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], [0.8559377451448456, 0.8350489025720578, 0.8350489025720578, 0.8351138803852834, 0.8351138803852834, 0.8348185176303, 0.8348185176303, 0.8348185176303, 0.8351138803852837, 0.8351138803852837  …  5.602667459799089, 4.798621692965115, 0.8174201359297174, 8.08944715440817, 3.4016554531996444, 3.2067696376540775, 3.2454017248452915, 6.012189251724926, 6.230303515036351, 14.63409643222735], [4.260590498892914, 4.262903381870544, 4.252779930630693, 4.306421581743668, 4.266334996401317, 4.248656003464769, 4.257497282150233, 4.256450450554901, 4.302898272658008, 4.250909061459023  …  25.896594079127595, 25.819740977555437, 24.708984741740213, 26.690469049895146, 25.340661987970936, 25.766876687522732, 25.600821711918055, 25.28746531979299, 26.094893031904174, 27.4113845298398], [7.843383542608388, 7.821828173836724, 7.8220563923177515, 7.78312981031494, 7.818410136624305, 7.806490283161763, 7.79875263169832, 7.803061849422775, 7.773858894198298, 7.81343986689025  …  47.71228746812026, 47.15609393494412, 43.72915575560471, 50.122090847962816, 45.84524582538975, 47.25756370213151, 45.85161770678632, 45.56156725192656, 48.367363692664924, 52.81928862561109], [0.31653665222192884, 0.2854209431902011, 0.2854209431902011, 0.2855177331737918, 0.2855177331737918, 0.2850777652095137, 0.2850777652095137, 0.2850777652095137, 0.2855177331737921, 0.2855177331737921  …  7.387194595034195, 6.1894999864496985, 0.25916139474849537, 11.091464620232532, 4.108599865142119, 3.818300854567618, 3.8758466367305835, 7.997212161843568, 8.322111922527732, 20.840276787959567], [1, 2, 2, 3, 3, 4, 4, 4, 5, 5  …  436, 143, 17, 520, 595, 594, 204, 472, 70, 501], [0.6753756874473549, 0.6588933947892729, 0.6588933947892729, 0.6589446653817022, 0.6589446653817022, 0.6587116100867056, 0.6587116100867056, 0.6587116100867056, 0.6589446653817023, 0.6589446653817023  …  4.420771730963221, 3.786341288334784, 0.6449834574632763, 6.382959466348716, 2.684068325290384, 2.5302941257128757, 2.5607766842777835, 4.743903948598721, 4.916006500871491, 11.546999760378483], [0.05607357932274332, 0.05470512445834509, 0.05470512445834509, 0.05470938123821581, 0.05470938123821581, 0.054690031645369265, 0.054690031645369265, 0.054690031645369265, 0.05470938123821583, 0.05470938123821583  …  0.36703793004575724, 0.3143638607674464, 0.05355024134880992, 0.5299500568386383, 0.22284681095744205, 0.21007959126318426, 0.21261042883613546, 0.3938662277977852, 0.40815517289290454, 0.9586984237624806], [0.6753756874473547, 0.6588933947892729, 0.6588933947892729, 0.6589446653817019, 0.6589446653817019, 0.6587116100867058, 0.6587116100867058, 0.6587116100867058, 0.658944665381702, 0.658944665381702  …  4.420771730963218, 3.7863412883347842, 0.6449834574632762, 6.382959466348712, 2.684068325290384, 2.5302941257128753, 2.5607766842777826, 4.743903948598719, 4.916006500871491, 11.546999760378478], [0.05607357932274333, 0.0547051244583451, 0.0547051244583451, 0.05470938123821582, 0.05470938123821582, 0.05469003164536928, 0.05469003164536928, 0.05469003164536928, 0.05470938123821585, 0.05470938123821585  …  0.3670379300457574, 0.31436386076744643, 0.053550241348809924, 0.5299500568386384, 0.22284681095744208, 0.21007959126318432, 0.2126104288361355, 0.39386622779778524, 0.40815517289290465, 0.9586984237624808]), 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], [3.083467839371778, 3.083467839371778, 3.083467839371778, 3.083467839371778, 3.083467839371778, 3.083467839371778, 3.083467839371778, 3.083467839371778, 3.083467839371778, 3.083467839371778  …  3.083467839371778, 3.083467839371778, 3.083467839371778, 3.083467839371778, 3.083467839371778, 3.083467839371778, 