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], [0.84431908602506, 0.84431908602506, 0.84431908602506, 0.8446806859698037, 0.8446806859698037, 0.8446806859698037, 0.8447585707319226, 0.8447585707319226, 0.8446806859698037, 0.8446806859698037  …  3.2399084246881964, 3.3787147288289168, 8.95593441465336, 4.930365821908105, 5.969023929466715, 6.680711482573317, 6.680711482573317, 0.8367635664962815, 8.546524837813198, 4.428213815056692], [4.320493503314339, 4.296362339649702, 4.298606239271185, 4.295579039265578, 4.315037802753729, 4.295579039265578, 4.296485491017508, 4.2950766960216615, 4.299975161096029, 4.300793074663686  …  26.03254984676149, 25.6404564035123, 26.823628232634896, 26.13599253284347, 26.24298646814562, 26.198991508727627, 26.310209705039018, 25.372117633404528, 26.43061023660598, 25.99371636575502], [7.8143894553111, 7.817918553621693, 7.817890491788529, 7.819970973579841, 7.819886044437498, 7.819970973579841, 7.818251773763991, 7.818251773763991, 7.819760898747779, 7.819970973579841  …  47.27863033806048, 45.970821778062344, 49.95204330190199, 47.3814563319465, 47.99261206697355, 47.847982132470015, 47.847982132470015, 45.012660898542556, 48.343617291199315, 47.14778940800153], [0.281960555899302, 0.281960555899302, 0.281960555899302, 0.28248743730281356, 0.28248743730281356, 0.28248743730281356, 0.282600921924075, 0.282600921924075, 0.28248743730281356, 0.28248743730281356  …  3.772534853101245, 3.9747872632716703, 12.101263438045217, 11.337587012313522, 7.749084707172356, 8.786073075929565, 8.786073075929565, 0.27095153117059845, 11.504719396509243, 5.503995327525261], [1, 1, 1, 2, 3, 4, 5, 5, 6, 6  …  592, 293, 528, 0, 72, 495, 495, 46, 519, 567], [0.666208011486396, 0.666208011486396, 0.666208011486396, 0.6664933310819477, 0.6664933310819477, 0.6664933310819477, 0.6665547858723881, 0.6665547858723881, 0.6664933310819477, 0.6664933310819477  …  2.556442208562701, 2.6659670000709914, 7.0666592241546295, 3.89029368692537, 4.709844451445583, 5.271399860298078, 5.271399860298078, 0.660246346371479, 6.743615549571539, 3.494071813600983], [0.055312426064258416, 0.055312426064258416, 0.055312426064258416, 0.05533611494034747, 0.05533611494034747, 0.05533611494034747, 0.05534121727099184, 0.05534121727099184, 0.05533611494034747, 0.05533611494034747  …  0.2122505556983404, 0.22134393468516655, 0.5867147484241029, 0.3229945876006699, 0.3910384121822606, 0.4376619764408725, 0.4376619764408725, 0.054817454290873424, 0.5598938020262398, 0.29009796568163937], [0.6662080114863957, 0.6662080114863957, 0.6662080114863957, 0.6664933310819477, 0.6664933310819477, 0.6664933310819477, 0.6665547858723885, 0.6665547858723885, 0.6664933310819477, 0.6664933310819477  …  2.5564422085627014, 2.665967000070992, 7.066659224154629, 3.8902936869253706, 4.709844451445584, 5.271399860298078, 5.271399860298078, 0.6602463463714789, 6.743615549571539, 3.494071813600983], [0.0553124260642584, 0.0553124260642584, 0.0553124260642584, 0.055336114940347465, 0.055336114940347465, 0.055336114940347465, 0.05534121727099183, 0.05534121727099183, 0.055336114940347465, 0.055336114940347465  …  0.2122505556983404, 0.22134393468516655, 0.5867147484241028, 0.3229945876006699, 0.39103841218226065, 0.43766197644087257, 0.43766197644087257, 0.054817454290873424, 0.55989380202624, 0.29009796568163937]), 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], [3.1187910905333815, 3.1187910905333815, 3.1187910905333815, 3.1187910905333815, 3.1187910905333815, 3.1187910905333815, 3.1187910905333815, 3.1187910905333815, 3.1187910905333815, 3.1187910905333815  …  3.1187910905333815, 3.1187910905333815, 3.1187910905333815, 3.1187910905333815, 3.1187910905333815, 3.1187910905333815, 3.1187910905333815, 3.1187910905333815, 3.1187910905333815, 3.1187910905333815], [15.866234278457942, 15.860447455314908, 