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], [0.9135461469682179, 0.9063964781704081, 0.915792828299309, 0.915792828299309, 0.8959086963752203, 0.8959086963752203, 0.8958585051898815, 0.9051122241781315, 0.8823172246336926, 0.8823172246336926  …  7.319326682800648, 3.511111557083592, 3.6163305517162057, 3.5330161277760745, 4.518264125776326, 3.5691536789058818, 7.3733894954953785, 6.5534199685537855, 6.218506787132033, 4.929840116204816], [4.224390259759599, 4.255053956387392, 4.279514868530953, 4.239316868770373, 4.250629064934075, 4.2287484857431314, 4.234123464559196, 4.256504444109405, 4.285999439421942, 4.251336933415164  …  26.24333821835962, 25.50944017189047, 25.614558146374666, 25.473498270298286, 25.497788627228434, 25.496502996110422, 25.969080058650007, 26.069005119327613, 26.09101834098146, 25.815255190338867], [7.848191116808132, 7.8456640624839356, 7.844663955427161, 7.845564474181722, 7.843282590995912, 7.84340456097598, 7.844145469299181, 7.846225523842144, 7.8381831198031096, 7.839238350864096  …  48.76848709224332, 46.55059770330459, 47.11318441283541, 46.68443568776632, 47.17193968907875, 46.90091411073058, 48.35787576825799, 48.46462455326706, 48.09459735911889, 47.43466882371086], [0.313696215181004, 0.30373130980645113, 0.3168275444081642, 0.3168275444081642, 0.28911388400205285, 0.28911388400205285, 0.2890439296549799, 0.3019413710174195, 0.2701706666817311, 0.2701706666817311  …  9.24180165543269, 3.934072801567906, 4.0807225772107705, 3.9646024639052246, 5.337799369690263, 4.014969451196567, 9.317152112638512, 8.174313335478235, 7.707525536499266, 5.911436542969423], [1, 2, 3, 3, 4, 4, 5, 6, 7, 7  …  260, 280, 479, 317, 557, 191, 261, 80, 76, 257], [0.7208314629460966, 0.7151900334067033, 0.7226042016260621, 0.7226042016260621, 0.7069146735690273, 0.7069146735690273, 0.7068750703309479, 0.7141766957804441, 0.6961903543963726, 0.6961903543963726  …  5.77529769903035, 2.7704344095357043, 2.8534572125790447, 2.787718160104703, 3.5651258018753618, 2.816232410791039, 5.817955835671891, 5.1709607871589345, 4.906698320150169, 3.8898788800626405], [0.05984757960211255, 0.05937919563056857, 0.059994762577213784, 0.059994762577213784, 0.058692127595833685, 0.058692127595833685, 0.05868883950691792, 0.059295062504631624, 0.05780173285260104, 0.05780173285260104  …  0.4794984771557661, 0.23001742068730768, 0.23691045195653013, 0.2314524172033776, 0.2959972770156903, 0.2338198345200003, 0.4830402013445219, 0.4293229461212334, 0.4073823541199928, 0.3229601479458923], [0.7205834775756168, 0.7149439888394018, 0.7223556063858957, 0.7146737945502483, 0.7012127028780132, 0.7066714759476221, 0.7066318863341197, 0.706167047999829, 0.6957834406630531, 0.6957834406630531  …  5.773310841612014, 2.767893450040879, 2.8524755467106915, 2.7867591102348475, 3.5638993029109973, 2.81526355125362, 5.815954302709597, 5.169181837858777, 4.905010284231509, 3.8885406573229586], [0.059585897394766295, 0.059119561421694, 0.059732436815590734, 0.059732436815590734, 0.05833570337756092, 0.05843549757662094, 0.05843222386480064, 0.059032384700575334, 0.05754567051595734, 0.05754567051595734  …  0.4774018807561206, 0.22899844088682067, 0.23587456628791081, 0.23044039667001473, 0.2947030355220007, 0.23279746250720854, 0.48092811883483333, 0.42744574111223693, 0.40560108386029686, 0.32154801190027066]), 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], [3.2992882545247957, 3.2992882545247957, 3.2992882545247957, 3.2992882545247957, 3.2992882545247957, 3.2992882545247957, 3.2992882545247957, 3.2992882545247957, 3.2992882545247957, 3.2992882545247957  …  3.2992882545247957, 3.2992882545247957, 3.2992882545247957, 3.2992882545247957, 3.2992882545247957, 3.2992882545247957, 3.2992882545247957, 3.2992882545247957, 3.2992882545247957, 3.2992882545247957], [15.692519667750343, 15.62445843254509, 15.642125762662001, 15.654329505406654, 