diff --git a/examples/ConsIndShockModel/Finite Cyclical Test.ipynb b/examples/ConsIndShockModel/Finite Cyclical Test.ipynb new file mode 100644 index 000000000..19ad2b210 --- /dev/null +++ b/examples/ConsIndShockModel/Finite Cyclical Test.ipynb @@ -0,0 +1,231 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Initial imports and notebook setup, click arrow to show\n", + "from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType\n", + "from HARK.utilities import plotFuncsDer, plotFuncs\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "mystr = lambda number : \"{:.4f}\".format(number)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "CyclicalDict = { # Click the arrow to expand this parameter dictionary\n", + " # Parameters shared with the perfect foresight model\n", + " \"CRRA\": 2.0, # Coefficient of relative risk aversion\n", + " \"Rfree\": 1.03, # Interest factor on assets\n", + " \"DiscFac\": 0.96, # Intertemporal discount factor\n", + " \"LivPrb\" : 4*[0.98], # Survival probability\n", + " \"PermGroFac\" : [1.082251, 2.8, 0.3, 1.1],\n", + "\n", + " # Parameters that specify the income distribution over the lifecycle\n", + " \"PermShkStd\" : [0.1,0.1,0.1,0.1],\n", + " \"PermShkCount\" : 7, # Number of points in discrete approximation to permanent income shocks\n", + " \"TranShkStd\" : [0.2,0.2,0.2,0.2],\n", + " \"TranShkCount\" : 7, # Number of points in discrete approximation to transitory income shocks\n", + " \"UnempPrb\" : 0.05, # Probability of unemployment while working\n", + " \"IncUnemp\" : 0.3, # Unemployment benefits replacement rate\n", + " \"UnempPrbRet\" : 0.0005, # Probability of \"unemployment\" while retired\n", + " \"IncUnempRet\" : 0.0, # \"Unemployment\" benefits when retired\n", + " \"T_retire\" : 0, # Period of retirement (0 --> no retirement)\n", + " \"tax_rate\" : 0.0, # Flat income tax rate (legacy parameter, will be removed in future)\n", + "\n", + " # Parameters for constructing the \"assets above minimum\" grid\n", + " \"aXtraMin\" : 0.001, # Minimum end-of-period \"assets above minimum\" value\n", + " \"aXtraMax\" : 20, # Maximum end-of-period \"assets above minimum\" value\n", + " \"aXtraCount\" : 48, # Number of points in the base grid of \"assets above minimum\"\n", + " \"aXtraNestFac\" : 3, # Exponential nesting factor when constructing \"assets above minimum\" grid\n", + " \"aXtraExtra\" : [None], # Additional values to add to aXtraGrid\n", + "\n", + " # A few other paramaters\n", + " \"BoroCnstArt\" : 0.0, # Artificial borrowing constraint; imposed minimum level of end-of period assets\n", + " \"vFuncBool\" : True, # Whether to calculate the value function during solution\n", + " \"CubicBool\" : False, # Preference shocks currently only compatible with linear cFunc\n", + " \"T_cycle\" : 4, # Number of periods in the cycle for this agent type\n", + "\n", + " # Parameters only used in simulation\n", + " \"AgentCount\" : 10000, # Number of agents of this type\n", + " \"T_sim\" : 120, # Number of periods to simulate\n", + " \"aNrmInitMean\" : -6.0, # Mean of log initial assets\n", + " \"aNrmInitStd\" : 1.0, # Standard deviation of log initial assets\n", + " \"pLvlInitMean\" : 0.0, # Mean of log initial permanent income\n", + " \"pLvlInitStd\" : 0.0, # Standard deviation of log initial permanent income\n", + " \"PermGroFacAgg\" : 1.0, # Aggregate permanent income growth factor\n", + " \"T_age\" : None, # Age after which simulated agents are automatically killed\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "unpackcFunc is deprecated and it will soon be removed, please use unpack('cFunc') instead.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Quarterly consumption functions:\n" + ] + }, + { + "data": { + "image/png": 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7TgkQZDKCPCYH0mf5Wu1Z3UI9ZlSfJB0O/Gnpvwg8Abz8Pdt8obU+pfsKpVQw8CRwLFAGrFBKLdFab/yBtQoxJHhdLlo//ZSmt5fQ+sUX4PEQOmkiSTffROTJJ1NjCuPrnY2s+29JZ8DXtnZ1z2TF2ZiSFsm5szKYlBrJ5NRIEiMGcIoErcFeB3Xb9m6t1xdDW3XP7S1RRqinTIVJp0NMNsTmGOsiU/ttOgARGH2GvtZ6mVIq+wcc+xCgSGu9HUAptRg4HZDQF8OO1hrH6tU0vfkmzR98iLelhZCkJCIvuYTyWT/mv8GxrN7ZyKoFq9nVbAR8SJBibGI4R45PYLIv3CemRg7cnDKORqjfBnXboa7It+x7uJq6baiMk6Mx2TD+eF+gZxuhHptjtNbFiNVfffqzlVJrgApgvtZ6A5AGlHbbpgw4dF8HUEpdCVwJkJmZ2U9lCXFgPK2tNL/zDg2LXzXG0lutNBw8h4IJh/FBSDqFNW14PqoGqsmKs3HYmDimZ0QzIzOGvOQILKZ+bhW7WqG+e6hv9z0XGa35Tso4MRqbC1PPNp7jciF2jNEVE7L/4//FyNAfof8/IEtr3aqUOgn4NzBufw+itV4ALADIz8/XfWwuxIBybtxI/aLFNL3zLjgd7ErK4t+zzuWDpKk4Q0KJaAtheoaFayYnMz0zmmnp0cSF91OQer3QtBNqt0LtFt+jyAj21qqe20akGmGedwrEjfUFe67RcjcNzqyaYng54NDXWjd3W35fKfWUUioeKAcyum2a7lsnxJDksdvZ8frbNCx+lbDthbiCTXyeNoP3cw6jPXcCs8cmcG9WDNMzohkTH3bgN79utxtBXrulW8Bvhbqt0OHs2s4WB3HjYOzRXaG+u9VuHvw58cXwdsChr5RKBnZprbVS6hAgCKgDGoFxSqkcjLA/D7jgQD9PiP7U4nTz7WcraXr1VXJW/heb20FtRBJvzToLz9EncPCUTF4YG09a9AFc5Wmvh+pNULO5Z7g37ezaRgUZo1/ixxsXJcWP73qExR34FxXCx58hm4uAeUC8UqoM+ANgAtBaPwOcBVytlOoAHMB5WmsNdCilrgU+xBiy+byvr1+IgCqtt/PJxiq2ffgZE5a9y8G7NpMUFMy2iYfCaWdw0IlHcnxC+P6PhXc0GsG+O+CrNxmP7qNjTDaIHweZh0L8xcZy/ASj1S7dMWIQKK2HXvd5fn6+LigoCHQZYoTwejWryxr5eOMuPl9fTurKLzhz2zJymitxRkSjzjiHvCsuxpIQ798BXS1QUwjVG6F6M9RsMp5bKrq2MYUZE34lTjQeCRON15FpMo2AGBBKqZVa6/y+tpMrcsWIpLVmdWkj762t5P11lbTU1HHqjm+4a8fXhNubUbljSb7pj0SecvK+7zDl9Rpj2Xeth10boGq9sdxY0rVNiBUSxkPOEZCYB4mTICHPmCtGwl0MQRL6YsTQWrOmrIn31lbw/roqyhsd5Nhr+VXNcqZu+IqgdhdhR8wl7rLLsM2e3bP7xtlsBPuu9V0hv2tj11zsKsgYHZM2E2ZebIR74kSjH14uVhLDiIS+GNa01myoaOadNRW8u7aS8kYHpmDFTyPaOKP8IyJXfIkym4k6/TRiL7mE0HHjoGUXbF0KlWugcjVUrTWmG9jNEgVJBxnhnjTZuLdpQh6YbQH7nkL0Fwl9MSzVtLh4e3U5r68sY3NVCyFBirnj4rk5s51Jn7yB640vCYqIIObyC4g9Yiwhju2w/FZ4e03Pse6xuZB2MMy81Aj35ClGv7vMHyNGKAl9MWy4Ojx8uqma11eW8fmWGjxezfSMaO45fTLHOUtxLnwU+8rVdISHknBkPDHpZQQ7/mSMH1NBxiiZMfMgZZrxSD5o2N7nVIgfSkJfDGlaa9aVN/H6yjKWrKmg0e4mKTKUa2cncHZKNdHfvUbt7V9RX9ZGiMVD4oxWYsa5CEqdBCkn+wJ+utFNI90zQkjoi6GpvcPLe+sqeP7LHWwqr2NqSBm3plYx17aTxOb1tL1dRs2GcEobzISEK5JPyyXq1BMJyjnU6KaRMe9C9EpCXwwp9W3tvPHlWjYs/4Sxrg3cE7qNKWFFhHicUA1tTUmUrInAWRGLKTWBlN9cQdRPz0OZBmjmSiFGGAl9EVhaQ10RVRv+S+nqT4mpX80VypiiSZuCIWkqKuMyHI4Uqt/8DnvBakJSoki57xaiTj8dFSJ/hIXYH/I3Rgwurweq1sHOb6DkK9zF32By1pIMWHQYVZHTqJ14EfET56LSZuLcUU7NXx6n9ZNnCY6NJemWm4k+77x9X1AlhPheEvpiYHm9xsVO2z+H4v/Czu+gvQWAmpBklrny2GSazJiZx3LCvLnkhRt98e2lpdTefjdNS94hKCyM+F//ithLLiU4XGaVFOJASOiL/tdQYoT87qDffXOP+PG0jD+Dt+oyeWZHEi0kcdVRuVw/Jxub2fij6GlspOapp2hYtBgVFETszy4n7he/ICRG7uYkRH+Q0BcHzl4Pxcu6gr6h2Fgfngxjj4Ux86hJOIzHlrfy6opSgoMUlx2RzdVH5hJtM7ppdEcHDa++Su3jf8XT0kL0T39K/LXXYEpKCtjXEmIkktAX+8/tgJ3fdoV85RpAgzkCsg+HQ68yLoJKmIDL4+Vvy7bzxBub6fBozp2Vwa+PHkdSZNeQytYvvmTXgw/QXrQN26GHknTzTVjy8gL05YQY2ST0hX9qt0Lh+1D0sdEv73FBkAkyDoF5NxshnzYTgruGTn65tZY73l7P9to2TpiczM0n5ZEV19Un79q+nV0PPkjbf5dhyswk/Ym/En700fs/j70Qwm8S+qJ3ng4oW24EfeF/jNv6ASROhkOuMEI+czaEhu+1a1WTk3vf28i7ayvJirPx4uWzmDchsevQLS3UPvEE9f/4J0EWC4k33kjMxRfJiBwhBoGEvujiaoGiT4yQ3/ohOBqM1nzOXKPLZvzxEJ25z907PF5e/HoHjy7dgtur+e0x47jqyFwsJmPqYa01ze++y66HHsJTW0f02WeT8JtfExIntwMUYrBI6I92TWVGyBf+B3Z8AZ52sMbAuONhwgmQe7Rfk5KtK2vixtfXsLmqhXkTErjrtMk9u3KKiqi6+x7sy5djmTKFjKeewnrQQQP5zYQQvfDnHrnPA6cA1VrrKb28fyHwe0ABLcDVWus1vvd2+NZ5gA5/buUlBkH1Jtjwbyh8z7hQCowphg+5EiacBBmHQrB/7QG3x8sTnxbxxGdFxIebeeaigzl+clJnv7y3rY2ap56i/qWXCQoLI/nOO4k++yxUsNx4RIhA8Odv9ovAE8DL+3i/GDhSa92glDoRWAAc2u39H2utaw+oSnHgqjfBhreMsK8tBBRkHgbH3m0Effy4/T7k1l0tXP/aGtaVN3HGjDTuPHUyUbauE7ktH39M1b330VFVRdRPzyTxhhsIiY3tv+8khNhvfYa+1nqZUir7e97/utvLb4H0fqhL9AdHI3z7tBH2u4M+a45xInbiaRDxw8bAe72a578q5qEPCwkPDeHpC2dy4kEpne+7d+1i17330rL0Y0LHjyftkUewzZzRP99JCHFA+rtP/+fAf7q91sBHSikNPKu1XrCvHZVSVwJXAmRm7vtkofCT1vDqRUY/fdbhBxz0u5XW27nhX2tYXlzPsZOS+OMZB5EQEWp8pNdL46uvUv3nR9BuNwk3XE/cZZfJDJhCDCH9FvpKqR9jhP7h3VYfrrUuV0olAkuVUpu11st629/3D8ICgPz8fN1fdY1aaxYbgX/yIzDr5/1yyHfXVnDTG+tQwMNnTeWsg9M7++5dW7dSeccfcKxahW32YaTceSfmrKx++VwhRP/pl9BXSk0FFgInaq3rdq/XWpf7nquVUm8BhwC9hr7oR/Z6+Og2SJ8FB19+wIdzuj3c8+5G/vHdTmZmRvP4+TNIjzHuQuV1uah79llq/7aQYJuNlAfuN6Y8lgushBiSDjj0lVKZwJvAxVrrLd3WhwFBWusW3/JxwN0H+nnCD5/cDY56OPktCAo6oENtr2nlmn+uYlNlM788cgzzj5uAKdg4pn3VKipvvY327duJPO1Ukm66SU7UCjHE+TNkcxEwD4hXSpUBfwBMAFrrZ4A7gDjgKV/rbvfQzCTgLd+6EOCfWusPBuA7iO7KCmDli3DY1ZAy9YAO9fbqcm55cx2mkCCevyyfo/KM8wFep5OavzxO/YsvEpKcTMbfFhA+d24/FC+EGGj+jN45v4/3fwH8opf124FpP7w0sd88HfDudRCRbMyH8wM53R7uemcji5bvJD8rhsfPn0FqtBUA+8qVVN5yK+0lJUSfey6JN84nOHzvqRiEEEOTXJE7kqxYCFVr4awX/LqKtjcVjQ5++cpK1pU3cfW8XK4/djym4CC8djvVjz5Gw9//jik1lcwXXyDssMP6+QsIIQaahP5I0VwJn94LuUfB5DN+0CG+2VbHtf/8H64OL3+7JJ9jJxndOW3Ll1N56224S0uJuegiEq/7LUFhcgcrIYYjCf2R4sNbjHlzTvoT7OfIGa01L369g3vf20R2nI1nL85nbGI4XpeLmkcfo/6llzBlZJD1ysvYZs0aoC8ghBgMEvojwbZPYcObRj9+XO5+7ep0e7jlzXW8uaqcYyYm8ei504iwmHCs30DF739P+7ZtxFxwAYnzbyDIZhugLyCEGCwS+sOd2wnvzYfYMTDnt/u1a0WjgytfKWB9eTPXHTOeXx01FuXpoObJJ6l9+hlC4uLIWLiQ8MPnDEztQohBJ6E/3H31F6jfBhe9CSZL39v7rC5t5IqXC3C0e1h4ST7HTErCtX07Fb/7Pc7164k89VSSb7uV4KioASxeCDHYJPSHs7pt8MWfjRO3Y4/2e7d31lQw/19rSIwM5Z+/OJSxieHU//0fVD/8MEFWK2mPPUbkCccPYOFCiECR0B+utIb3b4RgMxx/v5+7aB7/pIhHP95CflYMz158MFGuVsqu/j9aP/+csCPmknLvvZgSE/s+mBBiWJLQH642vg3bPoETHoDIlD43d7o9/O71tSxZU8GZM9O4/8yDcH/zDdtvvhlvczNJt95KzEUXypw5QoxwEvrDkasFPrgZkg+CWVf0uXlNi4srXylg1c5Gbjx+AlfNTqf24Yeof+llQseNJfW557BMGD8IhQshAk1Cfzj67H5oqYRzXu7ztoZbdrVw+QsrqGtz8fSFMznK2kbJuefhKiwk5sILSbxxPkEW/08ACyGGNwn94aZqHXz3DBx8KWR8/4VSX2+r5ZevrMRiCua1Kw8jc/mnFN9zL0E2G+nPPE3EvHmDU7MQYsiQ0B9OvF5493qwxsDRf/jeTd/8Xxm/f2Mt2XFhPH/uZIIff4DKt5dgm30YaQ89REhCwiAVLYQYSiT0h5NVr0DZcvjJ02Drfd56rTV//bSIR5ZuYfaYOP46O5KmKy6lvbiY+F9dS/xVV6GCgwe5cCHEUCGhP1y01cHHf4DMH8G03me77vB4ue3f61m8opQzp6dyS9A2ai++j6DwcDJfeF5mxRRCSOgPG0vvMEbtnPJIrxOqOd0erv3nKj7etIvf/CiNc75cRM0S6c4RQvQkoT8clHwDq/8Oc34DiRP3ervJ7uYXL6+goKSBh2aGcfAzt9Is3TlCiF5I6A91Hje8dz1EZcCRv9/r7V3NTi55bjnba1t5IbOB5PtvxxMeRuYLLxB22KEBKFgIMZT5dddspdTzSqlqpdT6fbyvlFKPK6WKlFJrlVIzu713qVJqq+9xaX8VPmp8+zRUb4QTHwRzzxuXbKtp5cynvqairoVXPStI+st9WCZOJOeNNyTwhRC98iv0gReBE77n/ROBcb7HlcDTAEqpWIwbqR8KHAL8QSkV80OLHXWayuDzB2D8iZB3co+31pQ2cvYz32BqaWRx0SKs/15MzIUXkvXiCzJ3jhBin/zq3tFaL1NKZX/PJqcDL2utNfCtUipaKZUCzAOWaq3rAZRSSzH+8Vh0QFWPFv/5PWiv0crvZtmWGq76+0pmOCq57buXUE2NJN9/P9Fn/CQwdQohho3+6tNPA0q7vS7zrdvXetGXLR/C5nfh6DsgJqtz9TtrKrj+tdX8tGkTl37xCiFxsaT/8x9YJ08OYLFCiOFiyJzIVUpdidE1RGZmZoCrCbB2O7w/H+InwOxfda7+53c7ue2tNdxY+SXzvluC9eCDSf/r44TE9n6hlhBC7MnfPv2+lAMZ3V6n+9bta/1etNYLtNb5Wuv8hNE+pvyLP0PjTjj5zxBiBuDZ/27jrn+t5M+b/sW875YQdeaZZL7wvAS+EGK/9FfoLwEu8Y3iOQxo0lpXAh8CxymlYnwncI/zrRP7UrPFuAXi1PMgZy5aax76YDML3vyOBSv/Rt6WAhJvvJGU++4lyGwOdLVCiGHGr+4dpdQijJOy8UqpMowROSYArfUzwPvASUARYAcu971Xr5S6B1jhO9Tdu0/qil5obYzJN9vguHvwejV3LFnPNx98w4KVLxLmcZH21JNE/PjHga5UCDFM+Tt6p/fJXrre18A1+3jveeD5/S9tFFr3L9jxBZz8Zzqs8dz4rzWUfvAxj638B5a4GDKeeVFudiKEOCBD5kTuqOdohA9vgdSZuKdfym9fXY13yVvctfZNrHkTyHjmGRl/L4Q4YBL6Q8Wn94K9Dvd5/+LaRatJfv0lztvyCWFHzCX90UcJCgvr+xhCCNEHCf2hoPx/sGIhHbOu4JoPHUxf/AQ/LltF9DnnkHzH7agQ+c8khOgfkiaB5vXAu9ehwxK5oXgeRy+6j6l120m47jrirrwC1cs0ykII8UNJ6AdawfNQuZq/hf6aE17+E5lttaQ+/DBRp54S6MqEECOQhH4gtexCf3IX651TGLfkExK8TrIXLiBs9uxAVyaEGKEk9API/cEtuKrc2D93Em82kfvSy1gPmhLosoQQI5iEfoC0bv4E9ekSir9IwhYdzvhXXiQ0JyfQZQkhRjgJ/QDwtDupfeRXOL6MQ6emMfEfL2NKSgp0WUKIUUBCPwDW33UV5i+8uDPTmfzqqwRHRwe6JCHEKCGhP8iqNyzH8u43uOOsTH7zbYLloishxCCS0B9MWlN7y/+h2hVhdz8kgS+EGHT9NbWy8MOm5x5CFbbRlj+BnKOOC3Q5QohRSEJ/kDib6whe+DxYYdJjMumoECIwJPQHSeHvLsfTGITrssuwxcUFuhwhxCgloT8Iyr/6iNAvC2nPiGTar38X6HKEEKOYnMgdYNrrofnu+aAVCQ8+KROoCSECSlr6A2zDIzdBiZu2I2eROjM/0OUIIUY5Cf0B1FJZinnREnRkEFP/9GygyxFCCP9CXyl1glKqUClVpJS6qZf3H1VKrfY9tiilGru95+n23pJ+rH3I2/G7S/G0BcGvrsdsswW6HCGE6LtPXykVDDwJHAuUASuUUku01ht3b6O1vq7b9r8CZnQ7hENrPb3fKh4mtr+3CNPKChzjk5hx8c8DXY4QQgD+tfQPAYq01tu11u3AYuD079n+fGBRfxQ3XHnc7bgfvgeCIePR5wJdjhBCdPIn9NOA0m6vy3zr9qKUygJygE+7rbYopQqUUt8qpX6yrw9RSl3p266gpqbGj7KGrvV3Xo23StN6yrHE544NdDlCiBHK7XVTba9mc/1mv/fp7yGb5wGva6093dZlaa3LlVJjgE+VUuu01tv23FFrvQBYAJCfn6/7ua5BU7d1PZb3vqQjLpQZdz0S6HKEEMOIV3tpaW+hzllHvaOeeufejzpHXedyc3vzfn+GP6FfDmR0e53uW9eb84Bruq/QWpf7nrcrpT7H6O/fK/RHisrf/4JglyL0j/cQbDYFuhwhRIDZ3fZ9hneDq6FHuDc4G+jQHb0eJzo0mlhLLLGWWMbHjDeWrbHEWeKIscRwHP7N5+VP6K8AximlcjDC/jzggj03UkrlATHAN93WxQB2rbVLKRUPzAEe8quyYajw738leGMj9hk5HHzS9532EEIMVx3eDhqcDUZwO32t7n20yuud9Tg6HL0exxZi6wzxlLAUJsdP7nzd/RFnjSM6NJqQoP7pmOnzKFrrDqXUtcCHQDDwvNZ6g1LqbqBAa717GOZ5wGKtdfeumYnAs0opL8b5gwe6j/oZSdrbmlFPPQkWxfhHXwx0OUKI/WB32zsDfHf3SefzHusbXY29HiNEhXS2vmMtsWRFZu0V3ruXYywxWEOsg/sld9fpz0Za6/eB9/dYd8cer+/sZb+vgYMOoL5hY9NNP8Ncr3D+7FwikuXWh0IEkld7aXQ1Uu/o1hr/nkDfV2s8whTR2YUyJmoMs5JnGQHu61LpHuSR5shhMc2KzL3TDypXfoHl83W4UsOZNv+OvncQQuw3l8fV2Y1S56zbZ0t8d1+5V3v3OkawCibGEtMZ3BmRGcRZ4nq0xOOscZ2hHhocGoBvOrAk9A+U1jTc/muURxF9318ICpKZLYTwh9aaFndL763vbuG++71Wd2uvx7GGWDtDPDU8lYPiD+oR3t0DPSo0iiA1uv+OSugfoPVP3Enwdidtc6cycfbhgS5HiIDafZJzd3B3D+06Z91eQxHdXvdex1CozpEqcdY4JsZO7NkSt8R1drnEWmKxmWSKk/0hoX8A7HW7ML+8GE94MFMekbthiZHJ4/XQ4GqgzlFHraO2s2tlz+XdQw41e19mYwoydYZ2vDXeGHLYLbh3t8r7e6SK2Jv8sgdg6/xLMLcE0TH//7BEhAe6HCH81j3IO1vhewa5s5Y6Rx2NrsZe+8ctwRYjrK1xZERkMD1xOvHW+M7w7h7o4abwYXGSczSQ0P+BSj75N6HfleAcE8v0X1wb6HKEwKu9nV0r3VvftY7azmDfvbyvE52hwaGdwZ0Wnsa0hGmdId490OOt8dhCbBLkw5CE/g/g7XDjuO82CILUP/8t0OWIEUxrTaOrsbMF3hngvbTOG5wNeHrMgGIwB5mNwLbGkRpmnOjc3RLfvX53oIeZwiTIRzgJ/R9g/R+vw1Thoe3kueRNnBzocsQw5Pa6OwO7xl5DjaOGOkcdNQ5judZeS62zllpHLR3evS/LNweZO4M7JSyFKfFTOvvL9wx06VoR3Uno76fGnUWEvrUUT4yJGX98MtDliCGmzd3WGeS1jlojwB21XeuctdTaa2lwNfS6/+7gjrfGMyZ6DAnWBBJsCXsFeYQpQoJc/CAS+vupdP7lhDgUIbffRnCoOdDliEGwu6+8M7z3DPJu63u7stMUZOoM8vTwdGYkzCDeZrxOsCaQYE0g3hpPrDUWU5BM0icGloT+ftj6+nOErKvBMSWdmWeeF+hyxAHSWtPqbqXaXt3jscu+ixp7jfHaUU29o77XmQ/DTeGdYT45bnKPIO/+HBUaJa1yMWRI6Pupw+XA+9ifUGbI/csLgS5H9MHtdVNrrzUC3FHTGea7g73GXsMu+65eW+aR5kgSbYkk2ZLIjc4lwdYV4gm2BOIt8cTb4gM2YZYQB0JC30/rb7mC0FpwXHA6UWkZfe8gBoTWmub25h4B3tuj3lm/10VCpiATibZEEm2JTIidwNz0uSRaEzvXJdmSJMzFiCeh74fq9QVYl67AnWxl+m33B7qcEa3d086utl1UtlVSZa+isrXSWG6roqqtisq2Suwd9r32i7XEkmhLJMGawKS4SSTZkozXtoTO5ejQaOlmEaOehL4fam6+miC3IvzOP8mEagfAq73UO+s7w7uy1Qj2qraucK9z1u21X5wljuSwZHKicpidOpuUsBSSwpJIsiWRYDNOhJqD5aS6EP6Q0O/DxgUPErS1FftheUycd0ygyxnStNbUO+spay2jrMX3aC2jorWis7W+5wRb1hArKWEpJIclMyF2AslhyZ2vd4f7SJzeVohAkdD/Hs6mOkIWvoAnTDHxUTl5C+DscFLRWtEV7Hs873liNNGaSGp4KlPipnBM1jGkhKX0CPXhcuMJIUYKCf3vUTj/cszNCve1P8MWExPocgZNS3sLJc0lFDcV9wz2ljKqHdU9trWGWEkLTyM9Ip1Dkw8lPSKdjIgM0sPTSQ1PxRJiCdC3EEL0xq/QV0qdAPwF4x65C7XWD+zx/mXAwxg3Tgd4Qmu90PfepcBtvvX3aq1f6oe6B1zZVx8R+vUW2rOimHrtjYEup995vB7KW8spbipmR/OOzucdTTv26ldPsiWRHpHO7NTZpEekG49w4znOEictdSGGkT5DXykVDDwJHAuUASuUUkt6ucH5q1rra/fYNxb4A5APaGClb9/er0EfIrTXS8udN6KAhIeeDnQ5B0RrTVVbFUWNRT0e2xu34/Q4O7eLCo0iOzKbw9MOJzsqm5zIHLKjskmPSJc+dSFGEH9a+ocARVrr7QBKqcXA6cCeod+b44GlWut6375LgROART+s3MGx7uHfYyptp+3YQ8ibNjPQ5fitw9vB9qbtbK7fzKa6TWyq30RhfWGP28wlWhPJjc7l7AlnMzZ6LDlROWRHZhNjGT3dV0KMZv6EfhpQ2u11GXBoL9v9VCl1BLAFuE5rXbqPfdN6+xCl1JXAlQCZmZl+lDUwmit3EvrqErxRIUx96NmA1dEXrTXlreWsrVnLmpo1rK1Zy5aGLbR72wHjBhcTYidw8piTGR8znrHRY8mNziUqNCrAlQshAqm/TuS+AyzSWruUUr8EXgKO2p8DaK0XAAsA8vPz977f2iApvuEyzPYg+MN8TNahc2Vmh7eDwvpCllctZ1X1KtbWrO3se7eGWJkcN5nz885nYtxEJsZOJCsyi+Cg4ABXLYQYavwJ/XKg+7wD6XSdsAVAa939zN9C4KFu+87bY9/P97fIwVL0ziLMqypwTkxixvmXB7QWrTWFDYV8V/kdK6pWsHLXys5umqzILOakzWFawjSmJkxlbPRYuaeoEMIv/iTFCmCcUioHI8TPAy7ovoFSKkVrXel7eRqwybf8IfBHpdTuDuPjgJsPuOoB4HG30/HwvSgTZD0SmDH5Ta4mvqn8hi/LvuSriq+oddQCkB2ZzYk5JzIreRazkmcRb40PSH1CiOGvz9DXWncopa7FCPBg4Hmt9Qal1N1AgdZ6CfBrpdRpQAdQD1zm27deKXUPxj8cAHfvPqk71Ky74/8IrfZiP+s4YnPGDNrn1jpq+aTkE5buXEpBVQEe7SHSHMmPUn/EnLQ5zE6ZTVJY0qDVI4QY2ZTWAes+36f8/HxdUFAwaJ9Xu2U9dWf/lI7IUCZ+9j+CQga2q6SqrYqPSz5maclSVlWvQqPJjszmmKxjODL9SKbET5HuGiHEflFKrdRa5/e1nSQLUPm7KwhpV1hvu2/AAr/J1cSHOz5kybYlrKlZA8C4mHFcPe1qjsk6hrHRY+UiJyHEgBv1ob/ppccJ2dyI4+AxTDz+1H49ttvr5qvyr1iybQmfl36O2+tmbPRYfjPzNxyTeQzZUdn9+nlCCNGXUR367W3NBD39NNqqmfDYi/123IrWCl4rfI23it6i3llPrCWWcyecy2m5p5EXmycteiFEwIzq0N94488IbQTXFRcQlpB4QMfyai/fVnzLosJFLCtbBsCR6Udy5rgzmZM2R254LYQYEkZt6JcvX4Zl2Trc6RFMu/72H3ycJlcTbxe9zWtbXqOkuYRYSyw/n/JzzplwDslhyf1YsRBCHLjRGfpa03THbwjSipg/Pv6DulvKW8t5ZeMrvLn1TRwdDqYnTOfquVdzbNaxchcnIcSQNSpDf91f7iRkh5O2edPIO+RH+7XvprpNvLDhBT7a8REKxUljTuLiSReTF5s3QNUKIUT/GXWh31pThfmVV/FGBjHlT8/5vd+q6lU8s+YZvq74mjBTGBdPupgLJ14oXThCiGFl1IX+tvmXYm5TeH9/DaHh4X1uv3LXSp5e8zTfVX5HrCWW3878LedMOIcIc8QgVCuEEP1rVIV+8dK3CV1RgmtcHNMuv+Z7t91Qt4HH//c4X1d8TZwljvn58zl7/NnYTLZBqlYIIfrfqAl9r6cD5323ooIh9U9/2+d2pS2lPLbyMT4q+Yjo0Gjm58/n3Annyr1ehRAjwqgJ/bV3/5bQKg9tpx5J3oRJe73v6HCwcN1CXlz/IsFBwVw17SounXQp4ea+u4CEEGK4GBWh31C8FevbS/HEmZh+3xM93tNas7RkKQ8XPExVWxUn5ZzE9QdfLzNbCiFGpFER+qU3/gyTS2G663aCzV1Xxla2VnLvd/eyrGwZebF5PDj3QWYmDZ974gohxP4a8aFfuHghpvU1OKdlMOP0cwHweD0sLlzM4/97HI3mxvwbuWDiBTKdsRBixBvRKed22NGPP4KyQK5vQrWyljJu+fIWVlWv4kepP+L2w24nPSI9sIUKIcQgGdGhv+HmKwit1zgvOYOI5FTeLnqb+5ffj0Jx75x7OS33NJnxUggxqozY0N+1rgDLJwV0pNjI+e3vuOG/N7C0ZCkHJx3MHw//I6nhqYEuUQghBl2QPxsppU5QShUqpYqUUjf18v71SqmNSqm1SqlPlFJZ3d7zKKVW+x5L+rP471Nz09Voj6Lppus5/z8X8FnpZ1x38HU8d9xzEvhCiFGrz5a+UioYeBI4FigDViillmitN3bbbBWQr7W2K6WuBh4CzvW959BaT+/fsr/f+mceIHhbK0U/SuOe2r8SYYrgheNfYHrioJYhhBBDjj8t/UOAIq31dq11O7AYOL37Blrrz7TWdt/Lb4GAnRl1NNZheu5FWiLhD3N2MTF2Iq+e+qoEvhBC4F/opwGl3V6X+dbty8+B/3R7bVFKFSilvlVK/WT/S9w/G+dfhrdF8fiJQZwx6VwWHreQeGv8QH+sEEIMC/16IlcpdRGQDxzZbXWW1rpcKTUG+FQptU5rva2Xfa8ErgTIzMz8QZ9f+Om/MX2zlW/ygjjq7Bu4fPLlMjpHCCG68aelXw5kdHud7lvXg1LqGOBW4DSttWv3eq11ue95O/A5MKO3D9FaL9Ba52ut8xMSEvz+Art5PR6KH7yVjmBF5LX/x8+m/EwCXwgh9uBP6K8AximlcpRSZuA8oMcoHKXUDOBZjMCv7rY+RikV6luOB+YA3U8A95sP7vsFWSVe1h6ZylnHXDsQHyGEEMNen907WusOpdS1wIdAMPC81nqDUupuoEBrvQR4GAgH/uVrXe/UWp8GTASeVUp5Mf6BeWCPUT/9orZ0GzFLvqU0EX56/+v9fXghhBgx/OrT11q/D7y/x7o7ui0fs4/9vgYOOpAC/fHF789nfCtUX3M2EeExA/1xQggxbPl1cdZQ9s2/nmTcqhbWTLNw+uV3B7ocIYQY0ob1NAwdLhetTz1JkBVm3bPvu2EJIYQwDOuW/ru3nkt6pWbLCXmMG58f6HKEEGLIG7ahX7LhO9I/LmRbuuLcuxYHuhwhhBgWhm3or7r9l4S2g+1Xv8JsCg10OUIIMSwMy9D/+NnbmbDRxZpZkRx1+tWBLkcIIYaNYRf69qZGQl5+ndpIOPYB6dYRQoj9MexC//2bziSpDip++iOSUnICXY4QQgwrwyr013/xDmO/rGRzbjDn/G5hoMsRQohhZ/iEvtbsuP9mNJB5870ymZoQQvwAwyb033nwKnK3e9hweDIHH/6TQJcjhBDD0rAI/bqqHcS+sYzKODj9wTcCXY4QQgxbwyL0P/3decS2QNulZxARGRvocoQQYtga8qH/7ZKF5BU0sX5yKKde+cdAlyOEEMPakJ5wzdPhpvEvjxBshul3PxPocoQQYtgb0i39t24/n6xyzdZjxzFu8mGBLkcIIYa9IRv6OwtXkfnBBkpSFGfd+1qgyxFCiBFhyIb+8tt+js0JlmuuwhxqCXQ5QggxIgzJ0G+urWTyOgfrZ4Yz76xfB7ocIYQYMfwKfaXUCUqpQqVUkVLqpl7eD1VKvep7/zulVHa39272rS9USh3v1+fV1dMQDj9+4J9+fxEhhBB96zP0lVLBwJPAicAk4Hyl1KQ9Nvs50KC1Hgs8Cjzo23cScB4wGTgBeMp3vO9lckPl6YeQlDFuf76LEEKIPvjT0j8EKNJab9datwOLgdP32OZ04CXf8uvA0cqYHOd0YLHW2qW1LgaKfMf7Xq5Q+MnNz/n7HYQQQvjJn9BPA0q7vS7zret1G611B9AExPm5LwBKqSuVUgVKqQJXeCTBIUP6EgIhhBiWhsyJXK31Aq11vtY6PzElI9DlCCHEiORP6JcD3VM43beu122UUiFAFFDn575CCCEGiT+hvwIYp5TKUUqZMU7MLtljmyXApb7ls4BPtdbat/483+ieHGAcsLx/ShdCCLG/+uw411p3KKWuBT4EgoHntdYblFJ3AwVa6yXAc8ArSqkioB7jHwZ8270GbAQ6gGu01p4B+i5CCCH6oIwG+dCSn5+vCwoKAl2GEEIMG0qplVrr/L62GzIncoUQQgw8CX0hhBhFJPSFEGIUkdAXQohRZEieyFVKtQCFga5jiIgHagNdxBAgv0MX+S26yG/RZYLWOqKvjYbqXAeF/pyFHg2UUgXyW8jv0J38Fl3kt+iilPJryKN07wghxCgioS+EEKPIUA39BYEuYAiR38Igv0MX+S26yG/Rxa/fYkieyBVCCDEwhmpLXwghxACQ0BdCiFFkSIV+XzdgHy2UUs8rpaqVUusDXUugKaUylFKfKaU2KqU2KKV+E+iaAkUpZVFKLVdKrfH9FncFuqZAU0oFK6VWKaXeDXQtgaSU2qGUWqeUWt3X0M0h06fvu2H6FuBYjNsqrgDO11pvDGhhAaCUOgJoBV7WWk8JdD2BpJRKAVK01v9TSkUAK4GfjNI/FwoI01q3KqVMwJfAb7TW3wa4tIBRSl0P5AORWutTAl1PoCildgD5Wus+L1QbSi19f27APiporZdh3Jdg1NNaV2qt/+dbbgE2sY/7LI902tDqe2nyPYZGqy0AlFLpwMnAwkDXMpwMpdD3+ybqYnRSSmUDM4DvAlxKwPi6M1YD1cBSrfWo/S2Ax4DfAd4A1zEUaOAjpdRKpdSV37fhUAp9IfZJKRUOvAH8VmvdHOh6AkVr7dFaT8e43/QhSqlR2f2nlDoFqNZarwx0LUPE4VrrmcCJwDW+LuJeDaXQl5uoi175+q/fAP6htX4z0PUMBVrrRuAz4IQAlxIoc4DTfH3Zi4GjlFJ/D2xJgaO1Lvc9VwNvYXSX92oohb4/N2AXo4zv5OVzwCat9SOBrieQlFIJSqlo37IVY9DD5oAWFSBa65u11ula62yMrPhUa31RgMsKCKVUmG+QA0qpMOA4YJ8j/4ZM6GutO4DdN2DfBLymtd4Q2KoCQym1CPgGmKCUKlNK/TzQNQXQHOBijJbcat/jpEAXFSApwGdKqbUYjaSlWutRPVRRAJAEfKmUWgMsB97TWn+wr42HzJBNIYQQA2/ItPSFEEIMPAl9IYQYRST0hRBiFJHQF0KIUURCXwghRhEJfSGEGEUk9IUQYhT5f97oiBSUvkoMAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "CyclicalExample = IndShockConsumerType(**CyclicalDict)\n", + "CyclicalExample.cycles = 0 # Make this consumer type have an infinite horizon\n", + "CyclicalExample.solve()\n", + "\n", + "CyclicalExample.unpackcFunc()\n", + "print('Quarterly consumption functions:')\n", + "mMin = min([X.mNrmMin for X in CyclicalExample.solution])\n", + "plotFuncs(CyclicalExample.cFunc,mMin,5)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Quarterly consumption functions:\n" + ] + }, + { + "data": { + "image/png": 