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], [0.845810374783348, 0.8329174045614044, 0.8329174045614044, 0.8329174045614044, 0.8329174045614044, 0.8329174045614044, 0.8329174045614044, 0.8329174045614044, 0.8329174045614044, 0.8329174045614044  …  6.610983373196837, 6.64544792680992, 6.188837828891078, 6.593731202234038, 3.354908002320693, 4.938046918162655, 3.367967316005672, 3.352095789853881, 5.863857507687943, 5.802438688996502], [4.230182168957203, 4.238760097183408, 4.228257729310726, 4.230737532224078, 4.235389381464814, 4.223032197308655, 4.222524825445493, 4.222524825445493, 4.237424073776877, 4.22303671699704  …  26.38585889144475, 25.86991301519137, 25.909466414530037, 25.91780111777227, 25.4873135637317, 25.648879513361496, 25.25164205603919, 25.276442835484687, 25.738281154029224, 25.757062940755997], [7.8158102772687625, 7.810046940421619, 7.810409428221939, 7.810437257947571, 7.8106652595882675, 7.810439830887494, 7.8106652595882675, 7.8106652595882675, 7.810439830887494, 7.810437257947571  …  48.025250261095344, 48.015446159978914, 48.18032703089352, 48.20361080553045, 46.86815537016013, 47.386885296893105, 46.088254847302, 45.99631171799504, 47.73218897001857, 47.73404139453183], [0.2890259876688944, 0.2702905259742844, 0.2702905259742844, 0.2702905259742844, 0.2702905259742844, 0.2702905259742844, 0.2702905259742844, 0.2702905259742844, 0.2702905259742844, 0.2702905259742844  …  8.666705918298005, 8.716788196696568, 8.053263744870062, 8.641635869840727, 3.935129381963101, 11.337587012313522, 3.9541065662031136, 3.9310428062523006, 7.581017532043121, 7.491766575505333], [1, 2, 2, 2, 2, 2, 2, 2, 2, 2  …  494, 65, 472, 152, 309, 0, 318, 271, 72, 74], [0.6673847094133473, 0.6572115412404564, 0.6572115412404564, 0.6572115412404564, 0.6572115412404564, 0.6572115412404564, 0.6572115412404564, 0.6572115412404564, 0.6572115412404564, 0.6572115412404564  …  5.21638105773718, 5.243575233623259, 4.883288097641008, 5.202768272356407, 2.6471823578787697, 3.8963544380637463, 2.6574867789743606, 2.644963388171224, 4.626863130890315, 4.578400754822396], [0.05541012230321423, 0.05456548729027462, 0.05456548729027462, 0.05456548729027462, 0.05456548729027462, 0.05456548729027462, 0.05456548729027462, 0.05456548729027462, 0.05456548729027462, 0.05456548729027462  …  0.4330939985776164, 0.43535181568149844, 0.40543870261871945, 0.4319637867339872, 0.21978432550231894, 0.32349778606639734, 0.2206398578888377, 0.21960009385729024, 0.3841488250281117, 0.3801251994533091], [0.6668187776971799, 0.6572115412404564, 0.6540086116266551, 0.6572115412404564, 0.6572115412404564, 0.6572115412404564, 0.6572115412404564, 0.6572115412404564, 0.6572115412404564, 0.6572115412404564  …  5.078191425330823, 5.243575233623261, 4.883288097641008, 5.177412508606698, 2.6471823578787705, 3.888965077689904, 2.6574867789743615, 2.644963388171224, 4.626863130890317, 4.569717906880547], [0.0552895068131583, 0.05456548729027461, 0.05453508462471982, 0.05456548729027461, 0.05456548729027461, 0.05456548729027461, 0.05456548729027461, 0.05456548729027461, 0.05456548729027461, 0.05456548729027461  …  0.4330939985776163, 0.43535181568149833, 0.4054387026187194, 0.43172310620143745, 0.2197843255023189, 0.3234977860663973, 0.2206398578888377, 0.2196000938572902, 0.38414882502811165, 0.380125199453309]), 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], [3.1001291285763384, 3.1001291285763384, 3.1001291285763384, 3.1001291285763384, 3.1001291285763384, 3.1001291285763384, 3.1001291285763384, 3.1001291285763384, 3.1001291285763384, 3.1001291285763384  …  3.1001291285763384, 3.1001291285763384, 3.1001291285763384, 3.1001291285763384, 3.1001291285763384, 