15.59281932582042, 15.657485829984836, 15.598404010475223, 15.567122645445373, 15.684432754261481, 15.690637385570916  …  15.799539527056133, 15.774485981627823, 15.711471870918114, 15.694468357912493, 15.713092132090654, 15.76233653317353, 15.570333913971261, 15.696270226487222, 15.602096380993725, 15.771545422499877], [28.957897354382936, 28.958967462554067, 28.94358938262582, 28.960906397398542, 28.961818862747677, 28.95854399704274, 28.960574212196054, 28.959830598755932, 28.94041547023753, 28.959444515899992  …  28.9596650406676, 28.960046838987875, 28.9594778330459, 28.956645760197198, 28.959075957839957, 28.95918837740748, 28.960053274770768, 28.957838882758306, 28.961446670366055, 28.960120665712896], [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], [2.6032957252160793, 2.6032957252160793, 2.6032957252160793, 2.6032957252160793, 2.6032957252160793, 2.6032957252160793, 2.6032957252160793, 2.6032957252160793, 2.6032957252160793, 2.6032957252160793  …  2.6032957252160793, 2.6032957252160793, 2.6032957252160793, 2.6032957252160793, 2.6032957252160793, 2.6032957252160793, 2.6032957252160793, 2.6032957252160793, 2.6032957252160793, 2.6032957252160793], [0.21614060449850167, 0.21614060449850167, 0.21614060449850167, 0.21614060449850167, 0.21614060449850167, 0.21614060449850167, 0.21614060449850167, 0.21614060449850167, 0.21614060449850167, 0.21614060449850167  …  0.21614060449850167, 0.21614060449850167, 0.21614060449850167, 0.21614060449850167, 0.21614060449850167, 0.21614060449850167, 0.21614060449850167, 0.21614060449850167, 0.21614060449850167, 0.21614060449850167], [2.602400121613751, 2.602400121613751, 2.602400121613751, 2.602400121613751, 2.602400121613751, 2.602400121613751, 2.602400121613751, 2.602400121613751, 2.602400121613751, 2.5818612146721205  …  2.602400121613751, 2.5526569806381234, 2.602400121613751, 2.602400121613751, 2.5740991945102207, 2.5325544122117374, 2.602400121613751, 2.529041694580813, 2.582297553187365, 2.5526569806381234], [0.21519553452477258, 0.21519553452477258, 0.21519553452477258, 0.21519553452477258, 0.21519553452477258, 0.21519553452477258, 0.21519553452477258, 0.21519553452477258, 0.21519553452477258, 0.21518309915220696  …  0.21519553452477258, 0.21519553452477258, 0.21519553452477258, 0.21519553452477258, 0.21518309915220696, 0.214828030748818, 0.21519553452477258, 0.214828030748818, 0.214828030748818, 0.21519553452477258]), 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], [0.313696215181004, 0.30373130980645113, 0.3168275444081642, 0.28911388400205285, 0.2890439296549799, 0.3019413710174195, 0.2701706666817311, 0.28764375250518776, 0.3105737890420666, 0.28917484262695087  …  2.7577072556523383, 2.7577072556523383, 2.7577072556523383, 2.7577072556523383, 2.575082382635823, 2.7577072556523383, 2.7577072556523383, 2.7577072556523383, 2.7577072556523383, 2.7577072556523365], [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, 2, 2, 1, 1, 10, 5, 1, 5  …  1, 2, 1, 1, 32, 1, 2, 1, 1, 5], [12.586954413245069, 12.187115959314646, 25.425195876366622, 23.20119339705968, 11.597789804040827, 12.115295271497166, 108.40506517927872, 57.70804085010187, 12.461668121707085, 58.01521321356317  …  12.705422628511878, 25.410845257023755, 12.705422628511878, 12.705422628511878, 379.648824958504, 12.705422628511878, 25.410845257023755, 12.705422628511878, 12.705422628511878, 63.52711314255935], [12.586954413245069, 12.187115959314646, 25.425195876366622, 23.20119339705968, 11.597789804040827, 12.115295271497166, 108.40506517927872, 57.70804085010187, 12.461668121707085, 58.01521321356317  …  12.705422628511878, 25.410845257023755, 12.705422628511878, 12.705422628511878, 379.91930043048524, 12.705422628511878, 25.410845257023755, 12.705422628511878, 12.705422628511878, 63.52711314255935], [12.586954413245069, 12.187115959314646, 25.425195876366622, 23.20119339705968, 11.597789804040827, 12.115295271497166, 