From 23d7a9acd8807ef527d082e909dbea88f1364e6c Mon Sep 17 00:00:00 2001 From: Alan Lujan Date: Fri, 2 Feb 2024 13:39:45 -0500 Subject: [PATCH] update noteboks even if incorrect --- code/IndShock.ipynb | 848 +++++++++++++++++++++++++++++++++++++------ code/Portfolio.ipynb | 119 +++++- code/WarmGlow.ipynb | 253 ++++++++----- 3 files changed, 1000 insertions(+), 220 deletions(-) diff --git a/code/IndShock.ipynb b/code/IndShock.ipynb index 7ca2601..9e02d5d 100644 --- a/code/IndShock.ipynb +++ b/code/IndShock.ipynb @@ -1,105 +1,747 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "***NOTE: using a 'quick fix' for an attribute error. See 'Error Notes' in EstimationParameter.py for further discussion.***\n" - ] - } - ], - "source": [ - "from estimark.agents import IndShkLifeCycleConsumerType\n", - "import estimark.calibration.estimation_parameters as parameters\n", - "import numpy as np\n", - "from HARK.utilities import plot_funcs\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "DiscFacAdj, CRRA = np.genfromtxt(\n", - " \"tables/IndShock_estimate_results.csv\", skip_header=1, delimiter=\",\"\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "indshk_agent = IndShkLifeCycleConsumerType(**parameters.init_consumer_objects)\n", - "indshk_agent.CRRA = CRRA\n", - "indshk_agent.DiscFac = [b * DiscFacAdj for b in parameters.DiscFac_timevary]" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "indshk_agent.solve()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_funcs([sol.cFunc for sol in indshk_agent.solution[:-1:5]], 0, 20)\n", - "plt.savefig(\"../content/figures/IndShock_cFunc.png\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.18" - } - }, - "nbformat": 4, - "nbformat_minor": 4 + "cells": [ + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "from estimark.agents import IndShkLifeCycleConsumerType\n", + "import estimark.calibration.estimation_parameters as parameters\n", + "import numpy as np\n", + "from HARK.utilities import plot_funcs\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "from HARK.ConsumptionSaving.ConsIndShockModel import init_lifecycle" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "DiscFacAdj, CRRA = np.genfromtxt(\n", + " \"tables/IndShock_estimate_results.csv\", skip_header=1, delimiter=\",\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3.796066262763537, 0.8689011612165243)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "indshk_agent = IndShkLifeCycleConsumerType(\n", + " **{**init_lifecycle, **parameters.init_consumer_objects})\n", + "indshk_agent.CRRA = 2\n", + "indshk_agent.DiscFac = [init_lifecycle[\"DiscFac\"]\n", + " for b in parameters.DiscFac_timevary]\n", + "CRRA, DiscFacAdj" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "indshk_agent.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_funcs([sol.cFunc for sol in indshk_agent.solution[:-1:5]], 0, 20)\n", + "plt.savefig(\"../content/figures/IndShock_cFunc.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# Set up the variables we want to keep track of.\n", + "indshk_agent.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\"]\n", + "\n", + "indshk_agent.T_sim = 200\n", + "# Run the simulations\n", + "indshk_agent.initialize_sim()\n", + "history = indshk_agent.simulate()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "raw_data = {\n", + " \"Age\": indshk_agent.history[\"t_age\"].flatten() + 25 - 1,\n", + " \"pIncome\": indshk_agent.history[\"pLvl\"].flatten(),\n", + " \"nrmM\": indshk_agent.history[\"mNrm\"].flatten(),\n", + " \"nrmC\": indshk_agent.history[\"cNrm\"].flatten(),\n", + "}\n", + "\n", + "Data = pd.DataFrame(raw_data)\n", + "Data[\"Cons\"] = Data.nrmC * Data.pIncome\n", + "Data[\"M\"] = Data.nrmM * Data.pIncome" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Find the mean of each variable at every age\n", + "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", + "\n", + "plt.figure()\n", + "plt.plot(AgeMeans.Age, AgeMeans.pIncome, label=\"Permanent Income\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.M, label=\"Market resources\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.Cons, label=\"Consumption\")\n", + "plt.legend()\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Thousands of USD\")\n", + "plt.title(\"Variable Medians Conditional on Survival\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "indshk_agent = IndShkLifeCycleConsumerType(**parameters.init_consumer_objects)\n", + "indshk_agent.CRRA = CRRA\n", + "indshk_agent.DiscFac = [b * DiscFacAdj for b in parameters.DiscFac_timevary]\n", + "\n", + "lifecycle_agent = IndShkLifeCycleConsumerType(**init_lifecycle)\n", + "\n", + "\n", + "lifecycle_agent.DiscFac = [\n", + " init_lifecycle[\"DiscFac\"] for b in parameters.DiscFac_timevary\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "aXtraExtra\n", + "current: [None, None]\n", + "original: [None]\n", + "\n", + "\n", + "NewbornTransShk\n", + "current: False\n", + "original: False\n", + "\n", + "\n", + "neutral_measure\n", + "current: False\n", + "original: False\n", + "\n", + "\n", + "T_cycle\n", + "current: 65\n", + "original: 65\n", + "\n", + "\n", + "shock_vars\n", + "current: ['PermShk', 'TranShk']\n", + "original: ['PermShk', 'TranShk']\n", + "\n", + "\n", + "track_vars\n", + "current: []\n", + "original: []\n", + "\n", + "\n", + "IncUnemp\n", + "current: 0.3\n", + "original: 0.3\n", + "\n", + "\n", + "T_age\n", + "current: 66\n", + "original: 65\n", + "\n", + "\n", + "verbose\n", + "current: 1\n", + "original: 1\n", + "\n", + "\n", + "CubicBool\n", + "current: False\n", + "original: False\n", + "\n", + "\n", + "MaxKinks\n", + "current: 400\n", + "original: 400\n", + "\n", + "\n", + "shock_history\n", + "current: {}\n", + "original: {}\n", + "\n", + "\n", + "TranShkCount\n", + "current: 7\n", + "original: 7\n", + "\n", + "\n", + "time_inv\n", + "current: ['CRRA', 'BoroCnstArt', 'BoroCnstArt', 'vFuncBool', 'CubicBool', 'Rfree', 'aXtraGrid']\n", + "original: ['CRRA', 'BoroCnstArt', 'BoroCnstArt', 'vFuncBool', 'CubicBool', 'Rfree', 'aXtraGrid']\n", + "\n", + "\n", + "tax_rate\n", + "current: 0.0\n", + "original: 0.0\n", + "\n", + "\n", + "PermGroFacAgg\n", + "current: 1.0\n", + "original: 1.016128685406095\n", + "\n", + "\n", + "aXtraNestFac\n", + "current: 1\n", + "original: 3\n", + "\n", + "\n", + "PermShkStd\n", + "current: [0.25109284348539185, 0.25109284348539185, 0.2401556615138516, 0.22965736371530632, 0.21962767025150165, 0.21009896926797503, 0.20110619927478707, 0.19268653734486252, 0.1848788262215825, 0.17772267203735634, 0.171257156414067, 0.16551913914067418, 0.16054118533450223, 0.15634923267876932, 0.15296020779851555, 0.1503798811549553, 0.1486012841616004, 0.14760397284848412, 0.14735430340072433, 0.14780671189307693, 0.14890581414586615, 0.15058901548290243, 0.15278927648771345, 0.1554377187140465, 0.15846584612549913, 0.16180726687440605, 0.16539889573485034, 0.16918168433697162, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n", + "original: [0.25109284348539185, 0.25109284348539185, 0.2401556615138516, 0.22965736371530632, 0.21962767025150165, 0.21009896926797503, 0.20110619927478707, 0.19268653734486252, 0.1848788262215825, 0.17772267203735634, 0.171257156414067, 0.16551913914067418, 0.16054118533450223, 0.15634923267876932, 0.15296020779851555, 0.1503798811549553, 0.1486012841616004, 0.14760397284848412, 0.14735430340072433, 0.14780671189307693, 0.14890581414586615, 0.15058901548290243, 0.15278927648771345, 0.1554377187140465, 0.15846584612549913, 0.16180726687440605, 0.16539889573485034, 0.16918168433697162, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n", + "\n", + "\n", + "P0\n", + "current: 21.397337769996003\n", + "original: 21.397337769996003\n", + "\n", + "\n", + "read_shocks\n", + "current: False\n", + "original: False\n", + "\n", + "\n", + "bilt\n", + "current: {}\n", + "original: {}\n", + "\n", + "\n", + "state_prev\n", + "current: {'pLvl': None, 'PlvlAgg': None, 'bNrm': None, 'mNrm': None, 'aNrm': None, 'aLvl': None}\n", + "original: {'pLvl': None, 'PlvlAgg': None, 'bNrm': None, 'mNrm': None, 'aNrm': None, 'aLvl': None}\n", + "\n", + "\n", + "vFuncBool\n", + "current: False\n", + "original: False\n", + "\n", + "\n", + "PermShkCount\n", + "current: 7\n", + "original: 7\n", + "\n", + "\n", + "pLvlInitMean\n", + "current: 3.0632665110178623\n", + "original: 3.0632665110178623\n", + "\n", + "\n", + "UnempPrbRet\n", + "current: 0.005\n", + "original: 0.005\n", + "\n", + "\n", + "aXtraMax\n", + "current: 100\n", + "original: 20\n", + "\n", + "\n", + "tolerance\n", + "current: 1e-06\n", + "original: 1e-06\n", + "\n", + "\n", + "aXtraCount\n", + "current: 200\n", + "original: 48\n", + "\n", + "\n", + "seed\n", + "current: 31382\n", + "original: 0\n", + "\n", + "\n", + "IncUnempRet\n", + "current: 0.0\n", + "original: 0.0\n", + "\n", + "\n", + "controls\n", + "current: {}\n", + "original: {}\n", + "\n", + "\n", + "cycles\n", + "current: 1\n", + "original: 1\n", + "\n", + "\n", + "DiscFac\n", + "current: [0.9253050111957336, 0.9192948218635991, 0.9135817967286004, 0.9081572467791257, 0.9030133519047238, 0.8981422919949439, 0.8935362469393351, 0.8891882655286076, 0.8850905276523106, 0.8812378199034764, 0.8776223221716546, 0.8742388210498774, 0.8710812342300166, 0.8681436531841757, 0.8654206038350393, 0.8629067858855237, 0.860597159708894, 0.8584867725685313, 0.8565710192882812, 0.8548452078018729, 0.8533049067133844, 0.8519459452972418, 0.850764065937755, 0.8497554454698149, 0.8489160000579636, 0.8482420803173241, 0.8477300368630192, 0.8473762203101718, 0.8471772419442533, 0.8471297130507347, 0.8472303318052036, 0.8474759701634795, 0.8478634131912659, 0.8483895328443825, 0.849051374858881, 0.8498459849708137, 0.8507704958063481, 0.8518219531015362, 0.8529976632627783, 0.7200769867849838, 0.8603955746394919, 0.8603955746394919, 0.8603955746394919, 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Generator(PCG64)\n", + "\n", + "\n", + "solution_terminal\n", + "current: \n", + "original: \n", + "\n", + "\n", + "newborn_init_history\n", + "current: {}\n", + "original: {}\n", + "\n", + "\n", + "aXtraMin\n", + "current: 0.001\n", + "original: 0.001\n", + "\n", + "\n", + "Rfree\n", + "current: 1.03\n", + "original: 1.03\n", + "\n", + "\n", + "LivPrb\n", + "current: [0.998341, 0.998262, 0.99826, 0.998172, 0.99803, 0.99796, 0.997886, 0.997792, 0.997587, 0.99747, 0.997398, 0.997621, 0.997822, 0.997755, 0.997607, 0.997421, 0.99722, 0.996942, 0.996701, 0.996562, 0.996243, 0.996023, 0.995789, 0.995449, 0.995122, 0.994844, 0.994377, 0.993913, 0.993402, 0.992824, 0.992191, 0.991511, 0.990844, 0.990081, 0.989317, 0.988495, 0.987654, 0.986892, 0.986244, 0.985647, 0.984987, 0.984198, 0.983305, 0.982293, 0.981146, 0.979812, 0.97829, 0.976614, 0.974779, 0.972732, 0.970243, 0.967372, 0.964395, 0.9614, 0.958184, 0.954529, 0.950045, 0.944392, 0.937261, 0.928746, 0.9191320000000001, 0.908706, 0.897671, 0.886107, 0.873964]\n", + "original: [0.998566, 0.998583, 0.998599, 0.998609, 0.998611, 0.99861, 0.998601, 0.998569, 0.998508, 0.998419, 0.998312, 0.998192, 0.998056, 0.997906, 0.99774, 0.997556, 0.997348, 0.997115, 0.996852, 0.996562, 0.996249, 0.995916, 0.995561, 0.995186, 0.99479, 0.994349, 0.993881, 0.993428, 0.993005, 0.992583, 0.992124, 0.991583, 0.990942, 0.990175, 0.98929, 0.988296, 0.987216, 0.986059, 0.984831, 0.983509, 0.982022, 0.980368, 0.978602, 0.976732, 0.974708, 0.97243, 0.969863, 0.967036, 0.963933, 0.960506, 0.956589, 0.952211, 0.947534, 0.942585, 0.937209, 0.931163, 0.924276, 0.916534, 0.907855, 0.898197, 0.887532, 0.8758360000000001, 0.863084, 0.849246, 