3.1001291285763384, 3.1001291285763384, 3.1001291285763384, 3.1001291285763384, 3.1001291285763384], [15.60430196222635, 15.597923336207074, 15.596087168706546, 15.680900890805368, 15.609752571964743, 15.618176203896144, 15.596087168706546, 15.596087168706546, 15.599898666813223, 15.68003186516906  …  15.663685874375416, 16.088899070861647, 15.596087168706546, 15.730792449055759, 15.596087168706546, 15.596087168706546, 15.625585428322069, 15.597984867967808, 15.598857990321106, 15.596087168706546], [28.856431052385325, 28.856442559791553, 28.85724846931457, 28.85724846931457, 28.857138954520828, 28.8569083898181, 28.85724846931457, 28.85724846931457, 28.855538178820996, 28.856412724721814  …  28.857135310208328, 28.85618212655801, 28.85724846931457, 28.85724846931457, 28.85724846931457, 28.85724846931457, 28.85640172786902, 28.85640321499496, 28.856412724721814, 28.85724846931457], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 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], [2.446149680002135, 2.446149680002135, 2.446149680002135, 2.446149680002135, 2.446149680002135, 2.446149680002135, 2.446149680002135, 2.446149680002135, 2.446149680002135, 2.446149680002135  …  2.446149680002135, 2.446149680002135, 2.446149680002135, 2.446149680002135, 2.446149680002135, 2.446149680002135, 2.446149680002135, 2.446149680002135, 2.446149680002135, 2.446149680002135], [0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385  …  0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385], [2.4461496800021347, 2.4461496800021347, 2.4461496800021347, 2.4461496800021347, 2.4461496800021347, 2.4461496800021347, 2.4461496800021347, 2.4461496800021347, 2.4461496800021347, 2.4461496800021347  …  2.434228335414848, 2.0196897861508347, 2.4461496800021347, 2.404144833637166, 2.4461496800021347, 2.4461496800021347, 2.4461496800021347, 2.4461496800021347, 2.4461496800021347, 2.4461496800021347], [0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385  …  0.20298027565349744, 0.20202709200318064, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385, 0.2030934347597385]), 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], [0.2890259876688944, 0.2702905259742844, 0.2841578700928128, 0.2800396608310681, 0.2812974778016821, 0.31732370798810444, 0.2800396608310681, 0.2698385980447476, 0.2800396608310681, 0.2800396608310681  …  2.701667196547915, 3.0079276728481745, 2.701667196547915, 2.701667196547915, 2.701667196547915, 2.701667196547915, 2.701667196547915, 2.700585297622874, 2.701667196547915, 2.701667196547915], [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], [1, 57, 1, 1, 1, 1, 1, 7, 1, 1  …  1, 1, 1, 1, 1, 1, 1, 10, 1, 2], [11.597069887924498, 618.1830023929882, 11.401738318580888, 11.236496566423073, 11.286966046458684, 12.732506333822123, 11.236496566423073, 75.79027663417628, 11.236496566423073, 11.236496566423073  …  12.44723255645506, 13.858248456648457, 12.44723255645506, 12.44723255645506, 12.44723255645506, 12.44723255645506, 12.44723255645506, 124.4224798709738, 12.44723255645506, 24.89446511291012], [11.597069887924498, 609.0165756235709, 11.401738318580888, 11.236496566423073, 11.286966046458684, 12.732506333822123, 11.236496566423073, 89.76676685436503, 11.236496566423073, 11.236496566423073  …  12.44723255645506, 13.858248456648457, 12.44723255645506, 12.44723255645506, 12.44723255645506, 12.44723255645506, 12.44723255645506, 124.4224798709738, 12.44723255645506, 24.89446511291012], [11.597069887924498, 609.0165756235709, 11.401738318580888, 11.236496566423073, 11.286966046458684, 12.732506333822123, 11.236496566423073, 89.76676685436503, 11.236496566423073, 11.236496566423073  …  12.452611205864835, 