Full prediction pipeline

import BeforeIT as Bit
using Dates, Plots

We start from loading the calibration object for italy, which contains 4 datasets: calibration_data, figaro, data, and ea. These are saved within BeforeIT.jl for the Italian case, and would need to be appropriately generated for other countries.

cal = Bit.ITALY_CALIBRATION
fieldnames(typeof(cal))

(:calibration, :figaro, :data, :ea, :max_calibration_date, :estimation_date)

These are essentially 4 dictionaries with well defined keys, such as

println(keys(cal.calibration))
println(keys(cal.figaro))
println(keys(cal.data))
println(keys(cal.ea))

["social_benefits", "government_debt_quarterly", "capital_taxes", "interest_government_debt", "dwellings_eu7", "pension_benefits", "nace64_capital_consumption_eu20", "fixed_assets_eu7", "firm_interest", "dwellings", "nominal_nace64_output_eu20", "social_contributions", "nominal_nace64_output", "income_tax", "wages", "employees", "fixed_assets", "firms", "mixed_income", "nominal_nace64_output_eu7", "firm_debt_quarterly", "bank_equity_quarterly", "corporate_tax", "property_income", "household_cash_quarterly", "gross_capitalformation_dwellings", "gross_fixed_capitalformation", "unemployment_benefits", "population", "years_num", "government_deficit", "capital_consumption", "firm_cash_quarterly", "quarters_num", "nace64_capital_consumption"]
["intermediate_consumption", "household_consumption", "capitalformation", "operating_surplus", "compensation_employees", "imports", "government_consumption", "inventory_changes", "exports", "taxes_products_government", "fixed_capitalformation", "taxes_products", "years_num", "quarters_num", "taxes_production", "taxes_products_capitalformation", "taxes_products_household"]
["unemployment_rate", "nominal_nace10_gva_quarterly", "operating_surplus", "nominal_household_consumption_growth_quarterly", "nominal_exports", "real_capitalformation_growth", "household_consumption_deflator", "gdp_deflator_growth", "gva_deflator_quarterly", "capitalformation_deflator_growth", "nominal_final_consumption_growth_quarterly", "real_fixed_capitalformation_growth", "real_exports_growth", "nominal_imports", "nominal_nace10_gva_growth_quarterly", "gdp_deflator_quarterly", "capitalformation_deflator_quarterly", "real_government_consumption_growth_quarterly", "real_final_consumption", "real_capitalformation_quarterly", "nominal_capitalformation_growth", "fixed_capitalformation_deflator", "real_imports_growth", "nace10_gva_deflator", "real_household_consumption_growth", "fixed_capitalformation_deflator_growth", "real_gva", "nominal_final_consumption", "nominal_exports_quarterly", "real_household_consumption", "real_imports_quarterly", "real_nace10_gva_growth", "real_gva_growth_quarterly", "nominal_household_consumption_growth", "nominal_imports_quarterly", "employed_quarterly", "nace10_gva_deflator_growth", "nominal_capitalformation_growth_quarterly", "nace10_gva_deflator_quarterly", "real_government_consumption_growth", "nominal_government_consumption_quarterly", "final_consumption_deflator", "real_capitalformation_growth_quarterly", "compensation_employees", "gva_deflator_growth", "imports_deflator_quarterly", "real_household_consumption_growth_quarterly", "gdp_deflator_growth_quarterly", "nominal_gdp_quarterly", "exports_deflator_growth_quarterly", "government_consumption_deflator_growth_quarterly", "exports_deflator_quarterly", "real_exports_growth_quarterly", "wages", "nominal_nace10_gva", "gdp_deflator", "household_consumption_deflator_growth", "nominal_nace10_gva_growth", "nominal_gdp_growth", "nominal_household_consumption", "fixed_capitalformation_deflator_quarterly", "nominal_exports_growth_quarterly", "wages_quarterly", "nominal_exports_growth", "euribor", "years_num", "real_final_consumption_quarterly", "nominal_gva_quarterly", "quarters_num", "real_capitalformation", "nominal_government_consumption_growth", "real_final_consumption_growth", "nominal_imports_growth", "nominal_government_consumption", "imports_deflator_growth", "nominal_fixed_capitalformation_quarterly", "real_nace10_gva_quarterly", "nominal_final_consumption_quarterly", "compensation_employees_quarterly", "nominal_fixed_capitalformation_growth_quarterly", "real_gdp_growth", "real_government_consumption", "exports_deflator_growth", "nominal_gdp", "imports_deflator_growth_quarterly", "real_nace10_gva", "real_exports_quarterly", "government_consumption_deflator_growth", "real_fixed_capitalformation_growth_quarterly", "nominal_capitalformation_quarterly", "nominal_gdp_growth_quarterly", "employed", "imports_deflator", "euribor_yearly", "fixed_capitalformation_deflator_growth_quarterly", "real_imports", "real_final_consumption_growth_quarterly", "nominal_household_consumption_quarterly", "real_fixed_capitalformation", "household_consumption_deflator_growth_quarterly", "nominal_fixed_capitalformation_growth", "gva_deflator_growth_quarterly", "final_consumption_deflator_growth_quarterly", "unemployment_rate_quarterly", "nominal_gva_growth_quarterly", "nominal_government_consumption_growth_quarterly", "final_consumption_deflator_quarterly", "real_gva_growth", "government_consumption_deflator_quarterly", "real_gdp_growth_quarterly", "exports_deflator", "real_gdp_quarterly", "final_consumption_deflator_growth", "capitalformation_deflator_growth_quarterly", "real_fixed_capitalformation_quarterly", "real_gdp", "nominal_fixed_capitalformation", "real_nace10_gva_growth_quarterly", "nace10_gva_deflator_growth_quarterly", "real_government_consumption_quarterly", "government_consumption_deflator", "nominal_gva_growth", "household_consumption_deflator_quarterly", "real_household_consumption_quarterly", "capitalformation_deflator", "nominal_capitalformation", "operating_surplus_quarterly", "nominal_imports_growth_quarterly", "gva_deflator", "nominal_final_consumption_growth", "real_gva_quarterly", "nominal_gva", "real_imports_growth_quarterly", "real_exports"]
["nominal_nace10_gva_quarterly", "operating_surplus", "nominal_household_consumption_growth_quarterly", "nominal_exports", "real_capitalformation_growth", "household_consumption_deflator", "gdp_deflator_growth", "gva_deflator_quarterly", "capitalformation_deflator_growth", "nominal_final_consumption_growth_quarterly", "real_fixed_capitalformation_growth", "real_exports_growth", "nominal_imports", "nominal_nace10_gva_growth_quarterly", "gdp_deflator_quarterly", "capitalformation_deflator_quarterly", "real_government_consumption_growth_quarterly", "real_final_consumption", "real_capitalformation_quarterly", "nominal_capitalformation_growth", "fixed_capitalformation_deflator", "real_imports_growth", "nace10_gva_deflator", "real_household_consumption_growth", "fixed_capitalformation_deflator_growth", "real_gva", "nominal_final_consumption", "nominal_exports_quarterly", "real_household_consumption", "real_imports_quarterly", "real_nace10_gva_growth", "real_gva_growth_quarterly", "nominal_household_consumption_growth", "nominal_imports_quarterly", "employed_quarterly", "nace10_gva_deflator_growth", "nominal_capitalformation_growth_quarterly", "nace10_gva_deflator_quarterly", "real_government_consumption_growth", "nominal_government_consumption_quarterly", "final_consumption_deflator", "real_capitalformation_growth_quarterly", "compensation_employees", "gva_deflator_growth", "imports_deflator_quarterly", "real_household_consumption_growth_quarterly", "gdp_deflator_growth_quarterly", "nominal_gdp_quarterly", "exports_deflator_growth_quarterly", "government_consumption_deflator_growth_quarterly", "exports_deflator_quarterly", "real_exports_growth_quarterly", "wages", "nominal_nace10_gva", "gdp_deflator", "household_consumption_deflator_growth", "nominal_nace10_gva_growth", "nominal_gdp_growth", "nominal_household_consumption", "fixed_capitalformation_deflator_quarterly", "nominal_exports_growth_quarterly", "wages_quarterly", "nominal_exports_growth", "euribor", "years_num", "real_final_consumption_quarterly", "nominal_gva_quarterly", "quarters_num", "real_capitalformation", "nominal_government_consumption_growth", "real_final_consumption_growth", "nominal_imports_growth", "nominal_government_consumption", "imports_deflator_growth", "nominal_fixed_capitalformation_quarterly", "real_nace10_gva_quarterly", "nominal_final_consumption_quarterly", "compensation_employees_quarterly", "nominal_fixed_capitalformation_growth_quarterly", "real_gdp_growth", "real_government_consumption", "exports_deflator_growth", "nominal_gdp", "imports_deflator_growth_quarterly", "real_nace10_gva", "real_exports_quarterly", "government_consumption_deflator_growth", "real_fixed_capitalformation_growth_quarterly", "nominal_capitalformation_quarterly", "nominal_gdp_growth_quarterly", "employed", "imports_deflator", "euribor_yearly", "fixed_capitalformation_deflator_growth_quarterly", "real_imports", "real_final_consumption_growth_quarterly", "nominal_household_consumption_quarterly", "real_fixed_capitalformation", "household_consumption_deflator_growth_quarterly", "nominal_fixed_capitalformation_growth", "gva_deflator_growth_quarterly", "final_consumption_deflator_growth_quarterly", "nominal_gva_growth_quarterly", "nominal_government_consumption_growth_quarterly", "final_consumption_deflator_quarterly", "real_gva_growth", "government_consumption_deflator_quarterly", "real_gdp_growth_quarterly", "exports_deflator", "real_gdp_quarterly", "final_consumption_deflator_growth", "capitalformation_deflator_growth_quarterly", "real_fixed_capitalformation_quarterly", "real_gdp", "nominal_fixed_capitalformation", "real_nace10_gva_growth_quarterly", "nace10_gva_deflator_growth_quarterly", "real_government_consumption_quarterly", "government_consumption_deflator", "nominal_gva_growth", "household_consumption_deflator_quarterly", "real_household_consumption_quarterly", "capitalformation_deflator", "nominal_capitalformation", "operating_surplus_quarterly", "nominal_imports_growth_quarterly", "gva_deflator", "nominal_final_consumption_growth", "real_gva_quarterly", "nominal_gva", "real_imports_growth_quarterly", "real_exports"]