15.974386245034612, 15.860447455314908, 15.860447455314908, 15.860447455314908, 15.860447455314908, 15.977766355549512, 15.865452782860693, 15.860447455314908  …  15.86564911004008, 15.860447455314908, 15.860447455314908, 15.916557035062867, 15.866062838503062, 15.879232969127155, 15.860447455314908, 15.860447455314908, 15.860447455314908, 15.873969546859188], [28.873462132768985, 28.873462132768985, 28.871099651391443, 28.873462132768985, 28.873462132768985, 28.873462132768985, 28.873462132768985, 28.873462132768985, 28.873462132768985, 28.873462132768985  …  28.873462132768985, 28.873462132768985, 28.873462132768985, 28.873462132768985, 28.873462132768985, 28.873462132768985, 28.873462132768985, 28.873462132768985, 28.873462132768985, 28.87335859605415], [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], [2.460874857688652, 2.460874857688652, 2.460874857688652, 2.460874857688652, 2.460874857688652, 2.460874857688652, 2.460874857688652, 2.460874857688652, 2.460874857688652, 2.460874857688652  …  2.460874857688652, 2.460874857688652, 2.460874857688652, 2.460874857688652, 2.460874857688652, 2.460874857688652, 2.460874857688652, 2.460874857688652, 2.460874857688652, 2.460874857688652], [0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899  …  0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899], [2.4608748576886526, 2.4608748576886526, 2.4608748576886526, 2.4608748576886526, 2.4608748576886526, 2.4608748576886526, 2.4608748576886526, 2.4608748576886526, 2.4608748576886526, 2.4608748576886526  …  2.4608748576886526, 2.4608748576886526, 2.4608748576886526, 2.4608748576886526, 2.4608748576886526, 2.4608748576886526, 2.4608748576886526, 2.4608748576886526, 2.4608748576886526, 2.4608748576886526], [0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899  …  0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899, 0.2043160038192899]), 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], [0.281960555899302, 0.28248743730281356, 0.28248743730281356, 0.28248743730281356, 0.282600921924075, 0.28248743730281356, 0.28248743730281356, 0.28248743730281356, 0.28248743730281356, 0.28248743730281356  …  2.7252819851766774, 2.738758799335967, 2.7252819851766787, 2.7302434262751656, 2.7252819851766774, 2.7299090266782593, 2.7252819851766774, 2.7252819851766774, 2.7252819851766774, 2.7274208058292917], [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], [3, 1, 1, 1, 2, 2, 1, 1, 1, 1  …  1, 1, 3, 4, 1, 1, 2, 1, 1, 1], [33.94071549180104, 11.334712768508572, 11.334712768508572, 11.334712768508572, 22.678532601019164, 22.669425537017144, 11.334712768508572, 11.334712768508572, 11.334712768508572, 11.334712768508572  …  12.556031584777026, 12.618122518913971, 37.66809475433109, 50.315560563496575, 12.556031584777026, 12.577349481256707, 25.11206316955405, 12.556031584777026, 12.556031584777026, 12.56588564751786], [33.94071549180104, 11.334712768508572, 11.334712768508572, 11.334712768508572, 22.678532601019164, 22.669425537017144, 11.334712768508572, 11.334712768508572, 11.334712768508572, 11.334712768508572  …  12.556031584777026, 12.618122518913971, 37.66809475433109, 50.315560563496575, 12.556031584777026, 12.577349481256707, 25.11206316955405, 12.556031584777026, 12.556031584777026, 12.56588564751786], [33.94071549180104, 11.334712768508572, 11.334712768508572, 11.334712768508572, 22.678532601019164, 22.669425537017144, 11.334712768508572, 11.334712768508572, 11.334712768508572, 11.334712768508572  …  12.556031584777026, 12.618122518913971, 37.66809475433109, 50.315560563496575, 12.556031584777026, 12.577349481256707, 25.11206316955405, 12.556031584777026, 12.556031584777026, 12.56588564751786], [1.0526624884264624, 1.0526624884264624, 1.0526624884264624, 1.0526624884264624, 1.0526624884264624, 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421.7317119315187, 