Package evaluation of MarSwitching on Julia 1.13.0-DEV.834 (c3282ceaac*) started at 2025-07-08T19:11:40.457 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Set-up completed after 9.64s ################################################################################ # Installation # Installing MarSwitching... Resolving package versions... Updating `~/.julia/environments/v1.13/Project.toml` [b2b8a7f1] + MarSwitching v0.2.3 Updating `~/.julia/environments/v1.13/Manifest.toml` [79e6a3ab] + Adapt v4.3.0 [66dad0bd] + AliasTables v1.1.3 [4fba245c] + ArrayInterface v7.19.0 [fa961155] + CEnum v0.5.0 [34da2185] + Compat v4.17.0 [187b0558] + ConstructionBase v1.6.0 [9a962f9c] + DataAPI v1.16.0 [864edb3b] + DataStructures v0.18.22 [31c24e10] + Distributions v0.25.120 [ffbed154] + DocStringExtensions v0.9.5 [1a297f60] + FillArrays v1.13.0 [6a86dc24] + FiniteDiff v2.27.0 [34004b35] + HypergeometricFunctions v0.3.28 [92d709cd] + IrrationalConstants v0.2.4 [692b3bcd] + JLLWrappers v1.7.0 [2ab3a3ac] + LogExpFunctions v0.3.29 [1914dd2f] + MacroTools v0.5.16 [b2b8a7f1] + MarSwitching v0.2.3 [e1d29d7a] + Missings v1.2.0 [76087f3c] + NLopt v1.1.4 [bac558e1] + OrderedCollections v1.8.1 [90014a1f] + PDMats v0.11.35 [21216c6a] + Preferences v1.4.3 [43287f4e] + PtrArrays v1.3.0 [1fd47b50] + QuadGK v2.11.2 [189a3867] + Reexport v1.2.2 [ae029012] + Requires v1.3.1 [79098fc4] + Rmath v0.8.0 [efcf1570] + Setfield v1.1.2 [a2af1166] + SortingAlgorithms v1.2.1 [276daf66] + SpecialFunctions v2.5.1 [1e83bf80] + StaticArraysCore v1.4.3 [10745b16] + Statistics v1.11.1 [82ae8749] + StatsAPI v1.7.1 [2913bbd2] + StatsBase v0.34.5 [4c63d2b9] + StatsFuns v1.5.0 [079eb43e] + NLopt_jll v2.10.0+0 [efe28fd5] + OpenSpecFun_jll v0.5.6+0 [f50d1b31] + Rmath_jll v0.5.1+0 [56f22d72] + Artifacts v1.11.0 [2a0f44e3] + Base64 v1.11.0 [ade2ca70] + Dates v1.11.0 [9fa8497b] + Future v1.11.0 [b77e0a4c] + InteractiveUtils v1.11.0 [ac6e5ff7] + JuliaSyntaxHighlighting v1.12.0 [8f399da3] + Libdl v1.11.0 [37e2e46d] + LinearAlgebra v1.12.0 [d6f4376e] + Markdown v1.11.0 [de0858da] + Printf v1.11.0 [9a3f8284] + Random v1.11.0 [ea8e919c] + SHA v0.7.0 [9e88b42a] + Serialization v1.11.0 [2f01184e] + SparseArrays v1.12.0 [f489334b] + StyledStrings v1.11.0 [4607b0f0] + SuiteSparse [fa267f1f] + TOML v1.0.3 [cf7118a7] + UUIDs v1.11.0 [4ec0a83e] + Unicode v1.11.0 [e66e0078] + CompilerSupportLibraries_jll v1.3.0+1 [4536629a] + OpenBLAS_jll v0.3.29+0 [05823500] + OpenLibm_jll v0.8.5+0 [bea87d4a] + SuiteSparse_jll v7.10.1+0 [8e850b90] + libblastrampoline_jll v5.13.1+0 Installation completed after 4.72s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling package dependencies... Precompilation completed after 29.44s ################################################################################ # Testing # Testing MarSwitching Status `/tmp/jl_3xWPvs/Project.toml` [31c24e10] Distributions v0.25.120 [6a86dc24] FiniteDiff v2.27.0 [b2b8a7f1] MarSwitching v0.2.3 [76087f3c] NLopt v1.1.4 [2913bbd2] StatsBase v0.34.5 [37e2e46d] LinearAlgebra v1.12.0 [de0858da] Printf v1.11.0 [9a3f8284] Random v1.11.0 [8dfed614] Test v1.11.0 Status `/tmp/jl_3xWPvs/Manifest.toml` [79e6a3ab] Adapt v4.3.0 [66dad0bd] AliasTables v1.1.3 [4fba245c] ArrayInterface v7.19.0 [fa961155] CEnum v0.5.0 [34da2185] Compat v4.17.0 [187b0558] ConstructionBase v1.6.0 [9a962f9c] DataAPI v1.16.0 [864edb3b] DataStructures v0.18.22 [31c24e10] Distributions v0.25.120 [ffbed154] DocStringExtensions v0.9.5 [1a297f60] FillArrays v1.13.0 [6a86dc24] FiniteDiff v2.27.0 [34004b35] HypergeometricFunctions v0.3.28 [92d709cd] IrrationalConstants v0.2.4 [692b3bcd] JLLWrappers v1.7.0 [2ab3a3ac] LogExpFunctions v0.3.29 [1914dd2f] MacroTools v0.5.16 [b2b8a7f1] MarSwitching v0.2.3 [e1d29d7a] Missings v1.2.0 [76087f3c] NLopt v1.1.4 [bac558e1] OrderedCollections v1.8.1 [90014a1f] PDMats v0.11.35 [21216c6a] Preferences v1.4.3 [43287f4e] PtrArrays v1.3.0 [1fd47b50] QuadGK v2.11.2 [189a3867] Reexport v1.2.2 [ae029012] Requires v1.3.1 [79098fc4] Rmath v0.8.0 [efcf1570] Setfield v1.1.2 [a2af1166] SortingAlgorithms v1.2.1 [276daf66] SpecialFunctions v2.5.1 [1e83bf80] StaticArraysCore v1.4.3 [10745b16] Statistics v1.11.1 [82ae8749] StatsAPI v1.7.1 [2913bbd2] StatsBase v0.34.5 [4c63d2b9] StatsFuns v1.5.0 [079eb43e] NLopt_jll v2.10.0+0 [efe28fd5] OpenSpecFun_jll v0.5.6+0 [f50d1b31] Rmath_jll v0.5.1+0 [56f22d72] Artifacts v1.11.0 [2a0f44e3] Base64 v1.11.0 [ade2ca70] Dates v1.11.0 [9fa8497b] Future v1.11.0 [b77e0a4c] InteractiveUtils v1.11.0 [ac6e5ff7] JuliaSyntaxHighlighting v1.12.0 [8f399da3] Libdl v1.11.0 [37e2e46d] LinearAlgebra v1.12.0 [56ddb016] Logging v1.11.0 [d6f4376e] Markdown v1.11.0 [de0858da] Printf v1.11.0 [9a3f8284] Random v1.11.0 [ea8e919c] SHA v0.7.0 [9e88b42a] Serialization v1.11.0 [2f01184e] SparseArrays v1.12.0 [f489334b] StyledStrings v1.11.0 [4607b0f0] SuiteSparse [fa267f1f] TOML v1.0.3 [8dfed614] Test v1.11.0 [cf7118a7] UUIDs v1.11.0 [4ec0a83e] Unicode v1.11.0 [e66e0078] CompilerSupportLibraries_jll v1.3.0+1 [4536629a] OpenBLAS_jll v0.3.29+0 [05823500] OpenLibm_jll v0.8.5+0 [bea87d4a] SuiteSparse_jll v7.10.1+0 [8e850b90] libblastrampoline_jll v5.13.1+0 Testing Running tests... Seed: 57 β_i,1: -0.553 0.02 0.584 0.334 ------------------------------ β_i,2: 0.968 -1.518 0.881 0.334 ------------------------------ β_i,3: 0.119 -1.8 0.448 0.334 ------------------------------ σ = [0.765, 0.421, 0.199] ---------------------------- P = 0.868 0.086 0.031 0.038 0.822 0.239 0.094 0.092 0.73 NLopt msg: XTOL_REACHED ------------------------------ Summary of regime 1: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | -0.553 | 0.045 | -12.205 | < 1e-3 β_1 | 0.02 | 0.042 | 0.487 | 0.626 β_2 | 0.584 | 0.047 | 12.411 | < 1e-3 β_3 | 0.334 | 0.013 | 26.111 | < 1e-3 σ | 0.765 | 0.019 | 40.743 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 7.58 periods ------------------------------------------------------------------- left-stochastic transition matrix: | regime 1 | regime 2 | regime 3 ---------------------------------------------------- regime 1 | 86.81% | 8.61% | 3.1% | regime 2 | 3.82% | 82.22% | 23.9% | regime 3 | 9.37% | 9.17% | 73.0% | Markov Switching Model with 3 regimes ================================================================= # of observations: 1000 AIC: 1997.612 # of estimated parameters: 19 BIC: 2090.859 Error distribution: Gaussian Instant. adj. R^2: 0.8894 Loglikelihood: -979.8 Step-ahead adj. R^2: 0.7532 ----------------------------------------------------------------- ------------------------------ Summary of regime 1: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | -0.553 | 0.045 | -12.205 | < 1e-3 β_1 | 0.02 | 0.042 | 0.487 | 0.626 β_2 | 0.584 | 0.047 | 12.411 | < 1e-3 β_3 | 0.334 | 0.013 | 26.111 | < 1e-3 σ | 0.765 | 0.019 | 40.743 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 7.58 periods ------------------------------------------------------------------- ------------------------------ Summary of regime 2: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | 0.968 | 0.023 | 41.404 | < 1e-3 β_1 | -1.518 | 0.023 | -66.696 | < 1e-3 β_2 | 0.881 | 0.022 | 40.34 | < 1e-3 β_3 | 0.334 | 0.013 | 26.111 | < 1e-3 σ | 0.421 | 0.013 | 32.91 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 5.62 periods ------------------------------------------------------------------- ------------------------------ Summary of regime 3: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | 0.119 | 0.015 | 7.988 | < 1e-3 β_1 | -1.8 | 0.014 | -124.243 | < 1e-3 β_2 | 0.448 | 0.014 | 31.301 | < 1e-3 β_3 | 0.334 | 0.013 | 26.111 | < 1e-3 σ | 0.199 | 0.013 | 15.903 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 3.70 periods ------------------------------------------------------------------- left-stochastic transition matrix: | regime 1 | regime 2 | regime 3 ---------------------------------------------------- regime 1 | 86.81% | 8.613% | 3.102% | regime 2 | 3.824% | 82.218% | 23.897% | regime 3 | 9.367% | 9.169% | 73.002% | Test Summary: | Pass Total Time minimal test | 20 20 1m35.5s EM algorithm random search: 1 out of 3 | Q = 917.0 vs. Q_0 = 917.0 EM algorithm random search: 2 out of 3 | Q = 917.0 vs. Q_0 = 917.0 EM algorithm random search: 3 out of 3 | Q = 917.0 vs. Q_0 = 917.0 Q improvement with random search: 917.0 -> 917.0) EM algorithm random search: 1 out of 4 | Q = 573.0 vs. Q_0 = 897.0 EM algorithm random search: 2 out of 4 | Q = 896.0 vs. Q_0 = 897.0 EM algorithm random search: 3 out of 4 | Q = 896.0 vs. Q_0 = 897.0 EM algorithm random search: 4 out of 4 | Q = 896.0 vs. Q_0 = 897.0 Q improvement with random search: 897.0 -> 897.0) Test Summary: | Pass Total Time stochastic component μ, β + generate_msm(model) | 8 8 10.6s EM algorithm random search: 1 out of 3 | Q = 707.0 vs. Q_0 = 695.0 EM algorithm random search: 2 out of 3 | Q = 710.0 vs. Q_0 = 695.0 EM algorithm random search: 3 out of 3 | Q = 706.0 vs. Q_0 = 695.0 Q improvement with random search: 695.0 -> 710.0) Test Summary: | Pass Total Time test set | 2 2 3.7s EM algorithm random search: 1 out of 3 | Q = 305.0 vs. Q_0 = 301.0 EM algorithm random search: 2 out of 3 | Q = 301.0 vs. Q_0 = 301.0 EM algorithm random search: 3 out of 3 | Q = 303.0 vs. Q_0 = 301.0 Q improvement with random search: 301.0 -> 305.0) Test Summary: | Pass Total Time stochastic component - only non-s exogenous | 2 2 39.1s EM algorithm random search: 1 out of 3 | Q = 1270.0 vs. Q_0 = 2811.0 EM algorithm random search: 2 out of 3 | Q = 2811.0 vs. Q_0 = 2811.0 EM algorithm random search: 3 out of 3 | Q = 2811.0 vs. Q_0 = 2811.0 Q improvement with random search: 2811.0 -> 2811.0) Test Summary: | Pass Total Time stochastic component - no intercept model | 4 4 4.3s EM algorithm random search: 1 out of 3 | Q = 846.0 vs. Q_0 = 846.0 EM algorithm random search: 2 out of 3 | Q = 846.0 vs. Q_0 = 846.0 EM algorithm random search: 3 out of 3 | Q = 488.0 vs. Q_0 = 846.0 Q