108.40506517927872, 57.70804085010187, 12.461668121707085, 58.01521321356317  …  12.705422628511878, 25.410845257023755, 12.705422628511878, 12.705422628511878, 379.91930043048524, 12.705422628511878, 25.410845257023755, 12.705422628511878, 12.705422628511878, 63.52711314255935], [1.1004907762189444, 1.1004907762189444, 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68.89602828666203, 38.27557127036779, 7.6551142540735615, 38.27557127036783  …  4.057486672347062, 8.114973344694125, 4.057486672347062, 4.057486672347062, 121.72460017041178, 4.057486672347062, 8.114973344694125, 4.057486672347062, 4.057486672347062, 20.287433361735317], [75.35980230460588, 75.47745790904513, 151.42634161011674, 151.5191991351898, 75.77773931308874, 75.59314415807087, 681.6680462079994, 379.3007738199398, 75.6246770060098, 378.8032881397063  …  11.000416972429631, 22.000833944859263, 11.000416972429631, 11.000416972429631, 330.01250917288877, 11.000416972429631, 22.000833944859263, 11.000416972429631, 11.000416972429631, 55.002084862148145], [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, 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3.3566624191824834, 185.333616436438, 1141.349262670978, 244.7545749244843, 403.305508437796, 384.25963836399404, 236.90561009137366, 46.664528580078134  …  996.0257612314531, 3350.1675807238653, 3245.5173622367533, 3229.5144265756667, 994.3094998505562, 542.7117746283986, 259.83657128199985, 431.72981011670834, 136.76365166118893, 503.791313347481], [523.0300360946247, 260.976909169388, 3.398211452882689, 190.33628783390847, 1158.222612570624, 247.78416646866276, 409.4224549867473, 390.89638885023413, 239.9743429700439, 47.24214581662171  …  1009.4682077278328, 3458.1084984490035, 3341.06724975067, 3316.4400390709593, 1016.4674399781645, 552.0488257056592, 263.6910297597712, 440.67312490782194, 138.4293181306511, 510.1088482478624], [521.3426064771339, 260.6865256479881, 3.3998832151746083, 193.63952050751496, 1155.707620369063, 247.9060647765758, 410.1030193178833, 391.088691728377, 240.5011707080115, 46.522523607036604  …  1010.7789207209229, 3442.6723531771045, 3327.98182176053, 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1180.7780587038333, 256.7593818240566, 418.07318917214354, 401.8400012340036, 243.91479498607296, 48.45411201465097  …  1022.1353910944804, 3497.847042121419, 3379.006167667056, 3352.7143760564823, 1026.6465149769847, 558.2055578576047, 266.1857727849017, 445.04251463774267, 139.94727248785904, 514.699429770342], [537.5370740354956, 268.82246544339324, 3.33089597181988, 205.33978242169553, 1206.0986304027367, 260.15630846477575, 429.8698665553173, 411.3825528734309, 252.2846999564821, 49.09515992022564  …  1039.908608082544, 3592.189828765682, 3461.3892494423353, 3431.379555068941, 1044.6810604091052, 568.5226741085723, 270.64701772828823, 453.94093158462107, 142.12412088323697, 522.5197386650672], [544.8778367868874, 272.3798189286931, 3.513449290386662, 206.35220678278787, 1221.024700711064, 261.43900479022864, 436.5247497467484, 419.4746385862953, 254.10321186661272, 49.33722278465823  …  1049.4842345233565, 3577.413499460204, 3451.485257175402, 3424.0873002963303, 1044.4631231411197, 570.173896489384, 271.17227300011285, 454.2013587507498, 143.4222919003627, 524.5280021126159], [548.1600761135735, 275.27191050481525, 3.5062323089203242, 207.70973719669016, 1218.5165920387449, 260.9019825376771, 433.45939677913515, 418.6129951009149, 252.73089802401074, 49.40229535671103  …  1048.3241213752906, 3509.5425211725656, 3395.32021014136, 3373.896059321191, 1034.842902804221, 566.4095307461255, 269.9317416141975, 450.2923851893026, 143.6293087164352, 523.2698090974818], [555.1067834103663, 278.8203457121397, 3.5322699736574585, 214.53794056775536, 1226.849765013969, 265.600210789014, 438.71955896393524, 422.4316744388401, 255.25272907839758, 50.2249832602838  …  