0.834296]\n", + "\n", + "\n", + "aNrmInitStd\n", + "current: 1.6577133299830675\n", + "original: 1.6577133299830675\n", + "\n", + "\n", + "IncShkDstn\n", + "current: \n", + "original: \n", + "\n", + "\n", + "aNrmInitMean\n", + "current: -0.928110551297082\n", + "original: -0.928110551297082\n", + "\n", + "\n", + "AgentCount\n", + "current: 10000\n", + "original: 10000\n", + "\n", + "\n", + "state_now\n", + "current: {'pLvl': None, 'PlvlAgg': None, 'bNrm': None, 'mNrm': None, 'aNrm': None, 'aLvl': None}\n", + "original: {'pLvl': None, 'PlvlAgg': None, 'bNrm': None, 'mNrm': None, 'aNrm': None, 'aLvl': None}\n", + "\n", + "\n", + "TranShkDstn\n", + "current: \n", + "original: \n", + "\n", + "\n", + "pseudo_terminal\n", + "current: False\n", + "original: False\n", + "\n", + "\n", + "history\n", + "current: {}\n", + "original: {}\n", + "\n", + "\n", + "pLvlInitStd\n", + "current: 0.758541123818503\n", + "original: 0.758541123818503\n", + "\n", + "\n", + "solve_one_period\n", + "current: .one_period_solver at 0x0000025F81803AF0>\n", + "original: .one_period_solver at 0x0000025F81695B80>\n", + "\n", + "\n", + "PermShkDstn\n", + "current: \n", + "original: \n", + "\n", + "\n", + "time_vary\n", + "current: ['LivPrb', 'PermGroFac', 'IncShkDstn', 'PermShkDstn', 'TranShkDstn', 'DiscFac']\n", + "original: ['LivPrb', 'PermGroFac', 'IncShkDstn', 'PermShkDstn', 'TranShkDstn', 'DiscFac']\n", + "\n", + "\n", + "T_retire\n", + "current: 0\n", + "original: 0\n", + "\n", + "\n", + "parameters\n", + "current: {'cycles': 1, 'CRRA': 5.0, 'Rfree': 1.03, 'DiscFac': array([1.064914 , 1.057997 , 1.051422 , 1.045179 , 1.039259 , 1.033653 ,\n", + " 1.028352 , 1.023348 , 1.018632 , 1.014198 , 1.010037 , 1.006143 ,\n", + " 1.002509 , 0.9991282, 0.9959943, 0.9931012, 0.9904431, 0.9880143,\n", + " 0.9858095, 0.9838233, 0.9820506, 0.9804866, 0.9791264, 0.9779656,\n", + " 0.9769995, 0.9762239, 0.9756346, 0.9752274, 0.9749984, 0.9749437,\n", + " 0.9750595, 0.9753422, 0.9757881, 0.9763936, 0.9771553, 0.9780698,\n", + " 0.9791338, 0.9803439, 0.981697 , 0.8287214, 0.9902111, 0.9902111,\n", + " 0.9902111, 0.9902111, 0.9902111, 0.9902111, 0.9902111, 0.9902111,\n", + " 0.9902111, 0.9902111, 0.9902111, 0.9902111, 0.9902111, 0.9902111,\n", + " 0.9902111, 0.9902111, 0.9902111, 0.9902111, 0.9902111, 0.9902111,\n", + " 0.9902111, 0.9902111, 0.9902111, 0.9902111, 0.9902111]), 'LivPrb': [0.998341, 0.998262, 0.99826, 0.998172, 0.99803, 0.99796, 0.997886, 0.997792, 0.997587, 0.99747, 0.997398, 0.997621, 0.997822, 0.997755, 0.997607, 0.997421, 0.99722, 0.996942, 0.996701, 0.996562, 0.996243, 0.996023, 0.995789, 0.995449, 0.995122, 0.994844, 0.994377, 0.993913, 0.993402, 0.992824, 0.992191, 0.991511, 0.990844, 0.990081, 0.989317, 0.988495, 0.987654, 0.986892, 0.986244, 0.985647, 0.984987, 0.984198, 0.983305, 0.982293, 0.981146, 0.979812, 0.97829, 0.976614, 0.974779, 0.972732, 0.970243, 0.967372, 0.964395, 0.9614, 0.958184, 0.954529, 0.950045, 0.944392, 0.937261, 0.928746, 0.9191320000000001, 0.908706, 0.897671, 0.886107, 0.873964], 'PermGroFac': [1.0434056222652845, 1.0399264609207088, 1.0365832831214161, 1.0333748505835936, 1.030299977365458, 1.0273575291368304, 1.0245464224818346, 1.0218656242341413, 1.019314150844187, 1.0168910677778018, 1.0145954889457796, 1.0124265761638414, 1.0103835386425875, 1.0084656325069654, 1.0066721603448643, 1.0050024707844423, 1.0034559580998452, 1.0020320618449452, 1.0007302665148479, 0.9995501012348135, 0.9984911394763917, 0.9975529988004792, 0.9967353406271308, 0.9960378700318792, 0.9954603355684468, 0.9950025291176404, 0.9946642857623692, 0.9944454836886146, 0.9943460441123042, 0.9943659312320589, 0.9945051522076692, 0.994763757164436, 0.9951418392231945, 0.9956395345562754, 0.99625702246917, 0.9969945255082701, 0.9978523095944929, 0.9988306841831407, 0.9999300024499446, 1.0011506615035513, 0.6821, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], 'BoroCnstArt': 0.0, 'MaxKinks': 400, 'AgentCount': 10000, 'aNrmInitMean': -0.928110551297082, 'aNrmInitStd': 1.6577133299830675, 'pLvlInitMean': 3.0632665110178623, 'pLvlInitStd': 0.758541123818503, 'PermGroFacAgg': 1.0, 'T_age': 66, 'T_cycle': 65, 'PerfMITShk': False, 'aXtraMin': 0.001, 'aXtraMax': 100, 'aXtraNestFac': 1, 'aXtraCount': 200, 'aXtraExtra': [None, None], 'PermShkStd': [0.25109284348539185, 0.25109284348539185, 0.2401556615138516, 0.22965736371530632, 0.21962767025150165, 0.21009896926797503, 0.20110619927478707, 0.19268653734486252, 0.1848788262215825, 0.17772267203735634, 0.171257156414067, 0.16551913914067418, 0.16054118533450223, 0.15634923267876932, 0.15296020779851555, 0.1503798811549553, 0.1486012841616004, 0.14760397284848412, 0.14735430340072433, 0.14780671189307693, 0.14890581414586615, 0.15058901548290243, 0.15278927648771345, 0.1554377187140465, 0.15846584612549913, 0.16180726687440605, 0.16539889573485034, 0.16918168433697162, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'PermShkCount': 7, 'TranShkStd': [0.3528101356710065, 0.3528101356710065, 0.3553133361361022, 0.35704979853211866, 0.3580626470026161, 0.35838995582409183, 0.3580655727131513, 0.3571197739110431, 0.3555797914147739, 0.3534702416818747, 0.3508134774404024, 0.34762987877838675, 0.3439380957540675, 0.3397552518910483, 0.33509711578685614, 0.32997824645518825, 0.3244121167925308, 0.3184112186034371, 0.31198715185906867, 0.3051507002433071, 0.297911894514829, 0.29028006474400214, 0.28226388203493197, 0.27387138987799725, 0.2651100247519068, 0.2559866249465563, 0.24650742572135653, 0.23667803771374157, 0.226503403752896, 0.226503403752896, 0.226503403752896, 0.226503403752896, 0.226503403752896, 0.2265034037528959, 0.22650340375289604, 0.22650340375289604, 0.2265034037528959, 0.2265034037528959, 0.2265034037528959, 0.22650340375289615, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'TranShkCount': 7, 'UnempPrb': 0.05, 'UnempPrbRet': 0.005, 'IncUnemp': 0.3, 'IncUnempRet': 0.0, 'tax_rate': 0.0, 'T_retire': 0, 'vFuncBool': False, 'CubicBool': False, 'neutral_measure': False, 'NewbornTransShk': False, 'P0': 21.397337769996003}\n", + "original: {'cycles': 1, 'CRRA': 2.0, 'Rfree': 1.03, 'DiscFac': 0.96, 'LivPrb': [0.998566, 0.998583, 0.998599, 0.998609, 0.998611, 0.99861, 0.998601, 0.998569, 0.998508, 0.998419, 0.998312, 0.998192, 0.998056, 0.997906, 0.99774, 0.997556, 0.997348, 0.997115, 0.996852, 0.996562, 0.996249, 0.995916, 0.995561, 0.995186, 0.99479, 0.994349, 0.993881, 0.993428, 0.993005, 0.992583, 0.992124, 0.991583, 0.990942, 0.990175, 0.98929, 0.988296, 0.987216, 0.986059, 0.984831, 0.983509, 0.982022, 0.980368, 0.978602, 0.976732, 0.974708, 0.97243, 0.969863, 0.967036, 0.963933, 0.960506, 0.956589, 0.952211, 0.947534, 0.942585, 0.937209, 0.931163, 0.924276, 0.916534, 0.907855, 0.898197, 0.887532, 0.8758360000000001, 0.863084, 0.849246, 0.834296], 'PermGroFac': [1.0419577244168425, 1.042054094671762, 1.0419741368106603, 1.0417252594892363, 1.0413149489133513, 1.0407507570649848, 1.0400402904123693, 1.0391911991207905, 1.0382111667783425, 1.0371079006488177, 1.0358891224620352, 1.0345625597498689, 1.0331359377345546, 1.0316169717741368, 1.0300133603683226, 1.028332778726538, 1.0265828728986601, 1.0247712544676226, 1.0229054958019401, 1.0209931258652492, 1.0190416265789666, 1.017058429733482, 1.0150509144425075, 1.0130264051347242, 1.0109921700764088, 1.0089554204182791, 1.0069233097596972, 1.004902934223072, 1.0029013330314727, 1.0009254895822295, 0.9989823330098332, 0.9970787402313432, 0.9952215384681278, 0.9934175082380958, 0.991673386813128, 0.9899958721369779, 0.9883916271999128, 0.9868672848666427, 0.9854294531556331, 0.9840847209682303, 0.5719733840877924, 0.9892378656535716, 0.9892378656535721, 0.9892378656535716, 0.9892378656535716, 0.9892378656535716, 0.9892378656535716, 0.9892378656535721, 0.9892378656535716, 0.9892378656535721, 0.9892378656535716, 0.9892378656535716, 0.9892378656535721, 0.9892378656535712, 0.9892378656535721, 0.9892378656535721, 0.9892378656535716, 0.9892378656535712, 0.9892378656535721, 0.9892378656535716, 0.9892378656535721, 0.9892378656535716, 0.9892378656535716, 0.9892378656535716, 0.9892378656535721], 'BoroCnstArt': 0.0, 'MaxKinks': 400, 'AgentCount': 10000, 'aNrmInitMean': -0.928110551297082, 'aNrmInitStd': 1.6577133299830675, 'pLvlInitMean': 3.0632665110178623, 'pLvlInitStd': 0.758541123818503, 'PermGroFacAgg': 1.016128685406095, 'T_age': 65, 'T_cycle': 65, 'PerfMITShk': False, 'aXtraMin': 0.001, 'aXtraMax': 20, 'aXtraNestFac': 3, 'aXtraCount': 48, 'aXtraExtra': [None], 'PermShkStd': [0.25109284348539185, 0.25109284348539185, 0.2401556615138516, 0.22965736371530632, 0.21962767025150165, 0.21009896926797503, 0.20110619927478707, 0.19268653734486252, 0.1848788262215825, 0.17772267203735634, 0.171257156414067, 0.16551913914067418, 0.16054118533450223, 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2.0\n", + "\n", + "\n", + "PermGroFac\n", + "current: [1.0434056222652845, 1.0399264609207088, 1.0365832831214161, 1.0333748505835936, 1.030299977365458, 1.0273575291368304, 1.0245464224818346, 1.0218656242341413, 1.019314150844187, 1.0168910677778018, 1.0145954889457796, 1.0124265761638414, 1.0103835386425875, 1.0084656325069654, 1.0066721603448643, 1.0050024707844423, 1.0034559580998452, 1.0020320618449452, 1.0007302665148479, 0.9995501012348135, 0.9984911394763917, 0.9975529988004792, 0.9967353406271308, 0.9960378700318792, 0.9954603355684468, 0.9950025291176404, 0.9946642857623692, 0.9944454836886146, 0.9943460441123042, 0.9943659312320589, 0.9945051522076692, 0.994763757164436, 0.9951418392231945, 0.9956395345562754, 0.99625702246917, 0.9969945255082701, 0.9978523095944929, 0.9988306841831407, 0.9999300024499446, 1.0011506615035513, 0.6821, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]\n", + "original: 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8.72053619e-01\n", + " 9.15967195e-01 9.60910872e-01 1.00690881e+00 1.05398574e+00\n", + " 1.10216698e+00 1.15147843e+00 1.20194659e+00 1.25359861e+00\n", + " 1.30646226e+00 1.36056595e+00 1.41593877e+00 1.47261050e+00\n", + " 1.53061160e+00 1.58997325e+00 1.65072738e+00 1.71290665e+00\n", + " 1.77654448e+00 1.84167509e+00 1.90833350e+00 1.97655555e+00\n", + " 2.04637791e+00 2.11783812e+00 2.19097460e+00 2.26582668e+00\n", + " 2.34243460e+00 2.42083955e+00 2.50108367e+00 2.58321011e+00\n", + " 2.66726303e+00 2.75328762e+00 2.84133012e+00 2.93143787e+00\n", + " 3.02365932e+00 3.11804405e+00 3.21464280e+00 3.31350751e+00\n", + " 3.41469133e+00 3.51824867e+00 3.62423519e+00 3.73270789e+00\n", + " 3.84372508e+00 3.95734644e+00 4.07363308e+00 4.19264750e+00\n", + " 4.31445369e+00 4.43911714e+00 4.56670488e+00 4.69728550e+00\n", + " 4.83092920e+00 4.96770785e+00 5.10769497e+00 5.25096583e+00\n", + " 5.39759745e+00 5.54766868e+00 5.70126020e+00 5.85845457e+00\n", + " 6.01933633e+00 6.18399195e+00 6.35250998e+00 6.52498101e+00\n", + " 6.70149776e+00 6.88215514e+00 7.06705029e+00 7.25628260e+00\n", + " 7.44995381e+00 7.64816806e+00 7.85103190e+00 8.05865441e+00\n", + " 8.27114720e+00 8.48862454e+00 8.71120333e+00 8.93900326e+00\n", + " 9.17214678e+00 9.41075926e+00 9.65496897e+00 9.90490721e+00\n", + " 1.01607084e+01 1.04225100e+01 1.06904527e+01 1.09646808e+01\n", + " 1.12453415e+01 1.15325858e+01 1.18265681e+01 1.21274465e+01\n", + " 1.24353828e+01 1.27505424e+01 1.30730948e+01 1.34032135e+01\n", + " 1.37410760e+01 1.40868638e+01 1.44407630e+01 1.48029636e+01\n", + " 1.51736606e+01 1.55530532e+01 1.59413454e+01 1.63387459e+01\n", + " 1.67454684e+01 1.71617316e+01 1.75877593e+01 1.80237804e+01\n", + " 1.84700295e+01 1.89267465e+01 1.93941768e+01 1.98725719e+01\n", + " 2.03621889e+01 2.08632911e+01 2.13761478e+01 2.19010348e+01\n", + " 2.24382344e+01 2.29880353e+01 2.35507330e+01 2.41266303e+01\n", + " 2.47160366e+01 2.53192688e+01 2.59366514e+01 2.65685161e+01\n", 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4.04645973e-02 6.19689346e-02\n", + " 8.47826891e-02 1.09014323e-01 1.34783729e-01 1.62223697e-01\n", + " 1.91481594e-01 2.22721307e-01 2.56125489e-01 2.91898165e-01\n", + " 3.30267760e-01 3.71490637e-01 4.15855231e-01 4.63686907e-01\n", + " 5.15353678e-01 5.71272965e-01 6.31919613e-01 6.97835428e-01\n", + " 7.69640582e-01 8.48047286e-01 9.33876256e-01 1.02807664e+00\n", + " 1.13175022e+00 1.24618095e+00 1.37287121e+00 1.51358644e+00\n", + " 1.67041051e+00 1.84581461e+00 2.04274370e+00 2.26472534e+00\n", + " 2.51600777e+00 2.80173618e+00 3.12817922e+00 3.50302228e+00\n", + " 3.93574988e+00 4.43814835e+00 5.02497206e+00 5.71483401e+00\n", + " 6.53140746e+00 7.50506263e+00 8.67511887e+00 1.00929770e+01\n", + " 1.18265253e+01 1.39664114e+01 1.66350835e+01 2.00000000e+01]\n", + "\n", + "\n", + "shocks\n", + "current: {}\n", + "original: {}\n", + "\n", + "\n" + ] + } + ], + "source": [ + "param_list = set(lifecycle_agent.