3.083467839371778, 3.083467839371778, 3.083467839371778, 3.083467839371778], [15.788506901842398, 15.890269138418207, 15.703239283118226, 15.757787920346363, 15.735157507890527, 15.7051036328876, 15.928501425129753, 15.703168733248102, 15.811869903151663, 15.720428844758015  …  15.894145497879588, 15.720428844758015, 15.890269138418207, 15.787830956657945, 15.890269138418207, 15.703168733248102, 15.925174959682346, 15.705100681086444, 15.790401211334371, 15.708177378789495], [28.883621343033727, 28.743671180495166, 28.883632192798075, 28.882807626710417, 28.88281526981165, 28.882783644178758, 28.72845299932453, 28.883632192798075, 28.883632192798075, 28.868541742502696  …  28.741978758506598, 28.868541742502696, 28.743671180495166, 28.883632192798075, 28.743671180495166, 28.883632192798075, 28.742420230613124, 28.882789548024554, 28.882796776946073, 28.883632192798075], [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], [2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691  …  2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691], [0.20200193233782704, 0.20200193233782704, 0.20200193233782704, 0.20200193233782704, 0.20200193233782704, 0.20200193233782704, 0.20200193233782704, 0.20200193233782704, 0.20200193233782704, 0.20200193233782704  …  0.20200193233782704, 0.20200193233782704, 0.20200193233782704, 0.20200193233782704, 0.20200193233782704, 0.20200193233782704, 0.20200193233782704, 0.20200193233782704, 0.20200193233782704, 0.20200193233782704], [2.433003128498691, 2.433003128498691, 2.4329419334216724, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691  …  2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.433003128498691, 2.4286586208599426], [0.2020019323378271, 0.2020019323378271, 0.2020019323378271, 0.2020019323378271, 0.2020019323378271, 0.2020019323378271, 0.2020019323378271, 0.2020019323378271, 0.2020019323378271, 0.2020019323378271  …  0.2020019323378271, 0.2020019323378271, 0.2020019323378271, 0.2020019323378271, 0.2020019323378271, 0.2020019323378271, 0.2020019323378271, 0.2020019323378271, 0.2020019323378271, 0.2020019323378271]), 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], [0.31653665222192884, 0.2854209431902011, 0.2855177331737918, 0.2850777652095137, 0.2855177331737921, 0.2855177331737918, 0.2855177331737918, 0.2860050620990479, 0.2855177331737918, 0.28533447970529424  …  2.7624025886020647, 2.7545165976103645, 2.7588738284059344, 2.7545165976103645, 2.7614500899314884, 2.7545165976103645, 2.4819452696729334, 2.7554931340445994, 2.761241080609546, 2.7594078053785975], [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, 2, 2, 3, 3, 1, 1, 1, 1, 3  …  1, 1, 2, 1, 1, 1, 10, 1, 1, 3], [12.700925987709823, 22.90483739784707, 22.91260472848198, 34.315946395956566, 34.368907092723, 11.45630236424099, 11.45630236424099, 11.475856272352107, 11.45630236424099, 34.34684814260733  …  12.727055160168593, 12.690722497160644, 25.421594621250847, 12.690722497160644, 12.72266676900127, 12.690722497160644, 114.34920631041044, 12.695221636104296, 12.721703812631215, 38.13977241408409], [12.700925987709823, 22.90483739784707, 22.91260472848198, 34.31594639595656, 34.368907092723, 11.45630236424099, 11.45630236424099, 11.475856272352107, 11.45630236424099, 34.34684814260733  …  12.727055160168593, 12.690722497160644, 25.421594621250847, 12.690722497160644, 12.72266676900127, 12.690722497160644, 114.34920631041044, 12.695221636104296, 12.721703812631215, 38.13977241408409], [12.700925987709823, 22.90483739784707, 22.91260472848198, 34.31594639595656, 34.368907092723, 11.45630236424099, 11.45630236424099, 11.475856272352107, 11.45630236424099, 34.34684814260733  …  12.727055160168593, 