From c20c9a2da811a036dc75a8cdadd185b9dd54f7a3 Mon Sep 17 00:00:00 2001 From: Michael Ajao-olarinoye Date: Tue, 15 Aug 2023 00:06:57 +0100 Subject: [PATCH] new --- Manifest.toml | 1765 ++++++------ Project.toml | 37 +- .../Data/covid_19_global_data.csv | 290 ++ .../Data/covid_19_global_data_deaths.csv | 290 ++ .../Data/covid_19_global_data_recovered.csv | 275 ++ python experiments/data.ipynb | 284 ++ python experiments/nhs_regions.ipynb | 2354 +++++++++++++++++ 7 files changed, 4306 insertions(+), 989 deletions(-) create mode 100644 julia experiments/Data/covid_19_global_data.csv create mode 100644 julia experiments/Data/covid_19_global_data_deaths.csv create mode 100644 julia experiments/Data/covid_19_global_data_recovered.csv create mode 100644 python experiments/data.ipynb create mode 100644 python experiments/nhs_regions.ipynb diff --git a/Manifest.toml b/Manifest.toml index fc950a6..afb655a 100644 --- a/Manifest.toml +++ b/Manifest.toml @@ -1,26 +1,30 @@ # This file is machine-generated - editing it directly is not advised -julia_version = "1.8.5" +julia_version = "1.9.2" manifest_format = "2.0" -project_hash = "498e312ed6885d21ff8e424541ef6e2575ee0a41" +project_hash = "6f22e597fab91b43a82486d106610b6701995fc1" -[[deps.AbstractAlgebra]] -deps = ["GroupsCore", "InteractiveUtils", "LinearAlgebra", "MacroTools", "Markdown", "Random", "RandomExtensions", "SparseArrays", "Test"] -git-tree-sha1 = "29e65c331f97db9189ef00a4c7aed8127c2fd2d4" -uuid = "c3fe647b-3220-5bb0-a1ea-a7954cac585d" -version = "0.27.10" +[[deps.ADTypes]] +git-tree-sha1 = "f5c25e8a5b29b5e941b7408bc8cc79fea4d9ef9a" +uuid = "47edcb42-4c32-4615-8424-f2b9edc5f35b" +version = "0.1.6" [[deps.AbstractFFTs]] -deps = ["ChainRulesCore", "LinearAlgebra"] -git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0" +deps = ["LinearAlgebra"] +git-tree-sha1 = "d92ad398961a3ed262d8bf04a1a2b8340f915fef" uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c" -version = "1.3.1" +version = "1.5.0" +weakdeps = ["ChainRulesCore", "Test"] + + [deps.AbstractFFTs.extensions] + AbstractFFTsChainRulesCoreExt = "ChainRulesCore" + AbstractFFTsTestExt = "Test" [[deps.AbstractMCMC]] deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "LogDensityProblems", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"] -git-tree-sha1 = "323799cab36200a01f5e9da3fecbd58329e2dd27" +git-tree-sha1 = "87e63dcb990029346b091b170252f3c416568afc" uuid = "80f14c24-f653-4e6a-9b94-39d6b0f70001" -version = "4.4.0" +version = "4.4.2" [[deps.AbstractPPL]] deps = ["AbstractMCMC", "DensityInterface", "Random", "Setfield", "SparseArrays"] @@ -33,29 +37,39 @@ git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c" uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c" version = "0.4.4" -[[deps.Accessors]] -deps = ["Compat", "CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Requires", "StaticArrays", "Test"] -git-tree-sha1 = "beabc31fa319f9de4d16372bff31b4801e43d32c" -uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697" -version = "0.1.28" - [[deps.Adapt]] deps = ["LinearAlgebra", "Requires"] -git-tree-sha1 = "cc37d689f599e8df4f464b2fa3870ff7db7492ef" +git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24" uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e" -version = "3.6.1" +version = "3.6.2" +weakdeps = ["StaticArrays"] + + [deps.Adapt.extensions] + AdaptStaticArraysExt = "StaticArrays" [[deps.AdvancedHMC]] deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "LogDensityProblems", "LogDensityProblemsAD", "ProgressMeter", "Random", "Requires", "Setfield", "SimpleUnPack", "Statistics", "StatsBase", "StatsFuns"] -git-tree-sha1 = "25d38b80e29533f5f85af19692a39e4275047a51" +git-tree-sha1 = "d4986b2575ad5710b322a1bbc4939e0208f9f498" uuid = "0bf59076-c3b1-5ca4-86bd-e02cd72cde3d" -version = "0.4.5" +version = "0.5.3" +weakdeps = ["CUDA", "MCMCChains", "OrdinaryDiffEq"] + + [deps.AdvancedHMC.extensions] + AdvancedHMCCUDAExt = "CUDA" + AdvancedHMCMCMCChainsExt = "MCMCChains" + AdvancedHMCOrdinaryDiffEqExt = "OrdinaryDiffEq" [[deps.AdvancedMH]] deps = ["AbstractMCMC", "Distributions", "LogDensityProblems", "Random", "Requires"] git-tree-sha1 = "165af834eee68d0a96c58daa950ddf0b3f45f608" uuid = "5b7e9947-ddc0-4b3f-9b55-0d8042f74170" version = "0.7.4" +weakdeps = ["DiffResults", "ForwardDiff", "MCMCChains", "StructArrays"] + + [deps.AdvancedMH.extensions] + AdvancedMHForwardDiffExt = ["DiffResults", "ForwardDiff"] + AdvancedMHMCMCChainsExt = "MCMCChains" + AdvancedMHStructArraysExt = "StructArrays" [[deps.AdvancedPS]] deps = ["AbstractMCMC", "Distributions", "Libtask", "Random", "Random123", "StatsFuns"] @@ -65,9 +79,9 @@ version = "0.4.3" [[deps.AdvancedVI]] deps = ["Bijectors", "Distributions", "DistributionsAD", "DocStringExtensions", "ForwardDiff", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "StatsBase", "StatsFuns", "Tracker"] -git-tree-sha1 = "67fcc7d46c26250e89fc62798fbe07b5ee264c6f" +git-tree-sha1 = "1f919a9c59cf3dfc68b64c22c453a2e356fca473" uuid = "b5ca4192-6429-45e5-a2d9-87aec30a685c" -version = "0.1.6" +version = "0.2.4" [[deps.ArgCheck]] git-tree-sha1 = "a3a402a35a2f7e0b87828ccabbd5ebfbebe356b4" @@ -97,10 +111,19 @@ uuid = "68821587-b530-5797-8361-c406ea357684" version = "3.5.1+1" [[deps.ArrayInterface]] -deps = ["ArrayInterfaceCore", "Compat", "IfElse", "LinearAlgebra", "SnoopPrecompile", "Static"] -git-tree-sha1 = "dedc16cbdd1d32bead4617d27572f582216ccf23" +deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"] +git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31" uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9" -version = "6.0.25" +version = "7.4.11" +weakdeps = ["BandedMatrices", "BlockBandedMatrices", "CUDA", "GPUArraysCore", "StaticArraysCore", "Tracker"] + + [deps.ArrayInterface.extensions] + ArrayInterfaceBandedMatricesExt = "BandedMatrices" + ArrayInterfaceBlockBandedMatricesExt = "BlockBandedMatrices" + ArrayInterfaceCUDAExt = "CUDA" + ArrayInterfaceGPUArraysCoreExt = "GPUArraysCore" + ArrayInterfaceStaticArraysCoreExt = "StaticArraysCore" + ArrayInterfaceTrackerExt = "Tracker" [[deps.ArrayInterfaceCore]] deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"] @@ -108,30 +131,6 @@ git-tree-sha1 = "e5f08b5689b1aad068e01751889f2f615c7db36d" uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2" version = "0.1.29" -[[deps.ArrayInterfaceGPUArrays]] -deps = ["Adapt", "ArrayInterfaceCore", "GPUArraysCore", "LinearAlgebra"] -git-tree-sha1 = "fc114f550b93d4c79632c2ada2924635aabfa5ed" -uuid = "6ba088a2-8465-4c0a-af30-387133b534db" -version = "0.2.2" - -[[deps.ArrayInterfaceOffsetArrays]] -deps = ["ArrayInterface", "OffsetArrays", "Static"] -git-tree-sha1 = "3d1a9a01976971063b3930d1aed1d9c4af0817f8" -uuid = "015c0d05-e682-4f19-8f0a-679ce4c54826" -version = "0.1.7" - -[[deps.ArrayInterfaceStaticArrays]] -deps = ["Adapt", "ArrayInterface", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "LinearAlgebra", "Static", "StaticArrays"] -git-tree-sha1 = "f12dc65aef03d0a49650b20b2fdaf184928fd886" -uuid = "b0d46f97-bff5-4637-a19a-dd75974142cd" -version = "0.1.5" - -[[deps.ArrayInterfaceStaticArraysCore]] -deps = ["ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"] -git-tree-sha1 = "01a9f8e6cfc2bfdd01d333f70b8014a04893103c" -uuid = "dd5226c6-a4d4-4bc7-8575-46859f9c95b9" -version = "0.1.4" - [[deps.ArrayInterfaceTracker]] deps = ["ArrayInterfaceCore", "Tracker"] git-tree-sha1 = "9600e1ef98f7067dc91c22c0759c60580a0320dd" @@ -147,23 +146,12 @@ version = "0.8.18" [[deps.Artifacts]] uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33" -[[deps.AssetRegistry]] -deps = ["Distributed", "JSON", "Pidfile", "SHA", "Test"] -git-tree-sha1 = "b25e88db7944f98789130d7b503276bc34bc098e" -uuid = "bf4720bc-e11a-5d0c-854e-bdca1663c893" -version = "0.1.0" - [[deps.Atomix]] deps = ["UnsafeAtomics"] git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be" uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458" version = "0.1.0" -[[deps.AutoHashEquals]] -git-tree-sha1 = "45bb6705d93be619b81451bb2006b7ee5d4e4453" -uuid = "15f4f7f2-30c1-5605-9d31-71845cf9641f" -version = "0.2.0" - [[deps.AxisAlgorithms]] deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"] git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7" @@ -172,9 +160,9 @@ version = "1.0.1" [[deps.AxisArrays]] deps = ["Dates", "IntervalSets", "IterTools", "RangeArrays"] -git-tree-sha1 = "1dd4d9f5beebac0c03446918741b1a03dc5e5788" +git-tree-sha1 = "16351be62963a67ac4083f748fdb3cca58bfd52f" uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9" -version = "0.4.6" +version = "0.4.7" [[deps.BFloat16s]] deps = ["LinearAlgebra", "Printf", "Random", "Test"] @@ -189,10 +177,24 @@ uuid = "aae01518-5342-5314-be14-df237901396f" version = "0.17.18" [[deps.BangBang]] -deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"] -git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca" +deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"] +git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed" uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66" -version = "0.3.37" +version = "0.3.39" + + [deps.BangBang.extensions] + BangBangChainRulesCoreExt = "ChainRulesCore" + BangBangDataFramesExt = "DataFrames" + BangBangStaticArraysExt = "StaticArrays" + BangBangStructArraysExt = "StructArrays" + BangBangTypedTablesExt = "TypedTables" + + [deps.BangBang.weakdeps] + ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" + DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" + StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" + StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a" + TypedTables = "9d95f2ec-7b3d-5a63-8d20-e2491e220bb9" [[deps.Base64]] uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f" @@ -202,22 +204,25 @@ git-tree-sha1 = "aebf55e6d7795e02ca500a689d326ac979aaf89e" uuid = "9718e550-a3fa-408a-8086-8db961cd8217" version = "0.1.1" -[[deps.Bijections]] -git-tree-sha1 = "fe4f8c5ee7f76f2198d5c2a06d3961c249cce7bd" -uuid = "e2ed5e7c-b2de-5872-ae92-c73ca462fb04" -version = "0.1.4" - [[deps.Bijectors]] deps = ["ArgCheck", "ChainRulesCore", "ChangesOfVariables", "Compat", "Distributions", "Functors", "InverseFunctions", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "MappedArrays", "Random", "Reexport", "Requires", "Roots", "SparseArrays", "Statistics"] -git-tree-sha1 = "1234b03e94938e6f2b14834dfd3ef45698d5e14f" +git-tree-sha1 = "ff192d037dee3c05fe842a207f8c6b840b04cca2" uuid = "76274a88-744f-5084-9051-94815aaf08c4" -version = "0.10.8" - -[[deps.BinDeps]] -deps = ["Libdl", "Pkg", "SHA", "URIParser", "Unicode"] -git-tree-sha1 = "1289b57e8cf019aede076edab0587eb9644175bd" -uuid = "9e28174c-4ba2-5203-b857-d8d62c4213ee" -version = "1.0.2" +version = "0.12.8" +weakdeps = ["DistributionsAD", "ForwardDiff", "LazyArrays", "ReverseDiff", "Tracker", "Zygote"] + + [deps.Bijectors.extensions] + BijectorsDistributionsADExt = "DistributionsAD" + BijectorsForwardDiffExt = "ForwardDiff" + BijectorsLazyArraysExt = "LazyArrays" + BijectorsReverseDiffExt = "ReverseDiff" + BijectorsTrackerExt = "Tracker" + BijectorsZygoteExt = "Zygote" + +[[deps.BitFlags]] +git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d" +uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35" +version = "0.1.7" [[deps.BitTwiddlingConvenienceFunctions]] deps = ["Static"] @@ -225,11 +230,17 @@ git-tree-sha1 = "0c5f81f47bbbcf4aea7b2959135713459170798b" uuid = "62783981-4cbd-42fc-bca8-16325de8dc4b" version = "0.1.5" -[[deps.Blink]] -deps = ["Base64", "BinDeps", "Distributed", "JSExpr", "JSON", "Lazy", "Logging", "MacroTools", "Mustache", "Mux", "Reexport", "Sockets", "WebIO", "WebSockets"] -git-tree-sha1 = "08d0b679fd7caa49e2bca9214b131289e19808c0" -uuid = "ad839575-38b3-5650-b840-f874b8c74a25" -version = "0.12.5" +[[deps.BlockArrays]] +deps = ["ArrayLayouts", "FillArrays", "LinearAlgebra"] +git-tree-sha1 = "3b15c61bcece7c426ea641d143c808ace3661973" +uuid = "8e7c35d0-a365-5155-bbbb-fb81a777f24e" +version = "0.16.25" + +[[deps.BlockBandedMatrices]] +deps = ["ArrayLayouts", "BandedMatrices", "BlockArrays", "FillArrays", "LinearAlgebra", "MatrixFactorizations", "SparseArrays", "Statistics"] +git-tree-sha1 = "f389a2752664c4103f9c481b4766d7eed78ad85b" +uuid = "ffab5731-97b5-5995-9138-79e8c1846df0" +version = "0.11.10" [[deps.BoundaryValueDiffEq]] deps = ["BandedMatrices", "DiffEqBase", "FiniteDiff", "ForwardDiff", "LinearAlgebra", "NLsolve", "Reexport", "SciMLBase", "SparseArrays"] @@ -249,22 +260,16 @@ uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82" version = "0.4.2" [[deps.CPUSummary]] -deps = ["CpuId", "IfElse", "Static"] -git-tree-sha1 = "a7157ab6bcda173f533db4c93fc8a27a48843757" +deps = ["CpuId", "IfElse", "PrecompileTools", "Static"] +git-tree-sha1 = "89e0654ed8c7aebad6d5ad235d6242c2d737a928" uuid = "2a0fbf3d-bb9c-48f3-b0a9-814d99fd7ab9" -version = "0.1.30" - -[[deps.CSTParser]] -deps = ["Tokenize"] -git-tree-sha1 = "3ddd48d200eb8ddf9cb3e0189fc059fd49b97c1f" -uuid = "00ebfdb7-1f24-5e51-bd34-a7502290713f" -version = "3.3.6" +version = "0.2.3" [[deps.CSV]] -deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "SentinelArrays", "SnoopPrecompile", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"] -git-tree-sha1 = "c700cce799b51c9045473de751e9319bdd1c6e94" +deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"] +git-tree-sha1 = "44dbf560808d49041989b8a96cae4cffbeb7966a" uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" -version = "0.10.9" +version = "0.10.11" [[deps.CUDA]] deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions"] @@ -272,12 +277,6 @@ git-tree-sha1 = "edff14c60784c8f7191a62a23b15a421185bc8a8" uuid = "052768ef-5323-5732-b1bb-66c8b64840ba" version = "4.0.1" -[[deps.CUDAKernels]] -deps = ["Adapt", "CUDA", "KernelAbstractions", "StaticArrays", "UnsafeAtomicsLLVM"] -git-tree-sha1 = "1680366a69e9c95744ef23a239e6cfe61cf2e1ca" -uuid = "72cfdca4-0801-4ab0-bf6a-d52aa10adc57" -version = "0.4.7" - [[deps.CUDA_Driver_jll]] deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"] git-tree-sha1 = "75d7896d1ec079ef10d3aee8f3668c11354c03a1" @@ -292,9 +291,9 @@ version = "0.1.2" [[deps.CUDA_Runtime_jll]] deps = ["Artifacts", "CUDA_Driver_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "d555cffbab63bb33401ab2cc6445d17dd38c305c" +git-tree-sha1 = "ed00f777d2454c45f5f49634ed0a589da07ee0b0" uuid = "76a88914-d11a-5bdc-97e0-2f5a05c973a2" -version = "0.2.4+0" +version = "0.2.4+1" [[deps.CUDNN_jll]] deps = ["Artifacts", "CUDA_Runtime_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] @@ -319,58 +318,51 @@ git-tree-sha1 = "a70f220ea09ec61401745ff338f8fb340420165c" uuid = "7057c7e9-c182-5462-911a-8362d720325c" version = "0.3.11" -[[deps.CategoricalArrays]] -deps = ["DataAPI", "Future", "Missings", "Printf", "Requires", "Statistics", "Unicode"] -git-tree-sha1 = "5084cc1a28976dd1642c9f337b28a3cb03e0f7d2" -uuid = "324d7699-5711-5eae-9e2f-1d82baa6b597" -version = "0.10.7" - -[[deps.Chain]] -git-tree-sha1 = "8c4920235f6c561e401dfe569beb8b924adad003" -uuid = "8be319e6-bccf-4806-a6f7-6fae938471bc" -version = "0.5.0" - [[deps.ChainRules]] deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"] -git-tree-sha1 = "7d20c2fb8ab838e41069398685e7b6b5f89ed85b" +git-tree-sha1 = "f98ae934cd677d51d2941088849f0bf2f59e6f6e" uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2" -version = "1.48.0" +version = "1.53.0" [[deps.ChainRulesCore]] deps = ["Compat", "LinearAlgebra", "SparseArrays"] -git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9" +git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644" uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" -version = "1.15.7" +version = "1.16.0" [[deps.ChangesOfVariables]] -deps = ["ChainRulesCore", "LinearAlgebra", "Test"] -git-tree-sha1 = "485193efd2176b88e6622a39a246f8c5b600e74e" +deps = ["LinearAlgebra", "Test"] +git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f" uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0" -version = "0.1.6" +version = "0.1.8" +weakdeps = ["InverseFunctions"] + + [deps.ChangesOfVariables.extensions] + ChangesOfVariablesInverseFunctionsExt = "InverseFunctions" [[deps.CloseOpenIntervals]] -deps = ["ArrayInterface", "Static"] -git-tree-sha1 = "d61300b9895f129f4bd684b2aff97cf319b6c493" +deps = ["Static", "StaticArrayInterface"] +git-tree-sha1 = "70232f82ffaab9dc52585e0dd043b5e0c6b714f1" uuid = "fb6a15b2-703c-40df-9091-08a04967cfa9" -version = "0.1.11" +version = "0.1.12" [[deps.Clustering]] deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"] -git-tree-sha1 = "7ebbd653f74504447f1c33b91cd706a69a1b189f" +git-tree-sha1 = "b86ac2c5543660d238957dbde5ac04520ae977a7" uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5" -version = "0.14.4" +version = "0.15.4" [[deps.CodecZlib]] deps = ["TranscodingStreams", "Zlib_jll"] -git-tree-sha1 = "9c209fb7536406834aa938fb149964b985de6c83" +git-tree-sha1 = "02aa26a4cf76381be7f66e020a3eddeb27b0a092" uuid = "944b1d66-785c-5afd-91f1-9de20f533193" -version = "0.7.1" +version = "0.7.2" [[deps.ColorSchemes]] -deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"] -git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3" +deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"] +git-tree-sha1 = "dd3000d954d483c1aad05fe1eb9e6a715c97013e" uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4" -version = "3.20.0" +version = "3.22.0" [[deps.ColorTypes]] deps = ["FixedPointNumbers", "Random"] @@ -379,10 +371,14 @@ uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f" version = "0.11.4" [[deps.ColorVectorSpace]] -deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "SpecialFunctions", "Statistics", "TensorCore"] -git-tree-sha1 = "600cc5508d66b78aae350f7accdb58763ac18589" +deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "Requires", "Statistics", "TensorCore"] +git-tree-sha1 = "a1f44953f2382ebb937d60dafbe2deea4bd23249" uuid = "c3611d14-8923-5661-9e6a-0046d554d3a4" -version = "0.9.10" +version = "0.10.0" +weakdeps = ["SpecialFunctions"] + + [deps.ColorVectorSpace.extensions] + SpecialFunctionsExt = "SpecialFunctions" [[deps.Colors]] deps = ["ColorTypes", "FixedPointNumbers", "Reexport"] @@ -395,16 +391,10 @@ git-tree-sha1 = "08c8b6831dc00bfea825826be0bc8336fc369860" uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa" version = "1.0.2" -[[deps.CommonMark]] -deps = ["Crayons", "JSON", "SnoopPrecompile", "URIs"] -git-tree-sha1 = "e2f4627b0d3f2c1876360e0b242a7c23923b469d" -uuid = "a80b9123-70ca-4bc0-993e-6e3bcb318db6" -version = "0.8.10" - [[deps.CommonSolve]] -git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852" +git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c" uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2" -version = "0.2.3" +version = "0.2.4" [[deps.CommonSubexpressions]] deps = ["MacroTools", "Test"] @@ -413,27 +403,19 @@ uuid = "bbf7d656-a473-5ed7-a52c-81e309532950" version = "0.3.0" [[deps.Compat]] -deps = ["Dates", "LinearAlgebra", "UUIDs"] -git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957" +deps = ["UUIDs"] +git-tree-sha1 = "5ce999a19f4ca23ea484e92a1774a61b8ca4cf8e" uuid = "34da2185-b29b-5c13-b0c7-acf172513d20" -version = "4.6.1" +version = "4.8.0" +weakdeps = ["Dates", "LinearAlgebra"] + + [deps.Compat.extensions] + CompatLinearAlgebraExt = "LinearAlgebra" [[deps.CompilerSupportLibraries_jll]] deps = ["Artifacts", "Libdl"] uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae" -version = "1.0.1+0" - -[[deps.ComponentArrays]] -deps = ["ArrayInterface", "ChainRulesCore", "LinearAlgebra", "Requires"] -git-tree-sha1 = "95657fa9fdb20ecb1a0c9b43dc05deeba622b3de" -uuid = "b0b7db55-cfe3-40fc-9ded-d10e2dbeff66" -version = "0.13.7" - -[[deps.Compose]] -deps = ["Base64", "Colors", "DataStructures", "Dates", "IterTools", "JSON", "LinearAlgebra", "Measures", "Printf", "Random", "Requires", "Statistics", "UUIDs"] -git-tree-sha1 = "bf6570a34c850f99407b494757f5d7ad233a7257" -uuid = "a81c6b42-2e10-5240-aca2-a61377ecd94b" -version = "0.9.5" +version = "1.0.5+0" [[deps.CompositeTypes]] git-tree-sha1 = "02d2316b7ffceff992f3096ae48c7829a8aa0638" @@ -441,15 +423,25 @@ uuid = "b152e2b5-7a66-4b01-a709-34e65c35f657" version = "0.1.3" [[deps.CompositionsBase]] -git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769" +git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad" uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b" -version = "0.1.1" +version = "0.1.2" +weakdeps = ["InverseFunctions"] + + [deps.CompositionsBase.extensions] + CompositionsBaseInverseFunctionsExt = "InverseFunctions" + +[[deps.ConcurrentUtilities]] +deps = ["Serialization", "Sockets"] +git-tree-sha1 = "5372dbbf8f0bdb8c700db5367132925c0771ef7e" +uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb" +version = "2.2.1" [[deps.Conda]] deps = ["Downloads", "JSON", "VersionParsing"] -git-tree-sha1 = "e32a90da027ca45d84678b826fffd3110bb3fc90" +git-tree-sha1 = "8c86e48c0db1564a1d49548d3515ced5d604c408" uuid = "8f4d0f93-b110-5947-807f-2305c1781a2d" -version = "1.8.0" +version = "1.9.1" [[deps.ConsoleProgressMonitor]] deps = ["Logging", "ProgressMeter"] @@ -459,9 +451,14 @@ version = "0.1.2" [[deps.ConstructionBase]] deps = ["LinearAlgebra"] -git-tree-sha1 = "89a9db8d28102b094992472d333674bd1a83ce2a" +git-tree-sha1 = "fe2838a593b5f776e1597e086dcd47560d94e816" uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9" -version = "1.5.1" +version = "1.5.3" +weakdeps = ["IntervalSets", "StaticArrays"] + + [deps.ConstructionBase.extensions] + ConstructionBaseIntervalSetsExt = "IntervalSets" + ConstructionBaseStaticArraysExt = "StaticArrays" [[deps.ContextVariablesX]] deps = ["Compat", "Logging", "UUIDs"] @@ -470,16 +467,9 @@ uuid = "6add18c4-b38d-439d-96f6-d6bc489c04c5" version = "0.1.3" [[deps.Contour]] -deps = ["StaticArrays"] -git-tree-sha1 = "9f02045d934dc030edad45944ea80dbd1f0ebea7" +git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781" uuid = "d38c429a-6771-53c6-b99e-75d170b6e991" -version = "0.5.7" - -[[deps.CoupledFields]] -deps = ["LinearAlgebra", "Statistics", "StatsBase"] -git-tree-sha1 = 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"LinearAlgebra", "MLUtils", "ModelingToolkit", "Parameters", "ProgressMeter", "QuadGK", "Random", "RecipesBase", "Reexport", "Setfield", "Statistics", "StatsBase", "Test"] -git-tree-sha1 = "bf4405628f0528e5c1beea2ba45f7adc80280ffc" -uuid = "2445eb08-9709-466a-b3fc-47e12bd697a2" -version = "1.0.2" +version = "1.15.0" [[deps.DataFrames]] -deps = ["Compat", "DataAPI", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SnoopPrecompile", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] -git-tree-sha1 = "aa51303df86f8626a962fccb878430cdb0a97eee" +deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] +git-tree-sha1 = "04c738083f29f86e62c8afc341f0967d8717bdb8" uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" -version = "1.5.0" +version = "1.6.1" [[deps.DataInterpolations]] -deps = ["ChainRulesCore", "LinearAlgebra", "Optim", "RecipesBase", "RecursiveArrayTools", "Reexport", "RegularizationTools", "Symbolics"] -git-tree-sha1 = "610d731126d60be6ca2040c6edbfb6c6db28187a" +deps = ["LinearAlgebra", "RecipesBase", "RecursiveArrayTools", "Reexport", "Requires"] +git-tree-sha1 = "e52a7c2388471ca6e7e6dcd68c98073f378b8967" uuid = "82cc6244-b520-54b8-b5a6-8a565e85f1d0" -version = "3.12.0" +version = "4.0.1" + + [deps.DataInterpolations.extensions] + DataInterpolationsChainRulesCoreExt = "ChainRulesCore" + DataInterpolationsOptimExt = "Optim" + DataInterpolationsRegularizationToolsExt = "RegularizationTools" + DataInterpolationsSymbolicsExt = "Symbolics" + + [deps.DataInterpolations.weakdeps] + ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" + Optim = "429524aa-4258-5aef-a3af-852621145aeb" + RegularizationTools = "29dad682-9a27-4bc3-9c72-016788665182" + Symbolics = "0c5d862f-8b57-4792-8d23-62f2024744c7" [[deps.DataStructures]] deps = ["Compat", "InteractiveUtils", "OrderedCollections"] -git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0" +git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4" uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" -version = "0.18.13" +version = "0.18.14" [[deps.DataValueInterfaces]] git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6" uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464" version = "1.0.0" -[[deps.DataValues]] -deps = ["DataValueInterfaces", "Dates"] -git-tree-sha1 = "d88a19299eba280a6d062e135a43f00323ae70bf" -uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5" -version = "0.4.13" - [[deps.Dates]] deps = ["Printf"] uuid = "ade2ca70-3891-5945-98fb-dc099432e06a" @@ -555,13 +533,15 @@ version = "0.1.2" [[deps.DelayDiffEq]] deps = ["ArrayInterface", "DataStructures", "DiffEqBase", "LinearAlgebra", "Logging", "OrdinaryDiffEq", "Printf", "RecursiveArrayTools", "Reexport", "SciMLBase", "SimpleNonlinearSolve", "SimpleUnPack"] -git-tree-sha1 = "6b0a1066e81289463c19410fa02b585edb371f20" +git-tree-sha1 = "89f3fbfe78f9d116d1ed0721d65b0b2cf9b36169" uuid = "bcd4f6db-9728-5f36-b5f7-82caef46ccdb" -version = "5.41.1" +version = "5.42.0" [[deps.DelimitedFiles]] deps = ["Mmap"] +git-tree-sha1 = "9e2f36d3c96a820c678f2f1f1782582fcf685bae" uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab" +version = "1.9.1" [[deps.DensityInterface]] deps = ["InverseFunctions", "Test"] @@ -570,10 +550,32 @@ uuid = "b429d917-457f-4dbc-8f4c-0cc954292b1d" version = "0.4.0" [[deps.DiffEqBase]] -deps = ["ArrayInterfaceCore", "ChainRulesCore", "DataStructures", "Distributions", "DocStringExtensions", "FastBroadcast", "ForwardDiff", "FunctionWrappers", "FunctionWrappersWrappers", "LinearAlgebra", "Logging", "MuladdMacro", "Parameters", "Printf", "RecursiveArrayTools", "Reexport", "Requires", "SciMLBase", "Setfield", "SimpleNonlinearSolve", "SparseArrays", "Static", "StaticArrays", "Statistics", "Tricks", "ZygoteRules"] -git-tree-sha1 = "65805bb205e8d011fc91da87d41d14394db5d791" +deps = ["ArrayInterface", "ChainRulesCore", "DataStructures", "DocStringExtensions", "EnumX", "FastBroadcast", "ForwardDiff", "FunctionWrappers", "FunctionWrappersWrappers", "LinearAlgebra", "Logging", "Markdown", "MuladdMacro", "Parameters", "PreallocationTools", "Printf", "RecursiveArrayTools", "Reexport", "Requires", "SciMLBase", "SciMLOperators", "Setfield", "SparseArrays", "Static", "StaticArraysCore", "Statistics", "Tricks", "TruncatedStacktraces", "ZygoteRules"] +git-tree-sha1 = "c5692436e7f8279503466db216c74165d1b301e4" uuid = "2b5f629d-d688-5b77-993f-72d75c75574e" -version = "6.108.0" +version = "6.127.0" + + [deps.DiffEqBase.extensions] + DiffEqBaseDistributionsExt = "Distributions" + DiffEqBaseGeneralizedGeneratedExt = "GeneralizedGenerated" + DiffEqBaseMPIExt = "MPI" + DiffEqBaseMeasurementsExt = "Measurements" + DiffEqBaseMonteCarloMeasurementsExt = "MonteCarloMeasurements" + DiffEqBaseReverseDiffExt = "ReverseDiff" + DiffEqBaseTrackerExt = "Tracker" + DiffEqBaseUnitfulExt = "Unitful" + DiffEqBaseZygoteExt = "Zygote" + + [deps.DiffEqBase.weakdeps] + Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f" + GeneralizedGenerated = "6b9d7cbe-bcb9-11e9-073f-15a7a543e2eb" + MPI = "da04e1cc-30fd-572f-bb4f-1f8673147195" + Measurements = "eff96d63-e80a-5855-80a2-b1b0885c5ab7" + MonteCarloMeasurements = "0987c9cc-fe09-11e8-30f0-b96dd679fdca" + ReverseDiff = "37e2e3b7-166d-5795-8a7a-e32c996b4267" + Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c" + Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d" + Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f" [[deps.DiffEqCallbacks]] deps = ["DataStructures", "DiffEqBase", "ForwardDiff", "LinearAlgebra", "Markdown", "NLsolve", "Parameters", "RecipesBase", "RecursiveArrayTools", "SciMLBase", "StaticArraysCore"] @@ -581,17 +583,27 @@ git-tree-sha1 = "63b6be7b396ad395825f3cc48c56b53bfaf7e69d" uuid = "459566f4-90b8-5000-8ac3-15dfb0a30def" version = "2.26.1" -[[deps.DiffEqFlux]] -deps = ["Adapt", "Cassette", "ChainRulesCore", "ConsoleProgressMonitor", "DataInterpolations", "DiffEqBase", "DiffResults", "Distributions", "DistributionsAD", "Flux", "ForwardDiff", "LinearAlgebra", "Logging", "LoggingExtras", "Lux", "NNlib", "Optim", "Optimization", "OptimizationFlux", "OptimizationOptimJL", "OptimizationPolyalgorithms", "Printf", "ProgressLogging", "Random", "RecursiveArrayTools", "Reexport", "Requires", "SciMLBase", "SciMLSensitivity", "StaticArrays", "TerminalLoggers", "Zygote", "ZygoteRules"] -git-tree-sha1 = "5d4862be88f1525bbd17abe02a7f5d5129ef208b" -uuid = "aae7a2af-3d4f-5e19-a356-7da93b79d9d0" -version = "1.53.0" - [[deps.DiffEqNoiseProcess]] -deps = ["DiffEqBase", "Distributions", "GPUArraysCore", "LinearAlgebra", "Markdown", "Optim", "PoissonRandom", "QuadGK", "Random", "Random123", "RandomNumbers", "RecipesBase", "RecursiveArrayTools", "Requires", "ResettableStacks", "SciMLBase", "StaticArrays", "Statistics"] -git-tree-sha1 = "2c4ed3eedb87579bfe9f20ecc2440de06b9f3b89" +deps = ["DiffEqBase", "Distributions", "GPUArraysCore", "LinearAlgebra", "Markdown", "Optim", "PoissonRandom", "QuadGK", "Random", "Random123", "RandomNumbers", "RecipesBase", "RecursiveArrayTools", "Requires", "ResettableStacks", "SciMLBase", "StaticArraysCore", "Statistics"] +git-tree-sha1 = "26594c6ec8416fb6ef3ed8828fd29c98b10bfaad" uuid = "77a26b50-5914-5dd7-bc55-306e6241c503" -version = "5.16.0" +version = "5.17.2" +weakdeps = ["ReverseDiff"] + + [deps.DiffEqNoiseProcess.extensions] + DiffEqNoiseProcessReverseDiffExt = "ReverseDiff" + +[[deps.DiffEqOperators]] +deps = ["BandedMatrices", "BlockBandedMatrices", "DiffEqBase", "DomainSets", "ForwardDiff", "LazyArrays", "LazyBandedMatrices", "LinearAlgebra", "LoopVectorization", "NNlib", "Requires", "RuntimeGeneratedFunctions", "SciMLBase", "SparseArrays", "SparseDiffTools", "StaticArrays", "SuiteSparse"] +git-tree-sha1 = "ef0f24d69406bf85092c843691ab2ae3b2e34b77" +uuid = "9fdde737-9c7f-55bf-ade8-46b3f136cc48" +version = "4.45.0" + +[[deps.DiffEqSensitivity]] +deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceTracker", "Cassette", "ChainRulesCore", "DiffEqBase", "DiffEqCallbacks", "DiffEqNoiseProcess", "DiffEqOperators", "DiffRules", "Distributions", "EllipsisNotation", "Enzyme", "FiniteDiff", "ForwardDiff", "GPUArrays", "LinearAlgebra", "LinearSolve", "Markdown", "OrdinaryDiffEq", "Parameters", "QuadGK", "Random", "RandomNumbers", "RecursiveArrayTools", "Reexport", "ReverseDiff", "SciMLBase", "Statistics", "StochasticDiffEq", "Tracker", "Zygote", "ZygoteRules"] +git-tree-sha1 = "87fd2c08bd8749906cdf253a240b21a5c92b7214" +uuid = "41bf760c-e81c-5289-8e54-58b1f1f8abe2" +version = "6.79.0" [[deps.DiffResults]] deps = ["StaticArraysCore"] @@ -601,61 +613,64 @@ version = "1.1.0" [[deps.DiffRules]] deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"] -git-tree-sha1 = "a4ad7ef19d2cdc2eff57abbbe68032b1cd0bd8f8" +git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272" uuid = "b552c78f-8df3-52c6-915a-8e097449b14b" -version = "1.13.0" +version = "1.15.1" [[deps.DifferentialEquations]] -deps = ["BoundaryValueDiffEq", "DelayDiffEq", "DiffEqBase", "DiffEqCallbacks", "DiffEqNoiseProcess", "JumpProcesses", "LinearAlgebra", "LinearSolve", "OrdinaryDiffEq", "Random", "RecursiveArrayTools", "Reexport", "SciMLBase", "SteadyStateDiffEq", "StochasticDiffEq", "Sundials"] -git-tree-sha1 = "418dad2cfd7377a474326bc86a23cb645fac6527" +deps = ["BoundaryValueDiffEq", "DelayDiffEq", "DiffEqBase", "DiffEqCallbacks", "DiffEqNoiseProcess", "JumpProcesses", "LinearAlgebra", "LinearSolve", "NonlinearSolve", "OrdinaryDiffEq", "Random", "RecursiveArrayTools", "Reexport", "SciMLBase", "SteadyStateDiffEq", "StochasticDiffEq", "Sundials"] +git-tree-sha1 = 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"LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"] +git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d" uuid = "31c24e10-a181-5473-b8eb-7969acd0382f" -version = "0.25.87" +version = "0.25.98" +weakdeps = ["ChainRulesCore", "DensityInterface"] + + [deps.Distributions.extensions] + DistributionsChainRulesCoreExt = "ChainRulesCore" + DistributionsDensityInterfaceExt = "DensityInterface" [[deps.DistributionsAD]] deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"] -git-tree-sha1 = "0c139e48a8cea06c6ecbbec19d3ebc5dcbd7870d" +git-tree-sha1 = "c0eb6f717434b3f13cd7a24b412938d952849d77" uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c" -version = "0.6.43" +version = "0.6.45" [[deps.DocStringExtensions]] deps = ["LibGit2"] -git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b" +git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d" uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae" -version = "0.8.6" +version = "0.9.3" [[deps.DomainSets]] deps = ["CompositeTypes", "IntervalSets", "LinearAlgebra", "Random", "StaticArrays", "Statistics"] -git-tree-sha1 = "988e2db482abeb69efc76ae8b6eba2e93805ee70" +git-tree-sha1 = "85cf537e38b7f34a84eaac22b534aa1b5bf01949" uuid = "5b8099bc-c8ec-5219-889f-1d9e522a28bf" -version = "0.5.15" +version = "0.5.14" [[deps.Downloads]] deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"] uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6" version = "1.6.0" -[[deps.DrWatson]] -deps = ["Dates", "FileIO", "JLD2", "LibGit2", "MacroTools", "Pkg", "Random", "Requires", "Scratch", "UnPack"] -git-tree-sha1 = "856bd680393b74b05517f8b7b9283fe8c8fd3284" -uuid = "634d3b9d-ee7a-5ddf-bec9-22491ea816e1" -version = "2.12.4" - [[deps.DualNumbers]] deps = ["Calculus", "NaNMath", "SpecialFunctions"] git-tree-sha1 = "5837a837389fccf076445fce071c8ddaea35a566" @@ -664,27 +679,21 @@ version = "0.6.8" [[deps.DynamicPPL]] deps = ["AbstractMCMC", "AbstractPPL", "BangBang", "Bijectors", "ChainRulesCore", "ConstructionBase", "Distributions", "DocStringExtensions", "LinearAlgebra", "LogDensityProblems", "MacroTools", "OrderedCollections", "Random", "Setfield", "Test", "ZygoteRules"] -git-tree-sha1 = "932f5f977b04db019cc72ebd1f4161a6e7bded14" +git-tree-sha1 = "e3518c62a998defe74c5cc64b2bf2a33b7a788b8" uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8" -version = "0.21.6" - -[[deps.DynamicPolynomials]] -deps = ["DataStructures", "Future", "LinearAlgebra", "MultivariatePolynomials", "MutableArithmetics", "Pkg", "Reexport", "Test"] -git-tree-sha1 = "8b84876e31fa39479050e2d3395c4b3b210db8b0" -uuid = "7c1d4256-1411-5781-91ec-d7bc3513ac07" -version = "0.4.6" +version = "0.23.0" [[deps.EllipsisNotation]] -deps = ["ArrayInterface"] -git-tree-sha1 = "03b753748fd193a7f2730c02d880da27c5a24508" +deps = ["StaticArrayInterface"] +git-tree-sha1 = "d89f0d98f6296a08b73fdfed559f8e86f871cc06" uuid = "da5c29d0-fa7d-589e-88eb-ea29b0a81949" -version = "1.6.0" +version = "1.7.0" [[deps.EllipticalSliceSampling]] -deps = ["AbstractMCMC", "ArrayInterfaceCore", "Distributions", "Random", "Statistics"] -git-tree-sha1 = "4cda4527e990c0cc201286e0a0bfbbce00abcfc2" +deps = ["AbstractMCMC", "ArrayInterface", "Distributions", "Random", "Statistics"] +git-tree-sha1 = "973b4927d112559dc737f55d6bf06503a5b3fc14" uuid = "cad2338a-1db2-11e9-3401-43bc07c9ede2" -version = "1.0.0" +version = "1.1.0" [[deps.EnumX]] git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237" @@ -709,22 +718,28 @@ git-tree-sha1 = "ab56cf1c49ca27bce4e4f7cc91889cedfe83bd03" uuid = "7cc45869-7501-5eee-bdea-0790c847d4ef" version = "0.0.48+1" +[[deps.ExceptionUnwrapping]] +deps = ["Test"] +git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96" +uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4" +version = "0.1.9" + [[deps.Expat_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c" uuid = "2e619515-83b5-522b-bb60-26c02a35a201" -version = "2.4.8+0" +version = "2.5.0+0" [[deps.ExponentialUtilities]] -deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceGPUArrays", "GPUArraysCore", "GenericSchur", "LinearAlgebra", "Printf", "SnoopPrecompile", "SparseArrays", "libblastrampoline_jll"] -git-tree-sha1 = "eb58c1e1417a6580b983069f1491ff82c37def2c" +deps = ["Adapt", "ArrayInterface", "GPUArraysCore", "GenericSchur", "LinearAlgebra", "Printf", "SnoopPrecompile", "SparseArrays", "libblastrampoline_jll"] +git-tree-sha1 = "fb7dbef7d2631e2d02c49e2750f7447648b0ec9b" uuid = "d4d017d3-3776-5f7e-afef-a10c40355c18" -version = "1.23.0" +version = "1.24.0" [[deps.ExprTools]] -git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00" +git-tree-sha1 = "27415f162e6028e81c72b82ef756bf321213b6ec" uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04" -version = "0.1.9" +version = "0.1.10" [[deps.FFMPEG]] deps = ["FFMPEG_jll"] @@ -740,9 +755,9 @@ version = "4.4.2+2" [[deps.FFTW]] deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"] -git-tree-sha1 = "f9818144ce7c8c41edf5c4c179c684d92aa4d9fe" +git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7" uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341" -version = "1.6.0" +version = "1.7.1" [[deps.FFTW_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -763,10 +778,10 @@ uuid = "b9860ae5-e623-471e-878b-f6a53c775ea6" version = "0.1.1" [[deps.FastBroadcast]] -deps = ["ArrayInterface", "ArrayInterfaceCore", "LinearAlgebra", "Polyester", "Static", "StrideArraysCore"] -git-tree-sha1 = "4bef892787c972913d4d84e7255400759bb650e5" +deps = ["ArrayInterface", "LinearAlgebra", "Polyester", "Static", "StaticArrayInterface", "StrideArraysCore"] +git-tree-sha1 = "aa9925a229d45fe3018715238956766fa21804d1" uuid = "7034ab61-46d4-4ed7-9d0f-46aef9175898" -version = "0.2.4" +version = "0.2.6" [[deps.FastClosures]] git-tree-sha1 = "acebe244d53ee1b461970f8910c235b259e772ef" @@ -779,12 +794,6 @@ git-tree-sha1 = "c1293a93193f0ae94be7cf338d33e162c39d8788" uuid = "29a986be-02c6-4525-aec4-84b980013641" version = "1.2.9" -[[deps.FileIO]] -deps = ["Pkg", "Requires", "UUIDs"] -git-tree-sha1 = "7be5f99f7d15578798f338f5433b6c432ea8037b" -uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549" -version = "1.16.0" - [[deps.FilePathsBase]] deps = ["Compat", "Dates", "Mmap", "Printf", "Test", "UUIDs"] git-tree-sha1 = "e27c4ebe80e8699540f2d6c805cc12203b614f12" @@ -801,10 +810,16 @@ uuid = "1a297f60-69ca-5386-bcde-b61e274b549b" version = "0.13.11" [[deps.FiniteDiff]] -deps = ["ArrayInterfaceCore", "LinearAlgebra", "Requires", "Setfield", "SparseArrays", "StaticArrays"] -git-tree-sha1 = "04ed1f0029b6b3af88343e439b995141cb0d0b8d" +deps = ["ArrayInterface", "LinearAlgebra", "Requires", "Setfield", "SparseArrays"] +git-tree-sha1 = "c6e4a1fbe73b31a3dea94b1da449503b8830c306" uuid = "6a86dc24-6348-571c-b903-95158fe2bd41" -version = "2.17.0" +version = "2.21.1" +weakdeps = ["BandedMatrices", "BlockBandedMatrices", "StaticArrays"] + + [deps.FiniteDiff.extensions] + FiniteDiffBandedMatricesExt = "BandedMatrices" + FiniteDiffBlockBandedMatricesExt = "BlockBandedMatrices" + FiniteDiffStaticArraysExt = "StaticArrays" [[deps.FixedPointNumbers]] deps = ["Statistics"] @@ -813,16 +828,18 @@ uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93" version = "0.8.4" [[deps.Flux]] -deps = ["Adapt", "CUDA", "ChainRulesCore", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NNlibCUDA", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "Zygote", "cuDNN"] -git-tree-sha1 = "e657a9aad824de4211606f113edd0b50d5e1f6db" +deps = ["Adapt", "CUDA", "ChainRulesCore", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NNlibCUDA", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote", "cuDNN"] +git-tree-sha1 = "3e2c3704c2173ab4b1935362384ca878b53d4c34" uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c" -version = "0.13.14" +version = "0.13.17" -[[deps.FoldsThreads]] -deps = ["Accessors", "FunctionWrappers", "InitialValues", "SplittablesBase", "Transducers"] -git-tree-sha1 = "eb8e1989b9028f7e0985b4268dabe94682249025" -uuid = "9c68100b-dfe1-47cf-94c8-95104e173443" -version = "0.1.1" + [deps.Flux.extensions] + AMDGPUExt = "AMDGPU" + FluxMetalExt = "Metal" + + [deps.Flux.weakdeps] + AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e" + Metal = "dde4c033-4e86-420c-a63e-0dd931031962" [[deps.Fontconfig_jll]] deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Pkg", "Zlib_jll"] @@ -837,16 +854,20 @@ uuid = "59287772-0a20-5a39-b81b-1366585eb4c0" version = "0.4.2" [[deps.ForwardDiff]] -deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"] +deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"] git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d" uuid = "f6369f11-7733-5829-9624-2563aa707210" version = "0.10.35" +weakdeps = ["StaticArrays"] + + [deps.ForwardDiff.extensions] + ForwardDiffStaticArraysExt = "StaticArrays" [[deps.FreeType2_jll]] -deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"] -git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9" +deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"] +git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0" uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7" -version = "2.10.4+0" +version = "2.13.1+0" [[deps.FriBidi_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -865,17 +886,11 @@ git-tree-sha1 = "b104d487b34566608f8b4e1c39fb0b10aa279ff8" uuid = "77dc65aa-8811-40c2-897b-53d922fa7daf" version = "0.1.3" -[[deps.FunctionalCollections]] -deps = ["Test"] -git-tree-sha1 = "04cb9cfaa6ba5311973994fe3496ddec19b6292a" -uuid = "de31a74c-ac4f-5751-b3fd-e18cd04993ca" -version = "0.5.0" - [[deps.Functors]] deps = ["LinearAlgebra"] -git-tree-sha1 = "a2657dd0f3e8a61dbe70fc7c122038bd33790af5" +git-tree-sha1 = "9a68d75d466ccc1218d0552a8e1631151c569545" uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196" -version = "0.3.0" +version = "0.4.5" [[deps.Future]] deps = ["Random"] @@ -889,15 +904,15 @@ version = "3.3.8+0" [[deps.GPUArrays]] deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"] -git-tree-sha1 = "9ade6983c3dbbd492cf5729f865fe030d1541463" +git-tree-sha1 = "2e57b4a4f9cc15e85a24d603256fe08e527f48d1" uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7" -version = "8.6.6" +version = "8.8.1" [[deps.GPUArraysCore]] deps = ["Adapt"] -git-tree-sha1 = "1cd7f0af1aa58abc02ea1d872953a97359cb87fa" +git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0" uuid = "46192b85-c4d5-4398-a991-12ede77f4527" -version = "0.1.4" +version = "0.1.5" [[deps.GPUCompiler]] deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "TimerOutputs", "UUIDs"] @@ -907,21 +922,15 @@ version = "0.17.3" [[deps.GR]] deps = ["Artifacts", "Base64", "DelimitedFiles", "Downloads", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Preferences", "Printf", "Random", "Serialization", "Sockets", "TOML", "Tar", "Test", "UUIDs", "p7zip_jll"] -git-tree-sha1 = "4423d87dc2d3201f3f1768a29e807ddc8cc867ef" +git-tree-sha1 = "d73afa4a2bb9de56077242d98cf763074ab9a970" uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71" -version = "0.71.8" +version = "0.72.9" [[deps.GR_jll]] -deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"] -git-tree-sha1 = "3657eb348d44575cc5560c80d7e55b812ff6ffe1" +deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt6Base_jll", "Zlib_jll", "libpng_jll"] +git-tree-sha1 = "f61f768bf090d97c532d24b64e07b237e9bb7b6b" uuid = "d2c73de3-f751-5644-a686-071e5b155ba9" -version = "0.71.8+0" - -[[deps.Gadfly]] -deps = ["Base64", "CategoricalArrays", "Colors", "Compose", "Contour", "CoupledFields", "DataAPI", "DataStructures", "Dates", "Distributions", "DocStringExtensions", "Hexagons", "IndirectArrays", "IterTools", "JSON", "Juno", "KernelDensity", "LinearAlgebra", "Loess", "Measures", "Printf", "REPL", "Random", "Requires", "Showoff", "Statistics"] -git-tree-sha1 = "13b402ae74c0558a83c02daa2f3314ddb2d515d3" -uuid = "c91e804a-d5a3-530f-b6f0-dfbca275c004" -version = "1.3.4" +version = "0.72.9+0" [[deps.GenericSchur]] deps = ["LinearAlgebra", "Printf"] @@ -941,11 +950,6 @@ git-tree-sha1 = "d3b3624125c1474292d0d8ed0f65554ac37ddb23" uuid = "7746bdde-850d-59dc-9ae8-88ece973131d" version = "2.74.0+2" -[[deps.Glob]] -git-tree-sha1 = "97285bbd5230dd766e9ef6749b80fc617126d496" -uuid = "c27321d9-0574-5035-807b-f59d2c89b15c" -version = "1.3.1" - [[deps.Graphite2_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "344bf40dcab1073aca04aa0df4fb092f920e4011" @@ -963,29 +967,11 @@ git-tree-sha1 = "53bb909d1151e57e2484c3d1b53e19552b887fb2" uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe" version = "1.0.2" -[[deps.Groebner]] -deps = ["AbstractAlgebra", "Combinatorics", "Logging", "MultivariatePolynomials", "Primes", "Random"] -git-tree-sha1 = 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"cd3eb016-35fb-5094-929b-558a96fad6f3" -version = "0.9.17" +version = "1.9.14" [[deps.HarfBuzz_jll]] deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"] @@ -993,62 +979,34 @@ git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3" uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566" version = "2.8.1+1" -[[deps.Hexagons]] -deps = ["Test"] -git-tree-sha1 = "de4a6f9e7c4710ced6838ca906f81905f7385fd6" -uuid = "a1b4810d-1bce-5fbd-ac56-80944d57a21f" -version = "0.2.0" - -[[deps.Hiccup]] -deps = ["MacroTools", "Test"] -git-tree-sha1 = "6187bb2d5fcbb2007c39e7ac53308b0d371124bd" -uuid = "9fb69e20-1954-56bb-a84f-559cc56a8ff7" -version = "0.2.2" - [[deps.HostCPUFeatures]] deps = ["BitTwiddlingConvenienceFunctions", "IfElse", "Libdl", "Static"] -git-tree-sha1 = "734fd90dd2f920a2f1921d5388dcebe805b262dc" +git-tree-sha1 = "d38bd0d9759e3c6cfa19bdccc314eccf8ce596cc" uuid = "3e5b6fbb-0976-4d2c-9146-d79de83f2fb0" -version = "0.1.14" +version = "0.1.15" [[deps.HypergeometricFunctions]] deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"] -git-tree-sha1 = "d926e9c297ef4607866e8ef5df41cde1a642917f" +git-tree-sha1 = "f218fe3736ddf977e0e772bc9a586b2383da2685" uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a" -version = "0.3.14" - -[[deps.IJulia]] -deps = ["Base64", "Conda", "Dates", "InteractiveUtils", "JSON", "Libdl", "Logging", "Markdown", "MbedTLS", "Pkg", "Printf", "REPL", "Random", "SoftGlobalScope", "Test", "UUIDs", "ZMQ"] -git-tree-sha1 = "59e19713542dd9dd02f31d59edbada69530d6a14" -uuid = "7073ff75-c697-5162-941a-fcdaad2a7d2a" -version = "1.24.0" +version = "0.3.23" [[deps.IRTools]] deps = ["InteractiveUtils", "MacroTools", "Test"] -git-tree-sha1 = "0ade27f0c49cebd8db2523c4eeccf779407cf12c" +git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5" uuid = "7869d1d1-7146-5819-86e3-90919afe41df" -version = "0.4.9" +version = "0.4.10" [[deps.IfElse]] git-tree-sha1 = "debdd00ffef04665ccbb3e150747a77560e8fad1" uuid = "615f187c-cbe4-4ef1-ba3b-2fcf58d6d173" version = "0.1.1" -[[deps.IndirectArrays]] -git-tree-sha1 = "012e604e1c7458645cb8b436f8fba789a51b257f" -uuid = "9b13fd28-a010-5f03-acff-a1bbcff69959" -version = "1.0.0" - [[deps.Inflate]] git-tree-sha1 = "5cd07aab533df5170988219191dfad0519391428" uuid = "d25df0c9-e2be-5dd7-82c8-3ad0b3e990b9" version = "0.1.3" -[[deps.IniFile]] -git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625" -uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f" -version = "0.5.1" - [[deps.InitialValues]] git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3" uuid = "22cec73e-a1b8-11e9-2c92-598750a2cf9c" @@ -1066,28 +1024,11 @@ git-tree-sha1 = "50b41d59e7164ab6fda65e71049fee9d890731ff" uuid = "505f98c9-085e-5b2c-8e89-488be7bf1f34" version = "0.3.0" -[[deps.IntegerMathUtils]] -git-tree-sha1 = "f366daebdfb079fd1fe4e3d560f99a0c892e15bc" -uuid = "18e54dd8-cb9d-406c-a71d-865a43cbb235" -version = "0.1.0" - -[[deps.Integrals]] -deps = ["CommonSolve", "HCubature", "LinearAlgebra", "MonteCarloIntegration", "QuadGK", "Reexport", "Requires", "SciMLBase"] -git-tree-sha1 = "280fee62bc8426e28a2113fa7c673101e9bf7325" -uuid = "de52edbc-65ea-441a-8357-d3a637375a31" -version = "3.7.0" - -[[deps.IntegralsCubature]] -deps = ["Cubature", "Integrals"] -git-tree-sha1 = "c5faf13b838ca8935cce0286e3dc6c8a705818fb" -uuid = "c31f79ba-6e32-46d4-a52f-182a8ac42a54" -version = "0.2.2" - [[deps.IntelOpenMP_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "d979e54b71da82f3a65b62553da4fc3d18c9004c" +git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83" uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0" -version = "2018.0.3+2" +version = "2023.1.0+0" [[deps.InteractiveUtils]] deps = ["Markdown"] @@ -1100,16 +1041,20 @@ uuid = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59" version = "0.14.7" [[deps.IntervalSets]] -deps = ["Dates", "Random", "Statistics"] -git-tree-sha1 = "3f91cd3f56ea48d4d2a75c2a65455c5fc74fa347" +deps = ["Dates", "Random"] +git-tree-sha1 = "8e59ea773deee525c99a8018409f64f19fb719e6" uuid = "8197267c-284f-5f27-9208-e0e47529a953" -version = "0.7.3" +version = "0.7.7" +weakdeps = ["Statistics"] + + [deps.IntervalSets.extensions] + IntervalSetsStatisticsExt = "Statistics" [[deps.InverseFunctions]] deps = ["Test"] -git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f" +git-tree-sha1 = "eabe3125edba5c9c10b60a160b1779a000dc8b29" uuid = "3587e190-3f89-42d0-90ee-14403ec27112" -version = "0.1.8" +version = "0.1.11" [[deps.InvertedIndices]] git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038" @@ -1122,9 +1067,9 @@ uuid = "92d709cd-6900-40b7-9082-c6be49f344b6" version = "0.2.2" [[deps.IterTools]] -git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5" +git-tree-sha1 = "4ced6667f9974fc5c5943fa5e2ef1ca43ea9e450" uuid = "c8e1da08-722c-5040-9ed9-7db0dc04731e" -version = "1.4.0" +version = "1.8.0" [[deps.IterativeSolvers]] deps = ["LinearAlgebra", "Printf", "Random", "RecipesBase", "SparseArrays"] @@ -1137,12 +1082,6 @@ git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856" uuid = "82899510-4779-5014-852e-03e436cf321d" version = "1.0.0" -[[deps.JLD2]] -deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "Printf", "Reexport", "Requires", "TranscodingStreams", "UUIDs"] -git-tree-sha1 = "42c17b18ced77ff0be65957a591d34f4ed57c631" -uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819" -version = "0.4.31" - [[deps.JLFzf]] deps = ["Pipe", "REPL", "Random", "fzf_jll"] git-tree-sha1 = "f377670cda23b6b7c1c0b3893e37451c5c1a2185" @@ -1155,17 +1094,11 @@ git-tree-sha1 = "abc9885a7ca2052a736a600f7fa66209f96506e1" uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210" version = "1.4.1" -[[deps.JSExpr]] -deps = ["JSON", "MacroTools", "Observables", "WebIO"] -git-tree-sha1 = "b413a73785b98474d8af24fd4c8a975e31df3658" -uuid = "97c1335a-c9c5-57fe-bc5d-ec35cebe8660" -version = "0.5.4" - [[deps.JSON]] deps = ["Dates", "Mmap", "Parsers", "Unicode"] -git-tree-sha1 = "3c837543ddb02250ef42f4738347454f95079d4e" +git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a" uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6" -version = "0.21.3" +version = "0.21.4" [[deps.JpegTurbo_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] @@ -1173,12 +1106,6 @@ git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc" uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8" version = "2.1.91+0" -[[deps.JuliaFormatter]] -deps = ["CSTParser", "CommonMark", "DataStructures", "Glob", "Pkg", "SnoopPrecompile", "Tokenize"] -git-tree-sha1 = "0f6545dd63fec03d0cfe0c1d28f851e2d804e942" -uuid = "98e50ef6-434e-11e9-1051-2b60c6c9e899" -version = "1.0.25" - [[deps.JuliaVariables]] deps = ["MLStyle", "NameResolution"] git-tree-sha1 = "49fb3cb53362ddadb4415e9b73926d6b40709e70" @@ -1187,15 +1114,9 @@ version = "0.2.4" [[deps.JumpProcesses]] deps = ["ArrayInterface", "DataStructures", "DiffEqBase", "DocStringExtensions", "FunctionWrappers", "Graphs", "LinearAlgebra", "Markdown", "PoissonRandom", "Random", "RandomNumbers", "RecursiveArrayTools", "Reexport", "SciMLBase", "StaticArrays", "TreeViews", "UnPack"] -git-tree-sha1 = "7af8d30e281ce558807917b69ba16575d05f412b" +git-tree-sha1 = "add0bfe9091a0148a358dc8c52d5ac60806da76c" uuid = "ccbc3e58-028d-4f4c-8cd5-9ae44345cda5" -version = "9.5.1" - -[[deps.Juno]] -deps = ["Base64", "Logging", "Media", "Profile"] -git-tree-sha1 = "07cb43290a840908a771552911a6274bc6c072c7" -uuid = "e5e0dc1b-0480-54bc-9374-aad01c23163d" -version = "0.8.4" +version = "9.7.2" [[deps.KLU]] deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse_jll"] @@ -1203,29 +1124,23 @@ git-tree-sha1 = "764164ed65c30738750965d55652db9c94c59bfe" uuid = "ef3ab10e-7fda-4108-b977-705223b18434" version = "0.4.0" -[[deps.Kaleido_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "43032da5832754f58d14a91ffbe86d5f176acda9" -uuid = "f7e6163d-2fa5-5f23-b69c-1db539e41963" -version = "0.2.1+0" - [[deps.KernelAbstractions]] -deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"] -git-tree-sha1 = "cf9cae1c4c1ff83f6c02cfaf01698f05448e8325" +deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"] +git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1" uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c" -version = "0.8.6" +version = "0.9.6" [[deps.KernelDensity]] deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"] -git-tree-sha1 = "9816b296736292a80b9a3200eb7fbb57aaa3917a" +git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035" uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b" -version = "0.6.5" +version = "0.6.7" [[deps.Krylov]] deps = ["LinearAlgebra", "Printf", "SparseArrays"] -git-tree-sha1 = "dd90aacbfb622f898a97c2a4411ac49101ebab8a" +git-tree-sha1 = "6dc4ad9cd74ad4ca0a8e219e945dbd22039f2125" uuid = "ba0b0d4f-ebba-5204-a429-3ac8c609bfb7" -version = "0.9.0" +version = "0.9.2" [[deps.KrylovKit]] deps = ["ChainRulesCore", "GPUArraysCore", "LinearAlgebra", "Printf"] @@ -1257,10 +1172,16 @@ git-tree-sha1 = "070e4b5b65827f82c16ae0916376cb47377aa1b5" uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab" version = "0.0.18+0" +[[deps.LLVMOpenMP_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b" +uuid = "1d63c593-3942-5779-bab2-d838dc0a180e" +version = "15.0.4+0" + [[deps.LRUCache]] -git-tree-sha1 = "d862633ef6097461037a00a13f709a62ae4bdfdd" +git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634" uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637" -version = "1.4.0" +version = "1.4.1" [[deps.LZO_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -1273,40 +1194,25 @@ git-tree-sha1 = "f2355693d6778a178ade15952b7ac47a4ff97996" uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f" version = "1.3.0" -[[deps.LabelledArrays]] -deps = ["ArrayInterfaceCore", "ArrayInterfaceStaticArrays", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "ForwardDiff", "LinearAlgebra", "MacroTools", "PreallocationTools", "RecursiveArrayTools", "StaticArrays"] -git-tree-sha1 = "0a92979c14dfa71adbf892f0cd073e34b7189197" -uuid = "2ee39098-c373-598a-b85f-a56591580800" -version = "1.13.0" - -[[deps.LambertW]] -git-tree-sha1 = "c5ffc834de5d61d00d2b0e18c96267cffc21f648" -uuid = "984bce1d-4616-540c-a9ee-88d1112d94c9" -version = "0.4.6" - [[deps.Latexify]] deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"] -git-tree-sha1 = "2422f47b34d4b127720a18f86fa7b1aa2e141f29" +git-tree-sha1 = "f428ae552340899a935973270b8d98e5a31c49fe" uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316" -version = "0.15.18" +version = "0.16.1" -[[deps.LatinHypercubeSampling]] -deps = ["Random", "StableRNGs", "StatsBase", "Test"] -git-tree-sha1 = "42938ab65e9ed3c3029a8d2c58382ca75bdab243" -uuid = "a5e1c1ea-c99a-51d3-a14d-a9a37257b02d" -version = "1.8.0" + [deps.Latexify.extensions] + DataFramesExt = "DataFrames" + SymEngineExt = "SymEngine" -[[deps.LatticeRules]] -deps = ["Random"] -git-tree-sha1 = "7f5b02258a3ca0221a6a9710b0a0a2e8fb4957fe" -uuid = "73f95e8e-ec14-4e6a-8b18-0d2e271c4e55" -version = "0.0.1" + [deps.Latexify.weakdeps] + DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" + SymEngine = "123dc426-2d89-5057-bbad-38513e3affd8" [[deps.LayoutPointers]] -deps = ["ArrayInterface", "ArrayInterfaceOffsetArrays", "ArrayInterfaceStaticArrays", "LinearAlgebra", "ManualMemory", "SIMDTypes", "Static"] -git-tree-sha1 = "0ad6f0c51ce004dadc24a28a0dfecfb568e52242" +deps = ["ArrayInterface", "LinearAlgebra", "ManualMemory", "SIMDTypes", "Static", "StaticArrayInterface"] +git-tree-sha1 = "88b8f66b604da079a627b6fb2860d3704a6729a1" uuid = "10f19ff3-798f-405d-979b-55457f8fc047" -version = "0.1.13" +version = "0.1.14" [[deps.Lazy]] deps = ["MacroTools"] @@ -1314,15 +1220,21 @@ git-tree-sha1 = "1370f8202dac30758f3c345f9909b97f53d87d3f" uuid = "50d2b5c4-7a5e-59d5-8109-a42b560f39c0" version = "0.15.1" +[[deps.LazyArrays]] +deps = ["ArrayLayouts", "FillArrays", "LinearAlgebra", "MacroTools", "MatrixFactorizations", "SparseArrays", "StaticArrays"] +git-tree-sha1 = "7402f6be1a28a05516c6881596879e6d18d28039" +uuid = "5078a376-72f3-5289-bfd5-ec5146d43c02" +version = "0.22.18" + [[deps.LazyArtifacts]] deps = ["Artifacts", "Pkg"] uuid = "4af54fe1-eca0-43a8-85a7-787d91b784e3" -[[deps.LeastSquaresOptim]] -deps = ["FiniteDiff", "ForwardDiff", "LinearAlgebra", "Optim", "Printf", "SparseArrays", "Statistics", "SuiteSparse"] -git-tree-sha1 = "cef2dd16402718cf5f412e610813e2ec20d94a64" -uuid = "0fc2ff8b-aaa3-5acd-a817-1944a5e08891" -version = "0.8.4" +[[deps.LazyBandedMatrices]] +deps = ["ArrayLayouts", "BandedMatrices", "BlockArrays", "BlockBandedMatrices", "FillArrays", "LazyArrays", "LinearAlgebra", "MatrixFactorizations", "SparseArrays", "StaticArrays"] +git-tree-sha1 = "034d371419140f14a986ab7325d11f90f30b0c6d" +uuid = "d7e5e226-e90b-4449-9968-0f923699bf6f" +version = "0.7.17" [[deps.LeftChildRightSiblingTrees]] deps = ["AbstractTrees"] @@ -1396,15 +1308,15 @@ version = "2.35.0+0" [[deps.Libtask]] deps = ["FunctionWrappers", "LRUCache", "LinearAlgebra", "Statistics"] -git-tree-sha1 = "3e893f18b4326ed392b699a4948b30885125d371" +git-tree-sha1 = "345a40c746404dd9cb1bbc368715856838ab96f2" uuid = "6f1fad26-d15e-5dc8-ae53-837a1d7b8c9f" -version = "0.8.5" +version = "0.8.6" [[deps.Libtiff_jll]] -deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "LERC_jll", "Libdl", "Pkg", "Zlib_jll", "Zstd_jll"] -git-tree-sha1 = "3eb79b0ca5764d4799c06699573fd8f533259713" +deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "LERC_jll", "Libdl", "XZ_jll", "Zlib_jll", "Zstd_jll"] +git-tree-sha1 = "2da088d113af58221c52828a80378e16be7d037a" uuid = "89763e89-9b03-5906-acba-b20f662cd828" -version = "4.4.0+0" +version = "4.5.1+1" [[deps.Libuuid_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -1419,20 +1331,20 @@ uuid = "d3d80556-e9d4-5f37-9878-2ab0fcc64255" version = "7.2.0" [[deps.LinearAlgebra]] -deps = ["Libdl", "libblastrampoline_jll"] +deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"] uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" [[deps.LinearSolve]] -deps = ["ArrayInterfaceCore", "DocStringExtensions", "FastLapackInterface", "GPUArraysCore", "IterativeSolvers", "KLU", "Krylov", "KrylovKit", "LinearAlgebra", "Preferences", "RecursiveFactorization", "Reexport", "SciMLBase", "Setfield", "SnoopPrecompile", "SparseArrays", "Sparspak", "SuiteSparse", "UnPack"] -git-tree-sha1 = "960da8a80f9882fb52a5a199e944d3b86f0d2b94" +deps = ["ArrayInterface", "DocStringExtensions", "EnumX", "FastLapackInterface", "GPUArraysCore", "IterativeSolvers", "KLU", "Krylov", "KrylovKit", "LinearAlgebra", "Preferences", "RecursiveFactorization", "Reexport", "SciMLBase", "SciMLOperators", "Setfield", "SnoopPrecompile", "SparseArrays", "Sparspak", "SuiteSparse", "UnPack"] +git-tree-sha1 = "4a4f8cc7a59fadbb02d1852d1e0cef5dca3a9460" uuid = "7ed4a6bd-45f5-4d41-b270-4a48e9bafcae" -version = "1.34.1" +version = "1.42.0" -[[deps.Loess]] -deps = ["Distances", "LinearAlgebra", "Statistics"] -git-tree-sha1 = "46efcea75c890e5d820e670516dc156689851722" -uuid = "4345ca2d-374a-55d4-8d30-97f9976e7612" -version = "0.5.4" + [deps.LinearSolve.extensions] + LinearSolveHYPRE = "HYPRE" + + [deps.LinearSolve.weakdeps] + HYPRE = "b5ffcf37-a2bd-41ab-a3da-4bd9bc8ad771" [[deps.LogDensityProblems]] deps = ["ArgCheck", "DocStringExtensions", "Random"] @@ -1446,11 +1358,33 @@ git-tree-sha1 = "79b13f322a23844bb026a0586ae7a649bba7c826" uuid = "996a588d-648d-4e1f-a8f0-a84b347e47b1" version = "1.4.1" + [deps.LogDensityProblemsAD.extensions] + LogDensityProblemsADEnzymeExt = "Enzyme" + LogDensityProblemsADForwardDiffBenchmarkToolsExt = ["BenchmarkTools", "ForwardDiff"] + LogDensityProblemsADForwardDiffExt = "ForwardDiff" + LogDensityProblemsADReverseDiffExt = "ReverseDiff" + LogDensityProblemsADTrackerExt = "Tracker" + LogDensityProblemsADZygoteExt = "Zygote" + + [deps.LogDensityProblemsAD.weakdeps] + BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf" + Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9" + ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210" + ReverseDiff = "37e2e3b7-166d-5795-8a7a-e32c996b4267" + Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c" + Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f" + [[deps.LogExpFunctions]] -deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"] -git-tree-sha1 = "0a1b7c2863e44523180fdb3146534e265a91870b" +deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"] +git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f" uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688" -version = "0.3.23" +version = "0.3.24" +weakdeps = ["ChainRulesCore", "ChangesOfVariables", "InverseFunctions"] + + [deps.LogExpFunctions.extensions] + LogExpFunctionsChainRulesCoreExt = "ChainRulesCore" + LogExpFunctionsChangesOfVariablesExt = "ChangesOfVariables" + LogExpFunctionsInverseFunctionsExt = "InverseFunctions" [[deps.Logging]] uuid = "56ddb016-857b-54e1-b83d-db4d58db5568" @@ -1462,52 +1396,33 @@ uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36" version = "1.0.0" [[deps.LoopVectorization]] -deps = ["ArrayInterface", "ArrayInterfaceCore", "ArrayInterfaceOffsetArrays", "ArrayInterfaceStaticArrays", "CPUSummary", "ChainRulesCore", "CloseOpenIntervals", "DocStringExtensions", "ForwardDiff", "HostCPUFeatures", "IfElse", "LayoutPointers", "LinearAlgebra", "OffsetArrays", "PolyesterWeave", "SIMDTypes", "SLEEFPirates", "SnoopPrecompile", "SpecialFunctions", "Static", "ThreadingUtilities", "UnPack", "VectorizationBase"] -git-tree-sha1 = "9696a80c21a56b937e3fd89e972f8db5db3186e2" +deps = ["ArrayInterface", "ArrayInterfaceCore", "CPUSummary", "CloseOpenIntervals", "DocStringExtensions", "HostCPUFeatures", "IfElse", "LayoutPointers", "LinearAlgebra", "OffsetArrays", "PolyesterWeave", "PrecompileTools", "SIMDTypes", "SLEEFPirates", "Static", "StaticArrayInterface", "ThreadingUtilities", "UnPack", "VectorizationBase"] +git-tree-sha1 = "c88a4afe1703d731b1c4fdf4e3c7e77e3b176ea2" uuid = "bdcacae8-1622-11e9-2a5c-532679323890" -version = "0.12.150" - -[[deps.Lux]] -deps = ["Adapt", "ChainRulesCore", "Functors", "LinearAlgebra", "LuxCUDA", "LuxCore", "LuxLib", "Markdown", "NNlib", "Optimisers", "Random", "Requires", "Setfield", "SparseArrays", "Statistics", "TruncatedStacktraces"] -git-tree-sha1 = "5dafd541f5dff4c3fd01cb88c936ab8e99add84a" -uuid = "b2108857-7c20-44ae-9111-449ecde12c47" -version = "0.4.50" - -[[deps.LuxCUDA]] -deps = ["CUDA", "CUDAKernels", "NNlibCUDA", "Reexport", "cuDNN"] -git-tree-sha1 = "3ff5c7d43ce5a70637ae54dc7ab8153d3aec7037" -uuid = "d0bbae9a-e099-4d5b-a835-1c6931763bda" -version = "0.1.1" +version = "0.12.165" +weakdeps = ["ChainRulesCore", "ForwardDiff", "SpecialFunctions"] -[[deps.LuxCore]] -deps = ["Functors", "Random", "Setfield"] -git-tree-sha1 = "094581e618e8ef57c7610eedd4ef56818197d32a" -uuid = "bb33d45b-7691-41d6-9220-0943567d0623" -version = "0.1.3" - -[[deps.LuxLib]] -deps = ["CUDA", "CUDAKernels", "ChainRulesCore", "ForwardDiff", "KernelAbstractions", "Markdown", "NNlib", "NNlibCUDA", "Random", "Requires", "ReverseDiff", "Statistics", "Tracker"] -git-tree-sha1 = "9fc45ac9d82a1908706b0a4b994f7132f8a94668" -uuid = "82251201-b29d-42c6-8e01-566dec8acb11" -version = "0.1.12" + [deps.LoopVectorization.extensions] + ForwardDiffExt = ["ChainRulesCore", "ForwardDiff"] + SpecialFunctionsExt = "SpecialFunctions" [[deps.MCMCChains]] deps = ["AbstractMCMC", "AxisArrays", "Dates", "Distributions", "Formatting", "IteratorInterfaceExtensions", "KernelDensity", "LinearAlgebra", "MCMCDiagnosticTools", "MLJModelInterface", "NaturalSort", "OrderedCollections", "PrettyTables", "Random", "RecipesBase", "Statistics", "StatsBase", "StatsFuns", "TableTraits", "Tables"] -git-tree-sha1 = "3d70a6e7f57cd0ba1af5284f5c15d8f6331983a2" +git-tree-sha1 = "8778ea7283a0bf0d7e507a0235adfff38071493b" uuid = "c7f686f2-ff18-58e9-bc7b-31028e88f75d" -version = "6.0.0" +version = "6.0.3" [[deps.MCMCDiagnosticTools]] deps = ["AbstractFFTs", "DataAPI", "DataStructures", "Distributions", "LinearAlgebra", "MLJModelInterface", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tables"] -git-tree-sha1 = "889c36e76dbde08c54f5a8bb5eb5049aab1ef519" +git-tree-sha1 = "695e91605361d1932c3e89a812be78480a4a4595" uuid = "be115224-59cd-429b-ad48-344e309966f0" -version = "0.3.1" +version = "0.3.4" [[deps.MKL_jll]] deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"] -git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9" +git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b" uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7" -version = "2022.2.0+0" +version = "2023.1.0+0" [[deps.MLJModelInterface]] deps = ["Random", "ScientificTypesBase", "StatisticalTraits"] @@ -1521,10 +1436,10 @@ uuid = "d8e11817-5142-5d16-987a-aa16d5891078" version = "0.4.17" [[deps.MLUtils]] -deps = ["ChainRulesCore", "DataAPI", "DelimitedFiles", "FLoops", "FoldsThreads", "NNlib", "Random", "ShowCases", "SimpleTraits", "Statistics", "StatsBase", "Tables", "Transducers"] -git-tree-sha1 = "82c1104919d664ab1024663ad851701415300c5f" +deps = ["ChainRulesCore", "Compat", "DataAPI", "DelimitedFiles", "FLoops", "NNlib", "Random", "ShowCases", "SimpleTraits", "Statistics", "StatsBase", "Tables", "Transducers"] +git-tree-sha1 = "3504cdb8c2bc05bde4d4b09a81b01df88fcbbba0" uuid = "f1d291b0-491e-4a28-83b9-f70985020b54" -version = "0.3.1" +version = "0.4.3" [[deps.MacroTools]] deps = ["Markdown", "Random"] @@ -1538,14 +1453,20 @@ uuid = "d125e4d3-2237-4719-b19c-fa641b8a4667" version = "0.1.8" [[deps.MappedArrays]] -git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142" +git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e" uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900" -version = "0.4.1" +version = "0.4.2" [[deps.Markdown]] deps = ["Base64"] uuid = "d6f4376e-aef5-505a-96c1-9c027394607a" +[[deps.MatrixFactorizations]] +deps = ["ArrayLayouts", "LinearAlgebra", "Printf", "Random"] +git-tree-sha1 = "0ff59b4b9024ab9a736db1ad902d2b1b48441c19" +uuid = "a3b82374-2e81-5b9e-98ce-41277c0e4c87" +version = "0.9.6" + [[deps.MbedTLS]] deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "Random", "Sockets"] git-tree-sha1 = "03a9b9718f5682ecb107ac9f7308991db4ce395b" @@ -1555,31 +1476,13 @@ version = "1.1.7" [[deps.MbedTLS_jll]] deps = ["Artifacts", "Libdl"] uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1" -version = "2.28.0+0" +version = "2.28.2+0" [[deps.Measures]] git-tree-sha1 = "c13304c81eec1ed3af7fc20e75fb6b26092a1102" uuid = "442fdcdd-2543-5da2-b0f3-8c86c306513e" version = "0.3.2" -[[deps.Media]] -deps = ["MacroTools", "Test"] -git-tree-sha1 = "75a54abd10709c01f1b86b84ec225d26e840ed58" -uuid = "e89f7d12-3494-54d1-8411-f7d8b9ae1f27" -version = "0.5.0" - -[[deps.Memoize]] -deps = ["MacroTools"] -git-tree-sha1 = "2b1dfcba103de714d31c033b5dacc2e4a12c7caa" -uuid = "c03570c3-d221-55d1-a50c-7939bbd78826" -version = "0.4.4" - -[[deps.Metatheory]] -deps = ["AutoHashEquals", "DataStructures", "Dates", "DocStringExtensions", "Parameters", "Reexport", "TermInterface", "ThreadsX", "TimerOutputs"] -git-tree-sha1 = "0f39bc7f71abdff12ead4fc4a7d998fb2f3c171f" -uuid = "e9d8d322-4543-424a-9be4-0cc815abe26c" -version = "1.3.5" - [[deps.MicroCollections]] deps = ["BangBang", "InitialValues", "Setfield"] git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e" @@ -1595,56 +1498,20 @@ version = "1.1.0" [[deps.Mmap]] uuid = "a63ad114-7e13-5084-954f-fe012c677804" -[[deps.ModelingToolkit]] -deps = ["AbstractTrees", "ArrayInterfaceCore", "Combinatorics", "Compat", "ConstructionBase", "DataStructures", "DiffEqBase", "DiffEqCallbacks", "DiffRules", "Distributed", "Distributions", "DocStringExtensions", "DomainSets", "ForwardDiff", "FunctionWrappersWrappers", "Graphs", "IfElse", "InteractiveUtils", "JuliaFormatter", "JumpProcesses", "LabelledArrays", "Latexify", "Libdl", "LinearAlgebra", "MacroTools", "NaNMath", "RecursiveArrayTools", "Reexport", "RuntimeGeneratedFunctions", "SciMLBase", "Serialization", "Setfield", "SimpleNonlinearSolve", "SparseArrays", "SpecialFunctions", "StaticArrays", "SymbolicUtils", "Symbolics", "UnPack", "Unitful"] -git-tree-sha1 = "966a1a92044c5c62118252c3330b7f6ad677cb2d" -uuid = "961ee093-0014-501f-94e3-6117800e7a78" -version = "8.36.0" - -[[deps.MonteCarloIntegration]] -deps = ["Distributions", "Random"] -git-tree-sha1 = "3f78ebce296c927d5c854e83cccdb5dcb1845629" -uuid = "4886b29c-78c9-11e9-0a6e-41e1f4161f7b" -version = "0.0.3" - [[deps.MozillaCACerts_jll]] uuid = "14a3606d-f60d-562e-9121-12d972cd8159" -version = "2022.2.1" +version = "2022.10.11" [[deps.MuladdMacro]] git-tree-sha1 = "cac9cc5499c25554cba55cd3c30543cff5ca4fab" uuid = "46d2c3a1-f734-5fdb-9937-b9b9aeba4221" version = "0.2.4" -[[deps.MultivariatePolynomials]] -deps = ["ChainRulesCore", "DataStructures", "LinearAlgebra", "MutableArithmetics"] -git-tree-sha1 = "eaa98afe2033ffc0629f9d0d83961d66a021dfcc" -uuid = "102ac46a-7ee4-5c85-9060-abc95bfdeaa3" -version = "0.4.7" - [[deps.MultivariateStats]] deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"] -git-tree-sha1 = "91a48569383df24f0fd2baf789df2aade3d0ad80" +git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843" uuid = "6f286f6a-111f-5878-ab1e-185364afe411" -version = "0.10.1" - -[[deps.Mustache]] -deps = ["Printf", "Tables"] -git-tree-sha1 = "87c371d27dbf2449a5685652ab322be163269df0" -uuid = "ffc61752-8dc7-55ee-8c37-f3e9cdd09e70" -version = "1.0.15" - -[[deps.MutableArithmetics]] -deps = ["LinearAlgebra", "SparseArrays", "Test"] -git-tree-sha1 = "3295d296288ab1a0a2528feb424b854418acff57" -uuid = "d8a4904e-b15c-11e9-3269-09a3773c0cb0" -version = "1.2.3" - -[[deps.Mux]] -deps = ["AssetRegistry", "Base64", "HTTP", "Hiccup", "Pkg", "Sockets", "WebSockets"] -git-tree-sha1 = "82dfb2cead9895e10ee1b0ca37a01088456c4364" -uuid = "a975b10e-0019-58db-a62f-e48ff68538c9" -version = "0.7.6" +version = "0.10.2" [[deps.NLSolversBase]] deps = ["DiffResults", "Distributed", "FiniteDiff", "ForwardDiff"] @@ -1659,10 +1526,16 @@ uuid = "2774e3e8-f4cf-5e23-947b-6d7e65073b56" version = "4.5.1" [[deps.NNlib]] -deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"] -git-tree-sha1 = "33ad5a19dc6730d592d8ce91c14354d758e53b0e" +deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"] +git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd" uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd" -version = "0.8.19" +version = "0.8.21" + + [deps.NNlib.extensions] + NNlibAMDGPUExt = "AMDGPU" + + [deps.NNlib.weakdeps] + AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e" [[deps.NNlibCUDA]] deps = ["Adapt", "CUDA", "LinearAlgebra", "NNlib", "Random", "Statistics", "cuDNN"] @@ -1703,11 +1576,11 @@ version = "0.4.13" uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908" version = "1.2.0" -[[deps.NeuralPDE]] -deps = ["Adapt", "ArrayInterface", "ChainRulesCore", "ComponentArrays", "DiffEqBase", "DiffEqNoiseProcess", "Distributions", "DocStringExtensions", "DomainSets", "Flux", "ForwardDiff", "Integrals", "IntegralsCubature", "LinearAlgebra", "Lux", "ModelingToolkit", "Optim", "Optimisers", "Optimization", "QuasiMonteCarlo", "Random", "RecursiveArrayTools", "Reexport", "RuntimeGeneratedFunctions", "SciMLBase", "Statistics", "StochasticDiffEq", "SymbolicUtils", "Symbolics", "UnPack", "Zygote"] -git-tree-sha1 = "49f71266fe679e4dc45d4262c0f430564bb3e419" -uuid = "315f7962-48a3-4962-8226-d0f33b1235f0" -version = "5.6.0" +[[deps.NonlinearSolve]] +deps = ["ArrayInterface", "DiffEqBase", "EnumX", "FiniteDiff", "ForwardDiff", "LinearAlgebra", "LinearSolve", "RecursiveArrayTools", "Reexport", "SciMLBase", "SimpleNonlinearSolve", "SnoopPrecompile", "SparseArrays", "SparseDiffTools", "StaticArraysCore", "UnPack"] +git-tree-sha1 = "a6000c813371cd3cd9cbbdf8a356fc3a97138d92" +uuid = "8913a72c-1f9b-4ce2-8d82-65094dcecaec" +version = "1.6.0" [[deps.ObjectFile]] deps = ["Reexport", "StructIO"] @@ -1722,9 +1595,9 @@ version = "0.5.4" [[deps.OffsetArrays]] deps = ["Adapt"] -git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4" +git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb" uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881" -version = "1.12.9" +version = "1.12.10" [[deps.Ogg_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -1734,25 +1607,31 @@ version = "1.3.5+1" [[deps.OneHotArrays]] deps = ["Adapt", "ChainRulesCore", "Compat", "GPUArraysCore", "LinearAlgebra", "NNlib"] -git-tree-sha1 = "f511fca956ed9e70b80cd3417bb8c2dde4b68644" +git-tree-sha1 = "5e4029759e8699ec12ebdf8721e51a659443403c" uuid = "0b1bfda6-eb8a-41d2-88d8-f5af5cad476f" -version = "0.2.3" +version = "0.2.4" [[deps.OpenBLAS_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"] uuid = "4536629a-c528-5b80-bd46-f80d51c5b363" -version = "0.3.20+0" +version = "0.3.21+4" [[deps.OpenLibm_jll]] deps = ["Artifacts", "Libdl"] uuid = "05823500-19ac-5b8b-9628-191a04bc5112" version = "0.8.1+0" +[[deps.OpenSSL]] +deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"] +git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2" +uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c" +version = "1.4.1" + [[deps.OpenSSL_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "9ff31d101d987eb9d66bd8b176ac7c277beccd09" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5" uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95" -version = "1.1.20+0" +version = "1.1.21+0" [[deps.OpenSpecFun_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"] @@ -1762,45 +1641,15 @@ version = "0.5.5+0" [[deps.Optim]] deps = ["Compat", "FillArrays", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "PositiveFactorizations", "Printf", "SparseArrays", "StatsBase"] -git-tree-sha1 = "1903afc76b7d01719d9c30d3c7d501b61db96721" +git-tree-sha1 = "e3a6546c1577bfd701771b477b794a52949e7594" uuid = "429524aa-4258-5aef-a3af-852621145aeb" -version = "1.7.4" +version = "1.7.6" [[deps.Optimisers]] deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"] -git-tree-sha1 = "e5a1825d3d53aa4ad4fb42bd4927011ad4a78c3d" +git-tree-sha1 = "16776280310aa5553c370b9c7b17f34aadaf3c8e" uuid = "3bd65402-5787-11e9-1adc-39752487f4e2" -version = "0.2.15" - -[[deps.Optimization]] -deps = ["ArrayInterface", "ConsoleProgressMonitor", "DocStringExtensions", "Logging", "LoggingExtras", "Pkg", "Printf", "ProgressLogging", "Reexport", "Requires", "SciMLBase", "SparseArrays", "TerminalLoggers"] -git-tree-sha1 = "f35d3ea702c4fc283f1a36038d6d86deffc38467" -uuid = "7f7a1694-90dd-40f0-9382-eb1efda571ba" -version = "3.13.0" - -[[deps.OptimizationFlux]] -deps = ["Flux", "Optimization", "Printf", "ProgressLogging", "Reexport"] -git-tree-sha1 = "8886ad03900d9d51917174d711b606ca9f7e49b3" -uuid = "253f991c-a7b2-45f8-8852-8b9a9df78a86" -version = "0.1.2" - -[[deps.OptimizationOptimJL]] -deps = ["Optim", "Optimization", "Reexport", "SparseArrays"] -git-tree-sha1 = "8de765af24432390000bc39e1efae51cf4dbdc5c" -uuid = "36348300-93cb-4f02-beb5-3c3902f8871e" -version = "0.1.5" - -[[deps.OptimizationOptimisers]] -deps = ["Optimisers", "Optimization", "Printf", "ProgressLogging", "Reexport"] -git-tree-sha1 = "133ef3f9529e6cdd6d7668490dd144de56675bcc" -uuid = "42dfb2eb-d2b4-4451-abcd-913932933ac1" -version = "0.1.2" - -[[deps.OptimizationPolyalgorithms]] -deps = ["Optimization", "OptimizationOptimJL", "OptimizationOptimisers", "Reexport"] -git-tree-sha1 = "0bdce4ae9ffbdb7f685fd7c0c252f74e6230f66a" -uuid = "500b13db-7e66-49ce-bda4-eed966be6282" -version = "0.1.1" +version = "0.2.19" [[deps.Opus_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -1809,20 +1658,20 @@ uuid = "91d4177d-7536-5919-b921-800302f37372" version = "1.3.2+0" [[deps.OrderedCollections]] -git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282" +git-tree-sha1 = "2e73fe17cac3c62ad1aebe70d44c963c3cfdc3e3" uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d" -version = "1.6.0" +version = "1.6.2" [[deps.OrdinaryDiffEq]] -deps = ["Adapt", "ArrayInterface", "ArrayInterfaceCore", "ArrayInterfaceGPUArrays", "ArrayInterfaceStaticArrays", "ArrayInterfaceStaticArraysCore", "DataStructures", "DiffEqBase", "DocStringExtensions", "ExponentialUtilities", "FastBroadcast", "FastClosures", "FiniteDiff", "ForwardDiff", "FunctionWrappersWrappers", "LinearAlgebra", "LinearSolve", "Logging", "LoopVectorization", "MacroTools", "MuladdMacro", "NLsolve", "Polyester", "PreallocationTools", "Preferences", "RecursiveArrayTools", "Reexport", "SciMLBase", "SimpleNonlinearSolve", "SnoopPrecompile", "SparseArrays", "SparseDiffTools", "StaticArrays", "UnPack"] -git-tree-sha1 = "3e6e80272ae0525281e0531e766359891846a494" +deps = ["Adapt", "ArrayInterface", "DataStructures", "DiffEqBase", "DocStringExtensions", "ExponentialUtilities", "FastBroadcast", "FastClosures", "FiniteDiff", "ForwardDiff", "FunctionWrappersWrappers", "IfElse", "LineSearches", "LinearAlgebra", "LinearSolve", "Logging", "LoopVectorization", "MacroTools", "MuladdMacro", "NLsolve", "NonlinearSolve", "Polyester", "PreallocationTools", "PrecompileTools", "Preferences", "RecursiveArrayTools", "Reexport", "SciMLBase", "SciMLNLSolve", "SimpleNonlinearSolve", "SimpleUnPack", "SparseArrays", "SparseDiffTools", "StaticArrayInterface", "StaticArrays", "TruncatedStacktraces"] +git-tree-sha1 = "6ffebfa8971546bace3fc312f9a703795f79f5b9" uuid = "1dea7af3-3e70-54e6-95c3-0bf5283fa5ed" -version = "6.33.3" +version = "6.51.2" [[deps.PCRE2_jll]] deps = ["Artifacts", "Libdl"] uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15" -version = "10.40.0+0" +version = "10.42.0+0" [[deps.PDMats]] deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"] @@ -1830,6 +1679,12 @@ git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1" uuid = "90014a1f-27ba-587c-ab20-58faa44d9150" version = "0.11.17" +[[deps.PackageExtensionCompat]] +git-tree-sha1 = "32f3d52212a8d1c5d589a58851b1f04c97339110" +uuid = "65ce6f38-6b18-4e1d-a461-8949797d7930" +version = "1.0.0" +weakdeps = ["Requires", "TOML"] + [[deps.Parameters]] deps = ["OrderedCollections", "UnPack"] git-tree-sha1 = "34c0e9ad262e5f7fc75b10a9952ca7692cfc5fbe" @@ -1837,16 +1692,10 @@ uuid = "d96e819e-fc66-5662-9728-84c9c7592b0a" version = "0.12.3" [[deps.Parsers]] -deps = ["Dates", "SnoopPrecompile"] -git-tree-sha1 = "478ac6c952fddd4399e71d4779797c538d0ff2bf" +deps = ["Dates", "PrecompileTools", "UUIDs"] +git-tree-sha1 = "716e24b21538abc91f6205fd1d8363f39b442851" uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" -version = "2.5.8" - -[[deps.Pidfile]] -deps = ["FileWatching", "Test"] -git-tree-sha1 = "2d8aaf8ee10df53d0dfb9b8ee44ae7c04ced2b03" -uuid = "fa939f87-e72e-5be4-a000-7fc836dbe307" -version = "1.3.0" +version = "2.7.2" [[deps.Pipe]] git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d" @@ -1854,15 +1703,15 @@ uuid = "b98c9c47-44ae-5843-9183-064241ee97a0" version = "1.3.0" [[deps.Pixman_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29" +deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"] +git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87" uuid = "30392449-352a-5448-841d-b1acce4e97dc" -version = "0.40.1+0" +version = "0.42.2+0" [[deps.Pkg]] -deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"] +deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"] uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" -version = "1.8.0" +version = "1.9.2" [[deps.PlotThemes]] deps = ["PlotUtils", "Statistics"] @@ -1871,34 +1720,30 @@ uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a" version = "3.1.0" [[deps.PlotUtils]] -deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "SnoopPrecompile", "Statistics"] -git-tree-sha1 = "c95373e73290cf50a8a22c3375e4625ded5c5280" +deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"] +git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227" uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043" -version = "1.3.4" - -[[deps.Plotly]] -deps = ["Base64", "DelimitedFiles", "HTTP", "JSON", "PlotlyJS", "Reexport"] -git-tree-sha1 = "044a9194ae38a50cbdb34a05dc63bf68e4db95df" -uuid = "58dd65bb-95f3-509e-9936-c39a10fdeae7" -version = "0.4.1" - -[[deps.PlotlyBase]] -deps = ["ColorSchemes", "Dates", "DelimitedFiles", "DocStringExtensions", "JSON", "LaTeXStrings", "Logging", "Parameters", "Pkg", "REPL", "Requires", "Statistics", "UUIDs"] -git-tree-sha1 = "56baf69781fc5e61607c3e46227ab17f7040ffa2" -uuid = "a03496cd-edff-5a9b-9e67-9cda94a718b5" -version = "0.8.19" - -[[deps.PlotlyJS]] -deps = ["Base64", "Blink", "DelimitedFiles", "JSExpr", "JSON", "Kaleido_jll", "Markdown", "Pkg", "PlotlyBase", "REPL", "Reexport", "Requires", "WebIO"] -git-tree-sha1 = "7452869933cd5af22f59557390674e8679ab2338" -uuid = "f0f68f2c-4968-5e81-91da-67840de0976a" -version = "0.18.10" +version = "1.3.5" [[deps.Plots]] -deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SnoopPrecompile", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"] -git-tree-sha1 = "f49a45a239e13333b8b936120fe6d793fe58a972" +deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"] +git-tree-sha1 = "9f8675a55b37a70aa23177ec110f6e3f4dd68466" uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" -version = "1.38.8" +version = "1.38.17" + + [deps.Plots.extensions] + FileIOExt = "FileIO" + GeometryBasicsExt = "GeometryBasics" + IJuliaExt = "IJulia" + ImageInTerminalExt = "ImageInTerminal" + UnitfulExt = "Unitful" + + [deps.Plots.weakdeps] + FileIO = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549" + GeometryBasics = "5c1252a2-5f33-56bf-86c9-59e7332b4326" + IJulia = "7073ff75-c697-5162-941a-fcdaad2a7d2a" + ImageInTerminal = "d8c32880-2388-543b-8c61-d9f865259254" + Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d" [[deps.PoissonRandom]] deps = ["Random"] @@ -1907,16 +1752,16 @@ uuid = "e409e4f3-bfea-5376-8464-e040bb5c01ab" version = "0.4.4" [[deps.Polyester]] -deps = ["ArrayInterface", "BitTwiddlingConvenienceFunctions", "CPUSummary", "IfElse", "ManualMemory", "PolyesterWeave", "Requires", "Static", "StrideArraysCore", "ThreadingUtilities"] -git-tree-sha1 = "a5071cd52fc3fc0a960b825ddeb64e352fdf41e1" +deps = ["ArrayInterface", "BitTwiddlingConvenienceFunctions", "CPUSummary", "IfElse", "ManualMemory", "PolyesterWeave", "Requires", "Static", "StaticArrayInterface", "StrideArraysCore", "ThreadingUtilities"] +git-tree-sha1 = "3d811babe092a6e7b130beee84998fe7663348b6" uuid = "f517fe37-dbe3-4b94-8317-1923a5111588" -version = "0.6.20" +version = "0.7.5" [[deps.PolyesterWeave]] deps = ["BitTwiddlingConvenienceFunctions", "CPUSummary", "IfElse", "Static", "ThreadingUtilities"] -git-tree-sha1 = "43883d15c7cf16f340b9367c645cf88372f55641" +git-tree-sha1 = "240d7170f5ffdb285f9427b92333c3463bf65bf6" uuid = "1d0040c9-8b98-4ee7-8388-3f51789ca0ad" -version = "0.1.13" +version = "0.2.1" [[deps.PooledArrays]] deps = ["DataAPI", "Future"] @@ -1931,16 +1776,26 @@ uuid = "85a6dd25-e78a-55b7-8502-1745935b8125" version = "0.2.4" [[deps.PreallocationTools]] -deps = ["Adapt", "ArrayInterfaceCore", "ForwardDiff", "Requires"] -git-tree-sha1 = "2c7658dd593e3adc118b00429e1048829f1abb8c" +deps = ["Adapt", "ArrayInterface", "ForwardDiff", "Requires"] +git-tree-sha1 = "f739b1b3cc7b9949af3b35089931f2b58c289163" uuid = "d236fae5-4411-538c-8e31-a6e3d9e00b46" -version = "0.4.11" +version = "0.4.12" +weakdeps = ["ReverseDiff"] + + [deps.PreallocationTools.extensions] + PreallocationToolsReverseDiffExt = "ReverseDiff" + +[[deps.PrecompileTools]] +deps = ["Preferences"] +git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81" +uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a" +version = "1.1.2" [[deps.Preferences]] deps = ["TOML"] -git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d" +git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1" uuid = "21216c6a-2e73-6563-6e65-726566657250" -version = "1.3.0" +version = "1.4.0" [[deps.PrettyPrint]] git-tree-sha1 = "632eb4abab3449ab30c5e1afaa874f0b98b586e4" @@ -1948,25 +1803,15 @@ uuid = "8162dcfd-2161-5ef2-ae6c-7681170c5f98" version = "0.2.0" [[deps.PrettyTables]] -deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"] -git-tree-sha1 = "548793c7859e28ef026dba514752275ee871169f" +deps = ["Crayons", "LaTeXStrings", "Markdown", "Printf", "Reexport", "StringManipulation", "Tables"] +git-tree-sha1 = "ee094908d720185ddbdc58dbe0c1cbe35453ec7a" uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d" -version = "2.2.3" - -[[deps.Primes]] -deps = ["IntegerMathUtils"] -git-tree-sha1 = "311a2aa90a64076ea0fac2ad7492e914e6feeb81" -uuid = "27ebfcd6-29c5-5fa9-bf4b-fb8fc14df3ae" -version = "0.5.3" +version = "2.2.7" [[deps.Printf]] deps = ["Unicode"] uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7" -[[deps.Profile]] -deps = ["Printf"] -uuid = "9abbd945-dff8-562f-b5e8-e1ebf5ef1b79" - [[deps.ProgressLogging]] deps = ["Logging", "SHA", "UUIDs"] git-tree-sha1 = "80d919dee55b9c50e8d9e2da5eeafff3fe58b539" @@ -1981,21 +1826,15 @@ version = "1.7.2" [[deps.PyCall]] deps = ["Conda", "Dates", "Libdl", "LinearAlgebra", "MacroTools", "Serialization", "VersionParsing"] -git-tree-sha1 = "62f417f6ad727987c755549e9cd88c46578da562" +git-tree-sha1 = "43d304ac6f0354755f1d60730ece8c499980f7ba" uuid = "438e738f-606a-5dbb-bf0a-cddfbfd45ab0" -version = "1.95.1" - -[[deps.PyPlot]] -deps = ["Colors", "LaTeXStrings", "PyCall", "Sockets", "Test", "VersionParsing"] -git-tree-sha1 = "92e7ca803b579b8b817f004e74b205a706d9a974" -uuid = "d330b81b-6aea-500a-939a-2ce795aea3ee" -version = "2.11.1" +version = "1.96.1" -[[deps.Qt5Base_jll]] -deps = ["Artifacts", "CompilerSupportLibraries_jll", "Fontconfig_jll", "Glib_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "OpenSSL_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libxcb_jll", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_keysyms_jll", "Xorg_xcb_util_renderutil_jll", "Xorg_xcb_util_wm_jll", "Zlib_jll", "xkbcommon_jll"] -git-tree-sha1 = "0c03844e2231e12fda4d0086fd7cbe4098ee8dc5" -uuid = "ea2cea3b-5b76-57ae-a6ef-0a8af62496e1" -version = "5.15.3+2" +[[deps.Qt6Base_jll]] +deps = ["Artifacts", "CompilerSupportLibraries_jll", "Fontconfig_jll", "Glib_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "OpenSSL_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Xorg_libxcb_jll", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_keysyms_jll", "Xorg_xcb_util_renderutil_jll", "Xorg_xcb_util_wm_jll", "Zlib_jll", "xkbcommon_jll"] +git-tree-sha1 = "364898e8f13f7eaaceec55fd3d08680498c0aa6e" +uuid = "c0090381-4147-56d7-9ebc-da0b1113ec56" +version = "6.4.2+3" [[deps.QuadGK]] deps = ["DataStructures", "LinearAlgebra"] @@ -2003,12 +1842,6 @@ git-tree-sha1 = "6ec7ac8412e83d57e313393220879ede1740f9ee" uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc" version = "2.8.2" -[[deps.QuasiMonteCarlo]] -deps = ["Distributions", "LatinHypercubeSampling", "LatticeRules", "LinearAlgebra", "Primes", "Random", "Sobol", "StatsBase"] -git-tree-sha1 = "b10f1a5345f14f6431712661925ae2d8c02780ee" -uuid = "8a4e6c94-4038-4cdc-81c3-7e6ffdb2a71b" -version = "0.2.19" - [[deps.REPL]] deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"] uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" @@ -2019,15 +1852,9 @@ uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" [[deps.Random123]] deps = ["Random", "RandomNumbers"] -git-tree-sha1 = "7a1a306b72cfa60634f03a911405f4e64d1b718b" +git-tree-sha1 = "552f30e847641591ba3f39fd1bed559b9deb0ef3" uuid = "74087812-796a-5b5d-8853-05524746bad3" -version = "1.6.0" - -[[deps.RandomExtensions]] -deps = ["Random", "SparseArrays"] -git-tree-sha1 = "062986376ce6d394b23d5d90f01d81426113a3c9" -uuid = "fb686558-2515-59ef-acaa-46db3789a887" -version = "0.4.3" +version = "1.6.1" [[deps.RandomNumbers]] deps = ["Random", "Requires"] @@ -2042,9 +1869,13 @@ version = "0.3.2" [[deps.Ratios]] deps = ["Requires"] -git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734" +git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b" uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439" -version = "0.4.3" +version = "0.4.5" +weakdeps = ["FixedPointNumbers"] + + [deps.Ratios.extensions] + RatiosFixedPointNumbersExt = "FixedPointNumbers" [[deps.RealDot]] deps = ["LinearAlgebra"] @@ -2053,22 +1884,32 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9" version = "0.1.0" [[deps.RecipesBase]] -deps = ["SnoopPrecompile"] -git-tree-sha1 = "261dddd3b862bd2c940cf6ca4d1c8fe593e457c8" +deps = ["PrecompileTools"] +git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff" uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01" -version = "1.3.3" +version = "1.3.4" [[deps.RecipesPipeline]] -deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase", "SnoopPrecompile"] -git-tree-sha1 = "e974477be88cb5e3040009f3767611bc6357846f" +deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"] +git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342" uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c" -version = "0.6.11" +version = "0.6.12" [[deps.RecursiveArrayTools]] -deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "Tables", "ZygoteRules"] -git-tree-sha1 = "a5ce741acddc02f0d4fc6505463ca89697d7fb23" +deps = ["Adapt", "ArrayInterface", "DocStringExtensions", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "Requires", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables"] +git-tree-sha1 = "7ed35fb5f831aaf09c2d7c8736d44667a1afdcb0" uuid = "731186ca-8d62-57ce-b412-fbd966d074cd" -version = "2.32.3" +version = "2.38.7" + + [deps.RecursiveArrayTools.extensions] + RecursiveArrayToolsMeasurementsExt = "Measurements" + RecursiveArrayToolsTrackerExt = "Tracker" + RecursiveArrayToolsZygoteExt = "Zygote" + + [deps.RecursiveArrayTools.weakdeps] + Measurements = "eff96d63-e80a-5855-80a2-b1b0885c5ab7" + Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c" + Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f" [[deps.RecursiveFactorization]] deps = ["LinearAlgebra", "LoopVectorization", "Polyester", "SnoopPrecompile", "StrideArraysCore", "TriangularSolve"] @@ -2081,18 +1922,6 @@ git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b" uuid = "189a3867-3050-52da-a836-e630ba90ab69" version = "1.2.2" -[[deps.Referenceables]] -deps = ["Adapt"] -git-tree-sha1 = "e681d3bfa49cd46c3c161505caddf20f0e62aaa9" -uuid = "42d2dcc6-99eb-4e98-b66c-637b7d73030e" -version = "0.1.2" - -[[deps.RegularizationTools]] -deps = ["Calculus", "Lazy", "LeastSquaresOptim", "LinearAlgebra", "MLStyle", "Memoize", "Optim", "Random", "Underscores"] -git-tree-sha1 = "d445316cca15281a4b36b63c520123baa256a545" -uuid = "29dad682-9a27-4bc3-9c72-016788665182" -version = "0.6.0" - [[deps.RelocatableFolders]] deps = ["SHA", "Scratch"] git-tree-sha1 = "90bc7a7c96410424509e4263e277e43250c05691" @@ -2113,9 +1942,9 @@ version = "1.1.1" [[deps.ReverseDiff]] deps = ["ChainRulesCore", "DiffResults", "DiffRules", "ForwardDiff", "FunctionWrappers", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "Random", "SpecialFunctions", "StaticArrays", "Statistics"] -git-tree-sha1 = "afc870db2b2c2df1ba3f7b199278bb071e4f6f90" +git-tree-sha1 = "18ed404e60753972ffd459c0db9725ff34d6e60d" uuid = "37e2e3b7-166d-5795-8a7a-e32c996b4267" -version = "1.14.4" +version = "1.15.0" [[deps.Rmath]] deps = ["Random", "Rmath_jll"] @@ -2131,15 +1960,25 @@ version = "0.4.0+0" [[deps.Roots]] deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"] -git-tree-sha1 = "b45deea4566988994ebb8fb80aa438a295995a6e" +git-tree-sha1 = "de432823e8aab4dd1a985be4be768f95acf152d4" uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665" -version = "2.0.10" +version = "2.0.17" + + [deps.Roots.extensions] + RootsForwardDiffExt = "ForwardDiff" + RootsIntervalRootFindingExt = "IntervalRootFinding" + RootsSymPyExt = "SymPy" + + [deps.Roots.weakdeps] + ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210" + IntervalRootFinding = "d2bf35a9-74e0-55ec-b149-d360ff49b807" + SymPy = "24249f21-da20-56a4-8eb1-6a02cf4ae2e6" [[deps.RuntimeGeneratedFunctions]] deps = ["ExprTools", "SHA", "Serialization"] -git-tree-sha1 = "f139e81a81e6c29c40f1971c9e5309b09c03f2c3" +git-tree-sha1 = "237edc1563bbf078629b4f8d194bd334e97907cf" uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47" -version = "0.5.6" +version = "0.5.11" [[deps.SHA]] uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce" @@ -2152,21 +1991,27 @@ version = "0.1.0" [[deps.SLEEFPirates]] deps = ["IfElse", "Static", "VectorizationBase"] -git-tree-sha1 = "cda0aece8080e992f6370491b08ef3909d1c04e7" +git-tree-sha1 = "4b8586aece42bee682399c4c4aee95446aa5cd19" uuid = "476501e8-09a2-5ece-8869-fb82de89a1fa" -version = "0.6.38" +version = "0.6.39" [[deps.SciMLBase]] -deps = ["ArrayInterfaceCore", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "EnumX", "FunctionWrappersWrappers", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "Preferences", "RecipesBase", "RecursiveArrayTools", "RuntimeGeneratedFunctions", "StaticArraysCore", "Statistics", "Tables"] -git-tree-sha1 = "fe89a8113ea445bcff9ee570077830674babb534" +deps = ["ADTypes", "ArrayInterface", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "EnumX", "FunctionWrappersWrappers", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "PrecompileTools", "Preferences", "RecipesBase", "RecursiveArrayTools", "Reexport", "RuntimeGeneratedFunctions", "SciMLOperators", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables", "TruncatedStacktraces"] +git-tree-sha1 = "04370090604cd399db5bebddb636d80ab9d338e9" uuid = "0bca4576-84f4-4d90-8ffe-ffa030f20462" -version = "1.81.0" +version = "1.94.0" + +[[deps.SciMLNLSolve]] +deps = ["DiffEqBase", "LineSearches", "NLsolve", "Reexport", "SciMLBase"] +git-tree-sha1 = "9dfc8e9e3d58c0c74f1a821c762b5349da13eccf" +uuid = "e9a6253c-8580-4d32-9898-8661bb511710" +version = "0.1.8" -[[deps.SciMLSensitivity]] -deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceTracker", "Cassette", "ChainRulesCore", "DiffEqBase", "DiffEqCallbacks", "DiffEqNoiseProcess", "DiffRules", "Distributions", "EllipsisNotation", "Enzyme", "FiniteDiff", "ForwardDiff", "FunctionWrappersWrappers", "GPUArraysCore", "LinearAlgebra", "LinearSolve", "Markdown", "OrdinaryDiffEq", "Parameters", "PreallocationTools", "QuadGK", "Random", "RandomNumbers", "RecursiveArrayTools", "Reexport", "ReverseDiff", "SciMLBase", "StaticArrays", "Statistics", "StochasticDiffEq", "Tracker", "Zygote", "ZygoteRules"] -git-tree-sha1 = "6c784094b316ec463b96d09baadd2663b26b237f" -uuid = "1ed8b502-d754-442c-8d5d-10ac956f44a1" -version = "7.16.0" +[[deps.SciMLOperators]] +deps = ["ArrayInterface", "DocStringExtensions", "Lazy", "LinearAlgebra", "Setfield", "SparseArrays", "StaticArraysCore", "Tricks"] +git-tree-sha1 = "6a657a73322170eec86fb427661dbee079b85bff" +uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961" +version = "0.2.12" [[deps.ScientificTypesBase]] git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b" @@ -2181,9 +2026,9 @@ version = "1.2.0" [[deps.SentinelArrays]] deps = ["Dates", "Random"] -git-tree-sha1 = "77d3c4726515dca71f6d80fbb5e251088defe305" +git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39" uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c" -version = "1.3.18" +version = "1.4.0" [[deps.Serialization]] uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b" @@ -2209,11 +2054,20 @@ git-tree-sha1 = "91eddf657aca81df9ae6ceb20b959ae5653ad1de" uuid = "992d4aef-0814-514b-bc4d-f2e9a6c4116f" version = "1.0.3" +[[deps.SimpleBufferStream]] +git-tree-sha1 = "874e8867b33a00e784c8a7e4b60afe9e037b74e1" +uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7" +version = "1.1.0" + [[deps.SimpleNonlinearSolve]] -deps = ["ArrayInterfaceCore", "FiniteDiff", "ForwardDiff", "LinearAlgebra", "Reexport", "SciMLBase", "SnoopPrecompile", "StaticArraysCore"] -git-tree-sha1 = "61b8ffdb22453132e02a10c5638dfb42834c776b" +deps = ["ArrayInterface", "DiffEqBase", "FiniteDiff", "ForwardDiff", "LinearAlgebra", "PackageExtensionCompat", "PrecompileTools", "Reexport", "SciMLBase", "StaticArraysCore"] +git-tree-sha1 = "91fcc402c4ab978ad5759489db9a9c5a71732f2d" uuid = "727e6d20-b764-4bd8-a329-72de5adea6c7" -version = "0.1.5" +version = "0.1.18" +weakdeps = ["NNlib"] + + [deps.SimpleNonlinearSolve.extensions] + SimpleNonlinearSolveNNlibExt = "NNlib" [[deps.SimpleTraits]] deps = ["InteractiveUtils", "MacroTools"] @@ -2232,36 +2086,24 @@ git-tree-sha1 = "e760a70afdcd461cf01a575947738d359234665c" uuid = "66db9d55-30c0-4569-8b51-7e840670fc0c" version = "1.0.3" -[[deps.Sobol]] -deps = ["DelimitedFiles", "Random"] -git-tree-sha1 = "5a74ac22a9daef23705f010f72c81d6925b19df8" -uuid = "ed01d8cd-4d21-5b2a-85b4-cc3bdc58bad4" -version = "1.5.0" - [[deps.Sockets]] uuid = "6462fe0b-24de-5631-8697-dd941f90decc" -[[deps.SoftGlobalScope]] -deps = ["REPL"] -git-tree-sha1 = "986ec2b6162ccb95de5892ed17832f95badf770c" -uuid = "b85f4697-e234-5449-a836-ec8e2f98b302" -version = "1.1.0" - [[deps.SortingAlgorithms]] deps = ["DataStructures"] -git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00" +git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee" uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c" -version = "1.1.0" +version = "1.1.1" [[deps.SparseArrays]] -deps = ["LinearAlgebra", "Random"] +deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"] uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" [[deps.SparseDiffTools]] -deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArrays", "Compat", "DataStructures", "FiniteDiff", "ForwardDiff", "Graphs", "LinearAlgebra", "Requires", "SparseArrays", "StaticArrays", "VertexSafeGraphs"] -git-tree-sha1 = "4245283bee733122a9cb4545748d64e0c63337c0" +deps = ["Adapt", "ArrayInterface", "Compat", "DataStructures", "FiniteDiff", "ForwardDiff", "Graphs", "LinearAlgebra", "Requires", "SparseArrays", "StaticArrays", "VertexSafeGraphs"] +git-tree-sha1 = "e19ac47477c9a8fcca06dab5e5471417d5d9d723" uuid = "47a9eef4-7e08-11e9-0b38-333d64bd3804" -version = "1.30.0" +version = "1.31.0" [[deps.Sparspak]] deps = ["Libdl", "LinearAlgebra", "Logging", "OffsetArrays", "Printf", "SparseArrays", "Test"] @@ -2270,10 +2112,14 @@ uuid = "e56a9233-b9d6-4f03-8d0f-1825330902ac" version = "0.3.9" [[deps.SpecialFunctions]] -deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"] -git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880" +deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"] +git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3" uuid = "276daf66-3868-5448-9aa4-cd146d93841b" -version = "2.2.0" +version = "2.3.0" +weakdeps = ["ChainRulesCore"] + + [deps.SpecialFunctions.extensions] + SpecialFunctionsChainRulesCoreExt = "ChainRulesCore" [[deps.SplittablesBase]] deps = ["Setfield", "Test"] @@ -2281,28 +2127,37 @@ git-tree-sha1 = "e08a62abc517eb79667d0a29dc08a3b589516bb5" uuid = "171d559e-b47b-412a-8079-5efa626c420e" version = "0.1.15" -[[deps.StableRNGs]] -deps = ["Random", "Test"] -git-tree-sha1 = "3be7d49667040add7ee151fefaf1f8c04c8c8276" -uuid = "860ef19b-820b-49d6-a774-d7a799459cd3" -version = "1.0.0" - [[deps.Static]] deps = ["IfElse"] -git-tree-sha1 = "08be5ee09a7632c32695d954a602df96a877bf0d" +git-tree-sha1 = "f295e0a1da4ca425659c57441bcb59abb035a4bc" uuid = "aedffcd0-7271-4cad-89d0-dc628f76c6d3" -version = "0.8.6" +version = "0.8.8" + +[[deps.StaticArrayInterface]] +deps = ["ArrayInterface", "Compat", "IfElse", "LinearAlgebra", "Requires", "SnoopPrecompile", "SparseArrays", "Static", "SuiteSparse"] +git-tree-sha1 = "33040351d2403b84afce74dae2e22d3f5b18edcb" +uuid = "0d7ed370-da01-4f52-bd93-41d350b8b718" +version = "1.4.0" +weakdeps = ["OffsetArrays", "StaticArrays"] + + [deps.StaticArrayInterface.extensions] + StaticArrayInterfaceOffsetArraysExt = "OffsetArrays" + StaticArrayInterfaceStaticArraysExt = "StaticArrays" [[deps.StaticArrays]] -deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"] -git-tree-sha1 = "b8d897fe7fa688e93aef573711cb207c08c9e11e" +deps = ["LinearAlgebra", "Random", "StaticArraysCore"] +git-tree-sha1 = "9cabadf6e7cd2349b6cf49f1915ad2028d65e881" uuid = "90137ffa-7385-5640-81b9-e52037218182" -version = "1.5.19" +version = "1.6.2" +weakdeps = ["Statistics"] + + [deps.StaticArrays.extensions] + StaticArraysStatisticsExt = "Statistics" [[deps.StaticArraysCore]] -git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a" +git-tree-sha1 = "36b3d696ce6366023a0ea192b4cd442268995a0d" uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c" -version = "1.4.0" +version = "1.4.2" [[deps.StatisticalTraits]] deps = ["ScientificTypesBase"] @@ -2313,6 +2168,7 @@ version = "3.2.0" [[deps.Statistics]] deps = ["LinearAlgebra", "SparseArrays"] uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" +version = "1.9.0" [[deps.StatsAPI]] deps = ["LinearAlgebra"] @@ -2322,39 +2178,44 @@ version = "1.6.0" [[deps.StatsBase]] deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"] -git-tree-sha1 = "d1bf48bfcc554a3761a133fe3a9bb01488e06916" +git-tree-sha1 = "75ebe04c5bed70b91614d684259b661c9e6274a4" uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" -version = "0.33.21" +version = "0.34.0" [[deps.StatsFuns]] -deps = ["ChainRulesCore", "HypergeometricFunctions", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"] +deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"] git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a" uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c" version = "1.3.0" +weakdeps = ["ChainRulesCore", "InverseFunctions"] + + [deps.StatsFuns.extensions] + StatsFunsChainRulesCoreExt = "ChainRulesCore" + StatsFunsInverseFunctionsExt = "InverseFunctions" [[deps.StatsPlots]] -deps = ["AbstractFFTs", "Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"] -git-tree-sha1 = "e0d5bc26226ab1b7648278169858adcfbd861780" +deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"] +git-tree-sha1 = "9115a29e6c2cf66cf213ccc17ffd61e27e743b24" uuid = "f3b207a7-027a-5e70-b257-86293d7955fd" -version = "0.15.4" +version = "0.15.6" [[deps.SteadyStateDiffEq]] -deps = ["DiffEqBase", "DiffEqCallbacks", "EnumX", "LinearAlgebra", "Markdown", "NLsolve", "Reexport", "SciMLBase"] -git-tree-sha1 = "a0cdb38cc0207213a95aa6caa40b3c94ab323f05" +deps = ["DiffEqBase", "DiffEqCallbacks", "LinearAlgebra", "NLsolve", "Reexport", "SciMLBase"] +git-tree-sha1 = "6e801d0da4c81d9cd6a05d97340404f9892fba85" uuid = "9672c7b4-1e72-59bd-8a11-6ac3964bc41f" -version = "1.12.0" +version = "1.16.0" [[deps.StochasticDiffEq]] deps = ["Adapt", "ArrayInterface", "DataStructures", "DiffEqBase", "DiffEqNoiseProcess", "DocStringExtensions", "FillArrays", "FiniteDiff", "ForwardDiff", "JumpProcesses", "LevyArea", "LinearAlgebra", "Logging", "MuladdMacro", "NLsolve", "OrdinaryDiffEq", "Random", "RandomNumbers", "RecursiveArrayTools", "Reexport", "SciMLBase", "SparseArrays", "SparseDiffTools", "StaticArrays", "UnPack"] -git-tree-sha1 = "c6b4b802d4d830e0e958f5f2098d8dea0a935f4b" +git-tree-sha1 = "073da86200349ddf4ef8bc3e3f3acd62e1d554f7" uuid = "789caeaf-c7a9-5a7d-9973-96adeb23e2a0" -version = "6.58.0" +version = "6.60.0" [[deps.StrideArraysCore]] -deps = ["ArrayInterface", "CloseOpenIntervals", "IfElse", "LayoutPointers", "ManualMemory", "SIMDTypes", "Static", "ThreadingUtilities"] -git-tree-sha1 = "8114ba9c3694827838d45ea3c9f6b9ccb4182cf2" +deps = ["ArrayInterface", "CloseOpenIntervals", "IfElse", "LayoutPointers", "ManualMemory", "SIMDTypes", "Static", "StaticArrayInterface", "ThreadingUtilities"] +git-tree-sha1 = "f02eb61eb5c97b48c153861c72fbbfdddc607e06" uuid = "7792a7ef-975c-4747-a70f-980b88e8d1da" -version = "0.4.7" +version = "0.4.17" [[deps.StringManipulation]] git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123" @@ -2380,13 +2241,13 @@ uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9" [[deps.SuiteSparse_jll]] deps = ["Artifacts", "Libdl", "Pkg", "libblastrampoline_jll"] uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c" -version = "5.10.1+0" +version = "5.10.1+6" [[deps.Sundials]] -deps = ["CEnum", "DataStructures", "DiffEqBase", "Libdl", "LinearAlgebra", "Logging", "Reexport", "SciMLBase", "SnoopPrecompile", "SparseArrays", "Sundials_jll"] -git-tree-sha1 = "c033830e3c6fb4260243fc907b1e7e93421e7ae8" +deps = ["CEnum", "DataStructures", "DiffEqBase", "Libdl", "LinearAlgebra", "Logging", "PrecompileTools", "Reexport", "SciMLBase", "SparseArrays", "Sundials_jll"] +git-tree-sha1 = "4931f9013c53128337ce8df54a2d38c79fe58d4c" uuid = "c3572dad-4567-51f8-b174-8c6c989267f4" -version = "4.15.1" +version = "4.19.3" [[deps.Sundials_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "OpenBLAS_jll", "Pkg", "SuiteSparse_jll"] @@ -2394,22 +2255,16 @@ git-tree-sha1 = "04777432d74ec5bc91ca047c9e0e0fd7f81acdb6" uuid = "fb77eaff-e24c-56d4-86b1-d163f2edb164" version = "5.2.1+0" -[[deps.SymbolicUtils]] -deps = ["AbstractTrees", "Bijections", "ChainRulesCore", "Combinatorics", "ConstructionBase", "DataStructures", "DocStringExtensions", "DynamicPolynomials", "IfElse", "LabelledArrays", "LinearAlgebra", "Metatheory", "MultivariatePolynomials", "NaNMath", "Setfield", "SparseArrays", "SpecialFunctions", "StaticArrays", "TermInterface", "TimerOutputs"] -git-tree-sha1 = "027b43d312f6d52187bb16c2d4f0588ddb8c4bb2" -uuid = "d1185830-fcd6-423d-90d6-eec64667417b" -version = "0.19.11" - -[[deps.Symbolics]] -deps = ["ArrayInterfaceCore", "ConstructionBase", "DataStructures", "DiffRules", "Distributions", "DocStringExtensions", "DomainSets", "Groebner", "IfElse", "LaTeXStrings", "LambertW", "Latexify", "Libdl", "LinearAlgebra", "MacroTools", "Markdown", "Metatheory", "NaNMath", "RecipesBase", "Reexport", "Requires", "RuntimeGeneratedFunctions", "SciMLBase", "Setfield", "SparseArrays", "SpecialFunctions", "StaticArrays", "SymbolicUtils", "TermInterface", "TreeViews"] -git-tree-sha1 = "111fbf43883d95989577133aeeb889f2040d0aea" -uuid = "0c5d862f-8b57-4792-8d23-62f2024744c7" -version = "4.14.0" +[[deps.SymbolicIndexingInterface]] +deps = ["DocStringExtensions"] +git-tree-sha1 = "f8ab052bfcbdb9b48fad2c80c873aa0d0344dfe5" +uuid = "2efcf032-c050-4f8e-a9bb-153293bab1f5" +version = "0.2.2" [[deps.TOML]] deps = ["Dates"] uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76" -version = "1.0.0" +version = "1.0.3" [[deps.TableOperations]] deps = ["SentinelArrays", "Tables", "Test"] @@ -2432,7 +2287,7 @@ version = "1.10.1" [[deps.Tar]] deps = ["ArgTools", "SHA"] uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e" -version = "1.10.1" +version = "1.10.0" [[deps.TensorCore]] deps = ["LinearAlgebra"] @@ -2440,16 +2295,11 @@ git-tree-sha1 = "1feb45f88d133a655e001435632f019a9a1bcdb6" uuid = "62fd8b95-f654-4bbd-a8a5-9c27f68ccd50" version = "0.1.1" -[[deps.TermInterface]] -git-tree-sha1 = "7aa601f12708243987b88d1b453541a75e3d8c7a" -uuid = "8ea1fca8-c5ef-4a55-8b96-4e9afe9c9a3c" -version = "0.2.3" - [[deps.TerminalLoggers]] deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"] -git-tree-sha1 = "f53e34e784ae771eb9ccde4d72e578aa453d0554" +git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca" uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed" -version = "0.1.6" +version = "0.1.7" [[deps.Test]] deps = ["InteractiveUtils", "Logging", "Random", "Serialization"] @@ -2457,44 +2307,51 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" [[deps.ThreadingUtilities]] deps = ["ManualMemory"] -git-tree-sha1 = "c97f60dd4f2331e1a495527f80d242501d2f9865" +git-tree-sha1 = "eda08f7e9818eb53661b3deb74e3159460dfbc27" uuid = "8290d209-cae3-49c0-8002-c8c24d57dab5" -version = "0.5.1" - -[[deps.ThreadsX]] -deps = ["ArgCheck", "BangBang", "ConstructionBase", "InitialValues", "MicroCollections", "Referenceables", "Setfield", "SplittablesBase", "Transducers"] -git-tree-sha1 = "34e6bcf36b9ed5d56489600cf9f3c16843fa2aa2" -uuid = "ac1d9e8a-700a-412c-b207-f0111f4b6c0d" -version = "0.1.11" +version = "0.5.2" [[deps.TimerOutputs]] deps = ["ExprTools", "Printf"] -git-tree-sha1 = "f2fd3f288dfc6f507b0c3a2eb3bac009251e548b" +git-tree-sha1 = "f548a9e9c490030e545f72074a41edfd0e5bcdd7" uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f" -version = "0.5.22" - -[[deps.Tokenize]] -git-tree-sha1 = "90538bf898832b6ebd900fa40f223e695970e3a5" -uuid = "0796e94c-ce3b-5d07-9a54-7f471281c624" -version = "0.5.25" +version = "0.5.23" [[deps.Tracker]] deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"] -git-tree-sha1 = "77817887c4b414b9c6914c61273910e3234eb21c" +git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c" uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c" -version = "0.2.23" +version = "0.2.26" +weakdeps = ["PDMats"] + + [deps.Tracker.extensions] + TrackerPDMatsExt = "PDMats" [[deps.TranscodingStreams]] deps = ["Random", "Test"] -git-tree-sha1 = "94f38103c984f89cf77c402f2a68dbd870f8165f" +git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769" uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" -version = "0.9.11" +version = "0.9.13" [[deps.Transducers]] -deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"] -git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5" +deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"] +git-tree-sha1 = "53bd5978b182fa7c57577bdb452c35e5b4fb73a5" uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999" -version = "0.4.75" +version = "0.4.78" + + [deps.Transducers.extensions] + TransducersBlockArraysExt = "BlockArrays" + TransducersDataFramesExt = "DataFrames" + TransducersLazyArraysExt = "LazyArrays" + TransducersOnlineStatsBaseExt = "OnlineStatsBase" + TransducersReferenceablesExt = "Referenceables" + + [deps.Transducers.weakdeps] + BlockArrays = "8e7c35d0-a365-5155-bbbb-fb81a777f24e" + DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" + LazyArrays = "5078a376-72f3-5289-bfd5-ec5146d43c02" + OnlineStatsBase = "925886fa-5bf2-5e8e-b522-a9147a512338" + Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e" [[deps.TreeViews]] deps = ["Test"] @@ -2515,21 +2372,23 @@ version = "0.1.7" [[deps.TruncatedStacktraces]] deps = ["InteractiveUtils", "MacroTools", "Preferences"] -git-tree-sha1 = "7bc1632a4eafbe9bd94cf1a784a9a4eb5e040a91" +git-tree-sha1 = "ea3e54c2bdde39062abf5a9758a23735558705e1" uuid = "781d530d-4396-4725-bb49-402e4bee1e77" -version = "1.3.0" +version = "1.4.0" [[deps.Turing]] -deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "LogDensityProblemsAD", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"] -git-tree-sha1 = "bc3e1000da9d84aca4f8ed66cc1dd59b3f793760" +deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "LogDensityProblemsAD", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Tracker"] +git-tree-sha1 = "89fa5db8e86044c15bfe6d86a1231b46aebe2e70" uuid = "fce5fe82-541a-59a6-adf8-730c64b5f9a0" -version = "0.24.3" +version = "0.28.0" -[[deps.URIParser]] -deps = ["Unicode"] -git-tree-sha1 = "53a9f49546b8d2dd2e688d216421d050c9a31d0d" -uuid = "30578b45-9adc-5946-b283-645ec420af67" -version = "0.4.1" + [deps.Turing.extensions] + TuringDynamicHMCExt = "DynamicHMC" + TuringOptimExt = "Optim" + + [deps.Turing.weakdeps] + DynamicHMC = "bbc10e6e-7c05-544b-b16e-64fede858acb" + Optim = "429524aa-4258-5aef-a3af-852621145aeb" [[deps.URIs]] git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a" @@ -2545,11 +2404,6 @@ git-tree-sha1 = "387c1f73762231e86e0c9c5443ce3b4a0a9a0c2b" uuid = "3a884ed6-31ef-47d7-9d2a-63182c4928ed" version = "1.0.2" -[[deps.Underscores]] -git-tree-sha1 = "6e6de5a5e7116dcff8effc99f6f55230c61f6862" -uuid = "d9a01c3f-67ce-4d8c-9b55-35f6e4050bb1" -version = "3.0.0" - [[deps.Unicode]] uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5" @@ -2560,10 +2414,21 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1" version = "0.4.1" [[deps.Unitful]] -deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"] -git-tree-sha1 = "bb37ed24f338bc59b83e3fc9f32dd388e5396c53" +deps = ["Dates", "LinearAlgebra", "Random"] +git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228" uuid = "1986cc42-f94f-5a68-af5c-568840ba703d" -version = "1.12.4" +version = "1.15.0" +weakdeps = ["ConstructionBase", "InverseFunctions"] + + [deps.Unitful.extensions] + ConstructionBaseUnitfulExt = "ConstructionBase" + InverseFunctionsUnitfulExt = "InverseFunctions" + +[[deps.UnitfulLatexify]] +deps = ["LaTeXStrings", "Latexify", "Unitful"] +git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd" +uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728" +version = "1.6.3" [[deps.UnsafeAtomics]] git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278" @@ -2582,10 +2447,10 @@ uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d" version = "0.2.0" [[deps.VectorizationBase]] -deps = ["ArrayInterface", "CPUSummary", "HostCPUFeatures", "IfElse", "LayoutPointers", "Libdl", "LinearAlgebra", "SIMDTypes", "Static"] -git-tree-sha1 = "4c59c2df8d2676c4691a39fa70495a6db0c5d290" +deps = ["ArrayInterface", "CPUSummary", "HostCPUFeatures", "IfElse", "LayoutPointers", "Libdl", "LinearAlgebra", "SIMDTypes", "Static", "StaticArrayInterface"] +git-tree-sha1 = "b182207d4af54ac64cbc71797765068fdeff475d" uuid = "3d5dd08c-fd9d-11e8-17fa-ed2836048c2f" -version = "0.21.58" +version = "0.21.64" [[deps.VersionParsing]] git-tree-sha1 = "58d6e80b4ee071f5efd07fda82cb9fbe17200868" @@ -2616,18 +2481,6 @@ git-tree-sha1 = "b1be2855ed9ed8eac54e5caff2afcdb442d52c23" uuid = "ea10d353-3f73-51f8-a26c-33c1cb351aa5" version = "1.4.2" -[[deps.WebIO]] -deps = ["AssetRegistry", "Base64", "Distributed", "FunctionalCollections", "JSON", "Logging", "Observables", "Pkg", "Random", "Requires", "Sockets", "UUIDs", "WebSockets", "Widgets"] -git-tree-sha1 = "976d0738247f155d0dcd77607edea644f069e1e9" -uuid = "0f1e0344-ec1d-5b48-a673-e5cf874b6c29" -version = "0.8.20" - -[[deps.WebSockets]] -deps = ["Base64", "Dates", "HTTP", "Logging", "Sockets"] -git-tree-sha1 = "f91a602e25fe6b89afc93cf02a4ae18ee9384ce3" -uuid = "104b5d7c-a370-577a-8038-80a2059c5097" -version = "1.5.9" - [[deps.Widgets]] deps = ["Colors", "Dates", "Observables", "OrderedCollections"] git-tree-sha1 = "fcdae142c1cfc7d89de2d11e08721d0f2f86c98a" @@ -2657,17 +2510,23 @@ git-tree-sha1 = "91844873c4085240b95e795f692c4cec4d805f8a" uuid = "aed1982a-8fda-507f-9586-7b0439959a61" version = "1.1.34+0" +[[deps.XZ_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "2222b751598bd9f4885c9ce9cd23e83404baa8ce" +uuid = "ffd25f8a-64ca-5728-b0f7-c24cf3aae800" +version = "5.4.3+1" + [[deps.Xorg_libX11_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"] -git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"] +git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495" uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc" -version = "1.6.9+4" +version = "1.8.6+0" [[deps.Xorg_libXau_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8" uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec" -version = "1.0.9+4" +version = "1.0.11+0" [[deps.Xorg_libXcursor_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"] @@ -2676,10 +2535,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724" version = "1.2.0+4" [[deps.Xorg_libXdmcp_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7" uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05" -version = "1.1.3+4" +version = "1.1.4+0" [[deps.Xorg_libXext_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"] @@ -2718,22 +2577,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa" version = "0.9.10+4" [[deps.Xorg_libpthread_stubs_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9" uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74" -version = "0.1.0+3" +version = "0.1.1+0" [[deps.Xorg_libxcb_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"] -git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6" +deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"] +git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d" uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b" -version = "1.13.0+3" +version = "1.15.0+0" [[deps.Xorg_libxkbfile_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"] -git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"] +git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4" uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a" -version = "1.1.0+4" +version = "1.1.2+0" [[deps.Xorg_xcb_util_image_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"] @@ -2766,51 +2625,45 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361" version = "0.4.1+1" [[deps.Xorg_xkbcomp_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"] -git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"] +git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb" uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4" -version = "1.4.2+4" +version = "1.4.6+0" [[deps.Xorg_xkeyboard_config_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"] -git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"] +git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3" uuid = "33bec58e-1273-512f-9401-5d533626f822" -version = "2.27.0+4" +version = "2.39.0+0" [[deps.Xorg_xtrans_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77" uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10" -version = "1.4.0+3" - -[[deps.ZMQ]] -deps = ["FileWatching", "Sockets", "ZeroMQ_jll"] -git-tree-sha1 = "356d2bdcc0bce90aabee1d1c0f6d6f301eda8f77" -uuid = "c2297ded-f4af-51ae-bb23-16f91089e4e1" -version = "1.2.2" - -[[deps.ZeroMQ_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "libsodium_jll"] -git-tree-sha1 = "fe5c65a526f066fb3000da137d5785d9649a8a47" -uuid = "8f1865be-045e-5c20-9c9f-bfbfb0764568" -version = "4.3.4+0" +version = "1.5.0+0" [[deps.Zlib_jll]] deps = ["Libdl"] uuid = "83775a58-1f1d-513f-b197-d71354ab007a" -version = "1.2.12+3" +version = "1.2.13+0" [[deps.Zstd_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "c6edfe154ad7b313c01aceca188c05c835c67360" +git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c" uuid = "3161d3a3-bdf6-5164-811a-617609db77b4" -version = "1.5.4+0" +version = "1.5.5+0" [[deps.Zygote]] -deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "Random", "Requires", "SnoopPrecompile", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"] -git-tree-sha1 = "4df8f470806a45a8630ac8f597304821dc8e8838" +deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"] +git-tree-sha1 = "5be3ddb88fc992a7d8ea96c3f10a49a7e98ebc7b" uuid = "e88e6eb3-aa80-5325-afca-941959d7151f" -version = "0.6.59" +version = "0.6.62" +weakdeps = ["Colors", "Distances", "Tracker"] + + [deps.Zygote.extensions] + ZygoteColorsExt = "Colors" + ZygoteDistancesExt = "Distances" + ZygoteTrackerExt = "Tracker" [[deps.ZygoteRules]] deps = ["ChainRulesCore", "MacroTools"] @@ -2820,9 +2673,9 @@ version = "0.2.3" [[deps.cuDNN]] deps = ["CEnum", "CUDA", "CUDNN_jll"] -git-tree-sha1 = "3aa15aba7aad5be8b9b3c1b77a9b81e3e1357280" +git-tree-sha1 = "ec954b59f6b0324543f2e3ed8118309ac60cb75b" uuid = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" -version = "1.0.2" +version = "1.0.3" [[deps.fzf_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -2843,9 +2696,9 @@ uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0" version = "0.15.1+0" [[deps.libblastrampoline_jll]] -deps = ["Artifacts", "Libdl", "OpenBLAS_jll"] +deps = ["Artifacts", "Libdl"] uuid = "8e850b90-86db-534c-a0d3-1478176c7d93" -version = "5.1.1+0" +version = "5.8.0+0" [[deps.libfdk_aac_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -2859,12 +2712,6 @@ git-tree-sha1 = "94d180a6d2b5e55e447e2d27a29ed04fe79eb30c" uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f" version = "1.6.38+0" -[[deps.libsodium_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "848ab3d00fe39d6fbc2a8641048f8f272af1c51e" -uuid = "a9144af2-ca23-56d9-984f-0d03f7b5ccf8" -version = "1.0.20+0" - [[deps.libvorbis_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"] git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c" diff --git a/Project.toml b/Project.toml index 31aa4a6..03addbd 100644 --- a/Project.toml +++ b/Project.toml @@ -1,42 +1,19 @@ -name = "COVID-19 modelling" -authors = ["Michael Ajao-olarinoye"] - [deps] -AdvancedHMC = "0bf59076-c3b1-5ca4-86bd-e02cd72cde3d" CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" -CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" -Chain = "8be319e6-bccf-4806-a6f7-6fae938471bc" -ComponentArrays = "b0b7db55-cfe3-40fc-9ded-d10e2dbeff66" -DataDrivenDiffEq = "2445eb08-9709-466a-b3fc-47e12bd697a2" +Conda = "8f4d0f93-b110-5947-807f-2305c1781a2d" DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" -Dates = "ade2ca70-3891-5945-98fb-dc099432e06a" -DiffEqFlux = "aae7a2af-3d4f-5e19-a356-7da93b79d9d0" +DataInterpolations = "82cc6244-b520-54b8-b5a6-8a565e85f1d0" +DiffEqCallbacks = "459566f4-90b8-5000-8ac3-15dfb0a30def" +DiffEqSensitivity = "41bf760c-e81c-5289-8e54-58b1f1f8abe2" DifferentialEquations = "0c46a032-eb83-5123-abaf-570d42b7fbaa" Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f" -DrWatson = "634d3b9d-ee7a-5ddf-bec9-22491ea816e1" Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c" -Gadfly = "c91e804a-d5a3-530f-b6f0-dfbca275c004" -IJulia = "7073ff75-c697-5162-941a-fcdaad2a7d2a" -JLD2 = "033835bb-8acc-5ee8-8aae-3f567f8a3819" -LaTeXStrings = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f" LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" -Lux = "b2108857-7c20-44ae-9111-449ecde12c47" -MCMCChains = "c7f686f2-ff18-58e9-bc7b-31028e88f75d" -ModelingToolkit = "961ee093-0014-501f-94e3-6117800e7a78" -NeuralPDE = "315f7962-48a3-4962-8226-d0f33b1235f0" -Optimization = "7f7a1694-90dd-40f0-9382-eb1efda571ba" -OptimizationOptimJL = "36348300-93cb-4f02-beb5-3c3902f8871e" -OptimizationOptimisers = "42dfb2eb-d2b4-4451-abcd-913932933ac1" +Optim = "429524aa-4258-5aef-a3af-852621145aeb" OrdinaryDiffEq = "1dea7af3-3e70-54e6-95c3-0bf5283fa5ed" -Plotly = "58dd65bb-95f3-509e-9936-c39a10fdeae7" -PlotlyJS = "f0f68f2c-4968-5e81-91da-67840de0976a" Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" -PyPlot = "d330b81b-6aea-500a-939a-2ce795aea3ee" +PyCall = "438e738f-606a-5dbb-bf0a-cddfbfd45ab0" Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" -Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" +StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" StatsPlots = "f3b207a7-027a-5e70-b257-86293d7955fd" Turing = "fce5fe82-541a-59a6-adf8-730c64b5f9a0" - -[compat] -DrWatson = "2.12.4" -julia = "1.8.5" diff --git a/julia experiments/Data/covid_19_global_data.csv b/julia experiments/Data/covid_19_global_data.csv new file mode 100644 index 0000000..7c16e25 --- /dev/null +++ b/julia experiments/Data/covid_19_global_data.csv @@ -0,0 +1,290 @@ 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Territory,Australia,-35.4735,149.0124,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,3,4,6,9,19,32,39,39,53,62,71,77,78,80,84,87,91,93,96,96,96,99,100,103,103,103,102,103,103,103,103,103,103,104,104,104,104,105,106,106,106,106,106,106,106,106,106,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,111,112,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,115,115,116,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,120,120,120,120,122,122,122,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,129,131,133,152,169,191,207,219,226,245,261,291,300,314,335,361,374,386,398,421,433,451,483,498,509,528,548,563,587,602,617,630,652,665,680,710,725,742,749,765,782,798,817,849,874,893,906,928,959,1011,1063,1101,1129,1162,1190,1231,1271,1296,1326,1358,1386,1437,1483,1518,1538,1571,1588,1612,1636,1664,1677,1701,1710,1719,1731,1741,1749,1759,1768,1775,1780,1788,1803,1816,1822,1840,1853,1866,1884,1893,1902,1917,1928,1943,1953,1965,1971,1996,2013,2027,2042,2053,2072,2087,2095,2103,2110,2117,2124,2130,2134,2142,2146,2153,2159,2165,2167,2175,2179,2179,2196,2197,2200,2204,2210,2222,2242,2260,2278,2291,2307,2365,2450,2552,2694,2765,2942,3186,3311,3559,3564,4010,4919,5323,5323,7054,8021,9553,9429,12300,13248,13248,15834,17378,19908,21174,22396,23761,23761,27618,28510,28472,29240,30634,31366,31941,33071,33933,34418,34976,35520,36031,36474,37023,37426,37875,38143,38432,38698,38698,39613,40113,40538,40946,41380,41755,42163,42720,43246,43768,44100,44651,45086,45662,46591,47247,48187,48670,49088,49541,50214,51244,51916,52944,53607,54149,54683,55321,56474,57278,58021,58687,59305,59881,60654,61857,63148,64219,65341,66267,67243,68257,69571,70659,71683,72571,73344,74017,75421,76537,77714,78696,79515,80229,80964,81821,81821,82970,85177,86102,86887,87634,88543,89510,90567,90567,92330,92330,93713,94486,95625,96854,97825,98760,99485,99485,100927,101899,101899,103220,103220,104941,105739,106705,107769,108830,109879,110846,111599,112407,113368,114564,115688,116905,117882,118728,119548,120638,121713,122718,123655,124477,125220,125828,126633,127556,128440,129263,130085,130664,130664,131938,132735,133582,134286,134286,134286,134286,136860,137664,138407,138919,139894,140519,140519,141660,142629,143656,144597,145457,146264,147096,147942,148996,150123,151113,152199,153012,153939,155047,156472,157678,158826,160133,161158,162259,163404,164870,166162,167863,168983,169928,171071,172245,173590,174957,176165,176165,178225,179112,180333,181294,182701,183592,184636,185348,186138,187087,188191,189191,190198,190917,191473,191457,192138,192994,193557,194215,194705,195115,195621,196098,196642,197094,197561,197883,198193,198480,198866,199292,199673,199919,199919,200357,200570,200828,201089,201338,201579,201789,201956,202107,202308,202543,202737,202895,202895,203199,203320,203476,203613,203786,203786,203680,203680,203680,203680,203680,203680,204471,204397,204397,204397,204397,204397,204397,205128,205128,205128,205128,205128,205128,205128,205752,205752,205752,205752,205752,205752,205752,205752,206285,206285,206285,206285,206285,206285,206938,206938,206938,206938,206938,206938,206938,207667,207667,207667,207667,207667,207667,207667,208495,208495,208495,208495,208495,208495,208495,209414,209414,209414,209414,209414,209414,209414,210609,210609,210609,210609,210609,210609,210609,212092,212092,212092,212092,212092,212092,212092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+New South Wales,Australia,-33.8688,151.2093,0,0,0,0,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,6,6,13,22,22,26,28,38,48,55,65,65,92,112,134,171,210,267,307,353,436,669,669,818,1029,1219,1405,1617,1791,2032,2032,2182,2298,2389,2493,2580,2637,2686,2734,2773,2822,2857,2857,2863,2870,2886,2897,2926,2936,2957,2963,2969,2971,2976,2982,2994,3002,3004,3016,3016,3025,3030,3035,3033,3035,3042,3044,3047,3051,3053,3053,3053,3059,3063,3071,3074,3075,3076,3078,3081,3082,3084,3086,3087,3090,3092,3089,3090,3092,3092,3095,3098,3104,3104,3106,3110,3110,3109,3112,3114,3117,3117,3115,3119,3128,3131,3134,3135,3137,3143,3144,3149,3151,3150,3159,3162,3168,3174,3177,3184,3189,3203,3211,3211,3405,3419,3429,3433,3440,3453,3467,3474,3478,3492,3505,3517,3527,3535,3550,3568,3588,3599,3614,3633,3640,3654,3668,3685,3699,3718,3736,3756,3773,3784,3797,3809,3820,3832,3842,3851,3861,3875,3897,3915,3927,3936,3945,3950,3957,3959,3966,3971,3972,3981,3985,3988,3991,3997,4006,4019,4033,4040,4050,4063,4079,4091,4099,4104,4114,4118,4126,4135,4142,4152,4157,4166,4170,4177,4185,4190,4196,4198,4200,4204,4206,4212,4213,4217,4218,4218,4218,4220,4224,4227,4231,4232,4234,4235,4246,4249,4261,4271,4273,4278,4284,4295,4310,4321,4326,4333,4338,4342,4347,4357,4363,4370,4375,4382,4386,4398,4406,4411,4417,4421,4425,4432,4435,4443,4445,4454,4459,4462,4469,4469,4469,4469,4469,4469,4486,4498,4502,4509,4514,4517,4527,4538,4542,4548,4552,4552,4556,4564,4568,4577,4582,4588,4597,4603,4605,4610,4614,4620,4622,4624,4633,4639,4642,4645,4650,4657,4666,4682,4712,4748,4771,4789,4805,4823,4832,4847,4858,4872,4881,4906,4923,4928,4947,4958,4965,4973,4978,4984,4995,5001,5007,5018,5034,5041,5043,5045,5057,5066,5074,5076,5079,5084,5083,5084,5087,5090,5091,5093,5096,5099,5101,5104,5110,5112,5114,5117,5117,5119,5120,5123,5125,5129,5132,5134,5136,5138,5138,5139,5143,5143,5145,5146,5149,5150,5154,5155,5162,5166,5172,5177,5180,5183,5189,5193,5205,5207,5209,5210,5215,5220,5226,5234,5234,5237,5240,5242,5249,5251,5256,5259,5261,5266,5270,5273,5277,5278,5281,5281,5283,5288,5291,5296,5296,5299,5300,5303,5310,5316,5318,5320,5324,5330,5339,5344,5347,5356,5363,5370,5376,5384,5387,5395,5402,5418,5419,5420,5428,5440,5449,5464,5477,5481,5484,5489,5496,5506,5516,5521,5527,5533,5538,5542,5546,5551,5552,5555,5558,5560,5563,5565,5567,5567,5568,5570,5572,5574,5576,5576,5579,5580,5585,5587,5587,5588,5590,5590,5590,5595,5600,5605,5607,5610,5611,5612,5613,5619,5623,5626,5629,5631,5637,5642,5649,5655,5666,5684,5695,5725,5756,5778,5798,5826,5854,5886,5926,5942,5979,5997,6025,6064,6109,6161,6243,6359,6452,6551,6618,6716,6833,6942,7042,7121,7233,7357,7492,7651,7792,7943,8118,8294,8531,8703,8915,9153,9360,9562,9795,10063,10354,10662,10917,11201,11558,11902,12245,12629,13092,13503,13978,14416,15043,15717,16353,17173,17995,18800,19545,20466,21471,22346,23372,24585,25857,27026,28111,29390,30807,32323,33792,35064,36267,37724,39108,40616,42219,43436,44674,45782,47007,48341,49611,50919,51986,52922,53898,54919,55962,56988,57983,58931,59709,60561,61420,62353,63212,64014,64668,65279,65876,66456,67024,67669,68246,68712,69205,69552,69993,70391,70781,71099,71399,71658,71923,72202,72560,72899,73212,73500,73785,74057,74362,74634,74887,75112,75278,75407,75578,75766,76073,76314,76580,76824,76988,77207,77417,77671,77951,78200,78393,78556,78766,78994,79254,79468,79646,79821,79997,80163,80408,80681,80938,81170,81355,81499,81674,81916,82180,82514,82837,83118,83321,83572,83967,84384,84895,85447,85924,86453,87248,88595,90333,92532,95000,97558,100040,103073,106810,112496,118074,124322,130701,137011,143042,154191,166373,187504,210051,228307,249064,272160,307214,342133,380550,425593,455529,475731,501389,536025,628289,690758,738891,773447,802690,832520,864817,895004,919876,939615,960099,975564,994277,1015495,1033364,1083622,1103219,1121481,1139787,1086483,1098290,1110567,1121265,1129418,1137311,1144748,1154133,1164346,1174476,1183196,1191283,1197969,1197772,1212157,1222461,1232370,1241579,1249104,1254643,1259503,1268170,1277082,1285301,1292781,1299750,1305734,1311556,1320379,1330995,1342280,1351710,1361680,1370440,1379425,1392422,1405566,1421796,1435768,1448586,1461656,1470546,1481203,1511588,1531630,1551598,1570591,1587348,1602275,1623168,1647233,1671995,1695597,1715381,1732801,1749000,1770374,1795558,1817625,1843078,1863375,1880117,1895689,1914764,1938880,1961044,1981387,1998901,2014552,2028020,2043185,2061416,2079216,2094537,2108012,2117659,2128733,2139530,2154919,2172295,2187511,2200063,2211139,2219043,2228872,2241017,2254742,2266604,2278053,2287281,2294900,2304435,2316269,2334360,2345156,2356642,2365484,2373235,2383412,2395359,2407720,2419692,2430624,2439636,2447877,2458811,2471023,2481957,2492007,2501574,2510058,2517185,2525905,2534852,2545751,2554405,2561865,2568373,2574203,2581518,2589877,2597439,2604827,2611404,2616540,2620999,2627377,2635180,2643350,2650858,2657087,2662465,2667026,2672176,2679407,2688494,2696819,2704914,2711234,2717292,2725064,2734519,2743680,2752776,2761005,2768461,2775310,2783915,2794932,2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Brunswick,Canada,46.5653,-66.4619,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,6,8,11,11,11,17,17,17,18,18,33,45,51,66,68,70,81,91,91,91,98,103,105,105,108,112,112,114,116,116,117,117,117,117,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,119,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,121,121,121,121,121,122,123,126,128,129,132,132,133,135,136,136,136,137,146,147,151,153,154,157,157,160,163,164,164,164,164,164,164,165,165,165,165,165,165,165,165,165,165,165,165,165,165,165,165,166,166,166,166,166,167,168,168,168,168,169,170,170,170,170,170,170,170,170,170,170,170,170,170,170,170,170,174,176,176,176,176,176,177,178,180,180,184,186,186,186,186,186,188,188,189,189,190,190,190,191,191,191,191,191,192,192,192,192,192,192,192,192,193,193,193,193,194,194,194,194,194,194,194,196,196,197,199,200,200,200,200,200,200,200,200,201,201,203,205,222,225,238,258,272,278,284,292,292,297,297,310,313,313,319,322,324,326,328,331,334,337,341,342,343,344,344,344,347,349,350,353,354,355,355,355,356,358,364,367,375,379,388,392,401,424,430,445,450,453,465,477,481,495,501,508,514,520,528,530,534,536,541,542,546,554,555,557,558,559,567,573,573,578,574,578,580,585,587,588,590,592,593,595,596,599,601,611,618,635,662,693,717,735,765,779,800,817,836,859,884,911,947,973,1004,1025,1057,1087,1104,1124,1151,1161,1175,1202,1218,1230,1256,1264,1288,1302,1318,1325,1337,1344,1346,1361,1375,1377,1382,1398,1400,1401,1404,1407,1411,1417,1420,1424,1424,1424,1426,1427,1428,1430,1430,1431,1435,1438,1443,1447,1453,1455,1460,1460,1460,1462,1465,1465,1470,1471,1476,1477,1484,1486,1489,1490,1498,1505,1517,1546,1559,1571,1577,1588,1601,1613,1623,1632,1641,1652,1662,1665,1679,1686,1694,1713,1722,1732,1736,1752,1760,1767,1778,1788,1797,1797,1804,1823,1839,1847,1851,1858,1882,1890,1900,1915,1933,1939,1954,1958,1969,1980,1988,1996,2002,2013,2015,2024,2040,2045,2052,2063,2073,2083,2091,2098,2113,2115,2129,2144,2153,2163,2172,2181,2191,2200,2212,2215,2227,2243,2253,2262,2265,2266,2267,2280,2283,2284,2291,2298,2299,2302,2305,2309,2311,2316,2318,2318,2319,2320,2322,2323,2324,2325,2326,2329,2332,2332,2336,2336,2337,2338,2336,2336,2336,2336,2336,2336,2336,2336,2336,2343,2345,2345,2346,2346,2346,2346,2347,2350,2350,2350,2351,2352,2354,2358,2365,2365,2383,2383,2394,2396,2409,2414,2414,2434,2439,2447,2460,2471,2490,2490,2490,2530,2543,2559,2582,2614,2614,2614,2672,2687,2697,2705,2721,2721,2721,2760,2763,2774,2784,2798,2798,2798,2798,2852,2868,2885,2909,2909,2909,3031,3066,3129,3180,3237,3237,3237,3436,3501,3577,3629,3707,3768,3850,3936,4004,4088,4187,4272,4412,4505,4580,4670,4741,4857,4987,5087,5160,5258,5367,5449,5582,5669,5735,5793,5846,5896,5965,6032,6072,6112,6163,6185,6206,6263,6332,6380,6413,6445,6476,6516,6576,6615,6666,6716,6769,6813,6865,6934,7004,7069,7129,7194,7234,7268,7350,7422,7512,7579,7669,7731,7806,7893,7988,8087,8172,8217,8263,8318,8411,8506,8603,8680,8798,8869,8938,9049,9223,9366,9492,9604,9704,9813,9973,10150,10313,10446,10554,10672,10828,11065,11322,11587,11587,11587,12226,12532,13018,13590,14272,14272,14272,16820,17566,18345,19017,19857,20278,20479,20699,20890,21249,21553,21979,22388,22768,23173,23503,24001,24489,25003,25465,25465,26391,26741,26741,27649,28045,28442,28716,28885,29113,29494,29905,30306,30602,30756,31017,31276,31597,31948,32307,32610,32876,33066,33342,33647,33968,34222,34222,34222,34222,35370,35670,36035,36417,36417,36417,37482,37769,38155,38546,38937,38937,38937,40070,40312,40654,41109,41512,41512,41512,41512,42320,42320,42320,42320,42320,42320,42320,45101,45101,45101,45101,45101,45101,45101,48197,48197,48197,48197,51854,51854,51854,51854,51854,51854,51854,55812,55812,55812,55812,55812,55812,55812,58768,58768,58768,58768,58768,58768,58768,58768,58768,58768,58768,60756,60756,60756,60756,60756,60756,60756,62148,62148,62148,62148,62148,62148,62148,63486,63486,63486,63486,63486,63486,63486,64490,64490,64490,64490,64490,64490,64490,65258,65258,65258,65258,65258,65258,65258,65812,65812,65812,65812,65812,65812,65812,66345,66345,66345,66816,66816,66816,66816,66816,66816,66816,67241,67241,67241,67241,67241,67241,67241,67725,67725,67725,67725,67725,67725,67725,68493,68493,68493,68493,68493,68493,68493,68493,68493,68493,68493,68493,68493,69537,69537,69537,69537,69537,69537,69537,70541,70541,70541,70541,70541,70541,70541,71479,71479,71479,71479,71479,71479,71479,72226,72226,72226,72226,72226,72226,72226,72968,72968,72968,72968,72968,72968,72968,73643,73643,73643,73643,73643,73643,73643,74440,74440,74440,74440,74440,74440,74440,75152,75152,75152,75152,75152,75152,75152,75741,75741,75741,75741,75741,75741,75741,76316,76316,76316,76316,76316,76316,76316,76902,76902,76902,76902,76902,76902,76902,76902,76902,76902,77460,77460,77460,77460,78056,78056,78056,78056,78056,78056,78056,78687,78687,78687,78687,78687,78687,78687,78687,78687,78687,79434,79434,79434,79434,80126,80126,80126,80126,80126,80126,80126,80126,80126,80126,80715,80715,80715,80715,80715,8071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+Newfoundland and Labrador,Canada,53.1355,-57.6604,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,3,3,3,4,6,9,24,35,35,82,102,120,135,148,152,175,183,183,195,217,226,228,232,236,239,241,242,244,244,247,252,256,256,256,256,256,256,256,256,257,258,258,258,258,258,259,259,259,259,259,259,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,262,262,262,262,262,262,262,262,262,262,262,263,264,264,265,265,266,266,266,266,266,266,266,266,266,266,266,266,267,267,267,268,268,268,268,268,268,268,268,268,268,268,268,268,268,268,268,268,268,269,269,269,269,269,269,269,269,270,270,270,270,270,270,270,271,271,271,271,271,271,272,272,272,272,272,272,272,272,272,273,273,273,274,275,275,276,277,277,277,277,277,279,282,282,283,283,283,284,287,287,287,287,287,287,288,288,289,290,291,291,291,291,291,291,291,291,291,292,294,294,296,297,297,297,298,298,299,301,303,303,305,307,308,311,316,319,321,323,324,327,331,333,337,338,339,340,340,343,347,351,351,352,353,354,355,358,358,359,359,364,367,372,380,382,382,383,384,384,384,384,387,389,390,390,390,390,390,390,391,392,392,392,392,392,393,393,393,393,394,395,395,396,396,396,396,397,398,398,398,398,398,400,404,408,408,408,408,408,410,411,412,415,416,427,457,510,610,660,686,697,704,711,755,803,863,901,926,939,954,962,972,976,980,987,989,994,997,1002,1003,1005,1006,1009,1010,1010,1011,1012,1012,1012,1012,1013,1013,1014,1014,1014,1014,1014,1014,1015,1015,1015,1015,1016,1016,1018,1019,1020,1020,1020,1020,1020,1020,1021,1022,1025,1029,1029,1030,1031,1034,1036,1039,1042,1043,1046,1048,1049,1052,1053,1056,1058,1062,1062,1066,1068,1076,1081,1099,1104,1108,1114,1120,1127,1133,1138,1141,1156,1166,1173,1179,1184,1193,1203,1209,1212,1216,1226,1230,1253,1258,1269,1273,1279,1293,1302,1309,1311,1317,1334,1340,1342,1347,1352,1354,1357,1360,1365,1368,1374,1375,1379,1381,1382,1383,1383,1383,1383,1383,1384,1384,1384,1384,1384,1384,1385,1385,1386,1386,1387,1387,1387,1400,1400,1400,1400,1402,1402,1402,1402,1407,1410,1433,1433,1433,1433,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1440,1440,1441,1441,1443,1443,1443,1443,1443,1443,1443,1447,1447,1447,1450,1450,1456,1456,1458,1458,1458,1460,1460,1462,1462,1469,1469,1469,1478,1478,1486,1486,1491,1491,1491,1506,1511,1520,1520,1532,1532,1532,1541,1541,1551,1551,1555,1555,1555,1570,1586,1609,1609,1654,1668,1692,1717,1731,1747,1747,1788,1797,1805,1819,1824,1833,1840,1848,1848,1848,1848,1869,1873,1877,1881,1881,1881,1889,1889,1898,1898,1928,1928,1928,1964,1964,1984,1984,1992,1992,1992,1994,1994,1995,1995,2003,2003,2003,2012,2012,2019,2019,2025,2025,2025,2027,2027,2031,2031,2035,2035,2035,2038,2038,2042,2042,2048,2048,2048,2057,2057,2059,2059,2064,2064,2064,2071,2071,2076,2076,2078,2078,2078,2093,2093,2106,2106,2152,2175,2213,2240,2267,2327,2427,2512,2512,2512,2869,3063,3375,3724,4155,4597,5063,5582,6075,6554,7057,7537,7949,8316,9451,10201,10931,11617,12092,12406,12790,13032,13327,13838,14198,14522,14805,15166,15515,15811,16115,16493,16758,16966,17176,17359,17538,17786,17984,18242,18464,18574,18740,18950,19200,19443,19710,19954,20191,20365,20578,20757,21073,21307,21613,21737,21974,22220,22468,22755,23147,23443,23699,24026,24392,24781,25278,25728,26197,26529,26972,27507,28103,28783,29365,30100,30627,31070,31553,31553,32113,32113,32113,32113,33385,34607,34607,35293,35293,35293,35293,36254,37411,37411,38331,38331,38630,38630,39019,39693,39693,40336,40336,40336,40336,40336,40336,41587,42038,42038,42038,42038,42038,42761,42761,43129,43129,43129,43129,43401,43713,43713,43920,43920,43920,43920,44148,44345,44345,44529,44529,44529,44529,44741,44892,44892,45037,45037,45037,45037,45145,45145,45145,45409,45409,45409,45409,45409,45409,45409,45775,45775,45775,45775,45775,45775,46109,46183,46183,46183,46183,46183,46183,46183,46647,46647,46891,46891,46891,46891,46891,46891,46891,47353,47353,47353,47353,47353,47353,47353,47773,47773,47773,47773,47773,47773,47773,48179,48179,48179,48179,48179,48179,48179,48179,48179,48179,48179,48179,48179,48593,48593,48593,48593,48593,48593,48593,48954,48954,48954,48954,48954,48954,48954,49412,49412,49412,49412,49412,49412,49412,49748,49748,49748,49748,49748,49748,49748,50091,50091,50091,50091,50091,50091,50091,50430,50430,50430,50430,50430,50430,50430,50810,50810,50810,50810,50810,50810,50810,51111,51111,51111,51111,51111,51111,51111,51329,51329,51329,51329,51329,51329,51329,51446,51446,51446,51446,51446,51446,51446,51580,51580,51580,51580,51580,51580,51580,51580,51580,51580,51743,51743,51743,51743,51955,51955,51955,51955,51955,51955,51955,52111,52111,52111,52111,52111,52111,52111,52335,52335,52335,52335,52335,52335,52335,52552,52552,52552,52552,52552,52552,52552,52552,52552,52552,52802,52802,52802,52802,52802,52802,52802,52802,52973,52973,52973,52973,52973,52973,53150,53150,53150,53150,53150,53150,53150,53299,53299,53299,53299,53299,53299,53299,53465,53465,53465,53465,53465,53465,53465,53635,53635,53635,53635,53635,53635,53635,53785,53785,53785,53785,53914,53914,53914,53914,53914,53914,53914,53914,53914,53914,53914,53914,53914,53914,53914,53914,53914,54113,54113,54113,54113,54113,54113,54113,54113,54113,54113,54113,54113,54113,54113,54332,54332,54332,54332,54332,54332,54332,54332,54332,54332,54332,54332,54332,54332,54473,54473,54473,54473,54473,54473,54473,54473,54473,54473,54473,54473,54473,54473,54583,54583,54583,54583,54583,54583,54583,54583,54583,54583,54583,54583,54583,54583,54757,54757,54757,54757 +Northwest Territories,Canada,64.8255,-124.8457,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,2,2,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,8,8,9,9,9,9,9,9,10,10,10,10,10,10,10,10,10,10,10,10,10,11,11,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,20,21,21,21,22,22,23,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,25,25,28,28,30,30,31,31,31,31,31,31,31,31,31,31,31,31,32,32,32,32,32,32,32,33,34,38,38,38,38,38,38,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,45,46,48,48,48,51,51,51,51,51,51,52,59,71,85,98,99,99,99,102,112,114,115,121,121,121,121,125,126,126,127,127,127,127,127,127,127,127,127,127,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,129,129,129,130,130,130,130,131,131,131,131,131,133,146,202,259,259,300,329,329,329,351,358,377,395,400,400,400,452,461,475,486,499,499,499,499,522,540,563,591,591,591,647,679,695,720,749,749,749,807,834,852,882,918,918,918,970,1019,1059,1059,1143,1143,1143,1240,1305,1360,1411,1456,1456,1456,1456,1537,1580,1617,1638,1638,1638,1694,1712,1746,1763,1786,1786,1786,1826,1843,1860,1863,1863,1863,1871,1880,1886,1886,1886,1886,1886,1886,1925,1951,1951,1951,2001,2001,2021,2028,2029,2032,2032,2036,2036,2044,2055,2057,2059,2059,2059,2059,2059,2060,2063,2068,2068,2069,2069,2069,2069,2069,2069,2070,2070,2070,2071,2071,2076,2082,2082,2082,2082,2082,2083,2090,2090,2090,2090,2090,2090,2090,2090,2187,2229,2229,2229,2229,2419,2495,2652,2801,2801,2801,3107,3322,3467,3587,3741,3741,3741,4055,4234,4372,4508,4680,4680,4680,4962,5120,5295,5446,5614,5614,5614,5865,6073,6221,6363,6550,6550,6550,6846,6919,7029,7126,7343,7343,7343,7678,7776,7907,7987,8085,8085,8085,8302,8424,8495,8594,8682,8682,8682,8797,8924,9007,9080,9122,9122,9122,9231,9325,9400,9466,9514,9514,9514,9590,9666,9737,9790,9843,9843,9843,9942,10005,10106,10235,10333,10333,10333,10547,10679,10779,10877,10951,10951,10951,11004,11004,11004,11004,11004,11004,11004,11136,11136,11136,11136,11136,11136,11136,11136,11217,11217,11217,11217,11217,11217,11286,11286,11286,11286,11286,11286,11286,11373,11373,11373,11373,11373,11373,11373,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11436,11436,11436,11436,11436,11436,11436,11457,11457,11457,11457,11457,11478,11478,11478,11478,11478,11478,11478,11495,11495,11495,11495,11495,11495,11495,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11506,11506,11506,11506,11506,11506,11506,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511 +Nova Scotia,Canada,44.682,-63.7443,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,7,12,14,15,21,28,41,51,68,73,90,110,122,127,147,173,193,207,236,262,293,310,342,373,407,428,445,474,517,549,579,606,649,675,721,737,772,827,850,865,873,900,915,935,947,959,963,971,985,991,998,1007,1008,1011,1018,1019,1020,1024,1026,1034,1037,1040,1043,1044,1045,1046,1048,1049,1050,1051,1052,1053,1055,1055,1056,1056,1057,1057,1058,1058,1058,1058,1059,1059,1060,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1062,1062,1064,1064,1064,1064,1065,1065,1066,1066,1066,1066,1066,1066,1066,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1069,1069,1071,1071,1071,1071,1071,1071,1071,1071,1071,1071,1071,1071,1072,1074,1074,1075,1075,1076,1077,1077,1078,1080,1080,1080,1081,1081,1083,1083,1083,1085,1085,1085,1085,1085,1085,1085,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1087,1087,1087,1087,1087,1087,1087,1087,1088,1088,1089,1089,1089,1089,1089,1089,1089,1089,1092,1092,1092,1092,1092,1092,1093,1095,1097,1097,1097,1097,1097,1097,1100,1100,1101,1102,1102,1102,1104,1109,1111,1113,1114,1118,1119,1121,1125,1128,1129,1132,1134,1134,1136,1142,1144,1146,1151,1154,1155,1160,1168,1179,1190,1227,1243,1257,1266,1280,1290,1305,1315,1332,1343,1358,1364,1368,1376,1383,1389,1393,1402,1409,1415,1420,1426,1430,1436,1442,1443,1445,1447,1454,1458,1465,1465,1465,1465,1478,1480,1483,1486,1497,1499,1501,1505,1508,1520,1523,1525,1528,1528,1533,1534,1542,1548,1550,1554,1557,1557,1561,1564,1565,1570,1570,1571,1571,1572,1576,1576,1577,1580,1580,1581,1582,1583,1584,1584,1584,1585,1586,1587,1588,1590,1590,1592,1593,1594,1597,1600,1602,1604,1608,1609,1610,1613,1616,1624,1634,1638,1641,1642,1643,1646,1649,1651,1657,1659,1659,1664,1665,1665,1665,1669,1670,1670,1672,1674,1677,1680,1682,1688,1690,1691,1696,1699,1704,1709,1711,1711,1714,1716,1719,1728,1732,1739,1741,1747,1749,1754,1756,1763,1768,1775,1781,1783,1786,1792,1800,1807,1822,1831,1856,1894,1938,1990,2053,2119,2215,2290,2360,2427,2575,2708,2854,3007,3182,3364,3591,3754,3917,4034,4152,4297,4407,4524,4610,4736,4827,4917,5000,5065,5149,5213,5286,5335,5387,5424,5457,5497,5530,5550,5567,5579,5593,5618,5633,5651,5663,5680,5694,5707,5721,5726,5736,5742,5749,5751,5759,5773,5784,5789,5791,5791,5793,5793,5798,5814,5825,5828,5831,5832,5836,5840,5842,5850,5853,5854,5861,5862,5864,5865,5866,5869,5869,5870,5870,5870,5870,5870,5873,5873,5873,5880,5880,5882,5882,5882,5883,5885,5885,5886,5887,5887,5887,5887,5893,5895,5899,5900,5900,5900,5907,5908,5911,5918,5919,5919,5919,5928,5929,5938,5946,5956,5956,5956,5973,5982,5989,5990,5999,5999,5999,6030,6031,6038,6042,6047,6054,6065,6072,6076,6090,6107,6117,6149,6178,6188,6254,6260,6294,6312,6312,6312,6367,6392,6411,6452,6486,6486,6486,6569,6598,6638,6638,6715,6715,6715,6800,6839,6864,6893,6918,6945,6961,6977,7011,7033,7059,7077,7114,7133,7155,7161,7166,7185,7208,7208,7208,7265,7272,7298,7328,7354,7354,7354,7413,7424,7462,7512,7550,7550,7550,7661,7717,7746,7746,7815,7815,7815,7913,7944,7963,7985,8012,8012,8012,8072,8100,8119,8141,8169,8169,8169,8227,8288,8322,8362,8381,8381,8381,8427,8448,8481,8532,8655,8784,8895,9009,9136,9314,9601,9995,10421,10897,11382,11904,12441,13130,13741,14310,14888,15469,16030,16616,17127,17745,18454,19638,20658,21678,21678,22520,23265,23265,23265,25925,26741,27357,28194,28736,28736,28736,30950,31445,31860,32387,33083,33083,33083,34689,35051,35543,35889,36255,36255,36255,37803,38059,38333,38728,39129,39129,39129,40454,40767,40986,41351,41716,41716,41716,42657,42815,43041,43264,43506,43506,43506,44240,44240,44351,44551,44738,44738,44738,44908,45795,46012,46374,46795,46795,46795,47089,47089,47089,47089,48471,48471,48471,48471,48471,48471,48471,48471,48471,48471,51359,51359,51359,51359,54812,54812,54812,54812,54812,54812,54812,59000,59000,59000,59000,59000,59000,59000,59000,65991,65991,65991,65991,65991,72903,72903,72903,72903,72903,72903,72903,72903,80411,80411,80411,80411,80411,80411,80411,85847,85847,85847,85847,85847,85847,85847,89262,89262,89262,89262,89262,89262,89262,92380,92380,92380,92380,92380,92380,92380,94893,94893,94893,94893,94893,94893,94893,96477,96477,96477,96477,96477,96477,96477,98040,98040,98040,98040,98040,98040,98040,99514,101990,101990,101990,101990,101990,101990,101990,103561,103561,103561,103561,103561,103561,103561,105032,105032,105032,105032,105032,105032,105032,106707,106707,106707,106707,106707,106707,106707,106707,106707,106707,106707,106707,106707,108125,108125,108125,108125,108125,108125,108125,111769,111769,111769,111769,111769,111769,111769,113669,113669,113669,113669,113669,113669,113669,115417,115417,115417,115417,115417,115417,115417,117142,117142,117142,117142,117142,117142,117142,118671,118671,118671,118671,118671,118671,118671,120055,120055,120055,120055,120055,120055,120055,121380,121380,121380,121380,121380,121380,121380,122458,122458,122458,122458,122458,122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Princess,0.0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,61,61,64,135,135,175,175,218,285,355,454,542,621,634,634,634,691,691,691,705,705,705,705,705,705,706,706,706,706,706,706,706,706,706,706,706,706,706,706,706,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712 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Salvador,13.7942,-88.8965,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,3,3,3,5,9,13,13,19,24,30,32,32,41,46,56,62,69,78,93,103,117,118,125,137,149,159,164,177,190,201,218,225,237,250,274,274,298,323,345,377,395,424,446,490,555,587,633,695,742,784,889,958,998,1037,1112,1210,1265,1338,1413,1498,1571,1640,1725,1819,1915,1983,2042,2109,2194,2278,2395,2517,2582,2653,2705,2781,2849,2934,3015,3104,3191,3274,3373,3481,3603,3720,3826,3941,4066,4200,4329,4475,4626,4808,4973,5150,5336,5517,5727,5934,6173,6438,6736,7000,7267,7507,7777,8027,8307,8566,8844,9142,9391,9674,9978,10303,10645,10957,11207,11508,11846,12207,12582,12975,13377,13792,14221,14630,15035,15446,15841,16230,16632,17050,17448,17843,18262,18701,19126,19544,19978,20423,20872,21269,21644,21993,22314,22619,22912,23193,23462,23717,23964,24200,24420,24622,24811,24986,25140,25284,25415,25537,25635,25729,25820,25904,26000,26099,26206,26308,26413,26511,26602,26688,26773,26851,26928,27009,27088,27163,27249,27346,27428,27553,27798,27954,28201,28415,28630,28722,28630,28809,28981,29077,29175,29269,29358,29450,29539,29634,29737,29842,29951,30070,30196,30335,30480,30766,31061,31265,31456,31666,31826,31975,32120,32262,32421,32585,32752,32925,33090,33264,33445,33631,33826,34015,34214,34404,34577,34782,34966,35145,35326,35509,35684,35862,36030,36195,36358,36516,36669,36819,36965,37109,37250,37404,37562,37719,37884,38058,38228,38405,38586,38758,38941,39130,39327,39515,39718,39930,40131,40345,40551,40741,40946,41163,41394,41631,41880,42132,42397,42641,42914,43195,43477,43772,44058,44328,44619,44892,44892,45157,45415,45684,45960,46242,46515,46803,46803,47087,47355,47645,47948,48255,48574,48905,49224,49539,49859,50157,50467,50784,51107,51437,51772,52094,52388,52672,52949,53218,53479,53738,53989,54241,54488,54723,54966,55195,55416,55623,55821,56025,56237,56442,56653,56859,57046,57229,57428,57638,57839,58023,58200,58374,58546,58728,58903,59071,59235,59396,59555,59712,59866,60021,60181,60337,60491,60640,60800,60952,61101,61251,61398,61539,61677,61814,61947,62086,62229,62377,62531,62691,62853,63017,63188,63344,63490,63631,63766,63900,64039,64168,64298,64431,64573,64726,64875,65030,65180,65337,65491,65491,65491,65491,65491,65491,66489,66489,66816,66956,67099,67249,67404,67557,67557,67851,68007,68161,68318,68468,68468,68468,68922,68922,69198,69198,69198,69198,69727,69727,69997,69997,70255,70255,70380,70380,70380,70915,70915,70915,71330,71479,71479,71479,71479,71479,72220,72220,72220,72220,72821,72821,72821,73246,73246,73246,73702,73702,73702,74141,74141,74141,74141,74141,74983,74983,75351,75351,75351,75351,75351,76297,76495,76495,76697,76697,77100,77484,77484,77484,77484,77484,77484,78572,78766,78766,78766,78766,78766,79790,79790,80235,80235,80235,80932,80932,80932,81644,81644,82130,82363,82605,82852,82852,82852,82852,82852,84144,84144,84691,84691,84691,84691,85779,86059,86059,86620,86620,86620,87498,87498,87498,88371,88371,88371,88371,88371,88371,90129,90129,90129,90129,90129,90129,90129,92135,92416,92686,92686,92686,92686,92686,94060,94060,94060,94060,94060,94060,94060,96067,96067,96067,96067,96067,96067,96067,96067,98122,98122,98122,98122,99701,99701,99701,99701,99701,99701,99701,102024,102024,102024,102024,102024,102024,102024,104348,104348,104348,104348,104348,104348,104348,104348,104348,107335,107664,107664,107664,107664,107664,107664,107664,109881,110188,110188,110188,110188,110188,110188,110188,112290,112290,112290,112290,113422,113422,113422,113422,113422,113422,113422,113422,113422,113422,113422,116258,116258,116258,116258,117350,117350,117544,117722,117884,118041,118041,118041,118041,118041,118041,118041,118041,118041,118041,118041,118041,118919,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,121127,121200,121267,121267,121384,121437,121484,121530,121530,121623,121623,121661,121741,121741,121741,121741,121741,121741,121945,121945,121945,121945,122063,122063,122063,122063,122234,122234,122469,122628,122628,123025,123025,123577,123577,123577,123577,123577,123577,123577,127012,127012,127012,127012,127012,127012,127012,127012,133262,134155,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,160305,160942,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161570,161570,161570,161570,161570,161570,161945,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162755,162755,162755,162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+,Equatorial