Scenario analysis via custom shocks
In this tutorial we will illustrate how to perform a scenario analysis by running the model multiple times under a specific shock and comparing the results with the unshocked model.
import BeforeIT as Bit
using Plots, StatsPlots
parameters = Bit.AUSTRIA2010Q1.parameters
initial_conditions = Bit.AUSTRIA2010Q1.initial_conditionsDict{String, Any} with 21 entries:
"sb_inact" => 2.23847
"C_G" => [11482.3; 11556.2; … ; 14578.2; 14714.8;;]
"E_CB" => 1.0618e5
"D_RoW" => 0.0
"sb_other" => 0.590286
"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
⋮ => ⋮initialise the model and the data collector
T = 20
model = Bit.initialise_model(parameters, initial_conditions, T);Simulate the model for T quarters
data_vec_baseline = Bit.run_n_sims(model, 4)4-element Vector{BeforeIT.Data}:
BeforeIT.Data{Float64, Vector{Float64}, Matrix{Float64}}([72421.99999999999, 72486.71586201678, 72431.35075822541, 72153.26001528693, 72111.7536222626, 72304.95497883794, 72476.08964803106, 73001.95191787623, 73515.81543617704, 73791.81755388739 … 74268.38443210113, 74367.33922854363, 74235.63222392659, 74214.14368640183, 74062.58431583918, 74155.6429790381, 74377.10096945846, 74701.92206877234, 74838.01438353542, 74919.943312615], [72421.99999999999, 72413.689036453, 72285.48217714085, 71935.40698380065, 71821.59619203875, 71941.46955291957, 72039.09484857314, 72488.6839747946, 72925.3917196043, 73125.43260041132 … 73449.47832152978, 73473.24665726729, 73269.23350596722, 73174.23089897203, 72951.22631350165, 72969.3014275863, 73113.48398857054, 73358.80664999732, 73418.412015073, 73424.7403965837], [64900.92049553797, 64966.37094093059, 64911.23252742474, 64646.85964985339, 64609.20921596349, 64788.6419334339, 64932.65555297518, 65439.376531486225, 65936.5962852122, 66171.20978169127 … 66580.17876723164, 66663.40689358363, 66530.05512003058, 66498.78688086596, 66353.13305813873, 66435.13740733286, 66639.29782631702, 66934.5701131578, 67051.24053850191, 67103.2998720579], [64900.92049553797, 64900.92049553796, 64780.50861732079, 64451.67076514048, 64349.23991590876, 64462.94188819163, 64541.143911971325, 64979.28014630127, 65407.043154285304, 65573.64354720153 … 65846.04518330721, 65861.93601271276, 65663.96752775648, 65566.9841894788, 65357.46046467565, 65372.30845977715, 65507.14092277816, 65731.1090685371, 65779.34549076608, 65764.09638086773], [40512.94792630529, 40519.633345661976, 40556.5767968675, 40544.184324357644, 40512.94609604769, 40556.77382695169, 40670.086215905314, 40714.599297304754, 40711.18311338346, 40976.495036879736 … 41415.73960944828, 41503.89354346838, 41569.61882891872, 41629.27293627703, 41621.37866176548, 41646.98372996935, 41709.970776981594, 41825.81995734321, 41900.738583380036, 42022.9452692686], [40512.94792630529, 40478.811794277804, 40474.90041986949, 40421.7688789245, 40349.93338675208, 40352.89020358631, 40424.86580933871, 40428.339846896866, 40384.22152155088, 40606.45238657089 … 40959.07689220516, 41004.90671294294, 41028.46594668649, 41045.94998585991, 40996.82238046128, 40980.71552290285, 41001.346393143445, 41073.805790479986, 41105.92343197254, 41184.27898725274], [14866.888022051655, 14805.688627359314, 14471.821612775566, 14521.12611140604, 14687.862651358295, 14685.297916404896, 14971.701644292876, 15058.67944164096, 15228.309197646731, 15445.583376254337 … 15394.18539812938, 15141.12967194757, 15253.605676082221, 15201.807957418134, 15408.989289568703, 15452.82451313394, 15756.879148035216, 15835.297796151357, 16076.532503903272, 16239.378131201327], [14866.888022051655, 14790.772619262116, 14442.676994288273, 14477.28233576374, 14628.762819939386, 14611.473214218971, 14881.42972441742, 14952.803677781505, 15106.006875891238, 15306.10037257208 … 15224.444362476093, 14959.093152948022, 15055.03438992202, 14988.795266012967, 15177.767226321937, 15205.610315120606, 15489.180356367642, 15550.584470953008, 15771.576743021578, 15915.283311281517], [15944.236265986638, 16223.742332742833, 16532.040249132082, 16170.004152243748, 15745.413793636937, 15868.170203093798, 15330.428671026672, 15948.067682791865, 16237.167095828627, 16067.308941145719 … 16426.047931219306, 16740.582116976504, 16709.869066144453, 16835.811409604135, 16422.723881232956, 16038.312050702847, 16156.755974419288, 16802.26079553622, 16996.783182476538, 16254.71565644277], [15944.236265986638, 16207.397704803378, 16498.746582393374, 16121.18190328408, 15682.058673636619, 15788.399064220945, 15237.993805469869, 15835.938737186634, 16106.762386495622, 15922.211377809446 … 16244.929261057368, 16539.31593931169, 16492.34015773455, 16599.90252887135, 16176.290060779747, 15781.731226418464, 15882.263544098247, 16500.16180102852, 16674.371185567754, 15930.314740289361], [15944.236265986638, 15955.198320777621, 15959.021378013527, 15919.001220034956, 15911.464890623974, 15952.66823799256, 15998.60818604756, 16068.918543698166, 16127.629569921624, 16221.903467623373 … 16357.471133735307, 16385.409183575954, 16380.288132078025, 16376.337309503137, 16344.911768058511, 16360.89748344396, 16406.13314156445, 16463.671585315937, 16483.874028954968, 16489.61974427027], [15944.236265986638, 15939.124237812988, 15926.881706731067, 15870.936826641095, 15847.44162767653, 15872.472317661599, 15902.144530105039, 15955.93991022614, 15998.1045835811, 16075.409821770781 … 16177.108612491009, 16188.413126162399, 16167.049704972098, 16146.866729725583, 16099.645569765049, 16099.155939255063, 16127.403960698643, 16167.660310859928, 16171.1914062839, 16160.530766946793], [3173.2320350842047, 3171.3149518192704, 3175.850179943417, 3174.823582047954, 3174.57158734059, 3179.2276997043937, 3187.7021598076317, 3182.27846715603, 3150.744431793927, 3181.7346631645555 … 3224.311721226385, 3240.2817998263845, 3250.534180690302, 3256.7673623168484, 3252.409995331262, 3255.7784233187963, 3263.401778465545, 3274.5135694052974, 3281.9059951443137, 3288.893926070683], [3173.2320350842047, 3168.12000691056, 3169.4543754383767, 3165.237806690933, 3161.7980034575803, 3163.2453519544233, 3168.4819000940915, 3159.9042500256614, 3125.4400231254763, 3153.0016657162064 … 3188.75946583414, 3201.325022346909, 3208.218759230348, 3211.132475790808, 3203.6054348560265, 3203.692498758802, 3207.958774517035, 3215.6389174250176, 3219.651517093898, 3223.256345857097], [34195.564496956766, 33316.60150423536, 33081.35378145896, 32916.80834988196, 32351.683676831424, 32488.99664392109, 34742.6419754771, 33567.12143746159, 33108.22943923296, 33315.007224631554 … 32499.29281531485, 32605.13991064592, 32026.59603907452, 31980.032306765832, 31397.82277094411, 31566.61108614618, 31619.718060347474, 31442.659552086447, 31101.770710434983, 32141.158718320065], [34195.564496956766, 33283.036655594005, 33014.73166153511, 32817.42231404145, 32221.50959386217, 32325.67067564926, 34533.1611116992, 33331.11504417, 32842.32905087879, 33014.15246491219 … 32140.945590190393, 32213.139690092747, 31609.674132093303, 31531.917663299133, 30926.677699315802, 31061.60862287302, 31082.520291798333, 30877.331114983783, 30511.801191232706, 31499.706628057167], [33097.63671130043, 32378.949947983405, 32210.441682008543, 31998.862922602224, 31186.152595611937, 31294.283611533898, 33238.7688586709, 32286.515941322956, 31769.073409914785, 32012.57702502442 … 31466.881322010802, 31623.406014494914, 31324.057386293684, 31432.780923663704, 30788.330287672376, 30549.08840091416, 30866.22299032479, 31204.116032344846, 31237.810596659594, 31738.254462618137], [33097.63671130043, 32346.32973748464, 32145.57348094529, 31902.248448213417, 31060.668282151648, 31136.96360475605, 33038.35560235198, 32059.513331240447, 31513.928115212333, 31723.484001453347 … 31119.917784399644, 31243.208838028404, 30916.281120469146, 30992.334545071546, 30326.331053377493, 30060.364259728733, 30341.826596837116, 30643.076527448196, 30645.260536721747, 31104.843270297362], [29576.1477768849, 29605.974349916607, 29598.48717629355, 29533.271743793215, 29507.022896228234, 29570.51845917554, 29651.272966496494, 29831.019142874826, 29993.24726268078, 30148.305638370504 … 30360.615675900757, 30377.010893260907, 30362.55715141906, 30327.197911232768, 30276.934500885505, 30283.052898641607, 30363.935983634532, 30450.365893734972, 30470.372642360195, 30460.5476335904], [34346.71094688273, 34381.34847608991, 34337.6977489476, 34144.533443720626, 34133.97780502115, 34250.58668106632, 34316.1456243924, 34631.48860484354, 34955.34662461725, 35034.810141256705 … 35229.16798412023, 35293.9014041599, 35177.94780435882, 35180.76710321812, 35087.46823808329, 35167.43190264369, 35286.48315781733, 35487.48089939955, 35582.81783086957, 35641.91413013709], [28335.32931213965, 28363.904560528415, 28327.89360943022, 28168.537034984958, 28159.82885040472, 28256.02877209644, 28310.11355044314, 28570.265016217352, 28837.441214103004, 28902.99697912987 … 29063.338197549645, 29116.741936183076, 29021.082603900195, 29023.408467408095, 28946.43882475053, 29012.40720151384, 29110.622035696524, 29276.441033839787, 29355.092039258903, 29403.845269326946], [978.0617717704334, 979.0481149238866, 975.0476021837654, 969.0544623398886, 968.2085147140399, 967.536793191839, 965.2369620863507, 976.8687837678432, 988.0023979143425, 988.0940020636501 … 990.3951072109838, 992.494596162937, 989.550164252602, 990.8218664149316, 988.7303191700108, 984.6526060477331, 988.8786848653792, 996.7233200234223, 998.0500652721132, 1000.8381083303934], [0.0019383188997990075, 0.005520097121087586, 0.005197197172589929, 0.005105265915127832, 0.0061190320698054634, 0.006309794340298103, 0.0028480755259372437, 0.00685178363862482, 0.004781820547621329, 0.00018414295375790424 … 0.00031631978901813795, 0.0022272893185713016, 0.0016202458795202546, 0.0019430472825245904, 0.0024049878705258987, 0.0047246955530986234, 0.0015998634926353006, 0.006647094482979954, 0.007681061882070184, 0.006073362661699111], [2.3548476e6, 2.3481433177803312e6, 2.341418407985875e6, 2.35653403221599e6, 2.348429025498789e6, 2.357427289604897e6, 2.40847446339157e6, 2.3822878785096346e6, 2.3844204798930027e6, 2.365846405557099e6 … 2.350317073813967e6, 2.3810295849561957e6, 2.368225136235816e6, 2.3646311118460475e6, 2.343413683582957e6, 2.3375877765111667e6, 2.3437679942443725e6, 2.3462204128091605e6, 2.333977368586387e6, 2.367812516274818e6], [0.0016459319014481277, 0.0013707217613104104, 0.0011068127866682746, 0.0017770153824584402, 0.0014475803347245289, 0.0018620856628627084, 0.003919449942734016, 0.0027170791977117028, 0.002713709535841248, 0.0017508301418900703 … 0.0008801687718815064, 0.0021514265855204413, 0.001500381583631932, 0.001284621467243411, 0.00036213995327654, 0.00019922171198301326, 0.0004812347368734719, 0.0007010647864669194, 0.0003121663957909551, 0.0018543293023790446], [518.0834390395164 258.24326637797435 … 136.99722836422484 504.90462950861706; 518.6059091613046 258.5036962251161 … 137.13538556670355 505.41380923410765; … ; 549.3496231629182 259.6351681133864 … 140.65460723048056 524.1209591822778; 547.2353742381588 269.20703716100036 … 140.89677844371784 525.9559631321567], [518.0834390395164 258.24326637797435 … 136.99722836422484 504.90462950861706; 518.0834390395163 258.2432663779743 … 136.9972283642248 504.90462950861695; … ; 538.9290096207242 254.71014835403042 … 137.98652984755824 514.1789081919515; 536.3140108315931 263.834380306474 … 138.0848532783529 515.4592802062527])
