From cde52b079902295d135e9cf7534cb8b720834c25 Mon Sep 17 00:00:00 2001 From: sb Date: Tue, 9 Feb 2021 17:47:59 -0500 Subject: [PATCH 1/2] fix ConsumptionSaving exampls and LbrNow -> Lbr, see #943 --- HARK/ConsumptionSaving/ConsLaborModel.py | 4 +- .../example_ConsAggShockModel.ipynb | 247 ++++++++++++------ .../example_ConsAggShockModel.py | 8 +- .../example_ConsGenIncProcessModel.ipynb | 42 +-- .../example_ConsLaborModel.ipynb | 42 +-- .../example_ConsLaborModel.py | 14 +- .../example_ConsMarkovModel.ipynb | 83 +++--- .../example_ConsMedModel.ipynb | 96 +++++-- .../example_ConsPortfolioModel.ipynb | 83 ++++-- .../example_ConsPrefShockModel.ipynb | 29 +- .../example_ConsRepAgentModel.ipynb | 26 +- .../example_TractableBufferStockModel.ipynb | 123 +++++++-- .../example_TractableBufferStockModel.py | 6 +- 13 files changed, 548 insertions(+), 255 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsLaborModel.py b/HARK/ConsumptionSaving/ConsLaborModel.py index f239e398c..dcabe2ad3 100644 --- a/HARK/ConsumptionSaving/ConsLaborModel.py +++ b/HARK/ConsumptionSaving/ConsLaborModel.py @@ -510,7 +510,7 @@ def getControls(self): ) # Assign labor supply self.controls['cNrm'] = cNrmNow self.MPCnow = MPCnow - self.controls['LbrNow'] = LbrNow + self.controls['Lbr'] = LbrNow def getPostStates(self): """ @@ -530,7 +530,7 @@ def getPostStates(self): these = t == self.t_cycle mNrmNow[these] = ( self.state_now['bNrm'][these] - + self.controls['LbrNow'][these] * self.shocks['TranShk'][these] + + self.controls['Lbr'][these] * self.shocks['TranShk'][these] ) # mNrm = bNrm + yNrm aNrmNow[these] = mNrmNow[these] - self.controls['cNrm'][these] # aNrm = mNrm - cNrm self.state_now['mNrm'] = mNrmNow diff --git a/examples/ConsumptionSaving/example_ConsAggShockModel.ipynb b/examples/ConsumptionSaving/example_ConsAggShockModel.ipynb index 0502ed7d3..819e9b9bd 100644 --- a/examples/ConsumptionSaving/example_ConsAggShockModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsAggShockModel.ipynb @@ -2,24 +2,21 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "from time import time\n", + "from time import process_time\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from HARK.utilities import plotFuncs\n", + "from HARK.distribution import DiscreteDistribution\n", "from HARK.ConsumptionSaving.ConsAggShockModel import (\n", " AggShockConsumerType,\n", " CobbDouglasEconomy,\n", " AggShockMarkovConsumerType,\n", " CobbDouglasMarkovEconomy,\n", - " KrusellSmithType,\n", - " KrusellSmithEconomy\n", ")\n", - "from HARK.distribution import DiscreteDistribution\n", - "from scipy.stats import linregress\n", "from copy import deepcopy\n", "def mystr(number):\n", " return \"{:.4f}\".format(number)" @@ -27,14 +24,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Solve an AggShockConsumerType's microeconomic problem\n", "solve_agg_shocks_micro = False\n", "# Solve for the equilibrium aggregate saving rule in a CobbDouglasEconomy\n", - "solve_agg_shocks_market = False\n", + "solve_agg_shocks_market = True\n", "# Solve an AggShockMarkovConsumerType's microeconomic problem\n", "solve_markov_micro = False\n", "# Solve for the equilibrium aggregate saving rule in a CobbDouglasMarkovEconomy\n", @@ -49,12 +46,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Example impelementation of AggShockConsumerType" + "### Example implementation of AggShockConsumerType" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -73,15 +70,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "if solve_agg_shocks_micro:\n", " # Solve the microeconomic model for the aggregate shocks example type (and display results)\n", - " t_start = time()\n", + " t_start = process_time()\n", " AggShockExample.solve()\n", - " t_end = time()\n", + " t_end = process_time()\n", " print(\n", " \"Solving an aggregate shocks consumer took \"\n", " + mystr(t_end - t_start)\n", @@ -102,16 +99,79 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Now solving for the equilibrium of a Cobb-Douglas economy. This might take a few minutes...\n", + "intercept=-0.33726107535330274, slope=1.1015019837049156, r-sq=0.9954435436691962\n", + "intercept=-0.49864876485239695, slope=1.1492239051395785, r-sq=0.9961656458055231\n", + "intercept=-0.4436297976429271, slope=1.1085150067482998, r-sq=0.9776128118684166\n", + "intercept=-0.3769085690751647, slope=1.0813911258757993, r-sq=0.985408636382491\n", + "intercept=-0.35256076652376717, slope=1.0718184084045297, r-sq=0.9874319482885971\n", + "intercept=-0.3420766638101449, slope=1.0677397760021452, r-sq=0.9877626729603116\n", + "intercept=-0.3375476656317743, slope=1.065990581093852, r-sq=0.9878886666632732\n", + "intercept=-0.3355961291535436, slope=1.0652410362334517, r-sq=0.9879402508839276\n", + "intercept=-0.3347586223033756, slope=1.064920812714833, r-sq=0.9879618870808485\n", + "intercept=-0.33440077023304615, slope=1.0647844960664752, r-sq=0.9879710298263512\n", + "intercept=-0.33424854589382996, slope=1.064726684192287, r-sq=0.9879748946577033\n", + "intercept=-0.33418399554523004, slope=1.0647022346720671, r-sq=0.9879765283525463\n", + "Solving the \"macroeconomic\" aggregate shocks model took 400.72591900400005 seconds.\n", + "Aggregate savings as a function of aggregate market resources:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/sb/projects/econ-ark/HARK/HARK/ConsumptionSaving/ConsAggShockModel.py:3157: RuntimeWarning: divide by zero encountered in log\n", + " Aagg = np.exp(self.intercept + self.slope * np.log(Mnow))\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption function at each aggregate market resources gridpoint (in general equilibrium):\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "if solve_agg_shocks_market:\n", " # Solve the \"macroeconomic\" model by searching for a \"fixed point dynamic rule\"\n", - " t_start = time()\n", - " print(\"Now solving for the equilibrium of a Cobb-Douglas economy. This might take a few minutes...\")\n", + " t_start = process_time()\n", + " print(\n", + " \"Now solving for the equilibrium of a Cobb-Douglas economy. This might take a few minutes...\"\n", + " )\n", " EconomyExample.solve()\n", - " t_end = time()\n", + " t_end = process_time()\n", " print(\n", " 'Solving the \"macroeconomic\" aggregate shocks model took '\n", " + str(t_end - t_start)\n", @@ -143,14 +203,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "if solve_markov_micro or solve_markov_market:\n", + "if solve_markov_micro or solve_markov_market or solve_krusell_smith:\n", " # Make a Markov aggregate shocks consumer type\n", " AggShockMrkvExample = AggShockMarkovConsumerType()\n", - " AggShockMrkvExample.IncomeDstn[0] = 2 * [AggShockMrkvExample.IncomeDstn[0]]\n", + " AggShockMrkvExample.IncShkDstn[0] = 2 * [AggShockMrkvExample.IncShkDstn[0]]\n", " AggShockMrkvExample.cycles = 0\n", "\n", " # Make a Cobb-Douglas economy for the agents\n", @@ -164,22 +224,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "if solve_markov_micro:\n", " # Solve the microeconomic model for the Markov aggregate shocks example type (and display results)\n", - " t_start = time()\n", + " t_start = process_time()\n", " AggShockMrkvExample.solve()\n", - " t_end = time()\n", + " t_end = process_time()\n", " print(\n", " \"Solving an aggregate shocks Markov consumer took \"\n", " + mystr(t_end - t_start)\n", " + \" seconds.\"\n", " )\n", "\n", - " print(\"Consumption function at each aggregate market resources-to-labor ratio gridpoint (for each macro state):\")\n", + " print(\n", + " \"Consumption function at each aggregate market \\\n", + " resources-to-labor ratio gridpoint (for each macro state):\"\n", + " )\n", " m_grid = np.linspace(0, 10, 200)\n", " AggShockMrkvExample.unpack('cFunc')\n", " for i in range(2):\n", @@ -195,24 +258,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "if solve_markov_market:\n", " # Solve the \"macroeconomic\" model by searching for a \"fixed point dynamic rule\"\n", - " t_start = time()\n", - " MrkvEconomyExample.verbose = True\n", + " t_start = process_time()\n", " print(\"Now solving a two-state Markov economy. This should take a few minutes...\")\n", " MrkvEconomyExample.solve()\n", - " t_end = time()\n", + " t_end = process_time()\n", " print(\n", " 'Solving the \"macroeconomic\" aggregate shocks model took '\n", " + str(t_end - t_start)\n", " + \" seconds.\"\n", " )\n", "\n", - " print(\"Consumption function at each aggregate market resources-to-labor ratio gridpoint (for each macro state):\")\n", + " print(\n", + " \"Consumption function at each aggregate market \\\n", + " resources-to-labor ratio gridpoint (for each macro state):\"\n", + " )\n", " m_grid = np.linspace(0, 10, 200)\n", " AggShockMrkvExample.unpack('cFunc')\n", " for i in range(2):\n", @@ -228,60 +293,69 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Now solving a Krusell-Smith-style economy. This should take about a minute...\n", + "intercept=[-0.6136544540279432, -0.564714449492459], slope=[1.1958704882346476, 1.1792785461278616], r-sq=[0.9988205246493411, 0.9980886693480174]\n", + "intercept=[-0.42151175306905897, -0.4179282910600696], slope=[1.0846584455216068, 1.0875931006169368], r-sq=[0.9997324944505266, 0.9993135874175444]\n", + "intercept=[-0.36125200318141437, -0.35595175417340236], slope=[1.0718874825344538, 1.0715940729699065], r-sq=[0.9999983513968858, 0.9999950848251463]\n", + "intercept=[-0.37989485457273947, -0.37162769363704773], slope=[1.0790641901906513, 1.0775377304387384], r-sq=[0.9999978016051804, 0.9999931416263953]\n", + "intercept=[-0.37998317992757286, -0.371541341477626], slope=[1.0791110898828205, 1.0775162539083372], r-sq=[0.9999978056453348, 0.999992930312527]\n", + "Solving the Krusell-Smith model took 85.35971526200001 seconds.\n" + ] + } + ], "source": [ "if solve_krusell_smith:\n", - " # Make default KS agent type and economy\n", - " KSeconomy = KrusellSmithEconomy()\n", - " KStype = KrusellSmithType()\n", - " KStype.cycles = 0\n", - " KStype.getEconomyData(KSeconomy)\n", - " KSeconomy.agents = [KStype]\n", - " KSeconomy.makeMrkvHist()\n", - " \n", - " # Solve the Krusell-Smith economy\n", - " t0 = time()\n", - " print(\"Now solving for the equilibrium of the Krusell-Smith (1998) model. This might take a few minutes...\")\n", + " # Make a Krusell-Smith agent type\n", + " # NOTE: These agents aren't exactly like KS, as they don't have serially correlated unemployment\n", + " KSexampleType = deepcopy(AggShockMrkvExample)\n", + " KSexampleType.IncShkDstn[0] = [\n", + " DiscreteDistribution(\n", + " np.array([0.96, 0.04]),\n", + " [ np.array([1.0, 1.0]), np.array([1.0 / 0.96, 0.0])]\n", + " ),\n", + " DiscreteDistribution(\n", + " np.array([0.90, 0.10]),\n", + " [np.array([1.0, 1.0]), np.array([1.0 / 0.90, 0.0])],\n", + " )\n", + " ]\n", + "\n", + " # Make a KS economy\n", + " KSeconomy = deepcopy(MrkvEconomyExample)\n", + " KSeconomy.agents = [KSexampleType]\n", + " KSeconomy.AggShkDstn = [\n", + " DiscreteDistribution(\n", + " np.array([1.0]),\n", + " [np.array([1.0]), np.array([1.05])],\n", + " ),\n", + " DiscreteDistribution(\n", + " np.array([1.0]),\n", + " [np.array([1.0]), np.array([0.95])],\n", + " )\n", + " ]\n", + " KSeconomy.PermGroFacAgg = [1.0, 1.0]\n", + " KSexampleType.getEconomyData(KSeconomy)\n", + " KSeconomy.makeAggShkHist()\n", + "\n", + " # Solve the K-S model\n", + " t_start = process_time()\n", + " print(\n", + " \"Now solving a Krusell-Smith-style economy. This should take about a minute...\"\n", + " )\n", " KSeconomy.solve()\n", - " t1 = time()\n", - " print('Solving the Krusell-Smith model took ' + str(t1-t0) + ' seconds.')\n", - " \n", - " state_names = ['bad economy, unemployed', 'bad economy, employed',\n", - " 'good economy, unemployed', 'good economy, employed']\n", - " \n", - " # Plot the consumption function for each discrete state\n", - " for j in range(4):\n", - " plt.xlabel(r'Idiosyncratic market resources $m$')\n", - " plt.ylabel(r'Consumption $c$')\n", - " plt.title('Consumption function by aggregate market resources: ' + state_names[j])\n", - " plotFuncs(KStype.solution[0].cFunc[j].xInterpolators, 0., 50.)\n", - " \n", - " # Extract history of aggregate capital and run a serial autoregression\n", - " mystr = lambda x : '{:.4f}'.format(x)\n", - " mystr2 = lambda x : '{:.7f}'.format(x)\n", - " K_hist = np.array(KSeconomy.history['Aprev'])[KSeconomy.T_discard:]\n", - " Mrkv_hist = KSeconomy.MrkvNow_hist[KSeconomy.T_discard:]\n", - " bad = Mrkv_hist[:-1] == 0\n", - " good = Mrkv_hist[:-1] == 1\n", - " logK_t = np.log(K_hist[:-1])\n", - " logK_tp1 = np.log(K_hist[1:])\n", - " results_bad = linregress(logK_t[bad], logK_tp1[bad])\n", - " results_good = linregress(logK_t[good], logK_tp1[good])\n", - " print('')\n", - " print('Equilibrium dynamics of aggregate capital:')\n", - " print(\"Bad state: log k' = \" + mystr(results_bad[1]) + ' + ' + mystr(results_bad[0]) + ' log k (r-sq = ' + mystr2(results_bad[2]**2) + ')')\n", - " print(\"Good state: log k' = \" + mystr(results_good[1]) + ' + ' + mystr(results_good[0]) + ' log k (r-sq = ' + mystr2(results_good[2]**2) + ')')\n", - " print('')\n", - " print(\"Krusell & Smith's published results (p877):\")\n", - " print(\"Bad state: log k' = 0.085 + 0.965 log k (r-sq = 0.999998)\")\n", - " print(\"Good state: log k' = 0.095 + 0.962 log k (r-sq = 0.999998)\")" + " t_end = process_time()\n", + " print(\"Solving the Krusell-Smith model took \" + str(t_end - t_start) + \" seconds.\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -309,7 +383,7 @@ " PolyStateExample = AggShockMarkovConsumerType()\n", " PolyStateExample.MrkvArray = PolyMrkvArray\n", " PolyStateExample.PermGroFacAgg = PermGroFacAgg\n", - " PolyStateExample.IncomeDstn[0] = StateCount * [PolyStateExample.IncomeDstn[0]]\n", + " PolyStateExample.IncShkDstn[0] = StateCount * [PolyStateExample.IncShkDstn[0]]\n", " PolyStateExample.cycles = 0\n", "\n", " # Make a Cobb-Douglas economy for the agents\n", @@ -329,14 +403,14 @@ " ) # Have the consumers inherit relevant objects from the economy\n", "\n", " # Solve the many state model\n", - " t_start = time()\n", + " t_start = process_time()\n", " print(\n", " \"Now solving an economy with \"\n", " + str(StateCount)\n", " + \" Markov states. This might take a while...\"\n", " )\n", " PolyStateEconomy.solve()\n", - " t_end = time()\n", + " t_end = process_time()\n", " print(\n", " \"Solving a model with \"\n", " + str(StateCount)\n", @@ -345,6 +419,13 @@ " + \" seconds.\"\n", " )" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -355,9 +436,9 @@ "notebook_metadata_filter": "-all" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "econ-ark-3.8", "language": "python", - "name": "python3" + "name": "econ-ark-3.8" }, "language_info": { "codemirror_mode": { @@ -369,7 +450,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.8.7" }, "latex_envs": { "LaTeX_envs_menu_present": true, @@ -404,5 +485,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/examples/ConsumptionSaving/example_ConsAggShockModel.py b/examples/ConsumptionSaving/example_ConsAggShockModel.py index e83594c4c..2d8130812 100644 --- a/examples/ConsumptionSaving/example_ConsAggShockModel.py +++ b/examples/ConsumptionSaving/example_ConsAggShockModel.py @@ -97,7 +97,7 @@ def mystr(number): if solve_markov_micro or solve_markov_market or solve_krusell_smith: # Make a Markov aggregate shocks consumer type AggShockMrkvExample = AggShockMarkovConsumerType() - AggShockMrkvExample.IncomeDstn[0] = 2 * [AggShockMrkvExample.IncomeDstn[0]] + AggShockMrkvExample.IncShkDstn[0] = 2 * [AggShockMrkvExample.IncShkDstn[0]] AggShockMrkvExample.cycles = 0 # Make a Cobb-Douglas economy for the agents @@ -167,7 +167,7 @@ def mystr(number): # Make a Krusell-Smith agent type # NOTE: These agents aren't exactly like KS, as they don't have serially correlated unemployment KSexampleType = deepcopy(AggShockMrkvExample) - KSexampleType.IncomeDstn[0] = [ + KSexampleType.IncShkDstn[0] = [ DiscreteDistribution( np.array([0.96, 0.04]), [ np.array([1.0, 1.0]), np.array([1.0 / 0.96, 0.0])] @@ -228,7 +228,7 @@ def mystr(number): PolyStateExample = AggShockMarkovConsumerType() PolyStateExample.MrkvArray = PolyMrkvArray PolyStateExample.PermGroFacAgg = PermGroFacAgg - PolyStateExample.IncomeDstn[0] = StateCount * [PolyStateExample.IncomeDstn[0]] + PolyStateExample.IncShkDstn[0] = StateCount * [PolyStateExample.IncShkDstn[0]] PolyStateExample.cycles = 0 # Make a Cobb-Douglas economy for the agents @@ -263,3 +263,5 @@ def mystr(number): + str(t_end - t_start) + " seconds." ) + + diff --git a/examples/ConsumptionSaving/example_ConsGenIncProcessModel.ipynb b/examples/ConsumptionSaving/example_ConsGenIncProcessModel.ipynb index 8ce4ef773..8f9788a69 100644 --- a/examples/ConsumptionSaving/example_ConsGenIncProcessModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsGenIncProcessModel.ipynb @@ -76,7 +76,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving an explicit permanent income consumer took 19.1624 seconds.\n" + "Solving an explicit permanent income consumer took 14.0931 seconds.\n" ] } ], @@ -107,7 +107,7 @@ }, { "data": { - "image/png": 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CiRF2HT6KNxTBGw7DZ760Ju0bRCneDdwMPAWW2xdCDJJCSgCfbS2AogGfklJ+9WobqlgdaTZJ/emL1F7JEnjrOP57x1X/gEKxAdQr5WXiXuwIfJpS1hJ6o1pZ9l1Nd+CNRPCGIsTHJ5k8cTPeUARfONISf2vr9vkRtvWdK2yQYFCXUspWJ3Db8V8WKeU54MS1NE4xOLkvnqP2Spbwjx/Ae/vwZjdHodjWSCmpVyodMS9l061UTZpitp2yyVDMZDBq1WXf1xxOS9DDYeKTe9lz0614wy2R79o6Pd4ts2LgIMHgM0KIPwRCQoifBz4E/Nf1bZbiSqhfKlB6YgbfXaMqECgUq2CJfHnFdE0xu3jerNWWfV9ztkQ+FGFoch97br6tV+BDEXyRCA63Z8uI/KAMMjfRvxNC3AfksfoNfktK+Y11b5liIGRTkvvrs9i8OoH7Jza7OQrFptEwDYqZDMVMmmI2TTGTppCxtsVMuiP2Zn25yOtOF75Wuiax9wD7wmG84Si+kLX1hsP4wlEcbve2E/lBGaQD+VeBv1ABYGtSfnKO+sUC4feozmLFzkRKSbVU7Ih6zyu7KPiV/MKy72q6A18kii8SJbHvAPsiLYGPLAq9LxzG4fZswk+2tRhEPQLA14QQGeDPgEeklHPr2yzFIDTLBgtffQ3HRADPLUOb3RyF4oppmAalbLbHwbdd/eJxfzfv9gc6Qj+87wC+sLXvj8Y6511e34518mvNIGmijwEfE0LcCLwP+I4Q4pKU8q3r3jrFqix84zzNsknooX3qF16xpZBSUiuVKGZSVrpmqcBnMhSzacr5BZC9Y03tuo4vHLHc/N79lpvvevkjUbzhKJqub9JPtzO5krzCPDALpAFlQzeZ+nSR0uMzeO8cwTHq2+zmKK4jpJTUyiUK6RTFdIpCOkUhnaSQTlvbjLXt1wHr8gfwd4R+X4/It5292x9Q5mYTGKTP4BexngjiwCPAz6vFbTYXKVudxh6N4H2q01ixttTK5Za4pzqvYqa1n7LEfmnNvBA2vOEw/miM+O4J9tx0K/4eRx/DF46gOdQkiVuVQZ4MJoCPSCmfXu/GKAaj/NQ89fN5wj9xAJtHPSorBqderVBItZx8JtXa7xL7dJJ6ZcngKCHwhiyhj+4eZ/LELfijMfyxOL5IzMrRhyPY7GrJ1O3MIH0GvyGE+BEhxM+25iaKA75B5iZSrD3NqsnCV17DsduP59bEZjdHsYVomKaVn08lyafmybe23emcWrm07HttoQ+P7GL8+An8LYH3R+P4ozG84Qh2TVWq7XSuZm4inQHmJlKsD/lvnKdZMgj9zDE13cR1Rr1aIZ+cXxT7ZFvwkxRSSYqZNFI2e77jCYbwR2OEhkcYO3q8JfKLYu+LRLBr6ulSsb5zEynWGGO2RPGxaby3D+MYU/8FO4l29c3C/Cz55DwLybmW4LfcfSpJtVjo+Y7NbscfjRGIDbH72HEC8SECsSH8sXhrG0N3qPWtFYOxbnMTKdYWKSXZvz6DzaURuH9ys5ujuArqlTIL83MsJOfJz8+ykJxnYX6OfHKOhfm5ZbNVOtzujriPHjhMIL4o9IF4HG8ojM2m8vSKtUHNTbRNqDyTpP5antC792P3qsf6rUjDNCxXPzdLbm6WheTcotOfn1vm7DWnk2A8QXAowa7DxwgOJQjGEwRaW6d360xiptgaWHMrmZTzdcoLdcr5+ppdW81NtA1o1kxyX34NfZcP721qIrrNpFYuWUI/N0Nubpbc3ExH/AupZE/O3q7rBOIJgvEhhvcdsPaHEgTiQwSHhlU9vaKDaTQsge8S+fJCbfFc1/mG2bz8Ba+CgUoEWuKvAsAmkf/WBZr5OtEPHFGdxuuMlJJKIU92Zprc7DTZmWkW5i3Rz83NLltdyu0PEEqMMHrwMKF73kxwaJhQYphgYhhfKLLuc9Arti7NpqRaNFpiXusS+dZxl9DXymbfa7j9Op6AA0/AQWgoZO0HHZ1znoCTf/KHa9PeFYOBEKKAtaD9srcAKaUMrE0TFKthzJcp/u00npMJnOPqn3ytqJaK5Gamyc5Ok52ZWhT/2WlqpcXyS2GzEYjFCSZGOHjHXYQSIwQTw9Z2aBinR01wdj0hpcSoNRaFPV+n1O3gu4S+UjCQzeUSqjvtHVGPjHoZOxzpEXlv0Ikn4MDl17HbN85MrBgMpJSqXGWTkVKS+/xZhMNO8EcnN7s5245mo0FubpbM9CUyUxfJTF1qCf8UlW6HLwSBWJzQ8CiH734T4eFRwiPWKxBPqBr76wDZlFSKBuV8jdKClaKxti2x7xJ5s748TWOzCdwtt+4NOYmP+zvO3dt28kEHbr8DxxadXXhrtkoBQOW5FLUzOULv2ofdp4bxr0StXCY7fckS/elLZKYukZ66SG52hmZj8fHbG44QHhll/+1vIDw8SmhklMjILoJDw2qahB1Ks9GknO8n8r3bSr5Os4+Ld3q0jpAn9gTxBB14A87eVE3Qgcujb/sUrgoGW5RmrcHCl86hj3jx3jGy2c3ZEhjVKumpi6Qunid18Tzp1raYSXc+I2w2QsOjRHeNsf/kHUR27SYyOkZ4dBcur5rQb6fQMJqd9EzbuS9uLRdfytWoFI2+yW4rF2+59sioF0+w7eCdeEOLbl5zXD+lu+seDIQQduAUMCWlfHC977dTKHz7Io2FOpH3H0bYt7fjuFIapkl2+lJL9C90hD83P9uZ7tiu60R3jbP72I1Ed+0mMmaJfigxrEbUbmPqVbOTklmapukW/1ppeYersAk8fh1P0Ikv5GRoImA5+VYO3ht04g05cAccG5qL3y5sxJPBrwCnsRbJUQyAkSxT+N4lPLcM4ZwMbnZz1pVauUTy9deYP3+O5PnXmH/9HOmL52mY1h+7sNkIj+xiaM8+jt5zL7HdE0R3TxAaHlYDrrYJ7dr47rRMJw/fTte0RN6oNpZ936aJjpiHhjyMHghZzr1L5Nv5eNs2T9VsJoPMTfTjwL/FWsNAcAXVREKIMeAdwL8Bfu3amnp9IKUk94VzCM1G8IE9m92cNaVSyDN37gxz584we/ZV5l8/Rz65uGieOxBkaHIvNz/wLoYm9hCb2EN4ZJdaxGSL0hb5Ys5KyZRy/UTe2jaM5Z2umsPWSc/ExnyMH4t0hL2dl/cGnTi9mhqPsQEM8mTwu8A7pZSnr+L6vwf8OqAqkwak+mKa2itZgg/uxe7fvp2a1VKxI/xzZ19l9tyZHuEPj4wyvP8gN77lbQxN7iU+uRdvKKz+6LcIDdPKyZdy9ZbQW69i135poda3ssbh1lrO3ep09QatCpulIq+77Or/ewsxSDCYu5pAIIR4EJiXUj4phHjTKp97GHgYYHx8/Epvs6No1hvkvnAOLeHB94bRzW7OwDSbDdIXLzDz6stMv/oSM6++TGbqYuf9YGKY4f0HOXHfAwzvO8DQnn2qM3eTsCbEMykt9Ap7j8jnalQKxrLv2jUb3lCrdHLCz2QohreVn/eGrHy8J+hEv446XXcSgwSDU0KIPwc+B3TWsZNS/tVlvnc38C4hxNsBFxAQQvwPKeUHuj8kpfwE8AmAkydP9hvkdt1QePQijVyN+MPHt3Sncb1SZvqVl5h66QWmXj7N7NlXOytfufwBRg8c4sjdb2R4/0ESe/fj9qvuoo2gXWGzVNh7xH6FlI3br7eqaKyOV2+oW+QtoXd5deXkdzCDBIMAUAbu7zongVWDgZTynwP/HKD1ZPC/LQ0EikXMdIXCdy/hPhHHuTe02c3poZxfYOrlF5k6/TyXTr/I/Otnkc0mQtiIT+zh2BvvZeTAYUYOHCKUGFGCscZIaU1rUFqoUcwuFfl6K51To1rs4+Z1W0fYE3uCnbLJHrEPOrHrqrrmemeQiep+diMacr2T+8I5q0b+HZvfaVwrl7j4wnOcf+5pLr7wLOlLFwCrnHNk/yFuf+g9jB0+ysjBI2o6hmvEWlzepJitUszUKGarFLI1ipkqxax1XMzVaJpLHpoFuP0OfCEn/rCT4T2BjovvdvROj+p8VQzGINVEY8B/xEr7SOBvgV+RUl4a9CZSykeBR6+uiTufyuk01ZcyBN++B3tg4xcjaZgGM6+8zPnn/p7zzz3N7NlXkc0mmtPJ2JEbOPIP3szY4WMk9h1QlT1XiFFv9Ah7oSX4xZbgF7I1zFpvOaXNJixRj1hufl/Y2aqRd+ILOzudsapWXrGWDJIm+mPgU8B7WscfaJ27b70adT0hjabVaRx347tr4zqNc7MznDn1OBeee5qLp5/HrNUQNhvD+w9yx7vfy8QNNzFy8JAawLUKjUbTStV0O/mWwLedfrW0PHXjCTjwhZ2ER7yMH43iizjxhV34Ik78YRfugKqXV2w8gwSDuJTyj7uO/z8hxEfWq0HXG4XvXqKRqRL78A0IbX2dXvrSBV554vu8+sQPSJ5/DYDI6Bg3vOk+Jo7fxO5jx3F61EJ2sJi+KaSr5NMVipkaha5UTjFTpZyvtwdEd3B6tI6wJ/YE8YWd+CMufOGW4IdUfl6xNRkkGKSEEB8APt06fj+QXuXzigExM1Xy376I+3gM1/7wutxjYX6W5x/9Fq889j0y05dACEYPHuGNH/w5Dtx+F8GhxLrcdztQr5jk0xXyqWpH9Avpauu4Qn3JaFhNt+FrCfvuY1FL6MMtoW+d36ozUioUl2OQ39wPAf8J+H+w+gx+0DqnuEZyXzyHEBB8x941va5Rr3HmiR/w/KPf4MLzz4IQ7D56nJt/9J3sv/0N+MKRNb3fVqVeNSlkqhRSVfI9Ym9tly4oojntBKIuAlEXowdDrX03/qjl9FVppWInM0g10QXgXRvQluuK6ssZqi+mCbxtEi20Np3GublZnv7aF3j+0W9SK5UIDiW4673/kGNvfCuBWHxN7rGVaDYlxUyVhWSFhWSFfKrScfX5dHVZqaWm2/BHXfijbob3BPHHLLEPxFz4oy4l9orrmtVWOvt1KeXvCiH+I30mgZVS/vK6tmwHI81Wp3HMjf8f7Lq2a0nJxRee46mvfJ6zTz6BzWbjwO13ceNbf5TdR49v+2UXG0aTfNoS+4X5Cgup1jZZppCu0mws/mraNIE/Yjn7vePxHmcfiLlx+5XYKxQrsdqTQXsKilMb0ZDricL3pjBTFWIfuvpO44ZpcPp7j/LUl/+a5IXXcfkD3PFj7+HE/W/HH4mtcYvXl2ZTUkhXyc6WyM2Vyc6VO4JfzNZ6rIjushOMu4mN+dh38xDBuJtg3E0g7sYXcm77BUYUis1itWUvv9DaLUsp/6L7PSHEe/p8RTEAZq5K4W8u4DoaxXXwyjuNzXqd57/9Df7u849QSCWJjU9y/y/8Mod/5I3ojo0fo3Al1KumJfaz5da2RHbWEv6GuThFgsurExxyM3ogRDDmJjjk6Yi+y6fcvUKxHgzSgfzPgb8Y4JxiABa+9BpSQujBK+s0NmpVnvn6lzn1xc9SymUZPXiE+z78vzJ5061bThyrJYPMdJH0VInMTKkTAEq5ztRWCJsgEHMRHvYycSxKaNhDOOEhNOzBrZb4VCg2nNX6DB4A3g7sEkJ8vOutALB8mSHFZam+mqXyXIrAfRNoEddA32mYJs9/+xs89pefppTNMH7DCd7xyx9l7OjxTQ8CZr1BdrZMeqpIeqpIZrpEeqpIaaHe+YzDZSc07GXscJjwsIdwwkto2HL69nUeV6FQKAZntSeDaaz+gncBT3adLwC/up6N2olIs0nu82exR1z47xm7/Oel5JXHv8/3//yTZGemGT10lAc/8r8zdvjYBrR2OaWFGsnzBZIXC6QvFUlPl1iYL3cGXdk1G+ERD2OHI0R2eYmO+oju8uINOTc9aCkU2xVpGJiZLI1MGjOVxkynaKS79zNrdq/V+gyeAZ4RQnwKa3Wzw1hdeS9LKesrfU/Rn+IPpjGTFaL/6CjiMiNQLzz/LN/71B8ze/ZVomPj/Niv/yZ7b7l9Q0RVSkkxWyN5odDzKudb/+UCgjE30V0+9p8c6oh+MO7GpubKUSguS7NWswQ9ncZMdYt7evF8OkUjlaaRy/W9hnC50KJR7LHomrVrkD6D+4A/BM5iBYU9QohfkFJ+Zc1ascNp5Gvkv3kB1+EI7iMr/+flU9q7rY0AACAASURBVEm+88n/xitPfB9/NM7bfvEjHL3nzeu61m+tYjL/ep651/LMvbbA3Ov5zsImQkB4xMvuoxHi437i435iYz41ylahWEKzVGqJe5d7b4t7W+hTKcx0mmax2PcaNp8PezSCFo3h3LMX+223oUVjaLEo9mgUrfWyR2PYvJ5Fc/iZz6zJzzDIX/V/AN4spTwDIITYB3wJUMFgQHJfeg3ZbBJ6Z/9OY9MwePKLn+Xxz/45SLj7vR/g5Dt/HM2xth2pUkoW5itMv5pj5myOudfyZOfKndLN8LCHiWNRhiYDxCf8RHf51KpViusSKSXNfL7XvaczHcfe7d7NTAZZqfS9jj0YxB6LoUWjuI4dxR6Jdom7JfSWwEexuQbrR1wvBgkG8+1A0OIcML9O7dlx1M7lqDyTxH/vbrSoe9n75597mm/90R+QnZnmwO138aaf/jCB+NCa3LvZlKQvFS3xP5Nj+kyu4/pdPp3hPQEO3p4gMRlkaNKP06NmKFXsXGSjQSOXw0ylV83Btx29NJbPOIvNhj0SQYtE0GJRHOMTlmOPWY5di0Wt92MxtHAYscaGbj0ZJBi8IIT4MvAZLA/5HuCHQogfh4GWv7xukY0m2b8+iz3kxP+m3T3v1colvvOnf8Rzf/N1wiOj/MS/+B0mT9xybfdrOf+LpzNcPJ1h6uVsZ7I1f9TF+NEoI/uDjB4IEUp4VMeuYtuzKPApy8GnUpawp1JLXHyaRiYDzeVLfqLrlri3cvDOgwdboh7tcu4toQ+FEPad+bQ8SDBwAXPAG1vHSSACvJMBlr+8nik+NoM5Vyb6wSPYutItZ598gm/+1/9MKZfjtod+kjf85PuvesCYUW9w4YU0559Pc/F0hmLGquX3R13sP5lg18EQI/tD+AcsZVUoNhspJY1cruXY2+KeXCL0rXOZLDQay64hnM6WuMfQR0dx33i8JzVjj0Yt9x6JYAsGlTFCLXu5bjQKdfLfOI/zYBjXUavTuFYu8a0/+i+c/ttHiY1P8tBHf5PhfQeu+Nr1isnrz6U4+/dJLjyfxjSaONwaY4fC3Pq2MGNHIgTjbvULrtgySClpFouYyRSNtOXizWSXqHeLfDoN/VI0um4JeDSKnkjgOnbUOo7FLQcfi1kiH49j83rV7/8VMsiyl3uAfwpMdn9eSqlmMl2Fha+8hjStTmMhBNOvnOZLH/93FNJJ3vCT7+eOd7/3ilYRa5hNXnsmxUuPz3DxdIamKfEEHRy+a4S9N8fZdSCkSjsVG85iFU1b3PukapKW+Mt6n4p0ux0tEsEej1lVNK0UjRaLtTpeY2hxKwAoB7++DJIm+hzwR8AXgD4Jt/4IIVzAdwFn6z6PSCl/+2oaud2ovb5A+al5/G/ajT3q5LG//DSPPfJpArE4P/Wx32X04OGBr5WdLfHi92d4+fEZKgUDX9jJ8TeNse+mOMN7g2piNsWa06xWrU7WHgffzsmnO/l5M51GlsvLLyCE1YnaSsU4JiZa7j3W5eAtkbeHQtt+Zt2dwiDBoCql/PjlP7aMGnCvlLIohNCBvxVCfEVK+fhVXGvbIBuS3F+fxR50wI1u/uJ3/iWXTj/P4bvfyFs//EsDLSspm5LXn0vxzN9cZOrlHDabYPJEjKN3j7L7aEStj6u4YqRpWqWRqSRmsp1/X3Twi8epFevg7cFgx8G7b7zRyr33S9NEIghNjUXZbgzyP/b7QojfBr6OJfAASCmfWu1LUkoJtH+r9NZr2boIO43S381gzJSo36nxV//Hr9BoNPjRX/pVjt5z72Ufcc16g9M/mOGZb11kIVnBF3Fy54/t5fAbRvAGt/aMpIrNoVmpYCaTlpDPJxf3k8nFV6tOftmCzYDN7+84eOfhw3hjsY6D70nTRCLbqkxyJ2A0DbLVLJlqhkwlQ7qaJlNtbSsZ63x1A6aj6OI48EHgXhbTRLJ1vCpCCDvWvEb7gf8spXziKtu5LWgU6yx87XUq/gqf//THSezdzzt+5dcJD4+u+r161eT5707x9DcuUCkYJPYEuOOhvey7Oa76Aa5D2tU0HQffEfblIt/XxdvtlsDH4+jDw7iP34AWj6PF41Z1TTyOveXmN3ug0/WElJKCUegR8kw1Q7qS7gh997l8Pd/3OrpNJ+qOEnFFiLjWbglbIfu4hZ4PCPEScOO1zEckhAgBnwX+qZTy+SXvPQw8DDA+Pn7r+fPnr/Y2m07yz16g8nSKr17674zffTNv/blfWnUUca1s8Oy3L/HM31ykVjLZfTTCyQcmGD1w5escKLY+0jCsztZlot4l9KkkjWSq74An4XZ3RF2Lt3LwnePF/Z1cC7/VMBrGoltvi3lL7NPV9DIXbzT7VEkBQWeQiCtC1LUo8hG3dRx1RYm4I53zPt3Xk2UQQjwppTx5rT/LIE8GzwAhrmHUsZQyJ4R4FPhR4Pkl730C+ATAyZMnt20aKf/SLLWnM7yaf5Lbf/p9nLjvgRXTQqbR4LlHp3jyK69TK5tM3hjj5AOTJPYENrjVirWgWatZQj4/v/jq4+Ib2WzfVI09HO4Iu3PPnl5h7wj+EHbf5fubFNeGlJKKWem49XQ1vejcu1M1rXOFeqHvdRw2R8e9x9wxDoYP9rj5tsBHXVFCrhC6bfNH/w8SDBLAS0KIH9LbZ7BqaakQIg4YrUDgBt4K/NtraexWpWGaTH/yFHbTxoGfv5fxm2/q+7lmU/LKE7M88flzFLM1xo9FuPOhfcTH/RvcYsUgdDpd5+c6Im/MzVm5+bboz83RWFhY/uV2TXwshj42hvvmmxed/FCXs49GVS5+nWnKJgu1hY6Id1x7Jb0sTZOupKk2qn2vE3AELCF3RzkQPsCdrjt73Hu32Hv17TfOYZBgcLXloCPAn7T6DWzAZ6SUX7zKa21pXv3Tb+NrBineXF8xEEy9nOV7n3mF9FSJoQk/b/lHRxg7vHb5PsXgdHLyXYJudFx9EnOuJf7p9PLpC+x2S8SHhtB378Z96y3oiQRafAhtqP2KYw8GVcnkOmI0jd50zArCnqlmyFazmHL5elx2YSfsCndSMxOBiY7Yt8+1BT7qiqLbN9+9ryeDjED+ztVcWEr5LHDz1Xx3O1Gay+A4DQtamiPvX/6wVMrV+P5fnuHVH87hj7q4/8PH2H/r0LZzDduFRrHUEvVuNz/fm8KZn++bk7eHwx1Bdx45jD7ULfAJy9FHoyofv06UjXKvsHelZpY6+pU6V512Z8elj3hHOBY71iPs3ftBZxCbUAG7zSAjkAssloQ6sEpES1JKleAGzv237xAUEeLvmcDW5QQbjSbP/s0lfvjF12g2JLe9Y5Jb3jaBpqaEvmoaxRLm7AzG7Jy1nZnFmJvF7No2S6Vl37N5vZagJxKWk++Ie6+bt6l0zZoipVxMz3Tn3/uIfaaaoWL2nwba7/B3RHx/aD+3D9/eEfa28Ldz8B5NTcB4tQzyZNCT0BZC/Bhw+7q1aBsx8/iLhPJRctEs4ze/sXM+eaHAt/7kNOmpIpPHo/zIew8QjHs2saVbn2aphDE7izE7i9m9nZnFnLO2/coo7fEYemIY5549eN9wF3rCEn0tPoSWGFIdr2tMo9kgW8uSrqRJVVIrdqy2Uzj90jM2YSPsDHdEfHdg93L37l6srHHYVZDeCK54mKCU8nNCiN9Yj8ZsJ5pmg+znXsUhXez/8JsBaBhNfvjl13jqaxdw+3Ue+MfH2XtTfJNbuvlIw8CYm8O4NIUxPY0xO9Pj5o3ZWZqF5VUZ9lgMPZFAn5jAc/sd6CPDaMMj6MMJazsUV52va0C3wHe797bYpytpUtUU6UqabDWL7DN2tJ2eibgiJDwJjkaP9pRKdot8yBlS6ZktyCBpoh/vOrQBJ7kORhJfjlc//SgBIpRvMnFHAqSninz9j14gM13i8BuGufsnD+Dy7uwOpzayXrdc/VRL7KemMKamqLeOzdm5ZR2x9kgEfXgYfXwcz223oY0MW8fDw2jDw2iJhErbXANN2SRbzS6KeSXVce5tkU9VWgJfy9KUy6cdc9ldloi7o4z5xjgRP0HMHeukZmLuWEfwt2P1zLamYUIlA6Xkml1ykCeDd3btm8DrwENr1oJtSDmZQ3uuwYI9w+H3Pciz377ED/7yDA6PxoP/5AQTN6zdItVbAWkYGNPT1C9d6hL86c6+OTfXWz9vs6ElEui7RvHedhva6CiOXbvQd+1CHx1FGx7G5lTTa1wp7RLJHsfetd929qlKimw1S0Mun+e/u4N11DfK8dhxS+Bbzr17Xwn8BiIlVLJQTlsC33mlWq/k4racgnKGtfbklx2BvJGcPHlSnjp1arObcVme+78+RzAXRjwY5ZlnG5x/Ls3E8Sj3fvAInsD2dLOyXqd+aYr6hfMYFy5Qf/089QsXqF+4gDE11buAiN1uufjRUUvgWyKv79qFPrYLPZFA6NfHU9G10u5kXUngU9UUmUqm4+z7Cbxu0zuOvS3m7cFOS0V+6ehVxTohJdRLy0W8+7iUhFJ68b3m8v4VAFwh8MZbr2jXfhw8UcTxn9iYEchCiN8F/jVQAb4KnAA+IqX8H9d68+3I7KmXCObCpNwpnvmCnVrZ5B+87wDH3zS25f/ImrUaxqVL1M9foH7+vCX851uCPz3dk8qxeb04JiZw33CMwNsfwLF7HH33GI5du9ASCTUr5WWomlWSlSTpSppkJUmqkup5JcvJTkdrv05WzaZ1BD7uiXMkemSxcmaJwPt1/5b/3dsRGNUuQV/i4HscfeszZv/Bazh84I2BJwbBMRi9qUvgY63XotizQeMbBvmLvl9K+etCiHcDl7DWQP42cN0Fg2azSfovX8bZdHFqzoN3SOOdv3wTsTHfZjeth2alQu3cOepnzlA7c4baq9bWmJrqSefY/H5L8E+cIPiud6KPj+OYmMAxMYE9HFYCs4SmbJKr5SxBL6dIVS1RXyr0qUqKorG88skmbD0ifihyaJmjbwt+wBFQ//7rTbNhpVtKSSjNL0/H9Dj6FNT6j23A7ugS8jjED1si3u3g2yLviYFja1YWDhIM2mHp7cCnpZSZ6/WX9JX/+W2CMsKp4nnGbryRt/7MURzuzXPIzVqN+rlzPYJfO3MG4+LFRdHXdZyTE7iO30DwXe/CMWmJvT4+bk1odp3+X3ZTNat9Bb3j4lvOfiUX79E8xD1xoi5L4O92303MHeu84u44UXeUsDOM3abGmawr7dRMMdnr3Jfm4Yvzlpvvl3cXNku02yI+enOv2He/542D0w8b+HfUbEryVYNUsU6mdNXzhy5jECX7Qmvm0grwS605h1Z4/tm5lJI5tGdN0uYCux58Aycf2Luhq4w1q1VqL71E5YUXqL7wItUXXqB25sxiLl/TcExO4Dp6lOC73oVz/36cB/bjGB+/LvP3Ukry9TypSor58nyPqPe8yikKxvKyVpuwdfLu7YnG2qLeFvj2ex59azq9HUHHvc/3uvXikuO2szf6rLwG4PCDr+XSI3th9+3gHeoV9fbLHYYNnEpESkm+apIp1UkXa6RLddLFOplSrSP46VKNdLFOumQdN5pr39c7UAeyECIM5KWUDSGEBwhIKWfXujFbuQP5iX/xGUYbw8wf17j1A3et671ko0HtzBkqTz1F5dnnLOE/e7Yj/PZIBNexY7iOHcV1+DDO/S3Rvw5KMaWUlIwSyUqSZDnJfGXe2pbnF8+19muN2rLvuzV3j1vvFvWYO0bcYx0rF7+O1EstMe/uSF1yXOzKxfd17/YlKZg4+IaWC3v7fd29YT+elJJizRL3jpgvEfn2frpUI1OqYzT667DfqRH1OYh4HUR9TqJeR+vYSax1/p6DQxs2hTXAEWBSCNH9+U9e6823C2e/+SwjjQRTcoY7P/C+Nb9+o1ii+tyzlJ96ispTf0/lmWc6o23bwu+79824jh3DfewY2sjIjkzvlI1yR9CTlZaodwl++1y/aQvcmpuEJ0HcE+fG+I0MeYaIu+MdcW8fKxe/DjQbyztQO8697d67nPxK7t0ZWBTz6D4Yv7NX0H1Di8eu0Ia690q9Qaoj6IsuPV20xDxVaol863zd7L9cvNdhJ+JzEPU6GQ25uGFXYJnIL+47cGobZ0gGqSb6U2Af8DTQrmuTXCfBoNFoUPjKq/htfg790pvW5JrNep3K009TeuwxSj/4AdXnX7BcvxA4Dxwg8I534LnlZty33II+tvWrlC5HUzbJVDPMleaYLc92tslyr7vv1+nqsruIe+LE3XGORI5wz9g9DLmHiHliDLmHiHviDHmG8Opqyok1pVbsk4ZZmqZJDe7efXGI7l+Slul28hvr3s1Gk0y55c5bDj1V7Bb61nFL4Mv15SW9AC7dRrTl0uM+J4eHA73C7nO0ji2Rd+mDi3tDSlJ1k7RhkqobpI1Gz761XaEc9SoY5MngJHBUbqUBCRvIU3/wdUb0IS5Fsuzbk7jq69QvXaL4rW9R/P73Kf/wFLJSAbsd9/HjRH/+w3huvRX3iRPYA9tr/r9Gs0GqkmKuPMdsaZa58hxzpTlr29qfL88v63jVbJrl5N1x9of2c9foXT0OfshjCb0qm1wjukesDtLBeln3PtTr3vulaDbQvUspyVdMUm13XqxZbr1L0Ludfbbcf8UxzSY6KZmYz8Fk1GMJuc9BrCXuEa+DWOucxzF4AUlTSjKG2SXwq2+zhkn/5wuI6HaiukZUX7sClkGu9DwwDMys2V23CYXZHMHzkJUpbv3Ig1f8/fqFC+S//GXyX/86tRdPA+DYs4fQu9+N9+678Nx+O3b/1l3YptFskKwkmS3NdoS+I/gtoU9VUssGQjntThKeBAlvglsSt3T2hz3DJLwJEp4EYVdYzU9zrZi1lkOfb4n7/GJ6ZmkH6+Xce7tztePe48tTNJ4Y6Bu3ZnLVaKVmepz7Yv69+73V8u4hj95x5wcTPqJ7o5Zj9zmJtV17S+wDbm1g8yGlZMEwSQ0i8IZJxjBZoYmENTtRh0ZM1zjgdXKn7rXEvnUu5rCEP+bQCGsaWqt4pdEoX/kEcyswyHViwItCiL/jClY62wk8//Gvs1sbofGGKLpjsIqcZr1O/ktfJvfII1SefBIA9003MfTRj+K/7604xsfXs8lXhNE0mC3NMlOcYbo0zUxxhqniFDOlGaaL08yWZzGXjIps5+YT3gR3jNxBwpNg2DvMsHfYOu9JEHQGlZu/WozKEkFvCfwy0U9Crc8Ka9BVOdPl3n1LK2daTn4D3bvZaJItG71Ovce5d1XNFGuUVknNWM7cyUiwN+/eduzt1E3Y60C3D/bzSSkpNprLxLxb0NN1k5RhkK5bKRtjhYRJULN3xHvS7eRk0Ns5jumLwh7VNcK6ht4l7vV6hrqRxmhvq2nqhQxGPcOUkea1egbDyFCvp2k2166wc5Bg8K/W7G7biHOPvsCuxhBTcpo7Hrp8p7GZTJL99J+R/fM/p5FO45icJP5rv2YN5hoe3oAW92lT02SmNMPFwkVL5JeIfbKSXDZB2ZB7iBHfCMdjx7nfdz+j3lFGfCOMeEdIeBMqbXM1dKpnklCc6yP2XQK/wpq6uIKWgPuGIHED7BtqHccXz7fTNRuUe5dSUqiZi2mZJWKeWtLZmi3X+y0Bjd0mOs495nMwEVlMzUS9lrBHfVeXmik1GkxXaqu6dkvgrf3aCiWbPrutI+C7nA5O+Fui7li+jeoajlaAvZy4TxtpXh9A3G02Jw49iu6I4NAjeL37cegRdEcU+McD/3usxkArnQkhEsBtrVN/J6WcX5O7b1EajQYLXzhN0BZk/y/cs+pna2fPkv7EJ1j48lfAMPC98Y2Ef/qDeO+6a0NEs96oM1Wc4mLhIhfyF7hQuMDFwkUrABSmenL1dmFn2DvMiHeEO0buYMQ7wi7fLkZ8I4x6Rxn2Dqu54wdBSqgVlrv37vRMt9AbyxfcAax69raQj9zUK+jt8+1z2sZM7Fc1Gj0VM0sraFJdFTTpYp16o39WO+jWO6mX/UM+7uhy64vVM9ZxwKVjG3DMTqXR5FK1vty1L0vLGKTrJpUVxN1tEy0B1xly6hzxuXtSMUtdvMveK+5t8a4baYxahnrREvs5I83FAcVd1yM4HNFl4q5rYcCP2XBj1F1UqzqVSpNyuUw+X6ZUKlEqlSiXy5RKK5iHq2CQaqL3Av838CgggP8ohPiolPKRNWvFFuPv//CbDOsJLoXS7N0/0vcztXOvkfqDPyD/pS8h3G7C73sfkQ/8QxyTk2veHikl8+V5zi2c49zCOc7mzlqin7/ITGmmZ355r+5l3D/OofAh7pu4j93+3ez272bMN0bcE0ezqTmF+iIlVBdWcOx9BL7vqlzCmoagLeBjt63s3j0x0NY/8Daakmy5voJb76qgaYl7sda/OqW7aiYRcHF0JNAR83Zapu3ewx4HDm2w1Ey92WTOMPqKeqrbtbe2pRWCj9MmOsIddWjs9ziXi3rX1ttauvRy4p40MkzV0633MzSb/VdjWy7u+1pOPoquhZDST6Phpl53Uqs5KZcblrgvlLuEvUSplKdcnmWleh2H5sCju3BrTjzCQdS2duulDKIM/xK4rf000BqB/E1gRwaDYnKBwLkmOZnm1l99+7L36xcukPxP/4n8F7+EcDqJ/tyHiHzoQ2iRa1/cXkrJTGmGs7mzHdE/u3CWc7lzPWWXQWeQicAENydu5iH/Qx3BHw+ME3aqOYV6qJctAS/MtVI0rTTN0m0pCX0GqXWmJmgLeXTfEvfeJfSeGNjXN9hKKSnVG6QKtct2qqaLdTKrpGYiXkcnz7474ukS9KtPzZhNSdY0SRVrHUHvL/RWWWR+hXp8TUBM14k67MR0ncmgc1lHavfWZ7chhKDRqFDviHd6MT1TymDU02SMDLMDibsDXY/icERw6NE+4u7DND3U6w5qNQflcpNKpcJCrtQj7uXy6uLu1B14dDcuuxOfcBCze3F5dFymhrNux1mz45IO3FLHhQM7i0FWuDXsa7hmyiD/w7YlaaE0cNmwL4TYjTUWYRhoAp+QUv7+VbVyA3nu977Gbm0E87YwunPRuTWKJdL/738h/SefRGgakZ/9GaI/93NXHQTMpsnrC69zOnOalzIvdV7dC31HXVH2hfbx4N4H2Rfax77QPvYG9xJxRa5vwW82WgObugV9BbHvO7mYsATdn7CEPH6oNzXTLfaeCKzzSOR2WWSyWLNEtFgjVbCEPlXs3lqvqtFfQAMurSPee2M+bptcTMUsFfqge7DUjJSScqPJ65VaJy2TatW6J7vEPmWYJOsGWaPRd5Z9G3Ty6TFd44Tf01fU2y4+oNlXF/eyJe45I0OylYsfVNz1bueuR9C0MFJ6MU0PhuGkWtU74p7Ldrv2EuXyAuXyyoWVLt2JW3fhtjsJ2FwM2f24PDpO046rbsdZ03BJHZd04ELHXm1JqQCbR8Pm1bEFdGxeHVw2GnYTU9SpySpls0zZKFCuZimUclQKOcqpFYoIroJBgsFXhRBfAz7dOn4f8JUBvmcC/0xK+ZQQwg88KYT4hpTyxats67pz/vsvMWoOMd2c5vafsDqNpZQsfO6vmf8P/55GMkXw3e8m/qsfQR8auqJrz5ZmeSb5TOf1cublznQJTruTA6ED3D95P4fDhzkQPsDe4F5CrtCa/4xblnYevjgPxdkVHHyXi++zMhfOQCvPnoDh4+AbXjz2JRb3PdF1d/DNVnqmW8iThV5h766o6Zd7twk6+fW438memJdYy623Rb+9H/EOnpoxm9IS8ZaQJ+tGj6hb5y6fdw9oNmK6Tsyhsc/t5I6gtyPmMYfecfIxh0ZIs2MTgmbTwDCyXcKepm5kqOet/aKRJlNPtwJAmkaj/3gHS9yttIyuR/B49nb2NT0M0odpttMylnMvl8vksqUlaZkFKpWVZ9ZxOZx4dDduu5OgcDOsBXH6NMu519rOXcfdEndbj7jrHXG3+3SkExr2BoaoU5MVSmaJSr1IqZqjWMpQLixQnlugkrdeDbN/yk53unAHgngCAbyh8ED/54MwSAfyR1tLX/6I9SPyCSnlZwf43gytsQlSyoIQ4jSwC9iSwaDRaJD+q+cJ2UNM/tzdgJUSmvmt36b8+OO4T5wg8Qd/gPv48cteqymbvJx5mVNzp3gm+QxPzz/NXHkOsIT/WPQY7zv0Pg5HDnMkcoTJ4OTOzeW3V3AqzEJhxhL0woyVtukcz1oi3y8Pb9MWxTwwBqO39Aq7f3jRxa/z1MBGo9mab6Yl6oUuJ98S9rbgZ0o1+mmobhc9Qn5o2N8SdEvw2+Ie8zkIexwDu/dSo8l0pWaJeJe497j3lsCv5N7bqZmYQyPelXeP6Rpxh94R9u5OVSklprnQEvdZS9zraeola1urp3nNaJ2rpzHNXN+fQQitK+cexROcQG/l33U9AgQwTReG0c65W+KeWigt61Atl+dWTMu4Ha6Ocw8JDyOOIE57Ky1Ts3XSMi6p9xH3lnP3O7B5tY64t5170SxRrudb4p6lXFigMrtAOb9AJZ+n2VhB3F1uPMEgHn8QfyTK0ORenB4/mtOHXfMibB7AhZRuGqaDWkVQKRhUi3WKeQP42GV/RwZhxYnqhBD7gYSU8vtLzt8DTEkpzw58EyEmge8CN0gp80veexh4GGB8fPzW8+fPX0n714yn/vAbDL3m4pI/xR2/8S4yf/JJkh//OELTGProRwm95ycRq9RjTxeneWz6MR6feZwnZp4gW8sCMOId4ab4TZwYOsGJ+AkOhQ+hb9BiFeuKlNZsksXZPuLePp613m/0mWbXGbSE3J9YFHv/cK/Q+xLrXgdfMxsdYU+XaqQK9a50Ta/grzRq1alZde8xv5N4l1uP+RzEugQ+7ht8UJPRbI1W7Qh5/7RMOw9fXcW9x/VFIY/qltB3O/d4S+CDndRMdznkopD3HBvpTvpG9pnWG0DTQpa4twReb+3regSbCNJoeDAMF7Wag0rF1pOOca1uywAAIABJREFU6RX4Es3mCh3HrZy7W3PiFk7LpTd1nKZmpWRqtl5x78pwd8Tdp2PztJ37Ylqmapao1POUqgsUimkqxQXK+bzl3At5mo3+4yAcbg+eQBB3IIAnGMLtD+Bw+9EcPmyaB5vNg8RNs+myxL0M1WKdStGgUjCoFOs0zf7/n5rDhtvnwOWx43JKnPYGP/rPfmRNJqpbLRh8EfgXUspnl5w/Cfy2lPKdfb+4/Do+4DvAv5FS/tVqn92sWUtLmSKX/s/vYkqDPf/kJuZ/819SOfUkvje/meF/9dvoif7TUJxbOMc3z3+Tb57/Jqcz1gjjIfcQd47eyZ0jd3L78O0kvFc/hcWmUStCfhoK09Y2P70o7IXWqzjXX+RdQSs94+969TteRxdfrptLRH0xJWPl41suvlijUO0vZF6HvUvIuwR+qeD7nXgd9ssKfHtA0+XSMm1xzxj9hUYXoisVoy1Ly8QdvdUzTputf2qmW9C79q1yyP55d7vdu+jelwi83Rak0fBiGG7qdQfVqka5XFtR3M2VUiCa3qqWceEWDtw4cLXE3VXXcFZtK3aodsTdq1vO3QENrYFBnbqsUDVLlOsFStUshVKWSmGB8kKOSiFPpZBHrhRwPF48wSBufxB3INgSd19H3K2JnF00pRuz7qRWaXacu7U1aK4QrHWXHbdPx+W243Q0cdkbOKjhaJbR6wX0ag6tmEFbmMeenYVMkkYmg6wv/u0dffmldQ8Gz0spb1jhveeklJfNlwghdOCLwNeklP/hcp/frGDw2G/+BbuNYeYjl/A+8ntgmiR+6zcJPvTQsj/yslHmK699hUdeeYTn088DcGP8Ru4bv497xu5hT3DP1u3cbads8lOLIr9U9PMz/Ue2ukKri3t7f50GPNXNZicNM1+wtslCjWSxyny+N1Wz0qRiAZfWEfh4t8j3EX234/KdxkZTdiYOWy0t0xb9lQY0BTV7x513Tz8QX5J3j7c6VkFimvnVHfv/z96bB2uWn/V9n9/Zt3d/7729ziKNZrSMRhIjIVBAIhhEQnAFMJCyC0ISV0gZMHLZ4JSpxFgOGGScuGI7cWKQlLCYQCXGbGYRyALEIIGFFkbLSJq1e/ou776d9+wnf/zOe97lvud294AEheZUnTrnvHemp7un+3O+9/t8n+dZefEXWjN6mW1fwd0wJOA1tUmWrX13mXVPz8F9Bfgo2r9kRVVUHMPG0UwsxSzhvkrLWKGKlUnlbmOgsf59X6VlpHKXtkyiJMQiIsoDgmTOMp4x9wvPfT5mOZ3iTycEsxn5vroSYLmehHq9IRV8rY5ueWiGi6I6CMWVlkxmksYGoS/hvpxJ9R4u4r0JLQDT0bA8HctSsIwMQ4kxCTFSHz2coi/HaIsB6riHOjwmH/VIR2OoeDkqjoPabqO222itFmq7Td6sEdZMlp7OzFH40m/+7s/5COuLhpDc9m+8kER8J/DJO3kR/FkdNz74aa6EXZ4Pn6X+rh/CeOQRrv6THz03NuLm7CY/8Ymf4Bef/EUW8YIHmg/wfa//Pt5631u55P7ZdBifO4IpTG7A+Ia8Tm6sAT99Xto3u3tZhVL48VfkXJr73wL1y1C/CrXL8vP6lc8J5PM8Z+zH9ErIB2vIz6RyP5vK67jComk5uoR7zeS115sF3I0N4MvnjmveUYHVTzPOopj+JKAXJfRiac/0om1bph8ljJIKm2BDvXcMjYdcq/Ti1x782rYxFKWwZvbA3ZfpmVk0YHAH1oyut4rUTAfPe6hU75q2KqpKa0YmZmC5XDIa7cJ9RBDsT8woQsE2LBzNwlZMDmlgG10sRcOMVcxAxc5kMdXKDXRUhC/FkbA0VK9Q7o5GZuZFQTUkypbMEr+wZcbMFkP86Zjl8xP82ZRgPqOKwJZXK2yZBu0r17jy4CvRLQ9Vd0vlnucWWWqSxCbBIiWYxyznMb1bEaG/+3uZAz4IH8vRsWsaliloeBmH9QwjjzESHz2aovkjtNkAbXKKMjwhH/ZJJ5OtfeJbv3/1egl19foV1EdeRdbwCGsmC09l5ihM7Iy+FdMzQgbZjGE4ZBSMGAVPMQo+RJAG659mRT/jCzku+s7gZ4D35nn+Yzuf/3XkXuQLZzQIIb4M+F3gj6Ecvvf9eZ7/u6p/58/iO4MP/e2fo6116P/uP+beb3orB9/zPVubwZ4YPsG7Hn8Xv/7MryOE4Gvv/1q++cFv5jUHr/n8fgeQZTIvP7kJ4+cK2N9cg39847yiVw0J8tqVNdRX5+oz7+hPPVkTxOm2gp+H9KZBCf3V1/rzcO9wMVNTOKxLmB/UTA5rFgc1eb/6bFVsvVPAr0B+Fm3AvfDdV6DvRQnzqo7aDfXerfDcN2OReZ6s45CbkcgXYM1s2jFGYdNoehtBnWTluwcGy6XKcnnemlksFiyX+398gZBFVc3EVgrfPdOxUg0zkokZO5Oq3cp1DDQEK7irqJ6B4uoIRyU3IFFiEhET5kuCdIEfTvGXBdznY+m5T8YEi/PjyuUPKrC9WqnanXoD06ujm66Eu+qCYpNnNllmkoQ6gZ+Vqj2YRUTB/pe0UASWp2O7GpYJppZK5Z4v0eOFVO7+CHXWRxufog6OSUdDsmnF7mMhUJvNLdWutFqkDYegZrBwNWaOYGSnDMyEMyNgkIwLsBdnOCLO9gsdW7NpmS1aljzbVrt8bht1Wqi0csFrX/GNn3Ob6Aj4eSACPlR8/HrAAL7hL8Kmsw/9i1/m6GaDJ88+yOv+6muof/VXl1+7MbvBP/+jf86vPvOrOJrDtzz0LXzrK771c1sDiAMYPwvDp2H09PZ1/Nz5piizAc3r0LgOjWvr++Y98tk9/FMrvuZ5zsiPOZ0G2zbNpqIvYL/PhxcCOq65BfVN4K/Ow5qJZ96+yLpI09KWWYH8bMOP722Av6prtVkA/sDQi6vGga5zYEpLZvV5t/DeZea9v3EO5DXur6FffC1J9ue/hdA3/PZ1ekbXOwilTlb47mFkECx1fD+uLKxW/d21dBNbs3BUE0sUtkyqS889UrEyXXruuYGJjrKCu6mWyl24Grmek6iFLZMti4LqjHkwYr4YspiOpe8+nRAu9ktUIRSsWq0Eu12vY7p1NGNtyyBs8swiTS2SSGc5T0u/fTmPSKIKla0K6bdvwN0UEXq2xIjn6OEUbTFCm/VQRycog2Oy4ZDMrxjPraqorZYEe6eD1m4hmk3ius2yZrBwVaY2jOyUvhVzpvkMo/EW2Mfh+Ny8r9Xh6d4a7GZ7G/KaQytXaOc5rSShFYfYywn4/WJx0EDeL/oyuLEh/MTbp5/bl0H5DwjxHwOr2sHH8zx/75/0P1p1fD5fBoveiBs/8ntkecq1b3+A+mteBcAwGPKvPvav+NknfhZNaHzbK7+Nb3/Vt9MwG386/+EshdEz0P809J6AwWdg+IyE/vQWW2OGjRq074PW/dC6r4D89QL612Sx9k94rPavnk0DTqchp9OA05n04U+nQXFKyO/Lwnumdk6xb52eBHzbNdBuMz1yBfizaFOx79zHFwO+paml3364AnwRizzQNQ5NnYNCxetCkKZzoqhPuAH5eAPqJfTjAWm6H3iaVscwuuuzsGk0rU2We6SJTRiumpnyEu7z+XwL8GlVOmU1gkBdJ2asTJdNTJGKlejbWfeiqCpMFcXTpe/u6uRGLguqIiLMgrVyD0bM5kMWsxH+ZII/HVfDXVGwa/XSlimVuyGVu1AdhLDJMhmDjCOdYJ6sPfdZTFrRdazqioS7o2IZuVTuIpJ+ezzHCCZoiwHatF8UU0/IhiPyYP/8H6Hr5/x20WwQ1i0CT2fuqkycnKGV0jcjzpQFo2jMKJRwHwbDrSbQrR8bQcNsSKCbBdBL0LdoqZaEe5bRTCJa4RIjGK+h7g8KsBfXveNNkN/dO11wO7I/xunKabNOh8zusNCa1B/9ps/Py+DzeXw+Xwbv/1vv4j7rZZx2bvHo9/0XJFnCT3/yp/mXH/2XLJMl3/DAN/Cdr/1ODp27ay4rjyyF4VNw+riEfu8J+QLof2Zb4buH0L5fAr+8vkTeOx0pqV/gsQiTEuZnszXYT6cF7IvP9nW01iyNo7rFUd3kqGZxuLqvW6WC73omrnmxxbRI0y2ob4J+pezPophenOBXAL6ty5EEpXo3NA5XgC/U+2Hhv+uCdXJmBfN4sK3kV9CPB2TZvsKnQNdb24AvIK+oTdLUJYltoshiudRYLM5bM/P5vNKaURUFx7BlYkYxsXMDOzOKLtXCminhvpGYUcW6oOrqCFsh1TMSJSLMQ8JUpmX8YMzMH7KYjvCn68TM3rRMYcs4jaYEfKOJ7dVLz12oDgKbLLfJUpMo1HbgXq3cVV3BrunY9ioGmcikTOpjxDO05QR9PkCbnqGMTmFwSjYakcf7bRNh22u/vd1CbbWhWSMoiqlzV2Fs5wythL4RcSZmjKIx42DMMBgyCkcsKoYGqkKlaTbXSn0T8maDlmLQzgStLKUVRzQiH80f7Qe7P4AK6wfdLcC+gnq3fI6tNnOlwUjUGeQ1ztIaZ6HO0I8ZFIt6hr7cqTxcRIz9iCyHZ9/xdS++DF7o8cxv/AH85pyz4BZf/M++lU8NP8UPPPYDfGLwCd587c38nUf/Di9pvuTOf8A0htOPw/FH4eRjcPwx+Vz+wRPQuhe6D8HBg8X1Ieg+CPYL6zL2o4TjScDxOOB4spT3q+s44NZkudeusXWVSw2Lw5q5hn29gH1tdW9eOIsmy3NGccpZFHNaAP40jDnbuO9FCadRXOnBrwC/qd5Xlszhhm3T1XVUVv77eaCvEzQrwA/J8/MKWwhtS7WvAK/pHaBWxiLDwMD3VXx/uVe9xxWgMkv1XkQic0NaM7FsZrITHRvzvO9ur4uqwtHIjZxEjYkJCTKfZbzAD8fMlyPm0wH+bCoLq5MJSbw/wWPYjmxiqjc3opBFzl11EYot0zKpRRJqpefuzy723BVVSLg7KqaeY2oJJoFU7tG8iEEO0CdnqKNj8sEZ2XgsV7ru+/E8b0u1q60WaVMWU/3Cbx/bOUNb+u39fFYq9pV6D/fNkwIMxdgG+ybcjVrht0MrSWknMbVgjrLcgHkJ9sKW2dumh/zufA/Yc6dDaLaZijpDJNxPEo9+oMiJr4uIUXFdwb1qSKAQ0HLkhrW2a9B2jGKPskHN1vnv3vzSF18GL/T4w7f9NAfmZfKvqfGLrcd49+PvpmE2+P43fj9vvfetty8M+0O48Qdw8w/k9fkPrdcEGjU5CuHyI3DpEbj0sIT+XaRx0iznbBZwc7Tk5sjn+dGSW5OA4/EK+gGT5XkodT2DSw2Lyw2byw2ruLe2lP1FfnyYZVKphwXUC9j3CsCflt58zL6eGFdVODQ0jgydA0PnyJT3m4A/NHQ6uoaSRxt++9qa2bJrihdAHI/2/nwVxdpQ7qtoZBdVbZGtkjORRRAY+L7Yq96rvHchRJl3d1RLeuyZUUQiNexoNUBMWjNlJFITqK4h1bunkRuCVEuIRbyRdZ+yWI6YLQYspmP86Rh/MiFa7veyVV3HqTcLwEt7xrDraKZbwN0BbLLUIklMQj8vLZnlbF9apvg1KoXn7ijSc1cTTBGtM+7LCfq8jzo5QxsdQ/9Ewr0qKdNo7Cj3FkndIaiZLFyVmSvh3jcjmZRJpxtJGem57y5TWh22Zm8VULdAr7m0UWllOa00pR0FOMEU4a989gLuq/uqpUBCAbt9Duy4XTK7g683mYg6w7xOP/M4TlwGfl7ualiN9R4upIKPKuwwQ1XWYN85LUtDt1SErpAZComu4CswSuQyndU5jBMGUcoyyzj9yte9+DJ4Icd/eMfPcml0hafCT/G//6Xf4uODj/P1D3w93/v6762uC4RzePYxeOrfw1Pvg7NiooZQJfSvv1GOK776RdC877ZF2yzL6c1Dbo58bo6W3Bj6BfgL+I+X51I2bdfgcgH3yw2by82N+4bFUd2qXLYdZhmnYcxJGHMSJZyEESdhsqXsz8J4b1RSAB1d2jBHpgT6kaFv3R8aOkeGhqNKiyaM+kThGVHUK+DeIwp7hFGvAH2PJNnvxaqqtw34Qs0L0SDLPKneQ4MgMFgs0r3+exjuV4u6qpVzZmxhSsCX6r1IzRSAN9FL9a44WgF3A2GJwpqJifKAMPVZxnMWoUzMzGcyEukXXar74pBCKGV3qlOvY9eamO5q/IAni6rYZLlFGpmEgUIwj6VyLzpV9wpVAZarY7vqVkHVyHxZUA0maPMB2rSHOjxBDG6RjUbVGfd6Ha3dXhdTWy3iui2TMp7G1BEM7ZSBGXGmBQzTiVTtBdwn0aSymFozatvpmALsTbNJu/DbW1lOO4lpxQHWcrKj1jeKqlX7mhV9L9hxuiRWm5naZCJqDPI6Z6nHaWwx9NNSra+uowL2FW0ieKZG25Vb1ToF1DuuQd3RMS0N1VRBV0h1hVAXzMkYFsvt19eL12I6xXKdcvexodEuhv59z32XXnwZ3O3h9yc8+8O/A8B3vfxHCD14+5vezlfd+1Xn/+HlGD75i/DJX5IvgDQC1YR7vxTufzNc/xK48rrKTto8l4rh6f6Cp3sLnh7I6zODBU/3F4Q7qqHrGVxrOVxr2VxrOVxv2+Xz1aa9F/R5njOIU07CiOMw5jRKOA4jCf0w4SSSn+/rZjUVwWFRZD0qVPuRqW/dHxoaHU1Dyf012HchH/WIwj5h1COOB3stGlV1MYwDTOMAwzwoAN9FiHXXqhwmprFYRCXYNwFfVVy1V+p9p6HJijSsWJNwxygz7wBCV9Zwt9XCmkmIRUiYLVnGc/xowsIfMZ0P8GcF3CfjyuFhpuuW6t2uN7DcBrrpoehuCXdpzZjE4U5RdR6TV5DGdDSZlrEElpZiKhFGtkRP5hjBdKOgeow6OCYb9Cs9d8V1JdiLtIxoNYqkjFTuExdGdsbAijnTl/STSanYh8GQWcUWNoEo/fbdCGTLbNJWDFq5oJVmtJOYZuSjL8drsK8SMqv7Sr/d2QP2DrnTJTLbTJUGI2qlJdOLDAZ+LL32xXrb2nAeMbuNJdNydDquDD60Pfns2Tq6paEYCrmhkGiCQFOY5hmDaEOxF/sXZhUWqQBaBdTbGzsY5P3685aWURcLavkYNR0XPSYjonhIHI+KqPKQ1z/6My++DO72eP/ffif3GQ/y88H/x4f+kzE/8uU/st0wludw44Pwhz8uXwJJIBM8L/86eNlb5S7ZPXbPcBHxqZMpT5zMeOJkxqdOZjx5Nt/6A6cpgnvaDvd3Xe7vutzTcbheQP9q0znX8ZrmOadhzPNhzPNBxPNhXCr6kzDmOIo4CxOinf9/AugaGpcMnUumzmVTXjefj0ydhpIWNkyvsGd6ROHZXsjvy8CXHrzRxTQOi/sDFLVFlnrEsVMUWHUWi4T5fL4F+fl8vhfwQghcw8bR7I3i6io5I6dF2hv2zCo5o7gaSpF5xxZk2qqwWqRmollhzfSZTYYspzI1E1UUeTXDLJW702hiuUVR1fBQVZdc2EAB98ggWuT4s+i2s2VW4wdsS2DqWQH3ACNZoIdjdH+MOuuhDU9QB7fIhv3qtIxtS+XebqO124i2VO5hzWTuqUwcGNs5PSvizAjopeO15x6MtnZkbP3ahbbls5f3Vou20aAlNFoZtNN1MVXdhPmm574c7p8wCzIavQP2lSWz1FtMlAajvEYv8zhNa/QCZctjH24o+CpLRldFYcGYpWpvuwZNR8eyNTRTQxhStSe6KC2Z4ZYlkzKIzv9dWx2GEOV47lK9G9oW7Fu6SlMJqTPFzcekyRrmcTws7kfFvQR+mlb0YiDQ9WbRYNjmDa//uRdfBndzfOY9j6G/J+A0eJ7f+y97vO2L3oa6mlOfJvK7gN//F9L/txrw6m+G1/41OSVzw2M/mwV89MaEj9wY8bGbEz51MqM3W9sSTUfnoaMaDx7VJPgPXO7vuFxr2VvRynmScjOMeD5Yw/75IOJmEHGzUPe7PHFUhcs7UL9cgH71fKBBngwIw1PC6JQwPCMMT4nC4j46vdCH17Qm5kq9F2peVdtkeU0u8wgtlsuVB++XYF+Bfl+BddXY5GgWjmJhY2CnOnYsh4nZqbRnnE17RoDiytG/wtPBXHnvqyFicxbRhLk/Yjbvy+TMZII/Ge1X70KUWXen0cRpNMuiqqrJ1EyeS989jk2ipZBF1enFiRmtSMxYtoKlr8YPrOA+RV+O0KayiUkZ3oL+WWXOXRjGlnJX2oXnXpcF1akrGFkpfTvmzAjp5dMS7INgUKncV3BfWTFtq12eLd2jhUInF7SSlFYcUgtmiOWehIzfl9vg9v/s5e6HHbDjdEnsDnO1wUQ0GCJTMqexQ3+59ttLr/02loxrqLS9Ndxbjty0VrN1DEstLZlEV4h0wZx8y4pZXasmt4Ic7lcq9hXQDW3LpmlrQqp2JujpiCQe7ij2wZZ6j+NRZdd4OY676D3R9VYxrbVV7jzW9Ta6sfq8CShEUYTv+7Tb7RdfBndzfOB7fpJL1lU+8urP8vXf9h3ywyyDT/w8vPcHZQy0/RL4ku+ULwHDJctyPnUy47En+3z4uTEfuTHm+bFUkpoiePCoxisu13n5pRoPXarx8ks1DmomQgiyPOckjHlmGfFMEPLsMuKZZcgzy5DnltE5f14VcNnUuWYaXLMMrloGV01dXi2dK4aOlU83IC/hLiG/Bn8U9dk1lKWKP8A0jwqr5hBd65DnNZLUI47swoNXy5jkJuSr5s7Y+grwJjYmdqpjxTpWpGCnxoaCN2RjUwl4A+GtBolJeybIlhLw4Zi5P2Iy6+NPRzIWOZ3unTOjqBpOU0Yi3UYTq9ZAt9aARxSAT2yiMu++Ts3s+6O/KqrajoJp5FirxEzio8czdH+ENu+jjc9QB7dgeFbdoappW8pdabdIGx5h3ZTdqa7C2M7oWwlnZsAZU4YbGfdJONlaaVr+uoUivfVNqK8gr9q0hUY7g1aa0I4j6sGsKKbu8dyr9jMr+gbQ12DPnQ6R2WamNhjTYJBL1X4aWwz8jOEi3PLbh4uochigENC09cJjN2m5Om3XpO3qOLaOZqrSktFVEl0QaILJXktGFlL3HaqgBPu2JaOWsO/oGk01ocYMLx9BKiFeWjIbCj4qPq9qKpT/2xvFEp1WAfn2BtR3AK+3UFVHLhHy/a1z1VxY9bwa9vf2t7/9xZfBnR6/9UM/xkOzl/OE/zh/6Z/9Dfnhk/8efvMHZBz06GH4ir8HD/2nHM8i3vupMx777IDff2rAcCFBeK1l89rrzfJ8+GoDS1eZxAmf9kM+vQh4YhHw1DLk2WXIc0G0NZhMFXDNNLjPNrnXNrhuyfOqZXDFUGkyJI6OCYJbhMFxAftN8PfI8/NQ1vU2pnkJ0zzENA7R9UNyGiSxSxy7+L7BYiGYz31msxmz2axU8fsOSzNx9ELB59KDt2MNK9Q2Cqwm9sqiUUBxDangHZXMyEm0hJiQMJObmVaAn057Mj0zGVU2NemmVQLeaTQxC+9d1WUsEhyyTKZmoqVKME8KeyYirohE6qaK7WlYFlhFI5OZLzGiGXpQZN3HJ6jjE5TeLbLJeP8cHEVZRyE7HdRWi6zpEdYtfE8v4T6wEs7MkDNlzrDw24fB8MLu1BXct5S72aKly6RMOxO0k5h2ElIPZqj+SC75WfQ2EjP9/ZNkATT7HNjXlkyTqdpkRJ1+6nGaepxFJoNFzHARbhVSB4voXL2r/H3esGTaBdg7rkHD0TFMmZKhSMlEW5ZMupWSuaiQaisKHeO8374J9pau0FQCavkUKxuRJiuIF1CPRoVyX1syVYvr5Z6FVgn028O9iaLopWq/COib91U9KQCGYeC6Lo7jlOfm86OPPvriy+BOjll/yI1/9H6EUDj6vtfTdnL4tf8ePvEL0LgHvvJ/YPbg1/NvPnzMv/3I83z4OTnh8XLD4k0v7fKml3Z40wMdDusWn14EfHTm8/H5kk8vQp5YBJxEa1vEVgT322YJ/PuK+2t6Sjs/IS1gH4S35DW4RRgeE4Yn5wqvqupJJW8eYppH6NqBhHziEYUOQWCxWKjMZkvm83kJ+n1/qIQQuLr04V3FxM4MmXuPdOxIw8nNstCqokgF7+moNQPhamRGRqIkRAQEqc8ynjIvopHTaQ9/OmYxGZNUpHgs1yutGbvWwHDqG4s73MKeMUlim3BJac8Es/2jf4VAzpixV5HIYjJkssCIJmj+GG12hjY6RR3chP4ZecXPTW00irRMG7XTJm/WCWsWfq1oYio6VHtmyIm6YBiNthIzScW3/qu0zDnlrnm0hUq7sGXacUQznKMth1K1L3rFtVDwu4MFV4fhbUF9dZ85HZZai4myGYH0OAs0houQ/qp5aSH3JI/8mLTCkyktmTLjLiEvC6kqqqHKQqquEGmCuZCWzHAnAlm153hVSN1vyaw/b2k5dbHAy8Zo2a5aH51T7kky3htkAFBVZwPom8q9g7FS8qWq76BpNfI8Z7lc3pFaXz1XjegWQpyD+e2eNU32/ORpTubHZH5MOpfXbJFQ+9IrL74M7uT4zbf9b7zcfoRPmo/z1f+ZBr/1DyEJ4S3fx2ce+K/5vz54zM9/+Hn8KOUVl+t83SOX+ZpXXcKu6fzB1OfDU5+Pznw+NluW34raisLLXJOHXIsHHYuHHJP79Bmd7JgwfI7l8jmWyxvF+RxxPNj6OQmhY5qXsKwrWNZlNO2QPGsRxzWCwGE+N5jNYqbTaXkGe4qIilBwdBtXs3AwcXIDO9axQg03lQre2bRpNAW1LjPwWHLWe6RGhJnPsrBoposB0+kZi8mIxXi0P/u+8t83AW/VUIumJoRDntmkiSyuBovstpn30nu3wCoLq0vMuFDviwHq+Ax1dAu1d4tsPNof29T1Ndy7HWg2iBoOQV0ODpu4MLAzelbEqe4zSCalch8Gw8qhYa7uyqYlu73judekLZML2mlGO4lt1XpoAAAgAElEQVRohQt0fyjVeqncexfbMpotdy+7neJ6IEcOOAf4epOp0mBAg15WJGWWilx6fxdwr1tauUaz7UqvveUYuI6ObqoohkqmK8SFJTPNsnW2PVoDvmqRzqqQumnBbPvt8mstJaYmpjj5mDwenffXy2Kq3Gt8+0Jq4bPvVe6bXnsbVbVK1X6ndoxfNcsIqdrvBOirZ9M0URS5IS4PU7JFTLqIyfyEbBGXZ7q6Lz5PFzH5cv/fnevvePOLL4PbHZ/4rd/F/vWIfnDCG173r+HZ98P9b+GpL/lBfvQPY3718RMMTeEvP3KFv/z6q/QdhcfGcx4bz3lmKb/dthTBw57Na+sOj3gGD2oDjrKnWfpPslh8Bt9/Et9/mizbVJ4KlnUF276OaV4DDkjiBsuly8I3mU1hOp2XoN/nybuGjac5uMLCTg2cWMMONexMAt7JTayi2Ko4GkrNQNgKmSk7WEMCgnTOIpyyWA6ZLPpMJz0W41Fl/t10XJxmC7fZxKk3i8am+ob/7pAlFlGgs1yk+JMI/wJ7xnI1mXk3KLpVQ4x0gRFO0ZYj9FlPTofsP0/eP4GK1EyZd+92UNtt0oZL2LCLrLvCyM3pWxGnZsApM4ahLKgOgyHLipkvlmqtoW6316A3GrSFTjtXaGUpnTimFfqYy9E6LbNS8P4Awop6gWqUQJdw74J7QOZ0C7g3GeZ1enmdk0K5b8J9UHjvt4P7av+xhPuO324WcNcEgQbjLNuC+iCS9kxctSJSUcox29KO2fDZy88V6sKnxhQjGZEkwwuVexwPK0aAgBBGqcrXtkxrQ7nv2jJN8lwQBMEd2zG+71d2ka9U+53C3XEc9GLCcZ5kEtxbqn0P2OcxafG1Si9MFbK25q7HfW89u3Izm1psaNMa5osvg9sdv/83/2+u2PcwzH+U1zU/wuDN/xP/4Mbr+OU/PsY1NL7lS+6h+UCD984WfHCyIEeOKv7Spssb6wav1o65kvwxy/njTGePs1w+s/Htp8CyruE4L0HTrpPELYKwzmJuMx4rjMczxuMx8/m2qhHI6KSr2nhYOKmBE+k4kY6bW7i5iYOJiiKnSDZMhKuSmSmxKkcD+/GUeTBm6vcZT06Zj/ssRsO9KRpV13GbbQn4RgvDrqGbNVTNQ6guee6QpnJDU7DI8afSookqVIjpaNiOgmXmWGqMmQeYyRw9nGAshmjTM7ThLZTeTfLRYL/3viqsdjponQ60GsQNh2XNKCORAzulZ0Uc6wv6yaSEe5Xvrgp1S7F37E4xeqBBR7XoFHBvJzGtKMBZ5dxXUF/ZM8H+RTAItQT62p45kLaM3maqNhjkdfoF3E+C9UyZwTzcikJWJWUatr6l2ttFUdWxdVRTkcrdUIl1wVIRjLP0nGq/yG/31F24n79vaxk15tTzMWo6Koqogz0F1SIGGY9ZT6jf+X+iehf666WSN1aFVI8kSe7Kjlkul5XTW3Vdvys7xrKstWoP0h2Qr8C+oeD99dfzCkEEG0t6qsC+ei6+JsyLN+dlaUown8kNbdMp11/16hdfBhcd733Hj/Pg6CE+PfkQX/Haf8tPXv37/KMPhKiK4Gsevcrgms1vTudkwCtci69pKbxRe4Lu8veYTz+E7z/NKpVjmpdw7