13.858248456648457, 12.44723255645506, 12.44723255645506, 12.44723255645506, 12.44723255645506, 12.44723255645506, 124.50413652291299, 12.44723255645506, 24.89446511291012], [1.0555097315602522, 1.0555097315602522, 1.0555097315602522, 1.0555097315602522, 1.0555097315602522, 1.0555097315602522, 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1205.0740443180925, 263.2371087938785, 422.1804004137282, 402.91735603807683, 248.4902191762739, 49.95773385782525  …  1046.0500969525592, 3562.0882190756856, 3445.711080748396, 3422.1474896614427, 1050.7335718238694, 571.4048441517813, 273.1336281948061, 455.5317370191898, 143.43114629986508, 528.6442858452331], [546.5422654831001, 270.98523462481694, 3.5142254524558236, 219.51619914998844, 1208.4138115468554, 264.85676206370476, 427.6019000088786, 408.41729648749765, 251.7141653199139, 50.26511531846654  …  1054.0091466687932, 3602.195984456841, 3481.6044713140773, 3456.9566440053604, 1058.8326369033753, 576.0260918136789, 275.27944721372336, 459.5393026032969, 144.4427682918449, 532.5906518411488], [550.975594579933, 274.20746529202637, 3.648402810028938, 220.90411462714746, 1223.7602357134147, 266.531348270654, 433.2388991717273, 413.693787720048, 253.3541683782259, 50.582922076154546  …  1064.4043077192566, 3675.3488929849614, 3546.4876431117546, 3509.892546893595, 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270.9827596708044, 436.1336617896741, 414.9107215733079, 257.45946318672407, 51.24882436882433  …  1076.199755296691, 3675.597570021342, 3553.854090945216, 3527.9005680085365, 1079.1085296790802, 587.3542284771886, 281.0109382464219, 469.25204076349434, 147.69712378951348, 543.4420462336848], [555.1686619280109, 276.94141351038695, 3.685527767314543, 222.4063910894218, 1234.6025073048272, 270.63461306483754, 436.8740235202638, 417.51365361782746, 255.35232428800094, 51.18298215699656  …  1077.373603503533, 3714.821768195645, 3585.6336825762646, 3555.7002797563105, 1086.0858667158695, 588.8800554825422, 281.4126596587539, 471.12441814282005, 147.55187639880873, 543.7958433040185], [565.4502074926417, 282.2704037882529, 3.6458565228709654, 226.6701999319382, 1256.5471624221764, 275.08437480127554, 447.1415614689031, 426.88073271982876, 262.3288874953112, 50.853665621368236  …  1099.1760253180234, 3824.3813532589866, 3679.48801073134, 3650.6771623538857, 1111.6201481268938, 602.0734636814361, 287.15380067641746, 482.066610707879, 150.23439187984715, 554.3524004001816]], [[518.0834390395164, 258.24326637797435, 3.3621685784258726, 191.50743866702484, 1143.2214946704423, 245.15606232380716, 403.48993929545054, 384.7628088630399, 236.96603753924677, 46.741075546466895  …  998.4526557261888, 3385.10708496425, 3275.9826797634414, 3256.1983726130716, 1000.8740113003424, 544.8396657162824, 260.68690436538697, 434.1059751134285, 136.99722836422484, 504.90462950861706], [520.9909258709438, 259.6925288706933, 3.3810370851763216, 192.58217936338272, 1149.6372593729802, 246.531879362415, 405.75432683752285, 386.9220996561723, 238.295892118112, 47.00338669443577  …  1004.0559769860032, 3404.1043227272494, 3294.367510822808, 3274.4721740425107, 1006.4909212196573, 547.8973086246261, 262.1498805666204, 436.5421800004758, 137.76605748979873, 507.73815679554355], [518.1972956095387, 258.3695425184361, 3.363951424467688, 191.69618120459708, 1142.462633039883, 245.2860604203171, 403.12444859496367, 384.2293110695807, 236.8633042011985, 46.76586078241935  …  998.322238052985, 3365.343903847625, 3259.3322024934146, 3242.0016204832586, 998.0433909621447, 544.0454650363064, 260.45161738400617, 433.05867316192774, 137.05271342760867, 504.8661761851994], [526.8302866849089, 262.2851361955562, 