12.690722497160644, 25.421594621250847, 12.690722497160644, 12.72266676900127, 12.690722497160644, 114.34920631041044, 12.695221636104296, 12.721703812631215, 38.13977241408409], [1.029694367583955, 1.029694367583955, 1.029694367583955, 1.029694367583955, 1.029694367583955, 1.029694367583955, 1.029694367583955, 1.029694367583955, 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50.65877915158171  …  1042.3079218470298, 3519.3672755369425, 3407.8696503492956, 3386.7380062740917, 1039.0012139607957, 566.5197912914429, 271.57250466637595, 452.3804435804649, 144.12322694297194, 526.153706490984], [530.4328631585508, 274.7917687334392, 3.659026637726151, 143.22943320410445, 1209.4341845059507, 266.6254377694679, 420.91432520668195, 406.7819298068034, 247.03152543789417, 50.56257669600825  …  1039.0922640142758, 3528.6888451774753, 3413.40239064132, 3391.7737853923245, 1037.5526668438868, 565.7800969732401, 271.13422652153224, 452.015803894256, 143.13793352725196, 524.8077768928556], [529.698712663747, 267.6746007325027, 3.571999268189127, 227.1392076259512, 1207.3098057755633, 266.1571085158106, 421.00454924165933, 399.7116117602425, 250.18582938492875, 50.47376321292472  …  1038.2762634832711, 3595.60708100783, 3468.763066710858, 3438.95092947202, 1046.7455092124985, 568.3183907577363, 271.7133728489981, 455.24533373719345, 142.3749805517733, 524.5613872836237], [538.5699750327374, 268.5240306777438, 3.705589990700547, 230.03439381890468, 1224.8460577532082, 270.02305750276184, 428.95459759335995, 408.3852330533541, 250.88372202349467, 51.206897844753485  …  1055.5244648187918, 3627.4525240784224, 3501.517033715967, 3475.335182080664, 1059.6897581224966, 575.7973966993092, 275.798393241766, 461.11421330573796, 144.7022983705438, 533.5012127218714], [542.7414452421932, 268.77420807220795, 3.704460855072508, 229.96429970962993, 1204.4870937062447, 269.9407783905601, 427.61963546810057, 406.49476933747655, 250.3082782258955, 51.19129451764536  …  1057.592804959812, 3529.8411514551462, 3417.5234023053513, 3399.501900486831, 1042.7567732494604, 573.4391855446617, 273.11332028419986, 454.59521659115813, 145.95714735238406, 529.9904366882342], [547.4499496985052, 273.6590758982573, 3.7594619309219475, 228.82357951094605, 1242.6685069852178, 273.9486580275617, 438.513927204614, 411.67714723698305, 255.99198462905906, 51.951344733518454  …  1072.232651039937, 3546.286474765848, 3443.9236540134716, 3432.323886773029, 1060.6020244900933, 581.7914660200391, 278.9698101270579, 461.92105433346774, 149.14514738011317, 541.9490465506913], [552.6762130484731, 274.20522291535025, 3.7483444575967075, 231.42868355583585, 1212.6113437643562, 273.13853760233474, 435.6710914496291, 411.21218565647655, 253.5899966312033, 51.79771432047232  …  1068.4596340486378, 3511.8882161483543, 3411.031559057937, 3399.465823472605, 1049.2860896884872, 578.8948212347664, 276.1153599184171, 457.4015357596304, 147.34132828143066, 536.484696802925], [542.7461071862083, 274.28498342891453, 3.7671033619457726, 232.586887821096, 1245.2361514804948, 274.50548233190455, 442.1337007032464, 416.70702027324955, 258.0987594158241, 49.65451092090177  …  1072.110285020634, 3518.728652802337, 3423.6303390595344, 3415.2917833908814, 1055.8319246266142, 581.1180943006019, 279.0808830710015, 461.0784562169209, 149.12635020177692, 542.1130671315331]], [[518.0834390395164, 258.24326637797435, 3.3621685784258726, 191.50743866702484, 1143.221494670442, 245.15606232380716, 403.4899392954506, 384.7628088630399, 236.96603753924677, 46.741075546466895  …  998.4526557261889, 3385.1070849642497, 3275.982679763442, 3256.198372613072, 1000.8740113003425, 544.8396657162824, 260.68690436538697, 434.1059751134286, 