Guinea,1.6508,10.2679,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,4,6,6,6,6,9,9,9,12,12,12,12,12,12,15,15,16,16,16,16,16,18,18,18,18,21,21,41,51,51,79,79,79,79,83,84,84,214,258,258,258,315,315,315,315,315,315,315,315,439,439,439,439,439,439,439,522,583,594,594,594,719,825,890,903,960,960,960,1043,1043,1043,1043,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1664,1664,1664,1664,1664,1664,1664,1664,1664,2001,2001,2001,2001,2001,2001,2001,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4892,4892,4926,4926,4926,4926,4926,4928,4928,4941,4941,4941,4941,4965,4965,4965,4972,4972,4972,4985,4985,4990,4990,4996,4996,4996,5000,5000,5000,5002,5002,5002,5002,5002,5018,5018,5018,5018,5028,5028,5028,5030,5030,5045,5045,5045,5045,5045,5052,5052,5062,5063,5063,5063,5066,5066,5068,5068,5068,5070,5070,5070,5074,5074,5074,5074,5079,5079,5079,5083,5083,5083,5083,5088,5088,5089,5089,5089,5092,5092,5092,5092,5092,5102,5102,5104,5104,5104,5104,5104,5121,5121,5121,5121,5130,5130,5137,5137,5137,5146,5146,5153,5153,5153,5156,5156,5159,5159,5159,5159,5166,5166,5183,5183,5183,5185,5185,5185,5195,5195,5214,5214,5214,5214,5231,5231,5236,5236,5236,5236,5248,5248,5248,5264,5277,5277,5277,5277,5279,5279,5286,5286,5289,5289,5289,5296,5296,5316,5316,5316,5356,5356,5365,5365,5365,5365,5401,5401,5401,5454,5454,5492,5492,5516,5516,5516,5534,5534,5534,5534,5578,5578,5578,5614,5614,5658,5663,5663,5694,5694,5694,5694,5694,5747,5747,5798,5798,5798,5852,5852,5852,5957,6005,6005,6095,6095,6210,6210,6210,6329,6329,6371,6371,6371,6456,6456,6562,6562,6562,6603,6603,6666,6666,6736,6736,6780,6780,6851,6851,6851,6902,6902,6914,6914,6914,7008,7008,7008,7008,7059,7059,7059,7059,7059,7219,7219,7219,7219,7259,7259,7259,7259,7259,7259,7505,7505,7505,7559,7559,7559,7559,7559,7559,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,8436,8436,8436,8436,8476,8476,8476,8476,8476,8529,8529,8529,8572,8572,8572,8572,8626,8626,8626,8640,8640,8640,8640,8650,8650,8662,8662,8662,8680,8698,8698,8698,8708,8708,8708,8712,8712,8723,8723,8723,8734,8734,8742,8742,8759,8759,8759,8775,8775,8790,8790,8790,8790,8815,8815,8828,8828,8828,8828,8828,8828,8848,8848,8848,8863,8863,8863,8863,8880,8880,8880,8880,8880,8880,8911,8911,8928,8928,8940,8940,8951,8951,8951,8951,8951,8951,8972,8972,8972,8972,9010,9010,9049,9049,9049,9049,9096,9173,9173,9173,9173,9326,9326,9477,9477,9477,9760,9760,9760,9939,9939,9939,10284,10284,10498,10498,10498,10498,10792,11063,11063,11063,11063,11063,11544,11544,11806,11806,11806,11806,11806,11806,12214,12362,12362,12362,12362,12532,12532,12532,12657,12657,12657,12657,12786,12786,12840,12840,12840,12840,12840,13020,13020,13097,13097,13097,13166,13166,13166,13236,13236,13236,13304,13368,13368,13368,13377,13377,13407,13407,13407,13407,13459,13459,13459,13485,13485,13485,13485,13485,13519,13519,13519,13525,13538,13538,13538,13547,13547,13547,13579,13579,13579,13579,13592,13592,13599,13599,13599,13599,13599,13599,13599,13599,13612,13612,13612,13612,13612,13617,13617,13618,13618,13618,13618,13618,13618,13623,13623,13630,13630,13630,13637,13637,13710,13710,13710,13710,13710,13710,13876,13876,14401,14401,14401,14871,14871,14871,14871,15319,15319,15319,15492,15492,15558,15558,15558,15690,15690,15732,15732,15774,15774,15802,15802,15802,15802,15828,15828,15828,15845,15845,15845,15850,15850,15850,15853,15853,15859,15859,15859,15869,15869,15870,15870,15870,15870,15874,15874,15874,15877,15877,15877,15877,15884,15884,15885,15885,15885,15889,15889,15894,15894,15894,15894,15894,15895,15895,15898,15898,15898,15899,15899,15899,15899,15899,15902,15999,15999,15999,15999,15999,16000,16000,16000,16000,16000,16000,16000,16000,16000,16001,16001,16001,16001,16001,15904,15904,15906,15906,15906,15906,15906,15906,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15908,15908,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15914,15915,15915,15915,15921,15921,15923,15923,15923,15924,15924,15924,15927,15931,15933,15937,15937,15937,15945,15945,15945,15945,15951,15951,15951,15951,15955,15962,15962,15995,15995,15995,15995,16034,16034,16034,16087,16087,16087,16114,16191,16191,16191,16383,16383,16383,16467,16504,16504,16504,16584,16584,16584,16621,16621,16654,16654,16654,16654,16654,16704,16704,16708,16708,16723,16723,16723,16741,16741,16741,16741,16771,16776,16776,16785,16789,16789,16795,16892,16892,16892,16898,16898,16914,16914,16917,16917,16917,16920,16937,16938,16938,16945,16945,16945,16946,16950,16956,16956,16957,16957,16957,16957,16962,16964,16964,16965,16965,16965,16965,16970,16990,16991,16991,16991,16991,16991,16994,17006,17006,17009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Barthelemy,France,17.9,-62.8333,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,3,3,3,1,1,1,1,1,1,1,3,3,3,3,3,3,3,3,3,3,3,3,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,8,8,8,8,9,9,9,9,9,9,9,13,13,13,13,13,13,13,13,13,16,16,16,16,16,16,16,16,17,17,17,18,18,18,18,18,18,18,18,18,18,18,18,21,21,21,21,21,23,23,23,23,23,23,23,23,45,45,45,48,48,48,48,48,48,62,62,62,62,62,62,62,62,65,65,65,65,65,67,72,72,72,72,72,72,77,77,77,83,83,83,83,83,89,89,89,89,89,90,90,90,90,90,90,90,90,109,109,109,109,109,109,127,127,127,127,127,127,127,127,127,127,127,127,152,152,152,152,152,152,152,164,164,164,164,164,164,164,172,172,172,172,172,182,182,182,182,182,182,182,189,189,189,189,189,190,190,190,190,191,191,191,191,191,191,191,224,224,224,224,224,224,224,281,281,281,281,376,376,376,376,376,376,376,376,379,379,379,379,379,379,379,379,379,425,425,425,425,425,475,475,475,475,475,475,475,475,475,533,533,533,533,612,612,612,612,612,612,612,671,671,671,671,671,671,671,671,725,725,725,725,725,725,725,776,776,776,776,776,776,776,857,857,857,857,857,857,910,910,910,910,910,910,910,928,928,928,928,928,928,928,928,954,954,954,954,954,954,954,976,976,976,976,976,976,976,988,988,988,988,988,988,994,994,994,994,994,994,994,994,1010,1010,1010,1010,1010,1010,1010,1016,1016,1016,1016,1016,1016,1016,1023,1023,1023,1023,1023,1023,1023,1029,1029,1029,1029,1029,1029,1029,1032,1032,1032,1032,1032,1032,1032,1040,1040,1040,1040,1040,1040,1040,1043,1043,1043,1043,1043,1043,1043,1046,1046,1046,1046,1046,1046,1046,1052,1052,1052,1052,1052,1052,1057,1057,1057,1057,1057,1057,1057,1065,1065,1065,1065,1065,1065,1065,1221,1335,1335,1335,1335,1335,1335,1389,1399,1399,1453,1453,1453,1453,1453,1479,1479,1532,1532,1532,1532,1553,1553,1553,1553,1553,1553,1553,1592,1592,1592,1592,1592,1592,1592,1592,1592,1593,1593,1607,1607,1607,1607,1607,1607,1613,1613,1613,1613,1613,1613,1624,1624,1624,1624,1624,1624,1624,1624,1624,1634,1634,1634,1634,1634,1634,1634,1649,1649,1649,1649,1649,1649,1649,1658,1658,1658,1658,1658,1658,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1660,1660,1660,1660,1660,1661,1661,1661,1661,1661,1661,1661,1661,1661,1661,1661,1661,1661,1666,1666,1666,1666,1666,1666,1666,1666,1672,1672,1672,1672,1672,1672,1674,1674,1674,1674,1674,1674,1674,1683,1683,1683,1683,1683,1683,1683,1683,1692,1692,1692,1692,1692,1692,1725,1726,1726,1895,1895,1895,1895,1895,1955,1955,2363,2363,2363,2363,2363,2390,2390,2927,2927,2927,2927,2952,2952,2952,3282,3282,3282,3282,3282,3282,3282,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3687,3687,3687,3687,3687,3687,3687,3735,3735,3735,3735,3735,3735,3735,3758,3758,3758,3758,3758,3758,3758,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3805,3805,3805,3805,3805,3805,3805,3883,3883,3883,4150,4150,4150,4150,4150,4150,4150,4313,4313,4313,4313,4313,4313,4313,4432,4432,4432,4432,4432,4432,4432,4432,4432,4432,4432,4443,4443,4443,4544,4544,4544,4544,4544,4544,4544,4575,4575,4575,4575,4575,4575,4575,4611,4611,4611,4611,4611,4611,4611,4611,4611,4611,4611,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4646,4646,4646,4646,4646,4646,4646,4671,4671,4671,4671,4671,4671,4671,4697,4697,4697,4697,4697,4697,4697,4740,4740,4740,4740,4740,4740,4740,4845,4845,4845,4845,4845,4845,4845,4954,4954,4954,4954,4954,4954,4954,5055,5055,5055,5055,5055,5055,5055,5138,5138,5138,5138,5138,5138,5138,5138,5138,5138,5138,5138,5138,5177,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5302,5302,5302,5302,5302,5302,5302,5302,5302,5302,5302,5302,5302,5302,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5336,5336,5336,5336,5336,5336,5336,5336,5336,5336,5336,5336,5336,5336,5348,5348,5348,5348,5348,5348,5348,5348,5348,5348,5348,5348,5348,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5402,5402,5402,5402,5402,5402,5402,5418,5418,5418,5418,5418,5418,5418,5418,5418,5418,5418,5418,5418,5418,5420,5420,5420,5420,5420,5420,5420,5420,5420,5420,5420,5420,5420,5420,5431,5431,5431,5431,5431,5431,5431,5431,5431,5431,5431,5431,5431,5431,5431,5439,5439,5439,5439,5439,5439,5439,5439,5439,5439,5439,5439,5439,5439,5441,5441 +Saint Pierre and Miquelon,France,46.8852,-56.3159,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,6,9,9,9,10,10,11,11,11,11,11,11,11,11,11,11,11,12,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,14,14,14,14,14,14,14,14,14,14,14,14,14,15,15,15,15,15,15,15,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,23,23,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,33,33,33,33,34,34,34,44,50,54,59,61,61,61,67,70,84,85,86,86,86,88,91,91,91,94,94,94,95,96,96,96,96,96,96,96,96,96,96,98,98,98,98,98,98,100,100,100,100,100,100,113,113,113,113,113,113,268,316,354,385,415,415,494,524,553,598,630,652,681,696,774,774,813,839,856,875,891,934,946,953,964,976,976,985,997,1002,1009,1020,1030,1033,1033,1040,1042,1047,1047,1047,1058,1063,1063,1063,1070,1070,1070,1070,1070,1087,1087,1087,1102,1102,1102,1125,1125,1220,1256,1316,1316,1316,1316,1554,1554,1693,1693,1693,1693,1693,1781,1781,1930,1930,1930,1930,1930,1930,1957,1957,2236,2236,2236,2236,2236,2236,2236,2418,2509,2509,2509,2509,2537,2537,2537,2537,2537,2537,2537,2537,2537,2641,2641,2641,2641,2641,2641,2641,2701,2701,2701,2701,2701,2701,2727,2727,2727,2727,2727,2739,2739,2739,2739,2739,2739,2739,2739,2739,2739,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2762,2765,2765,2765,2765,2765,2765,2765,2765,2765,2767,2767,2767,2767,2767,2767,2767,2767,2767,2767,2767,2767,2779,2779,2779,2779,2779,2779,2779,2779,2779,2857,2857,2857,2857,2857,2970,2970,2970,2970,2970,2970,2970,2970,2970,3026,3026,3026,3026,3026,3026,3083,3083,3083,3083,3083,3083,3083,3112,3112,3112,3112,3112,3112,3112,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3166,3166,3166,3166,3166,3166,3166,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3233,3233,3233,3233,3233,3233,3233,3248,3248,3248,3248,3248,3248,3250,3250,3282,3282,3282,3282,3282,3282,3282,3306,3306,3306,3306,3306,3306,3306,3306,3306,3306,3306,3306,3306,3306,3306,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3368,3368,3368,3368,3368,3368,3368,3411,3411,3411,3411,3411,3411,3411,3411,3411,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452 +St Martin,France,18.0708,-63.0501,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,2,3,4,4,4,8,5,8,8,11,11,12,12,12,18,18,21,22,22,24,29,31,31,31,32,32,33,33,33,35,35,35,35,37,37,37,37,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,40,40,40,40,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,42,42,42,42,42,42,42,42,42,42,42,42,42,43,43,43,43,43,44,44,44,44,44,44,44,44,44,44,44,44,44,46,46,46,46,46,46,46,46,49,49,49,49,53,53,53,53,53,53,53,53,53,53,53,78,78,84,84,92,92,109,109,109,121,121,121,121,176,176,176,176,198,198,198,213,213,213,213,213,239,239,239,239,239,239,239,256,256,256,256,256,330,330,330,330,330,330,330,330,367,367,367,383,383,383,383,383,383,412,412,412,412,412,412,412,412,466,466,466,466,466,501,531,531,531,531,531,531,538,538,538,542,542,542,566,566,591,591,591,591,591,604,604,604,604,604,604,604,604,655,655,655,655,655,655,690,690,690,690,690,690,690,690,690,690,690,690,744,744,744,744,744,744,744,838,838,838,838,838,838,838,899,899,899,899,899,948,948,948,948,948,948,948,986,986,986,986,986,995,995,995,995,1002,1002,1002,1002,1002,1002,1002,1046,1046,1046,1046,1046,1046,1046,1117,1117,1117,1117,1191,1191,1191,1191,1191,1191,1191,1191,1289,1289,1289,1289,1289,1289,1289,1289,1289,1377,1377,1377,1377,1377,1456,1456,1456,1456,1456,1456,1456,1456,1456,1519,1519,1519,1519,1554,1554,1554,1554,1554,1554,1554,1581,1581,1581,1581,1581,1581,1581,1581,1612,1612,1612,1612,1612,1612,1612,1633,1633,1633,1633,1633,1633,1633,1657,1657,1657,1657,1657,1657,1687,1687,1687,1687,1687,1687,1687,1703,1703,1703,1703,1703,1703,1703,1703,1710,1710,1710,1710,1710,1710,1710,1728,1728,1728,1728,1728,1728,1728,1749,1749,1749,1749,1749,1749,1777,1777,1777,1777,1777,1777,1777,1777,1839,1839,1839,1839,1839,1839,1839,1895,1895,1895,1895,1895,1895,1895,2009,2009,2009,2009,2009,2009,2009,2113,2113,2113,2113,2113,2113,2113,2228,2228,2228,2228,2228,2228,2228,2314,2314,2314,2314,2314,2314,2314,2367,2367,2367,2367,2367,2367,2367,2420,2420,2420,2420,2420,2420,2420,2472,2472,2472,2472,2472,2472,2523,2523,2523,2523,2523,2523,2523,2579,2579,2579,2579,2579,2579,2579,2641,2641,2641,2707,2707,2707,2707,2755,2755,2755,2872,2872,2872,2872,2872,2943,2943,3092,3092,3092,3092,3147,3147,3147,3147,3147,3147,3147,3356,3356,3356,3356,3356,3356,3356,3356,3356,3363,3363,3544,3544,3544,3544,3544,3544,3659,3659,3659,3659,3659,3659,3740,3740,3740,3740,3740,3740,3740,3740,3740,3795,3795,3795,3795,3795,3795,3819,3819,3819,3819,3819,3819,3819,3819,3878,3878,3878,3878,3878,3878,3888,3888,3888,3888,3888,3888,3888,3920,3920,3920,3920,3920,3920,3920,3920,3920,3941,3941,3941,3941,3941,3975,3975,3975,3975,3975,3975,3993,3993,3993,3993,3993,3993,3993,4013,4013,4013,4013,4013,4013,4013,4013,4031,4031,4031,4031,4031,4031,4040,4040,4040,4040,4040,4040,4040,4059,4059,4059,4059,4059,4059,4059,4059,4075,4075,4075,4075,4075,4075,4118,4118,4118,4250,4250,4250,4250,4250,4250,4250,5148,5148,5148,5148,5148,5351,5351,7713,7713,7713,7713,7713,7713,7713,9143,9143,9143,9143,9143,9143,9143,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9774,9774,9774,9774,9774,9774,9774,9827,9827,9827,9827,9827,9827,9827,9877,9877,9877,9877,9877,9877,9877,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9939,9939,9939,9939,9939,9939,9939,9988,9988,9988,10107,10107,10107,10107,10107,10107,10107,10176,10176,10176,10176,10176,10176,10176,10279,10279,10279,10279,10279,10279,10279,10279,10279,10279,10279,10316,10316,10316,10462,10462,10462,10462,10462,10462,10462,10537,10537,10537,10537,10537,10537,10537,10602,10602,10602,10602,10602,10602,10602,10602,10602,10602,10602,10668,10668,10668,10668,10668,10668,10668,10668,10668,10688,10688,10688,10688,10688,10688,10726,10726,10726,10726,10726,10726,10726,10800,10800,10800,10800,10800,10800,10800,10875,10875,10875,10875,10875,10875,10875,10952,10952,10952,10952,10952,10952,10952,11061,11061,11061,11061,11061,11061,11061,11224,11224,11224,11224,11224,11224,11224,11410,11410,11410,11410,11410,11410,11410,11535,11535,11535,11535,11535,11535,11535,11667,11667,11667,11667,11667,11667,11667,11667,11667,11667,11667,11667,11667,11774,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11992,11992,11992,11992,11992,11992,11992,11992,11992,11992,11992,11992,11992,11992,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12034,12034,12034,12034,12034,12034,12034,12034,12034,12034,12034,12034,12034,12034,12058,12058,12058,12058,12058,12058,12058,12058,12058,12058,12058,12058,12058,12104,12104,12104,12104,12104,12104,12104,12104,12104,1210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+"Bonaire, Sint Eustatius and Saba",Netherlands,12.1784,-68.2385,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,5,5,5,5,5,5,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,9,9,10,10,10,10,10,10,10,11,11,11,11,11,11,11,11,11,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,14,15,15,15,16,16,18,18,18,18,18,21,21,25,25,25,25,25,25,28,32,36,36,36,36,54,69,69,85,85,85,88,106,121,121,121,124,124,124,141,141,141,148,148,148,148,148,150,150,150,150,150,150,150,150,150,150,150,150,150,150,150,153,153,153,153,153,153,153,153,154,154,154,154,154,154,155,155,155,155,155,157,157,157,158,158,158,161,161,161,161,161,161,162,162,162,162,164,164,164,164,164,169,172,172,172,175,175,175,177,177,177,177,179,179,179,179,182,182,182,182,182,182,182,186,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,1556,1558,1559,1559,1560,1560,1567,1573,1577,1580,1581,1582,1583,1583,1590,1591,1594,1597,1599,1604,1605,1606,1607,1608,1609,1609,1610,1610,1610,1612,1612,1612,1613,1614,1615,1615,1615,1615,1616,1616,1616,1616,1617,1618,1619,1619,1619,1623,1627,1629,1629,1630,1632,1633,1634,1634,1635,1636,1639,1640,1640,1646,1649,1650,1651,1651,1651,1652,1652,1652,1654,1656,1658,1659,1660,1661,1661,1661,1664,1668,1672,1672,1683,1683,1690,1691,1692,1693,1693,1697,1703,1705,1707,1707,1710,1710,1710,1710,1713,1715,1720,1724,1725,1729,1737,1738,1741,1741,1754,1756,1756,1759,1765,1767,1768,1774,1776,1779,1780,1783,1785,1786,1787,1791,1791,1793,1800,1808,1819,1837,1850,1863,1885,1895,1908,1928,1932,1932,1945,1949,1956,1962,1969,1972,1974,1980,1988,1998,2003,2010,2019,2045,2068,2083,2096,2116,2126,2141,2157,2168,2184,2204,2217,2217,2235,2257,2274,2290,2306,2312,2325,2335,2341,2353,2365,2373,2379,2383,2388,2390,2402,2407,2411,2417,2432,2435,2444,2455,2455,2468,2485,2494,2501,2511,2522,2546,2584,2597,2616,2628,2633,2633,2643,2660,2679,2698,2714,2714,2763,2802,2825,2858,2869,2889,2905,2938,2970,2997,3026,3026,3040,3057,3073,3073,3109,3119,3129,3138,3138,3156,3162,3175,3179,3193,3204,3213,3218,3236,3245,3254,3272,3277,3288,3304,3336,3368,3406,3429,3488,3531,3664,3918,4081,4296,4395,4395,4651,4755,4908,5064,5325,5438,5561,5649,5716,5824,5946,6180,6280,6419,6507,6570,6685,6829,6876,6922,6957,7001,7077,7103,7123,7155,7184,7209,7237,7271,7314,7347,7367,7393,7406,7424,7444,7455,7472,7489,7508,7514,7528,7542,7552,7566,7572,7572,7572,7582,7593,7599,7610,7616,7616,7616,7622,7633,7633,7633,7633,7633,7633,7653,7739,7739,7739,7739,7739,7739,8039,8039,8039,8039,8039,8136,8150,8189,8475,8515,8540,8574,8574,8574,8851,8860,8883,8883,8992,8992,8992,9000,9341,9346,9349,9349,9349,9349,9384,9561,9591,9591,9592,9592,9592,9711,9713,9745,9745,9745,9745,9745,9745,9801,9834,9834,9834,9834,9834,9902,9902,9943,9943,9943,9943,9943,9986,9986,10018,10018,10018,10018,10018,10044,10044,10076,10076,10076,10076,10076,10091,10091,10123,10123,10123,10123,10123,10170,10170,10194,10194,10194,10194,10194,10219,10219,10249,10249,10249,10249,10249,10249,10288,10320,10320,10320,10320,10320,10320,10373,10405,10405,10405,10405,10405,10405,10478,10478,10515,10523,10523,10523,10523,10523,10555,10567,10567,10567,10567,10567,10567,10738,10738,10738,10738,10738,10738,10738,10834,10834,10834,10834,10834,10834,10834,10897,10897,10897,10897,10897,10897,10897,10999,10999,10999,10999,10999,10999,10999,11091,11091,11091,11091,11091,11091,11091,11173,11173,11173,11173,11173,11173,11173,11230,11230,11230,11230,11230,11230,11230,11279,11279,11279,11279,11279,11279,11279,11282,11306,11306,11306,11306,11306,11306,11323,11323,11323,11323,11323,11323,11323,11345,11345,11345,11345,11345,11345,11345,11366,11366,11366,11366,11366,11366,11366,11395,11395,11395,11395,11395,11395,11395,11427,11427,11427,11427,11427,11427,11427,11450,11450,11450,11450,11450,11450,11450,11467,11467,11467,11467,11467,11467,11467,11467,11490,11490,11490,11490,11490,11490,11516,11516,11516,11516,11516,11516,11516,11544,11544,11544,11544,11544,11544,11544,11555,11555,11555,11555,11555,11555,11555,11596,11596,11596,11596,11596,11596,11596,11661,11661,11661,11661,11661,11661,11661,11716,11716,11716,11716,11716,11716,11716,11716,11716,11716,11716,11716,11716,11716,11716,11764,11764,11764,11764,11764,11764,11764,11776,11776,11776,11776,11776,11776,11779,11779,11779,11779,11779,11779,11779,11783,11783,11783,11783,11783,11783,11783,11794,11794,11794,11794,11794,11794,11794,11794,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11804,11804,11804,11804,11804,11804,11804,11804,11804 +Curacao,Netherlands,12.1696,-68.99,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,3,3,3,3,3,3,4,6,6,6,8,8,8,11,11,11,11,11,11,11,13,13,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,17,17,18,18,18,18,18,19,19,19,20,21,21,21,21,21,21,21,22,22,22,22,22,22,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,25,25,25,25,25,25,26,26,28,28,28,28,28,28,28,29,29,29,29,29,29,29,29,29,29,29,29,29,31,31,31,31,32,32,32,32,32,33,34,36,36,36,36,37,39,39,47,49,53,55,62,62,67,68,71,75,78,78,88,92,102,107,116,131,135,145,157,161,169,192,210,228,247,268,282,291,301,315,329,337,360,364,370,392,399,411,429,452,462,476,505,532,549,571,583,585,619,645,673,698,715,744,751,759,785,804,818,837,858,873,884,907,944,958,970,987,995,1000,1021,1030,1053,1077,1097,1102,1131,1182,1215,1261,1307,1340,1374,1415,1482,1561,1620,1682,1749,1773,1827,1929,2046,2157,2258,2364,2379,2503,2658,2740,2890,3011,3136,3174,3246,3325,3404,3501,3576,3624,3661,3699,3767,3823,3881,3920,3947,3974,4006,4051,4099,4138,4140,4144,4151,4179,4230,4260,4289,4294,4317,4323,4342,4378,4405,4422,4445,4458,4464,4469,4488,4498,4505,4514,4514,4523,4527,4535,4537,4543,4543,4548,4548,4558,4567,4574,4579,4582,4585,4585,4591,4595,4597,4600,4605,4613,4613,4620,4628,4633,4643,4643,4650,4652,4655,4658,4666,4675,4681,4681,4694,4696,4705,4708,4717,4727,4730,4731,4736,4740,4751,4769,4790,4807,4813,4830,4862,4915,4960,5051,5110,5138,5238,5380,5520,5676,5839,5997,6041,6174,6424,6648,7057,7335,7558,7740,7898,8404,8834,9171,9635,9890,10066,10185,10185,10632,10909,11180,11355,11385,11430,11581,11674,11769,11837,11882,11903,11903,11983,12022,12058,12087,12119,12129,12146,12146,12181,12195,12207,12210,12213,12217,12218,12222,12228,12234,12235,12236,12236,12236,12244,12246,12249,12254,12256,12257,12262,12266,12268,12271,12271,12271,12271,12271,12271,12271,12271,12272,12272,12273,12273,12276,12277,12278,12279,12280,12281,12287,12291,12293,12293,12295,12296,12296,12304,12308,12314,12317,12318,12319,12321,12322,12327,12327,12330,12330,12332,12339,12342,12343,12345,12349,12349,12349,12350,12354,12364,12371,12380,12389,12395,12418,12453,12537,12605,12699,12775,12804,12883,12962,13038,13135,13217,13252,13300,13378,13447,13493,13567,13625,13669,13692,13757,13835,13907,13988,14055,14122,14137,14210,14333,14396,14446,14530,14570,14602,14686,14751,14802,14889,14889,14937,14974,15045,15086,15134,15170,15216,15248,15263,15299,15338,15379,15413,15452,15470,15483,15506,15550,15596,15642,15696,15713,15741,15814,15867,15925,15975,16031,16056,16086,16150,16216,16254,16303,16339,16373,16383,16428,16465,16500,16556,16592,16609,16618,16650,16684,16704,16742,16777,16787,16804,16837,16866,16885,16899,16921,16934,16936,16955,16972,16984,16998,17002,17011,17012,17027,17047,17053,17062,17072,17084,17091,17100,17111,17123,17134,17146,17156,17162,17162,17176,17187,17197,17216,17225,17234,17248,17259,17270,17282,17303,17321,17335,17348,17362,17374,17384,17390,17397,17401,17401,17426,17440,17455,17470,17485,17487,17502,17517,17540,17560,17572,17589,17598,17618,17657,17693,17720,17747,17770,17807,17901,18082,18299,18622,18884,19049,19247,19645,20199,20710,21325,22141,22551,22962,23692,24748,25988,26952,27915,28663,29069,29758,30864,30864,32892,32892,32892,33942,34368,34368,35307,35617,35878,36013,36092,36323,36594,36722,36875,36967,37085,37128,37281,37426,37526,37638,37747,37809,37854,37966,38073,38172,38267,38336,38380,38394,38465,38530,38608,38657,38695,38717,38737,38778,38828,38867,38896,38915,38933,38944,38960,39016,39082,39133,39133,39133,39133,39185,39185,39185,39459,39459,39459,39459,39459,39560,39560,39853,39853,39853,39853,39853,39853,39853,40217,40217,40217,40217,40217,40346,40346,40671,40671,40671,40671,40671,40802,40802,41153,41153,41153,41153,41153,41306,41306,41306,41652,41652,41652,41652,41729,41729,41729,41966,41966,41966,41966,42035,42035,42241,42241,42241,42241,42241,42330,42330,42330,42567,42567,42567,42567,42674,42674,43017,43017,43017,43017,43017,43149,43149,43522,43522,43522,43522,43522,43622,43622,43864,43864,43864,43864,43864,43953,43953,43953,44127,44127,44127,44127,44127,44127,44127,44127,44127,44127,44127,44314,44314,44314,44314,44314,44314,44314,44440,44440,44440,44440,44440,44440,44440,44545,44545,44545,44545,44545,44545,44545,44662,44662,44662,44662,44662,44662,44782,44782,44782,44782,44782,44782,44932,44932,44932,44932,44932,44932,44932,45063,45063,45063,45063,45063,45063,45063,45063,45127,45127,45127,45127,45127,45127,45127,45127,45209,45209,45209,45209,45209,45209,45209,45243,45243,45243,45243,45243,45243,45243,45277,45277,45277,45277,45277,45277,45277,45302,45302,45302,45302,45302,45302,45302,45318,45318,45318,45318,45318,45318,45318,45345,45345,45345,45345,45345,45345,45345,45357,45357,45357,45357,45357,45357,45357,45368,45368,45368,45368,45368,45368,45368,45390,45390,45390,45390,45390,45390,45390,45406,45406,45406,4540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+Sint 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+,Saint Kitts and Nevis,17.357822,-62.782998,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,7,8,8,9,9,9,10,10,11,11,11,12,12,12,12,14,14,14,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,16,16,16,16,16,16,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,20,20,22,22,22,22,22,22,22,22,22,22,22,25,25,25,25,25,26,27,27,27,28,28,28,28,30,30,30,30,30,30,30,30,30,32,32,32,32,32,32,33,33,33,33,33,33,34,34,34,34,34,34,34,34,34,34,35,35,35,35,35,35,35,35,37,37,37,37,37,37,38,39,39,39,40,40,40,40,40,40,40,40,40,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,42,42,43,43,43,43,43,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,46,46,46,50,60,60,60,64,68,68,68,68,73,73,75,78,83,83,83,83,83,83,83,155,155,155,209,244,279,304,330,341,350,377,396,425,425,428,429,439,443,446,457,476,490,492,492,515,517,519,520,525,530,538,540,544,544,548,550,550,554,557,557,560,563,564,565,573,578,582,582,589,593,594,594,600,600,600,603,611,614,620,620,630,630,636,642,655,655,681,708,742,773,792,823,823,883,929,955,995,1024,1053,1053,1091,1121,1148,1148,1148,1148,1230,1279,1310,1352,1352,1439,1464,1476,1510,1556,1589,1589,1632,1632,1680,1680,1718,1762,1762,1800,1835,1872,1891,1891,1918,1965,1994,1994,2037,2073,2246,2294,2320,2361,2361,2412,2435,2466,2511,2525,2546,2550,2556,2574,2589,2591,2619,2623,2625,2637,2637,2657,2664,2668,2669,2669,2675,2686,2696,2701,2708,2708,2717,2717,2717,2730,2735,2736,2745,2749,2749,2753,2756,2764,2764,2764,2766,2767,2774,2774,2774,2777,2779,2782,2782,2786,2786,2787,2789,2789,2790,2790,2791,2791,2792,2795,2796,2796,2796,2796,2797,2798,2801,2801,2801,2808,2809,2815,2815,2822,2836,2843,2848,2877,2918,2918,2999,3043,3193,3252,3333,3489,3666,3904,4056,4145,4216,4339,4484,4645,4645,4882,4933,4968,5026,5065,5141,5190,5230,5254,5254,5254,5331,5368,5393,5419,5422,5422,5446,5453,5467,5469,5475,5475,5484,5488,5492,5495,5497,5498,5499,5505,5508,5511,5511,5518,5523,5523,5523,5523,5524,5525,5526,5530,5530,5530,5530,5530,5531,5533,5536,5536,5536,5537,5537,5538,5538,5540,5540,5541,5541,5541,5544,5544,5544,5548,5548,5548,5548,5548,5548,5548,5548,5549,5549,5549,5549,5549,5549,5549,5549,5550,5551,5551,5552,5553,5553,5554,5554,5554,5555,5555,5557,5559,5559,5561,5561,5561,5561,5561,5561,5562,5562,5562,5562,5562,5562,5566,5566,5566,5570,5570,5583,5587,5587,5591,5595,5596,5600,5602,5605,5605,5610,5622,5626,5643,5654,5669,5669,5671,5688,5697,5701,5707,5707,5719,5719,5729,5746,5757,5782,5798,5805,5809,5811,5821,5824,5824,5824,5851,5852,5873,5873,5890,5899,5899,5910,5913,5913,5924,5941,5941,5941,5941,5965,5992,6022,6065,6102,6157,6157,6157,6193,6228,6254,6266,6293,6293,6308,6332,6332,6355,6367,6367,6377,6383,6399,6399,6413,6422,6422,6422,6430,6435,6442,6453,6453,6453,6462,6462,6464,6467,6470,6470,6477,6477,6477,6477,6485,6485,6485,6485,6492,6492,6493,6493,6493,6495,6495,6495,6495,6499,6501,6507,6508,6509,6509,6509,6511,6512,6515,6517,6517,6517,6517,6524,6524,6524,6524,6524,6524,6532,6532,6536,6541,6541,6541,6541,6541,6541,6543,6543,6543,6543,6543,6543,6543,6543,6544,6544,6544,6544,6544,6545,6545,6545,6545,6545,6545,6545,6546,6546,6546,6547,6547,6547,6547,6547,6547,6548,6548,6548,6548,6548,6548,6548,6548,6548,6548,6548,6548,6548,6548,6549,6549,6549,6549,6549,6549,6549,6551,6552,6552,6552,6552,6552,6552,6552,6552,6552,6552,6552,6552,6554,6556,6556,6556,6556,6556,6556,6556,6556,6556,6556,6556,6556,6559,6559,6559,6559,6559,6559,6559,6559,6559,6559,6560,6560,6560,6560,6560,6560,6560,6562,6562,6562,6562,6562,6562,6562,6562,6562,6562,6562,6562,6562,6571,6571,6571,6571,6571,6573,6574,6578,6578,6578,6578,6581,6581,6584,6585,6585,6585,6585,6585,6586,6588,6590,6591,6591,6591,6592,6592,6592,6592,6592,6592,6592,6592,6592,6592,6592,6592,6593,6593,6594,6595,6596,6596,6596,6596,6596,6596,6596,6596,6596,6596,6596,6596,6596,6596,6596,6596,6597,6597,6597,6597,6597,6597,6597 +,Saint Lucia,13.9094,-60.9789,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,2,2,2,2,3,3,3,3,3,3,9,9,13,13,13,13,14,14,14,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,17,17,17,17,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,22,22,22,22,22,22,22,22,22,22,22,22,22,23,23,23,23,23,23,23,24,24,24,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,28,28,29,29,29,29,31,31,32,33,33,36,36,38,42,48,52,54,63,65,67,76,78,78,84,84,97,105,106,110,123,131,141,148,148,148,156,160,162,171,178,183,203,203,204,220,223,226,235,238,246,252,257,259,259,261,262,262,265,265,270,270,270,270,274,274,275,278,278,278,279,280,282,287,287,303,305,305,305,305,305,331,331,340,353,353,353,353,360,380,382,383,395,438,438,462,490,502,543,576,611,611,621,656,713,718,755,770,810,886,921,969,1029,1195,1195,1195,1411,1470,1479,1556,1556,1813,1813,2027,2027,2027,2415,2487,2487,2519,2519,2549,2576,2620,2620,2860,3078,3135,3142,3149,3149,3356,3356,3390,3390,3779,3803,3814,3814,3843,3866,3871,3902,3941,3966,3989,3989,4031,4053,4069,4083,4097,4113,4113,4121,4132,4149,4161,4172,4191,4191,4191,4202,4228,4238,4245,4265,4273,4273,4273,4297,4304,4312,4329,4347,4348,4355,4355,4355,4355,4398,4401,4401,4419,4419,4444,4455,4455,4463,4486,4502,4508,4508,4534,4552,4560,4560,4560,4573,4585,4607,4607,4654,4654,4690,4700,4725,4725,4788,4818,4818,4818,4871,4906,4923,4935,4935,4945,4945,4968,4980,5002,5035,5035,5053,5067,5072,5072,5102,5108,5108,5133,5138,5148,5156,5160,5168,5179,5179,5180,5186,5188,5188,5206,5211,5216,5218,5227,5238,5238,5262,5269,5278,5284,5292,5296,5302,5302,5302,5326,5326,5352,5363,5374,5380,5399,5399,5416,5430,5439,5455,5462,5470,5480,5481,5484,5496,5496,5516,5516,5520,5529,5529,5537,5567,5581,5610,5610,5632,5652,5671,5688,5713,5779,5837,5913,5949,5982,6112,6194,6287,6366,6475,6475,6578,6857,6955,6955,7111,7232,7232,7536,7713,7713,8050,8111,8155,8219,8322,8542,8887,9025,9149,9191,9258,9327,9403,9403,9527,9823,9823,9971,10082,10217,10344,10399,10520,10605,10624,10727,10852,10961,11053,11144,11231,11320,11459,11459,11573,11636,11693,11693,11709,11727,11833,11942,11970,11970,12017,12054,12095,12129,12129,12206,12228,12234,12280,12313,12331,12385,12411,12426,12433,12465,12486,12517,12536,12559,12559,12573,12586,12610,12645,12673,12688,12688,12748,12748,12757,12785,12808,12827,12835,12837,12844,12851,12872,12894,12894,12904,12909,12909,12927,12927,12954,12954,12977,12989,13000,13017,13017,13027,13027,13034,13048,13052,13067,13067,13086,13086,13086,13098,13105,13115,13127,13136,13136,13149,13166,13177,13209,13225,13248,13275,13302,13319,13357,13410,13473,13570,13640,13732,13816,13881,13974,14232,14414,14654,14874,15101,15372,15937,16505,16969,16969,17250,17531,17666,17871,18322,18746,19468,19680,19755,19967,20192,20417,20417,20798,20909,20942,20942,21081,21399,21399,21513,21513,21535,21768,21831,21873,21932,21932,22048,22121,22177,22269,22426,22468,22468,22468,22545,22568,22594,22627,22649,22649,22667,22694,22712,22729,22733,22733,22733,22779,22795,22808,22811,22822,22833,22833,22847,22853,22856,22862,22870,22878,22878,22884,22891,22892,22905,22907,22919,22919,22929,22941,22947,22953,22953,22959,22959,22964,22965,22977,22991,22998,23010,23029,23037,23045,23045,23045,23050,23050,23094,23094,23094,23111,23161,23161,23201,23239,23239,23285,23285,23285,23361,23394,23394,23394,23459,23482,23538,23612,23635,23635,23723,23778,23798,23978,23978,24164,24164,24267,24396,24514,24655,24780,24873,24873,24957,25054,25132,25315,25315,25538,25538,25593,25593,25593,25777,25877,25999,26092,26092,26206,26234,26250,26316,26453,26453,26538,26584,26629,26688,26704,26704,26722,26722,26763,26780,26816,26816,26885,26911,26937,26970,26984,27022,27022,27049,27094,27094,27094,27133,27133,27204,27252,27252,27252,27337,27337,27408,27408,27464,27464,27464,27464,27533,27533,27559,27654,27654,27654,27755,27755,27755,27843,27843,27966,27966,27966,27966,27966,28062,28161,28161,28161,28161,28233,28233,28233,28341,28341,28341,28341,28341,28379,28461,28542,28542,28542,28621,28621,28621,28621,28689,28689,28689,28689,28775,28775,28775,28832,28894,28894,28894,28894,28894,28894,28894,28894,28894,28894,28894,28959,28959,28959,28959,28959,28959,28959,28959,28959,28959,28959,29408,29408,29408,29408,29408,29408,29408,29408,29408,29517,29517,29517,29517,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29636,29636,29639,29639,29639,29639,29639,29654,29654,29654,29654,29654,29654,29654,29654,29654,29654,29676,29676,29676,29676,29676,29676,29692,29692,29692,29692,29692,29692,29692,29692,29692,29692,29692,29692,29711,29711,29711,29711,29711,29711,29711,29723,29723,2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+,Saint Vincent and the Grenadines,12.9843,-61.2872,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,3,7,7,7,8,8,12,12,12,12,12,12,12,12,12,12,12,12,12,13,13,14,14,14,15,15,16,16,16,16,16,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,18,18,18,18,18,18,18,18,25,26,26,26,26,26,26,26,26,26,27,27,27,27,27,27,27,27,27,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,35,35,35,35,35,35,38,44,50,50,52,52,52,52,52,52,52,52,52,54,54,55,55,55,56,56,56,56,57,57,57,57,57,57,57,57,58,58,58,58,58,58,58,58,58,58,60,60,60,60,60,61,61,61,61,61,61,62,62,62,62,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,65,67,67,67,68,68,68,73,73,73,73,74,74,74,74,74,75,75,75,75,76,76,76,76,76,76,77,77,78,78,78,78,83,83,84,84,84,84,84,84,84,84,85,85,85,85,85,85,87,87,87,87,87,87,90,91,94,94,98,98,98,100,100,100,100,104,104,107,108,108,108,109,109,109,113,115,121,121,122,124,124,133,149,149,149,225,249,249,284,284,340,450,450,478,494,602,602,690,690,720,738,746,746,827,827,896,896,901,901,1059,1059,1067,1170,1202,1269,1283,1283,1340,1370,1370,1418,1418,1453,1457,1462,1462,1494,1498,1503,1503,1511,1519,1519,1519,1556,1556,1628,1628,1645,1645,1645,1645,1663,1663,1663,1670,1674,1674,1680,1680,1680,1681,1681,1684,1692,1696,1696,1696,1696,1703,1715,1721,1723,1738,1739,1739,1748,1750,1754,1755,1758,1764,1765,1766,1774,1789,1790,1792,1806,1806,1812,1818,1819,1819,1819,1819,1819,1827,1827,1827,1830,1830,1839,1844,1850,1855,1864,1864,1882,1882,1882,1882,1889,1895,1912,1912,1922,1922,1926,1928,1932,1932,1937,1937,1940,1949,1954,1962,1973,1973,1978,1989,2006,2006,2014,2027,2027,2035,2044,2044,2044,2065,2068,2076,2076,2092,2092,2132,2132,2147,2156,2156,2158,2172,2178,2183,2192,2195,2196,2207,2207,2216,2216,2218,2219,2219,2225,2225,2227,2229,2229,2233,2238,2240,2240,2240,2241,2241,2242,2245,2245,2249,2258,2258,2260,2260,2263,2263,2266,2271,2271,2271,2271,2271,2280,2288,2288,2291,2291,2291,2297,2297,2298,2298,2298,2298,2299,2299,2301,2306,2307,2308,2308,2314,2314,2320,2320,2320,2320,2320,2320,2320,2321,2321,2321,2326,2331,2331,2336,2336,2348,2355,2358,2361,2371,2379,2385,2389,2391,2421,2446,2446,2487,2521,2559,2613,2613,2728,2791,2830,2848,2964,3071,3158,3247,3338,3359,3369,3423,3508,3563,3563,3676,3776,3838,3866,3965,3965,3965,4096,4096,4096,4096,4096,4096,4418,4623,4627,4637,4729,4786,4814,4814,4850,4860,4860,4905,4941,4951,4951,4995,4995,5012,5050,5073,5092,5092,5092,5123,5123,5167,5204,5257,5270,5270,5326,5326,5326,5359,5378,5391,5391,5414,5414,5446,5469,5500,5500,5500,5525,5525,5562,5579,5579,5579,5623,5623,5645,5645,5645,5692,5692,5722,5722,5723,5723,5723,5758,5758,5758,5758,5784,5810,5810,5828,5828,5828,5828,5843,5850,5850,5850,5850,5952,5991,5991,6039,6247,6247,6247,6247,6247,6562,6562,6575,6581,6581,6581,6599,6604,6604,6615,6615,6615,6615,6660,6662,9385,9447,9447,9447,9447,7903,7929,7939,7939,8035,8035,8035,8114,8134,8144,8144,8144,8144,8144,8246,8248,8248,8278,8278,8278,8278,8278,8297,8301,8303,8305,8305,8305,8309,8311,8311,8313,8316,8316,8316,8320,8321,8321,8321,8323,8323,8323,8323,8323,8326,8326,8326,8326,8326,8329,8330,8330,8330,8332,8332,8332,8333,8335,8335,8335,8335,8335,8335,8335,8338,8338,8339,8339,8339,8339,8342,8344,8344,8348,8348,8348,8348,8348,8352,8355,8378,8383,8383,8383,8394,8404,8406,8413,8419,8419,8419,8419,8425,8425,8428,8439,8439,8439,8450,8472,8479,8484,8494,8494,8494,8500,8527,8527,8570,8591,8591,8591,8591,8626,8641,8657,8670,8670,8670,8670,8670,8717,8741,8762,8762,8762,8762,8807,8807,8807,8883,8883,8883,8883,8916,8929,8936,8956,8956,8956,8956,8995,9000,9008,9026,9026,9026,9026,9038,9045,9051,9058,9058,9058,9058,9060,9075,9076,9083,9083,9083,9083,9127,9162,9183,9183,9183,9183,9183,9240,9240,9267,9282,9282,9282,9282,9321,9330,9330,9354,9354,9354,9354,9370,9370,9378,9390,9390,9390,9390,9396,9396,9396,9404,9404,9404,9404,9405,9405,9412,9412,9412,9412,9412,9414,9415,9415,9420,9420,9420,9420,9428,9428,9429,9430,9430,9430,9430,9430,9430,9430,9430,9430,9430,9446,9446,9446,9446,9446,9446,9446,9446,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9450,9450,9450,9450,9450,9452,9452,9452,9452,9452,9452,9452,9457,9457,9457,9457,9457,9457,9457,9459,9459,9459,9459,9459,9459,9459,9459,9459,9459,9459,9459,9459,9462,9462,9462,9462,9462,9462,9462,9462,9462,9462,9462,9462,9462,9462,9468,9474,9474,9474,9474,9474,9474,9474,9474,9474,9482,9482,9482,9500,9500,9500,9500,9500,9500,9500,9500,9521,9521,9521,9521,9521,9521,9521,9521,9521,9538,9538,9538,9538,9538,9538,9538,9552,9552,9552,9552,9552,9552,9563,9563,9563,9563,9563,9563,9563,9572,9572,9572,9572,9572,9572,9581,9581,9581,9581,9581,9581,9581,9585,9585,9585,9585,9585,9585,9585,9587,9587,9587,9587,9587,9587,9587,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589 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+,Sao Tome and Principe,0.1864,6.6131,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,8,8,14,16,16,16,23,174,174,187,208,208,208,208,208,220,235,235,235,235,246,251,251,251,251,251,251,299,441,443,458,463,479,483,484,484,484,485,499,499,513,513,514,611,632,639,659,661,662,671,683,688,693,698,698,702,707,710,711,712,713,713,713,714,715,717,719,719,720,721,724,724,726,727,727,729,732,732,737,740,741,743,746,746,746,747,749,860,862,863,865,867,868,870,871,874,874,874,875,878,878,878,878,878,878,881,882,883,885,885,885,885,885,885,888,891,892,892,892,892,892,894,895,895,896,896,896,896,897,897,898,898,898,898,898,901,906,906,906,906,907,907,907,908,908,908,908,908,908,910,911,911,911,911,911,911,911,911,913,913,913,914,914,921,922,922,929,929,929,929,929,932,932,933,933,933,935,935,938,940,940,941,941,943,944,945,945,949,949,954,958,958,960,962,962,962,962,962,963,963,964,965,965,967,967,974,974,979,979,981,981,982,985,985,989,989,991,996,997,997,999,999,999,1002,1005,1005,1009,1009,1009,1009,1010,1010,1010,1011,1011,1012,1012,1012,1012,1012,1012,1014,1014,1014,1014,1014,1014,1014,1022,1024,1024,1024,1024,1025,1035,1054,1066,1066,1066,1090,1105,1119,1125,1130,1142,1142,1151,1170,1171,1182,1188,1188,1189,1210,1221,1232,1245,1256,1257,1259,1283,1287,1298,1346,1351,1351,1355,1385,1430,1431,1478,1482,1482,1482,1520,1535,1548,1578,1578,1610,1628,1655,1672,1719,1745,1786,1786,1828,1840,1881,1898,1923,1944,1950,1961,1977,2010,2035,2057,2078,2078,2084,2085,2107,2114,2123,2142,2145,2157,2159,2174,2177,2196,2210,2212,2215,2221,2223,2232,2236,2240,2240,2244,2248,2255,2255,2261,2263,2266,2267,2268,2269,2271,2272,2275,2275,2275,2283,2288,2292,2292,2297,2298,2299,2299,2301,2301,2302,2302,2310,2310,2311,2314,2317,2317,2318,2318,2318,2320,2320,2320,2324,2327,2327,2330,2332,2333,2334,2335,2338,2338,2338,2338,2338,2338,2344,2345,2345,2345,2345,2347,2349,2353,2353,2353,2353,2353,2354,2355,2356,2357,2358,2358,2358,2358,2358,2360,2362,2362,2362,2363,2363,2364,2365,2365,2365,2365,2366,2366,2369,2369,2376,2376,2377,2383,2386,2386,2387,2392,2392,2392,2392,2395,2400,2406,2410,2410,2410,2410,2417,2417,2420,2424,2424,2424,2424,2432,2432,2446,2454,2454,2454,2457,2463,2465,2468,2470,2470,2475,2476,2478,2480,2482,2488,2488,2489,2492,2496,2502,2517,2524,2524,2524,2546,2555,2570,2579,2590,2590,2593,2608,2627,2634,2657,2683,2683,2692,2697,2709,2738,2787,2814,2816,2825,2877,2893,2984,3025,3040,3043,3097,3115,3192,3217,3295,3338,3344,3349,3408,3453,3459,3504,3531,3535,3536,3564,3584,3600,3613,3626,3628,3629,3639,3649,3659,3670,3675,3677,3677,3685,3687,3689,3691,3697,3697,3697,3705,3705,3705,3710,3712,3714,3714,3715,3715,3718,3720,3721,3729,3729,3730,3730,3730,3730,3730,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3732,3732,3732,3733,3733,3733,3733,3733,3733,3733,3733,3733,3733,3733,3735,3735,3735,3735,3735,3736,3737,3741,3744,3755,3758,3759,3790,3819,3877,3897,3903,3912,3945,4010,4034,4151,4416,4735,4892,4916,5052,5235,5404,5458,5495,5525,5569,5634,5651,5785,5798,5816,5832,5836,5849,5856,5867,5873,5883,5885,5890,5899,5903,5907,5908,5911,5912,5912,5912,5913,5916,5919,5920,5920,5920,5920,5922,5922,5924,5925,5926,5930,5930,5932,5932,5933,5933,5934,5934,5934,5934,5934,5939,5939,5939,5939,5939,5939,5939,5939,5939,5939,5936,5937,5938,5938,5938,5940,5941,5941,5943,5943,5943,5944,5945,5945,5945,5945,5945,5945,5945,5945,5945,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5953,5953,5953,5953,5953,5953,5953,5957,5957,5957,5957,5957,5957,5957,5964,5964,5964,5964,5964,5964,5964,5970,5970,5970,5970,5970,5970,5970,5973,5973,5973,5973,5973,5973,5973,5982,5982,5982,5982,5982,5982,5982,5991,5991,5991,5991,5991,5991,5991,6003,6003,6003,6003,6003,6003,6003,6010,6010,6010,6010,6010,6010,6010,6023,6023,6023,6023,6023,6023,6023,6043,6043,6043,6043,6043,6043,6043,6064,6064,6064,6064,6064,6064,6064,6064,6079,6079,6079,6079,6079,6079,6087,6087,6087,6087,6087,6087,6087,6087,6100,6100,6100,6100,6100,6100,6115,6115,6115,6115,6115,6115,6115,6115,6120,6120,6120,6120,6120,6120,6123,6123,6123,6123,6123,6123,6123,6136,6136,6136,6136,6136,6136,6136,6153,6153,6153,6153,6153,6153,6153,6177,6177,6177,6177,6177,6177,6177,6193,6193,6193,6193,6193,6193,6193,6193,6209,6209,6209,6209,6209,6209,6230,6230,6230,6230,6230,6230,6230,6230,6230,6236,6236,6236,6236,6236,6252,6252,6252,6252,6252,6252,6252,6252,6263,6263,6263,6263,6263,6263,6263,6263,6266,6266,6266,6266,6266,6266,6270,6270,6270,6270,6270,6270,6270,6275,6275,6275,6275,6275,6275,6275,6275,6275,6275,6275,6275,6275,6275,6278,6278,6278,6278,6278,6278,6278,6278,6278,6278,6278,6278,6278,6278,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6281,6281,6281,6281,6281,6281,6281,6281,6281,6281,6281,6281,6281,6281,6281,6281,6281 +,Saudi Arabia,23.885942,45.079162,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,5,5,5,11,15,20,21,45,86,103,103,118,171,171,274,344,392,511,562,767,900,1012,1104,1203,1299,1453,1563,1720,1885,2039,2179,2402,2605,2795,2932,3287,3651,4033,4462,4934,5369,5862,6380,7142,8274,9362,10484,11631,12772,13930,15102,16299,17522,18811,20077,21402,22753,24097,25459,27011,28656,30251,31938,33731,35432,37136,39048,41014,42925,44830,46869,49176,52016,54752,57345,59854,62545,65077,67719,70161,72560,74795,76726,78541,80185,81766,83384,85261,87142,89011,91182,93157,95748,98869,101914,105283,108571,112288,116021,119942,123308,127541,132048,136315,141234,145991,150292,154233,157612,161005,164144,167267,170639,174577,178504,182493,186436,190823,194225,197608,201801,205929,209509,213716,217108,220144,223327,226486,229480,232259,235111,237803,240474,243238,245851,248416,250920,253349,255825,258156,260394,262772,264973,266941,268934,270831,272590,274219,275905,277478,278835,280093,281456,282824,284226,285793,287262,288690,289947,291468,293037,294519,295902,297315,298542,299914,301323,302686,303973,305186,306370,307479,308654,309768,310836,311855,312924,313911,314821,315772,316670,317486,318319,319141,319932,320688,321456,322237,323012,323720,324407,325050,325651,326258,326930,327551,328144,328720,329271,329754,330246,330798,331359,331857,332329,332790,333193,333648,334187,334605,335097,335578,335997,336387,336766,337243,337711,338132,338539,338944,339267,339615,340089,340590,341062,341495,341854,342202,342583,342968,343373,343774,344157,344552,344875,345232,345631,346047,346482,346880,347282,347656,348037,348510,348936,349386,349822,350229,350592,350984,351455,351849,352160,352601,352950,353255,353556,353918,354208,354527,354813,355034,355258,355489,355741,356067,356389,356691,356911,357128,357360,357623,357872,358102,358336,358526,358713,358922,359115,359274,359415,359583,359749,359888,360013,360155,360335,360516,360690,360848,361010,361178,361359,361536,361725,361903,362066,362220,362339,362488,362601,362741,362878,362979,363061,363155,363259,363377,363485,363582,363692,363809,363949,364096,364271,364440,364613,364753,364929,365099,365325,365563,365775,365988,366185,366371,366584,366807,367023,367276,367543,367813,368074,368329,368639,368945,369248,369575,369961,370278,370634,370987,371356,371720,372073,372410,372732,373046,373368,373702,374029,374366,374691,375006,375333,375668,376021,376377,376723,377061,377383,377700,378002,378333,378708,379092,379474,379831,380182,380572,380958,381348,381708,382059,382407,382752,383106,383499,383880,384271,384653,385020,385424,385834,386300,386782,387292,387794,388325,388866,389422,390007,390597,391325,392009,392682,393377,394169,394952,395854,396758,397636,398435,399277,400228,401157,402142,403106,404054,404970,405940,407010,408038,409093,410191,411263,412216,413174,414219,415281,416307,417363,418411,419348,420301,421300,422316,423406,424445,425442,426384,427370,428369,429389,430505,431432,432269,433094,433980,435027,436239,437569,438705,439847,440914,442071,443460,444780,445963,447178,448284,449191,450436,451687,452956,454217,455418,456562,457546,458707,459968,461242,461242,463703,464780,465797,466906,468175,469414,470723,471959,473112,474191,475403,476882,478135,479390,480702,482003,483221,484539,486106,487592,489126,490464,491612,492785,494032,495309,496516,497773,498906,500083,501195,502439,503734,504960,506125,507423,508521,509576,510869,512142,513284,514446,515693,516949,518143,519395,520774,522108,522108,522108,525730,526814,526814,526814,526814,526814,531935,531935,531935,531935,531935,531935,531935,537374,537374,537374,539129,539129,539129,540244,540244,541201,541201,541994,541994,541994,541994,543318,543318,543318,543318,543318,543318,543318,543318,543318,545243,545243,545505,545505,545727,545829,545829,545829,545829,545829,545829,546336,546411,546411,546411,546612,546681,546735,546735,546735,546882,546926,546985,547035,547035,547134,547134,547134,547134,547134,547357,547402,547449,547497,547532,547591,547649,547704,547761,547797,547845,547890,547931,547969,548018,548065,548111,548162,548205,548252,548303,548368,548423,548474,548530,548571,548617,548666,548711,548760,548805,548848,548890,548930,548973,549022,549060,549103,549148,549192,549222,549260,549297,549339,549377,549412,549443,549479,549518,549556,549590,549618,549642,549671,549695,549720,549752,549786,549810,549848,549877,549912,549955,549997,550043,550088,550136,550189,550240,550304,550369,550457,550542,550622,550738,550842,550988,551210,551462,551749,552081,552406,552795,553319,553921,554665,555417,556236,557082,558106,559852,562437,565482,568650,572225,575293,578753,583531,588183,593545,599044,604672,609953,615430,620935,626808,632736,638327,643211,647819,652354,657192,661733,666259,670997,675471,679384,683053,687264,691125,695217,699069,702624,705637,708897,712644,715974,719136,722002,724525,726251,728387,730614,732596,734389,735958,737334,738331,739344,740396,741237,741864,742541,743205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+,South Africa,-30.5595,22.9375,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,3,3,7,13,17,24,38,51,62,62,116,150,202,240,274,402,554,709,927,1170,1187,1280,1326,1353,1380,1462,1505,1585,1655,1686,1749,1845,1934,2003,2028,2173,2272,2415,2506,2605,2783,3034,3158,3300,3465,3635,3953,4220,4361,4546,4793,4996,5350,5647,5951,6336,6783,7220,7572,7808,8232,8895,9420,10015,10652,11350,12074,12739,13524,14355,15515,16433,17200,18003,19137,20125,21343,22583,23615,24264,25937,27403,29240,30967,32683,34357,35812,37525,40792,43434,45973,48285,50879,52991,55421,58568,61927,65736,70038,73533,76334,80412,83890,87715,92681,97302,101590,106108,111796,118375,124590,131800,138134,144264,151209,159333,168061,177124,187977,196750,205721,215855,224665,238339,250687,264184,276242,287796,298292,311049,324221,337594,350879,364328,373628,381798,394948,408052,421996,434200,445433,452529,459761,471123,482169,493183,503290,511485,516862,521318,529877,538184,545476,553188,559859,563598,566109,568919,572865,579140,583653,587345,589886,592144,596060,599940,603338,607045,609773,611450,613017,615701,618286,620132,622551,625056,627041,628259,630595,633015,635078,636884,638517,639362,640441,642431,644438,646398,648214,649793,650749,651521,653444,655572,657627,659656,661211,661936,663282,665188,667049,668529,669498,670766,671669,672572,674339,676084,677833,679716,681289,682215,683242,685155,686891,688352,690896,692471,693359,694537,696414,698184,700203,702131,703793,705254,706304,708359,710515,712412,714246,715868,716759,717851,719714,721770,723682,725452,726823,727595,728836,730548,732414,734175,735906,737278,738525,740254,742394,744732,746945,749182,751024,752269,754256,757144,759658,762763,765409,767679,769759,772252,775502,778571,781941,785139,787702,790004,792299,796472,800872,805804,810449,814565,817878,821889,828598,836764,845083,852965,860964,866127,873679,883687,892813,901538,912477,921922,930711,940212,954258,968563,983359,994911,1004413,1011871,1021451,1039161,1057161,1073887,1088889,1100748,1113349,1127759,1149591,1170590,1192570,1214176,1231597,1246643,1259748,1278303,1296806,1311686,1325659,1337926,1346936,1356716,1369426,1380807,1392568,1404839,1412986,1417537,1423578,1430648,1437798,1443939,1449236,1453761,1456309,1458958,1463016,1466767,1470516,1473700,1476135,1477511,1479253,1482412,1484900,1487681,1490063,1491807,1492909,1494119,1496439,1498766,1500677,1502367,1503796,1504588,1505586,1507448,1509124,1510778,1512225,1513393,1513959,1514815,1516262,1517666,1518979,1520206,1521068,1521706,1522697,1524174,1525648,1526873,1528414,1529420,1530033,1530966,1532497,1533961,1535423,1536801,1537852,1538451,1538961,1540009,1541563,1543079,1544466,1545431,1545979,1546735,1548157,1549451,1550724,1551501,1551964,1552416,1552853,1553609,1554975,1556242,1557527,1558458,1559113,1559960,1561559,1562931,1564355,1565680,1566769,1567513,1568366,1569935,1571348,1572985,1574370,1575471,1576320,1577200,1578450,1579536,1581210,1582842,1584064,1584961,1586148,1588221,1590370,1592626,1592626,1596595,1597724,1599272,1602031,1605252,1608393,1611143,1613728,1615485,1617840,1621362,1625003,1628335,1632571,1635465,1637848,1637848,1645555,1649977,1654551,1659070,1659070,1665617,1669231,1675013,1680373,1686041,1691491,1696564,1699849,1704058,1712939,1722086,1730106,1739425,1747082,1752630,1761066,1774312,1786079,1796589,1810164,1823319,1832479,1843572,1861065,1877143,1895905,1913861,1928897,1941119,1954466,1973972,1995556,2019826,2046311,2062896,2075409,2090909,2112336,2135246,2157687,2179297,2195599,2206781,2219316,2236805,2253240,2269179,2283880,2295095,2302304,2311232,2327472,2342330,2356049,2368105,2377823,2383490,2391223,2408525,2422151,2435036,2447454,2456184,2461758,2470746,2484009,2497655,2511178,2523488,2533466,2540222,2546762,2554240,2568511,2582427,2595447,2605586,2613569,2624254,2638981,2652652,2666964,2680225,2690973,2698605,2708951,2722202,2734973,2747018,2757191,2764931,2770575,2777659,2787203,2796405,2805604,2814014,2819945,2824063,2829834,2836773,2843042,2848925,2854234,2858195,2860835,2864534,2869201,2873415,2877063,2880349,2882630,2884134,2886331,2889298,2892081,2894342,2895976,2896943,2897521,2898888,2898888,2902672,2904307,2905613,2906422,2906851,2907619,2908768,2909757,2910681,2911497,2912145,2912346,2912938,2913880,2914827,2915560,2916179,2916593,2916803,2917255,2917846,2918366,2918883,2919332,2919632,2919778,2920109,2920581,2921114,2921589,2921886,2922116,2922222,2922391,2922735,2923054,2923393,2923751,2923956,2924072,2924317,2924622,2924978,2925371,2925677,2925939,2926075,2926348,2926914,2927499,2928288,2929175,2929862,2930174,2948760,2950035,2952500,2955328,2958548,2961406,2963679,2968052,2976613,2988148,3004203,3020569,3031694,3038075,3051222,3071064,3093452,3112469,3129622,3167497,3180785,3204642,3231031,3255816,3276529,3292609,3308074,3316585,3332008,3353106,3374262,3393109,3407937,3413540,3417318,3424534,3433554,3446532,3458286,3468079,3472436,3475512,3483590,3494696,3504554,3513813,3521572,352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+,South 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Kingdom,49.2138,-2.1358,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,15,16,16,18,32,48,57,59,59,59,77,77,114,119,151,151,166,166,166,179,194,194,209,213,213,215,219,230,241,245,246,251,251,272,274,276,277,279,280,286,286,286,287,288,289,289,289,289,289,289,292,292,293,293,293,293,293,298,299,299,302,302,302,302,302,303,303,304,304,304,304,304,304,304,305,305,305,307,307,309,309,309,309,309,309,309,312,312,314,314,314,314,314,314,314,316,316,316,316,316,316,316,316,316,316,316,316,321,321,321,321,321,321,325,325,325,325,327,327,327,327,327,327,327,327,328,328,328,330,331,331,331,331,332,332,335,335,336,337,337,339,339,339,341,343,346,348,348,350,351,352,354,354,356,356,356,359,361,363,364,366,366,366,368,369,372,372,372,372,373,373,376,377,378,379,381,382,384,387,389,389,391,393,393,395,397,397,397,402,403,404,407,411,417,417,421,423,427,433,438,441,443,452,462,465,480,485,486,488,488,498,505,510,516,521,527,534,540,545,556,560,565,567,573,580,584,593,606,618,633,648,656,659,671,688,702,719,732,746,757,766,773,784,798,811,819,826,835,840,873,898,928,956,986,1013,1048,1114,1174,1242,1265,1367,1394,1463,1520,1562,1639,1698,1786,1847,1907,2015,2115,2239,2276,2392,2445,2501,2567,2616,2639,2655,2682,2701,2712,2739,2762,2783,2799,2827,2854,2880,2897,2911,2920,2964,2982,2996,3005,3022,3033,3044,3051,3056,3065,3077,3090,3096,3113,3116,3122,3125,3130,3135,3140,3142,3150,3150,3157,3159,3169,3169,3171,3173,3174,3180,3186,3188,3190,3196,3198,3201,3202,3204,3206,3209,3211,3211,3211,3211,3211,3211,3212,3213,3215,3215,3216,3216,3218,3218,3219,3219,3219,3220,3220,3220,3220,3220,3221,3221,3221,3222,3222,3222,3222,3222,3222,3223,3223,3223,3223,3223,3224,3225,3225,3226,3227,3227,3227,3227,3228,3228,3228,3228,3228,3228,3228,3229,3230,3230,3230,3230,3230,3230,3231,3231,3231,3231,3231,3231,3231,3232,3232,3232,3232,3232,3232,3232,3232,3232,3232,3232,3232,3233,3233,3233,3234,3234,3234,3234,3235,3235,3235,3235,3235,3236,3236,3238,3240,3241,3241,3241,3241,3241,3241,3241,3241,3241,3241,3241,3241,3242,3245,3251,3255,3259,3267,3273,3275,3284,3285,3293,3294,3298,3300,3301,3307,3310,3320,3339,3364,3390,3415,3438,3454,3493,3545,3613,3681,3758,3804,3890,3963,4072,4211,4384,4543,4678,4805,5035,5239,5519,5727,6147,6328,6566,6868,7100,7329,7507,7649,7762,7860,7983,8094,8179,8256,8309,8382,8427,8481,8542,8572,8602,8629,8662,8674,8705,8742,8769,8818,8854,8887,8915,8953,8990,9017,9051,9074,9110,9148,9171,9207,9222,9246,9259,9276,9288,9313,9348,9378,9409,9438,9463,9497,9536,9563,9593,9614,9640,9664,9683,9709,9726,9741,9768,9779,9801,9816,9840,9864,9885,9911,9930,9944,9967,9989,10007,10036,10050,10051,10061,10074,10105,10128,10146,10176,10198,10225,10248,10277,10312,10339,10374,10409,10437,10466,10507,10535,10576,10614,10647,10688,10752,10794,10843,10896,10958,11027,11081,11158,11215,11255,11324,11381,11448,11504,11560,11660,11745,11825,11968,12103,12185,12272,12390,12498,12567,12692,12833,12953,13040,13231,13377,13519,13654,13746,13854,13948,14102,14237,14367,14516,14647,14757,14841,14973,15089,15223,15341,15439,15533,15615,15731,15849,15998,16116,16226,16342,16486,16631,16798,17006,17222,17412,17484,17605,18067,18589,19002,19428,19751,20254,20677,21054,21558,22210,22873,23338,23789,24217,24666,24993,25327,25618,25908,26164,26406,26731,27045,27344,27622,27899,28109,28396,28796,29187,29542,29887,30235,30490,30789,31202,31558,31883,32148,32364,32612,32852,33173,33445,33726,33970,34203,34367,34557,34785,35072,35301,35301,35301,35506,35983,36233,36420,36704,36704,36704,36881,37499,37851,38159,38480,38480,38480,38796,39490,39802,40111,40460,40460,40460,40807,41635,42018,42361,42675,42675,42675,42995,43796,44199,44492,44859,44859,44859,45146,45770,46108,46356,46596,46596,46596,46779,47156,47367,47561,47746,47746,47746,47881,48162,48305,48529,48529,48529,48529,48529,48644,49103,49228,49322,49322,49322,49408,49575,49656,49717,49778,49778,49778,49810,49810,49810,49810,50033,50033,50033,50033,50033,50033,50033,50033,50033,50033,50233,50233,50233,50233,50439,50439,50439,50439,50439,50439,50439,50611,50611,50611,50611,50611,50611,50740,50740,50740,50740,50740,50740,50740,50740,51132,51132,51132,51132,51132,51132,51132,51132,51132,51132,51792,51792,51792,51792,51792,51792,51792,51792,51792,52576,52576,53889,53889,53889,53889,53889,53889,53889,55473,55473,55473,55473,55473,55473,55473,56803,56803,56803,56803,56803,56803,56803,57541,57541,57541,57541,57541,57541,57541,58003,58003,58003,58003,58003,58003,58003,58331,58331,58331,58331,58331,58331,58331,58536,58536,58536,58536,58536,58536,58536,58536,58536,58536,58733,58733,58733,58733,58890,58890,58890,58890,58890,58890,58890,58890,58890,58890,58890,58890,59163,59163,59163,59163,59163,59270,59270,59270,59270,59555,59555,59555,59555,59555,59555,59555,59874,59874,59874,59874,59874,59874,59874,59874,59874,59874,59874,59874,60252,60252,60646,60646,60646,60646,60646,60646,60646,61048,61048,61048,61048,61048,61048,61048,61389,61389,61389,61389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diff --git a/julia experiments/Data/covid_19_global_data_deaths.csv b/julia experiments/Data/covid_19_global_data_deaths.csv new file mode 100644 index 0000000..b07e229 --- /dev/null +++ b/julia experiments/Data/covid_19_global_data_deaths.csv @@ -0,0 +1,290 @@ 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+Australian Capital Territory,Australia,-35.4735,149.0124,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,4,5,6,8,6,6,8,8,9,9,9,9,9,9,9,9,10,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,13,13,13,13,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,16,16,16,16,18,19,19,20,20,22,22,22,24,25,25,25,26,26,26,26,26,26,26,27,28,28,29,29,31,31,31,31,31,31,31,31,32,31,32,32,33,33,33,33,33,33,33,34,34,34,34,34,34,34,34,34,34,34,37,37,37,37,38,38,38,38,38,38,38,38,38,38,39,39,39,39,39,39,41,42,42,42,42,43,43,43,44,45,45,46,46,46,47,47,47,47,47,47,47,48,49,50,50,50,50,50,50,50,50,51,52,53,54,54,55,55,55,55,56,58,58,58,58,58,58,58,59,60,60,60,60,60,61,61,61,61,62,62,62,64,64,64,64,64,64,64,66,67,67,68,68,68,68,68,68,68,74,74,74,75,78,78,78,78,78,78,78,78,78,79,80,80,80,80,81,81,81,81,82,82,84,83,84,84,84,84,84,84,84,84,85,86,89,89,89,89,89,90,90,92,92,92,96,97,100,100,101,101,102,106,107,108,109,110,110,110,114,116,116,117,117,117,117,117,124,121,121,123,123,123,123,123,124,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,127,127,127,127,127,127,127,127,127,127,127,127,127,127,128,128,128,128,128,128,128,128,128,128,128,128,128,128,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,130,130,130,130,130,130,135,135,135,135,135,135,135,136,136,136,136,136,136,136,138,138,138,138,138,138,138,138,138,138,138,138,138,138,142,142,142,142,142,142,142,148,148,148,148,148,148,148,148,148,148,148,148,148,148,152,152,152,152,152,152,152,152,157,157,157,157,157,157,157,157,157,157,157,157,157,157,224,224,224,224,224,224,224,224,224,224,224,224,224,228,228,228,228,228,228,228,228 +New South Wales,Australia,-33.8688,151.2093,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,2,2,2,2,2,2,2,2,4,5,5,6,6,6,6,7,7,7,7,8,8,8,8,9,10,12,12,16,18,21,21,21,22,23,24,25,25,25,25,26,26,26,26,26,26,31,33,33,34,34,39,40,41,41,42,42,43,44,44,44,44,44,44,44,45,45,45,45,45,46,46,47,47,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,50,50,50,50,50,50,50,50,50,50,50,50,51,51,51,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,55,55,56,56,56,56,57,58,58,59,59,59,60,60,62,62,66,65,67,67,68,68,69,69,71,76,77,83,82,83,87,89,91,93,97,102,110,111,114,115,119,122,125,128,128,130,133,135,137,143,147,150,154,161,173,177,180,185,193,201,207,216,224,231,238,240,252,264,276,282,295,299,309,314,320,331,342,351,363,370,385,391,406,416,426,432,439,449,457,468,479,485,493,498,502,508,512,514,524,529,533,540,541,546,548,552,556,557,560,562,564,567,568,572,576,580,584,587,590,591,598,602,605,606,608,608,609,610,612,612,615,618,618,620,621,623,625,625,625,625,625,625,628,628,628,628,629,630,630,632,633,634,634,637,639,639,640,641,641,642,643,643,643,645,647,648,649,649,649,652,653,656,657,663,668,669,673,675,684,689,700,709,725,743,754,775,797,826,846,866,883,919,951,976,1022,1052,1096,1110,1139,1168,1196,1231,1315,1366,1393,1422,1449,1487,1518,1536,1564,1578,1596,1616,1640,1659,1691,1713,1713,1743,1770,1784,1799,1811,1832,1839,1853,1859,1871,1877,1888,1895,1901,1910,1915,1924,1926,1936,1941,1946,1951,1960,1964,1971,1975,1982,1983,1989,1994,1999,2005,2017,2021,2025,2029,2034,2042,2049,2055,2056,2057,2066,2081,2098,2100,2444,2455,2461,2473,2487,2503,2511,2521,2529,2532,2543,2551,2572,2588,2606,2612,2616,2624,2639,2655,2668,2684,2692,2696,2714,2724,2743,2749,2769,2774,2779,2802,2823,2844,2851,2870,2876,2879,2896,2907,2930,2943,2962,2966,2970,2986,3000,3022,3032,3045,3052,3057,3071,3082,3112,3121,3146,3150,3151,3170,3179,3202,3213,3231,3236,3239,3247,3257,3278,3289,3311,3316,3319,3322,3336,3353,3361,3385,3392,3397,3404,3430,3456,3470,3490,3497,3508,3547,3558,3581,3590,3610,3612,3613,3627,3637,3659,3666,3699,3707,3715,3735,3750,3785,3799,3836,3848,3853,3879,3899,3924,3939,3980,3994,4001,4031,4051,4085,4107,4153,4158,4165,4212,4251,4284,4313,4343,4358,4362,4387,4417,4446,4481,4516,4525,4531,4555,4581,4624,4646,4680,4696,4700,4731,4745,4774,4796,4816,4821,4825,4862,4884,4907,4928,4946,4952,4954,4980,5001,5026,5046,5046,5046,5046,5046,5046,5046,5163,5163,5163,5163,5163,5163,5163,5232,5232,5232,5232,5232,5232,5232,5314,5314,5314,5314,5314,5314,5314,5355,5355,5355,5355,5355,5355,5355,5392,5392,5392,5392,5392,5392,5392,5414,5414,5414,5414,5414,5414,5414,5430,5430,5430,5430,5430,5430,5430,5454,5454,5454,5454,5454,5454,5454,5476,5476,5476,5476,5476,5476,5476,5515,5515,5515,5515,5515,5515,5515,5540,5540,5540,5540,5540,5540,5540,5572,5572,5572,5572,5572,5572,5572,5620,5620,5620,5620,5620,5620,5620,5694,5694,5694,5694,5694,5694,5694,5772,5772,5772,5772,5772,5772,5772,5804,5804,5804,5804,5804,5804,5804,5881,5881,5881,5881,5881,5881,5881,5993,5993,5993,5993,5993,5993,5993,6124,6124,6124,6124,6124,6124,6124,6218,6218,6218,6218,6218,6218,6218,6304,6304,6304,6304,6304,6304,6304,6366,6366,6366,6366,6366,6366,6366,6417,6417,6417,6417,6417,6417,6417,6464,6464,6464,6464,6464,6464,6464,6493,6493,6493,6493,6493,6493,6493,6529 +Northern Territory,Australia,-12.4634,130.8456,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,3,2,2,2,2,2,3,2,4,4,4,5,5,5,5,7,7,10,10,10,11,13,13,14,14,15,16,16,16,19,21,22,22,22,24,26,27,28,29,29,30,30,31,33,31,31,31,31,31,31,31,31,31,31,32,32,33,33,33,33,33,33,33,34,35,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,37,37,38,37,39,39,40,40,40,40,42,43,43,43,43,43,43,43,44,45,45,45,45,45,46,46,46,46,46,46,46,46,47,47,47,47,47,47,47,49,49,49,49,49,49,51,51,51,51,51,51,51,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,54,54,54,54,54,54,54,54,54,54,54,55,55,55,55,55,55,55,56,56,56,56,56,57,57,57,58,59,59,59,59,59,59,60,63,62,62,62,62,62,62,68,68,68,68,68,68,68,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,71,71,71,71,71,71,71,71,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,74,74,74,74,74,74,74,74,75,75,75,75,75,75,77,77,77,77,77,77,77,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,81,81,81,81,81,81,81,83,83,83,83,83,83,83,84,84,84,84,84,84,84,84,84,84,84,84,84,84,84,84,84,84,84,84,84,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,91 +Queensland,Australia,-27.4698,153.0251,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,2,2,4,4,4,4,4,4,4,4,4,5,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,8,8,8,10,10,11,11,17,20,20,29,29,52,63,72,85,85,105,105,129,138,153,153,183,196,199,209,225,234,247,268,277,296,308,332,340,354,367,371,377,387,399,438,446,456,458,463,468,505,513,520,528,529,530,540,564,570,577,589,591,592,597,610,615,623,629,632,634,644,652,662,673,683,683,685,694,700,706,709,717,718,718,727,732,737,740,746,746,747,755,756,763,772,774,775,775,781,791,795,797,798,798,802,802,808,823,828,835,838,840,841,850,857,863,863,868,868,868,876,887,898,903,905,905,908,918,921,933,938,940,940,952,959,961,970,979,979,980,998,1008,1027,1027,1037,1039,1040,1051,1057,1057,1073,1084,1084,1085,1087,1101,1110,1111,1118,1119,1120,1126,1139,1152,1163,1171,1171,1171,1175,1181,1186,1192,1197,1199,1199,1199,1238,1248,1254,1270,1270,1270,1281,1285,1302,1315,1323,1323,1323,1338,1350,1368,1388,1410,1410,1409,1427,1442,1452,1462,1470,1470,1470,1491,1510,1537,1554,1567,1567,1567,1590,1596,1627,1635,1653,1653,1653,1677,1712,1723,1741,1757,1757,1757,1774,1791,1811,1825,1845,1845,1845,1871,1900,1900,1919,1937,1937,1937,1955,1969,1985,1986,1986,1986,1988,2003,2027,2027,2048,2048,2048,2054,2054,2054,2054,2054,2125,2125,2125,2125,2125,2125,2162,2162,2162,2162,2162,2162,2162,2239,2239,2239,2239,2239,2239,2239,2229,2215,2215,2215,2215,2215,2215,2215,2236,2236,2236,2236,2236,2236,2236,2256,2256,2256,2256,2256,2256,2274,2274,2274,2274,2274,2274,2274,2288,2288,2288,2288,2288,2288,2288,2303,2303,2303,2303,2303,2303,2303,2317,2317,2317,2317,2317,2317,2317,2317,2331,2331,2331,2331,2331,2331,2331,2346,2346,2346,2346,2346,2346,2361,2361,2361,2361,2361,2361,2361,2394,2394,2394,2394,2394,2394,2394,2405,2405,2405,2405,2405,2405,2405,2405,2405,2405,2405,2405,2405,2405,2449,2449,2449,2449,2449,2449,2449,2526,2526,2526,2526,2526,2526,2526,2526,2574,2574,2574,2574,2574,2574,2643,2643,2643,2643,2643,2643,2643,2677,2677,2677,2677,2677,2677,2677,2710,2710,2710,2710,2710,2710,2710,2734,2734,2734,2734,2734,2734,2734,2760,2760,2760,2760,2760,2760,2760,2783,2783,2783,2783,2783,2783,2783,2783 +South Australia,Australia,-34.9285,138.6007,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,3,3,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,6,6,6,8,8,8,8,10,8,15,16,19,26,30,30,36,42,42,42,50,47,58,67,67,69,74,74,87,100,110,111,117,120,121,122,125,125,127,133,137,139,139,148,148,151,154,154,158,164,164,164,166,166,169,169,169,174,174,174,177,179,179,186,188,188,190,190,212,212,219,219,221,222,222,225,225,225,228,231,231,234,238,238,242,246,246,253,256,256,257,259,259,261,263,264,268,270,273,279,280,281,281,287,289,290,297,298,298,298,301,303,306,310,310,314,325,332,332,339,342,346,348,351,354,354,370,371,371,371,375,378,386,393,393,396,401,403,405,411,415,419,424,426,426,440,441,442,443,443,443,443,443,444,446,451,455,455,458,463,463,463,465,475,475,476,476,485,490,496,496,496,503,514,518,520,524,525,525,531,530,530,530,533,533,539,540,540,545,546,546,546,552,552,556,558,559,559,568,569,571,574,596,603,610,613,614,614,632,636,653,661,665,674,679,679,688,691,699,712,712,719,723,723,732,745,745,753,754,754,759,771,773,778,779,777,786,786,776,774,777,777,778,779,779,782,778,787,787,787,788,796,796,798,860,860,860,860,860,860,860,907,907,907,907,907,907,929,929,929,929,929,929,929,946,946,946,946,946,946,946,1027,1027,1027,1027,1027,1027,1027,1027,1027,1027,1027,1027,1027,1027,1029,1029,1029,1029,1029,1029,1029,1029,1029,1029,1029,1029,1029,1029,1029,1061,1061,1061,1061,1061,1061,1061,1061,1058,1058,1058,1058,1058,1060,1060,1060,1060,1060,1060,1060,1060,1067,1067,1067,1067,1067,1067,1078,1078,1078,1078,1078,1078,1078,1109,1109,1109,1109,1109,1109,1109,1126,1126,1126,1126,1126,1126,1126,1144,1144,1144,1144,1144,1144,1144,1155,1155,1155,1155,1155,1155,1155,1170,1170,1170,1170,1170,1170,1170,1203,1203,1203,1203,1203,1203,1203,1224,1224,1224,1224,1224,1224,1224,1235,1235,1235,1235,1235,1235,1235,1244,1244,1244,1244,1244,1244,1244,1333,1333,1333,1333,1333,1333,1333,1333,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1365 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Brunswick,Canada,46.5653,-66.4619,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,4,4,4,4,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,9,9,9,9,9,9,9,9,9,9,9,9,11,12,12,12,12,12,12,13,13,13,13,13,13,14,14,16,16,17,18,18,18,18,18,18,18,20,20,20,21,21,22,22,22,22,23,24,24,24,24,24,25,26,26,26,26,26,26,27,27,28,28,28,28,28,28,28,29,29,29,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,31,31,32,33,33,33,33,33,33,33,33,33,33,33,34,34,34,35,35,35,36,36,36,36,36,37,38,38,39,40,40,41,41,41,41,41,41,41,41,41,41,42,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,44,44,44,44,44,44,44,44,44,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,47,47,47,47,47,47,47,47,48,48,48,48,48,48,48,49,49,52,53,54,54,56,57,59,60,64,66,68,69,70,70,72,72,74,75,75,80,82,84,87,90,91,94,99,101,106,107,108,111,111,112,114,114,116,117,117,118,119,120,121,121,121,121,121,121,121,121,121,122,122,122,122,122,122,122,122,122,123,123,123,123,123,123,124,125,128,130,132,132,133,136,136,136,138,139,140,140,142,144,144,144,146,148,148,148,148,149,151,152,152,152,156,156,157,159,160,160,160,162,165,168,169,170,171,172,172,173,174,178,182,183,187,189,192,196,199,201,207,207,212,215,215,224,228,228,233,238,243,247,251,252,258,259,263,269,275,278,282,286,290,292,293,296,297,298,298,298,298,300,300,300,301,301,301,304,306,306,308,309,309,309,311,312,313,316,317,317,317,317,320,320,320,320,320,320,320,336,336,336,336,336,336,336,349,349,349,349,358,358,358,358,358,358,358,368,368,368,368,368,368,368,378,378,378,378,378,378,378,378,378,378,378,384,384,384,384,384,384,384,399,399,399,399,399,399,399,406,406,406,406,406,406,406,411,411,411,411,411,411,411,416,416,416,416,416,416,416,419,419,419,419,419,419,419,421,421,421,422,422,422,422,422,422,422,422,422,422,422,422,422,422,425,425,425,425,425,425,425,429,429,429,429,429,429,429,429,429,429,429,429,429,433,433,433,433,433,433,433,438,438,438,438,438,438,438,443,443,443,443,443,443,443,447,447,447,447,447,447,447,451,451,451,451,451,451,451,456,456,456,456,456,456,456,462,462,462,462,462,462,462,466,466,466,466,466,466,466,472,472,472,472,472,472,472,476,476,476,476,476,476,476,480,480,480,480,480,480,480,480,480,480,485,485,485,485,490,490,490,490,490,490,490,493,493,493,493,493,493,493,493,493,493,576,576,576,576,585,585,585,585,585,585,585,585,585,585,592,592,592,592,592,592,592,592,599,599,599,599,599,599,603,603,603,603,603,603,603,609,609,609,609,609,609,609,615,615,615,615,615,615,615,621,621,621,621,621,621,621,628,628,628,628,635,635,635,635,635,635,635,635,635,635,635,635,635,635,635,635,635,740,740,740,740,740,740,740,749,749,749,749,749,749,749,762,762,762,762,762,762,762,773,773,773,773,773,773,773,781,781,781,781,781,781,781,812,812,812,812,812,812,812,822,822,822,822,822,822,822,825,825,825,825,825,825,825,834,834,834,834 +Newfoundland and Labrador,Canada,53.1355,-57.6604,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,8,8,8,8,10,10,10,10,10,10,10,11,11,11,11,13,13,13,13,13,13,15,15,15,15,15,15,15,15,15,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,17,17,17,17,17,17,17,17,17,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,19,19,19,20,20,20,20,21,21,21,23,23,23,23,24,25,26,26,28,28,30,30,30,30,31,31,34,38,38,38,38,40,40,44,45,46,46,46,46,48,50,50,52,52,52,56,57,60,61,61,61,61,63,63,64,64,64,64,64,66,66,66,66,66,66,66,68,68,72,72,76,76,76,76,78,78,82,82,82,82,85,87,87,92,92,92,92,101,103,103,110,110,110,110,116,118,118,122,122,122,122,122,122,130,137,137,137,137,137,142,142,152,152,152,152,157,157,157,162,162,162,162,164,165,165,168,168,168,168,168,169,169,176,176,176,176,176,176,176,177,177,177,177,177,177,177,182,182,182,182,182,182,182,184,184,184,184,184,184,184,187,187,187,187,187,187,187,187,187,190,190,190,190,190,190,190,192,192,192,192,192,192,192,193,193,193,193,193,193,193,193,193,193,193,193,193,194,194,194,194,194,194,194,200,200,200,200,200,200,200,203,203,203,203,203,203,203,207,207,207,207,207,207,207,212,212,212,212,212,212,212,219,219,219,219,219,219,219,223,223,223,223,223,223,223,227,227,227,227,227,227,227,231,231,231,231,231,231,231,235,235,235,235,235,235,235,236,236,236,236,236,236,236,236,236,236,239,239,239,239,243,243,243,243,243,243,243,246,246,246,246,246,246,246,250,250,250,250,250,250,250,254,254,254,254,254,254,254,254,254,254,257,257,257,257,257,257,257,257,262,262,262,262,262,262,268,268,268,268,268,268,268,271,271,271,271,271,271,271,275,275,275,275,275,275,275,278,278,278,278,278,278,278,282,282,282,282,288,288,288,288,288,288,288,288,288,288,288,288,288,288,288,288,288,295,295,295,295,295,295,295,295,295,295,295,295,295,295,296,296,296,296,296,296,296,296,296,296,296,296,296,296,304,304,304,304,304,304,304,304,304,304,304,304,304,304,311,311,311,311,311,311,311,311,311,311,311,311,311,311,318,318,318,318 +Northwest Territories,Canada,64.8255,-124.8457,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,9,9,9,9,9,9,9,9,9,9,9,9,9,10,10,10,11,11,11,11,11,11,11,11,11,11,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,13,13,13,13,14,14,14,14,15,15,15,15,15,15,15,15,15,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,18,18,18,18,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,20,20,20,20,20,20,20,20,20,20,20,20,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22 +Nova 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+,Congo (Brazzaville),-0.228,15.8277,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,5,5,5,5,5,5,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,8,8,9,9,9,9,10,10,10,10,10,10,10,11,11,11,15,15,15,15,15,15,15,16,16,16,16,16,16,19,19,19,19,20,20,20,20,20,20,22,22,22,24,24,24,24,24,24,27,27,27,27,27,27,27,37,37,37,37,37,37,37,37,37,41,41,44,44,44,44,44,47,47,47,47,47,47,47,47,48,49,49,49,50,50,50,50,51,51,51,54,54,54,54,54,54,54,58,58,58,58,58,58,58,58,60,60,60,60,60,76,76,76,77,77,77,77,77,78,78,78,78,78,78,78,78,78,102,102,102,102,102,102,114,114,83,88,88,88,88,88,88,88,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,90,90,90,90,90,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,93,93,93,93,93,93,93,93,94,94,94,94,94,94,94,94,94,94,94,94,99,99,99,99,99,100,100,100,100,100,100,100,100,100,100,100,100,107,107,107,107,107,108,108,108,108,108,108,108,108,108,108,108,108,112,112,112,114,114,114,114,114,114,117,117,117,117,117,117,117,117,117,117,117,117,117,117,122,122,122,122,122,122,122,122,123,123,123,123,123,123,123,123,123,127,127,127,128,128,128,128,128,128,128,128,131,131,131,131,131,131,131,131,131,131,131,131,131,131,134,134,134,134,134,134,135,135,135,135,135,135,135,135,135,135,135,135,135,137,137,137,137,137,137,137,137,139,139,139,139,139,139,139,139,139,139,139,144,144,144,144,144,144,144,144,147,147,147,147,148,148,148,148,148,148,148,148,148,148,148,148,150,150,150,150,150,150,153,153,153,153,153,153,153,153,154,154,155,155,155,157,157,157,157,157,160,160,160,160,160,161,161,161,161,161,164,164,164,165,165,165,165,165,165,166,166,166,166,167,167,167,167,167,167,167,167,167,167,172,172,172,172,174,176,176,176,176,176,176,177,177,177,177,178,178,178,178,178,178,178,178,178,178,179,179,179,179,179,179,179,179,179,179,179,179,179,179,179,179,179,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,191,191,191,191,191,191,193,193,193,193,197,197,197,199,199,199,206,206,206,206,206,219,219,219,222,222,222,231,231,231,239,239,239,239,249,249,249,258,258,258,258,278,278,278,297,297,297,297,309,309,309,309,309,309,309,319,331,331,331,339,339,339,339,349,349,349,349,349,349,354,354,354,354,354,354,354,354,359,359,359,359,359,359,359,359,359,365,365,365,365,365,367,367,367,367,367,367,367,367,367,367,367,367,367,369,369,369,369,370,370,370,370,370,370,370,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,375,375,375,375,375,375,375,375,375,375,375,375,375,375,377,377,377,378,378,378,378,378,378,378,378,378,378,378,378,378,378,378,378,378,378,378,378,378,378,383,383,383,384,384,384,384,384,384,384,384,384,384,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388 +,Congo 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+,Costa Rica,9.7489,-83.7534,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,4,4,4,4,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,8,8,9,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,14,15,15,16,17,18,18,18,19,23,23,25,25,26,28,30,34,37,40,42,47,54,62,66,68,71,80,87,98,104,115,125,133,140,150,154,162,171,181,191,200,218,228,235,244,255,263,272,281,291,294,304,314,321,333,340,348,355,362,376,386,397,407,418,418,436,443,453,460,469,478,478,510,531,543,567,583,590,590,621,633,649,666,686,706,706,745,760,781,795,812,828,828,861,880,904,917,930,950,950,987,1004,1024,1040,1055,1076,1076,1108,1124,1134,1159,1168,1183,1183,1204,1222,1236,1251,1265,1282,1282,1312,1329,1340,1357,1371,1385,1385,1404,1419,1431,1444,1453,1464,1464,1491,1502,1513,1527,1537,1546,1546,1566,1578,1588,1599,1608,1608,1608,1641,1662,1674,1679,1690,1690,1690,1726,1731,1739,1757,1773,1773,1773,1825,1846,1864,1882,1895,1895,1895,1936,1956,1967,1980,1996,1996,1996,2037,2051,2065,2086,2086,2086,2086,2144,2156,2171,2185,2185,2185,2185,2229,2248,2267,2286,2305,2305,2305,2353,2367,2384,2401,2416,2416,2416,2458,2477,2492,2506,2518,2518,2518,2558,2567,2584,2599,2604,2604,2604,2634,2641,2650,2662,2672,2672,2672,2692,2698,2701,2710,2714,2714,2714,2730,2737,2745,2756,2763,2763,2763,2782,2785,2793,2796,2800,2800,2800,2812,2820,2824,2829,2833,2833,2833,2833,2848,2848,2848,2862,2862,2862,2862,2886,2886,2886,2896,2896,2896,2896,2908,2908,2908,2931,2931,2931,2931,2957,2957,2957,2957,2957,2957,2957,3000,3000,3000,3018,3018,3018,3018,3044,3044,3065,3071,3071,3071,3099,3104,3115,3125,3136,3143,3143,3168,3186,3202,3217,3231,3231,3231,3290,3310,3326,3341,3365,3365,3365,3430,3456,3482,3514,3547,3547,3547,3625,3673,3696,3736,3765,3765,3765,3849,3877,3908,3929,3962,3962,3962,4041,4074,4098,4124,4153,4153,4153,4228,4251,4278,4298,4322,4322,4322,4388,4407,4437,4459,4473,4473,4473,4530,4546,4567,4581,4602,4602,4602,4648,4661,4667,4674,4686,4686,4686,4726,4740,4753,4760,4773,4773,4773,4773,4829,4842,4857,4874,4874,4874,4906,4915,4925,4933,4941,4941,4941,4941,4987,4997,5013,5030,5030,5030,5030,5070,5087,5108,5124,5124,5124,5162,5169,5185,5199,5211,5211,5211,5255,5269,5284,5296,5312,5312,5312,5361,5378,5394,5417,5431,5431,5431,5492,5506,5523,5540,5568,5568,5568,5642,5673,5702,5721,5754,5754,5754,5754,5851,5889,5919,5949,5949,5949,6056,6098,6128,6168,6189,6189,6189,6277,6316,6349,6386,6413,6413,6413,6494,6522,6553,6584,6612,6612,6612,6698,6718,6744,6771,6797,6797,6797,6857,6880,6895,6895,6946,6946,6946,6983,6997,7008,7021,7029,7029,7029,7078,7093,7111,7124,7134,7134,7134,7164,7176,7176,7190,7197,7197,7197,7223,7231,7241,7248,7251,7251,7251,7264,7271,7280,7284,7287,7287,7287,7287,7299,7305,7309,7312,7312,7312,7318,7324,7324,7328,7332,7332,7332,7332,7333,7336,7336,7340,7340,7340,7340,7343,7343,7343,7343,7343,7343,7343,7353,7353,7353,7353,7353,7353,7353,7366,7369,7370,7372,7372,7372,7382,7386,7394,7401,7406,7406,7406,7421,7425,7434,7441,7451,7451,7451,7451,7492,7505,7521,7533,7533,7533,7575,7593,7605,7621,7641,7641,7641,7694,7712,7730,7752,7772,7772,7772,7806,7829,7847,7874,7894,7894,7894,7936,7954,7969,7984,7999,7999,7999,8037,8047,8057,8073,8082,8082,8082,8121,8136,8142,8149,8160,8160,8160,8186,8192,8202,8215,8226,8226,8226,8244,8256,8261,8263,8266,8266,8266,8266,8266,8298,8300,8308,8308,8308,8308,8327,8327,8327,8327,8327,8327,8327,8357,8357,8357,8357,8357,8357,8357,8357,8383,8383,8383,8383,8383,8383,8383,8405,8405,8405,8405,8405,8405,8405,8421,8421,8421,8421,8421,8421,8444,8444,8444,8444,8444,8444,8444,8444,8472,8472,8472,8472,8472,8472,8495,8495,8495,8495,8495,8495,8495,8495,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8670,8670,8670,8690,8690,8690,8690,8720,8720,8720,8740,8740,8740,8754,8754,8754,8754,8774,8774,8774,8780,8780,8780,8780,8800,8800,8800,8808,8808,8808,8808,8828,8828,8836,8836,8836,8836,8836,8856,8856,8856,8867,8867,8867,8867,8887,8887,8887,8887,8893,8893,8893,8913,8913,8913,8913,8913,8913,8913,8933,8933,8933,8933,8933,8933,8933,8970,8970,8970,8970,8970,8970,8970,8970,8966,8966,8966,8966,8966,8966,8974,8974,8974,8974,8974,8974,8974,8982,8982,8982,8982,8982,8982,8982,8990,8990,8990,8990,8990,8990,8990,8999,8999,8999,9009,9009,9009,9009,9009,9009,9009,9019,9019,9019,9019,9019,9019,9019,9031,9031,9031,9031,9031,9031,9031,9031,9031,9031,9031,9038,9038,9038,9046,9046,9046,9046,9046,9046,9046,9046,9046,9046,9046,9051,9051,9051,9051,9051,9051,9051,9059,9059,9059,9072,9072,9072,9072,9072,9072,9072,9072,9072,9072,9072,9085,9085,9085,9104,9104,9104,9104,9104,9104,9104,9104,9104,9104,9104,9104,9123,9123,9123,9123,9123,9123,9142,9142,9142,9142,9142,9142,9142,9158,9158,915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+,Cote 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Princess,0.0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,3,3,3,4,4,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,8,8,8,10,10,10,10,10,10,10,10,11,11,11,11,11,11,11,11,11,11,11,11,11,12,12,12,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13 