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], [0.8238877613563406, 0.8238877613563406, 0.7954081821056604, 0.7954081821056604, 0.7954081821056604, 0.8215773185651429, 0.8215773185651429, 0.8215773185651429, 0.8215773185651429, 0.8215773185651429  …  4.9123410416833915, 14.0277034935694, 9.97054720453604, 4.9123410416833915, 3.3618921363752907, 5.328154994080873, 4.365531156090055, 4.9123410416833915, 4.9123410416833915, 6.349016966300921], [4.236836661668143, 4.212420788875838, 4.210081060020307, 4.210582384288427, 4.210081060020307, 4.2114787702716665, 4.2114787702716665, 4.270465937394967, 4.2114787702716665, 4.2114787702716665  …  25.571012561711157, 26.00067423801794, 26.547645379018864, 25.5887304388854, 25.459007458006162, 25.58842272937375, 25.64596220472714, 25.980221051878264, 25.623871491712737, 25.919430033303016], [7.812246011849497, 7.81202675974574, 7.806031676585942, 7.805811043773292, 7.806031676585942, 7.810757746270367, 7.810757746270367, 7.810672487000412, 7.810757746270367, 7.810757746270367  …  47.39140720054189, 48.5121878154471, 49.879365643465704, 47.39140720054189, 46.48925434567152, 47.418647705795365, 47.211891711389015, 47.143813851824035, 47.39140720054189, 48.046226751893585], [0.27814202887542183, 0.27814202887542183, 0.23664272346134826, 0.23664272346134826, 0.23664272346134826, 0.27477534391881864, 0.27477534391881864, 0.27477534391881864, 0.27477534391881864, 0.27477534391881864  …  11.337587012313522, 19.51821495548556, 13.606288853304692, 11.337587012313522, 3.976420636648425, 6.841580340660706, 5.438883330988607, 11.337587012313522, 11.337587012313522, 8.32913963350951], [1, 1, 2, 2, 2, 3, 4, 5, 6, 7  …  0, 511, 516, 0, 234, 120, 565, 0, 0, 161], [0.6500867222666276, 0.6500867222666276, 0.6276149764840127, 0.6276149764840127, 0.6276149764840127, 0.6482636727548329, 0.6482636727548329, 0.6482636727548329, 0.6482636727548329, 0.6482636727548329  …  3.876071276003073, 11.068526822209323, 7.867237086676547, 3.876071276003073, 2.652693172613958, 4.204168308227218, 3.4446122073027983, 3.876071276003073, 3.876071276003073, 5.009677073540872], [0.05397394378446797, 0.05397394378446797, 0.05210821002608449, 0.05210821002608449, 0.05210821002608449, 0.05382258371434867, 0.05382258371434867, 0.05382258371434867, 0.05382258371434867, 0.05382258371434867  …  0.32181376113351307, 0.9189728447242128, 0.6531833334094845, 0.32181376113351307, 0.22024186508055646, 0.3490542663869856, 0.2859915443096839, 0.32181376113351307, 0.32181376113351307, 0.41593224332112116], [0.6500867222666276, 0.6500867222666276, 0.6276149764840128, 0.6276149764840128, 0.6276149764840128, 0.6482636727548328, 0.6482636727548328, 0.6482636727548328, 0.6482636727548328, 0.6482636727548328  …  3.8760712760030716, 11.06852682220933, 7.867237086676548, 3.8760712760030716, 2.58899374450347, 4.195948746073884, 3.4446122073027987, 3.8095120708247383, 3.8760712760030716, 5.000176318452643], [0.05397394378446799, 0.05397394378446799, 0.05210821002608451, 0.05210821002608451, 0.05210821002608451, 0.053822583714348685, 0.053822583714348685, 0.053822583714348685, 0.053822583714348685, 0.053822583714348685  …  0.3218137611335132, 0.8470133757875434, 0.6531833334094846, 0.3218137611335132, 0.22023964105597407, 0.3490542663869857, 0.285991544309684, 0.3218137611335132, 0.3218137611335132, 0.4159322433211213]), 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], [3.0334871672641435, 3.0334871672641435, 3.0334871672641435, 3.0334871672641435, 3.0334871672641435, 3.0334871672641435, 3.0334871672641435, 3.0334871672641435, 3.0334871672641435, 3.0334871672641435  …  3.0334871672641435, 3.0334871672641435, 3.0334871672641435, 3.0334871672641435, 3.0334871672641435, 3.0334871672641435, 3.0334871672641435, 3.0334871672641435, 3.0334871672641435, 3.0334871672641435], [15.597378206197396, 15.563221381292216, 15.549926362544182, 15.555159637224182, 15.669362096021253, 15.555159637224182, 15.560603976641161, 