From 63e8bb1796d16fe1b7fc560efa164b86c773389f Mon Sep 17 00:00:00 2001 From: dedwar65 Date: Thu, 14 Mar 2024 20:10:33 -0400 Subject: [PATCH 1/5] Counterpart example notebooks for bequests with portfolio choice --- .../example_AccidentalBequestPort.ipynb | 387 +++++++++++++++++ .../example_ConsPortfolioComp.ipynb | 109 +++++ .../example_TerminalBequestPort.ipynb | 395 ++++++++++++++++++ 3 files changed, 891 insertions(+) create mode 100644 examples/ConsBequestModel/example_AccidentalBequestPort.ipynb create mode 100644 examples/ConsBequestModel/example_ConsPortfolioComp.ipynb create mode 100644 examples/ConsBequestModel/example_TerminalBequestPort.ipynb diff --git a/examples/ConsBequestModel/example_AccidentalBequestPort.ipynb b/examples/ConsBequestModel/example_AccidentalBequestPort.ipynb new file mode 100644 index 000000000..011cd2fb8 --- /dev/null +++ b/examples/ConsBequestModel/example_AccidentalBequestPort.ipynb @@ -0,0 +1,387 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 11, + "id": "19c5f531", + "metadata": {}, + "outputs": [], + "source": [ + "from copy import copy\n", + "from time import time\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "from HARK.Calibration.Income.IncomeTools import (\n", + " CGM_income,\n", + " parse_income_spec,\n", + " parse_time_params,\n", + ")\n", + "from HARK.ConsumptionSaving.ConsBequestModel import (\n", + " BequestWarmGlowPortfolioType,\n", + ")\n", + "from HARK.datasets.life_tables.us_ssa.SSATools import parse_ssa_life_table\n", + "from HARK.datasets.SCF.WealthIncomeDist.SCFDistTools import income_wealth_dists_from_scf\n", + "from HARK.utilities import plot_funcs" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "509ad629", + "metadata": {}, + "outputs": [], + "source": [ + "# First define the portfolio params similar to the notebook solution for that agent type\n", + "ConsPortfolioDict = {\n", + " # Parameters shared with the Perfect foresight consumer type\n", + " \"CRRA\": 5.0, # Coefficient of relative risk aversion,\n", + " \"Rfree\": 1.03, # Interest factor on assets\n", + " \"DiscFac\": 0.90, # Intertemporal discount factor\n", + " \"LivPrb\": [0.98], # Survival probability\n", + " \"PermGroFac\": [1.01], # Permanent income growth factor\n", + " \"BoroCnstArt\": 0.0, # Artificial borrowing constraint\n", + " \"MaxKinks\": 400, # Maximum number of grid points to allow in cFunc (should be large)\n", + " \"AgentCount\": 10000, # Number of agents of this type (only matters for simulation)\n", + " \"aNrmInitMean\": 0.0, # Mean of log initial assets (only matters for simulation)\n", + " \"aNrmInitStd\": 1.0, # Standard deviation of log initial assets (only for simulation)\n", + " \"pLvlInitMean\": 0.0, # Mean of log initial permanent income (only matters for simulation)\n", + " \"pLvlInitStd\": 0.0, # Standard deviation of log initial permanent income (only matters for simulation)\n", + " \"PermGroFacAgg\": 1.0, # Aggregate permanent income growth factor: portion of PermGroFac attributable to aggregate productivity growth (only matters for simulation)\n", + " \"T_age\": None, # Age after which simulated agents are automatically killed\n", + " \"T_cycle\": 1, # Number of periods in the cycle for this agent type\n", + " \"PerfMITShk\": False, # Do Perfect Foresight MIT Shock: Forces Newborns to follow solution path of the agent he/she replaced when True\n", + " # assets above grid parameters\n", + " \"aXtraMin\": 0.001, # Minimum end-of-period \"assets above minimum\" value\n", + " \"aXtraMax\": 100, # Maximum end-of-period \"assets above minimum\" value\n", + " \"aXtraNestFac\": 1, # Exponential nesting factor when constructing \"assets above minimum\" grid\n", + " \"aXtraCount\": 200, # Number of points in the grid of \"assets above minimum\"\n", + " \"aXtraExtra\": [\n", + " None\n", + " ], # Some other value of \"assets above minimum\" to add to the grid, not used\n", + " # Income process variables\n", + " \"PermShkStd\": [0.1], # Standard deviation of log permanent income shocks\n", + " \"PermShkCount\": 7, # Number of points in discrete approximation to permanent income shocks\n", + " \"TranShkStd\": [0.1], # Standard deviation of log transitory income shocks\n", + " \"TranShkCount\": 7, # Number of points in discrete approximation to transitory income shocks\n", + " \"UnempPrb\": 0.05, # Probability of unemployment while working\n", + " \"UnempPrbRet\": 0.005, # Probability of \"unemployment\" while retired\n", + " \"IncUnemp\": 0.3, # Unemployment benefits replacement rate\n", + " \"IncUnempRet\": 0.0, # \"Unemployment\" benefits when retired\n", + " \"tax_rate\": 0.0, # Flat income tax rate\n", + " \"T_retire\": 0, # Period of retirement (0 --> no retirement)\n", + " \"vFuncBool\": False, # Whether to calculate the value function during solution\n", + " \"CubicBool\": False, # Use cubic spline interpolation when True, linear interpolation when False\n", + " \"neutral_measure\": False, # Use permanent income neutral measure (see Harmenberg 2021) during simulations when True.\n", + " \"NewbornTransShk\": False, # Whether Newborns have transitory shock. The default is False.\n", + " # Attributes specific to the Portfolio consumer\n", + " \"RiskyAvg\": 1.08, # Average return of the risky asset\n", + " \"RiskyStd\": 0.20, # Standard deviation of (log) risky returns\n", + " \"RiskyCount\": 5, # Number of integration nodes to use in approximation of risky returns\n", + " \"ShareCount\": 25, # Number of discrete points in the risky share approximation\n", + " \"AdjustPrb\": 1.0, # Probability that the agent can adjust their risky portfolio share each period\n", + " \"DiscreteShareBool\": False, # Flag for whether to optimize risky share on a discrete grid only\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "8a2d828c", + "metadata": { + "title": "Alter calibration" + }, + "outputs": [], + "source": [ + "birth_age = 25\n", + "death_age = 90\n", + "adjust_infl_to = 1992\n", + "income_calib = CGM_income\n", + "education = \"College\"\n", + "\n", + "# Income specification\n", + "income_params = parse_income_spec(\n", + " age_min=birth_age,\n", + " age_max=death_age,\n", + " adjust_infl_to=adjust_infl_to,\n", + " **income_calib[education],\n", + " SabelhausSong=True,\n", + ")\n", + "\n", + "# Initial distribution of wealth and permanent income\n", + "dist_params = income_wealth_dists_from_scf(\n", + " base_year=adjust_infl_to,\n", + " age=birth_age,\n", + " education=education,\n", + " wave=1995,\n", + ")\n", + "\n", + "# We need survival probabilities only up to death_age-1, because survival\n", + "# probability at death_age is 1.\n", + "liv_prb = parse_ssa_life_table(\n", + " female=True,\n", + " cross_sec=True,\n", + " year=2004,\n", + " min_age=birth_age,\n", + " max_age=death_age - 1,\n", + ")\n", + "\n", + "# Parameters related to the number of periods implied by the calibration\n", + "time_params = parse_time_params(age_birth=birth_age, age_death=death_age)\n", + "\n", + "# Update all the new parameters\n", + "params = copy(ConsPortfolioDict)\n", + "params.update(time_params)\n", + "params.update(dist_params)\n", + "params.update(income_params)\n", + "params.update({\"LivPrb\": [1.0] * len(liv_prb)})\n", + "\n", + "# Specify bequest parameters\n", + "params[\"TermBeqCRRA\"] = params[\"CRRA\"]\n", + "params[\"TermBeqFac\"] = 1.0\n", + "params[\"TermBeqShift\"] = 0.0\n", + "params[\"BeqCRRA\"] = params[\"CRRA\"]\n", + "params[\"BeqFac\"] = 1.0\n", + "params[\"BeqShift\"] = 0.0" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "fbfff075", + "metadata": { + "title": "Create and solve agent" + }, + "outputs": [], + "source": [ + "# Make and solve an idiosyncratic shocks consumer with a finite lifecycle\n", + "TerminalExample = BequestWarmGlowPortfolioType(**params)\n", + "# Make this consumer live a sequence of periods exactly once\n", + "TerminalExample.cycles = 1" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5f41049a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a lifecycle consumer took 1.4315111637115479 seconds.\n" + ] + } + ], + "source": [ + "start_time = time()\n", + "TerminalExample.solve()\n", + "end_time = time()\n", + "print(f\"Solving a lifecycle consumer took {end_time - start_time} seconds.\")\n", + "TerminalExample.unpack(\"cFuncAdj\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "27d1663e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the consumption functions\n", + "print(\"Consumption functions\")\n", + "plot_funcs(TerminalExample.cFuncAdj, 0, 5)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "a16b7032", + "metadata": { + "lines_to_next_cell": 2, + "title": "Simulation" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'aNrm': array([[ 0.46904282, 1.31175838, 0.56159051, ..., 1.52467805,\n", + " 2.09733267, 0.37409977],\n", + " [ 1.37520903, 0.6176298 , 0.30952987, ..., 1.84837915,\n", + " 0.89571365, 0.24535435],\n", + " [ 0.89533034, 0.6693685 , 0.22147663, ..., 0.99076435,\n", + " 1.90439842, 0.27483799],\n", + " ...,\n", + " [ 3.1209396 , 2.09409977, 1.53508227, ..., 1.14624321,\n", + " 7.43197775, 1.08544793],\n", + " [ 5.3628424 , 2.66917712, 2.83951441, ..., 1.89757911,\n", + " 12.28691809, 2.38158327],\n", + " [ 5.63316314, 2.11559551, 3.19324341, ..., 2.36804854,\n", + " 9.9066531 , 3.49900954]]),\n", + " 'cNrm': array([[0.67873532, 0.78560172, 0.69243062, ..., 0.8093949 , 0.87001464,\n", + " 0.66309012],\n", + " [0.79329515, 0.70222072, 0.65278482, ..., 0.84389605, 0.73779289,\n", + " 0.63795665],\n", + " [0.74499716, 0.71689987, 0.63878221, ..., 0.75628097, 0.85485524,\n", + " 0.65281797],\n", + " ...,\n", + " [0.97070054, 0.87382028, 0.81664986, ..., 0.77414266, 1.32229596,\n", + " 0.76722624],\n", + " [1.15881367, 0.93108216, 0.94666304, ..., 0.85739706, 1.66736904,\n", + " 0.90425066],\n", + " [1.17635676, 0.87972626, 0.97764095, ..., 0.9034842 , 1.4913754 ,\n", + " 1.00400766]]),\n", + " 'pLvl': array([[36.71640118, 16.82205727, 7.95128107, ..., 30.27971795,\n", + " 12.98853902, 18.48391768],\n", + " [31.84982278, 17.83243806, 9.24615523, ..., 39.24987577,\n", + " 16.83630422, 17.86391025],\n", + " [33.54769045, 17.12447306, 7.96951851, ..., 50.55320999,\n", + " 11.99248252, 18.81620929],\n", + " ...,\n", + " [18.05444828, 25.2129987 , 8.67721827, ..., 23.09621387,\n", + " 64.19075411, 78.77789183],\n", + " [13.03220011, 38.8833582 , 6.26345614, ..., 22.19010488,\n", + " 46.3346617 , 75.68728331],\n", + " [14.83380395, 58.74199052, 7.12933194, ..., 25.25772031,\n", + " 69.99884743, 65.89269544]]),\n", + " 't_age': array([[1., 1., 1., ..., 1., 1., 1.],\n", + " [2., 2., 2., ..., 2., 2., 2.],\n", + " [3., 3., 3., ..., 3., 3., 3.],\n", + " ...,\n", + " [3., 3., 3., ..., 3., 3., 3.],\n", + " [4., 4., 4., ..., 4., 4., 4.],\n", + " [5., 5., 5., ..., 5., 5., 5.]]),\n", + " 'mNrm': array([[ 1.14777815, 2.0973601 , 1.25402113, ..., 2.33407295,\n", + " 2.96734731, 1.03718989],\n", + " [ 2.16850418, 1.31985051, 0.96231468, ..., 2.6922752 ,\n", + " 1.63350654, 0.883311 ],\n", + " [ 1.6403275 , 1.38626836, 0.86025884, ..., 1.74704532,\n", + " 2.75925366, 0.92765597],\n", + " ...,\n", + " [ 4.09164014, 2.96792005, 2.35173212, ..., 1.92038587,\n", + " 8.75427371, 1.85267418],\n", + " [ 6.52165608, 3.60025928, 3.78617744, ..., 2.75497617,\n", + " 13.95428713, 3.28583394],\n", + " [ 6.80951991, 2.99532178, 4.17088436, ..., 3.27153274,\n", + " 11.3980285 , 4.5030172 ]])}" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Number of LifecycleExamples and periods in the simulation.\n", + "TerminalExample.AgentCount = 500\n", + "TerminalExample.T_sim = 200\n", + "\n", + "# Set up the variables we want to keep track of.\n", + "TerminalExample.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\"]\n", + "\n", + "# Run the simulations\n", + "TerminalExample.initialize_sim()\n", + "TerminalExample.simulate()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "7c7979ec", + "metadata": { + "title": "Extract and format simulation results" + }, + "outputs": [], + "source": [ + "raw_data = {\n", + " \"Age\": TerminalExample.history[\"t_age\"].flatten() + birth_age - 1,\n", + " \"pIncome\": TerminalExample.history[\"pLvl\"].flatten(),\n", + " \"nrmM\": TerminalExample.history[\"mNrm\"].flatten(),\n", + " \"nrmC\": TerminalExample.history[\"cNrm\"].flatten(),\n", + "}\n", + "\n", + "Data = pd.DataFrame(raw_data)\n", + "Data[\"Cons\"] = Data.nrmC * Data.pIncome\n", + "Data[\"M\"] = Data.nrmM * Data.pIncome" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "1d8269db", + "metadata": { + "title": "Plots" + }, + "outputs": [ + { + "data": { + "image/png": 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imjZtyuzZs00+m10fDnPnJFm0aBH9+vVj8uTJJvtv3ryJj49PpvLR0dFZ7svqH+oMRYsWBeCXX34xq6Xkcbp3786wYcOYOnUqr776arajQ4oWLYpGo+Hvv/82JhQPy9iXEXt21/a4uXssrUNzhIeHs3TpUhRF4ciRI8ybN4+PPvoIV1dX3n333Sw/U7t2bfz8/Pj999+ZMmXKY78DRYoUYc+ePSiKYlI2JiaGtLQ048/NXL6+vmg0mmzr0ZoyfmZRUVGZRmldu3bN4thB/TmGhYWxbNkyk/p4tG+NJTGmpaVx48YNk4RHURSio6ONHbJzy3PPPUfr1q1ZuXIlMTEx+Pv74+LikuX1ZPcfjuy+Q71792bkyJHMmzeP//znPyxcuJCuXbtmagXKysCBAxk6dCgRERGcP3+eqKgok34+cXFxrFq1igkTJph81zP6VAnbkJYdYRWDBw8mPT2dTz/9lDVr1vDiiy/i5uZmfF+j0WT6g33kyBF27dr1VOfN6rirV6/m6tWrWZZfsmQJiqIYX1+8eJGdO3eaTLz3qDZt2uDk5MS5c+eoXbt2lg9LuLq68uGHH9KpUyeGDBmSbbmOHTuiKApXr17N8pzh4eEA1K9fHxcXF3766SeTz+/cudOsWwiW1qElNBoN1apV48svv8THx4eDBw9mW1ar1TJ27FhOnjzJxx9/nGWZmJgY/vnnHwBatGhBQkICK1euNCmT0Rm3RYsWFsXq7u5O3bp1+fXXX01aQu7evcuff/752M8/2sKVk+bNmwOYdDAG2LdvHxERERbHDmpdOzs7m/yBj46OfuLRWBkxPBrjihUruHfv3hPFmJXr169nObw8PT2dM2fO4ObmZky6S5UqRUxMjEnn/NTUVNatW2fROX19fenatSsLFixg1apVREdHP/YWVobevXvj4uLCvHnzmDdvHsWLF6d169bG9zUaDYqiZPqd+v77742d+EXek5YdYRW1a9ematWqzJgxA0VRMs2t07FjRz7++GMmTJhAkyZNOHXqFB999BFhYWGkpaU98Xk7duzIvHnzqFChAlWrVuXAgQN8+umn2c5pEhMTQ7du3Xj11VeJi4tjwoQJuLi4MG7cuGzPUapUKT766CPGjx/P+fPnadu2Lb6+vly/fp29e/fi7u7OpEmTLIp75MiRxiGu2WnUqBH/93//x8CBA9m/fz/PPfcc7u7uREVFsWPHDsLDwxkyZAi+vr6MHj2aTz75hFdeeYXnn3+ey5cvM3HiRLNuv1hah4+zatUqvvnmG7p27Urp0qVRFIVff/2VO3fu0KpVqxw/+8477xAREcGECRPYu3cvffr0MU4quH37dr777jsmTZpEo0aN6NevH19//TX9+/fnwoULhIeHs2PHDiZPnkz79u1p2bKlxbF//PHHtG3bllatWjFq1CjS09OZNm0a7u7uj/1feZkyZXB1deWnn36iYsWKeHh4EBwcTHBwcKayzzzzDP/3f//HzJkzcXBwoF27dly4cIEPPviAkJAQ3n77bYtj79ixI7/++itDhw6lZ8+eXL58mY8//pigoCDOnDlj8fFatWpFmzZtGDt2LPHx8TRq1IgjR44wYcIEatSokeXw7SexcOFCvv32W/r06UOdOnXw9vbmypUrfP/99xw/fpwPP/wQZ2dnQJ2r6sMPP+TFF1/knXfeITk5mf/+979PlEQMGjSIZcuW8cYbb1CiRAmzvy8+Pj5069aNefPmcefOHUaPHm0yPN7Ly4vnnnuOTz/9lKJFi1KqVCm2bdvGDz/88MQtpcIKbNY1WhQ4X331lQIolSpVyvReSkqKMnr0aKV48eKKi4uLUrNmTWXlypWZRldkjID49NNPMx0jq9ERsbGxyuDBgxV/f3/Fzc1NefbZZ5W///5badKkickopIxRDwsXLlTefPNNpVixYopOp1MaN26s7N+/3+Q8WY3sUBRFWblypdKsWTPFy8tL0el0SmhoqNKzZ09l48aNOdbLw6OxcvLoaKwMP/74o1KvXj3F3d1dcXV1VcqUKaP069fPJG6DwaBMmTJFCQkJUZydnZWqVasqf/75Z6Z6sEYdPnodjx7z5MmTSu/evZUyZcoorq6uire3t1K3bl1l3rx5OV7/w37//XelQ4cOSrFixRQnJyfF19dXadasmTJnzhwlJSXFWO7WrVvK66+/rgQFBSlOTk5KaGioMm7cOCU5OdnkeIAybNiwTOfJalTSH3/8oVStWlVxdnZWSpYsqUydOjXL70RWn12yZIlSoUIFRavVKoAyYcIERVGy/k6lp6cr06ZNU8qXL69otVqlaNGiyssvv6xcvnzZpFyTJk2UypUrZ4o9q5FJU6dOVUqVKqXodDqlYsWKyv/+9z+zY89KUlKSMnbsWCU0NFTRarVKUFCQMmTIECU2NjbT8Tp06JDp849+h7Jy4sQJZdSoUUrt2rVNft5NmjRRFi5cmKn8mjVrlOrVqyuurq5K6dKllVmzZmU7Giurn3mG9PR0JSQkRAGU8ePHZ3o/p5GL69evN44cy2rE6ZUrV5QePXoovr6+iqenp9K2bVvl2LFjmepdRmPlHY2iPNSmL4QQQghRwEifHSGEEEIUaJLsCCGEEKJAk2RHCCGEEAWaJDtCCCGEKNAk2RFCCCFEgSbJjhBCCCEKNJlUEDAYDFy7dg1PT0+zlykQQgghhG0pisLdu3cJDg42mdzxUZLsoK5FExISYuswhBBCCPEELl++nOOs75LsAJ6enoBaWV5eXjaOJvfo9XrWr19P69at0Wq1tg7Hbki9ZE/qJmtSL1mTesme1E3WnrZe4uPjCQkJMf4dz44kOzxYGdfLy6vAJztubm54eXnJL9tDpF6yJ3WTNamXrEm9ZE/qJmvWqpfHdUGRDspCCCGEKNAk2RFCCCFEgSbJjhBCCCEKNOmzI4QQBVR6ejp6vT7PzqfX63FyciI5OZn09PQ8O29+IHWTtcfVi1arxdHR8anPI8mOEEIUMIqiEB0dzZ07d/L8vIGBgVy+fFnmLHuE1E3WzKkXHx8fAgMDn6reJNkRQogCJiPR8ff3x83NLc/+uBoMBhISEvDw8MhxgrfCSOomaznVi6IoJCYmEhMTA0BQUNATn0eSHSGEKEDS09ONiU6RIkXy9NwGg4HU1FRcXFzkD/ojpG6y9rh6cXV1BSAmJgZ/f/8nvqUlNS6EEAVIRh8dNzc3G0cihHVkfJefpv+ZJDtCCFEASb8QUVBY47ssyY4QQgghCjRJdoQQQghRoEmyI4QQwi4MGDAAjUaDRqNBq9VSunRpRo8ezb1792wdmk0NGDCArl27Wq1cYSSjsYQQIitpKeDgBA5PP6GZMF/btm2ZO3cuer2ev//+m1deeYV79+4xe/Zsi4+lKArp6ek4OcmfusJOWnaEEOJRCTEwqw58XQ/S824GYgE6nY7AwEBCQkLo06cPL730EitXrgTU5GX69OmULl0aV1dXqlWrxi+//GL87NatW9FoNKxbt47atWuj0+n4+++/adq0KcOHD2fEiBH4+voSEBDAd999x7179xg4cCCenp6UKVOGv/76y3is9PR0Bg8eTFhYGK6urjzzzDN89dVXJrFmtKR89tlnBAUFUaRIEYYNG2Yyaig1NZUxY8YQEhJC8eLFadCgAVu3bjW+P2/ePHx8fFi3bh0VK1bEw8ODtm3bEhUVBcDEiROZP38+v//+u7HV6+HP56Rp06a8+eabjBkzBj8/PwIDA5k4caJJmTt37vB///d/BAQE4OLiQpUqVVi1apXx/RUrVlC5cmV0Oh2lSpXi888/N/l8qVKl+OSTT+jXrx8eHh6Ehoby+++/c+PGDbp06YKHhwfh4eHs37/f5HM7d+7kueeew93dncqVK/PWW2/lagueJDtCCPEwgwF+ex3uXIRbZ+DiTltH9NQURSExNS1PHkmp6cZtRVGeOnZXV1dj8vD+++8zd+5cZs+ezfHjx3n77bd5+eWX2bZtm8lnxowZw5QpU4iIiKBq1aoAzJ8/n6JFi7J3716GDx/OkCFDeP7552nYsCEHDx6kTZs29O3bl8TERECd/6VEiRIsX76cEydO8OGHH/Lee++xfPlyk3Nt2bKFc+fOsWXLFubPn8+8efOYN2+e8f2BAwfyzz//sHjxYnbs2EHPnj1p27YtZ86cMZZJTEzks88+Y+HChWzfvp1Lly4xevRoAEaPHk2vXr2MCVBUVBQNGzY0u/7mz5+Pu7s7e/bsYfr06Xz00Uds2LDBeI3t2rVj586dLFq0iBMnTjB16lTjXDYHDhygV69evPjiixw9epSJEyfywQcfmFwfwJdffkmjRo34999/6dChA3379qVfv368/PLLHDx4kLJly9KvXz/j9+Ho0aO0adOG7t27c+jQIX788Uf++ecf3njjDbOvy1LStieEEA/b+V84t+nB69NroXQT28VjBUn6dCp9uC7Pz3vioza4OT/5n5m9e/eyePFiWrRowb179/jiiy/YvHkzDRo0AKB06dLs2LGDb7/9liZNHvyMPvroI1q1amVyrGrVqvH+++8DMG7cOKZOnUrRokV59dVXAfjwww+ZPXs2R44coX79+mi1WiZNmmT8fFhYGDt37mT58uX06tXLuN/X15dZs2bh6OhIhQoV6NChA5s2beLVV1/l3LlzLFmyhCtXrhAYGEh8fDyjRo1i3bp1zJ07l8mTJwPq/DFz5syhTJkyALzxxht89NFHAHh4eODq6kpKSgqBgYEW12HVqlWZMGECAOXKlWPWrFls2rSJVq1asXHjRvbu3UtERATly5c31mmGL774ghYtWvDBBx8AUL58eU6cOMGnn37KgAEDjOXat2/Pa6+9ZlKPderU4fnnnwdg7NixNGjQgOvXrxMYGMinn35Knz59GDFiBAaDgYCAAGbMmEGzZs2YPXs2Li4uFl/n40iyI4Qo2BJvg9ZVfTzO5X2w+WN1u0JHOLkKTq6GNpNB5q3JE6tWrcLDw4O0tDT0ej1dunRh5syZnDhxguTk5ExJTGpqKjVq1DDZV7t27UzHzWjhAXB0dKRIkSKEh4cb9wUEBAAYlyYAmDNnDt9//z0XL14kKSmJ1NRUqlevbnLcypUrm8zqGxQUxNGjRwE4ePAgiqIYE4kMKSkpJrNbu7m5GROdjGM8HMfTePi6Hz32oUOHKFGiRKb4MkRERNClSxeTfY0aNWLGjBmkp6cbr/vhc2TUY3Z1GxgYyIEDBzh79iw//fSTsYyiKBgMBiIjI6lYseKTXm62JNkRQhRc1w7BvA5qotNrAYTm0PyfdAdWDAJDGlTuDp1nwvTS6u2sGyfB3/r/AOcVV60jJz5qk+vnMRgM3I2/i6eXJw4ODrhqLe/cnfG/e61WS3BwMFqtFoDIyEgAVq9eTfHixU0+o9PpTF67u7tnOm7GcTJkjPh6+HXGNQAsX76ct99+m88//5wGDRrg6enJp59+yp49ex573IxjGAwGHB0dOXDgABqNxmQNKA8PjxyPYY1bgI+LL2MphuwoipJpQr+s4sqqHnOqW4PBwGuvvcabb76ZaW2skiVLmntpFpFkRwhRMCXehmV9ITVBfczvBO2mQe3BmVtpFAX+fAvuXAKfUOg0A3Qe6u2rM+vh1F/5OtnRaDRPdTvJXAaDgTRnR9ycnZ54/Sd3d3fKli2baX+lSpXQ6XRcunTJ5JZVbvn7779p2LAhQ4cONe47d+6cRceoUaMG6enpxMTE0KhRI+Lj4/Hy8rK4bpydnUlPT7foM+aoWrUqV65c4fTp01m27lSqVIkdO3aY7Nu5cyfly5d/4jWqAGrWrMnx48cpW7YsBoPhievFEtJBWQhR8BjS4ZdBEHcJfMOgcje1xWb1KPjzTXVY+cMOzIMTK9Wh5j3ngou3ur98W/X51F8I2/L09GT06NG8/fbbzJ8/n3PnzvHvv//y9ddfM3/+fKufr2zZsuzfv59169Zx+vRpPvjgA/bt22fRMcqXL89LL71Ev379+PXXX7l48SL79u1j2rRprFmzxuzjlCpViiNHjnDq1Clu3rz5VGtEPaxJkyY899xz9OjRgw0bNhAZGclff/3F2rVrARg1ahSbNm3i448/5vTp08yfP59Zs2YZO08/qbFjx7Jr1y6GDRvGoUOHOHfuHH/88QfDhw+3xmVlSZIdIUTBs/kTOL8FtG7w4k9qAtNyEqCBgwvUW1vx6tBerp+Ate+q2y0nQolaD46Tkexc2QcJN/LyCkQWPv74Yz788EOmTJlCxYoVadOmDX/++SdhYWFWP9frr79O9+7deeGFF6hXrx63bt0yaeUx19y5c+nXrx/vvPMOderUoWvXruzZs4eQkBCzj/Hqq6/yzDPPULt2bYoVK8Y///xjcRzZWbFiBXXq1KF3795UqlSJMWPGGFuRatasyfLly1m6dClVqlThww8/5KOPPjLpnPwkqlatyrZt2zhz5gxNmjShSZMmTJgwgaCgICtcUdY0irVuDOZj8fHxeHt7ExcXh5eXl63DyTV6vZ41a9bQvn37TPdxCzOpl+zly7qJ+BOWvaxu9/gBwns+eO/sRrXFJzkOPAKh+3fw1xi1T07ZVtBnOTzalP7tcxB1GLp8DTXU49pzvSQnJxMZGUlYWFiujGrJSV7dksiPpG6yZk695PSdNvfvt9S4EKLguHEafhuibtcfZproAJRtCa9ugWIVISEaFnRWEx2PQOg6O3OiA/BMe/VZbmUJkW9JsiOEKBhS7qotOql3IbQRtJqUdbkiZeCVDVCx0/0dGrWFx6NY1uUzbmWd2wz6ZKuHLYTIfTIaSwiR/ykKrBwKN0+BZxA8Pw8cc7i9pPOE5xfAsV/AxSfnSQODqoFnMNy9BpHboXxra0cvhMhlkuwIIexfaqLaanPvBrgXBfdi9x/3t2MiIOIPcNBCr4Xg4f/4Yzo4QNVejy+n0cAz7WD/D3D6L0l2hMiHJNkRQti/81tMl3DITrtpEFLH+ufPSHZOrYUOX1j/+EKIXCXJjhDC/kUfU59LN1NbY+7duP+4+eC5bAuoPSh3zl+qMWjd1VtZUYehWOXcOY8QIldIsiOEsH/X1bWGKNcKqvfJ+/NrXaBMM3WtrFN/SbIjRD5j09FYs2fPpmrVqnh5eeHl5UWDBg34668HwzsVRWHixIkEBwfj6upK06ZNOX78uMkxUlJSGD58OEWLFsXd3Z3OnTtz5cqVvL4UIURuir6f7ARUsV0MxiHo5s98K4SwDzZNdkqUKMHUqVPZv38/+/fvp3nz5nTp0sWY0EyfPp0vvviCWbNmsW/fPgIDA2nVqhV37941HmPEiBH89ttvLF26lB07dpCQkEDHjh1zZR0RIYQNJMdD7AV1OzA8x6K5qlxrQAPRRyD+Wvbl7t1U19gSQtgNmyY7nTp1on379pQvX57y5cvzn//8Bw8PD3bv3o2iKMyYMYPx48fTvXt3qlSpwvz580lMTGTx4sUAxMXF8cMPP/D555/TsmVLatSowaJFizh69CgbN2605aUJIawl5oT67BkMbn62i8OjGITUBcDhzNqsyxz7Fb6qBv+tAcdX5l1swiLz5s3Dx8fH1mGIPGQ3fXbS09P5+eefuXfvHg0aNCAyMpLo6Ghat34wzFOn09GkSRN27tzJa6+9xoEDB9Dr9SZlgoODqVKlCjt37qRNmzZZnislJYWUlAcLAcbHxwPqFPDWWmDNHmVcW0G+xich9ZI9e6gbh6uHcQQM/pVIt/HPyKFsGxwv74HTa8F7wIN6SU/FYdNEHPd9Zyyr/DKQ9JR7KOFmDG+3Ir1ej6IoGAwGDAZDnp47Y/WhjPNbauDAgSxYsID/+7//Y/bs2SbvDRs2jDlz5tCvXz/mzp37VHFmxPak9bN161ZatGjBrVu3zE6anrZuCipz6sVgMKAoCnq9PtNq6+b+22TzZOfo0aM0aNCA5ORkPDw8+O2336hUqRI7d+4EICAgwKR8QEAAFy9eBCA6OhpnZ2d8fX0zlYmOjs72nFOmTGHSpMyzq65fvx43N7envSS7t2HDBluHYJekXrJny7qpdukvSgFnE1yJsGCl6NzgmeRKc4DI7TiGv8iGDRtwSb1FnchZ+CWeA+B0QEd0+nhCb2/H8Y9hHPp3P5eKNs2zGJ2cnAgMDCQhIYHU1NQ8O+/DHu5qYAm9Xk/x4sVZunQpEydOxNXVFVDXRlqyZAklSpRAr9cb/4P6pOdITk5GUZQnPk5iYiKgXqcl61ylp6cTFxdnl2tj6fV6m67zltN3JjU1laSkJLZv305aWprJexk/i8exebLzzDPPcOjQIe7cucOKFSvo378/27ZtM76v0WhMyiuKkmnfox5XZty4cYwcOdL4Oj4+npCQEFq3bl3gFwLdsGEDrVq1srvFC21J6iV79lA3jnNnAFC6YRfCKrW3SQxGioIy+zscYyPxv3uUqrUbolv1MZqk2ygu3qR3+pqw8m1BMZC+7l0cD/xIjcs/UrXSMxhqD86TEJOTk7l8+TIeHh55vhCooijcvXsXT0/Px/47nRWtVkutWrWIjIxk48aNvPTSSwCsWrWKkiVLEhYWhlarNf47vXbtWiZPnsyxY8dwdHSkfv36zJgxgzJlygBw4cIFypQpw5IlS5gzZw67d+/m66+/xsXFBY1GYzzOrVu36NChAwEBASxbtgydTsdnn33Gt99+S1RUFOXLl2f8+PH07NmTCxcu0KmTutRIqVKlALJtbZo3bx4jR45kwYIFvPvuu5w+fZqTJ09SokQJPvjgAxYvXsydO3eoUqUKU6ZMoWnTpgBcvHiR4cOH888//5CamkqpUqWYNm0a7dur3/9t27YxduxYDh8+jJ+fH/369ePjjz/GyUn9k166dGneeust3nrrLWMsNWvWpEuXLkyYMAEAR0dHvv76a9auXcumTZsYNWoUEydO5I8//uCTTz7h2LFjeHh40LhxY1asWAGoScfTxJ0Vc74zycnJuLq68txzz2W5EKg5bJ7sODs7U7ZsWQBq167Nvn37+Oqrrxg7diygtt48vOx7TEyMsbUnMDCQ1NRUYmNjTVp3YmJiaNiwYbbn1Ol06HS6TPu1Wm2h+GNXWK7TUlIv2bNZ3RjS1dmRAafi1cEefj7PtIPd31D56jJ0kbPQoEBQNTS9FuDkW+pBuY5fgLMb7JqF47qxOBpSodGbuR5eeno6Go0GBweHBy0IigJ68/4H/DQMBgPoE9HoHdVza93UGajNpNFo0Gg0DBw4kPnz59O3b19ATRoGDRrE1q1bjdcGkJSUxMiRIwkPD+fevXt8+OGH9OjRg0OHDplc/7hx4/j888+ZO3cuOp2O9evXA+Dg4MCVK1do3bo1tWvX5scff8TJyYnx48fz66+/Mnv2bMqVK8f27dvp168fAQEBPPvss6xYsYIePXpw6tQpvLy8cHV1zbK1xsHBgcTERKZNm8Z3332HTqcjICCAwYMHc+HCBZYuXUpwcDC//fYb7du35+jRo5QrV47hw4eTmprK9u3bcXd358SJE8ZVwa9evUrHjh0ZMGAACxYs4OTJk7z66qu4uroyceJEk7p8NKZH902aNIkpU6YwY8YMHB0d+euvv+jZsyfjx49n4cKFpKamsnr1auNnnibuHL8z2cT7cD1qNJos/x0y998lmyc7j1IUhZSUFMLCwggMDGTDhg3UqFEDULPKbdu2MW3aNABq1aqFVqtlw4YN9Oql3hePiori2LFjTJ8+3WbXIISwktvnIS0JnFzBr7Sto1HdT3bcU2PU17UHQZsp6lw8D9NooPUnoHWF7Z/Chg8gLQWavJP3MesTYXJwrp/GAfB5eMd718DZ3eLj9O3bl3HjxnHhwgU0Gg3//PMPS5cuZevWrSblevToYfL6hx9+wN/fnxMnTlClyoNpCkaMGEH37t0znef06dO0atWKLl268NVXX6HRaLh37x5ffPEFmzdvpkGDBoDaUrJjxw6+/fZbmjRpgp+f2lHe39//sX129Ho933zzDeHh4cTHxxMdHc2SJUu4cuUKwcHqz2T06NGsXbuWuXPnMnnyZC5dukSPHj0IDw83nj/DN998Q0hICLNmzUKj0VChQgWuXbvG2LFj+fDDDy26RdanTx8GDXowEWfv3r158cUXTbp5VKtWDYBz5849Vdy2ZtNk57333qNdu3aEhIRw9+5d45d57dq1aDQaRowYweTJkylXrhzlypVj8uTJuLm50aePOqmYt7c3gwcPZtSoURQpUgQ/Pz9Gjx5NeHg4LVu2tOWlCSGswTi/TiVwcMy5bF4p2QDFqwTpd2Og0wycar6UfVmNBpq/D0462PwJbPkE0pKhxQd5F28+VLRoUTp06MD8+fNRFIUOHTpQtGjRTOXOnTvHBx98wO7du7l586axleDSpUsmyU7t2rUzfTYpKYlnn32W3r1789VXXxn3nzhxguTkZFq1amVSPjU11fgfb0s4OztTtWpVY0fcgwcPoigK5cuXNymXkpJCkSJFAHjzzTcZMmQI69evp2XLlvTo0YOqVasCEBERQYMGDUxu+TRq1IiEhASuXLlCyZIlzY7t0Xo5dOgQr776apZlnzZuW7NpsnP9+nX69u1LVFQU3t7eVK1albVr1xq/ZGPGjCEpKYmhQ4cSGxtLvXr1WL9+PZ6ensZjfPnllzg5OdGrVy+SkpJo0aIF8+bNy9RjWwiRD12/v0yELefXeZSjlrRXt7Fx/VpamjvS6rl31Nap9ePh78+gZAMol4f/IdO6qa0sucxgMBB/9y5enp4PbmM9oUGDBvHGG28A8PXXX2dZplOnToSEhPC///2P4OBgDAYDVapUydQx2909c+uSTqejZcuWrF69mnfeeYcSJUoYrwFg9erVFC9ePNNnLOXq6opGozEmOwaDAUdHRw4cOJDp75SHhwcAr7zyCm3atGH16tWsX7+eKVOm8PnnnzN8+PAs+6RmHDtjv4ODg3FfhqxGLT1aLxkdwrPytHHbmk2TnR9++CHH9zUaDRMnTjS5D/koFxcXZs6cycyZM60cnRDC5uxh5uSsuHiT6uT5+HIPa/gGxF+F3d/Ahg/V5SfyqrVKo3mi20kWMxhAm66e6ylHHLVt29aYtGQ1jcitW7eIiIjg22+/pXHjxgDs2LHD7OM7ODiwcOFC+vTpQ/Pmzdm6dSvBwcFUqlQJnU7HpUuXaNKkSZafdXZ2BniiyWtr1KhBeno6MTExxrizEhISwuuvv87rr7/OuHHj+N///sfw4cOpVKkSK1asMEl6du7ciaenpzE5K1asGFFRUcZjxcfHExkZ+djYqlatyqZNmxg4cKDV47Y1+xv/JoQQGaLtsGXnaTz3Drh4Q8xxOLzU1tHYNUdHRyIiIoiIiMiypd7X15ciRYrw3XffcfbsWTZv3mwyytbcc/z0009Uq1aN5s2bEx0djaenJ6NHj+btt99m/vz5nDt3jn///Zevv/6a+fPnAxAaGopGo2HVqlXcuHGDhIQEs89Zvnx5XnrpJfr168evv/5KZGQk+/btY9q0aay5P7XCiBEjWLduHZGRkRw8eJDNmzdTsWJFAIYOHcrly5cZPnw4J0+e5Pfff2fChAmMHDnS2F+nefPmLFy4kL///ptjx47Rv39/s+52TJgwgSVLljBhwgQiIiI4evSosf/r08Zta5LsCCHsU+JtdZVxgIACsvCmmx80Hq1ub/4EUnN/hFR+lrFuYlYcHBxYunQpBw4coEqVKrz99tt8+umnFp/DycmJJUuWULlyZZo3b05MTAwff/wxH374IVOmTKFixYq0adOGP//8k7CwMACKFy/OpEmTePfddwkICDDebjPX3Llz6devH6NGjeKZZ56hc+fO7Nmzh5CQEEBtMRo2bBgVK1akbdu2PPPMM3zzzTfGc69Zs4a9e/dSrVo1Xn/9dQYPHsz7779vPP64ceN47rnn6NixI+3bt6dr167G4fg5adq0KT///DN//PEH1atXp3nz5uzZs8cqcduaRnn0xl4hFB8fj7e3N3FxcQV+np01a9bQvn17GWL9EKmX7Nm0bs5vgwWdwbcUvHU4b8/9GE9VL/pkmFUH4i5Biw+h8SirxpacnExkZCRhYWF5Ps+OwWAgPj7+scONCyOpm6yZUy85fafN/fstNS6EsE8Z/XUKyi2sDFqXB6Ox/v5SXThUCJGrJNkRQtinjJFYAQUs2QGo0hOCqkHqXdgmc4IJkdsk2RFC2Cdj52Q7G4llDQ4O0OpjdXv/D3DrnG3jEaKAk2RHCGF/0lLhxkl1296GnVtL6SZQthUY0mBT5oWJhRDWI8mOEML+3DwNBj3ovMHH/Blh851Wk0DjACd+h8v7bB2NEAWWJDtCCPtj7JxcxaKFJPOdgMpQXV3+hvXvqwt2CiGsTpIdIYT9MXZOLqC3sB7W9D11KYnLu+HkaltHI0SBJMmOEML+PNyyU9B5F4cGQ9XtjRMgPfMaRkKIpyPJjhDCvihK4WrZAWg0Alz94NZZuGD++k5CCPNIsiOEsC93oyHxltpx198+1tXJdS5eUK6Vun1xp21jEXZHo9GwcuVKW4eRr0myI4TIO+lpsONLuHYo+zIZt7CKlgeta56EZRdKNlCfL+2ybRw2Fh0dzfDhwyldujQ6nY6QkBA6derEpk2bbB1arps4cSLVq1fPtD8qKop27drlfUAFiJOtAxBCFCLHVsDGieD6FQzZBV5Bmctcv5/sFJZbWBlCG6nPV/ZBWgo46Wwbjw1cuHCBRo0a4ePjw/Tp06latSp6vZ5169YxbNgwTp48aesQbSIwMNDWIeR70rIjhMg75zarz0mxsHIIGAyZyxTkmZNzUrQcuBWFtGS49q+to7GJoUOHotFo2Lt3Lz179qR8+fJUrlyZkSNHsnv3bgAuXbpEly5d8PDwwMvLi169enH9+nXjMTJaRxYuXEipUqXw9vbmxRdf5O7du8Yyv/zyC+Hh4bi6ulKkSBFatmzJvXv3AHXl7xEjRpjE1bVrVwYMGGB8XapUKT755BP69euHh4cHoaGh/P7779y4ccMYW3h4OPv37zd+Zt68eYSGhrJy5UrKly+Pi4sLrVq14vLly8b3J02axOHDh9FoNGg0GubNmwdkvo119OhRmjdvboz///7v/0hISDC+P2DAALp27cpnn31GUFAQRYoUYdiwYej1hbfzuyQ7Qoi8oShwfuuD1+e3wJ7ZmcsV5DWxcqLRQGhDdfviP1Y9tKIoJOoT8+SRlJZk3FYsmDfo9u3brF27lmHDhuHu7p7pfR8fHxRFoWvXrty+fZtt27axYcMGzp07xwsvvGBS9ty5c6xcuZJVq1axatUqtm3bxtSpUwH1llDv3r0ZNGgQERERbN26le7du1sUK8CXX35Jo0aN+Pfff+nQoQN9+/alX79+vPzyyxw8eJCyZcvSr18/k+MmJSUxZcoU5s+fzz///EN8fDwvvvgiAC+88AKjRo2icuXKREVFERUVlem6ABITE2nbti2+vr7s27ePn3/+mY0bN/LGG2+YlNuyZQvnzp1jy5YtzJ8/n3nz5hmTp8JIbmMJIfLGjVOQEK3OKdPiQ1g3Tr2lFdbkQStOaqI6IgkKX8sOqMlOxB9wcRc0tt5hk9KSqLe4nvUOaKY9ffbgpnUzq+zZs2dRFIUKFSpkW2bjxo0cOXKEyMhIQkJCAFi4cCGVK1dm37591KlTBwCDwcC8efPw9PQEoG/fvmzatIn//Oc/REVFkZaWRvfu3QkNDQUgPNzyxLp9+/a89tprAHz44YfMnj2bOnXq8PzzzwMwduxYGjRowPXr1423ofR6Pf/9739p0EDtnzV//nwqVqzI3r17qVu3Lh4eHjg5OeV42+qnn34iKSmJBQsWGJPCWbNm0alTJ6ZNm0ZAQAAAvr6+zJo1C0dHRypUqECHDh3YtGkTr776qsXXWhBIy44QIm9ktOqUrA/1h0D5dpCeCiteAX2S+l5MBCgGcC8GHgE2C9VmMlp2Lu0GQ7ptY8ljGS0gmhxmzI6IiCAkJMSY6ABUqlQJHx8fIiIijPtKlSplTHQAgoKCiImJAaBatWq0aNGC8PBwnn/+ef73v/8RGxtrcbxVq1Y1bmckGA8nTRn7Ms4L4OTkRO3atY2vK1SokCn2x4mIiKBatWomrV+NGjXCYDBw6tQp477KlSvj6OhofP1wHRRG0rIjhMgbGclO6abqLZsus+CbBnAjQm3haTfNtHNyQV4mIjsBVUDnBSnx6qi04OpWOayrkyt7+uyxyrFyYjAYuHv3Lp6enjg4OODqZP5ounLlyqHRaIiIiKBr165ZllEUJctk6NH9Wq3W5H2NRoPhfv8wR0dHNmzYwM6dO1m/fj0zZ85k/Pjx7Nmzh7CwMBwcHDLd0sqqr8vD58g4d1b7DI/0S8sq/pwSvEdlVwePHienOiiMpGVHCJH70tMeTJZXuqn67F4Uut7vs7NnDpzZWHg7J2dwcISQ+7ebrDgEXaPR4KZ1y5OHq5OrcduSP+J+fn60adOGr7/+2thZ+GF37tyhUqVKXLp0ydipF+DEiRPExcVRsaL5czJpNBoaNWrEpEmT+Pfff3F2dua3334DoFixYkRFRRnLpqenc+zYMbOPnZO0tDSTTsunTp3izp07xlt3zs7OpKfn3KJXqVIlDh06ZFJH//zzDw4ODpQvX94qcRZEkuwIIXLftYOQehdcfSHwQfM/5VpCXbXfAyuHPOiYW9g6Jz8slzop5wfffPMN6enp1K1blxUrVnDmzBkiIiKM/VxatmxJ1apVeemllzh48CB79+6lX79+NGnSxOT2UE727NnD5MmT2b9/P5cuXeLXX3/lxo0bxmSpefPmrF69mtWrV3Py5EmGDh3KnTt3rHJ9Wq2Wt956iz179nDw4EEGDhxI/fr1qVu3LqDefouMjOTQoUPcvHmTlJSUTMd46aWXcHFxoX///hw7dowtW7YwfPhw+vbta7x1JjKTZEcIkfsybmGFNQGHR/7ZaTUJilWEezEQc0LdV1hbduDBfDsXdxa6VdDDwsI4ePAgzZo1Y9SoUVSpUoVWrVqxadMmZs+ebRyC7evry3PPPUfLli0pXbo0y5YtM/scXl5ebN++nfbt21O+fHnef/99Pv/8c+OkfYMGDaJ///7GJCosLIxmzZpZ5fpcXV1555136NOnDw0aNMDV1ZWlS5ca3+/Rowdt27alWbNmFCtWjCVLlmQ6hpubG+vWreP27dvUqVOHnj170qJFC2bNmmWVGAsqjWLpeLsCKD4+Hm9vb+Li4vDy8rJ1OLlGr9ezZs0a2rdvn+l+bmEm9ZI9q9XN3PZqS0XHL6H2oMzvRx+D/zVTOyw7OsN718DRfn8WufqdSUuFqSHqfDvD9kKxZyz6eHJyMpGRkYSFheHi4mLd2B7DYDAQHx+Pl5cXDo8mtYXcjz/+yNtvv01sbKzUzUPM+c7k9J029++31LgQInelJMDlvep2Rn+dRwVWgZYT1e3gGnad6OQ6J2cooQ6hlnWyhLAOGY0lhMhdl3aBQQ8+JcE3LPty9YeCX+nCs/hnTkIbwoW/1WSn9kBbRyNEvictO0KI3PXokPPsaDTwTDvwLZUHQdm5hzspS0+DAmHAgAFcvHjR1mEUWpLsCCFy1/lt6nN2t7BEZiXqgIMTxF+FO5dsHY0Q+Z4kO0KI3JNw48FEgWFNbBtLfuLsDkHV1e0nnG9Hxp6IgsIa32VJdoQQuSfyfqtOQLg6iaAw3xPOt5MxOiwxMdHaEQlhExnf5acZ+SgdlIUQucfYX0dadSwW2hB2/tfiEVmOjo74+PgY10Fyc7NsJuOnYTAYSE1NJTk5WYZXP0LqJms51YuiKCQmJhITE4OPj4/JWl+WkmRHCJE7FOWhZMc6k7IVKiXrAxp1Ffi718Ezm9lxI/6EU2uh4RvGkWwZq2bn9cKPiqKQlJSEq6trniVY+YXUTdbMqRcfH58cV4I3hyQ7Qojccfs8xF0GBy2ENrB1NPmPqy8EVIbrx9R+O5W7Zi5zbjMs7w9KOhxZCvVeh6bvotF5EhQUhL+/f5aLWOYWvV7P9u3bee6552SCzkdI3WTtcfWi1WqfqkUngyQ7QojckdGqE1JP7XArLBfaUE12Lu7MnOzcOAXLB6iJjk9JddTWrllwbAW0+Q9U7o6jo6NV/lCYy9HRkbS0NFxcXOQP+iOkbrKWV/UiNw6FELkjo3Oy9Nd5ciXvt4g92m/n3k346XlIiVPLvLEf+vysTtp4Nwp+GQQLusCN03kfsxB2SJIdIYT1GdIhcru6LfPrPLmMEVnXj0HSHXU7LQWWvgR3LqoTML7wEzjpoHxrGLobmr4HTi5qsjm7IWycBAaDra5ACLsgyY4Qwvqij0BSLDh7QnBNW0eTf3kGgl8ZQIHLe9RO338Mh8u7QecNfZaDe5EH5bUu0HSsmvSUa6Mu07HjCzix0lZXIIRdkGRHCGF9Gf11whqDo3QNfCoZnbsv/gPbP4Mjy0DjCL3mZ78iul8YvLT8wQrzF/7Om1iFsFOS7AghrO/h9bDE0wltpD7/uwi2fKJud/gMypgxnD9jyP+lPbkTmxD5hPyXSwhhuaRY2PwJoAGPAPDwf/Bw9YVLu9VyskTE08vot5N4S32uP+xBi83jhNRTn2NOQHIcuHhbPz4h8gFJdoQQlts5C/Z9n3MZj8Dsb7MI8/mEgldxdVHQ8u2g9cfmf9YzQO3EHHsBruyHsi1yK0oh7JokO0IIyygKHPtF3a7SE5zdICEGEq4/eDakQY2XQGaKfXoaDXScoY6uavouOFg4b05IPTXZubxHkh1RaEmyI4SwzNUD6h9PrTt0/m/mCQMNBtAngs7DJuEVSOVbq48nEVJP7dR8WfrtiMJLOigLISxz9Gf1uUKHrGdGdnCQRMeeZPTbubIf0tNsG4sQNiLJjhDCfOlpcOxXdTv8edvGIszjXxF0XpCaoHZUFqIQsmmyM2XKFOrUqYOnpyf+/v507dqVU6dOmZQZMGAAGo3G5FG/fn2TMikpKQwfPpyiRYvi7u5O586duXLlSl5eihCFw4XtcC8GXP3MG/osbM/BEUrUVrflVpYopGya7Gzbto1hw4axe/duNmzYQFpaGq1bt+bevXsm5dq2bUtUVJTxsWbNGpP3R4wYwW+//cbSpUvZsWMHCQkJdOzYkfT09Ly8HCEKvqP3OyZX7gaOsphhvpFxK0uSHVFI2bSD8tq1a01ez507F39/fw4cOMBzzz1n3K/T6QgMDMzyGHFxcfzwww8sXLiQli1bArBo0SJCQkLYuHEjbdq0yb0LEKIw0SfBiT/UbbmFlb+E1FWfJdkRhZRdjcaKi4sDwM/Pz2T/1q1b8ff3x8fHhyZNmvCf//wHf39/AA4cOIBer6d16wcjFYKDg6lSpQo7d+7MMtlJSUkhJSXF+Do+Ph4AvV6PXq+3+nXZi4xrK8jX+CSkXrL3cN1ozq3FKfUuilcJ0oJqQiGur3z3nQmojpPGAc2dS+hvXwLPoFw5Tb6rlzwkdZO1p60Xcz+nURRFeaIzWJmiKHTp0oXY2Fj+/vvBOi7Lli3Dw8OD0NBQIiMj+eCDD0hLS+PAgQPodDoWL17MwIEDTZIXgNatWxMWFsa3336b6VwTJ05k0qRJmfYvXrwYNzc361+cEAVAnfP/JThuP2f8O3Ci+Au2DkdYqOnJ9/FOusTeUm8Q5VvX1uEIYRWJiYn06dOHuLg4vLy8si1nNy07b7zxBkeOHGHHjh0m+1944cE/qlWqVKF27dqEhoayevVqunfvnu3xFEVBk82EZuPGjWPkyJHG1/Hx8YSEhNC6descKyu/0+v1bNiwgVatWqHVSn+LDFIv2TPWTeO6uB45CkCpzu9QKqCKjSOzrfz4nXFw2AoHfqSWfxqGVu1z5Rz5sV7yitRN1p62XjLuzDyOXSQ7w4cP548//mD79u2UKFEix7JBQUGEhoZy5swZAAIDA0lNTSU2NhZfX19juZiYGBo2bJjlMXQ6HTqdLtN+rVZbKL6EheU6LSX1kj3n8+vRpKdAsQpoi1eXmZHvy1ffmdAGcOBHHK/uwzGXY85X9ZLHpG6y9qT1Yu5nbDoaS1EU3njjDX799Vc2b95MWFjYYz9z69YtLl++TFCQes+5Vq1aaLVaNmzYYCwTFRXFsWPHsk12hBCWcTi+Qt0I7ymJTn6V0Uk56rDa2VyIQsSmyc6wYcNYtGgRixcvxtPTk+joaKKjo0lKUn8RExISGD16NLt27eLChQts3bqVTp06UbRoUbp16waAt7c3gwcPZtSoUWzatIl///2Xl19+mfDwcOPoLCHEk9Pp76C5cL8fXZWetg1GPDmfUHVxVkMaXD1o62iEyFM2TXZmz55NXFwcTZs2JSgoyPhYtmwZAI6Ojhw9epQuXbpQvnx5+vfvT/ny5dm1axeenp7G43z55Zd07dqVXr160ahRI9zc3Pjzzz9xdLRwwTwhRCbFY/eiUQxQog74Pb71VdgpjUaGoItCy6Z9dh43EMzV1ZV169Y99jguLi7MnDmTmTNnWis0IfKXW+dg7/+g4XDwLm7VQxeP3aVuyNw6+V/J+hDxhyQ7otCRtbGEKAhWvQ17ZsOylyEt1XrHjY3EL/EcisZBnTVZ5G8Pz6RsH7OOCJEnJNkRIr+7fgIit6nb1w7Clk+sdmiH4+qin0pYE/Dwt9pxhY0EVgUnF0iKhVtnbR2NEHlGkh0h8rs9c9TnImXV53++grObnv64ioLDMXUtLEPlHk9/PGF7Ts4QXFPdvrTbtrEIkYfsYp4dIcQTSrwNR9QO/XSeqS7Uuf8H+O11GLITPIrl/Pm4q3BgLqTcvX9bQ3nwrE9Gc+sM6RotyjMdcvtKRF4JqQuXdqq3smr2tXU0QuSJJ0p2FEXh1q1baDQaihQpYu2YhBDmOjgf0pIhMBxKNoDgGnBxJ9yIgJWvQ5+fwSGbBtwL/8DP/eHejRxPEe1dA3+dZ45lRD4iK6CLQsiiZCc6OpoxY8bwxx9/cPfuXQC8vLzo1q0bU6ZMISAgIFeCFEJkIT0N9n6vbtcbog4t1rpCzx/hf83g7Ea103KDYaafUxTY8y2sH6/OuRIQDuUzFtLV3J80UH1O12g5etOfFnl5XSJ3ZSQ7N0+rLYNufjmXF6IAMDvZiY+Pp2HDhiQkJDBw4EAqVKiAoiicOHGCJUuWsGPHDg4ePIiHh0duxiuEyHDyT4i/Am5FocpDfWoCKkGbybB6JGyYAKGNILi6+p4+Cf4cAUeWqq/De0Gnr8A56wVwDXo9KWvW5OpliDzmXkTt33XrLFzZB+Xb2DoiIXKd2cnOV199haOjI8ePH6dYMdN+AO+//z6NGjXiv//9L++9957VgxRCZGH3/Y7JtQeB1sX0vdqD4NxmOLkKVgyG/9sGSbfVoelRh0HjCK0/gfpDZPmHwiikvprsXNotyY4oFMwejbV69Wree++9TIkOgL+/P+PGjePPP/+0anBCiGxc+xcu7wYHJzWxeZRGo3ZY9iqu/lFb3he+baImOm5FoN9KaDBUEp3CyjiT8l7bxiFEHjE72Tl9+nSOC2s2bNiQU6dOWSUoIcRjZLTqVO4GXkFZl3Hzg+7/A42D2sqTdBuCqqmtPGHP5V2swv5k9Nu5egDS9baNRYg8YHayEx8fj4+PT7bv+/j4EB8fb42YhBA5uXsdjt1fhbzekJzLlmoEzT8ANFCtDwxaBz4huR6isHNFy4OLD6QlQfQRW0cjRK4zO9lRFAWH7IawAhqN5rFrXQkhrODAXDDo1YU5S9R6fPnGI2HcFeg2Wx2tJYSDg7pOFsDJ1baNRYg8YHYHZUVRKF++PJps7vFLoiNEHkhLgX0/qNv1Xjf/czoZJSkeUa03nF4L++fCc+9IIiwKNLOTnblz5+ZmHEIIcxz/De7FgGcQVOpi62hEflahI3iXhLhL6izctQbYOiIhco3ZyU7//v1zMw4hxOMoCuyerW7XGQyOWtvGI/I3Ryeo95o6ueTu2VCzv4zOEwXWUy0EmpyczPz58/nmm284c+aMtWISQmTl8l6IOgSOOqg10NbRiIKgZl9w9oAbJ9URe0IUUGYnO++88w5vvfWW8XVqaioNGjTg1Vdf5b333qNGjRrs2rUrV4IUQgD/LlSfw58H96K2jUUUDC7eUONldXv3N7aNRYhcZHay89dff9GixYMVcn766ScuXrzImTNniI2N5fnnn+eTTz7JlSCFEMDVg+pzhfa2jUMULPVeAzTqWmo3ZK40UTCZnexcunSJSpUqGV+vX7+enj17Ehoaikaj4a233uLff//NlSCFKPT0yeqtBoDAqraNRRQsfqXhmfsJdEafMCEKGLOTHQcHB5Ph5bt376Z+/frG1z4+PsTGxlo3OiGEKuYEKOng6gveJWwdjShoGgxVnw8vVVdCF6KAMTvZqVChgnHtq+PHj3Pp0iWaNWtmfP/ixYsEBARYP0IhxINZbgOryogZYX2hjdTvVloS7P/R1tEIYXUWdVB+9913adGiBS1atKB9+/aEhYUZ31+zZg1169bNlSCFKPSi7ic7QXILS+QCjQYaDFO3930Paam2jUcIKzM72enRowdr1qyhatWqvP322yxbtszkfTc3N4YOHWr1AIUQPNSyU822cYiCq3J38AiAu1FwYmXOZdNS8iQkIazF7EkFAVq2bEnLli2zfG/ChAlWCUgI8QhDOlw/rm5Ly47ILU7OUOdV2PIJ7PpaneLg4VumigKR22HrVLi0E4pVhAod1EdwjcffXk24AXevgX9ldUJDIfKQ2d+47du3Z7nf29ubsmXL4u7ubrWghBAPuXUW9ImgdYMiZW0djSjIag+Cvz9TJ6+8tBtCG2ROcjLciFAff38GnsFQoT2asm3RGNIg7jLcOK7efo0+oj7fvaZ+rsUEdXFaIfKQ2clO06ZNs33P0dGRIUOG8Pnnn6PVyhT2QlhVRn+dgMrg4GjbWETB5l4Eqr4AB+fD7q8hPdU0yXF0VtfQqvOK+r08uUqdn+fuNdj3PU77vqcjDjgcNmR/jrObJNkRec7sZCe7YeV37txh7969vPPOOwQGBvLee+9ZLTghBBB9WH0Okv46Ig/UH6ImOxF/qg94kOQ8+zZ4Bav7ij0DVZ9X54CK3A4nV6GcWoPDvRsoDlo0/hXUPmZB1dTbrxpH+KGl2mpkSJfEXeQps5Mdb2/vbPeHhobi7OzMe++9J8mOENYW9dCwcyFym39FKNMCzm16kOQ0GgHexbMur3WB8q2hfGvSUqaz9feFNO3UG62rh2k5Qzpo3SE1AW6eAf8KuX0lQhhZrZdYtWrVuHjxorUOJ4QAtb9EtAw7F3ms27cQ8TuUb5d9kpMVB0cSdf7gpMvyPYKqqbfErh2UZEfkqada9fxh165dw9/f31qHE0IAxF2BpFhwcAL/So8vL4Q1eBRT++VYkuiYo3hN9TljnTch8ohVkp2YmBjef/99mjdvbo3DCSEyZLTqFKuQ9f+WhchPgmuoz9ck2RF5y+zbWDVq1ECTxTwKcXFxXLlyhYoVK7J06VKrBidEoSf9dURBktGyE31UnaXZydm28YhCw+xkp2vXrlnu9/LyokKFCrRu3RpHR+ldL4RVSX8dUZD4hqmL2SbFQszxBy09QuQys5MdmSFZCBuQlh1RkGg0aoJzbrPab0eSHZFHrNZBWQhhZYm3If6Kuh0YbttYhLCWYOmkLPKeJDtC2Kuo+5MJ+oaBi5dtYxHCWjL67UgnZZGHJNkRwl5Jfx1REGW07Nw4Can3bBuLKDQk2RHCXkl/HVEQeQWBZxAohgetl0LkMkl2hLBXxpYdWRNLFDDSb0fkMYuSnaSkJHbs2MGJEycyvZecnMyCBQusFpgQhVrqPXX9IJCWHVHwFJfJBUXeMjvZOX36NBUrVuS5554jPDycpk2bEhUVZXw/Li6OgQMH5kqQQhQ6148DCngEgGeAraMRwrqkZUfkMbOTnbFjxxIeHk5MTAynTp3Cy8uLRo0acenSpdyMT4jCKaMvg7TqiIIoY36d2Eh1igUhcpnZyc7OnTuZPHkyRYsWpWzZsvzxxx+0a9eOxo0bc/78+dyMUYjCR0ZiiYLMzQ/8Sqvb1/61bSyiUDA72UlKSsLJyXTC5a+//prOnTvTpEkTTp8+bfXghCi0ZCSWKOiCZb4dkXfMTnYqVKjA/v37M+2fOXMmXbp0oXPnzlYNTIhCK10PMfcHAUjLjiioMiYXvCotOyL3mZ3sdOvWjSVLlmT53qxZs+jduzeKolh08ilTplCnTh08PT3x9/ena9eunDp1yqSMoihMnDiR4OBgXF1dadq0KcePHzcpk5KSwvDhwylatCju7u507tyZK1euWBSLEHbjxilITwWdF/iUsnU0QuQOadkRecjsZGfcuHGsWbMm2/e/+eYbDAaDRSfftm0bw4YNY/fu3WzYsIG0tDRat27NvXsPZtWcPn06X3zxBbNmzWLfvn0EBgbSqlUr7t69aywzYsQIfvvtN5YuXcqOHTtISEigY8eOpKenWxSPEHYho79OYDg4yFRYooAKqgoaB7gbBfFRjy8vxFMwe9Xz3LB27VqT13PnzsXf358DBw7w3HPPoSgKM2bMYPz48XTv3h2A+fPnExAQwOLFi3nttdeIi4vjhx9+YOHChbRs2RKARYsWERISwsaNG2nTpk2eX5cQT0X664jCwNkdilWEmONq645XB1tHJAowi5Kdw4cP8/nnn7Njxw6ioqJwdHQkLCyMrl278s477+Dl9XSLFcbFxQHg5+cHQGRkJNHR0bRu3dpYRqfT0aRJE3bu3Mlrr73GgQMH0Ov1JmWCg4OpUqUKO3fuzDLZSUlJISUlxfg6Pj4eAL1ej16vf6prsGcZ11aQr/FJ2Fu9OEYdwgFI86+MYuOY7K1u7IXUS9YsrRfHoOo4xBwn/fJ+DGVaP/4D+Zh8Z7L2tPVi7ufMTnbWrVtHt27daNOmDfXr1+f3339n4MCBuLu7s3TpUpYsWcKOHTsIDAx8ooAVRWHkyJE8++yzVKlSBYDo6GgAAgJMJ1ULCAjg4sWLxjLOzs74+vpmKpPx+UdNmTKFSZMmZdq/fv163Nzcnij+/GTDhg22DsEu2UW9KAbaX1GTnb/P3CH+Sva3jvOSXdSNHZJ6yZq59VLqtpZqwK0j69mVWD1XY7IX8p3J2pPWS2JiolnlzE523n33Xb744gtef/11Y2BvvvkmERERfPzxx7Rr145x48Yxd+7cJwr4jTfe4MiRI+zYsSPTexqNxuS1oiiZ9j0qpzLjxo1j5MiRxtfx8fGEhITQunXrp26dsmd6vZ4NGzbQqlUrtFqtrcOxG3ZVL7GRaA8loTjqeLbrYHC0bTx2VTd2ROolaxbXS1Qw/DiPYmlXad+uHTzm3/X8TL4zWXvaesm4M/M4Zic7J0+epG3btsbXLVu25Ny5c0RFRREUFMSECRPo0aOHxYECDB8+nD/++IPt27dTokQJ4/6MVqLo6GiCgoKM+2NiYoytPYGBgaSmphIbG2vSuhMTE0PDhg2zPJ9Op0On02Xar9VqC8WXsLBcp6Xsol5uqEPONf4V0brYTyujXdSNHZJ6yZrZ9RJcDRyd0STFok248mCiwQJMvjNZe9J6MfczZg/1KF68uMmw8HPnzmEwGChSpAgAJUqUICEhwaIgFUXhjTfe4Ndff2Xz5s2EhYWZvB8WFkZgYKBJ81Zqairbtm0zJjK1atVCq9WalImKiuLYsWPZJjtC5Lq4KxB9zPLPyczJojBxclZHHYKskyVyldktO/369eOVV15h/Pjx6HQ6vvjiCzp37oyzszMAhw4dypSsPM6wYcNYvHgxv//+O56ensY+Nt7e3ri6uqLRaBgxYgSTJ0+mXLlylCtXjsmTJ+Pm5kafPn2MZQcPHsyoUaMoUqQIfn5+jB49mvDwcOPoLCFynaKoEwGeXAMnV0HUIXV/vz+gdBPzj3PhH/U5qJrVQxTCLgXXhKsH1GUjwnvaOhpRQJmd7Lz33nvcu3ePjz/+mJSUFNq0acNXX31lfL948eLMnj3bopNnlG/atKnJ/rlz5zJgwAAAxowZQ1JSEkOHDiU2NpZ69eqxfv16PD09jeW//PJLnJyc6NWrF0lJSbRo0YJ58+bh6OhoUTxCWMRggMu74eRqNcGJvZC5zP4fzE92bp1Tj6dxgGdkGK4oJIrXhH1Iy47IVWYnO05OTkybNo1p06Zl+X7dunUtPrk5My5rNBomTpzIxIkTsy3j4uLCzJkzmTlzpsUxCPHEfh8Khx+aVdxRB2WaQYUO4B0CC7vCqb/UVZ3d/B5/vIxjlWkBXkE5lxWioMiYSTnqMBjSwUH+kyqs74kmFUxPT+fmzZs4OjpStGhRa8ckhP2LiVCTE40DhPdSE5wyzUHn8aBMYFW1D87Rn6Heazkfz2CAQ/eTnep9ci9uIexN0XLg7AGpCepSKQGV1P2p99R+b9FH4HYk1OwL/hVtG6vItyxKdlavXs20adPYu3evcSIfT09POnXqxH/+8x9KliyZK0EKYXf2zFGfK3SA7t9mXaZGX/jrHfh34eOTnQvbIf4KuHjDM+2tG6sQ9szBEYKqw8UdsP1T9XXUEbh5Gnio9T/6CAxYZasoRT5n9mishQsX0rt3b2rVqsXbb79NsWLFGDNmDFOnTuXy5cvUqlWLM2fO5GasQtiHxNtweJm6XW9I9uXCe4KjM0QffbAERHYOLVafq/QErYt14hQivyheQ30+/qvaEnrzFKCAR6B6Wxfg4j/q754QT8Dslp3Jkyfzv//9jxdeeAGAHj160K1bNy5dusTrr7/Oiy++yNixY/n1119zLVgh7MLB+ZCWpA6ZDc1hegM3P7WV5sRKOPRT9sPJk+PhxB/qdvWXrB6uEHav1kC4+i+4+aojEYOqq7eBPe/Pnj/7Wbh+FE6vldu84omY3bJz8eJF6tWrZ3xdu3ZtoqOjiYpSV6sdOXIkW7ZssX6EQtiTdD3s/Z+6XX/o42d8rdFXfT6yHNJSsi5zYqWaPBV9Rh2ZIkRhU6QMDFwNLyyC596Bcq0eJDqg3i4GiJDbWOLJmJ3slCpViv379xtfHzx4EAcHB+NMxn5+frLAmSj4Iv6E+KvgXgyqmDFjeJlm4BkMSbfVkVlZybiFVb13gZ4uX4gnlpHsnNsMqeathSTEw8y+jTVs2DBeeeUV9u3bh4uLC99//z19+/Y1zmWzZ88eypcvn2uBCmEXMjom1x4MTpmXHMnEwRGqvQg7vlBvZVXuavr+rXNwaZc6qqvqC1YPV4gCITAcfErCnUtwbhNU7GTriEQ+Y3bLzrBhw5gyZQo7duxg9erVDBgwgFmzZhnfr1u3LosXL86VIIWwC1cPwOU94KCF2oPM/1yNl9XnsxshPsr0PePcOs3BK9g6cQpR0Gg0UKGjun1ytW1jEfmSRUPPhwwZwpAhWY8+KVeunFUCEsJu7b7fqlOlh2l/gscpUgZKNlBbcA4vgcYj1f0yt44Q5qvQEXZ/o94OTk8DxyeaJk4UUma37AhRqMVHqcNiAeq/bvnnM0ZZHfpJXUcLHsyto/OW5SGEeJyS9cGtCCTfUYehC2EBqyU7hw8flrWoRMG1/wcwpKktNME1LP985a6gdYdbZ+HyXnVfRsfk8B4yt44Qj+PgCM+0U7flVpawkFVbdsxZ60qIfEefDPt/VLfr5zCJYE50ng86J/+7UObWEeJJPNxvR/7eCAuYfdOze/fuOb4fFxeHRobNioLo6M+QeEtd3PNpbjdVf0m9jXX8Nwiocn9unfJQvJb1YhWiICvdVG0hjb8CUYeerJVVFEpmt+z8+eefJCcn4+3tneXDw8Pj8QcRIr9RlAfDzeu++nSdIkMbgl9pdcHDjRPVfdX7yNw6QphL6wpl7y8fIbeyhAXM/pe7YsWK9OjRg8GDB2f5/qFDh1i1Sma3FAXMhb/h+jHQukHNfk93LI1GTW42f6K26sjcOkJYrkJHiPhDnU25+fu2jkbkE2a37NSqVYuDBw9m+75Op5NVz0XBcucybJykblfrDa6+T3/Mar2B+y05MreOEJYr3xocnOBGhDoppxBmMLtlZ86cOaSnp2f7fsWKFYmMjLRKUELYVFoq7P4atk0HfSI4uarrYFmDdwl16vuTqyybmFAIoXL1hVLPwvmt6q2sRm/aOiKRD5id7Oh0ZkyNL0R+F7kdVo+Gm6fU1yUbQofPoGhZ652j2xx1CLp0rhTiyVToeD/ZWSXJjjCLTCooBKDT38Fx5f/B/E5qouNeDLrOgYFrIKCylU/mKYmOEE/jmfbq8+W9cPe6bWMR+YIkO6LQ0xxZSosTY3A4/qvaabjOq/DGflmFXAh75V0cgmsCCpz+y9bRiHxAkh1RuF07hOOqt9AakjEE14RXt6i3rVx9bB2ZECInFe9PMBgho4DF45mV7Bw5cgSDwZDbsQiRt9L18McbaJR0rvrUIX3AWgiubuuohBDmyJhNOXKbOiO5EDkwK9mpUaMGN2/eBKB06dLcunUrV4MSIk/s/C9EH0Vx9eVoiX7qLSwhRP5Q7BkoUg7SU+HsRltHI+ycWf+6+/j4GIeVX7hwQVp5RP538wxsnQZAestPSNF62zggIYTFKtxfviXiT9vGIeyeWUPPe/ToQZMmTQgKCkKj0VC7du1sVzg/f/68VQMUwuoMBvhjOKSnQJkWKOG94Ip0chQi36nUGf6ZAafXQuo9cHa3dUTCTpmV7Hz33Xd0796ds2fP8uabb/Lqq6/i6emZ27EJkTsO/AiXdqkLCnaaISOuhMivgmuCbxjERqoJT5Ueto5I2CmzJxVs27YtAAcOHOCtt96SZEfkT3FXYMNEdbvlBPApCXq9TUMSQjwhjUZNcP7+DI6ukGRHZMviHplz5841JjpXrlzh6tWrVg9KiFyhKLBqJKTehRJ1oc4rto5ICPG0MhKcsxsg6Y5NQxH2y+Jkx2Aw8NFHH+Ht7U1oaCglS5bEx8eHjz/+WDoui9x39SBcOfBknz22As6sA0dn6DwTHLLudyaEyEcCKoF/JXVU1kmZc0dkzezbWBnGjx/PDz/8wNSpU2nUqBGKovDPP/8wceJEkpOT+c9//pMbcQoBx3+DXwaBYoBaA6H1J6DzMO+z927BX2PU7efeAf8KuRenECJvVekOm0+o/6Gp8bKtoxF2yOJkZ/78+Xz//fd07tzZuK9atWoUL16coUOHSrIjcseptbDiFTXRATgwF85vUdevCm2Q82dvnYM170DiLfCvDI1G5Hq4Qog8VKUHbP4Ezm+DhBvgUczWEQk7Y/FtrNu3b1OhQub/FVeoUIHbt29bJSghTJzbAsv7gSENwp+Hfr+DdwjEXoC57WD9B6BPNv2MosDFnbCkD8ysBec2gcYRuswEJ2ebXIYQIpf4lVZHZinpcGKlraMRdsjiZKdatWrMmjUr0/5Zs2ZRrVo1qwQlhNHFXbC0jzonToWO0HU2lG4KQ/6B6i8DijoT8ndNIeowpKepTdn/a64mQqdWq2XKt4VBa6F4LdtejxAid2R0VD72q23jEHbJ4ttY06dPp0OHDmzcuJEGDRqg0WjYuXMnly9fZs2aNbkRoyisrh6Exb1AnwhlW0LPH8FRq77n4g1dv1ZnUP3zTbgRoSY4HgEQf3+EoKNOXbm8/jAoVt521yGEyH1VusP69+HSTnWKCe8Sto5I2BGLW3aaNGnC6dOn6datG3fu3OH27dt0796dU6dO0bhx49yIURRG14/Dou6QEg+hz0KvheCky1yuQnsYuhsqdlJvc8VfBbci0ORdePs4dPpKEh0hCgOvYAhtqG4f/822sQi7Y3HLDkBwcLB0RBa55+ZZWNAVkmKhRB3osxSc3bIv715UTYZOrVFXP67cFbSueRWtEMJeVOkBF/+Bo79Aw+G2jkbYEVnmWdgXfTIs7Ab3YiAwHF76BXRmzNat0ai3tKr3lkRHiMKqUhd1IELUIXUUphD3SbIj7MuFvyHuErj7Q9+V4Opj64iEEPmFe1Eo00zdPrbCtrEIuyLJjrAvp9epzxU6qP9wCSGEJTJGZR39RZ2CQggk2RH2RFEeJDvl29g2FiFE/lShgzoS8+YpiDlh62iEnbA42UlKSiIxMdH4+uLFi8yYMYP169dbNTBRCN04qd7CcnKBsCa2jkYIkR+5eEO5Vur20V9sG4uwGxYnO126dGHBggUA3Llzh3r16vH555/TpUsXZs+ebfUARSGS0apTqnHOo6+EECInxgkGV8itLAE8QbJz8OBB43w6v/zyCwEBAVy8eJEFCxbw3//+1+oBikJEbmEJIayhfFvQusOdi3D1gK2jEXbA4mQnMTERT091KPD69evp3r07Dg4O1K9fn4sXL1o9QFFIJMXC5T3qdrnWto1FCJG/ObupE44C7P4G0lJtG4+wOYuTnbJly7Jy5UouX77MunXraN1a/cMUExODl5eX1QMUhcTZTeoifsUqgm+oraMRQuR31V9Sn4+tgO+awOV9to1H2JTFyc6HH37I6NGjKVWqFPXq1aNBgwaA2spTo0YNi461fft2OnXqRHBwMBqNhpUrV5q8P2DAADQajcmjfv36JmVSUlIYPnw4RYsWxd3dnc6dO3PlyhVLL0vYmvEWlrTqCCGsoEwz6PGDunxMzAn4oRWseQdS7to6MmEDFic7PXv25NKlS+zfv5+1a9ca97do0YIvv/zSomPdu3cv21XUM7Rt25aoqCjj49HFRkeMGMFvv/3G0qVL2bFjBwkJCXTs2JH09HTLLkzYjiEdzm5Ut8u3tW0sQoiCI7wnvLEfqvUBFNj7HXxdD079ZevIRB57orWxAgMDCQwMNNlXt25di4/Trl072rVrl2MZnU6X6VwZ4uLi+OGHH1i4cCEtW7YEYNGiRYSEhLBx40batJGOrvnClf2QdBtcfKCE5d8jIYTIlpsfdJsNVZ+HVW9D7AVY8iJU6gp1XwW3ouoEpq6+4OBo62hFLjEr2enevbvZB/z111+fOJisbN26FX9/f3x8fGjSpAn/+c9/8Pf3B+DAgQPo9XpjvyFQFymtUqUKO3fuzDbZSUlJISUlxfg6Pj4eAL1ej16vt2r89iTj2uztGh1O/oUjYCjdjHSDAoa8jc9e68UeSN1kTeola3ZdLyUbw6vbcfj7Uxx2f4PmxEo4sdL4toJGTXjciqC4FUEp2RBDrUHgmfV/ti1l13VjQ09bL+Z+zqxkx9vb27itKAq//fYb3t7e1K5dG1CTjjt37liUFJmjXbt2PP/884SGhhIZGckHH3xA8+bNOXDgADqdjujoaJydnfH19TX5XEBAANHR0dked8qUKUyaNCnT/vXr1+PmVvDnd9mwYYOtQzDRNOIXvIF/7/lz5ZHblHnJ3urFnkjdZE3qJWv2XS918C4/gQpRK/BIuY5z2l2c0++hQVFbmJNuo7l1Bi7vhp3/5YpvA875t+OuawmrnN2+68Z2nrReHp7kOCdmJTtz5841bo8dO5ZevXoxZ84cHB3VJr/09HSGDh1q9dFYL7zwgnG7SpUq1K5dm9DQUFavXp1jYqUoChqNJtv3x40bx8iRI42v4+PjCQkJoXXr1gV6RJler2fDhg20atUKrVZr63BU8VfR/nsZReNA1e4jqepWJM9DsMt6sRNSN1mTesla/qqXocYtfbpenf4i8RaaxJsQdwWHQwtxvLKX0Nt/E3r7bwxlWmKoPxQltDHk8PclO/mrbvLO09ZLxp2Zx7G4z86PP/7Ijh07jIkOgKOjIyNHjqRhw4Z8+umnlh7SbEFBQYSGhnLmzBlA7TuUmppKbGysSetOTEwMDRs2zPY4Op0OnU6Xab9Wqy0UX0K7us7IzQBoStRB622d5uInZVf1YmekbrIm9ZK1fFcvWi24uIFv8Qf7aveDS3tg10yIWIXDuY04nNsIgVWh3XQIbfCEp8pndZNHnrRezP2MxaOx0tLSiIiIyLQ/IiICg8Fg6eEscuvWLS5fvkxQUBAAtWrVQqvVmjR/RUVFcezYsRyTHWFHMoacy0SCQgh7U7IevLAIhh+AOq+CkytEH4FlL6ujSEW+YXHLzsCBAxk0aBBnz541znmze/dupk6dysCBAy06VkJCAmfPnjW+joyM5NChQ/j5+eHn58fEiRPp0aMHQUFBXLhwgffee4+iRYvSrVs3QO1LNHjwYEaNGkWRIkXw8/Nj9OjRhIeHG0dnCTumT4Lz29RtGXIuhLBXRcpAh8+g2XvwVTVIvKkmPcGWzS0nbMfiZOezzz4jMDCQL7/8kqioKEC9vTRmzBhGjRpl0bH2799Ps2bNjK8z+tH079+f2bNnc/ToURYsWMCdO3cICgqiWbNmLFu2zLhcBcCXX36Jk5MTvXr1IikpiRYtWjBv3jyT22zCTl3YAWlJ4FUcAirbOhohhMiZmx+UehZOrYHzWyXZyUcsTnYcHBwYM2YMY8aMMXYMetJOvU2bNkXJYUXadevWPfYYLi4uzJw5k5kzZz5RDMKGTt+flLJc6yfq8CeEEHmudNMHyc6zb9s6GmGmJ5pUMENBHrkkcpmiwOn16rasci6EyC9KN1WfL+5Sb8VrXW0ajjCPxR2Ur1+/Tt++fQkODsbJyQlHR0eThxBmuXES4i6BkwuENbF1NEIIYZ6i5cEzCNJT4PIeW0cjzGRxy86AAQO4dOkSH3zwAUFBQTnOZyNEtjJuYZVqDM4FfyJHIUQBodGorTuHl8C5LQ9aeoRdszjZ2bFjB3///TfVq1fPhXBEoSG3sIQQ+VVGsnN+q60jEWay+DZWSEhIjp2KhXisG6ceNP/K/DpCiPwmozUn6jAk3rZpKMI8Fic7M2bM4N133+XChQu5EI4o8O5eh596gpIOYc+Bb6itIxJCCMt4BkKxioACkdttHY0wg8W3sV544QUSExMpU6YMbm5umaZqvn1bslyRjdR7sLgX3LkEfqWh59zHf0YIIexR6aZwI0K9lVW5q42DEY9jcbIzY8aMXAhDFHjpafDLIIg6BG5F4KVfwL2oraMSQognU7op7Jkt/XbyCYuTnf79++dGHKIgUxT4a4w6AsvJBXovVadfF0KI/KpUI9A4QmwkxF4A31K2jkjkwOI+Ow9LSkoiPj7e5CFEJv98Bft/ADTQ43sIqWvriIQQ4unoPKFEHXU7Y42/nCTexik9MXdjEtmyONm5d+8eb7zxBv7+/nh4eODr62vyEMLE0V9g4wR1u+1UqNjJtvEIIYS1ZIzKetytrLirOM2pR9OT70NqQm5HJbJgcbIzZswYNm/ezDfffINOp+P7779n0qRJBAcHs2DBgtyIUeRXF/6BlUPU7frDoP7rto1HCCGsKSPZidwGBkP25TZOQJMUi3vqTRz2zMmT0IQpi5OdP//8k2+++YaePXvi5ORE48aNef/995k8eTI//fRTbsQo8qP4KFjaB9JToWJnaP2JrSMSQgjrKlEbnD0g8RZcP5p1mUu74ejPxpcOu2fBvZt5FKDIYHGyc/v2bcLCwgB1IdCMoebPPvss27fLfAPivs2fQPIdCKoO3b8Dh6fqHiaEEPbHUQulnlW3s7qVZTCogzMAQ7WXuOMaiiY1Af7+PO9iFMATJDulS5c2TihYqVIlli9fDqgtPj4+PtaMTeRXUUfg0P1Wvg6fy6rAQoiCK6d+O4cWqbMs67xIb/Y+J4JfUPfv+16db0zkGYuTnYEDB3L48GEAxo0bZ+y78/bbb/POO+9YPUCRzygKrB8PKFClp9rMK4QQBVVGsnNxF+iTH+xPjoNNH6nbTcaCezFueFXBUOo59fb+lsl5HmphZvE8O2+//bZxu1mzZpw8eZL9+/dTpkwZqlWrZtXgRD50eq06fbqjDlpOsHU0QgiRu4pVAI8ASLgOV/aqy+AAbJsO925AkXJQ9//g/pKShmYf4DC3FRxeCg2HQ0Bl28VeiDx1R4qSJUvSvHlzSXQEpOth/QfqdoOh4FPStvEIIURu02gy38q6eQYyRl21nQJOzsbiSnANqNQVUGDjpDwMtHCzONmZNm0ay5YtM77u1asXRYoUoXjx4sbbW6KQ2j8Xbp0Bt6Lw7EhbRyOEEHnj0WRn3XtgSINyraFcq8zlm3+gzr58Zh1c3JnzsVMTIeWuNaMtlCxOdr799ltCQkIA2LBhAxs2bOCvv/6iXbt20menMEu6A1unqNvN3gMXL5uGI4QQeSasifp87V848jOcWQ8OTtBmStbli5aFmv3U7Q0T1L6Oj0pPgz3fwRcV4bNn7o9wjcud+AsBi5OdqKgoY7KzatUqevXqRevWrRkzZgz79u2zeoAin/j7M0i6rd6/rinrpwkhChHv4lC0PCgG+H2Yuq/e62pSk50mY8HJVe3nc2qN6Xvnt8KcZ+Gvd9QpPPT3YPun8FV12DnLtCO0MIvFyY6vry+XL18GYO3atbRs2RIARVFIT0+3bnQif7h9HvZ8q263/gQcLe73LoQQ+VvpZupzegq4F4MmY3Iu7xUE9e/PML/pI7Ul53YkLH0JFnSBGxHg6qtO39FrgdrROem2Otp1Zi34d5H6GWEWi5Od7t2706dPH1q1asWtW7do164dAIcOHaJs2RyyWFFwbZyoDqUs3QzKtrR1NEIIkfcy+u0AtPgQXLwf/5lGb6kJzY2TsLQ3fF0XTq5S+/PUfQ2GH4Q6r0ClLjB0N3SeCV7FIf6K2oI0uyGcWptrl1SQWJzsfPnll7zxxhtUqlSJDRs24OHhAai3t4YOHWr1AIWdu7QbTvwOGgdo8x91ZIIQQhQ2pZtAQBW1U3L1l837jKsPNB6lbp9Zf/8/jU1hyD/Qfjq4+T0o6+ik9vMZfgBafQwuPnDzFCx5AbZMybrfjzCy+H6DVqtl9OjRmfaPGDHCGvGI/MRgUEcdANToK/NFCCEKL2d3NUmxVJ1X4cQfkBKvtgg90z7n/zRqXaHRm2ris3Uq7JkN26ZC3GXoOMNkmLt4wOJk53Erm/fr1++JgxH5zKWdcPUAaN2h2XhbRyOEEPmP1gVe2WD551x9oN1UKPYMrB6lLtETf1Xt32POLbRCxuJk56233jJ5rdfrSUxMxNnZGTc3N0l2CpNzm9XnCh3AM8C2sQghRGFUeyB4l4Dl/dVRXD+2g5d+VkeICSOL++zExsaaPBISEjh16hTPPvssS5YsyY0Yhb06t0V9LtPMtnEIIURhVq4VDFyjLlsRcxy+bwHRR20dlV156uUiAMqVK8fUqVMztfqIAiwpVp1AC0xHIQghhMh7wdXhlY3qXGd3o9QWnrObbB2V3bBKsgPg6OjItWvXrHU4Ye8itwMKFH0GvIJtHY0QQgifkjBoHZRqDKl3YXEvtfOzsLzPzh9/mFacoihERUUxa9YsGjVqZLXAhJ3LWANGWnWEEMJ+uPrAy7/CyiFw7Bf4ZSD0nAuVOts6MpuyONnp2rWryWuNRkOxYsVo3rw5n3/+ubXiEvZO+usIIYR9cnKG7t+p858dXS4JD0+Q7BgMhtyIQ+QnsRcgNlKd5TNUWvOEEMLuODhCtznqnD1Hlt1PeH5UZ2MuhJ6qz46iKCgya2Phk3ELq0QdWd1cCCHslYMjdJ0NVV8AQxr8Mkid8b4QeqJkZ8GCBYSHh+Pq6oqrqytVq1Zl4cKF1o5N2CvpryOEEPmDJDzAEyQ7X3zxBUOGDKF9+/YsX76cZcuW0bZtW15//XW+/PLL3IhR2BODAc5vU7elv44QQtg/Y8LzYqFNeCzuszNz5kxmz55tMlNyly5dqFy5MhMnTuTtt9+2aoDCzkQfgaTb4OwJxWvZOhohhBDmcHCErt+o20eWqgnPwLUQUse2ceURi1t2oqKiaNiwYab9DRs2JCoqyipBCTt2/v4orFLPgqPWtrEIIYQwX0bCU6mL2sLz22uQmmjrqPKExclO2bJlWb58eab9y5Yto1y5clYJStgx6a8jhBD5l4MjdPoveAbD7XOwcYKtI8oTFt/GmjRpEi+88ALbt2+nUaNGaDQaduzYwaZNm7JMgkQBok+Ci7vUbemvI4QQ+ZOrD3SZBYu6w97v1MWcC/h/YC1u2enRowd79uyhaNGirFy5kl9//ZWiRYuyd+9eunXrlhsxCntxaTekp4BnEBQtb+tohBBCPKmyLaDOK+r2ymGQHGfbeHKZxS07ALVq1WLRokXWjkXYu4z+OqWbqRNVCSGEyL9afQTnNsPt8/DXu9Bttq0jyjVPlOwYDAbOnj1LTExMphmVn3vuOasEJuyQ9NcRQoiCw9kdus6BuW3h8GL1dlbFjraOKldYnOzs3r2bPn36cPHixUyzJ2s0GtLT060WnLAj925B1BF1W5IdIYQoGErWg0ZvwY4v4c+3IKQeeBSzdVRWZ3Gfnddff53atWtz7Ngxbt++TWxsrPFx+/Zti461fft2OnXqRHBwMBqNhpUrV5q8rygKEydOJDg4GFdXV5o2bcrx48dNyqSkpDB8+HCKFi2Ku7s7nTt35sqVK5ZelnicyG2AAv6VwDPA1tEIIYSwlqbjIKAKJN6EVSOgAC4DZXGyc+bMGSZPnkzFihXx8fHB29vb5GGJe/fuUa1aNWbNmpXl+9OnT+eLL75g1qxZ7Nu3j8DAQFq1asXdu3eNZUaMGMFvv/3G0qVL2bFjBwkJCXTs2FFamKzt4f46QgghCg4nnbpoqIMWTq6Cw0ttHZHVWZzs1KtXj7Nnz1rl5O3ateOTTz6he/fumd5TFIUZM2Ywfvx4unfvTpUqVZg/fz6JiYksXrwYgLi4OH744Qc+//xzWrZsSY0aNVi0aBFHjx5l48aNVolRoGb557aq23ILSwghCp7AcGg2Tt3+awxEH7VtPFZmVp+dI0eOGLeHDx/OqFGjiI6OJjw8HK3WdBbdqlWrWiWwyMhIoqOjad26tXGfTqejSZMm7Ny5k9dee40DBw6g1+tNygQHB1OlShV27txJmzZtrBJLoRcbCXGX1Kw/NPPs2UIIIQqAhm/B6XVweQ/82A5e/AlKN7F1VFZhVrJTvXp1NBqNSYfkQYMGGbcz3rNmB+Xo6GgAAgJM+4cEBARw8eJFYxlnZ2d8fX0zlcn4fFZSUlJISUkxvo6PjwdAr9ej1+utEr89yrg2S6/R4fRGHAFDidqkO+iggNXRk9ZLYSB1kzWpl6xJvWQv39RNr8U4/twXh0s7URb1IL3zLJTKPXLtdE9bL+Z+zqxkJzIy8omCsAbNI/O5ZCRVOXlcmSlTpjBp0qRM+9evX4+bm9uTBZqPbNiwwaLydSKXEwyc0gdzes2a3AnKDlhaL4WJ1E3WpF6yJvWSvfxQNw6+g6gZn0bxO3txWvkax/Zu5VxAu1w955PWS2KieWt7mZXshIaGMmjQIL766is8PT2fKCBLBQYGAmrrTVBQkHF/TEyMsbUnMDCQ1NRUYmNjTVp3YmJislysNMO4ceMYOXKk8XV8fDwhISG0bt0aLy8va1+K3dDr9WzYsIFWrVpluv2YJUM6pMTjFPEmAOXavErZ4rVzOcq8Z3G9FCJSN1mTesma1Ev28l3dKJ1J3/ABjvu+pcq1JVQs4Y2h5Uegsbirb46etl4y7sw8jtnz7MyfP5+pU6fmWbITFhZGYGAgGzZsoEaNGgCkpqaybds2pk2bBqgzOWu1WjZs2ECvXr0AdVX2Y8eOMX369GyPrdPp0Ol0mfZrtdr88SV8SibXmZoIZ9bByTVwNwqS70BSnDp1eMpD04frvHEKqQOOTzQPZb5QWH7+T0LqJmtSL1mTeslevqqb9tPApwRs+ADHvXNwvHcdun2rjt6ysietF3M/Y/ZfrkcnELSGhIQEk5FdkZGRHDp0CD8/P0qWLMmIESOYPHky5cqVo1y5ckyePBk3Nzf69OkDgLe3N4MHD2bUqFEUKVIEPz8/Ro8eTXh4OC1btrR6vAVGeiqc3wTHVsCpNZCakHN5rTs0fKNAJzpCCCEeodFAozfV9RBXDoHjv8G9m9BnOTjnry4fFv31elxfGUvt37+fZs0ezNuScWupf//+zJs3jzFjxpCUlMTQoUOJjY2lXr16rF+/3qR16csvv8TJyYlevXqRlJREixYtmDdvHo6OjlaNNd9IioWkO2BIg3Q9GPSQngbpqWju3aLapR9x+uottVwG75JQpRsEVgUXH3VFXBcfcPFWH07OtrkWIYQQtlf1eXVW5aUvw4W/Yft0aDnR1lFZxKJkp3z58o9NeCyZRblp06Y5thhpNBomTpzIxIkTsy3j4uLCzJkzmTlzptnnLbDOb4OFXUExZPm2E1Aq44VHAFTuBlV6QIk6srCnEEKI7JVuCt2/haV9YNfXUKMvFClj66jMZlGyM2nSJItnSRZ56OB8NdFx1IHWRZ0Xx1F7/9kJxdGZi4YASrR9C6cyTcGhkLZ+CSGEsNwz7aFMCzi3CdaOg5eW2zois1mU7Lz44ov4+/vnViziaeiT1cmgAAaugRKZR02l6fUcXrOG4qWek0RHCCGEZTQaaDcNvmmgDmw5vQ7K54/Je80eQ2bt/jrCys5vUTsaexWH4Jq2jkYIIURBVLQc1B+ibq99F9JSci5vJ8xOdnJjNJawohN/qM8VO4GDdedBEEIIIYyajAGPQLh9HnZlvZC3vTH7r6LBYJBbWPYqXa8OIQeo2Nm2sQghhCjYdJ7Q6iN1e/tnEHfVtvGYQZoACoLI7epkgO7FoGR9W0cjhBCioKvaC0Lqgz4RNnxg62geS5KdgiDi/i2sCh2l47EQQojcp9FA++mARp2g9sIOW0eUI0l28jtDOpxcrW5XkltYQggh8khQNag9UN1eM0adwNZOSbKT313aBfduqDMel2ps62iEEEIUJs0/AFdfiDkO+3+0dTTZkmQnv8sYhVWhgzqBoBBCCJFX3Pyg+fvq9pZP1LWz7JAkO/mZwQARf6rbMgpLCCGELdQaCIHhkBwHGyfaOposSbKTn109AHevgbMnlGn2+PJCCCGEtTk4QvvP1O1/F8LlfbaNJwuS7ORnEb+rz+XbgJPOtrEIIYQovErWh+ovqdurR6qDZ+yIJDv5laI86K8jo7CEEELYWstJ4OIN0UfsrrOyJDv5VfQRuHMRnFyhbEtbRyOEEKKw8yimjs4C2PQxJNywbTwPkWQnv8po1SnXEpzdbRuLEEIIAVB7kDr/TkocbJxg62iMJNnJrzJmTa7YxbZxCCGEEBkcHKHDF+r2oZ/g0m7bxnOfJDv5UcxJuHkaHJ3VzslCCCGEvShRG2r2U7dXj7KLmZUl2cmPMlp1SjcDFy/bxiKEEEI8qsVEdWbl68dg3/e2jkaSnXxJRmEJIYSwZ+5FoMX9Pjtb/gN3o20ajiQ7+c3t83D9KGgc4Zn2to5GCCGEyFrNfhBcE1LiYcOHNg1Fkp385sjP6nNYY3VNEiGEEMIeOThCh88ADRxZBhf+sV0oNjuzsJw+GfZ+p27X6GvbWIQQQojHKV4Lag0ANHDFdstIONnszMJyR5ZC4k3wDoFKMuRcCCFEPtDiQ6jVH4Jr2CwESXbyC4MBdn2tbtcfAo5a28YjhBBCmMPNz+bdLuQ2Vn5xZr06t47O+8H8BUIIIYR4LEl28oudM9Xn2gNA52nTUIQQQoj8RJKd/ODqAbi4AxycoN7rto5GCCGEyFck2ckPds5Sn6v0BK9g28YihBBC5DOS7Ni72ItwYqW63fANm4YihBBC5EeS7Ni7PXNAMajrYAWG2zoaIYQQIt+RZMeeJcXCgfnqdsPhto1FCCGEyKck2bFnB+aB/h74V4YyzW0djRBCCJEvSbJjr9JSYfccdbvhcNBobBuPEEIIkU9JsmOvjv0CCdHgGQRVetg6GiGEECLfkmTHHinKg+Hm9V4DJ2fbxiOEEELkY5Ls2KNzmyDmODh7QK2Bto5GCCGEyNck2bE3BgNs+kjdrtkPXH1sGo4QQgiR30myY2+OLIOow6DzgsajbB2NEEIIke9JsmNPUu89aNVpPArci9o2HiGEEKIAkGTHnuycBXevgU9JWfBTCCGEsBJJduxFfBT8M0PdbjkJtC42DUcIIYQoKCTZsRdbPgF9IpSoC5W72ToaIYQQosCQZMceRB2Bf39St9tMltmShRBCCCuSZMfWFAXWjwcUdabkkDq2jkgIIYQoUOw62Zk4cSIajcbkERgYaHxfURQmTpxIcHAwrq6uNG3alOPHj9sw4idweh1EbgdHHbSYYOtohBBCiALHrpMdgMqVKxMVFWV8HD161Pje9OnT+eKLL5g1axb79u0jMDCQVq1acffuXRtGbIF0Pax/X92uPwR8Q20bjxBCCFEA2X2y4+TkRGBgoPFRrFgxQG3VmTFjBuPHj6d79+5UqVKF+fPnk5iYyOLFi20ctZkOzINbZ8CtCDQeaetohBBCiALJ7pOdM2fOEBwcTFhYGC+++CLnz58HIDIykujoaFq3bm0sq9PpaNKkCTt37rRVuOZLugNbJqvbzd4DF2+bhiOEEEIUVE62DiAn9erVY8GCBZQvX57r16/zySef0LBhQ44fP050dDQAAQEBJp8JCAjg4sWLOR43JSWFlJQU4+v4+HgA9Ho9er3eyleRNYetU3FMuo1StDxpVV+CPDhvxrXl1TXmF1Iv2ZO6yZrUS9akXrIndZO1p60Xcz+nURRFeaIz2MC9e/coU6YMY8aMoX79+jRq1Ihr164RFBRkLPPqq69y+fJl1q5dm+1xJk6cyKRJkzLtX7x4MW5ubrkS+8M8kq/RLGI8DqSzq8xoYryq5vo5hRBCiIImMTGRPn36EBcXh5eXV7bl7Lpl51Hu7u6Eh4dz5swZunbtCkB0dLRJshMTE5OptedR48aNY+TIB31k4uPjCQkJoXXr1jlWllUoCo5Le+FAOoZybajd693cPd9D9Ho9GzZsoFWrVmi12jw7r72Tesme1E3WpF6yJvWSPambrD1tvWTcmXmcfJXspKSkEBERQePGjQkLCyMwMJANGzZQo0YNAFJTU9m2bRvTpk3L8Tg6nQ6dTpdpv1arzf0v4ck1cH4LODrj0HYKDjb40ufJdeZDUi/Zk7rJmtRL1qResid1k7UnrRdzP2PXyc7o0aPp1KkTJUuWJCYmhk8++YT4+Hj69++PRqNhxIgRTJ48mXLlylGuXDkmT56Mm5sbffr0sXXoWdMnw7px6naDN6BIGdvGI4QQQhQCdp3sXLlyhd69e3Pz5k2KFStG/fr12b17N6Gh6nw0Y8aMISkpiaFDhxIbG0u9evVYv349np6eNo48G7tmQewF8AyCxqNsHY0QQghRKNh1srN06dIc39doNEycOJGJEyfmTUBPI+4q/P25ut3qY9B52DYeIYQQopCw+3l2CoyNE9RVzUPqQ3hPW0cjhBBCFBqS7OSFi7vg6M+ABtpNk1XNhRBCiDwkyU5uM6TDX++o27X6Q3