__dict__.keys()).union(\n", + " set(indshk_agent.__dict__.keys())\n", + ")\n", + "\n", + "for param in param_list:\n", + " current_value = getattr(indshk_agent, param, None)\n", + " original_value = getattr(lifecycle_agent, param, None)\n", + "\n", + " if current_value is None:\n", + " print(f\"{param} not in indshk_agent\\n\")\n", + " elif original_value is None:\n", + " print(f\"{param} not in lifecycle_agent\\n\")\n", + " else:\n", + " print(f\"{param}\")\n", + " print(f\"current: {current_value}\")\n", + " print(f\"original: {original_value}\")\n", + " print(\"\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lifecycle_agent.solve()\n", + "# Set up the variables we want to keep track of.\n", + "lifecycle_agent.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\"]\n", + "\n", + "lifecycle_agent.T_sim = 200\n", + "# Run the simulations\n", + "lifecycle_agent.initialize_sim()\n", + "history = lifecycle_agent.simulate()\n", + "\n", + "raw_data = {\n", + " \"Age\": lifecycle_agent.history[\"t_age\"].flatten() + 25 - 1,\n", + " \"pIncome\": lifecycle_agent.history[\"pLvl\"].flatten(),\n", + " \"nrmM\": lifecycle_agent.history[\"mNrm\"].flatten(),\n", + " \"nrmC\": lifecycle_agent.history[\"cNrm\"].flatten(),\n", + "}\n", + "\n", + "Data = pd.DataFrame(raw_data)\n", + "Data[\"Cons\"] = Data.nrmC * Data.pIncome\n", + "Data[\"M\"] = Data.nrmM * Data.pIncome\n", + "\n", + "# Find the mean of each variable at every age\n", + "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", + "\n", + "plt.figure()\n", + "plt.plot(AgeMeans.Age, AgeMeans.pIncome, label=\"Permanent Income\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.M, label=\"Market resources\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.Cons, label=\"Consumption\")\n", + "plt.legend()\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Thousands of USD\")\n", + "plt.title(\"Variable Medians Conditional on Survival\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.25109284348539185,\n", + " 0.25109284348539185,\n", + " 0.2401556615138516,\n", + " 0.22965736371530632,\n", + " 0.21962767025150165,\n", + " 0.21009896926797503,\n", + " 0.20110619927478707,\n", + " 0.19268653734486252,\n", + " 0.1848788262215825,\n", + " 0.17772267203735634,\n", + " 0.171257156414067,\n", + " 0.16551913914067418,\n", + " 0.16054118533450223,\n", + " 0.15634923267876932,\n", + " 0.15296020779851555,\n", + " 0.1503798811549553,\n", + " 0.1486012841616004,\n", + " 0.14760397284848412,\n", + " 0.14735430340072433,\n", + " 0.14780671189307693,\n", + " 0.14890581414586615,\n", + " 0.15058901548290243,\n", + " 0.15278927648771345,\n", + " 0.1554377187140465,\n", + " 0.15846584612549913,\n", + " 0.16180726687440605,\n", + " 0.16539889573485034,\n", + " 0.16918168433697162,\n", + " 0.17310096205313782,\n", + " 0.17310096205313782,\n", + " 0.17310096205313782,\n", + " 0.17310096205313782,\n", + " 0.17310096205313782,\n", + " 0.17310096205313782,\n", + " 0.17310096205313782,\n", + " 0.17310096205313782,\n", + " 0.17310096205313782,\n", + " 0.17310096205313782,\n", + " 0.17310096205313782,\n", + " 0.17310096205313782,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0,\n", + " 0.0]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "init_lifecycle[\"PermShkStd\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 } diff --git a/code/Portfolio.ipynb b/code/Portfolio.ipynb index ca3bf2e..d22a3a5 100644 --- a/code/Portfolio.ipynb +++ b/code/Portfolio.ipynb @@ -2,28 +2,21 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 20, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "***NOTE: using a 'quick fix' for an attribute error. See 'Error Notes' in EstimationParameter.py for further discussion.***\n" - ] - } - ], + "outputs": [], "source": [ "from estimark.agents import PortfolioLifeCycleConsumerType\n", "import estimark.calibration.estimation_parameters as parameters\n", "import numpy as np\n", "from HARK.utilities import plot_funcs\n", - "import matplotlib.pyplot as plt" + "import matplotlib.pyplot as plt\n", + "import pandas as pd" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -34,12 +27,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ - "portfolio_agent = PortfolioLifeCycleConsumerType(\n", - " **parameters.init_consumer_objects)\n", + "portfolio_agent = PortfolioLifeCycleConsumerType(**parameters.init_consumer_objects)\n", "\n", "\n", "portfolio_agent.CRRA = CRRA\n", @@ -50,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -59,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -80,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -98,6 +90,97 @@ "plot_funcs([sol.ShareFuncAdj for sol in portfolio_agent.solution[:-1:5]], 0, 100)\n", "plt.savefig(\"../content/figures/IndShockPortfolio_ShareFunc.png\")" ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# Set up the variables we want to keep track of.\n", + "portfolio_agent.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\", \"Share\"]\n", + "\n", + "portfolio_agent.T_sim = 200\n", + "# Run the simulations\n", + "portfolio_agent.initialize_sim()\n", + "history = portfolio_agent.simulate()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "raw_data = {\n", + " \"Age\": portfolio_agent.history[\"t_age\"].flatten() + 25 - 1,\n", + " \"pIncome\": portfolio_agent.history[\"pLvl\"].flatten(),\n", + " \"nrmM\": portfolio_agent.history[\"mNrm\"].flatten(),\n", + " \"nrmC\": portfolio_agent.history[\"cNrm\"].flatten(),\n", + " \"Share\": portfolio_agent.history[\"Share\"].flatten(),\n", + "}\n", + "\n", + "Data = pd.DataFrame(raw_data)\n", + "Data[\"Cons\"] = Data.nrmC * Data.pIncome\n", + "Data[\"M\"] = Data.nrmM * Data.pIncome" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Find the mean of each variable at every age\n", + "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", + "\n", + "plt.figure()\n", + "plt.plot(AgeMeans.Age, AgeMeans.pIncome, label=\"Permanent Income\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.M, label=\"Market resources\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.Cons, label=\"Consumption\")\n", + "plt.legend()\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Thousands of USD\")\n", + "plt.title(\"Variable Medians Conditional on Survival\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(AgeMeans.Age, AgeMeans.Share, label=\"Permanent Income\")\n", + "plt.legend()\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Thousands of USD\")\n", + "plt.title(\"Variable Medians Conditional on Survival\")\n", + "plt.grid()" + ] } ], "metadata": { diff --git a/code/WarmGlow.ipynb b/code/WarmGlow.ipynb index 8ef6a1b..b0a3e36 100644 --- a/code/WarmGlow.ipynb +++ b/code/WarmGlow.ipynb @@ -1,101 +1,156 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "***NOTE: using a 'quick fix' for an attribute error. See 'Error Notes' in EstimationParameter.py for further discussion.***\n" - ] - } - ], - "source": [ - "from estimark.agents import BequestWarmGlowLifeCycleConsumerType\n", - "import estimark.calibration.estimation_parameters as parameters\n", - "import numpy as np\n", - "from HARK.utilities import plot_funcs\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "DiscFacAdj, CRRA = np.genfromtxt(\n", - " \"tables/WarmGlow_estimate_results.csv\", skip_header=1, delimiter=\",\"\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "portfolio_agent = BequestWarmGlowLifeCycleConsumerType(\n", - " **parameters.init_consumer_objects\n", - ")\n", - "\n", - "portfolio_agent.CRRA = CRRA\n", - "portfolio_agent.DiscFac = [b * DiscFacAdj for b in parameters.DiscFac_timevary]" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "portfolio_agent.solve()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_funcs([sol.cFunc for sol in portfolio_agent.solution[:-1:5]], 0, 20)\n", - "plt.savefig(\"../content/figures/WarmGlowIndShock_cFunc.png\")" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.18" - } - }, - "nbformat": 4, - "nbformat_minor": 4 + "cells": [ + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "from estimark.agents import BequestWarmGlowLifeCycleConsumerType\n", + "import estimark.calibration.estimation_parameters as parameters\n", + "import numpy as np\n", + "from HARK.utilities import plot_funcs\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "DiscFacAdj, CRRA = np.genfromtxt(\n", + " \"tables/WarmGlow_estimate_results.csv\", skip_header=1, delimiter=\",\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "indshk_agent = BequestWarmGlowLifeCycleConsumerType(**parameters.init_consumer_objects)\n", + "\n", + "indshk_agent.CRRA = CRRA\n", + "indshk_agent.DiscFac = [b * DiscFacAdj for b in parameters.DiscFac_timevary]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "indshk_agent.