136.99722836422484, 504.90462950861706], [517.7493044337551, 258.076714032349, 3.3600001692705104, 191.3839271673368, 1142.4841812675518, 244.99795048686758, 403.229711035607, 384.51465854638565, 236.81320780649418, 46.71093018826065  …  997.8087100615471, 3382.9238817655714, 3273.869855653078, 3254.0983082652715, 1000.2285039978847, 544.4882748529792, 260.51877601104565, 433.8260012367843, 136.90887287659388, 504.57899449190904], [521.1172267646721, 259.8148398724547, 3.3897474843540905, 193.87427781956796, 1149.1466051192351, 246.53365017636094, 403.61731484890356, 384.23375442467915, 237.36147361225144, 47.022923518861376  …  1005.6500740157659, 3477.65109137227, 3341.5019468297914, 3326.973932568977, 1015.4286327310526, 549.866077193175, 263.10751021368884, 440.57795138818125, 137.76745544570025, 508.239616423572], [536.5684269794513, 266.2574040431731, 3.5450326010306132, 208.83051923914354, 1167.1153286575095, 258.2143426139553, 406.2202848648514, 386.56157057060983, 239.1309126977857, 48.965344864331385  …  1025.7275023808622, 3501.8585569661554, 3380.989947302524, 3358.6329564044004, 1033.6859162977817, 559.6382795695446, 267.6527061711862, 446.5280528133184, 140.42335598135165, 518.3121863483016], [537.5846741680914, 265.47778138917784, 3.5754029306643784, 216.5948246707013, 1151.7302589396998, 260.4264674612901, 406.4390316177411, 384.36566196849463, 241.22437371067642, 49.38483146192385  …  1029.7840865332198, 3470.4682715317354, 3350.639203162027, 3324.6890254528503, 1019.1103973115023, 556.8788419251437, 264.04630382658485, 441.89512137841297, 140.37727607726654, 512.0512129729476], [534.098977898499, 265.0565025499643, 3.488429480975849, 224.02329747871877, 1157.9979737704764, 262.94084233121, 411.2785063507849, 383.78248715136607, 242.88725661978256, 49.86163391750201  …  1033.5457516209015, 3484.845191380942, 3368.033988630831, 3341.7648319098093, 1025.6253104762884, 560.4556479541467, 266.09611996479225, 444.9877189005411, 142.08395491505303, 515.3959218137591], [529.246840319578, 263.22556603587634, 3.6026538419382645, 225.3028690200294, 1190.942429114322, 262.49585807678346, 411.6898473716686, 383.2751078133914, 241.9357556819171, 48.803421865841266  …  1028.9898046036212, 3450.7256695636434, 3340.8644194811327, 3316.9089981012607, 1020.0205329910546, 558.0927874547176, 265.32543516406594, 442.83668078246154, 142.00071537127516, 514.2642888110422], [544.0688539146047, 266.2382278792843, 3.5939219110938763, 225.61547299151223, 1176.6884369307515, 265.0042489189551, 415.19628332936685, 388.3771210944101, 243.97977055639456, 50.25458559557172  …  1038.156567060584, 3503.264676224125, 3391.968294327054, 3369.28331627106, 1038.2667997316275, 564.052568592469, 269.96549386830003, 450.0219772485459, 143.81982607676468, 522.8692597699003], [533.9346526083831, 264.20312006035874, 3.4411237594372617, 212.2407688229033, 1201.4209939298294, 264.858892328088, 414.8259535939951, 394.92725885294976, 242.74629629038716, 49.22449340453366  …  1036.3869479693394, 3516.4420732428102, 3398.2042166295696, 3370.406486470776, 1031.8844916591424, 563.0670829427708, 267.73635389917285, 448.083576631201, 142.11504124297358, 518.3690150633332], [531.3904842936801, 261.97002792331637, 3.6363462499592067, 165.74119403498722, 1201.9375360802776, 264.97276646754426, 417.56813817167273, 391.01965684320083, 246.381553319732, 50.24916579209767  …  1033.8800983456606, 3490.910611615442, 3380.3145264489403, 3359.353747204395, 1030.6001276163183, 561.9390635516248, 269.3766419187369, 448.7226161246289, 142.95788501889766, 521.8993681328535], [523.6326660740795, 271.2689135063882, 3.612117586643416, 141.3932189690262, 1193.9291293207102, 263.2072756409577, 