256.3798274599621, 49.53453602569857  …  1053.5154691817675, 3455.6775479586013, 3357.637763890789, 3350.2080539633725, 1031.7311711910907, 569.6419114478144, 273.01795070167753, 451.448532996223, 145.31790493948878, 530.3841237760662], [537.5363359197053, 274.7469368433669, 3.565432763618162, 202.57464293379502, 1224.6313472542479, 260.2306555757956, 437.21873916280447, 416.99485083699597, 253.83239856917135, 49.60084365132627  …  1053.8224528105154, 3490.2625307175017, 3388.9614046144534, 3376.487028124483, 1038.964228726466, 571.0878543138632, 273.83065723227895, 453.8446634326042, 145.5113577737525, 531.1728064045935], [541.5566853270698, 276.5336999976271, 3.5886198606763484, 203.89204764134166, 1232.5954985345684, 261.92301492412497, 437.29592898851456, 416.545445857045, 254.57729478597366, 49.92341307056927  …  1058.3310458299266, 3471.2351432539995, 3374.9684504136926, 3368.171657386206, 1039.8348690297867, 572.9290733000369, 275.050586506811, 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265.6460118471658, 51.310142453705  …  1084.5147623548767, 3528.5598637418857, 3435.3325420659367, 3432.0640275808696, 1060.2549983859112, 586.7121063681708, 281.7280411899703, 464.3986967625177, 150.1568807027497, 547.6663480227844], [549.6409982486116, 283.13013191126424, 3.4690409981967276, 209.41384237154546, 1267.5034817698133, 269.3429388449388, 456.874655765846, 437.1243360066246, 266.60932452572996, 51.33767568112478  …  1086.1283069870133, 3580.4035176508323, 3479.713207485485, 3470.369069807789, 1068.9590230988188, 589.4682633663185, 282.5813712507207, 467.45338233174425, 150.23844376467213, 548.2642645905703], [556.984780076965, 285.4603334233108, 3.7039427601332555, 210.15198425178687, 1271.971177852609, 270.29231879545796, 455.3497531232633, 435.53425277682163, 264.2720017849567, 51.51863071267951  …  1091.9423998931143, 3616.1702406458694, 3511.791736467839, 3500.2634820418198, 1077.4286559026948, 592.830888647194, 284.20600088774694, 470.6879779672043, 150.82189341441628, 551.4981849546507]], [[518.0834390395164, 258.24326637797435, 3.3621685784258726, 191.50743866702484, 1143.221494670442, 245.15606232380713, 403.4899392954506, 384.7628088630399, 236.96603753924677, 46.741075546466895  …  998.4526557261888, 3385.10708496425, 3275.982679763442, 3256.1983726130716, 1000.8740113003424, 544.8396657162824, 260.68690436538697, 434.1059751134285, 136.99722836422484, 504.9046295086171], [519.0650340742569, 258.7325510933896, 3.368538764642714, 191.87028128415218, 1145.3875174733666, 245.62055115973624, 404.25441793177686, 385.49180584358993, 237.41500901434716, 46.82963426928556  …  1000.344389943946, 3391.5207319876445, 3282.189572495457, 3262.367780692615, 1002.7703331779817, 545.8719548618075, 261.1808189584134, 434.92846090937, 137.25679234369665, 505.86125510209683], [517.1360863714657, 258.2467999183729, 3.3806331679815527, 192.5591724422247, 1150.7336793234404, 246.50242731482587, 408.7954109484848, 390.0140431927026, 240.14841593205395, 46.99777141260952  …  1005.07461834279, 3439.739253072004, 3339.3198750790543, 3312.9479270834095, 1012.5891717829038, 550.0132002163324, 262.81999362575857, 439.45645280909787, 137.73752017732525, 507.8857798478355], [513.9736800141854, 257.59227349823254, 3.375668265653301, 192.2763740917147, 1158.3233982652346, 246.1404062334242, 412.57061727777517, 393.6191940877426, 241.577762499489, 46.9287490333348  …  1005.5011068753086, 3445.581303424786, 3327.7942018883473, 3303.9539977394256, 1009.0129482736111, 549.5722030166698, 262.51820411011136, 438.59178319786434, 137.7313765036731, 507.6226006830825], [515.3974431256391, 259.3932094417757, 3.2520960242850503, 193.01932201744705, 1162.7991117798754, 247.09148254279333, 415.4932220980836, 396.1065723682871, 243.2767008700228, 47.11007977100982  …  1010.0555872811462, 3404.3656462572385, 3294.939724219237, 3277.6260785097124, 1004.6659487183833, 549.69244865579, 263.04320950583224, 437.65798386293994, 138.70304397055702, 509.76023916539424], [518.6594976276099, 262.41369146705404, 3.43036643697068, 140.02746379330594, 1177.2751579273036, 250.1676009089751, 421.9138875337135, 403.0774768884901, 246.56679589360792, 47.69656773945201  …  1021.8729373084867, 3425.1547779067023, 3318.539712717252, 3302.9838163550535, 1013.3191146430163, 555.4311503957184, 266.1294986950496, 442.09978081756657, 140.57079556505357, 515.828096868636], [521.0731421325642, 264.889827487312, 3.337539259208366, 195.76628206493194, 1183.4725327912047, 251.4845253265134, 424.1524933045148, 404.97595842186973, 247.00417541004003, 45.30301862973628  …  1024.8641666428884, 3383.5716323064585, 3284.0031644077053, 3274.795894227543, 1008.4363218479413, 554.8390447579615, 266.03113005582424, 440.3882446364558, 141.23168861971573, 516.6245883399288], [521.5114064873977, 265.7752403802364, 3.3686293012557487, 196.86963954621234, 1190.1426971278393, 252.90191615356719, 426.5430573064201, 406.1270738035125, 248.1810391356479, 48.20396111479761  …  1028.609160885885, 3449.783886320936, 3342.0745084542646, 3324.8290311827363, 1018.6703391800509, 558.2532599974851, 267.4044123610867, 444.78269402273907, 141.679995139748, 517.9814823832035], [532.7732871164768, 266.98830991855755, 3.203353156988624, 197.76147777888224, 1195.5341569896955, 254.0475859402398, 428.5046986738697, 409.3417628410669, 249.39584960946394, 48.42232965342755  …  1031.7015065418705, 3411.800074251063, 3310.6336583148286, 3299.9208015484423, 1031.9732657664506, 558.7627108033454, 267.7893672203104, 443.5996507462066, 142.22334950009372, 519.8313234679753], [526.276714964327, 267.06366576302287, 3.2176667745887375, 198.09382143479138, 1197.5432853445232, 254.47451996416873, 432.243228756901, 412.95532509579596, 251.04447211672937, 48.50370472326118  …  1031.5914377813065, 3383.76366981673, 3287.7641285049795, 3280.4890334821444, 1010.2604787753476, 557.787460783411, 267.3363500995315, 442.05372855088456, 142.29378768241887, 519.346641627841], [525.8156160675132, 268.756212753098, 3.4876902264505234, 198.15760080970765, 1197.9288529590062, 254.5564519784935, 427.68539599431153, 407.90247977317784, 248.29770587170165, 48.51932124247398  …  1030.8443638554506, 3414.159044125935, 3315.0667400883476, 3302.864361345132, 1016.3101161621178, 558.635559828598, 267.8599121758168, 443.94880002570545, 142.3385529867789, 519.5908402360757], [526.4332940467654, 268.81128153144465, 3.488404862358117, 198.1982037668818, 1198.1743113906566, 254.6086111925526, 425.0841003497753, 404.9130905849099, 247.46802599760198, 48.52926296519607  …  1028.7763289483269, 3374.2982043892007, 3280.7198337551026, 3274.112846454681, 1010.7966722586696, 556.9295837061719, 267.369585137384, 441.6612912015226, 142.10469683855612, 519.7038348760726], [529.6912027634044, 268.00844845875895, 3.503605129798265, 199.06182648909552, 1203.3951990718933, 255.7180348791356, 430.39063394980576, 410.92521942681793, 249.68421447971093, 48.74072287448125  …  1031.3446099314272, 3355.8831603862554, 3266.5214162121583, 3263.7978594201813, 1009.9723233073316, 558.2003455514998, 267.9599134603858, 441.58230191592617, 142.4537001145574, 521.0476415700681], [532.4975807805757, 269.7636985733935, 3.520650927818405, 149.9428896087142, 1209.2499774335656, 256.962158520691, 436.6451063457571, 418.57214113680357, 252.6078914391827, 48.97785705104922  …  1036.0966042906844, 3379.0202228080743, 3288.0472613172456, 3283.9301453091252, 1014.9570779791352, 561.1382436630079, 269.1427263751891, 443.91888758472334, 143.26734712706738, 522.9982485213045], [528.0187240617859, 270.6608906504147, 3.522909767223269, 199.9159823897344, 1195.4702950498165, 