Essential use of BeforeIT

We start by importing the BeforeIT library and other useful libraries.

import BeforeIT as Bit
using Plots, StatsPlots

We then initialise the model loading some precomputed set of parameters and by specifying a number of epochs. In another tutorial we will illustrate how to compute parameters and initial conditions.

parameters = Bit.AUSTRIA2010Q1.parameters
initial_conditions = Bit.AUSTRIA2010Q1.initial_conditions

Dict{String, Any} with 21 entries:
  "sb_inact" => 2.23847
  "C_G"      => [11482.3; 11556.2; … ; 14578.2; 14714.8;;]
  "E_CB"     => 1.0618e5
  "sb_other" => 0.590286
  "D_RoW"    => 0.0
  "L_I"      => 236919.0
  "omega"    => 0.85
  "r_bar"    => 0.00164593
  "N_s"      => [123.0; 18.0; … ; 5.0; 60.0;;]
  "C_E"      => [17384.5; 17752.9; … ; 38786.7; 38617.8;;]
  "D_H"      => 219841.0
  "K_H"      => 4.05377e5
  "L_G"      => 2.32611e5
  "pi"       => [-0.00749736; -0.00789543; … ; 0.00530319; 0.00100796;;]
  "w_UB"     => 4.06546
  "Y"        => [1.04531e5; 1.05062e5; … ; 1.35709e5; 1.34636e5;;]
  "Y_I"      => [19804.6; 19944.1; … ; 36883.2; 36575.9;;]
  "Y_EA"     => 2.35485e6
  "D_I"      => 54049.0
  ⋮          => ⋮

We can now initialise the model

model = Bit.Model(parameters, initial_conditions);

Note that the it is very simple to inspect the model by typing

fieldnames(typeof(model))

(:w_act, :w_inact, :firms, :bank, :cb, :gov, :rotw, :agg, :prop, :data)

and to inspect the specific attributes of one agent type by typing

fieldnames(typeof(model.bank))

(:E_k, :Pi_k, :Pi_e_k, :D_k, :r, :Y_h, :C_d_h, :I_d_h, :C_h, :I_h, :K_h, :D_h)

We can run now the model for a number of epochs

T = 16
for _ in 1:T
    Bit.step!(model; parallel = true)
    Bit.collect_data!(model)
end

Note that we can equivalently run the model for a number of steps in the single command Bit.run!(model), but writing the loop explicitely is more instructive. We can then plot any time series stored in the data tracker, for example

plot(model.data.real_gdp, title = "gdp", titlefont = 10)

Or we can plot multiple time series at once using the function plot_data

ps = Bit.plot_data(model, quantities = [:real_gdp, :real_household_consumption, :real_government_consumption, :real_capitalformation, :real_exports, :real_imports, :wages, :euribor, :gdp_deflator])
plot(ps..., layout = (3, 3))

To run multiple Monte-Carlo repetitions in parallel we can use

models = (Bit.Model(parameters, initial_conditions) for _ in 1:2)
models = Bit.ensemblerun!(models, T)

