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], [0.8832669158732339, 0.8832669158732339, 0.8832669158732339, 0.8853130407046603, 0.8832669158732339, 0.8832669158732339, 0.8838462524378476, 0.8832669158732339, 0.8832669158732339, 0.7915899494167818  …  2.2469943139860664, 8.690608393173223, 6.56235302834558, 6.550532846995913, 4.825265684133589, 14.778941205398246, 6.242440678335776, 6.606475101044089, 3.505244004716799, 6.232569402239638], [4.1375631841481795, 4.136480359482881, 4.137009462719476, 4.13678766840496, 4.137012267610772, 4.136480359482881, 4.137094479065925, 4.136480359482881, 4.137020135387142, 4.134731082701482  …  24.81942977570287, 25.563641519930183, 25.47751883705122, 25.061065734188492, 25.35417366215678, 27.229389690612965, 25.169359843925577, 25.271211866342426, 24.61472362447859, 25.261009476668203], [7.847460774296529, 7.847953281016917, 7.847713455293542, 7.849000891406092, 7.847712127533728, 7.847953281016917, 7.84796051944713, 7.847953281016917, 7.847707903510666, 7.841947405379554  …  46.6065461144387, 49.13453110085568, 48.848112486132905, 47.43456607579131, 48.397534492115575, 54.81103506977176, 47.80232391433933, 48.1214652680568, 45.90128631316459, 48.099427065691195], [0.2859853463820753, 0.2859853463820753, 0.2859853463820753, 0.2888717820546107, 0.2859853463820753, 0.2859853463820753, 0.2868026072357738, 0.2859853463820753, 0.2859853463820753, 0.2848329303040782  …  2.209773841135147, 11.299677473872404, 8.297381567507424, 8.280707026160046, 5.846900150326346, 19.888391488560718, 7.846086316616412, 8.359623871900158, 3.9847666160138395, 7.832161064833276], [1, 2, 3, 4, 5, 6, 7, 8, 9, 0  …  50, 337, 174, 179, 242, 501, 397, 81, 189, 73], [0.6969397060605635, 0.6969397060605635, 0.6969397060605635, 0.6985541961008337, 0.6969397060605635, 0.6969397060605635, 0.6973968302297088, 0.6969397060605635, 0.6969397060605635, 0.6246022088595999  …  1.7729856383910578, 6.857304343882938, 5.178009397215115, 5.168682710607278, 3.807364667609527, 11.661289191833443, 4.925583301349688, 5.212823816078387, 2.76580463098483, 4.917794393900252], [0.05786394834356941, 0.05786394834356941, 0.05786394834356941, 0.05799799260518777, 0.05786394834356941, 0.05786394834356941, 0.05790190142484746, 0.05786394834356941, 0.05786394834356941, 0.05185807270620701  …  0.1472034790120502, 0.5693329005078893, 0.42990816232378015, 0.42913380708558746, 0.3161093427966411, 0.9681873905990913, 0.40895029402511746, 0.43279865588756733, 0.22963302980732148, 0.40830361406932253], [0.6969397060605637, 0.6969397060605637, 0.6969397060605637, 0.6985541961008339, 0.6969397060605637, 0.6969397060605637, 0.6973968302297089, 0.6969397060605637, 0.6969397060605637, 0.6246022088596002  …  1.7729856383910576, 6.857304343882938, 5.178009397215116, 5.168682710607281, 3.807364667609529, 11.661289191833443, 4.925583301349689, 5.212823816078388, 2.765804630984831, 4.91779439390025], [0.05786394834356941, 0.05786394834356941, 0.05786394834356941, 0.057997992605187766, 0.05786394834356941, 0.05786394834356941, 0.05790190142484746, 0.05786394834356941, 0.05786394834356941, 0.05185807270620701  …  0.14720347901205022, 0.5693329005078893, 0.4299081623237801, 0.4291338070855874, 0.3161093427966411, 0.9681873905990912, 0.4089502940251174, 0.43279865588756733, 0.22963302980732148, 0.40830361406932253]), 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], [3.261261957973569, 3.261261957973569, 3.261261957973569, 3.261261957973569, 3.261261957973569, 3.261261957973569, 3.261261957973569, 