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], [0.8699834245240547, 0.8664710481748217, 0.8854334939368234, 0.873581478230297, 0.8831537241271095, 0.8678117639810623, 0.865078060478227, 0.8662078434734577, 0.8663820361978507, 0.8746665095234496  …  2.9084160280342024, 4.687206813090119, 4.404313189768912, 6.761779997783653, 4.540204177922033, 3.5083447735920905, 6.902976223664311, 4.788201934411249, 5.947577230765193, 4.571411813908707], [4.268197769885717, 4.245851487867339, 4.252729379894441, 4.283252239200715, 4.264015075226041, 4.258214124136356, 4.248171262278192, 4.23270185382557, 4.235217618173752, 4.236766518328347  …  27.349654644568353, 25.716550221666264, 25.76463689127491, 26.217119700654543, 25.585152559742713, 25.79381199930524, 26.56780522451019, 25.79842912199396, 26.132321210190415, 25.73798933020585], [7.808766885880264, 7.819217777848798, 7.832428660604905, 7.819482436166822, 7.822749994052249, 7.820129151907939, 7.8180043986299355, 7.818464142947271, 7.817526725822416, 7.8235108387385255  …  52.48911704677986, 47.09155831285537, 47.122266092009326, 48.54699014050013, 47.036822852539565, 47.19490453090847, 49.067543687686516, 47.219291307117985, 48.050207713942385, 47.07481315688727], [0.29500102870756767, 0.28990832811982975, 0.31740255114014476, 0.3002179554837922, 0.3140970440146421, 0.29185227247417594, 0.28788859317237503, 0.2895266996711514, 0.2897792669651119, 0.3017911751376482  …  3.2505860474447963, 5.829708549079632, 5.419532537596752, 8.837694888385485, 5.616564986977296, 4.120440861200912, 9.042419562233665, 5.976144426836034, 7.657157697079626, 5.661813881266756], [1, 2, 3, 4, 5, 6, 7, 8, 9, 10  …  459, 53, 83, 495, 60, 484, 494, 244, 262, 599], [0.6864583981003278, 0.6836869657094877, 0.6986492394435755, 0.6892974340104857, 0.696850392376495, 0.6847448543987615, 0.6825878320066807, 0.6834792846519209, 0.6836167310160431, 0.6901535754292649  …  2.294878903820396, 3.6984296364485756, 3.4752130807951, 5.335366783711709, 3.582437549002521, 2.76825128545549, 5.446777337411481, 3.778119602077493, 4.692921983706334, 3.6070618616089716], [0.05699372979078772, 0.05676362951194476, 0.05800588365089371, 0.05722944290315937, 0.05785653300712585, 0.05685146152372005, 0.05667237310159988, 0.056746386634429685, 0.056757798223186114, 0.057300524694597316  …  0.19053406369398496, 0.3070649291105099, 0.288532205069329, 0.4429728788330255, 0.29743459796726174, 0.2298361651527089, 0.45222282465782515, 0.31368124902248207, 0.38963341144748476, 0.2994790502208283], [0.6864583981003279, 0.683686965709488, 0.6984088853533548, 0.6892974340104857, 0.6966106571379467, 0.6845802010121043, 0.6823530034717091, 0.6833149355834979, 0.6836167310160433, 0.6901535754292651  …  2.294878903820397, 3.6984296364485765, 3.4740175142200584, 5.333531274336053, 3.5824375490025213, 2.76825128545549, 5.433987810601537, 3.778119602077494, 4.691307492585196, 3.605820935514488], [0.05699372979078771, 0.056763629511944746, 0.05775225421802855, 0.05722944290315936, 0.05760355660662038, 0.05684819064777062, 0.05642457441387727, 0.0567431218038293, 0.0567577982231861, 0.0573005246945973  …  0.19053406369398496, 0.3070649291105099, 0.2872706044362708, 0.4410359897976088, 0.2974345979672618, 0.22983616515270888, 0.45024549044054213, 0.3136812490224821, 0.38792974804386343, 0.29816958475143485]), 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], [3.194103751215452, 3.194103751215452, 3.194103751215452, 3.194103751215452, 3.194103751215452, 3.194103751215452, 3.194103751215452, 3.194103751215452, 3.194103751215452, 3.194103751215452  …  3.194103751215452, 3.194103751215452, 3.194103751215452, 3.194103751215452, 3.194103751215452, 3.194103751215452, 3.194103751215452, 3.194103751215452, 3.194103751215452, 3.194103751215452], [15.656941915408437, 15.600950798392889, 15.710604999817443, 15.77441175789857, 15.651278028080048, 15.634618184216269, 15.639713584948213, 15.748327391466242, 15.809117606540386, 15.797595340716382  …  15.69491240267876, 15.703957912497906, 15.701841013542953, 15.765334051591607, 15.697531527079116, 