1055.3603524761863, 3512.0884652106643, 3401.412399148162, 3383.2705006600972, 1040.247563292536, 570.4796141034632, 271.9369891747994, 452.7156303695765, 144.76348323936048, 527.2651989303555], [559.6583795862775, 280.98636705630224, 3.5698334806395153, 225.0217467802545, 1226.0284627702954, 276.19713051382604, 436.93340034956555, 422.2086452540854, 253.5801475490938, 51.00719262320342  …  1053.2261552672471, 3457.201131917471, 3355.412801524504, 3341.374151360931, 1032.536545606134, 567.4005290954763, 270.53582644775156, 449.0308153655596, 144.64497404846873, 525.608176711125], [566.4291336305723, 285.7441514078869, 3.643362911026217, 225.3028690200292, 1239.7039201416746, 283.072743099194, 439.81066488503905, 427.0996544693598, 256.1760032510555, 52.44952719476553  …  1062.7476773806957, 3508.841028977923, 3402.8161155224766, 3386.67727872105, 1046.1332026683676, 573.9965812417995, 273.3889391346079, 454.45047362421235, 145.8445018586707, 530.6256874328518], [573.6012076079465, 287.30846984536504, 3.7916450809754654, 224.14087968947763, 1229.7166750635492, 286.9313894694585, 431.30077588019856, 419.6957112266597, 251.7725290096112, 53.499145759306295  …  1058.8606566456865, 3520.8609862006133, 3412.0693744111536, 3389.6925542435197, 1047.448449786313, 571.8456607113137, 271.9898388792181, 453.3855998671866, 145.06720646306871, 527.6947033916026], [583.4099180924266, 291.49934113674954, 3.86297227052545, 225.30286902002945, 1249.8102463055768, 288.41889685153706, 439.15570104024613, 423.72948661114003, 255.61299964831932, 54.989500642902236  …  1073.6141491922283, 3575.716033228384, 3463.185244709808, 3441.9807457857846, 1064.3058032415238, 580.9237717137246, 276.21178254959875, 460.3267431127123, 146.88735582866568, 535.9372368551421], [588.1715923497185, 292.2427253205239, 3.936160763000454, 225.01991440562577, 1247.9256715418442, 287.98399325237403, 431.8609703074613, 419.1872341276276, 254.05452842332852, 53.458377350077555  …  1072.4717321368628, 3583.466347664432, 3469.5425977823893, 3444.0792727861667, 1064.0632696785465, 579.644670906829, 275.3077190582989, 459.67531100678644, 146.56031978953055, 534.0534111425417]]))
 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], [0.8561689524284105, 0.8540639346939943, 0.8494049261150226, 0.8623390249515233, 0.8482112520265027, 0.8520751507198524, 0.8705040106202377, 0.8590618940369785, 0.8482572224793531, 0.85921022322862  …  3.53054897832849, 4.658440432357479, 6.791926983080344, 8.646139557269379, 0.8373177997703707, 6.540951889562418, 3.3984887572345834, 6.189243305794936, 5.4704289454703074, 14.238042159034508], [4.125022983453174, 4.110683024018031, 4.203025177785735, 4.148609501603203, 4.119672082739339, 4.132133546720823, 4.118760685068367, 4.137180526269596, 4.139682638065744, 4.1080398178805835  …  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6, 7, 8, 9, 10  …  485, 149, 494, 521, 44, 159, 277, 79, 125, 503], [0.6755581210168123, 0.673897161668385, 0.6702209817829966, 0.680426602393565, 0.6692791160191661, 0.6723279162982173, 0.6868691653489731, 0.6778407898659364, 0.6693153888980901, 0.6779578286696831  …  2.785771461570084, 3.6757315906235335, 5.359154192357615, 6.82221631231884, 0.6606836628476098, 5.161122878423505, 2.6815696512028437, 4.8836080382491165, 4.316429238733595, 11.234494057082479], [0.05608872600838545, 0.055950823597169096, 0.05564560597053656, 0.05649293537175837, 0.055567406850252646, 0.05582053580864427, 0.057027834053538354, 0.05627824632301611, 0.05557041843357051, 0.05628796355857507  …  0.23129079107924067, 0.30518040661925433, 0.4449478464997328, 0.5664196900418379, 0.05485376282339721, 0.42850614627768124, 0.22263935664386003, 0.4054652659306669, 0.3583748153919199, 0.9327524004331406], [0.6753257108910995, 0.6738971616683852, 0.66999040777643, 0.6624010975419198, 0.6690488660397022, 0.6723279162982178, 0.6866328639204203, 0.6763525512766937, 