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; parallel = 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.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([0.8353624811235747, 0.8141016548129396, 0.808062180526002, 0.8235570463919137, 0.8147944022452831, 0.8354261023548114, 0.8224135718415413, 0.8227367207129412, 0.8327082461969899, 0.8113618329803238  …  8.230005887188675, 5.435339357490514, 5.840894942472268, 1.9625955340008738, 4.694698618523758, 3.45470563957506, 13.585349123034069, 8.135488715633121, 6.463264471491328, 5.739725511479311], [4.454907369952496, 4.502259939868494, 4.399799948954161, 4.500091592199779, 4.4007160175014635, 4.4532225336468265, 4.4194010591963355, 4.396249720538446, 4.466568452159907, 4.378867550654417  …  27.277230702585985, 27.251115357730956, 26.738298547937738, 26.40302374154348, 26.889915734465017, 26.507440244705236, 30.742867874986025, 27.314997239223263, 27.130509388910376, 26.865038943794882], [7.771606950406026, 7.756373424901089, 7.79379208169576, 7.799360954049591, 7.797425850935129, 7.808099289327878, 7.801455926675244, 7.800274846959202, 7.76689059781015, 7.7959158056938564  …  49.467130676304, 47.554592168711004, 47.8382379599263, 46.02281120402681, 46.93542740048199, 46.594796044307515, 54.158738902997506, 49.340618885138646, 48.07628846682893, 47.70279902003741], [0.31647440083733036, 0.2848506286247843, 0.2758673955018972, 0.2989147644728031, 0.2858810348131973, 0.3165690323109671, 0.297213937882929, 0.29769459588514324, 0.3125264394791721, 0.28077536361524597  …  11.31541278873215, 7.158570695487974, 7.761802068135679, 1.9931430671352663, 6.056927058584718, 4.21253705518138, 19.281055898551397, 11.17482608435031, 8.68752677564073, 7.611320661917063], [1, 2, 3, 4, 5, 6, 7, 8, 9, 10  …  330, 99, 75, 49, 142, 227, 502, 93, 498, 588], [0.6591408232161655, 0.6423650176547295, 0.6375995845125435, 0.6498257723929761, 0.6429116284053363, 0.659191023400731, 0.6489235164579892, 0.6491784963235313, 0.6570465053193825, 0.6402031676087626  …  6.493867007600205, 4.288741880933892, 4.608744572203004, 1.54858144237189, 3.7043410281048796, 2.7259274514893845, 10.719488134769406, 6.4192884531702825, 5.0998238018453455, 4.528917067932862], [0.05472566739138212, 0.053332843395292644, 0.05293718968984826, 0.05395227822304577, 0.053378226167951605, 0.0547298352998271, 0.05387736773888083, 0.05389853763584621, 0.0545517850576011, 0.053153354153542505  …  0.5391582396729375, 0.35607605148514265, 0.38264451793407533, 0.1285721502276274, 0.30755572689181654, 0.22632219669744671, 0.8899936426436018, 0.532966298557308, 0.4234167438949751, 0.3760167787719703], [0.6591408232161655, 0.6423650176547298, 0.6375995845125437, 0.6498257723929759, 0.6429116284053363, 0.659191023400731, 0.6489235164579891, 0.6491784963235312, 0.6570465053193826, 0.6402031676087627  …  6.4938670076002065, 4.288741880933891, 4.608744572203006, 1.5485814423718898, 3.70434102810488, 2.7259274514893845, 10.719488134769408, 6.419288453170282, 5.099823801845345, 4.528917067932861], [0.05472566739138211, 0.053332843395292644, 0.052937189689848264, 0.05395227822304577, 0.053378226167951605, 0.0547298352998271, 0.05387736773888082, 0.05389853763584622, 0.0545517850576011, 0.053153354153542505  …  0.5391582396729375, 0.3560760514851427, 0.38264451793407533, 0.1285721502276274, 0.3075557268918166, 0.22632219669744671, 0.8899936426436017, 0.532966298557308, 0.42341674389497513, 0.3760167787719704]), BeforeIT.Workers([2.9835855975894368, 2.9835855975894368, 2.9835855975894368, 2.9835855975894368, 2.9835855975894368, 2.9835855975894368, 2.9835855975894368, 2.9835855975894368, 2.9835855975894368, 2.9835855975894368  …  2.9835855975894368, 2.9835855975894368, 2.9835855975894368, 2.9835855975894368, 2.9835855975894368, 2.9835855975894368, 2.9835855975894368, 2.9835855975894368, 2.9835855975894368, 2.9835855975894368], [16.343002519303973, 16.159270900850675, 16.292830878096296, 16.281377837972656, 16.33676145701951, 16.201883545629798, 