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 t in 1:T
    Bit.step!(model; multi_threading = true)
    Bit.update_data!(model)
end

Note that we can equivalently run the model for a number of epochs 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

model = Bit.Model(parameters, initial_conditions)
model_vec = Bit.ensemblerun(model, T, 4)

4-element Vector{BeforeIT.Model}:
 BeforeIT.Model{BeforeIT.Workers, BeforeIT.Workers, BeforeIT.Firms, BeforeIT.Bank, BeforeIT.CentralBank, BeforeIT.Government, BeforeIT.RestOfTheWorld, BeforeIT.Aggregates, BeforeIT.Properties, BeforeIT.Data}(BeforeIT.Workers([0.8295928566883214, 0.8295858524690212, 0.8295912982124386, 0.8295928566883214, 0.8295928566883214, 0.8295928566883214, 0.8295928566883214, 0.8295928566883214, 0.8295929828388732, 0.8295928566883214  …  5.420483356834775, 7.852134344596435, 4.334863189054174, 6.1616580400952765, 4.865568084607022, 3.3222291189885933, 6.314880215866078, 5.950351723819005, 5.423069035976832, 4.334863189054174], [4.2064899226035894, 4.206474595323309, 4.205672312202859, 4.2064899226035894, 4.2064899226035894, 4.2064899226035894, 4.2064899226035894, 4.210770057323491, 4.2064876040565355, 4.2064899226035894  …  25.66047242929738, 25.713307608284055, 25.53077466150904, 25.12361348733374, 25.540900975538058, 25.336102164920657, 25.619952785972295, 25.755618742072627, 25.856523488313286, 25.41911813608134], [7.803266398400752, 7.803214307938534, 7.800540669429942, 7.803266398400752, 7.803266398400752, 7.803266398400752, 7.803266398400752, 7.803051400972336, 7.803258543810363, 7.803266398400752  …  47.75101593668008, 47.936827990167345, 47.31153935348674, 45.92916191302, 47.34630651176028, 46.64772343685392, 47.61709026329322, 48.074929435762726, 48.40017320836023, 46.93370680575024], [0.28093214031934793, 0.280921806185093, 0.28092984091975526, 0.28093214031934793, 0.28093214031934793, 0.28093214031934793, 0.28093214031934793, 0.28093214031934793, 0.28093232644383703, 0.28093214031934793  …  7.054403492891895, 10.64209923613232, 5.452662587504949, 8.147944165264038, 11.337587012313522, 3.958606507533244, 8.374010550016463, 7.836179534879301, 7.058218444173157, 5.452662587504949], [1, 2, 3, 4, 5, 6, 7, 8, 9, 10  …  114, 92, 567, 79, 0, 274, 81, 74, 433, 567], [0.6545883144719544, 0.6545827878090028, 0.6545870847601831, 0.6545883144719544, 0.6545883144719544, 0.6545883144719544, 0.6545883144719544, 0.6545883144719544, 0.6545884140107541, 0.6545883144719544  …  4.277019788161956, 6.195708345603312, 3.4204137192270476, 4.861841948494338, 3.839165182985697, 2.621397160975583, 4.982741549990323, 4.695111190998762, 4.279060012276374, 3.4204137192270476], [0.0543476918957719, 0.054347233040383455, 0.054347589798018264, 0.0543476918957719, 0.0543476918957719, 0.0543476918957719, 0.0543476918957719, 0.0543476918957719, 0.05434770016005632, 0.0543476918957719  …  0.35510281583113207, 0.5144033903424321, 0.2839824464611448, 0.4036581197998615, 0.31874960473468844, 0.21764348994845384, 0.4136959010238142, 0.38981517204539706, 0.355272206987554, 0.2839824464611448], [0.6545883144719548, 0.6545827878090028, 0.6545870847601835, 0.6545883144719548, 0.6545883144719548, 0.6545883144719548, 0.6545883144719548, 0.6545883144719548, 0.6545884140107545, 0.6545883144719548  …  4.277019788161955, 6.195708345603311, 3.4204137192270476, 4.861841948494338, 3.8391651829856985, 2.6213971609755835, 4.982741549990325, 4.695111190998763, 4.279060012276375, 3.4204137192270476], [0.05434769189577189, 0.054347233040383455, 0.054347589798018264, 0.05434769189577189, 0.05434769189577189, 0.05434769189577189, 0.05434769189577189, 0.05434769189577189, 0.054347700160056314, 0.05434769189577189  …  0.35510281583113207, 0.514403390342432, 0.2839824464611448, 0.4036581197998615, 0.31874960473468844, 