B1m4YjhBBCFDZ23WenQDg4H6KPqstBNP/A1tEIIeyIoijoDXoS9YkkpSXh7OhMEdciZn/2yM0jrDm/hrN3zlLEtQiB7oEEugUS6B5IgHsAgW6B+Ln4oZHWZFHISbKTmxJvw6aP1e1m48G9qG3jESIfi0+NJy45Dr1Bb/pIV5/vpNzhZtJNbiXd4mbSTW4k3TC+dnRwpIhLEYq6FqWIaxGKuBRRn12L4OTgRKI+kUR9Ivf090hMU5+T0pLQOmgJcAsgwD1Afb6/rUOHoijcSbnDjfgbXEu4xrWEa0Tdi+JqwlXiU+MxKAbSlXQMhvvP91+nGdKMyU1iWiLpSrrJdZb2Lk39oPrUC6pHncA6eDqbji49f+c8qyNXs+b8Gq4kXHlsvbk6uVLetzwV/SpSqUglKhapSBnvMmgdZa4XUXhIspObtk6BpNtQrCLUHmzraITId24l3WLTpU2sv7Cefdf3YVAMT3ysm0k3ORV7yipxuTm5kZaWRuqKVKscD0DnqCM1PZXzcec5H3eexScX46BxoEqRKtQLqoeHswd/Rf7FydsnjZ9xdXKlecnm1A+qz53kO1xPvE70vWj1kRjNraRbJKUlcfjGYQ7fOGz8nNZBSznfclT0q0g533KU8ylHWd+y+Ln4PTbO5LRk4lLi8NZ54+LkYrXrFyI3SbKTm7xLgNZd7ZTsKFUthDlySnDcnNzQOmrROpg+nByc8NJ5UdS1qPFRzLWYsRXHoBi4lXzLpOXnVvItbiXdwqAYcNe64+bkhptWfWS8Tk5P5vq961xPvP+4d5341HgS0xKNMRVxKUJxj+IEeQQR7B5MsEcwPi4+OGmccNA44KhxfPDs4IDWQYubkxuuTq7q+ZzccHFywcnBibiUOPZF72N31G72RO3hQvwFjtw8wpGbR4znc9I48WzxZ2lfuj1NSjTBTZv9en76dD2XEy5z8tZJIm5HEHErghO3T3A39S4nbp3gxK0TJuX9XPyMiU9xj+LEJsdyI+kGMYkxxkd86oPp+T20HiYtZb7OvtxKvsWdk3fwdPE01qmrkytuTm54OHsQ4hmCg0a6i4q8JX+Bc1Ojt6BGX3B7/P+WhCjIbiTe4N+Yf/k35l+O3TxGcnoyGjRoNBo0aHDQOKDRaNCn6zkVe8okwalcpDKtS7WmVWgrQjxDbHgVqkR9Itfir7Ft2zZeaP8CHi7WmzPLW+dNy9CWtAxtCUD0vWh2R+1md9Ru4lLiaBbSjNahrfFx8THreFpHLaW9S1PauzTtS7cH1L4+VxOuGpOfc3fOcebOGa7cvcLt5Nvsid7Dnug9OR7XQeOAQTGQoE8gQZ/AxfiLJu9vOrgp28/66HyoG1iXekH1aBDUgBKeJaRPkch1kuzkNkl0RC5KTU/lyI0j7I3ey7k756hYpCINghtQ0a9irv7vOd2QzpWEK6Skp6AoSpZxRdyOMCY4VxOuWnT8KkWqGBOcEp4lrBW2Vbhp3Qj1CqWoY1F0jpnX2LOmQPdAupbtSteyXa12TI1GQwnPEpTwLEGr0FbG/Yn6RCLjIjlz5wxnY89y7d41/Fz88HfzVx+u95/d/fHUepKgTzC2lGW0mt24d4PDZw5TJKgIyenJJKapfaEynuNS4riTcof1F9ez/uJ6AIp7FKd+UH3qBNahmGsxnB2dcXZ0RueoMz7rHHV4OXtJUiSemCQ7QlhIURT06QppBgOODhp0To55du50QzoRtyPYE7WHvdF7OXj9IMnpycb3119cz1cHv8Jb5029wHo0CG5A/aD6mRKGh0cAJaUl4erkiofWAzetW6YkKV1J5+yds5yOO2289XEq9hRJaUlmx+2gcaCcTzmq+1enun91fHW+KCjGFhyDYjAmTeX9ylPco/iTVpF4Qm5aNyoXrUzlopXNKu/p7Imnsydh3mHGfXq9njVX19C+UfssF2jUG/Qcv3mcXVG72H1tN0duHuFqwlVWnFnBijMrcjyfq5MrxT2Kmz48i1PCowSlvEvleuIp8jdJdkS+YlAMxtsfT0qfbiD2Xiq37qVy+14qMXGJ7IjScHbzWeKT04lN1BObmMqd+893U1JJ5w5pjjEo2hvgdAMH3U0ctLfAMQmHdF9cNEXw1hajiEsgwe5BlPIpTjm/UIp7FcXLVYuXixNertr/b+/Oo6Mq7/+Bv+/s+0y2SWayJ2AWTCDIqkhUqAroqV/bClRcSu1Rjz2AX0/rgj14Wqme05+/0+WcYqvWpdhKW6lFjbIVYimyGxIhZiEJZLJNQmZf78w83z8muWRIggskE2Y+r3PuuTP3eWbm3g8T5nOf+zzPhVT89Vpb+AiPxvONON53HMf7juNE3wm4eFdMnVRFKuZnzcf0lOmoH6jH0d6jcAQcMWfPWeosiCASzrCDkbE71nLgoJaqoZaqoZVpIeEkOOM4A76GH1VXIVYI/UU4RP89hi9LceBQaChElbEKVRlVqMyohEZGt0hJdlKRVEh4H535KLy8F8f7juNQzyHUWevg4T0IhAMIhoMIRIbW4QAiLAJfyIdWeyta7a2j3lfCSVBsKEZpainK0spQllqGktQSqKXqOBwlmYoo2SFThof3oM5ahxPWE+j19MIZdMIVdMEddMMVdMHFRx9LRBJkKDOQocqAQZYOOWcAwnrwATUCQRn8IR6BcBCBEI9gmEcwHAIf5uEPBeHlA/CHA+C4EDC0cFwIEIXAtfCAKDj0nAcn5wElD07sAScKYdyBuhIP/LDAD6AvAJwOABgE0AZEQlpE/JmIBLIQDmRBFjFDK8qBRqaEVCyCVCyCRMwgEvMQDy0hzg4na4YTTfByZxDhAjEfJ2IqqCPXwMCVI10yA6ksF6IBMfpcEtxsXoZ112rhYmdwuOcwPu35FPX99ej19I656zKRDHKJHL6QD6FICAxM6IfR5+0T6qkkKpSmlqI8rRzlaeWYkTYD+bp8iEWT16pFEo9KqsKNOTfixpwbL1kvEA6g19OLLlcXLG4LLG4Lulxd6HJ34ZzrHFxBF5psTWiyNeFfZ/4FIJqA5+vyYVKbYFAYkCJPiVnrZXp4eS+sPiv6vdFO2MOdsQd8A1BL1cjR5AiX/HK0OcjV5CJHmwO9XD8Z4ZlyguEgvLwXern+qrukSMkOiRub34YTfSdwsOsojvcdR5uzGQxfPrSYj/Do9nSj29P95R8iGlpGZCrfpLFbwkmQpcpGrjYPudo85OnyUagvgFKsQdNAJ87YLLA4u9Hr7YE9aIU73I8Q54BI4oJI4wI0F85GPYyDO6QBx4WjyZUoNPoDR/w/wsJKhLwFCHuLEPYWIuI3wwERLhz96DikqKSoypuDeXlLcf88GRTqPugVSmGk0fBIIKkoGhjGGIKRIFxBFzy8J5rwBN1w+V1o/6wd9624Dwo5DTMm8SEXy5Gvy0e+Ln9UGWMMvZ5enB48jS8Gv0Dj+UY0DjbC6rWiw9mBDmfHN/pMe8COLnfXmJ21C3QFWFa4DMsLl6NAX3DJ92m1teKjjo+w5+we2F127P1kL8rSy1CSUoKS1BKY1eYxE4cIi8AVdMEesMMfil6qZmDCMQ8TcSJhRKJUJI0ZrchxHEKREMKRMEIsFH08NNfTxdM4cCP+0/GGvOh0daLT1QmLyyI87vX0goFBKVFGE8DhZHBobVKboJfroZPppty0BJTskEnh8PI42dWHf589hBP9R9DlP4mgaPSPdCSYirC3AJFAJlhEARZWDq0VYBElEFYAXBicxAmR1AlO4oRa5YVa5YFE5oRIHIKUkwz94UsgEUshFUkgE0uhkMigkSmglSuglSshl0Q7P4ohRusXrZhdORtqmRpyiRxKsRJyiRwKsQI6mQ4mjQkS0dh/LnPNFWNu9/JetNpb0WJrQbOtBV8MNuOMvRWOoA2c1DWqPgcOEpEcCpEGuapSFGkrUaStQLaqEFKxBBJx9L+jQCiCQCgCPx9GgA/Dz0cfD3qDONlpx+ddTti8PP79hRX//sIqvH+qWoZMnQJZOjmy9Iqhxwpk6hUwauUwahVIU0cn3hvG8zw89R5qwSFTFsdxMGlMMGlMWJK3RNg+4BtA82AzBvwDsPvtsAfssAVscAQcsPltsAfsUElVMCqNyFBlwKgyIkMZXacr0+Hm3bC4LMKPvcUdfdzv60eHswNbTm7BlpNbUJ5WjuWFy3F7we3IVGcCADocHfi442Ps7Ng56rLbPss+7LPsE55rpVpMT5kOnVwndOC2++1wBB2XNa/URPKFfGixtaDF1jJuHZlIBp1cB61MC51MB51Mh1Wlq7A4Z/Ek7ukFlOyQb4wxBoePx3lPEA4fD4eXh8PHw+4NwuELYdDjx6nzjWhzn4BP0gix8iw40dBssUNdV8IBI8LeQshD05AmKUWWKgvpRjk0cjEkIhHEIi524TjolVLkpamQn6ZCXqoKKtnlfY15nkdNew2WF4/dqfKbUklVqMyoRGVGZcz2Ad8A+rx9UIgVUEqUwiIXy69I03AgFEZjjwsnztrwWacdn52zwWLzYXCoj1Jjz/ivFYs4pGtkMGqjCVC6RgpHLwf3MQuyU9XI0itg0imhU0quumZsklzSlelIz768WeurjFWjtrmCLuzv3I+a9hp82v2p0Gn/pWMvYU7WHLiDbjQONgr1pSIpbsi+Ad/K/RZaT7YipSQFrY5WNA024YzjDFy8CyesJ8bdh+GWWKFf3HALzNAqwiIIRUIxs4kPtwCNFD2Zip4IDs/9BFxoLRr5EplYFr1sp81FrjY35rFWpkWPu0dI/iwui/C419sLV9CFCIsgGAliwDeAAd+A8L4jk9HJRskOuSQ+HMGZfjfOnvfCYvPBYvOiczC67rL54A4PQCQbACe1QyR1gJPYIZLah57bwYl5QH/hiyZjachTzcJ1xvm4MWcBpqVnIV0jm9QRTfE2POndRJFLxJiVa8CsXIOwze4NosfhR6/Tj76hde+I9YA7gPOeIMIRhj5nAH3Okf2ExPjYEjv5nEIqgkmvjLYI6RTI1MqRqVPAqIu2EBl1cqSpZdAqpBCLKCkiiUMr0+LO4jtxZ/GdGPQPYnfHbtS01+CE9QSO9h4FAIg5MRaYF+D2gttxS94t0Ml00ZOq0zVYXnrhpIoP82hztKHZ1gxfyAeD3IAURQr0cn20b5Hc8I1u6xGOhMFHeERYREhwruRUFAX6gnEv30VYBF7eC2fQGV0C0b6XzqBzzORxslCyQwQ2TxCNPU6c7nGisceFxh4nWqwu8OELKT8nsUGsboNE1QZxzhloZPZLvqdcpEJ5ymzckr8IN+cvQp42j1oE4sCgksGgkqHMpBu3Dh+O4Lw7CKvLD6szAKsrgF67F0dPtUBmMA4lQX7YvDz8fATtAx60D3gu+bkcB+gUUqSopNCrZDAopTCopFDLJVDLxFDKomvViMflZh3y02gUDZn6UhWpWFm6EitLV6Lb3Y19nfugECtwS94tSFGkfOnrpWIpSlKjfXeuJLFIHLdLzyJOBI1MA41MAzPMcdmHsVCyk6QcXh71XXbUWxyot9jRYHGg2+G/qFYEItkAtIYuaFLOISRthR/9MTXEnAR5ulyY1CaY1CZkqjOFx1nqLGRrssft60KmFqlYhCy9Aln6Cx0LeZ5Hjb8Jy5fPFs5G/XwYfUMtQn2uAKxOP6yuaCLU57yQKLkDITCG6CVOHw+c94730aMUZ6ixtCwTt5QacV1+CiRfc8g+IZPNrDHj3rJ7470bZBz0K5Sg/Hw4Oo+MO4jzngAGPUH02L3Y2yzC/286gLODo394OLELmcY+pBh6EZGfw2DoDPzh6Jm7e6iOmBNjRvoMzMuah7mZczHLOOuS9+YhiUchFSM/Tf2lrS/BUGQo0YnOWTQ8b5HDx8MTCMMbDMETDMEbDMMbCMPLh+HwBnGq24kz/R6c6W/DHz5pg14pxU0lGbil1Ihrs/VI18ihU1CfIULIV0fJzlUuEmFo7XfjaMcgjnXYcLLTjj6nH55gEJzEFTNqKfrcB04UgCInAKUsBKWCh0TCIwwPnLwNHgAeABjqsqEQK1CeVo5ZxlmYlzUPVcYqSm7IVyKTiJChlSND+/UG+zt8PD5p7se/v7BiX5MVdi+Pf9V14191F0bvScUc0tRypGlkSNdE11k6BcwGJbJTlMgZWl9u53VCSGKg/wmuMg4vj6Y+F46dHcTxDhuOnbXB4ePBSQcg1Z2ERPsFuBQbtBL3l75XCICLARiaHJcDh2JDMSrSK1CRUYGK9ApMM0yjy1BkUumVUtw504w7Z5oRCkfwWacdexut2N9kRZfNB1cgBD7Mop2rnRdfeo2VopLCbFAiU6dAqlqGVLUMKSoZ0tQypAw9z01RwqibWnOCEEKuLPoVm4IYi/5H3mp1xyxn+j0YcF8YJcNJ7JDo6qHJqgensIx6n5EzDRuVRqQp0tB3tg8zy2ZCp9AJtwUYXvJ1+TS9OplSJGIR5hakYm5BKp5aVgogeol20BPEeXcQA+7A0BJEr8OHLrsPFlt07fKHhm79weNUt/OSn5OhlaMiW49rzTrMyNajIlsPk15Bl8oISRCU7MTZcGJTb3Hg8y4H6i0ONHQ5MOgZ+95FEHmRnnkackM9nGgWNos5Meab5uP2gttRllYGo8oIg9wQM9yQ53nUWGuwvPzKzidDyGRSSMUwG5QwG5SXrOf08+iy+dBl82HAHcCgN9qHbdAbnW/I5gliwB1Ej8OHfldgzEkYp2VohOH0mTo5jDo5MrUKpCjFCIQn+kgJIVcKJTuTjDGGM/1u7G/qx8Ez51FvccS01gwTizgUpKlQnKFBUYYSnKoZzd59+GzgAAIRfrhLDWYbZ2NZ4TJ8K/9bSFOmTe7BEDKF6RRS6EzSSw63BwBvMITGHhc+74qecHze7URLnwuDniCOeAYv8UoJ/l9jLQrS1ShMU0fX6SoUpmuQm0r9hQiZSuivcRK4AyH8t3UAtc39qG3qR5fdF1MuFnGYbtSgMkePihwDKrL1KM3Sotfbifda38P7Z96H1XrhjLMkpQR3Ft+J2wpuQ5Y6a7IPh5CEopJJcF1+Cq7LvzAvip8Po7nPhXODXvQ5AyPmHvIL8w25/CFYXdFh9kfaRydFGrkExqEO2kbd8C055FDJxHAHwvAEQnAHQvAEoqPSXP7oPdJM+mhHa7NeCZNBAZNeCbNBQckTIZeB/nom0Laj5/DPz7pwrMOGUOTCxHwyiQjzC1NRfU0GZuenoNykg0IanQDK5rdh99ldeGn3+6jrrxNeY5AbsKJoBe6adhdKU0sn+1AISSoKqRiVOQZU5hjGLOd5Hv/YUYNrZt8AiyOAtn4POs570DHgQduABy5/NJFxB0Jo+5KJF7+qDK0cs/MMmFuQijkFqZhh1kFK8w8R8pVQsjOBTlocONQWPeMrSFOh+poM3FRixPyi1JizNC/vxYdt+1DTXoODXQcRYtEzPBEnwqLsRbhr2l2ozqmGTCyLy3EQQkZTSYDKHD2uK4zt/8YYgzsw1Ooz1BrUP9QCZHX64ePD0Mil0MjFUMsl0Cgk0MijSzjC0OPwo8fhQ7f9wtodCKHfFcDOU33YeaoPQPSWHTNzosnPdfkpmGHWIUN7Ze6vRkiioWRnAn1ndg5KMrWoviYDBemxo5wC4QAOdR/Ch+0fYn/nfvhCFy5tlaWWYXnhciwvWg6jyjjJe00IuRwcx0GrkEKrkKI4Q3NF3tPp59Hc68KxszYc67Dh2NlB2L08DrcP4vCIS2jpmugtQcrNOpSbdJhh1qEwXUP3JyNJj5KdCXRxP4AB3wD+Y/kP9nfux6c9n8YkOLnaXCHBKdIXxWFvCSFTlU4hxZyhy1eojk4m2jbgxrEOG4522FDXaUP7gAcD7iD+0zKA/7QMxLx+MnMdxsR4/NCuyfvAq0iyx2bz/1Rg9by8uHw2JTsTiDGGZlsz9nfuR62lFg0DDTHlRqURtxbciuWFy3Ft+rXU/EwI+UpEIg7TjFpMM2qxaujHwxcMo6nPhdPdzhE39HXCGwxjRJfBScCBTernXU2SOzbxPHZKdibQ/+7/X+w5tydmW3laOW7KuQnVudUoSy2jBIcQckUoZWLMyjVgVq5B2BaJMJz3BMEwOb8yIT6EvXv3YsmSJZBI6edlJIoNoJXHb3635Iz4JJmRPgMHug5ggWkBqnOrsThnMfXBIYRMGpGI+9r3JrscPM9DJ4uOHKOJS2NRbOKLkp0JtKpkFdaUrYFCQvfdIYQQQuKFkp0JpJFdmZEYhBBCCPnmaEYqQgghhCQ0SnYIIYQQktAo2SGEEEJIQqNkhxBCCCEJjZIdQgghhCQ0SnYIIYQQktAo2SGEEEJIQqNkhxBCCCEJjZIdQgghhCQ0SnYIIYQQktAo2SGEEEJIQqNkhxBCCCEJjZIdQgghhCQ0uus5AMYYAMDpdMZ5TyYWz/Pwer1wOp2QSqXx3p0pg+IyPorN2CguY6O4jI9iM7bLjcvw7/bw7/h4KNkB4HK5AAC5ublx3hNCCCGEfF0ulwt6vX7cco59WTqUBCKRCLq7u6HVasFxXLx3Z8I4nU7k5uais7MTOp0u3rszZVBcxkexGRvFZWwUl/FRbMZ2uXFhjMHlcsFsNkMkGr9nDrXsABCJRMjJyYn3bkwanU5Hf2xjoLiMj2IzNorL2Cgu46PYjO1y4nKpFp1h1EGZEEIIIQmNkh1CCCGEJDRKdpKIXC7Hpk2bIJfL470rUwrFZXwUm7FRXMZGcRkfxWZskxUX6qBMCCGEkIRGLTuEEEIISWiU7BBCCCEkoVGyQwghhJCERskOIYQQQhIaJTsJZsuWLaisrBQmaFq4cCE++ugjoZwxhueeew5msxlKpRI33XQTTp06Fcc9jo8XXngBHMdhw4YNwrZkjc1zzz0HjuNilqysLKE8WeMCAF1dXVizZg3S0tKgUqkwa9YsHD9+XChP1tgUFBSM+s5wHIfHHnsMQPLGJRQK4dlnn0VhYSGUSiWKiorw85//HJFIRKiTrLFxuVzYsGED8vPzoVQqcf311+Po0aNC+YTHhZGEsmPHDvbhhx+ypqYm1tTUxJ555hkmlUrZ559/zhhj7MUXX2RarZa9++67rKGhga1cuZKZTCbmdDrjvOeT58iRI6ygoIBVVlay9evXC9uTNTabNm1iM2bMYD09PcJitVqF8mSNy+DgIMvPz2cPPvggO3z4MGtvb2d79uxhra2tQp1kjY3Vao35vuzevZsBYPv27WOMJW9cnn/+eZaWlsY++OAD1t7ezv7+978zjUbDfv3rXwt1kjU299xzDysvL2e1tbWspaWFbdq0iel0OmaxWBhjEx8XSnaSQEpKCnv11VdZJBJhWVlZ7MUXXxTK/H4/0+v17OWXX47jHk4el8vFpk+fznbv3s2qq6uFZCeZY7Np0yY2c+bMMcuSOS5PPvkkW7Ro0bjlyRybi61fv54VFxezSCSS1HFZsWIFW7t2bcy2u+++m61Zs4YxlrzfGa/Xy8RiMfvggw9its+cOZNt3LhxUuJCl7ESWDgcxjvvvAOPx4OFCxeivb0dvb29uPXWW4U6crkc1dXVOHjwYBz3dPI89thjWLFiBZYuXRqzPdlj09LSArPZjMLCQqxatQptbW0AkjsuO3bswJw5c/C9730PRqMRVVVVeOWVV4TyZI7NSMFgEFu3bsXatWvBcVxSx2XRokXYu3cvmpubAQAnT57EgQMHsHz5cgDJ+50JhUIIh8NQKBQx25VKJQ4cODApcaFkJwE1NDRAo9FALpfjkUcewT//+U+Ul5ejt7cXAJCZmRlTPzMzUyhLZO+88w5OnDiBF154YVRZMsdm/vz5eOutt7Bz50688sor6O3txfXXX4/z588ndVza2tqwZcsWTJ8+HTt37sQjjzyCdevW4a233gKQ3N+Zkd577z3Y7XY8+OCDAJI7Lk8++SRWr16N0tJSSKVSVFVVYcOGDVi9ejWA5I2NVqvFwoUL8Ytf/ALd3d0Ih8PYunUrDh8+jJ6enkmJC931PAGVlJSgrq4Odrsd7777Lh544AHU1tYK5RzHxdRnjI3almg6Ozuxfv167Nq1a9TZxUjJGJtly5YJjysqKrBw4UIUFxfjzTffxIIFCwAkZ1wikQjmzJmDX/7ylwCAqqoqnDp1Clu2bMH9998v1EvG2Iz02muvYdmyZTCbzTHbkzEu27Ztw9atW/GXv/wFM2bMQF1dHTZs2ACz2YwHHnhAqJeMsfnzn/+MtWvXIjs7G2KxGLNnz8b3v/99nDhxQqgzkXGhlp0EJJPJMG3aNMyZMwcvvPACZs6cid/85jfCCJuLM2Wr1Toqo040x48fh9VqxXXXXQeJRAKJRILa2lr89re/hUQiEY4/GWNzMbVajYqKCrS0tCT1d8ZkMqG8vDxmW1lZGc6dOwcASR2bYWfPnsWePXvw0EMPCduSOS4/+clP8NRTT2HVqlWoqKjAfffdh8cff1xoTU7m2BQXF6O2thZutxudnZ04cuQIeJ5HYWHhpMSFkp0kwBhDIBAQvlS7d+8WyoLBIGpra3H99dfHcQ8n3pIlS9DQ0IC6ujphmTNnDu69917U1dWhqKgoaWNzsUAggMbGRphMpqT+ztxwww1oamqK2dbc3Iz8/HwASOrYDHv99ddhNBqxYsUKYVsyx8Xr9UIkiv1ZFYvFwtDzZI7NMLVaDZPJBJvNhp07d+Lb3/725MTlinRzJlPG008/zT755BPW3t7O6uvr2TPPPMNEIhHbtWsXYyw6vE+v17Pt27ezhoYGtnr16qQY9jiWkaOxGEve2DzxxBNs//79rK2tjR06dIjdcccdTKvVso6ODsZY8sblyJEjTCKRsM2bN7OWlhb29ttvM5VKxbZu3SrUSdbYMMZYOBxmeXl57MknnxxVlqxxeeCBB1h2drYw9Hz79u0sPT2d/fSnPxXqJGtsPv74Y/bRRx+xtrY2tmvXLjZz5kw2b948FgwGGWMTHxdKdhLM2rVrWX5+PpPJZCwjI4MtWbJESHQYiw593LRpE8vKymJyuZwtXryYNTQ0xHGP4+fiZCdZYzM8n4VUKmVms5ndfffd7NSpU0J5ssaFMcbef/99du211zK5XM5KS0vZH//4x5jyZI7Nzp07GQDW1NQ0qixZ4+J0Otn69etZXl4eUygUrKioiG3cuJEFAgGhTrLGZtu2bayoqIjJZDKWlZXFHnvsMWa324XyiY4LxxhjV6aNiBBCCCFk6qE+O4QQQghJaJTsEEIIISShUbJDCCGEkIRGyQ4hhBBCEholO4QQQghJaJTsEEIIISShUbJDCCGEkIRGyQ4hhBBCEholO4SQq9bBgwchFotx++23x3tXCCFTGM2gTAi5aj300EPQaDR49dVXcfr0aeTl5cV7lwghUxC17BBCrkoejwd/+9vf8Oijj+KOO+7AG2+8EVO+Y8cOTJ8+HUqlEjfffDPefPNNcBwHu90u1Dl48CAWL14MpVKJ3NxcrFu3Dh6PZ3IPhBAy4SjZIYRclbZt24aSkhKUlJRgzZo1eP311zHcUN3R0YHvfve7uOuuu1BXV4eHH34YGzdujHl9Q0MDbrvtNtx9992or6/Htm3bcODAAfz4xz+Ox+EQQiYQXcYihFyVbrjhBtxzzz1Yv349QqEQTCYT/vrXv2Lp0qV46qmn8OGHH6KhoUGo/+yzz2Lz5s2w2WwwGAy4//77oVQq8Yc//EGoc+DAAVRXV8Pj8UChUMTjsAghE4BadgghV52mpiYcOXIEq1atAgBIJBKsXLkSf/rTn4TyuXPnxrxm3rx5Mc+PHz+ON954AxqNRlhuu+02RCIRtLe3T86BEEImhSTeO0AIIV/Xa6+9hlAohOzsbGEbYwxSqRQ2mw2MMXAcF/OaixuxI5EIHn74Yaxbt27U+1NHZ0ISCyU7hJCrSigUwltvvYWXXnoJt956a0zZd77zHbz99tsoLS1FTU1NTNmxY8dins+ePRunTp3CtGnTJnyfCSHxRX12CCFXlffeew8rV66E1WqFXq+PKdu4cSNqamqwfft2lJSU4PHHH8cPf/hD1NXV4YknnoDFYoHdboder0d9fT0WLFiAH/zgB/jRj34EtVqNxsZG7N69G7/73e/idHSEkIlAfXYIIVeV1157DUuXLh2V6ADRlp26ujrYbDb84x//wPbt21FZWYktW7YIo7HkcjkAoLKyErW1tWhpacGNN96Iqqoq/OxnP4PJZJrU4yGETDxq2SGEJIXNmzfj5ZdfRmdnZ7x3hRAyyajPDiEkIf3+97/H3LlzkZaWhv/+97/41a9+RXPoEJKkKNkhhCSklpYWPP/88xgcHEReXh6eeOIJPP300/HeLUJIHNBlLEIIIYQkNOqgTAghhJCERskOIYQQQhIaJTuEEEIISWiU7BBCCCEkoVGyQwghhJCERskOIYQQQhIaJTuEEEIISWiU7BBCCCEkoVGyQwghhJCE9n/coLMB0E3GqAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Find the mean of each variable at every age\n", + "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", + "\n", + "plt.figure()\n", + "plt.plot(AgeMeans.Age, AgeMeans.pIncome, label=\"Permanent Income\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.M, label=\"Market resources\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.Cons, label=\"Consumption\")\n", + "plt.legend()\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(f\"Thousands of {adjust_infl_to} USD\")\n", + "plt.title(\"Variable Medians Conditional on Survival\")\n", + "plt.grid()" + ] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/ConsBequestModel/example_ConsPortfolioComp.ipynb b/examples/ConsBequestModel/example_ConsPortfolioComp.ipynb new file mode 100644 index 000000000..f4050ff56 --- /dev/null +++ b/examples/ConsBequestModel/example_ConsPortfolioComp.ipynb @@ -0,0 +1,109 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "from HARK.ConsumptionSaving.ConsPortfolioModel import (\n", + " PortfolioConsumerType,\n", + " init_portfolio,\n", + ")\n", + "from HARK.ConsumptionSaving.ConsBequestModel import BequestWarmGlowPortfolioType\n", + "\n", + "from HARK.ConsumptionSaving.ConsIndShockModel import (\n", + " init_idiosyncratic_shocks\n", + ")\n", + "from HARK.utilities import plot_funcs" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "port_type = PortfolioConsumerType(**init_portfolio)\n", + "port_type.cycles = 0\n", + "port_type.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "beq_type = BequestWarmGlowPortfolioType(\n", + " **init_portfolio)\n", + "\n", + "beq_type.TermBeqFac = 0\n", + "beq_type.BeqFac = [0]\n", + "beq_type.cycles = 0\n", + "beq_type.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_funcs([beq_type.solution[0].cFuncAdj, port_type.solution[0].cFuncAdj], 0, 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_funcs([beq_type.solution[0].ShareFuncAdj, port_type.solution[0].ShareFuncAdj], 0, 10)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "hark", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/ConsBequestModel/example_TerminalBequestPort.ipynb b/examples/ConsBequestModel/example_TerminalBequestPort.ipynb new file mode 100644 index 000000000..3b74d1b4f --- /dev/null +++ b/examples/ConsBequestModel/example_TerminalBequestPort.ipynb @@ -0,0 +1,395 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 35, + "id": "19c5f531", + "metadata": {}, + "outputs": [], + "source": [ + "from copy import copy\n", + "from time import time\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "from HARK.Calibration.Income.IncomeTools import (\n", + " CGM_income,\n", + " parse_income_spec,\n", + " parse_time_params,\n", + ")\n", + "from HARK.ConsumptionSaving.ConsBequestModel import (\n", + " BequestWarmGlowPortfolioType,\n", + ")\n", + "from HARK.datasets.life_tables.us_ssa.SSATools import parse_ssa_life_table\n", + "from HARK.datasets.SCF.WealthIncomeDist.SCFDistTools import income_wealth_dists_from_scf\n", + "from HARK.utilities import plot_funcs" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "509ad629", + "metadata": {}, + "outputs": [], + "source": [ + "# First define the portfolio params similar to the notebook solution for that agent type\n", + "ConsPortfolioDict = {\n", + " # Parameters shared with the Perfect foresight consumer type\n", + " \"CRRA\": 5.0, # Coefficient of relative risk aversion,\n", + " \"Rfree\": 1.03, # Interest factor on assets\n", + " \"DiscFac\": 0.90, # Intertemporal discount factor\n", + " \"LivPrb\": [0.98], # Survival probability\n", + " \"PermGroFac\": [1.01], # Permanent income growth factor\n", + " \"BoroCnstArt\": 0.0, # Artificial borrowing constraint\n", + " \"MaxKinks\": 400, # Maximum number of grid points to allow in cFunc (should be large)\n", + " \"AgentCount\": 10000, # Number of agents of this type (only matters for simulation)\n", + " \"aNrmInitMean\": 0.0, # Mean of log initial assets (only matters for simulation)\n", + " \"aNrmInitStd\": 1.0, # Standard deviation of log initial assets (only for simulation)\n", + " \"pLvlInitMean\": 0.0, # Mean of log initial permanent income (only matters for simulation)\n", + " \"pLvlInitStd\": 0.0, # Standard deviation of log initial permanent income (only matters for simulation)\n", + " \"PermGroFacAgg\": 1.0, # Aggregate permanent income growth factor: portion of PermGroFac attributable to aggregate productivity growth (only matters for simulation)\n", + " \"T_age\": None, # Age after which simulated agents are automatically killed\n", + " \"T_cycle\": 1, # Number of periods in the cycle for this agent type\n", + " \"PerfMITShk\": False, # Do Perfect Foresight MIT Shock: Forces Newborns to follow solution path of the agent he/she replaced when True\n", + " # assets above grid parameters\n", + " \"aXtraMin\": 0.001, # Minimum end-of-period \"assets above minimum\" value\n", + " \"aXtraMax\": 100, # Maximum end-of-period \"assets above minimum\" value\n", + " \"aXtraNestFac\": 1, # Exponential nesting factor when constructing \"assets above minimum\" grid\n", + " \"aXtraCount\": 200, # Number of points in the grid of \"assets above minimum\"\n", + " \"aXtraExtra\": [\n", + " None\n", + " ], # Some other value of \"assets above minimum\" to add to the grid, not used\n", + " # Income process variables\n", + " \"PermShkStd\": [0.1], # Standard deviation of log permanent income shocks\n", + " \"PermShkCount\": 7, # Number of points in discrete approximation to permanent income shocks\n", + " \"TranShkStd\": [0.1], # Standard deviation of log transitory income shocks\n", + " \"TranShkCount\": 7, # Number of points in discrete approximation to transitory income shocks\n", + " \"UnempPrb\": 0.05, # Probability of unemployment while working\n", + " \"UnempPrbRet\": 0.005, # Probability of \"unemployment\" while retired\n", + " \"IncUnemp\": 0.3, # Unemployment benefits replacement rate\n", + " \"IncUnempRet\": 0.0, # \"Unemployment\" benefits when retired\n", + " \"tax_rate\": 0.0, # Flat income tax rate\n", + " \"T_retire\": 0, # Period of retirement (0 --> no retirement)\n", + " \"vFuncBool\": False, # Whether to calculate the value function during solution\n", + " \"CubicBool\": False, # Use cubic spline interpolation when True, linear interpolation when False\n", + " \"neutral_measure\": False, # Use permanent income neutral measure (see Harmenberg 2021) during simulations when True.