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1Lad7OfhGI9aBCQrXpLL+yXwMidLYKdC5Rkawfrbfsyxv/wHcVisqKorY9esxfv/7GLZuJcwcuL8lSWgLcYsGrtg48FoDnRcHMWXGcs+Py8gsksZOgcze2elbljd64gQ4nYSazcQ9+ACGbdXE3n0XIdHR/h7mrEhoCzFLE2NOjr/fyvm9nYRHhbLp2SIqNmdIY6cApN1uxmtrffXpiYYGACILCzC99BLG6m1ELVuGCgm+fzsJbSFuQrs1lz6/xuG3mxmz2CnbkMFdj+URbZTGToHEPT6O7ehRrHtqsOzbi6u3D0JDiVm9mpQ/+HcYq6uJWAC7tSW0hfgKPZdH2P9qA92tI6QujWPHD5aRkiONnQKFs78f677PsOytwXboMHpsjJDYWGI3b8JYXY1h0yZCExL8Pcw5JaEtxA2MWe0cfaeF+kNXiDaEU/1iKSV3pUljJz/TWmNvbf3itvH0dBKeeAJDdTUxa9cQErFwfwuS0BZiGrfLTe3+Kxx7rwX7uIvl1Vms2bGUyGj5VvEX37bxPTWebeOXLwMQVVaG+Qc/wFi9jcjS0oBaljef5CtRCK8rjYPsf7WR/i4rS0oS2fRMEUkZsf4e1qLkstqwHTqEteYG28Z/5cU7um080Ehoi0XPOuhp7NR4vBtDUiQPvFxB3srkRTNzCxQ32jYeGh+PYesWz7I8P20bDzQS2mLRcjncnNnTzomPLqNdmqqHcln1QA7hEdLY6U7wbRvfs8ezbbyuDgi8beOBRl4NsSi1ne/j4OuNDPeMsXS5mQ1PFRKfHBybK4KZttuxHT+OtWbvjbeNb68mIi9Pfsv5ChLaYlEZ7h3l4GuNtJ3vJyE1hkd+cznZ5SZ/D2tBcw0PY91/4IvbxjdswPiDH3hOcwngbeOBRkJbLAqOCRcnP27j9K52QkNDuPvJfJZXZxEaFnw74oLBQto2HmgktMWCprWm6WQPh99swjo4QdHaVNY/WUBswtwd/ySmbRv3LsubaGwEFsa28UAjoS0WrP4uKwdea6Dr0hDmLAP3fq+cjIIEfw9rwXCPj2M7csRTn17A28bn3egA9F6a9eUS2mLBmRh1cOz9Vs7v6yIiOpQtzxVRtimTENnN+LUtxm3jc0JrsPZA3yVPQPde9L6/BLaeW3oqCW2xYGi35sKRqxx9p5kxq4PyTZnc9WgeUYZwfw8taE1uG59cljd25syi2zZ+S7SGka6ZoTwZ0uNDU9dFxkNyERTdB8klYC6GP75/Vp9CQlssCN2tI+zf2UBP2whpefE88ptFJGcb/T2soKSdTsZOn546bfz6bePbq4ksKVncy/LcLhi6/MVg7msAu3XquhiTJ5QrnvQEc3Kx5+/GNLjN109CWwS10RE7R99p5sLhq8TERXDPd0opWpe2uAPlNnzVtvGk7/wKhq1bF+e2cZcDBlqnzZwvekocfY3gHJ+6zpjuCeQV35oK5uRiiJ37pYwS2iIouV1uzn/WxbH3WnFOuFhxbzZrHsolQho7zZqjp8dzE7Fmj2wbd4xDf9NUOE/Wnvubwe2Yui4+2xPGS7dMBbO5CKIT7thQ5StcBJ2uS4Ps39nAwBUbWWVJbHqmkMQ0aex0M1pr7E1NnkNsa2oYP3cOgPCsLBKff95Tn169wLeNT1g9JYy+hpmz58E20G7PNSoEEpd6Qrn4walwNhVCpP9/iC3gfx2x0FgGxjn8ZhNNJ3swmqJ48NcrWbrcLKWQr6CdTkZPnfLOqGtwtLcDEFVZSfJv/whDdTWRhYUL7zUcG7oumL1vw+1T14SEgykf0iqh8mnvrLkYTAUQHrgHNEtoi4DndLg4s6uDkx+3oTWs2bGUVfdlEyaNnW7IPTqK9eBBrHum6tMqPJyYu+/C9NJLGLZtIzw1xd/DnBu2vuuC2ftn67Wpa8KiwFwI2evA/OJUzTlpKYT6Z2WRdcJJx8Aol/tH6RgYpX1gdNaPldAWAa3tXB8HXm9kpHeMvJXJbPhGAXFm2f58PWdvL5a9e7HuqcF25AjabickPh7Dls0Yq7cTu3EjoYYgLSFpDZarXwzmvksw2j91XYTBE8j51dNuBhZBQg6E3Nkf8G63pscyweV+G+0DnmC+7A3n9v5R+m32GdfHR8/+h4eEtghIQ92jHHy9kcu1/SSmxfDob60gqyzJ38MKGFpr7C0tnm3je/Ywdu4caE14ZiYJ33wWY/V2T306PIjWqLvdMNwxc5XGZFBPjExdF5XgCeSSHVPBnFwCcZm3vYzudow7XL7ZcvvA1Nvlfhsdg2PYnW7ftSEKMhKiyTHFcF95KllJMeQkxZKdFEN2UgzxMeGon83u80poi4BiH3dy8qPLnNnTTmhYCBueKqBy2xJCQ6VnhXa5POunrz92q6KC5N/6TU99uqgo8OvTLqfnxt+MYL7oWUbnmFYmiE3xzJiXPTN1MzC5BGKT70g4a63ps9ppH7B5w3h0atbcP0qPZWLG9bERoWSbYilMMbK9NNUXyNlJMWQmRhM+R1/DEtoiIGitaTzRzeE3m7ENTVB8Vxp3P5FPbPzibuzkHhvDduiQJ6j37cM1ODhz/fS2bYSnpfl7mDfmtMNA88xVGr0N0N8Irmnlgbglntny6g1TwWwugpj5/81qwumic3BsRhhPljDaB0YZc7h81yoFaXFRZCXFsKUo2RPIJk8o55hiSYwJvyM/MCW0hd/1dVo5sLOBK41DJGcbuf9XK0jPj/f3sPzG2deHdd8+LHtqsB0+jJ6YICQuDsPmzRi3VxO7aVNgrZ+2j3qC+Pqa80AL6MnQU5CY4wnkwnu8uwNLPDcIo+LmbWhaawZHHVPli/6pWXPHwChXR8bReur6qPAQ7+w4lg0FZrKToskxxZKVFMOSxGiiwv1/81tCW/jNuM3Bsfdaqf2sk8iYcLZ+q5jSDRmLsrHTREuLp//0nhpff4/wjAwSnnkG4/ZqYlav9n99enzEu4zu0szZ81A74E0+FepZRpdcDGWPTVvjXAARMfMyLKfLzdXhcd8s+fKAjfb+qWC2TDhnXJ9sjCQ7KYa78kxkJU3OlD3vk42RAV9ektAWd5zbrblw6ApH321hwuagfHMm6x7NIyo2iG6afU3a5WLs7FlPI6Y9Ndjb2gBvf48f/gDj9u1EFhf7J0DGBr8YzL2XPI2QJoVGeDabZK72bt323gxMyoewuW8eNWZ3+W7yTc6UL3tnzp2DYzjdU9Pl8FBFVqKndLEmN9Fz08/kuemXlRRNTERwx95NR6+UygL+EUjF8+P0Fa31X8z3wMTCdK1lmP2vNtDbbiG9IJ7N3yzCvGRxNHZyj41hO3LEE9R79+EaGPDUp9esIfGFb2Osrr6z/T0m+zj3XpgK556LM9c4h8d4Shi5G6ctoyvxLKMLnbvw01ozYLN7g3h02o0/2w1v+hmjwsgxxVCeEc+DlenkTKsvp8dHE7qAf1ubzavuBP6t1vqUUsoInFRK7dJa18/z2MQCYhue4OjbzVw8eo3Y+AjufamMwjWpAf+r6NflHBjAuncvlpq92A4dQo+PE2I0zqxPG+f5h9bogDeQL8wMaWv31DXhsZ7Z8uQa55RSz/v4bJij02Zcbs2VobFpM+WpMkb7wCjW68oYqXGR5CTFsrko2RfKOaZYcpJiSLhDN/0C0U1DW2t9Fbjq/bNFKXUByAQktMVNuVxuzu/t5Pj7rTgdblbdn83qB3OJiAruX1G/ykRr61R9+vTpqf7T3/iGpz5dVYWaj/7Ttn5vIHtnzL3eN1vv1DWTG1AK7pmaNaeUeFZwzEE4X1/GmL5UrnNwFIfry8sY2d5AnpwxB8JNv0B0S985SqlcYCXw+Q0+9jLwMkC2HDEkgI6LAxzY2cjgVRvZ5UlseqaIhNT5uRnlT9rtZuzsWV9Q21taAIgsLcX8/e97+k+Xls7dzNDaOxXI0wN6tG/qmgijJ5yL7veG8+TMecnXWuM8uRpjRm35q8oYkWFkm2IoTTdyf3kaOaYYXzAv9DLGfJl1aCulDMCbwG9rrUeu/7jW+hXgFYCqqip9/cfF4jHSP8bhN5poPt1LnDmKh36jktxlC6ux09T5iDVY9u7D1dcHYWHErl1D4vPPY9y2lfDMzNv/BFp7Zsg90+rNk2/Tt25Hxk11o5ssaSSXQlzGbYfzjcoYvjXM/V9cjSFljFuntaZ7tJvavlpq+2qp66+b9WNnFdpKqXA8gf0vWuu3bnOcYoFzOlyc/rSdUx97duqte3QpK+7NJmyB/JrrHBzEuncflpo9U+cjGgwYNm/CUL0dw+ZNhMbd4ppjrT215ckVGtPrzmODU9dFxnvKGJNbt1O8pQ1j+m2F87jDNW2mbLtpGWNJoqdksTon0beZJMcUQ1ZiDNHSuOumBsYHPOHcV0ddfx21fbX0j3t++IapMAoTC2f9XLNZPaKAvwUuaK3/x+0OWixcWmtaz/Zx6I1GRvrGyV+VwoanCjAmBW57y9myd3Rg2b0Hy57djJ06DW43YWlpJDzxOIbq7cSuXTO7+rTWYLl247LG9LMDoxI8M+ayx6ZKGimlYEi9pXD+sjJGh3cdc/eIlDHmi8Vuob6/3hfOdX11XLFdAUChyIvPY0PmBspN5VSYKyhOKiYyNBLF7F5jpfVXVzKUUhuBA8B5YLIDyh9qrT/8ssdUVVXpEydOzGoAIrgNXrNx8LVG2usHSMqIZdMzhSwpCd7GTlprxuvrse7Zg2X3HiYaGgCILC7GuH07hupqosrLvvxX/smOdNev1Oi9COPDU9dFJ3pCeXLGPPlmSJl1OLvcmqvDY54VGNctkbtRGSPFGOndROKZJef4YQv2QjPuHOfiwEVfQNf21dI20ub7eKYhkwpzBRWmCsrN5ZSZyogNv3G3RaXUSa111c0+52xWjxyEWf4IEIuGfdzJiQ/aOFvTQVh4CBufLqRia2ZQNnbSDgejJ096Z9R7cF69CiEhxKxeTepP/gDD9u1ELFly3YOmnbrtW6kx2ZFuWjjHmDzhXPHUzJpzrHlW4ex0uekcHKOt30Zbn402bznjcv8oHVLGuKMcbgdNg03U9ntmz7V9tTQNNeHybtVPjk6m3FzOjrwdVJgrKDeVkxCVMOfjWLjrrsS80FrTcKybw281MTpsp2R9Onc/nk9M3DwsYZtHUwcF7MGy7zPcw8OoqChiN2zA+Ju/iWHbVsISEz3hPNwJjbuuK2tcArtl6gljkz0z5WXPTFvnXDKrg10dLjddg2O09tu47A3myZC+frdfTEQouaZYitOM3FueSo531pydFENGgpQx5opbu2kbbqO2v9ZX4rg4cBG729PoKi4ijgpzBZuXbPYFdGps6h0Z203LI7dDyiMLU2+HhQM7G7jaNExKjpFN3ywibWnwNHbybXTZvcfXiCk0Ph7Dtm2ejS7L8wkZafGG8oWpEofdOvUksSlfLGkkl0Cs6Ss/t9utuTI8RkuvjeZeq2/W3Obdhu2aFsyxEaHkmmPJ9c6SJ/+ca44h2RD4vTGCjdaaLmsXtf211PfVe97312Nz2ACIDoumzFTmq0FXmCpYYlwy5/8Osy2PSGiLmxq3Ofj83RbqDnQRGRvO3Y/nU7o+HRUEszp7e7vnINtpNxLD09MwrivDUJJITMIwqr/BE9DTyxqT4ZxSNlXSSC6+abvQUbvTF8zNvTZavO9b+6yMO6aa4hsiw8g1e8oXuaYYbyh7wtlsiJBgnke9o71TNWhvUA9OeFbqhIeEU5JUQpmpzBfQS+OXEnoHTr6Zs5q2WLzcbk39wSscfbcZ+5iLiq1LWLtjaUA3dtJaM15Xj2XPbqy7PmWiybvRJSMO8/p4jKZuIqNOodQpaMNzQzClDCq9NeeUUm/N+ctnzlprro2M09zjCeeWaQF9ZXjcd51SkJUYQ35yLOvzTeQnG8hLjiUvOVZmzHfI8MQwdf11vhp0bX8tPaM9AISoEPIT8tmatdVT4jCXU5RQRLifzo2cLQltcUNXm4bYv7OBvg4rGYUJbP5mEabMAOrhPI22DDBa80sse3ZjOVaPc2gMlCYm2U7qynEMmeNEJFm8ofyQd/bsnUV/xWqNcYeL1j7vrHkyoPustPTaGLVPNcc3RIaRnxzLujwT+cmx5CUbyE82kGOSrdh30qhjlAsDF3w16Nr+WjosHb6P58TlUJVa5ZlBmysoTiwmJjz4duhKaIsZbMMTHHmrmUufX8OQGMl9/6acgtUpgTErtI96jqfquYi74xzWz09iOduJtc2F2xGCCnUTm+HEuM6MYU0FYUuXT82ev+L8QKfLTVu/jYZuK5euWWjotnCp28Ll/lFfrVkpyEyIJi/ZwJrcJG8wx5KfbCAlCHowLzR2l52GwYYZOwpbhltwa08JKi02jQpTBU8WPkm5ybPULj4yeO6/fBUJbQGAy+nmXE0nxz9sxeV0s/qBHFY/mEt4pB9mis4Jz3mBvRehp95zY7CnHufVdqxdkVi6orBdi0S7FaExYRjXFGDcspHYex8hJK34Sxsfud2azsExLnV7g9kb0C29Nuwuzze7UpBriqUo1cDDlekUphopSDaw1BwrS+b8xOV20TzcPGM34aXBSzjdnnXoSVFJlJvKuSfnHt96aHP0zVftBCsJbUF7fT8HdjYy1D1KTqWJjU8XkpByB35tdLtgoBV66qC7fmrFRn+z75gquy0Sy0AGlo5wxjpSQUN4WgqJ37oPw733ErNqFSrsi1/GQ6N26q+OcOGqhQtXR2jottDYbZ1x5l9mQjTFaUa2FCdTnGqkKNVIQYpBShp+pLWmw9Lhqz/X9dVxYeACY84xAAzhBspMZbxQ9gIVJk+ZIz02fVH9piOhvYiN9I1x6I0mWs70Ep8czcM/WEZu5TzNUKy90F3rmTl313uCuucieL8ZQUFSHjq5hHHDRiyNY1hPtTLR2g5MEFmah/kH2zHeM/NEF7db095vo/7KCBeujlB/dYT6KyMzbgiaDZGUpBl5bm02xWkGClONFKYYMEYF9g2nhW6yadJk/XmyzGHxrn+PDI2kJKnEV+KoMFeQE5dDiAq+DVxzSUJ7EXLaXZz65DKnPm1HKbjr8TxWbM8mNHwOvhnso56yRnedN6C976f3dI5NhtRyqHoJUsvQSUWMXh7F8tlBLG/twXnttGdHYlUVqc99C0P1diKWZOJya5p7rZw92cn5rmHqr4xw8ZrF1zw/REF+soGq3CTKMuIoS4+jND2OZOPiPtE9UAyOD86YQdf119E35mknO9k06f7c+30z6LyEPMJD5Afr9SS0FxGtNS1nejn0ehOWgXEKqlJY/+RtNnZyu2CwzRPK3XVTJY6BFnyHvIZFe9Y6F90PKeWQWuZ5b0j27Eg8cBDLv+7Guu+vcI+MeHYkbtyA8Uc/InbLZq4RxeHOIc6dG+bsB+3Udg1j867aiI0IpSwjjidXZVKWHkdZRhxFqUYpbQQIq91KfX/9jIDusnrOmFQolsYvZX3Get966OLEYqLCgr/B2J0gm2sWiYGrNg7sbKDz4iBJGbFsfraIzOLE2T3Y2jsVypMBfYPShi+UU71vibkwbVOCa2gIy759WHbtxnbwoGdHYkIChm3biNi6lYbMMk50j3G6fZCzncMM2DxbhiNCQyjNiGPFkniWLUlgeVY8eWbDojy1PRBNb5o0WepoG25De394TzZNmixxlCaVYogIzOWj/iSbawQA9jEnxz9o5VxNJ+FRoWx6tpCKzZmE3Kixk9PuKW1cOz9t9lz3xdJGShlUfdfzPrXcs+Y54sY3Lh09PZ7+Hrt2Yfv8GLhchKWlEfn4E7SVrOFQTBbHO4ap/WwEl/ssSkFhioHtJSksy0pg+ZJ4StLiiAhb3HXMQOFwO2geap6x1K5psAmn9pSozNFmKkwVPLT0IV9QJ0bNcnIgZkVCe4HSbs2lY9c48lYzoxY7ZevTuevxfKKN3sZOowOecJ586671BLZ3GRVhUZ71zYX3e2fQ3oA2pNz0c9vb27Hs2o1l1y7Gzp4FrVHZOfQ+9BSHM5bxsSOBtoExOKuJDOtkeVYCv74lj6rcJFZlJxIfLXXMQODWbtpG2mbsJrw0cIkJl6cXd1xEHOWmcr5b8V3KzeVUmCpIiQmQNf0LmIT2AtTbbmH/q5e41jJCaq6Rh76VRGrYRTj2xlRAj3RNPcCQBmmVUHiv531qJZjyZ5Q2vorWmomGRiy7dmHZvZuJixcBGM8toL76aX4ZV8zn7jhQikRLOFW5cTx/Vw5VuUlUZMTLLDoAaK25Yrsy43SV+v56rA5Ps6zosGhKk0p5tvhZ3ww6y5glAe0HEtoLyNiQjaM7T1F/2k50hJ3q3F2UOHei3vZ2qVOhnqZHuRshtQLSKjwBbUi+5c+l3W7Gz51jxBvUjsvtaKXozSlm/11P8b6xkO5YE3FRYazLM/FH+SbuzjdRlGKUWnQA6Bvrm1HiqOurm9E0qTixmIfzHvbVofPi8+5I0yRxcxLaC4Db6aLujU/5fL8TuzuK5TEfsMb0EZGpBZD2be/sucJTew6//Tv02uFg9MQJT+lj926cPT24Q0JpySrlk5VPcSi1jIm4RNYuTeJ7+SbW55spTY+THs9+NjwxPOP4q9q+WrpHu4Gppklbsrb4ltoVJhYSERpc/dEXEwntIHfl+Hn2/2s9/aPJZBo62fRIMqblP4b4P7/t07inc4+PYzt8GMuu3YzU1KCHh3GGR3AmrYSa1ds5nlrKkuxUthQl8/OiZFbnJhIZJjMyfxl1jHJx4OKM9dDtlnbfx7ON2axKXeUL6JKkkqBsmrSYSWgHKeu1Pg7/4lMaO9MwhIZw/9Yr5D/1HVTY17+J57JasX72GSOf7sLy2X7U+BhjEdEcSS3lUHEljTkVrC3N4MGiZP6sMJm0eFlf6w8Ol2OqaZJ3R+H0pkmpMalUmCt4ovCJBdc0aTGT0A4yLruTs//yAcePhaN1ElUFF1n13W8Qbvp6Rx05Bwaw1tQw8PGnjB09SojTwVCUkUNpyzmSUYlauZoNJen8bnEyy5ckSMnjDnO5XbQMt8yoQV8avITD7QAgMTKRcvPiaZq0mEloB5HL+49x8M3LDE2YyI1vYOMLq4mveOC2n89x9SqWXbvp/egTXGdOo7Sb7pgkDubcTV3eSjI3rGNLaSrfKzCTGCs1zjtletOkyTr09KZJseGxlJvK+XbZt303CjNiM2QlxyIhoR0Ehtu7OPiLfbT1pBMf7mTHgwPkPPLyl7Yg/Sr2zk5GPv6E7vc/JORiPQCXjakcKqymo2ItJRureLA8lZ9kJcps+g7wNU2adrpKXX8dI/YRwNM0qTipmCcKnvCdrpIbl7vomyYtZhLaAcwxNsGpv3+P02eNKJXI3WWNLH/pGUINt7bDzH75MgMffUL3ex8Q0dwAQHN8JofLHmR4zUZWbVjBS2WpLDXHzsf/hphmcHzQN3ue3PI92TQpVIVSmFjIvTn3+k5XyU/Il6ZJYgYJ7QCktab5kwMc+qAPqyOJQvNF1n9nC4aCh2b9HBOtrfS+9yE9H3xE9OVmAFoSszi27BH05m2sXV/JvytOkbLHPLI5bJ6mSdPWQ09vmpQbn8vd6Xd7dhNK0yQxSxLaAab/UgsH/v4IXYPpmCKt3PuNCDLu+Y1ZLd+baG7m6rvv0//hx8R0tgHQmpTD2aoniN5+D3evr+Bn+SZZkjcP7C47lwYucb7vvG8m3TrcOqNpUrmpnGeLn/Wt5JCmSeJ2SGgHiAmLjeO/+CXnLpmJUEY2r2ql/IVvEhL95SWLye3jXe++z9DHnxBzpR03ihZTLvXrniL+gfvZurGCJ5fEy02qOTT9+KvJ5XYNgw2+469MUSYqzBU8sPQB30qOpKgkP49aLBQS2n6m3ZqL7+ziyJ4xxlzJlKdfYt33HiR6Sd6Nr9eaiYsXufz2+1g++YTY7i5cKBrNeTRu/CbmB+5j28Zynko1SlDPgdkcf1VuKufFshepMFdQaa4kNSZVXnsxbyS0/aj7bD0H/vks3ZZU0qIH2PGUkZQNP7jhteOXGmh57R1GP/2E2N4ruFA0JBfQtvXbpD58P9V3l/JNuZH4tfWM9szsydFfx/DEMCDHX4nAIKHtB2P9gxz5/z7kQlsq0SGRbN/QRfE3v4UKn3lTcLylhdbX38Hy0ccYr3XgRtGYXEDHPS+SseNBqu8qJiMh2k//F8FveGJ45vmEfXX0jPUAnpUcBQkF3JN9j6zkEAFFQvsOcjtd1O78kGOHFA53MityG1nzvceISM7wXWPv6KDltXcY/vAj4rpacaNoMy2lc/sLZD72EPeuL8VskDMPb9VkT47zfed9Qd1h6fB9PDculzXpa3w9OYqTiokOkx+IIvDcNLSVUn8H7AB6tNYV8z+khanr6EkO7GyifyyZLGMzG5+vJGnlbwDguHKFltffZfCDD4lvbwKgMymH9q3PkfHYw2zfVCFBfQscLgcNQw0zbhQ2DzX7enKkxaZRYargycInqTBXUGYqIy4izs+jFmJ2ZjPT/nvgfwH/OL9DWZisV65x6Be7abqSgTFM8eA9vSx94rs4+wdo+Jtf0P/eByS0eA4N6ElYwuebnib10Yep3rqcFKOs2b0Zt3bTOtw6ow59aeASdrfnfMmEyATKzeVUZ1X7yhzSk0MEs5uGttZ6v1Iq9w6MZUFxTTg480+/5MTJGLQ2saaokWVP3Ufnpwc48vhzxDfWEYJmIC6dE+ufxLzjIarvWc2jcRLUX+b601Vq+2up76/H5rABEBMWQ5mpjOdLn/cdf5VpyJSVHGJBmbOatlLqZeBlgOzs7Ll62qDUVnOIg+9eYXjCxNL4BgqWhtCz9wiNv/grwtwurIZkTq3dgWnHw2y9fy0Px0vt9Eb6xvq+cKPw+tNVduTt8C21y43LldNVxII3Z6GttX4FeAWgqqpKz9XzBpOh1nYO/u1nXO7LJE45KB/9JQmHP8NlH4eoOA4vq8b48A4279jIfYnSeH46i90yY8t3bX8t12zXAM/pKnnxeTNOVylKLCI8VFZyiMVHVo/MAYdtjBN/9y5n6hIJcSextPNdclr3MBYazsmlKwm7/0E2PHUfG9OkAT3AuHOciwMXZxx/1TbS5vv4EsMSViavpLzUsxa6NKlUTlcRwktC+2vQWlP/T29z9CCMh6SQdu1zctre40JyFle//dusfnYHL+Uv7t1xTreTpqGmGTcKmwabcGrPlu/k6GTKzeW+Mke5qZyEqAT/DlqIADabJX//CmwFzEqpTuCPtNZ/O98DC3R179dw5o1mhqLyMdjayep9m2srVpLyH/6Z55bnEha6+HbJubWb9pF233bvyeb9E64JAIwRRipMFXy34ru+G4WpsV/vxB0hFpvZrB557k4MJFgMdFxj7x//C92hywgNTSVjYg8x33mcLVtfICp88dwEm2zeP70GXd9Xj8VhASAqNIpSUylPFz3tW2qXbcxe1L91CDEXpDwySy6Hk11/9Ne0d+fgCFtOuu0Yq354D7l3/Ym/h3ZHDI0P+VZxTL71j/cDEKbCKEws9HS185Y48hPyCQuRLy8h5pp8V83Cyf/7HnWf9GGJriB+oomi1SGs/f4f+ntY82ayef/05XbXN+9fn7He17y/JKmEyFDZsSnEnSCh/RWu1Ddx6L+9R0/kciJCHRREHqD6z3+P8OiFs5LB7rLTMNjA+b7zvrXQLcMtvub9GbEZlJvLeab4GSpMFdK8Xwg/k9C+Afv4BLv+8Od0jBTjDi8n03aQu//gKVLLn/T30L4Wt3bTNtzG+b7zvpC+NHjJ17w/KSqJclM59+feT7m5nHJTOaZok59HLYSYTkL7Oof/33+l4agLW9QKksYuUPqgiRXf/g/+HtYtm36j0DeL7q/zbfmODY+lzFTGC2Uv+DaspMemy41CIQKchLZX2+enOfo3B+iPqiCKPkrij7L1f/0+oWHB8RINTwz7NqtMhvTkKd9hIWG+Ld+V5koqzBWy5VuIIBUciTSPRodG2P3T/02XvRLCi8ie2M+GP36JpJxn/D20LzXhmuDiwEVfQNf11c3YUZgb5znle3KpXXFSsdwoFGKBWLShrbXms//nb2mpNzIWuRrz6Fkqv1lM2SM/8/fQZnC5XbQOt/pO+T7fd56GgYYZOworzZU8mv+oZ7mduVx6QwuxgC3K0L60+wAn//E8gzElxLivUpFxhk0//REhof4tF2ituWa75ilvTOtsN+ocBaYOkf2V8l/xlTlkR6EQi8uiCu3h7l5q/v3/4SorCInIIde1ny3//YcYzP5pij88MTxjs8r5vvNTG1ZCwihJLOHR/EepTJ6qQ8shskIsbositF1OJzX/6W+43JHJREQVqdYTrPrV9eRt+dkdG8NkZ7vpNwrbLe2+jy+NX8qGzA2+3tBFiUVEhEZ8xTMKIRajBR/aZ9/8iPPvdjIcU47ReZmyyh7W/87vz+vndLldtAy3zAjoxsFGXx06JSaFSnMlTxQ+QaW5kjJTGcYI47yOSQixMCzY0O5pauPAn77OtfCVhIenkB92kG0//x0ijXMbjlprrtqu+sL5fN956vvrGXOOAWAMN1JuLpfOdkKIObHgQtthd7L7p39Bx0AhjvCVpI8eY92/fZjMFY/NyfPbHDbq+uo413eOc72et8k6dHhIOKVJpTxe8LjvRmFOXI7UoYUQc2ZBhfbx//MaF/aNYYleScJEI8UbDFS9dPuNnSbLHOf7znsCuu8czUPNuLUbgJy4HNZnrKcyuZJKcyXFicVyBJYQYl4tiNDuPFPHkT//hJ7oFUSGDFJkOMq2v/xdwiJu7UZe31gf53vPc67vHOd7PcvuJrd9x0XEUZlcyT3Z91Bp9oS0nLAihLjTgjq0J6xWdv3kr+kcK8cdWUHm+CE2/PvnSc7/xs0f65rgQv8F3yz6fN95X/vRyf7QO/J2sCx5GcvMy8iJy5G+HEIIvwva0D74F39P4+kIRqOqSBqvo/KJHCq+8e9veK3Wmk5rJ2d7z3pm0r3nuDh40dfdLi02jWXmZTxX8hzLkpdRmlRKVFjUnfzfEUKIWQm60G7af5STvzhGX0wF0fRQmnKKrT//nRm7Gd3aTfNQM6e6T3Gy+yQnu0/SM9YDQHRYNBXmCl4se5Fl5mVUJleSEpPir/8dIYS4JUET2tb+Afb89BWuuFZAZCHZzoNs/rNfIz49FafbyYW+Ok50n+Bk90lO9ZxieGIY8KyJXp22mtUpq1mRskKOwRJCBLWATy+tNXv/5K9pbU5mPHItyWNnWP7iCqh6lreufMjR2qOc6Tnj68+RbcymOqua1amrWZW6iiWGJVKLFkIsGAEd2nXv7eLs600MxpQS6+4iLnMvp7c6+esr/5H+9zxrowsSCngk/xGqUqtYlbpKSh1CiAUtIEO7v72Lz/74n7gWupqQiCwm1Dv8YvM+nGGapCtJ3JV+F+sz1nN3xt0S0kKIRSWgQtvldPLWT/8zg73lOMKrUBNHeWvlh2QWF/PDzB+xPmM9xUnFssNQCLFoBUxo1/zDP9BaY2c8ej0Rrja6899n+dMP8Wr290mKSvL38IQQIiD4PbTbas+z97+/x2jEWsLCbEREfMST/+X3McW/5O+hCSFEwPFbaE+MjvHaT/4Um3UNrog1RNoPsv637qds5X/z15CEECLg+SW03//Lv+LayTgmorcR5WggY72DR7/3M38MRQghgsodDe3aQ/s59srnjEWvJjx0kNi4XTz/lz8jIkJOChdCiNm4I6E9MtDPWz/9c8ac69GRy4h07OW+n36L7Fk0dhJCCDFl3kP7jT/5MwYbc7BHVRM1cZ68x8xs+8Z/mu9PK4QQC9KsQlsp9QDwF0Ao8Aut9X++2WOOfvAuda+1Mh69jgi6SUz7jOf+6GeypVwIIb6Gm4a2UioU+DlwL9AJHFdK/VJrXf9lj+m7fIVT70ahIoqJZjeP/dcfYkp5bu5GLYQQi9RsZtprgSatdQuAUupV4DHgS0PbjZHIiXMse7GcNdv/dG5GKoQQYlahnQl0TPt7J7Du+ouUUi8DLwNkpabwvX/4vTkZoBBCiClz1sRDa/2K1rpKa12VsiRrrp5WCCHENLMJ7S5gegov8f43IYQQd9hsQvs4UKiUWqqUigC+CfxyfoclhBDiRm5a09ZaO5VSPwQ+wbPk7++01nXzPjIhhBBfMKt12lrrD4EP53ksQgghbkJOExBCiCAioS2EEEFEQlsIIYKIhLYQQgQRpbWe+ydVygJcmvMnDk5moM/fgwgA8jpMkddiirwWU4q11sabXTRfrVkvaa2r5um5g4pS6oS8FvI6TCevxRR5LaYopU7M5jopjwghRBCR0BZCiCAyX6H9yjw9bzCS18JDXocp8lpMkddiyqxei3m5ESmEEGJ+SHlECCGCiIS2EEIEkTkNbaXUA0qpS0qpJqXUH8zlcwcTpdTfKaV6lFK1/h6LvymlspRSe5VS9UqpOqXUj/w9Jn9RSkUppY4ppc56X4s/9veY/E0pFaqUOq2Uet/fY/EnpVSbUuq8UurMzZb+zVlN23sAcAPTDgAGnvuqA4AXKqXUZsAK/KPWusLf4/EnpVQ6kK61PqWUMgIngccX6deFAmK11lalVDhwEPiR1vqon4fmN0qpHwNVQJzWeoe/x+MvSqk2oEprfdONRnM50/YdAKy1tgOTBwAvOlrr/cCAv8cRCLTWV7XWp7x/tgAX8Jw7uuhoD6v3r+Het0W7EkAptQR4GPiFv8cSTOYytG90APCi/OYUN6aUygVWAp/7eSh+4y0HnAF6gF1a60X7WgD/E/h9wO3ncQQCDXyqlDrpPST9S8mNSHFHKKUMwJvAb2utR/w9Hn/RWru01ivwnLW6Vim1KMtnSqkdQI/W+qS/xxIgNmqtVwEPAj/wllhvaC5DWw4AFjfkrd++CfyL1votf48nEGith4C9wAN+Hoq/bAAe9dZyXwWqlVL/7N8h+Y/Wusv7vgd4G0+5+YbmMrTlAGDxBd6bb38LXNBa/w9/j8eflFLJSqkE75+j8dy0v+jXQfmJ1vonWuslWutcPFlRo7X+tp+H5RdKqVjvTXqUUrHAfcCXrjybs9DWWjuByQOALwCvLdYDgJVS/wocAYqVUp1Kqe/5e0x+tAF4Ac9M6oz37SF/D8pP0oG9SqlzeCY5u7TWi3qpmwAgFTiolDoLHAM+0Fp//GUXyzZ2IYQIInIjUgghgoiEthBCBBEJbSGECCIS2kIIEUQktIUQIohIaAshRBCR0BZCiCDy/wOVuCi8+HVeTwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "FiniteCyclicalDict = CyclicalDict.copy()\n", + "FiniteCyclicalDict['T_age'] = 60\n", + "\n", + "FiniteCyclicalExample = IndShockConsumerType(**FiniteCyclicalDict)\n", + "#CyclicalExample.cycles = 0 # Make this consumer type have an infinite horizon\n", + "FiniteCyclicalExample.solve()\n", + "\n", + "FiniteCyclicalExample.unpack('cFunc')\n", + "print('Quarterly consumption functions:')\n", + "mMin = min([X.mNrmMin for X in FiniteCyclicalExample.solution])\n", + "plotFuncs(FiniteCyclicalExample.cFunc,mMin,5)" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)m" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "econ-ark-3.8", + "language": "python", + "name": "econ-ark-3.8" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.7" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/ConsIndShockModel/IndShockConsumerType.ipynb b/examples/ConsIndShockModel/IndShockConsumerType.ipynb index 4d2f8f412..9b1854185 100644 --- a/examples/ConsIndShockModel/IndShockConsumerType.ipynb +++ b/examples/ConsIndShockModel/IndShockConsumerType.ipynb @@ -263,7 +263,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'cFunc': , 'vFunc': , 'vPfunc': , 'vPPfunc': , 'mNrmMin': 0.0, 'hNrm': 44.991920196607595, 'MPCmin': 0.044536273404377116, 'MPCmax': 1.0, 'mNrmSS': 1.5488165705077026}\n" + "{'cFunc': , 'vFunc': , 'vPfunc': , 'vPPfunc': , 'mNrmMin': 0.0, 'hNrm': 44.991920196607595, 'MPCmin': 0.044536273404377116, 'MPCmax': 1.0, 'mNrmSS': 1.5488165705077026}\n" ] } ], @@ -454,7 +454,20 @@ "cell_type": "code", "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'IndShockConsumerType' object has no attribute 'aNrmNow'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mIndShockExample\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrack_vars\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m'aNrmNow'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'mNrm'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'cNrm'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'pLvl'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mIndShockExample\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minitializeSim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mIndShockExample\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msimulate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/projects/econ-ark/HARK/HARK/core.py\u001b[0m in \u001b[0;36msimulate\u001b[0;34m(self, sim_periods)\u001b[0m\n\u001b[1;32m 833\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhistory\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mvar_name\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mt_sim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontrols\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mvar_name\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 834\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 835\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhistory\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mvar_name\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mt_sim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 836\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mt_sim\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 837\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mAttributeError\u001b[0m: 'IndShockConsumerType' object has no attribute 'aNrmNow'" + ] + } + ], "source": [ "IndShockExample.track_vars = ['aNrmNow','mNrm','cNrm','pLvl']\n", "IndShockExample.initializeSim()\n", @@ -470,34 +483,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.plot(np.mean(IndShockExample.history['mNrm'],axis=1))\n", "plt.xlabel('Time')\n", @@ -519,22 +507,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.plot(IndShockExample.history['cNrm'][:,0:5])\n", "plt.xlabel('Time')\n", @@ -559,7 +534,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "code_folding": [ 0 @@ -621,18 +596,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "First element of solution is \n", - "Solution has 11 elements.\n" - ] - } - ], + "outputs": [], "source": [ "LifecycleExample = IndShockConsumerType(**LifecycleDict)\n", "LifecycleExample.cycles = 1 # Make this consumer live a sequence of periods -- a lifetime -- exactly once\n", @@ -652,36 +618,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "unpackcFunc is deprecated and it will soon be removed, please use unpack('cFunc') instead.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Consumption functions across the lifecycle:\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "print('Consumption functions across the lifecycle:')\n", "mMin = np.min([LifecycleExample.solution[t].mNrmMin for t in range(LifecycleExample.T_cycle)])\n", @@ -702,7 +641,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "code_folding": [ 0 @@ -766,36 +705,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "unpackcFunc is deprecated and it will soon be removed, please use unpack('cFunc') instead.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Quarterly consumption functions:\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "CyclicalExample = IndShockConsumerType(**CyclicalDict)\n", "CyclicalExample.cycles = 0 # Make this consumer type have an infinite horizon\n", @@ -842,7 +754,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.6" + "version": "3.8.7" } }, "nbformat": 4, diff --git a/examples/ConsIndShockModel/KinkedRconsumerType.ipynb b/examples/ConsIndShockModel/KinkedRconsumerType.ipynb index c036ac54c..02962dd37 100644 --- a/examples/ConsIndShockModel/KinkedRconsumerType.ipynb +++ b/examples/ConsIndShockModel/KinkedRconsumerType.ipynb @@ -100,26 +100,26 @@ "| Parameter | Description | Code | Example value | Time-varying? |\n", "| :---: | --- | --- | --- | --- |\n", "| $\\DiscFac$ |Intertemporal discount factor | $\\texttt{DiscFac}$ | $0.96$ | |\n", - "| $\\CRRA$ |Coefficient of relative risk aversion | $\\texttt{CRRA}$ | $2.0$ | |\n", + "| $\\CRRA $ |Coefficient of relative risk aversion | $\\texttt{CRRA}$ | $2.0$ | |\n", "| $\\Rfree_{boro}$ | Risk free interest factor for borrowing | $\\texttt{Rboro}$ | $1.20$ | |\n", "| $\\Rfree_{save}$ | Risk free interest factor for saving | $\\texttt{Rsave}$ | $1.01$ | |\n", "| $1 - \\DiePrb_{t+1}$ |Survival probability | $\\texttt{LivPrb}$ | $[0.98]$ | $\\surd$ |\n", "|$\\PermGroFac_{t+1}$|Permanent income growth factor|$\\texttt{PermGroFac}$| $[1.01]$ | $\\surd$ |\n", - "| $\\sigma_\\psi$ | Standard deviation of log permanent income shocks | $\\texttt{PermShkStd}$ | $[0.1]$ |$\\surd$ |\n", - "| $N_\\psi$ | Number