3.261261957973569, 3.261261957973569, 3.261261957973569  …  3.261261957973569, 3.261261957973569, 3.261261957973569, 3.261261957973569, 3.261261957973569, 3.261261957973569, 3.261261957973569, 3.261261957973569, 3.261261957973569, 3.261261957973569], [15.273011808609908, 15.273011808609908, 15.273011808609908, 15.273011808609908, 15.274975758251237, 15.273011808609908, 15.273011808609908, 15.274975758251237, 15.273011808609908, 15.273011808609908  …  15.273011808609908, 15.273011808609908, 15.273011808609908, 15.273011808609908, 15.273011808609908, 15.276968757865243, 15.274965401828828, 15.27500480822391, 15.274975758251237, 15.273011808609908], [28.9767804311235, 28.9767804311235, 28.9767804311235, 28.9767804311235, 28.975890026799934, 28.9767804311235, 28.9767804311235, 28.975890026799934, 28.9767804311235, 28.9767804311235  …  28.9767804311235, 28.9767804311235, 28.9767804311235, 28.9767804311235, 28.9767804311235, 28.974984026233066, 28.975894929250703, 28.975874430556633, 28.975890026799934, 28.9767804311235], [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], [2.5732911643469762, 2.5732911643469762, 2.5732911643469762, 2.5732911643469762, 2.5732911643469762, 2.5732911643469762, 2.5732911643469762, 2.5732911643469762, 2.5732911643469762, 2.5732911643469762  …  2.5732911643469762, 2.5732911643469762, 2.5732911643469762, 2.5732911643469762, 2.5732911643469762, 2.5732911643469762, 2.5732911643469762, 2.5732911643469762, 2.5732911643469762, 2.5732911643469762], [0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054  …  0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054], [2.5732911643469754, 2.5732911643469754, 2.5732911643469754, 2.5732911643469754, 2.5732911643469754, 2.5732911643469754, 2.5732911643469754, 2.5732911643469754, 2.5732911643469754, 2.5732911643469754  …  2.5732911643469754, 2.5732911643469754, 2.5732911643469754, 2.5732911643469754, 2.5732911643469754, 2.5732911643469754, 2.5732911643469754, 2.5732911643469754, 2.5732911643469754, 2.5732911643469754], [0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054  …  0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054, 0.21364945304723054]), 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], [0.2859853463820753, 0.2859853463820753, 0.2859853463820753, 0.2888717820546107, 0.2859853463820753, 0.2859853463820753, 0.2868026072357738, 0.2859853463820753, 0.2859853463820753, 0.31912962434873915  …  2.7590278702698954, 2.7590278702698954, 2.7086606885434565, 2.7590278702698954, 2.7590278702698954, 2.6842916305097333, 2.5183776379607608, 2.7590278702698954, 2.7590278702698954, 2.7590278702698954], [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, 2  …  1, 1, 7, 4, 4, 9, 6, 1, 2, 4], [11.475065185884533, 11.475065185884533, 11.475065185884533, 11.590882439867034, 11.475065185884533, 11.475065185884533, 11.50785750090592, 11.475065185884533, 11.475065185884533, 25.609936232579997  …  12.711507018655562, 12.711507018655562, 87.3561728288953, 50.84602807462225, 50.84602807462225, 111.30461218648185, 69.61664004669562, 12.711507018655562, 25.423014037311123, 50.84602807462225], [11.475065185884533, 11.475065185884533, 11.475065185884533, 11.590882439867034, 11.475065185884533, 11.475065185884533, 11.50785750090592, 11.475065185884533, 11.475065185884533, 34.38967329503963  …  12.711507018655562, 12.711507018655562, 88.79006094834081, 50.701521515687716, 50.540377541474776, 114.24888795484499, 74.35950803391908, 12.711507018655562, 25.423014037311123, 50.84602807462225], [11.475065185884533, 