2-element Vector{BeforeIT.Model{BeforeIT.Workers, BeforeIT.Workers, BeforeIT.Firms, BeforeIT.Bank, BeforeIT.CentralBank, BeforeIT.Government, BeforeIT.RestOfTheWorld, BeforeIT.Aggregates, BeforeIT.Properties, BeforeIT.Data}}:
 BeforeIT.Model{BeforeIT.Workers, BeforeIT.Workers, BeforeIT.Firms, BeforeIT.Bank, BeforeIT.CentralBank, BeforeIT.Government, BeforeIT.RestOfTheWorld, BeforeIT.Aggregates, BeforeIT.Properties, BeforeIT.Data}(BeforeIT.Workers(Base.RefValue{Bool}(false), Base.RefValue{Int64}(4118), Dict{Int64, Int64}(), [1, 2, 3, 4, 5, 6, 7, 8, 9, 10  …  4109, 4110, 4111, 4112, 4113, 4114, 4115, 4116, 4117, 4118], [0.8453625186680046, 0.8453625186680046, 0.8453447349907838, 6.326296465991128, 0.7574257519784954, 0.8451238054657835, 7.176735260810462, 0.8453447349907838, 0.8453447349907838, 0.8453447349907838  …  10.361605948260578, 6.3858875051795465, 5.026420775542892, 3.3644282349637304, 3.439438871571915, 3.4659747335962185, 6.92500812105472, 4.635649300241232, 5.026420775542892, 6.9006942608552695], [4.218090497799936, 4.211916838701, 4.215111003556692, 4.676813943844526, 4.216765805621154, 4.243105840477608, 6.004969831880467, 4.242011309477926, 4.247762935128973, 4.232162493662499  …  26.52007053296198, 25.9351299898309, 25.620974691000942, 25.650770946821485, 25.309970596708446, 25.353666502497404, 26.23207732961018, 25.521882947431173, 25.69262697692295, 26.032898861403538], [7.809129914219294, 7.812412392550785, 7.813120668793552, 8.856132138062868, 7.798544616480488, 7.785871359706174, 11.887340437627822, 7.813054226013712, 7.81304895636458, 7.813120668793552  …  50.08998872508475, 48.44824448503402, 47.4501178174365, 47.34129101558077, 46.53263602925383, 46.5224738478139, 48.659667795239876, 47.11111891349866, 47.45146622916135, 48.6425737992345], [0.27656105978129164, 0.27656105978129164, 0.27653571334643967, 8.088338877111958, 0.2749599133274025, 0.2762208304488938, 9.300438671821533, 0.27653571334643967, 0.27653571334643967, 0.27653571334643967  …  13.839720193256504, 8.173271839727049, 11.337587012313522, 3.8668947277445804, 3.9738046873885664, 4.0116252961237695, 8.941661042814637, 5.678720342521106, 11.337587012313522, 8.907007373278534], [1, 1, 2, 79, 0, 3, 260, 4, 5, 6  …  348, 80, 0, 445, 230, 477, 497, 55, 0, 492], [0.6670313295869598, 0.6670313295869598, 0.667017297417802, 4.99174951560466, 0.5976450283148099, 0.6668429734898401, 5.662786269084681, 0.667017297417802, 0.667017297417802, 0.667017297417802  …  8.175801079061955, 5.0387696865059555, 3.966085624729022, 2.654694275307836, 2.713881243697159, 2.734819303922134, 5.464161554815396, 3.6577483008246836, 3.966085624729022, 5.444976759963379], [0.0553807826747759, 0.0553807826747759, 0.05537961764327571, 0.41444379420948857, 0.04961993232050704, 0.05536514426677711, 0.47015713024465816, 0.05537961764327571, 0.05537961764327571, 0.05537961764327571  …  0.6788020931971831, 0.4183476796051385, 0.32928727079233244, 0.22040800815132977, 0.22532205114774737, 0.22706044949804488, 0.4536661625091574, 0.30368733032740414, 0.32928727079233244, 0.452073330347859], [0.66703132958696, 0.66703132958696, 0.6670172974178021, 4.859510704254237, 0.5964214561792368, 0.6668429734898402, 5.305741715258494, 0.6670172974178021, 0.6670172974178021, 0.6670172974178021  …  8.175801079061957, 5.0387696865059555, 3.966085624729023, 2.6546942753078366, 2.713881243697159, 2.7348193039221345, 5.464161554815398, 3.6502452789276885, 3.861018163493515, 5.444976759963379], [0.0553807826747759, 0.0553807826747759, 0.0553796176432757, 0.4144437942094886, 0.04961993232050705, 0.055365144266777105, 0.47015713024465816, 0.0553796176432757, 0.0553796176432757, 0.0553796176432757  …  0.6788020931971829, 0.41834767960513847, 0.32928727079233244, 0.2204080081513298, 0.22532205114774734, 0.22706044949804485, 0.4536661625091574, 0.3001702775386827, 0.32928727079233244, 0.45207333034785896]), BeforeIT.Workers(Base.RefValue{Bool}(false), Base.RefValue{Int64}(4130), Dict{Int64, Int64}(), [1, 2, 3, 4, 5, 6, 7, 8, 9, 10  …  4121, 4122, 4123, 4124, 4125, 4126, 4127, 4128, 4129, 4130], [3.121242940332613, 3.121242940332613, 3.121242940332613, 3.121242940332613, 3.121242940332613, 3.121242940332613, 3.121242940332613, 3.121242940332613, 3.121242940332613, 3.121242940332613  …  3.121242940332613, 3.121242940332613, 3.121242940332613, 3.121242940332613, 3.121242940332613, 3.121242940332613, 3.121242940332613, 3.121242940332613, 3.121242940332613, 3.121242940332613], [15.536332607000842, 15.536332607000842, 15.631648543638011, 15.595359738372908, 15.86871417542948, 15.683602311120353, 15.576584972639859, 15.606462598894836, 15.778617515214624, 15.60717107118497  …  15.714431745404859, 15.666415325938923, 15.556943013174594, 15.569995726800228, 15.643949486994611, 15.561282469513069, 15.717102438304591, 15.77541664422708, 15.629453900606787, 15.610795907399709], [28.848168942229904, 28.848168942229904, 28.848064891027807, 28.83248181994125, 28.82136909365375, 28.832655233409145, 28.83579545790653, 28.847672584312605, 28.70008075499468, 28.848168942229904  …  28.84629282417024, 28.835511123224705, 