3, - "State": 48, - "StateCategorical": 48.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 6674.7131177, - "Pimin": 45.6, - "Pop": 3693.0, - "Pop16": 2806.6, - "Price": 53.7, - "Sales": 99.3, - "State": 48, - "StateCategorical": 48.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 7521.7684683, - "Pimin": 51.5, - "Pop": 3793.0, - "Pop16": 2899.4, - "Price": 58.6, - "Sales": 101.3, - "State": 48, - "StateCategorical": 48.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 8311.7306273, - "Pimin": 55.4, - "Pop": 3926.0, - "Pop16": 3014.6, - "Price": 61.6, - "Sales": 101.4, - "State": 48, - "StateCategorical": 48.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 9105.8450185, - "Pimin": 56.4, - "Pop": 4132.0, - "Pop16": 3165.5, - "Price": 63.8, - "Sales": 101.4, - "State": 48, - "StateCategorical": 48.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 9940.4436727, - "Pimin": 59.2, - "Pop": 4217.0, - "Pop16": 3233.2, - "Price": 66.6, - "Sales": 112.7, - "State": 48, - "StateCategorical": 48.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 10492.690543, - "Pimin": 67.6, - "Pop": 4245.0, - "Pop16": 3252.6, - "Price": 80.3, - "Sales": 106.6, - "State": 48, - "StateCategorical": 48.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 11018.985963, - "Pimin": 76.5, - "Pop": 4300.0, - "Pop16": 3299.0, - "Price": 93.1, - "Sales": 102.4, - "State": 48, - "StateCategorical": 48.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 11805.833948, - "Pimin": 88.5, - "Pop": 4349.0, - "Pop16": 3345.4, - "Price": 105.9, - "Sales": 96.2, - "State": 48, - "StateCategorical": 48.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 12336.2816, - "Pimin": 97.6, - "Pop": 4406.0, - "Pop16": 3394.8, - "Price": 114.4, - "Sales": 96.5, - "State": 48, - "StateCategorical": 48.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 12946.659721, - "Pimin": 99.9, - "Pop": 4463.0, - "Pop16": 3450.9, - "Price": 125.7, - "Sales": 94.2, - "State": 48, - "StateCategorical": 48.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 13522.781926, - "Pimin": 107.1, - "Pop": 4538.0, - "Pop16": 3507.0, - "Price": 134.2, - "Sales": 91.3, - "State": 48, - "StateCategorical": 48.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 14347.0, - "Pimin": 121.9, - "Pop": 4648.0, - "Pop16": 3591.0, - "Price": 141.4, - "Sales": 88.2, - "State": 48, - "StateCategorical": 48.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 15438.0, - "Pimin": 133.6, - "Pop": 4761.0, - "Pop16": 3669.0, - "Price": 150.6, - "Sales": 86.1, - "State": 48, - "StateCategorical": 48.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 16252.0, - "Pimin": 141.3, - "Pop": 4882.4, - "Pop16": 3762.5, - "Price": 167.5, - "Sales": 83.4, - "State": 48, - "StateCategorical": 48.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 16967.0, - "Pimin": 144.4, - "Pop": 5033.9, - "Pop16": 3866.5, - "Price": 177.4, - "Sales": 78.7, - "State": 48, - "StateCategorical": 48.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 18038.0, - "Pimin": 167.2, - "Pop": 5152.2, - "Pop16": 3950.2, - "Price": 199.2, - "Sales": 81.1, - "State": 48, - "StateCategorical": 48.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 1598.0632813, - "Pimin": 24.1, - "Pop": 1815.0, - "Pop16": 1247.0, - "Price": 27.7, - "Sales": 111.8, - "State": 49, - "StateCategorical": 49.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 1721.5317383, - "Pimin": 25.0, - "Pop": 1823.0, - "Pop16": 1260.4, - "Price": 28.0, - "Sales": 109.0, - "State": 49, - "StateCategorical": 49.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 1855.0382813, - "Pimin": 24.5, - "Pop": 1815.0, - "Pop16": 1264.3, - "Price": 28.2, - "Sales": 110.5, - "State": 49, - "StateCategorical": 49.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 1962.4458008, - "Pimin": 24.7, - "Pop": 1815.0, - "Pop16": 1275.8, - "Price": 28.4, - "Sales": 111.2, - "State": 49, - "StateCategorical": 49.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2097.9599609, - "Pimin": 25.0, - "Pop": 1807.0, - "Pop16": 1280.6, - "Price": 29.5, - "Sales": 113.6, - "State": 49, - "StateCategorical": 49.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2202.3560547, - "Pimin": 26.3, - "Pop": 1819.0, - "Pop16": 1301.8, - "Price": 31.3, - "Sales": 119.8, - "State": 49, - "StateCategorical": 49.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 2358.9501953, - "Pimin": 27.0, - "Pop": 1819.0, - "Pop16": 1310.4, - "Price": 32.1, - "Sales": 112.1, - "State": 49, - "StateCategorical": 49.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 2659.0889648, - "Pimin": 28.3, - "Pop": 1744.0, - "Pop16": 1255.6, - "Price": 33.7, - "Sales": 114.5, - "State": 49, - "StateCategorical": 49.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 2868.8849609, - "Pimin": 30.1, - "Pop": 1761.0, - "Pop16": 1277.7, - "Price": 41.6, - "Sales": 111.5, - "State": 49, - "StateCategorical": 49.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3118.8333008, - "Pimin": 29.9, - "Pop": 1781.0, - "Pop16": 1300.8, - "Price": 41.3, - "Sales": 117.5, - "State": 49, - "StateCategorical": 49.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 3424.9949219, - "Pimin": 30.1, - "Pop": 1782.0, - "Pop16": 1310.4, - "Price": 39.9, - "Sales": 116.6, - "State": 49, - "StateCategorical": 49.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 3815.4764648, - "Pimin": 31.3, - "Pop": 1784.0, - "Pop16": 1320.0, - "Price": 42.0, - "Sales": 119.9, - "State": 49, - "StateCategorical": 49.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 4251.1293945, - "Pimin": 33.3, - "Pop": 1803.0, - "Pop16": 1340.2, - "Price": 45.2, - "Sales": 123.2, - "State": 49, - "StateCategorical": 49.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 4646.6299805, - "Pimin": 36.0, - "Pop": 1833.0, - "Pop16": 1369.1, - "Price": 48.4, - "Sales": 129.7, - "State": 49, - "StateCategorical": 49.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 5074.2524414, - "Pimin": 36.9, - "Pop": 1853.0, - "Pop16": 1389.2, - "Price": 48.9, - "Sales": 133.9, - "State": 49, - "StateCategorical": 49.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 5525.9663086, - "Pimin": 41.4, - "Pop": 1861.0, - "Pop16": 1399.8, - "Price": 53.9, - "Sales": 131.6, - "State": 49, - "StateCategorical": 49.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 6080.0686523, - "Pimin": 43.4, - "Pop": 1878.0, - "Pop16": 1416.2, - "Price": 62.4, - "Sales": 122.1, - "State": 49, - "StateCategorical": 49.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 6593.0148437, - "Pimin": 46.3, - "Pop": 1950.0, - "Pop16": 1467.1, - "Price": 64.3, - "Sales": 122.3, - "State": 49, - "StateCategorical": 49.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 7108.9724609, - "Pimin": 49.4, - "Pop": 1952.0, - "Pop16": 1471.9, - "Price": 66.2, - "Sales": 120.5, - "State": 49, - "StateCategorical": 49.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 7632.9605469, - "Pimin": 56.3, - "Pop": 1948.0, - "Pop16": 1473.8, - "Price": 75.1, - "Sales": 119.8, - "State": 49, - "StateCategorical": 49.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 7830.7108398, - "Pimin": 66.4, - "Pop": 1965.0, - "Pop16": 1490.2, - "Price": 88.2, - "Sales": 115.7, - "State": 49, - "StateCategorical": 49.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 8338.6379883, - "Pimin": 75.4, - "Pop": 1952.0, - "Pop16": 1487.3, - "Price": 97.2, - "Sales": 111.9, - "State": 49, - "StateCategorical": 49.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 8780.3137695, - "Pimin": 79.3, - "Pop": 1936.0, - "Pop16": 1484.4, - "Price": 103.2, - "Sales": 109.1, - "State": 49, - "StateCategorical": 49.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 9173.8067383, - "Pimin": 85.4, - "Pop": 1917.0, - "Pop16": 1477.7, - "Price": 104.1, - "Sales": 112.1, - "State": 49, - "StateCategorical": 49.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 9599.421582, - "Pimin": 90.5, - "Pop": 1897.0, - "Pop16": 1470.0, - "Price": 112.8, - "Sales": 107.5, - "State": 49, - "StateCategorical": 49.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 10279.0, - "Pimin": 94.4, - "Pop": 1876.0, - "Pop16": 1460.0, - "Price": 122.2, - "Sales": 109.1, - "State": 49, - "StateCategorical": 49.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 10901.0, - "Pimin": 103.8, - "Pop": 1857.0, - "Pop16": 1452.0, - "Price": 131.2, - "Sales": 104.0, - "State": 49, - "StateCategorical": 49.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 11946.0, - "Pimin": 115.6, - "Pop": 1842.6, - "Pop16": 1440.8, - "Price": 142.9, - "Sales": 104.1, - "State": 49, - "StateCategorical": 49.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 12381.0, - "Pimin": 120.5, - "Pop": 1850.8, - "Pop16": 1454.1, - "Price": 144.1, - "Sales": 100.1, - "State": 49, - "StateCategorical": 49.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 13526.0, - "Pimin": 135.8, - "Pop": 1862.1, - "Pop16": 1465.4, - "Price": 158.2, - "Sales": 98.0, - "State": 49, - "StateCategorical": 49.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2146.2878788, - "Pimin": 25.4, - "Pop": 4059.0, - "Pop16": 2702.5, - "Price": 27.6, - "Sales": 110.4, - "State": 50, - "StateCategorical": 50.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2307.5212121, - "Pimin": 25.6, - "Pop": 4100.0, - "Pop16": 2735.1, - "Price": 29.5, - "Sales": 106.2, - "State": 50, - "StateCategorical": 50.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2456.1909091, - "Pimin": 26.2, - "Pop": 4140.0, - "Pop16": 2773.5, - "Price": 29.8, - "Sales": 109.4, - "State": 50, - "StateCategorical": 50.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2633.1287879, - "Pimin": 30.0, - "Pop": 4178.0, - "Pop16": 2812.8, - "Price": 32.1, - "Sales": 106.3, - "State": 50, - "StateCategorical": 50.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2726.3090909, - "Pimin": 30.1, - "Pop": 4194.0, - "Pop16": 2841.6, - "Price": 32.8, - "Sales": 108.3, - "State": 50, - "StateCategorical": 50.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2939.8909091, - "Pimin": 32.7, - "Pop": 4211.0, - "Pop16": 2878.0, - "Price": 33.6, - "Sales": 111.4, - "State": 50, - "StateCategorical": 50.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3109.5, - "Pimin": 32.8, - "Pop": 4233.0, - "Pop16": 2898.1, - "Price": 33.6, - "Sales": 111.5, - "State": 50, - "StateCategorical": 50.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3339.8333333, - "Pimin": 37.7, - "Pop": 4417.0, - "Pop16": 3059.2, - "Price": 38.5, - "Sales": 106.4, - "State": 50, - "StateCategorical": 50.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3582.730303, - "Pimin": 38.5, - "Pop": 4466.0, - "Pop16": 3129.2, - "Price": 40.2, - "Sales": 105.4, - "State": 50, - "StateCategorical": 50.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3814.1106061, - "Pimin": 41.9, - "Pop": 4510.0, - "Pop16": 3197.2, - "Price": 40.3, - "Sales": 108.8, - "State": 50, - "StateCategorical": 50.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4269.5424242, - "Pimin": 41.0, - "Pop": 4537.0, - "Pop16": 3253.8, - "Price": 42.6, - "Sales": 109.5, - "State": 50, - "StateCategorical": 50.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4634.9348485, - "Pimin": 41.9, - "Pop": 4563.0, - "Pop16": 3310.4, - "Price": 43.9, - "Sales": 111.8, - "State": 50, - "StateCategorical": 50.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5039.0651515, - "Pimin": 45.2, - "Pop": 4601.0, - "Pop16": 3377.5, - "Price": 46.6, - "Sales": 113.5, - "State": 50, - "StateCategorical": 50.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5487.1681818, - "Pimin": 47.8, - "Pop": 4623.0, - "Pop16": 3430.2, - "Price": 51.3, - "Sales": 115.4, - "State": 50, - "StateCategorical": 50.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 6063.0015152, - "Pimin": 49.4, - "Pop": 4658.0, - "Pop16": 3489.6, - "Price": 52.1, - "Sales": 117.2, - "State": 50, - "StateCategorical": 50.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 6728.8742424, - "Pimin": 54.6, - "Pop": 4683.0, - "Pop16": 3537.6, - "Price": 57.1, - "Sales": 116.7, - "State": 50, - "StateCategorical": 50.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 7622.9863636, - "Pimin": 56.4, - "Pop": 4720.0, - "Pop16": 3590.3, - "Price": 58.7, - "Sales": 117.1, - "State": 50, - "StateCategorical": 50.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 8173.6924242, - "Pimin": 58.8, - "Pop": 4705.0, - "Pop16": 3551.0, - "Price": 61.2, - "Sales": 117.6, - "State": 50, - "StateCategorical": 50.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 8663.6742424, - "Pimin": 61.4, - "Pop": 4742.0, - "Pop16": 3592.2, - "Price": 64.9, - "Sales": 119.9, - "State": 50, - "StateCategorical": 50.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 9196.5818182, - "Pimin": 69.6, - "Pop": 4765.0, - "Pop16": 3617.1, - "Price": 75.0, - "Sales": 115.6, - "State": 50, - "StateCategorical": 50.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 9815.3409091, - "Pimin": 80.8, - "Pop": 4751.0, - "Pop16": 3616.2, - "Price": 92.0, - "Sales": 106.3, - "State": 50, - "StateCategorical": 50.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 10641.4, - "Pimin": 89.6, - "Pop": 4766.0, - "Pop16": 3639.2, - "Price": 100.8, - "Sales": 105.6, - "State": 50, - "StateCategorical": 50.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 11228.75, - "Pimin": 96.7, - "Pop": 4775.0, - "Pop16": 3657.4, - "Price": 106.8, - "Sales": 107.0, - "State": 50, - "StateCategorical": 50.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 11763.751515, - "Pimin": 104.8, - "Pop": 4783.0, - "Pop16": 3670.8, - "Price": 110.8, - "Sales": 105.4, - "State": 50, - "StateCategorical": 50.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 12336.443939, - "Pimin": 116.2, - "Pop": 4807.0, - "Pop16": 3690.0, - "Price": 116.3, - "Sales": 106.0, - "State": 50, - "StateCategorical": 50.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 13129.0, - "Pimin": 124.1, - "Pop": 4855.0, - "Pop16": 3728.0, - "Price": 128.6, - "Sales": 102.6, - "State": 50, - "StateCategorical": 50.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 13933.0, - "Pimin": 132.7, - "Pop": 4867.0, - "Pop16": 3745.0, - "Price": 138.3, - "Sales": 100.3, - "State": 50, - "StateCategorical": 50.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 14958.0, - "Pimin": 147.3, - "Pop": 4902.1, - "Pop16": 3772.0, - "Price": 151.1, - "Sales": 94.1, - "State": 50, - "StateCategorical": 50.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 15438.0, - "Pimin": 154.4, - "Pop": 4965.2, - "Pop16": 3817.4, - "Price": 158.6, - "Sales": 95.5, - "State": 50, - "StateCategorical": 50.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 16351.0, - "Pimin": 178.5, - "Pop": 5017.3, - "Pop16": 3853.8, - "Price": 176.5, - "Sales": 96.2, - "State": 50, - "StateCategorical": 50.0, - "Year": 92, - "YearCategorical": 92.0 - }, - { - "CPI": 30.6, - "NDI": 2212.8687965, - "Pimin": 24.9, - "Pop": 335.0, - "Pop16": 221.9, - "Price": 26.2, - "Sales": 125.6, - "State": 51, - "StateCategorical": 51.0, - "Year": 63, - "YearCategorical": 63.0 - }, - { - "CPI": 31.0, - "NDI": 2323.4089278, - "Pimin": 27.5, - "Pop": 338.0, - "Pop16": 224.8, - "Price": 26.2, - "Sales": 134.0, - "State": 51, - "StateCategorical": 51.0, - "Year": 64, - "YearCategorical": 64.0 - }, - { - "CPI": 31.5, - "NDI": 2468.0408753, - "Pimin": 27.6, - "Pop": 330.0, - "Pop16": 220.0, - "Price": 26.1, - "Sales": 137.6, - "State": 51, - "StateCategorical": 51.0, - "Year": 65, - "YearCategorical": 65.0 - }, - { - "CPI": 32.4, - "NDI": 2593.0442013, - "Pimin": 29.6, - "Pop": 320.0, - "Pop16": 215.2, - "Price": 26.5, - "Sales": 133.3, - "State": 51, - "StateCategorical": 51.0, - "Year": 66, - "YearCategorical": 66.0 - }, - { - "CPI": 33.4, - "NDI": 2775.9003063, - "Pimin": 30.1, - "Pop": 319.0, - "Pop16": 216.1, - "Price": 27.4, - "Sales": 137.4, - "State": 51, - "StateCategorical": 51.0, - "Year": 67, - "YearCategorical": 67.0 - }, - { - "CPI": 34.8, - "NDI": 2921.5653392, - "Pimin": 32.0, - "Pop": 322.0, - "Pop16": 221.9, - "Price": 32.5, - "Sales": 136.5, - "State": 51, - "StateCategorical": 51.0, - "Year": 68, - "YearCategorical": 68.0 - }, - { - "CPI": 36.7, - "NDI": 3066.1972867, - "Pimin": 31.9, - "Pop": 320.0, - "Pop16": 228.7, - "Price": 32.6, - "Sales": 135.7, - "State": 51, - "StateCategorical": 51.0, - "Year": 69, - "YearCategorical": 69.0 - }, - { - "CPI": 38.8, - "NDI": 3269.7150985, - "Pimin": 33.8, - "Pop": 332.0, - "Pop16": 231.6, - "Price": 34.1, - "Sales": 132.2, - "State": 51, - "StateCategorical": 51.0, - "Year": 70, - "YearCategorical": 70.0 - }, - { - "CPI": 40.5, - "NDI": 3514.5563239, - "Pimin": 33.6, - "Pop": 339.0, - "Pop16": 240.3, - "Price": 34.4, - "Sales": 131.7, - "State": 51, - "StateCategorical": 51.0, - "Year": 71, - "YearCategorical": 71.0 - }, - { - "CPI": 41.8, - "NDI": 3975.3123851, - "Pimin": 33.7, - "Pop": 345.0, - "Pop16": 247.0, - "Price": 34.4, - "Sales": 140.0, - "State": 51, - "StateCategorical": 51.0, - "Year": 72, - "YearCategorical": 72.0 - }, - { - "CPI": 44.4, - "NDI": 4505.2851641, - "Pimin": 36.3, - "Pop": 351.0, - "Pop16": 253.8, - "Price": 34.4, - "Sales": 141.2, - "State": 51, - "StateCategorical": 51.0, - "Year": 73, - "YearCategorical": 73.0 - }, - { - "CPI": 49.3, - "NDI": 4980.5044201, - "Pimin": 37.8, - "Pop": 362.0, - "Pop16": 263.4, - "Price": 35.8, - "Sales": 145.8, - "State": 51, - "StateCategorical": 51.0, - "Year": 74, - "YearCategorical": 74.0 - }, - { - "CPI": 53.8, - "NDI": 5455.7236761, - "Pimin": 40.3, - "Pop": 377.0, - "Pop16": 276.0, - "Price": 38.6, - "Sales": 160.7, - "State": 51, - "StateCategorical": 51.0, - "Year": 75, - "YearCategorical": 75.0 - }, - { - "CPI": 56.9, - "NDI": 5985.6964551, - "Pimin": 42.5, - "Pop": 392.0, - "Pop16": 288.5, - "Price": 42.6, - "Sales": 161.5, - "State": 51, - "StateCategorical": 51.0, - "Year": 76, - "YearCategorical": 76.0 - }, - { - "CPI": 60.6, - "NDI": 6640.6725602, - "Pimin": 44.7, - "Pop": 407.0, - "Pop16": 300.1, - "Price": 43.4, - "Sales": 160.4, - "State": 51, - "StateCategorical": 51.0, - "Year": 77, - "YearCategorical": 77.0 - }, - { - "CPI": 65.2, - "NDI": 7609.7066083, - "Pimin": 49.5, - "Pop": 425.0, - "Pop16": 314.5, - "Price": 49.8, - "Sales": 160.3, - "State": 51, - "StateCategorical": 51.0, - "Year": 78, - "YearCategorical": 78.0 - }, - { - "CPI": 72.6, - "NDI": 8482.6637199, - "Pimin": 53.7, - "Pop": 450.0, - "Pop16": 332.9, - "Price": 51.7, - "Sales": 168.6, - "State": 51, - "StateCategorical": 51.0, - "Year": 79, - "YearCategorical": 79.0 - }, - { - "CPI": 82.4, - "NDI": 9402.1096718, - "Pimin": 56.4, - "Pop": 470.0, - "Pop16": 343.5, - "Price": 55.3, - "Sales": 158.1, - "State": 51, - "StateCategorical": 51.0, - "Year": 80, - "YearCategorical": 80.0 - }, - { - "CPI": 90.9, - "NDI": 10046.754923, - "Pimin": 59.2, - "Pop": 492.0, - "Pop16": 358.0, - "Price": 55.9, - "Sales": 163.1, - "State": 51, - "StateCategorical": 51.0, - "Year": 81, - "YearCategorical": 81.0 - }, - { - "CPI": 96.5, - "NDI": 10180.022932, - "Pimin": 65.7, - "Pop": 502.0, - "Pop16": 364.7, - "Price": 64.3, - "Sales": 157.7, - "State": 51, - "StateCategorical": 51.0, - "Year": 82, - "YearCategorical": 82.0 - }, - { - "CPI": 99.6, - "NDI": 9855.6341357, - "Pimin": 76.5, - "Pop": 514.0, - "Pop16": 371.5, - "Price": 71.0, - "Sales": 141.2, - "State": 51, - "StateCategorical": 51.0, - "Year": 83, - "YearCategorical": 83.0 - }, - { - "CPI": 103.9, - "NDI": 10382.507659, - "Pimin": 88.5, - "Pop": 511.0, - "Pop16": 370.5, - "Price": 81.7, - "Sales": 128.9, - "State": 51, - "StateCategorical": 51.0, - "Year": 84, - "YearCategorical": 84.0 - }, - { - "CPI": 107.6, - "NDI": 10839.131379, - "Pimin": 92.3, - "Pop": 510.0, - "Pop16": 369.5, - "Price": 87.4, - "Sales": 125.7, - "State": 51, - "StateCategorical": 51.0, - "Year": 85, - "YearCategorical": 85.0 - }, - { - "CPI": 109.6, - "NDI": 11089.138031, - "Pimin": 99.9, - "Pop": 507.0, - "Pop16": 368.6, - "Price": 97.8, - "Sales": 124.8, - "State": 51, - "StateCategorical": 51.0, - "Year": 86, - "YearCategorical": 86.0 - }, - { - "CPI": 113.6, - "NDI": 11113.932079, - "Pimin": 106.2, - "Pop": 490.0, - "Pop16": 357.0, - "Price": 102.7, - "Sales": 110.4, - "State": 51, - "StateCategorical": 51.0, - "Year": 87, - "YearCategorical": 87.0 - }, - { - "CPI": 118.3, - "NDI": 11803.0, - "Pimin": 115.3, - "Pop": 479.0, - "Pop16": 353.0, - "Price": 112.9, - "Sales": 114.3, - "State": 51, - "StateCategorical": 51.0, - "Year": 88, - "YearCategorical": 88.0 - }, - { - "CPI": 124.0, - "NDI": 12399.0, - "Pimin": 123.0, - "Pop": 475.0, - "Pop16": 352.0, - "Price": 118.6, - "Sales": 111.4, - "State": 51, - "StateCategorical": 51.0, - "Year": 89, - "YearCategorical": 89.0 - }, - { - "CPI": 130.7, - "NDI": 13871.0, - "Pimin": 138.9, - "Pop": 470.9, - "Pop16": 348.9, - "Price": 129.5, - "Sales": 96.9, - "State": 51, - "StateCategorical": 51.0, - "Year": 90, - "YearCategorical": 90.0 - }, - { - "CPI": 136.2, - "NDI": 14675.0, - "Pimin": 143.6, - "Pop": 477.1, - "Pop16": 355.2, - "Price": 127.0, - "Sales": 109.1, - "State": 51, - "StateCategorical": 51.0, - "Year": 91, - "YearCategorical": 91.0 - }, - { - "CPI": 140.3, - "NDI": 15607.0, - "Pimin": 160.0, - "Pop": 483.3, - "Pop16": 360.5, - "Price": 155.1, - "Sales": 110.8, - "State": 51, - "StateCategorical": 51.0, - "Year": 92, - "YearCategorical": 92.0 - } - ] - }, - "encoding": { - "color": { - "field": "Year", - "type": "quantitative" - }, - "size": { - "field": "NDI", - "type": "quantitative" - }, - "x": { - "field": "Price", - "type": "quantitative" - }, - "y": { - "field": "Sales", - "type": "quantitative" - } - }, - "mark": "point" - }, - "image/png": "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", - "image/svg+xml": [ - "708090Year5,00010,00015,00020,000NDI050100150200Price050100150200250300Sales" - ], - "text/plain": [ - "VegaLite.VLSpec{:plot}" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# cigar |> Voyager()\n", "\n", @@ -20161,23 +574,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "data_statistical_packages.rst", - "filename_with_path": "more_julia/data_statistical_packages", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Data and Statistics Packages" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/more_julia/general_packages.ipynb b/more_julia/general_packages.ipynb index 4b3f8a9..15dd5fa 100644 --- a/more_julia/general_packages.ipynb +++ b/more_julia/general_packages.ipynb @@ -62,20 +62,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", path = \"more_julia\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", path = \"more_julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": true }, @@ -106,19 +105,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(value, tol) = quadgk(cos, -2π, 2π) = (-1.5474478810961125e-14, 5.7846097329025695e-24)\n" - ] - } - ], + "outputs": [], "source": [ "using QuadGK\n", "@show value, tol = quadgk(cos, -2π, 2π);" @@ -146,19 +137,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "w ⋅ f.(x) = 0.6666666666666666\n" - ] - } - ], + "outputs": [], "source": [ "using FastGaussQuadrature\n", "x, w = gausslegendre( 100_000 ); # i.e. find 100,000 nodes\n", @@ -179,19 +162,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "w ⋅ cos.(x) = -2.9976021664879227e-15\n" - ] - } - ], + "outputs": [], "source": [ "using QuantEcon\n", "\n", @@ -212,29 +187,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "E(f) = 0.0\n" - ] - }, - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Distributions, Expectations\n", "dist = Normal()\n", @@ -275,20 +232,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Interpolations\n", "using Plots\n", @@ -311,27 +259,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "li(0.3) = 0.25244129544236954\n" - ] - }, - { - "data": { - "image/png": "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" - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "li = LinearInterpolation(x, y)\n", "li_spline = CubicSplineInterpolation(x, y)\n", @@ -357,20 +289,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = log.(range(1, exp(4), length = 10)) .+ 1 # uneven grid\n", "y = log.(x) # corresponding y points\n", @@ -401,28 +324,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "interp_linear(3, 2) = 1.6094379124341003\n", - "interp_linear(3.1, 2.1) = 1.6484736801441782\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "interp_cubic(3, 2) = 1.6094379124341\n", - "interp_cubic(3.1, 2.1) = 1.6486586594237707\n" - ] - } - ], + "outputs": [], "source": [ "f(x,y) = log(x+y)\n", "xs = 1:0.2:5\n", @@ -492,25 +398,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/latex": [ - "an equation: $1 + \\alpha^2$" - ], - "text/plain": [ - "L\"an equation: $1 + \\alpha^2$\"" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using LaTeXStrings\n", "L\"an equation: $1 + \\alpha^2$\"" @@ -531,52 +423,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\r", - "\u001b[32mComputing... 16%|██████▎ | ETA: 0:00:05\u001b[39m" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\r", - "\u001b[32mComputing... 42%|████████████████▍ | ETA: 0:00:04\u001b[39m" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\r", - "\u001b[32mComputing... 62%|████████████████████████▏ | ETA: 0:00:02\u001b[39m" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\r", - "\u001b[32mComputing... 82%|████████████████████████████████ | ETA: 0:00:01\u001b[39m" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\r", - "\u001b[32mComputing...100%|███████████████████████████████████████| Time: 0:00:05\u001b[39m\n" - ] - } - ], + "outputs": [], "source": [ "using ProgressMeter\n", "\n", @@ -587,23 +438,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "general_packages.rst", - "filename_with_path": "more_julia/general_packages", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "General Purpose Packages" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/more_julia/generic_programming.ipynb b/more_julia/generic_programming.ipynb index a203e49..6ae89eb 100644 --- a/more_julia/generic_programming.ipynb +++ b/more_julia/generic_programming.ipynb @@ -96,20 +96,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": true }, @@ -132,38 +131,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x, y, z) = (1, Normal{Float64}(μ=0.0, σ=1.0), \"foo\")\n", - "(typeof(x), typeof(y), typeof(z)) = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(Int64, Normal{Float64}, String)\n", - "supertype(typeof(x)) = Signed\n", - "typeof(x) |> supertype = Signed\n", - "supertype(typeof(y)) = Distribution{Univariate,Continuous}\n", - "typeof(z) |> supertype = AbstractString\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(x) <: Any = true\n" - ] - } - ], + "outputs": [], "source": [ "using Distributions\n", "x = 1\n", @@ -189,19 +161,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Int64 <: Signed <: Integer <: Real <: Number <: Any" - ] - } - ], + "outputs": [], "source": [ "using Base: show_supertypes # import the function from the `Base` package\n", "\n", @@ -210,26 +174,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Any,1}:\n", - " Bool \n", - " GeometryTypes.OffsetInteger\n", - " Signed \n", - " Unsigned " - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "subtypes(Integer)" ] @@ -243,22 +192,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "subtypetree (generic function with 3 methods)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# from https://github.com/JuliaLang/julia/issues/24741\n", "function subtypetree(t, level=1, indent=4)\n", @@ -281,86 +219,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Complex\n", - " Real\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " AbstractFloat\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " BigFloat\n", - " Float16\n", - " Float32\n", - " Float64\n", - " AbstractIrrational\n", - " Irrational\n", - " FixedPointNumbers.FixedPoint\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " FixedPointNumbers.Fixed\n", - " FixedPointNumbers.Normed\n", - " Integer\n", - " Bool\n", - " GeometryTypes.OffsetInteger\n", - " Signed\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " BigInt\n", - " Int128\n", - " Int16\n", - " Int32\n", - " Int64\n", - " Int8\n", - " Unsigned\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " UInt128\n", - " UInt16\n", - " UInt32\n", - " UInt64\n", - " UInt8\n", - " Rational\n", - " Ratios.SimpleRatio\n", - " StatsBase.TestStat\n" - ] - } - ], + "outputs": [], "source": [ "subtypetree(Number) # warning: do not use this function on ``Any``!" ] @@ -387,22 +250,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "myval = MyType(2.0)\n", - "typeof(myval) = MyType\n", - "supertype(typeof(myval)) = Any\n", - "typeof(myval) <: Any = true\n" - ] - } - ], + "outputs": [], "source": [ "# custom type\n", "struct MyType\n", @@ -429,19 +281,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1, 2]" - ] - } - ], + "outputs": [], "source": [ "x = [1, 2]\n", "show(x)" @@ -458,19 +302,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "MyType(2.0)" - ] - } - ], + "outputs": [], "source": [ "myval = MyType(2.0)\n", "show(myval)" @@ -506,19 +342,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(MyType.a = 2.0)" - ] - } - ], + "outputs": [], "source": [ "import Base.show # to extend an existing function\n", "\n", @@ -538,19 +366,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "myval = (MyType.a = 2.0)\n" - ] - } - ], + "outputs": [], "source": [ "@show myval;" ] @@ -587,19 +407,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "m.algorithmcalculation = 7.199999999999999\n" - ] - } - ], + "outputs": [], "source": [ "# BAD! Replicating an OO design in Julia\n", "mutable struct MyModel\n", @@ -682,20 +494,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "d1 = Normal{Float64}(μ=1.0, σ=2.0)\n", - "Normal{Float64} <: Distribution{Univariate,Continuous} <: Sampleable{Univariate,Continuous} <: Any" - ] - } - ], + "outputs": [], "source": [ "using Distributions\n", "d1 = Normal(1.0, 2.0) # an example type to explore\n", @@ -712,19 +515,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "rand(d1) = 1.4391342160681662\n" - ] - } - ], + "outputs": [], "source": [ "@show rand(d1);" ] @@ -745,19 +540,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "simulateprocess(0.0, d=Normal(0.2, 2.0)) = [0.0, 1.53385, 1.0143, -0.664571, -1.53943, -3.06172]\n" - ] - } - ], + "outputs": [], "source": [ "function simulateprocess(x₀; a = 1.0, b = 1.0, N = 5, d::Sampleable{Univariate,Continuous})\n", " x = zeros(typeof(x₀), N+1) # preallocate vector, careful on the type\n", @@ -783,45 +570,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "d1 = Normal{Float64}(μ=1.0, σ=2.0)\n", - "d2 = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Exponential{Float64}(θ=0.1)\n", - "supertype(typeof(d1)) = Distribution{Univariate,Continuous}\n", - "supertype(typeof(d2)) = Distribution{Univariate,Continuous}\n", - "pdf(d1, 0.1) = 0.18026348123082397\n", - "pdf(d2, 0.1) = 3.6787944117144233\n", - "cdf(d1, 0.1) = 0.32635522028792\n", - "cdf(d2, 0.1) = 0.6321205588285577\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "support(d1) = RealInterval(-Inf, Inf)\n", - "support(d2) = RealInterval(0.0, Inf)\n", - "minimum(d1) = -Inf\n", - "minimum(d2) = 0.0\n", - "maximum(d1) = Inf\n", - "maximum(d2) = Inf\n" - ] - } - ], + "outputs": [], "source": [ "d1 = Normal(1.0, 2.0)\n", "d2 = Exponential(0.1)\n", @@ -855,187 +608,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/StatsPlots/SiylL.ji for StatsPlots [f3b207a7-027a-5e70-b257-86293d7955fd]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "-1\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.1\n", - "\n", - "\n", - "0.2\n", - "\n", - "\n", - "0.3\n", - "\n", - "\n", - "0.4\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "y1\n", - "\n", - "\n" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using StatsPlots\n", "d = Normal(2.0, 1.0)\n", @@ -1054,7 +631,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1079,37 +656,11 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(minimum(d), maximum(d)) = (0, 2.0)\n", - "support(d) = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "RealInterval(0.0, 2.0)\n" - ] - }, - { - "data": { - "text/plain": [ - "RealInterval(0.0, 2.0)" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "d = OurTruncatedExponential(1.0,2.0)\n", "@show minimum(d), maximum(d)\n", @@ -1151,175 +702,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "1.0\n", - "\n", - "\n", - "1.5\n", - "\n", - "\n", - "2.0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "7\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "y1\n", - "\n", - "\n" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plot(d) # uses the generic code!" ] @@ -1337,167 +724,11 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(d) = Truncated{Exponential{Float64},Continuous}\n" - ] - }, - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "1.0\n", - "\n", - "\n", - "1.5\n", - "\n", - "\n", - "2.0\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "2.5\n", - "\n", - "\n", - "5.0\n", - "\n", - "\n", - "7.5\n", - "\n", - "\n", - "10.0\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "y1\n", - "\n", - "\n" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "d = Truncated(Exponential(0.1), 0.0, 2.0)\n", "@show typeof(d)\n", @@ -1559,32 +790,11 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(a) = Complex{Float64}\n", - "typeof(a) <: Number = true\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "a + b = 1.0 + 3.0im\n", - "a * b = -2.0 + 2.0im\n", - "-a = -1.0 - 1.0im\n", - "a - b = 1.0 - 1.0im\n", - "zero(a) = 0.0 + 0.0im\n", - "one(a) = 1.0 + 0.0im\n" - ] - } - ], + "outputs": [], "source": [ "a = 1.0 + 1.0im\n", "b = 0.0 + 2.0im\n", @@ -1608,32 +818,11 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(a) = BigInt\n", - "typeof(a) <: Number = true\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "a + b = 14\n", - "a * b = 40\n", - "-a = -10\n", - "a - b = 6\n", - "zero(a) = 0\n", - "one(a) = 1\n" - ] - } - ], + "outputs": [], "source": [ "a = BigInt(10)\n", "b = BigInt(4)\n", @@ -1662,27 +851,11 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(x, typeof(x)) = (4.0 + 1.0im, Complex{Float64})\n", - "(xbig, typeof(xbig)) = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(4.0 + 1.0im, Complex{BigFloat})\n" - ] - } - ], + "outputs": [], "source": [ "x = 4.0 + 1.0im\n", "@show x, typeof(x)\n", @@ -1702,25 +875,11 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/html": [ - "+(z::Complex, w::Complex) in Base at complex.jl:266" - ], - "text/plain": [ - "+(z::Complex, w::Complex) in Base at complex.jl:266" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@which +(x,x)" ] @@ -1756,25 +915,11 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/html": [ - "abs(z::Complex) in Base at complex.jl:260" - ], - "text/plain": [ - "abs(z::Complex) in Base at complex.jl:260" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@which abs(x)" ] @@ -1810,50 +955,22 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/html": [ - "abs(x::Float64) in Base at float.jl:522" - ], - "text/plain": [ - "abs(x::Float64) in Base at float.jl:522" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@which abs(1.0)" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/html": [ - "abs(x::Real) in Base at number.jl:144" - ], - "text/plain": [ - "abs(x::Real) in Base at number.jl:144" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@which abs(BigFloat(1.0))" ] @@ -1928,31 +1045,11 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "typeof(a) = Rational{Int64}\n", - "typeof(a) <: Number = true\n", - "typeof(a) <: Real = true\n", - "inv(a) = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "10//1\n", - "a / b = 3//20\n", - "a < b = true\n" - ] - } - ], + "outputs": [], "source": [ "a = 1 // 10\n", "b = 4 // 6\n", @@ -1987,22 +1084,11 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Float64 <: AbstractFloat = true\n", - "BigFloat <: AbstractFloat = true\n", - "eps(Float64) = 2.220446049250313e-16\n", - "eps(BigFloat) = 1.727233711018888925077270372560079914223200072887256277004740694033718360632485e-77\n" - ] - } - ], + "outputs": [], "source": [ "@show Float64 <: AbstractFloat\n", "@show BigFloat <: AbstractFloat\n", @@ -2021,25 +1107,11 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/html": [ - "isless(x::Real, y::Real) in Base at operators.jl:338" - ], - "text/plain": [ - "isless(x::Real, y::Real) in Base at operators.jl:338" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@which isless(1, 2)" ] @@ -2079,25 +1151,11 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/html": [ - "isless(x::Float64, y::Float64) in Base at float.jl:459" - ], - "text/plain": [ - "isless(x::Float64, y::Float64) in Base at float.jl:459" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "isless(1.0, 2.0) # applied to two floats\n", "@which isless(1.0, 2.0)" @@ -2127,174 +1185,11 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "quadgk(f, 0.0, 1.0) = (0.3333333333333333, 5.551115123125783e-17)\n" - ] - }, - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0.00\n", - "\n", - "\n", - "0.25\n", - "\n", - "\n", - "0.50\n", - "\n", - "\n", - "0.75\n", - "\n", - "\n", - "1.00\n", - "\n", - "\n", - "0.00\n", - "\n", - "\n", - "0.25\n", - "\n", - "\n", - "0.50\n", - "\n", - "\n", - "0.75\n", - "\n", - "\n", - "1.00\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "f\n", - "\n", - "\n", - "\n", - "int_f\n", - "\n", - "\n" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using QuadGK\n", "f(x) = x^2\n", @@ -2320,166 +1215,11 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "p = Poly(2 - 5*x + 2*x^2)\n", - "p(1.0) = -1.0\n" - ] - }, - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0.00\n", - "\n", - "\n", - "0.25\n", - "\n", - "\n", - "0.50\n", - "\n", - "\n", - "0.75\n", - "\n", - "\n", - "1.00\n", - "\n", - "\n", - "-1\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "f\n", - "\n", - "\n", - "\n", - "int_f\n", - "\n", - "\n" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Polynomials\n", "p = Poly([2, -5, 2], :x) # :x just gives a symbol for display\n", @@ -2498,174 +1238,11 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "f_int(1.0) = 1.0\n" - ] - }, - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0.00\n", - "\n", - "\n", - "0.25\n", - "\n", - "\n", - "0.50\n", - "\n", - "\n", - "0.75\n", - "\n", - "\n", - "1.00\n", - "\n", - "\n", - "0.00\n", - "\n", - "\n", - "0.25\n", - "\n", - "\n", - "0.50\n", - "\n", - "\n", - "0.75\n", - "\n", - "\n", - "1.00\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "f\n", - "\n", - "\n", - "\n", - "int_f\n", - "\n", - "\n" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Interpolations\n", "x = 0.0:0.2:1.0\n", @@ -2710,23 +1287,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "generic_programming.rst", - "filename_with_path": "more_julia/generic_programming", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Generic Programming" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/more_julia/index.ipynb b/more_julia/index.ipynb index 581f7d9..a82da96 100644 --- a/more_julia/index.ipynb +++ b/more_julia/index.ipynb @@ -90,23 +90,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index.rst", - "filename_with_path": "more_julia/index", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Packages and Software Engineering in Julia" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/more_julia/need_for_speed.ipynb b/more_julia/need_for_speed.ipynb index 5b552ae..694ae6a 100644 --- a/more_julia/need_for_speed.ipynb +++ b/more_julia/need_for_speed.ipynb @@ -92,20 +92,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -148,22 +147,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "+(1, 1)" ] @@ -179,25 +167,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/html": [ - "+(x::Float64, y::Float64) in Base at float.jl:395" - ], - "text/plain": [ - "+(x::Float64, y::Float64) in Base at float.jl:395" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x, y = 1.0, 1.0\n", "@which +(x, y)" @@ -215,25 +189,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/html": [ - "+{T<:Union{Int128, Int16, Int32, Int64, Int8, UInt128, UInt16, UInt32, UInt64, UInt8}}(x::T, y::T) in Base at int.jl:53" - ], - "text/plain": [ - "+(x::T, y::T) where T<:Union{Int128, Int16, Int32, Int64, Int8, UInt128, UInt16, UInt32, UInt64, UInt8} in Base at int.jl:53" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x, y = 1, 1\n", "@which +(x, y)" @@ -253,25 +213,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/html": [ - "+(z::Complex, w::Complex) in Base at complex.jl:266" - ], - "text/plain": [ - "+(z::Complex, w::Complex) in Base at complex.jl:266" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x, y = 1.0 + 1.0im, 1.0 + 1.0im\n", "@which +(x, y)" @@ -299,20 +245,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "100 + \"100\" = 200\n", - "100 + \"100\" = 200\n" - ] - } - ], + "outputs": [], "source": [ "import Base: + # enables adding methods to the + function\n", "\n", @@ -347,44 +284,22 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "AbstractFloat" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "supertype(Float64)" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Number" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "supertype(ComplexF32)" ] @@ -406,30 +321,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(typeof(100.0) <: Integer) == false = true\n" - ] - }, - { - "ename": "MethodError", - "evalue": "MethodError: no method matching +(::Float64, ::String)\nClosest candidates are:\n +(::Any, ::Any, !Matched::Any, !Matched::Any...) at operators.jl:502\n +(::Float64, !Matched::Float64) at float.jl:395\n +(::AbstractFloat, !Matched::Bool) at bool.jl:114\n ...", - "output_type": "error", - "traceback": [ - "MethodError: no method matching +(::Float64, ::String)\nClosest candidates are:\n +(::Any, ::Any, !Matched::Any, !Matched::Any...) at operators.jl:502\n +(::Float64, !Matched::Float64) at float.jl:395\n +(::AbstractFloat, !Matched::Bool) at bool.jl:114\n ...", - "", - "Stacktrace:", - " [1] top-level scope at In[10]:2" - ] - } - ], + "outputs": [], "source": [ "@show (typeof(100.0) <: Integer) == false\n", "100.0 + \"100\"" @@ -460,22 +356,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "q (generic function with 3 methods)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function q(x) # or q(x::Any)\n", " println(\"Default (Any) method invoked\")\n", @@ -500,57 +385,33 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Integer method invoked\n" - ] - } - ], + "outputs": [], "source": [ "q(3)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number method invoked\n" - ] - } - ], + "outputs": [], "source": [ "q(3.0)" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Default (Any) method invoked\n" - ] - } - ], + "outputs": [], "source": [ "q(\"foo\")" ] @@ -581,55 +442,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Body\u001b[36m::Array{Int64,1}\u001b[39m" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\u001b[90m1 ─\u001b[39m" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " %1 = invoke Base.broadcast(" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Base.:*::typeof(*), 2::Int64, _2::Array{Int64,1})\u001b[36m::Array{Int64,1}\u001b[39m\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[90m└──\u001b[39m " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "return %1\n" - ] - } - ], + "outputs": [], "source": [ "x = [1, 2, 3]\n", "f(x) = 2x\n", @@ -650,45 +467,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Body\u001b[33m\u001b[1m::Union{Nothing, Int64}\u001b[22m\u001b[39m" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\u001b[90m1 ─\u001b[39m %1 = (Base.sitofp)(Float64" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - ", x)\u001b[36m::Float64\u001b[39m\n", - "\u001b[90m│ \u001b[39m %2 = (Base.lt_float)(0.0, %1)\u001b[36m::Bool\u001b[39m\n", - "\u001b[90m│ \u001b[39m %3 = (Base.eq_float)(0.0, %1)\u001b[36m::Bool\u001b[39m\n", - "\u001b[90m│ \u001b[39m %4 = (Base.lt_float)(%1, 9.223372036854776e18)\u001b[36m::Bool\u001b[39m\n", - "\u001b[90m│ \u001b[39m %5 = (Base.and_int)(%3, %4)\u001b[36m::Bool\u001b[39m\n", - "\u001b[90m│ \u001b[39m %6 = (Base.fptosi)(Int64, %1)\u001b[36m::Int64\u001b[39m\n", - "\u001b[90m│ \u001b[39m %7 = (Base.slt_int)(%6, x)\u001b[36m::Bool\u001b[39m\n", - "\u001b[90m│ \u001b[39m %8 = (Base.and_int)(%5, %7)\u001b[36m::Bool\u001b[39m\n", - "\u001b[90m│ \u001b[39m %9 = (Base.or_int)(%2, %8)\u001b[36m::Bool\u001b[39m\n", - "\u001b[90m└──\u001b[39m goto #3 if not %9\n", - "\u001b[90m2 ─\u001b[39m return x\n", - "\u001b[90m3 ─\u001b[39m return Main.nothing\n" - ] - } - ], + "outputs": [], "source": [ "f(x) = x > 0.0 ? x : nothing\n", "@code_warntype f(1)" @@ -705,31 +488,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Body\u001b[91m\u001b[1m::Union{Float64, Int64}\u001b[22m\u001b[39m\n", - "\u001b[90m1 ─\u001b[39m %1 = (Base.sitofp)(Float64, x)\u001b[36m::Float64\u001b[39m\n", - "\u001b[90m│ \u001b[39m %2 = (Base.lt_float)(0.0, %1)\u001b[36m::Bool\u001b[39m\n", - "\u001b[90m│ \u001b[39m %3 = (Base.eq_float)(0.0, %1)\u001b[36m::Bool\u001b[39m\n", - "\u001b[90m│ \u001b[39m %4 = (Base.lt_float)(%1, 9.223372036854776e18)\u001b[36m::Bool\u001b[39m\n", - "\u001b[90m│ \u001b[39m %5 = (Base.and_int)(%3, %4)\u001b[36m::Bool\u001b[39m\n", - "\u001b[90m│ \u001b[39m %6 = (Base.fptosi)(Int64, %1)\u001b[36m::Int64\u001b[39m\n", - "\u001b[90m│ \u001b[39m %7 = (Base.slt_int)(%6, x)\u001b[36m::Bool\u001b[39m\n", - "\u001b[90m│ \u001b[39m %8 = (Base.and_int)(%5, %7)\u001b[36m::Bool\u001b[39m\n", - "\u001b[90m│ \u001b[39m %9 = (Base.or_int)(%2, %8)\u001b[36m::Bool\u001b[39m\n", - "\u001b[90m└──\u001b[39m goto #3 if not %9\n", - "\u001b[90m2 ─\u001b[39m return x\n", - "\u001b[90m3 ─\u001b[39m return 0.0\n" - ] - } - ], + "outputs": [], "source": [ "f(x) = x > 0.0 ? x : 0.0\n", "@code_warntype f(1)" @@ -746,23 +509,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Body\u001b[91m\u001b[1m::Union{Float64, Int64}\u001b[22m\u001b[39m\n", - "\u001b[90m1 ─\u001b[39m %1 = (Base.lt_float)(0.0, x)\u001b[36m::Bool\u001b[39m\n", - "\u001b[90m└──\u001b[39m goto #3 if not %1\n", - "\u001b[90m2 ─\u001b[39m return x\n", - "\u001b[90m3 ─\u001b[39m return 0\n" - ] - } - ], + "outputs": [], "source": [ "f(x) = x > 0.0 ? x : 0\n", "@code_warntype f(1.0)" @@ -779,32 +530,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "zero(2.3) = 0.0\n", - "zero(4) = 0\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "zero(2.0 + 3im) = 0.0 + 0.0im\n", - "Body\u001b[36m::Float64\u001b[39m\n", - "\u001b[90m1 ─\u001b[39m %1 = (Base.lt_float)(0.0, x)\u001b[36m::Bool\u001b[39m\n", - "\u001b[90m└──\u001b[39m goto #3 if not %1\n", - "\u001b[90m2 ─\u001b[39m return x\n", - "\u001b[90m3 ─\u001b[39m return 0.0\n" - ] - } - ], + "outputs": [], "source": [ "@show zero(2.3)\n", "@show zero(4)\n", @@ -877,22 +607,11 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "f (generic function with 2 methods)" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function f(a, b)\n", " y = 2a + 8b\n", @@ -1066,22 +785,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "f (generic function with 2 methods)" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function f(a, b)\n", " y = (a + 8b)^2\n", @@ -1110,35 +818,11 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\t.section\t__TEXT,__text,regular,pure_instructions\n", - "; ┌ @ In[21]:2 within `f'\n", - "; │┌ @ In[21]:2 within `+'\n", - "\tleaq\t(%rdi,%rsi,8), %rcx\n", - "; │└\n", - "; │┌ @ intfuncs.jl:243 within `literal_pow'\n", - "; ││┌ @ int.jl:54 within `*'\n", - "\timulq\t%rcx, %rcx\n", - "; │└└\n", - "; │ @ In[21]:3 within `f'\n", - "; │┌ @ int.jl:54 within `*'\n", - "\tleaq\t(,%rcx,8), %rax\n", - "\tsubq\t%rcx, %rax\n", - "; │└\n", - "\tretq\n", - "\tnopw\t%cs:(%rax,%rax)\n", - "; └\n" - ] - } - ], + "outputs": [], "source": [ "@code_native f(1, 2)" ] @@ -1157,39 +841,11 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\t.section\t__TEXT,__text,regular,pure_instructions\n", - "; ┌ @ In[21]:2 within `f'\n", - "\tmovabsq\t$5180612640, %rax ## imm = 0x134C9E020\n", - "; │┌ @ promotion.jl:314 within `*' @ float.jl:399\n", - "\tvmulsd\t(%rax), %xmm1, %xmm1\n", - "; │└\n", - "; │┌ @ float.jl:395 within `+'\n", - "\tvaddsd\t%xmm0, %xmm1, %xmm0\n", - "; │└\n", - "; │┌ @ intfuncs.jl:243 within `literal_pow'\n", - "; ││┌ @ float.jl:399 within `*'\n", - "\tvmulsd\t%xmm0, %xmm0, %xmm0\n", - "\tmovabsq\t$5180612648, %rax ## imm = 0x134C9E028\n", - "; │└└\n", - "; │ @ In[21]:3 within `f'\n", - "; │┌ @ promotion.jl:314 within `*' @ float.jl:399\n", - "\tvmulsd\t(%rax), %xmm0, %xmm0\n", - "; │└\n", - "\tretq\n", - "\tnopw\t%cs:(%rax,%rax)\n", - "; └\n" - ] - } - ], + "outputs": [], "source": [ "@code_native f(1.0, 2.0)" ] @@ -1280,22 +936,11 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "g (generic function with 1 method)" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b = 1.0\n", "function g(a)\n", @@ -1315,27 +960,11 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/BenchmarkTools/ZXPQo.ji for BenchmarkTools [6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 21.054 ms (2000000 allocations: 30.52 MiB)\n" - ] - } - ], + "outputs": [], "source": [ "using BenchmarkTools\n", "\n", @@ -1351,84 +980,11 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\t.section\t__TEXT,__text,regular,pure_instructions\n", - "; ┌ @ In[24]:3 within `g'\n", - "\tpushq\t%rbp\n", - "\tmovq\t%rsp, %rbp\n", - "\tpushq\t%r15\n", - "\tpushq\t%r14\n", - "\tpushq\t%r13\n", - "\tpushq\t%r12\n", - "\tpushq\t%rbx\n", - "\tandq\t$-32, %rsp\n", - "\tsubq\t$128, %rsp\n", - "\tvmovsd\t%xmm0, 24(%rsp)\n", - "\tmovabsq\t$jl_get_ptls_states_fast, %rax\n", - "\tvxorps\t%xmm0, %xmm0, %xmm0\n", - "\tvmovaps\t%ymm0, 32(%rsp)\n", - "\tvzeroupper\n", - "\tcallq\t*%rax\n", - "\tmovq\t%rax, %r12\n", - "\tmovq\t$4, 32(%rsp)\n", - "\tmovq\t(%r12), %rax\n", - "\tmovq\t%rax, 40(%rsp)\n", - "\tleaq\t32(%rsp), %rax\n", - "\tmovq\t%rax, (%r12)\n", - "\tmovl\t$1000000, %ebx ## imm = 0xF4240\n", - "\tmovabsq\t$jl_apply_generic, %r15\n", - "\tleaq\t80(%rsp), %r14\n", - "\tnopl\t(%rax)\n", - "; │ @ In[24]:5 within `g'\n", - "L112:\n", - "\tmovabsq\t$jl_get_ptls_states_fast, %rax\n", - "\tmovq\t579640696(%rax), %r13\n", - "\tmovq\t%r13, 48(%rsp)\n", - "\tmovl\t$1616, %esi ## imm = 0x650\n", - "\tmovl\t$16, %edx\n", - "\tmovq\t%r12, %rdi\n", - "\tmovabsq\t$jl_gc_pool_alloc, %rax\n", - "\tcallq\t*%rax\n", - "\tmovabsq\t$jl_system_image_data, %rcx\n", - "\tmovq\t%rcx, -8(%rax)\n", - "\tvmovsd\t24(%rsp), %xmm0 ## xmm0 = mem[0],zero\n", - "\tvmovsd\t%xmm0, (%rax)\n", - "\tmovq\t%rax, 56(%rsp)\n", - "\tmovabsq\t$jl_system_image_data, %rcx\n", - "\tmovq\t%rcx, 80(%rsp)\n", - "\tmovq\t%rax, 88(%rsp)\n", - "\tmovq\t%r13, 96(%rsp)\n", - "\tmovl\t$3, %esi\n", - "\tmovq\t%r14, %rdi\n", - "\tcallq\t*%r15\n", - "; │┌ @ range.jl:594 within `iterate'\n", - "; ││┌ @ promotion.jl:403 within `=='\n", - "\taddq\t$-1, %rbx\n", - "; │└└\n", - "\tjne\tL112\n", - "\tmovq\t40(%rsp), %rax\n", - "\tmovq\t%rax, (%r12)\n", - "\tleaq\t-40(%rbp), %rsp\n", - "\tpopq\t%rbx\n", - "\tpopq\t%r12\n", - "\tpopq\t%r13\n", - "\tpopq\t%r14\n", - "\tpopq\t%r15\n", - "\tpopq\t%rbp\n", - "\tretq\n", - "\tnop\n", - "; └\n" - ] - } - ], + "outputs": [], "source": [ "@code_native g(1.0)" ] @@ -1442,22 +998,11 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "g (generic function with 2 methods)" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function g(a, b)\n", " for i ∈ 1:1_000_000\n", @@ -1475,19 +1020,11 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 1.310 ns (0 allocations: 0 bytes)\n" - ] - } - ], + "outputs": [], "source": [ "@btime g(1.0, 1.0)" ] @@ -1507,23 +1044,11 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\t.section\t__TEXT,__text,regular,pure_instructions\n", - "; ┌ @ In[27]:2 within `g'\n", - "\tretq\n", - "\tnopw\t%cs:(%rax,%rax)\n", - "; └\n" - ] - } - ], + "outputs": [], "source": [ "@code_native g(1.0, 1.0)" ] @@ -1548,22 +1073,11 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "g (generic function with 2 methods)" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "const b_const = 1.0\n", "function g(a)\n", @@ -1608,7 +1122,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1628,7 +1142,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1648,7 +1162,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1668,22 +1182,11 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Foo_concrete{Float64}(1.0)" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "fg = Foo_generic(1.0)\n", "fa = Foo_abstract(1.0)\n", @@ -1699,22 +1202,11 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Foo_concrete{Float64}" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "typeof(fc)" ] @@ -1737,22 +1229,11 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "f (generic function with 2 methods)" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function f(foo)\n", " for i ∈ 1:1_000_000\n", @@ -1770,19 +1251,11 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 24.343 ms (1999489 allocations: 30.51 MiB)\n" - ] - } - ], + "outputs": [], "source": [ "@btime f($fg)" ] @@ -1798,83 +1271,11 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\t.section\t__TEXT,__text,regular,pure_instructions\n", - "; ┌ @ In[36]:2 within `f'\n", - "\tpushq\t%rbp\n", - "\tpushq\t%r15\n", - "\tpushq\t%r14\n", - "\tpushq\t%r13\n", - "\tpushq\t%r12\n", - "\tpushq\t%rbx\n", - "\tsubq\t$72, %rsp\n", - "\tmovq\t%rsi, %rbx\n", - "\tvxorps\t%xmm0, %xmm0, %xmm0\n", - "\tvmovaps\t%xmm0, (%rsp)\n", - "\tmovq\t$0, 16(%rsp)\n", - "\tmovq\t%rbx, 64(%rsp)\n", - "\tmovabsq\t$jl_get_ptls_states_fast, %rax\n", - "\tcallq\t*%rax\n", - "\tmovq\t$2, (%rsp)\n", - "\tmovq\t(%rax), %rcx\n", - "\tmovq\t%rcx, 8(%rsp)\n", - "\tmovq\t%rsp, %rcx\n", - "\tmovq\t%rax, 32(%rsp)\n", - "\tmovq\t%rcx, (%rax)\n", - "\tmovq\t(%rbx), %r12\n", - "\tmovl\t$1, %ebx\n", - "\tmovabsq\t$jl_system_image_data, %rbp\n", - "\tmovabsq\t$jl_apply_generic, %r14\n", - "\tleaq\t40(%rsp), %r15\n", - "; │ @ In[36]:3 within `f'\n", - "; │┌ @ sysimg.jl:18 within `getproperty'\n", - "L112:\n", - "\tmovq\t(%r12), %r13\n", - "; │└\n", - "\tmovq\t%rbx, %rdi\n", - "\tmovabsq\t$jl_box_int64, %rax\n", - "\tcallq\t*%rax\n", - "\tmovq\t%rax, 16(%rsp)\n", - "\tmovq\t%rbp, 40(%rsp)\n", - "\tmovq\t%rax, 48(%rsp)\n", - "\tmovq\t%r13, 56(%rsp)\n", - "\tmovl\t$3, %esi\n", - "\tmovq\t%r15, %rdi\n", - "\tcallq\t*%r14\n", - "; │┌ @ range.jl:595 within `iterate'\n", - "; ││┌ @ int.jl:53 within `+'\n", - "\taddq\t$1, %rbx\n", - "; ││└\n", - "; ││ @ range.jl:594 within `iterate'\n", - "; ││┌ @ promotion.jl:403 within `=='\n", - "\tcmpq\t$1000001, %rbx ## imm = 0xF4241\n", - "; │└└\n", - "\tjne\tL112\n", - "\tmovq\t8(%rsp), %rax\n", - "\tmovq\t32(%rsp), %rcx\n", - "\tmovq\t%rax, (%rcx)\n", - "\tmovabsq\t$4579541000, %rax ## imm = 0x110F64008\n", - "\taddq\t$72, %rsp\n", - "\tpopq\t%rbx\n", - "\tpopq\t%r12\n", - "\tpopq\t%r13\n", - "\tpopq\t%r14\n", - "\tpopq\t%r15\n", - "\tpopq\t%rbp\n", - "\tretq\n", - "\tnopw\t%cs:(%rax,%rax)\n", - "; └\n" - ] - } - ], + "outputs": [], "source": [ "@code_native f(fg)" ] @@ -1888,19 +1289,11 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 23.920 ms (1999489 allocations: 30.51 MiB)\n" - ] - } - ], + "outputs": [], "source": [ "@btime f($fa)" ] @@ -1918,19 +1311,11 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 1.309 ns (0 allocations: 0 bytes)\n" - ] - } - ], + "outputs": [], "source": [ "@btime f($fc)" ] @@ -1946,23 +1331,11 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\t.section\t__TEXT,__text,regular,pure_instructions\n", - "; ┌ @ In[36]:2 within `f'\n", - "\tretq\n", - "\tnopw\t%cs:(%rax,%rax)\n", - "; └\n" - ] - } - ], + "outputs": [], "source": [ "@code_native f(fc)" ] @@ -1987,22 +1360,11 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "sum_float_array (generic function with 1 method)" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function sum_float_array(x::AbstractVector{<:Number})\n", " sum = 0.0\n", @@ -2022,22 +1384,11 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Array{Float64,1}" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = range(0, 1, length = Int(1e6))\n", "x = collect(x)\n", @@ -2046,29 +1397,11 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 1.173 ms (0 allocations: 0 bytes)\n" - ] - }, - { - "data": { - "text/plain": [ - "499999.9999999796" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@btime sum_float_array($x)" ] @@ -2097,22 +1430,11 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "sum_array (generic function with 1 method)" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function sum_array(x)\n", " sum = 0.0\n", @@ -2133,29 +1455,11 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 1.170 ms (0 allocations: 0 bytes)\n" - ] - }, - { - "data": { - "text/plain": [ - "499999.9999999796" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@btime sum_array($x)" ] @@ -2184,7 +1488,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": { "hide-output": false }, @@ -2195,22 +1499,11 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Any" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "eltype(x)" ] @@ -2224,29 +1517,11 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 17.007 ms (1000000 allocations: 15.26 MiB)\n" - ] - }, - { - "data": { - "text/plain": [ - "14.392726722864989" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@btime sum_array($x)" ] @@ -2314,23 +1589,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "need_for_speed.rst", - "filename_with_path": "more_julia/need_for_speed", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "The Need for Speed" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/more_julia/optimization_solver_packages.ipynb b/more_julia/optimization_solver_packages.ipynb index 0634f25..55fc92d 100644 --- a/more_julia/optimization_solver_packages.ipynb +++ b/more_julia/optimization_solver_packages.ipynb @@ -53,20 +53,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", path = \"more_julia\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", path = \"more_julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": true }, @@ -204,27 +203,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ForwardDiff.gradient(h, x) = [26.3548 16.6631]\n", - "g(rand(20)) = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.982778, 0.956764, 0.810784, 0.830806, 0.96744, 0.811213, 0.85708, 0.851495, 0.79613, 0.830734, 0.938146, 0.650291, 0.966342, 0.880611, 0.56282, 0.685821, 0.650282, 0.791788, 0.878932, 0.952101]\n" - ] - } - ], + "outputs": [], "source": [ "using ForwardDiff\n", "h(x) = sin(x[1]) + x[1] * x[2] + sinh(x[1] * x[2]) # multivariate.\n", @@ -247,22 +230,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1.4142135623730951" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function squareroot(x) #pretending we don't know sqrt()\n", " z = copy(x) # Initial starting point for Newton’s method\n", @@ -276,22 +248,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.35355339059327373" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using ForwardDiff\n", "dsqrt(x) = ForwardDiff.derivative(squareroot, x)\n", @@ -312,22 +273,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "14.0 (tracked)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Flux\n", "using Flux.Tracker\n", @@ -343,24 +293,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 0.40994 0.685825\n", - " 0.0734767 0.64366 " - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A = rand(2,2)\n", "f(x) = A * x\n", @@ -378,22 +315,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "dsquareroot (generic function with 1 method)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dsquareroot(x) = Tracker.gradient(squareroot, x)" ] @@ -407,22 +333,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4.320238293564178" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "W = rand(2, 5)\n", "b = rand(2)\n", @@ -440,22 +355,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1.2877439620340179 (tracked)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "W = param(W)\n", "b = param(b)\n", @@ -508,29 +412,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Results of Optimization Algorithm\n", - " * Algorithm: Brent's Method\n", - " * Search Interval: [-2.000000, 1.000000]\n", - " * Minimizer: 0.000000e+00\n", - " * Minimum: 0.000000e+00\n", - " * Iterations: 5\n", - " * Convergence: max(|x - x_upper|, |x - x_lower|) <= 2*(1.5e-08*|x|+2.2e-16): true\n", - " * Objective Function Calls: 6" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Optim\n", "using Optim: converged, maximum, maximizer, minimizer, iterations #some extra functions\n", @@ -547,22 +433,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "converged(result) || error(\"Failed to converge in $(iterations(result)) iterations\")\n", "xmin = result.minimizer\n", @@ -582,22 +457,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "-0.0" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(x) = -x^2\n", "result = maximize(f, -2.0, 1.0)\n", @@ -626,37 +490,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - " * Status: success\n", - "\n", - " * Candidate solution\n", - " Minimizer: [1.00e+00, 1.00e+00]\n", - " Minimum: 3.525527e-09\n", - "\n", - " * Found with\n", - " Algorithm: Nelder-Mead\n", - " Initial Point: [0.00e+00, 0.00e+00]\n", - "\n", - " * Convergence measures\n", - " √(Σ(yᵢ-ȳ)²)/n ≤ 1.0e-08\n", - "\n", - " * Work counters\n", - " Iterations: 60\n", - " f(x) calls: 118\n" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(x) = (1.0 - x[1])^2 + 100.0 * (x[2] - x[1]^2)^2\n", "x_iv = [0.0, 0.0]\n", @@ -674,19 +512,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "minimum = 5.378388330692143e-17 with argmin = [1.0, 1.0] in 24 iterations\n" - ] - } - ], + "outputs": [], "source": [ "results = optimize(f, x_iv, LBFGS())\n", "println(\"minimum = $(results.minimum) with argmin = $(results.minimizer) in \"*\n", @@ -706,19 +536,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "minimum = 5.191703158437428e-27 with argmin = [1.0, 1.0] in 24 iterations\n" - ] - } - ], + "outputs": [], "source": [ "f(x) = (1.0 - x[1])^2 + 100.0 * (x[2] - x[1]^2)^2\n", "x_iv = [0.0, 0.0]\n", @@ -738,19 +560,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "minimum = 4.474575116368833e-22 with argmin = [1.0, 1.0] in 21 iterations\n" - ] - } - ], + "outputs": [], "source": [ "f(x) = (1.0 - x[1])^2 + 100.0 * (x[2] - x[1]^2)^2\n", "x_iv = [0.0, 0.0]\n", @@ -773,41 +587,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - " * Status: failure (reached maximum number of iterations) (line search failed)\n", - "\n", - " * Candidate solution\n", - " Minimizer: [9.41e-01, 8.92e-01]\n", - " Minimum: 8.348758e-03\n", - "\n", - " * Found with\n", - " Algorithm: Simulated Annealing\n", - " Initial Point: [0.00e+00, 0.00e+00]\n", - "\n", - " * Convergence measures\n", - " |x - x'| = NaN ≰ 0.0e+00\n", - " |x - x'|/|x'| = NaN ≰ 0.0e+00\n", - " |f(x) - f(x')| = NaN ≰ 0.0e+00\n", - " |f(x) - f(x')|/|f(x')| = NaN ≰ 0.0e+00\n", - " |g(x)| = NaN ≰ 1.0e-08\n", - "\n", - " * Work counters\n", - " Iterations: 1000\n", - " f(x) calls: 1001\n" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(x) = (1.0 - x[1])^2 + 100.0 * (x[2] - x[1]^2)^2\n", "x_iv = [0.0, 0.0]\n", @@ -848,25 +632,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "ename": "ErrorException", - "evalue": "error compiling #optimize!#79: error compiling optimize!: error compiling addOption: could not load library \"/Users/arnavsood/.julia/packages/Ipopt/Iu7vT/deps/usr/lib/libipopt.1.10.10.dylib\"\ndlopen(/Users/arnavsood/.julia/packages/Ipopt/Iu7vT/deps/usr/lib/libipopt.1.10.10.dylib, 1): Library not loaded: @rpath/libgfortran.4.dylib\n Referenced from: /Users/arnavsood/.julia/packages/Ipopt/Iu7vT/deps/usr/lib/libipopt.1.10.10.dylib\n Reason: image not found", - "output_type": "error", - "traceback": [ - "error compiling #optimize!#79: error compiling optimize!: error compiling addOption: could not load library \"/Users/arnavsood/.julia/packages/Ipopt/Iu7vT/deps/usr/lib/libipopt.1.10.10.dylib\"\ndlopen(/Users/arnavsood/.julia/packages/Ipopt/Iu7vT/deps/usr/lib/libipopt.1.10.10.dylib, 1): Library not loaded: @rpath/libgfortran.4.dylib\n Referenced from: /Users/arnavsood/.julia/packages/Ipopt/Iu7vT/deps/usr/lib/libipopt.1.10.10.dylib\n Reason: image not found", - "", - "Stacktrace:", - " [1] optimize! at /Users/arnavsood/.julia/packages/JuMP/ibcEh/src/optimizer_interface.jl:105 [inlined] (repeats 2 times)", - " [2] top-level scope at show.jl:555", - " [3] top-level scope at In[19]:20" - ] - } - ], + "outputs": [], "source": [ "using JuMP, Ipopt\n", "# solve\n", @@ -899,24 +669,11 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "ename": "ErrorException", - "evalue": "error compiling #optimize!#79: error compiling optimize!: error compiling addOption: could not load library \"/Users/arnavsood/.julia/packages/Ipopt/Iu7vT/deps/usr/lib/libipopt.1.10.10.dylib\"\ndlopen(/Users/arnavsood/.julia/packages/Ipopt/Iu7vT/deps/usr/lib/libipopt.1.10.10.dylib, 1): Library not loaded: @rpath/libgfortran.4.dylib\n Referenced from: /Users/arnavsood/.julia/packages/Ipopt/Iu7vT/deps/usr/lib/libipopt.1.10.10.dylib\n Reason: image not found", - "output_type": "error", - "traceback": [ - "error compiling #optimize!#79: error compiling optimize!: error compiling addOption: could not load library \"/Users/arnavsood/.julia/packages/Ipopt/Iu7vT/deps/usr/lib/libipopt.1.10.10.dylib\"\ndlopen(/Users/arnavsood/.julia/packages/Ipopt/Iu7vT/deps/usr/lib/libipopt.1.10.10.dylib, 1): Library not loaded: @rpath/libgfortran.4.dylib\n Referenced from: /Users/arnavsood/.julia/packages/Ipopt/Iu7vT/deps/usr/lib/libipopt.1.10.10.dylib\n Reason: image not found", - "", - "Stacktrace:", - " [1] optimize! at /Users/arnavsood/.julia/packages/JuMP/ibcEh/src/optimizer_interface.jl:105 [inlined] (repeats 2 times)", - " [2] top-level scope at In[20]:11" - ] - } - ], + "outputs": [], "source": [ "# solve\n", "# min (1-x)^2 + 100(y-x^2)^2)\n", @@ -951,46 +708,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Starting optimization with optimizer DiffEvoOpt{FitPopulation{Float64},RadiusLimitedSelector,BlackBoxOptim.AdaptiveDiffEvoRandBin{3},RandomBound{RangePerDimSearchSpace}}\n", - "0.00 secs, 0 evals, 0 steps\n", - "\n", - "Optimization stopped after 10001 steps and 0.0927879810333252 seconds\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Termination reason: Max number of steps (10000) reached\n", - "Steps per second = 107783.35608367315\n", - "Function evals per second = 110068.13475477991\n", - "Improvements/step = 0.1898\n", - "Total function evaluations = 10213\n", - "\n", - "\n", - "Best candidate found: " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1.0, 1.0]\n", - "\n", - "Fitness: 0.000000000\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "using BlackBoxOptim\n", "\n", @@ -1033,7 +755,7 @@ "\n", "with $ x \\in [0,1] $ we get\n", "\n", - "\n", + "\n", "\n", " \n", "The unique root is approximately 0.408\n", @@ -1043,22 +765,11 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.40829350427936706" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Roots\n", "f(x) = sin(4 * (x - 1/4)) + x + x^20 - 1\n", @@ -1078,32 +789,11 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Results of Nonlinear Solver Algorithm\n", - " * Algorithm: Trust-region with dogleg and autoscaling\n", - " * Starting Point: [0.1, 1.2]\n", - " * Zero: [-2.7586e-16, 1.0]\n", - " * Inf-norm of residuals: 0.000000\n", - " * Iterations: 4\n", - " * Convergence: true\n", - " * |x - x'| < 0.0e+00: false\n", - " * |f(x)| < 1.0e-08: true\n", - " * Function Calls (f): 5\n", - " * Jacobian Calls (df/dx): 5" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using NLsolve\n", "\n", @@ -1124,19 +814,11 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "converged=true at root=[-3.48755e-16, 1.0] in 4 iterations and 5 function calls\n" - ] - } - ], + "outputs": [], "source": [ "results = nlsolve(f, [ 0.1; 1.2], autodiff=:forward)\n", "\n", @@ -1153,19 +835,11 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "converged=true at root=[-3.48755e-16, 1.0] in 4 iterations and 5 function calls\n" - ] - } - ], + "outputs": [], "source": [ "function f!