11.475065185884533, 11.475065185884533, 11.590882439867034, 11.475065185884533, 11.475065185884533, 11.50785750090592, 11.475065185884533, 11.475065185884533, 34.38967329503963  …  12.711507018655562, 12.711507018655562, 88.79006094834081, 50.701521515687716, 50.540377541474776, 114.24888795484499, 74.35950803391908, 12.711507018655562, 25.423014037311123, 50.84602807462225], [1.0872862719740832, 1.0872862719740832, 1.0872862719740832, 1.0872862719740832, 1.0872862719740832, 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3758.247406295378, 3634.7496743719166, 3610.192037646586, 1108.8578384006685, 602.4075056072805, 288.17579247709045, 480.61850114650775, 151.43473620219626, 558.166849997699], [581.343220136049, 280.81802917180585, 3.750800195893106, 225.22608859764074, 1278.2546539688224, 274.9781017769193, 438.3917197648234, 415.8446781350508, 258.6615736741757, 52.54082563695101  …  1099.8098939385277, 3732.748097814234, 3611.4290204232934, 3588.3625061499406, 1102.9291926663889, 599.4748061021787, 286.9237331634448, 478.14092452536414, 151.0752884785185, 555.8577732467359], [585.7501107558596, 283.8076066829261, 3.8500639657462274, 232.7088886937034, 1287.379894467113, 276.94112323175, 436.8416839287304, 413.1457995825763, 257.93074551238243, 52.967518236822116  …  1107.3250463300988, 3796.6090267282652, 3669.2756608364743, 3640.234990927847, 1117.5813959553925, 604.4790139500974, 289.3058977846133, 483.48149413407117, 151.9483232436786, 559.7211462334088], [588.5850675854191, 292.3048286852727, 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3756.606672570712, 3729.784308585152, 1137.0652456806474, 618.8463395530317, 296.38484559977087, 495.24745148252975, 155.48809183426633, 573.425585414714]], [[518.0834390395164, 258.24326637797435, 3.3621685784258726, 191.50743866702484, 1143.221494670442, 245.15606232380716, 403.4899392954506, 384.7628088630399, 236.96603753924677, 46.741075546466895  …  998.4526557261889, 3385.10708496425, 3275.9826797634414, 3256.198372613073, 1000.8740113003423, 544.8396657162824, 260.686904365387, 434.1059751134285, 136.99722836422484, 504.9046295086171], [522.6677315660028, 260.52834748048303, 3.391918929673229, 193.20200377699118, 1153.3373589486985, 247.3253405126976, 407.06024433483515, 388.16740576042514, 239.06284580035648, 47.15466676973556  …  1007.2875242102723, 3415.0604089688272, 3304.9704098935144, 3285.011040109259, 1009.7303052951179, 549.6607123266641, 262.99360814586413, 437.9471879904601, 138.20945659391646, 509.3723085449046], [520.8142865442421, 259.8566113141742, 3.3533219190457433, 193.0994112697118, 1151.8045035451287, 247.19400788518405, 407.2343841249421, 388.50380233698263, 239.17891974803553, 47.12962709416669  …  1006.434052752754, 3409.9002964187857, 3299.8684100033115, 3280.0717516689683, 1007.5811483250593, 548.8817744252094, 262.60710786068177, 437.3234147292766, 138.09312009737468, 508.6431748708491], [518.0894821364022, 259.4735643347004, 3.3996998165672934, 193.64408253274345, 1155.9768796549124, 247.89126258732614, 407.65174746047967, 387.7030580146269, 240.12516254125188, 47.26256459691099  …  1007.5322536835079, 3383.5981304672305, 3278.514569472695, 3262.802321180092, 1003.8219309638616, 548.312595421139, 262.7378619400635, 436.4603468925066, 138.4537581687611, 509.5000378083141], [521.3858026022731, 260.29443472614713, 3.418645943408054, 194.72323820753255, 1162.4190027153663, 249.2727314101936, 411.3798088551155, 391.5297562004982, 240.88914033099277, 47.52595330532256  …  