16.247731926264358, 16.377768730258985, 16.484658822496588, 16.65847938650721  …  16.288656451097943, 16.26399159015095, 16.432482159211958, 16.20083902361989, 16.214106866208695, 16.507736078654247, 16.437277540491188, 16.27120071762906, 16.351977811533793, 16.357007112753237], [28.77710065859901, 28.78240699540072, 28.775454781824006, 28.63830509430022, 28.78170183999381, 28.784916705664116, 28.783014371631893, 28.782134524059227, 28.643955843479525, 28.629995294225456  …  28.78582302261333, 28.78116403209841, 28.782198260394168, 28.775457217317538, 28.78111873390655, 28.751088957339867, 28.770282689129473, 28.762960251542612, 28.77585309548779, 28.78523903455402], [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], [2.354191277882012, 2.354191277882012, 2.354191277882012, 2.354191277882012, 2.354191277882012, 2.354191277882012, 2.354191277882012, 2.354191277882012, 2.354191277882012, 2.354191277882012  …  2.354191277882012, 2.354191277882012, 2.354191277882012, 2.354191277882012, 2.354191277882012, 2.354191277882012, 2.354191277882012, 2.354191277882012, 2.354191277882012, 2.354191277882012], [0.19545851859157634, 0.19545851859157634, 0.19545851859157634, 0.19545851859157634, 0.19545851859157634, 0.19545851859157634, 0.19545851859157634, 0.19545851859157634, 0.19545851859157634, 0.19545851859157634  …  0.19545851859157634, 0.19545851859157634, 0.19545851859157634, 0.19545851859157634, 0.19545851859157634, 0.19545851859157634, 0.19545851859157634, 0.19545851859157634, 0.19545851859157634, 0.19545851859157634], [2.3541912778820127, 2.3541912778820127, 2.3541912778820127, 2.3541912778820127, 2.3541912778820127, 2.3541912778820127, 2.3541912778820127, 2.3541912778820127, 2.3541912778820127, 2.3541912778820127  …  2.3541912778820127, 2.3541912778820127, 2.349588602605782, 2.3494733283961606, 2.3541912778820127, 2.3541912778820127, 2.3541912778820127, 2.3541912778820127, 2.3541912778820127, 2.3541912778820127], [0.19545851859157637, 0.19545851859157637, 0.19545851859157637, 0.19545851859157637, 0.19545851859157637, 0.19545851859157637, 0.19545851859157637, 0.19545851859157637, 0.19545851859157637, 0.19545851859157637  …  0.19545851859157637, 0.19545851859157637, 0.19545851859157637, 0.19545851859157637, 0.19545851859157637, 0.19545851859157637, 0.19545851859157637, 0.19545851859157637, 0.19545851859157637, 0.19545851859157637]), 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], [0.31647440083733036, 0.2848506286247843, 0.2758673955018972, 0.2989147644728031, 0.2858810348131973, 0.3165690323109671, 0.297213937882929, 0.29769459588514324, 0.3125264394791721, 0.28077536361524597  …  2.7243847112679167, 2.6781812740715267, 2.6614154966934613, 2.661840908869222, 3.063420276987861, 2.989255052661259, 2.730257653627973, 3.061192213383259, 2.664491694627631, 2.6614154966934613], [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, 5, 2, 2, 2, 4, 5, 2, 3, 2], [12.698428171981794, 11.429535020100797, 11.069085832863744, 11.99385370873577, 11.470879719504316, 12.702225227818237, 11.925608617735142, 11.94489485731805, 12.540017559307623, 11.26601639152138  …  25.103795254820913, 61.69513622793136, 24.52356652886454, 24.527486481914867, 28.22783254321652, 55.08887676257961, 62.894778448604505, 28.207302090115196, 36.82786815135944, 24.52356652886454], [12.698428171981794, 11.429535020100797, 11.069085832863744, 11.99385370873577, 11.470879719504316, 12.702225227818237, 11.925608617735142, 11.94489485731805, 12.540017559307623, 11.26601639152138  …  25.103795254820913, 61.600125655863955, 24.52356652886454, 24.527486481914867, 28.22783254321652, 53.43369077957618, 62.894778448604505, 28.207302090115196, 36.82786815135944, 24.52356652886454], [12.698428171981794, 11.429535020100797, 11.069085832863744, 11.99385370873577, 11.470879719504316, 12.702225227818237, 11.925608617735142, 11.94489485731805, 12.540017559307623, 11.26601639152138  …  25.103795254820913, 61.600125655863955, 24.52356652886454, 24.527486481914867, 