0.66624530138055, 0.6779578286696832  …  2.7692371959023823, 3.665373828023995, 5.357310499474929, 6.819869286798079, 0.6604563699347402, 5.150177865041438, 2.6806471192690915, 4.8726662783912404, 4.314944271221853, 11.171679430807789], [0.055843479304563924, 0.05595082359716909, 0.055402296799199974, 0.05649293537175837, 0.055324439602825834, 0.05582053580864426, 0.05677848112072936, 0.05627500842626835, 0.055324240845285144, 0.05628796355857507  …  0.2293147379927053, 0.30343997309274007, 0.4430023219622307, 0.563943032576992, 0.0546139159685652, 0.4285061462776812, 0.22166587102128257, 0.4036923780963319, 0.3568078295025564, 0.9288617878576537]), 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], [3.1212740660813263, 3.1212740660813263, 3.1212740660813263, 3.1212740660813263, 3.1212740660813263, 3.1212740660813263, 3.1212740660813263, 3.1212740660813263, 3.1212740660813263, 3.1212740660813263  …  3.1212740660813263, 3.1212740660813263, 3.1212740660813263, 3.1212740660813263, 3.1212740660813263, 3.1212740660813263, 3.1212740660813263, 3.1212740660813263, 3.1212740660813263, 3.1212740660813263], [15.21751574321478, 15.184317159254933, 15.196738271101442, 15.248510332424173, 15.155233959410417, 15.348324689694412, 15.321056439280987, 15.231703027754422, 15.294359939733265, 15.29675300032124  …  15.280121759094678, 15.408896132718812, 15.251623404160949, 15.276046067993843, 15.51846821163743, 15.220016209197452, 15.159379452754237, 15.347871280907524, 15.209988246832424, 15.5045844176668], [28.841879752174748, 28.857090177072386, 28.858212559337492, 28.855288648339776, 28.85381137034352, 28.848459691093048, 28.855177858861275, 28.8533300806379, 28.857286134939173, 28.841943860332474  …  28.836277631728912, 28.85641228654527, 28.855596657072905, 28.84412546943887, 28.84852174395416, 28.84672011562896, 28.857304450227062, 28.855491491061436, 28.857167000691625, 28.71106666031602], [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], [2.4628340437709575, 2.4628340437709575, 2.4628340437709575, 2.4628340437709575, 2.4628340437709575, 2.4628340437709575, 2.4628340437709575, 2.4628340437709575, 2.4628340437709575, 2.4628340437709575  …  2.4628340437709575, 2.4628340437709575, 2.4628340437709575, 2.4628340437709575, 2.4628340437709575, 2.4628340437709575, 2.4628340437709575, 2.4628340437709575, 2.4628340437709575, 2.4628340437709575], [0.20447866673155637, 0.20447866673155637, 0.20447866673155637, 0.20447866673155637, 0.20447866673155637, 0.20447866673155637, 0.20447866673155637, 0.20447866673155637, 0.20447866673155637, 0.20447866673155637  …  0.20447866673155637, 0.20447866673155637, 0.20447866673155637, 0.20447866673155637, 0.20447866673155637, 0.20447866673155637, 0.20447866673155637, 0.20447866673155637, 0.20447866673155637, 0.20447866673155637], [2.4619867627570597, 2.4619867627570597, 2.4628340437709584, 2.4613945509814226, 2.4619867627570597, 2.462241831995321, 2.4619867627570597, 2.3975899353709855, 2.420542696484752, 2.4628340437709584  …  2.4619867627570597, 2.4619867627570597, 2.3967426543570864, 2.4628340437709584, 2.4619867627570597, 2.4619867627570597, 2.4619867627570597, 2.4619867627570597, 2.4628340437709584, 2.4628340437709584], [0.2035845883206787, 0.2035845883206787, 0.2044786667315564, 0.20357282390275072, 0.2035845883206787, 0.2044669023136284, 0.2035845883206787, 0.2044786667315564, 0.2044786667315564, 0.2044786667315564  …  0.2035845883206787, 0.2035845883206787, 0.2035845883206787, 0.2044786667315564, 0.2035845883206787, 0.2035845883206787, 0.2035845883206787, 0.2035845883206787, 0.2044786667315564, 0.2044786667315564]), 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], [0.2965921748204163, 0.2935443037291646, 0.2867984899863272, 0.3055258694713721, 0.2850701602495781, 0.29066472837812224, 0.31734801394706263, 0.30078088684562815, 0.28513672121578915, 0.30099565380355026  …  2.7150389658509644, 