BeforeIT.Data{Float64, Vector{Float64}, Matrix{Float64}}([72421.99999999999, 72461.66822400881, 72403.67260994787, 72503.66933215446, 72712.55305233836, 72957.70248863344, 73532.12242131673, 73749.24872140557, 74151.09726838874, 74448.34708668212 … 74703.69191995163, 74894.45312178989, 75233.63939140215, 75361.31813189153, 75548.55638163532, 75626.0007870408, 75924.75252691313, 76198.67045140777, 76535.69838657463, 76928.63591992702], [72421.99999999999, 72388.66663271685, 72257.8597695359, 72284.75830644958, 72419.97817405686, 72590.93562499504, 73088.76026909122, 73230.7266243845, 73555.57144612282, 73776.03327257212 … 73879.98597477184, 73994.0232440942, 74254.24862611463, 74305.33076196112, 74414.90038683712, 74416.13645979973, 74634.84198573335, 74828.6440004228, 75083.89264858632, 75393.3448389658], [64900.92049553797, 64966.37094093059, 64896.67445301513, 64979.6651846411, 65174.82922407807, 65429.75984655628, 65949.13186801648, 66135.21452324299, 66502.0047066637, 66769.10532701261 … 66972.31667551612, 67165.08383411526, 67460.23760943934, 67574.48261422625, 67741.17777413143, 67805.36739918479, 68081.82388068747, 68346.1085531864, 68676.00718989965, 69051.6415312075], [64900.92049553797, 64900.92049553796, 64765.97986123299, 64783.471456978026, 64912.58402807281, 65100.836826930296, 65551.49138002844, 65670.22578483463, 65967.91064070645, 66166.13973242595 … 66233.85925808085, 66357.58146643221, 66582.04091081812, 66627.60692336688, 66724.67665278108, 66720.61752006908, 66925.15942853382, 67117.2685224477, 67373.29194195323, 67673.55431958787], [40512.94792630529, 40359.64887607413, 40490.217209359806, 40600.389508225446, 40638.57747275217, 40496.698458622355, 40771.71938622019, 40980.45946719161, 41122.10596546767, 41273.473145376265 … 41578.46472539287, 41493.11247670698, 41764.21324703791, 41812.85528340943, 41968.56168689163, 42052.97188825295, 42107.120765306994, 42085.67621333584, 42066.82704051361, 42170.05304217563], [40512.94792630529, 40318.988501228494, 40408.67447309561, 40477.80436194046, 40475.05925810422, 40293.11684112698, 40525.886182148715, 40692.33078590716, 40791.84415046342, 40900.74860228297 … 41120.00775083747, 40994.25526318469, 41220.527136615405, 41226.9599172651, 41338.79569495029, 41380.208684955374, 41391.74906996105, 41328.98991844005, 41268.861356998015, 41328.45088005366], [14866.888022051655, 14582.12551307391, 14501.43608336645, 14678.637113358724, 14835.63434858899, 14941.699500186947, 14952.62992562028, 15138.928452886887, 15232.962664224371, 15345.1664473697 … 15512.51905458658, 15573.699155695804, 15641.241600071122, 15553.870472631585, 15494.516883151071, 15731.32918452027, 15874.109960155418, 15992.3651627008, 15923.035342646122, 15972.611693163111], [14866.888022051655, 14567.434733894239, 14472.23182467144, 14634.317763234274, 14775.939925390328, 14866.58583739081, 14862.472998729583, 15032.48846788176, 15110.622969326412, 15206.590269575234 … 15341.473235543675, 15386.462004725052, 15437.6240733283, 15335.924566432212, 15262.01142186389, 15479.659470369561, 15604.419495742086, 15704.827819110476, 15620.991269566855, 15653.840822226392], [15944.236265986638, 16296.115125803184, 16035.106236267122, 15844.423417257098, 15834.114485024453, 15972.099451703436, 16289.978700865517, 16066.809588569196, 16289.232238696732, 16414.649998388613 … 16332.052292346283, 16365.614537987218, 16520.540328608076, 16539.4331638851, 16664.679211132196, 16580.792552521547, 16480.255806042078, 16702.548537625862, 16802.344286782085, 16749.981562210865], [15944.236265986638, 16279.697585809821, 16002.813338651054, 15796.58419733999, 15770.40245837051, 15891.805848399032, 16191.758225531745, 15953.845782906901, 16158.40938130967, 16266.415734236956 … 16151.970047085788, 16168.856464690476, 16305.476099809855, 16307.67723179925, 16414.61469112124, 16315.533128277146, 16200.267330899986, 16402.242335957937, 16483.62060147648, 16415.696455095567], [15944.236265986638, 15947.529707915304, 15965.326897568635, 15995.40901109417, 16024.835174664691, 16049.880507434744, 16146.540961101035, 16210.24319823521, 16286.34327808388, 16356.419532187361 … 16443.73087744477, 16447.848067287396, 16508.38322811828, 16550.74105322103, 16589.29887486431, 16624.758053750455, 16665.3210785361, 16710.397000405646, 16756.55842066028, 16843.370573440014], [15944.236265986638, 15931.46335070355, 15933.174527680112, 15947.113918922347, 15960.35574155595, 15969.19588970845, 16049.185344048488, 16096.270928115893, 16155.543622654819, 16208.711124530324 … 16262.417229664125, 16250.101328960818, 16293.477260332667, 16318.826671301562, 16340.365486594226, 16358.795269669323, 16382.18846873632, 16409.949686018244, 16438.70324749418, 16507.221669907613], [3173.2320350842047, 3163.6463389569544, 3173.5369209353994, 3179.616367183647, 3176.7848866191243, 3154.500353664036, 3157.2576806095726, 3180.626867545343, 3190.6349324856765, 3208.9210907922266 … 3252.6637289768287, 3237.0261460230035, 3252.4738767593985, 3260.7575048899016, 3268.2598596569433, 3284.894373643372, 3282.3979240055783, 3275.628550771721, 3270.166905735309, 3279.266966600131], [3173.2320350842047, 3160.4591198011212, 3167.1457750734094, 3170.016120924399, 3164.002397041854, 3138.6423131611714, 3138.2209859744717, 3158.2642626131615, 3165.01015332911, 3179.9425833820287 … 3216.7988556035157, 3198.1085101331864, 3210.1332043553534, 3215.06670718458, 3219.2174614972505, 3232.3426522768495, 3226.6321883053615, 3216.73385180161, 3208.13510648333, 3213.821514907054], [34195.564496956766, 32911.954853022384, 33412.23060722478, 33740.57506447643, 33706.849689574316, 34064.34980087076, 34796.72377998777, 34740.75996482713, 35153.63230072318, 35446.152857208974 … 35895.38386374434, 36664.356340275386, 35966.84557043117, 36977.79483213406, 36725.98506204888, 36258.23532995852, 36429.07669920579, 37610.00449298989, 38810.848976027926, 37955.48415704864], [34195.564496956766, 32878.79766611689, 33344.94213864687, 33638.70182187665, 33571.22279942691, 33893.104348887144, 34586.91682980761, 34496.501860217584, 34871.304775538214, 35126.05255739684 … 35499.59029138971, 36223.55357693074, 35498.629534451116, 36459.64991006312, 36174.88739553409, 35678.17628891582, 35810.17115818224, 36933.78926939335, 38074.64594362076, 37197.99358669027], [33097.63671130043, 31688.176143965076, 32035.31752627028, 32360.35577116289, 32302.622943602055, 32517.144722749876, 33278.92937137713, 33177.708752069375, 33646.83590072318, 34031.09536166122 … 34614.72801611843, 35202.3293888757, 34659.20135474662, 35522.635620168956, 35305.186461588135, 34997.3281682125, 34965.810703797586, 36191.923955244856, 37067.3572593952, 35919.49453467156], [33097.63671130043, 31656.251854332495, 31970.802005529036, 32262.6498379418, 32172.646267235297, 32353.677250808865, 33078.27396712649, 32944.44027252906, 33376.60983051536, 33723.7738909198 … 34233.05535008464, 34779.10406543701, 34208.00821809034, 35024.880863598824, 34775.40881663252, 34437.441112718196, 34371.76506905233, 35541.20534247929, 36364.226523076, 35202.63690510028], [29576.1477768849, 29605.974349916607, 29628.973166869902, 29694.23928244874, 29757.24947006491, 29854.738268844874, 30053.79744961099, 30173.054955538148, 30302.727512183297, 30422.422706272548 … 30527.673473955376, 30571.16773059767, 30680.007931268512, 30746.44408600166, 30842.770086498407, 30890.3381976632, 30958.465585009963, 31067.190488797445, 31213.492428233418, 31412.992667648887], [34346.71094688273, 34381.34847608991, 34293.519717215255, 34316.153182914386, 34444.88748146658, 34598.431339641626, 34909.22058257531, 34972.80050508368, 35203.14966169144, 35343.85236534257 … 35437.93232632498, 35576.13033886494, 35755.70647764996, 35803.49151275894, 35869.276189858734, 35886.15071899144, 36089.942269769126, 36241.33929920094, 36416.332095542384, 36591.1140597163], [28335.32931213965, 28363.904560528415, 28291.447642902775, 28310.11978606815, 28416.322931658564, 28542.99345309436, 28799.388179180816, 28851.840306102116, 29041.873617278503, 29157.95045063902 … 29235.564481287616, 29349.574996054485, 29497.721612973506, 29537.14328301635, 29591.414287078376, 29605.33542615635, 29773.4592593597, 29898.35869128681, 30042.724145063596, 30186.915666643337], [978.0617717704334, 979.0481149238866, 974.1815689299914, 969.2727192782254, 972.6922725463393, 976.5902380698225, 986.1138358303526, 989.3590626212822, 996.1275327892239, 1002.8302553976456 … 1006.7108752356899, 1017.7857646527797, 1024.5232005205987, 1024.547015465669, 1029.1314977745958, 1028.878482530015, 1033.416025908411, 1037.5787651880055, 1046.1826661239857, 1047.5348038421564], [0.0019383188997990075, 0.00532031376748332, 0.003508395157428179, -0.002173410751093896, 0.00124873221328059, 0.0017326755823119377, 0.003910394091785951, 0.0042644302539531775, 0.003414080825884236, 0.0024157349660416383 … 0.0065308662721634825, 0.009314374491735666, 0.007093358124978577, 0.003437639242899637, 0.006784413300605863, 0.009493774317280934, 0.00450448050622132, 0.005760162754481435, 0.002913859110900363, 0.0054910024116752165], [2.3548476e6, 2.3346356574735087e6, 2.3382845073954416e6, 2.344986695752124e6, 2.370361445361568e6, 2.3836531753656375e6, 2.3894953903128807e6, 2.390272341464679e6, 2.376465547824739e6, 2.3848713412799896e6 … 2.4197408595261434e6, 2.4382816869466263e6, 2.4156279003081876e6, 2.4223055971879037e6, 2.4067629268347896e6, 2.405483764471237e6, 2.3875524645268195e6, 2.4114540864818017e6, 2.4360819858609927e6, 2.4209727194460407e6], [0.0016459319014481277, 0.0008019339642616251, 0.0009768037886319692, 0.0011365399490531629, 0.002145392288573348, 0.0025778739579761334, 0.0027178369738821043, 0.002646469260962186, 0.0019607384484617565, 0.0022189239642108494 … 0.003477397764137643, 0.004187366834419106, 0.0031262911061419275, 0.0032456325514865175, 0.0025299128347701285, 0.0025082019083506654, 0.0016926722362163586, 0.002684217188771527, 0.00355690194409777, 0.002809525074570141], [518.0834390395164 258.24326637797435 … 136.99722836422484 504.90462950861706; 518.6059091613046 258.503696225116 … 137.13538556670355 505.41380923410765; … ; 532.5405003923762 270.09327984277434 … 143.58779941235485 529.0243588189871; 541.9958367593276 270.3656600390525 … 144.29862790399537 530.5299298174172], [518.0834390395164 258.24326637797435 … 136.99722836422484 504.90462950861706; 518.0834390395163 258.2432663779743 … 136.9972283642248 504.90462950861695; … ; 522.4387391165362 264.9698801517274 … 140.86408230404464 518.989295236112; 531.1790405930628 264.96988015172735 … 141.41881086620828 519.9419626749943])