JeTc5UwaDGdeQwHOoPBjNFotLWfVRGCmu5SUxy8zMKLDdzQoJZbeLmNg4EiFJmJr8kFH4mWEIklfirjkrNFn9H0hOm4x2I8JN2jZEzXxW228VptrFoTw2qg6hLwIAGfRhaBL5dn+9Nqi8awVWxXxV6lZ/IAI5WzZozFEG1yija8hXp2g3w83PtjKJ6H2mmjdbpSvW8WVj2FkZPRM2POzIBjVar34XLIIBhUqndXd9dwtzpSuZstOkVippPldJKEdhRQL2fL9Lbtmaq5MuXogYO15+4eyIKqUcyUEQ0J99jjODIZ+gmDDdU+mF8cg2zYOh3P2Mi3m8XIARmBXCn3UBcsVcE4PQ/3iyKQDU0tF+hsQ32jcUmNqOVT6kwgHe7JtheQLwqsVZNZQUHXm+UO421bZuW1dzaA3wJ0giC4YzvmotlPQghs2z4H8IvgvqXad8E+j0n3WTOFD1/5P1UrhgU6693Ja7Br51S74ugItRrseZ4T+osS7KsVnKs9y+vnKcvZhOV0em4XxPf+3K+8+DKoOuaDPs/+0PtRhQ4P/AJvm38zTwwiHn2wy+RlNR5PIpqawjc257yZ91Kb/QZB8DwgY2G2/WqS+CrzeYezM5uTE39L4auKSlP3qOcOtcikHls0ModabktVb6goDYPcESR6Qih8FumU2bLPeHbKcHSL6eBsb8OTYTt4rTZuq43lNTGsOqpRQ1FrRQerQxyaLOfgT0L8SbS3yKpbKrajYls5lrqyaOQYYN2XgNdHt1BOb8Cov/f3UXFd1G4HrXuA0m4RN12ChsWipjNxBQMnpWfHHOs+vUx674PlgHE4Jt1TwFOEUtoxHauzBr1Rp4MsqnbSjHYc0goX2KvEzKY94w+gojiI3SqsmQ24Ox18vcVMaTISDXpZndPU5Tiy6S/S0mu/E7g3Hb0cNbCyZRqOjmVpaKaKMBVSTSHWFXxNMN6cJ1MAflyxHW2zK3Wfau/qGi1N0FB86vkMjxF5ct5fjwvFvrrP84puZMU876+fs2jaxTKdNprWIE2zu7JjLtq5oOv6XXntpWrPcvIgWYN9kWwp9BLsG6DPw4o/LwIUW9u2XnbB7uqozlrBC0O5ULXHUShBvgn2TcDv+TyrGuSnasW4kjp2vY5Va6yfy7PBfa95cTZR5fGev/lPeYX7ev6D/z7+lvNFXG7ZuK/u8Lidc93I+UbrQ7xu9n+gZyNUtY6uvxrfv8bZaYNnn02IioSQKlTaWo1W6tIMbdq5RzNzcYWJWjfJPUFsRPj5jGk4ZDI/ZTh5nuHgllzTt3M4jSZeu4vTaGO5LTSzgaLWAJckdUgKyC8mIcvZ/hEFlqNhOwLbSLGUEDNdYIZTdH+AMTtFGx6jnt2A4dn+AqvjoHW7aJ0OSqdF3PRY1s0C8NC3U87skOcNn7N0zCAYMFgOKrtVbc1eq/aVgjfbdFSLNiqdXM6XaYcBzWCG4hd2zPxsHY2smi1j1rf8dpwOuXsgp0EqDUZFQfU0q3EcOvT8lH5hy6yamO4E7t2NsQN1W3amqoYKZhGD1BSWKozSdMdzrx45oCDz7aUts8eSaakpjWLcgJuPtrtSt0YPDImiUeUuY5A7FTb99U2oG6WSX6t6RbEJw/C2QN98ruo3Ac556Repd8dxMAwDgDxOz1sv5zz3ZK3o/bjKlZJjRjatF0fbY8Wsdyorjo5QqsGeJsmGHTPZUeny9HcUfFWirtzgVoB9C+jFZNn15xL6umXf0TZFIcSLL4N9x6ff8x609wiGwRnfZLrc+4pDnrjHpG3At2i/zpcG70YXBln2KMe3rvL00zpZJlCEQlet0w09DtI6B3mduuqiNnUiK2KejRkHZ/THNzg9e4rFbLuD13Rcat0DnEYHy22iGU2EWiPLXdLYIVpazCcJ/niPkhdguxq2LbD1FEsEmOkcIxijz/vokxO0/k3Uk2cQy/PfxgvLWgO+2yFuuoR1i3kB+IGTcWaF3DJ8TvMJ/WX/wo7VmlGjY3Xo2B26dlfemw06wqCDQjvN6MQhrdAvvPdeAfe+XM256O9X70KRqt07LAB/CO4Bsd1lrjWZKC36eZ3TrM5x5HIWCPoF2AeL4jqP9i7ZgW1bpuOadLyNYWGGCqZKqgtCTeCXcN+eBlm1U0EXokzJ7AN8W1dpqQkNMcfLx9jZkLRYeynz7YNztkzVqksh1HMNS5txyLXnXtgyeos8V1gul3vBvntdnVlFo5amaXfltdu2Xar2bFltvWxZNcXneUVnNwIJ7kKhb6rzc8XVlSVj7B/UCJBnGaHvS6tlA+q7MN8Ef1UvDIBh29sg34X7DvAtz0NRqn9+Fx1xJHc2r87lIip3OAfzmK/4ay9/8WWw73jsu9/NVfc+/s/g9/k3X/5VzDs636D/Dm+NfgwHh5s3Hua55y6TpwaHosnluMmVtMWB1kDUBTNlzGB5i1v9z3By8lmyAmpCKNQPDvHah1heB81sIcQq9+8SzBXm4/DcTBpVE7ieimNKyFvpDCscY8x7aONjtP4NlJNnUaLzikLxPLSDA9SDLlmnQdB08OsGE09h6OWcOgnH5pITJvSDAYNgwKRiPK+ne3Ttbllc7VpdOrpHVzHo5IJOktBNItqhj+kPd+Deqx5DoNngFVFIV0I+cw9Z6i2maosBdXp5g5PE41bk0F8kUrlvKPiqoWGmpsiF9p5RRiJbroFta+iWnCmTGSqRjmxgKqKQ/WJxTj+u3ohmKkKCvaqQqqu01Jg6c2r5GDMbypEDG3Av76PhBYtyVqO2O2t/3ShGD2wVVNfKXdNqJElaqdr3wf2ipiXLsrYAvnvdvV+p9ixKz1svG6p9F+yZn1SO/ReGugb7SqFvWDK7SRnF1i5U7XEYrFX6DtD9ChW/d7kPoGrahjrfgXsBdWfjc6tWR9vYk343RxIXYF+sYb4J9mAenftasmf5lPxNlYGO//Z/ecuf75eBEOJdwNcBZ3meP3y7fx7+5C+DX/mB/5nXhF/ME9OP8q1f+0ZeWh/y15N3cDWd8+STD3F2ej9X0wNemhxxXe+SOjG94DmevvVReuNnyclRVI3G4WXc5iV0+wChtEnTJsHCYzaKt2AvFHA9FdfKsJUAK5lhLgcY01P0wQ20W0+ijk/Z/SOtNhpohwco3S5pu07QtJnVdcYu9N2UYzvipjnnOBnSW/YYBsO9CRpXd7cUfNtq09U8OkKjk0E3TehEAZ1wgbUYFrbM2TpFU9XQtPLeC7jn7gGR1WWutRgJmXc/S+vcSjyOfZWBH5dgX/nv+6wZRchR3F3PLBS8tGdcR86VUUxVjh4wBEsNJlnGIFlbM/0o2TtmG2SHd3dDtW8urO9uKnemxTyZIUnpsw/XS+s3gH9HcF9FHleAL67rr7dva8nsg3uVJbOvael2cFdVdY/XvoJ5svO8PvMqCCmUMN9NyWx/Ji0Z1dEQFePVYcOOKSDulwCfbAN9A+zJHvEkf3/kzuVNoDt7lPqmgtdN647smHM/7zgjWOyCPSrvl/OYcONry0VMUlW/YDWhVscqVn+aRo6pJBjIvc56VOx19kdoswHKtEc2HvGSn/tzPqhOCPFmYA78xOfjZTAbjnj2B9+Hrpj8N68N+aKrf8DXpr/CjadeQe/4lbw8vs6D6iXmyQmfuvkBhsEtEILG4VWcxnVU4zJJfMB87JJs/D00TAXPzXCVADseYc9OMPrPot98AmN0E2UH0upBF+3oiOygTdB2mbVMRnVBz8u5ZYfcNBecJAN6fo9ReH5YnCIU2labA/uArt3lwDngwGhyoBh0c4VOmtKNAjqhj+0PpIKfn66v+8YRKNq6kck9AO+Q3OmyNDpMlCZDIb33W0mNm6FLz8+kPVMUVfvzsHIEQc3UJNgL5S6tGQPTUlFNDWHKDtVQE8yVnGFRVF0p98EFUchNW6ar62UhtbvqUFUT6syoM8HKhqQvGO72Rszx9nAXwtrbkXoR3KtGcGuadldwLwupSbb21zcTMpuNSpve+0Veu6FcAPLiufDZVVdHWNWqPc8yAn+xUyid7AB9G/Khf5Ed46xVeX2tzJ0KBW+5HuI2+0T2HWmalYr9vFpfWTPJlnKv6q8BMCxVQt0zJNj1rFj7GaGnPka8QAsmaMsx2lSCPR8NScdj0tGI7AKLSjgOWrOJWpz3vvtdf75fBgBCiPuAX/58vAz+3Xf9Ex6pvZHfmf824298jE4v5OnPfjEPLR/keuLw6ZPHOA6eonFwHav2UpL0KotJE5DfElsWNMwAL+rjjJ7DOv005s1PYmwUToVpol+7RnblgPCgzrRpMKgrnLgxN2yfp40Jx2GP/rJ/Lk2jCY2O3eHAPpCAtzp0NZsDNA5yQTeJOQyXtJZTtEUP5r015Pd6+0L67t6R9OC9I3L3kIXRLuyZFmdZg1tpjZtLi94ioj+P6M/CEvT7mpl0VdBxTbq1te/edAwsu9jAZKhFUVXgq4JxLpfYrwB/UYfqKufe3QP4Eu5iTp0Jbj4k/zzBPc+NC9Mxu9eLsu2mad4W6Pssma1u1I2kzLmUzN0mZHYy7efz7Rer9jgIqq2XfX77RXaMrmPXGzi1C5T6ViG1hqrdvR2TpRnBItmC+3LXfllsA7+qrwbkbCsJdjmd1tTX+5z1dIkeL+TiIH+MNuujTnrk4yHJeEQ6npBf0MGseJ6EeqtVXCXgtfJ5fc3rLnNbMCVgHI4Zh2Mm4YS/8uBf+YvxMhBCfAfwHQD33HPPo88+++xd/3c+8Gu/zuFvKYyiAZ/6qn/K6NlXUj99A/f7Np85+z1CW0E1HyYK70coLoae09Km1CfP4N74KO7pJzEj2Umq1OuI+64TXG4y6VicNQXP1SI+Y095Qjmlt+yfmyRpazaX3EscOUdcco440mscKQZHmeAojjgIfZrzAcr8FGbHMDuRNs0+g9VqFIA/ktFI7xBf7zLVWgxFk7O8wfNxnZuRQ2+e0puHEvLzkME83GvPGKpC1zPoFkvsu560ZsotTKZKaigEmmAmcgaJ7E7txzH9CxIzpiJKz30T8CvlviqoNpji5UOU5E8G9zXMNzpS98A9TbW96rwK7lWb0YA7Uuu7c2TyNCdbxufV+Vyq9vNWzQXdqLu5dndXrReAv4OETJalBPP5ls9eQv7c823sGEXZq8ztWqPSa9dM867tmCzLCf0dtb4F8qgA/9qeqeqnAdAMRc61cnVMe1OxS7Ab8RwtnKIthqjzAeq4B+Mh6WhEOh5XzrgCyY4S5s3zMC9h32gS1y1mFkyyRQn2TcCX98H6virR9/h/9fhfjJfB5vFCvzN4/3e/k3vcl/Ie4/9hZrd5ZPJynj/5IBPNIOe1qPpVDpQ+zVsfpnHzj/DmzyN0jfyBe5ne0+b4UOezrZCPeAM+wS2SDVUvEBy5R1z1rnLVucQVzeMSCkdJyqUo4Gg5x5v3EPNTCfn5CZzb4yqkPVO7BLXL5LVLhNYhE61DXzSlgk9q3Ig8Tn2ZoOkVCr7Kfzc0hQPPpFszOSi6VV1Hw7A06b2bslPV12BKTj9O6UUxvSISuQ/vqmCrqLoLeBmFnFNnSi0foCeDcsTA5wruut4iSdQS3qvzIrhXDQlTVfWu4L5KyVQWUjejkBtdqtnygkKqpe7vPq14vijXvllE3Qv1jUYlfzaVceeqBS076Rin3jhvx2x8zXScu7Zj8iwnXCY7BdRoy47ZVeyBX7HiE1B1Re5wdteK3SisGCPz0eO5tGL8MdpMzrZi1C+tmKqNcAghBxhWwXxDuYtmg6WjMbVyxsl0G+Q796NwVMI9qvi7AeApBg3FoIlKM4dmmtFMYhpxQDP0aUY+jTSjmaU0s4yr/+PoxZcBwM/9/X/Em6Iv59PTP+ZGN6FzNudp/yYY/xFNNC4/+Rsc9j6MVjcYPXydz15V+GB7xAecY2I5DBBVqFyvXecltevcpze4JnSuxinXgjmX5wP06S2Y3JS2ze5hNaF2GeqXyb1LLK1DplqHvtLhJGtyM23ybOByPEs5mwWczULOZuHezUyWvkrPmGWR1dkAvBz9q7DUCnsmTunFCb0oruxUtRVBt1hleWBoHOjyvmtoHOgqLWVJjRl1Rlhpv/DdB8Wy+mGxs3hAHA9I0/3f7t4t3NNUq4T7vucqv33fkLCLIG+aJuT8KRZShUzIbKlzvVzKc/5eQ6j7AZpnGcvdTPt0eqF6r8q0b6p2ZzMlUy+Ue72+tmrqdWyvjlbYVXd65HlOtExuk4pJpD2zAfkq3CiawF4VT21ZPDXUBCMP5ZrPWC4LUv0h2myINinAPhrdHuy7UG81pefeaqE2WwXgW2R1l7kjmBgJ02S+DfVgv3qfRtPKseQqgoZq0hA6LRQaWU4zTWnGEY1oSTNc0EwiGllGK01ppBmNLGNljIWah682mCt1pqLGMHfppx5nicNJ7NBPXUbU+Okf/nsvvgxGoyE3/uH7sFSbD2gfJjl+nrn6KjpLlfuf/hX0+ogPP+Lya5dO+Ww3JheCrtXl4fq9vFJv8rIk5yX+lOvjW+iDp2TSZvPQbGhcg8Y14to1JsYRPfWQY7rcSNo8HdW4NYfTWUhvGtCbh+cW2YMcKHZYtziqm3Q8k5prYNoaqiUtmlhXWOowyrNSwV+UnHFUhQNd49DYALuhcWDodLSclljQYEI9H6IlfdmdGkvAx9H6PoqG7Ksqypz7ym+XS+n1jXu5qH7blrkbuFcp981ZMq7rlufu8+ozXdf/lAupO/HH26h3YVXPkNnqRN1NyeyxaIL5fO8CHwDdsguw73rrjW3Yv0DVnuc5cZBuWTBbqZhFTLhh0Szn8nlf5zuAoogNj13FNDJMNUXPQ4w8QI9lKkau+JQeO6Me2UqxVzW3rRR7q7U+mw2p0jdgrzSbRJ4p/XUjYZzMthV6MNqr4P2k2tu3hEZDMWgJjUYuaGYrtR4Wan0hFXya0cwyGlmKl+UoQCY0llqDhVpnptQZ5x6D3KOfupzEEuyj3JMnNca5xxiPFBVNETQdnWaxl3l1bTlGef9X33jvn++XgRDiZ4CvALrAKfADeZ6/86J/525fBr/0ne/gdfU38cHp+7g1m+GIV/Dgk7/CzWvP8bOv9XnyMrysdg9vNDq8Pkx4eHiTo9MnIN1QVN4RefulLGr3MTCvc6xc5tm0w2ejJp+dmdyahNyaLPdua2o6Okc1i8O6SdszcB0D3VZRLJXUUAl0wVyDYZpxGsWcRvuX0wPUVIWDLbjrHBQ2TVsNabJArvuWgC/BHvXLzHsUDSrH/aqqWyj3TgnzTbjLz7sYegdwWS6DO4Z71TyZzeali+C+ejYMo+hI3QD6fEfBz1dWjby/sJDqbMyKuS3cqwupeZYRLObnVXphw+yDfKVqF8raX9/11feA3a7dnWrP85w4TPdbLlsF1O3GpayiZiEUgeVqW4rdVNMy7mgkC/RATqFVZwPUaQ8x6pGtFPudgH1DsZcWTHGKeo2lpzNzBFM9ZRRPtm2XClsmOWfVro+6YtJUdJq5QiOHZprSSGKa0VKCPQ4k7LOssGMyrIKTkeria/VSrY9yj37q0UscjmOHXuoyxmOU1xjhMc495tiAwDVUCXB3G+bbgJfXlmPQdHVqpnbbOssXfAfy+37+/+X6Y3Wm8ZjfHj7FA2c9hvZ7+ekvj+lePeI/jxS+8tYTdJeyWSq3W4TdhzlzH+Rp7SV8KrnMRxZtnhgLbgz9c4q+7RpcblgcNSwanoHl6iiWRmarRLpgpkEvTTkLE06jmPmeIqsuBIeGVPBHZnE1dA4NtQC8tGe8rIeSnBGFvS2wr1T8/t2pStmoZGyAfHW/qeQVpU4Ycsdwr8q4rzz3O1Hta7hna4CvrJd5fN6mmUfSkqnqSFXFGuDeBtBXEcidIutFTUtJFJ2zXqoKqP50QjCbVat209qA93nlvm3JNLAc965Ue5pkW8XSzQx7MItY7gJ/HpNWxIARYLk6tieLp5aRY6hy85uRrRW7thyjzQcokx7K6Gyt2C8YtaDW6zuKXfrr2lYapobvSX99YiRMktka6MH4HNzH4ZhpON27+hNAEwpNxaRZqvWcZprQiENa4ZJGtJC2TJrSyKRqr2cZGpAJlUCr46t1pqLOBI9h7tFLXU4Th5PIYZh7jPMaww21HqOhKoKmrZfgLmHubsJ8Bfn1vaHdfeT1To4v+JfB737Xj3Gv9yC/sfxVrnzio/zUlz3HwX0O33HraV4VxUTNl3Cj/kX8kXiY9/r38f6ezWwjF+waKvd2XA6aFo2GieUZ5LbK0lCYanCSJhyHMb3oPIhtReHI1AqwF6DXNQ70jLaY0xQTGvkAOzkliXtE0YAw6hFFvcKe6e8FvGxm6p63Z8rn4jO9Q5paLBbLEuCrVZb7zqq0jKIod6zaV3AnztcQLwB+TrVv3Ff67auUjGecjz96Owreqx7ru861rwql29bMPosmDqtWHK4blraz7Y1K0OuGuf/Xt+fYLKAuZ9F2MmYWlZbMclZ47vOY6IIsu+loZYOSZYChpUXxNEBP5ujhDL0A+1qxDy8GO+xR7Dtwb7VIaja+ozF1YKzHTAorZgvoOz77omqxD9KGaRZF00YOrSyTar0Ye9KIljSzjFYqLZhmmuHmOQKIFYultvbWR3j0s1qh1m16iVeo9bUNM8MmR8Ex1C1Ffg7m7nmo163bq/XP5/EF/TL4qb/7D3iL+EqenH2cj43eyYfeEvJ3hyfco13iN82v4p3j1/H4sgOAZ2rcf+jR6dhYDYPU0xkZcCtLuRHG5xZ71DWFK6bBZVPnqmlw2dQ40mI6YkZHDGhkp+jxCVHcL+DeIwr7hFFv76wZIVQMvYthdjGMA7mY3ijuzfWzqrYJQ4Hv+1tg34X86rlqrsydgn21dYlCuVfBfFfNU6U6NeU8xN0N1b557+kIYz/ckziujD2eA/5tcu2aae7x1NdF1HNeu+ve1fyY1cyYEuSlao+2CqqbEch9wwdhMxmjyVWeWoohYumxJ7702IMJ2nyANu0hRqfk48KKqVgKBKA0Guti6R5LRm02iWs2c1cws2BsJozi6TmFvgn3STghSKv/m56iF0VTtSyatpJV0dSnmSZSsWdrj93Kc3JEodYbzJQaY2oMC299S62vbJjiPsRAEdDcB/M9Cn1t0+iY2gubF/Tn6fiCfRmM+z2e/aHfxtE8/nX+Y7zy8u/zhvASP7r4On41fQMHTYfLV2qoLZNxTeVJUoKNX2NNVcodxfdaOle1JYdiTFv0aWbHaLHcSSyX0J8RRad7I5LSolkBvotZXFeQN40DhGgSRTqLhb8X7pv3Vav1VFXFdV08z9sC+ebz6t62bUSc74d7hY2W/N4AAByCSURBVJonqfCKVxMg98G8VPDGhRHI1XCw6iz7efUeBxUzdramPm546vssmuJeN60L/yxtHqtGpV2Qn7NmVrCfVc+MWe1olmAXmFqGoa7BbsRztGWxynM6QB2flMmYOwL7Jtw3VLvSaBB6BnNHkYrdiGXxdEeh7xZSq/Y4C6ChmDSFSiNXCrWe0EyiwltfljBvFlHHRirTMIliFmq9xlTUGeMxSF16qSu99cQtPfUREuxTXDIUbF3do8x3LJkdf71maSgXzDL6i3x8wb4MfuFv/DCPNr6MP5z+Ng9c+3F+avFN/JL2lbRf2uakrTF3VBCClqbySs/mQTvjpdqEa8oJB+kNrOhpgvAmwfImQXjCbrREUexiEf3ueQnLPELXD4hjF98Py0X08/n83P1F3rtpmrcF++reUPVyXV42j2QyZh6TLiJ5XRVYZ5GEe1UhcHPkwAbEqxT8vgmQWZpuZNgn+JPxdvF0F/YXqXbDrCyg7lo0dv3upj6u0zEbIJ+tC6fL2U5R9YLdzFDshnA1TEsU3acxZjFWQI/m6+7TaQ9lcooyOiUbjckvGB63alDSmruKXap2GjWWrs7CUZhYGWNzIxUTjPcWUSfhpNpfR8g0DOpWGqa5yq4ncQn0FeBrWYYKBFoNX5VF08mGWj9JZBpmmHlrsBeF0wATRchJsts2zHl/fato6uhYF3REv3icP74gXwa/9pPv5oGPXWEeT/mM+b/yj823cfqSy0RXHe7zTN7gBrxSfZaHssfxgo/i+5/dSdcITPMIy7qGbV3Dsq9iW9cwzcuoaococlkuKYG+C/gV5Pf9nlmWhed55VkFecdx0BLx/7d37sGSXOVh/33TPe9Xz9xdSbur1UqLZIEs9Njl7QQpyMhCCSgYYjAkwcZVhGCoOIFUSKmK4mUINnZCXDZExrIEIbEK2xjhAJIKhJEfEmChJ0ho9UBa7e59zfPO3Hl1n/xxTs+dmTsz90rsnXu1Or+qru7pPt39bW/f73z9ne/7znilvtIZsur9lS5qTBQToH3umdiA6yU21Yofp9z9XrefnBQq+NWaiY6pVWnWKv3t1Vp13QxLa49VSGSypEYU+DQl/0ysdr8bGP+6Ue71SVZ7Z8PomIgjZgA10h9AjdMmGrSI9VZwWzWijbIpKzBPpHwCVVrelGLvZ56OWOxBLkMz7WiLPakox7tUuvUhhR5mm4bKfVK2KUBCnIHYdR0N4/U6OhqmszrkgskHPgXjX9chjh4NR/vWK2RZDtIsGqW+4KeG3C9llaVKGh+HRDQy0TLvK/MR/3ouEX3eWuuz5GR1Bu7JEGZWJO/sEssk+IG6jY/s/xjO+Tle7x3lF/wvcvrq7bCqB9uisd246XPZc8YbSafPJRY7k17Po9VKUq+3qFarnDheMxPSl6hWHx9bAlhE+so9l8uxd+/e/u9sNrum/JNppKWGLPeg0cGvdQmOGdfMyjzNRpeVle74KfX6oZAxnEyU6N40idCCz5hB1UzMrMf73MMomZVaVSv3+eqaFd8Pgwyt+iqd1fGuqcHwx1Quz+4D5/Rj2kPXTCq3FueeyGY3b7UHinazx0q5sc71MpS8VN9cQbB42iWRdEgkhHTUp1DsEiu0iPkNrdhX1/zskdJxKC2gahMmscfUiikUcIoFnDkP9wWHh5R7N5ugmXZppCJUEgHleJeqv0K5VR5Q7otU20f6Vnxrfop/XVzy4uKpCF4QcMD3jbW+qhV8EIwo94CkUrSdTD/EsYpHWaVZCnRC0qOdFMvGWteKXSv4Bro653prXa8PpKJcPMG/bq31U5/nzJfBn77/v3KFexWPrzzE2y+7iKvOuIure1/AkyZe/jCZ7CUodQ7t1h4qFZ9SqcTy8jKlUonGmAqAyWSSXC5HLpcjn8+Ty+XIZrNrSj6dIUGUYKWnXTD1jlb29e7QdrDS0XXcxyDRiHa5ZGL9gdO+NR8OtoYKfsxcqd1Wa01514ct+Ga1Oqzcp/jbI44z7GPvK/W1falsnmTeKPdNVn5UStHrBH0/+6gyXx2JlNkoC9WNRbSfPRHRNWMiumZMv7TAahW3UcKtLenS4Msn9JzME5LYJBrFKRZxCgXcYphtqpdIQScmNTOuzjpNQine7deKGU1M2ih+XYCcRE1S0loJgb4bxrhf8iYiJvSvO+Ky6uZ0QpJktW89MCGO3RQneukh90tFZamQpodL3I1MsMwnx7HnklEca62fUjyv3ETVconHP/ItMtEcny3cyQWv+C4XpNIEweUszJ/B8eMVFhcXh9w32WyWYrFIsVjE87y+ws9lcqQjCSLNAL/awa+1jbI3Sr5urPtGZ2ymqkQjRHIxnEwMJxslktXbkeygoo+N9buHkTLNasX426s0KuX1Lpq6VvaTioT1J+MYyEBN5b21uu39ypD5fpTMZkLhfD+g3eiNRMdMdsWsrnTxJw2ihslKYaKS2yMu3X6iktuqmgzUZdzqApHSMSgtTXbHDJYVKBZM/LpJTCrogdNm2u27YkqJHiVpUu3Uxir2aWUEtH89qmvDrHPDtIYVutnOBgFBJEHThDhWJUtZZU0kjI6GWfLTfSs9VOx1k5CkrfUJyjw9ftA0OWVmL8vzh+dVZ/CX7/ltXpZ7NT+o3kHqV77Fk49eytGjaUC7cfbs2cOePXs4/fTTKSTzZIMkkbqPX22bRSt9v6ot+nVjbBEZUuxO1ij3bExb7qGiz8aIxNf+AJVStBsN7VsPFXy1OvB7eHtS3XY3GtOKOx9a6bkRC37YRRNLbjw3apiJqgdLO8bPvj4yZrPVHmMJZy3sMRqYsMc2Mb9BtFM3iUolnNoibvkELM+jqpPn7I2k02vul2Kh72sXL08nm2A141JPivaxJwOW3VY/+zR0yYRumHp3/PSdAHFx8EI3jFJ4PR+v2ybfWdXhjsYFMxi/nlGKjpOh4eZHEpIyzHdTzPdSlFS2H7NeUtl+iGPMjYzxqY9R5gP+9by11i0/A8+bzuCrN/wxFzy4n2Zvhe8e/CKl0kWcddZBXnTg59gfO410zaG31KK3vIpfaq1LcpKEi5OP4eTjOLmYXvLxod+DZX/DQdVmddiCH9quVIySrxL4YxSoCYPsW+t5j7TZTuU9s+RJ5TxSnrepmZZCX3tfoYfKfWDdGomemZSJ2i8KlpB+QbB4f9INU+kxHEStzBMpHUeVlie6Y4hG10oIDFjt4uXp5lKsZrSPvZpUVBIBy/EO5WDNz15ul/sRMrXOZH9+Uhw8XDx0mKPX6+F123idJl6vp0Mfh5R7QFzp2PUVJ98vH7AcZFgwbpilwCQjGTdM2Sh2H4dswp0cs77OJaPXqQn5ExbLVvG8GUDOf88nkU3x3eDbFCNv5LVnnEf2cUE97KM4wYojuLuSuMUEifMKuMUETjGh116cSMzRFnyzQaNcplop0SiXWHmkTKNcolEp66VcolmtTIyYcaJRUkapZ4pFdp99jlbwowo/75HM5og40z/hw5mV6stdVutlnZw0ZMWvKXc9mDo5YSmacMwgKiTcgHy2QyyjB1Gj7bqeJm9Fu2Oc8gnU8jxMmnBjtBjYmXO4Lz6XiOfRyyZZzcZophxqSagkA5YSXUrSoBJGxbQqVNqPUG6X10oJNNDLAHEiFMTFM2GO+4xiL3SaA7Hrvlb65reLu+aGMe6WxSDDfC/Fka6JhAmtdXO8TgrXcSYW+jo4qMzTa228ZBR3QoVRi+VUZEd/GfzJ+z/Ia93X8cTKT3C8XRzwd+HuShI/1yN2VpbongzuXJxmo0ZtcYHa0gL1pUVqS4ta4VdKNMplmpUyve76mH83FiddKJD2imS8AinPMwq/YAZTtQWfzntEE9NdM72O31fc/boxgzVkBpX9Bi6ZeMohYUIfw6nyYv6qrh3TqmjlXlvCrZwgsnQMqqWJdeojqdSwO8ZUdezlUrSzcRpph5WkUEkGlOI9FqOrVLq1vqUeKvhqpzrRxx5FKIhLQYkZOO3hdVsUum08E9rYV+5m25EEjYFM0/6gaS/Fkj9oqWf6Sr5JnGw8ipee7H4ZjVkvpGOkrbVuOYU55b8MSktLHPIP0Y20eTj1U950+DKaZ7ZZqD/N8tEfsvyNJ6nOn6C+vIg/4r6IJVNkinNkCgX2nf8i0oUiaa9AuhAq/QKZQpFYMjVRSfi9QCvveocTj63qQV3zWy9rin91ZfJE15GI6DlQEzoT1Yt2iHktYpmmKQpWxl3R9dmdklbu0p1QNyYaHS4tcN4+nJdeiJ9L6wHUjB5ArSYVpUSX5ViH5aA+4F9foNx+mGq7qqflVOhZqgc+hlyEAg6eEgpBwLm9LoVOC6/XNVb6oLWulTuRDI1+XZgsS4Gu4jjfS/P0SNx66F8PIkaZx0eUeTrKnlSMC8aUEfBSUaLWWrdYtoQd+2XwF+/5OC/PXcbdtb8jmOvwxGN395W+G48zt28/3hl7ye3aTW7XaWR37Sa3+zRyu3YTT6XXXVu7inp9Zd6srVfszYHtSZa7TlpyScQVcdcnLl09+UZvhWirRrRZxqkv4ZbncUrHkNI8MslqD8sLFIt68TxUPkM7E2c1GzUDqFBJ+izGOixHGlQ61ZEB1PLQzGyDOICHS8GU6S2EoY6+HigtmAHTcPA07wviZI0bJsOyyrI8YK2H1RvL/RICOikpGY9PLvTVzzYdtuIzmyjNa7FYNuaU/jL4qxs/z0Wpw5TaC/yofBd7M2dyyVWvZ98LL+C0AwfJ7drdj4Pvdnya1TaNaofqYodjR0o0qyf0vlqo+LUfftJkHPGkQzIBiWhALtJhd2aVWMJMwNEo4dYWcSrzuMtPI9UlxqqwSESHPhYLuIUizsHdyKFz6eSStLMxVtIO9ZRQSvqUEl0W3BalXnWt0mPrR5TbFbqBmRsgYMjXHoGhafAO9Dpc3Gn3FbpnZksKB08zgQORHCth7LrKstBLsdBLU1JZHh8IbwyVfDOSwkvF8RLj/evnrFPwUbzk1pXmtVgss2NHdga5uzokcxn+tvMd3nbtx4km9lFbblFdXOWph0rUl4/RqOgOoLM6rhQ0JFMOiXhAwumSjbWI500NmUaJaH0RtzxPpHQMt75EZJwv3HV1VEyxqLNRX7iPIP9zdHIJmpkoKymHakpRTvgsxjssuk1KHW2tl1oLVFoP0xicOakH1PQiQD50xfgBZ/Y6XNhtU/B7/SiYwoAbJqMckCx1yenY9SDDQi/NYqCV/BHjUw9LCZTJEIlpxT5uIo39qSgXPcuJNCwWy6nJjnMT/bvLXsMvuVfzZONRHvPOp740PPCbSEA63iMZaRHvNYi1q8SaS0SrC7ilp3GXjhJt15HRZIJoFHduDte4ZKSgwx472TiNtEs9HaGS9CklfBZjbRYiK5Q7Oqa93CqZ6o7j3TFxhIKKUAiUVuidVl+xe0FA0VjsRd8nE0RwyNKQsOBXhnlfT4MX+tTLmLXKUo3kiCcyJvFocxNp5E+R0rwWi2VjTkk3Ua/b5XDvEL1Ilx9EH+Gs5Th7ao+TWjxCfPmnJFolnGBtikVJJnHn5nDm5pC5PN0XHKCVO596Nko94+hkpZTPfLzFgtOg3K5QbpUot56i0RvJdO3qRWqQJ0IhAM/vcaDb4eJej2Lfv64HUAu+Tz4AV6XpkKOskiwaiz1U5g8ZF0zZrFecPPFkvq/Yi4MKPR3jzHWJSTGy8edvaV6LxTI7dlRnUD++xGnJfdxT/XuuuOMW4nvvxt9/Ou1DWRreIeZzDstZOJHpcTy+yglVobS6TKn1CK0xcw7QhkRbTMijT6Hb5Sy/qxX6iNXu+QExlSIIslRVyoQ6Zoxiz/AUWe5Va4q9HfVwkh6FTKKvvAeV+/6BEgJh/HoyakMcLRbLzmRLOwMRuQr4DDqw5fNKqf82rX0ykqLcXuJvM9/kk/8pQs05DhwfauMGUKwKRd+n2OtwsNej6AcUA585Y7kXfZ94kEBUhmag68MsqzXXS4ksj5oyAmWy9OJFnJRHPpPsW+ZFo8S9VJQDoXvmFJshyWKxWEK2rDMQEQf4Q+C1wFHg+yJys1LqR5POiYjDP/buon3ek7xhpcfens9pvR5zQUDCj4OfodnLUFJ5SirLMjlKKstPVY4fkqMsefxEEVJzZNOpocHRotk+OxU1Frzxr9tMU4vFYtnSL4OXAUeUUo8BiMifAdcAEzuDjt+ilJvHffqXeUAV+X58Fyq1Czc3Ry6TopiKUczE+lb7hcZyD5X7Tpuo2mKxWJ4rbGVnsA94auD3UeDlo41E5F3Au8zP9vs/ccMDWyjTyWAXsLTdQmwCK+fJxcp5crFynjzOPxkX2crOYJyJvi6OVSl1HXAdgIj84GSESG0lzwUZwcp5srFynlysnCcPEZk+cfwm2Upn+VFg/8DvM4FjW3g/i8VisTxLtrIz+D5wnoicIyIx4K3AzVt4P4vFYrE8S7bMTaSU6onIe4Fb0KGl1yulHtzgtOu2Sp6TyHNBRrBynmysnCcXK+fJ46TIuKPKUVgsFotle7AB9haLxWKxnYHFYrFYtqEzEJGrRORhETkiIh8cczwuIjeZ43eJyNnbION+EbldRH4sIg+KyH8Y0+ZyEamKyD1m+dCs5TRyPCEi9xsZ1oWYieZ/mud5n4gc2gYZzx94TveISE1EfmukzbY8TxG5XkQWROSBgX1FEblNRB4x68KEc99h2jwiIu/YBjl/V0QeMv+vXxERb8K5U9+RGcj5YRF5euD/9uoJ507VDVss400D8j0hIvdMOHeWz3KsHtqy91MpNbMFPZD8KHAQiAH3AheMtHkP8Dmz/VbgplnKaO67BzhktrPAT8bIeTnw17OWbYysTwC7phy/GvgGOu/jFcBd2yyvA5wADuyE5wm8GjgEPDCw73eAD5rtDwKfGnNeEXjMrAtmuzBjOa8EXLP9qXFybuYdmYGcHwY+sIn3Yqpu2EoZR47/HvChHfAsx+qhrXo/Z/1l0C9RoZTqAGGJikGuAW40238OXCEzrjGhlDqulLrbbNeBH6Mzqp+LXAN8QWnuBDwR2bON8lwBPKqU+uk2ytBHKfVdoDSye/AdvBH4l2NO/SXgNqVUSSlVBm4DrpqlnEqpW5VS4exOd6JzebaVCc9zM2xGN5wUpslodM2vAP93K+79TJiih7bk/Zx1ZzCuRMWoku23MS96FZibiXRjMG6qS4G7xhx+pYjcKyLfEJGfn6lgayjgVhH5R1PaY5TNPPNZ8lYm/6HthOcJcLpS6jjoP0jgtDFtdtpzfSf6C3AcG70js+C9xp11/QS3xk55nv8UmFdKPTLh+LY8yxE9tCXv56w7g82UqNhUGYtZICIZ4C+A31JK1UYO3412dVwM/AHwV7OWz/ALSqlDwOuA3xSRV48c30nPMwa8AfjymMM75Xlulp30XK9FT6z6pQlNNnpHtprPAi8ALkHXpP+9MW12yvP8VaZ/Fcz8WW6ghyaeNmbf1Oc5685gMyUq+m1ExAXyPLvPzp8JEYmi/wO+pJT6y9HjSqmaUmrFbH8diIrIrhmLiVLqmFkvAF9Bf24PspPKgrwOuFspNT96YKc8T8N86Eoz64UxbXbEczUDg/8CeLsyzuJRNvGObClKqXmllK+UCoA/nnD/bX+eRt/8MnDTpDazfpYT9NCWvJ+z7gw2U6LiZiAc+X4z8O1JL/lWYfyGfwL8WCn1+xPanBGOZYjIy9DPcnl2UoKIpEUkG26jBxRHq77eDPxb0bwCqIafmNvARKtrJzzPAQbfwXcAXx3T5hbgShEpGLfHlWbfzBA9edR/Ad6glGpOaLOZd2RLGRmjeuOE+++E8jW/CDyklDo67uCsn+UUPbQ17+csRsVHRrmvRo+KPwpca/Z9FP1CAyTQboQjwPeAg9sg4z9Bf1LdB9xjlquBdwPvNm3eCzyIjnq4E3jVNsh50Nz/XiNL+DwH5RT0JEOPAvcDL5m1nEaOFFq55wf2bfvzRHdOx9GzYB8FfgM9RvUt4BGzLpq2L0HP2Bee+07znh4Bfn0b5DyC9guH72gYhbcX+Pq0d2TGcn7RvHv3oRXZnlE5ze91umFWMpr9N4Tv40Db7XyWk/TQlryfthyFxWKxWGwGssVisVhsZ2CxWCwWbGdgsVgsFmxnYLFYLBZsZ2CxWCwWbGdgmYKIKBH54sBvV0QWReSvn+F1Ln8m54jIJZMqWz6XMdU7P7CTrmmqcG4quW8r5LfsHGxnYJlGA7hQRJLm92uBp5/JBUxW5zPlEnQ89VZc+1kz6/tZLLPEdgaWjfgG8M/N9lAGsYi8TET+XkR+aNbnm/2/JiJfFpGvAbcOXkxEXmraHzQZndeLyPfNvmtM9ulHgbeIrhn/lpHz111bRP6zucZ9IvIRsy8tIv/PFL57ILyOiFxh7nW/uXfc7O9byCLyEhH5jtn+sIhcJyK3Al8QEUdEPm3Ov09E3mfaHRaRvxFdwOwW2aAyrIi8QES+adrfISIvFJG8kSNi2qRE5CkRiY5rv8H1bxCRz4quh/+YiFxm/r0/FpEbppwXMTJ4A/uOiMjp0+5nee5jOwPLRvwZ8FYRSQAXMVy99SHg1UqpS4EPAZ8YOPZK4B1KqdeEO0TkVcDngGuUUo8B16LLjbwU+GfA7wJRc62blFKXKKXG1YnpX1tErgTOQ9eIuQQ4LLp42FXAMaXUxUqpC4Fvmn/DDcBblFIvBlzg32/iGRw2Mr8NeBdwDnCpUuoi4Eui68f8AfBmpdRh4Hrgtze45nXA+0z7DwB/pJSqorNbLzNtXg/copTqjmu/CbkLwGuA/wh8DfjvwM8DLxaRS8adoHT9oK+iy0YgIi8HnlBj6klZTi3sZ69lKkqp+0SXz/1V4Osjh/PAjSJyHjptPjpw7Dal1GCBwRehFdqVyhT7QtdLecOAHzoBnLUJsQavfaVZfmh+Z9Cdwx3Ap0XkU+hJc+4QkYuBx5VSPzFtbwR+E/gfG9zvZqXUqtn+RXTZhx6AUqokIhcCFwK36XIyOOhyB2MRXYXyVcCXZW2qjrhZ3wS8BbgdXZ/njzZoP42vKaWUiNyPLst8v7n/g8DZ6PIG47gJ3SH/qZFhYuE2y6mD7Qwsm+Fm4NPo2cgG55b4GHC7UuqNpsP4zsCxxsg1jqOV/aWsVU8U4E1KqYcHGxprdBqD1xbgk0qp/zXaSEQOo8cePmncPNMKn/VY+1JObHC/cWXXH1RKvXIDuUMiQEUpNc46v9nIW0R/kXwbSE9pP422WQcD2+HvaX/7/wCcKyK70ROnfPwZ3tfyHMS6iSyb4Xrgo6FlOUCetQHlX9vgGhX02MMnRORys+8W4H0i/Wqll5r9dfQ0f5vhFuCdxnpGRPaJyGkishdoKqX+N7ojO4R2a50tIueac/8N8Ddm+wm08gV405T73Qq8OxxMNkr7YWC3iLzS7IvKlMl5lK5J/7iI/CvTXsxXC0qX8f4e8Bn0F40/rf1WoHTBsq8Av4+umLld1WMtM8R2BpYNUUodVUp9Zsyh30FbsX+Hdo1sdJ15tB/8D431/zG0a+k+0ZOTf8w0vR24YNwA8phr3gr8H+AfjDvkz9EdyYuB74me2Pxa4ONKqRbw62h3y/1oC/lz5lIfAT4jIncA/pRbfh540sh8L/A2padpfDPwKbPvHrRbZxpvB37DtH+Q4SkebwL+NcPumWntf1buE5GjZglLJY+TwXIKY6uWWiwWi8V+GVgsFovFdgYWi8ViwXYGFovFYsF2BhaLxWLBdgYWi8ViwXYGFovFYsF2BhaLxWIB/j9q8bQt5stnXQAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -143,7 +143,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving the equivalent problem with permanent income normalized out took 0.0031 seconds.\n" + "Solving the equivalent problem with permanent income normalized out took 0.0055 seconds.\n" ] } ], @@ -174,7 +174,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -259,12 +259,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -279,11 +279,11 @@ "# Simulate some data\n", "if do_simulation:\n", " ExplicitExample.T_sim = 500\n", - " ExplicitExample.track_vars = [\"mLvlNow\", \"cLvlNow\", \"pLvlNow\"]\n", + " ExplicitExample.track_vars = [\"mLvl\", \"cLvl\", \"pLvl\"]\n", " ExplicitExample.makeShockHistory() # This is optional\n", " ExplicitExample.initializeSim()\n", " ExplicitExample.simulate()\n", - " plt.plot(np.mean(ExplicitExample.history['mLvlNow'], axis=1))\n", + " plt.plot(np.mean(ExplicitExample.history['mLvl'], axis=1))\n", " plt.xlabel(\"Simulated time period\")\n", " plt.ylabel(\"Average market resources mLvl\")\n", " plt.show()" @@ -291,14 +291,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Solving a persistent income shocks consumer took 19.0140 seconds.\n" + "Solving a persistent income shocks consumer took 13.4892 seconds.\n" ] } ], @@ -317,7 +317,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -329,7 +329,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -362,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -382,12 +382,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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1KSk+ktkb8wJxaWOMOS0E9cY04LQIsvIKycorJC7Sy6/DGGMaFy9jBE1VdRyQBPRS1VFAP99Wy39aJUQCkHbMxgmMMcHJ02CxiPQt2ZhGRCYCD/u6Yv7SMt5ZG3fgmHUPGWOCk5e+kAnAByJyA3A2cDNwgU9r5Uct4p3VxYezLRAYY4KTl/0ItrqtgI+BncAFqtpoNvq1fEPGmGBXXa6hVbgzhVzNgFBgkYigqv19XTl/KMk3dDjLAoExJjhV1yK4xG+1CKDw0BASo8OtRWCMCVrV5Rra4aaIXqOqvfxYJ79rbmkmjDFBrNpZQ6paBGwQkfpL+Xkaah4XYYPFxpig5WXWUFNgjYgsBrJLDqrqZT6rlZ81i41g26HsmgsaY0wj5CUQNJo1A1VpFhvB0p3pga6GMcYEhJfpo7P9UZFASogKJyPXNqcxxgQnL5vXDxeR70UkS0TyRaRIRBpVus6E6HDyC4s5XlAU6KoYY4zfeUkx8RxwPbAJiAZ+DDzvy0r5W2K0s2XlMWsVGGOCkJdAgKpuBkJVtUhV/w+40LfV8q8ENxBY95AxJhh5GSzOEZEIYLmIPI6zF4GnANJQJFogMMYEMS8f6JNwUkv8Amf6aAfgal9Wyt9Ku4aOWyAwxgQfL7OGdrgPc4FHfFudwEiIcn4N1iIwxgQjL7OGLhGRZSJyRESOiUhmY5s1VNo1lGOBwBgTfLyMEfwDuApYpapaQ9kGqWSw+KgFAmNMEPIyRrALWN1YgwA4GUhbxEWSlmnbVRpjgo+XFsGvgS9EZDZQmplNVZ/yWa0CoE1iFPsyLBAYY4KPl0DwJyALiAIifFudwGmVEMXuozmBroYxxvidl0DQVlX7+rwmAdYmMYrvtx8JdDWMMcbvvIwRfCEijWaz+qq0TowiI7eAnPzCQFfFGGP8yksg+BnwlYjk1mb6qIh0EJGZIrJWRNaIyF2VlLlcRFaKyHIRSRWRUXW5ifrQJjEKgP02TmCMCTJeFpTF1/HchcC9qrpUROKBJSIyXVXXlikzA/hUVVVE+gPvAQHZFrN1mUDQJSkuEFUwxpiA8FnOIFXdp6pL3ceZwDqgXYUyWWWmpcYCAZui2iYxGsBmDhljgo5fkseJSCdgELCokteuFJH1wOfAj6p4/2S36yj14MGDPqlj6wS3RXDMAoExJrj4PBCISBwwFbhbVU8aW1DVj1S1F3AF8MfKzqGqU1Q1RVVTkpKSfFLP6IhQmsSEsy8j1yfnN8aY05WnQCAio0TkVvdxkoh09vi+cJwg8JaqflhdWVWdA3QRkRZezu0LrROibLDYGBN0vCSd+z1wP/Cgeygc+I+H9wnwKrCuqlXIItLNLYeIDAYigcPeql7/bHWxMSYYeVlQdiVO/37JwO9edxZQTUbi7GWwSkSWu8ceApLd87yEs6/BzSJSgJPm+rpA5jRqnRjNyt0Zgbq8McYEhJdAkO9O71QAEYn1cmJVnQdIDWX+BvzNy/n8oU1iFIez88krLCIyLDTQ1THGGL/wMkbwnoi8DDQRkZ8A3wD/8m21AqNk5lDasbwaShpjTOPhZUHZkyJyPnAM6An8TlWn+7xmAVCyqGxfxnE6NIsJcG2MMcY/vHQN4X7wN8oP/7I6Nnc+/DccyGRY52YBro0xxviHl1lDmW6OobI/u0TkIxHp4o9K+ktysxhaJUTy3daATVwyxhi/87pV5W7gbZzB34lAV5xZRK8BY3xUN78TEUZ0ac6CLRYIjDHBw8tg8WWq+rKqZqrqMVWdAvxAVf8LNPVx/fyuW8s40jLzOF5QFOiqGGOMX3gJBDkicq2IhLg/1wIlq64a3T7GbZs4yef2pluqCWNMcPASCG7EWRiWBhxwH98kItHAL3xYt4BoVxoIbIWxMSY4eJk+uhW4tIqX59VvdQKvpEWwJ932LzbGBIcaA4GIRAG3AX1wNrAHQFUrTRnd0LVOjCJEYNcR6xoyxgQHL11DbwKtgR8As4H2QKYvKxVI4aEh9G6bwOJttpG9MSY4eAkE3VT1YSBbVd8ALgbO9G21Amt0jySW7jzKseMFga6KMcb4nJdAUPJpmC4ifYFEoKXvqhR453RPorBYWbDZ1hMYYxo/L4Fgiog0BX4LfAqs5TTKGOoLgzs2JS4yjDmbfLMtpjHGnE6qHSwWkRDgmKoeBeYAjSqlRFXCQ0M4q2tzZm84iKri7p1jjDGNUrUtAlUtBn7tp7qcVs7pkcSe9Fw2p2UFuirGGONTXrqGvhGR+0Skg4g0K/nxec0CbGyvloSHCne9u5yi4ka3gNoYY0p5CQTXAXfgdA0tcX9SfVmp00G7JtH86cp+rN13jAVbDgW6OsYY4zM1BgJV7VzJT1CMFVw2oC3xkWF8uXp/oKvSKKXn5Ae6CsYYvO1HECMivxWRKe7z7iJyie+rFnhR4aGc0TaBDfsb7fo5n3o/dRd3vLWUw1knb/25YPMhBj46nXOfnMUlz861NRvGBJCXrqH/A/KBs9zne4DHfFaj00z3lnFsPJCJqo0T1Nbfp23k81X7mDJn60mvzd3sdLdtPZTN6j3HeG3eNn9Xzxjj8hIIuqrq47gLy1Q1B2eDmqDQo1U8mccLOWAb2tfK9kPZ7D/mZHBdvP3kdB2r92TQs1U8/3frUAZ0aMIXq/b5u4rGGJeXQJDvppxWABHpCgTNp+KQjs7eO1+utg8qL3YezuHLVfuYunQ3ABf3b8Oq3Rnk5p/Y6OdQVh6p248ytHNTxvZsyfi+rdl4IIt9GZboz5hA8BII/gB8BXQQkbeAGQTR2oK+7RIZ0KEJHyzZHeiqnPYWbzvCOU/M5GdvLeXZbzfTvWUcl/ZvQ2GxsuHAiXGWNxfuIK+wiFvO6gzA6J5JAMzdaLOzjAkEL7OGpgFXAbcA7wApqjqrpve56w5mishaEVkjIndVUuZGEVkpIqtEZIGIDKj9Lfje8M7N2HQgi4Ki4kBXxe82p2Uy6NFpzN5Yc7qN9fuPAdAmMYq2iVH88vwe9GqdAMAG9zWAWRvSGJTclG4t4wDo2SqeVgmRfLl6n43FGBMAXmYN/Q+4AJilqp+pqtevbYXAvaraGxgO3CEivSuU2QaMVtV+wB+BKd6r7j89W8eTX1TM9kPZga6K383bdIijOQX8+I3vq/2QVlV2HckhMiyEBQ+cy4IHz+Oifm1IbhZDdHgo692ZVxk5Bazck8Gobi1K3ysijO/XhpkbDjJ16R6f35MxpjwvXUNPAmcDa0XkAxGZ4G5WUy1V3aeqS93HmcA6oF2FMgvcPEYA3+HsdXDa6dk6HqD0w6wxmbvpIEt2HK3y9ZIunYIi5RfvLGP+5vLfA45k57N27zFG/vVb/jV3G+2bRpfLzRQSIpzRJp5paw6wek8GC7YcQhVGdW9R7jy/GX8GTWLCTzq/Mcb3vHQNzVbVn+MknHsZuBZn/2LPRKQTMAhYVE2x24Avq3j/ZBFJFZHUgwf9nxG0e8t44iLDGt0K47zCIia9upirX1zAkex8MnLLz+VPz8ln9Z5j9G6TQHR4KJ+v3MdDH60qfT2/sJjhf57B+GfmsjfDmSHUJjH6pOtcOqAte9JzueTZefzsraXERYYxsEOTcmXCQkMYktyUNXsz6v9Gjamj9Jx8+vzuK75dfyDQVfEpLy0C3FlDVwO3A0OBN7xeQETigKnA3ap6rIoyY3ECwf2Vva6qU1Q1RVVTkpKSvF663kSEhTCmZxLT1x6g+DTMO5RfWMwj/1vD+6m7avW+slM2B/9xOgMemcY2t/tr26FsBj46nVV7MrhkQBvm3j+W20d3ZcfhHFbvyUBVWbj1MPnuuMl9F/SgW8s4zjvj5K0qrhrcnssHtmVszySS4iO5JqU94aEn/+n1aZvA5rQscvILq633d1sPc/e7y/hs5d5a3a8xtbV8VzrZ+UU88r+1ga6KT3nZs/g9YBjOzKHngNluVtIaiUg4ThB4S1U/rKJMf+AV4CJVPW13gjmraws+W7mPPem5dGgW45drHsrK4yf/TuWPl/elb7tEALLzCpmxPo2L+rYu/TB9Zd5W/m/+dgBSOjWjc4vYGs99vKCIP3y6lo7NY4iLDGPNXidG/+r9FbRKjGKLm3W1RVwkk4Z3JD4qnNtGdeb91F1c89JC2jeNZlNaFhGhISz+zXk0iYngF+d2r/RaidHh/HPioBrrNKxzc4q/3cxvP1rN4xP6E1ZJsAB48usNpO44ysfL99K7TQJdkuJqPLcxdVGSfXhfxnEKioor/QLTGHi5q1dxFpXdrqozgbNE5Pma3iROR/GrwDpVfaqKMsnAh8AkVd1Yi3r7XY9WzofNprS6jxMs2HyIy5+f7znHzqwNB1m2M52bXl3EseMFXP78fEb97VvufGcZP/vPUr5Ze4C5mw7y2rztpe8Z++QsVu+puXvlu62Hycgt4A+X9eHzO89m3v1jOa9XS1bvzeDzlftYvz+TG89MJvW344iPCgcgKT6Su8/vQW5BEZvcfyC/vrAnTWIiav/LqMSwzk5S2w+X7eGjZZUPGn+wZDepO45y5aB2hAg2rdf4VEl6mfzCYgY9Op0HP1xVwzsaJi9jBF8D/UXkcRHZjjO7Z72Hc48EJgHnishy92e8iNwuIre7ZX4HNAdecF8/bbOadm/lDBh/tXo/K3en1/r9R7Pz+embS1ixK51/L9xR7jVVrXRGTsnAaXpOATPWHWDFrnSO5hQQHR7KN+sO8ON/pzLp1cVk5RXwys0p/PQcJxfghx5m3szacJCo8BBGdGkOQPumMbzywxTWPHIhM+8bw8ShHbj3gp4nvW9k1+alj5c9fD4/Prv+8g9GhIXw3A1Oy2HhlvKNw6Ji5fmZm7nv/RUAXDawLRf2bc1r87ex+2hOubIFRcXkF9Z9qu+vP1jBm9/tqLmgadSKi5UFWw4ztmcSg5KbkJVXyDuLd1JQVNzoUtNXGQhEpIeI/F5E1gPPArsAUdWxqvpsTSdW1XmqKqraX1UHuj9fqOpLqvqSW+bHqtq0zOsp9XZn9SwxOpz2TaN5L3U3lz03v1Z/CLuO5HDdlIXkFjira5+fuZk/f7GOjQcySTt2nPOfnsNz324u954vV+3jo2V7aBLjfBu/57/OB2C7JtEs//35vHjjYPq1S+TWkZ2Yed8YxvVuxYPjz6Bnq3h2VfhgrMzSnUcZ1KEpUeGhpcdEhNAQoXOLWP56dX+axZ78Tb9zi1huG9WZ9346gqaVvH6qLunflksHtGXG+jSufnEBd7y9FIB/fLORJ77eQPeWcfxz4kDG9EjiNxf35nhBMaP+NpN5mw6RnpOPqnL1iwv4wT/m1On6m9OyeC91Nw9/vBpV5ZW5W/l0hY1FBKPvth1mT3ouVw5uT4qbYQDgo6V7OOPhr/h6jW+yEk9bs5+rXpjv13VL1Y0RrAfmApeo6mYAEbnHL7U6Tb144xBuff17DmXlsWZvBv3bN6my7PZD2fz5i3Wk5xSwbv8xCouUN340jO6t4hj2pxlMmbOVORsPEhEWwua0LN5ZvJP2zaJ57LN1zPn1WBZtc/LzfH7n2Vz4jzlkHncGUOfdPxYR4aJ+bbioX5uTrtuhWQw7D1cfCI4XFLFu3zFuG1X7b/MiwsOXVFwOUr/uOq8b/1uxt3Ra68iuO/l0xV5GdGnOO5OHl5Zr1ySaAe0TWbE7g5tedSakvTxpCCt3O11jZz/+LRMGd+DnY7t66ttVVZ6avqH0+X++28Fjn68DnJTk5vS2dOdRerdJKPfl5lQs2nqEEIHzerVkTM8ksvKKeGfxTn49dSUA909dyQW9W9XLVrYZOQVsOZTF4OSmTH5zCQA7DueQnpNP6o6jXDGwHa0Ta5y1X2fV/eu4CtgHzBSRf4nIeQRRsrnK9GufyJd3nQ3AN2urnk52vKCICS8tZNraAyzefoTM44X85ap+jOzWgpbxUTx9nbOAev3+TFbuzmB4l2bszTjOPf9dweHsfD5ftY9NaZn0b5/otAB+d0HpuWv6o0tuFsPOIznVLv5K3X6UgiI9aQrn6aJby3iuHnxiSclDH61ix+Gc0vUcZb16y1AuLhMQ31q0s/TxriO5PP3NRmas8zbbeffRXL5YtZ/bR3dlbM8kHv5kTelrhUG4qryhyDxewIMfruKqFxbw8uyTM93W1crd6XRrGUdsZBgJUeH85ap+5b4QpOcUsPNIza3vmqgqFz87l6teWFBua9z73l/BhJcW8tcv1/Oj17/36YzFKgOBqn6sqhOBXsBM4G6gpYi8KCIXVPW+xi4pPpJze7Xk7cU7OV5QVGmZT1fs5VBWHm/eNoyXJw3hgt6tuLBv69LXrxzUnn/dfKIX7J5xPcq9/89frGP+5sN0b+l88IWGCNPuOYdvfjm6xvp1bB5DbkER+9x5/ZV5cfZmkuIjGd3D/1NxvfrTlX1587ZhbP3z+NKB+i5JJ8+GahEXyVPXDeCh8b0AZ4GcCFwzpH1pwH3i6/Vk552Ykno4K4+/frmetMzyv6Ot7tTZc3u15OVJ5Xsp73h7qadB+NPRgs2HyMhpvPs9/Onzdbyz2PkCUF9rfQqLilmxO4N+7ZqUO/74hP78/ZoBvDxpCACfrTz1ZJTLd6Wz+6iTcPHalxeWOz6wQxMevbwPa/cdY/Ym362h8jJYnK2qb6vqpTgrf5dRxXz/YHHbqM4cysrn/SW7K9105fttR2geG8Gobi34QZ/WTLk55aTm6uDkJqWPByU3Lc1yOrpHEunuP9ozu5zYGrpHq/jS3DzVGe4O/s5Y57RYFm09zL3vreBHr3/PtDX7OfPP3zB/82GuH9qB6Ij6aUL7QlR4KGd3TyIkRGjtLlJrERdZadnIsFAmn9OVEV2aowo3DEvmiWsGcOWg9lzcrw1bDmbz4qwtAMxcn0bKn77hpdlb+P0na8q1nEpSiHRqEUNEWAi9yrRAvl5zgFv+r/o0G3VR6OPUJek5+dzwyqLSsZbGpqComA+X7eH6Ycn8eFRnlu1MP2nyQF3MWJ/Gkex8zu/dqtzxqPBQrh7Sngt6t2JMzySemr6RQ1l5ZOcV1vkb+8z1aYQI3HluN45kOzMKI8Kcj+aR3ZozcWgyTWPCeeKrDWw9mFXdqeqsxnUEZbnpIKZwmuYE8pezujanV+t4Hv54NQ9/vJo1j/yA2MgTv8oNBzLp1Sa+2m6c5mU+1CLCQnjxxsFk5xfRLDaCF2Zt5rqUDnWaH9+jVRxdk2L5fNU+lu1M58My0zC/XX+ii2R0z5MXfp2uHrmsD7/7ZDUju7WotlzP1vEs2XGUO8Z2Kz3292sHsO1QNs/N3My73+/kUJbzD+3cXi35cvV+LvzHXG4d2YmJw5LZdiib2IhQktz/N6/fOozp6w4QHxnGve+v4FBWHtsOZdfp/8vxgiLScwpO6ud9YtoGXp69la5Jsbzxo2G0b1q/a1RKuhoq2xOiofv5W0tYsSuD/MJizuzcjCEdm/LO4p389cv13DG2G0ez80mIDufb9WlMHNqBlgk197Hn5BcSHR7Kf77bQdvEKMZVskASnC7aX4ztxqwNB1m87Qi/fG85xwuK+eMVfZk0vKPnezh2vID/pu5iaKdm3HN+D/q2SyQqPJT5mw/x8pyt9G/fhIiwECYN78gz327mvdTdPHBRL8/n96pWgcA4RISbR3QqTbfwfuoubhnppFResuMoK3dn8CP3eXWevX5Q6eyjsn+kD150xinV7eJ+bXimzCykXq3juX10V56fuZmJw5JZviudAe0T63wNf+vcIpY3bzuzxnJ3nteda1La07bJiTQXUeGh/ObiM7jxlUWlQeDi/m147vpBPP71Bl6ctYUHPlxFXFQY09ceoFvLuNIA3joxqvQfda828Vz4j7ms2J1ep0DwyP/W8M7iXTx6eR9uOrMjISHONUqm+m45mM0ny/eWC2L1oWS9h6pSUFTMFc/Pp1lsBHed152UTs1qePfp6djxAiJCQ/hi1YlZO73bJtChWQzXD0vmlXnbSrts2jeNZvfRXD5evoept59V7Uy377YeZuKU77h+WAfmbjrEfRf0qHJRI1C6yPPnb51obT388WouH9iWBHftTU1enr2FtMw8pkxKQUS4oI/ThTyyWwtGdmtRmpzxnvN7cNnAtkRH+OYjWxpa2t+UlBRNTQ38coOComKmLtnNczM3k5tfxE3DO7InPZfvtx9hx+EcXrxxcKWzevxh04FMzn/amT7ZqXkMn/xiFInR3v4wG6t5mw7RKiGS9fszGda5Ga3cwJuRU8Dgx6ZTVKxEhIbw3u0jKh1ELywqpttvnFRYd53XnXvO73FSGXDmnv/qg5VMGNKehOgw3lq0k80Hssp9I3/m+kFEhIYwZ9NB3i4zuD26RxKv/jCFvenHSYgOO+WFej98bXGl6cOjw0PJLShiwpD2PHnNqWd+X7M3g7TMPMb6oZW5fv8xLn5m3knTtzf/6SLCQkPYfTSH+95fwahuLXh+5hZyC4romhTLrqO5XNC7Fc/dMLjS8y7edoSbXllUmjIlPFRY8MB5JMVX3h1Z4ubXFjPH/R3/9JwuvDxnK3+7uh/XpnSocWLH0ex8zn58JqN7JvF8FfWqTyKypKop+tYiqKPw0BAmDkvm++1Hmbp0N/+csan0tXvG9QhYEABn8duvftCTuZsO8s5PhtfL9LaGriTbacnCwBKJMeE0iQ7ncHY+Nw3vWOVMqrDQEMad0Ypv1h3gnzM2cevITpV+UC/fnc7UpbvZfyyX+Mhwvioz1/zifm34fNU+/jF9Y+nA9JCOTfnv5OFMetX50P7F28v4eu1+osJC+fa+0ZUm8fNiX0ZuaRBoERfJub2S+N+KfeQWFLHwwXN59LO1fLBkN3eP635K3VHZeYVc/Mw8AFb94QL2ZxwvbVXlFRYRGXZiHEpV2Xggi4iwEN5dvJMfntWpXOvNi4+W7SkXBF6eNIQ+bRNKv7m3bxrDu5NHANAyPopfT13JXeN6MHfjQWasT0NVKSxWHvtsLdekdGDKnK3sTc8ldcdROreIZcKQ9jzx9QauH5ZcYxAAeP2Wobz7/S4WbTvMAxf14t3vd3H/1FU88r+13DOuB9cO7VDpl7BdR3I4+/GZAPxoZKda/Q58wQLBKZo4rANzNh2kT9sEzmiTwKfL9zIhJfDZtO8Y263euxkaq5KB/OuHdai23Es3DWbx9iPc8K9FzN98mIv7tyErr5DX52/jJ+d0ITIslGlrnEH6+ZudldFXDW7HY1f0ZeXuDFI6NuW6oR24+bXFpee8flgyYaEh3HledxZuPVwaOHILivjF28t487ZhxNShO2DWhhMtgddvHUrfdok8cllfjuTk0yQmgp+P6cqHS/cwZ+MhbjgzudbnL1F2BXi/P0wDnIA3e+NBsvIKefzq/lw71Pm9fr1mP7f/50Q3ystztnLloHY8fd1AT9eaMmcLr8zdxrgzWtGvXSIjuzWvtntrwpD2JCVEcna3FhzLLeD9JbvZfTSXA8eO88bCHbxRYYX/Q+PP4LxeLbmkv7OPhhchIcINZyaX/g4vHdCG/3y3k5z8Iv70xTr+t3Ivn9wxEhGhqFgJdbsES9YJDU5uwuDkplWe318aZwYlPxraqRnf/2Ycr986jPsv7MW8+8fSrpbfckxgvXTTEB64qNdJrYWKwkJDGJzclPBQ4Y63lzJj3QGe/XYTT07byMfuoPy0tfvpXmZ21/DOzYmJCGN4l+aEhYZwTo8kurhJAf85cSBXD3a26BjRtTmvuFOKh3Rsyos3DmbZzqM8MLVuuW1mrk+jbWIU2/4yvrQvOzoitPRvs2tSHEnxkaTuOLVB5C0VZrF0bB7D56v2keVO1/311JVc8fx89mXksqBM0CiZFfPRsj1VTsMuK/N4AX/+Yj3ndG/BU9cN4K5xNY9xhIQIY3u2JCw0pLSlt3DLYVbsPjEN+ILerZh+zzk8NL4X5/VqSUiI0LF5bJ1b0b+9uDezfzWGn43pCsDK3RkczSng7UU7GfzH6aVTllfsSicuMoz3bz/rtGixW4ugnp0O/1NN7fRrn0g/j4PnUeGhTJmUwl3vLuO2N06MVT3x9QZ6tIpn68FsHr28D4u2HSE7r5BLBpzcRfjBz85i+a6jnNur/NTEcb1b8e29o4mLCqNlfBS3nNWZN7/bTubxvqWJ/2qSduw4O4/kMG3tAa4fllzl36OIcEabhNKkanW1OS2LpPhIHr+6P73axBMZFsodby1l4VbnQz82IpTlu9J5evpGlu5MB2Di0A7cMbZbadfIloNZ9Glb/vdf0o3Uo5XTzVSycOualA6eB2LL6tM2ge4t43hj4fbSwf77LujBpBGdSIwOr/FLgFdR4aF0bB7L/Rf2YlCHJkx+cwmb07JKJ5ZMeHEhT107gG/WHWBAh8TSFkKgWSAwppbG9mrJ1/ecw4i/fFt67FBWPle+sAAR+EGf1tw8olOV728WG3FSEChRdkbS+H5OUr2ZGw56SnGhqgz78wwAIkJDuHlE9dMYe7aK442th3lz4XY6No/lnDosMNxyMIuuSbGM7XVioPidycNL10a0axrN7z5ZzTuLnb0y/nJVP64f5nSjfPPLcxj31Bw2Hsg8KRB8tXo/P3trKZf0b8NjV/Rl1xFnwZXXLpuKRISJw5L542drWbP3GBf1bV1l2vT6UpKu/slpTtqS8f1aM3/zYSa85Cwae+FG3w8Qe2VdQ8bUQZvEaK4Z4owFvffTEYS53+zO6tq8dEbSqRqU3JQWcZGek5uVrE4F+NGozpzRJqHa8r1aJ5BfWMzDn6zh5tcWl9uoyAtVZXNaVqULHTu1iKVTi1jCQ0MYX2bixBUDT+xW27F5LLERoXy56uT7K5n++dnKfbwwawu73BbBqewFUnZNgD/Sq5TUdfG2Iwzt1JTnbxjMa7cMBZzuv0GnwdhACQsExtTRo5f3ZeZ9YxjWuRn/nDiIdk2i+d0lfert/KEhwvm9WzJrfRp5hSf60dOOHWfGugMn9a2vLNP33adt9UEAYEzPEy2Abi3juO/9FeyvJjVJRYey8jl2vJCuNayrGNGlOT8f05Uv7jy73Gr28NAQbh/dlWlrD7DpwIkuquJiZc6mg1yb0p7hXZrxvxV7WbbrKAlRYac0Dbpj89jSMRJ/BIK4MotM7x7XAxFhSMemvH7rUF686fRpDYB1DRlTZ9ERoaW7wV3cvw3j+7Wu9zGiC/q05p3Fu+j526+4NqU9Qzs14z/f7WDF7gwGdGjCn6/sW9qtUpKt9dHL+5T7Fl6V5nGR/PL8HmTlFTK+XxuueH4+y3cd5cJEb1OfS1Yt15T6JCw0hF9fWPlq2KuHtOfv0zfy7fo0ureKZ/mudL5es5/M44UMTm7KpQPa8qPXv+eLVfu5alC7Ss9RG1/cdTZfr9nPUD8tpnv7J2cSKsKZXU7s4zHmNFzVb4HAmHrii4kCZ5XZCOi91N28l7q79PjyXelc/Mw8zumRxBu3DmXG+gOM7pFU7fhERXee5/STZ+Q6+a0qy6ZZWFTMR8v2MKRj09IxjNfnb+OJr52+75paBNVp2ySaXq3jmbkhjcnndOGud5exw02j3r99E3q3TeCjn4/kjQXbue8HJ2+UVFuJ0eFcm1L9NOH6dFbX6tOinC4sEBhzGosMC+Wru8+mWWwECVHhDHp0Ou2bRvPWj8/kcHY+lz83nzkbD/KfRTvZcTjHU2qTyiRGh9MkJrz0Q7isX32wko+W7aFdk2i++eVo1u0/xh/czdwvHdCWNqeYJ39sr5a8OGsL5/59dun1m8VG0N3NOtu3XSJP1MMKaFM1CwTGnOZ6tT7R3//dg+cRFRGCiNAiLpJ/3ZzC+Gfm8vDHqwHofwo5pDq6e1mUOJqdz84jOXy0bA8DOjRhxa50Xp23lXX7nP78+Q+cS9vEqFNuCY07wwkE29yZRksfPp/4qLBGu1H86ch+08Y0IIkx4eXSNvRqHV9uLvqpzIfv2DyWrQedD+PjBUUM+uN0Ln9+PgCv/jCFlI5NeXLaRj5ftQ8RZ4e4+ugOG9KxGS+6UykjQkNoFhthQcDP7LdtTAMWEiJseuyi0udlZ6rUVo9WcexJz+V3n6xmwksLSo/3bZdAi7hInrhmQOmeEO2b1u/q+Yv6teHxCf35+I6R9Xpe4411DRnTwIWECA9e1IuiU8wk3MNtTfy7Qg6e69zB1c4tYkn97ThmbUir88Ku6vhzENeUZ4HAmEbgp6O7nvI5yu4JXZLH/2djunLd0PJJ6U7H6Y/m1FggMMYATvqGX4ztxmUDnZlAmccLa50m2jRMFgiMMYCzDqLsXH2vie5Mw2eDxcYYE+R8FghEpIOIzBSRtSKyRkTuqqRMLxFZKCJ5InKfr+pijDGmar7sGioE7lXVpSISDywRkemqurZMmSPAncAVPqyHMcaYavisRaCq+1R1qfs4E1gHtKtQJk1VvwcKfFUPY4wx1fPLGIGIdAIGAYvq+P7JIpIqIqkHDx6s+Q3GGGM883kgEJE4YCpwt6oeq8s5VHWKqqaoakpSUu13UTLGGFM1nwYCEQnHCQJvqeqHvryWMcaYuvHlrCEBXgXWqepTvrqOMcaYUyN6ivlJqjyxyChgLrAKKHYPPwQkA6jqSyLSGkgFEtwyWUDv6rqQROQgsKOq12vQAjhUx/c2VHbPwcHuOTicyj13VNVK+9Z9FghORyKSqqopga6HP9k9Bwe75+Dgq3u2lcXGGBPkLBAYY0yQC7ZAMCXQFQgAu+fgYPccHHxyz0E1RmCMMeZkwdYiMMYYU4EFAmOMCXJBEwhE5EIR2SAim0XkgUDXp76IyGsikiYiq8scayYi00Vkk/vfpu5xEZFn3N/BShEZHLia111VKc4b832LSJSILBaRFe49P+Ie7ywii9x7+6+IRLjHI93nm93XOwX0BupIREJFZJmIfOY+b9T3CyAi20VklYgsF5FU95hP/7aDIhCISCjwPHAR0Bu4XkR6B7ZW9eZ14MIKxx4AZqhqd2CG+xyc++/u/kwGXvRTHetbSYrz3sBw4A73/2djvu884FxVHQAMBC4UkeHA34CnVbUbcBS4zS1/G3DUPf60W64hugsnc3GJxn6/Jcaq6sAyawZ8+7etqo3+BxgBfF3m+YPAg4GuVz3eXydgdZnnG4A27uM2wAb38cvA9ZWVa8g/wCfA+cFy30AMsBQ4E2eVaZh7vPTvHPgaGOE+DnPLSaDrXsv7bO9+6J0LfAZIY77fMve9HWhR4ZhP/7aDokWAsw/CrjLPd1Nhb4RGppWq7nMf7wdauY8b3e+hQorzRn3fbjfJciANmA5sAdJVtdAtUva+Su/ZfT0DaO7XCp+6fwC/5kSKmuY07vstocA0EVkiIpPdYz7927bN6xs5VVURaZRzhCumOHfyHDoa432rahEwUESaAB8BvQJbI98RkUuANFVdIiJjAlwdfxulqntEpCUwXUTWl33RF3/bwdIi2AN0KPO8vXussTogIm0A3P+muccbze+hihTnjf6+AVQ1HZiJ0zXSRERKvtCVva/Se3ZfTwQO+7emp2QkcJmIbAfexeke+ieN935Lqeoe979pOAF/GD7+2w6WQPA90N2dcRABTAQ+DXCdfOlT4Ifu4x/i9KGXHL/ZnWkwHMgo09xsMESqTHHeaO9bRJLclgAiEo0zJrIOJyBMcItVvOeS38UE4Ft1O5EbAlV9UFXbq2onnH+v36rqjTTS+y0hIrHi7PGOiMQCFwCr8fXfdqAHRvw4ADMe2IjTr/qbQNenHu/rHWAfzr7Pu3FmTzTHGWTbBHwDNHPLCs7sqS046cFTAl3/Ot7zKJx+1JXAcvdnfGO+b6A/sMy959XA79zjXYDFwGbgfSDSPR7lPt/svt4l0PdwCvc+BvgsGO7Xvb8V7s+aks8qX/9tW4oJY4wJcsHSNWSMMaYKFgiMMSbIWSAwxpggZ4HAGGOCnAUCY4wJchYIjN+JyG/cDJor3QyLZ7rHX6mvZIBuBscWNZR5qA7nvUVEnqvk+BgROavM89tF5Obant/XRCRFRJ6p5Xtq/F2ahs1STBi/EpERwCXAYFXNcz9gIgBU9cd+rs5DwJ/r6VxjgCxgAYCqvlRP5603IhKmqqlAaqDrYk4v1iIw/tYGOKSqeQCqekhV9wKIyCwRSXEfZ4nIE27L4RsRGea+vlVELnPLlPt2LiKfVZaXRkQ+dhN4rSlJ4iUifwWi3RbJW+6xm8TJ+b9cRF5205cjIreKyEYRWYyT+qDi+TsBtwP3uO89W0T+ICL3lbmvp0UkVUTWichQEflQnNzyj5U5T6XXr3Ct7SLyuDj56heLSDf3eJKITBWR792fke7xP4jImyIyH3jTbbmU5PZv5v5uVorIdyLS3z3eXESmub+vV3AWLZlGzAKB8bdpQAf3g/UFERldRblYnDQBfYBM4DGctApXAo/W8po/UtUhQApwp4g0V9UHgFx1cr7fKCJnANcBI1V1IFAE3OjmdXkEJwCMwtnPohxV3Q68hJMnf6Cqzq2kDvnq5JZ/CSc9wB1AX+AW94O30utXcT8ZqtoPeA4nQyc4eXieVtWhwNXAK2XK9wbGqer1Fc7zCLBMVfvjtI7+7R7/PTDP/d1/BCRXUQ/TSFjXkPErVc0SkSHA2cBY4L8i8oCqvl6haD7wlft4FZCnqgUisgpn/4XauFNErnQfd8DZxKNiQrLzgCHA904qI6JxEnudCcxS1YMAIvJfoEctrw8nclutAtaomw9GRLa6dRpVxfUr806Z/z7tPh4H9JYTGVgTxMnOCvCpquZWcp5ROEEDVf3WDUgJwDnAVe7xz0XkaC3v1TQwFgiM36mTTnkWMMv9YP8hzk5rZRXoifwnxTg7dKGqxXIi+2Qh5Vu1URWv5XYVjcPZtCRHRGZVVg6n++MNVX2wwvuv8HhbNclz/1tc5nHJ87Cqrl8FreRxCDBcVY+XLegGhuy6VNgED+saMn4lIj1FpHuZQwOBHXU83Xac/PwhItIBJ11vRYk4WxjmiEgvnK0tSxSIk84anIReE8TJAV/Sf94RZ8Ob0e635XDgmirqkgnE1/E+qrt+Za4r89+F7uNpwP8rKSAiAz1ccy5u95MbMA+p6jFgDnCDe/wioGkt7sM0QNYiMP4WBzwrTkrlQpxskZOrfUfV5gPbgLU4KZmXVlLmK+B2EVmHs43fd2VemwKsFJGl7jjBb3F2hgrByeZ6h6p+JyJ/wPnATcfJdFqZ/wEfiMjllPlA9kpV11Z2fSoPkk1FZCVOy6Kk3/9O4Hn3eBjOh/ntNVz2D8Br7ntyOJHm+BHgHRFZgzMLamdt78c0LJZ91JgGRJyNWlJU9VCg62IaD+saMsaYIGctAmOMCXLWIjDGmCBngcAYY4KcBQJjjAlyFgiMMSbIWSAwxpgg9/8BHZIm5UaWOasAAAAASUVORK5CYII=\n", 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" ] @@ -402,10 +402,10 @@ "# Simulate some data\n", "if do_simulation:\n", " PersistentExample.T_sim = 500\n", - " PersistentExample.track_vars = [\"mLvlNow\", \"cLvlNow\", \"pLvlNow\"]\n", + " PersistentExample.track_vars = [\"mLvl\", \"cLvl\", \"pLvl\"]\n", " PersistentExample.initializeSim()\n", " PersistentExample.simulate()\n", - " plt.plot(np.mean(PersistentExample.history['mLvlNow'], axis=1))\n", + " plt.plot(np.mean(PersistentExample.history['mLvl'], axis=1))\n", " plt.xlabel(\"Simulated time period\")\n", " plt.ylabel(\"Average market resources mLvl\")\n", " plt.show()" @@ -426,9 +426,9 @@ "notebook_metadata_filter": "-all" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "econ-ark-3.8", "language": "python", - "name": "python3" + "name": "econ-ark-3.8" }, "language_info": { "codemirror_mode": { @@ -440,7 +440,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.8.7" } }, "nbformat": 4, diff --git a/examples/ConsumptionSaving/example_ConsLaborModel.ipynb b/examples/ConsumptionSaving/example_ConsLaborModel.ipynb index 0e1a1e2ba..2541482a4 100644 --- a/examples/ConsumptionSaving/example_ConsLaborModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsLaborModel.ipynb @@ -53,7 +53,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a labor intensive margin consumer took 2.8543305850000005 seconds.\n" + "Solving a labor intensive margin consumer took 1.3527933420000002 seconds.\n" ] } ], @@ -86,7 +86,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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HrhoQEdlgjBlc3TJf7uD/dKYBGGPyRGQJMAnPIN5KNVnOsjK2LfGUEijITCekeSxhUedT4eqOO7+ATsnfcqjZatYML6JFYBsqQ6YyqudIho27yN+hq7OMT0P2AYhIeNX1jTE5NW3nHRjE6U3uQcBE4NkzC1eps9fPSwmER3cguPkluOhEWN4R2qV+yNbWm0keX46NvqRHDubciFY8NvUmf4euzlK+lCqYBvwVKAPceIuNAR1Psmk88IG3Hd4CfG6M+ebMwlXq7JObmkzCN7PYsWwxLpeT5rE9wdKbClcrInMSaZb9Muu67iGtr5sC1xj2xvfiV8bwh1sf9nfo6iznSxPNb4DexpisU9mxMWYrMOC0olKqEUjZs4uEOTPZu341FquN8Ki+lJT0pry0GXEZ67GVvMf6PilEDLGR4b6MQ63bMrUgg6duecjfoatGwpcEvx8oqetAlGoMPKUE1ntLCezAHhhMs+gRlJX3wVksdEheQb51OZv6ZhMZ1oIDAbezt5WVSRlpvHb93f4OXzUyviT4J4BVIrIWz8NLABhjtMiFUl4up5OdK5aQMGcmOSlHCQyLICxiPBXunlBYRKfk7znYfDUbRhQSau3Ipma30Do6iwv3p3PN5U9jdzj8fQiqEfIlwb8FLAa24WmDV0p5lRUXsWXB92z6fjbFebmEtGhFULMLcUtXAguSaZf6EdvabCJrXDmV7kGsiL2AgSEHuW5bElfe+kcCQ0L8fQiqEfMlwduNMY/UeSRKnUUKsjK8pQTm4ywrJSyqC4Fh43CZdkTlJhKe/Qobuu4lp48hu3IC61sPYJx7P7dtO8Sk391PxHUx/j4E1QT4kuC/9/akmcNPm2hq7CapVGOUeegg6+fMZLe3lEBYZG/E3geXM5L4zHVQ+hFb+iQTOTiQZPdUDrVrycU5yQxYl8Y5D91G61u6+PsQVBPiS4K/1vuzaslgX7pJKtUoGGM4vH0L62fP4NDWTVjtAYQ0H0iFsx/uUisdUlaQY1/Otj7ZNAuJJTHobmzxlVx0tJRJywvpdvsUetyrIymp+ufLg04d6iMQpRoad2Ule9asZP3smWQk7ccRFE5I81G4TF+sxUV0SpnLgYg1bD2nCLulJ6sifk2nFqlcu7sCEktpd+0wBj82yd+HoZowXx50qvYxOmPMh7UfjlL+5yklMJ8N335NQWY6QeExBIWdh9vak+DCo0Snf8TWdlvIHe+kwD2KVfGjGGE7yL2J+RStKyb2yh6M+vNUfx+GUj410Qyp8joQmABsBDTBq0alJD+PTXPnsHn+d5QVFRLSoh2O0Cm4LZ2Jzt5GcN7LbOq2j5y+No6ayexr14ELipJ5cEseuTnFhF3akUumPurvw1DqR7400dxfddpbGfLTugpIqfp2rJRA4rLFVLqchDbvhiOsP253NK0z11Lh+oTdvVMIa9GC3Y5bqWht4+KUIiasKCY3r5CASdHcdPML/j4MpX7hdIaAKQa0XV6d9VL37mb97BmeUgIWK0FhvXC6B4DTQYfk5aQHL2dHv1wCAjuxrvkjtI7M4rJ9BrPITUleHo6xVm695yV/H4ZSJ+RLG/wcjo/EZAF6Ap/XZVBK1RVPKYEEbymBRGyOIILChuKW/jhKi2mXOp/dMWvYMaqUMoaysuU4hgQk8evthRRvdFCan0azEQFMffh5LBaLvw9HqRr5cgf/XJXXLuCQMeZoHcWjVJ1wOZ3sXLmEhDmzyEk+giO4BQEhY8Del7CCo0RkfszWjlvJH284ai5gR9tuTCw7zL1b88nLCaU8fw9Bw+xc+vjLOvapOmv4cqUmAKXGGLeIdAUGiki6McZZx7EpdcbKiovYunAuG7+fTXFuDoGhcThCJiG2LsRkb8dR+DLbeu4nq28oe2zXUtQmhAvTcxm1uoSCnCAKKtZgHx7OFQ++ofVi1FnHlwS/HBgtIi2A+cB64Grg+roMTKkzUZidxcbvZ7N14fdUlJYSFN4Be+hYROJpk7GGIr5gb69UAsJbsSHsPqJj8rlwP8hiQ3mOm3THPGwjW3LDrz8gMDDY34ej1GnxJcGLMaZERG4HXjfG/FNENtdxXEqdlqzDSSR8M4udK5di3IbA0G44wgZhqwyibcpSjoa9we5BebjsfVkZcx39Qg5xU2IxZZvtuLJTORqzhoCJnbj9+s8JDW3u78NR6oz4lOBFZASeO/bbvfOsdReSUqfGGMPRHdtYP3sGBzdvwGJz4Ajsg9s6iKDyUmLSFrArfj27R1eQJWPZ0qYf45xJ3JlYQH5mKKUFe9necT3hI7oy7YqviIyI8/chKVUrfEnwD+KpQzPLGJMoIh2BJXUbllIn53ZXsnftatbPnkH6gb3YA0JxBI9A7P1pVpBMeM4nJHbaRu44B3utl5DZNoILs7IYuqaYwpxgsl3r2N1tG23a9ubRS78lKraNvw9JqVolxpiTr1VPBg8ebBISEvwdhmrgnOVlJC5dRMK3s8hPT8MRFImRfljsPYnN2g6li9jbYz+OqBjWhVxOWFwJ5yVVYjsYQnlmDpmBCeT2PEjXiAGcf8m/iGnV3t+HpNRpE5ENxpjB1S3zpR98V+AxoH3V9Y0x42srQKV8UVKQz+Z537J53jeUFhYQENwKe8gUrJbWtExbS67t7+zvlY47uDurox6iR/gRrt5ZRvk2B2QmsytuLoHD0ugRPJjBl3xHXNuu/j4kpeqUL000XwBvAm8DlXUbjlK/lJeWSsK3X5G4dAGuigoCgjviCLsQR2UoLVOWkRQxnb1Di8i3ncOmVtcx2iRxa2IRRRmhlOXtZ3vHBLp1y+Vc+2A6TXmbVp16+/uQlKoXviR4lzHmjTqPRKmfSdu3h/VzZrJ37SoQC/aAbjjCBxNSVkF08iJ2tllP4RhDkvUiUtrGcX5uGoMSiinMCiLXuZZd3XcwvlceV1gGETv5Pdp2H+TvQ1KqXvmS4OeIyD3ALHREJ1XHjDEkbd7A+jkzOZK4Fas9EFvAACwBg2iRn0xw2mfs6ryd7B7N2BJ0HbaWlUw8Uo5jmYvyTAuHAuaR0/sgl0ghfe3DiLrgd3ToO9Lfh6WUX/iS4G/2/vxNlXk6opOqVZUuJ7t+WE7CN7PIOpyEPSAcW9AYrI5exGYl4sp+jUM9D2Kat2dti3vo1CKVy3a7cCU6cGemszNuAaHDUplU7uRw4CRCLnqYHj36+PuwlPIrHdFJ+VVFWSnbFs0j4ZuvKMrJwhEUjT14EjZrB1qmryXb8Q8O9kynOHgQG+OmMMJ2kJt2lFC8JpSyvH0kdtpIj27ZXFUcyDr71ZRffi+TurTz92Ep1SD40ovGDtwNjPHOWgq8pbVo1JkoKchn09w5bJr7DeXFRQQEtcYeejkOdyTxaSs43OJ99g0pJs0xngNtOnNeUTK3bC2hJD2MHNc69nffyfieuXQubs0K2wPkXHczN3WN9fdhKdWg+NJE8wZgB173Tt/onffrugpKNV75GWkkfDOL7Us8PWIcgZ1whE0myGknOnkRe1utYe8oYVfAFErbBHN+agHDf6ikLN3K4eD5FPc5yBQKiSkdyFzHY0y5bAqPdY1GRPx9aEo1OD4N2WeM6VdlerGIbKmrgFTjlJF0gPWzZ7B79QpAsDm64QgfSrPiQsLTv2N3x41kj4lgc+gNNI8uZMIBgYV2KjOL2RG3lIhhKVxa7mZ+ybk8F3E5N146iud6xmpiV6oGviT4ShHpZIzZD+AtVaD94dVJGWM4unM7677+kqTNG7BYHVgd/bEGDCIq9zCS9SGHuu3iSO+ObIi8ix5hqVyRWEH5hiCc+XvY1WUT/bpmcUNZGB/kX8b9LS7k7kv78UHveCwWTexKnYwvCf43wBIROQAI0A64tU6jUmc143azL2EN67+eQeq+3VjtIdgCz8Hm6ENc5jYKeZkjPY9QGDqQrfH3MoojXLe9nNLUQHJcG0nuvoMJIbn0c3Xi1dzLeb3ZKB64uDt/6t8KqyZ2pXzmSy+aRSLSBejmnbXbGFNe0zaqaXI5nexcsYT1c2aQm5KMzdEcW/AEHJZOxKevJS30aZL65ZESPJ5DrS/k/LwM+m4opyzNwqHgBbh6H+AyismwjODZvAnkhPfkgcu68Nqg1titOjyeUqfKl1409wIfG2O2eqdbiMjtxpjXT7KpaiLKS0rYumguG779iuLcHGyOaOwhFxPojiE2fRlJ0f9l/7BKdgdPprxVMBOPlDBkWSWVmSXsiJ9J/NBkbnRbWGu/gJsyR2PC4rl3SmeuGdqGAJtWplbqdPnSRHOHMea1YxPGmFwRuYPjvWpUE1Wcl8vG72ezef53VJQUY3O0xh46ltCKACJSF7Gv3VpyRzZjW/hVREYVc95uG655Fpx5R9ndZTODO2fysC2ar203c27KAIJCwrnn4k7cMLwdgXZN7EqdKV8SvFVExHjrCouIFdDBKZuwvLRUEr6ZyfYlC6l0ubA5OuIIG0aL4mICcuaS1GkrKT3bsSnidvoEpXPp9krKV1vJqdxMRo8dXNgtl6kRA/nQ/Jq+B9sTFujgvgs6ccs57QkJ0AGtlaotvvxvmgt8JiJveafv9M5TTUz6gX2smz2DvWtWAhYs9u44wocSk3OIisKPSOu2j7xmA9jVchqjnWlcs91FRbLhUOhirL33cyWltOgwhTfLz+eq3SGEOGzcP6EDt4/qQLMgu78PT6lGx5cE/1tgGp6nWQEW4CkdXCMRaQN8CMTiqV0z3Rjz79OMU/nJseHw1n71BYe2bsJidWBxDMTu6Edc5k5yy17haM90ksPGktJqLBOzcuizphJneim7Ws2k3ZCjTBMbptdNvFJwLu9tK8dhtXDnmPbcOaYjLUL0w6BSdaXORnQSkXgg3hizUUTCgA3AZcaYHSfaRkd0ajiMMRzYuI61sz4nde9urLYQxD4Au6078enrSQ1bTEnXYvaGXYyrZTATDlbAvhCceXs42HkjwyPTOS+4JcX9pvFS1kA+2pCJiHDDsHbcPbYT0WEB/j5EpRqFMxrR6XQZY1KBVO/rQhHZCbQCTpjglf+5KyvZvWYl6776gqzDSVht4diCxhNoaU9s+koORX/B3qEWEptdQkRkORN2OnBuNhRV7CGz2xYmdcnhppZDKej/d54+1J6P5h/BmEyuHtKG+8Z1Ia5ZoL8PUakmo16+0RKR9sAAYG01y6bhaQKibdu29RGOqobL6WTHskWsm/0l+elpWG0tsAdPIsgdQ1TGEpLavMeOc1qwNeIquoXkMXmblfJVkGJbi+m+k8stxbTvcQUF/e/g2V3BfPBlEhWVh7lyYCvuH9+FNhHB/j5EpZqcOh90W0RCgWXAU8aYmTWtq0009a+irJStC+eS8M0sinNzsNpisAQMJ6wimPDcBSR1WEdxyw5sixnPcDJpsy2CiuRMjkasJ7rjAa6w2Ggx6DYK+93CfzaV8u7KgxRXuLi0X0sePK8rHaJC/H2ISjVqp9VEIyJz8Hw5Wi1jzCU+vLEdmIHnQakak7uqX6VFhWz6fg4bv59NeXERVntr7KHjaF7swpG5gOQuW9jXewD74m9jfGE23Ta4qUgvYk/bxfQekszDwfEEDP8LxT1+xWvrM5j+2k7yS51c1CeOh87rStfYMH8folJNXk1NNM95f14BxAEfeaevBdJPtmPxlPl7B9hpjHnhTIJUtacoN4cN337Flvnf4Swvw2rvgCNsMtH5uVQUzySr6z6SI0aR3upWJqYV0nt5JSX5aezrPIex7bK4IX4IMuLvlLUfz9trj/DGi2vJLq7gvB4xPDyxK71aNvP3ISqlvE7aRCMiCT+//a9uXjXbjQJWANsAt3f2740x351oG22iqTt56WkkzJnBtsULcFdWYnV0xRowhLjsQ+TbF5LXLZUDzS/AGdeccfudmH028iu2UNxtC5cEFtGt+2Uw/B7Ko3vx6bojvLZkHxmF5YzuEsUjE7syoG0Lfx+iUk3SmfaiCRGRjsaYA96ddQBO2rBqjFmJp/qk8qOsw0ms+/pLdq1aDkaw2HsSEDSA+KwdZIS+xsF+RexqPoVmkXDuThuuhHLSAhII7raTqQ4LMQNvhSF34AyJZcaGo7z8/lJS8ssY2iGCV68byNAOEf4+RKXUCfiS4B8Glv6sXPCddRqVOmOpe3ez9qvP2Z+wFhE7FscAHLZexGVuIDnyOfYMtpEYeTGdg4u5YFsgFT9kcyByDR36JnFXaCzBw/8E/a6l0hbEV5uS+feiZRzOKaF/m+b8c2o/RnaO1ME2lGrgfCkXPNdbLri7d9YuLRfccB3dsZ3VMz/l8LbNiCUAW+AIAi2diMpcxdFWT7F9eAw7YqYy1OQwZYuV8vQc9rf9nqGDUrkubhDWEe9Al/NxI3y7LZWXFq5jf2YxvVqG887NgxnfPUYTu1JnCV/KBQcDjwDtjDF3iEgXEelmjPmm7sNTvjDGcGjbZtbM+JTkXYlYLMHYgsYQbNrQImcJR9v+j00ju7E/7jrGFuTRdZ2bwvwUDnWexQWtC7ip+6Uw/B6I74sxhvk70nlxwR52pRXSNTaUN28YyAW94jSxK3WW8aWJ5j08ZQZGeKeTgS8ATfB+Zozh4KYEVs/4hLR9e7BYQrAFjSOsMobQ7MWkdHyPfT0GkdLyBs5LKaHXMhe55fvI6LaBy7u6aTPwNhhyB4THY4xh6e4MXpi/h23J+XSMCuHf1/Rnct+WOoqSUmcpXxJ8J2PM1SJyLYAxpkT0Vs6vjNvNvvVrWD3jUzIPHcBiCcMWfB7NKprhyF1IeqdNbO8zkvyWNzDhQAX95peTYd1IaJftXBMWTsTw30L/6yEgFIBV+7J4bv5uNh7Oo01EEP+a2pfLB7TCpqMoKXVW8yXBV4hIEN6HnkSkE6Bt8H7gdleyZ/VK1sz8nOyjh7BYmmELvoAWZYFI3nyyuiRyIHYClbHXMGaXoXJjCSlhq2jTcw/TIjsRPPIF6HEpWD2/9vVJOTw/fzdrDuQQ3yyQpy/vw9RBrXHYNLEr1Rj4kuD/gqf+exsR+RgYCdxShzGpn6l0udj1wzLWzPyMvLQULNYW2EMuJKJYcBXOJ6vLPnbHXkRoi16MTLTjXJfDoagf6NfvEFe3GYlt5KfQfhR4P3htPpLHCwv2sHxPJtFhAfxlSk+uGdpWR1FSqpHxpRfNfBHZAAzH003yQWNMVp1Hpn4sALZ21hcUZKVjsUZhD5lMVGEZpa5vSe2ayu6Yi4kP682ELSGU/pDM4bYrGTMggxu6XYaMfA9ievy4v8SUfF5csIeFOzOICHHw+4u6c+Pw9gQ5NLEr1Rj50otmEfC8MebbKvOmG2Om1WlkTZizopzti+ez9qsvKc7NxmKNxR5yCTH5+eSbGRzpmceOmIvp7nAxcXMoRZl7OdrpBy4cUkaPATfDsLsgPP7H/e1NL+TFhXv4blsa4YE2Hju/K7eM7ECoDo+nVKPmy//wDsBvRWSIMeZJ77wayxSo0+OsKGfbwrmsnfUFJQV5WKwtsYdcRmxuOrmWjznQ18XOuAsZWFnCRZsDyCncQ1aXNVzWJYhWw+6HgTdBwPEiXwezivn3wj18vSWFEIeNB8Z35vbRHXV4PKWaCF8SfB4wAXjZW2HyhjqNqAlyVVSwdZE3sefnYrG1xhEygdjcI2Ta32P3gED2tDyfkUXFXLQGMisTKem8iWtjWtP8nGeh12VgPZ60j+SU8MrivczYmIzdKtw5ppMOj6dUE+RLghdjjAu4R0RuAVYCWlmqFngS+zzWzvrck9itrXCEjCMu5wgZ9v+wc1AY+1pezNisEjovqyDNnkBM50SmtRlC4MgPoOPYH784BUjNL+XVxfv4POEIIsLNI9rr8HhKNWG+JPg3j70wxrwvItuAe+supMbP5XSybfE81s78nOK8HMTaEkfIWOJyDpMRMJ1tgyNJajmZ8amldF5USlroSlr13MtVXS7ENuoFiOv9k/1lFpbz+tJ9fLz2MMYYrh7ShnvHdSa+WZCfjlAp1RCcsFywiIQbYwpEpNpygcaYnNoOprGXC3Y5nWxfPJ81Mz+nOC/bk9gDhxKTc4jMyAWkdYzhaKthjD1Sjm2Hk7QWSxnS7iije12FjHwAWrT7yf5yiyt4c/l+Plx1iIpKtw6Pp1QTdLrlgv8HTMZTpsDw09K/BuhYaxE2ci6nk8SlC1g94zOKcz2JPSD4UmJyk8gMns7WYa1IiZ/MuIMuun6fR0bsYs4dmMN1A25Fht8NodE/2V9+qZN3Vhzg3R+SdHg8pdQJnTDBG2Mme392qL9wGpdKl5PtSxay+stPvXfs8QQEX0J0bhJZIf9h87B2ZMVfwrn7XXSdm0lWyyVcMLycnkPvgUG3QmD4T/ZXVO7i/R8OMn35AQrKXDo8nlKqRjWNyTqwpg2NMRtrP5zGwV1ZyfalC1n9xScU5WYh1jgCgqd4EnvYf9g4vBOF8ZMZtctQtiWVnHZLuPgcGx3PeRj6XQv2wJ/sr7Sikg9XJ/Hmsv3kljh1eDyllE9qaqJ5voZlBhhfy7Gc9Yzbza7VK/jh04/Iz0hFrLE/JvbM8P+wYUR3SmIv4ZwdULz5MAUdl3LZuGjiRv4del4Klp8+UVruquSTtYd5dcl+soo8w+M9en43+rdp7p8DVEqdVWpqohlXn4GczYwx7N+wjpWffEj20UOIJRJH8GRi8pLJCn2HhBHdqIiZwvBtVgo276O083KunNSNiFFvQKcJP+nqCOCqdDNzYzL/XrSX5LxShnWI4I0bBjKkvQ6Pp5TynU/PqotIb6An8GPbgTHmw7oK6mxyaNtmln/8ARkH9yKW5tiDJhGTn0126AckDO9AecxkRmy1ULBlN64uy7l+8DBCR38GbYb8Yl9ut+Hbbam8uGAPB7KK6de6Gc9e2VeHx1NKnRZfatH8GRiLJ8F/B1yI52GnJp3gU/bsZPnHH5C8azsiodiCziO2oIic4E/YPKw1JbEXMmKrkL91F+4uK7lxxBiCx3z7iz7s4PkEsHhXBs/N38PO1AK6xYYx/cZBTOwZq4ldKXXafLmDnwr0AzYZY24VkVjgo7oNq+HKSDrAiv99SNKWBJAgbEHnElPkIk9msmVINEVxFzB8u1C4bSfS9QduHjWRoDELILprtftbtT+L5+Z5BttoFxmsoygppWqNLwm+1BjjFhGXiIQDGUCbOo6rwclLT2PFJx+yZ/VykABsgaOIKrFQyHdsG9icgvjxjNhupSBxJ/YuP3DLmIsJHL0EIqp/XGDzkTyem7eblfuyiAsP5JkrPINt2HUUJaVULfElwSeISHPgP3geeioCVtdlUA1JSUE+a2Z8yub532HcgjVwKFGloRSb79nZP4icuPGM2gH5OxMJ7LKGX427HMeoldC8+r+Bu9IKeH7+HhbsSCcixMH/Te7J9cN0sA2lVO3zZcCPe7wv3xSRuUC4MWZr3Yblf87yMjZ+N5s1Mz/HVVGO1dGbZq5WuFzz2NvHRUbLUYzeKeTvSiS461p+dd7V2Ee++JM67FUlZRXz4sI9zN6SQmiAjUcnduXWUVqTXSlVd3ztRdMXaH9sfRHpbIyZWYdx+Y3bXUniskWs+Pi/lBbmYrF3opm9O9aKZSR3Xc2RduMYs9dC3JJdhHRbza/Ovx77Oa/8opzAMSl5pbyyeC+fJxzFbhXuOtdTurd5sJbuVUrVLV960bwL9AUSAbd3tgEaVYI3xnBwUwJL3n+HvPSjiDWOkIALCS7ZSGqX/7Kv40RGH+5B9NKDBHZZzlU3XYd95MsQElnt/rKKynl9yX4+WnsIYww3Dm/HPeM6ERMWWO36SilV23y5gx9ujOlZ55H4UUbSARa9O52U3dsRS3MCAyfSvGgv6S3fJ6Hz+YzIbE3k0lQCOi/mquuvJHD0GgiNqXZfhWVOpi8/wDsrD1LmrGTqoNY8MKELrVtohUelVP3yJcGvFpGexpgddR5NPSvJz2PFJ/9l+5L5IAHYA88lqjCHrOiPWT70XPoWXcQ5K7II6LiAy6+7mODRK07Yxl7uquS/qw/x2pJ95JY4ubhvPI9M7Eqn6NB6PiqllPLwJcF/iCfJpwHleMoGG2NM3zqNrA5Vupxs/H4Oqz77Hy5nOdaA/kSVhlAQMJtV/fvQyUxixOoCpO2nXHHVRMLGLoZmravfl9vw1aZkXliwh+S8UkZ3ieLxC7rTp7UWAlNK+ZcvCf4d4EZgG8fb4M9Kx2rGLHrnLYpyMrDY2tPc2hW3ewHbBwYR2GI8w9eUUR4zi8uvHEGzsfN/MchG1X0t2Z3Bs9/vZnd6IX1aecoKjOoSVc9HpZRS1fMlwWcaY2bXeSR1LC89jflvvcaRxE2IJYKggImElG3mcLevyW47mqEb3OSnfs+ECzoQP3EmRHU54b42HMrl2e93sS4ph/aRwbx63QAu6h2PRZ8+VUo1IL4k+E0i8j9gDp4mGgDOlm6SLqeTdV9/yZoZn2Hcgj1gJJHFWaS1/Iyt3SYwck97ItavZNBQQ7dJr0Prake+AmBfRiH/nLub+TvSiQoN4G+X9eaaIW306VOlVIPkS4IPwpPYz68y76zoJnl4+xbmvvYyhTnpWOxdiHLHURj8LSuGDmFw9vn0W5VIt/5JDL34aeh83i/K9h6Tml/KSwv28sWGIwQ7PA8p3TaqAyH6kJJSqgGrMUOJiBXINsY8Vk/x1IqSgnwWvv0We9cuRyzNCHGch6NyFYn9UmgRMp4ha1Jo03seEx/6A9L3ql8MtHFMYZmTN5bu552VBzEGbjmnA/eN70xEiD6kpJRq+GpM8MaYShEZeTo79j4gNRnIMMb8skZuHdmzdhXzXn+ZirISbAFDiSwpILntLFI7n8vgtS5M1EyumnYjASNe/sXQeMe4Kt18uv4ILy3cQ1ZRBZf1b8mj53ejTYT2ZVdKnT18aWPYLCKzgS+A4mMzfWiDfx94lXqqG19aWMD8t15n3/qViDWa5pYhlAd+ww/DBjL06DiabVzKhEmdiL9gPoTFVbuPYz1jnv5uF/syihjaPoJ3bu5BPx0iTyl1FvIlwQcC2fx0DNaTtsEbY5aLSPvTD813BzYl8O1Lz1FRVoI9YCjNS9PY33MJgRFjGLAuib5D1zHovpeg1aAT7mNHSgFPfbeDH/Zl0z4ymLduHMT5OuCGUuos5ks1yVvrI5DT4a6sZPn/PmTDNzMQSyQtLIMpDf6WNSOGMGJbPxzur5n68G+x9rvmhF+gpheU8dy83Xy58SjNguz8eUpPrh/WDodNe8Yopc5uvhQbaw28Ahxri18BPGiMOVobAYjINGAaQNu2bX3erignm1n/eIqMQ3uwOnoTUVbCnt4/EBF8Ln0TNjP+okhaXbgYgqsfqLrcVcnbKw7y6uJ9uNxufj2qA/eN60KzYHttHJZSSvmdL0007wH/A37lnb7BO29ibQRgjJkOTAcYPHiw8WWbtP17+eKv/0dFWRmBjjHYrMtZN64rw7Z0J6rtN0z640tIh1En3H7xrnT+OmcHSdklnN8zlj9e3JO2kfoFqlKqcfElwUcbY96rMv2+iDxUR/Gc1P6EtXz9/DMYgomQYeTEfE9h+1H02biDSZd3IPqCH8AWUO22h7KL+eucHSzalUHH6BA+vG0oY7pWX8ddKaXOdr4k+GwRuQH4xDt9LZ4vXWskIp8AY4EoETkK/NkY887pBgqwZ80PzHnxH4g1hihnLHv6bKB92RjapH/P1N//E0vHsdVuV1Lh4vUl+5m+/AB2q/D7i7pzyzkdtJ1dKdWo+ZLgb8PTBv8int4zq4CTfvFqjLn2zEL7qaQtm5jz4rOINY5IVwAbR2TRf08HhgzdRO9r50FQi2q3W7I7gz/O2k5yXimX9W/JExf1IDZcB91QSjV+vvSiOQRcUg+xnFD6wf3M/MeTiKUFka4gEkYbBmxyMfm6EKLHfwWWX96JZxWV87dvdvD15hQ6x4Ty+Z0jGNqh+i9clVKqMTphgheRP9WwnTHG/K0O4vkFZ1kZM/7+JMYEEumOZePwQvptLuG6hycT2OdXv1jfGMPMjcn87dsdFJe7eOi8Ltw9thMBturLESilVGNV0x18cTXzQoDbgUigXhL8kvffo7Qoh3DLMLYP3EffROH6Ry8nsOdlv1g3q6ic383YysKdGQxq14J/XNGHLrFh9RGmUko1OCdM8MaY54+9FpEw4EE8be+fAs+faLvaVJCVybYl32O1dyc/6ge6H+3FtQ+NqDa5L96VzuNfbqWgzMX/Te7Jree01/rsSqkm7WTVJCOAR4DrgQ+AgcaY3PoIDGDp++8DQrjTxdG2Q/hVl3KC+0z9yTrOSjdPfbuT91cl0T0ujI9+PYzuceH1FaJSSjVYNbXB/wu4As9DSH2MMUX1FhWecVP3bViF1daR5HYH6HzUTbsHf1r+JrOwnHs/3si6pBxuOac9v7uwO4F2bWtXSimo+Q7+UTwDffwR+EOVolvHBt2u09vk/QnrMW4nIW4HeZF9uPKycWA9XkbgQGYRN76zjuzicv59TX8u7d+qLsNRSqmzTk1t8H59CmjdzK9AgnCGHKTjwUACOh4vZrkrrYAb3l6HMYYv7zqH3q2a+S9QpZRqoBrso5yZR/ZjtbYmuaOVMZf3+LEa5N70Qq6ZvgabRfj8rhGa3JVS6gQa5KCiBVmZuN3lhBg7toBOtB9xJwC5xRXc9sF6bBYLn985QguEKaVUDRpkgj+yYwcAVksJ7ZLLfyz5++fZiaTll2lyV0opHzTIJpo9K9cAViqCs4mLzQNg6e4MZm9J4d5xnRnQtvq6M0oppY5rkAk+eU8iYo0lJ9bJkPM9ZeffWLqfVs2DuGdsZz9Hp5RSZ4cGl+CNMZSXFmAnjOLIlkR3v4jtyfmsPejp664lfpVSyjcNLluWFuQDLmxuIbw8HIIj+CLhCIF2C1cNaePv8JRS6qzR4L5kzUnxDPVqkQrisyoAWHMgh6EdImkWpOOlKqWUrxrcHXza/kOeF7ZSmgcWk1tcwe70QoZpLXellDolDS7BJ2/fAVioCC6iXb9o1iflAOhgHUopdYoaXIJPT9qPWJpT1MxJp76jWHswhwCbhb6t9YlVpZQ6FQ0uwZcU5mKxNKOgRTDNWg5kV1oBPeLDdUQmpZQ6RQ0uwVe6SrG7HdjtcRAWz+GcEtrpU6tKKXXKGlSCd1dWAm4sBpoX2XC6DSl5ZbSN0ASvlFKnqkF1k6x0OQGwipOowgpS88qodBvaaIJXSqlT1qASvKvCk+CxlBMW4OJIbgkAbVpogldKqVPVoJpoXOWeB5sqA0qI6RjO4RxPgtfKkUopdeoaVIJ3lpeDBFAeVEHrXt05nFOC3SrEhQf6OzSllDrrNKgEX+lyIpYwisMNLVv353BOCa1bBGO1yMk3Vkop9RMNKsG73ZVYJJTi8EDsEZ04mltK6xZB/g5LKaXOSg0qwWPc2NwOJCAagiNJzy/T5hmllDpNDSvBA1aEsJIAKg1kFpUTqwleKaVOS4NL8BYqic0vJqe4gkq3ISY8wN8hKaXUWalB9YMHECkn3OIivaAMgJgwvYNXSqnT0eDu4N2OUqLaOsgsLAfQO3illDpNDS7BlweV0ap31x/v4LUNXimlTk8DS/BWSsNctGo7gPQCzx18dKjewSul1OloWAlerBSHOQiK7ExGYRkRIQ4ctoYVolJKnS3qNHuKyCQR2S0i+0TkdyddH8EVHAWhcaQXlBMTpnfvSil1uuoswYuIFXgNuBDoCVwrIj1r3MYIoRWhYLGQWVhGjLa/K6XUaavLO/ihwD5jzAFjTAXwKXBpzZsYYvM9X67qHbxSSp0ZMcbUzY5FpgKTjDG/9k7fCAwzxtz3s/WmAdO8k92A3VUWRwFZdRLg2UfPxXF6Lo7Tc3FcUz0X7Ywx0dUt8PuDTsaY6cD06paJSIIxZnA9h9Qg6bk4Ts/FcXoujtNz8Ut12USTDLSpMt3aO08ppVQ9qMsEvx7oIiIdRMQBXAPMrsP3U0opVUWdNdEYY1wich8wD7AC7xpjEk9xN9U23TRRei6O03NxnJ6L4/Rc/EydfcmqlFLKv/QxUaWUaqQ0wSulVCPVIBP8qZY4aExEpI2ILBGRHSKSKCIPeudHiMgCEdnr/dnC37HWFxGxisgmEfnGO91BRNZ6r4/PvF/iN3oi0lxEvhSRXSKyU0RGNNXrQkQe9v7/2C4in4hIYFO9LmrS4BL86ZQ4aGRcwKPGmJ7AcOBe7/H/DlhkjOkCLPJONxUPAjurTD8LvGiM6QzkArf7Jar6929grjGmO9APzzlpcteFiLQCHgAGG2N64+nEcQ1N97o4oQaX4DmtEgeNhzEm1Riz0fu6EM9/4lZ4zsEH3tU+AC7zS4D1TERaAxcDb3unBRgPfOldpUmcCxFpBowB3gEwxlQYY/JootcFnh6AQSJiA4KBVJrgdXEyDTHBtwKOVJk+6p3X5IhIe2AAsBaINcakehelAbH+iquevQQ8Dri905FAnjHG5Z1uKtdHByATeM/bXPW2iITQBK8LY0wy8BxwGE9izwc20DSvixo1xASvABEJBWYADxljCqouM56+rY2+f6uITAYyjDEb/B1LA2ADBgJvGGMGAMX8rDmmCV0XLfB8cukAtARCgEl+DaqBaogJvsmXOBARO57k/rExZqZ3drqIxHuXxwMZ/oqvHo0ELhGRJDxNdePxtEM39340h6ZzfRwFjhpj1nqnv8ST8JvidXEecNAYk2mMcQIz8VwrTfG6qFFDTPBNusSBt435HWCnMeaFKotmAzd7X98MfF3fsdU3Y8wTxpjWxpj2eK6DxcaY64ElwFTvak3lXKQBR0Skm3fWBGAHTfC6wNM0M1xEgr3/X46diyZ3XZxMg3ySVUQuwtP2eqzEwVP+jaj+iMgoYAWwjePtzr/H0w7/OdAWOARcZYzJ8UuQfiAiY4HHjDGTRaQjnjv6CGATcIMxptyP4dULEemP58tmB3AAuBXPTVqTuy5E5Engajy9zjYBv8bT5t7krouaNMgEr5RS6sw1xCYapZRStUATvFJKNVKa4JVSqpHSBK+UUo2UJnillGqkNME3MiJSKSKbRWSLiGwUkXPOYF9/FZHzzmD7Vae77Sm8xycislVEHq6DfZ9S/CLyvohMrWb+UhGplcGgRaToJMvbi8j2U9xntXGrs1+dDdmn/KbUGNMfQEQuAJ4Bzj2dHRlj/nQmgRhjTvuPiy9EJA4Y4q0eWJv7tRljXHUdv1J1Te/gG7dwPGVTARCR34jIeu8d75NV5v+ft/7+Su8d8WPe+T/e2YlIkog86f1UsE1Eunvn/0VE3vXepR4QkQeq7LfI+3Osd/mxWuYfe59AREQu8s7bICIvH6v5XpW31vd73vfdJCLjvIvmA628n1hG/2yb90XkTRFJEJE93ro2x2rL/6vKebizSowrRGQ2nqciq8Yv3m22e2O4usr8V73nbiEQU8Pv4kZvnNtFZKh3+6Eistp7TKuOPaUqIreIyEwRmSueOu//rOacRHm3vbia97J5z/FO7zkP9m7zJ+9xbxeR6cd+Bz/bb7XreH9/z4rIOu/5HF3lfD7nXX+riNzvnT9IRJZ5f6/z5Hg5hQfEM9bBVhH5tIbzpWqDMUb/NaJ/QCWwGdiFp8reIO/88/EMSix4/rB/g6f87BDv+oFAGLAXzxOjAO8DU72vk4D7va/vAd72vv4LsAoIAKKAbMDuXVbk/TnWG0tr73uvBkZ53/MI0MG73ifAN9Uc06N4nmgG6I7nUfVAoD2w/QTn4X1grvf9uuCp5RIITAP+6F0nAEjAU7RqLJ4CXh2q7ONY/FcCC/A8WR3rff944Ioq81sCecfO189iWQr8x/t6zLGY8fwBtnlfnwfM8L6+Bc+Tqs28MR8C2hyLyRvDWmBiNe/VHk/BsZHe6Xer/D4jqqz3X2BKNb/nE62zFHje+/oiYKH39d146uIcO44IwO69JqK9866u8vtLAQK8r5v7+/9LY/+nTTSNT9UmmhHAhyLSG0+CPx/PI9wAoXgSXxjwtTGmDCgTkTk17PtY4bMNeJLbMd8azyPh5SKSgScBHf3ZtuuMMUe9cW3Gk4iKgAPGmIPedT7Bk4B/bhTwCoAxZpeIHAK6AgXVrFvV58YYN7BXRA7g+eNwPtBXjrc5N8NzHiq8MR6sZj+jgE+MMZV4instw/OHcUyV+SkisriGWD7xxr9cRMJFpDmec/+BiHTBk5TtVdZfZIzJBxCRHUA7PH8M7XgG9rjXGLPsBO91xBjzg/f1R3gGx3gOGCcij+Opnx4BJAI//33XtE7V33977+vzgDeNt0yvMSbHe731BhZ4PwBY8ZT1BdgKfCwiXwFfnSB+VUs0wTdixpjVIhIFROO5c3/GGPNW1XVE5KFT2OWxuh6V/PTaqVrv4+fLTmWd2vbzOhwGz3m43xgzr+oC8dS6Ka7nWP4GLDHGXC6e2v9Lqyw/0fly4UmwFwAnSvC/eC8RCQRexzMK0hER+QueTwc/8mGdE/3+f06ARGPMiGqWXYznD+MU4A8i0sccr+Guapm2wTdi4mknt+JpNpkH3CaeOvOISCsRiQF+AKZ427lDgcn1GOJuoKM3uYHno3x1VgDXA4hIVzyFtXb7sP9fiYhFRDoBHb3bzAPuFk9JZkSkq3gGzqjJCuBqb3tzNJ4EtQ5YXmV+PDCuhn0ca7cfBeR7786bcbyk7S0+HA94kvdtQHcR+e0J1mnr/fQGcB2wkuOJOsv7e66u14wv6/zcAuBO8ZbpFZEIPOc5+lgMImIXkV4iYsHT1LQE+C2e4w/14T3UadI7+MYnyNsEAp47qZu9TQjzRaQHsNr7sbkIT7W99eL5YnErkI6nimV+fQRqjCkVkXuAuSJSjKdUdHVeB94QkW147mBvMcaUV/Md4c8dxpOIw4G7jDFlIvI2nuaFjd4vEDM5+dBus4ARwBY8CfZxY0yaiMzCU6N+h/e9VtewjzIR2YSnieU277x/4mmi+SPw7ckO5hhjTKWIXAvMFpFCY8zrP1tlN56xfN/1xvaGMaZERP4DbMcz8tMvzrUxJu9k61TjbTzNZVtFxInnu4ZXvU1gL4tnqEEbnuqwe4CPvPMEeNl4hh1UdUSrSSpEJNQYU+TtbbEcmGa848LW43sLnsHW9xpjXqyF/b6P5wvbL0+2rlKNlTbRKIDp3rv+jXh6ctRLcve6w/veiXg+sr9V8+pKKV/pHbxSSjVSegevlFKNlCZ4pZRqpDTBK6VUI6UJXimlGilN8Eop1Uj9P4KAuVhZQy4JAAAAAElFTkSuQmCC\n", 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" ] @@ -122,7 +122,7 @@ "outputs": [ { "data": { - "image/png": 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/ko87NOu3kVYHB4E65TqUGQPcRmBm1o0iiWC9pB3IJ6eR9HxgdU+jKqA6OAdISerBQOSJwFVDZmYdK3LX0CnA+cBTJf0S2BF4dU+jKmBgaC4AST2hlI4Abiw2M+tGkbuGrpH0ImB/suElbo3IK+Vn0cDQMAClBig2AHhOAjOzLhQZa2gQeDtwGFn10OWSzoiIkV4HN5WB4WYiSIjGBqDiEoGZWReKtBF8FXg68GngM8CBwDm9DKqIgeEhANQQaW0d4NtHzcy6UaSNYP+IeGbL+lJJv+tVQEVV52YlAqUJMboO2M5DTJiZdaFIieDa/E4hACQdAvyydyEVU52blwjShMbIWsBjDZmZdaPoWENvkHR3vr4ncLOk68nmJXhGz6KbwsCcOQAoLZGOrAecCMzMulEkERzZ8yi6UJkzkC2EGNuwEYAxtxGYmXVs2qqhiLgLWAi8In8sjIi7mo+pnivpSEm3Slou6UNTHPdqSSFpyWTHTDTQTASUqK/N7mYdq7tEYGbWqSKDzr0L+DrwlPzxNUknFXheCTgdeBnZnUbHSTqwzXHzyOZEvrKTwCuD1ez5Ieqj2TQJrhoyM+tckcbiNwOHRMSpEXEq8HzgLQWe9zxgeUTcHhFjwDeBY9oc9w/Ax4GO+iWUK1kiiEiobcgSQM0lAjOzjhVJBGLTQeYa+bbp7AasaFlfmW8bP7F0MLBHRFwwZQDSiZKWSVr20EMPAVCuVvO9CWONFAnGXCIwM+tYkcbiLwNXSvpevv4XZBPaT6ddsni8NVdSAnwSOGG6E0XEWcBZAEuWLAmAUqWS7xRjaUKllDgRmJl1ochYQ/8u6VKyISYEvDEiri1w7pXAHi3ruwP3tqzPAw4CLpUEsDNwvqSjI2LZtIFXmiUCsZEyA6WEWt13DZmZdWrKRJB/a78uIg4COp2s/ipgX0mLgXuAY4HXNndGxGpgUctrXQq8r0gSgOZUlVkRYySpUEkSNxabmXVhyjaCiEiB30nas9MT5xPYvJNsdrObgfMi4kZJp0k6uqtoWyhJgIRAjKhEpSTfPmpm1oUibQS7ADdK+g2wvrkxIqb9MI+IC4ELJ2w7dZJjDy8QywRZHquVS1RKLhGYmXWjSCL4WM+j6JJICEEtgWrZjcVmZt0o0lj8C0k7k/ULCOCqiLi/55EVoYQgqCdBtZS4asjMrAtFehb/DfAb4FVkU1T+WtKbeh1YESJPBKWGq4bMzLpUpGro/cDBEfEwQD6R/RXAl3oZWCF5iaBBnWo58cQ0ZmZdKJIIVgJrW9bXsmmP4VkjiSAgxrK7hlwiMDPrWJFEcA9Zz+IfkLURHAP8RtIpkHU462F8U1KSkKYNlKZUSglrR+qzFYqZ2VarSCL4n/zR9IP857wnP5zOZAOcBmrUqbqNwMysK0XuGtpibx9NSgn1RoNSbSxvI3AiMDPrVJHRR7dYSakM0UCNyO8acmOxmVmntupEkI03VKdcDyqJh5gwM+tGkTaCLVa5UiGiTqkOQ6Wa7xoyM+vCpIlA0qdpmT9goog4uScRdaBSHQAalOplhlRzG4GZWRemKhEUGg56NpUHBiDqJGmFququGjIz68KkiSAivjKTgXSjMmcOWYkABpO6SwRmZl2Yto1A0o7AB4EDgcHm9oh4SQ/jKqQ6OAcIknrCACPUGkFEkM94ZmZmBRS5a+jrZBPLLCYbkvpOstnHZl11zhAApVSUtRHAt5CamXWoSCLYISK+CNQi4hcR8Sbg+T2Oq5DB4WEAknpCKbI5c3znkJlZZ4okglr+8z5JL5d0MNlE9LOumQhIRdLIEkHNDcZmZh0p0o/g/0paALwX+DQwH3hPT6MqqDI8B4AkLVGq5YnAJQIzs44UGWvognxxNfDi3obTmcqcrO1aaQJj6wAYdYnAzKwjRe8aeguwd+vxeVvBrBrIEwFRIhkbA1wiMDPrVJGqoR8AlwM/Axq9Dacz1cEBABQiNowAvmvIzKxTRRLBUER8sOeRdKE8UMkWokSMZG3aLhGYmXWmyF1DF0g6queRdCEbawgiEiLrRuA2AjOzDhVJBO8iSwYbJa2RtFbSml4HVkRlYCBfEtSyBOASgZlZZ4rcNTTrU1JOpjqU9SyOSEjztgEnAjOzzkw1DPUBEXGLpGe32x8R1/QurGKaQ0yERBpZAvAIpGZmnZmqRHAKcCLwb232BTD7g87NyTqUBWKkXIG6SwRmZp2aahjqE/OfW1QnslZJUgJKBMG66iDUYcy3j5qZdaRIh7JXtdm8Grg+Ih588kPqjFQiVbC+UgI81pCZWaeK9CN4M3AosDRfPxz4NbCfpNMi4pwexVaMSqSk1JT1LPboo2ZmnSmSCFLgaRHxAICknYDPAYcAlwGzmgiyEkGDRjTnI3AiMDPrRJF+BHs3k0DuQWC/iHiE8SGqZ01SKhFRQ/VsiInRmhOBmVknipQILpd0AfCtfP0vgcskDQOP9SyygkqVCo3GGKVa1ki8brQ+yxGZmW1dipQI3gF8GXgWcDDwVeAdEbF+ujuKJB0p6VZJyyV9qM3+UyTdJOk6ST+XtFenv0BlYICIMcqjKfMGyqwZmfVCipnZVmXKEoGkEnBxRBwBfKeTE+fPPR14KbASuErS+RFxU8th1wJLImKDpLcBHwde08nrDAwNs+7RVZRrQ8xfWGbNRpcIzMw6MWWJICIawIZ8hrJOPQ9YHhG3R8QY8E3gmAnnXxoRG/LVX9PFFJjD8+ZBjFGqwaLBhksEZmYdKtJGMAJcL+mnwPrmxog4eZrn7QasaFlfSXan0WTeDPy43Q5JJ5L1cmbPPffcZN/QdjsAQbmWsFN1hNUbnQjMzDpRJBH8KH90Sm22te32K+mvgSXAi9rtj4izgLMAlixZssk55m23PQClWsL21TWs3LBdF6GamfWvIqOPfqXLc68E9mhZ3x24d+JBko4A/g/woogY7fRF5i3aAYCkUWIBj7JmZNfuojUz61NFhpjYF/gn4EBgsLk9IvaZ5qlXAftKWgzcAxwLvHbCuQ8GzgSO7Ha4iqHtsuYLpSXm1x5mjauGzMw6UuT20S+T9SSuAy8mu3102t7EEVEH3glcDNwMnBcRN0o6TdLR+WH/CswFviXpt5LO7/QXmDN/braQlhnYsJa1o3XS1APPmZkVVaSNYE5E/FySIuIu4KOSLgf+fronRsSFwIUTtp3asnxEpwFPNDA0nJ8sobJuIxGwbqzO/MHK5p7azKwvFLprSFIC3CbpnWTVPE/pbVjFDTQnp4kSynsVr9lYcyIwMyuoSNXQu4Eh4GTgOcDrgeN7GVQnmtNVEqIR2a/jTmVmZsUVuWvoqnxxHfDG3obTuTlz5wGiIdhYrkId1rpTmZlZYVPNWTxlw21EHD3V/pmiJEGqktJg7Zw5sBbWjLhEYGZW1FQlgkPJegafC1xJ+w5iW4REFRqMsT5vFvAtpGZmxU2VCHYmGzDuOLL7/38EnBsRN85EYJ0oDwwwNrqe8oa8sdhVQ2ZmhU3aWBwRjYi4KCKOB54PLAculXTSjEVX0PDChUS6jjlrswTgxmIzs+KmvGtI0kA+ef3XyOYl+BTw3ZkIrBM77rkXUGNwfcKCaspjG8dmOyQzs63GpIlA0leAK4BnAx+LiOdGxD9ExD0zFl1Bux7wNAAqIxUOmvcQ9z02MssRmZltPaZqI3g92bDT+wEnS4+3FQuIiJjf49gKW7R3NrZdqVbhgPQOfvXIvrMckZnZ1mPSRBARRTqbbRHm77AIgEjLPGX1alZs2EBE0JK8zMxsElvNh/1U5uZzEqQkECXWjtZ5bIPvHDIzK2KbSATlahVpgLrqPDo8AMDdj2yY5llmZgbbSCIASAaGqMcjaMMqAFY86kRgZlbENpMIdt5/PyJdzdyH6iSkLhGYmRW0zSSC5x75cgDKG4Y4pLqcFU4EZmaFbDOJYPcDDgCgkVZ5wcY7+e2K1bMckZnZ1mGbSQQDQ0MkyTCjWsfGeWu5+b413L/aHcvMzKazzSQCgIX77EfauJ+hu2tAyi9+/+Bsh2RmtsXbphLBX73vFCCBdcO8jku55BYnAjOz6WxTiWDudttRruzAaNzH3MYD/OzmB7n7YTcam5lNZZtKBABHnfR2QAyvqHJM4zJOX7p8tkMyM9uibXOJYN9Dnkt1eCdq8SCL77mXi359HRfdcP9sh2VmtsXa5hIBwNvO+izl0k6M1R7hTff/mP/31e9xxfJVsx2WmdkWaZtMBOVyiTd9+uNUS3tQr63mVXdfweX/+UE+/uObWe35jM3MNqGImO0YOrJkyZJYtmxZoWMbtTqnn/h2ahseAmokmovmDDLyjEM59vWvY+9Fc3sbrJnZFkLS1RGxpO2+bTkRNF32/a9x3Xcup1YfIU0fBkAMUkqGoVwmnT/Eri86kuf88WHsteM8KqVtsqBkZn2s7xNB04rfX8t5n/ks1UdTqEM9RkljNdC8BgmJBhFVlJQgEVGCqJbR/AXM2XE35u20Gwt33oP5O+/AggXzWbBgHvMGqwwNlKiWEk+GY2ZbpKkSwVRTVW5z9tjvYN77qc8DsHHNw1zyrS9x8923o1UbqKxNSOpVIoJG1GikI0RjFGpjMAKsuZ91K29lHXDfE85cRqogyohSngwEUjaxZ/MnQUhZy4wSIkmIUkKUyqSlMo1yBUoVolyFUhkqA1AeIKkMQHUIDQ6jwbmoOgcNDqBSmSRJSEoiKZdRIpKkRFJKQAlKxks27fJ9u68A7Y974sai3x/afdGYiVjahtcuFmB4bBUHPvgjSlF7/BjlZ1AEQcpqRrk1eZQgsn3Nc0XrmaBy92q2/5+JrxVo09XsR/VA5g/t1S7SlhOLIOXOp63lhn0G2v+Gbb97BKUH17L76ktJqG+yR83fYQIBpXWwy2+fRbk+Z7rTtyHWDe3M+oHtJ3nS1F+SIl3LWO16IsamPG6KM+T/7/TL2Nb0Zbg3sfZViaCIsTX3s+L6X3HLDTdz58MPsWH9erQxpbQxSGqQpEKNBKWCVGSfCUH2X5o9IiVoEDTg8Z8B0QDS/DFTSmR/gAl6/A+kmaiay0zY13LMJvvY9JiWaaxF9hbVpjuecFzrUVMfM8VzJvs777YwNunz2sc68S9mqpdtppWJvxWA1C6tjT+zWboMIFKRPOHods8ej0aNEQZGJosv3zrh7z8qOzMyuPPEU01h/KCIMRoj1wDd35BR0jAlzXDbXSfvm/H8/ITN7ZLr5r3wk/vZfPK5X3bVUE+lDWJ0LRvWPMCjD6zk0ZUP8MiqVaxau5rHNm5g/dh6ao2UtNEgjYBaQKOBGoHqKUpBKSR5jlAEhFBk2yH7Gfk2Hv/ZDED5cssbq3U92r2lWt/R8YStRBBq2RIty82Xa33vKFoObQ1ufLn1/5tG1G65NaaJ2yb8jCe+1qa6eY8Xec6Tdcy2Y/cD/5BDjnk1SbnzyoZSucIu++1PkpR6EJm5aqjXkhKas5DhOQsZ3ml/dn/GbAc0hbQBjRqkNUjr2YdoZB+gkTZIo06apqRpnUajRlofo14fo1EbI603qNdqRNqgURujUauR1htEo059rE6j0SCtp9QbDRq1GvV6jdHRBrV6nXoEaRrUIyVNgzRtZCWpSEkD6qQQKfUUIhqkAenjP4OUBoqUNBJSGpBmH7CNSLOkFVnCiBAR6eNVcURClCrjv39rQiOvutL4vtbv6EKPX5tSuUJSrraeBALSltKdAqpDA5QqA0AKkX1LbK09ykqN2ZbhudtTHVowHkvaGP9nivHEqgj22nlntpu/aMKvMX58lgM3LWEs2G5XFuywS5s3QWy62LJariZUhypPLCm0S2htvkRWBgbbvJ5t6ZwI+k1Syh488Q9WZBVJ/j5m1l98n6SZWZ9zIjAz63M9TQSSjpR0q6Tlkj7UZv+ApP/K918pae9exmNmZk/Us0QgqQScDrwMOBA4TtKBEw57M/BoRPwB8EngX3oVj5mZtdfLEsHzgOURcXtkPUS+CRwz4ZhjgK/ky98G/kTummtmNqN6edfQbsCKlvWVwCGTHRMRdUmrgR2ATcaMlnQicGK+uk7SrS27F008vo/5WozztRjnazGun6/FZN3Ye5oI2n2zL9Ip8wk3J0fEWcBZbV9EWjZZJ4l+42sxzhaGNJEAAAnHSURBVNdinK/FOF+L9npZNbQS2KNlfXfg3smOkVQGFgCP9DAmMzOboJeJ4CpgX0mLJVWBY4HzJxxzPnB8vvxq4JLY2sa8MDPbyvWsaiiv838ncDFZZ9UvRcSNkk4DlkXE+cAXgXMkLScrCRzbxUu1rTLqU74W43wtxvlajPO1aGOrG3TOzMyeXO5ZbGbW55wIzMz63FadCKYbwmJbJmkPSUsl3SzpRknvyrdvL+mnkm7Lf24327HOBEklSddKuiBfX5wPW3JbPoxJdbpzbCskLZT0bUm35O+PQ/v4ffGe/O/jBknnShrs5/fGZLbaRFBwCIttWR14b0Q8DXg+8I789/8Q8POI2Bf4eb7eD94F3Nyy/i/AJ/Pr8CjZcCb94j+BiyLiAOCZZNel794XknYDTgaWRMRBZDetHEt/vzfa2moTAcWGsNhmRcR9EXFNvryW7I99NzYdtuMrwF/MToQzR9LuwMuBL+TrAl5CNmwJ9Ml1AJA0H/hjsjvyiIixiHiMPnxf5MrAnLyf0hDZlON9+d6YytacCNoNYbHbLMUyq/JRWw8GrgR2ioj7IEsWwFNmL7IZ8x/ABxifDHoH4LGIaM7a3k/vjX2Ah4Av51VlX5A0TB++LyLiHuATwN1kCWA1cDX9+96Y1NacCAoNT7GtkzQX+A7w7ohYM9vxzDRJfw48GBFXt25uc2i/vDfKwLOBz0XEwcB6+qAaqJ28HeQYYDGwKzBMVpU8Ub+8Nya1NSeCIkNYbNMkVciSwNcj4rv55gck7ZLv3wV4cLbimyEvBI6WdCdZ9eBLyEoIC/PqAOiv98ZKYGVEXJmvf5ssMfTb+wLgCOCOiHgoImrAd4EX0L/vjUltzYmgyBAW26y8HvyLwM0R8e8tu1qH7Tge+MFMxzaTIuLDEbF7ROxN9h64JCJeBywlG7YE+uA6NEXE/cAKSfvnm/4EuIk+e1/k7gaeL2ko/3tpXou+fG9MZavuWSzpKLJvf80hLP5xlkOaMZIOAy4Hrme8bvx/k7UTnAfsSfaH8FcR0RcD+Uk6HHhfRPy5pH3ISgjbA9cCfx0Ro7MZ30yR9CyyhvMqcDvwRrIvfX33vpD0MeA1ZHfZXQv8DVmbQF++NyazVScCMzPbfFtz1ZCZmT0JnAjMzPqcE4GZWZ9zIjAz63NOBGZmfc6JoE9Jakj6raTfSbpG0gs241ynSTpiM55/RbfP7eA1zpV0naT39ODcHcUv6WxJr26z/VJJT8rE6pLWTbN/b0k3dHjOtnHb1q9nU1XaFm9jRDwLQNKfAf8EvKibE0XEqZsTSER0nYSKkLQz8IKI2OtJPm8pIhq9jt+s11wiMID5ZMPxAiDp/ZKuyr9Bf6xl+9/lY9z/NP+G/b58++PfFCXdKeljeSnjekkH5Ns/KulL+bfe2yWd3HLedfnPw/P9zbH0v573CEXSUfm2/5b0qea8A63ysea/nL/utZJenO/6CfCUvAT0RxOec7akMyRdLun3+dhFzfkN/rXlOvxtS4xLJX2DrDNfa/zKn3NDHsNrWrZ/RtJNkn7E1AO+/bWkK/JzPC9//vPybdfmP/fPt58g6buSLlI2tv7H21yTRZJ+JenlbV6rLOkr+e/3bUlD+XNOzX/vGySd1fw3mHDetsfk/37/Iuk3+fX8o5br+Yn8ulwn6aR8+3Mk/ULS1ZIu1vgwGCfn1+s6Sd+c4nrZkyEi/OjDB9AAfgvcQjYq43Py7X9KNsG3yL4oXEA2rPGS/Pg5wDzgNrJevABnA6/Ol+8ETsqX3w58IV/+KHAFMAAsAh4GKvm+dfnPw/NYds9f+1fAYcAg2Uizi/PjzgUuaPM7vRf4cr58AFkP2kFgb+CGSa7D2cBF+evtSzZWzyBwIvCR/JgBYBnZ4GWHkw3ktrjlHM34/xL4KVlP953y198FeFXL9l2Bx5rXa0IslwKfz5f/uBkzWaIu58tHAN/Jl08g6zm8II/5LmCPZkx5DFcCL23zWnuTDbb2wnz9Sy3/ntu3HHcO8Io2/86THXMp8G/58lHAz/Llt5GNi9X8PbYHKvl7Ysd822vIRgiAbPyfgXx54Wz/vWzrD1cN9a/WqqFDga9KOogsEfwpWdd7gLlkH5DzgB9ExMb8OT+c4tzNAfCuJvsQbPpRZF35RyU9SPZBtXLCc38TESvz1/gt2QfWOuD2iLgjP+Zcsg/qiQ4DPg0QEbdIugvYD5huVNbzIiIFbpN0O1kS+VPgGRqvE19Adh3G8hjvaHOew4BzI6JBNsjbL4Dnkn2oN7ffK+mSKWI5N4//MknzJS0ku/ZfkbQv2Yd3peX4n0fEagBJNwF7kSXNCtkENO+IiF9M8lorIuKX+fLXyCZx+QTwYkkfIBu/f3vgRmDiv/dUx7T++++dLx8BnBH58M8R8Uj+fjsI+GleoCiRDRcNcB3wdUnfB74/+eWyJ4MTgRERv5K0CNiRrCTwTxFxZusx6qyRtTluS4NN32Ot47lM3DfVMe2GlW6n6HETTRxnJfJznRQRF2/yAtl4Ruu7eP2iY7m0i+UfgKUR8Uplc09c2rJ/smtaJ/sg/jNgskTwhNeSNAh8lmxWrxWSPkpW2nhcgWPa/furzesJuDEiDm0T28vJEujRwN9JenqMzyFgTzK3ERjK6vFLZNU1FwNvUjbPAZJ2k/QU4L+BV+T18HPJ/lBnyi3APvmHIGRVCO1cBrwOQNJ+ZAOs3Vrg/H8lKZH0VLKJXW4luw5vUzbUN5L2UzbBy1QuA16T14fvSPZB9pt8+7H59l2AF09xjma7wmHA6vzb/gLgnnz/CQV+H8g+dN8EHKDJ5/PeMy8NAhxH9m/c/EBflf87t7tLqMgxE/0EeKvy4Z8lbU92nXdsxiCpIunpkhKyKq6lZBMOLSQrmVqPuETQv+bkVS+QfTM7Pq+6+ImkpwG/yovr68hGZ7xK0vnA78jqopeR1ef3XERslPR24CJJq8g+XNv5LHCGpOvJvhGfEBGjbdo6J7qV7FvzTsBbI2JE0hfIqjWuyRtCH2L6KQ2/BxxKdo0C+EBE3C/pe2TzJFwP/J7Jv6EDPKrsdtT5ZB/kAB8nqxo6BZiqWmkTEdGQdCzwQ0lrIuKzEw65GThe0plkbT6fi4gNkj6fx3on2XDvE8/72HTHtPEFsmq66yTVyNpCPpNXvX1K0gKyz6P/ILtGX8u3iWx+4ceK/t7WOY8+aoVJmhsR6/K7Sy4DTox83uQZfG0BpwO3RcQnn4Tznk3W8Pzt6Y4121a5asg6cVZeiriG7M6VGUkCubfkr30jWVXJmdMcb2YFuURgZtbnXCIwM+tzTgRmZn3OicDMrM85EZiZ9TknAjOzPvf/AT7CxMuOHkZIAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -240,12 +240,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Simulating 10000 intensive-margin labor supply consumers for 120 periods took 2.1613 seconds.\n" + "Simulating 10000 intensive-margin labor supply consumers for 120 periods took 2.5662 seconds.\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -284,7 +284,7 @@ "if do_simulation:\n", " t_start = process_time()\n", " LaborIntMargExample.T_sim = 120 # Set number of simulation periods\n", - " LaborIntMargExample.track_vars = [\"bNrmNow\", \"cNrmNow\"]\n", + " LaborIntMargExample.track_vars = [\"bNrm\", 'cNrm']\n", " LaborIntMargExample.initializeSim()\n", " LaborIntMargExample.simulate()\n", " t_end = process_time()\n", @@ -301,7 +301,7 @@ " N = LaborIntMargExample.AgentCount\n", " CDF = np.linspace(0.0, 1, N)\n", "\n", - " plt.plot(np.sort(LaborIntMargExample.cNrmNow), CDF)\n", + " plt.plot(np.sort(LaborIntMargExample.controls['cNrm']), CDF)\n", " plt.xlabel(\n", " \"Consumption cNrm in \" + str(LaborIntMargExample.T_sim) + \"th simulated period\"\n", " )\n", @@ -310,7 +310,7 @@ " plt.ylim(0.0, 1.0)\n", " plt.show()\n", "\n", - " plt.plot(np.sort(LaborIntMargExample.LbrNow), CDF)\n", + " plt.plot(np.sort(LaborIntMargExample.controls['Lbr']), CDF)\n", " plt.xlabel(\n", " \"Labor supply Lbr in \" + str(LaborIntMargExample.T_sim) + \"th simulated period\"\n", " )\n", @@ -319,7 +319,7 @@ " plt.ylim(0.0, 1.0)\n", " plt.show()\n", "\n", - " plt.plot(np.sort(LaborIntMargExample.state_now['aNrmNow']), CDF)\n", + " plt.plot(np.sort(LaborIntMargExample.state_now['aNrm']), CDF)\n", " plt.xlabel(\n", " \"End-of-period assets aNrm in \"\n", " + str(LaborIntMargExample.T_sim)\n", @@ -353,7 +353,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a lifecycle labor intensive margin consumer took 0.16916749900000028 seconds.\n" + "Solving a lifecycle labor intensive margin consumer took 0.08570496100000025 seconds.\n" ] } ], @@ -385,7 +385,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -465,7 +465,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -561,9 +561,9 @@ "notebook_metadata_filter": "all" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "econ-ark-3.8", "language": "python", - "name": "python3" + "name": "econ-ark-3.8" }, "language_info": { "codemirror_mode": { @@ -575,7 +575,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.8.7" } }, "nbformat": 4, diff --git a/examples/ConsumptionSaving/example_ConsLaborModel.py b/examples/ConsumptionSaving/example_ConsLaborModel.py index 0d14e1e28..1d8f57383 100644 --- a/examples/ConsumptionSaving/example_ConsLaborModel.py +++ b/examples/ConsumptionSaving/example_ConsLaborModel.py @@ -10,9 +10,9 @@ # format_version: '1.4' # jupytext_version: 1.2.4 # kernelspec: -# display_name: Python 3 +# display_name: econ-ark-3.8 # language: python -# name: python3 +# name: econ-ark-3.8 # language_info: # codemirror_mode: # name: ipython @@ -22,7 +22,7 @@ # name: python # nbconvert_exporter: python # pygments_lexer: ipython3 -# version: 3.6.9 +# version: 3.8.7 # --- from HARK.ConsumptionSaving.ConsLaborModel import ( @@ -129,7 +129,7 @@ if do_simulation: t_start = process_time() LaborIntMargExample.T_sim = 120 # Set number of simulation periods - LaborIntMargExample.track_vars = ["bNrmNow", 'cNrm'] + LaborIntMargExample.track_vars = ["bNrm", 'cNrm'] LaborIntMargExample.initializeSim() LaborIntMargExample.simulate() t_end = process_time() @@ -146,7 +146,7 @@ N = LaborIntMargExample.AgentCount CDF = np.linspace(0.0, 1, N) - plt.plot(np.sort(LaborIntMargExample.cNrmNow), CDF) + plt.plot(np.sort(LaborIntMargExample.controls['cNrm']), CDF) plt.xlabel( "Consumption cNrm in " + str(LaborIntMargExample.T_sim) + "th simulated period" ) @@ -155,7 +155,7 @@ plt.ylim(0.0, 1.0) plt.show() - plt.plot(np.sort(LaborIntMargExample.LbrNow), CDF) + plt.plot(np.sort(LaborIntMargExample.controls['Lbr']), CDF) plt.xlabel( "Labor supply Lbr in " + str(LaborIntMargExample.T_sim) + "th simulated period" ) @@ -164,7 +164,7 @@ plt.ylim(0.0, 1.0) plt.show() - plt.plot(np.sort(LaborIntMargExample.state_now['aNrmNow']), CDF) + plt.plot(np.sort(LaborIntMargExample.state_now['aNrm']), CDF) plt.xlabel( "End-of-period assets aNrm in " + str(LaborIntMargExample.T_sim) diff --git a/examples/ConsumptionSaving/example_ConsMarkovModel.ipynb b/examples/ConsumptionSaving/example_ConsMarkovModel.ipynb index 3dc22f36a..81d1fb38e 100644 --- a/examples/ConsumptionSaving/example_ConsMarkovModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsMarkovModel.ipynb @@ -170,7 +170,7 @@ "# Replace the default (lognormal) income distribution with a custom one\n", "employed_income_dist = DiscreteDistribution(np.ones(1), [np.ones(1), np.ones(1)]) # Definitely get income\n", "unemployed_income_dist = DiscreteDistribution(np.ones(1), [np.ones(1), np.zeros(1)]) # Definitely don't\n", - "SerialUnemploymentExample.IncomeDstn = [\n", + "SerialUnemploymentExample.IncShkDstn = [\n", " [\n", " employed_income_dist,\n", " unemployed_income_dist,\n", @@ -194,7 +194,7 @@ "outputs": [], "source": [ "# Interest factor, permanent growth rates, and survival probabilities are constant arrays\n", - "SerialUnemploymentExample.Rfree = np.array(4 * [SerialUnemploymentExample.Rfree])\n", + "SerialUnemploymentExample(Rfree = np.array(4 * [SerialUnemploymentExample.Rfree]))\n", "SerialUnemploymentExample.PermGroFac = [\n", " np.array(4 * SerialUnemploymentExample.PermGroFac)\n", "]\n", @@ -210,13 +210,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a Markov consumer with serially correlated unemployment took 0.3478 seconds.\n", + "Solving a Markov consumer with serially correlated unemployment took 0.4966 seconds.\n", "Consumption functions for each discrete state:\n" ] }, { "data": { - "image/png": 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oKACP5uh6zqcozoSCzzdSlbQJE1dXXKdNw3HECMw83Ot8vncqGeglSTIqtVbHzzGZrDiazMnUQqzNTRjWth5jOwbg62LC9vjtjPh5HXGFcThYODC22ViGNxxOPbt61esgNRLCv4HYnwABjQdQVe8x8vfGUvT8d4Zj+Vq2wPuTj7F7+GFU5uZ1Ot+7gQz0kiQZRXphBavDk1kfmUpeWRX1XW2Y/UhThrStR546jfUXvuanPVdz3+d0nkOfgD43LwsMoNMYAnv4N5Aebcie6TCNclV78jf/Qun+mWBqin3fPjiPGYNVixZ1P+G7iAz0kiTVmhCCw3F5rDiaxO/nsgB4qIkHYzv60yHQiUMZB3nt4Ee1y30HQ2ng6KUQuQhKMsElGH3PDylKtafgqw2oL23BxNnZsDwzcgRm7vfv8syNyEAvSVKNlVRq2BydxsrwZOJzynC2MWdqtyBGh/lha1XFlrgtvP/j1dz351o/x+AGg6uX+w6QFQsR30LMBtBWQlAPNJ3eo+BoOoWvrkRXWIhF48Z4ffAB9v373TfZM7UlA70kSdV2MauEFUeT2Ho8nbIqHS19Hfl0WEv6t/AiqeQSC2M/Ymfizn/kvj/o++DNz1wF0Ovh0m+GAJ+wD0ytoOVIKux6kL/9IMXz5oBOh+1DPXAeOxbrdu3uu+yZ2pKBXpKkG9Lq9OyOzWLF0WSOJuRhbqrikRbejO3oTzMfW/am7uWpP2YSnRWNlakVA4MGMqrxqOrlvgOoS+DkWkP+e3482Hkjus2ipNCP/FVbqDg1HZWtLc6jR+M0ZjTmvr51O+F7UHXOjLUEDgAWV9pvEkLMvqaNBbACaAvkASOEEElGH60kSf+ZnBI1646lsDoihcvFlfg4WvFGn8aMaOeLyqSczZc282rEOi6XXcbH1odXQ19lUPCg6p3aBFCQBMd+gOMrQF0M9dqhDX2RwphyCt5ZhzYrCzM/PzzeeguHxx7DxPbuKg18J6nOHb0a6CGEKFUUxQw4pCjKLiFE+N/aTAIKhBDBiqKMxHB4+Ig6GK8kSXVICMHxlAJWHE1m52lDWeAHGrgyZ1BzejR2J67wIgtOfcCOhB2odWrCPMOY0X4G3ep1w0RVjROW/ty9Gv4NXNgJigqaPora4xHyd5+k6KvPEZWVWHfsgOc7sw0nN6mqkVMv3dBNA70wHCpbeuWPZld+XXvQ7KPAO1e+3gR8pSiKIm7XgbSSJNVIRZWObafSWXE0mbMZxdhZmDI6zJ8nOvoT4GLFvtR9PLl7NZGXI7E0seSRoEcY1XgUDZ0aVq8DrdpQXCz8G7h82rB7teMLlGpCKNi8k7Ijb6JYWOAw8BGcxjyBZaNqXleqlmqt0SuKYgJEA8HA10KIiGua+ACpAEIIraIoRYALkHvNdaYAUwD8/PxubeSSJN2ylLxyVoYnsSEqjaIKDY087Hh/UHMea+2DljK2XNrI0/vXkVGWgZeNFy+3fZnBDQZXf3mmNAeiFhvSI8tywK0x+l6fUBhnRsGn66lKXo+puztuL76I44jhmDo51e2E71PVCvRCCB3QSlEUR2CroijNhRBn/tbkeo++/9/dvBBiIbAQIDQ0VN7tS9Jt8Gfu+7IjifxxPhuVotCnmSdPdPQnLNCZuMI45h+fy474HVTqKmnn2Y7X271ON99u1cueAcg+D+Ffw6n1oFNDg95UBQ6n4GAChS8uMhQXa9EC7/nzsX+4N4pZNSpSSrVWo6wbIUShoij7gD7A3wN9GuALpCmKYgo4APnGGqQkSbeuTK1ly4l0lh9JIi67FBcbc559MJjRYf642ZmxP20/T/62hojLEViYWDCg/gBGNR5FI+dG1etACENa5NGvIW43mFpCq8cpt+1B/o97KJn7DigK9g/3xnnsWKxatarL6Up/U52sGzdAcyXIWwE9MTxs/bttwDjgKDAU2CPX5yXpzpCcV8aKo8lsiEqlpFJLiI/DX7nvan0pP8atZ+35taSXpuNh7cELbV5gaIOhOFo6Vq+DP9ffj35tqB5p44boOoOS4iDyV22m4tQbqOztcZk4AafRo+/52u93ourc0XsBy6+s06uADUKIHYqivAdECSG2AYuBlYqixGG4kx9ZZyOWJOmmrl2eMVEU+oZ4Mb5TAG38HEkoSuCTqA/YnrCdCm0Fbdzb8HLbl+nh16P6yzPl+Yb192M/QGkWuDdF1+szCs8LCt5fiyZjuSE9cuZMHB8bhMpGpkfeLsrtuvEODQ0VUVFRt6VvSbpXXW95ZnSYH6M7+ONqa8bB9IOsPrea8MxwzFXm9Kvfj8cbP04TlybV7yQ3zpA9c3INaCsg6CE0QaPIP5hA4cZN6EtLsQpti8v48dg++CCKSTXSLqVqUxQlWggRWpPPyJ2xknQPuNHyjFZUsDVuI2vOrSGtNA13a3eeb/08QxoOwdnSuXodCAHJhw3LMxd2gYkZtBhOhUNv8rftp/ijdwGw79MH5/HjsAoJqcPZSjUlA70k3aWEEByKy2X5kaTrLs+klabxxYn5bI3bSpmmjFZurXih7Qs85PdQ9c5dBUN54LM/wtGvIPMkWLsgHniVkrLG5K/bSsXxK+UJxo3DecxozLy963bSUq3IQC9Jd5lrl2dcbc157sFgRnfwx93OguisaF7cu5K9qXsxUUx4OPBhxjQZQ3PX5tXvpKLQcLB2xPdQnA6uDdH3/JjCOHPyP1qLJnU1Zj4+eLw5A4fBQ2R5gjucDPSSdJe43vLMZ8MNyzMqRc8vSb+wcv9KzuWfw8HCgckhkxnRaAQeNh7V7yQ/0VBc7PhK0JRBYDc0Hd6h4HAyBS8tRl9SglWrVri/+ip2D/VAMZUh5G4g/5Yk6Q725/LMssNJ7LlgWJ7pF+LFuCvLMwXqApae/YH1F9aTW5FLfYf6vN3xbQbUH4CVqVX1O0o9Bke+hPM7QDGBkKFUOPUhf8dhij+ZA3o9dr174zxuLNatW9fdhKU6IQO9JN2Brrs806MBo8P88LC35FLBJd45+j92xO+gSl9FZ5/OvN/kfTp5d6p+jXa9Hi7ugsMLIDUcLB0RnV6kVN2M/PXbKI+cgcrGxlAe+IknMK/nU7eTluqMDPSSdAdJzS9n2ZGkv5ZnWtS7ujxjZqJwKP0QM8NXEp4ZjqWJJY8GP8roJqMJcgyqfieaSohZB0e+grxL4OiH/qEPKEq2JX/+WqqS12Hq7YX7G2/gOHQIJnZ2dTdh6T8hA70k3WZCCI4l5rPkcCK7Y7NQXcmemdA5gNa+jlRoDemRq8+tJqk4CXcr95rvXoWrG5wiFkJZNni1Qtv7Swqiiyh4fTW6ggIsQ0Lw+exT7Hr3luvv9xD5NylJt4laq2PHqUyWHE7kbEYxjtZmTOsexBMdAvB0sORy2WU+P/45my5uoqSqhOYuzZn3wDx6BfSqfnokQEGyYYPTnw9Yg3tRFTiK/N/PUvitof67bffuuEyaiFVoqDye7x4kA70k/cdyS9WsDk9hZXgyuaVqGrjb8uHgEAa18sHK3IRTOaf4dP8qdifvRiB4yO8hxjYdS0u3ljULwpmnDOvvZ7caDvgIGUaF48Pkbd1LydxZKKam2A98BJcJE7AIDq67CUu3nQz0kvQfic0oZunhRH46mUGVTs+DjdyY2CWQLsGuaIWWP5J3szJ2JTG5MdiZ2fFE0ycY1XgU3rY12IQkBMT/YQjwifvB3A4RNo1SbWvy1v1IRdQMVHZ2uEyejNMTYzBzd6+7CUt3DBnoJakO6fSCPeezWXIokaMJeViZmTCinS/jOwcQ5GZLcVUxS88uZc25NWSVZ+Fn58eM9jN4NPhRbMxqsAlJpzFUkDzypaGCpJ0X+u5vU5zpTt6CdVQlbMHU2wuPGdNxGDJUbnC6z8hAL0l1oKRSw8aoNJYdSSIlvxwfRyve7NeYEaF+OFibkVaSxrxjX7Pl0hbKteW092zPzA4z6VqvKyqlBmekVhYbdrCGf2vYwereFF3PzyiIUZM/cy263FwsmjTB+5NPsO/zsDzg4z4lA70kGVFK3tX0yFK1llB/J6b3bUzvph6YmqiIyYlh+bHl/J7yOypU9Answ9imY2tWPRKgOBMivoWoZaAugoAH0ITNJm9fPIXPf4MoL8emc2dcPp6HdceO8gHrfU4Gekm6RUIIIhLzWXIokd3nsjBRFAa08GJC50Ba+jqi0+vYl7qX5bHLOZF9AjszO8Y1G8fjjR/H08azZp3lXDCsv8esB6GDpo9S4foI+duPGHawKgoO/fvhPGEClo0b182EpbuODPSSVEtqrY7tpzJZciiR2MxinKzNeKZ7ME909MfD3pJyTTlrzq1h1blVpJak4mPrw/T203ks+DGszaxr1llqJBz6HC78DKZWiLbjKVPCyNuwk/LwmYYdrGPH4jz2CXmCk/T/yEAvSTWUU6JmdUQyq8KTyS2toqGHLR8NDmFQax8szUzIKc/hi+Pfs+HCBoqrimnh1oIX27xYs9ObwJBBE/eHIcAnHwIrJ0SX1ynODyDv+w2oL/6Mqbs77q++guOIEXIHq/SvqnNmrC+wAvAE9MBCIcQX17TpDvwEJF55aYsQ4j3jDlWSbq/YjGKWHE5k25X0yB6N3ZnYOZDOwS4oisKF/AusiF3BzsSd6PQ6HvJ7iHHNxtHKvYaHYOu0EPsjHPofZJ0Gex/03d+jMNGWvA9Wo83IxKJBMF4ffIDDgP4o5uZ1M2HpnlGd2wst8IoQ4riiKHZAtKIou4UQsde0OyiEGGD8IUrS7aPXC/ZfzGHRoQQOx+VhbW7CqPa+jOsUQH03W4QQHMk4wvKzyzmaeRQrUyuGNRzGE02ewNfet2adaSrh5Go4sgAKksC1Idoe8yk4VUHBjHXoCgqwatMGz1mzsO3WDUVVg+wc6b5200AvhMgEMq98XaIoyjnAB7g20EvSPaNSo+PHE+ksOpRIXHYpnvaWTO/bmFHtDOmRVboqtl7ayorYFcQVxuFm5cYLbV5gWMNhOFg41LCzIohcbEiRLMsGn7Zo2rxG/qFUCl78DlFebihR8ORkrNu2rZsJS/e0Gq3RK4oSALQGIq7zdkdFUU4BGcCrQoiz1/n8FGAKgJ+fX03HKkl1Lq9UzarwFFaGJ5FbWkVTL3s+H9GS/iHemJuqKKwsZGHMBtaeX0tuRS4NnRoyt8tc+gb0xcykhjnqJVmGGjRRS0BdDEEPofYbSd4vJyj6Yh4IgcOA/jhPmoRlw4Z1M2HpvqAIIarXUFFsgf3AXCHElmveswf0QohSRVH6AV8IIRrc6HqhoaEiKiqqlsOWJOOKyy5l8aFEthxPQ601rL9PfiCQjvUN6+8pxSmsiF3BT3E/UamrpLNPZ8Y1HUcHrw41z1HPizfsYD25BvQaaDqICuf+5G7ZR+kff6BYWuI4dCjO48fLGvDS/6MoSrQQIrQmn6nWHb2iKGbAZmD1tUEeQAhR/LevdyqK8o2iKK5CiNyaDEaS/ktCCI4m5LH4YCJ/nM/G3FTFkDY+TOoSSLC7IYPlZPZJlp5Zyt7UvZiqTBlQfwBjm44l2KkWRcAyTxkesMb+CCpTRMvHKVN1Im/9z5RHzkLl4IDr00/jNGY0ps7ORp6tdD+rTtaNAiwGzgkhPvuXNp5AlhBCKIrSHlABeUYdqSQZiUan5+eYTBYdSuBMejEuNua82LMBYzr442prgV7o2Ze6j6VnlnI8+zgOFg482eJJRjUehauVa806EwKSDhlSJOP/uFJk7FmKSxuTt2QT6vO/YerpiceM6TgOHYrKRtagkYyvOnf0nYEngNOKopy88tqbgB+AEOI7YCgwTVEULVABjBTVXROSpP9IUYWGtcdSWHY4icvFlQS52fDh4BAeu5L//ucD1mVnl5FQlIC3jXftNzjp9XDxFzj4KaRHgY0b+gfeojDNhfz569CkbcK8fn2ZIin9J6q9Rm9sco1e+q+k5pez5HAiGyJTKavS0SnIhScfqE+3hm6oVAolVSVsuriJVbGryK7IppFTIyY2n0jvgN412+AEoNcZ6r8f/Ayyz4KjP7pWUyk4qyd/9Tp0+flYtmyB65Qp2D74oEyRlGqsztboJeludDylgEUHE/jlzGVUisLAlt5M7BJIcx9D+mN2eTarzq1i44WNlEN7VzwAACAASURBVGpKCfMKY07nOXT0rkURMG2Vof7Moc8hPx5cG6F98FPywvMpfHkJ+vJybLo+gMvkyVi3ayeLjEn/KRnopXuKTi/YHXuZHw4mEp1cgL2lKVO6BjG+k+F4PoCEwgSWnV3G9oTt6IWe3v69Gd98PM1cmtW8Q02F4Yi+IwugKBU8W6Dp/gV5+5MpfO5LhFaLfZ8+uEx5UhYZk24bGeile0KZWsvGqFSWHDbUf/d1tuKdR5oyLNQXGwvDP/MT2SdYcmYJ+1L3YWliydAGQxnbbCy+djXcwQqgLjHkvx/5yrDJybcD6lbTyfv1LEVffQqKguOgR3GZPBlzf38jz1aSakYGeumudrmokuVHk1gdnkxxpZY2fo7M6NuY3s08MVEp6IWePSl7WHpmKSdzTuJo4ci0ltMY2Xgkzpa1SGEsz4djCw27WCsLof6DVHq/S+6OY5TM/wDFwgKnUaNwmThBVpGU7hgy0Et3pdiMYhYdTGB7TAY6vaBPc08mdalPW38nAKp0Vfx0aQdLzywlqTgJH1sfZrSfwaDgQTXPoAEozYajXxlKFVSVQqN+lDsPJHfLPsr2z0Fla4vLk0/iPG4spi4uRp6tJN0aGeilu8b1CoyNDvNnYudA/FwMwbukqoQNFzaw+txqcipyaOLchI+7fkwv/141z6ABKEw1rL8fXwG6KkTTQZRZ9SJv/S+UR76HiaMjbi++gNPjj2Nib2/kGUuScchAL93x/rXAWHs/HKwM9WWyyrIMGTQXN1KmKaOjV0fmdplbuxIFYChTcOgzOLUeEIiQEZTSidw126g8PcdQB376GzgNH47KuhY/IUjSf0gGeumOlVeqZmV4MiuPJpNX9v8LjAHEF8az9MxSfk78Gb3Q83DAw0xoNqHmZ7D+KSvWsMnp7BYwMUe0HkdxWQh5SzajvjQXM19fPN99F4fHBqGSm5yku4QM9NIdJzG3jB8OJrA5+voFxoQQRGdFs/TMUvan7cfSxJLhDYfzRNMnqGdXr3adXj4D++fBuW1gbou+3dMU5dUn78sNaFJ2Yh4chPcnH2Pfty+KqfzfRrq7yH+x0h0jOrmAhQfi+S02CzMTFYNb+zD5gasFxv6eQXMq5xROFk483eppRjYaiZOlU+06zYwxBPjzO8DCHn3YyxSmuZM3bz3arC1YNmuG+5cLsHvoIbmLVbpryUAv3VZ6veD3c1ksPJBAVHIBDlaGA7bHdQrAzc4CALVOzY74HSw7u+yvDJo3w95kUPAgrEytatdx5inYN89w2LaFA/qwV8hPdCT/PcNJTtahoXjNnYtN505yF6t015OBXrotKjU6tp5I54eDCSTklFHPyYrZjzRl+N82OBVXFf+VQZNbkUsT5yZ80vUTevr3rF0GDUDGCdj/MVzYCZYO6MJeoSDenvx316MrLMSmSxdcpz0lT3KS7iky0Ev/qcLyKlaFJ7PsSDK5pWqa+9izYFRr+jX3xNTEsDRyuewyq2INGTTl2nI6eXfiwwc+JMwzrPZ31+nHDUs0F38BS0d0HV6j4JINee+sR19UhE3XB3B7+mmsWtXwIG9JugvIQC/9J1Lzy1l8KJENUamUV+no1tCNqV3r0zHI5a/gnVCYwOIzi9mZsBOBMGTQNJ9AY+dbqBGTFg37P4JLv4GVE7oOr5F/3pr8t9ejLy7Gtnt3XJ95GquQECPNVJLuPDLQS3XqTHoR3x9IYOfpTBRgYCtvpnStT2PPq5uLTuecZtHpRexJ3WPIoGk0nLHNxuJjewvH6KVGGgJ83O+GAB/2OvnnzMmfuQF9aSm2Dz2E69PTsGpWi0JmknSXkYFeMjohDDtYFx5I4Eh8HrYWpkzqEsiEzgF4OVj91eZo5lGWnF5CxOUI7MztmNpiKqObjK59Bg1A6jHY95HhNCcrZ7Rhb5Afa0rBzA3oy8qw69UL16enYdmklnn2knQXqs5Rgr7ACsAT0AMLhRBfXNNGAb4A+gHlwHghxHHjD1e6k1Vp9Ww/lcEPBxM4f7kET3tLZvRtzKgwP+wtDTtYdXode1L3sOj0ImLzYnGzcuPV0FcZ2nAoNma3cIxeSrghwCfsBWsXtGHTyT+tUPDWRvQVFdg9/DCu057CslEjI81Wku4e1bmj1wKvCCGOK4piB0QrirJbCBH7tzZ9gQZXfoUB3175XboPlFQajuhbcshwRF8jDzvmD2vJwJZXd7BqdBp2JOxgyZklJBUn4Wfnx+yOsxkYNBBzk1vYYZp8xBDgE/eDtSvasBnkndJT8NYmREUF9n374DptGhYNGhhptpJ097lpoBdCZAKZV74uURTlHOAD/D3QPwqsuHJObLiiKI6Konhd+ax0j7pcVMnSw4msiUihRK2lY30XPhwSQveGbn89YC3XlLPp4iaWxy4nuzybxs6N+aTbJ/Ty64WJyqT2nScdNqzBJx4AGze0YW+Sd0JDwYz1iKoq7Pv1w3XaU1gEBRlptpJ096rRGr2iKAFAayDimrd8gNS//Tntymsy0N+D4rJL+W5/PD+dTEenF/QL8WJq1yBC6jn81aawspC159ey+vxqitRFhHqE8m6nd+ns3fnWNiAlHjSkSSYdBBt3NGFvkR+tpmD6WoRGg8MjA3CZ+hQW9QONMFNJujdUO9ArimILbAZeFEIUX/v2dT7y/04dVxRlCjAFwM/PrwbDlO4EMWmFfLM3nl9jL2NhquLx9n5MfqA+vs5XqzdeLrvMitgVbLq4iQptBd3rdWdSyCRaud9CfroQhsC+7yNIPgy2Hmjav0VeVDmFb6xG6HQ4DByI69QpmAcE3PpEJekeU61AryiKGYYgv1oIseU6TdKAv5/HVg/IuLaREGIhsBAgNDT0/30jkO48QgiOJuTx7b54Dl7Kxc7SlGe6BzOhcwAuthZ/tUsqSmLp2aVsi9+GEIK+gX2Z2HwiDZxuYW1cCMPa+755kHIEbD3RtJtJ3rESCt9YhRACh0cH4jp1KubyxkGS/lV1sm4UYDFwTgjx2b802wY8qyjKOgwPYYvk+vzd7c8aNN/si+dkaiGuthZM79uY0WF+2F3JoAGIzYtl0elF/J78O+Ym5gxtMJRxzcbVvookGAJ8wl5DgE8NBztvNO1mkRtRROH0lSAEjo89hsvUKZjXu4V+JOk+UZ07+s7AE8BpRVFOXnntTcAPQAjxHbATQ2plHIb0ygnGH6r0X9DoDCmS3+6L51J2Kb7OVswZ1JxhbethaWZ4eCqEICorikWnF3Ek4wi2ZrZMCpnE6CajcbVyrX3nQkD8HsMSTdoxsPehqt0s8o4UUDh9BQCOQwbj+uSTmPncwmYqSbrPVCfr5hDXX4P/exsBPGOsQUn/vUqNjg1RqXy/P4H0wgoaedjxvxGtGNDC668aNEIIDqYf5PuY74nJicHF0oUX27zI8EbDsTO3q33nQkDcH4YsmrRIsK9HVbtZ5B7Ko2jJchRFwWnYMFyenCwP3JakWpA7Y+9zxZUaVh5NZunhRHJLq2jj58i7A5vRo7E7KpXh+7te6NmbupeFMQuJzYvF28abmWEzeTT4USxNLWvfuRBwabchiyY9Chx8qQp9m9xD2RQtXoZiYoLTyJGGAO/hYaQZS9L9Rwb6+1RuqZolhxJZeTSZErWWrg3deLp7EGGBzn+lP+qFnt3Ju1kYs5CLBRfxtfPlvU7vMSBoAGYqs5v0cANCGIqM7fsIMo6Dgx/qNrPIO5hF0Q9LUMzMcB4zGudJkzBzdzfSjCXp/iUD/X0mu7iS7/YnsDoimSqdnr7NPZnWLfgfOfA6vY5fk35lYcxC4oviCbAP4IMuH9A3sG/t68DD3wL8h4a68I5+qNu8Te7+DIp/WIpibo7zuHG4TJyAqZubEWYrSRLIQH/fuFxUyXf741lzLAWdXjColQ9PPxhEkJvtX220ei0/J/zMotOLSCpOItgxmE+6fkIv/1vcxQqGnax/vAupEeDoj7rNbHL3plL8/WIUS0ucJ4zHZeJETF1cbnGmkiRdSwb6e1xGYQXf7otnfWQqeiEY3MaHZx4Mxt/lagExjU7DtvhtLDq9iLTSNBo5NeLz7p/Tw68HKuUWz0nNjIE/3oO43WDnhbrVW+TsTafk+0WorKxwmTwZ5wnjMXV2vsWZSpL0b2Sgv0elFZTz7b54NkSlIgQMC63H092D/7GLtUpXxdZLW1l8ZjGZZZk0c2nGG+3foFu9brd+TmpePOydC2c2g6UjVS1fIfdwMUWLlqGytsZl6hScx43D1OkWShJLklQtMtDfY1Lzy/lmXxybotMAGB7qy7TuQdRzuhrgK7WVbL60mSVnlpBdnk1Lt5a83fHtW69DA1CcaciiObESTMzRhEwj96QJhbM2opia4jJpIs6TJskAL0n/IRno7xHJeWV8vTeOLcfTUSkKo9r78VS3ILwdrf5qo9ap2XBhA4tPLyavMo9Qj1Dmdpl7a2ex/qmiAA79DyK+B70GbePR5F1yoeC9rQidDqfhw3CZ+hRmHjKLRpL+azLQ3+WS88pY8EccP55Mx1SlMKaDP091C8LT4Wp+u0anYculLSw8vZDs8mzae7bnk5af0M6z3a0PoKoMIr6DQ1+Auhhdo8HkpweRP28r+vJyQ7GxZ5/B3Nf35teSJKlOyEB/l8osqmDBH3FsjErF1ERhfKcApnatj7v91QCv1WvZHr+d72O+J700ndburfmwy4e092p/6wPQVsHx5bD/YyjLRh/4MAVFbchbsA1dwVHsevXC7fnn5IEfknQHkIH+LpNbqubbffGsDE9GCMHoMD+eeTD4HwFep9exK2kX3536juTiZJq5NGNWh1l08u5060s0ej2c2WR40FqQhPDpSKHtJHKX/II2azk2nTvj9uILWIWE3OJMJUkyFhno7xJFFRp+OJDAksOJVGp0DGlTj+cfavCPLBq90PNHyh98feJr4oviaejUkAUPLqC7b/dbD/BCwMVfYc8cyDqDcG9Osc90cjbuRZOyHKtWrfD++GNswozw04IkSUYlA/0drrxKy9LDSXy/P57iSi0DWnjxUq+G/9joJITgQNoBvjr5FefzzxPoEMj8bvPp5d/r1vPgwXAu6+/vQmo4wjGAUv/XyNkaifriCiwaNaLet99g290I30wkSaoTMtDfoSo1OtZEpPDNvjhyS6vo2cSdl3s1oqm3/V9thBAczTzK1ye+JiY3Bl87Xz7o8gH9Avvd+k5WMOTC734bzu8AW0/KAl8kZ+d5Kk6txszfD+9P52Pfty+KygjfTCRJqjMy0N9hdHrB1hPpfPbbBTKKKukU5MLCsY1o4/fPvPOzeWf5PPpzIjIj8LLx4t1O7/JI0CO3VmzsT5VFcOATCP8OTMypCJxKzt5sysI3YOrpieec93AcNAjFzAh9SZJU52Sgv4McvJTDBzvPcy6zmJb1HPhkWEs6B//zII/U4lS+PPElu5J24WThxPT20xnWcBjmJua3PgCd1pBJs3culOdT5TeY7OPmlKzcjomTEx4zpuM4ciQqC4ubX0uSpDuGDPR3gNiMYj7cdY6Dl3Lxdbbiy1Gt6R/i9Vc9eIC8ijwWxixkw8UNmKnMmNJiChOaTcDW3PYGV66B+D3w61uQHYvOowO5JSEUfP4bmJri+swzOE+YgImtzc2vI0nSHac6Z8YuAQYA2UKI5td5vzvwE5B45aUtQoj3jDnIe1VmUQXzf73IlhNpOFiZMWtAU8Z08MPC9Or6ermmnOWxy1l2ZhlqnZrBDQYzreU03KyNVMY39xL8NhMu/oKw86PAZiq5yw+iK9qJw2OP4fbC8/LQD0m6y1Xnjn4Z8BWw4gZtDgohBhhlRPeBkkoN3+6LZ/GhRAQw5YH6PN09GAfrq2veGr2GLRe38O2pb8mrzKOnX0+eb/M8gQ6BxhlERYFhs9OxhQgTK0pdJ5C94zxVSdux7tABjzdex7JJE+P0JUnSbVWdM2MPKIoSUPdDuffp9YKN0al88usFckureKy1D6/0bviPgmNCCHYn72bBiQUkFyfTxr0N/3vwf7Ryb2WcQeg0ELUU9n0AFYVUuA8i+7Ca8uhfMa9fX6ZKStI9yFhr9B0VRTkFZACvCiHOGum694yopHze3R7L6fQiQv2dWDq+/T9OdQJDJs3Hxz7mePZxghyC+LLHl8YpGfynS7/Dr29C7gU0Lh3JyQigaP0BTBwd8Zg1E6fhw2UmjSTdg4wR6I8D/kKIUkVR+gE/AtctcKIoyhRgCoCfn58Rur7zZRZV8OHO82w7lYGnvSVfjGzFwJbe/wjeOeU5LDixgJ/ifsLJ0om3O77N4ODBxsmFB8i5YHjQGrcbvW0Aefqx5C0+BLoMnCdOwHXqVEzs7W9+HUmS7kqKEOLmjQxLNzuu9zD2Om2TgFAhRO6N2oWGhoqoqKjqjfIuVKnRsfBAAt/ui0cvBFO71uep7kFYm1/93qrWqVkZu5IfYn6gSl/FE02e4MkWT2JnbmecQahLYf9HcPQbhKktRSb9yd5xBl1uLvb9+uL28suY16tnnL4kSfpPKIoSLYQIrclnbvmOXlEUTyBLCCEURWkPqIC8W73u3UoIwW+xWby3PZb0wgr6hXgyo2+Tf9Sk+XMd/rPoz0gvTaeHbw9eCX0FP3sj/ZQjhGE3667pUJxGmW0/svaXoL60D6uWLXH/cgHWrVsbpy9Jku541UmvXAt0B1wVRUkDZgNmAEKI74ChwDRFUbRABTBSVOfHhHtQSl45s7edYe+FHBp52LHmyTA6Bf1zw9O5vHPMi5xHdFY0DZ0asqj3IsK8wow3iIIk2Pk6XPoVjVUTstIeoeRQNGY+Pvh8/hl2ffrIB62SdJ+p1tJNXbiXlm7+XKb5em8cpiqFl3o1ZFynAMxMrtaAKa4q5qsTX7H+wnocLRx5tvWzxl2H16rhyAI4MB+9MCW/ohe5O08B4PrUVJwnTJA7WiXpHnBblm7ud+EJeczYcprE3DL6t/BiVv+m/zjdSQjBz4k/Mz9yPgXqAkY2GskzrZ/B3tyIDz8T9sPPr0DeJUrNupO1v4yq1AjsevXCY/obmPn4GK8vSZLuOjLQ11JRuYYPd51jXWQqfs7WrJjYnq4N/7lbNaEwgfcj3ifyciQhriF80/Mbmro0Nd4gSrLgt7fg9EaqTPzJSupDaXgM5gEB+C5ahG2XzsbrS5Kku5YM9DUkhOCXM5d5e9tZ8suqmNq1Pi/2bIiV+T/LFiyMWcjys8uxNrNmVodZDG041Di14QH0OohaAn/MQa+uIL+sL7m/nQfVJdxeegnnCeNRmRuhyJkkSfcEGehrIKu4klk/nuG32CyaeduzdHw7mvv8c9PTvtR9fBDxAZllmTwa9CgvtX0JFysX4w0i4yRsfwEyT1KqD+XyYYEm/RR2Dz+MxxuvY+btbby+JEm6J8hAXw1CGGrEv7PtLGqtnhl9GzOpSyCmf3vYmluRy0fHPuLXpF8JdgxmWZ9ltPVoa7xBaCph/zw4/AVVeley4ntQGnUe88BAfBcvwrazXKaRJOn6ZKC/iaziSt7ccpo/zmcT6u/EJ8NaEuh6tVyvEIJt8dv4OPJjKrQVPNvqWSY2n4iZiRFLCaREwLZnEdkXySvqQu6+NDBJwe2Vl3EZNw5FLtNIknQDMtD/i2vv4mf2b8KEzoGY/K1G/OWyy8w+MpsjGUdo7d6adzq+Q33H+sYbRFUZ/DEHIr6jorIemSdDUSclYNe7Nx4zpmPm5WW8viRJumfJQH8d+WVVvLnlNL+cvfyvd/E/xf/EvGPz0Akdb4a9yYhGI4z3sBUgYR9sex5dTgo52R0pOJSMqbuOet98jV2PHsbrR5Kke54M9NfYfzGH1zaeoqC8ihl9GzP5gfr/uIvPKc/h3aPvsj9tP2092jKn8xx87XyNN4DKIvhtFhxfTklxAJcjm6HNTcZp1CjcXn4JE1sjnSglSdJ9Qwb6Kyo1Oj7adZ5lR5Jo4G7L0gntaOZ9NaNGCMEvSb8wN2IuldpKXm/3OqObjDbuXfyFX2DHS2hzsslKaU/x8TTMg53w/+IrrNvI2jSSJNWODPTAxawSnll9nEvZpUzoHMAbfRpjaXY1L764qpj3j77PrqRdtHBtwftd3jfeSU8AFYWw6w3EqXUU5QaRdSwQUZmF6/PP4Tp5snzYKknSLbmvA70Qgg1RqczedhZbCzOWT2xPt2t2t0ZejuTNQ2+SU57Ds62eZVLIJExVRvzPlngAtk6jKiObzEttKL9wGavQtni99x4W9Y34YFeSpPvWfRvoy9Ra3tx6mp9OZtA52IXPR7TC3e5qjRqNTsPXJ79myZkl+Nr5srLvSkLcQow3AE0l7JmDOPIVBen+ZEd6o5iX4fnuuzgOG4qiMuKSkCRJ97X7MtAn55Xx5Ioo4rJLeaVXQ55+MPgfD1xTilN47cBrxObFMqTBEF5v9zrWZtY3uGINZcbAlilUJV4k81xzyuPzsenWFa/35mDm4W68fiRJkrgPA/3BSzk8u+YEACsmhtGlwT/rxe9K3MW7R9/FRDHhf93/x0P+Dxmvc70OjixA/DGXwhQXsqJ9UUyr8Jo7F4fBj8k68ZIk1Yn7JtALIVh8KJEPdp6jgbsdP4wNxc/l6l16hbaCecfmsfnSZlq5teLjrh/jZWvEDUkFSbD1KTTnIsiMbUhZfDE2nULxen+OrE8jSVKdui8CvVqrY8bm02w5kU7f5p7MH9YSG4urU08oSuCVfa8QVxjH5JDJPN3qacxURixhELMBsf1liuLNyDrhj1A0eL4zG8cRI+RdvCRJda46RwkuAQYA2dc7HFwxRKovgH5AOTBeCHHc2AOtraIKDVNXRhGekM9LPRvyXI9gVH9bj9+dvJuZh2ZiaWrJdz2/o7OPEYuDqUth1+toj64l83QgpQkVWLdrgdcHczH3NeImK0mSpBuozh39MuArYMW/vN8XaHDlVxjw7ZXfb7uMwgomLI0kIbeUL0a24tFWV09a0uq1LDi+gKVnl9LCtQWfdv8UTxtP43WeGQObJlISk0rmCX/0Gj0eb87AacwYmVEjSdJ/6qaBXghxQFGUgBs0eRRYceVA8HBFURwVRfESQmQaaYy1cv5yMeOXRFKm1rJ8Qns6BV996Jpfmc+r+18l8nIkIxqN4PV2r2NuYqRNSULAsR/Q75xJVowzheecsWgciM/8T7AIDjZOH5IkSTVgjDV6HyD1b39Ou/La/wv0iqJMAaYA+Pn5GaHr6wtPyOPJFVFYm5uw4amONPG6ej5rfGE8z/zxDLkVucztMpeBQQON13F5Pvz0LJXhv5Ie5UtVnhrnCRNwe+lFeeKTJEm3jTEC/fWeJorrNRRCLAQWAoSGhl63za06HJfLxGWR+Dlbs2xie3wcrf5670j6EV7Z/woWJhYsfXipcTdApR5DbBhPflQJ2TGemDrb47fkI2w6dTJeH5IkSbVgjECfBvz9yWI9IMMI162xI3G5TFoeSaCrDWue7ICzzdW76PXn1/PhsQ8Jcgziqx5fGS91UgiI+A7Nj2+TEelGebottj0fxGvOHEydnIzThyRJ0i0wRqDfBjyrKMo6DA9hi27H+vyRuFwmLo/E39mG1ZPD/gryOr2O+VHzWXVuFd3qdWNe13nYmNnc5GrVpC6Bbc9R+vtOMiI90etN8HzvTRyHDZNpk5Ik3TGqk165FugOuCqKkgbMBswAhBDfATsxpFbGYUivnFBXg/03R+PzmLjcsFyz+skwXGwtANDoNbx16C12Je5iTJMxvBr6KiYqk5tcrZqyzyHWjiFnfzZ5sS5YBAfg87/P5QNXSZLuONXJuhl1k/cF8IzRRlRDZzOKmLw8El8na9Y82QHXK0G+UlvJK/tf4UDaAV5s8yKTQiYZr9OYDWjWvUj6YXsqsmxxHDYUjzffRGVldfPPSpIk/cfu6p2x6Vfy5O2tzFg5KeyvIF9aVcpze54jOiuaWR1m8X/t3XlwVHW2wPHvyZ6QEEjYs8gSYZQB8ckwCsogysjj8cwgitsMOOMUUmoNLuhTKRmlQMZRUbTQUUSBkcciCkMYeSDqc30gIEQ0QAiKZCMBEiAhe/d5f3RjMiGY7iSkk+7zqUql7+3f/d2TU9zDr+72mzRgUsvs0FENmx+nZO0b5H/ZFQ0Kp9czs4n9z/Et078xxpwH7bbQnyyv5vdvfkl5tYM104bTI9b1iuHiimKmbZlGZlEmf7nqL4zrO65ldnj6GLpqCkc3pLtO1Qy40HWqpk8LTkBijDHnQbss9A6n8qcVu/j+2GmW/n4YA3rEAHCi4gR/2PQHskuyWTB6ASMTR7bMDvN24VhyO7lbKjmdF0PsDTfQY9bjBEVENL6tMcb4WLss9Au2ZPJx5lHmTvj5j0+8llSVcNeWuzh86jALr13I5T0vb5mdfb2aiiX3kfNpLNXlkfR44nE63TzJ7qoxxrQb7a7Qv59RwIsfZjFpaCK3DXM9XVtWXcY9H9xDZlEmC0YvaJki73TCR3M5uWwh+TvjCI7rQu9FLxI5ZEjz+zbGmFbUrgr9kZMVzHg7nUEJscxO/TkiQqWjkukfTSf9aDp/HfnXljldU1WGrrmLghUfU3ygM1FDLyPhhecJ6dKl8W2NMaaNaTeF3ulUZrydTlWNkxdvvZSI0GCc6mTmZzPZmr+VOSPmcF3v65q/o5IjVC+aRO67uZQf60DcHVPoNmMGEtJuUmWMMf+i3VSvJV8c4rOsYzw1YRB9uriebH1p10tsOrSJBy57gNSU1Obv5MgeyubfTM77DpwaTcL8eXQc10J37RhjjI+0i0KfU1zGM5v2M/pn3bh1mOu1OmsPrOX1Pa8z8cKJ3DHwjubvZP9GTsybRv62KMISepH88qtE9O/f/H6NMcbH2kWhn52W4fqdOhARYfuR7cz+v9lc0fMKZl4+s3l3wKiin79E4bPPULQvmg6/vIyEl14muGPHxrc1xph2oM0X+g/3FbA5o4CHxw4gsXMUThIBJgAAC8lJREFUBacLmPHxDJI6JvHcqOeaN7er04Fz7X3kvpxGaW40nW++ie6Pz7Lz8cYYv9KmK1q1w8nstAz6de3AH6/sS7Wzmhkfz6C8ppw3r3uTmLCYZnReTvUbk8l+cxeVJ6Po/tijxE3+XcsFb4wxbUSbLvRrduZw6HgZr08eSlhIEPN3vsDuo7t5ZuQz9O3Ut+kdlxdTPv8Gct7OxUkHkl59ieiRLfQUrTHGtDFtttBXVDt48YMDDEnqxDUXdWP7ke0s+WYJN/a/kbF9xja945M5nHoilbzNpwmJi+eCxUvtoqsxxq8F+TqAc1m1PZv8kxU8dN0ASqtLmfnZTJJiknho6ENN77RwH8enjyF3YxkR/fvRe90GK/LGGL/XJgu9w6ks/ux7/i25E8P7xTN/53wKywqZd9U8okKjmtSnHvqCgmnjKdwKMSN/SfLKdwmJj2/hyI0xpu1pk4V+y94CDheVceeVfUk/ms6azDXcftHtDO46uEn9Ob9eR+5dv6UoI5TOk1JJeGUxQeHhLRy1Mca0TR4VehEZKyL7RSRLRB5p4Ps7ROSoiOx2//yxOUEt/ux7EjpFcs1F8czZOoduUd24e8jdTerL8ekisu95kJIfwuk2/W66PzkPCW6h6QSNMaYd8GTO2GBgITAGyAG2i8h6Vc2o13SVqt7b3ID25p/iy++LeGzcz1iduZL9xfuZP2p+kyb0rt74LNlP/I3KkjB6zZtD7ISJzQ3PGGPaHU/uuhkGZKnqdwAishJIBeoX+hbx7lc5hAQJvx7UkVs3vsKIhBFcm3yt1/1UrZnFD0+twFkTTvKiv9FhxFXnIVpjjGn7PDl1kwBk11nOca+rb6KIfC0ia0QkqaGORGSqiOwQkR1Hjx4963uHU/nH7jxGDejGuu+Wc7r6NA9c9oB3rzhQpWLp/RyasxIlguTlK6zIG2MCmieFvqEqq/WW04DeqjoY2AIsbagjVX1NVYeq6tCuXbue9f0XB49RWFLJmEGRLN+7nHF9x9G/sxe3PzqdlL0ylR+efQ8Jj+KC1WuJHNS0C7jGGOMvPCn0OUDdEXoikFe3gaoeV9VK9+Ii4LKmBLP2q1xiIkLIrFxHjbOGuy/x4gKs00Hpc7dzeOEnBMfG0PudDYSnpDQlDGOM8SueFPrtwIUi0kdEwoBbgPV1G4hIzzqL1wN7vQ2kqsbJ5owCrhkYxbqsd0lNSSW5Y7JnGzsdnJp7Mzlv7iKsZzy9124kNDHR2xCMMcYvNXoxVlVrROReYBMQDLyhqt+KyGxgh6quB/4kItcDNUARcIe3gWz97jillTWEdt5KVW4VUwZO8WxDp4MTsyaS/84+Ivt0J2llmr1i2Bhj6vDoXTeq+h7wXr11s+p8fhR4tDmBbNlbQGSYk23H0vhV4q/oE9un8Y2cDoofm8CRdQfocHECiW+lERTVtCdnjTHGX7WJJ2NVlS0ZBfTvl0lxZTGTL57c+EZOB0X/9RuOrDtA9OAkEldutCJvjDENaBOFfm9+CXknK6iI+IKUTin8oscvfnoDp4Oih1MpSMsi+pJkEt/aQFBYWOsEa4wx7UybKPRfHDxGUFgBeRWZTEiZ8NP3zTsdFD2USsGGg0QPSSbx72mIFXljjDmnNvE++s+zjtGlZzrVEsL4fuPP3dDp5PhDEyj850FiLr2AhGVpSGgzphI0xpgA4PMRfbXDyZffH8XRYQejkkYRFxHXcENVjj9yE4X/PEDMpclW5I0xxkM+H9GnZ5+gInQfQXqK1JTUc7YrmvU7CtdnEDOkFwlLrcgbY4ynfD6i/zzrOKEd9xAdGs3wXsMbbHPiqakUvL2T6IFdSVi20c7JG2OMF3xf6A8eITx2L1cnXU1Y8NkF/OQL95O/7BM6pHQiYfkmK/LGGOMlnxb6qhon6ce/willjLlgzFnfn3p1JnmvbiTqghgSV24mKCLSB1EaY0z75tNC/23eSYj6mvCgSIYn/Otpm9JlT5G74B0ie0WRuHoTQdExPorSGGPaN58W+h2HjhMSk8HwXlcRHlw7h+vpd14m5+llhHcNJ2nVRoJjz3EnjjHGmEb5tNB/cjidoJBSxvQe9eO68g9Wk/PnFwmNDSF5ZRrBXbr7LkBjjPEDvj11U7wN4Me7bSp3fkT2g7MIjhSS31pFSE8PX1NsjDHmnHxW6KscTspDMugRnkJ8ZDzVWelk3+WaaCRp0WuE9h3oq9CMMcav+KzQl1ZWERx5mCt6jcBR8APZU27DUaEkvfAU4UNsjldjjGkpPiv0pypLEVGuTxhK9m3XU1nsIPHJ+4gcdYOvQjLGGL/kUaEXkbEisl9EskTkkQa+DxeRVe7vt4lI78b6rHCcJtQRSbf7H6Y8t5KE+26jw8Rp3v8FxhhjflKjhV5EgoGFwL8DFwO3isjF9ZrdCRSragrwPPB0Y/06KOeRjVWcziyh++Rr6Dh1VmObGGOMaQJPRvTDgCxV/U5Vq4CVQP23j6UCS92f1wDXyE++VB7iSh0M2lNJl3GDiXtsobdxG2OM8ZAnhT4ByK6znONe12AbVa0BTgLxP9Vp51IIHdaTLs+u8DxaY4wxXvOk0Dc0MtcmtEFEporIDhHZUR4B/Rb/DxLk8/eqGWOMX/OkyuYASXWWE4G8c7URkRAgFiiq35GqvqaqQ1V1aOeUgUiovYnSGGPON08K/XbgQhHpIyJhwC3A+npt1gNT3J9vBD5U1bNG9MYYY1pfozNMqWqNiNwLbAKCgTdU9VsRmQ3sUNX1wGLg7yKShWskf8v5DNoYY4znPJpKUFXfA96rt25Wnc8VwE0tG5oxxpiWYFdCjTHGz1mhN8YYP2eF3hhj/JwVemOM8XNW6I0xxs+Jr253F5ESYL9Pdt72dAGO+TqINsJyUctyUctyUWuAqsZ4s4FHt1eeJ/tVdagP999miMgOy4WL5aKW5aKW5aKWiOzwdhs7dWOMMX7OCr0xxvg5Xxb613y477bGclHLclHLclHLclHL61z47GKsMcaY1mGnbowxxs/5pNA3Ntm4PxORN0SkUES+qbMuTkTeF5ED7t+dfRljaxGRJBH5SET2isi3IjLdvT7g8iEiESLypYiku3PxpHt9HxHZ5s7FKverwv2eiASLyC4R2eBeDsg8AIjIIRHZIyK7z9xx4+0x0uqF3sPJxv3ZEmBsvXWPAB+o6oXAB+7lQFADPKiqFwGXA/e4/y0EYj4qgdGqegkwBBgrIpcDTwPPu3NRDNzpwxhb03Rgb53lQM3DGVer6pA6t5h6dYz4YkTvyWTjfktVP+Hs2bfqTq6+FPhNqwblI6qar6pfuT+X4DqwEwjAfKhLqXsx1P2jwGhgjXt9QORCRBKB/wBedy8LAZiHRnh1jPii0Hsy2Xig6a6q+eAqfkA3H8fT6kSkN3ApsI0AzYf7dMVuoBB4HzgInFDVGneTQDlWXgAeBpzu5XgCMw9nKLBZRHaKyFT3Oq+OEV88GevRROImcIhINPAOcJ+qnnIN4AKPqjqAISLSCVgLXNRQs9aNqnWJyHigUFV3isioM6sbaOrXeahnhKrmiUg34H0R2edtB74Y0Xsy2XigKRCRngDu34U+jqfViEgoriK/XFXfda8O2HwAqOoJ4H9xXbfoJCJnBmSBcKyMAK4XkUO4TuuOxjXCD7Q8/EhV89y/C3ENAIbh5THii0LvyWTjgabu5OpTgH/4MJZW4z73uhjYq6rz63wVcPkQka7ukTwiEglci+uaxUfAje5mfp8LVX1UVRNVtTeu2vChqt5OgOXhDBHpICIxZz4Dvwa+wctjxCcPTInIOFz/S5+ZbHxuqwfhIyKyAhiF6218BcCfgXXAaiAZOAzcpKr1L9j6HRG5EvgU2EPt+djHcJ2nD6h8iMhgXBfVgnENwFar6mwR6YtrZBsH7AJ+q6qVvou09bhP3cxQ1fGBmgf3373WvRgC/LeqzhWReLw4RuzJWGOM8XP2ZKwxxvg5K/TGGOPnrNAbY4yfs0JvjDF+zgq9Mcb4OSv0xhjj56zQG2OMn7NCb4wxfu7/AUj2c2XBSLCCAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -246,7 +246,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -254,7 +254,7 @@ "if do_simulation:\n", " SerialUnemploymentExample.T_sim = 120\n", " SerialUnemploymentExample.MrkvPrbsInit = [0.25, 0.25, 0.25, 0.25]\n", - " SerialUnemploymentExample.track_vars = [\"mNrmNow\", \"cNrmNow\"]\n", + " SerialUnemploymentExample.track_vars = [\"mNrm\", \"cNrm\"]\n", " SerialUnemploymentExample.makeShockHistory() # This is optional\n", " SerialUnemploymentExample.initializeSim()\n", " SerialUnemploymentExample.simulate()" @@ -271,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -283,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -298,14 +298,14 @@ " [np.array([1.0]),\n", " np.array([1.0])]\n", ")\n", - "IncomeDstn = [IncomeDstnReg] + ImmunityT * [\n", + "IncShkDstn = [IncomeDstnReg] + ImmunityT * [\n", " IncomeDstnImm\n", "] # Income distribution for each Markov state, in a list" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -330,7 +330,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -346,19 +346,19 @@ " BoroCnstArt=None, # No artificial borrowing constraint\n", " cycles=0,\n", ") # Infinite horizon\n", - "ImmunityExample.IncomeDstn = [IncomeDstn]" + "ImmunityExample.IncShkDstn = [IncShkDstn]" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Solving an \"unemployment immunity\" consumer took 0.3058 seconds.\n", + "Solving an \"unemployment immunity\" consumer took 0.4554 seconds.