The object also contains two time variables related to the data

println(cal.max_calibration_date)
println(cal.estimation_date)

2016-12-31T00:00:00
1996-12-31T00:00:00

We can calibrate the model on a specific quarter as follows

calibration_date = DateTime(2014, 03, 31)
parameters, initial_conditions = Bit.get_params_and_initial_conditions(cal, calibration_date; scale = 0.0001)

(Dict{String, Any}("c_E_g" => [0.012978039260418144; 0.0003985263617433438; … ; 0.0006434280333680591; 0.0004140786749482401;;], "T" => 12, "C" => [3.77687305167792e-5 0.00012923423608098567 9.45113163679038e-5; 0.00012923423608098567 0.000663491534554835 0.0004584068148673688; 9.45113163679038e-5 0.0004584068148673688 0.0005118635764975763], "xi_pi" => 0.27069145241767517, "L" => 241.0, "sigma_E" => 0.0257583294208851, "H_act" => 2432.0, "beta_I" => 0.8302017836881574, "theta" => 0.05, "tau_SIW" => 0.12024155738392799…), Dict{String, Any}("sb_inact" => 15.429070158179169, "E_CB" => 1.6491452999999998e6, "C_G" => [75462.7361958504; 75470.76697506174; … ; 85025.00670758725; 84778.1145088606;;], "sb_other" => 3.032871600985167, "D_RoW" => 0.0, "L_I" => 1.17623e6, "omega" => 0.85, "r_bar" => 0.0007371844379666648, "N_s" => [38.0, 3.0, 2.0, 2.0, 36.0, 47.0, 10.0, 7.0, 8.0, 2.0  …  69.0, 142.0, 144.0, 106.0, 39.0, 11.0, 8.0, 12.0, 3.0, 21.0], "D_H" => 1.232064e6…))

We run the model for a number of quarters

T = 20
n_sims = 3
model = Bit.init_model(parameters, initial_conditions, T)
data_vector = Bit.ensemblerun(model, n_sims)