28.83566591278273, 28.845979181482857, 28.835543035229286, 28.848168942229904, 28.71233300231413, 28.70300825777567, 28.847135272300385, 28.845999541002957], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 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], [2.4628094840713137, 2.4628094840713137, 2.4628094840713137, 2.4628094840713137, 2.4628094840713137, 2.4628094840713137, 2.4628094840713137, 2.4628094840713137, 2.4628094840713137, 2.4628094840713137  …  2.4628094840713137, 2.4628094840713137, 2.4628094840713137, 2.4628094840713137, 2.4628094840713137, 2.4628094840713137, 2.4628094840713137, 2.4628094840713137, 2.4628094840713137, 2.4628094840713137], [0.20447662764384314, 0.20447662764384314, 0.20447662764384314, 0.20447662764384314, 0.20447662764384314, 0.20447662764384314, 0.20447662764384314, 0.20447662764384314, 0.20447662764384314, 0.20447662764384314  …  0.20447662764384314, 0.20447662764384314, 0.20447662764384314, 0.20447662764384314, 0.20447662764384314, 0.20447662764384314, 0.20447662764384314, 0.20447662764384314, 0.20447662764384314, 0.20447662764384314], [2.4628094840713164, 2.4628094840713164, 2.4628094840713164, 2.4628094840713164, 2.306291363934641, 2.4628094840713164, 2.4628094840713164, 2.4628094840713164, 2.4628094840713164, 2.4628094840713164  …  2.461574058992331, 2.462747539302608, 2.4628094840713164, 2.4628094840713164, 2.4628094840713164, 2.4459415938742124, 2.4628094840713164, 2.4628094840713164, 2.4628094840713164, 2.4628094840713164], [0.2044766276438431, 0.2044766276438431, 0.2044766276438431, 0.2044766276438431, 0.2044766276438431, 0.2044766276438431, 0.2044766276438431, 0.2044766276438431, 0.2044766276438431, 0.2044766276438431  …  0.2044766276438431, 0.2044766276438431, 0.2044766276438431, 0.2044766276438431, 0.2044766276438431, 0.2044766276438431, 0.2044766276438431, 0.2044766276438431, 0.2044766276438431, 0.2044766276438431]), BeforeIT.Firms(Base.RefValue{Bool}(false), Base.RefValue{Int64}(624), Dict{Int64, Int64}(), [1, 2, 3, 4, 5, 6, 7, 8, 9, 10  …  615, 616, 617, 618, 619, 620, 621, 622, 623, 624], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1  …  62, 62, 62, 62, 62, 62, 62, 62, 62, 62], [10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621  …  11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951], [1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485  …  3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877], [0.042702129272078754, 0.042702129272078754, 0.042702129272078754, 0.042702129272078754, 0.042702129272078754, 0.042702129272078754, 0.042702129272078754, 0.042702129272078754, 0.042702129272078754, 0.042702129272078754  …  0.17805766706016946, 0.17805766706016946, 0.17805766706016946, 0.17805766706016946, 0.17805766706016946, 0.17805766706016946, 0.17805766706016946, 0.17805766706016946, 0.17805766706016946, 0.17805766706016946], [0.27656105978129164, 0.27653571334643967, 0.2762208304488938, 0.27653571334643967, 0.27653571334643967, 0.27653571334643967, 0.27653571334643967, 0.27653571334643967, 0.2703921983567435, 0.27653571334643967  …  2.947937097854149, 2.749038402326893, 2.6873114622495273, 2.6784649983751163, 2.731017752559882, 2.6844585126425957, 2.7010072384132817, 2.871056734561289, 2.7695906795168845, 2.740716080100932], [0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983  …  2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687], [0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721  …  0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782], [0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832  …  0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318], [-0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635  …  0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037], [2, 1, 4, 1, 1, 1, 1, 1, 63, 2  …  1, 1, 1, 1, 3, 1, 1, 1, 1, 1], [22.193837754384607, 11.095901860076442, 44.33306916174051, 11.095901860076442, 11.095901860076442, 11.095901860076442, 11.095901860076442, 11.095901860076442, 683.5119102866092, 22.191803720152883  …  13.581857404819342, 12.66548312986545, 12.381092225196262, 12.340334431901896, 37.74737294662622, 12.367947998078023, 12.444191970112746, 13.227651023606388, 12.760172429152734, 12.627140183595587], [22.193837754384607, 11.095901860076442, 44.03322459708429, 11.095901860076442, 11.095901860076442, 11.095901860076442, 11.095901860076442, 11.095901860076442, 683.5119102866092, 22.191803720152883  …  13.581857404819342, 12.66548312986545, 12.381092225196262, 12.340334431901896, 37.74737294662622, 12.367947998078023, 12.444191970112746, 13.227651023606388, 12.760172429152734, 12.627140183595587], [22.193837754384607, 11.095901860076442, 44.03322459708429, 11.095901860076442, 11.095901860076442, 11.095901860076442, 11.095901860076442, 11.095901860076442, 683.5119102866092, 22.191803720152883  …  13.581857404819342, 12.66548312986545, 12.381092225196262, 12.340334431901896, 37.74737294662622, 12.367947998078023, 12.444191970112746, 13.227651023606388, 12.760172429152734, 12.627140183595587], [1.0761637219050757, 1.0761637219050757, 1.0761637219050757, 1.0761637219050757, 1.0761637219050757, 