15.703573856464013, 15.695859716651787, 15.742805333625629, 15.61940495798236, 15.672624803426016], [28.85505944245552, 28.86972151113966, 28.86972151113966, 28.843414429027664, 28.86972151113966, 28.867197502273974, 28.85602237035256, 28.863955486227194, 28.86935546866102, 28.861797422723235  …  28.868502423934725, 28.83806469784968, 28.863540088968445, 28.867606287847202, 28.852296224056847, 28.862989663191346, 28.868823836879052, 28.868977069279854, 28.868806570911534, 28.868554107298017], [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], [2.5203001374711618, 2.5203001374711618, 2.5203001374711618, 2.5203001374711618, 2.5203001374711618, 2.5203001374711618, 2.5203001374711618, 2.5203001374711618, 2.5203001374711618, 2.5203001374711618  …  2.5203001374711618, 2.5203001374711618, 2.5203001374711618, 2.5203001374711618, 2.5203001374711618, 2.5203001374711618, 2.5203001374711618, 2.5203001374711618, 2.5203001374711618, 2.5203001374711618], [0.20924983280009773, 0.20924983280009773, 0.20924983280009773, 0.20924983280009773, 0.20924983280009773, 0.20924983280009773, 0.20924983280009773, 0.20924983280009773, 0.20924983280009773, 0.20924983280009773  …  0.20924983280009773, 0.20924983280009773, 0.20924983280009773, 0.20924983280009773, 0.20924983280009773, 0.20924983280009773, 0.20924983280009773, 0.20924983280009773, 0.20924983280009773, 0.20924983280009773], [2.520300137471162, 2.520300137471162, 2.520300137471162, 2.5194330865786316, 2.520300137471162, 2.520300137471162, 2.520300137471162, 2.5194330865786316, 2.520300137471162, 2.5194330865786316  …  2.520300137471162, 2.5194330865786316, 2.520300137471162, 2.5194330865786316, 2.5188270565364026, 2.520300137471162, 2.520300137471162, 2.520300137471162, 2.5194330865786316, 2.520300137471162], [0.2092498328000977, 0.2092498328000977, 0.2092498328000977, 0.20833489257197135, 0.2092498328000977, 0.2092498328000977, 0.2092498328000977, 0.20833489257197135, 0.2092498328000977, 0.20833489257197135  …  0.2092498328000977, 0.20833489257197135, 0.2092498328000977, 0.20833489257197135, 0.20832285365112074, 0.2092498328000977, 0.2092498328000977, 0.2092498328000977, 0.20833489257197135, 0.2092498328000977]), 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], [0.29500102870756767, 0.28990832811982975, 0.31740255114014476, 0.3002179554837922, 0.3140970440146421, 0.29185227247417594, 0.28788859317237503, 0.2895266996711514, 0.2897792669651119, 0.3017911751376482  …  2.8194941676012064, 2.7773893388027036, 2.871952198094585, 2.579246753433511, 2.7773893388027036, 2.900949948527675, 2.791742226243998, 2.785497396071643, 2.789198345273106, 2.778663985719979], [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, 1, 1, 1, 1, 1, 1, 1  …  1, 1, 1, 45, 1, 1, 1, 1, 1, 1], [11.836816386388476, 11.632473499748366, 12.735669888600604, 12.046143806777296, 12.603037534469868, 11.710473608726163, 11.551432318885595, 11.61716078746862, 11.6272949646168, 12.10926871267927  …  12.9900898380614, 12.796102733922758, 13.231776640136435, 534.7445418395987, 12.796102733922758, 13.36537627213993, 12.862229949024119, 12.833458509843826, 12.850509675675465, 12.801975339781455], [11.836816386388476, 11.632473499748366, 12.735669888600604, 12.046143806777296, 12.603037534469868, 11.710473608726163, 11.551432318885595, 11.61716078746862, 11.6272949646168, 12.10926871267927  …  12.9900898380614, 12.796102733922758, 13.231776640136435, 533.5634953285407, 12.796102733922758, 13.36537627213993, 12.862229949024119, 12.833458509843826, 12.850509675675465, 12.801975339781455], [11.836816386388476, 11.632473499748366, 12.735669888600604, 12.046143806777296, 12.603037534469868, 11.710473608726163, 11.886036769478128, 11.61716078746862, 11.6272949646168, 12.10926871267927  …  12.9900898380614, 12.796102733922758, 13.231776640136435, 533.5634953285407, 12.796102733922758, 13.36537627213993, 12.862229949024119, 12.833458509843826, 12.850509675675465, 12.801975339781455], [1.0578560213265102, 1.0578560213265102, 1.0578560213265102, 1.0578560213265102, 1.0578560213265102, 1.0578560213265102, 