415.5181656436431, 401.5669488257688, 243.86455903039783, 49.91435990833735  …  1025.7710075933012, 3483.450736335394, 3369.6422645308294, 3348.290939949323, 1024.2511481973156, 558.5267451673594, 267.6582613150909, 446.2209205729751, 141.30289232627283, 518.0796939209904], [524.236963603609, 264.91459497069593, 3.535168210874044, 224.79716426410695, 1194.8611759425198, 263.41274968968656, 416.663550960634, 395.5901659880233, 247.6061511908256, 49.953325797844414  …  1027.5705466848935, 3558.5326023923067, 3432.9964828651514, 3403.49174001609, 1035.9524656115511, 562.4584323278376, 268.9117231124486, 450.55127707021035, 140.90694523731054, 519.1526094340919], [529.2648281866883, 263.8846046922946, 3.64156663140982, 226.0599728274693, 1203.683770660418, 265.3577320699251, 421.54333126598624, 401.3293540785022, 246.54907660518967, 50.322170277185585  …  1037.2876328376926, 3564.7791854624465, 3441.019546494011, 3415.29005199977, 1041.3809602546137, 565.8490527918444, 271.0332844017064, 453.1473089729261, 142.20220330821326, 524.2836414552575], [533.116412678926, 264.00773864640763, 3.6387655655898485, 225.8860891869259, 1183.1265958106299, 265.1536208868548, 420.036184909544, 399.2859493257214, 245.8692854975906, 50.28346284013517  …  1038.8373454760172, 3467.24258574075, 3356.916691096407, 3339.214784443067, 1024.2644174766017, 563.2697561003006, 268.2699005965351, 446.53337830489414, 143.36872830234913, 520.5915318209849], [534.0380686906905, 266.9547498412771, 3.667359527590458, 223.21767047419584, 1212.2245875784777, 267.23723754841177, 427.7708508463507, 401.59154047892133, 249.72048156528052, 50.67859778350896  …  1045.9642099954874, 3459.406619821339, 3359.5515679934297, 3348.235981431115, 1034.6185201406213, 567.5382581826456, 272.1353773167936, 450.6045308428052, 145.4912663802942, 528.6719312113989], [539.8839537872909, 267.8584610691049, 3.661585170748982, 226.0720286996576, 1184.5442072995513, 266.81646528451853, 425.58703604278446, 401.69425677500794, 247.72039539568888, 50.598802959569284  …  1043.7290371346378, 3430.6019521539984, 3332.079726101603, 3320.781691359298, 1024.9992841746239, 565.4957053268391, 269.7243859870655, 446.8145068740816, 143.93096172907522, 524.0672068347841], [527.0943731193672, 266.37514204577883, 3.658467483691104, 225.87953779608512, 1209.3259812640122, 266.58928219253653, 429.3834312609241, 404.6900064637619, 250.6556970117448, 48.22257213799267  …  1041.1927255037847, 3417.255414398913, 3324.8995496524276, 3316.801461587502, 1025.3838011214796, 564.3597873261369, 271.032737341109, 447.7818571531881, 144.8258385171929, 526.4795886992482]]))
 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], [0.8715665956430453, 0.8715665956430453, 0.862422758308888, 0.862422758308888, 0.862422758308888, 0.862422758308888, 0.862422758308888, 0.862422758308888, 0.862422758308888, 0.862422758308888  …  6.063870600618607, 5.027879248117038, 6.746514284315985, 6.86399081516935, 5.027879248117038, 5.462355518116876, 6.93276524300151, 8.756983505927675, 3.481470673685907, 3.3623117322233793], [4.268310328546508, 4.229591473004608, 4.228493804415002, 4.2299961063463885, 4.232479401076681, 4.230665689893488, 4.247990215204204, 4.228493804415002, 4.231495878906555, 4.258698199715857  …  25.93640490954545, 25.805104615039642, 26.183033191293294, 25.708444865309836, 25.67341024913031, 25.91184427715252, 26.231895106911082, 26.69658430925103, 25.35105033601858, 25.261919314813227], [7.82340821158109, 7.827476416838351, 7.823755106405901, 7.823755106405901, 7.823755106405901, 7.823171302309547, 7.820372286842752, 7.823755106405901, 7.823755106405901, 7.819771654169098  …  48.31638447546877, 47.466471840432455, 49.11125032070634, 