\n", + " \"NewbornTransShk\": False, # Whether Newborns have transitory shock. The default is False.\n", + " # Attributes specific to the Portfolio consumer\n", + " \"RiskyAvg\": 1.08, # Average return of the risky asset\n", + " \"RiskyStd\": 0.20, # Standard deviation of (log) risky returns\n", + " \"RiskyCount\": 5, # Number of integration nodes to use in approximation of risky returns\n", + " \"ShareCount\": 25, # Number of discrete points in the risky share approximation\n", + " \"AdjustPrb\": 1.0, # Probability that the agent can adjust their risky portfolio share each period\n", + " \"DiscreteShareBool\": False, # Flag for whether to optimize risky share on a discrete grid only\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "8a2d828c", + "metadata": { + "title": "Alter calibration" + }, + "outputs": [], + "source": [ + "birth_age = 25\n", + "death_age = 90\n", + "adjust_infl_to = 1992\n", + "income_calib = CGM_income\n", + "education = \"College\"\n", + "\n", + "# Income specification\n", + "income_params = parse_income_spec(\n", + " age_min=birth_age,\n", + " age_max=death_age,\n", + " adjust_infl_to=adjust_infl_to,\n", + " **income_calib[education],\n", + " SabelhausSong=True,\n", + ")\n", + "\n", + "# Initial distribution of wealth and permanent income\n", + "dist_params = income_wealth_dists_from_scf(\n", + " base_year=adjust_infl_to,\n", + " age=birth_age,\n", + " education=education,\n", + " wave=1995,\n", + ")\n", + "\n", + "# We need survival probabilities only up to death_age-1, because survival\n", + "# probability at death_age is 1.\n", + "liv_prb = parse_ssa_life_table(\n", + " female=True,\n", + " cross_sec=True,\n", + " year=2004,\n", + " min_age=birth_age,\n", + " max_age=death_age - 1,\n", + ")\n", + "\n", + "# Parameters related to the number of periods implied by the calibration\n", + "time_params = parse_time_params(age_birth=birth_age, age_death=death_age)\n", + "\n", + "# Update all the new parameters\n", + "params = copy(ConsPortfolioDict)\n", + "params.update(time_params)\n", + "params.update(dist_params)\n", + "params.update(income_params)\n", + "params.update({\"LivPrb\": [1.0] * len(liv_prb)})\n", + "\n", + "# Specify bequest parameters\n", + "params[\"TermBeqCRRA\"] = params[\"CRRA\"]\n", + "params[\"TermBeqFac\"] = 1.0\n", + "params[\"TermBeqShift\"] = 0.0\n", + "params[\"BeqCRRA\"] = params[\"CRRA\"]\n", + "params[\"BeqFac\"] = 0.0\n", + "params[\"BeqShift\"] = 0.0" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "fbfff075", + "metadata": { + "title": "Create and solve agent" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n" + ] + } + ], + "source": [ + "# Make and solve an idiosyncratic shocks consumer with a finite lifecycle\n", + "TerminalExample = BequestWarmGlowPortfolioType(**params)\n", + "# Make this consumer live a sequence of periods exactly once\n", + "TerminalExample.cycles = 1" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "5f41049a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a lifecycle consumer took 1.467806100845337 seconds.\n" + ] + } + ], + "source": [ + "start_time = time()\n", + "TerminalExample.solve()\n", + "end_time = time()\n", + "print(f\"Solving a lifecycle consumer took {end_time - start_time} seconds.\")\n", + "TerminalExample.unpack(\"cFuncAdj\")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "27d1663e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the consumption functions\n", + "print(\"Consumption functions\")\n", + "plot_funcs(TerminalExample.cFuncAdj, 0, 5)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "a16b7032", + "metadata": { + "lines_to_next_cell": 2, + "title": "Simulation" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'aNrm': array([[ 0.46904282, 1.31175838, 0.56159051, ..., 1.52467805,\n", + " 2.09733267, 0.37409977],\n", + " [ 1.37520903, 0.6176298 , 0.30952987, ..., 1.84837915,\n", + " 0.89571365, 0.24535435],\n", + " [ 0.89533034, 0.6693685 , 0.22147663, ..., 0.99076435,\n", + " 1.90439842, 0.27483799],\n", + " ...,\n", + " [ 3.1209396 , 2.09409977, 1.53508227, ..., 1.14624321,\n", + " 7.43197775, 1.08544793],\n", + " [ 5.3628424 , 2.66917712, 2.83951441, ..., 1.89757911,\n", + " 12.28691809, 2.38158327],\n", + " [ 5.63316314, 2.11559551, 3.19324341, ..., 2.36804854,\n", + " 9.9066531 , 3.49900954]]),\n", + " 'cNrm': array([[0.67873532, 0.78560172, 0.69243062, ..., 0.8093949 , 0.87001464,\n", + " 0.66309012],\n", + " [0.79329515, 0.70222072, 0.65278482, ..., 0.84389605, 0.73779289,\n", + " 0.63795665],\n", + " [0.74499716, 0.71689987, 0.63878221, ..., 0.75628097, 0.85485524,\n", + " 0.65281797],\n", + " ...,\n", + " [0.97070054, 0.87382028, 0.81664986, ..., 0.77414266, 1.32229596,\n", + " 0.76722624],\n", + " [1.15881367, 0.93108216, 0.94666304, ..., 0.85739706, 1.66736904,\n", + " 0.90425066],\n", + " [1.17635676, 0.87972626, 0.97764095, ..., 0.9034842 , 1.4913754 ,\n", + " 1.00400766]]),\n", + " 'pLvl': array([[36.71640118, 16.82205727, 7.95128107, ..., 30.27971795,\n", + " 12.98853902, 18.48391768],\n", + " [31.84982278, 17.83243806, 9.24615523, ..., 39.24987577,\n", + " 16.83630422, 17.86391025],\n", + " [33.54769045, 17.12447306, 7.96951851, ..., 50.55320999,\n", + " 11.99248252, 18.81620929],\n", + " ...,\n", + " [18.05444828, 25.2129987 , 8.67721827, ..., 23.09621387,\n", + " 64.19075411, 78.77789183],\n", + " [13.03220011, 38.8833582 , 6.26345614, ..., 22.19010488,\n", + " 46.3346617 , 75.68728331],\n", + " [14.83380395, 58.74199052, 7.12933194, ..., 25.25772031,\n", + " 69.99884743, 65.89269544]]),\n", + " 't_age': array([[1., 1., 1., ..., 1., 1., 1.],\n", + " [2., 2., 2., ..., 2., 2., 2.],\n", + " [3., 3., 3., ..., 3., 3., 3.],\n", + " ...,\n", + " [3., 3., 3., ..., 3., 3., 3.],\n", + " [4., 4., 4., ..., 4., 4., 4.],\n", + " [5., 5., 5., ..., 5., 5., 5.]]),\n", + " 'mNrm': array([[ 1.14777815, 2.0973601 , 1.25402113, ..., 2.33407295,\n", + " 2.96734731, 1.03718989],\n", + " [ 2.16850418, 1.31985051, 0.96231468, ..., 2.6922752 ,\n", + " 1.63350654, 0.883311 ],\n", + " [ 1.6403275 , 1.38626836, 0.86025884, ..., 1.74704532,\n", + " 2.75925366, 0.92765597],\n", + " ...,\n", + " [ 4.09164014, 2.96792005, 2.35173212, ..., 1.92038587,\n", + " 8.75427371, 1.85267418],\n", + " [ 6.52165608, 3.60025928, 3.78617744, ..., 2.75497617,\n", + " 13.95428713, 3.28583394],\n", + " [ 6.80951991, 2.99532178, 4.17088436, ..., 3.27153274,\n", + " 11.3980285 , 4.5030172 ]])}" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Number of LifecycleExamples and periods in the simulation.\n", + "TerminalExample.AgentCount = 500\n", + "TerminalExample.T_sim = 200\n", + "\n", + "# Set up the variables we want to keep track of.\n", + "TerminalExample.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\"]\n", + "\n", + "# Run the simulations\n", + "TerminalExample.initialize_sim()\n", + "TerminalExample.simulate()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "7c7979ec", + "metadata": { + "title": "Extract and format simulation results" + }, + "outputs": [], + "source": [ + "raw_data = {\n", + " \"Age\": TerminalExample.history[\"t_age\"].flatten() + birth_age - 1,\n", + " \"pIncome\": TerminalExample.history[\"pLvl\"].flatten(),\n", + " \"nrmM\": TerminalExample.history[\"mNrm\"].flatten(),\n", + " \"nrmC\": TerminalExample.history[\"cNrm\"].flatten(),\n", + "}\n", + "\n", + "Data = pd.DataFrame(raw_data)\n", + "Data[\"Cons\"] = Data.nrmC * Data.pIncome\n", + "Data[\"M\"] = Data.nrmM * Data.pIncome" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "1d8269db", + "metadata": { + "title": "Plots" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Find the mean of each variable at every age\n", + "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", + "\n", + "plt.figure()\n", + "plt.plot(AgeMeans.Age, AgeMeans.pIncome, label=\"Permanent Income\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.M, label=\"Market resources\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.Cons, label=\"Consumption\")\n", + "plt.legend()\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(f\"Thousands of {adjust_infl_to} USD\")\n", + "plt.title(\"Variable Medians Conditional on Survival\")\n", + "plt.grid()" + ] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From ae0358eee119d2ff47cf645cdde3025d4821a2aa Mon Sep 17 00:00:00 2001 From: dedwar65 Date: Thu, 28 Mar 2024 06:08:32 -0400 Subject: [PATCH 2/5] example notebooks Notebooks featuring the bequest portfolio consumer type almost complete. There is a minor issue in the notebooks: for some reason, the accidental and terminal bequest portfolio types are returning the same consumption functions and wealth moments. This obviously should not occur, since the dictionary creates instances with different parameter values. --- HARK/ConsumptionSaving/ConsBequestModel.py | 33 ++-- .../example_AccidentalBequest.ipynb | 8 +- .../example_AccidentalBequestPort.ipynb | 187 +++++++++--------- .../example_TerminalBequest.ipynb | 8 +- .../example_TerminalBequestPort.ipynb | 144 +++++++------- 5 files changed, 192 insertions(+), 188 deletions(-) diff --git a/HARK/ConsumptionSaving/ConsBequestModel.py b/HARK/ConsumptionSaving/ConsBequestModel.py index f097a8d0d..38aee2720 100644 --- a/HARK/ConsumptionSaving/ConsBequestModel.py +++ b/HARK/ConsumptionSaving/ConsBequestModel.py @@ -10,27 +10,18 @@ """ import numpy as np + from HARK.ConsumptionSaving.ConsIndShockModel import ( - ConsIndShockSolver, - IndShockConsumerType, - init_idiosyncratic_shocks, - init_lifecycle, -) -from HARK.ConsumptionSaving.ConsPortfolioModel import ( - ConsPortfolioSolver, - PortfolioConsumerType, - PortfolioSolution, - init_portfolio, -) + ConsIndShockSolver, IndShockConsumerType, init_idiosyncratic_shocks, + init_lifecycle) +from HARK.ConsumptionSaving.ConsPortfolioModel import (ConsPortfolioSolver, + PortfolioConsumerType, + PortfolioSolution, + init_portfolio) from HARK.core import make_one_period_oo_solver -from HARK.interpolation import ( - ConstantFunction, - IdentityFunction, - LinearInterp, - MargMargValueFuncCRRA, - MargValueFuncCRRA, - ValueFuncCRRA, -) +from HARK.interpolation import (ConstantFunction, IdentityFunction, + LinearInterp, MargMargValueFuncCRRA, + MargValueFuncCRRA, ValueFuncCRRA) from HARK.rewards import UtilityFuncCRRA, UtilityFuncStoneGeary @@ -352,7 +343,7 @@ def calc_EndOfPrdvP(self): init_wealth_in_utility = init_idiosyncratic_shocks.copy() init_wealth_in_utility["BeqCRRA"] = init_idiosyncratic_shocks["CRRA"] -init_wealth_in_utility["BeqFac"] = 1.0 +init_wealth_in_utility["BeqFac"] = 0.0 init_wealth_in_utility["BeqShift"] = 0.0 init_wealth_in_utility["TermBeqCRRA"] = init_idiosyncratic_shocks["CRRA"] init_wealth_in_utility["TermBeqFac"] = 0.0 # ignore bequest motive in terminal period @@ -362,6 +353,8 @@ def calc_EndOfPrdvP(self): init_warm_glow["TermBeqCRRA"] = init_lifecycle["CRRA"] init_warm_glow["TermBeqFac"] = 1.0 init_warm_glow["TermBeqShift"] = 0.0 +init_warm_glow["BeqFac"] = 0.0 # Value of bequest relative to consumption +init_warm_glow["BeqShift"] = 0.0 # Shifts the utility function init_accidental_bequest = init_warm_glow.copy() init_accidental_bequest["BeqFac"] = 1.0 # Value of bequest relative to consumption diff --git a/examples/ConsBequestModel/example_AccidentalBequest.ipynb b/examples/ConsBequestModel/example_AccidentalBequest.ipynb index c17c6778a..316941159 100644 --- a/examples/ConsBequestModel/example_AccidentalBequest.ipynb +++ b/examples/ConsBequestModel/example_AccidentalBequest.ipynb @@ -105,7 +105,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a lifecycle consumer took 0.2072460651397705 seconds.\n" + "Solving a lifecycle consumer took 0.019341230392456055 seconds.\n" ] } ], @@ -132,7 +132,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -269,7 +269,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -313,7 +313,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.9.18" } }, "nbformat": 4, diff --git a/examples/ConsBequestModel/example_AccidentalBequestPort.ipynb b/examples/ConsBequestModel/example_AccidentalBequestPort.ipynb index 011cd2fb8..a42e5a1a3 100644 --- a/examples/ConsBequestModel/example_AccidentalBequestPort.ipynb +++ b/examples/ConsBequestModel/example_AccidentalBequestPort.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 11, + "execution_count": 1, "id": "19c5f531", "metadata": {}, "outputs": [], @@ -20,6 +20,7 @@ ")\n", "from HARK.ConsumptionSaving.ConsBequestModel import (\n", " BequestWarmGlowPortfolioType,\n", + " init_accidental_bequest\n", ")\n", "from HARK.datasets.life_tables.us_ssa.SSATools import parse_ssa_life_table\n", "from HARK.datasets.SCF.WealthIncomeDist.SCFDistTools import income_wealth_dists_from_scf\n", @@ -28,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 2, "id": "509ad629", "metadata": {}, "outputs": [], @@ -75,19 +76,13 @@ " \"CubicBool\": False, # Use cubic spline interpolation when True, linear interpolation when False\n", " \"neutral_measure\": False, # Use permanent income neutral measure (see Harmenberg 2021) during simulations when True.\n", " \"NewbornTransShk\": False, # Whether Newborns have transitory shock. The default is False.\n", - " # Attributes specific to the Portfolio consumer\n", - " \"RiskyAvg\": 1.08, # Average return of the risky asset\n", - " \"RiskyStd\": 0.20, # Standard deviation of (log) risky returns\n", - " \"RiskyCount\": 5, # Number of integration nodes to use in approximation of risky returns\n", - " \"ShareCount\": 25, # Number of discrete points in the risky share approximation\n", - " \"AdjustPrb\": 1.0, # Probability that the agent can adjust their risky portfolio share each period\n", - " \"DiscreteShareBool\": False, # Flag for whether to optimize risky share on a discrete grid only\n", + "# Flag for whether to optimize risky share on a discrete grid only\n", "}" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 3, "id": "8a2d828c", "metadata": { "title": "Alter calibration" @@ -127,43 +122,55 @@ " max_age=death_age - 1,\n", ")\n", "\n", + "portfolio_params = { # Attributes specific to the Portfolio consumer\n", + " \"RiskyAvg\": 1.08, # Average return of the risky asset\n", + " \"RiskyStd\": 0.20, # Standard deviation of (log) risky returns\n", + " \"RiskyCount\": 5, # Number of integration nodes to use in approximation of risky returns\n", + " \"ShareCount\": 25, # Number of discrete points in the risky share approximation\n", + " \"AdjustPrb\": 1.0, # Probability that the agent can adjust their risky portfolio share each period\n", + " \"DiscreteShareBool\": False,\n", + "}\n", + "\n", "# Parameters related to the number of periods implied by the calibration\n", "time_params = parse_time_params(age_birth=birth_age, age_death=death_age)\n", "\n", "# Update all the new parameters\n", - "params = copy(ConsPortfolioDict)\n", + "params = copy(init_accidental_bequest)\n", "params.update(time_params)\n", "params.update(dist_params)\n", "params.update(income_params)\n", + "params.update(portfolio_params)\n", "params.update({\"LivPrb\": [1.0] * len(liv_prb)})\n", - "\n", - "# Specify bequest parameters\n", - "params[\"TermBeqCRRA\"] = params[\"CRRA\"]\n", - "params[\"TermBeqFac\"] = 1.0\n", - "params[\"TermBeqShift\"] = 0.0\n", - "params[\"BeqCRRA\"] = params[\"CRRA\"]\n", - "params[\"BeqFac\"] = 1.0\n", - "params[\"BeqShift\"] = 0.0" + "\n" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 4, "id": "fbfff075", "metadata": { "title": "Create and solve agent" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]\n" + ] + } + ], "source": [ "# Make and solve an idiosyncratic shocks consumer with a finite lifecycle\n", - "TerminalExample = BequestWarmGlowPortfolioType(**params)\n", + "Agent = BequestWarmGlowPortfolioType(**params)\n", "# Make this consumer live a sequence of periods exactly once\n", - "TerminalExample.cycles = 1" + "Agent.cycles = 1\n", + "print(Agent.BeqFac)" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 5, "id": "5f41049a", "metadata": {}, "outputs": [ @@ -171,21 +178,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a lifecycle consumer took 1.4315111637115479 seconds.