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258.5684863908525, 447.29282235657115, 433.8646456640863, 258.7973068611612, 49.15051461797782  …  1062.9243612876294, 3574.3697093870032, 3457.852758428867, 3435.8741394274084, 1052.1552845244905, 576.5203953054477, 274.7331345102141, 458.2812591992227, 145.79631229824324, 531.8477375463603], [568.0918536147702, 288.5917284505398, 3.592821233989943, 210.3096873296517, 1255.9275926092696, 265.0115954576296, 450.5226566598949, 436.44252981390105, 260.75249314637404, 50.98008124952298  …  1080.7181121099134, 3563.7531596796525, 3456.313137464286, 3440.750486938542, 1060.7959991873383, 582.6827793438258, 277.97554235816204, 461.78718334871223, 148.3741613610512, 539.6973034327655], [576.3420530293998, 293.67281056736454, 3.621990762703555, 220.03901583339422, 1267.1736219047075, 270.00670857385535, 454.7680840025971, 440.745625801849, 265.1086264955215, 52.10215742100797  …  1097.765498869949, 3678.343995094381, 3561.122856683559, 3536.604060676168, 1085.1410132825636, 593.7410769225704, 282.90683413334443, 472.16773649559536, 150.67883107994, 547.7786558863868], [579.6980634589083, 295.8473862597426, 3.688486784362074, 225.55848267694165, 1284.8606472299512, 274.47560950992556, 461.0107525969597, 446.57900885575555, 269.0367639402125, 52.70071316477754  …  1107.701879746006, 3649.62494865178, 3539.835745141693, 3524.1142286736435, 1085.7943222907465, 597.3082120554584, 284.7918648241577, 473.10270846514425, 152.07099264335335, 552.8913381514071], [579.9214692641367, 296.08713849011315, 3.61177164812229, 226.04610917430318, 1295.740487464354, 274.9447670003341, 462.7475814361178, 448.4328524120167, 269.7321073230462, 52.79079378933807  …  1108.8182720073432, 3672.831025152792, 3560.4027426517896, 3541.161989112834, 1088.5787274798308, 598.2810783480631, 285.08208721999125, 474.46863369702623, 152.27443390289358, 552.7841273827706], [585.958964964745, 297.98491475714667, 3.669623925408943, 232.77763104610693, 1298.964721829837, 277.9335352284943, 466.47629208051876, 453.90737206236554, 270.8162414377464, 53.26206666576013  …  1112.1779048104, 3677.4560235549716, 3565.4050868626855, 3547.35783815571, 1091.7742760595897, 600.344045987851, 285.9066848542335, 475.5346760668098, 152.69651313216616, 554.5214351085173], [593.6965066711412, 302.1794073371602, 3.7047923403879706, 236.95312702834974, 1317.8366693543994, 285.9909056817278, 473.9896426827554, 462.65040683079474, 273.6907390039125, 54.0972160779977  …  1123.7925600093345, 3663.196734509103, 3558.6900309845573, 3546.649273715443, 1095.6303103025625, 605.1186697493226, 288.3096510700451, 477.84660998787734, 154.46790479293915, 560.2019019270729], [609.5556287685639, 310.44895287176803, 3.839132745662794, 238.3379966149766, 1335.9857408845614, 296.1339904950638, 479.1783609886252, 467.1922479717, 278.2192242165862, 55.60218314419899  …  1145.2275136788305, 3712.827912366184, 3610.9007096493583, 3598.819769345403, 1114.808915658619, 615.3923230277153, 293.32638826193283, 485.860318336683, 157.5813791954488, 570.2939967645955]], [[518.0834390395164, 258.24326637797435, 3.3621685784258726, 191.50743866702484, 1143.221494670442, 245.15606232380713, 403.4899392954506, 384.7628088630399, 236.96603753924677, 46.741075546466895  …  998.4526557261889, 3385.10708496425, 3275.982679763443, 3256.198372613071, 1000.8740113003423, 544.8396657162824, 260.68690436538697, 434.1059751134286, 136.99722836422484, 504.9046295086172], [519.0786411387886, 258.7393336548955, 3.368627069424079, 191.8753110802813, 1145.4175433099012, 245.62698999585606, 404.2650152858481, 385.5019113439304, 237.42123274574186, 46.83086188781825  …  1000.370613537859, 3391.6096392313066, 3282.2756136702355, 3262.4533022477253, 1002.7966203669432, 545.8862646581301, 261.1876657001986, 434.9398623701616, 137.26039047092203, 505.87451603529473], [517.6191468541755, 257.9067794740805, 3.3364566299657454, 187.25182716069253, 1147.1467240462825, 245.12577595932268, 405.56767397876695, 387.944570062954, 237.9651983030815, 46.73471084180107  …  998.5040511599624, 3381.5677678523216, 