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], [0.8682306721373831, 0.8682740396267196, 0.8549118726539829, 0.8521201848962682, 0.8573291189316199, 0.8682306721373829, 0.8682740396267196, 0.848270870056284, 0.8532239768429669, 0.8682306721373829  …  3.3745805249317864, 6.682362490908939, 6.202309178394295, 5.502862553360108, 0.8338956252313576, 7.084301279058015, 7.084301279058015, 6.352543175296969, 14.059237316766428, 4.362913476338469], [4.1943604605319615, 4.1800091420612695, 4.263198541839619, 4.303098424446827, 4.257540302817751, 4.192621367673283, 4.195358205473689, 4.247623395556361, 4.183845070339081, 4.2665863060485405  …  25.339113820532617, 26.146453898882598, 25.706478441845977, 25.583650490453646, 25.320266853104208, 26.013703112646255, 26.173533037290035, 25.63351943719088, 25.864181014844306, 26.024026342859365], [7.818023257113955, 7.818718530757632, 7.811423466954545, 7.730188177553088, 7.772759851765277, 7.820017549315516, 7.82052685547316, 7.770080250698691, 7.810636266352773, 7.816657008407707  …  46.974233485273665, 47.607775434650904, 47.99277594684507, 47.61014378386911, 46.83425199067999, 47.69552167822516, 48.71931355215947, 48.209741811787744, 49.16498817951675, 47.657089953004096], [0.3173060065539979, 0.31736850651307286, 0.29811134171692083, 0.2940880428523428, 0.3015950064560545, 0.3173060065539978, 0.31736850651307286, 0.28854052272502423, 0.2956787955694442, 0.3173060065539978  …  3.9293842159155856, 8.696462980799172, 8.004624166863154, 6.9966021183527785, 0.26782333971545275, 9.275725423570993, 9.275725423570993, 8.221137015583142, 19.32779953661146, 5.353740801006799], [1, 2, 3, 4, 5, 6, 7, 8, 9, 10  …  191, 492, 52, 137, 38, 261, 261, 185, 502, 62], [0.6850753929053963, 0.6851096119220125, 0.6745662251439575, 0.6723634504103979, 0.6764735476983711, 0.6850753929053962, 0.6851096119220125, 0.6693261574869322, 0.6732343948792325, 0.6850753929053962  …  2.662704916099453, 5.272702584586121, 4.893917634640851, 4.34202090161939, 0.6579834039853728, 5.589851450724745, 5.589851450724745, 5.012459420549517, 11.093408512075607, 3.4425467331818447], [0.0568789047342405, 0.056881745794080577, 0.05600637310030751, 0.05582348605529227, 0.05616473000378622, 0.056878904734240496, 0.056881745794080577, 0.05557131250383668, 0.05589579688120234, 0.056878904734240496  …  0.22107309768624103, 0.43777013611416093, 0.406321228000078, 0.36049958263702353, 0.05462957178081488, 0.46410166156447336, 0.46410166156447336, 0.41616324979439584, 0.9210386659202263, 0.2858200567522947], [0.6848397085827088, 0.6848739158270647, 0.6743341562570476, 0.6656774092849038, 0.6625552262026153, 0.6848397085827087, 0.6715039184820606, 0.6690958913239405, 0.6732343948792323, 0.6719851390713267  …  2.662064643479237, 5.270888633376882, 4.892233995621038, 4.3420209016193905, 0.6507621945999424, 5.587928391793228, 5.523764071412909, 5.010734999973672, 11.089592081798674, 3.4413624047071494], [0.05663020299155936, 0.05663303162892863, 0.05576148648274028, 0.015037218806186402, 0.015129139972032406, 0.05663020299155935, 0.05662975901061255, 0.055328328179026665, 0.05589579688120234, 0.056878904734240496  …  0.22106037852900384, 0.4358559959552734, 0.40454459749068056, 0.3604995826370235, 0.05439070519631762, 0.462072387397687, 0.461062141489204, 0.4143435852641573, 0.9170114448905433, 0.2845703149272781]), 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], [3.105609710783347, 3.105609710783347, 3.105609710783347, 3.105609710783347, 3.105609710783347, 3.105609710783347, 3.105609710783347, 3.105609710783347, 3.105609710783347, 3.105609710783347  …  3.105609710783347, 3.105609710783347, 3.105609710783347, 3.105609710783347, 3.105609710783347, 3.105609710783347, 