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], [0.78442684187588, 0.78442684187588, 0.78442684187588, 0.78442684187588, 0.78442684187588, 0.78442684187588, 0.78442684187588, 0.78442684187588, 0.78442684187588, 0.78442684187588  …  6.417256258930522, 13.531318723698417, 3.239723942816365, 4.396333336024181, 0.7804051900289996, 13.28956189854719, 4.319178948062447, 4.833872669667675, 3.1847353542032972, 6.415155925617644], [4.145118265336349, 4.151872774887982, 4.180101663231092, 4.20587525327476, 4.151871145829633, 4.2379248797157665, 4.173200845509121, 4.198526122171168, 4.216738092924864, 4.160642000956716  …  25.68720692208329, 27.946411823779112, 24.884952459923817, 25.14687740015036, 25.13207263784423, 27.49572895119926, 25.27130051924026, 25.66369874781652, 25.055513582500613, 25.69706031429262], [7.784971028225164, 7.785986882316507, 7.784139434576825, 7.747322305676766, 7.783620323819748, 7.746745791348704, 7.784808114993254, 7.784733635587521, 7.784679993255112, 7.784508298875626  …  48.69107409562151, 54.67160999389578, 46.215383925451704, 46.95570453199684, 46.991720794926685, 53.44038641732761, 46.98857825835224, 47.260569350339644, 46.65716886038816, 47.93927570256405], [0.26882590132882545, 0.26882590132882545, 0.26882590132882545, 0.26882590132882545, 0.26882590132882545, 0.26882590132882545, 0.26882590132882545, 0.26882590132882545, 0.26882590132882545, 0.26882590132882545  …  8.883294341666685, 19.763060449936305, 4.0237912698282265, 5.792631470353404, 0.262675458922726, 19.39333390821005, 5.6746367662855715, 6.4617745425129005, 3.939695440518755, 8.880082233914374], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1  …  492, 501, 442, 56, 46, 512, 53, 435, 308, 65], [0.6189501755112199, 0.6189501755112199, 0.6189501755112199, 0.6189501755112199, 0.6189501755112199, 0.6189501755112199, 0.6189501755112199, 0.6189501755112199, 0.6189501755112199, 0.6189501755112199  …  5.063521128709675, 10.676855573813475, 2.556296643570718, 3.4689165957538153, 0.6157769004732075, 10.486097913098362, 3.4080381053439566, 3.8141559895309007, 2.512908025593571, 5.0618638655931685], [0.05138880834536949, 0.05138880834536949, 0.05138880834536949, 0.05138880834536949, 0.05138880834536949, 0.05138880834536949, 0.05138880834536949, 0.05138880834536949, 0.05138880834536949, 0.05138880834536949  …  0.42040268689005905, 0.8864540418955658, 0.21223847005434066, 0.28800943461729894, 0.05112534477559043, 0.870616242255549, 0.2829549517206042, 0.3166731974564139, 0.20863609709797715, 0.42026509136130485], [0.6187372400381269, 0.61895017551122, 0.618072007467569, 0.6187372400381269, 0.6185884076052647, 0.6187372400381269, 0.6187372400381269, 0.6148681636813427, 0.6187372400381269, 0.6187372400381269  …  5.059239115183361, 10.592464720917533, 2.5554172089139366, 3.4677231953386256, 0.6155650566918989, 10.401517092811062, 3.406865648763454, 3.7880842625584155, 2.5114392652470268, 5.019817720491091], [0.05116411192673211, 0.05138880834536949, 0.05116115533752963, 0.05116411192673211, 0.05116115533752963, 0.05116411192673211, 0.05116411192673211, 0.05116411192673211, 0.05116411192673211, 0.05116411192673211  …  0.41856448551564945, 0.8825780413632727, 0.21131046207645993, 0.2867501197863857, 0.05090180034553727, 0.8653291837304543, 0.2817177375034533, 0.31527033157521445, 0.20771183680516958, 0.4176887356547557]), 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], [2.9167435485281294, 2.9167435485281294, 2.9167435485281294, 2.9167435485281294, 2.9167435485281294, 2.9167435485281294, 2.9167435485281294, 2.9167435485281294, 2.9167435485281294, 2.9167435485281294  …  2.9167435485281294, 2.9167435485281294, 2.9167435485281294, 2.9167435485281294, 2.9167435485281294, 2.9167435485281294, 2.9167435485281294, 2.9167435485281294, 2.9167435485281294, 2.9167435485281294], [15.460974215360855, 15.380055371142564, 15.39906541465165, 15.555334284167182, 15.423273407878206, 15.331382229872165, 15.384630233164827, 15.487556499712019, 15.340377976054883, 15.415484743462894  …  15.405288574519048, 15.53145394683764, 15.444330864018665, 15.52497973821776, 15.399123132392903, 15.387208083908021, 15.690420346882574, 15.61600985882147, 15.552492343872174, 15.328374518068705], [28.763220276629365, 28.76348775509755, 28.76353082112418, 28.762582104239137, 28.75915114898696, 28.76219297496863, 