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], [0.8588610309042044, 0.8590960360220486, 0.8579616739669336, 0.8590928606155762, 0.8587945011457752, 0.8582734261496537, 0.8579616739669336, 0.8579616739669336, 0.8579618038233521, 0.845418905805856  …  6.5514888080473455, 8.988848864841994, 6.969611797738711, 4.632788703584999, 4.977587058289302, 2.207168045953883, 5.167552489729945, 5.167552489729945, 7.068132589834955, 3.7716453224027453], [4.189171808088789, 4.189735539649745, 4.189168565743741, 4.193771168001761, 4.191162708441416, 4.221482651597032, 4.191144817672135, 4.212429961296733, 4.190483774676238, 4.188832463064614  …  25.62040261133969, 26.019985888018958, 25.50132009177594, 25.507843036256247, 25.41847831394428, 24.917601528099393, 25.43272587103062, 25.431623034951347, 25.579475518701884, 25.19578895213025], [7.834534609974761, 7.834470489709739, 7.833899482233038, 7.830649389580027, 7.834263863447961, 7.833407291511089, 7.833678513044539, 7.833670189235868, 7.833888563875772, 7.833374305821965  …  47.69885604916016, 49.51634669515448, 47.76177462566417, 47.18421784236246, 47.35959838637961, 45.71860084875706, 47.522991924835665, 47.52301003543022, 47.859339976909574, 46.71175953623772], [0.27372332423700063, 0.27404850153638804, 0.27247888129580067, 0.2740441077167528, 0.273631266807046, 0.2729102537432818, 0.27247888129580067, 0.27247888129580067, 0.27247906097852354, 0.25512341467925675  …  8.150629767681044, 11.523212323218148, 8.7291878256795, 5.495718572440219, 5.972817109035955, 3.889781562516102, 11.337587012313522, 11.337587012313522, 8.86551134663621, 4.304151845523846], [1, 2, 3, 4, 5, 6, 7, 8, 9, 10  …  80, 527, 499, 566, 255, 0, 0, 0, 494, 477], [0.6776822992780994, 0.6778677295198641, 0.6769726637780701, 0.6778652239727709, 0.677629804126916, 0.6772186511129108, 0.6769726637780701, 0.6769726637780701, 0.6769727662409752, 0.6670758217269614  …  5.169437009451962, 7.092630294538184, 5.4993559821835145, 3.655491153684986, 3.9275534936858105, 1.7415608142104786, 4.077445275626968, 4.077445275626968, 5.577093584091232, 2.9760079712272676], [0.05626508752160503, 0.05628048300824111, 0.05620616949532617, 0.05628027498329101, 0.05626072907181383, 0.056226592780601235, 0.05620616949532617, 0.05620616949532617, 0.05620617800238667, 0.05538447666848634  …  0.42919643331997304, 0.5888710162648257, 0.4565882065676335, 0.3034999289720795, 0.32608811135161847, 0.14459440912081234, 0.3385329903733556, 0.3385329903733556, 0.4630424299990506, 0.2470853217569169], [0.6776822992780998, 0.6778677295198642, 0.6769726637780699, 0.677627578618825, 0.6776298041269159, 0.6497601025736666, 0.6755370314478802, 0.6769726637780699, 0.6769727662409755, 0.6670758217269617  …  5.140533504572312, 7.092630294538182, 5.499355982183516, 3.5072753874575135, 3.92755349368581, 1.7415608142104784, 4.077445275626969, 4.077445275626969, 5.577093584091233, 2.976007971227268], [0.056265087521605035, 0.05628048300824111, 0.05620616949532617, 0.05250352867135622, 0.05626072907181383, 0.055512270781102394, 0.05620616949532617, 0.05620616949532617, 0.05620617800238667, 0.055384476668486345  …  0.4274062079181909, 0.5888710162648259, 0.45658820656763355, 0.2996441613470156, 0.3260881113516184, 0.14459440912081234, 0.33853299037335566, 0.33853299037335566, 0.46304242999905065, 0.24708532175691686]), 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], [3.167828114496316, 3.167828114496316, 3.167828114496316, 3.167828114496316, 3.167828114496316, 3.167828114496316, 3.167828114496316, 3.167828114496316, 3.167828114496316, 3.167828114496316  …  3.167828114496316, 3.167828114496316, 3.167828114496316, 3.167828114496316, 3.167828114496316, 3.167828114496316, 3.167828114496316, 3.167828114496316, 3.167828114496316, 3.167828114496316], [15.518758213577273, 15.466872656687366, 15.466872656687366, 15.519785574113278, 15.46877372210997, 15.588444778595372, 15.46877372210997, 