1012.9897187823628, 3456.5532552101754, 3342.3970671315565, 3319.11724861412, 1016.9080268637258, 553.069783130298, 264.61151900713537, 441.53402884053537, 139.04046306026518, 511.8297502556915], [527.6472355034854, 263.1968045909413, 3.4244741622586012, 195.7488781166297, 1167.836202172028, 250.43441244087307, 411.444962570853, 392.3147247706735, 240.99669325791496, 47.747437613322944  …  1019.9553341394225, 3521.6296483564242, 3399.0098172639523, 3369.3404728764667, 1029.8042284170456, 557.0933133188873, 266.3816676435603, 446.18395786539816, 139.732767268849, 514.6553696604346], [528.3337769279117, 263.8613336184417, 3.4534989552737203, 196.8299486389465, 1174.2858600459817, 251.81749705248575, 410.72588149357466, 395.7576475703226, 242.48012262656766, 48.01113438551679  …  1025.34296427584, 3517.370496642194, 3396.6423059592194, 3369.7804228837126, 1030.710912585181, 559.1619081389712, 267.35223074897846, 447.12371173367245, 140.4361278306466, 517.1881856752547], [525.3369814153407, 262.0660795509218, 3.446911555567188, 184.28368332437594, 1172.0459606193324, 251.33716608158733, 405.36722468286206, 384.64187844498684, 240.52676611797057, 46.99322451406621  …  1021.7486687857619, 3525.717221846272, 3402.434627791909, 3372.953276290132, 1030.2707990564415, 557.5833794993096, 266.7335054263145, 446.76935423174706, 139.93161548950187, 515.6326087864711], [533.4367741344048, 268.3431590686694, 3.4422420798252844, 199.1579158910471, 1188.0338336055204, 254.76565508546355, 409.8556071206168, 387.9147476392818, 243.56186529791006, 48.57502009614277  …  1034.2517353289109, 3599.3932534681435, 3470.948682124515, 3437.492395242449, 1048.68275730073, 566.1298918630761, 270.70612019441035, 454.1498212570405, 141.49519812772735, 522.6778479152617], [539.3834796193227, 265.68452922181774, 3.5326524984711205, 203.98462433721284, 1187.5402507109068, 255.3723998979258, 405.6256626896009, 383.8138357749502, 239.83848673331892, 48.81242174445534  …  1030.8047696942074, 3496.304459771889, 3380.834541382499, 3359.452453633228, 1033.5075647181316, 560.4579898240672, 268.4357806604481, 447.395010352367, 141.11004159857495, 520.5004135505185], [546.2877307282423, 265.6958375227432, 3.582103439493872, 209.67260986868305, 1201.1667704099623, 258.39333426136665, 411.89213250724237, 390.8639342283246, 244.05010037413712, 49.32005240427911  …  1038.3874265979603, 3535.850247500213, 3420.343552507815, 3396.275791252782, 1044.0269553995995, 566.5379369738467, 271.03459834048004, 452.0097660423643, 142.16031501094614, 524.7983998220427], [544.6920036763405, 264.76504998259685, 3.5856898056607567, 211.0102722075489, 1194.812191735413, 258.65203508544846, 412.1698876251119, 391.4468521091053, 244.26130871030364, 49.42135896731132  …  1036.8892798273273, 3524.9175711950434, 3409.087164572384, 3386.05418248208, 1040.0146813082567, 565.0071887172587, 270.2844716380325, 450.7794236470233, 142.03294909064715, 523.5132029678953], [546.5687331188308, 264.0202020511065, 3.5264367764904607, 211.75363132524885, 1201.7926805089166, 258.5296044021273, 412.16823140307594, 390.96989700729824, 243.18908990893766, 49.39796579838833  …  1034.022036518905, 3509.4645094451926, 3395.402433659405, 3373.715700165027, 1036.9547466544213, 563.6157332861723, 269.76067821031535, 449.53973886361786, 142.03834528239864, 522.6077614642552], [547.5190543417802, 265.28389764283986, 3.598775899436994, 217.52031853666796, 1203.3544841975145, 258.865579563497, 408.32966360533726, 386.1803751105278, 241.0959815037429, 49.51040548406054  …  1035.0515536962853, 3548.8098864161093, 3429.78738381809, 3402.6421561282395, 1044.6384863228843, 565.0255493086104, 270.423323294176, 451.92536134298865, 142.03087754237498, 523.1889624149724], [545.5212692375698, 270.9183598605629, 3.574037452887094, 218.382195448555, 1188.224210675803, 258.09143242234825, 407.2646626322388, 386.19367770772953, 241.6484747792351, 49.362342775502555  …  1032.2115302393402, 3584.6273423876355, 3458.074332432133, 3426.5901012131617, 1048.1953920894257, 565.7290638026176, 270.39270947126073, 453.1484675997487, 141.24224895472543, 522.2861476639806], [534.3677576972037, 263.2758037399952, 3.5431659227441363, 174.9547958394178, 1205.9924002244807, 259.71769586034117, 426.98829943893867, 395.9274311600419, 247.808065109546, 45.996586608742376  …  1039.226012466586, 3627.2617926985877, 3495.4613374251726, 3463.0442871637074, 1053.3183229273131, 570.2349014265071, 272.492438094726, 457.16084153959434, 142.06994458492767, 525.9573948371708], [531.3090971241742, 267.4914515888016, 3.6248484519232815, 220.36569552632918, 1185.0709228822507, 260.7684972832325, 425.13207099604466, 401.5189354262221, 248.7252234127706, 49.85123989569941  …  1044.167456250486, 3578.6031709008935, 3455.0299855715048, 3430.3608945722585, 1045.7827666822145, 569.1659643871445, 272.591361851422, 455.48947342391784, 143.00566082928776, 527.391543694927]]))
 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], [0.8148868610361255, 0.8414404129317976, 0.8084355942463245, 0.8082048798526057, 0.8200074998080548, 0.8191559523723135, 0.8182853204153462, 0.8173113865226244, 0.8094576138519826, 0.8105137375549184  …  6.359593274029649, 4.92100070632875, 10.050887223219316, 5.915595229828462, 4.92100070632875, 4.419822102042646, 8.58585041730613, 4.92100070632875, 4.92100070632875, 4.92100070632875], [4.194174858665145, 4.240124239748003, 4.235152758823568, 4.219967185790946, 4.238042903601936, 4.196393650793024, 4.206931490680632, 4.204881868094457, 4.196803332723463, 4.272974405409105  …  26.105849359999635, 25.616051296530188, 27.217569068857124, 25.650380785219635, 25.624931575719245, 25.79393996370361, 25.52446383449064, 25.54774232128545, 25.64331870402113, 25.804835243003815], [7.803141882963993, 7.7749613231924375, 7.798608512710935, 7.798562313539092, 7.80517991770925, 7.803068812075048, 7.803956725639621, 7.804759107418595, 7.799977721507778, 7.799835207952904  …  48.52378173930912, 47.411618041383555, 51.719285955948536, 48.19049261005502, 47.40704136066913, 47.21972383641858, 47.65170704568334, 47.38434748651353, 47.40771251138521, 47.411618041383555], [0.27880421239316894, 0.3173262862186582, 0.26944515653047085, 0.26911045189501, 0.2862328842929183, 0.2849975176152546, 0.2837344644217346, 0.2823215478573525, 0.2709278325526823, 0.2724599844626485  …  8.322684391632555, 11.337587012313522, 13.67776075132073, 7.678562448764387, 11.337587012313522, 5.508597274947476, 11.552385727437565, 11.337587012313522, 11.337587012313522, 11.337587012313522], [1, 2, 3, 4, 5, 6, 7, 8, 9, 10  …  167, 0, 348, 69, 0, 61, 531, 0, 0, 0], [0.6429845827992513, 0.6639366011760944, 0.6378942257402447, 0.6377121810843739, 0.6470250109149386, 0.6463530993909171, 0.6456661292698005, 0.6448976489964905, 0.6387006479335309, 0.6395339798854697  …  5.018022284560554, 3.8829041642546995, 7.930629191599518, 4.6676866602367175, 3.8829041642546995, 3.4874503519609625, 6.774645306624501, 3.8829041642546995, 3.8829041642546995, 3.8829041642546995], [0.053384283261907105, 0.05512384049836311, 