\n", "Consumption functions for each discrete state:\n" ] }, @@ -366,13 +366,23 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/sb/projects/econ-ark/HARK/HARK/interpolation.py:1710: RuntimeWarning: All-NaN slice encountered\n", - " y = np.nanmin(fx,axis=1)\n" + "/home/sb/projects/econ-ark/HARK/HARK/interpolation.py:2024: RuntimeWarning: All-NaN slice encountered\n", + " y = self.compare(fx, axis=1)\n", + "/home/sb/projects/econ-ark/HARK/HARK/interpolation.py:2024: RuntimeWarning: All-NaN slice encountered\n", + " y = self.compare(fx, axis=1)\n", + "/home/sb/projects/econ-ark/HARK/HARK/interpolation.py:2024: RuntimeWarning: All-NaN slice encountered\n", + " y = self.compare(fx, axis=1)\n", + "/home/sb/projects/econ-ark/HARK/HARK/interpolation.py:2024: RuntimeWarning: All-NaN slice encountered\n", + " y = self.compare(fx, axis=1)\n", + "/home/sb/projects/econ-ark/HARK/HARK/interpolation.py:2024: RuntimeWarning: All-NaN slice encountered\n", + " y = self.compare(fx, axis=1)\n", + "/home/sb/projects/econ-ark/HARK/HARK/interpolation.py:2024: RuntimeWarning: All-NaN slice encountered\n", + " y = self.compare(fx, axis=1)\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -409,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -423,7 +433,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -432,14 +442,14 @@ " [np.array([1.0, 1.0]),\n", " np.array([1.0, 0.0])]\n", ")\n", - "IncomeDstn = StateCount * [\n", + "IncShkDstn = StateCount * [\n", " IncomeDstnReg\n", "] # Same simple income distribution in each state" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -451,7 +461,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": { "lines_to_next_cell": 2 }, @@ -470,7 +480,7 @@ " LivPrb=[np.array(StateCount * [0.98])], # Same survival probability in all states\n", " cycles=0,\n", ")\n", - "SerialGroExample.IncomeDstn = [IncomeDstn]" + "SerialGroExample.IncShkDstn = [IncShkDstn]" ] }, { @@ -484,20 +494,20 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Solving a serially correlated growth consumer took 0.2734 seconds.\n", + "Solving a serially correlated growth consumer took 0.4086 seconds.\n", "Consumption functions for each discrete state:\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -524,7 +534,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -540,20 +550,20 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Solving a serially correlated interest consumer took 0.2255 seconds.\n", + "Solving a serially correlated interest consumer took 0.4242 seconds.\n", "Consumption functions for each discrete state:\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -577,6 +587,13 @@ "print(\"Consumption functions for each discrete state:\")\n", "plotFuncs(SerialRExample.solution[0].cFunc, 0, 10)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -586,9 +603,9 @@ "notebook_metadata_filter": "-all" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "econ-ark-3.8", "language": "python", - "name": "python3" + "name": "econ-ark-3.8" }, "language_info": { "codemirror_mode": { @@ -600,7 +617,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.8.7" } }, "nbformat": 4, diff --git a/examples/ConsumptionSaving/example_ConsMedModel.ipynb b/examples/ConsumptionSaving/example_ConsMedModel.ipynb index 3574fa4f4..3838173c6 100644 --- a/examples/ConsumptionSaving/example_ConsMedModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsMedModel.ipynb @@ -74,21 +74,21 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/sb/projects/econ-ark/HARK/HARK/ConsumptionSaving/ConsMedModel.py:656: RuntimeWarning: divide by zero encountered in power\n", - " vPgrid = cLvlGrid**(-self.CRRA)\n", - "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:141: RuntimeWarning: divide by zero encountered in reciprocal\n", - " return( c**(1.0 - gam) / (1.0 - gam) )\n", - "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:141: RuntimeWarning: divide by zero encountered in power\n", - " return( c**(1.0 - gam) / (1.0 - gam) )\n", - "/home/sb/projects/econ-ark/HARK/HARK/ConsumptionSaving/ConsMedModel.py:670: RuntimeWarning: invalid value encountered in multiply\n", - " vGrid = utility(cLvlGrid,gam=self.CRRA) + MedShkGrid_tiled*utility(MedGrid,gam=self.CRRAmed)\n" + "/home/sb/projects/econ-ark/HARK/HARK/ConsumptionSaving/ConsMedModel.py:703: RuntimeWarning: divide by zero encountered in power\n", + " vPgrid = cLvlGrid ** (-self.CRRA)\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:144: RuntimeWarning: divide by zero encountered in reciprocal\n", + " return c ** (1.0 - gam) / (1.0 - gam)\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:144: RuntimeWarning: divide by zero encountered in power\n", + " return c ** (1.0 - gam) / (1.0 - gam)\n", + "/home/sb/projects/econ-ark/HARK/HARK/ConsumptionSaving/ConsMedModel.py:722: RuntimeWarning: invalid value encountered in multiply\n", + " vGrid = utility(cLvlGrid, gam=self.CRRA) + MedShkGrid_tiled * utility(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Solving a medical shocks consumer took 39.2040 seconds.\n" + "Solving a medical shocks consumer took 39.5967 seconds.\n" ] } ], @@ -115,7 +115,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", 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" ] @@ -225,8 +225,62 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:160: RuntimeWarning: divide by zero encountered in power\n", - " return( c**-gam )\n" + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n", + "/home/sb/projects/econ-ark/HARK/HARK/utilities.py:164: RuntimeWarning: divide by zero encountered in power\n", + " return c ** -gam\n" ] }, { @@ -238,7 +292,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -285,14 +339,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Simulating 10000 agents for 100 periods took 5.4776 seconds.\n" + "Simulating 10000 agents for 100 periods took 6.5615 seconds.\n" ] } ], @@ -300,7 +354,7 @@ "if do_simulation:\n", " t_start = time()\n", " MedicalExample.T_sim = 100\n", - " MedicalExample.track_vars = [\"mLvlNow\", \"cLvlNow\", \"MedNow\"]\n", + " MedicalExample.track_vars = [\"mLvl\", \"cLvl\", \"Med\"]\n", " MedicalExample.makeShockHistory()\n", " MedicalExample.initializeSim()\n", " MedicalExample.simulate()\n", @@ -331,9 +385,9 @@ "notebook_metadata_filter": "-all" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "econ-ark-3.8", "language": "python", - "name": "python3" + "name": "econ-ark-3.8" }, "language_info": { "codemirror_mode": { @@ -345,7 +399,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.8.7" } }, "nbformat": 4, diff --git a/examples/ConsumptionSaving/example_ConsPortfolioModel.ipynb b/examples/ConsumptionSaving/example_ConsPortfolioModel.ipynb index de0bd2c06..08d1622eb 100644 --- a/examples/ConsumptionSaving/example_ConsPortfolioModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsPortfolioModel.ipynb @@ -28,7 +28,7 @@ "output_type": "stream", "text": [ "Now solving an example portfolio choice problem; this might take a moment...\n", - "Solving an infinite horizon portfolio choice problem took 17.91070795059204 seconds.\n" + "Solving an infinite horizon portfolio choice problem took 19.77479124069214 seconds.\n" ] } ], @@ -74,7 +74,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -127,10 +127,53 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'cNrm': array([[1.50746544, 1.00804051, 1.06173514, ..., 1.1337741 , 0.97563921,\n", + " 0.89844339],\n", + " [1.40986731, 0.972063 , 1.05755593, ..., 1.05820018, 0.96080905,\n", + " 0.92729845],\n", + " [1.40686433, 0.908755 , 1.09607755, ..., 1.09878779, 0.95347089,\n", + " 0.948965 ],\n", + " ...,\n", + " [1.18728885, 1.03394204, 1.14514013, ..., 1.02585236, 1.00857822,\n", + " 0.9148828 ],\n", + " [1.23573395, 1.0975886 , 1.21507636, ..., 1.08886964, 1.10262934,\n", + " 0.95285755],\n", + " [1.22475386, 1.11667582, 1.22554884, ..., 1.12793892, 1.11527911,\n", + " 0.99247758]]),\n", + " 'aNrm': array([[5.83743542, 0.87502851, 1.2282834 , ..., 1.81486877, 0.70534632,\n", + " 0.42311082],\n", + " [4.67649062, 0.68896667, 1.19778274, ..., 1.20239524, 0.63904208,\n", + " 0.5118482 ],\n", + " [4.64188546, 0.45283361, 1.4944918 , ..., 1.51659186, 0.60857522,\n", + " 0.59033605],\n", + " ...,\n", + " [2.30820383, 1.0349345 , 1.91620307, ..., 0.98285439, 0.87818388,\n", + " 0.4716979 ],\n", + " [2.7850111 , 1.50681334, 2.57852755, ..., 1.43639191, 1.54823592,\n", + " 0.60607991],\n", + " [2.67467838, 1.6663329 , 2.68264645, ..., 1.76359938, 1.65436202,\n", + " 0.78933187]]),\n", + " 't_age': array([[ 1., 1., 1., ..., 1., 1., 1.],\n", + " [ 2., 2., 2., ..., 2., 2., 2.],\n", + " [ 3., 1., 3., ..., 3., 3., 3.],\n", + " ...,\n", + " [24., 96., 15., ..., 17., 4., 46.],\n", + " [25., 97., 16., ..., 18., 5., 47.],\n", + " [26., 98., 17., ..., 19., 6., 48.]])}" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Now simulate this consumer type\n", - "MyType.track_vars = ['cNrm', 'aNrmNow', 't_age']\n", + "MyType.track_vars = ['cNrm', 'aNrm', 't_age']\n", "MyType.T_sim = 100\n", "MyType.initializeSim()\n", "MyType.simulate()" @@ -187,7 +230,7 @@ "output_type": "stream", "text": [ "Now solving a discrete choice portfolio problem; this might take a minute...\n", - "Solving an infinite horizon discrete portfolio choice problem took 32.81029963493347 seconds.\n" + "Solving an infinite horizon discrete portfolio choice problem took 75.44650077819824 seconds.\n" ] } ], @@ -220,7 +263,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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" ] @@ -311,7 +354,7 @@ "output_type": "stream", "text": [ "Now solving a portfolio choice problem with \"sticky\" portfolio shares; this might take a moment...\n", - "Solving an infinite horizon sticky portfolio choice problem took 38.51844310760498 seconds.\n" + "Solving an infinite horizon sticky portfolio choice problem took 44.82094717025757 seconds.\n" ] } ], @@ -343,7 +386,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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vPc0df9nEwYZjiS5PRIaQbo+GAjCzVcC57n44vJ8D/N3dZ/ZDfW8wGI+GitW612v5/lOb+fPaXeRmpvHhc8fx8QsmUpyTkejSRCTJ9fZoqFg2QxntL3rUErZJP5s2Kp+7PzSHDbtq+Z+nK7nr2Ve5b/E2rp49mo+cN57JI/ISXaKIDFKxhMV9wEtm9tvw/jsJrp4nCTK1PJ87/2E2m3fX8aPntvDI0moefOk15k0azkfOm8Cbp5aRmqI8F5G+E3UzFBy/ENL54d2/ufvyuFbVjaG8Gaor++obeeiVKn7+4nZ2HjrKmOJsPnDWWN49u0In94kI0PvNUF2GhZnlu3utmRV3Nt3d9/d0ob2hsOhac0srT67bzQMvbOOlrftJMbjw1FLeO2cMl04rIzMtNdElikiCxDMs/ujubzezrQRXxjs+iWBE2ok9XWhvKCxis23vYX69tJpHl1Wz89BRCoel846Zo3jHrFHMHVdEijZTiQwpcQuLZKWwODktrc7iyr08srSav6zbxdGmVkbkZ3LF6SN5+8yRzB6r4BAZCuLZs5jd3QPdfVlPF9obCoueO9zYzFMbavjTqtd5ZuMejjW3MrIgi8unl/PmqWW8aWKxNlWJDFLxDItnunmcu/ube7rQ3lBY9I26o008tb6GP67ayfOVezja1EpORioXTC7lLaeVccnUMkpyMxNdpoj0EW2Gkl47cqyFv2/Zy1Pra3h6Qw07Dx3FDGZWFDLvlOHMm1TCnHFFZKWr1yEyUMU9LMwsHfhn4MKwaRHwI3dv6ulCe0NhEV/uzrqdtTy9voZFm/awsuogza1ORloKc8cVcd4pwzln4nBmVBRok5XIANIfYfETIB14IGz6ENDi7h/v6UJ7Q2HRv+obm3ll634WV+5l8av7WL+zFoCMtBRmji5g7vhi5o4rYs64Ioo07IhI0uqPsFjp7rOitfUXhUVi7atvZMn2AyzZtp8l2w+wZschmlqC99AppTmcNb6Y2eOKmFVRyKSyXJ1JLpIk+mNsqBYzO8XdXw0XOJH2Y0XJEDI8N5PLp5dz+fRyAI42tbCy6iBLth9g6fYDPL5mFw+9UgXAsIxUTh9VwIyKAmZWFDCzopDxw4dhpgARGWhiCYvPAc+Y2RaCE/LGAR+Na1UyYGSlp/KmicN508ThALS2Olv21rOq+lD4c5Cfv7idxubgyrz5WWlMH1XAaSPzmTYqn9NG5jG5LI+MNF2HSySZdRkWZvZed38E2AJMBqaEkza6e2N/FCcDT0qKMaksj0lleVw9uwKAppZWNu+uZ1X1QVZWH2Ld64d48KUTAZKWYkwqy2XayHxOC3+mjszTobsiSaS78yyWufvstt/9XFeXtM9icGhpdbbuPcy6nbWsD3/WvV5LTd2J7yHFORlMLsvl1BF5TB6Ry+SyPE4dkctwhYjISYvnPot9ZvYkMMHMFnac6O4LerpQkdSwNzGpLJcFs0Ydb99X38i6nbVs3FXH5t31bKqp43fLd1DX2Hx8nuE5GUweEYZIWS6TR+Rx6og8XQRKJI66C4u3AbOBnwHf7p9yZKgbnpvJBZNLuWBy6fE2d2dX7VE27a5n8+46Nu2uY3NNPb9ZtoP6iBApyc1gcllbLySXSeHt4TkZ2qku0ktdhoW7HwNeNLNb3P3ZyGlm9t64VyYSMjNGFmQzsiCbi05tHyI7Dx1l0+46Kmvq2bS7jk273xgiRcPSw15MW08k2KQ1Ij9TISISo1jOs3jDPotY92OY2Xzge0Aq8BN3/2YX870b+DVwlrt3u0NC+ywkmraeSGVNPZt317O5pp7KmqA3crDhxMADeZlpnFKW2y5AJpXlMrowWyPxyqATt30WZnYFcCUw2sy+HzEpH2ju/FHtHp8K3Am8FagGXjGzhe6+rsN8ecBngJdOvnyRN4rsiXTcnLXv8DE27z4RHpU19SzatIdHllYfny87PfX4/pS2o7ROH11AaZ52rMvQ1d0+i9eBJcACYGlEex1wUwzPfTZQ6e5bAMzsIeAqYF2H+f4DuI3gfA6RuDEzSnIzKcnN5NxThrebdrDhWNATCQNkc009L23Zx2+X7zg+z8iCLGaMDk4wnFFRyIzRBdqpLkNGd/ssVprZGuByd3+gq/m6MRqoirhfDbwpcobwmhlj3P1PZtZlWJjZdcB1AGPHju1BKSLdKxyWEYxzNb79VYTrjjaxfmcdq6oPsnrHIVZXH+LJdbuPT68oyubMsUWcO3E450wsZkJJjvaDyKDU7Rnc7t5iZmPMLCPc4d1nzCwFuAP4SLR53f0e4B4I9ln0ZR0i3cnLSufsCcWcPeFEiNQebWJNGByrqg/x0pZ9/GHl6wCMyM/knInByLwXnVrKqMLsRJUu0qdiGe5jK7A4PNficFuju98R5XE7gDER9yvCtjZ5wOnAovCbWDmw0MwWRNvJLZJI+VnpnHdKCeedUgIE+0K27j3M37fs48Ut+3nh1X38fkUQHtNG5nPptBG8bcZIppTnJbJskV6J5Wior3bW7u5fi/K4NGAT8BaCkHgF+Ad3X9vF/IuAm3U0lAx07k5lTT1PbajhqfW7Wbr9AK0OU8vzWHDGKBbMGkVF0bBElylDTL9dKc/McgHcvT7mJze7EvguwaGz97r7f5nZ14El7r6ww7yLUFjIILS3vpHHVu/k9yteZ+n2AwCcM7GYd8+u4MoZI8nJjKWDL9I7/XE9i9MJzuJu22i7F/hwVz2EeFNYyEBWtb+B3y3fwaPLqtm2r4FhGanMP72c98yp4JwJw3V+h8RNf4TFC8At7v5MeP9i4L/d/byeLrQ3FBYyGLg7S7cf4NFl1fxx5U7qGpsZXZjN1bNHc8XpIzltZJ6OqpI+pSvliQxwR5taeGLtLh5dtoPnN++h1WFs8TAunz6Cy6eXM3tskXoc0mv9ERa/BZYRbIoCuBaY4+7v6ulCe0NhIYPZ3vpG/rpuN39eu4vFlXtpanFKcjO58NQSLpxcyvmTS3SdD+mR/giLIuBrwPmAA38DvubuB3q60N5QWMhQUXu0iWc21PDX9TU8v3kPB8JxraaPyueCyaWce8pwZo8tJC8rPcGVykAQt7AwsyzgU8AkYDXB0UxNnc7cjxQWMhS1tjprX6/luc17eG7THpZuP0Bzq5NiMLU8n7MnFDN3fBFzxxVTXpCV6HIlCcUzLH4FNBH0JK4Atrn7jT1dUF9RWIjA4cZmVlQd5OWt+1myfT/Lth/kSFMLAKV5mcwYXcDpows4fVQ+MyoKKM/P0g7zIS6eV8qb5u4zwoX8FHi5pwsRkb6Vk5nGvEklzJsUnEXe1NLK+p21LNl2gDWvH2LNjkMs2lhDa/hdsCQ3g6nl+cdH0m27wqAGQpRYdRcWxzc5uXuzvpWIJK/01BRmVhQys6LweFvDsWbW76wLxrHacYjNu+t4eEkVDcdajs8zPCeDSWW5TCjJYUzxMMZG/BQOS1dvRI7rLixmmVlteNuA7PC+Ae7u+XGvTkR6bFhGGnPGFTFnXNHxttZWZ2ftUTaHVxdsG479r+t3s7e+/ViheZlpxwOkvCAr+MnPYkT+idvZGan9/bIkQbobolzvApFBJiXFGF2YzejCbC6eUtZu2uHGZqoONPDavgaqDhyhan8Dr+1voHJPPc9X7m13qdo2+VlplBdkUZaXRVFOBsNzMigOf9puD8/NoDgnk8LsdJ0vMoBpUBoRAYL9IFPL85la3vlGg/rGZnYdOsru2qPsOnSUXbUnbu+tb6T6QAP7Dh+j7mjnF9JMsWDI9/zsNPIyw99Z6eRnpZOXlUZ+djr5WWnkh/MMy0hjWEYq2Rmp7W+np5KWmhLPVSGdUFiISExyM9OO7yDvzrHmVg40HGNf/TH2Hz7GvsON7D8c3K490kTt0WbqjjZRe6SZqv0N1B1tpvZoU5ch05mMtBSGhcHRFibZGalkpaeSkZpCZnoKmakpZKSlkJkW/A5upwa3w3kyUk+0Z6alkJ6aQmqKkZ5qpKYYaSkppKUaaSkWtqeE7UZau9vBvCnGoN3PM/DCYu9muO9tia5CRLqQAYwIf7qVGf4UBHcdp6U1+GludVpbnRZ3WlsJfnsnba1OS7PTeixodyeYz4PxtyJ/t8Y4wjZAc/jT2IPXb4AZGEb4H0bQGBkjFk7jDfO1PY8dn4+IaZ22cyKkji+jw/TeGnhhISKDkhF+S08JMiQenDcGyImACW47wfTgd/C/ttvHp3UyX7vbnJiH8D5tz0fYHj7++H0/0U7k4yOmBc8btLZGPP/xJbR7jsjpvTfwwqJkMnz0T4muQkQGICO4uM6Q9NXe9TG0l0hERKJSWIiISFQKCxERiUphISIiUSksREQkKoWFiIhEpbAQEZGoFBYiIhKVwkJERKJSWIiISFQKCxERiUphISIiUSksREQkKoWFiIhEpbAQEZGoFBYiIhKVwkJERKJSWIiISFQKCxERiSquYWFm881so5lVmtkXO5n+WTNbZ2arzOwpMxsXz3pERKRn4hYWZpYK3AlcAUwDrjGzaR1mWw7MdfeZwK+Bb8WrHhER6bl49izOBirdfYu7HwMeAq6KnMHdn3H3hvDui0BFHOsREZEeimdYjAaqIu5Xh21d+RjweGcTzOw6M1tiZkv27NnThyWKiEgskmIHt5ldC8wFbu9survf4+5z3X1uaWlp/xYnIiKkxfG5dwBjIu5XhG3tmNmlwC3ARe7eGMd6RESkh+LZs3gFmGxmE8wsA/gAsDByBjM7E/gRsMDda+JYi4iI9ELcwsLdm4EbgCeA9cDD7r7WzL5uZgvC2W4HcoFHzGyFmS3s4ulERCSB4rkZCnd/DHisQ9tXIm5fGs/li4hI30iKHdwiIpLcFBYiIhKVwkJERKJSWIiISFQKCxERiUphISIiUSksREQkKoWFiIhEpbAQEZGoFBYiIhKVwkJERKJSWIiISFQKCxERiUphISIiUSksREQkKoWFiIhEpbAQEZGoFBYiIhKVwkJERKJSWIiISFQKCxERiUphISIiUSksREQkKoWFiIhEpbAQEZGoFBYiIhKVwkJERKJSWIiISFQKCxERiUphISIiUSksREQkKoWFiIhEpbAQEZGoFBYiIhKVwkJERKKKa1iY2Xwz22hmlWb2xU6mZ5rZr8LpL5nZ+HjWIyIiPRO3sDCzVOBO4ApgGnCNmU3rMNvHgAPuPgn4DnBbvOoREZGei2fP4myg0t23uPsx4CHgqg7zXAU8EN7+NfAWM7M41iQiIj2QFsfnHg1URdyvBt7U1Tzu3mxmh4DhwN7ImczsOuC68G6jma2JS8V9q4QOryNJqc6+MxBqBNXZ1wZKnVN68+B4hkWfcfd7gHsAzGyJu89NcElRqc6+NRDqHAg1gursawOpzt48Pp6boXYAYyLuV4Rtnc5jZmlAAbAvjjWJiEgPxDMsXgEmm9kEM8sAPgAs7DDPQuAfw9vvAZ52d49jTSIi0gNx2wwV7oO4AXgCSAXudfe1ZvZ1YIm7LwR+CvzMzCqB/QSBEs098aq5j6nOvjUQ6hwINYLq7GtDok7TF3kREYlGZ3CLiEhUCgsREYlqQIVFtOFDEsHMxpjZM2a2zszWmtlnwvZbzWyHma0If65Mglq3mdnqsJ4lYVuxmf3FzDaHv4sSXOOUiHW2wsxqzezGZFifZnavmdVEnufT1fqzwPfD9+oqM5ud4DpvN7MNYS2/NbPCsH28mR2JWK93J7jOLv/OZvZv4frcaGaXJ7jOX0XUuM3MVoTtCVmf3XwO9d37090HxA/BTvJXgYlABrASmJYEdY0EZoe384BNBMOb3ArcnOj6OtS6DSjp0PYt4Ivh7S8CtyW6zg5/813AuGRYn8CFwGxgTbT1B1wJPA4YcA7wUoLrvAxIC2/fFlHn+Mj5kmB9dvp3Dv9NrQQygQnhZ0FqoursMP3bwFcSuT67+Rzqs/fnQOpZxDJ8SL9z953uviy8XQesJzgzfaCIHHLlAeCdiSvlDd4CvOru2xNdCIC7P0dw1F6krtbfVcD/euBFoNDMRiaqTnd/0t2bw7svEpz3lFBdrM+uXAU85O6N7r4VqCT4TIi77uoMhyd6H/DL/qilK918DvXZ+3MghUVnw4ck1YeyBaPmngm8FDbdEHbx7k305p2QA0+a2VILhlABGOHuO8Pbu4ARiSmtUx+g/T/CZFuf0PX6S+b36z8RfKtsM8HMlpvZs2Z2QaKKitDZ3zlZ1+cFwG533xzRltD12eFzqM/enwMpLJKameUCjwI3unstcBdwCnAGsJOgq5po57v7bIKRgK83swsjJ3rQP02KY6ktOJFzAfBI2JSM67OdZFp/XTGzW4Bm4MGwaScw1t3PBD4L/MLM8hNVHwPg79zBNbT/QpPQ9dnJ59BxvX1/DqSwiGX4kIQws3SCP9CD7v4bAHff7e4t7t4K/Jh+6jJ3x913hL9rgN8S1LS7rfsZ/q5JXIXtXAEsc/fdkJzrM9TV+ku696uZfQR4O/DB8IODcLPOvvD2UoJ9AacmqsZu/s7JuD7TgKuBX7W1JXJ9dvY5RB++PwdSWMQyfEi/C7dZ/hRY7+53RLRHbv97F5DQkXLNLMfM8tpuE+zwXEP7IVf+Efh9Yip8g3bf2JJtfUboav0tBD4cHnVyDnAoYnNAvzOz+cDngQXu3hDRXmrBtWcws4nAZGBLYqrs9u+8EPiABRdMm0BQ58v9XV8HlwIb3L26rSFR67OrzyH68v3Z33vte7nH/0qCvfyvArckup6wpvMJunargBXhz5XAz4DVYftCYGSC65xIcDTJSmBt2/ojGBL+KWAz8FegOAnWaQ7BgJIFEW0JX58E4bUTaCLYxvuxrtYfwVEmd4bv1dXA3ATXWUmwjbrtPXp3OO+7w/fDCmAZ8I4E19nl3xm4JVyfG4ErElln2H4/8KkO8yZkfXbzOdRn708N9yEiIlENpM1QIiKSIAoLERGJSmEhIiJRKSxERCQqhYWIiESlsJCYmJmb2bcj7t9sZrf2cw2LzGxuePsxC0dO7cXzXWxmf+yi3c3s4xFtZ4RtN5/kMm49mceY2b93M61t1OBV4VAS406mFpHeUFhIrBqBq82spCcPDs927TPufqW7H+zL5+xgDcEAcW2uIThHJWY9fM1dhkXoEnefCSwCvtSD5++VthPOZOhRWEismgmu4XtTxwnhGP5Ph994nzKzsWH7/WZ2t5m9BHwrvH+Xmb1oZlvCb/D3mtl6M7s/4vnuMrMlFozL/7XOigm/ZZeY2afsxLUDtprZM+H0y8zs72a2zMweCcfMabsmygYzW0YwVENXtgNZZjYiPDt2PhGD75nZJ8zsFTNbaWaPmtmwzl5zh5o/YWaPm1m2mV1rZi+Hdf/IzFLN7JtAdtj2IN37O+HAb+FZw4+G9bxiZvPC9osi1s1yM8sLz9i93czWhL2U94fztutlmdkPLBgepG1d3xaus/eG63BZ+NqfCufJCf+WL4fLuipsnx7xOleZ2eQor0uSlMJCTsadwAfNrKBD+/8AD4TfeB8Evh8xrQI4z90/G94vAs4lCJ2FwHeA6cAMMzsjnOcWd58LzAQuMrOZXRXk7ne7+xnAWQRn194R9n6+BFzqwcCJS4DPmlkWwXhD7wDmAOVRXu+vgfcC5xGcjdsYMe037n6Wu88iGA76Y928ZszsBoJxmd5JcM2D9wPzwtpbCMZr+iJwxN3PcPcPRqltPvC78Pb3gO+4+1kEZxD/JGy/Gbg+XMYFwBGCgDwDmEUwXMXtFtvQ6fvCdfkUwTp8d/ja3xtOvwV42t3PBi4JnzcH+BTwvbCGuQR/IxmA+nTTgAxu7l5rZv8L/AvBB0+bcznxLf1ntP9G/Yi7t0Tc/4O7u5mtJhjaeTWAma0l+BBdAbzPgiHU0wgu6jKNYBiD7nyP4MPqD2b29vAxi4NOARkE38SnAls9HE7azH4OXNfF8wE8TDBI3FSCIR/Oi5h2upn9J1AI5AJPdPOaP0ww1MY73b3JzN5CEFavhPVlE/sAjs+YWTFQD3w5bLsUmBY+F0B+2JNaTBCeDxKEW7WZnQ/8Mqxvt5k9SxC07UYo7UTbYHnnAM95cE0J3L3tOg+XAQvsxP6ZLGAswXq/xcwqwhoih/KWAURhISfruwTfsu+Lcf7DHe63fTtvpf039VYgzYJB4m4GznL3A+HmqazuFhBuLhkH3NDWBPzF3a/pMN8ZMdYMgLvvMrMm4K3AZ2gfFvcTfPivDJd/ccS0jq95NcG3+Qpga1jfA+7+bydTT+gS4CBBD+5rBMNgpwDnuPvRDvN+08z+RDBG0GLr/lKkzbTf0tBxnXd8TR0ZQW9jY4f29eEmubcBj5nZJ9396SjPJUlIm6HkpITfJB+m/WaXFwhGAQb4IPC3Xiwin+CD6ZCZjSAYqrxLZjaHIFyu9WBYawiuBDfPzCaF8+SY2anABmC8mZ0SznfNG57wjb4CfKFDTwGCS1futGBY6GibjJYDnwQWmtkogk057zGzsrC+YjtxZFNT+Jxd8uCKdzcSjBpaDDwJfLptelsomtkp7r7a3W8jGLV5KsHf5v3hPpJSgkuGvkywj2aaBaO6FhJcpbAzLwIXhqFOuHwIelafDvfvYGZnhr8nAlvc/fsEI552uUlRkpt6FtIT3+bEt3gIPqjuM7PPAXuAj/b0icNv6ssJPtirCDaldOcGoJhg8wzAEnf/ePht/5dmlhnO9yV33xRu3vqTmTUQfHDmRannhS4mfZngSmR7wt/Rnuf5cBPNnwh6Kl8iuGphCsFoptcTfGDfA6wys2Xd7bdw951m9svwcf8C3Glmqwj+TT9HsK/gRjO7hKDXtpZgB/0xgs2GKwlGKf28u+8CMLOHCY4C20oQcJ0td0+4Dn8T1l4Tvp7/IOh1rgrbtxLso3kf8KGwh7YL+O/u1pMkL406KyIiUWkzlIiIRKWwEBGRqBQWIiISlcJCRESiUliIiEhUCgsREYlKYSEiIlH9H4KWm+CbjLQyAAAAAElFTkSuQmCC\n", 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" ] @@ -477,7 +520,7 @@ "output_type": "stream", "text": [ "Now solving a portfolio choice problem with age-varying risk perceptions...\n", - "Solving a 10 period portfolio choice problem with age-varying risk perceptions took 0.7275559902191162 seconds.\n" + "Solving a 10 period portfolio choice problem with age-varying risk perceptions took 1.0018727779388428 seconds.\n" ] } ], @@ -506,7 +549,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -706,9 +749,9 @@ "notebook_metadata_filter": "-all" }, "kernelspec": { - "display_name": "Python 3.7 econ-ark", + "display_name": "econ-ark-3.8", "language": "python", - "name": "econ-ark" + "name": "econ-ark-3.8" }, "language_info": { "codemirror_mode": { @@ -720,7 +763,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" + "version": "3.8.7" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/ConsumptionSaving/example_ConsPrefShockModel.ipynb b/examples/ConsumptionSaving/example_ConsPrefShockModel.ipynb index b89be15a8..1a50da27a 100644 --- a/examples/ConsumptionSaving/example_ConsPrefShockModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsPrefShockModel.ipynb @@ -116,7 +116,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a preference shock consumer took 0.6308766889999999 seconds.\n" + "Solving a preference shock consumer took 0.7070743499999996 seconds.\n" ] } ], @@ -141,7 +141,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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/otybQ+/s8nD/a+/yi1f3k54Yy+9vm895E9JdqcUYE3ws0PvLpSmXg8ea+dIft7K1vJ4rZ+bwvWXTSIm3Ubkx5j0W6P3lQqA/t/0IX398OxECP18+iytn5gT0+MaYocECvb8C2LZ4srOL//fcHlatK2NWXir3XT/bbvlmjOmVBXp/RcVCZ9ugH6a8toU7/7CZbRUNfOa8MXxtyWRioqyv3BjTOwv0/oqKhbaGQT3Ea/uq+cIjW1DgVzfOYck0a0c0xvTNAr2/BnEOXVX5zRsH+MELe5mSlcwDN84mf4Tdx9MY4xsL9P4apDn0to4u/uMvO3l8cwWXTc/ix5+YSXyM/ecxxvjOEqO/BmGEXt3Uxuce3sSWQ/V8cfEE/vXiCURE2P08jTH9Y4HeX34O9N2HG7lt1UbqWzp44IbZLJ2e7bd9G2PCiwV6f/nx0v+3So7xuYc3kRgbxZ9vX8jUnBS/7NcYE54s0PvLT5f+P7W1kn/70zbGpCfw0KfmkWP95caYAbJA76+oWOhqB48HIs6uL/x3bx7ke8/uZv6Y4ay8uYiUYXYJvzFm4CzQ+ysq1vna1Q4R/Vt3XFX5+Ssl/PRv77B0WhY/u+4cYqMiB6FIY0w4skDvr0hvoHe2QbTvga6q/OCFvax8/QBXz87lh1dPJ8ruKGSM8SML9P7qPkL3kcej/OdTO/nDhkPcvDCf71wx1doSjTF+Z4HeX1HdRug+6Ozy8G9/2saTWw9z+4Xj+NqlkxCxMDfG+J8Fen9FeadZOvseoXd5lK/8aRtPbT3MVy+dxB0XjR/k4owx4cwCvb8iY5yvfbQuejzK3Y9v56mth/n6ksncfuG4ABRnjAlnPp2VE5ElIrJPREpE5O4e3s8TkddEZIuIbBeRy/xfapA4NULvfcpFVfnmUzv506YKvrh4goW5MSYg+gx0EYkE7geWAoXAchEpPG2z/wQeU9VZwHXAL/1daNCI8o7Qe5lyUVXueXY3azYc4vYLx/GFSyYEsDhjTDjzZYQ+DyhR1QOq2g48Ciw7bRsFkr3fpwCH/VdikOljhP6jl/bxf2+V8ulFY+wEqDEmoHyZQx8FlHd7XgHMP22b7wAvi8hdQAKw2C/VBaPI3tsWf/vGAR74+7vcMD+Pb14+xcLcGBNQ/rqyZTnwkKrmApcBD4vIB/YtIitEpFhEimtqavx06ADrpW3xmW2H+a/n9nDZ9Cy+t2yahbkxJuB8CfRKYHS357ne17q7DXgMQFXXAXFA+uk7UtWVqlqkqkUZGRlnV7HbTgX6eyP0de8e5yuPbWNewXB+8slz7KIhY4wrfAn0jcAEERkjIjE4Jz2fPm2bQ8AlACIyBSfQh+gQvA+njdD3VjWy4uFi8kfE85ubi4iLtrVZjDHu6DPQVbUTuBN4CdiD082yS0TuEZErvZt9BfisiGwDHgFuVVUdrKJddWoO/SRHGlq59cGNxMdE8tCn55ESb6smGmPc49OFRar6PPD8aa99q9v3u4FF/i0tSHlH6O0nW/nU/23kxMlOHvvcQkbZeubGGJfZcn/95Q30V3aUs7eqiV9cP4vCnOQ+fsgYYwafBXp/eadc9lXWcPuF47ho0kiXCzLGGIet5dJPHoQuoshKEK758ES3yzHGmFNshN5PL+2q4qRGMTc3wW5QYYwJKpZI/aCq3P/3EjolhjFp1tFijAkuFuj9sO7AcXZWNhITF0dE55mXzzXGmECzQO+H1WvLSIuPJm5YQp/roRtjTKBZoPuosr6Vl3dXce3cPCKiYsFG6MaYIGOB7qM168sAuHFBntOLboFujAkyFug+aOvo4tGN5SyekkluWrzTi25TLsaYIGOB7oNnth2mtrmdW88tcF6wEboxJghZoPdBVVm1rpQJIxNZOG6E86IFujEmCFmg92HzoXp2VjZy87kF7920IirOAt0YE3Qs0Puwel0pSbFRXDVr1HsvRsbYHLoxJuhYoJ9BdVMbz+84wjVFuSTEdlv2xkboxpggZIF+Bn/YcIiOLuXmhQXvfyMqxgLdGBN0LNB70d7pYc2GQ1wwMYMx6Qnvf9NG6MaYIGSB3osXd1VR03TyvVbF7mwO3RgThCzQe7F6bSn5I+K5YGLGB9+MinNuEh2it001xgxNFug92FnZQHFZHTctyCciQj64QXSc87WzLbCFGWPMGVig92DV2lKGRUfyiaLRPW8wbLjztaU2cEUZY0wffAp0EVkiIvtEpERE7u5lm0+KyG4R2SUif/BvmYFT19zOU9sO8/HZo0gZ1stNLOK9V4y2HA9cYcYY04c+7ykqIpHA/cCHgQpgo4g8raq7u20zAfgGsEhV60RkyN45+dGN5bR3erjl9FbF7v4Z6K02QjfGBA9fRujzgBJVPaCq7cCjwLLTtvkscL+q1gGoarV/ywyMLo/y+/VlLBg7nElZSb1vaCN0Y0wQ8iXQRwHl3Z5XeF/rbiIwUUTeEpH1IrLEXwUG0t/2HKWyvrXnVsXu4m0O3RgTfPqccunHfiYAFwK5wOsiMl1V67tvJCIrgBUAeXl5fjq0/6xaW0pOShyLp2SeecNhac5XG6EbY4KILyP0SqB7u0eu97XuKoCnVbVDVQ8C7+AE/Puo6kpVLVLVooyMHvq7XbT/aBNr3z3ODQvyiYrs448lMhriUmyEbowJKr4E+kZggoiMEZEY4Drg6dO2eRJndI6IpONMwRzwX5mDb9W6UmKiIrhubi+tiqeLH2EjdGNMUOkz0FW1E7gTeAnYAzymqrtE5B4RudK72UvAcRHZDbwGfFVVh0zaNbZ18MTmSq6YkcOIxFjffsgC3RgTZHyaQ1fV54HnT3vtW92+V+DL3seQ8+fiClrau/o+GdrdsOHQdGTQajLGmP4K+ytFPR7l4fVlzM5LZXpuiu8/GD8CWusGrzBjjOmnsA/01/fXcPBYM7f0Z3QOTuuiTbkYY4JI2Af6qrWlpCfGsnRadv9+MH4EdLRAe8vgFGaMMf0U1oFeeqyZv79Tw/Xz84iJ6ucfhV3+b4wJMmEd6A+vLyNShBvmn8VFTna1qDEmyIRtoLe0d/JYcTlLp2eTmRzX/x3Yei7GmCATtoH+ly2VNLV1csvC/LPbgQW6MSbIhGWgqyqr1pYyNSeZOflpZ7eTU4FuUy7GmOAQloG+/kAt7xw9wS0LCxDp4RZzvohLBcROihpjgkZYBvqqtaWkxUdz5Tk5Z7+TyChnga76Q/4rzBhjBiDsAr2yvpWXd1dx7dw84qIjB7azcRfD1jXwt++Aql/qM8aYs+Wv9dCHjDXrywC4cYEf1mO/aiXEJsGbP4W8hTDx0oHv0xhjzlJYjdDbOrp4dGM5i6dkkpsWP/AdRkbDZT92Fura9sjA92eMMQMQVoH+7PYj1Da393/dljOJioFpV8Pe56GtwX/7NcaYfgqbQP9nq+KEkYmcO26Ef3c+8zroOgm7T7/vhzHGBE7YBPqW8np2VDZw87kDaFXszag5MHwcrH8Amu1CI2OMO8Im0FetLSUpNoqrZo3y/85F4NLvw/ES+O3F8MLdsO5+63wxxgRUWAR6dVMbz+84wjVFuSTEDlJjz6SlcOtzEBEFm1fDS/8OFcWDcyxjjOlBWAT6IxvK6ehSblpwluu2+Gr0XLhrE/zbPohJhOLfDe7xjDGmm5AP9PZOD2s2lHHBxAzGZiQG5qCxSTDjWtj5hK31YowJmJAP9Jd2VVHddLJ/N4D2h7m3OZ0v6+6zuXRjTECE/JWiq9aWkj8ingsmZgT2wJlTofBj8Mb/wrH9kHOO0w0z9sLA1mGMCRs+jdBFZImI7BOREhG5+wzbXS0iKiJF/ivx7O2sbKC4rI6bFuQTEeHnVkVfXPMgXPyfsO8FeOUeePQGaGsMfB3GmLDQZ6CLSCRwP7AUKASWi0hhD9slAV8ANvi7yLO1el0pw6Ij+UTRaHcKiIiE878K/1EFt/0V2k84i3kZY8wg8GWEPg8oUdUDqtoOPAos62G77wE/BNr8WN9Zq2tu56mth/n47FGkDIt2t5jIKBg9D3LnwYZfg6fL3XqMMSHJl0AfBZR3e17hfe0UEZkNjFbV5860IxFZISLFIlJcU1PT72L744/F5Zzs9HDLwoJBPU6/LPg81B2Et1faiVJjjN8N+KSoiEQAPwFu7WtbVV0JrAQoKioatETr8igPrytjwdjhTMpKGqzD9N+UK2HM+fDi3bD3OUjKctobJ3zY7cqMMSHAlxF6JdB9EjrX+9o/JQHTgL+LSCmwAHjazROjf9tzlMr61sC3KvYlMhpuehIWfweaquCdl+GZL0JXh8uFGWNCgS+BvhGYICJjRCQGuA44taygqjaoarqqFqhqAbAeuFJVXbvuffW6UnJS4lg8JdOtEnoXEQnnfQnuKoarfwONFbDrL25XZYwJAX0Guqp2AncCLwF7gMdUdZeI3CMiVw52gf21/2gTb5Uc54YF+URFBvl1U+M/DBmT4a17bU7dGDNgPiWeqj6vqhNVdZyqft/72rdU9QMLgKvqhe6OzsuIiYrgurkutSr2R0QEnPuvcHQnPLHCueG0LRVgjDlLIXWlaGNbB49vruCKGTmMSIx1uxzfzFzuBPkbP4YdjzmvLflvWHC7u3UZY4acIJ+T6J8/F1fQ0t4VfCdDzyQiAi76BnzuDef+pLlz4fUfQ3uz25UZY4aYkAl0j0d5eH0Zs/JSmZ6b4nY5/ZdZCPM+Cx/5PrQcg42/dbsiY8wQEzKB/vr+Gg4eax5ao/Oe5M2HcRfDmz+F/X91uxpjzBASMoG+el0Z6YmxLJ2W7XYpA7fkvyE+HdZcA/8zHn42A6r3ul2VMSbIhUSglx1v5rV91Vw/P4+YqBD4SBmT4Pa34NIfwOSPQstx+McP3a7KGBPkQqLLZfW6MiJFuGF+ntul+E9ULCz8F+f7uFSnV/2if4f0Ca6WZYwJXkN+ONvS3sljxeUsmZZFZnKc2+UMjoV3QlScs6a6LRNgjOnFkA/0v2yppKmtc+ifDD2TxAxY9AXY8zT8+nx44evOSVO7utQY082QnnJRVVavLWNqTjJz8tPcLmdwXfQNyJ4Jf/0mbFkD7U2QPgkmX+Z2ZcaYIDGkR+jrD9Sy72gTtywsQMSFW8wF2uTL4K5N8PVSSCuA139ko3RjzClDOtBXrS0lNT6aK8/JcbuUwIqMgg99BQ5vsV51Y8wpQzbQK+tbeXl3FdfOHU1cdKTb5QTejOsgNR/+dCu88RPY9yIcK3G7KmOMi4bsHPqa9WUA3LQg3+VKXBIVA7c+B899BV75rvPasDT4wnaIS3a3NmOMK4bkCL2to4tHN5azeEomuWnxbpfjntTRcP0f4V82wCdXQ2udc79SY0xYGpKB/uz2I9Q2t3NLKLcq+koERk6GwmUw4VJYdx80HoaONrcrM8YE2JALdFVl1dpSxo9M5NxxI9wuJ7hc+HVnlP6TKfDDAnjjf6H5GJw84XZlxpgAGHJz6FvK69lR2cD3lk0Nj1bF/hg1B679PTRUQOmbzpWlr9zjXGW6/BFnFUdjTMgacoG+am0pSbFRXDU71+1SgtOUK5yvC26HA/+Amr2w/pfw4r87C35FhGFHkDFhYkhNuVQ3tfH8jiNcU5RLQuyQ+10UeGMvgPmfg8XfhZo9sHWN2xUZYwbRkErFRzaU09Gl4duqeLYKl0HuPHj+a9BQCQWLICkH0se7XZkxxo98GqGLyBIR2SciJSJydw/vf1lEdovIdhF5RUT8nrgdXR7WbCjjgokZjM1I9PfuQ5sIfHIVTLwU/vHfsOoKuK8IDr7hdmXGGD/qM9BFJBK4H1gKFALLRaTwtM22AEWqOgP4M/Ajfxf64s4qqptOcsu5Njo/K8k5Tqjf8Tbc8qyzFszTd9rNqI0JIb6M0OcBJap6QFXbgUeBZd03UNXXVLXF+3Q94PczlqvWlpI/Ip4LJ470967DS8YkGPMhWHYf1JXCffPgV+c5ywc0VEJLrdsVGmPOki+BPgoo7/a8wvtab24DXujpDRFZISLFIlJcU1Pjc5E7KxsoLqvjpgX5RERYq6JfFJwHV/wccudATKKzfMBPC+FHY+CFD8yqGWOGAL+eFBWRG4Ei4IKe3lfVlcBKgKKiIp/XfV29rpRh0ZF8omi0X+o0XnNucR4AR7ZB+dtQUQwbHoDhY2DSZZA40rkdnjEm6PkS6JVA9yTN9b72PiKyGPgP4AJVPemf8qCuuZ2nth7m6jm5pAyL9tduzemyZzqPok9Dcw288DXnEZcChR+DxEzILISpH3e7UmNML3wJ9I3ABBEZgxPk1wHXd99ARGYBvwaWqGq1Pwv8Y3E5Jzs93LzQToYGREQkXPsw7H0OOlqh9A3Y8Sfo8J4iOV4C53/V3RqNMT3qM9BVtVNE7gReAiKBB1V1l4jcAxSr6tPA/wCJwJ+8l+MfUtUrB1pcl0d5eF0ZC8YOZ3KWLQkbMDEJMOOTzvf/nJLxdMGT/wKv/hesf8DZZuxFkDkV8J7XSB9vywsY4yKf5tBV9Xng+dNe+1a37xf7uS4AXtlzlMr6Vr55+ZTB2L3pj4hI+NgvnQCvK3WmZXY+AZtXvX+7874MF38TIobURcjGhISgvlJ01bpSclLiWDwl0+1SDDihvuhf33ve1QFtjc736oHXvg9v/gS2PQK5c51FwbobPsYJ/OjTXjfG+EXQBnpJdRNvlRznq5dOIirSRntBKTIaErotYXz5T2HM+bDnGadrRj3dNlbY8Ri88yJc8m1nZcjTu2ciY2zxMGMGIGgDfdXaMmKiIrhurrUqDhkiMO0q59GTvc/Dk5+H3/fyfmIWXHEvTFoyeDUaE8KCMtAb2zp4fHMFV8zIYUSi9UCHjMmXwZd2QfkGOLrr/SN4Vdj5ODxyrdM+mTUdInv4by8CE5fChEE5bWPMkBaUgf74pgpa2ru41W4xF3pik2D8YudxuoV3OGu3v/sqvPPyaVM2Xp0nYeNvYfLlMOEjkDKKU102px8nd67zC8CYMBF0ge7xKKvXlTErL5XpuSlul2MCKSoWzvuS8+hNZzusvRfe+gXsffbM+8udB7Nvcubm0wogNR+kh/MxEVHvPxdgzBAVdIH+RskxDh5r5t7rznG7FBOMomKcC5vO+wrUHXTumdqT6t3w9x/A03f5tt/882DubU5/fUKG05ETcYYrkyOjbUkEE3SCLtBXrS0lPTGWpdOy3S7FBLOICBgxznn0JG8+zFwOJ6qgqxNq33XutdqT1lp4+7fw50/5fnyJhKkfg8kfdUb4STnOEsU9/QvgdAkZEBl0f/VMCAiq/6vKjjfz2r5q7rp4AjFR1qpoBig6zplqgb7vzrTwLmdUrwpNh6GurOc5/H9qrIQta5wTuf2VmAXnLIfMaRA/nB7PAfQkLhmyZ9lFW6ZXQRXoD68rI1KEG+bnuV2KCTfRcTBqtvfJHN9+5uL/hPpy0C5nLfmmI33/jKcT9v8V3rr3zL8wepOS53QARUQ4vxiGpfX/xO+I8c4J5WGp/T++CWpBE+gt7Z08VlzOkmlZZCbblYRmCIhNclagBCdkfTXvs3DyBDSUQ2u97z9XX+b8i6C+zLlK9+Ab0NaPnz+dRDhX8yZmfvCq3n7tR5wlIQo+5OwnJh7i053zDAMVl+pMq1m3kk+CJtCf3HKYxrZOa1U04SE2EUb2c42i/IUw87qBHdfjgcpNcODv0HUS2lvgxFHoah/APjvh3decVTkHQ1IOJGc75y3iRzi/MHydpvLV8LGQW+T8QoqKc/7lM1jnOSJjIMXvN3UDgiTQVZVVa0spzE5mTn6a2+UYE7oiImD0XOfhTx6P8y8H9UD7Caf76GymlE7XUOEs4dzW4PyrpKHivaWc/UW7YNcT/qnXF1nT4fNvDsqugyLQ1x+oZd/RJn509QzE/mllzNATEeG0eg6Gon50H52ttkbnpLiny7kPQGudE/SDIS51cPZLkAT66nWlpMZHc+U5OW6XYowJR3HJkLfA7SoGzPX+p8P1rby8+yjXzh1NXLSttGeMMWfL9UBfs6EMVeXG+XaLOWOMGQhXA72to4tH3i7nkimZjB4e72Ypxhgz5Lka6M9uP0Jtc7u1KhpjjB+4Guir1pYyfmQi546zle6MMWagXAv0lvYudlQ2cMvCfGtVNMYYP/Ap0EVkiYjsE5ESEbm7h/djReSP3vc3iEhBX/s8fuIkSbFRXDV7cK6YMsaYcNNnoItIJHA/sBQoBJaLSOFpm90G1KnqeOCnwA/72m9DawdXz8klITYoWuGNMWbI82WEPg8oUdUDqtoOPAosO22bZcAq7/d/Bi6RPuZRFLh5obUqGmOMv/gyPB4FlHd7XgHM720bVe0UkQZgBPC+28mIyApghffpyXEjk3aeTdEhIp3T/nzCjH3+8P384fzZYeCfv9eRcEDnO1R1JbASQESKVbUokMcPJvb57fOH6+cP588Og/v5fZlyqQRGd3ue632tx21EJApIAY77o0BjjDG+8SXQNwITRGSMiMQA1wFPn7bN08At3u+vAV5VVfVfmcYYY/rS55SLd078TuAlIBJ4UFV3icg9QLGqPg38DnhYREqAWpzQ78vKAdQdCuzzh7dw/vzh/NlhED+/2EDaGGNCg+urLRpjjPEPC3RjjAkRrgR6X0sJhDIReVBEqkUk7HrwRWS0iLwmIrtFZJeIfMHtmgJJROJE5G0R2eb9/N91uyY3iEikiGwRkWfdriXQRKRURHaIyFYRKfb7/gM9h+5dSuAd4MM4FyltBJar6u6AFuISETkfOAGsVtVpbtcTSCKSDWSr6mYRSQI2AR8Lo//2AiSo6gkRiQbeBL6gqutdLi2gROTLQBGQrKqXu11PIIlIKVCkqoNyYZUbI3RflhIIWar6Ok4nUNhR1SOqutn7fROwB+cq47CgjhPep9HeR1h1JYhILvBR4Ldu1xKK3Aj0npYSCJu/1MbhXZFzFrDB5VICyjvdsBWoBv6qqmH1+YGfAV8DPC7X4RYFXhaRTd6lUPzKToqagBORROBx4Iuq2uh2PYGkql2qeg7OFdfzRCRspt1E5HKgWlU3uV2Li85T1dk4q9fe4Z2C9Rs3At2XpQRMiPLOHT8OrFHVJ9yuxy2qWg+8BixxuZRAWgRc6Z1HfhS4WER+725JgaWqld6v1cBfcKag/caNQPdlKQETgrwnBX8H7FHVn7hdT6CJSIaIpHq/H4bTGLDX1aICSFW/oaq5qlqA8/f+VVW90eWyAkZEErzNAIhIAvARwK/dbgEPdFXtBP65lMAe4DFV3RXoOtwiIo8A64BJIlIhIre5XVMALQJuwhmZbfU+LnO7qADKBl4Tke04A5u/qmrYte6FsUzgTRHZBrwNPKeqL/rzAHbpvzHGhAg7KWqMMSHCAt0YY0KEBboxxoQIC3RjjAkRFujGGBMiLNCNMSZEWKAbY0yI+P+2inwH4okT4gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -225,7 +225,7 @@ "# Test the simulator for the pref shock class\n", "if do_simulation:\n", " PrefShockExample.T_sim = 120\n", - " PrefShockExample.track_vars = [\"cNrmNow\"]\n", + " PrefShockExample.track_vars = [\"cNrm\"]\n", " PrefShockExample.makeShockHistory() # This is optional\n", " PrefShockExample.initializeSim()\n", " PrefShockExample.simulate()" @@ -281,7 +281,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a kinky preference consumer took 0.4122398140000003 seconds.\n" + "Solving a kinky preference consumer took 0.8237398380000007 seconds.\n" ] } ], @@ -306,7 +306,7 @@ }, { "data": { - "image/png": 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KpBF5S9lqc4zWY0TfYUX3RJss74AFjfXev8ncDorQFRT2gKVyhT+IJfhCbJ3lShWvTsunO1r4Hr+bPotxz65brxdJJk+TSLxBPPE6pZLc1dps7qaj/Z/g8TyD03kEtXp3G1oJIUilUk2BR6PRZrMqrVZLR0cHTz31FMFgkI6ODkyme7cbkJAEtfUS1YWsLO/F901WqkHrM2PsdaELWJvyVhsfPj0+fHesoPCAIoTgzVSO316M83fxNJKAZ902/k2gnRc9jj1bfl8sLhCPf5V44nVSqXeQpApqtQm36wTh0I/g8TyDydSxq9cUQrC2trZN4JmM3FXbaDQSCoU4fPgw4XAYv9+PVntvVLMReVcWs1QXclQaEhcleTk/WhW6NgvmA1507Q15t5lR6e5vf5vdQhG6gsJdkq3V+ePldX53Mc5EoYxLq+EzHS18f7uHiGn3W7sKIchmR1iLf5V4/KvkcmOAXBPe3v59eDzP4nQc3dW2svV6neXl5Wb6ZG5ujkKhsRrUaiUcDhMKhQiHw7S0tNyT0kEhBFKmQmUhR2UxS2UhR3Uhi1RoRN6ahrwP+tB32NC1W9G1mlHdw/LPe40idAWFO2S2WOa/LazxxaV1cnWJYbuZ/zQY4mM+J6ZdloYkVUgmTzck/g+Uy8uAGqfzCD09P4vP+yJmc2TXrlev11laWmJ2dpaZmRnm5+ebi3dcLhd9fX1Ngbvd7nuS/67nKk1pb0i8mfNWg67FgnGfB32HTc59t1lQaR9deV8PRegKCrfBRlrlvyys8eV4Bo0KPt7i4oc7fBy27+5ikWo1QyLxOmvxr5BIfJ16PYdabcLjeQqf96fweJ5Dr3fvyrUkSWJlZaUp8Gg0SrlcBuQJzIMHDzYFbrfbd+WaN72fQpXKYiNlspCjupCjnpbvBxVofSaMvS707VZ0HTZ0/r2v8X4YUISuoLADinWJP19J8l8W1hjNl3DrNPxEuJV/2u6lbRc3iahU4qyufZnV1b8llXoXIWro9V5aW1/B5/0QLtcJNJq7n1QVQhCPx5mZmWFmZobZ2VmKxSIAbreboaEhOjs7iUQiWK3Wu77eTe+lJlFdzlOZy1KZl49avNh8Xus1oY/Y0XdY0bfb0LVbUBsUdV0P5buioHATVstVfnsxzu/G4qxX6wxajPzyQJBPtLh2La3SlPjK/0cy9S4gYTZ3EQr9MD7vi9jtB1Gp7u5aQgiSyeQ2gedyckMtu91Of38/kUiEzs7OPV3A05y0nM9sCjyWg5pczqi26dAH7Zgfb0UflCct1eb7v6vSw4IidAWF6zBZKPH5uVX+ZDlJVQhe8tr5kQ4fp5zWXckXX1/i3UQin6W15aNYLH13fZ1CocD09DRTU1NMT083e6BYLBY6Ozubx172/ZZKtWbUvXFIuUbeW6tG327FejyAPmRDH7KhcRgemEU6DyOK0BUUtnAmnec35lb5u3gavVrF9/jd/GiwhS7z3VeM7LXEa7UaCwsLTE1NMTU1RSwmb6xsMBjo7Ozk1KlTdHZ24vV690SaQhJy6mQ+24y+a2uF5hJ5rc+Esc+FPmhDH7LL5YKPcMXJBkIIcskEibko8YU54vNRIgeHGTj59K5fSxG6wrc8khB8JZHh1+dWeTedx6mV8+P/U4cXn/7uPu7X60XW1r7C8sqXWF//JkLUMZu7dkXiQggSiURT4LOzs1QqFVQqFR0dHTz77LN0d3cTCATQ7ME+olKpRmUuSzmaoRKVUyiiItd7q81a9EEb5gNe9CE5//2tkDopZNLE56IkFqLE56PE5+dILEQp5/PNMWaHE0/H7rfOBUXoCt/ClCWJP11O8vn5VSYKZTqMOn6pt53vbXPf1ZJ8Ieokk6dZXv4Sq2t/T72ex2DwEwp9mtbWV7Fa+u9Y4uVymampKSYnJ5mammqmUVwuFwcOHKC7u5vOzk6Mxt1djbqR+27KezZDdSUvR98q5Hrv4Rb0YTuGkA2N2/hIp05K+RyJeTnaTjSi7vh8lGIm3RxjtFjxBMMMnHwGTzCENxjG0xHCbN+7OQpF6ArfcpTqEn+4lODX5laJlasMWU18fl+Yj/mcd7UPZy53jeXlL7G88peUy8toNFZaWj6Kv+3bcTqfuOOJzXg8zsTEBOPj40SjUSRJaqZRnnzySbq7u3G7d6d8cQNRk6jEcrK8oxnK0Uyz5ltl0KAP2bAPhdCH7eiDtodymfxOqFUqJBbmWJubleXdEHduPdEcozOa8HaE6H78mCzthrwtznu/J+mj+VNQULgOxbrEF5YS/Fp0leVKlaN2C/+hP8izbtsd/+JVq2mWV/6CWOxPyOWuolJp8bifprfn5/B6X7ijEsNarcbs7CwTExNMTEywvr4OyPXgx48fp6+vj2AwuKtpFKlcoxLNUp5OU55NU1nIQU0CQOMyYOx2yqWDIbu8YOc+bUC9VwhJIr22SnxulrW5GeJzUdbmZkktxRBC/j5odXrc7UFC+w/gCYbxNg6b1/fAfBpRhK7wyFOsS/x+LM6vz62yUqlx3GHhVwdDPOm6s4oVISSSydPElv6EtbW/Q5Iq2GxD9PX+Aq2tr97RPpqZTKYZhU9PT1OtVtFqtUQiEY4fP05vby8ul+u2X/dGSIUq5dlMU+DVxZycPlGDrt2G9bgffdiGIWxHY9/99gX3k2IuK4s7Okt8fpb43Czx+Tmqpc3ad2erH28oTP+JJ/GFInhDEZxtftTqB3vxkiJ0hUeWUl3id2Nxfm1ulbVKjZNOK7+xr5VTrjvr910qL7O89GfEYn9CsTSHVmsnEPhuAv7vwmbbd1uvtdHcanR0lLGxMZaWlgC5JvzgwYP09vbS2dm5az3B69kK5Zk05Zk0lZk01WW5DwtaFfqgDdtzQQydDvQhO2rDgy2tnVKrVllfnCc+H2UtOiPnuedmt6VLjFYbvlCEoWdfxBsK4wt14gmG0BvvXTfI3UQRusIjR10I/nQlyb+bXmKxXOVJp5Xf2t/GCeftr3gUok4i8XUWY18kHv8aIOFyHqer6yfx+V66rZSKJEnEYjFGR0cZHR1tplI6Ojp44YUX6Ovro6WlZVc+vtdSJcozGSrTssQ3Vl6q9Gr0YTv2x3wYuhzoO2yodA936aAQgnxyndXoNGuzM3K+e26W5NIiUl2uutFotc10iTcUaUbdFte96UNzr1CErvBI8fp6hl+cinElV+KAzcSvDIZ48g4i8kolTiz2P1iMfZFSaQG93ks4/BkC/k9hNod3/Dr1ep1oNNqMxLPZLGq1mkgkwokTJ+jv79+V3ij1TIXyVIrSVIryVIp6Uu57ojJqMEQcWI62oe+0o2+3PtS131K9znpsgbXZaVajM6xFZ1idnd5WXWL3teANhuk5ehxvMIwv3ImzLYDmHrXwvZ88+v9ChW8JLmcL/OJUjK8nc4SMen5zX5hva3Givo3oSwhBKn2WxcUvsLr6dwhRxek8Rk/3P8fn+xBq9c7SH7VajampKa5evcq1a9colUpotVp6enoYHBykr6/vrjd4kApVytPppsBrq40I3KjF0OXA+mQ7hk7HQz2BWSkWWIvONiLvaVZnZ4jPz1JvbBqt0WrxBMN0P/4EvnAXLZFOfOFODGbLfb7z+4cidIWHmvlShX87vcSfriRx6zT8Yk8739/uwXAb/bjr9QJLy19iYeH3yefH0WpttLf/Izra/xEWS8+OXkOSJGZnZxkZGeHq1auUSiWMRiN9fX0MDg7S3d19V/lwqVKnMpuRBT6ZohqTJzFVOjX6TgeWx9swdDvQBawPncCFEOTWE6zONsTdSJ2kVpaaY4xWGy2RLg69/Cot4U58kS7cgY6HNuoWQuxJqufh/G4ofMtTliQ+P7fKf4yuAPC/hFr4XLgV+20sCCoWF1lY/H1isT+mVstgs+1ncODf0Nr6KhrNrVvhSpLEwsICIyMjXLlyhXw+j16vZ2BggKGhIbq6uu54px4hCaqxHKVrSUoTSSrzWagL0MiTmPYXQhi6neiDtoeq57ck1UnGYqzMTLI6M8VaVI68S7lsc4yzzY8v0sn+Z17AF+miJdKF1X1v9xzdDYQQFLNVkst5kssFkst5UssFkssF9j0Z4MhHI7t+TUXoCg8dX1/P8rPjC0wVy7zic/Cve9rpMO4s+pX3vjzD/MLvsLb2FVQqFT7fywQ7/ikOx+M7ksby8jKXL19mZGSEdDqNRqOhr6+PoaEh+vr60OnubIl7PVuhNJ6kNJ6kPJlEyss77+jarVifbG/Wgj8sfb838t0r05OszEyyMj3F2uw01XIJAI1OhzcYofeJE7K4w114QxEM5t3tK7/XSHWJTLxEcqXQlHeqcS5v7J4EaPVqnK1m2roduP17kxZShK7w0LBcrvKvJhf50mqKiEnPHx7o4nnPziYU6/UyKyt/xfzC75LLXUWrdRIOf5qO9u/DaAzc8utzuRyXLl3i4sWLrKysoFar6e7u5vnnn6e/v/+OltqLmkQ5mpEFPp6kuiT3+1BbdRj73Bj7XBh6nQ/8TvMgyzuxMMfKzFRT4GuzM9Qq8uSs1mCgJdzF0HMfoqWzm9auHjztQdR70GNmr6iUaqRXi6wv5UmtFEgu5UmuFEitFpAa7X8BTHY9rlYzPUdacbWacbWZcfktWJ2GPU+HKUJXeOCpSYLfXozz72aWqArBT0fa+FyoBeMOqjUqlXUWFn6PhcUvUK2uY7H0MdD/f9LW9nE0mptPTNZqNa5du8bFixeZmJhACEEgEOAjH/kIQ0NDWCy3H2XV1kuUrq1TupakPJ1CVCRQq+RSwg9H5J3n/Q/2RGa9VpPlPT3JyswUq9OTrEVnqFXlLep0BiMtnV0ceOFlWrt6aO3qwRVof+AX5YD8Ca6QqTRSI41USUPeuUblEIBKBXafCVebhfCQR5Z2mwVnqxmj5f41IVOErvBAcy1f4rNXZ7mSK/Gc28b/1dtB5w5a2RaLC8zN/1disT9Bkkp4vS8Q7PgBXK4TN02rCCGIxWK89957jIyMUCqVsNlsnDx5koMHD9LS0nJb9y8kQWU+S2l0neJogtqKvKBH4zZiHm6Vo/BuxwO7A4+QJNZjiyxPjcvH5Dhrc5uVJnqTiZbObg6+9FFaO7tp6erB5Q888PIWQpBPVUgu5VlvHBuPt6VJDBpcrWYCfU5crZamuB0+E5oHsH7/wfxfpKCAvMnEd16YBOC/7o/wis9xyxx3NjfGXPS3WFn9a0BNW+u3EQr/CFZL702/rlgscvnyZc6fP8/y8jJarZaBgQEOHTpEV1fXbe1iL5XrlCeSFEfXKV1blzd0UCPXg7/ShXHQjc774K1E3Kg22RC3LPFJKkX5TUhnNNHW1cPhD39MlndnD642P6rb+N7ca+Re5OXriLtApbgpbqNFhztgkdMkbWbcbRZcfjMW58O14YYidIUHknytzndfmEII+PPDPfRabp6jTibfJTr3myQSb6DRWAh2/ADB4A9iNPpv+DVCCObm5jh37hxXr16lVqvR1tbGK6+8wtDQ0G3VitfSZUqjCUqj65SmUlATqIwajP1uTINyPvxB6wdeyuVYnp5gZWqCpYbA80l59apao8UX7mTwyWdp6+nD39P3QKdNhCTIJkusx/IklwqsL29G3NVSvTnOZNPh9lvoe6IVt9+C22/B5bdgtu/dPIWo1aguLFCenaXSOCwnTmJ/+aVdv5YidIUHkl+dW2WxXOWvhntvKvNU6ixT079MKvUOOp2brq6foqP9H6PT3bjndKFQ4MKFC5w7d45EIoHBYODQoUMMDw8TCNx6gnSD2nqJ4kic4uW4XFYIaDxGrMf8GPd5METsD8yqTKleZy06Q2xijKWJayxPjpNcWmw+7wp0EB46SGu3LG9fuBPtLvWR2U2EEGQTsri3pknWlwvUypviNtv1uPwWBk74G+KWJyZNezTBLISgnkhQmZmRxT3TkPfMDJX5eahtfhpQ2+3o/Dv/f3Y7KEJXeOCYL1X4/Pwqn2x1cdRx/YnHTOYSU9O/zPr6N9DrvfT1/jyBwPfcsLeKEILFxUXOnDnDyMgI9XqdYDDIk08+yf79+3e86KeWKFK4HKc4Eqe6IG+yrGu3Yn85jGmfB22L+YH4iF7IpFmaGCM2PsbS+BhLU+PUyvKknlls1qkAACAASURBVMXlxt/Tx/5nXqCtu4/W7h6Mltvvc7PXFHMV1hfzJGI5Eot51mM5ErHtEbfFoccdsLDvlH9bxL1XE5NSoUAlGv2guGdnkbKbtfQqnQ59JIyhpwfbiy+i7+xEH4mg74ygcTr37P/ILYWuUqn+X+BVYFUIMXSd558F/gKYafzVnwkh/o/dvEmFby1+aSqGGvi5rg+mS7K5Maan/x/i8a+i07no6f7f6Oj4JzesWKlUKoyMjHDmzBmWlpbQ6/UMDw9z5MgRWltbd3Q/1XiR4uU1ipfjVGNyaaEuaMPxkU5MQx60nvubD5ekOvG56KbAJ8ZILsn7iao1GnzhLh577iUCfQME+gYfqP7dANVKneRSnsTiFnEv5ilkKs0xBosWT8DKwHE/nnYL7oAVt9+MYQ/SWKJep7q42Iywt4q7try8bazW78fQGcHxsVfRRzplcXdG0Pn9qO5DSeZOIvTfAX4N+L2bjPmGEOLVXbkjhW9p3knl+IvVFD8daaN9y2KhfH6K6Zn/yOrq36DV2ujq/EmCwR9Aq71+ZBmPxzl79iwXLlygVCrh8/l45ZVXOHDgAAbDratkaukyxYtrFC6sNiWuD9lwvNKJaciL1rW7W7zdDqVcjtjEKEvjDYFPjjd7eZsdTvy9Aww99xKB3gFau3vQGe7fvW5Fqkuk14okFmV5r8fkczpebG4krdGpcfsthPa78bRbcQcseNqtmO36XX8TqmcyVKanKU9NU5mZboq7OjeHaFTxAKhtNvSdnViOPdGIshvRdjiM+i578uw2txS6EOLrKpUqsve3ovCtjiQEPz+5SMCg47MhuTywWk0xPfMrLC5+AbXaSCT8WUKhH75ujlySJCYnJzl9+jTT09Oo1WoGBwc5evQo4XD4lkKo56sUR+IULqxSmc2AaETir3ZhesyL1nF/NnrIrSdYGLvC4tgVFkevsDYfBSFQqdR4wxH2Pf28HH33DuBobXsgou9CpkJiIcfaQraZNkkuFag3dkFSqcDRYsYbtNJ3rA1PuwVPwIrdZ0K9izX4Qghqy8uUp6epTE1Tntk819fimwN1OvShEPpIBNtzz24Tt8Z95y12i7Ui89l55jPzRLNR5jJzzGfneTnyMt/V/1279K/cZLdy6CdUKtVFIAb8tBDiyvUGqVSqTwOfBgiF9mbXa4WHlz9aWudStshv7AtjVEnML3yB6en/SK2Wob39e+nq/PHr7gZUrVa5dOkSb7/9NvF4HJvNxnPPPcfw8DA2281b54qaROnaOvlzq5TG1kESaH0m7C+GMR/0ob3H5YVCCFIrSyyOXmFhVJb4RpMqncGIv2+Ak8dO0T6wj7aevvu+EYNUl0itFIkvZonP50gs5Igv5LalSywOPZ52Kx0D7qa4XW1mtLvYwkBUKlTm5mRxT09vEfgMolBojlPbbBi6urA+9TSGrk70Xd0YujrRdXSgusO+O5V6hYXsAtFMlLnsHLOZWeYyc0QzUVYKK9vGuo1ugrYgWvXeTF+qhBC3HiRH6H99gxy6HZCEEDmVSvVR4FeEEDcv+gWOHDkizp49e/t3rPBIkqrWOPnOKH1mI/8tvMrE5C+Sz0/gch6nt+/nsVkHPvA1uVyOM2fOcObMGQqFAm1tbZw8eZJ9+/bdtCmWEIJqLE/h3AqFi6tI+Rpqmw7zoRbMh1vklZr3KMoVkkR8PsrC6AgLY1dZHB0hn0oCYLTZae/fR8fgfjoG9uOLdN3X7oLlQpXEoizs+EKO+HyO9aU89aocdas1Klx+C94O65bDhtG6e3nuejbbEPYMlekp+Tw1JVeS1DcnS+Xcdif67u5t4tZ4vXf0s61KVWK5mCzthqznsvJ5Kb+E1Nh3FMBpcBKyhwjbwvLZLp9DthA2/Z3tlrUVlUp1Tghx5HrP3fX/DiFEZsvjv1GpVL+hUqm8Qoj4zb5OQWEr/35mmVS1zvfz21y4+McYjUEee+w38Hlf+sAv4NraGm+99RaXLl2iXq/T19fHyZMnb5lWqWcrFC6sUji3SnU5DxoVpn0ezI+3Yux1odLsvcSFECSXYsxfucjcyCXmr1yimJV/hWweH6Ghg7QP7KdjcD/uQMd9WbSzsRhnbS7L2ny2GXVnE6XmGKNVh7fDytAz7U1xu9rMaHap82M9k6E8OUl5YpLy5CSVKflxbW1tc5BOhz4cwtDbi+3DL2Po6pLF3RlBfQdtGepSneXCMtF0tJke2RD3YnaRmtgsPbTqrITtYQ74DvCx7o8RssniDtvDOAw3Lpnda+5a6CqVqg1YEUIIlUr1BKAGErf4MgWFJldyRX5ncY0X+TLu7F8R6foZgsEfRKPZnrNeWVnhjTfe4OrVq2i1Wg4fPszx48fxer03fG1RlyiNrZM/u0Lp2jpIcl7c+fFuzAd992SxT2ZtlbmRi8xducT8yEVyjcU7No+PruGjBPcfILjvMey+22srsBsIIcjEi6zN5ZoCX5vLUso1JgVV4Gwx09ppZ/9TATztsrwtzt2ZpGyKu3FUJj8obpXJhKG7G8vJk+h7uhvi7kLf0YHqNjtbCiGIF+PMZmaZzcxuk/d8dp6qtDkZatKaCNlC9Ln6eCn80ma0bQvhNt5GXr2chfUZSM7I5/Vp6H4O9n/itu59J+ykbPGLwLOAV6VSLQD/EtABCCF+E/hO4MdUKlUNKALfI3aSx1FQQO5r/pOXz2IREp92L3B08KsYDNvLCZeXl3njjTcYHR1Fr9fz1FNPcfz48Zs2x6qtl8ifWSZ/dhkpW0Vt02N9qgPLcAu61r3d0SafSsoCH7nE/NVLpFfkUjezw0lw/wFCQwcI7j+As9V/TycwJUmQXi3I4m7KO9dcAq9Wq3C3W+g84MUXsuEL2fC0W9HtwqbRsrinKE9ONMQ9RXlyktrqanNMU9ynTmHo6Ubf04Ohpxdd4PbbC5RqJaKZqCzu9CwzmRlm07NEM1Fy1VxznF6tJ2QPEbFHeKbjmaa0w/YwPtNtlHcW1jdl/f6j8L5khdkD7s7b+vfslB3l0PcCJYeuMFMo88OXrnClqOZnbG/wk8OfRa3ejLiWlpZ44403GBsbw2AwcOzYMY4fP475Bv2yRU2iOJog/+4y5YkUqMDY78byRBvGfveepVRq1Sqxa1eZvXie2QvnWJubBcBgsRDcd6ApcU9H6J4JXKpLJJffJ+/5XHM1pUarxtNhlcUdlM+egPWuG07Vc3nKE+Pbou3y1BS1lc3JwQ1xG7q7MfT23LG4hRCsFFaa0m7KOz3DUn4Jwabb2ixtROwR+XBE6HR0ErFHaLO0oVbt4JpCQD5+fWGvT0MptX28vUOWtrsTXJ3g7tp8bLy7PWRvlkNXhK5wX/izlSQ/c20eVT3Hj2n/gJ84+R+ai4OWl5d57bXXGB8fx2g0cvz4cY4dO3bD3irVeJH8mWUKZ1eQ8lU0DgOWo62Yj7btWalhcjnWFPj8lctUyyXUGi3tA/uIHBwm/NghfJHOe9L7ZCNtsjqbZWU2w2o0w9pcllpFnqjTGjT4Oqx4QzZ8QTnydvnNaO6iLYGo1ajMzlIeH6c0Pk55fILy+DjVhYXmGJXJhKGrC0NPjyzu7m4Mvb3oAoHbEnehWrhutD2bmaVYKzbHmbSmTWHbO2VpOyKEbCHMuh1smiEEZJdvIO0ZqGyuBEWlBkewIer3Ha4w6Pau+mhPJ0UVFG6HfL3Ovxhf5I+W1zlkKvKDhZ/kmd5/gUZjIpPJ8LWvfY333nsPo9HIc889x7Fjx667eYSQBKXRdXJvxyhPpkANxgEPlmNt8gTnLvcTr5SKzF+5xMyF80Qvnm+WEjpb/ex/9gUiB4cJ7j9wT8oI8+kyq9Esq7MZVmczrEQzlBu7G2l0anxBG/ueDNASttMStuFoMd9xbbcQgtrqGuXxa5THxxsCn6AyNYWoNEoTNRr0nRFMBx7D+Z2fxNDXJ4u7vf22xL1eWmc6Nc10epqZ9AxTqSlmMjMs5zdXZ6pQEbAGiNgjDLcO02mXpR2xR2gxt9z6E5AkQWbx+sJOzkB1s8QRtRacYVnSoRPbpe0Mgfbm7SJK1ToLySLz6wXm1gtEE/J5fr3AJx9v59NPd+/4e7NTFKEr3DOu5Ir86JVZJgtlfjzo4sTSZ7HYg7hcL/P666/z5ptvUq/XOXHiBE8//fR1I3KpUCV/doXc2zHqyTIahx77S2EsR9rQ7HLHvNx6gqlz7zJ17h3mRi5Sr1bRGYwEhw4w/MrHiRwcxtW2N02WNqiUarK4o43oezbT3GhBpVbhDljoPuSjJWKnJWLHHbDcceQtFYuUJyYojY1RvjbeFHg9nW6O0ba0YOjrw3LyBMa+Pgx9fei7u1HvsBfORppkOjXNVHqK6fQ00ylZ4MlysjnOpDXR6ejkSOsRIvbItmjbqL3Fylch5Jx2YvJ9xxSsT0Fts1oHjX4zJdL1bCNN0pC2Iwiam5e/pgpVog1hzyXyRBMF+c+JAsuZ0rbxJp2GkNtMyGOmzbE3b/yK0BX2HCEEvxNL8K8mF3FoNfzJoW7a1v8z0eoKwvDj/Oqv/iq5XI59+/bx4osv4na7P/Aa1ZU8ubdiFM6vIqoS+k47jo92Ydrn2bXcuBCC+Nwsk2dPM3X2XVamJwBwtLZx6KWP0jX8BIH+fWjvcM/QnVw/vVpkeSbN8nSG5ek064s5NrKiDp8Jf4+TlrCN1ogdb8iG7g4X59TicUqjY5TGRimPjlEaG6MyOytHsIDabJbLAV96SY64++WoW+ty7ez1pRqLuUWmUlPNiHsj+i7UNqNgh8FBt6Ob50PP0+XootvZTZeji1ZL661z2+WcLOjEJCSmt8t7a05brZWl7emWq0vcXeDpkc/2ANwkLSZJgqVMiWgiz9wWWUfXZXlnS7Vt4302A2G3mZM9HsJuCyGPSZa424LXuvvtC96PkkNX2FNS1Ro/NTbP38TTPO+28SuDIaz1Zd5++0Ok071cvPg47e3tvPzyyx9YPSyEoHQtSe4bC5Sn0qBVYz7kw3oygD6wO90BpXqd+auXmTr7DlPn3iGztgoqFf7efrofP0bPkWO424N78otYLddZnc1sE/hGuaDeqKG1005rl4O2LgetEfsddRAU9TqV6BzlsdGGwGWJb132rgsEMAwOYhwYwDg4gKG/f8fpkppUYz47z1RqionUBFOpKaZSU0Qz0W0lgC3mlm3C7nR00uXounX5X60CqegHI+3EJGSXto+1d8jS9vRsObrltMlNIm05NSKnRDbSItFEnuh6gYX1IpX65qIhrVpFh8tEyGMh7DYT9pibUXfIbcasv3lEv1apMVeq4NZp6drBzlvXQ8mhK9wX3k3l+LGrUVYqVf5ld4DPBH2oVSq++ebPUatLLCw8wSc/+e0MDQ1t+6UWdUHx8hrZ1+epLhfktMqHI1iOtqHZhbao9VqVucsXGX/nLSbPnqaUzaDVGwgfOMTx7/geuoaPYnHuLBLdKRt9vJem0qxMp1meyRBfyCEkOaBytpqJPOahrSFwl99y23lvqVSSc9yjY5RGr8qR9/g4otiYONRqMfT0YD31pCzugUGM/X1onM5bv7aQiOViTXFPpiaZTE4yk56hIsm5dBUqOmwddDu6earjKbocXU1533SFpBBQSEB8vHFMyOfEJCSjIDZXgGJyy6Luem67vN1doL/xxGemVCUaLzCbyG8KuyHv5UyJrXGtRa8h5LHQ12LjQ4OthDxmwm4LYY8Zv8OI9iYprWytzlypwlyxzFypQrRYafy5wnypTLHx8/5ssIVf6Nn9dJ0idIVdpy4EvxZd5d/PLtFh0POXw70M2+Xa7+npv6NcfotM+il+9Ef/d3Rb0heiKpE/t0z2jQXqyTLaFhOuT/VhPuhDdZcrEGvVKtFL5xk//SZTZ9+hXMijN5nofvwYvcdOEjk4vKtdCeUVoQVikyliEymWJlPN3LfOoKElYufxD4dp7bTT1uW47ehbKpUoj41RvHKF0pWrlEZGKE9NNZe/q202jAMDOD/1nRgHBjEODuwo1y2EYLWwuk3cU6kpJlOT2ypK/BY/3c5uTgZO0uPqaUbeJu1NcsP1mhxtN8W9Rd7Fzfw5WqMsaf9BGPrkdmmbP5iO2yBXrjEbzzObyDMbzzPTEPhsPE8iX9k21ms1EPaYOdHlkYXtkdMiYY8Zj+XGqZG6EMyXKkSLZeaKFaKNx9FihWipzHq1vm28TaMmZNLTYzbwnMdGyKgnbDIweIsduO4UJeWisKuslKt8bjTKN5I5Pt7i5P/uD2LXyjnKSiXDP7z2PFDl+LEv43LJC4hEVSJ/dpns1+apZyrogzZszwYxDrrvqlpFqteZv3KZsbfeYOLdtyjn8xgsFnqOHKf32CnCBw7vWj5cqkvEF3IsTaaJTaSITaaa6ROzQ0+g10mgx4m/x4E7YL2t6PsD8r5yhfLkZFPeGrcb4/79GPfvk8+D+9C1B269/2oly3hynPHkOBPJiabEs1vK8zxGDz2uHnqdvXQ7u+lxyvK+acRdzjZEPbFd3okp2JKGwdIC3j7w9jbOjceOINwg3ZMv1xqS3pT1bEKWdzxX3ja21W4g4rHQ6bUQ9ljo9JoJeyyE3GYsN9mUO1Orb5H0VnmXWShVqW5xplYFHUY9YaOBsElPsCFsWdx6nFrNrqfrlJSLwj3htUSGfzY6R6Fe55f7g3yvfzM/KoTg9DufRadL4XL+Ei5X6wdFHrHj+q4+DN13vqOLEILY+Bhjb77B+OlvUkin0JtM9Bw9Qf/Jpwg/dgiNdhfSNnWJ1ZnMZgQ+lW7upGP3Gok85pEl3uvE7jXt+N8jKhVK18YpXr5EaeTKDeVtfe5ZTENDGPfvR9t285a5danOXHauKe/xdfkcy8eaY+x6Oz3OHj4S+Qg9rh56nPLhMt4g9SQE5FZhbRTW3hdxZzdfF5VGjqy9fdD34S3i7gHT9V+7WKkzm8jIUXZT2gVm43lWs9ul3WIzEPFaeH7AR8RrodNjIeKVI+0b5bNrkvhghL1F3Mna9ijbrdMQMho4YDPzMZ8s7LBJT8ioJ2DQo73Jm7MkVSgWlyiVFiiWFigVFyiVFvF4nqGt7eM3/Lo7RRG6wl1TkST+7fQyvzG/yoDFyH/e30P/lo+U5fIaV678DNXq2ySTz/H8s99F/r1VMn8/Sz1V3hWRx+ejjH7ja4y99XUya6todXq6ho8ycOoZIocfR6e/uwVGQggSi3kWxtZZGEuyOJFqrrp0Byz0P9FGoNeJv8eJ1bWzawkhqM7PU7x0meKli5QuXqI0Otqs794qb+P+/Zj270frv3m7gHQ5vSnuhrwnU5OU6nIJnUalIWKPcLDlIJ9yfYo+Vx/9rv4b13BvLLZZG4O1aw2BX4PV0e2VJAa7HF13PbNF2n3gily3XrsuCWLrBabWckyv5ZmO55iJ55ley7OU3l7u57MZiHjMPNPXkHZD2BGP5YaRdq5WZyRbYKa4XdjRYoWFcoX6lsSETqVqRNZ6DtnMTWGHjXpCJkPzE+b1kKQaxeIyxdI8peJiQ9zy42JpgXJ5BdicVFWpNBgMfmy2/Td8zbtBSbko3BXRYpkfvRLlvWyB7w94+Nc97Zi2TBqtrX2F0bGfo1LJMjV1iA899gtYzpSoxvLo2q04PhzB0HNnIs+nkoy9+XWufuM1VmemUKnVRA4OM3DqGbofP4bhBi0CdkomUWRhLNk41ilm5XSBs9VMx4CLjgEXgV7njjcerqfTTXkXL12idOky9aScO1YZjbK0DxzAdPAApsceQxu4cdpECMFSfonRxCij6/IxnhzftgjHZXDR5+6jz9XXFHeXswuD5jpvOELIVSNrY7A61hB44yht1qFjcoFvEHz90NI4e/vB1ibvWvE+0oUqU/EcMw1pT6/J0p5J5KnUNkVnN2rp8lnp8lno8spRdqQRbVtvIO1UtcZMscJsscxsscxMscxsscJMscxaZXs5oUenbUo6bDIQ2vLYb9Chucn3uVKJUyrNUyxuyHqBYnGuIewlxNZJW1QYDG2YTEGMxnZMxg6Mpg75bOzAYGhDfZe90JWl/wp7wpc2lu+r4D/0h/hYy2a1RK2WZ2Lil4gt/XdMpgHe+uYA7QzxVKIHjdOA48MRTAd8t50jr1bKTJ05zdWvv8bspfcQkkRrVw/7nn6egZNPY3bcumLjRpRyVRauJZtReHqtsa2bXU/HoIuOfjcdAy5s7ltPaIl6nfK1axTee4/iRTn6rkSj8pMqFfruLkwHDjYFbujtveEGC3WpTjQbZTQxytj6WFPimYrcdletUtPl6KLf3U+/q78pcK/pBr2/83FYuQKrV+Xz2jX5KG8Rt9mzKW7fALQMyGeL7wPirtYl5tYLDVlvRtzTa9snI7VqFSGPmS7vprg3JH69iUghBPFqrSnp2Q1hF+TH70+NBAw6IiYDnSY9EZOh+ThsMmC7SZRdrWY+KOzGn0ulBSRp+ycGvd6L0RjEtCFqUxCTsQOTKdgQ9q3f4IUQd/xpVBG6wq5SqEv8wsQif7CU4HG7mc/vCxMybUZ96fR7XLn6UxSL84TDP8o7f+tkZi3Gd6mewv98L9YTAVS30QRKCMHSxDVGvvZlrr39DSrFIjaPj8GnnmXfU8/j6Qje0b9DCEF8Psfs5TjRkQQrG9vOGTW097maUbh7BxteSPk8xUuXKJw7T/H8eYoXLyLl5b1INT7vprwPPIbxscfQWK9fR1+tV5lMTTK2PsbVxFXG1se4lrzWrDDRq/X0unoZ9Awy6JaPXlfv9VdPVgpyimTl6qa8V69CfktPcbMHWvZtits3IEfelg+2JM6Wqkyu5uRjLcfUao6pNbkMsC5tesRr1W9K22dpPg66zejeV/InhGClUmO6UGa2VGa2UG5G3TPFMrktNeBq5AnIzkZKpNNkoNNkIGKWJyVNNygnrNfLW1IhW2Utn2u19LbxGo0VkynUEHawEWEHm5H2jTYk30qpVCKVSpFOp0mlUh94/MQTT/Dss8/e8nWuhzIpqrBrjOaKfOZKlIlCiX8WauGfd/rRNaJsSaoxO/vrzEZ/HYOhjeHhLxKftDIR/2OOe4fo+aEnb6v/eCGd4urXX2Pk9a+SWJhDazDQf/xJ9j39AsF9Q3e0+UOlVGNhLEm0IfF8ugIqaAnbOfpKJ6F9bnxh2y2Xz1dXViieP98UeOnaNXniUqXC0NeH/ds+hnl4GNPh4RtWnFSlKlOpKUbiI4zER7iauMpEaoKaJKcLzFozA+4BvqP3Oxh0DzLgHqDL2YVO/b7voVSXJyO3Rt2rV+X+JBsdB7UmOcrufRla98kSb90P1u092IUQJPIVJqcTm/JuHFuXsus1ajq9Fgb9Nl55zE+ntyFvnxWH6YM/41S1xuVckalimelCmenGeapYprB14Y6KZsXIEw4LnebNSDto1KO/zs9cCEGlmiCVi1IszsvpkOLG43kqldVt49VqPUajLGe7/dAHomyt1nHTN3AhBMVisSnn64m7VNoe1Ws0GpxOJw6Hg4GBAfx+/w1f/25QInSFHSGE4A+WEvz8xCJWjYZf3xfmGfdm6VqhMMOVqz9NJnOBtrZP0N/3L1GpzHz+3/wnSrUy/+ynfhyD/daRjZAkZi+9x6Wv/h3T599Fqtfx9w3w2HMv0X/iSfSm28+Lp9eKREfiRC8nWBhPItUEeqOG4D434SEv4SEP5pv0gRFCUJ2bI//OOxTOnKV47hzVmFzJoTKZ5Mh7+LAs8EOH0FxnH1NJSEQzUUbiI1xJXGEkPsLY+hjluly1YdPb2O/Zz6BnkH3ufQx6Bgnagh9c/l5MwcoILF+Wj5UROV2y0Z9EpZarSjaEvXF2RbYtcZckQSxdbMp6ai3HxIoceacKm6WFFr2G7hYrPRuHTz6H3OYPLLAp1CVmi2WmChuyLjXlvbU+Ww2ETHq6TAa6zXKU3dU4t9+gakSSqpRKsYasG8Iubch7nno9v2W0CoOhFZMpvCnrLcLW632obtJW4HrCfv9RqWyva9fr9U1hO53ObY8dDgcWiwX1Lu0+paRcFO6KdLXGT19b4K/WUjzjsvGrgyFaDHIUJoQgFvtjxid+CbVaz0D/L9La+gqlUon/8bt/zOTSDK8eeoEj3/7UTa9RzGW58rWvcPErf0tqZQmzw8m+p59n6NkP3XZKZSOVMvXeKtMX4iSX5F92Z6uZ8GMeIkMe/D3Om26XVllYpPDOOxTefYf8O+9SW5YnGzVeL+bHH8c8fBjT8DDGgYHr7pqznF/mcvyyLPD4Fa4mrpKtyvXdJq2JQfcg+737GfIMMeQdImh7X3sBISA9vynu5cuwfAlSc5tjLD5oHdoi7n1yymRL61YhBEvpEtdWsowvZ7m2kmViRRZ4obIpWZdZR2+LrSnv3sbZ7zBuu6+aJC+smSyUmN4i7+limVh5S4050KbX0WWWpb1V3mHT9SPtWi33vgh7rinsUnlx2+SjHGUHG6mREGZTSBa4KYTR2PGB3a62cifCNhgMTVFf7zAa/3/23jtOzrO6+/5O771vL9oi7apYxbJlWZZtyRZykSsBAhgeEh5CSJ4ACUlI3uQNSd4UCE8KARzIAyHwBDC44CJ3ybYsWZZkda20ve9O733mvt8/7tnZHa1ky7IMJuz5fM7nXHNr5t7RSvvd35zrnHNpr3i9+cVsCehLdtl2JJ7mU2fGmMkX+KNWH59uciOv/MctFML0nf0iodDz2G3XsXzF36PVeBkfH+eRRx4hFo2xSd/DzZ+/B/lFUhizQwMce/ZJzr36MqVigfruFay55TY6Nm56W/XioiDiH00w9EaA4WNBEqEcMhnUdVppXeWieaUDq/vi6r44O0vmoATvzMGDFKemAKl0UH/11Rg2Xo1+40bUra2LfnAL5QJ9kT6OB45zPCj53GnvSrmSTltnFdw9zh7aLG21p76Xi5LKnoP2XKxWl8ikTknvyoqvkqKp9mSnUCpfhXa/P8m5WQnewZQDQgAAIABJREFUyfx8xYfHrKHTY6LdZaTDM6+4HcZaAKZKZQYzeQYzOQYzeQYqcSSTp7CAGRalogbYbZV1m06D4QIbkcVinEx2lGxmbEEcI5sdo1iM1DxXqbSi1zWh1TXWAFuna0Kj8VxUZb8bwL7YLP6LmSiICKkipViOcixf9VJcivqr3Jg217+te87ZUg59yd62CaLI18cD/O3IDD6Nmseu6mCdZf7otlBoD31n/4hSKUFHx5/S2PAApVKZZ599lv3792PWGLktv5aVD2xZBHNREBg68jqHfvZTpvv7UGm0rLjhJtbcchuu5ks/mksQRGYGYgwdDTJ8LEg6lkeukNHQbWfd+1poXe28aElhOR4nfeAA6Vf3k379IMUxSfnKLRYMV2/A/rGPod94tVR9ch7A/Wl/FdzHg8fpC/dV55nUGepY617LavdqVjlX0WXvQq1Y8B7KRWmTcuYYTB+F6WNS2qRcAYxSJynunnvm4e1ZAer5730iV5TAfWZsAcBTRBZUlFj1Kjo9Ju66qp5Or4kuj4lOjxGrfv69iKLIbKHImXSegclEDcAXqm2FDFq0GpYZNGxzmFmm17BMr6VNp8GuWtwJWSwmyGYGmc2MSrCei9lRisUFLf6VEj+9rhmXc1sV1roKvFWqi5/sUywWiccjRKPRRR6LxcjnaxuQ1Go1NpsNm81Ga2vrO1bYQr5MOZajHC8shnYsTzmep6bYHZCpFShsGpRWDfIrMJPoQrak0JdskQULRX7nzDh7o0lud1n4h65GLCrpd3+5nGVg8G+YmvoBRmM3PSu+itHYxdTUFI8++ijBYJC1vWvoPWbD0uPB8cHu6n1LxSJ9r+zh0OMPE52exOzysG7nnfRs3YZGf2nnfIqCyMxQnIFDfoaOBsgmiyhUcpp7HLRd5aJlpQPNBTZeRUEgd6aP9Csvk3plH9njx6FcRm40ot+wAf3GqzFs3Iimq6tms7UslBmIDXDEf4SjgaMcDx6v1nqr5Wp6nD2sdq1mtWs1q1yrcOsXbDKWS1Id9/TReYDPnoJK3hyNWZpXUrcGfGskeDvaq7luQRAZi2Tom0lwdibBmZkkfTMJpmLzM1UMagUdngqw58DtNeIyaqqAKgkio7k859I5BtK1iju9YEPSqJCzTK+lw6ChQ6+tgrvlAimSUilJJjNaUdm14D5faWs0PvS6ZnT6FvT6Fmmta0Gna0KhuHAJqCiKpFKpCwI7Go2STCZrnq9UKrFarVVoz60vB9iiKCKkixKco3kJ3NEKqCvwFjK1de7IQGHWoLBKrrTOrxVWLUqrBpn2yowBWEq5LNkl28uRJL/dN0ayVOYvO+r5sM9R/U+YSJzg9JnPk8mM0NT0CdrbPocgKHjllVd4+eWXMRqN7Nq1C9vBIrmzETyfX4/SqiGfSXP8ud28sftnpKMRXC1tbLjzXrqu2Yxc8dbzvEVRJDieZOCQn8EjAVLRPEqVnJZVTtrXumnudVzwIONSNEp636uk971Cat+rlMNhALQ9PRi2XI/x+uvRrVpVU/9dFIr0hfs44j/CYf9hjvqPVnPfXoOXNa41VYB327tRKSq/PAQBQudg6o0F8D45v1mpNs3Du+4qyW2t1ZklyVyRs7PJGnCfm02SrWwmymXQ5jLS7TWx3Gem22uiy2uizqKrzoUpCiKjWQnc/ZmcFNM5hs5Lk9RrVCybA7ZBS0cF3B61sgY4Utv6OJnMMOnMCJnMMJnMCJnMyAWg7UWna64AuwWdvlmKuuaLQjufzxOLxS6qskulWmiazeYaWC90o9F46cAui5ST+XlIR3PzyrqyFotCzWtkarkEZtsCSNsWQNukedfOrD3floC+ZG9pJUHkK6Oz/NOYnw69lgd7mllulPKGolhmdOybjIz8M2q1kxXLv4zdvgm/388jjzzC7Owsq1at4n3vex+MZwl/5zTm7c1oNzl5Y/fjHH7iYfLpNE0r17DhzntpXrnmkn74orNp+g/5GTwcIObPIFfIaFphp2ODh5ZVTtTa2oyhKIrkzpwh9eIeUq+8Qu7kSRBFFFYrhs2bMW65HsN116F0OKqvyZfznAyerAL8ePB4tea7xdzCOs861nvXs869Dp9xQalZKghTh2HyMEwekgCelxp9UBslePvm4L0G7O0gl0vTDJN5Tk3FOTWV4NR0nLOzCSYi86rbolOx3Gei22tmhc9Mt89Ep8eEViX90ioKIiNz4E7nOJeZB/fCwVFNWjVdBi2dBq0U9RK8F+a2pU7IYAXac8CWYi43WbMRqVa70Otb0eskpa2rxqYL1maLokgmkyEajRKJRKo+9zidTtc8X6PRLFLYc26xWGomc76ZicVyBc55KR0SnUuFVNaJ/MJufADkBpWUDrFoUNi0ksq2zYNbplP+3DY938qWgL5kb2oz+QK/dXqM1+JpPuSz81cdDegree9sdoLTZz5PPH4Ej/t2urq+hEJhYv/+/ezZsweNRsMdd9zB8uXLKUVy+P/lKAqziomWMQ49+VOyyQRtazdw7X0fwtve8ZbvJRnJMXDIz8BhP6GJFMigvtNKx3oP7Wvdi8bMisUimcOHSb7wIskXXqA0MwNyObqVK6sqXNvTg0wxB8Mip0OnOThzkIOzBzkeOE5BKCBDRqetk3WedazzrGOtZy1OXaW5ppSHmRMVgB+SIB6b6/pUSDnvhvXQsAHq10kbmHIFoigyGc1K8J6WAH56Ok4oVZkfLoNWp4EVPjPLfeYqxOcqS0RRZDJfpC+VpS+Voy+dpS8tlQJeCNwL4b1Mr8Gw4NNPuZytqus5YM8BvFxOVZ8nl2slla1vk+Ctb8NQWSuVFyjHFARSqdQFgR2JRBblss1mM3a7Hbvdvkhl63SXNsRMLApVOJeiOcqRHKVoTkqPRHMIqdpqG2SgsFRSIRVYn7+WX+bJTxd8f6JILp0iFQ6RrHgqMr9OhkP03ridq3fdd1n3XwL6kl3UXgwn+EzfGDlB5MudDdzrleZNi6LI7OzDnOv/EjKZjK7OL+H13kkoFOLRRx9lcnKS5cuXc/vtt2MwGMiPJYj8+BzFeIY9oR8Rio7TvOoqrnv/h/F1dL3peyhkSwwc9nPutVlmhqTKDk+rmY71Hpatd2Ow1FZgCOk0qX2vknzheVJ7X0JIJJBpNBg2b8Z0000Yb9yK0j7/9xiMDXJg+gAHZw9yxH+EdDGNDBnd9m6u9l7Neu96rnJfhUVjkb5ANgYTB2FsP4wfkNT33KaluV6C9hzAfWtArUcQREbCaU5NxTk9nago8DiJyhFlCrmMDreR3noLvXVmeustLPeZq8Ol4sUSZ9M5zqRz9KWynK3E5IIcd4NWxXKDrgbe54O7WIyRTg+SzgyRSQ+RTg+QzgyRy03VfA+1mjoJ2obWCrwlcGs03kXVI4IgEI/Ha6C9EN4LUyNyuRyr1VoF9hy87XY7Vqv1klS2WBYq+esKtCM5yhVgl6I5hERthQoKmZSztmklSNvm8tiVtfnKpUMuBdbJSIjSeb/IZDI5Brsdk92ByeGi85rr6Lr2zUt5L2ZLQF+yRVYURP5uZIavjQdYYdDyb70tLNNLuc5iMUrf2T8lGHwaq3UjK5Z/GY3Gx6FDh3juuedQKpXcdttt9Pb2IubLxJ8eJX1whpyY5tXpR9G2W7nu/R+mYXnvRb++KIrMDMY48+oMQ0cClIoC9joDHRs8dKz3YHHVfoQvx2KSCn/2WdIHDiAWCiisVoxbt2LadjOGTZuQV4ZxxfNxXpt5jf3T+9k3tY9ARuoUbDY3s9G7kY2+jVztvRqrtjL3JTE9D++xA1KXJaJ0FmXdVdB0DTRcLUHcXFet7T4+EePYZIzjEzFOTsZJV+q61Qo53T4TPXUWeuvN9NZZ6PJKKZOyKDKUyXM6leVMSlLcfaksUwuqSsxKOcsNOroNWlYYdSw3aOk26qpT/6Q0SaAK7nQF3JnMEIXC/NFycrkGvb4dg6Edg74dvaEdva4Vvb5lUYpkbhMyHA7X+By4y+X51ItSqVwE6zmAWywWFG+xLyIKIuVEvqKsFwK7khKJ56sNrtJfRFLYEqwruWt7Bd52LQqT+h3NzV9oxUKeZChEMhwkGQqSDIdIhILVx4lw8C1hbXI4MNqd1bXJ4cJgtV3SftGl2BLQl6zGpnIFPnV6jEOJ9KIJieHwK5zp+wLFYpT2ts/S1PQbxGIJHnvsMUZHR1m2bBl33nknZrOZ7JkwsUcHKScLZOpy7H7162z7rc+wYstNF/3onI7nOXtghr79M8QDWVRaBR0bPKy4rg53s6m2iSUaJfXiiySefob0gQNQKqGqq8O0fRvGm29Gv3YtMqUSQRQ4HTrNvul97J/az4nQCQRRwKQycU3dNVxXdx2b6jZJOXBRlNrkx/dL8B4/MJ8+URsl1d28CZqulZS4Wk88W+TkZJzjkzGOjsc4PhkjWJnLrVLIWOEzs6rBysoGC711Fjo8RlQKOdmyQF86y+lUlpPJbAXiObKVg5iVMlimXwDtCsDrNKpqyiVf8JNO9ZNK90tqOz1EJjNIqTRf5aFUmtDrl2EwLKvAW1prtfWL1HY2m70gtMPhcE1ttkKhwG6343A4cDgc1bXdbsdoNL5l16OQK0mgjuQoRXKUwtn5x9E8LJj9ggwUJvU8pG2aKqyVNi0KixrZW4xiuBQThDLpaJRkOFiBdEiC9AJgZ5OJRa8zWG2YHE5MTlcF0u8erC/FloC+ZFV7LhTnd/vGKYoiX+lq5C6PdMhAuZxjcOjvmZz8DwyGjko54nKOHj3K008/DcCOHTu46qqrEFJFYj8bInsyhMqrR3eLj+99+bN4l3Vy7xe/dMGpeRN9EU7unWLsVBhREPEts7Diujra17prKlRK0SjJ558n+fQzpA8elCBeX49px62Yd+xAWzl/NFvK8tr0a+yd3MtLEy8RzoWRIaPH0cN19dexuX4zvc5elDKFdFLO8B4YeUmCeKaiYvVOaL4WmjZJ0bOSEnLOziY5MhatKvDh4PzmXZvLwJoGK6sbJV/uM6FRKogUS5xOZjmVkvxkMstgJlfdezMr5fQYdfQadfQa9fSadHToNdVywGIxSqoK7n5SKSmWSvOAUakcFWhXXN+OwbAMtbp2lnmpVCISiRAKhQiFQjXgzmQy1efJZDKsVusiaDscDiwWy5tCW1LZBUrh7Dy0K16OZBHStRUqcr1SAnTFFbYF0ap5x0cMzqVCklU4h0hUVbYE7VQkjCjU7oaqdTpMDhdmp6sKbLOzAm2nG6PdccVOtbpStgT0JaMsinxlZJb/Pean16jj33paqqeOJ5NnOH3mc6TTAzQ0PMCy9i+QThd4/PHHGRgYoKWlhV27dmG1Wskc9hN7cgSxVMZ8cxOmLQ08+62vceblF/jol7+Go36+Tb9YKHPutVlOvDhBdDaDzqRi+SYfyzfVYfXMd22Wk0mSzz5H4qmnSL/2GpTLqBobMe+4FdOtO9D2rEAmkxHMBHlp8iVemniJAzMHyJfzGFVGNtdv5obGG7iu7jrphJ1UUIL38B4YfklqoQewNEHL5nmIO9pJFcocHY9yeDTKkbEoR8ej1dSJ06hhTaOVNY0WVjdaWVVvxaJXES2WOJ7McCyR4Xgyy4lkpiZl4tOoKuDW0WuSYpNWGg9bLmeqsE6l+6vqu1CYn4CoVJoxGDoxGjulaOjEYOhAra49TzOTyVShvdCj0SgLf65NJtMFoW2z2VBeZGQvVKpFIjlKoRylSLaitOc3IWsaZ+RIFSFzwLZrUTq0KO06lHYtct0762EUhDKpSIREKEAyGCARCpIIBkiEpHUyFKSYrx2IJVcoMTmdmBxOzI55YJuc848vtf/hvWRLQP8Vt0ixxG+fGWNPJMkHvHb+prMBnUKOKJYZH/93hoa/ikplY8Xyv8du38zJkyd56qmnKJVKbN++nQ0bNiDECkQfHiA/GEPdasZ2Twcql57ZwX5+8KefZ/3td3PDh/8HIFWqnHppktOvTJPPlHA2Gll9cyMd6zwoKmNzxUKB1L5XiT/+M1Iv7kHM5ysQ34Fpx61oV6wAYCg2xIsTL7J3Yi8nQycBqDfWs7VxK1sbt7LOvQ5VuSilUIb3wtBe8EvPQ2uB1i3SCfFtW8HexkwiV4X3odEIfTMJBFGqOOn2mtnQYmNds+T1Vh3pssCJZJZjyUwV4mO5+dREu07DKpOOXpOeXqOOHqMOp1oppUvyM6RSZ0kmz0gx1Uc2O8Zcglgu12IwdEjANnZWo0btqSpuQRCIxWIXBPdCtT2XInE6nTidTlwuF06nE4fDgUZz8bkmQqEsATqUldIi4fl1OV67+SjTKCRIO3Q1altpl6pF3klapFQsSkp6DtLBIImgv7pORUII5dr55zqTGbPLjdnpxuRcqKxdmJ1u9GbLZU3kfK/bEtB/he1EMsMnTo3izxf5/zob+PXKOZ+53DSnz/w+sdhBXK5bWd791xQKap544gn6+vpoaGjgrrvuwmF3kD44Q3z3CMhkWHa2YtjgRSaXIQoC//X//AGJUICP/+8HySREjjw9Rv/rfhBF2ta4WHVTI75llmpOOHv0GPHHf0Zy99OUYzEUNhvmnTux3HkH2lWrADgTOcMLYy/w3NhzjCZGAVjlXMXWxq3c0HgDHdYOZJFh6H8G+p+W8uDlAijU0LhRgnfbjYi+1YxF8+wfCnNwJMzh0Wi1y1KnUnBVk5X1zTbWt9i5qsmKRq3gVDLL0WSGYxV4D2by1f25Bq2K1SY9ayq+yqTDolIiCHnS6UGSyT5SqT6SqT5SqbM1c7Z12iaMpuUYjcsxGbswGLrQ6RqrOe45cAeDQQKBAMFgsOoLq0h0Ol0V2gvdarVedDNSKJQrkK7ksivrcjhL+byKEblBidKhq7gWpXN+/U5qsYu5HPGgXwJ2FdrzCjsdrW1UmttoNDvdmJ2uKrir0elCpX3rg0beK1YqlsnEC6RjeVKxPFa3HlfTmxy0/Sa2BPRfUfuvmTB/1D+JU6XkW70trDVLHy/9gd2cPfsniGKRzo4/x+e7l7Nnz/L444+Tz+e58cYb2bRpE0I0T+QnAxRG4mg6rNju7UBpnf8hOrX3eZ75xj+y+YOfJhZsYvCNAEqlnJ7r61l1cwNmh1RJUQoGif30YWI//SnFiQlkWi2mm27CfOcdGK+7DlGp4ETwBM+NPccL4y8wlZpCIVOwwbuBbU3buKnpJlxqi6TC+5+VIB4Zkt6EqxuWbZNUePO1zGYV7B8KsX8ozIGhcBXgLpOGDS021jfbWd9iY7nPTLRU5nAizeF4hsOJNMeTGfKVzTqXWlkF92qzntUmHS61ilIpRTJ5hmTyFMnkaZKpM2Qyw4iiBF25XIvR2I3R2I3JuLyy7qrWcF8quE0mEy6XC7fbXVXbTqcTg+HCKQKxJEgpkaAE7GIwUwW3kDwP2kbVPLAdOpRObRXil5saKZeKJIIB4sEAiYCfeGCWeMBfhXgmHqt5vkKplPLVLhdml2cBrCV4G+1OFG+SDnqvmCCIZBMF0vE86VjFK+CW1nnSsQK5dG1t/JptjVx331v3ZVzIloD+K2ZFQeRPBib53nSY621GvrGiBadaSamUpn/gS8zM/ASzeTU9K76KTOZh9+7dnDhxAq/Xy913343b5Sa1f5rEM6Mgl2G9vQ39ek+NOstn0nz7dz6JTG5GkN+HWqdk5dYG1tzciM6kRhQE0q/uJ/bjH5PcswdKJfRXX43l7rsxbd+OzKDjiP8Iz4w+w4vjLxLMBlHJVVxbdy3bmrZxY+ONWEtFGHgWBp6BwRehkASFBlqvlw5q6LyFmKaOA0Nh9g+FeXUoVN3AtOpVXNvmYFO7g03LnDTZ9ZzN5DgUT3MkkeFQPM14JXWilslYZdKxzmJgvdnAOrMen0ZFuZyuwPskieQpkslTZDLzh0Zo1B6MphWYjN0YjZL61uubkckkpZxKpfD7/QQCAfx+P36//4LgnoP2Qr/QdD9RFBGSBYoVaJeqMSPltBfs98mNqnl1vQDYSocWufbtg1LKYYclSAf8JIL+6joe9JOKhKUKormvr1BIkHZ7sLjcWNze6trsdGOw2t7T6RBRFClkS6Si+aqqzlTgPL/Ok0kUOB+hMpl0bKHBqpHcosFgVS9YazDatWgu85fnEtB/hSxaLPGbp0bZF0vx201u/rjVh1IuI544zunTnyWbHael+bdobf1dhofHeOyxx0ilUmzZsoXrr78eMVYk+pN+CqMJtF02rPd0oDyvsaeYy/GDP/0zwhNnMLg+wtodV7Pqxga0BhWlSITYjx8i9tBDFKemUNhsWO6+G+v996FuaeFc9BxPDj/J7pHd+DN+dEodm+s3s61pG1satmBMBeDsk9D3hNTcgwgmH3TcAp07KDVfzxuzRfacC/Byf5AzMwlEURpSdXWrnU3tTq5td7DMY+R4Ksv+WIoDsRSHE5nqyTgetZL1FXhvsBhYadKhELIV1X3qwvDWeDGZejGZejGbejGZV6JRS52kxWKRUChUhfacL2xtNxgMeDyeKrzdbjdOp/PC4C4KFENZSoEMpWBmHuChLGJ+Po8sU8klSLsq7tShculROi9PaedSKWL+GWL+GeL+2arKTlQ2IYXygsoVmQyj3YHF5cHilty8YG20O5DLf36lfG/HBEEkm6ykP+aAXQV3ToJ2NEepICx6rdagkuBcAbME6Vp468zq6nydd8OWgP4rYkOZHB85McJkrsA/dDdyv9eOKJYZG3uQ4ZF/QqN2s2LFP6DXr+bZZ5/lyJEjOJ1O7r77bup8daT2TRF/dgyZUo71jjb0a92LcqbhyQme+tpXCYwM4mq7iw/82QOodUrywyNEvvtd4o89hpjPo9+4Eev778e0fTtTOT9PjTzFUyNPMRwfRilTsrl+MzvbdnJD/Rb0oQEJ4mefqDT1II2O7b4dunYS0HewdyDES+eCvDwQJJkroZTLWNts4/plTjYtc9BVZ+Z0Osf+WIr9sRSH42mylfTJCoOWa6xGNlgMrLcYqFcryGSGSCSOE08cJZE4TirVz5zEnYO3uQLwOXiLokgymWR2dpbZ2dkquMPhcLWqRKlU4nK58Hg8VXe73RgvcIaokCtRDGQoBSopEn+GYjBDOZKbb6yRIXU9uvSonPPgVrp0Ugfk2wCHKAgkI2Hi/hli/tkKvGeJVwCeS6dqnq8zWyRAV0E9r7JNTvd7rpwPpFx1OlaYh3O0UIH0PLTT8QKiUMs9uVyG3qrGaNVKCtqmqY1WDXqLGqXqF/9LagnovwK2L5rkN06NIpfBd3pb2Wg1ksvNcPrM54jFXsftvo3urr9iairCo48+SiwWY9OmTdx4440Qrajy8STa5XZsdy9DYT5PledzHHzkxxz62cPI5CoUmu38+l99CM3EGSLf+S6pPXuQqdVYdt2J/YEHKDX72D2ym0cGHuFE6AQA6zzr2Nm6k1uabsY6e0YC+NknpbJCmVwqJey+jVLnTo4lzew5F2DvuSCnp6VabI9Zw9ZONzd2u1jfZmeoULwgwHuMWjZZjWyyGtloNWIUExK448eIJ46RSJyozi9RKs2YzauxmNdgNq+ugXc0GmVmZobZ2VlmZmaYmZmpUd1Wq7UG2h6PB7vdXrM5OTeKteiX1HYpkKUYyFAMZGpb2BUySWG79Sjd+vno1CJ7GxApFQrEA/6Kyq4FdyIwS3lhm34lLWLxeLF6fFg9XixeH1a3F4vHi1r79g51eLetmC+TiuZIRfIko7lqKmQhrHPnz3EBlBoFxvPgXAttLTqj6op1m77btgT0/+b2o5kInz83TqtOw/dXtdGs0xAK7eFM3x8gCAW6Ov8ch+MO9uzZw4EDB7DZbNx11100NTSRfGWSxPNjyNUKrHe2o1vtWqTKR44e5oX/8w3iAT9t665naqiHFe0qWg9+i9zp0yhsNmwf/CC2D32QczI/P+n/CU8NP0WmlGGZdRl3tN/BzuYdeKPjcOqncPpRSAdAqYX2m6D7NtIt23l5UuC5Pj97zgaIZooo5DLWNdnY2u3ihk4XMpOKvdEUeyMJDlUALgN6jDqutRqqANeXg8Rih4jFDxGLHSKdHgBAJlNgNHRjtqzBYl6N2XwVen0LgiASDoer0J4D+NxgKZlMhtvtxuv14vP58Pl8eDwetOdVWQjZEkV/muJsphpL/nTN7GyZWoHSvQDcLj1Kjx6lTXvJ80ZKxSJx/yzR2WliM1NSnJ0mOjNDMhKqyWWrdTosnnlIS+D2YfV6MTlcP9cOxzezUrEsQTmaJxXNkYxKkJ4DeCqaI3/+DHJAZ1LVQLpWVWsx2DSor9Ac8veKLQH9v6mJosjXxgP89fAM19uMfLunBZMChoe/ytj4gxiN3azs/RrxuJaHH36YYDDI+vXr2b59O/JYichD/RQnU+h6HFjvWobCVHu6TzISYu93v0X/wVex1TWw7ROf5rWHosSn4lxz4M/RN3iwf/zjKHbezNMzL/KT/p/QF+lDq9Cyo3UH93Xcy6pCCdnpR+D0I5CYkiDecQv03kPAs4VnB1M83+dn/2CYQlnAolNxU7ebm5e7WdVi42gux55wkr2RJLMFSX11GbRssRm5zmriaosebWmSWOwQ0djrxGKHyOUmAVAojFit67BaNmCxrsds6kUu1xKLxZiamqr6zMwMxaJ0b6VSicfjwefzVQHudrtrhkqJxTJFf6bi8+BeWLct0yhQefSoPAaUnnnFrbCoLwku5VKJRNBPdGZa8iq0p0mGgojifH5XazJj8/qweuuweeskpe3xYfX60JnMv3CYlctCVUXPA7qyrsRscrGy1hpUGO2SgjbaNBXXzkerptrX8KtkS0D/b2iCKPIXg9M8OBnkLreVf17ehFAMcOrU/yIeP0xd3Qdob/sir712hL1796LX69m1axfL2tpJvjRJ4oVx5FoF1l3L0K101h5sUC5z7Jkn2Pej7yOWy2y859dYf8c9nPz28+ze+yZRAAAgAElEQVQ/rqHX/wRrP3Mbgaua+c+z3+epkafIlrJ02jq5v/N+brP1Yjr9KJx8CKKjIFfBspsRe+5hwLaFZwZSPNfn58SkVKfd7NCzfbmHm5a7Udo1vBRLsTeS5Ggig4B0buUWm4kb7SZusBkwl0aIVeAdix+qDqRSqexYrRuqbjIuJ5vNMz09zdTUFJOTk0xNTVUbchQKBT6fj/r6eurq6vB6vTidzmrKRBSl9vbidIriTLrqpXB2PsetlKFy6VF5Dai8epQeKSosmrcEqSiKZOIxItOTRKeniExPEJmeIjozRTzgr2lT1+gNErB9ddVo89Zh9dWhM15ePfOVsLlqkGQkRzKSJxnOkYzkSEXm44UqQdRaBUa7djGk7RpMNklZq67gSNv/TvaOgC6Tyf4PcDsQEEVx0fg8mfS/9p+AnUAG+Jgoim+81ZtaAvrlW0EQ+L2zEzzsj/KJeid/2VFPNPIKp898HkHI0d31V6hUm3nkkUeYnJykp6eH2267DWVcJPqTfopTKXSrnFjvbEdx3pmbM4PneP5bXycwOkTLmnXc/PFPYfX6yAaifP+PX0Yvy9L5x3V8b/Qh9k7uRaPQsLN1J/e33UmvfxDZse/D6CtSTrz1BsTeexhwbOWJc1mePDnDUDCNTAZXNVrZtsLDpk4XEwqB5yNJng8nCBdLyICrzHq22k3cZDfTqQySiL5KJPIK0djB6nwTraYOq/VqrNb1WK1Xo9W2EA6HGR8fZ3x8nMnJSSKR+YYVl8tFfX191d1ud7X1XSwLlIJZCtMpitNpirNpitOpmnSJwqFF7TWg8hmq4FbadW+ZKikVi8RmpxeAe7K6zmfmc/JKtQZbXT02Xz228+D9i1LagiCSieclWEeyUv66Au05L+ZqOzjlShkmmxajXYtpocKuANxk06J+h6MAfplMLJcpRyKUQiHJgyE07W3oVq++rPu9U6BvAVLA9y4C9J3A7yABfSPwT6IobnyrN7UE9MuzTFngE6dG2BNJ8sU2H59pdDI6+jVGRv8Zg6GT3p5/oa8vyrPPPotCoZDG3C7vIbl3gsSeCeQ6JdZdy9CvdNbcN5dOse+H/8nx557CYLVx4wOfpPOa66oQee4L36c/Ucdk5494wrEfm8bGB7s/wK9ZVmA//Ric/Cnk42BrQVzzYYbq7+Rnw/DEyRmGg2nkMtjY6mDnKh897TbeyOd5LpRgfyxFURSxKhXc5DCzzWFms0mE1OtEIvsIR/aRy0mzWLTaeuy267DaNmK1bECl8jAzM8PY2Bjj4+NMTEyQzUqNRAaDgcbGRhoaGqivr8fn81Vz3mJRoDCTojiVojCZkuA9m56fTaKUo/LqUfuMqOokgKu8hres3y5kM4QnJwhPjhOaHCcyNUF0uqK2F6RIjA4ndl899voGbL4G7PUN2OvqMdmdP/fa7HJJIBXNkQjlakFdWaejeYTzKkI0eiUmhxaTfQ7a8260a9BfwXG271UTRREhkagCWoJ1kHIoRCkUnod3KEQ5EpGOKFxg9o9/HM8ffuGyvvY7TrnIZLIW4ImLAP1BYK8oiv9VeXwO2CqK4syb3XMJ6G/f0qUyHz45zMFYmq90NfJ+t4YzZ36fYOg5vN67aWz4Ix5//BkGBgZob29n165daJNySZXPpNGtcWG9ox3FglN/RFHk7P6X2fsf3yKbSLBmx21c9/6PoKnMFs8mC7z0vcMMncggFg6y+479fLTrA9yZzqA78j3pxHqlFlbsItjxfn4UaOSRY5ISn4P4bau81DVZeDWb5blQgv6MNESpQ69hu8PCNoeRTtkA8cjLRCKvkkgcBwQUCiM22zXY7Ztx2DcDHqampqoKfGpqqtqk43A4aGpqqrrdLo04EEsCRX+GwmSS4mRKiv5MdXyr3KCqQNuIugJvpVP/pqo7n0lXwT3vEyTD8wO2FCoVdl89tvpG7HUSsO11Ddjq6n+u1SNCWSAVzZMI50iGs1IM5UiEsyTDOVKx2tnjMhkYrBpMDi1Gm7YK7jlYm+zaRUf//XcyIZtdAOmgBOTzAF0KBSkHQ4jFxXl/mUqFwuVE6XShdDqrrnA6KmsXSpcTpcuF/DJHF7zbQH8C+FtRFPdVHr8A/KEoiotoLZPJPgl8EqCpqWnd2NjY2/hr/GpbslTm108McySR5mvLm7nVlODEyf9JOj1ER8cXKRa28Mgjj5DNZrnlllvYsHY9yT0TJPdOIjcosd3Vga7HUXPP6MwUz//7Nxg/eQxPWwfbf/O38bQtAyQQnHp5mtcfHyafzuOd2Yv+cy3cUppGceQ7kI2CdxWFNQ/wrHwzPzwR59WhEKIIG1vt3L7ah7PRzKuZDE8F40zniyhlsMlqZLvDwg1mAXP2NULhvYTDL1MqxQA5ZvNq7PbrcNivR6tdzsTENMPDw4yMjDA7OwtIVSc+n4+mpiaam5tpbGzEaDQiCiKlUJbCeILCHLxn5pW3TKdE3WBE3WBCXW9E1WB6003KQi5LeGKc4PhoDbxTkXD1OUqVGnt9I47GJhz1jTgamnA0NmFxe34ujTWCIJKOSWmQOUgnQpUYljYdF9ZczwHb7NRhcmgxO7SYHLpKlFIi8iswe/y9ZFKHbZJSMDjvgWDt44oLqdTiG8hkKByOGkArXc7KNVf1sdLpRG5+91Nj7zbQnwT+5jygf0EUxSNvds8lhX7pliyV+bXjQ5xIZvjGihauU57m5KnfBURWrPhHThwv8sorr+BwOLj//vuxlwxEHuqn5M+gX+vGensbcv28Ki8Vi7z+6EO8/thDKJQqNn/wo6ze/r4qgKYHorz8wwHCUykszizdT32F8Wtz3OMZAKGE2L2Tc60f5bsTPp44OUsqX6LBpuOetQ00tVt5vZhndyhOsFBCK5ex1W5ip9PCJu00xdhLhMN7iSeOASIqlR2H4wacjq1YLNcSCKSrAJ+YmEAQBBQKBY2NjbS0tNDU1ERDQwNqtRohX6YwmaQwlqAwliA/nkTMSopdplFUoa1uMKKuN6Kway/4wyYIZWKzs4QmRgmOjRIalzzmn/+QqdRoJGDXN+JobMbR0IijoRmzy/Wug7uYL5MIZYkHsyRCWRLBLPGQBO5EOItQqv0ZNljUEqSdEqTn4a3DaNOgeIezx98rJgoC5Wj0LSFdCoUQc7lFr5dptShdrsXudKJ0zytshc2G7D00V+bNgH4l3uUk0LjgcQMwfQXuu2RIOfOPnBjmRDLDt3paWFXYzbHTf45e30ZL85d57NGDTE5OctVVV7Fj263kXpkl8PIAcqMax8d60HXXztAeO3mMF/79G0RnpujatIWtH/0NjDbpOalojv0/HWTgcACTXcvNH2oi+vldZNQCt3rjFNZ8jMe1d/Cvx0WGj6XRq2fYudLL6m4XfWqBbwdjRMam0SvkbHOY2ekwsFZ2inTkh4SG9nKuIB0FZzatorXld3A4bqBQqGNoaJjjx4YZHX2wemqOz+fj2muvpa2tjcbGRlQqFeVonsJ4gvTucaJjCUl9z6W93Xp0PQ40zWbUzWaUTt0F87iFbIbA6DCBkSGCFXCHJsYpFeZqzuVYfXW4W9vpueFmnE0tOJtasLjc71p+WxRFMonCecDOkgjmiIeyZM+biKjWKjC7dDjqDbSudmJ2SvA2O3QY7Zr3RDfjOzFRECjHYpQCAUp+P8VAQFoHglKcA3U4DKXFtelyo7EKZ92aNYuB7Zai3Gj8uWw0l4UysXyMcC5MJBchnA3TYm6hx9lzxb/WlQD6z4DPyGSyHyJtisbfKn++ZJdmeUHgf5wc4fV4mm+saKIj8S3Ojn0Th+MGlIpP853vPAHAvffeS5e9lciDpykFMujXe7De1lYzzyMdi7L3e9/m7KsvYfX4uPeLX6Jl9VoAykWBYy+Mc3j3GKIgsuG2FlZtsnPiU/djyAjMPtDAv3Z8h/88HCeZT7Gm0cof71pB0qXhsXCc74eCaOQybnVauNOhZaV4mET4WcLnXmKgnEKhMOJwbMHp2IrReA1TU0nOnBlkcHAvsZg0hc9ut7Nq1Sra2tpoaWlBp9NRDufIDcdIHhomPxyvdlbK1HLUjSZMNzaibjajaTTVfAKZs2wyQWBkGP/IIIGRIQKjw0Rnp6uNNzqTGVdzK6u27cDV1IKruRV7QyMq9cXnh1+uSSWKBeLBDLFAlnhgLmaJBzO1c0NkYLRqsLh0tPQ6MLt0WJy6atQYLn+M7S/ayqk0pYC/AugARb9/HtR+6XoxGIQL5KcVNlsVypplyxYBes7lF5iPc6UtX84TyUYI58KEsxVQV9YLwR3JRYjlYwhi7abox3o+9q4A/VKqXP4L2Ao4AT/w54AKQBTFb1bKFr8G7EAqW/z4hfLn59tSyuXNrSSIfPL0KE+F4ny1y8eq6N/g9z9One8DTE1tYd++A9TV1XHfPfehPJEi8fw4cqMK+70daLvmVbkglDnx/DPs+6//oFTIs2HX/Wy8636UaqlccfRkiH0/HiAezNK62smmu1oQnn2E4De+gRCL89Q2+E/Tn5GSWbi110vzcjsHKbE/lkIErrEYuNulYSMHyUWeJhLZjygWUKnsuJzbcLpuoVhoZ3h4nMHBQcbHxxEEAbVaTWtrK8uWLWPZsmVYrVbKkRz54Tj5oRj54Xh1VrfcpELTZkXTIqlvlcewaNMyk4gzO9SPf1iCt39kiGRofpPS7HLjbmnH3dqGp3UZ7pY2DDb7FQVjVWkHssQCmSqsYwEpXVJaMFhLrpBhduqwuHVYXXoJ1q55pf3L1jAjFosVQAfOA3agBtbCgkM55kxuMKB0u1F6PCjdLlRuN0q3R7rmdqPyuFG4XMjV6gt85Sv0/kWRZDF5QUjPXVsI6VTxArl2wKAyYNfacWgdUtSdF7UOHDoHbr0bg+ryTktaaiz6JTNBFPndvnF+4o/yl+0u1kf+hEjkFZoa/xcHDlgYHh5h3bp1bL96K4mfDlEYT6Jb7cK2q71GqfpHhnj+2//K7GA/Tb2ruPkTn8Ze1wBALJDh1YcGGD0ZxurRs/n9HdgmDhH48lcoTk0x0Wbg61uyNAo3Y1n9KbL1On6WSJIsC7Tq1NzrNnOj6hTK6MOEwy8jikW02kbcrluw2W4iHLbQ3z9If38/yaR0oLHH46kCvLGxEZIl8oMSvPPDsWqnpdyoQtNmkSDeZkHp0tWemVkoEBgdYmagn9mhfmYGzxH3SxumyGTYfPV4Wttxt7ThrkSdyXzF/n1KxTLxQJbobIaYP12JGaL+TE1Ntlwuk0BdgbbFLa0tLj0m+y/P5qOQy0mpj1k/Jf+sFGdnKQb8lGb9FP2zlEO143NBqviYg3INrD0elC539c8UxnfvGLhMMUMoGyKcC0sxK8W5a+FsuHqtIBQWvV6GDJvWdlFIL7xm09rQKd/9TwdLQP8lMlEU+eLAFN+ZCvGHzXauj/4+8fhRfL4v8MzTKVKpFDt37qSrVEf8yWGQy7Hd1Y5+jbt6j0I2w6s//gFHdz+Ozmxm60c+QffmrchkMor5Mkd2j3L0+XEUCjkbbmulw5sg9Pd/S/bwETRdXYzcdw2/J/yAHQktY9f+gJeTGZQyuMNl4R7TLHXJRwiGnqFcTqFRe/B478BquYXJSTn9/f0MDg5SLBZRq9W0t7fT2dlJe3s7Ro2e/FCc3ECU/ECMUkiqGZ8HuATxhQAXRZFE0M/U2TNMD5xjdvAcwbGR6nFkRocT37JOvO2d+Dq68LS2o9bpF39jL+PfIZMozMN6Nk3ML60T4VxNqZ/RrsHm0WP1GrC69VjdOizuXw5ol1MpCc5VWM9S8gco+mcpVcBdjscXvU5uNqPyeFB6vSg9blQeL0qvR7rmkdS1wmp9V1JDuVKuCuOLwXnuWraUXfR6GTLsWjtOnROHziHFinI+X0lbNVaU8vfOhigsAf2Xyr4xHuAvhqb5n3VGbot/jlS6H4v5s+zeHUSv13PfHfegfzVN7mwEzTIrtvs7a+aVD7y+nxe/8yCpaITV23aw+QMPoDUaEUWRwSMB9v90kFQ0T9dGLxtusJL+9r8Sf+QRaSf/kx/im02DPDvxPE2FEiHrl8jWLeeDLgVbxd2Ugg9RKARQKIy43Tswm7YzPq7j3Ll+xsfHEUURk8lEV1cXXV1dtDS3IPpz5Pqj5AaiFMaTIIjIVHI07VY0y6xoO6wo3fp5gAsCoYkxJs+eZursGabOnq6WCaq0OrztHRLAO7rwtXditDsu+H28VBNFkVQ0T2QmTXQmTWQ6XV0XFqhtpVqO1aPH5jVUoh6rR4/VrUeleW9uQgqFggTrmVmKM9PSenqG4uwMpZkZijOzFyzTUzgc50G6Er1elG4PKo8b+UVOTrrs9yoKxPNxgtkgoUyIYDYorStwXqiuL5busGqsOLSOKqjnYD0H7LnrNo0NxbtZmVTKQzoEmRCkg5AOL1iHIBOG7tvgqg9f1u3f7SqXJbtC9kQgxl8MTXObQ8MtkU+Tzk8hl/0Ojz8+Q2NjI3dfu5P8Q+PkMkUsd7RhvLauWsmRCAV58TsPMnT4NVzNrdzx2T+mrrMbgPBUild+1M9Ufwxno5HtD3SifukRZu97EKFYRPeRX+MHV+f58fS/oZpU8KlonKz8Dtxb3XQn/4Hk5MtkZUocjq3YbTuYnfXw+sF+Rkf3AeB2u7n++uvp6urCY3GR74+SOxQh8H8PS2WEMlDVGTFtaUDTYUXTbEZWKZ0rFYtM959l6uxpyc+dIV8ZUWu02anv7qF+eQ8N3T04Gpsuu0RQFKV67TlgXwzcOpMKe52Bro1erF5DFdxG69ubPf5umygIUvPL7AzFCpyLM9OUZmalx7OzlEOhRa9T2O2ovF5UTc3oN16DyudF6fGi8lbUttt9RXPVRaFYo5oXAbuyDufClITFFSsGlaEK5U5bJ5vqNtUq60raw6F1oFK8S/PZLwXQC9f5xIXvI1eC3gkGJxQW7yVcCVtS6O8ROxJPc++xQVbolfxB4bPISn4S8Y/yxhtJVvau5EbbWjIvTKK067B/qBt1nXRggiCUOfbMk+z74X8iCgKb7v8Qa3fuQqFUkksXef2JEU69NIVap+CaXW00pE8T+sqXKU5NobtpK3t3NfP10MMUhSL3+27gnv2PgWDg1A0t2MQ+NBovHs/7SSVXcebMNENDQwiCgMPhYOXKlfT09GAt68n2RcidjVAYT4AobWRqO+1oO61o2q3VmTGlQoHp/j4mTp9gsu80s4P9lIpS7tJe10B99wrqu3toWN6D2eW5rI/shVyJyHSa0GSK8GSK8JTki8DtM0heJ7nNZ0BnfPc23t6OiYUCRb+f4tQ0xakpitPTks+t/f5FlSAyvR6Vz1dxL0qvF5WvDpXPi8rnQ+n1XnZ34vlWLBcJZUMEsgECGclD2RDBTHAe3NkQ0VwUkcWMsWlsOPVOXDpXFdgunat6be66XvXO02eLrFyqQDgwD+J08J0BWu8Ag6uyrlyrrl1gcIDWKnV2vUNbSrm8x20sm2fnkQEMcpG/4E/QFUeZnfkgZ8/m2bLpenon3BQGYtLG593LqjNFAqPDPPdv/8Ls0AAta9ax7RO/hcXtRRRE+vbPcODRIfLpIj1b6lnTVST21b8jc/gw6s5Ohj56PX8n7CaQDbDdvYHfi0RpGniRkGjm6y23cvuaAhrNrZw7q+bMmXOUSiXMZjO9vb30rujFltWSOy1BvByTarhV9UZ0y+1ou+2o6ozI5DKEchn/yCDjJ48zfuo40+f6KBULyORyPK3tkgKvQFxvtryt75soiiTDOUITKUJTErxDUykSwfm8qVqnxFFvwFFvrIH3LxrcQi5XAfR5oK54ye+v3WSUyaSKj7o6VPX1ErTrJEir6upQeb1XpEtREAUiuQiBTIBgJlgFdjATlGJWipFcZNFrlTJlVTkvhHP1sc6JS++68mpaFKGQrgC6AufUgvX517OL3zvwCwP027UloL+HLVYscccbAwQKBf5a8fc4CseZnLiP4WEZ79t8C42vKyinC1jvaMdwtVfa2Mzl2P+T/8uRJx9FZzJz4wO/SdemLchkMmZH4rzyw34CY0l8yyxsutWN8KMHif/0YRRWK6mP3cnfeQ5zJn6OVbYufj8r56q+ZyipzXw18z4est3MP16j5tixaYLBIBqNhpUrV7KydyXukpncyRDZU2GEdFHKhXfY0HXb0XbbUJg1iKJIeHKc8VMSwCfPnKpOFHQ1tdC0cjVNvWuo7+6pzou5FBNFkUQoR3A8SXA8QWAsSXAiST5d+ZguA4tLh7PBiLPBiKPeiKPBiOki3aHvtonlMqVAgMLEBMXJKYqTExQmJylOTFKcnKQUDNa+QKlE5fFIsK6rmwd3fV0V2LJ3mArJFDP4M37J0/6qsl4I6nA2TEmsTX3MbSK69W7cejcuvQu3bsFa78alc2HT2pDLrtAmsCAsVtGpwAIlXfFUJV5g8xMAjQWMrnk4G9zza+PcuvL4FwTot2tLQH+PmiCKfOTECC9HE/y/mm/Tlt/DyPCdTE3puWP9Lbj2l5DrlTg+2oO6XkqxjBw9zPP//g0SQT8rb7qF63/94+iMJjKJAgceGeTsgVkMFjXX7GrBcWo3kQcfRMjnUdx/B99cG+a5yH7q9F5+T+Vjx4mnQK7kROOH+MTwRoJlE/fUH8LiF6mrq2PdunV0GpspnY2RPRlCSEkQ1y63o1/lQttlQ6ZSkM+kGTt5jJGjRxg9fqS6iWnxeGnqXS15zyr0Fuslf29S0RyzwwkCY4kKxJPVE2vkChn2OgPuJhOuZjPORiOOOuPPfXOynEhIwJ6YpDg1OQ/viQmK09O1w5vkcpReD+qGRlQNDaga6lE3NFTBrXS7kV3m6UGiKJIoJKqg9mckWC987E/7SRaTi15rVpurQL4YsB06Byr5FVDUoijNAEoFIOWvANlf8co6HZhX12J58T3kykuDs8EtReWVbxL7RdsS0N+j9uWRGf5h1M9v655jU+ZbjAzfRiDg4s6OG7EeKaFuNuP48HIUJjW5VIoXv/NN+vbtxV7XwPZPfoaG5b2UywKn9k7x+uPDlIoCq29upEszTPQfv0JxYgL1DZt5/H02vpt4Fp1Sy2+alvPrp15AXUgyWH8Xn/O/j5NJA4JNTU/TGJ82eljT3ot5XEb6DT9CoiBBvNuObqUTbbcdmUpOcGyEkaOHGTl2hOn+PkRBQK3T07xqDS2r19G8cg0Wt+eSvg+lYpnQRIrZ4XjFE6QraRy5Uoajzoir2SQBvMmEo874c2m8EUWRcjRKYWyM4vg4hbFxCuOSF8fGFpXzKaxWCdaNDRKsGxolcDc2XrbCnoP1bHqW2fQsM+mZC4L7/PI8GTKcOicevQePwYNb766uPXoPXr0Xp975zuumRRFy8TeH85yngyAs7gBFoZYAbFzonso1Vy24dbb3pIoWBJFErkgkXSCaKRBJF4mmC0QyBSlWrxeIZoq8f30jv7W1/bK+1hLQ34P2bCjOR0+OcItmgI/m/oix0ZsJB///9u47PK7qzv/4+04vGpVRG/VuSZZsSbZccMMNXMGmmJqQAoFsIJBAym5+yW4CSTaBhAQCKYRAQpbeTDEBjMGAe5OtYklW771Nkabf3x8zlmVjgsGyZdnn9Tz3OTOaa+mMbH18dO6535PJWvM8QutkDMWxRKzPRFIpaDx0gHf+/BDDQ4PMXn8Nc664BpVaTWtVPx89X8NAh4PkPDOzZypx/vk3DO/Zgzozg5LrCvmt4j2cXicbzAX8R81ezENttMdczA8Gr2SbNZopCaE0WDyEmIf5O2HE14Xhqh8CCXTZZgxFMehyzMhKmdbD5dTs2UHdvl3YBwLzkDGpGaQWziCtcCZxWTkoP6OI0dFlgp31Q3TVW+lsGKKnxTZaYMoUqcOSHoYlPZTYtDCiEkPOaDGp0dBuaMDd2BQM7CY8wfA+blmfQoE6Ph5NchLq5GQ0Scmok5MCgZ2YiDIk5HN/fZfPRZejiw5Hx2hgjw3vDkfHJ8JaJakCAT02qMeEdawhlihD1OmNqv3+wFyzrRPsnYHW1hkI6hNb7ycLX42OpENigsEce3xgj34s+pyb6pBlGYfbR7/90wI52Do8o68PDLvxf0qUalQKIo0aIgwazEYNEUYNK/JiWTs9/gv1TwT6OaZh2MWK/dXESgP8yP1Nettm0tkxnbWaOZi6FISvTcc4Lx6vy8WH//cEhza/hTkhidV33ENseia2fifbX6qh7kAPoVE6LloRi+GdfzD08ksow8LovHEpv4zZQ5uzk8URedzd1khaVyVD5mnc67qel/tSSbeYUGSHUa71E8Yg323dzNrDq1CadRhnxWKcEYtfJ9NYWkLt7h3UH9iL02FHpdWSVjCT9JmzSS2YMVrY69P4/TJ9bXbaawbpqBmks34IR/COUJVaQXSKKRjgYcSmhWIMOzO/IvtdLtxNTbgbGnE3NgYCvKEBV2Mj/rEjbZUKTUIC6pRkNMkpaJKT0aQkBwI8IeFzjbJlWWbINUS7o512eztt9rZPhPXJLi5G6iKJM8YRFxJHrCF29LHFYMFitBCpj/zic9U+b3A03Qm2rhPaMaFt74KTLCNEGwYmC5hiIeRoG3wcEn1sZK2PgLO8WcencXp89J8Yyg43/cMnH0UPODy4ff6Tfi6lQgoGs/q4gDYbgq1RjdmoDT5XYzZq0KvHd5NqEejnEIfPx9r9NbSN2LnXdwf0WGhumMsaaTbhdi3m63PQT42krbqStx99kMHuTmauXsf8676MJKkoebeZA28H6sjPuDSRlM6PGPjzH/G7XHiuWM7vprWyb6SKXFMK37M5md2wF6cpmUcVN/KHrnzizQb0uRFUGCFaLXGp6x/MtZWwcPj3hM9JRZ0aQktFKYc//oDaPTvxuJzojCFkFM8hc9ZFpEwvRK399KVvfp+fnuZAgLfXDNBRNzQ6920y67BkhI2OwCMTQ1CO852U3oEB3HV1uH/NAowAACAASURBVGrrcNXXBQK8oQFPW9txq0ZUMTFo0tLQpKWiTUsLPE5NRR0ff8qlUmVZZsA1MBrWHfYO2uxtowHebm9n2Hv8emODykCcMQ5LiAWLwXJcWMcZ44g1xqJRfoGLn0cvIlrbwNYB1vZAe+Jo2tED8knCyhA5JqCDrSkuENAmy7FWffY25zgZWZaxubz02d30O1z02gNB3Gd30RcM5bHB3O9wM+I5yVw8gV8KwvXq4wN5TDCfLLBDdRNfGE0E+jlClmXuqGzmla5+fiDfR/Kgndrqxaz2FBOJiciv5qFOMLLjxWfYs/FFTFHRrPzWd0iaOo2Ww/1sfbYaa88IGTOiKbB04XjkATzNzSgWzOGZZWpece8iRhfJXXIYa6u24teZed5wPT9tn4MpxEDUVDOlYQoiNQquN5Yyc+B+ZLdMtPUXpMyZxuGPP6Bq+4c4BvrRGo1kz13IlIsWkJib/6lTKX6fn+4mG63VA7TXDNJZN4QnWIQqPNZAfFb46GEyj88aaAgGd20trro6XDXBtrb2uJtpJIMBTWoK2tRgYAcDXJOSesr1QxweB622VlrtrbTaWmmzt4227fZ2nL7jpxtMGhMJIQnEGeNICEkgPiSeeGN8oA2JJ1TzBZYWepzBcB4T1NaOMeEdfO3E+WlJEZz2CIbzcaNqy7GgDokF1cQs45RlGXswoI8G8tFwPhraxx676XO48PhOnlkhWhVmo2b0GB1JHxfUx6Y+wvRqlOfQzWKnSgT6OeLZjj6+W9XCBl5kheMjykqXs8o9h1itmahb8nGpnGx6+H5aD5eTt3g5S75yKz6vim0v1lCzt4uwGD3zFhpQPv17hnftQpWexsdXZfIH9ceoFWpu1iVzU9WHaFGwJfxq7mlbjE8TSuLUSEojFYRolFyjL2W+/Tdo5RG6OtMYaZ6Hqq+X3uYGFEoVaUXFTF20hPSiWaMVGceSZZnBrmFaqwZoqeyn7cgg7uCmEuZ443EBPh7TJ36XKxDY1VU4q6txVR8JBHffsV2DFEYjmswMtBmZaDMz0WZmBMqrxsV9Znj6ZT9djq7RwG6xtdBqb6XN1karvfUTUyIh6hCSTEnEh8SfNLBNGtOpv7mjqz5GQ7n9JEHdHhh5n0hthNC4QFCHxgfbhODH4gOtMQaUZ/dm8LHzz70OF/32QAj3OdzBx8HD7gqGt/tTpzeMGiXmEA2RRi2RRg2RIRrMxz3WEBWiHQ1w3SSvA3+qRKCfA2qHnVyyt5oMuYp73L/i4P6VLHXOI9kQS/Q3ptPefoRND9+P2znC8pu/xdSFSzm8vZ2dr9bhcfsoujiWxPIXsb34AgqTifoNs/lF3F5svmGuNGVx+5G9RDqtlJjXcFfnKrowk5pr5nCMGpVWwVWGI1xsv58Q7Oh0y9n1sQnZHk5I4xFMyeFMXbiU7HkLT1qV0Gn30Hy4j5bKflqrBrAPBFagmCJ1JOWaScyJIDE7Ar3p9EZ53p4enFXVOKsqcVVV46yuwt3QCMFCXJJejzYrC21WJtrMrGPBbbH82+A+GtrNtmaarE00W5tptjXTbG2mxdZyXJU9paTEYrSQaEokMSQx0JoSSQpJItGUeOojbFkG5yAMtY45WgIj7LHhfbL108boY0EdGn8soMd+TBt61i4k+vwy/Q43vXYXPTYXvXbX6OO+0ZB2jQa2y3vygDZolJiNGiJDgqFs1AQDOxDa5hANUcE28gIK6M9LBPoEc/n9rNl/hGZHP7/w3U1TSTGzbEuYEpJM1M357N/6OjteeJqIuHguu/u/kBSRbH26ms76IeKzwpgRXofrsQfx2e3Y1szj19MaOeLvYL4pnXtaasgaaKPBvJDv9K2nzB1HepaZmngNfp2SywyNLHfcTzh9qNWLKStLprvLQ5hfT57DRMEdK4hNO375lCzLDHQM01jWS2NZL511Q8gyaI0qErPNJOVGkJhjJiz6i8+nevv7cZaXM1JWhrO8Amd5+XE326ji49Bl56DNyUaXnYMuJxt1cvKn7hokyzL9zn4ahhposDbQbA2Ed4uthRZbCy6fa/RcjUJDkimJ5NBkUkJTRh8nhiRiMVpOrbqe1x0YSQ+1BtuWE8K7FdwnFJFSak4e0GNH1yGWszL94ffL9A8HQrrX5qbH7gy2LnptLnpGwzsw7XGyFRw6tYJIo5ao4Gj5aFAfF9pHXzNq0WtEQI8HUZxrgv2yroNyu5N75Ifoqc4i3zqP7NAUwr8yhX89+Ttq9uwgZ/7FLLvldio+6mbPG3vR6FQsXGzA+PwvGK6sxF80lb8tl9is2kmWLo6/9OuZ17CV3tA8blPcyjvtWaSlhkGSnsMGJSsNbawcfoBIextq9ULKSpPp6YG4mEgu9oQR5w4l9tsFRKQG6qPLfpmO+iHq9nfTWNaLtTcwNxyVFMLMVamkTosiJsX0hQpU+axWnBUVjJSX4ywrx1lejqc9uEuhJKFJT8c4bx66vKloc3LQZWejDDt5GQCv30ubvY36wXoarA2BAA8eVvexmhtjQ3t+/PzR8E42JRNrjP3sVSIeZyCkB5tgsBkGgu1gcyCs7V1wYo0SYzSEJUJUFmQsDTwePZICt42fwZUffr/M4IhndBQ92o4J56Nh3e9w4ztJSmtVCqJCtESbtCRGGChKDic6REuUSTvaHn3dqBnf1RvC6RMj9DNsS5+VG0vruVR+i2WtOzDVXc28sGkYrk7k9T/9L10NdVz8pa+TUXwpW/5RSVeDlbSpoeQ0v4rrzVeQYqN5//Ik/hR5iChtOHe41axvOIDTmMQD3mv5+1ARifGhdKcasJpULDF0s3bkQSz+WtSqeZSVpdLToyAhPoE5UfmEl3rxDbsYnOGg8NrL6W6yUbOvi7r93dgHXCjVCpJyIkiZFkXqtEhCIj7fhUzZ7cZZVcVISQkjpWU4y8txNzWNvq5OTkafn48uPx/9tHy0uVNPeoHS4/fQbG2mdrCW2sFa6gbrqB+sp8nWdFxVvih9FGlhaaSFpgXasDRSw1KJM8b9+9D2ugLBPNh0fFgPNgc+Zu86/nyFGsKTAsF8tB0b1qHxZ2wFiN8v0+dw02V10mNz0W1z0mUd27rosTrptrnwniSkNUoF0abASDo6GMhHQ/lYqyHKpMWknfhVHMK/J6ZcJki3y8PiPRUYPU3cPfAgnrJrWa4vRnlZBBsf+QUuu53Vd3yPYUcCO1+pQ6lSMDO1H/3//RLZ6aRxzXR+PqUStwa+qojmazW7UGvC+ZtyA7/tX0BEpAl7hon+cBVzDYOscz1Esq8MlWoOFeXpdHerSIiLZ1boVKKqJHD56fV1UO3cT+Lir1Nf0oe114lCKZGcF0nmzBjSCqLQ6E79Fzdvfz8jBw8yUlLCcEkJzrJyZFdgekNlsaCflo8ufxq6/Dz0eXkow4+//V+WZbqHu6nsr+TIwBFqB2qpHaqlYahhNLgVkoIkUxLpYemjoZ0elk5qWCqhmn+zE9HIIAw0QH/DmLYx0FrbOG6ErVAFwjk8OXikBI/gc5MFxrmGts8v02d3nRDOgWDuth5tAyPqk42mIwxqYkw6YkK1Y9oTg1p7Tiy1E8aPCPQJ4Jdlrj9Yw87BQf7b/RM8+xexxrcYzyIVm/72ANqQEFbf/l8cfN9Jc0Ufiel6skufQN63DWdhFg8stlKm72OVLoG760qI8cm8rr+Cn/QuR2WKwJtloidKQ4HezhWeP5Ll3YNKNZPDFZl0dWlIsMQzKySXyCoJySejnxZFWffH7N/5BuqQq1BpU0jMiSBzZgzphdHojJ99V6Esy7gbGhneu5eRAwcYPliCp6k58KJajW5qLobCIvRFReiLClHHHn/rv1/202JrobK/ksq+Sqr6q6jqrzpuJUlCSAIZ4RlkhmeOHmlhaehUJ/lNQZYDK0D6agPHccHdEFhBMpYxGiLSwJwWaCPGhLYpbtxWhMhy4CJix5CTjiEnXcFw7jlhZN1nP/ncdKRRQ0yojhhTIKBjQ08e2lqVmJO+EIk59Anw55YePhwc5uv+J3BVTmG5ay6OmS7+9adfE5OWztyr7mLLU204HR5mxHcS/s9fIeu0vH19Bk+k1JOti+LvbXZm2Hez07SC9d2rsftjUU0Lo8OiJVs/wje8f2DqyIeoVQVUHtlAZ6eOBEs869KyiTqiQJIlDEUxuNK9bP/wdWp2f4xKN5uF1y0le44FQ+i/v/gmyzLuujqG9+7FsWcPw/v24esJrPNWms3oZxQRcc016AsL0eXlHVdr2+P3UN1fTWV/ILgr+yqpHqjG4QlUXlQpVGSGZ7IocRG55lxyI3OZEjHl5BvnuuzQcygY3HXHAryvNlBH5ChJGRhlm9Ng6vpjwW1Og4hU0H6OJYX/5nvS53DTGQzrjqEROoacdA45aR8codMa+Lj7hJUekgRRIdrRkM6PDws8PhrcoTpiQwMjavU5vm2dcO4SI/Qz4LB9hEv3VlEk7+aKpneYVvt1DNPUvP3qIyTnF5BSdBP7NrURGq5iWt3TaEo/onVuGj+f3YYvTMe3bS6u7mygLmQ2dw1cTb0imZDMMNridaToPVwt/5NCz9tolFOpqs6mo91IQmwcM3XZRNcELlQZZsYwENnPni2v0F59GKVKh6TKZ82dt5E5M+5T++5uacGxbRuOXbsZ3rsXX39g9KyKjcUwezaGWcUYZs1Ck5o6+mu8X/bTONRIaW8pZT1llPeVUzNQgyd4o4tepSc7Ipsccw65kbnkmnPJCM/45B2Rw/3QUw291YG2pyrQWtuOPy80ESIzIDJzzJERGGmfRp3toys/xoZz+6CTzmBodww56bR+MqzVSonYUB3xYXosYTrigoclTB9sdUQaNahEUAvjQIzQzyKPX+bbFTUY5SE2DL1ETN1N6FMUvP3qI6QVzcJgXsfeN9tIjhohbdPPkDQyj98QyeaUVq6WQrmzrgK/JpFv+X7Ae/2FRKSHMZSoR2/0czvPMMf9GhplFkfq1tHeZiI+Jo7LE6cQXadEUioxzI6hS9/Ce+/+nr7WZkKjY5m9/iZKPwwlb1HaJ8LcPzKCY+cuHNs+xr5tO57mwBSKKj6OkIULMcyehWHWLNRJSaMB3jvSS2nLB5T3llPaW0pFb8XoPo8h6hDyIvP4Uu6XyDHnkBOZQ4op5fg9HF02aCuBrnLorjwW3I7uY+eoDYHVIqkLAm1kViC4zemg+WK72Hh9fjqtTtoGRmgdGKFtcITWgWHaBkdoGxihfdD5iZtcxoZ1YVL4cWEdHx4I6yijFsUkvONQOP+IQB9nDzW2UTHs59veJ6B8OanRMWza8ggZxfNxuZdQV9JPjr+UuJf+Qlt+DD9b0oc5TMXf23rI9/TzKF/mj4PLCEsxM5ysR2eSuEV6jQWe59EpU6itX0trayjxMfFcFp9FTIMKhUqJ/qIYmuVq9m7+G9aebqKSUlh9xz1kzV3IpkfL0OiszLksDQjcNm/f+iG2Le/h2LYd2elEMhgwzp6N+aabCFkwH3VKCpIk4fP7qBms4UDVs5R0l3Cw5yCdjk4gUPUvKyKLNelryI/KZ3rUdFLDUo+tLpHlwIqRI29DZzl0lQXagYZj3zBtKERnw5RLIToHorIDz8OSPvcSP5fXR8egMxjWw6PB3RoM7E6r8xMXF6NNWhLC9eQlhLEizyLCWpjUxJTLOCq3DbNiXxVz5G2sLKtikXM9bx34A0nTZmMduhjviJf82qeJaN/Ls8u1vFng4uZhL9/oameLZgU/sa7DH22hKz0Eo1nFOsU7LPH8E4PCQn19Pi3NEcRHxzFTmUVMoxqFVoWuOIo6x0H2vbeREZuV+Cm5zF6/gfSiYpAkPnruCOUftrFwTSyJA/uxvbeF4f37wedDZbFgWrYM07Kl6IuLUWg0DHuGKesto6S7hJLuEg71HBqd944xxFAUU8T0qOlMj55Ojjnn2MVKrysw4u4MhnZXOXRVjNmPUQqMri35EDst2OYH5rxPcQWGLMsMDHto6nPQ3D9MU1/gaO4PPO+2uY7btU0hgSVUR0KEnoRwPYkRBhIi9CQGn8eH68XdiMKkI1a5nAVuv59Ldu2n02nnO+1/ZFbDTWyveJLozDwGBy7GqPYzdfv9+IxD/PSyEcKiDdzXUo9eSuZ221epN+ZgyzAhW7SsUW9jlftxTIoIGhqm0dwUSVyUhZlSJrEtWhQ6NdqZEVT276Lk/U14nCOkFRUze93VJObmI/tlmir6OPheM23Vg6S7Sknd+RcAtFlZhCxfhmnZcnR5U/HKXip6K9jZsZNd7bso7SnFK3uRkMiMyGRGzAyKYoooiikizhisjeJ1Q/dhaC+BjoOBtuvwseJQGhPE5h0L7dh8iJ0Kms8uiCXLMr12N/U9dhp6HTQGA7upb5jmvmFsruNLusaGakkxG0mONIwGdWJE4LElTCcuMArnHRHoZ8H/1tTwUKuDbw4/ytw9C2mq24wuLg67bTkRCjv5H/2Sqiw/D67ycKN7hFv6rfzBcxV/ZzWe9AhsSUaWaMtY5/kjsQoVTY3TaGyMJi4yjhlkYGnToTSqURaGUt72IWUfv4vf5yd73kJmXX4VManpeNw+qnd1cmhLC4Ndw+g1PhIqXyPdV4n5xhswLV+OOjmZhqGG0QDf27UXh8eBhERuZC5z4uZQHFtMQXQBYdqwQFnW3iPQujcQ3O3BuW9fsP6JLhziCyG+KHBYpgeWAn7GdMmw20tDr4P6HkewtY8+HxvaaqVEUoSB5EgDKWYDyZFGUswGUiINJJkNYoQtXHBEoJ9hZdZhVu6vZI5/B1futqJo6MWuceH2riPa3U7unod4db6PXfOU/LKjDdmby3eGv0p3fDqDWSYKje1s8DxEmjRES0shDfVxxJnjmCGnY+nQozRpIF/Pwbp3qdrzMQqVkvzFyyleeyXhljjsAy7KPmyl4uM2XA4vMSkmpl0UifzDL2HIzSbuz49SMlDG+83v837L+6Nz4EmmJObGzWVu3FxmW2YTrgsPrN1u3R8I8NY9gceu4NJAbRjEF0DcmACPSP23UyYur4+6bgdHumyjR3WXjZb+44tSJYTrSYsykh5tDLYhpEcZiQ/XT8oSp4JwpohVLmeQ2+/nP0oPYZKdXFJfSkzXVGr8/cieq7HYqkivfpLfXOnBlOjnny3d/N55Iy9qVmErCiPe4uYb3l9R6K2is6OQbXVziQmLZ3VoOnHtBlRhWryzleyq2kTDM3vR6PUUX3YFM1avIyTCTHeTlc1PVFC7rxu/LJNeGE3BsiTiMsJou+9nWG2DPL/CwGuvXoLVbUWr1DIvfh63Tb+NuXFzSTQlwlAbNG6D0p9A867AaBwCtbRj8iD/SkiaDYmzwJzxqSNvr89PY99wILA7j4V3Y9/w6IVIlUIiPdpIQWI4G2YmkREdQnq0kdRIoyjcJAjjQAT6aXqgtoZaj57b7P8gt3YBh/o3odBtIG6gmoTmp/jJDX6uUFqZ2xnNta6fU5c8BTINXKN8iZXeN7H157Ozai1mYzwr9BnEd4SgitDhnOll26GXaX/+MPrQMBZcdxMFl65GozfSWNrL5icO0F4ziFqrJH9xAtOXJI1WP+z58D2Gnn2ezUUSr0uHWJy4mKXJS7ko7iIMI0PQ8BG8/6tAkB9dcaILg6S5MP3aQHgnzPjUG3EGHG4Od1ipaB/icLuVqk4b9T2O0SV/CglSIo1MiQ1hzbQ4smJNZFtMpEYa0ZzB/UEF4UInplxOQ6nVwar9Vczxb+fmHTJNVbvw6VZiGeohovspfnu1zP8b6abStpTfar7M0LQo5poruM73Z/T2WCoqpqBXxTPTn0nqQDiqSD32RAc79r1Ib2sTodExFF92JflLLkH2K6nc0UHpB61Ye0YIMWspWJpE7vx4tPpj/y87Dx+m8qYb6NG5Uf3tNyxKX4qq4yDUvAtH3g0sHYRAgKcsCKzzTl0QuIh5Qq0SWZZpGxyhot3K4XZrsB2ifejYLj1xYTpy40LJig0hO9bElFgTmTEhYm5bEM4QMYd+Brj9fpZs30Wfx8n3al5Gs0NmUJGHxepCO/Qkj1/p474BK39y3MxbCUsIzVbwNcUfyPe0cfhwAT5XGjOlTDIHIlFHGxiI6mP73hex9nQRmZjM7PUbyL5oIcNWL6UftHJ4WzvuES+W9FAKliWTXhiFIriCw+90Yn3rXww89xzO0lIcWtj/3RncFqKF2i2BjRYkJSRfBFmXQMaSwMqTMQEuyzKdVielrUOUtg5S2jpEWdsQg8OBlSsKCdKjQ5gaF0pefCh58WFMjQ/FbJyYrcsE4UIl5tDPgAdqqqnzGvim7SmiDiXShEzUsALV0N95Yb2H/+5VcLfnXqoKclkUs5Mb/c/QVZ/Fgc5VFGmmkDsYi9ZsoDezm493/5UR6yDxU3JZ+rXbSC8qpqvRxntPVlFXEtj0IaMoMD9uST9WJ9zd2MjAc88z+Oqr+IeGUGek8+oKAwczHTzVtAkM0ZCzJhDi6UtAf6zSodPjo7Spn31N/RxoGuBQ6xA9tkCVRKVCIjvWxMo8C3kJYeTFh5JjMWHQiH8ugnAuEz+hX0CVfZg/tjmYJ++kaH8aDdYWwuRitAMP8dFlw3ytO5qbdT/AWRzJ3boHSRsYorRyGenqbK62JxMSZqI3rYttex5jxG4ltWAGc9ZfQ9yUXBoO9fHKbw7QWW9Fo1dRsCyJ6UsSRzdYlr1e7Fu3MvDsczi2bweVCtMlyzFdu4GHB//OC13NPKnMRHfVs2ApGL2IOeBws7u8g32NA+xrGqCifWh0s930KCMLMqOYnhjG9MRw8uJDxZSJIExCItA/J78sc8fBveiRWF1TR0fDCAblQkwdj3Bg1RDFPdO5JfZ20qd28k3/g3QfzqTDvoAVjnTiNJH0J/bx3oG/MeKwkT5jFnOvuo7IxAwqt3fw/tO7sfU5CY3SseCaLHLnxY3WJvf29DD40ksMPP8C3s5OVBYL0XfdSe+yQp4a+IBNdd/D6rFxvUdN8XXP4VTo2V/fz7baXrbV9FLeHthGTqNSUJAYxtcXpFGcYmZmSoSYNhGE84SYQ/+c/lp/mJ80ufmS7RlmvaGi15dFctNT7FndhHlgEb9N/zrrUjZx8cBeGmrmUTiSR643EUe0nY9Kn8U+3E9G8Vwuuuo6jBFJlG1tofyjwPx4XEYYhcuTSS2IQqGQkGWZkX37GHj2WazvbgavF+O8eRiuuZKPUod5uW4jpb2laBQalqkiWNdymJa8J9jUGcGehn5cXj8qhURRcjgLMqOZnxnJtMQwUUdbECYxMYc+TrqcTv63cYgcuZ4Fu8w0ebVktr7Fvkub0Ayu4KFp13Fn1J8Ir5MZ6r6Cyx3ZaCPVfFj/At11DWQUz+WKDTegUEVzcHMLNXt3IMsy6UUxFF6ShCUtMD/us9vpf+01Bp97DldNLYrQUCK+dCN9K4p50rmdt+rvZbhrmMzwTH5Y/H0W2SDx7Tt5wruSn3/sY0qskxvmJLMwK4rZaZGEaMVfsyBcCMRP+udw1/6tuInkytoK2tskknu72H3xAdyOy3hzxgp+rPs11pIppA3MIVudQKn7I6r37iJ+Si7X3vlrfD4LOzc201rViEqrJP/iBAqWJREaFVg/7qyuZuDZZxl6/Q3k4WF0eXlE3PsTPsz28VLz61SVPo1OqWNF6gqujplDQdM+ePuXSLYOWuQYRuZ9n90L8ogN/Xz7gAqCcH44pSkXSZJWAg8BSuBxWZZ/dcLrXwUeAI7uRPCILMuP/7vPOdmmXN5sreaWmhHWON5m6UYr0mAEldmPg2oZb89Yyu2+x3BUXcwi2wxc6n62H3kZU1wMC6+7CYU6k33/aqS3xY4xTMP0pUlMXRCPzqjG73Zje+ddBp59lpEDB5C0WkJXr6JnZTEvKkt4p/EdnD4nueZcrkpdxephF6aylwO35UtKeuMW8ePGAuasvIGvLcqe6G+TIAhn2GlNuUiSpAQeBS4BWoG9kiS9Lsvy4RNOfV6W5TtOu7fnIIfXy38eaSeOYS7d4cU2YqEv+nGMmjm8NeMibh18Gl3NVSwgg93dr9Pn7WD+l75MWOwc9r/dSl9bOWHRepbelMuU2bEoVQo8bW10/+UFBl96CV9/P+qUZEz33MlH05W80PEWdY1vYlAZWJu+hqsNqeTVfgyv/Sd4nYG64ZfcR2/aOjY804BkhofnZU30t0kQhAl2KlMus4FaWZbrASRJeg5YB5wY6Oet/3dgC71SLHc1vk9/qxal9yV0lgzeKprP9Z1vkdp4DREeL281/5H0uXOYOedODr7XR19bFeGxBpZ/bSpZxTFIEji2bWPg2eewb90KkkTIksV0r5jB86FVbGl5HHeVm+lR0/nZtNtZ2deOYdcLgS3YdOFQ9GUovIGRqOm8W9nFL56sxOb08sRXZ4lb6gVBOKVATwBaxjxvBeac5LyrJElaBBwBvivLcstJzpl09ve184I9ivmebcRu86MfLKO7WMPr09ayoXU7M1qvo71nH3WKRhZ89U5aqsLY8o9mwqL1XPL1qWQWxyIPOxj451MMPP0MnpYWlFFRGG6+iY9n6nhu8D2aBj7C5DBxVfplXIWR7KrNsPeHgQJZmcthxS/wZq5gR5ODjdvbeKf8PRxuH+lRRp66eTY5ltCJ/jYJgnAOOJVAP1nt0hMn3t8AnpVl2SVJ0jeBfwBLP/GJJOlW4FaA5OTkz9nVs88ny9x5qJQQdFy2uwvVoJ/2mQ28PvV2rm3dw5z2dZS0vkFkYRZpoXex8zUrWoONBddkkb8oAV9nBz3338/giy/idzjQz5zBwFdW8byliS3tz+Nt9jIjZga3WRZySdsRdB/8GbwjgW3YLrkXedo1lA7p2XiwjTde3UGv3YVJp2Lt9HjWFcUzJy1SlJYVBGHUqQR6K5A05nki0D72BFmW+8Y8/Svw65N9IlmWHwMeg8BF0c/V0wnwu/Jt1EkWvtL9Ku5qHT1Tzi0JrgAADUZJREFUXuDNzLu5rn0fxS0L2d3zEmkL1tFUGY3Pa6NoeTIzV6XgP1JBx/cexPbuu6BQoFm+mF2LonnKv512xxOE94ZzY9parhx2kV6xCawbA8WyCm+Awhtp1Gaz8VA7rz1WTUOvA41SwdKcGNYXxbM4O0bcxSkIwkmdSqDvBbIkSUojsIrlOuCGsSdIkhQny3JH8OnlQOW49nICtAzbeKRHTZ6/jNwPldgMW9ia8g1uHNzP1LoCyv0fEZZ2PbUlOhJzQll8Yzaq+nI6b/0Zw/v2oQgNxXPtal6a5uB1+8f4bD7mxBbz3cjZLG3cj2bLw4EplYylcOl99CQs483D/Wx8rZ1DLR8iSTA3LZJvXpzOyvw4wvTqif6WCIJwjvvMQJdl2StJ0h3AOwSWLT4hy3KFJEn3AvtkWX4duFOSpMsBL9APfPUM9vmsuH33B/iJ5eqyI0g9Xeyds4C1ciXpldk0GBtw2tfjt+pZ9tVMkhQt9N7zHwzv2YMyJpqub6zlryl1lDrexuQy8eWkS7hmcJCkA/8Cty2wWfKy/8aRu4F3mhVs3NPO9trt+PwyuXGh/Gh1DpcVxBMXpp/ob4MgCJOIuPX/JJ6vO8RdzTLrrP/ioue81E8pJTQ1hoJ9U2jR2BgenktKXhTz56mwPfpbhnfuQhFl5vDqXB5OqqLXP0RmaCo3ahNZU78Pfe8RUBsg7wq8BTfw4UgmGw91sPlwJ06Pn4RwPesK41lflMCU2JNvKiEIggDi1v/Pxerx8NPGAZIYYsFWH9bYd/FkFzNtRzK1sg/ZNY95a+Kx7H2Wri+/iBQWStkNxfwu6TDDyr0sNRdwg81BcdlWJL8XkuYgX/YwJaFLeKViiE3/7GBgeD/hBjVXzUhkfVECM5MjUIiLm4IgnCYR6Cf43q63GZQS+HrtFlw95RxeuYC1e6KocSkJMc9gYXYv3p//F0MOB0cumcID+U04dGWsDcvmlvZGUupfC1zgnH0bzenX8HyDjtfea6d1oAydWsHy3FjWFyawaEq0WDsuCMK4EoE+xo7OBt7wJLDItY3YrS72zEthdXk0NUMKLGnFFDY/h/v+zfTnxPGri920RTVzhT6VrzeUkFD/NsQVMLzqId7wXcRzB3sp2dqGQoL5mVF8d/kUVuRbRKEsQRDOGJEuQV6/zHfKqwhXaFm1rZ/WjMMsGFxIY7eK9LRc0l+/G493hOdXh7BxejdrdIn8tbEMi7MOOXsNJclf4cmmaN55owuXt5asmBB+tDqH9YUJxIhiWYIgnAUi0IN+vvddmpVx3NK+EUfPQVTT52I9oCY1Ipq0Z+6iIzWEX670kRCj55nmVvLdHbhzr+KFkA08XKqk9dAIoboerilOYkNxItMSwpAkMS8uCMLZIwIdqLP28YQjnAJfCRlbnOydm0/xLgXRfhVpm+7j3dkqXlzi4S6rk6tryrBmX8uvuZInS304PW5mp5n54cocLpkaK276EQRhwlzwgS7LMt/a/TEKZSxX7m+kPKObOQdSiHDIJFc+xu/XS6iyJF5ubUIffzH/rb+B/ztoQKvycUVRAjddlMrUeFFLRRCEiXfBB/qTFTs5pErl6oG3GKmvZWp0FoZ+LZbaf3Lf9RKXaYe4biCUh8N/xqM16UQY1NxzSRpfmptChNiLUxCEc8gFHehDLif3d7lIoYtZ79qpz0/DvN1ITNM/+N2NEj9yd2NTXU5R+yr0xlB+tDqdG+ekYBQrVQRBOAdd0Ml0z0cbGVJO4ZaqD6lMbCd771Qs7U/z1HVe7nd5+PHwD9jpyOPmxWl8a3EGJp2opyIIwrnrgg303c1VvKXMYr5zN7oD9eSoskmsf4VNV9j5pjOOK4e+yfScKWy5PI8ks2GiuysIgvCZLshAl2WZ71cdRq+K5tKt7dhTE4nbvJOda7rJt83mFr7CTzZM46oZCWLpoSAIk8YFGegPfryRI+p0ru94h1ZjE4XbDexZXoXsWME7yTfxr2sLiQ8XlQ4FQZhcLrhA73FY+YvXTLq/jqyt1YQ6Uqic/hwu10oUs7/J02unolaKGiuCIEw+F1ygf+f9l7EZC/jGoQ9wxEXj69iIS3speWt/wPWzz/1t8QRBED7NBRXo71fs4X1jAQuHd+EYaCClqoGGqfNYcsP/sCQnZqK7JwiCcFoumED3+f38uK2NEJWZxVuPYGpS0pMfxrIbfs7FU6InunuCIAin7YKZLL530z+oV6exrm0HIwY19pwKZl//VxHmgiCcNy6IEXqntZenjRlkemswH65D6z5E9k3PsSDbMtFdEwRBGDcXxAj92x9sZBgj6w+UEdFhJ2blb1hakDHR3RIEQRhX532gv7pjM9tMM1hs3wUDNhwXz2fD8kUT3S1BEIRxd14Hutfv51eOYUIZYs6OKlyaDu788u3i7k9BEM5L53Wg//ClP9KkSmF98y6UA63c+r2/i42ZBUE4b5236dbQ2cLGqEKyvVVEVzUz9657iRZ7ewqCcB47bwP97j3v4kTHZftKiciIp3jqtInukiAIwhl1Xi5b/NubT7PTNJPlQ9tQ9bTwtR8+NdFdEgRBOOPOuxG6y+vhz9pQzHIfM/ZUcd2PH0ahEBdBBUE4/513gX7PC4/QokpiXcNuchZcjMUcMdFdEgRBOCvOq0AvrTzIJssccj2VRNW1sHr1honukiAIwllzXgX6T+pK8KBm1d6D3P4/v5vo7giCIJxV502gP/DUQ+w2FrF8cBczp01HpxVLFAVBuLCcF4FuH3bwXHwmkXIP0/ZVs+zyGye6S4IgCGfdeRHo39v4F9qUCayv2c3t//PARHdHEARhQkz6QP/X5td423IR09wVFEp6dFqxubMgCBemSR/oj7oH8KFk+d4SNtx6z0R3RxAEYcJM6kD/nz/dxz5DIZf07+KO7/50orsjCIIwoSZtoLe0NfH6lJnE+LuY09CD0Rgy0V0SBEGYUJM20O/7+BU6FPGsO7Kb275/30R3RxAEYcKdUqBLkrRSkqRqSZJqJUn6z5O8rpUk6fng67slSUod746O9adHfsnbMRdR4CrjP9Z+5Ux+KUEQhEnjMwNdkiQl8CiwCpgKXC9J0tQTTrsZGJBlORP4HfDr8e7oWK9nJAISyw8eJj4p5Ux+KUEQhEnjVEbos4FaWZbrZVl2A88B6044Zx3wj+Djl4Bl0hna5+3Hf/wZJbrprOjZyff/83/PxJcQBEGYlE6lHnoC0DLmeSsw59POkWXZK0nSEBAJ9I49SZKkW4Fbg0/tkiRVA1EnnvfZfsrjwOPXfffz/bGz5wu8p3OeeE+Tg3hPk8PpvKdPnZY4lUA/2Uhb/gLnIMvyY8Bjx/1BSdony3LxKfRj0hDvaXIQ72lyEO/p1J3KlEsrkDTmeSLQ/mnnSJKkAsKA/vHooCAIgnBqTiXQ9wJZkiSlSZKkAa4DXj/hnNeBo8tNrgbel2X5EyN0QRAE4cz5zCmX4Jz4HcA7gBJ4QpblCkmS7gX2ybL8OvA34J+SJNUSGJlf9zn68NhnnzLpiPc0OYj3NDmI93SKJDGQFgRBOD9M2jtFBUEQhOOJQBcEQThPnBOBLknSBkmSKiRJ8kuSNKmXJ31WmYTJRpKkJyRJ6pYkqXyi+zJeJElKkiTpA0mSKoP/7u6a6D6dLkmSdJIk7ZEk6VDwPf1sovs0HiRJUkqSVCJJ0psT3ZfxIElSoyRJZZIkHZQkad94f/5zItCBcuBK4KOJ7sjpOMUyCZPN34GVE92JceYF7pFlOReYC9x+Hvw9uYClsiwXAIXASkmS5k5wn8bDXUDlRHdinC2RZblwotahn3GyLFfKslw90f0YB6dSJmFSkWX5I86zewpkWe6QZflA8LGNQGAkTGyvTo8cYA8+VQePSb3iQZKkRGAN8PhE92WyOCcC/TxysjIJkzooznfByqBFwO6J7cnpC05PHAS6gc2yLE/29/R74AeAf6I7Mo5k4F1JkvYHS6GMq1O59X9cSJL0HmA5yUv/T5bl185WP86wUyqBIJwbJEkKAV4GviPLsnWi+3O6ZFn2AYWSJIUDr0qSlC/L8qS89iFJ0lqgW5bl/ZIkLZ7o/oyj+bIst0uSFANsliSpKvhb8Lg4a4Euy/Lys/W1JtCplEkQzgGSJKkJhPnTsiy/MtH9GU+yLA9KkrSVwLWPSRnowHzgckmSVgM6IFSSpP+TZflLE9yv0yLLcnuw7ZYk6VUC07TjFuhiymV8nUqZBGGCBUs7/w2olGX5wYnuz3iQJCk6ODJHkiQ9sByomthefXGyLP+XLMuJsiynEvg5en+yh7kkSUZJkkxHHwOXMs7/4Z4TgS5J0hWSJLUCFwGbJEl6Z6L79EXIsuwFjpZJqARekGW5YmJ7dXokSXoW2AlkS5LUKknSzRPdp3EwH/gysDS4fOxgcCQ4mcUBH0iSVEpgYLFZluXzYqnfeSQW2CZJ0iFgD7BJluW3x/MLiFv/BUEQzhPnxAhdEARBOH0i0AVBEM4TItAFQRDOEyLQBUEQzhMi0AVBEM4TItAFQRDOEyLQBUEQzhP/H4MLIXxmikpOAAAAAElFTkSuQmCC\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -383,12 +383,21 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/sb/projects/econ-ark/HARK/HARK/core.py:853: RuntimeWarning: invalid value encountered in add\n", + " self.history[var_name] = np.empty((self.T_sim, self.AgentCount)) + np.nan\n" + ] + } + ], "source": [ "# Test the simulator for the kinky preference class\n", "if do_simulation:\n", " KinkyPrefExample.T_sim = 120\n", - " KinkyPrefExample.track_vars = [\"cNrmNow\", \"PrefShkNow\"]\n", + " KinkyPrefExample.track_vars = [\"cNrm\", \"PrefShk\"]\n", " KinkyPrefExample.initializeSim()\n", " KinkyPrefExample.simulate()" ] @@ -415,7 +424,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.6.12" } }, "nbformat": 4, diff --git a/examples/ConsumptionSaving/example_ConsRepAgentModel.ipynb b/examples/ConsumptionSaving/example_ConsRepAgentModel.ipynb index fe7a9d51e..b6e6f3fb8 100644 --- a/examples/ConsumptionSaving/example_ConsRepAgentModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsRepAgentModel.ipynb @@ -76,12 +76,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a representative agent problem took 0.16985440254211426 seconds.\n" + "Solving a representative agent problem took 0.17218875885009766 seconds.\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -113,14 +113,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Simulating a representative agent for 2000 periods took 1.7260756492614746 seconds.\n" + "Simulating a representative agent for 2000 periods took 2.32295823097229 seconds.\n" ] } ], "source": [ "# Simulate the representative agent model\n", "RAexample.T_sim = 2000\n", - "RAexample.track_vars = [\"cNrmNow\", \"mNrmNow\", \"Rfree\", \"wRte\"]\n", + "RAexample.track_vars = [\"cNrm\", \"mNrm\", \"Rfree\", \"wRte\"]\n", "RAexample.initializeSim()\n", "t_start = time()\n", "RAexample.simulate()\n", @@ -143,12 +143,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a two state representative agent problem took 0.4269294738769531 seconds.\n" + "Solving a two state representative agent problem took 0.4133157730102539 seconds.\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -164,9 +164,9 @@ "RA_markov_params = deepcopy(RA_params)\n", "RA_markov_params[\"PermGroFac\"] = [[0.97, 1.03]]\n", "RA_markov_params[\"MrkvArray\"] = np.array([[0.99, 0.01], [0.01, 0.99]])\n", - "RA_markov_params[\"MrkvNow\"] = 0\n", + "RA_markov_params[\"Mrkv\"] = 0\n", "RAmarkovExample = RepAgentMarkovConsumerType(**RA_markov_params)\n", - "RAmarkovExample.IncomeDstn[0] = 2 * [RAmarkovExample.IncomeDstn[0]]\n", + "RAmarkovExample.IncShkDstn[0] = 2 * [RAmarkovExample.IncShkDstn[0]]\n", "t_start = time()\n", "RAmarkovExample.solve()\n", "t_end = time()\n", @@ -187,14 +187,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Simulating a two state representative agent for 2000 periods took 2.1404101848602295 seconds.\n" + "Simulating a two state representative agent for 2000 periods took 2.3576722145080566 seconds.\n" ] } ], "source": [ "# Simulate the two state representative agent model\n", "RAmarkovExample.T_sim = 2000\n", - "RAmarkovExample.track_vars = [\"cNrmNow\", \"mNrmNow\", \"Rfree\", \"wRte\", \"MrkvNow\"]\n", + "RAmarkovExample.track_vars = [\"cNrm\", \"mNrm\", \"Rfree\", \"wRte\", \"Mrkv\"]\n", "RAmarkovExample.initializeSim()\n", "t_start = time()\n", "RAmarkovExample.simulate()\n", @@ -216,9 +216,9 @@ "notebook_metadata_filter": "-all" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "econ-ark-3.8", "language": "python", - "name": "python3" + "name": "econ-ark-3.8" }, "language_info": { "codemirror_mode": { @@ -230,7 +230,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.8.7" } }, "nbformat": 4, diff --git a/examples/ConsumptionSaving/example_TractableBufferStockModel.ipynb b/examples/ConsumptionSaving/example_TractableBufferStockModel.ipynb index 6126d2bcb..a520e64f4 100644 --- a/examples/ConsumptionSaving/example_TractableBufferStockModel.ipynb +++ b/examples/ConsumptionSaving/example_TractableBufferStockModel.ipynb @@ -2,11 +2,12 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np # numeric Python\n", + "from HARK.distribution import DiscreteDistribution\n", "from HARK.utilities import plotFuncs # basic plotting tools\n", "from HARK.ConsumptionSaving.ConsMarkovModel import (\n", " MarkovConsumerType,\n", @@ -14,12 +15,13 @@ "from time import process_time # timing utility\n", "from HARK.distribution import DiscreteDistribution\n", "from HARK.ConsumptionSaving.TractableBufferStockModel import TractableConsumerType\n", + "import numpy as np\n", "do_simulation = True" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -35,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -51,9 +53,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a tractable consumption-savings model took 0.003774514000000062 seconds.