2.5877369958546628, 2.7102751635142392, 2.8327144639931836, 2.7308448166738355, 2.7196234580432224, 2.7102751635142392, 2.7203454186674776, 3.0616467544232076, 2.793902922092216], [0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983  …  2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687], [0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721  …  0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782], [0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832  …  0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318], [-0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635  …  0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1  …  2, 16, 1, 2, 1, 2, 2, 1, 2, 2], [11.90066058538744, 11.778365789892709, 11.507692297666019, 12.259122058212508, 11.438343652209895, 11.662823803987138, 12.733481602195061, 12.068731237056387, 11.441014388440857, 12.07734868852062  …  25.017679047194108, 190.75725817600195, 12.486891536956076, 26.101997865917948, 12.581660891527306, 25.059922770287166, 24.973783073912152, 12.533287631913796, 28.211490450574928, 25.744369592137062], [11.90066058538744, 11.778365789892709, 11.507692297666019, 12.259122058212508, 11.438343652209895, 11.662823803987138, 12.066783279939258, 12.068731237056387, 9.087187531320655, 12.07734868852062  …  25.017679047194108, 190.75725817600195, 12.486891536956076, 26.101997865917948, 12.581660891527306, 25.059922770287166, 24.973783073912152, 12.533287631913796, 28.211490450574928, 25.744369592137062], [11.90066058538744, 11.778365789892709, 11.507692297666019, 12.259122058212508, 11.438343652209895, 11.662823803987138, 12.066783279939258, 12.068731237056387, 9.087187531320655, 12.07734868852062  …  25.017679047194108, 190.75725817600195, 12.486891536956076, 26.101997865917948, 12.61464788729631, 25.059922770287166, 24.973783073912152, 12.533287631913796, 28.211490450574928, 25.744369592137062], [1.0593337922520152, 1.0593337922520152, 1.0593337922520152, 1.0593337922520152, 1.0593337922520152, 1.0593337922520152, 1.0593337922520152, 1.0593337922520152, 1.0593337922520152, 1.0593337922520152  …  1.0593337922520156, 1.0593337922520156, 1.0593337922520156, 1.0593337922520156, 1.0593337922520156, 1.0593337922520156, 1.0593337922520156, 1.0593337922520156, 1.0593337922520156, 1.0593337922520156], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.6666983222558027, 0.0, 2.353826857120202, 0.0  …  0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [298.1536585365853, 298.15365853658534, 298.15365853658534, 298.15365853658534, 298.15365853658534, 298.15365853658534, 298.2489345444925, 298.15365853658534, 298.15365853658534, 298.1536585365853  …  158.41666666666669, 1188.125, 79.20833333333333, 158.41666666666669, 79.20833333333334, 158.41666666666669, 158.41666666666666, 79.20833333333333, 158.47341315349325, 158.41666666666669], [7.655114254073552, 7.655114254073568, 7.655114254073554, 7.65511425407356, 7.645349038612072, 7.655114254073562, 7.656696471106741, 7.65511425407357, 7.655114254073556, 7.655114254073564  …  8.114973344694128, 60.86230008520594, 4.057486672347057, 8.114973344694125, 4.057486672347062, 8.114973344694128, 8.114973344694114, 4.057486672347059, 8.116853192443271, 8.114973344694128], [75.57833350877095, 75.51775744100713, 75.74722836108656, 75.09560674369544, 75.69911691769899, 75.72955708713958, 75.26406556354284, 75.63262499187843, 75.7645494372061, 75.57203672505064  …  22.000833944859263, 165.00625458644444, 11.000416972429631, 22.000833944859263, 11.000416972429631, 22.000833944859263, 22.000833944859263, 11.000416972429631, 22.000833944859263, 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], [0.0010887632875835607, 0.0010406581747153254, 0.0009154459718541119, 0.0012638050723228211, 0.011233499578499728, 0.0009813399290865554, -0.7507943696088089, 0.001156367412571857, -2.492601708512531, 0.0011631006850851833  …  