BeforeIT.Data{Float64, Vector{Float64}, Matrix{Float64}}([72421.99999999999, 72482.15183862255, 72791.88361571028, 73071.67597796585, 73478.0083628231, 73756.91071931562, 73989.59912952672, 74301.71222960473, 74746.95941646551, 75100.62690154239 … 75624.33938490193, 76038.6651814608, 76419.68105568993, 76637.48723577338, 76769.36194425862, 76890.70053577532, 76928.18783917025, 77446.75313088878, 77488.47778387615, 77863.60637834392], [72421.99999999999, 72409.12961108939, 72645.28896206457, 72851.04996433537, 73182.35350749633, 73386.12614286267, 73543.47862011929, 73779.30582810861, 74146.64807775016, 74422.42260433362 … 74790.48209685255, 75124.47884141028, 75424.85041187698, 75563.61776811718, 75617.38695554654, 75660.6035492008, 75621.22960611663, 76054.28657335376, 76018.59877256303, 76309.65577237472], [64900.92049553797, 64966.37094093059, 65249.41186723957, 65506.18515329191, 65898.96185312294, 66161.63787036868, 66362.22516971633, 66656.43161229855, 67064.53791725982, 67389.03162939963 … 67864.07046636862, 68256.33648939208, 68601.6744503224, 68808.27956213563, 68925.07795999036, 69028.97422917477, 69063.3303372268, 69551.16611799425, 69583.28155984564, 69932.90076909482], [64900.92049553797, 64900.92049553796, 65118.00690204098, 65308.401698826354, 65633.80295092918, 65829.03561471624, 65962.09393442879, 66187.77825922983, 66525.92600780244, 66780.46772359207 … 67115.78029662497, 67435.7143717946, 67708.6185383208, 67844.11550602033, 67890.81163428364, 67924.64909500419, 67889.99074972673, 68300.65955778777, 68263.35622348306, 68537.22596565363], [40512.94792630529, 40449.00299787711, 40554.46836954785, 40608.65734882798, 40618.55590122517, 40722.08444915478, 40946.83086481821, 41007.135573770414, 41185.73672089097, 41324.36573374921 … 41634.7727482716, 41687.38221300042, 41867.640165959696, 41910.74707762248, 42086.87096413679, 42242.653404671175, 42275.76376526459, 42424.219068164115, 42486.134413414424, 42604.09372587362], [40512.94792630529, 40408.252603118344, 40472.79623868494, 40486.04723937229, 40455.118247754086, 40517.36979004693, 40699.94182556223, 40718.81933598896, 40854.963871534645, 40951.18159965697 … 41175.69490409068, 41186.18936222326, 41322.60764494098, 41323.48001972865, 41455.32966333693, 41566.855677560816, 41557.526938639276, 41661.44588667081, 41680.2148879297, 41753.82926547353], [14866.888022051655, 14908.154126621286, 15173.213884157516, 15442.455773330643, 15406.09810269914, 15202.750146698776, 15211.92246154248, 15287.93415408976, 15435.614368757073, 15419.860302912772 … 15557.229589769931, 15622.671875547845, 15571.93182197952, 15234.765828988679, 15133.744037318565, 14831.287631770141, 15168.321477670295, 15020.59864440975, 15223.834905330987, 15336.291890699755], [14866.888022051655, 14893.134889538565, 15142.656740647004, 15395.83021818443, 15344.10829367753, 15126.324151912884, 15120.202129530267, 15180.446527922168, 15311.647127842585, 15280.609594213594 … 15385.690778577677, 15434.845942653903, 15369.216569234788, 15021.291321136992, 14906.65221090448, 14594.016777222849, 14910.621885444174, 14750.533335782162, 14935.053966034948, 15030.220271552378], [15944.236265986638, 15961.21587744464, 16126.372591242714, 15963.948480095652, 16167.00642723959, 16350.315457478042, 16211.581457772641, 16215.939185009815, 16253.974949093132, 16576.775438603894 … 16343.228827319945, 16565.932742614394, 16789.421111464915, 17157.20075148927, 17034.81306472648, 17029.098828174312, 16567.225186504034, 17252.25811461309, 16822.07074528345, 17006.64567504531], [15944.236265986638, 15945.1357320856, 16093.895893468813, 15915.748377007416, 16101.954936966404, 16268.12051828327, 16113.833678850626, 16101.926867092525, 16123.435251728657, 16427.077083208533 … 16163.023346138047, 16366.7663134385, 16570.85659532419, 16916.78845847143, 16779.194441737196, 16756.667402700827, 16285.759160011605, 16942.06831974896, 16502.9728687671, 16667.238234503362], [15944.236265986638, 15953.606513702352, 15993.751431219558, 16020.178089115941, 16079.82691353998, 16151.486550977608, 16209.103229896446, 16279.1507444573, 16357.23764683501, 16419.3524433172 … 16554.340869479394, 16641.789490861964, 16721.089221834667, 16779.164492377196, 16820.47185630247, 16864.372662442456, 16901.552275362443, 16983.368402854914, 17028.455068908013, 17092.212665598974], [15944.236265986638, 15937.534034405599, 15961.54181752226, 15971.808211428723, 16015.126209128914, 16070.29114784209, 16111.370393456826, 16164.693993668776, 16225.868621176722, 16271.07571323028 … 16371.807601815242, 16441.71106246984, 16503.414249549853, 16544.049366724445, 16568.069564736314, 16594.576525224442, 16614.406256222457, 16678.013154516648, 16705.442287953792, 16751.097535380082], [3173.2320350842047, 3169.723144744004, 3165.890881867717, 3153.9186589597816, 3145.505188530519, 3157.734628794314, 3171.4380147057013, 3188.0346415338636, 3191.0268164118893, 3194.7561678848897 … 3225.425700914501, 3238.947291822922, 3243.6274936521404, 3262.523336953101, 3279.294737337784, 3297.1727351615637, 3303.4217756853436, 3294.5438443317153, 3312.8326021068415, 3304.783847443953], [3173.2320350842047, 3166.529803503171, 3159.5151342670906, 3144.396002037966, 3132.848559667478, 3141.860329213859, 3152.315819703713, 3165.6199534337866, 3165.3988899384676, 3165.905578336129 … 3189.8611624386003, 3200.006558667481, 3201.4019833749235, 3216.807795832966, 3230.086753549014, 3244.4245846378153, 3247.2988588683447, 3235.309054749108, 3249.9914772184097, 3238.8291466383107], [34195.564496956766, 34677.45185344733, 34720.16871600325, 35518.98391414072, 35751.660010038235, 36564.6742556934, 37353.850798498286, 38047.88138911161, 38827.20572871188, 39309.49171797632 … 38519.685472516474, 38360.62539353916, 39601.5234180842, 41138.70091536334, 40159.32382121005, 39635.33476446598, 39736.32070041473, 38592.07942964128, 38567.758135558564, 38084.04164424349], [34195.564496956766, 34642.516014550834, 34650.24620741246, 35411.74110460742, 35607.80537783654, 36380.85938160484, 37128.625643306084, 37780.371311556264, 38515.37482573535, 38954.50312062196 … 38094.95554130806, 37899.428979229684, 39085.991182228834, 40562.25202010983, 39556.706638599775, 39001.24890602126, 39061.22730553016, 37898.206829189, 37836.16629354321, 37323.98540817265], [33097.63671130043, 33513.673016767956, 33782.33994524088, 34462.369538429055, 34465.31207837938, 35082.91358970959, 35734.58645310508, 36257.17807237696, 36955.57235098755, 37529.866291700055 … 36430.57725297578, 36197.947043241395, 37410.83546179884, 38803.927337690155, 37645.38994313299, 36847.67409330668, 36819.443290683645, 35842.402125939494, 35611.320415711336, 35167.466557518586], [33097.63671130043, 33479.90962820379, 33714.30611814869, 34358.316974836285, 34326.63334873828, 34906.54769898533, 35519.12465713005, 36002.258214451445, 36658.77299909136, 37190.94879336733 … 36028.88247326174, 35762.751756135345, 36923.82157985232, 38260.19405132979, 37080.49599903189, 36258.1852143054, 36193.90568350877, 35197.96779803749, 34935.80924371227, 34465.61740732746], [29576.1477768849, 29605.974349916607, 29695.76995929123, 29761.72976325638, 29914.078534891403, 30078.450319230524, 30211.607513813033, 30346.323448272527, 30525.446780515882, 30657.794529094703 … 30918.679190710583, 31060.256414011707, 31223.039807125293, 31334.672037633347, 31450.268249212535, 31503.13365216886, 31595.867551963267, 31774.71768858057, 31827.385167532735, 31970.838398834105], [34346.71094688273, 34381.34847608991, 34567.429250786336, 34750.562543226675, 34983.80433527335, 35079.74726009231, 35143.09941026389, 35295.59565250934, 35516.76368422129, 35701.16442912376 … 35910.21746536272, 36156.87703762376, 36335.874526916, 36426.4405856615, 36424.970510160936, 36473.340075725806, 36419.60779131127, 36726.142868206305, 36707.892574917234, 36914.627058801314], [28335.32931213965, 28363.904560528415, 28517.417368140043, 28668.498563580808, 28860.918239433235, 28940.06917688746, 28992.33339632087, 29118.13965618579, 29300.598728367917, 29452.725545992344 … 29625.189996364155, 29828.679064613418, 29976.348307615623, 30051.063441272086, 30049.85065925385, 30089.75455488698, 30045.426526624415, 30298.311653324774, 30283.255537145596, 30453.80722956499], [978.0617717704334, 979.0481149238866, 986.2126571622056, 993.8928468088934, 1001.0789829579805, 1003.4402910455184, 1007.5182456394581, 1014.5125115167438, 1022.3274525229363, 1030.0726711808745 … 1035.1738102952918, 1039.2030377566855, 1042.7601162810402, 1047.166938841091, 1049.8392006171473, 1052.50050128, 1047.8549939521893, 1050.3055612074158, 1048.003817395754, 1047.4353114592134], [0.0019383188997990075, 0.001741982695802946, 0.0012682937639414416, 0.003699202914144273, 0.002435559201481974, -0.002102063822017941, 0.0039994454105314325, 0.010784614341893262, 0.0048004567129043, 0.005465577219392559 … 0.0029698495631613753, 0.0027570976054880347, 0.006013334738770526, 0.0015658588085054603, 0.0018076431572731089, 0.003880629710983463, 0.00722630764745702, 0.009828499476797203, 0.008101783101765347, 0.008231540075331223], [2.3548476e6, 2.3739545763671505e6, 2.373823291825614e6, 2.4023119903563336e6, 2.393805154287392e6, 2.4069522447768673e6, 2.4092065011184155e6, 2.4145269007563586e6, 2.425571902249948e6, 2.4515953144198554e6 … 2.426810766052506e6, 2.4366359178440664e6, 2.440258692478552e6, 2.47858136078899e6, 2.4788442278226055e6, 2.483829495614512e6, 2.482913614861941e6, 2.4493606539363624e6, 2.460672911691317e6, 2.438828140680537e6], [0.0016459319014481277, 0.002362135168112694, 0.0022109242235154648, 0.003312567904508525, 0.002774916686297215, 0.0030614482078212255, 0.0030186990065090105, 0.0032599152356682323, 0.003578671733844537, 0.0044944370613553076 … 0.0030542868071290444, 0.0032896569334927043, 0.003330348411045113, 0.0046644039979077895, 0.004370996976559616, 0.00433426535219639, 0.0041429466444003965, 0.002732584905145885, 0.0031704737748597654, 0.002251455178068483], [518.0834390395164 258.24326637797435 … 136.99722836422484 504.90462950861706; 518.6059091613046 258.5036962251161 … 137.13538556670355 505.41380923410765; … ; 552.4507869500352 288.81820222758273 … 146.51027659898403 530.0242331298616; 561.912542592602 289.77690700808864 … 146.69949723396363 531.683675515201], [518.0834390395164 258.24326637797435 … 136.99722836422484 504.90462950861706; 518.0834390395163 258.2432663779743 … 136.9972283642248 504.90462950861695; … ; 541.9713474288941 283.33960946539634 … 143.73112301804508 519.9702029301982; 550.6982619205686 283.9937302303133 … 143.77176522635017 521.0726826755401])