257.12702469490876, 434.2834899000344, 414.91268077341425, 253.7338515467847, 49.00928110181169  …  1035.8826989278016, 3370.331360953118, 3281.284560537235, 3278.162613539554, 1012.7107969419249, 560.4026255194501, 269.0947267862213, 443.57402229947354, 143.42351090472897, 523.1077661588674], [523.1696479235928, 269.49425516030533, 3.3019679453354422, 199.32822793959923, 1206.4590385586584, 256.37106936203384, 434.8710404861671, 416.0719191183409, 253.76910909069952, 48.86519345698618  …  1033.8191033362896, 3407.9671162130385, 3312.126168601092, 3303.2320554716734, 1017.476712147297, 561.0787855894206, 268.97192345199807, 444.9402832657209, 143.00278541703648, 521.8592193612083], [529.1200039906, 271.1793538402052, 3.518642300695995, 199.63852285258642, 1208.337137342066, 256.77016305529753, 432.56956349221423, 413.74539091619505, 251.0510298319787, 48.94126206557498  …  1037.3148201807483, 3435.260855596156, 3336.1041882639165, 3325.1526681396913, 1023.5271682505311, 563.172807205629, 269.987772921008, 447.14044923439445, 143.2765915691243, 523.9078916728946]]))
 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], [0.8303717642161208, 0.8397795841137498, 0.8302588973961134, 0.8451641218394625, 0.8310678223259866, 0.8364289844401391, 0.8362862321272769, 0.8432248442818422, 0.8324636926933164, 0.8176634500854832  …  8.614134609576164, 4.886611359120123, 8.81196968523391, 6.621669661234188, 4.886611359120123, 6.3285565244902395, 4.384071114422001, 4.886611359120123, 4.603784019666722, 3.2773013203879082], [4.089611804370121, 4.13634850223348, 4.0920067861955065, 4.090396516290935, 4.091240913692912, 4.100937520381587, 4.094211404509488, 4.092176717207176, 4.096773954106475, 4.090508077352109  …  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7, 8, 9, 10  …  516, 0, 539, 492, 0, 81, 560, 0, 247, 0], [0.6552029096455283, 0.6626261280592307, 0.6551138523436569, 0.6668747850307423, 0.6557521326785357, 0.6599823451781022, 0.6598697067975882, 0.6653446025834108, 0.656853540945983, 0.6451754439320917  …  6.79696288276438, 3.8557693298071762, 6.953064189175326, 5.224813048463639, 3.8557693298071762, 4.993532809507949, 3.4592411183126344, 3.8557693298071762, 3.632605075285461, 2.5859469859627984], [0.054398719126774284, 0.05501503747267749, 0.05439132507665734, 0.05536778544411782, 0.05444431878616329, 0.054795535391313877, 0.054786183504235426, 0.055240740884425404, 0.054535764043964714, 0.0535661811711756  …  0.5643230048759187, 0.3201281766335374, 0.5772834343822005, 0.43379407101083617, 0.3201281766335374, 0.4145918535400217, 0.28720612075530005, 0.3201281766335374, 0.30159979493353767, 0.21470021224756763], [0.6552029096455282, 0.6626261280592307, 0.6551138523436569, 0.6668747850307423, 0.6557521326785356, 0.6599823451781023, 0.659869706797588, 0.6653446025834105, 0.656853540945983, 0.6451754439320916  …  6.79696288276438, 3.8557693298071767, 6.953064189175326, 5.224813048463639, 3.8557693298071767, 4.993532809507949, 3.4592411183126344, 3.8557693298071767, 3.6326050752854613, 2.585946985962798], [0.05439871912677428, 0.05501503747267748, 0.05439132507665734, 0.05536778544411782, 0.054444318786163286, 0.05479553539131386, 0.054786183504235426, 0.0552407408844254, 0.05453576404396471, 0.0535661811711756  …  0.5643230048759186, 0.32012817663353726, 0.5772834343822004, 0.4337940710108362, 0.32012817663353726, 0.41459185354002165, 0.28720612075529994, 0.32012817663353726, 0.3015997949335375, 0.21470021224756755]), 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], [3.0620324638162257, 3.0620324638162257, 3.0620324638162257, 3.0620324638162257, 3.0620324638162257, 3.0620324638162257, 3.0620324638162257, 3.0620324638162257, 3.0620324638162257, 3.0620324638162257  …  3.0620324638162257, 3.0620324638162257, 3.0620324638162257, 3.0620324638162257, 