3.4307334729248415, 198.34898425197673, 1157.652998845083, 249.7434554120132, 407.3095098403422, 388.21044021038966, 239.13291372189974, 47.6410273715388  …  1011.7050997929505, 3428.922544422882, 3319.116051215419, 3298.7660426567063, 1015.0186959868117, 552.0613704754577, 264.1534978455733, 439.85649740432837, 138.84271268648297, 511.6189000253965], [527.053295317902, 262.6150886641767, 3.456833783781708, 199.8579823096739, 1164.3709722184697, 251.64345197897595, 411.7054198752919, 392.24879050324444, 242.4112630273991, 48.00347045659652  …  1017.244960843234, 3400.345358654409, 3296.567000546796, 3282.702080681127, 1011.9506413689276, 553.3276785478033, 265.0159306295151, 439.7057127705226, 139.70897841214403, 514.3136129866047], [525.8894941800205, 262.53836987294045, 3.459913013179722, 189.4267012118855, 1167.781502318454, 251.86760736613593, 413.47952165693005, 395.4540753723672, 242.75121416191084, 48.04623030757059  …  1017.2093552817299, 3434.0131798747448, 3325.168169521599, 3305.9546281839444, 1015.9352172989634, 554.2585754951853, 265.12245508674783, 441.26707488609475, 139.6890679071698, 513.5326734506228], [524.9109847714507, 262.37255890007634, 3.4444283594660736, 199.13135888117304, 1161.292701888097, 250.74038750052273, 411.52300806231676, 393.2296953238825, 241.18338141170824, 47.83120200029093  …  1012.4633103703952, 3407.490500355488, 3300.3120990911293, 3282.642302889955, 1009.9583965274189, 551.2602428098268, 263.72282282849955, 438.5874252576662, 139.06042282687963, 511.1668160599888], [532.2708996003481, 265.77378195490263, 3.4936556935910663, 208.2039324933579, 1170.9229430785952, 253.92748748897014, 407.34026821109177, 387.840460571542, 239.6332518697146, 48.41966103610091  …  1017.3836407361598, 3400.948062135903, 3298.9418151173813, 3284.1481401968294, 1015.3911318693662, 553.5925234769276, 265.2999310309025, 440.13088261791836, 139.8980790700379, 514.8526560204207], [536.3897769883612, 265.01714667982424, 3.5174240265324155, 212.9733507756754, 1172.5749132423975, 256.9638605728058, 410.5996447380748, 391.7164304002255, 241.9028840061614, 48.76718262252134  …  1020.6495179933085, 3430.4146797060453, 3324.9174080063217, 3307.9213037051727, 1020.5715571907721, 556.4060101875195, 266.27609604845054, 442.38156938904973, 140.08400693240512, 516.3224911207016], [532.8261531339101, 263.81779108919466, 3.459499644640197, 209.97624931573856, 1175.902169708612, 256.86478672246426, 411.96045271713785, 393.1637192024443, 242.47488298206162, 48.74838016313287  …  1020.7278004452095, 3475.8588364375587, 3362.29890200135, 3339.3057274193247, 1025.2978999249185, 557.5725402004692, 266.521735763051, 444.5044356051245, 139.95903150768135, 515.8471096945996], [530.0857916321587, 262.8258264523258, 3.408411569583404, 212.90653175678707, 1172.0282810092303, 256.88188316702167, 414.7267393296038, 396.1197872473327, 244.13501208491667, 48.751624765047204  …  1022.2727649536905, 3493.733294985269, 3376.772811331002, 3352.8671339916573, 1026.9510191362247, 558.6818552997594, 266.99073962260917, 445.70250169259896, 140.09357374739125, 516.5542632783486], [531.3998836963796, 264.46509899581815, 3.518778051149508, 213.05557265275115, 1180.2810384480988, 257.0617081151256, 417.8462764909328, 398.99558681533455, 244.35270261439848, 48.785752350399946  …  1026.586895848214, 3544.766761883275, 3420.4838465069606, 3385.188944036711, 1036.0785633822088, 561.7954765340867, 268.1150553447043, 449.03153647587203, 140.48845051755788, 517.9743568911267], [536.181509951734, 267.659926230409, 3.5448145251266894, 214.63203351286558, 1189.0142850742322, 258.9637833175337, 421.6297611177558, 403.36304803271054, 246.84073981002555, 