15.466872656687366, 15.46877372210997, 15.466872656687366  …  15.475125124350141, 15.47107973439291, 15.472434540652586, 15.484659206240405, 15.466872656687366, 15.46877372210997, 15.466872656687366, 15.466872656687366, 15.468736810904037, 15.475274396724398], [28.924901119157525, 28.924901119157525, 28.924901119157525, 28.924901119157525, 28.92405450697783, 28.921437587584453, 28.92405450697783, 28.924901119157525, 28.92405450697783, 28.924901119157525  …  28.924074100895798, 28.924901119157525, 28.924901119157525, 28.90868095295989, 28.924901119157525, 28.92405450697783, 28.924901119157525, 28.924901119157525, 28.924074100895798, 28.924472477104135], [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], [2.4995674074181125, 2.4995674074181125, 2.4995674074181125, 2.4995674074181125, 2.4995674074181125, 2.4995674074181125, 2.4995674074181125, 2.4995674074181125, 2.4995674074181125, 2.4995674074181125  …  2.4995674074181125, 2.4995674074181125, 2.4995674074181125, 2.4995674074181125, 2.4995674074181125, 2.4995674074181125, 2.4995674074181125, 2.4995674074181125, 2.4995674074181125, 2.4995674074181125], [0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973  …  0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973], [2.499567407418113, 2.499567407418113, 2.499567407418113, 2.499567407418113, 2.499567407418113, 2.3982197955782563, 2.499567407418113, 2.499567407418113, 2.499567407418113, 2.499567407418113  …  2.499567407418113, 2.499567407418113, 2.499567407418113, 2.499567407418113, 2.499567407418113, 2.499567407418113, 2.499567407418113, 2.499567407418113, 2.499567407418113, 2.499567407418113], [0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20489196883190658, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973  …  0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973, 0.20752848214324973]), 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], [0.27372332423700063, 0.27404850153638804, 0.27247888129580067, 0.2740441077167528, 0.273631266807046, 0.2729102537432818, 0.27247888129580067, 0.27247888129580067, 0.27247906097852354, 0.25512341467925675  …  2.628724992611005, 2.6287249926110046, 2.628724992611005, 2.6287249926110046, 2.6287249926110046, 2.6287249926110046, 2.6287249926110046, 2.628724992611005, 2.6287249926110046, 2.628572622305641], [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  …  3, 2, 3, 2, 1, 2, 2, 3, 2, 13], [10.983055699365226, 10.996103328394634, 10.933122847731262, 10.995927027869564, 10.979361926159926, 10.950431521119121, 10.933122847731262, 10.933122847731262, 10.933130057439675, 10.236740626489011  …  36.333510676448505, 24.222340450965667, 36.333510676448505, 24.222340450965667, 12.111170225482834, 24.222340450965667, 24.222340450965667, 36.333510676448505, 24.222340450965667, 157.43608684344343], [8.84091863997163, 10.996103328394634, 10.933122847731262, 10.995927027869564, 10.52421925012787, 10.950431521119121, 10.569497500270584, 10.933122847731262, 10.933130057439675, 10.964165707611933  …  36.333510676448505, 24.222340450965667, 36.333510676448505, 24.222340450965667, 12.111170225482834, 24.222340450965667, 24.222340450965667, 36.333510676448505, 24.222340450965667, 157.43608684344343], [8.84091863997163, 10.996103328394634, 10.933122847731262, 10.995927027869564, 10.52421925012787, 10.950431521119121, 10.569497500270584, 10.933122847731262, 10.933130057439675, 10.964165707611933  …  36.333510676448505, 24.222340450965667, 36.333510676448505, 24.222340450965667, 12.111170225482834, 24.222340450965667, 24.222340450965667, 36.333510676448505, 24.222340450965667, 157.43608684344343], [1.108487403557105, 1.108487403557105, 1.108487403557105, 1.108487403557105, 1.108487403557105, 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258.0198875291939, 3.34615537947025, 191.97694003924897, 1146.0242268475304, 245.75708914799338, 404.89860725135003, 385.72855212054554, 237.84190857079665, 46.855666390880266  …  