BeforeIT.Data{Float64, Vector{Float64}, Matrix{Float64}}([72421.99999999999, 72489.22579204952, 72527.1278343526, 72504.48157951208, 72811.1001158258, 73072.25048035703, 73552.03649126377, 73779.27867111871, 74275.4350645291, 74442.54307348262 … 74726.08960145077, 75241.7682754494, 75783.7197176668, 76313.05595875713, 76481.35439874424, 76788.55753523215, 77234.52648351538, 78505.99915219407, 79143.18406308976, 79768.67857654924], [72421.99999999999, 72416.19643785381, 72381.06636902588, 72285.56810138088, 72518.12871185673, 72704.90777062924, 73108.55426709374, 73260.54543713332, 73678.91065463565, 73770.28167313883 … 73902.13669252816, 74337.16274884703, 74797.1680121932, 75243.73252797313, 75333.70115350705, 75560.094631796, 75922.36376268526, 77094.48770767306, 77641.91692673948, 78176.70779357555], [64900.92049553797, 64966.37094093059, 65004.78827791556, 64980.09078653339, 65255.50486226994, 65502.466821777314, 65952.93399847954, 66168.39256681105, 66606.25230494852, 66752.02720665633 … 67032.18045650059, 67526.17151119982, 68030.39393182882, 68515.84675336465, 68654.56071341244, 68987.25949735711, 69498.05420824468, 70644.59075114311, 71206.71532394596, 71776.97878584762], [64900.92049553797, 64900.92049553796, 64873.87595706908, 64783.89577384638, 64992.935050169865, 65173.17829572274, 65555.27058553432, 65703.17055756913, 66071.32100071711, 66149.21583787439 … 66293.06296255525, 66714.3279123664, 67144.77494390467, 67555.78036114763, 67624.35367769116, 67883.60171522804, 68317.32895421269, 69374.424784012, 69855.99507091608, 70344.50108712865], [40512.94792630529, 40515.47565533346, 40547.63889429486, 40538.214121544945, 40667.1994210154, 40696.28289438416, 40783.50373410481, 40811.814813642086, 41140.45965201184, 41288.68575752061 … 41270.125067620575, 41299.04143987616, 41451.40795239979, 41700.85344022322, 41901.29252608875, 41673.32923069071, 41377.7983286486, 41813.05247500098, 42192.11039651064, 42475.58038769295], [40512.94792630529, 40474.658292619206, 40465.98051722573, 40415.81670200258, 40503.56603969165, 40491.697942696, 40537.59947627252, 40524.871852631855, 40810.050434006575, 40915.82383529554 … 40815.06794122161, 40802.51747471461, 40911.79393817528, 41116.52748043706, 41272.53595234275, 41006.63954845389, 40674.817331562146, 41061.267863172696, 41391.768212892355, 41627.88071190883], [14866.888022051655, 14756.12743830435, 14842.755525822398, 14938.64569312402, 15129.359598903198, 15265.05679507645, 15477.935764939119, 15586.623125648986, 15725.858393625656, 15731.233425493529 … 15825.921015420314, 16095.52591832194, 16312.841774536486, 16114.938610979185, 16151.023283428503, 16074.613763578775, 16359.552517252114, 16435.665428856762, 16580.116924758222, 16613.695735067893], [14866.888022051655, 14741.261360684239, 14812.86388821966, 14893.541296595577, 15068.48330784608, 15188.317577515902, 15384.61150491802, 15477.035453249535, 15599.560131082028, 15589.170828285947 … 15651.419529706469, 15902.015026260156, 16100.48136343834, 15889.130835024354, 15908.666509926607, 15817.452184699545, 16081.614709901365, 16140.157695668435, 16265.608670501648, 16282.130530787092], [15944.236265986638, 16067.803797934917, 16238.525988413356, 15910.991573235167, 15850.07297483387, 15947.717758907716, 16189.709207322478, 16174.782816391282, 16311.80086370013, 16466.691009495655 … 16331.99961466167, 16460.35142321114, 16528.561663717108, 16957.02051052494, 16761.90031395195, 16864.82826180244, 17906.939985555204, 17477.13541282071, 17305.060176510207, 17386.35694345031], [15944.236265986638, 16051.61627045235, 16205.82342633156, 15862.9513634449, 15786.296735701942, 15867.546725211361, 16092.093307200135, 16061.05986395147, 16180.796752097605, 16317.986783390108 … 16151.917950241675, 16262.454361399086, 16313.39301325877, 16719.413208335533, 16510.376927070472, 16595.024835908673, 17602.713104612227, 17162.9023998147, 16976.800472997973, 17039.37147534121], [15944.236265986638, 15954.3026408048, 15968.448108122102, 15976.849163864363, 16021.521115022322, 16069.035162470256, 16124.366300089578, 16194.332345933743, 16276.612413855008, 16327.896821466638 … 16406.1429624517, 16475.974747379965, 16575.66448942512, 16693.826822493622, 16782.647255600787, 16821.49797318988, 18082.727400843392, 17174.579213963705, 17351.456966727375, 17477.058987791464], [15944.236265986638, 15938.229460193994, 15936.289452467125, 15928.610109617697, 15957.055016758215, 15988.254252063265, 16027.14438522197, 16080.471943103184, 16145.890909405989, 16180.445991219853 … 16225.243770613708, 16277.889851792721, 16359.882654852723, 16459.90747610562, 16530.81254715474, 16552.387745005042, 17775.514009804036, 16865.786059591548, 17022.31716245587, 17128.26334798184], [3173.2320350842047, 3170.4192718464506, 3175.130744823774, 3178.792159500445, 3171.3931372841143, 3176.031551770017, 3159.7947569005682, 3181.8678608324403, 3195.261516886095, 3207.0149566350274 … 3221.1742646005882, 3195.617292178717, 3193.7904925913745, 3209.925278332165, 3253.5172835812787, 3232.3720156608183, 2798.3444955689456, 3290.0307538973802, 3328.2841957711507, 3336.401521566588], [3173.2320350842047, 3167.2252292915646, 3168.7363891800173, 3169.194401779384, 3158.6323425908663, 3160.0652714277735, 3140.7427649563806, 3159.496530625735, 3169.599580484649, 3178.0536627745805 … 3185.656603772617, 3157.1975004903056, 3152.2137598956374, 3164.9467583651312, 3204.6961075143563, 3180.660546676369, 2750.80250244351, 3230.8771081619834, 3265.1499695873395, 3269.815816031721], [34195.564496956766, 34535.21059237817, 33079.810238115315, 33043.74194334459, 33732.66936708332, 34362.45442640662, 34504.99258612489, 35424.149258538804, 34832.413835638254, 33900.469615483846 … 33781.44625864255, 33360.79558893272, 33378.44816120797, 33539.745324246986, 34582.81677404454, 34657.91116962249, 34109.58871497692, 35352.80726713205, 36119.76952416749, 36893.37908279682], [34195.564496956766, 34500.41805460427, 33013.19122671384, 32943.97265568541, 33596.93858581003, 34189.71036776727, 34296.94463005134, 35175.08632600486, 34552.666095481465, 33594.32777460767 … 33408.96161424484, 32959.710383822654, 32943.9278568183, 33069.77547325421, 34063.87876343792, 34103.454105326935, 33530.089716634626, 34717.17569002461, 35434.613580530466, 36157.085306429086], [33097.63671130043, 33385.391691901794, 32181.60281229327, 31927.111751736556, 32568.201246010532, 33199.26139441785, 33404.10480122794, 34218.09134310226, 33735.09768044692, 32944.53673451103 … 32483.40235489433, 31973.946094892704, 31887.539834195093, 31999.501927217418, 32915.6784987692, 32482.12489046234, 32519.353062917697, 32572.661431616616, 33053.872958856904, 33600.33357245888], [33097.63671130043, 33351.7575405064, 32116.792689464924, 31830.71391634762, 32437.155957193263, 33032.364842561125, 33202.694651348385, 33977.50805870425, 33464.16275803224, 32647.02754844042 … 32125.23034288656, 31589.534497349698, 31472.428159497973, 31551.114469078108, 32421.756999270692, 31962.476042593207, 31966.87110002536, 31987.015941007612, 32426.874010183314, 32929.76023089099], [29576.1477768849, 29605.974349916607, 29643.154986121368, 29626.89577509389, 29718.03215616841, 29818.311300996338, 29965.859036286878, 30089.67483438978, 30241.58609628444, 30329.389467113462 … 30483.57746931957, 30654.110263499853, 30862.775468579533, 31090.236838413326, 31217.781994274766, 31366.062929528533, 31623.97763306567, 32070.058876831336, 32349.875319132574, 32615.64130284327], [34346.71094688273, 34381.34847608991, 34381.642169073886, 34377.64839478036, 34560.24084033862, 34700.97206356161, 34992.34099994272, 35079.796623903174, 35354.251662179726, 35412.21295376933 … 35538.443004603556, 35857.11574589351, 36149.30137731285, 36402.010258061746, 36414.22115372616, 36591.367750572994, 36840.10319276119, 37521.602990188476, 37797.893723799025, 38094.26796883437], [28335.32931213965, 28363.904560528415, 28364.146851192883, 28360.852069634882, 28511.487077534297, 28627.587438954364, 28867.9608120105, 28940.109901014992, 29166.529656402017, 29214.346528506256 … 29318.48372129329, 29581.382171197783, 29822.429300844233, 30030.908924037154, 30040.982661530747, 30187.124956376465, 30392.326574572246, 30954.54987496693, 31182.48404120645, 31426.986690840084], [978.0617717704334, 979.0481149238866, 979.9911227204469, 975.5466166592817, 977.2318657626798, 983.1834572192182, 994.733962249815, 998.9211085181868, 1010.4145464844137, 1010.4247857735838 … 1010.1599825776572, 1014.9455018065498, 1018.3170859362685, 1023.599656889492, 1022.5575654117555, 1029.8288172556092, 1033.9733824176924, 1052.9288841231596, 1058.9462810143978, 1067.069514170008], [0.0019383188997990075, 0.00367657095089835, 0.0032271068259732694, 0.008113363366272441, 0.009197701802914349, 0.006041314079255233, 0.005630238759263495, -0.0005881761691338694, -0.00049398804009404, 0.006344988918712158 … 0.005601263521212152, 0.00211908508115477, 0.0029669139927652743, 0.0008429651031836016, -0.0004920481574983704, 0.002917264211613535, 0.007802939838487122, 0.005222169671522003, 0.006668489573066427, 0.00587580004443411], [2.3548476e6, 2.3461866208994053e6, 2.3317871183582814e6, 2.331617911944536e6, 2.3483912194698364e6, 2.3738374172858847e6, 2.374628157428562e6, 2.3907966705765147e6, 2.380796981673961e6, 2.3587667946758023e6 … 2.3609790681354823e6, 2.345941157772047e6, 2.3452593875624244e6, 2.3522224274603636e6, 2.36727895943707e6, 2.3906673339752383e6, 2.3961551243822672e6, 2.401688649454981e6, 2.414712899172423e6, 2.4194600629898007e6], [0.0016459319014481277, 0.0012466869418305136, 0.0006247716379765299, 0.0007575660699673265, 0.0016201367143607553, 0.002704616733439397, 0.0026663526785093714, 0.003125175790211682, 0.002471075283945194, 0.0015235866633977638 … 0.0015939274968390926, 0.0008980637341306218, 0.0008710770384518618, 0.0011179620019161273, 0.001653504276874179, 0.0025698175100661996, 0.002784413741267725, 0.0029252593971660548, 0.003395123439117592, 0.0034719788686598694], [518.0834390395164 258.24326637797435 … 136.99722836422484 504.90462950861706; 518.6059091613046 258.5036962251161 … 137.13538556670355 505.41380923410765; … ; 582.7884051330489 284.28765010431056 … 146.71281361456937 534.7712899782745; 588.473116462272 288.6802625492379 … 147.77087011783362 538.4672862062782], [518.0834390395164 258.24326637797435 … 136.99722836422484 504.90462950861706; 518.0834390395163 258.2432663779743 … 136.9972283642248 504.90462950861695; … ; 571.7334913027571 278.89499738981146 … 143.9298181087846 524.6272128525907; 576.72875733923 282.91897187976053 … 144.82175635538783 527.7209105294514])Now, apply a shock to the model and simulate it again A shock is simply a function that takes the model and changes some of its parameters for a specific time period.