15.549926362544182, 15.551271877306279, 15.549926362544182  …  15.549926362544182, 15.621758731786061, 15.549926362544182, 15.60289741755596, 15.549926362544182, 15.549926362544182, 15.584509998749729, 15.581897170228512, 15.566559673327726, 15.555159637224182], [28.839444388874615, 28.839340612285447, 28.839444388874615, 28.839444388874615, 28.838667201878764, 28.839444388874615, 28.839444388874615, 28.839444388874615, 28.839444388874615, 28.839444388874615  …  28.839444388874615, 28.839444388874615, 28.839444388874615, 28.823962974652275, 28.839444388874615, 28.839444388874615, 28.826130283373413, 28.83732887979711, 28.83753593182832, 28.839444388874615], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 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], [2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971  …  2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971], [0.1987276344137914, 0.1987276344137914, 0.1987276344137914, 0.1987276344137914, 0.1987276344137914, 0.1987276344137914, 0.1987276344137914, 0.1987276344137914, 0.1987276344137914, 0.1987276344137914  …  0.1987276344137914, 0.1987276344137914, 0.1987276344137914, 0.1987276344137914, 0.1987276344137914, 0.1987276344137914, 0.1987276344137914, 0.1987276344137914, 0.1987276344137914, 0.1987276344137914], [2.393565995394971, 2.393565995394971, 2.393565995394971, 2.3890266440603583, 2.367378467764685, 2.3890266440603583, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971  …  2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.393565995394971, 2.3876446697611104, 2.393565995394971, 2.3890266440603583], [0.1987276344137915, 0.1987276344137915, 0.1987276344137915, 0.1987276344137915, 0.19872756695928023, 0.1987276344137915, 0.1987276344137915, 0.1987276344137915, 0.1987276344137915, 0.1987276344137915  …  0.1987276344137915, 0.1987276344137915, 0.1987276344137915, 0.1987276344137915, 0.1987276344137915, 0.1987276344137915, 0.1987276344137915, 0.19846322959331672, 0.1987276344137915, 0.1987276344137915]), 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], [0.27814202887542183, 0.23664272346134826, 0.27477534391881864, 0.27477534391881864, 0.27477534391881864, 0.27477534391881864, 0.27477534391881864, 0.27477534391881864, 0.27477534391881864, 0.27477534391881864  …  2.5302924539723533, 2.9678804411315816, 2.650879989222177, 2.650879989222177, 2.7199003271525597, 2.6634471208037116, 2.690398141674684, 2.650879989222177, 2.667629686716746, 2.676615347878901], [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, 3, 1, 1, 1, 1, 1, 1, 1, 1  …  15, 2, 1, 1, 2, 1, 6, 1, 11, 1], [22.320709453522472, 28.48562744739026, 11.025267632873058, 11.025267632873058, 11.025267632873058, 11.025267632873058, 11.025267632873058, 11.025267632873058, 11.025267632873058, 11.025267632873058  …  174.86501659427466, 27.34748239733017, 12.21324363980237, 12.21324363980237, 25.062473975850917, 12.27114344684108, 74.37187981184877, 12.21324363980237, 135.19454890759184, 12.331812645834399], [22.320709453522472, 33.03978880906174, 11.025267632873058, 11.025267632873058, 11.025267632873058, 11.025267632873058, 11.025267632873058, 11.025267632873058, 11.025267632873058, 11.025267632873058  …  174.86501659427466, 27.34748239733017, 12.21324363980237, 12.21324363980237, 25.062473975850917, 12.27114344684108, 73.8667841028346, 12.21324363980237, 135.19454890759184, 12.331812645834399], [22.320709453522472, 33.03978880906174, 11.025267632873058, 11.025267632873058, 11.025267632873058, 11.025267632873058, 11.025267632873058, 11.025267632873058, 11.025267632873058, 11.025267632873058  …  174.86501659427466, 27.34748239733017, 12.21324363980237, 12.21324363980237, 25.062473975850917, 12.27114344684108, 73.8667841028346, 12.21324363980237, 135.19454890759184, 12.331812645834399], [1.0526073614935798, 1.0526073614935798, 1.0526073614935798, 1.0526073614935798, 1.0526073614935798, 1.0526073614935798, 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432.39108340608163, 