28.75947678436303, 28.758428437503067, 28.763975195019345, 28.75925016442678  …  28.75998873176576, 28.760916456292378, 28.740893003005844, 28.7604027733765, 28.76069999396188, 28.759581643538368, 28.763157057549854, 28.763454696977877, 28.758672271449672, 28.749757260911647], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 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], [2.301449714501687, 2.301449714501687, 2.301449714501687, 2.301449714501687, 2.301449714501687, 2.301449714501687, 2.301449714501687, 2.301449714501687, 2.301449714501687, 2.301449714501687  …  2.301449714501687, 2.301449714501687, 2.301449714501687, 2.301449714501687, 2.301449714501687, 2.301449714501687, 2.301449714501687, 2.301449714501687, 2.301449714501687, 2.301449714501687], [0.19107961024059625, 0.19107961024059625, 0.19107961024059625, 0.19107961024059625, 0.19107961024059625, 0.19107961024059625, 0.19107961024059625, 0.19107961024059625, 0.19107961024059625, 0.19107961024059625  …  0.19107961024059625, 0.19107961024059625, 0.19107961024059625, 0.19107961024059625, 0.19107961024059625, 0.19107961024059625, 0.19107961024059625, 0.19107961024059625, 0.19107961024059625, 0.19107961024059625], [2.3006579540286376, 2.3006579540286376, 2.3006579540286376, 2.3006579540286376, 2.3006579540286376, 2.301449714501688, 2.2862715219230942, 2.299503472241188, 2.2828862310862443, 2.299503472241188  …  2.3006579540286376, 2.301449714501688, 2.3006579540286376, 2.3006579540286376, 2.276191858182221, 2.2828862310862443, 2.3006579540286376, 2.3001045486437266, 2.3006579540286376, 2.3001045486437266], [0.19024411890545698, 0.19024411890545698, 0.19024411890545698, 0.19024411890545698, 0.19024411890545698, 0.19107961024059625, 0.19024411890545698, 0.19024411890545698, 0.18991922632715463, 0.19024411890545698  …  0.19024411890545698, 0.19107961024059625, 0.19024411890545698, 0.19024411890545698, 0.19024411890545698, 0.18991922632715463, 0.19024411890545698, 0.19023312538506526, 0.19024411890545698, 0.19023312538506526]), 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], [0.26882590132882545, 0.29492934520473496, 0.31476652693454876, 0.31476652693454876, 0.30907299757151196, 0.31476652693454876, 0.3147681092961301, 0.31477537528073063, 0.3054670518773335, 0.2929788330038076  …  2.801896679385094, 2.6751046516383297, 2.6912556351646026, 2.700517632065264, 2.6751046516383297, 2.6818995774996175, 2.6105861209270644, 2.882807269566598, 2.6816449156517557, 2.6751046516383297], [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], [18, 1, 1, 1, 1, 1, 1, 1, 1, 1  …  2, 1, 1, 1, 1, 1, 38, 1, 1, 1], [194.15786874290023, 11.833940110110115, 12.629900309937046, 12.629900309937046, 12.401449372135119, 12.629900309937046, 12.629963801659693, 12.63025534683145, 12.256762022167974, 11.755676468512194  …  25.818027928849627, 12.324852503795965, 12.399263981354661, 12.441936235549038, 12.324852503795965, 12.356158366526723, 457.04880256880955, 13.281788573213069, 12.354985077956004, 12.324852503795965], [194.15786874290023, 11.833940110110115, 12.629900309937046, 12.629900309937046, 12.401449372135119, 12.629900309937046, 12.629963801659693, 12.63025534683145, 12.256762022167974, 11.755676468512194  …  25.818027928849627, 12.324852503795965, 12.399263981354661, 12.441936235549038, 12.324852503795965, 12.356158366526723, 457.04880256880955, 13.281788573213069, 12.354985077956004, 12.324852503795965], [194.15786874290023, 11.833940110110115, 12.629900309937046, 12.629900309937046, 12.401449372135119, 12.629900309937046, 12.629963801659693, 12.63025534683145, 12.256762022167974, 11.755676468512194  …  25.818027928849627, 12.324852503795965, 12.516814878879302, 12.476582095764064, 12.324852503795965, 12.395860353156452, 457.51970192282613, 13.281788573213069, 12.399334412046505, 12.324852503795965], [1.0029326668066798, 1.0029326668066798, 1.0029326668066798, 1.0029326668066798, 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398.87104283534336, 241.69050584135726, 50.961161407176746  …  1007.0072420663137, 3274.1840849566615, 3187.5141608447275, 3180.5060257812324, 990.1449910609203, 544.8969587978231, 260.27283030093014, 429.7406504101207, 138.52734531901334, 506.56872800264716], [553.9040223193209, 273.20923475480265, 3.6425829310766833, 225.24265059391013, 1202.5844293875339, 288.3219664710284, 