999.8745643530115, 3364.99225104208, 3259.669456509414, 3243.364138263913, 998.0643166617316, 544.7446606258537, 260.8763618240198, 433.53027765210635, 137.31350971677844, 505.7693555628587], [512.7976832149147, 258.17703853115825, 3.2460215463537936, 191.45681293808082, 1138.3934189955935, 245.09125437458812, 404.56507362173147, 385.00226930307036, 237.5340614129872, 46.72871936313721  …  995.9061533114063, 3352.5925141513767, 3248.077637431539, 3231.7746273150874, 993.7152524280367, 542.6293598814278, 259.98180628658855, 432.0414800671035, 136.8709319526743, 503.87514125339607], [523.7161800730556, 261.69537429277887, 3.408173458192112, 195.87499809445697, 1155.632126347352, 250.32423918255034, 407.1482530333004, 388.28900860731164, 238.8299005261656, 47.45300485908027  …  1006.7453602880792, 3378.6730612023825, 3275.0403585973936, 3259.4329173729107, 1005.4289843732838, 548.5700286362843, 262.6697861481087, 436.14612965692226, 138.35368988306342, 509.3846346110713], [525.451978445498, 262.56273417596964, 3.41941163882626, 192.31430239456384, 1158.0084377675823, 251.15391071741772, 409.1703665166948, 390.1990825397813, 240.38781314991178, 47.61028250627923  …  1008.5247049987843, 3361.4483441076986, 3261.5236514378416, 3249.2368509725043, 1003.4707109253889, 548.9222588941831, 263.0178212547786, 435.8646510423208, 138.68900377652915, 510.5208560393783], [530.7089190052072, 264.75159024574936, 3.4832973342844853, 204.9992882706091, 1164.9973864942613, 254.86149645034521, 412.3521930108061, 388.4876193512193, 238.60994113239053, 48.461156443124686  …  1013.0255147406982, 3393.777115514611, 3291.6280753266283, 3275.996896957952, 1012.5797574316289, 551.8587671825983, 264.33504211341085, 438.7146858274151, 139.3076894591071, 512.7268496567269], [531.3993215736784, 264.5276471276154, 3.455864152577196, 207.47831643947984, 1158.1392554044976, 255.19304737299325, 412.88862457050743, 387.5370464486905, 239.99217087731512, 48.524199866141075  …  1012.8320770462122, 3393.3860147276782, 3290.7109223675448, 3275.566348568372, 1010.9999135584746, 551.7260712195289, 264.3100975543898, 438.66375633350447, 139.18179745253997, 512.7643547741441], [535.0099628372303, 264.7272532192166, 3.511485337990629, 194.31816610721287, 1174.427964562146, 256.9269798595607, 412.5726318302987, 391.0408475133695, 242.04580201594734, 48.85390197753762  …  1018.8546510474152, 3427.2542088257483, 3321.6225885342874, 3304.9130593609557, 1017.6958790324913, 555.383872934733, 266.0679674959607, 442.05924902975045, 139.98626351662358, 515.8992141219585], [532.4200148077867, 264.505140608573, 3.3487258575258387, 210.50491310944986, 1184.8193247828976, 259.0376190414488, 420.5041998943336, 401.2329582166957, 246.4887141084936, 46.722603423035956  …  1026.8367295111525, 3442.713688021724, 3336.421787953171, 3321.428940019605, 1021.7154771674769, 559.1831696217891, 267.68248530412666, 444.46958597635256, 141.04527431080626, 519.0574144423495], [524.9147735541251, 263.25032059225384, 3.5216320686846267, 209.48541227605463, 1179.0811010464718, 257.7830684250641, 419.22567511127033, 399.85052905835687, 245.4862008455919, 48.20071187559089  …  1021.2465812202021, 3400.526068663336, 3298.6293323325485, 3285.8144463904523, 1011.3657184473016, 554.6611418696972, 265.7867837826223, 440.77027076084704, 140.53963090403198, 515.7800835330327], [518.0465587738491, 261.4045033558642, 3.3197629489867753, 198.46070494059677, 1174.269555252652, 256.73111785313336, 415.7849215049606, 395.2938769296013, 243.46516966571485, 48.150053234875614  …  1016.4166198741015, 3410.767404607299, 3306.5377715596883, 3290.714693887779, 1011.0118912881261, 552.9058830304049, 265.25078883443445, 440.5999407981026, 139.96809679545802, 514.0718030381344], [535.250141653278, 258.5046635083962, 3.511830270268046, 208.8983147460766, 1175.541847319936, 257.0092796799545, 415.7952855502994, 394.23304568124286, 244.03118772440146, 48.85560256208469  …  1017.2123184252314, 3464.1504517813037, 3351.3916294772607, 3330.254939397946, 1016.9123148422101, 554.7887048360191, 266.23884287051084, 443.7705404239276, 139.96750027400782, 515.0194447306988], [527.5188496077062, 257.30214854169674, 3.509707012523383, 208.77201451784896, 1174.8311129907092, 256.8538914915928, 415.6483921442383, 393.10371221173614, 242.50037532608442, 48.82606439294584  …  1016.65754981789, 3450.7432053590255, 3338.7225717531387, 3319.79052311442, 1015.0541075154963, 553.798366956766, 265.89648227969894, 442.705692494436, 139.93665674650634, 514.840562014711], [531.9955220210886, 265.3447542717016, 3.4904471403715434, 207.62635697602326, 1151.397305274535, 255.44437978757338, 415.42828361898694, 389.60571510837116, 243.28958804663156, 48.55812642703297  …  1011.7607199917277, 3494.4010269601777, 3361.471649424138, 3346.5643171743795, 1016.6981221655456, 553.4678146382338, 265.20528512616283, 443.6988663256165, 139.09054537887778, 512.1393708269882], [530.2014847638144, 254.75411453049136, 3.478676379236969, 162.52168147683554, 1164.5374064849989, 254.58295010343016, 416.8937174772451, 392.868226209664, 243.56630983006235, 48.394374883368506  …  1010.3167363504675, 3540.571365779225, 3393.8385823850936, 3378.294602182969, 1019.7658899501198, 554.2830159338847, 265.43455032425834, 445.64335278706466, 138.57351076193004, 511.6261056272998], [494.46715861485643, 249.35939025084306, 3.322319355791836, 205.5178384392528, 1155.772319819977, 252.66678870864175, 417.15505078634885, 395.4694791121135, 245.21993144502812, 46.56978819708575  …  1007.3688468475375, 3546.688039653768, 3412.0195851998515, 3378.7554912257515, 1017.2256381446211, 552.469993223564, 264.53805979180936, 444.88055527981993, 138.00385192783293, 509.62690056083073]]))
 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], [0.8715018545542295, 0.8715018545542295, 0.872595695601817, 0.8718383286241101, 0.8718383286241101, 0.8718383286241101, 0.8721863008182977, 0.8719624217912002, 0.8715018545542295, 0.8715018545542295  …  4.8214814674353565, 5.642065756225655, 4.525759207411835, 4.603245675475925, 5.619410144712141, 6.292930279531213, 6.466809993652622, 4.41573581879717, 5.094999607809174, 10.427518844574031], [4.113440459731245, 4.11392648344555, 4.122228785948239, 4.113199522857867, 4.113187576425526, 4.113708253571728, 4.1149746608132824, 4.136613401549535, 4.113978169752846, 4.1137886805518455  …  24.926307456894907, 25.057349217082795, 24.88082079683712, 24.943270899438254, 25.06422089485448, 25.585741501110125, 25.243759344630522, 25.076040505227322, 24.959023254590115, 26.344655245466313], [7.838530012238447, 7.838311128808093, 7.838910774705319, 7.838293193396397, 7.838300501587694, 7.8380645496192844, 7.838192036411912, 7.838788519077319, 7.838277354704282, 7.838285632523973  …  47.324374762934035, 47.829777027776835, 47.21567966557146, 47.03005789506904, 47.83989030920808, 48.17384858613768, 48.460629717212115, 47.3943556213999, 47.508265983224376, 52.21345307205657], [0.28197146265349854, 0.28197146265349854, 0.2835134080623595, 0.28244577713310015, 0.28244577713310015, 0.28244577713310015, 0.28293630007372506, 0.2826207064701254, 0.28197146265349854, 0.28197146265349854  …  5.850104915507305, 7.006850842600022, 5.4332366857522025, 5.542466362169808, 6.974914103495881, 7.924349382003873, 8.169460888355642, 9.596619947537299, 11.337587012313522, 13.752718933007571], [1, 1, 2, 3, 3, 3, 4, 5, 6, 6  …  246, 67, 60, 598, 133, 383, 80, 0, 0, 349], [0.6876565117847481, 0.6876565117847481, 0.6885196045197781, 0.6879220058671657, 0.6879220058671657, 0.6879220058671657, 0.6881965725178305, 0.6880199212920974, 0.6876565117847481, 0.6876565117847481  …  3.8043787402234335, 4.4518588651435715, 3.571039778611134, 3.632180296053552, 4.433982507561175, 4.965422003766695, 5.102621387862117, 3.4842260796681788, 4.0201975928585965, 8.227809496627199], [0.05709320408927028, 