47.58729640825106, 47.46701038489887, 47.63115560087991, 48.88232227768915, 50.794662939922766, 46.3818956479368, 46.04029824821394], [0.2863404243953345, 0.2863404243953345, 0.27325196533148094, 0.27325196533148094, 0.27325196533148094, 0.27325196533148094, 0.27325196533148094, 0.27325196533148094, 0.27325196533148094, 0.27325196533148094  …  7.718587514174615, 11.337587012313522, 8.69572146601069, 8.863876990747997, 11.337587012313522, 6.857580778610241, 8.962320483389606, 11.573500580464644, 4.022148645572174, 3.851584923752843], [1, 2, 3, 3, 3, 3, 3, 3, 3, 3  …  76, 0, 492, 491, 0, 124, 494, 533, 211, 305], [0.6877075955903326, 0.6877075955903326, 0.6804926720044843, 0.6804926720044843, 0.6804926720044843, 0.6804926720044843, 0.6804926720044843, 0.6804926720044843, 0.6804926720044843, 0.6804926720044843  …  4.7846829967657944, 3.967236429122188, 5.323321407998253, 5.416015991493452, 3.967236429122188, 4.310058919653958, 5.470282293849452, 6.909677472256135, 2.747046339416342, 2.6530242537421844], [0.057097445361021376, 0.057097445361021376, 0.056498420851377434, 0.056498420851377434, 0.056498420851377434, 0.056498420851377434, 0.056498420851377434, 0.056498420851377434, 0.056498420851377434, 0.056498420851377434  …  0.39725193923899044, 0.32938281720098245, 0.4419728023672978, 0.44966884055317324, 0.32938281720098245, 0.357845914812787, 0.45417434151547786, 0.5736812192626174, 0.22807560840501973, 0.2202693533426466], [0.687707595590332, 0.687707595590332, 0.6804926720044842, 0.6804926720044842, 0.6804926720044842, 0.6804926720044842, 0.6804926720044842, 0.6804926720044842, 0.6804926720044842, 0.6802541055222734  …  4.784682996765794, 3.967236429122188, 5.313815784988703, 5.416015991493449, 3.967236429122188, 4.310058919653957, 5.4702822938494515, 6.903818174650295, 2.747046339416341, 2.653024253742184], [0.05709744536102137, 0.05709744536102137, 0.056498420851377434, 0.056498420851377434, 0.056498420851377434, 0.056498420851377434, 0.056498420851377434, 0.056498420851377434, 0.056498420851377434, 0.05270703563437326  …  0.39725193923899044, 0.3293828172009824, 0.44197280236729775, 0.44966884055317324, 0.3293828172009824, 0.357845914812787, 0.45417434151547786, 0.5724324430729784, 0.2280756084050197, 0.2202693533426466]), 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], [3.218061189805887, 3.218061189805887, 3.218061189805887, 3.218061189805887, 3.218061189805887, 3.218061189805887, 3.218061189805887, 3.218061189805887, 3.218061189805887, 3.218061189805887  …  3.218061189805887, 3.218061189805887, 3.218061189805887, 3.218061189805887, 3.218061189805887, 3.218061189805887, 3.218061189805887, 3.218061189805887, 3.218061189805887, 3.218061189805887], [15.636404053078065, 15.625687602681884, 15.695766455026956, 15.735195463210301, 15.638728309592983, 15.616803392938358, 15.697068957295775, 15.689652908493967, 15.684528623254115, 15.618271855473186  …  15.616803392938358, 15.64606083330433, 15.616803392938358, 15.622662440421717, 15.644798541258856, 15.72961226220673, 15.631670133697762, 15.622536638858028, 16.09135473031402, 15.643038565013192], [28.90117427293502, 28.89614791334585, 28.90117427293502, 28.898809655407028, 28.900378605404313, 28.90117427293502, 28.900767690060192, 28.898907402669668, 28.900851260608473, 28.90117427293502  …  28.90117427293502, 28.901174209757674, 28.90117427293502, 28.90117427293502, 28.885068782727767, 28.898801329619133, 28.89569410215299, 28.90117427293502, 28.900193573231405, 28.90117427293502], [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], [2.5392036986813937, 2.5392036986813937, 2.5392036986813937, 2.5392036986813937, 2.5392036986813937, 2.5392036986813937, 2.5392036986813937, 