3.105609710783347, 3.105609710783347, 3.105609710783347, 3.105609710783347], [15.612579189342508, 15.65731577377616, 15.5535157575574, 15.532351309843039, 15.462319642111229, 15.716021379706458, 15.451662569176907, 15.477145281951449, 15.54244523901144, 15.50641868261013  …  15.499486172322312, 15.675735475852361, 15.525566218116209, 15.400029859058261, 15.560214766496234, 15.437407736776251, 15.450871607127658, 15.62191137076101, 15.497067438812415, 15.571128127357504], [28.67995395142565, 28.80202047312182, 28.818671184584037, 28.817605618340455, 28.817695660531225, 28.671878436425025, 28.82243843642479, 28.806068061953358, 28.818929540444767, 28.82150038236822  …  28.822220029271538, 28.8204392918357, 28.820752622291174, 28.81987590246445, 28.818654619875108, 28.82134686314567, 28.81415286454658, 28.672963565900616, 28.821591177264516, 28.816559785781696], [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], [2.4504741206482765, 2.4504741206482765, 2.4504741206482765, 2.4504741206482765, 2.4504741206482765, 2.4504741206482765, 2.4504741206482765, 2.4504741206482765, 2.4504741206482765, 2.4504741206482765  …  2.4504741206482765, 2.4504741206482765, 2.4504741206482765, 2.4504741206482765, 2.4504741206482765, 2.4504741206482765, 2.4504741206482765, 2.4504741206482765, 2.4504741206482765, 2.4504741206482765], [0.20345247472831424, 0.20345247472831424, 0.20345247472831424, 0.20345247472831424, 0.20345247472831424, 0.20345247472831424, 0.20345247472831424, 0.20345247472831424, 0.20345247472831424, 0.20345247472831424  …  0.20345247472831424, 0.20345247472831424, 0.20345247472831424, 0.20345247472831424, 0.20345247472831424, 0.20345247472831424, 0.20345247472831424, 0.20345247472831424, 0.20345247472831424, 0.20345247472831424], [2.449631091779674, 2.449631091779674, 2.3744456234225964, 2.449631091779674, 2.4488158588659865, 2.4261063910555807, 2.449631091779674, 2.423580757363428, 2.423580757363428, 2.449631091779674  …  2.449631091779674, 2.449631091779674, 2.4337238638674736, 2.4490418520646347, 2.3744456234225964, 2.449631091779674, 2.449631091779674, 2.4261063910555807, 2.449884880933237, 2.449631091779674], [0.20256288331908898, 0.20256288331908898, 0.20256288331908898, 0.20256288331908898, 0.20256288331908898, 0.054804162106958425, 0.20256288331908898, 0.20256288331908898, 0.20256288331908898, 0.20256288331908898  …  0.20256288331908898, 0.20256288331908898, 0.20255117794180222, 0.20255117794180222, 0.20256288331908898, 0.20256288331908898, 0.20256288331908898, 0.054804162106958425, 0.20344076935102748, 0.20256288331908898]), 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], [0.3173060065539979, 0.31736850651307286, 0.29811134171692083, 0.2940880428523428, 0.3015950064560545, 0.3173060065539978, 0.31736850651307286, 0.28854052272502423, 0.2956787955694442, 0.3173060065539978  …  2.699586880270621, 2.7013852694695193, 2.7307844746290835, 2.721987842218834, 2.705407215249896, 2.9649445493379445, 3.061977216790621, 2.703453066462497, 3.0618684942548464, 2.920393210267118], [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, 1, 1, 1, 1, 1, 1, 1], [12.731796069772491, 12.734303859467218, 11.96161664270353, 11.80018313809435, 12.10139751075514, 12.73179606977249, 12.734303859467218, 11.577590771435327, 11.864011552222168, 12.731796069772487  …  12.43764803748561, 12.445933650389488, 12.581382881169509, 12.540854673452463, 12.46446372490117, 13.660214836882746, 14.107267745138767, 12.455460489995795, 14.10676683418695, 13.454956069694608], [12.731796069772491, 12.734303859467218, 11.96161664270353, 11.80018313809435, 12.10139751075514, 12.73179606977249, 12.734303859467218, 11.577590771435327, 11.864011552222168, 12.731796069772487  …  