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Salvador,13.7942,-88.8965,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,3,3,4,4,5,6,6,6,6,6,6,6,6,7,7,7,7,7,7,8,8,8,8,8,8,9,10,10,11,11,13,14,15,15,16,17,17,18,20,20,23,25,26,30,30,30,31,33,33,33,35,35,36,39,39,42,46,46,46,49,51,52,53,53,53,56,60,64,68,68,72,74,74,76,79,82,86,93,98,107,113,119,126,133,143,152,164,174,182,191,202,210,217,223,229,235,243,249,254,260,267,278,286,298,309,324,335,344,352,363,372,379,390,400,408,417,430,439,448,459,467,477,486,498,513,520,536,549,563,570,577,584,595,603,612,618,625,633,640,646,654,661,669,678,687,694,702,708,713,717,724,731,739,744,752,759,764,765,770,774,777,782,785,788,792,796,801,804,808,811,812,814,819,823,826,826,826,831,839,843,848,853,857,863,865,869,873,877,881,887,890,894,899,904,908,912,917,922,926,929,933,936,940,944,949,953,957,962,967,971,975,979,983,987,992,997,1002,1006,1010,1014,1020,1024,1028,1033,1039,1044,1047,1052,1056,1061,1064,1070,1075,1081,1086,1086,1098,1102,1107,1111,1114,1120,1129,1134,1142,1153,1159,1164,1168,1174,1180,1186,1193,1200,1205,1212,1219,1227,1234,1242,1250,1257,1265,1274,1283,1289,1297,1305,1313,1313,1327,1327,1327,1327,1358,1364,1373,1382,1390,1398,1408,1419,1428,1437,1447,1459,1469,1479,1487,1498,1509,1521,1530,1540,1551,1561,1572,1583,1589,1599,1604,1614,1623,1632,1638,1646,1653,1662,1673,1681,1692,1701,1709,1719,1727,1734,1742,1750,1758,1767,1776,1785,1792,1799,1807,1815,1823,1832,1841,1847,1854,1861,1869,1878,1887,1894,1894,1907,1915,1923,1929,1935,1940,1945,1950,1954,1958,1962,1962,1971,1975,1979,1983,1986,1990,1990,1996,1998,2000,2003,2006,2006,2006,2017,2021,2025,2030,2030,2037,2040,2044,2048,2051,2054,2057,2060,2064,2068,2072,2075,2078,2082,2086,2089,2093,2098,2103,2106,2111,2117,2120,2124,2124,2132,2134,2137,2141,2143,2146,2150,2154,2158,2164,2168,2173,2178,2182,2187,2191,2195,2199,2202,2206,2211,2216,2220,2224,2229,2233,2237,2241,2245,2249,2252,2255,2260,2260,2266,2270,2274,2279,2279,2284,2288,2292,2295,2299,2305,2310,2315,2321,2327,2332,2336,2341,2346,2351,2356,2361,2367,2371,2376,2381,2387,2393,2397,2403,2409,2414,2420,2428,2433,2439,2445,2451,2457,2464,2470,2477,2484,2492,2499,2508,2519,2529,2538,2547,2558,2567,2577,2587,2599,2613,2629,2641,2651,2663,2672,2681,2691,2703,2717,2730,2742,2749,2759,2769,2781,2789,2794,2804,2812,2817,2824,2831,2840,2846,2855,2863,2872,2880,2890,2898,2909,2918,2926,2934,2944,2952,2961,2969,2977,2986,2995,3005,3013,3022,3032,3043,3056,3066,3078,3090,3102,3114,3125,3138,3152,3164,3174,3185,3197,3211,3222,3234,3245,3262,3277,3293,3312,3327,3345,3357,3368,3381,3392,3405,3420,3435,3447,3460,3477,3490,3505,3520,3532,3544,3554,3564,3575,3586,3596,3604,3613,3622,3629,3638,3647,3654,3664,3670,3675,3682,3690,3695,3704,3709,3715,3721,3728,3731,3735,3738,3741,3746,3751,3753,3756,3759,3762,3764,3764,3769,3771,3774,3776,3778,3779,3781,3781,3783,3786,3789,3790,3791,3792,3793,3795,3797,3800,3800,3802,3803,3805,3807,3809,3810,3812,3815,3817,3818,3818,3820,3820,3821,3823,3824,3824,3825,3826,3826,3826,3826,3826,3827,3827,3827,3827,3828,3829,3832,3832,3834,3834,3837,3840,3843,3847,3851,3855,3857,3862,3866,3871,3877,3884,3891,3899,3908,3914,3921,3927,3933,3942,3952,3960,3967,3975,3982,3989,3994,4002,4011,4019,4027,4032,4032,4041,4044,4048,4054,4058,4062,4062,4068,4071,4074,4077,4081,4083,4086,4088,4091,4092,4093,4094,4095,4095,4100,4101,4102,4104,4105,4107,4109,4109,4113,4113,4114,4115,4115,4116,4116,4117,4118,4118,4119,4119,4119,4120,4120,4121,4121,4121,4121,4121,4122,4122,4124,4124,4124,4125,4125,4125,4125,4126,4126,4127,4127,4127,4127,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4129,4129,4129,4129,4129,4129,4130,4130,4130,4130,4130,4130,4130,4131,4131,4131,4131,4131,4131,4131,4132,4132,4132,4132,4132,4132,4133,4133,4133,4134,4134,4134,4135,4135,4135,4135,4135,4135,4136,4137,4137,4137,4138,4139,4139,4139,4139,4139,4141,4141,4142,4144,4146,4146,4149,4150,4152,4152,4153,4155,4156,4160,4163,4164,4165,4167,4171,4174,4174,4177,4178,4181,4184,4184,4184,4184,4189,4190,4192,4194,4194,4194,4194,4199,4201,4204,4206,4208,4210,4213,4214,4216,4216,4216,4217,4217,4217,4217,4217,4217,4218,4218,4219,4219,4219,4220,4220,4221,4221,4221,4221,4222,4223,4223,4224,4224,4224,4224,4224,4224,4226,4226,4227,4227,4227,4228,4228,4228,4228,4228,4228,4228,4228,4228,4229,4229,4229,4229,4229,4229,4229,4229,4229,4229,4229,4229,4229,4229,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230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+,Equatorial Guinea,1.6508,10.2679,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,3,3,4,4,4,4,4,4,4,6,7,7,7,7,7,7,7,10,11,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,87,87,87,87,87,87,87,87,87,87,88,88,89,89,89,91,91,91,91,91,91,92,92,93,93,93,96,96,96,96,96,98,98,98,98,98,100,100,100,100,100,100,101,101,102,102,102,102,102,102,102,102,103,103,103,103,104,104,104,104,104,106,106,106,106,106,106,106,106,106,106,106,106,106,107,107,107,107,107,107,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,113,113,113,113,113,113,113,113,113,118,118,118,118,118,118,118,118,118,118,118,118,118,118,120,120,120,120,120,120,120,120,120,120,120,120,120,120,121,121,121,121,121,122,122,122,122,122,122,122,122,122,122,122,122,122,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,124,124,126,126,126,128,128,128,129,129,129,129,129,131,131,131,131,136,137,137,137,137,137,140,140,142,142,142,142,142,142,146,147,147,147,147,150,150,150,154,154,154,154,155,155,156,156,156,156,156,161,161,163,163,163,163,163,163,163,163,163,166,167,167,167,167,167,168,168,168,168,168,168,168,168,168,168,168,168,169,169,169,170,170,170,170,170,170,170,173,173,173,173,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,177,177,177,177,177,177,177,178,178,178,178,178,179,179,179,179,179,181,181,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183 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Miquelon,France,46.8852,-56.3159,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2 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+"Bonaire, Sint Eustatius and 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+Sint 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+,North Macedonia,41.6086,21.7453,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,3,3,3,4,6,7,9,11,11,12,17,18,23,26,29,30,32,34,34,38,44,45,46,49,49,51,54,55,56,56,57,59,61,65,71,73,77,81,82,84,85,86,88,89,90,91,91,91,92,95,95,97,98,101,104,106,110,111,112,113,113,113,116,119,121,126,131,133,140,141,145,147,149,151,153,156,157,164,169,171,179,188,193,201,210,216,222,233,238,247,251,259,265,268,277,286,298,302,306,321,328,334,341,346,351,359,362,368,376,382,385,389,393,401,406,414,422,432,432,442,445,451,460,460,466,471,476,480,486,493,497,500,505,511,517,519,523,527,528,529,530,532,535,539,544,547,549,551,554,557,563,564,568,573,578,585,590,596,600,603,604,606,606,609,614,617,623,631,634,637,642,646,648,652,661,668,675,683,689,693,700,705,710,712,721,722,725,729,737,739,743,749,753,756,760,768,772,775,781,785,792,797,800,809,815,821,824,834,846,850,862,874,883,897,919,934,949,963,977,982,994,1004,1025,1049,1071,1084,1096,1110,1136,1156,1186,1212,1238,1263,1281,1305,1345,1376,1397,1423,1462,1487,1511,1546,1561,1600,1630,1658,1699,1731,1763,1792,1825,1847,1877,1901,1924,1949,1977,2023,2051,2077,2096,2121,2147,2169,2194,2225,2254,2274,2292,2314,2340,2354,2375,2401,2427,2445,2456,2473,2488,2503,2510,2522,2530,2550,2559,2571,2581,2592,2614,2622,2635,2647,2657,2672,2682,2696,2702,2715,2726,2739,2754,2768,2779,2785,2791,2812,2821,2831,2841,2848,2855,2866,2873,2893,2900,2908,2916,2924,2946,2955,2959,2966,2971,2976,2989,2998,3003,3010,3018,3037,3047,3063,3076,3085,3098,3111,3119,3126,3137,3144,3151,3156,3165,3176,3185,3195,3206,3228,3244,3265,3280,3300,3319,3340,3364,3388,3403,3424,3448,3473,3503,3528,3545,3574,3607,3642,3675,3716,3749,3781,3810,3860,3905,3940,3977,4022,4073,4108,4150,4182,4228,4262,4289,4322,4357,4388,4419,4443,4478,4509,4556,4595,4628,4650,4677,4714,4742,4772,4818,4855,4891,4936,4961,4992,5016,5042,5067,5079,5093,5109,5135,5151,5168,5184,5197,5211,5230,5232,5249,5265,5280,5296,5311,5329,5342,5356,5369,5387,5398,5408,5413,5423,5429,5435,5442,5448,5455,5458,5462,5467,5468,5470,5471,5471,5472,5472,5472,5472,5474,5475,5475,5477,5477,5478,5481,5484,5484,5484,5484,5484,5484,5485,5486,5486,5486,5486,5486,5486,5486,5487,5487,5487,5487,5487,5487,5487,5487,5487,5487,5487,5487,5488,5489,5489,5489,5489,5491,5491,5491,5491,5493,5493,5493,5494,5494,5497,5501,5502,5503,5507,5509,5513,5521,5527,5532,5542,5552,5560,5574,5589,5608,5632,5654,5668,5695,5727,5755,5782,5818,5842,5869,5901,5938,5964,5987,6013,6045,6065,6097,6129,6153,6184,6214,6236,6259,6277,6307,6339,6367,6396,6437,6460,6472,6489,6511,6539,6557,6577,6594,6607,6630,6646,6668,6683,6683,6704,6719,6740,6758,6783,6799,6817,6831,6849,6855,6875,6888,6901,6922,6940,6964,6978,6998,7012,7019,7036,7051,7062,7072,7087,7098,7108,7121,7132,7145,7159,7178,7194,7204,7217,7232,7242,7255,7276,7294,7307,7320,7328,7337,7354,7367,7390,7406,7418,7436,7449,7464,7474,7492,7511,7528,7547,7569,7581,7592,7609,7616,7631,7641,7658,7674,7688,7695,7710,7723,7732,7740,7754,7768,7778,7794,7801,7815,7825,7838,7853,7868,7879,7894,7904,7907,7917,7935,7953,7960,7969,7975,7981,7996,8000,8002,8012,8023,8032,8042,8055,8062,8070,8083,8092,8100,8115,8139,8153,8166,8177,8198,8218,8240,8266,8285,8312,8338,8362,8383,8409,8444,8470,8494,8533,8549,8578,8599,8624,8658,8686,8705,8736,8747,8768,8793,8829,8851,8869,8891,8898,8915,8937,8958,8968,8981,8994,9001,9010,9027,9036,9050,9065,9075,9079,9086,9097,9104,9117,9123,9137,9146,9150,9155,9159,9162,9164,9172,9180,9184,9187,9188,9191,9197,9203,9206,9208,9214,9220,9221,9226,9226,9228,9231,9231,9234,9236,9240,9244,9251,9252,9256,9256,9260,9261,9261,9261,9262,9263,9265,9266,9271,9271,9271,9276,9277,9278,9278,9280,9280,9280,9280,9282,9283,9284,9284,9284,9284,9287,9287,9287,9287,9289,9289,9289,9291,9293,9293,9296,9296,9296,9297,9297,9297,9300,9300,9300,9300,9300,9303,9303,9306,9307,9309,9309,9309,9309,9311,9313,9313,9316,9316,9316,9316,9316,9318,9320,9322,9322,9322,9322,9322,9322,9322,9322,9322,9322,9322,9322,9323,9325,9327,9327,9327,9327,9327,9327,9329,9331,9331,9331,9335,9337,9337,9337,9339,9339,9339,9339,9343,9345,9349,9353,9353,9353,9359,9361,9361,9368,9370,9370,9370,9373,9377,9381,9387,9388,9388,9388,9398,9398,9400,9410,9414,9414,9414,9424,9426,9429,9437,9440,9440,9440,9450,9455,9461,9468,9473,9473,9473,9477,9481,9489,9490,9495,9495,9495,9499,9499,9502,9503,9506,9506,9506,9512,9515,9516,9520,9521,9521,9521,9524,9524,9524,9526,9527,9527,9527,9531,9531,9535,9534,9534,9534,9534,9537,9539,9542,9542,9544,9544,9544,9548,9548,9551,9551,9551,9551,9551,9553,9554,9556,9559,9559,9559,9559,9559,9561,9561,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9567,9567,9567,9567,9567,9567,9568,9568,9568,9568,9568,9568,9568,9568,9570,9570,9570,9570,9591,9591,9591,9591,9591,9591,9591,9591,9599,9599,9599,9599,9599,9599,9599,9599,9608,9608,9608,9608,9608,9608,9614,9614,9614,9614,9614,9614,9614,9614,9614,9614,9614,9614,9614,9614,9623,9623,9623,9623,9623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Guinea,-6.314993,143.95555,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,4,4,4,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,8,8,8,8,8,8,8,8,8,8,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,10,10,10,10,10,10,10,10,11,12,12,12,12,14,14,14,14,16,16,16,16,16,16,21,21,21,21,26,26,26,31,36,36,36,36,37,39,39,39,39,45,49,56,60,60,60,60,61,67,67,68,68,68,68,68,69,69,71,82,82,82,89,91,91,91,99,99,102,102,105,105,107,107,107,115,115,115,121,121,121,121,121,121,121,130,130,133,136,136,136,136,136,141,154,154,154,154,156,156,159,162,162,162,162,162,162,162,162,162,164,164,164,164,164,164,164,164,165,165,165,165,167,167,173,173,173,173,173,173,173,173,173,173,173,173,173,173,173,173,173,173,177,177,177,177,179,179,179,179,179,179,179,179,187,191,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,194,194,196,196,196,204,204,204,204,204,204,212,212,217,217,225,225,227,227,227,229,229,234,234,234,234,234,237,243,245,245,245,245,252,262,266,266,266,266,309,312,312,325,329,329,335,335,335,335,345,367,367,370,370,385,392,392,406,406,407,407,413,415,415,430,430,436,436,436,436,436,484,484,486,529,529,542,542,542,542,545,545,546,546,550,550,550,550,550,573,573,573,573,573,586,586,587,587,587,589,589,589,589,589,589,589,589,589,589,590,590,590,590,590,590,590,590,590,590,591,591,591,591,591,595,595,595,596,596,596,596,596,596,596,596,596,596,597,597,597,597,597,597,597,597,597,597,597,597,597,597,597,597,597,610,610,610,610,610,610,628,628,628,628,636,636,636,636,638,638,638,638,638,638,638,638,638,638,638,639,639,639,639,639,639,639,639,639,639,639,639,639,639,639,639,639,639,640,640,640,640,640,640,640,640,640,640,643,643,643,643,643,643,643,643,649,649,649,649,649,649,649,649,649,649,649,649,649,649,649,649,649,650,650,650,650,650,650,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,657,658,658,658,658,658,658,658,658,658,658,658,658,658,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,663,663,663,663,663,663,663,663,663,663,663,663,663,663,663,663,663,663,663,663,663,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670 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Grenadines,12.9843,-61.2872,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,4,4,4,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,9,9,9,9,9,9,9,9,9,9,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,11,11,11,11,11,11,11,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,13,13,13,13,14,14,14,16,17,17,17,17,17,18,19,19,21,26,26,28,33,33,33,33,33,33,38,38,38,38,38,38,47,53,53,54,56,56,60,60,60,63,63,64,65,66,66,68,68,69,69,69,69,69,69,69,69,69,71,71,71,71,72,72,72,73,73,73,73,73,73,74,74,74,74,74,74,74,74,74,74,74,76,76,76,76,76,77,77,77,77,77,77,77,77,77,77,77,79,79,79,81,81,81,81,81,81,81,81,81,83,83,83,83,84,84,84,84,84,85,85,85,85,85,85,87,88,88,90,90,90,90,92,92,92,92,93,93,93,94,94,95,95,95,99,99,99,99,101,101,101,102,102,103,103,103,103,104,104,104,105,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,107,107,108,108,108,108,108,108,108,108,108,108,108,108,109,109,109,110,110,110,110,111,111,111,111,111,111,111,111,112,112,112,112,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,118,118,118,118,118,118,118,118,118,119,119,119,119,119,119,119,120,120,120,120,120,120,121,121,121,121,121,121,121,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123 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Marino,43.9424,12.4578,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,2,2,2,5,5,5,5,9,11,14,14,20,20,20,21,21,21,21,22,22,25,26,28,28,30,32,32,32,32,34,34,34,34,35,35,36,36,36,38,38,39,39,39,40,40,40,40,40,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,43,43,43,43,43,44,44,44,44,44,44,45,45,46,46,46,46,47,48,48,48,48,49,49,50,51,51,52,54,54,54,55,55,55,55,56,56,56,57,57,57,57,59,59,59,59,61,61,62,62,62,64,64,64,64,64,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,67,67,67,68,68,68,69,69,69,69,71,71,72,72,72,72,72,72,72,72,72,72,72,72,73,73,73,73,74,74,74,74,75,75,76,76,76,77,77,77,77,77,77,77,77,77,77,78,79,79,79,79,80,82,84,84,84,84,84,84,84,84,84,84,85,85,85,85,85,85,85,85,86,86,86,86,86,86,88,88,88,88,89,89,89,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,94,94,94,94,94,94,94,94,94,94,94,95,95,95,96,96,97,97,98,98,98,98,98,99,99,100,100,100,102,102,103,103,103,103,103,103,103,103,103,103,103,103,103,103,105,106,107,107,107,108,108,109,109,109,109,109,109,109,109,109,109,109,109,109,109,109,110,110,110,110,110,110,110,110,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,113,113,113,113,113,113,113,113,113,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,116,116,116,116,116,116,116,117,117,117,117,117,117,117,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122 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+,South 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+,South Sudan,6.877,31.307,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,4,4,4,4,4,4,6,8,8,8,8,10,10,10,10,10,10,10,10,10,10,10,14,19,19,19,24,24,27,27,27,30,31,32,34,34,34,35,36,36,36,36,36,36,36,38,38,38,38,38,38,38,38,38,38,38,38,38,41,41,41,41,43,43,43,45,45,45,45,45,45,45,46,46,46,46,46,46,46,46,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,48,48,48,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,50,50,50,50,50,50,53,54,54,55,55,55,55,55,55,55,55,55,55,55,55,56,56,56,56,56,56,58,58,58,59,59,59,59,59,59,59,59,59,59,59,59,59,59,59,59,59,59,59,59,60,60,60,60,61,61,61,61,61,61,61,61,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,66,66,66,66,66,69,71,71,72,74,74,77,79,79,83,83,85,86,87,87,87,87,90,93,93,94,95,97,100,100,102,102,102,102,102,103,104,104,104,104,106,106,106,106,106,106,106,106,107,108,108,108,108,108,108,109,112,112,112,113,113,113,113,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,116,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,118,118,118,118,119,119,119,119,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,121,121,121,121,121,121,121,121,121,128,128,128,128,128,128,128,130,130,130,130,130,130,130,130,130,130,130,130,130,130,130,130,130,130,130,130,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,135,135,135,135,135,135,135,135,135,135,135,135,136,136,136,136,136,136,136,136,136,136,136,136,136,136,136,136,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138 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Kingdom,49.448196,-2.58949,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,3,4,4,6,6,8,9,9,9,10,11,11,13,13,13,13,13,13,14,14,15,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,20,20,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,22,22,22,22,22,22,22,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,24,24,24,24,24,24,25,25,26,26,28,28,28,28,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,36,36,36,36,36,36,36,36,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,45,45,45,45,45,45,45,46,46,46,46,46,46,46,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,48,48,48,48,48,48,49,49,49,49,49,49,49,49,50,50,50,50,50,50,50,54,54,54,54,54,54,54,54,54,54,54,54,54,54,60,60,60,60,60,60,60,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,64,64,64,64,64,64,64,64,64,64,64,64,64,64,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,69,69,69,69,69,69,69,69,62,62,62,62,62,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66 +Isle of Man,United Kingdom,54.2361,-4.5481,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,2,2,2,2,4,4,4,6,6,9,9,15,16,18,18,18,20,21,21,21,22,22,22,23,23,23,23,23,23,23,23,23,23,23,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,26,26,26,26,26,26,26,26,26,26,26,26,26,26,27,27,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,30,30,30,33,33,33,33,33,33,36,36,36,37,37,37,37,37,37,37,37,37,37,37,37,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,51,51,51,51,51,51,51,51,52,52,52,52,52,52,54,54,54,54,54,54,54,54,56,56,56,56,56,56,57,57,57,57,57,57,57,57,57,57,57,57,57,57,60,60,60,60,60,60,61,64,64,64,64,64,64,64,64,66,66,66,66,66,66,66,66,66,66,66,66,66,66,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,68,68,68,68,68,68,68,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,71,71,71,71,71,71,73,73,73,73,73,73,73,77,77,77,77,77,77,77,77,79,79,79,79,79,79,79,80,80,80,80,80,80,80,80,80,80,80,80,80,81,81,81,81,81,81,81,81,81,81,81,81,81,81,81,82,82,82,82,82,82,84,84,84,84,84,84,84,87,87,87,87,87,87,87,87,87,87,87,87,87,93,93,98,98,98,98,98,98,98,102,102,102,102,102,102,102,104,104,104,104,104,104,104,104,105,105,105,105,105,105,105,105,105,105,105,105,105,106,106,106,106,106,106,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,110,110,110,110,110,110,110,110,110,110,110,110,110,110,111,111,111,111,111,111,111,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116 +Jersey,United Kingdom,49.2138,-2.1358,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,2,2,2,2,3,3,3,3,3,3,4,4,4,4,4,6,7,10,11,12,12,14,14,18,19,19,19,19,19,20,20,22,23,24,24,24,24,25,25,25,25,26,26,27,27,27,27,27,27,27,28,29,29,29,29,29,29,29,29,29,29,29,29,29,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,33,36,36,36,38,39,40,41,41,41,41,41,41,42,44,44,44,44,47,51,53,56,57,57,57,59,59,60,60,62,62,62,62,62,62,62,63,63,63,63,63,64,65,66,66,66,66,67,67,67,67,67,67,67,67,67,67,67,67,67,68,68,68,68,68,68,68,68,68,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,70,71,72,73,73,73,73,73,73,73,74,74,74,74,74,74,75,75,75,75,75,76,76,76,77,77,77,77,77,77,77,77,77,77,77,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,79,79,79,79,79,79,79,79,79,79,79,79,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,81,81,81,81,81,81,81,82,82,84,84,84,84,84,84,84,84,85,87,87,87,87,88,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,90,90,90,90,90,92,92,92,92,92,92,94,94,94,96,96,96,96,99,99,99,100,100,100,101,103,103,104,104,104,104,104,106,106,106,106,106,108,108,108,108,108,108,109,109,110,111,112,112,112,112,112,113,113,113,113,113,114,115,115,115,115,115,115,116,116,116,116,116,116,116,116,116,118,118,118,118,118,119,120,120,120,120,120,120,120,120,120,121,121,121,121,121,121,121,121,121,121,121,121,122,122,123,123,123,123,123,124,124,124,126,126,126,126,126,126,126,127,127,127,127,127,127,127,127,127,127,127,127,127,127,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,132,132,132,133,133,133,133,133,133,133,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,136,136,136,136,136,136,136,136,136,136,136,136,136,136,136,136,136,137,137,137,137,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,139,139,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,144,144,144,144,144,144,144,146,146,146,146,146,146,146,146,146,146,146,146,146,146,150,150,150,150,150,150,150,154,154,154,154,154,154,154,155,155,155,155,155,155,155,155,157,157,157,157,157,157,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161 +Montserrat,United 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+Pitcairn Islands,United 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diff --git a/julia experiments/Data/covid_19_global_data_recovered.csv b/julia experiments/Data/covid_19_global_data_recovered.csv new file mode 100644 index 0000000..d20ea9a --- /dev/null +++ b/julia experiments/Data/covid_19_global_data_recovered.csv @@ -0,0 +1,275 @@ 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Territory,Australia,-35.4735,149.0124,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,2,3,8,11,18,18,28,40,40,40,47,59,59,59,59,72,72,82,81,88,88,91,92,93,93,97,98,99,100,101,101,103,103,103,103,103,103,103,103,103,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,107,107,107,109,109,109,109,109,109,109,109,109,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,112,112,112,112,112,112,112,112,112,113,113,113,113,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,116,116,116,116,117,117,117,119,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 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diff --git a/python experiments/data.ipynb b/python experiments/data.ipynb new file mode 100644 index 0000000..7e6428c --- /dev/null +++ b/python experiments/data.ipynb @@ -0,0 +1,284 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from uk_covid19 import Cov19API\n", + "from abc import ABC, abstractmethod\n", + "\n", + "\n", + "min_confirmed = 5\n", + "days_ran = 250\n", + "days_predicted = 20\n", + "\n", + "\n", + "class LoadData:\n", + " @staticmethod\n", + " def getUkdf() -> pd.DataFrame:\n", + " \"\"\"\n", + " get the data from Nhs api\n", + " These should return a dataframe\n", + " \"\"\"\n", + "\n", + " all_nations = [\"areaType=utla\"]\n", + "\n", + " cases_and_deaths = {\n", + " \"date\": \"date\",\n", + " \"areaName\": \"areaName\",\n", + " \"dailyCases\": \"newCasesByPublishDate\",\n", + " \"dailyDeaths\": \"newDeaths28DaysByPublishDate\",\n", + " \"cumulativeCases\": \"cumCasesByPublishDate\",\n", + " }\n", + "\n", + " api = Cov19API(filters=all_nations, structure=cases_and_deaths)\n", + "\n", + " df = api.get_dataframe()\n", + "\n", + " # df[\"date\"] = pd.to_datetime(df[\"date\"]).dt.date\n", + " # df_uk = df[df.daily > min_confirmed]\n", + " # df_uk[\"day\"] = df_uk.date.apply(\n", + " # lambda x: (x-df_uk.date.min()).days\n", + " # )\n", + " # df_uk = df_uk.reset_index()\n", + "\n", + " # if retain == True:\n", + " # lastdate = str(df_uk.date.iloc[-1])\n", + " # df_uk.to_csv(lastdate + \"_uk_by_day.csv\", index=False)\n", + "\n", + " df[\"date\"] = pd.to_datetime(df[\"date\"]).dt.date\n", + " df.fillna(\n", + " value={\"dailyDeaths\": 0, \"cumulativeCases\": 0},\n", + " inplace=True,\n", + " downcast=\"int64\",\n", + " )\n", + " df = df[df.dailyCases > min_confirmed]\n", + " df[\"day\"] = df.date.apply(lambda x: (x - df.date.min()).days)\n", + " df = df.reset_index(drop=True)\n", + "\n", + " return df\n", + "\n", + " @staticmethod\n", + " def getcitiesDF(df: pd.DataFrame, city_name: str) -> pd.DataFrame:\n", + " \"\"\"[Get updated data on the epidemic of a specific city by day in the uk]\n", + " Args:\n", + " df ([type: datframe]): [The resulting Data returned from the covid19 uk data api]\n", + " city_name (str): [the name of the city that should be passed]\n", + " Returns:\n", + " pd.DataFrame: [covid-19 cumulative data of daily confirmed and death in the uk for a particular city]\n", + " \"\"\"\n", + "\n", + " grouped_area = df[df[\"areaName\"] == city_name]\n", + " grouped_area_cases = grouped_area.drop(columns=[\"areaName\"])\n", + " grouped_area_cases = grouped_area_cases.reset_index(drop=True)\n", + " new_df = grouped_area_cases.head(days_ran)\n", + "\n", + " time_data = np.array(new_df.day.values.astype(np.float64))\n", + " time_data = time_data - time_data[0]\n", + "\n", + " dailycases = new_df.dailyCases.values.astype(np.float64)\n", + " deathcases = np.diff(new_df.dailyDeaths.values.astype(np.float64))\n", + " deathcases = np.insert(deathcases, 0, deathcases[0])\n", + "\n", + " original_data = np.array([dailycases, deathcases])\n", + "\n", + " data_dates = new_df.date.values\n", + " data_dates = [date.strftime(\"%d/%m/%y\") for date in data_dates]\n", + "\n", + " return original_data, data_dates, time_data\n", + "\n", + " @staticmethod\n", + " def getDataJH() -> pd.DataFrame:\n", + " # https://gradcoach.com/literature-review-structure/\n", + "\n", + " confirmed_df = pd.read_csv(\n", + " \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\"\n", + " )\n", + " deaths_df = pd.read_csv(\n", + " \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv\"\n", + " )\n", + " recoveries_df = pd.read_csv(\n", + " \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csv\"\n", + " )\n", + " # latest_data = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports/08-22-2020.csv')\n", + " # us_medical_data = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports_us/08-22-2020.csv')\n", + "\n", + " # data_url = requests.get(url).content\n", + " # df = pd.read_csv(io.StringIO(data_url.decode(\"utf-8\")))\n", + "\n", + " # confirmed_df = confirmed_df.drop(\n", + " # [\"UID\", \"iso2\", \"iso3\", \"code3\", \"FIPS\", \"Admin2\", \"Combined_Key\"], axis=1\n", + " # )\n", + " # deaths_df = deaths_df.drop(\n", + " # [\"UID\", \"iso2\", \"iso3\", \"code3\", \"FIPS\", \"Admin2\", \"Combined_Key\"], axis=1\n", + " # )\n", + " # recoveries_df = recoveries_df.drop(\n", + " # [\"UID\", \"iso2\", \"iso3\", \"code3\", \"FIPS\", \"Admin2\", \"Combined_Key\"], axis=1\n", + " # )\n", + "\n", + " columns_rename = {\"Province_State\": \"State\", \"Country_Region\": \"Country\"}\n", + " confirmed_df.rename(columns=columns_rename, inplace=True)\n", + " deaths_df.rename(columns=columns_rename, inplace=True)\n", + " recoveries_df.rename(columns=columns_rename, inplace=True)\n", + "\n", + " confirmed_df = confirmed_df.groupby(by=\"Country\", as_index=False).sum()\n", + " deaths_df = deaths_df.groupby(by=\"Country\", as_index=False).sum()\n", + " recoveries_df = recoveries_df.groupby(by=\"Country\", as_index=False).sum()\n", + "\n", + " grouped_df = pd.DataFrame(\n", + " columns=[\n", + " \"date\",\n", + " \"State\",\n", + " \"Country\",\n", + " \"Lat\",\n", + " \"Long\",\n", + " \"Confirmed\",\n", + " \"Deaths\",\n", + " \"Recorvered\",\n", + " ]\n", + " )\n", + " grouped_df[\"date\"] = confirmed_df.columns[4:]\n", + " grouped_df[\"Confirmed\"] = grouped_df[\"Dates\"].apply(\n", + " lambda x: confirmed_df[x].sum()\n", + " )\n", + " grouped_df[\"Deaths\"] = grouped_df[\"Dates\"].apply(lambda x: deaths_df[x].sum())\n", + " grouped_df[\"Recovered\"] = grouped_df[\"Dates\"].apply(\n", + " lambda x: recoveries_df[x].sum()\n", + " )\n", + " grouped_df.reset_index(drop=False, inplace=True)\n", + "\n", + " return grouped_df" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def getUkdf(area_type=\"utla\") -> pd.DataFrame:\n", + " \"\"\"\n", + " get the data from Nhs api\n", + " These should return a dataframe\n", + " \"\"\"\n", + "\n", + " all_nations = [f\"areaType={area_type}\"]\n", + "\n", + " cases_and_deaths = {\n", + " \"date\": \"date\",\n", + " \"areaName\": \"areaName\",\n", + " \"dailyCases\": \"newCasesByPublishDate\",\n", + " \"dailyDeaths\": \"newDeaths28DaysByPublishDate\",\n", + " \"cumulativeCases\": \"cumCasesByPublishDate\",\n", + " }\n", + "\n", + " api = Cov19API(filters=all_nations, structure=cases_and_deaths)\n", + "\n", + " df = api.get_dataframe()\n", + "\n", + " df[\"date\"] = pd.to_datetime(df[\"date\"]).dt.date\n", + " df.fillna(\n", + " value={\"dailyDeaths\": 0, \"cumulativeCases\": 0},\n", + " inplace=True,\n", + " downcast=\"int64\",\n", + " )\n", + " df = df[df.dailyCases > min_confirmed]\n", + " df[\"day\"] = df.date.apply(lambda x: (x - df.date.min()).days)\n", + " df = df.reset_index(drop=True)\n", + "\n", + " return df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "nation_data = getUkdf(\"nation\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "utla_data = getUkdf(\"utla\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "ltla_data = getUkdf(\"ltla\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "region_data = getUkdf(\"region\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['North West', 'Yorkshire and The Humber', 'East Midlands',\n", + " 'South West', 'North East', 'East of England', 'London',\n", + " 'South East', 'West Midlands'], dtype=object)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "region_data[\"areaName\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.3" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/python experiments/nhs_regions.ipynb b/python experiments/nhs_regions.ipynb new file mode 100644 index 0000000..fac1723 --- /dev/null +++ b/python experiments/nhs_regions.ipynb @@ -0,0 +1,2354 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import os\n", + "import sys\n", + "import time\n", + "import geopandas as gpd\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.axes_grid1 import make_axes_locatable" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Load the data\n", + "data = pd.read_csv(\"../data/UK_resources/NHS_England_Regions_July_2022_EN_BFC_2022_8847953782386516656.csv\")\n", + "\n", + "# Load the shapefile\n", + "gdf = gpd.read_file('../data/UK_resources/NHS_England_Regions_July_2022_EN_BFC_2022_-5487250391308697487/NHSER_JUL_2022_EN_BFC.shp')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdf" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot\n", + "fig, ax = plt.subplots(1, 1, figsize=(10, 10))\n", + "\n", + "# Plot the UK\n", + "gdf.boundary.plot(ax=ax, color='black')\n", + "\n", + "# Plot the regions with different colors\n", + "gdf.plot(ax=ax, column='NHSER22NM', legend=True, cmap='viridis')\n", + "\n", + "# Add labels\n", + "gdf['coords'] = gdf['geometry'].apply(lambda x: x.representative_point().coords[:])\n", + "gdf['coords'] = [coords[0] for coords in gdf['coords']]\n", + "# for idx, row in gdf.iterrows():\n", + "# plt.annotate(text=row['NHSER22NM'], xy=row['coords'], horizontalalignment='center')\n", + "\n", + "# Set labels and title\n", + "ax.set_xlabel('Longitude', fontsize=12)\n", + "ax.set_ylabel('Latitude', fontsize=12)\n", + "ax.set_title('NHS England Regions', fontsize=14)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [], + "source": [ + "total_df = pd.read_csv(\"../data/UK_resources/total_bed_occupancy_covid.csv\", header=0, index_col=0)\n", + "mv_df = pd.read_csv(\"../data/MVB_covid19.csv\", header=0, index_col=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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01/08/202002/08/202003/08/202004/08/202005/08/202006/08/202007/08/202008/08/202009/08/202010/08/2020...22/03/202223/03/202224/03/202225/03/202226/03/202227/03/202228/03/202229/03/202230/03/202231/03/2022
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ENGLAND74726765636157555660...269260286290304303319325318311
East of England99888991198...36292938464141373639
London16151715131110101212...999810910710598103109104100
Midlands13101013131410569...30303028323545414034
North East and Yorkshire9877767875...31324139403637424347
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5 rows × 608 columns

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" + ], + "text/plain": [ + " 01/08/2020 02/08/2020 03/08/2020 04/08/2020 \n", + "Name \n", + "ENGLAND 74 72 67 65 \\\n", + "East of England 9 9 8 8 \n", + "London 16 15 17 15 \n", + "Midlands 13 10 10 13 \n", + "North East and Yorkshire 9 8 7 7 \n", + "\n", + " 05/08/2020 06/08/2020 07/08/2020 08/08/2020 \n", + "Name \n", + "ENGLAND 63 61 57 55 \\\n", + "East of England 8 9 9 11 \n", + "London 13 11 10 10 \n", + "Midlands 13 14 10 5 \n", + "North East and Yorkshire 7 6 7 8 \n", + "\n", + " 09/08/2020 10/08/2020 ... 22/03/2022 23/03/2022 \n", + "Name ... \n", + "ENGLAND 56 60 ... 269 260 \\\n", + "East of England 9 8 ... 36 29 \n", + "London 12 12 ... 99 98 \n", + "Midlands 6 9 ... 30 30 \n", + "North East and Yorkshire 7 5 ... 31 32 \n", + "\n", + " 24/03/2022 25/03/2022 26/03/2022 27/03/2022 \n", + "Name \n", + "ENGLAND 286 290 304 303 \\\n", + "East of England 29 38 46 41 \n", + "London 109 107 105 98 \n", + "Midlands 30 28 32 35 \n", + "North East and Yorkshire 41 39 40 36 \n", + "\n", + " 28/03/2022 29/03/2022 30/03/2022 31/03/2022 \n", + "Name \n", + "ENGLAND 319 325 318 311 \n", + "East of England 41 37 36 39 \n", + "London 103 109 104 100 \n", + "Midlands 45 41 40 34 \n", + "North East and Yorkshire 37 42 43 47 \n", + "\n", + "[5 rows x 608 columns]" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mv_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataframe Shape: (8, 608)\n" + ] + } + ], + "source": [ + "# Display the shape of the dataframe\n", + "print('Dataframe Shape:', mv_df.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "01/08/2020 int64\n", + "02/08/2020 int64\n", + "03/08/2020 int64\n", + "04/08/2020 int64\n", + "05/08/2020 int64\n", + " ... \n", + "27/03/2022 int64\n", + "28/03/2022 int64\n", + "29/03/2022 int64\n", + "30/03/2022 int64\n", + "31/03/2022 int64\n", + "Length: 608, dtype: object\n" + ] + } + ], + "source": [ + "# Display the data types of each column\n", + "print(mv_df.dtypes)" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [], + "source": [ + "# Transpose the dataframe\n", + "mv_df = mv_df.transpose()" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NameENGLANDEast of EnglandLondonMidlandsNorth East and YorkshireNorth WestSouth EastSouth West
01/08/20207491613915120
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03/08/20206781710713120