\n" + ] + } + ], "source": [ "# Make and solve a tractable consumer type\n", "ExampleType = TractableConsumerType(**base_primitives)\n", @@ -69,9 +79,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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WEWYMn5iZwh0XTeHiqQmEaaWKyLAbUA/du6Z8XZ/HHur1+V7gUv+WJoGoqb2LP2wr5elNhzlQ00pibBT3Xzmd2y/MYNK40W6XJzKi6U5RGZCiimae2nSIFz8so62zh4UZ8Tx663xWzp6ojbFEAoQCXc6ou8fDG3sreXLTIT44UEdURBir503mzoszmZM2zu3yRKQPBbqcovFYF7/fUsKT7x+mrOEYqfGjeXBVLrfkpzNeSw5FApYCXU44XNvKr/9yiOe2HqGts4eLpk7g4U/OZFleim7HFwkCCvQRzlrLlkP1PP7uAd4oqCQizPDJeZO5+9IsZqeqrSISTBToI1RXj4dXdpbzX+8dZFdZI/FjIvni0ul89uIppIwd5XZ5InIeFOgjTOOxLn67uYQn3z9ERVM7U5Ni+OdPzebGBWnac1wkyCnQR4jKpnaeeO8gz2wuoaWjm0unJ/AvN85hSXaSbgISCREK9BB3oLqFNe8c4IXtZXR7PFw7dzJ/e8VU9cdFQpACPUR9dKSBX739Ma/uqSAyPIybL0jjC5dPZUqCTgESCVUK9BBireXdfTX88q2P2XSglrhREfz90mncdUkWSXHaJEsk1CnQQ4C1lg0FVfz8zX3sLG0kZWw037oml9sWZxA3KtLt8kRkmCjQg5jHY3l9byX//uY+9hxtIn3CaP7lxjncuDBV+6uIjEAK9CDk8Vhe3VPBzzfso7CimSkJY/jxTXO5YUEqkeFhbpcnIi5RoAeRHo9l3a5y/v3NfRRXtjA1MYaf3TyP6+dNJkJBLjLiKdCDgMdjWb+7gn/9czH7q1qYnhzLo7fO57q5k7XHioicoEAPYNZa3iqu5ievFbHnaBPTk2P5xe0LWDV7koJcRE6hQA9Qmw/U8pPXi9hyqJ70CaP52c3zWD0/VUEuImekQA8wu0ob+fHrRbxTXE1yXDQ/uGE2t+SnExWhHrmInJ0CPUAcrm3lR68Wsm5XBfFjIvnmqlzuvDhTG2aJyIAp0F3W0NbJzzfs5+kPDhEZHsaXls3g3suzGKsbgkTkHCnQXdLR3cPTmw7z8w37aOno5ub8dL66Iptk7UUuIudJgT7MrLWs21XBj14tpKSujSXZSXzzmlxyJ451uzQRCXIK9GG0u6yR767dw9bD9eROjOOpuxdzRXaS22WJSIgYUKAbY1YCjwLhwOPW2kdOM+Zm4LuABT6y1t7uxzqDWkNbJz95vYhnNpeQEBPFIzfO4TP56VqCKCJ+1W+gG2PCgceAFUApsMUYs9Zau7fXmBnAN4FLrbX1xpjkoSo4mPR4LL/fcoQfv1ZIU3s3d12SyVeWZzNutC54ioj/DWSGvhjYb609AGCMeRZYDeztNeYLwGPW2noAa22VvwsNNttL6nn4pT3sKmvkwqwJfG/1LPXJRWRIDSTQU4Ejvb4uBS7sMyYbwBjzF5y2zHetta/2fSFjzH3AfQAZGRnnU2/Aa2rv4pH1hfx2cwkpY6P5+W0L+OTcSRij9oqIDC1/XRSNAGYAS4E04B1jzBxrbUPvQdbaNcAagPz8fOun9w4Yr+4u56GX9lDT0sG9l2XxwIpsYqJ13VlEhsdA0qYMSO/1dZr3sd5Kgc3W2i7goDGmGCfgt/ilygBX0djOQy/t5vW9lcycNJbHP5fP3LR4t8sSkRFmIIG+BZhhjMnCCfJbgb4rWP4I3Ab82hiTiNOCOeDHOgOStZZnNpfwo/WFdPZ4eHBVLvdclqVDJkTEFf0GurW22xhzP/AaTn/8CWvtHmPM94Gt1tq13uc+YYzZC/QAX7fW1g5l4W4rbzzGN57fybv7arhkWgI//NQcMhNj3C5LREYwY607rez8/Hy7detWV957MKy1vPhhGQ+v3UN3j+Vb1+Zxx4UZuugpIsPCGLPNWpt/uud0xe4c1LZ08O0Xd/PqngoWTRnPTz8zT7NyEQkYCvQBem9fDV/5/Q6ajnXx4KpcvnD5VN3pKSIBRYHej+4eD//253089tZ+pifF8vQ9i8mbpBuERCTwKNDP4mjDMb787IdsOVTPzflpfPf6WYyJ0j8yEQlMSqcz2FhYxQPP7aCr28Ojt85n9fxUt0sSETkrBXof1loe27ifn75RTN7EsTz2NwvJ0oVPEQkCCvReWju6+cf/+Yj1uytYPX8yj9w4V2d6ikjQUKB7Ha5t5b6ntrGvqplvX5PHvZdnaW25iAQVBTqw5VAdX3hqK9bCk3cv5vIZOkVIRILPiA/0V3aW88BzO0iLH82vP38BUxLULxeR4DSiA/3xdw/wz+sKWJgxnsfvzGd8TJTbJYmInLcRGejWWn64roD/fPcgq2ZP5F9vmc+oSF38FJHgNuIC3eOxPLx2D09/cJg7L57Cw5+cpVv4RSQkjKhA93gs33pxF89uOcLfXjGVB1flaiWLiISMERPoPR7L15//iBe2l/Glq6bzwIpshbmIhJQREejWWh56aTcvbC/jqyuy+dKyGW6XJCLidyPirLSfvl7MM5tL+F9LpinMRSRkhXygP/7uAX6xcT+3LU7nf6/McbscEZEhE9KBvm5XOf/0SgHXzJnIP90wRz1zEQlpIRvou0ob+epzO1g0ZTz/est8LU0UkZAXkoFe2dTOvU9tISEmmv/47CKiI3TTkIiEvpAL9PauHr7w1FZa2rt5/HP5JMZGu12SiMiwCLlliz94eS87Sxv5zzvzdfaniIwoITVDf2lHGc9sLuFvl0xlxcwUt8sRERlWAwp0Y8xKY0yRMWa/MebBs4z7tDHGGmPy/VfiwBysaeVbL+xi0ZTx/OMntDxRREaefgPdGBMOPAasAmYCtxljZp5mXBzwZWCzv4vsT4/H8rXndhARHsa/37aAyPCQ+sVDRGRABpJ8i4H91toD1tpO4Flg9WnG/QD4EdDux/oG5In3DrK9pIHvXT+LyfGjh/vtRUQCwkACPRU40uvrUu9jJxhjFgLp1tpXzvZCxpj7jDFbjTFbq6urz7nY0zlQ3cJPXi9ixcwUVs+f7JfXFBEJRoPuTRhjwoCfAV/rb6y1do21Nt9am5+UNPhzO6119jaPjgjjn2+YrTtBRWREG0iglwHpvb5O8z52XBwwG3jLGHMIuAhYOxwXRt/YW8m7+2p4YEU2yWNHDfXbiYgEtIEE+hZghjEmyxgTBdwKrD3+pLW20VqbaK3NtNZmAh8A11trtw5JxV7tXT380ysFZKfEcsdFU4byrUREgkK/gW6t7QbuB14DCoDnrLV7jDHfN8ZcP9QFnsmT7x+ipK6Nhz85S6taREQY4J2i1tp1wLo+jz10hrFLB1/W2bV0dPOrtz9mSXYSl05PHOq3ExEJCkE5tX3y/UPUt3XxwIpst0sREQkYQbeXS3N7F2veOcBVucnMT493uxwRkeHR0QLVRWcdEnSB/vQHh2k81sVXlusoOREJQZ1tUFMEVQXOn+pCqCqExpJ+/2pQBXpXj4en3j/MZdMTmZsW73Y5IiLnr6sdaoq9oV3ghHZ1AdQfBqwzJjwKEmZA+gWw8E5IzoXvnXktSlAF+vrdFVQ0tfPDG2e7XYqIyMB0d0Dt/j4z7gKoPwjW44wJi4CE6TBpPsy7DZLzICkPJkyF8IHHdFAF+hPvHSQrMYal2clulyIicrKeLqj9GKr2+kK7utB5zPY4Y0y4E9IpM2H2p53gTs6DCdMgImrQJQRNoG8vqWfHEWcDrjCdDyoibunphroDJ7dJqgqdWbinyzvIwIQsZ5add713xp0LiTMgYuhOUQuaQP/t5hJioyP49KI0t0sRkZHA0wP1h/r0uAudvndPp29c/BQnsHNWOgGenAuJ2RA5/Du/BkWgt3Z0s25XOdfPm0xsdFCULCLBwuNxVpD07XHXFEN3r93Ax6U7s+xpV/lm3Ek5EBXjXu19BEU6rttVTltnDzdpdi4i58taaDxycpukusBZ293V5hsXN9mZZWdd4YR2cp4T3NFx7tU+QEER6M9vKyUrMYZFU8a7XYqIBDproenoqT3u6iLobPaNi01xAnvh55wAT/IG9+h410ofrIAP9JLaNjYfrOPrV+dov3MR8bEWWipPbpMcvwmno9E3bkyiM8uef1uvGXcujJngXu1DJOAD/cUPyzAGPrUgtf/BIhKaWqpPM+MugGP1vjGjx0PyTJhzky+0k/MgZuRs4Bfwgb5+dzkXTJmgs0JFRoK2ulNXlVQVQFuNb0z0OCeoZ672rSpJyoPYZBjhv8UHdKAfqG6hsKKZh66b6XYpIuJPxxr6tEm8H1sqfWOi4pywzll18ow7btKID+4zCehAX7+7AoCVsye6XImInJf2JudiZN92SfNR35jIGOdi5PTlJ/e4x6UpuM9RQAf6q7srmJ8er3aLSKDrbPVdkOzdLmk84hsTMRqSsp3lgMfbJMm5MC4DwoLyaIaAE7CBfqSujV1ljXxzVa7bpYjIcV3HvDPu3u2SvdDQa2vX8GjnTsmMiyDpLt+Me3wmhIW7VfmIELCB/toep92yavYklysRGYG62qF236mrSuoOcmJr17BIZ2+S1HxY8Flfu2R81jntECj+E7D/1N8qqmZGciwZCWPcLkUkdHV3OptK9e1x133s29rVhDtbu06cA3Nu9rVLEqZBeKS79ctJAjLQ2zq7+evBOj53yRS3SxEJDT1dzg6BvVeVVBU4we3pdsaYMGdr16RcmHWDb8adMH1IdwgU/wnIQN/0cS2dPR6W5mjfc5Fz4ulx2iInzbgLoGbfyVu7js90wjr3Wt+e3AkzIHKUm9XLIAVkoL9dXM3oyHDyM7V3i8hpeTzQcOjkNsnxHQJ7Onzj4jOc9siMFd5VJXnOBcsotTJD0YAC3RizEngUCAcet9Y+0uf5rwL3At1ANXC3tfbw+Rb1dnE1l0xLIDpCV8RlhPN4nKV/fVeVVBdD9zHfuLFpTm976hLfjDsxB6Jj3atdhl2/gW6MCQceA1YApcAWY8xaa+3eXsM+BPKttW3GmL8D/i9wy/kUdKimlcO1bdxzWdb5/HWR4GQtNJX1mXHv9W7t2uobFzfJ6W3nf97b457p3JQzaqx7tUvAGMgMfTGw31p7AMAY8yywGjgR6Nbajb3GfwDccb4FvV1cDcCS7KTzfQmRwGUtNFec2uOuLoKOJt+4mGRnxr3gDufj8eAerTaknNlAAj0V6HW7F6XAhWcZfw+w/nRPGGPuA+4DyMjIOO1ffv/jGtLGj2ZKQuCcAiJyzqyF1upTV5VUF0B7761dE5ze9tybfSe9J+eF5NauMvT8elHUGHMHkA8sOd3z1to1wBqA/Px82/d5j8fy14N1XJWb4s+yRIZWa22vmXav8D5W5xszKt4J6lk3OrPtEzsE6jdR8Z+BBHoZkN7r6zTvYycxxiwHvg0ssdZ29H1+IPZVtVDf1sWFUzU7kQB0rP40Pe5CZyZ+XPRYp7edd523TeJdyx2boo2mZMgNJNC3ADOMMVk4QX4rcHvvAcaYBcB/ACuttVXnW8zmg7UAXJSVcL4vITJ47Y1OT7t3m6SqEFoqfGOiYp2e9oyrvatKvDPusZMV3OKafgPdWtttjLkfeA1n2eIT1to9xpjvA1uttWuBHwOxwP94j4krsdZef67FbD5Qx6Rxo0ifoN0VZRh0tPTa2rVXy6Sp1y+gkWOcddvTruzV4851lglqh0AJMAPqoVtr1wHr+jz2UK/Plw+2EGstmw/Wctn0RJ0dKv7V2QY1RSe3SaoKobHPDoFJ2ZB52cl7csdPUXBL0AiYO0U/rm6lpqWTC6eq3SLnqavduVOy76qS+sOc2CEwPMq5xT19MSy607eqRFu7SggImEA/0T9XoEt/ujucHQKr+qwsqT/o2yEwLMLZVGryAph3u6/HPWGqtnaVkBUwP9nbDteTGBtNprbLleN6uqD241N73LUfg+1xxphwJ6RTZjmnvR9vl0yYBhFR7tYvMswCJtB3lDSwICNe/fORqKfbmV33XVVSu//kHQInZDlLAfOu9/W4E2doa1cRr4AI9Ia2Tg7UtPLpRWlulyJDydMD9Yd8G0wdP3eyphh6On3j4qc4wZ2z0reqJDEbIrX6SeRsAiLQdxxpAGBBRryrdYifeDzOCpKTVpV4t3btbveNG5fhhPW0q3wz7qQciNK2DyLnIyAC/cOSBoyBuWnxbpci58JaaCztM+MucLZ27b1D4NhUJ6yzrui1JDAHouPcq10kBAVEoO840kBOShyx0QFRjvRlLTSXnxzaVYXOTTmdzb5xsROdGffCO32rSpJyYHS8a6WLjCSuJ6i1lh1HGlg1e6LbpYi10FJ1cpvk+E04Hb12CIxJcmba8287+SYc7RAo4irXA/1gTSuNx7rUPx9urTWnriqpLnA2oDpu9AQnrOfc5Avt5DyISXSvbhE5I9cD/cOSBgDmp2vj/iHRVnfqqpKqAmir8Y0ZNc5pj8xc7VtVkpQHscnaaEokiLge6DtLG4iJCmd6ss4+HJRjDX3aJN6PLZW+MVFxTljnrOo1454JcRMV3CIhwPVA3320iVmTxxEepkAZkPamXjsE9rpA2XzUNyYyxrkYOX25r02SnOesNlFwi4QsVwO9x2PZe7SJWxen9z94pOls9V2QPBHehc4J8MdFjHZ2CMy6wtcmSc6DcenaIVBkBHI10A/WtHCsq4fZk8e5WYa7uo55Z9x92iUNh31jwqOdOyUzLoKku3wz7vgp2iFQRE5wNdB3lzmnnM9OHQGB3t3h3Cl50oy7AOoOcmJr17BIZ2+S1EXe0969ByqMz9QOgSLSL5cDvZHoiDCmJYXQrd7dnc6mUn173HUHTt4hMGE6TJwDc272zbgnTIXwSHfrF5Gg5W6gH20kb9JYIsKDsN/b0+WEdN9VJbX7wdPtjDFhTkgn5cKsG3wz7oTp2tpVRPzO1UDfU9bE6gWT3Syhf54epy3Sd8ZdU3zy1q7jM53AzrnGWQqYnOucjBM5ys3qRWQEcS3QO7s9NHd0B84FUY8HGg6d2uOuLoaeDt+4+Axnlj1juRPcSd6tXaN0MIeIuMu1QD/W5fSTZw13oHs8ztK/vqtKaoqhq803bmyaM8ueurTXntw5EK0boEQkMLka6KPCDNkThyggrYWmstPMuIugs8U3Lm6SM8te9PmTdwgcNXZo6hIRGSLuBXpnD3NT4oiOGOQ6amuhueLUHnd1IXQ0+cbFJDuBveCOk/fkHq09ZEQkNLg6Q5+deg6zYGuhtfrUVSVVBdDe4Bs3JsGZZc+95eS7J7W1q4iEuAEFujFmJfAoEA48bq19pM/z0cBTwCKgFrjFWnvobK/Z47FnvqGotdZ30vvx29+r9sKxOt+YUfFOUM++sc8OgUkD+ZZEREJOv4FujAkHHgNWAKXAFmPMWmvt3l7D7gHqrbXTjTG3Aj8Cbjnb60aFhzE3ATi8qU+7pMCZiR8XPdYJ7rxPnrwnd2yKNpoSEellIDP0xcB+a+0BAGPMs8BqoHegrwa+6/38eeAXxhhjrbVnetEcc5j5v53neyAq1gnr7KtPnnGPnazgFhEZgIEEeirQa4s/SoELzzTGWtttjGkEEoCa3oOMMfcB9wHMSo2DFd/3hfe4dAW3iMggDOtFUWvtGmANQH5+vuXSLw/n24uIhLSBbKJSBvTesDzN+9hpxxhjIoBxOBdHRURkmAwk0LcAM4wxWcaYKOBWYG2fMWuBz3k/vwl482z9cxER8b9+Wy7envj9wGs4yxafsNbuMcZ8H9hqrV0L/BfwtDFmP1CHE/oiIjKMBtRDt9auA9b1eeyhXp+3A5/xb2kiInIugnAjchEROR0FuohIiFCgi4iECAW6iEiIMG6tLjTGNANFrry5/yTS527YIKP63Rfs34PqH35TrLWn3YXQzTNFi6y1+S6+/6AZY7YG8/eg+t0X7N+D6g8sarmIiIQIBbqISIhwM9DXuPje/hLs34Pqd1+wfw+qP4C4dlFURET8Sy0XEZEQoUAXEQkRrgS6MWalMabIGLPfGPOgGzWcL2NMujFmozFmrzFmjzEmKE/pMMaEG2M+NMa87HYt58MYE2+Med4YU2iMKTDGXOx2TefCGPOA9+dntzHmd8aYUW7X1B9jzBPGmCpjzO5ej00wxrxhjNnn/TjezRrP5gz1/9j7M7TTGPOiMSbexRIHbdgDvdeh06uAmcBtxpiZw13HIHQDX7PWzgQuAr4YZPUf92WgwO0iBuFR4FVrbS4wjyD6XowxqcCXgHxr7WycbamDYcvp3wAr+zz2ILDBWjsD2OD9OlD9hlPrfwOYba2dCxQD3xzuovzJjRn6iUOnrbWdwPFDp4OCtbbcWrvd+3kzTpCkulvVuTHGpAHXAo+7Xcv5MMaMA67A2Ycfa22ntbbB1aLOXQQw2nvC1xjgqMv19Mta+w7OeQe9rQae9H7+JHDDcNZ0Lk5Xv7X2dWttt/fLD3BOZAtabgT66Q6dDqpAPM4YkwksADa7XMq5+jfgG4DH5TrOVxZQDfza2zZ63BgT43ZRA2WtLQN+ApQA5UCjtfZ1d6s6bynW2nLv5xVAipvFDNLdwHq3ixgMXRQ9T8aYWOAPwFestU1u1zNQxpjrgCpr7Ta3axmECGAh8Etr7QKglcD+Vf8k3j7zapz/MU0GYowxd7hb1eB5j50MynXQxphv47RTn3G7lsFwI9AHcuh0QDPGROKE+TPW2hfcruccXQpcb4w5hNPuusoY89/ulnTOSoFSa+3x34yexwn4YLEcOGitrbbWdgEvAJe4XNP5qjTGTALwfqxyuZ5zZoy5C7gO+JtgPwvZjUAfyKHTAcsYY3B6twXW2p+5Xc+5stZ+01qbZq3NxPln/6a1Nqhmh9baCuCIMSbH+9AyYK+LJZ2rEuAiY8wY78/TMoLoom4fvQ+I/xzwkou1nDNjzEqc9uP11to2t+sZrGEPdO8FiOOHThcAz1lr9wx3HYNwKfBZnJntDu+fa9wuagT6B+AZY8xOYD7wQ3fLGTjvbxbPA9uBXTj/HQb8LejGmN8Bm4AcY0ypMeYe4BFghTFmH85vHo+4WePZnKH+XwBxwBve/5Z/5WqRg6Rb/0VEQoQuioqIhAgFuohIiFCgi4iECAW6iEiIUKCLiIQIBbqISIhQoIuIhIj/DzSFfqcesa6+AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Plot the consumption function and whatnot\n", "m_upper = 1.5 * ExampleType.mTarg\n", @@ -82,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "lines_to_next_cell": 2 }, @@ -90,7 +113,7 @@ "source": [ "if do_simulation:\n", " ExampleType(**simulation_values) # Set attributes needed for simulation\n", - " ExampleType.track_vars = [\"mLvlNow\"]\n", + " ExampleType.track_vars = [\"mLvl\"]\n", " ExampleType.makeShockHistory()\n", " ExampleType.initializeSim()\n", " ExampleType.simulate()" @@ -98,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -141,14 +164,30 @@ " \"CubicBool\": True, # Whether to use cubic splines (False --> linear splines)\n", " \"MrkvArray\": [MrkvArray], # State transition probabilities\n", "}\n", - "MarkovType = MarkovConsumerType(**init_consumer_objects) # Make a basic consumer type\n", + "MarkovType = MarkovConsumerType(**init_consumer_objects) # Make a basic consumer type" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ "employed_income_dist = DiscreteDistribution(np.ones(1),\n", " [np.ones(1), np.ones(1)]\n", " ) # Income distribution when employed\n", "unemployed_income_dist = DiscreteDistribution(np.ones(1),\n", " [np.ones(1), np.zeros(1)]\n", - " ) # Income distribution when permanently unemployed\n", - "MarkovType.IncomeDstn = [\n", + " ) # Income distribution when permanently unemployed" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "MarkovType.IncShkDstn = [\n", " [employed_income_dist, unemployed_income_dist]\n", "] # set the income distribution in each state\n", "MarkovType.cycles = 0" @@ -156,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -169,9 +208,48 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving the same model \"the long way\" took 1.8243416120000004 seconds.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Difference between the (employed) consumption functions:\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "print(\n", " 'Solving the same model \"the long way\" took ' + str(t_end - t_start) + \" seconds.\"\n", @@ -182,6 +260,13 @@ "print(\"Difference between the (employed) consumption functions:\")\n", "plotFuncs(diffFunc, 0, m_upper)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -192,9 +277,9 @@ "notebook_metadata_filter": "-all" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "econ-ark-3.8", "language": "python", - "name": "python3" + "name": "econ-ark-3.8" }, "language_info": { "codemirror_mode": { @@ -206,7 +291,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.8.7" } }, "nbformat": 4, diff --git a/examples/ConsumptionSaving/example_TractableBufferStockModel.py b/examples/ConsumptionSaving/example_TractableBufferStockModel.py index 9b4e63fc8..c121c8b21 100644 --- a/examples/ConsumptionSaving/example_TractableBufferStockModel.py +++ b/examples/ConsumptionSaving/example_TractableBufferStockModel.py @@ -47,7 +47,7 @@ if do_simulation: ExampleType(**simulation_values) # Set attributes needed for simulation - ExampleType.track_vars = ["mLvlNow"] + ExampleType.track_vars = ["mLvl"] ExampleType.makeShockHistory() ExampleType.initializeSim() ExampleType.simulate() @@ -101,7 +101,7 @@ [np.ones(1), np.zeros(1)] ) # Income distribution when permanently unemployed -MarkovType.IncomeDstn = [ +MarkovType.IncShkDstn = [ [employed_income_dist, unemployed_income_dist] ] # set the income distribution in each state MarkovType.cycles = 0 @@ -120,3 +120,5 @@ diffFunc = lambda m: ExampleType.solution[0].cFunc(m) - MarkovType.cFunc[0][0](m) print("Difference between the (employed) consumption functions:") plotFuncs(diffFunc, 0, m_upper) + + From 4e0d3e722d7ebd2dafa1ed34e991ee6de78fdec7 Mon Sep 17 00:00:00 2001 From: sb Date: Tue, 9 Feb 2021 18:21:20 -0500 Subject: [PATCH 2/2] fixing ConsIndShock and Lifecycle examples #943 --- .../Finite Cyclical Test.ipynb | 231 ++++++++++++++++++ .../IndShockConsumerType.ipynb | 144 +++-------- .../KinkedRconsumerType.ipynb | 89 +++++-- .../ConsIndShockModel/KinkedRconsumerType.py | 6 +- .../PerfForesightConsumerType.ipynb | 62 +++-- .../PerfForesightConsumerType.py | 8 +- .../example_ConsIndShock.ipynb | 90 +++---- examples/LifecycleModel/LifecycleModel.ipynb | 102 ++++++-- examples/LifecycleModel/LifecycleModel.py | 22 +- 9 files changed, 516 insertions(+), 238 deletions(-) create mode 100644 examples/ConsIndShockModel/Finite Cyclical Test.ipynb diff --git a/examples/ConsIndShockModel/Finite Cyclical Test.ipynb b/examples/ConsIndShockModel/Finite Cyclical Test.ipynb new file mode 100644 index 000000000..19ad2b210 --- /dev/null +++ b/examples/ConsIndShockModel/Finite Cyclical Test.ipynb @@ -0,0 +1,231 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Initial imports and notebook setup, click arrow to show\n", + "from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType\n", + "from HARK.utilities import plotFuncsDer, plotFuncs\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "mystr = lambda number : \"{:.4f}\".format(number)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "CyclicalDict = { # Click the arrow to expand this parameter dictionary\n", + " # Parameters shared with the perfect foresight model\n", + " \"CRRA\": 2.0, # Coefficient of relative risk aversion\n", + " \"Rfree\": 1.03, # Interest factor on assets\n", + " \"DiscFac\": 0.96, # Intertemporal discount factor\n", + " \"LivPrb\" : 4*[0.98], # Survival probability\n", + " \"PermGroFac\" : [1.082251, 2.8, 0.3, 1.1],\n", + "\n", + " # Parameters that specify the income distribution over the lifecycle\n", + " \"PermShkStd\" : [0.1,0.1,0.1,0.1],\n", + " \"PermShkCount\" : 7, # Number of points in discrete approximation to permanent income shocks\n", + " \"TranShkStd\" : [0.2,0.2,0.2,0.2],\n", + " \"TranShkCount\" : 7, # Number of points in discrete approximation to transitory income shocks\n", + " \"UnempPrb\" : 0.05, # Probability of unemployment while working\n", + " \"IncUnemp\" : 0.3, # Unemployment benefits replacement rate\n", + " \"UnempPrbRet\" : 0.0005, # Probability of \"unemployment\" while retired\n", + " \"IncUnempRet\" : 0.0, # \"Unemployment\" benefits when retired\n", + " \"T_retire\" : 0, # Period of retirement (0 --> no retirement)\n", + " \"tax_rate\" : 0.0, # Flat income tax rate (legacy parameter, will be removed in future)\n", + "\n", + " # Parameters for constructing the \"assets above minimum\" grid\n", + " \"aXtraMin\" : 0.001, # Minimum end-of-period \"assets above minimum\" value\n", + " \"aXtraMax\" : 20, # Maximum end-of-period \"assets above minimum\" value\n", + " \"aXtraCount\" : 48, # Number of points in the base grid of \"assets above minimum\"\n", + " \"aXtraNestFac\" : 3, # Exponential nesting factor when constructing \"assets above minimum\" grid\n", + " \"aXtraExtra\" : [None], # Additional values to add to aXtraGrid\n", + "\n", + " # A few other paramaters\n", + " \"BoroCnstArt\" : 0.0, # Artificial borrowing constraint; imposed minimum level of end-of period assets\n", + " \"vFuncBool\" : True, # Whether to calculate the value function during solution\n", + " \"CubicBool\" : False, # Preference shocks currently only compatible with linear cFunc\n", + " \"T_cycle\" : 4, # Number of periods in the cycle for this agent type\n", + "\n", + " # Parameters only used in simulation\n", + " \"AgentCount\" : 10000, # Number of agents of this type\n", + " \"T_sim\" : 120, # Number of periods to simulate\n", + " \"aNrmInitMean\" : -6.0, # Mean of log initial assets\n", + " \"aNrmInitStd\" : 1.0, # Standard deviation of log initial assets\n", + " \"pLvlInitMean\" : 0.0, # Mean of log initial permanent income\n", + " \"pLvlInitStd\" : 0.0, # Standard deviation of log initial permanent income\n", + " \"PermGroFacAgg\" : 1.0, # Aggregate permanent income growth factor\n", + " \"T_age\" : None, # Age after which simulated agents are automatically killed\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "unpackcFunc is deprecated and it will soon be removed, please use unpack('cFunc') instead.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Quarterly consumption functions:\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "CyclicalExample = IndShockConsumerType(**CyclicalDict)\n", + "CyclicalExample.cycles = 0 # Make this consumer type have an infinite horizon\n", + "CyclicalExample.solve()\n", + "\n", + "CyclicalExample.unpackcFunc()\n", + "print('Quarterly consumption functions:')\n", + "mMin = min([X.mNrmMin for X in CyclicalExample.solution])\n", + "plotFuncs(CyclicalExample.cFunc,mMin,5)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Quarterly consumption functions:\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "FiniteCyclicalDict = CyclicalDict.copy()\n", + "FiniteCyclicalDict['T_age'] = 60\n", + "\n", + "FiniteCyclicalExample = IndShockConsumerType(**FiniteCyclicalDict)\n", + "#CyclicalExample.cycles = 0 # Make this consumer type have an infinite horizon\n", + "FiniteCyclicalExample.solve()\n", + "\n", + "FiniteCyclicalExample.unpack('cFunc')\n", + "print('Quarterly consumption functions:')\n", + "mMin = min([X.mNrmMin for X in FiniteCyclicalExample.solution])\n", + "plotFuncs(FiniteCyclicalExample.cFunc,mMin,5)" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)m" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "econ-ark-3.8", + "language": "python", + "name": "econ-ark-3.8" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.7" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/ConsIndShockModel/IndShockConsumerType.ipynb b/examples/ConsIndShockModel/IndShockConsumerType.ipynb index 4d2f8f412..9b1854185 100644 --- a/examples/ConsIndShockModel/IndShockConsumerType.ipynb +++ b/examples/ConsIndShockModel/IndShockConsumerType.ipynb @@ -263,7 +263,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'cFunc': , 'vFunc': , 'vPfunc': , 'vPPfunc': , 'mNrmMin': 0.0, 'hNrm': 44.991920196607595, 'MPCmin': 0.044536273404377116, 'MPCmax': 1.0, 'mNrmSS': 1.5488165705077026}\n" + "{'cFunc': , 'vFunc': , 'vPfunc': , 'vPPfunc': , 'mNrmMin': 0.0, 'hNrm': 44.991920196607595, 'MPCmin': 0.044536273404377116, 'MPCmax': 1.0, 'mNrmSS': 1.5488165705077026}\n" ] } ], @@ -454,7 +454,20 @@ "cell_type": "code", "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'IndShockConsumerType' object has no attribute 'aNrmNow'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mIndShockExample\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrack_vars\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m'aNrmNow'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'mNrm'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'cNrm'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'pLvl'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mIndShockExample\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minitializeSim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mIndShockExample\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msimulate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/projects/econ-ark/HARK/HARK/core.py\u001b[0m in \u001b[0;36msimulate\u001b[0;34m(self, sim_periods)\u001b[0m\n\u001b[1;32m 833\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhistory\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mvar_name\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mt_sim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontrols\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mvar_name\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 834\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 835\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhistory\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mvar_name\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mt_sim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 836\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mt_sim\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 837\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mAttributeError\u001b[0m: 'IndShockConsumerType' object has no attribute 'aNrmNow'" + ] + } + ], "source": [ "IndShockExample.track_vars = ['aNrmNow','mNrm','cNrm','pLvl']\n", "IndShockExample.initializeSim()\n", @@ -470,34 +483,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.plot(np.mean(IndShockExample.history['mNrm'],axis=1))\n", "plt.xlabel('Time')\n", @@ -519,22 +507,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.plot(IndShockExample.history['cNrm'][:,0:5])\n", "plt.xlabel('Time')\n", @@ -559,7 +534,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "code_folding": [ 0 @@ -621,18 +596,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "First element of solution is \n", - "Solution has 11 elements.\n" - ] - } - ], + "outputs": [], "source": [ "LifecycleExample = IndShockConsumerType(**LifecycleDict)\n", "LifecycleExample.cycles = 1 # Make this consumer live a sequence of periods -- a lifetime -- exactly once\n", @@ -652,36 +618,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "unpackcFunc is deprecated and it will soon be removed, please use unpack('cFunc') instead.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Consumption functions across the lifecycle:\n" - ] - }, - { - "data": { - "image/png": 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qlr3OiZCiLZFITsqyJ8B/P9bLzw8OE2M28MXXVXLHnmz0J+hmbF5x862RaR6eXcakU7gjzcGHspPJPQtt5k5nL+Pj9zA5tWbXKwvb9V6LwXB6225ejsfjob29naamJiYmJtDpdBQXF1NbW0tRUdGWpT9OhRRtiUTyClRVcO/hUf7jjz0suf289ZJs/u66EuwvG+wkhOCZRSffHJnmmUUnsQYdf5OTwvsyE0mKOnXn45md0c/M7B8ZH7+HpaWXIna9zMw7iY2t25IUjKqqDAwM0NTURHd3N6FQiOTkZF7zmtdQVVWFzbZ1/u2NIkVbIpEcR/PoEp+7v52WsWV25di567Y9VGYcP9gpJASPzC7zzZFpWlc9pEQZ+OeCdN5xFpwgHs84ExO/ZHziXgKB+W2x683NzUXSH6urq1gsFhoaGqitrSUtLe2s75U8FinaEokEgNlVH//xaDe/PjJGcoyJr7+5ltfWph8nUD5V5ddTmm1vwOMj32LiqyVZvCHVjmkbnSDrdr27mZt7AtDsepkZd+JwXLYldj2v10tHRwfNzc2Mjo6iKAqFhYXccMMNlJSUYDCcG3J5bpxCIpHsGIGQys9fGOa/H+vFGwzxwcvz+dg1RdhM6/KwGgzxs4l5vj86w7Q/SHWMhR9U5HLTNs8E0ex6v2Z8/FfH2PX+moyMOzCb08/4/qqqMjQ0RHNzM52dnQSDQRITE7n22mupqanZVHv52UKKtkRyEfP80TnueqCD3mknlxcn8blbyylIWs/TLgSC/HBslh+NzbEcDHG53ca3ylI4YLdtW4pACMHySiPjY/ccY9e7ZEvteouLi5H0x9LSEiaTiZqaGurq6sjIyNjR9MepkKItkVyEjC95+PLDXTzcNkmWw8L3397AdeUpEbGa8QX43ugs/29iDndI5abEOP4mJ4XabbTtBYMupqbvZ3z8nnW7XvqbyUjfGrue3++ns7OT5uZmhoaGAMjPz+eaa66htLQUo3F7C6dbhRRtieQiwhsI8YOnB/j2k/0IAZ+4tpgPXpGP2agVD8e9fr4zMsPdk/P4VcHrUux8LDuZMtvmZ2RslFfa9copLfkiKSm3nbFdTwjB2NgYTU1NtLe34/f7sdvtXH311dTU1BAXt7HNOecSUrQlkosAIQR/7prhXx/qZGTBzY2VqXzm5jIy7VrkPOTx8c3hae6dWkQgeGOqg49lp5Bv3R6P9cvtejpdFMnJN5GZsTV2vdXVVVpaWmhubmZubg6j0UhFRQV1dXVkZ2ef0+mPUyFFWyK5wBmYdfKFhzp5smeWwmQbv3jvJRwoSgS0JbnfHJ7mvulFjDqFt6Un8OHsZLLM2zNt7+V2PYs5m8KCfwjb9U7cYblRgsEgfX19NDU1RSbqZWVlcdttt1FRUYHJdPZ2SW4nUrQlkgsUly/INx/v50fPDmA26PnszWW8c18uRr2O9lU3Xx/Wuhcteh0fyEriQ1nJpJi2Pq97Yrve1WG73oEztutNT09HioprE/X2799PbW0tiYmJW/ElnFNI0ZZILjCEEDzQMsGXH+liesXHGxoy+fQNJSTHmGlfdfNfQ1M8OrdCjF7Hx3NSeF9mEglRWy8FJ56utzV2vRO1lJeUlFBXV7elE/XORaRoSyQXEJ0T2mCnl4YWqMqI4zt3NtCQY6fL6eEf2wd5eHaZWIOOT+Wm8r7MROK2eKP5+jLcu5mZeTgyXS+/4MyX4aqqyuDgIM3NzXR1dREMBklOTuaGG26gqqqK6OitmTFyriNFWyK5AFhy+/naY7384uAwcRYj/3Z7FW/alcVRj48PdgzxwMwS0Xodn8xN4YOZSVsu1qGQm6npBxkfu5tVZ8eWLsNd81Q3NzezvLyM2Wymrq6Ourq6HW8p3wmkaEsk5zEhVfB/h0b5zz92s+wJ8Pa9OXzyuhLmCPE33SPcN72IRa8NcfrrrCTsWyzWLtdRxsbvZmrqPoLBVWzRJVuyDNfv99Pd3U1TUxODg4MAFBQUcO21155XnurtQIq2RHKecmR4kbse6KBtfJk9eQ4+f1sFlngT/zw0wW+mFjHpdHw4O5kPZyVvac5aVQPMzv2Z8fG7WVx8AUUxkpx8I5kZdxIX13Daka8QgvHx8Yin2ufzYbfbueqqq6ipqSE+Pn7LvobzGSnaEsl5xsyql3//Qw+/bRwjJdbEN95SS21xAt8YmeH/ehYwKgrvz0rio9nJWzoe1eubYmL8/xif+BV+/wxmcwYF+Z8iPf0NREWdvkvD6XTS2tpKU1NTZEt5RUUFtbW15OTkoDsLK8l2EqEKAhPODV8vRVsiOU8IhFR++vwQX/9zH75giA9dWcBfXZrN96fm+chL3egVhXdnJPKx7JQts+4JIVhcfD5s1/szQqgkJFxBZsaXSEi4AkU5PZdGKBQ6zlOtqiqZmZnceuutVFRUYDafeIXZhYIIqHgHlvB2zuPpWkBd8W/4uVK0JZLzgGf75rjrwQ76Z5xcWZLEJ24s4QGXi2ub+wgJeFt6In+TnUz6FjXFBALLTE7dx/j43bjdgxiNdrKz3ktGxh1YLNmnfd+Xr+mKjo5m79691NXVnfGW8nOdkCuAt3sBb9c83t5FhF9FidJjLrFjLnPAv2/sPlK0JZJzmLFFN198qItHO6bIdlj5ztvqGYzR8ea+EZaDId6QaufTeWlb1sG4stLG2PjdTE8/iKp6iYuto7z8qyQn3Yhef3odhV6vN+KpHh8fj6zpqquro7Cw8IL2VAfnPHi65vF0zuMfWgEButgorHXJWMoTMOXHoxg3l/6Roi2RnIN4AyG+99RRvvvkURQFPnl9MQnFdv55ZJrx2QBXOWL4bEE6FVswyCkU8jI98xDj4/ewstKCTmchNfV1ZGbcSUxM+Wnd80RzqpOSkrj++uuprq7ekTVdZwOhCvyjq3jDQh2c8QBgTI0m5qosLOUJGDPObKytFG2J5BxCCMGfOqf514c6GVv0cHNVGlfuy+K7s/N09o1RE2PhG2XZHLCf+XB+t3uI8fF7mJj8DcHgMlZrIcVF/0Ja2u0YDKd3/6WlpYinem1OdW1tLXV1daSnp1+QnmoRCOHtW8LTOY+3ewHVGQCdgik/juhL0rCUJWBwbF2OXoq2RHKO0D/j5PMPdvBM3xwlKTH861tr+X3Iw8eGxskxR/G98hxuS45HdwbCp6pB5uefYGz8bhYWnkFRDCQlXU9mxp3Ex19yWqIaCAQinuqBgQEA8vLyuPrqqykrK7sgPdUhpx9v1wKergV8fYuIgIpi0mMudWApc2AucaCzbI+8StGWSHaYVW+Abz7ez4+fHcQSpedjNxTTlWDgU3OzJBgNfKkog7enJxB1BtY3n2+WiQnNrufzTWIypZKf93HS09+MyZS86fsJIZiYmKCpqYm2tjZ8Ph9xcXFceeWV1NTUYLfbT/us5yqBGXc47bGAf0TLT+vjTVh3pWj56bw4FMPm/46EEMyNDm/4+lOKtqIoZuBpwBS+/jdCiM9t+mQSieQ4hBD8vnmcLz/Szeyqj9vqMzCUxPHfi8sYF3R8IieFD2cnn/Z2cyEES0svMTZ+N7Ozf0SIIA77AUqK/4WEhKvR6TYfs7lcroinemZmBoPBQFlZGXV1deTm5l5QnmqhCvzDK3i65vF2LhCcC+enM2zEXpONuTwBY1r0af12srowx0hbC8OtTQy3NeNeXtrwczfyt+YDrhZCOBVFMQLPKoryByHEwU2fVCKRANA+vsxdD3RweHiRyow4rrw2j/t8LryLy9yZlsDf56aSfJpe62Bwlcmp3zM+fjcuVx8GQxxZme8kI+MOrNa8Td8vFArR399PU1MTvb29qKpKRkYGt9xyCxUVFVgs27fV5myj+kP4ehe1/HTPAqorCHoFU0E8tv3pmMsSMMRv3kXj93oY7WhjuK2J4dZmFsZHAbDExpFTVUtOVS1/f+/DG7rXKUVbCCGAtXYdY/ghNn1qiUTCosvPf/2ph3teGsFujeK2q/N43BrisHuVm5Pi+Mf8NAqtp1e0Wl3tYnz8bqam7ycUchMbU01Z6b+TknIzev3mhXV2djbiqXY6nVitVi655BLq6upITt58SuVcJbTi16LprgW8/YsQFChmA5ZSO+byBMzFdnTmzf1WoqohZgYHGG5tYqi1kYmebtRQEEOUicyyCiqvuo6cqlqSsnNRNvnbyYZOomhtT0eAQuDbQogXT3DNB4APAGRnn775XiK5EAmpgnteGuGrf+ph1Rvkito0etKiuDfkZ681mp8WpNMQt/nRoqrqY2bmUcbG72Z5+Qg6nYmUlFvDa7uqN30/r9dLR0cHTU1NjI2NoShKxFNdVFR0QXiqhRAEp91h//QCgdFVAPQOM7ZL0jCXJ2DKjUXRb05MV+ZmwyLdxEhbM16ndt/kvAJ23fI6cqrrSC8uwxB1Zp56RQukN3ixosQDvwM+JoRoP9l1u3btEocPHz6jg0kkFwqHhhb43P0ddE6uUJEdj7c0lg4lREm0mc/kp3FdQuym86IezxjjE79kYuJeAoEFLJZcMjPuJC3tdozG+E3dSwjB8PAwTU1NdHZ2EggESExMpK6ujurqamJiztxeuNOIkMA3tBxpGw8teAEwZsVgKXNgKU/AkGLd1N+D3+thrLOdodZGhluaWJgYA8Bmd5BTXU9OTR05lTVY4+I3dD9FUY4IIXad6rpNxfxCiCVFUZ4AbgBOKtoSiQRmVrz82x+6+V3TOMmxJuouz+IFc4gUk8LX8rN4c6oD/SZEQogQ8/NPMzZ+N/PzTwIKSUnXkpFxJw77vk2v7VpeXo54qhcXF4mKiqK6upra2loyMzPPe0+16g3i7V3UhLpnEeEJgkHBXGgn5opMLGUO9LEbz08LVWV68KhWPGxtYrynaz3lUV5J9bU3kFNdR0Lm9i4O3oh7JAkIhAXbAlzHhrvkJZKLD39Q5SfPDfI/f+nDH1JpqEvlSKKOGYPgE1mpfDQ7mehNOEL8/nkmwmu7vN5RoqKSyMv9KOnpb8ZsTtvU2QKBAD09PTQ1NXH06FEAcnNzufLKKykrKyPqDH9132mCy75INO07ugQhgc5qiETTpiI7OtPG3/uVuVmteNjSxHB7C97VFQCScwtouOV15G5RymMzbCTSTgN+Gs5r64B7hRAPbe+xJJLzk6d6Z/n8gx0MzLooy7MznmflOSO8LjmezxSkb3hGiBCC5ZVGxsfuYXrmEYTwY4/fS2Hhp0lKvA6dbuPOEiEEk5OTEU+11+slNjaWyy+/nNraWhyOM9uCvpMIIQhMuiJCHRjXPBOGRAu2/elYyhKIyolF0W0s8g14vYx2tTHcouWm11we0XYHBfW7yamuI6eqdsMpj1OdfXnGw+TRJSb7lzf8vI24R1qBujM5nERyoTO64OYLD3XyWOc0qXYLWQfSaYpWqI2x8sPCdPbEb2zWRijkZmrqfsbG78bp7EKvt5GR8RYyMt6KLbpoU2dyuVy0tbXR1NTE9PQ0er0+4qnOy8s7bz3VIqjiG1zWbHldC4SWfKBAVHYssTfkavnpJMuGUhRCVZkZGmBoLeXR3amlPIxRZJZXUnX19eRW15GQlXPGKQ81pDI35mSyf5nJ/iUmji7jCY9kNUVvPFO9qULkRpGFSMnFgscf4rtP9vO9pwfQKwrZlYm0JOpJNUfxmYI0/irFvqG2c7d7kLGxXzA59VttbZetjMyMt5GScisGw8ZdJaFQiKNHj9LU1ERPTw+qqpKenk5tbS1VVVXnrada9QTx9mht497uBYQvhGLUYSqMx1KegLnUgT5mY7/FrM7PHefy8IRTHkm5+eRU1ZJbXU9GafkZpzwCvhDTg8tMhEV6anCFoC8EQGyimbSCeNIK40grjMeeYkWn1219IVIikWgIIXi0fYovPtzF+JKHokI7fZkmeiwGPpGVvKG8tRAh5uaeYGz8F+E5IEaSk28gM+Ntm17bNT8/T1NTEy0tLayurmK1WtmzZw+1tbWkpqae6Ze7I0Ty053z+I4ugyrQ2YxYqhK1/HRhPLqoU+enA14vY13tkWh6fmwEgOh4O3l1u8itriO7qpbo+DNrvfes+pnsX2YinO6YG1lFVQUokJBho+zSNE2kC+Kx2U9vzC1I0ZZINk3f9Cp3PdjBc/3zpCZasV2aSlusntclx/PZgnQyT5G39vvnmZj4NeMT9+D1jofngHyC9Iy3YNrE2i6/309nZyeNjY2MjIygKAqFhYXceOONFBcXYzCcX9/eEf90hybUx+WnL8vAUp5AVFbMKfPTQlWZGR4MuzwaGe/uJBTUUh4ZZRVUXnktOTX1JJ5BykMIwcqcRxPpfk2kl6bdAOgNOlLyYqm7Ppu0wnhSC+IwbeHwqPPrb1Ui2UFWvAG+8ec+fvr8EKYoPSm1SQwlGamNi+YnRRnsfpXmGCEEKystjI3/nOnpcGHRfilFhZ8hMfGaDc8BOXb5bVtbG36/H4fDwTXXXENNTQ2xsbFb9eWeFURI4B9extO5gKdzPuKfjsqOieSnjcnWU95ndWGO4dbmyCwPz4pW2EvKzqXuxtvIqa4jo7QcY9TpRbiqKpgfc0YEevLoEu7lcD7aaiCtII6yfWmkFcaTnB2DfpOLDTaDFG2J5BSoquC+pnG+8odu5p0+Mgvt9GWZMNrMfPMUeetQyMv09EOMjf+c1dV2rbCY/mYyMu/cVGFxbVBTY2Pjcctv6+rqyMk58yLZ2UT1h/D1LeLpCM+fdmvzPcyF8WH/dAL62Ff/bSXo9zPe3clgyxGGWxojU/KscfHk1dSTU1NPzhmkPAL+EDODK0weXWKif5mpgWUCXi0fbXOYyCyxk1YYT1pBHI606A27U7YCKdoSyavQNrbMvzzQTtPIEinJ0YjqOEbjovhkdjIfyU4m+iRt3R7PCGPjdzMx8RuCwSWio4soKf48qamvw2DYmJNEVdVIUbG7u/u4QU2VlZXn1fLbyPzpznm8fUsQVLX5HmUOzOUObb6H6eRyJIRgcXKCoZYjDLU0MtrRRtDvQ28wkFFaweWXX01uTT2J2bmn9QPM4/SHI2itaDg7sooaCuej06Mp2ZNKWpGWj47ZwoUGp4MUbYnkBCy4/PznH7v51aFRoi1GLLUJDCebeH2Knc+cJG8thMr8/FOMjf+C+fmnUBQdSYnXk5n5tk0tGFhYWIh0Kq6srGCxWNizZw91dXWkpKRs9Ze6bQTnPHjChUT/8Pr8adueVG2+R96rz/fwe9yMtLdGhHp5ZhoAe1q6ZsWrqServArjJn94CSFYnfdqtruws2NxSstH6wwKKTmx1F6bTVphHKn5cZijz60lDlK0JZJjCIZU7n5RG+zk9AWJL4xnMstCrcPGz06Stw4ElpiY/DXjY/fg8Y4QFZVIbu5HyEh/y4Y7FgOBAF1dXTQ1NTE4OAhAYWEhr3nNaygpKTkviopCFQTGnZpQd8wTnNGE0JgWTczV2VgqXn3+9FoBcailkaGWI0z0dKGGQhjNFrIrq9l161+RW1NPfMrm3DCqKpgfd0Zy0ZN9S7jC+egoi5aPLtmbquWjc2IwGM/OUKzg/Dyetja8be142ts2/Lxz/1+CRHKWeHFgns890EH31CoJqdF4ChzEJVj5Vn4at58gb72y2s7Y2C+Ynn4AVfURF7eL/IJPkpz0GnS6jXl8j93+4vV6iY+P56qrrqK2tpa4uLjt+DK3FBFU8R3V9iN6uhZQV/ygA1NuHNGX5J9yP6J7ZVnzTDcfYai1KbIMICk3n123vJ7cmnrSS8rQGzYe7Qb9IWaGV5jo00R66ugy/nA+OjreRHpRvJaPLozHkR6N7izko0Orq3g7Oo4T6eDEpPaHOh2mgoIN30uKtuSiZ2rZy5cf6eKBlglstiioczCfYuETOSmvyFurqp+ZmT8wOvZzVlaawpvLX09mxtuIiSnb0Ot5PJ7I9pepqSn0ej3l5eXnzfaXSKNL5zzenkWt0SVKh7lYmz9tKXWgs55YZNVQiIm+boZbGhlsbmR6sB+EwBwTS251Hbk19eTW1G+qgOjzBJnsX9LSHX3LzAyvaPlowJ4WTdHulLBIxxHjMG970Vb1+fB1deFpa8fT1oq3rR1/+LcnAGNWFtbaWsxvezuWqkrM5eXooqNhg+eSoi25aPEFQ/zo2UG+9Xg//pCKqSiOuRwrt6cn8E/5acflrX2+WcbH72F84h78/jksllyKij5LWupfYTSe2manqiqDg4M0NTXR1dVFKBQiNTWVm2666bzoVAwu+cL7EY9vdLHWJGmLAgriUU5ic1uZm9FSHs2NjLS34HO7UHQ60opK2f/GO8mtqSc5vwCdbmNpCdey7xh/9BJzY04QoNMpJOXEUHN1FmlF8aTlx2G2bW8+WgSD+Pr7j4ugfb19EAwCYEhKwlxVRdxtt2KurMJcWYHhDPdnStGWXJQ80T3DFx7qZHDOhS09GleBjdqUWP61KINdx+Stl1daGBv9aXhoU4CEhCvJynwnDseBDY1CXVpaihQVl5aWMJvNNDQ0UFdXR1ra5ib0nU1O2uiSdOpGl4Dfx3h4zvRgc2Nk6FJMQhLFe/eTW9tAdmUN5uhTu2i0JpZw0bBviYn+JZZntF2Nhigdqflx7L45j/TCOFLy4jBuYoLfZhFCEBgextPWjre9DU9rG96uLoRX85brYmOxVFZge897sFRXYa6qwrgNhWMp2pKLiuF5F194sJO/dM9gjY3C35CAMSOGbx6Tt9ZSII8yOvZTVlaaw0Ob3kpW5ts3tGMxGAzS09NDY2NjZPxpXl4e11xzDaWlpRiN55YbYQ2hCvxDKxHHR2jBqw1iynr1RhchBAsTYww1awXEsc52ggE/eqORzLJKqq95Dbk19Tgysk6ZmhCqYGHSdYxIL+Na8gHhJpbCeMoPpJNeFE9Sdgz6TW6X2fB7IQTB6elIBO1tb8PT3oG6os0pUcxmzOXl2N/8JsyVVViqKjGeJb+8FG3JRYHbH+Q7Txzlf58+CjoFSuJw59r4RK628Txar8fnn2N8/JeMj9+N3z+L1ZpHcfHnSEu9fUPe6unpaRobG2ltbcXj8RAbG8sVV1xBbW0t9jP8lXi7EEEVb/8SnvY5vF0LqK6AtiigIJ6YK8ONLicYxORzuxhpa2GopZHBliOszs0C4EjPpPraG8itbSCzrAKj6dXteKGQytyIMxJFTx5dwufSUgvRcVGkFcWTXhhPelH8tjaxBBcX8bZ3aOIczkWHZue0PzQYMBUXEXvjjVoOuqoKU0EByg45eqRoSy5ohBA83DbJlx7uYnLZizEjmtXCGG7PSeQz+WlkmKNwOnvpGv0JU9O/R1X94RTIO3A4LjtlCsTr9dLe3k5jYyMTExPodDpKS0upr68nPz//nCwqqr4g3u5FPB1zeLsXEf4QikmPudSBpSIBc8krG13WRpgONmue6YneLoSqEmWxkl1Zw97Xv5ncmnpik1594W/AH2J6cCUSSU8NLBP0qwDEJVnIr0kiLSzSsYnbUzRUXS68nZ3raY62dgKjWgoHRSEqLw/bvn2RCNpUVobOdPoDnrYaKdqSC5aeqVXueqCDFwbmMcVH4duTSFm2nX8tyqAh1sri4vM0d/+Q+YWn0enMpKW9keysd58yBbK2U7GxsZHOzk6CwSDJycnccMMNVFVVER29+QW9202kI7FjHm/forbRxWbEWpuEuSJcSDQc/wPGvbzE0DF2vLV5Hin5hex57RvIraknragU/atEnD53INJlONG3xMzwMZ2GGTbK9qWHLXhxRMdtvTAKvx9vT29EnL1trfiODoCq/aAwpqdjrqqKpDnMlRXobRvrWN1KVvwrG75WirbkgmPZE+Drf+7lZ88PozPqCJTFEV8Yz5cL0nltUjSzMw/xUs+PcTq7iYpKJD/vE2RkvJWoqFff4LKyskJLSwtNTU0sLCxgMpmoqamhvr6e9PT0c27+R3DRqxUSO+bwD4U7Eu0mbJemY6l45UaXUDDIZG83g+EOxJlBLR9vjYsnt6Zem+lRXfeqW1sizo5wumN+POzs0Csk58RQe21WZGaH6SS2wNNFhEL4BwaOi6B93d2IQAAAvcOBuaqSmOtfg7mqEktVFYaEhC09w6kIqSFGVkfoXeylZ6GH3sVeehd7mXRNbvgecgmC5IJBVQW/OTLGVx7tZsHlh6xoKI7lI4VpfCDNxOLUrxgd+zl+/wzR0cVkZ72X1NRb0elOHuGFQiF6e3tpamqir68PIQQ5OTnU19efczsVhRAEZ9x42l/m+EixYqlIwFKZ+IqOROfCvCbSTUcYbmvG53ah0+tJLy6LeKaTc/NRTpDmWXN2TPQtRSLp5dnjnR1rjSwpebEYNzD7elNf6+QkntZWzcXR2oq3sxPVHW5Hj47GXFmp5aDDaQ7DWf7Buuxbpm+xj57FHu3jQg/9S/14Q5rbRK/oyYvLo9heTLG9mPdVv29DSxCkaEsuCJpHl/jc/e20jC2jt5twl8Zye1EKf5dpIDj9E8bHf4WqenA4LiM76z3hfPXJv4FnZ2cjSwVcLhc2m43a2lrq6upIOMvR2ashhCAw5sTTMYenfZ7gnCaaUdkxWn66IhFj4roHXA2FmOjtYrD5CIPNR5gdGgDA5kggr7aBvNpdZFfVYLK+MsWz5uyIFA2PaQc3RRtIK9By0emF8SRm27bU2RFyurTouaU1LNQtkUKhEhWFqawUS2WVFkFXVxOVm3vCHzTbwVr03LPYQ+9C7wmj53hTPCX2EoodmkCX2EvIj8/HpF8PGBRFkZtrJBc+c04f//FoN/ceHkNv1uOvslNTksBnsww4Fr/P0JH7gBApKbeSk/0BbLaSk97L5/PR0dFBU1MTo6Oj6HQ6iouLqa+vp6CgAP1JJvqdbYQq8I+s4Gmbw9Mxr+1I1IEpP15bZluegP6Y/LBzcYGhsEgPtzZFmlsySsu57K3vIq9u1wkXAqzNkB7vXYwIdcTZEW8ivdhOenhd1lY6OyINKy2aOHtbW/H1H4VwgBmVm6sVCqursVTXYC4pRjlLv/Es+5Yjoty72EvvQu8Jo+e65DrebH8zJY4Siu3FJFmStizKl6ItOS8JhlR+fnCYrz7Wi8sXJJhrI77Mwedz9NQ4/5eZjgeZ0hlIT38jOdnvx2LJOuF91pYKNDY20t7ejt/vJzExkeuuu46amhpsO1CUOhEiJPANLmmpj4451NWANoO6yE7stTlYytdbx9VQiLHuDk2om44wM6Tlpm12B0WX7CevroGcqtpXRNNqSGV2xMl432I45bGM36OJdGyimbyaJDKKtGg6JmHrnB2Bqal1gW5pxdPRgfBovzHo4+Mx11QTc8MNWKprsFRXoT8LM1lCaojh1eGIMPcu9tKz2MOUaypyzVr0/MaSN2pRtL2YgvgCovTb+wNEirbkvOOFo/N87oF2eqedkGhG7E7g/fkGbgh8H+fAI8zrrWRnvZvs7PdhMp3YguZ2uyNLBWZmZjAajVRWVlJXV0dW1qmbQM4GIqjiPbqEp20Ob+c8qjuIYtRmfFiqEjGXOtCZtW9h19Iigy+tRdON+FzhaLqknAN3vJO82gaScvKO+7pCQZWZ4VUm+haZ6F1i8ugygfDi2fgUK4W7kiMibbNvzQxpLc3RHklxeFvbCM7MAKAYjZjKy4h/wxuwVFdjqanGeBb+Ll4ePa/lnn0hralnLXquT67XUhvbED1vBinakvOGiSUPX3q4i4fbJtFbDfhrHVxZFMXb+CmmyYfxGmLJy/0YWVnvxGh8ZTOLqqoMDQ3R2NgYmf+RkZHBrbfeSkVFxTmxVEAEQnh7F7WIumse4T3GQ12ZqHmoo/SooRCTfT3h3PThiNMj2u6gaM8+8mobyK6qPa5VPBgIMTO0wnhv2CN9dJlgQLO+OdKjKdmbquWki+K3xH4nQqFwmqMFT2sr3pZWfEePrtvtcrKxXnJJRKBNpaXotjHNEYmej4mcexd7j4ue7SY7xY5i3lTyprMaPW8GKdqScx5vIMQPnxngm0/041cFgYIYMspieE/Ub8hd/hVGYwLZBZ8mM+OtGAwxr3j+ysoKzc3NNDU1sbi4GJn/UV9ff05sKlf9IW1qXtsc3u4FhF9FsRiwVCRiqUzAXGhHMepwLS3S9cKTDDYdZri1Ca/LiaLTkV5cyoG3vIO8ul3HRdMBf4jR7gUmwiI9PbhCKKhGPNLlB9JJL9YKh5YTdD1ulsD0NJ4WLQftWUtzhN0c+rg4zNXVxFx/PZaaasxVVWc8OOnVOJ3oucReQqIl8Zz4LevVkKItOaf5S9c0dz3YweiCBzXFTFRZHO+3H+RS1/9gEXHkFn2WjPQ70OuPj5JDoRD9/f00NjbS29uLEILc3FyuuuoqysrKdnz+hwiE8PYs4m6bw9s1j/Cr6KKNWOuSsVQmYsqPQyiCyb5ehu57hMHmI0wP9AMQHW+nYNde8up2kVO9Hk37vUFGOxcY71tioncpMqJUUSAxK4bKKzPICFvwznQbi+py4enoWBfo1laC09pmGYxGzKWlxL/+9VhqqrFUV2/bXI6IcyPseT5fo+fNIEVbck4yOOfi8w928GTPLIrNgL8hgRszR7jF8ykcPpXs/L8lK/NdGAzHF9MWFhZoamqiubmZ1dVVoqOj2b9//zlh1RMBFW/vIu62WbydCwh/CF20QRPqqiRMeXF4nMscbT7C4COa08PrXEVRdKQVl7L/zW8nr24XyTl5KDpdZI70RO8U433aXkOhChSd1shSc01WxCdtspz+t7oIhfAdPXqcQPv6+tbTHFlZWHftigj0drV9e4Ne+hb76F7spmehh+6FbnoXe/EEw0XLY6LntbzzeRE9qyFYGtnw5VK0JecULl+Qbz3Rzw+eGUBVIFASS1mBhztCd5HvGyUr513kZL8fozE+8pxgMEhXVxeNjY0MDg6iKAqFhYXcdNNNFBcX76hVTwRVvH2LeFrn8HTOI3whdFYD1pokLNWJGHNjmB7sp7PxIQZ/dITpgT5A60IsaNhDbm0DOdV1WGwxeF0BJvqWeO63R5noW2JudBUR7jZMyY2l/vps0ovjSc2PI8p8+t/aoZUVLQ/d1IynuRlPayuqU2vU0cXFYamqIuaaazBXV2GprsbgePVO0tNh0btI90J35NGz0MPgyiCq0H5Q2Iw2Shwl3F50OyX2Ekodped+9Oxzwnw/zPXBXG/40af9v3DaZiPI5hrJOYEQggdaJvjiI13MrvgIpVuILTPxVsOP2MvzZGa8hdycDx/nBpmZmaGxsZGWlhY8Hg/x8fHU1dXt+KquiOujZVYTam9I2zxemYC1OolQksJwexODTYcZam3Cu7qiRdNFJVqDS90uknPz8bqCTPQtRdId8xNaS7jeoCMlL5b04ngyiuJJyY877W5Doapa63dzM+5mTaT9/VpRE50OU3ExltoaLLW1WGpqtKaVLYxaVaEyvjpO92I3XfNd9CxqEfSMeyZyTWp0KqX2UkocmjiXOErItGWem9GzELA6dbwor31cGVu/TtGBPRcSiyGxCBKKUHa9S3ZESs4PuiZX+Of72zk8tAixRtTSWG62/5FbxK/JS72JvLy/wWLJBMDv99PR0cGRI0cYGxtDp9NRVlZGfX09eXl5OzZVT4RUfEeXcbfO4umYR3iCKGY9lvIEzFUJLClzDLYeYaj5MFMD2oqtyEyP2gZyaupRFDMTfUuM9Swy3rPIwoQLAINRR2qB1hKeURxPcm7saS+fDTmdWhTd3IynuQVPS0tkRrQ+Lg5zbQ3W2lostbWYq6rR27Zu+JU/5Kd/qT+S2uhe6KZnsQdXQPs619IbpY7SiDiX2Euwm8/BsbZBPywMnFic/avr10XZNFFeE+fEYu3hyAfD8SmkjXZEStGW7BjL7gBffayHnx8cBqMOf2EsdZnd3MkPqUxqID//40RHFwJaVH348GFaW1vxer0kJCTQ0NBATU3Njk3VEyGBb2BJS310zGk+apMm1PqiaCZW+hhsO8JgSyPe1RVQlPVounYX9tQcJgdWIiK9tjZrTaQzSuxkFNtJzolBb9j8DyMhBP7BobBAaw9fX58WDSoKpsJCLYKurcVSV0dU3tZF0cu+5Yg49yz20LXQxeDSIEGhNetYDdaIKK+JdEF8AWbDztsuj8O98Mp0xlwvLA6BCK1fF5txvCivfR6TtuHdj1K0JecsIVVw7+FRvvJoN8ueAMHMaFIKXbzD+AOucNjJz/8ksbFVBAIBOjs7OXz4MKOjo+j1esrKyti1axc5Z2lLyMsRqsA3sIynbRZP+xyqK4gSpcdc5iCQGmJovp2BlkNM9fUihIolNo68mnpy63aRUVLN0ozKeI8WTa8VDnUGhdS8ODJLNZFOyY1Ff5J9i6+G6nLhaWvTBDqcjw4ta+NUdTExWGrCaY66WizV1ehjXmmP3PT7IQQTrolI3nktgj527kaSJYkSRwlljrJIiiMrJgvdBta1nRXUECwNhwW573hxds+tX6c3QULhyyLnIu3/mc78vdwy0VYUJQv4GZACCOD7QohvvNpzpGhLTkbjyCKf/X07nRMrqPYoDKVm3hDzf9weM0lJ4aex2y9hdnaWI0eO0NzcjNfrxeFw0NDQQG1t7Y5E1doarmXcrXOaUDsDKFE6oorjWbUtc3SqkYGWQzgX5gFt3nRe3W5yqusRIpmJvmXGexaZHtIseDqdQnJubFiktcKhYZM5aSEEgZGR9Vx0UzO+3t6IoyOqoABLbQ3WujostbVE5Z94Ut9mCKgBBpYGjkttdC90sxpOBygo5MblUmovpTShlFJ7KcWOYhItiWf0uluGzwnzfScoBB49vhBoTXxlOiOxCOKzYYPLh0+HrRTtNCBNCNGoKEoMcAR4nRCi82TPkaIteTkzq16+8odu7mscRzHp8BfHcnnqs7zd9CT1hR8iMfFG+vr6eemllxgcHIzkqhsaGsjLyzvrUbUQgsCEC3fzDJ6WWUIrfhSjDn2ulXnjFD0jBxnpaiEUDBJlsZBTVUduTQPRjmIWJmG8Z5GpAa2ZRVEgKTuGjBI7mSV2Ugs27+5QPZ5wFN2Cp6kJT0sLoYUFQBtDaqmpxlJbtx5Fn2Eh1h1w07vYS+d8J10LXZHmlICqzaY2682RppS19EZhfCFW4yt3SJ51XPMw1wOzPZowr31cHl2/RtGBPe/E4mzdejfMRti29IiiKPcD3xJCPHaya6RoS9YIhFR++vwQX/1zLx5/iGCujfz8Cd5jvJsrc28mIeFNNDdrKZDl5WViY2PZvXs3dXV1OzKsKTDnwdM8g7tlluCsB/QKIk3PtBihY+Bp5iaGAbCnZ5JX24A9vYKAP5nJ/lUmj4ZXZymQmGkjo1gT6bSizfukg7OzuBub8DQewX2kEW9XF4S0HGpUbi6WcARtqa3FVFiAcga2xlX/Kt0Lmnujc6GTrvkuBpcHEWja4DA7IoXBtSg6JyYH/TZGnadECFgZf6Uwz/Ycn9IwWCCpGBJLwh/DnzvyXlEI3Gm2RbQVRckFngYqhRArL/uzDwAfAMjOzm4YHh7e1IElFx7P9c/x2fvbGZx1EUo0YSuFO60/5/a0TGzRd9DY2E9bWxuhUIi8vDz27NmzI77q0IoPd8sc7pYZAmOaHzlgDzERHKCt/3Fc7iX0BgOZ5VUk51Wjj8pjccrIRP8SAa8mpI706IhIpxdvruNQCIF/YAB3YyOeI424GxsJjGjNForJpM3mqK/XouiamjNq/17yLtG10BWJoLvmuxhZXW/sSLYmU+4opyyhjPKEcsocZSRbk3fOXhcKakW/V0TOL3NpmOMhqfQYgS7RBDouC87BPZ3BkMrkspfRRTejC25GFzx86obSrRVtRVFswFPAl4QQ973atTLSvrgZW3TzhYc6+VPHNFj0hEpt3Jz4B95hn8Siu50jh6cYGxvDaDRSU1PDnj17SE5+9YWwW43qCeJpn8PdPINvYBkE+Kw+Rt09dI48gyfkxGZ3kFlehyWuGI8rhcmj7sg86fgUKxnF8RGHhzV2400dqt+Pt71Di6Ibm/A0NhJaWgK0lViW+jqs9Q1YG+oxl5Wd9qzoOc8cXfNd6yI938WEayLy5xm2DMocZRGBLnWU7lz+OeDV8s0vj5zn+yHkX78uJi0syCXHC3R00oZdGmeLVW+A4XlNlEde9hhf9BBU17VXr1MY+Lebt060FUUxAg8BfxRCfO1U10vRvjjxBkL871NH+daTRwmogkC+jdqcDt5vfYIkrubQIQ9LS8s4HA727NlDbW3tWZ2sJwIhPF0LuJtn8fYsQEjgM3gZWm3n6HwTq8FFUvOLcWRUgC6XuXEzK3PacPvoeBNZZXYySx1kFNux2Tf+q3VoeRl3U1Mkiva2tSH8mhBF5eZiaajHWl+Ppb7+tJpXhBBMu6ePS290zXcx41lvUMmJzTlOoMscZcSZdqABybsMs72vjJyXhiHc7Yiig/icE0TORWDeuaaplxNSBZPLHkYW1oX5WJFedAeOuz7eaiTbYY08so75PC3OjNGg37JCpAL8FFgQQnx8I1+MFO2LCyEEj3VO8y8PdjC15CWUYiGx2Mn7bPdSGsrjyGErbrePrKws9u/fT3Fx8VlrghEhge/oEq6mGTztsxAQ+BUvQ8vtDK124DasklJYhdlWhMeVytyYilAFBpOejOJ4skodZJU5sKdZNySmQggC4+N4GhtxH2nE03gEX5826AmDAXNFeSSKttTVbXqxrBCCced4JLWxluZY8IaLkoqOvNg8yhLKKHOsR9C2qLNYHxACXLMw2/3KyHn1mAW2+ijNLvfyyDmhEIznhl/b6QsyMr8WIbvCHz2MLrgZW3QTCK3rp0GnkGG3HCfIOeHPsxxW4iyvnjLbSvfIAeAZoA0I/yjkn4QQj5zsOVK0Lx6Ozjr55/vbeb5/HmEzoC818caE33G530NrYwo+n57S0lL27dtHdnb2WTmTEAL/yCquxilczdMoPggIHyPObkacnQTsEJdShiqyWZiOJejTJuEl5cSSXe4gq8xOSl7chhpaRDCIt6dHi6KbtJz02lB/nc2Gpa5OE+j6eixVVegsllPccR1VqIysjBwn0J0LnRGLnUExUBBfcJxAF9uLz56DQ1W11uzZnlcKtHdp/boom5ZffnnkHJ8D+p0dfxRSBdMr3lekMYbD0fOCy3/c9XGWY6LlBOtxkXNanBnDGezFlM01km3F6Qvyjb/08eNnBwnpIFgQw+VZz/FafwuDrekEAvHU1NSwb98+EhPPTp40MOdh+YURXI3T6D0KIRFk3NXHmK+XQIIZQ3QeruU0PE4tiotNNJNVpkXSGSX2DRUPVZ8PT0sL7kOH8BxpxNPcHNkAbkhPw1rfoOWkGxowFRZu2NWxFkF3zHfQMddBx3wHnfOdOANaYdSoM1JsLz5OoIvsRcctht021sR5phtmuzRRngl/DLegA5q/OanklZFzbPqO5pudvmBEkEfDKYy1z8cWPfhDauRavU4hPd5MjiP6uPTF2iPOun0jfaVoS7YFIQT3N0/w+Yc7WXT6CWZYySuc5O36B3C2O/D7s9m9ezd79uwhZgs67k5F0Oln7ule3I3TRDmjUIXKjHeYieAQrjgTfjWT1aVEFIyYrAYySuxhobYTl3TqiFR1u3E3NeE+dAj34cN4W1oRgYDWBl5cjLWhAUt9Pdb6Oozp6Rs+97Rrmo75Dtrn2umc76RjvoMl3xIABp2BEnsJFQkVVCRWUJ5QTkFcAUb9Ns8AF0LzMs90hyPnbk2c53rB71y/zpaiRc3JZWGRLtUeO+RvVlXB9Kr3ODGOFP3m3cy/LFqOMRvISbC+LI0RrUXL8WaMW7hFfjPIbeySLadjYpl//H07rSNLqLFGrHsM3Bn7K+y9HuaXq7n00n3s3bt324uLQY+f8cdb8DTNYl2NRqfocPuWGGCc2Sgdy8FkgsH96Jd0pOTHUnG5g8wyB8k5sehOsTE8tLqq5aMPHcJ16BDejk4IBkGvx1xejv3tb8e6exfW+voNN7AseBfomOugfb6dzjlNoGc9s4A2JKkgvoCrs6/WRDqhgiJ70faOGN2sONe9LSzOYZHeAXF2+4MREY5EzGFhHls4PlrWKZAer+WWr69IeUXEHG89h8e3bgAp2pJTsuT285VHe/i/QyOoBgVRYeOm9D9TM9zLcm8FZbv3s2/fPiybyNduFvfqCmOPH8HdPEesy06UzoQ+qDDMAOMhwZwrAUVXic1somSvg+zKBDJLHadsagkuLmoi/dIh3IcO4e3u1tIBRiOWykoS3vMerLt3Y6mr29DEuxX/Cp3znesR9FxHxGa31ua9N20vFYmaQJc4SrAYtul9O8/EecntZ2jezfC8i5F5N0PzWvFvaN7N7Orx86ZjTAayE6yUpMRwXdm6MOckWEmPt+xYtHw2kOkRyUkJqYJfvjTMlx/twe0LEsyKprqgmxsXn8QzUkBd3ZXs27dv2+aBLEyMMfTsEXwt89h9SdgM8QTVANPqHMOeIDPBBPSGKNIK48mpSCC7woEjPfpVXR7BuTnchw/jPnQY96FD2rwOQImKwlJbi3XXLqx7dmOpqTll0dAdcNO10EX7XHskBz28st5UlhWTFYmeKxIrKHOUbY+LY02cI7nm7vXC4KumNc6uOAshmFn1MTTn0qLkeTdD85ojY2jOxYo3eNz1KbEmchKiyQmLcXb4cy1aNp6b87TPAJnTlpwRh4cW+IfftXF02olqj8JR6ubNyu8x9dspL7+eAwcObHmbuaqGmOjuYuDFw/ja50kOZZJgTkcIldnQMsOeEFPBWKITLGRXJpBToRUQX22OR2B6OhJFuw8fxj8wAIBisWCtq9NSHbt3Y66uftVN4AE1QP9iP21zbbTOttIx38HA8kBkk0pqdOpxAl2RULH1PmghNMvcdCfMdJ6T4hwMqUwseRmaXxNmLVIemXczvODCGzi+6JcRbyEnQRPl3ITocLSsfbSc5mKH8xUp2pLTYmbFy+cf7uLhlgmEWYeu2MTr7A+Td9RJYf5tHDhwGbGxsVv2egG/j5G2ZvpfPIinfY40Qz5pljx0ip6loItRH0xhJqEonuxyBzmVCcSnnNwzHZybw/Xii7gPHsT14kuRdnCdzYaloZ7o3bux7tqFuaIC5STLfdfGjbbNttE610r7XDtd8114Q1qjjd1kpzKxMvIoTyjf+k5C94IWNc90HvOxU2tOWWOHxNkbCDG64F5PZYQ/H5l3MfayTj+TQRcRYk2YtYg59yJIY2wWKdqSTeEPqvz4uUG+9ude/EGVYG40+3MPcelYJwXJr+Wyy64kPj5+S17L41xlsPEQ/S8dZLV7iixTMVnRpRh1JjyhAKMBwZLNQmJlItkVWgei0XTiqCu0uqoVDV84iPvgQW3IP5pIW/fswbpnN9ZduzGXlZ7UfrfiX6F9tp22ubbIY61ZxaQ3UeYoozKxkuqkaqoSq8iwZWzdr+Z+93queU2YZ7qOb0Ixx0FyefhRtv5xG8V5xRuIpC+G549PZUwue4+7NsZs0KLkBK2ZZO3z3IRokmNMpyz+SjSke0SyYZ7uneUfft/G5IKHUJKJ7JJZbl35HXlL+7nmtf+5JT7rlblZjh4+SP+hgyz1jpMTXUaJrYboxMsIqCpTIYE3yUpCQxL1FYnEp5zYjqd6vXgaG3G9cBDXiy/ibW8HVUUxmbA21BN7661E770Ec3k5iuGV/7wDoQC9i720zrXSNqsJ9NDKUOTP8+LyOJBxgOrEaiqTKim2F2PUbYHVLhTQ5ja/PHJeGITwND0MZi1Szr9yXaRTyje1/WSjCCGYd/kZnncxNOc+PpVxgqaSRJuJ3AQrlxYkkBuOmrPDAn0h5pfPZWSkfREzuuDmMw+083T3LKpVj6VE4fWmRyhaTOeaq95Mbm7uad9bCMH82Aj9hw7Sf+gFloYmyLaVkRtTgyMqSftzRSGUFUvi/nQyyh0nXAQgAgE8be24XzyI64WDeJqaNJ+0wYClqoroS/divWQvlrraV+SkhRCMrY5FoufWuVa657vxq5ogJZgTqEqqoipRe1QmVhITdYbeciFgaeSVkfNc7/rgI0WntWonl0FyxXr07Mjb0iH7QggW3QEG51xhcXYxOK8V/YbmXKz61gt/OgXS4izkJlrJdmjpCy3XrOWXo00yvttuZKQtOSneQIhvPtHP9546ShCBKLRybcYzNIyvclnZe6msrDyt2SBCVZns76HvpRfoe+kFVqenSbMWUBy7h9TsDHSKDqdOYSU3lsTLM6kpsb8iQhOqiq+3V4ukD76A59DhSMehqawM+9veRvTeS7A07HqFBc/pd9I610rLbAtts220z7Wz6FsEtKH95Qnl3FF6R0So06LTzixCdC/AdHu4MNgRFuru40eGxmVpolx47XpaI7F4S2drLLn9DM65GApHzUNrAv0yR4ZOgUy7Jsavr88gNyGa3EQtWs60W4k6jT2UkrOPFO2LCCEEj7ZP8U8PtLG4GiCUaqG88CjXzTexJ/pNXPrO/RhPUpw7GaoaYry7k74Xn6f34HO4lhawm9IoiN1Ldk4eJp2RgF4hkBtH0lWZZBa+chZ0YGIC57PP4nr+BdwvvkhoURPaqNxcYl97G9GX7MV6yZ7j5kgLIRhaHqJltoXm2WZaZlvoX+xHIFBQKIgv4MqsKyO56ML4Qgy60/znHgpoI0KnO2CqTfs43QGr62NOsTggpQJq33pM3rl0y6bSLXsCWoQ87wpHzu6IUC8dM01OUSAj3kJuQjS31aaTmxBNXmI0uYnRZElhviCQon2R0D+zyt/f10rz0BKqzYBjV5DXqb9lt3I5V/zVf2zKvhcKBhnrbKf3xWfpPfgCXucyZn0sObH7yMssJs5oQVWA7Fjsl2dgLU1A0a9HtKrHg/vQIU2on30uYsMzpKRgu/xyrJfuJXrvXoypqZHnuANumqYO0TyjCXTLbEuk7TvGGEN1UjXX5VxHTVINVYlVp5/mcM0dL8zTbZqlbi21oTNqjo28yzWRTqmAlEqwJZ9x3nnVG2Bozs1gOFJeE+mh+eNzzIoC6eFUxk1VaeQlaKKcl6i1ZZsMF5dV7mJDivYFzqo3wH881ssvnh9C1SvoS83cmvAn9nlSufaqu0hKStrQfYKBACPtzfQefJ6+l17A73aiV8ykx+wlL72MVFMsCqCkWIm7NA1rdRK68HAdIQTenh5czz6H67lncR8+gvD7teLh7t3Ev+mN2A4cIKqgAEVRtFy0c4yWgYdomdEEunexl5DQtsTkxeVxVdZV1CTVUJNUQ358/uY3ewf9Wp55TZjXRNo5vX6NLVUT5fyrILVK+zyhCAyn3wbt9gcZmHUdk8JYc2i4mHMeX/xLizOTmxDNaypSyU2whoVZyzGbjVKYL1akaF+gqKrgt41j3PVIBy53iFCGhb35zVy7NMO15R+goKDglPcI+H0MtTTSe/A5jh56kYDPg6KYsFtryU+tJsfqwCBAsRmx7UrBWp+CMVlzfQQXF1l9/Hlczz6L67nnCM5qszZMRYXY3/pWog8cwLqrAZ3ZjDfopWO+k5aO/xeJpOe92mZzq8FKVVIV7616b0SkN9W0IgQ4Z44X5ukOLXoOL6lFH6VFzwXXQGrlevQcfXqumWBIZXzJw8Csi4E5FwOzTgbnXAzMuphaOd4ulxJrIjchmmvLUshJ0KLl3MRochzRF11ziWRjSNG+AGkfX+bjv22mf8KJGmckc88ir/P/kevS76Tmxt2vWmT0ez0MNh2h5+CzDB45RDDgQ9GZsUSVU5xcS0FcMpagAL2CpTKR6IYUTIXxEAriaWlh8R4t5eHt6AAh0MXFEb3vUmwHDhC9fz/G1FRm3DM8O9NIS+s3aJltoWuhi6CqFcyyY7LZl76PmqQaapNrKYwv3PgCWTWk2eqmWrXHZKuW6jh20WtMuibMRddpwpxSCQkFsMkJekIIFlx+BuZcDM66ODrnZDAs0iPz7uMGGMWaDeQn2dhXmEB+YjR5ibZwntmKNUp+C0o2h7T8XUAsuPx87uFOHmwcR0TpMBUpvN72GDfEH2D//puJOkmbdsDnZaDxMN3PPcVA02HUYABFZ8VgKCYzrobSpExivEEUAVHZMVgbUrBWJxFaXcD19NM4n3oK1wsHUZ1O0OuxVFcTfWA/tgMHMFVUMOGZ4vD0YY5MH+HI9BFGV0cBzdFRkVihCXRSLdVJ1SRYNrjJJeDVHBtTbWFxbtUi6IDmNEFn1AqCqdXh6DkcQW+yIcUbCDEYdmIMzDrDkbP2+bHOjCi9jpwEK3mJ0eQn2chPjCY/SUtnOKKjpI9ZckpkR+RFRDCk8v8ODvOff+zCGxCQZeaqrBd4rS6eay9/5wnnWgcDAYaaj9D17FMcPfISoYAPRWdFZywiObaGyowc7J4gil9FHxuFtT4FS10ioZkhnE8+ifPJJ7VoGjCkpWmR9IEDWPdewoiYP06kp91anjjOFEd9cj0NKQ00pDRQ4ijZWOOKZ/F4cZ4KFwfDOW5MsVrOObVKE+m0am34/gZzz6oqGF/yRIR5cM4VEeeJZQ/HfoukxZnDwqxFzPlJ0RQk2siwW9DLzj/JGSBF+yLhxYF5PnFfMxNzXkIOE6XFQ7xJDHPbvo+QkpJ63LWhYJCRtma6nn2KvkMHCfo8oFjQGwuJi6umJr+IJJ+KsuwDgw5LRQKWijiC0x04n3oS51NPEZqdA0XBUluL7corsV5xGcOJgiMzjRGRXvNGJ1oS2ZWyKyLSBfEFr14wFAJWxtfTGmspjuWR9Wti0o4X59QqiM+FDfjK16Lmo7NO+mecHJ110T/jZGDWiS+4ns6IMRkiUXJ+ku0YkY6W6QzJtiFF+wJnatnL//dAK092zCLMeuKK/bzZ/DRvqnoHRUXVketUNcRoRxvdzz1N78Hn8HtcoJjQGwuxxlZQV1ZFGsC4EwRE5cRiyjcSnGrG9cwTuF98EREIoLPZiL7sANFXXMF0dQYvejp5aeolGqcbIyuxMmwZNKQ0RIQ6Kybr5GmBtc7BiSaYbA5/bAXPQvgCRcs1HyvOqdWate4ULLsD9M+uHifMR2edjC64WZtlpCiQabdQmGSjIMlGQbKW0shLiibJZpLpDMlZR4r2BYo/qPLtp/r51uN9BAXocqO4KfUZ3p66hz27bkKn0yFUlfGeTrqff4ae557B61oBxYjOWIApuozKqjpyLVHoR1cRniD62CiM6SqhqSM4n30Uf/9RAKLy8rBdeQWru0s5kuzixbnDHJo6FPFH58bmaiKduouG5AbSbGknPvRaBD3RdMyjeV2g1/LPaTXaI7Vayz+bTu4dF0Iwsezl6IwzIsprH4+1zkUZdOQnRlOQbKMwyUZhsibS+UnR0jYnOaeQbewXII93z/D3v2tiYTlIKMlEQ2EX744xcMP+z2AymZgZGqDz6cfpevZp3MsLoBjQGfIwxV5BUU0DJYk2zJMugqMuMLgxJIUIeo+w+sBvCC0tgsGAdfcudLe9hs4SC8/pBnhx6k/MjP4CRiHFmsLlmZdzSdol7EndQ2p06okPujL5MoFuWndwKHqtW7D0Zkiv0x4pFWA48YLakCoYnnfRO+2kf2Y9ej4668TtD0Wui7MYKUy2cXVpMoXJ6+KcabfKXLPkgkKK9nnAyLybj9/XROPRJVSrntQ6F++yHeKOfR/BoCq0PPog7U88zuLkCKBDZ8wlyraXnMoGyvMTiFv24etZhDEPqi0EgVZcj9+LujKPzmbDeNmlTNWl80ymk+eXmhhZ/T4MaXOj96TtYU/qHvam7T1xusM580qBXmtQUXTajOfi1xwv0MZXboQJqYLRBTe906v0zTjpnV6ld1qLnP3H5JvT48wUJNt4066s48Q50SYdGpKLA5keOYfx+EN85bFufvbcEKqiEJWv4/ak53hP0a0EplfoePJxxrraAIGiT0NvKiOzdDdl1VmkBEP42+YIrfjBEEI4e/C89DtCC8PoEhJwX1pBc5mZh+OH6XFq6RCb0caulF1aJJ22h8L4wuMLh0GflnceOxR+HD6mSKhoY0XT6yCtVvuYWgVRx49YXXNqrImy9nGVo7PO47aaZMRbKEqxUZwSQ1Gy9rEw2SanzUkuWGRO+zxGCMH9LRN85oFWXG4VNdXEZXlNvEWxIo46GTj8IqGgH0UXhy6qjKTcXVTsKyXbaiTUNY9vYBkQqJ4RfG1/IDjZAmmJTDRk83SBj4ctffgIEKWLoj6lnkvSLuGS1EsoSyhbH6okBCwNa8I8dlgT6anW9RkccVmQuQsydkFGvZaHPiYHvZZz7p1ajQh0Xzi9cWxaIzXWHBHn4hQbRWGRjjFvwQxrieQ8Qua0z1N6plb46K+P0DfuRo0xktcwwxs9bYgHp+hdXUJRzOiiyohNrKL8snqK8+IwDK/gfm4Mt18g/Ev4+58gMPIC3jQL3Q1xPJQVT0vsHCjzFMYX8ub0O9iXvo+GlAbMhvCIUN8qDD+/HkGPHQKX1nqOwaIJ894PQeZuTahj14uObn+QnqlVuqdG6JpcoXtyla6pFVaPaT5JijFRnKKlNYpTYihJtVGYHEOcRYqzRLIZpGifI6x4A3zu4TZ+d3gSoVeILhW8Tv8HHA8N4fOp6Ax5mOOuoPCSPZTXphHn8uM6OIbv8DReNUBw7BCB4eeYc6zwUrHCQ1evMm13Em8KcGnaPt6QsY9L0y4lJTpFe0HnDPQ8CiMvaI+pNggvqSWhUJv/nLlLE+nkctAbUVXB2KKHrtEVuif76J5aoWtyheEFd6QBJTpKT2laLLfVpFOaGkNJaizFKTbirac/ZEkikawj0yM7jKoKfn5ohC890o7PB0pmFNekvEDZ023oFhzoo8rILN9Dxf5cMmKMeF8YwTfgAhRCCwMEhp9lzNDDnwtWeKYoyEqckdrkWval72Nf+j7KEsrQocDCgCbOw2GRXtDy2Bgsmjhn74WsSyCjAawOVr0BeqdX6ZxcpXtyhe6pVXqmVnGGt50oCuQ4rJSlxVKaGktpWgxlqbFk2i1yJ6BEchrInPZ5QNPIIh/61UGmFlTUOCMVRQNc2fkiUUdzcaTvpvKKcgpL7aiNI7gbZxFBI6pvheDIQUb9h3k0a4QXShUsGVkcyDjA/oz97E7dTbTerG1UGX4BRp6HkYPrjg6LHbIvjTxEWjUTTpW2saWIQHdNrTC64ImcM8ZsoCw1lrK0GErTYilNjaE4JUYWBSWSLUSK9jnM1OIqH/35kxyeUBBRehxFHm5bfZKk9koq9x2gdG8G0VOzrD7RT8hpBQShmS7GV57jD8ktvFimkFXSwBWZV3BZ5mXk2bJRpttg8BkYfFoT6bWVV3HZkHOpFkln72PalE3r+CptY0u0ji/TNrbMfHjAvk6BvMRoStNiKUuN0aLotFjS48zSTieRbDNStM9BAsEQ//rLx/lFt5eQqsOQbeCGuOfZN1HN7sv3k+lQWH2wCd8E6PTRqJ5FZuef58+xz/NiZYiy6iu5LPMy9qXuJXZ5fF2kh58F77L2IoklkHsAcvYx76inZTWa1jFNnFvHl5ld9QGaQBenxFCVEUd1ZhyVGXGUpcXKLkGJZIfYMtFWFOXHwC3AjBCiciMvLkX7lfz60Sbuen4Ql9+EmmBkd24Xbw6mcO2+6wk9dQRnyzxGYwZCDeFaaOOFqOd4qcFDef21XJ5xGZWKGf3Qc5pIDz273mFoz4W8ywlmX0a3pYaXZqNoHFmkaWSJ8SUtxaEoUJhkoyojjqpMTaTL0+LkkH2J5BxiK0X7csAJ/EyK9ubpHZjm/T9/gmFPDMKsJ71ogffFLHKzvpyVJ3oxq9noomwEPXN0+5+nvXaFnCuv4bK4IlIn2sMi/QysTmo3jM2AvMtZSd1Lo66KF+atHBlepG18OTKpLi3OTH2OnbqseKoz4ylPj8Um888SyTnNlvm0hRBPK4qSuyWnuohwewN87NsP8vh8FCoxmPPhLfZD3NxsJHEhjWCcAYuumClvK30Z0yTccgmXcTU3DD0Lf/4azHZpN4pOQs05wIRjDy+KCp6ajaGxd4mxFz3AFEa9QmVGHG/bm0N9tp36nHjS4l7ZJi6RSC4Mtiz8UhTlA8AHALKzs7fqtucl37v3Of67fRaf3wTJRq5Ib+FdB5cp0l+OYrTgNk8xYHsR8zVp7MbA7oF++M1PtK0r+ihCWZcymv06nlGreXTGTmPbMp5ACHCSEhugPtvOOy/NpT4nnor0OJmHlkguIjZUiAxH2g/J9Mir09g2zIfuO8i0x4YabaCwcIIPHx3nEuflCDXIbNQQ+lo/FaYejAOPw+IQACF7PhOJ+3lBqeV3i3kcnvARCAkUBUpTY9mTa6ch10F9djwZ8Rbp5JBILkBkG/tZZNnp4X3fup9DyzaELobYogDvDjXzupZ9qCIRd04f+bHPkz38CLS7EcZoFpL3cjjujfx2uYTHpqyok2DUK1RlmHnvgQz25NlpyHHINm+JRHIcUrTPACEEn/rGL/j9fBzBQAy6NAM3JbXwgY5ibKZc0rJ+jXn2/1BmggScKbQl3czD/jp+MZWF86gevU6hLiuej16dyN58B3VZdunokEgkr8opRVtRlF8CVwKJiqKMAZ8TQvxouw92rvPr+//Il5uWWfQ6EDEGasoG+ZtBaHA6iTV8Ar26wLInnyfj38TPlyp5YSEbsaCjNDWGN12SyIGiBPbkJUhXh0Qi2RQbcY/ccTYOcr4wODLGR370BJ1+B8JgI6nEyUddHbyx63msusNMxlbwe+Nr+fliBQPedNLizFxWmcjXCxPZV5BIUsyJN7RIJBLJRpBh3gYJBIJ88t9+wSP+RIJBB1GZCm+IfpFPD/+WGVsa3zDW8Tv3O5mfs1OXbeevdidzdWkypakxsnAokUi2DCnaG+CH37uH/5m2suJJQsQbuDSzkw9NPMZjU2VcHfwMIRxcUZLMP5UmcUVxMo5oOYZUIpFsD1K0X4WWQ4383R966XfHIUw6ssrmuHrmJf7QfglfTP4Hrt6fzPdKkmnIsWPQ6059Q4lEIjlDpGifAKfLzcf+/Zc8GUpBVWOIzg1xJS+x4L2OvH0HuK8shSyH9dQ3kkgkki1GivbL+PK/fZ+f+1Pw+FNREvRcldLGdbnXcWPDDTLtIZFIdhwp2mEee/jP3NW0yLgzA2HRU1w+xl01Reyv+dROH00ikUgiXPSiPTc7x4e/8xAv+ZIQWLHne/lg0iR//bqPSNeHRCI557hoRVsIwT9+8XvcF8rA701Cn6xwc2Ib//7Gj2Cx2Hb6eBKJRHJCLkrR/uXPfstXR2HOlY2I1lNbNsDXrr6KgqybdvpoEolE8qpcVKI91D/AR3/1HO0uB0KvkFq4zD/kwe3XfHinjyaRSCQb4qIQ7VAoxN988fs8Gsoi5HdgShe8yd7B5+74JAbDRfEWSCSSC4QLXrG++52f8t2FWFY82RCrZ19eD9+6/Q4ccbfs9NEkEolk01ywot10uIm/f6yLo8uJCKOO3MJZvlSXwYGGv93po0kkEslpc8GJttvj4cP/9XOe8qejBuKwZQZ4b8IIn3jLx6SFTyKRnPdcUKL95f/6X37uScXjykBnV3hNYifffNuHMZlky7lEIrkwuCBE+8+PPs7nmmcZX8pEmHSUF47z31dfQmm+tPBJJJILi/NatBcWFvjg937PIVcKQrWRkO3m45ku3nHb+3b6aBKJRLItnLei/Q9f+Tb3+bMJuFMwJMJr4zv5j3d/Er1e7liUSCQXLuedaN/7q/v49yGV+aVcsOioLxjku69/PSmJN+/00SQSiWTbOW9Ee2R4hA/93xN0LCUiFIX0nCU+Xx7L9VfIbkaJRHLxcM6LthCCj37lOzzqyyHkTcScEuLOuKN89t0flxY+iURy0XFOi/Z3//f/8Z3FWFaXc1FsCpfl9fGDd70fs+m2nT6aRCKR7AjnpGi3NjXz8b90MDCfhNArFOTO8tV95dRVSwufRCK5uDmnRNvn9fKBb/w/nnZlofrjiUvz8cHEGT5y51/v9NEkEonknOCcEe0vf+N7/MyVhnclC10s3Jzawzc/+LfSwieRSCTHsOOi/efH/sI/t84yMZsFRoXKnAm+d9t1ZGVIC59EIpG8nB0T7cWFRd73k99wZCkdEYwhKd3FP+QK3ii7GSUSieSk7Ihof/qr/8PvPHkEnOkY7Sp/FdPPVz78iZ04ikQikZxXnFXR/r9f38u/D+tYmCsAk8LurGF+9I47iI259WweQyKRSM5bzopoj42M8P7f/oWuuWSECpkZy3y5PpUr9n/obLy8RCKRXDBsu2j/9de+yZ+ceajuZKyJQd4ZN8o/vP+j2/2yEolEckGyIdFWFOUG4BuAHvihEOIrp3rOt3/8I74372B1Ph/FCldlHOX7f/0hjEbjGR5ZIpFILl5OKdqKouiBbwPXAWPAIUVRHhBCdJ7sOT0zC/xHfyooUJQxxzeubaCiTFr4JBKJ5EzZSKS9B+gXQgwAKIryK+C1wElF2x/QE5/g5WPJK7zv7e/empNKJBKJZEOinQGMHvPfY8AlL79IUZQPAB8ASMrIpOXv/mpLDiiRSCSSdXRbdSMhxPeFELuEELuyU1O26rYSiUQiOYaNiPY4kHXMf2eG/59EIpFIzjIbEe1DQJGiKHmKokQBbwEe2N5jSSQSieREnDKnLYQIKoryUeCPaJa/HwshOrb9ZBKJRCJ5BRvyaQshHgEe2eazSCQSieQUbFkhUiKRSCTbjxRtiUQiOY+Qoi2RSCTnEVK0JRKJ5DxCEUJs/U0VZRXo2fIbn58kAnM7fYhzAPk+rCPfi3Xke7FOiRAi5lQXbddo1h4hxK5tuvd5haIoh+V7Id+HY5HvxTryvVhHUZTDG7lOpkckEonkPEKKtkQikZxHbJdof3+b7ns+It8LDfk+rCPfi3Xke7HOht6LbSlESiQSiWR7kOkRiUQiOY+Qoi2RSCTnEVsq2oqi3KAoSo+iKP2Kovx/W3nv8wlFUX6sKMqMoijtO32WnUZRlCxFUZ5QFKVTUZQORVH+dqfPtFMoimJWFOUlRVFawu/F53f6TDuNoih6RVGaFEV5aKfPspMoijKkKEqboijNp7L+bVlOO7wAuJdjFgADd7zaAuALFUVRLgecwM+EEJU7fZ6dRFGUNCBNCNGoKEoMcAR43UX670IBooUQTkVRjMCzwN8KIQ7u8NF2DEVRPgnsAmKFELfs9Hl2CkVRhoBdQohTNhptZaQdWQAshPADawuALzqEEE8DCzt9jnMBIcSkEKIx/Pkq0IW2d/SiQ2g4w/9pDD8uWieAoiiZwM3AD3f6LOcTWynaJ1oAfFF+c0pOjKIouUAd8OIOH2XHCKcDmoEZ4DEhxEX7XgBfBz4NqDt8jnMBAfxJUZQj4SXpJ0UWIiVnBUVRbMBvgY8LIVZ2+jw7hRAiJISoRdu1ukdRlIsyfaYoyi3AjBDiyE6f5RzhgBCiHrgR+Eg4xXpCtlK05QJgyQkJ529/C9wthLhvp89zLiCEWAKeAG7Y4aPsFPuB28K53F8BVyuK8oudPdLOIYQYD3+cAX6Hlm4+IVsp2nIBsOQVhItvPwK6hBBf2+nz7CSKoiQpihIf/tyCVrTv3tFD7RBCiH8UQmQKIXLRtOJxIcTbdvhYO4KiKNHhIj2KokQD1wMndZ5tmWgLIYLA2gLgLuDei3UBsKIovwReAEoURRlTFOW9O32mHWQ/8Ha0SKo5/Lhppw+1Q6QBTyiK0ooW5DwmhLiorW4SAFKAZxVFaQFeAh4WQjx6sotlG7tEIpGcR8hCpEQikZxHSNGWSCSS8wgp2hKJRHIeIUVbIpFIziOkaEskEsl5hBRtiUQiOY+Qoi2RSCTnEf8/FwgDTo4txqcAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "print('Consumption functions across the lifecycle:')\n", "mMin = np.min([LifecycleExample.solution[t].mNrmMin for t in range(LifecycleExample.T_cycle)])\n", @@ -702,7 +641,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "code_folding": [ 0 @@ -766,36 +705,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "unpackcFunc is deprecated and it will soon be removed, please use unpack('cFunc') instead.