improvement with random search: 846.0 -> 846.0) Optimization random search: 1 out of 2 | LL = -749.0 Optimization random search: 2 out of 2 | LL = -749.0 loglikelihood improvement with random search: -749.0 -> -749.0 Test Summary: | Pass Total Time stochastic component - 3 state model every exogenous vars | 14 14 9.6s EM algorithm random search: 1 out of 3 | Q = 752.0 vs. Q_0 = 753.0 EM algorithm random search: 2 out of 3 | Q = 752.0 vs. Q_0 = 753.0 EM algorithm random search: 3 out of 3 | Q = 752.0 vs. Q_0 = 753.0 Q improvement with random search: 753.0 -> 753.0) Test Summary: | Pass Total Time stochastic component - non-switching variance | 3 3 1.1s calculating combination 1/3 | criterion: 703.92 calculating combination 2/3 | criterion: 703.858 calculating combination 3/3 | criterion: 716.22 Test Summary: | Pass Total Time stochastic component - model selection | 1 1 7.1s EM algorithm random search: 1 out of 5 | Q = 804.0 vs. Q_0 = 804.0 EM algorithm random search: 2 out of 5 | Q = 804.0 vs. Q_0 = 804.0 EM algorithm random search: 3 out of 5 | Q = 804.0 vs. Q_0 = 804.0 EM algorithm random search: 4 out of 5 | Q = 804.0 vs. Q_0 = 804.0 EM algorithm random search: 5 out of 5 | Q = 804.0 vs. Q_0 = 804.0 Q improvement with random search: 804.0 -> 804.0) Optimization random search: 1 out of 5 | LL = -102.0 Optimization random search: 2 out of 5 | LL = -102.0 Optimization random search: 3 out of 5 | LL = NaN Optimization random search: 4 out of 5 | LL = -102.0 Optimization random search: 5 out of 5 | LL = -102.0 loglikelihood improvement with random search: -102.0 -> -102.0 Time-varying parameters: =================================================================== Summary of term 1 (slope) in TVTP equations: ------------------------------------------------------------------- Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- δ_1 [1 -> 1] | 1.518 | 0.137 | 11.06 | < 1e-3 δ_1 [2 -> 1] | 0.748 | 0.216 | 3.463 | < 1e-3 ------------------------------------------------------------------- Test Summary: | Pass Total Time stochastic component - tvtp | 11 11 10.4s EM algorithm random search: 1 out of 3 | Q = 674.0 vs. Q_0 = 679.0 EM algorithm random search: 2 out of 3 | Q = 679.0 vs. Q_0 = 679.0 EM algorithm random search: 3 out of 3 | Q = 698.0 vs. Q_0 = 679.0 Q improvement with random search: 679.0 -> 698.0) Test Summary: | Pass Total Time predict function | 4 4 13.7s k: 2, n_β: 0, n_β_ns: 0, intercept: switching k: 2, n_β: 0, n_β_ns: 0, intercept: non-switching k: 2, n_β: 0, n_β_ns: 1, intercept: switching k: 2, n_β: 0, n_β_ns: 1, intercept: non-switching k: 2, n_β: 0, n_β_ns: 2, intercept: switching k: 2, n_β: 0, n_β_ns: 2, intercept: non-switching k: 2, n_β: 0, n_β_ns: 3, intercept: switching k: 2, n_β: 0, n_β_ns: 3, intercept: non-switching k: 2, n_β: 0, n_β_ns: 4, intercept: switching k: 2, n_β: 0, n_β_ns: 4, intercept: non-switching k: 2, n_β: 0, n_β_ns: 5, intercept: switching k: 2, n_β: 0, n_β_ns: 5, intercept: non-switching k: 2, n_β: 1, n_β_ns: 0, intercept: switching k: 2, n_β: 1, n_β_ns: 0, intercept: non-switching k: 2, n_β: 1, n_β_ns: 1, intercept: switching k: 2, n_β: 1, n_β_ns: 1, intercept: non-switching k: 2, n_β: 1, n_β_ns: 2, intercept: switching k: 2, n_β: 1, n_β_ns: 2, intercept: non-switching k: 2, n_β: 1, n_β_ns: 3, intercept: switching k: 2, n_β: 1, n_β_ns: 3, intercept: non-switching k: 2, n_β: 1, n_β_ns: 4, intercept: switching k: 2, n_β: 1, n_β_ns: 4, intercept: non-switching k: 2, n_β: 1, n_β_ns: 5, intercept: switching k: 2, n_β: 1, n_β_ns: 5, intercept: non-switching k: 2, n_β: 2, n_β_ns: 0, intercept: switching k: 2, n_β: 2, n_β_ns: 0, intercept: non-switching k: 2, n_β: 2, n_β_ns: 1, intercept: switching k: 2, n_β: 2, n_β_ns: 1, intercept: non-switching k: 2, n_β: 2, n_β_ns: 2, intercept: switching k: 2, n_β: 2, n_β_ns: 2, intercept: non-switching k: 2, n_β: 2, n_β_ns: 3, intercept: switching k: 2, n_β: 2, n_β_ns: 3, intercept: non-switching k: 2, n_β: 2, n_β_ns: 4, intercept: switching k: 2, n_β: 2, n_β_ns: 4, intercept: non-switching k: 2, n_β: 2, n_β_ns: 5, intercept: switching k: 2, n_β: 2, n_β_ns: 5, intercept: non-switching k: 2, n_β: 3, n_β_ns: 0, intercept: switching k: 2, n_β: 3, n_β_ns: 0, intercept: non-switching k: 2, n_β: 3, n_β_ns: 1, intercept: switching k: 2, n_β: 3, n_β_ns: 1, intercept: non-switching k: 2, n_β: 3, n_β_ns: 2, intercept: switching k: 2, n_β: 3, n_β_ns: 2, intercept: non-switching k: 2, n_β: 3, n_β_ns: 3, intercept: switching k: 2, n_β: 3, n_β_ns: 3, intercept: non-switching k: 2, n_β: 3, n_β_ns: 4, intercept: switching k: 2, n_β: 3, n_β_ns: 4, intercept: non-switching k: 2, n_β: 3, n_β_ns: 5, intercept: switching k: 2, n_β: 3, n_β_ns: 5, intercept: non-switching k: 2, n_β: 4, n_β_ns: 0, intercept: switching k: 2, n_β: 4, n_β_ns: 0, intercept: non-switching k: 2, n_β: 4, n_β_ns: 1, intercept: switching k: 2, n_β: 4, n_β_ns: 1, intercept: non-switching k: 2, n_β: 4, n_β_ns: 2, intercept: switching k: 2, n_β: 4, n_β_ns: 2, intercept: non-switching k: 2, n_β: 4, n_β_ns: 3, intercept: switching k: 2, n_β: 4, n_β_ns: 3, intercept: non-switching k: 2, n_β: 4, n_β_ns: 4, intercept: switching k: 2, n_β: 4, n_β_ns: 4, intercept: non-switching k: 2, n_β: 4, n_β_ns: 5, intercept: switching k: 2, n_β: 4, n_β_ns: 5, intercept: non-switching k: 2, n_β: 5, n_β_ns: 0, intercept: switching k: 2, n_β: 5, n_β_ns: 0, intercept: non-switching k: 2, n_β: 5, n_β_ns: 1, intercept: switching k: 2, n_β: 5, n_β_ns: 1, intercept: non-switching k: 2, n_β: 5, n_β_ns: 2, intercept: switching k: 2, n_β: 5, n_β_ns: 2, intercept: non-switching k: 2, n_β: 5, n_β_ns: 3, intercept: switching k: 2, n_β: 5, n_β_ns: 3, intercept: non-switching k: 2, n_β: 5, n_β_ns: 4, intercept: switching k: 2, n_β: 5, n_β_ns: 4, intercept: non-switching k: 2, n_β: 5, n_β_ns: 5, intercept: switching k: 2, n_β: 5, n_β_ns: 5, intercept: non-switching k: 3, n_β: 0, n_β_ns: 0, intercept: switching k: 3, n_β: 0, n_β_ns: 0, intercept: non-switching k: 3, n_β: 0, n_β_ns: 1, intercept: switching k: 3, n_β: 0, n_β_ns: 1, intercept: non-switching k: 3, n_β: 0, n_β_ns: 2, intercept: switching k: 3, n_β: 0, n_β_ns: 2, intercept: non-switching k: 3, n_β: 0, n_β_ns: 3, intercept: switching k: 3, n_β: 0, n_β_ns: 3, intercept: non-switching k: 3, n_β: 0, n_β_ns: 4, intercept: switching k: 3, n_β: 0, n_β_ns: 4, intercept: non-switching k: 3, n_β: 0, n_β_ns: 5, intercept: switching k: 3, n_β: 0, n_β_ns: 5, intercept: non-switching k: 3, n_β: 1, n_β_ns: 0, intercept: switching k: 3, n_β: 1, n_β_ns: 0, intercept: non-switching k: 3, n_β: 1, n_β_ns: 1, intercept: switching k: 3, n_β: 