BeforeIT.DataVector{BeforeIT.Data}(BeforeIT.Data[BeforeIT.Data{Float64}([406824.6000000001, 408266.0551587818, 408227.0602827616, 407780.96629242983, 407623.26520566375, 407709.0681878411, 407553.31498586934, 406582.30887555314, 407662.2712990619, 408913.9274169848  …  409903.01117578545, 412049.89418365236, 413155.68553929793, 415616.55585661635, 418061.0291268322, 418916.7565177319, 421238.06368399685, 422470.9250826377, 423882.2361107839, 426914.7688592082], [406824.6000000001, 406814.5237004142, 405329.4348666079, 403446.9913237632, 401857.12307177635, 400512.6661417261, 398936.24070170114, 396570.7836296936, 396210.45777508704, 396013.9585067678  …  394154.1046932967, 394809.80407914467, 394461.8726563345, 395400.5913542105, 396312.10485473904, 395711.3994220513, 396489.4296660812, 396236.07074000995, 396146.2746309729, 397561.86155882693], [368073.802768679, 369387.1056932155, 369292.0160171293, 368815.9342382001, 368608.6463331473, 368631.0736187247, 368401.2699983282, 367421.1394545099, 368421.81282464677, 369533.36288729357  …  370285.17061521194, 372230.39815549157, 373199.6819641153, 375513.9647968494, 377767.8195435013, 378448.4772506386, 380537.2038589791, 381633.85695354687, 382859.2969450891, 385630.554228975], [368073.802768679, 368073.80276867887, 366670.75438187004, 364896.08716547664, 363394.39575433295, 362124.43047673505, 360612.0041692242, 358373.9036717125, 358072.3196395454, 357875.7289136947  …  356058.42339726933, 356656.34827847057, 356313.7349305846, 357248.62652887683, 358115.0819591215, 357484.808645165, 358179.8321007331, 357934.9275007494, 357807.59671417606, 359116.1800818234], [250287.9559823398, 251106.08761820625, 251636.15537413323, 252084.97083088884, 252600.7834430713, 253187.98447780716, 253968.85772836607, 254269.5232095384, 254736.15973741398, 255528.7384887114  …  257467.23246826004, 258652.53565794948, 259675.21506631665, 260352.87533566245, 261512.23504653887, 262907.63890186086, 264459.2338921809, 265349.2048131091, 266727.82755642856, 268255.3879059369], [250287.9559823398, 250213.31590485928, 249850.02360979078, 249405.7630113297, 249027.55260766024, 248719.00727883005, 248599.08540057475, 248008.48898523746, 247580.2583835055, 247467.59759533667  …  247575.06955192413, 247830.56219442777, 247925.84297560845, 247689.07642842951, 247907.49937401744, 248344.20702910982, 248921.69026420065, 248871.38983248666, 249274.97834392847, 249811.24844673803], [85155.3396251801, 84899.33956894114, 85580.06244564847, 85222.76874101414, 85728.56340751005, 85336.79509542597, 85234.37073535075, 86469.72967545995, 86678.9763277224, 87669.59623859443  …  88607.03107850628, 89250.65268594299, 89064.43778767376, 89742.66567779037, 89979.8255500725, 90625.93697107778, 91346.07198486626, 90392.31480986891, 91392.07969832084, 92352.28050472557], [85155.3396251801, 84597.49213239379, 84972.60892728863, 84317.00467399016, 84515.86746069702, 83830.53012672378, 83432.22393103308, 84340.53255411264, 84244.04049176442, 84903.89179562511  …  85202.65538938052, 85516.42215728285, 85034.59142998476, 85377.50139805133, 85298.7759530987, 85605.82928422895, 85979.29557165122, 84779.07831965122, 85412.0055500615, 86002.51674303184], [95465.87479994583, 99033.56505832911, 100639.88510137818, 99683.75830366337, 99303.63963493035, 99120.48811164408, 101232.8561982491, 96850.57075783734, 95185.83764012967, 97620.5410765057  …  95565.84256576255, 96668.76590136203, 92962.77920846244, 96612.94901163658, 100036.7313765882, 99433.22394563285, 99077.63508585212, 98606.68608609177, 96307.83393418911, 99016.51995313547], [95465.87479994583, 98681.46540835805, 99925.53586459204, 98624.30004302246, 97898.9138760649, 97370.92956827157, 99092.44656401736, 94465.75982767249, 92511.93196005642, 94540.91511991322  …  91894.10199188598, 92624.16291042365, 88756.54688387341, 91913.60794793317, 94832.48811172019, 93925.24787894751, 93256.61286232444, 92483.34861340818, 90006.10636779832, 92208.55043932078], [95465.87479994583, 95784.26571276522, 95729.13495302276, 95621.57664659045, 95711.24927540083, 95706.93247512139, 95534.76481079994, 95472.11979707239, 95776.56742505782, 95786.1975388549  …  96184.81426958565, 96910.70117547826, 96858.34324859615, 97744.08900037465, 98154.69008271646, 98315.26931882164, 99033.20484163995, 99069.74759292342, 99495.74675905502, 100246.35001856968], [95465.87479994583, 95443.71848102279, 95049.64257857298, 94605.2920381678, 94357.34061943798, 94017.62601021353, 93514.8323631305, 93121.25130929281, 93086.06730439898, 92764.43944398049  …  92489.29214931144, 92855.97565815633, 92475.85062361989, 92989.72826640704, 93048.35686142, 92869.22091659062, 93214.79298965304, 92917.65464746731, 92985.42392780304, 93353.82243710515], [22816.545185611736, 22875.72021202342, 22932.682320140888, 22980.363178092477, 23027.38526402137, 23080.915202725402, 23152.100528985622, 23179.50954876847, 23222.04868486769, 23294.301098377393  …  23471.016495260163, 23579.26313472037, 23672.298792364258, 23734.07510155714, 23839.763699818985, 23967.16621124822, 24108.910527938497, 24189.546387967788, 24315.22326280342, 24455.79403043283], [22816.545185611736, 22794.388866688678, 22769.90447022232, 22736.123434167555, 22701.64532781551, 22673.517971828962, 22662.585752005536, 22608.74628640236, 22569.708279815382, 22559.437989525883  …  22569.235259810142, 22592.711198222867, 22601.212178715425, 22579.62826109961, 22599.53995436518, 22639.535740873398, 22692.460651570644, 22687.409345096858, 22724.200949677106, 22774.314007966666], [96573.59559916146, 100817.56598233861, 104187.39692143249, 102369.23391483208, 103405.55594697977, 100743.27060150419, 101132.32608562318, 103730.5130865542, 104256.07224766853, 100984.99371513848  …  98320.99867788606, 102354.7909696294, 106440.93861308321, 104810.15327646716, 104354.68223820829, 100429.54409182715, 103949.84704777847, 99818.49711183195, 99173.86522934797, 101635.93236790723], [96573.59559916146, 100459.12357271301, 103447.86718728584, 101281.23390006357, 101942.80545180618, 98965.06860587207, 98994.04200261735, 101176.29312207975, 101327.37076563592, 97799.22969004723  …  94543.40209717002, 98072.28575884554, 101624.86791827329, 99712.09279675006, 98925.80481766182, 94866.37814692767, 97842.57198743698, 93619.90786710061, 92684.60412927608, 94647.86280743041], [120658.16600662714, 127590.50306903572, 