2.5392036986813937, 2.5392036986813937, 2.5392036986813937  …  2.5392036986813937, 2.5392036986813937, 2.5392036986813937, 2.5392036986813937, 2.5392036986813937, 2.5392036986813937, 2.5392036986813937, 2.5392036986813937, 2.5392036986813937, 2.5392036986813937], [0.21081931532472137, 0.21081931532472137, 0.21081931532472137, 0.21081931532472137, 0.21081931532472137, 0.21081931532472137, 0.21081931532472137, 0.21081931532472137, 0.21081931532472137, 0.21081931532472137  …  0.21081931532472137, 0.21081931532472137, 0.21081931532472137, 0.21081931532472137, 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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, 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7.6551142540735615, 7.65511425407356  …  8.114973344694118, 8.114973344694118, 8.114973344694123, 4.057486672347059, 8.114973344694118, 8.114973344694118, 20.287433361735307, 4.057486672347059, 20.287433361735317, 40.574866723470606], [76.16506429061623, 76.16506429061621, 1601.5953996490853, 234.64785499707207, 76.17878971121657, 308.4409379003494, 76.12948153781463, 76.16506429061621, 76.0485790460892, 76.16506429061621  …  22.000833944859263, 22.000833944859263, 22.000833944859263, 11.000416972429631, 22.000833944859263, 22.000833944859263, 55.00208486214815, 11.000416972429631, 55.00208486214815, 110.0041697242963], [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, 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7.5884806876348305, 2.980414400287808, 11.894327446415256, 2.990259325449363, 2.980763748354646, 3.0127830408836447, 2.980763748354646  …  1.776328761945605, 1.776328761945605, 1.852437087778521, 0.8881643809728025, 1.776328761945605, 1.776328761945605, 4.440696346039255, 0.8881643809728025, 4.440336851931951, 8.312687375162712], [251.52689923693805, 251.52689923693805, 5279.935700916359, 753.4861525451721, 251.51317251913446, 1002.3269546074916, 251.56250084331202, 251.52689923693805, 251.64344788592942, 251.52689923693805  …  181.16517088238382, 181.1651708823838, 182.109654019461, 90.5825854411919, 181.1651708823838, 181.16517088238382, 452.871257637865, 90.5825854411919, 452.8145077104175, 904.3880338462669], [1.0715529455452548, 1.0715529455452548, 1.0715529455452544, 1.0715529455452542, 1.0715529455452544, 1.0715529455452546, 1.0715529455452546, 1.0715529455452548, 1.071552945545254, 1.0715529455452548  …  1.0715529455452546, 1.0715529455452548, 1.0715529455452546, 1.0715529455452546, 1.0715529455452546, 1.0715529455452548, 1.0715529455452548, 1.0715529455452546, 1.071552945545254, 1.0715529455452544], [1.0715529455452553, 1.0715529455452553, 1.0715529455452548, 1.0715529455452544, 1.071552945545255, 1.0715529455452546, 1.0715529455452544, 1.0715529455452553, 1.0715529455452548, 1.0715529455452553  …  1.0715529455452548, 1.0715529455452548, 1.0715529455452544, 1.0715529455452548, 1.0715529455452548, 1.0715529455452548, 1.0715529455452544, 1.0715529455452548, 1.0715529455452548, 1.0715529455452546], [0.0, 0.0, 0.0, -5.1201573808959076, 0.0, 3.074283604533342, 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, -4.786628203130448], [6.9080591575034465, 6.9080591575034465, 145.0305048572931, 17.586658296783877, 6.907249527047626, 27.565659198555668, 6.930065600765225, 6.9080591575034465, 6.9822653629076274, 6.9080591575034465  …  7.323041050220758, 7.323041050220758, 7.63680301043783, 3.661520525110379, 7.323041050220758, 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156.5481978020535, 1166.4918825557957, 247.91090188604227, 417.189100387351, 395.9976863749062, 243.54581936091242, 47.283673570455306  …  1016.7376518183091, 3466.035563104282, 3349.1729593905725, 3325.9834460140582, 