0.05709320408927028, 0.057164863019018713, 0.05711524693707611, 0.05711524693707611, 0.05711524693707611, 0.057138043041750276, 0.0571233764395869, 0.05709320408927028, 0.05709320408927028  …  0.3158614339079322, 0.36961896296828833, 0.29648828942518285, 0.30156452731523603, 0.3681347648049122, 0.41225793254633586, 0.4236490155984716, 0.28928051614513267, 0.3337799580382884, 0.6831201315601236], [0.6876565117847484, 0.6876565117847484, 0.6882827352958522, 0.687922005867166, 0.687922005867166, 0.687922005867166, 0.6881965725178307, 0.6880199212920977, 0.6874199394878887, 0.6876565117847484  …  3.8043787402234344, 4.451858865143572, 3.571039778611136, 3.6321802960535523, 4.433982507561175, 4.965422003766697, 5.102621387862118, 3.48422607966818, 4.020197592858597, 8.2249789093247], [0.05709320408927028, 0.05709320408927028, 0.05691491093011359, 0.057115246937076106, 0.057115246937076106, 0.057115246937076106, 0.05713804304175028, 0.0571233764395869, 0.05684356532743765, 0.05709320408927028  …  0.31586143390793225, 0.3696189629682884, 0.29648828942518285, 0.30156452731523603, 0.36813476480491214, 0.4122579325463359, 0.4236490155984716, 0.2892805161451326, 0.33377995803828836, 0.6801332040168916]), 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], [3.217822148077641, 3.217822148077641, 3.217822148077641, 3.217822148077641, 3.217822148077641, 3.217822148077641, 3.217822148077641, 3.217822148077641, 3.217822148077641, 3.217822148077641  …  3.217822148077641, 3.217822148077641, 3.217822148077641, 3.217822148077641, 3.217822148077641, 3.217822148077641, 3.217822148077641, 3.217822148077641, 3.217822148077641, 3.217822148077641], [15.190181962610714, 15.19302772915586, 15.189211104167313, 15.187256910859338, 15.239497493022307, 15.18794290874914, 15.186714816275632, 15.297496072637971, 15.185996052077472, 15.18986337212843  …  15.24265559781157, 15.273095472758127, 15.24234228175924, 15.193049458251668, 15.1871741466787, 15.241739577118832, 15.186019743398377, 15.18922141176982, 15.191888561500397, 15.187293670836873], [28.941078544261746, 28.93936479841152, 28.941099235234613, 28.941987020640635, 28.942870331369175, 28.941975557274553, 28.942870331369175, 28.941115958992874, 28.942858868003093, 28.941104495626792  …  28.941124986377936, 28.94202768657533, 28.941987020640635, 28.93935258873936, 28.94202768657533, 28.941960209432118, 28.942858355848124, 28.941089010517437, 28.940157412488055, 28.941961717723366], [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], [2.5390150833615763, 2.5390150833615763, 2.5390150833615763, 2.5390150833615763, 2.5390150833615763, 2.5390150833615763, 2.5390150833615763, 2.5390150833615763, 2.5390150833615763, 2.5390150833615763  …  2.5390150833615763, 2.5390150833615763, 2.5390150833615763, 2.5390150833615763, 2.5390150833615763, 2.5390150833615763, 2.5390150833615763, 2.5390150833615763, 2.5390150833615763, 2.5390150833615763], [0.21080365539456122, 0.21080365539456122, 0.21080365539456122, 0.21080365539456122, 0.21080365539456122, 0.21080365539456122, 0.21080365539456122, 0.21080365539456122, 0.21080365539456122, 0.21080365539456122  …  0.21080365539456122, 0.21080365539456122, 0.21080365539456122, 0.21080365539456122, 0.21080365539456122, 0.21080365539456122, 0.21080365539456122, 0.21080365539456122, 0.21080365539456122, 0.21080365539456122], [2.5390150833615768, 2.5390150833615768, 2.5390150833615768, 2.5390150833615768, 2.5390150833615768, 2.5390150833615768, 2.5390150833615768, 2.5390150833615768, 2.5390150833615768, 2.5390150833615768  …  2.5390150833615768, 2.5390150833615768, 2.5390150833615768, 2.5390150833615768, 2.5390150833615768, 2.5390150833615768, 2.5390150833615768, 2.5390150833615768, 2.5390150833615768, 2.5390150833615768], [0.2108036553945612, 0.2108036553945612, 0.2108036553945612, 0.2108036553945612, 0.2108036553945612, 0.2108036553945612, 0.2108036553945612, 0.2108036553945612, 0.2108036553945612, 0.2108036553945612  …  0.2108036553945612, 0.2108036553945612, 0.2108036553945612, 0.2108036553945612, 0.2108036553945612, 0.2108036553945612, 0.2108036553945612, 0.2108036553945612, 0.2108036553945612, 0.2108036553945612]), 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], [0.28197146265349854, 0.2835134080623595, 0.28244577713310015, 0.28293630007372506, 0.2826207064701254, 0.28197146265349854, 0.2917022842297661, 0.2825401229499932, 0.2821621249260651, 0.3013290843456682  …  2.721951473620167, 2.7203041481797037, 2.7203041481797037, 2.7205172173151095, 2.7203041481797037, 2.722683307180814, 2.7203041481797037, 2.7277954970356593, 2.7203041481797037, 2.7203041481797037], [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], [2, 1, 3, 1, 1, 2, 1, 1, 2, 1  …  2, 2, 2, 5, 1, 4, 1, 1, 1, 1], [22.628018920838677, 11.375879497830683, 33.9991235049162, 11.352723235201662, 11.340060148720593, 22.628018920838677, 11.70445538120684, 11.336826762261731, 22.64331943909158, 12.090727476119957  …  25.08137422908883, 25.066194977640087, 25.066194977640087, 62.67039574865081, 12.533097488820044, 50.17623539325779, 12.533097488820044, 12.567611940300507, 12.533097488820044, 12.533097488820044], [22.628018920838677, 11.375879497830683, 33.9991235049162, 11.352723235201662, 11.340060148720593, 22.628018920838677, 11.70445538120684, 11.336826762261731, 22.64331943909158, 12.090727476119957  …  25.08137422908883, 25.066194977640087, 25.066194977640087, 62.67039574865081, 12.533097488820044, 50.17623539325779, 12.533097488820044, 12.567611940300507, 12.533097488820044, 12.533097488820044], [22.628018920838677, 11.375879497830683, 33.9991235049162, 11.352723235201662, 11.340060148720593, 22.628018920838677, 11.70445538120684, 11.336826762261731, 22.64331943909158, 12.090727476119957  …  25.08137422908883, 25.066194977640087, 25.066194977640087, 62.67039574865081, 12.533097488820044, 50.17623539325779, 12.533097488820044, 12.567611940300507, 12.533097488820044, 12.533097488820044], [1.0880751216974431, 1.0880751216974431, 1.0880751216974431, 1.0880751216974431, 1.0880751216974431, 1.0880751216974431, 1.0880751216974431, 1.0880751216974431, 1.0880751216974431, 1.0880751216974431  …  1.0880751216974434, 1.0880751216974434, 1.0880751216974434, 1.0880751216974434, 1.0880751216974434, 1.0880751216974434, 1.0880751216974434, 1.0880751216974434, 1.0880751216974434, 1.0880751216974434], [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], [596.3073170731707, 298.15365853658534, 894.460975609756, 298.15365853658534, 298.15365853658534, 596.3073170731707, 298.15365853658534, 298.1536585365853, 596.3073170731707, 298.15365853658534  …  158.41666666666666, 158.41666666666666, 158.41666666666666, 396.0416666666666, 79.20833333333333, 316.8333333333333, 79.20833333333333, 79.20833333333334, 79.20833333333333, 79.20833333333333], [15.310228508147132, 7.655114254073563, 22.965342762220686, 7.655114254073564, 7.65511425407357, 15.310228508147132, 7.655114254073563, 7.655114254073568, 15.310228508147134, 7.6551142540735695  …  8.11497334469413, 8.114973344694123, 8.114973344694123, 20.287433361735317, 4.0574866723470615, 16.229946689388257, 4.0574866723470615, 4.057486672347061, 4.0574866723470615, 4.0574866723470615], [151.03690458925698, 75.47532989030852, 226.60882809095105, 75.49146942668844, 75.50029539088736, 151.03690458925698, 75.24631829109006, 75.50254900837383, 151.02624037824287, 74.97709468157196  …  22.000833944859256, 22.000833944859256, 22.000833944859256, 55.002084862148145, 11.000416972429628, 44.00166788971851, 11.000416972429628, 11.000416972429628, 11.000416972429628, 11.000416972429628], [0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726, 0.36061475737617726  …  0.35565736393550956, 0.35565736393550956, 0.35565736393550956, 0.35565736393550956, 0.35565736393550956, 0.35565736393550956, 0.35565736393550956, 0.35565736393550956, 0.35565736393550956, 