(F, x) # modifies the first argument\n", " F[1] = (x[1]+3)*(x[2]^3-7)+18\n", @@ -1207,33 +881,11 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Results of Optimization Algorithm\n", - " * Algorithm: Dogleg\n", - " * Minimizer: [1.0,1.0]\n", - " * Sum of squares at Minimum: 0.000000\n", - " * Iterations: 51\n", - " * Convergence: true\n", - " * |x - x'| < 1.0e-08: false\n", - " * |f(x) - f(x')| / |f(x)| < 1.0e-08: true\n", - " * |g(x)| < 1.0e-08: false\n", - " * Function Calls: 52\n", - " * Gradient Calls: 36\n", - " * Multiplication Calls: 159\n" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using LeastSquaresOptim\n", "function rosenbrock(x)\n", @@ -1254,33 +906,11 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Results of Optimization Algorithm\n", - " * Algorithm: Dogleg\n", - " * Minimizer: [1.0,1.0]\n", - " * Sum of squares at Minimum: 0.000000\n", - " * Iterations: 51\n", - " * Convergence: true\n", - " * |x - x'| < 1.0e-08: false\n", - " * |f(x) - f(x')| / |f(x)| < 1.0e-08: true\n", - " * |g(x)| < 1.0e-08: false\n", - " * Function Calls: 52\n", - " * Gradient Calls: 36\n", - " * Multiplication Calls: 159\n" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function rosenbrock_f!(out, x)\n", " out[1] = 1 - x[1]\n", @@ -1311,23 +941,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "optimization_solver_packages.rst", - "filename_with_path": "more_julia/optimization_solver_packages", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Solvers, Optimizers, and Automatic Differentiation" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/more_julia/testing.ipynb b/more_julia/testing.ipynb index 0a253ee..aabf2e2 100644 --- a/more_julia/testing.ipynb +++ b/more_julia/testing.ipynb @@ -101,14 +101,14 @@ "\n", "To sign up, visit the [Codecov website](http://codecov.io/), and click “sign up”\n", "\n", - "\n", + "\n", "\n", " \n", "Next, click “add a repository” and *enable private scope* (this allows Codecov to service your private projects)\n", "\n", "The result should be\n", "\n", - "\n", + "\n", "\n", " \n", "This is all we need for now" @@ -123,15 +123,14 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", path = \"more_julia\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", path = \"more_julia\", version = \"0.1.0\")" ] }, { @@ -221,7 +220,7 @@ "source": [ "If we navigate to the package directory, we should see something like the following\n", "\n", - "\n", + "\n", "\n", " \n", "As a reminder, the location of your `.julia` folder can be found by running `DEPOT_PATH[1]` in a REPL\n", @@ -242,7 +241,7 @@ "\n", "We’ll want the following settings\n", "\n", - "\n", + "\n", "\n", " \n", "In particular\n", @@ -259,7 +258,7 @@ "\n", "If you navigate to your git repo (ours is [here](https://github.com/quanteconuser/ExamplePackage.jl/)), you should see something like\n", "\n", - "\n", + "\n", "\n", " \n", "**Note:** Be sure that you don’t separately clone the repo you just added to another location (i.e., to your desktop)\n", @@ -561,7 +560,7 @@ "\n", "Here’s the `Manifest.toml`\n", "\n", - "\n", + "\n", "\n", " \n", "We can also run other operations, like `] up`, `] precompile`, etc.\n", @@ -707,7 +706,7 @@ "\n", "Create a new notebook `output.ipynb`\n", "\n", - "\n", + "\n", "\n", " \n", "From here, we can use our package’s functions as we would functions from other packages\n", @@ -716,7 +715,7 @@ "\n", "We can also run package operations inside the notebook\n", "\n", - "\n", + "\n", "\n", " \n", "The change will be reflected in the `Project.toml` file\n", @@ -796,22 +795,11 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "\"/Users/arnavsood/.julia\"" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "DEPOT_PATH[1]" ] @@ -894,22 +882,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "\u001b[32m\u001b[1mTest Passed\u001b[22m\u001b[39m" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Test\n", "@test 1 == 1\n", @@ -927,23 +904,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "\u001b[33m\u001b[1mTest Broken\u001b[22m\u001b[39m\n", - " Expression: 1 == 2" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "@test_broken 1 == 2" ] @@ -1040,7 +1005,7 @@ "\n", "To change this, go to “settings” under your GitHub profile\n", "\n", - "\n", + "\n", "\n", " \n", "Click “Applications,” then “Travis CI,” then “Configure,” and choose the repos you want to be tracked" @@ -1106,7 +1071,7 @@ "\n", "For example, if we push our changes to the server and then click the Travis badge (the one which says “build”) on the README, we should see something like\n", "\n", - "\n", + "\n", "\n", " \n", "Note that you may need to wait a bit and/or refresh your browser\n", @@ -1115,7 +1080,7 @@ "\n", "To inspect a build more closely (say, if it fails), we can click on it and expand the log options\n", "\n", - "\n", + "\n", "\n", " \n", "Note that the build times here aren’t informative, because we can’t generally control the hardware to which our job is allocated\n", @@ -1124,7 +1089,7 @@ "\n", "Lastly, we can trigger builds manually (without a new commit or PR) from the Travis overview\n", "\n", - "\n", + "\n", "\n", " \n", "To commit *without* triggering a build, simply add “[ci skip]” somewhere inside the commit message" @@ -1170,7 +1135,7 @@ "\n", "Next, go to your Travis settings and add an environment variable as below\n", "\n", - "" + "" ] }, { @@ -1187,7 +1152,7 @@ "\n", "**Note:** Codecov may take a few minutes to run for the first time\n", "\n", - "\n", + "\n", "\n", " \n", "This shows us precisely which methods (and parts of methods) are untested" @@ -1231,22 +1196,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "\"/Users/arnavsood/.julia\"" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "DEPOT_PATH[1]" ] @@ -1277,13 +1231,13 @@ "- Drag that folder to GitHub Desktop \n", "- The next step is to fork the original (external) package from its website (i.e., `https://github.com/quantecon/Expectations.jl`) to your account (`https://github.com/quanteconuser/Expectations.jl` in our case) \n", " \n", - " \n", + " \n", " \n", " \n", " \n", "- Edit the settings in GitHub Desktop (from the “Repository” dropdown) to reflect the new URL \n", " \n", - " \n", + " \n", " \n", " \n", " Here, we’d change the highlighted text to read `quanteconuser`, or whatever our GitHub ID is \n", @@ -1293,7 +1247,7 @@ "\n", "**Note:** As before, we’re editing the files directly in `~/.julia/dev`, as opposed to cloning the repo again.\n", "\n", - "\n", + "\n", "\n", " \n", "Here, for example, we’re revising the README\n", @@ -1303,7 +1257,7 @@ "\n", "To confirm this, we can check the history on our account [here](https://github.com/quanteconuser/Expectations.jl/commits/master); for more on working with git repositories, see the [version control](version_control.html) lecture\n", "\n", - "\n", + "\n", "\n", " \n", "The green check mark indicates that Travis tests passed for this commit\n", @@ -1311,7 +1265,7 @@ "- Clicking “new pull request” from the pull requests tab will show us a snapshot of the changes, and let us create a pull request for project maintainers to review and approve \n", "\n", "\n", - "\n", + "\n", "\n", " \n", "For more on PRs, see the relevant section of the [version control](version_control.html) lecture\n", @@ -1370,7 +1324,7 @@ "\n", "Then, in order to work with the package locally, all we need to do is open the `~/.julia/dev/Expectations` in a text editor (like Atom)\n", "\n", - "\n", + "\n", "\n", " \n", "From here, we can edit this package just like we created it ourselves and use GitHub Desktop to track versions of our package files (say, after `] up`, or editing source code, `] add Package`, etc.)" @@ -1514,23 +1468,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "testing.rst", - "filename_with_path": "more_julia/testing", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Packages, Testing, and Continuous Integration" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/more_julia/tools_editors.ipynb b/more_julia/tools_editors.ipynb index f651c43..167f79d 100644 --- a/more_julia/tools_editors.ipynb +++ b/more_julia/tools_editors.ipynb @@ -85,22 +85,11 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "\"/Users/arnavsood/.julia\"" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "DEPOT_PATH[1]" ] @@ -165,19 +154,11 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/Users/arnavsood/Research/quantecon/lecture-source-jl/_build/website/jupyter/executed/more_julia\n" - ] - } - ], + "outputs": [], "source": [ "; pwd" ] @@ -191,41 +172,22 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = 2" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2\n" - ] - } - ], + "outputs": [], "source": [ "; echo $x" ] @@ -250,86 +212,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " \u001b[1mWelcome to the Pkg REPL-mode\u001b[22m. To return to the \u001b[36mjulia>\u001b[39m prompt, either press" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - " backspace when the input line is empty or press Ctrl+C.\n", - "\n", - " \u001b[1mSynopsis\u001b[22m\n", - "\n", - "\u001b[36m pkg> cmd [opts] [args]\u001b[39m" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\n", - " Multiple commands can be given on the same line by interleaving a \u001b[36m;\u001b[39m between\n", - " the commands.\n", - "\n", - " \u001b[1mCommands\u001b[22m\n", - "\n", - " \u001b[36mactivate\u001b[39m: set the primary environment the package manager manipulates\n", - "\n", - " \u001b[36madd\u001b[39m: add packages to project\n", - "\n", - " \u001b[36mbuild\u001b[39m: run the build script for packages\n", - "\n", - " \u001b[36mdevelop\u001b[39m: clone the full package repo locally for development\n", - "\n", - " \u001b[36mfree\u001b[39m: undoes a \u001b[36mpin\u001b[39m, \u001b[36mdevelop\u001b[39m, or stops tracking a repo\n", - "\n", - " \u001b[36mgc\u001b[39m: garbage collect packages not used for a significant time\n", - "\n", - " \u001b[36mgenerate\u001b[39m: generate files for a new project\n", - "\n", - " \u001b[36mhelp\u001b[39m: show this message\n", - "\n", - " \u001b[36minstantiate\u001b[39m: downloads all the dependencies for the project\n", - "\n", - " \u001b[36mpin\u001b[39m: pins the version of packages\n", - "\n", - " \u001b[36mprecompile\u001b[39m: precompile all the project dependencies\n", - "\n", - " \u001b[36mpreview\u001b[39m: previews a subsequent command without affecting the current state\n", - "\n", - " \u001b[36mregistry add\u001b[39m: add package registries\n", - "\n", - " \u001b[36mregistry remove\u001b[39m: remove package registries\n", - "\n", - " \u001b[36mregistry status\u001b[39m: information about installed registries\n", - "\n", - " \u001b[36mregistry update\u001b[39m: update package registries\n", - "\n", - " \u001b[36mremove\u001b[39m: remove packages from project or manifest\n", - "\n", - " \u001b[36mresolve\u001b[39m: resolves to update the manifest from changes in dependencies of\n", - " developed packages\n", - "\n", - " \u001b[36mstatus\u001b[39m: summarize contents of and changes to environment\n", - "\n", - " \u001b[36mtest\u001b[39m: run tests for packages\n", - "\n", - " \u001b[36mupdate\u001b[39m: update packages in manifest" - ] - } - ], + "outputs": [], "source": [ "] ?" ] @@ -510,7 +397,7 @@ "\n", "If you don’t, simply go to the command palette and type “Julia standard layout”\n", "\n", - "\n", + "\n", "\n", " \n", "The bottom pane is a standard REPL, which supports the different modes above\n", @@ -522,22 +409,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = 2" ] @@ -548,14 +424,14 @@ "source": [ "Our workspace should read\n", "\n", - "\n", + "\n", "\n", " \n", "The `ans` variable simply captures the result of the last computation\n", "\n", "The `Documentation` pane simply lets us query Julia documentation\n", "\n", - "\n", + "\n", "\n", " \n", "The `Plots` pane captures Julia plots output (the code is as follows)" @@ -579,7 +455,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "\n", + "\n", "\n", " \n", "**Note:** The plots feature is not perfectly reliable across all plotting backends, see [the Basic Usage](http://docs.junolab.org/latest/man/basic_usage.html) page" @@ -623,94 +499,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[36m\u001b[1mProject \u001b[22m\u001b[39mQuantEconLectureAllPackages v0.9.10\n", - "\u001b[32m\u001b[1m Status\u001b[22m\u001b[39m" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " `~/Research/quantecon/lecture-source-jl/_build/website/jupyter/executed/more_julia/Project.toml`\n", - " " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[90m [aae01518]\u001b[39m\u001b[37m BandedMatrices v0.9.3\u001b[39m\n", - " \u001b[90m [6e4b80f9]\u001b[39m\u001b[37m BenchmarkTools v0.4.2\u001b[39m\n", - " \u001b[90m [a134a8b2]\u001b[39m\u001b[37m BlackBoxOptim v0.4.0\u001b[39m\n", - " \u001b[90m [324d7699]\u001b[39m\u001b[37m CategoricalArrays v0.5.5\u001b[39m\n", - " \u001b[90m [3da002f7]\u001b[39m\u001b[37m ColorTypes v0.8.0\u001b[39m\n", - " \u001b[90m [34da2185]\u001b[39m\u001b[37m Compat v2.1.0\u001b[39m\n", - " \u001b[90m [8f4d0f93]\u001b[39m\u001b[37m Conda v1.3.0\u001b[39m\n", - " \u001b[90m [a93c6f00]\u001b[39m\u001b[37m DataFrames v0.19.1\u001b[39m\n", - " \u001b[90m [1313f7d8]\u001b[39m\u001b[37m DataFramesMeta v0.5.0\u001b[39m\n", - " \u001b[90m [5721bf48]\u001b[39m\u001b[37m DataVoyager v0.3.1\u001b[39m\n", - " \u001b[90m [459566f4]\u001b[39m\u001b[37m DiffEqCallbacks v2.6.0\u001b[39m\n", - " \u001b[90m [01453d9d]\u001b[39m\u001b[37m DiffEqDiffTools v0.14.0\u001b[39m\n", - " \u001b[90m [0c46a032]\u001b[39m\u001b[37m DifferentialEquations v6.6.0\u001b[39m\n", - " \u001b[90m [31c24e10]\u001b[39m\u001b[37m Distributions v0.21.0\u001b[39m\n", - " \u001b[90m [2fe49d83]\u001b[39m\u001b[37m Expectations v1.1.0\u001b[39m\n", - " \u001b[90m [442a2c76]\u001b[39m\u001b[37m FastGaussQuadrature v0.3.3\u001b[39m\n", - " \u001b[90m [1a297f60]\u001b[39m\u001b[37m FillArrays v0.6.3\u001b[39m\n", - " \u001b[90m [9d5cd8c9]\u001b[39m\u001b[37m FixedEffectModels v0.7.3\u001b[39m\n", - " \u001b[90m [587475ba]\u001b[39m\u001b[37m Flux v0.8.3\u001b[39m\n", - " \u001b[90m [f6369f11]\u001b[39m\u001b[37m ForwardDiff v0.10.3\u001b[39m\n", - " \u001b[90m [38e38edf]\u001b[39m\u001b[37m GLM v1.1.1\u001b[39m\n", - " \u001b[90m [28b8d3ca]\u001b[39m\u001b[37m GR v0.40.0\u001b[39m\n", - " \u001b[90m [a98d9a8b]\u001b[39m\u001b[37m Interpolations v0.12.2\u001b[39m\n", - " \u001b[90m [b6b21f68]\u001b[39m\u001b[37m Ipopt v0.5.4\u001b[39m\n", - " \u001b[90m [4076af6c]\u001b[39m\u001b[37m JuMP v0.19.2\u001b[39m\n", - " \u001b[90m [5ab0869b]\u001b[39m\u001b[37m KernelDensity v0.5.1\u001b[39m\n", - " \u001b[90m [b964fa9f]\u001b[39m\u001b[37m LaTeXStrings v1.0.3\u001b[39m\n", - " \u001b[90m [23fbe1c1]\u001b[39m\u001b[37m Latexify v0.8.2\u001b[39m\n", - " \u001b[90m [5078a376]\u001b[39m\u001b[37m LazyArrays v0.9.0\u001b[39m\n", - " \u001b[90m [0fc2ff8b]\u001b[39m\u001b[37m LeastSquaresOptim v0.7.2\u001b[39m\n", - " \u001b[90m [093fc24a]\u001b[39m\u001b[37m LightGraphs v1.2.0\u001b[39m\n", - " \u001b[90m [76087f3c]\u001b[39m\u001b[37m NLopt v0.5.1\u001b[39m\n", - " \u001b[90m [2774e3e8]\u001b[39m\u001b[37m NLsolve v4.0.0\u001b[39m\n", - " \u001b[90m [429524aa]\u001b[39m\u001b[37m Optim v0.19.1\u001b[39m\n", - " \u001b[90m [d96e819e]\u001b[39m\u001b[37m Parameters v0.10.3\u001b[39m\n", - " \u001b[90m [14b8a8f1]\u001b[39m\u001b[37m PkgTemplates v0.6.1\u001b[39m\n", - " \u001b[90m [91a5bcdd]\u001b[39m\u001b[37m Plots v0.25.3\u001b[39m\n", - " \u001b[90m [f27b6e38]\u001b[39m\u001b[37m Polynomials v0.5.2\u001b[39m\n", - " \u001b[90m [92933f4c]\u001b[39m\u001b[37m ProgressMeter v1.0.0\u001b[39m\n", - " \u001b[90m [1fd47b50]\u001b[39m\u001b[37m QuadGK v2.1.0\u001b[39m\n", - " \u001b[90m [fcd29c91]\u001b[39m\u001b[37m QuantEcon v0.16.1\u001b[39m\n", - " \u001b[90m [1a8c2f83]\u001b[39m\u001b[37m Query v0.12.0\u001b[39m\n", - " \u001b[90m [612083be]\u001b[39m\u001b[37m Queryverse v0.3.1\u001b[39m\n", - " \u001b[90m [ce6b1742]\u001b[39m\u001b[37m RDatasets v0.6.3\u001b[39m\n", - " \u001b[90m [d519eb52]\u001b[39m\u001b[37m RegressionTables v0.2.0\u001b[39m\n", - " \u001b[90m [295af30f]\u001b[39m\u001b[37m Revise v2.1.6\u001b[39m\n", - " \u001b[90m [f2b01f46]\u001b[39m\u001b[37m Roots v0.8.1\u001b[39m\n", - " \u001b[90m [90137ffa]\u001b[39m\u001b[37m StaticArrays v0.11.0\u001b[39m\n", - " \u001b[90m [2913bbd2]\u001b[39m\u001b[37m StatsBase v0.31.0\u001b[39m\n", - " \u001b[90m [3eaba693]\u001b[39m\u001b[37m StatsModels v0.5.0\u001b[39m\n", - " \u001b[90m [f3b207a7]\u001b[39m\u001b[37m StatsPlots v0.11.0\u001b[39m\n", - " \u001b[90m [c3572dad]\u001b[39m\u001b[37m Sundials v3.6.1\u001b[39m\n", - " \u001b[90m [37b6cedf]\u001b[39m\u001b[37m Traceur v0.3.0\u001b[39m\n", - " \u001b[90m [0ae4a718]\u001b[39m\u001b[37m VegaDatasets v0.5.0\u001b[39m\n", - " \u001b[90m [112f6efa]\u001b[39m\u001b[37m VegaLite v0.7.0\u001b[39m\n", - " \u001b[90m [37e2e46d]\u001b[39m\u001b[37m LinearAlgebra \u001b[39m\n", - " \u001b[90m [9a3f8284]\u001b[39m\u001b[37m Random \u001b[39m\n", - " \u001b[90m [2f01184e]\u001b[39m\u001b[37m SparseArrays \u001b[39m\n", - " \u001b[90m [10745b16]\u001b[39m\u001b[37m Statistics \u001b[39m\n", - " \u001b[90m [8dfed614]\u001b[39m\u001b[37m Test \u001b[39m\n" - ] - } - ], + "outputs": [], "source": [ "] st" ] @@ -724,27 +517,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1mGenerating\u001b[22m\u001b[39m project ExampleEnvironment:\n", - " ExampleEnvironment/Project.toml\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " ExampleEnvironment/src/ExampleEnvironment.jl\n" - ] - } - ], + "outputs": [], "source": [ "] generate ExampleEnvironment" ] @@ -758,19 +535,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/Users/arnavsood/Research/quantecon/lecture-source-jl/_build/website/jupyter/executed/more_julia/ExampleEnvironment\n" - ] - } - ], + "outputs": [], "source": [ "; cd ExampleEnvironment" ] @@ -784,7 +553,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, @@ -804,102 +573,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1m Updating\u001b[22m\u001b[39m registry at `~/.julia/registries/General`\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1m Updating\u001b[22m\u001b[39m git-repo `https://github.com/JuliaRegistries/General.git`\n", - "\u001b[?25l\u001b[2K" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[?25h\u001b[32m\u001b[1m Resolving\u001b[22m\u001b[39m" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " package versions...\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1m Updating\u001b[22m\u001b[39m `~/Research/quantecon/lecture-source-jl/_build/website/jupyter/executed/more_julia/ExampleEnvironment/Project.toml`\n", - " \u001b[90m [2fe49d83]\u001b[39m\u001b[92m + Expectations v1.1.1\u001b[39m\n", - " \u001b[90m [d96e819e]\u001b[39m\u001b[92m + Parameters v0.11.0\u001b[39m\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1m Updating\u001b[22m\u001b[39m `~/Research/quantecon/lecture-source-jl/_build/website/jupyter/executed/more_julia/ExampleEnvironment/Manifest.toml`\n", - " \u001b[90m [7d9fca2a]\u001b[39m\u001b[92m + Arpack v0.3.1\u001b[39m\n", - " \u001b[90m [9e28174c]\u001b[39m\u001b[92m + BinDeps v0.8.10\u001b[39m\n", - " \u001b[90m [b99e7846]\u001b[39m\u001b[92m + BinaryProvider v0.5.6\u001b[39m\n", - " \u001b[90m [34da2185]\u001b[39m\u001b[92m + Compat v2.1.0\u001b[39m\n", - " \u001b[90m [9a962f9c]\u001b[39m\u001b[92m + DataAPI v1.0.1\u001b[39m\n", - " \u001b[90m [864edb3b]\u001b[39m\u001b[92m + DataStructures v0.17.0\u001b[39m\n", - " \u001b[90m [31c24e10]\u001b[39m\u001b[92m + Distributions v0.21.1\u001b[39m\n", - " \u001b[90m [2fe49d83]\u001b[39m\u001b[92m + Expectations v1.1.1\u001b[39m\n", - " \u001b[90m [442a2c76]\u001b[39m\u001b[92m + FastGaussQuadrature v0.3.3\u001b[39m\n", - " \u001b[90m [e1d29d7a]\u001b[39m\u001b[92m + Missings v0.4.1\u001b[39m\n", - " \u001b[90m [bac558e1]\u001b[39m\u001b[92m + OrderedCollections v1.1.0\u001b[39m\n", - " \u001b[90m [90014a1f]\u001b[39m\u001b[92m + PDMats v0.9.9\u001b[39m\n", - " \u001b[90m [d96e819e]\u001b[39m\u001b[92m + Parameters v0.11.0\u001b[39m\n", - " \u001b[90m [1fd47b50]\u001b[39m\u001b[92m + QuadGK v2.0.3\u001b[39m\n", - " \u001b[90m [79098fc4]\u001b[39m\u001b[92m + Rmath v0.5.0\u001b[39m\n", - " \u001b[90m [a2af1166]\u001b[39m\u001b[92m + SortingAlgorithms v0.3.1\u001b[39m\n", - " \u001b[90m [276daf66]\u001b[39m\u001b[92m + SpecialFunctions v0.7.2\u001b[39m\n", - " \u001b[90m [2913bbd2]\u001b[39m\u001b[92m + StatsBase v0.32.0\u001b[39m\n", - " \u001b[90m [4c63d2b9]\u001b[39m\u001b[92m + StatsFuns v0.8.0\u001b[39m\n", - " \u001b[90m [30578b45]\u001b[39m\u001b[92m + URIParser v0.4.0\u001b[39m\n", - " \u001b[90m [2a0f44e3]\u001b[39m\u001b[92m + Base64 \u001b[39m\n", - " \u001b[90m [ade2ca70]\u001b[39m\u001b[92m + Dates \u001b[39m\n", - " \u001b[90m [8bb1440f]\u001b[39m\u001b[92m + DelimitedFiles \u001b[39m\n", - " \u001b[90m [8ba89e20]\u001b[39m\u001b[92m + Distributed \u001b[39m\n", - " \u001b[90m [b77e0a4c]\u001b[39m\u001b[92m + InteractiveUtils \u001b[39m\n", - " \u001b[90m [76f85450]\u001b[39m\u001b[92m + LibGit2 \u001b[39m\n", - " \u001b[90m [8f399da3]\u001b[39m\u001b[92m + Libdl \u001b[39m\n", - " \u001b[90m [37e2e46d]\u001b[39m\u001b[92m + LinearAlgebra \u001b[39m\n", - " \u001b[90m [56ddb016]\u001b[39m\u001b[92m + Logging \u001b[39m\n", - " \u001b[90m [d6f4376e]\u001b[39m\u001b[92m + Markdown \u001b[39m\n", - " \u001b[90m [a63ad114]\u001b[39m\u001b[92m + Mmap \u001b[39m\n", - " \u001b[90m [44cfe95a]\u001b[39m\u001b[92m + Pkg \u001b[39m\n", - " \u001b[90m [de0858da]\u001b[39m\u001b[92m + Printf \u001b[39m\n", - " \u001b[90m [3fa0cd96]\u001b[39m\u001b[92m + REPL \u001b[39m\n", - " \u001b[90m [9a3f8284]\u001b[39m\u001b[92m + Random \u001b[39m\n", - " \u001b[90m [ea8e919c]\u001b[39m\u001b[92m + SHA \u001b[39m\n", - " \u001b[90m [9e88b42a]\u001b[39m\u001b[92m + Serialization \u001b[39m\n", - " \u001b[90m [1a1011a3]\u001b[39m\u001b[92m + SharedArrays \u001b[39m\n", - " \u001b[90m [6462fe0b]\u001b[39m\u001b[92m + Sockets \u001b[39m\n", - " \u001b[90m [2f01184e]\u001b[39m\u001b[92m + SparseArrays \u001b[39m\n", - " \u001b[90m [10745b16]\u001b[39m\u001b[92m + Statistics \u001b[39m\n", - " \u001b[90m [4607b0f0]\u001b[39m\u001b[92m + SuiteSparse \u001b[39m\n", - " \u001b[90m [8dfed614]\u001b[39m\u001b[92m + Test \u001b[39m\n", - " \u001b[90m [cf7118a7]\u001b[39m\u001b[92m + UUIDs \u001b[39m\n", - " \u001b[90m [4ec0a83e]\u001b[39m\u001b[92m + Unicode \u001b[39m\n" - ] - } - ], + "outputs": [], "source": [ "] add Expectations Parameters" ] @@ -943,58 +621,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1mPrecompiling\u001b[22m\u001b[39m project...\n", - "\u001b[32m\u001b[1mPrecompiling\u001b[22m\u001b[39m Expectations\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/Expectations/r1e2K.ji for Expectations [2fe49d83-0758-5602-8f54-1f90ad0d522b]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1mPrecompiling\u001b[22m\u001b[39m Parameters\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/Parameters/ycYNs.ji for Parameters [d96e819e-fc66-5662-9728-84c9c7592b0a]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1mPrecompiling\u001b[22m\u001b[39m ExampleEnvironment\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Precompiling ExampleEnvironment [109052a4-c53a-11e9-0975-9bc8a65e6c96]\n", - "└ @ Base loading.jl:1186\n" - ] - } - ], + "outputs": [], "source": [ "] precompile" ] @@ -1012,7 +643,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1032,26 +663,18 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/Users/arnavsood/Research/quantecon/lecture-source-jl/_build/website/jupyter/executed/more_julia\n" - ] - } - ], + "outputs": [], "source": [ "; cd .." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1071,15 +694,14 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { @@ -1154,7 +776,7 @@ "\n", "You should see something like\n", "\n", - "\n", + "\n", "\n", " \n", "- Then, download the QuantEcon Docker image by running the following in your terminal (this may take some time depending on your internet connection) " @@ -1251,7 +873,7 @@ "\n", "You will see something like\n", "\n", - "\n", + "\n", "\n", " \n", "In the output, you should see some text near that bottom that looks like" @@ -1294,7 +916,7 @@ "source": [ "To see something like\n", "\n", - "\n", + "\n", "\n", " \n", "**Note**:\n", @@ -1305,12 +927,12 @@ "\n", "Paste the text into `Password or token:` and choose `Log in` to get the full window\n", "\n", - "\n", + "\n", "\n", " \n", "We can see that some packages are already pre-installed for our use\n", "\n", - "" + "" ] }, { @@ -1330,23 +952,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "tools_editors.rst", - "filename_with_path": "more_julia/tools_editors", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Julia Tools and Editors" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/more_julia/version_control.ipynb b/more_julia/version_control.ipynb index c337d0a..b26cccb 100644 --- a/more_julia/version_control.ipynb +++ b/more_julia/version_control.ipynb @@ -199,12 +199,12 @@ "\n", "In general, we will always want to repos for new projects using the following dropdown\n", "\n", - "\n", + "\n", "\n", " \n", "We can then configure repository options as such\n", "\n", - "\n", + "\n", "\n", " \n", "In this case, we’re making a public repo `github.com/quantecon_user/example_repository`, which will come with a `README.md`, is licensed under the MIT License, and will ignore Julia compilation byproducts\n", @@ -222,7 +222,7 @@ "\n", "The next step is to get this to our local machine\n", "\n", - "\n", + "\n", "\n", " \n", "This dropdown gives us a few options\n", @@ -244,14 +244,14 @@ "\n", "Returning to GitHub Desktop, we should see something like\n", "\n", - "\n", + "\n", "\n", " \n", "To select individual files for commit, we can use the check boxes to the left of each file\n", "\n", "Let’s say you select only the README to commit. Going to the history tab should show you our change\n", "\n", - "\n", + "\n", "\n", " \n", "The Julia file is unchanged" @@ -290,7 +290,7 @@ "- If you have made the commit but haven’t pushed to the server yet, go to the “history” tab as above, right click the commit and click “revert this commit.” This will create the inverse commit, shown below \n", "\n", "\n", - "" + "" ] }, { @@ -307,7 +307,7 @@ "\n", "To pull, simply click pull under the “repository” dropdown at the top of the screen\n", "\n", - "" + "" ] }, { @@ -327,7 +327,7 @@ "\n", "We can do this by clicking “settings => collaborators,” as follows\n", "\n", - "" + "" ] }, { @@ -342,7 +342,7 @@ "\n", "You should see something like this\n", "\n", - "\n", + "\n", "\n", " \n", "Let’s unpack the different components\n", @@ -356,7 +356,7 @@ "\n", "You can see open issues at a glance from the general issues tab\n", "\n", - "\n", + "\n", "\n", " \n", "The checkboxes are common in GitHub to manage project tasks" @@ -374,7 +374,7 @@ "- You can also review individual line items or commits by opening commits in the difference view as [above](https://github.com/quanteconuser/example_repository/commit/d0b17f5ce0f8742e88da9b604bfed418d6a16884/) \n", "\n", "\n", - "\n", + "\n", "\n", " \n", "\n", @@ -397,7 +397,7 @@ "\n", "GitHub will give us the following window\n", "\n", - "\n", + "\n", "\n", " \n", "- The warning symbol next to the file indicates the existence of a merge conflict \n", @@ -406,14 +406,14 @@ "\n", "To fix the conflict, we can go into a text editor (such as Atom)\n", "\n", - "\n", + "\n", "\n", " \n", "Let’s say we click the first “use me” (to indicate that my changes should win out), and then save the file\n", "\n", "Returning to GitHub Desktop gives us a pre-formed commit to accept\n", "\n", - "\n", + "\n", "\n", " \n", "Clicking “commit to master” will let us push and pull from the server as normal" @@ -455,7 +455,7 @@ "\n", "To use it, open a file in GitHub and click the small pencil to the upper right\n", "\n", - "\n", + "\n", "\n", " \n", "Here, we’re trying to add the QuantEcon link to the Julia project’s `README` file\n", @@ -478,7 +478,7 @@ "\n", "In that case, click the “Fork” button that lives in the top-right of every repo’s main page\n", "\n", - "\n", + "\n", "\n", " \n", "This will copy the repo into your own GitHub account\n", @@ -490,39 +490,39 @@ "\n", "That is, click the “clone” button on our fork\n", "\n", - "\n", + "\n", "\n", " \n", "You’ll see a new repo with the same name but different URL in your GitHub Desktop repo list, along with a special icon to indicate that it’s a fork\n", "\n", - "\n", + "\n", "\n", " \n", "Commit some changes by selecting the files and writing a commit message\n", "\n", - "\n", + "\n", "\n", " \n", "And push by using the dropdown\n", "\n", - "\n", + "\n", "\n", " \n", "Below, for example, we’ve committed and pushed some changes to the fork that we want to upstream into the main repo\n", "\n", - "\n", + "\n", "\n", " \n", "We should make confirm that these changes are on the server (which we can get to by going to the [fork](https://github.com/ubcecon/example_repository) and clicking “commits”)\n", "\n", - "\n", + "\n", "\n", " \n", "Next, go to the pull requests menu and click “New Pull Request”\n", "\n", "You’ll see something like this\n", "\n", - "\n", + "\n", "\n", " \n", "This gives us a quick overview of the commits we want to merge in, as well as the overall differences\n", @@ -531,7 +531,7 @@ "\n", "This opens a page like this on the main repo\n", "\n", - "\n", + "\n", "\n", " \n", "The key pieces are\n", @@ -547,12 +547,12 @@ "\n", "For example, let’s say we commit a new change to the README *after* we create the PR\n", "\n", - "\n", + "\n", "\n", " \n", "After pushing to the server, the change is reflected on the PR [page](https://github.com/quanteconuser/example_repository/pull/3)\n", "\n", - "\n", + "\n", "\n", " \n", "That is, creating a pull request is not like bundling up your changes and delivering them, but rather like opening an *ongoing connection* between two repositories, that is only severed when the PR is closed or merged" @@ -572,7 +572,7 @@ "\n", "First, load the repo in GitHub Desktop and use the branch dropdown\n", "\n", - "\n", + "\n", "\n", " \n", "Click “New Branch” and choose an instructive name (make sure there are no spaces or special characters)\n", @@ -581,19 +581,19 @@ "\n", "We can see the active branch in the top dropdown\n", "\n", - "\n", + "\n", "\n", " \n", "For example, let’s say we add some stuff to the Julia code file and commit it\n", "\n", - "\n", + "\n", "\n", " \n", "To put this branch (with changes) on the server, we simply need to click “Publish Branch”\n", "\n", "Navigating to the [repo page](https://github.com/quanteconuser/example_repository), we will see a suggestion about a new branch\n", "\n", - "\n", + "\n", "\n", " \n", "At which point the process of creating a PR is identical to the previous case" @@ -655,7 +655,7 @@ "\n", "This won’t be connected to your GitHub Desktop, so you’d need to use it manually (`File => Add Local Repository`) or drag-and-drop from the file explorer onto the GitHub Desktop\n", "\n", - "\n", + "\n", "\n", " \n", "From here, you can get the latest files on the server by `cd`-ing into the directory and running `git pull`\n", @@ -745,23 +745,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "version_control.rst", - "filename_with_path": "more_julia/version_control", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Git, GitHub, and Version Control" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/multi_agent_models/aiyagari.ipynb b/multi_agent_models/aiyagari.ipynb index fd3cae3..8c99f29 100644 --- a/multi_agent_models/aiyagari.ipynb +++ b/multi_agent_models/aiyagari.ipynb @@ -232,20 +232,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -256,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, @@ -268,22 +267,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "setup_R! (generic function with 1 method)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Household = @with_kw (r = 0.01,\n", " w = 1.0,\n", @@ -344,20 +332,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Create an instance of Household\n", "am = Household(a_max = 20.0, r = 0.03, w = 0.956)\n", @@ -399,20 +378,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Firms' parameters\n", "const A = 1\n", @@ -466,23 +436,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "aiyagari.rst", - "filename_with_path": "multi_agent_models/aiyagari", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "The Aiyagari Model" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/multi_agent_models/arellano.ipynb b/multi_agent_models/arellano.ipynb index 4142142..9ecaf48 100644 --- a/multi_agent_models/arellano.ipynb +++ b/multi_agent_models/arellano.ipynb @@ -384,20 +384,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": true }, @@ -409,7 +408,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, @@ -628,7 +627,7 @@ "\n", "The first figure shows the bond price schedule and replicates Figure 3 of Arellano, where $ y_L $ and $ Y_H $ are particular below average and above average values of output $ y $\n", "\n", - "\n", + "\n", "\n", " \n", "- $ y_L $ is 5% below the mean of the $ y $ grid values \n", @@ -639,7 +638,7 @@ "\n", "Here’s the same relationships computed on a finer grid (ny, nB = 51, 551)\n", "\n", - "\n", + "\n", "\n", " \n", "In either case, the figure shows that\n", @@ -650,7 +649,7 @@ "\n", "The next figure plots value functions and replicates the right hand panel of Figure 4 of [[Are08]](zreferences.html#arellano2008default)\n", "\n", - "\n", + "\n", "\n", " \n", "We can use the results of the computation to study the default probability\n", @@ -659,7 +658,7 @@ "The next plot shows these default probabilities over $ (B', y) $ as a heat\n", "map\n", "\n", - "\n", + "\n", "\n", " \n", "As anticipated, the probability that the government chooses to default in the\n", @@ -669,7 +668,7 @@ "\n", "The grey vertical bars correspond to periods when the economy is excluded from financial markets because of a past default\n", "\n", - "\n", + "\n", "\n", " \n", "One notable feature of the simulated data is the nonlinear response of interest rates\n", @@ -708,7 +707,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, @@ -727,117 +726,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration 25 with dist of 0.3424484168091375\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration 50 with dist of 0.09820394074288075\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration 75 with dist of 0.02915866229151476\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration 100 with dist of 0.008729266837651295\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration 125 with dist of 0.002618400938121823\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration 150 with dist of 0.0007857709211727126\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration 175 with dist of 0.00023583246008485048\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration 200 with dist of 7.078195654131036e-5\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration 225 with dist of 2.1244388765495614e-5\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration 250 with dist of 6.376267926100354e-6\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration 275 with dist of 1.913766855210497e-6\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration 300 with dist of 5.743961786208729e-7\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration 325 with dist of 1.723987352875156e-7\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration 350 with dist of 5.174360495630026e-8\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished iteration 375 with dist of 1.5530289942944364e-8\n" - ] - } - ], + "outputs": [], "source": [ "ae = ArellanoEconomy(β = .953, # time discount rate\n", " γ = 2., # risk aversion\n", @@ -861,20 +754,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# create \"Y High\" and \"Y Low\" values as 5% devs from mean\n", "high, low = 1.05 * mean(ae.ygrid), 0.95 * mean(ae.ygrid)\n", @@ -909,20 +793,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAIAAAD9V4nPAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nO3deVwU9f8H8M/M3siNcgp4AsrhgaKhoqZmgoCa9xX2/VZWdvitpL6V9SvLozuzw4pKS7KMPFLLE03EC00EYZFDRURFRWDvYz6/P7b4EiCssuwsu6/nHz12Zz87n/dOy76cmc98hqGUEgAAAEfF8l0AAAAAnxCEAADg0BCEAADg0BCEAI2dPHmSYZhevXo1ewad47iAgACGYYqLi1tYSVhYGMMw7VYjIYRcunRp4sSJrq6ubm5u7dpRPa1Wq9Fo6p9a4TMCWAGCEKCxAQMGhIWFlZSUnDhxoumr2dnZly9fHjx4cK9evaxfW0OLFy/evn17WFjYww8/bJ0e+/XrJ5PJrNMXgNUgCAEaYxhm3rx5hJD09PSmr27atIkQMmvWLGuX1UReXh4hZPfu3e+88w4vBeTk5NTV1fHSNYAFIQgBmjF79mxCyMaNG41GY8PllNKff/6ZYZjp06fzVNo/iiGEWO24aFOdOnVydnbmq3cAS0EQAjSjW7ducXFxly9fPnToUMPlx44dKy8vHzlyZEBAQG5u7syZM8PDw52cnLp06TJ06NC1a9c2e1qx2XNpTRdu3749ISEhICDA1dV1yJAhn3/+eaMYbohhGLlcbnpgWk+rvZgecxz39ttv9+jRQyqVhoaGvvnmmzqdruFbfvzxx3Hjxnl5eXXv3n3q1KkHDhwws0dK6TfffHPvvfd6eXl17dp1woQJv//+e6NKWu49Kytr6tSp3bt3l0qlgYGBCQkJ+/fvv90WALAYCgDNWbt2LSHk0UcfbbjwueeeI4R8/vnn69evN2VAZGTkjBkzxo0bJxKJCCHvvPOOqWVoaGj931fDx/UaLXz++ecJIZ6envHx8QkJCZ6enoSQ5ORkg8HQbHnvv/9+ly5dCCHvv//++++/b04vpsdLlizx8fF58MEH582bZzrht3jx4vr2ixcvJoS4u7vHx8ePGTOGZVmWZTMyMszpcf78+YQQFxeX8ePHjxw5UiKREEKWLVtmZu8bN25kGEYoFI4aNWrmzJkjRoxgGIZl2d9++62V/1UAbYMgBGjezZs3xWKxl5eXTqczLeE4rlu3bkKh8Pr16yEhIYSQhQsXchxnevWPP/4ghAwZMsT09I6C0PTe+Pj4mpoa05La2lrT0ddPPvnkdhU2Wq2ZQRgZGXnt2jXTkmPHjhFCvL29TU+zsrIIIf37979y5YppyaFDh4RCYUhISKs97ty507TyS5cumZbk5ub6+vqKRKJz586Z03vfvn1FIlF+fn79+rdt20YISUpKut0WALAIBCHAbU2ZMoUQsn37dtNT0yDShIQESmlaWtoXX3xx8eLF+sam6wpCQ0NNT+8oCJOTkwkhRUVFDRvU1NQIBIIRI0bcrry7C8LNmzc3bBAYGFjfwPR59+/f37DBY489Fh0drVAoWu4xPj6eELJv376G7/34448JIc8995w5vZuuA6murq5/1Wg0Zmdnnz59+nZbAMAihBY6wgpgh+bNm5eRkZGenm76lW84XnTBggWmNnV1dXl5ecePH9+yZctdd5Sfn08ImThxYtOTfGfPnr3r1TbrnnvuafjUycmpYV9isTguLq5hg08++cSc1crlcolEMnLkyIYLx48fTwgpKioyp/eZM2euXbvWdGJy3LhxQ4YMCQ4OHjp0qDm9A7QFghDgtiZMmODh4bF582a1Wi2VSjdt2iSTyUx7byqV6qWXXtq6dWtpaalIJIqKiho8ePC+ffvMXzltMKzm0qVL5J+BUa+N1yfQJoN3TOf5mnX+/Hk/Pz+WvZsxdBUVFb6+vo3eGxAQQAi5ePGiOb2vWbNm0KBB33zzzddff/3ll18SQsLCwp544onHHntMIBDcRUkAZsKoUYDbkkgk06dPVygU27dvz83NLS4uTkxMNF0w8Nhjj33wwQd9+vTZvHlzTU3NiRMnPv300ztaeVVVVf3j4OBgQkhtbW3TgzZarbYtH6FhLyYtzAXj5+dXVVXVKDs5jjMN2Gm5o4CAgCtXrnAc13BhZWUl+TsOW+1dKBQ+/PDDWVlZN2/e3L179wsvvHDr1q0nn3xy+fLlLXcN0EYIQoCWzJ07lxCSnp7e6Dr6jIwMLy+vLVu2JCcnm0Y/1tbWtryqhpOTnTt3rrq6uv5pnz59CCHZ2dkN21dUVCxcuNC0b2S+FnppVWhoqEqlMo1hqTd37lyRSHThwoVW36vVag8ePNhw4a5duwghYWFh5vSempr69ddfE0JcXV3Hjh27fPnyvXv3EkK2bt1q/kcAuBvWPSUJ0MGYRopKJJLu3bu7ublpNBrT8oCAAJlMdv36ddNThUJhunigZ8+epiUNB5IMGzaMELJx40bTU7VabTrpWN/AlB/du3evHy+jVCrvv/9+Qsj3339/u9oaDV1ptZdWR9Ns376dEBITE2PaL6SUHj16VCwWN/pQarW66Xt37NhBCImKirp8+bJpiWnUqFAolMvl5vQeFRXl6elZUFBQ/6pp1OiMGTNutwUALAJBCNCKl19+2RQnCxYsqF/44osvEkKCg4Mff/zxefPm+fv7Dx06tHPnzoSQJ5988vr16w1/4levXk0IEQqF06dPf+SRR3r16jVy5MgePXo0DIZnnnmGECKRSOLi4iZPnmw6lzZt2jSj0Xi7whpFS6u9mHM5oynOPTw8EhIS7rvvPqFQyDDMnj17TK9GR0cTQiZOnPj00083ei/HcaZ56VxdXe+///5Ro0aZriN86623zOx9/fr1hBCWZWNjY2fMmBEXF8cwjEwmO378eIv/fwDaCkEI0IrCwkJTEO7atat+oU6ne/PNN3v37i2TyaKjo5ctW6bT6dasWePq6tq5c+cLFy40Cok1a9ZERERIpdIuXbosWrSorq6uaTD8/PPP48aN8/b2dnNzGzx48Nq1a+svYWxWozW02os5Qchx3FdffRUXF+fu7u7r6zthwoRjx47Vv7p9+/YePXqIRCIfH59m35uWljZq1ChPT08/P7/x48c33GLm9L5ly5bRo0f7+fmJxeJu3brNmjUrNze3hS0AYBEMbe0cOAAAgB3DYBkAAHBoCEIAAHBoCEIAAHBoCEIAAHBoCEIAAHBoCEIAAHBoCEIAAHBoCEIAAHBoCEIAAHBoCEIAAHBo9hyE165de/31181srFardTpdu9YDJjqdTq1W812FQzAajQqFgu8qHAKltNX7cIGl1NXVNbrzZRvZcxBWV1d///33ZjbW6XQGg6Fd6wETvV6v1+v5rsIhGI3GNt7XF8ynUqn4LsFRaDQaBCEAAIDFIAgBAMChIQgBAMChIQgBAMChIQgBAMChIQgBAMChIQgBAMChCfkuAAAAwAycUVt6VnP2qMFISGKKBVeMIAQAANvFKWo0BcfVZ49p5SeFXv7S8BhB1z6W7QJBCAAANoZSfUWpuuCYJv+o4eolSUh/ad/B7pMfE7h6EEK0VVWW7Q1BCAAANoHqNBr5Kc3ZY5qzxxixVBo+xC0+RdwzghG0b1QhCAEAgE+GG5Wa/GOas8d05wtEQaGy8BiXe6cKuwRYrQAEIQAAWN3fI180Z49xyjpp35hO90zwWvAyI5FZvxYEIQAAWAmnrNUUnNCcPaopPCn08pWGD/GY/Zw4sDdhGB6rQhACAED70l8u05w9ps4/Zqg8LwnpJ+0b4zbpUYGrJ991/QVBCAAAlkf1Om3xaU3eUXXBMYYRSMNjXMfPlvSKYoQivktrDEEIAAAWY6y5oTl7TJN/VFucKwroKQ0f0vnRZSKfIL7ragmCEAAA2oZSXXmRJv+oOv+YsfqaNHSgbOAoj9nPsk4ufFdmFgRhY1qt9syZM3xXwSdvb++gIJv+5xsA2AKqVWvkJ01XPrCdXKThQ9ynLJR060vYDjaLNYKwsfPnzw8fPjwiIoLvQvhRVVUVHx//6aef8l0IANgow40rmvyjmrPHtGVnJd37SvvGuNw3U+jlx3dddw9B2Izg4OATJ07wXQU/Pv3009zcXL6rAAAbw3Ha8wWa/KOa/KNGRY0snM/L/iwOQQgAAM3jNEptQY46/4im4ITAvYusb4zHrMXioFB+L/uzOAQhAAD8g+H6ZU3eEfXZY/qLReIe4bLwoW4TFwjcu/BdV3tBEAIAACEcpy3N15w9qs4/StVKafgQ5xHJ0tCBjFjCd2XtDkEIAOC4OLVCU3BCk39UU5gj8PCWhQ/xnPu8uCvPc55ZGYIQAMDh/HXwM/+YvrxI3DNSFj7ELenfAjcvvuviB4IQAMAxcJz2/FlN/lF13lGqVkjDh7iMmiTpPcARDn62DEEIAGDPOI1KW3Dir5GfHl1k4UM85/B/wwebgiAEALBDpsve1XlH9Bfl4u7hsoihbhMfErh35rsuW4QgBACwF5TqLsjVedma/KPGuluy8CHOwxOlYa8yYinfldk0BCEAQMdGdRpN4UlN/lF1/lGBi7s0fIjHjKfFwWE4+GkmBCEAQIdkrLmhyT+qzsvWleaLgkJlEUNd7psl9PLlu66OB0EIANCR6C+VmA5+Gm5elfYZ1GnwOM/5L7DSTnzX1YEhCG3FI4880qdPn8WLFxNCHn300Z49ey5ZsoTvogDAJlCDXlucq8nLVucfY4QiWeQ9bskPS3qEE1bAd2n2AEFoK6ZOnbps2bLFixfrdLqMjIyTJ0/yXREA8IxT1mrOHlfnHdEWnRL5BUsj7uny2FtC765812VvEIS2YvTo0XPmzLl69eqJEyciIiICAwP5rggA+GGoqlCfydbkH9VXlEpCB8jCh3hMf5Lt5Mp3XXYLQWgrRCJRYmLi1q1bDxw4MHfuXL7LAQDrolR3/qw674g67wjVqKQRQ13GzpD07scIRXxXZv8QhDZk6tSpq1atysvL+/jjj/muBQCsgeq0GnmOadpPgbuXLHyo59wl4q69cOWDNSEIbciYMWNmz549duxYd3d3vmsBgHZkrK3W5B9R5x3RleSJg0OlEUNd758r8PDmuy4HhSC0IRKJJDw8HMdFAeyV/soFTd4R9ZlsQ1WFNCzaadC9nvOW4MoH3iEIbYVer8/Pzy8pKZkwYQLftQCA5XCctjRPk3dEnZdNOE4aMdQtIUXcM4IR4OfXVuD/hK3Ytm3bwoULP/nkE4nE0W+JAmAHqFatKcxR5x3RnD0m9PSVRgz1WvCKKKAH33VBMxCEtmLKlClTpkzhuwoAaBNj7U3Tzp+uNF/crY808h63iQsc9oa3HQWCEACgrfRXLnJHdl87n2eoqvh72rMXWakT33WBWRCEAAB3heO05ws0ednq3MOUM5Ae/dwSUiS9IjHtWYeDIOwAGIahlPJdBQAQ8teVfyc1eUfU+UcE7p1lEfd4LXhJ6N/j6tWrEl/c+aFDQhACALSOU9aq845o8rK1506LgkJkEfe4jp8j8Pzryj/8U7VDY3nsOyMjIyIiwt3dPS4urqioiBBSXV2dmJjo6emZlJRUXV3dsHFsbCzzt4ULF7bcGADAIgw3KusyM6pWP39l2UOaguOy/iN8l67r8vgK57jk+hSEjo63ICwrK0tJSUlLS6usrExMTFywYAEhZOXKlcHBwZWVlUFBQatWrapvTCmVy+WVlZV1dXV1dXUffPBBC40dwc2bN+fPn+/n5+fv7//ggw/evHkzNjZ2+/bthJDU1NTOnTtzHEcp9ff3P3XqFN/FAnQ0lOrKi2p3fHt15cKqD/9juHbJZex0vzfSvVJecoq+l3Vy5rs+sDDeDo2WlpbOnj07JiaGEJKSkrJy5UpCyC+//LJlyxaJRLJo0aLk5OTly5ebGldWVhoMhoSEhKKiojFjxqxdu1Yqld6ucUMKheK1115ruvypp54Si8UNlyiVSqFQyHGcSqVqepQj5YDxxzLOEp+7dd+OFEzr3so/UJ555hmxWFxaWkoIeeqpp5599tmJEyfu3r07ISEhMzPT2dk5NzdXIpEIBIL+/fvfaQEGg0GhUNxl9WZQqVRGo5Fl+Twa4SB0Op1SqcSVqWaiRoPx/Fn92WP6whNELBGFDZYmPSro2oswjIEQg0ZLiPa276VUqVS26x8O1FMqlSKRSCg0K7+cnJxa/bXhLQjHjBkzZswYQojRaFy6dOmMGTMIIRUVFcHBwYQQ065efePKysro6Oj33nsvKCho8eLFTz/9dHp6+u0aN8RxXLNfTdMOU8MlpqeU0maP9a8dIfhkmJVGgknM6GfHjh1nz56VyWSEkGXLlkVFRe3evXvWrFm1tbV1dXWzZs3au3evRCKZOHEic+dT995uI1gK/Vv7dQEm2NRm0Wn0507pzx43nDvFdvYT9YnplPIK29nf9KLpd6HVdWBTW9MdbW1zmlk1CMPCwuRyOWlQ2a5du1JTU8ePH79s2TLTctMPN6XUaDTWvzE6Onrfvn2mxytWrAgPD2+hcUOurq7vvPOOObVxHCcSiZycnDp16tQ0PMQsEdvYDkx9kQzDGI3GyMjIurq6H3/8ccSIEWPHjn333XclEskjjzxyF2sWiUQuLi4WLfYfWJY1Go3t2gWY6HQ6Qgg2dbM4xS113hF17mFdaZ64e1/nyFjp1McErp53tzZKqUqlwqa2Do1G4+LiYuYeoTmsGoSFhYX1jymlqamp2dnZGzduDAkJMS309/cvLy/v3bt3RUVFQEBAfeOcnBytVhsbG0sIEYvFpkM9t2vsCCZMmPDSSy999NFHlNKXXnopPj6eYZiJEye+/vrrK1eujI2NnTlzplQqTU9P57tSANtiuF6pzs3S5GXrr1yQhkU7DR7jOf8FXPnu4HjbzTl48ODWrVu3bdvm7++vUChMBzATExPT0tIopWlpacnJyYSQzMxMQohSqZw8eXJBQYFOp3vjjTcmTZrUbGM7JmyAEPLBBx+o1epu3br16NFDp9OZRg9NnDixvLx81KhRMpmsf//+gwYNkkqlfBcOYBP0l4prd667unJh1UfPGq5fdrlvtt8bP3jOf9FpwEikIPB2jjAzM1Mul3t4eNQvoZQuXbp0zpw5gYGBAwcOXL9+PSFk9OjRlNIRI0a88soriYmJNTU18fHxq1evJoQ0bWyvmh7j9vLyavqR4+Pj61vu3r3bGpUB2DKO05acUZ85rD6TzQhFsqhhHjOeEQeH4p630AhvQfjqq6+++uqrjRa6u7ubrgGoZ/plZxhm0aJFixYtarkxAADV6zSFOZozh9X5R4WevrKo2M6PLhP5BvFdF9guzCwDAPaAUyk0Z4+pc7O0RadEQSGyyFjX+PkC9y581wUdAIIQADowY80NdV62Jvew7kKhpHd/WeQ9HjOfYZ0wehPuAIIQADoeQ1WFOvew+kyW4VqFNDym07AEr3+9yogxdQDcDQQhAHQY+kvF6twsde5hTq2QRd7jOmG+pFcUI8DvGLQJvkAdQNPbMJmWtHB7Jty5CewHx2nL8tW5hzVnDhNWIOs3zGPmYgz+BAtCEHZgqampfJcA0F6o0aAt+lOdm6U+ky1w95JFDvN6+P9Eft34rgvsEIKwA1uxYgXfJQBYGNVpNAXH1bmHNQXHRb7B0qhh3mNnCL1ww1toRzY2gSbcCdN0o7W1tf/61798fX1DQ0O//fbb+jlIV69eHRUV5eXl9e677/JaJkDrOJVCdXzPja/+r3LpbGX2b5KekT4vftHlqXddRk1BCkJ7wx6hWWq2fKE+e8w6fbknPyLtO7jRwhZuIvH8888TQkpLS1mWffrpp+uXq1Sq3NzckydPDhs27Nlnn22nagHawlhbrTlzWJ2bpbtQKAnpL+s3wmP2s6wMN/wDq0IQmsV51BSnoeOt05fArXPThU0Hy9Q/3rx585kzZ5ycnAghr7/++tq1a03LH3/8cULIwIEDNRpNO5YLcOcMN6+qc7PUp7MMVy9K+wzGxQ/ALwShWQRuXgI3L76raJ7RaKzPRYHgfzczxB1hwNYYrparc7PUuVmG6muyyFjX+2ZJQvrj4gfgHb6CHd7EiRP/+9//fvTRRwzDLF26lO9yABrTV5Soc7PUpw9xGpUsaphb8sOSHhGktZuGA1gNgrDDe//995966qnAwEAfH58XX3xxw4YNfFcEQAilugtyde4h9ekswhBZ1DCPWf8RB+HiP7BFCMIOoOml8aYlpv/+8ccfy5YtM92VSS6Xe3t7N3oLrqwH6+E4bWm+OveQOjeLlTrJ+g33eugVUUAPvssCaAmCsMM7dOjQF1988dVXX+n1+tTU1KlTp/JdETgcajRoz502TX4mcO/s1G94l8eWC30C+a4LwCwIwg5v6dKljz32WEhIiEwmS0pK+u9//8t3ReAoqEGvleeoT2ep848Ku/jLooZ7L/4Al/1Bh4Mg7PCcnZ2b3q0eoP1QnVZTeEJ9+pDm7HFRQHdZ1HDX+AcF7s1c9gPQISAIAcAsVKtWnz2mPn1IW5gjCgp16jfcbdIjAhcPvusCaCsEIQC0hNMoNXlH1af/0J47Le4eLus33GPak2wnV77rArAYBCEANINTKTR52arTh3QlZ8Q9o5z6D8fkZ2CvEIQA8D+cslZ9Jlt9+g9d2VlJSH+ngaM856WyUie+6wJoRwhCACCcslZ9+pD69CHdBbkkbGCnmPu8Ul5iJDK+6wKwBgQhgOPiFDWmyc90F4ukYdGdYidg8mtwQAjCxmQymUajGT/eSveasDXl5eUjR47kuwpoX8a6anVulvrPQ/pLxdI+0Z2GTfT69yBGJOa7LgB+IAgbCwoK2rZtW2VlJd+F8CYoKIjvEqBd/J1/f+grSqR9YpzjkqRhyD8ABGFzoqKioqKi+K4CwDL+kX99Y5xHTpaGRTNCEd91AdgKBCGAfeIUt1Q5mdpTB69eu4j8A2gBghDArpjGv6hOHdRXFItDBwlj7u8yeBSOfwK0AEEIYA84Za36zGH1qYO6i0XSPoNM5//0lNTV1SEFAVqGIATowDi1Qn0mW33qoK7srLTPoE7DErz+/dr/kk+n47U6gI4BQQjQ8XAapeZMturUQV1pviR0QKeYcV4LXsb1fwB3B0EI0GFQrVqdl60+dVBbfEbSu5/ToHu9HnwR878AtBGCEMDWUZ1GnXdE/edBbdFpSa9IWf84j7lLMP8ngKUgCAFsFNXrNGePqf48qC3IEffo69Q/zmPWf3D/BwCLQxAC2BZq0GsKc9SnDmjOHhcHhcgGjPSY9iTr5MJ3XQB2C0EIYBs4o0Z+Sn3qgDrviMi/u9OAke6TF7LObnyXBWD/EIQAvOI4bckZ1akD6twsYZcAp/5xrgkpAjcvvssCcCAIQgA+UKo7X6A6dUD95x8CNy/ZgJE+z64WeHjzXRaAI0IQAliV/lKx6mSm6s+DrFgmGzCyy5NvC7sE8F0UgENDEAJYg+FquerUAdXJTMIZnQaM6vzw6yK/bnwXBQCEIAgB2pXx5jVT/nGKW7IBIz3nPi8OCuW7KAD4BwQhgOVxiluqUwdVJw8YrpXL+g13n7xQ0jOCMAzfdQFAMxCEABbDaVSa3CzVyUzdBbk0YojruJmS0AGMAH9lADYNf6IAbUUNek3BcVXOfm3hSUnvqE5Dxnv961Xc/Aigo0AQAtwtSrVlZ1Un9qpPHxL5BTtF3+sx/WnWCVOgAXQwCEKAO6a/elF1Yp8qZx8rcXIaNMbn+TUC9y58FwUAdwlBCGAuTnFLlZOpOrHPWHvDKXp053+9JgrowXdRANBWCEKAVlC9TpN/VHl8j64sXxpxj1viQ5Le/TAEFMBuIAgBbktXdlZ5fI/69CFx115Og8d6PfgiI5byXRQAWBiCEKAxY/U15fG9quN7GIHAafBYnyWfYhZsADuGIAT4C9Wq1blZyuN79BWlTgPiPOelioNC+C4KANodghAcHTUatPKTqpz9mrPHJT0jnIdNlIYPYYQivusCACtheew7IyMjIiLC3d09Li6uqKiIEFJdXZ2YmOjp6ZmUlFRdXV3fkmkiNja2/vHChQv5+xDQgenOF9zatKby1Tm1u38Qdw/3fTnN69+vyfoNRwoCOBTe9gjLyspSUlL27NkTGRn58ccfL1iwICsra+XKlcHBwZs2bXr22WdXrVq1fPlyU+O6urr6N65atUqr1X755ZeVlZXOzs6EEKEQ+7VwBwzXLqly9qty9jFCkSx6tPfiD4VevnwXBQC8YSilvHS8d+/en3766bPPPiOEVFVV9enT5/r166GhoVu2bAkLCyssLExOTpbL5Y3edebMmcWLF6elpUVGRvbq1auoqGjMmDFr16719m7mjqZyuXzcuHHvvvtu05cmTJjQKD5rampEIpGTk5PlPiI0T6lUGo1GV1dXK/fLKW5p//xDe+oAV3tD3G+EbOBogX93K9dgZTqdTqFQeHp68l2I/aOUXrt2zcfHh+9CHML169fd3d3N3AUSi8Us28qxT96CsJ7RaFy0aBHLsmvWrHF2dq6qqpLJZGq12sfHp7a2tmFLnU43YsSIr7/+Wq1WP//88++9915QUNDixYt1Ol16enrTNcvl8uHDh8fExDR96csvv5RK/zEOvra2ViQSyWQyy346aEqlUhmNRhcXFyv1p9caCo8bcrO4inOC0EHCyGGCbuGktT8M+4AgtBpKaVVVVbP/IgeLu6MgdHV1FQgELbex6kHFsLAw005effru2rUrNTV1/Pjxy5YtMy1nGMb0wGg0Nnr7u+++GxMT07dvX0LIvn37TAtXrFgRHh5+ux49PT23b99uTm0sy2KP0DrEYrE19gg5TlN0SnViryb/mLh7X7fY+2WRrzvaRNg6nU4oFHp4ePBdiP2jlOp0Omxq6zAYDB4eHhY8KWbVICwsLKx/TClNTU3Nzs7euHFjSMhfg9T9/f3Ly8t79+5dUVEREBDQ8L1Go/Gzzz7bu3cvISQnJ0er1cbGxhJCxGKxRCKx4ocAW6evKFWd2Ks6mSlw6+w06F73SY+yzm58FwUAtou3YSYHDx7cunXrkSNHhEKhQqEghKBZd1QAACAASURBVDg7OycmJqalpb311ltpaWnJycmEkMzMzFGjRhFC9u3bFxgY2KtXL0KIUqmcNm1aZmZmz54933jjjUmTJvH1KcB2GGtuqHL2q47voTqN06B7uzyxUujdle+iAKAD4C0IMzMz5XJ5wyMJlNKlS5fOmTMnMDBw4MCB69evJ4SMHj3adBz1m2++ue+++0wtR4wY8corryQmJtbU1MTHx69evZqXjwC2wHQVvOrEPt2lYlnUMPdpT0q698VEoABgPv4Hy7QfuVyelJTUdOhpszBq1GosM2qUUu25P5XH92jyjop7RHSKGSPtO8TRTgG2SqfT1dXVeXlhfrh2Rym9evWqry+uw7GGqqqqDnyOEKDtDFfLlcf3qE7sFbh4Og0e4578CE4BAkBbIAihY+DUCtXJTNWxPcZbVU6D7u288E2RbzDfRQGAPUAQgm3jOI38pOr4bk1BjjQs2vX+OdLQaAe5ChAArANBCDbKUFWhPLpLdXyPwK2zU8w496lPsk7OfBcFAHYIQQi2heo0qj//UB353VBV4RQ9uvNjb+EQKAC0KwQh2ArdRbnyyO/qP/+Q9Ah3Hj1F2jeGEeD7CQDtDj80wDNOWas6sU955Ddq0Hcacp/PC58LXDE3JgBYD4IQeEKptvi0Mvs3TcEJacQQ9weekPSMwIXwAGB9CEKwNk5xS5ez78rJ/YxE2mno/e7TFrEyjIIBAN4gCMFaKNUUnVIe3qkpOinqO9Rzfqo4KJTvmgAAEITQ/jjFLeXRXcrsnYzEyTk2XpL8KCcUi61+Y14AgGYhCKEdaYvPKA//qinMkUUO85z/gmkXUKlUkiY3mwQA4AuCECyP0yhVx/YoD28nhOk0LMF92pM4CwgANgtBCJakv1SiyPpVffoPaZ/B7tOfkvSI4LsiAIBWIAjBAqhBr/7zD8WhbcbaG86xCb7//ZJ1due7KAAAsyAIoU2M1dcUWdtVR3eJAnq4jJ0h6xuDGbEBoGNBEMJdoVRbfFrxx1ZtSZ7ToDFdnnpH2CWA75oAAO4GghDuDNVpVMf3Kv7YShjGeUSS59wljFjKd1EAAHcPQQjmMty4ojy0TXlst6RnhPsDj0t69+O7IgAAC0AQQuu0xbmKA5u1pXmdhtzn/exqoacP3xUBAFgMghBuixr0qpOZigObiVHvHDfJcx6OggKAHUIQQjOMddXKrO3Kw9tFAb3cEh+Shg7EfSEAwF4hCOEf9JXnFZm/qM9kyQaM7LLobaF3V74rAgBoXwhCIIQQQqlGflKx/2f9lQvOwxN9X0pjO2FSbABwCAhCR0cNelXOfkVmBmFZl1FTZANHMQJ8KwDAgeAnz3FxKoXy8HbFwS0i/+7ukx+VhAzguyIAAB60HoSU0iNHjuzcufPgwYOlpaXXrl2TSqW+vr4DBw4cOXLklClTunTpYoVCwYKM1dfqDmxWHd8jCx/S+bG3RH7d+K4IAIA3LQUhx3Hffffd22+/rdFoxowZ8+CDDwYHB3t5eWm12qqqqry8vJ07d77wwgsTJkx47bXXQkJCrFY03DV9RWndvk2awhOdho73WfKpwM2L74oAAHjWUhDGxcV169btiy++GDJkCNNk9HxCQgIhpK6ubtOmTVOnTl28ePGCBQvasVJoG21xbt3eH/WXy5xHTnaftoiVOvFdEQCATWgpCD/77LOIiFbuJ+fi4rJgwYJ58+adO3fOooVZG1XVKXakqQUCvguxPKrTGm9VUYPeZcw0r3+/hrEwAAANtfSb2GoK/m8tQmGfPn0sUQ9vGLFUHBErkUj4LsTyGJGYdXIWd+uLi+IBAJpqfefg5s2bIpHIxcWFELJu3brXX3+9srKyT58+L7744gMPPND+FVqLUCSOjJU54YAhAIBjaekeqtevX7///vu9vLzc3d2TkpJ+//33//znP//973/379+fkJAwbdq0n376yWqFAgAAtIeW9gife+65M2fO5OTkBAYGPvHEE/Hx8WvXrn3ooYcIITExMefPn3/zzTenTZtmrVIBAAAsr6U9wt9++23hwoUDBw7s0qXLihUrOI4bNGhQ/auxsbGFhYXtXyEAAEA7aikIr169GhgYaHocFBRECGk4lqRTp05arbZdiwMAAGhvLQUhIUQoFDZ6AAAAYE9aCUIAAAD71sp+3uXLlxueCCwtLW34UnsVBQAAYC2tBGFqampqamr9U9O0agAAAHajpSCklFqtDgAAAF7gHCEAADg0s4Jw3LhxaWlp1dXVDRfef//9DMPIZLLIyMiXXnqpfcoDAABoX2YFocFgePjhh319fSdNmrRx40alUkkI+eKLLwoKCmpqanbu3Dl//vx2rhMAAKBdmBWE+/fvr6ys/Oijj5RK5Zw5c7y9vWfPnv3nn3/26NFDLBZ37do1NDS0vQsFAABoD+aeI/T29n700Ud379595cqVjz76qLq6esqUKb6+vg8//PC+ffuMRmO7VgkAANBO7mywDKW0qqrqxo0bdXV1HMcpFIojR46MGTMmNDT06NGj7VQiAABA+zErCPV6fWZm5n/+85/evXv37dv3zTffDAwM3LBhw/Xr18+cOVNWVta/f/9nn322vWsFAACwOLNmEPX29r5161ZAQEBSUtKkSZNGjRolFovrX+3WrduSJUsmTJjQbkUCAAC0F7OC8PHHH580aVJ0dDTLNr8HGRUVlZ+fb9HCAAAArMGsIHzzzTdbbiCVSn19fS1RDwAAgFW1dI4wLy/PzLUYDAbcpBcAADqiloJw4cKF8+fPP378eAuTjtbV1X3zzTcDBw48fPjw3VWQkZERERHh7u4eFxdXVFRECDEajWFhYQ3bVFdXJyYmenp6JiUlmSa4aboEAADgLrQUhAcPHhwzZkxKSkpYWNgTTzzx7bffZmZm5ubmHjt2bMeOHatWrZo8eXJQUNBvv/22adOmhx566C66LysrS0lJSUtLq6ysTExMXLBgwYcffhgbGyuXyxs2W7lyZXBwcGVlZVBQ0KpVq5pdAgAAcBeYVm8xQSk9fPjwjh07Dh48WFZWVlVVJZVKfXx8Bg4cOHLkyAceeMDb2/uuu9+7d+9PP/302WefEUKqqqr69Onz008/KZXKxMTEhoWFhoZu2bIlLCyssLAwOTlZLpc3XdJ05XK5PD4+/tdff236Uq9evRoN/KmpqRGJRE5OTnf9WcBMSqXSaDS6urryXYj90+l0dXV1Xl5efBdi/yilV69exVAJ66iqqvLw8BAKzRrjwrIswzAtt2kpCP/v//5v1qxZISEhd1bjXTEajYsWLWJZds2aNYQQhvlHYc7OzlVVVTKZTK1W+/j41NbWNl3SdJ1yuXzo0KGenp5NX9q7d2+jzKutrRWJRDKZzNKfDBpTqVRGo9HFxYXvQuyfXq9XKBQeHh58F2L/TJONtGWvAMx348YNNzc3M4PQ09Oz1ZYtvfzaa6+99tpr0dHRs2bNmjFjRteuXe+g0tsLCwsz7cDVR92uXbtSU1PHjx+/bNmyZt9CKTVFOqXUNJ1b0yXN8vb2bnZnsSmJRII9QuvAHqHV6HQ6qVSKPUIroJRSShGE1sEwjPl7hOZo6RxhcXHxihUrCCHPPfdcUFDQqFGjPv/88+vXr7exy8LCQtOXhhBCKV2yZMkbb7yxcePGFStW3O6D+fv7l5eXE0IqKioCAgKaXQIAAHAXWgrCnj17pqamnjhxorS0dNWqVRqNZuHChX5+fhMnTvz+++8VCkXbuz948ODWrVu3bdvm7++vUCiarjMzM5MQkpiYmJaWRilNS0tLTk5udgkAAMBdMGuu0e7duz/33HNHjhy5cOHCqlWrqqur586d6+3tPWPGjDZ2n5mZKZfLPTw8XP7WqMHo0aMJIUuXLs3NzQ0MDMzPz3/55ZebXQIAAHAXWh812tSFCxfee++91atX1x/htE1yuTwpKcnMc4QYNWo1OEdoNRg1ajUYNWpNdzRq1Bx3sKJr16799NNP6enpWVlZAoFg/Pjxc+fOtVQdAAAAvGg9CGtqan755Zf09PS9e/cajcbo6Oj3339/1qxZPj4+VqgPAACgXbUUhKb9vx07dmi12uDg4NTU1Hnz5jWa/AwAAKBDaykIp0+f7u7uPn/+/Hnz5g0bNux292ACAADouFoKwp9//jkhIUEikVitGgAAACtrKQinTJlitToAAAB4gaOdAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADg0BCEAADQYVRpSH6twLLrRBACAICtq9aStCJu/E5DyI/6HZdFll250LKrAwAAsJRaPdlygdtYwh26SscFsI+EsZvHsYrqW4TILNgLghAAAGyLykB+vchtLKV7L3Mj/dg5vdgf7mWd/94PVFi6OwQhAADYBK2R/HaJ21hKd5Rz93gzM3qwX8WJ3MXt3i+CEAAA+KTnyN7LdGMpt/UCF+XJzOzJfnSPqLPUegUgCAEAgAccJQeu0I0l3M/nuRA3ZkYP9q1BIj8nHipBEAIAgPVQQo5coxtLuR9LOT8nZmYP9sQkYbAzw2NJCEIAALCGP2/QH0q5jaXUSUBm9GQzE4QhbnzmXz0EIQAAtCN5Df2hhP5QymmNZGYPZss4QZSnTeRfPQQhAABY3gUF3VhK00u4Kg2Z1p35Jk4wxNu28q8eghAAACzmqpr8WMr9UMqdq6EPdGc/GCoY4cuwNpqAf0EQAgBAW1VryS8XuPQSLuc6TQxiX+4vGBvAiDrIJJ4IQgAAuEtKA9l6gfuhlB6o5MYGsAvD2IQgVmrhObHbHZ95nZGRERER4e7uHhcXV1RURAgxGo1hYWGtNiOExMbGMn9buHChtUsHAHBgOo5svcDN2m8M2KBfX8xN7c5cnCXaNEbwQPeOl4KExz3CsrKylJSUPXv2REZGfvzxxwsWLJg+ffqGDRvkcnnLzbKysiilcrm8srLS2dmZECIUYr8WAKDdGSnJrKTpJdzm81yEJzOrJ/txrMhLwndZbcbbHmFpaens2bNjYmJkMllKSopcLo+KinrllVdabUYIqaysNBgMCQkJfn5+c+fOra2t5eMTAAA4iqPX6DNHjIHp+heOGfu6M39OEWYmCB8NY+0gBQkhDKWU3wqMRuOiRYtYll2zZg0hhGGaL6lhs5ycnOeff/69994LCgpavHixTqdLT09v+ha5XD548GCVStX0pYKCAtPeZL3a2lqRSCSTWfLWHtAslUplNBpdXFz4LsT+6fV6hULh4eHBdyH2j1JaVVXl7e3NdyEWJq8TbL4s2XxZKmLpJH/tJH9tj05GvosiN27ccHNzM/NYYOfOnUWiVu5faNUgDAsLM+3S1Xe6a9eu1NTU8ePHL1u2zPSpmg3Cps3qVVZWhoeH37x5s2l3crk8KSkpPz+/6UtNt2BNTY1IJHJy4mOeOwejVCqNRqOrqyvfhdg/nU5XV1fn5eXFdyH2j1J69epVX19fvguxjAsKml5CN5RwNToyowczqyc7wMuGLoCoqqry8PCw4Ekxq55dKywsrH9MKU1NTc3Ozt64cWNISMjt3tJss5ycHK1WGxsbSwgRi8USSUs75ziDCABgjmtq8mMZl17CnauhU7uza2IFw3xs/RJAi+AtJA4ePLh169YjR44IhUKFQkEIaXSsMjMzc9SoUc02UyqV06ZNy8zM7Nmz5xtvvDFp0iR+PgMAQMdXqyebz3MbSrij1+jEIPal/oJxHecSQIvgLQgzMzPlcnnDsxeNjoiOHj2aUtpssxEjRrzyyiuJiYk1NTXx8fGrV6+2Xt0AAHZBayQ7yrkNJXR3BTfKj10Qwv4ylpU55BE0/gfLtB/TOcJG12PcDs4RWg3OEVoNzhFaTQc6R2i6BGJDMbf5AtfPk5ndi32gG+vRoQZ/duxzhAAAwJfjVXRDCbexlPN3Ymb3ZF+PFgZ0coATgGZAEAIA2DN5DU0v4TaUUELI7J7M/gRhqG3cBdB2IAgBAOzQZRXdWEo3FHMVKjqjB/vdKEFMF+Rf8xCEAAD2o0ZHMs5z3xdzJ2/QScHs8sGC0f6MAAnYIgQhAECHZxoC+n0J3VPB3evPLuzDTuyAd4HgC4IQAKCj4ig5cIV+d+6vIaBzerFfjhC5i/kuq6NBEAIAdDx/3qDfF3PppdRbSub0whDQNkEQAgB0GOfr6PcldEMxpzaS2T2ZXRMEfd2Rf22FIAQAsHU3tOTHUm5DCSe/Raf1YNeOEMT6MAhAS0EQAgDYKI2RbLvIfVdMD1RyEwLZ1CjB+K6ONQuodSAIAQBsC0fJ/kr6XTG35QIX04WZ3ZP9bpTIpZV76sHdQxACANiK0zfp+nPcD6XUR0bm9mLfGiTyw/zH7Q9BCADAs3Il3VBMvyvmlAYypxeze4KgD4bAWBGCEACAHzU6sqmM+66Yy6umU7uznw3HEBh+IAgBAKxKx5HfyrnviunuCm5sAPtMBDshkBVjCAx/EIQAANZACcm+Sr8v4X4q5fp6MPN6sWsxC4xtQBACALSv4lr6XTH3XTGVsGRub/bEJGGQM46A2hAEIQBAu7ihJT+UcN8Xc2V1dGZP9sd7BQM7I/9sEYIQAMCSNEby60VufTE9WMklBLFLBwrGBeBGSDYNQQgAYAGUkD+u0PXFXEYZN6AzM68XroLvMBCEAABtUlRDvyvmvpV7uEqM83uzp6fgRhAdDIIQAOBumE4BflfMXVDQWT3ZtEF1Y0I6810U3A0EIQDAHTDdC37dOZpZycUHsq8OFIwLYFhCr1418F0a3CUEIQCAWQ5fpeuLuU1lXKQHM783u67BKUBKea0M2gZBCADQkrI6+l0xXV/MCRkyvzd7crIwEKcA7QuCEACgGbV68lMpt+4cV1hDZ/Rgvx8lGNwF+WefEIQAAP9jpGTXJbq+mNtZzt3rzz4byU4IZHEvXPuGIAQAIISQMzfpt+e4DSVcN2dmXm/241iRp4TvmsAqEIQA4NCuqUl6CfftOe6GlszvzWQmCEPccAjUsSAIAcARaY1k20Xu23Nc1lWaFMS+M0Qwyo9hkYAOCUEIAI7lyDW67hz3UxnXz5OZ35v94V62E34IHRv+/wOAQ7ikpN8V02/PcRwlD+IqCGgAQQgA9kxtIBnnuXXnuBPX6bTubFqc4B5v5B/8A4IQAOwQJSTrCv32HPfzeW6oN7MghN1yHysV8F0W2CQEIQDYlYsKuu4cXVfMiRiSEsLmPSD0d8IuILQEQQgA9kBlIBnnuW/Pcaeu0xk92e9GCWIwEQyYB0EIAB2Y6RDoN+e4jPPcPd7MI2FsUhArwSFQuBMIQgDokMqVdN05+u25vw6B5j8g8nPiuybomBCEANCRqA1k8wXumyIu5zqd3oNdP1IwBKNAoW0QhADQMRy5Rr8p4n4q42K6YBQoWBKCEABs2hU1WX+O+7qIM1KSEsLmThEG4EJ4sCgEIQDYIj1Hfr3IfV1ED13lJgeza4cLhvkyCEBoDwhCALAtZ27StCJuQwnXx51ZEMKm3yvCXKDQrvD9AgCbcEtH0ku4NDl3RU1SQpjDicKertgDBGtAEAIAnzhK9lfSNDm3o5y7ryu7bJBgXABuhwRWhSAEAH5cVNBvztGvizh3MXkohF2NO8IDTxCEAGBVWiPZcoFLK+JyrtNZPdmMsYIBXtgBBD4hCAHASnJv0q/kXHoJ19+LeSiE3TwOFwKCTUAQAkD7qtGR9BLuKzlXpSELQtjjk4TBztgFBBuCIASAdkEJ+eMK/UrObb3Aje/KvjlYMNYfo2DAFiEIAcDCrqjJt0VcWhEnZsm/Q9n3hoq8MAoGbBiCEAAsw0jJznL6pZz74wr3QHd2HabDhg6C5bf7jIyMiIgId3f3uLi4oqIiQojRaAwLC2vULDY2lvnbwoULCSHV1dWJiYmenp5JSUnV1dU8lA4Afyutoy+fMAb/YFh+2pgUzFycJVo7HCkIHQafQVhWVpaSkpKWllZZWZmYmLhgwYIPP/wwNjZWLpc3bEYplcvllZWVdXV1dXV1H3zwASFk5cqVwcHBlZWVQUFBq1at4ukTADg0rZH8UMKN3WG4Z6tBZSC7JgiyEoUPhbCYEQ06Fj6DsLS0dPbs2TExMTKZLCUlRS6XR0VFvfLKK42aVVZWGgyGhIQEPz+/uXPn1tbWEkJ++eWXRYsWSSSSRYsWZWRk8FE+gOM6e4v+54gxMF2fVsQ9EsZenCl6b6igrzt2AaFDYiilfNdAjEbjokWLWJZds2YNIYRh/lFVTk7O888//9577wUFBS1evFin06Wnpzs7O1dVVclkMrVa7ePjY0rHRuRy+T333OPn59f0pZ07dzo5/eNu1rW1tSKRSCaTWfrDQWMqlcpoNLq4uPBdiP3T6XQKhcLT09NSK1QbmS0VwvXnxRdVgllB2rnd9EFOnKVW3qFRSquqqry9vfkuxCHcuHHDzc1NKDTryIO7u3urLa19CCMsLMx05LM+6nbt2pWamjp+/Phly5Y1+5bo6Oh9+/aZHq9YsSI8PNz0doZhTA+MRuPtuvPw8Fi3bl3T5T4+PizbeG9YJBI1SkdoD0Kh0Gg0urq68l2I/dPpdCzLurm5tX1VZ6rJl0XkxzIy1Ju80J/cH0CErJQQadvXbB8opRqNxiKbGlql0+nMD0KBoPVZG6wdhIWFhfWPKaWpqanZ2dkbN24MCQm53VtycnK0Wm1sbCwhRCwWSyQSQoi/v395eXnv3r0rKioCAgJu916hUBgdHW1OYaK/3cGHgbsiEolYlsWmtgJKaRu/1UoD+aGE+0LOVarIQyHsn1OYrrgpbnPavqnBfKZNbWYQmoPPc4QHDx7cunXrtm3b/P39FQqFQqFo1CAzM5MQolQqJ0+eXFBQoNPp3njjjUmTJhFCEhMT09LSKKVpaWnJycnWLx7Avv15gz6eZQxK12+7SJcOEJTOEL46kEUKgl3ic3RXZmamXC738PCoX9LohOXo0aMppSNGjHjllVcSExNramri4+NXr15NCFm6dOmcOXMCAwMHDhy4fv16a5cOYKdMu4BrC7kravKvUDZ3ijAA4Qf2ziYGy7QTuVyelJTU6GKM26mpqcE5QutQKpU4R2gdOp2urq7Oy8vLnMa5N+nnhdwPJdwIX/aRMPb+rpgO7Q5QSq9everr68t3IQ6hqqrKw8PDgodGcb0PgENTG8jGUm5tIVeuJP/GLiA4JAQhgIMqvEU/K+S+O8cN9WZe7M/GB7ICJCA4JAQhgGPRceSX89xnBVxRDXkolMmZjJsigaNDEAI4iosKuraQSyvi+rozT/Rlk4NZEc+TDQPYBAQhgJ3jKNlVQT8t4LKucPN6s/sThKFu2AUE+B8EIYDdqtaStcWSdRcMbmLyeF82fbTICX/xAE3gzwLADp28Tj8p4DLOM/f5sN+Nwh2RAFqCIASwHzqO/FzGfXyWq1CShX3YM8lUqld7eeHqWICWIAgB7MEVNfm8gPu80NjXnXk+ik0MYgUM0elInZ7vygBsHoIQoGM7VkU/yud2lHMzerB74oW4KSDAnUIQAnRIeo78XMZ9mM9dU5PH+7Ifx4rcxXzXBNAxIQgBOpgbWrK2kPvkLBfiRl7oxyYGsZgUFKAtEIQAHUbBLfphHvdjGTc5mN0+XhDliQAEsAAEIYCto4T8fol+kGfMvUkX9hEUThV5y/iuCcCOIAj/ojEy2yoZiYTjuxD7p9WyHEdkMmxqs+Rcpz+WUg8JeTqc3XofK8akaACWhiD8i8pIfrkoEAjs9u6MtsNgYCllRCJsarOEuJFfxgn64SgoQLtBEP7FU0zXDzc4OWHgXbtTKjVGo9HVVcp3IQAAhBCC4ywAAODQEIQAAODQEIR/+f3333Nzc/muwiGcPHly7969fFfhECoqKn744Qe+q3AIer1+zZo1fFfhKL7++uvq6moLrhBB+Jdff/315MmTfFfhEI4fP75z506+q3AIFy5cWLduHd9VOASdTvfuu+/yXYWj+Oyzz27cuGHBFSIIAQDAoSEIAQDAodn55RMcx125csWclmq1ura21szG0Ba1tbUqlQqb2gqqq6v1ej02tRUolUpKKTa1dRiNxqqqKnd3d3Mad+7cWShsJekYSu32uuaampqpU6eeOXPGnMY6nY5l2Va3F7SdwWDgOE4sxiWb7Y7jOJ1OJ5Xikk1rUKlUTk64B7I1qNVqqVTKMGbNMrF3797w8PCW29hzEAIAALQK5wgBAMChIQgBAMChIQgBAMChIQgBAMChOWgQVldXJyYmenp6JiUlNTtVT15eXqdOnaxfmF1qYWtnZGRERES4u7vHxcUVFRXxVaF9uN12bvXbDncE32ersdoPtYMG4cqVK4ODgysrK4OCglatWtXo1Vu3bj344IMqlYqX2uzP7bZ2WVlZSkpKWlpaZWVlYmLiggULeCzSDtxuO7f8bYc7he+z1Vjvh5o6pJCQkIKCAkppQUFBSEhIw5eMRmNSUtKmTZscduNY3O229p49ex599FHT42vXrnl5efFTn7243XZu4dsOdwHfZ6ux2g+1g15H6OzsXFVVJZPJ1Gq1j49PbW1t/UtvvvnmrVu33n77bYZx0I1jcS1sbROj0bho0SKWZTF/f1vcbju3uv3hjuD7bDVW+6F2oEOjYWFhDMOYJiOglNY/MBqN9W327Nmzd+/e5cuX81alvTBna5vs2rVr0KBBbm5uH374IQ+F2pHbbeeWtz/cKXyfrcZqP9QOFISFhYWmvWBCiL+/f3l5OSGkoqIiICCgvs2ePXv2798vEolMilcY0wAAAl5JREFUW59hmEOHDvFVcIdmztamlC5ZsuSNN97YuHHjihUrML9dG91uO99uOdwdfJ+txmo/1A4UhA0lJiampaVRStPS0pKTkwkhmZmZhJAVK1bUHzUmhFBKhw8fzm+pduB2W/vgwYNbt27dtm2bv7+/QqFQKBQ8F9rB3W47N10ObYHvs9VY74e67acZO6Lq6ur4+PiAgIDExMRbt27Rv7dmQw67cSzudlv7tddew7fRgm63nZsuh7bA99lqrPZDjfEgAADg0Bz00CgAAIAJghAAABwaghAAABwaghAAABwaghAAABwaghAAABwaghAAABwaghDArjD/5Ofnl5KScv36db7rArBduKAewK4wDLNy5Up/f39CiF6vLy8v//zzzyMjI3/77Te+SwOwUQhCALvCMExBQUFYWFj9kpMnT0ZHR9+8edPDw4PHwgBsFg6NAti5wMBAlmVxMwSA20EQAtgtg8FQVla2aNGihIQEFxcXvssBsFH4RyKAvenTp0/DpyzL7ty5k69iAGwfghDA3mzfvr1Hjx6mxxqN5sSJE7Nnz37//ffnzZvHb2EAtgmDZQDsStPBMoSQr776avny5cXFxXxVBWDLcI4QwP5FRkZWVlbyXQWAjUIQAti/7du3NzpxCAD1cI4QwN5s3br1xIkTpsdKpTI7O3vdunU//vgjv1UB2CycIwSwKwzDNHwqFovDwsJeeuml6dOn81USgI1DEAIAgEPDOUIAAHBoCEIAAHBoCEIAAHBoCEIAAHBoCEIAAHBoCEIAAHBoCEIAAHBoCEIAAHBoCEIAAHBo/w8IuirrEAbYEgAAAABJRU5ErkJggg==" - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plot(ae.Bgrid, ae.vf[:, iy_low], label = \"Low\")\n", "plot!(ae.Bgrid, ae.vf[:, iy_high], label = \"High\")\n", @@ -939,29 +814,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Warning: GR: heatmap only supported with equally spaced data.