1, n_β_ns: 1, intercept: non-switching k: 3, n_β: 1, n_β_ns: 2, intercept: switching k: 3, n_β: 1, n_β_ns: 2, intercept: non-switching k: 3, n_β: 1, n_β_ns: 3, intercept: switching k: 3, n_β: 1, n_β_ns: 3, intercept: non-switching k: 3, n_β: 1, n_β_ns: 4, intercept: switching k: 3, n_β: 1, n_β_ns: 4, intercept: non-switching k: 3, n_β: 1, n_β_ns: 5, intercept: switching k: 3, n_β: 1, n_β_ns: 5, intercept: non-switching k: 3, n_β: 2, n_β_ns: 0, intercept: switching k: 3, n_β: 2, n_β_ns: 0, intercept: non-switching k: 3, n_β: 2, n_β_ns: 1, intercept: switching k: 3, n_β: 2, n_β_ns: 1, intercept: non-switching k: 3, n_β: 2, n_β_ns: 2, intercept: switching k: 3, n_β: 2, n_β_ns: 2, intercept: non-switching k: 3, n_β: 2, n_β_ns: 3, intercept: switching k: 3, n_β: 2, n_β_ns: 3, intercept: non-switching k: 3, n_β: 2, n_β_ns: 4, intercept: switching k: 3, n_β: 2, n_β_ns: 4, intercept: non-switching k: 3, n_β: 2, n_β_ns: 5, intercept: switching k: 3, n_β: 2, n_β_ns: 5, intercept: non-switching k: 3, n_β: 3, n_β_ns: 0, intercept: switching k: 3, n_β: 3, n_β_ns: 0, intercept: non-switching k: 3, n_β: 3, n_β_ns: 1, intercept: switching k: 3, n_β: 3, n_β_ns: 1, intercept: non-switching k: 3, n_β: 3, n_β_ns: 2, intercept: switching k: 3, n_β: 3, n_β_ns: 2, intercept: non-switching k: 3, n_β: 3, n_β_ns: 3, intercept: switching k: 3, n_β: 3, n_β_ns: 3, intercept: non-switching k: 3, n_β: 3, n_β_ns: 4, intercept: switching k: 3, n_β: 3, n_β_ns: 4, intercept: non-switching k: 3, n_β: 3, n_β_ns: 5, intercept: switching k: 3, n_β: 3, n_β_ns: 5, intercept: non-switching k: 3, n_β: 4, n_β_ns: 0, intercept: switching k: 3, n_β: 4, n_β_ns: 0, intercept: non-switching k: 3, n_β: 4, n_β_ns: 1, intercept: switching k: 3, n_β: 4, n_β_ns: 1, intercept: non-switching k: 3, n_β: 4, n_β_ns: 2, intercept: switching k: 3, n_β: 4, n_β_ns: 2, intercept: non-switching k: 3, n_β: 4, n_β_ns: 3, intercept: switching k: 3, n_β: 4, n_β_ns: 3, intercept: non-switching k: 3, n_β: 4, n_β_ns: 4, intercept: switching k: 3, n_β: 4, n_β_ns: 4, intercept: non-switching k: 3, n_β: 4, n_β_ns: 5, intercept: switching k: 3, n_β: 4, n_β_ns: 5, intercept: non-switching k: 3, n_β: 5, n_β_ns: 0, intercept: switching k: 3, n_β: 5, n_β_ns: 0, intercept: non-switching k: 3, n_β: 5, n_β_ns: 1, intercept: switching k: 3, n_β: 5, n_β_ns: 1, intercept: non-switching k: 3, n_β: 5, n_β_ns: 2, intercept: switching k: 3, n_β: 5, n_β_ns: 2, intercept: non-switching k: 3, n_β: 5, n_β_ns: 3, intercept: switching k: 3, n_β: 5, n_β_ns: 3, intercept: non-switching k: 3, n_β: 5, n_β_ns: 4, intercept: switching k: 3, n_β: 5, n_β_ns: 4, intercept: non-switching k: 3, n_β: 5, n_β_ns: 5, intercept: switching k: 3, n_β: 5, n_β_ns: 5, intercept: non-switching k: 4, n_β: 0, n_β_ns: 0, intercept: switching k: 4, n_β: 0, n_β_ns: 0, intercept: non-switching k: 4, n_β: 0, n_β_ns: 1, intercept: switching k: 4, n_β: 0, n_β_ns: 1, intercept: non-switching k: 4, n_β: 0, n_β_ns: 2, intercept: switching k: 4, n_β: 0, n_β_ns: 2, intercept: non-switching k: 4, n_β: 0, n_β_ns: 3, intercept: switching k: 4, n_β: 0, n_β_ns: 3, intercept: non-switching k: 4, n_β: 0, n_β_ns: 4, intercept: switching k: 4, n_β: 0, n_β_ns: 4, intercept: non-switching k: 4, n_β: 0, n_β_ns: 5, intercept: switching k: 4, n_β: 0, n_β_ns: 5, intercept: non-switching k: 4, n_β: 1, n_β_ns: 0, intercept: switching k: 4, n_β: 1, n_β_ns: 0, intercept: non-switching k: 4, n_β: 1, n_β_ns: 1, intercept: switching k: 4, n_β: 1, n_β_ns: 1, intercept: non-switching k: 4, n_β: 1, n_β_ns: 2, intercept: switching k: 4, n_β: 1, n_β_ns: 2, intercept: non-switching k: 4, n_β: 1, n_β_ns: 3, intercept: switching k: 4, n_β: 1, n_β_ns: 3, intercept: non-switching k: 4, n_β: 1, n_β_ns: 4, intercept: switching k: 4, n_β: 1, n_β_ns: 4, intercept: non-switching k: 4, n_β: 1, n_β_ns: 5, intercept: switching k: 4, n_β: 1, n_β_ns: 5, intercept: non-switching k: 4, n_β: 2, n_β_ns: 0, intercept: switching k: 4, n_β: 2, n_β_ns: 0, intercept: non-switching k: 4, n_β: 2, n_β_ns: 1, intercept: switching k: 4, n_β: 2, n_β_ns: 1, intercept: non-switching k: 4, n_β: 2, n_β_ns: 2, intercept: switching k: 4, n_β: 2, n_β_ns: 2, intercept: non-switching k: 4, n_β: 2, n_β_ns: 3, intercept: switching k: 4, n_β: 2, n_β_ns: 3, intercept: non-switching k: 4, n_β: 2, n_β_ns: 4, intercept: switching k: 4, n_β: 2, n_β_ns: 4, intercept: non-switching k: 4, n_β: 2, n_β_ns: 5, intercept: switching k: 4, n_β: 2, n_β_ns: 5, intercept: non-switching k: 4, n_β: 3, n_β_ns: 0, intercept: switching k: 4, n_β: 3, n_β_ns: 0, intercept: non-switching k: 4, n_β: 3, n_β_ns: 1, intercept: switching k: 4, n_β: 3, n_β_ns: 1, intercept: non-switching k: 4, n_β: 3, n_β_ns: 2, intercept: switching k: 4, n_β: 3, n_β_ns: 2, intercept: non-switching k: 4, n_β: 3, n_β_ns: 3, intercept: switching k: 4, n_β: 3, n_β_ns: 3, intercept: non-switching k: 4, n_β: 3, n_β_ns: 4, intercept: switching k: 4, n_β: 3, n_β_ns: 4, intercept: non-switching k: 4, n_β: 3, n_β_ns: 5, intercept: switching k: 4, n_β: 3, n_β_ns: 5, intercept: non-switching k: 4, n_β: 4, n_β_ns: 0, intercept: switching k: 4, n_β: 4, n_β_ns: 0, intercept: non-switching k: 4, n_β: 4, n_β_ns: 1, intercept: switching k: 4, n_β: 4, n_β_ns: 1, intercept: non-switching k: 4, n_β: 4, n_β_ns: 2, intercept: switching k: 4, n_β: 4, n_β_ns: 2, intercept: non-switching k: 4, n_β: 4, n_β_ns: 3, intercept: switching k: 4, n_β: 4, n_β_ns: 3, intercept: non-switching k: 4, n_β: 4, n_β_ns: 4, intercept: switching k: 4, n_β: 4, n_β_ns: 4, intercept: non-switching k: 4, n_β: 4, n_β_ns: 5, intercept: switching k: 4, n_β: 4, n_β_ns: 5, intercept: non-switching k: 4, n_β: 5, n_β_ns: 0, intercept: switching k: 4, n_β: 5, n_β_ns: 0, intercept: non-switching k: 4, n_β: 5, n_β_ns: 1, intercept: switching k: 4, n_β: 5, n_β_ns: 1, intercept: non-switching k: 4, n_β: 5, n_β_ns: 2, intercept: switching k: 4, n_β: 5, n_β_ns: 2, intercept: non-switching k: 4, n_β: 5, n_β_ns: 3, intercept: switching k: 4, n_β: 5, n_β_ns: 3, intercept: non-switching k: 4, n_β: 5, n_β_ns: 4, intercept: switching k: 4, n_β: 5, n_β_ns: 4, intercept: non-switching k: 4, n_β: 5, n_β_ns: 5, intercept: switching k: 4, n_β: 5, n_β_ns: 5, intercept: non-switching k: 5, n_β: 0, n_β_ns: 0, intercept: switching k: 5, n_β: 0, n_β_ns: 0, intercept: non-switching k: 5, n_β: 0, n_β_ns: 1, intercept: switching k: 5, n_β: 0, n_β_ns: 1, intercept: non-switching k: 5, n_β: 0, n_β_ns: 2, intercept: switching k: 5, n_β: 0, n_β_ns: 2, intercept: non-switching k: 5, n_β: 0, n_β_ns: 3, intercept: switching k: 5, n_β: 0, n_β_ns: 3, intercept: non-switching k: 5, n_β: 0, n_β_ns: 