In this case, let's define an interest rate shock that sets the interest rate for a number of epochs.
We do this by first defining a "struct" with some useful attributes
struct CustomShock
rate::Float64 # target rate for the first 10 epochs
final_time::Int # number of epochs for the shock
endand then by making the struct a callable function that changes the interest rate in the model, this is done in Julia using the syntax below
function (s::CustomShock)(model::Bit.Model)
if model.agg.t <= s.final_time
model.cb.r_bar = s.rate
end
endNow we define a specific shock with a rate of 0.01 for the first 10 epochs, and run a shocked simulation
custom_shock = CustomShock(0.0, 10)
data_vec_shocked = Bit.run_n_sims(model, 4; shock = custom_shock)4-element Vector{BeforeIT.Data}:
BeforeIT.Data{Float64, Vector{Float64}, Matrix{Float64}}([72421.99999999999, 72483.96199849734, 72638.90416427345, 72983.90793393477, 73339.9707751539, 73466.50424793341, 73644.08902067732, 73997.01400813811, 74286.68428876005, 74504.70297770413 … 75757.1292253975, 76283.18407295409, 76689.50828159071, 77112.71597852578, 77385.91938281682, 77648.1462254805, 77725.90037803634, 77846.31417350969, 77830.78783281097, 77826.76774726383], [72421.99999999999, 72410.93794731655, 72492.61759400975, 72763.54691920342, 73044.87134428567, 73097.17957861962, 73200.05176550549, 73476.74990318726, 73690.06953356075, 73831.88023565148 … 74921.80775561502, 75366.05796758844, 75691.16502964846, 76032.18745072254, 76224.6925424501, 76405.93162710262, 76405.38954483, 76446.66364289608, 76354.41554184341, 76273.55234244716], [64900.92049553797, 64966.37094093059, 65110.59372328581, 65443.58045572162, 65757.48187374166, 65852.70029294152, 66016.15248010881, 66343.34845984749, 66606.70231683525, 66815.89601846105 … 68009.29156843598, 68489.30006101736, 68852.46796503599, 69233.69514637013, 69502.29645850218, 69723.82513327496, 69792.28167412744, 69893.62722045672, 69861.57533489769, 69851.4433815396], [64900.92049553797, 64900.92049553796, 64979.46832219121, 65245.98602422135, 65492.89224722324, 65521.65110245556, 65618.10789113924, 65876.89635676522, 66071.76739844633, 66212.50787549642 … 67259.40014603552, 67665.87710368374, 67956.14722556705, 68263.57002833231, 68459.36858792295, 68608.38377832246, 68606.55769310406, 68636.9633248794, 68536.3710436429, 68457.39425102437], [40512.94792630529, 40468.54954472598, 40519.94083423112, 40540.33153920662, 40762.91709688059, 40926.38908694004, 40980.312286866894, 41064.3310000884, 41158.73276144096, 41179.14056909067 … 41296.60475482237, 41516.27077484621, 41784.92898436672, 42010.36000412261, 42021.63451173931, 42269.143049094, 42345.260996918914, 42496.956793497135, 42620.17037550399, 42673.555272702], [40512.94792630529, 40427.77945777603, 40438.338237934804, 40417.92772652476, 40598.89857452966, 40720.647364634344, 40733.22137127646, 40775.612628144045, 40828.176787569, 40807.26790648366 … 40841.25565522552, 41017.135137185345, 41240.9731966826, 41421.69713741226, 41391.07212700196, 41592.921540804055, 41625.843459014206, 41732.875812181555, 41811.70832172276, 41821.90454447046], [14866.888022051655, 14878.503402240616, 14906.674262383225, 15076.826109091198, 15241.142941843103, 15347.09956277672, 15516.902025447249, 15783.67152706888, 15921.915023395712, 16013.887394782909 … 16683.171916606843, 16646.860232287436, 16778.897756770904, 16803.035304952813, 16875.590058950373, 16798.42200989493, 16718.74736058588, 16588.33505513698, 16501.063247553466, 16624.104035158343], [14866.888022051655, 14863.51403681442, 14876.653899645496, 15031.304503104646, 15179.816866029629, 15269.947906672014, 15423.342818241645, 15672.69843106032, 15794.042181513756, 15869.27226047248 … 16499.218118086454, 16446.72084014031, 16560.470233556225, 16567.585693688394, 16622.360682343202, 16529.680950838483, 16434.707074144437, 16290.082373447049, 16188.054562577438, 16292.331108874994], [15944.236265986638, 15957.085814798189, 15973.387104414824, 16016.910107039539, 16465.870320795977, 16108.461016848643, 16090.657758635154, 16268.909236533555, 16135.500798864494, 16195.910746717334 … 16515.56994029613, 16786.489247413145, 16633.465363036477, 16811.406783720548, 17039.98599741361, 17127.71219013436, 17073.981775254637, 17296.72017056899, 17243.693396364186, 17008.56677656007], [15944.236265986638, 15941.00983027553, 15941.218502177673, 15968.55009640207, 16399.616286208086, 16027.481908081932, 15993.639089519018, 16154.524492555318, 16005.912596735088, 16049.651830929097 … 16333.464172853703, 16584.67114433655, 16416.93107726918, 16575.839868565086, 16784.289751152184, 16853.7031486613, 16783.906294745124, 16985.730962901973, 16916.597759364806, 16669.120995938705], [15944.236265986638, 15954.647499502536, 15975.827878671316, 16013.389110635642, 16108.150174730948, 16148.691870587018, 16171.5033725903, 16225.396820830229, 16279.9392312188, 16320.891535594088 … 16516.42717465021, 16645.890013108783, 16734.08586643382, 16833.26439202704, 16902.066807842904, 16986.29211112394, 17028.597455774263, 17066.356927927292, 17088.745826420083, 17087.880448641197], [15944.236265986638, 15938.573971463436, 15943.654360989767, 15965.039730976458, 16043.335505476833, 16067.510516635168, 16073.997244602844, 16111.318007413023, 16149.19100827563, 16173.5039673354 … 16334.311955077428, 16445.76228556832, 16516.241703959462, 16597.391200934788, 16648.440130128427, 16714.54550726453, 16739.293024364724, 16759.509573837036, 16764.589390027402, 16746.851777957007], [3173.2320350842047, 3170.764130544186, 3165.217609140934, 3144.437743070819, 3172.1302836500686, 3199.220097156749, 3199.060734379285, 3194.5360062588343, 3200.493455267898, 3201.9098624157646 … 3182.38322237756, 3209.873770052442, 3229.303482028657, 3255.487243184886, 3266.4770977809007, 3286.4303768930968, 3304.7044275447893, 3313.3568861724993, 3334.3609710775245, 3339.088997310222], [3173.2320350842047, 3167.5697405610076, 3158.843217435735, 3134.9437119694885, 3159.366522887008, 3183.137245297383, 3179.7719881063394, 3172.075607845359, 3174.7894998738366, 3172.9946706582955 … 3147.2932835439724, 3171.2825777048865, 3187.264441591501, 3209.870294105558, 3217.461451140818, 3233.8540825553746, 3248.5597193343665, 3253.783844428894, 3271.111474536936, 3272.449656903352], [34195.564496956766, 34474.469965916425, 34822.153023172476, 34542.99544257371, 34549.03790558095, 34884.06573698065, 34772.74877270796, 34382.59797821417, 35226.99557328392, 35803.70131473451 … 35391.994585808956, 36735.35713561042, 36939.79685139223, 36713.06704932376, 34806.51657061047, 34889.11641387067, 34842.08166996712, 34592.17062546923, 35437.364876706786, 35355.50213270856], [34195.564496956766, 34439.738621356824, 34752.02512967562, 34438.69944441368, 34410.02228674155, 34708.69947756049, 34563.0863799056, 34140.8580674516, 34944.078849491714, 35480.37213507973 … 35001.75153887414, 36293.70075447678, 36458.91494536559, 36198.631579290464, 34284.22179678303, 34330.960529402284, 34250.13810838874, 33970.21503919574, 34765.15346749852, 34649.900292273895], [33097.63671130043, 33294.646729184446, 33583.251059928196, 33193.15526397622, 33678.997489946836, 33799.51115561278, 33716.53182297994, 33502.495733766584, 34156.459868224876, 34687.93704762162 … 34130.2119721369, 35401.79331720269, 35447.58067397583, 35225.153163593925, 33357.80775589676, 33436.24743751349, 33254.17142469022, 33127.868471162736, 33971.504063317305, 33834.96046986517], [33097.63671130043, 33261.10399890651, 33515.618175423835, 33092.93485124182, 33543.48266922304, 33629.59707832947, 33513.23789343734, 33266.94371602384, 33882.14088174879, 34374.68389731363 … 33753.881729424946, 34976.16990855047, 34986.12442322515, 34731.56682823375, 32857.25181483044, 32901.33454260361, 32689.205391462787, 32532.24054483061, 33327.09856932028, 33159.704599111064], [29576.1477768849, 29605.974349916607, 29671.233818273442, 29798.164741697077, 29935.597709180955, 29958.560752642326, 30004.579723494655, 30115.177935774824, 30211.23759768575, 30316.869177727145 … 30757.187737170883, 30981.661654243642, 31171.102790448364, 31330.620386969546, 31457.425581183994, 31572.011866288998, 31633.94574128722, 31705.09238073691, 31716.87414047996, 31725.422418467468], [34346.71094688273, 34381.34847608991, 34457.67223172987, 34657.59363070239, 34831.759788412586, 34899.505327681305, 35009.41492251381, 35222.02118854667, 35386.047339110075, 35484.038311381846 … 36215.90294857699, 36466.48762530236, 36632.07046062247, 36847.435449121236, 36986.17403037413, 37095.669859182606, 37103.66618658402, 37136.47197691482, 37094.6342255849, 37073.99540922079], [28335.32931213965, 28363.904560528415, 28426.87008738023, 28591.80112503302, 28735.484618960014, 28791.373293936085, 28882.046446569522, 29057.4422383582, 29192.760435177814, 29273.600969610106 … 29877.37422577151, 30084.101424383633, 30220.70385407447, 30398.3755350938, 30512.832007918216, 30603.163812101506, 30609.760617558568, 30636.82471909091, 30602.3094357077, 30585.282837172716], [978.0617717704334, 979.0481149238866, 981.6876732826049, 987.8220833222433, 990.1243761477969, 994.6342126179449, 1002.1578341006499, 1006.149335526143, 1009.4173800395935, 1014.9885293519402 … 1036.2008826881688, 1041.1507814716488, 1049.2947139650614, 1055.6393102794266, 1058.6968469442886, 1056.1434078033753, 1054.6697462563725, 1052.0628628051127, 1050.0669688329779, 1052.0255538512984], [0.0019383188997990075, 0.00017821680364327186, 0.001215439101462934, 0.006725574245384225, 0.003734798248654636, 0.0010666630561715351, 0.005126822880537452, 0.004078808194512451, 0.004611851901130448, 0.0007626335508976734 … 0.006160566659657141, 0.008924667869083747, 0.0031130433165278415, 0.004179426468910341, 0.006310978719627824, 0.009100878130848367, 0.0024964876753217347, 0.0019925603674493253, -0.005813765457916897, -0.0021127541270833383], [2.3548476e6, 2.3797146847408167e6, 2.3878205362716406e6, 2.373778653344925e6, 2.3907367293590177e6, 2.385331973635976e6, 2.381422572676803e6, 2.373313935616999e6, 2.4170002460663924e6, 2.4281264281102573e6 … 2.39783789803149e6, 2.4060809548866306e6, 2.41908220432911e6, 2.4253239181942195e6, 2.3966024396475675e6, 2.401946058534801e6, 2.396150231768848e6, 2.385902509912852e6, 2.387972660946737e6, 2.3890769343632306e6], [0.0016459319014481277, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0005429358887555964, 0.0011056663529072216, 0.0013735082169152187, 0.0002518372566070776, 0.0006613498288402221, 0.00043233783570912807, 2.5395599428276977e-5, 0.0, 0.0], [518.0834390395164 258.24326637797435 … 136.99722836422484 504.90462950861706; 518.6059091613046 258.5036962251161 … 137.13538556670355 505.41380923410765; … ; 560.1504543637714 280.08326999432836 … 145.5252160065712 534.4484633465845; 556.9469260655169 280.3657247673593 … 145.6470212172863 534.7365941327348], [518.0834390395164 258.24326637797435 … 136.99722836422484 504.90462950861706; 518.0834390395163 258.2432663779743 … 136.9972283642248 504.90462950861695; … ; 549.5249598438887 274.7703701702701 … 142.76474804098007 524.3105099195919; 545.8317458997484 274.7703701702702 … 142.74029383327132 524.0646731527536])