3272.642533615203, 3253.583364591663, 999.7521519014534, 544.9336477176703, 260.60804817108595, 433.8497072655722, 136.97635103696075, 504.76461142850417], [506.7009112819305, 254.67489479377065, 3.072956568476699, 191.45830035856778, 1140.8771017438755, 245.08511674922698, 408.56738078044526, 389.6949420155558, 240.2948495620579, 46.726958917632984  …  998.3428629621819, 3395.1856296409633, 3283.653383907758, 3263.3826335970302, 997.4195802926391, 544.8919583382511, 260.7964445272863, 434.69697060602846, 137.09872056827774, 504.6147847948009], [517.2255047262664, 259.3939613918789, 3.186863178048206, 192.36861670489452, 1155.7256524995373, 246.2504095968099, 413.1484327949802, 395.0294834352504, 242.09215544921133, 46.94912904260117  …  1005.2083121615196, 3409.7715933539093, 3298.2124469955243, 3278.2106069851366, 1004.2670807859495, 548.4917176406029, 262.1963158590864, 436.8516563931231, 138.05837279110432, 507.5448323419317], [510.5328475445068, 258.5013234554182, 3.0426512618592274, 192.98884012739737, 1163.327321074522, 247.04435548283337, 419.0277207814995, 402.8782139099554, 245.2047069854259, 45.81218902538455  …  1008.3861175972849, 3368.812688790562, 3264.8011946899737, 3252.175706471744, 997.372273885984, 548.3308054262582, 262.571253179098, 435.6784751094157, 138.67354551634529, 509.17118415723945], [513.539739017562, 261.1649152642634, 3.2805478238382486, 193.67946441144966, 1178.1140716827392, 247.928421271414, 427.56864835185456, 408.4116027912807, 247.07828459234156, 47.26489694937954  …  1014.8545213734958, 3441.9104093901374, 3329.262415615288, 3308.312104438357, 1010.4252567139417, 553.4723645056503, 264.2634765197455, 440.8264238064587, 139.51401437444608, 511.31117701482657], [522.1310051789663, 265.54421439018756, 3.1632943076239655, 194.6779630684964, 1187.3766715406857, 249.20659599394077, 431.9067649538117, 415.392160994412, 249.13613230722441, 47.508567264520195  …  1024.745758954043, 3481.3372565908385, 3365.1985862324905, 3342.0574181072507, 1020.1839514512588, 557.9984604530783, 266.36826015339153, 444.7623925306161, 140.68615526055171, 515.1384057789938], [529.6907266594253, 270.7382779884257, 3.4303107344948063, 166.76111553062654, 1201.0263043238506, 250.3946906565152, 434.82709505683493, 420.51597871961934, 251.23006110873567, 47.73506478144349  …  1033.4800608839244, 3483.3905540482137, 3368.8782750109194, 3347.960130320105, 1024.158081687429, 561.2232410600018, 267.5995043593874, 446.3274327438882, 141.80959520996203, 518.0461074181235], [538.0511309916541, 275.4436636656112, 3.4552118050333593, 196.8881622804732, 1218.127847716287, 253.95085758749678, 439.30487205033836, 426.11650159386227, 254.17559168204798, 48.272763291171565  …  1043.9421944544645, 3510.537056172805, 3396.100915743182, 3374.5148005057194, 1033.365436561042, 566.2246426395166, 269.82683037061037, 450.09707259530046, 143.19261816486878, 522.3497686864534], [552.8017333348791, 280.82431863518457, 3.496120905579486, 204.64922873508525, 1222.124460542437, 257.8788419348853, 438.396896423563, 424.6957344081015, 253.7343728228368, 49.60795882033429  …  1051.6307210169525, 3467.835194807204, 3363.286907180343, 3348.143123422181, 1032.244809240155, 566.9999461461678, 270.49386584673204, 449.35823980342724, 144.3806896025617, 525.1714188742869], [553.8355844062988, 282.20472861542135, 3.480550066114669, 211.44637335713918, 1217.689807195172, 259.4628006937993, 437.0091445679438, 423.5342709376006, 254.75599136752297, 50.06754001797831  …  1054.8971629122057, 3534.7026743276274, 3422.0590847174535, 3398.4977609439834, 1042.765670309215, 570.555167014097, 271.8591693790284, 453.72933122840783, 144.7947413001973, 526.3876033572342], [554.4364058575496, 282.9551655589221, 3.5277526089575098, 215.72926033234987, 1228.8699310593367, 262.5147124422481, 440.92116369414197, 427.1183159109565, 257.3128769010123, 50.404160087866785  …  1059.4312585823589, 3490.5842658588945, 3385.5793758427153, 3370.542960103863, 1038.4783726193832, 571.2791522973619, 272.3814135386838, 452.4861851664268, 145.4441543124928, 