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" + ], + "text/plain": [ + "Name ENGLAND East of England London Midlands \n", + "01/08/2020 74 9 16 13 \\\n", + "02/08/2020 72 9 15 10 \n", + "03/08/2020 67 8 17 10 \n", + "04/08/2020 65 8 15 13 \n", + "05/08/2020 63 8 13 13 \n", + "\n", + "Name North East and Yorkshire North West South East South West \n", + "01/08/2020 9 15 12 0 \n", + "02/08/2020 8 15 15 0 \n", + "03/08/2020 7 13 12 0 \n", + "04/08/2020 7 13 9 0 \n", + "05/08/2020 7 13 9 0 " + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mv_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Index: 608 entries, 01/08/2020 to 31/03/2022\n", + "Data columns (total 8 columns):\n", + " # Column Non-Null Count Dtype\n", + "--- ------ -------------- -----\n", + " 0 ENGLAND 608 non-null int64\n", + " 1 East of England 608 non-null int64\n", + " 2 London 608 non-null int64\n", + " 3 Midlands 608 non-null int64\n", + " 4 North East and Yorkshire 608 non-null int64\n", + " 5 North West 608 non-null int64\n", + " 6 South East 608 non-null int64\n", + " 7 South West 608 non-null int64\n", + "dtypes: int64(8)\n", + "memory usage: 58.9+ KB\n" + ] + } + ], + "source": [ + "mv_df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [], + "source": [ + "total_df.index = pd.to_datetime(total_df.index, format='%d-%b-%y')" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "Name ENGLAND East of England London Midlands North East and Yorkshire \n", + "2020-08-01 879 85 126 216 117 \\\n", + "2020-08-02 847 80 120 194 120 \n", + "2020-08-03 842 73 122 206 115 \n", + "2020-08-04 807 69 118 182 123 \n", + "2020-08-05 805 70 111 181 128 \n", + "\n", + "Name North West South East South West \n", + "2020-08-01 191 123 21 \n", + "2020-08-02 188 122 23 \n", + "2020-08-03 181 122 23 \n", + "2020-08-04 181 111 23 \n", + "2020-08-05 183 106 26 " + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "total_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "cannot convert float NaN to integer", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[112], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[39mfor\u001b[39;00m column \u001b[39min\u001b[39;00m total_df\u001b[39m.\u001b[39mcolumns:\n\u001b[1;32m----> 2\u001b[0m total_df[column] \u001b[39m=\u001b[39m total_df[column]\u001b[39m.\u001b[39;49mstr\u001b[39m.\u001b[39;49mreplace(\u001b[39m'\u001b[39;49m\u001b[39m,\u001b[39;49m\u001b[39m'\u001b[39;49m, \u001b[39m'\u001b[39;49m\u001b[39m'\u001b[39;49m)\u001b[39m.\u001b[39;49mastype(\u001b[39mint\u001b[39;49m)\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\generic.py:6324\u001b[0m, in \u001b[0;36mNDFrame.astype\u001b[1;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[0;32m 6317\u001b[0m results \u001b[39m=\u001b[39m [\n\u001b[0;32m 6318\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39miloc[:, i]\u001b[39m.\u001b[39mastype(dtype, copy\u001b[39m=\u001b[39mcopy)\n\u001b[0;32m 6319\u001b[0m \u001b[39mfor\u001b[39;00m i \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(\u001b[39mlen\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcolumns))\n\u001b[0;32m 6320\u001b[0m ]\n\u001b[0;32m 6322\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m 6323\u001b[0m \u001b[39m# else, only a single dtype is given\u001b[39;00m\n\u001b[1;32m-> 6324\u001b[0m new_data \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_mgr\u001b[39m.\u001b[39;49mastype(dtype\u001b[39m=\u001b[39;49mdtype, copy\u001b[39m=\u001b[39;49mcopy, errors\u001b[39m=\u001b[39;49merrors)\n\u001b[0;32m 6325\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_constructor(new_data)\u001b[39m.\u001b[39m__finalize__(\u001b[39mself\u001b[39m, method\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mastype\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m 6327\u001b[0m \u001b[39m# GH 33113: handle empty frame or series\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\internals\\managers.py:451\u001b[0m, in \u001b[0;36mBaseBlockManager.astype\u001b[1;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[0;32m 448\u001b[0m \u001b[39melif\u001b[39;00m using_copy_on_write():\n\u001b[0;32m 449\u001b[0m copy \u001b[39m=\u001b[39m \u001b[39mFalse\u001b[39;00m\n\u001b[1;32m--> 451\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mapply(\n\u001b[0;32m 452\u001b[0m \u001b[39m\"\u001b[39;49m\u001b[39mastype\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[0;32m 453\u001b[0m dtype\u001b[39m=\u001b[39;49mdtype,\n\u001b[0;32m 454\u001b[0m copy\u001b[39m=\u001b[39;49mcopy,\n\u001b[0;32m 455\u001b[0m errors\u001b[39m=\u001b[39;49merrors,\n\u001b[0;32m 456\u001b[0m using_cow\u001b[39m=\u001b[39;49musing_copy_on_write(),\n\u001b[0;32m 457\u001b[0m )\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\internals\\managers.py:352\u001b[0m, in \u001b[0;36mBaseBlockManager.apply\u001b[1;34m(self, f, align_keys, **kwargs)\u001b[0m\n\u001b[0;32m 350\u001b[0m applied \u001b[39m=\u001b[39m b\u001b[39m.\u001b[39mapply(f, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[0;32m 351\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m--> 352\u001b[0m applied \u001b[39m=\u001b[39m \u001b[39mgetattr\u001b[39;49m(b, f)(\u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[0;32m 353\u001b[0m result_blocks \u001b[39m=\u001b[39m extend_blocks(applied, result_blocks)\n\u001b[0;32m 355\u001b[0m out \u001b[39m=\u001b[39m \u001b[39mtype\u001b[39m(\u001b[39mself\u001b[39m)\u001b[39m.\u001b[39mfrom_blocks(result_blocks, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39maxes)\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\internals\\blocks.py:511\u001b[0m, in \u001b[0;36mBlock.astype\u001b[1;34m(self, dtype, copy, errors, using_cow)\u001b[0m\n\u001b[0;32m 491\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m 492\u001b[0m \u001b[39mCoerce to the new dtype.\u001b[39;00m\n\u001b[0;32m 493\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 507\u001b[0m \u001b[39mBlock\u001b[39;00m\n\u001b[0;32m 508\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m 509\u001b[0m values \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mvalues\n\u001b[1;32m--> 511\u001b[0m new_values \u001b[39m=\u001b[39m astype_array_safe(values, dtype, copy\u001b[39m=\u001b[39;49mcopy, errors\u001b[39m=\u001b[39;49merrors)\n\u001b[0;32m 513\u001b[0m new_values \u001b[39m=\u001b[39m maybe_coerce_values(new_values)\n\u001b[0;32m 515\u001b[0m refs \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\dtypes\\astype.py:242\u001b[0m, in \u001b[0;36mastype_array_safe\u001b[1;34m(values, dtype, copy, errors)\u001b[0m\n\u001b[0;32m 239\u001b[0m dtype \u001b[39m=\u001b[39m dtype\u001b[39m.\u001b[39mnumpy_dtype\n\u001b[0;32m 241\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m--> 242\u001b[0m new_values \u001b[39m=\u001b[39m astype_array(values, dtype, copy\u001b[39m=\u001b[39;49mcopy)\n\u001b[0;32m 243\u001b[0m \u001b[39mexcept\u001b[39;00m (\u001b[39mValueError\u001b[39;00m, \u001b[39mTypeError\u001b[39;00m):\n\u001b[0;32m 244\u001b[0m \u001b[39m# e.g. _astype_nansafe can fail on object-dtype of strings\u001b[39;00m\n\u001b[0;32m 245\u001b[0m \u001b[39m# trying to convert to float\u001b[39;00m\n\u001b[0;32m 246\u001b[0m \u001b[39mif\u001b[39;00m errors \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mignore\u001b[39m\u001b[39m\"\u001b[39m:\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\dtypes\\astype.py:187\u001b[0m, in \u001b[0;36mastype_array\u001b[1;34m(values, dtype, copy)\u001b[0m\n\u001b[0;32m 184\u001b[0m values \u001b[39m=\u001b[39m values\u001b[39m.\u001b[39mastype(dtype, copy\u001b[39m=\u001b[39mcopy)\n\u001b[0;32m 186\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m--> 187\u001b[0m values \u001b[39m=\u001b[39m _astype_nansafe(values, dtype, copy\u001b[39m=\u001b[39;49mcopy)\n\u001b[0;32m 189\u001b[0m \u001b[39m# in pandas we don't store numpy str dtypes, so convert to object\u001b[39;00m\n\u001b[0;32m 190\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(dtype, np\u001b[39m.\u001b[39mdtype) \u001b[39mand\u001b[39;00m \u001b[39missubclass\u001b[39m(values\u001b[39m.\u001b[39mdtype\u001b[39m.\u001b[39mtype, \u001b[39mstr\u001b[39m):\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\dtypes\\astype.py:138\u001b[0m, in \u001b[0;36m_astype_nansafe\u001b[1;34m(arr, dtype, copy, skipna)\u001b[0m\n\u001b[0;32m 134\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(msg)\n\u001b[0;32m 136\u001b[0m \u001b[39mif\u001b[39;00m copy \u001b[39mor\u001b[39;00m is_object_dtype(arr\u001b[39m.\u001b[39mdtype) \u001b[39mor\u001b[39;00m is_object_dtype(dtype):\n\u001b[0;32m 137\u001b[0m \u001b[39m# Explicit copy, or required since NumPy can't view from / to object.\u001b[39;00m\n\u001b[1;32m--> 138\u001b[0m \u001b[39mreturn\u001b[39;00m arr\u001b[39m.\u001b[39;49mastype(dtype, copy\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m)\n\u001b[0;32m 140\u001b[0m \u001b[39mreturn\u001b[39;00m arr\u001b[39m.\u001b[39mastype(dtype, copy\u001b[39m=\u001b[39mcopy)\n", + "\u001b[1;31mValueError\u001b[0m: cannot convert float NaN to integer" + ] + } + ], + "source": [ + "for column in mv_df.columns:\n", + " mv_df[column] = mv_df[column].str.replace(',', '').astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NameENGLANDEast of EnglandLondonMidlandsNorth East and YorkshireNorth WestSouth EastSouth West
01/08/20207491613915120
02/08/20207291510815150
03/08/20206781710713120
04/08/2020658151371390
05/08/2020638131371390
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27/03/202230341983536363126
28/03/2022319411034537333228
29/03/2022325371094142343032
30/03/2022318361044043333230
31/03/2022311391003447362827
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608 rows × 8 columns

\n", + "
" + ], + "text/plain": [ + "Name ENGLAND East of England London Midlands \n", + "01/08/2020 74 9 16 13 \\\n", + "02/08/2020 72 9 15 10 \n", + "03/08/2020 67 8 17 10 \n", + "04/08/2020 65 8 15 13 \n", + "05/08/2020 63 8 13 13 \n", + "... ... ... ... ... \n", + "27/03/2022 303 41 98 35 \n", + "28/03/2022 319 41 103 45 \n", + "29/03/2022 325 37 109 41 \n", + "30/03/2022 318 36 104 40 \n", + "31/03/2022 311 39 100 34 \n", + "\n", + "Name North East and Yorkshire North West South East South West \n", + "01/08/2020 9 15 12 0 \n", + "02/08/2020 8 15 15 0 \n", + "03/08/2020 7 13 12 0 \n", + "04/08/2020 7 13 9 0 \n", + "05/08/2020 7 13 9 0 \n", + "... ... ... ... ... \n", + "27/03/2022 36 36 31 26 \n", + "28/03/2022 37 33 32 28 \n", + "29/03/2022 42 34 30 32 \n", + "30/03/2022 43 33 32 30 \n", + "31/03/2022 47 36 28 27 \n", + "\n", + "[608 rows x 8 columns]" + ] + }, + "execution_count": 126, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mv_df" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(14,7))\n", + "for column in mv_df.columns:\n", + " plt.plot(mv_df.index, mv_df[column], label=column)\n", + "plt.legend()\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Count')\n", + "plt.title('Trend Analysis')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the data\n", + "mv_df.plot(figsize=(12, 8))\n", + "\n", + "# Set the title and labels\n", + "plt.title('Time Series of Regions')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Values')\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['ENGLAND', 'East of England', 'London', 'Midlands',\n", + " 'North East and Yorkshire', 'North West', 'South East', 'South West'],\n", + " dtype='object', name='Name')\n" + ] + } + ], + "source": [ + "mv_df = mv_df.rename(columns={'Name': 'Date'})\n", + "print(mv_df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NameENGLANDEast of EnglandLondonMidlandsNorth East and YorkshireNorth WestSouth EastSouth West
01/08/20207491613915120
02/08/20207291510815150
03/08/20206781710713120
04/08/2020658151371390
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" + ], + "text/plain": [ + "Name ENGLAND East of England London Midlands \n", + "01/08/2020 74 9 16 13 \\\n", + "02/08/2020 72 9 15 10 \n", + "03/08/2020 67 8 17 10 \n", + "04/08/2020 65 8 15 13 \n", + "05/08/2020 63 8 13 13 \n", + "\n", + "Name North East and Yorkshire North West South East South West \n", + "01/08/2020 9 15 12 0 \n", + "02/08/2020 8 15 15 0 \n", + "03/08/2020 7 13 12 0 \n", + "04/08/2020 7 13 9 0 \n", + "05/08/2020 7 13 9 0 " + ] + }, + "execution_count": 133, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mv_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Name\n", + "ENGLAND 0\n", + "East of England 0\n", + "London 0\n", + "Midlands 0\n", + "North East and Yorkshire 0\n", + "North West 0\n", + "South East 0\n", + "South West 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "# Check for missing values\n", + "print(mv_df.isnull().sum())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + } + ], + "source": [ + "# Check for duplicate rows\n", + "print(total_df.duplicated().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 01-Aug-20 02-Aug-20 03-Aug-20 04-Aug-20 05-Aug-20 06-Aug-20 \n", + "count 8.000000 8.00000 8.000000 8.000000 8.000000 8.00000 \\\n", + "mean 18.500000 18.00000 16.750000 16.250000 15.750000 15.25000 \n", + "std 22.972033 22.39898 20.906253 20.246693 19.586803 19.00188 \n", + "min 0.000000 0.00000 0.000000 0.000000 0.000000 0.00000 \n", + "25% 9.000000 8.75000 7.750000 7.750000 7.750000 7.50000 \n", + "50% 12.500000 12.50000 11.000000 11.000000 11.000000 10.00000 \n", + "75% 15.250000 15.00000 14.000000 13.500000 13.000000 13.25000 \n", + "max 74.000000 72.00000 67.000000 65.000000 63.000000 61.00000 \n", + "\n", + " 07-Aug-20 08-Aug-20 09-Aug-20 10-Aug-20 ... 28-Mar-21 \n", + "count 8.00000 8.000000 8.000000 8.000000 ... 8.000000 \\\n", + "mean 14.25000 13.750000 14.000000 15.000000 ... 133.000000 \n", + "std 17.67767 17.185958 17.476515 18.905781 ... 167.358469 \n", + "min 0.00000 0.000000 0.000000 0.000000 ... 15.000000 \n", + "25% 7.75000 6.500000 6.750000 7.250000 ... 47.250000 \n", + "50% 9.50000 9.000000 8.500000 8.500000 ... 77.000000 \n", + "75% 10.75000 11.750000 12.500000 13.500000 ... 130.500000 \n", + "max 57.00000 55.000000 56.000000 60.000000 ... 532.000000 \n", + "\n", + " 29-Mar-21 30-Mar-21 31-Mar-21 01-Apr-21 02-Apr-21 03-Apr-21 \n", + "count 8.000000 8.000000 8.000000 8.000000 8.000000 8.000000 \\\n", + "mean 133.000000 129.500000 125.250000 117.500000 109.000000 108.250000 \n", + "std 167.535071 163.242151 158.318621 149.052244 138.074514 136.697528 \n", + "min 15.000000 16.000000 12.000000 12.000000 12.000000 13.000000 \n", + "25% 47.500000 43.000000 42.250000 37.000000 33.000000 32.500000 \n", + "50% 75.500000 75.500000 74.000000 71.500000 64.500000 68.000000 \n", + "75% 129.500000 126.250000 121.500000 114.750000 106.250000 99.500000 \n", + "max 532.000000 518.000000 501.000000 470.000000 436.000000 433.000000 \n", + "\n", + " 04-Apr-21 05-Apr-21 06-Apr-21 \n", + "count 8.000000 8.000000 8.000000 \n", + "mean 105.500000 104.000000 101.500000 \n", + "std 133.205534 131.313148 128.359985 \n", + "min 13.000000 12.000000 10.000000 \n", + "25% 30.250000 31.000000 31.000000 \n", + "50% 67.500000 66.500000 65.500000 \n", + "75% 96.250000 93.750000 92.250000 \n", + "max 422.000000 416.000000 406.000000 \n", + "\n", + "[8 rows x 122 columns]\n" + ] + } + ], + "source": [ + "# Display descriptive statistics\n", + "print(mv_df.describe())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Name01-Aug-2002-Aug-2003-Aug-2004-Aug-2005-Aug-2006-Aug-2007-Aug-2008-Aug-2009-Aug-20...28-Mar-2129-Mar-2130-Mar-2131-Mar-2101-Apr-2102-Apr-2103-Apr-2104-Apr-2105-Apr-2106-Apr-21
0ENGLAND747267656361575556...532532518501470436433422416406
1East of England9988899119...51514646423534313233
2London161517151311101012...153158154153147137134130129126
3Midlands1310101313141056...1231201171111049688858281
4North East and Yorkshire987776787...81778079756569706972
5North West151513131313131414...73747169686467656459
6South East121512998878...36373431222728282825
7South West000000000...15151612121213131210
\n", + "

8 rows × 250 columns

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" + ], + "text/plain": [ + " Name 01-Aug-20 02-Aug-20 03-Aug-20 04-Aug-20 \n", + "0 ENGLAND 74 72 67 65 \\\n", + "1 East of England 9 9 8 8 \n", + "2 London 16 15 17 15 \n", + "3 Midlands 13 10 10 13 \n", + "4 North East and Yorkshire 9 8 7 7 \n", + "5 North West 15 15 13 13 \n", + "6 South East 12 15 12 9 \n", + "7 South West 0 0 0 0 \n", + "\n", + " 05-Aug-20 06-Aug-20 07-Aug-20 08-Aug-20 09-Aug-20 ... 28-Mar-21 \n", + "0 63 61 57 55 56 ... 532 \\\n", + "1 8 9 9 11 9 ... 51 \n", + "2 13 11 10 10 12 ... 153 \n", + "3 13 14 10 5 6 ... 123 \n", + "4 7 6 7 8 7 ... 81 \n", + "5 13 13 13 14 14 ... 73 \n", + "6 9 8 8 7 8 ... 36 \n", + "7 0 0 0 0 0 ... 15 \n", + "\n", + " 29-Mar-21 30-Mar-21 31-Mar-21 01-Apr-21 02-Apr-21 03-Apr-21 \n", + "0 532 518 501 470 436 433 \\\n", + "1 51 46 46 42 35 34 \n", + "2 158 154 153 147 137 134 \n", + "3 120 117 111 104 96 88 \n", + "4 77 80 79 75 65 69 \n", + "5 74 71 69 68 64 67 \n", + "6 37 34 31 22 27 28 \n", + "7 15 16 12 12 12 13 \n", + "\n", + " 04-Apr-21 05-Apr-21 06-Apr-21 \n", + "0 422 416 406 \n", + "1 31 32 33 \n", + "2 130 129 126 \n", + "3 85 82 81 \n", + "4 70 69 72 \n", + "5 65 64 59 \n", + "6 28 28 25 \n", + "7 13 12 10 \n", + "\n", + "[8 rows x 250 columns]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mv_df" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "'Name'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3652\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 3651\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m-> 3652\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_engine\u001b[39m.\u001b[39;49mget_loc(casted_key)\n\u001b[0;32m 3653\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mKeyError\u001b[39;00m \u001b[39mas\u001b[39;00m err:\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\_libs\\index.pyx:147\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\_libs\\index.pyx:176\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi:7080\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi:7088\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mKeyError\u001b[0m: 'Name'", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[34], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[39m# Melt the dataframe to a long format\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m df_long \u001b[39m=\u001b[39m total_df\u001b[39m.\u001b[39;49mmelt(id_vars\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39mName\u001b[39;49m\u001b[39m'\u001b[39;49m, var_name\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39mDate\u001b[39;49m\u001b[39m'\u001b[39;49m, value_name\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39mValue\u001b[39;49m\u001b[39m'\u001b[39;49m)\n\u001b[0;32m 3\u001b[0m df_long[\u001b[39m'\u001b[39m\u001b[39mDate\u001b[39m\u001b[39m'\u001b[39m] \u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39mto_datetime(df_long[\u001b[39m'\u001b[39m\u001b[39mDate\u001b[39m\u001b[39m'\u001b[39m], \u001b[39mformat\u001b[39m\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39m%d\u001b[39;00m\u001b[39m-\u001b[39m\u001b[39m%\u001b[39m\u001b[39mb-\u001b[39m\u001b[39m%\u001b[39m\u001b[39my\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[0;32m 4\u001b[0m df_long[\u001b[39m'\u001b[39m\u001b[39mValue\u001b[39m\u001b[39m'\u001b[39m] \u001b[39m=\u001b[39m df_long[\u001b[39m'\u001b[39m\u001b[39mValue\u001b[39m\u001b[39m'\u001b[39m]\u001b[39m.\u001b[39mstr\u001b[39m.\u001b[39mreplace(\u001b[39m'\u001b[39m\u001b[39m,\u001b[39m\u001b[39m'\u001b[39m, \u001b[39m'\u001b[39m\u001b[39m'\u001b[39m)\u001b[39m.\u001b[39mastype(\u001b[39mint\u001b[39m)\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\frame.py:8985\u001b[0m, in \u001b[0;36mDataFrame.melt\u001b[1;34m(self, id_vars, value_vars, var_name, value_name, col_level, ignore_index)\u001b[0m\n\u001b[0;32m 8975\u001b[0m \u001b[39m@Appender\u001b[39m(_shared_docs[\u001b[39m\"\u001b[39m\u001b[39mmelt\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m%\u001b[39m {\u001b[39m\"\u001b[39m\u001b[39mcaller\u001b[39m\u001b[39m\"\u001b[39m: \u001b[39m\"\u001b[39m\u001b[39mdf.melt(\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mother\u001b[39m\u001b[39m\"\u001b[39m: \u001b[39m\"\u001b[39m\u001b[39mmelt\u001b[39m\u001b[39m\"\u001b[39m})\n\u001b[0;32m 8976\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mmelt\u001b[39m(\n\u001b[0;32m 8977\u001b[0m \u001b[39mself\u001b[39m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 8983\u001b[0m ignore_index: \u001b[39mbool\u001b[39m \u001b[39m=\u001b[39m \u001b[39mTrue\u001b[39;00m,\n\u001b[0;32m 8984\u001b[0m ) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m DataFrame:\n\u001b[1;32m-> 8985\u001b[0m \u001b[39mreturn\u001b[39;00m melt(\n\u001b[0;32m 8986\u001b[0m \u001b[39mself\u001b[39;49m,\n\u001b[0;32m 8987\u001b[0m id_vars\u001b[39m=\u001b[39;49mid_vars,\n\u001b[0;32m 8988\u001b[0m value_vars\u001b[39m=\u001b[39;49mvalue_vars,\n\u001b[0;32m 8989\u001b[0m var_name\u001b[39m=\u001b[39;49mvar_name,\n\u001b[0;32m 8990\u001b[0m value_name\u001b[39m=\u001b[39;49mvalue_name,\n\u001b[0;32m 8991\u001b[0m col_level\u001b[39m=\u001b[39;49mcol_level,\n\u001b[0;32m 8992\u001b[0m ignore_index\u001b[39m=\u001b[39;49mignore_index,\n\u001b[0;32m 8993\u001b[0m )\u001b[39m.\u001b[39m__finalize__(\u001b[39mself\u001b[39m, method\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mmelt\u001b[39m\u001b[39m\"\u001b[39m)\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\reshape\\melt.py:128\u001b[0m, in \u001b[0;36mmelt\u001b[1;34m(frame, id_vars, value_vars, var_name, value_name, col_level, ignore_index)\u001b[0m\n\u001b[0;32m 126\u001b[0m mdata: \u001b[39mdict\u001b[39m[Hashable, AnyArrayLike] \u001b[39m=\u001b[39m {}\n\u001b[0;32m 127\u001b[0m \u001b[39mfor\u001b[39;00m col \u001b[39min\u001b[39;00m id_vars:\n\u001b[1;32m--> 128\u001b[0m id_data \u001b[39m=\u001b[39m frame\u001b[39m.\u001b[39;49mpop(col)\n\u001b[0;32m 129\u001b[0m \u001b[39mif\u001b[39;00m is_extension_array_dtype(id_data):\n\u001b[0;32m 130\u001b[0m \u001b[39mif\u001b[39;00m K \u001b[39m>\u001b[39m \u001b[39m0\u001b[39m:\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\frame.py:5553\u001b[0m, in \u001b[0;36mDataFrame.pop\u001b[1;34m(self, item)\u001b[0m\n\u001b[0;32m 5512\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mpop\u001b[39m(\u001b[39mself\u001b[39m, item: Hashable) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m Series:\n\u001b[0;32m 5513\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m 5514\u001b[0m \u001b[39m Return item and drop from frame. Raise KeyError if not found.\u001b[39;00m\n\u001b[0;32m 5515\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 5551\u001b[0m \u001b[39m 3 monkey NaN\u001b[39;00m\n\u001b[0;32m 5552\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[1;32m-> 5553\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39msuper\u001b[39;49m()\u001b[39m.\u001b[39;49mpop(item\u001b[39m=\u001b[39;49mitem)\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\generic.py:853\u001b[0m, in \u001b[0;36mNDFrame.pop\u001b[1;34m(self, item)\u001b[0m\n\u001b[0;32m 852\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mpop\u001b[39m(\u001b[39mself\u001b[39m, item: Hashable) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m Series \u001b[39m|\u001b[39m Any:\n\u001b[1;32m--> 853\u001b[0m result \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m[item]\n\u001b[0;32m 854\u001b[0m \u001b[39mdel\u001b[39;00m \u001b[39mself\u001b[39m[item]\n\u001b[0;32m 856\u001b[0m \u001b[39mreturn\u001b[39;00m result\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\frame.py:3761\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 3759\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcolumns\u001b[39m.\u001b[39mnlevels \u001b[39m>\u001b[39m \u001b[39m1\u001b[39m:\n\u001b[0;32m 3760\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_getitem_multilevel(key)\n\u001b[1;32m-> 3761\u001b[0m indexer \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mcolumns\u001b[39m.\u001b[39;49mget_loc(key)\n\u001b[0;32m 3762\u001b[0m \u001b[39mif\u001b[39;00m is_integer(indexer):\n\u001b[0;32m 3763\u001b[0m indexer \u001b[39m=\u001b[39m [indexer]\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3654\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 3652\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_engine\u001b[39m.\u001b[39mget_loc(casted_key)\n\u001b[0;32m 3653\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mKeyError\u001b[39;00m \u001b[39mas\u001b[39;00m err:\n\u001b[1;32m-> 3654\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mKeyError\u001b[39;00m(key) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n\u001b[0;32m 3655\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mTypeError\u001b[39;00m:\n\u001b[0;32m 3656\u001b[0m \u001b[39m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[0;32m 3657\u001b[0m \u001b[39m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[0;32m 3658\u001b[0m \u001b[39m# the TypeError.\u001b[39;00m\n\u001b[0;32m 3659\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_check_indexing_error(key)\n", + "\u001b[1;31mKeyError\u001b[0m: 'Name'" + ] + } + ], + "source": [ + "# Melt the dataframe to a long format\n", + "df_long = total_df.melt(id_vars='Name', var_name='Date', value_name='Value')\n", + "df_long['Date'] = pd.to_datetime(df_long['Date'], format='%d-%b-%y')\n", + "df_long['Value'] = df_long['Value'].str.replace(',', '').astype(int)\n", + "print(df_long.head())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Transpose the dataframe to make dates as rows and regions as columns, skip the first row (Name of the region)\n", + "df_T = mv_df.transpose().iloc[1:]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Name01-Aug-2002-Aug-2003-Aug-2004-Aug-2005-Aug-2006-Aug-2007-Aug-2008-Aug-2009-Aug-20...28-Mar-2129-Mar-2130-Mar-2131-Mar-2101-Apr-2102-Apr-2103-Apr-2104-Apr-2105-Apr-2106-Apr-21
1East of England9988899119...51514646423534313233
2London161517151311101012...153158154153147137134130129126
3Midlands1310101313141056...1231201171111049688858281
4North East and Yorkshire987776787...81778079756569706972
5North West151513131313131414...73747169686467656459
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5 rows × 250 columns

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" + ], + "text/plain": [ + " Name 01-Aug-20 02-Aug-20 03-Aug-20 04-Aug-20 05-Aug-20 \n", + "1 East of England 9 9 8 8 8 \\\n", + "2 London 16 15 17 15 13 \n", + "3 Midlands 13 10 10 13 13 \n", + "4 North East and Yorkshire 9 8 7 7 7 \n", + "5 North West 15 15 13 13 13 \n", + "\n", + " 06-Aug-20 07-Aug-20 08-Aug-20 09-Aug-20 ... 28-Mar-21 29-Mar-21 30-Mar-21 \n", + "1 9 9 11 9 ... 51 51 46 \\\n", + "2 11 10 10 12 ... 153 158 154 \n", + "3 14 10 5 6 ... 123 120 117 \n", + "4 6 7 8 7 ... 81 77 80 \n", + "5 13 13 14 14 ... 73 74 71 \n", + "\n", + " 31-Mar-21 01-Apr-21 02-Apr-21 03-Apr-21 04-Apr-21 05-Apr-21 06-Apr-21 \n", + "1 46 42 35 34 31 32 33 \n", + "2 153 147 137 134 130 129 126 \n", + "3 111 104 96 88 85 82 81 \n", + "4 79 75 65 69 70 69 72 \n", + "5 69 68 64 67 65 64 59 \n", + "\n", + "[5 rows x 250 columns]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_T.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Convert index to datetime\n", + "df_T.index = pd.to_datetime(df_T.index)\n", + "\n", + "# Plot line plot for each region\n", + "plt.figure(figsize=(15,8))\n", + "for column in df_T.columns:\n", + " plt.plot(df_T[column], label=column)\n", + "\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Value')\n", + "plt.title('Trends Over Time')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Name\n", + "ENGLAND 0\n", + "East of England 0\n", + "London 0\n", + "Midlands 0\n", + "North East and Yorkshire 0\n", + "North West 0\n", + "South East 0\n", + "South West 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "# Check for missing values using isnull()\n", + "missing_values = total_df.isnull()\n", + "\n", + "# Count the number of missing values per column using sum()\n", + "missing_values_count = missing_values.sum()\n", + "\n", + "# Display the count of missing values per column\n", + "print(missing_values_count)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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01234567
NameENGLANDEast of EnglandLondonMidlandsNorth East and YorkshireNorth WestSouth EastSouth West
01-Aug-207491613915120
02-Aug-207291510815150
03-Aug-206781710713120
04-Aug-20658151371390
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" + ], + "text/plain": [ + " 0 1 2 3 \n", + "Name ENGLAND East of England London Midlands \\\n", + "01-Aug-20 74 9 16 13 \n", + "02-Aug-20 72 9 15 10 \n", + "03-Aug-20 67 8 17 10 \n", + "04-Aug-20 65 8 15 13 \n", + "\n", + " 4 5 6 7 \n", + "Name North East and Yorkshire North West South East South West \n", + "01-Aug-20 9 15 12 0 \n", + "02-Aug-20 8 15 15 0 \n", + "03-Aug-20 7 13 12 0 \n", + "04-Aug-20 7 13 9 0 " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Transpose the DataFrame\n", + "mv_df = mv_df.T\n", + "mv_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "time data \"Name\" doesn't match format \"%d-%b-%y\", at position 0. You might want to try:\n - passing `format` if your strings have a consistent format;\n - passing `format='ISO8601'` if your strings are all ISO8601 but not necessarily in exactly the same format;\n - passing `format='mixed'`, and the format will be inferred for each element individually. You might want to use `dayfirst` alongside this.", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[33], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[39m# Convert the index to datetime\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m mv_df\u001b[39m.\u001b[39mindex \u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39;49mto_datetime(mv_df\u001b[39m.\u001b[39;49mindex, \u001b[39mformat\u001b[39;49m\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39m%d\u001b[39;49;00m\u001b[39m-\u001b[39;49m\u001b[39m%\u001b[39;49m\u001b[39mb-\u001b[39;49m\u001b[39m%\u001b[39;49m\u001b[39my\u001b[39;49m\u001b[39m'\u001b[39;49m)\n\u001b[0;32m 3\u001b[0m mv_df\u001b[39m.\u001b[39mhead()\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\tools\\datetimes.py:1059\u001b[0m, in \u001b[0;36mto_datetime\u001b[1;34m(arg, errors, dayfirst, yearfirst, utc, format, exact, unit, infer_datetime_format, origin, cache)\u001b[0m\n\u001b[0;32m 1057\u001b[0m result \u001b[39m=\u001b[39m _convert_and_box_cache(arg, cache_array, name\u001b[39m=\u001b[39marg\u001b[39m.\u001b[39mname)\n\u001b[0;32m 1058\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m-> 1059\u001b[0m result \u001b[39m=\u001b[39m convert_listlike(arg, \u001b[39mformat\u001b[39;49m, name\u001b[39m=\u001b[39;49marg\u001b[39m.\u001b[39;49mname)\n\u001b[0;32m 1060\u001b[0m \u001b[39melif\u001b[39;00m is_list_like(arg):\n\u001b[0;32m 1061\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m 1062\u001b[0m \u001b[39m# error: Argument 1 to \"_maybe_cache\" has incompatible type\u001b[39;00m\n\u001b[0;32m 1063\u001b[0m \u001b[39m# \"Union[float, str, datetime, List[Any], Tuple[Any, ...], ExtensionArray,\u001b[39;00m\n\u001b[0;32m 1064\u001b[0m \u001b[39m# ndarray[Any, Any], Series]\"; expected \"Union[List[Any], Tuple[Any, ...],\u001b[39;00m\n\u001b[0;32m 1065\u001b[0m \u001b[39m# Union[Union[ExtensionArray, ndarray[Any, Any]], Index, Series], Series]\"\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\tools\\datetimes.py:453\u001b[0m, in \u001b[0;36m_convert_listlike_datetimes\u001b[1;34m(arg, format, name, utc, unit, errors, dayfirst, yearfirst, exact)\u001b[0m\n\u001b[0;32m 451\u001b[0m \u001b[39m# `format` could be inferred, or user didn't ask for mixed-format parsing.\u001b[39;00m\n\u001b[0;32m 452\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mformat\u001b[39m \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m \u001b[39mand\u001b[39;00m \u001b[39mformat\u001b[39m \u001b[39m!=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mmixed\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[1;32m--> 453\u001b[0m \u001b[39mreturn\u001b[39;00m _array_strptime_with_fallback(arg, name, utc, \u001b[39mformat\u001b[39;49m, exact, errors)\n\u001b[0;32m 455\u001b[0m result, tz_parsed \u001b[39m=\u001b[39m objects_to_datetime64ns(\n\u001b[0;32m 456\u001b[0m arg,\n\u001b[0;32m 457\u001b[0m dayfirst\u001b[39m=\u001b[39mdayfirst,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 461\u001b[0m allow_object\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m,\n\u001b[0;32m 462\u001b[0m )\n\u001b[0;32m 464\u001b[0m \u001b[39mif\u001b[39;00m tz_parsed \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m 465\u001b[0m \u001b[39m# We can take a shortcut since the datetime64 numpy array\u001b[39;00m\n\u001b[0;32m 466\u001b[0m \u001b[39m# is in UTC\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\tools\\datetimes.py:484\u001b[0m, in \u001b[0;36m_array_strptime_with_fallback\u001b[1;34m(arg, name, utc, fmt, exact, errors)\u001b[0m\n\u001b[0;32m 473\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_array_strptime_with_fallback\u001b[39m(\n\u001b[0;32m 474\u001b[0m arg,\n\u001b[0;32m 475\u001b[0m name,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 479\u001b[0m errors: \u001b[39mstr\u001b[39m,\n\u001b[0;32m 480\u001b[0m ) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m Index:\n\u001b[0;32m 481\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m 482\u001b[0m \u001b[39m Call array_strptime, with fallback behavior depending on 'errors'.\u001b[39;00m\n\u001b[0;32m 483\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[1;32m--> 484\u001b[0m result, timezones \u001b[39m=\u001b[39m array_strptime(arg, fmt, exact\u001b[39m=\u001b[39;49mexact, errors\u001b[39m=\u001b[39;49merrors, utc\u001b[39m=\u001b[39;49mutc)\n\u001b[0;32m 485\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39many\u001b[39m(tz \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m \u001b[39mfor\u001b[39;00m tz \u001b[39min\u001b[39;00m timezones):\n\u001b[0;32m 486\u001b[0m \u001b[39mreturn\u001b[39;00m _return_parsed_timezone_results(result, timezones, utc, name)\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\_libs\\tslibs\\strptime.pyx:530\u001b[0m, in \u001b[0;36mpandas._libs.tslibs.strptime.array_strptime\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\_libs\\tslibs\\strptime.pyx:351\u001b[0m, in \u001b[0;36mpandas._libs.tslibs.strptime.array_strptime\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mValueError\u001b[0m: time data \"Name\" doesn't match format \"%d-%b-%y\", at position 0. You might want to try:\n - passing `format` if your strings have a consistent format;\n - passing `format='ISO8601'` if your strings are all ISO8601 but not necessarily in exactly the same format;\n - passing `format='mixed'`, and the format will be inferred for each element individually. You might want to use `dayfirst` alongside this." + ] + } + ], + "source": [ + "# Convert the index to datetime\n", + "mv_df.index = pd.to_datetime(mv_df.index, format='%d-%b-%y')\n", + "mv_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "could not convert string to float: 'ENGLAND'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[34], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[39mfor\u001b[39;00m column \u001b[39min\u001b[39;00m mv_df\u001b[39m.\u001b[39mcolumns:\n\u001b[1;32m----> 2\u001b[0m mv_df[column] \u001b[39m=\u001b[39m mv_df[column]\u001b[39m.\u001b[39;49mstr\u001b[39m.\u001b[39;49mreplace(\u001b[39m'\u001b[39;49m\u001b[39m,\u001b[39;49m\u001b[39m'\u001b[39;49m, \u001b[39m'\u001b[39;49m\u001b[39m'\u001b[39;49m)\u001b[39m.\u001b[39;49mastype(\u001b[39mfloat\u001b[39;49m)\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\generic.py:6324\u001b[0m, in \u001b[0;36mNDFrame.astype\u001b[1;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[0;32m 6317\u001b[0m results \u001b[39m=\u001b[39m [\n\u001b[0;32m 6318\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39miloc[:, i]\u001b[39m.\u001b[39mastype(dtype, copy\u001b[39m=\u001b[39mcopy)\n\u001b[0;32m 6319\u001b[0m \u001b[39mfor\u001b[39;00m i \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(\u001b[39mlen\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcolumns))\n\u001b[0;32m 6320\u001b[0m ]\n\u001b[0;32m 6322\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m 6323\u001b[0m \u001b[39m# else, only a single dtype is given\u001b[39;00m\n\u001b[1;32m-> 6324\u001b[0m new_data \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_mgr\u001b[39m.\u001b[39;49mastype(dtype\u001b[39m=\u001b[39;49mdtype, copy\u001b[39m=\u001b[39;49mcopy, errors\u001b[39m=\u001b[39;49merrors)\n\u001b[0;32m 6325\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_constructor(new_data)\u001b[39m.\u001b[39m__finalize__(\u001b[39mself\u001b[39m, method\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mastype\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m 6327\u001b[0m \u001b[39m# GH 33113: handle empty frame or series\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\internals\\managers.py:451\u001b[0m, in \u001b[0;36mBaseBlockManager.astype\u001b[1;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[0;32m 448\u001b[0m \u001b[39melif\u001b[39;00m using_copy_on_write():\n\u001b[0;32m 449\u001b[0m copy \u001b[39m=\u001b[39m \u001b[39mFalse\u001b[39;00m\n\u001b[1;32m--> 451\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mapply(\n\u001b[0;32m 452\u001b[0m \u001b[39m\"\u001b[39;49m\u001b[39mastype\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[0;32m 453\u001b[0m dtype\u001b[39m=\u001b[39;49mdtype,\n\u001b[0;32m 454\u001b[0m copy\u001b[39m=\u001b[39;49mcopy,\n\u001b[0;32m 455\u001b[0m errors\u001b[39m=\u001b[39;49merrors,\n\u001b[0;32m 456\u001b[0m using_cow\u001b[39m=\u001b[39;49musing_copy_on_write(),\n\u001b[0;32m 457\u001b[0m )\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\internals\\managers.py:352\u001b[0m, in \u001b[0;36mBaseBlockManager.apply\u001b[1;34m(self, f, align_keys, **kwargs)\u001b[0m\n\u001b[0;32m 350\u001b[0m applied \u001b[39m=\u001b[39m b\u001b[39m.\u001b[39mapply(f, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[0;32m 351\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m--> 352\u001b[0m applied \u001b[39m=\u001b[39m \u001b[39mgetattr\u001b[39;49m(b, f)(\u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[0;32m 353\u001b[0m result_blocks \u001b[39m=\u001b[39m extend_blocks(applied, result_blocks)\n\u001b[0;32m 355\u001b[0m out \u001b[39m=\u001b[39m \u001b[39mtype\u001b[39m(\u001b[39mself\u001b[39m)\u001b[39m.\u001b[39mfrom_blocks(result_blocks, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39maxes)\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\internals\\blocks.py:511\u001b[0m, in \u001b[0;36mBlock.astype\u001b[1;34m(self, dtype, copy, errors, using_cow)\u001b[0m\n\u001b[0;32m 491\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m 492\u001b[0m \u001b[39mCoerce to the new dtype.\u001b[39;00m\n\u001b[0;32m 493\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 507\u001b[0m \u001b[39mBlock\u001b[39;00m\n\u001b[0;32m 508\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m 509\u001b[0m values \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mvalues\n\u001b[1;32m--> 511\u001b[0m new_values \u001b[39m=\u001b[39m astype_array_safe(values, dtype, copy\u001b[39m=\u001b[39;49mcopy, errors\u001b[39m=\u001b[39;49merrors)\n\u001b[0;32m 513\u001b[0m new_values \u001b[39m=\u001b[39m maybe_coerce_values(new_values)\n\u001b[0;32m 515\u001b[0m refs \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\dtypes\\astype.py:242\u001b[0m, in \u001b[0;36mastype_array_safe\u001b[1;34m(values, dtype, copy, errors)\u001b[0m\n\u001b[0;32m 239\u001b[0m dtype \u001b[39m=\u001b[39m dtype\u001b[39m.\u001b[39mnumpy_dtype\n\u001b[0;32m 241\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m--> 242\u001b[0m new_values \u001b[39m=\u001b[39m astype_array(values, dtype, copy\u001b[39m=\u001b[39;49mcopy)\n\u001b[0;32m 243\u001b[0m \u001b[39mexcept\u001b[39;00m (\u001b[39mValueError\u001b[39;00m, \u001b[39mTypeError\u001b[39;00m):\n\u001b[0;32m 244\u001b[0m \u001b[39m# e.g. _astype_nansafe can fail on object-dtype of strings\u001b[39;00m\n\u001b[0;32m 245\u001b[0m \u001b[39m# trying to convert to float\u001b[39;00m\n\u001b[0;32m 246\u001b[0m \u001b[39mif\u001b[39;00m errors \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mignore\u001b[39m\u001b[39m\"\u001b[39m:\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\dtypes\\astype.py:187\u001b[0m, in \u001b[0;36mastype_array\u001b[1;34m(values, dtype, copy)\u001b[0m\n\u001b[0;32m 184\u001b[0m values \u001b[39m=\u001b[39m values\u001b[39m.\u001b[39mastype(dtype, copy\u001b[39m=\u001b[39mcopy)\n\u001b[0;32m 186\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m--> 187\u001b[0m values \u001b[39m=\u001b[39m _astype_nansafe(values, dtype, copy\u001b[39m=\u001b[39;49mcopy)\n\u001b[0;32m 189\u001b[0m \u001b[39m# in pandas we don't store numpy str dtypes, so convert to object\u001b[39;00m\n\u001b[0;32m 190\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(dtype, np\u001b[39m.\u001b[39mdtype) \u001b[39mand\u001b[39;00m \u001b[39missubclass\u001b[39m(values\u001b[39m.\u001b[39mdtype\u001b[39m.\u001b[39mtype, \u001b[39mstr\u001b[39m):\n", + "File \u001b[1;32mc:\\Users\\ajaoo\\miniconda3\\envs\\work_env\\Lib\\site-packages\\pandas\\core\\dtypes\\astype.py:138\u001b[0m, in \u001b[0;36m_astype_nansafe\u001b[1;34m(arr, dtype, copy, skipna)\u001b[0m\n\u001b[0;32m 134\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(msg)\n\u001b[0;32m 136\u001b[0m \u001b[39mif\u001b[39;00m copy \u001b[39mor\u001b[39;00m is_object_dtype(arr\u001b[39m.\u001b[39mdtype) \u001b[39mor\u001b[39;00m is_object_dtype(dtype):\n\u001b[0;32m 137\u001b[0m \u001b[39m# Explicit copy, or required since NumPy can't view from / to object.\u001b[39;00m\n\u001b[1;32m--> 138\u001b[0m \u001b[39mreturn\u001b[39;00m arr\u001b[39m.\u001b[39;49mastype(dtype, copy\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m)\n\u001b[0;32m 140\u001b[0m \u001b[39mreturn\u001b[39;00m arr\u001b[39m.\u001b[39mastype(dtype, copy\u001b[39m=\u001b[39mcopy)\n", + "\u001b[1;31mValueError\u001b[0m: could not convert string to float: 'ENGLAND'" + ] + } + ], + "source": [ + "for column in mv_df.columns:\n", + " mv_df[column] = mv_df[column].str.replace(',', '').astype(float)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 0\n", + "1 0\n", + "2 0\n", + "3 0\n", + "4 0\n", + "5 0\n", + "6 0\n", + "7 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "# Check for missing values using isnull()\n", + "missing_values = total_df.isnull()\n", + "\n", + "# Count the number of missing values per column using sum()\n", + "missing_values_count = missing_values.sum()\n", + "\n", + "# Display the count of missing values per column\n", + "print(missing_values_count)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "work_env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.3" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}