0.052961652501525264, 0.05294653810572899, 0.05371974287446608, 0.05366395690994242, 0.0536069206939596, 0.053543117035693075, 0.05302860631651045, 0.05309779433464275  …  0.41662511080328635, 0.3223810668694201, 0.65844651105994, 0.38753822955300915, 0.3223810668694201, 0.2895482138007159, 0.562470071169198, 0.3223810668694201, 0.3223810668694201, 0.3223810668694201], [0.6429845827992512, 0.6639366011760942, 0.6376747730054114, 0.6377121810843734, 0.6470250109149386, 0.6463530993909168, 0.6456661292698006, 0.6445741474288289, 0.6387006479335305, 0.6395339798854693  …  5.018022284560554, 3.882904164254698, 7.9306291915995155, 4.667686660236717, 3.882904164254698, 3.487450351960962, 6.761068485300969, 3.882904164254698, 3.882904164254698, 3.8751225766337303], [0.053384283261907105, 0.055123840498363115, 0.052730078856885916, 0.052946538105728996, 0.05371974287446606, 0.053663956909942426, 0.05360692069395961, 0.053543117035693095, 0.053028606316510456, 0.053097794334642755  …  0.4166251108032864, 0.32238106686942014, 0.6584465110599402, 0.38753822955300915, 0.32238106686942014, 0.28954821380071594, 0.5624700711691981, 0.32238106686942014, 0.32238106686942014, 0.32238106686942014]), BeforeIT.Workers(Base.RefValue{Bool}(false), Base.RefValue{Int64}(4130), Dict{Int64, Int64}(), [1, 2, 3, 4, 5, 6, 7, 8, 9, 10  …  4121, 4122, 4123, 4124, 4125, 4126, 4127, 4128, 4129, 4130], [2.9841124823588285, 2.9841124823588285, 2.9841124823588285, 2.9841124823588285, 2.9841124823588285, 2.9841124823588285, 2.9841124823588285, 2.9841124823588285, 2.9841124823588285, 2.9841124823588285  …  2.9841124823588285, 2.9841124823588285, 2.9841124823588285, 2.9841124823588285, 2.9841124823588285, 2.9841124823588285, 2.9841124823588285, 2.9841124823588285, 2.9841124823588285, 2.9841124823588285], [15.502781816949604, 15.48259285838576, 15.495653758445762, 15.498636562538943, 15.666552635761638, 15.599775118028516, 15.586081858761027, 15.464200701587409, 15.633519876659886, 15.490910993868361  …  15.505545706154857, 15.514218428201096, 15.684450889612814, 15.502725964935888, 15.583542248133641, 15.497203256212797, 15.604136404443647, 15.570778605164831, 15.50485294089387, 15.479839702025373], [28.78388746158538, 28.792219965481316, 28.79716996884531, 28.797159115691013, 28.794953263812488, 28.796588489398285, 28.783672506743834, 28.79609110926289, 28.789078840934945, 28.792231479028505  …  28.79692082484069, 28.79716996884531, 28.791419008448457, 28.78104836234583, 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0.1954930354884863, 0.1954930354884863, 0.1954930354884863, 0.1954930354884863, 0.1954930354884863, 0.1954930354884863], [2.354607015084106, 2.354607015084106, 2.354607015084106, 2.354607015084106, 2.354607015084106, 2.354607015084106, 2.354607015084106, 2.354607015084106, 2.3537969670729058, 2.354607015084106  …  2.354607015084106, 2.3398882950771918, 2.354607015084106, 2.354607015084106, 2.354607015084106, 2.354607015084106, 2.354607015084106, 2.354607015084106, 2.354607015084106, 2.354607015084106], [0.19549303548848634, 0.19549303548848634, 0.19549303548848634, 0.19549303548848634, 0.19549303548848634, 0.19549303548848634, 0.19549303548848634, 0.19549303548848634, 0.19463824654985995, 0.19549303548848634  …  0.19549303548848634, 0.19549303548848634, 0.19549303548848634, 0.19549303548848634, 0.19549303548848634, 0.19549303548848634, 0.19549303548848634, 0.19549303548848634, 0.19549303548848634, 0.19549303548848634]), 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, 