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Quarterly consumption functions:\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "CyclicalExample = IndShockConsumerType(**CyclicalDict)\n", "CyclicalExample.cycles = 0 # Make this consumer type have an infinite horizon\n", @@ -842,7 +754,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.6" + "version": "3.8.7" } }, "nbformat": 4, diff --git a/examples/ConsIndShockModel/KinkedRconsumerType.ipynb b/examples/ConsIndShockModel/KinkedRconsumerType.ipynb index c036ac54c..02962dd37 100644 --- a/examples/ConsIndShockModel/KinkedRconsumerType.ipynb +++ b/examples/ConsIndShockModel/KinkedRconsumerType.ipynb @@ -100,26 +100,26 @@ "| Parameter | Description | Code | Example value | Time-varying? |\n", "| :---: | --- | --- | --- | --- |\n", "| $\\DiscFac$ |Intertemporal discount factor | $\\texttt{DiscFac}$ | $0.96$ | |\n", - "| $\\CRRA$ |Coefficient of relative risk aversion | $\\texttt{CRRA}$ | $2.0$ | |\n", + "| $\\CRRA $ |Coefficient of relative risk aversion | $\\texttt{CRRA}$ | $2.0$ | |\n", "| $\\Rfree_{boro}$ | Risk free interest factor for borrowing | $\\texttt{Rboro}$ | $1.20$ | |\n", "| $\\Rfree_{save}$ | Risk free interest factor for saving | $\\texttt{Rsave}$ | $1.01$ | |\n", "| $1 - \\DiePrb_{t+1}$ |Survival probability | $\\texttt{LivPrb}$ | $[0.98]$ | $\\surd$ |\n", "|$\\PermGroFac_{t+1}$|Permanent income growth factor|$\\texttt{PermGroFac}$| $[1.01]$ | $\\surd$ |\n", - "| $\\sigma_\\psi$ | Standard deviation of log permanent income shocks | $\\texttt{PermShkStd}$ | $[0.1]$ |$\\surd$ |\n", - "| $N_\\psi$ | Number of discrete permanent income shocks | $\\texttt{PermShkCount}$ | $7$ | |\n", - "| $\\sigma_\\theta$ | Standard deviation of log transitory income shocks | $\\texttt{TranShkStd}$ | $[0.2]$ | $\\surd$ |\n", - "| $N_\\theta$ | Number of discrete transitory income shocks | $\\texttt{TranShkCount}$ | $7$ | |\n", + "| $\\sigma_\\psi $ | Standard deviation of log permanent income shocks | $\\texttt{PermShkStd}$ | $[0.1]$ |$\\surd$ |\n", + "| $N_\\psi $ | Number of discrete permanent income shocks | $\\texttt{PermShkCount}$ | $7$ | |\n", + "| $\\sigma_\\theta $ | Standard deviation of log transitory income shocks | $\\texttt{TranShkStd}$ | $[0.2]$ | $\\surd$ |\n", + "| $N_\\theta $ | Number of discrete transitory income shocks | $\\texttt{TranShkCount}$ | $7$ | |\n", "| $\\mho$ | Probability of being unemployed and getting $\\theta=\\underline{\\theta}$ | $\\texttt{UnempPrb}$ | $0.05$ | |\n", - "| $\\underline{\\theta}$ | Transitory shock when unemployed | $\\texttt{IncUnemp}$ | $0.3$ | |\n", + "| $\\underline{\\theta} $ | Transitory shock when unemployed | $\\texttt{IncUnemp}$ | $0.3$ | |\n", "| $\\mho^{Ret}$ | Probability of being \"unemployed\" when retired | $\\texttt{UnempPrb}$ | $0.0005$ | |\n", - "| $\\underline{\\theta}^{Ret}$ | Transitory shock when \"unemployed\" and retired | $\\texttt{IncUnemp}$ | $0.0$ | |\n", + "| $\\underline{\\theta}^{Ret} $ | Transitory shock when \"unemployed\" and retired | $\\texttt{IncUnemp}$ | $0.0$ | |\n", "| $(none)$ | Period of the lifecycle model when retirement begins | $\\texttt{T_retire}$ | $0$ | |\n", "| $(none)$ | Minimum value in assets-above-minimum grid | $\\texttt{aXtraMin}$ | $0.001$ | |\n", "| $(none)$ | Maximum value in assets-above-minimum grid | $\\texttt{aXtraMax}$ | $20.0$ | |\n", "| $(none)$ | Number of points in base assets-above-minimum grid | $\\texttt{aXtraCount}$ | $48$ | |\n", "| $(none)$ | Exponential nesting factor for base assets-above-minimum grid | $\\texttt{aXtraNestFac}$ | $3$ | |\n", "| $(none)$ | Additional values to add to assets-above-minimum grid | $\\texttt{aXtraExtra}$ | $None$ | |\n", - "| $\\underline{a}$ | Artificial borrowing constraint (normalized) | $\\texttt{BoroCnstArt}$ | $None$ | |\n", + "| $\\underline{a} $ | Artificial borrowing constraint (normalized) | $\\texttt{BoroCnstArt}$ | $None$ | |\n", "| $(none) $ |Indicator for whether $\\texttt{vFunc}$ should be computed | $\\texttt{vFuncBool}$ | $True$ | |\n", "| $(none)$ |Indicator for whether $\\texttt{cFunc}$ should use cubic splines | $\\texttt{CubicBool}$ | $False$ | |\n", "|$T$| Number of periods in this type's \"cycle\" |$\\texttt{T_cycle}$| $1$ | |\n", @@ -224,7 +224,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -290,9 +290,58 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'mNrm': array([[1.01668717, 1.00222693, 1.00313555, ..., 1.00532311, 1.00152973,\n", + " 1.00084133],\n", + " [0.79876008, 1.44583207, 1.05668806, ..., 1.14702313, 1.00593258,\n", + " 0.98809855],\n", + " [0.9606191 , 1.33690972, 0.95299643, ..., 1.09779407, 0.78567559,\n", + " 0.7858615 ],\n", + " ...,\n", + " [1.20178015, 1.26800413, 1.38150334, ..., 1.08766629, 1.72194822,\n", + " 0.96820219],\n", + " [1.38110244, 1.2641918 , 0.62745312, ..., 1.22238431, 0.9203681 ,\n", + " 1.41996935],\n", + " [1.44643435, 1.00874832, 0.81632629, ..., 1.04679667, 1.39942912,\n", + " 1.14586655]]),\n", + " 'cNrm': array([[0.95990199, 0.95605294, 0.95629479, ..., 0.95687708, 0.95586735,\n", + " 0.95568412],\n", + " [0.84198886, 1.05521828, 0.97054949, ..., 0.99434519, 0.95703931,\n", + " 0.95229222],\n", + " [0.9449777 , 1.03515136, 0.94280689, ..., 0.981392 , 0.8379771 ,\n", + " 0.8380341 ],\n", + " ...,\n", + " [1.00768671, 1.02156417, 1.04343633, ..., 0.97872717, 1.10464103,\n", + " 0.94699617],\n", + " [1.04336184, 1.02076529, 0.78906339, ..., 1.01200439, 0.9203681 ,\n", + " 1.05058285],\n", + " [1.05532432, 0.95778881, 0.84737474, ..., 0.96791658, 1.04676672,\n", + " 0.99404087]]),\n", + " 'pLvl': array([[1.08875607, 0.96867555, 1.08875607, ..., 0.92780942, 1.17807023,\n", + " 0.96867555],\n", + " [1.13528692, 0.97353506, 1.28263111, ..., 0.86083031, 1.04273763,\n", + " 1.01007445],\n", + " [1.0533299 , 0.97841894, 1.28906561, ..., 0.8651488 , 1.22841816,\n", + " 0.86758775],\n", + " ...,\n", + " [1.06767104, 1.02610711, 1.03263411, ..., 1.65730416, 1.42496068,\n", + " 4.37846466],\n", + " [1.11330077, 1.03125472, 1.07676644, ..., 1.42351566, 1.43210921,\n", + " 4.56558987],\n", + " [1.07842724, 0.95680784, 1.04303733, ..., 1.67700141, 1.32872441,\n", + " 4.23599727]])}" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "KinkyExample.track_vars = [\"mNrmNow\", \"cNrmNow\", \"pLvlNow\"]\n", + "KinkyExample.track_vars = ['mNrm', 'cNrm', 'pLvl']\n", "KinkyExample.initializeSim()\n", "KinkyExample.simulate()" ] @@ -311,7 +360,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -323,7 +372,7 @@ } ], "source": [ - "plt.plot(np.mean(KinkyExample.history[\"mNrmNow\"], axis=1))\n", + "plt.plot(np.mean(KinkyExample.history['mNrm'], axis=1))\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Mean market resources\")\n", "plt.show()" @@ -338,12 +387,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -355,7 +404,7 @@ } ], "source": [ - "plt.plot(np.sort(KinkyExample.state_now['aNrmNow']), np.linspace(0.0, 1.0, KinkyExample.AgentCount))\n", + "plt.plot(np.sort(KinkyExample.state_now['aNrm']), np.linspace(0.0, 1.0, KinkyExample.AgentCount))\n", "plt.xlabel(\"End-of-period assets\")\n", "plt.ylabel(\"Cumulative distribution\")\n", "plt.ylim(-0.01, 1.01)\n", @@ -378,9 +427,9 @@ "formats": "ipynb,py:percent" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "econ-ark-3.8", "language": "python", - "name": "python3" + "name": "econ-ark-3.8" }, "language_info": { "codemirror_mode": { @@ -392,7 +441,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.6" + "version": "3.8.7" } }, "nbformat": 4, diff --git a/examples/ConsIndShockModel/KinkedRconsumerType.py b/examples/ConsIndShockModel/KinkedRconsumerType.py index dfcacfcba..b8ea5a554 100644 --- a/examples/ConsIndShockModel/KinkedRconsumerType.py +++ b/examples/ConsIndShockModel/KinkedRconsumerType.py @@ -9,9 +9,9 @@ # format_version: '1.2' # jupytext_version: 1.2.4 # kernelspec: -# display_name: Python 3 +# display_name: econ-ark-3.8 # language: python -# name: python3 +# name: econ-ark-3.8 # --- # %% [markdown] @@ -214,7 +214,7 @@ # Now let's plot the distribution of (normalized) assets $a_t$ for the current population, after simulating for $500$ periods; this should be fairly close to the long run distribution: # %% -plt.plot(np.sort(KinkyExample.state_now['aNrmNow']), np.linspace(0.0, 1.0, KinkyExample.AgentCount)) +plt.plot(np.sort(KinkyExample.state_now['aNrm']), np.linspace(0.0, 1.0, KinkyExample.AgentCount)) plt.xlabel("End-of-period assets") plt.ylabel("Cumulative distribution") plt.ylim(-0.01, 1.01) diff --git a/examples/ConsIndShockModel/PerfForesightConsumerType.ipynb b/examples/ConsIndShockModel/PerfForesightConsumerType.ipynb index d358369fa..cb6bec380 100644 --- a/examples/ConsIndShockModel/PerfForesightConsumerType.ipynb +++ b/examples/ConsIndShockModel/PerfForesightConsumerType.ipynb @@ -111,7 +111,7 @@ "| Parameter | Description | Code | Example value | Time-varying? |\n", "| :---: | --- | --- | --- | --- |\n", "| $\\DiscFac$ |Intertemporal discount factor | $\\texttt{DiscFac}$ | $0.96$ | |\n", - "| $\\CRRA$ |Coefficient of relative risk aversion | $\\texttt{CRRA}$ | $2.0$ | |\n", + "| $\\CRRA $ |Coefficient of relative risk aversion | $\\texttt{CRRA}$ | $2.0$ | |\n", "| $\\Rfree$ | Risk free interest factor | $\\texttt{Rfree}$ | $1.03$ | |\n", "| $1 - \\DiePrb_{t+1}$ |Survival probability | $\\texttt{LivPrb}$ | $[0.98]$ | $\\surd$ |\n", "|$\\PermGroFac_{t+1}$|Permanent income growth factor|$\\texttt{PermGroFac}$| $[1.01]$ | $\\surd$ |\n", @@ -192,7 +192,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[]\n" + "[]\n" ] } ], @@ -218,7 +218,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'cFunc': , 'vFunc': , 'vPfunc': , 'vPPfunc': , 'mNrmMin': -50.49994992551661, 'hNrm': 50.49994992551661, 'MPCmin': 0.04428139169919579, 'MPCmax': 0.04428139169919579, 'mNrmSS': -50.49991081984768}\n" + "{'cFunc': , 'vFunc': , 'vPfunc': , 'vPPfunc': , 'mNrmMin': -50.49994992551661, 'hNrm': 50.49994992551661, 'MPCmin': 0.04428139169919579, 'MPCmax': 0.04428139169919579, 'mNrmSS': -50.49991081984768}\n" ] } ], @@ -247,7 +247,7 @@ }, { "data": { - "image/png": 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SXsUz67N4+eNsWgcH8acpNUO0WgZpiJY4T4Uu0gDWWlK/2ctDK9M5cKyca0b05HcT4+nSrpXT0US+p0IXOYu0vTVDtL7YfYQLeobz/A0jGB7d0elYIv9ChS5yGkWlFfzlvR387fM9dAgNYeFPBvOzpF600BAtaaJU6CL1VLstf9+cx2NrMig+WclNP4rhnnH9CQ9t6XQ0kTNSoYvUsXXPUeambmd7wTGSYzvx4PSBJHRv73QskQZRoYsAB4+XsXBVBv/4soBu7Vvz9HXDmHZBd13lKX5FhS7NWmW1m9c+2c2i93dSUeXm3y7ty51j+xGmIVrih/RTK83Wxp2HSEl1setQCZfFR/LA1ERiI8KcjiXSaCp0aXbyjpSyYEU6q1376d05lJdvTuLyhK5OxxI5byp0aTbKKqt54cNdPP/BLloYw30TBnD7xbEaoiUBQ4UuAc9ayxrXAf68Io38oyeZekF37p+cQI8ObZyOJuJRDSp0Y8xEYBEQBCyx1i6sd/tvgDuAKuAQcJu1do+Hs4qcs6yDJ3hwmYuNOw8zoGs73vp/o7iwr4ZoSWA6a6EbY4KAxcAVQD6w2RiTaq1Nq3PYV0CStbbUGPNL4FHgWm8EFmmI42WVPLM+i1c+zqFNSBBzpyVy4+jeBGuIlgSwhjxDTwayrLXZAMaYpcAM4PtCt9ZuqHP8Z8ANngwp0lDWWv75VQEPr8rg8IlyfjaiF/dNHEBEWw3RksDXkEKPAvLqbOcDo85w/O3AqvMJJdIY2wuKmZvqYuueowzp1YElNyUxpFcHp2OJ+IxHXxQ1xtwAJAFjTnP7bGA2QHR0tCcfWpqxoyUVPP5eJm99kUun0BAeveYCrhneU0O0pNlpSKEXAL3qbPes3fd/GGPGAX8Exlhry091R9bal4CXAJKSkuw5pxWpo9pteeuLXP7yXibHy6q45cIY/n1cf8LbaIiWNE8NKfTNQJwxJpaaIp8JzKp7gDFmGPAiMNFae9DjKUXq2bz7CHPfdZG27xg/6tOZlOkDGdCtndOxRBx11kK31lYZY+4C1lDztsVXrLUuY8w8YIu1NhV4DGgL/HftMKNca+10L+aWZurAsTIeXpnO/369l+7hrXl21jCmDNYQLRFo4Dl0a+1KYGW9fXPqfD3Ow7lE/o+KKjevfpLD0+/vpLLactfYfvzb2L6EhujaOJHv6LdBmrwPdxziwWUusg+VMC6hZohW784aoiVSnwpdmqy8I6XMW57G2rQDxEaE8eqtIxk7INLpWCJNlgpdmpyTFdU8/0EWL3yUTXALw+8mxnPbxTG0CtYQLZEzUaFLk2GtZdX2/SxYkU5B0UmmD+nB/ZMT6Bbe2uloIn5BhS5Nws4Dx0lZ5uKTrELiu7Xj77NHM6pPZ6djifgVFbo46lhZJYvW7eT1TbsJDQli3oyBzEqO1hAtkUZQoYsj3G7LP74qYOGqDApLypk5Mpr7JgygU1iI09FE/JYKXXxuW34xc1K381VuEcOiO/DqLSMZ3DPc6Vgifk+FLj5TeKKcx9/LZOnmPDqHteLxnw7hJ8OiNERLxENU6OJ1VdVu/vZ5zRCt0opqbr8olrvHxdG+tYZoiXiSCl286vPsQuamusjYf5yL+nUmZdpA4rpqiJaIN6jQxSv2F5fx0Mp0Ur/ZS1SHNjx//XAmDuqmIVoiXqRCF48qr6rm5Y9zeHZ9FlVuy92Xx/HLMX1pE6KrPEW8TYUuHrMh4yDzlqeRc7iE8YldeWBqIr06hTodS6TZUKHLedtTWMK8ZWm8n3GQPhFhvH5bMmP6d3E6lkizo0KXRiutqGLxhiz++lEOLYMMf5gUz60XxRISrKs8RZygQpdzZq1lxbZ9LFiRzr7iMq4aFsXvJ8XTtb2GaIk4SYUu5yRz/3FSUl18ml1IYvf2PHPdMJJiOjkdS0RQoUsDFZ+s5Mm1O3jzsz20ax3Mn68cxHXJ0QTpKk+RJkOFLmfkdlve2ZrPI6szOFJawazkaO4dP4COGqIl0uSo0OW0vs4rYm6qi2/yikjq3ZHXpyczKEpDtESaKhW6/IvDJ8p5dHUGb2/Jp0u7Vjx57RCuHBqlqzxFmjgVunyvqtrNG5/u4cl1OzhZUc3sH/fhV5f1o52GaIn4BRW6ALBp12FSUl3sOHCCS+IimDttIP0i2zodS0TOgQq9mdtbdJIFK9NZ8e0+enZsw4s3jmB8YledXhHxQyr0ZqqsspolG7NZvGEXbmu5Z1x/fj6mD61baoiWiL9SoTdD76cf4MFlaeQeKWXSoG78cUoCPTtqiJaIv1OhNyM5h0uYt8zFhsxD9Itsy3/ePoqL4yKcjiUiHqJCbwZKyqt4dkMWL2/MISS4BX+aksDNF8bQMkhDtEQCiQo9gFlrSf1mLw+vzGD/sTKuHt6T300aQGQ7DdESCUQq9ACVvu8Yc1NdfJFzhMFR4Sy+fjgjend0OpaIeJEKPcAUl1byxNpM3vxsD+FtWvLQVYO5dmQvDdESaQZU6AGi2m15e0sej63JpKi0ghtG9+Y3V/SnQ6iGaIk0Fyr0APBl7lHmvutiW0ExyTGdSJk+kMQe7Z2OJSI+pkL3YwePl/HIqkz+58t8urZvxaKZQ5k+pIeu8hRpplTofqiy2s3rm3azaN1Oyqqq+cWYvvzqsn6EtdL/TpHmrEENYIyZCCwCgoAl1tqF9W7/MfAUcAEw01r7jqeDSo1Psg4zN9VF1sETXDqgC3OmJtKni4ZoiUgDCt0YEwQsBq4A8oHNxphUa21ancNygVuAe70RUiD/aCkLVqSzavt+ojuFsuSmJC5PiNTpFRH5XkOeoScDWdbabABjzFJgBvB9oVtrd9fe5vZCxmatrLKaFz/M5vkPswC4d3x/7rhEQ7RE5F81pNCjgLw62/nAqMY8mDFmNjAbIDo6ujF30WxYa1mbdoD5K9LIO3KSKYO7c/+UBKI6tHE6mog0UT59Fc1a+xLwEkBSUpL15WP7k12HTvDgsjQ+2nGI/l3b8tYdo7iwn4ZoiciZNaTQC4BedbZ71u4TDztRXsUz7+/klU9yaB0cxJypidz4o94aoiUiDdKQQt8MxBljYqkp8pnALK+mamastfzv1wU8vDKDg8fL+VlST347MZ6Itq2cjiYifuSshW6trTLG3AWsoeZti69Ya13GmHnAFmttqjFmJPBPoCMwzRjzoLV2oFeTBwjX3mLmvutiy56jDOkZzos3jmBYtIZoici5a9A5dGvtSmBlvX1z6ny9mZpTMdJAR0sq+MvaTN76PJeOoSE8cvVgfjqiFy00REtEGkmXFvpYtdvyX1/k8vh7mRwvq+KmH8VwzxX9CW/T0uloIuLnVOg+tGX3EeamunDtPcboPjVDtOK7aYiWiHiGCt0HDh4r4+FVGfzzqwK6h7fmmeuGMfWC7rrKU0Q8SoXuRRVVbl7blMOidTuprLbcObYvd47tR2iIll1EPE/N4iUf7ThEyjIX2YdKuDw+kgemJhITEeZ0LBEJYCp0D8s7Usr85Wm8l3aAmM6hvHJLEpfFd3U6log0Ayp0DzlZUc3zH+7ixQ930cIY7pswgDsuiaVVsIZoiYhvqNDPk7WWNa79zF+eTkHRSaYN6cH9k+PpHq4hWiLiWyr085B18DgpqWl8nHWY+G7tWDp7NKP7dHY6log0Uyr0RjheVsmidTt5bdNuQkOCSJmWyA2jexOsIVoi4iAV+jlwuy3/+KqAhasyKCwp59qkXtw3YQCdNURLRJoAFXoDbS8oZs672/kyt4ihvTrw8s1JDOnVwelYIiLfU6GfxZGSCh5bk8nSzbl0DgvhsWsu4OrhPTVES0SaHBX6aVRVu3nri1z+8t4OTpRXcdtFsfx6XBztW2uIlog0TSr0U/gip2aIVvq+Y1zYtzMp0wfSv2s7p2OJiJyRCr2O/cVlPLwqnXe/3kuP8NY8d/1wJg3qpiFaIuIXVOhAeVU1r3y8m2fW76TKbbn7sn788tJ+tAnRVZ4i4j+afaFvyDzIvGVp5BwuYVxCV+ZMTSS6c6jTsUREzlmzLfQ9hSXMX57GuvSD9IkI47VbR3LpgEinY4mINFqzK/STFdU890EWL36UTcsWht9Piue2i2IJCdZVniLi35pNoVtrWbltPwtWpLG3uIwrh/bgD5MT6Nq+tdPRREQ8olkU+o4Dx0lJdbFpVyEJ3dvz1MxhJMd2cjqWiIhHBXShF5+s5Kl1O3jj0z20bRXM/BkDmTWqN0G6ylNEAlBAFrrbbXnny3weXZ1BYUkF1yVHc+/4AXQKC3E6moiI1wRcoX+TV8TcVBdf5xUxondHXrs1mUFR4U7HEhHxuoAp9MIT5Ty6OpO3t+bROawVT/xsCFcNi9JVniLSbPh9oVdVu3nzsz08sXYHJyuquePiWO6+PI52GqIlIs2MXxf6p7sKSUl1kXngOJfERTB3WiL9IjVES0SaJ78s9H3FJ1mwIp3l3+4jqkMbXrhhBBMGdtXpFRFp1vyq0MurqlmyMYdn12fhtpZfXx7HLy/tS+uWGqIlIuI3hb4+4wAPLktjT2EpEwZ25U9TEunVSUO0RES+0+QLfffhEuYtT2N9xkH6dgnjzduTuSSui9OxRESanCZb6CXlVSzekMWSjTmEBLfgj5MTuPnCGA3REhE5jSZX6NZaln27j4dWpLP/WBk/GRbF7yfFE6khWiIiZ9SkCj193zFSUl18nnOEgT3as/j6YYzorSFaIiIN0SQKvbi0kifX7eCNT3fTvk1LFlw1iJkjozVES0TkHDSo0I0xE4FFQBCwxFq7sN7trYA3gBFAIXCttXb32e7X7ba8vSWPR9dkUlRawfWjevMf4/vTIVRDtEREztVZC90YEwQsBq4A8oHNxphUa21ancNuB45aa/sZY2YCjwDXnul+SyuqufK5T/g2v5iRMR1JmZ7MwB4aoiUi0lgNeYaeDGRZa7MBjDFLgRlA3UKfAaTUfv0O8Kwxxlhr7enudNehE7QtLuOpa4cyY2gPXeUpInKeGlLoUUBene18YNTpjrHWVhljioHOwOG6BxljZgOzATpGxbL+3ktp26pJnMYXEfF7Pn1Tt7X2JWttkrU2qU+3TipzEREPakihFwC96mz3rN13ymOMMcFAODUvjoqIiI80pNA3A3HGmFhjTAgwE0itd0wqcHPt19cA6890/lxERDzvrOc8as+J3wWsoeZti69Ya13GmHnAFmttKvAy8KYxJgs4Qk3pi4iIDzXoJLa1diWwst6+OXW+LgN+6tloIiJyLjTpSkQkQKjQRUQChApdRCRAqNBFRAKEcerdhcaYQ8Ce87ybCOpdjdqMaS1+oLX4gdbiB4GyFr2ttaf82DbHCt0TjDFbrLVJTudoCrQWP9Ba/EBr8YPmsBY65SIiEiBU6CIiAcLfC/0lpwM0IVqLH2gtfqC1+EHAr4Vfn0MXEZEf+PszdBERqaVCFxEJEH5X6MaYFGNMgTHm69r/Jte57Q/GmCxjTKYxZoKTOX3JGPMfxhhrjImo3Q43xiwzxnxjjHEZY251OqOv1F+L2n2X1v6suIwxHzqZz5dOtRa1+0caY6qMMdc4lc3XTvE7cr0x5ltjzDZjzCZjzBCnM3qCv35k0JPW2sfr7jDGJFIztncg0ANYZ4zpb62tdiKgrxhjegHjgdw6u+8E0qy104wxXYBMY8zfrLUVjoT0kVOthTGmA/AcMNFam2uMiXQqny+d5ufiuw99fwR4z4lcTjjNWuQAY6y1R40xk6h5wbT+R2v6Hb97hn4GM4Cl1tpya20OkEXNB1wHuieB3wJ1X922QDtT88nbbamZUV/lQDZfO9VazAL+Ya3NBbDWHnQimANOtRYAvwL+B2gu6wCnWAtr7SZr7dHazc+o+SQ2v+evhX5X7Z9LrxhjOtbuO9WHWUf5PprvGGNmAAXW2m/q3fQskADsBbYBv7bWun2dz5fOsBb9gY7GmA+MMVuNMTc5EM+nTrcWxpgo4CrgeUeCOeAMPxd13Q6s8lEkr2qSp1yMMeuAbqe46Y/U/DDOp+Zf2/nAX4DbfJfOt86yFvdT86dkfROAr4HLgL7AWmPMRmvtMa8F9YFGrkUwMAK4HGgDfGqM+cxau8NrQX2gkWvxFPA7a6275o+3wNDItUrCk8YAAAF7SURBVPjue8dSU+gXeyedbzXJQrfWjmvIccaYvwLLazcb8mHWfud0a2GMGQzEAt/U/nL2BL40xiQDtwILaz/XNcsYkwPEA1/4JrV3NHIt8oFCa20JUGKM+QgYAvh1oTdyLZKApbX7I4DJxpgqa+3/+ia1dzRmLay1+40xFwBLgEnW2oD4UHu/u7DIGNPdWruv9ut7gFHW2pnGmIHAW9ScN+8BvA/EBfqLot8xxuwGkqy1h40xzwMHrLUpxpiuwJfAEGttIEyaO6t6a5FAzSmoCUAINf+ozbTWbncwos/UXYt6+18Dlltr33EilxPq/VxEA+uBm6y1m5xN5jlN8hn6WTxqjBlKzSmX3cDPAWo/uPptII2aFwDvbC5lfgrzgdeMMdsAQ82f2c2izOuz1qYbY1YD3wJuYElzKXM5ozlAZ+C52mfvVYEwidHvnqGLiMip+eu7XEREpB4VuohIgFChi4gECBW6iEiAUKGLiAQIFbqISIBQoYuIBIj/DzT1BLTzunztAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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NDA47leU5rPvULB5cfJ1O5opI1EYNAHd/3cwqLrH85xFPNwMlMahLznPmaP/pd+s53HGKrEkT+Myt5fzy8jLmFE0LujwRGYdifQ7g88DzEc8deMHMHPieu6+/2IZmtg5YB1BWVhbjssYnd+ftug7+9Z16NoWP9m+pyOG3753Dgzdep5k2ReSqxCwAzOweQgFwe0Tz7e7eZGaFwItm9r67v36h7cPhsB6gsrLSY1XXeNQ/OMzG7UfZ8NYh3m8+rqN9ERkTMQkAM1sMPAk84O4dZ9rdvSn8b6uZ/RRYDlwwAATajp/mnzcf4Yebj9BxcoB506fxF59ezMNLinW0LyIxd9UBYGZlwE+Az7r7voj2KUCKux8PP74feOJq3y8R7T7ayz+9eYif7TjKwPAI984r5PO3z2Tl9XmaW19Exkw0w0CfBu4G8s2sEfgGMAHA3b8LfB3IA/4+vLM6M9yzCPhpuC0N+Fd3rxqD32Hc2lzXwbdfOcCbB9qZNCGVtctL+dxHKphVMDXo0kQkCUQzCujRUZZ/AfjCBdrrgCVXXlpicnfePtjB37y8n3cPdVIwbSJffWAej95SpumWReSa0pXA14i78/r+dv7u5f1sPdJFUeZE/vTjC1i7vEz9+yISCAXANfDG/jb+6oV97Gjopjgrgz/7xCL+y80l2vGLSKAUAGNoX8tx/udze3htbxszsifxvz51I7+wrIT0NE3RICLBUwCMgfYTp/nWi/t4+t16pkxM448fnMfjH6lgYpqO+EUkfigAYuj00DBPvnGIf3jtIH2Dw3z21nJ+Z9UN5GrefRGJQwqAGNne0M1Xnt3BvpYTrJpfxNcenMf1Gs4pInFMAXCV+geH+daL+/jHN+oonJbBhs9V8tF5RUGXJSIyKgXAVdhyuJOvPLuTQ+0neXR5KV97cL6mYxaRcUMBcAVGRpxvv3qAb720jxnZk/iXz6/g9jn5QZclInJZFACX6cTpIX7/37azqbaFTy6dwf/4xCKmTNTHKCLjj/Zcl+FIx0l+/alqDrad5L8/tIBfu61Ck7WJyLilAIjS3ubjrF3/Ng489WvLuW22unxEZHxTAEThUPtJHnvyHdLTUvjRupVU5E8JuiQRkaumOQlG0dh1isf+cTPuzg+/sEI7fxFJGAqASzg1MMRn/+ldTpwe4qnPL2d2oW7HKCKJQ11Al/DXL+zjUPtJnv71W1lYnBV0OSIiMaVvABexo6GbDW8d4rEVZay8Pi/ockREYi6qADCzDWbWamY1F1luZvZ3ZnbAzHaa2bKIZY+b2f7wz+OxKnys/c1L+8ibOpE/emBe0KWIiIyJaL8BfB9Yc4nlDwBzwj/rgH8AMLNcQvcQXgEsB75hZjlXWuy10tM3yJsH2vnk0hma2kFEElZUAeDurwOdl1jlEeApD9kMZJvZdcBq4EV373T3LuBFLh0kceHV91sZHHZWL5wedCkiImMmVucAZgANEc8bw20Xa/8QM1tnZtVmVt3W1hajsq5MVU0zRZkTWVqaHWgdIiJjKW5OArv7enevdPfKgoKCwOroGxjmtX2trF44nZQUTfMgIokrVgHQBJRGPC8Jt12sPW79575W+gdHWKPuHxFJcLEKgI3Ar4RHA90K9Lj7MWATcL+Z5YRP/t4fbotbVTXN5EyewPKZuUGXIiIypqK6EMzMngbuBvLNrJHQyJ4JAO7+XeA54EHgAHAK+NXwsk4z+zNgS/ilnnD3S51MDtTA0Agv72nlgRunk5YaN71jIiJjIqoAcPdHR1nuwG9eZNkGYMPll3bt/fxgO8dPD7Fmkbp/RCTx6TA3wqbaZqZOTOMj12uqZxFJfAqAsOER54XaFu6ZV0jGhNSgyxERGXMKgLAthzvpODmg0T8ikjQUAGFVNc1MTEvh7rnBXYMgInItKQAAd2dTbTN33lCgG7yLSNJQAAA7Gns41tOv7h8RSSoKAELdP2kpxqr5RUGXIiJyzSR9ALg7VTXHWHl9HlmTNfWziCSPpA+AfS0nONxxShd/iUjSSfoAeL7mGGZw3wJ1/4hIckn6AKiqaaayPIfCaRlBlyIick0ldQAcbj/J+83HWbPouqBLERG55pI6ADbVNgOweqG6f0Qk+SR1AFTVNnPjjCxKciYHXYqIyDWXtAFwrKePbfXdGv0jIkkraQPghdoWAFbr6l8RSVJJGwBVNc3MKZzK7MKpQZciIhKIqALAzNaY2V4zO2BmX73A8m+Z2fbwzz4z645YNhyxbGMMa79inScHeOdQh7p/RCSpjTr1pZmlAt8B7gMagS1mttHdd59Zx92/HLH+bwFLI16iz91vilnFMfDi7mZGXN0/IpLcovkGsBw44O517j4APAM8con1HwWejkVxY6WqppmSnEksLM4MuhQRkcBEEwAzgIaI543htg8xs3JgJvBKRHOGmVWb2WYz+8SVFhorvf2DvHWggwcWTcfMgi5HRCQwsb77yVrgWXcfjmgrd/cmM5sFvGJmu9z94Pkbmtk6YB1AWVlZjMs659X3WxkYHlH/v4gkvWi+ATQBpRHPS8JtF7KW87p/3L0p/G8d8BofPD8Qud56d69098qCgrG7LeOm2mYKpk1kaWnOmL2HiMh4EE0AbAHmmNlMM0sntJP/0GgeM5sH5ABvR7TlmNnE8ON84DZg9/nbXit9A8O8+n4bqxcWkZKi7h8RSW6jdgG5+5CZfQnYBKQCG9y91syeAKrd/UwYrAWecXeP2Hw+8D0zGyEUNt+MHD10rb2+v42+wWEe0ORvIiLRnQNw9+eA585r+/p5z//0Atv9HLjxKuqLqU01zWRPnsDymblBlyIiErikuRJ4YGiEl/a0sGp+ERNSk+bXFhG5qKTZE75d10Fv/xBrdPGXiAiQRAFQVdPMlPRUbp+TH3QpIiJxISkCYHjEeXF3M/fMKyRjQmrQ5YiIxIWkCICtR7poPzGgi79ERCIkRQA8X3OM9LQU7p5bGHQpIiJxI+EDwN3ZVNPMnXPymTox1jNfiIiMXwkfALuaejja088aXfwlIvIBCR8AVTXNpKYYq+ar+0dEJFJCB4C7U1XTzMpZeWRPTg+6HBGRuJLQAbC/9QR17SdZrdE/IiIfktABUFXTjBmsXlAUdCkiInEn4QPg5rIcCjMzgi5FRCTuJGwA1HecYvexXl38JSJyEQkbAFW1xwBYrcnfREQuKHEDoKaZhcWZlOZODroUEZG4lJAB0NLbz3v13Tyg7h8RkYtKyAB4obYZQP3/IiKXEFUAmNkaM9trZgfM7KsXWP45M2szs+3hny9ELHvczPaHfx6PZfEX83xNM9cXTGF24bRr8XYiIuPSqLOjmVkq8B3gPqAR2GJmGy9wc/cfufuXzts2F/gGUAk4sDW8bVdMqr+AzpMDvHOok9+4a9ZYvYWISEKI5hvAcuCAu9e5+wDwDPBIlK+/GnjR3TvDO/0XgTVXVmp0XtrTwvCI84AmfxMRuaRoAmAG0BDxvDHcdr5fMLOdZvasmZVe5raY2Tozqzaz6ra2tijKurBNNc3MyJ7EwuLMK34NEZFkEKuTwD8DKtx9MaGj/B9c7gu4+3p3r3T3yoKCgisq4sTpId7Y386aRdMxsyt6DRGRZBFNADQBpRHPS8JtZ7l7h7ufDj99Erg52m1j6ZX3WxkYHtHoHxGRKEQTAFuAOWY208zSgbXAxsgVzCyyw/1hYE/48SbgfjPLMbMc4P5w25jYVNNMwbSJ3FyWM1ZvISKSMEYdBeTuQ2b2JUI77lRgg7vXmtkTQLW7bwR+28weBoaATuBz4W07zezPCIUIwBPu3jkGvwf9g8O8ureVTy6dQUqKun9EREYT1U1y3f054Lnz2r4e8fhrwNcusu0GYMNV1BiVN/a3c2pgWN0/IiJRSpgrgZ+vOUZmRhq3zsoLuhQRkXEhIQJgcHiEl3a3sGpBERNSE+JXEhEZcwmxt9xc10Fv/5Au/hIRuQwJEQBVNc1MTk/ljjn5QZciIjJujPsAGB5xNtW2cM/cQjImpAZdjojIuDHuA+C9+i7aT5xmtUb/iIhclnEfAFU1zaSnpvDReYVBlyIiMq6M6wBwd6pqmrljTj5TJ0Z1SYOIiISN6wCoPdpLU3efun9ERK7AuA6A52uOkZpi3De/KOhSRETGnXEdAFU1zdw6K5ecKelBlyIiMu6M2wA40Hqcg20nWbNQ3T8iIldi3AZAVU0zAPcrAERErsi4DYDna5pZVpZNUWZG0KWIiIxL4zIAGjpPUXu0V1M/i4hchXEZAJtqQ90/axZq8jcRkSs1LgOgqqaZBddlUpY3OehSRETGragCwMzWmNleMztgZl+9wPLfM7PdZrbTzF42s/KIZcNmtj38s/H8bS9Xa28/W+u71P0jInKVRp0/wcxSge8A9wGNwBYz2+juuyNW2wZUuvspM/si8BfAL4WX9bn7TbEqeNPuFtxRAIiIXKVovgEsBw64e527DwDPAI9EruDur7r7qfDTzUBJbMs8Z1NNM7MKpjCncOpYvYWISFKIJgBmAA0RzxvDbRfzeeD5iOcZZlZtZpvN7BMX28jM1oXXq25ra7vgOt2nBni7roM1C6djZlGULiIiFxPTKTTN7DNAJXBXRHO5uzeZ2SzgFTPb5e4Hz9/W3dcD6wEqKyv9Qq//0p5Whkdc3T8iIjEQzTeAJqA04nlJuO0DzGwV8N+Ah9399Jl2d28K/1sHvAYsvdJiq2qOMSN7EjfOyLrSlxARkbBoAmALMMfMZppZOrAW+MBoHjNbCnyP0M6/NaI9x8wmhh/nA7cBkSePo3bi9BCv729ntbp/RERiYtQuIHcfMrMvAZuAVGCDu9ea2RNAtbtvBP4SmAr8n/DOud7dHwbmA98zsxFCYfPN80YPRe21va0MDI2o+0dEJEaiOgfg7s8Bz53X9vWIx6sust3PgRuvpsAzqmqayZ+azs3lObF4ORGRpDcurgTuHxzm1fdbuW/BdFJT1P0jIhIL4yIA3tzfzsmBYXX/iIjE0LgIgKraZjIz0lg5Ky/oUkREEkbcB8Dg8Agv7Wlh1fwi0tPivlwRkXEj7veo7x7qpPvUIKvV/SMiElNxHwDP1xxj0oRU7pxTEHQpIiIJJa4DYGTE2VTbwj3zCpiUnhp0OSIiCSWuA2BbQxdtx0+zWjd+FxGJubgOgKqaZtJTU/jovMKgSxERSThxGwDuzvM1zdw2O49pGROCLkdEJOHEbQDUHu2lsauPBxbpxu8iImMhbgNgU20zKQarFhQFXYqISEKK2wCoqmlmxcw8cqekB12KiEhCissAOD00wv7WE5r7R0RkDMVlAPT0DQJo+KeIyBiKywDo7RtkaVk207Mygi5FRCRhxWUA9A0Os0ZH/yIiYyqqADCzNWa218wOmNlXL7B8opn9KLz8HTOriFj2tXD7XjNbHW1h6v4RERlbowaAmaUC3wEeABYAj5rZgvNW+zzQ5e6zgW8Bfx7edgGhm8gvBNYAfx9+vUvKSEulIn/K5fweIiJymaL5BrAcOODude4+ADwDPHLeOo8APwg/fha410J3h38EeMbdT7v7IeBA+PUuKWuSrvwVERlr0QTADKAh4nljuO2C67j7ENAD5EW5LQBmts7Mqs2serj/eHTVi4jIFYubk8Duvt7dK9298rrC/KDLERFJeNEEQBNQGvG8JNx2wXXMLA3IAjqi3FZERAIQTQBsAeaY2UwzSyd0UnfjeetsBB4PP/408Iq7e7h9bXiU0ExgDvBubEoXEZGrkTbaCu4+ZGZfAjYBqcAGd681syeAanffCPwT8M9mdgDoJBQShNf7N2A3MAT8prsPj9HvIiIil8FCB+rxpbKy0qurq4MuQ0Rk3DCzre5eeTnbxM1JYBERubYUACIiSUoBICKSpBQAIiJJKi5PApvZcWBv0HXEiXygPegi4oA+h3P0WZyjz+Kcue4+7XI2GHUYaED2Xu7Z7ERlZtX6LPQ5RNJncY4+i3PM7LKHTqoLSEQkSSkARESSVLwGwPqgC4gj+ixC9Dmco8/iHH0W51z2ZxGXJ4FFRGTsxes3ABERGWMKABGRJBVXATDazeeThZmVmtmrZrbbzGrN7HeCriloZpZqZtvM7D+CriVIZpZtZs+a2ftmtsfMVgZdU1DM7Mvhv48aM3vazDKCrulaMbMNZtZqZjURbblm9qKZ7Q//mzPa68RNAER58/lkMQT8vrsvAG4FfjOJP4szfgfYE3QRceBvgSp3nwcsIUk/EzObAfw2UOnuiwhNVb822Kquqe8Da85r+yrwsrvPAV4OP7+kuAkAorv5fFJw92Pu/l748XFCf+QXvJdyMjCzEuBjwJNB1xIkM8sC7iR0/w3cfcDduwMtKlhpwKTwXQgnA0cDrueacffXCd17JdIjwA/Cj38AfGK014mnAIj6BvLJxMwqgKXAOwGXEqS/Ab4CjARcR9BmAm3A/w53hz1pZlOCLioI7t4E/BVQDxwDetz9hWCrClyRux8LP24GikbbIJ4CQM5jZlOBHwO/6+69QdcTBDN7CGh1961B1xIH0oBlwD+4+1LgJFF8zU9E4f7tRwiFYjEwxcw+E2xV8SN8S95Rx/jHUwDoBvIRzGwCoZ3/D939J0HXE6DbgIfN7DChbsGPmtm/BFtSYBqBRnc/823wWUKBkIxWAYfcvc3dB4GfAB8JuKagtZjZdQDhf1tH2yCeAiCam88nBTMzQv28e9z9r4OuJ0ju/jV3L3H3CkL/T7zi7kl5pOfuzUCDmc0NN91L6H7byageuNXMJof/Xu4lSU+IR9gIPB5+/Djw76NtEDezgV7s5vMBlxWU24DPArvMbHu47Y/d/bngSpI48VvAD8MHSXXArwZcTyDc/R0zexZ4j9CouW0k0bQQZvY0cDeQb2aNwDeAbwL/ZmafB44Avzjq62gqCBGR5BRPXUAiInINKQBERJKUAkBEJEkpAEREkpQCQEQkSSkARESSlAJARCRJ/X+Eux0dd4RaPQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -436,9 +436,32 @@ "name": "#%%\n", "title": "pycharm=" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'mNrm': array([[ 1.01834458, 1.00217811, 1.00344698, ..., 1.00498677,\n", + " 1.00181962, 1.00082289],\n", + " [ -0.28796625, -0.3037228 , -0.30248611, ..., -0.30098536,\n", + " 1.00624616, -0.30504366],\n", + " [ -1.56115391, -1.57651094, -1.5753056 , ..., -1.57384291,\n", + " -0.2997579 , -1.5777983 ],\n", + " ...,\n", + " [-38.27661177, -47.94841819, -47.94835533, ..., -44.8431327 ,\n", + " -14.5538836 , -18.88031749],\n", + " [-38.58654905, -48.01311453, -48.01305326, ..., -44.9865675 ,\n", + " -15.4653408 , -19.68207246],\n", + " [-38.88862747, -48.07617041, -48.0761107 , ..., -45.12636532,\n", + " -16.35368684, 1.00096976]])}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "PFexample.track_vars = [\"mNrmNow\"]\n", + "PFexample.track_vars = ['mNrm']\n", "PFexample.initializeSim()\n", "PFexample.simulate()" ] @@ -463,7 +486,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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baa27r417sm7m9Amxnku/flHPPYhI9MIUh/8ws9vN7GIzO7d5iXuybiY1xfiXk2I9lx57v8uMUi4iSSrM2EpfAUYD6UDzMKKOxlvqcKeN78shZau58fnlnH5IX7LSk376bBFJUmGKw1R3HxX3JEJKinHdqaP50h/f4e431/C1Y4dFHUlEuqkwzUpvmtnYuCcRAI4a1ofjRxXxu5dXUlFTF3UcEemmwhSHI4F5ZrY86Ma6UF1Z4+u6U8dQVdvAb19aGXUUEemmwjQrTY97CvmUUaW5nD+5jLvfWsOl0wYxqDAn6kgi0s2EeUJ67d6WzgjXnV178ijSU1P472eWRR1FRLqhMM1KEoGSvCyuOnYYzyz6mHfXbI86joh0MyoOCeyfjh5KaV4WP3tyiYbVEJFOpeKQwHpkpPLd6aOYv34nD7+3Puo4ItKN7LM4mFmlme3a19KZIbuzsw/rz+RBBfz3M8vUtVVEOs0+i4O757p7HvBr4DqgP1AGfA+4uVPSCSkpxs/OHs/O3fX88rnlUccRkW4iTLPSWe5+q7tXuvsud/89MCPeweTvxvTN4/Jpg7lv9kfMX1cRdRwR6QbCFIdqM7vEzFLNLMXMLgGq4x1MPu07XxhBUc9MbnhsIQ2NTfv/ARGRdghTHL4EXAhsDpYLgm0HzcwuMLPFZtZkZlNabB9sZrvNbF6w/G979tOV5Gal8x9njmPRhl3c9eaaqOOISBe33yek3X0NHd+MtAg4F/jDXt5b5e6HdfD+uoTTJpRy4uhibnx+BdPHl1JWkB11JBHposJMEzrSzGaZ2aJg/RAz+357duruS91dd1cPkJnxk7PHYwY/fHwx7nr2QUTiI0yz0h+B64F6AHdfAFwUx0xDzOx9M3vVzI6O436SUv9ePbj25FG8tGwLj8/bGHUcEemiwhSHbHef/ZltDfv7ITN70cwW7WVpq4lqEzDQ3ScC1wD3mVnePr7/SjObY2ZzysvLQxxG1/HlowYzeVABP3x8ERsrdkcdR0S6oDDFYauZDSM2+xtmdj6xX+JtcveT3H38XpbH2/iZWnffFryeC6wCRu7js7e5+xR3n1JUVBTiMLqO1BTjpgsPpaHJ+beH52toDRHpcGGKw9XEbhyPNrMNwLeBr8cjjJkVmVlq8HooMAJYHY99JbtBhTn84Iyx/G3lNv6k3ksi0sHCDNm92t1PAoqA0e7++aAH00Ezs3PMbD0wDXjKzJ4L3joGWGBm84CHgavcXUOS7sNFUwdw4uhifv7sMlZuqYo6joh0IWF6KzWa2X8DNe5eGWx7rz07dfdH3b3M3TPdvcTdTwm2/5+7j3P3w9x9krs/0Z79dHVmxv87bwLZGalc+9B8PRwnIh0mTLPS4uBzz5tZ72CbxS+SHIji3Cx+OmM889dV8IfX1AInIh0jTHFocPfvArcDr5vZZIKb05IYzjy0H6dP6MvNL65gyUYNmCsi7RemOBiAu/8V+CLwJ2BoPEPJgfvp2ePplZ3B1fe9x87d9VHHEZEkF6Y4/GPzC3dfBBwNfCtuieSg9M7J4NZLJrFuew3XPjhP3VtFpF3amuznhODlIDM7t3kBTgTUNSYBTR3cmx+cMZYXl27hNy+tjDqOiCSxtgbeOxZ4CThzL+858EhcEkm7XDZtEPPXVXDzrBVMHVzAUcP7RB1JRJKQdYXB26ZMmeJz5syJOkbCqKlr4IzfvEHVngae/fYx9M7JiDqSiCQgM5vr7lP29t4+rxzM7Jq2vtTdb2pvMImP7Iw0fnPxRM753Zv820Pzuf3yKZip97GIhNfWDenc/SySwMb1y+ffTxvNrGVbuOOND6OOIyJJZp9XDu7+484MIh3v8qMG8/bq7fzX00sZWZLLMSO71wCFInLwwgyfkWVmV5vZrWZ2Z/PSGeGkfcyMGy88lJEluXzjvvdYXa5OZiISTpjnHO4FSoFTgFeBMqAynqGk4+RkpvHHy6aQlprCP94zh501ekBORPYvTHEY7u4/AKrd/W7gdOCI+MaSjjSgdza/Dx6Q+/pf5lLXoAH6RKRtYYpD85+aFWY2HsgHiuMXSeLhiKGF/Py8Q3hz1TZueHSh5p8WkTa19RBcs9vMrAD4ATAT6An8MK6pJC7OnVTG2m01/HrWBwzsnc03TxwRdSQRSVD7LQ7ufnvw8lU04F7S+/ZJI/hoew03vrCC0vwsLpgyIOpIIpKA9lsczKwXcBkwuOXn3V2D7yUhM+Pn5x1CeWUt1z2ykD65mRw/Sq2EIvJpYe45PE2sMCwE5rZYJEllpKXw+3+YxKiSXP75z+8xf11F1JFEJMGEKQ5Z7n6Nu//J3e9uXuKeTOIqNyudu66YSp/cDL5y17t6BkJEPiXUcw5m9k9m1tfMejcvcU8mcVecm8U9VxyBAZfeMZvNu/ZEHUlEEkSY4lAH/BJ4i783KWkI1C5iSJ8c7vrK4VTU1HH5nbP1kJyIAOGKw7XEHoQb7O5DgkW9lrqQCWX53HbZFFaXV/OVu2ZTU9cQdSQRiViY4rASqIl3EInW54b34ZaLD2Peugq+dq+eohbp7sIUh2pgnpn9wcxuaV7iHUw63/Txffnvcw/h9Q+28r3/W6CnqEW6sTBPSD8WLNINXDh1AJt37eHGF1YwoKAH15w8KupIIhKBNouDmaUCX3b34zspjySAb5wwnPU7dnPLSyspK8jmwql6ilqku2mzWcndG4EmM8vvyJ2a2S/NbJmZLTCzR4OnsJvfu97MVprZcjM7pSP3K+GYGT87ZzxHj+jDdY8s4JH31kcdSUQ6WZh7DlXAQjO7owPvObwAjHf3Q4AVwPUAZjYWuAgYB0wHbg2uXqSTpaem8IdLJ3Pk0EKufWg+D8z+KOpIItKJwtxzeCRYOoy7P99i9W3g/OD1DOABd68FPjSzlcDhxJ6xkE6WnZHGnV+eytfunct1jyykyeFLRwyMOpaIdIIwo7LebWYZwMhg03J378gnpa4A/hq87k+sWDRbH2xrxcyuBK4EGDhQv7DiJSs9ldsum8zX//weNzy2kB4ZKZwzsSzqWCISZ2HmkD4O+AD4HXArsMLMjgnxcy+a2aK9LDNafOYGoAH4y4EGd/fb3H2Ku08pKio60B+XA5CZlsqtl0ziyCGF/OtDC3h20cdRRxKROAvTrHQjcLK7Lwcws5HA/cDktn7I3U9q630z+zJwBnCi/71D/QagZdeYsmCbRCwrPZXbL5/CP9zxDt+47z1+eOZYLj1yEGYWdTQRiYMwN6TTmwsDgLuvANLbs1Mzmw58FzjL3Vs+fT0TuMjMMs1sCDACmN2efUnHyclM4+4rDueYkUX88PHFfPfhBeypb4w6lojEQZgrhzlmdjvw52D9Eto/8N5vgUzgheAvz7fd/Sp3X2xmDwJLiDU3XR10p5UEkZeVzu2XTeHmF1dwy0srWbOtmtsvn0p+j3b9vSAiCcb2N0SCmWUCVwOfDza9Dtwa9ChKCFOmTPE5czRQbGd7Yv5GrnlwHsOLc7n7iqkU52ZFHUlEDoCZzXX3KXt9ryuMn6PiEJ3XVpTztXvnUpSbye2XT2FkSW7UkUQkpLaKQ5jeSp8zsxfMbIWZrW5eOj6mJKNjRhZx3z8dQU1dI2f/7m88MX9j1JFEpAOEuSF9B3ATsWalqS0WEQAmDizgyW9+njF98/jm/e/z0yeXUN+oIb9FklmY4rDT3Z9x9y3uvq15iXsySSql+Vnc/09Hcvm0Qdzxxodccvs7bKnUtKMiySpMcXg5GChvmplNal7inkySTkZaCj+eMZ6bv3gYC9ZXcMYtb/Dkgo2aF0IkCYXpynpE8N+WNy0cOKHj40hXcPbE/owqzeU7f53HN+57n7sGreEHZ4zl0AG9oo4mIiGpt5LETWOT8+Ccddz4/HK2VtVx3qQyvjt9FCV56vIqkgja1VtJ5GClphgXHz6Ql//1OK46dhhPzN/I8b96hT+/vVZNTSIJTsVB4i43K53rTh3NC9ccw+RBBXz/sUVcee9ctlfXRR1NRPZBxUE6zaDCHO7+yuF8//QxvLJ8C6ff8jpLN+2KOpaI7EWo4mBmR5nZl8zssuYl3sGka0pJMf7x6KE8+s+fwx0u+N+3eHVFedSxROQzwjwhfS/wKz79ENxeb2CIhDW+fz6PXn0UZQU9uOKud7nttVU0Nuk+hEiiCNOVdQow1nUHUTpY3/wePHTVNK59cD7/9fQynl+8mV9ecChD+uREHU2k2wvTrLQIKI13EOmecrPS+cOlk7npwkNZsbmS6Te/xs0vrtA8ESIRC3Pl0AdYYmazgU+G6Xb3s+KWSroVM+PcSWUcNawPP3tqCTe/+AEPz13PT2eM5/jRxVHHE+mWwszncOzetrv7q3FJdBD0EFzX8taqbfzHzEWs2FzFxYcP5PunjyEnM8zfMSJyIDSfgySd2oZGbnphBbe9tpp++T340hEDOevQfgzonR11NJEuo73zORxpZu+aWZWZ1ZlZo5mpc7rEVWZaKtefOoa/XjmNvvlZ/PK55Rz9i5e55Pa3eXPVVj1hLRJnYZqV5gAXAQ8R67l0GTDS3a+Pf7xwdOXQ9a3bXsPM+Ru56801lFfWMnlQATecPoZJAwuijiaStNo9tpK7rwRS3b3R3f8ETO/IgCL7M6B3NlcfP5zXv3s8P50xjvU7ajj31jf53sML2FaVMNOZi3QZYe7y1ZhZBjDPzH4BbELDbkhEstJTuXTaYM6ZVMYtsz7gzjc+ZOb8jZw9sT+XTRvEmL55UUcU6RLCNCsNAjYDGcB3gHzg1uBqIiGoWan7Wrmlkj++9iGPzdtAbUMTJ40p4XvTRzGiJDfqaCIJr929lcysBzDQ3Zd3dLiOoOIgFTV13PvWWm57bTXVdQ2cO6mMq44dyvBiFQmRfWlXcTCzM4mNrZTh7kPM7DDgJ4n0EJyKgzTbXl3H715eyZ/fXkttQxMnji7mi1MHcPSIInpkpEYdTyShtLc4zCU2Jegr7j4x2LbQ3Sd0eNKDpOIgn7WtqpZ7317LPW+tZXt1HVnpKRw9oogTRxdz3KhiSvM1G51IW8UhzA3penffaWYtt6mTuSS0wp6ZfPukkVx9/HBmf7id5xZ/zItLNvPCks0AjO2bxwmjizlxTDGHDejFZ/59i3R7Ya4c7gBmAdcB5wHfAtLd/aqD3qnZL4EzgTpgFfAVd68ws8HAUqD53sbbYfajKwcJw91ZsbmKl5Zt4eVlW5j70Q4am5yhRTlcOGUA507sT7Hmt5ZupL3NStnADcDJgAHPAT919z3tCHQy8JK7N5jZzwHc/XtBcXjS3ccfyPepOMjBqKip4/klm3lozjreXbMDM5g6qDenTSjlnEll5PdIjzqiSFwl9NhKZnYOcL67X6LiIFFZVV7Fk/M38fTCTSzfXEl2RipfnDqALx81mEGFml9CuqaDKg5mNrOtL+2o3kpm9gTwV3f/c1AcFgMrgF3A99399X383JXAlQADBw6cvHbt2o6II8LijTu54/XYw3UNTc6E/vmcOqGU8yaVUaJmJ+lCDrY4lAPrgPuBd4g1KX1if0N2m9mL7H2SoBvc/fHgMzcQG6/pXHd3M8sEerr7NjObDDwGjHP3Ngf605WDxMOmnbt5Yv5Gnlr4MfPXVZCWYpw2oS+XHzWYSQN1E1uS38EWh1TgC8DFwCHAU8D97r64g0J9GfgacKK71+zjM68A/+rubf7mV3GQeFu7rZp73lrLg++uo7K2gdGluVx8+EA+N7yQAb2zyUzTMxSSfDriCelMYkXil8CP3f237Qw0HbgJONbdy1tsLwK2u3ujmQ0FXgcmuPv2tr5PxUE6S1VtAzPnbeT+2R+xcMNOAMygODeTnMw0cjLS6JufxejSXMb2y+foEX00UZEkrIMuDkFROJ1YYRgMzATudPcN7Qy0EsgEtgWb3nb3q8zsPOAnQD3QBPyHuz+xv+9TcZAoLPt4F8s2VbJmWzUbK3ZTXddIdW0D67bX8OHWapoceqSn8oWxJZw4ppgxffMY0ieH9FSNWymJ4WCble4BxgNPAw+4+6L4RWwfFQdJNHvqG5m3riK4Z7GJipp6ANJTjdL8LPrm9WBsvzz+4chBDC/uGXFa6a4Otjg0AdXBassPGeDunjBjI6s4SCKrb2xiVXkVyzZVsnxzJZsqdrNx5x7mraugrqGJo0f0oSg3k127GwAY0zeXcf3ymDiwQL2jJK4OavgMd9e1r0gHSE9NYXRpHqNLP/331NaqWu5/5yMemrue1eXV5PVIp76xiZeWbaYp+HNsYO9sjhjSm+NHF3P0iD7kZunBPOkckT8E1xF05SBdyZ76RpZu2sXctTt4d8123l69nZ2760lPNYb26UlRbibFuZkMLMxmSJ8cygqyKc7NpCAngx3VdWzeFRu8YFy/fI1EK21K6CekO4KKg3RlDY1NvL+ugllLt7C6vIryqlo+3rmHTTvbHsEmNcUYVZLLwN7ZFOdl0is7g1QzzCA3K40+PTPp1yuL8f3z1RW3m2rvqKwiEqG01BSmDu7N1MG9P7V9T30jH22vYUPFbsora9lRXUev7HRK83tQ19DE/HUVLNiwk5XlVby5aiu79jTs9fsz01KYNLCAQwf0YmhRDkP75FCcm0VhzwyyM1L1sF83peIgkqSy0lMZWZLLyH1MifqFsSWfWnd33KHRnV2769laVcfabdW88+F23lq1jTveWE1946dbEnIyUunXqwf9C3owrl8ekwcVMKo0j5yMVDLTUvlwazWLNu6kvLKWsoIenzRzFWSnq6gkORUHkW7CgialFIzCnpkU9sxkVGkuJ4+LjXLT0NjE+h27WbOtmvLKWrZWxe5fbNq5m4+27+b1D1bT2BSuGTojLYV++VkM6ZPD0KKe9M3PIi8rnfzsdPr36sGgwmxys9JpaGyitqGJuobYfxuamkgJcq7fsZsPNldRVVvP0SOKGF2aq4LTiVQcRASINV8N7pPD4D57H4W2pq6B+et2snZbNTV1jeyub2RA72zG98ujND+Lddt38+HW2AOBm3ftYX3FblaXV/Pmqm3UNjS1+r7UFAtdbGAZA3r3YFRJLtkZaeRkppGXlUZej3TSUw335ua3Asb3yyclRUWkvVQcRCSU7Iw0pg0rZNqwwr2+P6o0l1GlrZu4mpqcytoGKvfUs6O6nnU7ali7rYaq2nqy0lLJSEshMy2FjLRU0lKMJneaHPr2ymJEcU8yUlOYtWwLs5ZuCZ5Eb6C6toFdexqo20vRKcrN5NCy/NhwJplp9M7OoLBnBk0OyzbtYsXmSpzYTfneOZnBUCd5jCrJpW9+lq5OAuqtJCJJa099Iw3B1UdNbQNvrNzKS8u2sHJLFbvrY8OZ7Kip/+QKpTAng9F9c0lLSaFyTz2bd9WyoWL3J9+XnZHK4MIcCnLSP5nsqXJPA5V7YgWppq6R2oZGGptiBawwJ4PS/CwGFWYzoX8vDinLJy3V2FFdT21DIyV5WfTL70Fej7RPik5Tk7O5ck+sE0FNPduqalm+uZJlmyqp3FNP3/we9M3Pojgvk6LcTHrnZJKblUZuZhpZ6alkpqWQlpqCB0U0Iy3loCemUldWEem2mpqcHTV1NDn06ZnR6spg5+56lm3axQdbqlhVXsXabTXs3F3Pzt2xIU9ys9LomRlbsjPSyExPIS1ottpWVcfGnbHms+bP701Gagr52elkpaeweWctdY2fvuJJTzWGF+dSkJ3Oxzv3sHHnbvbUt74q2pszDunLb7806UD+J/mEurKKSLeVkhK7Ab8v+T3SOWJoIUcM3XtzWRjuzkfba1i0ITb1TEF2OpnpKWzeVcvGit1sq66joqaemroGSvOzGFCQTUleFgXZ6fTKzmBQYfanBmR0d6pqGyivrGV7dV3QLNfAnvpG6hqaaGhsIiXFMDMGF2YfdO62qDiIiLSTmTGoMKfDppQ1M3Kz0snNSmdoUYd85QHT+EkiItKKioOIiLSi4iAiIq2oOIiISCsqDiIi0oqKg4iItKLiICIirag4iIhIK11i+AwzKwfWtuMr+gBbOyhO1HQsiUnHkpi6+7EMcve9PmbXJYpDe5nZnH2NL5JsdCyJSceSmHQs+6ZmJRERaUXFQUREWlFxiLkt6gAdSMeSmHQsiUnHsg+65yAiIq3oykFERFpRcRARkVa6dXEws+lmttzMVprZdVHnORBmNsDMXjazJWa22Mz+Jdje28xeMLMPgv8WRJ01LDNLNbP3zezJYH2Imb0TnJ+/mllG1BnDMLNeZvawmS0zs6VmNi3Jz8t3gn9ji8zsfjPLSpZzY2Z3mtkWM1vUYttez4XF3BIc0wIzO7i5N+NkH8fyy+Df2QIze9TMerV47/rgWJab2SkHur9uWxzMLBX4HXAqMBa42MzGRpvqgDQA17r7WOBI4Oog/3XALHcfAcwK1pPFvwBLW6z/HPgfdx8O7AC+GkmqA/dr4Fl3Hw0cSuyYkvK8mFl/4FvAFHcfD6QCF5E85+YuYPpntu3rXJwKjAiWK4Hfd1LGsO6i9bG8AIx390OAFcD1AMHvgouAccHP3Br8zgut2xYH4HBgpbuvdvc64AFgRsSZQnP3Te7+XvC6ktgvoP7EjuHu4GN3A2dHEvAAmVkZcDpwe7BuwAnAw8FHkuJYzCwfOAa4A8Dd69y9giQ9L4E0oIeZpQHZwCaS5Ny4+2vA9s9s3te5mAHc4zFvA73MrG+nBA1hb8fi7s+7e0Ow+jZQFryeATzg7rXu/iGwktjvvNC6c3HoD6xrsb4+2JZ0zGwwMBF4Byhx903BWx8DJVHlOkA3A98FmoL1QqCixT/8ZDk/Q4By4E9BE9ntZpZDkp4Xd98A/Ar4iFhR2AnMJTnPTbN9nYtk/51wBfBM8Lrdx9Kdi0OXYGY9gf8Dvu3uu1q+57F+ygnfV9nMzgC2uPvcqLN0gDRgEvB7d58IVPOZJqRkOS8AQXv8DGJFrx+QQ+umjaSVTOeiLWZ2A7Gm5r901Hd25+KwARjQYr0s2JY0zCydWGH4i7s/Emze3HwpHPx3S1T5DsDngLPMbA2x5r0TiLXb9wqaMiB5zs96YL27vxOsP0ysWCTjeQE4CfjQ3cvdvR54hNj5SsZz02xf5yIpfyeY2ZeBM4BL/O8PrrX7WLpzcXgXGBH0usggdvNmZsSZQgva5O8Alrr7TS3emglcHry+HHi8s7MdKHe/3t3L3H0wsfPwkrtfArwMnB98LFmO5WNgnZmNCjadCCwhCc9L4CPgSDPLDv7NNR9P0p2bFvZ1LmYClwW9lo4EdrZofkpIZjadWHPsWe5e0+KtmcBFZpZpZkOI3WSffUBf7u7ddgFOI3aHfxVwQ9R5DjD754ldDi8A5gXLacTa6mcBHwAvAr2jznqAx3Uc8GTwemjwD3ol8BCQGXW+kMdwGDAnODePAQXJfF6AHwPLgEXAvUBmspwb4H5i90rqiV3VfXVf5wIwYj0YVwELifXQivwY9nMsK4ndW2j+HfC/LT5/Q3Asy4FTD3R/Gj5DRERa6c7NSiIisg8qDiIi0oqKg4iItKLiICIirag4iIhIKyoOIgfAzArNbF6wfGxmG4LXVWZ2a9T5RDqKurKKHCQz+xFQ5e6/ijqLSEfTlYNIBzCz41rMQ/EjM7vbzF43s7Vmdq6Z/cLMFprZs8GwJ5jZZDN71czmmtlziTQCqIiKg0h8DCM2RtRZwJ+Bl919ArAbOD0oEL8Bznf3ycCdwH9GFVbks9L2/xEROQjPuHu9mS0kNkHOs8H2hcBgYBQwHnghNmQRqcSGRhBJCCoOIvFRC+DuTWZW73+/uddE7P93Bix292lRBRRpi5qVRKKxHCgys2kQG37dzMZFnEnkEyoOIhHw2NS05wM/N7P5xEbUPCrSUCItqCuriIi0oisHERFpRcVBRERaUXEQEZFWVBxERKQVFQcREWlFxUFERFpRcRARkVb+P0Z9c3rZlsN5AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -475,7 +498,7 @@ } ], "source": [ - "plt.plot(np.mean(PFexample.history[\"mNrmNow\"], axis=1))\n", + "plt.plot(np.mean(PFexample.history['mNrm'], axis=1))\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Mean normalized market resources\")\n", "plt.show()" @@ -503,7 +526,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -543,7 +566,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": { "name": "#%%\n", "title": "pycharm=" @@ -551,7 +574,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -565,14 +588,21 @@ "source": [ "PFexample.initializeSim()\n", "PFexample.simulate(80)\n", - "PFexample.state_prev['aNrmNow'] += -5.0 # Adjust all simulated consumers' assets downward by 5\n", + "PFexample.state_prev['aNrm'] += -5.0 # Adjust all simulated consumers' assets downward by 5\n", "PFexample.simulate(40)\n", "\n", - "plt.plot(np.mean(PFexample.history[\"mNrmNow\"], axis=1))\n", + "plt.plot(np.mean(PFexample.history['mNrm'], axis=1))\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Mean normalized market resources\")\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -595,7 +625,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.6" + "version": "3.8.7" } }, "nbformat": 4, diff --git a/examples/ConsIndShockModel/PerfForesightConsumerType.py b/examples/ConsIndShockModel/PerfForesightConsumerType.py index 67f9f311c..58ab53ad7 100644 --- a/examples/ConsIndShockModel/PerfForesightConsumerType.py +++ b/examples/ConsIndShockModel/PerfForesightConsumerType.py @@ -9,9 +9,9 @@ # format_version: '1.2' # jupytext_version: 1.2.4 # kernelspec: -# display_name: Python 3.7 econ-ark +# display_name: econ-ark-3.8 # language: python -# name: econ-ark +# name: econ-ark-3.8 # --- # %% [markdown] @@ -285,10 +285,12 @@ # %% pycharm= {"name": "#%%\n"} PFexample.initializeSim() PFexample.simulate(80) -PFexample.state_prev['aNrmNow'] += -5.0 # Adjust all simulated consumers' assets downward by 5 +PFexample.state_prev['aNrm'] += -5.0 # Adjust all simulated consumers' assets downward by 5 PFexample.simulate(40) plt.plot(np.mean(PFexample.history['mNrm'], axis=1)) plt.xlabel("Time") plt.ylabel("Mean normalized market resources") plt.show() + +# %% diff --git a/examples/ConsumptionSaving/example_ConsIndShock.ipynb b/examples/ConsumptionSaving/example_ConsIndShock.ipynb index a9bb70762..49e8e3739 100644 --- a/examples/ConsumptionSaving/example_ConsIndShock.ipynb +++ b/examples/ConsumptionSaving/example_ConsIndShock.ipynb @@ -58,7 +58,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a perfect foresight consumer took 0.3333 seconds.\n" + "Solving a perfect foresight consumer took 0.2978 seconds.\n" ] } ], @@ -88,7 +88,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -114,7 +114,7 @@ "source": [ "if do_simulation:\n", " PFexample.T_sim = 120 # Set number of simulation periods\n", - " PFexample.track_vars = [\"mNrmNow\"]\n", + " PFexample.track_vars = ['mNrm']\n", " PFexample.initializeSim()\n", " PFexample.simulate()" ] @@ -139,23 +139,23 @@ "name": "stderr", "output_type": "stream", "text": [ - "GIFPF = 0.984539 \n", - "GIFInd = 0.993777 \n", - "GIFAgg = 0.964848 \n", - "Thorn = AIF = 0.994384 \n", + "GPFPF = 0.984539 \n", + "GPFInd = 0.993777 \n", + "GPFAgg = 0.964848 \n", + "Thorn = APF = 0.994384 \n", "PermGroFacAdj = 1.000611 \n", "uInvEpShkuInv = 0.990704 \n", "FVAF = 0.932054 \n", - "WRIF = 0.213705 \n", - "DiscFacGIFIndMax = 0.972061 \n", - "DiscFacGIFAggMax = 1.010600 \n" + "WRPF = 0.213705 \n", + "DiscFacGPFIndMax = 0.972061 \n", + "DiscFacGPFAggMax = 1.010600 \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with idiosyncratic shocks took 0.2174 seconds.\n" + "Solving a consumer with idiosyncratic shocks took 0.7896 seconds.\n" ] } ], @@ -185,7 +185,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -284,7 +284,7 @@ "# Simulate some data; results stored in mNrmNow_hist, cNrmNow_hist, and pLvlNow_hist\n", "if do_simulation:\n", " IndShockExample.T_sim = 120\n", - " IndShockExample.track_vars = [\"mNrmNow\", \"cNrmNow\", \"pLvlNow\"]\n", + " IndShockExample.track_vars = ['mNrm', 'cNrm', 'pLvl']\n", " IndShockExample.makeShockHistory() # This is optional, simulation will draw shocks on the fly if it isn't run.\n", " IndShockExample.initializeSim()\n", " IndShockExample.simulate()" @@ -312,7 +312,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a lifecycle consumer took 0.0157 seconds.\n" + "Solving a lifecycle consumer took 0.0952 seconds.