49.03729188130957  …  1035.4585604954116, 3496.811289643842, 3381.521549790553, 3362.577916523331, 1032.8339387524477, 563.5051448367249, 269.39908867614463, 448.61574484631194, 141.93419659182277, 522.1985532842596], [536.5250093669342, 268.022102136463, 3.5182648173921507, 216.46614153343597, 1180.108887757349, 258.3522083211302, 415.8515342366541, 397.6454950284558, 243.39692822820302, 48.860108169361055  …  1027.0374234831738, 3442.416052348552, 3335.295832964128, 3317.737152417368, 1022.5972600696673, 557.8860752098266, 266.8482981642618, 443.66533128818674, 140.9680290486114, 517.5815039750414], [528.7426910935816, 265.4530320670633, 3.5318066547723967, 217.29932193318427, 1184.6511389744815, 259.3466086217038, 417.40583876378366, 397.0942234537109, 246.40401004165878, 49.04817122701945  …  1029.987136726969, 3517.765357476038, 3401.249611387402, 3376.410547221143, 1032.7710067127746, 562.1329098582796, 268.9441716083628, 449.1020960472473, 141.35492680244198, 520.1063412460703], [529.2361454865988, 264.0051866451588, 3.5133728602107293, 212.0175529054151, 1176.9329160348432, 257.9929835309481, 416.46717498090186, 398.01114847037, 243.42454665560624, 48.79217082824263  …  1027.0483409259034, 3541.2985072714887, 3418.144934015837, 3389.6097521582847, 1035.3536450922954, 561.3728441284527, 268.26757614831536, 449.1176973797817, 140.65957190996227, 518.3945632708858], [535.7129267361609, 267.42567628533504, 3.4541192883950633, 214.74951215928127, 1190.4647819445013, 260.61756379512167, 423.6261856230724, 404.4308829714097, 248.53289330410718, 48.17924847191716  …  1041.3698637275695, 3623.255417650952, 3485.9820811811246, 3458.6864082792104, 1053.1595445204455, 570.4101494085254, 272.0522531345563, 456.71451081297823, 142.33349763414398, 525.198758310583]]))
 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], [0.8011979467682971, 0.8004936733184268, 0.8003907899925186, 0.8011723216993102, 0.7995324944785309, 0.7995324944785309, 0.7999616422355247, 0.7999616422355247, 0.8010944704087176, 0.7998008137374852  …  4.887051593623857, 6.251366357533539, 3.5818577746642832, 4.887051593623857, 4.887051593623857, 4.887051593623857, 4.887051593623857, 4.3405507910759695, 4.3405507910759695, 4.887051593623857], [4.226336643629103, 4.242263003539923, 4.233411183657493, 4.256162813455315, 4.279236970765338, 4.2259839590206125, 4.2296864845559785, 4.233525419145802, 4.234564387529916, 4.24983922279814  …  25.739748437301692, 26.238457428014136, 25.687287957678443, 25.703623758980033, 25.783489055368253, 25.844938237132403, 25.740448816093156, 25.617824855076996, 25.550503961735487, 26.469043234328584], [7.803844452129155, 7.803270707120986, 7.803177863750521, 7.802885211752084, 7.802057717597448, 7.802649776329873, 7.802928928096223, 7.799534157847299, 7.803770225624232, 7.802312058363045  …  47.410834030582734, 47.73868695720927, 47.31659496091924, 47.41126926197284, 47.41351991107305, 47.4148553211087, 47.4068097178908, 47.20011356557199, 46.88265656067258, 47.413214465427416], [0.2703539573509936, 0.26932572284139367, 0.2691755138761389, 0.27031654492227286, 0.26792240818675167, 0.26792240818675167, 0.2685489610314453, 0.2685489610314453, 0.2702028825605597, 0.26831415250381757  …  11.337587012313522, 8.227563254553452, 7.872906621432944, 11.337587012313522, 11.337587012313522, 11.337587012313522, 11.337587012313522, 5.437785353264619, 5.437785353264619, 11.337587012313522], [1, 2, 3, 4, 5, 6, 7, 8, 9, 10  …  0, 165, 0, 0, 0, 0, 0, 569, 569, 0], [0.6321833768278073, 0.6316276714998732, 0.6315464916508055, 0.6321631574267107, 0.6308692555713353, 0.6308692555713353, 0.6312078736110704, 0.6312078736110704, 0.6321017290469005, 