12.43764803748561, 12.445933650389488, 12.581382881169509, 12.540854673452463, 12.46446372490117, 13.660214836882746, 14.107267745138767, 12.455460489995795, 14.10676683418695, 13.454956069694608], [12.731796069772491, 12.734770813377285, 11.96161664270353, 11.880165663337976, 12.12750413486237, 12.73179606977249, 12.734770813377285, 11.652814776490578, 11.864011552222168, 12.731796069772487  …  12.43764803748561, 12.445933650389488, 12.581382881169509, 12.540854673452463, 12.46446372490117, 13.660214836882746, 14.107267745138767, 12.455460489995795, 14.10676683418695, 13.454956069694608], [1.0642856570104107, 1.0642856570104107, 1.0642856570104107, 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613.3865245689332, 291.41002240123476, 490.50792145591566, 154.03381852769553, 563.2844199317558]], [[518.0834390395164, 258.24326637797435, 3.3621685784258726, 191.50743866702484, 1143.221494670442, 245.15606232380716, 403.4899392954506, 384.7628088630399, 236.96603753924677, 46.741075546466895  …  998.4526557261888, 3385.10708496425, 3275.9826797634423, 3256.198372613073, 1000.8740113003424, 544.8396657162823, 260.68690436538697, 434.10597511342854, 136.99722836422484, 504.9046295086171], [517.0920611552219, 257.74910531478776, 3.355734905158684, 191.14097985930002, 1141.0338846808856, 244.686944262749, 402.71784165207777, 384.02654649550874, 236.51259148935782, 46.65163422274727  …  996.5420679582472, 3378.629517748004, 3269.7139274094366, 3249.9674784940307, 998.9587901506218, 543.7970884895739, 260.1880672819392, 433.27529219492897, 136.7350774978282, 503.93846991799046], [514.3378565430382, 256.7454520916275, 3.327214012824481, 190.67818568680136, 1132.6051505043129, 244.09450358375557, 400.05521581781716, 380.6498726466094, 235.42062657086922, 46.5386803994922  …  994.0792874006279, 3384.0295690493544, 3269.0246842976885, 3251.8471017051406, 998.276044719361, 542.7048014656441, 259.55809498933917, 432.99821303007536, 136.4009764056998, 502.80051928726243], [517.5720333130307, 258.1088249431349, 3.3743805537426903, 192.20018450171827, 1147.5744377704389, 246.04287299918747, 405.1023738386694, 386.1668512350709, 237.74356311678017, 46.91015349779496  …  1002.3254701883394, 3423.0498047913893, 3309.2267577025623, 3286.4708887469615, 1008.1397651886348, 547.1562953252335, 261.9909499460729, 437.07259119279365, 137.4484691216493, 506.9927666726337], [518.9169468311935, 258.3319761732996, 3.3680876163096842, 192.93579757872723, 1143.821387587328, 245.98941637641795, 403.09347087851097, 384.43362824193065, 236.63105481059793, 46.878148171486195  …  998.9794340300571, 3370.575483544995, 3263.471876010355, 3245.9347695674433, 999.2951504099628, 544.4068948349519, 260.5876363066325, 433.37746128704725, 137.08345395747597, 505.182723590303], [520.2030998539947, 258.5370101075293, 3.375303711585941, 194.60455453956936, 1150.0906749739875, 249.45201739636843, 404.66027230637167, 388.04206927977, 237.7036134643128, 47.09591900040518  …  999.6869325927938, 3396.024277592662, 3285.833872494303, 3265.2156635598785, 1003.3928451925875, 546.1542270017969, 261.0911067006328, 434.97673239590546, 137.0966708487825, 505.4551440949085], [522.1796793824278, 258.9637638159061, 3.37461608628316, 194.5972109088304, 1160.5699933529154, 250.94756082036866, 410.0334157810271, 393.7613789208701, 239.98970277062492, 47.30073064140807  …  1001.986756238542, 3409.448426316772, 3297.0219297092217, 3276.0672283899366, 1005.3075454418589, 547.9743829659732, 261.57453093350034, 436.02871184183124, 137.28377357893316, 506.2559407739661], [528.1703117403773, 261.248008886011, 3.35110039589349, 195.8852036818162, 1180.567951288755, 253.62389841009343, 419.38600299080207, 403.03097871330726, 244.55680565193867, 