528.7978443905333], [553.4342446613547, 282.56370996601646, 3.4468082661334134, 215.72172150870765, 1236.559079054115, 262.3869911929682, 441.61213504637493, 427.95121427543484, 257.4124135577628, 50.379636958342225  …  1058.1743138666072, 3505.0788286101592, 3397.785574433058, 3379.4236194686046, 1038.859186506195, 570.9553003976315, 272.06130134702227, 452.797842160967, 145.31947992064948, 527.5363686518872], [558.1406326852803, 283.83811631456155, 3.4954089653155567, 221.72654065438178, 1237.2965259121618, 264.7386736479441, 444.3303855077445, 432.358173474904, 257.9592725347374, 50.73345637563817  …  1059.3773908499122, 3502.8692355321537, 3396.1379037533584, 3378.947446035651, 1039.942421951129, 571.8427836950333, 272.33329894200716, 452.95872378996415, 145.44726430382588, 528.1955958257919], [564.5062715892044, 287.32217331611196, 3.5226390716210014, 225.30286902002914, 1253.0426849771943, 271.92961060193426, 450.68502670330366, 439.90330627622615, 260.2342053684562, 51.4374219965921  …  1068.5391289357133, 3483.088594019515, 3383.7201643592134, 3372.2714141699767, 1041.761530612501, 575.3668419653068, 274.1343503961146, 454.3523587636927, 146.87319200137873, 532.658493760016], [576.2179507228263, 293.4699492304038, 3.6291637692326666, 225.30286902002965, 1262.9183120868258, 279.93789752571683, 452.9712468694494, 441.64067562413595, 263.0029215768983, 52.56120116844967  …  1082.5929905307528, 3509.7667712005264, 3413.4141479115733, 3401.993935651683, 1053.8380395667566, 581.7354258248083, 277.28384803643957, 459.28775612340223, 148.96297418418803, 539.1036069818545]]))
 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], [0.8287805359171486, 0.8287805359171486, 0.8289647369224434, 5.70554633671344, 3.2757242695173097, 5.835054083201149, 0.8179250008708374, 0.8179250008708374, 0.8179250008708374, 5.7322858880565635  …  7.798867801004983, 5.2640971584302845, 13.217499677669734, 6.411140889995639, 5.6923558830911505, 3.0788162407852835, 5.839579492372988, 5.634102606609849, 6.7600447196509235, 4.902685037333283], [4.219900415828661, 4.227607690491701, 4.209362908502689, 4.632376059165021, 4.400093254358188, 4.446751981942678, 4.241376653008324, 4.213717131220557, 4.207374687719026, 4.388981152094534  …  25.658535810389957, 25.598164933087773, 27.519416580463464, 26.009726865283127, 25.805605714275984, 25.220352510968407, 25.751075131201464, 25.69592363268898, 25.671641235983362, 25.53832509309777], [7.807170096854362, 7.807082914242415, 7.8074088710069045, 9.067553505138154, 8.416812698420323, 8.451319591054036, 7.8002309362586475, 7.80094688642669, 7.80094688642669, 8.42370501536731  …  47.742354915948354, 47.03091017281234, 53.899205234376595, 48.744440434472345, 47.94714101566066, 46.15705413198554, 47.97124354200474, 47.79904739267627, 47.675176711481654, 47.32387739698519], [0.2919208777784612, 0.2919208777784612, 0.29220355540154336, 7.775878756784575, 4.047037400202276, 7.974623285291717, 0.2752618110200366, 0.2752618110200366, 0.2752618110200366, 7.816913672983088  …  10.988321245496923, 7.098424232424691, 19.303834924701544, 8.858694731986391, 7.7556364889893725, 3.744859388531512, 7.981568046022647, 7.666240137942748, 9.394127777497356, 6.54379577542342], [1, 1, 2, 70, 209, 82, 3, 3, 3, 375  …  535, 133, 504, 499, 71, 213, 472, 69, 260, 134], [0.653947354656395, 0.653947354656395, 0.6540926980312902, 4.50194806956257, 2.5847026176405556, 4.6041358557772005, 0.6453818199710769, 0.6453818199710769, 0.6453818199710769, 4.52304685037091  …  6.153678503246106, 4.1536236219643365, 10.429237385285257, 5.058695811072008, 4.491540172804391, 2.429332795450636, 4.607706619361058, 4.445575560456372, 5.333997566536218, 3.86845222822426], [0.054294475720347665, 0.054294475720347665, 0.054306542964420404, 0.3737776572023338, 0.2145968976226546, 0.38226187575301745, 0.053583315698531905, 0.053583315698531905, 0.053583315698531905, 0.37552939950111447  …  0.5109138307637526, 0.34485775542696406, 0.8658953537546435, 0.4200020612289018, 0.37291353367035046, 0.20169720014930412, 0.3825583411111635, 0.3690972868251652, 