0.6310809722586757  …  3.8561166958186432, 4.932626087765308, 2.826256548007672, 3.8561166958186432, 3.8561166958186432, 3.8561166958186432, 3.8561166958186432, 3.424901508376652, 3.424901508376652, 3.8561166958186432], [0.05248750493381804, 0.05244136707697015, 0.05243462705835428, 0.05248582620268761, 0.052378399018571074, 0.052378399018571074, 0.05240651303846267, 0.05240651303846267, 0.05248072606480587, 0.05239597695731269  …  0.32015701696042514, 0.40953502671548425, 0.23465209612462426, 0.32015701696042514, 0.32015701696042514, 0.32015701696042514, 0.32015701696042514, 0.2843550485632655, 0.2843550485632655, 0.32015701696042514], [0.6321833768278075, 0.6316276714998734, 0.6315464916508057, 0.6321631574267107, 0.6308692555713354, 0.6308692555713354, 0.6312078736110707, 0.6312078736110707, 0.6321017290469007, 0.6310809722586761  …  3.856116695818645, 4.9326260877653105, 2.826256548007673, 3.856116695818645, 3.8345562652475196, 3.856116695818645, 3.856116695818645, 3.4249015083766525, 3.4249015083766525, 3.856116695818645], [0.05248750493381804, 0.05244136707697013, 0.052434627058354256, 0.0524858262026876, 0.05237839901857106, 0.05237839901857106, 0.05240651303846266, 0.05240651303846266, 0.05248072606480585, 0.05239597695731267  …  0.3201570169604251, 0.40953502671548425, 0.2346520961246242, 0.3201570169604251, 0.31882160692477346, 0.3201570169604251, 0.3201570169604251, 0.28435504856326543, 0.28435504856326543, 0.3201570169604251]), 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], [2.952091674155688, 2.952091674155688, 2.952091674155688, 2.952091674155688, 2.952091674155688, 2.952091674155688, 2.952091674155688, 2.952091674155688, 2.952091674155688, 2.952091674155688  …  2.952091674155688, 2.952091674155688, 2.952091674155688, 2.952091674155688, 2.952091674155688, 2.952091674155688, 2.952091674155688, 2.952091674155688, 2.952091674155688, 2.952091674155688], [15.614692721706216, 15.679004944820575, 15.609044938047731, 15.628977568425821, 15.642753997032386, 15.752251732927002, 15.641011205508972, 16.09850237949045, 15.828554868282275, 15.763368310242763  …  15.650759548550392, 15.650130029726009, 15.64157719076257, 15.61684648891334, 15.611581553936471, 15.75398307936355, 15.747252070150502, 15.666734192868045, 15.603483469020201, 15.608889549351357], [28.809507556136815, 28.803807065199937, 28.809507556136815, 28.809094558308153, 28.809401991161238, 28.809507556136815, 28.808378302098443, 28.67151443615588, 28.66743353347532, 28.80677270879655  …  28.809507556136815, 28.809507556136815, 28.807321514085146, 28.80732725579889, 28.807313344870938, 28.809507556136815, 28.809507556136815, 28.809507556136815, 28.809507556136815, 28.809507556136815], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 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], [2.329341070831168, 2.329341070831168, 2.329341070831168, 2.329341070831168, 2.329341070831168, 2.329341070831168, 2.329341070831168, 2.329341070831168, 2.329341070831168, 2.329341070831168  …  2.329341070831168, 2.329341070831168, 2.329341070831168, 2.329341070831168, 2.329341070831168, 2.329341070831168, 2.329341070831168, 2.329341070831168, 2.329341070831168, 2.329341070831168], [0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236  …  0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236], [2.3293410708311675, 2.3163171920443597, 2.3293410708311675, 2.3293410708311675, 2.3293410708311675, 2.3293410708311675, 2.3293410708311675, 2.3293410708311675, 2.3293410708311675, 2.3293410708311675  …  2.3293410708311675, 2.3293410708311675, 2.3293410708311675, 2.3293410708311675, 2.3293410708311675, 2.3293410708311675, 2.3293410708311675, 2.3293410708311675, 