3.0620324638162257, 3.0620324638162257, 3.0620324638162257, 3.0620324638162257, 3.0620324638162257, 3.0620324638162257], [15.099167444574377, 15.12538357506406, 15.102330921714236, 15.097313234553381, 15.097313234553381, 15.125149877913861, 15.097313234553381, 15.097377786420639, 15.097974871070518, 15.097313234553381  …  15.176503960268521, 15.127247729168685, 15.107891164034825, 15.179113864386053, 15.097313234553381, 15.133203826992286, 15.099179308742745, 15.097313234553381, 15.121861212821154, 15.099179308742745], [28.811322410104292, 28.812159837195267, 28.81217041573968, 28.81217041573968, 28.81217041573968, 28.810999188490474, 28.81217041573968, 28.81217041573968, 28.812159257554246, 28.81217041573968  …  28.81217041573968, 28.812158917686283, 28.811322410104292, 28.81217041573968, 28.81217041573968, 28.806102187629886, 28.811316984137694, 28.81217041573968, 28.810145756888488, 28.811316984137694], [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], [2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423  …  2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423], [0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443  …  0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443], [2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423  …  2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423, 2.4160895952614423], [0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443  …  0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443, 0.20059767339686443]), 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], [0.28099107190513767, 0.2948020346130861, 0.2808253800170009, 0.3027066980248616, 0.2820129061560616, 0.2898832534666524, 0.2896736887756968, 0.2998597802139238, 0.2840620858595529, 0.2623348843453222  …  2.7320988269649713, 2.71533155136601, 2.7201377157760858, 2.738520647860709, 2.725885898498333, 2.7239838373663017, 2.70442783096538, 2.7302878292523913, 2.6352134058901173, 2.7310136066703476], [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  …  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12.617025297612994, 12.558813959145041, 12.550050704634183, 12.459951465224227, 12.579094716102519, 254.96234212681705, 25.16487709552424], [11.274671613612151, 11.82883181572893, 11.268023282705707, 12.14600375852287, 11.31567236692647, 11.63146738778017, 11.623058675516424, 12.031772145355802, 11.3978950086549, 168.41757447934637  …  25.174876838941515, 25.020375071303274, 12.532330694584466, 12.617025297612994, 12.558813959145041, 12.550050704634183, 12.459951465224227, 12.579094716102519, 254.03083548287395, 25.16487709552424], [11.274671613612151, 11.82883181572893, 11.268023282705707, 12.14600375852287, 11.31567236692647, 11.63146738778017, 11.623058675516424, 12.031772145355802, 11.3978950086549, 168.41757447934637  …  25.174876838941515, 25.020375071303274, 12.532330694584466, 12.617025297612994, 12.558813959145041, 12.550050704634183, 12.459951465224227, 12.579094716102519, 254.03083548287395, 25.16487709552424], [1.0448133282555447, 1.0448133282555447, 1.0448133282555447, 1.0448133282555447, 1.0448133282555447, 1.0448133282555447, 1.0448133282555447, 1.0448133282555447, 1.0448133282555447, 1.0448133282555447  …  1.044813328255545, 1.044813328255545, 1.044813328255545, 1.044813328255545, 1.044813328255545, 1.044813328255545, 1.044813328255545, 1.044813328255545, 1.044813328255545, 1.044813328255545], [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, 7.730158674762691, 0.0], [298.15365853658534, 298.15365853658534, 298.15365853658534, 298.15365853658534, 298.15365853658534, 298.15365853658534, 298.15365853658534, 298.15365853658534, 298.15365853658534, 4472.304878048781  …  158.41666666666669, 158.41666666666669, 79.20833333333334, 79.20833333333334, 79.20833333333333, 79.20833333333334, 79.20833333333334, 79.20833333333334, 