BeforeIT.Data{Float64, Vector{Float64}, Matrix{Float64}}([72421.99999999999, 72478.44176870285, 72899.25418713214, 73125.16309345872, 73234.57491327386, 73055.14248868926, 73101.98095428768, 73179.96877624588, 73357.61970040957, 73780.26591266149 … 74253.84320755427, 74257.65431935928, 74379.81505749893, 74547.48370751578, 74789.18167061634, 74982.66819477748, 75096.19659952007, 75180.0711510868, 75405.48778548825, 75418.13228978655], [72421.99999999999, 72405.42327888393, 72752.44330125075, 72904.37558566644, 72939.89956573327, 72687.88578282724, 72661.21234132501, 72665.44921804451, 72768.46649295956, 73113.98527752425 … 73435.09743300737, 73364.88045147322, 73411.53936885213, 73502.90005098435, 73666.92059498854, 73783.09589866124, 73820.36266694525, 73828.35877272517, 73975.12101350428, 73912.98684605701], [64900.92049553797, 64966.37094093059, 65348.594268766436, 65549.1921483968, 65641.89538676728, 65464.101202465084, 65505.072106849766, 65572.52116316916, 65749.50250653319, 66146.89718026177 … 66559.68009630647, 66547.32479540826, 66655.88327168181, 66817.41708804539, 67035.83221372422, 67209.73677252646, 67306.017271733, 67372.40954026196, 67575.18364878555, 67578.43134075911], [64900.92049553797, 64900.92049553796, 65216.98956138395, 65351.27884249769, 65377.77084778789, 65135.00554484512, 65110.109078520785, 65111.488654093104, 65221.45197206702, 65549.55050333604 … 65825.77253704763, 65747.24952909895, 65788.1576497862, 65881.14964626745, 66029.91526844847, 66134.51578876318, 66162.53325269962, 66161.07629008984, 66293.34992367386, 66229.74548844839], [40512.94792630529, 40409.906934331404, 40572.66967835103, 40705.66126236246, 40839.599741608945, 40876.58386042239, 40900.802109046424, 40981.531189468515, 40905.25275643248, 40987.30090624876 … 41334.469134138264, 41476.09115843681, 41525.33998442995, 41527.52886766233, 41662.229861546264, 41768.402304383635, 41935.33566178099, 42022.46627579254, 42106.079647977655, 42156.92783764479], [40512.94792630529, 40369.19592694699, 40490.96089210256, 40582.758268058235, 40675.272669846505, 40671.09251478842, 40654.19060031124, 40693.39497303335, 40576.73254324362, 40617.16067237257 … 40878.7025302184, 40977.43858628497, 40984.7635237514, 40945.631588319, 41037.06058100257, 41100.19164365818, 41222.88247994333, 41266.91647430135, 41307.36938171272, 41315.58761971615], [14866.888022051655, 15003.918326569348, 15236.226324675325, 15276.244664645565, 14984.812712183133, 15003.400435735815, 14914.919957401173, 15110.598414670005, 15273.065301599312, 15429.800347480028 … 15216.163228455423, 15395.527083049747, 15416.568708455747, 15427.262039284931, 15565.71124578547, 15259.157307040889, 15231.171588099402, 15542.559754570866, 15442.730147517528, 15495.859139753991], [14866.888022051655, 14988.802611732863, 15205.542281207945, 15230.120952297386, 14924.518037174541, 14927.976595153868, 14824.990402876663, 15004.357614755882, 15150.403532490944, 15290.459874138154 … 15048.385120145322, 15210.432032740577, 15215.875971169296, 15211.090211748906, 15332.137466056942, 15015.041395880438, 14972.404214718243, 15263.109760842346, 15149.796984157307, 15186.602982477938], [15944.236265986638, 15968.248770087444, 16005.354563614543, 16162.076095719594, 16484.969426681757, 16130.985755536909, 16064.689595132755, 15952.554078103512, 15825.57291726042, 16175.26250266586 … 16547.464534040133, 16465.893183458276, 16159.679414333097, 16259.195650092923, 16449.684126732067, 16469.65491359124, 16474.101178412973, 16472.815310264563, 16698.4365359704, 16864.46555770503], [15944.236265986638, 15952.161539432596, 15973.12158251569, 16113.277784017171, 16418.638542659395, 16049.89341228665, 15967.827501136202, 15840.393589192294, 15698.4738226876, 16029.19005306878 … 16365.007086971134, 16267.929494996275, 15949.312869308407, 16031.366497454203, 16202.84574998519, 16206.173468657591, 16194.217266259831, 16176.639634710786, 16381.683876892297, 16527.89565436162], [15944.236265986638, 15951.631708168881, 16000.605797799739, 16050.125688116277, 16085.258387714664, 16076.937525390487, 16084.049101251996, 16100.74099003656, 16130.517407133546, 16191.65998301312 … 16296.477288908933, 16318.388035903194, 16328.346385278663, 16358.534455802403, 16403.770475918875, 16438.13972941774, 16484.141356121658, 16524.54442851635, 16554.004488620783, 16560.398045240476], [15944.236265986638, 15935.561218392244, 15968.382380180296, 16001.665389355574, 16020.535828577957, 15996.116888885093, 15987.070279055353, 15987.538616771822, 16000.969227857096, 16045.439454204272 … 16116.787304607375, 16122.197750362722, 16115.784135312813, 16129.313335417184, 16157.621063832345, 16175.162464219913, 16204.086868093975, 16227.438680825207, 16239.991561190942, 16229.896521172408], [3173.2320350842047, 3167.748339210533, 3159.901503301793, 3169.795209109321, 3189.07606878299, 3201.726634658976, 3203.7054752087442, 3209.969858370116, 3202.722466466988, 3198.479630903594 … 3223.6087813269537, 3247.1517205612886, 3243.3318091871456, 3245.1544193009654, 3243.8799697991167, 3259.475430584459, 3263.9360592776925, 3288.362685207727, 3290.5837462974882, 3302.4152839507237], [3173.2320350842047, 3164.556987489815, 3153.537817634897, 3160.224615967039, 3176.2441229430165, 3185.6311821438, 3184.388723457074, 3187.4009463988873, 3177.0006093320785, 3169.595416221143 … 3188.0642767667446, 3208.112348421806, 3201.110148127331, 3199.682257120118, 3195.203407991738, 3207.3303613233434, 3208.4839782570098, 3229.2390307860055, 3228.1646599768283, 3236.5078533763003], [34195.564496956766, 34937.65824180617, 35061.76155269696, 35280.528403078315, 34828.82217542977, 35217.897172092315, 36040.805578743384, 35501.494794293096, 36217.91518894929, 36901.01177545701 … 37429.11680181674, 37428.6962256538, 37985.18265155933, 38460.77667337571, 38259.77739277945, 38573.58964236413, 38292.45814054025, 38438.60604175087, 38698.30636847734, 40017.33910951643], [34195.564496956766, 34902.46025768337, 34991.15111461327, 35174.00556456153, 34688.680783319294, 35040.85270318556, 35823.49743363382, 35251.88805460037, 35927.040144368184, 36567.77321554105 … 37016.41181709493, 36978.70407056089, 37490.69192363974, 37921.85172604764, 37685.66415914091, 37956.48957629882, 37641.895000599136, 37747.4928411636, 37964.238156903666, 39218.69939513803], [33097.63671130043, 33841.2905040921, 33976.75793220577, 34299.34733234716, 33903.62914263009, 34173.72473509801, 34819.23628603594, 34366.209700288826, 34864.18646383185, 35713.109619190705 … 36273.37049089647, 36508.55333123928, 36706.955701279476, 37127.27952290042, 37148.22095622717, 37088.13597260241, 36836.8699693131, 37296.37623129161, 37540.06491445459, 39116.45935483377], [33097.63671130043, 33807.197056912184, 33908.33256918893, 34195.786983268175, 33767.21046726654, 34001.92944258733, 34609.293596633, 34124.58501353722, 34584.183549830756, 35390.59853759655 … 35873.40912142249, 36069.623733109416, 36229.10491901678, 36607.03997258555, 36590.7873611973, 36494.80018583413, 36211.03629457531, 36625.79993829287, 36827.96738616182, 38335.798805636776], [29576.1477768849, 29605.974349916607, 29718.225314735788, 29808.374569926702, 29853.77341332541, 29825.448585486545, 29840.74473783964, 29883.261173222672, 29946.955911047342, 30097.336154944758 … 30269.111616577786, 30306.551654276056, 30332.737632126005, 30397.521896175265, 30513.482156777933, 30551.56631600094, 30677.81409688074, 30716.244951097622, 30755.658565366633, 30758.919408940543], [34346.71094688273, 34381.34847608991, 34642.93614721882, 34749.30547893071, 34791.19307455665, 34645.79647159884, 34670.430947931054, 34691.60110387982, 34808.71833030954, 35044.350326580934 … 35276.90788814137, 35223.64873751825, 35306.04631614401, 35395.05831674645, 35502.63798227278, 35632.401003907275, 35604.9253691026, 35631.8936755954, 35790.07176186837, 35779.62927812448], [28335.32931213965, 28363.904560528415, 28579.709002965308, 28667.461511420337, 28702.017915321438, 28582.06871168306, 28602.39164741874, 28619.856590170468, 28716.47589046221, 28910.867435584314 … 29102.722635374306, 29058.784932747556, 29126.761238499068, 29200.19430618648, 29288.94531511693, 29395.997136068225, 29373.3303030939, 29395.578600657118, 29526.072264852217, 29517.45743078041], [978.0617717704334, 979.0481149238866, 987.4328068120345, 991.5120995395638, 996.928898884868, 992.8561453797414, 993.896421079489, 997.6588860667734, 993.8282651762935, 1005.2106987359625 … 1013.6605915872581, 1017.1244036141638, 1017.0993234116446, 1024.8368751236746, 1019.712074673383, 1025.7694526184534, 1023.2778057500573, 1024.2709135691596, 1029.4533215504298, 1039.8826536938873], [0.0019383188997990075, 0.005135833447918792, 0.007393206786200368, 0.005606921301771317, 0.0072196665396735415, 0.007979289585063443, 0.0052371962118373805, 0.005907742935367333, 0.004261252837973739, 0.003142875271992862 … 0.0016600335561109958, 0.0022097780614076523, 0.003950124832945656, 0.00947275460564656, 0.0048188673148903405, 0.004842199303507488, 0.00861054778678283, 0.005305581325691033, 0.004537848906240427, 0.006767727575505811], [2.3548476e6, 2.3815187072633835e6, 2.3814395027072025e6, 2.3790135279889554e6, 2.3820698394731474e6, 2.3903980941071287e6, 2.403540420962636e6, 2.3957415540469363e6, 2.414501719248758e6, 2.422117362271403e6 … 2.4225207341474416e6, 2.423872576836007e6, 2.4244518054936836e6, 2.4378554931594236e6, 2.449521458409141e6, 2.4582863515349235e6, 2.437904845242412e6, 2.4363265708151753e6, 2.447660515810133e6, 2.4715166993997903e6], [0.0016459319014481277, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0008565679395731315, 0.0008987515150736423, 0.0009463666180675078, 0.0016374723625087392, 0.002097514269101268, 0.0024052997578266843, 0.0016093266969336216, 0.0015482586460730272, 0.001995347487634043, 0.002961599127109575], [518.0834390395164 258.24326637797435 … 136.99722836422484 504.90462950861706; 518.6059091613046 258.5036962251161 … 137.13538556670355 505.41380923410765; … ; 528.1009871849524 265.91299465125036 … 142.74559443446765 524.0523135418584; 515.1157501325472 265.0695429927636 … 143.01169678629194 525.3907770380902], [518.0834390395164 258.24326637797435 … 136.99722836422484 504.90462950861706; 518.0834390395163 258.2432663779743 … 136.9972283642248 504.90462950861695; … ; 518.0834390395149 260.868890794116 … 140.03785311321263 514.1115646907405; 504.83540904260656 259.77945952352576 … 140.1575634726902 514.9053737242315])