133816.43955983338, 131579.76549797156, 133415.2772268328, 130679.47009854417, 134015.0957617218, 134738.02785383954, 133194.77465387568, 132889.94210196726  …  130058.09361463354, 134876.8510312337, 134987.68513624108, 135902.08744494317, 137822.44508457853, 134479.58739266984, 137594.72432668452, 131695.77773826703, 129719.37030750513, 134345.35187249983], [120658.16600662714, 127136.87331791256, 132866.60072235126, 130181.31030464539, 131528.01632445614, 128372.86943797451, 131181.55719654352, 131420.29085941217, 129453.14382587817, 128697.67569415702  …  125061.12433706675, 129233.62894183712, 128879.97655140754, 129291.68721695602, 130652.46340176133, 127030.26291716512, 129510.7410195356, 123517.65389263973, 121231.41976009413, 125108.31687769701], [198090.0050032316, 198796.79853467926, 198820.61158232833, 198463.73611548104, 198502.02727023305, 198483.86278187737, 198396.32915445807, 197985.60182063258, 198299.31237637246, 198805.99940167923  …  199268.5555237831, 200348.8579178215, 200569.42931951393, 201836.5718808194, 203065.6192608423, 203466.63430232412, 204646.7625109908, 205062.11992840614, 206033.4232110964, 207417.74113787845], [160613.4589357839, 161186.53456288273, 161076.37817954618, 160962.2382939492, 160724.66758764337, 160754.36827601434, 160629.57678642336, 160086.50948455514, 160728.3190146896, 161317.85566767238  …  161579.6917420661, 162416.41465853708, 163125.00641556914, 164092.50765704887, 165055.8254535225, 165383.82346890643, 166215.88884220927, 166851.4053639317, 167078.7585936063, 168393.4747231045], [120110.78533718054, 120539.34570867443, 120456.96799387937, 120371.61131587626, 120193.9499648502, 120216.16088682976, 120122.83867138477, 119716.71928045368, 120196.68059385866, 120637.55093463832  …  120833.35853839341, 121459.08098577017, 121988.9837285696, 122712.50549753473, 123432.89878107635, 123678.18394881909, 124300.42336823931, 124775.67861163305, 124945.699076581, 125928.87687410682], [9370.338829663753, 9403.772595653974, 9395.026255254455, 9389.959828769892, 9381.951475270102, 9392.842560832372, 9375.364057446886, 9349.02814932302, 9394.18143358486, 9409.507817942755  …  9436.923349361776, 9465.125579133104, 9505.246229031669, 9584.88525898096, 9646.374829135904, 9598.01947940778, 9674.552505779477, 9720.331661209468, 9747.115140387074, 9819.338367992368], [0.005248090310356668, 0.0030393899168839056, 0.0026246625668762125, 0.004527944345828594, 0.0034098857072026867, 0.0022233999612322197, 0.009112479629802106, 0.006451765547178301, 0.00454093906738362, 0.006857778833051498  …  0.0008627395864182485, -0.0006041150439061171, 0.007289880949812089, 0.002800891730517785, 0.0021730935828601083, 0.00645918094566178, 0.0043929555903432504, 0.007038402691695866, -0.0002595954963136027, 0.0024685446209133932], [2.4202567e6, 2.439756091121009e6, 2.450598925246979e6, 2.432640513853622e6, 2.428345151483933e6, 2.4245555012976597e6, 2.4464479790315637e6, 2.459562865763511e6, 2.4724909761473294e6, 2.4608294209339237e6  …  2.4497178731292095e6, 2.4688213315827143e6, 2.4897611188483913e6, 2.491849930066934e6, 2.4940564341572663e6, 2.4615666643315842e6, 2.47821965681466e6, 2.454355089031053e6, 2.449257639896359e6, 2.4750821118309703e6], [0.0007371844379666648, 0.00149189522070698, 0.0018496801959476286, 0.001124640384801057, 0.0009463218209507402, 0.0007769750929338063, 0.0017353783933735031, 0.0022343074243262595, 0.0026517506894079956, 0.00215729063254518  …  0.0015013472403825883, 0.0021084016176600127, 0.002887016197354819, 0.0028146148710876196, 0.0027396479287316545, 0.0014591238485524287, 0.0020687065869879435, 0.0011623243684457754, 0.0008822707901635945, 0.0018469276511610669], [6601.045318313601 438.5104718872319 … 474.4884433986952 4691.210485421613; 6624.59812771305 440.07509583177136 … 476.1814382700692 4707.948923212563; … ; 6788.718696087378 452.52077751906535 … 496.55885123373935 4986.323188408469; 6885.3873415539165 457.8018681869862 … 498.0894530346452 5009.634097703911], [6601.045318313601 438.5104718872319 … 474.4884433986952 4691.210485421613; 6601.0453183136 438.51047188723186 … 474.48844339869515 4691.210485421612; … ; 6344.511262486069 422.9109052836959 … 464.0674279161582 4660.052219498508; 6411.976367967975 426.32529070820203 … 463.8428665759661 4665.192218422781]), BeforeIT.Data{Float64}([406824.6000000001, 408275.90957029007, 408676.76425868226, 410268.9888416106, 413020.62249971455, 413513.10650639556, 413883.950459711, 415353.2662244479, 415184.6233740603, 416078.63430382166  …  419040.16794652864, 420813.465519026, 422983.4929741989, 424908.97488237254, 427544.48619242135, 429970.8834412625, 431770.6622490795, 433067.6689092163, 433961.1721604, 435135.81227305107], [406824.6000000001, 406824.34307597444, 405775.94681094325, 405908.5706881439, 407178.13062830834, 406214.25838662084, 405133.02483845834, 405125.7683230847, 403521.49627193675, 402952.6410645369  …  402940.2022535074, 403206.7092374567, 403845.00705473195, 404241.0187292042, 405302.20096298744, 406153.1971449706, 406403.21561754355, 406174.77157643053, 405565.71387177275, 405217.65976955026], [368073.802768679, 369387.10569321545, 369736.03370945575, 371191.40841486794, 373734.8338371566, 374096.21600464726, 374409.150530598, 375708.94484570663, 375486.8299244353, 376231.70247626066  …  378891.99977292574, 380511.9666637944, 382471.7856160144, 384213.1138187866, 386635.47521562007, 388855.85057436937, 390429.82981060975, 391571.12785861513, 392330.07183262607, 393375.2416108541], [368073.802768679, 368073.80276867887, 367111.6204042664, 367246.3143432126, 368448.06942442694, 367493.10858232394, 366492.8575103674, 366457.63335401757, 364938.870351673, 364362.75661853625  …  364334.5690912857, 364591.4175173766, 365166.3091489883, 365524.64108865126, 366521.4127091673, 367315.6788554551, 367491.2451937448, 367255.1077629373, 366658.66870999883, 366328.3745462103], [250287.9559823398, 251180.99401464593, 251594.485507433, 252335.09070513383, 253493.97884597612, 254579.6897221498, 255101.89022535612, 256259.63428292546, 256904.18244377544, 258023.21601051858  …  259959.41899676624, 261014.19433585808, 262338.1992195461, 263354.799517219, 264699.3381294527, 266011.6843065403, 267605.2290937014, 268750.11796205683, 269724.6923500775, 270558.3430937308], [250287.9559823398, 250287.95598233986, 249808.64951884036, 249653.22456318152, 249908.11308001485, 