405.3952801678565, 252.3163855086404, 50.34197340681612  …  1060.1794627619388, 3665.9040780372125, 3536.7690440936676, 3505.4179195396305, 1068.987871427244, 579.3035502925942, 276.86172567229437, 463.9876074518572, 145.20589887401323, 534.9306955215787], [540.9053734372395, 272.8029116827091, 3.489112762311092, 209.2307398182068, 1205.5154923658356, 263.7908962311917, 431.95898250484197, 408.9673801741387, 252.28535728606295, 50.29166521843251  …  1059.7387868061164, 3676.365406551429, 3543.563525351131, 3511.4973428077146, 1068.3372242924715, 578.9421102681029, 276.62443890496513, 464.0351128242873, 144.9720415646999, 534.1701736368269], [530.1464040473782, 269.77669444737603, 3.21161144806638, 155.3062158813274, 1196.6544004913162, 264.0056477385583, 431.9941309107287, 408.86282893847556, 254.78277202453404, 50.33260753701836  …  1062.665868712868, 3727.150724208357, 3600.3094172077176, 3560.5288771767655, 1076.2300424259238, 581.8527322886595, 277.7433010892471, 468.1076617439839, 145.25951709287628, 535.1053178366069], [525.103123825563, 269.07251012092036, 3.6572174111222466, 200.62785431038208, 1231.8623014077402, 266.5821267042212, 439.3496867772294, 415.5803179971058, 260.22115698006, 50.82381257644499  …  1076.3041415498, 3855.935885328362, 3701.6492180460978, 3652.6180083954305, 1097.2766951348049, 591.560417136312, 282.0294566599009, 477.51126111088706, 146.94501661735939, 542.1797086107445], [521.0247565282705, 265.50042124103186, 3.6221603218555067, 210.4165767969506, 1224.976761657052, 265.0920560785132, 437.96953520219677, 413.3858662445605, 257.02199449089034, 49.370632096358804  …  1074.2494944977598, 3877.0651206917846, 3713.821104974942, 3662.755012581338, 1095.3581163262609, 589.0686719548904, 281.10573563985406, 477.3257265734414, 146.48264806751897, 540.1057453193736], [514.2108747769968, 262.66230622310053, 3.6405101999429714, 210.62635438631963, 1226.1980184420672, 265.35634311013166, 442.2721812026771, 416.00968415273223, 262.3183958120149, 50.598853271660005  …  1079.916271342981, 3954.2201595351326, 3780.7338898894536, 3722.9512616872757, 1105.2934518099462, 594.2665371245796, 283.2448322335367, 482.7279498516448, 146.99426886104652, 542.7670571309898], [518.3891551096555, 265.01324378957884, 3.635463508930801, 163.31585307276617, 1205.4609274088357, 266.448155750747, 444.15979555766944, 417.2478140145229, 258.91142361662406, 50.807043009862355  …  1090.997519319803, 4042.979786651381, 3861.2282354088447, 3795.8858998706437, 1125.441671936811, 600.7596714054428, 286.2927984017675, 489.86461101425056, 148.2392702164617, 547.8693283755854], [514.0775937447205, 266.5018174842879, 3.6581362551107217, 211.5804478226426, 1219.6309941287204, 266.6431432539648, 446.4169049726638, 420.48256576640756, 263.5506737442774, 50.844223745583236  …  1094.2441752745199, 3960.9671369435537, 3788.422368644341, 3736.155263284276, 1114.574152323426, 600.023338661403, 285.86244121412466, 485.74196914563095, 148.7385575020736, 549.2194207831792]], [[518.0834390395164, 258.24326637797435, 3.3621685784258726, 191.50743866702484, 1143.2214946704423, 245.15606232380713, 403.48993929545054, 384.7628088630399, 236.96603753924677, 46.741075546466895  …  998.4526557261888, 3385.10708496425, 3275.9826797634423, 3256.198372613072, 1000.8740113003423, 544.8396657162824, 260.686904365387, 434.10597511342854, 136.99722836422484, 504.9046295086171], [518.4216465827743, 258.4118489152709, 3.364363419428775, 191.63245571151344, 1143.9677955632656, 245.31610146674333, 403.7533396105647, 385.0139840107417, 237.1207301917282, 46.77158836185261  …  999.104450773679, 3387.3169003426256, 3278.1212581668215, 3258.3240357186214, 1001.52738702125, 545.1953398624257, 260.8570821221753, 434.38936173475906, 137.0866608620559, 505.23423385698675], [516.0890664780712, 257.2016409472218, 3.350724594190563, 190.85559505540084, 1140.1566074295931, 244.39270760617052, 403.53804193103053, 384.69138501844105, 236.40183532169934, 