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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B2ftAm/iNz+IvUCAQCM4DwlKYF7pf4Pba2+l0yyX7VH0qX970ZT627mNoVdoEn1CwJIwdl02s9Y+Apz92PXWNXBnZ9Amw2RN3vhMghIlAIBCcw0iSxBv9b/Crml/R6mgFwKqz8sUNX+SG9TdgUBsSfELBojPlhMbH5FZN/6HYdb0VNnwEKj8FeVthhfqHhDARCASCc5T9g/v5Vc2vqButAyBJk8Rnyz/LZ8o/g1lrTvDpBItKKAhtL8pTNUefhZCcPYNCBWuulFs1664FjT6x5zwFhDARCASCc4y60Tp+deRX7B/aD4BepeeG9TfwhQ1fIFmfnODTCRaVoUbZN1L/CEyMxq5nVEDVDbDx42DOTNz5zgAhTAQCgeAcodXRym01t/Fa32sAqJVqPrbuY3x545dJN6Yn+HSCRcM3Cg1/kqsjQw2x68Y02PgxWZBkbVqxrZp3QwgTgUAgWOV0uju5vfZ2nu96HpA3/r6/5P3cVHkTOaacBJ9OsCgEZ+DYc7KRte0FCMt7i1BqoPQa2Tey9mpQaRJ7zkVACBOBQCBYpQxNDHFn3Z081fYUISkEwLWF13JL1S0UWgsTezjB2SNJMFgni5GGP8GUI3ZbzmbZN7LhI2BMSdwZlwAhTAQCgWCV4Zh2cE/9PTxy9BEC4QAAO/N2cmv1rZSmlCb4dIKzxjcC9Y/KgmSkKXbdlAWVn5CrIxnrE3e+JUYIE4FAIFgl+GZ83N98Pw80PcBkUA7I2pq5lW9s/gZVGVWJPZzg7Jjbqjm+ByIVMFQ6WH89VN0IxTtBde6/bZ/7P6FAIBCscmb32dzbcC8uvwuAspQyvrH5G1yUc5HYZ7NaeadWTe7WSKvmw2A4vyaphDARCASCFUowHOTJtie5s+5ORiblfTaFlkK+Vv01ri64WgiS1co7tmo+KQuS9PO3JSeEiUAgEKwwwlKYPV17uK32Nro93YC8z+aWylt4X8n7xD6b1Yho1Zwy4jcgEAgEKwRJkniz/01+VfMrWhwtACTrkvnypi/z8dKPo1PpEnxCwWkhWjVnhBAmAoFAsAKoGanh54d/zpGRI4AcH/+5is/x2fLPkqRJ/MZXwWkgWjVnhRAmAoFAkECOOo7yy5pf8nrf6wBolVpuWH8DX9r4JREfv5oQrZpFQ/yGBAKBIAH0eHq4rfY2nu18FpDTWj+45oPcVHkTWUlZCT6d4JQQrZolQQgTgUAgWEaGJ4b5df2veeL4EyKtdbVyslaNORs2fUK0as4SIUwEAoFgGXBNu7iv8T7+2PpH/CE/AO/JfQ9fr/46ZallCT6d4F15p1ZN2XtlMVJ8OShViT3nOYAQJgKBQLCETAYmeaD5Ae5vuh9fwAdAdUY139j8DbZkbknw6QTviGjVJAQhTAQCgWAJmAnN8OjRR7mn4R4c0/IbWmlyKV/f/HUuyb1EhKOtZESr5oRIkrQszyOEiUAgECwioXCIpzue5o7aOxicGAQg35zPrdW3srtwN0qFMsEnFJwQ0ao5IaGwRE2Pkz3Nwzx7pGNZnlMIE4FAIFgEJEnild5X+OWRX9Lubgcgw5DBTVU38cE1H0Sj1CT4hIIFvFOrJm+bLEYqPnTetWqmAyHePD7GnuYhXmoZYXxiBoCwf3JZnl8IE4FAIDhLDg8f5ueHf07taC0AFq2FL2/8Mp9c/0n0an1iDydYyDu1aio/CZWfgvR1iTtfAnBOzPBS6wh7moZ44/gYU4FQ9DazXs0V6zO4ON/IJ36+9GcRwkQgEAjOkGPOY/ziyC+i4Wh6lZ5Pl3+aL2z4AhatJcGnE8QhWjUL6BmfZE/zEC80D3Owy0F4joUkx6rn6vJMdlVksb0oBY1KicfjWZZzCWEiEAgEp0m/r5/ba27nrx1/RUJCpVDx4bUf5qbKm8gwZiT6eIJZRKsmDkmSaOz3RMVI65A37vaybIssRsozqcixJMygLYSJQCAQnCKOaQf31N/DI0cfIRAOALC7cDe3Vt0qwtFWEqJVEyUQCnOg08GepiH2NA8z6J6O3qZSKthemMLV5ZlcXZ6JPcWYwJPGEMJEIBAI3oXJwCT3N9/P/U33MxGYAODC7Av55uZvUpFWkeDTCQDRqpnDhD/Ia8dG2dM0xMutI3img9HbjFoVl61L5+ryTK5Yn4HNqE3gSU/MaQmTO++8kzvvvJOuri4AKioq+P73v8+11167FGcTCASChBIIBfjTsT9xV/1d0SyS8tRyvrn5m+zI2ZHg0wkAGGqAmj9Aw6MwOR67fp61aka9fl5qGWZP8zBvto0xEwxHb0szabmqLJNdFZlcVJKGXrOyxdlpCZO8vDx+/OMfs2bNGgDuv/9+PvCBD1BTU0NFhfjUIBAIzg3CUphnO5/ltprb6PP1AXIWydc2f41dBbtEFkmimXRAw5+h9veyh2QWU5bcqqm68bxo1XSOTbCnSfaLHO5xMjf/rCDVyO6KLHaVZ1Kdn4xKuXoC/RTSWUa5paSk8JOf/IQvfelLp3R/j8eD1WrF7XZjsQjXukAgWDlIksRbA2/xiyO/oNXRCkCaIY2bK2/mQ2s/JLJIEkk4BO0vQ83v4ejfICRna6DUwPrroOrTUHIFqM5dh0I4LNHQ72ZP8xB7moY5PuKLu70yz8quiiyuLs9kbYZp0c2ry/X+fcb/gqFQiD/96U9MTEywY8fJS5p+vx+/3x/9/8s1biQQCASnQ/1oPT8/8nMODh0EwKQx8cUNX+TGshsxalaGKfC8ZKwNav8AdQ+DdyB2PWujLEY2fgySUhN3viVmJhhmf+c4e5qGeaF5mCFPzLyqVirYUZLKrvJMrirPJNtqSOBJF4/TFiYNDQ3s2LGD6elpTCYTTzzxBOXl5Se9/49+9CN+8IMfnNUhBQKBYKnocHfwqyO/4sWeFwHQKrXcsP4G/m7j32HT2xJ7uPMVvxeanpSrI737YtcNyZFdNTdC9qaEHW+p8U4HIubVYV5pHcHrj5lXk7QqdpZmsKsik52lGVgN514V77RbOTMzM/T09OByuXjssce49957ee21104qTk5UMbHb7aKVIxAIEsrwxDB31t3JE21PEJbCKBVK3l/yfm6pvIVsU3aij3f+IUnQ/ZZsZG1+EgKR+HOFEtZcJYuR0mtBrUvoMZeKEe80LzaPsKd5iLfbxpkJzTWv6iJhZ5nsKE5NmHnV5XaTbLMt+fv3WXtMrrrqKkpKSrjrrrtO6f7CYyIQCBKJ2+/mvsb7eKjlIfwh+UPT5fbL+Xr111mTvCbBpzsPcfdB7R9lI6uzK3Y9dY0sRipvAMu5KRTbR3280DzMnqYhanpdcebVorQkdlVksqs8i2q7DWWCzKuD/hledXh5zeHllb5Bjl1z0cr1mMwiSVJcRUQgEAhWItPBaR5qfYh7G+7FOyMnXm7O2My3tnyLqoyqxB7ufCMwBa3PyK2ajleByDuy1gwbPiR7R+zbIUHJo0tFOCxR1+diT0SMtI9OxN1eabexqzyT3RWZlKQvvnn1VJgMhdnn8vGaw8urTi9HJ2KelvCc/TlLyWkJk+9+97tce+212O12vF4vDz/8MK+++irPPffcUp1PIBAIzopQOMRf2v/C7bW3Mzw5DMDa5LV8c/M3uST3koTFbp93SBIMHJFbNY1/hml37LbCS+TqSPn7QZuUuDMuATPBMHs7xqNjvSPe2Ad5jUrBjpI0dkWSVzMty7/wUZIkWiamecXh5TWHh/3uCfxzluYogGqLkcuSzWxTZ3DlMpzptITJ8PAwn/nMZxgcHMRqtbJp0yaee+45rr766qU6n0AgEJwRkiTxRv8b/O/h/6XN1QZAdlI2t1bfyvVF16M6DxJAVwS+Uah/RK6OjLbErlvtcgBa5Q2QUpS48y0BnukArx6Vk1dfOzoaZ1416dTsLE1nV0UWO0vTseiX37w6OhPgdYeXVxxeXnd6GZkJxt2eq9OwM8XMZSkWLkk2kayRpcKKXOJ33333LdU5BAKBYNFoHGvkZ4d/Fh39tWgtfHnjl7mh7AZ0qnPTPLmiCAXkWPiaP8Dx5yEceeNT66HsfXJ1pOgyUJ47QXXDnmnZL9I8zN72MQKhWNUh3ayLLsfbUZKKTr28otgfDnPQPcGrDi+vOrw0+qbibjcolVxkM3F5qpnLks2sMeoSWkk8d5NoBALBeUevp5df1vyS57rk9rJWqeXGshv50sYvYdVZE3y684CRFrkyUv8ITIzGrudukcXIho+AwZaw4y02bSO+aNhZba8r7raS9CR2RZJXK/OW17wqSRLtU35edXh5ZdzL2y4fU+Fw3H02mgxclmJmZ4qZbdYkdCtIJAphIhAIVj2OaQd31d3Fo8ceJRgOokDB+0rex61Vt4rR36VmyiV7Rmr+IHtIZklKj8XDZ5Ql7HiLSTgsUdPrYk/zEC80DdMxFm9erc63satcTl5dk2Fa1rO5A0HecPrkqojTQ990IO72DK1aFiLJZi5NMZOuXbn5J0KYCASCVctkYJIHmx/kt02/jW79vTj3Yr61+VuUppQm+HTnMOEwdL4qi5HWv0IwMrmhVMO6a2QxsvZqUK3cN79TxR8M8Xa7nLz6Ysswo3PMq1qVkovWpHJ1eSZXl2WSsYzm1ZAkUeeZ5JVIe+aId4I53SO0CgUX2JLYmWJhZ4qZ8iT9qjF6C2EiEAhWHcFwkCfbnuSO2jsYnZJbBmUpZXx767e5MPvCBJ/uHMbRCbUPyV+evtj1jHKo/jRs/DiY0hN3vkXCPRXg1aMj7Gke5tXWESZmYmOyZp2ay9fLyauXrUvHvIzm1YFpOVPkFYeXN5xeXMH48d21Rl3UtLrDlkSSanUavIUwEQgEqwZJknil9xV+fuTndLo7Acg15fL16q9zTdE1YuvvUjAzAc1PydWR7jdj1/VWeU9N1Y2QU73qM0eG3NO80DwUMa+OE5wzMptpmTWvZnFhcSpa9fL8nU1FMkVmxcixyem42y1qJZckm7k8xcJlKWbseu2ynGupEcJEIBCsCmpHavnfw//LkRHZx2DT2fjKpq/w8dKPo1WdGy/IKwZJgt79spG16QmYmd1iq4CSy2Uxsv69oFn+3I3FQpKkiHlVDjur63PH3b42w8SuikyuLs9iU651WcyrkiTROjEdnZ7Z5/bFZYookTNFdqbIYqTKbESdoETYpUQIE4FAsKLpdHfyyyO/jC7Z06l0fKb8M3xxwxcxa80JPt05hmcA6v4ot2rG22LXk4ugOhIPb81L3PnOklBYoqbHyZ5meVNv5xzzqkIBm/OTo2FnxenLY151BIK8HhEirzm9DPrjTasnyxQ5lzn3f0KBQLAqGZsa487aO3ns+GOEpBBKhZIPrvkgt1TeQmZSZqKPd+4Q9MPRZ+XqSPtLIEXGSjVJUPFBuTpScNGqbdVMB0K83T4WNa+O+Wait2lVSi5ek8quiiyuLMsgw7z0FaBAWOKIZyLanqnzTjJ3YZ1BqeBCm4nLU8zsTLGwNsGZIolACBOBQLCimAhMcH/T/fyu6XdMBeUgqMvyLuObm78pluwtJsNNcORBOXNkyhG7nr9DNrKWfwB0q7Mi5Z4M8MpReVPvq0dHmZxrXtWruXJ9Brsqsrh0XTom3dK/DXZHMkVei5hWvaH4TJGyJD07I0LkAmsSetX57ZUSwkQgEKwIAuEAjx17jDvr7sQxLb9RbkzbyLe3fJutWVsTfLpzhCkXND4GNQ/CQE3sujlbbtNUfxpSSxJ2vLNh1rz6fNMw+zrizatZFn10U+/2opQlN69OBEO8FTGtvurw0jEVv+g2RaPi0mRzVIxk6Vb/WPViIoSJQCBIKJIk8UL3C/yy5pd0e7oByDfn8/XNX2dXwa7zroy96ITD8jTNkQeh5S9zMkc0UHotVH8G1lwJq3B3UPuojz1NwzzfNLQgeXVthondFVnsqshkY651Sf+OwpJEk28q2p456J4gIMWEkVoBWy1JUa/IJrMBlfi7PilCmAgEgoRxePgwPzv8M+pH6wFI0adwU+VNfHTdR9EoxafIs8LdB7V/hNrfg7Mrdj29DDZ/BjZ9ApLSEna8M0GSJBr63TzfJFdG2kZ8cbdvzrdFxEgWRWlLu6V4dCbAa5GKyKsOL2OB+EV4+XptZHrGzHuSzZiXeT/OakYIE4FAsOy0u9r5+eGf82rfqwAY1AY+W/5ZPl/xeUza5Y3yPqcI+uHo32Qja9tLMGur1FnkPTXVn4HczavKyBoMhTnQ5WBPkzzWO+COZXmolQp2lKTKYqR8aZNXZ8JhDrzDIjyjSsl7bKboKG+hQSuqfWeIECYCgWDZGJsa4/ba23n8+OOEpTAqhYoPr/0wN1feTLpx9SeGJoyhxtjyvLlG1oL3yNWRsveD1pi4850m04EQrx8b5fmmYV5qHcY1GRuhNWhU7CxNZ3dFFpevz8BqWJrKmiRJdE7N8IrDw6sOL2+5fEzOM61uMhki7Rl5EZ52BS3CW80IYSIQCJacycAk9zffz28bfxudtLnCfgXf2PINiq3FCT7dKiW6PO/3C42sVZ+Sx3xXkZHVPRXg5dZhnm8c5rVjo0wFYpM0yUYNV5Vlsrsii/esTUOvWZq2iCcY4k2nN+oV6Z2eibs9XavmsmS5PbPSF+GtZoQwEQgES0YoHOKp9qe4rea26E6bjWkb+Yet/8DmzM0JPt0q5Bwzsg57pqPJq/Nj4HNtBq4ul8XItsJk1EswQhuSJOq8k1GvyCHPwkV4261JkekZM+UmA0rRnllyhDARCARLwlv9b/HTwz/luPM4IO+0+ebmb7K7cLfovZ8u55CRtWPUx/NNw+xpHqKmxxV327rMyCRNeRYbci1L8ncy6J+J+kTecHpxBOIX4ZUYdFEhclGyadUuwlvNCGEiEAgWlaOOo/z00E/ZO7gXALPWzFc2fYUb1t8gdtqcDrNG1iMPQvvLrFYjqyRJNPZ7IpM0QxyfN0lTHZmk2b1EkzTToTD73RNRr0jrxIkX4e1MMXNZspl8g27RzyA4PYQwEQgEi8LwxDC31d7GU21PISGhVqr51PpP8feb/h6rzpro460ezgEjazAU5mCXk+ebhniheZh+V2yCZXaSZldkkiZzkSdpJEmiY8rPKw4vL4972OvyMTWnRaQAqszG6CjvZkvSObkIbzUjhIlAIDgrJgIT/KbxNzzQ9ADTIfnT6O7C3Xyj+hvYLfYEn26VMGtkPfIgDNbGrptzIkbWT614I+t0IMQbx8d4vmmIl1qGcS7jJI0vGOJNp4+XHZ4TmlazI4vwdqaYuTTZfF4swlvNiH8dgUBwRgTDQR4//ji3194ejZCvzqjmO1u/Q2V6ZYJPtwoIh6HrDbk6ciIj6+bPQskVK9rI6p4K8ErrCM83DfHasfidNLY5kzSXLPIkzdyk1ZcdHg66JwjOM61eaEvi8hQLO1PMrE/SC1/TKkIIE4FAcFpIksTrfa/zs8M/o8PdAcgR8t/a8i2uzL9SvAG8G+4+qH1IFiSu7tj1VWJkHYlM0jx/gkmaHKtebtFUZLK9MGVRJ2nGZ4K87pSFyKsOL6Mz8UmrxQZdZCOvMK2udoQwEQgEp0zTeBM/PfRTDg4dBMCms3FT5U18fN3H0ahEpsNJCfqh9RlZjKxCI2vn2ATPNw2xp2mIml4Xc9bARHfS7K5Y3EmaYFiixjvJy+Nye6bOO8mcp8WoUnJJsomdKRYuTzFTKEyr5wxCmAgEgndl0DfIL2t+yV87/gqAVqnl0+Wf5ksbv4RFa0nw6VYwQ43yJt/6R2DKGbteeIm8yXeFGlklSaJpIDZJc2w4fpKmyj47SZNJcfrirRAYmJ6JtmfecPpwB+NHeStM+mh7ZrtIWj1nEcJEIBCcFO+Ml3sb7uX3zb9nJiwbCq8vvp6vV3+dHFNOgk+3QlmlRtbZSZo9zUPsaTrJJE15JleXZ5FlXZxJmumQvH9m1rR6dN4ob7JaxWWR9szOFAtZOlGVOx8QwkQgECwgEA7w6NFH+XXdr3H5XQBsy9rGd7Z8h4q0isQebiUiSdD9lixGmp9cNUbW6UCIN2cnaVpHcEzEplkMGhWXrUtn94ZMrijNxGo8e1Ewd5T3lXEvb7u8caO8SmCzxcjOFAtXpJiptBhRrdD2lmDpEMJEIBBEkSSJl3te5n+P/C/dHtmYWWQt4ttbvs1leZcJY+t8vMNQ95AsSBztsesr2MjqmY5N0rx6dOEkzZXrM9ldkcml69IXZZJmdpT3lUhVpGfeKG+WVsPlqWKUVxBD/AUIBAIA6kfr+Z9D/0PNiLwQLkWfwlervsqH134YtVK8VEQJBaHtRTjyABx7DqTIG7vWBBs+DJs/B7lbVpSRdcQ7zQvNwzzfNMze9jECcxbCZFv1cgz8Ik3SSJJE88R01LR60D1BYI5bVqtQcIEtKVoVEaO8gvmIVxuB4DxnwDfAz4/8nGc7nwVAr9Lz2YrP8sUNXyRJs/gR4asWR6c8VVP7B/AOxq7nbZdbNRUfAt3iGUHPlp7xSZ5vGuK5piGO9DjjJmnWZJjYXSFnjGzMtZ61MHAEgrzuiI3yjswb5S0yaKPTMxfbTCSpV1ZLS7CyEMJEIDhP8c34uK/xPh5oeoCZ8AwKFLyv5H18rfprZCVlJfp4K4PANLT+FY7cD52vx64bUmQTa/VnIGN94s43B0mSODbs47lGWYy0DHribp+dpNlVkUnJWU7SzI7yvuLw8Mq4l9oTjPJebDNxeYqZy1MsFBnFKO9qR5IkHA7Hu99xERDCRCA4zwiGgzzR9gS31dwWTWzdlrWNf9z6j5SlliX4dCuEoUa5VVP/CEy7IhcVUHK5XB0pvQ7UiX+zlSSJuj43zzXKY72dYxPR21RKBRcWp0S39Z7tJM2gfyZqWn3d6V0wyluepJfbM6lmtlmT0IlR3lXNrBDp6uqKfo2NjS3LcwthIhCcR7zd/zY/OfQT2lxtABRYCvjOlu+w075T9PmnPdD4mCxIBo7Erlvy5MyR6hvBlp+480WYuyDv+aYhBt2xEVutWsmla9PYXZHFVWWZJCed+TZnfzjMftdE1LQ6fyuvTa3i0sgivJ0pZrJ1YnP0auZEQsTr9cbdR7lMYlMhSXM7j0uPx+PBarXidruxWEQwk0CwHLS72vmfQ//Dm/1vAmDRWril6haR2CpJ0LtfFiNNT0BgUr6u1MD66+TqSPHlCR/z9QdDvN02znONQ7zQMhw31pukVXH5+gyu2ZDFztIMTLoz/7zZOemPZoq85fQxFQ5Hb1MA1RYjl6eYuSLFQpUY5V3VSJKE0+mkq6uLzs7OEwoRlUpFXl4ehYWFFBYWYrFYSEtLW/L3b1ExEQjOYcanxrmz7k7+fOzPhKQQaqWaG9bfwFc2fQWrzpro4yUO3yjU/VFOZR07FrueVhoZ8/0kmNITdz5gwh/ktWOjPNc4xMutI/j8MUOpzajh6rJMrtmQxcVrznxB3kQoxNtOHy87vLw87qF73ihvplYdNa1emmImRYzyrlrmCpHZL48n3oc0X4jk5eWh0cgfXMJhP319e5flrOKvTCA4B/GH/Pyh5Q/cU38PvoAcJ35l/pV8a8u3KLAUJPh0CSIcgvZXZCPr0b9BOPJGrzFCxYfl6oh9e0LHfN2TAV5sGea5piFePzaKPxirWGRadOyuyOKaiiy2F53ZWK8kSbRFqiIvj3vZ5/bhnxNwplEo2G5NkqsiqRbKxCjvqkWSJFwuV7QaciIholQq44SI3W6PCpFQyI/HcwSn6wAu137c7iN4vVMneqpFRwgTgeAcQpIknu9+np8f/jn9vn4AylLK+Mdt/8i2rG0JPl2CcHbLI741fwBPX+x67pbImO+HQZ+4tvI7bevNTzFy7YYsdm/IoirPhlJ5+iJhIhjiTZePlyK5Ir3zqiJ5eg1XpFi4MtXCxTYTJjHKu2qZXxFxu91xt88XInl5eWi1sjcoFJrG7TmEy7kfp+sAHk8N4XD834paaVuWn0MIE4HgHKFutI6fHPwJdaN1AGQYMvjGlm/w3uL3olScZxMS0W2+D8pVktlhVkOynMZa/RnI2pCw4/U6IhkjjUMcnpcxsj7LLFdGNmSxPst82hULSZI4Nunn5XEPLzs87HdNMDMv4GyHzcQVqfIo71qjTlRFVimnIkRyc3PjKiIxITKF230Qp2s/LucB3J46JCleiGiUKZhmNqEfWYuuqxD/uBW4bsl/LiFMBIJVzvyANIPawBc2fIHPlX8Oo2blba5dUkZa5Hj4uj/C1JzMhaLL5OrI+veCZnEW0J0OkiTRNuLj2UZZjDSfIGPkmg1Z7K7Ioijt9EPtfMEQbzi9Ua9Ivz8Qd3u+XssVqXLS6sXJJpJUoiqyGnG5XFER0tnZeVpCJBicwO3eLwsR1348ngYkKf7vRKNMx+SvwDC8Fl1XMZrJLBTERGsoJT44b6kQwkQgWKWcKCDtA2s+wNeqv0aGMSPRx1s+/D5oelyerOk7GLtuzpbHfKtuhJSiZT+WJEnU97l5rmmI5xuH6JiTMaJUwAVFqVyzQQ48y7YaTvuxWyemeWncw8sOLwfcPoJzqi46pYKLbCauiOSKFBtEVWQ1MleIdHV14XK54m5XKpXk5ORQWFhIUVHRPCHiw+V+G5fzAE7XAbzeBiQpXlhoFRmY/BvQD61B11OMZjIzToioMwzoiqzRrwmFH76/5D+2ECYCwWrjRAFp27O28w9b/+H8CUiTJOg7BDUPQOPjMCMbfFGqYd01kW2+V4JqeV/iQmGJg10OnmscYk/TEANzM0ZUSt6zNo1rKrK4qjyTlNPMGPEEQ7zu8EZzRQbmVUWKDNqIELGww2bCeJY7bwTLj9vtjjOrzhciCoViQUVEp5OD/oJBLy7XW5HWzH68viYkKT4ET6vIxDS1Ad3gGvR9JWim0mNCRAGarCR0xVa0RVZ0RRZUptjfaDAQoL+uZUl//lmEMBEIVhHnfUDapENOYz3yAIw0x66nlMhipPIGMGcu65H8wRBvt4/zfOMQLzQPMz4nY8SoVXF5aQa7N2RxeWk6Zv2pZ8bMXYb30riHQ56JuKqIQangIpuZy1PNXCli31clbrc7riLidDrjblcoFOTk5FBUVHQSIfI2Pb37cDr34/U2AeG479cpskmarEA/sAZ9fwma6Tkj8ArQ5JliFZFCC0pj7O9zZmqS3toG+lqb6GtpYqj9GBOTk0v2u5iLECYCwSrgvA5IkyToelMe823+C4T88nW1ASo+KBtZCy5a1jHfyZkgrx0d5bmmIV5uGcE7J2PEatBwVSRj5JK1p5cx4g4Eec3pi2zm9TA8bxleiUHHFalywNmFNhMGURVZVZyqEJmtiOTn5y+oiPT07Iu0Zk4kRHJJmihH31+CfnAtmunU2I0qBdoCM7oiC7oiK9oCC0p9TAJMul3072+OCJFGRrs6kaT4x9cYzIv7CzkJQpgIBCsY17SLO+ru4NGjj55/AWm+Uah7CA7fD4722PWsjbD5c7DxY2CwLdtx3JMBXmod5rnGIV6blzGSYdZFJ2m2F6WgOUXBEJYkGn1TESHi5ZBnglBcVUTJe5JNUeNqgUFURVYTHo8nTojMX4I3X4jY7Xb0etmcHQh4cLnfxNUjG1a93mYWCBEiQqSvBP3QWjT+OUJErUBbZEFXLLdltPkWlFpZJEuShGd0hP4DTdGKiHOgj/kYLGnoTQUEg5n4pzOYDmqBxxb1d3QihDARCFYggXCAR48+yh21d+CZkSc4rrBfwbe3fvvcDkgLh6EjEoLW+jcIR3wUWhNs/KgsSHKql606Mubzs6dpmGcbBxdkjNhTDFwTESPV9uRTzhhxBoK85vBGo99H51VF1hp1Ua/IBdYk9KIqsmo4FSGSnZ0dVxGJCRE3Lteb9PYewOnaFxEi8RtjdOSR5CtH11eMYXgdGn9K7LE1SrRrLegKrbJPxG5GoZb/dqRwmPH+XvojIqS/tRnv+OiC8yfZstEY7PinMwiHs5GUZqYimWpKZRjzVOci/rZOjhAmAsEK442+N/jJoZ/Q6ZZfBNYmr+Wftv0TF2RfkOCTLSGeATkAreYBcPXErudugS2fl0PQdKZlOcqQe5rnm4Z4tnGQA50O5mgRSjPN7N6Qxe6KTMqzLafk6wlLEvXeqUjaqocjnsm4z71GlZJLkuUJmstTzOSLqsiqwePx0N3dHTWsnr4QeYOe3gMRs+pJhIi3HF1vCYbRdWj8ybHH1qnQlVqiZlVtrglFRMSGgkGGuo7T39JEX2sz/UebmfbGj6grlCqSbHmotLlMT2aAIpuQwkAo4tdWKQJYXMewudqwutuxerqYnplgORDCRCBYIXS4OvjvQ//NW/1vAZCsS+bW6lv5yNqPoErwErklIRSEthfl6six52C2n623yiFomz+3bCFos4Fnf2sY5EiPK+62DbkWrt2QzTUbsihJPzVxND4T5DWnN9qiGQ/EV0VKk/RckWLmylQL26xJ6JZpa6vg7PB6vXEVkfHx8bjbFQoFWVlZcULEYJBHwQMBFy7X6/T0HsDp3I/P18J8IaKX7Bi9Zeh7SzCMrUM9V4jo1ejKZlszVjQ5JhSRKl3AP01vS6NcEWltYvBYKwF//DZopVpLks2OpMjFP5WBUp1NUNIQ9INCBdqgD+t4DVZ3OzZ3ByZfL0opjDo7G+OOarRVH+B4phauuXEJfrPxCGEiECQYt9/NHbV38MjRR6I+kk+XfZq/3/T3mLXLYzZbVlw9cghaze/BOxC7nr9Dro6UfwA0p5frcSZ0jMYCzxr644OqNufbomLEnvLuIXVhSaLWO8nL43KLpsYzGfeWY1IpuTRZ3j+zM8VMnv70RoUFicHn88Vt350vRIAFFZF4IfIGvb2yR8Tna+WEQsRThq53DcaxdahnbNHblEY12orIxEyxFU1WUlSITE/46Kw9RF9LI32tTQy3txEOxYtftdaAwVJAKJRNMJiJQpVJICR/wFFpwDg1gjVSDbG52zFMjaJQqdCXlWG4/FJmyos4lqeghl7qRutoGX+VqU6xK0cgOKc5kY/kcvvlfGfrd849H0koAEeflasjbS8Ri4hPgapPyaO+6aVLegRJkjg27OPZxkGeaxyidSi24l2pgG2FKVy3MZvdFVlkWd89HXbWK/LiSaoiZUn6qGl1mzUJraiKrHgmJibiklXHxsYW3GduRaSgoGCOEHHidL1OT