24.410409302678584, 183.76493388592758, 12.193976099789863, 25.437989528391242, 12.228882872429287, 24.473992775995356, 24.387952199579733, 12.197431883086324, 25.634745785966377, 24.830917175162348], [2.3452247137548836, 2.3005145003013343, 2.191094728667681, 2.495279768451945, 2.1661373589198445, 2.250530022278812, 2.6703363885291562, 2.4075037613250205, 2.1652686069148475, 2.412520906901067  …  8.808484898985, 67.24189770423811, 4.395951939567244, 9.219123649724807, 4.431719316132817, 8.824535383550655, 8.791903879134487, 4.413432125997366, 10.014033095202475, 9.083089581697903], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0  …  0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [3.087483035681233, 3.0557551241310366, 2.9855321470565857, 3.1804815468438554, 2.9675404763541917, 3.025779147685629, 3.337199766494552, 3.131086941708177, 2.96823336669811, 3.1333226356863153  …  1.7458400166692363, 13.31185255696694, 0.8713883845060906, 1.8215083942587198, 0.8780017930182171, 1.7487879632829024, 1.7427767690121811, 0.8746261012839567, 1.9887667454730338, 1.7965515727133963], [248.37632223878015, 248.43685020143118, 248.20725406914886, 248.85922404564047, 248.25533894341612, 248.22499123705308, 248.74756830385206, 248.32209835979776, 248.18990416940272, 248.38269335989798  …  178.82216910100158, 1341.85313237335, 89.39985599895134, 179.84974932671423, 89.43476277159078, 178.88575257431836, 178.7997119979027, 89.40331178224781, 180.1086104416213, 179.24267697348535], [1.0593337922520152, 1.059333792252015, 1.0593337922520152, 1.0593337922520156, 1.0593337922520152, 1.0593337922520156, 1.0593337922520154, 1.059333792252015, 1.059333792252015, 1.0593337922520163  …  1.0593337922520156, 1.0593337922520154, 1.0593337922520156, 1.0593337922520156, 1.0593337922520158, 1.0593337922520152, 1.0593337922520156, 1.0593337922520154, 1.0593337922520154, 1.0593337922520158], [1.059333792252016, 1.0593337922520158, 1.0593337922520156, 1.0593337922520156, 1.0593337922520154, 1.0593337922520156, 1.0593337922520156, 1.0593337922520152, 1.0593337922520154, 1.0593337922520158  …  1.0593337922520158, 1.0593337922520154, 1.0593337922520156, 1.0593337922520156, 1.0593337922520158, 1.0593337922520158, 1.0593337922520156, 1.0593337922520158, 1.0593337922520156, 1.0593337922520158], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.6666983222558027, 0.0, 2.353826857120202, 0.0  …  0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [7.15538608856453, 7.081855172183191, 6.919110144129859, 7.370914480247952, 6.86764839179151, 7.012384447204359, 7.656696471106741, 7.256440176631257, 6.879019412975816, 7.261621501809267  …  7.197349039816093, 54.87905438314363, 3.5923602922661324, 7.509297282259943, 3.6196245369564783, 7.209502158387507, 7.184720584532265, 3.6057080088494833, 8.116853192443271, 7.406411018987787], [3.3506562813440346, 3.3561174200538777, 3.388163885181083, 3.2984106428312407, 3.3905040182815207, 3.376153998223623, 3.2649031805554105, 3.341587193327894, 3.39390686665447, 3.3376356257086135  …  0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [3.3506562813440346, 3.3561174200538777, 3.388163885181083, 3.2984106428312407, 3.3905040182815207, 3.376153998223623, 3.2649031805554105, 3.341587193327894, 3.39390686665447, 3.3376356257086135  …  0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [315.84424577137327, 315.8442457713733, 315.8442457713733, 315.8442457713733, 315.8442457713733, 315.8442457713733, 315.9095268539161, 315.8442457713733, 315.8442457713733, 315.84424577137327  …  167.8161282559234, 1258.6209619194253, 83.90806412796168, 167.8161282559234, 83.9080641279617, 167.8161282559234, 167.81612825592336, 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47.89614102060789  …  1001.0158813477334, 3442.06938145249, 3323.7920462330094, 3297.7830570385017, 1010.9159330893575, 547.8120905465536, 261.66807867701635, 437.4542897255777, 