46.58198056975231  …  995.2223558937553, 3373.5850237672757, 3266.020233365308, 3246.2813998991073, 997.4217010885975, 543.1965940916994, 259.82060821682126, 432.7035359057527, 136.530009317704, 503.17237313052493], [517.7708338405691, 258.6500934734529, 3.371457022813126, 191.67270668950715, 1148.310614954912, 246.42953793711723, 405.869204405852, 387.94272299642455, 237.21848850418687, 46.92785700443313  …  999.0047201489002, 3412.4276226897846, 3289.9998372452333, 3275.7104114859058, 1004.8524458691147, 546.156413139521, 260.95589689472536, 435.5471646220773, 136.98772262755028, 504.92114010373615], [521.2857153609523, 259.5424509636651, 3.4019395250652176, 197.1177588219828, 1141.6743183121916, 248.06603740074314, 401.6847887319753, 383.3765131886906, 235.7986984343742, 47.296102027680284  …  998.3954011598123, 3379.3032433313047, 3270.692611887524, 3251.240896092311, 1000.6643255996336, 544.3429065192447, 260.45546230590253, 433.6367070926656, 136.94871653145162, 504.72051025015423], [522.0988159902661, 259.9854643456723, 3.38219240473319, 198.6102735366922, 1152.164840384156, 249.94431672602022, 406.3906230837662, 387.69708287161683, 238.6078169998315, 47.65421348677243  …  1005.3613393628104, 3395.1443127990046, 3287.952556957744, 3269.3353406879705, 1006.0074482599618, 548.3275957489018, 262.4038199475227, 436.50476416736166, 137.94684487963073, 508.49594340075333], [523.8056264314652, 261.5341787949948, 3.467971008744674, 181.27619905352486, 1168.6739131731717, 252.9062185591703, 414.1772145101409, 394.81452839406995, 242.93948402590988, 48.218927676447386  …  1016.9710275458655, 3428.5935218805325, 3321.3455716977073, 3303.0208852856395, 1015.1820413875773, 554.3977306422796, 265.3941303691167, 441.3234348560303, 139.62051879936786, 514.2793060713817], [520.7220077455008, 261.5811670902647, 3.4795754336626508, 160.5097358185309, 1158.3703556346902, 253.75248607904257, 414.28751888422516, 393.7873151370266, 243.3640891371289, 47.65118995191184  …  1019.4957295092292, 3440.9123867445296, 3331.475824070674, 3312.2521701482146, 1015.729996766352, 554.6509427737251, 265.6530503434074, 442.2196055807186, 140.1077362416961, 514.6563395668353], [520.0864807399048, 263.13955922732595, 3.5083810768166597, 202.9347855997518, 1175.304446963798, 255.85317442530481, 414.35277853041583, 392.8788911786732, 243.06601034720904, 48.778340636871185  …  1026.6776522237558, 3512.8449467986875, 3395.5984108508746, 3369.8308149195873, 1030.3941101525972, 559.8360136040063, 268.145917044626, 447.9159195242259, 141.02935202149214, 518.5380050568509], [525.2576066369162, 268.3170317000114, 3.517886591981858, 203.48461175598422, 1185.3899421386286, 256.54637626863786, 420.0960428944523, 393.8678653247395, 245.14176905462165, 48.910499386592214  …  1030.0332596035064, 3561.6640951121217, 3436.201015875181, 3405.7413605518227, 1038.5912011672935, 562.8310537663684, 268.989162467601, 450.79411977496966, 141.0769691210685, 519.7199411264089], [525.704469890946, 265.1364122333039, 3.391059259486744, 203.35079029083323, 1171.637247439985, 256.37765878354065, 419.8197671236255, 397.47429098535343, 245.19545659256826, 48.87833344228469  …  1029.957261471769, 3573.0495981119657, 3443.979808856075, 3412.814772745802, 1038.3140596154633, 562.6722715694231, 268.8505442075965, 450.99447145052613, 140.89793520718575, 519.1585474162154], [512.8022852383352, 260.9507569239216, 3.106541282356521, 150.22526194206807, 1157.5049958418958, 255.36851413606962, 417.86113392324677, 395.4865890402669, 246.4473713979255, 48.68594027977348  …  1027.899994719268, 3605.2143223269923, 3482.5227194113327, 3444.0436282015335, 1041.0204067871825, 562.8170039669425, 268.6567303311868, 452.7931847641768, 140.5072480906368, 517.5989646159604], [505.8204880107918, 259.1917324507585, 3.522918473952842, 193.260475078696, 1186.6263257408323, 256.79279994014723, 423.21605583681634, 400.31953671410076, 250.6654153101404, 48.957479994969944  …  