6+crCoLkXj0Uj5Gdxm6vpKFQiRJg640JkTUGcaoEJlwOek68BZ9LZGJmZ4u4vYYAFqDFW1SPoGZDCRyUCjTCITk71epQpi9PVERYnV3oA34UFqtGKuq0FZ9kqESG/WpE9R4W6gffZlhzzA0xz0FNq2N5UAhSfN+uiXG4/FgtVpxu91YLIlbnCUQJJI3+9/kJwd/Qoe7A4A1tjX80/Z/4sLsCxN8skVmvF3OHKl9CCZGYteLLoMtn5Mj4tVL56mQJInGfk9UjMxNX1UrFewoSeXaDdnsqsgkzfTO55jNFXlxzMNLDg+H3BNxXhGzSsmlKXKmyOWpZrJ1oiqy0pmamorziAwPDy+4T2ZmZjRZda4QmZlx4HIdxOnah8u5H9/E0QXfq5fyMboiQmR8nhAxa6IiRFdsQ51uiHqWPKMjcjWkpZG+1uYTTszoTGmotXYC/gxQ5aJQWqPfrw5NY3FFRIinA4unC1U4gLaoCEN1NTPlxbTlqzmsHaR+vIEWRwuBcHxgn0qhYl3yOjalb6IyvZLK9EqskhWbzbbk79+iYiIQLCMd7g5+cvAn0TySWR/Jh9d+GLXyHPnPMeiHlqfh8O+g643Y9aQMqL5Rro6kFC/Z04fDEjW9Lp5rHOTZxiH6nLHys1al5JK1aVy7MZuryjKwGd9ZPPiCIV53enlp3MNL416GZuJfvEuT9FyZYuHKVDPbrSY0Z7D9V7B8TE9P09PTExUig4ODC+6Tnp4eJ0SSkuTdRTMz47hcr0UDzSYmji34Xn24ICJEijE6SlHPxEb6VRYtunIr2ohHRJ0mCxFJknAO9tP3cmO0IuIdmz8xo0BvzkKpyiUQyEKpzkWhTCIkgVILOr8Tq+twpBrSjmliAKVOi37jBrRXv4fRNe+nNnOGIzNt1I3sY2TqLzBvwCZFnxInQipSKxbs2vJ44g20S8U58kooEKxs3H43d9bdycOtD0d9JDeuv5G/r/x7LNpzpHI4elTOHIlboKeANVfJ1ZF118jN7SUgFJY40OngucZBnm8aZsgTM/7pNUouL83gmg1ZXLE+4x3TVyVJ4vikPyJEPOx3TxCYU1Q2KOUJmitT5XFeu/CKrGhmZmbihMjAwADzmwSpqanRZNXCwkJMJlPke8dxul6nr0/2iJxYiBRidK1H31uMwTlPiNh06DbEWjOqFD0KhYJwOMRYTzd9hxojUzNNTLpdcY+rUCjRm3OQyCEUykapzgGlgTCg0kKSrx+b+whWdxs2dzt6vxNVWhqG6mqCFe+jM1/HIZuDWmcjLY4/EvQEYY6mmK2GVKZXUplRSWVaJXnmvBWTHi2EiUCwhJzIR7LTvpN/2PoP54aPZGYSmp+UBUnvvth1S66cyFr9abDZl+SpA6Ewe9vHebZxiBeahxjzxaLgTTo1V6zP4NoNWVxWmo5Re/KXuslQmLddvqgY6ZmOX/1eaNByVaqFK1PkHTQiV2TlEggE6O3tjQqR/v5+wuH4ULLk5OQ4ITLbkpiZGZOFSL/sEZmYOL7g8fXhQozOUvR9ayJCJPahQpWij7VmiqyoU2SfUigYZLijjb435amZ/tZm/JPxY7cKpRq9KY9QOBuJHJTqbCSFLHrViiAWb7fsD3G1YfV0oAlNo1uzBt1lmxhfu4263DAHlN3UjdYzMvUKjCJ/RUjRp0QrIZXplZSnlp/+5vFwSN7evQwIYSIQLBEn8pH8n23/hx05OxJ8skVgsF42stb/CfyRiRaFSq6KbPmcXCVZghFnfzDEm8fHImJkGPdUrLViNWi4ujyTazdkcfGad46C757y82JEiLzt8jE9J6xEq5A3816ZauHKVAvFYgfNiiUYDNLX1xcVIn19fYRC8YvrrFZrnBCx2WwA+GfGcDnfYGDwwMmFSKgoIkRKZCESiAkRdZohKkS0RVbUNvnvJDDjZ/D4UfpeltsyA8dbCfr9cY+rVOvQGvMIBbNRqHJRqDKRFGqUKlAFp7A5jkeMqm2Yvd2odRoMmzYhXb6ZnsL3cDjdx+HJVprH/yZ7Q+ZYUGarIVUZVVEhkmvKPf1qiHdIXpTZdxD6D8NADXi97/59i4AQJgLBItPh7uB/Dv4Pb/TL/opzxkfi90LjY3J1ZOBI7LqtQPaNVN0IluxFf9qpmRCvHh3h2cYhXm4dwTdnL01qkpZdFVlcuyGLHSWpJ42CnwmH2e+a4MVIyNnxyfg3ilydhitTLVyVauHiZBNJqnMwN+YcIBgMMjAwEBUivb29BIPx01BmsznqESksLCQ5ORmFQoHfP4rL9SatR+UckcnJtgWPrw8VYXSUou+PVEQCsXF9dYYhriKisshCxD85Qe/RhohZtYmh9uMLRndVGiNqnZ1QKOIPUWWAQolKBVq/C5ujFpsr5g/RZKSjr67CU3oJR/MuZZ9pmFpHA4MTh2ES6I49drIuOdaSOYk35F2ZmYTBuogIOQR9h8Gz0HCLJglYenEipnIEgkXC7Xfz67pf83DrwwSl4LnjI+k/IhtZG/4MgUgJWqmB9dfL1ZGinbDIo7De6QAvt47wXOMQrxwdYToQK8dnWnTRjJFthSmoTmI4HZie4WWHbFx93ellIhR7DJUCtluTIsZVC+uT9Cumvy6IEQqFGBwcjAqRnp4eAoF4A3JSUlKcEElNTZ0jRGR/iCxE2hc8viFUhGF8PfqBNRic6+KFSKYxKkJ0RVZUZrm1MulxR6PdT7bsTq2zoFTnEpZyIkbV1Ojfl3FiMGpStbnb0c840a9bh2JTGYPFFmqz/OwPt9PkaMYfmldpUShZa1tLZXpltCJiN9tP7283HIbxtjki5BAMN4EUX2lCoYSMcjl9OW8r5G7Fo8vGmpwipnIEgpVOKBziseOP8auaX+Hyu4BzwEfi98pC5PBv5U9Ss6SukRNZK28AU/rJv/8McE3O8EKzvCTvjeNjzMwREnnJBq7dkMU1G7KptttOuJcmGJY47JmQvSIOD02++OTLdK06KkQuTTZh1YiXv5VGOBxmaGgoKkS6u7uZmYn3/BgMhjghkp6eHhEiIzhdezl6VBYjk5Md8x5dgSFYhGG8FP3AGoyuUlQB0+xNaLKS4lozqiTZJO0dH+NY3dvRioijv3fBuTX6FFDkIilmhYg8uqsKhzD7erC5aiOx7u3oNRK6yk1MvqeQ9vy1HEhxctDbRL/vafnB5kwsW3VWNqVtigqRDWkbSNIknd4vdWI8IkAOyiKk/0is/ToXU5YsQCIihJzqhWsgxFSOQLDyOTx8mB8f+DGtDjlMqcRawv/Z/n+4KOeiBJ/sDBmolcVIw59hxidfU2nlNNYtn4eCixd1gZ5jYoY9TUP8rXGIt9vG4pbkFaclcc2GLK7dkM2G3BPvpRmdCfBKpCryqsOLOxj71KcANluMUa/IRpMBpaiKrCjC4TAjIyPRQLPu7m6mp+MFpV6vp6CgICpEMjIyUCqV+P3DOJ37aD0qm1UnJ+cvmIsIkbFS9INrMTrXoQrOESI5plhrptCC0qhBkiRcw4O0HXhFnphpacQ9sjDbRKPPQEL2h8hCRK60qILTWN0dWN1vYHO3Y/F0octKQ71pAyNryjics4639H00OJuYCh4CPzA4eyQFJbaSqC+kKqOKQkvh6VVDgn4YapjjDTkEzq6F91MbZOGRt0UWIXlbZcP6CvnvQwgTgeAMGJoY4qeHfspzXc8BYNaa+WrVV/lE6SdWn4/E74PGP8vtmoGa2PXUNbIYqfwUJKWe7LtPm3Gfn+ebhvlbwyB7O8YJzREj67PMUTGyLtO04EU5LEnUead4adzDi+Me6rzx0e/JahWXp1q4MsXMzhQLqe8wjSNYfiRJYnR0NC7mfWoqPuZcq9XGCZGsrCyUSiXT/iFczgMcPSbniExNdc17dAWGQLEsRIbWxAsRJWhyzfFCRK9GCocZ6+uh9Y29ka27TUw4HQseV2PIktsyUSEih6xpZzxYx45ji7RlkqaGMKxfi397MT2FVbySXsLe0HG6Pa/ID+UlatEwa8xxuSEb0zee3goKSQJnp+wHmRUhQw0Qmll437TSSCUk0pbJKF+y0f3FQPxXKxCcBtPBaX7b9Ft+0/AbpkPTKFDw0XUf5dbqW0nRp7z7A6wkBuvl6kj9n2Am8mqp1ED5+2HLF6DwPYv2CWrM5+e5RnlJ3r6O8biNveXZFq7fdPIleZ5giFcdXl4cd/PS+MLo940mQ9S4Wm0xolohn/oEshAZHx+PEyITE/GjshqNhvz8/KgQyc7ORqVSMT09iMt1gKNH9+F07Wdqqnveo0eEyGgphuG1GJzrUAUjbQ6lAm2eKeoR0RZaUOrUhEMhRjrb6XvhVfpam+hvaWJ6whf/qAoVKt3s2G4eSnU2CoUOFWCcHMY6XhP1iCSpp9FuqsCxPZPW3Greso1Q421hIhDJPHHGHrfIWkRVemxSpthWjFJxGt6sKZc8HdN3SBYh/YdhcuHuHoypkLctUgnZAjmbwWA79edZAQhhIhCcApIk8WLPi/zPwf9hYEJePLc5YzP/csG/sD5lfYJPdxrMTEQma34nv7DNklIiV0eqPgVJaYvyVCPeaZ5vHOKZhkEOdDrixMiGXAvXbczmug3ZFKYt7Jm3T07zwpiHF8Y97Hf7CM75XpNKyWWRzbxXpFjI0q3cT37nG5Ik4XQ644SId96IqVqtxm63R4VIbm4uKpUq2po5duxkQkQZESJrMQyvixciKgVae6wioi2woNSqCM7MMNR2jL6/7qGvtYmBoy0Ltu4qlFpUmhxQyEJEoc5CoVCjkEKYvH3Y3G9GjapJWckEK9bQX5zBK5lm3tB00uE9JD9QGIgUW4xqIxvTN0aFyKb0TVh1Vk6ZUEA2pM6aU/sOwfjCcWZUWsjaJAuR2YpIcuGKacmcKUKYCATvwjHnMf7rwH9xYOgAAFlJWXxny3fYXbh79UxyDDVGqiOPgj9iYFNqoOy9kerIJYsyWTPimebZiBg52OWI2zO2Kc/KdRuzuXZDFgWp8WJkdpz3hXEPL4y76ZyKL0evMeq4KlIV2S4W4q0oXC5XnBBxu+ONlSqViry8vKgQycvLQ61Wy2ZV5z6OHb8Lp3PfCVozSgwzJTEh4lobEyJqBVq7JbJnxoou34xCo2JmapKBY630PS77Q4bajhKaN06sVOlRqHJQqPKio7sKhQplyI/V04nV/bzsD5nsw7iuCE91Dm32XJ5M1bN/5hjeQGTNwnTkCyiwFMQFmK2xrUF1qjk+kgTuvngRMlgHwRNs8k0umiNCtkLWhiXdNZUohDARCE6C2+/mtprbePTYo4SlMDqVji9s+AJf3PBFDGpDoo/37sxMQtPjcnWk72DsenJRpDpy46JM1gy5p3m2cZC/NQxyqNsZJ0Yq7Tau3yh7Ruwp8dkKozMBXhqXqyKvObz45kzhaBQKdtiSuDrVylWpFopEyNmKwePxxAkRp9MZd7tSqSQ3NzcqROx2OxqNJhJotp+29vtOMr6riAiRdREhsg5VUP6bUWiUaAst0dFdrd2MQqNkyuuhr7WZvrfkVNXhznakeUmvSrUJhTIiRDS5KJRpKBQKNDNebM52rO63sbnbsCi9KDeuZajSRm12Dq+aJY5OHEUisiU40oEyqA1sSNsgG1TTq9iUvolkffKp/wL9XtnLNStC+g+Bb6HBFr014gmJtGVytyyq12slI4SJQDCPYDjIn4/9mdtqb8MdGau7uuBqvrP1O+SachN8ulNguFmujtQ9EhsLVKrlTb5bPi9v9j3LisOAa4pnI56Rw93xb0zV+Tau3yh7RvKSY2JEkiQafVNyVWTMQ+084+rsOO/VaRYuSzZjUouQs5WAz+eLEyLj4/G+BoVCQU5OTlSI5Ofno9VqI7tmDtDecf9JklUVGAJFGEZKMYzEt2bihEiJFW2eGYVaic8xTmdrHX2vNNHf0shY7/x2DyjVVlDKJlWlOg+F0oZCocAwNYp1tB2b63ms7nYsmXqm1ufTdbGev2Rk8brShyswJzgwIkTyTHnR8LLK9ErWJa87dYN7OAxjxyKjupFx3dEWmJd7glINmRURX0ikIpJSsuj5QGfKkHuauj4XB4/2L8vzCWEiEMzh4NBBfnzgxxxzyua1NbY1/Mv2f2F79vYEn+xdCExB0xNydaR3f+y6rUAWI9WfBlPGWT1Fv2uKZxsGeaZhkJoeV9xtWwqSo22aHFusmjQRCvGm08cLY/IUzfztvJtMBq5Ks3B1qpVKsxjnXQlMTU1FhUhnZyejo/GbbhUKBVlZWXFCRK/XEwg4cToP0Nn1B5zOfSdeehcoxDC6HsPwWozO0tjUjFqJbp4QQaXAMzpMW8sh+p5rpK+lEdfQwm3ASnUqCmUuSs2sEDGDFMbk68M2WofN3YZtsgd9SSbjFek052h4PTmZumAnYUn2ixGSv3QqHRWpFXFCJM1wGp6rSUdsVHc2yt1/guwPqz1WDcnbCtmVoFkZVVjnxAz1/W7qe13U9bmp73Mx4pWD3sL+yWU5gxAmAgEw4Bvgp4d+yp7uPQBYtBZurb6Vj6372Moe/x1pjVRH/gjTc6ojpdfJgqT48rP61NXrmOTZxkGeaRiirtcVva5QwNaIGLlmQxbZ1tiLak9kD80LkT00/jmuV6NKyaXJJq5OtXJlqjCurgT8fn90A29nZyeDgwvf/DMzM6NCpKCgAIPBQCDgxuXaT0/PIzhd+/D5Whd8nz5QgGGsFMPwOozO9bFAM7USXYEZXbEtTog4BwfoatlL39ON9LY04hsfm/eICpTq9Eh+SMQjojSiDM1g8XZhc8lG1WSVk3BpDn1lJt7MVPGyUclI8BgQEUsRfZydlC0bVCNCpDS5FM2pjtGGAjDcGC9EHPND3QCNUZ6MyZtTDTFnndpzLDET/iCN/W7q+lzU97mp73PT41goPpQKWJdppjTFxi+X4Vwr+BVXIFh6poJT/Lbxt/ym8Tf4Q36UCiUfW/cxbq26FZvelujjnZjAFDQ/JVdHevbGrtvy5VTW6k+f1Qtfz/gkf4t4Rur7YkZGhQK2FaZE2zSZFnl7ajAssc/li4qRoxPxUw92vZarUy1cnSq2864EAoFAdPFdZ2fnCTfwpqWlUVRUFBUjRqORQMCDy32Q3r7HcDr34fO1QFwzDvSBfAxj6+T2jGPO0ru5QqRY9oigUjDe10NH85v0PtlIf0sjE674tiAoUaozUajzIkIkB4VChzrgw+buiBpVrSlhPOsyOb5VzdMpIfapHISYI2qCoFFqKE8tjxMiGcbTqCJ6BuJbMgM1EJxeeL+0dRFfSKQiklEOqsS/1c4Ew7QOeajrc1PX66K+z0XbiC9uWm6WorQkNuZa2ZRnpdJuoyLHglGrxuPxCGEiECwVkiTxfPfz/OzQzxickD8hbs3cyj9v/2dKU0oTfLqTMHpUFiO1D8G0S76mUEHptbD1C1B8xRlXR7rHJ3imQRYjjf2x0rNSAduLZDGyuyKLjIgYcQaCPD7s5MVxeSmea07iqkoB2yxJXJVq4eo0K+uMutUzvXQOEgqFoovvOjs7T7j4zmazRYVIUVERZrOZYNCLy3WI/v4ncbr24/U2I8/ExtAF8yIVkVKMzlLUM5GRWLUCXf7s1IwNbb4ZlDDa00Vby2v0PS63Zqa889ocChUKVVZEhNgjGSIa9NPjWMfbsbn3YfN1oi9IYqQkmfrsAC9aJ+hWOoB4/0OGMSMuRbUspQytSntqv7TAlJyCPDfK3XMCf4XeGqmCzBnXNZyGEXaJCIclOsZ81PbKrZi6PjctA564NQ+zZFv1bMqzsinPRmWejY25VqzGxFYyT0uY/OhHP+Lxxx+ntbUVg8HARRddxH/9139RWrpCX8gFghNw1HGUHx/4MYeG5fyB7KRsvrP1O+wq2LXy3kCDfmh5Gg79FrrfjF232mPVkTPc6Ns5NsHfGgZ5pn6Q5sF4MXJhcSrXRcRIulmHJEkcm/TzaPcwL457OOCeiHuLSlaruCIyzrszxUyy2EOTMMLhMMPDw1EhcqJ9MyaTKU6IJCcnEwz6cLkPMTz8LK2t+/B4G1koRHIxjEdaM471qGds8g3zhYjdjKSUGOnq4FjTS/T+WZ6a8c8LV0OhRqmaDTKLZYgkTQxiHW3D5nqJ5NAQ0hor3ZuMvJzp5WWjgwll/BSLWqmmLKUsTohkJZ1i1VCS5BbM3JbMcCOE48UbCqVsUI0KkW0rwqAqSRL9rinq++SWTF2vi8Z+T9wW7llsRk1EgFipzLOxyW4lw6xPwKnfmdPaLnzNNdfwyU9+km3bthEMBvnXf/1XGhoaaG5uJinp1BYLie3CgkTh9rv5Vc2v+NOxP0XHf7+04Ut8fsPnV974r7Nb9o4ceRAmIyVphQrWXSNXR0qugFPNSZhDz/gkf20Y4Jn6QZoGYmJEpVSwIypGMkk16QiEJfa7fewZ8/D8mJvu6fg3t/VJeq6OiJEtliTUJ9nyK1haJElibGwsKkROFPM+d/FdUVERaWlphEKTuN2HI9t39+H1NiDN2zCrDWZjHF8fSVYtQ+OPVAPihIgVrd1CWBFiuKON3ma5GjJwtJmZeedAoZFj3TURIaLKRAmYvL2RWPc2rHoPE2usHM1T8HrqKIcNQ0jzPjCk6FPiNuxWpFagV5/iG+y0W15kN1eITM2PoQdMmbFKSN42yK5auNQuAYz7/FERUh9py4xPLIyhN2hUbMi1RASILEbyU4xn9eFrud6/T0uYzGd0dJSMjAxee+01Lr300lP6HiFMBMtNKBzi8bbH+eWRX0a3/+4u3M13tnyHbNOZVRuWhHAIjr8Ah+6T/3e2f2/Olqsjmz8L1tMfV+5zTvJMvTxNM9czolIquKgkles3ZrOrIouUJC2uQJBXHF6eH3PzssODJxj7xKxVKLg42cSuNDlbxK4/xbK4YNFxOp1RIdLZ2YnPFx+rPnffTFFREZmZmUiSH7f7CE7nXpzOfXi8DUhS/KdqbTATg6NMnppxrEfjj+RmnECIhKQgQ23H6G1poK+5kYHjrQT9/viDKnTRsV1ZiGSgCgcjRtU2bJ4OktICjBYnUZczw0vWfvr08ebL2eV2VRlVVKVXUZ1Rjd1sP7U32HAIRltj7Zi+Q/L/n+eNQaWVhcdcIWLNS3iCqi9iTq3vc1HXK4uRPufC4DW1UsH6bHOsGmK3sSbdhHqR/VzL9f59VvXW2YS/lJST7wjx+/345/yxepZpbbJAAFA3Wsd/7v9PmsebAXn897sXfJdtWdsSfLI5eIeh5gE4fD+456xUL74ctn1JrpKc5sKtAdcUf2sY5K/1g9TOmaZRKmBHSSrv3ZTD7ogY6Zz086dxF3uOedjn9hGa85qdqlFzVaqF3ZFskSSRLZIQvF5vnBBxuVxxt6tUqui+maKiInJycoCALERcf+RIzX48njokKX5cWxNKx+goi7ZmNNOR0ViVAm3+3GRVC8HwjJyqeugN+h5sZPD4UUKB+MdDoY+KEFmIpKEJzW7c3UfyVC+qXOgp0PDaNg+vWQaY1MaLhLlx7tUZ1WxM34hFe4pvgr7ROb6Qg3JlZMa38H62gviWzApIUI2aU+eM6R4f8XGi0kFxehKVERGyyW6jPNuCXnPu/Ld5xhUTSZL4wAc+gNPp5I033jjp/f793/+dH/zgBwuui4qJYCkZnxrnF0d+wRNtTwBg0pjk7b/rP4FGuQJGVCUJut6Ag/dB619j/WxDsuwb2fIFSC05rYcc9kxHPSOH5oSeKRRwQVEK792UwzUbskhO0nLYPcHz4x72jLk5Phn/Kbc0Sc+uVAu70qxsFkvxEsLk5GRclsjYWPzY7Nx01aKiIvLy8lAqw3g8NTid+3G69uF21yJJ8SV+TSgNo2M9huFSDM71aKciyb8LhIiZQNBP/9EW+loa6WtuZKj9OOHQfN+FMSZENHkolKnoZjyRJXdtWBlhJh+O5km8njpKndVFeF7LL9eUG62GVGVUsca25tRG9IMzMNwQ35Jxdi28n9YEuZvjw8vOMtPnbAmFJTpGfXETMi2D3hOaU3OsejZF/CBVeTY25Fmx6BPzGrbiWzlf/epXeeaZZ3jzzTfJy8s76f1OVDGx2+1CmAiWhGA4yCNHH+H2mtvxBuTlYR8o+QDf3PLN0wtKWiqmnFD7Rzj0m/ilXPYLYOsXofyDoDl1M9qo18+zjXJlZO5uGoUCthWkcP2mbK7dmIXRoOFVh5c9425eHPfgCMS8BGoFXGg1sTvNyq40CwUGEf++3Pj9frq7u6NCZGhoaMF9srOzo0IkPz8fjQbc7rqIR2QvHk8N4fB8IZKK0bEe/cg6jI4yNFPpKFBEhEhsfFeXb8Y/M0V/a3NEiDScMN4dhSnqD5HDzJIxTI/JbRl3O6YkN878MHXZfl5OHmDAHIxrh6iV6ujI7qw/5JRGdmf3ycy2ZPoPyVMzIf/C+6avn5MZsk3+/2fgx1osZs2pddEJGRcNfW4mZkIL7jtrTq2KTMmsNHPqim7lfO1rX+Mvf/kLr7/++juKEgCdTodOJ17oBEvPoaFD/OeB/+S4U37DL0sp47sXfJeqjKrEHkyS5JLyod/Im31nl3NpTbDp47Igydp4yg837vPzXNMQf60bZH/neFwOwZaCZK7fmM11G7MJ6ZTsGffwjY5+3nL6mJnzGcSqVnFlqoVdqRYuTzFjFVM0y0ogEKC3tzcuS2T+Z8T09PSoECkoKECvV+Px1ON0Pk9T8z7c7iOEw/FvzOpQMkZnWTTQTDOZGRMidrMsQkps6PLNTE356G9tou+N5+ltaWS0u5P5fQOF0opirkdEacU0MYBtrA2brwZtqo9+e5C3S928lTLGhGG+STU1alKtSq+iIq0CneoU3g9mJmThMTc3xLdQrGFIjh/XzdkMBtup/BMsGXPNqXI1xH1Sc+psVsgmu42qPBv2FMPKmwxMAKf1aiRJEl/72td44oknePXVVykqKlqqcwkEp8zI5Ag/O/wznul4BgCrzsrXq7/OR9Z+5NQ3fC4FMxPQ8GfZzDpYF7ueuUEWI5s+DjrzKT2Uc2KG55vkrb1vt48TmqNGquw23rspm90bshhTwZ4xN58+1k2jL94kV2TQsitVropst5rQiCmaZSMUCtHf3x+XJRIKxX9iTk5Ojgs1S0rS4/U24HS+wtGj+3G5DxMOx/+bqsM2jM71EY9IGZrJrIVCJJIjMjXpoa+lkd5Xn6WvuYHxvp4F51QobXNaM3aUGDF7u7GNt2MJHCKc4eN43jR/3jhKU9oUQXXsb0iBkjVnYlKVJBhvnyNCDsJwE8ybEEKhkgX83GpISnFCDao+f5CGiB+kvs9Nba+LftfJzamVkayQTXbrkphTzxVOS5h89atf5aGHHuKpp57CbDZHy41WqxWDYYWNWwrOeQKhAH9o+QN31t3JZHASBQo+uu6jfL3664lNbR1pkasjdQ/H9mSodFDxQdj6JbBvP6UXU/dkgOebh3imfpC32sYIzhEjG3OtvHdTNldWZNJBiD1jHn7V3MHwTMwDoAS2WZO4OtXC7jQra0TQ2bIRDocZGhqKyxIJzDOKmkwmiouLo0LEZrPg9TbhdL5Ne/vPcLkPEQrFT6iowxYMzjIMkdaMdiL7pEJkwuukr7mB3pcb6