422.5459262105044, 406.64995776665955, 246.18515489885385, 51.90719230353761  …  1020.8428412338112, 3389.271230622608, 3290.4133973834087, 3275.070710609319, 1014.2808310066426, 555.7605659590769, 264.8003313902873, 439.43447286648535, 140.10748771989827, 513.7924008417143], [565.1854125735483, 278.824490264417, 3.7005806893906588, 227.68366750648784, 1230.4528495955606, 291.4666488667548, 435.17508995485537, 422.7920021347304, 253.7119006623024, 52.96742232125234  …  1046.04601118163, 3532.3660662994025, 3418.749353348248, 3395.116717843451, 1044.2509325038025, 570.6827383488883, 271.2760488351273, 452.5730507254824, 143.18812654980897, 525.077978323004], [575.6477341701259, 285.11058760727985, 3.7480727306367436, 228.80322870128714, 1256.4646641483687, 292.87968624117696, 444.3920841809934, 433.49893615073756, 257.61605675569376, 54.085407113696874  …  1064.3731401751606, 3478.2359232984018, 3377.6732565228585, 3366.578487236153, 1042.8000745398306, 574.5968728452441, 273.4505260335849, 453.1031123667023, 145.78757398728712, 531.9170701221816], [583.231250371397, 292.78344818294994, 3.83079978140369, 230.06378835669955, 1273.0402251874648, 294.4681171485163, 449.3942233889645, 440.1495348653707, 261.01024403661415, 55.65873892748186  …  1079.947186431957, 3463.5250944169197, 3373.6580703684963, 3367.7572449416775, 1049.2457499827208, 580.0686034592593, 276.3446854469021, 456.17248168224756, 148.36273451483748, 538.362663931583], [582.2507014430532, 291.8530075301469, 3.7530720006575855, 228.5746926005179, 1266.4889544237421, 292.53017937554216, 449.10920417833427, 440.3882066650399, 261.41585190390373, 54.996240735297306  …  1071.0057293155555, 3386.2958084835464, 3305.694725665518, 3306.1822498759907, 1032.6848347288264, 574.1136303647446, 273.7019889694601, 450.13825342881626, 147.47177540905645, 533.9845294291055], [565.9313216735256, 285.8642399583417, 3.5678061076382868, 224.01853432006345, 1229.686399696593, 286.3534005045136, 439.7332461413164, 429.22535500488334, 256.45877122709766, 51.99223388693122  …  1046.8888002161516, 3304.4276870133936, 3228.2000648304097, 3229.0630330090266, 1008.0057060029076, 560.987839026907, 267.80682865435205, 440.2431967758452, 144.49486217855502, 522.3608879682403], [568.9323478211352, 287.9057228445463, 3.735711554338512, 226.0875879473744, 1231.0175939217415, 288.7262573001234, 437.0455729078626, 425.89595053707103, 253.93124785897595, 54.27487738978175  …  1051.5912015197946, 3405.367100906978, 3317.1753387961926, 3307.450723038648, 1028.8200444733707, 567.2066575330122, 270.5758869314716, 447.3596621320259, 145.02523901720008, 526.0367641442627]], [[518.0834390395164, 258.24326637797435, 3.3621685784258726, 191.50743866702484, 1143.2214946704423, 245.15606232380713, 403.4899392954506, 384.7628088630399, 236.96603753924677, 46.741075546466895  …  998.4526557261892, 3385.1070849642506, 3275.982679763442, 3256.198372613073, 1000.8740113003424, 544.8396657162825, 260.686904365387, 434.10597511342854, 136.99722836422484, 504.9046295086171], [516.1560889322616, 257.28256169288693, 3.3496607939997736, 190.79500152921693, 1138.9685348104354, 244.24404405144168, 401.98889463897774, 383.33143201319365, 236.0844874192241, 46.56719155369788  …  994.7382582216666, 3372.513965764434, 3263.7955201412133, 3244.084813657522, 997.1506059805263, 542.8127783289885, 259.7171089710002, 432.4910340930284, 136.4875775958642, 503.0263066005523], [519.1913607001889, 258.916802602655, 3.3786847458684672, 192.4481912943092, 1151.3899856927433, 246.36035606472444, 407.30620877279733, 388.1343656508392, 238.99215854637222, 46.97068432787244  …  1002.4760437305573, 3363.3064337384794, 3259.33334141224, 3244.59697491857, 999.4666245559445, 546.1247094379451, 261.49057859852184, 434.1312777644963, 137.67308628652628, 507.1525933046757], [525.3927442165, 261.9564880120596, 3.4064795062569124, 194.03136692818742, 1161.0625464695895, 248.72486301565095, 410.51770173075926, 391.8255621738758, 240.37194575556398, 47.35708880605614  …  1012.1715096682947, 3462.282923921938, 3347.6990450779663, 3323.039194789677, 1017.1025938012453, 553.4357637918671, 264.52542096583784, 441.6886957706418, 138.86422681933573, 511.496514246133], [536.9048532067386, 266.70626450975357, 3.488604096365871, 203.0450536835685, 1180.2201078194173, 256.4168332352369, 