4, intercept: switching k: 5, n_β: 0, n_β_ns: 4, intercept: non-switching k: 5, n_β: 0, n_β_ns: 5, intercept: switching k: 5, n_β: 0, n_β_ns: 5, intercept: non-switching k: 5, n_β: 1, n_β_ns: 0, intercept: switching k: 5, n_β: 1, n_β_ns: 0, intercept: non-switching k: 5, n_β: 1, n_β_ns: 1, intercept: switching k: 5, n_β: 1, n_β_ns: 1, intercept: non-switching k: 5, n_β: 1, n_β_ns: 2, intercept: switching k: 5, n_β: 1, n_β_ns: 2, intercept: non-switching k: 5, n_β: 1, n_β_ns: 3, intercept: switching k: 5, n_β: 1, n_β_ns: 3, intercept: non-switching k: 5, n_β: 1, n_β_ns: 4, intercept: switching k: 5, n_β: 1, n_β_ns: 4, intercept: non-switching k: 5, n_β: 1, n_β_ns: 5, intercept: switching k: 5, n_β: 1, n_β_ns: 5, intercept: non-switching k: 5, n_β: 2, n_β_ns: 0, intercept: switching k: 5, n_β: 2, n_β_ns: 0, intercept: non-switching k: 5, n_β: 2, n_β_ns: 1, intercept: switching k: 5, n_β: 2, n_β_ns: 1, intercept: non-switching k: 5, n_β: 2, n_β_ns: 2, intercept: switching k: 5, n_β: 2, n_β_ns: 2, intercept: non-switching k: 5, n_β: 2, n_β_ns: 3, intercept: switching k: 5, n_β: 2, n_β_ns: 3, intercept: non-switching k: 5, n_β: 2, n_β_ns: 4, intercept: switching k: 5, n_β: 2, n_β_ns: 4, intercept: non-switching k: 5, n_β: 2, n_β_ns: 5, intercept: switching k: 5, n_β: 2, n_β_ns: 5, intercept: non-switching k: 5, n_β: 3, n_β_ns: 0, intercept: switching k: 5, n_β: 3, n_β_ns: 0, intercept: non-switching k: 5, n_β: 3, n_β_ns: 1, intercept: switching k: 5, n_β: 3, n_β_ns: 1, intercept: non-switching k: 5, n_β: 3, n_β_ns: 2, intercept: switching k: 5, n_β: 3, n_β_ns: 2, intercept: non-switching k: 5, n_β: 3, n_β_ns: 3, intercept: switching k: 5, n_β: 3, n_β_ns: 3, intercept: non-switching k: 5, n_β: 3, n_β_ns: 4, intercept: switching k: 5, n_β: 3, n_β_ns: 4, intercept: non-switching k: 5, n_β: 3, n_β_ns: 5, intercept: switching k: 5, n_β: 3, n_β_ns: 5, intercept: non-switching k: 5, n_β: 4, n_β_ns: 0, intercept: switching k: 5, n_β: 4, n_β_ns: 0, intercept: non-switching k: 5, n_β: 4, n_β_ns: 1, intercept: switching k: 5, n_β: 4, n_β_ns: 1, intercept: non-switching k: 5, n_β: 4, n_β_ns: 2, intercept: switching k: 5, n_β: 4, n_β_ns: 2, intercept: non-switching k: 5, n_β: 4, n_β_ns: 3, intercept: switching k: 5, n_β: 4, n_β_ns: 3, intercept: non-switching k: 5, n_β: 4, n_β_ns: 4, intercept: switching k: 5, n_β: 4, n_β_ns: 4, intercept: non-switching k: 5, n_β: 4, n_β_ns: 5, intercept: switching k: 5, n_β: 4, n_β_ns: 5, intercept: non-switching k: 5, n_β: 5, n_β_ns: 0, intercept: switching k: 5, n_β: 5, n_β_ns: 0, intercept: non-switching k: 5, n_β: 5, n_β_ns: 1, intercept: switching k: 5, n_β: 5, n_β_ns: 1, intercept: non-switching k: 5, n_β: 5, n_β_ns: 2, intercept: switching k: 5, n_β: 5, n_β_ns: 2, intercept: non-switching k: 5, n_β: 5, n_β_ns: 3, intercept: switching k: 5, n_β: 5, n_β_ns: 3, intercept: non-switching k: 5, n_β: 5, n_β_ns: 4, intercept: switching k: 5, n_β: 5, n_β_ns: 4, intercept: non-switching k: 5, n_β: 5, n_β_ns: 5, intercept: switching k: 5, n_β: 5, n_β_ns: 5, intercept: non-switching Test Summary: | Pass Total Time parameter transformation | 1442 1442 0.5s Test Summary: | Pass Total Time Less crucial functions | 2 2 6.2s Testing MarSwitching tests passed Testing completed after 216.85s PkgEval succeeded after 278.95s