1663.3750000000002, 158.41666666666663], [7.655114254073566, 7.655114254073556, 7.655114254073556, 7.655114254073562, 7.655114254073559, 7.655114254073557, 7.655114254073561, 7.65511425407356, 7.655114254073562, 114.8267138111033  …  8.114973344694125, 8.114973344694114, 4.057486672347064, 4.057486672347059, 4.057486672347059, 4.057486672347062, 4.057486672347061, 4.057486672347061, 85.2072201192883, 8.114973344694125], [75.98960587550246, 75.79096045135383, 75.99344511258649, 75.69134227819524, 75.96614594782113, 75.88298189302913, 75.67866698505492, 75.38712390700582, 75.88644999522866, 1144.6740716025613  …  22.000833944859263, 22.000833944859263, 11.000416972429631, 11.000416972429631, 11.000416972429631, 11.000416972429631, 11.000416972429631, 11.000416972429631, 231.00875642102227, 22.000833944859263], [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], [0.0037538584831446897, 0.003979173546240666, 0.0037511532003602355, 0.004108127926206517, 0.003770539971367004, 0.0038987579516334137, 0.0038967306158559367, 0.004063602063317795, 0.0038043229405122503, 1.1018048361203157  …  24.24404085858368, 24.110318923584394, 12.045212148010407, 12.161191380863762, 12.107125227931004, 12.103587312529292, 12.00891897121671, 12.12916158194289, 243.51455200368687, 24.249060001186972], [2.161867287821612, 2.3749343566156558, 2.159271559391309, 2.4965004657969088, 2.1778694485228587, 2.298472771411827, 2.3008692954891234, 2.4619521458171327, 2.2108466116496457, 31.702117845266503  …  8.736512133531521, 8.679028207584683, 4.347735616461212, 4.379272113577033, 4.357611843425471, 4.354353759953413, 4.320821653025286, 4.365160130522396, 88.24458722990116, 8.73279964720773], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0  …  0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [2.925077737503678, 3.068847926629658, 2.9233529081345893, 3.151134366591885, 2.935714889063446, 3.0176441032144306, 3.0154625641074233, 3.1214983505689693, 2.957046563020866, 43.69391097113067  …  1.7568099469672047, 1.7460281566948086, 0.8745593221283108, 0.880469671640917, 0.8764074369336321, 0.8757958997733524, 0.8695083917540584, 0.8778227143859455, 17.792356308873234, 1.756112122353604], [243.52722969213264, 243.72610043134432, 243.5233877497658, 243.8258475588829, 243.55070630130217, 243.63399857407444, 243.83831145471288, 244.13002140420943, 243.63043603686378, 3649.1239588708377  …  176.2376839738485, 176.1039620388492, 88.04203370564282, 88.15801293849617, 88.1039467855634, 88.1004088701617, 88.00574052884912, 88.1259831395753, 1847.5243775268898, 176.24270311645174], [1.0448133282555443, 1.044813328255545, 1.0448133282555447, 1.0448133282555447, 1.0448133282555447, 1.0448133282555447, 1.0448133282555447, 1.0448133282555454, 1.0448133282555445, 1.044813328255545  …  1.0448133282555447, 1.0448133282555452, 1.0448133282555447, 1.044813328255545, 1.0448133282555454, 1.0448133282555447, 1.0448133282555454, 1.0448133282555443, 1.0448133282555447, 1.044813328255545], [1.0448133282555452, 1.0448133282555447, 1.044813328255545, 1.0448133282555454, 1.0448133282555443, 1.0448133282555447, 1.0448133282555454, 1.0448133282555456, 1.0448133282555447, 1.0448133282555454  …  1.0448133282555452, 1.044813328255545, 1.0448133282555452, 1.044813328255545, 1.0448133282555445, 1.0448133282555445, 1.0448133282555447, 1.044813328255545, 1.044813328255545, 1.0448133282555452], [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, 0.931506643943095, 0.0], [6.779004227398301, 7.11219835327156, 6.77500685480383, 7.302901019805666, 6.803656322782501, 6.993531101820316, 6.988475283084622, 7.234218168978581, 6.853093473146323, 101.26267872717945  …  7.2425733539245325, 7.198124660388121, 3.6054327070536836, 3.629798541255772, 3.613051691148757, 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238.14918759660688, 