137.03310304829554, 506.20176273105506], [524.2409098637445, 259.67532140521166, 3.4656560222427606, 200.07290290635666, 1161.4919392710874, 253.98115842558516, 409.1740024063212, 390.39750374014073, 240.3329577399239, 47.34763802328853  …  1010.9194537319848, 3456.3824266233823, 3339.459909679474, 3315.7161737306383, 1016.1630727349747, 552.4565383587127, 263.9452818506667, 440.63714143389916, 138.32170286788318, 510.80119530295843], [532.0067165368972, 263.10081179705486, 3.519880035412631, 216.9147283617694, 1161.3363857139748, 257.05565672794336, 404.39204538962883, 386.1818548804299, 237.16426596934957, 48.42343914758084  …  1011.5628053185462, 3415.9142706116977, 3306.429747196745, 3286.4323116728597, 1013.2476726072243, 550.6141097665383, 263.29284782570545, 438.4028005470977, 138.5918902751098, 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48.575456644741486  …  1019.4473208765864, 3519.167091710805, 3397.5760003647156, 3367.4130744801455, 1030.6349366773684, 558.1479894325587, 266.4838193473853, 446.26190170337617, 139.5737753259858, 514.9900870321068], [537.7564043882087, 265.8743437529768, 3.5749372093352685, 225.1875562979921, 1174.1326885136311, 264.2757924950642, 411.1785737496408, 394.3782174124963, 241.1507538345236, 49.61869475674403  …  1022.2422432032025, 3510.776704032517, 3389.0297238940584, 3361.037121637473, 1030.4080169293418, 558.214501033157, 266.1858490669057, 445.4841052831848, 139.67087336516823, 514.9826192263865], [535.6601998654711, 265.0776793981006, 3.5651668105925665, 224.687110269791, 1171.7411946375528, 263.55351970549526, 410.77108265050873, 394.3127381061039, 241.87316620800596, 49.29562439334398  …  1022.4686060347732, 3567.392797669743, 3436.4383397695456, 3400.669577204257, 1036.3507942178578, 559.8759419552308, 266.5613258904651, 448.3045430391067, 139.46046219952584, 513.5751579925882], [543.9647319127217, 268.61767033882154, 3.599716911518814, 225.30286902002925, 1187.3247918836112, 268.4369164527257, 417.6546807532253, 400.9978519325957, 245.3052751116581, 50.41950949394488  …  1037.3682227586105, 3638.83986498054, 3499.3225031567217, 3461.4596173932277, 1054.0951205066249, 567.9330835942066, 270.40224970091725, 455.4622594331198, 141.2936253725913, 521.3769173041777], [552.1102069361538, 271.89114231093646, 3.671013112423097, 225.3028690200294, 1197.6681968156981, 275.97824823251665, 417.8232783726468, 402.0032282279373, 245.29431829179967, 51.771091831832976  …  1043.6342647345145, 3640.289873991059, 3502.580393434045, 3464.072453731502, 1057.0206949975707, 569.6996669573447, 270.66247413769213, 455.9395648303823, 141.94281869687939, 522.6256166351787], [562.3700953318635, 275.72544390368125, 3.7642624411951147, 225.3640103931891, 1211.0685898652573, 286.4533962630541, 421.01730489308613, 405.6173409495086, 247.81115092778316, 53.09165428935884  …  1051.6460231503283, 3601.280334849863, 3472.07010614988, 3441.4050183560653, 1055.5493983794406, 571.6743935302262, 271.836230490734, 455.82584531781094, 143.13712425851543, 526.1282683795595], [559.8516473370497, 274.6940850626669, 3.7235740411760108, 224.29632580382724, 1208.7481727966451, 287.0467602654268, 422.520230212462, 407.53385702478295, 248.3535704311393, 52.96645578655007  …  1047.4655495791953, 3611.406274162918, 3480.2305030964894, 3444.6489982243734, 1052.3968121483674, 569.9823239261648, 270.5125618204877, 454.8800653988577, 142.54648622945302, 522.8639113673142], [572.4060925730113, 280.773126750864, 3.8231186283692793, 225.3758917638351, 1235.6144586434689, 288.42835182829526, 430.57956028633396, 416.87827332854164, 253.48399151013703, 54.357824228874094  …  1068.777700553693, 3770.385966935967, 3616.5222601677947, 3577.2299312896057, 1075.447996507651, 584.4256799796852, 276.75652288260915, 468.95377828328213, 145.1596547534511, 532.8982339116908]]))

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))