0.35565736393550956], [0.005682488752073667, 0.0028685132453385442, 0.008995075668625674, 0.0028583072534660303, 0.0028527260696704637, 0.005682488752073667, 0.0030133312094835496, 0.0028513009728636796, 0.00568923236901675, 0.0031835784548297497  …  25.15454634964711, 25.13793450580918, 25.13793450580918, 62.676674141596024, 12.568967252904589, 50.3238525087723, 12.568967252904589, 12.606739120646687, 12.568967252904589, 12.56896725290459], [4.611674226659789, 2.331184473956391, 6.93831022304205, 2.3216976502178244, 2.316509746135174, 4.611674226659789, 2.4657977865509153, 2.315185069182532, 4.617942652705002, 2.6240484603914056  …  9.089233316254983, 9.083338073456405, 9.083338073456405, 22.710013935560667, 4.541669036728202, 18.183704621825466, 4.541669036728202, 4.5550735891347625, 4.541669036728202, 4.541669036728202], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0  …  0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [5.870566936002481, 2.9513349039323704, 8.82066304607934, 2.9453272905294083, 2.942042005279137, 5.870566936002481, 3.0365799589088582, 2.9412031421111715, 5.874536471155929, 3.136793600970517  …  1.7502849372876148, 1.74922566458081, 1.74922566458081, 4.373406683813203, 0.874612832290405, 3.501511050250266, 0.874612832290405, 0.8770213974668268, 0.874612832290405, 0.874612832290405], [514.454613240179, 257.27045629327876, 771.6289199957432, 257.254306550907, 257.24547500552427, 514.454613240179, 257.49961271046135, 257.24321996294094, 514.46528419481, 257.76900656722484  …  184.35264687662402, 184.33603503278607, 184.33603503278607, 460.6719254590383, 92.16801751639304, 368.7200535627261, 92.16801751639304, 92.20578938413514, 92.16801751639304, 92.16801751639304], [1.088075121697443, 1.0880751216974425, 1.0880751216974436, 1.0880751216974431, 1.088075121697443, 1.088075121697443, 1.0880751216974436, 1.0880751216974434, 1.0880751216974438, 1.0880751216974436  …  1.0880751216974434, 1.0880751216974431, 1.0880751216974431, 1.0880751216974434, 1.0880751216974431, 1.0880751216974434, 1.0880751216974431, 1.0880751216974436, 1.0880751216974431, 1.0880751216974431], [1.0880751216974427, 1.088075121697443, 1.0880751216974434, 1.0880751216974431, 1.0880751216974431, 1.0880751216974427, 1.0880751216974434, 1.0880751216974438, 1.088075121697443, 1.088075121697443  …  1.0880751216974427, 1.0880751216974431, 1.0880751216974434, 1.0880751216974427, 1.0880751216974431, 1.0880751216974436, 1.0880751216974431, 1.0880751216974436, 1.0880751216974431, 1.0880751216974431], [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], [13.605312968655923, 6.839856436533613, 20.44229844259057, 6.825933511979129, 6.818319710022941, 13.605312968655923, 7.0374158314998345, 6.816375605464989, 13.614512551710078, 7.2696656259134125  …  7.215673539678216, 7.2113066129687615, 7.2113066129687615, 18.029678605099694, 3.6056533064843808, 14.435227142693481, 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3302.861987776905, 1014.2157165471413, 552.0809235588417, 264.47076584972143, 440.45292061536094, 139.03629142069866, 512.1752560512913], [527.0062772740358, 261.18801546406866, 3.451219270221478, 203.18164791153325, 1147.0932391044626, 250.38730233714432, 401.7974786724317, 381.0803047769904, 235.92725421694644, 47.74296370079099  …  1010.2024183141798, 3435.0133985741318, 3323.363217510434, 3301.1676812961396, 1015.723452663243, 550.8134661200121, 263.7547453633945, 439.65462963185007, 138.60072907662683, 510.79728426457893], [527.1117476818081, 260.82771375898204, 3.4740369884382467, 206.22398915435795, 1157.4501107089022, 252.43854204307283, 405.5023375084031, 384.96170654541805, 239.35279936979825, 48.12220597293154  …  1016.3672275201966, 3525.6349345355156, 3415.276335568693, 3382.5653807032472, 1033.3124966331832, 557.7396261571931, 266.3453909413336, 446.7696931428862, 138.95950421066738, 514.0688866960346], [531.5005340133976, 262.62756970302297, 3.4917440041326135, 