250086.14777529385, 249708.1617062302, 249949.59633461028, 249687.37824578054, 249883.38207119735  …  249971.5036426479, 250093.40951726056, 250468.33664737298, 250544.98430760863, 250928.79876137426, 251276.3078148743, 251882.85154263413, 252061.11102526172, 252075.74875240328, 251955.86188794725], [85155.3396251801, 85314.55610593158, 86027.23028798896, 87300.24250336646, 87704.54104782749, 87607.4850837717, 87481.64163949399, 86315.3071085968, 87370.17839577289, 87868.87756842402  …  88809.13112652652, 89631.84649687687, 90352.44460019523, 90585.71197958662, 90607.18429701072, 90842.4677624098, 91054.41001263072, 90697.56221939971, 91513.46146261995, 92243.72836517385], [85155.3396251801, 85011.2324264836, 85416.60273970469, 86372.3986434429, 86463.89338947092, 86061.14055993264, 85631.97982399717, 84189.91242870591, 84915.82570977027, 85096.88641623111  …  85396.99054016998, 85881.66689083434, 86264.32055400305, 86179.54116661218, 85893.49741282772, 85810.36562975086, 85704.76936189823, 85065.37029141824, 85525.44491986519, 85901.42820306029], [95465.87479994583, 98503.40184831474, 97654.72020369847, 94340.15344767872, 99346.08741522775, 98780.80158649596, 96954.11017822148, 100560.93435567687, 98959.22637016542, 98391.97387892721  …  97692.32785525557, 96861.63774859914, 98600.69212107934, 97430.628787288, 97795.94028716003, 100969.93320734808, 102546.76441615977, 102796.13827147038, 103440.4556724652, 102258.55347535555], [95465.87479994583, 98153.18711766941, 96961.5598848467, 93337.48805282268, 97940.76120011907, 97037.23879106076, 94904.16790357669, 98084.76086983716, 96179.32082909913, 95288.01160483538  …  93938.88547132263, 92808.96503583364, 94139.36445899965, 92691.51504108221, 92708.27042262875, 95376.83309963197, 96521.92345078882, 96412.6416698781, 96672.01800376413, 95227.67504298393], [95465.87479994583, 95806.50108637301, 95861.89586034749, 96149.00301914554, 96788.08127686317, 96830.85614076721, 96885.09862939396, 97347.43667081535, 97338.75941860402, 97446.12033959423  …  98319.14654442549, 98739.09301059166, 99226.7068439946, 99633.42774282, 100356.08664850143, 100760.83071560129, 101250.92042312276, 101602.95712128044, 101967.7116418464, 102126.86289438188], [95465.87479994583, 95465.87479994584, 95181.46113930493, 95127.11282123874, 95418.94001053489, 95121.71149417975, 94836.61549548205, 94950.39110691716, 94604.37510100516, 94371.99681745711  …  94541.6211246327, 94607.86792263856, 94737.05426106366, 94787.16786669359, 95135.22946092646, 95179.31357255558, 95302.21305414979, 95293.55540248625, 95295.64029431427, 95105.03896585415], [22816.545185611736, 22897.95558563121, 22918.170419923295, 22958.919015863416, 23109.09103362409, 23203.0624142692, 23215.182109838977, 23360.981013135603, 23419.688191127512, 23521.700610541007  …  23698.20715777311, 23794.361721386085, 23915.08920090532, 24008.220086264922, 24131.41973082147, 24206.36855530196, 24349.250515444397, 24499.752472274075, 24588.42099104043, 24664.19722169086], [22816.545185611736, 22816.545185611725, 22755.495576529764, 22714.90718464165, 22782.195306959482, 22793.509184128034, 22724.33357197856, 22785.74926774096, 22761.795810996824, 22779.663750832846  …  22787.697017191724, 22798.81010046246, 22833.01719209944, 22840.438586248594, 22876.02306923862, 22865.487777496088, 22918.68015257868, 22978.352064861887, 22979.522482543838, 22968.388251152868], [96573.59559916146, 97738.13709644848, 102587.92822466632, 103281.01120688042, 101940.99258985932, 107619.61404272853, 108059.27668777261, 108533.29938492324, 110263.38026814976, 111947.08239434741  …  113243.4974044961, 112102.8222293718, 111264.47779768874, 109554.24013035814, 108908.68205206175, 106275.70338253143, 105582.76684506473, 104957.62073584247, 103591.57205060202, 103641.43038867395], [96573.59559916146, 97390.643154973, 101859.75163586202, 102183.32064672754, 100498.95946094539, 105720.03890170583, 105774.5331215368, 105860.81747144867, 107165.92495218402, 108415.49839671068  …  108892.56266689196, 107412.4612233754, 106230.15925562278, 104225.42298302749, 103242.89042477036, 100388.69693264324, 99379.55426642277, 98439.89909235916, 96813.24635714809, 96515.47101554934], [120658.16600662714, 124461.17949505289, 129187.59996510808, 126987.50902145161, 129464.97739917942, 135074.4839287537, 133712.96827113608, 136315.9089076773, 138312.34410380624, 140152.515548399  …  140664.2074365194, 138797.03529168305, 139572.3207643137, 136016.40553208278, 134466.65857326656, 134128.9052175718, 135018.5081184799, 134133.77027955608, 134309.00937536653, 133566.24304988608], [120658.16600662714, 124018.6756054939, 128270.61696831344, 125637.86121803343, 127633.59650224396, 132690.30764137494, 130885.81771688536, 132959.31878152088, 134426.9534649002, 135731.13742444132  …  135259.74006752757, 132989.79342985022, 133257.17386126902, 129400.44476912924, 127471.25605861595, 126699.00633193353, 127085.88300420271, 125804.25050248922, 125520.74416140984, 124382.77637999355], [198090.0050032316, 198796.7985346792, 199041.10722129114, 199497.81827807176, 200715.16861003765, 200994.1243397448, 201208.74313092994, 201928.4678836196, 202107.81680731356, 202312.00913890026  …  203764.67662417018, 204628.0335830225, 205574.8718583331, 206412.56392899613, 207822.01702173715, 209044.65891507728, 209964.79044705897, 210682.9615484893, 211265.08702708498, 211737.90693151063], [160613.4589357839, 161186.53456288276, 161279.07339544306, 162226.32298079674, 163493.86370217428, 163566.10997277286, 163680.69413345138, 164231.41691632493, 163840.87888685643, 164345.99014824512  …  165471.04713031213, 166183.41249914866, 167180.97767002787, 168015.41191963304, 168961.84990959498, 169907.09721164187, 170524.43637616516, 170921.0427054464, 171074.10456048607, 171620.84564933594], [120110.78533718054, 120539.34570867446, 120608.54857577318, 121316.92564679211, 122264.82448727709, 122318.8520660166, 122404.54098410286, 122816.38533632783, 122524.33117265871, 122902.0660816137  …  123743.41199720828, 124276.13674185239, 125022.14107357668, 125646.15199829247, 126353.92213785915, 127060.80185104742, 127522.46360941813, 127819.05580035469, 127933.51930631362, 128342.38604757543], [9370.338829663753, 9403.772595653974, 9415.853092721052, 9467.267155999583, 9525.801524943872, 9535.981692129362, 9519.713266216793, 9549.060045762988, 9538.13423026538, 