of discrete permanent income shocks | $\\texttt{PermShkCount}$ | $7$ | |\n", - "| $\\sigma_\\theta$ | Standard deviation of log transitory income shocks | $\\texttt{TranShkStd}$ | $[0.2]$ | $\\surd$ |\n", - "| $N_\\theta$ | Number of discrete transitory income shocks | $\\texttt{TranShkCount}$ | $7$ | |\n", + "| $\\sigma_\\psi $ | Standard deviation of log permanent income shocks | $\\texttt{PermShkStd}$ | $[0.1]$ |$\\surd$ |\n", + "| $N_\\psi $ | Number of discrete permanent income shocks | $\\texttt{PermShkCount}$ | $7$ | |\n", + "| $\\sigma_\\theta $ | Standard deviation of log transitory income shocks | $\\texttt{TranShkStd}$ | $[0.2]$ | $\\surd$ |\n", + "| $N_\\theta $ | Number of discrete transitory income shocks | $\\texttt{TranShkCount}$ | $7$ | |\n", "| $\\mho$ | Probability of being unemployed and getting $\\theta=\\underline{\\theta}$ | $\\texttt{UnempPrb}$ | $0.05$ | |\n", - "| $\\underline{\\theta}$ | Transitory shock when unemployed | $\\texttt{IncUnemp}$ | $0.3$ | |\n", + "| $\\underline{\\theta} $ | Transitory shock when unemployed | $\\texttt{IncUnemp}$ | $0.3$ | |\n", "| $\\mho^{Ret}$ | Probability of being \"unemployed\" when retired | $\\texttt{UnempPrb}$ | $0.0005$ | |\n", - "| $\\underline{\\theta}^{Ret}$ | Transitory shock when \"unemployed\" and retired | $\\texttt{IncUnemp}$ | $0.0$ | |\n", + "| $\\underline{\\theta}^{Ret} $ | Transitory shock when \"unemployed\" and retired | $\\texttt{IncUnemp}$ | $0.0$ | |\n", "| $(none)$ | Period of the lifecycle model when retirement begins | $\\texttt{T_retire}$ | $0$ | |\n", "| $(none)$ | Minimum value in assets-above-minimum grid | $\\texttt{aXtraMin}$ | $0.001$ | |\n", "| $(none)$ | Maximum value in assets-above-minimum grid | $\\texttt{aXtraMax}$ | $20.0$ | |\n", "| $(none)$ | Number of points in base assets-above-minimum grid | $\\texttt{aXtraCount}$ | $48$ | |\n", "| $(none)$ | Exponential nesting factor for base assets-above-minimum grid | $\\texttt{aXtraNestFac}$ | $3$ | |\n", "| $(none)$ | Additional values to add to assets-above-minimum grid | $\\texttt{aXtraExtra}$ | $None$ | |\n", - "| $\\underline{a}$ | Artificial borrowing constraint (normalized) | $\\texttt{BoroCnstArt}$ | $None$ | |\n", + "| $\\underline{a} $ | Artificial borrowing constraint (normalized) | $\\texttt{BoroCnstArt}$ | $None$ | |\n", "| $(none) $ |Indicator for whether $\\texttt{vFunc}$ should be computed | $\\texttt{vFuncBool}$ | $True$ | |\n", "| $(none)$ |Indicator for whether $\\texttt{cFunc}$ should use cubic splines | $\\texttt{CubicBool}$ | $False$ | |\n", "|$T$| Number of periods in this type's \"cycle\" |$\\texttt{T_cycle}$| $1$ | |\n", @@ -224,7 +224,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -290,9 +290,58 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'mNrm': array([[1.01668717, 1.00222693, 1.00313555, ..., 1.00532311, 1.00152973,\n", + " 1.00084133],\n", + " [0.79876008, 1.44583207, 1.05668806, ..., 1.14702313, 1.00593258,\n", + " 0.98809855],\n", + " [0.9606191 , 1.33690972, 0.95299643, ..., 1.09779407, 0.78567559,\n", + " 0.7858615 ],\n", + " ...,\n", + " [1.20178015, 1.26800413, 1.38150334, ..., 1.08766629, 1.72194822,\n", + " 0.96820219],\n", + " [1.38110244, 1.2641918 , 0.62745312, ..., 1.22238431, 0.9203681 ,\n", + " 1.41996935],\n", + " [1.44643435, 1.00874832, 0.81632629, ..., 1.04679667, 1.39942912,\n", + " 1.14586655]]),\n", + " 'cNrm': array([[0.95990199, 0.95605294, 0.95629479, ..., 0.95687708, 0.95586735,\n", + " 0.95568412],\n", + " [0.84198886, 1.05521828, 0.97054949, ..., 0.99434519, 0.95703931,\n", + " 0.95229222],\n", + " [0.9449777 , 1.03515136, 0.94280689, ..., 0.981392 , 0.8379771 ,\n", + " 0.8380341 ],\n", + " ...,\n", + " [1.00768671, 1.02156417, 1.04343633, ..., 0.97872717, 1.10464103,\n", + " 0.94699617],\n", + " [1.04336184, 1.02076529, 0.78906339, ..., 1.01200439, 0.9203681 ,\n", + " 1.05058285],\n", + " [1.05532432, 0.95778881, 0.84737474, ..., 0.96791658, 1.04676672,\n", + " 0.99404087]]),\n", + " 'pLvl': array([[1.08875607, 0.96867555, 1.08875607, ..., 0.92780942, 1.17807023,\n", + " 0.96867555],\n", + " [1.13528692, 0.97353506, 1.28263111, ..., 0.86083031, 1.04273763,\n", + " 1.01007445],\n", + " [1.0533299 , 0.97841894, 1.28906561, ..., 0.8651488 , 1.22841816,\n", + " 0.86758775],\n", + " ...,\n", + " [1.06767104, 1.02610711, 1.03263411, ..., 1.65730416, 1.42496068,\n", + " 4.37846466],\n", + " [1.11330077, 1.03125472, 1.07676644, ..., 1.42351566, 1.43210921,\n", + " 4.56558987],\n", + " [1.07842724, 0.95680784, 1.04303733, ..., 1.67700141, 1.32872441,\n", + " 4.23599727]])}" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "KinkyExample.track_vars = [\"mNrmNow\", \"cNrmNow\", \"pLvlNow\"]\n", + "KinkyExample.track_vars = ['mNrm', 'cNrm', 'pLvl']\n", "KinkyExample.initializeSim()\n", "KinkyExample.simulate()" ] @@ -311,7 +360,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -323,7 +372,7 @@ } ], "source": [ - "plt.plot(np.mean(KinkyExample.history[\"mNrmNow\"], axis=1))\n", + "plt.plot(np.mean(KinkyExample.history['mNrm'], axis=1))\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Mean market resources\")\n", "plt.show()" @@ -338,12 +387,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -355,7 +404,7 @@ } ], "source": [ - "plt.plot(np.sort(KinkyExample.state_now['aNrmNow']), np.linspace(0.0, 1.0, KinkyExample.AgentCount))\n", + "plt.plot(np.sort(KinkyExample.state_now['aNrm']), np.linspace(0.0, 1.0, KinkyExample.AgentCount))\n", "plt.xlabel(\"End-of-period assets\")\n", "plt.ylabel(\"Cumulative distribution\")\n", "plt.ylim(-0.01, 1.01)\n", @@ -378,9 +427,9 @@ "formats": "ipynb,py:percent" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "econ-ark-3.8", "language": "python", - "name": "python3" + "name": "econ-ark-3.8" }, "language_info": { "codemirror_mode": { @@ -392,7 +441,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.6" + "version": "3.8.7" } }, "nbformat": 4, diff --git a/examples/ConsIndShockModel/KinkedRconsumerType.py b/examples/ConsIndShockModel/KinkedRconsumerType.py index dfcacfcba..b8ea5a554 100644 --- a/examples/ConsIndShockModel/KinkedRconsumerType.py +++ b/examples/ConsIndShockModel/KinkedRconsumerType.py @@ -9,9 +9,9 @@ # format_version: '1.2' # jupytext_version: 1.2.4 # kernelspec: -# display_name: Python 3 +# display_name: econ-ark-3.8 # language: python -# name: python3 +# name: econ-ark-3.8 # --- # %% [markdown] @@ -214,7 +214,7 @@ # Now let's plot the distribution of (normalized) assets $a_t$ for the current population, after simulating for $500$ periods; this should be fairly close to the long run distribution: # %% -plt.plot(np.sort(KinkyExample.state_now['aNrmNow']), np.linspace(0.0, 1.0, KinkyExample.AgentCount)) +plt.plot(np.sort(KinkyExample.state_now['aNrm']), np.linspace(0.0, 1.0, KinkyExample.AgentCount)) plt.xlabel("End-of-period assets") plt.ylabel("Cumulative distribution") plt.ylim(-0.01, 1.01) diff --git a/examples/ConsIndShockModel/PerfForesightConsumerType.ipynb b/examples/ConsIndShockModel/PerfForesightConsumerType.ipynb index d358369fa..cb6bec380 100644 --- a/examples/ConsIndShockModel/PerfForesightConsumerType.ipynb +++ b/examples/ConsIndShockModel/PerfForesightConsumerType.ipynb @@ -111,7 +111,7 @@ "| Parameter | Description | Code | Example value | Time-varying? |\n", "| :---: | --- | --- | --- | --- |\n", "| $\\DiscFac$ |Intertemporal discount factor | $\\texttt{DiscFac}$ | $0.96$ | |\n", - "| $\\CRRA$ |Coefficient of relative risk aversion | $\\texttt{CRRA}$ | $2.0$ | |\n", + "| $\\CRRA $ |Coefficient of relative risk aversion | $\\texttt{CRRA}$ | $2.0$ | |\n", "| $\\Rfree$ | Risk free interest factor | $\\texttt{Rfree}$ | $1.03$ | |\n", "| $1 - \\DiePrb_{t+1}$ |Survival probability | $\\texttt{LivPrb}$ | $[0.98]$ | $\\surd$ |\n", "|$\\PermGroFac_{t+1}$|Permanent income growth factor|$\\texttt{PermGroFac}$| $[1.01]$ | $\\surd$ |\n", @@ -192,7 +192,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[]\n" + "[]\n" ] } ], @@ -218,7 +218,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'cFunc': , 'vFunc': , 'vPfunc': , 'vPPfunc': , 'mNrmMin': -50.49994992551661, 'hNrm': 50.49994992551661, 'MPCmin': 0.04428139169919579, 'MPCmax': 0.04428139169919579, 'mNrmSS': -50.49991081984768}\n" + "{'cFunc': , 'vFunc': , 'vPfunc': , 'vPPfunc': , 'mNrmMin': -50.49994992551661, 'hNrm': 50.49994992551661, 'MPCmin': 0.04428139169919579, 'MPCmax': 0.04428139169919579, 'mNrmSS': -50.49991081984768}\n" ] } ], @@ -247,7 +247,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -436,9 +436,32 @@ "name": "#%%\n", "title": "pycharm=" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'mNrm': array([[ 1.01834458, 1.00217811, 1.00344698, ..., 1.00498677,\n", + " 1.00181962, 1.00082289],\n", + " [ -0.28796625, -0.3037228 , -0.30248611, ..., -0.30098536,\n", + " 1.00624616, -0.30504366],\n", + " [ -1.56115391, -1.57651094, -1.5753056 , ..., -1.57384291,\n", + " -0.2997579 , -1.5777983 ],\n", + " ...,\n", + " [-38.27661177, -47.94841819, -47.94835533, ..., -44.8431327 ,\n", + " -14.5538836 , -18.88031749],\n", + " [-38.58654905, -48.01311453, -48.01305326, ..., -44.9865675 ,\n", + " -15.4653408 , -19.68207246],\n", + " [-38.88862747, -48.07617041, -48.0761107 , ..., -45.12636532,\n", + " -16.35368684, 1.00096976]])}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "PFexample.track_vars = [\"mNrmNow\"]\n", + "PFexample.track_vars = ['mNrm']\n", "PFexample.initializeSim()\n", "PFexample.simulate()" ] @@ -463,7 +486,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -475,7 +498,7 @@ } ], "source": [ - "plt.plot(np.mean(PFexample.history[\"mNrmNow\"], axis=1))\n", + "plt.plot(np.mean(PFexample.history['mNrm'], axis=1))\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Mean normalized market resources\")\n", "plt.show()" @@ -503,7 +526,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -543,7 +566,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": { "name": "#%%\n", "title": "pycharm=" @@ -551,7 +574,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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baa27r417sm7m9Amxnku/flHPPYhI9MIUh/8ws9vN7GIzO7d5iXuybiY1xfiXk2I9lx57v8uMUi4iSSrM2EpfAUYD6UDzMKKOxlvqcKeN78shZau58fnlnH5IX7LSk376bBFJUmGKw1R3HxX3JEJKinHdqaP50h/f4e431/C1Y4dFHUlEuqkwzUpvmtnYuCcRAI4a1ofjRxXxu5dXUlFTF3UcEemmwhSHI4F5ZrY86Ma6UF1Z4+u6U8dQVdvAb19aGXUUEemmwjQrTY97CvmUUaW5nD+5jLvfWsOl0wYxqDAn6kgi0s2EeUJ67d6WzgjXnV178ijSU1P472eWRR1FRLqhMM1KEoGSvCyuOnYYzyz6mHfXbI86joh0MyoOCeyfjh5KaV4WP3tyiYbVEJFOpeKQwHpkpPLd6aOYv34nD7+3Puo4ItKN7LM4mFmlme3a19KZIbuzsw/rz+RBBfz3M8vUtVVEOs0+i4O757p7HvBr4DqgP1AGfA+4uVPSCSkpxs/OHs/O3fX88rnlUccRkW4iTLPSWe5+q7tXuvsud/89MCPeweTvxvTN4/Jpg7lv9kfMX1cRdRwR6QbCFIdqM7vEzFLNLMXMLgGq4x1MPu07XxhBUc9MbnhsIQ2NTfv/ARGRdghTHL4EXAhsDpYLgm0HzcwuMLPFZtZkZlNabB9sZrvNbF6w/G979tOV5Gal8x9njmPRhl3c9eaaqOOISBe33yek3X0NHd+MtAg4F/jDXt5b5e6HdfD+uoTTJpRy4uhibnx+BdPHl1JWkB11JBHposJMEzrSzGaZ2aJg/RAz+357duruS91dd1cPkJnxk7PHYwY/fHwx7nr2QUTiI0yz0h+B64F6AHdfAFwUx0xDzOx9M3vVzI6O436SUv9ePbj25FG8tGwLj8/bGHUcEemiwhSHbHef/ZltDfv7ITN70cwW7WVpq4lqEzDQ3ScC1wD3mVnePr7/SjObY2ZzysvLQxxG1/HlowYzeVABP3x8ERsrdkcdR0S6oDDFYauZDSM2+xtmdj6xX+JtcveT3H38XpbH2/iZWnffFryeC6wCRu7js7e5+xR3n1JUVBTiMLqO1BTjpgsPpaHJ+beH52toDRHpcGGKw9XEbhyPNrMNwLeBr8cjjJkVmVlq8HooMAJYHY99JbtBhTn84Iyx/G3lNv6k3ksi0sHCDNm92t1PAoqA0e7++aAH00Ezs3PMbD0wDXjKzJ4L3joGWGBm84CHgavcXUOS7sNFUwdw4uhifv7sMlZuqYo6joh0IWF6KzWa2X8DNe5eGWx7rz07dfdH3b3M3TPdvcTdTwm2/5+7j3P3w9x9krs/0Z79dHVmxv87bwLZGalc+9B8PRwnIh0mTLPS4uBzz5tZ72CbxS+SHIji3Cx+OmM889dV8IfX1AInIh0jTHFocPfvArcDr5vZZIKb05IYzjy0H6dP6MvNL65gyUYNmCsi7RemOBiAu/8V+CLwJ2BoPEPJgfvp2ePplZ3B1fe9x87d9VHHEZEkF6Y4/GPzC3dfBBwNfCtuieSg9M7J4NZLJrFuew3XPjhP3VtFpF3amuznhODlIDM7t3kBTgTUNSYBTR3cmx+cMZYXl27hNy+tjDqOiCSxtgbeOxZ4CThzL+858EhcEkm7XDZtEPPXVXDzrBVMHVzAUcP7RB1JRJKQdYXB26ZMmeJz5syJOkbCqKlr4IzfvEHVngae/fYx9M7JiDqSiCQgM5vr7lP29t4+rxzM7Jq2vtTdb2pvMImP7Iw0fnPxRM753Zv820Pzuf3yKZip97GIhNfWDenc/SySwMb1y+ffTxvNrGVbuOOND6OOIyJJZp9XDu7+484MIh3v8qMG8/bq7fzX00sZWZLLMSO71wCFInLwwgyfkWVmV5vZrWZ2Z/PSGeGkfcyMGy88lJEluXzjvvdYXa5OZiISTpjnHO4FSoFTgFeBMqAynqGk4+RkpvHHy6aQlprCP94zh501ekBORPYvTHEY7u4/AKrd/W7gdOCI+MaSjjSgdza/Dx6Q+/pf5lLXoAH6RKRtYYpD85+aFWY2HsgHiuMXSeLhiKGF/Py8Q3hz1TZueHSh5p8WkTa19RBcs9vMrAD4ATAT6An8MK6pJC7OnVTG2m01/HrWBwzsnc03TxwRdSQRSVD7LQ7ufnvw8lU04F7S+/ZJI/hoew03vrCC0vwsLpgyIOpIIpKA9lsczKwXcBkwuOXn3V2D7yUhM+Pn5x1CeWUt1z2ykD65mRw/Sq2EIvJpYe45PE2sMCwE5rZYJEllpKXw+3+YxKiSXP75z+8xf11F1JFEJMGEKQ5Z7n6Nu//J3e9uXuKeTOIqNyudu66YSp/cDL5y17t6BkJEPiXUcw5m9k9m1tfMejcvcU8mcVecm8U9VxyBAZfeMZvNu/ZEHUlEEkSY4lAH/BJ4i783KWkI1C5iSJ8c7vrK4VTU1HH5nbP1kJyIAOGKw7XEHoQb7O5DgkW9lrqQCWX53HbZFFaXV/OVu2ZTU9cQdSQRiViY4rASqIl3EInW54b34ZaLD2Peugq+dq+eohbp7sIUh2pgnpn9wcxuaV7iHUw63/Txffnvcw/h9Q+28r3/W6CnqEW6sTBPSD8WLNINXDh1AJt37eHGF1YwoKAH15w8KupIIhKBNouDmaUCX3b34zspjySAb5wwnPU7dnPLSyspK8jmwql6ilqku2mzWcndG4EmM8vvyJ2a2S/NbJmZLTCzR4OnsJvfu97MVprZcjM7pSP3K+GYGT87ZzxHj+jDdY8s4JH31kcdSUQ6WZh7DlXAQjO7owPvObwAjHf3Q4AVwPUAZjYWuAgYB0wHbg2uXqSTpaem8IdLJ3Pk0EKufWg+D8z+KOpIItKJwtxzeCRYOoy7P99i9W3g/OD1DOABd68FPjSzlcDhxJ6xkE6WnZHGnV+eytfunct1jyykyeFLRwyMOpaIdIIwo7LebWYZwMhg03J378gnpa4A/hq87k+sWDRbH2xrxcyuBK4EGDhQv7DiJSs9ldsum8zX//weNzy2kB4ZKZwzsSzqWCISZ2HmkD4O+AD4HXArsMLMjgnxcy+a2aK9LDNafOYGoAH4y4EGd/fb3H2Ku08pKio60B+XA5CZlsqtl0ziyCGF/OtDC3h20cdRRxKROAvTrHQjcLK7Lwcws5HA/cDktn7I3U9q630z+zJwBnCi/71D/QagZdeYsmCbRCwrPZXbL5/CP9zxDt+47z1+eOZYLj1yEGYWdTQRiYMwN6TTmwsDgLuvANLbs1Mzmw58FzjL3Vs+fT0TuMjMMs1sCDACmN2efUnHyclM4+4rDueYkUX88PHFfPfhBeypb4w6lojEQZgrhzlmdjvw52D9Eto/8N5vgUzgheAvz7fd/Sp3X2xmDwJLiDU3XR10p5UEkZeVzu2XTeHmF1dwy0srWbOtmtsvn0p+j3b9vSAiCcb2N0SCmWUCVwOfDza9Dtwa9ChKCFOmTPE5czRQbGd7Yv5GrnlwHsOLc7n7iqkU52ZFHUlEDoCZzXX3KXt9ryuMn6PiEJ3XVpTztXvnUpSbye2XT2FkSW7UkUQkpLaKQ5jeSp8zsxfMbIWZrW5eOj6mJKNjRhZx3z8dQU1dI2f/7m88MX9j1JFEpAOEuSF9B3ATsWalqS0WEQAmDizgyW9+njF98/jm/e/z0yeXUN+oIb9FklmY4rDT3Z9x9y3uvq15iXsySSql+Vnc/09Hcvm0Qdzxxodccvs7bKnUtKMiySpMcXg5GChvmplNal7inkySTkZaCj+eMZ6bv3gYC9ZXcMYtb/Dkgo2aF0IkCYXpynpE8N+WNy0cOKHj40hXcPbE/owqzeU7f53HN+57n7sGreEHZ4zl0AG9oo4mIiGpt5LETWOT8+Ccddz4/HK2VtVx3qQyvjt9FCV56vIqkgja1VtJ5GClphgXHz6Ql//1OK46dhhPzN/I8b96hT+/vVZNTSIJTsVB4i43K53rTh3NC9ccw+RBBXz/sUVcee9ctlfXRR1NRPZBxUE6zaDCHO7+yuF8//QxvLJ8C6ff8jpLN+2KOpaI7EWo4mBmR5nZl8zssuYl3sGka0pJMf7x6KE8+s+fwx0u+N+3eHVFedSxROQzwjwhfS/wKz79ENxeb2CIhDW+fz6PXn0UZQU9uOKud7nttVU0Nuk+hEiiCNOVdQow1nUHUTpY3/wePHTVNK59cD7/9fQynl+8mV9ecChD+uREHU2k2wvTrLQIKI13EOmecrPS+cOlk7npwkNZsbmS6Te/xs0vrtA8ESIRC3Pl0AdYYmazgU+G6Xb3s+KWSroVM+PcSWUcNawPP3tqCTe/+AEPz13PT2eM5/jRxVHHE+mWwszncOzetrv7q3FJdBD0EFzX8taqbfzHzEWs2FzFxYcP5PunjyEnM8zfMSJyIDSfgySd2oZGbnphBbe9tpp++T340hEDOevQfgzonR11NJEuo73zORxpZu+aWZWZ1ZlZo5mpc7rEVWZaKtefOoa/XjmNvvlZ/PK55Rz9i5e55Pa3eXPVVj1hLRJnYZqV5gAXAQ8R67l0GTDS3a+Pf7xwdOXQ9a3bXsPM+Ru56801lFfWMnlQATecPoZJAwuijiaStNo9tpK7rwRS3b3R3f8ETO/IgCL7M6B3NlcfP5zXv3s8P50xjvU7ajj31jf53sML2FaVMNOZi3QZYe7y1ZhZBjDPzH4BbELDbkhEstJTuXTaYM6ZVMYtsz7gzjc+ZOb8jZw9sT+XTRvEmL55UUcU6RLCNCsNAjYDGcB3gHzg1uBqIiGoWan7Wrmlkj++9iGPzdtAbUMTJ40p4XvTRzGiJDfqaCIJr929lcysBzDQ3Zd3dLiOoOIgFTV13PvWWm57bTXVdQ2cO6mMq44dyvBiFQmRfWlXcTCzM4mNrZTh7kPM7DDgJ4n0EJyKgzTbXl3H715eyZ/fXkttQxMnji7mi1MHcPSIInpkpEYdTyShtLc4zCU2Jegr7j4x2LbQ3Sd0eNKDpOIgn7WtqpZ7317LPW+tZXt1HVnpKRw9oogTRxdz3KhiSvM1G51IW8UhzA3penffaWYtt6mTuSS0wp6ZfPukkVx9/HBmf7id5xZ/zItLNvPCks0AjO2bxwmjizlxTDGHDejFZ/59i3R7Ya4c7gBmAdcB5wHfAtLd/aqD3qnZL4EzgTpgFfAVd68ws8HAUqD53sbbYfajKwcJw91ZsbmKl5Zt4eVlW5j70Q4am5yhRTlcOGUA507sT7Hmt5ZupL3NStnADcDJgAHPAT919z3tCHQy8JK7N5jZzwHc/XtBcXjS3ccfyPepOMjBqKip4/klm3lozjreXbMDM5g6qDenTSjlnEll5PdIjzqiSFwl9NhKZnYOcL67X6LiIFFZVV7Fk/M38fTCTSzfXEl2RipfnDqALx81mEGFml9CuqaDKg5mNrOtL+2o3kpm9gTwV3f/c1AcFgMrgF3A99399X383JXAlQADBw6cvHbt2o6II8LijTu54/XYw3UNTc6E/vmcOqGU8yaVUaJmJ+lCDrY4lAPrgPuBd4g1KX1if0N2m9mL7H2SoBvc/fHgMzcQG6/pXHd3M8sEerr7NjObDDwGjHP3Ngf605WDxMOmnbt5Yv5Gnlr4MfPXVZCWYpw2oS+XHzWYSQN1E1uS38EWh1TgC8DFwCHAU8D97r64g0J9GfgacKK71+zjM68A/+rubf7mV3GQeFu7rZp73lrLg++uo7K2gdGluVx8+EA+N7yQAb2zyUzTMxSSfDriCelMYkXil8CP3f237Qw0HbgJONbdy1tsLwK2u3ujmQ0FXgcmuPv2tr5PxUE6S1VtAzPnbeT+2R+xcMNOAMygODeTnMw0cjLS6JufxejSXMb2y+foEX00UZEkrIMuDkFROJ1YYRgMzATudPcN7Qy0EsgEtgWb3nb3q8zsPOAnQD3QBPyHuz+xv+9TcZAoLPt4F8s2VbJmWzUbK3ZTXddIdW0D67bX8OHWapoceqSn8oWxJZw4ppgxffMY0ieH9FSNWymJ4WCble4BxgNPAw+4+6L4RWwfFQdJNHvqG5m3riK4Z7GJipp6ANJTjdL8LPrm9WBsvzz+4chBDC/uGXFa6a4Otjg0AdXBassPGeDunjBjI6s4SCKrb2xiVXkVyzZVsnxzJZsqdrNx5x7mraugrqGJo0f0oSg3k127GwAY0zeXcf3ymDiwQL2jJK4OavgMd9e1r0gHSE9NYXRpHqNLP/331NaqWu5/5yMemrue1eXV5PVIp76xiZeWbaYp+HNsYO9sjhjSm+NHF3P0iD7kZunBPOkckT8E1xF05SBdyZ76RpZu2sXctTt4d8123l69nZ2760lPNYb26UlRbibFuZkMLMxmSJ8cygqyKc7NpCAngx3VdWzeFRu8YFy/fI1EK21K6CekO4KKg3RlDY1NvL+ugllLt7C6vIryqlo+3rmHTTvbHsEmNcUYVZLLwN7ZFOdl0is7g1QzzCA3K40+PTPp1yuL8f3z1RW3m2rvqKwiEqG01BSmDu7N1MG9P7V9T30jH22vYUPFbsora9lRXUev7HRK83tQ19DE/HUVLNiwk5XlVby5aiu79jTs9fsz01KYNLCAQwf0YmhRDkP75FCcm0VhzwyyM1L1sF83peIgkqSy0lMZWZLLyH1MifqFsSWfWnd33KHRnV2769laVcfabdW88+F23lq1jTveWE1946dbEnIyUunXqwf9C3owrl8ekwcVMKo0j5yMVDLTUvlwazWLNu6kvLKWsoIenzRzFWSnq6gkORUHkW7CgialFIzCnpkU9sxkVGkuJ4+LjXLT0NjE+h27WbOtmvLKWrZWxe5fbNq5m4+27+b1D1bT2BSuGTojLYV++VkM6ZPD0KKe9M3PIi8rnfzsdPr36sGgwmxys9JpaGyitqGJuobYfxuamkgJcq7fsZsPNldRVVvP0SOKGF2aq4LTiVQcRASINV8N7pPD4D57H4W2pq6B+et2snZbNTV1jeyub2RA72zG98ujND+Lddt38+HW2AOBm3ftYX3FblaXV/Pmqm3UNjS1+r7UFAtdbGAZA3r3YFRJLtkZaeRkppGXlUZej3TSUw335ua3Asb3yyclRUWkvVQcRCSU7Iw0pg0rZNqwwr2+P6o0l1GlrZu4mpqcytoGKvfUs6O6nnU7ali7rYaq2nqy0lLJSEshMy2FjLRU0lKMJneaHPr2ymJEcU8yUlOYtWwLs5ZuCZ5Eb6C6toFdexqo20vRKcrN5NCy/NhwJplp9M7OoLBnBk0OyzbtYsXmSpzYTfneOZnBUCd5jCrJpW9+lq5OAuqtJCJJa099Iw3B1UdNbQNvrNzKS8u2sHJLFbvrY8OZ7Kip/+QKpTAng9F9c0lLSaFyTz2bd9WyoWL3J9+XnZHK4MIcCnLSP5nsqXJPA5V7YgWppq6R2oZGGptiBawwJ4PS/CwGFWYzoX8vDinLJy3V2FFdT21DIyV5WfTL70Fej7RPik5Tk7O5ck+sE0FNPduqalm+uZJlmyqp3FNP3/we9M3Pojgvk6LcTHrnZJKblUZuZhpZ6alkpqWQlpqCB0U0Iy3loCemUldWEem2mpqcHTV1NDn06ZnR6spg5+56lm3axQdbqlhVXsXabTXs3F3Pzt2xIU9ys9LomRlbsjPSyExPIS1ottpWVcfGnbHms+bP701Gagr52elkpaeweWctdY2fvuJJTzWGF+dSkJ3Oxzv3sHHnbvbUt74q2pszDunLb7806UD+J/mEurKKSLeVkhK7Ab8v+T3SOWJoIUcM3XtzWRjuzkfba1i0ITb1TEF2OpnpKWzeVcvGit1sq66joqaemroGSvOzGFCQTUleFgXZ6fTKzmBQYfanBmR0d6pqGyivrGV7dV3QLNfAnvpG6hqaaGhsIiXFMDMGF2YfdO62qDiIiLSTmTGoMKfDppQ1M3Kz0snNSmdoUYd85QHT+EkiItKKioOIiLSi4iAiIq2oOIiISCsqDiIi0oqKg4iItKLiICIirag4iIhIK11i+AwzKwfWtuMr+gBbOyhO1HQsiUnHkpi6+7EMcve9PmbXJYpDe5nZnH2NL5JsdCyJSceSmHQs+6ZmJRERaUXFQUREWlFxiLkt6gAdSMeSmHQsiUnHsg+65yAiIq3oykFERFpRcRARkVa6dXEws+lmttzMVprZdVHnORBmNsDMXjazJWa22Mz+Jdje28xeMLMPgv8WRJ01LDNLNbP3zezJYH2Imb0TnJ+/mllG1BnDMLNeZvawmS0zs6VmNi3Jz8t3gn9ji8zsfjPLSpZzY2Z3mtkWM1vUYttez4XF3BIc0wIzO7i5N+NkH8fyy+Df2QIze9TMerV47/rgWJab2SkHur9uWxzMLBX4HXAqMBa42MzGRpvqgDQA17r7WOBI4Oog/3XALHcfAcwK1pPFvwBLW6z/HPgfdx8O7AC+GkmqA/dr4Fl3Hw0cSuyYkvK8mFl/4FvAFHcfD6QCF5E85+YuYPpntu3rXJwKjAiWK4Hfd1LGsO6i9bG8AIx390OAFcD1AMHvgouAccHP3Br8zgut2xYH4HBgpbuvdvc64AFgRsSZQnP3Te7+XvC6ktgvoP7EjuHu4GN3A2dHEvAAmVkZcDpwe7BuwAnAw8FHkuJYzCwfOAa4A8Dd69y9giQ9L4E0oIeZpQHZwCaS5Ny4+2vA9s9s3te5mAHc4zFvA73MrG+nBA1hb8fi7s+7e0Ow+jZQFryeATzg7rXu/iGwktjvvNC6c3HoD6xrsb4+2JZ0zGwwMBF4Byhx903BWx8DJVHlOkA3A98FmoL1QqCixT/8ZDk/Q4By4E9BE9ntZpZDkp4Xd98A/Ar4iFhR2AnMJTnPTbN9nYtk/51wBfBM8Lrdx9Kdi0OXYGY9gf8Dvu3uu1q+57F+ygnfV9nMzgC2uPvcqLN0gDRgEvB7d58IVPOZJqRkOS8AQXv8DGJFrx+QQ+umjaSVTOeiLWZ2A7Gm5r901Hd25+KwARjQYr0s2JY0zCydWGH4i7s/Emze3HwpHPx3S1T5DsDngLPMbA2x5r0TiLXb9wqaMiB5zs96YL27vxOsP0ysWCTjeQE4CfjQ3cvdvR54hNj5SsZz02xf5yIpfyeY2ZeBM4BL/O8PrrX7WLpzcXgXGBH0usggdvNmZsSZQgva5O8Alrr7TS3emglcHry+HHi8s7MdKHe/3t3L3H0wsfPwkrtfArwMnB98LFmO5WNgnZmNCjadCCwhCc9L4CPgSDPLDv7NNR9P0p2bFvZ1LmYClwW9lo4EdrZofkpIZjadWHPsWe5e0+KtmcBFZpZpZkOI3WSffUBf7u7ddgFOI3aHfxVwQ9R5DjD754ldDi8A5gXLacTa6mcBHwAvAr2jznqAx3Uc8GTwemjwD3ol8BCQGXW+kMdwGDAnODePAQXJfF6AHwPLgEXAvUBmspwb4H5i90rqiV3VfXVf5wIwYj0YVwELifXQivwY9nMsK4ndW2j+HfC/LT5/Q3Asy4FTD3R/Gj5DRERa6c7NSiIisg8qDiIi0oqKg4iItKLiICIirag4iIhIKyoOIgfAzArNbF6wfGxmG4LXVWZ2a9T5RDqKurKKHCQz+xFQ5e6/ijqLSEfTlYNIBzCz41rMQ/EjM7vbzF43s7Vmdq6Z/cLMFprZs8GwJ5jZZDN71czmmtlziTQCqIiKg0h8DCM2RtRZwJ+Bl919ArAbOD0oEL8Bznf3ycCdwH9GFVbks9L2/xEROQjPuHu9mS0kNkHOs8H2hcBgYBQwHnghNmQRqcSGRhBJCCoOIvFRC+DuTWZW73+/uddE7P93Bix292lRBRRpi5qVRKKxHCgys2kQG37dzMZFnEnkEyoOIhHw2NS05wM/N7P5xEbUPCrSUCItqCuriIi0oisHERFpRcVBRERaUXEQEZFWVBxERKQVFQcREWlFxUFERFpRcRARkVb+P0Z9c3rZlsN5AAAAAElFTkSuQmCC\n", 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" ] @@ -565,14 +588,21 @@ "source": [ "PFexample.initializeSim()\n", "PFexample.simulate(80)\n", - "PFexample.state_prev['aNrmNow'] += -5.0 # Adjust all simulated consumers' assets downward by 5\n", + "PFexample.state_prev['aNrm'] += -5.0 # Adjust all simulated consumers' assets downward by 5\n", "PFexample.simulate(40)\n", "\n", - "plt.plot(np.mean(PFexample.history[\"mNrmNow\"], axis=1))\n", + "plt.plot(np.mean(PFexample.history['mNrm'], axis=1))\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Mean normalized market resources\")\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -595,7 +625,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.6" + "version": "3.8.7" } }, "nbformat": 4, diff --git a/examples/ConsIndShockModel/PerfForesightConsumerType.py b/examples/ConsIndShockModel/PerfForesightConsumerType.py index 67f9f311c..58ab53ad7 100644 --- a/examples/ConsIndShockModel/PerfForesightConsumerType.py +++ b/examples/ConsIndShockModel/PerfForesightConsumerType.py @@ -9,9 +9,9 @@ # format_version: '1.2' # jupytext_version: 1.2.4 # kernelspec: -# display_name: Python 3.7 econ-ark +# display_name: econ-ark-3.8 # language: python -# name: econ-ark +# name: econ-ark-3.8 # --- # %% [markdown] @@ -285,10 +285,12 @@ # %% pycharm= {"name": "#%%\n"} PFexample.initializeSim() PFexample.simulate(80) -PFexample.state_prev['aNrmNow'] += -5.0 # Adjust all simulated consumers' assets downward by 5 +PFexample.state_prev['aNrm'] += -5.0 # Adjust all simulated consumers' assets downward by 5 PFexample.simulate(40) plt.plot(np.mean(PFexample.history['mNrm'], axis=1)) plt.xlabel("Time") plt.ylabel("Mean normalized market resources") plt.show() + +# %% diff --git a/examples/ConsumptionSaving/example_ConsIndShock.ipynb b/examples/ConsumptionSaving/example_ConsIndShock.ipynb index a9bb70762..49e8e3739 100644 --- a/examples/ConsumptionSaving/example_ConsIndShock.ipynb +++ b/examples/ConsumptionSaving/example_ConsIndShock.ipynb @@ -58,7 +58,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a perfect foresight consumer took 0.3333 seconds.