WtpwjnQt+CcCmXqnNZMLipJi9XTiW2kjST1fnxZHuqLfTyUOkpfSjju79aoTmJL+kaqM6qpSq86dZOq3yfvkOk7AL3vMK5rzo43qGZXgta48H7LhD8YonXQS32fKxpc1jZ6YnNqScScOpucWnaOmVOXmtPymJzsRe23v/0tn//850/pMcS4sGAx2Duwlx8d+BGd7k4ANqVt4rsXfpeK1IrEHCgahPYb6H4rdj25SK6OVN14SivLPdMBXmga5pmGQd44PkpgzohMebaF91Zmc3FZBkelIM+NunnF4WVqjg8gSaVkZ4qZ3WlWrkyxkKoVLZrlQJIkRkdH47JEpqfj48oNBkNcqFlKSjITk8ej47su136CQW/c96jCFozu9RiG5NaM1pd7AiFiRWM343OP0dfSRG9zA30tjbiHF7Y+FKr0qAhRqvPQhCTZqOrpQGdyMJzlYH+6k4MZXtymRTCpxlVDIkJkpGnhdl2VDnKq4oXIGYzGLxaz5tTa3tkdMu9uTq2MZIUk0py61Kx48+uZIoSJ4GwY9A3yk0M/4YXuFwA5aOlbW77F+0vej1KRgLKos0uOiZ8fhFZ6rTzqW7TzXZMhp2ZCvNQ6zF9qB3j16Gjci9/6LDPXb8ymujSVZinIc2Me9s8b6c3VadiVZmVXqoWLkk3oVsiq9HMdp9NJR0dHVIxMzEs11Wq1caFm6enpTE93RYWI07WPQCB+N4xKSsLoLkM/tBajowydLw8FSlCCNi+29E6Tb8bjGI6GmfU1N+Idj98CDAoUqow547u56ALT2FxtWKe6weakPXOYt9LGaM0K4dcugkn1VKshVntMgNi3Q9YmUCcmF2euOTWWnHpic2ry3ORUu41NeTbSzeePh1IIE4FgDv6Qn/ub7uee+nuYDk2jUqi4Yf0N3Fx186lnHCwWs0FoB++FtheJC0Lb8nk5CM2S844PMRMM8/qxUf5SN8CLLcNMznkRXJNh4r0bs1m7JplGKcjzY26a5y3GK0/Sc026lWvSrGw0CcPccuDz+aIipKOjY0GWiFqtjssSycrKIhAYwDErRJx7mZmJFw9KSY/RG6mIOMrQeQpkIaIATY4JXUmkNVNoxu0YprepIVoRmXDOf8NXykmqkdFdpToH45RLnpYJ9jOVOkZjxiB7M1z0pIM0x2M0N0n1lE2qZ1INsW+HvO1nvEZhMXBPBqICpC7SlhnzLZzuMWpVbMixUmmP7ZE5382pK3oqRyBYTl7ve50fH/gxvV45fGxL5hb+Zfu/LP+yvYlxqHlQNrO65hgHo0Fo177jFtFQWGJv+zhP1w3wbOMgnumYH8SeYuC9m3LIK7LRSIAHxz30d8WWhqkUcIHVxLVipHfZmB3hna2KDA/H72dRKBTk5eXFZYmEQmORisjTdHfvZdo/EP89kgbjRKksRMbL0HuKUEjy34wmKwndxogQKbLgcg7R3dxA73MRIbJg864KhTorVhFRZWGeGMHmaEevPoAjbYD9uQPUbvUzbo03qZ5RkurpVkNmRUjWxoRVQ/zBEM0DsdCyul4XHWMTC+4335xaabexJsOEShjEE4IQJoIVS7+vnx8f+DGv9r4KQIYhg+9s/Q7XFl27vJ9a+g7L1ZHGx2K5CXqbHIS29YvvGIQWDkvU9Dr5S+0AzzQMxX0yyzDr2L0xi4wCK83qEL9xeHEPxHwBBqWSK1Jlv8hVqRZSxEjvkhIMBunr64tWRPr7+wnPy/HIzMykqKiI4uJiCgoKQOGNCJF7OXhoL1NT3XH3V0gqDFPrMAytlYWIuwRlWH6TVmcY0F0gt2a0hVbcnmFZiLwgV0Um3a55J1ShVGejVNtRqPNQKdOx+vqxjnWgMrxJb1oPrxYP0ZIrxY3tGtVJXHC6JtVVWA0JhyU6xyeo7XFFKyLNg544n9YsBalGquwxEVKRI8ypKwnxSidYccyEZri/6X7urr+b6dA0aoWaz5R/hq9UfoUkzaktizxrAlPQ+DgcvAcGamLXsyth25dhw0dOOiEgSRJNAx6erh/gr3WDceODNqOGnWWZJOebadWGud89wYxjPHp7mkbNrjQL16RZuSTZjEGMEy4Zs1t4Ozo66OjooKenZ8HkjM1mi07OFBUVodMFI4FmD1FTu4+JiePxDyopMUyXyOO742UYXGtRhuTqljpVj26rHGimLbLi9o7IQuSlBvpOKkRim3dVilRs3l4s7g5CpqMcS23ntXI3bdkQ0MSESK4pj52na1JdhdWQEe80db1uanudUX+Id3rhRt2UJC2VeVaq7MlU2uWtuslJYs/TSkYIE8GKYu/AXv5z/3/S5ekCYGvmVr534fcosZ1ePPsZ4+ySY+JrHpRTWkFe8FXxYdj+ZcjdctJR3/ZRH3+pHeDp+gE6RmPl4iStih2l6ZjsJo4a4GHfFEx6IDIJWmzQcU2alWvTRQT8UiJJEg6HI86wOn8Lr9FojFZEiouLMZvVuFyHcDqfprl5H15fM/MXwOmni+Tx3bEyDK51qIKyYFXZdOiqIhWRIiueiRG6mxrofbWR3tvrmfK4iWeuELGjxkqypxuTt5sJcyP1qcd5du003Rkxf4hKoaY0pZTqjOro17uaVFdhNWTCH6ShX27F1PbK1ZAB9/SC++nUSjbmysbUqshXXvL57QtZjQhhIlgRjEyO8JODP+G5rucASNWn8g/b/oHri65f+heVcBjaX4ID98DxPUTfeKx2uVWz+bOQdOI4+z7nJH+tH+QvtQM0D8YWVGrVSraUpJJkN9FilPirPwChKYjsE9tsMXJtmpXdaVbWinyRJWN2+d2sGJldPDrL7Bbe2apIaqoZj7cGp/Nl2tr/E6+3AWle0Jduxo5hpBTj2HqMzvWoAiYAlBYt+o2RikixFc/UKD1NDfS+1kDvnQ3vIETsKNV5aCUzNncnhnAfTssRDqUdo2WjxLCNqBhO0pi4KFIJqc6oZmPaRoyad8n2WGXVkGAozNFhr1wFiQiR4yPeuIRjkH8l6zLMchUkIkLWZZrRiCrjqkcIE0FCCYaDPNTyEHfU3cFEYAKlQsknSz/JV6u/uvTTNpMOqP2DXCFxdsaul1wht2vW7T7hjo0R7zR/qx/k6fpBDs9ZlqdWKthQmIwxL4mWJAWvhEPADPhBq1DwnmQT16Zb2ZVqJVN3buYcJJrp6eno8ruOjg5GR+dNwSiV2O32aFUkOzsdn68ep3Mf/f2/oLmldsEGXm0gG8NoRIg41qOescmPZdKgK5Mj3rVFVtzTI3S3NNL3RgO9dzUw5Z2/SV0VzQ9RqvPQhYwkezpRK/sYsL7NgcwuWreCJykmUnOScrkuIkKqM6pZY1vzzmnGp1UNqZZTVBNYDZEkiT7nVLQKUtfnoqHfzXTgxHkhlfbZvBAbG/OsmHTiLexcRPyrChJGzUgNP9z3Q445jwFySNr3LvweZallS/vEA7Wyd6ThzxCMlIN1Vqi+UU5mTVuz4FvckwGeaxrkL3UD7G2P7adRKGBdnhVjnomjZgX7FBIQhjAYVUquSrVwXZqVK1MtmNXCXLfYBAIB+vr6oj6RgYGBBTtnZpffFRcXk5eXjd9/FKdzH2Pj99HecXjBvhlNMA3DWBnGUVmIaPxyMJ7SqEa3NiJEii24Z8boaWmk760Geu5pYHqBEFHHWjMaO4YZNTZfN5K2lw7dy+zNG+RYniKaH6JUqChNLuW9ERFSlVFFVlLWO/8CVlk1xDU5ExEhscyQE+2RMevUEREie0Kq7DYyLCtnmZ1gaRHCRLDsOKYd/OzQz3iq/SlA3m3zzc3f5MNrP7x0IWlBPzQ9KQuSvoOx65kbYfvfwcaPgTbeWDsdCPFy6whP1vQvCD4rzDJhyDNx3KKkLmo8lEhWq9iVZuX6dCuXJpvRi7LyohIOhxkcHIy2Znp6eggG4w2PKSkpc6Le8wmFunC69uF0Psy+/YcIheLHRdUhm2xUHS3F6CiPbuBV6FSxiPciM57QOD0tjfTua6D3vkamfScTInaUmjyS/GCZ7GFa182xpGepL3HSlQkh1WxbxsyWSHZIdUY1m9I2vXNbZpVVQ6YDIZoHPXFTMl3jkwvup1EpKMu2RAVIpd1GcVoSSjGqe94ihIlg2QiFQzx2/DF+ceQXeGbkF/WPrP0I39j8DZL1yUvzpK5eOSb+yAOxZFalRt5bs+3LC/bWhMIS+zrGebKmn+cah/D6Y296WakGDHkmOm0qWvWx6keWVsO16bIYudBqQi1eUBcNSZIYGxuLtmZOFPVuMpmiFZHCwgI0mlGczr04nE9z6PABgsF4AaEKm+XFdyOyEJndN6PQKtEWWtGXWNEWWXCHHXJF5EADvb9rYNoXHxc/X4iYp4IkzfTiUR6j2fQUTWU++lOJ/n1lJ+Wwa05bZq1t7Tu3ZWYm5K3Uvfuh98CKroaEwxIdYz5q50zJtAx64vY7zVKUlhRNTq0Se2QEJ0AIE8Gy0DTexA/3/pDG8UYA1qes518v+FeqMqoW/8kkCbrfhv2/hta/xj5RWnJh6xdg8+fAlDHn7vJ475M1/TxdP8CwJ1bat5q0GPNM9Kaq6TLFfCEFei3Xp9u4Pt1KtcWIUphXFw2PxxOtiHR0dOD1xgsCnU5HYWFhRIgUYjJNRCoiv6GhcR+BQPybtzJslPfNDJfGx7yrlegKLRGzqgWP5KS3tZHeQ/X0/q4B/6Rv3snUczwiuVgmA+gDPYxqGmhOfpymyikcltm2jJLS5HIunSNE3rEtI0ng7ouJkN79MNSwcMPubDXEvk0WIXnbElINGfZMR30htb0uGvrccSJ+ltQkbbQKMrtLxmYUo7qCd0YIE8GS4va7+VXNr3j06KNISJg0Jm6tvpVPlH7i3bMVTpfAFDT8CfbfBcONseuFl8AFX1mQzNozPslTtf08WdtP+5zxXp1ORVKuiaFUDcPJ2ugn3rIkPdelW7k+3UZZkl5M0iwSU1NTdHV1RX0i4+PjcberVKpo1HtxcTEpKQrc7gM4nX/meNvb+P3xy+qUkg6jZz36YTnmXe8tQCGp5MV3+WY51KzYgkfhpPdoI701DfQ++C5CRJWDdXIaVbiHAdVhmrL+REv+DJN6+W/AqDayKX0HmzM2U5VRxab0Te+cuROckYVH7/6YGPEOLLyfJU8WIfYLElYNmR3Vre11UdsjC5Ehz8JRXYNGFRnVtUYNqmJUV3AmCGEiWBIkSeLpjqf56aGf4piWP8FeV3Qd/7D1H0g3pi/uk7l65WTWI/fHskfUBqj8JGz/e8gsj97VMTHDM/UDPFk7EDdRo1IpMGQZcaTrmE7X4460YzZbjFyXZuW6dBvFRhEDvxgEg0F6e3tpb2+no6ODwcHBOMOqQqEgOzs7miWSlWXG5zuCw/kSvX3/H0ePdcQ9nkLSYJhYi2FIbs0Y3JGYdwVo8szoN8vju16lk77jTfTUPU3vHxqYmZofTT4rROyolJlYp6YISd306vfRkNdDW06AgFr+u8hKyuKy9OqoP2Rt8tp3FtoTY7FKSO8BGDgSM17PolTLy+zsF8htGft2sOadza/6tAmHJdpGfdT2uKjpdVHT4+TY8MJRXaUC1mWaY9WQPBvrMk2ohadKsAgIYSJYdDpcHfy/ff+Pw8OHASiyFvG9C77H9uzti/ckkgTdb0XaNc/E2jW2fFmMVH8aDLJvZXImyAvNwzxVO8Drx0bj+t6GdAOeTB3TGQYmNEqUwMU2E9eny4Fn2TpRdj5bwuEwIyMjdHR00N7eTnd39wLDalpaWtSwardn4Pc34XC+zdj4L+nsmhdqJikxTBfLQmS8HINrDcpwJF0104j+IhvaYisTOi99bY30ND5Dz8P1JxAiGtkjorGjVqRjmZpgStFJt/kN6u19dGeEkJQKlAol65LX8ZH0WFsm2/QO7ZNwGEZb49syjvaF9zOkzBEhF8gtmpOkCS8Vo16/XAnpdUanZXwnaMlkW/XRwLIqu40NuVaSxKiuYIkQf1mCRWM6OM3d9Xfz26bfEgwHMagNfGXTV/hs+WfRqBYpt2NmMtauGWmKXS+6DC64KZo9EgyFefPoCE/VDvB801Dc9l6dTYcvU0coy8i0XoVKAZfaTLwvw8Y1aVbStSJj5Gxxu91RIdLZ2cnERLwoMJlM0YpIYaEd6MThfBun4wEOHFyYJaKbsWMYXo9xrAyjsxRVUG6TqFL16Lfa0JZYmU6aoq+zie6GPfQ8Vod/an5rJiZENKRinvbhVbbTYXuVuoIBhpLDoFBgUBvYlL6Na2fbMmmbMGlNJ/9hpz3yyO6sCOk7CP75EztAellMhNgvkHcsLWObYzoQomnATU2kHVPb66LPObXgfgaNik15VqrybVTbbVTZk8myilFdwfIhhIlgUXh74G1+uO+H0Q3Al+Zdyr9e8K/kmHIW5wlcPXK75vD9MO2Sr2mMsXZNhpx90jzg4fEjfTxZOxC3ME+dpGY600Ao28C0SYNKATttZt6bYePaNCupWvGfwtkwG2w2K0bm+0Q0Gk3UsFpcXITBMIbTtRen42lq6w4RCsWPkWqCGXKOyOh6jI7yWKiZWU5X1RZbmbHO0NfbQk/DK3Q/XcP05MmnZrSkYpzx4Fa30Zb2IrUFwzgj+X0ZhgyqM3fx+Ug1ZF3yupO3ZSRJXlswty1zopFdTVJkXDciQvK2RCt4y4EkSXSNT1LT44yKkJYTLLRTKGBNuonqfFmAyOmpoiUjSCzi1VhwVoxNjfHfB/+bZzufBeQX+X++4J+5Kv+qsze9SRJ0vSm3a47+bU67piDSrrkRDMmMeKZ56vUOHjvSR+tQ7M1JqVUyk2kglGNg2qpFrVSwM9nM+9JtXJNuFdt6z4JQKBQNNmtvb6e/v3+BTyQ3N3dO1HsQj+cADufvaT26j2DQFfd46pAVo6MMw8j6+CwRgxr9Wiu6NTZmkkMMDLTS1fA6Pc/XMjVxooh3efuuVkpBH/Ti0LVxNOMFagtGmDDKf4/F1mKuzPwomzM2U51RTa4p9+R/q4FpGKyLN6lOjCy8n60gvi2TUR5ntF5qZoPLZqshdX0uXJOBBfdLM8lTMtX5sgjZlGfFrBcVQsHKQrwyC86IsBTmz8f+zM8P/xxvwItSoeSG9Tdwa9Wt71z2PhVmJqHh0Ui7pjl2vXgnbP8KrNvNVBD2NA/x+JHjvHF8NGbOU0IoXU8ox0g4TY9GpeTy5FibJlmIkTNCkiRGR0ejkzNdXV3MzMQndqampkbbM9nZBqamjuBw/o3+gb10dM6bnAkbMLrLIiO85eh8uShQxrJE1tgIpUkMjB6nru5tuu+pYXLCNe9UShTqbDneXUpBG/IybmjnaNaL1OWP4tcpUCvUlKeV87GM66MTM++YmeMdiveGDNZBaF4yqUoL2VVz2jLbwfwuCa2LyEwwTOuQJ06IdI7N98/I+5o25FiosidHKiJiSkawOhCv0oLT5pjzGP9v7/+jbrQOgLKUMv5tx79RkVZxdg/s7oMDd5+gXXMDbP97wmmlHOhy8PjjjfytYSjOpBe2aQnlGAllGdBoVVyRIldGdqdZsAkxckZ4vd6oEDlRnojRaIwKkfz8FMLhVtkn4vxfBgY74+6rkDQYfeuikzN6T6E8OaNSoM23oL/QipSlYsDZTlftHrrur2HS5yQeBQpVFkqNHZ1kQxX2MpbUSUv2SzTmjRHUKEjSJFGVXsWXMz7J5szNbEjbgEFtOPEPGArKbZhoW2a/3DKcT1J6rCVjvwCyK0GzPJ6LubtkaiNTMo0DHmaCC3fJFKUlRc2p1fk21mdZ0KpFS0aw+hCv2IJTZjIwya/rfs0DzQ8QkkIY1Ua+Vv01Prn+k2eXSdJ3CPbeDs1PxQKlkgvlZNbqT9PhU/NETT+PH3mFflfMrBc2qAjnGAllG9GYNFyZIntGdqdasAoxctr4/X66u7uj7Zn5C/DUanV0E29hYRZabS8u916cjgeoqz/B5MxUMYah9XKLxrUWZVgrj/DmmtBX2yBbw5Cnk8aaF+n6Yy0TvvmppgoUqoyIR8SKUvIxbO6kOeclWnLGkVQK0g3pbM7cyjUZ1WzO2My65HUnT1Odcsp/a7MipO8wBOZXGhSQuSG+GpJcuGwmVe90gPo+95xqiJMx38JdMlaDJk6EVNltIrhMcM4gXr0Fp8Trfa/zH/v+g4EJOQTqyvwr+eft//zuS8ZORigIrU/D3jvkvR+zFF4CF96CM/dy/to4zGO/aaK21xW9WVIrCGUaCOUaUSZruTTFwgczkrk23YpFLMk7LUKhEAMDA9GKSG9vL+Fw/CfxnJyciE8kH6vVgcezH4fzrxw9VrdwcsYfmZwZj5+cUWca0V9oQ5GrY2Sqm6Yjr9D1pzp8vniDLBAnRCS8DFm7aMh7mfZMBygUFFuLqc64nBszZX9IninvxK2J2b0yvfuhd59cFRltXXg/nSUS5x4RIblbQL/EW60jBENhjg374sZ1j4/4mLeDELVSQXmOZY4QSaYw1ShaMoJzFoU0fxXnEuPxeLBarbjdbiyW5XkBEJw5wxPD/NfB/+KF7hcAyE7K5rsXfJed9p1n9oBTLqh5EPbfDe5I2VylhY0fI7jtK7zqzuJPh3t5qXWEYGSCQFJAOE1HKMeIlG7gwlQTH8xI5r3pNjFNcxpIksT4+HhUiHR2duL3x2/WtdlslJSUUFRURFZWmMmpwzgcb+FyHViw/E4TyMA4WoZxTK6KzE7OqFL06EtsKPP0jM700X74bbob6vGeUIikoVTb0UgWwqoJBmyd1Nnb6U1zy/6Q1HI2R0RIVUYVKfqUE/9wQb+8Nbp3H/REKiKzu5HmklISb1JNL4V32leziIx4pjnS46Km10ltj4uGfnfcGPssecmGuGpIRY5V7JIRrAiW6/1bvKoLTkgoHOKRo4/wy5pfMhGYQKVQ8Znyz3Bz5c3vvAH1ZDg6YN+vofYPMBPJlzCmwbYv0Vn0CR5unuHPv+1j3NcX/ZawWSP7RrINVKeZ+VCmjfdl2ETo2WkwMTER5xNxu+MnWfR6fdQnkpdnQpKacDhexeH8D4ZH4ls5qpAF43h5dIRXOyXvG1KaNejLbajyjYwFB2k/9CpdzzTinTiBEFGmyDkikoWAZoL+5C5q819myObBqDZSlVHFBzI+8+7+kEmHLD569sn/238EQvEiC5UOcjfPGdndBqZFTh0+Cf5giOYBjyxEepzU9Lji2pCzmHRqKu3WiBCRJ2XSzSJhWHB+I4SJYAFtzjb+fe+/R82tm9I28f0d36c0pfT0Hmg2nXXvHfK476wHIaOcqS1/z1Oh9/DHmhHqno+V2CWtklC2kVCukbIsMx/MTOYDGTYKDOLF+lSYG/fe3t7O4OBg3O0qlQq73U5JSQkFBRno9T04XW/jcNxLU3N8OqlC0mF0l2IcLpMnZ7x2eXJGp0JXYkNTkIQjPMTxQ6/TvacJz8Q4cT4TQKG0oVTbUWPGr52kJ6Wb2oJXGDd7STOksTljM5/P3M3mjM0nj3WXJFnY9uyLVUTGji68nzEV7BdCfuQruxLUy/N3M+CaoqbHxZEe50kNqrMx7tX5NqrtyVTl2yhJN6ES26gFgjiEMBFEmQnNcE/DPdzbcC/BcBCj2sg3Nn+DT5R+4p3Xs88nOAONj8G+O2CoPnpZWrOL5sJPc0+vnb89PcxM8Jh8XQHhND2hPCP5dgsfykrhg5nJlCaJtMl3Q5IkxsbGokKkq6uLQCDe+5GZmRlpz9ix2Rx4vAdwOn5BW3s90tzttZISw2QxhuH1JI1XoHetQSlpQKVAV2BBc4EFr2qc1iOv0PVaM27fKAuFiBWlOg+1wsy0dpKO9G5q81/FY/RRZC1ic8ZmvpUhZ4jkmU/iDwnOyH83PXtjFZGJ0YX3S10bEyH2C5ctSXU6EKKx3x0RIbJJ9URL7VKStFRH2jGb85PZZLdhEjHuAsG7Iv4rEQBQM1LDv739b3S65THPnXk7+dcL//X0zK2TDjh4Hxy8B3zD8jW1AV/Zx3hM8z7uaFYx3DgNyJ/iw0lqQrlG0gstfCg/jQ9mJrPJJHIW3o3Jycno5Ex7ezseT3z8uclkoqSkJJInEmZ6ugaH8xH6Bw7Q0xufsKqdycY4XC63aBzrZcOqAjTZSWg3WJnUe2mrf42OAw04XxpFYp4nQmGWd81gYlI/QUdmH3X21/Ab/JSllrE5YzMfzvwi1RnVJ/eHTDmh96AsRHr3y/Hu8xfcqbTyLplZEWK/AJJSz/ZX+a7MjuvGRIiT5hMkqKqUCsqyzVTbk9lcIFdECoRBVSA4I4QwOc/xznj5xZFf8MjRRwBI0afw3Qu+y66CXaf+ourolKsjNb+HgPzGJ5myacn/BP/tuIhXDwaBABCQp2qyDOjzTbx/bQYfzUrlQlsSSvECflJmU1ZnhUh/f3/c7SqVioKCAkpKSsjPN6FSHcfhfB2n88eMjccbQNUhq7xvZrRcTlidTpMfI1WPbrONGdM07U2v09ZQh+OtEcLMW+imMMitGaUZn36Ktsxe6u2vokxSUJleyebMS/hSxjfYkLbhxF6kaKR7xB/Ssw9GWxbeb3bBXbQtU7Us2SGTM0Hq++KrIXNXG8ySZtKxOd/G5oJkqu02NuXZMGiFQVUgWAyEMDmPebnnZf5j/38wMilHbH9ozYf4ztbvYNVZT+0B+g/DW7+Elr9E4+KnUjfwpPFD/Ef3enxHFBB5Ywul6FDkGbmsLIOP56ZxdaoFvdjHcUIkScLhcESFSGdn54KU1YyMjEh7JhOzeTAyxvsgx453xN1PKekwuEoxjpRhHN8QTVhVJmnQrbMSsgXpPL6XY01HGD88Qkian5mhRanOQ6W0MGGY4lh2Pw32NzCaDGzO3MzOzOv4duZmSpNLT+wPCQUibZnI2G7Pvlg1bS4pJfFtmbS1S96Wmd0nc6TbSU2vLERah7yEwvHVEI1KQXmOlWp7TIiIBFWBYOkQwuQ8ZGxqjP/c/5/REWC72c6/7fg3Lsi+4N2/ORyG43vg7V/KxtYI/WkX85Opa3iyvxiQX7AlvYpQrpGK0jQ+VZLB+zJsYj/NSZiamqKzszMqRlwuV9ztsymrJSUFpGd48ftrcTjuprevHphjspSUGCZKMA6vx+ioQO8qQSlpUGiU6IqtSKkSvZ0HaW06xFjTCAFpvjdCjVKdi1JpZcLg52huP025+0i2WdmSuYXrMj/C/83YQpG16MRvzNNuuS0zK0L6D0eraFGUGsipim/LLMO0jHc6QF2vW56SiaSoOk+wTybbqo/6QsS4rkCw/Ih3ifMISZJ4/Pjj/PTwT/HOeFEpVHyu4nPcXHkzevW7lMmDfqh/FN7+VXQiIqzUsM90BT90XElzX578HAoIZxrIKLbyqY05fDQrRUzUnIDZcLNZIdLX1xe3BE+pVJKfny+P8dqVKJWtuJzP4HQdxDFvVb3WnyNPzoyXY3RGfCJK0NotKNcoGeytobn5ICPHh5mR5omE2X0zymQmDQGO5gzSnHuYrLR0tmRu4aOZN/KjzC0n3hItSXKE+9y2zMi8BFgAvS2+LZNTDZqTjAEvEuGwRMeYjyPdcm7IkW4Xx0a8C8LLtGolG3PnVEPybWRbl/ZsAoHgnRHC5Dyh29PND/b+gINDBwEoTy3nBxf9gPUp69/5G6eccOg38kK9SAnerzLxqPIqbvNexfCkbGgMJ6nR5Zt4f1Uuny7KoMosSt3zcTqdce2Z6en4akVaWholJSUUFqZiMvfi9exj3HEXnZ3x22zVQSuGsXKSxmTTqsYvm0DVmUZUGzSMDjbS2nqQwfZBpvEtOIdClYlSlcKEIcSxnBFacxsoyMpjc+ZmPp15DdUZ1aQZ0hb+AKEgDDfEt2W8gwvvl1w0ry2zDpRL27ZzTwai7ZgjPXKKqnc6uOB+eckGqvOT2ZwvJ6iWZ4t9MgLBSkMIk3OcUDjEg80PclvtbfhDfvQqPbdW38qNZTe+834bV4+cP3Lkgeg+kXFVOr+e2cUfpy/HhxFJCVKWgS3lGfz9pjyuSrOiEZkMUfx+P11dXbS1tdHe3o7DEb8LJhZulk9GpocZfy0Ox50MDDbNDi4BoAhrMbrWYxwtJ2m8Aq0vDwUKVFYt6mItjrGjHD1+mL7OfqbwsnCENxWFKo0pY5ijOaMctx+nJLuALZlb+LvMD1GVUYVZa174A8xMQN9BWYB0vy3vmZm/W0aplvNCZvND7BeAOXORfoMnJhSWOD7ilashPU6O9DhpH124XVevUbIpLzauW223kWERI+gCwUpHCJNzmHZXO99/6/vUj8lZIhdmX8j3d3wfu9l+8m8aboY3/1fOIYlkXBxTFHCn/zqeDu8giJqwSU16sZXPbsvnUwXppGs1y/HjrHjC4TBDQ0NRITJ/94xCocBut1NcXIzdrkKtPobT9RxO537c83Iw9JOFkTHeDRhca1CGtSj0KjQ5OjyGTo63HaG7s5uJWi9xHhNAobSgUGUwaYDjuQ668vtZm6dlS+YWbs38FBvTNp64dTcxFmnJ7JW/BusgPK/qoLPKce7Rtsxm0J5BEvBp4J4McKTXyZFuJ4e7ndT1upg4QZR7YaoxrhpSmmVGIwzWAsGqQwiTc5BgOMjvmn7HHbV3EAgHMGlM/OO2f+RDaz508vZK70F482eRhFaZN8MbuCv4Xt4Ib0RSKlHbjeyuzOarm/LYaBYZDSBHvre3t0fFyMRE/Cf35OTkyPRMOhZLH17vfhyOe+nqjp9MUQdtGEcqSBqrwOioQD1jBaUCTZaWSVsfxzvrae9ox9fiRVowwpuEUp3BpEFJW46LvsJR1heksjVzK+/P2Mz61PVolPPEoySBqxu698aEyNixhT+gJQ8KdkD+DlmIpJctaVtG9oZMREXIkR4nx0cWtqOStCoq7TGDapXdRqpJeJkEgnMBIUzOMY45j/F/3/q/NI83A3BJ7iV8f8f3TxyUJknQ8Qq88TPoegOAMAr+FtrOncH30yQVISWpKVmfys0XFvL+3BR0S+wVWOmEQiH6+/tpa2ujra2NgYGBuNu1Wi1FRUWUlBSQmekjEKzD4biboeEmhuZoEbk9U4pxtCK+PZOsYSZpjE7HWxwfOYq73U2YyAjvrA5U6FCoMpk2qGnPdjNS4qGsSB7f/XjmFkpsJSgV8/6dwmHZmNqzV27L9OwDb/zZAVl45F8IBRfJYsT2DtW1RWByJkhtr4sj3U6ORPwhrhNMyhSlJUVbMlsKklmXaRZR7gLBOYoQJucIgXCAexvu5e76uwmGg5i1Zv55+z/zvuL3LaxshMNw9Bl446cwUCN/v6Ti8dAl3BV6L+3kYMhO4hPb8vh2dT6Z+vN7aZ7H44mrisw3rWZmZrJmTQn5+Vp0+nZcrhdxOvfT1h4/PaObKMA4Uk7S+AYMrrUow1qUBhVhrZf+qRrahlsZ7RwjROT7ov9sahTqLKYMGjqzvLhL/awvSmVL1hY+k7HlxNHuQb+82G62GtKzH/zxC/xQqiNpqjtkIWK/AIwnSWddBOamqB7pdnK4x0nL4MLcEJ1aSWWePCWzpUBuzYhqiEBw/iCEyTlAy3gL//et/8tRpzzGu9O+k+9f+H3SjfOyIUIBaPgz0pv/iyIy8jslaXk4dDn3BK+nX5fB2vJUbntPMe+1p563rZrZRXizVZHh4fi2i16vj0S+Z5CSOsLU1GEcjt/T1z8Udz91wIpxtALj+AaSxstRz9hApUCRNM3YdBttw8foDwwQUHjnnUCJQpXBtEFHV6aPyXIlZSV2tmRt4cuZm8kwZiw89LQbeg9EqiF7T7xtV2uK+EMirZncLUvqD/EHQzT2e6jpkdsyh7udjHgXpqjmWPVUFySzJVINKROTMgLBeY0QJquYQCjAXfV3cV/DfQSlIFadlX/Z/i9cV3RdvKgITEHN7wm9+QtUnl4UgEcycn9oF78NXsNEegbXb87jn3cUkXGeVkecTmdUiJwoaTU3N5eSkiLy8gIolS04nQ/hcjfgcsc+7SvCGgyudSSNboikrMrtGYUxiHuym67hfXTN9DGFk6hhNfLPpFCmMKNPoidziqkKDeWl69iRtZWvZm4+cRKvZxB6Ii2Z7r0w3MiC/JCk9Fg1JH8HZG4A1dL9Jz/ineZIt9yOOdztpKHPzUwo3pirViqoyLHMqYYkk2MTuSECgSCGECarlKaxJr731vdoc7UBcHXB1Xz3gu/G50/MTMCh3zDzxs/RTo2hAkYlC/cFr+P3XE362jy+d0kxHypOP++qI4FAIDrK29bWxvj4eNztSUlJEdNqMjZbP76J/Tgcd9DbF78wTzeRL4/xjm3A4FonT89ow0xOD3B85HU6pntwS6PIu4LmoDAT1JkZSA/g36Bn3Ya1XJS1la9mVC8c3ZUkGG+LVUN69sr7ZuaTUgz5F8U8IinFSxbrHgyFOTrsjZpUD/c46XVMLbhfSpI26gvZUpDMxlyr2CkjEAjeESFMVhmBcIC76u7i3oZ7CUmh6NK93YW7Y3eamSC4/x5m3vg5xhknWqBPSuPXwffxhO5KLrmgiBcuW0t20vnTt5ckifHx8agQ6erqIhiMTbfMjvKWlBSQkzOJRCNOx704nEdxOGOPowomRQyrG0ka34DanwxKiUBojN7RGrqmehkODyAx701aoSOkTWY0VWK6zMCa6rXsyNlGVUbVwmV3oSAM1c2ZmNkHk2PzHk8pV0BmqyH5F4L5NDZBnybzR3Zre11MzhvZVSigNNMsV0MiYkRs2BUIBKeLECariDZnG99987u0OORtrLsLd/PdC74bWyfv9+F8607Ub9+GOehCDXSHM7gt9EFeS9vNZ96zhvrN+ajOk2wHv99PZ2dnVIzM3z9jsVhYs2YNhYUmTOZuvN69OJ3/S0/vnNh2SYHeU0zS2AaSxjaidxejQEEYDyPjXXRPvk1fsI8g8Y8NKsKaFBzJKgKlSRResI5teVvZlL4Jg3pe6yIwJYeXdb8t7x86UZCZWg+5WyOjuxdC3nbQWxbrVxXHqY7smnVqqvJt0WpIpd2GRS8ybQQCwdkhhMkqIBQO8fuW3/PLI79kJjyDRWvhexd+j2uLrgVAmvbQ+cqvSD30a5JDcquhK5zJbeEP0lryfv7pyjJ+kp+ayB9h2RgbG+P48eMcP36c7u5uQqHYp3qVSkVBQQElJXaysjwEQ3U4HL9kdKyT0TkFCdWMlaTRDdGqiCpgQmIKp6ubY75X6A71MRUeJt7ToUBS23BbdQTWmMi/aB3bC7ezMX0jOtW8ypTfK++X6X5b/uo/DKF5W331tkiIWcQjkl0J6qWpcJ3OyO5sW2ZzgY21GWJkVyAQLD5CmKxw+rx9fO+t73F4+DAA78l9Dz+46AdkGDMITnmoe/5nlNTfS3FYnuzoCGdxh/LDTG/5ON+7fD1ZlnPbWBgIBOju7o6Kkfmx7zabjbVr11BQoMNo7MTteRmXaz9d3XOEgKTC4FwjC5Gxjei8diDMhG+ANm8D3cF+nMFumBdsJqnMTJiNBIss2C8uZXvphVSkVqBRzasaTDoiJtW35K/B+miqbhRTFhReHGnNXATp65csyGzEM82hbieHupwc7nbQNOAheKKRXXukGhIJMRMjuwKBYDkQwmSFMrsJ+L8P/jeTwUmMaiP/uO0f+cjaj+CZ8rHnT/+Prc33sEWSKyTt4Wzu1X2M3Ms+w39euOacHrd0uVy0tbVx7NgxOjs7CQRin+6VSiUFBQWsWZNHVpaTmUANjvHHGB6JDxNTT6eSNLqRpPGNGB1lqIJG/NNjDHv76Qm0MDhznPD8TbwKPVMmM6ECG7k7Srmg8mLKUssW7hzyDkdESKQiMtK08IewFUDhe2QhUnCRvPhuCbwY4bBE26iPg10ODnc5OdTtpMcxf8MwZFn0bCkUI7sCgSDxCGGyAhmdHOXf9/47r/e9DsDmjM388D0/JIiVPzz8I646dg+7JLky0B7O5gHzp6i+5gv854YTBG2dA4RCIXp7e6NVkZGR+G27ZrOZtWvXUFioJ8nUgcv1PG73Ybq655hbwxoMjlKSxmQxop3IJhycxuHtp22mhh7/caZDw/OeWYPfaCWcZyN7+zp27NhJaUopKuW8qRJXT8wf0v22PEEzn7R1UHBx5GsHWPMW6bcTz3QgRF2vK1IRcXC424ln3pZdhQLWZ1nYWpDM1kJZiOTaxDZogUCwMhDCZIXxcs/L/Nvb/4bL70Kj1PD16q9TlfsBHnvyHj7cfg+fRn5T7pPS+FPKZ7nofTfzg+ITBG6tcnw+H21tbRw/fnxB2qpCoSAvL481awrIzvEQDtcxPv4zRsf64rwimonMqBAxOtejCKrx+obp8o/SM3MQh/8o8T4RJQG9lXB2Cpmb17Bj5xWsTy+Lj3eXJBhri6+IuHvmnV4BWRsiIiTSmjHNC7tbJMZ8/mhL5mCXk6YBN4FQfFvGoFFRZbexrTCZLYUpVOcLk6pAIFi5CGGyQpgKTvGTgz/hT8f+BMD65PV8vPJfaX39NS7683v4Jn0AjEpWns/8LBd9+Ft8K+vcMbSGw2EGBwejVZH+/v642w0GA2vWrKGkxIbF0oPH+xZO58/o7Z0jWMJqDI71mMYqSRrdhHYqE/+0i5GpEeoDexmcbCQoxU+7hNQmQpkppG0q4eKrr2Z9zoZ4IRIOy62YuRUR37zKikIlR7sXXCSLkfwLwWBb7F8RkiTRPurjUKQlc6jLQdf4wrZMhlnH1sJkthaksLVQbsuILbsCgWC1IITJCqBlvIX/8/r/4f9v777D46quxe9/z3TVkUa9d8ky7r1isMFgIMAFQklCSCHtTbkEbgIJvwskuQkEEiAJgTQwaTfhEmySYAIxuIK7katkdVmy1TXSjOpoyn7/GFtm3LBsSTOW1+d59IBn9jlnbW8dzmKfXeqcdQAsybkT6hIoXPk5Pk41AF0qgvfT7mb2bd/mU7bxkZD09/dTXV1NZWUlVVVVp+zMm5KSQn5BDulpLnS6g3TYf0uHvZKOD41vNQzYiGibQmT7VMLtE8GlYe9rpdR9hCMDa+kdDExwlM6ExxZHTHE2c65ayrSiuYGJiNcDzXsCe0QGugID15shfdaJ8SHpc8AcObJ/Ofhfy+w/6hjqEdl9uJPOk2bLaBoUJkYxMzuW2ceSkfRYeS0jhLh4SWISRD7l44+lf+TZD571b7xnjifWvYKb1/2Lq/gAgB5lYWfaXUy77f9xvS3+I84Y+jo6OigvL6e8vJz6+nqUOvHawWQykZeXR15eIjbbUXr7tmO3v8CRox/aS0ZphHUVENE+hYi2qZh70unts9M02EaD613a+w6iOLEMukKHLyqWiPwMpl25mLkzl2IwfOg1hmcQGj+Auvf8SUjDdhg8ac0OY4R/j5mshf6ZM6kzwGgZ8b8be+8gu4/1hOw6w5LuFqN/g7tZ2bHMyrYxIzMWa5i8lhFCjB+SmARJa18rD7/3MNuatgFg0U/ic5V9fNbzI/Sawq307En+D4pu+wFXJqQGOdrzd3zgakVFBeXl5acs/R4fH09BQR5ZWToMxjI6O1/B4dyHw3kiYdEPRhLePtn/iqZ9Er5+Ha39bVQNNtDU+wYuX+Ay8T5LFJbMdIoXzmHR5ddhCY848aVn0D91t26zPxmp3w6ek1ZpNVv9A1SzFkDWIkiZAidPAb5ASilq23uHXsnsOtxJTVvvKeXiI80Bg1QvS7XKbBkhxLgmiUkQrK9fzyNbHqHL1QUYWdiRxk8d7xKhuUCDirgrSb31cWanFgc71PMyMDBAVVUV5eXlVFVV0d9/4sGv0+nIzs6moCCb5OQuBlzb6Wj/X442Bo7bMDsziWifSmTbVMydWTgGuqh3tXC07w26Bg8HlFV6M8aUVHJnT2fRsuuITfjQ0uznkoiExx3rDTk2fTdxIpw88+YCebw+ypq62VFnZ1ednZ11dtp7Bk8pl58Y6R+kmmVjlizpLoS4BEliMobcXjfP7H6GP5b9EYDIQSs/bznKbE81aHAkchIxN/2YwoJFQY50+Ox2+1CvyOHDh/H5TryCCAsLo6CggPz8RKzWerocG7Hbn6Sm9kSCoHnMRHRcRkT7VCLap+DrMdM00EbFQDUtvf/ErU48xJWmQ29LIm3yZSy4egVpuQVoxxcjO9dEJHsRZC/2/zNhwoivITLg9rKnoYudtXZ21Nkpqe+ixxU4bddk0DE13cqsbH8SMiMzltiIS3N3ZyGEOE4SkzFytOcoX133ANWd/sW2runS86PO/ZiADlMahmu+T/qMW0dtN9iR5vP5OHLkCOXl5VRUVNDW1hbwfXx8PIWFBWRnmzEYD9LR8b+0te+hrf3EKxrDgI3ItmlEtk7DbC/C0ddDvauBxp5/4HA3B5xPi4gloaiIOUuvInfqdIymY6uQegbhyI6gJyKOPje7DtuP9Yh0su9I1ynTdqMsBmZlxTI7x8bsbBtT0q2YDbLTrhBCfJgkJmPglaq3eXzbo3i9vVi8On7c1sLS/n5cWhiO+d8kbul9o7YPykhyuVxUV1dTXl5OZWUlfX0npqpqmkZWVhaFhXmkpvYwOLiLtvYf0XDkSMA5zI5sItumE9k2DdWZSPNAK5V9ZbT2vRvQK4IxjJjsfKYtXsKEuXOJiIn1fz40WPVsiUj8sUTkWDKSUDTiiUizY4AddXZ21vpfy5S3dKMC8xASo8zMzrExJ9ufiBQly94yQgjxUSQxGUWdrgE+t+GHVDW/DsDEATfPtLWS6vHiLLyF6Bt+hDk6JbhBfgSHwzE0i6auri5gUzyLxUJ+fj4FBWnExh7F4dxER/uzVNecmEWjeQ2E2ycS2Tad8NYpOLs1GvvraOx5F4f7Q70smo7wlGyK58znskULic/I8o+tOJ6I7AteIuJfP6SXnccTkcN2Guz9p5TLjY9gdrZtKBnJsMm0XSGEGC5JTEaBUoqX6sp45r2H0Hy1ANzjcPKf9i4GbJPg5qeJzpwb5ChPTylFW1sbhw4d4tChQzQ2Bu4xY7PZKCoqIjc3FpO5lI6212nv2EF7x4d28R2MIuLYKxpdax4tfV0c6D1IS98f8HyoV8QQGUv2lBlMWrSIzMsmY7RYTiQim18NWiLi8foobXKy41hvyK66Tjp6Aweq6jSYmBrN7Gx/EjIr20ZCVOj3egkhRKiTxGSEHeju4xvb/knrkafRdH1Ee738sM3OfI8J3fXPEjXz0yM+4+NCHR8vcjwZOXmH3szMTIqKisjKMuPx7KS1+QXqG/YHlDH1pBHZOo3w1qn0tNlo7qtlb+8eHO53hspoeiOJuVO4bNEC8mbMwpqY7F/QrGkv7HoBajf5B666T1rNdJQTkf5BLyUNneys7WRnnZ0P6jvpGwzc/dds0DEtI4Y5x8aHzMiKJdIst48QQow0+S/rCOn1ePmfqqP839bfEK79HU0HE10unmltJ77oVkzXPQ4RobNAmsfjoaamhkOHDlFeXh6w6qperyc3N5eioiLS0z309GymtekRyivqTpxAaVi68ohqnYmheRLtHW7Kew/S0r8moFckIj6NwtlzKZgzm9TCCf4N8FpLoXoVvLPJv8KqK3AdktFORHpcHnbV2dlea2dHrf20A1WjLQZmHRsbMicnlklpMlBVCCHGgiQmI2Bdh5P7tu6HhmcJDz8EwH909/Bfg1FEf2IV5F4R3ACPGRgYoLKykkOHDlFZWcng4IkEwmw2U1hYSFFRAQkJnXR2vEtr08846PzQgmg+PeH2YiJbZuBpzKe5s4VDvQfoGtw3VERvDif3stkUzptD9tQZRFhjoKMaajfCqp/4B632BS6yhsXqT0BylkDO4hGfNePoc7Ozzs722g6219o5cNSB76SBqsnRlmNjQ/yzZgoTo9DJQFUhhBhzkphcALvbw8OHGlizbRfJ6mn6w3swKMV3OhzcNuUL6K74FhjDghpjd3f30Cua2tragPVFoqKimDBhAkVFuURFHaGl5nXaG79HS+ux3hPNv75IZPsUwlqm0d2QQKOjmqa+g7h8O4+V0YjLKKBw7hzyZs4mMTsXzXnE/1pm3YNQuxm6A8epYIzwL2SWc7n/J3nyiL7e6uhxsaPW3yOyvdbOoWbnKTNmMm3hzMmxMTfHxtycOBmoKoQQIUISk/O0we7kq9uq0B9YS1L8n+nXKxI9Hn4yGM30T/7F/7ANEofDQVlZGaWlpdTX1wd8Fx8fT3FxMYWFORhVKU2lf6WhZjc+g8tfwOAfvBrZOg1982XY642Ud1fQPrAF37E9aCxRNoqnLaRg9mwyJ0/F7O3x94Qc+Bn8cxN01gUGpDf795rJWeJPRNJmjOgS763OAbbV2tle08GOWjuVrT2nlMlNiGBuThxzc2zMybGRGhPchFEIIcTpSWIyTANeH/9T1cjKTTVM6VxJY+JOBjSNKQOD/Cz348Rf+QgYxn71zs7OTkpLSykrK+PISWuHpKWlUVxcTEF+Fu7D/6a54XkqS0tRxkE4FqphIIaIlpl4j+TT2tBHeW81PZ6NAGh6AylFkymcO5vsaTOxxYSj1W+B2tWw8pvQdigwGE0PaTNP9IhkzBnRnqOjXf1sr+lge41/QbPa9lP3mClKimJurj8JmZNjIzFq5DfdE0IIMfIkMRmGsp5+vrirmsattSwJ/yn7kzoAjesGdXx/xe8xZ84b03g6OjooLS2ltLSUpqamgO8yMzOZOHEiuXHR9OxbTVvt6xzsrfEnIzZ/GcNALGHNM+ivS6W5wUlLfx1u5X/tEm6NZ8qsFeTNmkNGQT7Glt1QswHeeBqa9gEffjei+XuIci7394pkzQdz1IjUUSnF4Y4+dtTa2VbrT0aOdgVOH9Y0mJgS7e8RyfUPWLXJ0u5CCHFRksTkHL3WbOeBzRWkHdjLnORfsj/c/2D+elg+X7jrz2im8DGJo62tbSgZaWk5sfGdpmlkZ2czoaCA9F4Hzoq36Tr4CgfS61Gxg3Bs4VTDgA1j4yS6a2KpP+LE7moEGtF0elILJ5I/ezY502Zgow2tdgPs+x6s2Q7ekzaciy860SOSvQjCbSNSP/9iZj1sq7EfGyfSQYvTFVBGr9OYlGZlXo6Nubk2ZmbZsIaN7O6/QgghgkMSk48w6PPxSMVR/rShhmVH/4Uz4+8cMBuw+BSPF3ySqxZ9Z9RjaG1t5eDBg5SWlgbsSaPT6cjJyaHAZiO5vgFH1QYGBv5KRXY9vuKBoXKGfhu6o0V01kRwpN5Bv7cNaCMsOpZJC5aTO2MWWanRmBq3Qs1r8Kf7wOUIDCI6HfKuODFOJCqZkXA8Edla3cG2Gn8icvKuu0a9xtT0GObm+geqzsyKJULWEBFCiHFJ/ut+Fna3h0/vqmLfpnq+MLCSrVl7OGo0YFM6nr/yGS7LXjp617bbOXDgAAcOHKC1tXXoc51OR15WFjmAdd9BvFvfxjWpn7qcarxFJ5aC1/fHohrysFeHcaShC4/qQtOcJOdPYOas2eQW5RLvrkGr2QDv/RqcgeNSMFv9U3fzroTcK8GWOyJTeJVS1Lb3sq3GztaaDrbVdNDWHdgjYjbomJ4ZM/RqZnpGLGEmWUNECCEuBZKYnEFNn4s73j9E35ZqHtE/ze8z7HTpDWTqw/nVDX8hIyZ3xK/pdDo5ePAg+/fvD1gKXqfTkZuURIbTSXTJQcyH6+mb4aF9aSmesBNrguhcEfgacmirDKOxvgdFL5ZIA0WXLyFn8mSyrANYmrZCzbOw50DgxfUmyJjrX3Ml90pInTYiU3iVUjTY+9la0z7UK9LsHAgoYzLomJkZy/y8OOblxjE1QxYzE0KIS9WwE5NNmzbx1FNPsXv3bpqamli9ejU333zzKIQWPDu6evjUulKSPzjAtyKf4idJOvp1ei4LS+aXH/srcWFxI3at3t5eSktLOXDgAIcPHx76XNM0MiIjSWlpJGX/USzJ3fTNGqDnzhrskUdPlPOY8DRk0FphoaXeCz4fSXmpzL9tJrnpkSS6ytFq34H1PwSfO/DiyZOPJSJXQOZ8MEWMSJ2OdPaxtbqDrTWnH6xq0uuYlhnD/Nw45ufFMS0jBotREhEhhBDnkZj09vYydepUPvvZz3LrrbeORkxBtcHu5DNvHWTqgR3cHfMsP0yMwKNpLIybzNPX/I5w44UPch0YGKCsrIwDBw5QU1OD+tDqX0kGPcm11eQeHsCSNg3XVCu9c8rpsK06cQKvHndjCq0VJtrrjBj0EeRMn8H0K3LJCe8gvOl9qHoIDp601Ls1w5+E5F3pHysyQkvkNzn6j/WG+JORk3feNeg0pmXEMO9YIjIjU17NCCGEOL1hJyYrVqxgxYoVoxFL0L3V5uCLa/azvGId18X+lu8lWPFpGtdnLOMHS57CeAGLgnm9Xqqrq9m7dy/l5eV4PJ6h72weN6lV1eQ6zIQnzUMVxdFzxTY6kv6AMpwYfzHYHE/rIQudteFEWFPJnz6DJQtNpHvL0de+CturAy9qifEPVD3eKzJC40RanQND40O2VndQ1xG46Z5epzE5zcr8vDjm58YxKzuWcJO8NRRCCPHRRv1p4XK5cLlOPFydTudZSgfP2+0OvvDPfdxa9SaXx/6exxJsKE3jltyP8cjCH/g3nxsmpRTNzc3s3buX/fv3B2yUFzXQT2b1YbLcNqIS5mOYMIXetG20pK4MGDficYbTdiiSzqpoEtKmUlyUSd4sBzb7VrT6R6HhQ69nNL1/MbP8ZZC3FFKmjcg4ka6+QbZWd/B+dTtbqjuoaQtc0EynwaQ0K/Nz45iXF8fsbJvsvCuEEOK8jPrT4/HHH+d73/veaF/mgmyyd/OFf+7nruq/M8f2Fx5N8I8hub3gNh6e/9/oNN2wzud0Otm/fz979+4NmFFjGhwkq/4ome5kbHEziSi4it7kHXSm/Zn+2Mqhcr5BPfbqKLrrkkhOnsuMDDM52dWEHXkdKlsCLxaTCXnL/MlIzuX+DfEuUP+gl511dt6vauf96nYONgbuNaNpUJwcPdQjMjtH1hERQggxMjSlTt7ebBgHa9pHDn49XY9JRkYGDoeD6Ojo8730iNnl6OW21Xv4VOWrzI95he8kxKE0jU9O+AQPznnonDd283q9VFRUsHv3bqqrq4fGjei8XlKb20h3J5MeNR1reCyu6Hoc6RtxpmzBZ/DPUFE+6D4agas5m6TIaeRF95HWsxN9y14CVlk1hvt34s1f5k9I4vIu+PWM2+tj35Eu3q/q4P2qdkrquxj0+gLK5CdGsig/nvl5/v1mYsJlZVUhhLiUOJ1OrFbrqD+/R73HxGw2YzabR/sy5+Vwv4tPvLmP2ytXs9T6V+5PiEdpGncU3XHOSYndbueDDz6gZPduevtPDPqM6+gi1WUjxzKNeJsNDC6cydupT9/AgLV2qJzLYcTdnk8y+cygmVjPe2htG6HtQxdJmuR/NZN/FWTOA8OF/X0qpShv6eb9qg62VLWzvdZOj8sTUCbVamFBfjwL8+NYkBdPUrTsNSOEEGL0XbIDAZweL7e9c4ArD7zFzZF/5GuJCXg1jY/l3sB35373rEmJx+Ph0KFD7NqyhboPrTdidg2S2h1OnqGYzPAEdBEarsgGWjP+iTNlC8rgX9HU59XwdqQQ35/BhO4GIu2bgc0nLhAe519L5PhYkRFYZbXB3seW6nZ/MlLdfsrqqjHhRubnxrEgP55F+fFkx4Wfc2+REEIIMVKGnZj09PRQVVU19Ofa2lr27NmDzWYjMzNzRIMbLR6f4lPvlZO/412+EfYrPp8cj1vTWJa5jO8v/MEZx5Q4nU62v/suH+zbR//xN2BKEddrJJccivVpmCL1KM1LT8IHtKWvwR1fM3S8rz+C2K54JjQeJrJ3H7Dv2DcapM2Agmug4CpImQ664Y1rOZm9d/BYIuJPRurtgTNnwox6ZufYWJgXx8L8eCamRKPTSSIihBAiuIadmOzatYsrr7xy6M/3338/APfccw8vv/zyiAU2mn5Q1sDAhvf4mfEZvphio1enY2biDJ68/EkMulP/SurLynjvzTepdDpRx3oRTG7I8KQxVcvEZvCvbeI19HA05V90Z25Ei+gBQCmNyM4I8huaiHO0o3FsETWzFfKX+pOR/KsgMuGC6uTyeNl9uJPNle28V9nOgUZHwIBV/bG1RBbm+XtFpmfGyOqqQgghQs6wE5MrrriCCxgvG3QbOpysXrObV9WTPJgcTbPBQHZ0Fj9b+nNM+hMDOn0eD3tXr+b9khLaTcc+1zSs7kgm+7IoVIlDPSud5jKa0/8OWRXoDD40QO/WSG/qJb1pAIvr2ICRhGIoXA4Fy/3Lv1/AuijHN7/bVNHO5so2ttXY6Xd7A8pMSI5iQV48iwrimJMTJ1N4hRBChLxL6knV6nLzlb+X8OvuJ/lFKpSZTcSarDy/7AWsZv8028HWVnb86U/saGzEGRkJJhOa0sj0JDLdl0m88o9EHvQOUG9ZR0/eOsIy2zn+4iWy20NGYz9JbS70OgvkXH0iGYm5sFdd9t5B3qtqZ3NFG5sr20/ZcyY+0szlBfEsLoxnYX48iVEyYFUIIcTF5ZJJTJRSfGZjGQ/UvMC++KNsDLdi0hn5+bLnyIjOoL+igvdXvkSJ20tvZARERmJQeoo9aUz2ZhKOGZ/ycqSvgkbrOiwzDmKO7ybMf3IS2gfJONpPjDsKrfBWuOI6/8DVC9h/xuXx8sHhLjZX+hORk1/PmAw65ubYWFwQz+KCBCYkR8mAVSGEEBe1SyYxebG2hfT3VlMYtZ6vxiYC8NiC71HYpLH+h19nt95CT3QEmMGkjEzxZFLsTcOMEcdgOx/0bGQwpwTbwlqskf6eCs2nSGlxkdUVQ3ju7TDnev9mePrz+2s919czlxcmsLggntnZNtn8TgghxLhySSQmjQOD/O4f7/Oi8Xd88diqrrelrCDp2bf4tS4MR6z/M5MyMM2TTbE3Hc3no6H3EEfdpSQUl2HLq8UVqaEAvcdHmiOCzLibMC+9w79L73n2VPS6PLxf1c6GijY2lredshNvfKSJxQX+RGRRfjyJsp6IEEKIceySSEy+vP4gP+x4mu9nhOHU68kfiCHxlV7eTE8ADfRKxyRvJlM8mXg8fZR2b0KLqiAjZyfGwgF6Iw240DB4IVM/nfRJ38aYOue8YlFKUdXaw4byNjZUtLKztjNglVWTQcec7MDXMzKNVwghxKVi3CcmbzTamb5tJfvjGyg1Wwkf1FHUtICWjDAA8rxJzHEX4HLZKXe/Q2LkFubklFJfaKE1xggY0CsDmQm3kDHhIYym4e9F81G9Ipm2cK4oSuCKogTm5cbJTrxCCCEuWeP6Cejy+fjlqrd5zPwqX7T6X9dM6ZyDhTCsvnAWeoow9PbQoP8nBaY3KIy3U5MTzr6kSNA0dJqRjIzPkpX1RYzG2HO+7rn0iszLjeOKQn8ykhMfIYNWhRBCCMZ5YvLIjhq+1fozHsu04tM0srozSev1z7LJ6Q2jV3uL3LDXmRbWx+H0MLZmxeHT+ae9JCfdTF7eA1gsqed0rQG3ly3V7bxb1sqGs/SKXFmUyLzcOMJMMmhVCCGEONm4TUyO9rvwvvMimxOaOWKMIsJjYX77HJYMTEA/uIO8sD9iNbnosprZMSmTXn0foLBaZ1FY8DDR0VM+8hqt3QOsK2vlnbJW3q9qD5hBI70iQgghxPCN28TkgT++wb36/+Wbx7ZmvrplKUsckRSYHybJ2oYnLJpDs2ZyVKsA+jAabRQW/D+Skm48YwKhlKKsqZt3y1p451Arexu6Ar5PtVpYVpzE0gnSKyKEEEKcj3GZmKx+5kWWOt7mZ2n+Aa4zuyZyZ3slE6N/hWaOxDHvHg6a99DvqgAgNeV28vMfxGiMOeVcLo+XrdUdvFvWyrpDrae8opmabuWq4iSWFSdRnCILnAkhhBAXYtwlJvue/g0rlYEV1u3UmaKJ8pj4n7bdpEe3o2beQ01hKnWNL6FcXizmVIonPoktdn7AOfoGPWwsb+NfB5pZd6iVHpdn6DuLUcei/ASuKk5k6YREWVdECCGEGEHjKjE59PL/8XKPgU/wMj/JiATgOx0tpGfk4b7uZQ50/A770TWAf3BrUdFjGAxRADj63aw71MK/9jezsaINl+fELJrEKDPLipO4emIiC/LiZbVVIYQQYpSMm8SkZdN2tpQ00JHmYWNUIy5dGHP7Brhh1v9Hz6yb2Hfwa/T316PTWZgw4YekJN+Mc8DNW3saeGNfE1uq2vH4TmxEk2kL59pJyVw7KZlp6TGyyJkQQggxBsZFYtLf3MZb/7uZzbkWlvtW8kR4GAYFD1/5FJ2JCewruQuvtxeLJZ2i4ufYeSSe763dzbryVgY/1DNSmBTJtZclc+2kFBkvIoQQQgTBRZ+YKK+XVd/9Nc3pGjZl529xbsDEp3KuJ8IWxp6996LUIMawWbzd/A2+/HYj3a76oeMLEiO5aVoqKyankJcQGbyKCCGEEOLiT0ze+M6TOFPCqIgwMFf3J/5tMhGBkY/lTGH/ga8BPiods/jJ2rvwqC7AP633Y9NSuXlaGhOSpWdECCGECBUXdWKy7/9W4/CaaQl3Eqv6eMXm//z27Cupr3wUTfOx6cg8/lB6J0a9gRsnJXPnnAzm5cTJmBEhhBAiBF20iUlvbQN7/11OfZqbI2ExFBlfodVgIMZnomDwDTS9j/eOzmVDy+d4+PocbpmRji3CFOywhRBCCHEWF21isvqx3zKQbsOtDRDDYVbF6gC4OtpFuN5DpWMG0yc/wcOfSMeg1wU5WiGEEEKci4syMTnwyt/Rx0Ry1NhFiymaBMsr9OgMJHsNzI9x4tUXce/H/oDBEBbsUIUQQggxDBddV4LyeNj9RgmNVv8032hDHW9F+6txc3wPZlMcl8/9nSQlQgghxEXooktM1v/yN1iSbXTrBujXRWA2v0u/Tke6V09RBEye9AssltRghymEEEKI83BRvcpRPh9Ne9upz/AvCe8029nt3zyYFXG95GR/mdjYuUGMUAghhBAX4qLqMXnvt79EJVhxaW50PhOx5n/Rr9OR4jEwJ7mInJxvBDtEIYQQQlyAi6bHRClF/ZY26rP9U36rIjUqrW5Ax7Wx/RQX/xCdzhjcIIUQQghxQS6aHpM9f/sTuqR4BjUPJo+RRNPf6dHpSPbouXbibVijpwY7RCGEEEJcoIsmMSlbU0ZDWA8AR5JtbI12AnCV1URB3reCGZoQQgghRshFkZi47G3o4pLo0wYx+/SEe1/FqdeT6NHxifkPYDRagx2iEEIIIUbARZGYrHniCdrC3QAMpqaxL6IJgIURNtJTbwtmaEIIIYQYQaGfmCiFx2mjQ9+DpjRc7n/SZDQQ5YUvXPEAmqYPdoRCCCGEGCEhn5g07FjDQEwkAAZ9BBWmQwBM1yeRnnR9MEMTQgghxAgL+cTkvZVv0Wj2D3rtSaii3GLA5FPct/TraJoW5OiEEEIIMZJCOzHxutGZcxjQ3Oh8eprU+wBc5oklP/3GIAcnhBBCiJEW0onJttd+jjPSP4bEEdvN7gjQlOLz8+6S3hIhhBBiHArpxKRuXSuNBgcADtMGACa4wrl80peCGJUQQgghRkvIJiae3na8USkoTdFr9lES3gfAityrZSaOEEIIMU6FbGLyf88/RlvYIAA9kVsZ1Glku3R8eukjQY5MCCGEEKMlJBOTXncvvvpEunR99GtQHn4UgBlRU9DrzUGOTgghhBCjJSQTk1e3/QFPpH+Z+V7rQdoMemK8im/d+FSQIxNCCCHEaArJxKT1n9toNHXjU4rWMP+CapN8aURGJAc5MiGEEEKMppBLTBz9vaS5JzGoeeiObqHMAnql+NLSB4MdmhBCCCFGmSHYAZzsH2++RF+kEQCnZTcAE12RTMtdGsywhBBCCDEGQq7HJGGrRpOui76wbvYemyJ8Rd5/BDkqIYQQQoyFkEpMent76TNZQIPu8D24dDoyXTruXfqtYIcmhBBCiDEQUq9y/v3yy9QYu3Hjpjy8GdAxyTINnS6k8ichhBBCjJKQeuI7D/fSow3gsFXSZtBh9fp44KYfBzssIYQQQoyRkElM3G43jmNrpzWbKgC4zJVEolWmCAshhBCXipBJTP7+3Ers+j6ckS2Uh3nRlOKm2V8JdlhCCCGEGEMhk5j0HfHvItwVdgCAywZMXDfr48EMSQghhBBjLGQSE2cYuHUuDoXZASiOWRDkiIQQQggx1kIiMfnX8y/Rru/FHltGt15HotvHAzc9EeywhBBCCDHGQiIxaatqBw2aTDUATPBmEhEWGeSohBBCCDHWQiIx6QnT4bAepdqiMCjFXZf/V7BDEkIIIUQQBD0x2fjXVbQZerGb/YNeJ/WHsah4WZCjEkIIIUQwBD0xObyjgn5jL2VhTgCmJF8d5IiEEEIIESxBT0z6wgx0xRykX6cjfVDxzRseC3ZIQgghhAiSoCYme95dT7O+mwbzYQAKycdgNAUzJCGEEEIEUVATk31vbqXTVke9ScPsU9y7/JFghiOEEEKIIAtqYtJvMmE3lQEwaSCSyVkzghmOEEIIIYIsaIlJzYGDHI5q5mB4HwBzs/8jWKEIIYQQIkQELTHZ+dd/0RG9H7emkeOCL179QLBCEUIIIUSICFpi0q3XU2s5CkCB4TL0BkOwQhFCCCFEiAhaYlKRfJAmo0ak18fXb/hRsMIQQgghRAgJWmLSYawAYKLLRnZibrDCEEIIIUQICVpicijMBcCVEz8VrBCEEEIIEWKClph4NY3CAR2fWvKlYIUghBBCiBBzXonJ888/T05ODhaLhZkzZ7J58+bzuni+aep5HSeEEEKI8WnYickrr7zCfffdx8MPP0xJSQmLFy9mxYoV1NfXD+s8Vq+P/7rlyeFeXgghhBDj2LATk6effprPf/7z3HvvvRQXF/Pss8+SkZHBCy+8MKzzFPTFkWBNHu7lhRBCCDGODSsxGRwcZPfu3Sxfvjzg8+XLl7Nly5bTHuNyuXA6nQE/AItlpVchhBBCnGRYiUl7ezter5ekpKSAz5OSkmhubj7tMY8//jhWq3XoJyMjA4A7rvnieYYshBBCiPHqvAa/apoW8Gel1CmfHfed73wHh8Mx9NPQ0HA+lxRCCCHEJWBY68DHx8ej1+tP6R1pbW09pRflOLPZjNlsPv8IhRBCCHHJGFaPiclkYubMmaxduzbg87Vr17JgwYIRDUwIIYQQl55h75x3//33c/fddzNr1izmz5/Pb37zG+rr6/nyl788GvEJIYQQ4hIy7MTkjjvuoKOjg+9///s0NTUxadIk3nzzTbKyskYjPiGEEEJcQjSllBrLCzqdTqxWKw6Hg+jo6LG8tBBCCCHO01g9v4O2V44QQgghxMkkMRFCCCFEyJDERAghhBAhQxITIYQQQoQMSUyEEEIIETIkMRFCCCFEyJDERAghhBAhQxITIYQQQoQMSUyEEEIIETKGvST9hTq+0KzT6RzrSwshhBDiPB1/bo/2gvFjnph0dHQAkJGRMdaXFkIIIcQF6ujowGq1jtr5xzwxsdlsANTX149qxUKN0+kkIyODhoaGS2qPIKm31PtSIPWWel8KHA4HmZmZQ8/x0TLmiYlO5x/WYrVaL6kGPS46OlrqfQmRel9apN6Xlku13sef46N2/lE9uxBCCCHEMEhiIoQQQoiQMeaJidls5tFHH8VsNo/1pYNK6i31vhRIvaXelwKp9+jWW1OjPe9HCCGEEOIcyascIYQQQoQMSUyEEEIIETIkMRFCCCFEyJDERAghhBAhY8QTk+eff56cnBwsFgszZ85k8+bNZy2/ceNGZs6cicViITc3l1/96lcjHdKoe/zxx5k9ezZRUVEkJiZy8803U15eftZjNmzYgKZpp/wcOnRojKK+cI899tgp8ScnJ5/1mPHQ3tnZ2adtu69+9aunLX+xtvWmTZv42Mc+RmpqKpqm8frrrwd8r5TiscceIzU1lbCwMK644goOHjz4ked97bXXmDhxImazmYkTJ7J69epRqsH5OVu93W43Dz74IJMnTyYiIoLU1FQ+/elP09jYeNZzvvzyy6f9HRgYGBjl2py7j2rvz3zmM6fEP2/evI8878Xc3sBp203TNJ566qkznjPU2/tcnlnBvL9HNDF55ZVXuO+++3j44YcpKSlh8eLFrFixgvr6+tOWr62t5brrrmPx4sWUlJTw3e9+l2984xu89tprIxnWqNu4cSNf/epX2bZtG2vXrsXj8bB8+XJ6e3s/8tjy8nKampqGfgoKCsYg4pFz2WWXBcS/f//+M5YdL+29c+fOgDqvXbsWgI9//ONnPe5ia+ve3l6mTp3Kc889d9rvn3zySZ5++mmee+45du7cSXJyMldffTXd3d1nPOfWrVu54447uPvuu9m7dy933303t99+O9u3bx+tagzb2erd19fHBx98wH//93/zwQcfsGrVKioqKrjxxhs/8rzR0dEB7d/U1ITFYhmNKpyXj2pvgGuvvTYg/jfffPOs57zY2xs4pc1eeuklNE3j1ltvPet5Q7m9z+WZFdT7W42gOXPmqC9/+csBn02YMEE99NBDpy3/7W9/W02YMCHgsy996Utq3rx5IxnWmGttbVWA2rhx4xnLrF+/XgGqs7Nz7AIbYY8++qiaOnXqOZcfr+39n//5nyovL0/5fL7Tfj8e2hpQq1evHvqzz+dTycnJ6oknnhj6bGBgQFmtVvWrX/3qjOe5/fbb1bXXXhvw2TXXXKPuvPPOEY95JJxc79PZsWOHAtThw4fPWGblypXKarWObHCj6HT1vueee9RNN900rPOMx/a+6aab1NKlS89a5mJr75OfWcG+v0esx2RwcJDdu3ezfPnygM+XL1/Oli1bTnvM1q1bTyl/zTXXsGvXLtxu90iFNuYcDgfAOW10NH36dFJSUli2bBnr168f7dBGXGVlJampqeTk5HDnnXdSU1NzxrLjsb0HBwf505/+xOc+9zk0TTtr2Yu9rT+straW5ubmgPY0m80sWbLkjPc7nPl34GzHhDqHw4GmacTExJy1XE9PD1lZWaSnp3PDDTdQUlIyNgGOoA0bNpCYmEhhYSFf+MIXaG1tPWv58dbeLS0trFmzhs9//vMfWfZiau+Tn1nBvr9HLDFpb2/H6/WSlJQU8HlSUhLNzc2nPaa5ufm05T0eD+3t7SMV2phSSnH//fezaNEiJk2adMZyKSkp/OY3v+G1115j1apVFBUVsWzZMjZt2jSG0V6YuXPn8oc//IG3336b3/72tzQ3N7NgwQI6OjpOW348tvfrr79OV1cXn/nMZ85YZjy09cmO39PDud+PHzfcY0LZwMAADz30EJ/4xCfOupnbhAkTePnll/nHP/7BX/7yFywWCwsXLqSysnIMo70wK1as4M9//jPr1q3jpz/9KTt37mTp0qW4XK4zHjPe2vv3v/89UVFR3HLLLWctdzG19+meWcG+v0d8d+GT/69RKXXW/5M8XfnTfX6x+NrXvsa+fft47733zlquqKiIoqKioT/Pnz+fhoYGfvKTn3D55ZePdpgjYsWKFUP/PnnyZObPn09eXh6///3vuf/++097zHhr7xdffJEVK1aQmpp6xjLjoa3PZLj3+/keE4rcbjd33nknPp+P559//qxl582bFzBQdOHChcyYMYNf/OIX/PznPx/tUEfEHXfcMfTvkyZNYtasWWRlZbFmzZqzPqjHS3sDvPTSS3zyk5/8yLEiF1N7n+2ZFaz7e8R6TOLj49Hr9adkRq2tradkUMclJyeftrzBYCAuLm6kQhszX//61/nHP/7B+vXrSU9PH/bx8+bNC8mM+lxFREQwefLkM9ZhvLX34cOHeeedd7j33nuHfezF3tbHZ18N534/ftxwjwlFbreb22+/ndraWtauXXvW3pLT0el0zJ49+6L+HUhJSSErK+usdRgv7Q2wefNmysvLz+t+D9X2PtMzK9j394glJiaTiZkzZw7NUDhu7dq1LFiw4LTHzJ8//5Ty//73v5k1axZGo3GkQht1Sim+9rWvsWrVKtatW0dOTs55naekpISUlJQRjm7suFwuysrKzliH8dLex61cuZLExESuv/76YR97sbd1Tk4OycnJAe05ODjIxo0bz3i/w5l/B852TKg5npRUVlbyzjvvnFdSrZRiz549F/XvQEdHBw0NDWetw3ho7+NefPFFZs6cydSpU4d9bKi190c9s4J+fw9rqOxH+Otf/6qMRqN68cUXVWlpqbrvvvtURESEqqurU0op9dBDD6m77757qHxNTY0KDw9X3/zmN1Vpaal68cUXldFoVH/7299GMqxR95WvfEVZrVa1YcMG1dTUNPTT19c3VObkuj/zzDNq9erVqqKiQh04cEA99NBDClCvvfZaMKpwXh544AG1YcMGVVNTo7Zt26ZuuOEGFRUVNe7bWymlvF6vyszMVA8++OAp342Xtu7u7lYlJSWqpKREAerpp59WJSUlQ7NPnnjiCWW1WtWqVavU/v371V133aVSUlKU0+kcOsfdd98dMCvv/fffV3q9Xj3xxBOqrKxMPfHEE8pgMKht27aNef3O5Gz1drvd6sYbb1Tp6elqz549Afe7y+UaOsfJ9X7sscfUW2+9paqrq1VJSYn67Gc/qwwGg9q+fXswqnhaZ6t3d3e3euCBB9SWLVtUbW2tWr9+vZo/f75KS0sb1+19nMPhUOHh4eqFF1447TkutvY+l2dWMO/vEU1MlFLql7/8pcrKylImk0nNmDEjYMrsPffco5YsWRJQfsOGDWr69OnKZDKp7OzsMzZ8KANO+7Ny5cqhMifX/cc//rHKy8tTFotFxcbGqkWLFqk1a9aMffAX4I477lApKSnKaDSq1NRUdcstt6iDBw8OfT9e21sppd5++20FqPLy8lO+Gy9tfXya88k/99xzj1LKP6Xw0UcfVcnJycpsNqvLL79c7d+/P+AcS5YsGSp/3KuvvqqKioqU0WhUEyZMCLkE7Wz1rq2tPeP9vn79+qFznFzv++67T2VmZiqTyaQSEhLU8uXL1ZYtW8a+cmdxtnr39fWp5cuXq4SEBGU0GlVmZqa65557VH19fcA5xlt7H/frX/9ahYWFqa6urtOe42Jr73N5ZgXz/taOBSmEEEIIEXSyV44QQgghQoYkJkIIIYQIGZKYCCGEECJkSGIihBBCiJAhiYkQQgghQoYkJkIIIYQIGZKYCCGEECJkSGIihBBCiJAhiYkQQgghQoYkJkIIIYQIGZKYCCGEECJkSGIihBBCiJDx/wPMAVP9Av4tRQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_funcs([sol.cFunc for sol in indshk_agent.solution[:-1:5]], 0, 20)\n", + "plt.savefig(\"../content/figures/WarmGlowIndShock_cFunc.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Set up the variables we want to keep track of.\n", + "indshk_agent.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\"]\n", + "\n", + "indshk_agent.T_sim = 200\n", + "# Run the simulations\n", + "indshk_agent.initialize_sim()\n", + "history = indshk_agent.simulate()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "raw_data = {\n", + " \"Age\": indshk_agent.history[\"t_age\"].flatten() + 25 - 1,\n", + " \"pIncome\": indshk_agent.history[\"pLvl\"].flatten(),\n", + " \"nrmM\": indshk_agent.history[\"mNrm\"].flatten(),\n", + " \"nrmC\": indshk_agent.history[\"cNrm\"].flatten(),\n", + "}\n", + "\n", + "Data = pd.DataFrame(raw_data)\n", + "Data[\"Cons\"] = Data.nrmC * Data.pIncome\n", + "Data[\"M\"] = Data.nrmM * Data.pIncome" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Find the mean of each variable at every age\n", + "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", + "\n", + "plt.figure()\n", + "plt.plot(AgeMeans.Age, AgeMeans.pIncome, label=\"Permanent Income\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.M, label=\"Market resources\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.Cons, label=\"Consumption\")\n", + "plt.legend()\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Thousands of USD\")\n", + "plt.title(\"Variable Medians Conditional on Survival\")\n", + "plt.grid()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 }