9573.70318911601  …  9656.276018442417, 9700.520581623352, 9715.936087653063, 9785.137970157213, 9851.608284287546, 9904.094447649939, 9940.602987385502, 9967.123604679417, 9990.880245055398, 10016.489030007846], [0.005248090310356668, 0.0026213189673109927, 0.007346630687222744, 0.0008607749180320479, 0.005001591529236515, 0.008898512540172598, 0.003141733793532664, 0.004040219655770949, 0.0036549366639633263, 0.004597564025111245  …  0.0008013187750000039, 0.005896887700889364, 0.004127305803785619, 0.003796571292793871, 0.0031564343710812626, -0.0007466932447275365, 0.008283849072848959, 0.0035919287964549795, 0.0055303160670781, 0.003976177224729094], [2.4202567e6, 2.4281254923929377e6, 2.449954438888364e6, 2.4642879653248885e6, 2.4631349755587443e6, 2.4919429104536865e6, 2.4958836464878167e6, 2.4990307400466795e6, 2.496441169038931e6, 2.507255332459386e6  …  2.507673781864824e6, 2.5087937956324355e6, 2.495160451986359e6, 2.4808974666948416e6, 2.470823905896482e6, 2.455274498339023e6, 2.4670304696965474e6, 2.4712920124042584e6, 2.4848923318770486e6, 2.466238717782737e6], [0.0007371844379666648, 0.001037351777098927, 0.0019399380699606562, 0.0023630330238714093, 0.0022482790622606005, 0.003346423402217752, 0.003317080355392089, 0.0032772079053537064, 0.003019324712727292, 0.003296502085233597  …  0.002946954995782781, 0.0028930561850392684, 0.0022626563689850097, 0.0016442505968317402, 0.001211149463016405, 0.0005265366008717946, 0.0010926532292402594, 0.0012446703021850914, 0.0017738861755203393, 0.0010270506762794806], [6601.045318313601 438.5104718872319 … 474.4884433986952 4691.210485421613; 6624.59812771305 440.07509583177136 … 476.1814382700692 4707.948923212564; … ; 6966.280553380588 462.93340677256936 … 508.28465449185 5051.189234689888; 6979.700337861577 465.045084029755 … 508.8912711174421 5067.85298535905], [6601.045318313601 438.5104718872319 … 474.4884433986952 4691.210485421613; 6601.0453183136 438.51047188723186 … 474.48844339869515 4691.210485421612; … ; 6510.454683301868 432.6422031218336 … 475.0259746115261 4720.673874277442; 6499.804789742806 433.0704927582947 … 473.90199598180175 4719.4082143132855]), BeforeIT.Data{Float64}([406824.6000000001, 408217.26061784284, 408758.60736434214, 410720.43989738333, 412743.27417713054, 414350.0601050337, 414727.682681858, 415604.81442117994, 416236.59397403896, 416814.91213836515  …  417084.4457784518, 419885.9632692252, 420652.1416613079, 422614.1200318348, 425746.3180698231, 427573.6147885247, 428623.26693053264, 431976.0681124887, 434249.93414397165, 436072.24824624404], [406824.6000000001, 406765.90264147375, 405857.20898827637, 406355.2236347921, 406904.7056093861, 407036.4390624575, 405958.91766888206, 405371.1224944806, 404543.9155202389, 403665.6916120191  …  401059.6209960628, 402318.0135074096, 401619.1410267656, 402057.7876904294, 403597.57952281734, 403888.7221183564, 403440.736481945, 405150.9576644397, 405835.58124129684, 406089.7102486867], [368073.802768679, 369387.10569321545, 369943.8818845411, 371695.7453131537, 373410.5953516215, 374848.630061595, 375134.03675653023, 375906.1262534285, 376426.2815535398, 376904.8891290592  …  377048.49270488165, 379627.5474253999, 380254.9972560515, 382062.2396363872, 384895.30454382324, 386551.6916130524, 387433.66639259586, 390551.8571654806, 392621.51212434703, 394236.391870921], [368073.802768679, 368073.80276867887, 367317.9932578618, 367745.29105141223, 368128.4175396891, 368232.24190925725, 367202.4171563733, 366649.9594431518, 365851.9314471682, 365014.7063158042  …  362561.89151124924, 363744.00221363857, 363049.8225112392, 363478.38736832846, 364871.77149963804, 365139.15582817857, 364671.1127622052, 366299.1323561366, 366931.0391374604, 367130.3156488564], [250287.9559823398, 250733.53080366677, 250577.5361952591, 252053.860782454, 254235.85228372767, 255351.91239666523, 256186.52553045301, 256926.74544625703, 257664.479599066, 258461.3260978828  …  259482.54338620065, 260699.85354678408, 261850.84664216352, 262719.2474673079, 264596.686750257, 265604.2977045621, 266796.4886177215, 268092.68680471217, 269414.04666873993, 270798.79872068594], [250287.9559823398, 249842.08366268998, 248798.91858697636, 249374.9836065058, 250639.49215188404, 250844.7400813219, 250769.86410254778, 250600.28081112384, 250426.3175716649, 250307.67114115975  …  249512.95009654548, 249792.22068770218, 250003.035026103, 249940.34608319192, 250831.48764811413, 250891.48787185244, 251121.62629327137, 251444.50542449288, 251785.42960498852, 252179.78477290756], [85155.3396251801, 84083.21051017637, 83850.03557027363, 84393.16277950333, 85203.08837179867, 84506.88039853521, 85095.07083126395, 85900.44301732638, 86412.97605853819, 86823.54065901016  …  88866.101794295, 88624.62341800827, 88289.5365236948, 90511.2486913468, 90885.28636033655, 91503.40998591868, 92166.50453068462, 92999.01735937851, 93823.31925701845, 93830.60878818747], [85155.3396251801, 83784.26470355364, 83254.86190871998, 83496.21592507203, 83997.82567034323, 83015.26411020044, 83295.86930447728, 83785.26379008216, 83985.51254880302, 84084.52665121821  …  85451.77233473059, 84916.58583622063, 84294.75166882083, 86108.69983993891, 86157.1316824735, 86434.6958054547, 86751.52595683122, 87223.90828186416, 87684.16137982828, 87379.20124129599], [95465.87479994583, 97167.02382320515, 95935.92798250803, 96742.21418220902, 97315.73132357984, 99704.82693778668, 99256.62476812482, 99688.447919985, 100555.4759826834, 103134.4772017216  …  95064.28841703011, 100927.2852947148, 96298.38236542263, 97991.41513416904, 99438.88791763264, 102571.81669670915, 96991.60131391198, 101261.40859389618, 101826.66723550294, 102649.9633842017], [95465.87479994583, 96821.56039313746, 95254.9677760686, 95714.01922134284, 95939.12604470375, 97944.9543311465, 97157.99944139335, 97233.75820209792, 97730.72951767726, 99880.90362481299  …  91411.81808310999, 96704.50665298842, 91941.22596196817, 93225.02423376359, 94265.74645659147, 96889.9823051103, 91293.13802040926, 94973.21656157983, 95163.8248716085, 95592.17321298046], [95465.87479994583, 95631.4906154451, 95702.40859768467, 96209.42359052153, 96964.11552095442, 97350.56669751418, 97512.06802267817, 97682.39790506857, 97813.84764003957, 97968.24316446362  …  97905.57221405205, 98421.2274571831, 98693.25870955613, 99213.50852009757, 99979.94606922544, 