415.2510332313846, 397.10481218028207, 243.23146206370535, 48.59474975112254  …  1027.7850599580827, 3511.8725688832437, 3394.227947790538, 3369.314298486039, 1033.581462425095, 561.1902130662078, 268.0004217921049, 447.62841555676533, 140.76513180105593, 518.5862003150246], [537.8912620386287, 266.5934633926926, 3.5179836508504065, 213.15410948992582, 1179.933646284192, 262.3911898084127, 414.1673766514509, 396.65228474256503, 242.59973824765126, 49.20632637306183  …  1021.3137397534656, 3430.369722833971, 3320.607609024247, 3302.0053943766056, 1017.5695096300259, 554.941755746034, 264.8274250126587, 440.77315007232875, 139.81494738171367, 513.6967807999774], [543.5612202925959, 269.32490810674574, 3.553742887752089, 217.08939319559914, 1199.1238888872028, 266.5736445450631, 424.55418045460834, 403.79414273824347, 247.6578099910093, 49.70649375769719  …  1030.8675349672449, 3436.234704202601, 3331.255523876007, 3316.365767766543, 1026.6202986882413, 560.3848468044229, 267.483921443092, 444.1370067697361, 141.34970793393052, 519.0152247495379], [547.4815321443631, 270.91745524029045, 3.5713987155958073, 224.4788320258543, 1196.568462843344, 272.12303953378495, 422.23607680926887, 404.25794845544317, 246.05045601549833, 50.3681905073151  …  1027.221932399475, 3358.1468737674522, 3264.047453825233, 3255.560969253678, 1010.2112598160807, 555.3638449835602, 265.30946600282016, 438.7271534001254, 141.145130655728, 516.1484721068327], [556.5780562869516, 274.90589977304194, 3.6612109457251285, 225.30286902002925, 1206.759161932648, 285.057004626644, 422.2560235429481, 406.1985166156243, 245.84376181046133, 51.7271552905724  …  1029.4989927064175, 3344.587985684686, 3256.1966973268686, 3249.9285761506885, 1013.2941519939517, 557.107322660343, 266.164308897895, 439.19870909396246, 141.6013022420541, 518.0700936625669], [551.4298372730543, 272.1607271216957, 3.6287393766540887, 222.40051648397682, 1191.2136851738576, 283.12454592197474, 417.11234487918375, 402.74290718770897, 244.036609602664, 51.45584435734759  …  1016.7823197842015, 3305.9667798134033, 3218.4555457201645, 3211.3793822830457, 999.7563859300749, 550.1863051877855, 262.79931376377573, 433.9121678340416, 139.87203829636226, 511.48602003275914], [550.7891959935163, 271.67286873726795, 3.6220992141321195, 223.97602007762285, 1195.8218107952853, 286.70061545120484, 420.16977958259025, 404.36320059790944, 244.80075621135117, 51.61529716905485  …  1015.1022290911706, 3370.2119878133026, 3271.9100721502123, 3256.6536635086986, 1008.577119701298, 552.6352995375679, 263.3112520370764, 436.9633551107065, 139.31960665457413, 510.90313838530733], [559.2754911920114, 275.90893232528583, 3.661885173806226, 225.30286902002948, 1217.5864884987911, 288.4188968515375, 430.6246353401018, 418.37103259487424, 251.05893518740248, 52.413562835962125  …  1035.107919804848, 3495.429504813178, 3383.0008371056415, 3359.615318767645, 1033.331611558145, 564.7153335956674, 268.4394219766784, 447.84067248342706, 141.69086467458527, 519.587444593665], [566.8801636441132, 280.76812773785366, 3.6909866169393477, 225.31837446641393, 1237.3277130193153, 288.41889685153774, 437.62364107250926, 426.89640430696596, 253.69236034873234, 53.26164356326656  …  1048.1618949664353, 3425.259637710143, 3326.228619929118, 3315.3028327584134, 1026.917404192418, 565.8453077688005, 269.2856581290303, 446.20199340554103, 143.56711386753602, 523.8155522155586], [571.3724601304847, 286.83030781915477, 3.75290846293667, 225.38592137612432, 1247.155609112573, 288.4807225573021, 440.2567297665735, 431.20001268993946, 255.70314546672677, 54.52703463421241  …  1057.9887143044687, 3393.1015401874906, 3305.0617745157156, 3299.2809300586077, 1027.9115274898568, 568.2741190426882, 270.725793014751, 446.89716632405685, 145.34608794958692, 527.4161827527399], [573.6619103403701, 287.547878299467, 3.6977103646353555, 225.2029829894512, 1247.8069519178741, 288.2150611701712, 442.4843858184417, 433.8920319043113, 257.55970173118914, 54.18499014867187  …  1055.2073035582819, 3336.344495004872, 3256.9323602830136, 3257.4126930146435, 1017.4516812119422, 565.6448693513437, 269.66460575665917, 443.49825554397864, 145.2964164624874, 526.107713542126], [562.9315547436319, 284.34899232912346, 3.5488946490140956, 222.83110509464194, 1223.1683427262817, 284.835560038367, 437.4024028053271, 