47.70084196778517  …  1013.4227422733272, 3468.7164466342156, 3350.7598528707626, 3324.554086769823, 1017.5722070175366, 554.6779239512177, 264.3223253473302, 441.68809089131713, 138.75136527065044, 510.96628841139517], [534.8351785907149, 266.87594227880476, 3.45580681557668, 204.6791963835812, 1195.835445182663, 264.69039622361424, 424.06297959812025, 407.03610762829567, 245.90993126631497, 48.964137064617766  …  1025.3222040976802, 3551.5639384563965, 3415.5072269433876, 3394.604763150831, 1035.8255841772677, 561.1567674000612, 266.5999051195504, 448.1997157163639, 139.9916766359505, 514.3820027286338], [535.2545876522997, 269.4551164379956, 3.4711088166734183, 216.69104556948798, 1191.8710078345928, 269.9162914523464, 422.1720261969197, 407.31831709502825, 246.54656046622557, 49.66057980343924  …  1029.6145486742967, 3562.4457603924966, 3432.2481734820085, 3398.197269752376, 1035.885395206504, 561.4941678852781, 266.8843023110839, 448.63702906776086, 140.27039358832826, 515.4701637180688], [549.5743965311749, 275.01743716353485, 3.5373376772672995, 225.30286902002925, 1212.7284606090398, 275.3534787134746, 429.04609878785504, 415.8616062452129, 250.59617850186854, 50.77402964338479  …  1047.8786830932593, 3597.583078122161, 3467.735261421835, 3436.575501220673, 1049.49990482611, 570.3125232720159, 271.1598119525925, 454.88850620872665, 142.88626301395342, 523.8610273691188], [556.2628593698361, 278.11519884500717, 3.5845438495714315, 225.3028690200294, 1217.4911029434402, 277.73681447628144, 429.54951669503106, 416.0888880901933, 251.78731219926746, 51.60773385591596  …  1052.6333511796408, 3527.237962623675, 3411.3748557268523, 3388.281707009328, 1040.9894567912027, 568.54068353855, 270.6160718572428, 451.7902778808154, 143.8614169661825, 524.8545400969575], [554.4298229707259, 278.04474965195055, 3.61584957918328, 224.25116533155258, 1196.2558892396155, 276.61084242083, 421.8911455284932, 407.07432812952436, 248.06802477993458, 51.76553067898675  …  1044.8019078767447, 3479.5099251996226, 3370.1536808608344, 3348.6646218070814, 1031.9804359854054, 563.4688443904563, 268.57254302902123, 447.7185564612161, 143.0706127781629, 521.213323280821], [551.8310754738006, 276.65005029032363, 3.6263721158320257, 225.350289966584, 1194.7732844570423, 276.9375825384342, 420.965876035344, 405.3431895992461, 248.15728450524026, 51.780485897711046  …  1043.5308168519607, 3508.3505798330525, 3395.8571337135745, 3371.706241310916, 1037.5007495975478, 565.3289670061822, 269.47700525697667, 449.79387476852605, 142.91771177670682, 522.1879102538852], [548.8230844528898, 273.9605545542957, 3.6506139837668, 223.65603085166373, 1203.7892961933771, 277.63039248413764, 418.91911488060634, 404.45974705663536, 246.23580907244565, 51.60558396179806  …  1036.6990645721444, 3535.849867147018, 3415.1808324411472, 3385.0316210746005, 1038.0212668305437, 563.5292833790063, 268.0950058360683, 449.1971917412496, 141.8109687404583, 518.6113111563137], [559.133739210734, 280.3912019052239, 3.632828121912691, 225.37428813795836, 1216.4466689153064, 280.7382956435074, 428.3878160396944, 414.26570451414364, 252.50935170972673, 51.931868946955035  …  1055.8738484223545, 3649.140790484896, 3522.5414665645903, 3485.1659632756064, 1063.1204430325804, 575.8413634783002, 273.62886981623404, 460.24636364955677, 144.1429415204765, 528.2826562465243], [565.1386630981906, 282.25399919039177, 3.760163699089118, 225.38215948089734, 1210.495133364815, 285.8611788565831, 422.5301709657194, 408.3740372195452, 248.89335260993863, 53.63204757594778  …  1061.6687149417664, 3662.5237576004693, 3529.167615826686, 3490.976704211024, 1067.4351092020497, 576.3363628256928, 273.8080894745952, 460.87995100277595, 144.72977016375296, 529.2605572774771]]))