1036.7805130552026, 3714.3396844522213, 3565.7186730788476, 3518.4879687315242, 1056.9829205593019, 569.8373620476837, 271.6728789610467, 459.9762754525042, 141.5489579925601, 522.2699929892992], [500.97323510205274, 255.2826968076328, 3.482762290585675, 202.3187418184572, 1177.83380448424, 254.89004748721814, 421.11437542503995, 397.47680347846386, 247.13056041799894, 47.47061434307113  …  1032.9072425488198, 3727.85713515112, 3570.8955289317814, 3521.7947037024624, 1053.2035037791554, 566.3984956355869, 270.2874441660019, 458.95595255838714, 140.84529606170156, 519.3198962997257], [490.53665946246866, 250.56936090133354, 3.4729014881171874, 200.92913888729237, 1169.7439889168568, 253.1393646096486, 421.9100158751552, 396.8566414641036, 250.24128408988636, 48.26928731772864  …  1030.1970382743998, 3772.168273723728, 3606.669293929684, 3551.54697193377, 1054.4058559860825, 566.9065674230288, 270.2042695501194, 460.50320513366324, 140.22666797643421, 517.7781181441887], [493.1846598464694, 252.12808795262293, 3.458704365944973, 155.37530569710808, 1146.8504531437936, 253.4932333467786, 422.56439111510724, 396.9608916353724, 246.32294315593717, 48.33676394970814  …  1037.9523474893335, 3846.4068763630557, 3673.4922308837204, 3611.3268919518814, 1070.7217978620477, 571.5502557704867, 272.3730136028837, 466.04700189528825, 141.0317583556116, 521.2314835137148], [488.38495012544587, 253.18255147497695, 3.4753093973426785, 201.0060498934988, 1158.6761015979826, 253.31681404509217, 424.105816948902, 399.46762786246546, 250.37890041954154, 48.30312384804072  …  1039.5558831375263, 3763.005353984226, 3599.0840528312674, 3549.429160349895, 1058.869805681312, 570.0352862913758, 271.5755671787291, 461.4654874315099, 141.3048805691644, 521.7704538982828]]))
 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], [0.8309560985814148, 0.82830723047691, 0.82830723047691, 0.7425817149534453, 0.82830723047691, 0.82830723047691, 0.82830723047691, 0.82830723047691, 6.650590098245597, 0.82830723047691  …  6.583662927416865, 6.691495696102973, 4.3668788715618785, 4.338805118200677, 6.35499335479263, 4.9112845244931265, 6.470346026207242, 4.9112845244931265, 5.729168134117703, 5.435489873945712], [4.170123132400348, 4.148451691194709, 4.1688264155521075, 4.175212209050896, 4.147765949912771, 4.198400049732452, 4.150418287387797, 4.189419705999954, 4.514279785403222, 4.18042972062754  …  25.984704604871133, 25.62249211095271, 25.22873979125975, 25.203479293854567, 25.510083021056005, 25.26151550448867, 25.651187827148792, 25.25874542583644, 25.547784910277226, 25.34994483299408], [7.808400187396053, 7.806623917075733, 7.806370329770911, 7.7370811014577034, 7.80683680738785, 7.801658943992735, 7.806011524176255, 7.806285040588946, 8.957333016522481, 7.806449542622897  …  48.18219083853211, 48.88029548625038, 47.16421526805741, 47.108818276832125, 48.390390931489186, 47.37767307888642, 48.5880266908272, 47.37907002884097, 47.53028175117695, 47.85633727094117], [0.27845100675396806, 0.2745836967478018, 0.2745836967478018, 0.2716830096677424, 0.2745836967478018, 0.2745836967478018, 0.2745836967478018, 0.2745836967478018, 8.775034419439285, 0.2745836967478018  …  8.677321695657314, 8.834756014347318, 5.440848295514002, 5.399861012266571, 8.343467350546087, 11.337587012313522, 8.51188062096943, 11.337587012313522, 7.42977137077596, 7.001005260366334], [1, 2, 2, 0, 2, 2, 2, 2, 496, 2  …  498, 494, 572, 554, 172, 0, 64, 0, 262, 107], [0.6556639773176784, 0.6535738940993778, 0.6535738940993778, 0.5859323754178511, 0.6535738940993778, 0.6535738940993778, 0.6535738940993778, 0.6535738940993778, 5.247632652037202, 0.6535738940993778  …  5.19482392352423, 5.279909118906526, 3.445675619061923, 3.423524089253712, 5.0143927289830295, 3.8752376335708725, 5.105411486126808, 3.8752376335708725, 4.520586793875336, 4.2888606455928615], [0.054436999620383966, 0.054263468873999715, 0.054263468873999715, 0.048647480419284926, 0.054263468873999715, 