28.22783254321652, 53.43369077957618, 62.894778448604505, 28.207302090115196, 36.82786815135944, 24.52356652886454], [1.0311934087466126, 1.0311934087466126, 1.0311934087466126, 1.0311934087466126, 1.0311934087466126, 1.0311934087466126, 1.0311934087466126, 1.0311934087466126, 1.0311934087466126, 1.0311934087466126  …  1.0311934087466126, 1.0311934087466126, 1.0311934087466126, 1.0311934087466126, 1.0311934087466126, 1.0311934087466126, 1.0311934087466126, 1.0311934087466126, 1.0311934087466126, 1.0311934087466126], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0  …  0.0, 0.09501057206740171, 0.0, 0.0, 0.0, 1.6551859830034275, 0.0, 0.0, 0.0, 0.0], [298.1536585365853, 298.4874965350131, 298.57460990166624, 298.34002478807594, 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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([0.9084800705528694, 0.895912148500721, 0.9001939227930624, 0.9038713893722925, 0.8972685028545858, 0.9012569403155126, 0.8956053350704658, 0.908509861346493, 0.9156622378324074, 0.8965067189637997  …  3.5324949127594207, 7.611054137181645, 6.333947525553949, 13.484124128013251, 5.417641662334677, 9.022018943048144, 3.539075092199557, 6.992523586796969, 6.578584935542984, 7.102050965830324], [4.256041137987175, 4.294864207513485, 4.3030092457019995, 4.253142630038056, 4.254928947750457, 4.25786661796027, 4.269494703478692, 4.292158032476705, 4.284634840175677, 4.249888704878799  …  25.415539159304785, 26.338565178094484, 26.04367397089166, 27.00250501969246, 25.872503072860752, 26.77046167793031, 25.52770999876461, 26.329814770461063, 25.956932922971244, 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255.8150452316268, 50.53877462527196  …  1064.1815718453477, 3621.0646083256615, 3493.339516364988, 3464.524420151178, 1057.8162912773155, 576.5122930023463, 274.1354353219549, 459.40080318731844, 145.25770496041596, 530.5525755253549], [554.4337549213183, 278.7860434942896, 3.573356962241411, 213.71321761565937, 1225.2737623236114, 265.9973446665947, 438.9981847947507, 422.52492974256745, 256.59685554306424, 50.11803148018626  …  1064.6238828717526, 3649.571593719695, 3519.2781323428026, 3485.9970830654297, 1061.8059004860895, 577.7610096268402, 274.7084400245539, 461.3765914100344, 145.4485266770238, 530.6972141804389], [551.2151628777085, 278.23756372971457, 3.4656448307766796, 214.53652184645358, 1224.2862342477656, 265.3328111925585, 439.4571863927331, 423.38622420930966, 256.4568904865397, 50.24580677367454  …  1060.373241350021, 3654.7427815268748, 3521.44624598204, 3486.467499138735, 1060.5908311980068, 576.6357366999165, 273.9160553597609, 460.60804835848893, 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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([0.8444830815845221, 0.8436299638342121, 0.8429785046337627, 0.8528686940208587, 0.8662498492229378, 0.8450625139454284, 0.8431776324090645, 0.8441081378475457, 0.8427253009839172, 0.843089465063859  …  5.051050321736758, 8.729325375526384, 5.051050321736758, 4.659581611090535, 3.4661463551897898, 5.051050321736758, 5.051050321736758, 6.656330507915501, 14.30241745040357, 4.460338894613187], [4.1621683504675095, 4.158363942582145, 4.168774298009679, 4.160630021221512, 4.184237071709379, 4.161634370668064, 4.158277965233137, 4.167042974271358, 4.160311744060553, 4.162093511307049  …  25.24811946286695, 25.95792792110812, 25.330105901926803, 25.198743182561437, 25.10023707567901, 25.262053139022683, 25.371537022975822, 25.614404431465317, 27.008718475593724, 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2.7349547215414614, 3.985519510880853, 3.985519510880853, 5.252162108938752, 11.285289231041832, 3.51942003292282], [0.055323169623663584, 0.05526728078581877, 0.05522460285817842, 0.055872521847918084, 0.05674913848494551, 0.05536112898067961, 0.05523764797409614, 0.055298606578633544, 0.05520801516237349, 0.055231872018247585  …  0.330900783947955, 0.5718692996717678, 0.330900783947955, 0.3052551667014829, 0.22707169264872415, 