BeforeIT.Data{Float64, Vector{Float64}, Matrix{Float64}}([72421.99999999999, 72476.77657762347, 72675.39187848225, 72969.64864710253, 73125.63822587534, 73487.65480105962, 73795.73628368504, 74340.16392854127, 74735.22453220819, 75377.54683638363 … 76389.82691832712, 76410.5572145629, 76549.53704944762, 76863.65281251573, 77014.48854243882, 76992.35630784473, 77093.57975411603, 77175.21807721467, 77220.21632929497, 77250.49653979887], [72421.99999999999, 72403.75976540321, 72529.03182607243, 72749.33068557282, 72831.4012089492, 73118.22380545293, 73350.78467088664, 73817.48717777451, 74135.00743925292, 74696.84178388726 … 75547.52912866283, 75491.89974635864, 75553.01594160576, 75786.61423903004, 75858.83526719332, 75760.63303281128, 75783.81162353363, 75787.63362856288, 75755.42596977796, 75708.78197643644], [64900.92049553797, 64966.37094093059, 65156.775389030576, 65416.1926881673, 65570.78376415953, 65908.91157186894, 66195.70489578742, 66716.58871483948, 67079.78397901582, 67684.95435790987 … 68596.31148438259, 68589.73038405209, 68718.69462815492, 69025.65379226883, 69167.36818083089, 69136.17233440334, 69208.05663524994, 69276.81253515961, 69302.51114642723, 69323.05417857195], [64900.92049553797, 64900.92049553796, 65025.556983263494, 65218.6809488167, 65306.945358364224, 65577.57980074002, 65796.57769498978, 66247.5124044182, 66541.04962466056, 67073.71809004057 … 67839.94739935604, 67765.09998798669, 67824.11534864786, 68058.44381754023, 68129.46613030646, 68030.13224555975, 68032.25824517, 68031.2387600421, 67987.91174431324, 67939.55029198132], [40512.94792630529, 40431.112291550366, 40446.46180288252, 40657.36363010236, 40614.56065705875, 40728.94372164196, 40827.514213044335, 40858.25122786607, 41002.943805567185, 41149.204489689466 … 41727.92797453261, 41903.40174945204, 41893.0610346551, 41944.793813509474, 42030.75147331911, 42153.903634181486, 42324.90228944809, 42421.24950322445, 42491.64895771509, 42562.36504817668], [40512.94792630529, 40390.37992080434, 40365.00718507795, 40534.60646130355, 40451.13907932742, 40524.19458017278, 40581.34459389706, 40570.98177801224, 40673.63901137372, 40777.602168070494 … 41267.82297209821, 41399.611771161275, 41347.697585021364, 41357.04968164712, 41400.05228255057, 41479.52572539081, 41605.83063230687, 41658.52971350957, 41685.62482683415, 41712.93338126033], [14866.888022051655, 14870.643871760114, 14939.98864055498, 14986.964700241702, 15015.048005087327, 15032.775164122855, 15138.380374167533, 15368.678095089179, 15447.626314818055, 15653.921605189691 … 15748.676659428413, 15882.494419086655, 15923.340572290948, 15833.043188436002, 15488.795879686955, 15489.276818652346, 15452.436160897809, 15652.891459185908, 15651.717684640233, 15716.288929375647], [14866.888022051655, 14855.662424426939, 14909.901186412457, 14941.714413670563, 14954.631671757468, 14957.203653361632, 15047.103464391212, 15260.622767984381, 15323.56260299039, 15512.557180699076 … 15575.026893805112, 15691.544730408918, 15716.05068394852, 15611.18542308613, 15256.376265835926, 15241.479456863724, 15189.909651064452, 15371.457738539064, 15354.820236482667, 15402.633579446], [15944.236265986638, 15956.593880361146, 15980.169362601606, 16046.899206545171, 16062.906862768226, 16186.870173120462, 16140.56399206072, 16306.658892814452, 16339.804819666511, 16466.55225851219 … 17065.023651788037, 16757.088329772876, 16477.28555935884, 16922.47564330075, 17211.080244785073, 17013.90588608286, 17022.993629622262, 17242.29441914399, 17278.481412466106, 16835.39016567558], [15944.236265986638, 15940.518391438405, 15947.987101660501, 15998.448649531318, 15998.274239886234, 16105.496892397327, 16043.244413160754, 16192.00873554344, 16208.5758013595, 16317.849285412025 … 16876.859438275147, 16555.62370367048, 16262.784420714017, 16685.352395057962, 16952.816616319407, 16741.7175172099, 16733.784403454523, 16932.283768171274, 16950.725881554983, 16499.40052986865], [15944.236265986638, 15951.717809128004, 15985.050351192336, 16041.109999718174, 16068.000238335731, 16126.41506396166, 16201.502590568676, 16271.728400632092, 16374.953912567082, 16467.09463265362 … 16707.886538775303, 16773.055658256035, 16799.65459762333, 16835.0896867954, 16894.229912224942, 16928.809567700722, 16962.548727718946, 16978.273231364597, 16986.72050958271, 16985.187781629687], [15944.236265986638, 15935.647232608855, 15952.858260490051, 15992.676922112138, 16003.347121141902, 16045.345698110028, 16103.815582206611, 16157.32383545009, 16243.442603191932, 16318.386761585376 … 16523.66022920896, 16571.399062534612, 16580.95686206195, 16599.190919077453, 16640.720832306128, 16657.98256924162, 16674.366419829246, 16673.00959249505, 16664.499391525405, 16646.20858360092], [3173.2320350842047, 3167.834440169656, 3159.9740727752865, 3163.7945080696613, 3160.2594283594635, 3160.5603985761754, 3179.1671964759867, 3159.6766599794, 3183.1731438614474, 3170.069142599458 … 3218.4573709223205, 3269.307521935184, 3276.758929566961, 3265.019317343443, 3274.8990750326852, 3295.714295136892, 3309.641031622092, 3322.0485081571514, 3327.5546389380997, 3334.201892957198], [3173.2320350842047, 3164.6430017064263, 3153.610240961646, 3154.2420329017173, 3147.543432581896, 3144.671893522066, 3159.9983983493676, 3137.461353436637, 3157.608292176853, 3141.441491890509 … 3182.9696674018674, 3230.001778326375, 3234.1021145882846, 3219.2688017319524, 3225.757051060502, 3242.9894767283026, 3253.412453824667, 3262.319193975328, 3264.434251718534, 3267.660086162272], [34195.564496956766, 33823.42045685527, 34086.37822983708, 34394.46449474791, 35382.381153266164, 35660.66802319633, 35923.20568122288, 36045.769275884835, 37426.83262804231, 37443.81005770502 … 35983.09649953156, 36273.60165172958, 37879.13822925921, 36434.332068026306, 36123.40647561131, 35869.586958954256, 37485.9057053276, 36340.121226650204, 37688.717520202175, 37230.22961719793], [34195.564496956766, 33789.3450128751, 34017.73210388951, 34290.61695750632, 35240.01239540161, 35481.397693676656, 35706.606605047185, 35792.33580777846, 37126.24846817479, 37105.66969945853 … 35586.335780604415, 35837.49679566285, 37386.027986568384, 35923.80232346452, 35581.35089884061, 35295.745512323774, 36849.04534943987, 35686.73807681876, 36973.800200484475, 36487.21319958058], [33097.63671130043, 32604.993922903806, 32777.606157393755, 33116.04338453458, 33949.25845230534, 34121.60228102178, 34233.92797681028, 34239.19356311303, 35481.98303588607, 35335.94157471278 … 34134.897866953776, 34406.02893547831, 35623.28834611643, 34270.99190075657, 33839.545530963136, 33534.31699002602, 35192.65803117969, 34481.33853099002, 35890.349245729085, 35093.77722062715], [33097.63671130043, 32572.14598414159, 32711.595750967743, 33016.05579643896, 33812.65617742338, 33950.06901415537, 34027.514405609465, 33998.4619115438, 35197.01844464562, 35016.83654975303 … 33758.5159561204, 33992.37725454517, 35159.54473464675, 33790.77558422571, 33331.76079635277, 32997.835178976886, 34594.75841273227, 33861.37566847596, 35209.54517557905, 34393.39871371929], [29576.1477768849, 29605.974349916607, 29687.243660012802, 29812.282078970857, 29880.638859741382, 30026.90682603411, 30167.159260258562, 30345.96238570446, 30538.12743809809, 30781.830158680314 … 31190.43692897143, 31223.703626912276, 31258.33460942759, 31386.148986586606, 31490.53621385837, 31545.959923161103, 31585.810356470916, 31626.172955959366, 31602.358297187344, 31607.192264600537], [34346.71094688273, 34381.34847608991, 34489.09007606596, 34621.03072511065, 34704.63890957608, 34889.63728180838, 35030.55710042106, 35363.69269490942, 35529.77551820537, 35878.45137850174 … 36372.019308197734, 36334.74702902884, 36424.363314567054, 36592.97693335743, 36635.91771652593, 36555.42563897958, 36590.05496986465, 36616.61221506045, 36660.20113692955, 36671.4565108927], [28335.32931213965, 28363.904560528415, 28452.789162045552, 28561.637480771627, 28630.612511413776, 28783.232359279813, 28899.488308013082, 29174.31831400758, 29311.333223483445, 29598.98362878631 … 30006.167007930693, 29975.418145074564, 30049.34973539141, 30188.4524990396, 30223.87776097756, 30157.473454381176, 30186.041939323008, 30207.9511197802, 30243.91108280059, 30253.196534565403], [978.0617717704334, 979.0481149238866, 980.4416529518587, 982.8798840857879, 985.5059948417928, 992.3674640265872, 997.9885351079438, 1006.9336342256299, 1011.8810227121515, 1024.6728207278054 … 1033.8552472133615, 1031.279728111221, 1035.9967041603093, 1046.5278723249173, 1040.9142504465558, 1034.7867722628569, 1032.1913089145755, 1034.0273641397634, 1039.951712310474, 1044.4054030786112], [0.0019383188997990075, 0.0006512457579945785, 0.006364883396877463, 0.008947250773377657, 0.006254835085974575, 0.0038061177702350957, 0.002959182818121686, 0.002967951890478382, 0.0011929636503631436, 0.0029050528336564962 … 0.002981772745046074, 0.003526242503785415, 0.005381858686405394, 0.006037911932571305, 0.0027780347630042, 0.010588012845859529, 0.005867970989982041, 0.0052397572508124934, 0.002398255778131464, 0.0015764469792638458], [2.3548476e6, 2.37945337868782e6, 2.378277930828032e6, 2.380397686433477e6, 2.4185371786704883e6, 2.423913410955225e6, 2.435260928677372e6, 2.434516937776411e6, 2.459405276249425e6, 2.4512710309238248e6 … 2.413298647780249e6, 2.4090941238939017e6, 2.4251912629899397e6, 2.4143542230883217e6, 2.409214222467875e6, 2.416510946561685e6, 2.435251718935988e6, 2.4127488616705337e6, 2.432977174615478e6, 2.4165053181159426e6], [0.0016459319014481277, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0, 0.0007807266308128769, 0.00042196091686395035, 0.0002450704782947468, 0.0007678013540731617, 0.0016084279408832627, 0.0007007016866399125, 0.0015285043365674197, 0.0007855997232045812], [518.0834390395164 258.24326637797435 … 136.99722836422484 504.90462950861706; 518.6059091613046 258.50369622511613 … 137.13538556670355 505.41380923410765; … ; 555.1821231297808 280.8104399123649 … 145.42047295217452 529.9723530080307; 551.1208637526439 281.33906990847447 … 145.38985280280514 530.7610982609956], [518.0834390395164 258.24326637797435 … 136.99722836422484 504.90462950861706; 518.0834390395163 258.2432663779743 … 136.9972283642248 504.90462950861695; … ; 544.6508728899613 275.4837464014149 … 142.66199185768468 519.9193069224511; 540.1219563037762 275.7242899297172 … 142.48825781673634 520.1685176109329])