0.21764348994845384, 0.41369590102381415, 0.38981517204539706, 0.355272206987554, 0.2839824464611448]), BeforeIT.Workers([3.06308271656417, 3.06308271656417, 3.06308271656417, 3.06308271656417, 3.06308271656417, 3.06308271656417, 3.06308271656417, 3.06308271656417, 3.06308271656417, 3.06308271656417  …  3.06308271656417, 3.06308271656417, 3.06308271656417, 3.06308271656417, 3.06308271656417, 3.06308271656417, 3.06308271656417, 3.06308271656417, 3.06308271656417, 3.06308271656417], [15.531506178541315, 15.531506178541315, 15.531506178541315, 15.531506178541315, 15.531506178541315, 15.531506178541315, 15.531506178541315, 15.531506178541315, 15.531506178541315, 15.531506178541315  …  15.531506178541315, 15.531506178541315, 15.531506178541315, 15.531506178541315, 15.531506178541315, 15.531506178541315, 15.531506178541315, 15.531506178541315, 15.531506178541315, 15.531506178541315], [28.8117842927224, 28.8117842927224, 28.8117842927224, 28.8117842927224, 28.8117842927224, 28.8117842927224, 28.8117842927224, 28.8117842927224, 28.8117842927224, 28.8117842927224  …  28.8117842927224, 28.8117842927224, 28.8117842927224, 28.8117842927224, 28.8117842927224, 28.8117842927224, 28.8117842927224, 28.8117842927224, 28.8117842927224, 28.8117842927224], [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], [2.4169182947499954, 2.4169182947499954, 2.4169182947499954, 2.4169182947499954, 2.4169182947499954, 2.4169182947499954, 2.4169182947499954, 2.4169182947499954, 2.4169182947499954, 2.4169182947499954  …  2.4169182947499954, 2.4169182947499954, 2.4169182947499954, 2.4169182947499954, 2.4169182947499954, 2.4169182947499954, 2.4169182947499954, 2.4169182947499954, 2.4169182947499954, 2.4169182947499954], [0.2006664768012063, 0.2006664768012063, 0.2006664768012063, 0.2006664768012063, 0.2006664768012063, 0.2006664768012063, 0.2006664768012063, 0.2006664768012063, 0.2006664768012063, 0.2006664768012063  …  0.2006664768012063, 0.2006664768012063, 0.2006664768012063, 0.2006664768012063, 0.2006664768012063, 0.2006664768012063, 0.2006664768012063, 0.2006664768012063, 0.2006664768012063, 0.2006664768012063], [2.4169182947499968, 2.4169182947499968, 2.4169182947499968, 2.4169182947499968, 2.4169182947499968, 2.4169182947499968, 2.4169182947499968, 2.4169182947499968, 2.4169182947499968, 2.4169182947499968  …  2.4169182947499968, 2.4169182947499968, 2.4169182947499968, 2.4169182947499968, 2.4169182947499968, 2.4169182947499968, 2.4169182947499968, 2.4169182947499968, 2.4169182947499968, 2.4169182947499968], [0.20066647680120628, 0.20066647680120628, 0.20066647680120628, 0.20066647680120628, 0.20066647680120628, 0.20066647680120628, 0.20066647680120628, 0.20066647680120628, 0.20066647680120628, 0.20066647680120628  …  0.20066647680120628, 0.20066647680120628, 0.20066647680120628, 0.20066647680120628, 0.20066647680120628, 0.20066647680120628, 0.20066647680120628, 0.20066647680120628, 0.20066647680120628, 0.20066647680120628]), BeforeIT.Firms([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], [0.28093214031934793, 0.280921806185093, 0.28092984091975526, 0.28093214031934793, 0.28093214031934793, 0.28093214031934793, 0.28093214031934793, 0.28093214031934793, 0.28093232644383703, 0.28093214031934793  …  2.7142306884087515, 3.061253757457042, 2.718734844367569, 2.712795609664797, 2.7240861678540704, 2.7102773432318568, 2.7110798852779623, 2.719020320255731, 2.7102773432318568, 2.7102773432318554], [0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983, 0.2697101055708983  …  2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687, 2.6020133813757687], [0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721, 0.011078553057541721  …  0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782, 0.012425621091468782], [0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832, 