\n", - "└ @ Plots /Users/arnavsood/.julia/packages/Plots/FQOz1/src/backends/gr.jl:944\n", - "GKS: invalid bitmap size\n" - ] - } - ], + "outputs": [], "source": [ "plot(seriestype = :heatmap, ae.Bgrid[1:end-1],\n", " ae.ygrid[2:end],\n", @@ -979,20 +836,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Random\n", "# set random seed for consistent result\n", @@ -1028,23 +876,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "arellano.rst", - "filename_with_path": "multi_agent_models/arellano", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Default Risk and Income Fluctuations" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/multi_agent_models/harrison_kreps.ipynb b/multi_agent_models/harrison_kreps.ipynb index 90fd809..e2d3b66 100644 --- a/multi_agent_models/harrison_kreps.ipynb +++ b/multi_agent_models/harrison_kreps.ipynb @@ -89,20 +89,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -170,23 +169,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1-element Array{Array{Float64,1},1}:\n", - " [0.571429, 0.428571]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using QuantEcon\n", "\n", @@ -199,23 +186,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1-element Array{Array{Float64,1},1}:\n", - " [0.428571, 0.571429]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "stB = stationary_distributions(mcB)" ] @@ -407,22 +382,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "price_single_beliefs (generic function with 1 method)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using LinearAlgebra\n", "\n", @@ -567,22 +531,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "price_optimistic_beliefs (generic function with 1 method)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function price_optimistic_beliefs(transitions,\n", " dividend_payoff;\n", @@ -660,22 +613,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "price_pessimistic_beliefs (generic function with 1 method)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function price_pessimistic_beliefs(transitions,\n", " dividend_payoff;\n", @@ -774,44 +716,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "p_a\n", - "====================\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "State 0: 1.33\n", - "State 1: 1.22\n", - "--------------------\n", - "p_b\n", - "====================\n", - "State 0: 1.45\n", - "State 1: 1.91\n", - "--------------------\n", - "p_optimistic\n", - "====================\n", - "State 0: 1.85\n", - "State 1: 2.08\n", - "--------------------\n", - "p_pessimistic\n", - "====================\n", - "State 0: 1.0\n", - "State 1: 1.0\n", - "--------------------\n" - ] - } - ], + "outputs": [], "source": [ "qa = [1/2 1/2; 2/3 1/3] # Type a transition matrix\n", "qb = [2/3 1/3; 1/4 3/4] # Type b transition matrix\n", @@ -843,33 +752,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "p_optimistic\n", - "====================\n", - "State 0: 1.85\n", - "State 1: 2.08\n", - "--------------------\n", - "p_hat_a\n", - "====================\n", - "State 0: 1.85\n", - "State 1: 1.69\n", - "--------------------\n", - "p_hat_b\n", - "====================\n", - "State 0: 1.69\n", - "State 1: 2.08\n", - "--------------------\n" - ] - } - ], + "outputs": [], "source": [ "opt_beliefs = price_optimistic_beliefs([qa, qb], dividendreturn)\n", "labels = [\"p_optimistic\", \"p_hat_a\", \"p_hat_b\"]\n", @@ -903,23 +790,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "harrison_kreps.rst", - "filename_with_path": "multi_agent_models/harrison_kreps", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Asset Pricing III: Incomplete Markets" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/multi_agent_models/index.ipynb b/multi_agent_models/index.ipynb index f2d0a8e..2d9c4bf 100644 --- a/multi_agent_models/index.ipynb +++ b/multi_agent_models/index.ipynb @@ -106,23 +106,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index.rst", - "filename_with_path": "multi_agent_models/index", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Multiple Agent Models" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/multi_agent_models/index_grad.ipynb b/multi_agent_models/index_grad.ipynb index 93277da..5eebc3b 100644 --- a/multi_agent_models/index_grad.ipynb +++ b/multi_agent_models/index_grad.ipynb @@ -66,23 +66,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index_grad.rst", - "filename_with_path": "multi_agent_models/index_grad", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Multiple Agent Models" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/multi_agent_models/index_undergrad.ipynb b/multi_agent_models/index_undergrad.ipynb index 9e85a5b..f4ed28f 100644 --- a/multi_agent_models/index_undergrad.ipynb +++ b/multi_agent_models/index_undergrad.ipynb @@ -67,23 +67,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index_undergrad.rst", - "filename_with_path": "multi_agent_models/index_undergrad", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Multiple Agent Models" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/multi_agent_models/lake_model.ipynb b/multi_agent_models/lake_model.ipynb index c61b39f..a187fdf 100644 --- a/multi_agent_models/lake_model.ipynb +++ b/multi_agent_models/lake_model.ipynb @@ -254,20 +254,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": true }, @@ -280,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, @@ -291,22 +290,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "simulate_rate_path (generic function with 1 method)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "LakeModel = @with_kw (λ = 0.283, α = 0.013, b = 0.0124, d = 0.00822)\n", "\n", @@ -358,24 +346,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 0.723506 0.0252931\n", - " 0.280674 0.978887 " - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lm = LakeModel()\n", "A, Â = transition_matrices(lm)\n", @@ -384,24 +359,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 0.720495 0.0251879\n", - " 0.279505 0.974812 " - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Â" ] @@ -415,24 +377,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 0.723506 1.99596\n", - " 0.280674 -0.99178" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lm = LakeModel(α = 2.0)\n", "A, Â = transition_matrices(lm)\n", @@ -441,24 +390,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 0.720495 1.98765 \n", - " 0.279505 -0.987652" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Â" ] @@ -474,20 +410,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyAAAAJYCAIAAAAVFBUnAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzde3QTdf438M+kufR+pfQGLbTQtE2TlpaLVlAUEWytKIqPqyusv9XVc7Y/ERU9Z/fBG6gg+1O6rK6yLurjIyi47OrKqsgqj+CiSO/XtNByK6VA6S1pm8tknj9mzCQplLRNO0n7fp2cnmbm28mnHdK++X6/8x2G4zgCAAAAAM+RSV0AAAAAwHiDgAUAAADgYQhYAAAAAB6GgAUAThiGSUtLu+yutLQ0hmHGuJ4h8f4Kr8pkMvX390tdBQCMFAIWAIAXycrKCggIkLoKABgpBCwAAAAAD0PAAgAAAPAwBCwAGDJ+qpPNZtu8eXNycrK/v79arX7ppZfMZrNjs7179xYUFCQkJISGhs6bN+/tt99mWdbxCBaL5cUXX5w+fbpSqUxKStqwYQPLsqWlpYsXLw4PD09MTHz66adNJpPL65pMpqeffjouLi48PHzRokW7d+++Up0cx7333ns33XRTVFTUlClTbr311q+++orfVVxczDDMn//8Z8f2dXV1DMPceeedw67Qne96kJ8bwzB6vZ7/xNcnkwFMdBwAgAMiUqvVl92lVqv5Xxr8J08//XRMTMyqVaseeOABftrQmjVr7I3Xrl1LRJGRkfn5+QUFBZGRkUS0bNkyq9VqP8Ly5cunTZv28MMP33PPPXK5nIh+8YtfhIaGLl269KGHHgoODiai9evXuxRw1113qVSqhQsX5uXlKRQKInr++eddKuStXLmSiEJCQpYsWXLDDTeoVCoi2rBhA8dxp06dIqLFixc7foPr1q0jot27dw+7Qne+60F+bq+//np0dDQRvf7666+//vpIziMASAsBCwCcuB+wtFrt+fPn+V1HjhwhosmTJ/NPDx48SET5+fldXV38lu7u7nvuuYeI3nzzTfsRbrnlFqPRyDfYtWsX/78+PgBxHPevf/2LiK677jqXAmJjY6urq+2vGxUVJZfLjx07xjkHrC+++IIv8syZM/yWysrK2NhYhULR2NjIcdw111wjl8vb29v5vTabbcaMGaGhoX19fcOr0M3vepCfGzcgIwKAj8LbGACcuB+w/vGPfzjunTp1qj0ZLFu2jIgaGhocG3R1dfn5+S1YsMB+hMrKSvteo9FIRCqVymQy8Vt6e3tdiuG/ig8rdn/4wx+IaO3atZxzOsnPzyeib775xrHxn/70JyJ66qmn7F/4/vvv87uOHj1KRA8++KDjaw2pQje/60F+bhwCFsB4IR/+4CIATGzXXnut49PAwED75zU1NUR02223DZxIVFtba/88IyPD5cunTp2qVCr5LVdarWDp0qWOTwsLC5966qmGhgaXZnq9XqVS3XDDDY4blyxZQkR847vuuuupp57as2cPP5K4c+dOIrr//vsd2w+pQje/60F+bgAwbiBgAcAw8bOFLuvMmTP0c45x0dPTY//cz8/PZe/ALQPFxcU5Pp0yZQoRnTx50qVZS0tLbGysTOZ0KU9CQgIR8ROwpk2bNnv27K+++spoNAYEBHz88cdxcXELFy4cvJ5BKnTzux7k5wYA4wauIgQAJyEhIR0dHQO3cxzX3t4eERFh3zLIZW5JSUlE1N3dPbDb3OWau2FobW0d+DQ+Pt6lWUJCwrlz52w228DGfMwiorvvvru/v//LL788dOjQmTNn7r33XncS3pW4+V3j8kCAiQABCwCcZGVlnT9/vq6uzmV7WVnZxYsXc3Jy3DlIeno6ER0+fNhxY0tLy6OPPvrOO++MsMIvv/zS8enevXuJiJ+65EitVptMpu+++85x4759+4jIfi+gu+66i4j27Nnz0Ucf0YDxwaEa1e8aAHwLAhYAOLnvvvuIaMWKFeXl5faNR44cuffee4nov/7rv9w5yBNPPEFEjz76aGNjI7+lt7f3oYceevvtt0c+5ejFF1+0T2k6evTo+vXr/fz8fvOb37g0KyoqIqLVq1fbe7yqqqpeeOEFuVxubzxjxozs7OzPP/989+7darXazfh4JR78rnE7QgCfN+rT6AHAp9hsNj5LEVFycnJeXh4/8kVEv/3tb/k2l73SzWXj448/TkQqler666+/8847+YlHK1asYFn2SkegARcw0uWuIrzuuuv8/f1vuumm+fPn8+tgrVu3bmANNpvtgQceICJ+2aqFCxfy62C9/PLLji+xfv16/rt74YUXBvl23KxwGN+1y8bc3Fwiuu2221avXs0BgM9CwAIAVzab7fPPP7/11lv51cZnzpy5bNmyAwcO2Bu4ExQ4jvvb3/62ePHiyZMnh4WFzZkzZ9u2bWazeZAjuBmw+vr6Vq9erVarw8LCFi5cuGvXrivVYLPZtm/fvnDhwsjIyLi4uCVLluzbt8/lRe2dYfziWIN/j1etcBjftcvGvXv3JicnKxSKmJgYDgB8FsNxnOe7xQAARkFaWpper/fsb63z58/HxsbOnTv3hx9+8OBhAWCCwxwsAJjQPvzwQ47jRji9HQDABdbBAoAJqqurq62tbfPmzQqFgr+hDQCApyBgAcAEpdFoWlpaiOixxx6LiYmRuhwAGFcQsADAZxw4cMBqtXrqaIWFhUePHi0oKPj973/vqWMCAPAwyR0AAADAwzDJHQAAAMDDELAAAAAAPAwBCwAAAMDDELAAAAAAPAwBCwAAAMDDpAxYf/nLXyoqKlw2dnd348JGX8GyrMFgkLoKcFd/f7/JZJK6CnCXwWBgWVbqKsAtNputp6dH6irAXWazua+vb7RfRcqA9cUXXxw/ftxlY19fHwKWr2BZFn+wfYjFYrFYLFJXAe7CL0MfwnHcGPzBBk8Zm1+GGCIEAAAA8DAELAAAAJgQTpygTz+lP/5RMQavhVvlAAAAwDhksVBDA5WUUEkJ1dZSRQVduMDvUd5zjyk0dHRfHQELAAAAxoMzZ6iigiorqbycKiupsZFcLhSJiSGdjjQayxjMb0TAAgAAAN/T3081NVRZKTzKy+nSJacGCgVlZJBORzodZWdTVhbFxBARGY1mlh31hIWABQAAAD6gpYUqK6miQuimamggq9WpQVQUZWVRVhbpdJSVRRoNKZUS1YqABQAAAF7IZBI7qPhQ1d7u1EAuFzqo+ESl09GUKRLVejkIWAAAACA9voOKj1OVlaTXu3ZQRUaKWYrvoPL3l6hWN4w0YLEsq9Fo6uvr+ad5eXmHDx/mP3/kkUfeeuutER4fAAAAxh+XGVSX7aBKTxeyFJ+rvKqD6qpGFLCKi4t37Nih1+v5pxzH6fX61tbW4OBgIpLL0T0GAAAARESnT1NVldhBNXAGlW91UF3ViDKQTqdLSUkpLCzkn7a2tlqt1oKCgoaGhkWLFm3bts1/0J+N1WotLS11adPZ2RkaGiqTCSug3nTTTQzDjKRIGD1ms9lsNuNuOb7CZDIxDKNQjMUKezBy/JsLtyP0CSzL4pehi74+qq1lqqpkVVVMVRVTXS1zucRPLqf0dE6r5bRam1bLabVcQoLrlX2j9BPl31kjOV9KpfKq4YQZ+b2uGEY4SElJydq1a1977bXExMQ1a9aYzeadO3cO8oVLlixpaWmZNGmS40aLxeL4B+CTTz6xhy3wNmaz2WAwREZGSl0IuMVgMDAMExQUJHUh4JaLFy+Gh4djKMAnsCzb0dHh8udsojl1SlZb61dbK6+u9qup8Wtu9nP530FkJKfRWDUaln+kpbEqlTR32+zt7WVZNiQkZNhHCAsL8/PzG7yNJwOWo9bWVo1Gc8klrzpbvnz5L3/5y+XLlztubGtri46ORqjyCWazuaenJyoqSupCwC09PT0Mw/Aj+OD9Lly4EBERgYDlE1iWbW9vnzx5stSFjB2DgaqrhfE+fuCvq8upgUJBarU43qfVUkKCRLUOYDQaWZYNHeWl3D351i0pKTGZTHl5eUSkVCpVKpUHDw4AAACSsNmoqUnIUlVVVFFBTU3k0rXCL5LOP7Raideg8gaeDFhGo3HFihUHDhxISUlZv379HXfc4cGDAwAAwNjo6BD6pfg4VV1NRqNTA6WSNBrSasVQxS+SDnaeDFgLFixYt25dYWFhV1dXfn7+1q1bPXhwAAAAGA1WK+n1QqLiQ9WpU65tpkwRs5ROR2o1Yfh6cB748dgnYDEMU1RUVFRUNPJjAgAAwChpaxOzVGUl1da6Xq8XGEgajbBoAt9NhcuZhgr5EwAAYDzr76faWjFOVVbS+fNODRiGkpPF6VNZWZSSQrjYbIQQsAAAAMaVEyfE2ehVVdTY6LqkZ1iY2DWl01FmJo1gyQK4PAQsAAAAH9bVRdXVYpyqrnZdMYG/KTLfNaXVklZLSUkS1TqRIGABAAD4DKuVGhrEi/uqqujECdc2sbFC7xQfpzQawrpJYw8BCwAAwHu1tjrFqYET0gMCKCPDacgvOlqiWsEBAhYAAIC3MBqppkaYkF5dTRUV1N7u1MA+IZ3vndLpaMYMutpdW0ACCFgAAADSYFk6ftwpTjU3k83m1CYiwilOZWYS7nflExCwAAAAxsj580Kc4h81NdTX59RAqaT0dMrMFEPVlCkS1Qojg4AFAAAwKnp7xQWo+IfLAlRElJREWi1lZlJWFmVmklpNCoUUtYKnIWABAAB4AMtSU5PTeF9Tk+t4X3g4ZWaKcUqrpbAwicqFUYaABQAAMBznzlF1NZ+oZOXlkXq963ifQiHEKX6wT6ulxESJaoUxh4AFAABwdQaDON7H56qLF+07Gf7vaVKSEKf42ehpaRjvm7gQsAAAAFxZrdTYKEyc4uNUczNxnFObiAihgyoz0zZ1atf110dgvA/sELAAAADo9GlhJU/+4r6B63kqlZSRIY73ZWbS1KnCLpbl2tstSFfgCAELAAAmnI4Oqq4Wuqb4Tzo7nRrw63nyQYof70tNJTn+ZoLb8I8FAADGOZOJamvFRFVTQ6dPu7aJjhaCFN9HpdFgPU8YEQQsAAAYV/jlEvi5U/zHY8fIanVqExQk3L/PnqhiYiQqF8YpBCwAAPBtZ8+KWYq/HbLLcglyuTh9SqMhnY6mTyeZTKJyYWJAwAIAAF/S2SkM9vGz0auq6NIl1zZJSaTRCLPRNRrKyCClUopaYQJDwAIAAO/V3y9Mn6qpueL0qchIYTY6/zEzE8ujg/QQsAAAwFtYrXT8uDDYxyeq48eJZZ3aBAZSRoY42KfRUHy8ROUCXBkCFgAASObkSWGYj09UA1efwvQp8FEIWAAAMEYuXBAmTtlnUHV3OzVgGJo+nTIzhRlUGg2lp2P6FPgkBCwAABgV3d1CluJ7p6qq6Px51zYxMcLEKT5RZWRQSIgUtQJ4GgIWAAB4AD8b3TFRnTzp2iYsjDQacbxPq6VJk6SoFWD0IWABAMCQWSzU2OjUO9XU5DobPSBAmD5l751KTJSoXIAxh4AFAABXYbNRc7OYpWpqSK8ns9mpjUJBaWni3CmtlqZPJz8/iSoGkBoCFgAAuDp9mmprxQnptbXU2+vUQCajlBShX4pPVGo1ZqMDiBCwAAAmuvPnhd4p/mNNDXV2uraZOlUc6cvMpIwMCgyUolYAH4GABQAwsfC3mrF3TVVV0YULrm2io4V+KX4GlUZD4eFS1ArgsxCwAADGM4OB6uqEWyDzH8+ccW0THi6kKPuE9OhoKWoFGEcQsAAAxg9+rQT7zftqaujECeI4pzZBQZSe7jR9asoUicoFGL9GGrBYltVoNPX19Y4bq6ur582bZzQaR3hwAAAYhNlMer0Qp/gOqoFrJahUlJ4uZCl++tS0abjVDMCoG1HAKi4u3rFjh16vd9zY2dm5atWqXpcLTgAAYGSsVmpsFPql+EdjI1ksTm3sayXYh/xSUkiOsQqAMTeit51Op0tJSSksLLRvsdlsq1at+t3vfnf33XePuDYAgImLZen4ccY+3ldbS/X1rktP+fnRzJli1xS/VoJCIVHFAOCA4VwG54dxCEY8yEsvvdTZ2bl582bHjVeyZMmSs2fPTnK+UYLZbFY6LKWye/duGfqyvZXZbDYYDJGRkVIXAm4xGAwMwwQFBUldCFzeuXMyvd6vvt6P/1hZKevrc/3tFxNjS0tj1WqW/5iVxQYEjPR3OIwcy7IdHR2TcN8fH9Hb28uybMgIbnsZFhbmd7VVdD3Zcbx///5///vf+/btc7O9SqW6/fbb8/LyHDd2dnaGhobaQ1VwcDDDMB4sEjxIoVBwHIc/2L7CZrMhYHmP1lamro6prRU+VlXJDAbXNrGxXEYGl54ufNTpbMHB/B6GSI6rlLwHy7ImkwlvLh/CsuxIzpc7XT8eDljffvut4ufuaYZhDh48OH/+/Cu+tlyem5tbUFDguLGtrS06Ohq9Vj6BYRiz2axSqaQuBNxiNpsZhsH5ksTJk1RXJ4z0VVdTXR0NjFNTpwoX9/Efo6MvTp0aLsf8KV/AsqxSqcSby1dYrVaWZUf7fHnyrbtx48aNGzfyn7szRAgAMC6dPu0ap7q7XdvExwvz0O0Lo4eFOTW4cAG/QgF8GP5vBAAwIi0tVFtLNTXibPSuLtc2MTFCirJf3xcRIUWtADBWPBCwLttThe4rABiXzp4V4hSfqC57277oaCFO2UNVVJQUtQKAdNCDBQBwRa2tYpDiP+nocG0zaRJlZorTpzIzCReTAQACFgCAwN47xa8+VVtLly65tomKEuKUvXdq8mQpagUA74aABQATlOPcKf4xsHcqKkqYh26fjY44BQDuQMACgAnBMU7xHwfOnYqMdI1TMTFS1AoAvg8BCwDGIX6hBMc4NfDKPpc4pdFQbKwUtQLAeISABQA+7+RJqq8XVpy60rpTjoN96emIUwAwuhCwAMDHOE5Fr6mhykrq6XFtExFByclOvVPJyVLUCgATFQIWAHg1lzhVUXGZm8xERIgpCnEKALwBAhYAeAuWpaYmqqkRpk/V1VFdHfX1uTaLjRWH+fiPWHcKALwNAhYASMNioWPHxDhVX0/19WQyuTZLSKCMDKdHZKQU5QIADAUCFgCMBbOZ6uuprk5cdKqxkSwW12ZJSZSWRpmZlJYmdFCFh0tRLgDAyCBgAYDn9fUJA3x811RNDTU1kdXq1EYmE6ZMZWQII31paRQSIlHFAAAehYAFACPV0yOkKHsH1YkTZLM5tfHzo5kzneZOpaVRYKBEFQMAjDIELAAYmo4Op66p+no6edK1jUJBaWli11R6OqnVpFJJUS4AgBQQsABgMOfPi1mK76A6d861jUpFaWnirCmNhmbMIIVCinIBALwDAhYAiPg7zPBBiv/Y3u7aJihI6J3iO6gyMig5mfz8pCgXAMBbIWABTFA2GzU3O2Wp+vrL3GEmPFzomrJ3UCUlEcNIUTEAgO9AwAKYECwW0utler3fiRPiolMD1/CcNElIUXzvVHo6JSRIUS4AgI9DwAIYh/r6hAhl7506dowsliCXZlOmCCnKPtiHJdEBADwCAQvA53V3i5PQ+Tg1cJUEmYymTbOp1TadTm4f8gsLk6hiAIDxDgELwMdcuCDMl+J7p+rq6MwZ1zYKBaWmihOn+Ev8rFYjwzDBwcFSVA0AMLEgYAF4tVOnxCzFd1MNvKzP35/S0pwmTs2ceZlVEnp6xqZkAABAwALwGixLzc1ivxTfTTUwFYWFiWt48o/p00kmk6JiAAC4AgQsAGmYTKTXi/c/rq8nvZ5MJtdm0dHCGB+fqNLSaMoUKcoFAIChQMACGAv83frsvVN1ddTURCzr2iwx0al3KiODoqKkKBcAAEYGAQvA8y5edB3pO33atY1cLtz82D59Ki2NMAEdAGB8QMACGCl+Hro9S9XW0sWLrm3sd+uzj/Sp1aRUSlEuAACMPgQsgCFgWWpqchrpu+w89NDQy8xDx936AAAmDgQsgCsymYT10O1xqqFhsHno9jiFeegAABMcAhaAgF8PnR/m48f7mptd56EzDCUlufZOYR46AAC4QMCCCeriReGex4PPQ09NdcpSmIcOAADuQMCCCeH0aXGYj09UA+eh8+uh871T/HhfairmoQMAwHAgYMF4Y7NdZj307m7XZvw8dMdVEqZNwzx0AADwjJEGLJZlNRpNfX09//SLL7548sknz549Gx8fv2XLlltuuWXEFQIMxmKhxkYhRfFDfvX11N/v2iw62mmkD/PQAQBgVI0oYBUXF+/YsUOv1/NPWZa97777PvnkkxtvvHHPnj0PPvhgS0uLJ4oEEJhM4j2P+d6pY8fIYnFtNmWK052PMzJo0iQpygUAgIlqRAFLp9OlpKQUFhbyT61W64cffnjTTTcZDAaVShUeHj74l7Ms29TUVFpa6rixvb09IiJC9vOta7Va7UgqhFFl+dkoHd9opPp6pr6eqatj6uqotpY5cYJxuaxPJqPp07mMDEpP59RqLiODU6u50NCBpY5Sjb7EYrEwDDN65ws8i39zcRwndSFwdSzLjuovQ/Asi8XCn7JhH0EulzMMM3gbZuTvXoZxOojBYAgJCWEY5tChQ3l5eYN84eLFi+vr60NCQhw3sizr5zAR5ttvv/XDvBhvZTabDQZDZGSkR47W08M0NvrV18sbGvzq6/0aGvzOnPFz+ecpl9O0aWxaGjtjhjUtjU1NZWfOZP398RfILQaDgWGYoKAgqQsBt7S3t4eFhcnlmCnrA1iW7ejomISuch/R29vLsqxL/BiS8PDwq743Pf/WDQ4ONhgMxcXFq1ev/umnnwZpGRISUlxcvHz5cseNbW1t0dHR9h4s8GZms1mlUkUNaxmori6qqxNG+qqrqa6OTp1ybaNUklotjPHx432pqaRU+hH5EeHqviFTqVQMwwRjnQkfwXFcREQEApZPYFmWYRgELF9hNBpZlg0dONjhUZ586zY1Nb399tubNm0KCgr69a9//fLLL3vw4ODTuruppoZqaqi2VghVAxedUqmEKVOZmcL1fSkphD8uAADgizz55ys+Pn7btm233Xbb/PnzP/7441mzZnnw4OBDjEahX6qmhqqrqbb2Mr1T/v5inEpPJ42GkpOxSgIAAIwTngxY/v7+f//73x9//PHm5ua0tLTt27d78ODgtfr7hcE++6O5mVzmTgUECGN8Go3wETc/BgCAccwDActxhvvChQtLSkpGfkzwWlYrHTtGVVVUXU2VlfLKyvCTJ11v2KdUChOnMjOFj8nJhGl1AAAwcWCGC1zFmTNUXU1VVVRVJXRQmUz2nTIiUihIrSaNRoxTM2Zg7hQAAExo+DMITrq67L1TVF1N1dXU0eHUgGFo+nTKzOTjlDUpyTBvXjhu2AcAAOAIAWtCs9moqYkqKqiigiorqbKSmptd20yaRDqdkKi0WtJoyL50iNls6+lhka4AAABcIGBNLN3dVFVFlZVCqKquJoPBqYG/P2k0lJUlxKnMTIqNlahWAAAAn4WANc6dPUtlZVRaSmVlVFFxmev7pkwhnY50OsrOJp2OZs7E9CkAAICRwt/S8aa5WYhT/Mdz55z2qlRCB5U9VHnoPjcAAAAgQsDybSxLDQ1inCotpc5OpwYRETRrFuXk0KxZlJVFajU6qAAAAEYd/tj6nuZmOnJEeJSVkdHotDc2VohT/Mfp0yWqEgAAYAJDwPIBFy/STz/RkSPCxwsXnPZOmybGqZwciouTqEoAAAD4GQKWN+rtpbIyMVEdP+60NyaG5s6lOXOEj5hEBQAA4G0QsLzF2bN08CB9/z0dOkRVVWS1iruCgyknh+bOFR5JSdJVCQAAAG5AwJIMx1FdnZCoDh2ipiZxl1xO2dk0b57QR5WRgfsiAwAA+BIErDFlsdDRo/T993TwIP3nP3TxorgrLIzy8ui662jBApozhwICpKsSAAAARgYBa9SZTPSf/9A339DBg3TkCPX1ibsSEmjBAiFUZWaimwoAAGCcQMAaLdXV9PXX9PXX9P/+H/X2ChsZhjIyxFA1bZqUFQIAAMAoQcDypHPnaP9+IVe1tgobGYaysujmm+mGGygvj6KiJC0RAAAARh8C1kj19dH339P+/bR/P5WWinf6mzyZbriBbr6Z8vNpyhRJSwQAAICxhYA1TE1NtGcPffklff899fcLG4OC6IYbaPFiWryYNBpJ6wMAAADpIGANTU0N7dlDe/ZQebmwRSajOXOEUJWXR0qlpPUBAACAF0DAujqOo5IS+tvfaM8eamgQNoaFUUEB3XEH3XQTplUBAACAEwSsK7LZ6D//oc8/p7/9jY4dEzZGRlJBAa1YQbfcQiqVpPUBAACAt0LAcsWydPgw7d5Nu3eLVwJGR9PSpbRiBS1dSgqFpPUBAACA10PAElVW0jvv0P/9v9TRIWxJSaG77qLly2nuXGIYSYsDAAAA34GARQYDffQRvfMO/fijsEWrpeXLafly0ukkrQwAAAB804QOWCUl9H/+D33wgdBlFRZG/+t/0aOP0qxZUlcGAAAAvmwiBqzubvroI3rrLSorE7bk5tJvfkP3309BQZJWBgAAAOPCxApYJSW0bRt9+CEZjUREERG0YgUVFZFWK3VlAAAAMI5MiIDV0UHvvkvvvEN1dUREMhktXkwPP0zLlmFdUAAAAPC8cR6wLl2iLVuouJi6u4mI4uPpwQfp17+m6dOlrgwAAADGr3EbsC5dotdfpz/+UYhWt9xCv/0t5eeTfNx+xwAAAOAtxmHcuHSJ/vhHKi6mzk4iouuuow0baOFCiasCAACAiWNcBSxEKwAAAPAGshF+PcuyaWlp9qd79uzJzMwMDw+//vrrG+w3Rh597e30/POUkkIvvECdnXTzzXT4MB06hHQFAAAAEhhRwCouLs7Ly9Pr9fzT5ubmX/3qV9u3b29tbS0sLHzwwQc9UeFVDIxWP/xAX39N11wzBi8OAAAAcBkjClg6nW7dunX2p01NTffdd9/cuXMDAgJ+9atf2YPXKHGMVl1dYrSaN29UXxYAAADgKhiO40Z6CMb1ICzLFhUVyWSyN954Y5AvXLp0qcFgmDp1quPG/v5+lUrF/Hxr5TfffFMmu1fEBp8AACAASURBVHwK/PFHvyVLgolo4ULr//7f/bNnsyP6NmDozGazwWCIjIyUuhBwi8FgYBgmCPcr8BEXL14MDw+X48pnX8Cy7KVLl6Kjo6UuBNzS29vLsmxISMiwjxAcHOzn5zd4G8+/dfft2/fMM88sWbJkw4YNV3ltuVyn0+Xk5Dhu7O7uDg4OtocqpVJpD1su5s+nZ56x5Oezs2fbiGQjn08GQ8VxnEKhUCgUUhcCbuHPFM6Xr+DfXAhYPkEmk+GXoQ+Ry+X8KRv2Ea6UTJxeZdhHH4jjuGeeeebw4cMff/xxamrqVdsrlcqbb755+fLljhs/++yzpUuXKt1bYX3jRiLCP2jJ9Pb2NjY23njjjVIXAm45fvy4XC6fPHmy1IWAW+rq6q699trAwECpC4GrMxqNtbW1t956q9SFgFvOnDnT29sbExMzqq/iyV6f77777rPPPvvnP/8ZHx9vMBgMBsMwDrJq1aquri4PVgWjp6am5plnnpG6CnDXu+++u3v3bqmrAHetXr36xIkTUlcBbjl79uyjjz4qdRXgrk8//fTtt98e7VfxZA/WgQMH9Hp9RESEfcvgE7yCg4PffPPNf/zjH44bGYYpKipSqVQeLAxGycWLF8+dO7dy5UqpCwG3VFVVKRSKY8eOSV0IuKWrq+vZZ58NDQ2VuhC4OqPR2NfXh1+GvqKxsdFoNI7kfG3YsCExMXHwNh6Y5D5snZ2dn332mVSvDgAAADAMhYWFjt1JlyVlwAIAAAAYl3DlHQAAAICHIWABAAAAeBgCFgAAAICHIWABAAAAeJi3BKyOjo7CwsLIyMjbb7+9o6ND6nLgiliWTUtL4z/HWfNme/bsyczMDA8Pv/766xsaGgjny7t98cUXGRkZ4eHhGRkZ+/btI5wvX1BdXW2/9xTOlzfLy8tjfsavWDYG58tbAtamTZuSkpJaW1sTExNfffVVqcuByysuLs7Ly7PfxhtnzWs1Nzf/6le/2r59e2tra2Fh4YMPPkg4X16MZdn77rtv69atly5devHFF3G+fEJnZ+eqVat6e3v5pzhfXovjOL1e39ra2tPT09PTs2XLFhqb88V5h9TU1Lq6Oo7j6urqUlNTpS4HLu+bb7755z//af9ng7Pmtfbv3//II4/wn58/fz4qKorD+fJi/f39e/futdls3d3dn332WUZGBofz5d1Ylr399ts/+eQT/D70fi0tLaGhoTk5OcHBwcuWLWtra+PG5Hx5yzpYwcHBFy5cCAgI6Ovri4mJ6e7ulroiuCKGEf7Z4Kx5P5Zli4qKZDLZG2+8gfPl5QwGQ0hICMMwhw4dysvLw/nyZi+99FJnZ+fmzZvx+9D7lZSUrF279rXXXktMTFyzZo3ZbN65c+cYnC9vGSLkOI6/NzXHcSzLSl0OuAVnzcvt27dv9uzZYWFhxcXFhPPl9YKDgw0Gw4YNG1avXk04X15s//79//73v1955RXHjThfXis3N/ebb77Jzs6OjIzcuHHjV199RWNyvrwlYMXHx58+fZqIWlpaEhISpC4H3IKz5rU4jnv66afXr1//8ccfb9y4US6XE86XF2tqauLvmx4UFPTrX/+6rq6OcL682P79+7/99luFQsH/heY7HXG+vFZJScl//vMf/nOlUsnf7HgMzpe3BKzCwsLt27dzHLd9+/Zly5ZJXQ64BWfNa3333XefffbZP//5z/j4eIPBYDAYCOfLi8XHx2/btu3gwYMcx3388cezZs0inC8vtnHjRvs8GyLiOG7+/Pk4X17LaDTeeeeddXV1ZrN5/fr1d9xxB43N+2s0JnYNQ0dHR35+fkJCQmFhYWdnp9TlwGDs/2xw1rzW888/P/CdjvPlzb799tucnJyIiIhrr72Wn3uL8+UT8PvQ+9lstq1bt6akpEyaNGnlypVdXV3cmJwvb5nkDgAAADBueMsQIQAAAMC4gYAFAAAA4GEIWAAAAAAehoAFAAAA4GEIWAAAAAAehoAFAAAA4GEIWAAAAAAehoAFAAAA4GEIWAAAAAAehoAFAAAA4GEIWAAAAAAehoAFAAAA4GEIWAAAAAAehoAFAAAA4GEIWAAAAAAehoAFAAAA4GEIWAAAAAAehoAFAEPDDGr0XjctLW1Ujz8GTCZTf3+/1FUAwFiQS10AAPiegICAvLw8qavwPVlZWXq9nuM4qQsBgFGHgAUAQ5aYmLh//36pqwAA8F4YIgQAAADwMAQsAPA8fr6UxWJ58cUXp0+frlQqk5KSNmzYwLJsaWnp4sWLw8PDExMTn376aZPJ5PglJpPp6aefjouLCw8PX7Ro0e7du6/0EhzHvffeezfddFNUVNSUKVNuvfXWr776it9VXFzMMMyf//xnx/Z1dXUMw9x5553DK4+3d+/egoKChISE0NDQefPmvf322yzLOtZvs9k2b96cnJzs7++vVqtfeukls9nMN2AYRq/X08+T2DzzgwYAr8UBAAwFEanV6sHbqNVqIlq+fPm0adMefvjhe+65Ry6XE9EvfvGL0NDQpUuXPvTQQ8HBwUS0fv16xy+56667VCrVwoUL8/LyFAoFET3//POODewvsXLlSiIKCQlZsmTJDTfcoFKpiGjDhg0cx506dYqIFi9e7FjSunXriGj37t3DK4/juLVr1xJRZGRkfn5+QUFBZGQkES1btsxqtdqP+fTTT8fExKxateqBBx4ICAggojVr1vBf/vrrr0dHRxPR66+//vrrr4/wLACAl0PAAoChISKFQqG+Ar4NnzZuueUWo9HIb9m1axf/nzo+A3Ec969//YuIrrvuOscviY2Nra6u5rccOXIkKipKLpcfO3aMcw5YX3zxBRFptdozZ87wWyorK2NjYxUKRWNjI8dx11xzjVwub29v5/fabLYZM2aEhob29fUNr7yDBw8SUX5+fldXF7+lu7v7nnvuIaI333zTfkytVnv+/Hl7/UQ0efJk+4/OJSMCwDiGtzoADI07neJ8kqisrLR/ldFoJCKVSmUymfgtvb29jp1h/JfwYcXuD3/4AxGtXbuWc04n+fn5RPTNN984Nv7Tn/5ERE899ZT9C99//31+19GjR4nowQcfHHZ5y5YtI6KGhgbHV+zq6vLz81uwYIH9mP/4xz8cG0ydOtUxUSFgAUwcmIMFAEM2yBChY7OMjAz754GBgUQ0depUpVLJb+FH0FwsXbrU8WlhYSERNTQ0uDTT6/UqleqGG25w3LhkyRJ747vuuouI9uzZw+/auXMnEd1///3DLq+mpoaIbrvttjQHc+fOJaLa2lp7s2uvvdbxq/jDAsAEhGUaAGC0+Pn5XXWLi7i4OMenU6ZMIaKTJ0+6NGtpaYmNjZXJnP6LmJCQQET8BKxp06bNnj37q6++MhqNAQEBH3/8cVxc3MKFC4dd3pkzZ+hyUY+Ienp67J/zs6wAANCDBQBepLW1deDT+Ph4l2YJCQnnzp2z2WwDG/Mxi4juvvvu/v7+L7/88tChQ2fOnLn33nuvGu8GkZSURETd3d0DO+0crzTE5YEAwEPAAgAv8uWXXzo+3bt3LxHxU5ccqdVqk8n03XffOW7ct28fEaWlpfFP7aOEH330EQ0YHxyq9PR0Ijp8+LDjxpaWlkcfffSdd94ZyZEBYFxCwAIAL/Liiy/apzQdPXp0/fr1fn5+v/nNb1yaFRUVEdHq1avtPV5VVVUvvPCCXC63N54xY0Z2dvbnn3++e/dutVqdk5MzksKeeOIJInr00UcbGxv5Lb29vQ899NDbb7891IlWuB0hwESAOVgAMGSnTp26+eabr7R3JHfRSUlJyc3NzcvLM5vNP/74o8ViWbdunb1Tym7p0qUPPPDABx98kJaWlpeX19/ff/jwYZPJ9PLLL6emptqb3XXXXfzyV//93/89wsG7BQsWPP7441u2bNFqtfPmzYuKijp06NCFCxdWrFhx7733unkQfm2tFStWpKSkbNmyZST1AIC3G81LFAFgHHLnt8pl1yOgAZcf0oBlGvr6+lavXq1Wq8PCwhYuXLhr1y57Y5dj2my27du3L1y4MDIyMi4ubsmSJfv27XN5RXtnGL841pUO5U55vL/97W+LFy+ePHlyWFjYnDlztm3bZjabBzmmy8a9e/cmJycrFIqYmBgOAMY1hsN93QHAC6Slpen1es/+Rjp//nxsbOzcuXN/+OEHDx4WAOCqMAcLAMatDz/8kOO4EU5vBwAYBszBAoBxqKurq62tbfPmzQqFgr+hDQDAWELAAoBxSKPRtLS0ENFjjz0WExMjdTkAMOEgYAGAVzhw4IDVavXU0QoLC48ePVpQUPD73//eU8cEAHAfJrkDAAAAeBgmuQMAAAB4GAIWAAAAgIchYAEAAAB4GAIWAAAAgIchYAEAAAB4mJQB6y9/+UtFRYXLxu7ublzY6CtYljUYDFJXAe7q7+83mUxSVwHuMhgMLMtKXQW4xWaz9fT0SF0FuMtsNvf19Y32q0gZsL744ovjx4+7bOzr60PA8hUsy+IPtg+xWCwWi0XqKsBd+GXoQziOG4M/2OApY/PLEEOEAAAAAB6GgAUAAAATQlcX7d9Pf/6zYgxeC7fKAQAAgPHJaiW9nkpK6Pvv6dAhqq8nm42IlHfeaQoNHd2XRsACAACAcYLjqLGRjhwRHuXl5DhVOCCAZs2iWbMsY3ABCQIWAAAA+LBz5+inn8RQ1dkp7pLJSKOhOXNo7lyaN4+0WlIoyGg0s+yoX0GCgAUAAAC+xGCgkhIxUZ065bR3yhSaM4fmzaO5c2n2bAoJkaZIBCwAAADwalYrVVXRjz8KPVV1deQ4xhcWRrNn09y5wiM+XrpCHSBgAQAAgNfhp1IdPUpHjlBZGTkuNKZUUk6OEKfmzCG1mmTetygCAhYAAABIzz6Viv/Y0SHuYhhSq8VElZ1NKpV0hboHAQsAAAAk0NPjNJXq9GmnvXFxwuR0/hEWJlGVw4WABQAAAGPBYqGKCrGbqq6OX5VKEBpKubliN9XUqdIV6gkIWAAAADAqOI70evrpJyFUuaxKpVBQbq7QTTVnDqWleeNUqmFDwAIAAACPOXNGTFRHj1JXl7hLJqO0NJozRwhVPjGVatgQsAAAAGD4OjqERMWHqtZWp738qlR8opo92/emUg0bAhYAAAAMQW8vlZWJoaqx0WlvRISQqPhQFRcnUZVSG1rAYllWo9HU19cTkdVqfeyxx3bv3p2amrpr166EhAQiysvLO3z4MN/4kUceeeuttzxeMQAAAIwlq5Wqq4WZ6T/9RDU1ZLWKe/kb/NkT1YwZxDDS1eo1hhCwiouLd+zYodfr+adbtmzp7u4+efLkc88999xzz73zzjscx+n1+tbW1uDgYCKSy9E9BgAA4Hs4jhoahDh19KjrOp9yOWVliZPTMzMJf/AHGsKPRKfTpaSkFBYW8k937Njx7rvvBgYGPvvssw0NDUTU2tpqtVoLCgoaGhoWLVq0bds2f3//UakaAAAAPOr0aXHUz2VyOsPQzJniwN+sWRQYKF2hPoLhuKHdUJphhC+Jiop6+OGHt23blpyc/O6772q12pKSkrVr17722muJiYlr1qwxm807d+4c5FC33nqr2WxOSkpy3NjX1+fv78/83L34P//zP7LxdNXm+GI2mw0GQ2RkpNSFgFsMBgPDMEFBQVIXAm65ePFieHg4hgJ8Asuyly5dio6OlrqQoWlvZ0pL/crK/EpL/crK5G1tTgN7cXG2nBzW/ggLG1pa8Ga9vb0sy4aM4C7QwcHBfn5+g7cZ/lu3u7ub47iampo33njj4Ycf/uGHH3Jzc7/55ht+78aNGzUazeBHkMlk06ZNy8rKctzY09MTHBxsD1hKpZLBWK634jhOoVAoFAqpCwG38GcK58tX8G8uBCyfIJPJfOKXocHAlJUxpaV+paWyo0dlJ044/XmNiOByc225ubacHFturi0uzp6omHF2SZxcLudP2bCP4E4yGf6PLDo6+vHHH4+LiysqKtqyZQsRlZSUmEymvLw8IlIqlaqrrW6hUqkKCgqWL1/uuLGtrS06Ohq9Vj5BLpezLBuInmIfwbIswzA4X74iICAgMDAQAcsnsCzb19fnhW8uk4nKy4Uhv59+ovp6p5XTg4IoJ0cY9Zs9m2bMYIj8iK7SMTMOcBw3Bn+8hv/WXbJkyXvvvffEE09s27Zt9uzZRGQ0GlesWHHgwIGUlJT169ffcccdnqsTAAAArsJqpdpacSpVVRVZLOJehUJIVLNn05w5lJFBVxvmguEbfsB65ZVXHnjggU2bNmVlZf31r38logULFqxbt66wsLCrqys/P3/r1q2eqxMAAABc8Zf7HT0q9FGVlVFvr7jXz480GrGPKitrPK+c7m2GHLDsk+JjY2O//vprx10MwxQVFRUVFXmmNAAAABjg5EkhTv30E5WUOF3uR0QpKWKiysmh4GCJqpzwMLoPAADg1c6dExIV31N1/rzT3oQEYciP/4gLu70EAhYAAIB36egQR/2OHqXTp532TprklKgm7L1ovBwCFgAAgMR6eqi0VAhVR4/SsWNOe0NDKTdXiFNz5tC0adIUCUOCgAUAADDW+vqovFzsptLrnRZQCAyk7Gyxmyo1lbB4kc9BwAIAABh1FgtVVoqJyuV+yUol6XRCnJo9mzIycHc/n4cTCAAA4Hn8klT2Ub+KCjKbxb1yOel0QpyaM4d0OlIqpasVRgECFgAAgAfYbKTXi4mqvNxpSSqZjNLThUQ1ezZlZ+N+yeMcAhYAAMBwcBwdP84P+cl++CGiqop6epwapKSIiSo3l0Zwc2HwPQhYAAAA7jpxQuyjKimhzk5+M0OkIKLERDFRzZ5NERGS1gqSQsACAAC4ojNnnBLVxYtOe+Pi+AXTbamp3TffHD55skRVgvdBwAIAABC1tgpZig9VbW1OeydPFsb7+D6q+HgiIpbl2tvNSFfgCAELAAAmtPPnxThVUkItLU57IyOdElViokRVgq9BwAIAgImlvV1IVPzHU6ec9oaFCXGK/5icLFGV4OOGHLBYltVoNPX19URktVofe+yx3bt3p6am7tq1KyEhoaOjY+XKld9///38+fPff//9CEzwAwAAqXV0UEmJ8Dh6lJqbnfaGhFBOjthHNWMGMYxEhcI4MrSAVVxcvGPHDr1ezz/dsmVLd3f3yZMnn3vuueeee+6dd97ZtGlTUlLSJ5988uSTT7766quvvPLKKNQMAAAwmK4uMU6VlNDx4057g4KEG9Hw3VRqNW5EA543tICl0+lSUlIKCwv5pzt27Hj33XcDAwOfffbZhoYGIvr73//+6aefqlSqoqKiZcuWIWABAMAY6O6m0lIxUR07Rhwn7g0MpKwsIU7l5lJ6Ovn5SVcrTAxDC1g33nij49OTJ0/u3LnzxhtvTE5Ofvfdd4mopaUlKSmJiJKSklpbWwc/Wnd39y9/+UuFQuG40WazyRz+K1FXV+eH94G3slgsBoPB6ng/LfBiBoOBYRij0Sh1IeCW9vZ2s9ksxx3prsBgYKqqFBUV8spKRUWFvKlJ7pioVCpOo7FmZVmysqxZWZaZM62OP0iXpRZGjmXZjo4OzrEC8GK9vb0sy/b19Q37CFFRUVd9b47ordvd3c1xXE1NzRtvvPHwww//8MMPHMcxDENEHMexLDv4l4eEhLz11lu33Xab48YLFy5ERUXZM1Z4ePhIKoRRZTabVSpVVFSU1IWAW/z9/RmGCQ4OlroQcFdERAQClp3BQOXlVFrKlJRQaSlTX082m7hXoaCZMyknh8vNpZwcbs4cUqn8iMbo/+csy8pksujo6LF5ORgho9HIsmxoaOiwjyBzY1B5RG/d6Ojoxx9/PC4urqioaMuWLUQUHx9/+vTpmTNntrS0JCQkDP7l/O/6yMhIx40WiyUyMtKd0kFysp9JXQi4RSaTMQyD8+Ur8P4yGKisTBz1a2hwSlQqFel0wpBfbi5lZpJCQUT87PSxnqPOcdwEP1m+RSaT8adsVF9lRAFryZIl77333hNPPLFt27bZs2cTUWFh4fbt219++eXt27cvW7bMQ0UCAMD419ND5eXi5X56vVOiUirFRDV7tj1RAXipEQWsV1555YEHHti0aVNWVtZf//pXInr22Wfvv//+qVOn5uTkfPDBBx4qEgAAxqGeHiorEyanXzZRabXiklRaLRIV+JLhBCz7PL7Y2Nivv/7acVd4ePjevXs9UBcAAIw7fKKy91G5jPrZExX/0GpJqZSuVoCRwfRJAAAYLd3dQqLiu6kGJip+1I9f5xOJCsYTBCwAAPCYri6nPqpjx644jwqjfjC+IWABAMDwdXZSaak4j8plhU/Ha/1ycpCoYAJBwAIAgCG4dEmIU/zHpianROXv79RHpdEgUcEEhYAFAACDuXhR7KAqLXW9U3JAAGVlifOoNBrC2qgAhIAFAAAu2trEUb/SUjp50mlvUJBTokpPR6ICuAy8LQAAJrqzZ8U4VVpKZ8447Q0OplmzhDiVk0NpabhTMsDVIWABAEw4p0+LcaqkhM6dc9obGkqzZol9VKmphHvAAAwVAhYAwPjX3Ow06nfhgtPeiAjKyREeubk0YwYxY303P4DxBgELAGC84Tg6dkzsoyotpY4OpwaTJolxKieHkpMlKhRg/ELAAgDweSxLer0Yp8rKqLvbqUFsrNhHlZNDSUkSFQowYSBgAQD4HouFamvFRFVRQUajU4MpU5z6qOLjJSoUYKJCwAIA8AH9/VRVJSaqqioymZwaTJ/u1Ec1ebJEhQIAEQ0pYLEsq9Fo6uvr+ad5eXmHDx/mP3/kkUfeeuutK20EAIChMhqZujqmokIY8qupIatV3CuTUWqqU6KKiJCuVgAYwN2AVVxcvGPHDr1ezz/lOE6v17e2tgYHBxORXC6/0kYAAHAHf1O/sjLho14/yfE2yXI5ZWaKcSo7m0JCpKsVAK7G3Qyk0+lSUlIKCwv5p62trVartaCgoKGhYdGiRdu2bfP397/sxkGOabVajx49qlQqHTd2dnaGhYUxP18ifPPNNzO4XNhbmc1ms9lschmoAG9lMpkYhlHgznBe48IFpqyMKS9nystlZWVMc7PT7zqFgtPpuFmzuFmzuOxsTqu1BQQ4fTneed6DZVn8MvQhJpOJZdmRnC+lUnnVcMJwjnfpvBqGEdqXlJSsXbv2tddeS0xMXLNmjdls3rlz52U3DnK0JUuWnD17Njo62nGj2Wx2jFy7du2SYYU7b2U2mw0GQ2RkpNSFgFsMBgPDMEFBQVIXMnG1tMiqquQVFX6VlfLKSr+zZ51+uQUEcBoNm5XF6nRWnY6Njm6Ljg7DUIBPYFm2o6Nj0qRJUhcCbunt7WVZNmQEncBhYWF+V7uhwTADlqPW1laNRnPp0qWrbnSxfPnyX/7yl8uXL3fc2NbWFh0djVDlE8xmc09PT1RUlNSFgFt6enoYhuFH8GEMcBwdP+406ueyvCe/YHpOjvDR5RY0Fy5ciIiIQMDyCSzLtre3T8aVBT7CaDSyLBsaGjqqrzLMt25JSYnJZMrLyyMipVKpUqmutBEAYIKwWqm+XoxTAxejmjRJyFL8IyUFC6YDjFvDDFhGo3HFihUHDhxISUlZv379HXfccaWNAADjlclE1dViH1VlJfX1OTVISBA7qGbNosREiQoFgDE3zIC1YMGCdevWFRYWdnV15efnb9269UobAQDGjZ4eqqgQ+6hqa8liEfcyDKWkOI36YcgIYMIaWsCyT8BiGKaoqKioqMhx72U3AgD4rvZ2cbyvtJSOHSPHpRP8/EijoVmzxFAVFiZdrQDgTTB9EgBAdPq0EKf4x6lTTntVKmExKj5U6XQUGChRoQDg3RCwAGDistno2DGxg6qsjC5edGoQEkJZWWIfVUYGYR0xAHAHAhYATCAWC9XUiB1UFRXU0+PUgL/Qz/6YOZOwaAwADAMCFgCMZ0ajMC29rIzKy6mqisxmpwaJiU6JaupUiQoFgPEFAQsAxpWLF6m8XBjvKy+nhganaekyGanVTtPSsVAuAIwGBCwA8G0nT1J5uTjqd/q0016lkjIzadYsys6mWbMoK4uwlD0AjAEELADwJSxLer3QO8UnKpc7cjlOS581izQaTEsHAAkgYAGAV+vro6oqMU5VVVFvr1ODyZOFDip+yC8lBdPSAUB6CFgA4F0uXRI6qPhHfT1ZrU4NkpPFIb/sbEpIkKhQAIArQ8ACAImdPCkmqoFre8rlpNOJcQqrpQOAT0DAAoAxZbVSfb0Yp8rKqKPDqUFQEGm14iQqrZZUKolqBQAYLgQsABhdRiNVVoqJqqqK+vudGkRHO3VQzZxJfn4S1QoA4CFDC1gsy2o0mvr6ev5pXl7e4cOH+c8feeSRt956q6OjY+XKld9///38+fPff//9iIgID9cLAF7v/HkhS/EfGxudVqIiouRkMVFlZ9OUKRIVCgAwaoYQsIqLi3fs2KHX6/mnHMfp9frW1tbg4GAiksvlRLRp06akpKRPPvnkySeffPXVV1955ZXRKBoAvAfH0fHjTtPSz551aqBQkFYrZCl+JarwcIlqBQAYK0MIWDqdLiUlpbCwkH/a2tpqtVoLCgoaGhoWLVq0bds2f3//v//9759++qlKpSoqKlq2bBkCFsD4YzJRdbUYpyorqbvbqUFoKGVlCYkqO5syM0mplKhWAACJMBzHDe0LGOFLSkpK1q5d+9prryUmJq5Zs8ZsNu/cuTM4OPjChQsBAQF9fX0xMTHdLr93nS1durSvr2+q862/+vv7/f397U+3bt0qw5o23spsNhsMhsjISKkLAbcYDAaGYYKCgob6hd3dTG2tX3m5X329rL7er7zcz2USVXg4l5Zmy85m+UdqKot37chdvHgxPDycHxwAL8ey7KVLl6Kjo6UuBNzS29vLsmxISMiwjxAcHOx3tbmiw3/r5ubmfvPNN/znGzdu1Gg0RMRxHMMw/Ccsy17lteXykm1EfgAAIABJREFUtLS0WbNmOW7s7u4OCQnhD0JESqXS/jl4G47jFAqFAutk+wj+TLlzvk6cYKqqZJWVwuPUKaf3oJ8fqdW2rCxOp7Pxj+hox/+nyYgQrzyAf3MhYPkEmUyGX4Y+RC6X86ds2EdwJ5kM/61bUlJiMpny8vKISKlUqlQqIoqPjz99+vTMmTNbWloSrrb8n1KpXLJkyfLlyx03trW1RUdHo9fKJ8jlcpZlAwMDpS4E3MKyLMMwA8+XxUI1NcJ4X0UFlZdTZ6dTg8BA0umE+89kZ5NWS4GB/DsUF/uNooCAgMDAQAQsn8CybF9fH34Z+gq+D2i0z9fw37pGo3HFihUHDhxISUlZv379HXfcQUSFhYXbt29/+eWXt2/fvmzZMs/VCQAe09kpZqnycqqtJbPZqUFMjBinsrOxbgIAwJANP2AtWLBg3bp1hYWFXV1d+fn5W7duJaJnn332/vvvnzp1ak5OzgcffOC5OgFg+E6coIoK+vFHZXW1X3U1NTc77ZXJKDVVnJOenU1xcRIVCgAwXgw5YNknxTMMU1RUVFRU5Lg3PDx87969nikNAIbFbKaaGqGDynnIT1gQPSCAMjOFDqqsLNLpKDhYunIBAMYjjO4D+LyODiorExNVbS1ZLE4NJk+mrCzSaMxare2aa/zVagz5AQCMLgQsAB/DcdTUJPZOVVS43h1ZJiO1WphElZVFWVkUH09E1NNjYhgGnVUAAGMAAQvA2/X1UU2N0EdVUXGZhT35uyPbE5VWS0Nf6woAADwJAQvA67S1iZf4VVRQQwNZrU4N4uOFrik+Uc2YgSE/AADvgoAFIDGrlRoahN4pPlGdO+fUQC4njUaYkM5/nDxZoloBAMA9CFgAY62riyorxURVXU0ud54JCxMW9uQTVWYmOdw+CgAAfAACFsCoa24W4hT/aGpybTB9uhCn+Mf06YQbRAEA+DQELAAPs89J57upKiupq8upgb+/OOTHP8LCJKoVAABGBwIWwEidPevUQdXQQC43Oo+NdeqgUqsJ95cDABjf8GseYGgsFqqtFSdRVVTQhQtODeRyyswUZ1DpdBQTI1GtAAAgEQQsgKu4eFHMUpWVl7k1ckSEUweVRkMqlUS1AgCAd0DAAnDCstTQQJWVwooJlZXU0uLUQCajmTPFu/hlZVFiokS1AgCAt0LAgomuo0MIUvyo38BFE0JChHXS+QfWSQcAgKsaQsBiWVaj0dTX1zturK6unjdvntFo5J/m5eUdPnyY//yRRx556623PFUogEewLB0/7jTk53IjPyKaPl3omtLpKDubkpOxaAIAAAyNuwGruLh4x44der3ecWNnZ+eqVat6e3v5pxzH6fX61tbW4OBgIpLjQinwAp2dVFUlZCm+g+rnf7CCwEBxTrpORzodFk0AAICRcjcD6XS6lJSUwsJC+xabzbZq1arf/e53d999N7+ltbXVarUWFBQ0NDQsWrRo27Zt/lh/GsaWzUbHjolDfpWVdOKEa5ukJCFI8aEqJQU38gMAAA9jOI4bQmtGbP/SSy91dnZu3rzZvrGkpGTt2rWvvfZaYmLimjVrzGbzzp07BznaokWLDh065Of8x43jOMZhPObYsWN++OvnrSwWi8FgiIiIkLCG7m6mtlZeV6eoqZHX1Mj1enlvr9N4nr8/p1ZbMzOt6elWjcaakWENC7NJVa20DAYDwzBBmEHmI9rb28PCwjAU4BNYlu3o6Jg0aZLUhYBbent7WZYNCQkZ9hGioqKu+t4cZsDav3//yy+/vG/fPrlc7pi67FpbWzUazaVLlwY52vLly++++27HXjEiOn/+/KRJk2QyGf8Ufwy8mdls7unpiYqKGssXPXuWSkuZkhKqraXaWqa+nmzOeSkujjIyuIwMys2lnBwuLQ0dVIKenh6GYfgRfPB+Fy5ciIiIQMDyCSzLtre3T8Zt2H2E0WhkWTY0NHTYR7CnlEEM8627f//+b7/9VqFQ8E8Zhjl48GBAQIDJZMrLyyMipVKpcmMtIH9/f5cI2dvbGxIS4k7pIDnZz0bvJeyX+FVVUXk51da6zqAKCCCNRpw+lZVFERFEZO/Ewux0kUwmYxgGby5fMQbvL/AUjuNwsnyITCbjT9movsowA9bGjRs3btzIf27vwfruu+9WrFhx4MCBlJSU9evX33HHHR4rEyYGq1VYg8oeqk6fdm3Dz6Di103Q6WjmTHRQAQCA1/Fk5/OCBQvWrVtXWFjY1dWVn5+/detWDx4cxqXz58XZ6FVVVFNDJpNTg6AgyswUuqa0WtLpKDxcoloBAADcNrSAddkJW/aNDMMUFRUVFRV5oC4Yj8xmqqmhqioxVLW1OTVgGEpOFgb7tFphDSp0ugMAgM/B9EkYRadOUVWVsAxVVRXp9WS1OjUICxP6pfhHZiaN4KoOAAAAb4GABR7T00M1NeJ4X2UldXY6NfDzo7Q0MU5ptTRtmjSlAgAAjCoELBgmlqXGRubIEWVzsxCnmpvJZQw5OlrMUjodaTSEpWcBAGAiQMACd/ET0vkhP35Cel+fgkhhb6BSUUYGabXCJX5aLcXGSlgvAACAZBCw4PL6+qi2VkxUlZV0/rxrm8RELi3Nkpur5ONUaiphTUQAAABCwAKezUZNTVRZSdXVQpw6fpxY1qkNPyGdvy9yZiZptRQQYBn7ldwBAAC8HwLWBNXWJnRNVVdTZeVlVkhXKCg93SlOJSW5HsRsHrN6AQAAfAkC1oRgNFJtLVVUUHW1kKguXHBtk5goBCm+myo9nZRKKWoFAADwfQhY45DFQnq9sGICv7DnwOv7wsMpM1PsoMrMxArpAAAAHoOA5fM4jk6cEC7r4xNVfT1ZLE5tlEphvM/eQZWYKFG5AAAAEwAClu9pbaWaGqquFnqnamrIYHBqIJPRjBmk1ZJGI8QpXN8HAAAwlvBX19tdukTV1VRbK2Sp6mpqb3dtEx8v9E7xiSojgwIDpagVAAAAiAgBy9v09FBdHVVViYnq7FnXNpGRlJkpZimtliIjpagVAAAArmBoAYtlWY1GU19f77ixurp63rx5RqORiDo6OlauXPn999/Pnz///fffj4iI8GSx447BQHV1VFNDtbVUXU11dXTypOts9OBgIUVpNEKuio+XqFwAAABwzxACVnFx8Y4dO/R6vePGzs7OVatW9f68htKmTZuSkpI++eSTJ5988tVXX33llVc8WayPMxrFOMV/PHHCNU75+1N6OmVkCFf2aTQ0bRoxjEQVAwAAwLAwnMtf+Cv79ttvjUZjYWGh/UtsNtudd965cuXKu+++m9+oVqs//fTTtLS0+vr6ZcuWuaQxF7fffnt6evo111zjuLGrqys0NJT5OVPceuutjG/mi+5u0utltbWMXs/wH0+cYFx+2CoV/f/27j64qTrfH/jnpElKaZo+0WdoKaVPSZu2KcilA6i7ckHcUOU+7SxuXcffju69jMi66p25M7CzIC24V+FycVd2DSojjsrVCyzXFXkYBXQRQh/TRwotpa1Y6FPSp7Qn5/fHOeaJp7RNc07a92sy2pzz7ckHvk365nu+53uysrisLE6jsWdncxoNl5rKBQWJVPH42Ww2q9UahTOUAcJisTAMo1KpxC4EvHLz5s2IiAg5rk8JBCzLdnd3x8TEiF0IeGVgYIBlWbVaPeEjKJXK+4aTcbx1H374YY8tpaWlGRkZ//AP/+DY0t7enpKSQkQpKSmdnZ33PuDIyMjnn39eUVHhutFmsykUCkfdy5cvl8lk3hcplp4epr4+qLExqKEhqKEhqLExqKPDs2ylktLT2cxMNjubzchgs7PZ+fNZjzg1POy/mifPZrMNDAwEBweLXQh4ZXBwkGGYAP0Xyww0MDCgUCgQsAICy7KDg4P8VBmQvsHBQZZlgyYxniGXy+/77RN/6544ceLkyZPHjx933chxHP/xzXEc63Eru9uEhoZu3rx53bp1rhtv3LgRExMj8VB1/TrV1wuLedbXk9l8hxsh8yf7srJIq6XsbNJqKS2N5PIgosAZobofPg1jBCtQ8P90wQhWoGBZNjIyEgErILAsy3EcPgwDRXBw8CRHsLwxqYB1+vRphULBP2UY5syZM4mJiW1tbenp6e3t7UlJST4qUkw2GzU1CXGqrk74wmLxbKZSCXOn+P9qNJSaStJOiQAAADBVJh6wysrKysrK+K8ZRpjLZTAYjEbj9u3bjUZjcXGxb2r0o1u3qLGR6uqooYHq66mujq5epbExz2Zz5gijU/wAVVbWHW6EDAAAADOWjwefN2/evH79+nnz5un1+gMHDvj24L41NESNjdTYSE1N1NhIDQ3U2Ejd3Z7NgoJo4ULKyqLsbMrMFEJVdLQYFQMAAECAGHfAuuNVh46NERERx44dm2xRvjY6Sq2t1NQkpCg+VLW1eS6RQERqNWVkUGamM06lpxPmcAMAAMC4TLfpkwMD1NzsfFy5Qs3N1Np6h9N8SiWlpVFmJqWnU0aGkKvi4sQoGgAAAKaXAA5YNhtduuQWp5qb6bvv7tBSJqOUFLcglZ5O8+dTAK04BQAAAAEkgANWVxctXeq5UamkuXNpwQK3R1YWhYaKUSIAAADMSAEcsBITaelSmjuX0tKcj7lzsTgCAAAAiExyYeT8+fNjt0+YuhOGoa+/po8+otJS+n//jx5+mJKTka78qr+/v6qqSuwqwFstLS1tbW1iVwHeunTpkuM2ryBxw8PDJpNJ7CrAW+3t7VeuXJnqV5FcHnnqqaf6+vrErgK8YjabX3nlFbGrAG/t37//448/FrsK8NbGjRtbWlrErgK80tHR8dxzz4ldBXjr8OHDb7311lS/yjhu9uxzJSUlHR0diYmJrhv/8pe/rFy5Ere3Cwg3b96sqal56KGHxC4EvFJdXa1QKLKyssQuBLzyxRdfLFmyZKrv5gE+MTAwcObMmdWrV4tdCHilqalpYGAgPz9/wkfYtm1bcnLyvduIGbB6e3uPHDki1qsDAAAATIDBYIiMjLx3GzEDFgAAAMC0JLk5WAAAAACBDgELAAAAwMcQsAAAAAB8DAELAAAAwMekErB6enoMBkNUVNTatWt7enrELgfuimVZx3X+6DUp++STT3JyciIiIlasWNHY2EjoL2n77LPPNBpNRESERqM5fvw4ob8CQU1NTegPN2JDf0lZUVER8wN+xTI/9JdUAtaOHTtSUlI6OzuTk5N37twpdjlwZ7t37y4qKmpoaOCfotck6+rVq7/4xS+MRmNnZ6fBYHj66acJ/SVhLMv+7Gc/27NnT3d39+9+9zv0V0Do7e196qmnHKvto78ki+O4hoaGzs5Oi8VisVh27dpF/ukvThoyMjLq6uo4jqurq8vIyBC7HLizU6dOHT161PFjg16TrBMnTjz77LP8199//310dDSH/pKw4eHhY8eO2e32/v7+I0eOaDQaDv0lbSzLrl279tChQ/g8lL729na1Wq3X61UqVXFx8Y0bNzi/9JdU1sFSqVRdXV0hISFDQ0NxcXH9/f1iVwR3xTDCjw16TfpYlt2wYYNMJtu7dy/6S+KsVmtYWBjDMGfPni0qKkJ/Sdmrr77a29v72muv4fNQ+kwm00svvfT6668nJydv2rTJZrN98MEHfugvqZwi5DiOYRj+C5ZlxS4HvIJek7jjx48vWrQoPDx89+7dhP6SPJVKZbVat23btnHjRkJ/SdiJEydOnjxZWlrquhH9JVmFhYWnTp3Kz8+PiooqKyv7/PPPyS/9JZWAlZiY2NbWRkTt7e1JSUlilwNeQa9JFsdxL7/88tatWz/88MOysjK5XE7oLwm7cuUKf9/00NDQZ555pq6ujtBfEnbixInTp08rFAr+NzQ/6Ij+kiyTyfT111/zXyuVSv5mx37oL6kELIPBYDQaOY4zGo3FxcVilwNeQa9J1ldffXXkyJGjR48mJiZarVar1UroLwlLTEzct2/fmTNnOI778MMPCwoKCP0lYWVlZY55NkTEcdyyZcvQX5I1MDDwxBNP1NXV2Wy2rVu3Pv744+Sf99dUTOyagJ6enjVr1iQlJRkMht7eXrHLgXtx/Nig1yTrt7/97e3vdPSXlJ0+fVqv10dGRi5dupSfe4v+Cgj4PJQ+u92+Z8+etLS0OXPmlJSU9PX1cX7pL6lMcgcAAACYNqRyihAAAABg2kDAAgAAAPAxBCwAAAAAH0PAAgAAAPAxBCwAAAAAH0PAAgAAAPAxBCwAAAAAH0PAAgAAAPAxBCwAAAAAH0PAAgAAAPAxBCwAAAAAH0PAAgAAAPAxBCwAAAAAH0PAAgAAAPAxBCwAAAAAH0PAAgAAAPAxBCwAAAAAH0PAAoDJYhgmKytrwt+elZXFMIwP67mb69ev/+QnP1Gr1eHh4X54OQCYyeRiFwAA4CebNm06duzY4sWLV6xYIXYtADDNIWABwExRU1NDRF988QVGsABgquEUIQDMFBzHERHSFQD4AQIWAEy5qqqqn/70p1qtdvbs2TExMX/3d3+3b98+Pu44WCyWf/u3f4uNjQ0PD3/wwQffe+89170cx73zzjs/+tGPoqOj586d++ijj37++eeOvfwsLo7jtmzZolary8rKbq+BYZiGhgb+C37K18SO+dFHH61cuTI6Ojo1NfUf//Efv/zyS9dXOXbs2GOPPZaUlKRWq5csWfLWW2+xLDvZvz4ACEQcAMDkEFFmZubd9h44cIAPNLm5uf/yL/+ycuVKhUJBRL///e/5BpmZmUT04IMPBgcHP/zww0VFRXyDX//6146DlJSUEFFYWNiqVav4lkS0bds21yO89dZbRKRWq/fu3Xt7GW+88UZMTAwRvfHGG2+88cbEjrlp0yYiioiIWLNmzY9//GOZTCaTyT755BP+W1566SUiioqKWrNmzWOPPRYVFUVExcXFY2NjPvhbBoCAgoAFAJN174CVkZFBRM8995zdbue3nDlzhoiWLFnCP+WjTHx8fE1NDb/l22+/jY6OZhimsrKS47jPPvuMz2fXr1/nG1RVVcXHxysUiqamJscRoqKiTp486XiV2/HN+K8ncMxz584RUX5+/nfffcd/y9mzZ+VyeUZGhuMPtWbNmr6+Pn5vf3//P//zPxPRm2++Oe6/UwAIcAhYADBZ9w5YRqPxT3/607Vr1xxbhoeHXb+FjzIeKeT3v/89ET3//PMcx61Zs4aITp065drgv//7v4noN7/5jeMIf/jDH+5dp2vAmsAx161bR0SnT592/ZZf/epXhYWFVqu1uLiYiBobG1339vX1BQUFLV++/N6FAcD0g6sIAWBqPf300/wXFoulpqbmwoULhw8fvr3Z6tWrXZ8aDIbf/OY3jY2NRNTQ0BAcHPzggw+6Nli1ahUR8Q14P/rRj7yvagLHrK2tVSqVHks8vPnmm/wXZrOZiH7yk5/cvqZXbW2t94UBwPSAgAUAU2twcPA//uM/jhw5cuXKFYVCodPpFi9efOrUKY9mCQkJrk/nzp1LRN999x0Rtbe3x8fHy2RuF+UkJSUR0bVr1xxbUlNTva9qAsdsaWlJSEjw+BaH69evk3s4c7BYLN4XBgDTA64iBICp9atf/WrXrl3Z2dn/+7//29fXd/HixT/84Q+3N+vs7Lz96fz584koKSnpu+++s9vttzfgIxGPnxrvpQkcMyEhoauri3O/+NFut/Nz2FNSUoiov7//9jMFIyMj3hcGANMDAhYATK1PPvkkOjr68OHDxcXFISEhRNTf3397s7/+9a+uT48dO0ZE2dnZRJSZmTkyMvLVV1+5Njh+/DgRTfgWPRM4ZmZm5uDg4Lfffuu68cknn1QoFK2trXyp33zzjeve9vb255577s9//vPEigSAAObvSV8AMO3QPSe5JyUlhYSE3Lx5k39qtVr59RHS0tL4LY6rCM1mM7/lwoULc+bMUSqVra2tHMf93//9HxHpdLqOjg6+AX/Fn1wub2ho4Nxnr9+Da7MJHJPPfA888AA/jsVx3Pnz55VKJf8H4bNaamqqY577wMAAP7Hs/fffv29tADDNYA4WAPjAtWvXHnnkkdu3nzhxoqSkpLS0tLCw8LHHHrNYLCdPnkxOTp4zZ05zc/Pzzz+/ZcsWvmV+fn5hYWFRUZHNZjt//vzo6Ohrr72WnJxMRKtXr/75z39+4MCBrKysoqKi4eHhb775ZmRkZPv27fwaEBMwgWOuWbOmpKTkvffey8jIKCoqGh0dPXXqFMuy/FpZy5cvf+GFF3bt2pWbm7tkyZLo6OizZ892dXX90z/9009/+tOJFQkAAUzshAcAAe/enzA2m+3VV19NT08PCQkpLCzctm2bzWbbu3evWq2eM2dOa2srP1ZktVr/9V//NTo6OjIy8pFHHjl69KjrS9jtdqPR+NBDD0VFRSUkJKxater48eOOvRMYwZrYMe12+9tvv71ixYqIiIj4+PhHH33022+/dW3wP//zPytXruTXo1+8ePG+fftsNtt4/i4BYJpguHt+OAIAAADAeGGSOwAAAICPIWABAAAA+BgCFgAAAICPIWABAAAA+BgCFgAAAICPIWABAAAA+BgCFgAAAICPIWABAAAA+BgCFgAAAICPIWABAAAA+JiYAetPf/pTZWWlx8b+/n7cvSdQsCxrtVrFrgK8NTw8PDIyInYV4C2r1cqyrNhVgFfsdrvFYhG7CvCWzWYbGhqa6lcRM2B99tlnzc3NHhuHhoYQsAIFy7L4hR1ARkdHR0dHxa4CvIUPwwDCcZwffmGDr/jnwxCnCAEAAAB8DAELAAAAZoSeHjp+nN58U+GH15L74TUAAAAA/G90lKqq6OxZMpnIZKL6erLbiUi5bt2IWj21L42ABQAAANPE2BiZzXThAl24QN9+SzU1NDbm3BsSQgUFlJ8/6ocLSBCwAAAAIIBdviwkqgsX6NIlGhx07pLLSaejBx6gxYvpgQcoJ4fkchoYsLHslF9BgoAFAAAAgaSz05moLlyg7m63vWlpQqJavJj0epo9W5wiEbAAAABA0np76eJFZ6K6ft1tb3y8EKf4R3S0SFW6Q8ACAAAAaRkaovJyunBByFWNjeS6Klx4OBUWOoep5s0Tr9C7Q8ACAAAAkY2NUU2Nc4zKY3L6rFmUn+8co8rMJIYRr1bvIGABAACAv3EcNTYKceriRSovJ9fF8PnJ6Y5ElZtLCn+sXeVLCFgAAADgD9euOadSXbxIfX3OXQxD6elCnFq0SMzJ6b6CgAUAAABToqvLGacuXKAbN9z2JiU5x6gWLaLISJGqnBoIWAAAAOAb/f1kMjmnUrW2uu2NinLGqcWLKTFRpCr9AgELAAAAJoi/3I8foLp4kRob+XvRCFQq0uudoSotTbxC/Q4BCwAAALzF393PkajMZrfL/YKDKS/PmaiysigoSLxaRTXugMWyrFarra+vJ6Ivv/xy48aNzc3NaWlp//Vf/7VixYqenp6SkpJz584tW7bs3XffjZxmJ1QBAABmGJalujq6eFEIVZWVNDLi3Ou43I8/66fTBd7lflNkfAFr9+7dBw8ebGho4J8++eSTr7/++uOPP/7pp58++eST165d27FjR0pKyqFDh1588cWdO3eWlpZOQc0AAAAwVTiOLl92JqrycrJanXtlMsrKokWLhEdBQcBf7jdFxhewdDpdWlqawWDgn6rV6r6+PqvVarFYVCoVEX366aeHDx8ODg7esGFDcXHxvQPW2NjYuXPnRkdHXTf29fWFhYXJZDL+6dq1axnpryY2U9lstpGRkeHhYbELAa8MDw8zDCOXY2JAYODfXOivgMCybKB/GLa1MSaTzGRiLl2SmUxMX5/bb96UFK6w0F5YyBUW2gsK7Gq12/cG3J97eHiYZVmlUjnhIyiVSkdQuRuG48Z9Q2mGEb7r4sWLixcv5jdeuHBh0aJFKpWqq6srJCRkaGgoLi6uv7//HsdZtWrVrVu3EhISXDeOjIwolUpHqHrnnXfu+2cAsdhsNqvVGhUVJXYh4BWr1cowTGhoqNiFgFdu3rwZERGBgBUQWJbt7u6OiYkRu5Bx+P57WXl5UHm5vLw8qKJC3tXllqji4+0FBWx+/phez+bnj0VHjzsqSNng4CDLsmFhYRM+glqtDrrf5LJJvXVfeeWVl19++YUXXnjjjTf+/d///cSJExzH8dmI4ziWZe/97aGhoc8+++y6detcN964cSMmJgahKiDYbDa5XI6ZdoFCLpczDMMPNoP0jY2NRUZGImAFBJZl7Xa7xD8Mb90SzvrxD4/7Jc+ZI5zy42dTJSbKiGRE03M6lVKpZFlW7TEQ52uTeuueP3/+/fffj4+Pf+WVV+bPn09EiYmJbW1t6enp7e3tSUlJvqkRAAAAxqmvj0wmZ6K6etVtb3i4sIACH6rmzxenyGlsUgFLp9O9/fbbGzdufO+99/Ly8ojIYDAYjcbt27cbjcbi4mIfFQkAAAD3YbUKS1Lxj6Ymcp0EFBpKBQXOyekZGQFwv+SANqmAZTQan3nmmbKyMj5pEdHmzZvXr18/b948vV5/4MABHxUJAAAAnoaGqKLCOUxVX0+uc3NmzaK8PGeiys6euUtSiWIiAcsxLz4rK+vcuXOuuyIiIo4dO+aDugAAAMCdzUaVlc5E5bHIp0LhlqhycrAklZgwfRIAAECiRkfJbHae9auqIteljfhFPgsLhUSVl0fBweLVCu4QsAAAAKRibMy5bLrJRJWVbqtMyWSk0dCiRUKoys/HIp/ShYAFAAAgGpal+nrhrJ/JRBUVNDjo3MswlJEhDFAVFpJeT1hoJVAgYAEAAPiP3U6Njc5E5XEjGiJKS3Oe9dPrKTxcpEJhchCwAAAAphDHUVMTmUxCqCovJ4+7nMyf70xUhYUk7fVKwVsIWAAAAD7W0SEkKpOJ/vY3unnTbW9CAhUWCo8lSyg2VqQqYSohYAEAAExWa2vQl18KZ/1MJurtddublCSMUfGhKi5OpCrBjxCwAAAWpV1+AAAZdElEQVQAxu3qVecYlckU1N0d7bo3IcEZpxYtovh4scoE0SBgAQAA3F9Li3MelclE3d1ue2Nj7YsXyxzDVImJIlUJkoGABQAAcAetrc5TfiYT3brltjcuzjmPqqCAnTXrVizmUoELBCwAAAAilzGqOyaq2Fi3eVRz5zp3saxnYwAELAAAmKG8SVSOx7x5IlUJgQkBCwAAZgokKvAbBCwAAJi2rlwhk4kuXRIS1W0z05GoYKogYAEAwDTBcdTc7IxTly5RT49bg7g40uuRqMAfELAAACBQ8Xeh4RPVpUt06ZLnCp/x8UKW4nOV68x0gCmFgAUAAAHDcadkPlTdfl+/xES3MSqsRwViQcACAADpYllqaHAmqooKsljcGsydKyQq/r8JCSIVCuAOAQsAACRkbIzq6pyn/CoqaGDArUFysjNO6fW4rx9IFAIWAACIaXSUamqc86iqqmhoyK1BaqrbGNWcOSIVCjAeCFgAAOBXIyNUXe0861ddTTabcy/DUFqa2xhVVJR4tQJMFAIWAABMrcFBqqwUTvldukRmM42OOvfKZJSZ6YxTej2Fh4tXK4CPIGABAICPWSxUUeFMVHV1xLLOvUFBpNUKWaqwkPLzKSxMvFoBpgYCFgAATFZvL5WXO2emNzWR3e7cq1BQTo4zUeXl0ezZ4tUK4BcIWAAAMG5dXVRe7hyjam522xscTLm5QqLS60mno+BgkQoFEAkCFgAA3F9HB9XWktks3IWmro44zrlXoaD0dOfynosW0axZ4tUKIAEIWAAAcActLXTpknOY6rvv3PaGhVF+vnOMKiuL5Ph9AuACbwgAACC7nS5fdktU3d1uDSIjnXFKr6eFC0kmE6lWgECAgAUAMBPxC6Y7EtXtt6CJjXVLVKmpIhUKEJgQsAAAZgR+eU9HoqqqouFhtwbz5glZqqCA9HpKShKpUIBpYSIBi2VZrVZbX1/PMIzHru7u7pKSknPnzi1btuzdd9+NjIz0RZEAADBuVitVVAhxqrycamvdlvdkGFq40C1R4RY0AD407oC1e/fugwcPNjQ0EJHFZUB5586dNpttx44dKSkphw4devHFF3fu3FlaWurLYgEA4O66u51x6vbFqBzLe/JxKj8fC6YDTKFxByydTpeWlmYwGIhIpVLxG6urq7/++uu//vWvWq328OHDwcHBGzZsKC4uvnfA4jiup6ens7PTdWNXV9fY2Jjsh8mTcbhPuoTZfyB2IeAVu93OMAz6K1B48/7q6KCKCuaHSVRMS4vbXqWScnMpP5/T6yk/n9PpPJf3xM+Cr+DDMLBMvr9kXlziwXCuK5l4jWGc32iz2ZYvX75//36NRqNSqbq6ukJCQoaGhuLi4vr7++9xkEceeeTChQtKpdJ1o91ud627srIyKChoAhWCH4yOjlqtVpwIDhRWq5VhmNDQULELAa/cunUrPDxc7rL4AcdRa2tQTY2iulpeXa2orpZ3dbl9ys+ezWm1Y7m5o7m5Y7m5o5mZYwqF3+uekViW7enpmYOTrAFicHCQZdmwSdyhKTo6Wn6/hUl8MMn9P//zPx944AGNRkNEHMfxE7M4jmNdbz11J2q1ev/+/evWrXPdeOPGjZiYGG+yIYjOZrOFhIRER0eLXQh4Zfbs2QzDOAaeQeJkMllYWOTly/LycnI8+vrc2vBLJxQUCI+MDCYoSEGEVOVvLMvK5fLY2FixCwGvDAwMsCyrVqun9FUmG7BYlv3jH/948uRJ/mliYmJbW1t6enp7e3sSLkEBABiP4WGqrhay1LffRtTVyYeG3BokJjrjlF5P8+eLUycA3NdkA9apU6fmzZu3cOFC/qnBYDAajdu3bzcajcXFxZMuDwBgOuvrEy704x91dTQ25tipYBhKSxOyFB+qMCsVIFBMNmC98847f//3f+94unnz5vXr18+bN0+v1x84cGCSBwcAmGZu3HDGqUuX6MoVtzv6yeWUmytkqdTU3mXLVNHRWK0QICBN8K3rmOH+/vvvu26PiIg4duzYZIsCAJgurlwR4hQ/UtXR4bY3JERIVPwYVW6u8x7JXV2jWEYBIHDh30YAAD4zNkb19c4xqooK6u11axAe7pxEVVCAeyQDTFt4ZwMATNzQEFVVORNVdbXn/WcSEtwS1YIFIhUKAP6FgAUAMA78aumOU34NDeS6Ig1//xlHnMrPp/h48WoFAPEgYAEA3Mu1a84L/SoqqLXVba9CQTk5lJ/vTFRTvLYOAAQGBCwAAKexMWpooIoK4VFeTrduuTVQqUinE7JUQQHl5FBwsEi1AoCEIWABwIw2OEhVVUKWqqig6mryWNszJsbtlF96OuFOEwBwXwhYADCzdHU541RFBTU2ksdtvVJTnaf8CgoI96QAgAlAwAKA6Yzj6OpVZ5yqqKDr190aKBSk1QqJKj+f8vMpIkKkWgFgGkHAAoBpZXSUzGbnGFVlpecNklUqyssTshQmUQHAFEHAAoDA1t/vHJ2qqCCzmWw2twbx8c44lZ9PCxdiEhUATDkELAAIMNevuyUqj9v5yWSUkeF2yg8rUQGA/yFgAYCksaxz3QT+rN/Nm24NZs0irdYZp/LySKUSqVYAgB8gYAGAtAwMCOsm8I/b102IinKLU9nZuJ0fAEgOPpYAQGSdncJsdH6A6vJlstvdGvDrJjgeyckiFQoA4DUELADwK5alxkZnoqqspBs33BooFKTTOS/0w7oJABCIELAAYGpZrVRd7TzlV1NDg4NuDSIinHEqL4+0WlIqRaoVAMBHELAAwMfa26my0jlAdfspv/nz3RJVaqpIhQIATBkELACYFMfdkSsrhTGqri63BkolaTRCluJzVWSkSLUCAPgLAhYAjI/FQo2NZDaTyUQmE5WXe57yCw+nnBwqLCStljQaWrSIZs0SqVYAAJEgYAHAfXR0kMlEtbVCqKqv9zzll5DgjFOFhaTREMOIVCsAgDQgYAGAm5ERMpuFSVT8ib/eXrcG/MKejhlUOh2Fh4tUKwCAVCFgAcx0XV3OLFVZSfX1NDrq1iA21m1OemYmFvYEALgPfEwCzCwsS01NVFUlXOJXWUkdHW4NgoIoK8stUSUkiFQrAEDAQsACmOYsFqqqoqoqunBhVnW1rLbWc056WJiwsCcfqnJyaPZskWoFAJguELAAppuWFqqqck6iunKFOI7fo+D/l5IixCk+US1YgDnpAAA+hoAFENhGRqimRohT/MNjTnpwMGm1lJdHWVkjOTn2pUtDsAwVAMBUQ8ACCDA9Pc41qGprqaaGRkbcGkRGCssleCxDZbHYGIZRqUSpGgBgZkHAApA0fp10xxpUJhN1dro1CAqiBQuERMWHqgULRKoVAAB+gIAFIC23bgln+vh5VGYz2WxuDfhbIzumpefkYJ10AADJQcACEBPLUmMjVVVRRYWQqNrb3RrIZLRwIeXnC4lKp6P588UpFQAAvDfugMWyrFarra+vJ6KxsbHnn3/+448/zsjI+Oijj5KSknp6ekpKSs6dO7ds2bJ33303EpNpAdz19jpHp/gBqqEhtwYqFeXmkk4nrEGVm0uYNQUAEHDGF7B279598ODBhoYG/umuXbv6+/tbW1u3bNmyZcuWP//5zzt27EhJSTl06NCLL764c+fO0tLSKagZIGCwLDU3O0/5VVVRa6tnm9RU0umcp/wWLCCZTIxaAQDAd8YXsHQ6XVpamsFg4J8ePHhw//79s2fP3rx5c2NjIxF9+umnhw8fDg4O3rBhQ3FxMQIWzDR9fcLoFP/fmhrPVT1nz6acHCFL8bkKN/IDAJh+GO6HJQjH8T2M8F3R0dG//OUv9+3bt2DBgv379+fm5qpUqq6urpCQkKGhobi4uP7+/nscZ+XKlZWVlbPdF41mWTYoKMjx9JtvvnF9CpIyOjpqtVpn8olgu51aWoLMZrnZLK+tldfWytvaPH9ck5JYjWZMoxnTase02rHUVFasn2ir1cowTGhoqDgvD+N069at8PBwOe77GAhYlu3p6ZkzZ47YhYBXBgcHWZYNCwub8BGioqLu+96c1Fu3v7+f4ziz2bx3795f/vKXf/vb3ziOYxiGiDiOY1n23t8eGhq6ZcuWlStXum68detWVFQU88PC0rGxsZOpEKaUzWZTKBTR0dFiF+I/fX1UXc1UVVFVFVNVRWYzMzDg1iAkhDQaLj+fcnM5nY5yc7nISCKSS+GCEqVSyTCMClO6AoTdbo+MjETACgj877sZ9WEY0GbNmsWyrFqtnvARZF7M5JjUWzcmJuaFF15ISEjYsGHDrl27iCgxMbGtrS09Pb29vT0pKem+9SUkJGRkZLhuvHHjRkxMjDelg+iCfiB2IVPFbqfLl53Tp6qqqKXFs828ecKZPv5Cv/R0Cgri/3kgubvPBAUFMQwzjftrmpn2769pBp0VQPiemur+mlTAWrVq1TvvvPPrX/963759ixYtIiKDwWA0Grdv3240GouLi31UJICf9PY6s9QdZ1CFhAi3nXFMS5/BJ0gBAOCuJhWwSktLf/7zn+/YsSMvL+/tt98mos2bN69fv37evHl6vf7AgQM+KhJgSvBrUFVXC2NU1dV3uMQvOdmZpX4YoBKjVgAACCgTCViOefHx8fFffPGF666IiIhjx475oC6AKcAvks5nKX4NquFhtwazZ7sNUOl0GKACAICJwPRJmLZGR6m+3nnKr6qKOjo82/BrUOXmCqEqLQ0DVAAA4AMIWDB9dHYKQ1PV1VRVRXV1nnfxCwujnBzn+b7cXJrERSQAAAB3hYAFgWp4mMxmIUvxj64utwb8XfwcWSovj1JTiZHctX0AADANIWBBwGhtdU6fqq6mpiYaG3NrEBkpZCl+jEqrJaypCQAAokDAAomyWKimRhia4oep+vrcGsjlpNE4p0/l5lJyski1AgAAuEPAAkngb4rsGqeuXiWP2zjFxgpDU7m5lJtLWi0FB4tULgAAwD0hYIE4bt4UzvTxccpspqEhtwbBwaTROE/56XQUFydSrQAAAOOEgAX+MDJCtbXOOFVdTZ2dnm1SUoShqbw8ysmhzEzCTdgAACBA4TcYTImWFqquppoaYZiqsdFzQrpaTTk5Qpzic1V4uEi1AgAA+BoCFvhAX59bnKqp8ZyQHhREWVnCmT4+Ts2fjxUTAABg2kLAgnEbHRVu4VdeHlRREdbYSC0tnm3i4pxZSqcjjYZmzRKhVAAAAFEgYMH9Xb8urJjAj07V1jpWSA8iCiKikBDSap1xKjeXYmNFrRgAAEBUCFjgyWIhs1mIU/yju9utgUxGaWmk01F2Nrtw4WBRUdjChbiFHwAAgBMC1kw3NkaNjW4DVLcvQBUdLYxL5eRQXh5pNKRSERHZbKzFYouOFqVwAAAA6ULAmnEc5/tqaqimhsxmzzsi8wtQOeJUTg4lJopUKwAAQGBCwJrm+vuppkY408fnqp4etwYMQwsWkE4nLJqQm0vp6ViACgAAYFLwi3RaGR2l+nq3RHX79X3R0cK4VE4O6XSk1Qrn+wAAAMBXELACW2urEKf4U3719TQ66tYgJMR5vo8fpkpIEKlWAACAGQMBK5B0dwvjUvwAldnsuZ6nTEYLFzonpOt0lJaG6/sAAAD8DQFLuoaHhfv3Oeakd3R4tomLEyZO8XFKo6HZs8WoFQAAAFwgYEkFy1JzsxCn+ETV3Ews69ZGpXKu58nPSY+JEalcAAAAuDsELNG0twtBymym6mqqraXhYbcGCgVlZTmnoufmUmoq7t8HAAAQABCw/KS31zk0xScqj+USiGj+fOcAlVZL2dmkVIpRKwAAAEwOAtaU4KdP8YmKn43e1ubZhl8e3TVRqdVi1AoAAAC+hoDlAyxLly87p09VV99h+lRoqHO5BH76VHy8SOUCAADAFEPAmohr14TTfHyiqqu78/QprdZt+pRMJlK5AAAA4F8IWPd386Zwmo9PVLevPsUwlJpKWq0wNJWTQ1lZmD4FAAAwcyFgebJYhNWnzGbhfN+NG55tYmOFWVN8otJqKSxMjFoBAABAkmZ6wBoZobo6IUvxo1MtLcRxbm3UauE0nyNRYfUpAAAAuIeZFbDGxoTFPB2J6vJlGhtzaxMcTBqN2+hUSopI5QIAAEBgGl/AYllWq9XW19fzT4uKir755hv+62efffaPf/xjT09PSUnJuXPnli1b9u6770ZGRvq43vHgOGptdRudqq2lkRG3NnK5sJhnTo4wTLVwIW7eBwAAAJMyjoC1e/fugwcPNjQ08E85jmtoaOjs7FSpVEQkl8uJaMeOHSkpKYcOHXrxxRd37txZWlo6FUXfTWenEKcca6NbLG4NXGej84kqO5uCg/1ZIwAAAEx/4whYOp0uLS3NYDDwTzs7O8fGxh577LHGxsYf//jH+/btmzVr1qeffnr48OHg4OANGzYUFxdPacAaGaHz56m2lqqqhGnp3d2ebRIS3EanNBpSqaauIgAAAAAiIobzmNF9329ghG8xmUwvvfTS66+/npycvGnTJpvN9sEHH6hUqq6urpCQkKGhobi4uP7+/nscavXq1Vardd68ea4bh4eHg4ODmR9uuffmm2/K7rJ+1PXrspwct4v3wsO51FR7VpY9P5/NymI1GjY2dnx/OhgXm81mtVqjoqLELgS8YrVaGYYJDQ0VuxDwys2bNyMiIviTAyBxLMt2d3fH4AKoADE4OMiybNgkrv9XqVRB95tONPG3bmFh4alTp/ivy8rKtFotEXEcx2cjjuNYj7XMb39tuVyn0+n1eteN/f39KpXKEaqUSiVzl/sbz59Py5ezCxZw2dl2rZbLzrYnJLjGKWamTeH3P47jFAqFQqEQuxDwCt9T6K9Awb+5ELACgkwmw4dhAJHL5XyXTfgId0smbq8y4aObTKaRkZGioiIiUiqVwcHBRJSYmNjW1paent7e3p6UlHTvIyiVykceeWTdunWuG48cObJ69Wqld8t0fvXVRKsHXxgcHGxqanr44YfFLgS80tzcLJfLY2NjxS4EvFJXV7d06dLZs2eLXQjc38DAQG1t7aOPPip2IeCV69evDw4OxsXFTemrTPzuLQMDA0888URdXZ3NZtu6devjjz9ORAaDwWg0chxnNBqLi4sncNinnnqqz2OhdJAqs9n8yiuviF0FeGv//v0ff/yx2FWAtzZu3NjS0iJ2FeCVjo6O5557TuwqwFuHDx9+6623pvpVJj4Hi+O4vXv37tq1q6+vb82aNXv27FGr1b29vevXr6+srNTr9QcOHAgPD7/HoUpKSjo6OhITE103/uUvf1m5cmUwLu0LBDdv3qypqXnooYfELgS8Ul1drVAosrKyxC4EvPLFF18sWbJErVaLXQjc38DAwJkzZ1avXi12IeCVpqamgYGB/Pz8CR9h27ZtycnJ924z7oDlQ729vUeOHBHr1QEAAAAmwGAw3HelTzEDFgAAAMC0NPE5WAAAAABwRwhYAAAAAD6GgAUAAADgYwhYAAAAAD4mlYDV09NjMBiioqLWrl3b09MjdjlwVyzLOq7zR69J2SeffJKTkxMREbFixYrGxkZCf0nbZ599ptFoIiIiNBrN8ePHCf0VCGpqahz3nkJ/SVlRURHzA37FMj/0l1QC1o4dO1JSUjo7O5OTk3fu3Cl2OXBnu3fvLioqamho4J+i1yTr6tWrv/jFL4xGY2dnp8FgePrppwn9JWEsy/7sZz/bs2dPd3f37373O/RXQOjt7X3qqacGBwf5p+gvyeI4rqGhobOz02KxWCyWXbt2kX/6i5OGjIyMuro6juPq6uoyMjLELgfu7NSpU0ePHnX82KDXJOvEiRPPPvss//X3338fHR3Nob8kbHh4+NixY3a7vb+//8iRIxqNhkN/SRvLsmvXrj106BA+D6Wvvb1drVbr9XqVSlVcXHzjxg3OL/0llXWwVCpVV1dXSEjI0NBQXFxcf3+/2BXBXTlW80evSR/Lshs2bJDJZHv37kV/SZzVag0LC2MY5uzZs0VFRegvKXv11Vd7e3tfe+01fB5Kn8lkeumll15//fXk5ORNmzbZbLYPPvjAD/0llVOEHMfx96bmOI5lWbHLAa+g1yTu+PHjixYtCg8P3717N6G/JE+lUlmt1m3btm3cuJHQXxJ24sSJkydPlpaWum5Ef0lWYWHhqVOn8vPzo6KiysrKPv/8c/JLf0klYCUmJra1tRFRe3t7UlKS2OWAV9BrksVx3Msvv7x169YPP/ywrKxMLpcT+kvCrly5wt83PTQ09JlnnqmrqyP0l4SdOHHi9OnTCoWC/w3NDzqivyTLZDJ9/fXX/NdKpZK/2bEf+ksqActgMBiNRo7jjEZjcXGx2OWAV9BrkvXVV18dOXLk6NGjiYmJVqvVarUS+kvCEhMT9+3bd+bMGY7jPvzww4KCAkJ/SVhZWZljng0RcRy3bNky9JdkDQwMPPHEE3V1dTabbevWrY8//jj55/01FRO7JqCnp2fNmjVJSUkGg6G3t1fscuBeHD826DXJ+u1vf3v7Ox39JWWnT5/W6/WRkZFLly7l596ivwICPg+lz26379mzJy0tbc6cOSUlJX19fZxf+ksqk9wBAAAApg2pnCIEAAAAmDYQsAAAAAB8DAELAAAAwMcQsAAAAAB8DAELAAAAwMcQsAAAAAB8DAELAAAAwMcQsAAAAAB8DAELAAAAwMcQsAAAAAB8DAELAAAAwMcQsAAAAAB8DAELAAAAwMf+PyzbvXEMPtwAAAAAAElFTkSuQmCC" - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lm = LakeModel()\n", "N_0 = 150 # population\n", @@ -534,22 +461,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.6953067378358462, 1.0)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lm = LakeModel()\n", "A, Â = transition_matrices(lm)\n", @@ -566,20 +482,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lm = LakeModel()\n", "e_0 = 0.92 # initial employment rate\n", @@ -707,7 +614,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, @@ -718,24 +625,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 0.717 0.283\n", - " 0.013 0.987" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lm = LakeModel(d = 0, b = 0)\n", "T = 5000 # Simulation length\n", @@ -747,20 +641,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Random.seed!(42)\n", "mc = MarkovChain(P, [0; 1]) # 0=unemployed, 1=employed\n", @@ -894,7 +779,7 @@ "\n", "The wage offer distribution will be a discretized version of the lognormal distribution $ LN(\\log(20),1) $, as shown in the next figure\n", "\n", - "\n", + "\n", "\n", " \n", "We take a period to be a month\n", @@ -921,22 +806,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "solve_mccall_model (generic function with 1 method)" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function solve_mccall_model(mcm; U_iv = 1.0, V_iv = ones(length(mcm.w)), tol = 1e-5,\n", " iter = 2_000)\n", @@ -981,22 +855,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "#10 (generic function with 2 methods)" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# a default utility function\n", "u(c, σ) = c > 0 ? (c^(1 - σ) - 1) / (1 - σ) : -10e-6\n", @@ -1022,20 +885,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# some global variables that will stay constant\n", "α = 0.013\n", @@ -1214,19 +1068,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Initial Steady State: [0.0826663, 0.917334]\n" - ] - } - ], + "outputs": [], "source": [ "lm = LakeModel()\n", "x0 = rate_steady_state(lm)\n", @@ -1242,22 +1088,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "50" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "N0 = 100\n", "T = 50" @@ -1272,41 +1107,22 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(λ = 0.2, α = 0.013, b = 0.0124, d = 0.00822)" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lm = LakeModel(λ = 0.2)" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "New Steady State: [0.113093, 0.886907]\n" - ] - } - ], + "outputs": [], "source": [ "xbar = rate_steady_state(lm) # new steady state\n", "X_path = simulate_stock_path(lm, x0 * N0, T)\n", @@ -1323,20 +1139,11 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x1 = X_path[1, :]\n", "x2 = X_path[2, :]\n", @@ -1361,20 +1168,11 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plt_unemp = plot(title = \"Unemployment rate\", 1:T, x_path[1,:], color = :blue, grid = true,\n", " label = \"\", bg_inside = :lightgrey)\n", @@ -1412,24 +1210,11 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Float64,1}:\n", - " 0.08266626766923285\n", - " 0.9173337323307671 " - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lm = LakeModel()\n", "x0 = rate_steady_state(lm)" @@ -1444,22 +1229,11 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "20" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "b̂ = 0.003\n", "T̂ = 20" @@ -1474,24 +1248,11 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×20 Array{Float64,2}:\n", - " 0.0826663 0.0739981 0.0679141 … 0.0536612 0.0536401 0.0536253\n", - " 0.917334 0.926002 0.932086 0.946339 0.94636 0.946375 " - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lm = LakeModel(b=b̂)\n", "X_path1 = simulate_stock_path(lm, x0 * N0, T̂) # simulate stocks\n", @@ -1509,24 +1270,11 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×31 Array{Float64,2}:\n", - " 0.0536401 0.0624842 0.0686335 … 0.0826652 0.0826655 0.0826657\n", - " 0.94636 0.937516 0.931366 0.917335 0.917335 0.917334 " - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lm = LakeModel(b = 0.0124)\n", "X_path2 = simulate_stock_path(lm, X_path1[:, end-1], T-T̂+1) # simulate stocks\n", @@ -1542,24 +1290,11 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×50 Array{Float64,2}:\n", - " 8.26663 7.36118 6.72069 6.26524 … 8.45538 8.49076 8.52628\n", - " 91.7334 92.1168 92.238 92.1769 93.8293 94.2215 94.6153 " - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x_path = hcat(x_path1, x_path2[:, 2:end]) # note [2:] to avoid doubling period 20\n", "X_path = hcat(X_path1, X_path2[:, 2:end])" @@ -1567,20 +1302,11 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x1 = X_path[1,:]\n", "x2 = X_path[2,:]\n", @@ -1609,20 +1335,11 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plt_unemp = plot(title = \"Unemployment Rate\", 1:T, x_path[1,:], color = :blue, grid = true,\n", " label = \"\", bg_inside = :lightgrey, lw = 2)\n", @@ -1637,23 +1354,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "lake_model.rst", - "filename_with_path": "multi_agent_models/lake_model", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "A Lake Model of Employment and Unemployment" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/multi_agent_models/lucas_model.ipynb b/multi_agent_models/lucas_model.ipynb index 12108d8..28b3120 100644 --- a/multi_agent_models/lucas_model.ipynb +++ b/multi_agent_models/lucas_model.ipynb @@ -466,20 +466,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -492,22 +491,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "solve_lucas_model (generic function with 1 method)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# model\n", "function LucasTree(;γ = 2.0,\n", @@ -580,7 +568,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, @@ -601,20 +589,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plot(tree.grid, price_vals, lw = 2, label = \"p*(y)\")\n", "plot!(xlabel = \"y\", ylabel = \"price\", legend = :topleft)" @@ -637,7 +616,7 @@ "\n", "\n", "\n", - "\n", + "\n", "\n", " \n", "We see that when consumers are more patient the asset becomes more valuable, and the price of the Lucas tree shifts up\n", @@ -673,20 +652,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plot()\n", "for β in (.95, 0.98)\n", @@ -701,23 +671,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "lucas_model.rst", - "filename_with_path": "multi_agent_models/lucas_model", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Asset Pricing II: The Lucas Asset Pricing Model" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/multi_agent_models/markov_asset.ipynb b/multi_agent_models/markov_asset.ipynb index 7a94431..0b822f9 100644 --- a/multi_agent_models/markov_asset.ipynb +++ b/multi_agent_models/markov_asset.ipynb @@ -363,20 +363,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -389,20 +388,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "n = 25\n", "mc = tauchen(n, 0.96, 0.25)\n", @@ -500,20 +490,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "n = 25 # size of state space\n", "β = 0.9\n", @@ -655,22 +636,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "tree_price (generic function with 1 method)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# A default Markov chain for the state process\n", "ρ = 0.9\n", @@ -721,20 +691,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAIAAAD9V4nPAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdd1xT5/4H8Odkh4QQZghhyxJkKLIVcVKrQK2Ke11/dl20elurtUqtrau1V9teO9yjVakKOFsnKiAgThQEcaFskA1JIMn5/ZGWy2WEEJOchHzfL/+IJ8lzPpyMb54zngfDcRwBAAAAhopEdAAAAACASFAIAQAAGDQohAAAAAwaFEJtw7owMjLy8/NbtWpVU1NTT8/y8PDAMEybOeUwDPPw8OhrACUf3N64Rql3LWKxWCQStf+XqNdFvYqLiydOnMjhcExMTLSzRh3cjMpsBF2I3SmDhp5iaChEBzBETCYzNDRUfhvH8erq6ocPH967d+/EiRO3b9+m0+nExgMK+Pr6FhQU9LNTzJYtW3bmzJmAgIDw8HDtrFEHN6MyG0EXYquQQRdi6zgohASwt7e/ePFixyWlpaWxsbHp6enff//98uXLuz7l1q1bxL6P+xSA8LRa0z/+0gcPHiCELly4oLUeYSe6sBkJ3wiAQLBrVCfY2Nhs374dIZSWltbtA1gsFpvN1m4o1QMQnlZr+sdfKi9CBBYAXdiMhG8EQCAohLrCyckJIfTy5Uv097EHHMc///xzDoezadOmrkcjfv/997Fjx5qbmzs5OU2ZMuXq1asd7z1z5syECRMEAgGHwwkKCvrll1+kUqniAHfu3JkyZYqLiwuTyRw4cOC6deuEQmH7vR0DzJ8/H8OwU6dOdXx6eXk5mUz28PDAcbxrWsWN95pZ3qBMJvvmm2+cnZ0ZDIa7u/v69etbW1v7upaOum7nnJyc6dOne3l5GRkZWVpaBgcH79ixo72zgmFYQUEB+vtAL+pylAjH8X379o0aNcrc3NzW1nb8+PHnzp1TvNkVrxEhlJ6ePmXKFCcnJwaDYWdnN2HChJSUlNdpsJNe/6iO26rj7V5fjp7eoq+5GZVceyeK2+waSZkNJScUCleuXGlnZ8dgMFxdXdeuXdvpgFxfP4wKXvFuM/T1Tataqn4OB9qFEHJ3d++6/MyZMwihKVOm4Dju7u6OEPrll18QQhwOZ/v27fIl7Q9etmwZQojL5b755pujR48mkUgkEikxMVF+r3znqpmZ2ZtvvjlhwgQzMzOEUExMjEQi6SnVzp07KRQKQsjV1TU6OnrQoEEIoWHDhrWn7Rjgjz/+QAjNmzevYws//PADQmjTpk2dHqxM471mljf4ySef8Hi8efPmzZkzh8lkIoSWLVvWp7V00mk7h4SEyL8pvL29p02bNnbsWCqVihDasmWL/PFbt261tLRECG3dunXr1q1d/9K5c+cihIyNjSMjI0eMGCE/3PvVV1/1tNkPHjyoeI0JCQkYhlEolIiIiOnTpw8fPhzDMBKJ9Oeff6rWYFe9/lEdt1XH24pfDgVv0dfcjMqsvSvFbXaNpPyGioyMtLGxWbhw4fz581ksFkJo8eLF7c/q64dR8SveNUOvr3i3f5oKXxH9GxRCbev0vSyTyaqrq3///Xc+n48Q2r17N/73B8zMzOzSpUsymQz/32+K9PR0hJCfn195ebl8SVpaGoVCcXNzw3E8NTUVIfTmm2/W19fL721oaIiNjUUI/fjjj91GKioqMjIyotPpR44caV94+vRp+ae6ayFsbW01Nzc3NTVtbW1tf3xYWBiJRCouLu70YGUa7zWzvEFvb+/Kykr5A27cuIEQsrKyUn4tXXXazm5ubgih9957T77N24MFBQV1ekq3/5X/PvD29pZvBBzHc3JyrK2tqVRqYWFhtwF6XaOnpyeVSs3NzW1/irwjHh0drVqDCrZDT//turDXl0PxW1TxGnvdjL2uvStlXppu/2plNpS3t3d1dbV8yd27dxFClpaW8v+q8GHs9RXvlEGFN60Kqfo9KITahnoWHR3dsez99NNP7c/q+FZ+++23EUIpKSkdm33//ff9/f2bmppiYmIQQo8ePep4b319PZlMHj58eLeRVqxYgRCKj4/vtHzdunXdFkIcx9977z2E0Llz5+T/LSoqQgiNHz++a1plGu81s7zB5OTkjg+ws7Pr01q66rSd9+zZs3PnzhcvXrQ/QL6Pq+PTFXyDv/nmmwihy5cvd1zFf/7zH4TQxx9/3G2AXtcoP5u/tra2/QFSqTQjI+PevXuqNahgO/T0364Le305FL9FFa+x183Y69q7UualUbkQnjhxouNj7O3t2x+jwoex11e8UwYV3rQqpOr34KxRAlCpVGdn5/b/Yhjm5OQUFRX17rvvdtyJP2rUqG6fnpeXR6PROp3k/eOPP8pv5ObmIoQmTpzY9VBHXl4eQqjTRXX5+fnyp8yYMaPT46dMmRIfH99thunTp//888/Hjx8fN24cQuj3339HCM2fP7/rI5VpvNfMciEhIR3vMjIy6tNaetK+nRcsWCC/0djY+ODBg+zs7BMnTih+bkcFBQV0On3EiBEdF0ZGRiKEHj161O1Tel3j9OnTd+zYIT/GNnbs2KCgIAcHh+Dg4J4yvOaf0CcKXg7Fb1HFlNyMCtaucpuq6fRyyPfTyin5xu5IC6+4Cqn6P6IrscFBvf08x//+Bddxx2PH33QMBsPBwaGn5zIYjJ5eaxqNhnfpkuI4PnjwYIRQc3Nzp6bkF/h32yOUSCQ2NjZWVlbygwr+/v5cLlcoFHZNq0zjvWaWN9i+80e1tfS6nZubm5cuXSr/jUKlUv39/eUdXyV7hN2+Li0tLQghPz+/bgP0usa2trYdO3aEhoaSyWT5BvHw8Pjhhx96OpajzJ/Q03bo6b9y8l1wHR+g4OVQ/BZVvMZeN2Ova+9KmZdG5R6h4u2g+I3dVa+veKcMKrxpVUjV78FZo7pLftC7Kz6fX1VVhf9vSZPJZPKPioODA0KooaGh64stFotRl486QsjR0REhJN+92VFxcXFP2chk8rRp0yorK9PS0goLC2/dujVz5sxuP2DKNN5rZjkFo3io8Ce0a9/O77///rZt2wYOHJicnFxfX3/z5s2ffvqp16e3EwgE5eXlMpms48KysjL5Xd0+pdc1UiiURYsWpaen19TUXLhwYeXKlXV1dYsXL964caNqDaqsqqqq0xIFL4fit6jiFSm5Gfs0pIsKL43yFCRR8o3dkRZecRVS9XtQCPWPu7t7S0uL/ASBdrNnz6ZSqUVFRQMHDkQIZWRkdLy3pKTkvffe27VrV7cNenp6IoQOHz7cafmxY8cUxJg+fTpC6Pjx4wkJCaiH/aJKNq5CZrX8CZ0kJiaam5ufOHEiJiZGvoOroaFB+ae7u7uLxeJr1651XHj+/HnUZXe08mtcsWLF3r17EUIcDmfMmDEbN268dOkSQujkyZOa+BM66ngNQGFhYW1trfLPVfwW7fW5fd2MyuRRe5vKUOGNrYVX/PU/bv1Qn/uQ4PUgpXeN9rREfqFFYGCg/Ec3juNZWVk0Gm3AgAE4jss/7U5OTu0Hw5ubm9944w2E0G+//dbt6oqLi1kslvJnjcrJZDJnZ2eBQODl5eXp6dlxB1HHByvTeK+Zez19Q5m19LqdBQIBk8lsPwOwqalJfs69fMN2fEq3O4HPnj2LEPLx8SktLZUvkZ+aSKFQ5ANcddXrGn18fMzMzB4+fNj+FPk5hNOmTVOtQWW2Q1hYGEIoISFB/l+hUCg/2QT9765RBY0ofovir7cZe117V8q8NMrvGu02drdJVPgw9vqKd8qgwptWhVT9HhRCbXv9Qoj/fVGUqanphAkTxo0bR6FQMAy7ePGi/N6lS5cihOh0enh4+KRJk+RXEU2dOlUqlfa0xl27dskvwnN3d2+/CG/OnDkKCiGO46tWrZJ/P37zzTcK0vbaeK+ZlfnuU2Ytilv49NNPEUIODg4ffPDBnDlzbGxsgoODLSwsEEKLFy+Wf9f4+/sjhCZOnPjhhx92akEmk8lXx+Fw3njjjYiICPnFahs2bOhps/e6xoMHDyKESCRSaGjotGnTwsPDMQxjMpnZ2dmqNajMdpBfEkqhUGJjY9955x0XF5cRI0bIj0J1+/huFyp+i77OZlShECrz0ihTCBXE7qmdvn4Ye33FO2VQ4U2rQqp+DwqhtqmlEMpkst27d4eHh3O5XGtr6/Hjx9+4caPj448fPz527FgrKysTE5OAgIAdO3Z0PPWmW7du3Xr77bcHDBhAo9E8PDz+/e9/SyQSxYUwJycHIUQmk9t/aPeUX3HjvWZW8rtPmbUoaKG1tXX9+vWurq5MJtPf3/+rr75qbW3dvn07h8OxsLAoKirCcfzMmTPOzs5UKpXH43VtQSaT7dmzJyIiwszMjM/nR0ZGnj9/XsE2V2aNJ06cGDlyJJ/Pp9Fojo6OM2bMyMnJeZ0Ge90OMpls+/btgwYNYjAYlpaWcXFxjY2NXS+f6LURBW/R19mMKhTCXttUpoVeY/fUTl8/jIpf8U4ZVHjTqpaqf8Nwose6BQAAAAgEJ8sAAAAwaFAIAQAAGDQohAAAAAwaFEIAAAAGDQohAAAAgwaFEAAAgEGDQggAAMCgQSEEAABg0KAQAgAAMGhQCAEAABg0vSmEz58/37JlC9Ep9EBzc7N8gE3QJ62trUKhkOgUeqm+vp7oCHqppaWlra2N6BT6p62tTT6pshrpTSGsqKg4evQo0Sn0gFgslkqlRKfQP1Kp1GBnJX0dOI7DDwjVwEdVNZr4qOpNIQQAAAA0AQohAAAAg6alQiiVSj08POS3a2tro6KizMzMoqOja2tru10CAAAAaIc2CuF3330XGhpaUFAg/+/mzZsdHBzKysrs7e2//vrrbpcAAAAA2qGNQujj47NmzZr2/yYlJcXFxdHp9Li4uMTExG6XAAAAANpB0cI6Ro4c2fG/JSUlDg4OCCF5L7DbJd0qKSl56623ui7/9NNP3dzc1Bxab9XV1bW2ttLpdKKD6BmRSCQWi3EcJzqInsFxvL6+Ht5vKqirqxOLxbDp+kosFvfpRGUOh0MmkxU/RhuFsBMcxzEMk9+Qnz3cdUm3jI2Np06d2nW5QCBgMpkay6tnRCIRk8mET5cKSCQSvJH6CsdxBoMB200FYrGYwWAwGAyig+gZebFQ/i0nf7xiBBRCGxubly9furq6lpSUCASCbpd0i8PhzJo1S8m1PL6zy37gVBrDRD2h9QedTmcwGFAI+0r+awy+lfoKx3H5W47oIPpHvt1g06lA/vNLjQ0ScPlEVFTUnj17cBzfs2dPTExMt0ten6ilKvXY5FZRnVpaAwAA0F8RUAjj4+NzcnLs7Oxyc3NXr17d7ZLXNyjsU57T6NTjU6EWAgAAUEB7u0bbT0PgcrlnzpzpeFfXJWoxKOxThOOpx6cOn3yUxuCqvX0AAAD9QD8fWWbQsFU8h5Gpx2OhXwgAAKBb/bwQor9q4YjU47GtIhgjHwAAQGf9vxAihAYNW2UhCEpLhFoIAACgM4MohAhhvhHrzG0CoRYCAADoxEAKIZLXQjN+wPXk2W2tjUSHAQAAoCsMpxAihDC/kV9yeT7piTOhFgIAAJAzqEKIEML8Rn7F5fmkJ82StDYRHQYAAADxCBhijWiY38iv7l7+LC1p5rBJhyg0NtF5AAA67f79+2KxWO3NNjQ0MBgMGo2m9pb7K1NT0wEDBmiiZQMshAghzG/UeqiFAABlREVFcTgctVes9skGgDLq6uoGDRqUnJysicYNsxAieS28c3kV1EIAQK9Onjzp6OhIdAqDlpycvG/fPg01bmjHCDvCBo/aYGLplZY0E44XAgCAwTLkQoj+roWe6cmzJG3NRIcBAABAAAMvhAghbPCojRyLgelJM6EWAgCAAYJCiP6qheYeUAsBAMAAQSGUwwaP3sQxd09Pgn2kAABgWKAQtsMGj97MMXeDWggAAAYFCmFHmN+oTSwTh/Sk2ZK2FqLDAAAA0AYohP8Dw0j+47ayTOwyTy2USduIjgMAAEDjoBB2Jq+FFBrr5rklOC4jOg4AAADNgkLYDQwjB7yxXdhUdi9lNdFZAAAAaBYUwu6RKfTQmAPVpTce3fqJ6CwAAKDTpFKph4dH1+WJiYmDBg3icrnh4eGPHj3SfjAlQSHsEZXOGfbWr0/u7i3KTSA6CwAA6KjvvvsuNDS0oKCg0/Jnz57Nnz9/z549ZWVlUVFRCxYsICSeMqAQKsJgWw+ffOTB9U0Vz1OIzgIA0BViKaoSaelfY5eT9hoaGhYuXGhtbe3u7r5//34Mw06ePOnn58flcvl8/pYtWxBCGIatWrWKz+evW7du7dq1bm5uJiYmGzZsUHxX13aU4ePjs2bNmq7Lnz59OnPmzMDAQCaTOX/+/K6VUncY7OwTymJznUOi9lxPnhMSs8+cP5ToOAAA4iU9ly3OkGpnXTMGkL4PIXdcsnz5coTQ06dPSSTShx9+iBBas2bNnDlzli1blpOTExwc/PHHHyOEvL29z58/7+Pjs3Xr1gcPHly9ejU6OnrVqlUK7uq2nV6NHDmy2+WjR48ePXo0QkgqlcbHx0+bNu31toQm4XoiMzMzMDCQqLWXPb1w+hefhprHRAVQ3qtXr0QiEdEp9E9LS0ttbS3RKfSPTCYrKysjOoVmOTg4PHv2jOgU/2VlZVVRUSG/XV5ejhCSSqWZmZm7d++eO3eu/FsdISQWi2UyGUKora0Nx3H5bcV3dW2nXa+1o6dqcu7cOT8/vxUrVsjXpbKkpKSYmBgcx4VCYU1Nzes01RXsGlWKtdMY7+Fr0pNmiZoric4CADBoUqm0fUZfMpmMEIqNjf3uu+8sLS03btzY/jAajSZ/GIVCQQh1nAS4p7u6bUeua/HoNSeO45988smXX36ZkJCwadMm+bp0ExRCZdkPnOLoNT0tcXqbuIHoLAAAwzVx4sRVq1YJhUKRSBQfH48QunDhwmeffTZx4sQ///wTISSRSFRrWUE7WBcK2rly5QpC6Nq1aydPnjx16pSNjU1TU1NTk+5O+wqFsA88gpZa2g3LOLlAJm0lOgsAwEBt3bpVJBLZ2dn5+/uHhobKT3WJiIjw9vZ+9epVZGTk/PnzVWtZQTt96hHKjxpeuXKloKDA1NTU+G+qpdICTJkeri7IyspasmRJVlYWsTFwXHbj7HsIIwWO/xHDdPFnRE1NDYvFotPpRAfRM0KhUCwWc7lcooPoGRzHKyoqrK2tiQ6iQY6OjleuXHF0dCQ6yF9Onjzp6+vr4OCAECooKIiKitLlS/TUJTk5ed++fcnJySKRSCgUmpqaqrFxXfwq12UYRgp4Y3urqO5uyiqiswAADFFaWlpcXFxlZWVJScmKFSumTJlCdCK9B4Wwz0hkavDEnTWlNwuyfyA6CwDA4MTHx3O5XDc3t6FDh/J4PPkVEeB16O5pPLqMSjMOe+vXK7/H0I0sHL1mEB0HAGBA2Gz2wYMHiU7Rr0CPUEUMtvWwt4/kpm8uffIn0VkAAACoDgqh6thcp9CYfbcvfPyqNJvoLAAAAFQEhfC1mPL8hkZ+l3n6/xprHhOdBQAAgCqgEL4ua6fR3uGfpyZOEzaWEp0FAAAI0NM0THIPHjxgsVjazNNXUAjVwN7j7QG+89OSZrWK6onOAgAAWtXTNExydXV18+bNa2lp0XKqPoFCqB7uAYt5DuGZpxZIJWKiswAA+jN9mYYJISSTyebNm6f7F3jA5RNq4zNibfafS7LOvhsStRvDyL0/AQCgn1puXq5N2KaddRkFjDGNXdJxib5Mw4QQ2rhxo5ub2+TJk19nC2gBDLGmTjJZ2/XkOSwT+8GjvyYqAwyxphoYYk01BjrEmkyGS7pMmKshZDJG/p8eC4/Hu3//vpWVFUJIvvGlUml2dnZubu7Vq1cPHDiA4ziGYWKxmEqlkkiktrY2CoWC4ziJRFJ8l0wm69RO+0q7jrLdqXZgWOdqcvHixQ0bNpw/f55CoXS9t69giDW9QSJRgyburCm/k5/1HdFZAAAaQyJhNLqW/pE777fTl2mYLl68mJKSQqVS5e1jGJaWltanzaw1UAjVjEozDnvrt+e5h4ryjhKdBQDQD+nLNEybNm3qWDVxHB82bJhqwTQNCqH6MVhWw94+8iB9Q0XRFaKzAAD6G32ZhkmPwDFCTakpv339xPxhkw5xrQZpdb1wjFAlcIxQNQZ6jJBQMA0THCPUG2bWQ/zHfHP9xNyWhmKiswAA+g+YhkntoBBqEH9ApEfQ0rSkma2iOqKzAAD6CZiGSe3gOkLNcvaZ21T3LOPk/GFvJ5ApsLsSAPC6YBomtYMeocb5hMcbcWxvnluM4zKiswAAAOgMCqEWYP5jt7aK6u6nriM6CQAAgM6gEGoDiUwNnrirsij18e2dRGcBAADwP6AQagmVzgmb9FvhnR0lhaeJzgIAAOrU7TRMEonkgw8+sLS0DAsLKykpISSYkqAQag+TbR0Wc/BuymfVJTeIzgIAAOrR0zRM27Zta2hoKCoqCg0N/fzzzwnJpiQohFrFsfAIHP9j5umF9dUPic4CANBL+jIN06FDh5YvX25kZBQfH//++++rbwOoH1w+oW2WdmG+EevSk2ePnH6ayeYTHQcA0GepLzN33D2gnXWF2wUv8pvbcYm+TMNUVFR0+PDhkSNHOjs779279zW3g0ZBISSAnfuk5roX6UmzRsQmU+kcouMAAPpmiLXPV+GfamddbBq705Lk5OT79+8bGRkhhNatW7djx447d+5kZ2fv37//6tWrra2t8odNnjyZSqUihOLi4igUypgxY0QikeK7um1HrtdpmLpqaGjAcTw3N3f79u2LFi3KzMxUbQtoARRCYngEfShqqcw4tXDYpEMkMpXoOACAPmBRjVgmRkStvdtpmGg02owZMzZu3HjgwF9dVRqNJr/R7TRM3d7VbTtyKoxKbWlpuXTpUj6fHxcXt22bluYxVg0cIySMb8Q6Ko196/xShPRj3HMAgC7Ql2mYIiMj9+3bJxaLd+zYMXToUNUiaQcUQsJgGDnwzZ+a61/kZXxLdBYAgN7Ql2mYNm7cePnyZR6Pd+nSpV27dqkWSTtgGiaCiYU1VxKiXAYvGuA7Xy0NwjRMqoFpmFQD0zBpH0zDBNMw9Td0ptmwt37Lz9pW+uRPorMAAPQATMOkdlAIicfiOobG7Lt94eOasltEZwEA6DqYhknt4KxRnWDK8xsauS3j1D9GxCaxuc5ExwEA6C6YhkntoEeoK6ydxniGLE9Pmi1uqSY6CwAAGBAohDrEyXu2wHXi9RNzJW0tRGcBAABDQUwhvHr1qp+fn7GxsZ+f37Vr1xBCtbW1UVFRZmZm0dHRtbW1hKTSBYOGfcrmOmX/8U8clxKdBQAADAIxhXD27NmfffZZTU3NqlWrZs+ejRDavHmzg4NDWVmZvb39119/TUgq3YD5R26TSVtvnoML7QEA+qHbaZi6dnh0FjGFkMPh1NfXNzU1NTY2stlshFBSUlJcXBydTo+Li0tMTCQklY4gkajBUbua64tyr28mOgsAAPSip2mYunZ4dBYxZ43u378/ICBg0aJFCKHs7GyEUElJifz6UHm/sNtnFRQUdHudeEJCQlBQkCbzEmBA8Nf3Ly4QtVJs3Gf16Yl1dXVGRkbtYwkCJYlEotbWVqFQSHQQPYPjeFVVlb6My6EamUxGdIT/0dDQsGzZsjNnzpiYmKxatWr+/PknTpyIj49//vw5k8n86KOPPv74YwzDPv300717977//vsymezQoUMVFRUrVqxYtWqVgrtOnjzZqR1l8vj4+AwYMCAqKqrT8q4dntfU2tpaVlYmFotFIlH7AOK9srCwkI8wrgAxI8uMHj166NChS5cu3bp16+3bty9evMhisV69esVgMFpaWiwtLZubmzs9JSsra/Hixd32r+l0uuKB7/SUsKnsSkK0Z8gnDp5TlX8WjCyjGhhZRjWGObJM3aOm4hQtnd1t6s4WRFh0XPLuu+9KJJIffvhBPg3Tjh07fHx8Ok6fJBaLMQw7dOjQoEGD5HMtffDBB/K5loRCoYK7fH19O7WjfE4M61xNbt68GRAQIL+dnZ39msONanRkGWIKIZvNfvz4sbW19atXrxwdHRsbG11dXc+ePevq6lpYWDhhwoSuIwb11yHWFGt4VXDt2NSAN77nOUQo+RQohKqBQqgawyyErQ2S5lJleySviW5CMeIzOi7h8Xj379+3srJCCMk3vlQqzc7Ozs3NvXr16oEDB3AcxzBMLBZTqVQSidTW1kahUHAcJ5FIiu+SyWSd2mlfaa/TMHUthF07PK+zHTRaCInZNerj47N79+4PP/zwwIEDvr6+CKGoqKg9e/Zs2LBhz549MTExhKTSQRxz99CYfdeT54bE7DPn6/Tw7QAYDhqHQuOoYV+favRlGqasrKzffvvN2tp6xYoVujNSa7eIOVlmz549Z8+e5fP5x44dk49KHh8fn5OTY2dnl5ubu3r1akJS6SYz6yH+47ZmnlrYWPuE6CwAAOLpyzRM8g5PU1NTe4dHZxFTCD08PNLT0xsbG9PT0+Un3XK53DNnzhQXF588edLExISQVDqL7zzWe3h82vFpwsZSorMAAAimL9Mwde3w6CyYhklvFNz4/kV+0ojYZBpD0Q8FOEaoGjhGqBrDPEZILJiGCaZhMlzugUt4jiOuJ8+WSuAUfwAMF0zDpHZQCPWJT/jnbFPnrDPv4TIVjwEAAPQdTMOkdjANk37Bhozdcv3EvFsX/jU08juE+uHVkwAAxWAaJrWDHqGeIZGoIVG7m2qf5V435BFZAQBAbaAQ6h8yhRkSs7+k8PTj2zuJzgIAAHoPCqFeojPNhk/+vfDOzuKCE0RnAQAA/QaFUF8x2fywtw7evbKmougK0VkAAAYtMTFx0KBBXC43PDy847Uc+jLRLBRCPcYxdw+N3nvz3Ie1FTlEZwEAGKhnz57Nnz9/z549ZWVlUVFRCxYsaL9LXyaahUKo38z4/kPGfHP9xBwYgA0AA9HQ0LBw4UJra2t3d/f9+/djGHby5Ek/Pz8ul8vn87ds2YIQwjBs1cXs1/4AACAASURBVKpVfD5/3bp1a9eudXNzkw9Ao/iuru0o4+nTpzNnzgwMDGQymfPnz+84MaG+TDQLl0/oPb7zOO/hDelJsyKmnWCweETHAaD/e1V2syj3iHbWZc4PcPCa1nHJ8uXLEUJPnz6VT8OEEFqzZk3H6ZPk8wh6e3ufP39ePtfSgwcP5HMtyS867Omubtvp1ejRo0ePHo0Qkkql8fHx06b9N60yE83qAiiE/YH9wCktjSVpiTPCpyYRnQWA/o/OMDPl+WlnXUYm9p2WJCcn379/38jICCG0bt26HTt23LlzJzs7e//+/VevXm1tbZU/bPLkyfIJaePi4igUypgxY9ons+3prm7bket1Gqbz58+vWLEiMjLyq6++6vgY+RNxHJdKpa+7LTQGCmE/4RH4YauwJvPUAs+IHxFiER0HgP6MberMNnUmau26Ng0TjuMrVqzIyMhISEhwc3PreJeNjc3Lly9dXV1LSkoEAoHqf7OG9e0YoVgsfv78uVAIY13qIp8Ra404tg+u/gsGYAOgH9O1aZiuXbt28uTJU6dO2djYNDU1NTU1ob9nYpJPNIvjuI5PNKtsITx69Kivry+TyXRycjIyMvL29j527JhGk4G+w4aM+RaXinOufIqQfkwqAgDoK12bhunKlSsFBQWmpqbGf0N/z8SkNxPNdv3zujp8+DCJRIqPjy8sLGxpaXn8+PGaNWswDPv999+VebpaZGZmBgYGam11+quqsiTlSMzN8//CcRnRWfRJS0tLbW0t0Sn0j0wmKysrIzqFZjk4ODx79ozoFP914sSJ58+fy2/n5+e7uroSm0c7kpKSYmJicBwXCoU1NTXqbVypHuHXX3/94YcffvHFFy4uLkwmc8CAAevWrVu8ePHmzZs1XadBX5HIjKFv7mqofnjv6udEZwEAqB9Mw6R2ShXCR48ehYSEdFoYGhra8XoRoDuoNONhbx95VZKVl6HslUAAAH0B0zCpnVJnjbq6umZkZEydOrXjwszMzE4nCAHdQaVzwiYdunZ0MplMcw9cQnQcAIDawDRMaqdUIVyxYsXMmTM5HM7cuXNtbGxKS0sPHDjw3XffHT58WNP5gMroTPPwKUevHn2bRKa5+r9HdBwAANBRShXC6dOnk8nkdevWffHFF/IlXl5eR44ciY2N1WQ28LroRpbD3064enQSmcpy9plDdBwAANBFyl5QP3Xq1KlTpwqFwoqKCh6Px2QyNRoLqAvT2GbY20euHZ1MobHsPd4mOg4AAOicvo0sw2QyHR0dNZMEaAqb6xQ+5di1Y5NJGNnWXXevaQUAAEIoKoT5+flmZmZWVlb5+fk9PcbDw0MDqYCasU2dwyb9lpY4g0w14juPJToOAADoEEWFcODAgStWrNi0adPAgQN7egze8wB0QKeYWHiGvfVbWtLMgMjveI4jiY4DAAC6QlEhbC9yUO36B67VoJCo3Rmn/hE8caeFIJjoOADoje3bt3O5XKJTGLSHDx9qrnGljhFiGPbs2bNORwevX78+ceLEmpoajeQCmmFuExA4/sfM04vC3jqotXlkANBrx44dS0pKamlpUW+zIpGIQqHI538AvXJwcPD09NRQ44peg/r6+vapFJ88edI+l5VcSkpKW1ubhmIBzbGyHx7wxg/pyXOHTfqNa+VNdBwAdN3QoUOHDh2q9mZra2uZTCaDwVB7y6CvFBXCpKSkBQsWyG+PGTOm071UKvVf//qXpnIBTeI5RAwevSk9ec7wyb9zzGF4IACAQVM01uj8+fPlI3MjhLoOvi4UCtesWaOtnEDNBC5veg9fnZY0o7nuOdFZAACASEoNuo3jeNfLB8+dO2dnZ6f+REBb7AdO8QxZfu341JaGl0RnAQAAwihVCAsKCoYMGUIikTpOTzxhwoSAgABN5wMa5eg13c3/vdTj00TNFURnAQAAYihVCD/66CMSiZSdnR0bGztnzpy8vLyDBw9aW1snJCRoOh/QtAF+C5195l07OlncUkV0FgAAIIBShTAzM3PmzJn+/v6LFi0qLy8fOHDg7Nmzp0yZsm7dOk3nA1rg6v+uwG1iauKMVlEd0VkAAEDblCqEzc3NAoEAIeTn53f37l356TNvvPHGn3/+qdl0QFu8QlfyHCLSk2ZJWpuIzgIAAFqlVCF0dHS8c+cOQsjCwoJMJt+/fx8hJJFIioqKNJsOaJH38M+4VoOun5grlQiJzgIAANqjVCEcN27cjz/+uH//foRQSEjITz/9VF9ff/jwYS8vLw3HA9qE+Y3ayDJxTEucCf1CAIDhUKoQrl692tbWdu/evQihrVu3Xrx4kcvlpqSkbNu2TcPxgFZhGMl/3Lcmll7Xjk2B44UAAAOh1DB3lpaW9+/fr62tRQg5ODg8evSovLzc0tISRsnrjzC/kV/eu/p56vHY4ZMTaAxTovMAAIBmKdUj5PF43377rYWFhfy/GIbx+Xyogv0X5jtiHd9pzNXf3xI1VxIdBgAANEupQjh27NiUlBSYjMmgeIZ+Yj9w6rVjk0VN5URnAQAADVKqEC5fvlwsFk+ZMuX06dMPHjzI70DT+QCB3APiHDynXT02WdhURnQWAADQFKV2b/r5/TVxXWJiYqe7oJvYv7kHxJFIlCsJMeFTjrJMHIiOAwAA6qfsoNs90XQ+QDhX//fcAxZfOzalqe4Z0VkAAED9lCqEwMA5+8zxCFp69ejbDa8KiM4CAABqBoUQKMVp0Cyf8PjUxOn11Q+JzgIAAOoEhRAoy859ku+IL1KPx9ZW3CU6CwAAqA0UQtAHtm7R/mP/ff3EvJry20RnAQAA9VB01qhMJpNKpVKpVCKR9HTDzc1Na1n7RCbBSRSM6BT9EN95rP+4rddPzA+J2m1uAzMzAwD0nqJCSCaTe32+zp44mr/vBYlGcnjDimlFJzpLf2PtOCpows8ZpxYGjt9uZT+c6DgAAPBaFO0affi3ixcvmpiYxMbGnjp16vbt26dPn46NjXV2di4uLtZa0L7ymGvHcTS6v/1Z/v6XoletRMfpbyxtQ4Mn7rzxxz8ri64SnQUAAF4LpkyXLjo6msvlHjhwoH0JjuNz586tra09ffq0JuP9V1ZW1pIlS7Kysvr0LKlYVpb+qiSl2tzHxD7Sisbp/+Oj1tTUsFgsOl0b/eBXpdkZJxcMGbvFZsAbWlidRgmFQrFYzOVyiQ6iZ3Acr6iosLa2JjqI/qmtrWUymQwGg+ggekYkEgmFQlNTdc4HoNTJMmlpaZGRkR2XYBgWGRmZnp6uxiiaQKaTbEdZ+q90ozDJtzcXPj5a2tYoITpU/2FuExA26dCdSytLHp8lOgsAAKhI2dknMjIyOi1MT0+3tbXVQCT1o7DIjhN5/p+6UpjkW18XPj9dIRFKiQ7VT5jyfMIm/Xb38qcvHh4nOgsAAKhCqV2Fy5Yte/fddzkczsKFCwUCQUlJyc6dO3/++efdu3drOp8aUdkUx4k8fpjZy4tVtzYW8sPMBCMsyAy4gOR1cS29wqccSz0+DcelDp6xRMcBAIC+UaoQvvPOO0wmc/369Rs3bpQv8fb2PnTo0IwZMzSZTSPoplSXqTaCEeYvL1bd3PhIMMLcJtwCLrR4TcZmrsMn/556PBaXSRwHzSQ6DgAA9IGyJ4/MmTNnzpw5zc3NVVVV1tbW+n6Al2lFd5tp21IufnGu8taGR4IIC+tQMyiHr8PYzCV86vHU49NaRbVuQ/9JdBwAAFBW386iZLFYLBZLQ1G0z8ia7jHPrrFI+PJCZem1V7ajLXhBphgJyqGK2FynkdNPpSfNamks841Yh2Gw2xkAoAeU+qrKz88PDg4mk8lYF5rOpwXGDkzP/3Nwm2Vbdaf+zjePq+/VIx0dJEAPMFi8EbHJjbWPs04vkkrERMcBAIDeKdUjfP/99+vq6i5cuGBjY6PpQEThOBl5f+BUk9f44o+K4svVjhN4XDc20aH0EoXGDos5kH1uSXryrJCoPVQ6h+hEAACgiFKF8MaNGwcOHBg1apSm0xDOzNPYbKBxdU7Dk+OlTCu6UzSfaUkjOpT+IZFpQW/+lHNt3ZWEmGFvH2Ky+UQnAgCAHim1a9TJyYnDMZjf9Riy8OUM+cSV68rO+f7J06QyiQguOlQB5hP+uZP3zKu/v9VY85joMAAA0COlCuGkSZOSkpI0HUWnYGTMJtzcf6UbQujWhsLSa69wGRw57DOXwYsGBn989ejbr0qzic4CAADdU2rX6IwZM+Li4t55553p06fz+fyO58h4eHhoLBvxKCyy8yS+VQD3aXJ55c0657esOc7956RZ7XDwnMpk8zJP/9+QMVv4zmOJjgMAAJ0p1SP08vJKSUnZuXPn6NGjPT09B3ag2lolEskHH3xgaWkZFhZWUlKCEKqtrY2KijIzM4uOjq6trVWtWQ1h2zJ94pzsI60eHSrJ21UkqoG5LPrGyj48NGb/7YvLn93/legsAADQmVKFEMfxwsLCGTNmCAQCBoPx8OHDNWvW3LhxQ+XJCLdt29bQ0FBUVBQaGvr5558jhDZv3uzg4FBWVmZvb//111+r1qxGmXkZD1nhwnE2urft6fPTFVKxjOhE+sSU5xcx7cSjmz/lZWwhOgsAAPwPpaZhKiwsDAwMlEgkI0eOPHXq1MOHD5cuXZqamnrt2jV/f38V1jpkyJC9e/f6+vo2NjY+evTI39/f3d39xIkTHh4e+fn5MTExBQUFnZ6SlZW1cOHCzZs3d23N399fvVNyKNbWIHn5Z3XjU6FtpIW5nzHSsWsptTkNU1+JW6punFnAMff0idiAkXRrSiyYhkk1OI5XVlbyeDyig+gfmIZJNX2dholGo/V6ybtShXDGjBmpqanXr1+3t7fHMOzhw4f29vZhYWFOTk6JiYlKpunI3Nx80aJFO3bscHZ23rt3r7e3N5vNrqqqYjKZQqGQx+M1NDR0ekpWVtakSZPc3d27tvbll196enqqEON1CEvbys/VIxy3jjRhCnToEova2lojIyPdLIQIIamk5cGVZSQSzWvEFhJZh0KKRCKxWGxiYkJ0ED2D43hVVZWVlRXRQfRPXV0dk8nU2Y+qzhKLxUKhUPnfrCYmJmQyWfFjlPpVfunSpVWrVtnb27cvMTIymjlz5tatW5WM0klDQwOO47m5udu3b1+0aFFmZiaO4/KijeO4VNr95Qp2dnYpKSmqrVH9zJDAi1d5q+758XKuG9spyppqrCtdHJ3tESKEEDIbMfnQzfNL719aFPbWQRpDe115xaBHqBocx9va2szMzIgOon8wDIMeoQpEIhGDwSBgYt62tjY+v/M10QKBoKmpSbW1WlpaLl26lM/nx8XFPXjwACFkY2Pz8uVLhFBJSYlAIFCtWW3DkNVQrv8qN4Y57dbXhS/OVcokcIlF70hkauD4/1gIgq/+/pawsZToOAAAQ6dUIQwJCTl7tvMU5OfOnfP19VVtrZGRkfv27ROLxTt27Bg6dChCKCoqas+ePTiO79mzJyYmRrVmCUGmkewjrXyXDGgpF9/5prD6Xj3RifQC5j18tZP37JQjE+ur84gOAwAwaEoVwm3btp08efKDDz5ITU1FCD148OCzzz779ddf169fr9paN27cePnyZR6Pd+nSpV27diGE4uPjc3Jy7OzscnNzV69erVqzBGJa0jzm2TlPsin6ozJ3x3NhJYw33TuXwYt8I75MS5xRXZJFdBYAgOFS6mQZhFBJScnmzZsvX7787NkzDofj5+e3du3aoKAgTedrl5WVtWTJkqwsXf/GxKV4WXrNy4tVvACu3TgrMl3bUxHp8lmj3ap6mZZ15j2/URtt3aIIjAHHCFWD43hFRYW1tTXRQfQPnDWqmr6eNaoMRYVQJpNJpVKpVCqRSHq64ebmpsY0CuhLIZSTNEtfnK+szmlwnMCz8udq8xILvSuECKH66ofXk+e4Byx29p1HVAYohKqBQqgyKISq0UQhVHSiY6+nnCKEVL6mvn/7a2y2odwnx0srsmqd3+az+PB275GJxcDwqcfTEmeKWio9Qz5GunZtJgCgX1O04+7h3y5evGhiYhIbG3vq1Knbt2+fPn06NjbW2dm5uLhYa0H1EduO6fvhAF6Qae7Pz2EWC8VYJg4R005UFF3NOvOeVCIkOg4AwIAodYwwOjqay+UeOHCgfQmO43Pnzq2trT19+rQm4/2Xfu0a7UTSIn1xrrI6p8F+nKV1sJlGOzz6uGu0nUzaevvSJ3WVD0Jj9hsZa/UqGtg1qhrYNaoy2DWqGk3sGlXqVI60tLTIyMiOSzAMi4yMTE9PV2OUfoxiRHaexPdcaF+RXXf3uyeNL6DH0z0SmTZ03DZHr2lXjkysKb9NdBwAgEFQqhDyeLyMjIxOC9PT021tbTUQqd9i2zJ9FzvbDDPP21306FBxWzPsKe2ey+BF/mP/ff3EvKK834nOAgDo/5QaFWzZsmXvvvsuh8NZuHChQCAoKSnZuXPnzz//vHv3bk3n628wZDWUa+Zl/OLPytubC+3GWNoMN4dTQ7riOY6MiD1x/cTcusr7PiO+wDBtX4UCADAcSn2/vPPOOwcOHEhMTHRxcWEymS4uLmfPnj106NA//vEPTefrlyhMsvMkvte7jtV36+9ufdJY1EJ0Il3ENnWOmH66vjr/evKcNnHnQdgBAEBdlP2hPWfOnPz8/KampmfPngmFwpycnBkzZmg0Wb/HFjB8FjvbhJs/3PPi0aHitiYJ0Yl0Do3BHf72YRbX6fLh8Y21T4iOAwDon/q2x4nFYjk6OsJpTmqDIauh3CErXSlM8u2vH5dee4XL4LrM/4GRKH4jv3Lzf//a0berXqYRHQcA0A8pOkaYn59vZmZmZWWVn5/f02M8PDw0kMqwyPeU8oJMnySWVd6sc36bz3E0IjqUbnHynm1s5pp15l2PwMUD/BYSHQcA0K8oKoQDBw5csWLFpk2bBg4c2NNjYGQZdWHZMHz+6VR5qy5/3wvTgcaOE3hUtq5McKgLLARBEbHJ10/Oq6/O9xu1gUSiEp0IANBPKNo1iuP4pk2bEEIDBgz44osvnj59inehrZyGQT7B4Uo3ihHsKe0Gi+s4cvoZUUtV6rGpYuErouMAAPoJpY4RDho0aMOGDc7OzhEREXv27GlogFP4NIjMIDlFWfssdq4taLr99ePafBVnP+6XKDR2SNRuc5uAlCMTG149IjoOAKA/UKoQJicnV1ZWHjx4kMPhvP/++9bW1rNnzz5//rxUCpeEawrTkua1yMEpyvrJ8dK8XUWimlaiE+kKDCMPGvaZV+gn145NLntyjug4AAC9p+xZoxwOZ/bs2SdPnqysrPz555/r6uomTJhgb2+v0XDAzMvYf6Ur1419b9vT56crpGIZ0Yl0hZ37pJDovXcuryzI/g/RWQAA+q3PA3ZUVlaWl5dXV1dLJJKmJthrp3EYGbMJNx/80YDWhrbbmwsrb9YRnUhXmPOHjpzxR0nh6RtnP5BKRETHAQDoK6UKIY7jt2/fXrNmzaBBg9zc3L766isXF5cTJ05UVlZqOh+Qo5lQ3Wbaus2yLblSff/HZy1l8L2PEEJMtvWI2BMIw1KPTRU1w7sRAKAKpU7Qd3R0fPHiBYvFioqK+uqrr9544w24pp4QJgNYgz9yqbxV9+CX5xa+JvbjrSiM3idP7t/IFHrg+P/kZWxJOTIhJHof19KL6EQAAD2jVCEMDg7+97//PX78eCMjuNCbaPJhuz2NX5yrvLUBhu2WwzxDlnPMPdKOTxs0fLWj13Si8wAA9IlShTAhIUHTOUCfyCc4tAo0fZpYCoPRyNm6RZlYemadXlT1Mn3w6M0UqqFvEACAkmCINT3GFjB84pyrc+oLDr40GcByirKmGhv0YDTGpgNGzjh7L2X15UORwRN3cczdiU4EANADMMSansOQha+J6UDjkpTqW18X2gwzZw0x6KOGZApjyNgtRXlHrx2b6hvxhZ37JKITAQB0naJCKJVKpVKpSCRqbGyU35ZIJJ1uaC0oUIBMI9lHWlkONnmaXFZxS+QYTbIcRCc6FJEcPKeaWftlnv6/8meXh4z5hkyBc7sAAD1SVAjJ5N77FtAj1B1MK7rXO45FmaVFJ6sqMxqcoq2NeIZbDo3NXEdOP3P74vIrCVFBE3awuU5EJwIA6ChFhfDhw4fyGyUlJZMnT46MjJwzZ45AICgtLT1w4MDNmzevXbumlZCgD4zdGDwfs7p7LQ9+embmxXEYb2Wws1hQaOzAN38qyjt6JSHGb+RXtm7RRCcCAOgiTJkuXXR0NJfLPXDgQPsSHMfnzp1bW1t7+vRpTcb7r6ysrCVLlmRlZWlndfqrpqaGxWLR6XSJUFp8qboiu1Ywwtwm3IJEMdxrLOoq72eeecfKbpjfyA0kcvfzNwmFQrFYzOVytZxN3+E4XlFRYW1tTXQQ/VNbW8tkMuGa7L4SiURCodDU1FSNbSo1skxaWlpkZGTHJRiGRUZGpqenqzEKUC8Kk+w4kecT59z0UnRr46PKm3XIUHdjc628R8863yqqu5IQ1Vz/gug4AADdolQh5PF4GRkZnRamp6fb2tpqIBJQJ6YlzWOendsM25Kr1fe+f9r4vIXoRMSg0oyDJ+6wHzj5SkJ0+bNLRMcBAOgQpY4eLVu27N133+VwOAsXLhQIBCUlJTt37vz55593796t6XxALUxcWIP/5VJ5q+7hvhccJ5ZTtDXd1ABneMdcBi8ytwnIOvMuv2icd3g8THMPAEBK9gjfeeedAwcOJCYmuri4MJlMFxeXs2fPHjp06B//+Iem8wG1wZDVUK7/Kjcja/qdfz822EmdTHl+o2b+2VT7NPVYrKipnOg4AADiKTsN05w5c/Lz85uamp49eyYUCnNycmbMmKHRZEAT5FccDv7IRSKU3t5cWJ5Rg8sM7sghjWEaNulXgeublw69UVF0heg4AACC9e3EehaLxWKxNBQFaA2dS3WZatP0Uvj0RHl5Rq1TjLXJAEN7WTGXwYu4Vt43zr5vP3CKV9hKovMAAAjTt4l58/PzMcxwz8LvZ9h2TJ84J/tIq8IjJXm7ikSvWolOpG0WguDRsy/WVd5PPT5N3FJFdBwAADH6PEM96GfMvIz9V7py3dj3tj15mlQmERrWsHl0pnnYpN/MbQLSj8fUVdwkOg4AgABQCAHCyJhNuPmQT1xlEvzWpsLSa69wqQEdOMQwslfoCp+Rm+9f+ehB2nqZ1OB6xgAYOCiE4C9UY4rLVBvv9xzrHjXd2lhYecuwLsC3sB0eFJPUWPvk0m/j6qpyiY4DANAeZQvh48ePZ86cOWbMGAaDkZ+fHx8fn52drdFkgBBGfIbn/zm4z7GtyKy9/XVh9b16ohNpD41hFhK1Z2DwR2mJ0/MytuC4Ye0lBsBgKVUICwsLAwICTp06NWTIEJFIhBC6ceNGRETErVu3NBwPEMPYwcj7n07Ok/gvL1Td+/5p/ZNmohNpj61b1KgZf1QXZ1z9fVJz3XOi4wAANE6pQhgfH89isXJzc0+ePClfkpiY6Obmtn79ek1mAwTjurEHf+QiGGFeeKTkwc/Pm0tFRCfSEiOObfjUY7ZuUSlHJj67/yvRcQAAmqVUIbx06dLHH39sb2/fvsTIyGjmzJmZmZkaCwZ0A4YsfE38V7pa+HJyf3mev/+lqMZAziXBXAYvCp96/GnO/sxTC8XCGqLzAAA0RalC2NbWxufzOy0UCARNTU0aiKQeCQ+TEx4mP6srIjpIf4CRMesQM/9Vbmw7xr2tTx4fLW1rkhAdShs45u4jZ5zlWAy8eHBU2ZNzRMcBAGiEUoUwJCTk7NmznRaeO3fO19dXA5HUw8XUqbSpfNXV9ZOTFmzO/D6lKK2htZHoUPqNTCfZjrIcstKNwiTf2lxoIKOVkkhUz5CPg6N25Vz7IvvPxZI2AzpcCoCBUGqItW3btgUFBX3wwQfy8UUfPHhw8ODBX3/9NSUlRcPxVOdv7etv7YsQKm0qv1V+78qL9G9v/GjDtva39h3K9/O1GkQhkYnOqJeoLLLjRB4/zOzlxaqbGx4JRpgLRlhg5H4+3pA5f+joWedzrn1x8eCooZHfWwiCiE4EAFAbpWaoRwiVlJRs3rz58uXLz54943A4fn5+a9euDQrS3tfB689QL8Wlj2ufXS/OzijJftlY4mc1KNQ2MJA/hMeyVGNOwrXPUK+FdbWUiV6cr2ouFTm8aWXhY4L0uRoqOUN9+fPLty98bD9wsmfIJz1Ndm9QYIZ6lcEM9aohbIZ6hNClS5dyc3NTU1Obm5sTEhKEQuHLly/VmEMLyBjZ3cxlgc+MHeP/fThmR6TzqIJXjz84t3zGiXe2ZG2/XnKjFYYU6SMjPsNjnt2Ayfziy9V3v3tSV6i7x4zVxdpx1OhZ5xtrHl8+FFlfnUd0HACAGii1azQhIWHevHkRERFUKhUhZGtrS6fTp06devDgwdmzZ2s4oUZw6SYR9mER9mEyHC+sfXKr/N6x/FNfpf/bw9x1KN/P39rX3cyF6Ix6g+vG9nNlV9+rf3KslG5GcxjPM7ZnEh1Kg+hGFiHRe4vyjqYei3X1f89t6AcYBiM0AaDHlNo1GhQU