BeforeIT.Data{Float64, Vector{Float64}, Matrix{Float64}}([72421.99999999999, 72494.71490432744, 72624.96672678411, 73015.22821767753, 73574.78353256208, 74090.63486627265, 74448.55887153214, 75096.39945563716, 75474.28482490186, 75851.30415242013 … 76850.1340037415, 77067.3250141252, 77272.98328043145, 77460.10417572693, 77473.50084334485, 77643.28221281199, 77759.9244679102, 77745.69275752339, 77686.80556493803, 78234.09025871207], [72421.99999999999, 72421.68002011927, 72478.70822494957, 72794.77263731243, 73278.73928114989, 73718.17261968332, 73999.67106298628, 74568.4057038418, 74868.13215574213, 75166.32078347252 … 76002.76072619791, 76140.77145582541, 76267.04435678812, 76374.70793119764, 76310.9597853069, 76401.14542887984, 76438.83558827206, 76347.85136610501, 76213.1644737496, 76672.74577931158], [64900.92049553797, 64966.37094093059, 65091.87173579009, 65463.6366361432, 65982.12618630167, 66457.99704282774, 66807.23449656843, 67389.12179271311, 67740.92237985089, 68103.64220684052 … 69009.24239193521, 69198.27284028463, 69393.8145550141, 69548.98130588738, 69550.28421816339, 69697.6096445143, 69797.41642113341, 69774.43602536569, 69722.80166631876, 70230.16910208532], [64900.92049553797, 64900.92049553796, 64960.78403866939, 65265.9816488246, 65716.63265420358, 66123.90495511547, 66404.42007621244, 66915.31698311573, 67196.87825929846, 67488.6249332719 … 68248.32520337697, 68366.3261505998, 68490.44657104946, 68574.43829534622, 68506.63625954959, 68582.58768479983, 68611.60520420656, 68519.91514736263, 68400.2297729181, 68828.56161291669], [40512.94792630529, 40545.636364975355, 40515.525369331524, 40540.76418423409, 40698.37137018074, 40866.73544971527, 40842.5020919937, 41164.477733033615, 41274.9732691812, 41286.87162556482 … 41788.611551204565, 41933.948057654896, 41998.24276088159, 42235.440298883535, 42285.13087743773, 42413.744328983135, 42519.29003013292, 42583.67193386515, 42502.421683516455, 42647.769481284224], [40512.94792630529, 40504.78861681938, 40433.931665284144, 40418.35906526292, 40534.61256169395, 40661.293613188376, 40596.242103385586, 40875.05524145573, 40943.48373900993, 40914.02608605299 … 41327.83743293923, 41429.790831758524, 41451.51005658738, 41643.623533668906, 41650.61455567056, 41735.2094902455, 41796.915855861575, 41818.03184350788, 41696.19320478855, 41796.63336890477], [14866.888022051655, 14890.386355593739, 15011.553649740237, 15287.083484434792, 15614.08606241476, 15897.263218158814, 16025.617250689018, 16312.650576974587, 16413.342338072685, 16501.99355411741 … 16803.055250433074, 16738.785895201167, 16567.066770503072, 16556.587080299694, 16562.910836088842, 16602.627593309484, 16626.413625402314, 16417.970747486765, 16881.746751744413, 16959.07187773316], [14866.888022051655, 14875.385018672458, 14981.32207173095, 15240.927046333893, 15551.259368296409, 15817.345825312284, 15928.99074351014, 16197.95829289301, 16281.522721747207, 16352.970524581426 … 16617.779581302617, 16537.541312883386, 16351.396860949251, 16324.59078194181, 16314.373417771882, 16337.018852207419, 16343.94202709405, 16122.781158714142, 16561.516881002608, 16620.61388372458], [15944.236265986638, 15987.437794637319, 16010.419003975176, 15962.315667636176, 16092.28317495431, 16178.287202687621, 16269.482250307547, 16400.482504175496, 16523.97204229861, 16513.684636451795 … 16824.94818355314, 16805.918543306947, 17033.274979423517, 17177.263825397753, 16995.15059572371, 17049.276643024754, 17306.186018834087, 17199.021029535706, 16517.031282968615, 17003.08294552544], [15944.236265986638, 15971.331231977538, 15978.175823663936, 15914.120494514356, 16027.532350047995, 16096.95706955602, 16171.385358383617, 16285.172684378404, 16391.263931426158, 16364.556029338026 … 16639.43111619049, 16603.866848584952, 16811.535976067873, 16936.570402044166, 16740.12713428204, 16776.522412984712, 17012.165544214597, 16889.788419544773, 16203.719700312788, 16663.74660759409], [15944.236265986638, 15956.934976396944, 15978.002959483749, 16006.396349492068, 16099.149698868332, 16182.516335027307, 16278.424687740135, 16401.107104395516, 16488.842246254466, 16549.116809315146 … 16765.410022410902, 16841.218501017796, 16877.223371527572, 16947.54784834586, 16954.953991742186, 16991.21998862282, 17019.141337836885, 17019.85388276367, 17010.721873021295, 17081.38137893533], [15944.236265986638, 15940.859143836607, 15945.82506143447, 15958.068083143822, 16034.371244999562, 16101.16494155511, 16180.273877362939, 16285.792893109403, 16356.416271472319, 16399.6682281494 … 16580.54944117414, 16638.742407221107, 16657.515846443057, 16710.073280188168, 16700.53370689656, 16719.394548607226, 16729.997559518473, 16713.842637775182, 16688.045473077076, 16740.482412406316], [3173.2320350842047, 3173.051607438595, 3175.1167592441125, 3146.9335499913172, 3149.7320772897133, 3146.339293661599, 3169.796309259239, 3178.2085674438194, 3200.664943263802, 3195.123003648491 … 3229.9401045776895, 3261.036990206739, 3258.814474994073, 3293.136953214937, 3296.021785496223, 3316.7399648489695, 3331.057950374379, 3335.7482057550487, 3329.7308283654315, 3331.5807314657955], [3173.2320350842047, 3169.854912934179, 3168.7224317657406, 3137.4319832761603, 3137.0584406142316, 3130.5222797574183, 3150.68401292514, 3155.862965288754, 3174.9596106071804, 3166.269101349841 … 3194.3257888947396, 3221.8306803151268, 3216.391260745564, 3246.9924441185926, 3246.5628013001333, 3263.6787778967787, 3274.4655135146345, 3275.772575620823, 3266.5691610064396, 3265.091236086637], [34195.564496956766, 34555.87812590868, 35669.08219366012, 36055.274198859894, 35838.28115007173, 35441.61994811439, 35097.076813363485, 35963.45392742291, 36179.77323823251, 37002.519772371306 … 35947.75590778272, 36778.743901615024, 37247.713286985934, 36842.914814653705, 38545.31382963451, 38736.991091781674, 38340.32553063184, 38548.937370571075, 40402.77660265595, 40531.76965367274], [34195.564496956766, 34521.06476660435, 35597.248680219935, 35946.41216291527, 35694.077978746536, 35263.450798768295, 34885.45888366922, 35710.599208630556, 35889.204521101536, 36668.36453355974 … 35551.38486511893, 36336.56589653198, 36762.82292787936, 36326.65987538027, 37966.9159331391, 38117.276930264445, 37688.949155888564, 37855.84044982147, 39636.376293532594, 39722.86327309348], [33097.63671130043, 33484.623736787784, 34581.61348992302, 34830.20931748751, 34668.2382250602, 34293.270952403676, 33786.11953482175, 34744.66528596928, 34917.77606288296, 35453.76543608526 … 34514.2368892319, 35190.071383653114, 35573.314517362734, 35352.10184350747, 36915.00529553973, 37159.357444287314, 37032.29073709134, 37003.90832393517, 38617.17075594752, 38907.60369950389], [33097.63671130043, 33450.889613954285, 34511.970015949504, 34725.04613171428, 34528.74297763538, 34120.8746871418, 33582.40602596227, 34500.37972351613, 34637.34275754268, 35133.59639005959 … 34133.672269353396, 34766.99343393361, 35110.2214646958, 34856.736661837655, 36361.07125555693, 36564.88225682263, 36403.136994786866, 36338.59050548347, 37884.641605887016, 38131.111354005574], [29576.1477768849, 29605.97434991661, 29650.54089844305, 29770.570622680574, 29961.160430803295, 30134.742526493, 30286.098864266874, 30521.34488875391, 30679.5290946343, 30826.971959115657 … 31219.56921518784, 31316.803184024222, 31423.242099959563, 31529.318024638927, 31535.912274448678, 31593.54054395916, 31635.557675379197, 31622.554209910973, 31636.692647843673, 31780.212202338826], [34346.71094688273, 34381.34847608991, 34459.68439193161, 34702.0177413238, 35020.040078650556, 35311.0013486059, 35504.33053949781, 35844.082454049734, 36030.30293306759, 36237.79545143634 … 36737.31461689846, 36828.602838177634, 36913.60694779528, 36960.82165588856, 36955.88546518702, 37036.412296962284, 37087.532637490636, 37079.890764614946, 37013.90511306706, 37362.93560464208], [28335.32931213965, 28363.904560528415, 28428.5300781151, 28628.450101577044, 28890.811981604103, 29130.849038253084, 29290.34163997683, 29570.629973789826, 29724.258034590053, 29895.435089850922 … 30307.528115962905, 30382.8390188399, 30452.9656589897, 30491.91682098796, 30487.844565298277, 30554.277543417895, 30596.450771755823, 30590.146383984047, 30535.709580140534, 30823.652548946215], [978.0617717704334, 979.0481149238866, 981.6464454156422, 991.0482721389634, 1000.9256768473721, 1012.2531677287654, 1016.8050928037387, 1023.694449909737, 1031.0903521491011, 1038.8747962884347 … 1052.3585598490454, 1052.866818082662, 1056.965507259103, 1058.8416253602024, 1058.4864785280065, 1067.6568035929013, 1074.3261082636188, 1071.9910508399578, 1072.2039054079662, 1087.0212951042267], [0.0019383188997990075, 0.002201074986894591, -0.0020014972188018287, -0.0015521939126157402, 0.006187592560206179, 0.0035783108089155746, 0.0024808638700961616, 0.003948237058603921, 0.005209160573564908, 0.007416718248984822 … -0.001308617331006845, 0.00035560963438752147, 0.0072913775301066686, 0.0038093824363887308, 0.004290294341031897, 0.00893469069599373, 0.007594612667695122, 0.00032421945098404237, 0.00023618221434329456, 0.001336270944415574], [2.3548476e6, 2.359946415492242e6, 2.390692241195957e6, 2.385565145578994e6, 2.4013404274446107e6, 2.3991231891133236e6, 2.406267087964634e6, 2.407528339354231e6, 2.413420595036589e6, 2.4385203007084113e6 … 2.4011961370408367e6, 2.417790643396364e6, 2.419805306138816e6, 2.4120955744694076e6, 2.4406002475002594e6, 2.4333916952281976e6, 2.420625261338255e6, 2.434696027475105e6, 2.462978853792988e6, 2.4772336029141527e6], [0.0016459319014481277, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 … 0.0, 0.0006879194270954729, 0.000886273352579545, 0.0005946934382206684, 0.0018114777909995108, 0.001591886295539914, 0.0011322844080483248, 0.0016276509331536158, 0.0026551760811929343, 0.003058538257040566], [518.0834390395164 258.24326637797435 … 136.99722836422484 504.90462950861706; 518.6059091613046 258.503696225116 … 137.13538556670355 505.41380923410765; … ; 531.7542152421476 273.3660100709633 … 146.0031755806213 533.339608461373; 526.785194778326 270.51610672146796 … 146.09235218422498 534.192769650112], [518.0834390395164 258.24326637797435 … 136.99722836422484 504.90462950861706; 518.0834390395163 258.2432663779743 … 136.9972283642248 504.90462950861695; … ; 521.6673690100888 268.1805299569942 … 143.23364119939703 523.2226889037785; 516.2719625930084 265.1173243182766 … 143.1767371778878 523.5317019611979])Finally, we can plot baseline and shocked simulations
Te = T + 1
StatsPlots.errorline(
1:Te,
data_vec_baseline.real_gdp,
errortype = :sem,
label = "baseline",
titlefont = 10,
xlabel = "quarters",
ylabel = "GDP",
)
StatsPlots.errorline!(
1:Te,
data_vec_shocked.real_gdp,
errortype = :sem,
label = "shock",
titlefont = 10,
xlabel = "quarters",
ylabel = "GDP",
)
Note that, importantly, once the function centralbankrate has been changed, the model will use the new interest rate in all the simulations, unless the function is changed again. To restore the original interest rate, we can simply re-import the function centralbankrate