0.054263468873999715, 0.054263468873999715, 0.054263468873999715, 0.43568868592647236, 0.054263468873999715  …  0.4313042011393498, 0.4383684640986708, 0.2860798348785278, 0.2842406872945874, 0.4163237641952201, 0.3217445473375212, 0.42388066562566584, 0.3217445473375212, 0.3753251514424312, 0.3560859120111421], [0.6556639773176783, 0.653573894099378, 0.6533490471377847, 0.5857307989541931, 0.653573894099378, 0.653573894099378, 0.6533490471377847, 0.653573894099378, 5.247632652037202, 0.653573894099378  …  5.194823923524229, 5.279909118906527, 3.445675619061924, 3.423524089253712, 5.0143927289830295, 3.8752376335708725, 5.1054114861268065, 3.8739044478129547, 4.520586793875336, 4.288860645592862], [0.05443699962038397, 0.05426346887399972, 0.05402620306629925, 0.04843477039587902, 0.05426346887399972, 0.05426346887399972, 0.05402620306629925, 0.05426346887399972, 0.4356886859264724, 0.05426346887399972  …  0.4313042011393499, 0.43836846409867086, 0.28607983487852773, 0.28424068729458746, 0.4163237641952202, 0.3217445473375213, 0.4238806656256659, 0.32033772647845454, 0.3753251514424312, 0.3560859120111421]), 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], [3.068116176830329, 3.068116176830329, 3.068116176830329, 3.068116176830329, 3.068116176830329, 3.068116176830329, 3.068116176830329, 3.068116176830329, 3.068116176830329, 3.068116176830329  …  3.068116176830329, 3.068116176830329, 3.068116176830329, 3.068116176830329, 3.068116176830329, 3.068116176830329, 3.068116176830329, 3.068116176830329, 3.068116176830329, 3.068116176830329], [15.540834372889838, 15.369625683510986, 15.553683056236093, 15.414234449264804, 15.752955259855453, 15.36041153282678, 15.557068495016974, 15.389959617890987, 15.360698943964637, 15.49038571353272  …  15.331445469184274, 15.369250440976998, 15.407374790865779, 15.404456515983199, 15.602644117003187, 15.412018449998744, 15.453938878308985, 15.503421840181378, 15.383981131438034, 15.355350245135531], [28.692212636835027, 28.82616245606652, 28.694737368984654, 28.82613644204973, 28.688321942426107, 28.829987230397446, 28.68832247785783, 28.827155903884588, 28.827327964236243, 28.83200233494122  …  28.829437631984483, 28.80907993948514, 28.819087246297535, 28.83251967230806, 28.830530364483334, 28.83031851471481, 28.82739835730484, 28.816125454468875, 28.829401240817237, 28.83000088743468], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 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], [2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426  …  2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426], [0.20099622523805624, 0.20099622523805624, 0.20099622523805624, 0.20099622523805624, 0.20099622523805624, 0.20099622523805624, 0.20099622523805624, 0.20099622523805624, 0.20099622523805624, 0.20099622523805624  …  0.20099622523805624, 0.20099622523805624, 0.20099622523805624, 0.20099622523805624, 0.20099622523805624, 0.20099622523805624, 0.20099622523805624, 0.20099622523805624, 0.20099622523805624, 0.20099622523805624], [2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.4200570837537763, 2.4200570837537763, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.4203078089511005  …  2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.420889934868426, 2.4200570837537763, 2.4152054659048683], [0.2009962252380563, 0.2009962252380563, 0.2009962252380563, 0.2009962252380563, 0.20011737372495844, 0.20011737372495844, 0.2009962252380563, 0.2009962252380563, 0.2009962252380563, 0.20098466117793476  …  0.2009962252380563, 0.2009962252380563, 0.2009962252380563, 0.2009962252380563, 0.2009962252380563, 0.2009962252380563, 0.2009962252380563, 0.2009962252380563, 0.20011737372495844, 0.20011737372495844]), 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], [0.27845100675396806, 0.2745836967478018, 0.2787937651472858, 0.27910218136668613, 0.27910218136668613, 0.31679790476749914, 0.28540610051360593, 0.2794686612967291, 0.2809274191524269, 0.27910218136668613  …  2.7035640867960944, 2.740831111396151, 2.7198156363174606, 2.698456202918621, 2.729144762574382, 2.7264276632611293, 2.700494787367836, 3.0562216490235334, 2.5619789392215893, 2.709814913093534], [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, 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[11.17275235951469, 187.29882353550644, 33.55951627195472, 11.198880520355317, 11.198880520355317, 25.422817315275854, 22.903646283102088, 22.42717080690853, 33.816352705389406, 11.198880520355317  …  12.455971987456529, 25.255340321048326, 12.530846796816345, 24.864877468294097, 37.72148499645026, 25.12262000021789, 12.441830984516661, 14.080750455894954, 220.948759331186, 74.90862631338997], [11.17275235951469, 187.29882353550644, 33.55951627195472, 11.198880520355317, 11.198880520355317, 25.422817315275854, 22.903646283102088, 22.42717080690853, 33.816352705389406, 11.198880520355317  …  12.455971987456529, 25.255340321048326, 12.530846796816345, 24.864877468294097, 37.72148499645026, 25.12262000021789, 12.441830984516661, 14.080750455894954, 220.948759331186, 74.90862631338997], [1.0505700341888244, 1.0505700341888244, 1.0505700341888244, 1.0505700341888244, 1.0505700341888244, 1.0505700341888244, 1.0505700341888244, 1.0505700341888244, 1.0505700341888244, 1.0505700341888244  …  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12.172460017041187, 8.114973344694121, 4.057486672347064, 4.058191447312396, 73.03476010224712, 24.344920034082335], [76.16171831313959, 1131.2380512252678, 228.4636146263596, 76.1480775044459, 76.1480775044459, 150.56853470840866, 152.3235248126474, 152.28080096247115, 228.2811451395942, 76.1480775044459  …  11.000416972429631, 22.000833944859263, 11.000416972429631, 22.000833944859263, 33.00125091728888, 22.000833944859263, 11.000416972429631, 11.000416972429631, 198.00750550373334, 66.00250183457776], [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], [0.0010205310186504057, 0.07664375442926286, 0.0030798127339259906, 0.0010320689726737164, 0.0010320689726728283, 0.003109844453413224, 0.0022736215316507824, 0.0020771250259281615, 0.0031955360314643855, 0.0010320689726732724  …  12.100068511675438, 24.393864559554622, 12.15400934073048, 24.166229673075684, 36.40593073696313, 24.299843470176302, 12.081819924191375, 13.030917656730498, 214.04123115742217, 72.71381169405097], [2.0388793725975565, 38.30498917223824, 6.132794950303814, 2.0491109909019785, 2.0491109909019793, 5.287284755097435, 4.288018173655953, 4.109738655480105, 6.234748996253805, 2.0491109909019793  …  4.345221632909979, 8.819077311846371, 4.373291935208551, 8.672798198270167, 13.167927824127473, 8.76932401841845, 4.339904591797659, 4.953880703567518, 78.2366016411661, 26.136088318034865], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0  …  0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [2.898636014728928, 48.592423598652076, 8.706612244916425, 2.9054146513239463, 2.9054146513239463, 6.5956437138049795, 5.942075134984541, 5.818459312223232, 8.773245363765989, 2.9054146513239463  …  0.8692306868750729, 1.7624250308715754, 0.8744557694326616, 1.7351768727960324, 2.632365611164766, 1.7531632425700365, 0.8682438675637496, 0.9826146368038929, 15.650475516940544, 5.227442448395547], [245.11283510380412, 3687.9415858180364, 735.3600638441494, 245.1264874504518, 245.1264874504518, 492.05581298876467, 490.2258145807343, 490.2683419344048, 735.5426490542123, 245.1264874504518  …  88.57622690937399, 177.34618135495174, 88.63016773842904, 177.11854646847277, 265.8344059300588, 177.2521602655734, 88.55797832188992, 89.52954445000202, 1594.1006962687638, 531.5707620802422], [1.0505700341888247, 1.0505700341888244, 1.0505700341888244, 1.0505700341888249, 1.0505700341888249, 1.0505700341888247, 1.050570034188825, 1.0505700341888247, 1.0505700341888256, 1.0505700341888249  …  1.050570034188825, 1.0505700341888247, 1.050570034188825, 1.0505700341888244, 1.0505700341888247, 1.0505700341888249, 