208.06393356541903, 1169.3926762142264, 255.31005104103258, 410.54288852266467, 390.6403014499646, 242.0803207156688, 48.59158118084852  …  1026.4787705549456, 3552.0694283578086, 3426.143317957045, 3396.2193556462503, 1038.0558464795743, 561.5546741394797, 268.20268354402214, 449.3016702088653, 140.40175677056743, 518.4512445940996], [540.5059885516242, 267.00678449521314, 3.5865225035286534, 220.0206419359457, 1172.027094319549, 261.2854072690601, 408.5887850356488, 388.7749267869863, 240.8766683010481, 49.03074303890381  …  1032.885087643851, 3523.041216382813, 3404.2570968617224, 3378.8247252984547, 1038.6490871572942, 562.4330893711789, 268.857837271636, 449.02333270645454, 141.30002752349603, 520.8067643855976], [539.8905161804727, 265.88389730273985, 3.6241441782420853, 224.79035477750574, 1165.074146965567, 263.10620298021297, 404.975263225807, 398.24050186752794, 239.83081848643042, 49.75081765814572  …  1026.1855603470144, 3441.1131890888446, 3333.957570809236, 3316.4512886399907, 1024.9030243697807, 557.4394458816188, 266.7868244734502, 443.42945172231765, 140.55860429593753, 517.9220538391975], [542.4579380408146, 268.3057935819495, 3.663699635459544, 225.30286902002925, 1170.0361678808124, 266.2573190231676, 406.50114488701917, 388.12936911446974, 241.37994471113296, 50.35515092863148  …  1032.769840386734, 3496.6669697712855, 3385.998341081765, 3363.8415400065237, 1037.6535487656624, 562.9626693255229, 269.50644513530415, 448.79570165605577, 141.51534739348844, 522.3233048858069], [534.7452171509348, 263.8378347645619, 3.5837186331474973, 224.26521848538619, 1187.4252453210563, 265.03104946593237, 404.3702419590488, 383.59963514752104, 240.21381775348686, 50.123236219731425  …  1022.8325497834885, 3392.5158823238653, 3293.407354613204, 3282.1601828685543, 1017.0304154960266, 555.4264519000775, 266.2923185113183, 440.8689926385945, 140.43913788990517, 517.7326664013899], [536.3876318591781, 260.7859443488926, 3.6550953084693414, 222.8410062918009, 1167.7904326686048, 265.6107376347564, 410.220479663769, 388.477876205443, 241.90806556128524, 50.23286808014287  …  1021.8834144474497, 3446.6210246585083, 3340.4935374440593, 3322.702524196998, 1023.6997845095818, 557.7851102038819, 267.2792088587835, 444.1624726144692, 140.36824439902324, 518.0007689833288], [530.8482300620389, 261.4048585492133, 3.5329707298512854, 225.30286902002945, 1154.0737820114805, 264.60151943557855, 403.91463309740885, 382.36160300737856, 237.8149890572202, 49.857155427771076  …  1016.9791164221776, 3405.899039826584, 3304.0943995350704, 3289.7628755579412, 1017.1768238220853, 553.9876104294437, 265.87711409610694, 440.88590631864895, 140.1307989666002, 516.1629958691256], [529.7113797424103, 264.2116666797631, 3.5350775297623804, 225.36368730111346, 1155.9033966660822, 265.7752893824953, 403.3812612041856, 381.6907236633887, 238.36060664576792, 50.26469661105671  …  1021.6425897502803, 3487.3985669994026, 3375.58413452253, 3352.569049442895, 1031.8337815670525, 559.0037989333644, 267.9671039944189, 446.54615734327695, 140.25101161869975, 518.7822310169915], [532.3878883986062, 262.75305651986514, 3.641304623068293, 225.295362469139, 1180.0192600745793, 265.65929362818906, 399.56568533303766, 378.14004518848674, 236.20317578585886, 50.242758938025034  …  1021.9624383600544, 3492.069778911862, 3377.923246179002, 3354.325184991704, 1037.357812031615, 558.6330807509735, 267.6861133030389, 446.3517081013363, 140.045280187031, 518.5408324594739], [541.4868143267958, 269.9523766989938, 3.659802597998808, 225.39373397782742, 1194.7900436605833, 266.6923649784484, 401.895887444656, 380.18892547495784, 238.45505862213565, 49.78431764962476  …  1026.6243027884084, 3560.9557673227, 3437.3318020835654, 3407.1781261450637, 1044.7781655301983, 563.4575730069495, 269.43509079791556, 451.003733783191, 140.3617039439412, 520.9080543948978]]))

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))