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203.33251255233375, 1223.8416401657278, 259.88842582651284, 442.92331993775133, 426.49540056620003, 259.40484858594306, 49.543072985516005  …  1085.1717926299764, 3815.948659162257, 3665.090234946635, 3621.4646021500384, 1093.4963824073145, 591.2119901646212, 281.62544868701514, 475.685846588857, 148.08742918074716, 542.7033991761807], [540.2744053288811, 278.74479795677206, 3.604259372370433, 205.82681689498344, 1246.7720024727237, 263.07650834714116, 449.494654020034, 428.5059941321365, 263.65827411162115, 45.714160840445174  …  1096.7977637007493, 3836.6450030293063, 3688.0901080892468, 3647.5506513527525, 1100.438048474021, 596.5119444065513, 284.4815332787075, 479.79266295658556, 149.77208002300029, 548.4641476413251], [547.5794791915106, 280.85726250333835, 3.604101069374601, 205.8177767570876, 1244.287336770171, 263.06495374046506, 451.0105178523347, 430.7881906361947, 262.2929089200993, 50.14235630628559  …  1097.4820339454072, 3880.0789114224845, 3725.1467889322134, 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1276.5523628179394, 267.92632407306127, 459.66550945066297, 440.5730491722595, 268.30250463798103, 51.22358009745949  …  1127.243369368407, 4006.9185570235236, 3840.944047086262, 3790.3716314746625, 1142.6636567870055, 615.0616374110617, 292.26544736479144, 495.54752285280387, 153.32520642592505, 562.4168751139529], [568.1542550820718, 289.5551642946517, 3.35769303906115, 210.93352220087553, 1283.5592712592716, 269.76302631233636, 467.1762123350354, 447.0152904562667, 274.01812201731747, 51.57473060345842  …  1133.8348117817334, 3973.122216355437, 3815.672840941531, 3772.1809144232975, 1136.8405827133956, 616.4973367956411, 293.33284026069754, 495.3804568841911, 154.4696354657686, 565.3674739556229], [570.1781426141744, 290.9889993181477, 3.706369270489861, 146.00591789172933, 1288.618485211321, 270.50481015776325, 469.3277010461816, 450.22851680697613, 275.0643735681237, 51.71654878557558  …  1136.616476613107, 3977.069775597255, 3821.8494161420376, 3777.2460980608794, 1139.4913763474765, 618.1066253684808, 294.08554463532744, 496.60452359442525, 155.08585491225386, 566.6115261999621]], [[518.0834390395164, 258.24326637797435, 3.3621685784258726, 191.50743866702484, 1143.221494670442, 245.15606232380716, 403.48993929545054, 384.7628088630399, 236.96603753924677, 46.741075546466895  …  998.4526557261888, 3385.10708496425, 3275.9826797634405, 3256.198372613072, 1000.8740113003425, 544.8396657162825, 260.686904365387, 434.10597511342854, 136.99722836422484, 504.90462950861706], [518.4976015707225, 258.44970934991795, 3.364856339013943, 191.6605321642619, 1144.1354005633611, 245.35204321734972, 403.8124943164808, 385.0703931763469, 237.15547122216685, 46.778440960415494  …  999.2508315566147, 3387.813182887997, 3278.6015422411815, 3258.801419262491, 1001.6741227934004, 545.2752175174996, 260.8953008128095, 434.4530049852924, 137.1067457017656, 505.308256730832], [504.99980390038377, 252.36143371977403, 3.2265555317606105, 172.5952040201144, 1117.7677116818925, 240.68211967492593, 396.1265038139976, 377.04279727501483, 232.9195743609728, 45.88808056294611  …  981.5638047128027, 3398.153151506197, 3261.94825732662, 3250.717870419029, 992.3606558356448, 537.5701315777479, 256.66229773208215, 430.3244550099598, 134.4857490804003, 496.07218993416546], [498.67248829572276, 250.78691467704283, 3.0613575477624226, 189.60456004319545, 1124.862521488247, 242.33454326215755, 402.5803706969789, 382.58938683667674, 236.75509960188734, 46.203129087520395  …  991.450054634948, 3505.6035850852136, 3365.0647071693943, 3334.2048715175665, 1009.558300118453, 545.3886237790867, 260.3740717024563, 438.54214904050855, 135.55162911593214, 501.469569298974], [513.4046381249943, 251.97776872808097, 3.331595994872016, 190.08779047458427, 1137.7448454113096, 242.95216251063084, 406.1907722946893, 387.20028126478536, 239.23092443452748, 43.801099120885056  …  998.4907693011103, 3516.8274755106095, 3381.0554512395843, 3345.5528685078784, 1012.8649448631957, 547.6644919984831, 261.2571538409659, 439.8643302483371, 135.89709903605552, 503.59501465998454], [507.4178855589945, 255.40488166966307, 3.325100664510285, 189.71719241924853, 1149.1097925119918, 242.4784992693398, 411.0745721748373, 395.1501110215046, 241.35948277904484, 46.22418235254073  …  1000.5510304684359, 3490.1918842774267, 3358.9267293748353, 3327.159392743952, 1009.0320498673392, 547.7966715006611, 260.9190246836171, 438.4342840159595, 136.5185663795694, 503.3868994131426], [509.0292033182644, 256.67392673574994, 3.32640747108113, 174.7025334825631, 1151.1478603354233, 242.5737963830531, 415.9242546460822, 398.1213399254475, 242.5824318805343, 46.242349040206754  …  1004.8209734003891, 3490.6219239732827, 3361.7210669156884, 3330.2685361738795, 1010.5652652157044, 548.8991128943005, 261.678993943309, 439.5368613310495, 137.2293996730431, 504.983770894891], [510.9533416491435, 260.3251844387346, 3.348376373215112, 191.60388049482484, 1157.0197486649633, 244.89753389161, 419.3473430106889, 400.72322596382827, 