5Ovr+8svv3SceuK9997LyMi4d++eJuP91+vvGu1Vc1vLrfJ7N0pv3yi7Q8Kw4bbBYXZBPpaeJL36mtPmrtFOcClecaP25cUqFp9hH2nFttOncqjkrtGOWhpeZv+5hESmDh23jWlso7lsugx2jaoMdo2qRhO7RpXqEebl5X3yySedJmAaM2bMwYMH1RiFcCyqUbhdSLhdCEKotKn8enH2rrsHixqKg22GhtkGBtn4MynwllVEfpUFL9C06k59/oGXDHOa45s8dv/tHRpx7MKnHn9yd/el38Z5ha108tbLvSMAAKUKoaura3Z29uTJkzsuzM7OdnNz00wq4tmwrad4RE3xiKpsqc4qvXXu6eWvM3/wtfIKtQ0cZhtk2ydhIgAAIABJREFUyuhDv8HQYGTMaijXcrBJxY3ah/teMK3ojhN4+tU7VB6GkVwGL7IQBGf/GVdRdNVv5FcMFo/oUACAvlGqEH722WfTp09ns9kzZ860sbGprKw8fPjwt99+e+DAAU3nI5yVkUWUS2SUS2Rja9Ot8nvpxTd+vrPPycQ+1DYw3C7E1lB3iPWqvXdYcaM2b88LIx7dcSKPbds/yyHXynv07IuFt365+OsYj8AlA/wWwlFDAPSIspdPnD59eu3atbdv35Y/3tPTMz4+ftq0aRqO919aOEaopFZp6/2qh+nFN668SDOmsUMFgaG2AYMsB2K6cfUAgccIeyI/dvjifBVbwLB/w0o3y6EKxwi7aqjOv31xOcKwIWO2cMz77f6SjuAYocrgGKFqNHGMUNlCKCcWi8vKyqysrIyMjNQYQhm6Uwjbyc84vV6cfbnoWqu0Lcw2KMw20I83iIwReam+DhZCOZkEr8z+uxyO57EFuvX5V0shRAghhD+7/9uDtA1O3rM8Q5aTyDQ1hNNhUAhVBoVQNcQXQgLpYCHs6HHts/TirNSXmdXCV6GCwGF2wQHWflQiLrjW2UIo91c5PFfJtmU6jOexdKYcqq8QIoSQqLnibsrq+qq8IWO+trQLU0ubugkKocqgEKpG22eN5ufnm5mZWVlZ5efn9/QYDw8PNabRXy6mTi6mTvO8p1c0V6a+zDqSl7jh+tZgm6Ej7EMCbfzp/b1boDwSBbMOMbP051Zk1ubufM5xYjmMt2Ja6WjZVhmDxQueuLPs6fmb5z60sA3xjfiSBidYAaCrFPUIMQxbsWLFpk2bOl040ZHWOpQ63iPsqkHcmFGSfeVF+r3KXF8rrwj7sOF2IUZUjR8e0/EeYUfSVllFZm3x5SpdKIfq7RG2axM35GV8U1J42itslYPnVPU2rgugR6gy6BGqRts9wvYipy+7T3UKh24c6Twq0nlUQ2tjRnH2lRfp393cIa+Iw+yCWVRtH2TVQWQaySbcnBdkWpr6Kuc/z0w92HZjrZiW/ar3TKVzfCO+tHWLvn1xeUnhKb9RG42MBUSHAgD8D/LatWt7fRCPx8NxPCyMyEMdJSUlf/zxx6JFiwjMoBo6me5i6jTGcUSM63gyRrpekv3DzV03y+82tjbz2dZqv0hfKBTSaDQKRakLY3QBiYKZOLP4IWai6tbHR0ubi4VMSzrNWNv5JRKJVCrV0M9zI2OBk/csYVP5zT8XI4TMbfz70/UVzc3NbDab6BT6RyQSUalUPfqo6giJRCKRSJhMde5dU+pkmdmzZ7969ers2bMK9pFqmt7tGlVAJBHfrriXUpSeXpzlzHWIsB82ymGYGVM9PX092jXalVQsq8iqLblSTTel2o6yNPMy1tqqNbRrtJOmume3L34ik4iGjN3CMXfX6Lq0A3aNqgx2japGE7tGleoRDhgw4MyZM6dOnWKxWK2trTU1NdV/s7CwUGMaBfS3R9gVhUSx4wjC7UKmeERbGJndLL/3/a0dGSXZLW0iK5blax5H1LseYUckCmbsYGQzzJxEIRX9WVl9p57KpjAt6Vq4RFOjPcJ2NIapg+dUjETN/jOuVVRjbhNEIunlK9UR9AhVAz1C1RDWI4STZTRNLG29UXr72svrGSU3nbgOI+xCw+1DrIxU+ZGh1z3C/4GjmrzGFxcq8TZcMNLCcogJRtJgPdROj7CdqLnyfuqXr8puDhm92co+XDsr1QToEaoMeoSqIWzQ7fZqJ7+gnsfjqbcaAzqZNtwueLhdcJu07Wb5vasvr+9/cMTWmD/CPmyEXSifbZDDV2LIzMvYzMu44VlL8aWqF39W2oSbW4eYkqj94egag2UV8MYP5c8u3rrwkYUg2DdiHY2hzg82AEB5yn6nHD16dPDgwUwm08nJycjIyNvbOyEhQaPJDBOVTA0RDF0ZvOTE5IMfDPlHZXP1P89/Mu/0P/fmHC6q17OZkNWF42Tk+X8ObrNs6x41ZX/16MW5SolQSnQo9bB2GjN2TgqVzrlwcNSLh8cRgtOzASCAUoVw//79sbGxo0aNysvLa25uLigoiIyMnD59+msOuv3gwQMWiyW/XVtbGxUVZWZmFh0dXVtb+zrN9g8kjORt6blk6KJjk/Z9HPTPxtamf12On3f6n7/c2X+/yhAnRpeXw0HvOYpetd5c/+hpUllrg4ToUGpAobH9Rq4Pidr9+M6uK0eiayvuEp0IAIOj1DFCb2/vkJCQHTt2dFy4aNGirKysnJwc1VZcV1c3evTo9lG8V65c2dTU9O2333700UfGxsYbN27s9Pj+fYxQGe1Dm154fkWGy0IFgSMdwroO9t1/jhH2TFTTWnr1VeXNOjMvY/txVgwLNVx6qOVjhN3Bix+dvp+6zkIQ7D18DYNlRVySPoBjhCqDY4Sq0cQxQqV6hMXFxREREZ0WRkREvHjxQrW1ymSyefPmrVq1qn1JUlJSXFwcnU6Pi4tLTExUrdn+jYRh7mYuC3xmHIr+ZWPEGmMa++vMH6YlL/r+5s77VXm4Ie1VY5jRnCfx/T91ZZjT7n3/9NGh4pYKMdGhXh9m6xY1du5VlonDhQMReRlbZNJWoiMBYBCU6hFGR0c7Ojp+//33HRfGxcU9fPjw0qVLKqx1/fr1dXV133zzDYb9FYDNZldVVTGZTKFQyOPxGhoaOj0lKytr2rRp48aN69ra+++/7+zsrEKMfuBFU0l66Y30sqyWNmEIPyCQN1hA4hmzjPt3j7AjqUj26kbTq+wmIzuaZRjHSKBi71AkEonFYhMTE/XGU01LQ9GTW1sbXz0c4L+M5/QG0XEUwXG8srKSxzPI87leT11dHYPBgB5hX4lEIpFIpPzOGzabTSb3MiOQUmeN/vjjj6NHj169evWCBQsEAkFJScmePXsOHjx4/fp1JaN0dPHixUuXLp0/f77jQhzH5Rdp4DgulXZ/KgSNRut2jG8Oh0OlEjDPgy4YYOo4wNRxrldsUWNxWknm7rzf6kUNwfyh4XYh3hYDiZ0QSjuoVCQYTecPN62+1Vh8vIbKIVuGmnAHGvX1WguJRCKTyXTkjWRi7jJk3PZXJdfz0r8sffS7Z+gatpmOzm6I4ziVStWR7aZfqH8jOoiekUqlUqlU+e2mzDgwr3sdYbvU1NRhw4YpE2vlypWbN2/u9NwFCxacPXvW1dW1sLBwwoQJjx496vQsOEaopAcv827X3r9eml3SVBYqCBhuFxLAH2wo01/gqCavsTT1lai61TrU1DrEjMJU9qeADhwj7AYukzzPPZKX8Q3feZxX2Kd0phnRiTqDY4Qqg2OEqiFsPkIF0zC1s7e3V2G23vZdo//617/odPqGDRtWrVolkUi++eabTo+EQqik9pNl6sT1WSW3Ok5/EWYbxKaxiA6oDU3FwtJrr2ryGi18TQQjzJWZ10I3C6Fcq6juYea3LwuSPQKXDPD7B6ZLHX0ohCqDQqiafjgxb3shrKurmzVr1r1794YMGXLw4MGuh2qgECqp61mj8ukvrpdkZ5fdkQ9tGuEQZqF7fQu1a22UlF+vKUuvMbZn2oSbc90UDQOmy4VQrq4q917Kaklbk2/ElxaCYKLj/AUKocqgEKqmHxZC5UEhVJKCyyfE0tZb5XdTitIzSrJt2NYhgoAxjuF2nH4+K5BMglffrS++VEWikmzCzS0Hm2Dkbnb1634hlCt7ev5uymoTCw+/keuNOHZEx4FCqDoohKohbIg10D/QybRQQWCoIFCGy3Kr81OK0j+8uMqYxo6wHxZqG+Bu5kJ0QI0gUTCroVwrf25dYVPptVfPT5dbh5jZDDOnsHRoB6Py+M7jrOzDH9/Zdfnwm45e0z2CllKoBrG7GwDNgR5hf9OnC+pluOx+1cPUlxnXXmbSyNThtsHh9iEe5q6YFqZ7IEhzqagsvab6br2Zl7HtaEsj3l8bSl96hO2ETeUP0tZXvUz3CvvUwXMKIuglgx6hyqBHqBrYNQqFsHcqjyxTUPM49WVm6suMptbmUNvAMNvAITwfWj893bStSVJxo7Y0tcaIR7cZbm7maSwU6VkhlKsuybyXsppK53iHf27K89V+ACiEKoNCqBoohFAIe/f6Q6yVNVWkF9+4XnIj/1Whr5VXqG1gmCBQXfMG65S/Dh9ersZIyCLQmO1JM7XQvz8Tx6XPHxx5mPmtGd/fK3SFsXZ3cUMhVBkUQtVAIYRC2Ds1jjXa0Np4uzwnvfhG+8k1oxyGOZgQf4KGmuGo7lHTi8sVLaVi62BzfqgZ3VT/rnGWSduK8hLyMr6xEAQNGraaZWKvnfVCIVQZFELVwMkyQKs4NOMI+7AI+7BWaev9qofpxTc+uvw5lUQJEQSE2Qb68Qb1k5FrMMR1Z9PtyY1lzS150rtbn7BsGNYhpubeHI1OBaxeJDLVyXu2ncekJ3f3phweb+PyplfoJ3QjS6JzAaAHoEfY32h69oln9S+uFKVnlGSXN1cG2fiH2QYG2fgzKXr/q7b9ZBmZBK/JbSjPqG2pEFsHm/LDzKhsPfu9KBbWFN766dn935y8Z7kHLqHSjDW3LugRqgx6hKqBXaNQCHuntWmYKporb5TduV58415lroe5a6ggcKTDMHO9PZTY9azRpmJheUZt9d16rhvbOsRU8fX4OqilsSQ/a1vpk3OuQ95xGbyITNHIWwIKocqgEKoGCmEfCmFbeRFGppDNeBhZz37Ovybtz0fY2NqUWXozvfhGdtkdJxP7YEFAiGDoAK6j1gKoRU+XT0hE0v9v786DIynvvME/edZdlVl3laQq3Wpd3U1fhoYBHxw20GBj/L7hY1lm953FES/v4IlZm9l4Zz0TY4dnPbbnWB/M+mV47cABZsCMTc+EMQMMxuZs9alW675V95F1H3nuH1mtVqsFkqolVZX0+4SCSGVXlR4lqfrWc8fPpoO/Syqy4jludX2EJTQb2rysTmQSE6PvfjcZOrPvI19pHfj8li/PBkFYNQjC6kAf4SYUhl4vnntTSicIs410eEm7h7R7SUcTafcSds9eS8dtZaKNd7R+9I7WjwqyeC4y/Hbg1J//9luSIt3oPXJj05FDrv3a7amL7AxSS7hvsrpvsmZmC8E3EwuvRO0HLJ6brQZvY7x/mW3dH7nnx8nQ6Yu//9bkmR/33fTV5u57azXpEID6tGtrhCpFEqVUTEqExXhITITFREhKhIXwPEbRpMtPefykzU3aPITNTblaMLox3to+XJ3sUB/MhU+Hzy83nB7xHLyl+UZfHS/ntsEJ9XxWjJ7iQm8lKQPpvol1HmVxsmFCJbrw5vDvvonj1MAt/5ejZUN7xawLaoRVgxphdaBpdIv6CGVJTEbFeFCMB8VYUIwFxHhQ4qK4kSHtXtLhVeuOlNtH2twIb7CBkXUShMtKYulM5MLbS6feCZyiCVodcXrAOUDW2YXd3MoyClIXbMstFp1HWfdxVmttlJUHlKWJfx156//Rm5sHbvnvrGv/9b4cBGG1IAirA02jWwQnSLuHtHsQOnzlpCyLXCUdpVgwPz0sRhakdIK0e0lXC+Xyka4WytVCOlswqlHe8uqCltReXuBUmeSmT4fP/88Lz8xnlg659h/xHGzUqfoYYrqNTLexGC2H3k6e+7tpS5vBfRPL9BjrfsYF1tx9wtv5yfmR59556X+1eY/2H/8zI9te61IBUEt7ska4YWrLqhieF8ILQnheDC8IkQVcayDdfsrto9x+0u6hvG24sY7W5aq3GuGa1L0S3w6cOh0+r07VP958tNvaUcM1Tq9nrVGZl2Nn0+F3OT4tOI8wro+wWlsDfFoShcL02Scnz/zY2/mpfcce05ubq3gRqBFWDWqE1YGm0bqYPiGlE2JkQQjNC5EFITQvhmYRji/3OFJuH+n2k1Y3wmrznt4QQbhMkITz0ZG3A6feCZwSZfHGpiPHPIcOuw/oKd0Ol2RLFt0uRsuR91ORU5zGQrlvYh2HGYKu9yGmfCk1cfqJ2QtPezs+2XPsvxmZtk09HYKwahCE1YEgrIsgvJaUigmRRTGyKEQWxMiiEJ5HskS5/aTbT3laKbeP8rThxtVbDW+TxgrClRYygXcDp94PnR2Jj3WzHce8h455D3WybTtTTdzC3ScUWUlP5cPvcKmpnLXX5DzC1P8cRJHPTZ//yeTpJ6yew303fZVxDm7wiRCEVYMgrA4EYZ0G4bXkYk4IzYvheSE8L4QXxPCcIgpqrZFy+SiPn/S0EqZt6Rtr3CBcVpb4i7HRodC50+HzkXzsoGvgiOfgTU1H7Trr9v3Q7diGic+I8XPp8LscUhTnUcZ1jK3zRWpEIT938ZmJoR8xzsF9H/kTq/uGdZ8CQVg1CMLqQBA2TBBeSy7khPCVaBSCM0iWVkYj1dSBG8zX/4N2QRCulCxyp0Jn3w6cOhO+4DG6DrsPHPEc3O/sp/AtTpRt3Y+wskjN+bS5Ve88ytT5KqayxM9f+ufR9/5Ob2rqP/61D59oAUFYNQjC6kAQNnAQXkviokJ4QQjNiZEFITQnhBdwo5lSo9HtJz2tlNtfxQjVXRaEy2RFnuRm1LmJ06m5g86B483HjnkOuQxbs670DmzMK5XlxHAmOpQqhEvOI6z7RlZrr98xNbIkLI7/cuz9v9fobD1HH/W037nmwyAIqwZBWB0Iwl0VhKspipgMi+F5ITQvhOaF8LwYXSQsdsrbSrn8pLeVcvtJZ/O6a+Ls1iBcKVVOn4tcHAqdU+cmHnYfON589Ij74PVsI7yTO9Q30JgaRZEDk/926Z3v0Fqm5+ijnvY7Vq1KA0FYNQjC6kAQ7uogvJYsiVz06skbi4SJJd0+uqWLcvtJt49ytiD8qvfQvRCEy2RFmUhOvR86837wzExqfsDRe8R94LDnYDvj3+wQm50MQpUiKclL2ch7XGauYD9gcR1lTH59fa59pihyePbV0Xf/VpaErsNf9vU+sLxmKQRh1SAIqwNBuMeC8BqKJIqxgBheEMLzao+jmAiTNjfp9lNuP93SSbr9GUQbjMY9EoQr5fj86fD50+HzQ+FzBaF42H1ADUWn3r6Rp+98EC7jM2L0FBcdSsmi4jzMOA5bdI46/d8XXXhz5O2/Eflc95H/6tv3GQwnIQirBkFYHQjCvR6E11LKRSE8L4TmhNC8EJoTw3MyzxMun6apjXL7KY+f8rTW1Xz/nZEocsOxS0Ohc+8Eh2icUofYHHYfMNEfOI2hhkG4rBAux8+no6dSOIU5jzLOoyxtqsdRpvHA+xNDP8gkxjtv+C+tA/9LPJGCIKwCBGF1IAghCNeXWJrXZBMoGRSDc0JkXgjNIwyjPK2U2095WtW6I66v92ltW0hd/nsodG4ofK7J6KmMO3X0UQS18mH1EIQVCsrMFaJDqfi5tN6tcR5hHIeYOtz7KR54b+y9v8ty0+7uL+2/6f8gyJ1eA6HRQRBWB4IQgnB91/YRrjNzo6WLbmrHNLv/XUxSpCluVg3FscSkuifGYfcBdWm3OgrCy2RRSY3nokMpbjzL9picRxh2nxEj6qsXMRE6c+H3380nLrQOfrHzwB9qjVA13CgIwupAEEIQrm8jg2UkLiqEL49NDc0LkQXCaLm8Do6f8vhJZwtG12k31ZbI8Nmz4eHlDsUj7oODtt5+pqfTXY/LT4tFKTmSjQ6lcoGifb/FeYQxt9bLsBq1j9CkK88O/2zu4rOOluNdhx6xeg6v/8w9D4KwOhCEEITrq2bUqKKIiXBlRmNwVogsitFFwmIjXZfXFnf7KJdvt0ZjOB8dCp17P3DmfOyigTbc4Bq8wTV4g2u/rf62xShzQuxsKvJ+ShZkxw2M6yOszlHjmYgrB8uIfG5u5NnJMz/W6KwdB/+LOpqmtsWrZxCE1YEghCBc31ZNn1i1trgQmMa1+ivbbrj9u6xBVW0aLZAlte30bGTYQOkPuw8MOnoPufc7Njb0dMcUwuXoUCp6iqMtlPMI4zhkqdXibdeOGlXnWoyf+kEpH20b/FL7/ocozRYsmbT7QBBWB4IQgnB92zePcHdH47V9hMujbM6ELxhpgzrK5gbXoKVu3tYVWUmN56Jn0tylrKlVbz9gtg2aSd2O7nj8IdMnuMiFqbP/Izz7qq/3wa5Dj1S3zdMuBkFYHQhCCML17dyEelkWk2qD6qIQmhMiC2J0iTBZSVcL5faRrhbK7SddLbjWsO0l2QofMlhGVpT5zOLyOuAm2qiG4iH3fjNt2vmiXksW5NREPn4+nbyY1Xs09gOWHasjrjuPsJSPzFx4eub8/7R6Dvcc/W8279EdKFVDgCCsDgQhBOH6armyjBqN4QUxsiBEFsXwvBBZxLV60uWj3D7KVUnHHduRalM2OGpUXfJ0ODo6HLt0JnzBqmMGHX3rTlLcMTufiBucUC8K+cWxf5k88/+RlB66D1UQhNWBIIQgXF+9LbG2avKGGJ5XBJ60e0i3j3L7a76P8bIqpk+IsjSamDgXGT4bGR5NTPjNLYPOvoPOgUFHr1lT45rijiXiplaWUbsPp87+UyY50Tbwxc4b/ojW1uOnop0BQVgdCEIIwvXVWxBeS86lhfC8uo+xWn2USwXK1UK6/ZSrhXQ2U24/aXMjfEf7uq5zHqEgCWPJyfORkQuxSxdjo06D44Czf7+z/4Czf1u3UVzXdididUuscZHzk2d+HJl73df7uc4b/neDxb9V5WkgEITVgSCEIFxf/QfhteRSXowsXk7HJTGyIKXjhNVdyUVXC+nykc5mXKvfvjJs4YR6WZHnM0tqn+K5yEUCx9Xm0wFHb6ulZbOrgW+VbUrE61lrtJgLT597au7iM4xrf/v+hzxtt++p9lIIwupAEG4iCF8PKomywtKYmUZmCplpZKYwI7X+ExtdIwbhtRRJlFIxdecNMREWQvNCcAYjCHVBHNLm3vI21e1bWSaYCw9HLw3HRofC50piudfWNejsO+w+0MV24LVoEF4jEQ8zlKHK+vf1L7otS3xw+jezwz/LJMb9fZ9r3/+Q3txS9as1EAjC6mxHEO7az1/DSeX3ESXFy2keZXiUEZQMj4oSstCIoTFTJRqRmcbMFGI1yExdFZkMjRgNYmmMbexAaVQYQZI2D2nzaPtvXD4pcVEhuiRGFsXIYmnsjBhdlEsFytlCupopl490NpOuFtLuxcj6+rzjNbq9Rvdd7R9HCMWLyYux0QvRS99770dL2eA+W9ego2+/s+/atU+3D07h1n6Ttd8kleXkSDZ+Pr3wctTUqrMNmq39Ztq80+8JOEE3d59o7j6R5abnR37++jOfsjj62wa/1NT5qT1VQQQ1tGtrhGuSFJThUYpXMoKajijDKxkBpcooffXJFI9SPOLKSopHDI1YDcbQiNUghsZYzYed0e5ox9YadkeNcIPkUl6MLonhBSG6JEYXhfCCxEUJs410NpHOFsrZrB4QFtu6L7Xza41ypdT56MiF6KXz0ZFQLtxj6xx09Pbb9w04eg3UNjYCX0utIyYvZRPDGcpA2A9arP0mY/OGpoRu+TZMklgOzbwyO/yzTHLC3/tg+4GH9aamrXrxugI1wupA02ht+gi5MuJ4JVVGHI9SZYVbkZFcGaV4hStfOYNjiKERS2NWLWJpzKpBVg1iNZhVg1gNsqoHNLJqMZZG+DY0jO2pIFyDLIlcVEqExXhIHacqJcJSJqHu2kjaPOrBtXP/a7vodo7PX4yPjsTGL8QuTSSnXAbnoKN3wL5vwNHbZPLsWDEUWcnOF5Mj2cRwWpGQWnG0dBqwD75Tt28/wmxycv7SP89dfMbiGGgb/FJT193LuwHvDhCE1YEgbIDBMgWxEo3JMkqWKwccryTVg7KSLCOujJJlJVlGDH05GjXIqsFYDbJeDsvlA/WfNl7R3OtBuBa5lBdjQSkRFhMhITwvhheEyCJGkss9jqTNI7Eu0WRnrLUc4Vkp7eWxNheil4Zjl9RuxW5r535n36CjlyZ2aHHRQricvJRJjmSL0TLba7L2m9heE0Gv3g1quzfmlcTy0sRLU2f/R7kQ9/V+tuPg/6Yz7twng20FQVgdCMIGCMJNuRKNPEqWLh+UK6mZLCvJUuVbEl8dkDbt6jPqQSkDQbgBiiImI2IsIKptqtElIbIk59OUo4m88uUlnc2EqcZLb8eLyYnklDqFf5Kb8ZtbBhy9+519B5wD7I5MwitzAjeWTY5kMzMFc7ve2m+yDZqXh5vu2A71XOTC7PDTgcmTTt+tbYNfcvr+ANXJBhzVgiCsDgThbgvCjcsJVwdkGSXKKFlSOP7KGfVAlhWrBrNp1bC8EpA29UA9r0FWDaaHgQgrFIvFUiFvQsLyUFUxHlqjWdXuIT2ttUrHolgajU8Mx0YvxkdHYmNWHTtg3zfg2Dfg6PNbmrd7YoZYkFKTueRINjmS1bs11n6TbdCitVM7E4Qqgc8ujf9q5vxPRKHYOvD51oHPa3TrdwDXJwjC6kAQ7t0g3LhgjCuT+qxCrwzIROnywYrIVJQ16pS25aRcEaKGPRCZH9RHKBdzaiKKiZA6kUMMzSIcJ20ewuam3H7K7SdsbsrZvMMLjsuKMpdeuBgbHY6NjsTHUqV0n72nz97da+vps3dv68rg6uCaxMVMciSrYSjaj/mOeYzNup2soSWCp2aHnw5O/8bddru/73NO3x80XA8iBGF1IAghCNe38T7ConhVVTJxdWSu/CdJQazanblWe6xt+YwWM9fXzIVN2NRgGSmdEGOBy19BIbokJcO4kSHtXtLhvfJfuxejdqhLLy8UxhKTF6KXJpJTF+NjFE4OOvoGHX09to4ea+c29SwqspKZzS+eivDzslCQrPtMbJ+R6Tbu2A4YfCm9OP7iwqXnC7mQb98D/r7/ZLb17MyPvn4QhNWBIIQgXN92DJYpSasbZpPlSqfmqsgsSiuG+VydnSy9IkS1mFVTXz081ztqVJZFLirGg2I8KMWCQiwoxgNSMoIbLJXuRvuVgNyBdFSq8k70AAAgAElEQVRn8Y8npyeSU5PcrN/cPODo7bF2dNs62yy+LfxBy32EpSSfGs+lJvKpiZzWRqsjTo1NO1RNzHLTi2P/sjD6PEFqfb2fa+3/zxq9Yyd+8HWAIKwOBCEE4fpqO2pUkFdG45XRsysHzS6fYegrvZjsioomS6+ec7IDszO3afrE8prjYiIsJkJSIlwZsGqrLDteaWLdzpbVklia5GbGE9PjyakL0RFeFvZZO7utnT22jkFH33VumnHtYBlZVDIz+dREPjmSEQoS22O09pvYHhOhXT3idMspipwIDi2MPr808RLrOujrfbC5+16CrNM9MiEIqwNBCEG4vkaZPqGgK9NIVqXm1QcKxyMCu5yLHzDhZPmAqbautXPzCBVF5KJSPCjEAlIsKMaDQiwoJcO4wUzaPaTNS9o9hN2jHuP6rd/aKZKPXYqPX0pMjMbHp7hZr9HdZ+/ZZ+vaZ+tqY3zEJnvaPnzUaCnBpyZyyZFseipvaNJa+01Mt3GDU/WvhySWQjP/vjD6fCI45G77hNqJWG+jTCEIqwNBCEG4vkYJwk3Ji1dqkx8y4YQrKxm+UptkL1c0l+uXlTN0JUfZqwcB1XZCPUJILuQqVcbwvBCelxJhMRZEOKZWGZfHrBI29xausCrK0jQ3eykxPpaYHEtMRvKxDra1x9q1z9a1z9bZbGpadzXUDU6fkHk5M1dIjmQTwxmMwJhuI9NtYPeZCM32VhOLuXBg8uTcyHNCOd3S8+m2gS8amNZt/YkbB0FYHQhCCML17cog3DhZqSSiOrFkeQUDdU0DbmWOlhVZQSxdqWuaSclMyC4TrdYv2csrzS4f1GTxPDmXFuMhMREU4yExHhLjQSkekkt50u4l7R7S5iHUA7uHYJ0Ycb2je4tiaepyI+pEcipWSLQz/m5rp9q5uObWGVXMI8wHS9xoNnkpmw+VLB0GttfEdhu19u3tN80kxhdGX5gbec7ItPr7/lNLz6fJWm+kDEFYHQhCCML17fEg3JSSVGme5cookitH82KZ0Kshyl1O0+UDHLsSjWpHJnu5xnntgWY7U1MpF8V4SExUolGMh6RESEonCIttue64fIAbqp9HkRcKM6m5a3NRXSXcqmPR9U2oF4tSajyXHM2mxnM4iTM9RqbbyHQZSP12XT5FkWKLb80O/ywy94ar9aO+3gfdrR+v1dLeEITVgSCEIFwfBGF11m0aLYiVyOR4xK13QOKV1dhX1izVRWivObk1KxuoG1epi6wuD8wREyFF4AmzjVCXArC5K2NzXD6M3vQdEi8mxxNTY4nJseTkWGJSS2h6bF091k4XZrux86hZY7qe8qu9icuDTtW2U3O7ASe3pWOPL3GLY/+yMPpCIRts6rqnufs+m/cohm37cJ6VIAirA0EIQbg+CMLqbG0fYV6srM++qmapLtTO8QpXvnKgoEoL7QZ3ONkUuZAVEyEpXlkQQEyEpURYSscJs5VY7ne0ukibm7S5ceMmfv1QLqL2LF4IX5rPLRppY7e1vYvt6LZ2dFs7bLoq36cUWckHS2oo5haKRp+O6TYw3cZtmolRyCwFp3+9NHEyx814Oz/l6/2czXtkZxIRgrA6EIQQhOuDIKxODQfLqC20q3c4+YA9T9J8pULJaBBLI0aDsfSVjGRWpCZDYwyNdGtWN1fs0XG5+hgRk2FF4Emri7C5SZu7cmB1EzYXrjV8UOGXm0bVNVHHE9MTyanRxKQoi62Wlg/vX1yXVJaz84XKTIy8ZOkwMN0GttekYbZ+4YZCZjE4/fLSxMlCZqmp656mrhP2pqPbOtAUgrA6EIQQhOuDIKxOzUeNbpA67SR1uU65ahewFH/lTKqspHiEEGJoxKyoXDJXB6eaqWpwWjAeyyVWt6/GggjHCLMVN9uual91NmMa3Qf1Ea7Mxbn0YrqcWTnuxm9uWXc86ipX2k4nc6SOqIw73Ybpifn0QmjmNwujL5QK8abOu7cvESEIqwNBCEG4PgjC6jRKEG5WUayk4/L2makPDU4deTksV1Qr3SjjLUWcxQhbiJjyEUMmTGUiWCpC6E2EzS3oLMYmP2l1EayTtLkJ1omRq2tsiSI3kZyeSE5PctMTyZkcn+uydnSz7V3Wjm5rh8/chG+4NVKRldyi2naayy0VjS06S6eB6TQYffqt7VDMJMaXJk4uTbwkCQVv56e2PBEhCKsDQQhBuD4Iwurs1iDcrKxwJSzV+LxyXEYpHqUvZ2q6LGsKXJcU7hLD7XKsWYh4+KijGGOKsZLWXDC5BJNDYVyE1UXZXAab0+x0Wwy0Op42U85OJKcnuOmJ5PRkciZeTPotzV1seyfb1sm2tTOtBkq/kdJKZTkzk09P59NT+UKkbPLpLZ0GS6fB5NNhxJYl1uVE/JUklrwdn9yqRIQgrA4EIQTh+iAIqwNBWJ00r0wFYpTFkeZRilfSPEqXFT6dRFyYTEc0mYgxG7EUYrZSxFWKpQhTQOOIap2czpUxuAomR8nski1ugw4nUUgsT+f56VRhOpKf1ZO6draznfH1sC0b7GKUeDk7V0hN5DOz+UKorPdozG2GrR16WknE8V9KEu/tuKup64S96VjVrwZBWB0IQgjC9UEQVgeCsDqbmEeoKFImmY9FcrFIMRERE1GFixDpiCYb5Ul9Ru/gdI6I1hWmHQuUY5bULuGZrBLWKtMGYpFEWQX3kWSLjvYx+g67ocOqoS00ZqGRRW2/1SALhdQzGuLKKJttCsVUdHhp4qWliZcwjPB03OXtuMvmPbrZfaAgCKuzHUG4BzaaAwDUAwwjLDazxWbu7Fv1L+rycnImIaWTYiIsJkalWFhKJ+RijjDbZNbNmdqmtMQUkZtThgLpX4/E4jrao6FbEdEqYu1FpZkT2DSP0ryS5hGOIQuNLLTWQmstnTZnt9KRK7YGC66LUSNXLru0qElP+/SmdgOrxyw0ZqYQtckBN4xzkHEODtzy3zOJ8dDMv1/8/beyySmn7xZ32x3ezk9S9HVNqQQ7D4IQAFBjuN5I67sQ6lp1XikXRS4qJaMWLtrMRf+Ai4rJgsTl+Hw5YE8uMaV54+QCJczKGS9G3mJuard1tFs7ms2trM5XkjVpHqUrvZtGTjDO8UoxL+lDRWsk770UFovCe0b9eb32lFY/a9BqacxCY2YaWWjE0piZRmYKLZ8xU5V6Z+UkVZmXYrb1mG09PUcfLRfi4bn/CEyePP/Gn7Oug57225u67tUZPTW4mmDzIAgBAHUK0+got59y+1edVySxKZ04nIxKXERMRqV0PJ0KzwdDU+LUGa1y0kDNakQ9RnZRdr/B22Zt7Xd1d7YfoGkdQgRCNEIWhJBYkG6Yzn9yOp+ZixXHy5RHizXrBYc+79QnCSzNowyP0ryykENpHmUElOZlrqweKBkeyQoy08hMYWwlHVkz/YDZ8QDjKbqyby1M/7vmne8TGlbvv9fqv9PpGTRTOAv9FfUKghAA0GAwgiStLtLqQmhQPcMi1IrQbQjJxZyUikvJSCQxP5mcmuPC74Ynnhl9MULJLgFvkXU+iu0yeNqYVq+jzcQ4mY87CJNbFpRcoJSZzWcucejfAhY9YW7Tm9v05jaD3rX2FtJlCWUElOGVFI/UVtmMgDI8ygj6RdPtw5rbM9ZvadOnXUuvto39V0IuXyBvfQe/fUZ7m15DmylkoZEO0zIa3KaXzBQyUZU6qJlGDI2ZKWSikXresu27OAMIQgDALoLrjLjOSHla/egjKyuSJaE0E7w4Gb40m5z91/zSXOS8FJJbBLIlLzXlyi0k06ZxWBiPyWVr6bKLuCefldMT/NJrcVmQjS06c7ve3HbVrAwNgRwEcmiXQ/LatCQQugmhmxD6v/Pp+Y/OvPLAxBOZ5J+a2Fs03ttl913hPM7jeE7GMgLK8spCDmV4lBUQx8vqgXo+IyCGvpKUJgpZaIzRIBOlfmEmCrGayoH6xdCYmUZbN39k94MgBADsflpK2+c/0uc/snyGK6VnUnOzqYW51Nz73Nx8JkCgkJ+3NEd1zUXZkxNbuIInnVS0nnJ4XybaEXnDWS7p9VbZ1EyZO03sfi+54eXSDRZ/5w1/1HnDH5Vy4dDsq8Hpl5Lv/7nNvt/Tfntz551Gtv3Dn86VUVZQMgLKViqdSqqMMgLKCkqwoGQFlCqjjCBnBaR+qYOGNEQlKRk1QelKUlpoZKExE4WMJDJQiKUxI4WMFDKQiKExE4XIHV17vC5AEAIA9iJWaznsPnDYfWD5TJbPzaUX5tKLs6mFofTCTConyka/Xu+jcy3KZIs4603hRFiTn9Bx5+yT/xynyKRen9SzvNGj6NxmwmIjLDaCdRImBuFrT6XQGt1tg19qG/ySKBSmR/41E3nnd794EsMJl/+jrtaPOVtuWXOXRHV7rxUnNlTXK4hqLirqoKGsoGQvR2mKVwJ5lBdRTkApXs4KKC+gnFjp/qRwZCArA4XUgDRTmOXysYnCGA0ykEhPIjOFmSikJ5GBQhYa0xMfsLZt3atNqV988cWvf/3rS0tL+/fvf/LJJ7u7uzmOe+ihh956661bbrnlpz/96dbOEQEAgHWZaOOgo2/QcWV2R7yYnE8vzqYW5tILb6cX5qhF0k+0HfD7zYU2veRNsmSoMx9QoucIRVa0mpgWn6L4Sbo0Rhq1BOMgzFaCdRAWG2GxE4yDsFgJxoFRNEKIpPRO/x3+ffdptdp8ej668LvFsReHfvOYkWl1+m51t91x/Ztg6EmkJ5FL9yGNt2srSSgnoIygpPlKQGYFJVWuBCfHKzNZlBfVoJUzPCpKKC+gFK8URFSWEKNBehLTk5WGXB2JjCRmoSvlUfcd05HIQiMNjvQkZqIQTVz17c5XSWswoX52dvbAgQOvvvrq4ODgD37wg1/+8pdvvfXWn/3Zn+Vyue9973t/+qd/ajKZ/vqv/3rVs2BC/QbBhPrqwIT66lzPxryNaGU0zqUX5tNLCEN+c0uXpqO16HfknJqIvrwo0gbM6JJ15qJOH6dRQM4kJC4mpRNSOo5RGsJiI1iHqDHSNpfG6lSTEjdbkU6bCJ2KLvwuuvBmIRNwtBx3+m71tN2uNTbM5ZUVlOZRXlTU+mhGQEUR5UUlVUYFERUllOKVvIBKEkrzqCShoqRkeCTIV32roDViUksgHYGZKEQg6f/sLna7LVtY7BoE4Wuvvfb888//4z/+I0IoFov19vbG4/Genp5f/epX+/btGxsbu//++8fHx1c9C4JwgyAIqwNBWJ29FoTXyvK5YC48l1qYSy8Gc+G59EIoG+1SOvvkfb6s3xy3kAXK4NGaWwzmdr2l3UDgBSmTlLhoNrRIFLNYPi2lE1I6IWeSciGLmxiCcRBmVjLpOBRJlCYT6UsavcPTfqer/eP2pptwYuu3oKo3apou5yIvo8yKb/Nl4V5Xsd21lX+qtVxiTZKkRx99FMfxH/7wh0ajMRaL6XS6YrHocrkymcyqB7/33nv33HPPmu/v//RP/3To0KEdKXIDSKVSer2epmHM9eaUSqVyuWyxbOXHzL1AUZRYLOZ0OmtdkDoiKlKoEFnKBSPF2GIuGE8lsSjZWmxtK7Q6Mk5EK7hHMXi1WhthajFo9Sve02RJyaVQJqnk00omifJpJZuUs8l8YTEjLnKaZIEuGZGd1XTYzPu1bBsyWJCRwQwWzGxF1F757Fsul4vF4sY/s1qtVpJcpxOwZj2br7zyyuOPP37XXXd985vfRAgpioJhmHogSdKaT/H7/S+88MK1510uF1SAlmEYBjXCKkCNsDqKooiiaLPZal2Q+uJCzoOX5zgihGRFDuejC5nAfHomEUqVl0TNhNabbbKV7GVTQXZK+maNo431tzdpHR/4kULhy8XIZHT2P6LB3w8nf0amNCzuNQtmU16Lp7IIIYKx4wYLwdhwkxU3WwkTS1isuNmKm1hcv3tWfdvsWqM4vn6XYw2CUFGUxx9//J133nnuuee6u7vVk16vd3FxsaurKxAINDU1rflEkiTb2tp2sKQNibis1gVpMHDdqqMoCly3dRGIaLE0tViabm45hgYqJ+cjC7FyohThMwu55JwSP52JZHNZbSZnzSKnbGjWujvszYzHbXQS6nLeOr2p9YCp9UAH+gpCSip2Kbbw+9jS21OBd3XNXmfTTVamjzW04QVBznJSOsFH5tUWVynDKUIZNzGExU6YGMJix40MwdgJE4ObWMJsxY0WjGiY4Z7b8adag1/+zTfffOmll959912SJHO5HELIaDSeOHHiqaee+ta3vvXUU0/df//9O18qAADYSWba5LI4tT4tOlo5o0hKcCkWmApnFwrSu6j0b8QZzeSi/vWMJS25RG0T5Web2xifx+jyGF2Mo59x9HcdfkRRpGxyKhE8FVx48+z8N2gt6/T9gXPfrU7fg7S20sKhCLyU5eR0QsqmpHRcznL8zEUpm5KznJRJyrk0ptWvyEWGMLOEicWNDGGx4kbmQyaE7A41CMI33nhjfHx8ZcVWUZSvf/3rX/ziF1taWg4dOvT000/vfKkAAKC2MAJr8jub/JXWUUVSijE+vdAfmUnk5orK+1hRXxw1zv+b5o0l/RLhUdxmV5PJ02R0N5k8TZ33tA1+SVGkVHQkEXwvMHny7Gtf0xqcNu8xp+9Wp+9W2upCVtcH/Wg5n5GynJxNSZmknEtJGU6ILFa+zXJyPoPpjJeTkiWMDG624kYLYTDjRoualBjdwPtJwX6Euw2MGq0O9BFWB0aNVm2z+xFKvJwPlHKLxdxSMbOQL6cEmRWzTDZqiM5Ss6PYaFrJVkLR5GkyebwGJ1NOC9HhZOhUIvi+weK3eY/ZvMdc/tsojXlzZVUUKZeSc2k5y0kZTsql5ExSyqXlXErOZaQsJ+fTSFFwg4UwsbjRUslIE4MbGcJoxg0MbrQQJgbT6DZ9ma4B+xECAMAeRdC4uhS4+q1UlvPBUj5Yygc7bggcLITvJs0E6cIKpXy0EJ1NLf6H/PtQLhIvJu06q7frs22K5MiGdO//v9JvHrPY+5y+m+3eo1bPYVq7gUTBMMLEEiYWeVo/6CEKX5ZzaSnHybm0nEtL+Yyc5cTIopRLy/mMnOWkXBopMm4w40YLYWRwvQnXm3CDqXKw/GUw4XrTDrfEQhACAEDjITRX5SJCiM+Ian2RXbS2RNqO5SW9R6NrosumUsqYCuqDS4VAwOANG/xEZq5r8mXv6IuWQgxpGa29l/Ue8bXc1tJ0eOML0KyC0RrC6iSsHzaRRhF4OZeScik5l5ELWfVLTEbkpSk5n10+IxeyGKW5kpEG88qkFEkNau6urpAfBIIQAAB2A9pMWvtN1v7KTAkhK+aDpVygJAeRPmhpTui7nH0Gr9bg1Wr7NXkmE5GioWwoFhsJxC6h0V+ODz2hF8tZjYW3+Cj7PsZ9xMO2uY0uj8FlpA1bUkKMognWSbDrzzqVS/lV0SgXsnI6IYbmxFyasK89s6BqEIQAALALUSaS6TEyPZVVvGVRKYRKuUApHywlhrOFYAmnde3uvkHPDTq31nCDRu/SFqT47PxvQ0tv5yLnlLFfLNDGM5RpHtdENYyebXcZnOqAVY/R5Ta43AaHltyuATK41oBrDci2Rt+z2ke4tT8OghAAAHY/nMSMLTpjy5XhKmJRKoTLucVibrEYPcXlgyVCg+vdR7tct+g7NToXqegCXPx0PPBeLPAun54i2Lai3hXSWt8ltKFiMpKPUjjl1NtdBofT4HDq7Q693W1wOA0Ou85GNtR0CwhCAADYi0gdcW0vYyFcKoTLuaVSdKiUDyiE9ojefcs+l4awJsv4xQI/bI8MNSUnzfZe1rnf6OhVzP40ZQgV4vFC8kJ05OVcOJSLRAsxHanzGt02HWvTWb0m9/Kx2+DCsbrbMhiCEAAAAEII0WaSNhuZ7kprqiIr5aSQD5UKkXJh0VwIHy7GBs2Wh9wepFDTQmYyyr2dyz5ZyC6abd1NzkHGuZ9tvdls68UIKlnkwvlYtBCLFuLRfHwkNhYrJKKFWI4vOA12h87m0NtZrcWut7FaRs1Iq44x07VZCg6CEAAAwBowHNPaaa2dtl1eNlWRlVKcz4fKxQhTiA6ieBmP8iZCJJWoWJoOhs5PCz8v5Mf05mbGtZ917d/vPMB03kVSKyqdEh/JxxLFZKyY4ErpeCExxc3Ei8lkkUsUubLEs1rGrrNadYxdZ2O1jF1vvXyGtWoZ/Pr2aPwgEIQAAAA2BMMxnVOjc2oQujIlXyxKpURnKXGkEC4XwuWiUMhOTmfnJzOW4SnyF0VxjCQtjGPQ2nzA6j5g8x5tMTe1mNce9slLPFdKxQpJrpSKFRKpcmokNpYscYkilygm0+WMWWNmNZavHXwUJtQDAACoF6SOMDbrjM06dKByRpG7y9ztxRhfjJULsXwqMp6bHVmcGJvTvcIT0xTpNJl7zdZui7ubbem12LuWN1mkCdplcLoMa8+vkBUlVUqFMxGW3OIVoCAIAQAAbCUMx7Q2Wmuj2X1GhGwI+RC6QxaVYqxcjBW5xfFUbCQ9OxUee55X5iQiTGJOHd2uN3aY2C6Lq8fa1G1wsTi1uhUUxzCrjtVjOpg+AQAAoPHgJGbwaA0erX3/jQjduHxeyJdTS3Op0Ew6OpaMngrMP1sSJ5FCkGKrlmzXGzqN5i6ztdvkbtLaaJ19W1ZRhiAEAABQM5RB4+jpcfT0IPSpy+eUQmaJWxrnAqOZ+GQk+/pcdFoZJWi5FS81k0pr72f/M/QRAgAA2MUwvblF39fS1Hf78qlyIZZJTGSTU4nARcIob+3PgyAEAABQ7zR6h0PvcLTc7O3Z+iXWtmVOBgAAANAoIAgBAADsaRCEu82LL744MzNT61I0nosXL7788su1LkXjkSTp+9//fq1L0ZBeeumliYmJWpei8YyNjZ08eXJrXxOCcLf5+c9/Pjk5WetSNJ5z58796le/qnUpGo8oit/5zndqXYqG9MILL4yOjta6FI1nZGTkxRdf3NrXhCAEAACwp0EQAgAA2NMaafqEKIrhcLjWpah3PM+nUim4UJuVyWRKpRJct80ql8sIIbhuVSiXy/CnWoVUKlUulzd+3ex2O0muk3SYoijXXbCdEI1GH3zwQehbXle5XCZJkiAaaXvoeiBJkiiKGs22LOC0uxUKBb1ev/7jwNXgT7U6m/1Tfe211/r7+z/8MQ0ThAAAAMB2gD5CAAAAexoEIQAAgD0NghAAAMCeBkEIAABgT4Mg3CWOHz+OXfblL3+51sVpDJIk7du3Tz3mOO7EiRNWq/W+++7jOK62BatnKy8aghtvw1588cWBgQGGYW699VZ19Dvccht07aVDW33jQRDuBoqijI+Ph0KhbDabzWb//u//vtYlagD/8A//cPz48fHxcfXbb3/7236/PxQK+Xy+v/mbv6lt2erWqosGN94Gzc7OPvzww0899VQoFDpx4sQf/uEfIrjlNmbNS7f1N54CGl8gEDCbzYcOHTIajffff38kEql1iRrA66+/ri7dq37b3d09OjqqKMro6Gh3d3dNi1a/Vl00uPE26NVXX33kkUfU42g0arPZFLjlNmbNS7flNx7MI9wNTp8+/dWvfvVv//ZvfT7fn/zJn/A8/+yzz9a6UI0Bwyp/AkajMRaL6XS6YrHocrkymUyti1a/li8a3HibJUnSo48+iuP4D3/4Q7jlNmXlpdvyGw+CcLcJhUL9/f3JZLLWBWkMy+/pBoMhkUhotdpCoeBwOPL5fK2LVr+WL9pKcOOt65VXXnn88cfvuuuub37zmyRJwi23casu3cp/2pIbr5HWGgUf5PTp0+Vy+fjx4wghmqZhnbAqeL3excXFrq6uQCDQ1NRU6+I0BrjxNkhRlMcff/ydd9557rnnuru71ZNwy23Empduy288GCyzG+Tz+c985jOjo6M8z3/jG9/49Kc/XesSNZ4TJ0489dRTiqI89dRT999/f62L0xjgxtugN99886WXXjp58qTX683lcrlcDsEttzFrXrqtv/Gus48R1ANZlr///e93dHTY7faHHnoonU7XukQNY/lPgOO4u+++u6mp6cSJE6lUqralqnPLFw1uvA36y7/8y2vfeOGW24g1L92W33jQRwgAAGBPg6ZRAAAAexoEIQAAgD0NghAAAMCeBkEIAABgT4MgBAAAsKdBEAIAANjTIAgBAADsaRCEADSAn/zkJ+l0emsfCQBQwYR6ABoAhmGjo6Mrd8S9/kcCAFRQIwQAALCnQRACUF9mZmY+97nPOZ1Ok8n0sY997OzZsxiGIYR6e3vVA4RQLBZ77LHH+vr69Hq90+m877771F3jr33k5OTkPffcY7Va3W73F77whcnJyRr9WgDUL2gaBaCOKIrS19fn9Xo/+9nPajSaF154YWRk5I033ujo6Hj11Vc7OjpaW1slSRocHFxaWvryl7986NChQCDw7LPPyrJ85syZubm5tra25UcGAoGBgYF77733nnvuCYVC3/nOd0ql0qlTpzo6Omr9iwJQRyAIAagjS0tLLS0twWDQ4/EghPL5/GOPPfbd736XZdnlnr94PP7ggw8+/PDDDz/8sPqsoaGhY8eOybKMru4jfOyxx3ief+KJJ9SHzc/P9/f333fffc8880xNfjsA6hNszAtAHXE4HE6n8wtf+MIf//Eff/SjH2VZ9sknn1z1GLvd/sYbb6jHiUTi7NmzTz755JqfaF977bUf/ehHy9/6/f6Pf/zjb7755rYVH4CGBH2EANQRjUbzxhtvOJ3Ohx56yGaz3Xbbbe++++61D1tYWHjggQe8Xm9vb++3v/1tmqbXfLXZ2dnbbrsNW+HkyZOJRGKbfwkAGgzUCAGoL729vc8995wgCENDQ9/73vfuvvvuYDC48gGKonziE5/4xCc+8etf/3r//v1qW+jTTz997UuZzeaf/vSnAwMDO1V2ABoSBCEAdSQWi914441nz541m8033XTTE0884XUX9nUAAAFTSURBVHQ6k8nkyseEw+GpqamhoSGLxaKeOX369JqvdvDgwXPnzj344IPqt4VC4YEHHjh27Nhf/dVfbetvAUBjgSAEoI7Y7XaSJD/zmc889NBDiqI888wzfX19Ho+Hoqhf/OIXH/vYx44fP672Iz7yyCOf//znKYp6+eWXn3/+eYTQr3/96zvvvHPlI//iL/7i5ptvXlxcvOuuu4LB4DPPPDM2NvaNb3yj1r8lAHVGAQDUk4sXL95xxx0Mw1gslnvvvXdyclJRlK997WtGo5FlWfUxb7311uHDh3U6XU9Pz1e+8hWO4+68806GYXK53KpH/va3v7355puNRqPL5br//vtPnTpVs18MgHoF0ycAAADsaTBqFAAAwJ4GQQgAAGBPgyAEAACwp0EQAgAA2NMgCAEAAOxpEIQAAAD2NAhCAAAAexoEIQAAgD0NghAAAMCe9v8DAdGJ8FeNzzIAAAAASUVORK5CYII=" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "γs = [1.2, 1.4, 1.6, 1.8, 2.0]\n", "ap = AssetPriceModel()\n", @@ -848,22 +809,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "consol_price (generic function with 1 method)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function consol_price(ap, ζ)\n", " # Simplify names, set up matrices\n", @@ -963,22 +913,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "call_option (generic function with 2 methods)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# price of perpetual call on consol bond\n", "function call_option(ap, ζ, p_s, ϵ = 1e-7)\n", @@ -1017,20 +956,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ap = AssetPriceModel(β=0.9)\n", "ζ = 1.0\n", @@ -1137,22 +1067,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1.0" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "n = 5\n", "P = fill(0.0125, n, n) + (0.95 - 0.0125)I\n", @@ -1239,22 +1158,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "150.0" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "n = 5\n", "P = fill(0.0125, n, n) + (0.95 - 0.0125)I\n", @@ -1276,44 +1184,22 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(β = 0.94, γ = 2.0, mc = Discrete Markov Chain\n", - "stochastic matrix of type Array{Float64,2}:\n", - "[0.95 0.0125 … 0.0125 0.0125; 0.0125 0.95 … 0.0125 0.0125; … ; 0.0125 0.0125 … 0.95 0.0125; 0.0125 0.0125 … 0.0125 0.95], n = 5, g = getfield(Main, Symbol(\"##7#8\"))())" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ap = AssetPriceModel(β = β, mc = mc, γ = γ, g = x -> x)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Lucas Tree Prices: [29.474; 21.9357; 17.5714; 14.7252; 12.7222]\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "v = tree_price(ap)\n", "println(\"Lucas Tree Prices: $v\\n\")" @@ -1321,20 +1207,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Consol Bond Prices: [753.871; 242.551; 148.676; 109.251; 87.5686]\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "v_consol = consol_price(ap, 1.0)\n", "println(\"Consol Bond Prices: $(v_consol)\\n\")" @@ -1342,27 +1219,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5×1 Array{Float64,2}:\n", - " 603.871004764199 \n", - " 176.83933430191306\n", - " 108.67734499337008\n", - " 80.05179254233047\n", - " 64.30843748377006" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "w = call_option(ap, ζ, p_s)" ] @@ -1378,22 +1239,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "finite_horizon_call_option (generic function with 1 method)" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function finite_horizon_call_option(ap, ζ, p_s, k)\n", "\n", @@ -1420,20 +1270,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lines = []\n", "labels = []\n", @@ -1456,23 +1297,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "markov_asset.rst", - "filename_with_path": "multi_agent_models/markov_asset", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Asset Pricing I: Finite State Models" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/multi_agent_models/markov_perf.ipynb b/multi_agent_models/markov_perf.ipynb index 5793b01..87bf80a 100644 --- a/multi_agent_models/markov_perf.ipynb +++ b/multi_agent_models/markov_perf.ipynb @@ -56,20 +56,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -511,27 +510,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Computed policies for firm 1 and firm 2:\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "F1 = [-0.668466 0.295125 0.0758467]\n", - "F2 = [-0.668466 0.0758467 0.295125]\n" - ] - } - ], + "outputs": [], "source": [ "using QuantEcon, LinearAlgebra\n", "\n", @@ -582,23 +565,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1×3 Array{Float64,2}:\n", - " -0.668466 0.295125 0.0758467" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Λ1 = A - (B2 * F2)\n", "lq1 = QuantEcon.LQ(Q1, R1, Λ1, B1, bet=β)\n", @@ -617,22 +588,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "isapprox(F1, F1_ih, atol=1e-7)" ] @@ -656,20 +616,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Plots\n", "gr(fmt=:png);\n", @@ -705,7 +656,7 @@ "\n", "\n", "\n", - "\n", + "\n", "\n", " \n", "Here parameters are the same as above for both the MPE and monopoly solutions\n", @@ -816,25 +767,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Int64,1}:\n", - " 10\n", - " 10\n", - " 3" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "δ = 0.02\n", "D = [ -1 0.5;\n", @@ -848,7 +785,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "\n", + "\n", "\n", " \n", "Inventories trend to a common steady state\n", @@ -857,7 +794,7 @@ "\n", "This is indeed the case, as the next figure shows\n", "\n", - "" + "" ] }, { @@ -878,22 +815,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "([-0.668466 0.295125 0.0758467], [-0.668466 0.0758467 0.295125], [-100.74 -13.2837 2.43587; -13.2837 5.44137 1.93054; 2.43587 1.93054 -0.189442], [-100.74 2.43587 -13.2837; 2.43587 -0.189442 1.93054; -13.2837 1.93054 5.44137])" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# parameters\n", "a0 = 10.0\n", @@ -932,7 +858,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": true }, @@ -987,7 +913,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": true }, @@ -1019,20 +945,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plt_q = plot(qm, color=:blue, lw=2, alpha=0.75, label=\"monopolist output\")\n", "plot!(plt_q, q, color=:green, lw=2, alpha=0.75, label=\"MPE total output\")\n", @@ -1056,22 +973,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.98" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "δ = 0.02\n", "D = [-1 0.5;\n", @@ -1108,24 +1014,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " 0.0 0.0 \n", - " 0.0 0.25" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# create matrices needed to compute the Nash feedback equilibrium\n", "A = [δ_1 0 -δ_1 * b[1];\n", @@ -1176,32 +1069,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Firm 1's feedback rule:\n", - "\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.243667 0.0272361 -6.82788; 0.392371 0.139696 -37.7341]\n", - "\n", - "Firm 2's feedback rule:\n", - "\n", - "[0.0272361 0.243667 -6.82788; 0.139696 0.392371 -37.7341]\n" - ] - } - ], + "outputs": [], "source": [ "F1, F2, P1, P2 = nnash(A, B1, B2, R1, R2, Q1, Q2, S1, S2, W1, W2, M1, M2)\n", "\n", @@ -1222,20 +1094,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAIAAAD9V4nPAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nO3deVxU9f4/8PcZZoYZGGBYVVYBF9ywm+bCL00zs1RA2/Nb3Ly/e8u6Vnr9FbdUtDINb9fUa7fvNb9ot0XNMpe833JLrSQzS01FTHCBaWQdYGaAWc/vj0FCQJZZ+Mw583o+ePQYD2fOvDiPEy/O9jkcz/MEAADgqySsAwAAALCEIgQAAJ+GIgQAAJ+GIgToEo7jUlJSujJnSkoKx3HN/zSZTI2NjR7LBQCuQhECeNbw4cOVSmXPf+6+ffumTp0aFRUVFxc3Y8aMkydPOj0zz/Pvv//+uHHj1Gp1UFDQiBEjVq1aZTabPfwTAPQQFCGACL355ptTpkw5ePDg4MGDo6Ojd+/ePWbMmO3btzs383PPPZeVlXXs2LHBgwdPmDDh8uXLCxYsuOeee2w2W0/9QACexANAFxDRwIEDuzLnwIEDW/6f1eqfPeDcuXN+fn6RkZEFBQWOKfv27fP39w8LC6utre3uzKdOnSKi3r17//zzz44ZampqJk2aRERr167tqZ8JwIOwRwjQ2k8//fTAAw/069dPqVQOGjTo1VdfbWhoaDXPnj17pk2bFhMTExwcPHr06H/961/t7h5xHFdYWOh44ThxePr06UceeWTIkCEBAQGRkZFjxoxZv34979bbeTdt2mSz2RYtWtR8UvOuu+6aPXt2dXV1253CTmfesWMHET3//PNDhw51zBASErJ27Voi+vLLL90YG4AVFCHADTZs2DBq1KhPP/1UIpHcfffdUql0yZIld999d8t5XnzxxenTp3/33Xe33HLL+PHjL168OGfOnPvvv79tF7711luRkZGOF2+99dYHH3xwyy23bN261c/PLyMj43e/+92PP/741FNPrVq1yo0/guMM3/33399youOfbc8UdjqzwWCIiYkZN25cyxliYmKIqKKiwo2xAZhhvUsK4EWuXLkSEBDg7++/ZcuW5omff/55YGAgXT80+vXXXxPR1KlTmw8z1tXVPfTQQ0T0z3/+k+/w0OiAAQOIaM6cOXa73THFsbTRo0e78acYPHiwQqFo/giHS5cuEdEDDzzgyszN1q1bR0R/+ctf3BgbgBUpqwIG8EL//Oc/6+vrc3JyHn744eaJ06ZNy87OzsnJcfzzzTffJKLVq1cHBwc7pgQFBb377ruffvrp5s2bn3766Q6W/9e//tVms02ZMqX5/orbbruNiGpqam72lo7v2Th//nzbiSUlJZGRkS1v4SAix45paWmpKzMTEc/zq1ateuGFF6Kjo1988cUOsgEIBYoQ4Ddnz54lokcffbTV9AceeKC5CB3zTJ8+vVV5ENG5c+c6Xv7s2bMdL/R6/ZkzZ44fP75z586O3+I4xdgtdrv9Zt9qe89Dt2b+5ptvsrOzjx49Onz48G3btvXq1au72QC8EIoQ4DcajYaI4uPjW01vOcWxn3ThwoW2b9fr9R0vv76+fuHChbt27SouLpbJZKmpqbfddtvBgwc7eAvf/etoYmJi2u7MVVZWElFsbKxzM1dUVCxYsOD999/v3bv32rVrn376aakUvz1AJHCxDMBv+vbtS0RXrlxpNb1lVSQkJBBRXV1d2zMNJpOp4+U//fTTq1evHjRo0I4dO2pra3/44Yd33nnHzT8DUXR0dH19fXl5ecuJly9fpvaKsCsznzlzZsiQIR999NGSJUuKioqeffZZtCCICYoQ4DeDBw8mos2bN7ea/sknnzS/HjRoEBHl5+e3nEGj0cyZM2fDhg0dL3/79u3h4eE7d+7MzMx0DDdTV1fX8Vu4DrX7ljvvvJOu3/bQzPHPO+64o7szV1ZW3nXXXXK5/Ntvv126dGlAQEDHgQGEp6evzgHwYqWlpYGBgR1fNXrkyBEiSkxMvHDhgmMGo9F4zz33ENGHH37I3+Sq0YaGBp7nY2JilEplZWWl41sGgyErK4uIkpOTbxZpYIfafcu1a9fkcnnfvn01Go1jyokTJ4KDg2NjY81mM8/zP/3007lz57o487Jly4ho9+7d3V+dAMKAIgS4wYYNGxzH/QYOHJiRkeG4i/zxxx+nFiPLzJs3j4j8/f3Hjx8/c+ZMxzWWDz74oM1m49sU4YgRI4ho+vTpzz///EsvvURECQkJzzzzzOOPPx4dHT1mzJiIiAgievbZZ5sL0nWvvvoqEUVFRT3++OMzZ85UqVQcx3388ceO79KNo+R0PPPYsWMd8w9pY/r06e4KDMAQihCgtRMnTtx3333JyclyuTwlJWXVqlVWq7VVeXz66aeTJ0+OiooKCQm57bbb1q9f79h/4tsU4Z49e5KSkmQyWa9evcxm8+uvv96/f3+lUjlixIhly5aZzea33347ODg4IiLiypUr7voR7Hb7+++/f9tttymVSpVKdeeddx48eLD5u61+lo5ndtR8u7o45hyAl+N4t47tBAAAICy4WAYAAHwaihAAAHwaihAAAHwaihAAAHwaihAAAHwaihAAAHwaihAAAHwaihAAAHwaihAAAHwaihAAAHwaihAAAHwaihAAAHwaihAAAHwaihAAAHwagyK02+0bN27s+c8VLrvd3tjYyDqFsFmtVrPZzDqFsFksFovFwjqFsJlMJpvNxjqFsDU2Ntrtdvcuk0ERWiyWOXPm9PznCpfNZjMYDKxTCJvFYqmvr2edQtgaGxtNJhPrFMJWX1+PPyZcpNfrxVCEAAAA3gNFCAAAPg1FCAAAPg1FCAAAPg1FCAAAPs35Ity+ffvQoUPVavX48eMvXLjQPF2n06Wnp4eFhWVkZOh0OneEBAAA8BQni/DSpUtPPPFEXl6eVqtNT0+fPXt287dyc3MTEhK0Wm18fPzKlSvdlBMAAMAjOJ7nnXjbgQMHtm3b9t///d9EVFFRMWjQoMrKSse3Bg4cuHPnzpSUlPPnz2dmZhYWFrZ6r8lkCgoKWrRoUdvFJiUlzZgxo+30igouIoLnOCeSioHFYqmrqwsPD2cdRMAaGhrMZnNISAjrIAJmMBg4jgsMDGQdRMBqamoUCoVCoWAdRMAqKyvVarVUKu3i/AEBARJJJ7t8XV1WK5MmTZo0aRIR2Wy2nJychx9+uPlbGo0mISGBiBz7he2+nef5mpqattMNBkPbYl682P/HH/3WrWtMTHTzTZRCwV/HOoiAYR26zrH2sA5dge3Qdd1dh12Z08kidNi7d292dvaUKVOWLVvW8lM5jnO8uNlgQhKJZNWqVV38lNhYOnWKfv45MDXVlbACZrFY7HZ7UFAQ6yACJpVKHYciWAcRNo7jVCoV6xQCZrValUol9ghd0djYGBQU1PU9wq5wclk8z2dnZ+fn52/dunXAgAEtvxUdHV1SUtK/f3+NRhMTE+N6xDFjaM8eys+n//ov1xcGAABwAycvljly5MiuXbt2794dHR1tMBgcI2EeOnSIiNLT0/Py8niez8vLy8zMdD3iyJEkk1FBAdXWur4wAACAGzhZhIcOHSosLAwNDQ26jogmTpxIRDk5OadPn46Lizt79my7V8R0l0JBw4eT3U7Hj7u+MAAAgBs4WYRLlizhb0TXz0mq1eo9e/aUlpbu2rXLXRfpjRlDRPTdd25ZGAAAwG+EMbJMWhoR0fffE57kBQAA7iWMIuzTh2JjSa+nc+dYRwEAAHERRhES0dixRDg6CgAA7iaYIsRpQgAA8AR33pPoUampFBhIxcVUVka9erFOAwBez273urGo7NexDiJIHMdxnhlpUzBFKJXSrbfS11/TsWOUkcE6DQB4t/3790+ePNlDvzeBiYyMjB07dnhiyYIpQiIaO5a+/pq++w5FCACdmzRp0v79+1mnAPfYsWPHpk2bPLRwwZwjJKLRo4nj6McfyWRiHQUAAMRCSEUYFkb9+5PJRCdPso4CAABiIaQiJFw7CgAA7iawInTcTXj0KOscAAAgFgIrwoEDKTSUysvpyhXWUQAAQBQEVoQcR6NGERHl57OOAgAAoiCwIiScJgQAALcSXhGOGkVSKf38M+n1rKMAAIDwCa8IAwJo6FCy2+mHH1hHAQAA4RNeERKOjgKAADEZ782VD128eHHv3r19YZg6ARfhsWOEoWsBQCiys7Pdu8C77rrLox/6zjvvnDlzxrkl2Gy2lJQUpz+6hwmyCBMSKDqaamvp/HnWUQAAuuaNN95w7wIPHDjg0Q+tqqqKiIhwYglr1qxJS0srLCx0+qN7mJAG3W5p9Gj67DP67jsaPJh1FAAQiPx8qq7uoc9KS6PQ0BumcBzH8zzHcZs3b16xYkVpaenixYsPHjyYkZHxxz/+kYjmz58vl8vnz5//7LPPHj58WKVS3X777bm5uX369Gn1rnnz5s2YMYOIbrnlloMHD86bN2/fvn0cx02ePPmtt94KCwvjOO6DDz6YN29eZWUlz/PXrl1ru8y8vLyFCxdaLJacnJznnnuuVf7m5Z86dcoRu3mBL7300saNG59++mm73f7RRx+VlZVlZ2e//PLLze9NTU1NTk5OT0/39Ep2F6EW4ZgxTUX4hz+wjgIAAvHRR3TmTA991tq1rYuw2dWrV0+ePPnVV19Nnz5906ZN77777h//+Eer1bply5YjR4786U9/euyxx/7973+bTKY1a9b86U9/+vzzz1u9a968eTt27OA47uTJk1lZWXK5vLi4mIiee+65BQsWbNy4kYi+/fbbr776atiwYUTU7jIXLFhw5MgRf3//P//5z22LsHn5zecImxc4bNiwvXv3pqamvvXWW2fOnDl8+HBGRkbLIpw4caL7V6gncTzP9/BHmkym4OBgk2uPkLBYKDOTGhvp448pIsJd0byUxWKpra2NEP3P6UkNDQ0mk0mtVrMOImB6vZ7jOJVKxTpIl+zfv/+NN95o9RimzZuptLSHAsyaRTExN0xp3iOsq6sLCgpyTKmvr4+JiTl//vxPP/30xhtvfPXVVyqVymg0Nr8rMjKyvLy81bscv7cdLyIiIs6dOxcVFUVEZWVlqampZWVlHMeVl5dHRkY65ml3mZmZmXa7PSsra+bMmVJpOztFzYEd/21eoMlkkslkEonEYrFIpVKe5yUSSdsqac7pFo7HMO3YsaOioiI0NLTdwE4T6h6hTEa/+x0dPUrHjtG0aazTAIAQPPoo6wREROToMwelUjljxoxPP/306NGjTz75JBGFhoaePn06KSmJiIxGY1VVVdt3tdK808ZxnM1mc7yOjIxsnqHdZe7YsWPv3r2bNm1av379vn37Oo3dvEC5XO544WgjEVxWKsiLZRxwEwUAiMBjjz22cePGI0eOzJw5k4juu+++FStW1NfXO3baVqxY0cF7LRbLvffeu3DhwsbGxoaGhoULF06dOrXtbO0uMzExMTExMScn58SJE0R06NAhj/x4QiDgIkxLI46jH34gi4V1FAAAZ91xxx2//vrrfffdp1AoiGjZsmU2my0xMXHIkCF9+/Z98803b/bGqVOnJicnr169uqGhoW/fvklJSWazefXq1W3nbHeZL7744tixYydMmPC3v/2NBHhiz42EemiUiMLDKSmJioro1CkaOZJ1GgCADjlOmLU8beZ47efnV9ri1GVQUFBeXl677231es+ePY4X77///s3md7xod5nPPPPMM8880/JzOwjcaoE3i3SzzF5OwHuEhKOjAABuMmXKFNYRmBF2EeI5vQAAbrFt2zbWEZgRdhEOGkQhIaTV9twl0QAAIDLCLkKJhG67jQjP6QUAAGcJuwgJpwkBAMA1gi/CUaPIz49On6YWwyYAAHgdPIbJawm+CIOCaPBgslrpxx9ZRwEAuDmfegzT9u3bhw4dqlarx48ff+HCBacz9AzBFyFdPzqK04QA4M185zFMly5deuKJJ/Ly8rRabXp6+uzZs53O0DPEU4THjpFwbt8EAAYKqwp/+PWHnvkymA2tPt1xjJHjuC1btgwfPjw8PHz16tUZGRkbNmxwzDB//vzs7Oxr1649+OCDUVFRSUlJWVlZWq227buoxWOSqqurs7Ky+vTpEx0d/fvf/766utox/4cffugYI5uI2l1mXl5enz59IiIi1q5d23ZdNS+/OXbzAl9++eU+ffq8+uqrS5cuHTBgQEhIyPLly1u+t7i4eNasWaNGjVIqlU888YT3P5hQwCPLNEtKol69qKyMfvmFBgxgnQYAvNW679edKe+h5zCtvXftsKhh7X5L9I9hmjRp0qRJk4jIZrPl5OQ8/PDD7l+/biXUxzC18tZbtGsXzZ5NWVluXKq3wGOYXIfHMLlOBI9hevv425d0l3omwNxRc/uq+7ac4muPYdq7d292dvaUKVOWLVvm+lOT8Bimzo0ZQ7t2UX6+OIsQANziz7f9mXUEIh94DBPP89nZ2fn5+Vu3bh0ghMN0YjhHSES33kr+/lRYSDod6ygAAN0hvscwHTlyZNeuXbt3746OjjYYDAZD69Ol3kYkRejvT7fcQjxP33/POgoAQHeI7zFMhw4dKiwsDA0NDbrOXUv2EJGcIySiHTtozRqaMIGWLHHvgtnDOULX4Ryh60RwjhA6EBwcXFdXxzrFTXn0HKFI9giJKC2NiOj778lqZR0FAEBo8BgmMYiKooQEqq+nn39mHQUAQGjwGCaRcDyeEANwAwBA14mqCPEkCgAA6C5RFeHQoaRS0dWrpNGwjgIAAAIhqiL086ORI4mIjh1jHQUAAARCVEVIOE0IAADdJLYiHDWKOI5OnqSGBtZRAABACMRWhGo1paSQxUI//cQ6CgAACIFIBt1uacwYKiig/PymW+wBwAcFBgYWFRXNmjWLdZAbOB7jwDqFIJWWloaFhXlo4SIswrFjaeNGys8nnidscgC+aezYse+++255eTnrIDcwGo1yuVwmk7EOIkhxcXEeWrIIi7BfP4qIoMpKKi6m5GTWaQCAkbvuuot1hNZ0Op1SqXQMrg3eQ2znCImI42jUKCJcOwoAAF0gwiKk60PM5OezzgEAAF5PnEU4ciTJZFRQQLW1rKMAAIB3E2cRKpU0fDjZ7XT8OOsoAADg3cRZhIQBuAEAoGtEW4TNz+m12VhHAQAALybaIuzTh2JjSa+nc+dYRwEAAC8m2iIkDMANAABdIOYixGlCAADolJiLMDWVAgOpuJjKylhHAQAAbyXmIpRK6dZbifCcXgAAuDkxFyHhNCEAAHRG5EU4ejRxHP34I5lMrKMAAIBXEnkRhoVR//5kMtHJk6yjAACAVxJ5EdL1a0e3biW7nXUUAADwPuIvwowMCg2ln36iTZtYRwEAAO/jfBHabLaUlJRWE9PS0rjr5syZ41o29wgPp5wc8vOjDz6gb75hnQYAALyMk0W4Zs2atLS0wsLClhN5ni8sLNRqtXq9Xq/Xr1692h0J3eCWW+gPfyCep5UrSatlnQYAALyJk0WYmpq6ePHiVhO1Wq3Vap02bVqfPn0ee+yxuro6l+O5zaOP0rhxpNfT4sW4ghQAAH7D8Tzv/Ju5G95+4sSJF154YdWqVfHx8fPnzzebzZs3b277LpPJFBgYKJVK235r0qRJeXl5TufpmNHIvfBC8LVrksmTTU8/Xe+hT/EEi8Wi1+vDwsJYBxGwxsZGk8kUEhLCOoiAGQwGjuMCAwNZBxGw2tpahULh7+/POoiAVVVVhYSEtNsg7QoPD+90ZncWYUtarXbIkCHV1dVtv2UymYKDg9v9lp+fn1wudzpPp4qL6c9/5kwmevFFuuce53/wHmaxWGprayMiIlgHEbCGhgaTyaRWq1kHETC9Xs9xnEqlYh1EwHQ6nVKpVCgUrIMIWEVFRWhoaNeLUCLp/MBnV5fVFSdOnDCZTGlpaUQkl8s7/quHyd+V/frR//t/tHw5rVlD/ftz/fv3fARnSK5jHUTAsA5dJ5FIOI7DOnQFtkPXeWIdumdZhw4dIiKj0Thz5syCggKz2fzaa6/NmDHDLQt3r8mTaepUMpvplVfIaGSdBgAAWHNPEU6cOJGIxo0bt3jx4vT09JiYGJ1Ol5ub65aFu93zz9OAAaTR0PLl5MKBYQAAEAOXzhE6x3GO0MT02s2yMnrySaqro6eeokceYRikS3CO0HU4R+g6nCN0Hc4Ruq675wi7wkcPVffqRX/9K3EcbdhAp06xTgMAAOz4aBES0dixNGsW2Wz0yitUVcU6DQAAMOK7RUhE//f/0siRpNPRkiVktbJOAwAALPh0EXIcLVxIERF09iz9z/+wTgMAACz4dBESkVpNr7xCUilt3UpHjrBOAwAAPc7Xi5CIBg+mJ58knqfcXLp6lXUaAADoWShCIqIHH6QJE6i+nl55BUNyAwD4FhRhkxdfpIQEKi6mv/2NdRQAAOhBKMImSiW99hoFBNCBA/T556zTAABAT0ER/iYujhYsICJau5ZufOQwAACIForwBnfeSZmZZLFQTg7V1rJOAwAAnocibG3uXBo6lMrLacUKDMkNACB+KMLWpFJavJhCQujYMfrgA9ZpAADAw1CE7YiKopwckkho40Y6fpx1GgAA8CQUYftuvZWysojn6bXXqKyMdRoAAPAYFOFNZWXR6NGk19Mrr2BIbgAA0UIR3hTH0csvU69eVFBA69aR3c46EAAAeACKsCPBwbR0KclktHMn/f739MUX2DUEABAbFGEnUlJo6VKKjaXSUsrNpaws+vxz1CEAgHigCDuXlkb//jctWUIJCaTV0t//Tg89RJs3Y3huAAAxQBF2CcfRhAm0cSO9/joNGEA6Ha1fT488Qps2UX0963AAAOACFGE3cBylpdG//kVvvkkpKVRTQ++9R7Nm0aZNZDCwDgcAAE5BETpjxAh65x1au5Z+9zuqraX33qOHH6b160mvZ50MAAC6CUXovGHDaNUqWruWxo6l+nravJkeeYT+8Q+qrmadDAAAukzKOoDgDRtGw4bRmTP00UeUn0/bt9N//kNTp9KsWRQezjocAAB0BnuE7jF0KC1fTu++SxMmkMlE27fTo4/S3/9OFRWskwEAQIdQhO7Urx8tWUIbNtDdd5PVSp9/TrNm0YoVpNGwTgYAADfB8T3+zD2TyRQcHGwS+114xcX0wQd06BDxPEmlNHgwJSc3fSUmkr9/NxZlsVhqa2sjIiI8Flb8GhoaTCaTWq1mHUTA9Ho9x3EqlYp1EAHT6XRKpVKhULAOImAVFRWhoaFSqTvP66EIPevqVfrwQzpwgGy23yZKJBQTQ8nJ1K8fJSVRcjJFRXW0EBSh61CErkMRug5F6DoUoVDV1NDFi3TxIhUVUXExXb3aepC2oCBKTm4qxeRk6tv3hl1GFKHrUISuQxG6DkXoOk8UIa4a7QlqNY0cSSNHNv3TaqXSUrp8mS5fpgsXqLCQqqvp5Ek6ebJpBomEevWivn1pwADq25diY7mQEFbZAQBEDkXIgFRKfftS376/TamqoqKipi/HLqNWS1ot5ecTEfG8n1QaHBVFKhUFBTV9dfCa4xj9YAAAAoQi9Arh4RQeTqNGNf3TYqHLl5tKsaiILlzgdTpOq+3q0hy92KodlUqSyYiIAgNJIiGOo8BAIiKZjBzHaRSKphkCAsjPr2k5RCSVklLpxp8VAMC74ByhAFgsFq22TiYLNxhIr2/6utlrTw/z5u9PcnnriTxnlQc0SCRkkzTwnI0nm01ST0Q2rlERaOE4MtMNsayS1mOzWjgjT03PPpbJSColKzXaydI2gJVrsFNXn4NlJ6uNayQiu91ut9vde16hLRuZbSTaDdtms3EcJ5HgnivnWa1WiUSCdeiKoREp7z77BM4R+qKAAL7r18q0W5MNDU1X6BgMxPNktzc9N8NspnqTyUwGg9nQYDNaOIPBbDCT0SoxGMx6m5/BTEYTb7D5GXjOyhNvkxiIiPcz2zkzEdn8DETu/lvKSl1uuq7jeZ44M44aO8/xRzOHI+8u4Hme44gI69B5iir3X2qEIhQhx+HQPn2IiHSNupLakpK6EntjjcVsMLT5MpqNFnvrHS8JkZworL2F2+3U9iCCVCKVcUqeJ6VUKSE/CScJkAUSkVziTzY5EQVIVS1/gQZIW195qJQGSMjP8dpqJauV5H7+MkmbfU8if4nSj+vqduvHSf39FERksVgsFktAQEAX3+gcmUQuk3TnFlFBaWxsJCJc8egKo9Eol8tljpMQ4JQgqfv/jEARikejtbGktqRUX+povtK60pLaEqPF2OkbZRKZSq4KlAeq5KoOvmQSGcdxKrmKiOR+crlETkQqfxUnhD9vcfuE63D7hOtw+4TrKjwwcCWKUJDsvP2a4Zqj8BydV1pXWm4sbztnkDwoLiQuLjguTBkW5B/kqLRAWWDLF/5S0e7EAAB0CkUoAGab+VzVOYPO0LSfV1eiqdNY7a1Po8kkspjgmLjguLiQuNjg2PiQ+Njg2BB/3IEIANARFKH34nn+5/Kf9xbtPXT5UE19TcvzChzH9QrsFRsc6yi8uJC42KDYXqpeEg5XowEAdA+K0BuV1pXuK963r3ifVq8lIp7nE0MSB/cZHB8SHxMU46g9HM8EAHALFKEXMZgNR0uO7i3a++O1Hx2XqkcGRI5LGHd34t3hXDjGGgUA8AQUIXtWu/V7zfeHrxw+fOWwyWoiogBZwO3xt9+RcMeY2DESTuIYdJt1TAAAcUIRsnSh6sKXRV8evHSwprGGiDjiRvQZcXfy3eMTxiukuMAaAKAnoAgZKDeWH7h04D+//Ke0rtQxJSEkYUq/KVOSp4Qp272LHQAAPAVF2HOMFuO3V79teQowXBl+R9877ul3T/+w/qzTAQD4KBRhTzimOfbFxS+Olhw128xEpJAqxieMn5w0eUT0CEEMywIAIGIoQs/iiV/3/brtBduJiCNuZPTIyUmTxyWMU0rxZCMAAK+AIvQgs828/Ovlh68clvvJs4ZnTUmeEhGAWyAAALwLitBTDGbDooOLTpWdUslVy+5cNrzXcNaJAACgHShCj6hqqMrel12kKwpXhudOzk0OTWadCAAA2ocidN4ShqYAABT/SURBVL/LNZez92eXG8sTQhJWTl4ZFRjFOhEAANwUitDNzpafffngy3WmuiFRQ5bfuTzYP5h1IgAA6AiK0J2+vvL169+8brKaxiWMW3j7QoyLDQDg/VCEbrO9YPu679fxxN836L65o+biBkEAAEFAEboBz/PvnXrvvVPvcRz3+9TfP3HLE6wTAQBAV6EIXWW1W3O/zd1fvN+P8/vL2L9M7T+VdSIAAOgGFKFLGqwNSw8t/V7zvVKqXDph6aiYUawTAQBA96AInVfdUP3X/X/9pfqXMGXYG3e9gYGzAQCECEXopF/1v76470WNXhMdFL1y8sqYoBjWiQAAwBkoQmecrzz/0oGXahprUiJSVkxaoVaoWScCAAAnoQi77WjJ0VcPv2qymdLi0nLuyPH3w82CAAAChiLsnv+9+L9/P/p3G2+7t9+9C9IW+HF+rBMBAIBLUITdsPnM5vUn1hPRo0MffXLEk6zjAACAG6AIu8TO21d/t3r3hd0STjJvzLz0AemsEwEAgHugCDvXaG189fCr+aX5/n7+SyYsGRs7lnUiAABwGxRh53K+yjn+63G1Qr180vJBEYNYxwEAAHdCEXaioLLg+K/HVXLVP+79R2xwLOs4AADgZhLWAbzd5p83E1HmwEy0IACAKKEIO6I1aL8t+VYmkc1Mmck6CwAAeIRLRWiz2VJSUlpO0el06enpYWFhGRkZOp3OtWzsbTmzxc7bJydPDg8IZ50FAAA8wvkiXLNmTVpaWmFhYcuJubm5CQkJWq02Pj5+5cqVLsdjqaax5suiLzmOe2jIQ6yzAACApzh/sUxqampycnJ6+g131H322Wc7d+709/efO3duZmbmihUr2n0vz/Ovv/562+mJiYkZGRlOR3KvLWe31JvqR0ePDvcLNxgMDJNYLBaj0ahQKBhmELqGhgaz2SyV4uow5xmNRo7jWKcQNqPRaLPZrFYr6yACZjQaZTJZ1/9fDggIkEg62eVz/vfCxIkT207UaDQJCQlE5NgvvNl7eZ4vLy9vOz00NJTneacjuZHJZvr8l8+J6P6B9zOPxF/HNoagYR26zrH2sA5dge3Qdd1dh12Z081/IPM87/ibked5m812s9kkEsmaNWvc+9HudeD8AaPNOKTXkDGJY1hnIYvFYrfbg4KCWAcRMKlUajKZsA5dxHGcSqVinULArFarUqnE0R1XNDY2BgUFuffojpuvGo2Oji4pKSEijUYTEyPUR/TZefsn5z4holnDZrHOAgAAnuW2Ijx06BARpaen5+Xl8Tyfl5eXmZnproX3sCNXjmj0mj6qPv8n7v+wzgIAAJ7ltiJ0nDLMyck5ffp0XFzc2bNnFy1a5K6F97Bt57YR0SNDH5FwuM8SAEDkXD3M2nwe0vFCrVbv2bPH1VBMnSo7da7iXLB/8N3Jd7POAgAAHoc9nta2nNlCRPcPul8hxQltAADxQxHe4Grt1WOlx/z9/DNThHqCEwAAugVFeIMtZ7bwxN/b/94Q/xDWWQAAoCegCH+ja9QduHRAwkkeGPwA6ywAANBDUIS/2XZ2m9lmHp8wPiZIqHdAAgBAd6EIm9Rb6ndf2E1EDw5+kHUWAADoOSjCJnt+2WMwG4b3Gj44cjDrLAAA0HNQhEREVrvVMabaI0MfYZ0FAAB6FIqQiOiry1+VG8vjQ+JHx45mnQUAAHoUipCoxZhqHOFxawAAvgVFSD/8+sMvVb+EKkInJU5inQUAAHoairBpTLUHhzwo95OzzgIAAD3N14uwWFf847UfA2QB6QPSWWcBAAAGfL0IP/r5I57np/WfppLjudsAAL7Ip4uwor7i8JXDUokUY6oBAPgsny7Cj89+bLVbJ/adGBUYxToLAACw4btFqDfp//PLfwhjqgEA+DbfLcJdF3bVW+pHRo/sH96fdRYAAGDGR4vQYrd8dv4zwphqAAA+z0eLcF/Rvqr6qqTQpFt738o6CwAAsOSLRcjz/MdnPyaiWcNmcRzGVAMA8Gm+WIT5pflXaq9EBkTekXAH6ywAAMCYLxbh1rNbieihIQ9JJVLWWQAAgDGfK8LzledPl50O8g+a2n8q6ywAAMCezxXh5jObiShjQEaALIB1FgAAYM+3ilBr0H5z9RuZRDYzZSbrLAAA4BV8qwi3ntlq5+2TkyeHB4SzzgIAAF7Bh4qwzlT3ZdGXHMc9NOQh1lkAAMBb+FARbi/Y3mhtHBs7NiEkgXUWAADwFr5ShCabaWfhTiJ6eMjDrLMAAIAX8ZUi/OLiFzWNNSkRKam9UllnAQAAL+ITRWjn7dvObiOiR4c+yjoLAAB4F58owiNXjmj0mj6qPrfH3846CwAAeBefKMJt57YR0cNDH5ZwPvHzAgBA14m/GE6XnT5XcS7EP+SefvewzgIAAF5H/EV4/NfjRHRPv3v8/fxZZwEAAK8j/iK8WH2RiFIiUlgHAQAAb+QrRdgvrB/rIAAA4I1EXoR1prrK+kqFVBETHMM6CwAAeCORF+Ev1b8QUXJoMkcc6ywAAOCNRF6ERdVFhOOiAABwc2IvQl0RESWHJbMOAgAAXkrkRYgrZQAAoGNiLkKL3XK19ipHXKI6kXUWAADwUmIuwss1l612a1xInEKqYJ0FAAC8lJiL0HFcNDkUJwgBAOCmxFyEjktGcaUMAAB0QMxF2HSlTCiulAEAgJsSbRHyPF9cU0y4ZBQAADok2iIsM5bpTXq1Qh0eEM46CwAAeC/RFqHjVnrsDgIAQMdEW4S4lR4AALpCtEXYNLga7p0AAIAOibYIsUcIAABdIc4irLfUXzNck0lkscGxrLMAAIBXE2cRXqy+yPN8UmiSVCJlnQUAALyaaIuQMKYMAAB0gTiLEFfKAABAF4mzCHGlDAAAdJEIi9DG2y7XXOY4DodGAQCgUyIswqu1V802c+/A3oGyQNZZAADA24mwCB1PX8JxUQAA6AoxFiFGGQUAgC4TYRHi3gkAAOg60RYh9ggBAKArxFaEVQ1VNY01KrkqKiCKdRYAABAAsRXhxaqm3UGO41hnAQAAARBdEeouEsaUAQCALhNbETruncCVMgAA0EVOFqFOp0tPTw8LC8vIyNDpdC2/lZaWxl03Z84cd4TshqYrZUJxpQwAAHSJk0WYm5ubkJCg1Wrj4+NXrlzZPJ3n+cLCQq1Wq9fr9Xr96tWr3ZSzS0w2k0av8eP8+ob27cnPBQAA4XKyCD/77LO5c+f6+/vPnTt3+/btzdO1Wq3Vap02bVqfPn0ee+yxuro6N+XskqLqIjtvT1AnyCSynvxcAAAQLiefW6vRaBISEojIsV/YPF2r1Y4YMWLVqlXx8fHz589//vnnN2/e3PbtNpstMLCdgUDvvPPODRs2OBeJiE5cOWE2m3vLe5eVlTm9EC9ksVj0er3NZmMdRMAaGxtNJpPJZGIdRMAMBgPHcUajkXUQAautrVUoFP7+/qyDCFhVVZXZbJZKu1pe4eHhnc7sZBHyPO+4P4Hn+Za/oEeMGHHw4EHH6zfeeGPIkCHtvt3Pz69lff6WRipVKBTORSKiyuJKmUyWGpsaGRnp9EK8kMVikcvlERERrIMIWENDg8lkUqvVrIMImEKh4DhOpVKxDiJgUqlUqVS68lsOiCg0NLTrRSiRdH7g08kijI6OLikp6d+/v0ajiYmJaZ5+4sQJk8mUlpZGRHK5vIM/fIKDg5376A4U1RRxHNc/vH9XfnIBkVzHOoiAYR26TiKRcByHdegKbIeu88Q6dHJZ6enpeXl5PM/n5eVlZmYS0aFDh4jIaDTOnDmzoKDAbDa/9tprM2bMcGPWjvHEF1cXE+6dAACA7nCyCHNyck6fPh0XF3f27NlFixYR0cSJE4lo3LhxixcvTk9Pj4mJ0el0ubm57gzbIU2dpsHaEBkQGeIf0mMfCgAAQufkoVG1Wr1nz56WU3ieJyKO4+bOnTt37lw3ROsmjLUNAABOEM+hasdjCHFcFAAAukU8Rdj0GEKMMgoAAN0htiLEoVEAAOgWkRRhnamusr5SIVXEBMd0PjcAAMB1IinC5uOiHOExhAAA0A2iKkIcFwUAgO4SSRHiklEAAHCOSIoQe4QAAOAcMRShxW65WnuVIy5Rncg6CwAACIwYivByzWWr3RoXEqeQYkx3AADoHjEUIY6LAgCA08RQhEXVRYQxZQAAwCliKEIMrgYAAE4TfBHyPF9cU0w4NAoAAE4RfBGWGcv0Jr1aoQ4PCGedBQAAhEfwRei4lR67gwAA4BzBFyEuGQUAAFcIvgibBlfDlTIAAOAUwRch9ggBAMAVwi7Cekv9NcM1mUQWFxLHOgsAAAiSsIvwYvVFnueTQpP8OD/WWQAAQJAEX4SEpy8BAIALhF2EuFIGAABcJOwixJUyAADgIgEXoY23Xa65zHEcDo0CAIDTBFyEV2uvmm3m3oG9A2WBrLMAAIBQCbgIHU9fwnFRAABwhZCLEKOMAgCAywRchLh3AgAAXCf4IsQeIQAAuEKoRVjVUFXTWKOSq6IColhnAQAAARNqEV6satod5DiOdRYAABAwwRah7iJhTBkAAHCZUIvQce8ErpQBAAAXCbUIm66UCcWVMgAA4BJBFqHJZtLoNX6cX9/QvqyzAACAsAmyCIuqi+y8PUGdIJPIWGcBAABhE2YRYkwZAABwE2EWIUYZBQAANxFkEeLeCQAAcBfhFSFPfHF1MeHeCQAAcAfhFaGmTtNgbYgMiAzxD2GdBQAABE94RYixtgEAwI2EV4SOS0ZxXBQAANxCeEXY9BhCXCkDAADuINQixKFRAABwC4EVYZ2prrK+UiFVxATHsM4CAABiILAibD4uyhEeQwgAAG4gyCLEcVEAAHAXgRUhRhkFAAD3ElgRNh0axb0TAADgJkIqQovdcrX2qoSTJIUmsc4CAAAiIaQivFxz2Wq3xgbH+vv5s84CAAAiIaQixJUyAADgdkIqQsdjCDGmDAAAuJGQihCDqwEAgNsJpgh5ni+uKSYcGgUAALcSTBGWGcv0Jr1aoQ4PCGedBQAAxEMwRYhb6QEAwBMEU4S4ZBQAADxBMEXY9DxeXCkDAABuJZgixB4hAAB4gjCKsN5Sf81wTSaRxYXEsc4CAACiIowivFh9kef5pNAkP86PdRYAABAVwRQh4bgoAAB4gDCKsOlKGTx9CQAA3E0YRYjB1QAAwEMEUIQ23na55jLHcdgjBAAAtxNAEV6tvWq2mXsH9g6UBbLOAgAAYiOAInQ8fQlXygAAgCc4X4Q6nS49PT0sLCwjI0On03U63WkYZRQAADzH+SLMzc1NSEjQarXx8fErV67sdLrTmq6UwQlCAADwAI7neefeOXDgwJ07d6akpJw/fz4zM7OwsLDj6c1MJlNQUNArr7zSdpmJiYnTp09vNfEPe/5wzXht47SNvQJ7ORdV6CwWS11dXXg4nj/lvIaGBrPZHBISwjqIgBkMBo7jAgNxqt55NTU1CoVCoVCwDiJglZWVarVaKpV2cf6AgACJpJNdvq4uqy2NRpOQkEBEjv2/Tqe3xPO8RqNpOz0oKKhtMW+YuuFX/a+RykinO1vo+OtYBxEwrEPXOdYe1qErsB26rrvrsCtzOl+EPM9zHOd4YbPZOp3ekkQiWbduXdc/Kzgo2OmcImCxWOx2e1BQEOsgAiaVSh2HIlgHETaO41QqFesUAma1WpVKJfYIXdHY2BgUFNT1PcKucP4cYXR0dElJCRFpNJqYmJhOpwMAAHgh54swPT09Ly+P5/m8vLzMzEwiOnToULvTAQAAvJbzRZiTk3P69Om4uLizZ88uWrSIiCZOnNjudHBRaWnpe++9xzqFsJ06dWrXrl2sUwjbwYMHv/32W9YphO2TTz4pKChgnULY1q9fX1FR4d5lOl+EarV6z549paWlu3btclyM5zgn2XY6uEij0WzevJl1CmE7ffr0F198wTqFsB0+fPjYsWOsUwjbzp07f/nlF9YphO29996rqqpy7zIFMLIMAACA56AIAQDAp7nzCtRuMZlMrD5acBy3T2CNucJqtdpsNqxDV9hsNqvVinXoCpvNZrFYsA5dwfO82Wzu+jqUy+WOO/o64PzIMk6z2WxTpkz5+uuve/hzhctx92ingyNAB7AOXWe32zmO6/R3CnQA69B1dru9W/8jHz9+PDU1teN5GBQhAACA98AfyAAA4NNQhAAA4NNQhAAA4NNQhAAA4NNQhF4tLS2Nu27OnDms4wiMzWZLSUlxvNbpdOnp6WFhYRkZGTqdjm0wQWi59gibolO2b98+dOhQtVo9fvz4CxcuELbD7mu7DskDWyOK0HvxPF9YWKjVavV6vV6vX716NetEQrJmzZq0tLTm50Ln5uY6HpAZHx+/cuVKttm8X6u1h03RCZcuXXriiSfy8vK0Wm16evrs2bMJ22E3tbsOPbI18uCtNBpNcHDwrbfeqlKpMjMzy8rKWCcSkoMHD+7evbt5Cx8wYEBBQQHP8wUFBQMGDGAaTQBarT1sik7Yv3//U0895XhdXl4eHh7OYzvspnbXoSe2RtxH6L1OnDjxwgsvrFq1Kj4+fv78+WazGUNvdxfHNW3hKpWqoqJCqVQ2NDT06tWrrq6OdTQBaF572BRdYbPZ5s6dK5FI3n77bWyHzmm5Dj2xNaIIhUGr1Q4ZMqS6upp1EIFp/lUeGBhYVVWlUCjq6+sjIyONRiPraALQvPZawqbYLXv37s3Ozp4yZcqyZcukUim2Qye0Woctv+WurZHZWKPQqRMnTphMprS0NCKSy+X+/v6sEwlYdHR0SUlJ//79NRpNTEwM6zgCg03RCTzPZ2dn5+fnb926dcCAAY6J2A67pd116ImtERfLeC+j0Thz5syCggKz2fzaa6/NmDGDdSIBS09Pz8vL43k+Ly8vMzOTdRyBwabohCNHjuzatWv37t3R0dEGg8FgMBC2w25qdx16ZGt0/TQjeIjdbv/HP/6RnJwcERGRlZVVW1vLOpHwNG/hOp1u6tSpMTEx6enpNTU1bFMJRfPaw6bohKVLl7b9ZYvtsFvaXYee2BpxjhAAAHwaDo0CAIBPQxECAIBPQxECAIBPQxECAIBPQxECAIBPQxECAIBPQxECAIBPQxECAIBPQxECAIBPQxECAIBPQxECAIBPQxECAIBPQxECAIBPQxECAIBPQxECAIBPQxECAIBPQxECAIBPQxECAIBP+/9YYGK11hMhygAAAABJRU5ErkJggg==" - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "AF = A - B1 * F1 - B2 * F2\n", "n = 25\n", @@ -1254,23 +1117,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "markov_perf.rst", - "filename_with_path": "multi_agent_models/markov_perf", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Markov Perfect Equilibrium" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/multi_agent_models/matsuyama.ipynb b/multi_agent_models/matsuyama.ipynb index ae49616..b0722e6 100644 --- a/multi_agent_models/matsuyama.ipynb +++ b/multi_agent_models/matsuyama.ipynb @@ -402,20 +402,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -428,22 +427,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "create_attraction_basis (generic function with 2 methods)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function h_j(j, nk, s1, s2, θ, δ, ρ)\n", " # Find out who's h we are evaluating\n", @@ -622,20 +610,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function plot_timeseries(n1_0, n2_0, s1 = 0.5, θ = 2.5, δ = 0.7, ρ = 0.2)\n", " model = MSGSync(s1, θ, δ, ρ)\n", @@ -652,20 +631,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAIAAAD9V4nPAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOy9eZAj91n///Sl+1Z3S3NoZi97N3bimCyEkF/sHMZ2Yme9dmIgVeSioChTtWBcQAgQG4iB2EnK5RQJISbsl/wKsDGJN+YXQ8hpE8chJk74OnbWV9YzI2kkdbfu7pbU1+f3R89oNDPSjHZW3b1efV5/Sa0e9aMeqd/9PJ/nIBBCgMFgMBjMtEJ6bQAGg8FgMF6ChRCDwWAwUw0WQgwGg8FMNVgIMVONZVkPPfTQtddeu3///kAgcPDgwWuuueZf/uVfTNN0zYYjR44QBOHa4Vw7IkEQR44ccfooGMy5Q3ttAAbjGZZl3XzzzadOnQoEAq9//etf97rXra6uPvbYY1//+tff/OY3f/3rX2cYxmsbMRiM42CPEDO9fO5znzt16tTVV1+9srLy2GOPfelLX/re9763tLT0i7/4i4899tidd97ptYFO8dRTT7Xbba+twGDOF7AQYqaX//zP/wSAv/3bv+U4rr9xZmbmn//5nwHgK1/5imeWOUw4HI5EIl5bgcGcL2AhxEwv+XweAGh66wIBx3H33nvve97zHvvppz71KYIgPvvZzw7uc/r0aYIgbrrpJlhfcrMs6xOf+MSBAwcCgcDhw4f/8i//UtO0wT958MEHr7766nQ6vX///ptvvvmxxx4bfLXT6Xz4wx/O5XKBQOCiiy76sz/7s263a79kvz9C6E//9E9jsdhdd92FEPqHf/iHt73tbel0en5+/h3veIct6oP772DP4BohMYJB2x555JHrr79+bm4uFov9/M///Oc+97kta6g/+tGPbr755kOHDgWDwVe96lUf/ehHO53O+P8IDMZjEAYzrfzmb/4mALz2ta994IEHut3uqN1WVlYA4Oqrrx7cePvttwPAv/7rvyKEDh8+DAAf+tCHMpnMBz7wgfe9733BYBAAbrvttv7+t912GwAkEonrrrvuqquuIkmSJMmHHnqo/+fXXnvt7Ozsr//6r3/wgx8Mh8MA8Nu//dv239o7fO5znwOAWCz2mc985v3vfz8ARKPRa6+99s1vfrPf7weAv/iLvxjcfwd77B3sx3+4mfe9730AwLJs3/I/+IM/AIBUKnXdddddf/31qVQKAI4fP24Yhr3D3/3d39k3ExdddNENN9zw6le/GgDe9KY3AcDhw4fP7V+EwbgBFkLM9FIsFi+55BL7jjCZTB4/fvyTn/zk97//fU3Ttuz5hje8gabparVqP7Us69ChQ7FYrNPpoHVdec1rXiMIgr3Dk08+CQA8z9tPv/vd7wLA5ZdfXi6X7S2PP/44TdMXX3zx4J9LkmS/+r//+78AwHGc/dTeIZVKffOb37Qs6z/+4z/s/QuFgr3D008/nc1mGYZ58cUXx7FnUAgH0XX9yiuvpCjqW9/6lr3lO9/5DgBcd911zWbT3tJqtX75l38ZAP7mb/4GIbS8vBwKhfx+/wMPPNB/n6985Su2lmMhxLwiwEKImWpUVf3Hf/zHd7/73bajYxOLxX7jN36jLzMIoU9+8pMA8IUvfMF++oMf/AAAfu3Xfs1+auvKl7/85cF3zuVyfbF517veBQDf/va3B3f4rd/6raNHj8qybP/5ww8/PPjqwsJC/8/tHT772c/aT6+77joA6GuVzac//WkA+P3f//1x7BklhH/0R38EAJ/61Kf6W44fPw4AL7zwwuBuzWaToqgrrrgCIfSHf/iHAHDHHXdseauPfvSjWAgxrxSwEGIwCCFkmuYPf/jDu+++++jRo7Ycsix75swZ+9WXX37ZjgfaT3/v934PAL7xjW/YT21dqVQqg284KDZHjhzx+XymaQ499K5/bj9+/vnn7acHDx70+/1b3u3FF18EgBtuuGH8N9xixr//+78DwPvf/37LsvobDx06BAAXX3zx4c1QFJVOpxFC73znOwHg9OnTW97tJz/5CRZCzCsFLISY6aVer/cjfn0sy/rrv/5rWws/+MEP9rf/7M/+bCAQkGXZNM35+fmZmZn+IpmtK4P6gTaLTSAQWFxcHGXGrn9uP+4HbIe+m6qqdvR1/DccfHVlZSWdTh89elRV1cHtgUBgVHqBz+dDCP3Mz/wMACiKssUeWZaxEGJeKeCsUcz0sm/fvv3792/ZSBDEiRMneJ4HgGeffba//eabb+52u1/96lcff/zxQqHwnve8h6KoLX846kAzMzOiKKLNk14sy7KldNc/t+lX98/NzZXLZcuyBl8tlUr2S+PYswVd13/lV36FJMlTp07ZaTV9FhcXAaDVam2/dvR6PQDYt28fACwvL295z0KhMObRMRjPwUKImV4OHjxYq9X+67/+a8v2RqMhSRIA2O6Ozbvf/W4AeOihhx544AEA+NVf/dXxD3T48GFVVe2MlT7vfe97GYbZLiHjvFuv19ti9te+9jUA2FtLsw9/+MP/8z//88UvftFeRxzkVa96FQB873vfG9xYLBZvueWWz3/+8wBgZxvdf//9W/7wi1/84h4swWC8wW0XFIM5b7jvvvsAYHZ2tr/ahxCSJOnGG28EAJIkH3300cH9L7/88lgsxrLs4cOHBwOPQ5fcBjc+8sgjAPD617/e9gsRQt///vd9Pt/BgwfH+fMtO9iLeZdddtnq6qq9xc4apWnaXkc8qzf88pe/DACf/vSnh54iW27379/fz5dRFOXtb387APzTP/0TQqhQKITDYZw1inlFg4UQM70YhmGXzQEAx3FveMMbLrvsMrsmjyCIz3zmM1v27zdd+/M///PB7bsKD0LIrvxLJpPXX3/9NddcQ9M0QRC2AJ+tEFqWZZsdi8Xe/va3v+Utb7Ft/qu/+qsx7Rl8nEgk0un0hz70oT/chr3D7/7u7wKA3++/8sorb7rpJrsLzy/90i/1s3U+//nP23WEhw8f7tcR2hZiIcS8IsBCiJlqLMs6derUO9/5Tp7naZrOZrOvf/3rb7311i0FAzZ2JiQA2OV6fcYRQsuy/v7v//7KK69MJBLZbPYd73jHk08+Oeafb9/BsqyTJ0++5S1vSaVSMzMz11577de+9rXx7Rl8PE646Etf+tLVV1/N83w8Hv+5n/u5++67b0up5VNPPfWud73r4MGDPp/vyJEj99xzj2EYWAgxrxQItOMvAYPB9BEEwVbK//7v//baFgwGMzFwsgwGMy72qthZpclgMJjzH+wRYjC702w2K5XKW97yFkmS8vl8JpPx2iIMBjMx8GBeDGZ3Lr300mKxCAC/8zu/g1UQg7nAwEKIwezOsWPHfvCDH1x//fV/8id/4rUtGAxmwuDQKAaDwWCmGpwsg8FgMJipBgshBoPBYKYaLIQYDAaDmWqwEGIwGAxmqsFCiMFgMJip5rwQwh/+8IcnT5702opXDJ1OR9M0r614BdNut7cM88OMj2VZ7XbbaytewWia1ul0vLbiFYyqqrquT/Y9zwshfOmll7761a96bcUrBk3T7I7GmL3R7XaxEO4ZhBC+jp8LhmHgG9lzodfrmaY52fc8L4QQg8FgMBivwEKIwWAwmKkGCyEGg8FgphoshBgMBoOZarAQYjAYDGaqwUKIwWAwmKkGCyEGg8FgphoshBgMBoOZaqZRCOsP3Ks88e9eW4HBYDCY84JpnFBvNkQjEvfaCgwGg8GcF0yjR2ipstmqeW0FBoPBYM4LplIIO7LVrHptBQaDwWDOC6YxNGqpbZOaxg+OwWAwmO1Mox6grmri4QMYDAaDAYApDI2iXgcoGpk60npe24LBYDAY75k6IbTUNhmKUrGU2cLLhBgMBoOZRiGUyVCEirMmzpfBYDAYzN6EsF6vHzt2LJVK3XDDDfV6ffClN77xjcQ6t9xyyw4bvcLq2EKYwkKIwWAwGNibEN59992Li4ulUmlhYeHjH/94fztC6Pnnny+VSu12u91u33vvvaM2eoilymQwSsXSWAgxGAwGA3sTwlOnTp04ccLv9584ceKhhx7qby+VSoZhXH/99TMzM+9973tbrdaojduxLKs3DGvS6Z1Wp02GImQ8beGaegwGg8HsrXyiWCwuLi4CgO0X9reXSqWjR4/ec889CwsLt91226233nr//fcP3bj9Pb/+9a9Ho9Ht2z//+c9fffXVezByFFZ5lbAIQBQqF9QB419BtFothmGCwaDXhrxSqVar3W6XpqexdujcMU2zXq+bpum1Ia9UOp2OruuqqnptyCuVZrMZCAT8fv+Y+7MsyzDMzvsQCKGztSMcDler1UAgoKoqx3GKomzfp1QqXXrppbVabdeNAPDggw9+8YtffPDBB8/Wkj3QeuQLwPj8B17d+o//l/vtT7hwxInTbDYZhgmFQl4b8kpFFMVkMomFcG+YplmtVnme99qQVyqqquq6Ho/jdsd7pF6vB4PBQCAwwffcS2h0dnY2n88DQLFYnJub629/6qmnnnjiCfuxz+ezFXvoRg+xQ6M4WQaDwWAwNnsRwmPHjp08eRIhdPLkyePHjwPAo48+CgCKotx0002nT5/WNO3OO++88cYbR230EEuVyWCYirNmU/LWEgwGg8GcD+xFCO+4446nn346l8s9++yzH/nIRwDgrW99KwBcccUVt99++7Fjx+bm5ur1+t133z1qo4dYHZkMRgmfn6B9Vkf21hgMBoPBeM5elkkSicQjjzwyuMVeaCQI4sSJEydOnBh8aehGD7HrCAGAiqfMZo0MRry2CIPBYDBeMpWdZYIRACBjaRwdxWAwGMw0CiGx5hGm8VRCDAaDwUydEKLOmkdIxdN4Tj0Gg8FgpksIkdYFiiJoBgCoGK6gwGAwGMyUCWF/gRBsjxALIQaDwUw9UyaEHZkMrTVyo+IsHkmIwWAwmCkTQrU94BGmzCZeI8RgMJhpZ9qEcK2IEADIWMpq1+HsW61iMBgM5kJiyoSwIxProVGCoolA2JQb3pqEwWAwGG+ZLiFEA6FRWCslxNFRDAaDmWqmSwj7/dVsqHga58tgMBjMlDNlQjhQPgG4ggKDwWAw0yiE62uEgIUQg8FgMFMnhJ32ptBoLIW7rGEwGMyUM2VCiEOjGAwGg9nMlAlhZ230hA0Vx5OYMBgMZtqZLiFEqkwGN9YIyRgun8BgMJhpZ7qE0OrIZDDcf0pFE1ZHRqbhoUkYDAaD8ZYpEkKk9YAgCMa3sYkgyEjCate9MwqDwWAwHjNFQjg4eqIPzpfBYDCYKWeahHBzfzUbKo7H82IwGMxUM01CuLm/mg0Vwx4hBoPBTDXTJISqTASHhUZxTT0Gg8FMMVMkhEhtb/cISbxGiMFgMNPNFAnhiNBoysJCiMFgMFPMVAmhMiRZJsFijxCDwWCmmWkSwqFZozE8khCDwWCmmmkSwmGhUTIUQYaOtK4nJmEwGAzGc6ZJCNUhQgh4GBMGg8FMN9MlhNvLJwCXEmIwGMx0M0VCiDpDyicAgEpgIcRgMJjpZYqEcMtU3j7YI8RgMJhpZpqEcFjTbQAgYykLrxFiMBjMtDItQoh0DRDaNINpHVxKiMFgMNPMtAjh0NoJGxwaxWAwmGlmaoRwRMoo4ElMGAwGM91MixCOShkFACrOmk3JZXswGAwGc54wLUI4KmUUAAifn6AYqyO7bBIGg8FgzgemSQhHeISwVkqIE0cxGAxmGpkaIRxRO2FDxtI4OorBYDDTydQI4bDRE32oeBpPJcRgMJjpZGqEcHT5BABQ8TTuu43BYDDTydQI4ehkGbAHUGCPEIPBYKaSaRFC1JGJHUOjWAgxGJdAyGsLMJhNTIsQWmqbDI9MlqHieE49BuMSennZaxMwmE1MjRB2FDIQHvUqFZ+u8olleapvya2p/vTeo738E69N8BirXffaBE85/0ICUyOEapsMx0a9SsZSVrt+Hv57HOKJyrR80qG8IFNem+AlmgVNzVMD8i8iQ/fQAMXw8OCA1LZVLXloQM/08OAAAL1y3mMLtjE1QthRyEBo1KsERROBsCk33DTJK7om/Kg61UL4ZNVjIWx7qQJQVNCKpyEBpSp5W7b7pOjlxzcaVaHi5cd/SrQ8PDoArJw+70ICUyGEyDTANAh/cId9qHjamo7oaEFBK562k1uRkbf3pE/WaC8PD/A9wcsLcV6BvOLh8UGtimbdSyX4bslLJahXa42ql5ea517Ka55KofQCFkIvsNT2DimjNlQ8NSX5MgUF8orHF+KCpwa8JFMNT2OD3/M0NJ2XkbdfAKol6XXRQwOWXl7x8OhNUdIbXgohWjm9KnuphP7icx4efShTIYRox0ajNtMzlbCgoLzXHqG3HkmxQxS8M6BjeByaLihQbHu2SoZ6Hb8uN0TBKwPqPQiuenkhVmtVsuWlQ0zWS6uCZ8tAVldl23lkerpOu42pEEJLHTmDqc/0zKnPK1DqIMO7O8K8py6pboHYI1e8E8KC10t0Yr3VEj1zyIyGCABy1TMlKCjoUO0ZDzOHjaYYkL10iP1toSp4diPSEAQSULd+fl1sp0MIOwo5YipvHyqWmpIua3kZGRaUOp5dCfKyly5pUUEWAg89whWvQ9OdqtireXYhtppVkyA17wwotPRL1ZcqHa+OD1S7Gu16KQMRRZK9uxMSyiIAVMqeKfFQ9iiE9Xr92LFjqVTqhhtuqNc31cS88Y1vJNa55ZZbdt7ZHazRU3n7TE9zmYICBICHUuStEthRWQ8XKfMykrqgehcZsmoVaHl2HVSr4vOBRcK72GBVEOZ0ycNvYFCphnUF9byRYt0Ctidqde9C05IEALWKlz7xdvYohHfffffi4mKpVFpYWPj4xz/e344Qev7550ulUrvdbrfb99577w47u4alymRwZDW9DRV3bxKTt1VceQUdjBFeSpGM8t7FBvMKokkoqIR3BgB4qsR0Swi0PSsgaAjiU8EjHsYG24IQtZTVmkcxAYTiHWnVx+kNb85AUbayepXwrnylWxVNgpSr55cQ7jGP/NSpUw8//LDf7z9x4sTx48c/9rGP2dtLpZJhGNdff/0LL7xw1VVX3XfffYFAYNTOg2iaVqlUtm+Px+M+n29vRvYxlTYRjFjWjstikaTVrO2yz4T4bhnePr/3P7fW2dufFxT0jnliRUbufNjtrMjIRIRXR8/L6NKosdKmvPv4FgCsyOhQ1AMx6hjA9qQY6lYUi9+pnmgk5/j1U6ri6cBBsvlts6sSvsDe3uRcsMPCVUG0LhpZWOwcltxUycAZ3/xCWeC5c7gK7JVCWdqHdJ8sevX9t+qV5wL76NreDTjbbyBJ7u7v7VEIi8Xi4uIiANiuXn97qVQ6evToPffcs7CwcNttt916663333//qJ0H+c53vnPJJZds3/7pT3/6bW97296M7GPVRBRJdHcOiyNkKi2hXCIox4vMvnomeNS/98BIq9ViGCYY3MtlrGsSsp64yK++IJKiqO7Zhj3TMYmmnjTalih6E4h+QQy9OtT9bjMqerRMcqYe5fzUT0rKa+ie+0f/qUzuN4Uw6v64WL8svpf4rGma9XqdIPboUnerZRT7WamWirz8IqSye3uTc8GqlQGgvpoXRQ+EUC8trzKsHEzll5aJbM59A/LL+RxBx1TBq+8/0RSXExcfqJf3bECz2QwEAn6/f8z90+k0Te9yVd/jRR8hZP8SEEKmuVEdffTo0W9961v247vuuuvSSy/dYedBrrrqqgcffHBvxuxKnbB8mZlwJrPzbqVYkgv5qATnkBl9fvikkcmM7Pe2K4FAgGGYUGgvP+MXmigXMS+dif7oJZTJ7JJA5ATPNdDBqFlUIZTKRBn3jw/S0+Y758wvCRSfyXgSHi1pxhUzRIOKZTIepKo9Y6JFU/RbWtmf3JsBpmnSNM3z/N4MqKjNxSPZ4ip3OWX5d/tJOkGwU7MohlJaGS+OvpI/U/ezeoyDruqJAaA+L6UOZFpSNJ0JedFYYqVbJS6+JvyTh/b88X0+XzAYDAQmGU7Y409xdnY2n88DQLFYnJub629/6qmnnnjiCfuxz+ezRXvUzq5hqW0ytPtFn4q7VEHxkwaqeuAMAAAUFJgPQS5MeLVKl1cgF4H5sGeLlAUF7QtbMR8IHuUNFhT0CxnCqzXCvIz4rsh2Ra+ypUKyuC/HFSi268UqEQJIdsRe9iLSo3ShuiAqYRbF0l7lzep1QZ45kjLbhZY3jf6SXSlz+JK46mUl5Xb2KITHjh07efIkQujkyZPHjx8HgEcffRQAFEW56aabTp8+rWnanXfeeeONNw7d2WWszk5TeftQ8ZQLMyhaOtR74FUlWV5BuQiRi3imQ8syWggTubBnaasrMpoPovmQN+kq9R6QBLw6SXj1BSi09JDepi293PQgMI60Lmnpc+lYO8x5UlMvdGBOE4MHLgnI3kTm1ZpkRtNMPO2VEqNm1Z/OtH2JcsWDajFTbWsE87pDWb/ZRZpH3sAw9iiEd9xxx9NPP53L5Z599tmPfOQjAPDWt74VAK644orbb7/92LFjc3Nz9Xr97rvvHrqzy1jKeB5hzI3E0ZfbCMA7IZQhF4ZMEJqaN03o8zLKRSDnkUfYNUHWIe23vDIgr6CFiJf3AW1J0MKsFuVkyYMLsVkXBSadi4Ae5RTJA58gr6CsLiUvuiTVFXUvkkXMmggxNpxK+WVvXKJguxLjODnM1ryoqRfLQtnHzUfIMp1ue9dUYTt7DBInEolHHnlkcAtCCAAIgjhx4sSJEyd23tllrM7uLdZgbTyv43dJy2tC6PRxhlNQ0OVpggCYCRFFFR2Iur1MllfgTVkCwJsKiryM5sIEATAf9qaof0WGXBgWvPPItZpgxTmKpvWaCLDf5aObTanAcNdECDLBGcXvunx0ACiJzRhJ+WcWc4awqqLFiNvff6otBi5mWZ6Nq95U8sU7IpvNiFFO8UKHxLLQDHIAUA9yQlmIzXiwUjaU6ekss7sQkq7U1C/LQBGeVZQXFDQfJgBgIeKNGNsG5MKEJ+1GCyrMhwHAM5fU/vhRyiIJ8Kbxd0Oik7w/yRFetJiXJanCpGMMBNMc5YUBDVGUwyyV4Hitmm978AUIqtVYOpmN+TSCsdS2y0fvGMBr1RTHEgnOqA8pV3OallTtRVgAUMJcTTiPSgkvfCFEpgGGPk7FEhVLWc4L4ZKMLk8TXnmEKwosRADAs3SVZRkWI565RCsyWggTADAf8mYW1YqMFiKEVnjRq3ylQKscy/BRjgurovv9ZmuC0AlzABDn+IDsgUski4IezRCMT6cD5WrT7cMjFO9UeS49G0RFmtVdz5fJN7WE2aZjqUCS86S5T6cqoBgLAGaUU8+nmvopEMKOTATDMEbZkztd1pbacGXWu1yJvkfo0TLVukfolT8KuQgAgFfpQnkFFiLQe/5HuYgHQwGbGsxoUijNM0nugCmUXe83q9aqZowFgJlkEAFhdd0+BWZdIBMcACgRtuH6IpkpN9pkaD7uY0iQApz7na/LFanhTwNBxHku1PYia7cpMkkeAMgka3o6imsLF74QWupYKaNgl084H65ZltEVWcKT6QeKAT0TUn4Aj5RA7EKIhjANuYg39QN5GeXWPUKP1gjRok/rLT3nSWw2r6B9lkglOCrJLRiS+0psNgQ6wQLAQoQQfB5cCqm2GGQ5ADBjvPseiVIVSz425UcAoITZquuxwXpFkMMsAGSyfKzrgQ75ZDHCsQAQTPGUF0o8iikQwvFqJwCADEWQrjmd1LvURr+QIaUucn9IdF8GALwpJewbEKbBT4H7xZT5dYd4NkQIXQ9mUeUVmNfKZrXk0fmHOU2gkzyd4LK65L4BVLsaTLFgf/0YznS932ZArsZZDgCoBOe+DAsVsRlI279AM8qprifuKlXJiHEAEOO4GU1yv+lxRJFSHAcACZ4LeTqLagtTIIRqmwyP20KFiqcddQplHbomZIIwEyKKHjgEa4FBAPAkNLeioIX1PL0FT5Rg/QzQJLABwuXYoIWgpCJWLRu1iifnPy9bKa1KJXkqySe7ovsGhGQpwXMAkPLDKs26rAQmgnRXSGczABBKce57JE1BVCNrjavIOGe4fh9g1CtEggcAMhwPW91Co+vq4RFK9mozWRYAuBku0cFC6CLjh0bB+Tn1SzJajBAEwIIXi2T9BULwKG3SrmJcMyDiQTHloE+8EHZbiiodiPuArK0irbuPaLl/HyDV6iYdIHx+wudHlE+quZotgrQeZWnZdNx+qoS5prvtLksqmtdFf4oDgESGDytuX4g7NdGKsfbjAMtRrtfUUy0xlOIAAAiiEUhXyq7my/RajTYZmon5ASCXiniySDyKKRDC8YoIbZzOl1mWYTEKALAQIVY88QjXdSjlB90C2d0uS3ZfG/ux+xUUsg6atbZECvYqqbtSZFfTG1IJAHJ62f11YkWU9Ohaj1AjxqnulrSbDVHwpRfWf4tGjFNqrhqQbxkpo0nF0wCQ4DiuJ7k8FdJqSPR6K+MExwVd724TkqX4epNYNcLV3b0RqZQFyc/SJABAlIGyL10/b6YSToUQEmN7hKTDNfVLbbQvslbGt+x2EdEmjxAA5kJuZ6ysyLCw4RG67ZLmlQ13EAByYXBZilZklAsTRrVM+IOsKhQV5PKtkFmvEMn10FyCNxquZi0aTalIpedCa/8CJsGZ7o6HrQhV2ZcAkrKPPq9LLi9P0C0pnF7zCPkMF+tVwd2vQKIrZrJrXwAjyqlVV8+/JEjtENt/2gxwQuV8mVN/4QshGq+/mo3TpYTL8lozC48ik5uVwPVlqs0eodv1G4NLpOBFupBtgCGt+g9dRjTKUQZEdxt/ky3Rn1pr+R9Ksy6H5hoVUfRzwfVmViGWpduueoRNUVCjazJAJdIpo1Fou9pmMKyKiXWHbD7OtImQKTdcO3pTg1lNjK0bQCfdThdqi2I3ujG0RA2zLsfGd+DCF8LzLjQaAbBDo16kisyHN566L8YrMvQjY+7X1BcUr+8DZLQQArMh+g9dZtQq7vvEYVmI82tKEElz8Y7kZr/ZuiR2IhsOQZLjQoropkvUlQQztgHs8ikAACAASURBVD5kjaRUX6wiuBicRCjWq2cza2cgGyRWfWzXxZr6Qk0mAJGBtUtAMMXR7t4JaXUR4htfADPOdc6bmvopEEJVJoPjZ406W0q41Eb7op51OCsMOGTguk9mWCB20UxwwCN0W4c2lkjBC49wRYFDSCTDMSazYNYqC+7eiEhdyOlCML3uEKS4Q5ZYVN0zoFOTrOjGdXA2EehRATfbjKGGSCcHPJKIq9k6ZrvepCK5+NoQTpKAeoATy+4ZIJTEemjj4yd5LuTyLKSm6F+PzAMAneBdGHIwJlMghF2FDI47w5aKp8yGs1mjthAuup4s09bBRJDwbWxx2SNZVREfIOj1b9xcmCipyHTxHPSLCMEywZNFShnltDKdnqHSGaNazrl7M5RX0KIpUetKQCX5nOHqVEKzITGJDSHMhaHCuFpTT7fFUHrDACvBuemQNUSpwrCxgWHUSphtuthcpiGK3fDGx+dn+GRHdPMH4JelKJvuPw2zHNPEHqFbWEqLDI07Dt5Rj7BjQFuHTBAAIMoATUDNxYryLaki4LpLNBgXBQAfCUkfVFys5MvLaw6xlX8RwINZVHkF8Z0Szc7SqaxZF3IhcPP852WU6Ql0al0IExynSW7eCtBtMZTecAhyYWKZYt2spYvIYiq7MRXdl+AtF48uliuNIDe4xYpxHReVuFutGLENjzCU5mY1UXKxkjCqSiy/cf6TGT6sYiF0C0s9izVCwucnSNrqOHKfvCyjXHij5+miu8uEeXnTAiG4vkiW3xyYBXuZ0FWXaC00il78IQAQALMhwrXYoGZBrQfhVpliswTjIwPhg0TdzfO/2uwFzC4ZXivjo+LpWK9ekN1rrhNSqkl+QwkiDIh+tu1WTX3PBLYnprgNJQinWZ+LNfUtSepG0oNbyKSrvXXMhkQNRCbJQJgkiXzVrV+gZSV69ZnsxhnIZNhkV3I5b3YUUyCEZ1M+AWvDmBypoFiSYd+AIS7nyxS2eYQur1EN1k7YuByc7C+RWvkX7KWpXMS9VdKigmZChCmt0ukZAKDSmQVDcPPjN4WKGub63ecJitYDsbrk0phypGuM0Z1Jb4rNdFxcpSuqaN6QmNSGEKYyfMTFmvpuTUSxTR5hOO1qugrTFiPsJgMaAVYsuxSbVRv1Oh3lIxsTcHOJQIcMmK7PohrKhS6Elol0jfQHx/8LKp6ynImO9jNlbBYirtax5RWU23w/EGGAJqDuVnh2u0fo5gwKe/ifvUKDqiVTXAV382btkbxmtUyzMwBApzKZTtlNh7hTFc3NF2IzxnVrLl0HzaYk+lK5zYOgrRjbdStvsFjrMMgYDA5FWW5Gl1pu9ZRADYlJbjr/SY4NKe6lrYZlMcWxg1s6Ua4luJSuUioJNT87+O/3U1DxsZJbSrwzF7gQWqpMjjeDqQ8VZ82GI1+OfhGhjctLdAUF5sNbz4ObPtlgX5u1o7uoQ3l5rc2p2ayinmqIRXBXie01WqNaWvMIU9mYIrja+Lsh0OnM4AY3K8m0mlCguX7OsA2T5JFbsUGpXG4O5EwCAJXkZnXJtagM3Rajm3Uom+EiWsNO3XIaBJDuitxMdnCjFeO6bvU0qAlia/P5B4BmkBOwELrA+KMn+lCONZfpFxHaLERg2c0VMnlraBTcrWFYkTc6bq8d3cVFysK6DBuVPACY1VVw/T7gYl8bLESGYwBApzJWvcIFiJJb6UK+tjCYqwIAkTRHu7VIVq2I9SBHb77ehNMc45YBbUnqRjd9fCqSCFtqseHSCIaIIqX4TUqQi1E1OuZoK6s+UgdljFokvUmJmQRnOXPTv512VdQ3ByQAoBdhW66P4BjKFAjh2JkyNlQs5VBN/bbQqLvJMsrWZBlw1ytd2abEbh69H5jVhTwRjGyERl0zQEYXGWWKnbGfUqmMUS27VsppIYgqYoLf5BGGWY7vSe70m21I1W44vWVjKsOGOjV30iV6NWHLEh0QhBxMi+4sUlpWTG9k+dTgtrQfVhlOdsWAYqWu0mGCZgY3hln3bkT0mkTEt34BUJztuZg3uwMXuhCq8vj91Wycay6z3SN0c42wsG2JDlx0iVQDuiawgU0bFyLgokO2VkRoVPLEwct0OzTqoku6IqOFXoleF0I6nTVdbC5T6cCiKQTSm2ODCe6AJbrTb7ZbE63oVocgF2VkJmK26y4YQDREJr01NNeLsG1XdMho1epUdC7KbNneDHKiK6WEklBphtgtG1MZLuJWAQPRFAPbzr+bsfGdueCFsL2n0OjkhbBnQq2HZkMbUjQbIlwbz9scSBUZxDWPZLs7CADZIFHrgTtnoN9WRq+sUBcfNaVVQMjVRUoF+E6ZZmftp1SSN5vSYshyR4nzCprXRSq5ZZGMn9ddmlNvNiQmtfVCnItAiWHdKSHwyWIsvdUAFOd0VxpPSxVJ8G30We3TjbAtV+bUt0WxG9mqQ3yGZ7uCO6vUQVmMsVvvhMKsqxUsO3CBCyHqKERwW0BwR6iYI+UTKzKaCxPkgBZQBGSDLo3nzStb1+dsXPNIVgYaXltyA+kaAJDunoFc3yOcPUAwfrNdd3MWVV5BMblMp9eyFQiaIUPRi4iaO7HZQttK9WpUYpMSUAmO67lUU8/IYiS1NTI2FyKWKM5wJTgWU8V0dqsS+FI8armxSCaJQnubQwZr6SpufPxuTUTxrQb4U1xWr5VVN5Qw1pH4zFYDWJ6PdM6LLmsXuBBa6lmMnrAh4ymrXZ/4usWWIkIb1zqObq+mt3EtWSYvo4V1j1Ar/NQQCvbjBbeCk/bkB6urWl2ViKUpdsZOHJ0PuzGLStahZwJVX+2HRgGASmX3mRV3Pr4o1br+2JYlIiqaCBjKatONbJGwIqUyWx0CPwX1ANt0Pl1CNSCrCcnNS6QAEE2zftkNHWoJYjey9eMDAJPk3IkNoobkS229DyAYX5cKrEqOz2dGphHVW3OZrXdCMzNsolcHy72uDqO40IWwc9ZrhARFE4GwpUz4y7GldsLGtfG826vpbebDhDtT8QarGPXVl/Xykv3YtXSVooLmQoQh5Bl+HgiCZmeNtXwZN5R4fSRvmU7P9jfS6cxst+JOwpQsVnrbluiAILRwuun8eF6ka36jm00ntr/Ui3At51fpVtoWr9e3OMQAkM5kYqrkwj+gV5O2O2QAEGE5xpVZVP62EN0WmQSAVohzoaa+Va1VmUQ8sFVuZqNMg4z2mm4sEu/MhS6Edh3hWeJEvsyyjBajW6Vo0TWPcPNI3j4BCtyZirciQ1+J9dUzemnZfpxzJWNI6kKAgggDRiVP8zkAoPl5QyyAW7WMKzLsD+qW0hy8FtOpTFJ1qbmMVhVQYsh10IpzPedr6s1mVWBSuciwq03cjaL+kljvMFtzJgEgxHKzuhv9NlFr0+CFPimejyhuCGFEldL8EAN6UU4WHTegVBbqgSH3ARQBop89H0oJL3ghPOvQKNgzKCYthEvtIaFR1/yhwuaZtJtscGWZcHCRUi+eMcrrQujKGeg7xHolT2dzAECl10KjuQi44JPlFXQZVKgEB+TGL45KZYPtSkuDrvMV1WRT6I/kHcSX4sD5CQCdmlhkWG5YfydfmgPnZ/HUyxU5NEQGqAQ7qwkufAP98tZqepsZPhEwFHvJ3DlMBJmewM8M+QJAjOs5X1Nfq4hKeMj5B4B2mKu6ki60Mxe6EHaUs80ahbV8mUkLobypiNDGtdDo9tETfVxziezRE8g0DKGw4RGG3aig6AdmjUqesT1Cbs7YKCV0+viQl9FFVmVwgRAA6HTGqJZnQ26kC/llMcoOD825kLYnlsV2kB36/YumOb/zBshVSdseGQYggxESoFh3PCgRUarsMIcsFyEF2qnC5T7lth435UA8uf0lJunGjYhalYxt1fQ2vQh3PtTUX+hCuDePMMFOPjTa3lREaON5sgy41Was2C/jKy9T7KzZriOtC7Y/6oYOwbpHuEJnFgCAYmcMu4LCJYcYFntrzdX6UKmMWau4UE5qWJDqiIlMdvtLoRQ3q0tO95ttSWJnWKoIALBsKtBrIdNw1AC9XiGSW1NFbJQwV3PaI7HMmN6cyaS2vxJloOxnGw6vkq6Wxbo/NbTTZJRz40bErAtEfPgXABKsfh7U1F/oQthpE2fZWQbs5jIT7XukWyB00Vxo+xohsexOqog6fI0Q1qTIWRvsJbowDQCgF8/45g/S/JxeWQF7EpMrHuF8mECmYdYF2y0jfAEyFDXrojvJMisy4jsbbWVsqARntmr7QpbT539VRQuG4E8Niw0muQOW4xUU3ZoIsa0ZgzbzMarhS1oOtxkjm2Jg2McHAC3KKqKzscFevSpR8ZnwtipCAABoBblqxVkDahWhPSwyDABpnnehpp5sicH0cAMCSd6F4PyuXOBCiM5mGGGfia8R5hU0EyLobSfbnfG89R7QBGxrarGGC0ow2GVUX32Zmd3PZBeN0jIApP3QNR2v5LNrJwxplUpw/YwJmp83pKI7i5R5BWLtrR4hQdFkLHmYdLykPa/ArCZRySFLRFSSn9VFpw1Aza2DF/rkwlCkHa+pD8linB/uERJxTne4kk+oiJKf3f7zt+lFHB/KKIvDI8MAwGU5vic6PZ46KItxbrgBUZYNnAc19Re0EFqWpfVIf+hs/46KTzg0OjRTxsaFjqPb5x9tMcBph2DQAG31ZWb2AJNd1NfzZVyo5LMbjhuVPJNd6G+kuTldKEYYYEjHZ1EVFORrlLasEQIAncoc0h1P1litKRSYQ+8IqQTLdkWnDaDbUnhbVxebmRCRZ9JON5xMdkQ2M1wI/WmOdHgooCSI8ohUEQCABOf0x9caFUgM//hMIs0ZjVXZ2dB0vFvNZEe4pFk+dh7U1F/IQmh1FTIQPKsZTDZkLD3ZkYRDiwhtFpzPWtzebntwScaFLmuDI3nXPMKZfZvzZZw1wJ4AZQgFu3bChubm7MRRp28FpC4ESYQalX5bmQ0bUtk5vez0jUhdEEbl7JHBCAGo3HD2HxDu1NIjHAKKgFaQqzvZb7OhQUaTtvf3solxvF92NlelLUl6ZPh9AAD4nY8NEs1qYFt/uzVIquVPrFYcDE1bhh4y1TluSBUpAMzxqYjednqReFcuaCHcU6YMAFDRhKVM8n+zLKN9IwxZiBBO50psr6bv/N/H+49nQ4TTU/H6HqHZqgGyqHiaHvAIndYhBFBS0VyY0CsrTGaIEDqtxCsyutxfJwMhwhfY8hKVyrAdxyOTnaqgx4Y7BACgR7m2kzX1yNADujLDD78OAoAW4RQnDcg3elFLpaLDDWAzfLIjmk7eiuh1EYZV09tEWNbpdJWgLMS5kV8AOZSuOblIKVUkiUmFmOGeAB8mBSahVN0bUDyUC1sIZTK4FyEEgiCjCWtyTfGX2jDKI3RhjSovb8qUMetC95n/7j+lSWADRNnJqXj9kbx68QwzdwDsaXxq2+oq4LxLWulAzAcBCoxynt4khLPrpYTORqfzCroMlamBnjIbNqQyUbns9BfArAmjciYBAOKcUas4ePSGJNCphejoS02C05wsZRPKYiPIjooM+VNcThfKqoP/AqIh+re1N+vDZvmow7HBhCqy2WFFhAAA0Ivy7aqDBghloR4ceR9AANQCnFB28Bs4Dhe0EHbks+243WeypYQ7hEYXnc+eL2weDa8tP68VXhrcwQWXyE6W0UtLzOwBAACCYDILRnkFnK/oX3OIETLEwiYhZGfNhohMw+l7kbwCh60yzQ6pXqDSWapRNhG0nEwXolpiaETOHgD4UzzhZCVZU5IqTHr75JM+gRRLODDvpU9DFJUROZMAQMVZXq86+gXwKdVYenjSLADMpqOUaaCeU+2dNAs4rcrzI6WIjHOGk8196qLUGX3+AUAOcTV3pkKO5oIWQrVNhvfkEQJQiUnOoFiSYafQqLvJMtrSaUMs2t6YjeNK0B+BVPypb3a/vZGZWYuO5sIOO2QyyoUJs1kl/EEysHFHQFA0FUubtYrTUwnzMtpeRGhDpzJGreJ0ulBErsS39ZvuE2W5kCI6d3ipIrR2SBUBiHF8oO3ghbgjlc1RRWwAhM+v04Fy1cHG03FVZLcNvuiTCxOrTNpwbFL8al2lwaTDI5PnAymOcDJdqFMVRlXT2+hRTsFC6BxoT21lbKjYxKYSmghK6qZVOruW3MaFmvotyTK95ecIxqcXzvS3OKoEJgKhuzaIUV99ec0jBKBn9umlJaePDv3aCSE/mCmzZgM/Z4hFp3vrrCjAdzcmEQ5CxVlLae0P6s4Fh3smsD0pOSJnEgD8aS5nSoJj/WZbUlULD6kl78On44zRca7NmFkX6RHFGzZKmK07tkiGTCOit+f4kWfAT4Ho5yXH+m2WSsP7fPaJ8VzAycbfZkOidjz/RII1vB7PeyEL4Z6TZQCAnFwpYUFBfIBgBs608r2v9h/Phgixi3Qnc1XswQv2Y2Qa+urLocuv1Aov9ndwVAmKCuIDBE0CMnRDWqXXCxiY7KIdGl1w3B9F82FCL2/KlLGx82WcXqTMyyjeGlI7AQBAklQsfSnlYEl7QUELusCMXiOkE9w+U3TOgF5dRKMdMgBYiJBVX8p0LDzLtMQgO3qJFMCIcapjBQxqrSowCS6805VWDqediw02KoK8bSTvIBzPxzsO6hDdEiKjI/MAEHA4OD8OF7QQdvYyesJmgqWEyzIsbpZj+TsP951Cp8fzVntrgxds9OIZmp3xHbpMzw8KoYNKsCLDep/PFZqd7dezM9lF2yO0K/mc6yqwXjuRp/n5LS/R3JwhFOfDxKrq4CyqvAL+ZonaVjthQ6UzF5kOlhIW2mbSaFLxkWtUVJLL9iQH70Wakm+HVB2AXIQo0JzpWFV7SK0mRxRv2JAJ3rnhwOWyWPcP77PaR4tmFMdq6pWqaIyoprdJ8lxGk5xrahFUq8lhDcf7JHguqGCP0DEsZe8eIRVLWRMSwqU22jewRGfUKoZU0lZe6G9xtNukvULWf6otnfbte5Uvd5E2KIROpqv0505oxTP9uCgAUAkW6ZqltFwwIBcm9M3V9DY0O6uLRT8FcR84FBs0ESiyQpg6FR3S8hgA6FRmUa849wUQBFH2J4GkRu1AJbhkT1ppO3X+fW0xwo2UYQBgA1Bg2E7VkUshAkh1KvzonEkACKY4yrEChtrO1fQAAEDEHey3adVFckQ1vQ0VTUQttdB06lY03RH42R1d0gwf97qm/oIWwq4ymBxxVkxwJOGWTBntp88AQO/lZ/tbFpzsOJpX0PymlNHnfItHmEzObEj9RDVHk2VW1jNljNWXmdl9gy/1qwkddUnzMuQiG5MINxnAzxmSXUrolBKXVPRaGFJK34dKZzOdinPnvyUInehO9+ME4zOYYLXecMiAcKc6qpp+zQAAOcTVnWn4KXZgVh/Z18YmyfMhxzwSpSrt7JCBw+kqRFsK7fjxgSCa/lSl4ogUGb0ebemz6dgO+8xzMb/ZRZrD7Z125IIWQuUcskbjE0uWWW5vqp3onXnGf/HPaGd+0t+y4OT8h4ICW1JG/fteBSTFzO7rF1FkglDXwKF+g/0JUFrxDDN3cPClfuKoczX1JoJKB2UIxep1tocH6WTGajeQrjnXeXxFhtcSq8MXCG0bUpm4WnEuXahXFazYTv4QABhRp0rakaGHdHmOH+4Nu2BAUWzolJ/wD5uFuE6S59iu5ND3X6+LxOhqepsox/odG88baVcSI/qs9lEibK3iiBKXSxXBxzI76kzCT5QZtulkLeOuXNBC2JGJvWaNkqEoMvSJ3KRsKSLs/fTHsat/RVs+DevLUo7OfxisprfkhtWRaW4OAHzzF/WXCUkCZkNE0Zma4ryyNolQL708GBoFO1+mtFZB4dAZKKuIDRCkWGAyuSEl1SRJpTKGtOrcLKq8gi42hqeM2tCpTKBVca58AjUEenQ1tw2V5ExnStqNpiTQybkdU0VsA4yGIwZIFaER2kWHfEluXpdWnfn+k00xkN7l/GcyfNyxERCJrpiZ2cUAPcarVWc8ckFq7Xb+AaAe4ISSlzX1F7IQos5eRk/0mdQwpiV5o+O2JTcsuek/9FoyHB/sMebceN7Bavrey6d9i6+y9YDJXaTlN8rqnQtOrqyX8QEAFdvkGfRbbztXQWHXTuhC3h5DuB2GmzPEVecWKfMKLOqVUZkyAEClsqheDlBQdSYy5GuLkRFtNvsE0zzVcuR+vFqRBB8XHD6AaMCAFEc5kzfYFMTujjmTAEAl0imjUWg74hIGFDG2Y6oIAMylggbQljr5X6CqI16vpXczgIpzDhUwNAWxu9sSKQAoEa7u6Zz6C1kI995iDQDWmsuc64/TQlAcqGfvvfRj/4FLgSD8+y/RXl6LjjoaGt00+WH5Od/iYfuxL3fRpgoK55RARgsRQl89s8UdBAB6Zi1x1Lmaejswa1Ty22sn1mzg5gyx4FxvnbyMMurq0Gp6GyqWsjrKRUHNoTMQU8XUjqkiABBluWhHdKLfrCSI8hgOQZzjgs7EBrWagOK7CCGQlOqLlQVHutvEO1Vu2Gz6QWZDRJFJaw7kyxQqdZUKE4xv591CaY5yZpGyWxOtHYtnbMwoqzqTLTUmF64QImT1OmTgrGcw9ZlIvsyqilJ+IrCestc784zvwKsBwLf/kt66EC5GHU2Wgfn1c6AtP+fb9yr7MZNdMOviQL6MI0qgGqCakA6Avvqyb26rEFLRJBCEJTec1CGYD4NRWdmeKWOzXkro4BphQt4pNAoEQSW4y0hHZiEpBmR7wq5LREyS3W9KJQf6zbYlSRs9eKFPNhUFZDrRZmyHUYiDqBG25UAln71EmsvsskRKEVANcJIDIziEitgc3eezT5znQrIzi8QNkU7sfv6phIP1M+NwwQqh1VFIfxDIvX9AMp4+99DosgyLA9HZ3k+f8R+0hfBSbT1xNMYATTgyEg8BrKpozl4jtCw9/5JvYc0jBJJiZvZpxZ/azxxSghUZLYQJwm63vd5cbRAmu6CXluxKPssBJdqondjJI1x1Lja7Kus+pbZzZw06nT0CjuTL5GU0q0vUblciOsnlDMGJ2LhWlyCx+4U4FwHRl3YiOudrC5GdcyYBAMCM8054JM2qJPpScf/uk+CUkCPpKi1BUCO76xCf4ZPO1NQzbTG8YzW9TZDlaE/H817AQtgetUC4LKNxisYmUkq4LKPF6HquSlcxqyVm/hAAMJmc1VH6QutQBUW1CyEKQjQAgF5aIuPpwXPiyx3q58vkIuBEaLSw3t1tsLnaIEx2US8t+ylI+KDiQCVfQYFc0DAbIjUib9MOjc4ECdGZWVRWXSDiLEHttEpGpTKLuuDE+S9JLYukdo2LUEme1yRHYrMt0TeGQ5YLEwXKEZ8gpgqp0e3l+jAJznJAhiurYi2w+8cHACPOKQ4ocacu7tBntU+U5WZ0yYmmFhFVTGZ2NyDBcc5VsIzDhSuE6siU0VNL6Ona7r/5iYRGB2fTaz99xrd4ZO2aSBC+xSPa0mn7pQVndKg/9gEAtOXn/PuODL7KDJTV58KEEw6BnTGLDN2olelt9ewAQGf39VtvO3QG9murVCozSoqoeNrqdUlN5QPExGODXROScsk3bO7EIHQqM9urOHH+qxWhFdpdBqhYOtprFtqTH47qb0s7DF7oE/dBiWHlSVdQmAjYrpid2WWJFADCaY5xwCOpiaIa3t0fBcfSVay6yIwRmSRDERKsQm3yQYlktzq7W84qAGRnMwlPa+ovWCHcIWX04WVrXCE851LCwdqJ/gKhzaZ8mQix7MB1sKiiufWUUbuUfvBV3/xG4qhDyTK2R2iUl2l2dqgUMTOL9qh6h2pIiipk5ZFxUQAAgqDZGVNazTnQ/bygoNegyg5FhDZUKpPsOOIRKpKg7VbNDQBAkr1gouHAcNRIR0rttkJpo0a5hjThRbJyW0+ZbX9ip5bfNokMH3XAI+ns1t6sTzDNO5Gu4muJoR37rPZpBlmhPGEDuqqCEMokdk/UmEuGEBCDI3Fc5oIVwlEpo9UePF5BP66P6RGe6xrhUhvtWw+N9n76jP/ga/ov+fZf2u8v49gSHfQ9wt7SViFkZhbNumBnKKT90DVh4v0GbZdUG7FACADMzD6jtAQIOZEvo1sgdVGkXhiVKWNDs3O6UHDiX7AiwxGrtFOmjG1AOhtulZ3IHNZqAiR394cAwIpznUlXNCPTCOvyfGbkbPpBzCjXmbRHWCxLDX9ynESBJM/xDvTbNBoiNcYSKQDEeTbsQLpKWBXTY0QmAaAb4ZqTThdaLQqSnyN3XyGFMA1lhq06U9Q/DhewEA5fI/zKirUQJsbzCNlzL5/oJ8sgraeXlnwLF/df8i0e1leX7Jp9h8bzFtbnTlgd2WyIzMzippdJiskuasW1eUw5B6bi5RU0HyZGLRACABmKEj6f2ao54ZKuqogPEJawo0e4Noxp1QklLihoUSvv0F/NhkplqGal3Jl8uhDVEvypsa6DdIKzJl3S3qtXBToxEx7Z5nQQKsGakzagXhHawbE+PpXgZnVp4t9/siUFxjv/fJaPdasw6d7v6a6YGT0KcRAzynYmXVNfFcSdR1EO0gxxgmOzqHZlL0JYr9ePHTuWSqVuuOGGer2+fYdnnnkmHN5ocPnGN76RWOeWW27Zu7FngzUiNHpqCX34teTpxu6ZEYTPT5C01dn7jToCyCtroVFt6bRv7gDh82+8P+Njsot2MZ9DhXT9ri7a8vO+hYu3d1725Tb6y8yHoTBpJViRYTEC+upIjxDsZcLS0oIDFf15GRYioFdWRlXTrxnAzRlS0QklXpYh29mpv5oNFU0irZdjOuVJL1IG2mKcG+s6GGI5ZtKhOaEiVH0cPd41JsRy1KSn4rUlSYuO9fGpSCJiqYXmhGciBhQxuVsRoU0u5muTIVOeZMfXeseIG+1EapfiDRsqyVmT7mnQkqTeeEukAKCGOScqWMZkL0J49913Ly4ulkqlefFs5AAAIABJREFUhYWFj3/841tebTQaH/jAB1RVtZ8ihJ5//vlSqdRut9vt9r333nuuJo+Hpcrbp/KqBjxasm7eT86HiRdbu190yHOLjlY6EGHWkjZ7Z57xDcRFbXwHLtXOPAuOjeftj57Qlk5viYvaMANl9U4owYZHuK2IcMOGmUW9vOzQ0RfCYIjF7QOYNhnAzTo0lTCvoJgiUKOr6fvQKf5yUpy4AUlVYHerpreJslyyK3Un2lylWpHksa+DKY4LyxO+Dhr1CoyRKgIAQBDtQFqadHOTpCrxmbHOAB+Ekm/CReWrq+KYkWEACLE805p0SKAmot36rPaxYk5NIBmH3XofDePUqVMPP/yw3+8/ceLE8ePHP/axj/VfsizrAx/4wB//8R/ffPPN9pZSqWQYxvXXX//CCy9cddVV9913XyAQ2P6eiqK88MIL27fPzMyEQnspijfVNpnkTXPTL/s/VtDPsRCjzdck4X8l8+LoLtFrMpY0GiLJze3BAAA404TFMNg2dF/6ceSt795iD7N4RP2fb4RMMxsAsYu6urlzd1ob0zRJktzyVkMpKDATME2T6C09F/qFd2z/E3rugPzol+zt8yG01EKmOTE1kroQpMDXFoAgIBQbZTDF5/Tl52dfZ67IMM6HGp/lNjoMAhkMI8Y/+M6maZqmSay3HiVSM4ZQmAuhFdma6PGhIVWB9m05+lDIJH8Jqiy3F382PcaKyphH12BGF8Op1DhnlYynD1g/WmkZB2O7GGCus+t7tiVRi7Jj/k8z8YBB0Hq7eS5tEbfSFH37949pQDfCNiuCae5+1zImlq4FrC6fim4xYNQJrAe4ymollDsIE0IsCyi49Ro4igSbDinSZH+A0BCYxdeM+Z5UgjNXnx5n5/G/gTYkSRLb+wxvZi9CWCwWFxcXAcD2Cwdf+tjHPnbxxRe/+93v7m8plUpHjx695557FhYWbrvttltvvfX+++/f/p4/+MEPrrnmmu3bP/nJT1555ZV7MNJoVLXMgc7mRLh/fTH8i2mjWu0d9AefLKKrYt1d3iQQbRaXydROK0w78EzJN+v3VasyMg195fl2jJc324MSM8bLz1YlCQiC9cWfLTZzod1r2VqtFsMwnc4uZXcIoKgkgr1mVbK05eesaz6gbEsLRHRYr1aqpSL4Aknkf6pOVavq2X7MUTzTpGYC4dpz/xe4XHV0RiIKJY38S75OTeomylKTISamxC9VQ/9P+yUrkdly9Hq9blkWTW98+RFCkcbKijxbrQ4J9e8ZU1o14twOn31jz1BioVN4Tnh1NbrLd3J8nqujnCk3dARjGGABM6tXni23E/ouGSOmadbrdYrafeVPFUtGMDvOxweAqEaWmXR8+SVix8ymsyLQrtDhV49pgB5OKuJqtbpT8OCsqAtijUlFW7UtP9ROp6PrumFsLVaRgymhWIhNLndXKuYDwdSYH98f8KW7oihVx8ltGRO6LUA4PKYBVChMNyvj7NxoNILBoN/v33VPm1QqNfhjH8pehBAhZAssQmhQlr/xjW9885vf/NrXvja489GjR7/1rW/Zj++6665LL7106Hu++c1vfvDBB/dgzChEU4/OzAUGUrdNBN8S9U++KcSHiV9Qrf/zAuL5naZkAUAzM0ciPTpe/vd26iXr4jTi+ZD28k8amRyf27dtF74ciqZAo/nc/rihBNI8v/vX0O/3Mwyzq6Nc6UDcr+eynCEUpFAkc+CiobsJM4sJve2bX7hEQ/8pmTw/sftxuWMdSKCwWrP2H4mPPodWLFJ64BMzPJcNmUaYnYtM7IcoWeZhVA0vHNrSY4wgiGQyOfjbELi5g76ebJCxNB8YK7djLELt/43O5Pgxvj/tuX37z1SfIcK7fifH58flQiOQ3p8ZL2s05G/2qi/TcZ7fJShhmiZFUeN8KJ/ajC6+bpw9ASCWhi8x3M+RZnCvP7ftJDvV/QcPjGlAkZ9lpOaYO49DZWW1EeS2v6Gqqrqux+PxLdtRIgPqJA0g1RaZzo75higR7+kSRDk+NLEfYLxTDR/YN6YBcwc03+PVcXZmGCYYDA6NLO6ZvawRzs7O5vN5ACgWi3NzG2HDb3zjG9/+9rcZhrFlkiCIxx9//KmnnnriiSfsHXw+3/gyfo5sryN8rIT2Rwl7JtFlqfESR89tAEW/iLD30x9vXyC06TcdXYxMOF9mYxDgiAVCm/4YioVJtxnLK5ALg756hpkZmSkDAGQgRAYjRl2Y+CpdQUGsvEvthA3NzZtiYS5MFCe3TtnUYF4rB/mxQm10OsN2JtxlrSGKym6DF/qQ4Zjf7JYmOqbcL0uxHWfTDxKgQPSzrcmt0mkWZDSRy46btRhlWd9EFykbotgZe4kUAOgkO9nuNqgp+cbLWQUAwufXqEBRak3QgHSvOjveEikAZDNcojf5vNkx2YsQHjt27OTJkwihkydPHj9+HAAeffRRALjrrrvQOgCAEHrTm96kKMpNN910+vRpTdPuvPPOG2+8caL2j2R7HeHDy9bxxbXPeyBG1HuosVuO2Dk2l1mS14oIe2ee8Q+U0g/iX286OvEZFAVlbRKhtvz8DkLoW+8vM/HeLnaqzs6ZMjbMzKJRXs5NehxVXkHh+gqT2T3YRffzZSYnRSsyOmKVd5g7MQiVykaUCc+pV6WKERvbvSCIXoRrSZO8EMc6Ens2/k0nwjUmlzdYrCkkIHrsFcc0n4mqk0yb7NQkc7xqepvwpEdA+NtibLcJXIM0g6w0uQKGdqPVI3yp2E4jkQeZS/hVIqDLk1Ti8dmLEN5xxx1PP/10Lpd79tlnP/KRjwDAW9/61lE7X3HFFbfffvuxY8fm5ubq9frdd9+9d2PPhu29Rv+/FXTjvvX8CIBLksQzuzmFVPycJjEtt2ExAoCQtnTaf+CSofv4DlzaO/MsOJC0mZfXJhH2lk/79o0WwvUJvVEGKAJ2vTkYnxUFFoO6UavQO5bxAQAzs08vLU3WI+yZ0NSAFAs7107YrLXenmgRS16BRa00qsfpVgNSGV+zMtkvAGqIVPIsdAjFuN7kJgEh04jo7Tl+964uG8S47uTmA1dKQi14Fh8/wnGzujjB3vdmQ6THdsgAIMnz4YnOooqpQnq8IkKbydbUl8qCNMbgiz4+EoQAK1a8KSXcixAmEolHHnmkUCj827/9mx3pRtv82f4WgiBOnDjx0ksviaL4hS98IRab2BLITiBkdTtkYKOW8YcSokm4JLER/h4nOkrFzql8wg6N6sUzVCxFRob312Cyi5bctOTGwqRDo7ZHiLSeIRSZuZGpaPTMolGrIK0Lk25wsyKjA+oyzc3t3HIaAOjsol5enqxLWlDQYZ+C9B4V2/1aTPNzuliY7AyKvIJmOuN6hGQ4RiLLUGVtco2/6aYQ2m02+iBMikOTC811ajWRSXC7zaYfhE5yaHJ9txuCoITOQoeoBDuriRP8BlJtKTzG4Is+2Uw6qjXAmkzeJgLgetWZMRqObxBne7WJ6VBVEOXxuhn0aQc5cdJt3sbkwuwsY3UV0hcYLKD58rL1rn2bFoFfkyJ2bbRGxlNWu763sLXYhQAFUWanBUIAAILw7TvSe/n0Qhgm227UHs6urbzAzO4naGbk8SmaySzoxTMw6UnxeRlmWjuV0vexZ1BMdpEyr8DPw8jB9FtY8whDMMH7gHJdDejKODJsQ6Uyl5PiBBcpw4qQGK+a2ybKcb72xK6DpbJQ87NnlXcRYTlmcm3GFEnQxxi80IcMRkgCivWJZU2HFTHBnYUBuRhdp6JmazJ5y2KjQ4EZip1F7huT5GByNfVtUdLGmAA1SDfCtcVXjkd4/mOpWzNlvryM+guENuN4hARFE4GQpTT3YEO/y+gOC4Q2vn2XaEs/mfh4XjtZRls+3R/GOwomd2jiy4QmAqGLwtLSqOZqmwzILhpCfiGIJqhDeQVdYhZ2bq7WhwyECca/n2xM0CFQxEo3PgO7FTD1oVOZVxMTy5dBdnut2V26uw0STnMZTWpPqN9mVRCVs0kVAYAUx4bViaVLmHVx10GMW5BDbG1yoblkR8qMnaoDAAkflHxca0JKUCpVqoGzO/8RlvNNbgSHVheJxLipUjYozvY8Gs97YQoh6sjEgBAutZHQQT/PbbokXZYinqnt/puj4uze8mXWUkYR0s48aw/jHYX/wCW9Mz+JMUBNdDyvPflBW37Ot3h45z19uYu0wksw0dBoUUFcgDB3bK7Wh/D5qWhqTitPcolOhoPdwq7Lk30Yfi6nFifoklq1VUidRXU2lc5ebE4sX0bqoBldGmcm6oYBCW6fJU3qVkCRpDEHL/SZi/tVKri3+87tUG3xrCLDAKBFWXlC6UL/P3tv8uRImt2Jvc83LO7YHP45tgAicqslq7KapMTRzLBHEmUaIw/T7J4hx2xuzYtO4l9Ao/FGa5Kmv6FPOshoJmP3aGgjcZpG2hipEbchWZWVtWZmRACBxd2xu2PxVQePRCIigAhfPgetwvp3qooAAl8gEf78vfdb7PWac9f1crhN0DSDSS3JRoqih5kMA4BYlYUFsTqEZmoqzIoaANiSDNOfFkJyuEYZ/T9Pve8dU9eEokUOChw6nd/JlxGjFcJTHU5yYCsdxKVuvzPljt+zLl56ltkiR5t0PegtvHoWmWdfpI7v6Ag3jqMER6O+zanVOw1SCAGAqR4L47OFAwtCoXhtw6vp7SDaicsD4AZedAm2pNykn8IhCiEjVpqWQur9vxiMl3QWsVzwp9AlXDeJ2bxZU40qhGHKADQF6LGSTagn4HW1GFaTl8cWoSVZf6CqnMTS4TR5K4GY36ahqgF9VjeQK7K0Vi1CW+q0rubDTOYBQMASO/vHSSW8p4XwKmV0WzixjY9ECMaXidQRzr1jAd2xIAQAAMSl2UrT6nzd4oFUSzRYQokDZqqA59HiHX8PTO3EHvY8c0WwIzzXvQ+pIaJpOhfI85etHdu9syNyCRht3SvNOuyuNOCdYHCDG184HhCZDXoAxXmvUA3TEYqVyooYcVRTBrOQDQFTkqU1sY4QTbX0XR+8a6hnUZuRTEKFUFwqcoBI2G2kyhgREjAoPXUSkioCAG4BrwgRd62JikJOhrliWbYnPZ0MWye/0KSQhbAsy7l/pHjee1oItxy3lSV8MvJ+sb7j1uwjEX18Fyc0spTwVPdOhLsXhD58WX1LQKSkhG3DawroduHEBpd8me5rgkK6tgE/Y+1NX7oJtnps908JHmAwtzhjeGcE0gYMbtjKBalKrCzhgR1UTX95ALFSMBRSDdlcVZchGwKUyiBEKcM5kQOkdC0fZjALACwF4zSeKAR6soXpStZYksMtyfJYTulkHM6mmroKSRUBorNBNFUDJkC9fQrNGEyuq5Bg63ieaI7q1XDvf6NaLppjcMkxpwPj/hbCNx3h/3Xu/nKT2umb9UxEnwSREkYylznT4TiH1i+f374g9ME9eGq+ftEiJyX0tRPm2RfcXXNRH2zzidn+qimgjkGGq9DWvUfG64BzUXgTVU9QyUePLmixcjN5ah8Y3CCoqT/XvROzF1A74YMuV9MzYlvStTZwC6HNutY5PCcUz5tfajjkdRAA1gKek4jn7SijOZu/U7dzDbgiFxYqkX+A1VD1cqF/fV6SOEKzwYyuFkI2ZAAw4/GQxJJSG010KpvLhpjMA0BVYMd0bjUl6fcbEPe0EC7fdoQ/OnO/29o9qX8WREoYdUd4NveOHQ0ciwkQXpF6+OH61fMW7xHrCHVo8mCevgjSEQIAd/TYan+VpkFgQb3DzTsQzg2oTe/2lNmAkZu21j3O2kTq0MKGxqKTCjwXBb8QDnvHvEekFHXmDjaHtBjI59MHleYphp5PyVBFYKoGjOS9giK2iEjaXSdvzY6q4XaEAOAVMBEpm9pTJtnQdShdxg1bVUh8/t2pFkpN76MsywIhd5viUsHBsum3sRawTuJGpN9TxmHU9D4oBFoKD3r/CAqKe1sIfdaobsF/7nm/3Nz9a75XQG3Du52dQUXaEY7WgBBwpx/fuSD0QRfKiEs/MnukGoKO4bXSttU95Zq7vbavgSVttNbWvdwoxGgUsRxdxO/YPSJLyrbh/azbZsPkGCCWo/jCu6AROYA2UBap4i3yzZ1gxEp5qegklpTpuSoEi+TdRkrEiMRobqwNh0whnwrtX86J2ItharjBVFUWgX1WN6CLuGpqbZ3AaI6dq0IYNb2PulxM24Znx/0EOK4nmaNqGFuZSxSxOR7EfHUAGClaKDeDDeZZPCSdChkE97MQem92hP93x/3nFVTc06AzFLxTQC8mt1346ILkzkL/ZZ7OvQc5FHBB6CP14Glt+ILcjhDeW7xk5CPEBfJoZ+sP7GHPM9ekxrOD2ZqZDm5PxL1+htrJw8U5oTIM75khtBM+GNx4bHWJtKRLtbcshtDwXR5ArH6LGlwsCLwDuYUihnIV8Z+FcZqEkqzfUychRWw+8mWcInGA9VD18qEvxIjlTCbd1wg05byhiuEnk02BUtiSHVvV3lPHBpXlUuEmkwCQLklENPULTbXCv//gD+f/MTT197MQukudyuYA4Mdn3vdObvsd75TV07mia8w9Jxyp3xcRrl9+kgrWEQIA9/AD4eKFsvKI0Jfbhtcaf54KNhcFAEQzjNy85MvELsYLGxqLM1ZuhlrSsLVjeX5GhC3SNrzWqh26EMqNxvKCSCV2tB6UIhTCynuuEv9myPWgslartRCDWR9ZUW7Y6jC2mHWsamHV9D7KsphdEaBLeFOVDcmZ9GHw0phERyKuhtWQnFUAyDIwYPFEiVuKBn11En4yCQB5mcydkD1RqcDZ9NugCmWLaARH0Nc9/EseAO5iTmUFy4X/2HZ/pXXb73g3XwYhKld05+H2t6c6POWmrj5laycBn5J68NR8/aKSQV0SDUHHgKJyW+jETXDNJ2bnKyLe323D++fOWXCmjA+meiwMz4koKTu6h/UuG6YfBQAGN8p6l0gl5qa9NK6HfRYtVh7YSvz3vz9dZdxVOhfa15cu4ROXwHBYH6ph1fQ+mnl2xubjZJ/54OYKH34yDAB2Dhta3I5ktVjSni2XokR7zrNYi01XmSiqEZ6zCgCSLOeXBOoQmqnpkJxhH6myjH5aCEnBl0/8Wc97p4Bqt+bXBrbeDjcdPdO9n5095x58ENxhi609cKfDp6l5fMdRx4PB0mM6n99prrYNX1ZPhDZ5rsO3rFfBmTI+2NqJp5xSQCABY6oO7FQOpYJGwFweANezUzIdYX7eDyUi9MGUq7V1P34l7vUGWhoH/+xtQBdxjYTxtD0ZUsUoDUFTQF1GcmJfCgVDiTCZBACqKFuxhYzdnqKlytGi3tc5PI/tbrMcKtFuRMpVuWJqy9imFum5VgiTALVBXpLSRFMhA+KeFsKlTmVz+3T023hWCkIcDZ1BcTaHh8NAwom3oCi29c4vrL+Iz5fpL7wn9NRbLxkpRFPiO44S0dS3De/J4jUXtiPEDWesPMra8Q+AlLaDQ1BG3xzgyFMv0jSM4s0GLRfkZa9cC10IabEiLgl0hKOBqguh56IAQBel4mrUuctu6U5QUzVbilIIKxnoMNJqGPdSWF5ptXqUdyBNIhRQVbRZeDX9JQqSGVtTH8Fn1QeTKxUc/WIW91a0uArns7qBVJEL/xia+vtYCD3PXRoow//7s7cBhPtQywKFoHer4zxdKDsh+TKnulfu3WExehOphx88mxPgy7QN+EXrM+743VA9AVt/aGvdJrcm0RF61dl52NEoohlGrP63iIDhZ2bcDpLHew10uepMtQdZJ2YpujC8E3OQCj8aZcrVzHzQmcfdkC20QVjjfx+IYa2UoA3jTibTiygiNgBAALMsHsWjS0z1dcZdFYpREt+KMs7GDgWcqeo6UkMGACkRe7GJu9QstM/qJRCapkr9Qax3wHXckjmuVsI5bvtoVMq8pcfnzYbFPSyE7nqJWO5vhpTAwruFuyvBnU0hFV5KqE11dtpjjx6Hehb34OnJ6LP4DUHH8H5u+VWoBSG84cvgyelg6TnxjjBTVUQz+yIYbwFTO35mnsV/B0qzTqEeuiNENEMXyj9DKTGb8q42QwhRgbPR3x6ASyMuPZtO4rw6ADgjFYX0O97AyuPFKG4lKCyHcng1/eUBclJMKdtFdzBMSREmwwAgyXJppdnxbkXWoyicVR85SUrHDsPiDbUUXkToQ8/i4SBWJR6o4ymbS3Ph3Ax8SBmksCV9RMbfJzjuYSH0FjqVzf3ozP3Xd7WDPu4mjubLbphCOLPgZ+YvuNa7YY0tUifvF4dfX8Q2u2wb8O7ss7CFEAC45hO3+1U5hfrxCDv04JVVCbcg9MFWjx+tzmOORucWPFh1co1wlFEfDD76wLmIuaUb9i5GQui5qA9WrKDYQi5qrmQiqOn95xawHU/S7rlu0ZzU5SgNAQCgYlzna22gTLMR7wO4Ej6y1N4y1ifQm2hcpMkwAEgVOR97NlhaqZXwnGEfVk5exHMX6veUcTrqZBhglMb9/qEVFPewEPqO2z86vR5AuA93EkfDuqydzr3/af0i7FwUAFAqA2I91X8Z9onX0NWd6vhrrnVH+tJNXPJlYmdQ5IavuUa4uagPtnZS189iDofPde/xOrR2wgeD6w/NbsyW1Bj0l4WohVCqtsxBzDSurK4UKhGvg/GXZIoyGjP5DBdaTe+DE2Uqns2YPtTCBi9sQBfLZXvSmcUynk7pqhCJKgIAdSlPOba3jm5vszLtgjWXpUBm9zdBlbAdz11ooqoLPnohNHhMRMESCvexEC70NStMTPh5HKgjvNNojS6UnUmIv8zTufff6M+DKwi3kXn4tKq+iPDEbdi9UzuHI4zm3vJl4lWC2ux1sRWxIyyM4mrqu8M55zkBUy+ugcGN2iKupt4Z9rzwIsLLA4iVD1BcvkxpoeBIVAUAKGCcNTQ3xusP+so4MlUEII9xTN6gOVIhElUEAICiDS7fV2KN5oSFVg7p971Bg0c9tmyOo98KdPvqiCtRdMRre1rEVLw7ocVIdaJOhgHAyuEFoVTI4LiPhXCpdz3+eydBVwQfFNGXM8/cvxUIS5ZpT80j/SxCQwYAwqOnP2d8FlM/kO9/7jZDCCc2YOsPba33IG3GmQ1qK3h/+TrXjNIRMlKdNYbqfBX95QGmnbNhPjRT5vIAuFGcX8SczaYmvQhMGR+0WHlox8qpt2y3bI4rEey1AAAgJcrHtjqI4bc5UrVFJHstHxVJ5CwjrIXFNqipEsVn9Q0WgjSN15GU11otvJreB0eBlsJajAgOta9OY9yIFLGUiXcj4oxUJpJ4xgdVlOyDSwnvYyFc6F+ZQsC5KABkGDgW0JfTvdc+KpvzLNOzglYn6/TFtPwQcamAj99G6sEHP7/4LCZZozH8nD95J8ITEc0wcuOD9es4HUlnuq5ZWihztbegKBofpYftOL+/OWgvxdBMGR8MbmQmcTvCXMgkwisHEKtHlhKnEncHwymbZ5goVAUAoIu46cRKJVxoqpOPfh08yqExWww1g7mG1FzJR1LT+3Dy8iKGgGGuL8HzxAIf+ScYvDSKQVeZqeoyEmfYB67KxXiaenquZiKp6X2kRZk6eE79PSyE0+m87Qr/Yy0EZywIXyY4cVS4+NRsfhD81a+8kCh7FN2/6EV7OgA4HryrfyE9eRrt6dzRk4fzl3EqgXr6WhEaYYlCG6Rqxx/Z53ESABitAzjKghAAGLFCLSYjfR1nNogXvUojciGsSItY8bxqfxBnMkmXcHWtxqnE9kSjYzQETR51GBxHU19YqmEjYbfBlLAbQ1N/0RsMI/msbmDmZCPGbHA1Up3wCVwbFGW5ammzGIw9XleLOE5LijPGTwthbHw5mFfKAhfmN3tWCsKXCVoI64PnmcehmTIb9PD765fR14Td0bxmjdL142hP55pPKqOv47Skq4vXk1KUBaEPtnb8s06sNaEwOc/WIo5GASFarD7zekrU6ayxNAuOHjYSdgNarAgLtR1D0j5R1GX44IW3B8iLvDW/mMeYTOpaRoxeCcQUdFnJiKqp9zxPWmsRfD434MuYieG3Oeyr8xiTYQBARSmO36Y3ieiz6oPK5ljP6Yxu1VbfiuJ6GE1N7wNXcZFQFlVw3MNCeKHNn1TCaWmfiUCKL+M59qPZl5X3InaEAGDUP2AvohdC9YvPX+WfABXxX5ZtPskqX8VpCKjBa0uOsiC8PEDt+J3VWZwD4HlHPIo4GgUAVm78LHQjH+Ci01NSGEV9/xHLeWl+Po5O1lgNlTgNASC04ktjNfqFOKurJRyrJTJ4PI66JNNG0yWV4bNRFhM+irIsxOhI5kNtLcT69dPxeLPsTBHivf/TtDjoR3wHTMvOW7OqHDqKcoOmXGBcMw5vNgLuWyHULVjo8w/ruVDP+khEn9yqj6ACKyhmp1+dphtyMfqGgD5+Txp8Gvnp67PP+1JoBeEGbP0BGl6sVuYt7KHbkdNeMSFdRrfBVI+PjPPIs1nPMkvmqN6ISNoEAAY33rcvIvfEo143sojQBypVvVF0KaE3UWgxRiEEcHLyMoaSrLAcyjEaAvBF/VEP0OsORjEmwwAgyhib2iqqgMIcqagQ6wB5SUrNo7//wkIty7E+AAseT6LShXr94Zgr0VE5qwCQY2HAlsfaQTX1960Q/lHbPaaMrBBOOXCSQzPLuyV9hs6LbrBCqH728RfFDyLZ7V5CPHlcWKjuIiJxk7343KhFIaz6QAzL4KN/BmcXUYeTldlpKRJl1AcjVrPmfDCOWAmHnU4nVRPCR8K+PYBUf7DuRa7EhtJb5iNSRn1kpQo3H0ReUrIzRYhBVQB/STaN2JDZtluyJtWoanofVAFbUekqY0XV400mmRKum1on8nB+qnExOKsAIMejq0irWJNhiEcXGgwiRlFuY5LBymE19fetEP74zGtQRlgJHQL4sISe75+OBh+Nmi8/VarR56IA0MzTL7IYcqh8AAAgAElEQVSPzbPPozzZ84rKl6gZvRACANd8/E+tr6NVAmesLFGqLheivzxC61LTHLSjPVvtnPeEiEwZH4x8VFlE19Tbwz6UIorZfbBS9bE9UKMuKXOGUorXEGTLmI06musqoxmbZ9mIVKnNAeioW7qFpkSLhN2AFoqCt+hMI2qYUrqaC59Nv40jMWMD5S6j3AobxpL27HIp3EjsGugSdqOydqequsrFLYQLQqmQwXGvCqHlwv/TcYvuZSpvKNxOHA1KlvG8TPfF6ihWIWxk0f+XeX/1Ksp01FY6BiNENpXwwTafPFt+HW1Jtr549WnqQT0bpyUGVDlOqWfRnmt027NCVKYMALyVEkZ8OjvucnKsjpARK++4g8iz2fJKq0YKXtggj3FhoUYLiB701Ek6VjsIAAWMM3rEC7EzVql4k0lAaJ4qq1EFDLmlKkX1+fRRzaAuGzGC46KrqKl4vz5ARsTMLGJDthqqTlTD8Q2cgryMHcERCveqEP5J13taQmg5pzKhTVWeieiT8a2FMEASk9V9NU+LUjlWHWIoeFl8Oo9EHF2fff4i926Tj1WHuOaTk1nEjnB4+upcOGHjfayyjVZhGrEQukrbEmN1hHRepO3VcBaxEubnvXwlViGkxUrTimguszAW4Lk4UiTsBpyIj10tWkD0ZKguYojYfFSkAuOsPTOK0Rw1UzNSrIYYAFY5aaZGrMTl1bAWb0VKIRilsRopnlcbKHoMezMfJVmKHMHhTlSmFPcAdAE7sVMhQ+FeFUI/gNBbLVAmNFfl9gwKulB2pnd/MtYvn39R/OAk1lUIAGBSe9/rfAlu6H29efb5X6ffPYrO1AEAYGsPxPlFbxblMrTovB6Xoy8IfZRbJ039PFoCADdqM5XolFEAAISoch0NI0k5PU9cqjEbMqZcrS6VaC1p76KvpuVY90EAdBEf2Wq0AyyHmhN7MtbiQeUC/cXdRNZQCzHU9D7cAl5HMv5Wx7qHqFzu1jTwANB5KRpdRdfUVfwbkZpcWirRJhLsXOWj+qxukC1jNoaCJQLuTyH0AP7Duffd6goYNoKa+6My+nTs7WMoIC6NKMZd3dElrV8+/yv+6Uku5oUIcIFf5irmxauwT1yffv4XqXeqMSeTLGeWGm4/Sk9G9V+tcXTKqI9U/eS99VmUjsTz8rNert6IeYB0pV6aX0SYDTpTbUILjWI6zqvTJTm30i70KLTF4UCZxaOKAABdxPI6Yk69M9Hi2Gv5aAqoTUfsCUoLtVKL+w6wJTlaKGC/r8ZU0/uw81iPNBo1RyoU4h5AKOO6pQ0jbamzhipGFdFuUJRxTJu3sLg/hfAvFa/IwUNGjzAXBYA8C1IavdovZKYKZWdyx5rQfP3pf2I/OBbiFsKWABfS++brcNNRz1zZalcrPaLjvj6gxpOc8lXYZ3mWyepaJt5gEADogpR11xfDedgn2qP+jMvXi5mYB+Dw0QdOtxe+Eo97vU6qlmNjvTqiGStTmEXSD8xUdZ2L1Y8CAMXnGdfuT6IIueiZxsejigAAz8AgJU3Du6vYtp2z57UYIjYfubLERepIRoO4nFUfTCmqt85U5eKJZwAApTI2zXa0WYTnlldaNarP7Qa1uiyuDqqpvz+F0A8gdBd6hNQFH3fxZUT3Vr6MrXSA4b5EuBp3LgJNHn1ReLp+HY4vY55/uZIf1IRYhD0fwvGT6jh0IbR6r7XcUSNmHQAAhJTc0fg8dEtqDzqv0s1mvMkwADC4/q4dxXFUu+iO+OgSxrcoVm0tipTQGile7IYAAFa8NI0UE582tDj2WhsseWkSfkk26CkaJ3JM3MuaWJFzkZZk+lC1Yk+GASAjykykljQ1V+P4rG4wTUtqeAGDsbKy7lIqh07kvoZGKWt7lBOJNxsN96gQnnrfPabcZfRC+Kx0m78MXbjDbnT98pNV61mTjxSMfRUtAf1l5n0zJHHUPP1sJL17FI8p40N8+Pi9xdeLkDZb1sWrU+FhM/aKFAD00rHZC10IzcH5C+aoEW8yDAAMbpysomjqdbW3yMdS0/vgcIWe9iM8kZoOuHLcjhAAvCJeRcqpL63USjzOpA8nhyNI2ZSBOiHRkBVkuWKpEfw2rXFcNb2PIo5IVykslJicVR9LAc/Cd+TdnjLiRBT7EpimQUlJ2uBwTeE9KYSfTTzdhp+TkLuIOBqFy4Tevd+lC9IdhfDVc6VCgCkDAC0B/tatguc5YTb25tnnr0vvx++HAICtP3y4vmhPwvFlrO7r56mTFolK7FaOqfAKCv2ifZE9ysRuiRn5SI6USuhoPU8kUAjzcrWwUCIsKdO6miPRELBFGcJzVVa2V7YmuBJXPgEAjIjd8LPBqaIsYvisbkAXpYapRtDUo5mWjuGzukGligurIXghD+B5ojmMnAC1DbeAI+g31IE2yxL49QFgksERWtLIuCeF8Edn3r85QciPp49aCD+6XUGRF293WVu//OQr8YPj2EwZAGgJ6Ez3uAfhpqPm2eefCO8Q6QgRy6nZmnp+GupZ1sWrv6JOmrFXpACQrp8Io9CFcD1o66VY2gkfFJ9HCA1H07BPZMc9DhMohIxYeewoEZaUhYWKY29oAEDAUWh77f5QZ3NU1OCRbWTLmAkfD7skIWIDACojUOBdhDeeTulqgcRk+KiQ0qmMa4T7BI7G0wWVyWe5+AfgilE09TOVAGfVx0rA0xiGt2FxTwqhL5wAAHdpoPBqeh/vFFDX8PQ98xC6IN7SEToTFWzrBVWPz5QBgCIHCMBpPQ3Ol7GHfUDUCw8TmUwCgCY+WZ59HeIJnmf2T/8hdSLFokxeotg8rs5Owz4LaW0vagDTNVjFuqVchH2WMO/nq3G5QgDAiJUTux+2JfUcO29OG1UCDVlOwtJKCTsbVxRtGltN76MoYz6887U3VdnYIjYfcx4Pwxt/FxZx1fQ+pDR0WWkecjjZ6w1GJDirAJDFcgS60HqkuvFsfTZwCxEtBaLhPhTC7sL7aur991UEAN4iekdII3iviD7d0xTePhpdf/0J9+jZqQ5ERqMA0BKQJr+/DlwIzbPPuZP327oXU02/waLymOqF4MvYY8WlU0K+QOTlG5Wy64Grh7gjdvWp63rFUtxFvQ9abtCjTqinuEsduXa1HMNebvPq5WptFTqed6ZpKlsspqP7rG7AlPCJo4X1m50O1GW84IUN6iXBBeSuwvVk7EzJxlbT+zAFaR5Syed6IJnDWpXMOzDNhtbUjweazpP59UWMhUWUGxGO0I0IV8TuAeN570Mh/PGZ969alO9mEoc1CgDP9hNHb8/mXb96nnr44ZnuxRcR+mgJ8Cr32Na6d4oXfZhnn3PH73UMj8hoFACoxpN8GAWF1X1t4IdENpQAIGfgq3RL75yGOIDS1vJNUvcBfKUhTMNp6m2t10nVWiTuhJiilF+P2yFDAfs9ZZQhwJQBAKaI67YatiVdjjSHUEPQFGDAlcNKCARDLcWI5L2CArbG4epQbzizKTaViave8bHgpWnISmxoikViMgwA1Rour1Qn5Gyem6tCbDW9D17CXFSbtwi4D4XwR6fud48vL39xWKPgJ/Tu6QipgujORvvW1+uXn6QePTudwzG5jvB8QXNHj82zL4I83jz9HLXeG5tQIfNnCIXjR+V5x7ODMuesi1dK8UGLxGQYABBAV2gN26fBn2L3zzvZJqnJcL7eqC87yzCVyFZ7L9lqg0glpug1L85CChgmg0F8ey0fdEmW1lpYTb0z1djYanofRzxq09gOSRwVV1q1TqYl4kSMQnYk/Z5KajIJAG4eh/XbtCcqihHJu42UiCv2aLAIx9cSFmqZ0I2IKEdpSSPjG18Ipyb8per90tHlL+IudCoT3Xn9FikhohmU4Xeur1196s4nXuVkuPZqsbn7PloCahse9yDQmtCzLat3qoqPallEkXl9aBS4i1TV6p0GfLzVfX3Kn5DqCAFgUjw2Ls6DP95SOl9yR6Q6QhY3nli9izB0lXG/q2ZrHKE/Kacgm1q4QrgYqlaeTBlAXMqlOGUYTlLNzNVsvASoDTgKhikpVD7wWtddD1VjRIFuIydhTg8XiTdWyajpfdAl7IVsiNFUTRN6/xHNGKxwMRiHepa01mqxbX18VKu4tN7beBDHN74Q/lHb/R9qFP+Gp+Yu53E6wm+V0SfhpYTrl59wDz440+GIR/FdXXy0eDjXIRWsEFqdr9lKs22mCdahloD+If3YagedjlrdV5+mHxChjF7+QHyCBqfBH28P2h/TRzF9Vjdg5aPmqnu+32noJvRBn4iI8PIA5RqahNPUO2OFLpIphACwzmM9JFmDN7T49lobrHLhpGz97kBJSaT+AOVqpRCyIzGGanyf1Q14MTRvNmsoxXgJXNuYZaRQdKGJvuJcq1DME3n1eiGlUxlzHpq5HQ3f+EL44zPve8dvP/txdIQAgNPAUbBPP7Qvg2L96nnq0Ydn5Jgy4I9GDY978IF59vmd7tvm6WdkF4QAkGPh0+xj/TwQcdQzV85U+xjVSY1GAYCptjJhFBT24Pyv0RGZySQASmUsJqOoIXoCe9R1SYgIffC4kp6F09QzMyV+8MJb5GUz5JKstNKq8YIXtuHm8WoY4gCaos4IUUUAICvhuq3eEtZ9E/ZYowhRRQBAlGU+pKa+uNBkEpxVH2sBz8NEcHS7yjBFhjMMAAwFSkoaHEpK+M0uhGsH/tOF+69ab38Ld6GjGB0hXE5Hd3+Lzu92xF+//CT16MNT3SOinfDREuBcByorUAXpzvmkefYFd/xeWweCHSEAaNKT1XmgjtDqnbKV1muDJngAXC5YiL3dxGADzzJtfbLkZVKTSQCYF+p6L4SCghn32TIJfzUAAMhXKng1CLWk5A0lfvDCBumyFEpTP1l7kjUulIldCtmQmvqZqq5JqOl90EVcNbX2PMSSjJqrmXjZ9NuoVss5cxI8gsZ17Lw1q5NwM/DhFbA5CjGTUBU1vuH7NvQs1qKmQobFN7sQ/qTrfSQivCVc85axOkK4nTi6azTqrgxb7bJHj890j4ia3kcjiwZLz3Yh9eDpnSKK9dln3AnhjhAATPwAqedB+DLWxSu2/rBjEBNvAECTR22+FXBJaSttq1iv5wgoB97+TLHhaEELoefY6cW4VCF2IWbK1Ye2EsrcpLTQqoQ2NACQk3AqjJKsMxgZrICY2E6zbyCUMTsPUYnNsQqEqDrgZ7Aw6Z4WYjSX0bUCJnaAZp4Z0TlnFnRLpwyGQ66YjpkFugVOxF6w21AfuqaZhNT0PlYCDqukjIxvdiHc6Oh9eOYKaDrmn+Izce+akC6Ub5rLmK8+5Y7fQzRzOic5GmUokNOou/C4hx/cbjrqzEbeesVI9bYBpDiTPiqFtJGr2QHymKzua1N+kKJBIHYZhCYPX6RaQV4dAKxBe1Ykpp3wweI6MwpaCJ3RYJzGDYFYJWbEypE5CC5gcI3ZGrGNUmzH9zfgJVw3leB+m+pAm2WIlQEAKPlStuB0ianCxg5e2IbOS+MwAobCQiU4mcyx0OdCuKsMBsokTbIOFcrh7oTMsQKEOKuXyEvmoXLqv8GF0PXgP5y/FU5A7AWhj1uM1naay6xfPk89+hAAzoiORgGgJcCZfndHaJ5+zh2/Bwi1SXeETR51S4/NAHwZq/tKLT0gW4eaAvo7umUFK4T2oD0QiGknfAi1o8KsG/DBtta9SFcJrkjpgpSz5xfToEuq8UDppjDBGxG6JB87WnBR/0zTVjzJQnhUSq9Ryl0ETeNKz5WcRPIAdg7rgZeUpuNha0iwEALALIzf5nSgGOQmwwBQrsq5ZZg6NNFS5CbDAMCJMhxKU/8NLoT/RfHkNHq4NY10lzoV1V9tg6dF9PXMW++azFO7NPXrV89Tj54BwOkcTuK++BW0BHSue4xU9yzT2e/750vpAYDsZBIAmjx8xT+6uxB6ntU7O88eEywDAFDk4GWmteoG6wiV9mm6QfbXl4+O8CJoR2hrva+YKskDIGRkQ3QkSn8wzZK8DtJFXLW04C3paqi4eZJ1qMlDj5OCa+rzhlaukPET8IEKIYSMXXW6ptJMKkXwAGshRCgjKZ/VDXBVlteqGXhJmtbVHCE1vQ8BS9yh4nm/wYXwR6fu906uXHfcGP5qG6RoeJhDn0933AjThfK1SELPMq3ua671ruWCsvLiBwBtoyXAuQGAUOrBbSG95tln3Ml7awdmJsiE1PQ+mgL6+/Rjq30HcdQeDVAq/crNk23IAMAon9j9syDDMbt//oJpkeUKlWr1xnowWwe6Eqy1/ldMlZSbgQ8rLy/VoMTRmaIsiW5o6EK5uB53ZkHJGs50yJZIFsJqFrUZvA6YU++6RXNcJ2Rv5iNdxlRgAUO/r42JToYBwC3gdeBK7ExUmhxnFQDYfKnkzLuBh+P5JRmf1Q0kWc5HyqKKgG9wIfz35973jq+cP6a/2gb7+DJ0ruQac895y+QzT1+w9YeIS7UNr5ZFsQNBr6DJI38wxT34YG8Mheua7a+51jsdw6tnCUQhXj0A/AV6aA3Otn/lm7C6r9n6Q4I2pxuIBd5O8c6dl0LXtYe9v0c1gipGAEAsN2OLF91AxDlj0DVyNVJuBj6ocg0CSwnXI4WU37EPRDPrdH44vC1xZRusrgmxs+m3QSOYZqRRMN6gPhoOmbzEEwi+2KAoy5nAF+Kxqi6IciYBgC3JwTX1zEzliTZkQFFTrtQbBKNtA5TXw/jZ9NuoVcuFMLzZOPimFsLnY2/twLfKVzvCpR45emIbz0p7+DIIUbmiO59svrC1ICRmrrbBsYD8bNhbZPVW9zVTkqmM0DaAlJZ8gyaPXq45Rqzat2bkWt1XbONh2wAiNpvXDjAt3r0mtEd9Olf6epUi/g4MhdrwItB01NZ6TomYiNBHVpKZadBC6E1UViQm3vBh5bAReDTH66pIyufzDdY5PNMClaJBbzBMY7I3YmVZLi41N9iSdDlS3QLhjjDUbJBfqCUSCVDb0PmgmvrBxECexwvEuFoAUBWYEZNbjMO520TDN7UQ/ujU+9cn1xugONET27jFaO2alNCX0gPA6dw7IdqOwGY0CsA2n1hKx1svbz7GF06AvyAkfYAMAzwDTv2J2bltTWh1X7P1B+cJdIRNAXVzJ3cqKOxBm5ab2sqrZQgfwCgcLfoBCqHn0ZNBSiJch4qVak4POhpNzQc8Oe6+D6qI7WCaeg9AXGsyOTX9JfLYDJZNPVRUg5ya3kdGxEeWMtjxZ7cD9lijyXImAcqynFsEbUnFpVoh5LO6gSVgPdiNSL+rjDKEf30EoKXxYTT139RCeE044SOm4/YGH4mwL6p+21zGc2zz7AvuwVMAONM9skwZ8ON55x4AIIZl6w/N8x3u276UHgDaBmE1vY8mj2b4DuKodfGKqyfSEbZ4+Dp9d0doDdprsYnThEfTAOCW624AKaEzG1lsRi4Q3RAC5CvVo8AChryhiTJJqggAZESMZoGug8rCk+0xTyKcfRtcCQcU9RuaahKligAAVRBFe9oJlgHCzIj5rG5Ql0tZSw8i5LVXS9q1ayIZe7O3KAW9Exopqk4om34behYHnI3HRMQrx3g8/s53viOK4q/8yq+Md7Wuz58/53k+4IPD4sLwTnXv25Xrt/9E5BMA0BLQ0vHU1Y5v0QXRecOXsdpfMbhBpXm4HI0SbkeKHADA1AQASD18un61Yzpqnn7GnbwPAMTV9D6aArooPrrFcdQzV85shKTGYOnViXKF/Ff/hLtbSmgP2sP8URL3ARxucOO7FRT2sK9mq8Q7clqstMxAqYSebaVtoy6XyB4gL+OsoQYZDV6o4wWdJaim9yHIUmoe6EJsj1VETk3vA9HMgsv3lUBb0uxCLZLuyI8ESmFKdoBbgV5fUVIS8RvBdAmjwDcipBKgtmEJeH6QeN6I79zv/d7vHR8f93q9Vqv1+7//+9e+O5lMvv/97y8WiyAPjoA/PPO+06Ju/qu7CwLyCR8f7lkTUlvmMuuXl8IJADidExYR+mi9WRNyJ0/N0+uF0F3q7mzEVloAQNxfzUeThy/5x1Z/L1/G6p6ylVZ3hXAakTO1ePvqfwVNa3AO7m3UTUtpX2SbxOsQAOTrR8X53fG8jtbtpohqJwAAgM6Vsu6iM951R3YV9ljpMeWGQPgfICPipqUM7359UAfKPIGGQJIxvwwUQUDPlLRIuCEGAEOQJsGWZMWlViFKFQGANA0Kh4f9u0uR2lNnRMUzPvIYp4MtKa2JRioBahuoKFkBacPxEJFk9Yd/+Ic//vGPU6nUb/zGb3z3u9/9wQ9+sPmW67rf//73f/M3f/PXfu3X7nzwBrPZ7G/+5m9ufv3Bgwf5/PV+/w9fw//6PljW9Yujs5i5XNqyApth7MeHRfg71f4XN/9l+aI9eO6/xOrlJ5mf/5/9/349h6OMTeKVr6DJw6up/V4OqOY75uv/zVqvgaL8V7Qsa/31J0zzieU44DjnOlRTYFmEGVb1NLxaMHRJXnVeMvWHNx+wan9F145fT+yjLBB557dR5eCrVZriCyulQ5f3UlFspfMlV28w7s2PxE5YlmVZlhfg8lqWy5nVyFwtEX3bX4qpXnzN1v5lmvwHYJrFSrdnNZu3P2xw0VVSMh30DQgKLye27OHrqVXYMsxxHMd/A7cfORmonFAm/wHIIJ0RViOFzou3PzI9Vz2R/AFsQdI15c4fa1getkb5Yj7IAaw3CHKAaRYr/X75nfduf9hEHSx58r++KInFhRrkx6KJwj35kPgB2KKEes+v/VjLshiGoemgLk4Mw6C7CPURC+HFxcXx8TEA+K3e9rd+8IMfvPPOO7/6q78a5MEbfPzxx7/+679+8+u/8zu/8wu/8AvXvvi/nLA/z9vTG1I/az4FF62mBJI7Hqe5vx3Q08b1RbnLpJ2xOp1OwfPM15+iX/711XTqeNBb5AVrRuKVr6DCZr5QnV/ImQDgZXOTV58hfDSbzViWtSzL/uoTkE+m0ykAdPRc3jGmU6IXQoAyxf7thPUqx7OvntP8Dj9f++wLVK5/qS0qHDudLsi+OgBkqNxaPJq+/IxmdhPSPGPqed5ni1Qru5oG82GZz+cURTHM3R/+vIfOmXLu7Gu0vwwDgNVrfwo//2/s2c3PZEwseTztdabTO3Y//XZnkpWmpD9/HpWSTfVvFeMB/XYe4DjOfD5PXVWOL9S+lSkRP0DBpc4YSb44pbw7rnqlpQq5DPEDuELJGg7u/LEvB/MslZktlgB3U2uWy2XwgrHiy+Ne984DLAZ9M0v+/Wcy6Yql9UezDH3HBzulq6wgED8AKwgpXb32Y2ezmWVZ63VQ06VisXjnH3vEQuh5nl9jPc9znLddyE9+8pM/+ZM/+eM//uMgD97Gt7/97T/4gz8I+Or/bs8Mpm+tirUGS8Jm6Z+53v9x4UjS9WmjZT0Y/elMkiTr4uUwX5ZaDwHgXPcqGadOLoltgydld2x5kpQHgPGTj7jRBf/+z7Asy7JsNpvVlDPhX3wnLUkrBxau9W5DJD4cfGp7/3vHyT360FY6xV1vrDLsFf7pL40XuSeiJ0kkydM+jnO2mX5cXoz3uWetJ71Z9Vh1Mr9UQZIUaDDueV6pVApSCAHgLzKNd5aGdOuHqjcfnqVqT+rEjP83+Lpco/Xx7a8OAK8M3S5U73xYaJTLhrOYe2lJemts7zgOQujaa9GLWRaTP0AZ4P/lyv/EtnZ+9jbwzNXENT980soT3lFCsdZIf9a98/d6cT60stKzYL/+YrGwLKtQKAR5MC1WKOPszgMwi3Gm+Yz8BwCkqbde0nxz6wOwE8WV1nx8QvwADx4h+I/D6x82ms5kMun0HUcKhYhLhXq93m63AeDi4qLRaGy+/pOf/ORP//RPWZb1Kx9C6M///M/3PZg4vHjx9Nv4SEQvxp5z4zaILlzKJzYKQgA41eGYNGXUhx/G5OO6rN7zzPMv2Na7ANDWvQZpNb2PJg9tHdjmE7P95Y5ve57dO2Vrx+0ExBuXBxCQkruNOGoPzplKs60nwhUCgFGufqeU0NJ6drGexKunpEoQKaE1VggGL7wFQqtseRIglI6da2TttS5fH2CewWP1ji3dWFG6HCZeBQGgJONsAE39VNFWRG19NkiJGAK427BzNUdaROhjmir3e3ccwPEAm8NqAp1AQxYD8mZjImIh/M53vvPDH/7Q87wf/vCH3/3udwHgz/7szwDgd3/3d703AADP87797W/ffHBCcJc6lSHDGOEZqGbR17PrlZDK5jzL9CzzSiFMQETow4/n9f+be/C++fqzzbcspU1lc3SuBABJqOl9NHjUX3p0/eFOvow96qMMT/H5c528dsJHk4fX2eNbpISW0mYqzTZpn9UNloXGcnBbIfTWSzBXuWIxiVcvyNVsANokNUmEKgIATl5aBnD5yi1UsZJAJQYwc1i/qxIrfWWSIU8VAYCyLEsB/DZXQ4Wsz+cGeUlKBaCr5Ay1TC4CbBsGjyd3JWBcqFOL4tgMYfkQAJTSSOXE2TBxo7WIhfC3f/u3P/7442az+emnn/7Wb/0WAPziL/5i8AcnAc9cA0KI5Uj9wGelPUZr+bIzHZqvP009vCyESdjK+GjxbztCVm66K2OTA2Wefs4dv+//N3G77Q1YCsQUKG6aLlVuyhh8KT0AJFeHmjx6wR3ZWnef05I9aCO5OTGBrM/nBq7UgFulhLbWNXK1Zi4RSS6uV8uLwZ2Lx4yu5pNpCOgidid3VGLbhfJak+VELsSogM27pGzTgWIQDb7YgC3hhqn1Fnf8CxD3Wd2gXJHzd2rqPU9cD2tEfT43sPPYuEvAMOirxH1WNxil8eCuljQ+Iu4Ii8XiH/3RH21/5SYHb/OVmw9OAm7sSN5r+EiET0bev31w/et0QVx//Q+IYenS5V/+me79d4TdnS7R4C/jeRkKACHu5H3z9Qs4eQZ+6MTJJZeMeBLhNpo8OtfhneZjs5SyHOoAACAASURBVP0123i0/S1fSg8A57pHNnpig5YAfz/i6IJkq12msoM8aQ3as1yzlkVkfT43SMuNzF/fJiW0h/0hT15E6IPH1SNroK0A37IQ8bzCSsOkufs+spJMv7rjQtw13Io94krkV6QAkC5jdHrHAZYj1Skkcx+QKwreoj0xj4XbYiXYucq/s4NTHR8NKW+6prdeotTeG73VbLZEqYd5ksEXG1BF7Nx1IzJRVY+0z+oGRhaHSoWMhm+qs8xNuIs5EVuZDZ6JaKe/DF2QFv/1z7g3CkLwR6Pksum3wb6J5/X/dzub0Dz9bFMIE1LT+2gKqG14XPPJTVm93xEubTBsuGubHvXVedTWPbZ6bPVPb37XM1euMWvTchIaSh9lWU6tp565V0xna72LVC2hA1BCIeVZF6Pb6LjOfKJT/FGB2CxkG0WMcwv15rJ8GxfqdMVkCA5jtpHHOHPXbNCZqEwxkfsAQGieKqt3XYh5Qy2R9ln1Uc+iHlM2x7c5X3d7AzWNE7oRzJYxfdeS0tA0m2gC1zbsPDaSj+e9R4VwaSBCTBkf+xxHqUJ5/fXHmwUhAJzpJLPpr+EKX+ZNWr23XtrDPvtG2JdE8sMGb/kynet5TJcuo4Z3xCdC1QGApgBtA9jasbXL+NtWOgxudBaQ3K9/lKMG6aqt7m0K7WHvJUteTb/BOCsre0RHPqyx0malGmlbHx+ciI9tbbC8rRJqijbPJNIOAgCWypn17PYIAmam8qTtzTZYCtJUuaMlLa2HlWRWpAwFWhorg9sIU0NFS8LezEcB300XsicqnQRXCwD8lvSnhTA4vCXhjvBxHikr76bTI50XwXU3njKul4jh9QZX+DLNd6z+GVimc/E113i4UXknR5YBvyczPK7xyOq93ubLeOulMxsxuNHWoZXYq9ezqL/wUOV4J3HUGpyzlWbCk2F4nWrY2t5C6Gi9T6GaEFcIABa5yuxWcxOtP9DSFeK2Pj7oIj6y1bZ+22PmqrpOhjMJAM08PWELNwOxtyEYSjEZqggAuEW8vtX4e7TysDnKE42g2oaRlUa3VmJdU1b5RKhSAFCpycW7curpmZoVk3r/s2WJmv+0EAYGqTDCDSgE7xfR8xtNIV0o0/kSgy91IL2FV0pBOqjLQWhsd4SI5dj6iXPx0j7/0rcY9ZFwJYa2ASiVoUuy3T/ffN3qvmarLaCo8yRfnaUAZ9C0tKcjHCRLGQWABo8+Y+qmspcvY2u9v4NqcqNpt1AxtdsyKCaDwSIZqggA0CVcWaubW7GdWI9VIJ1AtEFLQB3m1px6zyuthhXiwRdvwBSxM73tQnyhjAxWIO6zuoGVlw3ttkpsjlRIbDJZwHLN0ibmbY/JGGohmckwXLakPy2EgeEuDbJkGdgzHaULZe7h27noqQ4JaSd8+A3Z5n9TJ0+d9hd25yuu9a7/lYUNKwfKiWzK3xzA9zs9upLHZPVOLymjSXaE4M9ms0fOqH9TTmQNOqzcbOsJNsQcBSpfN3p7HEddx55qk6ycJZkIewW0VEXj2yZjy6HqEI3k3QaVERB4vVuXlO50mEqGMwkAORb6HJ7tZ/A7+kSnMkeFpP4AhDLmbl2SqX1tlhhnEgBQQbLHt3WEaKamxaQ+ACiVAaA66vyWxxSXmpwMZxUA5AouBs6iiox7VAgXc1KO2xs8K6FPxjsKYerh9oIwKaaMj5YAfhiTD+7hB875F9sdYTtJpgxcbuk8AOCaj7f5MtbFK39JmZya/vIAPGovaKZctdXrbZk9OGeqrUQ7QgBYFxurPTtCe6S4vFgVkuoGACCHK5n5bYXQnShUKanJGACscnh2azxvSldzia3oAMDgb+MNDgdqn0vwRkSs3BEKONXUlZBgIUyXZOrWSpyeKTmc1GQSACZZSdk/m13ZHrZGcjIrUgA4kguMa+5MYyWIe1QIyanpN/iovCODgs6LqSuU0aREhD5aAvLjeX1wJ0+d18+Bojbb6UT7IQCoZtBoDaZ7nS9jdl+zb7QTidahpgDnBjDVG7J617VHfUaqt/VkKzHgBtojJbSHPT1fTUg64kOqVouL20ajzEzJJODqsoGXl25fkvHLYTkBV5ENbEEyRnsvxNpAmSZGFQGAkozltbrYH0q4GqleYh05ABRkKX0rXSW3HOLE6hAALAQ83W/u01HGSzpDJcMZBgCegQEnDe/iK8XEPSqEhMIIt/EtEX08ui6QRKmMPxL0caYnEsC0QYtH2x0hnS+hXIlpvrP5SnJqeh8UgmoGdQ2PO3psdU8v+XueZ/c2avqkbGV8XCooaif21TWhPezReXGJuIWTlHjDR7FUAnvtLncwRhytN+ST0k74qNSrlaVyi4BBMDQxGTG7D6ZU8fav6FYOyCtVTGwyBgBUCTv7K/FMVVa5JH/9Iq5bWmf/ltSbamxik0kAwBW5sNjfEbpOwZw0qgkWQieHV/uXlMpAm6QTfHUAmCSfU3+vCiEiPRoVU8Azl4mAV7AlFkhOROijlAJ4E8/rg2q+y7xZEELCanofzbd8GWz1z+HSXE3w2UmJqhjhDVvnppTQVtqM3OwYSfmsbnAkUCOhvlNBYQ973VQl0X40JQgUgv5w95LGM1e0Y1ZxIgZvPgSpzO2n7Z3P3ao9ZBIjywBARsT0/gOsh6qXGFUEAKisQIF7i5STnat8YpRRAGiWeQeonfdhADAbDodMoZRJjK0HwIjY2R/PO1HVZWKcYR9LQZreOpyPj/tUCMnvCAHgIxF2qgk3SM5fbYOmcKUYM6136asdYaJ1CLYIO9zRY7P9FQBYF5dz0eEaWApyCe7ItjX159tft/ptttpqG4kkEl85gAC9TOPmhhIAbK37kqsnfQA1K/e7u9eE9kjpc1KiI4ECrhRX2j6/zZ42M+k04hIjawEUZJzW90/GpgqbjM/qBvMs1gZ7O5KcoUpJNsRyBrqstNgzHO73lGEyPqsb8GXM7r8RWWqqXUj2AE5eXv60EAaEl8COEAA+2uMvc/miAG0jKXexDVoCbK8J6eP3tzNyk6aKwBtNPQCwb/xlrO4r7pIy6rWSfnUBtQ2PwXVnqnnW29Z40xEmuyAEaPLoJVfbXQiH/c9QsjtCAND56mSwe024HikdRk7IZ9UHW8InjtrdMxvUFNXIJqWm91GVSil7sf1Pvw1upu6L6CIFMyfNtd11yPWgtNbkxMQDAIAAxmms9nZX4pGiJiee8VHCmN9v7uNOVLaQ7AeALmH3Fv0MCdyfQphQR/hM3EEc3WCwBIEFPjHGmo8Wf6UjpHBj+wa8k6Sa3odfimBLQWF1X7GNZF1GN6hkYGrCyqMZqW4PtoSMvppeT74j5OE5tXs06gz7f+NWkj6AWagstN0d4bA/GGeTstfyQZdw3VS3b8W2oQ+1dTLBCxscCUhjxX2a+vxSFSvJdoRefq/x98BwZWuSEZOtBIYg7YuAWGiKmeSKFACqNVlcq/suguxczUqJt6TM/KdkmWBwl3oyo1H08XBvIUwugGkbLeFSybcTifqr+Wjy0DYAfAVF9xRcx7p47RfCA2woEUA9iy4Mj62dbMvqbaXDyEdJizcAoJZFz+m6pV6XErr6BGjmtcUnZG+2AV2qeHukhDNNXQrJXoboIpbMYXu+eza6HqkoGcPrDZoCajOSvasn8Gwra+l1uZToATgRwx5NfVcZzbn8xuMpIdg5vNgzG7THKpWYvZmPbBlXrZG6J4Ija6ilZJJPNigmr6m/J4XQs0zwvCRsf98volPdW+1xOkyaMurj2mh0G7oFlntJqEkOG009SmXoQtk8+8KZj5lyDQ4ymIWN42j1rdGaMxsDxVB8PmkZJQBQCBaFhnUjldDWem6xhtMoIXuzDTJShZvuHo2awwEkXIcQy1lMWh1Nd37Xm2kJ5U5skKZBS0mTwY5LoTVWe2y5LiT7D5CTcGpPR6L1lXmSanofbHH3fQAA0FM1XU62IUYMu6CzF+p453dLK61aS/ZWrFbH4l02bzFxTwqhuyTsr7YBS8GjPHqxZzp6OoeTZLLpt9ESdjFXASB5MbuPbbYO13xi/OUfs7UToCgASC6S98oBeNQ2vG0poT04Z6tNADjAaBQA8sW8iyhXv1IMbK1nFJLVTvgo1ap5fXdHiKZa0lQRAFjn5PmejiQ11/JJqhh9LHg82cXg1wYDlcNcwpcxXJVzezqSefKTYQDISPI+3mzGUIsJN2QAMM9K6i660Hztlq1JURITffVGKWsDbRu3Ot7Gw/0phIi0iHCDfTEUcLCOcCue9xoOsCAEACkNCwd8TTHbfLL8+//M1k78bx2oI/QTMGonGwWFpbQZuXnAAyC92LCvTkftYW+cTZwpAwDVRk1a7d5RpeaKkHwdQgXJ2pPOmlsMcZJUER92Hi92HWA40HQ+8VfPSbhmqdNdZJ31WIV8sg0x+LPBPXSV4kpLKPhiGysBz9UdPXFnMNLZXNKTYY6CQUpSd40ESOGeFEIvGaaMj51Gaz6S9lfz0eBRf+nZu3Y0hykDCOCIR51Lo7V33NWCPbpM6D1QR+gTR8tV15j7Zkv2oM1WmnML7OQnwwDQ5GEo1K2rfBlb63XSh+gIK4WMBcxqemM46br8ciQlfx3kRBl2uXxNTKhaai75joQtYne84wC6qqwTpooAAF3ENUtr6zv+Ar2JxiYWvLCBXMXF1RBuhp+ba9ZZN+QEVaSXL1TYHcGh9tVJJvF/fQCYZvHOlpQU7kkhTMJWZoOPxB1Gaz6S9lfzwVKAt+J5t3GYwSBs8WXYo0eAkO8p43gwWHr1hKkiAND0ebMIsfKRNTiHy9yJ1mEmwwDQFFAnVb+moLC13is2qWz6bVAIBplKr3d9TejMhhO2cJRPUsUJAAA5Cad3dSRt3avaQzpJNb2PbBkzu2aD1kRFyb864lImk+6ps5vf4nQ1uQCmDZqFlEGlXeP6ndBooAw4KUmn20uwJexNdnSEM1VdJaym97ES8CzJnPr7UggTiJ7Y4CMR/n4PcfQwo1G4Gsa0jQOo6X1s+DJUOstIdX802lt4UvJUEXhjLgMATO3EXxNagzYrNzvJq+l9NHn4MtWwr4YxOaP+C6p6mAOMs9VR90YhHCsdFh9gJJDHWFrt8NvsaTOb4hJV0/soyRK/y/mamqrpcuINGQDMs9Jol99mbqFJSfqs+iiloMvi6Q0FxWCgjNOHqEOCJHG77oRWYyVRW58N3IK03DUSIIX7UggXc4pPajTa4JHrweCG+7m6gjSdrKnKBtvxvNs4YEt0WYoAIPOtb/u3HecJBzC9ffU3ZZittOzembdeuos5XcIHkI5sDvAc1e0t623PXLuL+XNbPMCOEADWhYpxQ0q4UJULVion6bPqgynhY0dt3/gEDlVFT1jN7aNaLiDHuRlBkJmriQYvbGDnsH6DrWO5IK8VXEucrAR7ZoNTJXF7Mx9SRRZ20YXcicYk6bO6AVeSvVtTIWPivhTCZGxlNni2iy9zmAWhj318mcOQZeBqLCL/T/6l/x/nScc+vEEpBbYHM8vny5xZSpuRjwChtuElrWL00RTQX3s1W+1u9jT2sEeL1TMDDlOJoSjbw+uFcKwM5rx8gJd/syS7/nVdG1pC4lQRAGgJMGDFmxKCwlLFSdqbbYAK2Bpdf/WLuS06c66QrIrRx4qXpjdmg8uR6iRsb+ZDrsp4rd6kKbBzLSce4k7ozlTImLgvhTBJsgzsWROezg80F4Utb5drOGRLtBH1M/LR5asbB+oI/QN0DI+tHlu9U7vfZiuX2onDTIalNKhuBqUzG38TW+uhck23ACdpb7ZBqlylp9cLoaFpZu4Q7QhdkArmtDO/HoxsJq+m91HPog6Dzav5tO5ibiH6SMwe4ACpMr4ZCthTRjOuAFSChtcbOHm8ulGJ3bFCFw/x/qeK5bIz6+vXPwA5QxErh6jE5QrO3RLBERv3phAmSJaBPUZrp/ohRIQ+jgW4KSWcW+ABFJIKAruC7dHoBgcbzMIbBQVdwt56uT59wVRacCjSLAAggAaP7NLRhi/jDHuLfO2ITzb4YoN8pcLr13eE9nhAHeQ6CBS1ShdG2nXXXTTTUgeZjDEUjDPSWLkyG1wPlQ6Lq8lztQCgIO0w/h4OFD15Nb0PpiTf9NtkZmo2efEMAABFTdliT7n+ASivE1fT+6hVcWk9usmbJYV7Ugi9lYGSHI3ulBKeHbAjbAno5mg06UTcbTT5HaL+80NxVmHTEyPEVFurT/4LWzmCgxi8vT0AD/PC2wwKe9gf8wdiygBApV4VF8q1CwF9KKoIAJh5Wb9B1uCMYSFhw+sNVjy+NhtUB8oojemD/AXgWqWw1K79Aeja0Mwd6NfnJemm32bWUMXktSs+dF66FsGhGnbRngulQ0yGq3luTmVXs0lCP/+eFELXmFF8Prmf/2EJfT65ruQ7QADTBq1ddehgC0IAKHCAAGZXRyMHSN7Y4C1fpnrszEZ+R3gw0qx/AJV/m0Fha91uunawX/+omJ5TWWd+5ULAG0o+yUjebVAFbE+uXAc9gMJCLR/qAG4Rr67yBscDJenghQ2yIm5Yira68kVzrFAHmQwDgIhl4UZOvbjWqvUDHcAU8LUIjou+NuFKvsNU0qARaCkpuXje+1IIEx6NZhlo8OjL2ZVSdHpAskwpBa63ow4dbDIJAEf8de/vg7akb2azbPUYKIqR6uM10AiSF9G9PcB5+mirEPoiwgO9upiCi1RlrrydjrpL3fWgVjrQCdJlTF9NZ1WWULfUbPIqOh9sEXtXD7AYqXb+QGWAKoiSNenMrihI0ExLlQ90gGpFzJtjcN/ejDv6dIVSjcJBdtQAqHidLjQcqLPsgf714TIVMqkMivtSCFdGoqxR2BVDca4fInpig+YNx9GO4R2sI4Qba8KlDYZ9IKoIbM1mmdoJU64hhu0cakG4OcAXbN3yC6HrOhP1M5APeYBRpqL2epv/dcZqn8MHq8RFjDNXCfRtw6vYIzrhLLoN+DJmZ1eug85YOwxVBAAQzeipQl+9EgWV0rWkoxA3aBXYMZ1zZm+3dOpAG3BS6hBMHQAATsTo6vs/0zRLOFwhXOewnlg8730phAmzRuGG0dpoDXAoooqPm5r6tn4o7j4A3FgT+rEPB3v51lZHeEkZPeCCEACaPPoYqs5oAK7jTDSKz79esYd8/418Za68JY4648EZc7hKnJVwzVInW36bXW3mUgxKHehWqFzFwlXeIDNT0tIhSLM+DF4aX7W7zBsqPghnEgCyDAw4PNoy/FT7/Vn2QPcBAJCXcHp+ZTJpjhT3UJNhAICCZCamqb8PhdBzbHAcxCWrK/5IhO2o+rPDtoMA0OLR2dWO8MCj0WsSjkMyZeCNfAIA6EKZe/AUDkgZvTyAAK+XLJUr2mPFHnYZqXYYn9UNvLxsbkkJdU3tpvDBbsXoIm7a6vZsfDRQjUOt6ACgXsw6HuUu394M8rpaSt7vewM7h40t4++FDRVLEw94gGkGa1tLspmaeBTlNqSqnL96I4KmGncQzrAProRRYjn196EQuot5ctETG1wjjp7OD7cg9NG8Ec97SLIMvBEwbHBIpgwAZBlI0zBcAwBkvvVtAGjrh2PKwJswLBYf2cqFPewz5VrnsDcijFRF47c7wqmiLJMPXnj76iVcXWvbs3FjNLQPOBlrCqjHSc6mJ3AdwZxUk7c324Apyc7Whbg9s4rOnMkdgjPpY52TZlvuNuuxBoeaSwMArkiyqa23klk5XcsfajIMAHm82+aNCO5DIfQWSYURbuNhHo3X3mY0dHZAEaGPm/G8h+RMwlVzGTh4Rwjba0KpDv5o9IAHyLOAANxy3VYvbK1nFmsIDkfVAQABVzKzt9fB1VCxD+Iq4oPiC2l31Z2+5U1aExUdakUHAJUMdBi8HF3OBp3pcMgUjvLJBgBtI1OW6C1Nfb8/nKYOxJn04eWl9TZdZawwyUdRbsAIRd5ddibrzVdyC6V8EFsfH5Is53f5zRLBfSiEyaXybgMBPC299Zc5mN32BtcUFBMTqANyJmFrS+fjwJNJAGhd7YnbhzJ426ApoGmubmtdW+uO+UMkEW6jXK3kVtpGSuiOFbZ0uEIICC2y0mRLSkhN1XTpcA0BAphlpdHgcji8GKoXrCwl77O6QVGW+S0Bw0hVjUOp6X1wogxbLSmnqwej6gAAIDRNi/03W1LHA7zW/v/27jU2rvLMA/jzzv1yPNdzZuyxZ1yaEqih7BKyajcVVaHVFgVNDJ8qsVXViGrLh0gJUrvRSiSqAIkmHxBpVKkKkr8hSFQ1AtTSRi1CDYJdsUEV3dQkJIHEccaeuz1zznguZ85+OPYwJGkuM+P3zcn8fx8QjA+ex8ev5znv9YmP8muBiTE52ChTW7/+pTfvtkiEWtXm5dE76z5ojU8Bpm6XLZbhdrhah1mSsJOI5qpch0bpimWrnHuERJT006J/vJW92MpnMt4EzwlCIpoIupbtI50z3lyVrI/jUhFarY77eSZwV/NBhWsmWJGU5bWtbLnM4pJX4dn+5FgsspLT1/4A1EK+xaXwQocky66uWlQjKr9NnKaKP1ZaO9NgYbkhtWuewLqXQuyQffaiY6RavPx0m4G4LRJhrcKhR0hfPGjtM+6LZSa+WJ6X8wQhEfkc5LNTYW1s7ALfRZv0xbFZg2he4zoyTERJiZ13J1q5S3ph4axzlPODSNLPzjtjreICERl6y7OyLMsRngHYwzG9tDo222pTaKXAc6kIEbGg3FgLYDmX1bgUXuhwR5REI7+wVha0VcxyOt9uTTQeH6mtPYi09UBzKTHKb46QiFqSoq5tYMgs5EruCPFbNk6MKO+JLWbWZU/97ZEI130Toal7vcz5qjHJd7GMWZ43U1sNgPOSUVP3wlHO2/joi6t18ivks5OP3wyRGQA7bY/r5RwZxrmmxPn+S07KuOPLi4tEpJfzJXd4IsBrExkREfmjsmNtkuySZkzoeRfHoVEickUUWttTv1LMG+tfkrebfSQ0YmhzS6vLBFglz3NkmIgSsbCvWTX0FhHVy8WCPTDq5/oHYAspzbWx2UI2V+W4m95U9SuFK875G4jbIhGq676J0GQOjRpEy01qtSm67uVIL9c9Osp5pYypc85ZsU5OG6dajJ+/+2VpmP9zgJ/Oq3Z7JG6Xx/gPzBJR1R8vLWaISC9l510xzgGEFMWv5sxfwIUqxRsFB98ukSQr7rWxQaOcdUa4DgwSY8vuaHZtksxbzQe5lELsGJdsWUfYLMGxmFnMeWIOvp/f3qjSWS5UzeUbI1x/+2TuYEEi/EfatSrjkghDLgq52KcVg2cBpm6prsNlhHwQd2bpLlSNlIA0/PlzAP8pUlrLxA5l3CGPcd49YmqG4rVcloj0UvYzu8L5ScgTjSVb+VyNiChTqBg2O7fd9KZoLCbVCuZyIVc15+dTeKFLTYouZVe7pMFaXhnlGoDLRjmXUljMEVExm6tw3E1vCiqKd60ER7OcJZ676YmIiAXl5vpsJbwdEqGxzlV5u90XoY+KxmcVg/PeCVNKeCZYm6XjVhG3mzlLaq5W4HysjCnppzmVHLEJR3SM/+4RIrKFR43SAhEt53I5V4zzyLA9rEzouYsaEVExn6/5uM5QElEy5NJs3ra6RESSmo/y7ZARkR6MrZSyRFRuULzJdRedqeJXCtksEVVzuSb3DpkyGgvVVvMQWyp4OO6mN3misSurQg7E7ZAIOZyv1nFfhP2taNadENAjTErswudjg7wXy1DXLN2FKvHvDzltFHHTYm01E/MfGU5J7KJq2OWEPTqW0Yxx7gF4lbh72fwcXKxz/xx0hGOxet58Eqrlc80A7zyU9LNLzmirlDPqNVu7lVDWseDMVTlCirmnfq7cCOpVO8fd9Ka6tHreZrOU5TxFSkSRuDJWz5rlmT3VbJBXBaiOgKx4r6hFNRC3RyLktH2CzIWjRYP/JkJTyv95eV7+ayapa5aO/ybC1QD8zMzEcyI6ZB47+R1UC40vB8aCLvJwXapCRBSJK16tQG29WcoaIa57J4iIub3EbAuFKhE1yzlbiPcHcdhNC065Wsi1StlLTpl/C5RkxbmcI6KFbH7Jw3XNpImFVs/bZMs5N8fd9Cabx88Yu1hUiShQyykcd9OblFElWEMi/AfaGqftE7S2cJRnbfpunfK8pQZz2kjiu1aF1sYGSVAeIvMOiM7EGU9iwTMm5N0nRpxlV7hVzlM55+JV/6jbiqRUCnkisi3nvREBAVR8SnExW81lF1z8zlntCMdiI2qeiErZnMZ9zSQRuSMxKueJyFPJcd7EaSp7o9nFXKNNsUaefyJMxcNeXaVW8/qX3iS+kwzrg9v2CSK6K8jmVMPO6EuSgGeIzmKZixrXuhMd436W0QzdoAuqkRJxBzpjs0LmCMncSuiQm7qAlTJElJTo7+7YVwsLnmouoPDuEBCRHpTrxSxRwKMWQtF7+QfQGFGq+bzhcC3zPdXFFI0pcj1X10kr5HVetem7BWTZU80RUaCWd3E81aVD88eWFrMXJ+Juo+nw8+4NjLjYSUfEUSx5RwY8Kn7b9Ag5/UocNtoYZH8vixkajbhJN6jSYpc0Ni6iQ+Zam6UTMkNJa2OzbYMWNCPhE9IjpAsam6vZhPz44z52zh6vnz/dtLniQY7Hi61xhmLtcm5FZ3I9H+R44HUHCynNcraay9VHBKQBZ0QZb+bnNaNdzrKQgADk0VhQyxmNultfSchB/gG0AkqtkM1mciV3lP/IMBGVvHIhP/jDZSyfCA29RXprvWswdbsvwrwOfgVpL5P0s4sam1OJ/+6FTgCfVUjIUhFaG5vNrpCQKTpa20l5gfvxcia3nfLeeOWTvy26FSGPYn5FdlXy8zU20co7wrxHxojIHVFYOd8oZnme991h80o2al8saLblvJ/7klEiGpcDjnZDzVy45JTjIh4EHSGlXc4XsjmVY+WTbqpfWUYivJJRU5nHx/PZ5GsR9iVJAReGdAAAEU9JREFUxLMQEa2efM3mNeK/UsaUlNj/5AzZw1wi2o6Zh4RsHVkNQKI5VcwmTlN9JNb+7ORFJ+/d9KawEgvWchc0e6yRt3NftUhEAUXxqHm2nHNHBXTIiKjiUwrZrFctBEUkwlEfyzijC6dnix6u56x2eGXFXsmrhXyL+6JlUyugrJQLA/+2lk+EPMdFTfdFGOfjtrtNSmxOY/MaEzI0R0RJP72/aAh7d4nmVEPIqTqrAfiZGQD/c21WhcdYXT1nk4WMDLsisZSen83Xbcxm8/j4B6DEZGml5Fte8MtiEuGKJC/l8uFaNjYqYI7WzqjgUZZO/5+oDllEUXzVnF5a5HzOaoctpLSXkQiv0K5VbetflbfbfREmZFTKlJTYvMYuaiTqgzjpZ+9lBRwrYxr1smKdzlbErJShtdU6QnbTmzxyjIhKXsUtYmTYHlISjfynC0uan+txzx3JEceSIxDUcoqIGUoiMoJKYTE72ix6I2LugOaT3Zc+boqYIiWi+FgsspJjywXO56x2+COKcx22Elo/EXKpyttt1Ev/ImZYgogoJdHFmu2SoMUaRJSUaF7EsTImG6MxH/vvrLAe4bifLdSMQt0YE9EhI6Kgoug2R4v7ZnaTPSRHG4VivqjzrUDUkZTYRYe85AxN8N88QURErojSyM6PtDW7xK8CUbdmIBZSs3ZBeWgkKo82887lXJBv4ZGOYEzxa+gRXoFPVd7LPJoSdt9SfnZBJZFzhH7W+aegAOi9xbaoDpnTRlE3i3uZXdANmJBslxyyjWdJ3i7M4Wy4pC9Xztq5nzNp8jso65IvOGVRIyJSVLl7+eNlj5g1k0TEgjIReTgfON55d5e7bvdsqJ6LxcUEMDqqhFfQI7wCz2NlOkYFLRklopREJ8s2t83gW4Dlc2YG4lyTtltKYhlB2yhNSUnkj5+U2AVnXNTnIBGtSPJm9WOviO38Js0vZ92KqPYvj8buWzmjSWLGRYnIE40RkagOGRGVvbKsl6NxMQ1gXA7Y2612vTbYb2v9RFirMO49QoEm/EzTmaj+EBGN+pjTJuCg0Q7hmTjpZ6KmSIko6aez7vGozPuUy88FlU21j0PiPoibAUXlXnihI6wo7nZDF7RmkojMA2XG+Ba+6FaXFM3u5bwyo8ProEWXXMgNeHTU8onQ0HgvlhHLaaO4x0h4DVEB2BmN+ZjQoVFmzhSKC0DMYQKmMR/7X+meCXEPIq6IEtSrkojz1Uz2kNIMCEsD9pBCRHYReyhNsXisbB9JhAUs2TXpwVhZxLE+HVl/IlusXv+6m2H5RChkjlCspF/Y7gXTnQGKiRscTko06mVOcS03KTFheyeI7Iw+U74maoaYiKSoTER27idud3gjiqi1+0TEXO6KM+AT9xwwEfWf9aQi3KuCdzjDSk3Q5g3TmUf+0/mluwf7PXv5OCmVSul0OhKJbNu2rVQqdX/prbfempqaCoVCU1NTx44dM1/csmULW/PUU08NIOou7SHrERLRhM8YF/Y4SET0r3Fh5wkQUdLPRK1ZXQtA2N4Jky8UERhASBbcJQrGFK+gTYSmql8OixsZlj30aXRK1LsTkV9WWiLOWe34j680Nw66AFcviXDfvn2Tk5OZTCaVSu3fv7/zuq7rTzzxxMGDB4vF4rPPPrt9+3YiMgzj1KlTmUymUqlUKpWXXnppYLET0VD2CCe87QmfsKFRItoSEzmQkJREDsySOUcorkdIRHeMMCG76U2OSKzh8Ng8wlJxXI4E4mOi3p2ImiNKLCYsEzMiNvlVUe9ORBFFsYvrka+TXpZeHT169PXXX3e73Tt27Jienn7hhRfM11ut1iuvvPLwww9Xq1W32x0KhYgok8m0Wq1HH3309OnT3/nOdw4dOuTxXOVc0EKh8Oc///nK16empiKRaxXC1tVKy+6mer2HH8Si4q5mzMnqdWEfhZtCIu+3RPQVidXrrZ6/Q6PRqNfruq739r/HXeSysXpd2LPIpjDTm60eo+9byxdoSZG6uBYQ81Aj4BMYgC8cJSnQcwD1er3ZbPYTv7Jho8AfPxoJLYZFNoB6vW6z2dgND0u5XK7rXtxLIpyfn5+cnCQis1/Yed3tdm/durVarQYCAcbYu+++S0SZTOaBBx548cUXU6nU008/vXPnzldfffXK7/nJJ5/s2bPnytf37Nnz9a9//RrB6OryCtmZqvbwg1iUYmtEiFS190zQJyeROviKYDfhn0Yc/fz4qqo6nU6Ho8cF+JJBrE3ibj/984hdVUXlQdKZ0xEIq+L+4kIG1RhTVWEPIuGYrBk26vUO1Gq1ZrPZc/MjoqmoXeD9N1yuuBwUGICmaYZh3PiDrMPhsNuvcw5TL78MwzDMBHvVaCRJqlarBw4c2Llz5wcffPDAAw+8/fbb5pd+8Ytf3HPPPVf9nt/4xjeOHDnSQzCX6lo4MS5woIa/r1Yrd4fskYDQeUKh/s1P/SwW0HU9HA7380kk1oMhcogbnNZ1vTW58drjNOstTiRwbFq6b7Mr2vs+Qk3Tms1mMNh7ESWh956IKCz5BK7MYIx5vd6rjiz2rJe/p0QiMTc3R0Tz8/Pj4+Od18+dO7d7924i8vv9Tz755OzsLBGdOHHivffeMy9wuVxu90BXO7X1dqNucw9XStg40vZa9TN8MAQumbsVCMyCJjZxp+AAhL67c/zLQt9fvNtvfWIvf1LpdHpmZsYwjJmZmenpaSJ65513iCiRSBw6dOj48eOGYRw+fPj+++8nIlVVH3/88dnZ2Uaj8dxzzz322GMDjH61Nr3INYwCCKl/BNDBEhtEhyASsw/3c+jtqJfP1L1793700UfJZPLkyZPPPPMMET300ENE5PF4jh49umvXrmg0+tprr7388stE9OCDD+7ZsyedTo+Pj5dKpX379g0w+rZWuf2eTQBuccwtbhspwDro5dEmFAr97ne/637FMFYnrr/97W+fOHGi+0uMsR07duzYsaPnEK9hCPdOAADAYFl7lK2tVTlX5QUAgNuM1RMhhkYBAKAvFk+EtepQlZ4AAICBs3YiHLbSEwAAMHDWToTtGuYIAQCgLxZPhFoFq0YBAKAfVk+EGBoFAIC+WDwRYh8hAAD0x+KJUKvavJgjBACA3lk8EdYq2D4BAAD9sHYiNDQMjQIAQF+snAjb7SGswQQAAINl4UTYrlVtHt+w1WACAIDBsngixLgoAAD0x8qJEEtGAQCgb5ZOhDhWBgAA+mXlRIjSEwAA0DcLJ0KUngAAgP5ZOBG2a0iEAADQL4snQgyNAgBAf6ycCDE0CgAAfbN4IkRVXgAA6I+VE2EN2ycAAKBfVk6EWpVhaBQAAPpj4URoYLEMAAD0zcKJEEesAQBA/yybCA2jXa/ZPKjBBAAAfbFqImzXVJvbSzarxg8AALcIqyYSLBkFAICBsGwixJJRAAAYBKsmQiwZBQCAgbBqIsSSUQAAGAjrJkLMEQIAwABYNhFiaBQAAAbBsokQpScAAGAQLJsIayg9AQAAA2DZRKhV0CMEAID+WTcRVhnmCAEAoG9WTYTYRwgAAANh1USIfYQAADAQlk2EOGsUAAAGwZqJ0DDaKzWbxy86DgAAsDxLJsL2impzeVCDCQAA+mfJXNLWsFIGAAAGw5KJ0KihBhMAAAyGJRMhDhoFAIBBsWYixEGjAAAwINZMhOgRAgDAgFgzEWo4cRsAAAbDookQJ24DAMBgWDMR1nDiNgAADIYlE6GBxTIAADAglkyEqMoLAACD0mMiLJVK6XQ6Eols27atVCp1f+mtt96ampoKhUJTU1PHjh279sW9aWs4cRsAAAajx0S4b9++ycnJTCaTSqX279/feV3X9SeeeOLgwYPFYvHZZ5/dvn37NS7uGfYRAgDAoDh6+9+OHj36+uuvu93uHTt2TE9Pv/DCC+brrVbrlVdeefjhh6vVqtvtDoVC17i42+Li4tGjR698ffPmzbFY7LIXda3Scrj1er234K2uXq+322273S46EKtqNBr1el3XddGBWJKu6+YNFB2IVdXr9WaziRvYs3q9brPZGGM3eL3L5bruxT0mwvn5+cnJSSIyu3qd191u99atW6vVaiAQYIy9++6717i429zc3K9//esrX//pT3/q919ebsn97/+ltRmpam/BW52maU6n0zAM0YFYlaqqTqfT4eix8Q85Xdc1TVOH9a+vf7Vardlsovn1TNM0wzBu/EHW4XBct9vQ4y/DMAwzx141IEmSqtXqgQMHdu7c+cEHH1z7YtPmzZuPHDlyo28fifQW9u3Bbrc7nU6fzyc6EKvSdT0cDuOTqDe6rhuGERnuv8F+aJrWbDaDwaDoQKyKMeb1ej0ezwC/Z49zhIlEYm5ujojm5+fHx8c7r587d2737t1E5Pf7n3zyydnZ2WtcDAAAIFyPiTCdTs/MzBiGMTMzMz09TUTvvPMOESUSiUOHDh0/ftwwjMOHD99///1XvRgAAOAW0WMi3Lt370cffZRMJk+ePPnMM88Q0UMPPUREHo/n6NGju3btikajr7322ssvv3zVi6EfZ86c+UdTrXAjPvzww1qtJjoKq1pZWTlx4oToKCwsk8mcOXNGdBQWNjs7WygUBvs92a2w5uLIkSO/+c1vbmKOcLj9+Mc/vvfee3ft2iU6EKu64447/vCHP9x1112iA7GkTz755Lvf/e758+dFB2JVv/zlL//617/OzMyIDsSq0un0D37wg+9///sD/J6WPFkGAABgUJAIAQBgqCERAgDAULsl5gh///vf7927d2pqSnQg1vDhhx8Gg8ENGzaIDsSq/vjHP37zm9+UJJzS1wtVVY8fP/7II4+IDsSqzp49u7S0tGnTJtGBWNX777+fTCYnJiZu8Prnn38+lUpd+5pbIhES0RtvvFEul0VHAQAAt5V0Oh0Oh699za2SCAEAAITAHCEAAAw1JEIAABhqSIQAADDUkAgtY8uWLWzNU089JTocK9F1/e677zb/vVQqpdPpSCSybdu2UqkkNjBL6L57hHZ4837729/ee++9oVDoW9/61unTpwmN8GZcefdoHRohEqE1GIZx6tSpTCZTqVQqlcpLL70kOiLLOHDgwJYtW06dOmX+5759+8y6mKlUav/+/WJju/VddvfQDm/Wp59++qMf/WhmZiaTyaTT6e3btxMa4Q276t1bl0ZogBXMz88HAoFNmzZJkjQ9Pb24uCg6Ist4++2333zzzU5T37hx4+zsrGEYs7OzGzduFBqaBVx299AOb9af/vSnn/zkJ+a/Z7PZaDRqoBHesKvevfVohNg+YQ0nTpz42c9+9uKLL6ZSqaeffrrRaLz66quig7ISxlabuiRJuVzO6/XWarV4PL68vCw6NAvo3D20w57pur5jxw6bzfarX/0KjfBmdd+99WiESITWk8lk7rnnnmKxKDoQK+l8lPv9/kKh4PF4NE1TFEVVVdGhWUDn7nVDO7xxx44d27179/e+973nn3/e4XCgEd6Uy+5e95cG1Qgd178EbgEnTpyo1+tbtmwhIpfL5Xa7RUdkVYlEYm5u7s4775yfnx8fHxcdjsWgHd4swzB27979/vvvHz58eOPGjeaLaIQ36Kp3bz0aIRbLWIOqqo8//vjs7Gyj0Xjuuecee+wx0RFZVTqdnpmZMQxjZmZmenpadDgWg3Z4s/7yl7+88cYbb775ZiKRqFar1WqV0Ahv2FXv3ro0wv6nGYGDdrt98ODBDRs2yLL8wx/+cGlpSXREFtNp6qVSaevWrePj4+l0ulwui43KKjp3D+3wZv385z+/8iMXjfAGXfXurUcjxBwhAAAMNQyNAgDAUEMiBACAoYZECAAAQw2JEAAAhhoSIQAADDUkQgAAGGpIhAAAMNSQCAEAYKghEQIAwFBDIgQAgKGGRAgAAEMNiRAAAIYaEiEAAAw1JEIAABhq/w/apRjiDNJs5QAAAABJRU5ErkJggg==" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plot(data_s, title = \"Synchronized\", legend = false)" ] @@ -700,7 +670,7 @@ "\n", "\n", "\n", - "\n", + "\n", "\n", " \n", "As you can see, larger values of $ \\rho $ translate to more synchronization\n", @@ -740,22 +710,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "plot_attraction_basis (generic function with 5 methods)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function plot_attraction_basis(s1 = 0.5, θ = 2.5, δ = 0.7, ρ = 0.2; npts = 250)\n", " # Create attraction basis\n", @@ -768,20 +727,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "params = [[0.5, 2.5, 0.7, 0.2],\n", " [0.5, 2.5, 0.7, 0.4],\n", @@ -794,23 +744,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "matsuyama.rst", - "filename_with_path": "multi_agent_models/matsuyama", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Globalization and Cycles" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/multi_agent_models/rational_expectations.ipynb b/multi_agent_models/rational_expectations.ipynb index 74578e1..92c141c 100644 --- a/multi_agent_models/rational_expectations.ipynb +++ b/multi_agent_models/rational_expectations.ipynb @@ -191,20 +191,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -786,7 +785,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, @@ -865,27 +864,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "F = [-" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.000, 0.046, -96.949]\n", - "(h0, h1, h2) = [96.949, 1.000, -0.046]\n" - ] - } - ], + "outputs": [], "source": [ "# model parameters\n", "a0 = 100\n", @@ -972,20 +955,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Equilibrium pair = (95.081845, 0.952459)\n", - "(h0, h1, h2) = [95.081891, 1.000000, -0.047541]\n" - ] - } - ], + "outputs": [], "source": [ "candidates = ([94.0886298678, 0.923409232937],\n", " [93.2119845412, 0.984323478873],\n", @@ -1073,19 +1047,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "κ0=95.08187459215002\tκ1=0.9524590627039248\n" - ] - } - ], + "outputs": [], "source": [ "# formulate the planner's LQ problem\n", "A = I + zeros(2, 2)\n", @@ -1134,19 +1100,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "m0=73.47294403502833\tm1=0.9265270559649701\n" - ] - } - ], + "outputs": [], "source": [ "# formulate the monopolist's LQ problem\n", "A = I + zeros(2, 2)\n", @@ -1208,23 +1166,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "rational_expectations.rst", - "filename_with_path": "multi_agent_models/rational_expectations", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Rational Expectations Equilibrium" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/multi_agent_models/schelling.ipynb b/multi_agent_models/schelling.ipynb index a399f38..609493a 100644 --- a/multi_agent_models/schelling.ipynb +++ b/multi_agent_models/schelling.ipynb @@ -126,18 +126,18 @@ "\n", "As discussed above, agents are initially mixed randomly together\n", "\n", - "\n", + "\n", "\n", " \n", "But after several cycles they become segregated into distinct regions\n", "\n", - "\n", + "\n", "\n", " \n", - "\n", + "\n", "\n", " \n", - "\n", + "\n", "\n", " \n", "In this instance, the program terminated after 4 cycles through the set of\n", @@ -198,20 +198,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -223,22 +222,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "plot_distribution (generic function with 1 method)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Agent = @with_kw (kind, location = rand(2))\n", "\n", @@ -293,20 +281,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "num_of_type_0 = 250\n", "num_of_type_1 = 250\n", @@ -343,23 +322,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "schelling.rst", - "filename_with_path": "multi_agent_models/schelling", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Schelling’s Segregation Model" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/multi_agent_models/uncertainty_traps.ipynb b/multi_agent_models/uncertainty_traps.ipynb index 838dc1a..bb724a8 100644 --- a/multi_agent_models/uncertainty_traps.ipynb +++ b/multi_agent_models/uncertainty_traps.ipynb @@ -161,7 +161,7 @@ "\n", "The other parameter values are $ \\rho = 0.99, \\gamma_x = 0.5, \\sigma_\\theta =0.5 $\n", "\n", - "\n", + "\n", "\n", " \n", "Points where the curves hit the 45 degree lines are long run steady\n", @@ -265,20 +265,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -290,22 +289,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "#3 (generic function with 2 methods)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "UncertaintyTrapEcon = @with_kw (a = 1.5, # risk aversion\n", " γ_x = 0.5, # production shock precision\n", @@ -335,7 +323,7 @@ "\n", "Let’s look first at the dynamics of $ \\mu $, which the agents use to track $ \\theta $\n", "\n", - "\n", + "\n", "\n", " \n", "We see that $ \\mu $ tracks $ \\theta $ well when there are sufficient firms in the market\n", @@ -354,7 +342,7 @@ "To get a clearer idea of the dynamics, let’s look at all the main time series\n", "at once, for a given set of shocks\n", "\n", - "\n", + "\n", "\n", " \n", "Notice how the traps only take hold after a sequence of bad draws for the fundamental\n", @@ -472,370 +460,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "Gamma\n", - "\n", - "\n", - "Gamma'\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "M\n", - "\n", - "\n", - "\n", - "45 Degree\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "\n", - "6\n", - "\n", - "\n" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "econ = UncertaintyTrapEcon()\n", "@unpack ρ, σ_θ, γ_x = econ # simplify names\n", @@ -867,22 +496,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "simulate (generic function with 2 methods)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function simulate(uc, capT = 2_000)\n", " # unpack parameters\n", @@ -946,574 +564,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "500\n", - "\n", - "\n", - "1000\n", - "\n", - "\n", - "1500\n", - "\n", - "\n", - "2000\n", - "\n", - "\n", - "-6\n", - "\n", - "\n", - "-3\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "x\n", - "\n", - "\n", - "y\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "Variable\n", - "\n", - "\n", - "\n", - "Mu\n", - "\n", - "\n", - "\n", - "Theta\n", - "\n", - "\n" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "df = simulate(econ)\n", "\n", @@ -1531,1280 +586,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "500\n", - "\n", - "\n", - "1000\n", - "\n", - "\n", - "1500\n", - "\n", - "\n", - "2000\n", - "\n", - "\n", - "-6\n", - "\n", - "\n", - "-3\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "t\n", - "\n", - "\n", - "Theta\n", - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "500\n", - "\n", - "\n", - "1000\n", - "\n", - "\n", - "1500\n", - "\n", - "\n", - "2000\n", - "\n", - "\n", - "-6\n", - "\n", - "\n", - "-3\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "t\n", - "\n", - "\n", - "Mu\n", - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "500\n", - "\n", - "\n", - "1000\n", - "\n", - "\n", - "1500\n", - "\n", - "\n", - "2000\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "t\n", - "\n", - "\n", - "Gamma\n", - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "500\n", - "\n", - "\n", - "1000\n", - "\n", - "\n", - "1500\n", - "\n", - "\n", - "2000\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "25\n", - "\n", - "\n", - "50\n", - "\n", - "\n", - "75\n", - "\n", - "\n", - "100\n", - "\n", - "\n", - "t\n", - "\n", - "\n", - "M\n", - "\n", - "\n", - "\n" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "len = eachindex(df.θ)\n", "yvals = [df.θ, df.μ, df.γ, df.M]\n", @@ -2821,23 +607,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "uncertainty_traps.rst", - "filename_with_path": "multi_agent_models/uncertainty_traps", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Uncertainty Traps" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/time_series_models/additive_functionals.ipynb b/time_series_models/additive_functionals.ipynb index 60e8018..155b852 100644 --- a/time_series_models/additive_functionals.ipynb +++ b/time_series_models/additive_functionals.ipynb @@ -257,20 +257,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -281,7 +280,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, @@ -293,22 +292,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "plot_martingale_paths (generic function with 1 method)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function AMF_LSS_VAR(A, B, D, F = nothing; ν = nothing)\n", "\n", @@ -732,20 +720,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ϕ_1, ϕ_2, ϕ_3, ϕ_4 = 0.5, -0.2, 0, 0.5\n", "σ = 0.01\n", @@ -947,20 +926,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plt = plot_additive(amf, T)\n", "plt[1]" @@ -1028,20 +998,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plt = plot_multiplicative(amf, T)\n", "plt[1]" @@ -1077,20 +1038,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plt = plot_martingales(amf, 12000)\n", "plt[1]" @@ -1098,23 +1050,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "additive_functionals.rst", - "filename_with_path": "time_series_models/additive_functionals", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Additive Functionals" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/time_series_models/arma.ipynb b/time_series_models/arma.ipynb index 3a8979a..43fae14 100644 --- a/time_series_models/arma.ipynb +++ b/time_series_models/arma.ipynb @@ -110,20 +110,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -303,20 +302,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Plots\n", "gr(fmt=:png);\n", @@ -604,20 +594,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ar1_sd(ϕ, ω) = 1 ./ (1 .- 2 * ϕ * cos.(ω) .+ ϕ.^2)\n", "\n", @@ -670,20 +651,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ϕ = -0.8\n", "times = 0:16\n", @@ -726,20 +698,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ϕ = -0.8\n", "times = 0:16\n", @@ -924,22 +887,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "quad_plot (generic function with 1 method)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using QuantEcon, Random\n", "\n", @@ -1036,20 +988,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Random.seed!(42) # For reproducible results.\n", "ϕ = 0.5;\n", @@ -1153,23 +1096,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "arma.rst", - "filename_with_path": "time_series_models/arma", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Covariance Stationary Processes" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/time_series_models/classical_filtering.ipynb b/time_series_models/classical_filtering.ipynb index 916c49d..aa4297a 100644 --- a/time_series_models/classical_filtering.ipynb +++ b/time_series_models/classical_filtering.ipynb @@ -91,20 +91,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -649,22 +648,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "optimal_y (generic function with 2 methods)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Polynomials, LinearAlgebra\n", "\n", @@ -914,22 +902,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(d = [1.0, -2.0], h = 0.0, y_m = [0.0], m = 1, ϕ = [-2.0, 5.0, -2.0], β = 1.0, ϕ_r = [-2.0, 5.0, -2.0], k = 1)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "m = 1\n", "y_m = zeros(m)\n", @@ -950,46 +927,22 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Float64,1}:\n", - " 2.0\n", - " -1.0" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "coeffs_of_c(example)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "([2.0], -2.0, [0.5])" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "roots_of_characteristic(example)" ] @@ -1006,27 +959,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5×5 Array{Float64,2}:\n", - " 5.0 -2.0 0.0 0.0 0.0\n", - " -2.0 5.0 -2.0 0.0 0.0\n", - " 0.0 -2.0 5.0 -2.0 0.0\n", - " 0.0 0.0 -2.0 5.0 -2.0\n", - " 0.0 0.0 0.0 -2.0 5.0" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "V = construct_V(example,N=5)" ] @@ -1040,27 +977,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5×5 LowerTriangular{Float64,Array{Float64,2}}:\n", - " 2.23607 ⋅ ⋅ ⋅ ⋅ \n", - " -0.894427 2.04939 ⋅ ⋅ ⋅ \n", - " 0.0 -0.9759 2.01187 ⋅ ⋅ \n", - " 0.0 0.0 -0.9941 2.00294 ⋅ \n", - " 0.0 0.0 0.0 -0.998533 2.00073" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "F = cholesky(V)\n", "Li = F.L" @@ -1075,27 +996,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "5×5 LowerTriangular{Float64,Array{Float64,2}}:\n", - " 0.447214 ⋅ ⋅ ⋅ ⋅ \n", - " 0.19518 0.48795 ⋅ ⋅ ⋅ \n", - " 0.0946762 0.236691 0.49705 ⋅ ⋅ \n", - " 0.0469898 0.117474 0.246696 0.499266 ⋅ \n", - " 0.0234518 0.0586295 0.123122 0.249176 0.499817" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "L = inv(Li)" ] @@ -1152,22 +1057,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(d = [1.0, 0.0, -1.41421], h = 0.0, y_m = [0.0, 0.0], m = 2, ϕ = [-1.41421, 0.0, 3.0, 0.0, -1.41421], β = 1.0, ϕ_r = [-1.41421, 0.0, 3.0, 0.0, -1.41421], k = 2)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "m = 2\n", "y_m = [0.0, 0.0]\n", @@ -1179,102 +1073,44 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Float64,1}:\n", - " 1.4142135623731018\n", - " -0.0 \n", - " -1.0000000000000075" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "coeffs_of_c(example)" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "([1.18921, -1.18921], -1.4142135623731122, [0.840896, -0.840896])" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "roots_of_characteristic(example)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "8×8 Array{Float64,2}:\n", - " 3.0 0.0 -1.41421 0.0 … 0.0 0.0 0.0 \n", - " 0.0 3.0 0.0 -1.41421 0.0 0.0 0.0 \n", - " -1.41421 0.0 3.0 0.0 0.0 0.0 0.0 \n", - " 0.0 -1.41421 0.0 3.0 -1.41421 0.0 0.0 \n", - " 0.0 0.0 -1.41421 0.0 0.0 -1.41421 0.0 \n", - " 0.0 0.0 0.0 -1.41421 … 3.0 0.0 -1.41421\n", - " 0.0 0.0 0.0 0.0 0.0 3.0 0.0 \n", - " 0.0 0.0 0.0 0.0 -1.41421 0.0 3.0 " - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "V = construct_V(example, N = 8)" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3×8 Array{Float64,2}:\n", - " 0.0 0.0 0.0 -0.92582 0.0 1.46385 0.0 0.0 \n", - " 0.0 0.0 0.0 0.0 -0.966092 0.0 1.43759 0.0 \n", - " 0.0 0.0 0.0 0.0 0.0 -0.966092 0.0 1.43759" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "F = cholesky(V)\n", "Li = F.L\n", @@ -1283,30 +1119,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "8×8 LowerTriangular{Float64,Array{Float64,2}}:\n", - " 0.57735 ⋅ ⋅ ⋅ … ⋅ ⋅ ⋅ \n", - " 0.0 0.57735 ⋅ ⋅ ⋅ ⋅ ⋅ \n", - " 0.308607 0.0 0.654654 ⋅ ⋅ ⋅ ⋅ \n", - " 0.0 0.308607 0.0 0.654654 ⋅ ⋅ ⋅ \n", - " 0.19518 0.0 0.414039 0.0 ⋅ ⋅ ⋅ \n", - " 0.0 0.19518 0.0 0.414039 … 0.68313 ⋅ ⋅ \n", - " 0.131165 0.0 0.278243 0.0 0.0 0.695608 ⋅ \n", - " 0.0 0.131165 0.0 0.278243 0.459078 0.0 0.695608" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "L = inv(Li)" ] @@ -1601,23 +1418,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "classical_filtering.rst", - "filename_with_path": "time_series_models/classical_filtering", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Contents" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/time_series_models/estspec.ipynb b/time_series_models/estspec.ipynb index bb57606..1f16a1e 100644 --- a/time_series_models/estspec.ipynb +++ b/time_series_models/estspec.ipynb @@ -68,20 +68,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -275,179 +274,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "periodogram\n", - "\n", - "\n", - "\n", - "spectral density\n", - "\n", - "\n" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using QuantEcon, Plots, Random\n", "Random.seed!(42) # For reproducible results.\n", @@ -475,7 +306,7 @@ "\n", "However, if we try again with `n = 1200` the outcome is not much better\n", "\n", - "\n", + "\n", "\n", " \n", "The periodogram is far too irregular relative to the underlying spectral density\n", @@ -536,125 +367,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "-10\n", - "\n", - "\n", - "-5\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "0.00\n", - "\n", - "\n", - "0.02\n", - "\n", - "\n", - "0.04\n", - "\n", - "\n", - "0.06\n", - "\n", - "\n", - "0.08\n", - "\n", - "\n", - "Hanning window\n", - "\n", - "\n", - "Position in sequence of weights\n", - "\n", - "\n", - "Weights\n", - "\n", - "\n", - "\n" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function hanning_window(M)\n", " w = [0.5 - 0.5 * cos(2 * pi * n / (M - 1)) for n = 0:(M-1)]\n", @@ -695,7 +412,7 @@ "\n", "\n", "\n", - "\n", + "\n", "\n", " \n", "In looking at the figure, we can see that for this model and data size, the\n", @@ -827,7 +544,7 @@ "\n", "\n", "\n", - "\n", + "\n", "\n", " \n", "In all cases, periodograms are fit with the “hamming” window and window length of 65\n", @@ -892,7 +609,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, @@ -933,511 +650,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "15\n", - "\n", - "\n", - "window length = 15\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "periodogram\n", - "\n", - "\n", - "\n", - "spectral density\n", - "\n", - "\n", - "\n", - "smoothed periodogram\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "15\n", - "\n", - "\n", - "window length = 55\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "15\n", - "\n", - "\n", - "window length = 175\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plot(xs, ys, layout=(3,1), color=:blue, alpha=0.5,\n", " linewidth=2, label=[\"periodogram\" \"\" \"\"])\n", @@ -1457,607 +674,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "-\n", - "\n", - "\n", - "0.5 \n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "0.0 \n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "0.5 \n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "1.0 \n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "1.5 \n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "2.0 \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "spectral density\n", - "\n", - "\n", - "\n", - "standard smoothed periodogram\n", - "\n", - "\n", - "\n", - "AR smoothed periodogram\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "-\n", - "\n", - "\n", - "0.5 \n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "0.0 \n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "0.5 \n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "1.0 \n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "1.5 \n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "2.0 \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "spectral density\n", - "\n", - "\n", - "\n", - "standard smoothed periodogram\n", - "\n", - "\n", - "\n", - "AR smoothed periodogram\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "-\n", - "\n", - "\n", - "0.5 \n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "0.0 \n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "0.5 \n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "1.0 \n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "1.5 \n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "2.0 \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "spectral density\n", - "\n", - "\n", - "\n", - "standard smoothed periodogram\n", - "\n", - "\n", - "\n", - "AR smoothed periodogram\n", - "\n", - "\n" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lp2 = ARMA(-0.9, 0.0, 1.0)\n", "wl = 65\n", @@ -2087,23 +708,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "estspec.rst", - "filename_with_path": "time_series_models/estspec", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Estimation of Spectra" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/time_series_models/index.ipynb b/time_series_models/index.ipynb index 794a0fb..32ef94d 100644 --- a/time_series_models/index.ipynb +++ b/time_series_models/index.ipynb @@ -64,23 +64,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index.rst", - "filename_with_path": "time_series_models/index", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Time Series Models" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/time_series_models/index_grad.ipynb b/time_series_models/index_grad.ipynb index 47e3d20..9465d80 100644 --- a/time_series_models/index_grad.ipynb +++ b/time_series_models/index_grad.ipynb @@ -64,23 +64,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index_grad.rst", - "filename_with_path": "time_series_models/index_grad", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Time Series Models" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/time_series_models/lu_tricks.ipynb b/time_series_models/lu_tricks.ipynb index f0a7172..1ebbb74 100644 --- a/time_series_models/lu_tricks.ipynb +++ b/time_series_models/lu_tricks.ipynb @@ -93,20 +93,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1011,23 +1010,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false, "html-class": "collapse" }, - "outputs": [ - { - "data": { - "text/plain": [ - "optimal_y (generic function with 2 methods)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function LQFilter(d, h, y_m;\n", " r = nothing,\n", @@ -1271,20 +1259,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "gr(fmt=:png);\n", "\n", @@ -1322,20 +1301,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plot_simulation(γ=5.0)" ] @@ -1349,20 +1319,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plot_simulation(γ=10.0)" ] @@ -1481,23 +1442,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "lu_tricks.rst", - "filename_with_path": "time_series_models/lu_tricks", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Classical Control with Linear Algebra" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/time_series_models/multiplicative_functionals.ipynb b/time_series_models/multiplicative_functionals.ipynb index e11ac7b..af1b3fd 100644 --- a/time_series_models/multiplicative_functionals.ipynb +++ b/time_series_models/multiplicative_functionals.ipynb @@ -140,20 +140,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -167,22 +166,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "loglikelihood (generic function with 4 methods)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "AMF_LSS_VAR = @with_kw (A, B, D, F = 0.0, ν = 0.0, lss = construct_ss(A, B, D, F, ν))\n", "\n", @@ -260,22 +248,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "population_means (generic function with 2 methods)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function simulate_xy(amf, T)\n", " foo, bar = simulate(amf.lss, T)\n", @@ -336,20 +313,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "F = 0.2\n", "amf = AMF_LSS_VAR(A = 0.8, B = 1.0, D = 0.5, F = F)\n", @@ -400,20 +368,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function simulate_likelihood(amf, Xit, Yit)\n", " # Get size\n", @@ -457,27 +416,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The pdf at +/- 1.175 sigma takes the value: 1.0001868966924388\n", - "Probability of dL being larger than 1 is approx: 0.7600052842019751\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fraction of dlogL being nonnegative in the sample is: 0.759291891891892" - ] - } - ], + "outputs": [], "source": [ "normdist = Normal(0, F)\n", "mult = 1.175\n", @@ -501,27 +444,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The pdf at +/- one sigma takes the value: 1.2098536225957168 \n" - ] - }, - { - "data": { - "image/png": "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" - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "xgrid = range(-1, 1, length = 100)\n", "println(\"The pdf at +/- one sigma takes the value: $(pdf(normdist, F)) \")\n", @@ -571,20 +498,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Create the second (wrong) alternative model\n", "amf2 = AMF_LSS_VAR(A = 0.9, B = 1.0, D = 0.55, F = 0.25) # parameters for θ_1 closer to θ_0\n", @@ -609,20 +527,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plot(seriestype = :histogram, LLT, bin = 50, alpha = 0.5, label = \"True\", normed = true)\n", "plot!(seriestype = :histogram, LLT2, bin = 50, alpha = 0.5, label = \"Alternative\",\n", @@ -640,20 +549,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "LLT_diff = LLT - LLT2\n", "\n", @@ -788,22 +688,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The (min, mean, max) of additive Martingale component in period T is\n", - "\t (-1.5637651007978373, 0.011180668723953966, 1.649949927011276)\n", - "The (min, mean, max) of multiplicative Martingale component in period T is\n", - "\t (0.18709241229544732, 1.010145808339207, 4.653233838429828)\n" - ] - } - ], + "outputs": [], "source": [ "function simulate_martingale_components(amf, T = 1_000, I = 5_000)\n", " # Get the multiplicative decomposition\n", @@ -866,20 +755,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plot(seriestype = :histogram, amcT, bin = 25, normed = true, label = \"\")\n", "plot!(title = \"Histogram of Additive Martingale Component\")" @@ -894,20 +774,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plot(seriestype = :histogram, mmcT, bin = 25, normed = true, label = \"\")\n", "plot!(title = \"Histogram of Multiplicative Martingale Component\")" @@ -941,20 +812,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function Mtilde_t_density(amf, t; xmin = 1e-8, xmax = 5.0, npts = 5000)\n", "\n", @@ -1040,22 +902,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(4.54129843114712, 0.24220854072375247, 0, 0.25307727077652764)" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function Uu(amf, δ, γ)\n", " @unpack A, B, D, F, ν = amf\n", @@ -1120,22 +971,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1.0809878812017448" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x0 = 0.0 # initial conditions\n", "logVC_r = U_r * x0 + u_r\n", @@ -1154,23 +994,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "multiplicative_functionals.rst", - "filename_with_path": "time_series_models/multiplicative_functionals", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Multiplicative Functionals" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/tools_and_techniques/finite_markov.ipynb b/tools_and_techniques/finite_markov.ipynb index d110537..4af1f27 100644 --- a/tools_and_techniques/finite_markov.ipynb +++ b/tools_and_techniques/finite_markov.ipynb @@ -70,20 +70,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -266,7 +265,7 @@ "\n", "This Markov process can also be represented as a directed graph, with edges labeled by transition probabilities\n", "\n", - "\n", + "\n", "\n", " \n", "Here “ng” is normal growth, “mr” is mild recession, etc." @@ -315,42 +314,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "rand(d, 5) = [3, 1, 1, 3, 1]\n", - "supertype(typeof(d)) = " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Distribution{Univariate,Discrete}\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "pdf(d, 1) = 0.5\n", - "support(d) = Base.OneTo(3)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "pdf.