0.330900783947955, 0.330900783947955, 0.4360647475253404, 0.9369697083243791, 0.2922025208399773]), BeforeIT.Workers([3.1115712767341064, 3.1115712767341064, 3.1115712767341064, 3.1115712767341064, 3.1115712767341064, 3.1115712767341064, 3.1115712767341064, 3.1115712767341064, 3.1115712767341064, 3.1115712767341064  …  3.1115712767341064, 3.1115712767341064, 3.1115712767341064, 3.1115712767341064, 3.1115712767341064, 3.1115712767341064, 3.1115712767341064, 3.1115712767341064, 3.1115712767341064, 3.1115712767341064], [15.478798734676268, 15.420404059839784, 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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([0.8938664143695039, 0.8852891632308544, 0.8849615297999461, 0.8849907344389724, 0.8849615297999461, 0.8919159045226985, 0.8849615297999461, 0.8849615297999461, 0.8871342059004861, 0.9023016649729779  …  5.7140202744763995, 4.642799686866773, 8.823416532585558, 9.08727117091061, 4.90049875575388, 0.8768184043812172, 6.155704597088969, 5.189512282250813, 14.734250876206081, 4.75799427232909], [4.143339859829805, 4.120801769430871, 4.133762837981141, 4.1286544819820135, 4.12797206997884, 4.123043288555593, 4.128301987346449, 4.121908866791242, 4.123615429975105, 4.13876667663154  …  25.236495325993225, 25.05722625069912, 25.38771142813056, 25.828911942374106, 24.972131018285594, 23.81509871062745, 25.30886473659, 25.08999980378931, 25.827841597980324, 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3275.9826797634423, 3256.198372613072, 1000.8740113003424, 544.8396657162825, 260.68690436538697, 434.1059751134286, 136.99722836422484, 504.90462950861723], [517.6571645244657, 258.0307860806994, 3.3594022155733096, 191.3498680241614, 1142.280862039645, 244.95435006337948, 403.15795130811046, 384.44622939456343, 236.77106395946439, 46.70261739897534  …  997.63113762785, 3382.3218485094567, 3273.28722991328, 3253.519201117516, 1000.0505009318488, 544.3913764123158, 260.4724134641831, 433.7487965200245, 136.88450824487012, 504.4891984025976], [529.8189582515195, 263.6510724601756, 3.4389498535830976, 196.68532828763, 1169.7835181282585, 253.13348932028828, 411.0810953186265, 393.5041392540125, 241.28961164664827, 47.95162324627681  …  1017.7313439371999, 3467.1221472082716, 3356.3443426580593, 3331.5143814530707, 1023.4333483346747, 556.0550202419686, 265.78447944789457, 443.3687380105889, 139.5054170873651, 514.3350533598044], [532.3650835317148, 266.5698404360009, 3.5295764798615505, 208.6539518086821, 1177.5945506830162, 260.76470237402765, 412.2717243344385, 395.02186659721485, 241.6599790742221, 49.06928767735801  …  1023.8672152439224, 3476.457633998104, 3361.7160806760658, 3338.10103675791, 1026.7556836212161, 557.8395098133556, 266.2818169893832, 444.26000108526074, 140.19012390807936, 515.777805315364], [534.4017838154398, 268.4709428278119, 3.5997483793073215, 225.3028690200292, 1175.993396025691, 267.0961380790569, 410.35344752652185, 392.9482752972061, 241.25930202759326, 49.953035735967354  …  1024.6352162069838, 3437.8798920798504, 3329.8401624133353, 3310.9658456298034, 1022.3983624589848, 556.6860511713331, 265.92542103213975, 442.396202008669, 140.3706579052665, 515.9957034933419], [543.4567899759185, 268.9490554678704, 3.6602434842453015, 225.30286902002928, 1180.192104459945, 272.47720206267024, 406.99621644549256, 389.5016705132439, 240.04874861626428, 50.696963752806205  …  1021.8729009280001, 3400.091639687683, 3298.3046323009185, 3282.771373580076, 1017.1282660878816, 554.5777148610847, 265.1009581212022, 440.0200799419266, 140.12026018893255, 515.0385779468064], [547.8135161855926, 269.5535602894857, 3.694900214881355, 225.30295860034406, 1169.8575966048065, 275.2636295234324, 405.20888062327595, 389.1426926231798, 239.9170385421379, 50.998611370971695  …  1021.6399822662379, 3413.077084197377, 3310.4155108444234, 3293.0270160119944, 1019.752291940296, 555.3723766704891, 265.51981322537256, 441.03930310711627, 140.08409980154525, 