 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], [0.8802722139794588, 0.8482978222641944, 0.8482978222641944, 0.8482978222641944, 0.8482978222641944, 0.8482978222641944, 0.8482978222641944, 0.8482978222641944, 0.8482978222641944, 0.8482978222641944  …  6.708272609676324, 5.794237280660215, 5.943851693894346, 6.7998919538152975, 6.707116736473178, 6.744808758767798, 6.218049629614835, 3.263540860806834, 6.744808758767791, 11.557713834603494], [4.268402954278195, 4.2559781728957935, 4.235635640119224, 4.260750548076947, 4.238350497506305, 4.266747866518507, 4.314835528382269, 4.278059519637617, 4.298848353244914, 4.30166148590725  …  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2, 2, 2, 2  …  498, 262, 69, 492, 494, 152, 472, 312, 169, 89], [0.6945767434950253, 0.6693474240639102, 0.6693474240639102, 0.6693474240639102, 0.6693474240639102, 0.6693474240639102, 0.6693474240639102, 0.6693474240639102, 0.6693474240639102, 0.6693474240639102  …  5.293146903549296, 4.571929452645834, 4.689982357501589, 5.365438933994646, 5.29223486448617, 5.321975667030404, 4.906337601074277, 2.5750893273283055, 5.321975667030398, 9.119587225405281], [0.05766776158215937, 0.05557307817753986, 0.05557307817753986, 0.05557307817753986, 0.05557307817753986, 0.05557307817753986, 0.05557307817753986, 0.05557307817753986, 0.05557307817753986, 0.05557307817753986  …  0.43946754122125614, 0.37958791467586855, 0.3893893467495178, 0.44546964194670685, 0.4393918184854483, 0.4418610712015022, 0.407352405144791, 0.2137987468942594, 0.4418610712015017, 0.7571606546975389], [0.693259492216539, 0.6693474240639105, 0.6693474240639105, 0.6693474240639105, 0.6691171505846455, 0.6693474240639105, 0.6691864731352332, 0.6693474240639105, 0.6693474240639105, 0.6693474240639105  …  5.293146903549296, 4.571929452645833, 4.689982357501589, 5.365438933994646, 5.292234864486169, 5.321975667030405, 4.906337601074276, 2.575089327328306, 5.3219756670304, 9.119587225405281], [0.05766776158215936, 0.05557307817753988, 0.05557307817753988, 0.05557307817753988, 0.05533008613236096, 0.05557307817753988, 0.05556988085173726, 0.05557307817753988, 0.05557307817753988, 0.05557307817753988  …  0.4394675412212562, 0.37958791467586855, 0.38938934674951775, 0.44546964194670674, 0.43939181848544834, 0.4418610712015022, 0.40735240514479104, 0.2137987468942594, 0.4418610712015017, 0.7571606546975388]), 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], [3.169234531734021, 3.169234531734021, 3.169234531734021, 3.169234531734021, 3.169234531734021, 3.169234531734021, 3.169234531734021, 3.169234531734021, 3.169234531734021, 3.169234531734021  …  3.169234531734021, 3.169234531734021, 3.169234531734021, 3.169234531734021, 3.169234531734021, 3.169234531734021, 3.169234531734021, 3.169234531734021, 3.169234531734021, 3.169234531734021], [15.707861095651987, 16.027661628485575, 15.750988637448485, 15.64469752700951, 15.699928733126582, 15.946713209373572, 15.684884375672047, 15.724616956340627, 15.691832984482451, 15.693630203163787  …  15.74234311413467, 15.907796604109931, 15.642436921888455, 15.937333628688162, 15.698799096012158, 15.733675324573463, 15.639968460725806, 15.880215267806822, 15.656035944336582, 15.644140094022712], [28.897448617931705, 28.752847154870366, 28.90345083840877, 28.901596313123385, 28.901936659092808, 28.75193037020803, 28.905959212112627, 28.90423484031985, 28.90287220587291, 28.90327892666809  …  28.90259293351844, 28.749978871531628, 28.904224203850738, 28.744584781800096, 28.89754383241793, 28.88976171572812, 28.90244424305909, 28.90284319134866, 28.905942059863857, 28.904218987680956], [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], [2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104  …  2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104], [0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452  …  0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452], [2.4998168376151906, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.4998168376151906  …  2.500677137669104, 2.4998168376151906, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.500677137669104, 2.4998168376151906, 2.500677137669104, 2.5000758261630613, 2.500677137669104], [0.20671280181582696, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20671280181582696  …  0.20762061834005452, 0.20671280181582696, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20762061834005452, 0.20671280181582696, 0.20762061834005452, 0.20760867315396905, 0.20762061834005452]), 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], [0.3168717296136583, 0.2705946015657234, 0.3021011036775215, 0.30282355164870406, 0.3168717296136583, 0.3045820797307518, 0.2775588620961845, 0.28813567517668887, 0.2596123234193773, 0.2655655676310912  …  2.7508007415332187, 2.7508007415332187, 2.7508007415332187, 2.7508007415332187, 2.7508007415332187, 2.6917813437920377, 3.0052829725740247, 2.7508007415332183, 2.7508007415332187, 2.7508007415332187], [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, 16, 1, 1, 1, 1, 8, 1, 6, 13  …  1, 1, 2, 1, 1, 13, 1, 3, 1, 4], [12.71437085459218, 173.72026818558683, 12.12170449039657, 12.150692470611663, 12.71437085459218, 12.221252814447416, 89.09564285768677, 11.561346400644078, 62.5011394181631, 138.5244702121374  …  12.673602651756426, 12.673602651756426, 25.34720530351285, 12.673602651756426, 12.673602651756426, 161.22191862178198, 13.84606368444686, 38.02080795526927, 12.673602651756426, 50.6944106070257], [12.71437085459218, 173.72026818558683, 12.12170449039657, 12.150692470611663, 12.71437085459218, 12.221252814447416, 89.09564285768677, 11.561346400644078, 62.5011394181631, 138.5244702121374  …  12.673602651756426, 12.673602651756426, 25.34720530351285, 12.673602651756426, 12.673602651756426, 164.7346029198365, 13.84606368444686, 38.02080795526927, 12.673602651756426, 50.6944106070257], [12.71437085459218, 173.72026818558683, 12.12170449039657, 12.150692470611663, 12.71437085459218, 12.221252814447416, 89.09564285768677, 11.561346400644078, 62.5011394181631, 138.5244702121374  …  12.673602651756426, 12.673602651756426, 25.34720530351285, 12.673602651756426, 12.673602651756426, 164.7346029198365, 13.84606368444686, 38.02080795526927, 12.673602651756426, 50.6944106070257], [1.0597649559082667, 1.0597649559082667, 1.0597649559082667, 1.0597649559082667, 1.0597649559082667, 1.0597649559082667, 1.0597649559082667, 1.0597649559082667, 1.0597649559082667, 1.0597649559082667  …  1.0597649559082667, 1.0597649559082667, 1.0597649559082667, 1.0597649559082667, 1.0597649559082667, 1.0597649559082667, 1.0597649559082667, 1.0597649559082667, 1.0597649559082667, 1.0597649559082667], [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], [298.15365853658534, 4498.067682111868, 299.1516229207737, 299.6094135564689, 298.15365853658534, 299.24881643228406, 2089.304474442136, 299.88606978328016, 1493.277510472051, 3599.7046732920876  …  79.7731820870062, 79.7731820870062, 159.5463641740124, 79.7731820870062, 79.7731820870062, 1037.5013156688797, 79.35872451375852, 239.31954626101862, 79.7731820870062, 319.0927283480248], [7.655114254073556, 114.82671381110356, 7.6551142540735695, 7.655114254073552, 7.655114254073556, 7.655114254073553, 53.64302602104386, 7.655114254073551, 38.2755712703678, 91.86137104888265  …  4.057486672347062, 4.057486672347062, 8.114973344694125, 4.057486672347062, 4.057486672347062, 