(d, support(d)) = [0.5, 0.3, 0.2]\n" - ] - } - ], + "outputs": [], "source": [ "d = Categorical([0.5, 0.3, 0.2]) # 3 discrete states\n", "@show rand(d, 5)\n", @@ -373,22 +341,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "mc_sample_path (generic function with 1 method)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function mc_sample_path(P; init = 1, sample_size = 1000)\n", " @assert size(P)[1] == size(P)[2] # square required\n", @@ -434,22 +391,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.24967" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "P = [0.4 0.6; 0.2 0.8]\n", "X = mc_sample_path(P, sample_size = 100_000); # note 100_000 = 100000\n", @@ -469,22 +415,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.24997" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "P = [0.4 0.6; 0.2 0.8];\n", "mc = MarkovChain(P)\n", @@ -507,26 +442,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{String,1}:\n", - " \"unemployed\"\n", - " \"unemployed\"\n", - " \"unemployed\"\n", - " \"unemployed\"" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "mc = MarkovChain(P, [\"unemployed\", \"employed\"])\n", "simulate(mc, 4, init = 1) # start at state 1" @@ -534,78 +454,33 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{String,1}:\n", - " \"employed\" \n", - " \"employed\" \n", - " \"unemployed\"\n", - " \"employed\" " - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "simulate(mc, 4, init = 2) # start at state 2" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{String,1}:\n", - " \"unemployed\"\n", - " \"unemployed\"\n", - " \"unemployed\"\n", - " \"employed\" " - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "simulate(mc, 4) # start with randomly chosen initial condition" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "4-element Array{Int64,1}:\n", - " 1\n", - " 1\n", - " 2\n", - " 2" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "simulate_indices(mc, 4)" ] @@ -838,7 +713,7 @@ "For example, consider the following transition probabilities for wealth of a fictitious set of\n", "households\n", "\n", - "\n", + "\n", "\n", " \n", "We can translate this into a stochastic matrix, putting zeros where\n", @@ -863,22 +738,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "true" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "P = [0.9 0.1 0.0; 0.4 0.4 0.2; 0.1 0.1 0.8];\n", "mc = MarkovChain(P)\n", @@ -891,7 +755,7 @@ "source": [ "Here’s a more pessimistic scenario, where the poor are poor forever\n", "\n", - "\n", + "\n", "\n", " \n", "This stochastic matrix is not irreducible, since, for example, rich is not accessible from poor\n", @@ -901,22 +765,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "false" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "P = [1.0 0.0 0.0; 0.1 0.8 0.1; 0.0 0.2 0.8];\n", "mc = MarkovChain(P);\n", @@ -932,24 +785,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Array{Int64,1},1}:\n", - " [1] \n", - " [2, 3]" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "communication_classes(mc)" ] @@ -975,7 +815,7 @@ "\n", "Here’s a trivial example with three states\n", "\n", - "\n", + "\n", "\n", " \n", "The chain cycles with period 3:" @@ -983,22 +823,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "P = [0 1 0; 0 0 1; 1 0 0];\n", "mc = MarkovChain(P);\n", @@ -1022,7 +851,7 @@ "\n", "For example, the stochastic matrix associated with the transition probabilities below is periodic because, for example, state $ a $ has period 2\n", "\n", - "\n", + "\n", "\n", " \n", "We can confirm that the stochastic matrix is periodic as follows" @@ -1030,22 +859,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "P = zeros(4, 4);\n", "P[1, 2] = 1;\n", @@ -1058,22 +876,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "false" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "is_aperiodic(mc)" ] @@ -1093,23 +900,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1×2 Adjoint{Float64,Array{Float64,1}}:\n", - " 0.25 0.75" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "P = [.4 .6; .2 .8];\n", "ψ = [0.25, 0.75];\n", @@ -1227,23 +1022,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1-element Array{Array{Float64,1},1}:\n", - " [0.25, 0.75]" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "P = [.4 .6; .2 .8];\n", "mc = MarkovChain(P);\n", @@ -1274,20 +1057,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "P = [0.971 0.029 0.000\n", " 0.145 0.778 0.077\n", @@ -1557,7 +1331,7 @@ "The result should look something like the following — modulo randomness, of\n", "course\n", "\n", - "\n", + "\n", "\n", " \n", "(You don’t need to add the fancy touches to the graph — see the solution if you’re interested)\n", @@ -1594,7 +1368,7 @@ "\n", "To illustrate the idea, consider the following diagram\n", "\n", - "\n", + "\n", "\n", " \n", "Imagine that this is a miniature version of the WWW, with\n", @@ -1764,20 +1538,11 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "α = 0.1 # probability of getting hired\n", "β = 0.1 # probability of getting fired\n", @@ -1808,36 +1573,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "OrderedCollections.OrderedDict{Char,Array{Char,1}} with 14 entries:\n", - " 'a' => ['d', 'f']\n", - " 'b' => ['j', 'k', 'm']\n", - " 'c' => ['c', 'g', 'j', 'm']\n", - " 'd' => ['f', 'h', 'k']\n", - " 'e' => ['d', 'h', 'l']\n", - " 'f' => ['a', 'b', 'j', 'l']\n", - " 'g' => ['b', 'j']\n", - " 'h' => ['d', 'g', 'l', 'm']\n", - " 'i' => ['g', 'h', 'n']\n", - " 'j' => ['e', 'i', 'k']\n", - " 'k' => ['n']\n", - " 'l' => ['m']\n", - " 'm' => ['g']\n", - " 'n' => ['c', 'j', 'm']" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "web_graph_data = sort(Dict('a' => ['d', 'f'],\n", " 'b' => ['j', 'k', 'm'],\n", @@ -1857,44 +1597,11 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rankings\n", - " ***\n" - ] - }, - { - "data": { - "text/plain": [ - "14-element Array{Pair{Char,Float64},1}:\n", - " 'g' => 0.160708 \n", - " 'j' => 0.159362 \n", - " 'm' => 0.119515 \n", - " 'n' => 0.10877 \n", - " 'k' => 0.0910629 \n", - " 'b' => 0.0832646 \n", - " 'e' => 0.0531205 \n", - " 'i' => 0.0531205 \n", - " 'c' => 0.0483421 \n", - " 'h' => 0.0456012 \n", - " 'l' => 0.0320179 \n", - " 'd' => 0.0305625 \n", - " 'f' => 0.0116429 \n", - " 'a' => 0.00291071" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "nodes = keys(web_graph_data)\n", "n = length(nodes)\n", @@ -1936,23 +1643,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "finite_markov.rst", - "filename_with_path": "tools_and_techniques/finite_markov", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Finite Markov Chains" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/tools_and_techniques/index.ipynb b/tools_and_techniques/index.ipynb index fe1be49..51ed69b 100644 --- a/tools_and_techniques/index.ipynb +++ b/tools_and_techniques/index.ipynb @@ -95,23 +95,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index.rst", - "filename_with_path": "tools_and_techniques/index", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Tools and Techniques" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/tools_and_techniques/index_grad.ipynb b/tools_and_techniques/index_grad.ipynb index cf867b0..0ad44a1 100644 --- a/tools_and_techniques/index_grad.ipynb +++ b/tools_and_techniques/index_grad.ipynb @@ -95,23 +95,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index_grad.rst", - "filename_with_path": "tools_and_techniques/index_grad", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Tools and Techniques" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/tools_and_techniques/index_undergrad.ipynb b/tools_and_techniques/index_undergrad.ipynb index 05a128d..5938f68 100644 --- a/tools_and_techniques/index_undergrad.ipynb +++ b/tools_and_techniques/index_undergrad.ipynb @@ -77,23 +77,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "index_undergrad.rst", - "filename_with_path": "tools_and_techniques/index_undergrad", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Tools and Techniques" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/tools_and_techniques/kalman.ipynb b/tools_and_techniques/kalman.ipynb index 0a8abdb..d867782 100644 --- a/tools_and_techniques/kalman.ipynb +++ b/tools_and_techniques/kalman.ipynb @@ -70,20 +70,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -157,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, @@ -170,21 +169,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false, "html-class": "collapse" }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# set up prior objects\n", "Σ = [0.4 0.3\n", @@ -233,20 +223,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# plot the figure\n", "annotate!(y[1], y[2], \"y\", color = :black)" @@ -318,20 +299,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# define posterior objects\n", "M = Σ * G' * inv(G * Σ * G' + R)\n", @@ -453,20 +425,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# get the predictive distribution\n", "new_x̂ = A * x̂_F\n", @@ -642,7 +605,7 @@ "\n", "Your figure should – modulo randomness – look something like this\n", "\n", - "\n", + "\n", "\n", " \n", "\n", @@ -670,7 +633,7 @@ "\n", "Your figure should show error erratically declining something like this\n", "\n", - "\n", + "\n", "\n", " \n", "\n", @@ -736,7 +699,7 @@ "\n", "You should end up with a figure similar to the following (modulo randomness)\n", "\n", - "\n", + "\n", "\n", " \n", "Observe how, after an initial learning period, the Kalman filter performs quite well, even relative to the competitor who predicts optimally with knowledge of the latent state\n", @@ -767,7 +730,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, @@ -785,20 +748,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# parameters\n", "θ = 10\n", @@ -837,20 +791,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Random, Expectations\n", "Random.seed!(43) # reproducible results\n", @@ -885,36 +830,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Eigenvalues of A:\n", - "[0.9, -0.1]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Stationary prediction error variance:\n", - "[0.403291 0.105072; 0.105072 0.410617]\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAIAAAD9V4nPAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdd3xT5f4H8HPSjO50j3RSSge0UFahZcgoQxEKorjBgeLAgXrlKhccqIBXBeRewQEIeFFAARFUVlu6gJZO6KYzbdI0TZMmzR7n90f89XLb0pm0TfN5v3z5CukZTyDNJ8/3PM95SIqiCAAAAGtFG+oGAAAADCUEIQAAWDUEIQAAWDUEIQAAWDUEIQAAWDUEIQAAWDUEIQAAWDUEIQAAWDUEIQAAWDUEIQAAWLVBCkKxWFxXVzc45wIAAOi9QQrCM2fObN68eXDOBQAA0HsojQIAgFVDEAIAgFVDEAIAgFVDEAIAgFVDEAIAgFVDEAIAgFVDEAIAgFVDEAIAgFUbvkGo1+uHugkAADDyDccgrK+vf+GFF7Zt2zbUDQEAgJFvOAYhg8GgKEqj0Qx1QwAAYOQbjkHIZDIJglCr1UPdEAAAGPmGYxCyWCwCQQgAAINiOAahra0tgSAEAIBBMRyDkEaj0el0g8Gg1WqHui0AADDCDccgJFAdBQCAwYIgBAAAq4YgBAAAqzasgxBTCQEAwNzoQ92ArhmDUKVSDXVDAOB/HDp0aNeuXUPdCrBGc+fO/eKLL8xx5GEdhCiNAgw3AoFgwoQJr7322lA3BKxLSkrKlStXzHTwYR2EKI0CDENeXl4TJ04c6laAdamtrTVfEA7ra4QojQIAgLkN6yBEaRQAAMxtWAchSqMAAGBuwzQIsQAFAAAMjmEahLjvNgAADI5hGoToEQIAwOAYpkGIwTIAADA4hmkQojQKAACDY5gGIUqjANBLJEm2P05PT/fw8EhJSelmG5PYvHmzj4+P8bAmPzgMsmEahCiNAkBf5eXlPfDAAz/88MOcOXPMfa69e/feunVr48aNdz6ZkJBg7vOCOQzTIERpFAD6pLS0dMmSJfv27Vu8ePEgnE4kEnl4eGzfvv3OJy9fvjwIpwaTG6ZBiNIogAWpr6/nDhaKojo3oLa2dsGCBW+//fYDDzxAEMSZM2diYmJcXFx8fX0/++yz9s1Iknz33Xd9fX0//PDD999/PywsjM1mf/LJJ13uQpLkTz/9NGHCBHd39w4LbixfvpwgiJiYmDuLou1PNjY2PvTQQ15eXiEhIatXr+bz+caj/ec///H09GzfvvvN2h+0tLSsXr3a19eXw+GsWbOmpaWly6PBQAzrm24jCAEswvbt27Va7eCca8+ePcYvyne69957x48ff/bs2ddee40kyc2bNz/55JMbNmwoLCycPn36W2+91b5ldHT0hQsXxo8fv3Pnzlu3bl25cmXZsmXvvvtul7vU1dXl5+cnJyfff//9r7/+evtBTp8+TZJkfn7+nUHY/uTSpUufeOKJw4cPq9Xq3bt3P/fcc2fPniUIIiMjIzk5uX375557rpvNoqOjjQ9ef/11JpNZVVVFEMSrr7765ptvHjx4sPPRYCCGaRCiNApgQQICAgbthohdjkz5xz/+sXLlyokTJ37zzTfr1q3Ly8vLzs4+dOjQlStXOjRs5cqVDAaDIIj169fT6fSEhATjzf273OXFF18kSXLevHlKpbL3LUxOTjZGmlF7v+2DDz64sw/X42bGB7///ntxcbGdnR1BEB999NH48eO7PBoMxDANQhqNRqfTdTqdVqs1vmsBYNjqMGZk8D322GMEQRw4cGDx4sWLFy9+8803mUzmo48+um3btsOHD9+5ZXtvkk6nE3fE6qpVqzrv4uTk1I/GuLq6FhYWhoSEEAQhl8tFIpHx+Q651eNm7Q/aG0mSpF6v7/JoMBDD9BohgeooAPTR9OnT165du3bt2gsXLmzatOn+++//888/CYLQ6XQ97nvx4sW+7tIlrVb7wAMPbNu2TaFQNDU1JSYmbtu2rcste7nZvffeu2nTJpVKpVQqN23adN999/WvYdANBCEAjBwffvhhTU1NcHDwnDlzoqOjRSLRokWLnnrqqR53/OSTT/q6S2f33Xff6NGjP/roI71eP2rUqHHjxgUHB985WudOvdxs165dSqUyODg4JCREo9F0GLYDJkF2OQTL5A4dOpSUlHTo0KHe7/L+++/z+fz33nuPw+GYr2EA0Ceffvppc3Pzp59+OtQNAety+vTp77///vTp0+Y4OHqEAABg1RCEAABg1foThCdPnoyKinJxcZk9e3Z5eTlBEGKxeOnSpW5ubsuWLROLxSZpGYIQAAAGQZ+DsLq6+qmnnjpw4ACfz1+6dOnTTz9NEMSOHTuCgoL4fH5gYKCpLh4Yg3DQJicBAIB16vM8wqqqqsceeyw2NpYgiKeeemrHjh0EQZw6derXX39lsVjr16+/2zjgsrKyjz/+uPPzixYtmjJlSufnjUFonOsKAABgJn0Owvnz58+fP58gCL1ev2XLlocffpggiIaGhqCgIIIgjP3CLnfU6/UKhaLz83ebr4PSKAAMJpIkKYoy/r/DkwM8pilaZxrDrT3DRD/vLHPhwoWNGzcuWrToo48+IgjC+O4xPmi/8UEHY8eO7bJHeDcojQLA4Gu/S05CQsKlS5eG/KY5fWJsczc/sqyXM2j6HIQURW3cuPHq1avHjh0LCwszPsnhcLhc7pgxYxoaGvz8/EzSMixAAQCDr31lJeOaSh0WWhrmulkHyhJfzqDp82CZ1NTUM2fO/PbbbxwOp62tra2tjSCIpUuXHjhwgKKoAwcOJCYmmqRluO82gKVQaBVyjXxw/ut89ubm5gcffNDT0zM8PPyXX34hCOJuSxd1WFappaXl8ccfd3d3Dw0N/fLLL41HMxa3Oiy01MsD3m35p3adl146duzYjBkz9Hp9a2trWFiYcUWLTz/91MvLa9asWTU1NV3u1eWrbm9z52b07+V002xiZK0Y1eceYUpKSllZmaura/szFEVt2bLl8ccfDwgImDRp0pEjR0zSMvQIASzF2xff1hoGaxmme/cwbf5nGaYNGzaEhIT89NNPV69eXb58uXHJpC6XLuqwrNJrr71GEER1dbWNjc3LL7985zE7LLTUywN2s/yTUZdLL509e/bzzz8vKSl5+eWXY2JiCIJoa2vj8XhbtmzZsGHDqVOnutyr86tub/OECRM6NKN/L6f7ZhMjaMWo4XuLtRs3bnz77beTJ09+/vnnzdcwAOiTLm+xtvHSRo1+kC7nf7rgUwbtf1ak8fDwKCsrc3d3JwiipaWFzWZ7e3sXFxd7eXkRBCEQCMaPHy8QCEiSlEqlxgUljGNG3N3di4qKfHx8CIJobGz09fW9c7DMnWNnPDw8enNAg8GQnZ1dVFR05cqVw4cPdx564+joKJf/t1Pr6enZ1NTU2to6efLk0aNH//HHHzQajSTJysrKkJCQ5ubm8PBwkUjU5V6dX7WNjc3dmtG/l9N9s0mSbGpqMvYIjQ/udljjTwf4727WW6wN02WYCJRGASzHjoQdQ3h2vV5Po/11laexsdE4zq7LpYs6LKvUvhdxl2UO79SbA3a5ltOdulx6SS6X6/V6Ho+n0WiMn3vtzTOeqMu9Or9qBweHXjajly+n+2YTI2jFqOF7izWURgGgNxISEv75z3/q9frr16/HxsZqNJpeLl103333vfXWWzKZTC6Xv/POO5030Gr/qvf28oA9ruXUeeklg8GwZs0a49oXmzdvNm528OBBnU63c+fO2bNnd7lXl6+6vc13a0ZfX043ze5yM8tdMWr4BiHmEQJAb+zZs+fmzZteXl6PPvrowYMHXV1de7l00c6dOw0GQ3Bw8Pjx4++5554OPzWuqWR83MsD9riWU+ell3bt2sVmsx955JHt27f/+uuvqampBEFotVofH5+kpKTdu3d3uVeXr7q9zV02ox8vp5tmd7mZ5a4YNXyvEQoEgi1btnh7e3/44YfmaxgA9AmWYTI3zHnvkpUuw4TSKAAADILhG4QojQKAFfrxxx+HuglWZ/gGIUaNAoAVeuSRR4a6CVZn+AYhjUaj0+kGg6F9pBMAAIDJDd8gJFAdBQAA80MQAgCAVUMQAgCAVUMQAgCAVUMQAgCAVRu+N90mEIQAw1J2dvbnn38+1K0A63Lr1i3zHRxBCAB9sGHDhpaWFh6PN9QNAevi5ubW+X6wpoIgBIA+YDAY27dvH+pWAJgSrhECAIBVs4AgbF9nCwAAwOSGdRBiAQoAADC3YR2EuO82AACY27AOQlwjBAAAcxvWQYjSKAAAmNuwDkKURgEAwNyGdRCiRwgAAOY2rIMQ1wgBAMDchnUQojQKAADmNqyDEKVRAAAwt2EdhCiNAgCAuQ3rIERpFAAAzG1YByGNRqPT6QaDQavVDnVbAABgZBrWQUigOgoAAGaGIAQAAKuGIAQAAKuGIAQAAKuGIAQAAKuGIAQAAKuGIAQAAKuGIAQAAKuGIAQAAKuGIAQAAKs23IMQC1AAAIBZDfcgNN53W6PRDHVDAABgZBruQYjSKAAAmNVwD0KURgEAwKyGexBiSUIAADCr4R6E6BECAIBZDfcgxDVCAAAwq+EehCiNAgCAWQ33IERpFAAAzGq4ByFKowAAYFbDPQhRGgUAALMa7kFIo9HodLrBYNBqtUPdFgAAGIGGexASqI4CAIA5IQgBAMCqIQgBAMCqIQgBAMCqIQgBAMCqIQgBAMCqIQgBAMCqIQgBAMCqIQgBAMCqIQgBAMCqWUAQYgEKAAAwHwsIQuN9tzUazVA3BAAARiALCEKURgEAwHwsIAiNpVGVSjXUDQEAgBGoP0Go1+sjIiLa/xgfH0/+vxdeeMF0bfsLSqMAAGA+9L7usHv37qNHj5aVlRn/SFFUWVkZn893dHQkCIJO7/MBe4TSKAAAmE+fe4Tjx4/fvHlz+x/5fL5Op1uyZImvr+8TTzwhlUpN2jyCwKhRAAAwpz534ObOnXvnH/l8/uTJk7/44ovAwMANGza89tprP/74Y5c7FhYWvv76652fX7ly5axZs7o5o7E0iiAEAABzGGglc/LkyUlJScbH27dvHzdu3N22tLe3Dw4O7vy8s7Nz96dAjxAAAMxnoEGYk5OjVqvj4+MJgmAymcbreV0KDQ3tskfYI1wjBAAA8xno9Am5XL5ixYqSkhKNRrN169bly5ebpFl3QmkUAADMZ6BBOGvWrM2bNy9dutTPz08sFu/YscMkzboTjUaj0+kGg0Gr1Zr84AAAYOX6WRqlKMr4gCTJ9evXr1+/3nRN6gKLxdLpdGq1msFgmPVEAABgbSzgzjIELhMCAIDZIAgBAMCqIQgBAMCqIQgBAMCqIQgBAMCqIQgBAMCqIQgBAMCqIQgBAMCqIQgBAMCqWUYQYgEKAAAwE8sIQuN9tzUazVA3BAAARhrLCEKURgEAwEwsIwiNpVGVSjXUDQEAgJHGMoIQpVEAADATywhClEYBAMBMLCMIURoFAAAzsYwgRGkUAADMxDKCEPMIAQDATCwjCHGNEAAAzMQygtBYGkUQAgCAyVlGENJoNDqdbjAYtFrtULcFAABGFMsIQgLVUQAAMA8EIQAAWDUEIQAAWDUEIQAAWDUEIQAAWDUEIQAAWDUEIQAAWDUEIQAAWDUEIQAAWDUEIQAAWDWLCUIsQAEAAOZgMUGIJQkBAMAcLCYIURoFAABzsJggNJZGVSrVUDcEAABGFIsJQpRGAQDAHCwmCFEaBQAAc7CYIERpFAAAzMFighClUQAAMAeLCULMIwQAAHOwmCA0XiNEaRQAAEzLYoIQpVEAADAHiwlCGo1Gp9MNBoNWqx3qtgAAwMhhMUFIYAYFAACYAYIQAACsGoIQAACsGoIQAACsGoIQAACsGoIQAACsGoIQAACsGoIQAACsGoIQAACsGoIQAACsmiUFIRagAAAAk7OkIMR9twEAwOQsKQhRGgUAAJOzpCA0lkaxJCEAAJiQJQUhSqMAAGBylhSEKI0CAIDJWVIQojQKAAAmZ0lBiNIoAACYnCUFIUqjAABgcpYUhCiNAgCAyVlSEKI0CgAAJmdJQUij0eh0usFg0Gq1Q90WAAAYISwpCAlcJgQAAFNDEAIAgFXrZxDq9fqIiAjjY7FYvHTpUjc3t2XLlonFYtO1rQsIQgAAMK3+BOHu3bvj4+PLysqMf9yxY0dQUBCfzw8MDPz0009N2ryOEIQAAGBa/QnC8ePHb968uf2Pp06dWr9+PYvFWr9+/cmTJ03Xti4gCAEAwLTo/dhn7ty5d/6xoaEhKCiIIAhjv/Bue924ceOJJ57o/PyaNWsWLFjQy1MjCAEAwLT6E4QdUBRFkqTxgV6vv9tm3t7eixcv7vx8YGBg78+FIAQAANMyQRByOBwulztmzJiGhgY/P7+7bRYQENBlj7BPEIQAAGBaJpg+sXTp0gMHDlAUdeDAgcTExIEfsBsIQgAAMC0TBOGWLVsKCwsDAgKKior+8Y9/DPyA3UAQAgCAafW/NEpRlPGBi4vLuXPnTNSeHhjvu40gBAAAU7GwO8sY77uNIAQAAFOxsCA0lkaxAAUAAJiKhQUhliQEAADTsrAgxJKEAABgWhYWhBg1CgAApmVhQYjSKAAAmJaFBSFKowAAYFoWFoQojQIAgGlZWBCiNAoAAKZlYUGI0igAAJiWhQUhjUaj0+kGg0Gr1Q51WwAAYCSwsCAkcJkQAABMCkEIAABWDUEIAABWDUEIAABWDUEIAABWDUEIAABWDUEIAABWDUEIAABWDUEIAABWDUEIAABWDUEIAABWDUEIAABWzVKDEAtQAACASVheEGJJQgAAMCHLC0LjkoQojQIAgElYXhCiNAoAACZkeUGI0igAAJiQ5QWhsTSKHiEAAJiE5QUhpk8AAIAJWV4QojQKAAAmZHlBiNIoAACYkOUFIY1Go9PpBoNBq9UOdVsAAMDiWV4QErhMCAAApoMgBAAAq4YgBAAAq4YgBAAAq4YgBAAAq4YgBAAAq4YgBAAAq4YgBAAAq2aRQWhvb08QhFwuH+qGAACAxbPIIHRxcSEIQiKRDHVDAADA4iEIAQDAqllwEIrF4qFuCAAAWDwLDkL0CAEAYOAsNQhJkpRKpQaDYajbAgAAls0ig9DGxsbJyclgMEil0qFuCwAAWDaLDEIC1VEAADARSw1CV1dXAuNlAABgwCw1CNEjBAAAk7DsIESPEAAABsiygxA9QgAAGCBLDULjNUIEIQAADJClBiFKowAAYBKWGoToEQIAgElYahDa2tra2tpqNBqFQjHUbQEAAAtmqUFIEASbzSbQKQQAgIGx4CDEnHoAABg4Cw5CzKAAAICBs+AgxHgZAAAYOAsOQvQIAQBg4BCEAABg1Sw+CDFYBgAABsKCgxDXCAEAYOAsOAidnZ1pNFpbW5tOpxvqtgAAgKWy4CAkSZLNZlMU1draOtRtAQAAS2WaIIyPjyf/3wsvvGCSY/YG5tQDAMAA0Qd+CIqiysrK+Hy+o6MjQRB0ugmO2UsYOAoAAANkgh4hn8/X6XRLlizx9fV94oknpFLpwI/ZSwhCAAAYIBP03vh8/uTJk7/44ovAwMANGza89tprP/74Y+fNMjIyFi1a1Pn5l19+edmyZf07NWZQAADAAJkgCCdPnpyUlGR8vH379nHjxnW52ZgxY15//fXOz0dGRvb71OgRAgDAAJkgCHNyctRqdXx8PEEQTCaTxWJ1uZmXl1eXPcKBwGAZAAAYIBNcI5TL5StWrCgpKdFoNFu3bl2+fPnAj9lL6BECAMAAmSAIZ82atXnz5qVLl/r5+YnF4h07dgz8mL1k7BG2trZSFDVoJwUAgJHEBKVRkiTXr1+/fv36gR+qrxgMhr29vUKhaGtrc3JyGvwGAACApbPgO8sY4Y6jAAAwEBYfhJhBAQAAAzFCghA9QgAA6B+LD0KURgEAYCAsPgjRIwQAgIGw+CDEnHoAABgIiw9C9AgBAGAgEIQAAGDVLD4IHRwcGAyGQqFQq9VD3RYAALA8Fh+EJEmy2WwCnUIAAOgXiw9CAjMoAABgAEZCEOIyIQAA9BuCEAAArNrICUJMJQQAgH4YCUGIa4QAANBvIyEI0SMEAIB+GzlBiB4hAAD0wwgJQpIkpVKpwWAY6rYAAICFGQlBaGNj4+TkZDAYpFLpULcFAAAszEgIQgLVUQAA6K8RFYQYLwMAAH01QoIQMygAAKB/RkgQojQKAAD9M6KCEKVRAADoqxEShCiNAgBA/4yQIERpFAAA+gdBCAAAVm2EBKGdnZ2tra1arVYoFEPdFgAAsCQjJAgJgmCz2QQ6hQAA0EcjJwgxXgYAAPph5AQhLhMCAEA/jJwgNPYIMZUQAAD6ZOQEIXqEACZRX1+v0+mGuhUAgwdBCAD/ZTAYvvvuu2+//Vav1w91WwAGyUgLQpRGAQbiypUrfD4/Pz//wIEDWOkarMRIC0L0CAH6TalUnj17liAIBoNx48aNQ4cOURQ11I0CMLuRE4RsNptGo7W1teHyBkD//P77721tbWFhYW+88Yatre21a9cOHz6MLIQRb+QEIUmSbDaboqjW1tahbguA5RGJRMnJySRJPvjggyEhIa+++iqLxcrMzPzhhx+QhTCyjZwgJDCnftjI5mXrKQy16D8+nz/4Jz116pRWq42NjQ0KCiIIYvTo0S+++CKDwUhPT//ll18Gvz0Ag2ZEBSHGywwHOoPuWNGxE0UnhrohlorP5+/bt2+QO2HV1dU3btxgMBjLly9vfzIyMvKll16i0+kXL178+eefB7M9AINpBAYheoRDq0BQIFPLkmuSr9VfG+q2WKQ//vijsbGxsLBw0M5IUdSJEycoikpISHBzc7vzR2PHjn3uuedsbGwuXrx47ty5QWsSwGAagUGIHuHQSqtNMz744eYPtZLaoW2MxWlubs7OziYI4uLFi4N20ry8vMrKSicnp8WLF3f+aUxMzDPPPEOj0c6cOXP+/PlBaxXAoBmBQYge4RASKUWlzaWEnoj1i9XqtV/nfC3Xyoe6UZbkzz//NM7eq6ioqKmpGYQz6nS6kydPEgSxbNkyW1vbLreZMmXKmjVrSJI8efJkUlLSILQKYDCNqCDEYJkhl16XrjfouVlcuzK7IKcgkVL0Tc43BgrzsntFIpFcvXqVRqNNmjSJGKxOYUpKilAo9PX1nTlzZjebTZ8+/cknnyRJ8vjx46mpqYPQMLBOubm5Go1mkE86ooIQPcKhZaAMV7lXhUKhs9j5SvKVlostBoWhtLn0TNmZoW6aZbh48aJOp5s0adLDDz9Mp9Nzc3NFIlFfD0JR1J9//tnLjxK5XG688vfggw/SaD18GsyYMeORRx4hCOLo0aM5OTl9bRhAjwwGw88//zz4I7NGZhBi2tOQuNV0S6wSt/Ja2Xo2m82WCWXyVHnV7apz5edy+blD3brhTiaTpaWlkSR57733uri4TJ061WAwXL58ua/HyczMPHXq1Mcff1xb2/MF2nPnzikUisjIyKioqN4cfM6cOQ888ABFUT/99JNSqexr2wC6d/PmTZFIlJqaevPmzcE874gKQiaT6eDgoNPp2trahrot1iiDmyGRSOyF9mw2e+vWrYmJia6UK7OKeePGjZ3JOxvbGoe6gcNaUlKSWq2Ojo729/cnCCIhIYEkyfT0dIVC0fuDqFSqE7+euOVwq1RUumPHjj/++KOb+4U2NTVduXLFOIO+96dYsGBBaGioVCr97bffer8XQG+kpKS0MFp0hO7w4cMymWzQzjt8g1DQJujHXlZSHeVyuUPdhI5a1a2FgkJ+A99b6z1nzhwWi3Xfffdt2rRppu9M5zbnnIKclw6+JGkb4f8u/aZUKlNSUgiCuPfee43P+Pv7R0ZGqtXqtLS03h/n999/L1WX6t31LWEtufa5+8/t/+yzz+5WXz158qROp4uPjzdGby+RJPnoo4/SaLTk5GQej9f7HQG6JxAIikqKqhyrJMESqVQ6mLf3G45BaKAMe7L2fHDlgyZ5U1/3tYYg5PP527Zty8rKGuqG/I+r3KtyhZwQEA50h9mzZxuf5HA4GzdufOe+d5wIp9L60oe3PZyfnz+07RyeUlJSFApFRERESEhI+5MLFiwgCCIpKamXt89tbm6+mHSRz+KHhIREhUcFxQRVulWeaDrx8icvX0m90mHjqqqq/Px8JpO5dOnSvrbW399/9uzZBoPh6NGjuAwBppKSksJn8tnebKcwJxFbVFhY2KdvgQMxHIOQRtJcbF30lP506em+7msNUwnPnj2r1+sPHjyYl5c31G35C0VRGdyMhoYGH43P9OnTHR0d239Eo9EWJyz+bt137s7uXB1308FNhw8f7lO5b8TTaDTGa4Ht3UGjyMhIf39/iURy48aN3hznl19+4dK4bj5uMYExOxJ2PD/j+Xnx8+y87QrphW/89sbGf2+UtkmNW1IUdezYMYqiFi5caBxr3VeJiYlOTk4VFRUYNQMmoVarM69ncllcDofDZDKJsUQrvfXEiRMCQX9Kg301HIOQIIilYUuZNszcxtwaSU2fdhzxMyh4PF5OTg5JksYFVAfz/iPdKG8pb5A0tDa2uundEhISOm8QHRK955k9IaNC6uzrzmWd++CDD+rq6ga/nb3UJG/SGQZvDZO0tDSZTBYSEhIREXHn8yRJGjuFFy9e7LHjVV5enpOX02jfGBwcvDh0MdOGOX/U/B0Ld3y86uNpUdM0DM1vdb8t2rHoUOohrUGbnZ1dU1Pj4uKycOHC/rXZ3t7eeDO2n3/+Wa1W9+8gAO2uX79eqau0dbEd5zducehidw/31tDWNl3b/v37B2GN6GEahC62LvNHzaco6peSvt3td8SXRs+dO0dR1D333LNw4UKdTvf1118XFRUNdaOI9Lp0Pp/vqfSMjor29vbucpsY35h189ZNnDSR78tvbG08dOjQ8FwDnSvlfpr5aV/feP2m0+mM8wU7dAeNpkyZ4uLiUl9fX1JS0s1BKIo6fvx4E6PJM9Az2D042iva+DydRp8VNGv/E/s/e+wzf7Z/q6Z1x7kdK79a+cWZL3Q03bJly1gsVh+4IvYAACAASURBVL9bPmPGjODgYLFY/Mcff/T7IABGl1MuG7uDS8OWJoYnRnhE+IX4cb24NXU1gzAsa5gGIUEQi0IXOTIdy0XlN5v6MI52ZAehsTvIYDAWL168cuXKefPm6XS6vXv3lpaWDmGr5Bp5Di+nkd/orfGeP39+N1veH3b/1KCp4dHhXB9uXX1dP+YGmJVcLs+uzH7//Pt1jXV/lP4xOFM+rl69KhaL/f39o6OjO/+UTqfPmzeP6GlyfWZmJpfLbXFt8ff3XzR6EUmSd/6URtIWRS364+9/vDjlRWeD823u7UJtYRGnqNS+tEJU0e+WG0fNkCR58eLFpqY+X86HftPqtUPdBBOrqKi4IbpB2pJTQ6dGeUXRSNraSWs9HD08wz1r7GrOnz9fUdH/N2pv2Lz//vtmPYFRQUFBdXX1ihUrer8Lg8ag0+hFwqIGacOsoFkdfrfvRqPRpKamMhiMOXPm9LOtw9iPP/7I4/Gmz5p+RXtltOvoaROnSaXS6urqvLy80NBQd3f3IWlVel36pZuXtA3aad7THnjggW62JAky2is6rzFPxVDxhXxxmTg2Ntbe3n7QmmqUm5ubnJx8/fr1tLS05OTk8+fPnz179uTJk8cuH/uu8Ls6fl0bv61Z1txMa57MmezAdDBfS4z1bYVCsWrVKj8/vy634XA4KSkpAoFg4sSJzs7OnTdQqVR79+7lGXh2Y+0CPQOfnPAkjeziCy6NpE0bN21B+IL6wnqZShY4NlCkFWXWZ+bwcgyUwdvRm2HD6Gv7XVxcWlpaamtrhULhtGnT+ro79ENeY963ud9GeUXZMwb7F8d8jv1yLKk1ydff9/U5r3vaexIEwbJhhbiG5DfnS2gSbYuWW8yNj49nMPr8Fu2l4RuEBEEEsgOzGrIEcoGHvUcAO6A3u9jY2Fy4cEGv13d5+2CL1tDQcOzYMQaD4TrbtaSlJJuXHeERMWvqLLFYXF1dnZubGx4e3r+BDwN0pPDIjZs3/KR+Ty5/sseB+AwbRqhbaI4wR6AR0FvorYLW2NjYwWmnUV5e3rfffltTU8Pj8YRCoUQiUSgUWq22hdFS7lJOZ9HD7MJi1DECuaCVaBUahPEB8TakjZkak5WVlZGR4e3t/dhjj93tqx6DwZDJZFVVVRqNJiYmpvMGZ86cKS4ubglo8Q3xXRq+dLTr6G7O6OLisnDGwnDH8KcTnmbRWUKFsFnRXCQsSqpOapI3ObOcXe369hYKCQlJT09vaGgIDAz08fHp0753Uy+td2Z1EfkgVUv/lf0vkVKUzcsOcQ1xs3PreZ8+kslkjY2NbDa7l32PgZNIJDt+3tHCaLlv2n0ro1a2P+9q52rPsOequdVt1TZNNm0tbRMnTjRTG4Z1ENJImhPTKa8xr6617p7ge3rzecRgMM6fP69WqxctWmRjY67PryHx448/8vn8kOkhxUQxQRBagza7IXuU66j50+cLhcLa2tq8vLzIyEhjcXjQVEuqf7zxo6BOMIU1ZfWTq3u8TRdBEGxbtlqvFuqFlaJKQ43Bz8/P19d3EJpKEER5efm+ffv0ev2cOXMSEhJmzpw5b968RYsW+cf6V7lUcfw5j894/MOVH4aODi1LK6tSVunt9BpSM8F7gjkaQ1HU/v37ZTLZypUrjWvh3o2Pj09ycjKfz58xY0aH+2I3NzcfOHBAQpPYxdi5Org+E/MMnUbv/rw2NjZBQUF2DLsIj4j5o+YHOAco9UpBm4Ar5WZwM/Ib8ymK8nH06fE4RiwWi8Vi3bp1q7q6evbs2QP/pSttLv0s87MAdoC3Y9cXm63Z/rz9da11tnRbhVaR1ZDlbufu79yHOaA9oihq7969p06dyszMFIlETCbT1dXV3Il49vzZMw1n3Dzc3r33XXf7/ylrjXIZ1aRoktKk5aJyTZXG19v3boWTARrWQUgQBMeZUygoFMgFtnTbULfQHrcnSTIjI0OhUMTHxzs4mKuoJRAIpFKpk5OTmY7fmbE7SDJJ1QSVltKuiFjhYutS21p7g3fD18l38czFAoGgtrY2Nzd33LhxXRbQzORs+dnk3GRXietjCY+Fh4f3cq9Qt9BcQa6MkLWKWoVlwlmzZtHpvfrYHYj6+vrdu3er1eo5c+Y8+uijfn5+Xl5eLi4uBS0FPxT9YKAMi0YvWjVuFUmSbm5ulJ4SFAvKleUqW5W3o7dpP26MCgoKkpOT3dzcVq/u4QuEvb09n8+vr6+n0+mRkZF3/ujIkSMNDQ36sXoHb4dFoYvGeo7tUxtIkvR18p3mN226/3SmDbNJ3iRUCG813bpSc0WlU/k5+bHoPY+mCQoKKigoaGxspNPpYWFhfWpAB82K5i8yvyirLKtT1U31mzqSqn8Dl8nNPF953p5hv3n2ZoIgKsWV+Y35eoM+3D3cVFl17ty5jIwMkiSVSmV1dfXVq1evXLkiEAiMvxTm6Fro9fr3jrzXRDUtnLRwVcyqzhuM8xxX3FIsI2Q8Ca/5ZnNsbKydnZ3JmzHcg5AkSE8Hz2v112pba2cFzmLaMHvcJS8vr6WlZeLEiR4eHv1qbA9u3bq1Z8+etLQ0b2/vQevKGLuD9Bi62lEd4hqyesLqiT4TlTplpbgyrzHPxdZl2T3LGhoauFxuXl5eVFTU4IS0Sqfam7m3orJinHbcC8++wGT2/K9jZEOz8XbwLpYW17XVMYVMg9rQy3td9ltzc/MXX3zR1tY2ZcqU1atXt39wpNSk/OfWfyiKSgxPXBa+rH37MWPGVNyqaG1q5Rl4QkI4wXuCE8vEf6UHDx6USCSJiYl3TqK/G3d39/T0dB6PN3fu3PYvDeXl5SdPntTaaW3G29iz7NdOXNubX5Au2TPsIz0i542a5+/s36Zpa5Q33m65nVKb0qZp4zhx7BjdffSQJMnhcK5evVpdXT1t2rR+X/RV69S7ru3KyMsQ8oUt0hYxKY4PiLehjai6Tr+JFKKvbnylM+ienPDkGPcx47zGsVnsImFRRUsFr4033nv8wP+iysrKjhw5QhDEq6++Om/ePAcHh7a2NrFYzOVys7Ozk5KS6uvrDQaDu7u7Cb+2ZmRlHC46bOdg98lDn3RZ6aXT6JEekTclN3lynrxVLqmWxMXFmbyTOtyDkCAIT3vPKnEVT8ajCKo3X3iLi4t5PJ5xMnI/TtcNiqIuXLhw5MgRjUaj1+tzc3P1en14eH++jmn12t6/cevr648fPy6zkxFjCVum7auxrzqxnEiSHOc1zoa0KW0uvSm8ybRhPjT/IS6Xa8zCCRMm3Dmr3Uyu1V87df0UTUx7eOrDkydP7tO+Xg5egjZBK9FaI6xRVCiio6PNV9SVyWQ7d+4UiUQRERHr1q1r/2J7vvL8ieITJEmuGrdq0ehFd+5CkmRYWFhhWqGwTaix1zSoG+IC4npZLexelbhq57WdBRUFJddKXJ1dn3766d580XZxcSkrKxMIBM7OzqNGjSIIgqKoffv2SaVSx1hHg6NhTtCcib4DvYJCI2kcJ05cQNw4z3EyjYzfxq8SV6XUprQoWzhOHAfGXUss7u7uAoGgrq6upaVlypQp/Tg1RVEHCw7+nvW7jC+LaYvh6Xn1rfUMR0aMTxeXRbs/TmZmZklJCY/Hq6+vFwqFzc3NLS0tbW1tMplMq9Wq1WqSJAfyUd7Y2MhgMAahhtGOIqi9N/YK5IJJvpMSwxONTwa5BI12G10oKKxrrStuLo72irald72cZG9IpdLdu3erVKolS5bMnDnTxcUlMjJy7ty5U6ZMYbPZKpVKJBLxeLzc3NxLly41NjaGhoYOZO5Nu/d+eK9eVT9n3JzHpj52t20cmY4+jj6VyspyUbmGr3GiO4WG9lwd7BMLCEKCIPyc/dJq0+qkddP8pvVYLamqqqqqqho1apRp/7I0Gs33339vHPGfmJg4fvz4kpKS8vLy2traqKio3g9n0ug1X6d9ve33bdNGT3O179XAhKNHj3IbudIIqbO784qIFRN8/nvJaoz7GDaLfVNws6S5RGvQPrbgsdra2vr6+tzcXBaL5evra9YLpd/nfJ9VmBWsCn71qVf7kbuhbqFZjVlivVjbohXViGbMmGGOqxFqtXr37t0NDQ0BAQGvvfZae7f117Jfz5SdIQny8ejH5wTP6byjg4ODs7NzXU5dlaLKhm0j1Ukn+gwoaSiKulx9eX/efplGlpSXVEPVxEyOiRsXx6D16s3j4OCQnZ0tEAjmzp1LkmRmZmZaWpq9u70qTGVDs1k7aW33/bY+cbVzjfWLjfGJUWqVPBmvtrU2pSZFIBf4OPrcrWdsHDVTX18fGhrq6enZ1zOerzx/OO0wr5Y3STVpzUNrmsuaK5QVFcKKUL/QQHZgLw+i0+m+P/T93qS9eeV5ZQVlt/Jv5eTkZGdnX7t2LT09PS0tLSkp6dKlS+fPn1cqleHh4b25pH0ng8Fw5syZ/fv3X7x48fbt2yqVytnZ2RyVug6SqpNSa1OdWc6vxL5yZ6ff094zxiemqKmIJ+Pd4N0Idw9n27L7cXzjl6r6+vqwsLDVa1YrtIr2szg5OY0ZM2bWrFnx8fHu7u5arVYkEtXX12dmZjo5Ofn7+w/kd7a0qnR32m4anfbZY5+5O3Q36N3X0VdH6fgafrm4XFIkiY+NN+1oc8sIQjaL3aRoqmutk2vlPX4Y8Xi84uJiHx+fu1Xb5Fp5pbjSnmHf+zqSSCTavXt3SUmJra3tunXrZs6cGRISEhoaeuvWrfr6+vz8/IiIiN5UIzPLM18+8vKF/AstrS0Xiy7GhcV5OPZQvzV2B2sca7zHeo/xGPPk+Cc7vPOCXIJ8HH0KBYW3W263alrXLF5TXVXd0NBw8+bN1NRUhULh6+t7t5XHB6JB1vBV0ldt4rYHRj8wf2530wfvhkVnOTIdq5XVlZJKOo/u7PBXX8eEjPMsKyoqPD0933jjDeNlY4qiThSfuFB5gUbSnpn4THxA/N12DwwM5NXz5LXyKm2V2k7NtmUHuXQ3qqUbCq3iu9zvkmqSCJKItI0sLSjVsDROwU4Z9RkURQU4B/TY3fT29s7OzhYKhRwOx83Nbe/evWq1mjOPI6FJpvlP6+ZV9Jszy3mS76RYv1iNXsOT8bhSbmpdKlfKdbdzd7FzIYn/eR/a2tra2NiUlJTU1NTMmjWrTxlTJCz6/NLnt2/fHqscu+GpDfHx8eNCxxVmFVYrqwt4BfdE3NObz3eVSvXlv7/88faPzfbNrECWxE1CepMu3i5+nn4cD46jo6OTkxOTyWQymRqNprKysrCwcMyYMb2/iNDc3Pyvf/3LeI9fiqKamppu3rx5+fLlgoICsVhsa2trppGWfBnfuLr12klrOw+ed2Q6TvOfZqyZZfGyfBx8nGnOCoWiT7/yv//+e0ZGhpOT0wuvvHCo6NBPt36ql9bbM+w9HDza/5Xt7e1DQkLi4+Pj4uIEAkFDQ0NBQUFlZWVoaGi/M2nr8a23Jbenj5r+zD3P9LhxhEcEV8FtVDT6RvqumLrCtH/VlhGEBEEEsgOv1F7htnJjfGK6H1rd0tKSm5vr6uraXqKRaWQVooobvBuXqy+fLD15uvT0tfpr1xuuB7IDPex7vo5YXl6+e/duoVDo7e29YcOG9o6mh4fHlClTysvLeTzetWvXfH19uxk+LpQINx7ZuCd5j7hN7Ew4u9u4C5SCC7cuxI6O9XbubnTc0aNHi4XFqtEqX29fY1G08zYcJ04wOzhfkF8jqeHL+esS1/n7+Uskkqamptu3bxsHHLq5ufVYezRQhoqWigtVF44XHZeoJP7O/t2MlThbdvbPa396Kb1effjVfl+ODXAOqGipkBEynpAnLhXHxcWZMLMpivr+++/z8/OdnZ3ffPNNNzc3giBkatmRwiPp3HQ6jf785Ocnc3qo6EZGRuZey1WL1S2sFp6WF+UV1Y8v3TWSml3Xd1VLqh2YDs9Neq7uSh3RQKyYscKF48KX8UubSzO4GXQaPYAd0OUUQCOSJG1sbG7evNnS0iKRSIqKigJGBzT6NhoIw7MTnzX5Jcx2DkyHCT4T4vzjDJShXlrPk/EyuBlny89eqrqUWpuayc3M5mfnNeYVCYvUjurC+sIacY1MI5sSOaVDUt5Nk7zp/T/eLywqDFIFvbr81RkzZhAE4ebmFhUYlXEjo15eX9BQsGTCku6nOUokkh27dvwm/E1pr4ybFHdP1D2EHcF0Yepd9a2uraQ/OXbK2Plz5j+45MGFCxZGRUVVVFTw+fzMzEw7O7vg4OAeP1Wzs7P//e9/C4VCNze39evXr1ixgsPh0Gg0sVjc0tJSUVGRnp6empra2NhIUZSrq6upCqd6Sv+vrH+1qFpmBMxYOLrr++ExbZixfrEiuSi3KveXzF/Onjl7K/WWcSxYb05RXl5++PBhgiBWPLXip9qfaiQ1BsrAb+Nfb7h+lXtVrVd7OnjeWXS1t7efNm2al5dXRUUFj8fLyMhgMpmjRo3qazIJJIKt57ZSBLXtoW2+bj0PtiBJMsorqkJR4eLiMsl3Um+GcfWexQShPcNeoVVUiatECtE0/+6m7iqVyiuZV2Qsmc5bd6nq0i+lv5wpO5PVkFUmKmtsa1RqlSwblouti1glvlZ/TWfQhbmHdfNPmJKSsn//fpVKFRUV9eqrrxo/TP/bKnv76dOnNzc319XV5eTkUBQVFtbxaFqt9uszX791/K1yUTlJkYtHLd67bu8D0x5IzUnlK/jnb56PCYrxc+16TDCXy/3p55+KnYrHjB3z4LgH7yyKduDl4BXuHp4vyOdKuZWSyvsn3z9n9pyoqCi1Wm0ccJienm7s0fr4+HRooYEyFDcVn8g7sTdj78m8k9fLrt+uvV0mLMtuzlbqlF3GoVav3X5+O1/Av8f1nkcfePRureoRSZKjXEblNOc0qhptWmzkzfL+XWHq0okTJ9LT021tbV9//XUOh6On9Mk1yV/nfF3bWsu0Yb409aVo7y5u5tIBk8n09/e/lXmrWdZs42FTJa2KC+htMdMouSb5u9zv2jRtwS7BT4c/XZhamJWVxWKxNrywYXbI7DFuY5rkTY1tjUXComv11+wYdv7Ody03cTictLS0pqamqqoqgiDCl4TXKevGe4+fP6o/PfI+sWPYRXlFzQycSSNpQoVQrVfrDDqlTinTyFqULQK5oF5aXyutVdopy8XlOfycMlFZTFCME7OHeFbpVB9c+CAjN8NN7fbCzBeWLFnS/iNPT89Ij8jLNy9zJdyqpqrF4xff7a+Fz+d/vOvjy4rLBkfDvGnzNidsnhs8NyEkYZTrKKYNU6KWiFXiKnHV1fqrKTUpvDYem82+P+F+pVxZU1Nz69atmpqayMjIu13xUqvV//nPf3799VedTjdp0qRXXnnF29ubxWIFBARMmTJlwYIFYWFhdnZ27eNKbty4ceHChYyMjNzc3NLS0oqqitK60nJBeamw9KbwZl5TXmpt6i3hrVEuo3pzSe9cxblsXra7nftLU1+6W82gpqbmwvkL+X/mNzY08jQ8MV3cqm8tu1pG6InOH0cdSKXSXbt2qVSqkHtCrumuGd+lL0550cPeo1nRLFKKykRlSdVJda11LDrL08Gz/Wj+/v7x8fFisbiurq6oqKi4uDgkJKRPY/Q+/fXTW7xbUR5Rr97/ai93YdFZUV5RC0IWmHw4MTk4q6gcOnQoKSnp0KFDAzmIXCvfdHmTUqfcMH1DhEdE5w30lL6oqehS2aX9Z/czbZntM7Vt6baB7MBAdmCgc2AgO9A4P+n3it/PVZwzUIYQ15BnJz7buWuo0+mOHj1qHEy8cOHC5cuXd1PtuXDhwqlTpwwGw/jx45999lljt4aiqEvplz778zOujksQRJhH2Psr3o8J/eviv1gifvbLZ0vlpfYs+12P75oZPrPzYfft23e87LjNKJv5k+a/PePtbroLRjwZb/f13RKVxNfJd6zHWHd7dw97D7qGfjPrZlZGllwuJwjC3d19zpw5fn5+giZBHjevoKmgXFYuU8uM7wQ7g52HxsNZ78xn8mX2Mg6HE+gXOD90/sLRC11s/9uhzGrIenn/yzQpbfeDu6dPn959q3r0W/lvJ2+dLMkqiRZHv/LyK+PHjx/gAQmCOH/+/MmTJ+l0+iuvvBIREVEsLD5efJwv4xMEEeUVtWrsqj5NUztx4sSFSxcqfStDJoZM8Z+ybtK63nz/VeqUhwsO5/JzSZKc7DqZXkG/kXVDp9ORJLl06dI7P/QLBYW/lv1aL60nCMLLwWtZ+LIpnK57VL/99tvZs2cJgpgaN7WYUyzXyN+e8Xb3k+jNRKFVKHVKpVZpfKDQKoyPz54/e63umoam8XDzWDd/3cOTHr7bJzhFUV+kfXHk4hGGkvHc2Oeee/q5zn+r59POv332bS2hXTtj7RvL3uh8kNu3b2/ftz2bzLZzsVs8ffGbs97skL4UQVWJqwoaC/Ib8wXyv5YyYNgwwt3DHWQOOb/n6Np0zs7Oa9as6Xwxpba2dv/+/QKBgMlkrlq1atasWXf729BT+ltVt9Lz03PLc2uENSpCpaapNTSNjvyfu7fTaDQWi+Xo6BgRGrFqwqq5wXO7+aWuba3dnr6doqg34t4Ic+84L0UsFl+/fv3atWt8Pt/4jL+/v2e0Zx6Zx+Vx62vq/VX+84LnrVu77m75RFHU7t27i0qKFCEKh7EOJEnOCpz1SNQjxn8viqBKm0vT69LzG/ON96B3sXWZETBjRsCMO2f7FRYWHj16VCwW0+n0e++9d/Hixb3pDYuV4oU7FsoV8l0P7Fo4vZ93fjchSwpCgiD+uP3H6dLTQeygd2a+c+fvDFfKvcq9mtWQJdPIDAZDZkYmW8+eP3l+uE/4+MDxkYGRXQ5mud1ye3/e/hZlix3d7vHxj0/lTG3/UWtr6759+6qqqphM5urVq6dOndp59w5KSkq+/fZbuVzu7e390ksviUSiXSd3XZdd15E6F0eXdbPXrb5ndYePNrlC/uyuZwtbC1kM1qerPl0wfsGdP+VyuW/teKvYuThuWtwH8z7wderVVA2RUrTr2q7OSzna2tgqmhX8Sr5aorY12LbR2kQMkY7212+pvcF+tP3oKLeocN9wLy8vJpOZmpp6s+5mnW2dxFbi5eUVHBicEJawOHSxq60rQRAbT2/87epvE20mHvrw0MCrQDqD7sMrH+aW5+qL9RMdJr733nsDHJCWmZlprPasXbs2MDLw5+KfCwQFBEF4O3qvGrsqyqvPUzV0Ot0nn3xSya9simgKHB340NiHEkK6WGTjTlwp95ucb5rkTTqljiPkCAuFFEXRaLQpU6YsXry487xgiqByeDlnys4YP6z9nPwSIxI7z+WXyWTvvPMOjUabt3beH3V/hLqF/i3+b319OWZFUdSlK5e++OOLWqKWRqNNGD1hS+KWcM8u5pj+XPjztpPbtArtKt9Vf3/l73d7Ix04e+Cz1M9Ikty6ZOsDs//nHn55eXn/PPTPm6ybLu4uK2etfDH2RZZNd+8cgVyQ35hf0FhQJa6iCIogCK1GK6wQ6nl6D53HfbPuW7lypfGzgqKoS5cunT59WqfT+fv7r1279s65UjK1rLGtUSAXCOQC4wOhXGigDMafGgwGjUajVqvVarVOrWPoGKSapJSUvk1PKSmmgSlgCsQscWBg4PTI6atjVge7BHduqtag/TjtY76MnxCS8NDYh/77vFabk5Nz7dq10tJS46e3s7NzbGxsXFyccZx8k7zp5+Kfr5RdKS0tpalp0fTozc9sHjNmTOdTnDt37sTZE5WulaFTQh1sHR6LfqzLK80ytexq/dX0unTjO5MkyFGuo4LYQcbeBceJo1Frfvnll7S0NIqiOBzO6tWre7zY/88//3kw+WAwM/jsB2f7OmTJHCwsCDV6zebkzRKV5LlJz03hTJGqpVkNWZnczAZZg3EDjhMnzj/u7Ndn1a3/XRqGRqN5eHh4eXn5+Ph4/z+SJNVqdYus5VjpsZvNN/V6/VinsXFOcXq1Xq1W5+TkSCQSd3f3F198MSCgV3d3Iwiiubl579699fX1OqauhFkioUtYLNb8qPnvLn33bjdDUqlU6/asy27OZtKZHz3w0f2T72//0ZdffXmw+qBHgMdbS97qMLi/e22atnJRuUgpEilEIqWoWdHcrGjW6DXGn7a0tPB4PIqi7Ozs/Jz9pvpPnR06OyooqvP40vLy8gsXLlwvuV7LrBUxRR6eHkEBQQsjF07mTH5u/3OtotaP7vkocUli7xvWjXJR+edXPy/MLxzTMCYxIXHlypU97/O/DAZDfX19VVVVdXV1VlaWwWBY+fBKOUd+qeqSzqCzpdsuGbNk3qh5/Z4C0dDQsG3btkaikYwlPdw9/Jz8XO1cXWxd2Cy2q52r8f/OTGfjtbrU2tTjxcdFYlFbQ5t7tTtLz6LT6XFxcYsWLep+RKWBMlytv3qu4pxIISIIYpTLqMSIxEiP/5lE/8MPP7i4uaQz08Uq8ctTXx7vbYIOtMnJZLKvfvrqRPkJBU1hZ2f3SNwj6+evt6P/d4BlTn3Oy9+/LJPJ5jvO//Rvn3Z/bXjL0S0/F/zMIlhfPfJV3MQ445PJyclfnv6y3Lbcx9fnyTlPrp6wuseSyX+bp5EVCgrzG/NLhCVag7a+vr6mpsZWbxvqGLr+wfURnIjvDn9XWFaos9FFT4meEDtBqVe2qlulaqlMLWtVt6p0qg4HpJE0Nzs3H0cfH0cfLwcvV1tXNzs3VzvXDnNONBpNU1PTn3/+eT7//G3b2zRH2pjQMYkxiYnhiR3KfceLjl+uvuzr6Ltp1ibj9VG5XJ6SkpKcnCyTyQiCYDAYEyZMiIuLGzt2bOcsKReVH8k9cin7Umtrq7PB+aV7Xnpyyf+MsysvL9+yZ0uJXUl4dPgYvzEvTHkhwLm7DzqKom6Lb6fVpuU25t5512+GDcPPyS+QHWgjs7n651WFQEGn0SdPvoTIpwAAD0hJREFUnjxv3ry7TZBtUbas2LOiWdS8aeamx5beddbEYLKwICQIIoObcbjgsLudO8eJUyQsMn4Lc2Q6xvrFTvebbhzUV1VV1dDQ0NjYKBAIBAJBc3OzwWDo5piNzMZKu0oDabAz2EXIIxz1jgRBhIWFPf/8891XvfWUXqwU3xk5TbKmK9lXagW1NnSbsOCwNxe9GRcY1/0r0ul0L//75TRemg3NZvP9m1fNWEUQBJfLfWrnUwKW4KGEhzbP29z73/C7kWlkIoXIWPdvVjSzWezJnMm+jj33Mnk83sWLF1NyUqpsqpqZzWwXtqenZ0VFhZ/e7/QHp014+57DBYfPl5yvvlEdo4h59913ezMNVCQSVf+/uro6rfa/v5+j7xkt8hJJVBKSIOMD4pdHLB/47SsvX758/PhxvivfPdb9bncPoNPojkzHan41l8u1b7IPUYbYsexmzZq1YMGC3k+U1Bl0aXVpv1f8LlVLCYIIcw9bHrG8vf4pEomKpEX/KfoPx4mzZfaWQbsnZD+UlJVs/WlrgbyAIqkg76BNiZtmjp5JEARPynt83+MCkWACY8K+v+1js3sYf2SgDM9+8+z1quuulOv+tfvDx4SfOnXq2yvf1tnVBQUFrZu3blnYsv79PWj0mqKmosKmwozbGbm3chUKhXGWoVarZTAYYWFhHYYFGNkz7L0dvH0cfbwdvY0PvBy8+vQdq7S09MjRIzekN+qZ9R5eHhMiJjwe83j76IcyUdnOqztpJO3vM/8eyA4UiUSXL19OT083Lv0YHBw8c+bMKVOmdD9zgyKozLrMz85+VlZbRhDERJ+J29dsD3ALIAhCKpU+u/3ZYn2xf4D//bH3PxPzTO9vLq/SqWokNXWtdbWttXWtdUKFsD1EDAZDfV29uE5sq7V1MDiEeofeO/Pe+XHzOxTk9mXu23Nmj4/e5/SW04N5f65umCYIxWLx6tWrMzIyZs6ceejQoc63fjZhEBoow4dXPuS38QmCoNPoUV5R8QHx4zzHdfMu1Ol0QqFQ8P8aGxuFQiFBECwWy97ensVi2draquiqq5qrUkLKsGHM9po92292bGyssZOkM+haVa0StaRV1SpWiSUqSauqtUXVIlKIJCpJez3kTs3C5oTIhCcnPenI7NXsOoPBsOHrDRdrLtJI2t8W/G3N/DVb9mz5uf7noICgA2sO9LIoalZisTgpKenP9D8riAohU0gR1PNjn399zesmPIVcI38v5b38knzH244x7jEdpoF2GKLd2NhYXV0tlUrbnyFJku3NZvuzWR4sIUMoJsQEQYS4hjw87uEuS0/9QFHUl19+WVxSPCpi1IRpE4QyoVAmFMlFYqVYopK0qlulGqlSp9RqtZSWGqMYE8wMnjt3rvEmHf04nUavSa5JPn/7vFwrJwgi2is6MSIxwDmAoqgPrnzAb+M/HfP0dP+BXqA1N51Od+zcsa8yvhKTYjqdPn/c/DeXvPnKoVfKGsr8Sf8jG47cbQHLDqQq6eNfP17JqxxFjbov+L6TFScbWY3hYeGvz399dtDsgbfTQBlKm0q/+fWbtIo0NU3t4+ozc8pMT7anE9OJbct2ZjkbHzgxnZxZziYZrGFcivLEnydKGCVtzLagoKB54+c9Hv0425b9YeqHIoVoWfiyCXYTLly4cOPGDb1eT5LkuHHjFi1a1Kf72Gn0mq8vfX0g9YBap3awc1g7f+3KyStf/NeLRaIiF7bLOyvfuT/8/l6O7+2SSqeqa62ra62rk9bVtdY1yhpVahWfz29sbDR+MbVj2o0NGBsfHR/iFcJx4tjR7db/Zz23nvv8mOdfW/tav89rWqYJwr///e9tbW2ff/75m2++6eTktG3btg4bmDAICYIoEBScKz8XFxA3lTO1l0nTGzqD7peSX5JrkimKGu062p5hbww/47fyLtFIGpvF9nDwcLdzd7dzd7f/6/+utq59LcFRFLXp+02nS0+TBPnQuId+vfmrlq7d+tjWFdH9H2prckqlMjU19Wzy2QpVxaF3DvXyI6z3shqyvrnxTUF2QbQommHoYWSmntSTzqQjx5HpzqQcKRVTpab+Ww93sXVZEbFimt8003aYJBLJ1q1b29ra7raBgTSoSbWrs+uS+Utmz5498NkgSp3yUtWlS1WXVDoVSZKTfCaFuIacKD7hbu++de5W862MYVrNouaPj3x8qeGSnqZnsVhqtdqZcj70/KHw0N7en5YgiMqWyrUH1gqEAkedo5KlHD9u/NsJb5v8luiFhYUCgSAhIWFwutoikeinn366WHqx2q6a6cgMHxMe6R9Z11rnqHMM4gYVFxVTFGVjYzN16tSFCxf2+5bTlQ2VGw9sLJYV02xorq6uIpHInmG/5+k9caN7qFf1lVqvNs6x4Uq414uu51bkiuQigiBIkvTw8OBwOI6OjllZWW5yt4OvHQwODjbt2fvNNEEYHh7+66+/RkRElJaWJiYmlpWVddjAtEFoVoWCwsOFh2VqWfszNJLmzHJ2tXVl27Lb/+9q5+pu5+5q52raT6KPfvzoaP5R4+OJoyYeWXdk4EVRk9PpdOXl5WPH9u3+zr30ZdaX16uue1KeQQ5BBsqgMWgMlEFr0CrVSh2l0xl0BsKgMWjUNmrKjuoQMw5MBz8nP44Tx9/JP9Y/tvtxE/1WUFBw8eJFe3t7BwcHe3v7Ox+0P3ZwcDDtEIA2Tdv5yvPJ1claw1/l34fHPTxv1DwTnmIQpGWnffzrx3XaOibB/PLBL2dP7XNP7nLV5fdOvCeTyWJjYt+Z/06Ia8+3abUIhYWFPxz/Ibstu8m2ydPTU61Qj+GPsdPbsVismTNnJiQkdFmh7ROtVvvVD18du3VMQpc46h13Pr5zxsQZJml89wpLCs8kn7lRdqONbFPYKAwOBplKtsJ1xUfvfDQIZ+8l0wSho6OjUCi0s7NTKpXe3t53FqyMDh069I9//KPLYQIbN258+OGHB94GE2pVt+Y35rvYuhj/c2Y5D6R00Fc7T+/87tp3NqTNL6/9Msani7FeI1uzovmDKx+0D+3pBsOG4evo+1fyOftz/q+9+wtpqo3jAH6m0xmbtZbDmrguQo3RRVk3jqj39eaF4jjrUng1MShIiIL+XPR/VusPoahQXRzoqlcRk8m0ZCmlRe1FhP6taSRkNtRsW542nR6f92JvQ5LsnLWduZ3v50J2ZPocvjvz57bneX6ZuoULPJKSd9rbMdTxZORJhjzjUvGl6K4pFsfMzExDS8O6rHVlf0U4S+LWv7fejr09+efJbGVS9WmanZ3t7Oxstje70l1rg2sL0guKi4t37twZ3S46z549a/inYe8fe/eWLtVDO+o8Hs+jR496e3tZluVkXFVFVVFRlF+M/o7oFEKlUjk5OZmRkeH3+7VabWi92kJ37txpbW09e/bs4p/Nzc2NYGfC5Haz86b7s/v83+fjfSLx4Rh1DE4OKuSKVFmqQq6Qp8jTUtLSUtNCX+Up8vTUdE2GRqvULsOXyyL47P/8aerT8pwsKoIZbmZmbiZZO/eOj4+3WdsK8gpi15B9bGxMq9XGZdHC7Oysw+FwOBzV1dWxazcfgegUwry8vI6Ojry8vKGhod27dw8ODv5whwR6a3SZIIQs59mAAABJIzr/FNA0zTAMIYRhGJMpOgvLJA5VEABAHNEphGfOnHnx4kVubu7r169PnToVld8JAAAggugUQrVabbPZPn78aLVaf7k2lqKogYGB5ubmqAwtTRaLxefzxfssEtXz58/b2trifRYJzGw2+/3+eJ9Fourr67PZbPE+iwR2+vTpubm5X99PiPjMNXj58mVo42CITGNj4+KpucDTwMDA/fv3430WCay2tjYQCMT7LBKVw+EI9feGyFy/fn3hHlJRIcVJdwAAAGEohAAAIGkohAAAIGm/20mOp8zMzDdv3pSXl4cOP3z4MDExET4EoYLB4NGjR5feex5+Znh42Ofz4fL7HYcOHfpZ/w1Y2rt37wKBAC6/iCkUiv379y9uG/czNTU1er1+6fuI1IaJoqh79+6F2mgBAACIg6bpxQ2RfiBeIQQAAFiG8BkhAABIGgohAABIGgohAABImtiF0OPx0DSt0WhKSko8Ho/IoycujuM2btwYuo0MhWptbd20aZNard6xY0eoNQoy5K+zs9NgMKjVaoPB0NXVRSG9iLx69SrcWRAB8mc0GmXfHTx4kIpNemIXwitXrqxfv97tduv1+qtXr4o8eoKqq6szGo0ulyt0iAwFGR4e3rdvH8MwbrebpunKykoKGfLGcVxZWVl9ff2XL18uXLiA9CLj9XorKirCG7QiQJ4IIS6Xy+12T01NTU1N1dbWUjFKj4grPz/f6XQSQpxOZ35+vsijJ6ju7u729vbwg4UMBbHb7QcOHAjdHh8fX7NmDUGGvE1PT9tstvn5+a9fv1qtVoPBQJCeQBzHlZSUtLS04Cks1Ojo6MqVKwsLC1UqlclkGhsbI7FJT+zlEyqVamJiYsWKFYFAIDs7GztH8yeT/f9gIcPIcBxXXV2dkpLS2NiIDAVhWTYzM1Mmk/X19RmNRqQnyMWLF71e77Vr1/AUFqq/v//YsWM3btzQ6/VHjhwJBoN3796NRXpivzVKvjdeJ4RwHCfy6MkBGUagq6tr27Ztq1atqquro5ChQCqVimXZmpqaw4cPU0hPCLvd/vDhw8uXLy/8JgLkaevWrd3d3Zs3b9ZoNBaL5cGDB1Rs0hO7EOp0upGREYqiRkdHc3JyRB49OSBDQQghx48fN5vNTU1NFotFLpdTyJC39+/fnzhxgqIopVJZVVXldDoppCeE3W7v6elJS0sL/e0OvapGgDz19/c/ffo0dDs9PV2hUFCxufzELoQ0TTMMQwhhGMZkMok8enJAhoI8fvzYarW2t7frdDqWZVmWpZAhbzqd7vbt2729vYSQpqamLVu2UEhPCIvFEv4giqIoQsj27dsRIE/fvn3bs2eP0+kMBoNms7m0tJSK0eUXlU8a+fN4PLt27crJyaFp2uv1ijx6Qgs/WMhQkHPnzi2+5pEhfz09PYWFhatXry4qKgpNUkB6kcFTWKj5+fn6+voNGzZkZWWVl5f7fD4Sm/Sw1ygAAEgadpYBAABJQyEEAABJQyEEAABJQyEEAABJQyEEAABJQyEEAABJQyEEAABJQyEEAABJQyEEAABJQyEEAABJQyEEAABJQyEEAABJQyEEAABJQyEEAABJ+w9yfJdpghvYyAAAAABJRU5ErkJggg==" - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# define A, Q, G, R\n", "G = I + zeros(2, 2)\n", @@ -977,23 +897,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "kalman.rst", - "filename_with_path": "tools_and_techniques/kalman", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "A First Look at the Kalman Filter" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/tools_and_techniques/linear_algebra.ipynb b/tools_and_techniques/linear_algebra.ipynb index abd455d..6079630 100644 --- a/tools_and_techniques/linear_algebra.ipynb +++ b/tools_and_techniques/linear_algebra.ipynb @@ -122,20 +122,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -147,20 +146,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x_vals = [0 0 0 ; 2 -3 -4]\n", "y_vals = [0 0 0 ; 4 3 -3.5]\n", @@ -238,20 +228,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# illustrate scalar multiplication\n", "\n", @@ -277,100 +258,44 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Float64,1}:\n", - " 1.0\n", - " 1.0\n", - " 1.0" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = ones(3)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Int64,1}:\n", - " 2\n", - " 4\n", - " 6" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "y = [2, 4, 6]" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Float64,1}:\n", - " 3.0\n", - " 5.0\n", - " 7.0" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x + y" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Float64,1}:\n", - " 4.0\n", - " 4.0\n", - " 4.0" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "4x # equivalent to 4 * x and 4 .* x" ] @@ -405,7 +330,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, @@ -416,88 +341,44 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "12.0" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dot(x, y) # Inner product of x and y" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "12.0" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sum(prod, zip(x, y)) # Gives the same result" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1.7320508075688772" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "norm(x) # Norm of x" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "1.7320508075688772" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sqrt(sum(abs2, x)) # Gives the same result" ] @@ -535,21 +416,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false, "html-class": "collapse" }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# fixed linear function, to generate a plane\n", "f(x, y) = 0.2x + 0.1y\n", @@ -877,24 +749,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Int64,2}:\n", - " 1 2\n", - " 3 4" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A = [1 2\n", " 3 4]" @@ -902,44 +761,22 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Array{Int64,2}" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "typeof(A)" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "(2, 2)" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "size(A)" ] @@ -959,73 +796,33 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3×3 Array{Float64,2}:\n", - " 1.0 1.0 1.0\n", - " 1.0 1.0 1.0\n", - " 1.0 1.0 1.0" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A = ones(3, 3)" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "UniformScaling{Int64}\n", - "2*I" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "2I" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3×3 Array{Float64,2}:\n", - " 2.0 1.0 1.0\n", - " 1.0 2.0 1.0\n", - " 1.0 1.0 2.0" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A + I" ] @@ -1097,21 +894,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "hide-output": false, "html-class": "collapse" }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f(x) = 0.6cos(4x) + 1.3\n", "grid = range(-2, 2, length = 100)\n", @@ -1317,7 +1105,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1328,7 +1116,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1339,118 +1127,55 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "-2.0" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "det(A)" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " -2.0 1.0\n", - " 1.5 -0.5" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A_inv = inv(A)" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×1 Array{Float64,2}:\n", - " -0.9999999999999998\n", - " 0.9999999999999999" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "x = A_inv * y # solution" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×1 Array{Float64,2}:\n", - " 1.0 \n", - " 1.0000000000000004" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A * x # should equal y (a vector of ones)" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×1 Array{Float64,2}:\n", - " -1.0\n", - " 1.0" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A \\ y # produces the same solution" ] @@ -1497,21 +1222,12 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "hide-output": false, "html-class": "collapse" }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A = [1 2\n", " 2 1]\n", @@ -1567,7 +1283,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1578,7 +1294,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1589,48 +1305,22 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Array{Float64,1}:\n", - " -1.0\n", - " 3.0" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "evals" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "2×2 Array{Float64,2}:\n", - " -0.707107 0.707107\n", - " 0.707107 0.707107" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "evecs" ] @@ -2084,23 +1774,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "linear_algebra.rst", - "filename_with_path": "tools_and_techniques/linear_algebra", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Linear Algebra" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/tools_and_techniques/linear_models.ipynb b/tools_and_techniques/linear_models.ipynb index 8826de1..4a2cd26 100644 --- a/tools_and_techniques/linear_models.ipynb +++ b/tools_and_techniques/linear_models.ipynb @@ -86,20 +86,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -249,7 +248,7 @@ "\n", "\n", "\n", - "\n", + "\n", "\n", " \n", "Later you’ll be asked to recreate this figure" @@ -308,7 +307,7 @@ "\n", "\n", "\n", - "" + "" ] }, { @@ -717,7 +716,7 @@ "\n", "The values of $ y_T $ are represented by black dots in the left-hand figure\n", "\n", - "\n", + "\n", "\n", " \n", "In the right-hand figure, these values are converted into a rotated histogram\n", @@ -727,12 +726,12 @@ "\n", "Here is another figure, this time with 100 observations\n", "\n", - "\n", + "\n", "\n", " \n", "Let’s now try with 500,000 observations, showing only the histogram (without rotation)\n", "\n", - "\n", + "\n", "\n", " \n", "The black line is the population density of $ y_T $ calculated from [(12)](#equation-lss-mgs-y)\n", @@ -773,7 +772,7 @@ "\n", "\n", "\n", - "\n", + "\n", "\n", " \n", "The ensemble mean for $ x_t $ is\n", @@ -887,7 +886,7 @@ "This picture shows cross-sectional distributions for $ y $ at times\n", "$ T, T', T'' $\n", "\n", - "\n", + "\n", "\n", " \n", "Note how the time series “settle down” in the sense that the distributions at\n", @@ -942,7 +941,7 @@ "\n", "\n", "\n", - "\n", + "\n", "\n", " \n", "Now the differences in the observed distributions at $ T, T' $ and $ T'' $ come entirely from random fluctuations due to the finite sample size\n", @@ -1478,7 +1477,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1497,20 +1496,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ϕ0, ϕ1, ϕ2 = 1.1, 0.8, -0.8\n", "\n", @@ -1537,20 +1527,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Random\n", "Random.seed!(42) # For deterministic results.\n", @@ -1584,20 +1565,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAIAAAD9V4nPAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOydeZxcZZX3v7f2femu6n3P1gkkEAgYQEFGHN5hBEbEZdSJo8IgiyjvCKKjgI4Miq+Ow6gDzLC6AI6yDcoojEIiwkAge6eTdNL7XlvXvt/3j/tQ1d1khU53knq+n/zRffvWvU8VRf3qnOec31FUVUUikUgkkkpFt9ALkEgkEolkIZFCKJFIJJKKRgqhRCKRSCoaKYQSiUQiqWikEEokEomkopFCKJFIJJKKRgqhRCKRSCoaKYQSiUQiqWikEEokEomkopFCKJFIJJKK5rgUwtHR0YmJidKv+XxeGsUdPqqq5vP5hV7F8YR8gx0R8g12pMg32BFxNN5gx6UQ/uAHP3jggQdKv05NTeVyuQVcz/FFLpebmppa6FUcT8g32BEh32BHSjQazWazC72K44aj8QY7LoVQIpFIJJK5QgqhRCKRSCoaKYQSiUQiqWikEEokEomkopFCKJFIJJKKRgqhRCKRSCoaKYQSiUQiqWikEEokEomkopFCKJFIJJKKRgqhRCKRSCoaKYQSiUQiqWgMC70AiUQiOY7ZsmXLli1b3skVEomE2Ww2GOSn8SFoaWl573vfezSuLF96iUQiefv86le/evrpp1etWvW2r6CqqqIoc7ikE5LBwUG32y2FUCKRSI5FLrvssltuuWWhV3GC8+STTz744INH6eJyj1AikUgkFY0UQolEIpFUNFIIJRKJRFLRSCGUSCQSSUUjhVAikUgkFY0UQolEIpFUNFIIJRKJRFLRSCGUSCQSSUUjhVAikUgkFY0UQolEIpFUNFIIJRKJRFLRSCGUSCQSSUUjhVAikUgkFY0UQolEIpFUNFIIJRKJRHJkKIrS2dm50KuYMypCCGPJ3EIvQSKRSI51br311s997nMLvYoF4AQXwmQ6r7/iXNe3qvcNpFV1oVcjkUgkxzCPPfbYPffcs9CrWABOcCG0WQyYY5hjP1//v11dxGILvSCJRCKRHGOc4EIIVMfPBX6zY31TE3199PWRzy/0miQSieTo8E//9E86nW5sbKx05IknnlAU5fnnnz/4AxVF2bVrl/bDYd5r8+bNF1xwgdvtXrZs2bXXXhuJRIBsNvvjH//4Xe96V01NjcViaW9vv+6666LRKNDZ2akoSjwe/9jHPuZ2u9/mMzwKGBZ6AUedNf73PMtdWyMbnE5OOomxMXbsoL6empqFXplEIjlB2bx5nm6kKJxyyowjl19++T/8wz88+eSTpd2+n//8501NTeeff/7BL7Vhw4aPf/zjg4ODGzZsOJxbT0xMXHDBBR/4wAfe//73P//88z/+8Y9/97vfbd269corr/zZz37W1NS0bt06r9f7zDPP/OhHP4pGow8//LD2wCuuuKK7u/vyyy8/4md71DjxhfCja897druS9L20qye7fKmpoQGvl4EBgkFaWrDbF3p9EonkxKJYZPXqebqXolAszjiydOnSVatW/epXv9KEMBqNPvPMMzfccINerz/4pd797nfbbDbth8O5dTgcvuuuuz7/+c8DN91002c+85kHH3zwX/7lX/r6+k455ZQf/ehH55xzDvCFL3zB6XRu3Lix9ECDwbBp06bDjzvngRNfCC/+Mz8vLlN93T/7/RvfWroWsFpZtoxgkL178XppaOBQ7xCJRCI5XN4apR09dPvb3frwhz982223BYPB6urqJ598Mp1Of+pTn5rzWxuNxquuukr7WVGUL33pSw8++OBLL730xz/+UTuYSqW6uroef/xxoDhNrr/yla8cUypIJQhhVRWGofPyvu5nu9bfEFxbXS2OV1fjdtPfz8gIzc0LukSJRHICoSjzlxrdL5dffvnXv/71p59++tOf/vTPf/7zd73rXcuWLZvzu9TX15tMptKv7e3twPDwcDgcvvnmm3//+98PDAysWLFizZo1sx64ZMmSOV/MO+TEL5YBPNH3AP1seOONGccNBmpqSCYXZlUSiURyNOjs7Dz55JN/9atfTUxMPP/880cjHARGR0ez2Wzp1/7+fmDRokWf+MQn/v3f//2LX/ziyMjIpk2b7r333lkPnC6fxwgVIYRLTecBYeeG7V2FVGrGn6xWZh2RSCSS450Pf/jDzz333H333afX6z/60Y8e0WPVw+u5zuVypaZDVVW/+93vAhdccMFLL71UV1d37bXXVldXA9N3B49ZKkIIz1jWRLi9aJrqT2/t7p7xJ4MBnY5pX2skEonkuOfDH/5wNpv95je/eckll1RVVR3mo4xGI/DWGO5A3H333Z/+9KfvvPPOCy+88IEHHjjzzDM/+9nPnn322aOjo3/7t3/78MMPf+UrX7n88sutVuvg4KC2WXhsUhFC+K53Qf95wL7C+u3byc00XLPZjlZ2VHrZSCSSBWH58uUnnXTSkZbJ3HjjjSeffPKNN954mOc/++yzY2Njt99++/Dw8Je//OUXXnjBYDA8+OCDn/zkJ5999tkvfvGLO3fuXL9+/W233eb1em+44Ya39VTmgxO/WAbo6MA0+p7sqQ92xTdMTX1heJi2tvJfteyoxzP3941E8Hrn/rISiURySNauXTs5OXnhhRce/kPWrVu3bt26wzmzlD599tlnZ/2ptrb2Jz/5yfQjN91000033XT4y5h/KiIibGzEHTkXGNStd7vV7dtndN4cvYhwcvKoXFYikUgOTi6Xe+aZZz7xiU9o2U7JwamIiNDtpsaweDLWkHWORIzd+cnlwSB+v/jrUaqXyWaJxSgUZJOiRCKZP/L5/KZNm37xi19MTk7OGiVxyO696WUyR3Ty8U5FRIRmMw0N0H8usDn8ol7Prl3lv1os5HIUCnN803gcIJ2e48tKJBLJQchmsxdddNGzzz770EMPLV26dPqf1EPxtk8+3qmIiNBopKMDZdO56smPbg5v+HD75wYHiUZxucQJWlDocMzlTWMxdDpSKeniJpFI5g+bzTYpd2WOkIqICBWFxkbsgXOBXekX7XYUhf7+8glHIzsaj+P1yohQIpFIjnUqQggBnw+/uoJETUI/3B/d53TS11dWqTmvl8nlyOfxemW3vkQikRzrLIwQhsPhiy++uKqq6pJLLgmHw6XjExMTn/zkJ+vr65uamv7u7/4uNneDdGtq8PkUBs4B/jTyYnU1iQTDw+Kvcx4RxuM4HNK2RiKRSI4DFkYIv/Od77S2to6Ojra0tNx5552l45/5zGfa29v7+/t7enq8Xu9tt902V3esr8frFfUym4Ib9HocDvr6RHO9plhzuPsbi+FwYDJRLMo5wBKJRHJMszDFMk888cRTTz1lNpuvu+66Sy+99I477tCOv/jiiz/72c80S9abb7559erV3/ve99768GKx+Pzzz6fejLaSyaTZbNbr9W63+8orr9zvHa1WndNpUrafq0J36sVsNmm1MjGh6+8v1NWpQC6nCwaLFsvcPMHxcV1razEeR1V1waBqtx9DFVbZbDaRSJjN5oVeyHFDIpFQFOUYdAo+Nqm0N1g2mzUYKqLqcMEpFArxePxI32A2m02332lV01iY/37Dw8Otra2AFheWjq9Zs+bb3/72l7/85Ww2e/vtt0//0ywymUxca1CAVCqVy+X0er3BYDhQUa/TWbRa1er8qkDaE7Hs65kcXlrbYDCofX2K31/U6bBY1FQKs3kOFCufJ5tVLRZVVTGb1WRStdmOISE8IaufjyryFTsi5Mt1LBAOh7/97W//7ne/6+npcTgcy5cv//znP/9Xf/VXx9ogwCPlbfRvHM6ZCyOEqqpq/z1UVS1M6+B78MEHr7nmmubm5pqamuuvv/5AXrE6ne4v//Ivv/zlL2u/BoNBp9N58C/sqorbTVMDgcGzWfKbTcGNp7T9td9PNksuh8+H30+xiNM5B88uHKa2VvRm+Hyk03Nz2blCm5ziPKbWdGyTzWYP+QaTlKi0N9gx+MbYunXr+973vkAgsHbt2iuuuKJQKLz00kuXXXbZNddc88Mf/nABtfDWW28dHx+/++67397D9Xq90+k8Gm+whdkjbGhoGBwcBIaHhxsbG0vH7Xb7E088EYvF9u7de+qpp87hMEmjEaeT2lqxTfjaxHqTCZ+PXI7+forFuSxsicfLyme1yg4KiUQyfySTyQ984ANTU1MPPfTQyy+//M///M933XXXxo0bH3744bvvvvuZZ55ZwLU99thjpclNxxQLI4QXX3zx/fffr6rq/ffff+mllwIvvPACcNNNN1111VXRaHR0dPTmm2++/vrr5+qOJhNOJ3V1Qgh7cuuLRfR6IVRjY3PZQaFVymhYLLJwVCKRzB/33HPP4ODg1VdfPd0+W1GUv/mbv1m3bt1jjz22gGs7ZlkYIbzlllu2bt3a3Ny8Y8eOr33ta8D5558PfPe73w2FQs3Nze973/s+85nPXHbZZXN1R70et5vqanRja8jaJ9WdPaMT2Sw+H6pKby8wNxWe+TzZLDYbQKGAZng7a/CTRCKRHCWeeOIJYL8zjx544IGf/vSn+31UZ2enoiiTk5OXX365z+dbvHjx9ddfn8vl7rrrrvb2do/H88EPflAr2tDOfOtjD7kwRVF27drFYbiYzj8Ls0fo8Xh+/etfTz+i7WdWV1c/9dRTR+mmPh9791LnN44MrVU7/ueFfX9c1nSZxUIyyfAwfX0iO/oOM8/xOJpzjaqycSPLl4ugU1rASyQVgqqqt75w6/zcS6fobnvvbdOPdHV12Ww2rRrxSLn44ov/4i/+4pJLLrn77rv/9V//9Q9/+INer7/lllt++ctfPvnkk06n8+GHH37bS92wYcPHP/7xwcHBDRs2vO2LHCUqqOq3uppcjvZ2RgbeQ8f/vB5Y73Bcpqqccgr5PM8/z+rVuN1zIITaFWIx4eKm1elUTOmARFLpqKj/uP4f5+deCsosIYzH4zU1NdOjrlkR2EGqKG+88cYPfehDwPnnn9/S0tLV1dXb29vS0rJ27drf/OY3b7zxxjtZ6rvf/W6bzab98E6uczSoLCEsFGhr46WXzgP61PXxONkszc2ccw75PF1dRKMYDFRXU3rnFIscqgVlBrEYLS0Ao6N4vZhMpNNs24bbzVw1KUokkmMZnaL7xnu/MT/3emuasaOjY9euXdlstlTOunPnTu2HbDZ7yimnHORqF110kfZDU1MT0NLS0tLSAnR2dgL5E9ccpIKE0OXCZKKxEYbWKgXLMFt27I2cvNijxXBr1zIxQbFIKMT4OA0NeL3k80xM0NBwuLcoFMhkxAbh6ChtbbhcDA0B7NpFfT01NUfr2UkkkmOHW867ZaFuvWzZsp07d27fvv20007TjmgyBmzatOngj7VardoPmr6WmtYPvqt3AvSMVorpNmC3YzZTX49etajDa1SKL+x7yetF8zq1WDjzTLq7aW+nuZmxMbq62L2bI7I7LW0Q5vNEItTWUluLx0MoxLJlBIPs3Ssd1yQSyVFEy23+v//3/976pwcffHDOb6eq6kGcT44XKkgIzWasVnQ6GhtFE8WO+HpFIRIRJ7S14fGwcSMuF8uXU1PDrl3s3XsEHqSlxolQCINB/NzeTj5PIEBnJ2YzO3cembhKJBLJ4fPxj3989erVjz766D333FOK1YrF4j333PPDH/7wnV9fr9cDw2+OLHj22WePdDrCMRhBVpAQGo04HORyLF4M/e8BBpT1Q0Po9SQS4pyzzmLnThEjZjKccgqZzBH0F5YqZUZH8ftFB6FOx9KlaKOAm5poa6Ovj8HBufT4lkgkEg2dTvfQQw/5fL7Pfe5zZ5555vXXX3/11VevXr362muvvffeew9k13X4aKUuH/rQhx5++OHbb7/95ptvrq2tPczHGo1G4N57732Ha5hzKkgItZ76TIb2dhh4t6Ia+nMbd+yJezzloNDjYdEi/vd/yWQIBGhqwukkEDis6xeLpFLYbORyhMO4XOzeLSTW4aC2lv5+MhmcTpYvJ5Nh1y6muctJJBLJ3LBy5cpt27Z9/vOfn5ycvPvuux9//PEVK1a8/vrrn/3sZ9va2t7hxb/3ve9de+21g4OD11133fr16x9//HGPx3OYj73xxhtPPvnkG2+88R2uYc6pICE0GrHbyeVYtAiyDmNgdUHNvzL0itPJ1JQ4x2ajthZF4eWXRc2n38/4+GFdX9sg1OmIRDCZhCj29Qn/Np2O+np6eigUMBhYvBidTuZIJRLJUaG2tvauu+7q6+vLZrPj4+OPPPKIVi/6+uuv7/f87u7uWRlLVVW7u7vf+qvD4fjhD384PDwcjUZ/+9vfLl68+K2PPRDr1q3btm1bNBp9+0/s6FBBQqgouN0UCnR0oNeT6zkX2FdYH41SKAhHUKtVZES3bkWrPa6tPdyIsLRBWMqsLl6M3c7QkOip9/txOunrE+e7XFIIJRKJZOGpICEEqqrI5VAUWltR39wm3LEDl0sEhUYjikI2y5Il7NpFNovfTyx2WB5p2gZhLkciQSRCYyN6Pc3NTE2RyYj9wuZm8nm0Giunc8GEUFauSiSSOUc5FAu9wANSWULodKLXo6osXQr971HQ7Um9MjiazmbL24QmE4ODrF1LocC+fej1eDxMTBziysUiySR2O5EIRiPptOg+1OtpbxethJkMikJHB4EA4TA2G9nsAmiSqhIIVNZ/d4lEMg+oh2KhF3hAKusD0WbDYKBYZMkSSFU5kifn1Mwwr4XDhEIi7EskMJvxemlvZ3yciQlqag69TZhIYLOh0xEOE4tRX09pZrXDQXU1oZDIvhqNdHQwMEAmg8OxAEFhLEYicex+NZNIJJJ5puKE0GQSRmsgugn7WW8wEI0SDlMokEiIrb6mJsxmhoeprT10RBiLibxoPM7UFM3NQLlBoqEBvZ43G2+w22lqYu9e7PYFEMJIRJEjEiUSiaREZQmh1kGRTLJoEQYD8R3vAbpT6yMR0T4/Pk5trehqMBppbWV8XGzmZbMHu7JWKROJkM1iseB2AwwMiL8qCkuX0tdXHtJbXY1ej14/30KoqkQiFAqK7NyQSCQSjcoSQm1OfSKB0UhbG2rfuQrKltCfgtFkezujo+zdS2sr2SzFIoDPR7FIJoPdTih0wMuqqtggDATI57FaxZjfQKDcmOHx4HbT21sOEy0WdDry+XmdVhiNYrFgNquZzPzdVCKRSI5lKksITSasVvJ5CgVWrIB4XaO6NpmP/37q3lAIr5eJCfT68lh5oxGXi4mJQ3QTxuNYrRSLjIxQXY3djl5PMIjdzsiIOMdiETuUJVs+radinrcJw2G8XtViQWZHJRKJRKOyhNBoxGYjn0enQzNkr+v5CvCfI3fu3pfW66mpYWBATOjVaGhgfJyamoNtE2qNE8EguRxuNzYbqko4THs7JS9TnQ6jkfp6AgFhN6Op0Xw2UWh5UY8Hs1mVQiiRSCQalSWEBoNoWjCZWLwYYHz9xafVnR7Mjj7a/WB1tfBgS6fL/qJeL7kcZjPZ7AFNR7UNwr17aWigUMBuJxrFbMZkor6+HBRqwWhLC729FAoLIIRTU9hsGI0yNSqRSCRlKksIQeQtVZXmZoxGhob44pqbgadCdyiGrNlMTQ2hULmtUDPRzuXQ69mvMZC2QWg0MjLC4sUkk9hshEJUVRGJ4Haj04n9RS3j6vHgcDA0hNksJLZYPEQlzlwRDqM57prNMjUqkUgkgooTQqsVk4lMRrS6qyr+yQ8t854cUQce3vwzt5t0mvb28vQlgwGvl0AAt5vJyf1cUOs77OujpgabjVQKk4mpKbxexsYAGhoYGUFVyxnXlhZiMcJhIUjzs01YLDI1heaOK1OjEolEUqLihNBux2QS8dBJJwFs2KB8atHNwE/6bleVfCRCfT0mU7n5obZWRHihkKgmnU48LvKiy5aRTmMwiC3DfJ6+PnI5XC5MJkIhUR0D6HS0tTE4KFYyP9nRqSnsdtHmr3VuzE8YKpFIJMc4FSeEFgtWK7EYiiKE8IUXOEn9WKtj6UR+7/d/+4uREfbtw+Nh504mJoSSqSqKgqoSj8++YCxGMomiUFsr8qLBINXVDA4yMCCSolpQaDaTyYhA0+HAYkFVj5YQvlXkSnnR0usgtwklEokEMBz6lBMLbRhTIvFmBwX099PRpr+55qarn73ikeFvfXzVx6JRndlMMsmrr9LSwvLlouFPpyMaxeUqX02TxkiEjg4URWwWTk2RTPL882QyDA5SWytkLxgUIaDVCm9WjabTQhEzGczmuXmOJdfvEsUi0SitreUjWlZW2wGVSCTvhK6url/+8pcLvYoTnNdee+3oXbwShdBqJRTCYqGlRRS5bNnCu1aua3J8ayi+8/nhJy5d8iEtHarXMzBAIIDPRzSKwUAkQlNT+WqRCOk02axQHW3nLxolk8Hvp76ePXtYswagsZGeHmy2shBqW4barqEWFM6VEA4OYjTOOBKJ4HCg15ePyFZCiWROuPbaa6+99tpHH330bV8hl8vp9XqdruLyc0fK2WeffZSuXHFCaDJht4s4LJNh3Truu49rruG554wfb73xzh3X3tv9rT+ru6ypSUkmWbGCSET0RQQCVFWJkUyazExMsG0bySTV1VitDA+zdStuN6tX09dHRwd1dbz+uriXzYbdTjyOzYbXC2C1oqpks6iqEEKfbw6eYDBYdsYpoe1xTsdi2X8RrEQiOSJqa2vfYTgYCoXsdrt5rr4IS46civsOYjRiNpPPo6rk81x/PZddRjTKunV8/t2frTI07ktufn7gN6mUcBxdsoRslkAA7etaaaz81BRjYxSL9PeTy7FzJ+k0LS00NpLJYDLh85HLYTKJGUxAQwOxWHmXUaudMRrJZOZsm1Bzt2ltnbH/VygQjwv70xJyj1AikUg0KlEIFUUkBhUFnY7vf5+VK9m1i2uvMl+z+u+Bf9/1j/39ou3Pbqezk8lJ4nEyGbQ5FckkfX3U1fHHP4qNwyVL8HopFnE4xKxBrWqmtZU9e8StrVZ8vrLFml6PTofBQDqN2YyizEGucmwMp1M0L5YsTCMRXK4ZeVHAZCKX208RrEQikVQaFSeEOp3wfCkJoaLw9NP4fDz9NMn1V3lNNb25/73vD89nMiQSRKM0NNDUJLQQCIWEN/dLL6HT4fezejX79omtwUSC+nqx86eqwputZNjW1sbYWFmitM1CTf/eeVCYzTI5KQYCTw/4NBvVWSiK6KeUSCSSCqfihJA3pxImEqIpIpGgrY1HHsFg4J/vtK1VbwA2KN/auZNNm4TX9vLlmM2MjZFM0t+Px0MkQnc3557L4sWEQthsbNxIsYiiYLOJmkyDAbudfJ5AQNzaYqGqqtyhqG0TzpUQDg1RU4PJBNO8Y/J5EonZedHSYmS9jEQikVSiEJbMZbQhvek0xSIXXMC3v42q8uJ3r3PqfTsSL/bkNvT2smULu3czOsrixezYwbZtYlfvpZfo6MBup6NDOMWEQgwN0dgohvTGYtTUoKq4XGXlA1pbGR4mnxcrUVURL7pc70gI43ESCWprxa9azyJv5kX3W48mhVAikUioTCE0m7FayWSwWoUPtTYO4u//nk9/mmTEwavXAY+Nfstmo6MDhwO7ncZG9Hq2bCGd5pFHmJoilUJRcLnweGhsZGSEqiomJsQ1MxlqashkqKsjGCxnR51OLBYRaGrDmzTFMhrR68unHSlDQzQ1lQWvJISz+uinI+tlJBKJhMoUQm0YUyqFwUA+j9kshBD48Y9Zs4bYc1/U5zzbU7/blfyTwwHg86HXc9ZZ1NUxPExdHStX0tnJihUoCkAoRE0NDQ1EIvT0oKrC3dtiweUSdacaVisuF4EAuRwWC7kcOp0wgnnb2VHt4tM3AjWRy+VIJGY4AExHWm9LJBIJFSuEWkQIol6mJIQWC48/js/hLrxyNfB8+tuhENEo4TCTk6xYQX0927fj9aINL7TbxQO3bWP5clatQlWJRtmzB4eDe+7BakWnw+lkeFicqQ1jqqpibEwMKdTp3tE2YaHAyAjNzTMOaiKnTR88UJ+uTI1KJBIJlSmEpTn1+TyKgl4/w0G0uZn77sOw8Qay9temntk0ujkUor+fRYuIRnE4qKmhp0dEcrt2EYkQjTI8zMqVYgBhfT07d/Lz/0xd/YOnf/uHuNZToVmSgpi+5PcTCpHNzigc1bYJNTPSw2dsDJerLMkaWm/GxMR+6kWhPFhDUcRupUQikVQslSiEmi+M5nCm9QXqdDN2y1au5Op1fl6/CkX90fZ/HB4pVlczMYHZjMHAokUUCnR3MzGB08noKL/+NQ6HqMwcjkxuNz7w/ZEPfmnCp37s0u+s/36hIGY+BIPi+hYLhYLoKZwuhAYDRuORbRNmMgQCM2xFS2gDFPebFw2FFO0HmR2VSCSSirNYY5oQJhL4/YDYS9McjnI5olGuuIL+O7/0dP7HOwyPr+vyrBg97RT/mjUNazyeM9TEotWr+eUvOeccGhpE5eeUYc9Xn3nqj5NPvzr6pyIFAIMC7Kv7Xs/o1Yvq/A5HOYGpecrU1bF9O7W15cJR3syO2myH+1yGhqitne0sqqGZmirK7OPxOFNT4guQlh3V9kElEomkMqlQIdTpsFiIx2looKaGrVuJRkV15cgIfj+qyndvqX/ta7eONv1b2j3wRujFN0IvPrALwK6rag+uqWpb88imM95vr37oT7/5w8jT/ckucXHFbBt9f3zjpWd6Lu7pvCrk+/Utz3/roY/9i9PJ+DiJBHa78KyprhaTDovFcljmdBIMlrsgDk4sRipFe/v+/5pKUVOzn+PhsJJKCXmU24QSiURSiUII2GwoCtksOh06HbW19PfT1iYKTE4+mXSaqSme/NLNV1118+Y9E54VGz9w1Wvj+o2bJzZOpsa2p34Hv1u/j3/aJy7oNHjPa7hote3S5+/+Py+/4Kyp4eprebX/n/5NfXaX8+4N27+4dlk7EA5jt2O1MjEBCN+ZRELsWRoMOJ309jIxQShEff3+G+FLaG2L+62F0bOsrEgAACAASURBVLy83xopqirhMMUi2SwmExZLuZxVIpFIKpMKFULNZS2VEhWbixaxbRupFKOj1NWh1wtHmPp6fvxjrrqqZttrF/2u/6ING4hEeHnH0ObJ16yLNr42vHEiPbim6v3n11968apza3yG667j5RdwuXjmGcbH+Uv/qp/+4pOxjocf6LtlVfNPNAVqbJwxqr6+no0bsdtJpSgWCQbp6xOe3YODuFz7yW1qaD7g+62F4c12jre2CUajWCyAmkwKIZSthBKJpMKpUCE0mbDZCIWwWpmcxO+noYHt2zGbaWsT52jW1SedxMMP85GPsGcP73kPt97Ke89pUl5s+vOTPphdgsUiqk/ra/nZz7j/foxG7rqLVavYtYtCgY/4v3lf/rEu/c/7s//3vaetfvVVNm5k8WIKBQoF9Hp8PgoFBgaIRvH5qK5m9WqsVurqSCQYH6eubj/r11omFi8+4BMMh6mro79/9vFQCK9XjUTUZBKPB7NZxI4HkluJRCI54anEqlHAaMThIJ1Gp6OqiqEhWlrYvXuGG5nbLbrRvV6uuIIzzmBigltvJRTCbicYxOUilcLlQlV59VWuvhrgG9/gz/+cSAS3m/Z2zjul1bj5GpTinRv/wemkqQmHg9FRxsaYnGRykl27yOeZmKChgeXLqanB6xXdhM3NjI+LXvtZTEzgdh+wpkZrpfd4ZndHFItMTeHxYLWqWuukogjHOIlEIqlYKlcITSaKRVEvoxl1ms2i1U/D5SKZJJkkEmHlSj7zGVauJBDgox9laorJSVwuYUwTDnPZZWQyXHUVH/wgTidTU7jdeDy43Vzs+Sppd4/y7E9f+r3DQTzO8uXU1bFnj7j7eefh9RKJiPs6ncIQ3GSipqY8znA6ExN4PAd8dpraKUrZaE1Dm1NvNGK1qqVnKutlJBJJhVOhQmgyodNhtRIOo9PR0kJ3NzU16PXl4hHNEaanh9paPB5GR/m3f+P972dykm99i9270etxuQiFuPpqJid597v59rdJpYSgag18zc184M98/OlLwA+7b56aUtNp4nHq62lro70dlwubTewIan3uen3Z9a22lmRy9ih5VWV0dIZmzyKVEu2Js9oES3PqTSZRK4R0HJVIJBVPhQqhNp7XZhNxmGb+kstRW8vIiJhNz5vbhHY7Op3Qp//6L847j3CY22/npZeoq+Nzn6O7m+XLueMOALudeByHQ6RYa2vp6GBl/O+JNvbnX3tqz+MTE4TDop1fw2zG6aRQKGtwyWtNp6O5uayRGskkuRyBwAE9aKYLYUnk8nni8XIcabOVnW5kRCiRSCqZChVCk0nkHjMZsllGRjj9dFIpsec3NiZOc7upq6O3l/p6mpqEO+idd/K+9xGN8olP8NnP8sIL1NTw6KPU15NIlPOiQDyO1YrDwYcusbLhH4D/Sn61bzC3Y8fshKRWHdPXJ7Rtuumo243ZLNotNCIRTCbMZkKh/T87rZWemUIYDgtd1ygJoUyNSiSSCqdChVBrsDMYRPmlXk91NR0d7NpFYyOBgNAPvZ7JSWprSadZtYpgkLExvF6eeIK1a4lE+M//xGzmqafweIR6ORxEo7jdqCoDA9hsGAxceCH27isJdPZGdw/5Hujro6+PYrFcyWKxCHvuyUl4c5uwWBR/bW6eMdd+fBy/n7q6smBPJ5NBr0evF5edPqd++jwmKYQSiUSiUaFCqI19MJnI5QgGhVdnczOpFJEINTViWMTAABYLbjfpNEuWoNfT24vdjtPJv/wLa9agKNxxB2vXEo2KXkDAYMBkIhwWfYpASwsX/R8Df/gG8MjobXprYvduEoly2Kf5tHk8jI1RKIj9y9JMDLMZv79cNaNps8uFXl8usSlRyosyLe2ZzZJOz/AdLQmh0YiqSuttiURSuVSoEIJoJ0+lcLuF2abdTlUVw8NUVZFI0NdHMklrK5OTVFfjclFVJeYrAbW13Hgjt9/ORz5CLif6Au12YjGRFx0fR68XWUqbjQ9+EHZ82DC2djw5+qpyVyJBLlfWNk0IAadTZEHt9hnlMHV1xOPEYsIK1ecTa3hrUFjKi4Iw+87ntfZB0SyYzxOJKCYTIKLM6RlUVS2bg0skEkklUNFCaLeTTtPQII7odLhcOBwMD+PzsXkzHR0AoRB+P4pCRweDgyLr6HTidNLRUfaC0fKiWgdhNIqq4vWSTmOzkU7z3veydKmS/+9vA78Y/k7WEDQYxAhf3hTCdJrGRiYmyOdnVNNoa2tqYnCQQACHQ/iDe70UCjNmSDEzIuRNkZueFw0ElKEhfVcX2awIOqdnRzMZtm2bXacqkUgkJzCVK4RGI2YzRqMQNg0t7amFg34/e/bwxhvYbGjxk92O3c7ICIDLhclEUxPV1aI7/rXXRKc8MDZGba3YotOSkDU1XHwx9J3nDf15LDf13/E7UikmJ9m6VZiCagOYjEa8XsbGZgsh4PViNLJz5wwr7bcGhamUZqImsFiYmqJQEIFsscjkJEuWFJqaSCbZvJlgcEbhaDTK1BS9vUc2DUoikUiOXypaCHU6zOYZEZXdTiJBNEp3N4rCrl1s2UIyKeI2nQ6fT/iWGQxil66xEY+HNWtobMThwGplzx42b2ZykkhERITJJHo9n/oUVivhX9ypU3S/HPhR3j6wZg3bt7NpE4ODGAwUi2QyNDQQDIq06qwGCc3+ZnrNS3W16PrXUFUymRlCaDYzNlZ+SDCI3Y7ZrLpcrFqF283kJAMD5arUvj4sFpqb6enZv6mNRCKRnGBUrhBqQZ7RWK5Y0SZO/OEPxOOceioNDbhcosBk714xsaG9nbExET9p05oyGVFs4naj19PZidcrRhXG40Qiwo+0UKCzkzPOgLFTlmQ+mi2mf7DlVquV5mbR1TA8zOAgExMYDPh8jI/vx/xME8vphS2KQm0t4+Plp6B5BZQwm5mcFEKoqoyPU1Mj1NVmEwtub2dkhK4uxsYIBETLh99PT0+5pVIikUhOVCpXCLWeepNJ+KV1d7NnD4UCNhvvfjerVjEwgM/HKaeI9GlPD7EYra0YDCI76vGg1xOL4XKJabpa4+DUFHV1uFzU1REIUCxitZJMYjTykY8AjP7sdqNifm7i4V+/vkVVicWoquLUU3E66etj+3ZABIWz8pOBAC0taN40JXw+olERvc3aIARyObHjCEQiwmRVQ2umzOWE53hDA1u3Egig15PNUleHw0Fv7wHb9iUSieTEYMGEMBwOX3zxxVVVVZdcckk4HC4dz+fz11xzjd/vP+ecc4a1JoajgyYDDge7djE1RUMDnZ2kUixfTi6HoqDToaosWYKi4PViMLBvnygfHRhAVUW9zPbtWK3E48KqJhCgulrsO1ZXk06XtwmBiy6ipYVof/uZhitViv+d+kZ/P6kUw8PY7bjdNDfT1kY2SzjMzp3s3UsgQDwuIrPRUWpraWzktdfKyUxthIUWFGolo1qKVSORKGdKx8dnj/zVFqbTiVizro7WVkIh8fDmZoCBgSN4VUstHxKJRHK8sGBC+J3vfKe1tXV0dLSlpeXOO+8sHf/BD34QjUb7+/vPPvvsW2+99egtQIsIPR4RimkTcX0+amtJJAgExFzc8XEaGhgZwevF5xOKlUwSi4m8YqHA4CDBILkcDgfBYLmYxWLBZiMYLAuhtjMH5H//NavB9vuRJ1OurakUPT2kUqJw1OGgvZ1zzsFmE4WdQ0Ns28bWrWzaJIxGQyG6usot9rW1YgFaRBgMCl1UVeJxXC5RXFoozLbqttnKhaN9fVRV4fcLlzhAUWhvF9OgDpP+fqmFEonkOGPBhPCJJ5647rrrzGbzdddd9/jjj5eO//znP7/xxhttNtstt9xytTbZ6OigxUAmEw0NjI8zOAhQX4/dTjTK2Bj19bS0MDEhjFqGh1m8GLebVIpkUviCptPU1lJXx+Qkvb3k86KatERNDWNjQgijUQYHueQS7Hb+939qL236OxX1idA/qiptbbz0EsViecPSYmHRIjIZWlvp7OTUU1m0CIMBo5HhYbxekslyrGYwUFXF5KSw/B4fJxSiUGBqCosFh4NMRhSyzqLUrZjLkUhgtWKx4HIxNSVO0OtZsoSJiQPauU1naop0eoYbnEQikRz7LNhg3uHh4dbWVkCLC0vH+/v7H3nkkfPPP7+jo+OBBx7Y72MLhcL3v//9hx56SPs1n8/r9XpFUerq6n7xi18c/hricUOxqIbDxUhEt3ev/qyzssEghQJdXcbW1mIyWQCcTuWNN/QNDYWNG41nn51zOtWqKv22bUaTqWC358JhXS6nmdEo+/bpx8dZuzYXCJR31YxGpbvb2NKS3bPHODmptrcXmpsNZ59tfe45k/7lL5gb7/7d4K/Ozr2ybtESp1O/dave7S42NeU0KbVald5e0/LlGa0vfmJCyWZN8Xjh5JMLU1PKG28YRkcLUHS7VcBgUHbt0hcKmEyFREJnMrF7t5pMKk6nmkwqvb1qMKhzufKBANlsNh6Pq6oKms+qwePJ9/UZHY7iyIiq01EoKAMDuoaGXOlZeL3K9u361taC3X6wDcO9e/VerzowoLNY8pqJ3YlBKBTKZDKm6V9wJAdm+htMcjiEw+F0Oi3fYIfJkb7BPB6PwXAIpVswIVRVVVEU7YfCtNrEaDSqquqOHTt+9KMfXXnlla+88spbH6vX6z/2sY/97d/+rfZrJBKx2+1Go9FkMrk1W5fDo6pKyeXQ6VSzWfH5cLutWpioqrqWlqJ2JbcbvV6JxbBYFLO56HazahW9vbpgUEkkCoqiNDSogYDi8ajLlyvRKOEwHo9qt4tbGAzs3aubnLSB0tlZ1LodLr1U/9xz/Pqxtk/8+xX37/jhevWf/2LyZ2eeqSYSulCI8XF1xQpVp8PtprZWl0xatL26ri7FaFRWrSrabFRVsXmzbtGi4uio0tioaluSgYASCpFOs3ixajCwZ4+iqjQ3qxMTysgI7e2q1wuQzWZ1Ol3phRodVbJZ1eNRtNqfqirV42FiQud2F0svlNuN1Up/v1JdrWq9/G8lmcRkUtraVINByeXw+U6cz8F8Pu90OuXn1GEy6w0mOSSFQsFut5sP9L+WZCZH+gbTT28VPwALJoQNDQ2Dg4NLliwZHh5u1Lw+AfD7/V/84hfr6+uvu+66H/zgBwd5+OrVq7Wfg8Hg2/uc0mopx8dpbyeTIRikqYmREerrURR9KaZpaWHLFhwOAgF9XR1GI0uWMDzMtm261lba2hgZwWymWOS00ygWGRigrk7sFDocxGKMjbFyJTqd3mgU9ZmrVrF1KyunvmrR3/eHiV++2vf1lStPbm2lWKRYZN8+Ojowm2ltZXRU39FBIsHOnZx7Lm63HjAa8fvJZvXV1UxM0NICCAe4mhqqqwEKBUwmrFYxOviMM4TjmqqqRqPR+ObTczoZHGTpUkZGKBZxOlEUrcZ1xrunuhpVpa+Pzk72++1Ks2zVUs27d9PcLBzdTgCMb7LQCzk+mPUGkxwS+QY7Io7GG2zB9ggvvvji+++/X1XV+++//9JLLwVeeOEF4MILL3zwwQczmcy99967Zs2ao7oGTTo9HmpqqK8nGERze2lvn+1b5vOh11MoiOkQ9fUYDEJvslmhNFYrLhceD8uWEQjQ20smQ08PbjdOJw6H6IXQSlc+/WmAH/xj/V93fqaoFh+fvGN4mLY2olGcTnw+du0iFqOmRixpxw68XqZ9YRC7j01NRCLl+pRcjtLXSm3BwNQUdvv+1QvIZMjl8PnI5chkMJsxm9Hp9jP41+fD42Hv3v1fJBYTDqjaJI1phcASiURyTLNgQnjLLbds3bq1ubl5x44dX/va14Dzzz8fuOOOO37/+9/X1tb+z//8z3/8x38c1TVoLmutrYBoY9+6Fa8Xr3d26WM6zfLl5PMMDlIo4PVSLFJdjddLLCba6uvrAQoFFIW2NtJpXnsNl4ulSzEayeeFtCgKVVVcfDErV9LfT+K3N5t05hcmH9vY163X4/XS34/fT0cH+/aRz2MysXEjTicuF6WMK+DzEY+Ty9HcTH8/qkogICZGAfk8er2wC4jHZzxwOloXY2kqhU4nPNh0OjEHYxZNTeUnMp2JCXy+ciO/3y9LZiQSyXHDgqVGPR7Pr3/96+lHtM3Purq65557bn7WoDl8lhLIPh9/+hPLl2O1ks+Tz5ejqESC5mZMJjZtYmyMxkYxdGnfPnQ6olHSabxeenvR68U4e02HqqrI5ykWSaVIpykW0emoriYU4rHHOO00/vO+prP/6dMvZe5+uO/201p+0tzMzp1Eo7hcLFpEdze9vbS0kEjg9c6wRdVynpEIdXWEQqLwdc0apqaIRMhm8XqxWIQlm2Y3+tZUuWY6ozXjKwq5HN3dWCwUi3R1MTWFTieGAJvN4geLhWgUm618EW26xYoV5SMeD0NDJBIHFGCJRCI5CLkc85kqrlxnGcBkmmGnOTHBokWiL0IzHdXIZIQHjd9PeztbtpDPU1vL1q3YbMK5+7zzWLWK00/n1FNZtYqTTqKzU3RfWCzC0dRgEOFabS2BAMuX89Wvoqr0/eSrBsX030OP/GHbrkQCj0dEeFYrej25nEhITvfaBqxWjEaRgWxuZu9eYjHq6sTAXm3cRHU1+/ZRVYXJNNutDSgWGRujtVX4y0xN0ddHXR2LFrFiBX4/q1dz0km0tAgNTiYZH2d4eHbac3ISj2f2u9bvF2lkiUQiOSKKxfkegFPRQmg0lnvSczlCIU46iUSCZHKGEE5PLS5ahMXCjh3CidvvJ5VCr6e5eT/xlt9POIzBQD6P01lOKvp8RCIUCnzlK5x+OsNdzUuTnypSeDZ2R08PgQCTk0xMCCObd71LDLWYFV1pIVomQyYjFF2vFxYBhQKZDE4n0Sh+P8nkjFH1JcbHcbmwWrFa2buXiQna2sTGp8sl3ogGA3Y7Xq8wnVmyBJ+PiQmKb5aUqqoYFDwL7TnmcrOPSyQSycFJpfbzeXVUkUIofh4dxefDbKaujpGRsrsKkEiU/Tl1Os48kw0bMBioqRE98q2t+1FBwGDA4yGRIJ2mqopMRgihNrkiGMRg4L77MBrpvvdrekz/1f9TW/NuberTCy+gKLS0UFUl2udn2bsoiuh/D4dFoOnziZm6tbVUVaEojI+zYgWTk/uJCPN5JiaoryeXY2yMcJiWlrIZm91OPr//6ROavJVenEAAu33GvAsNbb9TC69L5HJiVoam39o/baax9k8ikUiSyfkefVPRQqipV6EgvD21sMbnE7pSmr40a68rHKajg/FxtNaFUIimpgPeoqaGcFi4r003jtHiKuCUU/jylymGW2x7/qagFp6Y/E48TksLp54qJt1rFZinn86ePbN1xWrFZCISYWwMl0s0deTzVFfj9wt3mJoaLBaxQzkdbTZTLsfOnfj9VFdjNpelyGTCYNhPUUwohE4nakQ1Jib2Ew6WnvvkpHgNtTqjri76++nvZ8+e8r9t28S/rVvFiKtjjWBQkd3hEsm8oX1Xnk8qWgh5MygcGcHvF6UxikJ9PWNjGI2k0xQKYqagxvg4sRjvex9ANsvg4AFlQEML2rJZcjkxL0n7SPX5yqr29a9z8snEfvNVRTX8cvdPwuwbHcXvLycng0E6Oli0iN27RcxXurheTzwuZidVVVFVxdAQioLFwvg4dXWAiFynv7FyOYJBdDr27aOtjY4OQiExlUkLkU0msSk4Hc3mVJs2pal4JIJeXw6X9/vcg0FGRtixA2DFCpYvZ/lyTj65/O/UU8W/VauIRssSe+wQDuuOwVVJJCcqMiKcb7QGg6mpGXpWVUWhQLFIIkEigc0mesOnppiYYPFizGZOOol0mlRKdPIdhNpaYjHSaXy+cmRWU0MoJETRZOLhhzHGO9j6yVwx94f8Hfv24XQSi4khiIUCVistLTgcjIyUi1CsVtJpcjkMBrJZLBYxBDEaJZEgk0GzktHmHZYWmcmwZYtB8z7t7MTlEhPqjUYRO46MiKnFs3pIgkGMRurqsNkIhcjny1q7X1QVvZ4//Yl0ms5OmpsPUQam19PaSl9feQPyWCCfJ5lUIpETxR1AIjm20WYP5HLzOgCu0oXQZGJ4mNraGZt8ikJDA9Eo8Xh5gzCRoL+fRYtEG35dHdXVQpw0xToQbjdGI8EgLheKIgTJ4UBRyt7Wq1dzww2oL36NouE3ww9N5nsnJ7HZiMWIxbBYxHajTkdTkyjdjMfR6URfBIhRSjodLS3094uBTZp+a09nclKMZ9q8WXn1VUN9PZ2dZX9wbeaUZtg9OkoyKWptSqiq6BtxOMTJ4+PkcuzX50hratQGKzY0UFfHYbpHuVw4nWLc4zHC1BRWqxqJyLmMEsl8oE0OmFXSf7SpdCHUhjHN6kwAPB7sdkZHRcloJsPevbS1lXOkej1NTSxbRnU1+fwhEnqNjQwPi2nyY2MAikJjIz095XO++U06axax7a/zau53ie8MDOBwMDVFNIrViqKgKPj9BAKYzbzyCl1d9PayaROhENu3MzxMby9DQ+LLVH+/8HnR8PnIZgkE6O7WLNlUv3+GBZqioKpYLAwPiy5Ah4N0mnxenDA5icWC3Y7RiNtNLkdPT1lrpxMOs2OH2EldtIimpiNrrm9qIhSa7eyzgEQiVFcXtQYYiURytEkm0QoG53ObUAoh9fVlS5TptLczMkI0isVCTw/19WUHFg2/n6oq6utJpw+RHa2vJxwmk6GhgdKkjRUr6O0tf+sxm7n/fnQbbqFo+O/x+3eN92mDAHM50fOujRvctAmjkQsvxGJhyRIaGznzTNrbcblwuTAayWTEGPrpT0qvx+3m5ZcpFLDZlOXL829t0ykWxfzCjg5UlVQKo1FsExaLYi6jhsuFXs/AgOi1KD08EKCri/Fx0WihVRhpfRQlQT0kBgPNzWL08SzmX4redN5RPR5pGieRzAeaEJrNMiKcR+z2GZHTdDSP0GyW/n68Xvz+2SfodDQ3i9MOns2z2bDZGB/H7xfdFIDDQV0d3d3l0846i3UfWMz2jxbI3b/ru3v2kEiQz+N209dHVxeKwhlnYDLhcFBVxZYt+HyoKk4nRiPV1dTW0tzMsmXCT7xEOk0mQyikhb9qbW2xlJUFcjlR0ROLiZxtc7OoptGEcHISu70cDWu+qRaLqKzJZjULciIRmpro7MTpLF/cYNhPH8XB8Xoxm0XoXCKVmu8eWyAWw2rV8tIyOyqRzAcyIlwA7Pb9h4Ma7e2Ew5jN5WBoFtpjtXqZtzYbTD/N72d8XDS8lzoCtZkP0wOd226jtvtWivo/Jv9jS39/KsXwMIEAsRidnbS2lnf76uoYGqKqilRKDBku9USaTKhqOQhLp9mzh7o6VFU4ndrtqpZBLZ3gdpPNMjUl2jzsdtxupqZIJmeHg4DFwtQUbjejo+zbx86dFIt0drJ48eygWUNzmTkiFdFMeTSbco1Y7GCv8FEiEhGboJp/0LGWHR0aWugVSCRzipaL0vwjZUR4rOD309IiXLkPQnU1BsPsCGYWTidmM4EA9fXl8LG6WpvzJ0RCq1P9wieX0PXhopL96diXX309Gwpx+uk0NAjRNZux2wmFCIVYtIh4nHicTAa/f0Z6Vqv/BNJpdu/G7yeTYelShobweFRFKXvHgAjvMhkxOEL7ItbaSiRCNCoMaKa3zEciWK0MD7NjBw4HJ59Mc/PBymG073cHzx7PwmiksbH8ygDR6AxdnB80vdfweo+t7Ggqxfg40yN7ieR4J50WvVsyIjyGcDpZvvzQc/UUhfZ2ensPdo7FgtMpTK5TqbLFTEMDqRTBIPk8u3djs7F2LefxdQrGLt1jd8Xfk7L02u1YrWUZ0PoRx8dZsgSXi8FB9Hqqq2cojXZ+Msnu3TQ0EArR0oLZXC5KfqsQplLYbFgs5cyt1pU4NiYGa2gMD/Pyy7jdNDfjcuH3799VZxZac/0RoY2z0ApttM3LfP5ouc/s97KplLDv0fB6j0zLjzbBIA4HQ0MyYSs5cdDCQZAR4bGENkTicGhtJRQ6WO7OYkGnE/37ZjOhkDheVYXVKrYAnU7q68lm+dYXVix+8U+EFoWsr96w69SvPfrodCHUZueazdhstLQI5xqXS2woalithEL09NDSIoZFNDYSidDWxuSkArjdRKPiMzSVIpvF5RKFo9oXMZMJl0ukNEvR3vAw/f2cdBKrV+P1lk3jDonHQyZziJDurR/ora2MjZHJkEhgNs/4NjC37Lfot5QX1Zj/7Gg+T3+/MMBLJmeotaoSCtHaiskkzc0lJw7aBiFgNIpm7vlBCuHcoKXyprdDzEKLtGpqiMfLUyNAmJFqEaGWDFy8GJuNf//Gmr93vGHe89GiMfqdvX999nfXbd9V1hyDQeQqTSaqqxkbQ6fD5SqHLKrK7t20tAiR07K7qRSNjcRiZLMYjZhMomU+nSYWo7lZ2HNrEaH2DcBqLYtEIEA4jNFIS4soh9GKKg8HRSm7yh2IWGx2MkSzfu3vF3OpbLajJYT7LcOZmsLjmXFknmtHtTZWbcpVXx9bt7Jli5jMtXu3kMampv1PjpRIjkdKQggYjfMXFEohnDM6OhgYOOBXGE1gPB5UFVWlWBSxRTrN5CRtbRgMDA9TKNDWRrGIXs/qFa4H/vLRs8YeImcbqv7J+//zjGtu255OCx+y0mef5oMTCpU3sTR3mKoqdDomJ1m0CEUhncZgwGSiqopgUAeiHEZrzNAGS2kzC0uupFNTdHQII9apKYaG0Ono7RVTCQ0Gset5mGizOA7SR7HfutCaGopFBgZwOo9iRBiPz/4Pl8uRTs92j5vnbcJ4nKoqmprEYKzVq1mxgqYmXC5CIYxGdu/GaMTjKffkSCTHNdOFcD6zo1II5wytv+JAQY/RiKpSKIjJTVrqcmqKnh5WrkSno6aG118XgyzcbhFCpdPc/pF1t7X80Zldqvq6/i13VuNFP/nXf6Wjo6wZwzYDcgAAIABJREFUiiIqSB0OEUC8sqs359yrTeXt6BDGZuGwKJnxetVoVAFcLqamSKVIJND66202VFUkPLVJEfX1Yhripk1kMqTTVFeLdKjDgcMhSlgPB23mxkG22fYrhIpCUxMDAyI1epQKRzOZ2f/LTU0JJ6DpaPI/b9lRrZtlOlqHqMeD1cqppwofvoYGgsH5NimWSOacTAa9vjwOfT7rZaQQzhnaVMJ9+w5YvKBtv/l85PMoCqGQSIQ2NQlTU5dLRGMuF/k8dXVCOFd4V6//5Ma1tk9giofOW/e1jZ++7GOJ3l4SCYpFikpuX3Lzc5MPXv3UDZ975fzq73r/7KmO9zxy0o+3fsflKZQ+ScNhampIp7FayWYVVcVuJ5cjEhGrAmw20mlaWti3j6EhamowmUinef11UilOOgmXi9rashBqoxaPSBhKVY6FAqmUsG8dGmLfPnbsoK9vP6+eljQeGhLeqnNOLkexOPvKb82LasxbUKgNlZw1hFIjFBKeBk6nGPhcWytbKSTHPdPDQeY3IjQc+hTJYVNfz44dRCLC7XoWWnbUbqe+XswCbGgQW31aXvT00+ntxe0WXX3V1TidFIt4vUwMOh/+q5/ev/n873Vdnzv1wRcm/3f99z679JUdxubN3aEdueKM90uVxRdOBx8YvHn78//1aPXDHd4ObYyG1yt2E41GVVNEl4vdu6mpEd/CtMaM+nqCQbq7hffNli2cdhoGA7EYPT04HKKsy+kUnZFa8HQ49PUxMSHGECoKJlP5nzaqIpMhHp/Rjw/EYmI+RjSKXk8mc7jOpYeJ9q1z+ndPbWBWqW0mmy0Hhl4ve/bQ3DyXC9gv093eZxEMijpep5O+PoCaGrq6iMVmv3QSyXHELCE80p6rd4IUwrnE7cZkYnz8YEIItLTQ1cVZZ4nWQO1j127H6cTlEt7WLhexGIsXMzmJ38+OHeh0/FXLZ//mvWdd+tOP9LCjeMGXuoEACro255JT605d6V/tL5xqDJ7ygfMant3z21tf/+xr4y+dcvcp3/vz732g/kqPRzGbxce9ttlmteJ0sm8fp54qVmizicBCGzr46qtMTFBTIwo+t23D6cRmIxBg0SKsVopFXC4mJg5LGEIhAgHyeVpaxACp6aRS4qUbG5v9aR6NCg+5vXsxmYQn7xyifeucLoQlQxmNYFApRYcWC3r97BGVR4O35kU10mlR4gtacE8+j8Eggubly4/uqiSSo0cyOcP2We4RHq+YzXg8osn9rZSEUKv7KDXgj46KmCyXo7GRQIB0mkWL6O6mpYVQCIeDTIZAgKoq6g0rHvmzV6874/oLvFc2bP4h9/9RvSPS8Kvd/7f5F998/1dWWv6i3tGwYQNrPBf+6W+2XtTysXg2ftUzV/31Mx/ImEbNZvJ5ikUsFlWrOtFa+KuqyutPJHjjDX7zG9JpBgdxuTjttP/P3nuHSXZX16LrnMo5dlfHqs490z15JAECRYQIltAzQYCAZ8CAQERLl+BrzDXmYiPwfUYWxjb4CrgYZCTBSBgs0AWlkcaSZoQm9nSozl2dKudc5/2x95wKXZ1G0yMQvT4+vulWdeWz92/vvfZaaG/H1VdzC87lQjiMYhGCAIMBBgN71q+LoSH098NiQSpVZyklnUapBKsV//VfmJoqNyqJyKPXw2DgZcQLzpfJZqHXVyXCmr5oMilUOlJdHO7oysqYEAzCbi/7itCYEIDNBlGssqvcxjZ+v7CyItyeEf6+wmplM6OVkBMhgPZ2zM4CQDqNQABuN4dXMvybnYXVCocDCwswmzE5CZUKCgWCQczMYLBPf/eb7vrhO7/9o09/7K8+8GqH0XTkCK69Fp/4BCSJh5QuF2JL9v8xeO+P33afXet4cuE/L/3ewL+d/DcyN5ETIXVoSUdtfh6HD+O3v8ULL+A1r8EVV+DgQZhMaGpCLgeFAno9YjFYLDzeA2AyQaHginZthEIIh9HTUyWsU4l0GsUirycSH9LrZW9FOR80NbEQz3lgDQWWbLY8nZVvLG8QShLSaSGVquqObnUiLJWQSq06IKzUOicXMEJ7O+bnf7fcHLexjQ0il4MgVFmWqlQolS7S93k7EV5gkAtuIlGH1kGVPpFBHA4Ui5iYwNQUWluhUsFm4y37xkaWsW5pgceDaBRnzmDnTpRKOHkSbW08orPbIUm49FKcPo3bbkOphG9+EzffjJkZ6PVoauKU87qWtz/29jPXtd8YyUTee+i9n3nu5sVoiFqjpGhjteLIETz0EI4dg9mMV78aHR1oaUE4jFe/mg0Us1kUCmWTMKWS8woJkyqV67TyaamxpQUGA1pb6yfCWAwaDRoaIIpQq7F7N2w2TE/j+PGqm/X3szfWxiFJmJ6G17tqts7lYDKhUOCPJpWCIJQl5VIpSFKVR7FOV8e1+MKCBoQrVXBjMSiVVYrqckUIQK+H0biO1N82tvG7iZpykHDRisLtRHiBYTCgUIDVWmePgs479Lnq9XC5EIlgYoLnPeR0QSwSMn8wGKBQwOVCocAeTJJUttJVKtHUhPl5uFz45jdx993weBAI4BvfwJ134je/4b7ZkSMITru+e/3PvvW67xtUxodn7n/1j/b/fPSRmRk8+igmJ7G8jGgUV12FN78Ze/dCo2EP3t5eKJXo6MDiIgoFBAIwGODxwOeDw8GvzmBALge7vX4FLCMYRCSCri4AcDpZKWblbex2KJVoaMD8PAQBDgcGB6HTIZHA0BCCQUgSjEY4nRgf3+gKuSRhchLZLLq6MD1d/3RJ7Bv5o6npixIts6ag3HhRGImcz7pFIlF/QBgMVpWDAPR6/noQ2trg91+AyQp5cm1jGxcNdRPhRRsTbifCCwxBYMpMKFRneVzujur1SCahUGD3boyMIJlkYwoKr2YzbDYoFBgfx/792LsXR4+yH1Pl6rTFgkIBySQiEWg0+P738dnPwmzGM8/gj/4I73kPTp3C8jKefhpeLy43/L8PXPfCbuurApnFWx+/5Wj4l8vLaG3FNddgx45yF46kt7u6mJCi07FUKTVpTSaWsCFZL1o91OvrV8AEScLUFGw2zi60AF5TFBYKSKf5BmTZKGu/mc3YswetrfD7MT3N65Va7YYapKUSvF5IEnp6YLNBr6+zeC5JyOehVpe15WqU1aanEQoJmUzVC9x4IkwmMTW16fZOXaZMqYRotDzQlVHZHVWp+CTxIrG0tDnnrG1s40VCVhmtxHZF+HsMiwXJJGy2OkWhnAi1WpRKZXcLrxehEOz2sgZpUxMWF1lGhFbXDQbEYjxZJNCK+tAQe+SKIj7zGQwP4z3vQbGIX/0Kd9yB734Xzc3IZpHPo93Q882Dh9/svF2CdNf0+xo7l1tb0dBQFuCmwmLXrnIUVquh0cDlYsooAJMJWi0iEQ7u5F8IIB7nJmTNF5c8pDo6ypsAra3lVEegISUlY4cDuRxXUaSsRm+py8XhXqeD3c7soTVQLGJsDCoVurq4x0h1dg3XJpeDWs3arWRNlcvxyy+VMDmJ+Xm0thYVCmFld3Qj2/3JJESx6lNbF5KEVKpOIgyFYDKVuawyaJtQRlMTYrEX1bktFLC8jIWFbeW2bVw8bFeELzeYzUgk0NCAQKC2FKjky1itaGri25MxYTTKPBRJwswMGhrgcLAsWW8vurshSVw+ElIpmEw4cwYOB8xmXj1sbsYPfgCvF5/8JDQaHD6MD34QX/oSnnkGDgdecaniY31/c8B6VaSwdOfon2QyklbLWmsAwmFYLFWNQRoKknI3Pa7RSHQbztlGI4pFaDQIBjE7C58PXm85gJZKvAhf6X5staJUqhKRoTkcJUKdDkYjnyEqF+NyOZw5A7+f1+q7uuDzrcogJSsPg6EqAatUaGmpsnYCkM1yt5l2SyIRFpTJZjE8jFwOHR1wOiWgNrVskDuaSqGnB/H4JjaiSGF8JbF2ZV+UUDkmBCCKaGnZXOqtwcIC7Pba9sM2trF1IGOZlWtR2xXh7zEUCh6emUy1RWFlInS7y2wInQ47diCZRDyOYBBzc1Aqmc85O4vdu7lp4PEgn8fRo0ymGhuDywWdDgsL3HKUg35nJ+66C8PDePvbYbPhv/4Ln/gErr4a//RPSMQVt7X8s1XtPLzwywdm7yZvQhLbjERq5VQoEZZKaGnB/DzSaa4/ZAVtoxGpFFwunDmDZJI7q+PjnGxo26GtrSqsGwxQKsu1L4BIhAmohJYW+HxsvSQnwnyei+zZWXZLbmvD5GSdrmM+j9FRmM1oa6v9T04nFIqqD0Vez6fWKA0IYzEMD8Nu53JZp5MkSaoZ9W2kOyrru3Z0YGZmQ0smWGVxIpdj/+SV0OmqxoT0MiXpPKmt2SyLKrS2IhjcEimftbE9m/wDRN1yENsV4e87qMZqbsbSUlV/qTIR1nAClUr09sJqxZNPsgx3Po/xcbjdsFjYzlChYAPeo0dx+jTyeezfD60Ws7NwOus0zVQqfPSjOHsWX/0qmpsxMoI/+zN85CPKI7/s+OtLvgPgf5387ImlEwoFdDpEIkilajViKBEmEmhsREMDJid5x4P26OlVkARoKASXC34/8nkoFKw/vrDA/JdKkOshLSMSaEVSRnMzQiEefMovKp2GwwG3G21tGBnB3BxsNuh0tdJi2SxGRuBwoLW1/MtCoVyQud1s7UTI5TgRajRIp5FIIJXC1BS6utDUhESC0zbN4SqTLl23a3dH5b17oxEOB2Zm1rqxjLpMGXqLVrPGrBwTEtra+DCxWczP81YrsbEuvnLbBt+lbbycsFoi3K4If79hsSASAXUdKxmVSiUEYdXKQBDQ3c0q2Ok0vF40NnKJRgb3xGzs7MTMDJaWOGBpNPD54PHUuWfSF1Uq8bnPYXIS3/42urvh9+Oee7T/cNv/80rlrblS9paf3JLKpywWXp+vSc+UCONxpqjodDh+HGQUHA5zYigU4PejrY07adPT8HiQTGJoCMUinM7ajgfRWeWlC0kqc0AoNZrNUCoxM1OVlcm7I5NBUxN6epBO48wZnm7KSS6dxsgImpvhcvFvYjFMTOD0aczNcVOURp5ytJUrQuI3BQJIJLBzJ9dkySTnJPr/mu7oukVhpQBNSwuy2fUX3qkOrjsgrNsXJdR0R+k3avWm/evTacTjZXUPEhWq61G1RSB+8rbD4h8aVkuEdA6+CLPq7US4JaCklUyipQV+fxV9tLIorEGphIkJXHYZbwjodOWALouOFgrcK6DKZnmZLX/lykxGJoNCAQ4HD9I0GnzoQzh8GF/6UrG9veT14pm/+oYptXvIP/SZ//sZiwU+Xx2ZabWaiRg2G1IpnlnGYpwC43HEYlz72mwYHuZlj2gUnZ04exbJZJVmkgyDoexOTDqoOh3Gx/nQIAhoaYHXW06ExSKKRZhMfDw0GtHYiM5OLC5CkuD1ctk6Nga3Gw4H8nksLuL0aczOQq/Hrl0YGEA+z/NLepL06PKMMJdjJdW+Pt7qLRaRyfD1SbKfm02EdHnTeyUI6OrC3Nw6rR6Smqsp7uNxiGL9SEFYmQgBWK2blmqcm0Nzc7lHLQhobcXs7MVrV5K43fz8RtvI23h5YLVEiItVFG4nwq0CdUfVapa6liHT9FdidhYaDXp7UShgx46y6DPOMQNbW6FWY3gYra08e3v6aQgC+vowM1Nr10fa3zW/TCTw9reXDh2Kfv7z0Ku18e/9CAXtt45+68Hhh4ijUQNRRDrNOxKpFBIJTsCkpzo9jclJ7N7N2WVyEu3tsNvh8yEcZn24lQ1bAAYDBIHNnsiPd2qKl/cJtCIpXxv0EtJpPkPQizIaMTAApxOhEP7jP/DYY/B4IIqYmMDQEO8ODg6iqQlKJUQR3d1QqzE2hmIRHg/m5vhUodEgEsHwMPR6dHWV24+Vstd6vUTvXiXo6a1G2JEkpNOIRMrLDFotmppYJns11C0HV6PJyCDd15oUm04jHN5EDqMPopLWBMBqhVp98VYpqPfQ2LjdIL0YyOcxMvLSG3gVi6zXURcXZ0y4nQi3CtQdBdjMQT7hrlYRhkJIJODxsKwzWTXJoBaoRoPGRpw9i507uXgi1gxxMbTaqqAcDtcmQlIWdTikQkG47TbcdRfeee0u4dG/AfCe+z54+Ph8Xe0V4oiSO3wkgrY2ds+QJJw4gY4OmM1Qq6FSIRJhb41wmEuxPXvg9dbZpzQakU7DYkEwiLNnkUqhowNdXSgU+LJUq6v2EzIZZLNYXOSILL8ochW2WrG4iDNnMD2NxUVYrdi9Gx5P7RlTEODxwGzGyAgUCtjt7PqUyWBmpqqhSpD7ojhXEa5cjV+DO0ot7kikyizQ5YIkraU/sHKDkEhMK9cHa2A01j69cBh+/ybW+X0+tLbWGUNS0/virFKQol5TEzKZi+c88AeLdJrZ0au5qF4cpFLQ6Vadf9N0ZquxnQi3CkSyGBlBqcSqoYS6iZAUrru6uCtVt+dGRaHbjUgEkgSnE6dPw27Hjh3McyH1GfkO83kYjVCrUSpxKorHodfDYkE+j2IRDgf+8i/x7Dc+bfPfUNIG7p6/5fVvKD37bNWDShJv2pGmKLU6SyV0duL4cRYgBWA0IhSCVotcDhYLYjHOYZ2dsNvLJFIZKhVLqT3/PJaWcOAAd0Hlbl46XSXGRrVgdzempxGL8YRyagrDwxAE7N+PV78aOh06OtDXB7u9jjiZ/ARaWtDYiJERfqxUCpOT6OhAocBOyDIqizNRZPvGmuPzGt1Rnw/JJPr64HLB5yv/njq6q9WRKymjkQiMxioNxrqo6Y4SYdVoxNmz6/whgWrHuq4pOl0dDYStQC7HTXJB4LPd9iLjliKdhs3GAeQlLA3X6ItiuzX6+w7qWDocGB4GgFCIP86ViZBGg7KIKAC7vU5Ti4yZtFrYbPB6kc0y9aO5GW43wmEEAshmeSJF5SBB9rOl/XRBQGNjye+HSoVUCpdcIpz5m/9tRBM6njhp/F+XX44PfAB33ok778Tdd+Ob38Sjj+LQIdx/Px55BC+8gCefRD6PaBRdXUgmOQ2YTJidZT02Epoh/gtN+9TqOkIwhQK8Xuh0UKnKpZhcYMVi6O0tB99wGFotGhrQ2YkXXoDXi/FxaDTYtQvt7SgWoVCgr29VDmephNHRcmFKOgYTE9Dr+TBhNiMaRUND1SVX47VE7dyaMaHBgFKpTlaLxzE+jsFB1gNKJsuVmVqNtrb6FsSZDBSK2py3bl+UUJMISbN7717Mz6/PPZEk0g0o/6amiCd1oQvu+1GDeLw8FTYYYLVWHSC2ccFBYi4aTTlSvSRCtXUTofxlvjit0W0/wq2F0wmzGVNTiMUwPY2+PqjVbIkuVy0zMzAYqoIdcW2mp9HQUI7F1PsSBOzdi2PH4HLB42Fr8vZ27NiB55/Hnj3M76ARHUGeqJGxHwC7XaLWZaGATAa6UuNd13zvg4+9UbjuLxTzV373u69Y+0W94hW46y52Dz55EtdeC6MRc3PYv59HYg0NiMXKvQ6PByMjWFxkAYFSCTMziMfhckGjwSOPlEk6RIdJJlEooK8PQ0Nstre8jN5eRKOIRJhu2tUFq5UL6HAYViuSSQSD/BA1IBbu8DB6e3kUYbVCqcR//ifUaq56c7my7jmAdBoqVdWAU+6O1nQpnU7Mz6O7u/ybVAoTE3A4YLfza2lpwdwcduzgGzgciEZrcw/q9UVzOaRS9dcHa0BaRVS+49yAk+RhJyag0axlnhwIQK2uusHiIvJ5nrkCvNU6N4fe3vWfyXmj0mkEQGsrhoZWlV3dxotHJlNebXI62ec5GkVHxwW2/FwbqVTtZRuJlL8M2xXhywRqNfr60N+PEye4MJINcgEEAkil6hjb9vRAq8XUFM6cweIicjmIIp/T9+3D/DyWlzE4iM5ORKMIh3kHcXQUsRibRcjhg2aH5OBKJy9aopckFvmMRHDDjtd/4hWfKAn5xo+85y/+Ov65z+Fzn8PHP453vAO33IIbbsDb3oarr8YrXgGzGc8+izvuQLGI9nYkk5iYAMAUWYUCQ0Mwm5nDQhBFdhimVuTZs9zPJOcKmbcpPzGfjy0bjUZexIxEIIrw+eB2Y3AQe/Zgebnck6Tyl8rouojF0NgIlwsjI+WyplBgN4yRESws8LJmPs+F2krrXfpxpXRZUxPy+XLVlc3C60V7O9tEJJO8+VCz4e52IxispXqu7IuGQmw0uBFUbhPKz7+xETYbJidXredo3bMmJUejzKSQD+MNDdwJ2DpUCgkBUCjQ1larBLSNC4h0uuyyAnBpaLFgePji0aPo9Fb5NAAsLpbbZtsV4csKLhde+UqMjXE8ymS4UPP50N9fJ9KRMWFTE1IpZpRotQgE0N6OpiZYLGhp4dKkqwtjY+juZkbik0+it7eK90ETNVm3MxTCwoKo0cBgQDiMVArRKFpa8LXXfe3xySdOLp9YOnD7d278DsDGT93dmJ2FWg2vlzPZ5z+Pp5/Gbbfh7/4OdjvSaZw4AZsNajWsVt4LbGhg0waqZlQqdHdjbAwA3G7YbMxSEQTYbFWnfpsNL7yA3bsBsOu6SsXd3eZmFAosZNPRgaEhOJ08ATUaYbdjZKT+mx+Po7WVlxdHR9HVxQW3243mZoyN4bHH8OY3l+1BtNo6hQjNrkgWtfLzooHWyAjf/9gYmpuhVpc3LvJ5JJMc02X1H6USHg+mp7FzZ3ldIZFAS0vVgwaD6OhY77t1DtQdpaRLXF96PyMRtLfD68WOHXVmjUtLMJmqelN0ZhocRCCA4WF0dsJk4lWKuTnurl9w0JehphChGn1xEc3NF/4R/8CRzUKprFXyEwQ0NcFqxdQUwmF4POVD6haBknHlNyoe554ZgZ4hdYa2DtsV4cVDayucThiN8PmYCDAxgfb22tNQDfR6tLdjzx7eCBwbg9+Pxkbs21e+QXMzTp9GKMSNOFGs2t6jjBuLwWjE5CQWF4VIRCwU0NODZBI+HxsNahSae9/2I42o+9ff/utdz94FIJGAKCIQwJkzmJ1Ffz9aW/HKV+JnP4PDgaNH8ZGPIJ2G08kcUZIa7+jgUaXVWjWd0uvR2YmdO3l4KQjQ6bjIq5RbM5sRCHBcJnnuhQU4HEgmYTaXJ6zkbjg2hkCA75AS6kp6Ba0DUlaz2dDVBa8Xx4+jrQ2iCKMRg4NIpZjJKRfrKxMhWW2sHBMC0GrR2gqvF6OjcDjQ0MCdSVI+c7lYL1unq6LnWSwwmcrSLfLQVwaNPOva89aFrL6dTkOj4WxNi4x6PS+n1ijSkb52TfaVjy9OJzo6MDHBT5tsVbZo210+qNXA7cby8kug9HYxEQ4LF39vks7idaHVor8fJhPOnt3ycnzlgHBxkb+Q8ntyEYrC7UR48SCKcLmQzWLXLgSD7OewLi2eIAgoFHDwINxu7hlGozzhm5tjFqJWiz17YLXCZqtiGZCcjc8Hnw+CgB07JFFk1qhOx/xJwkDDwP+8/JsChE//8tOf/+WXTpzg6RHJvLW1oVCAWo1XvhL33Ye2Npw9i499DHNzPIKanUV7OzIZ9PYiHodCweqjMmjRQobBgMVFdHVVMYOyWV6uwDnz4elpLlkUivIWpk4HgwE2G44f5wCqUMBorNMdpcGbfFGRRk80yqNBlQpzc7juOmbN0f0XCigU6hxQ6vJlCA4HlpYQj3PtQlwV6k+SCoEkobWVzR1ltLcjkWC5mZV9UTkhbRDymLDG3Z4oSM3N0OkwOVn1JwsLsNlq67DKnGQ2Y8cOBALcomxvx8JCnX2YF4+avqgMlQrNzRty3fo9RTKJ2VkxFtuCKntN1PRFa0CloShuubJBTSJMJpHJwG4vU/xwUcaE24nwoqKhAakUFAo0N6O9vc5ocA2EQnA6YbFAr8fAADIZ/PKXOHECgoD+flx1FSwWZDK8/VYZrCUJgQBmZ9HZiY4OiCJUKon2FPv7MT5eVfp86JIPfOWS/6MQlHc++1f/4P34wUtKra2QJBafLBY5k+3ciZ/8hBtub3kLpqZw+eXw+zE+DlFEXx+USszNweFYq4DQ6xEIoKkJWm15+BSLoaWFlyjI3JHyt9xiJZUZIrlYLNBosLDAhU4l20VGLAa9ngeZAJaXIQi48krMzSEcxvIy1Gp0drIyDlWEqxE0VhsTApieRns7dDp+IVQRUiIkK6tYjBm/lZYOtOY/N4dUqg5TZrOJEOe6o/ToMuSlFLcbxWL5kJTLsb52JSSpir0JQKPBjh1s6EH7lxd8laJGYL0G1N54Wfoj5nIYH4fVKm3p8LUu6vr/1UCl2vJSrCYRLi7C5eJ2kTzV3q4IX24QRTQ1IRRCJgOHYxOzFho1FQpIJPDb32JqCpkMdu+GVguVivtgg4NYXGQ9a3mPIpPB8DDicfT3l6Mqee/hHAOikrJhMuG9e9/z47f8VKvUPjDzj7f9+r35Up66KIkEM0UBaLVQq/G977FEyxe/iN/8BqUSnnyS50mDg/B6YbUiGFzVljafhyBAqYTDUU5gNM+TFa71eqb/qFR8G7k7SrYb/f0sz0ZrcHUTYSpVntVRDarTweNBLIaTJ+F2Y3yctzVoYZG0tleCrtiVK+qzs8jl0NODri5MTyOd5oJSvh/ZaZL2ECqPt1ot73LUcCbz+XJHd+MgvkxNcCHnrFyOZd4iEU4qxO+tmRomEtBqa+cxlLCJRkFp9bxXKQqFOu5OxNFdY1fS7YbP93LTXSsW4fWiqQktLSWy87yY2EgiJIr71oGIAvLToEuPtI0q5UF+VypCQRCmVghDHTlyxL7Bvt42KuB0cktzI2cc8u3z+fDss/D74ffDaoXJhGuvhcWC1lZuW5EbkVaL3l427yXdUb8fIyNwOuFyVbVBikWWTIvH0dtbtXMtimhrw1t33Xjfmx82qsw/OvWjt/z4LfFMWq9HNMp2S8ePY3ISExMwGvGlL6GzE8EgPvEJSBIaGzkEW61wOjE9zZScuojFOLPabIjFUCxyZWC+ylvvAAAgAElEQVS1wmDg0kqpRDrNZoezs8jnq7qji4uw2djQamwMglAr2kJ9QkoM0SgmJsrUcLICNpvh9SKRQDbLBhGkCFM3A9FUv1Squiz9fsTj6O7miaPDgZER6PXsr0uJ0GZDNMosWdp4qYTNBoOBtYEq35zzoKWYTIhGyxKpBKqnqShUKtHTg/l5LC0hFqsV08HqszoATU1oa+NljDXEcdZAJIKhId7NqHnQ1cpBAllavhiTxd81SBImJ1k1lwjGdXWdtu7RaRCwNrZa1aVymA2wkQD9+DtUEUaj0eHh4eHhYQDj4+PD1XjsscfyL7MT2kWBIKC5GbHYqvN/8gyam8PZszh5EktLLLj8mtegtxednSw/RuZ81LYSBB5xeTywWDA9jWIRZ84gGER/P48hK0NqJiM0NSESQSSC3buxsFCn3bfHfPVP3vybBn3Dz0d//oXhNyTysUiE2SJNTThwAAMD6O5Geztuvx0DA5ifx+234/RpjI3xvfX0YGkJavWqAk6hEFsdKRQwmRAOI5nkcoTKjmSSRdQCAezYgYYGnkfSW6dQcA+TCh27HQoFxsfxwguYnGQrxEAACwv8e7JnkqP8/Dw0Glx2GT8QMWMzGUxOrloRAjyqrHy7iHNbaaYYjyOTQSZT3kQkkRdKRY2NrNpaCZqeVmaX8+iL4tw5WqGozaDEHSVoNOjqwrFj/I7VgE4nq8FmQ18fYrFN2zMVi5iawtwcL4DWdAJXGxBWorkZ6fQ6+xt0nPq9gM+HUqk8HJHNsS8OqMWy7lqOSrW1FWFl6yKXQyRS3mu8yDPCtRiphw4dev/730//vu6662r+q0qluv3227fqeb2sQQHI7y8HZZpL0f9IGs1oRHs7szPCYdjt5eMbzYFcLnZ7UCjQ0YHlZYyMoK0NdjuCQTz7LIxGHDgAvx/JJEQRwSASifIRz+HA2BhUKrjdGBvDwgJ6eqqeZDyOK7oveeL9T7z2e9efjD751p9d+61XP+wsNAwOYnkZBgMzUBQK5PO4+2785V/iyBF84xvo7+fBGImDUPxduZYHIBSC241kEnY77Hb4/TAaOSCSplcyifl5uFyw26HRoKkJQ0Mgpg+ATAZqNUd8QYDDAaMRLhdUKoTDGB9HOIzpaWi10Ghw5gz27SvTI/N5zM1hzx4oFDCbWW3A50Mmg6Eh9lwkT12lEsmkSK1gAAYDD2LlbkgmU3WypmdCjk6VL9nhYE9BUeQ9BHm/nt6fwUEsLfEbK0mIxTY3QpahVNbpRZtMmJwsc9AVivq0+HweudxaelcAdDr09eHxx2vXSNZAPI6pKVgsGBhg/kUwWFb3liQkk+jqWudORBFuN6amMDi46uMuL3OPeqtJ/y8SgQCiUT7CEsxmibhmKxGP85j5AmIjfVEAanX9ifiFQmUiXF6Gw1HuySsUEEUWiLgIcqNrfZHf9773SZIkSRKAyclJqRq5XO6rX/0q3VLYisWily8EAW43ZmawvIyJCZw8iZERRKPQ6dDVhX370NODpiaudbBCZMtkQizGRE2ZQdDYiK4unqO0teH669HZyV6AsRhUKhb9GhnBmTOCRiMZjQgGmdMoisywkEEjRp0OO507f3DNU12WvjPh5z9w+MqRxVmnE11dmJyESsXFXD4Ptxs//jGuuQaBAD75STidcDoRjWJqCsUistk6lJlikdfm6HGtVm6B0uGAMvfJk+jqQlcXH5ZFEe3tCAT4qEiORTRZSadx/Di8XgCIxeDx4PLLcdNNaGvDJZdArebJpYyZGRiNMJt5RaGjA3v2oLsbfX1wu1nBtbMTDQ0wmZBKCcEg/3ENX0aSkM/XBqlCAV1dbGchw2JhPViAk2jlODOR4M2TiQnk8zyoW1dftC5Esc60SRRhNpeLwoUFdHfX6cVtsB9LKxkbWWkolTA3h8lJeDzcwQZgNlctutCLXVmbrgSZLK4RmslZenh4E1LjFx+JBObn0dNT9ZJpS7Xu5NXvX8ft6zywwUR40SrCQgHBYG2jXu6OUlLcCq6yjA2d6CRJ6tj4Wu82NoCmJtaotFjQ3489e9DVhcbGOt9OCouVasiyqmRTE5aWylHPaMSOHVAq4fPxjEqt5mza0QG3m7U6u7ullpYSAEmCIEChgMUClaqKwiAPinI5OJWeR9/7ZJd+33h0+J2PvGY+N2I0oqUFi4uIx7mA0OlQLOIXv8DBg1hYwE03QafDwAC6upDPY2YGJ0/WNjfIuJjyX6nEbr0TE8hmEY3i7Fm22igW4XZDreYdA9q98/l46dti4buld3LXLuzaBY0GDgf0ekxOQqmEyYQrr8SBA1xt00NnMjCbodFUibK2tyObRT7PxBydDhYLHA5otZKcyCkH0HPGuRZTZeago2tLCwsLyBBFWCzliEYO8rKzcS4HnQ5mMxoaMDGBSOR8+qIEQajfHpSr82wW8Tg8Hm47VyIaXUuJTYZKBa12fcNeUhHK5TAwUHW3tOgi//lG+qIy1hgXFQooldDWxueJdT2QXxJks5iYQGdnnQqvbneU3D0veCJcY4mwEltaipHsAz2N5WVYrbUnv8ox4VZ3R7dZoy8NtFo0NsLjgcOxTtMjFILVWtULokZcNgudDnp91QWvUmHfPigUOHsWy8s4fRqjo8yMCAYxNgafD0tLwvS0mM1Cr+c4KPN36KydTJZjE0XkFrPrL1ofe0XzqxfTM1d//8pPPvzJfxr68iOB//3g2f94zvdc0TBXErNkCnHoEJqa8NxzeO97USqhtRWNjbjiCoRCePJJvPBCuSgJBlk8TKvlssxiYZ2XRx5h4/hSCcvLaGxEc3OZKNHRwTNUq5XNoXDObAEV/MxkktVeenuhVMJuRzaLVArFImZm0N6OUombqJXq5E4nv7FLS+ULLxoVlpYEOnzQgFap5Oe8knFATWDysqiZaTkc5Q/LaIRez9NTedIJoLmZ5WnOLxEWixCE+lHDYuE6bGEBjY3cE658eisXJ9aA1VqHoFt5VwsLLLLT1VVHE6TSNHjjD4o1A6JcXpjN6O/H4uLvHLmGhOZbWuon/rqJMBiE1VrH9uRFYu0lQhlUEW4RnZVGG2Rr4/fX4W1Vjgm3mi+zLbH20kCtRqHAtglrIxisMzkwmRCJwOViWbXKTQxyBLTb0drK/Ra7HW43mpoQDqOrC7mcdPQoKz5HIigW0dAArxd79mBhAQ0NGB9HPI62NgAslhaPo9FsvefSRz5x+G2Pzj5893N31zyfT38bFrW95cmmJqOr55MDsZ9f8pPDl/zFX+78qy8qFhbQ0YFLL8VTT6FQQCyGgwfZton6vVQcxOOYm0OpBKcTBw4gk8EzzyAQwNwcdu+G04mRERbTUavR2spi34kEW8mQrLbbDbMZ2SyyWbY5vPRSHhfJiTASYbNZlYqTaGUD0+lkKbueHszMoLcXuRxKJZhMOH0ar3oVv8MyszSTqT3HUDhOJmEyobkZExPo64Mk8fpjIICZGSiVvLN/9Ch6ehCNQqtFMMjjkKYmnDgBOqmsBP0hadYUi7U+umTtptEgHq99YlSH0XRq1y4Ui1yhyveQTPLbshGsYcRYKMDrVTgcGBhY9d5oPVSSuCzYuHoOvbS6qBw4aTTo78fEBLxedHZuqO+61ZAkTEwwm7ouqCNSoyUWCMDjgULB1/uFeiYk70nEZtl9eiVou6lQOM8u/dqQPy+/HyZTncSs1ZZ5dltdEW4nwpcMpI3Z2blWj4KULVeeH10uVvMipzoyo5fh8SASgd/P3Ta6fnS68h601SpNT+PAAc5MJhP7wC0uYmyM/cEpRCaT7AJotyMV1f/05od+NX1oMbG4lFyaj8+PL/jHlxdy6sVIzh/NhaKB0NnAEPAYrgeux1dzhgf+v/2vcl96efySFlyi0fQ2NAhGI8bH0d2NUAgdHbxINDaGHTtYK4AScKGA9na4XEgmucd49iwGB9lSo6EBo6O8BEI1VijEFzO9mcPDmJ/nbjDBZkOhgKUlKBQYGEAiUdsXJWQy6O9nm8NCAeEwikUYjVJvb+mRR7CwgOZm6PW88EQ6QTUfXzLJVFiivTidvIdOuo4qFfx+tLSwPFCpBElCqcT7f7Ttt7gIpRJPPIEdO6DXo1jkFVL6nygykUepRDzObe3KRzcYoNWy1XsNrFb+yoXD8Pn4QWXOyxqLEytBtsZ1EQwKarW0tk8FNVdpeU6v3yjpBms261KpskYSAKUSvb2YncXIyIboM7kcstlNNGk3i9lZiGKtml0laDoQi5V5WDTppO8JscYuCGhpgYRzyaTaZILFArO5TsKjnfqtS4SShOXlKvMWGVQR0gRHo9laF7DtRPiSweNBMIjRUTQ1rfoVDwbra7DpdLDb4fPB40FTE3y+qoBOvnrd3ThyhDVfSIGFihsAJpN09ix7HtF2IEVVMjxqa8PevQgGsbzMLTsKkeEwLEbVzYM3yw905Ah7RcXjGLxseXzRr7D6fvH88aHIsePLxwLqSW/uKa/3qR94AcCksrj9B9+9+90fu/wDw8OIxZDP49QpKBQgAs7Jk2WBaUpRs7MwmeDxwOPBwgLOnkWpBLebF0Xm5tDTwy3KYJAVPg0GSBKOHMHrX8+ywgSSRDlxAjfdBIUCuRwnwhqyYiLBUi9eLw4cwOQkdDqYTJJGg927eUHQYGBZVwCZTFXwxbnLmzaiALS0VMW+lhaMj5fFXMxmnD4NAN3d5VO5RsOuUgsLXLwqleXkV3l4HxurNWlKpWCzQa+vL/5iMGBiguNddzfm5xEKcTYFEI1ugqdqNHI7feVBPhiE07l+N41WG0Vxc7ln7URYk2aIlRYIYGQEXV3r1J2hEObnYTCwqP2FxdISkkn0969DRKLuqHzJBwJ8mqFLVfbYepGQPzXqprS1IRbjlRiVCmYzLJZyr37rdupprh8MQqut3/ygMx9dqmp1uZe+FdieEb6UcDiwcyciEYyO1rm8JancP1yJlhbEYkgmYbFwrpJhNvMR22JBdzeyWZw+zZ23c3xLgdxiaaOLvmfBILJZWCzw+2Gzob8fy8uIx5m9TQv7NaDG6cAAJifRaGhsVgy+ruv6P7vss5/vvm/5LyZuS/jxbw+rn/ryKyw3tZpa4/nomdSj//3ZP/3ko+8rKdInTyIYRHc3Bgeh0SAU4nUFAiXCWIxF6QAe9QEYGUE8DpsNJhNCIRSLSKeRTsPhQCSCfJ5zs1ZbW9+IIrJZjobZLDNKaq5AGteRuRWt9k9MwGiU6A03mVj0kkJDLlebCWhUqVTWXxfBuTVEmdNIw8tKqdVSiXczOjrQ3Ixsln2DycG4JoxWsgkIJK5G5/0aVmexiFOnkM9Dp8OOHTAa2err1Ck25JLfnI1AjqQ1SKWY+7Mu6Lu3qQEhziXClVMrqpvrjtudTrjd8HrXGmoCiESYrT0/j6EhBIMXcjZGNN11C1+LBbEYPy65j9HlLwhr9aI3C5miQv9QqeBwoLMTe/ZwG3Z+HidOwOuF37+FfBn5yFjXQ5Qgf8O3eka4nQhfYpBbodmMs2drL1RaqFiNSqNQoLUVMzOQJLhctdbSzc2Yn0exCJMJXV0s/uLzMTU0GhXI1F6lglrNPaXxcVit8HiQz8Nkgiiy9O3Jk3wgXTkMy2ZZyrmxEadPcwKgkcPyMj78HudNg2/I/foLc3/34LFb5ubvmP/KK/9FDcP3T3z/ll+/2r13Qo4LRiMWF8ulFW1liCK7F9FJ0OPhfUoyOs7l0NrK2yMLC9Bq2eThhRfgdMJqreUiEs/TZCqTXNLp2mqbNj30elitaGnB0BAsFqTTyOcFepJaLRwOlp+mGloWXyVQ/ltp6lsJmc4jf45k7UsgZVSaadFntAZrnOSBZJB5DX1MshMFgXZRgkFce225zSWK2L8fsRjGxxGN1m6YrA2FAgZDnUN6MEjSd+JqunoyaEZFKg0bB02tVtYoFNNXe/4WC/r6MD+/KpWUBO2oQ7hzJ9ra4PfjzBkEAhcgHZKZ6EaKOZJLpA8uFILFUv4W2WwXPhHWSPEJAjMM+vuxezccDpb53YqKMJuFQsHS/Gu0BGShta1eJdxOhC89SKulpwcLC5iYKHPfa9YHV4IW88mHKJerCnwWC0QR0SiHVKMR/f3o6MDMDEZHhXSaE6EkMX+PchjNtGw2rlp0OvT3syEizRUqEQpBr4fDwe3EXI5d17NZBIM4cQKdnbj3XrzylfD58Md/DKui+Q0NH/5v5mMdhoHx1AufGd9/qnBofJx1yJaWyv0oKgejUajVaG7maKtWw+NhEYDBQUxOsqRLJAKfD04ndDpMTCAUwqWXolhENFqWScvlMD2N/n4Ui5w5SHqtZkAoZ3GNBs3NbDTf3Y25OZGiocOBQgENDRwfg8FVmTJrlFY1JWAigb4+hEL88VUKu9DGxRp1TE0irIxr8o5NOo2RESwvw2TC4CCam9l5g6DT8dIIeaFsCjUZHed6GCoVikWh5mRWF0olT4A2hboxcaWbTw10OrS1rZpLiB1dsd6OHTuYn3z6NJaXV9XL3Qg2uKtAkLmjcl+UIHdHXzzk57PGNqFCAZuN6/6tyEAbKQdRQRwVRV5Z3iK8NIkwHA7feOONdrv9zW9+c7j6u/nwww8PDAxYrdaBgYFHHnnkJXl6LwkMBuzcCZUKQ0NIJFAoIB6vnT+tRHs7V34uV638I7UKK8+zLhfa2+F0SnZ7iVoipKMdiSAcZhNgGqsAzK7M5dDUBJ0Ofn/tt5B04snpwuGAQgFJwuHDOHECc3NIJuH1YmwMX/saXC488wxuvBGZDPa27njk5mf2a96WyMfe+x9v/e7s50fHSsUiYrFy8iDuTzAIoxEWC8+iAPT2clHr8aC3l3VByWvX4WB/CYcDLhfSaYgiBAHRKLxe3kokCijlG2oIr+S5UO6kzY2BARw7BrcbSiUHUDJUamjgAW04XH93Yu1EqFaXTSpKJR7yud2YnkapVKusRllzNWi1zD2ufHQCiY7OzmJsDA4H+vqQTMLlgkYDlapqJ91qhd2OZBKBwObCfaVsG4F6GOk01GrJ71+f5ieLBG0Kdbtk6yZCAEYjEon6FV40Wudao+5xZydiMa4Ozw8b3FUgUCKkPZ/Ko8mF6o6WStxDpst5bRaMRsM95wsOeoHF4joh7qKtEm4oEb7uda+75557wqt/CNIm2wd33nmnx+NZWFhwu91f+9rX5N8Xi8Vbbrnl7rvvDoVCf/3Xfy0LvP2BgJRT2tsxMcGNynVp3zoddzDIurZyZiOKbJJXeWPqB9JCPZ3o9XreNG9o4OhMD0oRmU7KxFghOVMCcb0aG7kT6HRicZGnU4ODuPJKdHRg717s3ImDB3H//dDr8Zvf4N57USyikDT9N/d9dwx+QyEqvnHszk8eu+65M8vEn8S5vijNLOlEbLXi2DHcfDP27cO//Avuv5/nf9TFBeD1lgcqej3bPoTDOHMGVHEKAiIRbsIsLzNXdiULSZYYJV3vjg4Wu3E4SqGQAEClYk3Uvj62DqiMI7Iv/GouTjLkWoref1GE1cpmgYJQFTTlbZA1vgByUVhpQyiKmJpCIoGBATid8PuZMIXqHT4AFguWltDRAZ0OXu8mciHVKJVRkrhdgQCSSaHSc3g1EFd5s6a751cRAiiVoFBU1dDy00gkVh1VUjr0eGqnDxvHBmVcCMQTnp+vQ/q9IN1ROStv5B2j9vVWVISZDGKxdcpBnLsSKTJs6ZhwQ6zRQqHwoQ996KMf/egb3/jGd73rXTfccINh41P1ejh06NBDDz2k0Wg+/vGP33TTTX/7t38rP9APf/jDa6+9NpFIaDQa6+qnhfn5+ePHj9O/I5GIwWBQqVRqtbp3bdb27wMMBvT0YHpaMJuljZzFnE4MDQkWi2SzwecTPB4+lIRCQk+PdOKEmE6XaNIgCMhmhXQ6TzAaMTcnNDVJ0ajgckn5vCAISCQkYioXCoJSKQWDQmOjtLQkdHZKoZBw6hT6+iSyZMpmRaOxVChApRKKRWlmRnHZZcVXvEIAIEm0+SQRQbGnB5/6lOLrXxf/8R8RDpf0+pLFIry/42OXtO3+9FO3HJ57bDRwyYet97U/f4nNBkGA0SiFQigWBa0WMzPSF76g+OEPeeY0PY3//E9861u46irpDW8o3XxzKZEQAgHx4YcllwtdXZLfT04UYjotGY2STgeTCVartLws+P2S3S4EAohGpWRSNBpLK3RVhLY2KZ+HKCKREMJhadcu4cQJ4dJLc35/gdbsLBYsLgq9vZLdLszOCgsLJfliTqWgUAi5nJROCwrFWp+d0YipKUGhkEIhoauLb9ncjMOHhdZW5PNS9Y2F5WVptZChUgnRqEShLRoVWlok2oD2eoWuLuRyKBalYhHz80JvLz+QwYDxccHl4kfRarG4KPT0oK1Nmp0Vzp5Fd7e0kcU7pRLFohiNlqiELRQQDgtOp5RKFR2OfDRakCQEg9JqCSaXQyYj2O0IBKSNLwYsLPDXuPJdKpWQTK7zngPUIBFCIalmXBcOQ6sVMhkpn1+1lNdqkUoJuZx0HmqSiYRgta713Oh6FM/NzHU6YWICr3lN7Z9otUgmhWSy9vlvCrEYVCohn5fkf6xxY1FEJiOk07XfyRcPv18AYDKtH+JEUYjHJZ0OoigkEpLJxG/Xxi0flErluiKgG0qEjz322PLy8qFDhx544IF3v/vdGo3mpptuete73vX6179efV6fic/n83g8AKgulH+v0Wje9KY3JRIJs9ksCMJTTz1V98+LxeK9994rN06LxaIoioIgNDc333fffefxfH4H0dDAjbKNwGQShobErq7ixIRSry/QZzI/r+ztLUiSenS00NrK5/x8XrG8nJGkuFKppB9Pn4ZKJWQyUiYjGI2luTk4naWlJVEUEQqVlpeVNlvB71c2NBT0eoVWKx0/LnZ3F/1+oVhUZLP5bBbFonj0qMJiESKRQktLaXRUmcvBapV8PkmSSrGYMDenuOmmklKp/fKX9T/8oXjokPDGN+b+/M+TbYX99133f29/5gPPLx3728Wrp57++vv3vHdyUnHllblQSIjFFH//9+p77tEmk4JSife/P33jjbn779c8+qh6YUF88EHhwQcVn/qUuGdPUaksZjLFN74xNzyMsTGF213SakWNptTentNqJYCEC4SZGVGlQiikHBsrFAqKfD5X+fZmMkImIyaTRQCShHBYKQgllwvBoGJoKGOzCdPTqsbGEoBwWOn3FwsF0WBQTE7C4chbLBKAYFAsFjE/LxWLYiy2VstPkrCwoAoEsHdvPp+v/JSVPh8aGwuVly09c52u/h0WCmI0Kmi1xVwOyaQylSoAmJsT83mhs7M4NaXweiWFApIkZLNFubJMJhWLiyWdTjr3ozoeL0SjJbMZ8bj4298KXV3F1cg+la8ik1EvLBSAEr18URSWl0uJBNzuiCSJ0ah49qzU31+sG4VCIQEQBaE0NydqtRvqkPp8YiAgWixSqQSzufwn6bSQy4nx+Dp3srwsJhJCNovKN7NYxJkzynwei4tQqaT+/lXvJJNRBoOF89ioCwSUDQ2FNUhPsVisWCzKsTQaFRMJRSpVJ9CLomJ2VnI6z39i6feLKhWi0ZLfrzAaS9HoWhkumxVCITGfF4LBwrrfh41DkjA1pdq1qxiLrf9CCgXF0lLJZpOyWTGZhF5fyuVyiURCueEnZLVa173xRu+rsbHx1ltvvfXWWwOBwEMPPfTAAw+85S1vMZlMb33rW9/1rnddddVVis2IN0iSRClakqTiiimB0WhMJBJ33XXXpz71qaNHj678c4VCcccdd3zuc5+jH4PBoMlkOr+U/PKA08lFWE8Pq40kk2hoQEsLdu+G34+9e/mWySSUypxWq3Y4HADyeZw4gSuuwNgYzGZudlGzzu1m/W6djpXSaOOwuRmLi0in0dvL3ZvFRahUuOwyFIsoFDAwgKNH4XKBRNd8Phw8iFwODgf6+/H1r+PECeEnP9E8+KDmjW/EDTfY7rnyqc8//umH/f/8g8gn07On36S8+9gx029+g5/+lPuHf/RH+OhHsWePzuXSeTz48z9nfe0HH8TJk8LRo0oAzzyjOnZM+5Wv4KabMDoKp5MdLeTmj92ORAKNjZibQzyOrq7a1pPfj7a28i+dThSL6OiAw4Hf/EYcGNBEo2r6r93dKBbR1oZgEB0dSCTQ1MSjQbsd+TwNYlf9sPJ5jI+jvR1abZU7fKGAxkaYTMjnq/bhnE4eoNZtr+n1mJqC04lwGK2tcDoRDEKlwu7drCJ75gxSKQwOVvXBOjogivwki0V2p6IfyfYvHC7vq6yBtrby/ZAcTzgMqzXf0gKn006O0JJUljWoRCLBEoPED1o7wUgSZmag0WDfPvh8TLWVEQjwa18bkQhzIImDFo8jFEIkglQKl12GhgacOQO9ftWGIX06m7VKpm/+2iWvKIoGg0FzjnlFQwfirNVApcLi4vqvdA2Ew2hs5H54e/s6PdtiEaEQ1GqYzZsj964NEibs7NzQug61Q51OqNX82nO5nEajcazNJNwkNkeWkSTJ7/cHg8F4PF4qlRKJxDPPPPPa1762v7//2Wef3fj9tLS0zM7OAvD5fK2trfLvJyYmKL0ZDIY//dM/PVvpGLuNNeF2Y36ePZjy+bJKSFMTMplyzaHTIZMpn89pJYsEaPJ5KJUIhXDqFMJhGI08JpQ3vWg2Q3O4s2f52iZCncPBAXRxkYf8gQASCYyO8ted2Py33IKnn8a7343rr4dSiZ//HB/5CK6/VnPJ4j/9w7Xf04i6Bya/fefitf/j64v/+q8IhXDgAB56CP/4j2hqwsmTeO456PW8on7VVfjAB3D//bj1Vhw4AI0Gw8N43/swOQmLBVYrZmerLC+IgUnGLvPzvO1eiRozXlIT1evJBKo0PS3MzjL53unkrUdCRwfGx5HNbogpk05jeBhmM/burSUBksSPx4NAoHaOtZKfKUOnY7QudaQAACAASURBVKsQ+dHn5tDdDYWCu4haLcLh2ihWyXOJxdDcjEqHdPL/qruSXwN5akWvxWQqS8iSSSSAqan6GyD0egWhVvJ0JUicLJ9HXx/sdhSLtQYUGxl3AUinkc2y4OepU6xN73ajpweNjeyftYZU9/kx+DfFlKHbE/etrqa52YxM5kWxV2hgWSqxytraoM+RnLMuIJJJCMJGM+vFWSXcUCLM5/OPP/747bff3tvbOzAw8JWvfKW9vf1HP/pRIBA4derU5OTkvn377rjjjo0/6o033njPPfdIknTPPffcdNNNAB5//HEALS0t3/72tw8fPixJ0o9//OP9+/ef14v6QwStuC0tsbGfnAgNhqqgVsnCIidMj4eP5ORFl88jHkcshnCYfy/flRwI7HbWo4rFsLiI/n5mYE5OMi+jowMLC1hYYKsjAEolc1jyeezciQ9+EOPj+LM/Q3Mzlpbw5S/jv7/pT67wHtZk2kfST49efWnD3mN33IEHHsANN8Djwf79aG2FICAQQCiEEydw6hR27MCll+K66/DP/4yjR/Ge9yAexzvfie9/nx2UhodZ0JJgt3OCoQ2tGtQwXEhWShBYw5qInceOYXqar+Fkkg/sOh1aWjAywjqfayTCcBijo2hvR0tLHRIgHTuUSrS1YWqqity4RiKkVJdOI5WCSoWJCbjd0GpRKmFxEcPDSKfR2Fhrg0Wy4NQpJSkT+nRkNDezvNzasFpZyFuWQKqUgNBo0N3Npsc1yGR4TQXnJGZWQ7GIsTGIIi+kU7qKx6uS60YSITGk6GuZSqG/Hzt3orGRZSUIZCS5Gl3o/BLhpnYnAAQCcDjqeBcTBKHKw2SzIIMOEtYg1YW14ffzd+nCZqBwuGpZZW3IIWs1LYULgg0lwsbGxmuuuea+++67/vrrf/WrX/n9/nvvvfcd73iH2WwG0NHR8dnPfnZT1dsXv/jFkydPtre3nzlz5gtf+AKAa665BoBWqz106NCnP/1ph8Px7//+79/5znfO60X9gYLO9QYDm7NTWCcnJnkQVUnSm5tDYyMaGzkx5PNs4atQYO9ejI5y2iBqHyoCQTiMzk4sL+PMGXR1QaOB0YiZGZhMMBjYOSyVgiRV9btkXrjLhUgEMzP4zGcwPIy77sKrXoVkEr/+Pwez//Bb5dzVMM9F3/qahtd9H8DICO8jm82QJAQC+NnPsHcvDh7kxUHS4BYE/OAH+MY3oFDggQfw/vdDENDcjEyG1bdxjoGpVPIdVoJkPCsPyLKcFakdDg8LlFxFEUNDbC1L72cyyVLdfj9SKVaWWYnlZczNobe3KuzOzGBsDIuLSCTKixPkQlzpiqXTVenR1IC2CZNJLC3xGijA3VSVCnNz8HgwP18by2w2Tq500KmxPiCprXWdjGQXPcp/VM2YzeVY5XCgvR2jo1U13NJSlaCMbIuxEoUCxsa4jSbHTZsNmUwVgXkjtEwyg2xtRW8vDIbyAiitCRHUauj1q5an51eRbIoyWiohFILTyR9H3aC/Ke4o6bzLkLPyRo4OkoT5ed71vLAV4UqN3zVAmx7k1FZXS+GCYEOJ8LbbbnvuuedmZma+9a1vXX/99SuncXv27Dlz5szGH9Vqtf7iF7+Ym5v72c9+ZrFYULGAcfXVVz///POhUOjIkSM7Kj28t7EeFAq0tWFpqZyQCOQUT0UhxWjKebRYRkpm1DmkwGc0orERDQ1Ip1makiAnQtogpHGLnOqWltDfD7+fWKys5UG7fQSzGbEYEgmiMgJAczMSCbz1rXjiCfz0p3j3u/Ghdzunv/x/39n5iVwp+/ln3vfVM7dq9YVjxzA+Dp8Pp06howN/8icwGJDNIhLB1BRcLlgsLKP6qU/h/vvhcOCJJ/ChD+HUKXR2wuXiZENFWDpdx7Fv5cKDLDTs86GtrWQ0YmqKR0Q7d0Kvx+nTyOUgCBziLRZYLBgerjNDkiRMTSEUYhFtGbSCSRsIw8OYnGSv5kwGbjenVRly3loJnQ6RCAIB1gEgUFotFLBvH2ZnoddjZqbqr6iLnkpBoYBGU8cDqKGhjp3yyocGsLwMhYLPBEBtQdzZCb0eQ0P8YyqF+XmEw+UlORKpWdkJzOUwMgKzmRdbZVBDVfagIEvIdSkKVFW4XCiVytuEqRQbgclwOFbdF1yjIiwU8Nvf4vhxnD6NoSGMjMDr5Q90agrRKPz+DZUypLNDJiQqVZ1ND2yyOzozU7VAJfdpN5Kek0kWoLjgGxQkEbVBUOeAju9b1x3dUCL8yle+cumll4riqjfWarVN666EbGPrYbNxRVLZ+tPr+VhXURQKs7NobeX6z2jkJbxwmD35FApkMjhwAFNTVQutlMNCIaRSaGrCjh0YH0ehgEAAFgtcLh4Nkkhbby/C4XLXi+wPT5yAVstGS2SKRESJ174WH/sYvvQlxKPKj3b8wx19/6IUVN9+/tvvffiGgirs9SIcxmtfiz17YLdj507WCKa6TacrSzHt3o0nnsCePZidxQc+gO98Bw4HWlpw7BjvEReLEMU6Ep2V4ZviBZnUJJNwOEp795YoyZFka0cHO7x7vVy6UbeNusoyJAl+P44fhyShr68OH4SiUns7mptx8CBsNqTTrABQLOL48fJlT59O3WCq12N8HJJUliwHWLJSoUB7Ozo7kUzWGp0bDBAELCzwQWel6bzRCFFcx31XrYZGg9lZjmuRCHS6Wi0xhQIHD8Ln4z08Sudzc1Xb4is7gZkMRkbgdNa3a2hoKMf3DQ4IKeeRG5dsJ7nSANlqRSpVP9qukQjpfnbvRm8vOjrQ2oqGBlgs0OnYVml5eX0fY1SrydS1J8RmuqMkCEU+0oQaldG1QdpStPl+YeuwSGQTiRDV3dEt2qnfllh7uYG002oSYSrF6qMA2S2JQPm7SM0WGgdqNGhtZU1qiwUNDcjneTOaAkEigeVlWCxMJdXr8eyzcDqh17OJTDaLffsQjUIU0dWFoSEO3+k0FhaQSGDXLhiN0Gjg80He3CJN1FQKoRAaG/HO3g8/9JZHXQbX00u/+tNnLrP3D5Ew9NQUFhZ40Oj1EgkWosiXClnL9vfj0CH88R8jl8NHPoKbb8biItRqTE6iUOABZw3boqYijMXgcCCXw9wcWlpYmsDh4OdPQcFmQ0sLXC5MT2NkBIEADAZuD5IB8ugoTpzACy8gFEJzc33BZY2GT9zRKBwO2O3weLBrF/r74XYjl8PhwxwNKeXUDabEJenvL1dFFDXocem97e+HKOLkyapS2OHA7Gy54l9JWtlIUUjOgvRdovnWSuj12LsXzz2HQoE/33i86lhAiVBO86kURkf57a2LyqnnBhNhPM6dAJJypYKysi9KEEVWNVqJtRMh6R1qNNDrWRGJdHFdLrjdcLnW7zNns1VmJmuMTjfSHc1mMTeHzs6qG1cmwnXftESCv7fp9PnUYauti9CltykO6kXgy2wnwpcbiDUjG1oCTCa02TjgarVSKiVUGu6QRLVKxfJLajU31ijEkHvfzAz36KlY2bGDZzY2GwIBqFScSLRa9PSwj2A6DY8HmQx8PkxPw+uF282OxMSdmZmpMgV1udDVBb2ePc1fv/M1xz587JKWS7wh77U/eqXf8WB7O3uzRSIIhZDNwuvFc89hYgKRCJaXkUqxaVFDAz72MXz4w1Aqcf/9+PjH4XBgchLBIDwensTIIJ2zyoowFoPVykRQObL39yMSqfpbpxOZDAYHIUk4cQKHD7Or1MgI71QMDKCxEbt3Y2ysvrsIwGa5+XxVaNBo4HTi8sthMGB0lB+xrtxaPs/OzJV/Ho2yc6F8HtLpsG8f8nkcO1b1uZPTlvxjTSKknZO1z+Akk6ZU8ueyGqe9sxMWC44cYVNy6pPLqBSbjscxNga3ey2hXer6UkjdoKZMNMqTaTIYohZ9oVCnlb0ad1Q2hajBGsI08kyOBhBrrBLi3DFCvhzI6Kpu3DebSQt+1buisxFZc1cmQno+1NJfdzcmkWBz6VDofNJPIFDfQTAUgtW6OYFZmdmwXRFuYxNoaKhqoxH7MZfjolCng9Vaqoz7pD0WDHLKxLkJE9EolEr09SGTweQkUimcPo0DB7j4KJUwO4vLL+exSj4Pux2iCI0GZjOWl2EwIJ/HkSMolTA4CIMBbjcrSBFxseZiJuojPSWFAm3mtsff9/jbB96eyMdvffStXz/2xYx6rrWVGTrXXovdu1Eo8PHW60Ukwr6JMzMIhfCOd+Cee9DcjCefxFvewrYyREWJRMpRKZGo8oalVQSTicO6fMWSDTLVtbkcdx0DAZ6N9fQw97KhAVdcgUwGCgVvCDQ28pyyJg5mMlCr0dCA6en6JDq1Gt3dXDovL/POQyWnkeKdw1E7lqMYVKPkqdHgiiuwuFiu0TMZDtAEsuao/BMqhdfW2CTTBqKt1jWRlnHZZWy+GI/D7a46q6FC+G18HF1d60hQUj+czgcbSYTpNBYXObMS84JE+Or6DtJ8XZ5Bylhaql8URiIwmeoPKeWZHO10rjblJXPmlSL7qy2WUHd0Dart3ByfpejlUNObrjWlcqPcInJQIR+0fH7TqrA+X316Vyi0CaYMQR58bFeE29gEVgorGwxstkBz7+bmWoa43Y65OY7swSCSST6zU1wTRTbH+PWvYTZD3vykSU9DAzo74ffzqJ8Ca3MzxsYwOgpB4FoknUY0Cr0e+/ezHywx+CsjOyXgytUrg8rwnet//Knd/xPAl5/8cvvft+//l/2fefgL/zX77K7dJQDd3ewCCODsWfh8WFpCWxsOHoQgYHAQzzyDV72KSapHjqBQ4OVImYlQY4mXTLJ5OkVbGRQUrFb4fIhEoNXy+2kyoaUFvb1oacHBg1AqMTUFjYYZOhSMaD96bKwqmlAEt9uxsLBqKG9ogEbDKzF+PwyGcmQslXD8OBQKWK1MoCBQA7mlBfF4bWNTo8GVV2JqijVFo1G43eXqRxRhNNZ2X8lqY7WNAkoq9O0iS501cpJazQxSetxksiqoUSKkAd5q2ZRmrtS00OkQDiObhSiuX9xMTECS0NkJtxuRCGu1Vzp/1WBlUUi03roVCWnE10Xl7sRqhWahgIkJxfw8tNraxb7VxoRYsztKta/HU/4NLepsdkAoC9CbTLUf1rr4/9l78zDJ6vJs+K593/el971nXxBhAEGBQSQR0LgbIJtoomT70GjM+yZqjJHELYkLb4yBKCEGkwiKRmBYZpBhZpiZ7p7e1+qq7q61a++q7q6q74/nmXNOVff0AN+Q63uhn8s/BLqrq06d83u2e8lmmem0MV4RZJSCVvtkebbdEW7HK4gGjhrx3gD4fIjFZBtFeCwWxGLw+RCP49QpxOM826SHoVrF+DjCYezcCauVz6lsFpkMgkEAMJnQ2orJSdhsWFpiFEwkAo8HfX0wm7G+jtOn4fNBqWTnW3pULJa6hkNIhNIHNZWSfebqzzz+wcdv77vdpDadWTpz34tf+N3Tbz70H74HsnedKDwi0+bIv2JgAD096O2FxcLWVJQnjhzBhz+MlRX8+Z/jq19FaysDJimEfC/9x4UFNDc36kFTVjObce4cNBrI5fB6MT/PWBsy8g0E0NcHnQ6xGE6cEBOD308in2KnLljobW3CQBR78gqmHSqAxUU89hgWFpgeR7tJilAISiV/8I3+QWS5nExiYgLpNJqa2OpEuA0aTl6NBgbDBc/cVIrxwysrbAe2xcgrnUZfH2o1RCJsBivN01ot5HKkUhc8o4tFjI4iHsf4OJPh5HLE4xdvB1MpLC2xRhJVHtTtJRIXzLjk3CL9UpaXud5qyAeVCnK5CzraS0s6egoapoWlEkZHaRst36gXYzYjn9+8CjGbuVFrCDKmbmur61Apa17IhnDTkG7N3W62vH75QSvzBj8cgAfaF7pcQlSrjZ9aq+UJCknpXvLYToSvz2iwyBGM62w2VKvI5RqPK6Iq0ylGTkwDA8hkuG948UXMzODwYVx5JWw26HSoVDA3x37WFF4vZ9P5eZw9C48HO3agWOTOklT/ZTJ+FHU6uFzMPYhG+c4mRr/BUFdHk7OgzYYbO2585D2PxO+N/9e7//sDHZ8I6Nvjxdjzxe99+sy73/wj50eO3XBS8+Ux9Q+Ox58cig1FC1Gjqbq+zn9Co8E3v4mPfxwAvvMdfPvbonrLRmf2bJa0SeF0cvkZDsvp/9C52dGBsTEepZINVoMNIVkndnTAYsFjj4kzQHJ0mpkR0UM6HXI50XNx09Bq4XZjcRHd3VCrcfYsnnkGL7yAXbvwjnfAbMbQkGg4TPRzMjgMBmE0boJ2aW7mcS4pzlitYuW+KX3N7W4cYwqRTMLtZtRxg3/epj/scCAQQC6HUmmTXtNqRTS6idxJtYpIBJOTcLvR3w+XC2Nj3IsvLFzkTCc6v9vNa2kAfj/W15FMQi6/oGU8daXS9E+enZVKYyIk28sLkTca2PQNTWE2i/Fx+HxwuarJ5CbtKXXYG4e0OK+U1OCzBmB2Fi5X4+KT1o2ZzCvgTjQkQukE5aJBrGW9nqV8pEHotov+9VKp8VMTXkYmg0r1mkxHL52Q6nb8/ymovhaOZmH5B8DrrU1Oyv3+Opj76iqMRkSjrI/V1ga1GokEfvYz7gmuuorXZoQPDIdhsTQCBLq7MTvLrAyfDysrSKdZm9Rqxa5dmJ9n2UmNBrEYDhxAscgqNnY7b/iovRDUKVMp3lNSaBSaXtUN//vyGxSKrxX0w197/LHjyz8ZyR87MvfEETwB4Ds/4J+Uy+RWlcs26vYY3W0urxG+a9/3zpaWQ3/6p7If/QgDA9i/H+3tyOUYPUFB3odra2hvh0KBchlLS1helkejMsqCTidWVmCzsV6ow4FSiTV0UimxBK7VMDODvXtx9Cgeegh33cVshLY2TE4iFEJLC6fPpSX4/ZyYL3Sme70YGeFkee4cmprwvveJx/r0NDMTymWuKkgNhGiFExOsAyCESoVAAKOjnIQcDpZWAJi+1qA2ZzYjFNpEMYcWikYjbDYsLrLU6oWCZuM6HZRK3jsGg9DrsbwsLsZIGbWBNZjPY24OGg27dQKc1Z5/Hk4nYjFI/WYqFe6whT86PY2WFszMMKQTgFKJ9nYcOYLOzq1sgclZjFI7qQgZjSiVGk/hjbhTIYjgKL3yDgfGxkSNpIUFtLXBZEIkIqNF/sYQrNA2hs2GWAxaLV9VAEtLqNXqBGylPzw3B7//ZYmrUfYSNAdInSoev7hrEkUyKSr/5XJ15tX5PGMIto5SqbFxlK4Jo1GUy/JLKjW63RG+fkPaFNKsjO5vmw1OZ21srG5KQ95g4TA6O6FQQKXC/DxqNbS3o1SC8JTSjD6bRS4HiUYsh9kMrxd9fYx2I9dN2h2SWjc9tABP/N1uVkI5eRKVinjulErig9qAICCwH5XD7ab+39lx7zf2PzP467EvHvz+Bzs/8VbX+w86r+139bv0rmqtmlqNTuUHn1968vuD3//24H3v/8XVX6123/LXn3e0hyYnceedGBlBLtc4FyUAJxE8EglSQK4KwDkamrndyOeRSECtht/PKzpCTND/ikWuRUjd5r//G2fPYngYoRDDeWZmAECl4mkw0dsvFDIZjEY8/DBmZ/GBD6C1lakgAK/oenoQizGpMRBAJsOJTaeDwbDJKzudvH2kty0d2W0q7rVpUyh8NUYjcjnu5i8UpEFKHpMeD2fuBu03UhgQMgdNHWZmEAyis7OObkE8k6mpRvDk0pLYSVSrmJqCy8VlgVYrZpqmJmSzkMm26nJIh4hm48vLsFqh1zfCOKtVBhhvGhtVRjUaaDTIZFg5oaeH771iUeZ01jbFWG6xJqTpKHX2AAoFxGJoa9v8h+lJpL5Keik2DcKLSt+20XjBqcDGIASZ1cq8W2lkMjAYLr7TJbdCaUiphPG4TK2+xOPR7UT4uo2Na0LhsXc6q4EAJiZEWFc2yyMLvR4GA86eRTaLnh6sr+Pqq9HZiZkZzM5CJkOp1DgUFYIOMgBeLxIJ1GpwOHD2LJqbQVPKlhZuesplVvrO5bBvH2o1PP00yDuQ4BL04lSAS/vOxUV4PIxWL5VgsUCvR7Vg//V9H/jjHV/7zuEffGXPkRN3nov9P7G1z65N3L3w5fazf737Z3+x74GP7vpkwBQIFyf/PfXZ5TvatL9z/ZLnwUPXFo8cqXt92sMRibtYRDxOe1O5XM7dnlIJsxmVClwuhEJYXYXLhdZWGAxobYXXy/9TKtHbi0oFe/bg1lt5G0c/Rqumo0dx7hyPSUnEIJXafPlRLuPECbz0Evr70dvLzDC9nsXnSODUYkF/P154ASsrjCwQPhR15Btf2WSCUonRUc5JJFmQyUChQDTKYmlCkEeENOXUamIzR/6UZKd8oSCsICVCuoD5PLMghNuyVhM1RNJpDA9DJkN//+b9kMvFoqNCF14uIxYTEyG5VXi9PFKT5qRiEW1t/HkvFDKZWJ0QHGZjItz6WN9UZdRqxalTWF1lhV6wmxWczs1HoFrt5mbCOD8dJUxKpYKZGTQ3X9DEQ6NBtcoVzyuai9Lv0pxz01TdELQHqVZZoEqaPmu1rRpoaZRKjc23wKBQqbC8LJPK+F2S2E6Er9uglCPcu9LpKCQ1NZ0FuRwKBXR1sRqv0YjubszNIRiE1QqbDTt2QKXC+Djm51k4ZmPQUVgsirKTySQUCrjdXN/p9fwQ0l8hvEmphJ07MTfHzgDSB5V6DqF6LRa5WaQJHnUzRH/U61nkTKXiw0spVzrUPlVqd7f88G9d9uF/uP2vQn8QeuDa525t+h2dUlfyP4nbfn35t52/8fh7Pvf9JwSFv5kZeL3Q6zE3h4cewosv4mMfwx/9keE735EvLHAmICcNjwdqNebmuHSQTg4JwEKXQq+HwwGbDadP896RKPPXXsvKcJR0CQbZsCms1TA1hccfx9oabrwRV1+NfJ5ForVaOJ1MWKQven0dfj8zPqW2R3o9tNrGwrxSYTE8UtYmhkYqhViM+5WRkbojTKFgwqgQpL1ARzltOrfY1RGzgv6QVsvDdsHKQ/hDKyssoDM9jUiEQZ4XWr9pNKjVsHcvRkb4pcJhkZ5IuZyQk6QpIz3902m0tsJkwtTUBd8zvTdCUNNum1bjBJQVXmeLY31jR0ipem2tro6k2sVkql1IS5Ya7k2DvpR8HlNTbLqyxZuhr/tVJEK6ehrNxTUBcF4chx4HchAT6ieSvHg5VHqqIRqYppTIqVC+hOaIFNs7wtdzUFNI9z2to6RhsaCzE1NTsNlAtuwtLRgcRE8PZmeRSKC3V9z6yOVs+WYwYHUVU1Nobd3kkKKq32CAx4OTJ1EuY88e5HKc5ASlU3pBnBcgJXVNjQZDQ0gkIJejWoVSiakp9PZieRkqFdRqRCLwetkTA0CpBLudVcXTaQSDqNUYeWg2Y2EBMhl6e5lHBUAuk1/uu6pVftU/feBL3z728Dee/eeI6pfVvh9+MfLDb/9F5x0dn/Qs/MYTv5AXixgZacBJKk+dwuOP4/Ofxx13sMgLicJQziO1GuF8IRHzpSX4fJiZwdoa9u4FKab29XFeX1/Hvn1IJMRHmo5dKbJ8bg5DQ7j8cnHr09zM1cniIvr62HSprQ2rqzyjUyqxuIjlZdbJo/D5mHQvlBTJJEv5rKzAbkcggGoVLpdoM0IdmzRcLkxMwOvlF5GOrLVaZLNbrZ1SKdjtIpqGOox0Gs3NcDoxNMT3Bu2Gib1KjolbhFqNbBatrVCpcO4cWluxsoL+fgwOIpFANIreXn4FSoTSvVQmA78fSiWGh7dazVLJNT/PCYbaSpIWogZLQE1vGqVSnTJOLoeZGfj9MBrZFJBiZQVabY029JsGOb1sKrIjJP6VFRw6dMF3Qj9AYvekuLtFrK1hba3x2yRQdCrFC84LBT0Ofj+IDaJQsNgTHSO0ar2o91OthnIZwSCy2Tr4FU1HSyWQ2/alje2O8PUcAkkZ56mEDWEwoLsbk5MIh+H1Qi5nzP3gIDo7NwEBajTo7ERfH9Rq0dVBGoIkJhETjUY2RFSpxKqWfH8IIW02M92itxdqNfbuRVsbentZ20nQdB4bw9GjLD4p2EKRvadWC4MB6TTkclYtmZ/HyAhLoZJxrvA+6WQ0Kq33HPrIpz3Pf6w6eq3iT5ANpjD5lanf/tT0wScmnn3+eaZaX3klbrkFn/407r8/v3NnLRzGnXfiV38V4+PwelmFzuPB7CxmZupMbZJJaLWsSJ7J8CCX0DSCH9bKCqxWtLcjFOK5pdWKQkEsn1dXMTCAyy6rwz7QKJjOYjpnw2EW1A4G+cTcvVscnFIYjVCrxdReqyEW44NV0PKWLimlui1CkKAr3U5EVhFyNgmUX4hrWKshleKxOf0KDW+pA1YqYbXyn6Y+YMcOxlttHZQI9XoEArDb8dJLvJRVqTA8jI4OcU5LQxHh/M3nGbCzvg6fD+PjW/0VpxMzM+In1etF4Cj9dWEU2cAwoYGn8EcTCczMoK0NTmcjdpQyMbHXN509VioX3M9Rgqc55NZrP+oIacG/dUdI7WDDqxkMqFT4ft4iiEJTKvF0RKWq40fRlb9oIiSQEcldSUf6JHxaLF4ca/MqYjsRvp6DYNM0W1cooFQ2EuMAaLWspkbZwm5ndNkWCDGZDE1NCAYxOdn4iJKRTTqNhQW0tvJYyeFgr2AKQsER7sZoxNQUq0qmUnz+yuUoFjE/D7kcySTKZZjN6OzknRCBMqhspM5sfZ0T6swMEglYraIbEZWiwiG1usoPmFYLvx+qTM+3fu0vf3L9nPPphzSlZvhO4663XH7fe//z6bl0Gv/yL/jSl3DXXbjttvLx42uf/SyMRjz6KK65Bg89hFiM0Qo2G158EXNzOHsW4+MYG0M0ikgETid++Us89hgefRSxGAuFJxIsh01bUkpRlF2oChGOSPLv3YgAbGriRLu8zKgHsljyeLC2xjNb0icbGxO/bq9Xl9hJBQAAIABJREFU9HVKp6FS8VElOB3a7chkeC9ICl4KRZ11ZS4HuRyDg5iawuAgNBqx4yTzL2BzqhlJE+TzrDoEQKNBuczmf5AomtLUbmureiEI3arVMgykrQ2lEhYWkEzCbBbH1EQ7q1TE8zeTgdXKIFICPV1I8IXeaqEg5lRKhAQ6k85Fq1XW4xWiATI6MoLubl4oNBAKi0XodDUARuPmUixE9rhQnaHVYudOXjFsEaUSz/ApG20RG51YcH4QfVFnLmr6G6gXQqdLj/bLgYzSbdDgv6HT8bRJJrv0VMLtRPg6j4s2hdUqFhZwzTUsomYwwGar8zHY4pW7u7nUlT6lDgdmZ5HNYu9eVgR1ubC6yrUkqVtZLHwakl8B3fQ2G86exdgYMhmUSqhUsHMndu3C7t3o6kJzM9raMDXFFIvVVZbbJqYtGQJrtbjsMjgcIkmcWkaaqAB8/tJxo9fD7cbwMN5+kzx+5H1nf3v0N1v+yqA0Hc//2/uP9v3BTz4Vy+RaWvjUUyrxyU/ikUfwjnegXMaXv4z3vAfPPINUClotfD60tqK/n4UZn38ef/7n2L8fb387vvQl3Hcf7r5bFEukiyN0kFLkJE1HAWSzmJ3F7t2blPkqFYJBxqwWCvD7MTjIyzCaT1K9TzDdyUm+DkRBoYIgGhXnbOR0SOwuosfgPH2N4CojIzh9GqOjbE23vs5gegFRCSAeh8fD5cvGIM9egslQkMMc6fvQCyqVyGRemXUf5Ww6E2lI3tOD5WX4/XUTe5IKIygvhZDA6LC2WBAOX1DQIJdDMChmSgEvQ7K9QiIkULGUMydFypADthRJJG0KaTQKwGTaZBdITpmVSmODLlwEsxlu91bWzZC0p3Tlt45NEyGZsRgMjZbI0iA3N8q1QiHicrGc4doaI+ZeTiKkqqVBkFarZaFBlQpra69Eq/RlxHYifJ2HlEQh6MtIg4pNEgmrVDA9zZrILye0Wt7EjIyIFa7RiMlJ+HwwGGAysfMDsQ7KZUZVUD1O1nTd3fz8B4Po7UVfH3p6oNejpQVmc92h5nKxViokT4tWyy3jzp3w+WCxoFwW2dBEsSJoIulQU0cIQKOBy4VcDktLKJeRiuo+1PrJR28a+dCuD5fWS189+aXbnuz9l5HvlMpVKj8NBrS14XOfw1e+wuieO+7AH/4hxsZgt2NgAH/zN7j9dlx7LT7zGZZ9sdtx/fWwWHD0KK69FqkUQiHY7RgbE09JUvemFELHRzaLoSH4/ax+sDFI9XR5mb87k4nLCxo1C2EywWZjNTWcbwoLBRaZk94hdIZKT2cyqlQo0NKC3buxezd6etDair4+Hh4QQ5FyoWBzsXGyR4s0IuQIH5lo0WRvQl+Ty4WlJayvv4Kp18oKTCasrbEGECW83l60t/PtIfyYFClTKjG0iq4PNYtmc50NsjTIg1oY7ul0rNtJQwUhtyWTjaKGUqRMLif2kRTUDdNggEY1uEBHSEnF4dh8g0jaSevrW9lVQtKeKhRcRF4o6NNtXJrSAJYIURf6Q4kEXC72SRYSId2QhMWjeveiQ+8LJUKdDvE4bLbXRGhtOxG+zsNoRLnM942UQSHE1BSam1llo6ODx6cbS8ILBUFsPB7RJCEUQmsrAwqoySCOAWVBgR2s0SAUgtUKj4dvd4UCa2t8Zm0UIKa/RUaJkDwtAuCeThOqSQWEGzU6JKtBo1RS3yd0hkoFtxtTU5ib47r70K7Ag7c/8J+3HN/vumIxv3D3Tz5y59E3/zL8Ir0Bn4/3gqdO4StfgdGIJ5/Ehz+Md7wD730v/uRP8MQT7IV777145BEMD+P++/HYY9izB/E47rgD3/se91JC7S+T1bkdOZ3MbuzpQbmMgQHMzjYuSwC0tLBv7fo6du3C0hJLnNOuLpnE2BiGhhhfSkqbpOtN+izSRpNMLegHBMMdvR5+P1QqrlqEcLkwOQmTCR4PAgGMj7M9vUA4aQgy4E2n64CsOD8dFfoYOscvaq4rjWKRe8pUikXhKSvIZHWtVYP1rnSeSQR5GkWQdV9DUNYkL1/6aHR35XLMLBR+rFyG21338aUdIal1S0eXAqFQCtVRq5meJA3qzy7kh7W6itVVFqHdghYptNok6LOFjFGDAL30DdOf20IxlVBjhQJ0OvEVyBs1HueR7MspdIQagjTuhWZdSOevhfT2diJ8nQeBxGgsSYlQeqSurmJxkYto+uHWVrS1vTKTFABOJ7q6sLDAR3Nfn4iHtNuxtASzmWGrxB/HeQFlUuAkl3acfwboON7I0MjnmS1eqYiJUKUCWRUKYTajVmM4CX1qssIol/msIWlpAtdoNFhawvQ0Egns2gW1Grkc2tSXvfA7R7/7zu/6jL6h5RO3/viW2394+w+Hf6jUlgjUsLyM3/99PP88broJq6uIRuHz4bbb8Jd/iccew5Ej+OAH8fa3o1iEyYQrr8RnPoM//EPIZPjXf8U738nCGUL5T7h2+ggGAwYHEQyyuSPNe8NhDA4iHBZPOkItjY2hvR0uF0tW+v2Yn8fp06xg4PEgk2HbKdpgkRdVQ4VBEu35PGQyTgk0FKUvpWEOJpOJfRvBTYeGGO2p0Wwy2UulmG3SoLNM5QuR1kk4m5hqLz9IvW9uDl4vJzOhU5F2Eg1IGalKi1LJpl2lEl+6hhDkoaWnv83GqtZCIiT7pAZ6krQjpHVyQxNDr9kwDaZrJQ3itnu9iMU2WYyRs+bCAqrVrZpCIStTK7+Fl2EDlV4IIpDQfyXb+oYgmAyN2Rt0FTwexGI8fr8oUgaSGlcoOygIC01sk9XV7dHodrzCEJj1xPOTlpzhMA8wG37+VYRez2jStjbR8k2t5r++tsZ6KAJ+Oh5nuL+0hKcntoE+KASpS5vNSCTqIHk0HRWCzkEBBknM/XicO0IAJhOfTWo1wmHGELpccLlQrbJcgEopv2vvXWMfH/vork8qZaqfTP7kPT98j/c+718N/9b46jMLi9VqFf39+NjH8Kd/in/8R/z85/jCF2CzsXaa2czsOlJW6+vDrbfigQfg9+PcObzrXRgfF9VhlEqRpReJMHypWsXYGABUq+jrQ3c35HJMT+PcOSwscANksfBkrFTCL38JABYL2trQ0QGrlQsgmQwdHcjlEIvxr2wcjwudmdWKwUE22iUJ1oYfjsfR2iqepA4Hu0DQVDafr1u2ra2xMDTp9kmDOkJKvfSnSS71QpCQjUGtXi7HPASpGwPdTuRtRPs8ulWoNpLe7SYTZDLkcnA6Uak0JhKh7aNJJr03upeohMJ5TCzRioQqk2aewh/NZNjsWho2G3K5Rv5lw3SUzOWpkiN3sI0XYWYG4TBmZrZaE1JWJrdRl2srL8NNF4QUws2wqQqSwI0RFoTCV+nxMNlR2ppfKGj3L8wGpDUNlXcrK1Cpatsd4Xa84iARFrr1pdNRsp5/Ff3fhUKhQFsbHxCE+6DVgt2OaBRer+hHT2LBBP5EPR1Ko0EqtbkpK3WTVGBKE6EwHaUg4jPJO5Fui0aDlRVR9tBkQjQKlYp9o8gzllwUIhEYjeKmzaQ2/dmVf/XkzcN/f9PfH2o6lC1n/3X8Hz8zce1NP2+5+7/uORU5k0jguuvwvvehowMrK1hexuQkhocZRC5AA0jj8eBBPPwwrr8e+TzuvBP33Sdi92n2lUphcBDJJO67D7fcgve/H7fcgre9DR/6EL71LYyNwe9HSwvW1vDkk5idRUcHjh/H4CCWlxEMoq8Pzc3MA5ubw5kzDOJQKNhFa3YWfX2b7MNokZzJYG6OJdcFEHzDuRyLsQqrcDytr6OjA+PjXNNIuzqyYKU80RCUCCE5VdfXN3ce3jSERZ1QMEmF4oh1SrtMEr2kW4UG4NK7ndaE9BmbmxEOix1wqSTa9hIWmsYqtJ0VsgUZcpE0BN1mqIeMEkbXam2ceZJD4dISvUOZ8H6kXXWhwINKGjA2ILSrVZw7B4sFV1yBwUEsLkKh2Jx6T30npUNBrXtj1Gqb9HPSa0WJUFhwCkGIYvpFQahW8M40mXgZQeuSrUP6XKP+ZABgs7Eljs12iWGj24T613/IZDCbeU9jMCCXYxsmSgavrv+7aNjtOHcOVitWV+H1YngYXi8CAa6aw2G0tGBujr3lCK1AdfTqKuuPNMTqqphHlUrEYiLOnoCj0jCbmcaXy7EjEvEriBOi02F+HjIZurtF98FgkGUb+/vrXkqrhQ7239r3Wx+7/GOjidG/f+5f/nP6++H87P0DX79/4OtdhgO/YvyQM3d9s7Upn7e84x3MKQyFkM2y/A11eEYjikVYrfi7v8PnPod//3c88ABefBGf/zxWVnDmDI4dw/Bwo8QigNFRjI7i+9/nf2xuRns7AgGeRra3Y2YGZ8+iWMR//RdiMYTDiMf5nLrqKvzwh/B6oVbDYuE0n0w2Fv407C0WsWMHuzr7/UxukYowJBIwGqHVwuPB/Dy6u1nHp6sLBgMrohWLdRASmw1K5ebgC0qEtNwiz69AAPH4Vsb0QpAPsN1e14BSU0gzQMoowgiEkCyjo40CuUYjZmehUjG+w+HA3Bw6OoANqjEkFE7WK3RTCZ9RSPPUFNKMV/gBmnzQ/L8hrFacOQONBouLMirXiKWwusrXkCYKFC4XVyEU5MlcKGD3brjd6O5GOs23XMOAh15Qq0UiwV8EqXU3bG1x3onzQptag4EFcmnRLgXNxuP8atTl05ufn2c9QvoWaDV+0Y6wQY6H0EkEL7daodOxwO8ll1jbToRviLDZ+GbV6xGNwmplcpJG83IBoq80VCredRMmhZ693l6EQpic5HElPR40ZZLLuXaW2hFIIxYTHzyrtU4ci0h10qDET6Ur2QqSMMrll3MaTqdx3XVYW8OZMwwUMplYrbGBZSVtN3udvb/b9/m/vP5z//HS0QfPPng8/8OJwqm/HT71t8MAoJUbW23NxmogmA7sbmmW5QIubSB8qrnD0bKr22w28ygvFsPv/R6uvBJf+xpGR/Hud9f9OZsNe/fCbsehQ2hpwaFDmJrC009jaAhTUxgaQiiEUOgiF1+phNeLfB5Hj+Lee/HAA9z37N+P6Wm4XFhcFE0bCgXMzsJoZINfnQ7Dw2hqYuVPKlyIpRCNcpIgJZ3xcXR2IpNhFGtLC557Dl4vf00Ec5AaiQhBnSINLUnSk3odMnzYFCfVECT7vn8/RkdFBwm7HdPTDNsxmxGNMtmRJudTU5v0OsKakEaUfj9GR/kNUJMthMWCUIhRM9TiAFhbQ6EgJidCZTud4k5ubY3vQxLrqVbrRsSUIQoFLC3JTSaZQOqgThdgVigF2TdSLiFvE5o3EOo4EEAkgq4uHDsGm63umpOcITXr9K7MZszOikpPQmwxF8V56ApdbVpw0hsmmAwReKTEiVhMHK7QVt5k2kqNVni3DWUTNYXLy2huFj0oLnlsJ8I3RAi3PpWrpC1C+MnXQqaBwunE5CS/PhkJEdTwqadw883A+baACliTiVcvwkMlDXoS+vr4H9Vq/kl6zBpGo/R55+fZLLCpibH7iQRkMkxPI53Gnj2oVFhbTpBhJMn8htBo6khL5TK0WtlO09WfaLva6f3G8eXHnlh6aCI9Es6Fiuv50eQwMHxyGf85W/ciPn1zj72/27KrzdivTu98y46+ri7Dv/0b/vZv8dRT2L8fe/cywvO972XeRTzOCFWXC729ePFF6HQs6EMSYmNjGB3l/kyvx/XXswW8Wo3rroNKhUcewYc+hAcfxJvfjPe/HyoVq4EvLjIvTa9nBnpzM4xGDA2hWuVrlU6zUoFazWsq8tYRDinSWjtzhu0vAASDcDi49QeQTMJiQSrV+G2urfEOUqnkeYDDgZMnWZ+2UMDzz+Pw4YucmHNz8PlYkIVeBIBez82lwQCjkcXtzGaoVGxDQe1jg/USYUdzOZ6Nt7VhbIwNYKVZQaFgtEgmA6+XRdqoRxRyG3kV4bxsEMCXkdIP3e1SaEyxCK8Xc3PI52WhEM+cCS/jcKBWQ7Eo5hWi25Kn4NwcKhW0tuLECSiVSCZZ1cxoRE8PZmaQy4lypkKPRfZhOK/WvbzcWKPQ371Q0JaRTgybjTWHVSoRJgPJXJQWrhYLV046HZaWLuiMIY1SqfE9UE0jjKmVytfEpH47Eb4hQi6H2czFu0aDQkFGzoIvB8T1qoOUumgBQ6M52u21tCAWQ2urOB8DYDZjYAA2GwNApLG+jtlZtLWJBWyphEAA0SgnwgawDM5X+pRlibNPJMJTpxAMwu3G2hpyORaczOd5TiskWmnI5VAoajStWl9ng3WLBVotlpY01zjfdcdl74pGMTiI/VdkB+bmdZ7wbDLy0tR8YjVcUkXms/NTqanFYmixGHo6/DN6TdmY3KdrdVZ37Lthx0du3X/rjptVNQMZFw8Oor0dfj+iUZRKmJ1FOg2TCfv24exZ5HJ405vQ1cXlRaWChx9mR8AdO6DXY3wcCgU7VbW341vfwl134Z57oNfjne8EwDpboRCmphjO3t/PF9ZgYA9k6qTpqhJEgg6yBpkFjwczM6xdQKR1nw+xGMbHZT6fjM5B4YgUgtaW1KaQ5zhNL2dmUC6zbk4qtZWw0coKlpZw7bV8XwmDRLrlslkYDNwIkgd9NMpexNTJUV4XwmRCqYR8nhMkFRYDA2hqatyd07iVVG1pX5hMsl5rIoFMBn19bMIndITLy3WJsMGPYmUFfj9OnaLZrIwM/wTDIxoyC/c8JUIi45bL6OpCPA69HsPDAOD3w+1medtcjnXmCLYmNILSD261Mu1PGoVCY9Ui7REJcU2IM+LjplLweJBMijeGkErjcc7QhN8mNMCFVAuksXF8ajbj9Gl0dorXgXBSlza2wTJvlBCwo3o9wmG5QDx/7UImY2ALhdeLaJR9l6iyliZCalJp6tIQMzNwOuveaqnExr80JyE0QUMupIkKzXB0OqRSyOehUqGpCfk83G7Oano9ymWMjyMQuKC4l06HpSUZyXMQLbKtjbdoRKweHobHg0rRfHXPjps6D999+W/83s7/9Qcd9//0gz8d/Ohg/tP50Y9NfPMt/3Gb+Qtvdb8voNytkCkXVqYHyo/+89RffXbgPZc97Pn95z54LP6Yybq2vMw5oFrFyAg0GuzciY4OlEpYWuK8JTTxRFRPpbBjByIRxnSQNxPBGW68ER//ONbXcc894hcRCMBgwHPPwWxm5iiFlNVHCzZilObzWF5mcfONX3FzMyYmRO6HxQKLpXb2rILa1o0wGdKHI+BSuYyVFUxNIR6HQoGdO+H3M7l+i5ifh9nM90MDt1qKuiQVlZkZ6HS8ADYYRFs76a+srHDjS+H1IpfbBFdJrYlcDpeLGRQEL5qcZD+ETAY6HQoFhucQaFalEgmvDbcooYvTaZhMNY+nNjEBgIs2UsuTXnCC5FC319kJuRwLC8hkUKuxzRYBfWlSEgiguRnT01hYEBFDUnkdAg9LuTEkqid9BEoljI+LS2uZrE6Rg56sXA4yGbetJBpAuTYaZX3HYlHU2t24/24IuuYNA1t6tIVaR6fDwoJsYeESZ67tRPhGCYuF0e16fa1clpHK4mu0IBTC62WjHwBaLcxmBAJQKtHailBI9ApeXUU4zFOUhrcUjaJSaZTcpMpaKmOo0TSKPVIiJJJ4JoOZGbS28kNFjQ4dmmYzpqagUm01FGpurqyvY3wc09MMkgSgUGB5GXNzeP55nDsHnw9ra+KL0BGWyyGbxdiofCXSeX3w1j++/NN3Ox/6t+vOHn174QeHhr953Q8/FPzfe+xXlqvFn0V+8PFf/srBh3wPF+5+dODZ6ZlqNgu3m93Yx8dx4gQOH0Z7uyjbDfDOaW0NdjtMJiwuwutFoYBiEUtLkMuRzeKLX8Q11yCbxTvfyZUQ5cieHszN1X1M0typVET9HaEjFHBGDZFIoL8fVivGx7G+Dp2Oj0WDoUZAm9lZRKNiUiGCBGWaWg0TE5iYgMmEHTtgNDLAx+Vi1dlNI53mOobO9AZutUbDUq4AlEouvHp6AHAi3KgpQcRQWhNSEG08l2tMmTT5JPvl6WkcPQqtFoEAdu2Cz8cNkMHARYNMxpzFBgkk6XdHdHijEUCto6O2vMxfEN2ZGzd2+TzKZfYVSacxMIDubp79xuNcd9J7IHw1+ZNMT/NqTdqM0ohIih3d+OfCYdhsmJ0Vvz4pq4/0jKSeXzRsp3Uyjd9J45uu/BYOw0JsiqahAaxAxtBqEY3KLJZtP8LteFWhUMBoRCYDvR5Wa41kiF+RlserCLIsEFhHtEYCGJqRSKBcRq2G2Vm43fB6G7MRHejt7XVDKkLBkUBaJsNPKdXF0qDdD+lChUKw2SCTIZPBiROcF2MxnDiBM2cQj2NhgQXEN13FKxRob6+Vy3j2WWg0mJzE2bOMwCQIg0rFZbjwPgsFdHcjFMLiIpxO7NmDzk7s2webDdksHDalo9p3S/u772r7X/c6jv1N09wH7F/tMe9Pryb/dfLb73rsLYf+vfmfY/fEdUfjcZw+jeFh3HgjPB7m8AkHCgGLiPYeCLCD1fo6jh1jFEk0CoUCH/kI9u/H2BhuvRWRCCIRdHfjmmuQSNRhjmhBRYdjIMCO5+Q40SDeRkH1vsMBv59zoUoFmQwTE/LZWYXdjiuuQEsLSiUMD7PzJemOKpUYGWEG586dPKkmfAp9cQrF5odmsYhQCE5nnRqLkAjX1zEzI84J0mkmCOp04r5tY0cIcHNJeu70i243AgHMztaRBNbWEI9jcpKBi3Y79u7ly0KvT5xxanlxXlWnVuM2q6EjpNVdJsNcRo0GgQBGR/kK5HKNmYnWCh0dXJdMTMDvh8MBpRLBICIRAOzuSz4nNPwHQI3mRrcp4swIDXTDn8vlUCqhtRVOJ2Zn+V8KztvCK8zNiU5twoIwn0c4zDMbmsRQ3SnUKBcKaSIUtv7pNM97KYgiYjRuJ8LteLVBt75OB4+nKiBNXuuQTrqkCIhAgLl94TBkMni9MJvFhwpg4dPm5kbcBJn+kNyaADgkvIP0MSMFGcoHbjdMJnZ7SCZZSNPnQzKJq65CWxvnYBrTkapZMikWwsmk7NQp2egoV9xaLfbsQU8PbDaGPxBTUwDaUHYn8EU4DKeTEySV5B0dzDMbG0NnJ/x+uNRNl9fu+cbOU9/ZN3C7+1NudctSMfLPo1//zWNXH/hu/+eO/pmu7YxSiVoNCgVaW5kPR8NkUjuLRFAooFTCU0/BZEIigTe/GU1NWFlBKISODnz3uwgE8Oyz+MQn0NPDuJvduxGNisccJNNRlQp9fZib4/5y0xF6KiX6EPn9TM8IhxGJcM1htzOadNcuWK1YXMTx40gkMDYGkwm9vaw2QFarbjf/aRKK20h0y+XYEJFkaIQ7irJXpcIjShoq5vOYm0NPD2/+aPhJYuIbVVHo+F5c5HRCPHqXCyoVe4QtLmJ0FKdPc7rauRN6Pb+g8I0TZqdcZtQVVQlShdUGSBdNLJeWyJiplkrJ+vv5ezSZ2NFauPNpztzfD60Wo6Og+TkZOxsMCASYfUT6L3NzGBjA0BBDdUj7d6OgucWCuTlMTPBT06ApEw5zYefzcYeH866EQshkkMnEXk1IpWNjXOJYrVha4k6ROu8LOQxT0KSHMLHCoZFOIxBgFX76mYtCT19FbCfCN1AQlACAVlvL5f6HEqHbjWRykz25XI7WVoTDCId52U4cNSHm51k2uiEIZ0FBohWk+VQq1Z1xtRqyWUSj2LOH91vt7QgGsbaGYJB7uGAQbW0iKoS843t6uHUeHsbwMEIhjI4qy2XcfDN27MDVV3PynppCMokDB+DzQa2ue+fCmSK1r6NQq3ks6XIhFMLaGvsH9fdDp8NVXbv+z/u+ePTdM9/Yd/Rt5o+ZFa6FtZH/SH3upv/c1/MPHXf94N6HnnshkajVajhzBqOjLE1pNOLZZ5lk1tKCjg4emVqtWFvD/Dza26HV4pvfhFaLH/0I99/Pb8brZX6b0PpIV0cmE/x+nD5dt1uSRjxeV7jQ0jQUIm51TfpbcjkcDvh86OhAPI61NTQ3s9s4ztO9BaVTWoZlMnUqM+k0pqfR1oZikWUQhOtJ+JSpKej16OqCQoFYDNPTsNvhcnE1I/DEybGkQZeERG2WljA5iVKJLyl52BK5s1JBIIBAAPv38wtWq3XXhMQTyISW8h9ZWtLHEd4qMSgoVlZ4F0iJMJHgXebICLP0hLy1vMza9AYDxsag0XCzpdWKZiCxGAYGcPYs1wFtbQgG0d4OjQYHDrB6bUMiJNzNygqyWaayCI9VMgm5nB89QtKSWGhDR0iK5IIIKl3kVAozM+jthUoFnw/xOE9lFAp4PBfZ/hLjc3IS5TL/IYI3Ew2Xzq5MBnZ7bVtibTtefRC1OZtlUa4LSUhc2tDrodVuLv5EcAZhdiSN5WUUCmhq2uS3pPMTtRomE+bmGDl56hRLMlJRSZs/UlAjrRk6c2kk2NoKv58LeaORlanpXTmdaG/Hnj2sHr6ygl27aiRfbrWiuRlDQxgeRk8Pmpuh16Opqa7Yz+V4JpbLoaurThBEpeIGqL8fnZ34xS8QiUCpZNYwdZnt7bJ25aHf9P79wh8tPP6Bn3/kwEc8Bk+4MP3Pk1/+wFNXHHqk6a+HPv79548MnqtEoygU0NEBrRadnXC50NyMkRE0NWF6mi1/iXg+MYGuLnzve5DJcM89+OlPgfODa6eTQSW1mgispyCIKX2ijSHlktMFd7kIvi8TWNUNPw+gq4uddMivnC4vLRdJbo22jFLxmlgMoRC6unjwSJ2ocAOsrmJ6Gmo1mpshk8HtZjKG0QidjvOWlN+2sSlcW8PoKJtoPv00EgkMDDAN7uqrodPB74fJxMSJSkXEIQtB9l6ETKaBPOmUNsBEpdPRYhGrq5DJYLHAYKjRm9y1CzMz/O8pVlcRCqGzE5UK5uagVmPHDlY/UCqxusqOXZQUd+3Cjh3o7hZNLrPUrWwmAAAgAElEQVRZNDXB48HwcF2tls0iHMa+fbzqljL3yZdNyqFUqdDSwrAj4dIVCqjV0NqKRIIdJ4jKMj0Nm41179xuFAoiSJjgcltELof5eWg06OnB6ipfapOJN5rZrEh2uuRswu1E+MYKmw3ptCyfl13U0vpShVoNg2FzxfrZWezYgfX1Rjo8NRZtbZuDpBs26h4PJifhdKKvj40sBgZw/DhqNdGw1OHgFWkyCZMJQ0Po7GQkWy7HkqcqFU/GpKHXk2d6hZD3CgXicczM4PLLEQxicZHxqzt31n1AOlayWajVbP1KsboKvZ5REnI5Dh2CxYLTp+H3o6kJgQDyeZRKGBvj7aNBp7yp68Zv3fKthT9aePauZ++5/J5mS/NiIfKDyb/76vJb757wfX3uN8+o/mFG/ouMbDYWrwIMmVlZwdgY7wizWUxOwmiE280WGZUK3v9+nDsHAG43Egl0dqJa5VwolaysVqHRoK1NHKBJI5VioAQ1ZLUaOjpItbVGVBNpVCqIRKBQIBhkKVoy7C2VxKkd/Wm6SsJ0NBJBPI7eXuj1iEQYHCQAC2UyLC2hUmHcP53IlQrUan5NqjxofUUfQaruTcPw8XHIZOjrQ6WCH/8Y6TQqFe77SZfuiSeYZGkwMCU3EKgbxRMNnPw9aEZNiNAGnRQhEQo7RY2GM7TTiUSC55wjI2LjODvL2oQTE2hqgt9PSjQwGFhLL59Hby/270c+z02qx8N4ZvrgJhO6uhjhSUEKpe3tjDlKpZDNiomQbEzoXQkfkJgwJNhL051UivlXAiRbq8XUFOV1/nWDgSEC9Mx6PGL7uHFEVCxiehpOJxc0tM0V9H0oERL+SK9HqbTdEW7H/4ewWpHNIpuV/c/MRXGe/E6lnDSWllCtoqkJLheTcymotyC69KbRkAiJ/0DYbipRaRpZLHLaI90ppxMaDbd9JE6G88wwakRaW5FOb6J1mcmwnlM2y+4ZfX1wOGC1oqWFeXter2hUK6g8kymBXs8tAs4TuQSlR7kchw/jTW/CoUNYX2driPFxOJ3o7a1zfpDL5Fc3X33f9V/9xc2z/374xXuv/FS3o3t5Nf6jme9+8tnfvfHBG3/7XFvLd/Q9X9/xtvtve3Dp3lO4P+98em453N1TPX0a5TJ27OAG6/Ofx3vfi2wWv/qrSCRY4WVlBe3tnAuJV0fDQwIftrVBpWLMhRAk3Ezi4FNThCfibVxbG3y+qtTgHmAAZ0cH5HKRsUCiekIilMkQCuHkSTauS6eZLdDTw6yA1VXY7XUpmbDHtM0ql3H8OE/kIhG+8oKzh1bLKYrampUVTE9jYoJNjnp6UKng7W/HFVfA50NfHw4cwIED2LULN9zASK7eXgAwGLCwAL+/zjKJ2HXUqRCxwWLhIqwhEQoG0fT9ClqpdnuNEnBfH8bHeX5LvAj6mF1dsNtF4A/JB1InqlaznA2NEzUa/l7CYTZeVirR0oLhYR48TE6ipYVBSQ4HymVmOwBYX0c0ykJ0lQrOnMG5c5iZYc4uwVypFxQUoNxuxGLI51lRTyYTRfXI2IR8iUlokBYWABKJuilRocCmKyQMhPMIVapTcd4/ZGkJNhs0mpqgznqpYptQ/8YKYjXF4/JNyeOvRRDAnVhHwryFEIm9vSiV2AeYVlkAO6HTaGXTaDhcsll2lnG7kc1idBReL/x+5PNYXGS1GpeLq9FQCDfdhEQC6TSDD+kwmp5mO8bxcR4YUqytkZliLZXC6CjsdnR388lFmDoAU1MIBmGxIJFAMMhzUcLstbaK7CuTiU98YkzTB7Tbec1Gw7SJCRw+DJMJCwvsQiyX80XL58lBSXZ712Xvkl32pRu+OBQbeuTMfy+sjo3GJkbjE7FSeHx5eBzDAEB191nIZXKTxf3Iz90droCu6u5v9nqN3sN/7H4p5Z84437rjR33f1PT0oJ4nJeL09OYneXpqNlMZBvIZOjpYTC9gJUni9RqFZOT0Gq5ii+VyGqnRm632aw4GBwaQkcHNwomE+bnuf8jM7+VFUYAkc0WcdKjUchk2LWLBwORCAKBOi5aKMRAyuVlRKNYWuKL7/NhZgb0uQTJFZyf5mm1mJxEocAo3EoFw8Po7MTjj6Ozk02hp6bQ3c2wasrxc3O8M6tWuTVUKBjwAtYb4jmtw4GJCe4vq9W6ETFJ1gFsyqFS1XlCmc3cZFOqzmZRKqG5GZEIentF9Rx6BaosazWmtRCpY3mZr7DPh2gU8/NMHVlZQW8v7+NzOVEGD4DDgXBY/KYWFlhzA+B7wOfjuoEgplNTOHkSTU08IAFgsSAcxvAwWlrg9WJgQEQzyWSQy+F0Ym4OBw8C56Fz9EnX12G1Qi5HJsO4cemMSq9nbxxhF6vXY24OO3bQ9/IyyPmvJLYT4RsurFakUrXXVFNGGuRFTlbpVLkTHLSlRewJurowMoLlZR7UbJGkCS0p3SmSiFcshmQSCwvYv5+LSqMRXV1wu/H009BqmeDV3MwCUbEY77doTCeTsdBGIIDpaXR1YX2dzRqLRczMKFQqGQEj6VkVfHYI8hMKsSgzJULCrwuiKkTFo0RosfBsjeADFGtrSCRgNmPPHvYJKpfhcuHECcY9kmliS0uds/xO987gm3ZGo1htgdOJI0eLLfsnjk9M5NQTs9mJFybGo2tT6bVoprKUKS7NzA0AeFSw3DsEHMJgRfXm7/X3WPYd3r3vtuq+A4G97e2m6Wk2jKUdLR27JGi5uAitlnFAJDU5MQG9Hs3N4nfh9SKVQqEgo3k4SWUSrVtQNyUZGsK5EEDXYODTmfyk5uYwMgK3m78CAMvLSCZhNjPog9xoiR0xPAylkoW/aQao0yEchkLBiI+zZ/lt0BaQ+Bt9fXwXhcPclsnlmJtDVxdn3IkJdHdzSjCb+bhvaWGVBvr6iD1SrbIWHc7rnpCKr3QuurAAn08UxSXSPcnNC+FyIRzmm5D8IPv7sbCAQKCOTk4gMgKCHTjAn0KlYuNPKpt0OjgceOEF7N4NAMUiz3JfeAEHD9ZVmfQGKKcS5HXnTv5PySS8Xuj14myGgMok4iqX4/HHccUVzGucm8PhwzyeFfC01H8Hg3jqKVx1FXDem5A8UohpqtGwSmoqVUelJ1XkffvEf0MAJVIGvuTKMtuJ8A0XVmvNZLrELJytQ/CVJsX62VmWUgMgLJNaWzE5CaBOSm1jNLSD1SoyGQSDPFUj6Io0LBb09DB+z+dDNotymQ1dqSQnxKDDgZde4gN9dhbT02hvh1rN+ssqVTUQqIXD4p+W+uxQMU65CkA+D6+XwTgURiN7DZK2JAl8E7sAQC6HmRn4/dBqYbdjcZH9Hwha6XTizBkYjXjTmxrhJ+k05ucRDMJqhUyGtqBekdxzU/Mecs84eRIjI3jfB9ano7HHno627Fg8PhSr6Bcqumg0H13MLy7mlqZS01Xv2TGcHZv43tcnIJfJO+2d+7z7mtX7TPn9h9oOXH3QPjQEgDdSbW2YmeFWiU5Dr7cOVZFKoaODUlFtfR2FAnvgDQ+LjR2FVss2zjodenu5caF/T+LdNhva21lxplpFPI7mZh7lKZUYG0MiwRoRLS1QKlEswulEocAmzMTM0Wp5NEd/mpagfX2YnuZvsFTioz8Wg0KBkRG86U3IZpnPMzGBnh6RHzI0BI+HXXzpNWkU2aB7Qh4jRLOhG6ZQwOIiTCZxNJpMcgsoLekEz1t6NeqJOzuxusqdLgC9HvE42tsxOcnzfCGI8CfwBR0O7rZxPiGR2fVGJz9BxZQyH+Uw0p1oWKCQkFAohHQa+/djfR3Hj+PaaxGLwevlh1HKGCkUmIhCU18AXi/OnePHyuXCs8/C4WCxpIWFOh0ijYaRMkJUKgzNfS1iOxG+4UKthtv9P5oIpdNRclMSBPtlMj6q9Hp+DLZWfRO85SgyGaad0aakgUFBQaamLS2YnGTmn8nE0z/iF9IhS3IeO3agowNTU3A64XQinyeDhRrtewR8eUM+9noxM4NMhpEagt4YhcGAuTnGyNBvWa0grVcaeJKJ4+gocwSJtX399ZDLMTWF3l5ks8jn67gKBCYUho0AgkEcOYLDh/kfyaKoVFR2+/ydBv9VwX3X+PD887j2zeJYbGV95ScnBz7796dHM6fhewnewfHk+HhyHHgYgGxC1vXijl7dNTevXHW49xogQCy6yUm0t2N4GLfdVpcFyXn1/GC5RtINNKBWKsXdD8mR0AB8505upoUguHxzMy+xajXm/DQ3s6BPPo+XXkIkghtugM/H1RWNZ4NBDA3BZmMEB3mJEPmSqBrZLPbsYVpbsQijEZEIH/2ZDLsx0KhgcRG9vahUuC8k6RmycbbbYTAgkYBKxdYc0puBgKNeL8JhBIO80guFYDAgnUZTE89Lo1HYbGKayWRkpPtK/hskKhQOY3kZPh/GxsREqFIhn4dez8jVBnd7pbKOW0KK3lotlEoWOidXI2EyT0HkH9q20kUGWPpgI56OVENrNYyP401vwrPP4uc/R3c3jEbE46ybKNyT+TxsNq7/QiH09fGaMBTCnj1YXGTUNz1WDQhb4iCtrfG1JaA7PZKvhU/ANljmjRha7f9oIqTdCSlYLi42WgELUDqfr1FKbWNIsxHOQ9dw3nNxU7o0LavIh4igAZAYmhMO3unEjh3cYajVaG/H4iLrqlB7KsjZCG9D+tBarZzOFxaYDS2tbal3XF6GVssfnA53qqBJRlWtZmyFQoFTp9DUBLsdFgu6utDaiu5uXuRQEJ7I46kjwJC1r/CuCJNCZDhi3Ltc8PkwNSWCFHRK3bvffPnIg3f/24e/7XjkRPULOeX/OXPz6j/97sFPXNV8lVapHU8P/XjxH+7+xQfavhG88Sfttz94x/cG/nGuMPbkkzCbG80EhO+COgzan01NoViE2y2+MeIsHjwIkwkuF7LZugEACZo3N3NvRK3V0hJP9sbHcfo0ZDJccQWLttNXPz/Pmjs0MzSbWTmPpMXoLI5E4HTCbmeK3soK8nkUi+xKQcgmGtwRq2dlhUnrk5OMdTIaMT/P31ehwDpq1HXROyFDeZOJp5QEpCT5aYJiAdBoWDWGvHYBxOOYm1PQfetwIBJhLW+C/9A7WV1l7HG1yrdiodBIsSWFGuHLzWbR34+REZw+jXQaKyvo6mJnxMVFsS8kkh/VEOQo0vBtNgQVjnY71tcxNwelksB3bGtMytqUiQmzRspq7e1sYkWvkE4jFkMmgwMHkMmwPpRUPB1AOg2vV3yc02mYzaz8VywildpGjW7H/21B2yCFgkl4DQWdkAhpV7d1SKtvwrhLjZMEkylpGAxYXRVrVZpNkRYMHQdEogDQ0oLFRT7XmpsxOChmGhp/CW+vARYPwOtFrYb5eej1m1gqEnNDSAYEq6MDUeiAzWaEQigWodWKXGbBXqOjgwdfABYXIZeLTnUU+TybP1CQYzgle/KyABj9GInwqFaIX/s1HD+Od9+mqkT2/PQv7/zvP/janwWfS38qffQ3jn7ywBdvaHmHRWOJrs78JPzAHz/7W7f8rPeDp73/VHrnp5741HdPf/f5+eeTK0mCEdLRGY/LXnhBabGgWGSnQ+Fq0BHc2soQX0JyCiPTQoFlRIQhodWKyUmo1QiFMDcHqxUmE666qg58T1wCEgL1+6FWI5PBjh0IhVCpIJ+Hy4VCAeEwy99Qq0qp0e9nRVYq1EwmbhNp4wsgEOB0Tm0QoU+peyPLqmJRnFIQcjgY5P8ai7HpVVMTr5OLRV6JkVGiwYBwGLEYbLbqyooMgErFjtOFAg4cwPo6CwX4fLwrpRuekDtSBU66qUiUgO7wXI4H2iMjWFxknW4ClBFOW7jmRFZZXxdvb3KcJyhZQ6jVPObt7cXAANNzT5zgCbbUeYNemXyMiX8piBatrOD0aa7nVlZw5AheegnT03jpJZw5gzNn8NJLOHYMcjmiUb7C8Tjv17NZZDKyS06o3x6NbsdrHjS/AhAMbrL/26jKv0VIEyGh2qQCH3I5D0il7ZpMBpOJWw1p0iU7Do+HHeDsdtbsmJlBTw/j2WichQ2z0FKpEddKTInpaWYoNnxMg4GFUYSgvy41nCNA/1vfilOnNjmADAY0NWFqijVFN+KJ6F+Gw2xYQ/5tNGm0WlGrMRdieRldXZiYQLVa9xHa2/Fnf4aPfhS///sYHMSNN+K669RXXnmot/PQr+3CvjuqL8wM/PTcc+Ol556ZfS5WXHo++ePnj/1Y+HWbxmlZ61U92JMY61me6EGq611vd7z3Vx0uhyKd5lVWOo14HH19fOCaTIxIotOcJmbBIEuexmLs3nD2LK68Eh0d3MQbjdz6UAORTKJaZY4EpRaLBePj2L8fjz2GpSVYraCUvLiI3buhVnP+iMfhcHCGJiEVGuqStqrVyhpjcjmamzEzw3rrBO+iO4p2kCRpRBUAtW52O9RqzM9jaQnRKFyuunk4cXhIlo+48z09CIdrtG5Mp7G+zp7DGg3m5zE0hKuu4uVxPs8mUyQq63Qim60rBEnzgURt1tcRi2HfPvz4x+jrY/IlKcPRZ6QfE2jyPh+3xXRB6P9MT6O7u+42y2Swugq/H6USOjuxezd/0ieegF4PgwEeD1c2JGJAMuitrbDZuMJQqTA6iquvxp49/Jqjo1Aq4XKhvZ1LHGJSTk0x+qZSwegod8lTU1AoZLQIv4SxnQi34zUPwStnUxSMRlMnYLhFNMwnl5c3cfkhrkKDmpTJhOVlNDXVJV2bDQsLnAgFnq/bzXMbsuUj8rJajdVVmbSR3SiTL5OhpQWDgwzeaQjCkUqfXosF09OcbgEsLLCxAMncbBzw0hsulfDMM3jLWxq1eOgIJqkayhArK/D5kE7ziIlEv5qaEApBrUZ3N8bHmXAmvH+nE2YzTp3CV76Cv/gLHDmCI0f4v/p88oMH9waDe+/6lY//4dVQeSemi2dOTI8dGxsdT42lZGPLSCzjKExHcRA4CACPAI8MwSC3O3TOwIDDqnEoVx1tXocn43AZXD6jT7fuVy37bTbP8rLM5eL+SRiuZrNIJhEKYedONDfzvxcs9IQZeDiM7m7MzPC2D4DZzM13ayuDdHw+VCqi0S7NpZeXRYROKMR8AOLYBINYWOA9HO3J2tpYrpMEafV6TmMEHBU6wlyO1clJ54XcJATcI8HE3G5EIujo4KzT1UU5uEbKc7OzUKmg0bA0rsOBEydQrTJ4h/ppasLCYezezegz6X1O33i1ilSK/c4IhDU3xzxIov2RSZNCwQJM1Sr0epw7x48D9eXZLDP5pGv7sTFe9yaT7GSp12PnThiNrMZXq6Gzk9E3gQBbbmm18PkwP4/FRayvM29ViKYmHD/OGZfq2mgUV16JYBBPPMF24gcOsHagXo+5uZrdLumFL0VsJ8LteM1DahGw6X99mR2hFKu5tsbqYg1hMGySRYj2QBLPJOtFeNHVVVbNJjAFpbrWVoyMMFucDAFMJtn6upgzSCNto/ym1cpl+MZylU52aSqllEwouFAIKyvo78f4OI9GCWW38U8Ui2huRiwmZlAKKuFNJpadDASwuspcgngcgQCjMFpa2GbdbIbfz+MmIZxOnDuHYBD33os778SxYzhxAi++iBdfxOIiHn0UAL75TQBoa+tSqbrGx8XfNfoju64dC+wZk7vGQsWR2fRsPL9c0SQL1VShkAoJApXzaAilTGVf8LQ7mvRVb68/GIz67MqAtdKtzPRYdDalEnv2IB5ntRTB+Z0SIf17kmdLp/myE7ae0KSkC7N7N69+qQ6zWHD2rIjYJLFNvx/j49wIEvwKQCIhbqA7OpBKsbueXs/dtlzOQ3X6+VgMLhfkcuYUEpJL6l9P8950GpEIrrxSpJ3Qr09NseDf7t1IJFhs6NgxJJPw+eBwMFzT40E6zdKdIyN1VrpkjbS6irNn0dYGh4NvBlpMJBJwOmG1skCP1YqREUSjOHgQvb1YXsZzz2F0lLeeLhcDg1MpMRGSBHlbG6LROkwsze07O3ntOjzMYtw02Kdm1GLB0hKOH4fZjPb2uoeUyIKC8E0+j0KBRc87OkTLbr+fu3aFQrYFsPzVxXYi3I7XPEhumGZKG+Plj0Yb5qINyYBCr99E11SthsPBP0x/jgyDaD7p9TLPl84UtZrFpg8ehEqFtja89JLcbBYHiZu6pgGoVlmVeOPHXFtjBRxpLlQq2TmoUkF3Nwsq5nIM3tnY78ZiWF3F/v2YnWWJLIHUmEpxQR0IMKCDBH0okVP+oOqelmRk9BEO170llYq9sTweuN247TbcdhuqVZw5A5MJJ0/iqadw8iTGxzEzAwBmM665Btdei3370NQU6OoK5HJvnZ5GILD6i1+U9+wxffaz+I+fJ2va5P6rknd+NGn2JpPFZKKYiBaiS/ml+cx8KLWUWY/HSuFYJAzgqcW6z2tVejqtfftzPabVnutqfQ70+GwtMpmcvuXxcZjNvCglBTX6fkmLkvj+5HOZzaJSgcHAuFCdDgsL2LOHVVgjEZjNTIwjSgOpsZNGnfBd07dDPFe3m/+RuP9CvRKLMW0c582iSWZIuB+sVkxPIxLB5ZeLWfD8TSWjFWNvL2e4QIC9I1ZXef+q12NwEAcOsEwEjXkFPXG6o9RqxGKIx3H4MOu/BALcCkcirCZI/XcwiEcf5VkrkQWJfWS1sr1zOAyPh2k8MhnW1zE8jP5+pFKYnxc/KWm8TUwwwJX22SdPQq1GKgWLhZnEZjPyeUxO4uabodMhFhN5pTjvBU3DjGgUKpWoh1epMM5rfJxZmy/H6f6VxnYi3I7/iSBQ5aa4ZyLJUpe2dUgzUColIvKlIeBlGrKR8MPE5aKjwWZDOAyvF243m+sSbo04WKQQZjTC46kNDMiESVrDDjISgU4Hu51HZwSB2zi6tNuZ5UZBsP75eXR1obNTXJtFoyiX0doqUv6FV1hcRE8PZDLmXM7P82FKOCC6MuS1RAMxAB4Pzp1DPA6jEUol70SnptDUBJmMISGkp0XhcmFmpk7jQy5nzeWuLtx4I375S7ztbRgbQyaDq67iHDA+DpcLuRymp4lHKHO5qiYTvvAF+HyOBx90vPRfWDiOBx7AHTfUXZYnnoC/ufzY04ve7ojWtbCYXxiJhKPFSKg4NhofS69HTyaiJxNPA/ibIQDQKXU9zp4OW0eTsaMQbn/nNe2qdHuTuTmXUwn67MUiTzibmhhHc+4cO1rk87BamTxAkA2A6acCF5ASIa0PFxeRTPL1qVYRiSAYRCjEf8huZ4FpgkoeO8bASxpgjo2B1IiEjqq3FzIZTpyAx1PXxgEol2WZDNRq2GxcxNBgtlhEaytjiOj+IfE54VGivWODej7dOSRxt7YGl4upQSoV5ufR1ganE0NDkMtRq9WNKAkg5nYzSvngQWQyKJd5ABsKQSZDMIh8nsX5SEkOgErFKwmPB7kchofh86GpiY2xaHMJMGZnaQl79+LZZ8W/SxfQ70ckgrY2zM8zldZkgl7PUkdeL9NahoehUGxLrG3H/51B888LEYCELm3rKJcZmU1s300Zh5viZQDxxaUNKBGVBKHIaJShMbkc2tt5MqbTwW6vkqJHVxcj5oWjp1BAMolajdNMUxPyeUQidUxngDn7UgsbYhySZreQdYxGjI9DrYbVivl5MfFXq5ieZvAhAJkM7e0YH2fjeBp5UVgsUChYKAvnfQOmpnDoELPlWlrERsflwugoy2ZSGAxQKhs3T3TFhAm2TgenU9S+IqlSuZyzoEaDeBydnZVMBnI5brgBgQB+/nM88wwOH8bHP44vf1lEycvl0Cg0unLrW9paW1qwvo5zWvT3Q6XCuXO10cX5xbXRqn3sTHjkXHRsNj8aW1k4s3TmzNIZ+vX7HwYApVzp0Ta3TrTvGG3vsHXI8v42r2MubNf4HNlVZ3OzlbiAJMhO+nbd3SxgRnDEq6/m2SldwEgEtRpDbQlZKpOxaDWZ6pFUnsOBU6fYGDmZxMQEdu3C3r0AMDmJPXtQLsPthtmMzk4kEjh7luE8CkXdRCGXw/S0XK2uEe2ESjRqaksl9PXh9GmWu5uZwWWXcaKlB4E8BYVSplxGKsVTX4FxQTUK3Qbr60wvUasxMACPBzfcwJN5+lpp9EqtZH8/1tYgk2F5mYkZDgcjUQFMTLBQHGVZEq1dXcXu3fjBD/Drv87NJanX/r/svXmYZHlZJvqeE3tExr5mZGRE7kstWXt39Sp00/DgtUHF1gvOqMNcZkSEO8qoqAwIF0HFgZFZHmTmQeU+g+CIKArXbqHthV6ra6/MyqzcIpfI2PeIjP2c+8f31Ykllyqagh4g33+6OisrI+JE5Pl+3/e9Sz6PUonb91YLDgckCUokKv3u+/2YnUUsxkw0+m0ymRCP87mBIog3NlAoCFtb4q7n4FeNg0J4gO8HSFP/6v5WgULPI5HTXloLsjTrKYQKFJsrAjlu9/fD48HcHPNKCgW4XFCrEQ5jagq1mhAIyOQjNTTEnR8ASUI4jGAQkoSrV7mq5XJMvujc8NE/iXaM/lIpFIvsha0ooKk5JnKEw9FuRzY2YDJ16bpUKoyNYW6OJ07KuV4U0d/fdXMcHcXVqzx0Istjmo5Sk2QwtGUPBI8HyWRvISTjN2qVyF4ZN52mMxlotTyq7etDOEwtiExJBV4v8nl8/ON46il8+MP4zGfwwgv44hcxNsbj4rk59PXxfJhygOt1BINQq4UTI8GBRPDI4TfqT+Ef/xFnzsBgKyykFy6sLs8nljfLK7HaynpxZbOwGdleiWyvPNc9WcU8AIhQmdXOvi1H0OXUy06H0WbV2fxpWyVrM2us9oStpbNdSVlbJbtRtEmyTaMRtVqetYZCuHABuRwHLxDHlcQ25BlL5glkEUDHI5qd0oKZBoAqFecQZTIIBuF0olBo77kjERSLbE4NcKEFWDciijylz2ZpV43RUVy+zG8HfdSV9TbRLMfG8NxzmJ5GLsfOPi4XBzc2hkcAACAASURBVEpYrahWsb6OiQmUyygW+d3R6XDjBoJB5HJIpdh/oFrFxgZ3ftksnyGobpGdIS1K43EEAkxIJpdwAIEAlpbgdLJTHR3vjh/n0MdQCMUi3G5Eo/wD6VgmihgYwIULzAMg6YvJ1JWMQezu8XEpmbzDSuiDQniA7wf258vc5ppQ6ZCy2d7hUid2ldV3PlZndqDdjvV19PezW6Pyiz06CoMBuRzice4vh4dx4wZHL1GVpYgDqhmyjFiM+4BKBckkkxgJlQr8fiQS/BIkCdevY2wM/f1YWkKr1ba2IsInAKeT3VmzWZRKu+glyLJ5dRV2e9eudGAA5861uy6NhodUVitz6+12xON8PCcZfmchpHFx5xSagotpzubxYGWFzTmJYLm5iUYDR46wWV2hgPFxmbiUiQQefhhaLa5dw3vfi4cewjvegXPn2De50z67B8PD+PjH8fDDLCPT69FqQaOBRWc56jijTZ75pdNcjJ1OXL1eM/SHn7q8AvvKjeTyciwh6TKr8fS2nE5XUuVWPt9M5JuJnRlbbVzm/4qC6DF5HFqvz+QfdHj8Zn8l573wbd+Jsf5mwRO0D5TLZiJV0vTYZuNCEotxZaK0KZ8PySQ8Hk7Xu3KF5Y9PPcVjz2oV6TQiEdjtOHwYzz+PI0fkCxfanuYU6Egm5qEQ4nE88QTe+Eb251Pi2nGTKer1IhyG0QiHAyoVS00o0lan4x9FqvlYDH/3d9jYwIsvIhxmXdM++Lf/Fm9/Oy9c7XZcv45SifO26nWk05iaQjiM4WHEYnA6MTeH170O584hFkN/P6xWzM21k7cBvjihEK5fZ9Ks8gtFJsBDQ8zWodgQh6M9TCLdrdUKUTxgjR7gBxAUo7MXyG5jfyh229vbzH3YC7vyZTofq7Po0rmeRkNEUiDVHf1mUs5tqyU6HBxPce0aikWoVCiVkMu161OjwQsS8h2lRRTVJyLykZyftnfhMP9wrRaHDiESwews/H5uQ2n0ZDBArUYqha0tVkPvBN1lHnyw64vkntM5Oh4bw7e/jbvuQquFfB6Dg9yBkcXBxkY7CAk3dRTEsFeuWLGIZBIuF8dNHDrEtVyjQTjMiRkAIhH097O2en0dAwOwWlkMPjuLM2dw8SJ++ZfxpS+1T0VEctHpWOJmsWBrC6urePvbcfYs/sW/YLMhcpYhGQBl8hmNSKXQasHv0fm9k3X35LFjKBTY+nxujqX0V2ebRmemLKc3UunHn8mozOmT9+TLrVwsl4vl8ulyzujIlZq57Ha+3MoVm9lYKRZDbC5zuYvgeoH/a1AbA5aARfRN9Q96+7xyblAu+oacA9VM/7GRAY3GsLLCnBqDgdmnW1uoVHDyJA8AEwmYzbh6FcEgxsdZw0cqxp7UewpakmXWbBBDNRLhY4EocnmoVPCtb2FqigOwFhZgNCKfRyyGdBrj45idxRNPYGkJc3O4cKH315DCmCSJSyz9WGV4u7aG//7fMTqKhx/m6Xc6jbvuwvo67ymIv0puMmSAEI3C4UAoxF4KpBJpNpHJQJKo10epxDmdqRQ8nnaDS3YB5Enk8WBhAY0Gx19Q70hd7PcCB4XwAN8P3HI02uN1shOd7eCu5k8K9uLLEChYp5PPQsdng4GXc8vL7cEgES+vXBH6+2UAGg0GBvDSS8jnsbGBwUEeZDUayGTwyCNYW+MFG2Wp0wGfbGhIv0HTKso6p6ZNo8HQELa3sbGBZJJ5hlSlnE6srWFwcM9oRiJE9AyBJYl7PmVx6HSyfqPVYjMXyg2m9DiKhFXIJgDcbjz3HIcNURRRpYJyGYcOYXm5rUMQRTz7LGZm+C5GUmunE9Go8OyzWlHkeEJ6dFKJDA/jL/8S/+2/QRCwuopaDaEQUilEo5Bl7vKLRbzwAj7+cbz4Il58EX/913j/+3HPPdjchMuFep1fFxmZlst8FqGRA1lOV6uwWnmYWd1Wnz/n+cd/9FCyLoC5Qfzar+E3HsM//RMkCx57DAAWFjA8DAnN5VginIrNR6L2QKIgR1KVxNVwNFaKtfTxzUKk0txezNwAbpzv/LhuAgC2oFcZTKLDZ7P3qRw2nd1vd2S27CbRMeyzJ847VK2+qs7wypptYtjo1RlOh6wqjQnQkvVas9klmCHJrNPJ3qHRKFwuzMwgEsHKCs8ht7cxO4uf/Mm2TcztgKLErFY88ghr2Klde+EF+Hy4+2488QQ0Gjat/cQn8Du/g49/HDodDh3CzAxXJlpgk+SR3M8Vb4TxccTjLEe5ehW1Gh56CH//95wAMzjIBxpyFaBBeqXCvynZLIxGpigvLuLwYcRivNDFzTRjOrnecRwUwgN8P/Ddj0aTSe4CMxk2T9kLxJch4fM+D6cUQoeD8x8ADlTrVMS7XLBY5E6az9gYXnwRQ0PtekmmUxYLRkd5CEkhMi4XFwOqVSYT1tehVrMqrhNGIyYnkcng6ac58tvthsOBYnG/aEYixytBFgQKSoxEcOgQHwWIXEOxfJTdSGtCMnJzuZisrzSd8TiHqZJFaqWCl19mbj1J0Kick9KDGkdZBqVzzM6iUkGlgtOnEY/j0iWuwdTxE9+BnAHm5zEzg0QC169z8vjx40zlP3MG73wn/uN/xB/9EZ56Cs88g3e+Ez//812pdTRj8Hj4PKEUQoqozefx93+Pb38bV69y/dNqceYMYjEsL+PXfx3/6T/h3nvx2GPcamg0FJul9rj8d0t++leCAEM/MjZcuoR3vhNqNV68WHAMRS4tRbOtSBFb85Gtq+GtXDNaQCTfilVblWorkk7eHMKu3XxLYsClm38WgDAQvtllyqJQs8p1k/6rfX6npX/N4rfbzTqzQbTIVYvXZhbDFleffSNnDTgdiynnUNARjVpTKVQq+Oxn8dGPolpln3FFI1up8EtutfhsNzODkRG84Q28aX7uOQ4tIU0k0WqsVoTD8PvhdDJ1WafDO96Bf/gHPP88Pv1pPPEEZBk2Gws3SQVL3zw6yg47/f0YGMD165iehk6HxUWMjrKV7uYm7ruPuaZkWWC3M8+IHAlouVCr4TOfwd/+LWQZ992HX/1VnD7Nq8dymY9l29t3PqH+oBAe4PsBjQaNxp5dGimNaD6zK8gCNBRqRxzsD5LV71MIFQUFAKMRosgMF1rUdy4RAQQCLeURqTE1mdgQmaopdYf0o0IhbG3xWIx4FkpJ1miwsoKHH+7a/3fCbufncOECjhyBz9fFbu8BUftCIebWK6D7EUUWKGoNop5XKlCreX+5tcVvh1bLrqQk0gqH0Wzix34Mi4swmbjOESOU/KMTCTz+OGo1vO51SKfZDW5xEeEwJiYwMkIBwtKhQ/B4UKvB74fZjJdfZlPKzU2YzVhbY39qimkkFlLn1KuvDx/+MB57DL/2a3jySfyP/4H/+T/xlrfgv/yX9vdUKnw2Iubq8jLW1rC6ii9+ERcucDHQaDA9jV/8RbztbdDpcOkSymV87GO4ehXr6/jmN7G1hXe+E0C7GyPWBjEts1ksL0MU8cQTuPdeWHSW4T6LZ3yajKRXV/HNPEoljlbvs1eKzQwMmeVIttjMlKVsvJBZ2crG8plEMZurFCqNSg0FWVOGugJdAdoSVA1Zn4U+WwVWaliJAj2UHwUbXE1FQTSrHc2io5xy4G2OAYf9oXttzj6L2LCa1fbtrPXeU5btjBU16/Kc5fX3WM1aC83qg0HEYpAkDA4iGMSzz+INb+Ahv9nMZugLC7DZoNcjGoVGg2gUv/Eb+JVfQTiMD38YH/wggkEeZZfLaDbZnunECWxtoVxmr1eqjoODHMIFwGTidSnJP6JRBAJMnN7Y4CFNNIrPfhZf/jIqFeh00OnY0mF2Fm9+M2dR0W9NNCpI0kEhPMAPIOiGu5eUEDf1FbtWuGwWqRSmpiCKzOG+JW7Jl+lpyCYnsbqKpSVeb5CXh1KVKUiWQH6PR49ie5tzzCUJsRgnoALw+1GpYGEBDzzAx17anQAIh+Hz8Y5k11UHHY3JkrRex9wc90+7olKBVgu3G9eudZ0wKG+BWlKlEBKJkaRpSkOsVEqi8FmtWF6GRsMWIXo9XniB/cnW1+FwMKWeyJDUMlIHTE5dZ89ylG48Dr9fVqlgtWJxEcEggkEsLMDjYfq7241aDYEAV1n6YGi1u+gvh4bwUz+FD30In/kM/tf/wpe/jG9+ExMTqFaRy6FQYD3Azow6vR6HDyMQwHveA0nC2bMcWlut4tFH8dhj+JM/wX/+z1hZwXvfiz/4A/zSL2Fqqs0PIhEFpfWOjeHkSTz7LJtqarUIhUDUG2qLtVpEIohEMDZmWFoauHZtYG4O2Sw2NroEMwpodXr2LE6dgsvTtPuKZufmR/9A+Md/Lsna4uSx3L/8v/LFekE0FGooLq4XqnI+s52rCplcLVNsZgr1fL6Rgj6FAABEgP93ofsBVjv+/A0AMKpNgqTVwWrQqewGm0alUa30VUv6rz9v8Nr7BFkjNiyJmMqqs5XnxfFBWy6rql61+L2aIX+ff9j0r37b8Me/b/nLvzeNHzF85HcsAAwG3LiB6Wme+dM50uvl324KHZyagt2OcJid5wYHkUjwnHx5GSdOYG4OjQaqVYgi/vzP8YEPIB6HIODNb8anPw2jEf/m3+Dxx/Gxj+ELX8Bv/iZGRzl5NBbDxMQBWeYAP5jYvxDS3XlnIaTl2fg4m03kcm2LyH2wP1+mR0EBQBR5eHj+PKam0GzyGn8niH1utTIJc3WVxewKM8Vo5CRSojUWCjwapQ5seJjt03Yt+VQIKZmB7trLy3sWQmp5ySqls/mj2DbicyrmHZTVThIF8tMaGGBbLHLOXFrC5cvweFiHTi//2DEeqN57L0QRExMccJFIoL8f585hZgarqxgdxdGjfLlSKajVgsUi0XVWJsPksXnyJIpFzmFXRuWVCvuP0PaoE9UqyNPnS1/CT/4kPvUpvPIKXnih91KQapveiNOn2V+0VMI998BsRjSKvj7u8snoy+vF3XfjTW/CF7+Ir34Vs7P4/d/Hn/0Z3vlO7mAARKM8hdPrUa1yKMT2NvJ5tFqcqVQqoVTqioDogdMJvx8jI7Bace+9KBTwrnfBasWXv4xQCPfcgxs31F6vvdWSP/Z/9737Z7TvehcW/ga////hPe/Bxz6BWg3Xb8qEDAa0Wnj+efzmB1qFRiY0mf0//1XG4MiktzNWX1ZnKaRL+bmVvGjM5quFZDGfKRcEfX5byldape1mGSiXkUUFkUr76V1b65jfKpi7+YfVjpr6bgD4aAMf/QhMmj61bNCLZm/cLLT0ask8mDIno/qJIbMjZtar9WaduVXpeyJpMOvMyYxq7YIlURaDXmu9JJSWbLkcGqJdMEKjsZXLwo0b+NSnsLgIAIcP47OfhcmEiQnk8/iTP8Hly/jAB/i88uij+OQnsbGBZlNoNA46wgP8YIJ6vr1yd3ddE9brWFpih0yAT9+3E8u5P19m18cSBAwMYGWFBbyUG9Dzz9NpNrEkhEI4f74d+ECgrLvpaayvY2gIGxucv0PpENvbWFzcs7ZR2qISbkBU+L2MCBRvLbIX6SyExIBdXu7S2tNK5soVnDqFWIwbtaUlTEwwm9Ru5ytQq2Fysr17I0bM6iqrxctlXgitruKNb+SpGhk6yzLSaWg0stnMPRoZtRgMGBzEuXNkxsZtHzXZxIckptLOQphOY3iYkyJOncJXv4qrV7lqxuOYnEQ8jnvu4fnexYsYGUE+j298Ay4Xjh7F6Cjm5tpNOdnpxWJQqdjG5Sd+Aj/7s7h4EZ/8JK5dw8c+tvv7sj9oVGizwe/H0BDMZoyM4M1vxtgYbDa89BI3juPjbR7W1BQuXMCpU9jeZs/3VguPPop/+id8/OP40pfwx3+Ml1/Gf/gPOHECySTHcfzpn+Jzn4Msq970JveXv+yORPDEE3jH/wGdDtvbsI7jb9cwGsDgIOJxPP44HjiLRAIPPojP/XnJ7Wvc/WM5Ud1MFgr5Uv36UrmBbYen1lIVLbbm3EpOVEmJQk4WWqVGQRaasUxRUNfNznJNLmWLFVlbjCSLdbkCbancKAGlPJLxm5lf57MA8NyVfS/T9e7/ffbmHyQ1ftosijDpDIU+/S+chw4W0zlVq6G26M1qNYZ+06rZFBevG75W1//T76ruOmY5frz1s9s/N4h9KXPfIV6zQpjNZn/hF37hueeeu//++//iL/7CfvPesNfXD/CDju+UL9NqYWmJw1EJe4WF7sT+fJkeKaECGiqGQkxoVLIOlOezuIiRkfaYNJ2GWo1gsOvb6C7f1weHg5s/sokaHoZGwxk6O+MpCEpPrBRCmvHuWgiJGALAZsPCAo8ZGw0mTZjNbNOs17dTF2gsSXl4RFWXZZw/D40GMzNYWcHsLCwWNgNTruTAABYWuCoXCrh6FdksRBHHj/MfSNYCMDGVhBAEq5U1iy4XGg2W81PWFb2tsRiGhnD1KneEnSDyy8gIXnkFsRj8fqhUGBrC9DS7iNEOL59nPuHSEjIZ1Gp48EHk8/D72VBtaIiF2JubHE1MnAvqNVdX8dBDeOMbce4cnnuu64ySSMDr5RDEVgvXruHwYTQamJnhR3z+edYznDmDe+9lQwazGaurOHUKgsC99ZEjqFTYu44wMIArV/hqiyLKZYHeI68Xf/iHeOMb8du/jWeewVvegj/+Yzz2GIpFvOc9eOEFqFT4wAfw7nfDauUFLR0jrl9nYUyhAK0W/f0IBtn578oV/OSP9yUSWL1gHxvDA5PY2MBdD0AUcf066hW4+3A8hMlJJJNMgLrvPly6hG99C5UYfvzHWftYKOBtb8PaGn767YUP/T+V5fWy0V7IFCs1qby8WbC6KlZXuVArVJvVpfXSk88VNqJVaEsQm9AVIbSgK6jUkmDIC4Is63KCgIY6CwBiE4asBBSRLSopNLnuz7oaOAoAFeDpFp4+D2/5/nsnT+PO4TUrhH/4h38YCoX++q//+v3vf/8f/dEffeITn9j/6wf4Qcf+YkHKLVNAoZ0mU/veQaqDTmPM/bEPX2Yvd1MyyDCbMTmJq1dx+TIeeqi9KaRtv7KhjMfb6Xo9wzGSAEoSk8jLZUxMcCtMMsG9vPOrVe4YqAPAzWXnztMgJaDSq9PpoFZzg6gkBpPFTKGAlRVMT7NlidEIQcDmJk9HLRY0GswtBJBKYXiY+10St+n1SKUwOop4HJkMVlexuspOb8TTWV6G1wu/n0UjySTTHBRQVSBhgNeLzU2uf5T/Xq9zuHlfH3MdO2PKyeKO0gSJ1oibQ4K5OZ4/kxOK08kkoMlJDA+jUEA0CrcbksTPh1KL6R2ndpboqV4vzp1DKASTCY8+ikcfbT/zVgtf+Qp+4ifaH6FwGDduQK3mdvnyZfaq9vlQLuPKFc75oledSvH4fWaGA5bPneO+GYBej0AAV67gzW8GgHJZUFI1MhncdRfOncO7342vfx3veQ/+6q+wtIRIBC4X/t2/wzvewY+Sz8PjweIi3G4MDCAeh8mE++9HPo9wGFothobY6+fECdRq+LM/QyTCtm2pFAdnklB1aqr9V0SqOnYMFy6gXMbzz+Oxx/Dyy3C78V//K97+dvzNX1rOzFgefhgqCUdHEI3C58DxGfT3Y34eH/wg/uZvIMvo6+PxPrlpF4voUT2IIn78x3HyTOPn/mXplVdgsm3PnKglEqjI+WJJiiebY4eKAFajuZYkL6xsDwRrTz/bfPK54vY2FvNT+Lndf4leHV6zQvjVr3717/7u73Q63a/+6q++9a1vVQreXl8/wA869o9b6ukINzYgy10O/SSouqUfqYL9+TLklrKzEJJ8W6fDiRN48kmcP4+TJ/mvqKugMrO1hWwWExPtu3YnDAY0Giz6plw3xWWGSsJOcgdBSbYjeTVZSiqh851QtIkExXy50xHG70c2y5nAExPshELyr0YD5AVaLOLsWSwt4ZlncOoUkzsaDSwtQadDIMBT00AAzzyDgQEyuOLMo1aLIzJ8PiQSbLus06GvT87nBToxiCJMJu4+Bwfb8QX0SkkaqFLB4WCju2KxfdRIpzE2Br2eaUH0YoeHUSwiEMDMDNRqdi2gzSVlNmUybM1lNCKdhseDZhPlMmSZ5ZVUfemNpuY1ne6yASJkMvB6u4YK5FZaKODyZZw+jWSSX/WxYzCZEIngyBEW8pvNeOklnD4Nnw/FIra2+Morb41OB4sF5TK7CBWLwsCAjJtxXRQr8ZnP4F//a/zyL+PppwHg/vvxvvfB7WajO3qGtCRWqeDx4PhxaDQolZDN4tIlvOUt7AWj1/P3uFxsNR6LcSiY14tYDK0WwmEkkzzoJvJXMAi9Hn4/rl7FjRtIJPDmN6PZxO/9Hv79v8eHPwyfj0fB9To7kf7u7+ILX2Ct6q/8Ct79bly5wvTs6Wm2TNvehiDwVXrkEXg8+Iu/0ORj9pAH29v2cReaSWSyyEVxdgzHRwCg0o/FRQw4MDmAn/p5VN+GT39a+r1f7+kZv1u8ZoUwEomEQiEAoVAo2mHCuNfXOyFJ0je+8Y3UTQ12pVLRarUqlcpms73vfe/73j/3H2zU6/VSqaTd9Rb+vUSthmxWLBZ3pxZIErJZsVCQBAHJpJBKCRMTUmdg78qK2N8vF4u36zEoSUIyKdjtuz9csymm07LcUZFaLaRSos8nKW3r4cPC+fPi+fOy2VxOJlUTE/VoVPB65fl5lErC6KhEBi67PnQqJahUcjQKj0emiBlCoSAYDGIiIev1vU9MkpDPi9WqRD9TFMWtLdlikZNJ0efr/eZkUgAE5WKq1UI4LFgsUjot6vXtq2S1CsmkoNFgfl4mu9R8XpQkbG2xbc3QkLS4KG5v4/BhOR4Xmk1Eo3IkIthscj4vXLwotFry2pp46pR0+jQiEcFmQzYrGQyC0ymvrIiAmE5LjUYrnRbrdVmWsbkpJpONaLRhMpUMBlkQoFIJW1uCSiWZzYjF1LOzrVhMlCTkcq2NDXFqSioWodUKkYjK72+trQmlkuxwyMWiUKsJzaaUzaLZ1BQKUrHYAuieK9pscqUi06VOpwWVSrp0SRUICIVCK50WNjdFv18qFqVEQqRAD0lCMilbrXKhIMTj6kwGY2NNukpGo2ppSRgba/a09eGwSJoTrbb9F+Wy6PHIyaR44YI8O6uORsX772/p9S1ZRiajWllp6fXyt7+tOnpUMhgEjaZVLKLVQjIp1usQRVUu19Ro+K1Jp1UOh7C8LKvVrWJxW5IaxWIdQC6nstnklRVMTEhveANefFF4//v1gYD0kY/Unn5arVJJkYjg97fyeUSj6koFJ0+2nE652US5LB4+LM3OqubmhEZDsNkaKyuizyfRcSebFXQ6VaMBu10yGLCwIF67JgUCUrWqKhaF+XnhwQdbAL0XSCbFbJbMbFWVinj1qhQKSfV6C8B994nvepf2c5/T/NZvyR/9aM3vb8kyPvUp3dNPq+t1qNX4xV9s/M7v1Pr75VxOKBRUej2cTunqVWF4WE4mhVOnWgYDbDZxfV3w+VqNhqDXa65elQ8dkgAsLspPPaXyeKR77pHC4fbHO5sVm01xcVE+dUpKJoWPfKTWbBaLxds9FBuNRtXObM9uvGaFUJZlQRDoD60Oq4C9vt4DjUZj7Bh76XQ6lUplMBiEvZyYD3ATwk18nx9Xp0OzKQC7P7JKBY1GaDaFalVIJISJCUmtbn9fqSTIsmC1ysDtPm2jkVS3uz+cTodareuvSiXBbBZUqvaXLBYEAhBFYXVVS+O7alVIpdBqCePjUud39sBgQDIp+P1IJASVquv+Wi4LLpe8vb3L9a/XodcLoshfN5tRKokulySKQr0u9KwJq1XRZJKVH2I0QpaFWk2oVgXyiyE4nchmhb4+OZMRs1nZ4ZBNJqFYFPR6SaXC4KC8uqrSajE5KVGe7eqqeOEChodln09uNPD446rpaenMGWlwUG42xe1todlEMim6XLLBgHJZ1OmQy4kXLwqyjJdeEsfHpXIZgiA2m8L8vEqjkfv6oNXKiYQQDAqU9nf9unpmRrp2TQiHVTabrNUKlQpkWQiHVW63HImIw8OSySRls6LLJQuCkE4LoZCUz/MVazRQLArBIL92oxEbG0I4rHI4oNHIjYZQrQq5nHDXXbIgCNvbQiAgr6wIRqNcLgtGI9Rq4cQJ6fx59Y0bKqNRMptltxuLi6JW2/V2lEoCIPj90vy82PkRslgEWYZWC58Py8titQqXSzabBSIoXb0qulxytSpOTLRSKWSzos8nq9XQaoV4HF6vvL0tCoJ08+0WvF5Zq8XystpqlZVfSVkWMhlheFjS6wUAbje+8AVaaAsqFYxGYX1d1OmkTEaoVESbTTaboVIJ2axgtQrFogjOoBdzOdFoFCoVsa9PBpBIiFotrFbZ70c4LE5NyRoNFhZUW1tCsShMTMiSxE9AEGAwCOvrwute18pk5De8Qbp4URwflxsNQauFw4H3va9+6ZL48suqz35W8+KLqr/6K/X2tiCK+JmfaX7oQ/XhYXqBQr0u1OuC2YwjR+RsVpyfF91u2WgUAAQC8vKymEyKJhMGB6X5eVWxKJvN8pNPqtRq4cEHJYMBanX7Y6/RCPW6oFKh0RAMBsFgQKn0HdzBbuc7X7NC6Pf7NzY2xsfHI5HIQMfmZ6+vd0IUxUceeeS3fuu36H/T6bTZbP7+tzg/oKjX67Is9+2q6P4ew2rdj/Zpt6PZRDKJo0d7rUSjUQ43+I5gs0Gl2n1NSEyWzh+YSqG/v/chRkZo5FX1eIxqtZaC4Pdy/lRAgzKvl0dnnd8syxgaYr5Gz6aw0YDd3n4CWi3m59HXx6HnPU9MluHxdGkw/H6mTjidXSPfqSmWfC0vM5t/dRVeL1IpbG7C729PBSnR/sIFPPwwz36PH4coYnKSCTgWC44cwZNP4vBhXLkCSYLNxpHLY2OoVnH4MDY2MDZWLxabarUhGOQ04FwOc3PtwSzxqgxsQQAAIABJREFU4196CSdOYHmZxQ9+P6amtPTkSYg9OAhRRKWCEyfwrW/xlYxGWYenXOp0mq2/KPyBCKL9/ezP4PFwWpAs8w6V8kPIWI6SkgDo9brOt4MoNnY7bDb2xiP4fMjloNEglYJWi8FByLKGApndbt6YnjmDel1HC1T6hxShMDrKZChqTkSRWTyrq5iYqPX1GXQ6HcD75rEx9PQwjQaL8Cj878YNGI04epQ/G/E4j4KPHcP162g2EQ5rx8Y4LDqf57Rnmw0jI0gmUalgagrRKE+kp6ZQr6NWg9OJVouN9/R6vOlNmJtjo20AfX0YHMSNG/jKV3D4MC5dUl26pAJw9iw++Uncf7+6s6BEItBo4PXCasV99+FP/xSBQPtKnj6NV17BzAyGhnDtGjY2cOQIDAYcOgS3WwfA5Wp/7C0W1OsIBFAuY2gIBoP6jt/B9v2F/l7i0Ucf/fznPy/L8uc///m3vvWtAJ566qldv36AHxrs7zhKPkwUQtYJYjfcJl+0E8SX2RW0I+wEERp7YLVCENjbcHYWWu2tqyA63AMMBnROdyUJ29swmTgoqgfKgpCg1bLHzc5lZ6tF7WPXF202Vi4qVVBJNKQA3lAIKyvo60OjwY6dQ0Ndu7FUCn19mJnBE0+gVuNyYjDwU6Vce0rbILOVBx/E6dNwu2G1YmsLwSAuX4bNBqcTNptEOne7HcEgTp3i/d/AAOceUMhtpYKRERw+jFAIVDXNZsgyIhFOcyU5Nrkzv/QSLlzgVAcF5OtGTs1WKwoF5HLslkfezYIAq5UXVKurzBamSPqxMajVWFrirSFuFqFGoy3kIPmHAgq90mjwyivQ6fjJLy8zM/b0aeRyfLXpoEP/lhhJZKNDAsRymYk2zSZZV3PLUqm0ZTM9KJfhcqFQgNmMTAZzc5iYgM3GMqFYDJkMRkfZi/zMGTid7C4EIBJBs4nJSaYdUfr8U09BlnHPPZy9PDiISAStFm80g0Feu0oSQiFsb2NtDQD0eg5NfO97IQh44AH87d/ic5/rDeCMxXDlCtRqCAJbh4+MYGOjvSMIBOB248IF5qlSfPHMTPu3UvnYyzLyefT1cZqV1YpSCZnMHR5ovWaF8EMf+tCVK1cGBwdnZ2c/+MEPAnj961+/69cP8EMDsqvfCzod+vt3KXjxeFdm+nf0cHsVwh5uTrnM2rKd8PkQi4lLS4IkYWLi1lWQQGpCUkEooFsz8Ud2FkISEXaCIgB3vgpicPRcEPLRVm6gkoRUCgsLiMe5CKnVcDpZIJ9MYmCgLT0EmNMxNoahIcTjTDBRqzEzg/V1FApQq6HVsp0YsTNMJtjt0Ok4e8hqxcoKEyMpCYgKM24qN0wmPPAAW8d5PLj/fkxNYW2NTdooGLKvD8vLePZZxONYW2PjVoOB5wEnTmBmpt0Hp9PI59mUWZbbAbBEhFF0lhYLajU0m5idhSAwMdViQS6HQAAjIxAEvPQSFhextAQAqRT5jvIz7wwqIvLtygqKRej1CIX4uEBMJUreoLs2KTiJxlCvc/gicYIArpdkqmI0Ih4X19YEAJubXKR3olyG2cw+1zduoFbD+Dh/NojAPDHBqbmlElwunD4NUcSlSygUsLYGs5nt4paXUa/jda9DIACjEa0W+vv5WlGqF5kteDxIp/mDNzoKScLaGh8jKAPk6FF87Wt45hlMTcHl6vo8x2JYW0Myyf/wpZfw7W/D5UKthrk55gcBOH4cly7h+nUEg2i14PXyMYgelH6DAM72mphAMskNYiYjtFo/LIXQZrN9/etf39zc/NrXvma1WgEQc2Hn1w/wQwOfj02cd4XTybewTtRqHJP7KrBPIVSpIAhtGxESTuwKux2SxH4xt/Q47XnonkJYKvFvMoV696CnI8RNNeHOV0H9RA8EATpd+xVRNPH0NPJ53LgBj4djF0n2R0kRCkgdPzwMSUImwxq4ZhM+H9MOr11DMIhajQtqfz9GR/lBfT7k8zCbcfkyBgfbxwulDAAQRWxuIhiEICAQQCoFkwl9fXC5YLdjaQmSxMNqcg11OnH2LEIh+Hw0K8PQEPL5rtpfLrOVgdnMObFaLaJRGAxc4JVCSOY7FBRMIQk2G4xGljeIIo4dQzSK69eRTLLyTxGGKqayCmQZ0SgKBTgcGBnhAjA+zpkhjQb7XycScDiYZUrEV4ClIETZ9XhQqSCVIn2hNDcnxOMcuSCKuwxO6OWQMufSJQwMwGxmucW1azh0iD9a2Sw77FDLnsngK1/hy2I24+hRttV2uTA+jkQCW1vM/KzV0N+Pa9c4C0yrZcs9l4vzwiiqF4Ddjo0NCAJOnIAs8/tFjSmArS2kUkin4ffjxAmcOAGLBYODOHQI1SoqFfzDP2B2FhsbWFqC18vnLacT+TwqFYRCnF+tfOzJ4Za0QPQLks/Dar3DwbyvWSE8wI8g6AO9V2rMrg0ZObzcivO1OxR/mV3R2RTuUwgBjIxIgYCsSPRuB3SeJWcvhfKluAbTzLbnie3sCC0WLjzUxyig+equr0gxCqCiq9ViYgJ2O2IxlEpIJDA8zG7dSiVuNrG8jP5+6PVYXkYoxHbJRiOfP1wubviaTW6PzOb2gpNugpTROjHRFnvQxo5ok+Ewb8gALsaK1erAAHQ6rK7yzDYWg9uNRgOzs1hZaZv7uN1IpdjflSrTygpCIXakIyFBpYLFRTgcfHGUQghArUYmA5OJrzCtGymHcnubR7IPPACjEVeuoNnsSmfsnI7SEI8MTvv7OVSo2YROh2AQ+TyKRQSD3KGSaGR1lZ02NzexssKeOM0mBAHXrqFcpi68NTAgnzuHTAZ+f7sZUkB9Ej3/RAK1Gic50+uiUQqBYiMJfX0YHsbGBh55BBMTlKOCTIZfnVaL0VEueGS7Q4HDSm/n9fII3Wbj4872NrJZtj6gZSctfUnvUa1icxP5PFQq1OsYHobBgL4+JBLw+eDzYWICQ0O47z62E3K7+RVZrWzaUK/D72dViVYLWUajgXAYoRDKZXi9rI1Rq6HVHhTCA/wgw+VCs9lr9bkX6Dv3ySHaH+R9tVcDqqwJqXHZZ/VOv3VKjvbtgO5lgsAqOgCyzEGAYIps1xMjykmPrlGthl7PTWHn6GnXjpC+X5K47pKajeD1YnISej1efpkpLWT4Sc9qZYUXe+Q5Xq8jmcT8PPr7uQhlMpiexuYmVCrOHOj0yaOdllJ3i8V2/0RN4fo6LBauEwDMZgwOthOsAAwNkcaAxdd2Ox54ACoVVlYQjSISQb0OjQZra2zTnM1iZYVv0AAnLDYaePppTE3xfLLRYDU9bi6ZaChNDTG9Ow4Htrb4lQ4OYnsbY2PI5bi2KegshOvr7S6fnP+ommq17DdL6k8yHyf7m8VFVKs4eRJHj4KENE88gZUVngNPTVGesxgKyek0dDrk87vMAKjeUAQurVfprWm1eMuofHqTyXY7S0ex++9HNot4HAD3wcrH2GjExARwMxo+GsWJE9ywAjAYMDAAvR5WK68GAWxuchgvLe0UzwqjEYuLvAamDpXeHcpOojOf14utLfj9zGDa3IQkYWYGTidUKv5fmrpT7hLZxCcSCAT4QxiPs3XDHcdBITzA9xWCgGCQP/S3RCIBu31PH5bbwS3XhLUaIhEMD99iBylJaDZ371l3hVbL/8Ri4dtKpcIbJgKF9CrY2Q4SbLbeO2OziWZz996UWH9kOaYUXYJej6NHMTiIp57C9jaOHcPFi2g0sL7O/dmlS7xqKpUwMIC77mIROhFJpqbQapGPKC+rFJCbDHm7ELUnneZLScskWisq5USl6rVNFwSMjvLkLZPBwACcThQKOHYMk5PI5/H443jmGVitLN6fn+fRgoJKBS+8gJER3pOhux2Mx2E2s0eBLEOSeFapUuHiRQ6qVauRz0OjgdPJGcIKiINDbXSlgkaDaw/djumgQ28rkaKjUfh8bMpTq7E5HBkCmExwuUAFr9ViF1abDfm8UCwKZjOGhrC5yQWmE8rLWVvjlpd+fbJZJispn950mrttScLqKqan8cADbCREJgm5XNd5jnbeZjM2NjhrcHCQ7SwA5lKRd4/Fwgvma9eYzlOttp9YNotMBhMTuHABY2PMUQIQi2F0lH8F3G6USqhWMTgIQUAyiSNHmDs2NIStLf6EeDwoFlGrcXF1u9lT3u9HqYRk8s7PRXFQCA/w/UdfH/r6+NC3DyQJyeTucUW3j/0LITlA0lRwf3xHc1ECtR0UMk4Uhs7K1MOX2bkgJBBZo5P+updvHAU6ulyctaTV9s6TBQEzM/D5eEBXr+Ppp7G0BFHEP/8z0mkcOYKZGQwPw2pl/gL1ZLQ0CgaxtQUSTSudK02uKF9JpYJOx+8a3UabTVQqbKep07G2Adjl+ZPvCc0MXS5OANbpuCDdfTfOnGGXskwGmQynPxKSSUpAxOHD0On4vqxcJYqFCga5vaaojWYTm5vtQbHZzObmkQimp+Hx8KaQQBF6+Tw2NtDfj1iM1QVUQkhYQh1ko4GpKQ50HBpCrYYXX+Q5c7OJSAQ3bkCnw5EjOHYMoRDyeSayZrNCMonhYTQaGBpCOt1rJ0QfnkIB2SwHYwGQJPbEUUhPhUJb7BGJwGBgLY1Wi8lJ6HRYWupiVCnI5do9Hx0aqIPs/BxSO2swtNPBMhkeToTDEAS43djYQKGAI0f4tESVMhRCo8GfcIMB6TQnRWs0HGHt9TJV5+pVvqRuN1ZX0WxidRWhEFOFaaBNY/A7joNCeIDXAAMDTF7YB6kUzObbyprYB/sXws1Ntum6JTr9sb6jhyYiAK3oOhupHr7MXh2hwcAZGrcshPQMbTYmaOw66RVFjI9Dr4fDgUoF4TDKZayvw+3G61/fvrnTdxId5vJlNvQymaDXIxLpehUbG2i1MDwMrZaXfMSEzOcFScLyMg4fbr/MHgZmJ2QZly7h7rtRqSASweYm4nHeLVHAr8eDu+7i6j411T5DZDK4cAE+H4aG2GmdXji5rAGck6dWsyMr5WctLKBQwMgI3G7eV+n1PJb0ePgevbLSXrhaLLh6ld1NiXTqcPAEmLQHtMGtVjmFmGxyvV68/DJOnsTqKijyntIcBweRzUKWMT6OYJCSSQStVhAE/qtDh7C52bU+oAHj+jq0Wvj9aLVgMiGTQbXaVQgp8A9gGUmnQyH98EAAsVhvlZUkbG7i8OE2ozsQQDzeRREi7i6NEKid9XhYj0jfefQoymW88grOnuWPqErFG19R5B0kmQ6m00wsKha5FpI6c3oaySTCYQDo74fXi/l5RCJshUjvJpkIfi9wUAgP8BpAq2UL5r0gy4jHd3GA/E6xD1+m2UQi0c5U2h+1mnD7C0KCQnmgJT+x6hXo9TzkvPnz9yy0JJJT+DKdQ79OUM9KDEkaBu4K0gKq1bjrLtxzD17/euZS7jwuCAKMRng8WFlBo4FGg2X4SrGUZVy9iiNHmBwxOcl0UElCJiNubsJgYKYoLdWUKfFOzM5ClnHqFEIhfPObuHEDx49jYKBrG2S3Q5bh88Ht5p+TTGJ5Ga0WTp/mi2Mw8GUkakk2i3odXi8rCqgxJTvsQ4fQbLLEnraGWi1sNtYnjI6y4SpNIClUsr8fi4totTA0xB0kwGNSunr0FkxPY2GBeyCDAdeucac+OAi1mmWO5OdJVKCREdx1V6tQkMlVgF7a2Fhbxk5k1HyeJ/MGAwdRra/Dbm+/ZNxcEDabnHays/MzGDAxgWgU4XB7N0EDT58PrRaXGZ0ObnfXryfRXtRqLC5iYIBt69NpXL+OVIqlIHNzcDrh8TD1rF7ngwW9d1QI6dxQKLDUklzm1Wq43ahWMTaG8+f5lGO1wutFXx/m5rC9zVebtoZLS0Kx+MMinzjAjzjI0bhTrdyJTIYHWd8l9uLLtFo86bpNvOrRKMDn2Uymd8VoMrW7pb06QtxspJS77f4dIQCbDbHYftwfygqfnmbVxNmzmJzE2hrW17sWtzTkPH4cDgcWFvh+p9NxNwPgxg3mUxSLrKIj0UWrhUhEVDoSRUdBs7JOHgphawubmzh9mt9xgwEmE8bGeqWWVL/pJpvPIxrF1haHWpCrTqvFe6lqlam2GxtciSm8wu3G+jqsVgwPA+B3h0aO1MEoswGy4CkUsLnJM3yzGc8+i2gU6TSmpmCz8YK5VILfz70UnWZ8Pmg0OHcOkQjL0k+d4jeaggmtVjgcHIlF93eHQ6rVBAAqFfx+bGzA5YLHg+VllMssMEileMgsy/B6IcvY3GwblBMoTjkchsu1+wegUoHHw4YD8/OoVrG9jUyGc8GoXBF8Po4dVkCak60tmEwIBjnfg973XA4XL/Iw89IlXLiAeJydjKgYE7OGSE/k/kqvkcjJ9MMlCT4fKhUsL6PRQCrFxjR+P3eH8/NIpRCNkqL/gDV6gB8K0KxGWcv3gKw67gh2nY5ubMBsZpHv7eBVjEYNBlSr/OqMRtRqbR0FoZMvs09HaDYzL5EkaAoZcq9nSDGt+8R0UDsej2NrC2YzJ08dOgRJ4lgAQjrN41CfD14vrlzhxGCtFvE45/8dPQqA7U50OnYnsdtRKAheL98Eib9DggGyCOgEOb3193OVrdX4ivWQiQBOz7h0iQMWNjag0XDVofK5vc2PSE0zST6USSklRAYCvN9qNLjPcLtZUVCvdxUPcpddWMDKCtsJrayQHStaLR5ZE3vIbueKolJxq2Qy4cknIYp45BEEg6y6u3YNi4u8UyQyMFVTAskPAC4PtRpUKgwPY3kZkQiiUU52tNlQKsHnQ6GARqPraFWrYXubeaR7nfBoaV2tYmgIHg8WFrC6Cr+fyT609iOIIgIBrK+3B6RWKxoNZqKSu55ej/vuQzCIwUGk0/jpn8bEBMbHEQhgeBheb/tXmN472kSSPxx1h4pmqVZjZWSzyZYFiUQ7R9PthsXCH06vF+SPuufn+1XhoBAe4DWD1cq6qB6QdLrT9+S7wc5CmM2iXOb0uNsphGR9+Z1uK2kKRD+/Xuesok4oHWGjAUHYUytJl4KsXvZqB9Gh7mg0YDbv4lzTCasVi4vo62vXS8q8DQSwsoJIBJLUdRZxuznZTq+HxwOSfvf1cQuluNMNDHCxHxlpKZ2fStW2f+tZE+ZyPJcbGGBDgO1tXnpR4GJnh9pqcfty8SK2triHdrshy7x8Ul5yuQxBQC7H6ZWKs53LxdICcj0l+SON8hTNuwJqzhKJNvFHkmC34777oFazonFxEUYjzGYeA5IgZ2EBa2s4fhz1OhwOHD+OxUUMDWFkBNksslnMzWFjAwYDD6UlCdGoYDTK9JIB3hSWyzzHfuIJFIvY3salS0gmcf061tfx4ovY3sYrr2BxEdEoZJmNV2Kx/SjQ5HZEY3bS1NNlIdBYW7kOZLU6N4etLbaIo62tXo94HAMDcLl4Sn/xInvwbm+jXIbbDbMZDkfXaUyZjqbTrBGs19uFsFLhrpR2GUTIotNAoYC5OWg0OHQIjzwCnQ7PPivcDuf8O8JBITzAawna3neu5QHEYndgO6igpxDW69jYYG7FTsfRXVGrCTrdd+XxVipheBiJRNedXZHV79MOEkjMTneZXReEVKqpP+gc1u36nURfHBtjM5dO2Gw4dAi1Gq5dY0tJQqPBZa9UQrHIY21aldXr3CEBMBgQCCAcRiAgdVrqKNPRTk1euYy1NaZ+0IiP6CqTk+jvRzLZVduaTWbS2+0IBDA2hkuXWEGo6NiUd7lU4nEfNTpkstPpjWcwQKdj4TaJ8IrF9tpPecnRKJvsLC5iexuhENbWcPIkLBacOYOBAayuYmMDyST7CZTLmJ9HqYS77oLFAr0e+Tzsdni9uHYNBgOMRpw9i2AQmQxaLZw/TwFJWFpS1WqC04lkEgA3r9EoNjaQy2FmBo88wkYHhw/jzBkcOwa/H0eP8iKtVMKNG9jc5L5qnxNbpcJPQ6Hv9niEdk5HAfj9OHQIjQauXUMkwsbfJM5pNBAMwmBAIoGNDZw5Q3kvyGZ396Ywm/nyrq7i6FFsbUGW24ddsmEib6NwGMEgBgZw+TIkCaUSpqfR38/eFB4PjhyRbz+X9DZxUAgP8FpCr2fjEgWlEhqNO6mZ7eHLhMO820C3Fcs+eBVzUQKtCclz2W6HxcJ3OgLpDSqV/RaEBLLmAnhZuOszVEr1PoUwm8XsLBoNHDrEvqmVSm8npFZjZASBQNd4jTxxyI1saQkaDQwG7q4Kha7ePRhEtSrUal2WOsp8kixIymXUalhe5jR5r5efeaPBJqVOJ4pFrlX09Rs3YDZjYgIWC7xe6PU4cwb5PC5f5ndWUZhQ2qLJ1Dat7RGuKJeUJJJEASVSvlJKZRmrq3C52EhzfZ0t0wAEAqjVoNNhaAiShBMn2IL1hRfQbCIYhEaDkRH+8+YmWi02ujt/nj1oNBq4XHjoIeh0kGU8+STqdaHRkK1WLpD0KCsriMVgs+HwYTbapvmt2YxSCR4P03QtFoyPw2bDP/9zV3u3E9SE0XByLyq1w9FrdqHRIBTCxARWV3ktSvke8Ti7D778Mk6c4JhorZbts3eClIVEfPX5sL3dxVKmCu3zMZt6fR1zc0il8PrXswIkn0etxiIfsxmFwsFo9AA/XKAUb+XsTxO5O5iW2MmXiceZeUi4zdHoq6CMEqgQKjdin49DYhXQdPSWHSFxQWkptWtHqJRq2rHRHaqzxleruHED0SiGhzE0BI0GggCPh41adsLh6LXkJgWCywW/H5EItFouybQgVNDXB7dbDodViqUOgTzSAFitSKWYfEglRLl3k60MDcRI4FEuo17HwgLsdgwMMENyfR0jI+jvZ0pIMom1NajVzJfJ5VAqdTU6uxZCmw31OiiHlhZvGk27PNAPpKMACfuIikmJVPR+GY2squzvx8mTcLsxMYGtLQwOspMtxdDHYrDb2TU+m0UkgmyWF2x2Oy+qT55sjoww15dq4doa8z/LZW6Xs1l+xL4+pNMIBnmESM+ZDlJOZxcdtAeVCp+W9imERmPb9roT9PPvu49fQrXK6tirV2E0MvlIwV5Dfp2Or0alAre7fVJptdBq8daQ8ryefx4AjhyB3c42pysrqNc5omRz807eHwgHhfAArzFUKgwMsHSaFLg9XLjvHvSbX6kgFsPQUPu36DYLYbUq6HSvhqXWUwiJD6lkMuCmmvCWHSEAqxXVKmuqdnuGPJxU1IrETQDQamFzEwsLsNkwPd1VEuhI3tmk7gUqaWYzH/xpegmwo2bPNndkRI7HRYOhqxDSGLbVgsXCBFSSV3o87bagkz9CppfJJBYW4PHww9E02+9HXx+vGzUanDwJUcTcHDcri4u8/SXsNNkhEOOjVoMgMGuj2UQ6jUuX8O1vc2AkdSHkShoIIJHA5CT3VXTX1mr5AOdwQBD4mELCc3JRGRhgfxk6A50+jVoN58/zENtuZysAu13u75dpkRmJYH4eBgPuvRerq2zpSZI7csYh+QEd5nQ6FApoNnHlCsbGcPIkBIH1BjtBXRf2Fddix3SUkM2i2cTEBCYn4XRifh6FAq5dw8oKzpxp/0I1GnuytGQZmQybzxUKCATaUx9KZSEEgzxqTqW4vhoMCIdx7RosFoTD0GgwNSXb7Qes0QP80MHhgCgileq9M94pGI0cRxcIdJUcItnvJPR3olTqNRW7fZD0uFNB6PMhFmvPacm+a3v71qNXuu/vQ4Kgn6AUXSqEmQxmZ9Fs4vDhXaKsVCoMDiIev8VpoF5nC02ihlLZprsY0VN77n02GwwGuVzuIoiSmD2dZslafz9qNeTzbWNMAMUinE5+MhShMD/PQgIFg4PcQdIFofXk4CAzNV54gZMXO6+MVruLS58gcDoEgQTyMzMYHIRGg+lpVo8sLuLxx/n+bjJhYIA1AMQ3cbv5WEMBxaUSW97kcnC7uZUhl3myX1epEAy29QMUDElFURQxMICtLYTD/IqMRi7VADIZ4uLy20qm53T+KBSwvo5mk3OMQyEMDGBxcRfnJqUQKn7Wu2LXQhiLsT232w21GkND8Ps58LnzV4OioXdFLMa84loNmQxstjblVXlipAk5epTPND4fqlWsr+OJJ+B2IxjE0aOsLt2nkL86HBTCA/xvgcFBbG313hnvFMjPgiJqe7D/mpBW94OD0qv2OyU/DmWxR4IEpSlUq3ndcsuOkDJm93qqymi0M+mpVkM8jtFRDA3t6dfq8UCW23Ziu4IWhNRXaTRsC0LoWRAqCIVaW1toNrvuti4XkkkIApM5e3JFaKhrsfBrLJe51+y5MsqRghy0lTEgxbUTybOz/9t1Lkqw2TgzFjczC3M5bG7iyBH4/UzJOXIEWi3uvhuHDuH4cTbYpKdEHqrUT+t0MJsRDPLLyeVgs3HRojCNjQ2MjiISQS7HnJd6HS+/jECg68Owvo5gkF9Uucxi81QKuRxL8Wh2Sh9j4tZubbHfgnJcsNvb8Vud17/TNX7/6Wink5HyXng8UKuZ/Ox0Qq/HvfeyZ7fy8ylNukcmRH+VSCAY5CThbLbrTVG40GtrUKlw9ixvT5eW8MorKJUwPo7Tp2G380nOZEKlcrAjPMAPI8jFWFHg3vEfrtXubiKz/3SU5IYWy6ufw9A4tLMV62kKyRTtdnYe5OS5M6lOIUGQHzTd7MjJempq952iAo2G2Y/7oFjkmSS9NZ1XbK9CODgokSC6czpKrYOiGOnJFaGhLv3wYhFLSzh0iA1I93nynd08ic17HMn3KYT0bTTbJKHbygqCwa4rls+jXMbkJFwuHD4MgJkyrRbqdYRCSKchSVCrMTbGbEnSv1PTnMuxXrZYxNAQe5xarRz4R4PW+Xmaygpra7jnHqjVvDYm+2yPBxsb/FSJGFyp8ANREGOhwErNTpoMxW+Zzbh+vd31Ko0XbmM6qggKASQS0Gh4BuBy8SVNp9lgtvNakW33zp9M9GDKQ6Zur/N8Q08sFkOlguFh2O0sXTWZYLHgwQeUDoskAAAgAElEQVT5TKCgr09+dauKfXBQCA/wvwvIQuJ7AfLY3LXE7qOgoHg5kje9apA3VScoZ1yZPlFG+V4OO51Qq9u+1Z2gkzj5p3TexPv6bqu+jowgGt3vNKAsCAlKD00JRLuWGdLsZzK9r0vRUcTjHFjR+ShUCDMZJpSS9/de6ZUA1OquYwFxKXs6kn0KYbMJr7c9QnQ40N8Pu73reyipsVO3Ts03XWqrlXeQQJueQ+0gwJoNEgaQJNzrRTgMq5W7oslJ3H036nVcuqSOxzE5CY+H38HlZXapFQTY7XA4WFVZrbYbI1nmNksRXXRCENDfj+FhhMPcxLda7Rdy+2tCCqFUxO9E66WdZU+4NJn+7PzJ9PRo0kOf9s7Bhizz8juRwOgob15Jj5/L8a8tzaIVGI1wOg8K4QF+SNEZa3DHsdcSbq+OsNnE2hpL5b4bUDJ4D/r7OYYb4GTwna4CPahWYbFArd6lZHbORV/FLtNohNvNZsc7QRNLGsoRlKMDOavttROiTPkec1HK4lDanU5QIaTkWyobuCkt32sg3Gy2DWgoJokcajqN64jTvyvq9a4r39fXa8hSLCKf70q6wM2OkAqhSgWrlW/0yp1aKYTooCxR8BAJZkoltvejxnFyEnq9PDkp0/MMBNBsYmEBbjcXlYEBrkxmM7JZJltSkGQoBKcTGxuczLATlGKfTne1g7hVISSGDl3YZBJaLXS6dg/ndiMeh8PRRfsi1wKzuTdWpdHA1laX/Tf5u5I7BMAFfmMDY2Ptd4ocD8bG2FyU8gu/pzgohAf4kcZeO8L1dTid+zl23iZoNNoDMo2kW2S1yvr0/RkrRCl0u3cpmTsXhN8pRkexvLz7X1G16yReKldsr7koweWCRoNMput1EWVmcRF2e9ehh8ot5YFMT7dFkGQl2pkOqIDc5sgXBmBjF5sNbnf7rLD/BanXEQggldpTbxCNsriiE6SdUM4cPe8IqSeVlbBSCKlMUoszP49Wqz3J9HpRrQrKeYtEF8Ui/xyiI5FbNyXc0itaX4dGg7ExlEq3IHx5vUgkes1yacy+F18GN5tC2h/3XATKnaCXply6QoFPRT0llrJNOmswmQXeuIG1NcgyCgX2vu8UyDocGB/nr1Ah3Cte+07hoBAe4Ecau3aEdIK+fUvufUDmkzuhNIWUUaC4iuwF8pQhj9AeEAmi1eIs01eBgQHu0naCLFc6Gw6lI9y/ENLSt1zubQpdLk6E6HkUsoUrlzE2BrW6vaMiQ1rlhptIcMNBDAvFsy2VYscv8uEk3LIQkuxh17l0ucz/vPOSEtmSFId0vvF6u964XK5ruGoytSMd6KZPCUedU2uXC7mc0FmTRBFOJyi+QykA9DKpHaSLMDQEk4k9bDste3pABTuZ7KpGQNcP3wkqhBR5Uat1FUL6gbUaTKb2g9JcFN2xKrkc82YVtFqsU6Q5fzyO69fh9/eeNhTDfTpYOJ0HHeEBDvC9xE4FRaOBSAQjI3dexdEJm43vjIpnJtEu9gLd991utmXpBB32SyXm+70KEO1+aWmXv+pZEOJmR1irQZJ676098Hig1faGbZnN6O/v5YJSIdzYgN8PUYTfzxZcuCnRy2TY7SWdxsoKFheRSMBohMmEep2Llt0Oq5V9WWl3uM+suNFgBlBf3+6k2WiUNe+dqNW4odHr+ePhcrVDgtA9FyUopZq8cjIZ9tNR2FIGA4xGORoVlCdWLuP4cU77I50GfVRkGQ4HSiWOfRdF9jGnaMO9/OsBjjzrebP2n44SNyochsXS1eMCMJnY6qXTObbzVEQ/mQJeQqGuz2SphHwePh9kGcEgXnmFY632Ah0s9n+qdwQHhfAAP+roaQpXV+Hx3OIWf0fg8yEaZTtvSpTtpOp1gg7RlENks/VOR3uGda8OoRBSqd7bDe3YarWun0wMl0zm1q7oFGu+c7C5s9UuldBsQpZZGEAZF3Q1SHASjWJxEZKEyUkcOQKHg2MZ6P67vg6bDaLIz81sRrHIznZ77YZJFI+bk8OeElKpsCahp6rRqaXzUpMekd4RyiDs6UEpkxZAPg+TCckkJie7Wl6dDhaLXCjwapO83Px+GI1YW+MaQHYQZjOHYIRC7ZMEJW9Q+PCuPT0Ah2OXJMhOK9edqFSQyTDrteciKJtRZfBLBVu51EYjUimsrLTTPxSsrkIUceQIcjkO0+gUdewEHSyIpru/3ve7xEEhPMCPOjrXhHRP/B6RV3tAYUAKI27X/R+BeKG0RvJ4urTS5DUjiq9+QUgg06+tra4v0oJQGQMq0Os5Hm9/WCy8CNyfCkTNZSrVRdD1+zlUgZgaS0totdptEOUFBoPY2kIshtnZLoUozQlvORclagap8XoIkNEoS/t7zhadTBkFyhuXy8Fq7W3KyWy60UAux37lWi1r56n6arWQJPj98toaWi3OFBQETE9jeZl5wvk8Gg24XFhZgdfb5WqtUvFrDwSwtbX7UIHMsnvK5F5tFmkTb9zA8DBbj+40/iWbNEli51ilHZQkpNPY2sLCAiyWXsY1af8PH4bJxO56p06hVttzQtt5sNh/kPvd46AQHuBHHUpHWK0iGu3yYPueQhDg87WP9hYLZLn3jkzoDJ3ooZgSU0ZJGnrVUKkQCCAa7RIkkIJwJyNRp0O9futCSMtFl2tPSqryKLQo7fEspaawUkEiwUYtChoN9oydnsbQEGIxrK62wz2oEJIPwF6gIScAgwEaTZdHOQkZSfTW80mg5rvHs43II9htLoqbKVokeyd2D706xVeBeK1kozo3xxoSAC4X7HZEo6hUkE6zPEan6z2lUcIXAJOJPWt2ovL/t3dvMW2f5x/Avz+DMQfbGHMKhkACCSUkPSTd1jWbtqXSX9W6kayXyaStWTR1F5nSXrSperFNzQ5JN03Loq1aL9CmaZ0irc3UqqoWJU2VVJOmKV2rpiEkIRQIhwDBgDkYg/37XzxvfpifDzFgYxt/P1dAOLy8OH78vIfnmYXHo6KpobAwSprl8+HqVfj9aG1FbS1KSnDzZpRpLC5esjoqJ5X6+/HppxgbU70jqquXPGykXmh5OcrKYLOhpARNTZifx+bN5o7QhvAXFqleHWUgpFxn9IP9/PP7dLFJuvLyJeGksjL6kZnwNoRSltp4dSwbhJGdhlY2mLy8JVFWonLkiqucZUik2o5s2sWv4jY+jtlZVW4mnBTx6uxEUxM2blTXzEX4hMzPY+dOVFRgYgKffYbpaVVTbXQ0oYwwMhAODqKqStUzM5Gz/nKzzVBRAZ9PXQmI+uLA5cLICGZmUFe3+DeSpFACQGGhPjur1dfjxo0l3+Ghh9Dbq8pMy4uPyKIQRjNI+Z7Dw1HOgsp1T7fb/OgKjy5S6VvKEDY2ql/Q6VR7tyby15+YgNOJnh5cu6bWErZtw9atagswfBjBILq61IVI6UtcUKB6QErldOM2UTgJhIIZIVFqyTHIwUHk5cXrYpMK4ZWxAJSXq87jJuEZYUGB2moSxv3u1WwQCpcLVitGRtSFdL8fFgv8/ijfWY74J0KunEdtv2zo6kJdXZTNPDnIWlYGj0e1Vjd+ayMQhkLwetHQgIUFbN2K8nK1IVdcrNo1xGLsEUrtOvme8nGp8xdZTFyGJJcXw8lfpLtb7eFFnYSJCbjdSyKrnPSRczoOhz45ielpVFcvWcCUXobSjyk/X60Mh5NqpcavWVCA8vIoQUUuEUrmGp57GYFQ+nNZLNi+fckgJyawYwdmZ81r5kYZts8/V/2qHn5YtRMxfWfR3Y3SUnU0CWGbEfJ3lAb3poQvGFzywoIZIVFqSZOm0dF4p9dSJ3zxTcp2mA4xSumN8AMF0iNeyD+tcoNQyCW/vDw1AJ9PFQGJXHFNPBDK4UO3G319UUpQ4l75nshEZ3AQg4N4/HFMTqpsoKJi8WCtEQjHx9XqqxwGkSLmAPLyEArFW+I2MkLpl1RYqJLCoSFUVKh+v6aUNxRS51Ejp1q2CSMzSCn3euMGAgE88ID5Xz0eDA0hFFKBcHgY27aZS7/u2IHbtzE0hAcfjFIZQE7bhv+aNTXwes3JkwRCm02VRjNISaPr1zE0hC1bVAOp8K+Ss7hbtsDrXZJNWq3Iy0NVFZqa0NAAl8s81eHX6m/fhq6jtnbxUWpUrJWB5efD4zEfqpJS9cZ4iorUXnKKMBBSrpMbFNJ2IO2kb1/4IUZpIxeeClRWLu73yDnGqJ2GVkCSQjkxFGuDEFh8aZ8IKYhjsUQ/03j9urkmuK6jt1dVIJPiztKTVlIxOWxpNKa/e1d9jqapdvOBwOK+V5znTSMQ4l4pWmmw5/WiunrxVlw42VaM+pqjuhp+/+KXzMxgYABXr6KzU12k+7//i5LySvm94WEUFKhKZmVlaGjAwMDiqkBlJaqrsXlz9N5kkVc58/KwYcOSTte6vtjw0nQPVQ6OulxoaTFnzwsL6OpSZcSlkurg4JIFZKkUIV8VeW3DSODu3sX4ODZvNpcANC7hyMAiO4JJ5VKDvF5JpI32yjAQEsHjMd8YS5eiIhQULDnsHr4uKqS41+QkAgHVJ9Y4U7pK0q5WrrtF3iA0SOPZBMnqaGFhlFsKk5MYG1uSDuo6uroQCKClRb0uqa3F0JB6ypZUWGrKyJ6ZdEuXnyJn/e12tWMXXmvNRCJleLZhsWBhAX19cLvV7lfUDUJJNCNDmpy5nZ1FXx8+/RS3biEUQn09HnoIDQ3qpUBUHg/u3JES3pqEc6muEH758pFH0NQU/VVa1PXbqir4/Yvlzo2mEADsdlWkRths0ftzSf02t3uxd67Nhi1b0NOzmOcZPT4dDnVTJZxkhDMzuH0bTU3Iz1ezZ7z4sNkwOrrkQSv9Z+QVgK5HeS2S0tVRBkKiJRt1aVdVtWRHLfxgiJBAKGU7krVBKOSugt2O27eRn6+e5lZJbnyHQotV5YQ0n7PblzyVy8nP8M0wuSfn96tf02JBb696ZSA7iPKZxuVupxMTE5iZQVXVkt4X4cLTQdx7hpVQWl2N6WlVFNQk6gZh+CBl0qR5U11dQklzYSFKSzEwYAmFdCNY1tQsqcizaZPKWU0kPYocpzS6MkKpqcpoeFIYqxBrby/y8uDxmH/HTZvQ1aV+rkyaZLHhJWaEXAq6cQObNi22jDZVhO/rw+3b+OQTfPQRPvkEXV3wenHpErq60NWlDjGZBsBASJQr5JaxsQoUmRHK7XuvV7X2TsoGYfhPDwZhtaK4WJXRWiWLRd3VKylZEuDv3sXCwpKOg3NzGBoy1yIB4PHA51NRrbERPT0qb5B1UeFwwO/H/Ly6QlBUpPpbRWWclBGyByldwCQdj1wXRdxAmJ+PXbuwbRtqapZdiqGmBl6vpa5ucQ9MCv0YlwpsNtWAySROiTt5fSDLyKZAKEl/nIhy5w6mp1V3eJPSUng8uHlTtdiUQFhaCpcr+oX98CuPpkdpVRUaGvDoo9i5Ezt3Yvt21XRQrhiWlUXp+pLSg6MMhESZRdNQUaFihvQoj3xulURtdFRlhMkNhJIYaZq5k+KKyeqoxaLqh+HerW2Xa0nG+fnnUaqv4V7Z0vFxFcCqqnD3LoaG1AiFXNeTkzXT0+qmmoSuSKaMUOpeFhaqC3lRrwMCKtDGmuoVbzDbbHC7Q9XVenHxYgrrcMDhUGc1ZdUxcuk7fq3X2lr096vOTeGPHzmoHKvL4+Qk7tzBli0xr+JUVMDtxs2bsFoxP68ee5KOm9a9a2rUfIrIbWwjQmuaasRht6uWwpJlmjAjJMotlZXwehEMqpwvMhrJjWa5/pjc9lVSRVNahCdrxbW0FKEQfL7FIixDQ6qIpfEjZAdRutZF8nhUn3QAuo5t2/Dxx+bnyvDSl7qu6nBGTQqN2/QGyTZk33FhIXoeLOnIysqax+fxhGy2xSOvoq4OY2OYmTGHbSG1F+L8gaRcuBQsNb2QqqhQG8wmfj+6u9HYGLNx1b3RorgYt25B01TJ1oICVWImXPgcLixgft48jMiBAXA6UVwc/VqhXN9M0XkZBkKijGO1wuFQz4NRn3klEAIIBpOZDoqyMkxMJGeDUMharlz9lgtzIyNqwVN+RCBwn5o+coSkt1edy3C7UVJi7vEk31w2IyU7kaKjkSJDS3GxinPhl7jDBYPw+aJUUEsKSb9kd9OQn4/aWvT0RA+EkvXGr2kg54ykmG04qcpmutkZDOLmTdTWJvRwqq9XV+alwgAQfXXUELloEQhA06K/gNu4EaOj0VdBU7c6ykBIlImkykzkBqEoLlaJi9+f/EDocmFsbMlN7dWT1VE5zHnjBior1T0/eYrv6UF1dcwC2aKpCb296syF9OCVUizGTYP8fBQWYmQEpaUqO4nVnMi0RwigqEgtu0VdF9V1DA4iFEr+VJvGICvhBqn1MzAQJWDEXxcV0j0j6p6lLC8bRz2ls4fLlWhBCU1DU5NqJCJ3HuSoUSyRgTBqOiisVtTWorMTXV1qI9mQutVRBkKiTCSpklwYjyRLl9KUJ+nPzvITw3vmrZ6sjk5OorISFgs2bFhMB0dHsbBw/0LnEhV6e1XL9YoKVFSosGo8oZeX4/PPUV4OTVvsVxy5mBaZY0mqIWvRpjzY78e1a5ibQ2VlagMhokXuhgZ1/8EkkUAIwOOJPmappGrc3DfuvCfOYkFzMxoaVE0A6bwYq5Be5KNU1vxjqajAgw/C7YbPhytX0NmJ4WH1yoyBkCi3yIZZrDzJuMuciuKoZWVJWxcVdrtqWG+zobkZFosKhPPzGBhIqNC5xYK6OkxOIi8Ps7NqAbOmBg4HurrUAp1Un8nLW1wUjQwtoRBCIfOiorSTHRszl0kbGUFnJyor0diIQCAJZ2jjixytzYaaGnMglGa/iUTl/PyY/aWN/lOjo5icRGPjsl/3yAkjp1Otsobv0YYLhVStA8PCAoaHo5cICP/mZWXYtAkPPYQNGzA7i2vX0N2Nnp6UxEIGQqIMVV5uLqAVrrgYw8NJDlcG03nO1ZOjsNJoQkK7nPXo6UFlZaJXDqSIjN+vuvWKjRtRUIDubnVARkqQGxEl8rxM5EkZUViIoaHFDcL5edy8ibt30dKiiq7ZbMmpWhCH0wmfz3z8srraHPOkPVaCcSvWmOVu4u3bGBjAli0r/9VqalRNgFiro5EV4fv74XYn+ke3WFBaioYGPPggmpoQDOL6dc3nS/JWLQMhUYaSHCgWueeXosU6uz35rYllm1ASNano7fMtdhFKhHQa8vnMW1kNDQiF0NsLvx/l5ZidVbXQADidmJpaEloiNwiFlGeTQDg5iY4O2Gx44AH1yUmsWhCH3CIwHb+U6mLhElwXva/qaoyMYPPmVS0qSFI4MgKnUzWmNzGti8rtQ9Nt/UTIMeDGRmzerDscEVXdVoeBkChzxTk/YuzkpUjSj0fKc7fkZz4fiorQ37+87o/SJTg/3xykNQ2NjZiZQXc3nE5UVMDrRX6++mRTaIl6CBP3imfm5aGvDz09aGzExo2LY4vf3TCJYh3wCZesQOhyobExCQHe6JEpZ4NNTDcIe3tRW7vyBLSoCH5/8k/uMhASZSWbDTZb8vO21LFa4XZjaAgAfD5MTKC8fHkHU2VxMureUl4etm5VBzulmZFxP90UWmIFwuJi2Gzo6MD8PFpblzx36zqmp9ciIwTMtwkjBQIIhZL2d49aOmC5CgvhcGB4OPrqaHhGODICTbvP7mB8KTovw0BIlK0yqkRqImTdUvrbWSwxz3HE4XAsVoI2yc/H1q2qwrXbjbm5xW3C8NuEsfYIZ2bU7cbGRnO+MjOzFhuEQq7ERC2IIyYn1ygkL4skhfKaw9Q7xWpVR5MWFjA4iPr6Vf0gBkIiWmI1r6zTQnbgBgcxPIytW2PW8YrD44l3i1yKhgOorsbsrDp4YrerqxEi6h7h6CiGhvDww9GbkKzZuigQryCOSNa6aHJJUuj1Lu7OivB0sL8/5r3GxEnl1ai9LVeDgZAoW61NjpJEJSWw2dDZCY9nhVcR4l+6N9hscLkwO4vpaVgsKClZTAojl0ZHRzE4iObmmGdG1uakjCH+NqFx/zLTSFJoty+5RGEEwhWfkTGRTlVJ3yZkICSitSM9hrZsSfkP2rABfr+KKEZoCYVUbw3DfaOgVPVcs4wQcQOhHP+JXws0XSQpXFhYsk1odF9a5RmZcMXFmJ1lICSirOV2o7Z2LRb3jPKkCNsmDASWRMGRkftEQQAzMygouE9Vz+Sy2WCxRC+qmZnrooaaGvh86r4/7p3rkbp3qzwjE66wUE96xVEGQiJaO04nnM41ymk2b1atiIqLpQv8knXRkREMDd0nCiJNS5GxksIMD4RGUiiro5JJJ+WMTLjSUpSV8R4hEWWtvLyVHBZdmdJS2O2qV7ucQDFOyty5g6GhxfvycazxBqGIGghDoShd/TKNx4O5OdUTWAJhUs7IhCsogN3OQEhE2SzW/YdU2LQJ3d3AvdAiGeGdOxgdxQMP3D8xXfsNQuFwYHpaFVA1TE2huDjTT0jZbKiuxsAAFhbUSaWknJFJNQZCIlq3amvh88HnU2U85+YwMYHRUTQ3J7Q8K9Xa1nKDUOTlobh4yT0EZPy6qKGuDn4/7t6F34/RUdTVZXrwBgMhEa1jUp60v19d6751C5OTaG6O3hI2UhrvKkSujmZLIJSOGVeuYG4OFsuaLgCsGAMhEa1bmgaPB2NjmJlRSeH27YlGQaztVXoTU8P6+fkkt0pOqeZmDA9jaiqZZ2RSioGQiNYzpxNFRRgagtsNj2cZsUQ2CNOVERYXY2EBgYB6V3LTpFdCTxG7HZWV8HiyphYuAyERrWcOB/LzMTWFYBBFRcuIJenaIDSEr45my7qoYdu2tSibkCzpCYRer7etrc3tdu/du9fr9Yb/03vvvdfa2upyuVpbW8+ePZuW4RHRulFcjFAILhf6+pZ3fzGN66IiPBDKeZ8sUluboRVwokpPIDxx4kRDQ8Pg4GB9ff2rr75qfDwYDB44cODUqVNjY2OvvPLKwYMH0zI8IlpPHA4UFsZsyRtLGtdFhdGwXgq1rKZ9LsWXnkB45syZw4cP22y2w4cPv/XWW8bHFxYW/va3vz3xxBPT09M2m82VlGZZRJTbHA7MzKCiYnk5SlpuEIazWmG1YmYm+9ZFs0561r/7+/sbGhoASF5ofNxmsz311FNTU1NOp1PTtA8//DDqlweDwRMnTrz22mvybigU0jRN0zSPx/PPf/5zDcaf1ebn56empoJJb2Syfnm9Xr/fb038rGFuy8AH2Nyc1tOTt2VL0OfThodD9/8CYHZWm5zM83pjNwZMnvHx8ZmZmYJoUToQsNy6hZkZrawsNDyc5HIqWWq5DzC3251/v53etQuELS0tnZ2dAHRd13Vd0zR5O/L3sdvtU1NTJ0+ePHLkyH//+9/Ib5WXl3fo0KEf/vCH8u74+HhJSYnVarVareVZ16JtzQUCAU7UcjkcjqjPUxQpMx9gY2NaWZleVZVoE8ThYdTVrVHHR03TSkpKbNGWPgsKcPs2rFatoUFP47GdjLLcB5glgT/52k3ttWvXjLc9Hk9fX9/WrVv7+/tra2uNj9+6detPf/rTiRMnSkpKDh069Mtf/jLWd6uoqGhubpa37969y+epxOXdk+6BZA3O2LJk5nSVlmJ6GpWViX7+zAzKytaoJEqcGSstRXc3ioq4QbgoFQ+w9OwRtrW1tbe367re3t6+b98+AB988AEAj8fz+uuvX7p0Sdf106dP79y5My3DI6J1xujElKC0n5QR0rCeG4Splp5k+yc/+cl3v/vdjRs37tq1669//SuAPXv26LpeWFh45syZ5557rru7u6Wlpb29PS3DI6J1xulUbSgSMTuL/PxlFKBJKSkIQCmVnkDocrnefffd8I/outoH/sY3vnH58uV0DIqI1i2pNTo7m1BQSfsNwnClpdl0IS9LsbIMEeUEhwPj4wl9ZoasiwqbLWsqq2UvBkIiygnV1RgeVpfT40tj0wlKCwZCIsoJNhs8HnR3Q497H292Fnl5mbJBSGuDgZCIckVlJaxWhNXwiILpYA5iICSiHLJpE0ZHMT0d8xMyaoOQ1gYDIRHlkPx81NejuxuxSnSlvcQorT0GQiLKLS4X7Hb090f5J78fFguvK+QcBkIiyjn19ZicxMSE+ePcIMxNDIRElHMsFmzahJ4ezM8v+XhGXaWnNcNASES5yG5HeTl6e5d8kCdlchMDIRHlKI8H8/MYHVXvcoMwZzEQElGO0jRs2oT+flVuhuuiOYuBkIhyV2EhampUuRmui+YsBkIiymlVVbBaMTTEI6O5i4GQiHJdQwOGh6Fp3CDMUQyERJTrrFbU1zMdzF3pacxLRJRRyspQUpLuQVCaMCMkIgLAddHcxUBIREQ5jYGQiIhyGgMhERHlNAZCIiLKaQyERESU0xgIiYgopzEQEhFRTmMgJCKinMZASEREOY2BkIiIchoDIRER5TQGQiIiymkMhERElNPWQyB88cUXP/3003SPImv873//e/nll9M9imzy0ksvffzxx+keRdb45JNPXnrppXSPIpu8/PLLH330UbpHkTWuXLnywgsvJPd7rodAePXq1YmJiXSPImtMTExcvXo13aPIJlevXp2cnEz3KLLGxMTEZ599lu5RZBM+gy1LKp7B1kMgJCIiWjEGQiIiymn56R7ACvl8vqGhIXk7EAh4vV7jXYrP6/XOz89zuhI3Pz8/NjbGGUsQH2DLNT8/z2ewxC33AVZRUZGff59Ip+m6vuqBrbVLly49/fTTxu/m9/sLCgosFma3CQmFQoFAoLCwMN0DyRp8gC0LH2DLxQfYsiz3AXb+/Pnt27fH/5ysDIRERETJwtcgRESU0xgIiYgopzEQEhFRTmMgJCKinJbFgdDr9ba1tbnd7r1793q93nQPJ6MFg8GWlhZ5m/MW31tvvbVjxw6Xy/W1r33t+vXr4Izdz3vvvdfa2v3en7gAAAWRSURBVOpyuVpbW8+ePQvOWAKuXLlSUlIib3O64tu9e7d2z49+9COkYMayOBCeOHGioaFhcHCwvr7+1VdfTfdwMtfJkyd3797d2dkp73Le4uju7n7mmWfa29sHBwfb2toOHjwIzlhcwWDwwIEDp06dGhsbe+WVVzhjiRgfH//+978/MzMj73K64tB1vbOzc3Bw0Ofz+Xy+3/3ud0jFjOlZq7m5uaOjQ9f1jo6O5ubmdA8nc73//vvvvPOO8bfmvMVx7ty5Z599Vt4eHh4uLy/XOWNx+f3+d999NxQKTU5Ovv32262trTpnLK5gMLh3795//OMf/C+ZiP7+fqfTuWvXLrvdvm/fvjt37ugpmLEsvkdot9tHRkaKiopmZ2erq6tZFjk+TVN/a85bIoLB4OHDhy0Wyx/+8AfO2H1NTU05HA5N0z788MPdu3dzxuL4xS9+MT4+/utf/5r/JRNx+fLlF1544be//W19ff3zzz8fCAT+/ve/J33GsnhpVNd1TdPkjWAwmO7hZA3O232dPXv2C1/4Qmlp6cmTJ8EZS4Ddbp+amvr5z39+5MgRcMZiO3fu3Pnz53/1q1+Ff5DTFcejjz76/vvvP/LII263+/jx4//617+QghnL4kDo8Xj6+voA9Pf319bWpns4WYPzFoeu6y+++OKxY8dOnz59/PhxKePHGYvj1q1bR48eBVBSUnLo0KGOjg5wxmI7d+7chQsXrFarPI9LDs3piuPy5cv//ve/5e2CggKbzYYUPMCyOBC2tbW1t7frut7e3r5v3750DydrcN7iuHjx4ttvv/3OO+94PJ6pqampqSlwxuLyeDyvv/76pUuXdF0/ffr0zp07wRmL7fjx48a+FABd17/61a9yuuKYnp5++umnOzo6AoHAsWPHvvOd7yAVD7DVbzOmi9frfeqpp2pra9va2sbHx9M9nExn/K05b3H87Gc/i/wPwhmL78KFC7t27SorK3v88cflCANnLBH8L5mIUCh06tSppqamioqK733vexMTE3oKZiyLD8sQERGtXhYvjRIREa0eAyEREeU0BkIiIsppDIRERJTTGAiJiCinMRASEVFOYyAkIqKcxkBIlNH+/Oc/T0xMyNuapl27di294yFafxgIiTLawYMHBwcH5e2jR4+63e70jodo/WFlGaKMpmlaR0dHS0tLugdCtG4xIyTKXNKjYNu2bUazAlka1TTtP//5z/79+ysrK1taWs6cOXPz5s0nn3yyrKysvr7+9OnTxne4cePGt771LbfbvWHDhgMHDty4cSNdvwtRxmIgJMpc3d3dAM6dOydvhHvmmWcee+yx06dPt7a27t+/f8+ePd/85jfffPPNXbt2/eAHP5ibmwPQ39//pS99ye12//GPfzx69OgHH3zw2GOPdXV1peE3IcpgXBolymjhS6PG25qm/f73v//xj38MYGRkpKqqynh3eHi4urr6+vXrW7duPXLkSCAQeO211+Rb9fT0bN++fe/evW+88UYafyOiTMOMkCgrff3rX5c3Kisrw9+tqqoCIG27z58/v3//fuNLGhoannjiiYsXL671WIkyW366B0BEK1FQUBDnXdHd3W0ESENhYWEKh0WUhRgIidYtp9P5l7/8ZceOHekeCFFG49Io0br1yCOPfPzxxy331NfXP/fcc9wgJDJhRkiU0axW65tvvrlnz57du3cv92t/+tOffuUrX+nr63vyyScHBgbeeOONa9euHTt2LBXjJMpezAiJMtrzzz9//Pjxb3/72yv42i9/+csXLlzo6up69tlnf/Ob39TX11+8ePGLX/xi0gdJlNV4fYKIiHIaM0IiIsppDIRERJTTGAiJiCinMRASEVFOYyAkIqKcxkBIREQ5jYGQiIhyGgMhERHlNAZCIiLKaf8PQI0MiVnmLS8AAAAASUVORK5CYII=" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ϕ1, ϕ2, ϕ3, ϕ4 = 0.5, -0.2, 0, 0.5\n", "σ = 0.1\n", @@ -1648,20 +1620,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ϕ1, ϕ2, ϕ3, ϕ4 = 0.5, -0.2, 0, 0.5\n", "σ = 0.1\n", @@ -1724,23 +1687,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "linear_models.rst", - "filename_with_path": "tools_and_techniques/linear_models", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Linear State Space Models" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/tools_and_techniques/lln_clt.ipynb b/tools_and_techniques/lln_clt.ipynb index d4b62ce..2566da8 100644 --- a/tools_and_techniques/lln_clt.ipynb +++ b/tools_and_techniques/lln_clt.ipynb @@ -259,35 +259,23 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "Plots.GRBackend()" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using LinearAlgebra, Statistics, Compat\n", "using Plots, Distributions, Random, Statistics\n", @@ -296,22 +284,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "ksl (generic function with 2 methods)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function ksl(distribution, n = 100)\n", " title = nameof(typeof(distribution))\n", @@ -334,28 +311,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "6-element Array{Distribution{Univariate,S} where S<:ValueSupport,1}:\n", - " TDist{Float64}(ν=10.0) \n", - " Beta{Float64}(α=2.0, β=2.0) \n", - " Gamma{Float64}(α=5.0, θ=2.0) \n", - " Poisson{Float64}(λ=4.0) \n", - " LogNormal{Float64}(μ=0.5, σ=1.0)\n", - " Exponential{Float64}(θ=1.0) " - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "distributions = [TDist(10), Beta(2, 2), Gamma(5, 2), Poisson(4), LogNormal(0.5),\n", " Exponential(1)]" @@ -370,27 +330,18 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ksl(Normal())" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, @@ -401,20 +352,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plot(ksl.(sample(distributions, 3, replace = false))..., layout = (3, 1), legend = false)" ] @@ -446,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, @@ -457,20 +399,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ksl(Cauchy())" ] @@ -486,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "hide-output": false }, @@ -497,20 +430,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function plot_means(n = 1000)\n", " sample_mean = cumsum(rand(Cauchy(), n)) ./ (1:n)\n", @@ -631,22 +555,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "binomial_pdf (generic function with 1 method)" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "binomial_pdf(n) =\n", " bar(0:n, pdf.(Binomial(n), 0:n),\n", @@ -656,20 +569,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plot(binomial_pdf.((1,2,4,8))...)" ] @@ -728,30 +632,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "┌ Info: Recompiling stale cache file /Users/arnavsood/.julia/compiled/v1.1/StatsPlots/SiylL.ji for StatsPlots [f3b207a7-027a-5e70-b257-86293d7955fd]\n", - "└ @ Base loading.jl:1184\n" - ] - }, - { - "data": { - "text/plain": [ - "simulation1 (generic function with 3 methods)" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using StatsPlots\n", "\n", @@ -769,20 +654,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4QAAAH0CAIAAADqkXSEAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdeUAU5eMG8Hdmd1nuG7lPBfFCQTPvO29AxQMPQCuy0p9HmZam+U3LvC3PSlEOhTwQKY88UjwqU1MREBA5RORQ7nOBnfn9sYhHKogL7x7P5y8Zd2cfrZ15fGfmfRme5wkAAAAAAA0s7QAAAAAAoL5QRgEAAACAGpRRAAAAAKAGZRQAAAAAqEEZBQAAAABqUEYBAAAAgBqUUQAAAACgBmUUAAAAAKhBGQUAAAAAalBGAQAAAIAaamWU5/nY2NgW+CCpVMpxXAt8ECi7mpoa2hFACXAcJ5VKaacAJYCzDzQSzj7Uymh1dfVbb73VAh9UVlZWVVXVAh8Eyi4/P5/nedopQNFVV1eXlJTQTgFKoLS0VCKR0E4BSuDRo0e0I1CGy/QAAAAAQA3KKAAAAABQgzIKAAAAANSgjAIAAAAANSijAAAAAEANyigAAAAAUIMyCgAAAADUNLGMFhYWenp6Ghsbe3l5FRYW1m+PiYnp0qWLnp5ely5dzp8/L6eQAAAAAKCamlhGV69ebW9vn52dbWdnt2bNmvrt06ZNW7JkSUFBweLFi6dNmyankAAAAACgmppYRg8fPjx79myxWDx79uzIyMj67fr6+sXFxWVlZaWlpbq6unIKCQAAAACqiWna+oe6uroPHz7U0tKqrKw0NzevXxzv6tWr9Yt8XrlypVu3bi/bg0Qi0dHRMTc3b/CzDhw40KZNmyaElCkpKRGJRFpaWk3eA6iJvLw8MzMzhmFoBwGFJpFIKisrDQ0NaQcBRVdcXCwWizU1NWkHAUWXm5vbmDqkpIyNjYVC4atf08QyqqOjk5+fr6mpWVFRYWZmVl5eLts+ePDgbt26zZs3b+PGjf/+++/p06dftgeJRKKvr5+YmNjgZ1laWopEoiaElCkuLhaJRNra2k3eA6iJnJwcc3NzlFF4oaJq8s9DUl7L375w/H5qiqurS09X+04ujqga8DJFRUVisRhDIdCg7OxsS0tL2imaC8uyDZ5YG+iqL2NlZZWZmens7JyVlWVtbV2//fLly3v37rWwsFi0aJGDg0OD+3F0dGxagMYTPNbcHwTKTvb/Ccoo1CuvrFpzMOZ6kTDNqn9GGd/VlDHUYFJTax9ejouIPl6Wk8HnZ2jrG9nZO3Rydvj0k/ndu3enHRkUCM4+0Ej4/6SJ94x6enoGBQXxPB8UFOTt7U0IOXfuHCHEzc1t165dZWVlISEhnTt3lmNQAIAWsztkb8d+I/RNWn3/3Qqjytzd/QUFfqKzo4SH3xFc/mJEfPi64usnK+4nnc2omLn3H5HvmpNG7wTnGGeUNeVCEwCAmmviZfqioqKpU6fevHnTw8MjNDTUwMCAYRie5xMTE997773Y2FhZK3V1dX3ZHmSX6SUSyRuEbxRcpodGwmV6IISkZWSOmBqYmpXn7r94pd+Qd9o8f29oVVVVZWWlkZHR0xuTi/kdt7nQFK5HK+aTToKBlvi/CHCZHhpLtS/TN0YTy+ibQxkFRYMyCl9v2bNiyUKnsbMPrfuio+mLb1V/YRmVqawl4anc2liOjT/plH5815plrczMmjkyKC6UUWgklFGswAQAQKqkZPEV6YZkzRXhp5P2LHtZE301LSF514WN9xF+4vnW5XyBdZv2UxasKHv8fCcAALwQyigAqLvkYr5bVG1KCUla7fv5SLc33BvLkPc8zHKjN20/9veJy/Fmrt1CrmTJJScAgEpCGQUA9ZWTk3Mgsazvb7XzOrL7BwvM5XdBlSHk/d6t8y9ETJw2PdCrn/vOlLPZeLwJAOAFmji1EwCAssvNe+jWezDv9dVvX0x4u1Wz3CvMEBK8alF3G73lXw0OqDjVxbX1mu6sqyHuSwYAeAJlFADUUVZeQfueQ4zeHnf524lyHBB9oVmzPra1tend3zL4HtP/aO14R3ZFV4GxuHk/FABAWeAyPQConXsPS1z7DLPtNiglbEVzN1EZLy8vEwO9Tzqxt8eLBAxxi6w9lomr9gAAhKCMAoC6SX1U0X7A6NZdesRGbBS2+CHQWEx+6CnYP0gw9y+p/zlpaU1LBwAAUDQoowCgRm7mlHfoP6JTh3bXf/mBpXTr5s2bN8tunvp3rFBDQLpE1l59hCFSAFBrKKMAoC6Sivn+n+/q1tbhUsR2iqsbVFRU+Pv7nzkatbOvYO3b7Kjfa/94gD4KAOoLDzABgFq4V8YPPyFd+/msd50Jy9L8d3jPnj2PHz8+fPhwCwuLcT16mGoyE87Ubu0lGO+I0QEAUEc49gGA6ssq5wcelS50YwNdBQKBgHYc4u7uvmvXrkmTJuXn5/ezYM6MFH7yN/dzIkc7FwAABSijAKDicivJ4GPSWe3Zj9op0BFv9OjR48aNmz59Os/zHY2YMyMFq25yQcnoowCgdhTo0AwAIHdlNaTfln86JO79pJPCHe5Wr16dl5f3/fffE0KcDZgTwwVfXJFezsP9owCgXhTu6AwAIC8cT3yPF+du9pvUtkVmE31NGhoaERERP/74Y3l5OSHExYAJ6S/0OSN9UIE+CgBqBGUUAFTW51ekV3+YM3ZIn4kTJ9LO8mKOjo63bt3S0dGR/TjMhglsy044I63G5XoAUBsoowCgmoLvcCHhB3Qy/vrh+020s7yKUPjMrCbLPFgLLeazy1JaeQAAWhjKKACooAs5/IKjd2v3zj24/xc9PT3acV4DQ0hQP8GJ+/yBNIyOAoBaQBkFAFWTXUEmnao0C/X/cvEX7u7utOM0VkFBQUJCAiHEQIPs6S+Y/zdXgsVCAUANoIwCgErheBIQU+t2Y7ujhfHcuXNpx3kNFy5c8PT0LCoqIoT0bMUMs2aWX8PFegBQfSijAKBS1sZyVVJycMXHYWFhFNf8bAJvb+8RI0a8//77sh/XvC0Iv8vdLMCT9QCg4lBGAUB1XH3Eb4iThg4Q6GprGRkZ0Y7z2tavX5+amhocHEwIMRGT5V0Fsy5J0UYBQLVhbXoAUBFlNWTqWekPPQX2uso0IPo0sVi8c+fO0aNHe3t7GxoaBrZl9yRzIXe4AGcMHAAhhMTExMybN492CpAzqVSqCMsUywwcOHDDhg0t/KEoowCgIj66JB1kSSY5KXdv8/Dw8PT0/Prrrzds2MAyZHMvgefvtV52rJGYdjJQAMXFxQYGBhs3bqQdBFTTuXPnYmJiWv5zUUYBQBUczeQv50nNfhgc/+OODh060I7zRr755psOHTq89957HTp06GbKeNuz392Uru6uKAMnQJe+vr4SzREByiUjI4NKGVXuIQQAAEJIRS2Z86fU814wy5D27dvTjvOmTE1NN27cWFBQIPtxiTu7M4l7VEU3FABAc8HIKAAovSVXpb30SyM2Lj9y5IhyPUH/MlOmTKn/ta0O4+PI/hAv/borBkcBQAVhZBQAlNvVR3z4XU73+IrRo0d369aNdpxmsaQLu/02V1RNOwcAQDPAyCgAKLFajsy8KF1kmfZteOitW7dox2ku9rrMKFt2Szz3pTtGEABA1eC4BgBKbEMcZ6ZJTq2bt3jxYgsLC9px5C8rKyszM5MQ8qU7uzlBWooFQgFA5aCMAoCyelDBr42VTqs+m5aWNnv2bNpxmkV4ePjHH39MCGmjzwyxYrclcLQTAQDIGcooACirpVe5wLas78iBx48fF4lEtOM0izlz5qSkpBw9epQQ8qU7uyFOWobBUQBQLSijAKCUbhXwxzK5RZ0FQqHQwcGBdpzmoqGhsXnz5rlz50okknaGTF8LdncyBkcBQKWgjAKAUvrsH+mX7gIDDdo5mt+QIUM6deokW6BvXgd2cwKH1epB9TAMI3xWE/bwih9f642yANra2r17975w4cJr7VD2steaY041JqR7EyijAKB8/njAp5eSD1zV5Qj2/fffb9iwISMjo48FoycifzxAHQUVVPus1337okWLXvFjE5Lk5ubOmzfPx8fn+vXrr9jhkCFDmvy5sve+SVTVwPA8nYOaRCLR19eXSCTN/UHFxcUikUhbW7u5PwiUXU5Ojrm5Of6Fqvg4nnSLqp0q/Fd6+9zChQtb+NOrqqoqKyuNjIxa+HOXL1+ekpISFhb2UyJ34j4fOQQT4Cu6oqIisVispaUlx31GR0fv3LkzOjpajvtUEAxDrZA899HP/bh169aYmJj9+/c38u2v2NjI91IUFRW1Z8+eqKioFv5cdRlXAACVsTuZ0xPyh1bNMzMzo52l5SxYsCArK6uqqmpaG/ZCDpdRpkAnMIBmwjDM4sWLLS0tv/766+XLl7u4uBgYGHz77bey31qzZk2rVq369u2bnp5Onro+vnfvXjMzM9mPjx49Gj9+vJmZWdu2bQ8dOkQIiY6O7tKli6GhoaWl5bp16xrMMGrUqGvXrtXvPygoyNLS0tTU9IcffiCEjBkzhhDSpUuX5z6XEPLVV1+ZmZn16tUrJSWFPHstXvbrp99LCCkoKPD397e0tLSysgoICJAtCMwwTEREROfOnU1MTDZt2iS3v1kFg0nvAUCZVEnJ8n+5WZVRh2pqAgICaMdpObq6umfPnpX9ekprdmcStwKrg8KzPr0svVtCO8QrbejBOum99OrTcxemZEOGnTp1OnnypJub28aNG+Pi4mJiYry8vBYvXkwIKSsre/DgwbJly+bPn3/48OH6N166dOns2bOdOnUihMyfP9/JySkiIuKvv/4aM2bM6NGjly5d6ufnN3/+/NjY2B49eixYsODVmS0sLLKysup//PTTT8+fPy8Wi2fNmjVnzpyoqCiGYW7cuMEwzNOfSwjhOC47O3vZsmVz5sw5duzYf/f89HsJIfPmzdPQ0EhNTSWEzJkz59NPP929ezch5N69ezdu3Dh79uzo0aPnzZv36rRKCpfpAergMr1S2JrAnbzPZSzstmrVqhEjRrR8AFqX6Z92p5jv+1tthq9IjDqqwFr+Mv25bL6oWqGHzAdasi976PBlF7slEolIJGJZtqamRigU8jzPsizP8wzD3L1718nJ6dGjR23bts3Pz5ftgWGYvLw82Qglz/OmpqZJSUkmJiaEkIKCAgMDA4Zhrly5Eh8fHxMTExISInvLKy7Tp6enDxo0KDU1Vbbd29ub4zh/f/+xY8fKnrJ64ec+Ha9169bFxcVP77b+1/UvlkVNSEho1aoVISQ3N9fNzS03N5dhmJKSEj09vZf9FckXrcv0GBkFAKVRw5F1t7hZkl8zWXb48OG041DjbMB0MmYi07nJrXGrFTwxwJIhRNX+Oa2hUdde65vfcy9gWVYqlT695ekbeKRSKcvWfU1ycnLEYnFAQICGhsbkyZNXrVoVEhLSYICjR49269at/seoqKiTJ0/u2bPnp59+OnXq1Ms+9+l4z82CXFpa+rLPqv/TMQxT/4eSNVHVhgMZACiNoGSuvSHZv2XVV199peZj2LPas1uxGhOot927d9fW1m7cuLFfv34ve82QIUPWrl0rlUovX77cvXv36urqU6dOLVmyZPTo0SdOnCCEvOKx/dLS0oMHD/7vf//74osv6jc6Ojo6OjouW7ZMdiOpTE3NC9ai2LNnT21t7YYNGwYOHEgIEYvFZ8+e5Xl++/btT7+s/r0jRoxYsmSJ7NrLkiVLRo4c2di/COWHMgoAyqGGI6tvcoMKTkokEi8vL9pxqDl16lRgYKCnHZtVQf59pNDXZAFey+vOM1pTU2NhYfHHH398//33L3vN5s2bb9261apVq8mTJ+/evdvIyOjbb78dMGBAp06d8vPzhw0bNn369JclMTc337hx46FDh9zd3et/a+HChT179hwwYMDatWtlW0aOHNm6dev/7kQkEllaWl68eFE2SfDKlSt9fHzc3NzMzc3rX/P0ezdt2lRZWeng4ODk5FRdXa3Cjyv9F+4ZBaiDe0YVXFAyF3GX+7/a40KhkMrdojLU7xktLS1t06bN+fPn91c451byW3rhvlEFhamdmpWiTYqkGjC1EwDAS0l58t1Nbqm7wNPTk2ITVQR6enpz5sxZuXLlDBfml1SuStrwWwAAFBnKKAAogbAUzlaH9LXAuDUhhMydO/fUqVPl95O7mDDRGbhzFNRReHg47QggNyijAKDoOJ6susEtdcf16Dq6urqzZ8/+5ptvZriwu5NRRkEd+fr60o4AcoMyCgCKLvoep69BuuqW0Q6iQObMmXPixImO1SlXHvKZ5bhzDgCUGMooACi6Dbc479rLffv2pR1Egejr68+ZM2fdqpU+juzeFJRRAFBiKKMAoNCuPuIzy8nFnd98/PHHtLMoljlz5rzzzjvTXdjdyRzaKCg7hmGWL1/+3Ba5f4TsF7/99tvPP/8s352/oZ9//lmd74JFGQUAhbYulvNhb8THx71wOkB1pq+v7+fn17MVI2DI33moo6D01q9ff+vWreb+FKlUun79+qlTpxYWFnp6ehobG3t5eRUWFta/4L/bX/bKV7ylXmRkZMeOHQ0NDfv165ecnCzb2KtXL+axDz/8kBAyderUlStXtsB8l4oJZRQAFNf9cv50FpcQsmLRokX1qwLCcwKc8RgTqILPP/98xowZr1gSSS7279//1ltvaWtrr1692t7ePjs7287Obs2aNfUv+O/2l73yFW+RSUtLmz59elBQUHZ2tqen54wZMwghPM8nJSVlZ2eXlpaWlpbKJrfX1tYeOXLkL7/80qx/doWFMgoAimtjHOclSrxx7cq7775LO4viCnBhD6VxFc17BgdodgsXLpQNWz69saCgwN/f39LS0srKKiAgoKCggBDCMMzevXvNzMwYhlm8eLGlpeXXX3+9fPlyFxcXAwODb7/9lhASHR3dpUsXQ0NDS0vLdevW1e/wwIEDvXv3JoQcPnx49uzZYrF49uzZkZGR9S/47/aXvfIVb5FJTU2dMmVK9+7dtbS0pk+fnpSURAjJzs6ura0dNWqUpaXltGnTSkpKZC/u1auX2i5n0PByWwAAVJTUkOBkrsfhFQsWLJDvMjYqRlj+yEOzNjK91bQ2GF9Qa2vXrs3MzPzv9oULF9rY2CjCy57b+ByRSBQUFNSvXz9vb29XV1fZxnnz5mloaKSmphJC5syZ8+mnn+7evZsQcunSpbNnz3bq1KlTp04nT550c3PbuHFjXFxcTEyMl5fX4sWLly5d6ufnN3/+/NjY2B49eixYsEC2w3/++WfFihWEkKysLHt7e0KIbFCzPsZ/t7/sla94i8zgwYMHDx5MCJFKpcuWLZs0aRIhJDs7u2vXrhs2bLCzs5s/f/7cuXNld4s6Ozv/888/L/vLUW0oowCgoH5O5HpIE6/9dWF/2B7aWRTa2rVrxfm1YXqrUUbVnK2trVgs/u/25zZSfNkLX/k0d3f3uXPnvvfee+fPn5dtOXbsWEJCguyfoytXrnRzc5Nt/9///mdmZkYI8fHxEYlEhJDZs2cLhcIhQ4ZUVVURQq5fv37lypXg4OCYmJjq6ur6j8jLy3N0dCSE8Dwve6SJ53mp9MlSZv/d/rJXvuItTzt58uSiRYuGDRu2cuVKQkjXrl3/+OMP2W999913HTp0kP3a0dExNzf31X8/qgplFAAUkZQnm+O58HfaiN2Oamtr046j0GbNmuXRtav07S9zKo0sMIKsxho5D7wiv4wQsnTp0sjIyC1bttRvqX8KnmGY+qona6KEkPq7yYVC4dMvnjhxooaGxuTJk1etWhUSElK/Nz09vYcPH9rb21tZWWVmZjo7O2dlZVlbW9e/4L/bX/bKV7xFhuf5RYsW/fXXX7/88ouLi4ts47Vr1yQSSa9evWTh6wv6o0eP9PX1G/m3pGLwz2gAUERHMjhbXdLTWsvDw4N2FkVnZ2c3eNAgl7iQiLt4jAmUnlgsDgoK+vLLL2U/jhgxYsmSJVVVVZWVlUuWLBk5cmQj93Pq1KklS5aMHj36xIkThJD656LatWt3584dQoinp2dQUBDP80FBQd7e3oSQc+fOvXD7y15Z72UvOH/+fHR09K+//mplZVVWVlZWVkYIKS8vHzt27O3bt6urq1esWDFmzBjZTu7cuVN/c4K6QRkFAEW0NYGb1Q4HqMaaN2/evajvw5JraAcBkIMePXrMnDlT9utNmzZVVlY6ODg4OTlVV1fLnj1vjG+//XbAgAGdOnXKz88fNmxY/dxww4cPj4uLI4QsW7YsNjbW1tY2Pj5e1n0HDhz4wu0ve2W9l73g3LlzSUlJRkZGeo8RQvr27bt06VJPT09ra+vCwsLVq1fLdhIfHz9s2LA3+5tTVgzP05mdTiKR6Ovrt8CUWsXFxSKRCJf5oEE5OTnm5uZyn2YZmuB2ET/4WG26r0hD8eqobITGyMiIdpDn9ezZ807vhRe/HONqiP+HFUJRUZFYLJbvs3fR0dE7d+5U22eu5aKgoGDs2LHnzp17k6O9vr5+/VPwcsHz/FtvvXXkyJEX3gbQYqKiovbs2RMVFdXCn6t4R3oAUHtbEjhvNq6ipIh2EGUyb9487bPf78OVeoBXMjY2Hj58eExMzJvsRO5DmOfOnevbty/dJkoRyigAKJbSGhJxlzu3MuDGjRu0sygTHx+fmry0nadvYC0mgFebM2eOsbHxm+zhwIED8gojY2JiIptwSj2hjAKAYtmdzHXK+UPEkgEDBtDOokyEQuGp40eN7F3/ykUdBXgVHR2d+imiFISbm5uuri7tFNSgjAKAAuEJ2X6bqz65ee7cubSzKJ+OHTtOcdXaiyv1AKBUUEYBQIGczuJJ3t07Ny5PnjyZdhalNK0N88tdrhp1FACUB8ooACiQrQmc1d9bAwMDMQNG09jrMu2NmBOZaKMAoDRQRgFAUdwr4y9mFF8/uvejjz6inUWJjTEt3HbyJu0UAACNhTIKAIrix0Suc+LeIYMH29ra0s6ixBwLb55eEVCC+e8BQEmgjAKAQqjmSFASt2HBu41fYQVeaMzwwTpCflXEGdpBAAAaRUg7AAAAIYQcSuM6GTOdLXQI0aGdRbkxDOP7wdxdWzeu8htMOwvI3927d9evX087Bagm2UKpLQ9lFAAUwvbb3PyOuFYjH9/9n9/O75ZeupHYu4sr7SwgT6NGjUpOTn7w4AHtICBP5eXlOjoK8Y9wY2Pj/v37t/znYm16gDpYm56ihCL+nWPSdF+hSOHrqMKuTf8ct4ClRrWFMXu30A6ivppjbXpQSdnZ2ZaWlrRT0KTwB34AUANb4rl3Ss5WlZfSDqI6Fs356M/o8KKiItpBAAAagDIKAJSV1ZCIuIKoLyaVlZXRzqI6JrlbCbuMWLtjN+0gAAANwD2jAEBZyB3O/mZw+5Ej1PxClXwJWTL187UiU0PaQQAAGoCRUQCgbHtCTe6x7ViMXu7ee8tif6aIdgoAgAagjAIATTHZfNE/vzpYmXfv3p12FlXToxUjkZJ/H9F5ShUAoJFQRgGApq0JnM7FHf/3f/9HO4gKYgiZ0obZdxfr1AOAQkMZBQBqHlTwp27cLbh7a9y4cbSzqKaprdm9Nx/9ffkf2kEAAF4KZRQAqNlxm3OOD/WbNk0sFtPOoppcDRnDwjvjJ0+jNaU0AECDUEYBgI4ajgQl89tWfr5kyRLaWVTZB6N6VbCaZ8+epR0EAODFUEYBgI6DaZyrAelmpWNsbEw7iyqb0pqV9Hpv+48/0Q4CAPBiKKMAQMfWBG5WexyCmp25FunhNe347yfz8vJoZwEAeAGcCQCAgpsF/L0y4mmHQ1BLCOhsZNLDOzg4mHYQAIAXwJkAACjYEs+Nqr1SVoKV01uCjyNb2OP97T/+hMeYAEABoYwCQEsrkJDItNrfvpyclpZGO4ta0BGS0f171Gro/fHHH7SzAAA8D2vTA0BL+ymR65Z3ptC8lbu7O+0s6mJqGzZp7r4+fRxpBwEAeB5GRgGgRdVyZPttThqzKzAwkHYWNTLMmnmg2zqrWoN2EACA56GMAkCLikznrKW5/146O2nSJNpZ1IiQJeMd2b0puGcUABQOyigAtKhNcZzzrVAfHx99fX3aWdSLnzMbmsKhjQKAosE9owDQcq4+4rMr+EeRQWFhYbSzqJ3uZoyAIb/fzmurWe7oiJtHAUBRYGQUAFrOhlvcqIoLmpqa3bt3p51FHfm1YVft2r9o0SLaQQAAnkAZBYAW8qCC//0+9+W4Hvv376edRU0FODPxbSefPn06NzeXdhYAgDooowDQQrbEc/7OrIWhtqurK+0saspah+lsbeAxdOyePXtoZwEAqIMyCgAtoaKW7ErmZmMxetr8ndmaPoG7du3CakwAoCBwYgCAlrA7metrwbbWZ2gHUXfjHdlbBl2FGuK///6bdhYAAEJQRgGgBUh5simO8zN5UFBQQDuLutMRklG2rPPQKSEhIbSzAAAQgjIKAC3gcDpnoU2ivl+2e/du2lmA+Dmz9zpOOXjwoEQioZ0FAABlFACa3/pb3MeOZUeOHPH396edBcgQKyZfy3rNz/tYFqcAAKAPk94DQPO6kMMXSEjxhV+GDBliZmZGOw4QliGTWzPJzCCRSEA7CwAARkYBoJmtjeUWdGLDwkIDAgJoZ4E6AS5saAovxfP0AKAAUEYBoBklFfNXHnJ9hfdSUlKGDh1KOw7UaW/IWGmTMw/QRgGAPpRRAGhG62K5We0FB8JDJ06cKBKJaMeBJwKc2eBkrrCwkHYQAFB3TSyjhYWFnp6exsbGXl5eTx/LamtrP/74YzMzs969e2dlZckpJAAopZxKEpnOfdSeDQsLmzZtGu048IzJrdlj96Rd3D0SExNpZwEAtdbEMrp69Wp7e/vs7Gw7O7s1a9bUb9+0aVNJSUlGRkavXr2++uorOYUEAKX0fZx0WhvWUChduXJl9+7daceBZxiLyRAbgeuQ8aGhobSzAIBaY5q2Ilzbtm2PHDni6uqamJjo7e2dlJQk2+7h4bF79+7OnTuXlpYmJyd37dr1ZXuQSCT6+votMMtdcXGxSCTS1tZu7g8CZZeTk2NubklG9WkAACAASURBVM4wWCJIPkpriGNEzWVvoYqtulRVVVVZWWlkZEQ7iBz8do9f+uutgjWeaWlpmOZJ7oqKisRisZaWFu0goOiys7MtLS1pp6CpiVM7ZWVl2dvbE0Jk46P12zMyMsLDwwcOHOjk5NTg7NZSqVRDQ6PBzzp58mTbtm2blpMQUlJSIhKJcDiABuXl5XEchzIqL9tTtfqZCLXLH2WX044iVxKJpKqqqqqqinYQOegsINkGbfV1DSIjI3v37k07jqopKSnR0NDQ1NSkHQQUXW5uLu0IzcjU1LTBBwaaWEZ5npeds3mel0ql9dtLSkp4no+Pj9+6dWtgYOCr1z4WCASlpaUNfpZIJHqTfqCtrY2RUWgMhmEwMiovNRwJjqk9PERgaapLO4ucqdLIKCFkmrP05rCAY8eOjR8/nnYWVaOlpYWRUWgkNR8ZbeJ1GSsrq8zMTEJIVlaWtbV1/XYzM7N58+ZZWlrOnj07Li6uwf1oNALKAYDSCUvh2hkSD1NGNUYQVdgMFzbexTcqKqqiooJ2FgBQU00so56enkFBQTzPBwUFeXt7E0LOnTtHCBk2bNiePXskEslPP/3UrVs3OQYFAGXBE7L+FveZm6CoqMjBwQF9VJF1MGKsLMyd3XtGRUXRzgIAaqqJZXTZsmWxsbG2trbx8fFffvklIWTgwIGEkFWrVv3xxx/m5uZnzpzZuXOnPJMCgJI4eo/XFJDBVszBgwf79u2Le+YU3HQX1sBrgYWFBe0gAKCmmnjPqKGh4dGjR5/eInsq38LC4tSpU3LIBQBKa02s9DM3lhASGhr66aef0o4DDfB1Ypca9enWF0sSAAAdmMsDAOTpch5/v5yMd2QzMjISEhKGDx9OOxE0wFSTDLRiD6RytIMAgJpCGQUAeVp/i5vfkRUwJCwsbNKkSY2Zvg2oC3BmQu6gjAIAHSijACA36aX82WxuhgtLCAkPD/fz86OdCBpllC2bXMzfLWnKGigAAG8IZRQA5GZTPPd+W1ZXRK5evVpdXY0lQJWFkCUTndiFW/Z+8cUXtLMAgNpBGQUA+SipIWF3uFntWUJITU3N0qVLMUmwEglwZi/rdAsODq6traWdBQDUC8ooAMjHjtvcKDvWRochhPTs2RPX6JWLhyljYtvGyMoeM6IAQAtDGQUAOajhyNYEbn5HHFKUmJ8za9BvamhoKO0gAKBecOYAADn4JZVzMSBdTHBdXon5tWETnCccO368uLiYdhYAUCMoowAgBxtucfM7CmingDdirkX6OJk4dx946NAh2lkAQI2gjALAm7qYw1dKyQhbhhCyb9++jRs30k4ETeTnzNa+jSv1ANCiUEYB4E1tSeBmtWdlV+h37dplb29PORA0lbc9e89xuJa+UXV1Ne0sAKAuUEYB4I3kVJJTWZxfG5YQkpWVFRsbO2rUKNqhoIk0BcTTSXPoNwexdBYAtBiUUQB4Iz8lcpOcWAMNQggJDQ0dP368WCymHQqabmobdm8KlgYFgJaDMgoATVfLkZ8TuY/a1R1J9u7dO23aNLqR4A0NtmKyK0liEZYGBYAWgjIKAE13OINro086GTOEkOvXr5eVlfXq1Yt2KHgjLEMmOjL77mJwFABaCMooADTd1oS69T8JIaGhof7+/lgCVAVMbcPuTa6ZMWMGHmMCgBaAMgoATZRQxN8pJt72dYeRzMxMXKNXDV1NGS0NYeydjKNHj9LOAgCqD2UUAJpoSzw3sx0renwUOXDggLOzM9VEIDe+TqxhvymYcBQAWgDKKAA0RWkN+SWVC2yLY4hqmtqGiXUce/bs2UePHtHOAgAqDicSAGiKX1K5/paspTbtHNA8HPWYthYGbv1H7N+/n3YWAFBxKKMA0BR7krnpznhWSZVNbcMKemJpUABodiijAPDakov5uyX8CNu6A8jq1atzcnLoRgK5G+/I3rAYnJ6RkZycTDsLAKgylFEAeG27krgAl7pHlx48eLBmzRpDQ0PaoUDOzDSJu5mwh+eUmJgY2lkAQJUJaQcAACVTy5GwFP70SIHsx3379o0bN05TU5NuKmgOExzZC5NWBQ4S0Q4CAKoMI6MA8HqOZXKOeqSdYd0No6GhoX5+fnQjQTMZ78gezyKVtbRzAIBKQxkFgNezO5mf4VJ36IiPjy8uLu7Tpw/dSNBMTDWJhwnzexaWBgWAZoQyCgCvIa+SnMvmJjrVHTr27Nkzbdo0lsWRRGVNcGIPpPK0UwCAKsMpBABeQ0gKN9aB1RMRQohUKg0PD586dSrtUNCMfBzY4/e5C3/98+eff9LOAgCqCWUUAF7DnmRu+uNr9FeuXLG0tGzXrh3dSNCsZFfqD1+5880339DOAgCqCWUUABrr2iO+Skr6WtQ9utSjRw9M+qMOJjixWS5ef/31F2aTBYDmgDIKAI217y43pTXz9LJL2tpYD1T1+Tiwpx5qenqNCQ8Pp50FAFQQyigANArHk19S+UlOOGioHVNN0tWUaTNsGpYGBYDmgPMKADTKuWy+lSbpYIT16NXReEc20bxvQUHBrVu3aGcBAFWDMgoAjRJ+l5vSpu6I8fDhw/Pnz9PNAy1pjD17Iov4Tp6yd+9e2lkAQNWgjAJAw6o5EpXB+To9WXUpODiYbiRoSeZaxNmAcX5nckREBM9j2lEAkCeUUQBo2NF7XEcjxkanroyGhYVNmzaNbiRoYd72bKxW+/PnzzMMbtUAAHlCGQWAhoXf5ae0rjtcJCQk5OXl9e/fn24kaGHe9syRDN7Wzo52EABQNSijANCA0hpyMosb51h3uAgJCfH398cSoOqmvSEjFpCb+bhGDwByhtMJADQgMp0bYMmaiAkhhOO4ffv2TZkyhXYooMDTjjmSgTIKAHKGMgoADdiXwk1uXXeb4Llz58zMzDp27Eg3ElDhbc8eyeCkUikmeAIAOUIZBYBXyask/zzkPe3qjhWhoaF+fn50IwEtvcyZrAo+NjO/X79+5eXltOMAgIpAGQWAV4lM50bYstrCuh8XLVrk7+9PNRFQI2DIKFv2UoVpz549o6OjaccBABWBMgoAr3IwjZvg+GQqH1dXV2NjY4p5gC5ve+ZIBjd58uSIiAjaWQBARaCMAsBLPaoiVx/xw2xwoIA6Q63ZKw/5QaPGXbhwIT8/n3YcAFAFOMcAwEtFpnPDbZ5cowfQEpL+lmxModbQoUMPHjxIOw4AqAKUUQB4qUNpnM/ja/QPHz7kOI5uHlAEXnbMr/f4KVOmhIeH084CAKoAZRQAXixfQv7O40fa1h0lJk2a9Ntvv9GNBIpgpC178j43ZOjw+Pj4zMxM2nEAQOnh8hsAvFhUOjfMhtUREkJIVlbWzZs3hw4dSjsU0GepTRz0mH+LhLt27RKLxbTjAIDSQxkFgBc7mMbNcKkbFo2IiBg7dqympibdSKAgRtoyRzO5VV5etIMAgCrAZXoAeIGi6meu0e/bt2/y5Ml0I4HiGGnLHsvEuqAAIB8oowDwAofTucHWrK6IEEISExOzs7MHDBhAORMojLfNmJxKPqMMfRQA5ABlFABe4GAaN96h7jn6iIgIX19fgUBANxIoDpYhQ63ZE/d5QgjmWACAN4QyCgDPK64mF3P4UXa4Rg8vNdKWkV2pHzJkyOXLl2nHAQAlhjIKAM/77R430IrVExFCSFVV1bvvvvvWW2/RDgWKZbgNG5PNVUlJ//79MeEoALwJlFEAeN7hDH7s42v0mpqan3/+Od08oICMxKSTMROTzU+bNi08PLy2tpZ2IgBQViijAPCMylpyOosbZYuDAzRgpC17LJNr3bq1vb392bNnaccBAGWF8w0APOP3LK6bKWOKGUWhISNtmd/u8YSQyZMn40o9ADQZyigAPONwOj/WAUcGaFhnY6aWJ8nFvK+vb1RUVGVlJe1EAKCUcMoBgCdqOXL0HudtzxBCqqqq3nrrraqqKtqhQHENt2GOZvKWlpYeHh7Hjh2jHQcAlBLKKAA8EZPDtzFgbHQYQsixY8f09fWxBCi8wkhb5ngmRwj56KOPqquraccBAKWEtekB4InIdG6cw5PpRadMmUI3Dyi4wVas/zlpWQ3x8fGhnQUAlBVGRgGgDk9IdAYvu0ZfUlJy+vTpsWPH0g4FCk1XRLqaMjE5WBcUAJoOZRQA6vydxxtqkLYGDCHk4MGDgwYNMjY2ph0KFN1wW/b3+1gRFACaDmUUAOocTufGPZ7rPjw8HNfooTGG2zBH72FkFACaDmUUAOocyaib1Ck7O/vatWujRo2inQiUgJsxU8ORlBKeEHLo0KGwsDDaiQBAyaCMAgAhhMQV8tUc6WLCEELu3LkTGBiopaVFOxQoh6E2zPFMnhCip6e3ZcsW2nEAQMmgjAIAIbK57u3rrtH369dv9erVdPOAEhlmw8huGx08eHBGRsadO3doJwIAZYIyCgCEEHIkg/O2xwEBmuIda/Z8Dl9ZSwQCwYQJEyIiImgnAgBlgnMPAJCscj6jjO9tztAOAkrJUIN0NmEu5tatU79v3z7aiQBAmaCMAgCJTOc97VghjgfQVMOs2RP3OUJIz549a2trr1+/TjsRACgNnHwAgERlcGPsGUJIXFzcjh07aMcB5TPCtu4ZJkLIpEmTwsPD6eYBACWCMgqg7oqqybVH/BBrlhCyZ8+erKws2olA+XiYMgUSPqOs7kr9hQsXaCcCAKWBMgqg7qIzuMFWrLaQcBwXERGBue6hCRhChlqzJ+7zhJAOHTpcunSJdiIAUBooowDqLvoe72XPEELOnTvXqlWrdu3a0U4ESunpK/Usi5MLADQWjhcAaq2ylpzO4kbZsgRLgMKbGWbDnsvmJFLaOQBA2QhpBwAAmk5lcV1NGVNNUl1dHRUVhYegocmMxaSdIXMplx9khTnCAOA1YGQUQK0dyeDH2LOEkGPHjnXs2NHGxoZ2IlBiI2zZ45mc7Nf5+fkHDx6kmwcAlALKKID6kvLkt0xOdsNodHT05MmTaScC5TbSljn2+LZRQkhgYGBZWRnFPACgFFBGAdTXn7m8jQ5jr8sQQn766aeAgADaiUC5eZgw+RI+vZQnhJiYmPTp0+fIkSO0QwGAokMZBVBfh9O5MY/XoxcKhWKxmG4eUHYsQ4bZ1E3wRAiZPHkyZr8HgAahjAKoryMZ/FgHPGsC8jTChjn+uIyOGTPm0qVLeXl5dCMBgIJDGQVQUzfyeYYhHY1QRkGehtmwMY8neNLW1h45cuShQ4dohwIAhYYyCqCmojK4sfYMIeTq1asPHjygHQdUhJGYdDBiLuTgSj0ANBbKKICaikrnxziwhJA5c+bcvHmTdhxQHSNs2OP36yZ4GjZs2O3bt9PT06kmAgCFhjIKoI7SS/mcSr5HKyY1NfXu3bvvvPMO7USgOp6e4EkkEp0/f97W1pZuJABQZCijAOrocAbvbc8KGLJv374JEyYIhViMDeTG3ZQpruZTS+v6aLt27QQCAd1IAKDIUEYB1FFUOudtzxJCIiIisB49yBdDyDAb9sRTs98DALwCyiiA2nlYRWIL+MFWzI0bN8rKynr27Ek7EaiakbbMb4/XBQUAeDWUUQC1E53BDbNhxQISHh4+ZcoUhsHsTiBnw2zYizl8ac2TLWlpaVKplF4iAFBcKKMAaicqgxtjz3AcJyujtOOACtIXkR6tmNNZTwZHfX19z5w5QzESACgslFEA9VJWQy7k8CNsWZ7nd+/e3bFjR9qJQDV52rG/3nty26ifn19oaCjFPACgsFBGAdTLiftcj1aMgQYRCASDBw+mHQdUlqcdczST4x7X0cmTJx89erSsrIxqKABQRCijAOrlUDrv44AvPjQ7Bz3GXIv5O6+ujZqYmPTp0ycyMpJuKgBQQDgnAagRiZScyOQ87fHFh5bgZcf8eu/JbaO4Ug8AL4RzEoAaOf2AdzNmLLRIcXEx7Syg+p67bdTT0/P69ev379+nGAkAFBDKKIAaOZzOjXVgy8rKnJycSkpKaMcBFfeWGZNfxaeU1PVRTU1NHx+fffv20U0FAIoGZRRAXUh58us9ztueOXLkSM+ePfX19WknAhXHMmS0HfvbU4Ojc+fOxSILAPAclFEAdXE+h7fTYRz1mLCwsKlTp9KOA2rB89nbRtu3b9+3b1+KeQBAAaGMAqgL2TX6Bw8eXL582dvbm3YcUAvvWLPXHvGFEto5AECBoYwCqAWekCMZ/FgHJiwszMfHR1tbm3YiUAtaQtLXgjlxH+vUA8BLNaWMFhYWenp6Ghsbe3l5FRYW/vcFcXFxOjo6b5wNAOTm6kNeW0jaGTIhISEBAQG044Aa8bJjo5+6bVQG69QDQL2mlNHVq1fb29tnZ2fb2dmtWbPmud8tKioKCAioqKiQRzwAkI/IdM7Hgbl27VpVVVXv3r1pxwE1MtaB/f0+V1n7ZMvhw4f9/f3pJQIAxcLw/PP/YG1Q27Ztjxw54urqmpiY6O3tnZSUVP9bHMeNHTvW399//Pjxr96zRCLR19dvzIRzhoaGAoHgdUPWKy4uFolEuCgJDcrJyTE3N2cYhnaQZtH+EBfanxFmxSYnJ0+YMIF2HCVWVVVVWVlpZGREO4gyGXpCOqs9621X9+UqKChwdnZOS0tT7SkdioqKxGKxlpYW7SCg6LKzsy0tLWmnaC4s2/C4p7AJ+83KyrK3tyeEyMZHn/6tVatWubi4+Pj4NGY/UqnUxcWlwZf9+uuvzs7OTcgpU1JSIhKJcDiABuXn57Msq5JlNKlUUFatZ8sXMVZWVlZWDx8+pJ1IiUkkkqqqqtra2oZfCo8NNxWH3Rb10nqyMH2vXr2Cg4N9fX0ppmpuxcXFYrFYU1OTdhBQdPn5+UJhU/qYUjAxMWnwT9eUPzzP87ITNs/zT9/3c/r06TNnzpw8ebKR+xEIBC+85VS+NDU1MTIKjcHzvKqOjG7Pkk5qQyzMzWkHUQUYGW2C6Qbk2wM1+ibmWo/POe+///7mzZvnzp1LNVfzEovFGBmFxuA4zly9j89NuWfUysoqMzOTEJKVlWVtbV2//fTp02fPnhWJRLLTOcMwFy9elFdQAGiyA6n8eEdMnQHUmGoSDxPm96wnz9SPGjUqLi4uPT2dXigAUBRNOT95enoGBQXxPB8UFCSbrfDcuXOEkO+++45/jBDC83yfPn3kmhYAXltSMV9SQ3q0UsERX1AiE5zYA6lPHiTQ0NCYMGEClgYFANK0Mrps2bLY2FhbW9v4+Pgvv/ySEDJw4EB5BwMA+fgllR/vyGzftu2/c18AtBgfB/b4s8/U+/n5hYaG0ksEAIqiKWXU0NDw6NGj9+/fj46ONjAwIIT898H5JjykDwDN4WAaN96RDQoKcnd3p50F1JepJnE3YU4+daW+R48egwcPLi0tpZgKABQBbiMDUGXJxfyjKt7g0e2cnJxBgwbRjgNqbYIjeyDtmXGKLVu26Onp0coDAAoCZRRAlR1I48c7siHBe/z9/d9kvl6ANzfekT2WyVVh6SUAeBbKKIAqO5jGjbMn4eHhWPAGqKu7Uo916gHgWSijACorpYTPqeArbp6ytrZ2dXWlHQeATHBkI1LxRAEAPANlFEBlHUjjxzmyYaEhGBYFBTHRiT2eyRVVP9nC8/zYsWOLiorohQIAylBGAVSW7Dl6QohqL7oISsRYTAZbswdSn1ypZxhGKBQePHiQYioAoAtlFEA1pZby98v5fhbMvn37jI2NaccBqDPdmQ2+88xto5hwFEDNoYwCqKaIu/wER1aAdZdAwQy3YVJL+aTiJ3eOjhgxIjExMTU1lWIqAKAIZRRANYXf5Sa3xhccFI6QJZNbs2EpTwZHRSLRxIkTsTQogNrCuQpABd0u4ourSS9zjIuCIprhwu5J5qVPPVXv5+cXEhKCpfsA1BPKKIAK2pvC+TqRGdOnl5WV0c4C8LyORoyZJjmX/aR6du/eXSAQXL58mWIqAKAFZRRABe1P413yLl6/fl1XV5d2FoAXCHBmg5OfeYzpvffeu3nzJq08AECRkHYAAJCzfx7yLCF/Hg4JCAignQXgxaY5s/+7XlNaI9AT1W1ZsGAB1UQAQA1GRgFUTfhdbrx1VVRU1JQpU2hnAXgxEzHpb8EeSMPSoACAMgqgWjieHEjj9eMO9+rVy8LCgnYcgJea4cLsTEQZBQCUUQDVEpPDt9Ikpw7gGj0outF2bE4lufoIT9ADqDuUUQCVEnGXG6n74Pr1656enrSzALwKy5CZruz2hGcGRy9evHjs2DFakQCACpRRANVRw5HIdM4i609fX19NTU3acQAa8F5bNjKde1j1ZEtJSck333xDLxEAUIAyCqA6TtznXA2Z2dN9N2/eTDsLQMNMNckYB3b3U3M8DR06NDU1NSUlhWIqAGhhKKMAqiP4Dh/gzBJCGAZrL4FymNOB3ZbA1a/GJBQKfX19w8LCqIYCgBaFMgqgIgol5EwWN94RX2pQJu4mjKU2OXrvyeCon59fcHAwlgYFUB84bwGoiIhUboQta6hBOwfAa5rVnt361GNMHh4eenp6f/75J8VIANCSUEYBVETwHa5b0V/nz5+nHQTg9Ux0YmML+MSiJ0OhU6dODQkJoRgJAFoSyiiAKkgq5jPLyNnda9LT02lnAXg9Gix5ry277faTwdGpU6dGR0dLpVKKqQCgxaCMAqiCkDvcWJOHly5eHDduHO0sAK9tdgfBvhTu0eM5nmxsbJKSkgQCAdVQANBCUEYBlB7Hk7AUXvtquJeXl66uLu04AK/NQouMc2S3JDwZCtXX16eYBwBaEsoogNI7m82bapKTWAIUlNkiN3ZbAldWQzsHALQ4lFEApRdyhxtKEoqKivr37087C0ATtdZnBliyO5O4hl8KAKoFZRRAuZXVkF/vccVng/38/FgW32hQYp93ZjfGcTVP1dH9+/dXV1fTSwQALQGnLgDlFpHK9Tdnog/94u/vTzsLwBvxMGVcDcjelCdtdMeOHVFRURQjAUALQBkFUG4/JXIftBPcuHHD2dmZdhaAN7Wws2B1LMc9nnJ05syZP/74I9VEANDsUEYBlFhsAZ9TQYbaMKamprSzAMjBYCvGUINEP14ddOzYsfHx8cnJyXRTAUCzQhkFUGI7bnOBrqyAoZ0DQH4WurHf3qgroxoaGgEBAT///DPdSADQrFBGAZRVRS05kMa964IqCipljANbLSXHMusu1c+cOTM4OLiqqurV7wIA5YUyCqCswu9yfczZWxd+5zjMhgOqgyFkmQe77JpU1kadnJy6dOkSGRlJORYANBuUUQBl9XMS17f88ty5cxkGg6OgUsY6sLXcM4OjO3fupBsJAJoPyiiAUoot4B+Uk+uROz788EOUUVAxDCFfPTU46uXltW/fPsqZAKDZoIwCKKUfE7kpFgVHf/sNS4CCShrjwLKEHL3HE0JEIpGFhQXtRADQXFBGAZRPRS355S7HXgwaN26csbEx7TgA8scQssSdXf6vlG/4tQCg3FBGAZTP3hSutzmJ2P3Thx9+SDsLQHPxtmc5nvx2D8/nAag4lFEA5bM5gXs775SpqWm3bt1oZwFoLrI7R7+6VrceU21t7YkTJyhnAoBmgDIKoGTOZvNSjlw+8ONHH31EOwtA8/K2Z0UsiUyrGxwNDAyMi4ujGwkA5A5lFEDJbI7n/q8Du23bNl9fX9pZAJrdcg/BV/9yHE+EQuG7776LpeoBVA/KKIAyuVfGn8/mprVhra2ttbS0aMcBaHYjbBkTMYlI5QghgYGB+/btKy8vpx0KAOQJZRRAmWy7zfk7s7oi2jkAWtBXHoLl/3K1HLGxsenVq9f+/ftpJwIAeUIZBVAaEinZk8x92A5fW1Avg6wYG20SmsIRQmbOnIkr9QAqBmc1AKWx9y73lhmTefUPqVRKOwtAi1rZTfC/f7lqjowYMSI7O/vGjRu0EwGA3KCMAiiNbQncaEHC9OnTeR4TgYN66WXOtDMkQUmcQCAIDAzE4CiAKhHSDgAAjXIhhy+rITcP7QgMDBQK8c0FtbOim2DcKekMF3bWrFnV1dW04wCA3OCUBqAcNtziZjqWr/zwl1u3btHOAkBBN1OmiwnzcxI3u70R7SwAIE+4TA+gBNJK+Uu5HPP33iFDhlhZWdGOA0DH/7qyq25wlbW0cwCAXKGMAiiBjXHcB65s0E87sOoSqDN3E6a7GfNTIlarB1ApKKMAiq6omoSlcF2L/qytre3fvz/tOAA0rejGronlKmqJRCL5559/aMcBADlAGQVQdD8lcp527MHdOz788EOGYWjHAaCpoxHTy5zZfpsrKioaPnx4SUkJ7UQA8KZQRgEUWi1HtiZw8zqya9asmTFjBu04APQt92DXxEp1jM2HDBmyd+9e2nEA4E2hjAIotANpXGs94m7CWFtb6+np0Y4DQF8HI2agJbvtNvfBBx/s2LGDdhwAeFMoowAKbWMcN78TvqcAz1jmwW64Je3Rf3BVVdXly5dpxwGAN4KTHIDiupDDF1eTUbb4ngI8o70h09+S/TGRf//997EaE4Cyw0kOQHGtv8V90om9dPFCbS1mVgR4xjJ3dv0tqe+06YcPHy4qKqIdBwCaDmUUQEHdKeYv5XK9Bek+Pj4oowDP6WDEvG3GRhWYDB8+PDQ0lHYcAGg6LAcKoKA2xnEftWNDd/44ffp0TU1N2nEAFM4yD9b7pPTUim8N9bRpZwGApkMZBVBEBRLySyp33ZPrHhx84cIF2nEAFJG7CdPJmJyrtZ9pjqt8AEoMX2AARbQtgRvrwMb8ut/Dw8PZ2Zl2HAAFtcxd8O0NrhrrgwIoM5RRAIUjkZLtt7n5Hdnt27djMXqAV3i7FdPWgISloI0CKDGUUQCFs+8u52ZMajJuZmVljRw5knYcAIW21F2w6gZXKalOTk6mnQUAmgJlFEDhbIrjFrgJtm3bNnPmTIFAQDsOgELra8FYaJM1Ry57eXnxPE87DgC8NjzABKBYTmbxDCGDrRjXMYQu0gAAIABJREFUr77S1sYzwgAN+6Kz4IsrPUUiUUxMzIABA2jHAYDXg5FRAMWy4ZZUtv6ntbW1kZER7TgASmCkLSNkSe8JgViNCUAZoYwCKJCkYv5mPj/JCV9MgNez0I295jzl999/z83NpZ0FAF4PznkACmT9Le7j9gJN3CYK8JrGO7IlQsN+Xr5bt26lnQUAXg/KKICieFhFDqRyH7iyly9fxvqfAK9FwJDP3NiCvv/3448/VlRU0I4DAK8BZRRAUey4zU1wYvninJEjR+JsCvC6ApzZDB3ndl17BgcH084CAK8BT9MDKIRqjuy4zZ0cIdi5defEiRP19fVpJwJQMiKWzO/Inpyy1meoAe0sAPAaMDIKoBDC73KdjImrPrdz584PPviAdhwApfSBK/sv41AkNqMdBABeA8oogELYFMfN7yj49ddfbWxs3N3daccBUEraQvJhO3bdLawOCqBMUEYB6DuXzVdLyVAbZsOGDXPnzqUdB0CJ/V8HwaE0Lhs3XQMoD5RRAPq+j+PmdmQv//33gwcPxo0bRzsOgBIzERM/Z3bDjaqYmBjaWQCgUVBGASjLKOMv5nJT27Dr16//5JNPsBg9wBta0IkNiq/wGT8+LS2NdhYAaBjKKABlP8Rz77VldYRk06ZNM2bMoB0HQOnZ6DCjXQw6er67adMm2lkAoGEoowA0VdSS0Dvch651i9FraWnRTgSgCj7vzN72mBUSGpqfn087CwA0AGUUgKbdydwAS9ZBj6EdBECltDNk3naxdu03+ueff6adBQAagDIKQA1PyOZ4bk4HfA0B5G9RZ/ZBn0+2bNlSXV1NOwsAvArOggDUnMjkdUSki255ZGQk7SwAqqa3OWPn2tHYsV1ERATtLADwKiijANR8Hy+d15HduXPngQMHaGcBUEGL3ATlA+dv3bqVdhAAeBWsTQ9AR2IRfzOfPzhA2mHjxsOHD9OOA6CCRtkxizu/86lPV9pBAOBVMDIKQMcP8dzMduzhAxEuLi4eHh604wCoIIaQhZ0FP2aZ0A4CAK+CMgpAQVE1Cb/LBbZlN2zY8Nlnn9GOA6CyfJ3Y1FLyVx5POwgAvBTKKAAFu5K4UXZs7PkTHMe98847tOMAqCwhSz7pyK6L5WgHAYCXQhkFaGkcT7YlcHM6sOvWrVu4cCHDYJJRgGb0Xlv2Ui63KfjAgwcPaGcBgBdAGQVoab/e48y0iHnFvXv37k2aNIl2HAAVpy0ks9oLdh77c+3atbSzAMALoIwCtLQf4rk5HVh7e/u4uDihEDNaADS7We3ZrD7z9wSH5OTk0M4CAM9DGQVoUfGFfGIRGe/IEkLEYjHtOABqwVhM3utu7fDO1HXr1tHOAgDPQxkFaFHfx3MftmM18M0DaFkL3AQZfRYE7d6Tl5dHOwsAPAOnRICWUyAhB9O4D1zxvQNoaRZaZKK7dZshvhgcBVA0OCkCtJydSZyXHbv7++9u375NOwuA2vnMjb3be8HOXbsePnxIOwsAPIEyCtBCajmyNYEbr5e+YcMGS0tL2nEA1E5rfWZ4J9sOI/0uXbpEOwsAPIEneQFayKF0rrUeidq26uOPPzY0NKQdB0AdLXFnh4xYO2y0iHYQAHgCZRSghWyK494zzVwcHZ2UlEQ7C4Caam/IdDNl99zhPmqHC4MAigLfRoCWcDmPf1hF/gr65uOPPzYyMqIdB0B9Le7Cro3larA+KIDCwMgoQEvYFM9NM8rchmFRANp6tGKc9MjeFG66C4ZjABRCU76KhYWFnp6exsbGXl5ehYWFT/9WZGRkx44dDQ0N+/Xrl5ycLKeQAMotq5w/dZ9LC8ewKIBC+F9XwYpr1YMGDS4oKKCdBQCaVEZXr15tb2+fnZ1tZ2e3Zs2a+u1paWnTp08PCgrKzs729PScMWOG/HICKLHNCVyAM6MtFs2bN492FgAgvc0ZGz0hb+qwadMm2lkAgDA8z7/ue9q2bXvkyBFXV9fExERvb+/6y45nzpw5cODAjh07CCEPHz5s167do0ePXrYTiUSip6d35cqVBj+udevWb7JqYnFxsUgk0tbWbvIeQE3k5OSYm5szDCPf3VbUEudD5OIo4qgr3x0DHVVVVZWVlRjhVnZnHpDZR+8VfdUjIT6+mf5rFhUVicViLS2t5tg5qJLs7GwVnu9PKBQ2eGJtShnV1dV9+PChlpZWZWWlubl5SUnJcy+QSqWzZ89mWXbr1q0v24lEItHR0WnTpk2DHxcSEuLk5PS6IeuVlJSIRCIcDqBBeXl5ZmZmci+ju9M0Yh6K9nQvl+9ugRaJRFJZWYnJuVTAyPO64pD3e7W1/uyzz5pj/8XFxWKxWFNTszl2DqokNzfX3NycdormYmhoKBQ28IRSU8qojo5Ofn6+pqZmRUWFmZlZefkzZ9mTJ08uWrRo2LBhK1eufMXHSyQSfX19iUTyup/+ujAyCo3UHCOjUp64HqgNGSDo2UrOHRdowcioyjiWyc+LvlPwVa+UlJTm+NcFRkb/v707j4uq3P8A/j3nzMIyMwyLIptKgqJlGmrikrtiKaKl5VVzuVZmmtrV0szMNXMrd7tZpFn9tCxDs8zKrRTFVEQxcGcTFNnGGYZZzjm/P+x6vbmACDyzfN5/+PJ1mBd89DVnng/Pec55oJJce2a0MqqyZjQ4ODg7O5uIcnNzQ0JCbh6XZfmNN96YO3fu5s2b33vvvQqLMIDL23pJqqsoRxMFcEBPhXH60IdadOmzcuVK1lkA3FpVymhcXFxCQoIsywkJCfHx8US0d+9eItq/f/+2bdu2b98eHBxsNBqNRmP1ZgVwOktOSp6bJ6xbt451EAC4g+kt+avd31y5cuXt680AoNZUpYzOnDkzNTU1LCwsLS1txowZRNS1a1ci2rt3b0ZGhq+vr/Y/qjksgFPZny9fzTyfuuf7QYMGsc4CAHcQ34D3DI4Y9K955eXlrLMAuK+qrBmtFlgzCo6m2teMxu2y570/eGCX1tOmTauu7wnMYc2oi9mWKc04KqUMUPDVvZoGa0ahkrBmFPtPANSIjFI56VByftrhCRMmsM4CAHfVrwHvKdDWS9geFIAZlFGAGrE4VdJ8N3X+vHmYlQdwcO9EC+8ckyQ2lwkBAGUUoAbkm2nzN99p7Ibnn3+edRYAqMBTYZxWSV9flJKSklhnAXBHKKMA1e/9VLtq28ylixfxPE4xACcwu5Uw64hl+PDhu3fvZp0FwO1gpASoZkUW+uSM/O3WrbGxsayzAECl9Arh6nor+0x6d8qUKZKE9aMAtQplFKCaLTslDgznO7dozDoIANyHd6KFH+sO8PTy+uKLL1hnAXAvKKMA1clgo7V/Sq8/ijMLwMl0C+YaaOiJCYunT59eVlbGOg6AG8GQCVCdVqZJfcL4CB32/wRwPovbCp+Lbdq0jVmxYgXrLABuBGUUoNqY7LRwydJ/6C6xDgIAVdHCj+sQyDUaOX/p0qUFBQWs4wC4C5RRgGoz6/uTth+Wtg33Zx0EAKpoXit+fUn4wH8M27lzJ+ssAO5CwToAgIuwiLRqzrTxU6bp9XrWWQCgiiJ9uGca8rrIxc+3xfgIUEswMwpQPV7/fA+f9+e8yWNZBwGABzIzmv/kjJxrwo5MALUEZRSgGly3Sh/OnjJr/gK1Ws06CwA8kGAv7sUoftYxPG0UoJagjAJUgxHzP/HxUk8Z9SzrIABQDaa2ELZnSalFMhHJMqZIAWoWyijAg7qYV5i4/O11H67hODzRCcAV6FX0TrQwKUkcO3bsV199xToOgItDGQV4UB8cNbR7cVb/ji1ZBwGAavNSFF9oobBug19//fXr16+zjgPgylBGAR7ItXL6sjh048wxrIMAQHUSOPogRvhE6tCtR8+3336bdRwAV4YyCvBA5qeIQyP4cC0u0AO4mm7BXHM/ruGohZs3bz58+DDrOAAuC2UUoOqyTfLGs9KbLQXWQQCgRixpy6/O9Jk+570xY8bY7XbWcQBcE8ooQBXl5eWN+fS3MU35ep6sowBAzYjQcaMa8yeaDPX391+1ahXrOACuCWUUoIpGjZ/82y8/TmuBaVEAVzbjMeGnXHpx7pqFCxcajUbWcQBcELY7A6iK3bt37z+QtHjnR1ol6ygAUJN0SloWw7/1R6OjKSc1Gg3rOAAuCDOjAPfNarWOGDM+YOQHYx7FyATg+p4J56P0XMJlP9ZBAFwTyijAfVu4eEmxb+THr8YrcAIBuIc1HfiVp8X0EuzGBFD9MJYC3J+srKxFS5c9Pm5prxA8zgnAXQR7cW+1FF4+IKKNAlQ7lFGA+zPmlfFyzwmr4huxDgIAtWpcM95sp/VnpLi4uGPHjrGOA+A6UEYB7oPZbM5Rhw1/ZXIzPaZFAdyLwNFHTwhvHhG79X16zJgxoiiyTgTgIlBGAe7DaZNH4TPL5sfgyaIA7qiFHzfxEeG74GFanW7NmjWs4wC4CJRRgMqSZBp3UFz4uOCrZh0FABiZ+igv8Fyb11bPnTs3JyeHdRwAV4AyClBZH/4pqXgaFoGzBsB98Rx91kXYUNoofsTYcePGyTLuaAJ4UBhWASp27ty5r7bvmnVMXNVewFpRADcX6s2tai/83mpq7uW8lStXso4D4PRQRgEqIIriiBEjlvx8elRj/lE/dFEAoIHhfOt66qbTvly6dGlxcTHrOADODWUUoAJLliwp5z2utBs3Mxrb0APAX1a1Fw5LDWd9n+br68s6C4BzQxkFuJe0tLT3P/igeMi6VR0EbwXrNADgMHxU9G0PYeoJdUohlo0CPBCUUYC7slqtQ4cOjR7zXoemDeLq42QBgP/xiC/3747CgF/Ea+WsowA4M4yvAHc1a9YsfXD48cZD34/BBXoAuIMBDflB4dw/9thN5vLz58+zjgPglFBGAe4sKSnp0/Xr855ZvbK9UMeDdRoAcFQL2giyTKPX7Y6NjS0tLWUdB8D5oIwC3FlERETsvK+aNwwcFI7TBADuSuBoUzfFkcBeD3V48oUXXmAdB8D5YJQFuLNsLmCnuu3q9rhADwAVCPCgHbHCia4LUs9cXL16Nes4AE4GZRTgDsrsNGyvuCxGCMQu9ABQCVF6blOsd/GIL96ZPefo0aOs4wA4E5RRgP9xY3O/KYfFNnW4wY1wggBAZXUN4hb1jVQMWzHoucEGg4F1HACngbEW4L8KCwvbtGnzZUrBTznySlygB4D7NLIx/+LQgeaonqNGY/EoQGWhjAL8RRTFoUOHxnTuPuW0/rMugk7JOhAAOKE5rYSuE5dkRfQT8Sx8gMpBGQX4y+LFi60226Ues1+K4jsEYg96AKgKjmhDdy//zoOnHFezzgLgHFBGAYiItm/fvmXLlq6zviy0KWa0xAV6AKg6JU9fd1ccK+IXnsIgC1AxnCcAdO7cudGjR09Y+NHabP9N3QQFTgsAeDBaJX3V0bLhPL/+jMQ6C4Cjw6gL7s5kMj399NNT3p6zXO6e0ElooMEFegCoBoEe0ndd7RNmLX51wVrWWQAcGsoouLvMzMzeTz75S8QLQ+pbeoeiiQJAtWmso08nDljz3qyNu4+zzgLguFBGwd01a9aMH/iuTDQpsox1FgBwNc+0bfz6ghWjhgw6noNt6wHuDGUU3N23l6TNF+RN3RQCZkUBoAa898pz7bv06Dx4zLVy1lEAHBLKKLi1P67JYw+I3/YQ/PEMFgCoMbvWL9MUnWs5fHqZnXUUAMeDMgru6OzZs/37979ksA/4WVzXUXjMH5OiAFCDPDw8TuzfafpjW6sXZuNh+AB/gzIKbic/P7937969norr/wv9qznfrwHOAgCocXUCAk4e+LXcaBj7m411FgDHgmEY3IvBYHjqqadGjvrnT+EjW9fhXnsEpwAA1JLQoMDU/1t6pJBblIqHjwL8F0ZicCNWq3XgwIExMTHZXaZZRPnDDthpCQBqlVZJ3/cSVp+W/u88+ijAX1BGwV1IkjRs2DC9Xu/x/PJTRfKW7grstAQAtS/Em9sRK7x2SPw2NZ91FgCHgNEY3MWECRMKCwub/Gv9L3nc97EKjZJ1IABwV4/4cl90kp7t1fHdf3/OOgsAewrWAQBqSUxMTIPn563LUu3vq/DDg5wAgKnuYeoVXyROGNRL76l6ZfizrOMAsIQyCu7ieqsha1OlfX2Fep6sowAAEL3S/eGchB8mjurt46UeOjCedRwAZlBGwS28f1JafVr69SkhzBuPFAUAR/Fu/xb5ph2jXuqjVgoD4/uyjgPABtaMgivbt28fEc07Ln2ULu3rK4Rr0UQBwLF8MjS697vfDh05eufPv7LOAsAGZkbBZU2bNu2HH37ou+b3xHyv3X2EYC80UQBwOBzR1jHtYq1fPzdmXN6fx7zUuLkS3A5mRsEFSZI0bty4X3fvbrPw15+vee2PU6CJAoDDEjj6cXynJ1Ylv3iQl7BZKLgflFFwNaIovvDCCydSTwa+9VM2+e7uo/DHvfMA4NiUPG2J9cw3yy8fwN714HZQRsGlWK3WwYMHZ1/Ot0/c4eej2xGr0OKSFwA4Aw+BEnsq0kvkf+4XUUjBraCMgusoKyuLj4832uSsEVu6NfDa0EVQ4g0OAM5Do6SdvRW5RrF+x37HTpxkHQeglmCsBtchSVKD6I4nBn4+qaXHu20ErBIFAKfjpaDtsaqQrkPade7+8aefsY4DUBtQRsF17LjqtbXZGwld1GOb4o0NAM5KLdDBOYN7Ld89ac7iwUOHG41G1okAahbGbHAFMtG849K0I9IvTyp6h2JKFACcm4KnxOGPjN6Q9FOxz6PRrU+cOME6EUANQhkFJ1ZcXPzcc88dP5k2Yq+4PUtK6qdo7ocmCgCugOdoeSfN+8uWF/V4s3P3ngkJCawTAdQUlFFwVocPH46OjvYLDBl/Ltwi0d4+Cmw6DwAuZlRjfsc7w9Vv7t1fosUd9uCqUEbB+ciyvHz58ri4uFdnLfqpw6Lu9dWbugme2E0MAFxRh0DuyJimaQ8N6LfLftXMOg1ADUAZBSdTVFTUv3//TZs2Ld6WvFDRf35rfk4r3DgPAK6svoY72E/R3JdrudW2I1u22WyyjHlScB0oo+BMjh49Gh0dHRkZOXDt3rcuhib2VPyjEd7DAOD6lDy920bY1E0x/qDYeeKSfv2fLi4uZh0KoHpgIAdnotPplq1cZei/cOMF4WCcEFMXU6IA4EY61eNSBiiaPDNpn71B1KPRSUlJrBMBVAOUUXAmfvUjl/O9C8z0e5yivgZNFADcjo+KPu3u+cMnH3gO+6BrnwETp78jSRLrUAAPBGUUHJ3Var3xl1PFcttEe0xd7pseggY7zgOAG+tYjzs7v//kTYfXfvNL4yf6XLhcwDoRQNWhjILjkmV5yZIl3bt3J6IfsuXuP9jffoxf0EbgMSUKAG5PydP8Xg3OHdmrbdQysvljM37NtWKGFJwTyig4qLNnz/bt23fr1q2ff/HF/BTp5d/FHbGKEZF4xwIA/Fd9nfL4Zwu+/GbbYWtgy2/tWy9JuM0enA6GdnA4eXl5Y8eO7dChQ6dOnbb/vHfy2ZAdWdLheEXrAMyIAgDcwXNdon9+UvF+jDD3uNRum31PHhopOBOUUXAgBoPhrbfeat68uVarTU9P7/vSGx1+4Op40J4+iiAv1uEAABxb71Duj/6KSQ/zz721otOn545eQyUF54AyCg7EbDYXFRWlpKQsWrRoV7G+6w77my34tR0EtcA6GQCAM+A5ejacXgopPD65XaeBo578LCO9BJUUHB3KKDiQwMDAtWvX+tcLHX9QfPuo9PNTiuFYJAoAcD94np83d87lzAtvxjb9bWLHlr0HPfN5WqYRlRQcF0Z6YEaW5a1bt+7YsePWg6lF8uOJ9iIL/dFf0cIPi0QBAKpCq9XOeHPq5czzU55suXNC1ya9hoz4OgNb24NjQhkFNvbt29e+ffu5c+dqNJobR2Si5aeknj/ap7bgv+wq+KjYBgQAcHo6nW7eOzPyM89PebKFufhqsy22t4+KJVbWsQD+l4J1AHA7aWlps2fPTk5Onj59+ujRowVBIKLzBnnM76JZpEP9FOFaTIgCAFQbrVY77+1pRJRllGcfkxp/ZXutuTDhYd4bFQAcA2ZGofacPXt22LBhPXv27Ny589mzZ1966SVBEOwSLUqVYrbZnwrj9/dFEwUAqCn1NdwnnYTf4hS/HUsLiIl//es/ykXWmQBQRqE2bdy4sUmTJmfOnBk3bpxSqSSiIwXy44n2X3Ol5HjFv5rzAoooAEANa+LDfTM4YuLAbqtfGeDbpu/kTYfMdtaZwL1xsszmDjuLxaLT6SwWS03/oNLSUqVS6eWFx1TWtrKysqysrKioqDt+Ncsov/WHtCdPXtCGfz7CIX4pys/PDwwM5Dg0YriX8vJys9ns6+vLOgg4upKSErVa7enpyTrIXVksllkrPl6+ZJEU1Ozl12fMf64DLtwzkZeXFxQUxDoFSw5RAsCViKL4008/jRgxIiQkZM2aNbe/4LqN3vpDjN5qf0hL6QMVDtJEAQDcjVqtXvD6uJLss6+P6P/xlOd9GjZ7bdflK7jjHmodegBUmyNHjkyaNCk0NHTmzJmtWrVKT09fsWLFrS8osdKc41KjzbbLZXTiacXsVoJGySosAAAQEalUqrmvjbl++fxXn6+3etdtusX24m/i8UKZiEQRS0qhNmBGHqpHu3btCgsLhwwZsn///sjIyL99taCclp8SP/xT6teAPxCniPTBpXAAAAfCcdzTXR5/mmh2K/p3uvT0L6KmID3znW79+8U9+8yAHj16eHh4sM4ILgtrRqF6ZGZmNmjQ4PbjRwrkVael7VnS4If4Nx7lGzrwzfJYMwqVgTWjUEmOv2b0HiSZduXKy/df2v/jd5qTicYLKbGxvQY9PaBPnz46nY51OleDNaMoo3AfbDZbSkrKoUOHdu7c2bt371dfffVuryy10paL0kfp0rVyGtuM/2dj3k9dm0mrAmUUKgNlFCrJqcvoTQXl9N0l6f9Srx7atd0nLbHk1G9T57w367WxrHO5FJRRlFGoQFFR0Z49e5KSkg4fPpySkvLQQw+1a9euS5cucXFx3t7ef3uxRaQfc6TPz8m/5ErdgvnRTfgnQzneSdodyihUBsooVJJrlNGbii20I1vaef76/iyT3btOlyC+dQDXwp/Tl5yPDK2L6dIHgTKKNaPwd7Is31rIUlJSNmzYEBMTM2fOnDZt2tzcvfNWuSb5xxz5h2x592XpMX9uaAT/8RNKPfbzBABwFb5qGhbBD4vwIfK5dF3ely8fvSYnZkqHFs2zJW/xrBMSFBXd5NFWrVtFt28THRHoE+zFeaJiQOVgZhSIiC5evHhj7vPQoUMKheLAgQP3fr1MlFEiJ12Vk67KB6/I+WVyr1C+TxgXG8oHOO0ad8yMQmVgZhQqycVmRu/hXLFtz/H0A8lHT6Ucyzx1tPh8Kq8PFKbuVvoG1fXkAjzIX03+as7Pg/Qq8lVxejX5qEin5HxU5KsmnZLTqUjlxk/3wcwofm1xX1ardfHixcnJyYcPH1YoFDExMe3atXv22Wejo6NvfZnBRpdN8tVyyjXJF65TeomcXiJnlMp1PLh2gVxMXe7lKL6FP4fNkwAA3FOErzKiW/MXuzUnGklEoihmZGRERYUaRf5KmVxooQKzvGDC837hD/s2jvYMf8ziFVBqJYNVKrVRiYVKrbLBRgJHOhXpVZyPivQq0qs4PzX5e5C/mvP3oLoeXKg31fXk6noSRhvXg5lR11RWVnb2Ylb6pZxzWbkXLmVdvnw5Pze76OqVsRuTSuwcERVbSJakAx++7RMZ7d+0reAfarLLRFRmJ4tIZjuZ7GSwyddt5CVQsDdX14OCvbmGGorSc031XBMfzsflrsJjZhQqAzOjUEnuMzNaIZvNtmXLlqNHjx47duzYsWMeHh4hISHBwcGNGjVatmzZjdeY7VRqlUttVGqlEiuVWORCCxWWU6FFLiyngnI5t4yumuUiCwV5cfU11EDDhXlTuJZ7SMs10lGYN6dw2rlVzIyijDors53OXy1JPZ+TcTH7Yvblhj2HFtiUeWVUUC5fMdOFF4LJ21fpH+IVEKqrF+pbN9ivXlid4NDwZi30ap4j0quJI9Iq6cbZq+LJW8ERkaeCPATyEMhbQT4q7uYL3AHKKFQGyihUEsroHcmynJ+fn5eXl5ube/369SFDhtz8Uk5OTqNGjerVqxcaGhoUFBQSEnLjz4YNGz7xxBM3XmOXKLdMzjJSplHOMtLF6/J5g3zhOuWb5TBvLtKHInRcpI5rpOMa6ShcyznF1X+U0Spepi8uLh4+fPiBAwc6duy4YcOGm5/LdzsO96XYQkUWuchCl0vKDLK6yMpfs8hXzXTFTMkrJ5Vmppdfy5EKc3ieVweEaAPD/AKDQzs/86i/KjaU6njwdTwoqPCqFpsbAQCAg+E4LigoKCgo6G9LwogoNDTUYDDk5+fn5uZe/o/Tp0+r1eqbZVTBExVmfTh9er169cLCwrrXqzciNDQoKiigXnC+3eNsKZ0zyBml8o5s6byBsk1yPU8uXEsNNFxDLTXUcGEaLsiLQr05HYZIR1LFmdFp06YZjcalS5dOnjxZq9UuWLDg3sdv5w4zo6JMBisd+uNo/rWiwpLrBrO1sLjUaC43lpmLSw0tn50gauoYbGSwUolVTlk00pT9p728TLRZuLJSTrJJ5uuCyvOpT46HN4rw9+DqeFA9T0rfmxjo4/VIo7Cm4WFarbb2/1EuDDOjUBmYGYVKwsxoDSktLf3+++/z8/NzcnJuzLDeqK0tWrQ4dOjQzZedOnVq4sRJoqAitUZUe5tJZVHrTaS2+D90vdVQSaYgL66uJ/mIBlXBWX+NOkCnqaP3DtCoQwJ8vRXkpSCdirwVnIonD4Fq9MkAmBmtYhlt0qRJYmJiVFRUenp6fHx8RkbGvY/fzmKxaLXaxMTECn9W27bjGBLPAAAGtUlEQVRtb3+e5a3OGijbdNcCYTKZFAqFWl3BI9fLRTKLf/+vKBe58v9szGuyk1UkIjKJZJPIJtGO2f8svvSnJJNos9rKTXazUbLbRFNJ0MLj5UEPG20kyuSjIstHI6n0isrLW6VUeWj1arXa08tTp9G2G/hCYJ0AnYq0Clmv5i6nHdGp+To6rzoata/eR6lUomvWsitXrtStWxdlFO4NZRQqCWWULaPRmJycbLVaTSaTyWSyWCylpaXl5eWBgYEvvvii0UZ5Zrpm4Y6eOLli6hiL1VpuMlrMRtFmsxlLeKXa+5GuAW9sM9llm8yZ7VR+MYVUXj71G9/65Gz9bdOrMlGp7f5yqnlZRZIgCBxHNx6JqOJlLwVxRHoVR0QahazgSS2Ql4KISKcknujmi4lIyZO34u8FxkMgzwe7s7iVv1wtN4eoVKoKB9YqllGNRlNQUODp6Wk2mwMDAw0Gw72P385isWg0mvbt21f4s5YtW3bHfSZvSrig/P7yXX9nsdvtPM/zfAXLRtQ8eQq3H5Rv/jLkJcgqgYjIWyAFJyt4Kj2fwsmyl0JWK5V+Wm+dt6fGUxXs76PkZa2CvBSyUyxVgZuuXr1ap04dlFG4N4vFYjab9Xo96yDg6EpLS9VqNbZ0d0YWi8Vms936XG2j0ahQKKyCp3RLaSq5rXdyRD73uQDAInHZVwoCAgJkmQx2nojKRSoXOYnIYCMium7jRJksEme2ExEZbCRznCxTqe2v0comkcn+95HLInG3T7HdlwUtLE200oN8hxt8fHwE4baC9b+qOO9887nosiyLoljh8TvieX7fvn1VC3CrKX405e5fLS0tVSoFL68a+N20bcfq/57AjtVq9fPzQxmFeysvL/fw8MDMKFSI53nMjLoMPz+/mvvmes4cFOSAHym199at4txdcHBwdnY2EeXm5oaEhFR4HAAAAADgdlUso3FxcQkJCbIsJyQkxMfHE9HevXvveBwAAAAA4G6qWEZnzpyZmpoaFhaWlpY2Y8YMIuratesdjwMAAAAA3E0V14zq9fodO3bceuTGjVC3HwcAAAAAuBvXv997w4YNv//+O+sU4ARee+01m+0+n8kB7uf48eNr165lnQKcwLp1644cOcI6BTiBV199lXUExly/jCYnJ1+4cIF1CnACW7dutdvtrFOAo8vJyTlw4ADrFOAEkpKSMjMzWacARyfL8jfffMM6BWOuX0YBAAAAwGGhjAIAAAAAMyijAAAAAMAMyigAAAAAMFPFRztVC1mWa+E+94KCgnPnzuGGeqiQLMsHDx7ERtJwb+np6UVFRfhIgQoVFhaeOXMGbxW4txtPxnTh98ljjz3m7e1979dwN/4Xap8sy5MnT05OTq7pH1RWViYIglqtrukfBM6upKREr9ezTgGOzmazWa3WCj9bAUwmk0qlUiqVrIOAoysuLvb1dcC96avH+vXrIyIi7v0aZmUUAAAAAABrRgEAAACAGZRRAAAAAGAGZRQAAAAAmEEZBQAAAABmUEYBAAAAgBkXL6PffvvtI488otfrO3XqdObMGdZxwKGJohgVFcU6BTiu4uLiuLg4Pz+/fv36FRcXs44DjgsfJlAZqCg3uXIZvXjx4siRIxMSEvLy8uLi4kaNGsU6ETiu5cuXt2/fPiMjg3UQcFwLFy5s0KBBXl5e/fr1Fy1axDoOOCh8mEBloKLcypWfM/rrr79+/fXXH374IREVFBQ0bdr02rVrrEOBg9qzZ4/JZIqLi3PhMwIeUJMmTRITE6OiotLT0+Pj49E24I7wYQKVgYpyK1cuozeJojh+/Hie51evXs06Czg0jnOLMwKqRqPRFBQUeHp6ms3mwMBAg8HAOhE4LnyYQCWhopDrXaaPioriOI7juJtHdu3a1bp1ax8fn+XLlzMMBg7o9ncLwD3Isnzj3SLLsiiKrOMAgNNDRblBwTpANUtPT7/5d1mWp06dmpSUtHnz5saNGzNMBY7p1ncLQIWCg4Ozs7MjIyNzc3NDQkJYxwEAJ4aKcitXmxm91f79+7dt27Z9+/bg4GCj0Wg0GlknAgAnFhcXl5CQIMtyQkJCfHw86zgA4MRQUW7lajOjt9q7d29GRoavr+/NI1jBAwBVNnPmzKFDh4aFhUVHR2/cuJF1HABwYqgot8IKawAAAABgxpUv0wMAAACAg0MZBQAAAABmUEYBAAAAgBmUUQAAAABgBmUUAAAAAJhBGQUAAAAAZlBGAQAAAIAZlFEAAAAAYAZlFAAAAACYQRkFAAAAAGZQRgEAAACAGZRRAAAAAGDm/wGuzyRjHhPBOgAAAABJRU5ErkJggg==" - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "simulation1(Exponential(0.5))" ] @@ -823,22 +699,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "simulation2 (generic function with 4 methods)" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function simulation2(distribution = Beta(2, 2), n = 5, k = 10_000)\n", " y = rand(distribution, k, n)\n", @@ -852,20 +717,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ys = simulation2()\n", "plots = [] # would preallocate in optimized code\n", @@ -1191,20 +1047,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function exercise1(distribution = Uniform(0, π/2); n = 250, k = 10_000, g = sin, g′ = cos)\n", " μ, σ = mean(distribution), std(distribution)\n", @@ -1288,20 +1135,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/png": "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" - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function exercise2(;n = 250, k = 50_000, dw = Uniform(-1, 1), du = Uniform(-2, 2))\n", " vw = var(dw)\n", @@ -1327,23 +1165,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "lln_clt.rst", - "filename_with_path": "tools_and_techniques/lln_clt", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "LLN and CLT" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/tools_and_techniques/orth_proj.ipynb b/tools_and_techniques/orth_proj.ipynb index 02d7773..4c302a1 100644 --- a/tools_and_techniques/orth_proj.ipynb +++ b/tools_and_techniques/orth_proj.ipynb @@ -96,17 +96,17 @@ "\n", "When $ \\langle x, z\\rangle = 0 $, then $ \\cos(\\theta) = 0 $ and $ x $ and $ z $ are said to be **orthogonal** and we write $ x \\perp z $\n", "\n", - "\n", + "\n", "\n", " \n", "For a linear subspace $ S \\subset \\mathbb{R}^n $, we call $ x \\in \\mathbb{R}^n $ **orthogonal to** $ S $ if $ x \\perp z $ for all $ z \\in S $, and write $ x \\perp S $\n", "\n", - "\n", + "\n", "\n", " \n", "The **orthogonal complement** of linear subspace $ S \\subset \\mathbb{R}^n $ is the set $ S^{\\perp} := \\{x \\in \\mathbb{R}^n \\,:\\, x \\perp S\\} $\n", "\n", - "\n", + "\n", "\n", " \n", "$ S^\\perp $ is a linear subspace of $ \\mathbb{R}^n $\n", @@ -183,7 +183,7 @@ "\n", "The next figure provides some intuition\n", "\n", - "" + "" ] }, { @@ -233,7 +233,7 @@ "\n", "The operator $ P $ is called the **orthogonal projection mapping onto** $ S $\n", "\n", - "\n", + "\n", "\n", " \n", "It is immediate from the OPT that for any $ y \\in \\mathbb{R}^n $\n", @@ -288,7 +288,7 @@ "\n", "The next figure illustrates\n", "\n", - "" + "" ] }, { @@ -913,20 +913,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": false }, @@ -937,22 +936,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "gram_schmidt (generic function with 1 method)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function gram_schmidt(X)\n", "\n", @@ -986,7 +974,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, @@ -1006,25 +994,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Float64,1}:\n", - " -0.5652173913043479\n", - " 3.260869565217391 \n", - " -2.217391304347826 " - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Py1 = X * inv(X'X) * X' * y" ] @@ -1038,25 +1012,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3×2 Array{Float64,2}:\n", - " 0.447214 -0.131876\n", - " 0.0 -0.989071\n", - " 0.894427 0.065938" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "U = gram_schmidt(X)" ] @@ -1071,25 +1031,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Float64,1}:\n", - " -0.5652173913043477\n", - " 3.260869565217391 \n", - " -2.2173913043478257" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Py2 = U * U' * y" ] @@ -1104,25 +1050,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3×2 Array{Float64,2}:\n", - " -0.447214 -0.131876\n", - " 0.0 -0.989071\n", - " -0.894427 0.065938" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Q, R = qr(X)\n", "Q = Matrix(Q)" @@ -1130,25 +1062,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Array{Float64,1}:\n", - " -0.5652173913043474\n", - " 3.2608695652173907\n", - " -2.2173913043478253" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Py3 = Q * Q' * y" ] @@ -1162,23 +1080,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "orth_proj.rst", - "filename_with_path": "tools_and_techniques/orth_proj", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Orthogonal Projections and Their Applications" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/tools_and_techniques/stationary_densities.ipynb b/tools_and_techniques/stationary_densities.ipynb index 33f89ac..15be852 100644 --- a/tools_and_techniques/stationary_densities.ipynb +++ b/tools_and_techniques/stationary_densities.ipynb @@ -94,20 +94,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", - "github_project(\"QuantEcon/quantecon-notebooks-jl\", version = \"v0.9.10\");\n", - "# ] instantiate # uncomment if required" + "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.1.0\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "hide-output": true }, @@ -542,837 +541,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "Density of k_1 (lighter) to k_T (darker) for T=30\n", - "\n", - "\n", - "capital\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "using Distributions, StatsPlots, Plots, QuantEcon, Random\n", "Random.seed!(42) # For deterministic results.\n", @@ -1645,7 +818,7 @@ "\n", "\n", "\n", - "\n", + "\n", "\n", " \n", "All sequences are converging towards the same limit, regardless of their initial condition\n", @@ -1755,7 +928,7 @@ "\n", "The next figure shows the result of such a computation\n", "\n", - "\n", + "\n", "\n", " \n", "The additional density (black line) is a [nonparametric kernel density estimate](https://en.wikipedia.org/wiki/Kernel_density_estimation), added to the solution for illustration\n", @@ -1829,275 +1002,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "X\n", - "\n", - "\n", - "Y\n", - "\n", - "\n", - "Z\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "9\n", - "\n", - "\n", - "12\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "n = 500\n", "x = randn(n) # N(0, 1)\n", @@ -2179,7 +1088,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "hide-output": false }, @@ -2207,445 +1116,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "-3\n", - "\n", - "\n", - "-2\n", - "\n", - "\n", - "-1\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.1\n", - "\n", - "\n", - "0.2\n", - "\n", - "\n", - "0.3\n", - "\n", - "\n", - "0.4\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "true\n", - "\n", - "\n", - "\n", - "look ahead estimate\n", - "\n", - "\n", - "\n", - "kernel based estimate\n", - "\n", - "\n" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ϕ = Normal()\n", "n = 500\n", @@ -2686,3417 +1161,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "capital\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "capital\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "1.0\n", - "\n", - "\n", - "1.5\n", - "\n", - "\n", - "2.0\n", - "\n", - "\n", - "2.5\n", - "\n", - "\n", - "capital\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "0.0\n", - "\n", - "\n", - "0.5\n", - "\n", - "\n", - "1.0\n", - "\n", - "\n", - "1.5\n", - "\n", - "\n", - "2.0\n", - "\n", - "\n", - "2.5\n", - "\n", - "\n", - "capital\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "s = 0.2\n", "δ = 0.1\n", @@ -6164,7 +1233,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "hide-output": false }, @@ -6204,11921 +1273,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "hide-output": false }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "15\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "8\n", - "\n", - "\n", - "time series from t = 8.0\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "15\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "time series from t = 6.4\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "15\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "6\n", - "\n", - "\n", - "time series from t = 4.8\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "15\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "-1\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "time series from t = 3.2\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "15\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "-1\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "time series from t = 1.6\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "5\n", - "\n", - "\n", - "10\n", - "\n", - "\n", - "15\n", - "\n", - "\n", - "20\n", - "\n", - "\n", - "-1\n", - "\n", - "\n", - "0\n", - "\n", - "\n", - "1\n", - "\n", - "\n", - "2\n", - "\n", - "\n", - "3\n", - "\n", - "\n", - "4\n", - "\n", - "\n", - "time series from t = 0.0\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plots = []\n", "for i in 1:J\n", @@ -18148,23 +1307,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "stationary_densities.rst", - "filename_with_path": "tools_and_techniques/stationary_densities", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "Continuous State Markov Chains" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/zreferences.ipynb b/zreferences.ipynb index c5bf648..bf02b97 100644 --- a/zreferences.ipynb +++ b/zreferences.ipynb @@ -335,23 +335,14 @@ } ], "metadata": { - "download_nb": 1, - "download_nb_path": "https://lectures.quantecon.org/", "filename": "zreferences.rst", - "filename_with_path": "zreferences", "kernelspec": { - "display_name": "Julia 1.1", + "display_name": "Julia 1.2", "language": "julia", - "name": "julia-1.1" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.1.1" + "name": "julia-1.2" }, "title": "References" }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file