2.3293410708311675, 2.3293410708311675], [0.19339531128022236, 0.1925886382234094, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236  …  0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236, 0.19339531128022236]), 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], [0.2703539573509936, 0.26932572284139367, 0.2691755138761389, 0.27031654492227286, 0.26792240818675167, 0.26792240818675167, 0.2685489610314453, 0.2685489610314453, 0.2702028825605597, 0.26831415250381757  …  2.5976736588834366, 2.6128812247688447, 2.5876432251389274, 2.627462019048516, 2.914821786438816, 2.5934951766866887, 2.6226712712354074, 2.5921577253428216, 2.5902362305497575, 2.6673220655025096], [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, 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8.114973344694132, 4.057486672347063, 20.287433361735292, 4.057486672347061, 4.057486672347061, 4.057486672347065, 12.172460017041203, 52.747326740511845, 36.51738005112358, 16.22994668938825], [76.52869716541348, 76.56351283580534, 76.56859960987164, 76.54458946106597, 76.61103559571515, 76.61103559571515, 76.58981760279337, 76.58981760279337, 76.53381079947735, 1072.3687703602604  …  22.000833944859263, 11.000416972429631, 55.002084862148145, 11.000416972429631, 11.000416972429631, 11.000416972429631, 33.00125091728888, 143.00542064158518, 99.00375275186667, 44.001667889718526], [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, 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2.789034776983999, 2.7955571044193768, 2.7955571044193768, 2.812774196092751, 39.1035789270722  …  1.6703710999981425, 0.8400749783669176, 4.159803181585872, 0.8447628915881359, 0.9371527591739792, 0.8338421141368652, 2.529667813325349, 10.834357381873547, 7.495148888687502, 3.430313640334503], [244.76146371945754, 244.72663619630669, 244.72154769087024, 244.74557357746608, 244.6790972612175, 244.6790972612175, 244.7003224760439, 244.7003224760439, 244.7563483436088, 3425.6931528524724  …  176.87089661352528, 88.52059504287445, 442.02920401936456, 88.58553288977933, 89.41043430424972, 88.43084301699162, 265.6009143817526, 1149.357767382052, 795.6338595181414, 354.1562044296908], [1.0505646971042677, 1.0505646971042673, 1.0505646971042675, 1.0505646971042668, 1.050564697104267, 1.0505646971042673, 1.0505646971042673, 1.0505646971042673, 1.0505646971042673, 1.0505646971042668  …  1.0505646971042675, 1.0505646971042673, 1.050564697104267, 1.0505646971042677, 1.0505646971042675, 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137.61690121491972, 506.2977132688029], [519.8785234717352, 260.31279310425805, 3.3765640420613408, 192.29864467243408, 1166.7213856506387, 246.51288212761085, 415.64466366881436, 397.1574656650473, 241.77450966673746, 46.417403979440785  …  1003.7385960674291, 3349.504056408319, 3248.110956103835, 3234.773853777248, 996.280658541356, 546.3972481826834, 261.2879324302081, 433.4625975456242, 137.9407267199535, 506.700708029844], [521.5634992353683, 261.0578889350302, 3.3647168255086966, 191.62393403231732, 1171.1153301998347, 246.91300816353444, 419.1709799558438, 401.5658956932975, 243.09919269818735, 46.537202396519035  …  1001.6821119911077, 3300.4197711284346, 3205.6406373843947, 3197.7535835533013, 987.5665887711077, 544.0499590809751, 260.19768068009415, 430.2993358058719, 137.79362732613737, 505.32525963038546], [521.5620763955551, 262.57733610020045, 3.364707646467091, 191.62341127686588, 1173.2269148819626, 246.91233457794246, 422.01278424000503, 406.3208421047862, 243.88684858978806, 46.77656681587557  …  1003.9162072518036, 3308.4982894770455, 3214.4416340969215, 3205.751484401095, 988.9492327157966, 545.1618345562607, 