0.009528627732528832  …  0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318, 0.010357147774366318], [-0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635, -0.26105054841223635  …  0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037, 0.013413693877270037], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1  …  1, 1, 1, 4, 1, 2, 3, 3, 1, 5], [11.272307003687203, 11.27189235004947, 11.272214741057146, 11.272307003687203, 11.272307003687203, 11.272307003687203, 11.272307003687203, 11.272307003687203, 11.272314471869302, 11.272307003687203  …  12.505115594422424, 14.103934593453133, 12.525867327560238, 49.99401536173503, 12.550522165878744, 24.973803158881996, 37.47179725278626, 37.58154775154568, 12.486901579440998, 62.434507897204966], [11.272307003687203, 11.27189235004947, 11.272214741057146, 11.272307003687203, 11.272307003687203, 11.272307003687203, 11.272307003687203, 11.272307003687203, 8.207762075039081, 11.272307003687203  …  12.505115594422424, 14.103934593453133, 12.525867327560238, 49.99401536173503, 12.550522165878744, 24.973803158881996, 37.47179725278626, 37.58154775154568, 12.486901579440998, 62.434507897204966], [11.272307003687203, 11.27189235004947, 11.272214741057146, 11.272307003687203, 11.272307003687203, 11.272307003687203, 11.272307003687203, 11.272307003687203, 8.207762075039081, 11.272307003687203  …  12.505115594422424, 14.103934593453133, 12.525867327560238, 49.99401536173503, 12.550522165878744, 24.973803158881996, 37.47179725278626, 37.58154775154568, 12.486901579440998, 62.434507897204966], [1.0395833085457427, 1.0395833085457427, 1.0395833085457427, 1.0395833085457427, 1.0395833085457427, 1.0395833085457427, 1.0395833085457427, 1.0395833085457427, 1.0395833085457427, 1.0395833085457427  …  1.0395833085457424, 1.0395833085457424, 1.0395833085457424, 1.0395833085457424, 1.0395833085457424, 1.0395833085457424, 1.0395833085457424, 1.0395833085457424, 1.0395833085457424, 1.0395833085457424], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3.064552396830221, 0.0  …  0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [298.15365853658534, 298.15365853658534, 298.1536585365853, 298.15365853658534, 298.15365853658534, 298.15365853658534, 298.15365853658534, 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 BeforeIT.Model{BeforeIT.Workers, BeforeIT.Workers, BeforeIT.Firms, BeforeIT.Bank, BeforeIT.CentralBank, BeforeIT.Government, BeforeIT.RestOfTheWorld, BeforeIT.Aggregates, BeforeIT.Properties, BeforeIT.Data}(BeforeIT.Workers([0.8461893979858268, 0.8449896367918899, 0.8707712112564954, 0.8458745473741875, 0.8560475122764796, 0.8462716558077296, 0.8713812617496172, 0.8714132404877919, 0.8534399795314884, 0.8452985117211462  …  4.537475576372997, 5.878232760773108, 4.347016275883893, 8.936401302299515, 6.178506812501386, 6.41655427585017, 6.76312873978508, 4.537475576372997, 6.90610867719376, 4.800691251603402], [4.142943744690234, 4.1571437302265135, 4.134024297403296, 4.162335816112361, 4.159676482135521, 4.173562713291153, 4.16197590474573, 4.163206878040509, 4.156454376405322, 4.1524077409617  …  25.05147204145443, 25.36335934253107, 25.00774606084674, 25.919424101341058, 25.405532619610742, 25.4864133199909, 25.15886510244106, 25.048504369018133, 25.274679654807965, 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0.6677486821329933, 0.6875613583126899, 0.6875865910616847, 0.6734048312983272, 0.6669808250543802  …  3.5802845522952222, 4.638205890909597, 3.430003084129796, 7.051246667273249, 4.875136433182001, 5.0629672305924815, 5.33643100545163, 3.5802845522952222, 5.449248992584827, 3.7879742687658644], [0.05543495259926077, 0.05535635470489501, 0.057045338709872634, 0.05541432633193385, 0.05608077030829993, 0.05544034141465949, 0.057085303899994215, 0.05708739886814096, 