0.44285919853726274, 0.321181183905861], [0.6539473546563949, 0.6539473546563949, 0.6540926980312902, 4.467184166927994, 2.584702617640556, 4.559756333590999, 0.6453818199710768, 0.6453818199710768, 0.6453818199710768, 4.523046850370909  …  6.153678503246106, 4.1536236219643365, 10.429237385285253, 5.058695811072007, 4.490460139422599, 2.429332795450636, 4.60770661936106, 4.445575560456372, 5.333997566536217, 3.868452228224259], [0.054294475720347665, 0.054294475720347665, 0.054306542964420404, 0.3731421232141318, 0.21459689762265458, 0.38226187575301745, 0.053583315698531905, 0.053583315698531905, 0.053583315698531905, 0.37552939950111447  …  0.5109138307637525, 0.344857755426964, 0.8658953537546434, 0.4200020612289018, 0.37289207856830375, 0.20169720014930415, 0.38255834111116344, 0.36909728682516524, 0.44285919853726274, 0.321181183905861]), 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], [3.060074762548006, 3.060074762548006, 3.060074762548006, 3.060074762548006, 3.060074762548006, 3.060074762548006, 3.060074762548006, 3.060074762548006, 3.060074762548006, 3.060074762548006  …  3.060074762548006, 3.060074762548006, 3.060074762548006, 3.060074762548006, 3.060074762548006, 3.060074762548006, 3.060074762548006, 3.060074762548006, 3.060074762548006, 3.060074762548006], [15.541615737357567, 15.536257024233715, 15.551350267807969, 15.58236336661851, 15.565915672549922, 15.536325109360662, 15.558202326415424, 15.54279353394951, 15.577288508356876, 15.613382928341583  …  15.569203798818169, 15.536257024233715, 15.592991780471783, 15.536257024233715, 15.53816802151443, 15.582173160932262, 15.712156844645225, 15.541768368705053, 15.552658117441108, 15.536257024233715], [28.826443430640012, 28.826443430640012, 28.813997468366374, 28.82643189688885, 28.826443430640012, 28.826443430640012, 28.82611388061853, 28.826432760028304, 28.810651498078556, 28.82563247988853  …  28.824058984642072, 28.826443430640012, 28.826443430640012, 28.826443430640012, 28.825566882562867, 28.826443430640012, 28.826443430640012, 28.826443430640012, 28.825566882562867, 28.826443430640012], [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], [2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036  …  2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036], [0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644  …  0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644], [2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.4139642754403776, 2.3888764953978705, 2.4145448756281036, 2.4139642754403776, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036  …  2.4063601651587043, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.413714207384135, 2.4145448756281036, 2.4145448756281036, 2.4145448756281036, 2.413714207384135, 2.4145448756281036], [0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.20045788812509893, 0.2004694218762644, 0.2004694218762644, 0.20045788812509893, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644  …  0.19840299214864537, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.19959287379911947, 0.2004694218762644, 0.2004694218762644, 0.2004694218762644, 0.19959287379911947, 0.2004694218762644]), 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], [0.2919208777784612, 0.29220355540154336, 0.2752618110200366, 0.29191728485703794, 0.29353480457924963, 0.2926119843750657, 0.23803710551005397, 0.29191728485703794, 0.2759331888256173, 0.29191728485703794  …  2.8162559198332553, 2.772015973600675, 2.8201990972017716, 2.8203745599122394, 2.9727576413591077, 2.8162559198332553, 2.525322192614325, 2.910977199258262, 2.8162559198332553, 2.8162559198332566], [0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983  …  2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687], [0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721  …  0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782], [0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832  …  0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318], [-0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635  …  