245.0028765380826, 46.68532797095172  …  1019.111564352565, 3610.626354179969, 3469.0278031073353, 3424.4295545396308, 1033.4095159284084, 558.3367555809392, 266.01337636094286, 449.5505631247738, 139.14529906463764, 511.12549761384537], [524.6748811303084, 264.6673818383142, 3.1852712397509078, 194.27477036440632, 1172.8020674309578, 248.3113183132374, 424.75585323861867, 405.3604717457893, 248.45534235018678, 47.33610481959216  …  1036.5044455678908, 3665.814162053773, 3517.1820141832873, 3473.3100845691374, 1048.485979867433, 566.4424100998095, 269.9957260089292, 456.2122146246523, 141.46637339137544, 519.8222386987433], [521.6136503649383, 266.67981261739294, 3.422132321533897, 195.42616941896637, 1176.2540122620842, 249.78297321009367, 425.7007729616648, 409.9116337138061, 249.31819929589508, 47.61664946382774  …  1042.976176968287, 3667.5700299900777, 3522.577556337087, 3480.6482544320484, 1050.9770749641277, 568.2234144561521, 270.6747777664707, 457.18936769520286, 142.32922546731066, 521.6010223862054], [513.6991710979851, 265.0337869903431, 3.4269716161767225, 195.70252483888572, 1185.4452809559632, 250.1361954968295, 427.384730621299, 407.42846935753056, 250.68934513345636, 43.465554354516854  …  1042.8480352168906, 3647.926569191527, 3506.67885203046, 3468.1334663581106, 1046.3092602020936, 567.170475538556, 270.4883414734353, 456.19242893740164, 142.40503085575907, 521.4860730794829], [517.4265247647194, 265.39160581145404, 3.405638016203102, 194.48423655221526, 1175.7695402032477, 248.5790464651704, 426.17521976759804, 407.06645311047185, 247.8495149842709, 47.38122254943334  …  1037.0482028554648, 3666.418891216429, 3520.0182448062938, 3476.315091597529, 1047.6886652491648, 565.4283117873445, 269.20249823579155, 455.3922271386801, 141.4582208329408, 518.0776336611558], [516.0266750682669, 264.8509530491497, 3.1211638671147313, 194.04818628842455, 1175.4842257888672, 248.02171101883528, 428.87946465259245, 410.29281143937175, 249.41592190836656, 47.274989802977004  …  1037.0594105070231, 3683.4379079164273, 3540.0479633662235, 3493.7651150097927, 1050.1019142119535, 566.6681707253564, 269.39935974042965, 456.56600039005934, 141.25950048161667, 518.0232666175103], [525.1382011811231, 267.66212497726207, 3.4079466982048388, 194.58045454848158, 1185.0364921189746, 248.7020270120193, 430.5631740655865, 413.13921206101224, 250.47836693372466, 47.40466365898122  …  1043.9470800785698, 3727.7201327051184, 3572.4753605497795, 3523.7695524282963, 1059.5918601746994, 570.6735339146607, 271.110409735368, 459.9951833550943, 142.06750664224052, 521.185260454148], [532.473866678037, 271.5941080052228, 3.427851068248291, 175.79961743674966, 1191.8777821313163, 250.1545899816254, 429.1755856508113, 411.349541161873, 250.50581823551957, 47.825885422056544  …  1052.4725550930352, 3741.136941992501, 3586.171633434633, 3538.953720318153, 1066.8700044289446, 574.2641834552794, 272.87928278148104, 462.67752086147846, 143.15504189452554, 525.1113838090522], [527.3833471739495, 268.77660489431264, 3.116744049495758, 195.79687377932072, 1191.4506997313367, 250.4047562573005, 433.65151695591646, 414.9373484577833, 254.35450510695762, 47.87371354161166  …  1052.470509251784, 3688.009857270243, 3541.8590929778265, 3501.4881592444926, 1055.260585222524, 572.2573158519159, 272.2831937787415, 459.8318170448381, 143.38485131455914, 524.7965462388847], [529.8247199829581, 270.3947302767514, 3.444057065897621, 135.67258858462802, 1197.4186259783462, 251.3602759986211, 436.11180296558905, 418.36433215752743, 255.5971437888573, 48.056394889454474  …  1056.1743101700308, 3695.5991868568626, 3551.3642936935457, 3509.917702275095, 1058.8457435921503, 574.361142999951, 273.2721226791804, 461.45815314728526, 144.10990795871984, 526.5105249942077]]))
 BeforeIT.Model{BeforeIT.Workers, BeforeIT.Workers, BeforeIT.Firms, BeforeIT.Bank, BeforeIT.CentralBank, BeforeIT.Government, BeforeIT.RestOfTheWorld, BeforeIT.Aggregates, BeforeIT.Properties, BeforeIT.Data}(BeforeIT.Workers(Base.RefValue{Bool}(false), Base.RefValue{Int64}(4118), Dict{Int64, Int64}(), [1, 2, 3, 4, 5, 6, 7, 8, 9, 10  …  4109, 4110, 4111, 4112, 4113, 4114, 4115, 4116, 4117, 4118], [0.8687121623588029, 0.8795783341924044, 0.8946105894283826, 0.860579477797643, 0.860579477797643, 0.860579477797643, 0.860579477797643, 0.860579477797643, 0.860579477797643, 0.860579477797643  …  5.132148052019474, 5.132148052019474, 6.683824632261049, 5.132148052019474, 5.692844224051631, 10.565976326915386, 8.974274821040332, 5.132148052019474, 6.592412394253198, 6.5674170689154705], [4.104625463903288, 4.1016633086888215, 4.10944606252367, 4.101010424887848, 4.1004178505864575, 4.1012566054021855, 4.10049377409941, 4.1010372369866825, 4.099991511436261, 4.1014133971153415  …  25.037315183925813, 24.906462722456393, 25.28666279902057, 24.894325987019897, 25.01617607417255, 25.819590691967424, 25.5558515633593, 24.900716529095646, 25.172130213663973, 25.128097641088527], [7.838477784163318, 7.839988710533727, 7.863432865181959, 7.833162563303528, 7.833592376261102, 7.833130092422454, 7.83339769472932, 7.83314736603625, 