\n" + "Solving a perfect foresight consumer took 0.2978 seconds.\n" ] } ], @@ -88,7 +88,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -114,7 +114,7 @@ "source": [ "if do_simulation:\n", " PFexample.T_sim = 120 # Set number of simulation periods\n", - " PFexample.track_vars = [\"mNrmNow\"]\n", + " PFexample.track_vars = ['mNrm']\n", " PFexample.initializeSim()\n", " PFexample.simulate()" ] @@ -139,23 +139,23 @@ "name": "stderr", "output_type": "stream", "text": [ - "GIFPF = 0.984539 \n", - "GIFInd = 0.993777 \n", - "GIFAgg = 0.964848 \n", - "Thorn = AIF = 0.994384 \n", + "GPFPF = 0.984539 \n", + "GPFInd = 0.993777 \n", + "GPFAgg = 0.964848 \n", + "Thorn = APF = 0.994384 \n", "PermGroFacAdj = 1.000611 \n", "uInvEpShkuInv = 0.990704 \n", "FVAF = 0.932054 \n", - "WRIF = 0.213705 \n", - "DiscFacGIFIndMax = 0.972061 \n", - "DiscFacGIFAggMax = 1.010600 \n" + "WRPF = 0.213705 \n", + "DiscFacGPFIndMax = 0.972061 \n", + "DiscFacGPFAggMax = 1.010600 \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with idiosyncratic shocks took 0.2174 seconds.\n" + "Solving a consumer with idiosyncratic shocks took 0.7896 seconds.\n" ] } ], @@ -185,7 +185,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -284,7 +284,7 @@ "# Simulate some data; results stored in mNrmNow_hist, cNrmNow_hist, and pLvlNow_hist\n", "if do_simulation:\n", " IndShockExample.T_sim = 120\n", - " IndShockExample.track_vars = [\"mNrmNow\", \"cNrmNow\", \"pLvlNow\"]\n", + " IndShockExample.track_vars = ['mNrm', 'cNrm', 'pLvl']\n", " IndShockExample.makeShockHistory() # This is optional, simulation will draw shocks on the fly if it isn't run.\n", " IndShockExample.initializeSim()\n", " IndShockExample.simulate()" @@ -312,7 +312,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a lifecycle consumer took 0.0157 seconds.\n" + "Solving a lifecycle consumer took 0.0952 seconds.\n" ] } ], @@ -338,7 +338,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -393,12 +393,21 @@ "cell_type": "code", "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/sb/projects/econ-ark/HARK/HARK/core.py:853: RuntimeWarning: invalid value encountered in add\n", + " self.history[var_name] = np.empty((self.T_sim, self.AgentCount)) + np.nan\n" + ] + } + ], "source": [ "# Simulate some data; results stored in mNrmNow_hist, cNrmNow_hist, pLvlNow_hist, and t_age_hist\n", "if do_simulation:\n", " LifecycleExample.T_sim = 120\n", - " LifecycleExample.track_vars = [\"mNrmNow\", \"cNrmNow\", \"pLvlNow\", \"t_age\"]\n", + " LifecycleExample.track_vars = ['mNrm', 'cNrm', 'pLvl', \"t_age\"]\n", " LifecycleExample.initializeSim()\n", " LifecycleExample.simulate()" ] @@ -424,7 +433,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a cyclical consumer took 0.1941 seconds.\n" + "Solving a cyclical consumer took 1.2167 seconds.\n" ] } ], @@ -450,7 +459,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -470,21 +479,21 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Simulate some data; results stored in cHist, mHist, bHist, aHist, MPChist, and pHist\n", "if do_simulation:\n", " CyclicalExample.T_sim = 480\n", - " CyclicalExample.track_vars = [\"mNrmNow\", \"cNrmNow\", \"pLvlNow\", \"t_cycle\"]\n", + " CyclicalExample.track_vars = ['mNrm', 'cNrm', 'pLvl', \"t_cycle\"]\n", " CyclicalExample.initializeSim()\n", " CyclicalExample.simulate()" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -495,30 +504,9 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Solving a kinky consumer took 0.2996 seconds.\n", - "Kinky consumption function:\n" - ] - }, - { - "data": { - "image/png": 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ViVkK9zjR1BLivt9tZPGqYmaPHsI/Xj0x6JJEpAsp3ONA5eEm/vbJ1azcVcnX547hno+P1z6nIjFO4R7jth6o49ZfraKsrpGfLpjO/OlZQZckIt1A4R7D3thykLueXsuAvok8s3A2M3IHB12SiHQThXsMcncWLS3iX17+gMmZyTz8xQIyUnTzVCSeKNxjTGNLK//4wkaeX1PCJ8/J4MfXT6N/H81lF4k3CvcYUl7XyO1PFLJmbzV3z8vn7nn5JOjGqUhcUrjHiI2lNSx8vJDKhiZ+9vkZXDM1M+iSRCRACvcY8McN+7nnuXUMHtCH526/UDsqiUh4yw+Y2ZVmttXMdpjZvSc5n2tmb5rZWjPbYGZXR75UOVEo5Pzbq1v5xlNrmJSRzO/u0B6oItKm0567mfUCHgQ+BpQAq8xsibtv7tDsn4Bn3f0/zWwS8BKQ1wX1Srv6xha+9cw6Xt18kOvPy+aHn5lC30TdOBWRNuEMy8wCdrh7EYCZLQbmAx3D3YHk9tcpwL5IFil/bdO+Gu58ai27Kw5z3zWTuGVOHma6cSoi/y2ccM8Ciju8LwHOP6HN/wReNbM7gYHAFSe7kJktBBYC5Obmnm6tcc/deXLFXn7wh82k9u/Nr2+bzQVjhgZdlohEoUgt+Xsj8Ji7ZwNXA0+Y2Yeu7e6L3L3A3QvS09Mj9NHxofZoM3c8tZZ/fnEjF4weyp/uvljBLiKnFE7PvRTI6fA+u/1YR7cCVwK4+zIz6wekAWWRKDLerS+u5o6n17Cv+ij3XjWBhReP1vx1EflI4fTcVwH5ZjbKzPoAC4AlJ7TZC8wDMLOJQD+gPJKFxiN355fv7OKzv3iP1lbn2dtn87eXjlGwi0inOu25u3uLmd0BvAL0Ah51901mdj9Q6O5LgHuAh83s72i7ufpld/euLDzWVTc08ffPbeD1LQe5YuJwfnz9VFIH9Am6LBHpIcJ6iMndX6JtemPHY/d1eL0ZmBPZ0uLX6j2V3PnUWsrrGzUbRkTOiJ5QjSKhkPPQ0iJ+/OpWslL78/zXLmRqdmrQZYlID6RwjxIV9Y1869n1vLWtnKvPGcG/XDeV5H69gy5LRHoohXsUWF5Uwd2L11LV0MwPPz2Fm87P1TCMiJwVhXuAWkPOz/68g5++sY28oQP5ry/PYlJmcue/UUSkEwr3gJTVHuWbz6zjvZ0VfHp6Jj/8zDkM6qu/DhGJDKVJAN7eXs7fPbOO+sYWfvTZqVx/XraGYUQkohTu3ag15Pz09W38vzd3kD9sEE99dTbjhicFXZaIxCCFezcpqzvK3U+vY1lRBZ89L5sfzJ+ivU1FpMso3LvBsp0V3LV4LXVHm/nRZ6dyQ0FO579JROQsKNy7UCjk/OdbO/nJq1vJSxvIE7fOYsIIzYYRka6ncO8iNQ3N3P3MWv6ytZxrp2Xyv/9Gs2FEpPsobbrAjrI6vvr4akqqGvjBp6dwsx5KEpFupnCPsDe2HOTuxevo1zuBp746m5l5Q4IuSUTikMI9Qtydn/9lJz9+dSuTM5N56AsFZKX2D7osEYlTCvcIaG4Nce/z7/P8mhKunZbJA9dN1TRHEQmUwv0s1Te28LUnV/P29kPcPS+fb16Rr/F1EQmcwv0slNUe5cv/tYqtB+v40XVTuWGm5q+LSHRQuJ+hPRWH+fzDK6hqaOKXXypg7vhhQZckInJcOBtkY2ZXmtlWM9thZveeos0NZrbZzDaZ2VORLTO67Cyv54aHlnG4qYXFC2cr2EUk6nTaczezXsCDwMeAEmCVmS1p3zf1WJt84LvAHHevMrOYTbutB+q46ZEVgLN44Ww9cSoiUSmcnvssYIe7F7l7E7AYmH9Cm68CD7p7FYC7l0W2zOjwwYFaFixaRq8EWLzwAgW7iEStcMI9Cyju8L6k/VhH44BxZvaumS03sysjVWC02HXoMDc/spK+ib14ZuEFjB02KOiSREROKVI3VBOBfGAukA0sNbNz3L26YyMzWwgsBMjNzY3QR3e9fdVHuPmRFYTcefK22eSlDQy6JBGRjxROz70U6DjHL7v9WEclwBJ3b3b3XcA22sL+r7j7IncvcPeC9PT0M625W1XUN3LzL1dQe6SZx78ySz12EekRwgn3VUC+mY0ysz7AAmDJCW1epK3Xjpml0TZMUxTBOgNxtLmVhU+sprTqCI/eMpMpWSlBlyQiEpZOw93dW4A7gFeALcCz7r7JzO43s2vbm70CVJjZZuBN4NvuXtFVRXcHd+c7z29g9Z4q/v1z07UAmIj0KGGNubv7S8BLJxy7r8NrB77V/hMTfvrGdn63bh/f/sR4rj4nI+hyREROS1gPMcWbl97fz3+8vp3rzs3m63PHBF2OiMhpU7ifYGd5Pd9+bj0zclP5P39zjhYBE5EeSeHeQUNTC19/cg19EhN48PPn0idRfzwi0jNp4bB27s4//XYj28rqeOyWWWRqow0R6cHUNW33m9UlvLC2lLsuz+fScT1jDr6IyKko3IHiyga+//vNzBo1hLvmfejZKxGRHifuwz0Ucu55bj0AP7l+Gr0SdANVRHq+uA/3X76zi5W7KrnvU5PIGTIg6HJERCIirsN928E6/vWVrXxs0nCuPy876HJERCImbsM9FHK++8L7DOzbS/PZRSTmxG24P7VyL6v3VPE/PjmJtEF9gy5HRCSi4jLcy2qP8sDLH3DhmKFcd+6J+46IiPR8cRnu3//DZhpbQvyvz2g4RkRiU9yF+1+2lvHHDfu587KxjNKOSiISo+Iq3JtaQtz/h82MThvI7ZdqtUcRiV1xFe6PL9tNUflh/umaiVoUTERiWtwkXEV9Iz99YzuXjkvnsvHDgi5HRKRLxU24/+S1bTQ0tfLP10zUTVQRiXlxEe6b99WyeOVevnjBSMYOSwq6HBGRLhdWuJvZlWa21cx2mNm9H9HuOjNzMyuIXIlnx9354R83k9K/N9+cNy7ockREukWn4W5mvYAHgauAScCNZjbpJO2SgLuBFZEu8my8vf0Q7+2s4K55+aQM6B10OSIi3SKcnvssYIe7F7l7E7AYmH+Sdj8AHgCORrC+sxIKOQ+8/AHZg/vz+fNzgy5HRKTbhBPuWUBxh/cl7ceOM7NzgRx3/+NHXcjMFppZoZkVlpeXn3axp+sP7+9n075a7vn4OPom9uryzxMRiRZnfUPVzBKAfwPu6aytuy9y9wJ3L0hP79qt7JpbQ/zk1a1MGJHEtdO0foyIxJdwwr0UyOnwPrv92DFJwBTgL2a2G5gNLAn6puriVcXsqWjgH64cr92VRCTuhBPuq4B8MxtlZn2ABcCSYyfdvcbd09w9z93zgOXAte5e2CUVh6GhqYX/+8Z2ZuUN0QNLIhKXOg13d28B7gBeAbYAz7r7JjO738yu7eoCz8Rj7+2mvK6Rf7hyvB5YEpG4lBhOI3d/CXjphGP3naLt3LMv68zVN7bw8NIiLhufTkHekCBLEREJTMw9ofqr93ZT1dDM3VfogSURiV8xFe71jS08/HZbr316TmrQ5YiIBCamwv1X7+2mWr12EZHYCfe6o808/HYRl08Ypl67iMS9mAn3x5ftaeu1z8sPuhQRkcDFRLh37LVPU69dRCQ2wv1Yr/2bV6jXLiICMRDux2bIzJswjKnZ6rWLiEAMhPuvl7f12u/SWLuIyHE9OtyPNrfy8Nu7uDg/TWPtIiId9Ohwf251CYfqG/n63LFBlyIiElV6bLi3tIZ46K2dzMhNZfZorSEjItJRjw3332/YR0nVEb4xd6xWfhQROUGPDPdQyPn5mzuZMCKJyydovXYRkRP1yHB/bctBtpfV87W5Y0jQLksiIh/S48Ld3fn5mzsYOXQAnzwnI+hyRESiUo8L93d3VLC+pIbbLxlDYq8eV76ISLfocen487/sYFhSX647LyvoUkREolaPCvc1e6t4b2cFCy8ZTd/EXkGXIyIStcIKdzO70sy2mtkOM7v3JOe/ZWabzWyDmb1hZiMjXyr8/M2dpA7ozY2zcrvi8iIiMaPTcDezXsCDwFXAJOBGM5t0QrO1QIG7TwV+A/wo0oV+cKCW17cc5JYLRzGwb1j7eouIxK1weu6zgB3uXuTuTcBiYH7HBu7+prs3tL9dDmRHtkx46K0iBvTpxZcu7JL/KRARiSnhhHsWUNzhfUn7sVO5FfjTyU6Y2UIzKzSzwvLy8rCL3Fd9hN+v38eCmbmkDugT9u8TEYlXEb2hamY3AwXAv57svLsvcvcCdy9IT08P+7qPvrMLB75yUV5E6hQRiXXhDF6XAjkd3me3H/srZnYF8D+AS929MTLlQc2RZp5euZdrpmaQPXhApC4rIhLTwum5rwLyzWyUmfUBFgBLOjYwsxnAQ8C17l4WyQKfWrGXw02tLLxkdCQvKyIS0zoNd3dvAe4AXgG2AM+6+yYzu9/Mrm1v9q/AIOA5M1tnZktOcbnT0tjSyn+9u4uLxqYxOTMlEpcUEYkLYc0pdPeXgJdOOHZfh9dXRLguAH63bh9ldY38+PppXXF5EZGYFbVPqIZCzsNLi5iYkczF+WlBlyMi0qNEbbj/ZVsZ28vqWXjJKG3GISJymqI23B96q4jMlH5cMzUz6FJERHqcqAz39cXVrNhVyVcuGkVvLesrInLaojI5Fy0tIqlfIgu0QJiIyBmJunDfW9HAnzbu56bzRzJIC4SJiJyRqAv3R94poleCccucvKBLERHpsaIq3CsPN/FsYTGfnp7F8OR+QZcjItJjRVW4P7FsD0ebQ1pqQETkLEVNuB9tbuVXy3Zz+YRh5A9PCrocEZEeLWrC/bnVJVQeblKvXUQkAqIi3FtDziNvFzEtO4XzRw0JuhwRkR4vKsL91U0H2FPRwO2XjtFSAyIiERB4uLs7Dy0tYuTQAXxi8oigyxERiQmBh/uq3VWsK67mtotG0StBvXYRkUgIPNwXLd3JkIF9+Ox5OZ03FhGRsAQa7jvK6nh9SxlfmD2S/n16BVmKiEhMCTTcH166i76JCXzxgpFBliEiEnMCC/eWVue3a0u5viCboYP6BlWGiEhMCivczexKM9tqZjvM7N6TnO9rZs+0n19hZnmdXfPQ4UaaQyFuu0gPLYmIRFqn4W5mvYAHgauAScCNZjbphGa3AlXuPhb4d+CBzq5bWd/ElZNHkJc28PSrFhGRjxROz30WsMPdi9y9CVgMzD+hzXzgV+2vfwPMs06eRmp111IDIiJdJJxwzwKKO7wvaT920jbu3gLUAENPvJCZLTSzQjMr7J8QYkbu4DOrWkREPlK33lB190XuXuDuBWMzFOwiIl0lnHAvBTo+YZTdfuykbcwsEUgBKiJRoIiInL5wwn0VkG9mo8ysD7AAWHJCmyXAl9pffxb4s7t75MoUEZHT0ekO1O7eYmZ3AK8AvYBH3X2Tmd0PFLr7EuCXwBNmtgOopO0/ACIiEpBOwx3A3V8CXjrh2H0dXh8Fro9saSIicqYCXzhMREQiT+EuIhKDFO4iIjFI4S4iEoMsqBmLZlYO7Ankw89MGnAo6CK6gb5n7ImX7xov33O8uyd11iis2TJdwd3Tg/rsM2Fmhe5eEHQdXU3fM/bEy3eNp+8ZTjsNy4iIxCCFu4hIDFK4h29R0AV0E33P2BMv31Xfs4PAbqiKiEjXUc9dRCQGKdxFRGKQwj0MnW0QHgvM7FEzKzOzjUHX0pXMLMfM3jSzzWa2yczuDrqmrmBm/cxspZmtb/+e3w+6pq5kZr3MbK2Z/SHoWrqSme02s/fNbF1nUyI15t6J9g3CtwEfo22LwVXAje6+OdDCIszMLgHqgcfdfUrQ9XQVM8sAMtx9jZklAauBT8fg36cBA9293sx6A+8Ad7v78oBL6xJm9i2gAEh292uCrqermNluoMDdO31YSz33zoWzQXiP5+5LaVuLP6a5+353X9P+ug7Ywof3BO7xvE19+9ve7T8x2ZMzs2zgk8AjQdcSTRTunQtng3DpgcwsD5gBrAi2kq7RPlSxDigDXnP3mPyewH8A/wCEgi6kGzjwqpmtNrOFH9VQ4S5xycwGAc8D33T32qDr6Qru3uru02nb93iWmcXccJuZXQOUufvqoGvpJhe5+7nAVcA32odTT0rh3rlwNgiXHqR9DPp54Nfu/kLQ9e8buhEAAAD4SURBVHQ1d68G3gSuDLqWLjAHuLZ9LHoxcLmZPRlsSV3H3Uvbfy0DfkvbsPFJKdw7F84G4dJDtN9o/CWwxd3/Leh6uoqZpZtZavvr/rRNCPgg2Koiz92/6+7Z7p5H27+bf3b3mwMuq0uY2cD2SQCY2UDg48ApZ7cp3Dvh7i3AsQ3CtwDPuvumYKuKPDN7GlgGjDezEjO7Neiausgc4Au09fDWtf9cHXRRXSADeNPMNtDWQXnN3WN6mmAcGA68Y2brgZXAH9395VM11lRIEZEYpJ67iEgMUriLiMQghbuISAxSuIuIxCCFu4hIDFK4i4jEIIW7iEgM+v/Y0yJ0uKJnkwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "start_time = time()\n", "KinkyExample.solve()\n", @@ -531,13 +519,13 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "if do_simulation:\n", " KinkyExample.T_sim = 120\n", - " KinkyExample.track_vars = [\"mNrmNow\", \"cNrmNow\", \"pLvlNow\"]\n", + " KinkyExample.track_vars = ['mNrm', 'cNrm', 'pLvl']\n", " KinkyExample.initializeSim()\n", " KinkyExample.simulate()" ] @@ -565,7 +553,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.6.12" } }, "nbformat": 4, diff --git a/examples/LifecycleModel/LifecycleModel.ipynb b/examples/LifecycleModel/LifecycleModel.ipynb index 9a0e324c2..a3491ed03 100644 --- a/examples/LifecycleModel/LifecycleModel.ipynb +++ b/examples/LifecycleModel/LifecycleModel.ipynb @@ -91,12 +91,78 @@ }, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/ms/dev/HARK/HARK/interpolation.py:1710: RuntimeWarning: All-NaN slice encountered\n", - " y = np.nanmin(fx,axis=1)\n" - ] + "data": { + "text/plain": [ + "{'aNrm': array([[0.15127711, 0.15125125, 0.15137639, ..., 0.15125154, 0.15129283,\n", + " 0.15126218],\n", + " [0.20253365, 0.26403079, 0.36798854, ..., 0.27813025, 0.18217271,\n", + " 0.14937687],\n", + " [0.31434768, 0.30047487, 0.39399445, ..., 0.41395886, 0.36698992,\n", + " 0.35670865],\n", + " ...,\n", + " [0. , 0.4105237 , 0.67977946, ..., 0.35135643, 0.19870174,\n", + " 0.38609603],\n", + " [0.15125545, 0.36888134, 0.59571382, ..., 0.35422396, 0.12865324,\n", + " 0.38228781],\n", + " [0.22612749, 0.35238072, 0.60192903, ..., 0.46027463, 0.0731549 ,\n", + " 0.42506227]]),\n", + " 'pLvl': array([[1.01994264, 1.05822383, 0.94158876, ..., 1.05822383, 1.01994264,\n", + " 1.19556632],\n", + " [0.88907473, 0.99641167, 0.82077437, ..., 1.16925872, 1.12696084,\n", + " 1.32101196],\n", + " [0.77499836, 1.05442658, 0.80687195, ..., 1.39792634, 1.19257682,\n", + " 1.24385002],\n", + " ...,\n", + " [1.43550789, 2.03837237, 1.07766068, ..., 1.24372729, 0.84910745,\n", + " 1.32203812],\n", + " [0.94158876, 2.25225004, 1.19073499, ..., 1.22266082, 0.84910745,\n", + " 1.29964521],\n", + " [0.82077437, 2.38338467, 1.21448138, ..., 1.15124369, 0.84910745,\n", + " 1.32556356]]),\n", + " 'mNrm': array([[1.0000808 , 1.00002238, 1.00030507, ..., 1.00002304, 1.00011634,\n", + " 1.00004708],\n", + " [1.10199015, 1.20305461, 1.35113558, ..., 1.22438835, 1.06427295,\n", + " 0.99570868],\n", + " [1.27691759, 1.25705515, 1.38562517, ..., 1.41188128, 1.3495815 ,\n", + " 1.33567024],\n", + " ...,\n", + " [1.01216882, 1.40260534, 1.73494352, ..., 1.32838083, 1.29993621,\n", + " 1.3740572 ],\n", + " [1.00003185, 1.34659006, 1.6337495 , ..., 1.33203684, 1.20466279,\n", + " 1.36843515],\n", + " [1.1426294 , 1.32294716, 1.63918948, ..., 1.47087737, 1.13251284,\n", + " 1.42365894]]),\n", + " 'cNrm': array([[0.8488037 , 0.84877113, 0.84892869, ..., 0.84877149, 0.8488235 ,\n", + " 0.8487849 ],\n", + " [0.8994565 , 0.93902383, 0.98314704, ..., 0.9462581 , 0.88210024,\n", + " 0.8463318 ],\n", + " [0.96256991, 0.95658029, 0.99163072, ..., 0.99792241, 0.98259158,\n", + " 0.97896159],\n", + " ...,\n", + " [1.01216882, 0.99208163, 1.05516406, ..., 0.9770244 , 1.10123447,\n", + " 0.98796117],\n", + " [0.84877641, 0.97770872, 1.03803568, ..., 0.97781288, 1.07600955,\n", + " 0.98614735],\n", + " [0.91650191, 0.97056644, 1.03726045, ..., 1.01060274, 1.05935794,\n", + " 0.99859666]]),\n", + " 'TranShk': array([[1. , 1. , 1. , ..., 1. , 1. ,\n", + " 1. ],\n", + " [0.92323938, 1.0376015 , 1.1722675 , ..., 1.08339327, 0.92323938,\n", + " 0.85470368],\n", + " [1.0376015 , 1.00006632, 1.00006632, ..., 1.1722675 , 1.1722675 ,\n", + " 1.1722675 ],\n", + " ...,\n", + " [1. , 1.0376015 , 1.1722675 , ..., 1.1722675 , 1. ,\n", + " 1.00006632],\n", + " [1. , 0.96390423, 1.00006632, ..., 0.96390423, 1. ,\n", + " 0.96390423],\n", + " [0.96390423, 0.96390423, 1.0376015 , ..., 1.08339327, 1. ,\n", + " 1.0376015 ]])}" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -105,7 +171,7 @@ "LifeCyclePop.unpack('cFunc') # Expose the consumption rules\n", "\n", "# Which variables do we want to track\n", - "LifeCyclePop.track_vars = ['aNrmNow','pLvl','mNrm','cNrm','TranShkNow']\n", + "LifeCyclePop.track_vars = ['aNrm','pLvl','mNrm','cNrm','TranShk']\n", "\n", "LifeCyclePop.T_sim = 120 # Nobody lives to be older than 145 years (=25+120)\n", "LifeCyclePop.initializeSim() # Construct the age-25 distribution of income and assets\n", @@ -130,7 +196,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -203,7 +269,7 @@ "\n", "for t in range(1,LifeCyclePop.T_cycle+1):\n", " #aLvlGro_hist[0] = 0 # set the first growth rate to 0, since there is no data for period 0\n", - " aLvlGroNow = np.log(LifeCyclePop.history['aNrmNow'][t]/LifeCyclePop.history['aNrmNow'][t-1]) # (10000,)\n", + " aLvlGroNow = np.log(LifeCyclePop.history['aNrm'][t]/LifeCyclePop.history['aNrm'][t-1]) # (10000,)\n", "\n", " # Call the saving rate function with test value for \n", " SavingRate = savingRateFunc(LifeCyclePop, LifeCyclePop.history['mNrm'][t] )\n", @@ -213,10 +279,10 @@ " # Create elements of matrix list\n", " matrix_list = [0 for number in range(7)]\n", " matrix_list[0] = t\n", - " matrix_list[1] = LifeCyclePop.history['aNrmNow'][t]\n", + " matrix_list[1] = LifeCyclePop.history['aNrm'][t]\n", " matrix_list[2] = LifeCyclePop.history['cNrm'][t]\n", - " matrix_list[3] = LifeCyclePop.history['TranShkNow'][t]\n", - " matrix_list[4] = LifeCyclePop.history['TranShkNow'][t-1]\n", + " matrix_list[3] = LifeCyclePop.history['TranShk'][t]\n", + " matrix_list[4] = LifeCyclePop.history['TranShk'][t-1]\n", " matrix_list[5] = aLvlGroNow\n", " matrix_list[6] = SavingRate\n", " \n", @@ -238,8 +304,8 @@ "outputs": [], "source": [ "# Construct the level of assets A from a*p where a is the ratio to permanent income p\n", - "LifeCyclePop.history['aLvlNow'] = LifeCyclePop.history['aNrmNow']*LifeCyclePop.history['pLvl']\n", - "aGro41=LifeCyclePop.history['aLvlNow'][41]/LifeCyclePop.history['aLvlNow'][40]\n", + "LifeCyclePop.history['aLvl'] = LifeCyclePop.history['aNrm']*LifeCyclePop.history['pLvl']\n", + "aGro41=LifeCyclePop.history['aLvl'][41]/LifeCyclePop.history['aLvl'][40]\n", "aGro41NoU=aGro41[aGro41[:]>0.2] # Throw out extreme outliers" ] }, @@ -255,7 +321,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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" ] @@ -280,9 +346,9 @@ "notebook_metadata_filter": "all" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "econ-ark-3.8", "language": "python", - "name": "python3" + "name": "econ-ark-3.8" }, "language_info": { "codemirror_mode": { @@ -294,7 +360,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.8.7" } }, "nbformat": 4, diff --git a/examples/LifecycleModel/LifecycleModel.py b/examples/LifecycleModel/LifecycleModel.py index 5dd8373cd..7f454fd45 100644 --- a/examples/LifecycleModel/LifecycleModel.py +++ b/examples/LifecycleModel/LifecycleModel.py @@ -8,11 +8,11 @@ # extension: .py # format_name: percent # format_version: '1.2' -# jupytext_version: 1.2.3 +# jupytext_version: 1.2.4 # kernelspec: -# display_name: Python 3 +# display_name: econ-ark-3.8 # language: python -# name: python3 +# name: econ-ark-3.8 # language_info: # codemirror_mode: # name: ipython @@ -22,7 +22,7 @@ # name: python # nbconvert_exporter: python # pygments_lexer: ipython3 -# version: 3.7.6 +# version: 3.8.7 # --- # %% [markdown] @@ -80,7 +80,7 @@ LifeCyclePop.unpack('cFunc') # Expose the consumption rules # Which variables do we want to track -LifeCyclePop.track_vars = ['aNrmNow','pLvl','mNrm','cNrm','TranShkNow'] +LifeCyclePop.track_vars = ['aNrm','pLvl','mNrm','cNrm','TranShk'] LifeCyclePop.T_sim = 120 # Nobody lives to be older than 145 years (=25+120) LifeCyclePop.initializeSim() # Construct the age-25 distribution of income and assets @@ -130,7 +130,7 @@ def savingRateFunc(SomeType, m): for t in range(1,LifeCyclePop.T_cycle+1): #aLvlGro_hist[0] = 0 # set the first growth rate to 0, since there is no data for period 0 - aLvlGroNow = np.log(LifeCyclePop.history['aNrmNow'][t]/LifeCyclePop.history['aNrmNow'][t-1]) # (10000,) + aLvlGroNow = np.log(LifeCyclePop.history['aNrm'][t]/LifeCyclePop.history['aNrm'][t-1]) # (10000,) # Call the saving rate function with test value for SavingRate = savingRateFunc(LifeCyclePop, LifeCyclePop.history['mNrm'][t] ) @@ -140,10 +140,10 @@ def savingRateFunc(SomeType, m): # Create elements of matrix list matrix_list = [0 for number in range(7)] matrix_list[0] = t - matrix_list[1] = LifeCyclePop.history['aNrmNow'][t] + matrix_list[1] = LifeCyclePop.history['aNrm'][t] matrix_list[2] = LifeCyclePop.history['cNrm'][t] - matrix_list[3] = LifeCyclePop.history['TranShkNow'][t] - matrix_list[4] = LifeCyclePop.history['TranShkNow'][t-1] + matrix_list[3] = LifeCyclePop.history['TranShk'][t] + matrix_list[4] = LifeCyclePop.history['TranShk'][t-1] matrix_list[5] = aLvlGroNow matrix_list[6] = SavingRate @@ -155,8 +155,8 @@ def savingRateFunc(SomeType, m): # %% {"code_folding": [0]} # Construct the level of assets A from a*p where a is the ratio to permanent income p -LifeCyclePop.history['aLvlNow'] = LifeCyclePop.history['aNrmNow']*LifeCyclePop.history['pLvl'] -aGro41=LifeCyclePop.history['aLvlNow'][41]/LifeCyclePop.history['aLvlNow'][40] +LifeCyclePop.history['aLvl'] = LifeCyclePop.history['aNrm']*LifeCyclePop.history['pLvl'] +aGro41=LifeCyclePop.history['aLvl'][41]/LifeCyclePop.history['aLvl'][40] aGro41NoU=aGro41[aGro41[:]>0.2] # Throw out extreme outliers