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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, 7, 1, 2, 15, 1, 2, 1], [11.186924616188419, 12.732609784450073, 10.811395668774047, 10.797965758610749, 11.484997560738124, 11.435428891105234, 11.384749309398561, 11.328056510681385, 10.870887542115327, 10.932364618699701  …  14.103651045057589, 12.041063037279413, 14.103315917929137, 89.67927728478502, 11.961449918090608, 23.954848220127406, 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1.0572717418671582, 1.0572717418671582, 1.0572717418671582, 1.0572717418671582  …  1.0572717418671587, 1.0572717418671587, 1.0572717418671587, 1.0572717418671587, 1.0572717418671587, 1.0572717418671587, 1.0572717418671587, 1.0572717418671587, 1.0572717418671587, 1.0572717418671587], [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], [298.1536585365853, 298.1885861904511, 298.1536585365853, 298.1536585365853, 298.1536585365853, 298.1536585365853, 298.1536585365853, 298.1536585365853, 298.1536585365852, 298.1536585365853  …  79.21561222709005, 79.20833333333331, 79.21170007188495, 554.4583333333334, 79.20833333333333, 158.41666666666663, 1188.125, 79.20833333333333, 158.41666666666666, 79.20833333333333], [7.6551142540735615, 7.655858087675723, 7.655114254073559, 7.655114254073559, 7.655114254073561, 7.655114254073561, 7.655114254073556, 7.645555082092908, 7.655114254073563, 7.655114254073567  …  4.057486672347065, 4.057486672347064, 4.057486672347064, 28.402406706429428, 4.057486672347062, 8.114973344694128, 60.86230008520596, 4.057486672347062, 8.114973344694125, 4.057486672347062], [76.23548191890119, 75.62947909036416, 76.48970771570654, 76.49783714628875, 76.08914791222657, 76.19493086920482, 76.13805869450943, 76.09253716704181, 76.45210280106228, 76.39822660673744  …  11.000416972429628, 11.000416972429628, 11.000416972429628, 77.0029188070074, 11.000416972429628, 22.000833944859256, 165.00625458644438, 11.000416972429628, 22.000833944859256, 11.000416972429628], [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], [0.024438479427089987, 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2.9389278059835093, 2.8203208240634683, 2.836270311041578  …  0.991491631043467, 0.8402765761789136, 0.9841893506908047, 6.258201276561423, 0.8347208342146224, 1.6716711625024543, 12.75653179587392, 0.9648221749124584, 1.6816965957062204, 0.8347208342146224], [247.1119304471638, 247.7478908858306, 246.85760320465718, 246.84946990018784, 247.25835914658427, 247.15260569338534, 247.20941643932508, 247.24479456923535, 246.89522487275633, 246.94911454230166  …  89.36736617334046, 88.95467111529535, 90.4702508827001, 626.0954292061248, 88.9137132978382, 177.84386278221263, 1335.4111973689119, 89.60164321966754, 177.90558792921914, 88.9137132978382], [1.0572717418671582, 1.0572717418671587, 1.0572717418671589, 1.0572717418671582, 1.0572717418671582, 1.0572717418671584, 1.0572717418671584, 1.057271741867158, 1.057271741867158, 1.0572717418671589  …  1.0572717418671584, 1.0572717418671584, 1.0572717418671587, 1.0572717418671584, 1.0572717418671589, 1.0572717418671584, 1.0572717418671584, 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418.5157516328833, 402.13529353502963, 242.79163507658305, 47.181795988470185  …  1010.725788263424, 3440.0263359759965, 3318.4681494601728, 3303.6607212790796, 1012.5296353175767, 551.8864793278742, 263.4888267228045, 439.621129198975, 138.74288160660328, 509.5568366684861], [523.6549810685108, 263.62509317157935, 3.3551195134958314, 191.33157555860944, 