100288.80478879891, 100581.14607351755, 101403.28663912119, 101772.69890042947, 102192.32342956105], [95465.87479994583, 95291.4865536699, 95023.10592885228, 95186.89123109776, 95592.48411591609, 95632.24873003247, 95450.32860636797, 95277.1043855167, 95066.11741799348, 94877.64828305828  …  94143.93675670151, 94303.3018042234, 94227.74274136126, 94387.67389407431, 94778.65696478788, 94733.43491730455, 94671.7893750612, 95106.28417837081, 95113.38785616867, 95165.9987033077], [22816.545185611736, 22722.94511470329, 22629.40977097637, 22725.430351299347, 23123.6911442506, 23266.92080097495, 23354.265740709052, 23421.745061038102, 23488.99777628151, 23561.639242687233  …  23656.166136821103, 23765.706044410155, 23870.63193213809, 23957.856177114776, 24121.6179353688, 24213.720624000944, 24323.481866492835, 24445.93612481155, 24545.816714479173, 24639.57134578822], [22816.545185611736, 22642.1569393358, 22468.784571707343, 22483.90008275789, 22796.588887880225, 22856.24041752617, 22860.476498074928, 22845.017085270527, 22829.158391238827, 22818.34244273619  …  22747.271256653385, 22771.35337162367, 22790.57145528662, 22792.524423108865, 22866.731195764336, 22872.432587767587, 22894.425466673296, 22927.877637406476, 22939.70593916157, 22945.45554940428], [96573.59559916146, 95323.17258221628, 95710.76155789384, 93778.56189574121, 96296.17639742441, 97533.48316979181, 99390.2087577272, 99452.15420626318, 99898.15689772187, 103242.75888085832  …  104453.23991365307, 99914.10195847748, 100092.65976561097, 97946.73717510309, 97829.54376004894, 98235.11906886952, 98321.10062901281, 99794.26249572732, 95590.59606670524, 95648.49080587404], [96573.59559916146, 94984.26470102905, 95031.39959914124, 92781.86520450278, 94933.99350097668, 95811.9365753844, 97288.7590074926, 97003.28289323222, 97091.87546153172, 99985.76935208119  …  100440.0361499764, 95733.71471705411, 95563.8259189365, 93182.51945096262, 92740.12573116817, 92793.51048706281, 92544.52641721183, 93597.1781868058, 89335.79965281348, 89072.09315266511], [120658.16600662714, 119089.67710142315, 117315.6539415958, 116247.35974252773, 120307.57419940348, 122747.04279774902, 125200.74720571398, 126362.97616865339, 128294.49456397453, 134847.19070111026  …  130781.72773273061, 130279.90094876186, 125879.28363558943, 126554.52843609707, 127004.08671845631, 130341.02866753888, 125652.42816080198, 130171.3071412278, 126404.69508399926, 126855.61345270893], [120658.16600662714, 118666.2708189381, 116482.9388826324, 115011.86032263476, 118605.73175852415, 120580.45603559908, 122553.57418703195, 123251.46320205805, 124690.5195794422, 130593.17915725587  …  125756.95566830254, 124829.01438655819, 120183.6975490674, 120398.80191743212, 120396.9119955337, 123120.95435112718, 118270.08020578243, 122087.85079030538, 118133.6342679463, 118133.54213116605], [198090.0050032316, 198796.7985346792, 199369.17878417388, 200376.10084792046, 201303.05414582952, 202010.93876983452, 202398.5475889458, 202765.18402047313, 202894.81133357465, 203141.0629559036  …  203013.01740103707, 203966.97678848152, 204683.10692337452, 205729.55940337965, 206980.1595429473, 207868.5169779863, 208259.8342251945, 209889.0497667403, 210830.1897942492, 211877.9103450633], [160613.4589357839, 161186.53456288276, 161169.5984232302, 161877.65118929383, 162620.03124243877, 163306.97059608155, 163205.22306885017, 163584.65772900902, 163956.4990219612, 164168.81642037616  …  164450.5569866442, 165989.54243440804, 165900.51312791582, 166612.6565448016, 168093.9209491325, 168829.7450758264, 169289.48203061655, 170689.81685169862, 171766.5362961746, 172299.39864918194], [120110.78533718054, 120539.34570867446, 120526.68043735952, 121056.1801091527, 121611.35058983792, 122125.06112064743, 122048.97175999949, 122332.72254475811, 122610.79481848417, 122769.57111054176  …  122980.26379408158, 124131.15583001808, 124064.57747480641, 124597.1362381978, 125704.86302569776, 126255.13081964759, 126598.93368059244, 127646.1392896966, 128451.33717859533, 128849.82505203017], [9370.338829663753, 9403.772595653974, 9405.104677136695, 9441.993275939596, 9487.509963352522, 9530.720695678507, 9530.266098734339, 9556.284503947214, 9574.971198004194, 9595.009752780152  …  9584.918317199708, 9671.028202510457, 9671.377204760827, 9720.02368820582, 9821.224051743051, 9853.429559239215, 9884.350136785182, 9972.990547042089, 10024.786033923567, 10059.082876675844], [0.005248090310356668, 0.0015732833481678643, 0.00128077146759642, 0.0041013167317327515, 0.007743892010169562, 0.007424429934072885, 0.007767778476845955, 0.002295391702225702, 0.002062066458829337, 0.005274882101457878  …  0.005098083570263645, 0.0026210982237921954, 0.00444306167309283, 0.004243563008974327, 0.0055774484102995014, 0.005121862052269499, 0.001367543479513289, 0.002661880462431876, 0.005078303367742842, 0.0009863750342804511], [2.4202567e6, 2.408037219539867e6, 2.4227515328551875e6, 2.413616984196557e6, 2.4134084126902525e6, 2.407483589154087e6, 2.4265502289927625e6, 2.433174674408784e6, 2.425692223370796e6, 2.4482638074817453e6  …  2.4600476455847817e6, 2.4414963266790323e6, 2.435887825225555e6, 2.4125202880621916e6, 2.4203777323639533e6, 2.4139600364623955e6, 2.4074322333134557e6, 2.4248750594629347e6, 2.405396596983942e6, 2.398241568046104e6], [0.0007371844379666648, 0.0002460363274387477, 0.0008209604255629787, 0.0004910342800226585, 0.0005963785113898751, 0.0004680786315878667, 0.0013194678258713233, 0.001523841016922414, 0.0011698767579441027, 0.0020527800075628494  …  0.0023773137304933544, 0.0015587689940116983, 0.001320157566510075, 0.0004166209296461151, 0.0007964801529633686, 0.0005917581862576766, 0.00032482305546156277, 0.0010260484354507658, 0.0003042303660502528, 2.5190551470018814e-5], [6601.045318313601 438.5104718872319 … 474.4884433986952 4691.210485421613; 6624.59812771305 440.07509583177136 … 476.1814382700692 4707.948923212564; … ; 6949.479294803361 467.2949766561237 … 505.24369510240274 5042.626890667767; 7047.857707373398 472.50284374330005 … 506.66988614459643 5067.551486486508], [6601.045318313601 438.5104718872319 … 474.4884433986952 4691.210485421613; 6601.0453183136 438.51047188723186 … 474.48844339869515 4691.210485421612; … ; 6494.752784454809 436.71838163019964 … 472.1839948567564 4712.671791629227; 6563.275938268535 440.0154875231731 … 471.83334432235677 4719.127445265792])])