515.4557061863273], [547.2048023543301, 268.24506792606616, 3.7187387369345535, 225.1846005712263, 1182.1921860932885, 279.47657383031714, 405.4217220762636, 388.95445555749137, 239.95751113356482, 51.55146022351463  …  1018.7763488217764, 3377.9729604766803, 3279.7219008970324, 3266.7440002627686, 1014.5564226342809, 553.761393089406, 264.7325904379649, 438.6223412484398, 139.70894659296945, 514.5697474302088], [543.9078258881644, 269.0673701216111, 3.6005890707467496, 225.02878910341124, 1175.3024356825185, 279.1189714217359, 409.2252273802502, 392.90618547289284, 242.2646018988779, 51.48549789225677  …  1016.679511173962, 3400.4387531444963, 3297.936003912379, 3281.6144858673742, 1014.28891888415, 553.9100956229728, 264.6215777883791, 439.4352257208987, 139.39994005853777, 513.5371589054678], [544.5488423293388, 265.7565687725146, 3.698644793114516, 224.37794284764448, 1178.8047061301827, 277.95556933803687, 413.394243627307, 397.4466313163214, 242.42275991050926, 51.27090002661175  …  1014.2815867206556, 3376.100326122118, 3275.4499136420372, 3261.678156469396, 1008.3025665159751, 551.925040735561, 263.7020165489291, 437.41600036748486, 139.23536864400006, 512.0386191503529], [549.9826436702533, 271.09352827942166, 3.6316391233829153, 225.30335726191663, 1197.4874094968623, 281.39638834171484, 419.94961482233646, 404.0523231950635, 245.76430727245457, 51.90558379124138  …  1029.9962498298448, 3442.432885102821, 3338.317535878371, 3321.028426510101, 1026.1709579879216, 560.7011410001272, 267.7712362249916, 444.7980132362427, 141.40181625160545, 519.5733741293166], [546.3950677975383, 271.0023308924741, 3.562774045783253, 225.04545010053687, 1187.5895923676972, 281.05713720908204, 418.4644990709754, 402.6345238787547, 246.10229711743276, 51.84300648456408  …  1029.048020159888, 3382.664529246588, 3286.2834859463783, 3275.9102815871383, 1014.6304863136002, 557.0991248985729, 266.3759108627792, 440.94428707416614, 141.41542680522355, 518.0895854293117], [544.1996534735416, 269.81379674516165, 3.7194344079150987, 224.2286140827545, 1189.874476148022, 279.6050470461634, 415.6810589759529, 400.06722450978606, 243.69306411345661, 51.57515803040311  …  1022.3820152770525, 3353.90714212405, 3260.9291664736306, 3251.3508379107543, 1008.7831247067058, 553.6520089854495, 264.92190257395157, 438.15144875769926, 140.61242412731391, 515.1679855397272], [550.2319260507953, 272.1480092867489, 3.7382480261567257, 225.317092104005, 1180.9655189319192, 281.01934342476454, 412.4744015025408, 395.971584564298, 242.9791612735507, 51.83603514974973  …  1028.0623737870733, 3421.1640811444126, 3321.352714034987, 3305.2172366473387, 1023.670303077683, 558.765408935422, 267.2163213804255, 443.4784848415203, 141.3202924869566, 518.7219885520982], [553.3696963844019, 271.76996988701666, 3.683789859462008, 225.39311439558554, 1185.1278470322513, 282.58720464196585, 412.85820589784834, 395.76414215152755, 243.96090648056241, 52.12523840591824  …  1033.1132007850529, 3436.6101384120775, 3335.4107574036598, 3320.0234074457817, 1028.1051601593858, 561.3528983334772, 268.534997310806, 445.47828917293344, 141.82689668162763, 521.69512639418], [543.6167707953921, 275.25383350504796, 3.5038268266432233, 225.4260979785696, 1194.5267193653897, 284.2373377625564, 418.85812670521153, 401.3131413355623, 248.49901637702925, 52.429617305243376  …  1038.6156923928231, 3501.9803003474863, 3391.75068276209, 3370.562672916503, 1036.8100618336985, 565.7375874026177, 270.3101929966869, 450.1161838255109, 142.5175723695156, 523.8999092982069], [554.792569705636, 274.45902388201387, 3.7681158166234754, 224.80917667487145, 1176.78435794834, 283.4165878082234, 413.25904140368107, 399.0826879407504, 243.73439501810861, 52.27822408453665  …  1034.827843240592, 3444.5959473937783, 3341.463175793945, 3326.382664660305, 1027.873995844867, 561.3576059483645, 268.7839573965918, 446.07338291072983, 142.136284479899, 522.1559213437962]]))

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))