1016.201285382135, 553.937905314693, 264.80843677232457, 442.1740871177203, 139.3760444038924, 512.325424855152], [520.9064281233958, 264.4422006806292, 3.2575351599935916, 146.99700148890568, 1176.2022300065657, 249.97461191278745, 421.40652520321277, 401.19703236763246, 246.2066344986316, 47.6772818809666  …  1025.477481401735, 3498.528026560232, 3381.7585184159275, 3357.2721894409765, 1025.1856159747292, 558.6675464719766, 267.1104696711369, 446.2113258677886, 140.63792249771814, 516.5736723624344], [525.3292114477396, 266.3842806540916, 3.4367224083810806, 195.36190201302097, 1186.7984678252847, 250.69529635227468, 425.89492876943194, 403.5324272871543, 247.70658080209705, 47.8147369405254  …  1027.0283550028325, 3414.0359892768447, 3309.4937302047542, 3297.1834551266047, 1013.8892878324825, 556.8377186718549, 266.3851911081878, 441.9051287238564, 141.0844113865233, 517.0147026770351], [528.603375683922, 265.68035185154747, 3.423997492227025, 194.63854890869396, 1172.5235477408387, 249.7670640869863, 422.84817518332915, 402.63044109579766, 246.5611963565471, 45.526554784711884  …  1022.5175199288178, 3441.109201656173, 3331.848277084352, 3312.1451295265374, 1014.9068983808404, 555.3073463470233, 265.5447508545931, 442.2987867763932, 140.63285361267194, 514.1545153990794], [522.5643507662606, 266.56890560614227, 3.4548175204523317, 196.39052611799883, 1193.0842780413418, 252.0152631532497, 428.4232935777617, 407.3984413287835, 250.14275651728573, 48.07440867567956  …  1031.1687436476973, 3461.885060000185, 3354.085411535118, 3336.93700609954, 1022.2295357059811, 560.5901980375595, 268.3044888666179, 446.21459268194525, 141.90945263628396, 519.7783837058573], [528.9080067148424, 268.88863876296574, 3.2247701053765567, 197.55672752754097, 1200.1690218640574, 253.5117740131415, 432.64581327450594, 412.79744802043115, 251.02362195624087, 48.359882951189135  …  1038.0902819592084, 3483.163496968831, 3374.302073096985, 3356.2765170123653, 1028.2717333664052, 563.6813719819902, 269.5933234342264, 448.5886737263735, 142.7813632941029, 522.2456222603209], [532.757157302241, 270.865066479002, 3.4661287432149175, 197.1174104441966, 1197.5001441153504, 252.94802680722876, 426.4903986840335, 407.6782993436559, 247.95771400350304, 47.08960427760745  …  1034.7561278906308, 3423.479102766563, 3321.7203528568466, 3309.0702836410496, 1019.5052875048519, 559.5920215232929, 267.93954416725796, 444.3602317255871, 142.4914117338459, 520.1990949012023], [539.0062974740259, 274.6540587064492, 3.3272061516594382, 164.05565804362354, 1214.212080448292, 256.4863867736107, 432.96742074393336, 417.65055377025965, 252.78209767334337, 46.82100541049742  …  1045.9209694208037, 3444.9345940398466, 3348.929596515042, 3338.3868726803066, 1029.8795730077084, 566.5704525691636, 271.51190180380314, 449.3651980625649, 144.17496232746333, 527.1961256460465], [546.4299719295084, 275.4300054694365, 3.4839585826908386, 200.7747243522453, 1214.5600182039473, 258.2797567521862, 438.2686282942469, 420.5184272714063, 254.89771267534584, 49.242771577737855  …  1051.7792046290547, 3485.3151218155967, 3383.26283788229, 3369.3903193142437, 1036.334874037531, 569.8265619904431, 272.6355387090256, 452.2914918854991, 144.95030030821138, 528.8110812067898], [544.831118135043, 277.87556824134674, 3.5635020298909574, 202.32369694946559, 1227.36790445633, 260.2723794138115, 444.1115011096867, 425.685042918167, 258.2743124033032, 49.62267848101555  …  1059.4617956048005, 3510.8504878223353, 3407.3592247384013, 3392.8605986880025, 1043.159057995527, 573.9447437702801, 274.3699814422872, 455.3399265325358, 145.92961802116005, 532.1683987273882]]))

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))