\n" + "Solving a lifecycle consumer took 0.5253851413726807 seconds.\n" ] } ], "source": [ "start_time = time()\n", - "TerminalExample.solve()\n", + "Agent.solve()\n", "end_time = time()\n", "print(f\"Solving a lifecycle consumer took {end_time - start_time} seconds.\")\n", - "TerminalExample.unpack(\"cFuncAdj\")" + "Agent.unpack(\"cFuncAdj\")" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 6, "id": "27d1663e", "metadata": {}, "outputs": [ @@ -198,7 +205,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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azgwUjjfMLWPJ+gZqpvuRJOmOvJak60O65+bp7e2lsrKSPXv2sGLFijEf8x/+w3+gqamJs2fPFo69+uqrHD9+nAMHDtzQ60SjUXw+H5FIBK9X/HAJBAKBYGw0VeXQB7/jwPu/QVMVHB4vz7+ymRlPLJ/opT3Q6JrOleO9HNnRSuiaURWRJJj+WBWL1zVQXucZ83m3c/++LQ9KJBIBIBgMjvuYAwcOsHbt2pJj69at45/+6Z/I5XJYxkjpy2QyZDKZwue3UyISCAQCwTeD/vZW/rTl5/RcuQjA9MeXseaVzTh9/old2AOMmtM4f6iboztbGexJAmCyyMx+qoaFzzfgq7h700+3LFB0XeeNN97g6aefZt688WfHu7u7qaqqKjlWVVWFoij09fVRU1Mz6jk/+9nP+E//6T/d6tIEAoFA8A1C01QOb9vK/t/+C2ouh83l4rkfvsqsp1fdsXbDN41sWuH0Z50c/7iVRCQLgM1pZt7KScxfXY/Ta73ra7hlgfLv/t2/48SJE+zbt+9rHzvyB2SoqzTeD85Pf/pT3njjjcLn0WiU+vr6W12qQCAQCB5Swt2dbP/lm3SePwPAlIVLWPOj1/AEyyd4ZQ8myWiWE7uNUeFMcmhU2MqC5xuY+0wtVvu9G/69pVd67bXXaGpqYu/evdTV1V33sdXV1XR3d5ccC4VCmM1mysrKxnyOzWbDZhNRwwKBQCAYG13TOLbrI/b+67somQxWh4NVf/EK81avEVWTWyDal+LYrlbOfN6FmjNGhf1VThatbWDm0mpMFvmer+mmBIqu67z22mv84Q9/oLm5mSlTpnztc5YtW8aHH35Ycmznzp089thjY/pPBAKBQCC4HtHeEDveepPWUycAaJg3n3Wvvo63onKCV/bg0dce58iOFi4dDqFrRnejstHD4vWNTFlQgSxPnNi7KYGyefNmfv3rX7N161Y8Hk+hMuLz+XA4DKPMT3/6Uzo6OnjvvfcAY2Lnv/23/8Ybb7zBK6+8woEDB/inf/on/sf/+B93+EsRCAQCwcOMruuc2r2L5vfeIZtKYbbaWPG9H7Bw7QYk+d7/hf+gous6XZcGOby9ldbT/YXj9XOCLF7XyKQZd25U+Ha4KYHyD//wDwCsWrWq5Pi7777LD37wAwC6urpobW0tnJsyZQofffQRP/nJT9iyZQu1tbX81//6X0UGikAgEAhumPhAPzvf/gVXj34FQO2M2az/8esEaiZN8MoeHHRN5+qJPo7saKHnanFUeNqSShavbaSiYexR4YnitnJQ7hUiB0UgEAi+mei6zrl9zXz67j+STsQxWSws/7Pvs2TDJmTZNNHLeyBQFY0Lh3o4urOFcHd+VNgsM2tZNQvXNOCvdN61156wHBSBQCAQCO4Wycggu97ZwqUvjVDPqqmP8K3NP6GsrmGCV/ZgkE0rnN3fxbGPW4mHjWwxq93EvJV1zH+27rY28rsXCIEiEAgEgvuOCwf38/E7W0jFosgmE8te/i6Pb/oOJrO4bX0dqXiWE7vbObm7vTAq7PRaWfBcPXNXTMLmeDC+hw/GKgUCgUDwjSAVj/HpP7/Fuf17AKhomMz6zW9QOXnqBK/s/ifan+LYx22c3deJkh8V9lU4jFHhJ6sxWx6slpgQKAKBQCC4L7hy5Et2vv0LEuEBJElm6Uvf4cmXv4tZRFJcl/6OOEd3tnLhy57CqHBFg4fF6xqZumhiR4VvByFQBAKBQDChZJJJmt97h1O7dwEQrK1j/eafUDN95gSv7P6m89IgR3e0cO1kcVS4blaAxesaqZsVuC9GhW8HIVAEAoFAMGG0nDzGjrf+nlhfL0gSS17YxPI//z4W6/1t4JwodE2n5VQ/R3a00HXZ2LAXCaYtqmDxukYqGx+eSVchUAQCgUBwz8ml0+z99bsc27ENAF9VNev/+nXqZo+/+ew3GVXVuPRlD0d2tjLQmQBANkvMerKGRWsa8FfdvVHhiUIIFIFAIBDcU9rPnWbHL99ksKcLgAVrN7Diez/AandM8MruP3IZlTP7O41R4QFjVNhiNzHvmUkseK4el//hrTQJgSIQCASCe0Ium2H/b3/F4W0fgK7jKatg3at/Q+P8hRO9tPuOdDzHyT3tnPi0nXQiB4DDY2HBc/XMWzEJm/PhNw4LgSIQCASCu07XpfNs3/JzBjrbAZi76nlW/+Ur2JyuCV7Z/UVsIM3xj9s4va8DJWuMCnvL7Sxa28isJ6sxWx+sUeHbQQgUgUAgENw1VCXHgd//hkNbf4euabj8Adb81WtMW7J0opd2XzHQmeDozhYuHOpBy48Kl9e7WbyukWmLKpBN37zNEIVAEQgEAsFdIXTtCtu3/B29rdcAmLV8Jc/+8Ec4PA/PpMnt0n0lwpEdLVw93lc4Nmmmn8VrG6mfE3zgR4VvByFQBAKBQHBH0VSVQx/8jgPv/wZNVXB4vDz/ymZmPLF8opd2X6Drxqjw0Z2tdF4cNA5KMHVhBYvXNlI1RQg4EAJFIBAIBHeQ/vZW/rTl5/RcuQjA9MeXseaVzTh9/old2H2ApmpcOhziyI5W+jviAMgmiZlPVLNobQOBauHHGY4QKAKBQCC4bTRN5fC2rez/7b+g5nLYXC6e++GrzHp61Te6TQGQy6qc+7yLo7taifWnAbDYTMx9ppYFzzXgDjy8o8K3gxAoAoFAILgtwt2dbP/lm3SePwPAlIVLWPOj1/AEyyd4ZRNLOpHj1J52TuxuJxUrjgrPX13HvJV12F0P/6jw7SAEikAgEAhuCV3TOLbrI/b+67somQxWh4NVf/EK81av+UZXTeLhDMc/aeX0Z53kMioAnjI7i9Y0MOupGizfgFFhPZcjvn8/nb/7/S1fQwgUgUAgENw00d4QO956k9ZTJwBomDefda++jreicoJXNnGEuxMc3dnK+YPdaKoxKlw2yc3idQ1MX1L50I8K67pO+uRJIk0fEv3oI9SBAeKqesvXEwJFIBAIBDeMruuc2r2L5vfeIZtKYbbaWPG9H7Bw7QYk+eG+AY9Hz9UoR3a0cOV4Lxi6hNpH/Cxe10jD3Id/VDjb3k6kqYlo04dkr10rHDeVleF/7ln43//3W7quECgCgUAguCHiA/3sfPsXXD36FQC1M2az/sevE6iZNMEru/fouk7bmQGO7Gyh4/xg4fiUBeUsXtdI9VTfxC3uHqAODhLdvoNIUxOpI0cKxyW7Hc/zz+Pb+CKup54ilkwKgSIQCASCu4Ou65zb18yn7/4j6UQck8XC8j/7Pks2bEKWH34/xXA0VePykV6O7Gyhry0/KixLzHiiikVrGgnWPryjwlo2S7y5meiHHxJv3oOeM4y/SBKuZU/i3bgRz/NrMLnvzPdACBSBQCAQjEsyMsiud7Zw6csDAFRNfYRvbf4JZXUNE7yye4uSUzl3oJujO1uI9hmjwmabibnLa1nwfD2eoH2CV3h30DWN1NGjRLY2Ed2+HS0aLZyzzZqF78UX8X57A5aqqjv+2kKgCAQCgWBMLhzcz8fvbCEViyKbTCx7+bs8vuk7mMzfnFtHJpnj1N4Ojn/aTiqaBcDusjD/2ToeXVmH3f1wjgpnrlwl8qHhK8l1dBSOm6uq8L34bbwvbsQ+c8ZdXcM356dMIBAIBDdEKh7j039+i3P79wBQ0TCZ9ZvfoHLy1Ale2b0jMZjh+CdtnPqsg1zamERxB20sWtPA7KdqsdgevtaW0t9PdNtHRD78kPTJk4XjssuFZ+1afJs24nz8cSTTvfnahUARCAQCQYErR75k59u/IBEeQJJklr70HZ58+buYLQ9npWAkgz1Jju5q5dwXXWiKMZITrHWxeG0D0x+vwvSQjQprqRSxTz8l0tREYt9+GBoLNplwP/00vk0bca9ejexw3PO1CYEiEAgEAjLJJM3vvcOp3bsACNbWsX7zT6iZPnOCV3ZvCLUYo8KXjxZHhWum+1i8tpHGeWVI8sMzKqyrKslDh4g0fUhs5060RKJwzj5/vuEreeFbmMvKJnCVQqAIBALBN56Wk8fY8dbfE+vrBUliyQubWP7n38difbj3iNF1nfZzYY7saKH9XLhwfPKjZSxa10jtdP/ELe4ukD5/gUjTVqJ/3IbS01M4bqmrw7fxRbzffhHb1CkTuMJShEARCASCbyi5dJq9v36XYzu2AeCrqmb9X79O3ex5E7yyu4um6Vw52suRHS30tsYAkGSJGY9XsWhtA2WT3BO8wjtHrqeH6B+3EWlqInP+fOG47PPhXb8e36aNOBYtui/D5IRAEQgEgm8g7edOs+OXbzLY0wXAgrUbWPG9H2C133uvwb1Cyamc/6KboztbifSmADBbZOY8bYwKe8sejq9djSeIfbyLaFMTiQNfgG70rCSLBfeqVXg3voh75Upkq3WCV3p9hEARCASCbxC5bIb9v/0Vh7d9ALqOp6yCda/+DY3zF0700u4a2ZRijAp/0kYyPypsc5l5dFUd81fX4XDf3zfqG0FXFBIHDhDZ2kTsk0/QU6nCOceSJYav5FvrMfkenIRbIVAEAoHgG0LXpfNs3/JzBjrbAZi76nlW/+Ur2JwPZ/ppIpLhxKftnNrbQTalAOAO2Fj4fAOzl9dgtT/Yt0Bd10mfOUO06UMi27ah9vUVzlknT8a3aSPeF1/EWlc3gau8dR7sfx2BQCAQfC2qkuPA73/Doa2/Q9c0XP4Aa/7qNaYtWTrRS7srDIaSHNvVyrkD3aiKBkCg2snidY088ngVJvODPSqc6+wk8sdtRJq2kr10uXDcFAjg3bAB38YXsT/66H3pK7kZhEARCASCh5jQtSts3/J39LZeA2DW8pU8+8Mf4fB4J3Zhd4He1hhHdrZw+XBoyHZB1RQvi9c1MmV++QM9KqzG48R27CCytYnkl18WfSVWK+7nnsW3cSPup59GeojyaoRAEQgEgocQTVU59MHvOPD+b9BUBYfHy/OvbGbGE8sneml3FF3X6bgwyJEdLbSdGSgcb5xXxuJ1DdRM9z+wlQQ9lyO+bx/RDz8k9smn6JlM4Zxz6VJ8mzbiWbsWk8czgau8ewiBIhAIBA8Z/e2t/GnLz+m5chGA6Y8vY80rm3H6/BO7sDuIrulcOd7Lke0thFqKo8LTl1SyeF0D5XUP5k1b13XSJ08SafqQ6EcfoQ4URZd1+jR8Gzfh+/YGLLW1E7jKG6c/1X/LzxUCRSAQCB4SNE3l8Lat7P/tv6DmcthcLp774avMenrVA1tFGIma0zh/yBgVHuxJAmCyyMx5qoaFaxrwlj+Yo8LZ9g6iHzYR2dpE9tq1wnFTeTm+DS/g3bgR+5w59/2/o67rXAhfoLmtmb3teznWduyWryUEikAgEDwEhLs72f7LN+k8fwaAKQuXsOZHr+EJlk/wyu4M2bTC6c86Of5xK4lIflTYaYwKP7qqDqf3wRsVViMRott3EGlqInX4cOG4ZLfjef55fJs24lq2DOk+3z06raQ51H2Ive172dO+h+5Ed+GcPrRvwC1wf3/VAoFAILguuqZxbNdH7P3Xd1EyGawOB6v+4hXmrV5z3/+1fSMko1lO7G7j1J4OMkljVNjls7Lg+QbmPlP7wI0K69ks8b17iTR9SHz3bvRczjghSbiWPYn3xY141qzB5L6/R79DyVBBkBzsOkhKKeau2E12nqx5kpX1K1noWcgjf/3ILb3Gg/UvKxAIBIIC0d4QO956k9ZTJwBomDefda++jreicoJXdvtE+1Ic29XKmc+7UHPGqLC/ysmitQ3MXFqNyfLgjArruk7q2DEiTU3EPvoTaiRSOGebMcPIK/n2t7FUVU3gKq+PpmucHTjLnrY97Gnfw5n+MyXnq5xVrKxbycr6lSytXordbAcgGo3e8msKgSIQCAQPGLquc2r3Lprfe4dsKoXZamPF937AwrUbkOQH58Y9Fv0dcY7saOHiVyF0zWgPVDZ6WLJ+MlMWPFijwtmWFiJNHxL58ENyra2F4+bKSrzf/ja+TRuxz7x/d4tO5pIc7DrInvY97G3fS2+qt3BOQuLR8kdZUbeClfUrmRmYeccrdkKgCAQCwQNEfKCfnW//gqtHvwKgdsZs1v/4dQI1kyZ4ZbdH16VBDu9ooeVkceqjfk6QxesamTTjwRkVVsJhon/6E9GtTaSOHy8cl5xOvGvW4Nu0EecTTyCZTBO4yvHpTnQXqiSHug+RUYujzQ6zg6dqn2Jl3UqeqXuGcsfd9TcJgSIQCAQPALquc25fM5+++4+kE3FMFgvL/+z7LNmwCVm+P292X4eu67Sc6ufIjha6LuXbHhJMW1TJkvWNVDQ8GKPCWiZDvHkPkaYm4nv3wpCvRJZxLV+Ob+OLeJ57DtnpnNiFjoGma5zqO1WYujkfPl9yvtZVy8r6layqW8Vj1Y9hNd07M7IQKAKBQHCfk4wMsuudLVz68gAAVVMf4Vubf0JZXcMEr+zW0FSNi1+FOLqzhf6OBACyWWLWkzUsWtOAv+r+u5GPRNc0UkeOENnaRHTHDrRhXgvbnNn4Nm7Et2ED5oqKCVzl2CRyCQ50Hii0bgbSxawVCYkFFQtYWb+SlXUrme6fPmHVKyFQBAKB4D7mwsH9fPzOFlKxKLLJxLKXv8vjm76D6T4fPR2LXFbl3OddHN3VSqw/DYDFZmLeikkseK4el982wSv8ejJXrhJp2kr0wz+S6+goHDfX1OD79rfxbXwR2yO3NrVyN+mIdxSqJF92f0lOyxXOuS1unqp9ilX1q3h60tME7IGJW+gwHryfcIFAIPgGkIrH+PSf3+Lc/j0AVDRMZv3mN6icPHWCV3bzpBM5Tu3p4MTuNlIx48bo8FiY/2w981ZMwu66v/ePUfr7iX70JyJNTaRPniwcl10uPOvX4XtxI86lj99XBmVVUznRd6LgJ7k0eKnkfL2nvjB1s6RyCRbT/fdvIASKQCAQ3GdcOfIlO9/+BYnwAJIks/Sl7/Dky9/F/IBtBJcYzHDskzZO7+0gl1EB8JTZWbSmgdlP1WC23r/eGS2dJv7pp0S2NhHftw9UY/2YTLiffhrfpo24n30W2W6f2IUOI5aNsb9zP3vb9vJZx2cMZgYL50ySiYWVC1lVt4oV9SuY4p1y3xuPhUARCASC+4RMMknze+9wavcuAIK1dazf/BNqpt+/o6hjMdiT5OjOFs4d7EZTjFHhskkuFq9rZPqSSmTT/VNpGI6uaSQPfWnklezYgZZIFM7ZH30U38aNeF/4FuaysglcZSmt0dZC6+Zwz2EUXSmc81g9PD3paVbWreTpSU/js/kmbqG3gBAoAoFAcB/QcvIYO976e2J9vSBJLHlhE8v//PtYrPe/L2OIUEuUIztauHy0l6GE85rpPhava6RxXtl9+xd75uJFIk1NRD78I0p3MabdUluLd+OL+DZuxDb1/mitKZrC0dBR9rbvpbmtmWvRayXnp/imsLJuJSvqVrCochFmeYJu8+kItHwOp3bd8iWEQBEIBIIJJJdOs/fX73JsxzYAfFXVrP/r16mbPW+CV3Zj6LpO+/kwR7a30H4uXDg+eX45i9c2UDPdP3GLuw5Kby+RbduINDWROXO2cFz2ePCuX49v00YcixffF76SSCbCvo597Gnfw76OfcSyscI5s2RmSdWSwtRNg3eCJruyCWg9AFf3wtXPoOsY6BpkxF48AoFA8MDRfu40O375JoM9XQAsWLuBFd/7AVb7/b8jr6bpXD3Wy5EdLYRajBumJEvMeLyKRWsbKJvknuAVjkZLJol98gmRrU0kPv8cNCNCH4sF94oV+DZuxL1qJbJtYqtWuq5zNXqVvW17aW5v5ljoGKquFs77bX6emfQMK+tX8lTtU3isE5AXk0tD+yFDjFzdCx2HYdhkEADBaVC1FPjHW3oJIVAEAoHgHpPLZtj/219xeNsHoOt4yipY9+rf0Dh/4UQv7WtRcxrnD3VzdGcrgz1JAMwWmdlP17LwuXq85feXuNJVlcQXXxBtaiK662P0ZLJwzrFwIb5NG/GsX485MLGjtTk1x+HQ4cLUTVusreT8dP/0wtTN/PL5mO51OJ+ag44jhhi5thdaD8KwlFkAfPUwZYXxNvkZ8E2CaBQhUAQCgeABoOvSebZv+TkDne0AzF31PKv/8hVszvt799psWuHMvk6OfdxGYtC4MdmcZh5dVcf81XU4PPcuYfRGSJ87R6TpQ6J//CNKKFQ4bmlowPfii/g2voi1sXECVwjhdJh9Hftobmvm887PiefihXMW2cLj1Y8X/CR1nrp7uzhNha7jcC1fIWk5ALlE6WPc1TDlmaIgCUyGO+gzEgJFIBAI7gGqkuPA73/Doa2/Q9c0XP4Aa/7qNaYtWTrRS7suqViWE7vbOdncTiZpTIi4fFYWrmlgztO1WO33z20k19ND9I9/JLK1icyFC4XjJp8PzwvfwrdxI46FCyfMrKvrOpcGL7GnfQ972vZwvPc4OkWPRtAeNDbfq1vJstpluCz3ULRqGvSeLXpIru2DTKT0MY7gMEGyAsofuaOCZCT3z0+WQCAQPKSErl1h+5a/o7f1GgCzlq/k2R/+CIfHO7ELuw7R/hTHPm7j7L5OlJzh1fBXOVm0toGZS6sxWSbePAqgxhPEdu0i0rSV5BcHQTdu+JLFgnv1anwbX8S9YgWSdWIqPFk1y5fdXxZi5TviHSXnZwZmFgyu88rnIUv36Puq69B/KS9I9hqVkmR/6WNsXpj8tFEdmbICKufAPTQNC4EiEAgEdwlNVTn0we848P5v0FQFh8fL869sZsYTyyd6aePS3xHn6M5WLnzZg64ZN/vKRg+L1zUyZWEFsjzxo8K6opD4/HMiW5uIffIJejpdOOd4bAm+FzfiXb8Ok29icj/6Un181v4Ze9r38Hnn56SUVOGcVbbyRM0TrKpfxYq6FVS7qu/dwgZbi4Lk6l6IdZWet7ig4cmij6RmAUzgRpRCoAgEAsFdoL+9lT9t+Tk9Vy4CMP3xZax5ZTNOn39iFzYOXZcjHNnRwrUTfYVjdbMCLF7fSN3MwIRnmOi6TvrMGaJNTUS2fYTaV1yndfJkfJs24n3xRax199irkV/b+fD5gsH1ZN/JkvMVjopC6+aJmidwWu7RZoix7ny7Ji9IwtdKz5tsUL8Upqw0Wje1i8F8/3iJblqg7N27l//yX/4Lhw8fpquriz/84Q+89NJL4z6+ubmZ1atXjzp+9uxZZs2adbMvLxAIBPc1mqZyeNtW9v/2X1BzOWwuF8/98FVmPb1qwm/yI9F1nZZT/RzZ0ULXpbzfQIJpiypYvK6RysaJb0HlOjuJfPhHIk1NZC9fLhw3BQJ4N2zAt2kj9nnz7vn3Nq2kOdR9qCBKepI9JefnlM0pxMrPDs6+N62b5IDhHRmqkPSdLz0vm2HSkmKFpG4pWO5OVH8yq3C8LcL+s623fI2bFiiJRIIFCxbwwx/+kJdffvmGn3f+/Hm83uIPe8V9uAW1QCAQ3A7h7k62//JNOs+fAWDKwiWs+dFreILlE7yyUjRV49LhEEd2tNLfYUyOyCaJWU9Ws2htI/6qe/QX/jiosRixHTuINH1I8tChwnHJZsP97Gojr+Tpp5Hu8d5EoWSIve172dO2hy+6viCtFltLdpOdJ2ufLEzdVDor7/6C0tFh4Wh7ofskMDwYTYKa+XlBstJo39jufGaKrut0RtIcbglzpCXM4ZYwZ7qiqJqOlkl+/QXG4aYFyre+9S2+9a1v3fQLVVZW4vf7b/p5AoFAcL+jaxrHdn3E3n99FyWTwepwsOovXmHe6jX3VdVEyaqc/byLYx+3Eu0zbq4Wm4m5Kyax4Nl63IGJCyjTcznin+0j8mET8U93o2eKGRvOpUuNvJK1azF57l0omaZrnO0/a0zdtO/hTP+ZkvPVruqCIFlavRS7+S5vHJhLQdvBoiDpOALDAtwAqJhdrJA0PgXO4B1fRlbRONMVLREk3dH0qMfV+OzMq/Dwf97i69wzD8qiRYtIp9PMmTOH/+1/+9/GbPsMkclkyAz74YxGo/diiQKBQHDTRHtD7HjrTVpPnQCgYd581r36Ot6Ke/AX9A2SSeY4tbeD45+0kYoZaZ92t4UFz9Yzb+Uk7K6J2SVZ13XSJ08S2dpE9KOPUMPFqHzr9Gn4Nm7C9+0NWGpr79makrkkB7sOFqZuelO9hXMSEo+WP1qYupkRmHF3BaiSNRJahwRJ+yFQs6WPCU4tTtlMfgY8VXd8GQOJLEdawnyVFyTH2wfJKFrJY0yyxNxaL4sbAixpNN5q/Q6i0Sj/5yu39rp3XaDU1NTw9ttvs2TJEjKZDP/yL//Cc889R3NzMytWrBjzOT/72c/4T//pP93tpQkEAsEto+s6p3bvovm9d8imUpitNlZ87wcsXLvhvti/BSARyXD8kzZO7e0glzb+0vYE7Sxa28Csp2qwWCdmQiPb3k6kqYlo04dkr10rHDeVl+PbsAHvxhexz5lzz6pP3YnugpfkYNdBslpRBDjNTp6qfYoVdSt4pu4Zyh13sV2nqcYeNkPx8a0HIDeiReKdVJrW6q+/s0vQdC71xjmcr4wcaQlzpS8x6nF+p4UlDQEW58XI/DofTuudlRSSruu3vJOPJElfa5IdixdffBFJkmhqahrz/FgVlPr6eiKRSImPRSAQCCaC+EA/O9/+BVePfgVA7YzZrP/x6wRqJk3wygwGQ0mO7mrl3IEuNMX4FR+sdbF4XSPTH6vEZLr3AkqNRIj+aTuRDz8kdfhw4bhkt+N5/nl8mzbiWrYMyXz3C/uarnGm/wzNbc3sad/DuYFzJecnuScZsfJ1K3ms+jGsprs02VISjrYXru0fHY7mLC8KkikrjIrJHRRu8YzC8bbBoiBpDRNLK6MeN73SzWONRUEytdx1QwIyGo3i8/lu6f49IWPGTz75JL/61a/GPW+z2bBN8GZNAoFAMBJd1zm3r5lP3/1H0ok4JouF5X/2fZZs2IQ8gXkRQ/S2xjiyo4XLR0JDeWXUTPOxeH0jjfPK7rkfRs9mie/dS2RrE/HmZvRcfjM5ScK17Em8GzfieX4NJvfdT0xNKSm+6Pyi4CfpSxXHlCUkFlQsKLRupvun353vla5D/2W4uicfIf8ZJPtKH2PzGeFoQ4KkcvYdEyS6rtMeTnGkNcxX1wxBcq47ijaiTOGwmFhY7y+0ahY1+PE77/348YQIlKNHj1JTUzMRLy0QCAS3RDIyyK53tnDpywMAVE19hG9t/glldRO0vX0eXdfpuDDIkR0ttJ0ZKBxvfLSMxesaqZ3uv+frSR09RqRpK7E/bUeNFCsCtpkz8W3ciPfbG7BU3XmvxEh6Ej0FQXKw6yCZYZvbOc1Olk9azsq6lTxT9wxB+503kwL5cLTPhoWjdZaetzgNM+tQy+YOhqNlFJXTndGCkfVwS5hQLDPqcZP8joIYWdIYYFa1B/NtVNl0Xac1neVYLMnBjtDXP2EcblqgxONxLl26VPj86tWrHDt2jGAwSENDAz/96U/p6OjgvffeA+DNN99k8uTJzJ07l2w2y69+9Svef/993n///VtetEAgENxLLhzcz8fvbCEViyKbTCx7+bs8vuk7mO5BO2I8dE3n6vE+Du9oIXTNGCSQZIlHHqtk0dpGyuvc93Q92ZYWIlubiHz4Ibm24k685spKvN/+tpFXMnPmXV3D0NRNc3sze9r2cHbgbMn5WlctK+tXsqpu1d1r3cR68tWRPeOEo1mh/oliheQOhqP1xjIcaS1O1pzoiJAdYWY1yxJzJ/lY0hDgsckBFjcEqPbd3vRRVybLsWiS47FU/n2SsGJ4nrRE/GuePT43/b/rq6++KpnAeeONNwD4y7/8S/77f//vdHV10dpaDGbJZrP87d/+LR0dHTgcDubOncu2bdt44YUXbnnRAoFAcC9IxWN8+s9vcW7/HgAqGiazfvMbVE6eOmFrUhWNC4e6ObqzlXC3YaA0WWTmPFXDwjUNeMsd924tg4NE//QnIlubSB07VjguOZ1416zBt2kjzieeQDLdvfZXSklxsOsgzW3NY07dzK+YX4iVf8T/yJ1v3SQHoGV/sULSW+pnQTKVhqPVLwXL7f8bqZrOxVCsUBk53BKmpX905kjQZS2ZrJlf58NuufV/j76swvGYIUKGxEhPdrRnxSJJzHHbmeW18l9v8bVuyyR7r7gdk41AIBDcCleOfMnOt39BIjyAJMksfek7PPnydzHf43CwIbJphTP7Ojn+SRvxsFGmtznNzFs5ifmr63F6741HQMtmie/ZQ2TrVuJ79sKQr0SWcT31lJFX8txzyM67F/bWk+hhb0cxMG1k6+ap2qdYWb+SZyY9Q5mj7M6+eCYGLQeKFZLxwtEmP2OEozUuuyPhaLF0jmPDzKzHWgeJZUqFgSTBjEpPwci6pDHA5DLnLYuyqKJyIpbkaF6IHIslaU/nRj1OBma67Cz0OlngcbLQ42S2245Nlh88k6xAIBDcr2SSSZrfe4dTu3cBEKytY/3mn1Az/e62J8YjFc9yYnc7J3e3k0kaNySnz8rC5xqY+0wtVsfd/zU+3FcS/dN2tOG+ktmzDV/JhhewVN6d7Bdd1zkzcIY9bXtobmse1bqpcdWwsm4lq+pX8Xj143e2dVMSjvaZkUsyKhxt1rBwtOW3HY6m6zqtA8mS6sj5nhgjywkuq4lFw0Z9F9b78TluTUAnVJVTsVReiKQ4Hk1yOTXarwIw3WkrCJEFHgfzPE6cd2EyTAgUgUAgyNNy8hg73vp7Yn29IEkseWETy//8+1is936qMDaQ5tjHrZzZ14mSNXwEvkoHi9c2MvOJakyWuz8qnG1tJdL0IZGmJnLDWvfmykq8L34b38ZN2GfOuCuvnVbSRuumvZm9bXsJpYpmSwmJRyseLYwC39HANCULnUeKLZu2g6PD0QJTSrNIbjMcLZ1TOd0ZGSZIBumLjxYH9UEHS/LtmsWNAWZW3ZqZNaNpnImnORZLcjxqVEYuJNJoYzy23m4tCJGFXifzPU685htvEanqPYy6FwgEgoeNXDrN3l+/y7Ed2wDwVVWz/q9fp272vHu+loHOBEd3tnDhUA9afv6zosHD4nWNTF1UgSzf3VFhdXCQ6Pbthq/k6NHC8XvhK+lN9hpTN2PsdeMwO4zWTX7q5o4FpmkqdB3P55B8ZrRvciOCyTy1w7JIngH/7U1uhWLpksmaUx1RsmqpPLCaZOZN8hZaNYsbAlR6b97Mqmg6F5JpjuWFyLFYkrPxNLkx3B1VVjMLvUOVEeOt7CbC1zKZXuLxM8RiZ4nFzxCPn6W39/LXP3EchEARCATfaNrPnWbHL99ksKcLgAVrN7Diez/Aar93ZlOA7isRjuxo4erxYi5G3awAi9c1UjcrcFczTMbNK5FlXMuWGb6S55+/474SXdc5O3C2kOJ6uv90yfmhvW6GWjc20x2oZOk6hIaHo+0bIxytrFgdmbISyqbdchaJqumc6x426tsapm0gNepx5W7DzPrYZEOQzK29eTOrputcTmYKfpHj0RSn4klSI4NOgKDFNKxN42Sh10m17cbaQ7qukkxeM0TIMDGSzfaN9eib+hqGIwSKQCD4RpLLZtj/219xeNsHoOt4yipY9+rf0Dh/4T1bg67rtJ4Z4Mj2FjovDhoHJZi2sIJF6xqpmnz3hgJ0XSd9/LgROb/to9F5JZs24d2wAUvVnfWVpJU0h7oPFVJcQ8nSnIxHyx8tiJI70rrRdRi4UjS1jhmO5i0NR6uYDbe4XUE0neNo62AhJv5oa5hEttSzIkkws8pTkj3SELw5M+vwrJHj0RTHYklOxJLE1dGNGrdJLlREDCOrgwa79YZeT1WTxOPnicXPEo+dMd7Hz6Npo0UWSDidU/G4Z+P2zMHjno2m1QHTbvjrGo4QKAKB4BtH16XzbN/ycwY62wGYu+p5Vv/lK9icdz/RFEBTNS4f6eXwjhb6242cCNkkMfPJahataSBQfffWUdgHZ2sT2ZaWwnFzRQXeF1+8K3klvcle9rbvpbm9mYNdB0kpxZubw+xgWc0yVtYbuwLfkdbNYFuxZXN1L0Q7Ss9bnNCwrNiyqV4Appu/HQ43s37VEubwtTAXQqPNrG6bmUUNxWTWhfV+PPabM7N2ZbIFITI05juQU0c9ziFLzHM7Weh1FATJVIcN+QbEyFgtmmTyKmNVQWTZgds9C49nNm73bDzuObjdMzCZSqtst7PZrxAoAoHgG4Oq5Djw+99waOvv0DUNlz/Amr96jWlLlt6T11dyKucOdHN0ZwvRPsNfYbaZmPtMLQufa8AduDtmXDUSIbp9B5GmptJ9cBwOPGuex7dpE64nn7xjvhJd1zkfPm9USdr2cKr/VMn5KmcVq+pXsbJuJUtrlt5+6yYeKrZsru6F8NXS8yYr1C0tVkgmLbmlcLSMonKqI5rf2XdgXDNrQ9BZ2LfmsckBHqn0YLoJ71B/VikIkRvJGhkSIgs9TmY47Zi/5rVurkUDVmtFSVXE7Z6D09mIJI3986IoCv39/YRCIa5evTrmY24EIVAEAsE3gtC1K2zf8nf0tl4DYNbylTz7wx/h8Nz9bKVMSuHUnnaOf9pOKmpMhNhdFuY/W8ejq+qwu+58toqezRLft8/wlXz66ah9cHybNhm+EtedqdZk1AwHuw4W/CQ9yZ6S8/PK5hkprvWrmBmYeXutm0I4Wr5C0ls6dmyEoy0eFo72xC2Fo/XHMxxpHeSrlgGOtIQ53j46mbXUzBpkSWOACs+NC66hrJHhJtbrZY0MFyNDWSPXQ1VT+RaNIUJisbPE4+duuEXjds/GZqsY89qapjE4OEgoFCq89fT00N/fj6YZ36fhG//eLEKgCASChxpNVTn0we848P5v0FQFh8fL869sZsYTy+/6ayciGU582sapPR1k00Y53h20sWhNA7OfqsViu7OTMLqukz55ksgHW4l+9BHq4GDhnO2RR/C9tAnvt799x/bB6Uv1Ga2btma+6PqipHVjN9l5svZJVtUZKa4VzrFvcjdEJgatXxR9JF0nGBWOVv1oUZA0LAP7zQlPTdO53BsvtGuOtIS50pcY9bigy1po1TzWGGDepBs3syZUldOxoTaNEQs/XtbINIet4BdZ6HEy1+PA9TUVruEtmnj8LLFCi2a0L+VGWzRDxOPxggAZLkhyudFiCoxNfysrK3G7b33LBSFQBALBQ0t/eyt/2vJzeq5cBGD648tY88pmnD7/XX3dSG+So7vaOPd5F2r+L+5grYvFaxuY/ngVpjscapVt7yD6YRORrU1kr10rHDdVlOPbYOyDY5s167YNp7qucyF8oWBwPdl3suR8pbOSVXWrWFm/kqXVS7Gbb3GPl1wK2g4VWzZjhaOVzxyWRfL0TYejpbIqx9sNM+tX1wY40jpIJDX6ZvtIpbuwZ81jk4M3nMw6lDUyvE1z/jpZI0NC5EayRu5miyaTydDb2ztKjCQSo8UagMlkoqKigsrKysJbVVUVXq8XSZKEB0UgEAiGo2kqh7dtZf9v/wU1l8PmcvHcD19l1tOr7uq4bm9bjKM7Wrh0OFQwSlZP9bJ4/WQmzytDuoMZJmo0SnTHDiJbt5L6apivxG7Hs2YNvo0bcS17Euk2NzTMqBkOdR0q7ArcneguOT+3bG5hA75ZwVsUQWoOOobC0fYY4kQdUVkITM6Lkbyx1VN9Uy/RHUnnqyNGu+Z0ZxRlxPit3SKzsN6fr44EWdTgx+/8eq/KrWSNDI34zvc4Kb9O1oiqpognLhCLnb6jLRpVVenvL23NhEIhwuHwuGsJBoMFATIkRoLBIKZ8ZUfXdbR4jlwoSeJMF7lQkvC1e7ibsUAgENzPhLs72f7LN+k8fwaAKQuXsOZHr+EJ3qFgrxHouk7nxUGO7Gih9fRA4XjjvDIWr2ukZrrvjokiPZcr9ZVk8wmnkoTzySfwbdyEZ80aTO7b85X0pfr4rP0zmtuaOdB1YHTrpubJwtRNpfMWxpA11djDZqhlM2Y4Wk1pWmug8YYvr6ga57pjHGkN89U1I3+kY3D0Db3aa2fJ5EBhZ9/ZNV4sX1Pd0nSdK6lMoSpy7A5mjWSzA3kRcppY/Cyx2BmSySvcTotG13UikUhBgAy97+vrQ1VHTwEBuFyugggZel9RUYHVai1cU41mUXqSJM93o4SS5EJJlFASLVlq5s1kxq683AhCoAgEgocCXdM4tusj9v7ruyiZDFaHg1V/8QrzVq+5K1UTXdO5eqKPIzta6LlqlLElCaY/VsXidQ2U193+BnGQ95WcOkVka5PhKxkoiiDbI9PxbtyI78UXsVTfXEVh5GtcCF8opLie7DuJPszjUemoZEX9ClbVreKJmiduvnWj69B3oVghufoZpAdLH+MsywejDYWjTb/hcLRoOsex1sGCd2Ss7BFZgtk1xWTWxyYHqfXZr/uzMZQ1MuQXOZ7PGondZtaIruuk0235cd7ThTZNJtM96rEAFksZHs8cQ4R4DDHidE4e1aJJpVKEQi2jxMh4RlWr1TqqNVNZWYkrb5zWNR01nCbXmyJzKUR8mBDRM2OLGyQwBe1YKp1YKp2YnCq8Oe63+LoIgSIQCB54or0hdrz1Jq2nTgDQMG8+6159HW/Fnd+8TlU1Ln7Zw5EdrYS7jL8OTRaZ2U/VsPD5BnwVdyaBNtfRQeTDPxJpaiJ75UrhuKmsDN+3N+DbtAnb7Nm3LL6yapZD3YcKUzddia6S83PK5hT8JLODt/A6g62GILmSr5LER9x8rZ58OFpekFTOuaFwNF3XaQ+n+KploFAdGWsjPY/NzKLGYnVkQb0ft+36t7zuTK5YGblDWSOaliWRuEQsdmbYJM0ZVDU+5hocjkY8nrmF9ozHMxertaLk+5/L5ejuLvWI9PT0EIvFxrymLMuUlZWVtGaqqqrw+XzIsoyu6igDKZSeJLlD/Qz0tBlCpDeFnhvLNQPIEuZyO5YKJ+YqQ4yYK51YKhxkcxnCne2EOq/SdunSdb/n10MIFIFA8MCi6zqndu+i+b13yKZSmK02VnzvByxcuwHpFpNAxyOXVTm7v5Oju1qJDxh/kVrtJuatqmPBs/U4vbe/g64ajxPbsYPIB1tJfvll4bhks+F5/nl8mzbieuqpW/aV9Kf62du+lz3te/i88/OS1o3NZCu2biatoMp1k5M+8V64NkyQjMwiMduNcd8pK2DqKqhZeEPhaFlFK9lI76uWML2x288e6c8qJULkWPT2s0YUJTaiKnKWROIiuj7afCtJVtzuR/C45xaqIm73LMzm4tSLpmmEw2FCoXMlYqS/vx99DH8LgM/nG+UTKS8vx2w2oysaSl+KXChJ7qso4VC3IUT6UqCOE0lvlrCUDxchDiyVTuSAlfhgPwOdHQx0XCT8VTsDHe0MdHWQCBerfOlxpnxuBCFQBALBA0l8oJ+db/+Cq0e/AqB2xmzW//h1AjWT7ujrpBM5Tu3p4MTuNlIx45etw2tl4XP1zF0xCZvj9n6N6rkc8f37iTY1EfvkU/Shcrwk4Vy6FN/GjXjWrcV0C+Oauq5zcfAie9r20NzezMne0tZNhaOCFXUrWFVvtG4c5puo/qQjcG1/sW0TOlN6XjIZgWhTVsDUlUZQmuXrW0MDiWw+CC2czx4ZJDMie8Rikpg3yVeojnzdRnojs0aOx1K0pbOjHjcya2SBx8mcMbJGjBZN1yi/SDrdNubrm83eQjXEk3/vdE5Fli2F68XjcVpaegiFThbESG9v77hjvHa7fZRPpLKyErvdjpZVUXpThjfkeJLBngsooSTKQGosOwsAkkU2KiCVRTFiqXSiOjTC3Z2EOtsZ6Gxn4EQHA53tDHZ1ouRGfw+HcPkDBGonYfOXwR92jvu46yEEikAgeKDQdZ1z+5r59N1/JJ2IY7JYWP5n32fJhk3I8p3LFUlEMhz/uI1Tn3WQy2eYeMvtLFrTwKxlNZitt/5auq6TPn2GSNNWon/cVuIrsU6bhm/jRnwvfhtLbe1NXzurZvmq+yua240U185EZ8n52cHZhamb2WWzkaUbrDTlUvkskrwg6TwK+oi7XdWjhhi5wSwSXde53JvgcMtAoTpypXe0qTLgtBRC0B6bHODR62SPJFWNU0M5I/nqyKXkrWeNaJpCPHE5XxEpVkZyuYExr2m31eYnaObkDaxzsdtrCy2aTCZDKBTi/PkTJT6RZDI55vXMZnPJGO+QGPF4POgZteAJyZ1KEg9dJhxKoobT4+7RJ9lNxXZMXoyYy+0klCiDXR10dJ5j4FIHA3vbCXe2Ew+P/XUCmMxm/NW1BGvrCE6qw189Cbu7AmQ/yYhMJJSks0VM8QgEgm8Aycggu97ZwqUvDwBQNfURvrX5J5TVNdyx14j0Jjmys5VzB7rQFOO3fNkkF4vXNTJ9SSXybWSY5Lq6DF/J1q1kLxe3oTcFg3i/vQHfxk3Y5865ab/HQHrAaN20Ga2bpFK82dlMNp6oeYKVdStZWbfyxls3hdHffMum7SCoI/5iDk4rCpLJK8BVdt1LprIqJ9qLZtbDrWEGk6MrBNMr3SxpCLBkshGGNqXcNeb3JKtpnE0MG++N3l7WiKomiUTO5ysixlivMdI7WuBIkgmnc1rRvOqejcczB4vFn7+WSn9/P5cu9RAKnSuIkcFh4XkjCQaDo3wiwWAQPaWi9CbJ9SRRzibJ7Gkh0ZNEjY5fwZBd5oIIGRIkuk8mEgvR39XBQOcpBo50EO5oI9zdhZIdP/HV6fMTrK0jUDuJYG0dTl8VsjmIknUR6csQCSVpPZfk5L4UmtIHFPNYUlkxxSMQCB5yLhzcz8fvbCEViyKbTCx7+bs8vuk7mG4z52OIsTJMaqb5WLy+kcZ5ZbdsRjV8JTuJNDWRPHSIoYtLNhue557Fu3Ej7uXLkSw3Hnev6zqXBi+xp30PzW3NnOg9UdK6KXeUFwTJk7VP3ljrRtOg52QxHK3lc8iOMHJ6aouCZMoK8NVd95KhaNrYRC9fHTndERkze2RBnb9QHVlUHyDgGu3n0XSdi8lMiRg5k0iRGWO890ayRrLZPvr78yFn+V16x0tdNZmcxkhvwS8yG5drJiaTrTDGGwqFOH36ZMEn0tvbW4h7H4nb7R7VmqmoqMCUoVgRuZhE2d9Jd+gSWnx8H4fstZaIEHOFnbQlxWC4m+7OVgY62wmfMtoz8YH+8a9jMhOoqSVQM4ngpDo8wWrMtnJ0/CQiEAmlCIeSXD2dQsmkgc6xr2OW8FU48VfY8bh0SOfg3XFf9roIgSIQCO5rUvEYn/7zW5zbvweAiobJrN/8BpWTp96R63deHOTw9hZaTxd/eTfOK2Px+kZqp/tv6Zq6opD4/HMiW5uIffIJejpdOOd8/HF8mzbiWbcOk+fGR5Fzao4ve74sTN10xEt36B1q3aysW8mcsjlf37rRdei/ZFRIruwxdv5NjQjpcgSLUzZTVkLZtHFHf1VN53x3rKRd0x4enT1S5bXxWGPQMLM2BphTOzp7RNd12tJZjuXHe4/lx3vjY4z3+s2mQlVk4RhZI7qukUq10jN4lnjeLxKPnSWT7Rl1LRieujrkF5mDw9GIJMkkk0lCoRDnzoXo6dlZECM3MsZb4hNRzeR68iO715LkDvbRF2odlSEyHJPfhqWq2JrBbyamhgn3dxLuvMTAlXYG9ncQ7uy4bjXE4fUZLZnaSXgra7E5KsAUIJd25qshKc5/mSSTVIBI/q0USZbwlNkLIsRNHEcqhCPcirnjErlDreTa2oz9oMbJWrkRhEARCAT3LVeOfMnOt39BIjyAJMksfek7PPnydzHfRLVhLHRdp+VkP0d2tNB12fgFfLsZJrqukzl7lsjWrUS2fYTaVyxzW6dOLfpKJt24iTecDvNZhxGY9nnn5ySGhZlZZStP1DzBqnpjr5tq1w3koETaS0d/YyP+Cra6oXF5sUJSNW/c0d94RuFoPgjtSGuYo62DxDOlN1hZglnV3kJ1ZHFDgLqAY1Q1qjdrjPceLcTCp+jPjb5ZO2SZ+R4HC71OFuXFSOOwrBFNyxBPnKez3/CLDKWujj3SK+F0Ts6HnM3N+0XmYLNVkMvl6O3tpasrxLFjFwiF9hEKha47xlteXj5KjLglB2ooZbRm2pPkjkQZ7OlGT48jREZkiJgrnWRtGSKZPnp7DXPqwFHjfbx/7Fh7MKoh/uoagrWT8FdPwuauwGQuQ9N8JCISkVCKjstJLh7NAirDWzLDcQds+CrseJwabuI4073YB1qxdF1COXSVXEcnKMWvJZN/K2AxY5pUC5cujrvW6yEEikAguO/IJJM0v/cOp3bvAiBYW8f6zT+hZvrM27qupmpc/CrE0Z0t9HcYN3vZLDF7WQ2L1jbgqxh7o7TrkevuJvLhh0SbmshcLGY+mAIBvBs24Nu0Efu8eTfUItJ1ncuDlwsG1+O9x0taN2X2skKV5MmaJ3Favma9ib5iy+bqHhi4UnreZIP6pUZ1ZOpKqF0EptHibyh7ZPio7/nuKCO7K26bmUUNxaj4BfU+PPbS6w1N1Bwd1qrpyIxuYVgkidlue6Eqssjj5JFh4725XIR4/ChtfUW/SCJxCV0fffOXZSsu18ySsDO3axay7CAcDtPT08O1ayF6ej4lFAoxMDBw3THe4dWQyopKAhYPWn/GyBHpSaKcTJIMnSVxnTAzc5mjMC0jBS0kpRiDqRAD3ReNtsyZDga62lGusxuww+MlOKmOQPUknP4qTNYyJClIJuUg2pdhsCdF++Uhw2wq/zbyGhZ85XY8ThW3FMeZ6sM+2Ia16wLaoavkurqM9l8eJf9W+FJsNqRJ1aRrAkQqnPQEJFq8Wc47I5w29TAY74JPx/0SrosQKAKB4L6i5eQxdrz198T6ekGSWPLCJpb/+fexWG98C/uRKFmVs593cXRXK7F+o91isZuYt2ISC56rx+W7uWur8QSxXbuING0l+cXBoq/EasX97LP4Nm3E/fTTN+Qryak5vur5quAnGdm6mRmYWZi6mVs+9/qtm3TU8I4MCZKeU6XnJRlqFxd9JPVPgGW0PyWnapzujOY30TNESU909I2yPujIm1mDPNYYYEZVafZIWtU4HEkMq4wkuTjGRI0ETHfaCm2aRR4nc9wO7CbZqExluojFjtLaW/SLpNPtY34LzGbfMCFi7EfjcEwlmUzT09NDa2uIUKiNnp6v6O3tRVHGrmY4HI7S1kxFJWVWL/KganhEepLkziVRQpfpzX5NmFm+GqJ5IK6GGUh0MdB1loG2dgYOthPtHX/SRTaZ8FUZ1RB3sBqrswJJCqAoxWrIlZMptIJaHN2WsTrM+MpseF0qLimBM92HPdyKrfMC+tnLKD2l7S6d0kqI5HSiT6oiWe0jXG6j069zzZ3ijCPMeVMIhQ6g9OcWMIozt4GkjycT7yOi0Sg+n49IJILXe3NbaAsEggeDXDrN3l+/y7Ed2wDwVVWz/q9fp272vFu+ZialcGpPO8c/bSeVn3hweCzMf7aeR1dOwua8CWOqopA4cMDwlXz8cYmvxPHYEnybNuFdtw7TDfyOGmrdDE3dxHPFFoRVtrK0Zimr6ozWTY27ZvwL5dLGdM2QIOk4MnrX38q5RUHS+BTYfaMuM5jMllRHTrQPks6Nzh6ZW+vLV0eMuPjh2SNDG+YNr4ycTaRQxrjD1NktLPK48oLEwXyPE4/ZhKYpJJOX8z4RI3k1FjuLogyO+eXb7XWj/CIQpLe3d1TKaio11uZ6pWO8VVVVVFZUErT6sMckI0ukJ/H1qaomCXO5A0uVE1O5naw1Q1Tppz/aSbg7H2DW2U4mOf5Ei93tIVhbh7eiBrunEtkcRNcCpJP5akgohTre6wNmi4yv3IbHWRQhjrBRCaHlAlr/+AZZAMnjRqmtIFHloS9oocOvcsmd4LR9gFbz4HW3HbDKZiZZ/dTLdupUqM+kqIuHqY/24I6mqP7/RG/p/i0qKAKBYMJpP3eaHb98k8EeI259wdoNrPjeD7Daby02PhnNcvyTNk7taSebzzBxB20sWtPI7OU1WG4iwyR9/jyRD7YS+eOHqL3DfCWTJ+PbtBHviy9irbv+NAvA1chVmtuaaW5r5ljvMbRhGSJBe9CYuqlfybKaZeO3blTFyB+52myIktaDo3f9DU4dtsneCnCX7mSr6zpX+hIcvhYu7O57edzskXwya2OQ+XXF7BFd17mayrKvJ1wwsZ6Mjb1hXrnFXGJgXZifqFGUBPHEOeKxs7R3n86nrp5H00aPzkqSGZdreknYmd3+CNGoQigU4srlITFyatwxXkmSCrvxFisiPjwZK2oobYiQQ0lyfd0klS7GTCUxS0a0e6UT/CbSpgSRbB99g20MdLUzcKidwZ4u9HGmdyRJxldZhb96Ek5fFWZ7GUhBchkviUGJwZ4kA73DBWZpW0Y2SXgDVjxODZccx5Xpwx5ux9p1EdO1s2iR0V97yUoCPrI1ZUQrnPQGTbR6c1xwxzhl6yNsSwNjB82BRMDsot7sZhIm6rM56lIx6qMh6lIxKlWV8ep6g9x6XpAQKAKBYMLIZTPs/+2vOLztA9B1PGUVrHv1b2icv/CWrhftS3F0VytnP+8q/LUZqHGxZF0D0x+vwnSDGSZKby+RP24jsnUrmXPnCsdNfj/eF14wfCXz51/XV6JoCkdDRwspri3RlpLzMwIzWFm3klX1q5hXPm/s1o2mQeh00UdybT9kRxg13dX5CslKY+LGX5oJk86pnGgfioo3JmzCY2SPTKtwFbwjixsDTKsoZo90ZbLsHoyVTNVElNH1+6EN8wqtGq+TSTYL2Wwf8Xw1pKvrNBfjZ0kmrzFWmpjJ5MoLEcO86nbPQlGq6OsbpKenh7NnegiFjtDXt/O6Y7yF1kx5BWU2H76cE6k/a8S8H0ui9IVR1AHCYzx/KFXVXOFAdWkkpCiDqR56B/Jju6c7SI4hBoaw2B0EaybhLqvB5qxAMgfQFD+ppJNob47u1pEibJiJVwKPz4LHpeGWEzjT/YYnpPsC5itnIDG2UXfoO6GXB0hX+xmscNDthxZPhnPOCGcdYVL2BDB2FceETI3VQ71kp07V8lWQAerj/dTlFNzXabbErRX0matpp5IruTJOp4JcUyto0yvozNiBPx/3uddDCBSBQDAhdF06z/YtP2eg0/ASzF31PKv/8hVsTtdNX6u/I86RHS1c/CqEnv8rvmqKl8XrGpkyvxzpOnuyDKGl08Q++YTI1q0k9u0vGgMtFjyrVuF7aRPuZ55Bso6/5048G2df5z72tO1hb/teotlo4ZxZNrO0eimr6lexsm4lte4xUmJ13TCyDh/9TY4ozdv9paO/5Y+UlN9DsfSw6kiY050RciP2WbGZZRbU+wvtmsUNxeyRcM7Yo+bDlp5Cq2asPWpsssRct6MwTbPQ42Sqw0Im3UosdpRY7Cx9nae5Gj9LNts75vfLZq0q5Iq4PXOxWqYSjdoIhXq5eGFoR94/fu0Yb1VVVV6I+AkoTsyDmuETOZ1E6UuClmCs27pkNYSIqcxG1pYlrg8STnYT6r3GQGs74YMdqNfZS8YdLMdXWYPDU1XIDMlmvMTDJqIDGUo1jM5wceBwm/C6dEOEZAwRYuu6iPnaaeTU2BsJGouWUCsCJKt8DJRb6fRrXPEkOWMP0+rJkLHGYOyvFrdso97sok6XqctlqUtEqY/1UZfLUKOo4wqCjMlNp7WWDiq5qpRzNh3gal6AtOsVZNKj/09IEthdFhye8U2+X4fwoAgEgnuKquQ48PvfcGjr79A1DZc/wJq/eo1pS5be9LW6Lkc4sv0a104Wb+L1c4IsWddI7Qz/107O6JpG6vBhBrduJbZ9B1q8eGNwLFyI76VNeNevx+T3j3uNznhnoXXzZc+XKFrxZu6z+Vgxydjr5qnap3Bbx9hPJ9pZOvobHWH+tLgM78jQnjZVjxZGf1VN50JPbJh/ZIC2gdFeiwqPreAbeWxykDk1XqxmmYSqcnJYVeRYLMm11Nh71Mxy2UtaNTMcJnKpoV16TxOLncmP9I71F7qE0zm14BNxOmeRy1XR358reEV6enqIREZnbsCI3XjzQiSou3FEZZSQseeM0p8aP97dZsq3ZWQyljQxZYC+WAeh0FUGuq4/smuyWPBV1uIKVGF1ViDLQRTFRyruJNavoSrj+0IsNhmvW8dtSuLKDmCPtGPruoi15RSm1NiVEADdJKNUBolXuukrM9PuU7noinPOOUiPTyNnHvvnWkKiyuyiTrJSr2jUZZLUx/qpSyeoVxR8msZYz1QlC2FrNZ1SNdfUcs5lglxRDAHSplcQZex9oOxOC7LTRM5uImWT0R0mdLsZ3WlCt5lAltAScXpffOaW7t9CoAgEgntG6NoVtm/5O3pbrwEwa/lKnv3hj3B4bvz/ta7rtJ4e4MiOFjovDhoHJZi2qJIl6xupaPj6DJPstWtEmpqIbG0i11GcPrDU1uJ7aRO+jRuxTp485nM1XeN032ma2w1RciF8oeT8ZO9kVtWvYlX9KhZULMAsj/i7NDkwbPR3L/SPyIgwWY2N9YYESe1iMBt/oSYyCsfaBvnqmiFGjrUOEhuRPSIVskf8PJbfv6Yu4CCn6yWx8EejSS6MEws/xWEtGe+d7dBQUxfyG+OdIRY7M+4uvbJsw+2aWdiPRpYbicV89PZGCkKkr68PdZwAL4/HUxAi5TY/ATx4U1b03gy5UBJ14Pr7zJgrHWgunZQpQSTXT1+klZ5uQ4jk0mMbZcEIMPOU1eDwVGKylqFpfrIpD7FBK7n0+CJENkl43OAxp3DmBnBEO7D1XMbacgpLMjymIADQzSayVQGiFU56gjKt3iznXVGuuFP0+UA1jf1Mu2SmzuQ0qiDZDPWJCHXJQeoVhVpFwTbG90ZHImqpoFuuokWr4EImyBWlnFa9kja9khB+9DFcJDanGdlhJmuXydhMhgBxmPNCxBAgJY8nR4UUplzvIah3Uk4v7kQHP9v4G2GSFQgE9yeaqnLog99x4P3foKkKDo+X51/ZzIwnlt/4NTSdy0dCHNnRQl+bUemQTRKznqxm0dpG/FXXzwRRBweJbt9O5IOtpI4dKxyXXS4831qPf9MmHEuWII0RTJZSUhzsOkhzWzN72vfQlyr+xS1LMosqF7GqbhUr61cyxTel9MmZGLQcyO9pswe6T1Fyh5VkqFlYFCT1T4LV+Fp6omm+OtPPl9cM78iZrijqCCPqUPbI4vzOvgvr/bhs5kIs/C/7Bjh2ZfxY+GqrhUXDKiOz7SlMKWN33ljkDLH20xxKtYx6Hhi79Bqb4s3Fbn+ETKaKcNhGb28/p0710NPTRjo9dkhXIWW1vIJyR4AgHvwZB+YBlVxHAvVUBsgC/aPSO2SnGbnMhuJQSEgxBtMhegev0dN1hci5HvSRmxgWvtUynvIqXL4qLPYKJDlALuslGXeRjpuIDkJ0cOSzjGu5XeC2ZHApYRyxTmyhK1jbzmCPh5DGUUy6xUyq0mf4QQJwzZPhrGuQDr9Gnxd0eRAY+YISZbKdeslKnaJSn04YXpBcljpFoVwduwqSNHnpslTTpldwIVvGFaWcNr2CVr2STr2cbHr0xJrVYUZymJHsMjm7PEx8GO/TIwSIkwwVUh9lejflejflei/lGG8V9OIhijTsW6GqdgaStx4PIASKQCC4q/S3t/KnLT+n54pxo5r++DLWvLIZp89/Q89XcxrnvujiyM5Wor3GrcpsMzH3mVoWPteAOzD+L0A9myW+bx+RD7YS370bfchPIMu4nl6Ob9MmPM8+i+wYPS3Ul+orGFy/6PyCtFocK3ZZXCyvXc6q+lU8M+kZ/PZhX0suDe1fFjfZ6zgM2ggPR8XsYaO/y8HhR9N0LoRifHWkl8MtYb68NjBmVPwkv4PHJhvtmiWNAWZWeejM5jgWS7E7muTnZ1tuKBZ+gcfBbOsgzsw5ozISOUOs/Qwns2Nncths1Xjcc3C5ZgP1JBJB+vrh/PmhTfBOA6dHPU+SJMrKyqgsr6Tc4afM5MWfceAYlFFDKdRLQx6FOArxkhAw2WWBgImcLUtcizCQ7KKn/wo9rVdJn46Oeq0hLHYnnrIa7O4KZHMQVfWTSXlIRu1kcyay43R07HbwWDO41AiOeBf20BUsHedwxLsxjfw3zKNbzCSqvIV8kCueFBddMbqCEv0eHV0enUtixkSDyU6dJlGfSVOXiFCfTVGXU6hTFJxjNDZykpVecx1fSpVcVsq4lCunXa/Mt2EqiTFaoFvsJiSHmazdhDJcgORFSHpElcYrJaigm6DWZQgPvZcKQgUR4iJZ0Na6LpHLuUilHGQyLiLpenoybjJpF5mMi0zGiapa8/6ho+P+W10P0eIRCAR3BU1TObxtK/t/+y+ouRw2l4vnfvgqs55edUOpqtm0wum9nRz7pJVkxPBF2F0W5j9bx6Mr67C7x84w0XWd9KnTRLZuJbptG2q4OKdhmzkT30sv4d3wApbKylHPuzh40aiStO3hRN+JkvM1rhpW1q1kdf1qHqt+DKspbwxUFeg6Pmz09wtQ0iXPJTA5P/qbFyXuSlJZlWNtgxxuGShsqBcbEYEuSzC7xsvjk4OFuHizw1zSpvnaWHiPk/keGzPNIYLZs8QTZ/N+kTMoythmSqdzihH7bp1GJlNFNOojFErR09NDb2/vuO0Zt9ttCBFXgDKTl0DOiSdmgVDm+jvvus1oXomMJU1cDdMf66Cr7xKhrmto6vj707j85Th8VVhs5SAFyGU8JGJuNNU+7s+Y2QweWxaXFsWZ6MbWdxVb5wUc8S4sytgtIM1qJlHpob/MSodf5bI7yTVvmq6AxIAH9DFM2G7JnK+CKNSn4tSnYtTnFOoVhSpFHTV8qyEzYK6gk0quKOVczpUVWjBtegW9+GFE7cRsMyE5zWRtMupQ+8VebMUwTIBI6ASkKGV6iHK9h/JhwqOCEGX0YR8Wz6ZpZtJpF+khwZF2kc4UP85mnei6UW00IePSbLh1O27djov8e90GaZVlP/+OaPEIBIL7g3B3J9t/+Sad588AMGXhEtb86DU8wfKvfW4qluXE7nZONrfnNywz9gRZ+HwDc56uxWIbO1ch19VF5MM/Etm6lezly4XjpvJyfN/+Nr6XNmGfNav0OV+T4jqvbB4r6w1RMiMww7jp6TqEzhSNrS37ITPir3l3VakgCTTSG8twuGWAL5v7+Krl4pg7+zqtJhY3GJWRxycHmVbr4XI2y9Fokg9iSf6fp6+MGQtvlmCO2xAjC9xmHjF1UZk7RSp+mtjgGRIdF+jRsozcHk+SrLjdj+B0zkLX60kly+nvd9DWOkgoFCKZHAAGRr2exWKhoryCCleQMrMXv+LEH7dh7lfRzg1fXxqVoliT3GZUt0balDTyQ6JtdIYuMni1a9RrDGGyWHEFqrA5K5DNZaiKj3TCRS7nRZUsxMcopJhM4LblcOlRnMkQtv4WbF0XcMa7sGajY7ZINKuZSJ2fvjIzbT6FS64EHQGV7oDEgEdHl0aKOZkKycoiXaYum6Y+GaU+m6VeUajPKfjHMKTGZB9dUhUnKefysBZMm15Jp16GMuKWbLKZwGEiZ5PRCtWPYR4QszxsNRplhI3WCyHK6aNcL4qQMvqwDNsGIJdzkE4586LDS0e6hkwmL0LSbhTFypAgcupWXHnxUZ0XHgUxotuxY0FCQtFypNQYSSVKUuknosToS409wXUjCIEiEAjuGLqmcWzXR+z913dRMhmsDger/uIV5q1e87VVk9hA2sgw2deJks8w8Vc5WbyugRlLqzGZR3tDtESC6K5dRLaOiJy32fA8/zy+TRtxPfUUkrn4qy6SiRRSXPd17CtJcbWZbDxZ82Rhv5tKZ6VxzfBVOPL/LY7+Jkb80rX7YPIzBUGilc3gcl+Cr1rCfLUrzFctV2jpHx39Ve21s2RygMcbAzxa70f1mDmRN7L+20AvF9tHx7kPj4V/1AmPyJ1MUk6RTZ4mFj5DsuMKMfRRg6Ymkxu3ezYW8xRyuRqiUT+hHhOnTvYzMDAA9Offhr2WJBHwB6j0lhG0eAmoLgIJO44+Cf3q8MqGDgwz3LpNKE6FJHEi2RChcAvt3edIp8efXLG7/dg9FZit+XHdtJdsygOyh2xOIjtiwEeSwGlVcBPDmerFPtCCrfsSjkQ39swA8hg+FNVmZrDORyhootWb5YonRVdApysoMejW0aXS8V4zJmolC7MUzZiESScLAqROUXCMaEDkJAs9cjVn9HIuDTOhDlVB4iPaMCar0XYp+D+Gqh9O8ygBYiFHBf2UDa9+6H2FCkiAAUz5fwFNkwttlnTaTSZTydX0FEOA5Ksfmmb8n7DopoLQqNCLlQ+3bseNHaduw4SMpqsklRhJNUZKiZJUOulXoiQLgiRGVksBMpLsBtmDJLnJKOOP5X8dosUjEAjuCNHeEDveepPWU0ZrpGHefNa9+jreisrrPm+gM8GRnS1cPNRT2E+kstHD4vWNTFlQgTyifK6rKsmDB40Wzs5d6MMizJ2PP47vpU141q7F5ClO87RGW9ndtps97Xs40nMEdVgcfNAeLGSTFDbgi/Xkp2ya4cpeiLSWLtrihIZlBWNrumwuJzrjfNUyYGSQtIYZHBGGJkkws8pT2NU3UOmkU9I4Fk99bSz8Qo+TeQ6FGXI79eoptORJYrHTZDLdY35PrdYKHI6ZQD2pVAUD/S56elRCofH3nnE5XVT4yiiz+gjobgJJO56wGTkx/gSL7pYNf4geIZzqpqf/Cl29l1G0sbMvJNmE01eJ1VGOZAqi5Lxkkh6QA0jS2F4im1nFJcVxDe0fE7qMM9GDI9WLSRtdTVJs5sKmdde8GVp8WboDEt0BCLsZFdnuxES9LhvVj1TMaMnkctQrCtVjZIMMyEHa9EouDwkQrZJW3XgbOQ0jm2V0pwnFPmICJv9+uACxkzGEx7Cqx/A2jI8Ict4AoijW0a2X/OfpjItc1gFISLpkiA3s+QqIrSBGhiogVszouk5KjZNSYiRVQ2wMiY6hzzNqAh0JZDdSXnxIsgdp6PP8G5ITi5LAnhnElhlEjXfzP2//mRgzFggE9x5d1zm1exfN771DNpXCbLWx4ns/YOHaDWNOxAzRfTXCke0tXD1edCzWzQqweH0jdTMDoyoumUuXiGzdSqTpw5LNzayNjUZeyYsbsdZNAkDVVE70nTBESdserkRKd/Gd7p/O6vrVrKxfyaPljyJn4kar5kqzUSXpPVu6WNkCdY8XBEm//1EOt+crJNcGONURJTvClGq3yCyqN9o1dTVuVL+V85nsdWPhyyxmFnkczHGkeURup1E5iTl17Gv2o2nAYpmKkqshFgvQ2+ugqytBIjF2YqjZbKbcV0a53U8AN4G0A9+gBVti/H8rzQlZa4aYGqY/0UF332X6ou2oY4wZA1hsTuyeKkyWMjTdRzblQdMDSLIXSRrdojPJGm45iTPTh2OwDVvoCs5kCGcqhEUZXXlS7GbC5Xa68pMxHX6VrqAhQgZdjBIhZZipVzWjApJNU5f3gtTnFIIjWjFpyU4HVVxRK2jVKgrio1WvNELJKFYEJJMEjiEBMkx8OA0TKhapsBYXibz3o6/EeDokQtzEkTDMp5mMI18BGSY80m4yGSeZjAtVNdZg1y0F4TFcdAwdc2BDRiKtJvNVj7zwGC5C1BgpJW5IH9k9rvCQZDdILqy5WEF82DLh/PtB7MM+jtlzDHhhwC3RaVf5v79/QQgUgUBwb4kP9LPz7V9w9ehXANTOmM36H79OoGbSmI/XdZ32s2EO77hGx/lB46AEUxdWsHhdI1WTS/9/KwMDRPOR8+nTxQkR2efD+8K38G/ahH3BAiRJIplL8nnn5+xu281n7Z8RzhTNsWbJzJLqJYYoqVtJnaMC2g7lE1ubx9hkT4LqR2HqSvQpK7nqWsBXHRm+ahngq2thrvSNvvkPhaHNqPNiL7PT7zBxMp7ieCzJ4Dix8PPddubYk0yX25isnsKZ/IpE4hyalh71eEkyY7dNAamRdLqCwbCHri4TfX0Jxvs1HvD4KXf6CUpeAlkH3qgVd9yCPE46h+bQSVtSxJR++qKGUTWSDqGMKUQk7J4yrPa8QTXrRVV8SKYgSI5RAlOSdFxyCme2H0ekA3vfVZzJHpzJENZsZNSKcnYz/eU2Ov0a17wZugIYlZAgRJyUiBATUKObqM9lDRGSFyBDQmT4VIyGTEgqp0Ut51q++jHUgmnVK+nHS8GMKgEOc96AOkYFxCoX1uEhRpkeoiIvOioY+th4c+Z391FV8yjD6VjmU5Mul4iNIePp8BaMGRNZNV1os4xVAUmpMVRdu474MD4GO7ZcPC8+imLDlgkXBIkpF2HQrTDghgGvxIAb+vPvhz7POTXKUalUVCpVFU88x3/4aYcQKAKB4N6g6zrn9jXz6bv/SDoRx2SxsPzPvs+SDZuQ5dF/IWuazpWjvRzZ0UJvq+FDkGWJGU9UsWhtI8GaYry9lskQ391MZOtW4p99BkMtCbMZ94oV+DZtwr16FbLVSneimz1te9jdvptDXYfIDSv5e6wenpn0DKvrV/NUzRN4B64VKyStX8DIiY3gVJiyklzjM5y2LeRgN3zVEuZIS5j+xOgJlBlVbubX+ymrcpHzW7miKxyLpejOjr6Z22SJOS4rs20JZshtNCon8KW+IJ26jD5y92FAlh1YLFNR1VoS8SC9vQ46OnSy2bHbLQ6bnXJX0JicUZz4ojZ8CRuWcTZqU+1Fo2pvtJXQwFWiuf4xhYhssmB3G7vrapqfXNaHZAogyQEkabSN0SGncebCOKId2PuvFSoh9nT/KF9I1m6mr9xCh0+l1ZfLCxCJrgBER4gQB1Jhp9z6XLYgQupzCtWKwvCZrpjkolWr5JpWQZteVRAfQ5kgueGNG7sJLS86tBFCBLtpmACJUqGH8uKjWP0YqoY48mbgXNZWMJqObL0UzKe6hBNbSeWjWAGxFYynqqYMq3IUKx7JYdUQRc/lxYdnXPEh6TbsuWhJ1WNkFUTTowx4NAY8xmTSgAf6Cx9LRNw6NptGhapSpQ4JEIVKJf+5qlPpqMDhqQZPDXhrwVNNVPLje+Z/FQJFIBDcfZKRQXa9s4VLXx4AoGrqI3xr808oq2sY9VhV0Th/sJujO1sZ7DH+gjRbZeY8XcvC5xvwBO2AIXhSR48ZvpI//QktWhzNsM+bh2/TJrwbXsAUCHB24GwhWv7sQGkrpt5Tz6r6VayuW8VCkxfLtc/yeSSfQXqwdHGuSpi6kuSk5Rw1L2Bfn5Ovrg1wvD1CdkR8uc0sM7/OR32tB2vQTtgtcyaT5WJytNdCBmY4zcyxxZkut9GonqAsuR81M3bYmcnkR5Ynk8lUMjjoobvLQn+/KX+lEY+VTZS5A5SZDcOqP27Dn7DjwIo0RlVEsaqkTHEGMyH6Blvpi3XkhchowWW2ubHaK4xqSM4LUgBZLsubHUuvbZFyhcAyx0ArzlQIRzKEM9WLacRuxBmHmd78ZEyH35iK6cpXQmIOSkRIUJcM4ZFN5wVIzjCk5hTKhrViFEx0UpHfkK6ypA0zKpp9aALGbjJaL8OrIMPSUL36YF5s9I2ogBgCxE4GXZfIZh0F/4fRdslXQfItGE2zlBhPR1Y9hoyn6Hq+4mGYThNDFZBhIiSrZcYRH0URIusW7NnoiHZLaRUkZY4x4NEJeyT684LDECDGx1mnhtdsVDyGKh9VytDnClUWD0FXFbKnNi8+aoz3hY9rwVUOY/xxcjv3byFQBALBDXPh4H4+fmcLqVgU2WRi2cvf5fFN38FkLv1LOptWOLOvk2Mft5EYNG7iNqeZR1fXMX91HQ630UPPtrUVI+dbi0ZUc3U1vhdfxLdpI0yp51DXIUOUtDcTShaDxCQkFlQsMKLlA3OZ2ncV6epeQ5RES0eGsXrQJy9noOopDpsWsLs/wJctg1wKjd6YrcxlZVadD3+lk6zPQqsVziTT5Mb4dVlvk5hjS/CI3Eqjcpyq1F5MytjmVZOpCl2rI5Eso7/PSVeXmXTazsh8CwCfw0OZ1UdQd+NL2PEn7fh0B/IYwkWxKCSlGOF0D6HBFgbTPUSzYwkRCasjgMlShqr50TQ/simIJAeR5NKwOhkVlxrFEe/CMdiGMxUqtGQsSmmLK+U0EwrKtPkUuvw63UEpL0QgPkyEyECNSl6A5AoVkKF2jGvY93cALy1a5SgPSKtWSRdlaEPfB4s8qvIx/P1QFohPDxcmXoYLj6EKiI1sYfqlaEAtVkHSGRfZjAtdk/PVD/uwt1IPiEU3kVYTpJSYITzGMJ6m1SRcp+UiyR5Mmgl7JjK66pE13puzYWL2BOES0VF8H3HrmBwaZQwXH8OqHrqJSmcFTs8k8FQXqh7DKyB4asAyOsjwRhECRSAQ3FVS8Rif/vNbnNu/B4CKhsms3/wGlZOnljwuHc9xYncbJ5rbySSM1ozLZ2XB8w3MfaYWq92MGosZkfNbt5L66nDhuZLTiXfNGnwvbSI9fzqfde2nua2Zzzs/JzWsHeMwO3iq9ilWVS3lGUWmrP2w0bbpO1+6aJMVrW4pPWVPcEiez46BWg61RumLj656NJa7mFTtwhy0M+A2cU7PER/DxBoww1xbwqiMKCeYlN6DSxtLjJiQ5Vpyuer8OK+NgQEnijJ6UsVmtlJu9xPEjT/lwJ90ENBdWMdIgciZcySIEE520xttI5LtHVOISLIZq8PwhqiqPy9AgkgmP5JUGnDn0OI4UiFDhOQFiDPVgz0dLolwT7pMdAckOnyqUQHJe0K6gpBwFAWWXceIaM9mSgRIfU6hZlgrJoO1xITaPqwN06ZXksSe/1ZKhRZMiQl1xCSMXx8oiI3i+yEh0oeVLIpiua4AyWUdmPPVD/eo1os9Pw1jQ1Gzw8ympebThBIlrSTQJOd1xIcbsyJhz0bGrXqghRl0pgmP0XLp90ikXRpOm0aFNkxwDK9+2AMEXVWYPJPGqHjk3xyBUYbiO40QKAKB4K5x5ciX7Hz7FyTCA0iSzNKXvsOTL38Xs6V4o4uH0xz7uI3T+zpRMoanwlfhYPG6RmY+UY0saST27yeydSuxTz5Fz+RFgiThWrYM76aN9C99hOa+AzS3NXO89zj6sJtjpaOSVZOeYZWtgqXhHmzX9kHnUSjxNEgo1fPpCCzlEPNpCtfzZUeadK60XWMxSUyu9uCrcJLxWWixQUga7e2wSzDLnuQRuY3JygnqMp9RpneMUeuwAnWkUxUMhN309FhJJvyFnInC6iSJgM1LmewhkHHiTzkIam5c2Ea1Z3KmLHFtkP5kFwPxTqK5PiLZvlFCxGRxGpMymh+kYN4bUpYfAy1WWsx6Fle6F3u0A2eyB1eyJ9+SCZWM6qYcMl0B6PDrdAehKyAVpmOGi5CAplOfzeZHcpVhQiRXsldMtx6kNR/F3qpVlgiQXnzGSK7M6BCyYZHsWGQkScevh0cJj6FqSJA+rOTIZu2jRm/Tw+LXFcWKc0S1Y6QQMeuQUuJ54TF81Lb4uYJljCmX4pslp2HPxbClw2OaTrNyhEF3hgG3VJh2GWq5DLoBl4bXlK96jGi3VJocVDkqcJW0W2pLKyDuKjCNnbR8rxECRSAQ3HEyySTN773Dqd27AAjW1rF+80+omT6z8Jhwd4KjO1s5f7AbTTV+lZTXu1m8rpGpiyrIXThP5IOtRP74R9T+YgiYdfo0PBtfpPXJyXyaOU5zWzNtsbaS158dnMUq30xWZTVmd5xEaj0Iamn1I+efRpv/MQ7o8/nDwBQO9xWy2gp4HGaqq9yYgjb63SbarJREgAPI6Eyzpphh6qBRPUl99gCT9