1169.2165651451833, 246.10812711287576, 417.9472085145851, 402.74879809477386, 242.9746339156568, 47.000011556056705  …  1008.8770416805171, 3447.1336339697855, 3329.168122896123, 3304.238650340723, 1009.8471341977049, 550.324922959046, 262.38627581950254, 438.74323220394336, 137.87466252912873, 506.36815439859066], [519.882012203828, 261.90024664504756, 3.256179254479768, 189.1054508794834, 1161.834542219369, 243.7158475841968, 416.13998762983204, 399.8023810064223, 241.9220701341477, 46.61484079077657  …  1002.3475103914487, 3450.2659945669657, 3328.720003436942, 3300.1360581259555, 1005.285031189179, 547.3294118038149, 260.7375843253486, 437.03464956864855, 137.0507690454244, 503.59119675957754], [522.7453604081074, 263.8441150042674, 3.2882188087288986, 189.29873745587633, 1167.4596774855372, 245.01455476138153, 417.73126896423327, 402.01219875511464, 243.05927112476158, 46.906311894572234  …  1008.4226708472729, 3484.829595559833, 3360.4265342304107, 3330.065928611506, 1014.52627014549, 551.0780810284575, 262.5907896498142, 440.5047850374581, 137.95309408395804, 506.9110715036165], [522.4969237735384, 263.70089036450287, 3.301288864342314, 190.27390855014752, 1155.2273520308968, 244.2587865889089, 412.33267288017976, 397.1065485883012, 240.7870405603573, 47.03978435793214  …  1006.5551725966995, 3474.6307503644616, 3350.4683854423965, 3319.5894416336423, 1011.6999323784645, 549.0903543195933, 261.702426166599, 439.1488595532255, 137.6543090559308, 505.34721901985904], [523.8025554276396, 265.3513898986206, 3.220598800680133, 192.7381666396753, 1178.785895620557, 247.42220870693052, 423.64923976140466, 408.04820306510936, 248.0446131632594, 47.64900172260896  …  1022.1652549343055, 3507.907518098339, 3386.5651118199576, 3358.6434471276157, 1022.6759870348242, 557.3899767715918, 265.6916059797235, 445.10336584199695, 139.80619473730488, 513.3347855132689], [524.9322629408466, 267.3092975133444, 3.3524994906868106, 193.31673816243807, 1179.9377529601654, 248.1649336511005, 425.9954914431635, 409.6781652011663, 248.79095664079563, 47.79203699146836  …  1027.0092639406505, 3459.4004707620306, 3346.0343896673767, 3324.6725028649607, 1016.2508188633511, 556.4036530279213, 265.56868916702064, 443.15276027806226, 140.74433763165914, 514.3401524909273], [526.563352328704, 266.24830172615884, 3.3275782663272637, 191.87969400550816, 1167.732088788003, 246.32016857153178, 422.0215462446537, 405.52622284165153, 245.9428415560154, 47.436768905739235  …  1017.9605229926287, 3381.392748383713, 3277.224935462954, 3261.9653696804044, 1001.8460935011252, 550.0476158549518, 262.99512326677484, 437.1133679542929, 139.87200620577738, 510.1279052722835], [526.8208156333213, 266.80876508195365, 3.234333736757823, 191.9735136378262, 1174.0001185155838, 246.44060688975856, 422.75641812514846, 406.2660046442201, 245.84430000741963, 47.45996312772379  …  1018.8983614787744, 3445.6938786018677, 3333.477163158161, 3310.491452660533, 1013.1409180758884, 553.4986251108594, 264.3141954447049, 441.1690378706928, 139.97362502957083, 511.2300840638309], [529.456979623948, 269.6755719438634, 3.358712645134497, 193.67770746746785, 1182.0771570484153, 248.62831785923643, 426.7494864424598, 408.5444059061066, 247.94799569198304, 47.8812763327833  …  1030.5557604603307, 3518.966158899996, 3399.6901866485828, 3372.302697456856, 1029.3512435031585, 560.7403010594658, 267.57579459146865, 447.7966737765608, 141.36607246306926, 517.024079313079]]))

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))