0.0559099474943251, 0.055376589497605926  …  0.2972558437806776, 0.3850905662922723, 0.2847786107642475, 0.5854351091849102, 0.4047619044867315, 0.4203566990782553, 0.44306123665114006, 0.2972558437806776, 0.45242803570553836, 0.3144994402078031], [0.6676837767898995, 0.6667371080096948, 0.6870799993896762, 0.6674353446469249, 0.6754622989473229, 0.6677486821329935, 0.6875613583126898, 0.6875865910616851, 0.6734048312983272, 0.66698082505438  …  3.580284552295222, 4.638205890909597, 3.4300030841297953, 7.0512466672732526, 4.875136433182004, 5.0629672305924815, 5.336431005451631, 3.580284552295222, 5.449248992584829, 3.787974268765865], [0.055434952599260776, 0.05535635470489502, 0.057045338709872634, 0.055414326331933855, 0.05608077030829995, 0.055440341414659484, 0.05708530389999423, 0.057087398868140966, 0.0559099474943251, 0.05537658949760594  …  0.2972558437806776, 0.38509056629227234, 0.2847786107642475, 0.5854351091849102, 0.4047619044867315, 0.42035669907825524, 0.4430612366511402, 0.2972558437806776, 0.45242803570553847, 0.31449944020780307]), BeforeIT.Workers([3.1232095496738235, 3.1232095496738235, 3.1232095496738235, 3.1232095496738235, 3.1232095496738235, 3.1232095496738235, 3.1232095496738235, 3.1232095496738235, 3.1232095496738235, 3.1232095496738235  …  3.1232095496738235, 3.1232095496738235, 3.1232095496738235, 3.1232095496738235, 3.1232095496738235, 3.1232095496738235, 3.1232095496738235, 3.1232095496738235, 3.1232095496738235, 3.1232095496738235], [15.257777547713793, 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2.4643612325989315  …  2.4643612325989315, 2.4643612325989315, 2.4643612325989315, 2.4643612325989315, 2.4643612325989315, 2.4643612325989315, 2.4643612325989315, 2.4643612325989315, 2.4643612325989315, 2.4643612325989315], [0.20460546274372843, 0.20460546274372843, 0.20460546274372843, 0.20460546274372843, 0.20460546274372843, 0.20460546274372843, 0.20460546274372843, 0.20460546274372843, 0.20460546274372843, 0.20460546274372843  …  0.20460546274372843, 0.20460546274372843, 0.20460546274372843, 0.20460546274372843, 0.20460546274372843, 0.20460546274372843, 0.20460546274372843, 0.20460546274372843, 0.20460546274372843, 0.20460546274372843]), BeforeIT.Firms([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, 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440.6434710447868, 137.34411378950344, 506.96201682958747], [534.6659581822444, 266.150814734769, 3.477891925889909, 199.77112298843977, 1175.1451197229098, 253.27196215803656, 411.62364463682457, 391.8612235783522, 241.92064878725589, 48.459255269065196  …  1029.9201106892676, 3609.6604602649695, 3477.2965949819436, 3437.5074258929717, 1044.5018596111431, 564.8391488647283, 269.57226277867704, 453.0606284150704, 140.73345513178833, 520.031460280312], [534.8445333624918, 267.19055907047266, 3.4950136583808087, 203.42207209041842, 1165.1153685818276, 254.26139398941672, 414.96155795575345, 389.43392559415526, 242.51648113455877, 48.64856611610745  …  1034.2358107261166, 3602.3006425634185, 3468.3625766940813, 3432.7628371810674, 1045.2896012552992, 564.1158869717939, 269.0854029282367, 452.5143468348599, 141.08979255673148, 519.6843383412981], [530.602604025515, 267.076953448881, 3.5328498127860692, 188.04240650664974, 1192.4499591807203, 257.01396502421414, 415.6245216513373, 392.36722863919306, 246.05728841002542, 49.17522347401213  …  1040.9795535657422, 3572.872049705968, 3446.2196557416, 3419.2079200625617, 1043.8219377583814, 566.5735902418553, 270.7844320819905, 453.27150076910004, 142.3018235541192, 523.9338779452507], [538.6680605374311, 265.41402642073496, 3.527805036148183, 205.14261591865215, 1162.5996863436874, 256.6469587502219, 409.63091867112877, 387.3094113700607, 242.00318171820837, 49.1050031047095  …  1034.8410026435079, 