260.85787609360153, 431.5457165503378, 138.32271685692413, 506.331001177069], [522.9390823643515, 265.24327516650743, 3.1617800547764676, 192.7234017659943, 1183.5400089538634, 248.32970429218793, 427.17200729883683, 411.63960083171315, 247.433858024563, 47.04508191154517  …  1012.822179620396, 3334.5533729431036, 3240.075840392118, 3231.695355104771, 996.1097144527978, 549.6980176337411, 263.12428228186974, 435.23632544934753, 139.63139229447967, 510.7096461578089], [528.7314180074027, 269.47040334241956, 3.4095793114019752, 194.25171039604766, 1180.0506241991022, 250.29897437921744, 425.93300698000763, 409.50855602347133, 247.2413640951117, 47.41815235357837  …  1023.458996119487, 3373.4017289957105, 3277.340036026855, 3266.232526683494, 1007.1692526880295, 554.1492194729768, 265.4724852104998, 439.68556345002605, 141.1837236839857, 515.3474521676516], [517.6366896910607, 265.99147767345033, 3.301973250028842, 191.7438755720531, 1166.2945554566822, 247.06755632334279, 414.12494440490855, 395.75420835788856, 241.99674353209244, 46.80597296262562  …  1009.7045001541333, 3342.790520762711, 3245.8482343223714, 3233.1091659314575, 996.3169981535485, 546.6340094613345, 262.10979211245524, 434.5730960815691, 139.24063807520275, 508.5909963343633], [511.5335504687829, 260.8227084340192, 3.087886426896495, 191.51287299975715, 1176.151519207676, 246.76990279531594, 414.8796497988402, 394.86663659415706, 242.73032577363966, 46.749583677069964  …  1007.7186600174839, 3387.5897271505255, 3283.0649657335243, 3266.0957949406584, 1001.3675095957942, 548.1591448510326, 262.8288299089108, 437.00944435239404, 138.83902433384634, 508.9078401170548], [514.1754624412662, 258.93036469345157, 3.356326089093298, 139.21839229054268, 1173.9333566115936, 246.30450717300005, 415.7288666658591, 397.813690427003, 242.01304030325076, 46.66141631410574  …  1008.4246404864791, 3426.384186078275, 3314.558971583612, 3293.2662348885237, 1006.5902737845247, 549.3567108572219, 263.1522708943762, 438.8391628030923, 138.5642065725407, 509.0017360147301], [513.2577598072102, 259.1227998484495, 3.0855825152602403, 165.67006380497767, 1181.1435695071116, 247.8172914582757, 420.3764017434906, 400.86625465252575, 245.23791397344982, 46.94800732349845  …  1016.2167998981358, 3440.2841888158464, 3328.3916933423584, 3309.2686293956262, 1010.5710377904466, 552.7900897660878, 265.00896013521077, 441.4794850070085, 139.87232129865245, 512.9440039275576], [508.20610978288147, 256.81975136118416, 3.3355694524846067, 190.0058186447748, 1146.5430330392796, 244.91026811640916, 415.07203206758254, 395.54564046510063, 243.42834277425834, 46.39728323019397  …  1004.6336538999807, 3361.6875389020047, 3257.351281846072, 3243.1129627744385, 994.022620888543, 545.179340395131, 261.45563535258077, 434.27793174092585, 138.27489363773483, 506.82944197471863], [511.3324276985434, 255.68662536861638, 2.971318279174918, 108.51866710066622, 1144.2897946623625, 245.1548460871932, 421.66740050636975, 397.9618633568854, 244.85934021177084, 46.443617561006675  …  1005.6115218939112, 3386.895558619084, 3280.63064548438, 3264.0953529722497, 997.8345186005927, 547.1402966953121, 262.4709355028126, 436.4820571912889, 138.49444115005525, 508.1362397643086], [503.5468582723812, 258.9879964677517, 3.33761038858811, 190.0614991396278, 1148.3037619897143, 245.08703978839986, 417.9934672096358, 396.9631970895719, 241.5425502012667, 46.430771925443494  …  1007.9396849959056, 3430.890279165486, 3317.966136915422, 3296.587362759495, 1006.9021965722162, 549.4098580665961, 263.2305992447925, 439.03442360752376, 138.7168197968077, 509.05510573822016]]))

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))