We obtain predictions from the model simulations

real_data = cal.data
predictions_dict = Bit.get_predictions_from_sims(data_vector, real_data, calibration_date)

Dict{String, Any} with 107 entries:
  "operating_surplus"       => [7.74594e5 7.74594e5 7.74594e5; 7.78474e5 7.8973…
  "nominal_household_consu… => [0.001 0.001 0.001; 0.00326876 0.00356804 0.0017…
  "real_exports_growth"     => [0.026 0.026 0.026; 0.0257854 0.0686915 -0.01523…
  "real_capitalformation_g… => [0.01 0.01 0.01; 0.0299126 0.0276317 0.0284499; …
  "nominal_exports"         => [4.73719e5 4.73719e5 4.73719e5; 495299.0 5.16057…
  "real_fixed_capitalforma… => [-0.022 -0.022 -0.022; -0.0132549 0.0007344 0.00…
  "nominal_imports"         => [4.26596e5 4.26596e5 4.26596e5; 4.66733e5 4.6824…
  "gdp_deflator_growth"     => [0.009 0.009 0.009; 0.0184519 0.0184519 0.018451…
  "gva_deflator_quarterly"  => [1.04343 1.04343 1.04343; 1.04715 1.04715 1.0471…
  "household_consumption_d… => [1.07058 1.07058 1.07058; 1.09189 1.09189 1.0918…
  "capitalformation_deflat… => [0.003 0.003 0.003; 0.0291674 0.0291674 0.029167…
  "gdp_deflator_growth_ea_… => [0.00524809 0.00524809 0.00524809; 0.00303939 0.…
  "real_gdp_ea_quarterly"   => [2.42026e6 2.42026e6 2.42026e6; 2.43976e6 2.4281…
  "gdp_deflator_quarterly"  => [1.05179 1.05179 1.05179; 1.05554 1.05554 1.0555…
  "capitalformation_deflat… => [1.0473 1.0473 1.0473; 1.05104 1.05104 1.05104; …
  "real_government_consump… => [-0.002 -0.002 -0.002; -0.00655094 -0.00169229 -…
  "fixed_capitalformation_… => [1.03637 1.03637 1.03637; 1.05248 1.05248 1.0524…
  "real_capitalformation_q… => [67250.7 67250.7 67250.7; 69515.9 69143.8 68205.…
  "nominal_capitalformatio… => [0.013 0.013 0.013; 0.0599146 0.0576007 0.058466…
  ⋮                         => ⋮

Finally, we can plot the predictions against the real data

crop = true

p1 = Bit.plot_model_vs_real(predictions_dict, real_data, "real_gdp_quarterly"; crop = crop)
p2 = Bit.plot_model_vs_real(predictions_dict, real_data, "real_household_consumption_quarterly"; crop = crop)
p3 = Bit.plot_model_vs_real(predictions_dict, real_data, "real_fixed_capitalformation_quarterly"; crop = crop)
p4 = Bit.plot_model_vs_real(predictions_dict, real_data, "real_government_consumption_quarterly"; crop = crop)
p5 = Bit.plot_model_vs_real(predictions_dict, real_data, "real_exports_quarterly"; crop = crop)
p6 = Bit.plot_model_vs_real(predictions_dict, real_data, "real_imports_quarterly"; crop = crop)

plot(p1, p2, p3, p4, p5, p6, layout = (3, 2), legend = false)