7.83362538174279, 7.833145467333204  …  47.55425996566279, 47.555623514867534, 48.87233178250255, 47.557153724804195, 47.92975929529552, 50.64592547214644, 49.75791893365295, 47.554218644030456, 48.22308876354637, 48.35827754204781], [0.28119863673173495, 0.2963747392293996, 0.31736934981772197, 0.2698402249220046, 0.2698402249220046, 0.2698402249220046, 0.2698402249220046, 0.2698402249220046, 0.2698402249220046, 0.2698402249220046  …  11.337587012313522, 11.337587012313522, 8.40280247570163, 11.337587012313522, 7.018762127503024, 13.824760910720201, 11.60173098180357, 11.337587012313522, 8.275132720907383, 8.240223313519326], [1, 2, 3, 4, 4, 4, 4, 4, 4, 4  …  0, 0, 186, 0, 114, 348, 523, 0, 167, 174], [0.6854553116449716, 0.694029239262567, 0.7058904053011844, 0.6790382358033678, 0.6790382358033678, 0.6790382358033678, 0.6790382358033678, 0.6790382358033678, 0.6790382358033678, 0.6790382358033678  …  4.04950948637941, 4.04950948637941, 5.2738562838200025, 4.04950948637941, 4.49192549710369, 8.337059051105832, 7.081130679166307, 4.04950948637941, 5.20172766998582, 5.182005166651093], [0.056910447776099604, 0.057622304627491176, 0.058607086945078664, 0.05637766518129783, 0.05637766518129783, 0.05637766518129783, 0.05637766518129783, 0.05637766518129783, 0.05637766518129783, 0.05637766518129783  …  0.3362136002569643, 0.3362136002569643, 0.4378659228691597, 0.3362136002569643, 0.3729455255129105, 0.6921906587835508, 0.5879162519659018, 0.3362136002569643, 0.4318773899319479, 0.430239914115543], [0.6854553116449716, 0.6936235886714637, 0.7058904053011843, 0.6790382358033676, 0.6788046284247615, 0.6788046284247615, 0.6788046284247615, 0.6788046284247615, 0.6790382358033676, 0.6788046284247615  …  4.04950948637941, 4.048116346426643, 5.2707737870058935, 4.04950948637941, 4.49192549710369, 8.337059051105834, 7.07869458015405, 4.048116346426643, 5.201727669985819, 5.182005166651095], [0.05691044777609961, 0.05736703715993381, 0.05860708694507866, 0.056377665181297845, 0.05613115509738545, 0.05613115509738545, 0.05613115509738545, 0.05613115509738545, 0.056377665181297845, 0.05613115509738545  …  0.3362136002569643, 0.3347435137866341, 0.43592617183033794, 0.3362136002569643, 0.3729455255129105, 0.6921906587835506, 0.585345601263367, 0.3347435137866341, 0.4318773899319479, 0.430239914115543]), BeforeIT.Workers(Base.RefValue{Bool}(false), Base.RefValue{Int64}(4130), Dict{Int64, Int64}(), [1, 2, 3, 4, 5, 6, 7, 8, 9, 10  …  4121, 4122, 4123, 4124, 4125, 4126, 4127, 4128, 4129, 4130], [3.198166385440291, 3.198166385440291, 3.198166385440291, 3.198166385440291, 3.198166385440291, 3.198166385440291, 3.198166385440291, 3.198166385440291, 3.198166385440291, 3.198166385440291  …  3.198166385440291, 3.198166385440291, 3.198166385440291, 3.198166385440291, 3.198166385440291, 3.198166385440291, 3.198166385440291, 3.198166385440291, 3.198166385440291, 3.198166385440291], [15.234549556740065, 15.145906119873942, 15.217867336545595, 15.144008096872192, 15.234349047405532, 15.197865899225718, 15.147500307332177, 15.148554363456377, 15.14204454292985, 15.162094733995195  …  15.197985653987999, 15.144159261783647, 15.15706755661778, 15.14410161484216, 15.140209181834587, 15.145979704604962, 15.1988554475613, 15.197813577003423, 15.144678582511482, 15.140870200993577], [28.942337866784108, 28.94241407297902, 28.941467388847652, 28.943277473159664, 28.942442329269493, 28.94323355662765, 28.94228323818557, 28.941503980107882, 28.944178066423273, 28.94229518647303  …  28.9424214263306, 28.943199732327308, 28.940441080590034, 28.94323052776953, 28.945007670127637, 28.94237504937237, 28.9414537385765, 28.944092029770175, 28.94328998494941, 28.94501922822933], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 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], [2.5235057495592033, 2.5235057495592033, 2.5235057495592033, 2.5235057495592033, 2.5235057495592033, 2.5235057495592033, 2.5235057495592033, 2.5235057495592033, 2.5235057495592033, 2.5235057495592033  …  2.5235057495592033, 2.5235057495592033, 2.5235057495592033, 2.5235057495592033, 2.5235057495592033, 2.5235057495592033, 2.5235057495592033, 2.5235057495592033, 2.5235057495592033, 2.5235057495592033], [0.20951598117801185, 0.20951598117801185, 0.20951598117801185, 0.20951598117801185, 0.20951598117801185, 0.20951598117801185, 0.20951598117801185, 0.20951598117801185, 0.20951598117801185, 0.20951598117801185  …  0.20951598117801185, 0.20951598117801185, 0.20951598117801185, 0.20951598117801185, 0.20951598117801185, 0.20951598117801185, 0.20951598117801185, 0.20951598117801185, 0.20951598117801185, 0.20951598117801185], [2.5220307949880545, 2.523505749559204, 2.523505749559204, 2.5226375958500764, 2.5228989486971822, 2.5226375958500764, 2.5226375958500764, 2.5226375958500764, 2.523505749559204, 2.523505749559204  …  2.5226375958500764, 2.523505749559204, 2.5226375958500764, 2.523505749559204, 2.5226375958500764, 2.5226375958500764, 2.5226375958500764, 2.5226375958500764, 2.523505749559204, 2.523505749559204], [0.20858782298868128, 0.20951598117801187, 0.20951598117801187, 0.2085998772220376, 