47.330686190258206  …  1001.2865838200626, 3395.1006488327635, 3284.4849122819323, 3263.9871049314957, 1002.5224589182556, 545.8723471316896, 261.0001304941629, 434.8911123849786, 137.2274816118446, 505.46587831510305], [520.7231848280987, 259.27594117731337, 3.3838674027029887, 196.01918484947134, 1146.573526704258, 247.23143888078508, 404.8437048059844, 386.16285053956364, 237.82787871565554, 47.413696339835774  …  1004.4374822940023, 3463.498748651375, 3343.9433789395753, 3315.596346052147, 1014.2137374485147, 549.4713053021654, 262.4887135993415, 439.3767762413214, 137.5820358352816, 507.15616515440104], [519.6313399867336, 259.6084663638485, 3.3957460450121353, 197.01661642729604, 1132.202052653135, 247.54851681697107, 398.3837139385016, 377.44374985147624, 235.60231411191327, 47.47450509882873  …  1006.0521223172177, 3456.044416420608, 3338.2888409670277, 3312.105472762188, 1014.9669017245553, 549.3664804553458, 263.00038550886836, 439.6284234748932, 137.83521858346262, 508.8076933673336], [522.7554563852451, 263.14251331038383, 3.4419722952946095, 200.87458102604285, 1159.5254194426204, 250.91839181461557, 402.3529915726306, 380.1442173759959, 237.90170768294362, 48.12077496873215  …  1017.1640009230955, 3460.595352873515, 3346.490894072676, 3323.0019021694775, 1022.3942494583463, 554.7961110170554, 265.85868773829907, 442.8910884219007, 139.40871592451435, 515.0707434113307], [530.6954950150662, 261.97330533469943, 3.496074428471333, 210.38072140388948, 1171.6802021651074, 254.2163082823903, 401.6402492737928, 380.1691396449256, 237.22363719535176, 48.56005231151383  …  1019.5715406993583, 3517.1286671705784, 3395.5968023184723, 3365.6870585420997, 1031.9856921078176, 557.4234948598347, 266.5997484051321, 446.1007344388727, 139.61468146337543, 515.4197927022229], [532.8597851684862, 259.7594516859149, 3.5120720911330636, 215.87287740762733, 1150.4543181556921, 254.06159619746913, 400.3241766283638, 378.8685996945467, 237.9874790381167, 48.66912114224201  …  1019.6271144739657, 3568.042746545095, 3437.446113608866, 3401.913170209856, 1038.1867437662763, 558.7735191896859, 266.8484111146313, 448.4773358767227, 139.18945259041283, 514.9945579656635], [529.2273171575426, 262.3864765614711, 3.521729470310058, 217.61003851682702, 1161.6788226033768, 254.76020633562263, 405.50292937833296, 385.49904368789373, 240.0419631131766, 48.8029498749347  …  1021.9870212704337, 3537.1383462688664, 3411.093442115295, 3381.931429079394, 1034.6656268678807, 559.3679418434349, 267.2009757545167, 447.4380891780693, 139.50008911017937, 516.6523023461075], [532.6274435893616, 266.36669905158294, 3.564423789764814, 220.24814930282704, 1170.6160208202607, 257.84869275269403, 411.5737765998296, 390.9246857768157, 243.6720747126747, 49.39459348352553  …  1034.326315117999, 3578.027704591711, 3450.20546981049, 3416.8935665183712, 1044.5338431279363, 565.505384027335, 270.2166390416173, 452.61407004475586, 141.32886358155804, 522.3054834185207], [537.3201138190784, 268.95642523175513, 3.58435631130239, 224.86717393465892, 1192.8147718821551, 259.8916430059931, 410.52843033837314, 389.9761631715065, 241.98367598549765, 49.64921861681108  …  1037.5901198517051, 3564.361814446499, 3440.831861912171, 3411.836588380279, 1046.1507450100835, 565.9025106339835, 270.53150127269987, 452.54736956977916, 141.90011932832886, 523.4989976146817], [539.7955341654015, 265.67799076602296, 3.5402453010089934, 224.97819421271726, 1177.7955896805247, 260.0199553868831, 408.41803510003604, 386.87687181692604, 242.7398149758294, 49.67373117664704  …  1035.4639822277993, 3555.1607362258937, 3433.16597578494, 3405.315369015739, 1043.284707592185, 564.7844474493463, 270.0922946827703, 451.75998929224966, 141.644064403523, 522.6050682133427]]))

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))