426.9502096363466, 255.09938977683024, 51.716644645175855  …  1041.3396774129153, 3286.912288027496, 3211.088716815737, 3211.947110758392, 1002.6626863356618, 558.0142754457129, 266.3872958640103, 437.9096504033037, 143.72895491648475, 519.5920698145403], [567.268737623839, 287.06386019036864, 3.7247879922317737, 225.42648717110114, 1227.4179859364635, 287.8819953281838, 435.7676116976103, 424.6505918419386, 253.18872967563104, 54.11617268644036  …  1048.5162527092098, 3395.409496182436, 3307.475614846627, 3297.7794347545923, 1025.8116806077473, 565.5480934118818, 269.7846983018117, 446.05154158195995, 144.60117195998606, 524.4985845551871]]))
 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], [0.8435622790094645, 0.8490881382432393, 0.8435622790094645, 0.8341813047533647, 0.8341813047533647, 0.8341813047533647, 0.8341813047533647, 0.8341813047533647, 0.8341813047533647, 5.383919859335372  …  13.299045839375072, 5.983486522719724, 4.9203304023481325, 4.3455672050785425, 6.17989437271904, 3.3742493077826947, 3.2918978009861104, 0.8444498772912409, 4.9203304023481325, 4.372844941557171], [4.182479947539145, 4.202774365824585, 4.182902799887841, 4.180810858678785, 4.190563977880048, 4.184910533333728, 4.179626095190835, 4.195520551459105, 4.194096626849416, 4.880237023417894  …  27.574333361720996, 25.597621405838034, 26.361825882014593, 25.54032153023823, 25.859990114815925, 25.19958413641139, 25.20320701492021, 25.19500764813769, 25.50483431568021, 25.40621873840952], [7.823289762708591, 7.8275049795995235, 7.823376848661629, 7.814531309004425, 7.81392413276416, 7.817528919947359, 7.818235316287567, 7.817921043857967, 7.817596384758997, 10.104243551102108  …  51.007199728255344, 47.863803218285824, 47.405040562061274, 47.273730050092986, 48.57021171257264, 46.9140128589444, 46.737952361720936, 46.887071220949345, 47.415939880025995, 46.91411506465453], [0.2827194481505805, 0.29078838451538036, 0.2827194481505805, 0.26902121931231415, 0.26902121931231415, 0.26902121931231415, 0.26902121931231415, 0.26902121931231415, 0.26902121931231415, 6.912612617553648  …  18.47038945376997, 7.788108182792447, 11.337587012313522, 5.396395657083597, 8.074905651954367, 3.9780637793246556, 3.8578129658718674, 0.28401553148353703, 11.337587012313522, 5.436226986567442], [1, 2, 3, 4, 4, 4, 4, 4, 4, 68  …  500, 375, 0, 571, 80, 307, 301, 5, 0, 59], [0.6656108546705856, 0.6699710210494108, 0.6656108546705856, 0.658208818747906, 0.658208818747906, 0.658208818747906, 0.658208818747906, 0.658208818747906, 0.658208818747906, 4.248169445483169  …  10.493581194555071, 4.721256127021205, 3.8823752624574883, 3.42885969818044, 4.876231284345172, 2.6624435699781595, 2.5974643050368096, 0.6663112120308399, 3.8823752624574883, 3.450383132718478], [0.055262846666151826, 0.05562485279081332, 0.055262846666151826, 0.05464828701265154, 0.05464828701265154, 0.05464828701265154, 0.05464828701265154, 0.05464828701265154, 0.05464828701265154, 0.3527074942216118  …  0.8712375473812091, 0.39198587521282, 0.32233715439606464, 0.28468368027752816, 0.40485280533597096, 0.22105139922605743, 0.2156564464098053, 0.05532099436783017, 0.32233715439606464, 0.2864706797746942], [0.6639430360778928, 0.6697405330360452, 0.6653818666714819, 0.658208818747906, 0.6487852259419222, 0.658208818747906, 0.658208818747906, 0.658208818747906, 0.658208818747906, 4.24816944548317  …  10.468941314914998, 4.719631888194274, 3.7619205494761867, 3.4276800784131485, 4.756632955523525, 2.6624435699781603, 2.5965707075995392, 0.6663112120308398, 3.8081917810611587, 3.4491961083120133], [0.055262846666151826, 0.055381634362292334, 0.05502121110133901, 0.05464828701265154, 0.05431642013754762, 0.05464828701265154, 0.05464828701265154, 0.05464828701265154, 0.05464828701265154, 0.35270749422161185  …  0.867428080631887, 0.39027192571383934, 0.3209277423758482, 0.2834389072333089, 0.40485280533597096, 0.2210513992260575, 0.21471349340652338, 0.05532099436783017, 0.32233715439606464, 0.2852180931150195]), 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], [3.114661627505004, 3.114661627505004, 3.114661627505004, 3.114661627505004, 3.114661627505004, 3.114661627505004, 3.114661627505004, 3.114661627505004, 3.114661627505004, 3.114661627505004  …  3.114661627505004, 3.114661627505004, 3.114661627505004, 3.114661627505004, 