0.20950392694465556, 0.2085998772220376, 0.2085998772220376, 0.2085998772220376, 0.20951598117801187, 0.20951598117801187  …  0.2085998772220376, 0.20951598117801187, 0.2085998772220376, 0.20951598117801187, 0.2085998772220376, 0.2085998772220376, 0.2085998772220376, 0.2085998772220376, 0.20951598117801187, 0.20951598117801187]), BeforeIT.Firms(Base.RefValue{Bool}(false), Base.RefValue{Int64}(624), Dict{Int64, Int64}(), [1, 2, 3, 4, 5, 6, 7, 8, 9, 10  …  615, 616, 617, 618, 619, 620, 621, 622, 623, 624], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1  …  62, 62, 62, 62, 62, 62, 62, 62, 62, 62], [10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621, 10.822026659306621  …  11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951, 11.988103388298951], [1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485, 1.6631751855300485  …  3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877, 3.4759574544453877], 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0.2697101055708983, 0.2697101055708983, 0.2697101055708983  …  2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687], [0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721  …  0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782], [0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832  …  0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318], [-0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635  …  0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037], [1, 1, 1, 19, 1, 1, 14, 1, 4, 1  …  2, 4, 2, 2, 4, 2, 2, 2, 6, 6], [11.283000081995697, 11.891936055923912, 12.734337696780713, 205.71770542998917, 12.733299069312087, 11.167061159376772, 156.61834678757708, 11.245222928196156, 45.20153306937463, 11.541859003403232  …  24.68290844309389, 49.367195018653995, 24.68290844309389, 24.68290844309389, 49.36581688618778, 24.68290844309389, 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1.0982215954075425, 1.0982215954075425, 1.0982215954075425, 1.0982215954075425  …  1.0982215954075425, 1.0982215954075425, 1.0982215954075425, 1.0982215954075425, 1.0982215954075425, 1.0982215954075425, 1.0982215954075425, 1.0982215954075425, 1.0982215954075425, 1.0982215954075425], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0  …  0.0, 0.748609380471386, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [298.15365853658534, 298.15365853658534, 298.226770240251, 5366.765853658536, 298.20244654106904, 298.1536585365853, 4174.151219512195, 298.15365853658534, 1192.6146341463414, 298.15365853658534  …  158.41666666666669, 316.83333333333337, 158.41666666666669, 158.41666666666669, 316.83333333333337, 158.41666666666669, 158.41666666666669, 158.41666666666669, 475.25, 475.25], [7.655114254073554, 7.655114254073553, 7.656986796584119, 137.7920565733241, 7.656362284427376, 7.655114254073551, 107.17159955703, 7.65511425407355, 30.62045701629426, 7.655114254073551  …  8.114973344694123, 16.229946689388242, 8.114973344694123, 8.114973344694123, 16.229946689388246, 8.114973344694123, 8.114973344694123, 8.114973344694123, 24.34492003408234, 24.344920034082367], [75.4434274847541, 75.45341959136559, 73.8165611130848, 1353.0560867275976, 73.66392375615384, 75.45341959136559, 1057.3712294284371, 75.45341959136559, 302.26738645889054, 75.45341959136559  …  22.000833944859266, 44.00166788971853, 22.000833944859266, 22.000833944859266, 44.00166788971853, 22.000833944859266, 22.000833944859266, 22.000833944859266, 66.00250183457783, 66.00250183457783], [0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726  …  0.35565736393550956, 0.35565736393550956, 0.35565736393550956, 0.35565736393550956, 0.35565736393550956, 0.35565736393550956, 0.35565736393550956, 0.35565736393550956, 0.35565736393550956, 0.35565736393550956], 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40.63274347785646, 2.9174376308060177, 11.72699326538561, 2.9943962872941694  …  1.722478300502834, 3.4450527729488467, 1.722478300502834, 1.722478300502834, 3.444956601005668, 1.722478300502834, 1.722478300502834, 1.722478300502834, 5.1657325973354284, 5.165496159853671], [260.41244389411816, 260.4508414638975, 262.1113514099985, 4692.2237142640515, 262.2365996986174, 260.3940873986073, 3644.509155185766, 260.4002070727082, 1041.1550677687537, 260.42343218818667  …  186.05113286536522, 372.0285974462088, 186.05113286536522, 186.05113286536522, 372.10226573073044, 186.05113286536522, 186.05113286536522, 186.05113286536522, 557.8743598076502, 556.7533243733433], [1.0982215954075423, 1.0982215954075423, 1.0982215954075416, 1.098221595407543, 1.0982215954075427, 1.098221595407543, 1.0982215954075423, 1.098221595407542, 1.0982215954075423, 1.0982215954075427  …  1.0982215954075427, 1.0982215954075425, 1.0982215954075427, 1.0982215954075427, 1.0982215954075427, 1.0982215954075427, 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47.49939082441948  …  1009.8348361185558, 3388.0243339601657, 3283.3861426851213, 3268.020979537301, 1007.9008100423966, 550.0083060851666, 263.3063789861112, 437.2120282640406, 138.65353056723717, 510.73918120173977], [524.8653495339242, 261.0025125652636, 3.4310361672810847, 