1.0505700341888247, 1.0505700341888249, 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423.15638603149193, 406.05089182100977, 247.12107030882873, 48.33848105006859  …  1031.9685227413252, 3562.517796659861, 3433.47139202294, 3404.7491593872974, 1039.10977332935, 563.9911415640353, 268.7630317455609, 450.6038999624883, 141.03646886034997, 519.0979273869858], [539.692073905796, 270.2575294986779, 3.4629389369753487, 201.71851185136524, 1200.817448864727, 262.2888676258037, 426.899018942136, 410.0423551021459, 248.9643346467104, 48.92008339743278  …  1036.1638616347805, 3488.6724532448557, 3373.1070104655682, 3352.8700793947382, 1028.9664302220024, 562.2349204645598, 268.0786947152651, 446.95144602403616, 141.72121803585503, 519.666760889364], [538.6406092099398, 269.9068775528162, 3.42273075443133, 205.22271125308617, 1191.8636502011677, 260.3262205138701, 424.58633757204547, 409.07016987402415, 247.5529391773437, 49.11913054121062  …  1026.362270879015, 3432.0254289434115, 3323.0398950319186, 3304.21771118742, 1015.5141600671443, 556.1355371472124, 265.13096200995733, 441.50373984570683, 140.58541938821645, 514.0191967227961], [541.3214388639152, 271.1965626209773, 3.4333048935864796, 213.22491135403067, 1193.0311229798554, 261.8020840408358, 424.14230504847586, 409.69641641206937, 247.04562796737, 49.55114288467188  …  1027.7459554997545, 3501.7619975768966, 3383.737959926105, 3356.1222991307177, 1027.8094573374017, 559.5762656421178, 266.4240454778953, 445.8344550623911, 140.7384907308891, 515.084311309751], [548.4124315159376, 274.40027750707515, 3.50256032583265, 225.30286902002925, 1201.0375579031918, 266.2260362429067, 425.60646581439335, 411.91831728416787, 248.42153489226018, 50.346171029679354  …  1039.7374493924915, 3605.9914777573367, 3464.0787582561106, 3437.5185430376187, 1048.0055685499037, 567.3397655967474, 269.74245531506074, 453.78179628557064, 141.96675683911448, 520.4580457444831], [545.6781135607031, 274.1335527453607, 3.4966108766211113, 224.91323986114668, 1198.908522698355, 265.76563630647826, 423.0467070056105, 408.49027675444745, 248.04884215964762, 50.26025186716978  …  1040.5321997454357, 3541.9060023018756, 3419.228546252196, 3391.3480669557507, 1037.3764933069085, 564.3649164193123, 268.8400071421611, 450.20296346624116, 142.06596359401772, 520.4358042079552], [541.7623494499525, 272.8841404971217, 3.445944425293934, 224.3110767161184, 1191.8042275169032, 264.55436232036107, 423.6457564940169, 409.10644903064934, 247.81777624964852, 50.0311818622268  …  1036.315627591717, 3527.252498483687, 3406.049506075502, 3377.9307310506056, 1032.8257910357527, 562.3648644165431, 267.80379861724936, 448.46370483297653, 141.59892571005855, 518.084429165408], [547.9906603732653, 276.19547972996736, 3.5294919423266857, 225.30286902002985, 1214.1109191748376, 268.25256056406636, 434.3957053735876, 420.34550173955523, 253.43264928846293, 50.73056639427747  …  1051.7753164760964, 3586.766344960263, 3462.790968644761, 3433.5555913840963, 1049.169574809977, 571.6785775525198, 272.10219838489564, 455.7829201775854, 143.8358715727862, 526.0605522252622], [555.0906975771612, 279.89034296797485, 3.546724286270238, 225.3380950182969, 1223.729496649161, 270.9709144958227, 436.98174682796895, 423.3682088946348, 255.07729332706296, 51.131590930236605  …  1060.5802828815981, 3562.494186964326, 3444.5827187303357, 3420.3416355917793, 1049.189575417498, 573.292352085723, 272.98185366863373, 456.0229273859771, 145.1242473557749, 528.95500785102], [555.0602287082744, 280.5348306379874, 3.5345803881659883, 225.05845605853347, 1219.1011271112661, 270.5309295892146, 435.35676175686024, 421.56467284079065, 254.56110855161617, 51.11164112880855  …  1056.8555752494017, 3494.4163504801395, 3386.7230957532815, 3369.0842169017756, 1037.3740122494771, 569.2457830427512, 271.32357478089756, 451.45022161349686, 144.87360139462334, 526.7448185768897]]))

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))