0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037], [2, 1, 10, 1, 1, 2, 4, 2, 11, 1  …  2, 5, 2, 3, 2, 1, 7, 1, 2, 3], [23.42645274666024, 11.724568717238625, 110.44786960586467, 11.713082208574614, 11.777984639718882, 23.481913583005582, 38.20463302672693, 23.426164417149227, 121.78898344469658, 11.713082208574614  …  25.950340898722967, 63.856731720516066, 25.986675237593413, 38.98243805350356, 27.39242327349285, 12.975170449361483, 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0.9994802739560178, 0.9994802739560178, 0.9994802739560178, 0.9994802739560178  …  0.9994802739560182, 0.9994802739560182, 0.9994802739560182, 0.9994802739560182, 0.9994802739560182, 0.9994802739560182, 0.9994802739560182, 0.9994802739560182, 0.9994802739560182, 0.9994802739560182], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.0180168893300987, 0.0  …  0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 7.394640289573871, 0.0, 0.0, 0.0], [596.3073170731706, 298.15365853658534, 2981.536585365853, 298.1536585365853, 298.1536585365852, 596.3073170731706, 894.9561696816745, 596.3073170731706, 3577.843902439024, 298.1536585365853  …  158.41666666666663, 396.0416666666667, 158.41666666666669, 237.62499999999997, 158.41666666666669, 79.20833333333331, 554.4583333333334, 79.20833333333334, 158.41666666666663, 237.62499999999997], [15.310228508147132, 7.655114254073552, 76.55114254073554, 7.655114254073569, 7.655114254073566, 15.310228508147127, 22.975409267516003, 15.310228508147137, 91.86137104888265, 7.655114254073569  …  8.114973344694114, 20.28743336173531, 8.11497334469413, 12.172460017041185, 8.114973344694121, 4.057486672347057, 28.40240670642944, 4.057486672347059, 8.114973344694114, 12.172460017041194], [152.92442806343243, 76.44498772233565, 780.322390640769, 76.45698429575762, 76.40596120393691, 152.87014134562835, 227.90048523477174, 152.91396859151524, 938.7286535994115, 76.45698429575762  …  22.000833944859263, 55.00208486214815, 22.000833944859263, 33.00125091728889, 22.000833944859263, 11.000416972429631, 77.00291880700745, 11.000416972429631, 22.000833944859263, 33.00125091728889], [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, 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3.0556562393097035, 6.092099620241558, 10.014852673206635, 6.07763617070446, 31.596684706735676, 3.03881808535223  …  1.8109251262570703, 4.456194252115979, 1.8134606909135529, 2.720360276936607, 1.9115597659635482, 0.9054625631285351, 5.683465349873911, 0.9359166748614138, 1.8109251262570703, 2.7163876893856074], [458.4069460950667, 229.2206755911373, 2288.640478779152, 229.2086757514965, 229.25971965959315, 458.46119662941226, 689.4964271628289, 458.417351502993, 2746.2991050758, 229.2086757514965  …  168.4606815736465, 420.97989125294305, 168.49053879441328, 252.73780106249276, 169.5507606640666, 84.23034078682325, 587.5761972900735, 84.61700954305817, 168.4606815736465, 252.69102236046987], [0.9994802739560181, 0.9994802739560182, 0.9994802739560172, 0.9994802739560182, 0.999480273956018, 0.9994802739560182, 0.9994802739560179, 0.9994802739560182, 0.9994802739560186, 0.9994802739560182  …  0.999480273956018, 0.9994802739560181, 0.9994802739560179, 0.9994802739560184, 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3331.061623418114, 1015.8131592423413, 552.2092448956855, 262.9696947804367, 441.28894196382225, 138.01985147487977, 508.41845748146073], [522.6484123698481, 261.864406490299, 3.4222249570283525, 196.1572693173982, 1167.3815077688132, 251.04221761312883, 416.66723018726225, 398.39478456294, 244.1122789346258, 47.5821369317858  …  1019.7933608991657, 3567.0860450439427, 3435.793130502484, 3399.346342613199, 1029.642027249241, 558.8854448695071, 266.4655589286306, 448.1701923517561, 139.51718891129167, 513.8066244704581], [535.1745947871632, 268.0729787442368, 3.458792047834812, 199.58105364801645, 1190.9558269368013, 254.9257885135281, 420.02026270919134, 401.921221945034, 246.03467733470907, 48.49041638858939  …  1039.5493100921035, 3625.208268505198, 3492.6557702908462, 3453.853897209766, 1049.541615319387, 