198.59063242007224, 1143.9510508842282, 249.708862185525, 402.08455903292764, 382.84187345489016, 236.55549206829113, 47.45535473830424  …  1002.2849058622201, 3334.7842591008766, 3236.1596119335168, 3223.2469112951503, 996.8655627744989, 544.4572809760048, 260.9114211418816, 432.4804214978828, 137.77251626099198, 506.6505600887202], [528.0104109493935, 262.06591902157584, 3.500048737823253, 213.16594087057487, 1147.9686246977049, 258.6273799588811, 399.13807087648036, 379.99711197579467, 234.67979424536583, 48.44772324017125  …  1001.5574135200235, 3330.2576223093683, 3233.762986735909, 3221.3401296006987, 999.3821431787594, 544.9191075286708, 261.1639035351306, 432.53837365156915, 137.69197495848832, 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48.979783778630264  …  1003.5883510568674, 3329.5005955841675, 3235.2105323058963, 3225.9607914669177, 999.9644482909316, 546.7024255945586, 262.4757533902743, 433.90476225332026, 138.0977112735502, 510.08489396260353], [534.0774939789002, 259.2323304835694, 3.585422234314049, 225.30286902002914, 1150.5841543892552, 262.4010745760619, 398.49613103810634, 378.65598016601547, 235.93679679204635, 49.303328007987545  …  1005.0734786653343, 3367.332519363011, 3268.1184013381503, 3253.2214276008276, 1008.0412317279746, 548.7032559645536, 262.955004226534, 436.0121550529901, 138.15704161514577, 510.31449209653493], [530.8250759382104, 258.4508692304475, 3.5796993428325288, 224.79796919801694, 1153.2030318114166, 263.34487031701497, 400.05931548441487, 381.2863811211752, 236.0795912402284, 49.30945593439178  …  1003.4901629898483, 3384.3518374456103, 3280.7289409100295, 3263.643798223347, 1008.7922138945964, 548.6661703359555, 262.69724527205506, 436.3204252062102, 137.6818654010049, 509.45771397127766], [525.9653265101808, 257.2205426054027, 3.5748124543260924, 224.49108236011992, 1156.7386115653671, 262.98536050998104, 403.5075685858989, 384.8893673304483, 238.57197470933986, 47.93243511207653  …  1004.4561495782559, 3384.8941213134754, 3280.3557166129017, 3263.625671544168, 1006.4784749249999, 548.6967584138863, 262.651914624691, 436.39786924989943, 137.7418124335555, 509.3214692251336], [529.998882232831, 260.28529664847326, 3.595827981366392, 219.50147997173244, 1154.988763773969, 264.5313929314336, 404.20934640707594, 384.900218447186, 238.38797037758872, 48.59016514813365  …  1011.9253913956733, 3407.3912643716503, 3302.6966808059274, 3285.5907159353364, 1013.9286899664038, 552.0075241102232, 264.4966507819663, 439.44384709280723, 138.93122456421446, 512.994570984283], [531.3082730423741, 266.16531714728785, 3.6013132202494464, 225.3028690200298, 1151.1372975569557, 264.93492110069394, 400.7878065640026, 380.5303054485854, 237.89878458842466, 49.603464115510356  …  1012.7611652613452, 3371.6958149987327, 3273.232003345162, 3260.636324946216, 1010.6780597839453, 551.0940087816525, 264.26255292553026, 437.7703976590849, 139.20822064808428, 513.4456328497678], [530.7956132054763, 262.50804357901103, 3.608019319453231, 224.8674242261523, 1148.5643475709307, 265.4260698572663, 398.1635094320604, 377.99703250337865, 235.65676424479366, 49.62679024001071  …  1009.322616261843, 3393.9990929381847, 3291.7480908398593, 3274.7870245674962, 1013.5004749379566, 550.8217183934145, 263.9631813208784, 438.27532912694795, 138.7896379384551, 512.0837012937022], [534.1343522863854, 261.96520664192457, 3.6954953650914986, 225.3090948336391, 1145.693845333805, 267.8445655362547, 394.6346770089322, 373.49781510982245, 234.05467389603675, 50.1324267695872  …  1010.8296653697525, 3403.615250329667, 3300.92884352267, 3283.9495843301247, 1017.575020213546, 552.040650167241, 264.7168435181447, 439.44282868602704, 139.03432630300037, 513.7433331409409], [537.1330627617027, 267.3203236195694, 3.7395039025954286, 225.38165899992177, 1161.7641864575198, 273.4452676784442, 394.7571147803212, 373.7414464952509, 235.42845847946035, 50.9145395034318  …  1013.4246642735081, 3389.1948635324916, 3289.6637675518837, 3275.8603164011397, 1017.5361771770574, 553.0267506559443, 265.13426334660323, 439.3024818299376, 139.06385711211362, 515.1234542251383], [542.940141017876, 263.5992073728523, 3.7929968385639485, 225.39731490745194, 1164.7177194645483, 278.45854066657796, 392.6528543441168, 372.3579215817606, 233.37879845469178, 51.57612243415525  …  1012.9076689554201, 3404.107312472816, 3302.3438903985475, 3285.43575195159, 1020.1494903730886, 553.0039393696904, 265.00644792717304, 439.84519339002935, 138.98727476751824, 514.5777281765114]]))

Note that we can equivalently run nsims models for T steps in the single command `Bit.ensemblerun(model, T, nsims)`.

Note that this will use the number of threads specified when activating the Julia environment. To discover the number of threads available, you can use the command

Threads.nthreads()

2

To activate Julia with a specific number of threads, say 8, you can use the command julia -t 8 in the terminal. We can then plot the results of the monte-carlo repetitions using the function plot_data_vector

ps = Bit.plot_data_vector(models)
plot(ps..., layout = (3, 3))