3.114661627505004, 3.114661627505004, 3.114661627505004, 3.114661627505004, 3.114661627505004, 3.114661627505004], [15.610206335062243, 15.519950360899289, 15.444939649442064, 15.451058627738853, 15.432994935612763, 15.45904390387079, 15.648332720129485, 15.445170112116044, 15.506982293455767, 15.615277057961249  …  15.51040471868553, 15.639365305552932, 15.44387785608972, 15.420700959345448, 15.430118361056506, 15.435910085405151, 15.43793865920565, 15.450873526222455, 15.418791879070826, 15.44944556826132], [28.739647710001275, 28.887734723664906, 28.88598316477141, 28.88661125674132, 28.883502572844193, 28.873622818652, 28.736510076024175, 28.871303214825186, 28.88285660323792, 28.881803608746345  …  28.886932136777137, 28.88794391699779, 28.884934953170234, 28.88685890207721, 28.886614207021513, 28.88722626567689, 28.886481073647097, 28.883420515727455, 28.887734723664906, 28.883563303507128], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 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], [2.457616514488579, 2.457616514488579, 2.457616514488579, 2.457616514488579, 2.457616514488579, 2.457616514488579, 2.457616514488579, 2.457616514488579, 2.457616514488579, 2.457616514488579  …  2.457616514488579, 2.457616514488579, 2.457616514488579, 2.457616514488579, 2.457616514488579, 2.457616514488579, 2.457616514488579, 2.457616514488579, 2.457616514488579, 2.457616514488579], [0.204045477400756, 0.204045477400756, 0.204045477400756, 0.204045477400756, 0.204045477400756, 0.204045477400756, 0.204045477400756, 0.204045477400756, 0.204045477400756, 0.204045477400756  …  0.204045477400756, 0.204045477400756, 0.204045477400756, 0.204045477400756, 0.204045477400756, 0.204045477400756, 0.204045477400756, 0.204045477400756, 0.204045477400756, 0.204045477400756], [2.456771028444793, 2.4561800712734962, 2.4381912864975295, 2.4563836943714876, 2.456771028444793, 2.456771028444793, 2.4145980183577955, 2.456771028444793, 2.456771028444793, 2.457616514488579  …  2.4422538789704675, 2.382211903141356, 2.4559534193727557, 2.456771028444793, 2.456798905416542, 2.456771028444793, 2.452407103995524, 2.4555382083277015, 2.4561800712734962, 2.456771028444793], [0.20315329310056812, 0.2031415536056329, 0.20315329310056812, 0.20404547740075601, 0.20315329310056812, 0.20315329310056812, 0.05496389972938723, 0.20315329310056812, 0.20315329310056812, 0.20404547740075601  …  0.20404547740075601, 0.20404547740075601, 0.20315329310056812, 0.20315329310056812, 0.20404547740075601, 0.20315329310056812, 0.20302897219550187, 0.20315329310056812, 0.2031415536056329, 0.20315329310056812]), 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], [0.2827194481505805, 0.29078838451538036, 0.2827194481505805, 0.26902121931231415, 0.28401553148353703, 0.2835425909738396, 0.30471365191856065, 0.2833820863428653, 0.2827194481505805, 0.2845736335279446  …  2.7362639788539407, 2.728977577347134, 2.96095745731635, 2.732090412716615, 2.7310148100565796, 2.7305059261949083, 2.735498185294494, 2.7297357992306, 3.034934112317598, 2.730457206066282], [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, 1, 1, 38, 3, 1, 1, 1, 1, 2  …  1, 6, 1, 10, 6, 2, 1, 5, 1, 2], [11.344022125213865, 11.667785464623329, 11.344022125213865, 410.186642594917, 34.188081090243216, 11.377050452272178, 12.226532103931497, 11.370610258302918, 11.344022125213865, 22.836841371267212  …  12.606628279073451, 75.43834841684654, 13.641845342046306, 125.87399652998626, 75.49466455231686, 25.16019908266593, 12.603100083396038, 62.88275690306957, 13.98267363863507, 25.159750151893135], [11.344022125213865, 11.667785464623329, 11.344022125213865, 410.186642594917, 34.188081090243216, 11.377050452272178, 12.226532103931497, 11.370610258302918, 11.344022125213865, 22.836841371267212  …  12.606628279073451, 75.43834841684654, 13.641845342046306, 124.39547529057252, 75.49466455231686, 25.16019908266593, 12.603100083396038, 62.88275690306957, 13.98267363863507, 25.159750151893135], [11.70199010719466, 11.799915750299537, 11.458725891281476, 412.7046170753782, 34.188081090243216, 11.51949448824468, 12.410802205062474, 12.509393139298018, 11.515767800697313, 24.819461845649958  …  12.606628279073451, 75.43834841684654, 13.641845342046306, 124.39547529057252, 75.49466455231686, 25.16019908266593, 12.603100083396038, 62.88275690306957, 13.98267363863507, 