568.1326029360798, 270.8522879098342, 455.5858747349936, 142.04178507302532, 522.7173557628121], [539.4668938026855, 269.253760770294, 3.487786844831133, 202.96916030334077, 1177.1420345799131, 255.31301524200956, 415.747083953681, 396.6779530391932, 245.04559159307192, 48.75514306781888  …  1041.8417676403635, 3622.689831902884, 3488.5989188812055, 3452.0357407251654, 1051.2378664830999, 567.5302206381241, 270.57295483472166, 455.1853494030544, 142.1856489719978, 522.4471267765042], [540.9807245349785, 270.5018916533043, 3.52668826616421, 207.6057944558617, 1206.044540441549, 258.16067756187493, 421.5467958153989, 402.1023422322132, 248.70910618896949, 49.428430094802685  …  1051.2776327051433, 3636.1628778732415, 3504.366595970401, 3469.8495655366087, 1058.407614307176, 572.7103533742145, 273.06265719103317, 458.5629390088253, 143.4525843884768, 527.5552092137879], [546.3848615899423, 271.5632362501372, 3.553077283259731, 205.69099813112024, 1215.0689643751925, 260.0924067138199, 425.283860730734, 404.16223099480817, 250.33922079067884, 49.798286341891746  …  1056.7795370484412, 3645.360006949314, 3511.8213660409137, 3478.2517456284418, 1060.4402293962728, 574.4551813194211, 273.85312726470863, 459.9770892212512, 144.2499759053958, 529.2568497910628], [541.1752201010361, 269.35746825320484, 3.475166982117595, 208.4465327470933, 1179.0582710866647, 259.2380736239236, 419.4823493098478, 397.968377865959, 247.95476564786944, 49.634712462978705  …  1049.5703567143294, 3613.3704963867913, 3483.968241229605, 3451.539095086882, 1051.7073350373237, 569.8450292847898, 272.0869988149244, 456.70441817809717, 143.43111963935257, 525.8833936258403], [525.1022789011694, 264.82049449718386, 3.534467027871087, 169.61145103891496, 1180.7523875569768, 258.7141511936319, 419.5317534266204, 396.83192752401084, 247.75179231450107, 45.94962480497548  …  1041.9109718957116, 3554.741053127817, 3432.797868580969, 3407.2336852973767, 1040.1457595041568, 566.0509283103768, 270.73229289860825, 452.6302484423707, 142.87655900935974, 524.0166099123561], [527.2594981875917, 265.4435190177635, 3.4400331153809267, 209.54231578086114, 1180.3648396033982, 260.5034465303979, 422.8570750780479, 399.76493849764614, 248.13680625290576, 49.884295338404215  …  1048.2284487044544, 3692.0580332645045, 3551.8604649359077, 3511.119496536521, 1063.9960731392714, 573.8208694088141, 273.92050442131904, 461.69500286726185, 143.47104622635598, 527.5548814280572], [533.1889791661157, 269.4112819271145, 3.416830116792294, 212.15450634865303, 1184.114098772571, 263.75092732380307, 424.4721540352523, 398.12081398204856, 248.60669132126142, 47.44591585780686  …  1063.5945681947906, 3779.1524738508183, 3625.6766391250712, 3574.3077446006237, 1084.4832251065268, 582.4914718470334, 277.8744145062153, 469.7677083749951, 145.17303002561292, 535.0629564647301], [532.1521620533434, 268.44563693363466, 3.4413735384033752, 211.94882582097594, 1190.1858702156746, 263.495224860344, 431.7742877636235, 399.4610896364062, 251.87608929677268, 50.41955330622551  …  1060.351608141143, 3666.821646799303, 3532.286159824916, 3500.45785131105, 1066.4152212721772, 577.6524480906254, 275.6352909237051, 462.5089504611926, 144.72153702278067, 532.9760794432271], [539.2205777418142, 279.73051926445595, 3.622989972911371, 207.64476717217664, 1224.6586386256918, 265.4119377285793, 430.9177715883938, 408.2947308336822, 251.96615406363586, 50.78631443703514  …  1065.8534028482377, 3683.8598970345092, 3551.0876485782806, 3516.967987417915, 1072.859965482375, 580.7592370335033, 277.31640640907546, 465.2946108164868, 145.8992649357344, 535.8070836108342], [553.8157478952899, 279.11958714632283, 3.660752563344543, 215.6731463162701, 1252.0842298667121, 268.1783385123124, 437.2723158808596, 417.4661207012093, 258.08629147729397, 51.31566251860185  …  1076.3757783429282, 3683.238025149851, 3549.5513978236895, 3519.0437305084984, 1077.5737625529641, 585.7111129285895, 279.50579394507304, 467.87109958265916, 147.26434281271514, 540.5430079111504]]))

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))