52.7473267405118, 4.057486672347061, 12.172460017041178, 4.057486672347062, 16.229946689388242], [75.16637761970398, 1170.678094867471, 76.83207478659214, 77.54443772505296, 75.28907723373342, 76.91920221883395, 530.9105433717708, 77.95592861522242, 380.26973311080286, 938.1316582348844  …  11.000416972429628, 11.000416972429628, 22.000833944859256, 11.000416972429628, 11.000416972429628, 143.00542064158515, 11.000416972429628, 33.00125091728888, 11.000416972429628, 44.00166788971851], [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], [0.011100927037581254, 0.13208887273204084, 0.009893541606678102, 0.009972148418718074, 0.011109585889758744, 0.010099831939605064, 0.07808472380230214, 0.008757047810358909, 0.05329957248592443, 0.10475731845144054  …  11.78037216753212, 11.78037216753212, 23.56074433506424, 11.78037216753212, 11.78037216753212, 151.24256977764585, 12.90227725096368, 35.341116502596336, 11.78037216753212, 47.12148867012849], [2.599021939206957, 31.24524542129575, 2.324361224201636, 2.3142257022064796, 2.59537906941556, 2.3596011686053586, 18.08836280142733, 2.078065392937993, 12.4564884255203, 24.777355777816126  …  4.467191514760082, 4.467191514760082, 8.934383029520164, 4.467191514760082, 4.467191514760082, 56.72424019599951, 4.912367202984967, 13.401574544280262, 4.467191514760084, 17.868766059040336], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0  …  0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [3.2985903632201836, 45.06963097792879, 3.144830214181091, 3.1523507964639492, 3.2985903632201836, 3.170656827715039, 23.114791309483124, 2.9994520577666575, 16.215167744660445, 35.93850515591197  …  0.8844178799744934, 0.8844178799744934, 1.7688357599489868, 0.8844178799744934, 0.8844178799744934, 11.250750981461108, 0.9662371960267505, 2.65325363992348, 0.8844178799744934, 3.5376715198979736], [248.93014392018736, 3718.037820110058, 248.32084704947567, 248.09371319067958, 248.80745296501007, 248.33692818500708, 1740.1882046941228, 247.97419777391013, 1242.8698506056073, 2974.165425297029  …  89.620760176619, 89.620760176619, 179.241520353238, 89.620760176619, 89.620760176619, 1163.644453588097, 90.30343764821185, 268.86228052985695, 89.620760176619, 358.483040706476], [1.0597649559082671, 1.0597649559082676, 1.0597649559082662, 1.059764955908267, 1.0597649559082671, 1.0597649559082667, 1.0597649559082671, 1.0597649559082662, 1.059764955908267, 1.059764955908267  …  1.0597649559082665, 1.0597649559082665, 1.0597649559082665, 1.0597649559082665, 1.0597649559082665, 1.059764955908267, 1.0597649559082662, 1.059764955908266, 1.0597649559082662, 1.0597649559082662], [1.0597649559082665, 1.0597649559082667, 1.0597649559082667, 1.0597649559082662, 1.0597649559082665, 1.059764955908267, 1.0597649559082662, 1.0597649559082665, 1.0597649559082665, 1.059764955908267  …  1.0597649559082674, 1.0597649559082674, 1.0597649559082674, 1.0597649559082674, 1.0597649559082674, 1.0597649559082667, 1.0597649559082665, 1.0597649559082662, 1.0597649559082674, 1.0597649559082674], [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, -3.5126842980545234, 0.0, 0.0, 0.0, 0.0], [7.644637176654454, 104.45097407476213, 7.288290852255248, 7.305720152828806, 7.644637176654454, 7.348145234954636, 53.56960808027706, 6.951370187115631, 37.57940832807952, 83.28916365355111  …  3.6460753095663496, 3.6460753095663496, 7.292150619132699, 3.6460753095663496, 3.6460753095663496, 46.3820172527129, 3.9833812311883126, 10.93822592869905, 3.6460753095663496, 14.584301238265398], [3.2934463050663685, 57.58889508990861, 3.5858012878379846, 3.6210349761308755, 3.300291608953352, 3.5589625947519323, 23.312164912009173, 3.8410277011161598, 17.061686529563545, 46.32222518130502  …  0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [3.2934463050663685, 57.58889508990861, 3.5858012878379846, 3.6210349761308755, 3.300291608953352, 3.5589625947519323, 23.312164912009173, 3.8410277011161598, 17.061686529563545, 46.32222518130502  …  0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [315.9727987929127, 4766.894498805682, 317.03040647452013, 317.51555694737283, 315.9727987929127, 317.1334087519604, 2214.171664236114, 317.80874752138124, 1582.5231750442192, 3814.84086437417  …  84.54082279709824, 84.54082279709824, 169.0816455941965, 84.54082279709824, 84.54082279709824, 1099.5075360545986, 84.10159518525955, 253.62246839129472, 84.54082279709824, 338.163291188393], [71.87293131463761, 1113.0891997775623, 73.24627349875416, 73.92340274892209, 71.98878562478006, 73.36023962408201, 507.59837845976165, 74.11490091410626, 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[545.6356200184738, 271.84235013417157, 3.559800674445934, 225.30286902002925, 1195.0930477760892, 267.80692762376907, 420.54582668274463, 404.0124622279602, 247.40438194163983, 50.27137872335999  …  1042.4763547189477, 3555.3561095535015, 3432.8858312360876, 3405.3023189219102, 1043.4409034411763, 567.1558262326735, 270.43870024004354, 452.26719101927216, 142.35741314799085, 523.6836823804482], [551.6463762538791, 272.61612089498794, 3.6124154148721495, 224.57197729548017, 1190.6137190822462, 268.5386389741884, 417.1668562099775, 400.40168771197654, 244.57681613885444, 51.0424606257071  …  1038.314044203867, 3478.8069291840347, 3363.3405109242876, 3338.59701181199, 1026.4682311723245, 561.5336249395269, 266.04219907735, 444.6160614039289, 141.5482385782459, 516.10599813456], [556.5303195564101, 275.11645451916866, 3.6672616275671635, 225.30286902002925, 1192.6231902709258, 277.88366547117346, 419.63700560291034, 400.38357153693795, 246.6312291528566, 52.3282221296077  …  1043.325824523681, 3529.4165080126463, 3414.7837064037512, 3387.086420820898, 1043.11813187323, 566.5881127112522, 269.96009386592806, 451.1906274436878, 143.285887210799, 522.6593637025209], [557.1754399940307, 276.125758087436, 3.693134855844162, 225.30286902002925, 1206.5458564313012, 280.8028382044081, 421.81180735405303, 402.97377086067473, 249.0064283173073, 52.32772409910806  …  1050.8896081085936, 3528.0611168272767, 3412.423986456834, 3386.1535964997042, 1041.2643909852343, 569.9497807086185, 270.1491652002002, 451.3726369815173, 143.84429301139863, 523.8261923728654], [564.919846308684, 278.7959695384819, 3.7496694559705306, 225.30286902002925, 1209.6452825228353, 287.82505550195117, 427.2702923603739, 407.0271841068846, 250.47150849866355, 53.48916019137641  …  1058.7906690010514, 3525.8981021488207, 3415.9775018909063, 3391.987897118388, 1047.294933500457, 573.7335822207802, 272.0900865282374, 453.6542720433981, 145.54995787079147, 527.8958260861816], [570.2301459973581, 281.7999752075661, 3.8139536097003734, 225.30286902002925, 1223.3868981618077, 288.67170172702293, 432.4507013500142, 411.45179785705534, 253.3019386394188, 54.89006109249001  …  1067.958069364304, 3532.1459419785992, 3426.3795457473952, 3405.125393644815, 1053.892814276421, 578.400198430197, 274.50167209727636, 456.74004858175743, 147.02501780071333, 533.0345725924034], [562.8991879712739, 279.9829339050974, 3.8087336892765338, 224.99451103566466, 1217.065933142926, 288.27661477373726, 435.22765045035516, 413.5051642599385, 254.7706750553542, 53.976520027331766  …  1066.6965215934865, 3508.4559226739243, 3406.480373158824, 3389.848748547071, 1047.9780527236373, 577.0368777243757, 274.2991295584328, 455.6428788196119, 147.2033948201963, 532.8349229471338]]))

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))