25.159750151893135], [1.05040598831666, 1.05040598831666, 1.05040598831666, 1.05040598831666, 1.05040598831666, 1.05040598831666, 1.05040598831666, 1.05040598831666, 1.05040598831666, 1.05040598831666  …  1.0504059883166605, 1.0504059883166605, 1.0504059883166605, 1.0504059883166605, 1.0504059883166605, 1.0504059883166605, 1.0504059883166605, 1.0504059883166605, 1.0504059883166605, 1.0504059883166605], [0.0, 0.0, 0.0, 0.0, -3.552713678800501e-15, 0.0, 0.0, 0.0, 0.0, 0.0  …  0.0, 0.0, 0.0, 1.4785212394137375, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [298.15365853658534, 298.15365853658534, 298.15365853658534, 10435.378048780489, 894.4609756097559, 298.15365853658534, 298.1536585365853, 298.1536585365853, 298.15365853658534, 596.3073170731707  …  79.20833333333334, 475.25, 79.20833333333334, 792.0833333333334, 475.24999999999994, 158.41666666666669, 79.20833333333334, 396.04166666666663, 79.20833333333334, 158.41666666666669], [7.655114254073559, 7.6551142540735535, 7.655114254073559, 267.9289988925748, 22.965342762220683, 7.655114254073564, 7.655114254073565, 7.65511425407356, 7.655114254073559, 15.310228508147118  …  4.0574866723470615, 24.3449200340824, 4.057486672347062, 40.57486672347059, 24.344920034082357, 8.114973344694125, 4.057486672347062, 20.28743336173534, 4.0574866723470615, 8.114973344694123], [76.046948963943, 75.7063637622699, 76.046948963943, 2653.0204847042455, 228.9840567718283, 76.01907554633898, 75.21979367251085, 76.01897938379612, 76.046948963943, 152.0497042025643  …  11.000416972429628, 66.00250183457776, 11.000416972429628, 110.00416972429629, 66.00250183457776, 22.000833944859256, 11.000416972429628, 55.002084862148145, 11.000416972429628, 22.000833944859256], [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], [0.01921687223374624, 0.019287588267507427, 0.019216872233746685, 0.6764593578252658, 0.10240430801279388, 0.019225411621675015, 0.01942913016580805, 0.019222679584639746, 0.019216872233745796, 0.038487328012499766  …  12.305095506521424, 73.78646546208523, 12.386376790148395, 120.6896401941921, 72.90792536425768, 24.59857239485204, 12.30432289610024, 61.415389066285584, 12.509704354453216, 24.598474087211212], [2.253559048936257, 2.3846042495752955, 2.253559048936255, 84.05708865882782, 6.779371691352687, 2.266744877957692, 2.6080708941110595, 2.264320759146021, 2.253559048936257, 4.564358721848295  …  4.4003110989705245, 26.326618708864654, 4.787052277096925, 43.93127579911657, 26.347657551208258, 8.780800740867116, 4.398993019311918, 21.94537416071181, 4.91438048842202, 8.780633027232769], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0  …  0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [2.9430698923550676, 3.027066390770425, 2.9430698923550676, 106.41798338740013, 8.86968581544365, 2.9516386939571126, 3.172026475778322, 2.949967863209195, 2.9430698923550676, 5.924743405328826  …  0.8797441234801088, 5.264408709101992, 0.9519859717773635, 8.784022681943458, 5.26833868848588, 1.7557856707258919, 0.8794979109841915, 4.38822614810767, 0.9757704194823402, 1.7557543424277562], [245.19563412736778, 245.53629004507462, 245.19563412736778, 8590.473792321278, 734.7884461934154, 245.22351608435974, 246.02300167673195, 245.22360951486547, 245.19563412736778, 490.4355155636023  …  88.76759449015564, 532.5614593638905, 88.84887577378262, 886.8676775942679, 531.682919266063, 177.5235703621205, 88.76682187973447, 443.7278839844567, 88.97220333808744, 177.52347205447967], [1.05040598831666, 1.0504059883166603, 1.0504059883166603, 1.0504059883166603, 1.0504059883166597, 1.0504059883166599, 1.0504059883166605, 1.0504059883166608, 1.05040598831666, 1.05040598831666  …  1.0504059883166603, 1.0504059883166599, 1.05040598831666, 1.0504059883166605, 1.0504059883166608, 1.0504059883166599, 1.0504059883166608, 1.0504059883166605, 1.0504059883166608, 1.0504059883166603], [1.05040598831666, 1.0504059883166608, 1.0504059883166599, 1.05040598831666, 1.0504059883166605, 1.0504059883166605, 1.0504059883166603, 1.0504059883166608, 1.0504059883166599, 1.0504059883166603  …  1.0504059883166605, 1.0504059883166603, 1.0504059883166605, 1.0504059883166605, 1.0504059883166603, 1.0504059883166603, 1.0504059883166603, 1.0504059883166603, 1.05040598831666, 1.05040598831666], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0  …  0.0, 0.0, 0.0, 1.4785212394137375, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [6.8207018863130555, 7.015367693154252, 6.8207018863130555, 246.62864511425, 20.555910999446287, 6.840560484099787, 7.351319458289622, 6.836688255831054, 6.8207018863130555, 13.73086946579785  …  3.626807417608316, 21.70289751975208, 3.9246295505141484, 36.212755242158245, 21.719099137927316, 7.238350702621133, 3.625792389166899, 18.090772895579914, 4.0226826196484895, 7.238221549494639], [3.377431972149056, 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1022.6883412861622, 3419.5310130057214, 3315.4858070314845, 3300.529265588595, 1019.4645542450831, 556.6047263041237, 266.31297655292326, 442.005855997099, 140.26544645124272, 516.906129501543], [533.4521995111738, 266.55887872957345, 3.581420392287633, 224.95089712664387, 1185.7940755886173, 263.8539379054132, 418.73286714988313, 399.754129241202, 246.11603431922396, 49.914077815185074  …  1021.1619064072767, 3431.52418171035, 3324.302802665023, 3307.1848246375353, 1016.9317379542553, 556.5632064407677, 265.8705898654134, 442.03152722116465, 140.06521909895048, 515.4109848093055], [537.7384305691933, 267.8625316858459, 3.5916724031525122, 225.30286902002948, 1200.148008657202, 264.6092341683073, 427.131349035357, 409.33346625323276, 248.64833427707447, 48.61498796327999  …  1026.7252521503124, 3414.321490002115, 3311.281353343206, 3298.155741889415, 1016.5284811940342, 558.2137511820206, 266.5731195827576, 442.2121948431543, 141.0224742114907, 517.3392673577042], [547.6488320848326, 273.1151539189764, 3.60490219774817, 225.33107474875746, 1207.0390393852606, 268.7482453356032, 429.2999843509514, 412.9675336201021, 249.12098539193784, 50.28404832853695  …  1033.351728815525, 3405.752151218234, 3307.468214869232, 3296.3562282228413, 1019.6741502510663, 560.2310418898545, 267.6244152592468, 443.25574010512037, 142.10847107616445, 519.8865806783119], [545.659167057807, 273.17293894523965, 3.594511832410732, 224.681605759008, 1209.8214900263579, 267.97363556822125, 432.52443945721564, 417.30850635949076, 251.22438180880698, 50.13911523351282  …  1031.149975108336, 3341.526735022582, 3252.6575498395664, 3249.11626436496, 1008.0151455334743, 557.5282912188004, 266.5059930378669, 439.4579766410301, 141.94068029752643, 518.6575036445097], [550.8970783423576, 277.6359021551899, 3.5669438320289033, 225.33899344715488, 1215.1488772971677, 270.6922720677352, 431.69501143671675, 417.75857073388426, 250.4388697088222, 50.50200723411739  …  1039.3242590582859, 3437.5564981447965, 3338.642141070616, 3323.8345794716174, 1027.4375352491604, 563.7705308976264, 269.180281968934, 446.5811611868075, 143.04490022682265, 522.2445351841288], [551.5930469221346, 277.1885350891528, 3.5752311226061746, 224.06990372045976, 1204.159607878725, 270.33615060714834, 426.74869660275453, 412.6730809097343, 248.85601470233894, 50.67987942522424  …  1036.6762845047197, 3444.8065473566858, 3341.84569047911, 3325.106231792246, 1026.5721632839582, 562.2208519458601, 268.31844154869054, 445.82298071877995, 142.45389595459025, 520.5777847225957], [543.6548334838213, 274.30618625639215, 3.44491974653984, 224.54787985193508, 1192.8194363098587, 269.3272571342898, 424.5940679800613, 409.2863340843066, 249.23131558043812, 49.15841979887601  …  1032.807412603736, 3488.3814149209215, 3377.0605376123576, 3355.228672297168, 1030.288234603718, 562.8221544908465, 268.56058863831095, 447.83923299873845, 142.0657478872327, 520.0801917187135], [550.4610115968036, 275.9697093541399, 3.4948916152748746, 225.36150495066647, 1207.9584811491893, 271.5794080879562, 429.47903054108326, 414.1833530169777, 250.98238216030995, 50.10431065589805  …  1042.3532308688937, 3596.115908668155, 3472.510540064186, 3441.17924929009, 1052.1044310696207, 571.7711538169615, 272.3908425983909, 456.50424114821635, 143.592984915376, 526.4646695398483], [559.5249709573877, 281.09824958531476, 3.658221736377385, 225.38903084696372, 1227.7271903183444, 274.94080056194565, 429.1024697699211, 413.15830411082544, 251.65420318387987, 51.76119939119867  …  1063.7122849962907, 3648.256817053054, 3520.886489364273, 3487.283558952155, 1067.7007794144217, 578.3383524342537, 275.69824561745475, 462.319580098733, 145.52113767618155, 533.113673701104]]))

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))