\n" ] } ], @@ -338,7 +338,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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lq8d8sdFw62J5Bw3ntdbFsJhAFm7KYHpePFFJvulFv5N0uRg4c0YL9IMluJqaAAiYPZuYL36B0KIimDt3RK+lwl1RFOCWUN/fgLPRMhTq0wjJix+zUPe43Vw7XUpl8S6aLlah0/sxo3Apues2kTxrzpi2Et5oXaw53cH1odbFoDB/5qxIYsaiBOIyjJOiddFjNmM9ehTrwRKsR47gtVgQ/v4EFxYQ/dqrhK5ahSExcdSvq8JdUR5zdw31p6YRsnDsQt3c3cX5A3s4f3Aftv4+wmLjWfaJz5BTtI7g8IgxeQ+4pXXxdAfXznTcbF1cEMf0/HiSJ0nrorOpaXh2PlBeDm43+qgojOvWYVxdRMjixehCHuxfEyrcFeUxJaXEcbVPq6k3jX2o3zx/dBe1Z04jkWTOzyN33WYy5i1Apxu7NsaeFutwp4ulx47eoCMjJ4YZ+ZOjdVF6vdirqrAcLMFachBHzTUA/KdNJfrVVwktKiIody5iDFs7VbgrymNmeKZe3KCFesTYhvqA2cTFQ/up2r+H/o427fzRJ55h7pqNhMfFj8HvQHP31sVICrZNYUpuLP7jfODHvXgHBrCdPInl4EGshw7j6ekBvZ7gvDzivvsMxqIi/NPTx+39VbgrymPEfm0o1BvMYxrqUkpar16msnjX8MlGKbOzWfrCy0wvWDJm54/etXVxajgrXpzBtIW+b110dXRiPXQIa0kJtpMnkQ4HutBQQlcsJ7RoNaErlqMPD5+Qsdwz3IUQqcCvgXhAAj+XUv7wjmtWAe8BdUMPvSOl/MGYjlRRlPvmqDNhLm7AUWvS+tTHqPvFOTjApWOHqNy3i67GevyDgshZvZ7ctZvG7GQjrXWxi5rT7TdbF5O11sVpeXGERU/cNrp3klLiuHJFm52XHMJ+/jwAhuRkIp5/HuPqIoIXLkRMwLF9dxrJzN0NfFNKeVYIYQTOCCGKpZTVd1x3VEq5deyHqCjK/XI0mrVQr+lHF2oY2nr3wXdp7G6sp6J4N5eOHtT2TM/IZN3n32TWspX4Bz542LpdHhrO93D19O2tiws2pjN9UTzRSaEP/B73Szqd2E6dHuo/P4i7tQ2AwNy5xH7964SuLiJg+nSfd+LcM9yllG1A29DnFiHEJSAZuDPcFUWZJJzNFszFDdiv9KEL8SN88xRCCh/sODu3y0VN2XEqi3fRcrkavcHAzMXLyV23eUz2TPd6Ja1X+7h6qoPrZztx3mhdXJ7E9Px44jN8t+uip78f65EjWA6WYDt6FK/NhggMJGTJEoxf/jKhK1fiFxvrk7F9lFHV3IUQGcB8oOwuTy8WQlQCrcC3pJQX7/L9rwOvA6SlpY16sIqifDxnqxXz/kbs1T3ogocOnl6chC7g/kPd3N1F1f49nD+4lwFTPxHxiax4+TWyV60lyBj2wGPuabFypbSdq6c7sPU7MATqmTovlhkFCSTPiECn902ni7O+XutuOXiQgXPnwONBHxtD2ObNhK4uIqSwEF2Q70pC9yKklCO7UIhQ4DDwv6WU79zxXBjglVJahRCbgR9KKad/3Ovl5eXJ8vLy+xy2oii3cnXYMO9vZPB8NyJQj3F5CqFLk9Dd52ZXN3ZjrNi7k+vlZVob44JFzF+/hfS58xG6Bwtca5+dq6c7uFrWQU+LFZ1OkDYnihkFCUyZG4PfOB6Y/VGkx8NgRcVw/dxZWwtAwMyZhK4uwrh6NYFz5jzw7/1BCSHOSCnz7nXdiP7LCyEMwNvAb+4MdgAppfmWz3cJIf5FCBEjpewezaAVRRkdV9eAFupVXQh/PcbVqRiXJaMLvr/uFMfAANVHDlCxdye9rc0EGsPI2/40uWs3PXAb4409Xa6UddBytQ+kdmC0LztdPFYbtuPHsZaUYD18GE9fHxgMhCxaRORLL2EsWoUhOXnCx3U3Hq+Hy32XR3z9SLplBPDvwCUp5T9+xDUJQIeUUgoh8gEd0DPiUSiKMirunkHMBxoZONeJ8NNhXJlC6PIU9CH3F+rdTQ1U7N1J9dESXPZBEqZOZ+OX/4yZi5c/0G6MHreXxuperpa1U1fVjcflJTw2iEVbpjAjP56IuPE9sPpuXO3tN1eHlpYiXS504eGErlyBsaiIkGXL0BvH74i+kZJSUm+up7StlLK2Mk63n8bsNN/7G4eMZOa+FPgUcF4IUTH02PeAtKEB/BR4FviSEMINDAIvypHWexRFGTF3n10L9bMdoNMRujQZ46oU9KGjD2CP28318lLO7f2A5uoL6A0GZi1Zwbz1W0iYNuO+xyilpKPOzJWydq6Vd2K3uQgMNZC1NIkZBRN/Y1RbtFWD9eBBLPsPYL9wAQBDehqRn/wkoauLCF6wAOHn+2U/nQOdlLWVUdpWSmlbKZ0DnQAkhSSxNn0t+Qn5bGVkTYkjrrmPNVVzV5SRc5scWEqasJ1uByC0IBHjqlT0YaMPdWtfL+cP7KVq/26sfb2ExcaRu24z2UXrCA67/wU2/R0DXDnVztWydszd2hYAmbkxzChIIDUrCv0E3hiVHg+D585hOXAQy4EDuBobAa1d0bhmLcY1q/HPzPR5u6LFaeF0++nh2XmtSavzRwREUJBYQEFiAYWJhaQaU4e/Z0xr7oqi+IbH7MRyqAnrqTaQELIoAWNRKn7hAaN6HSklLVeqqdjzATWnTgwfV7f2828wZX7efe/zcmPF6JWyDjrrzSAgZWYki7ZMIXPexG4B4LXbsZ04geXAAawlh/D09iIMBoILC4l+7TVCi4owxMdN2HjuxuFxUNFZQVlbGWVtZVzouYBXegnyC2JB/AKenv40BYkFzIicgU482F+GKtwVZRLyWJ1YDjdjK21DeryELBwK9VEeJOGy27l07BAVez+gq7GegOAQ5m3YSu66zUQl3d+NQpfTQ11lF1fLOmis7kV6JTGpoSx5ZhrT8+IJjRzdXzwPwt3Xh/XQYSwH9mM7fgI5OIjOaCR05UqMa1YTsnw5+lDfLXjyeD1c7r08XGY513kOh8eBXujJicnh9bmvU5BQQG5sLgb92GzRcIMKd0WZRDw2F9ajzVhPtCJdXoLnxxG2Jg2/US6x721toXLfTi4ePoBjwEZs+hTWvf4ms5euwhA4+pOGvF5Jy+U+rpxqp/ZcFy6Hh9DIAOavS2NGfjzRyRMXoM7mZqwHDmDZf4CBM2fA68UvPp6Ip54idM1qQhYt8slyf9D+hdRgbhgus5xqPzV8E3R65HSem/EchYmFLIxfSKj/+P7MVLgryiTgtbuxHG3BeqwF6fQQNDeWsLVpGGJH3k3i9XqoPVtOxd4PaKg6h06vZ3rBUuZv2ErSzNmjri9LKelusnLlVDs1pzsYMDnxD/Jjel4cMwoSSJoWgZiAvdGllNirq7EO1c8dV64AEDB9OtFfeB3j6jUEZo/tQR+j0TXQNRzmpW2ldAx0AJAYksiatDUUJhaSn5hPTFDMhI5Lhbui+JDX6cF6ohXL4WbkoJug7GjC1qVjiB/5QQ0DZhMXSoqpLN6FuauT0Kholjz/Seau2UhIROSox2TuGaTmtFZH72uzodML0rOjmVmQQHpONH6G8V9gJF0uBsrLtRuiBw9o+7fodAQvWEDcn/+5dkPUR6vcLU4L5e3lw4F+3XQdgPCAcPIT8ilMLBy+CerLG7Yq3BXFB6Tbi62sDXNJE16ri8CZkYStz8B/FOWNtmtXqNi7kysnj+JxuUjNymHly68xNa8Q/Sjb+uw2F9fPdnL1VAetNf0AJE4LZ+VLM5m2MI7A++yfHw2vzYb12HEsB/ZjPXQYr9mMCAggZNkyjG+8SWjRKvyiosZ9HHdyepxUdFZoYd5exsXui3ikh0B9IAvjF/LEtCcoSCxgVtSsB74JOpZUuCvKBJIeycDZDswHGvH0OwjIDCfs5XQCMkbWguh2Orly8ijn9nxAR20NhsAgsovWM2/9ZmJSR3fwg8fjpfFiL1dK26ir6sbrlkTEB1OwPZMZ+fGExYz/vikekwlLSQmW4v3Yjh1DOhzoIyIwrlmj3RBdsgTdGB+Wfc8xDa0ELWsro7RVuwlq99jRCz3ZMdl8NuezFCYWkhubi7/et/vHfxwV7ooyAaRXMljVhXl/I+7uQQypRiKfmU7AtIgR/dPd2ttDZfEuKvfvYdBsIiophdWvfoGsFWsIGEX43aijXy5to+a0dsZokNFA9vJkZhYmEJs2/odGu7u6sBw4gGVfMbZTp8Dtxi8hQdv/fO1aghdO7IIiKSWNlkZKW7WZ+an2U5gcJgCmRUzjmRnPUJhYSF583rjfBB1LKtwVZRxpNwN7MRfX42ofwJAQTPSnswicHXXPEJVS0lZzmbO736em7Dher5epC/OZv2EbaTm5owphW7+DK6fauVLaTm+rDZ2fYMrcGGYWJpI2Z/wXGDmbW7DsL8ZSvJ/Bs2dBSvzT04l+9VWM69cRmJ09ofXp7sHu226Cttu0xWEJIQkUpRZpC4gSCogNnlzb+I6GCndFGQc3zik17avH1WzFLyaIqE/MJCgn9p4dJm6Xi6ulxzi3ewft12vwDwpm/satzNuwjYj4hBGPweX0UFfRxZXSdpou9SIlJGSGTVgd3VFbi2XfPiz7irFXa8c/BMyaRcybb2Bct25CD7SwOq2Ud5QPh/m1fu2A6jD/MAoSC/hc9ucoTCokzZjm81WrY0WFu6KMMUe9CdPeepx12jmlkc9MJ3hBPEL/8aFh6++jsng3lcW7GDD1E5mUwprXvkTWytUjPt1IeiWt1/q5UtrOtbOduOweQqMCWLgpg5kFCUTEj1/9+kbLoqVYm6E7r2tdJEHz5hH37W9jXLd2wjpcXF4X57vOc6L1BKVtpVzovoBHegjQB7AgbgFbM7dSmFTIrMhZ6O9zde5kp8JdUcaIs9mCaV8Djqt96IwGIrZPJST/3ueUtl+7ytk973PlxFG8HjdT5uexYOO2Ue2b3t8xwJWydq6UtWPpsWMI0DN1YRyzChJImj5+/ejS69X2cNlXjKW4GFdrK+j1BC9aRORLn8C4di2G+AfbKnhE4xiqm59oPcGJ1hOcbj+NzWVDJ3RkR2fzWvZr2k3QuFwC9BO3gvaBSQn9jdB8GppOab+OkAp3RXlArg4b5n0NDF7UTj8K35RByOKkjz3SzuN2U1N2nLN73qft6mX8g4LIXb+J+Ru2Epk4sm0B7DYX1850cqW0nfZaEwhInR1FwfZMMufFYniA05c+jnS5sJ06pc3QDxzA09WNMBgIWbqUmDfeIHR1EX6Ro++vHy2Tw0RZW9nw7LzF2gJAcmgym6dsZknSEhYlLCI84P43Q5twrkForYDmUzfD3KotisIQDMkLR/xSKtwV5T65ewYx729koKJTOyhjTRrG5ckfe/rRgKmfqv17qCzehbWvl4iERIpeeZ05K9eOqOvF65U0Xerl8sk26iq68bi9RCaGsPipqczITxi3fV28dju248e1GfqhQ3hNJkRwMKErVmBct5bQlSvHfQ8Xl9dFVVcVJ1pPcLL1JBd7LuKVXkINoeQn5PPqnFdZnLTY54uHRuxus/L2KvC6tecjp0DmKkhZBKn5EDcH9H7w6sh+byrcFWWU3CYHlgON2Mo7EHpB6PIUjCs//qCMjrrrnNv9PpdPHMbjcpGRu4B1X/gKU3IXjqj00t8xwKWTbVwpbcfW7yAgxI+sZUnMWjx+7YseqxXr4cNYivdjPXIEOTCALiwMY1ERxg3rtR70+9inZqRu7NNyI8xPtZ9iwD2ATujIicnhC3O/wJKkJWTHZOOnewii7F6z8qQFsOQrkJKvBXrog3XqPAQ/EUWZHDxWJ5aSJqxlQ9vvFiQQVpT2kXuqez0erp0+ydndO2i5XI0hIJDsovXM37iV6OTUu37PrZyDbmrKO7h8Uiu7CAFp2dEse246U+bGoDeMffuiu68P68ESLPv2YTtxAulyoY+JIXz7Nozr1hGSn48wjF+XjclhorStlJOtJznReoI2WxsAKaEpbM3cqpVaEhcR5v/gB3OPO1MLNJVpQd5U9tGz8pRFEJ+tzcrHkAp3RbkHr92N5XAz1uMt2k6NC+K1nRo/YvvdQYuZqgN7qdi3E2tPN+Fx8az69OeYs2otgSEfX7qQXknz1T4un2ij9lwXbpeXyIRgFj89lZkFCYSMch/3kXB1dA73oA+cPg0eD4akJO0M0Q3rCcrNRejHp37v8rio7Kq8rdQikRgNRvIT8/lczudYnLiY1LB7/2XoUx4XdFy4GeSNZWBu1p7zC4LksZ2Vj4QKd0X5CF6nB9vJVsyHhjb1mhujber1ETs19rY2c3bXe1w8fBC300Fadi5rXvsSmQvufRiGqWuQyyfbuFzahrXXgX+QHzMXJzJrccK4HEvn6ujAsncf5j17tEVFgP/UqUR//nMY160jMCtrXEo9UkrqzHWcbD05XGoZdA8O72/+pdwvsThp8eQvtQz0QnP50My8DFrOgGtAe86YBGkFkPoVrVaekANjvFf7SEzin56i+Ib0eLGVa/u/eM3Oj93US0pJ08XznNn5LrVnT6M3GJi9rIiFm7cTk5bxse/jcnq4fqaTSyfatM26hrpdFj81lczcWPw+ptvmftwt0ANmzCDmq18hbMMGAqZOHdP3u6Hf3k9p+81Sy43VoGnGNLZP3c7ipMXkJ+Rj9Pf9odR3JSX0XIPG0ptllm5t22GEXgvvBZ/Wgjy1AMJTfDveIfcMdyFEKvBrIB6QwM+llD+84xoB/BDYDAwAr0gpz479cBVl/Azv/1LcgLvHjn96GOEvziIg88OtdB63i8vHj3Bm55/oaqgjKCycxc++xLz1mwkOj/jY9+lqtFB9rJWrp9px2j2ExwZRsD2TmYUJGEd50tK9aIG+F/OevbcFeuzXvopxw0YCMqeM6fuBVmqp6KoYDvPqnmqt1OJvpDCxkM/nfH64q2VScg5A69nb6+WDfdpzgRFagM99Xvs1eQH4j3x75ok0kpm7G/imlPKsEMIInBFCFEspq2+5ZhMwfeijAPjJ0K+KMulJKbFf6cO8tx5Xmw1DQgjRn8kicNaH938ZtJipLN5Nxd4PsPX3EZ2SxvovfJXZy1bh9zGn/zgG3dScaufisVa6m6zoDTqmLYgja1kiiSPcPGykJjrQpZTUmeo42XZyeAHRjVJLbmwuX573ZRYnLWZO9JzJWWr5uBufMTNg1hYtyFMLIHo6jHBhma/d8yctpWwD2oY+twghLgHJwK3h/gTwaymlBEqFEBFCiMSh71WUSctRb8K0px5nvRl9VCBRL84kaO6H93/paWni7K73qD5SgtvpICN3ARu//GfaKtKPCGYpJW3XTVQfa+X6mU7cLi/RKaGseHEG0xfFj+neLhMd6CaHaXhmfqL1xPDpQ+lh6Twx9YnhUsuk20XR44aO8zeDvOkUmJq05/yCtEVCS746FOb5EDzx+8ePlVH9NSqEyADmA2V3PJUMNN3ydfPQY7eFuxDideB1gDQfnaKiKADOVivmfQ3YL/dqWwU8OZWQvNu3CtDq6VWc2fmn4Xp61vIiFmx+4mP3Th+0OLlc2s6l4630tQ9gCNQzszCBrGVJY9qTPpGB7vF6qO6p5ljrMY63HOd893m80jtcalmStITFSYtJDr2/Q7fHzUhufC5+06c3PsfLiMNdCBEKvA18XUppvp83k1L+HPg5QF5enryf11CUB+HuHsRU3MBgZRci0I+wjRmELrl9qwC3y8WVE0c488G7dDXWExwecc96uvRKmi73Un2sjbrKLrweSUJmOKs/PYupC+Lw/5hVq6Nx10CfOXNcAr17sJuTrSc51nKME60n6Hf0IxBkx2TzhblfYGnyUrKjsyfPxls3bnw2lQ3d/Hw4bnyORP+Ak+o2M9WtI4/eEf2JE0IY0IL9N1LKd+5ySQtw692RlKHHFGVS8JgdmA80YjutrSo1rkrFuCIZXfDNmdqA2URV8W4q9u28WU//4leZvfSj6+nWPjuXTrRx6Xgbll47gSEGclalMHtpItFJY1OScLW3Y9m3D/PuPQyeOweMT6C7vW6quqo41nKM463Hqe7RKq9RgVGsSFnB0qSlLE5aTGTg+O8bMyLOAWg9B01DQd50CgZ7teceohuft5JS0tw3yMVW83CYX2oz09I/OOrXElqZ/GMu0P4N+SugV0r59Y+4ZgvwJlq3TAHwz1LK/I973by8PFleXj7qASvKaHgHXJgPN2M70Yr0SkLyEwhbnYbeeDOsh+vphw/idjnJmLeQhVueJD1n3l1LKB6Pl4bzPVQfb6XxQg9SQsqsSLKWJZGZGzsmK0c/KtDDNm4Y00Bvt7VzovUEx1qOUdpaisVlGb4Ruix5GUuTl06es0HNrTdn5He78XljRv6Q3Ph0ebzUdFi52GoaDvNLbWYsdu33pBOQGRtKVmIYWUlhZCWGMTsxjLiwwDNSyrx7vf5IZu5LgU8B54UQFUOPfQ9IA5BS/hTYhRbs19BaIV8d7W9UUcaS1+nBerwFy+FmpMND8Lw4wtam4Ret7Yt+o55e/sG71J0rH1E93dw9yMVjrVw+0caA2UlIuD8LNqYze0kS4bEPft7ocMllHGfoTo+Tc53nON5ynGOtx6jpqwEgLjiO9RnrWZq8lILEAt8v7/d6oesSNJ7UAr2x9KG+8TngdHOpzczFVjMXW8xcbDNxtd2K0+MFIMigZ1aikSfmJZGVGE5WUhgz440EPcBah3vO3MeLmrkr40G6vdhOtWM+2IjX6iJwdhThGzIwJGj/JPd6PFwtPcbp99+hs+46weERzFu/hdx1m+5aT/d6JY0Xe7hwpIWGCz0IID0nhqxlSaTPiUL3gMfTufv6tIVFO3cyUF4OUo75DL3Z0jwc5mVtZQy6B/HT+bEwbuHw7HxaxDTf7qTosmsllsYTNxcL2bVzTAlNgLRC7SO1YNLf+Oy1OYdn49qHibpuGzeiNjLYwJykcOYkaTPyOUnhTIkJQT/CPfeFEGM2c1eUSU96JQMVnZj3N+LpteM/JZzwT2UQkK7NQJ32QS6UFHNm53uYuzqITEph3etvkrV89V3r6QNmJ5dOtHLxaCuWHjvBYf7kbcoga1nSAy808lhtWA8ewLRzJ7bjJ8Dtxn/KFGLeeIOwzZsIyMx8oNe3u+2Ud5Rrgd5yjHpzPaDtc7596naWJS8jPyGfYMP4ncp0TwO9Wnnlxsy89Sx4nNpzMTMh60lIWwzpiyEiHSbhFr5SSlr6B4dDvHoo0NtM9uFrkiOCyEoKY3tu0nCgJ4YHTshfpCrclYfajQVIpt11uDsGMCSHEvlaNgHTtYVBtv4+zu35gMp9O7HbrCTNzKLoM59n6sL8D221e6Mv/cLhFq6f7cTrkSTPjGDJ09OYMi/mgQ6R9jocWA8fxrxzF9ZDh5AOB36JiUR95tOEb9lCwOzZ9/0/vJSSenP98Oy8vL0ch8dBgD6AvIQ8Xpz1IkuTlpIelu6b2fmNfcsbS2+Gedcl7TmdAZLmQ8EXtTBPLYCQ6Ikf4z14vJLaLuvwTPxGjbx/wAXcrI/nT4liztBsPCsxjMiQj17YNt5UuCsPLUeDGdPuOpz1ZvyiA4l6aRZB2TEInaC3tZnyD96l+shBPG430/IKWbT9aZJmzP7Q6zjtbq6WtXPhSAs9LTb8g/zIXpHMnBXJRCXef4eFdLuxnSzFvHMnlv378Vqt6KOiiHjmGcK2biFo3rwRH6N3pwHXAGVtZRxv1WbnN04hygjL4LkZz7EseRkL4xcS6Dd++61/JK8HOqtvD3PzUPNcQJhWI895Vgvz5AVgePD7FWPJ7vJwpd1yW5Bfbjdjd2n1cX8/HbMSjGzKTiBraDY+K8FIsP/kitPJNRpFGQFX5wCmvfXYL/agCx1agLQoAaHX0XK5mtPvv8P1M2Xo/fyYs3INC7c8RVTShxfX9LRYuXC4hStl7bgcHmJSQyl6eRbTF8Xf9xF10utl8OxZTDt3YtmzF09fHzqjEeP69YRt3kxIYQHC7/7+t2syN3G4+TBHmo9Q3lGOy+siyC+IgsQCXp3zKkuTl5Ji9EHvtmtQWxx0I8ibToFjqB/bmKSVVtIWazXzuCyYLH3xgGnQRfVQiFcPlVeudVnxeLUCuTHQj6zEMF7KT9dm5MlhTI0NxfCA91omggp35aHhMd3oVW9H+OsJW5dO6LJkMMC18lJOv/8ObVcvExhqpPCp55m3YSshEbf3ZHtcXq6f6+TCkRbarpnQ++mYnhfHnJXJ9721rpQS+8VqzLt2Yd69G3dbGyIwkNCiVYRv2ULI8uXoAka/D7vL4+Js51mONB/hSPOR4dr5lPApvDTrJZanLGdB3AIME31zcaD39ll56znwauUJYmdD9jOQvkQL8/DUSVEvl1LSaXFoM/GWoRudbSaaem/2j8cZA5iTFMa6rPjh0kpqVNDDcWTfXahwVyY976Aby+EmLMdaQUpClyRhLErF6y85f3gfZ3a+S19bK2Gx8RS98gVyitZhuOP4N3P3IBePtnLpRCuDFhdhsUEseWYasxcnEhh6f+HoqK3F/MFOzLt24ayvBz8/QpcuJewbf0Zo0Wr0oaMv6XQPdnOs5RhHmo9wsvUkVpcVg87AooRFvDjrRVYkr5jYgyukhL7628P8xqpPvb92NNziN4bq5ZOjJdHrlTT0DtzWsVLdaqLb6hy+JiM6mLnJEby4KG04yGON43P+rK+ocFcmLenyYj3ZirmkCWl3a73q69Jx+bs4vfcdzu55n0GzifjMaWz52neYUbAU3S0nBt2tjTFjbgzZK5NJnRX1oc3BRsLV0oJ5925MO3fhuHQJhCA4P5+o114lbP169BERo3o9r/RyqfeSNjtvOsKFngsAxAXFsSFjA8tTlrM4cfHEdbZ4PdqJQreGuWVoi6jAcEgthNwXtTBPmg8GH9T0b+F0e6nptAwFuFZeudRmwerQFgL56QTT442smhk3HOKzE40YAydvK+VYUeGuTDrSKxk414l5XwMek4OAGZGEb8zAEWjn2AdvUbV/Dy6HnSnzFpK37RlS5+Tc9k/nQYuT6uNj18bo7unBvHsP5p07hxcXBebOJf4vvotx4yYM8XGjej2by0ZpaymHmw9ztOUo3YPdCAQ5MTm8Oe9NVqSsYFbUrIkpB7gdWlml4Tg0nNCOh3NatOfCUyFj2VCP+WKt5OLDVZ92l4fL7RbOt5i40GziQquJmo6bC4GC/fXMTgzj6QXJw0E+PT6UAL/JU+OfSCrclUlDSon9ci+mPfVaW2NKKJHPz2AgyEbJjl9QfeQgUnqZtWQFi7Y/Q2z67Qt8uhotVJU0UXO6E4/bS/KM+29j9NrtWA8exPTeDqzHjoHHQ8D06cR+/euEbdmMf+roSiMN5obh2nl5RzlurxujwciS5CWsSFnBsuRlRAVOQEnDOQDNp7Ugbziufe4e6suOnQ1zn4P0pVpLYoTvDtMYdHqobjNzocXEhRYT51tM1HTevNEZEWwgOymcV5dmMCdZ61jJiB75QqDHgQp3ZVK4ra0xJoioT87CHNxP8Xs/4eqpE+j9/MhZs4FF254iPC5h+Ps8Hi+157o4X9JM23UTfv46Zi9JJGdVClFJo6t5S6+XwTNn6H/vPSx79uK1WvGLjyf6tVcJ27aNwBkzRvxaLo+LM51nONJ8hKPNR4dvhmaGZ/Ly7JdZkbKCeXHzMOjGuTxgN2urPRuOQ/3xmzc/hU5b6Zn3mhbmaYt91l9uc7ipbjNzfmg2fqHFxLVOK0M5TnSIP9nJ4aydHU92chjZyeEkRzy8Nzonigp3xafu1tbYG9zFrh3/TEPVOfyDgsl/4lkWbNp+W+fLgNlJ9bEWLhxuwWZyEhYTyNJnpzF7SSIBwaMLTEdtHaYd72He8T6u1lZEcDBh69cT/sR2gvPzEfqR/bO+Z7BHC/OWo5xoPYHNZcOgM5CfkK/dDE1ZMf5Hyw30Ds3Kh2bm7VUgvaDzu3nzM2OZdvMz8MPHB443i11rPTw/NCO/0Grmepd1eGl+TGgAOclhbJyTQHZyONnJ4RO2ovNRo8Jd8QmPyYF5fyO28httjWl0BLdw6P1/oO3aFYLDI1j+0ivkrttEQPDNGXhng5mqkmZqyjvwuiWpWVGsejmF9DnRo7pB6u7rw7xzF6YdO7BXVYFOR8iSJcT+2dcxrlmDLvjeNzBvHC9X0lTCoaZDVHZVIpHEBcWxMWMjK1NWUpBYML43Qy3tN+vlDSe0xUMAfoGQsghWfFubmafkTfiWt6ZBFxeHZuIXWrQSS223bfj5+LAAcpLD2To3keykcHJSwokP8+0N2keJCndlQt3Z1hiyOJG2wAaKd/0tPc2NhMfFs+azX2bOqjUY/LXWNI/Hy/WznVQdbKajzowhQM+cZcnkrEomMmHkgeV1OLCWHMK0YwfWI0fA7SZg1izivvMdwrZuwRB37xujbq+bis4KDjUd4lDzIRrMDQDMjprNl3K/xKrUVeN7M7Sv4easvOEE9F7XHvcP1erk2c9oYZ68APwmrrWvf8CpBXiraXhW3tAzMPx8Ungg2cnhPDk/mZzkcOYkhxFnVEE+nlS4KxNCur1YS9uwHGzEO+gmcG4M7aGN7Nn3N5g6O4hJy2DzV77FzMXLh9sZ7VYXF4+1cL6kGZvJSXhcEMuen87sxYn4B43sj66UUlsx+t4OzHv24DWb8YuNJerTnyb8ie0Ezpx5z9ewuWycaD3BoaZDHGk+Qr+jHz+dHwUJBbw8+2VWpa4iISThnq8zajdOFrp1Zn5j29vACG2hUN6r2q8JuaCfmP+de23O4ZucWmnl9sVAyRFB5CSH83xeKnOStBp5TOij1UP+MFDhrowrKSWD57sx7anXdmucGkZ7RAsnS/4da083CdNmUPTK62QuyB+e7fa22qgsaeJqaTtul/e+Si/OhgZM7+3AtGMHruZmRFAQxnVrCX/iCUIKC+9ZR++wdXC4+TAlTSWUtZXh8roI8w9jRcoKilKLWJK0ZOwPf76xh3n98ZuBbuvUnguJ00J8yVe1X+OyJqQtsdvquK318ELL7acCpUVpi4E+kZ9GTnI42UnhPt0sS7lJhbsybhz1Jkw763A2WfCLC6I3q58Tx3+Orb+P5FlZbPjCV0mfOx8hBNIraajuofJAE03VvegNOmYWJDB3dcqIj6vzWCxaHf1Pf2KwogKEIGRxIbFfeRPj2rXoQj66hCOl5Grf1eH6+cWeiwCkhKbw4qwXKUotYn7cfPx0Y/i/jJTQdRnqj0HdES3QB3q058JSYGqRFuTpSyF62rgv4++2Oqhq7ud8880bnu3mm9vXTokJYX5aBJ9enK6VVpLCCR/lzWtl4qhwV8acq2sA0+567NU96IwG+jL7OXrqpwxaTKRl57Lla98hNSsHALfLw5XSdioPNNHXPkBwuD8F2zOZsyKJoNB7zwCllAycOo3pnbcx792HtNsJmD6duG9/i7CtWzHEx3/0OD0uyjvKhwO9zdaGQDA3di5fW/A1ilKLyAzPHLv6uZTQXQP1R4c+joGtS3suLAWmr4eM5Vo3S+TdT4MaK6ZBFxdaTFQ291PVpJVYbszIhdCCvCAzajjE5ySHEfYYrOp8lKhwV8aMx+rUOmBOtSH8dJiSTRw993tsVf1MmZ9H4dMvDG+5O2h1cuFwC+cPNTNocRGTGsraV7OYtjAOvd+9yw2ujg5M775L/zvv4mpsRBcaSviTTxDxzLMEZs/5yEA2O80caz5GSVMJx1qOYXVZCdQHUphUyBdzv8iKlBXEBMWMzQ9ESuit1YK8bijMre3ac8YkmLpaC/KM5RCZMW4z8wGnm4utZiqb+jnfYqKqWTsZ6Ia0qGDmp0XwypIMclK09sPQABUNDzv1X1B5YF6nB+vRofNKXR6ssTaOXvwD5itdTM0rYPEznyA+cxoApq4BKvY3cflEG26Xl/TsaOatSyN5RsQ9Z8jS6cRScoj+d97GdvQYeL0E5+cT++YbGNetQxd0933BOwc6Odh4kIONBzndfhq3dBMVGMX6jPWsSllFYVIhQX5jsKf4jU226o/dDHRLq/ZcaPzNWfmUFRCVOS5h7nBre5FXNpuoauqnqtlETadleEFQQlggc1PCeWZBMnNTIpibEk5EsKqRP4ruGe5CiF8AW4FOKWX2XZ5fBbwH1A099I6U8gdjOEZlkpJeycCZDkzFDXjNTgYj7Zy4/g7dtU1kLljE9uf+cjjU22tNVBQ3cr2iC51OMKMggXlrU0dUT3fU1ND/x7cx7diBp69PWzX6+ueJePpp/NPS7vo99aZ6DjQe4GDjQaq6qwBID0vnU3M+xerU1eTE5KAfi33F+xuHauZDpZYb3SzBMTBlKMwzVkDM9DEPc7fHy7UuK1VNWnnlfIuJy22W4b1WIoMNzE2JYMOc+OEgj1N95I+Nkczcfwn8CPj1x1xzVEq5dUxGpEx6UkocV7Wj7VztAzhDnJT1fUBrXQ2ZCxax4dlvkDB1unb82/luzu5toO2aiYBgPxZsSGduUQoh4R/fGuexWjHv3EX/O29jr6wCgwFjURERzz5DyNKlH+p2kVJS3VvNgQYt0K+btP7vrOgs3pz3JmvS1jA1YuqD189NLUMz8yNaoPdrfe4ERWlBvuSrWqjHzhrTMPd6JfU9NqqaTUMf/VxsNTPo8gBgDPAjOzmcV5dlMDdZC/KUSLVE/3F2z3CXUh4RQmRMwFiUh4Cz1YppVx2Oa/24Az2csxygtu4cU+bn8dKz/0DitJl4vZKa8g7O7Gmgp9lKaGQAy56bzuylifgHfvQfOSklg+Xl9L/9Dua9e5GDg/hPm0rcn/854U9sxy/q9o213F435zrPDc/Q22xt6ISOhfELeW7mc6xOXU1iaOKD/YZtPVB3GGoPaTPz3lrt8cAILcwLv6z9OoatiVJKWk12qpr6tfLK0KzcYte2sQ006JiTFM4Li1LJTQ1nbkoEU6JD0KlNs5RbjFXNfbEQohJoBb4lpbx4t4uEEK8DrwOkfcQ/p5XJyd3vwLyvnoFznXj9JJftZVysO0pKdjaf+NrfkzRjFh6Xl+pjrZzd24Cpa5DIhGBWf3o2M/LjP/Ymqbu7m/5338X0x7dxNjSgCwkhfOtWIp59hsC5c2+bfbo8LsrayyhuKKaksYQ+Rx/+On+WJC0ZXiEaGRj5ke91T06bto957SHto/289nhAmNaSuOhzWpjHZ4/ZcXG9NicVTX1UNmlBXtVsosemHSzhpxPMSjSyLTeJ3JRwcpIjmBEfit9DcMyb4ltC3tix5+Mu0mbuH3xEzT0M8EoprUKIzcAPpZTT7/WaeXl5sry8/D6GrEwkr92N5ZC2XYD0eql3XuRcSzHRU9JY9uJnSJ87D6fdTfWxVir2N2HrdxCbZmThpnQyc2M/ctGRlJKBsjL6/vAHLPsPgMtFUN5CIp55lrAN62/b28XhcXCy9aQW6E0lWJwWQgwhrEhZwdq0tSxLXnb/+7d43NB6FmqHZudNZdquiXp/bTl/5kqYsko7mGIMVoA63B6qW81UNPVzrrGfiqZ+Gnu1Zfo6AdPiQofr43NTIpiVYCTQ8HjuR67cnRDijJQy717XPfCfViml+ZbPdwkh/kUIESOl7H7Q11Z8R3olttPtmIsb8FpdtNPA6aZdBCVEsOnPvsm0RYtxDLg5vbOOyoNNOGxukmdEsPrTs0idHfWRtV53Xx+md/9E/x/+oM3Sw8OJeukTRDz/PAFTpw5fZ3fbOd5ynH0N+zjcfBiby4bR30hRahHr0texOGkxAfr7WNIuJXRd0YK87rBWP79xmHPCXCj8khboaYsfeKMtKSWNvQPDIX6uqZ9LrebhG54JYYHMS43gpYI05qVGkJMcTohqQVTGyAP/SRJCJAAdUkophMgHdEDPA49M8Rl7TR+mnbW42gcw63opbXkfT7iXFa9/ltnLVzFocXPinetcPNKCy+EhY24MCzemk5B59y1kb9TS+/7wX1j27kW6XATNn0/Sl7+EccMGdEPnndrddo40H2Ffwz6ONB9h0D1IeEA4GzI2sC59HQUJBfd3GLSpZahuPjQ7v9FrHpkB2U9D5iqto+UB9zM3DbioaO6norFfK7M0m+gdKq8EGfTkpGiHS8xPi2BeaiQJ4apzRRk/I2mF/B2wCogRQjQD/wswAEgpfwo8C3xJCOEGBoEX5UhqPcqk4+ocwLSrDvvlXhy6Qco79tBr6KTwky+Qs2Yjtn43R35Xw6WTbUiPZFpePAs3phOdfPd2Ro/ViundP9H3+9/jvH4dndFIxPPPE/HC88MHX7i8Lo41H2F33W4ONh5kwD1AVGAU2zK3sTZ9LXkJeaM/0GKwX5uR35idd1/VHg+O0XrMM1dps/PIjPv9UeHyeLncZqGiqY9zTdrMvLZLWxgkBEyLDWXt7DjmpUYyL1XVyZWJN6Ka+3hQNffJw2NzYTnQiLW0FY90c77nGI2uahZuf4oFm7Zj7nVzZncD18o7EHrB7MWJzF+fRnjs3evcjtpa+t76DaY//QnvwACBOTlEvvgCYZs2oQsOxuP1cLbzLLvqdlHcUIzJYcLob2Rd+jo2TdnEovhFo+tB97ihpRyu7YfrB7XThqQXDMHaTdDMlVqgx825r44WKSUt/YNUNGmz8nNN/VxoMeFwa+WVmNAA5qVGDM3ItXr543AAs+IbE1ZzVx5e0u3FerIN84F6vHYPtZZKLlnLyNqwlle3f51Bs46D/3mNa2c7MfjryV2bxrw1qYREfLjWLT0erIcP0/fWb7CdOIEwGAjbvInIT36SoLlzkVJyofsCuy7sYl/9PjoHOwnyC2JV6io2T9nM0qSloyu5mJrh2gEt0GsPg8OkHR2XnAfLv6WFecoi8Bv96stBp4fK5n7ONPQN18u7rQ4AAvx0ZCeH83JhOvNStTBX/eTKZKTC/TEkpcRe3Uv/rut4ehx0OBqo6D1I+vI8Xn7mn3EOBnD093XUnNFCfeGGdOatTSMw9MPh6+nvp//td+j73e9wNTfjFx9P7Ne/RsRzz+EXHU1NXw27z/4ze+r30GRpwqAzsCx5Gd+a8i1WpqwceZeLa1DbAvfaAbh+QNtNEbQ9WrK2w7S12gw9aPRtkG2mQc409HGmoY+zDX1cbDXjHlqvnxkTworpMcxLi2B+aiSzEo0YVHlFeQiocH/MOFut9H9Qi7PWhMXTx9mu/YTMieOpb/81iAhOvFNPTXkHfv56FmxIZ/5HhLr9yhX63noL0/sfIO12gvPyiPvWtzCuXUOno4df1f6JD459wLX+a+iEjvyEfD6f83lWp60mPGAEZ3fe2EHx+tDsvP4YuO2gD9C2wZ3/shboo1wJeqNWfqahlzON/Zyp76XVpG1rG2jQkZsSwesrMsnLiGR+aqTam1x5aKlwf0x4zE5M++qxlXfgxkFV92GsMVZWfOfzhEZlcnpnPTXlV7RQX5/GvHVpH9pyV7pcWA4coPettxgsP4MIDCR82zYiX/4kcmoaBxoPsOPglyltK0UiyY3N5bv532VDxoaR7bRoN2n7ml/bD9cOgqlRezx6Oix8RQvz9KXgP/Ke9v4BJ+ca+ylv6OVMg7ZQ6MaS/YSwQBZmRPL59EgWpkcyOzFMzcqVR4YK90ecdHmwHG3BXNKI1+XhqqmcRnGVxZ95kYRpiyjf00DNqTL0Bh3z16Uxf10aQcbbQ93d20v/H/5A3+//gLujA0NKinbu6NNPUmG/xr9cf4t95fsYcA+QFJLE63NfZ/vU7aSF3WMVstcL7ZVDtfMD2gIi6QF/o1ZiWf5nMHXNiPc2l1JS223jTL1WYjnT2Me1TisAep1gTlIYLyxKZeFQmCdFjMFOkIoySalumUeUlJLByi76d9XiNbtotl2leuAkc7auZ2reeir2t3L1VDt6Px3Zq1KYvy6N4LDbQ91RW0fvr36F6U9/QjochCxdSuTLn6R3XgYfNOzi/evv02JtIdgvmPUZ69k+dTsL4xeiEx8z+3UOaC2KV3ZBzT6wdmiPJ+ZqQT5tLaTmwwhurjrcHqqaTZyq6+XsUJj3D7gACA8yDIf4grRIclPDCfZXcxnl4ae6ZR5jzmYLfe9dw9Vkpd/VybmeAyQuy2ZT0V9z8Wgf//V/zqL305G7JpX569NvC/UbB0r3/OI/sB48iDAYCH/ySQI++SwHxRV2XP8Pzu04h0BQkFjAG/PeYE3amo+/MWpuhat74Moere/cbddm59PWwIyN2q+hcff8fdkcbs429nGqrpeyul4qmvpxDrUjTo0NYX1W/HCgZ8aEqo20lMeamrk/QjwWJ6Y9ddjOdOD02qnsKUFMD2Thtk9y7ayLyyfb0ekF2SuTWXBnqHs8WIr30/Mfv8BeWYU+IoLwT7xIzeppvNd7iJKmEhweB1PCp7B96na2Zm4lISTh7gOREtoqtDC/uhvaKrXHI9Jh5iYt0NOX3rNNsX/Ayen6Pk7V9XCqrpcLrWY8XjlcYsnPiCJ/ShR5GVFEqRufymNCzdwfI9LtxXqiFVNxvVZX7z9NR3gr+V94iY7GcHb9pBmJJGdlMgs2pt+2l7p3YID+d96l95e/xNXcjCE9jYA//wq7Zg3yTtN7dJ3tIjwgnKemPcUT055gTvRHHGHnGtRuhl7ZDVf3Dp1AJLQSy5r/pYX6PTpbOsx2TtX1Dn9c6bAA4K/XMS81gi+tnEr+lCgWpEeqY+AU5R7U/yEPucHLvfS9V4O3z0nrwDWuus+S8+w2wgafouS3zbgdZmYWJrBo6xTCom/eQHR3ddH7m9/Q97vf4zWZCJw3j5ZX1vFWzBVKO36CrkbHsuRlfG/a91iRsgJ//V1mxrZurXZ+ZbdWR3cNgH+odjbozE3agc8hd++SkVLS1DtI2dCs/HR9L/U92u6Iwf56FqZHsi03kfwp0cxNCVc7IyrKKKlwf0i5ugbo33EdR00/FlcvlaZDJK+ez+yor3JmbzuDlgYy58VSsD2TqKSbuxs6rl2j55e/xPzeDqTbjVi5mGPLI/i1/hT9jgskWZN4Y94bPDntybuXXSwdcPl9qH5P6z2XXghPhXmf1AI9Yxn43WUF61CYn6zt5uT1Hkpre2k3a/3lEcEGFmVE8XJhOvlToshKDFP7sCjKA1Lh/pCRbi+mvfVYjrXg9jq50HsMOcPA9LWvcuGoBWtvE8kzIyh8cioJU24uFhqsqKD7pz/DeugQIjCA3vUL+f1cKyWcws/rR1FyEc9Of5bCpMIPd7uYWuDSUKA3ngQkxMyA5d+E2dshIeeu5ZaW/kFOXu8ZCvMeWvoHAYgJ9acgM5rCzGjyM6KYHqdufirKWFPh/hDxWJ20/3sFss1BraWS5sDrTN38JLVVgZS+101smpHVL88mZXYkQojhAzG6f/ozBkpLkWGhVD+Rw8+mN9BuKCcjLINvTv8m26ZuIzroju1u+xuheocW6M2ntMfismDVdyHrCYib/aHxdZjtw2F+srZn+BCKiGADhVOi+cLKTBZnRjMtLlTtxaIo40yF+0PCWtdF5y+q0DkEZy0HiCjIwdC2iDN7bUTESza+nk3m/NjhULeUlNDz058xWFmJKzKUg1sTeGtmFwTVsj59Pc/MeIYFcQtuD9neOi3Mq9/TTicCbVa++n/A7CcgdsZtYxpwuimr6+Xo1W6O1nRRM7RgyBjoR8GUaD6zJIPFmdHMSjCqmbmiTDAV7g+Bxn1n8Ozvw+N1URfXhIjbxKVSJ6GRboo+NYtZhQno9Dqkx4N53z66f/ZzHJcvY4sO4e3NgeydM0hmbDrfnPE6WzK3EOYfdvPFrZ1w4R04/9/atrkASQtg7V9pJZfom6cjeb2S6jYzR2q6OHq1mzMNfTg9Xvz9dBRMieLZhSksmRpDVlIYehXmiuJTKtwnMSklV395gODLBgaxUZ8QRN21aQSGSpY+O43slcn4GfRIl4v+996j+19/jquunp64IH6/RUdZjod1UzfxH7NeYG7MLQdN281w+QMt0GsPaTdF43Ng7fdhzlO3Lfdv7R/kWE03R691c/xa9/DJQrMSjLyyNINl02LInxKlulkUZZJR4T5JeVwuLv/jbsL7IunwtFE+EAaD/uRt1vZ/8Q/yw+tw0PvbP9D1r/+Kt62d5gQ//utJHY0Lonlu9gv8YPrTRAVGaS/odkBNsRboV/doq0Qj0mHZNyDn2eEa+qDTQ+nlTm12XtM9vDdLrDGAVTNiWT4jhqXTYogzqiPiFGUyU+E+CQ32mKn9xxLCPVFcsdVxyZXE7CXJFGzLJDQyAK/dTu+vfkP7z36K6O3narLg7ed0BC1fzEuzPsGKlBXaSUZej7aw6Px/a3V0u0k7am7BpyHnOe0wCyHotjo4eLqJ4ksdHK3pwu7yEuCnoyAzmhfyUlk+I4aZ8UZ1E1RRHiIq3CeZ3suNdP7iPKEinNPmOvSz5/Li01OJSTHidTjo/s9f0/aTH+PXa+ZiumDXlhBmrX2WH8x6kYzwDO1F2i9A5e+0WrqlVVtYNHubNkOfsgr0flzvslJ8pJbi6g7ONvYhJSSFB/JCXiprZserUouiPORGckD2L4CtQKeUMvsuzwvgh8BmYAB4RUp5dqwH+jio/mMpgWUW/PDjrOhl4Ve2kJYVjdfppO0//4OOn/6EgB4LV1Ph0NMJFG75HD+a9iQhhhCw9UDpT6HiN9BeBTqDtkI053/DjI14/II429jH/r01FFd3UNutHeY8JymMr62ZztrZ8cxJClOzc0V5RIxk5v5L4EfArz/i+U3A9KGPAuAnQ78qo3DqH3aS0BmCxTuAY3EyTzy9HuFxU/vrn9H3s38luMdGXTJUfHkWK594k/+Xugq99Gp19IrfaPu5eF2QNB82/z1kP4PdEM6Rq13se6+Gg5c76bU5MegFhZnRvLI0g7Wz49We5oryiLpnuEspjwghMj7mkieAX0tte8lSIUSEECJRStk2VoN8lLmdbsr/6l1SvAl0uNrI/EYR4fERVP3qn3D821uE9QzSkiRo+Npi1jz3TZ6KmQO9tXDg+1DxW7B1QUgcFH4Rcl/CHjWTI1e72Lmjgf3VHdicHsIC/SiaFce6rHhWzIglLHAUB1ErivJQGouaezLQdMvXzUOPqXC/B2uHiSt/V0yKIYEm2cy8v9pKxR9/hPcXfyCq20Fbop7r397Mmhe/w/bAKG2Trl1/CbUlIPTaXi7zP4U9fRVHa03sLGll/6X9WB1uIoMNbMtNYnNOIounRqvj4xTlMTOhN1SFEK8DrwOkpd3jCLZHXOu5OvreOk+sXyyNYZ3Y465yessyYructCQYqP3eCxR94jsEW7ug9Gdw7i3t1KKwFCj6Sxw5n+Bouz87K9oo/u1hrA43EcEGtuQksmWuCnRFedyNRbi3AKm3fJ0y9NiHSCl/DvwctMM6xuC9H0qX3j2N4UQvQbogKv3PELz3lyR1uGhPCKD9Lz/Nyue/hqGuBP7wKe1sUSFg+npc8z/DEe88dl7opPhgNRaHm/AgA5tzEtgyN4klKtAVRRkyFuG+A3hTCPF7tBupJlVv/2jl/7yH2JYABrxOrtb/hhkXK+mNCcD0l59jxROfRH/uP+FHC7UWRmMicsW3OR+/nf+qgQ/+u43+gXOEBfqxMTuBLXMTWTotRgW6oigfMpJWyN8Bq4AYIUQz8L8AA4CU8qfALrQ2yGtorZCvjtdgH2Yel4dT33+HVHcCnY4W5LGfkKTrx/nNV1myeSOi/Ofww7ngccDU1XQs/2t+25/Fu+UdNPY2EmjQsT4rgSfnJ7FsWiz+firQFUX5aOoM1QnQ39XH5b/ZQ4p/Co2myxhO/wuBLz3JnHUL0Z37N+0GqV8Q7pwXOBD+ND+/ZOBMQx9CwNKpMTw5P5kNc+Ixqi4XRXnsqTNUJ4mao+XY320iyZBETfsJYtO6mf1PX0Zf+a/w9j+CMZGegu/y7/aVvHXOgtluJTMmhL/YNIsn5iWTEK72cFEUZfRUuI+jk//2NtGXgwn1M3LFcpRVz+gwXH0fDrThjc/m3ML/j79vmcPJwxYM+n42ZifyUn4ahZlRaqWooigPRIX7ODnwP/+VqfapOBikKaSYdZG/hTNmBlOW8aek7/J3VxPpa3CTHu3hu5tm8ezCFGJCP3z2qKIoyv1Q4T7GXC4XR7/1C2YGZdHtbCfA/x9ZzmXaYjfwI+cWfnMtCj+dYF1WDC8VpLF0aow6pUhRlDGnwn0Mmbt6ufiDD5gRkkWjtYbpYd+nL20ZL/V9mZPXokiOCOJb61N5Pi+VuDBVS1cUZfyocB8jdceOY/5jG6khU7jcfwrjzNO83Pd9rtTHkj8lip9um8K6rHh1/JyiKBNChfsYOP1vbxF2OYpw/yjKTfv4vxFT6er+DNtyk/iHpRlkJ4f7eoiKojxmVLg/oAP/44dkOrNx4eRt60F+m7SSTy1O55MF6cQa1Q1SRVF8Q4X7ffJ4POz/2o/ICplPn6uL3/rXk/OZz3N8QYo6wUhRFJ9T4X4feju7qP7B+8wJXUCzrY6uzWn8nw1Pq64XRVEmDRXuo3Tp+CkG/7uOjNDpXDFVsPjvPkWwMcLXw1IURbmNCvdROPizt0i8Gk60fxwV1qNs/cn3fD0kRVGUu1JbC47Q+3/5j2RcS8CgM3A+oJStP1LBrijK5KVm7vcgpWTPV/8fucELMXv66JvTy9bP/oWvh6UoivKxVLh/DIvJwtnv/Y4cYx5tA41EvJzJ8vwnfT0sRVGUe1Lh/hGunami/9cXmWqcTY35PHl//TzG6BhfD0tRFGVEVLjfxdH//G+iz/kTF5hIpeU4m3/0HYRO3Z5QFOXhocL9Dh/81Q+ZbZsNeqgUJ9j2Y3XjVFGUh48K91vs/NrfkxOYh81rpmNqG9u+rIJdUZSHkwp3YNA2yMnv/JJcYwEdg80EPZVA0artvh6WoijKfRtRIVkIsVEIcUUIcU0I8d27PP+KEKJLCFEx9PG5sR/q+Gi8dIXzf/E2M4zZ1FoukfndlWStKvL1sBRFUR7IPWfuQgg98GNgHdAMnBZC7JBSVt9x6R+klG+OwxjHzck/7sB4wkNCUCrnzaWs++HX8TMYfD0sRVGUBzaSmXs+cE1KWSuldAK/B54Y32GNv13/50fElPoT7Gek0nOMTf/ybRXsiqI8MkYS7slA0y1fNw89dqdnhBBVQog/CiFS7/ZCQojXhRDlQojyrq6u+xju2Pjg6/+XrP4sPNLN9YQrbPv7v/TZWBRFUcbDWDVvvw9kSCnnAsXAr+52kZTy51LKPCllXmxs7Bi99cg57A72v/Ej5gUW0u/sxr5Wx7pvvDHh41AURRlvI+mWaQFunYmnDD02TErZc8uX/wb83YMPbWy119ZT909HmGXMpcFaw7RvrSI+I9PXw1IURRkXIwn308B0IcQUtFB/EXjp1guEEIlSyrahL7cDl8Z0lA/ozAd7MRywkhKcQbW5nFX/9GX8A9QReIqiPLruGe5SSrcQ4k1gL6AHfiGlvCiE+AFQLqXcAXxVCLEdcAO9wCvjOOZR2fMPPyGzLR1/QyQVjmNs+xe1MElRlEefkFL65I3z8vJkeXn5uL7H+9/8v2TrF+DyOqiNucLG7/7ZuL6foijKeBNCnJFS5t3rukdyharT4eDQN37CvNAC+pydOFbo2PiUCnZFUR4fj1y4d7e0cuVv9pBlXEiTrZbUN/NJmTnb18NSFEWZUI9UuJ8/cAj3+52kh07nsrmC5f/wGgFBIb4elqIoyoR7ZMJ9/49/QUptHEb/GCoGjrP1Xz60BY6iKMpj45E4geL97/5fMhvS0As/LoaeZes/q2BXFOXx9lDP3D0eD/u++kNyQ/Mxu3sx59nZ8tK3fD0sRVEUn3tow93U3U3lX71LjnERrQMNxH12Dtm58309LEVRlEnhoQz3yyfLsP2+jszQWVy1nKfwb14mOCzM18NSFEWZNB66cD/0r/9J3OVwYgITqLSeYMuP/9zXQ1IURZl0Hqpw/+B//AOzHXNBJzlvOMXWH6lgVxRFuZuHJtx3feXvmRuch9VjoivLxNbPfcfXQ1IURZm0Jn24W01myr/3W+YaC2gfbML4iSmsLHzoD4JSFEUZV5M63K+fq6D3Py4yzTiH65Zq5n//GcJiYnw9LEVRlElv0ob70bd+T+TZQOKDUjhvKWPTj1X/uqIoykhNynDf+f1/YqY1C51eR6UoY9uPVX1dURRlNCZduO/86t+SHZTPgNdGW2Yb295Qwa4oijJakybc7TYbx7/9S3LDltA52ErAk/GsLvq8r4elKIryUJoU4d585QrNPypjZthc6q1XmP29LUQnJfp6WIqiKA8tn4f7qT++R+BxD8nBGVwwn2b1P72hDq9WFEV5QCPa8lcIsVEIcUUIcU0I8aH9dIUQAUKIPww9XyaEyBjJ6+7+m38motQfoyGcCs9JNv7LN1SwK4qijIF7hrsQQg/8GNgEZAGfEEJk3XHZZ4E+KeU04J+Av73X65qa2pndl43ES038Zbb9vdpKQFEUZayMZOaeD1yTUtZKKZ3A74E7l4g+Afxq6PM/AmuEEOLjXjRIF4rJ2Yt1lY7133xjtONWFEVRPsZIwj0ZaLrl6+ahx+56jZTSDZiA6DtfSAjxuhCiXAhR7vTYif/aQhZu3XR/I1cURVE+0oQesyel/LmUMk9KmReaFkPClCkT+faKoiiPjZGEewuQesvXKUOP3fUaIYQfEA70jMUAFUVRlNEbSbifBqYLIaYIIfyBF4Edd1yzA/jM0OfPAgellHLshqkoiqKMxj373KWUbiHEm8BeQA/8Qkp5UQjxA6BcSrkD+HfgP4UQ14BetL8AFEVRFB8Z0SImKeUuYNcdj/3PWz63A8+N7dAURVGU+zWhN1QVRVGUiaHCXVEU5RGkwl1RFOURpMJdURTlESR81bEohLAAV3zy5pNPDNDt60FMEupncZP6WdykfhY3zZRSGu91kS+3/L0ipczz4ftPGkKIcvWz0KifxU3qZ3GT+lncJIQoH8l1qiyjKIryCFLhriiK8gjyZbj/3IfvPdmon8VN6mdxk/pZ3KR+FjeN6GfhsxuqiqIoyvhRZRlFUZRHkAp3RVGUR5BPwv1eB24/LoQQvxBCdAohLvh6LL4mhEgVQpQIIaqFEBeFEF/z9Zh8RQgRKIQ4JYSoHPpZfN/XY/IlIYReCHFOCPGBr8fia0KIeiHEeSFExb1aIie85j504PZVYB3akX2ngU9IKasndCCTgBBiBWAFfi2lzPb1eHxJCJEIJEopzwohjMAZ4MnH9M+FAEKklFYhhAE4BnxNSlnq46H5hBDiG0AeECal3Orr8fiSEKIeyJNS3nNBly9m7iM5cPuxIKU8grb//WNPStkmpTw79LkFuMSHz+p9LEiNdehLw9DHY9n5IIRIAbYA/+brsTxsfBHuIzlwW3mMCSEygPlAmY+H4jNDpYgKoBMollI+rj+L/wd8B/D6eByThQT2CSHOCCFe/7gL1Q1VZVIRQoQCbwNfl1KafT0eX5FSeqSU89DOLM4XQjx2ZTshxFagU0p5xtdjmUSWSSkXAJuAN4ZKu3fli3AfyYHbymNoqL78NvAbKeU7vh7PZCCl7AdKgI0+HoovLAW2D9WZfw+sFkK85dsh+ZaUsmXo107gXbQy9135ItxHcuC28pgZuon478AlKeU/+no8viSEiBVCRAx9HoTWfHDZp4PyASnlX0gpU6SUGWg5cVBK+bKPh+UzQoiQoWYDhBAhwHrgIzvtJjzcpZRu4MaB25eA/5JSXpzocUwGQojfASeBmUKIZiHEZ309Jh9aCnwKbXZWMfSx2deD8pFEoEQIUYU2GSqWUj72bYAK8cAxIUQlcArYKaXc81EXq+0HFEVRHkHqhqqiKMojSIW7oijKI0iFu6IoyiNIhbuiKMojSIW7oijKI0iFu6IoyiNIhbuiKMoj6P8HuqqXk6T+WYsAAAAASUVORK5CYII=\n", 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\n", + "image/png": 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bG4HvvYvX0KFotv89Dpupy2Rp3FJWnliJzqijd0RvRjYbSR3vOmVX7B/L9fYthNTjxcv1Hi9erlfPqo/SG838cCKFDfsT2HkiBaNZ0TTYk/cHNmZA85r4uJbdWnIJbSHEvyizmawNG0idNh1TdjZe996D37PPltjYKUOXwdK4paw6scoS1rV681Szp6jtVbvsik06Ygnqw2vBkA9BLcpkuZ5SirjLOayPTWDLwUQyCwz4uTvy6G21GNwqhPqB1+ynZ1US2kKIfyg8fJikD8eiO3IE51atCHzrTZwaNfrPz2ToMlgSt4TVJ1ajM+roU6sPTzZ7suzC2qCzLNeLWfjXcr2/d9ezopRcHZsPJLIhNpGTybk42NnQo1EAQ1qF0KmuL3ZWHv4oiYS2EAIAY1oaKdOmk71xI3Z+ftScMhmP/v3/cwleemE6S+OWsvrkaopMRfSp1YeRzUZS27OMwvpfy/Uiodd4aD7Mqsv1dAYT3x9PYX1sPD+fTsNkVrQM82LsnU0Y0Kwmni6VZBu7EKLqUQYDmatWkTpzFuaiInweexTfUaOxdbv20EJ6YTpL4paw5uQaikxF9K3Vl5HNRlLLs5b1C/yju96+BcXL9Wygfh/LeHWtLlZbrqeU4mB8Fhv2J7D14GVydEaCPJ14snNtBkeFEOlX+kZXZUlCW4hqLH/3HpLHjaXo9Blcb7uNgDfewLH2tYP3loZ1fppluV7M4r8t1/s/S3c9j5pWe0xSto6NBxLYEJvA2dR8nOxt6N04kMFRIXSI9MXW5haeK1kKEtpCVEOGy5dJnjyF3K+/xj4khJBPZuPWvfs1h0LSC9NZfHQxa06uQW/W069WP0Y2G0mEZ4R1C1MKEmJg33yI2wQmfXF3Pesu1yvUm/j2WBLrYxP49UwaSkHrCG9Gdq5N36ZBuDuV3/BHSSS0hahGzEVFZCxaRNpn80ApfJ8ZQ43HHsPGyemq12fpslgct5hVJ1ZRZCqif+3+jGw20vpHeukL4Oh62Dsfkg6DgztEPQzRj4F/A6s8QilF7MVM1scmsP3wFXKLjAR7OfNM97oMbhVMeA3rN4YqCxLaQlQDSinydu4kecJEDPHxuPfsScD/vYp98NV3Beboc1h+bDnLjy2nwFBAn1p9GNV8lPXfrNPPWpbrHfwcdNng3wj6TYNm94CjdZbQXckuZOP+RNbHJnA+LR8XB1v6NAliSFQIbWv5YFPBhj9KIqEtRBVXdP48yRMmkP/zLzhERhK2aCGuHTpc9dp8Qz4rjq9gSdwScvW59Ajvwejmo627KcZsglNfWyYWz/4ANnbQcCC0eQLC2lulu57OYGLHsWTWxSbw6+lUzAra1vJhdNdI+jYNwtWx8kZf5a1cCPGfzPn5pH36KelLlmLj6Ij/a/+Hz4gRaPb/Hq8tNBay+sRqFh1dRFZRFl1DuvJ0y6dp4GOdoQngb31AlkB2PHgEQ7e3oNWD4H7zh/IqpTickM262Pg/V38EezkzplsdBkeFVJrhj5JIaAtRxSilyNm2nZQpUzCmpOB51134v/gCdn5+/7q2yFTEupPrWHBkAem6dDrW7MjTLZ6mqV9TaxVj2fyybwHEbS7uA9IFek+Aen3A9uYjKDW3iM0HElkXG8+p5Dwc7Wzo0ySQodGhtK9do9INf5REQluIKkR34gRJY8dSGBOLU+PGBM/4GJeWLf91ncFkYOPpjcw7Mo+UghTaBLZhesvptPT/97U3RJ9v2Va+byEkHwFHj+Jjux6zSh+QP3p/rI9NYOfJlD83v4y/qyn9mwfhUYFXf9wsCW0hqgBTVpalsdPq1dh6eBD4wft4DR78r8ZOBrOBL85+wWeHPuNy/mVa+rdkwm0TaBPUxjqFpJ22vFUfXAlFORDQBPp/bJlYtEIfkONXclgXY2l9mpGvx8/dkcc71WJoVAh1/G9N74/yJqEtRCWmTCay1m8gdfp0TDk5eA8bht+zz2Dr+c/ezSaziS/Pf8ncQ3OJz42nSY0mvNP+HTrU7HDzJ8WYjHDqK8tyvfM/gY09NL7TsmMxtO1NTyxm5uvZcjCR9fsTOJpoaX3ao1EAQ6NCy6X3R3mT0Baikio4cIDksePQxcXhEh1NwNtv4VT/nyeGK6XYGb+TWQdmcSbrDPW96zOr+yy6hHS5+bDOTS6eWFwMOYngEQLd37ZMLLqVfDDCfzGazPxyOo11sfF8d8xy8kvjmh68N6ARg1oE412GrU8rOgltISoZY2oqKVOnkb15M3b+/tT86CM8+vX9VwjvvbKXGQdmcDj1MBEeEUzpMoWe4T1v7nRzpeDSLssQyB8HDER2h75ToG6vm55YPJOSx/rYBDbuTyAltwgfVwdGtAtjaFQojWp63NS9qwoJbSEqCWUwkPH5CtJmz8as11PjiSfwfepJbFz/OVYclxbHjP0z2HVlFwEuAbzX/j0G1RmEnc1N/HEvyvvrgIGUOHDyhDYjLQcM+N7cGu4cnYFth66wLjaeA5ey/jz4dkhUKN0b+ONgV72GP0oioS1EJZD/++8kjRuP/uxZXDt3IvCNN3CIiPjHNeeyzjH74Gx2XNyBl6MXL0e/zH0N7sPR9sYPkSXtjKUPyB8Ti4HNig8YGAIOLjd8W7NZsetcOuti4vk6LgmdwUxdfzfe6NuAO1sG4+9+9W31QkJbiArNkJhI8sRJ5O7YgX1oKCFz5uDWres/hkIu511m7qG5bD27FSdbJ0Y1H8WDjR7EzeEGW4n+0Qp17zw4+33xxOJdlh2LIa1vamLxUnoB6/dbOuolZhXi4WTHkKgQhkSF0jzE8+bH2asBCW0hKiCzTkf6goWkz58Pmobf88/h88gj2Dj+9dacXpjO/CPzWXtyLRoaIxqO4PGmj+PjdIOHARRkWA4X2LcAsi6Ce5Blx2LUQzc1sVigN/LlkSTWxcSz53wGmga31fHl//o0oGejAJzs//u8SfFPEtpCVCBKKfK+/97S2CkxEfc+vQl49VXsg4L+vCZXn8uSuCUsP7acIlMRd9a5k1HNRxHoGnhjD71y2PJWfWQdGHUQ3hF6fHBTrVCVUsRczGRdTDzbD18hX28iooYLL/esx92tQqjp5XxjtQoJbSEqiqJz50geN578337DsW5dwpYswbVd2z9/XWfUserEKhYeXUh2UTY9w3sypuWYGzuAwGSA41sta6sv7QJ7F2h+H7R+AgKb3PDv4Up2IRtiE1gfm8CF9AJcHGzp1zSIodGhtI7wluEPK5DQFqKcmfLySJszl4xly7BxdibgjTfwHj4Mzc7yx9NgNrDp9CY+O/QZKYUpdKzZkWdaPUPjGo2v/2G5SZaGTTGLIS8JvGtZzlhsMRyc//uk9WvRGUx8eyyZdTHxfx4o0LaWD2O616VPk8BK3VGvIirx29Q0zQn4GXAsvn69Uurdsi5MiKpOKUXOF1+QPGUKptQ0PAffjf+LL2JXo8afv77j4g5mHpjJxZyLNPdrzsTOE2kd2Pp6HwTxe2HvZ5YTzM1GqNMD2syCOnfc0BmL1+qo90wV66hXEZXmP4FFQHelVJ6mafbAr5qmfaWU2l3GtQlRZemOHSNp7DgK9+/HqWlTQj/5BOdmzf789X1J+5geO50jaUeo41XnxnYxGgrhyHrLeHXSYXD0hDZPWho31Yi8obpTc4vYdMAy/PH3jnpDokLpEFn1OupVRCWGtlJKAXnFP7Uv/kuVZVFCVFXGzExSZ8wga81abL29CRr7IZ53341W/LZ7OvM0H+//mJ8TfsbfxZ8POnzAwMiB2NpcxwqLzAuWTTAHlkNhpuU0mP7Toek94Hj9ywD/6qgXz86TqdWqo15FVKrBJk3TbIFYoA7wiVJqz1WuGQmMBAgLC7NmjUJUespkImvtWlI/noEpLw/v++/H75kx2HpYtmYn5SfxycFP2Hp2K652rjzf6nlGNByBk10pN5mYzXD+R9gzz3IqjGYDDftbdi2Gd7yhtdXHLuewPrZ6d9SriEoV2kopE9BC0zQvYJOmaU2UUkf/55p5wDyA6OhoeRMXolhBbCxJY8dRdPw4Lm3aEPDWmzjVs/SUztHnsODIAlYeX4lZmbm/4f080fQJvJy8SndzXQ4cWmVZBZJ+Glz9oPPLEPUIeF79/Mf/klWgZ8vBy6yNiSfusnTUq4iua1pXKZWladpOoDdwtKTrhajODCkppHz0ETlbv8AuMJDg6dNw790bTdMoMhWx+sRq5h2eR64+l361+zGm5RiC3UoZtGlnLBOLB1eCPg+Co+GueZaWqHbXt23dbFb8djaNtTEJfBOXhN4oHfUqstKsHvEDDMWB7Qz0ACaVeWVCVFJKrydj+XLSPpmDMhio8dST+I4ciY2LC2ZlZtvZbcw6MIsr+VfoWLMjz0c9X7qzGJWyHIS751M4/S3YOkDju6HtSAiOuu464zMKWF+8pjoxqxBPZ3uGtwljaHQIjWt6lnwDUS5K86YdBCwtHte2AdYqpbaVbVlCVE55v/xK8vjx6M+fx61rVwJefw2H8HCUUvyW+BvTY6dzMvMkDX0a8kHHD2gX1K7km+oL4PBq2P0ppJ0EV3/o+rqlw951bi/XGUx8E5fEupgEfjubBli2lL/WpwE9ZEt5pVCa1SOHASsdHCdE1aRPSCB5wkTyvv8e+/AwQj/7FLcuXQCIS49jesx09iTtIdgtmMmdJ9MrolfJfa2z4i0d9mKXgi4LgprDnZ9Ck7uvewjkaGI262Li2XzwMtmFBoK9nHnu9roMiQohxPvGu/WJW0+2KglxE8yFhaTPn0/6goVgZ4ffiy/i8/BD2Dg4EJ8bz6z9s/jqwld4O3rzWpvXuKfePdj/Vz8PpeDSbtgzF45vAxQ0HABtR0FYu+taBZJdYGDzwcQ/JxUd7Gzo3TiQe6JlTXVlJqEtxA1QSpH77Q6SJ03EePkKHv364f/Ky9gHBpKhy2De3nmsObkGext7RjYbySONH/nvVqnGIojbBLvnwpWD4OQFHcZYeoF4hZa6LrNZ8fvZdNbExP9jUvGDQY0Z2LwmXi4yqVjZSWgLcZ2Kzpwhadw4CnbtxrFePWoum4hrmzYUGgtZfHgei44uQmfUcVfduxjdfDR+Ln7XvlleCsQssmyGyU8B3/rQb5qledN1nF6ekGmZVFwX89ek4rDWoQyNDqVJsEwqViUS2kKUkik3l7TZn5CxYgU2Li4EvPUW3vfdi7K1YcuZLcw8MJOUghS6h3bnuajnqO1Z+9o3u3zQsgrk6AYw6aFuT2j7lOW8xVIOgfxvoyaQPtXVgYS2ECVQZjPZW7aSMnUqpvR0vIYMwe+F57Hz8WH3ld1MjZnKiYwTNKnRhMmdJxMVcI3ldyYjnNxuWQVy6Xewd4Wohy39QK7jnMW4y9ms3SeTitWVhLYQ/6HwaBzJH35I4aFDODdvTsDcuTg3bcLZrLNM/e4tfkn8hZquNf97RUhhJuxfZtm1mB0PXmHQcxy0vB+cvUpVR3aBgS2HElmz769JxV6NA7lXJhWrHQltIa7CmJlJ6rTpZK1fj62PD0Hjx+N55yDSizKYsusDNpzegKudKy9FvcSwhsOufnhuxjnLxOKBz8FQABGdoPdEqN8HStEA6o9JxbXFh9/+Man4/sDGDGohk4rVlYS2EH+jjEYyV68hdeZMzPn5+Dz4IL5jnkbvbMe8I/NZdHQRepOeYQ2G8VSzp67eI+TSHtg1y7Jkz8YOmt0D7UZBYNNS1ZCYVci6mHiZVBRXJaEtRLGCffssjZ1OnsSlfTsC33wTu9q1+OLcF8zaP4uUwhTuCLuD56OeJ9wj/J8fNpvgxDb4fTYk7LUs2bvtBUuXPY+gqz7v73QGEzuOJbP2b6e/yKSiuBoJbVHtGZKTSZk8hZzt27GrGUTwjBm49+xhmWTc9honM0/S1LcpU7pMoVVAq39+uCgPDq6A3XMsfay9I6DPFGg5olRL9o5fyWHNvng2HUj8c1Lx2e6WScVQH5lUFP8moS2qLbNeT8aSpaR9+ikYjfiOHkWNJ57gnC6R//t+NL8m/kqwWzBTOk+hV0Svf54ak3PF0mUvZrFli3loW+jxoeUE8xLGq/OLjHxx6DKr9sVzKD4LB1sbejUJ5J7oEDpG+sqkovhPEtqiWsr76SeSx09Af/EibrffTsBr/0eOrzMfHpzMxtMb/5xkHN5wOA62f5vwSz0Fv8+AQ2tAmaBBf+jwDIS2+c/nKaU4lJDN6r2X+OLQZfL1Jur6u/F2/0bc3VLan4rSk9AW1Yr+0iWSx08g78cfcYiIIHT+fGzatWLRsWUs+nkRBpOB4Q2G82SzJ/85yRi/D377GE5sBzsny/rq9k+DT63/fN4f/T9W7b3EiaRcnO1t6d8siPvahNEqzOv6znwUAgltUU2YCwpImzePjIWL0Ozt8X/lZTxHjOCL+K+YvWkAKYUp9AjvwXOtnvtrklEpOL3DEtYXf7NMLnZ+Bdo+Ca6+13yWUoq95zNYvS+eL49cochopmmwJ+PuasLA5jVxlzMVxU2Q0BZVmlKK3K+/JnnyFIxXruAxYAD+L7/MPtMZpn47glOZp2jm24yPun5ES//iDsQmAxzdCL/NgJQ48AiBXhOg1YP/eTBuWl4RG2ITWLMvnnNp+bg72jE0OoT7WofJUj1hNRLaosrSnTpF8rjxFOzZg2PDhgR/NIXE2h48E/sOvyX+Zplk7DKFXuHFk4z6fMtGmN9nQ/Yl8Gto6V/ddAhco52q2az49Uwaq/ddYsexZAwmRXS4N6O71aFf0yCcHWSpnrAuCW1R5ZhyckidPZvMFSuxdXMj8N13MPTvxuQjn7Lpi0242rvycvTLDGswzDLJWJgFe+dZdi8WZkBYe+g7xdLEyebqBxVcyS5kXYzlrToxqxBvF3seah/Bva1DqRsgJ5WLsiOhLaoMZTaTvWkTKVOnYcrMxOvee/AY8xSfJ25h4daBGMz/M8mYnwa7PrH0BNHnQr3elg0xYVc/AsxoMrPzZCqr915i58kUzAo61qnBa30a0LNxAI528lYtyp6EtqgSCg8fJmnsOHSHD+PcsiX+8z7jB5cLzPjxAZLyk7gj7A5eiHqBMI8wyLkMP06yrLE26iwnmHd66ZrbzOMzCli97xLrYhJIyS3C392RUV0juTc6jLAasgFG3FoS2qJSM6ankzJtGtkbNmLr50vNSRM53y6MN2LGcyTtCA19GjL+tvG0Dmxt2bH4xfOWHYxmEzS71/Jm7VfvX/c1mRU7T6SwYs9FfjyVigZ0re/Pfa1D6d7AHzvbEs53FKKMSGiLSkkZjWSuXEXqrFmYCwvxefRRDA8O4sOT8/jm62/wd/ZnbMexDIgcgE3aGdj0FBxea9mt2PJ+6PicZcv5/0jO0bFmXzyr917icrYOf3dHnulel/tah1LTy/nW/0aF+B8S2qLSyd+zl+SxYyk6fRrXjh1xf/V5luZ9x/Idw7DRbBjVfBQPN34Yl/RzsP5RiNts2RDT9inLuYseNf9xP7NZ8dvZNFbsvsSO48mYzIpOdX15Z0Bjbm/oj728VYsKREJbVBqGK1dInjyZ3K++xj44mJozZ/BteBazDz5Nhi6DgZEDeablMwTmpsHGkXD8C3Bwh04vQrvR/9oQk5GvZ31sPCv3XOJCegHeLvY8flsthrUJI8K39OczCnErSWiLCs9cVETG4sWkfTYPzGZ8x4zhdL/GvHpkJqd3n6aVfyvm3D6HxiZg2ytwfCs4ekCX16DdU+Ds/ee9lFLEXMxkxe6LfHkkCb3JTJsIH17oUY/eTQJlBYio8CS0RYWWu3MnyRMmYrh0CfcePSgaNYx3Ly/nl58/JdgtmGldp3GHY020HybBsS2WN+vOr0L70f8I6xydgU37E1mx5yKnkvNwd7RjeNswhrcNo56sqxaViIS2qJD0Fy6QNGEC+T/9jEPt2njP/ZhFLrGsjRmFs50zL0a9yIgaUTj8Os0yZu3gZukL0m40uPj8eZ/DCVms2H2JrYcuU2gw0SzEk8mDm9G/eRAuDvKvv6h85N9aUaGY8/NJ+/QzMpYsQXNwoMYrL/N1tManx94n35DP0HpDGR3cA5/dn0LcC5aDBjq9CO3H/BnWOoOJrQcvs3z3RY4kZuNsb8ugFjUZ3jaMZiFe5fsbFOImSWiLCkEpRc72L0mZMgVjcjIegwZx6r62vHh+AZcOXqJjzY68HDmEOvtXwde9LGF92wuWXtbFYR2fUcDney6yZl88WQUG6gW48cGgxtzZMhgP6awnqggJbVHudCdPkvzhWApiYnBq1Ajj+8/xdtEX7Dv8DpGekcxt8w63HfsWlg0Bexe47Xlo/wy41kApxe9n0ljy+wW+P56Mpmn0bBTAQx0iaFvLR/pViypHQluUG1N2NqkzZ5G5ahW2Hh64vvkS88PPs+X8u3g5evFW86cZfPEodmufBDtH6PgsdHgWXH3JKzKyadcFlu66yJmUPHxcHRjVNZIRbcNlE4yo0iS0xS2nTCayNmwgdfrHmLKzcb9nMF/38GHehXkYLxp5uN49PJ6ZjccX74AyQ+vHLb1B3AO4mJ7P4u/j2BCbQG6RkWYhnkwd2px+zYLkxHJRLZQY2pqmhQLLgABAAfOUUjPKujBRNRUePEjSh2PRxcXhHBXFyYc7MSVrHclnkukR0oUXTG6E7pwLhgJoPhy6/h/KM5Q95zNYuCmG744nY2ej0a9pEA91iKBFqBzZJaqX0rxpG4GXlFL7NU1zB2I1TduhlDpWxrWJKsSYmkrK1Glkb96Mnb8/+ref5gOPXzl6eTaNfBowySuKqH2rLSebN74Lur6B3rsO2w5fZuGvvxJ3OQdvF3ue7lqHB9qHE+DhVN6/JSHKRYmhrZS6Alwp/nGupmnHgWBAQluUSBkMZKxYQdrsTzAXFeHw4L3Mb5XJ9uTP8C/0Y1xQD/of3oZN3reWQwe6v0WGR0NW7rnIsl0/kJJbRB1/N8bf1ZS7WwXLEIio9q5rTFvTtAigJbDnKr82EhgJEBYWZo3aRCWXv2sXSePGoT9zFqeO7fn2rlA+y9yKXZotowNu46ETv+JybCGEdYChSznj3JSFv55n4/7vKTKa6VzPj8lDIuhSz0+GQIQopimlSnehprkBPwHjlFIb/+va6OhoFRMTY4XyRGVkSEwkedJkcr/9FvvQEM4+2Jnx9jvIKMpkYI2WPHvxGAGppyGoBdz+NrF2LZn703m+O56Mo50Nd7cK5pGOtWR7uahWNE2LVUpFl3Rdqd60NU2zBzYAK0oKbFF9mYuKSF+4kPR58wEoenQw70ceIy5vLa0cazMnx0jjmC3gWx/z0GV8T1s+23GOmIu78XKx59nb6/JQ+3BquDmW8+9EiIqrNKtHNGAhcFwpNa3sSxKVjVKKvB9+sDR2SkjA7vbOLO0OW/K2UNPoyxQC6HXoRzTPMAwD57DZ1JHPvrnImZRYgr2ceW9AI+5pHSq9QIQohdL8KekIPAAc0TTtYPE/e0Mp9WWZVSUqjaJz50keP578X3/FLrI2e97oy0xtJ3aFtjzjEMKDJ3bh5OSN7vaxLDfewYKvE0nOiaNhkAcz7mtBv6ZBcnSXENehNKtHfgVkFkj8gykvn7S5c8hYthwbR0eSHuvLB8H7SDN8yyDHYJ49sx9/FU9Bm+eYYR7Agu/SyS06R8c6NZgypDmd6vrK5KIQN0D+f1RcF6UUOdu2kTJ5CsbUVAx9OjGtdSqxhm9paePH7JQcGhckUNhkOB9r9/DZ74XojMn0aRLIU10ipcueEDdJQluUmu74cZLGjqMwNhabhvXY9Egkq2x3EYQ7U3IM9EqPRRfZh5kO9zP7gC0mcz6DmtdkdLdI6vjLShAhrEFCW5TIlJVFyowZZK1Zi42nB0ce78Qk/33Yagk8U2DLgxeOQWA0c2u/zbTj3mgaDIkK5qkukYTXkLMWhbAmCW1xTcpkImvdOktjp7w8Mvq2ZVyTM8RruxhocuK5hLN4edRmWfA4xp8Nx97WlvvbhTGyc23ptCdEGZHQFldVsH8/SWPHUnTsOKbmDZh7u5GfHffRUnNmSkIS9ey8WVPjBd6Lb46DvQOPdwrn8U618HeXniBClCUJbfEPhpQUUqdOJXvLVjR/X757rDnz/I4SZOPElOR07jDYst3jIYYkdsAu35VR3SJ4pGMtfFwdyrt0IaoFCW0BgNLryVj+OWlz5mDW6zk7qAXj6p3AZH+CMVn5PJidzC7PO2mdcTt6nRePda3F451q4eUiYS3ErSShLcj79TeSx41Df/48udH1mdIhjROuRxlYaOC5yylccruDHgV9SdcH8mDncJ7sHClv1kKUEwntakyfkEjKpInk7vgOc3AAKx8NZ2vAWVoYNVYlJuFs34QndM9woqg2D3QM58kukfi5S18QIcqThHY1ZNbpSJ+/gPQFC1Aa7L2zHh/XPYufrR1TUtJoafTjrYLn+Em1YnjbcOZ3jcRfDh0QokKQ0K5GlFLk7thBysRJGC5f5kq7SMa3TiDH7QJPZWYzON+WGbrhPG/uypDWEfzUrQ5BnrJ0T4iKREK7mig6e5bkcePI/30XuvAA5jzsxe6giwzIK+TphDw2F/XhdmN/+kbX5btudQjxdinvkoUQVyGhXcWZ8vJI+2QOGcuXo5wc+GpQIMsapNLMaGZlYhpn9O0ZXDSE9i2asvWOurKDUYgKTkK7ilJmM9lbt5IydSqmtHROdAhmSvQVXJ3SmJiWjndBJK/qxhDcoDVLetWnQaBHeZcshCgFCe0qqDAujuQPx1J48CBZkf5M7WfPxcBkHsvKpkuqFxN1z1AY2pUP+zQgOsKnvMsVQlwHCe0qxJiZSer0j8latw6jpwsrB7mxvWE6A/LyGZcACwvv5Qu//rx8byO6ymG5QlRKEtpVgDIayVyzhtSZszDl5rK7ozefts6mHgYWX8nl57zePOc5hFH9mzOxWU1sbCSshaisJLQruYKYGJLGjqPoxAkS6/swdaiG0TuLdzMyyc5uzZtO93P/gDZ80ToUeznWS4hKT0K7kjIkJ5My5SNytm2jsIYb8+6yJ7ZeNo9lZ1PrYgSf2TxPjzu6s6lDBM4OtuVdrhDCSiS0Kxml15OxbBmpc+ZgMhj4upMzq9oU0rOogOnxriwyjCG74yAWd47E08W+vMsVQliZhHYlkvfLLySPG4/+wgVONHJjdmc9gc55TEs1sr1gMF+2HMGEHg0IkC3nQlRZEtqVgD4+nuQJE8n74Qey/V2YfY8NV8LzGZORy6W0bqyt8zjP920p5zAKUQ1IaFdg5sJC0ubNI33hIkyaYn03O76O0nF/Xi5+Fxux3fcpRj7WmedqyVprIaoLCe0KSClF7jffkDxpEsYrScQ0dWR+FxNttALevezDFodnGTh0IPObBMpaayGqGQntCqbo9GmSxo2nYPdukoOc+OR+WzT/Ql5LU/xofJjUOx5gVttwWb4nRDUloV1BmHJzSZs9m4zPV1DkaMPnPW2IaabjiaxCEhL6cKrDKN7u2hB3J1kRIkR1JqFdzpTZTPamzaRMm4oxI4MfW9iyupOJAYY8HohvyfnGL/BE77ayIkQIAUhol6vCI0dI+nAsusOHuRBix9yHbAn3KOTptEDigt7jzvt6UzdAVoQIIf4ioV0OjBkZpEybRvaGjeS72rK4vw2J9QyMSLfluO5Zwu+/n3tr1yjvMoUQFZCE9i2kjEYyV60mZeZMTAV5fNkavmpv4r6CIsLTBuPe9xnebR4iK0KEENdUYmhrmrYI6A+kKKWalH1JVVP+3r0kjR2L/tRp4mrZsPB2jfYOhQxObYdz59d5+LbGONjJihAhxH8rzZv2EmA2sKxsS6maDElJpEyeTM6XX5HpacOCu22wCdUzOD0MXe3Xuf/xLtIjRAhRaiWGtlLqZ03TIm5BLVWKWa8nY/ESUufOwWjUs+k2jZgoE4Oynciwf5Weo4YSVkMOzxVCXB+rjWlrmjYSGAkQFhZmrdtWSrk//kjS+PEYL8Wzt57G2u7Qw2zitsIRtLhvNFERvuVdohCikrJaaCul5gHzAKKjo5W17luZ6C9eJGn8ePJ/+pkkH42F99oQ4lfEHbldqdf7Dfq0qCWTjEKImyKrR6zAXFBA2qefkbZ4EXrNxNruNiQ0MdAmqw4+9d9jaLcoHO3kIAIhxM2T0L4JSilyvvySK5MmolLS+LmJxredFJ2L3AjxfoNhD/XF29WhvMsUQlQhpVnytwroCvhqmpYAvKuUWljWhVV0upOnuPzhBxTFxHIhAJaP0GjsBp0cRzJw2OPUlt7WQogyUJrVI8NuRSGVhSk7m9RZs8hYuZJ8B8XK3jZokQai9XdwW/+3aVM3qLxLFEJUYTI8UkrKbCZrwwaufDQFlZPLjhYaB9qZaa6rQ4PWE+jdpjE2NjLJKIQoWxLapVB46BAJH7yHMe4EJ0Jg4yBo7uBG79rvcVfvXjjZyySjEOLWkND+D8a0NK5M/Yi8TVvIdIOVAzRqBCu6eI/mrrufwNdd2qUKIW4tCe2rUAYDGStWkjRzOmZdEdvbaVxpYaShXW96DX6XOkHSgU8IUT4ktP9H/u7dXHr/HTgfz+FaGt93VTSyq8vwHlNp27hueZcnhKjmJLSLGS5fJn78WIq+20myJ6y7C4J9XbmrxQR6d7sdW5lkFEJUANU+tM1FRaQuXEDqp3MxmU1s7qShbwjtgsZw111P4CZnMgohKpBqG9pKKfJ27uTiB+9gm5TOvvoahzqYqefRi0H3jCW4hkd5lyiEEP9SLUO76Px5Lrz/Fubd+7lSA7YNVYTUqMvDfabTon5keZcnhBDXVK1C25SXz+XZH5O9fAVFdoot3TXsIt3o23oCPTt1lw58QogKr1qEtlKKrC++4NL493HIKuCXphoJURqNI8dw951PyuYYIUSlUeVDW3fiBKfffBm7uLPEB8LP9ypqBffguXvG4e8lTZ2EEJVLlQ1tU1YW56eMo2jjNgqcYHtPcKldh0cGzKJhZER5lyeEEDekyoW2MplIWbOSKx9Nwb7QwPctIbOFO906TqJrh64ybi2EqNSqVGjn79/Pidefx+ViKmdD4dBtGo2aPs1TA0fhYGdT3uUJIcRNqxKhbUxN5fh7r2D3/R4K3WFbX/BrdDsv3DMJbw/X8i5PCCGsplKHtjIYuDh/NtmfzsfGqPimLeia12bE4DnUCQ8v7/KEEMLqKm1oZ/78I6ffegn3lALiIuFcO1c69/iIzu26lndpQghRZipdaBclJHDw/57CI/Ys+V7w3QAb6tw2mtf6j8LOVsathRBVW6UJbbNOR9xH76BWf4GDBl93BKf23RgzfCoeLs7lXZ4QQtwSFT60lVJc3rqOhPEf4pFtZF99SO4QztDh84kIDS3v8oQQ4paq0KGdf+oksS8/ht+pdLL84Oc7XbhtyDQejO5S3qUJIUS5qJChbcrLY/dbT+H5bSwu9rCji0ZQ39G8NOBpOfFcCFGtVajQVkpxbOE0CuYuxCtfsa8J6Lp34vFHZ+LiJIfoCiFEhQntlJhfOPbaswQk6EgJhNMDghny5BJCgkLKuzQhhKgwyj209elp/PjicIL3xOPkAj/c7kT0Y1Pp16p7eZcmhBAVTrmFtjKZ+GXiC7is20HNItjbUsNjyGOMvvtFaeokhBDXUC6hfeyL5aRMmURAionToZDSpw0jRn+Gs4xbCyHEf7qloZ127ji7X3mYyLgc7Nzh537+9H9lOcGBYbeyDCGEqLRuSWgbCwv58o0RhH53nDAz7GnjQKNnJvFk69634vFCCFFllHlo75z3HjaL11A3E47X1rAdMYyHhr8l49ZCCHEDShXamqb1BmYAtsACpdTEkj5z/PcvOTPuNeqcNZDsDfuGNeHe1z/H0cHxJksWQojqS1NK/fcFmmYLnAJ6AAnAPmCYUurYtT4T6euuNgaEYLaBo+28uf295dQMjrRm3UIIUaVomharlIou6brSvGm3Ac4opc4V33g1MAi4Zmg75xk509GO8Bff54Eud5e2ZiGEECUoTWgHA/F/+3kC0PZ/L9I0bSQwEiA0wJvBW45YpUAhhBB/sdqpAUqpeUqpaKVUtH9IbWvdVgghxN+UJrQTgb83rg4p/mdCCCFusdKE9j6grqZptTRNcwDuA7aWbVlCCCGupsQxbaWUUdO0McA3WJb8LVJKxZV5ZUIIIf6lVOu0lVJfAl+WcS1CCCFKIMeXCyFEJSKhLYQQlYiEthBCVCIS2kIIUYmU2Hvkhm6qabnASavfuHLyBdLKu4gKQL6Hv8h38Rf5Lv5SXynlXtJFZdWa9WRpGp9UB5qmxch3Id/D38l38Rf5Lv6iaVpMaa6T4REhhKhEJLSFEKISKavQnldG962M5LuwkO/hL/Jd/EW+i7+U6rsok4lIIYQQZUOGR4QQohKR0BZCiErEqqGtaVpvTdNOapp2RtO016x578pE07RFmqalaJp2tLxrKW+apoVqmrZT07RjmqbFaZr2XHnXVF40TXPSNG2vpmmHir+L98u7pvKmaZqtpmkHNE3bVt61lCdN0y5omnZE07SDJS39s9qY9o0cAFxVaZrWGcgDlimlmpR3PeVJ07QgIEgptV/TNHcgFrizmv57oQGuSqk8TdPsgV+B55RSu8u5tHKjadqLQDTgoZTqX971lBdN0y4A0UqpEjcaWfNN+88DgJVSeuCPA4CrHaXUz0BGeddRESilriil9hf/OBc4juXc0WpHWeQV/9S++K9quxJA07QQoB+woLxrqUysGdpXOwC4Wv7hFFenaVoE0BLYU86llJvi4YCDQAqwQylVbb8L4GPgVcBcznVUBAr4VtO02OJD0q9JJiLFLaFpmhuwAXheKZVT3vWUF6WUSSnVAstZq200TauWw2eapvUHUpRSseVdSwVxm1KqFdAHeLp4iPWqrBnacgCwuKri8dsNwAql1MbyrqciUEplATuB3uVcSnnpCAwsHstdDXTXNO3z8i2p/CilEov/ngJswjLcfFXWDG05AFj8S/Hk20LguFJqWnnXU540TfPTNM2r+MfOWCbtT5RrUeVEKfW6UipEKRWBJSt+UErdX85llQtN01yLJ+nRNM0V6Alcc+WZ1UJbKWUE/jgA+DiwtroeAKxp2ipgF1Bf07QETdMeK++aylFH4AEsb1IHi//qW95FlZMgYKemaYexvOTsUEpV66VuAoAA4FdN0w4Be4HtSqmvr3WxbGMXQohKRCYihRCiEpHQFkKISkRCWwghKhEJbSGEqEQktIUQohKR0BZCiEpEQlsIISqR/wcJrz0QK4ht+gAAAABJRU5ErkJggg==\n", 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" ] @@ -393,12 +393,21 @@ "cell_type": "code", "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/sb/projects/econ-ark/HARK/HARK/core.py:853: RuntimeWarning: invalid value encountered in add\n", + " self.history[var_name] = np.empty((self.T_sim, self.AgentCount)) + np.nan\n" + ] + } + ], "source": [ "# Simulate some data; results stored in mNrmNow_hist, cNrmNow_hist, pLvlNow_hist, and t_age_hist\n", "if do_simulation:\n", " LifecycleExample.T_sim = 120\n", - " LifecycleExample.track_vars = [\"mNrmNow\", \"cNrmNow\", \"pLvlNow\", \"t_age\"]\n", + " LifecycleExample.track_vars = ['mNrm', 'cNrm', 'pLvl', \"t_age\"]\n", " LifecycleExample.initializeSim()\n", " LifecycleExample.simulate()" ] @@ -424,7 +433,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a cyclical consumer took 0.1941 seconds.\n" + "Solving a cyclical consumer took 1.2167 seconds.\n" ] } ], @@ -450,7 +459,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -470,21 +479,21 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Simulate some data; results stored in cHist, mHist, bHist, aHist, MPChist, and pHist\n", "if do_simulation:\n", " CyclicalExample.T_sim = 480\n", - " CyclicalExample.track_vars = [\"mNrmNow\", \"cNrmNow\", \"pLvlNow\", \"t_cycle\"]\n", + " CyclicalExample.track_vars = ['mNrm', 'cNrm', 'pLvl', \"t_cycle\"]\n", " CyclicalExample.initializeSim()\n", " CyclicalExample.simulate()" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -495,30 +504,9 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Solving a kinky consumer took 0.2996 seconds.\n", - "Kinky consumption function:\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "start_time = time()\n", "KinkyExample.solve()\n", @@ -531,13 +519,13 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "if do_simulation:\n", " KinkyExample.T_sim = 120\n", - " KinkyExample.track_vars = [\"mNrmNow\", \"cNrmNow\", \"pLvlNow\"]\n", + " KinkyExample.track_vars = ['mNrm', 'cNrm', 'pLvl']\n", " KinkyExample.initializeSim()\n", " KinkyExample.simulate()" ] @@ -565,7 +553,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.6.12" } }, "nbformat": 4, diff --git a/examples/LifecycleModel/LifecycleModel.ipynb b/examples/LifecycleModel/LifecycleModel.ipynb index 9a0e324c2..a3491ed03 100644 --- a/examples/LifecycleModel/LifecycleModel.ipynb +++ b/examples/LifecycleModel/LifecycleModel.ipynb @@ -91,12 +91,78 @@ }, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/ms/dev/HARK/HARK/interpolation.py:1710: RuntimeWarning: All-NaN slice encountered\n", - " y = np.nanmin(fx,axis=1)\n" - ] + "data": { + "text/plain": [ + "{'aNrm': array([[0.15127711, 0.15125125, 0.15137639, ..., 0.15125154, 0.15129283,\n", + " 0.15126218],\n", + " [0.20253365, 0.26403079, 0.36798854, ..., 0.27813025, 0.18217271,\n", + " 0.14937687],\n", + " [0.31434768, 0.30047487, 0.39399445, ..., 0.41395886, 0.36698992,\n", + " 0.35670865],\n", + " ...,\n", + " [0. , 0.4105237 , 0.67977946, ..., 0.35135643, 0.19870174,\n", + " 0.38609603],\n", + " [0.15125545, 0.36888134, 0.59571382, ..., 0.35422396, 0.12865324,\n", + " 0.38228781],\n", + " [0.22612749, 0.35238072, 0.60192903, ..., 0.46027463, 0.0731549 ,\n", + " 0.42506227]]),\n", + " 'pLvl': array([[1.01994264, 1.05822383, 0.94158876, ..., 1.05822383, 1.01994264,\n", + " 1.19556632],\n", + " [0.88907473, 0.99641167, 0.82077437, ..., 1.16925872, 1.12696084,\n", + " 1.32101196],\n", + " [0.77499836, 1.05442658, 0.80687195, ..., 1.39792634, 1.19257682,\n", + " 1.24385002],\n", + " ...,\n", + " [1.43550789, 2.03837237, 1.07766068, ..., 1.24372729, 0.84910745,\n", + " 1.32203812],\n", + " [0.94158876, 2.25225004, 1.19073499, ..., 1.22266082, 0.84910745,\n", + " 1.29964521],\n", + " [0.82077437, 2.38338467, 1.21448138, ..., 1.15124369, 0.84910745,\n", + " 1.32556356]]),\n", + " 'mNrm': array([[1.0000808 , 1.00002238, 1.00030507, ..., 1.00002304, 1.00011634,\n", + " 1.00004708],\n", + " [1.10199015, 1.20305461, 1.35113558, ..., 1.22438835, 1.06427295,\n", + " 0.99570868],\n", + " [1.27691759, 1.25705515, 1.38562517, ..., 1.41188128, 1.3495815 ,\n", + " 1.33567024],\n", + " ...,\n", + " [1.01216882, 1.40260534, 1.73494352, ..., 1.32838083, 1.29993621,\n", + " 1.3740572 ],\n", + " [1.00003185, 1.34659006, 1.6337495 , ..., 1.33203684, 1.20466279,\n", + " 1.36843515],\n", + " [1.1426294 , 1.32294716, 1.63918948, ..., 1.47087737, 1.13251284,\n", + " 1.42365894]]),\n", + " 'cNrm': array([[0.8488037 , 0.84877113, 0.84892869, ..., 0.84877149, 0.8488235 ,\n", + " 0.8487849 ],\n", + " [0.8994565 , 0.93902383, 0.98314704, ..., 0.9462581 , 0.88210024,\n", + " 0.8463318 ],\n", + " [0.96256991, 0.95658029, 0.99163072, ..., 0.99792241, 0.98259158,\n", + " 0.97896159],\n", + " ...,\n", + " [1.01216882, 0.99208163, 1.05516406, ..., 0.9770244 , 1.10123447,\n", + " 0.98796117],\n", + " [0.84877641, 0.97770872, 1.03803568, ..., 0.97781288, 1.07600955,\n", + " 0.98614735],\n", + " [0.91650191, 0.97056644, 1.03726045, ..., 1.01060274, 1.05935794,\n", + " 0.99859666]]),\n", + " 'TranShk': array([[1. , 1. , 1. , ..., 1. , 1. ,\n", + " 1. ],\n", + " [0.92323938, 1.0376015 , 1.1722675 , ..., 1.08339327, 0.92323938,\n", + " 0.85470368],\n", + " [1.0376015 , 1.00006632, 1.00006632, ..., 1.1722675 , 1.1722675 ,\n", + " 1.1722675 ],\n", + " ...,\n", + " [1. , 1.0376015 , 1.1722675 , ..., 1.1722675 , 1. ,\n", + " 1.00006632],\n", + " [1. , 0.96390423, 1.00006632, ..., 0.96390423, 1. ,\n", + " 0.96390423],\n", + " [0.96390423, 0.96390423, 1.0376015 , ..., 1.08339327, 1. ,\n", + " 1.0376015 ]])}" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -105,7 +171,7 @@ "LifeCyclePop.unpack('cFunc') # Expose the consumption rules\n", "\n", "# Which variables do we want to track\n", - "LifeCyclePop.track_vars = ['aNrmNow','pLvl','mNrm','cNrm','TranShkNow']\n", + "LifeCyclePop.track_vars = ['aNrm','pLvl','mNrm','cNrm','TranShk']\n", "\n", "LifeCyclePop.T_sim = 120 # Nobody lives to be older than 145 years (=25+120)\n", "LifeCyclePop.initializeSim() # Construct the age-25 distribution of income and assets\n", @@ -130,7 +196,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -203,7 +269,7 @@ "\n", "for t in range(1,LifeCyclePop.T_cycle+1):\n", " #aLvlGro_hist[0] = 0 # set the first growth rate to 0, since there is no data for period 0\n", - " aLvlGroNow = np.log(LifeCyclePop.history['aNrmNow'][t]/LifeCyclePop.history['aNrmNow'][t-1]) # (10000,)\n", + " aLvlGroNow = np.log(LifeCyclePop.history['aNrm'][t]/LifeCyclePop.history['aNrm'][t-1]) # (10000,)\n", "\n", " # Call the saving rate function with test value for \n", " SavingRate = savingRateFunc(LifeCyclePop, LifeCyclePop.history['mNrm'][t] )\n", @@ -213,10 +279,10 @@ " # Create elements of matrix list\n", " matrix_list = [0 for number in range(7)]\n", " matrix_list[0] = t\n", - " matrix_list[1] = LifeCyclePop.history['aNrmNow'][t]\n", + " matrix_list[1] = LifeCyclePop.history['aNrm'][t]\n", " matrix_list[2] = LifeCyclePop.history['cNrm'][t]\n", - " matrix_list[3] = LifeCyclePop.history['TranShkNow'][t]\n", - " matrix_list[4] = LifeCyclePop.history['TranShkNow'][t-1]\n", + " matrix_list[3] = LifeCyclePop.history['TranShk'][t]\n", + " matrix_list[4] = LifeCyclePop.history['TranShk'][t-1]\n", " matrix_list[5] = aLvlGroNow\n", " matrix_list[6] = SavingRate\n", " \n", @@ -238,8 +304,8 @@ "outputs": [], "source": [ "# Construct the level of assets A from a*p where a is the ratio to permanent income p\n", - "LifeCyclePop.history['aLvlNow'] = LifeCyclePop.history['aNrmNow']*LifeCyclePop.history['pLvl']\n", - "aGro41=LifeCyclePop.history['aLvlNow'][41]/LifeCyclePop.history['aLvlNow'][40]\n", + "LifeCyclePop.history['aLvl'] = LifeCyclePop.history['aNrm']*LifeCyclePop.history['pLvl']\n", + "aGro41=LifeCyclePop.history['aLvl'][41]/LifeCyclePop.history['aLvl'][40]\n", "aGro41NoU=aGro41[aGro41[:]>0.2] # Throw out extreme outliers" ] }, @@ -255,7 +321,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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" ] @@ -280,9 +346,9 @@ "notebook_metadata_filter": "all" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "econ-ark-3.8", "language": "python", - "name": "python3" + "name": "econ-ark-3.8" }, "language_info": { "codemirror_mode": { @@ -294,7 +360,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.8.7" } }, "nbformat": 4, diff --git a/examples/LifecycleModel/LifecycleModel.py b/examples/LifecycleModel/LifecycleModel.py index 5dd8373cd..7f454fd45 100644 --- a/examples/LifecycleModel/LifecycleModel.py +++ b/examples/LifecycleModel/LifecycleModel.py @@ -8,11 +8,11 @@ # extension: .py # format_name: percent # format_version: '1.2' -# jupytext_version: 1.2.3 +# jupytext_version: 1.2.4 # kernelspec: -# display_name: Python 3 +# display_name: econ-ark-3.8 # language: python -# name: python3 +# name: econ-ark-3.8 # language_info: # codemirror_mode: # name: ipython @@ -22,7 +22,7 @@ # name: python # nbconvert_exporter: python # pygments_lexer: ipython3 -# version: 3.7.6 +# version: 3.8.7 # --- # %% [markdown] @@ -80,7 +80,7 @@ LifeCyclePop.unpack('cFunc') # Expose the consumption rules # Which variables do we want to track -LifeCyclePop.track_vars = ['aNrmNow','pLvl','mNrm','cNrm','TranShkNow'] +LifeCyclePop.track_vars = ['aNrm','pLvl','mNrm','cNrm','TranShk'] LifeCyclePop.T_sim = 120 # Nobody lives to be older than 145 years (=25+120) LifeCyclePop.initializeSim() # Construct the age-25 distribution of income and assets @@ -130,7 +130,7 @@ def savingRateFunc(SomeType, m): for t in range(1,LifeCyclePop.T_cycle+1): #aLvlGro_hist[0] = 0 # set the first growth rate to 0, since there is no data for period 0 - aLvlGroNow = np.log(LifeCyclePop.history['aNrmNow'][t]/LifeCyclePop.history['aNrmNow'][t-1]) # (10000,) + aLvlGroNow = np.log(LifeCyclePop.history['aNrm'][t]/LifeCyclePop.history['aNrm'][t-1]) # (10000,) # Call the saving rate function with test value for SavingRate = savingRateFunc(LifeCyclePop, LifeCyclePop.history['mNrm'][t] ) @@ -140,10 +140,10 @@ def savingRateFunc(SomeType, m): # Create elements of matrix list matrix_list = [0 for number in range(7)] matrix_list[0] = t - matrix_list[1] = LifeCyclePop.history['aNrmNow'][t] + matrix_list[1] = LifeCyclePop.history['aNrm'][t] matrix_list[2] = LifeCyclePop.history['cNrm'][t] - matrix_list[3] = LifeCyclePop.history['TranShkNow'][t] - matrix_list[4] = LifeCyclePop.history['TranShkNow'][t-1] + matrix_list[3] = LifeCyclePop.history['TranShk'][t] + matrix_list[4] = LifeCyclePop.history['TranShk'][t-1] matrix_list[5] = aLvlGroNow matrix_list[6] = SavingRate @@ -155,8 +155,8 @@ def savingRateFunc(SomeType, m): # %% {"code_folding": [0]} # Construct the level of assets A from a*p where a is the ratio to permanent income p -LifeCyclePop.history['aLvlNow'] = LifeCyclePop.history['aNrmNow']*LifeCyclePop.history['pLvl'] -aGro41=LifeCyclePop.history['aLvlNow'][41]/LifeCyclePop.history['aLvlNow'][40] +LifeCyclePop.history['aLvl'] = LifeCyclePop.history['aNrm']*LifeCyclePop.history['pLvl'] +aGro41=LifeCyclePop.history['aLvl'][41]/LifeCyclePop.history['aLvl'][40] aGro41NoU=aGro41[aGro41[:]>0.2] # Throw out extreme outliers