3550.2524009086374, 3426.800976028794, 3397.9837243063557, 1039.3291393836714, 562.6094619186174, 269.0479217568518, 450.502248015472, 141.54958879659983, 520.4819386890138], [532.5671611548352, 266.41449002073546, 3.5406922622659396, 212.8814104660026, 1158.739166655425, 255.55416380132243, 404.9930033682628, 383.8844522823731, 239.35054181392277, 49.199223079880205  …  1025.0932370275455, 3485.2262864118757, 3369.566061640992, 3346.325190793555, 1029.1305178026048, 557.8180825456848, 266.8850896421449, 445.2396078920423, 140.36003204822822, 517.0827321584205], [542.0815209320958, 269.9116215465479, 3.578148553668067, 220.85883299423347, 1168.1648463394947, 259.22568614781187, 407.4101932452089, 387.1686079224516, 241.35222071525345, 49.56949722026461  …  1026.504026630348, 3451.4910578420063, 3343.451513963475, 3325.7677469944765, 1026.5430341925737, 558.6347740940166, 267.38076199495447, 444.5020376559059, 140.54093375338002, 518.710856282092], [543.6661841665298, 270.4339940924709, 3.6538688918102236, 225.30286902002925, 1165.4307411026743, 266.9242374585269, 404.6583060027625, 383.1980352725488, 238.35181965456428, 50.500721771994925  …  1026.7571161991045, 3463.9146420863144, 3355.1423202538854, 3334.620469779282, 1030.6557210247267, 559.1048107786415, 267.5370290230569, 445.2971335228755, 140.89339131399504, 518.772214530461], [540.5162751705135, 267.3700589437045, 3.6521313499936934, 223.9975026856445, 1161.6307469423352, 267.45852975503544, 402.3362775115007, 382.20715479520993, 238.3855736529886, 50.34452944495565  …  1018.0305792397896, 3428.5976224697924, 3322.4656194441027, 3304.5221997713115, 1021.6970447769082, 555.3269638845828, 265.750024184601, 441.6512491768332, 139.8669340485644, 515.5626082325236], [541.4670234820173, 265.4006238914504, 3.684602489254896, 225.30286902002948, 1187.5429997786136, 271.32989012417806, 403.6211979367273, 385.2988726499614, 238.63816492401753, 50.82476543384115  …  1019.6666921953845, 3503.0970571458665, 3386.156159453095, 3359.232210404295, 1033.9344703894096, 558.9983549764119, 266.93272027885604, 445.94768838169983, 139.60329295254505, 516.409586642025], [554.8807545388471, 267.1590124648722, 3.762379268995352, 225.31469541860835, 1190.6584171706234, 282.363223980456, 405.8388274343268, 389.2604809435332, 240.2413509752632, 52.02153194172317  …  1026.7588133296485, 3501.146206549496, 3385.3253989340824, 3360.89683055259, 1036.6953275524454, 561.3469521957037, 267.8333450264453, 446.96394412555566, 140.22613516165055, 518.9355500504295], [555.6572612231121, 267.288370377833, 3.797754486893846, 224.33562440283663, 1173.8141192795647, 285.863714265677, 401.75251030825416, 384.9902543163732, 238.6552882518809, 52.73340224962632  …  1026.316813668333, 3549.82109914999, 3425.987243997256, 3393.2809442768894, 1042.569771197092, 561.8310985553094, 267.75856794410447, 448.96450392822913, 140.13603600122383, 517.7777164837688], [550.4181243127722, 265.67279742810047, 3.8035717827824236, 224.3928853661898, 1168.259802093095, 286.854859470838, 399.4548647036961, 382.39148652371404, 237.97622615531935, 52.64440612463102  …  1023.2138606287303, 3511.0354070269523, 3391.4456133179824, 3363.9339521851502, 1035.9749767417377, 559.5012441841245, 266.9396045918196, 446.29645007951234, 139.75743160126837, 517.0897506575978], [547.9196550231775, 264.0286097609698, 3.8105491444379473, 223.95377214102018, 1165.4870281927401, 286.65432076515316, 397.52462629030083, 380.76044442819375, 236.50209596564886, 52.74441960673542  …  1018.7657082179066, 3520.3116420605165, 3397.7811674143013, 3366.798636071551, 1035.398277067144, 558.0321567674714, 265.9949306453479, 445.5940679488758, 138.91555119650837, 514.7742353314114]]))

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(model_vec)
plot(ps..., layout = (3, 3))