GuF4KsiDlR1EvF4kL5eO4ODPpJJLyP9Ig6znTKzl2DOiT/lJKi78etOzCNMq1nZGN0diHcQToeI5vqIZvvIjRAiZqsf5AC6HkAyBZHlIJIpiCQXg78kXSuYU53JnmEtmR4suXhBNKRtMl0Bnc4AdAegKzjaEyLrUK2q1Ody+UmYXIkQcee/yQndXtKCGfKAtA0bydUl8gFko8WH7jSDVTZi2Bm/AlJGH2ZdLYzZjlUByWRcSKp1bOGBDbfuwKlZyanJEaIj34bJ+0AyujZadOQ9IMgerIqOPRsbNlY71H4JY8kMkrQMMujOjZpu6fdKpFwaFrtGmTRGu0WDSns5Ze5qzCUtltphVY9qsH39bt0TiabphJNZeqIZemJprnX28n97dp4QKAKB4M7QcvIYO976e2J9vSBJLHlhE8v//PtYrEaLorc1xuHt17h8tLeweVjtI36WrG+kukwhts0YDc5cuFC4pikQwPGttVx8chI7bBfZ17mfaLZohrXIFpaWzWW17GdluJvqloOQLo0PzTkrafEu5XN9Lr8bmMbJmJuRlPvteCocpLwWOhwSOadpVBm71pxmhqmTyepJGnKHaORqyT4kBh4ymWoiES/9fS7i8SDptJvhfhGTJBMwewmqLvwZB0HdTVBz46S0lZOV0kSVAfrjnUSzvURyfURz/eSGBZpJkhmTJYiOH+Rg0RtiCpS0ZWxKHEeiC2eip0SIDJ+SyVgluvzQFRwtQoZGdM26XpIH0jBMhEzKKVgBFYlOrXyU+Bj6PIzHCO+ym8Y0oWoOE9hMSJJGsESAjKyA9COpeiH7Y2wB4sQxRtbHcDEiqSopdXj1I1piOk0pGXTZVRosNuxjqwL2bHxM8WHODhK3DRJ25xgYZjbt98KAG3SXht2mUqmNbTKtdFbhLhEbI0ymzjK4Tm7QRKPrOrGMQiiaNsRHNE13NE0o/3FP/ngolianDhvrziRpe/P/KgSKQCC4PXLpNHt//S7HdmwDwFdVzfq/fp262fPQdZ2uS4Mc/lMLrWeK+7NMnl/OotXVuC4dIrJ1K4nPPwfNuFFKFgumFU9y/okamira+LL3KMqw/UACVh/PuBpYncqyrOMUrmjpniyKxcM1zxL2qXP4fXgap7LVlAgEWaKs3IEUsNHnkkl4LTBirx6/nGWGqYvJ2ikalaNM5TJeSjdw0TQ/qWQFAwNuolEf8XgZ2Xwa5xBukyFAAlknQc1tmFd1Z4lpNUOaaLaPcKqbSL4tE831lQgR2WQHOYgkBZBMZXkREsyHmOU3X9OyOJM9OBKllRBnqhdzflflrDkvPvLCY3g7Zigx1a7phepHQ0GM5GjIp6SagKjuoFWvyouOqpJqyND+MLpVHteEqjtMyJJGkP5RFZChj4P0gyKXTr2MECBa1pkXHY6i8KDYerFrZnJKojDtklCHqh5D5tMkqmQbJjxKWzBWRcKeTY4pPiRlkLh1kEGPkhcehs+j3wsRN5gcGk6bkh+nLYqPak2mylFGubsWi7d2mLl0hMnUPP6O2/cD6ZxaEBhFsVH8PBQz3iezY28SORYeuxmPzYyspNj//3hRCBSBQHDrtJ87zY5fvslgjyESFqzdwIrv/QCLzU7LqX6ObG+h67JR0ZAkmP5YJXMmxZD3/pHY9u1oyWLip/7oTM4ureL9+m5OZkpTXKfaK1iJi9X97cwPXSlpeqiylWvO+XymzOGD6HROalMYvu+rzWrCVW4n4bUQ9ZjRfdaSdo1dUplm6maKeprJ2kmmcYkKQiUOD0UpIxYLMBj2EI8HiceDKIq9cN4smQhKHkOI5CsiAd2NfVjSRkZPMZgNEUnnqyHZPiKjhIgxqiuZgkimMmTZECSFEDNdw5EZKFRCHHkh4kr2FILLcibo8VMQHl35jJDuYH4XXUnCo2mG6BheDcl/XKGq6LpEF0FaNUN8tOQ9IMbHVQziRjfLo8WHs7gpnclUFCDGzrdGFWRIiATpR80Oxa+7x/SAWBTX+OZT3Y6uZPIbzcVGVEBiJNU4GV0uFR3SMPGhStgyKRzZwVHiQ9cHiVkHGXQpDHgNn8eQ2TTh1jE7NLwWxRAeefFRpahUml1UOSsJuGuRfbXDWi35995J98RkejvkVI3eWKakutEdKX48dDySGjsReCycVhNeuwW7RcZsktB1yCoayaxKJJUbtQGmqKAIBIJbJpfNsP+3v+Lwtg9A1/GUVbDu1b+hft4CLh8OcXhHC/3txiiubJaYMc/NlOiXqNt/j9JZrHio1eWcW1rN76aEOOMsVlhMyCy2BlmZSLCq+wqNSvGXoYZMq30me3Kz2ZGaxWFtRkmUuNNtgYCNiMeM5reiu82FG4IJjQa5lynaWabqZ5jGJSbRVvCN6LpMNhtkcNBHPBYgHg+SSAQKMeEAXslJQHEVhEhQd+PRHYWk1YyeYjAdIpIdT4jIeWNqsNQbYgogScbrWHLx4nRMsgdnyvjYkepD1hUUGUL+kZUQY0Kmzwu6LBFUVUN0DPODNCiGEPFpGindNsoLMlQNadcryEiWMcRHUZCYzCpl0ugKyNB7vx5GydhLBEex9eImm3Lj0lzDPB/F7A+P7sCqQnZ49WPEBExK1Ua1XgqGU0XCns2MKT4UfZCYfZBBt1LScun3gJr3e/jNKlWKUqx8aFBtK6PSXYXbM2lExWPYlMttjNbebTRNpz+RzVc3DJHRHSl+PCQ8+hOZUZ6s8bCaZXwOC06LCUt+MkpRDeERSyukcjdePSlzWan02pnkkZmk9/L/+l//L0KgCASCm6Pr0nm2b/k5A53GrrlzVz3Piv/pf+HayRhHdrQQ6TXGey1WmWmVUWpP/QGOfVF4vuq0cWFRBe9P7+dETbYgHpySmeWaldX9naxIxPFpRbNph7mBPbk5NOdm84U2hyhGiqwkgc1vI+m1oPitaAFrSbumWhpgin6OqfoFpnGxxDei6yaSySDRqN+oisSCJJPFSRorZgKam6A2JEY8JaO8WS3NYLbX8IfkRUgk25ffnRWQbEhDvpCCNySIJPuQJBlZyxWmYkYKEYuSRJWg1zd2JaTXB5osUZUXHA35TJCGfCumLm9K7dH9RfFRqIZUFSdibKNHcYemYyQbBKUwlfTkhUdPoQJSQQivGkHJOMZowRgChLQXt+4cM/PDoVlAyQyLWY+WVkFUBWVY62W0+MjiKIzbFsVHRhokbh8k7FaKLRcPRDyG38NqVwnKhvioGjKaynaqHBVUumuxeoeN1w4XIc7y+9broes60ZRCTyx93ZZLbywzqlIxHmZZwuuw4LKasJplZElC1XRSOZV4RiGWHnvzyLFw28xUeW3UesxMcyaZYotRbY5gkVNkpQwJLceAphHSZLp1Kz0mD+2KgwN/9j8LgSIQCG4MVclx4Pe/4dDW36FrGi5/gGd/uJlkvLYkXM1q1ZmqnKXiwK+wpIz2ji5LXJnl448zYhyaDjmLIUoqMbM6kWB1LMLjqXShDtInl7NXmcNnylw+1+bSQxDI7/Tqt5L1W9D9NjSfpZBp4SXBVM7nxcglpnEJD0ZEvqpaiMcDhfZMPBYklfKh60bdw6vnPSL5ikhQdxsGSiRyWra0GpL/OK3mg8ckF7KprESEyKYykJxIkoQtPTBiQqaYGaKj0+cbuxIS8gMy1A4by20ovM8xSVGRNBPtegUtI/wgLfmo9pTZPm4WiO4wE5AHCoJjyHw6JER86iBK2j7M8+Emna+GZFNurFkfbhx4xmi9mHIKOTVZWv0YqoCoGTK6aUTbxWjDWFQZezaHI1sasW7NhsmYBonZipWPoZZL3K0jOzXsdtXYz0VV8lUPnWqrj0pnFUHPJEwF8TGi7WItbplwv5HMKuN7PPITLz3R0WPx4yEBXocFt82M3SJjkg3hkVU0EhmFSCqHeqPVE5NMpddGjcfCI64kU2xRaiwx7HISRUqT1BUGdY1eVaJbt9JtctNjLaPbWs6A1X/da2uJOL0vPiMEikAg+HpC166wfcvf0dt6DYBHnniG8sYNnP08TDphtF8ccob61o+pvvoJ5vxob2eNjV1zcuybIxFxG6JkpqKxOhZjVTLJnGwOCYjiZr86m/3aPPZr87iqG8ZWyWZCCVjR8tUR3WMBScJGlsn6JaZxkal5MTLkG8nlbEUhkhcj6bQHkLDplhIRYnhFXJgxoei5vAApVkOi2V6SqiFyJNlXrIKYyoalqdoxK0mjBZMXHyMzQ/o8RuWja4QI6fEbf5jX5UVHcTrGECPVikJU99CWFx0jqyFdUgDNYRkhQoofe82DVEh9VGLsBzP0voIQfmUQNW0vTsAMEyJKyoM95xtWARle/TCh59LDItaL1Y+EkiKtSeiyk5ETL1ZVwp5VcGRjJeLDkg2TMhuVj4HhlQ8vZF0aJoeGw25MulQNiQ/JSpU9SKW7Bq+nDslbO6LdUgvuyjFj1O8HsopWaK2E8pMtQx/3DLVcImlimZurVHjsZhwWU8HnkVM1ElmFaFIho96giJGg3G2j1mNhuivJFHuceksUpymBJmdJ6jkiukafJtGjW+iWXQXh0WsNoEs3Vmky6Qp2NYpFi4A2iJLrQ1f6kdVB9Fgvl/+XfxMCRSAQjI+mqhz64HcceP83aKqC3e2lYf7LdF0pJ5cPV3PmwjRc+Yjq7kPIukLELbNnrs7eeTKtlRJmHR5Lp1iVTLE6maJWUUlj5ZA6k8+1uezX5nFan4yGjOYyowWsaAEbut9amPao01vzVZGLJb6RTMaZr4yUGX6ReJBMxomEjF8r9YkYo7xWNF0llh0gkittzSSVCDoSkuwfIULKDH8IJuzpflxD0zH5N1eyB0suRthdHM8dSkvtCkj0BMBs0ksnYoZVRAIKdOnlY3pBWvVKYjb3uG0Yly1BlTQ0fju8DdODLxeBtHWU8TSddqOn/Thy3vz0S1F8ePLVD1VJ5UVHpJB0mlQSpDSNHNaSMdti5UPFmY2XiA9TLkzaPEjUYbRdhiofYQ9oLg2zQ8Vty0+5qAqVikaV1ZNvudRh900aY8qlBuz35+90VdPpj2dGjNSmC/keQ8cHxthIcjzsZhmf04LTasaSN3crmk4qqxJL54hnbtzn4XNYqPJYmebOMc0Ro8ESwWeOo8sZMuSI6Cr9mkSPbqZHctJtLaPHWk7IGkSRR6cUj4Wkqzi0GGYtgqTmhYc6gEkNI6uDyPn3klbM2UHXcWYgEIfajIPKqJ3//J/3CYEiEAjGpr+9lT9t+Tk9Vy4C4K95lGz2aTTNMAK64+00tu6kovcoiknj0AyJPY9KnJws4UTnmbwgWZ5K4VQlTuhT2a/N43NtLke0R8hIVjRfsTqi+a1gNVGh9xSEyDQuMJmr2MiSSnmGtWnKSMQD5HIOHLqVsvzUzJAY8esuJB1iuYFCoqohRnqJ58LomPIiJIgslxU+lmQ/ZjVbEB7FUd0eHKleEjalUP3oHKqI5D0iDpM2ZiumLqdgUYvhZG16FS3DJmI6TeUoDtuYbRi7PUOlKTRs+qVYBfFnI0gZ87BN54xKSDrtxpQO4lC8eEZWP1QzUi5LTk3kKx7FyZeEmstXP1zG+HJefJg1C/aciiObxJ4ZxJ4OY8uEkdUwCcsgMXuEAXdu2A62ILlULA4VryU/5aIqVP7/2fvzIEnz874P/Pze+8g76+y7ZwYYzGAGxwAgcWNwEABpiQRNiXLYCkvaXa4oORyxUljScteWQqtdiw5ZtLRhU7Jlybq8MilREE8QIAEMjsHgmgHmAuaenqO768w73/N37B/vW1lV3T3TOaRIDsV6IjLyqKqszOyufD/5fb7P9zE260GP9WidfvMszo2mXF5HaaZHyxjDKCmPqRvbR9SOAxVkd5qzpM0D1xa0Q5fYd/BtC2GB0pDXPo9RUrLsgdZ3LDbaAecbmjdEM867E/reDMtKKSiZGsXAwI622RIh226XLW+Fbb9PYXk3/wUARhPoGe4BeMg9kMMaOCrosNUQoaeLdQfCGJpJBR6n84gzecxG5rOS2LRTRaQzXOYg5uhYotoG3YaJr/jhv/T8CaCc1Emd1PHSWvHgr/8y9//Cv0CVJZYTYvv3YrlvQghBe/ws51/4LP3B4zxxBr50t8UDbxJ0HMWH5yn3JgnvzHKe02cWCsk39B1MnLiCkY5ftWvaLpGVcgtPc9sCSJ6mZSYkSWvRopnX50b6dMyhKtI3TXq6QWBcZnK4UEMOfCLTcogWzhGj6oFPpI8QDcJ8eAgi6SGMaDNhu1ZCrtQAcmBQ9XzN+fJwIuZ8PSVzupTMdO9YNPuBCnKJdUZBCxO517VhvLBkxdljXexcp4J0ijFWZl2nfhRZAzfrE8nmEfgIaRDglgpkTlbHrs/luAaQlFQbCtxj8GEREEhNmOeEebXdNsiHWOWQ1B0yDkYMGzmDJuy1BEnDICKFHyk6dm0yVZJ1O2Y9XGE93qTdOotYKB9H4CPovC7Ha2e5XPg7diZ53W45DBPbqjM9rt1W/UplCehEHs2Fz8PCYMjLqt0ySkryJe/LtgRrTZ9TTZs3hjNuDSasuRMcK0VZJTMjGRlTKR74XHU6bHsrbPl9Unv5iSJfVeCBGqHkPkINjqgdB8rHGFFPu1na0J5Dbwpn8ojTecRG5tOfW7QSRaRTbBIQCbql0G2DalMBSKe6bF7l4c3nmh/70UsngHJSJ3VShzXcusJv/vzf48qT3wPAci7gxj+EsJr0Bt/j/AufpeAZvnyX4Mt3W/Sikg8nCR9JUqK8zQPqzXxV38UD+s3s+D10118oJFZDcE68sFBHbuNp1vQW2bx9zDMyn3fxVFirIU36R1SRrJzWLZndhTIyKfdReIcQYh22Z2xlEae7CxXkQBVx8132W+U1EFK1ZESkFh6Qcws/SMlqYTHQq7xYKyCVJ6Qey/XWyMPwujaMEyhWggFrYucaM+oOrXyCk0GRH1VAGqi0hZutEKvGMQUk1C62LFFlcuj/qEPHUq1JtMEcyfywiPGlISxKwmK2UD5sOSS1a89HPK9STZuCpKERscYPa/jQkg1lWPc6bESrrDVO02ifq9osRz0fzY3XZajYQZ7H1iRje3zo89ie1Lke0+r2+WsIEmsFDp3II/JsXNta/J60VEzS8jWpHu3Q5VTT5Q2NlNvCKWfcCZGToEROSgUee0awbTy27CZb3gpb/gpDt73043V1gqvGCD1Cy32Qw7rVcrTdMkZQeV1caejMKsXjTB5zOo9YT70aPCRRmWIzx9hJDR0VbOi2QXWqc319UPMrlpY+Mmsjkw5l2kFmHWTaZjoM+On/9988AZSTOqmTAqM13/3cb/Clf/lPUGUBeDjRh7DdO1nbe5iNq5/jsbMv85W7BO2VnHvTlHvmgmfKA2Prm3kuPIPu+ZV/pOvR9/d4g6jaNLfyDOf0C5TzmNm0t2jTJLMOLd08BiI93QSZMy33j7VmJsU+UgR1bki/npap0lXDIqmnZLaIkh3i+nwSjI+N5x7AiIoVZ8z1ENIpPHaPjOO+YNZ5Qa9zydpgO+ijY+9YLogVGPrhgFV797gR1ezSyqf4uarGbo8YUEm7eFl/kQFycPKUQRQFUs7rXS+1+qEKkoX60azTY2O8euIlKrKq9ZIPsYshuTNk4o8YxlOGTcNeS5DHGivSeJGi41TppuvGYt3vsB5vsN48Q9Q6UwWJHQWQePV1ZzQ9GKvdWphLjwLIIYjszZbP84g9m27sEfsOwcFYrTHkUjHLJMOkXDoR1bEEaw2P21olbwhnXPAn9NwZwq58HlM0AyPYMi7bIuJq3WrZ8XoosZzPwzIFnhpjqQo8rlU8DvwewhRgDGFBDR6GM0WD01nIWurRnwuaM0l4AB5uVkFHp2q1HLRcVNugm1y7PuoVyyinAo60UwHIweVrrmsZYIwBkyKsFD8scLyURA74L37u/34CKCd1Un/Ua3T1Cr/0t/5fjParXBPLOYsbfozN3SfI1G/x0O3bRGdz3l3k+LNzPKTu5ivmLh5tvhHZDdFdD79dcpv3HLfxNLfwNBfVc9hz+8gkTR8579PV7WPtmVjazMtBNbpb7FW5IuU+JcGRNNXq3CEmTvfrzJBDEJFml+1uuWjFHEBI0VRsiuMQcr4s8YuYPV2Bx4EKcsmsc8nbZBR1qn0wtQ+E0KITTljzdo6rIGaHdj7FzyRlFh1uv82aWGkXL+/TOAIgkXZxSgVlRr5ovxwaT1Mj0CJCWC2wmrjaJiw1YZERZlXrxSmrUdu5N2QYjdlvaQbNI/ARSjpe7fkQLhu132OtdZagdbaGjiMA8jpMNC2kPjZOu4CO8aHhdOs1jNU6lqAXe7RC97jqIevplrRkf14s7Rtp+g7nW4Y74hm3BFM2nBmumyAtSYJiaAS7pvJ5bLldtvwVtr0VUju4+Z0DGI2nJ9Uki9xHXAMcBwAi9BxhDI0UuvPjisdq4tCbCxrTkrDIsPQUE5WHbZaOOd5yaQFLMqjRNjJtH4eO+vIhkHRQeQhIjJ7j+Tmun2E5KcZKkCahNBmFyilUSak12nExR055UfCzP/uzvz+A8uUvf5m/83f+Dg8++CBXr17l05/+NJ/61Kde9We+9KUv8Zf/8l/m8ccf59SpU/zVv/pX+emf/umlf+cJoJzUSb1yGWN44tu/zdf/53/NYLoDSMDBDd5Lfz7lavfzuBeusCla7CZ38zVxN99s3U3SayHaFmfbV7nNfppbeZqL6lkas4Jk1mU66zOb9nDmG/R0i75uVu0ZFaKK6ZGpmV3GxYAM7zqPSFho4nTvyKTMDna5xX5jXI3qdqkNqoK8pVh1Kx/I+dqYeqZQ2EV7oYRcMhvVudjghWCTJGocJqNGDmGQsRbusWbvsMZ25QExu7SLMY00Q2YhWd4gyxqUaRM77RPkfRo6WkzB+AqsskQv2i919ocuSRXkOAvvh4OHX2qioiTIZwT1qG1hDZl5Q8bhiEGrmngpY4MVK/wDw6mWrNtRBR/xJmutc3jtM7XP4wBANl9322uNMQyT8lDhOKJ4HCSabk8y9l/DdEsrcOjGHg3fwXcOMz2y2mS6Py+YLznhYgk43bB5UzPhtnq6JfZSjF2SCcXEGPax2SJg22lx1Vtl2++/pnaLo+fYaoSRA6zrPB4HpwmWVrRrY2lvLjiTx2ymPqupS3cGjWlJkKdYZo6JJapzpM1ypNWi2sByggzGCGTWuqHKcex6FoLJECLFCzIcN8eyEzQJBSmlTClUQaEkyhIYx0U73gI8lgXiPM9/x4Cy5FM+rPl8zlvf+lb+3J/7c/zET/zETb//+eef50d+5Ef4qZ/6Kf7lv/yX3H///fzFv/gXWV1dXernT+qkTur6kqrkoQf/D5781/8/rGdOsxfYSH0FAMtaJ3Qa2Gu/yF5jhWf1R7k/fAf7/RU6nSlvaDzDp8RnuaCeY2U2Jt9qVWFn01XmyY/iqxYbpsEdOsbNS5JyWEPIs1wtR8y1dcSkegrHfiMxKWuL8LLv4WfbTL0dtruSl3pw9VTlC0lbmk5Qwcf5UvJOKdksDOQ9drY3Fq2Yr5h1LjmbvBxuUPb9WglxsANNPxqy7u3wg+LxWgXZplOMaaYJVmKTDQ4ApIWTruJnb6pbMCGx9nGVRhTZov2SyF0SmXJVmyPqRxOLEF/ahGVMmFmsLeBjROIOGIcj9ps5L3ahiA12bThteZINrVl3mrwx7LPe2GS1dR63Xbddjo7Yukt+Gv99qqxUC3Pp9fBx2HJZ1mTq2oJ+w6cdHKgeAoOoMj3yA9UjZ5JJJkskmjY9we3NjNujGRf9KT1vju3klJZiJjT7xmaXKkjsJW+Fb/mn2PHuQovlZAXLFDhqBHJYt1qOejwG2AsQKSrwmEJvBmeKmFNpwFri0J1BcyLwExchcnTT1IZSUO0MdeYQQNIOJEsO3gDIrFmrHjdus5RJG5n7GJXhOClukOM4GVgJ2iQU6jKFerZSPGyNcd0aPFyM42EcB4RFhQY3B+MQl0j4RCYgVh6R9onwiYxPZDwi41PmJT/Lzy7/JI/U76rFI4S4qYLy1/7aX+NXfuVX+P73v7+47ad/+qd5+OGHeeCBB5b6PScKykmdFEz3nuXXHvhfePmB+1j/XkEvfR8vrl8gLR4AkwM2XtjnxfMx9/fey9X+Ghe6L3N78CQX9fNszPZgWgWf6ekm8ew0fdOip5tEpUDlk3rXzC7jYsxUG4zVqWGkT1A6xNmUxpEo98zaZrc5Poxv70Ha1sSx5IyqIORcWdIvHVTRZ1dv8EKthLzAOpf8U2xFK+jIq9swglY0Yy3YZcPZXrRhuuWAVpbgp6r2gDSQaQs77eNnqzRUlRYbaw+7lFgypyhnh9tulSTVhtQ4YDWwRKMOG9NERUaYT/DyIaU1JHGHTIIRg8acQRNUbBCxIggkTV+xDmy4LdbDVdYbp1lpn8VpH2m7NA9GbF/z57/fs9LaMEiKhbqxMJle4/cYJcsvjetGLr1a9Qhce+H1yMpqd8tgnjNOlwsnEwJOx3BnY8Ybgimn/CmBl2GskkRoJsAuLtsiZMvr/Y7aLa6eIOQAjqgc9lHFQw6x9HwBHt2Z4XQWcSoLWE8qxaM1kQTzFGFm6Ja+ptVy4PO4+WTLtaXy6Ah0tCmPAkjapkzbyNTByBwvyHHcHNupJmukmlPqlFym5LJECVHDRg0e7oHisXy8f4BLTFCBhvJq6PBq8KhOIe5ik7fBIFGUKKRjMDYgwNKCNE14x3//Y78/CsprrQceeICPf/zjx277xCc+wT/+x/+Ysixx3evn5PM8J88Pt4JOJpPrvuekTuo/9CrmYx785i/xpWf/HXtXn2PzKc27noxp9e7lxc0fYL9xPzq/D4Dc7/LF936QlYsD3mA9zZ+e/wLRWJE+38eenqUxv5e+adKSHlaRkuYDRsUOo+JpXlQaZTUrj4joEpZtmumEtdofIuR3GQXbbPUKnugJrt5aQUjQkJyi8oTcUZa8qwxRRZ+d8SYvDCtj6q86m1wKTjGMO5hVFxNVeSAr0YB1f5u3iif5Ib5MVw5oZzOitECOArKsAhAnXcHL7qYhqyCyQNs4pYQyoywPNt9ukWjFnoYCD2G1cLSLLw1RYRFlLmv5HMWAxBkyCYYMGhO2mgYVG6xYVm0XT7Fu2ax7be6I1thovIVe+xx2+/Sh36N5CqL+62qXS1qoSvEYX6t0HN9cWy6Ze+47FmtNn3bkEnsO3pEJl6SecNmb5gyTkuESQBO4gtubRaV6BBPaforjFBSWqkymOJXq4bR4ylvhy/4bGbnLH8gcPUOoEcjBNVMth60XW45oJYZubS7dTP3KXJrU5tKJJJxpbKXRTXWktTJCbbAYp523DbPXkKavymABGfIa6JBZhzKJKRMHdInn5zhuhrBSYI5Sc3J1iVxmFLKsYCNyr2+1WB7gATdvUQW4FWyoGjSooCM2h6pHiLcAjxJFgaS0FMYFYwEGpNGkqsRTDq6xEQhcHFycqsN8lEvl8gm619bvOaBsbW2xvr5+7Lb19XWklOzt7bG5uXndz/ztv/23+Zt/82/+Xj+0kzqp11Ulacp3vvl5nnji3/FS9hAv6jlrzzh86FHNxrjDi2c/yuNvfT+lukSZ/CKYFCME5s0+K2dm/OT8m7jfPkc7fS9tFeEVEpWNmRb7jOWTPCclORHC7mPTJM43aaQxa8k2QXqJ1Pk6e/EeV/qaR84Lph2N11SsOiXnpeRCKXlT0UAWq+zMNrg0XecF1vmGd4oXok3mnSYmsrFDQzccsx7usOFs83G+TE/t0c5nNLIUkbpkwxiVtrGzPl76Bhplp/Z/COwjADKXE+Zyl6neYltb1eTPwdRLKYlziDNJQw3J7AEzf8QoGrLTLCgalfLhh5JmqFizHTa8DndE62w076bXuYjVPn3ccOq3Xjdm04Mk062jJtPxtfCRLdUagepp9WOPlYZPK3AIPRvbEmhTGVpneclwXrIzzXhpmPLSML3pffYCw13NOW8I52yEcwIvB0fWqodgV1Sqx7bb43P+OjveHcu3W3SBrYa14nG9z8Oug8VaSVmBx9Swnrj1OK1Lf2bRmkjCSY5TKkxTLdQO1SnQq9OF5yPrGJLXYPXR0l2YSK8FkDJpI1Ofcu4CGs/LsJ0UIVKMmSPVjFzukZc50pgKNoJDU+kBfGDFwHI0FOBWgKFrleOaNkuleHjYWEgUGSWlkCgXTE0BQgsKrTGqwNcOrnFwsXGxQQP5K/9+iSK1UgonQQYpOphjohkmGjMzV1/5B29Svy8apLjmD/6gq3Tt7Qf1Mz/zM/zlv/yXF9cnkwlnz579vXuAJ3VSfwC1N8v54rfvZ/L4Z2D2ANvBVb7mu2y8YHPvo4Y/8axFHqzwwrkf4oE3/QCakjL9bXTxBABOEHF69X30pj2s7yRk+YBxOWJXPs4LxkPYfTwTEGdNmolmNdkG9SSTYIvt1pin+4L9iwarpWhGJee05Gyp2CgavKVYZbs4xQt76zxvbfLl4DQvRxsUnQATWjTDOavhPpvBFm8Uz/Be/XU6xYRmmuCmhny3ygCxsxX85CxReTcNHeIpg1WWUKYU5axSQNQeI73HVWOhRXxE/SiJ8pJ2MSESQwJvyDgYsN+ckbU1JlZ4kSYOJSuezYbX5pZwjY3WO1hp34LTPgML9eP06ypSPSvVsYmWa8+3xxnb0xy15EhK5NmstwK6kUsjcKs0U8HCaDrNJHuznN1Zzt5sGfOq4UJUcmejmnBpRwWuV1DampmAfeGwJ3y27BZP+X2+4p1/De0WhaPGR1ot1/o7hljlgGaS0JtBb2bozy3OZDEbqUc/sWhPFNE4x5sX6IaqQcOgOyWqM0edq0Ak70DaNssbTJVdKRvXqR5tyrRJOfeQiYMlwHVzLDtFiASt5shyQlZuk8scbTkY16tUD9vF2B76oNVidYHuUo/HN85hW+WaNktsfEJTtV8EgoyCnJLS02gHTH14NVqQK4VWOYFy8XBoYIMBivr0CiWRZHZK6SWoIEGHM3Q4xoQjVLhD6WyRyC3yvKBMXMrEQSYO5cihvOJQJg6z0XKv/Y3q9xxQNjY22NraOnbbzs4OjuPQ7/dv+DO+7+P7r7+woJM6qd9NPbY74TMPPoB68kvcMv4Orv8Uj8SaL4UBvYnNvd/w+RvfMzQyzbRxhu/f8Ql2Vt8GwkKVzyGTz2F0AkDHXceiz9WdHS5bBb50aeYWzblFNxuS2VsMoh2udhOeOA2qrQmaJZt2BSHnipgzxQoDuckL000upZt8PTjDi/EmZS/AC0v60ZCNcIdN9yrvM1+nW4xpZnOipKAcR+itNlbWx0tXifPbibSPJw1WmWNqAJmrlEQN2NcDLhsHQYSvBL5UxFlBkM9pmBG2OwB/xCAest8s0LHGjTVRWNINqoyPN4QrbDTfzHr7Al7nHLTOVKpH+/TrRvkwxjDJ5BHgSNka54eXJzlb43Sp1ghUEymrTZ+1ZkD72vHaenncuJ6oeWF/zvN7N79PV0je1Ei5PZ5zJkyIwxzhSHLbMBY2+8Jl24rYcnt8yT/Dv/WWO5gC2GqGVase9rVTLbXi0ZyP6c0M3ZmhPxOcySLWM5+VuUVnooknOe5oDlENHp2D8LAMtVm1W8oODDtgwuUtlJXB9LDNUi6MpRFl4iMTGwu7mmaxUjBztJpR5AOK4mWKgxFatwYO4WKsylyqIw/s9Zs/iLq8I+AR122W0PjE5lABCYyLxpBQUDglyhNoy1TgoUEqSFWJUoZQ160b/JtCB4AUJbmTIv0EFczQ4RQdjtD+HjLYIreukqopeSaRaQUaZeJQ7tYAkjiUcxeV28DpV/9d5fK+pmvr9xxQ3vOe9/Crv/qrx2773Oc+xzvf+c4b+k9O6qT+Q6hMSj7z3LN89rEncS89wlsnj/NWHuENjSFfjEJ+6WxAOA/54GOG/+ZRzZn9aoRy1L6V77zphxl27gDAmBw9+yxl+QwAgoievIWVcYmQVwj9q+w2d3mxK0nPGpx2STespmRaRUyz6LNenuLFYoPnJ6f5Rnial+NNyp5PHKWVChJdZdO+ykfKZ2nnU5pJhpXaqFEbK+3jp2uE2Tki7eNKjShzTJGSl9M6eGzMjp6Q4+NqB19CmBfEeYqnxhh7iPaGpNGQcWOGjDV2pAgjRSuE9bDF2XCVjfg8G517iTrnK8XjoP3yOolVP2i5XL2B2nG1brdcHWek5XLjsIFrsdEKWGsFtAO3brmANpBLxTSVDOYF29OcRy+Pl7rPrp1yZ2POreGc1TjD90u0q0kswUjY7FrBIsn0Mf/C0qqHMGU93bJ/3TitrYZYckAjGdGblvSmVYLpqSyoRmoTm84UGpMCbzhHOPLQWNoxqHaBOl1dlm3BsAumqZcOEtPSq4Gje2SapYVMQsrEQ6YeQjvYdoEQKeg5qpxR5Ptk+Ytoyz5srbguxrhoUV92I4zdXvr/n22sys/BUV/HgeJRqR2ecSiEIiWn9A3KMyhR7bpBQa40WuaUShEajy7x9b6OVyglJIWbIP05KpiiwwkqGKCCbQrvKoU9JFNT8kwfQsfcQQ4PIaRIXEzRZhlPC4C0bOZRk3ncZBY1mUdNZmED6TbQRKgU+PTnlrqva+s1T/HMZjOeeaZ6s3z729/Oz/3cz/HhD3+YXq/HuXPn+Jmf+RkuX77MP//n/xyoxozvuusu/vyf//P81E/9FA888AA//dM/zb/6V/9q6THjkymek3q913OTLX7xsUf5yrNjgu0rvGv6PT6gH2HDe4b7Y48vRiEPBT6OhHc9Zbj3EcPdlwy154y9/l08d8sfYx7XrUxjEMkjFNlXUFaVIKmdKfure9CRxM2STUsSlxGi6DEvNnnJnOKSd5rnwtO8FG2iYpdOOGE12uVMeJW1eildO50TzQt02kCkPdx0lTBdI5IRrtRYRY4uEvJyTqIkidakxkIaF09aBFIRZTlBOUNaI+bukIk/ZBSPkI2ijliXNGJYjZtshCtsxKfYaF+g2T6P6Jw99Hy8TgLGDsZrr47Tfy8tl07kstEKWG8FC7+HJQTaVHtcJlm5iG5fpuVioTntTrmzMed8lNCOSmxPUjqGmSUYCI9tO2LL7bDlrbLrdTFLTm0cqh4D7IPRWnng8xgQJQP60xm9qaE3g5W5xaksrELEZtCcSIJRiqXK4xMtncMUU9kB1RXotgZvudfQaOt4nkfardosSYice8jMRSgXgUZQtVlUOaXMJuR5csxIql3vOo9H1W5Z7jUSRiwMpcdNpT5xrXZYRiCFInMV0jdIW2MwYEBIcKTAlRaBdheeEMFy//e1UJRegvRnqGCCCkYof4/S30L6++T2mFTOKPKSMq2gYwEgiUs+95CJDeXyf2ul7RyHjqhFEsZIEQMRlo5xVEiz9GnnEBeGsDCEJYTKLJ5bWsz5K//bj/7+BLXdd999fPjDH77u9j/zZ/4M//Sf/lP+7J/9s1y6dIn77rtv8bUvfelL/KW/9JcWQW1/7a/9tZOgtpP6Q1vzMuELzz/Erz51hUe2baxBynsnj/BBHuG91mPs+BlfiCK+GIU85XtgDG96GT70qOZ934egqP7kDIJLZz7E5TMfoQjqdqeRZOprFOp+vKRqc1p+QevMDOOssKXP8Kx3hufCM7zYOIUVV4bUjWibM8FlenJEO5vSShO8OYi0h5Ou4CdrhHmnbsGUmCKhKOakWjLXhlTbaC3wpSAsJFGWghmTOUNm/pBRNKSIZtCsNttGsaHfbNTwsclG+wLdzgXEwbht+8zrAj6ubbkcqB2/m5bLWjNgox2w3vJpBS6BZ2Mh0EaTFhV8bE+r+92Z3jyi3UZx1hnz5uaMzUZOMyqxXEXuGKaWw77w2LYbXPVXuOqtMneipR6rMBJbjRZeD1se5HpU52E6YGU0pD8tqiCxGWwkXr2vRdCaKKJxhlWU6LieZOlwPD69A7JrodoGGsvvwVFFdLzVkrQok4Ay8VGZB9KpDqYiw6gZspxSphOKIr0OMq6DD9d9TZH+gXGPqx0c+jvcel5WC03ua0pPoyyDMQahDZYEuxT4yrnhFMzNSguN9OZIf1qBh7+P9Hcp/T2kP6KowSMv8mPgUSQuWVIZcXViwWvoohSOxyw+gI7qPHVjlIjAxNgqJNIxjdIjLiAqNGEBoTQEZvm/Z4NBi5xc7fJX/9GfPYm6P6mT+vddxmieuPoIn332cb68JXlm1KEYCt5TA8n7rce4YF3mwcCvoCQO2XKqzunqyHDvo4YPPyJYmRy+eaduwNMXf4CdjXuxrLpvLTKc5tdQ5lGSqwZRx38/fuouHrjrfXTaMzajLc64l+mWE9rpnMY8w0ki7LSPl64TJiu4pYVdllCkyDIlVZJEGxJtoaXBl9SppylajEncAZNgwCweoBtZ1XqJNZ1OzHq0wmZjg43WOfqdW7DbZ+u2yxmIen/g8PF71XKp4COgFbr1Lpeq359JxTAp2J7kXB2lSykqLpIz9og3thLWmwWNUCJ8Q2bDxHLYs0K2narlsu0vv7/F1gniSJiYfSRUzC4HdCcDVkdT+jNNbwr9mcWp1Gd1btOZahrjAjcp0N71aofqGGRHILsWumMwTQXOcocJrZzKXJp2a2PpYatFpR5IF13aGJVj1BxZVIpHWWTH4tEX7ZYFjNTXX0O2jGvsQ/A4Ah2+cbGxEAaUYyh9Q+lotNBobRAKbAlOaR3P/ngN4GHQSC9BBhOUP0IGe0ivgg7pj8jtEZmakxYZMrUp5xV0JElIPvdQiYNJQJTLH54L12MWtZhFjQpA/Aa5U7VZhI4IaBDoiKh0iXJDUBjC0hAp8JZUcqrnphB2im/PiBjRMAOaco842yXIBrjZFGc+wZ4nqFQwnsO7nnrmBFBO6qR+tzUev8hXnryfr+7t8J1pi0vTdbKBzVsmT/EB8wgftB/lHvEUpaW5Pwz4Qhzx5TBkWhsXg9zwvu8JPv4di4vbh9J96RiunhdcvuUDpPoToCrjYWlJHuuXPHhK867LX+aNT38fAejIxnpHQCs2eEkHJ1klmK/jZRF2qRBlhspTsroFkyiBlqoCkLzAlQnSGjP3BozDAWU8gLjEjSSNtsdKu81GvMFm8ywb3VsJuxcr1aN9BuK1P/Ccj4M9LluTjCuj9BA+auj4nbZcDuCjHTj4ro0QAqU181wxmOdsjXOujFO2JzfPDfEo2bBG3NbNWGuURKEGX5PaFmPbY88O2XbabHkrjN0lZ1iNrrweR5SOA4+HJQdE6ZCV8ZDVcUavTjHdTDzWEpf+DJpjSTjOQGh0k2tMpgfgYaM6YFoKwuVVjwOTaWUurVot5TxAZS6mdNGFjSlUNdFSTCnSCUoWYNk3VDmq63417WLbr8nnERlvMUp7AB6OqZQsEOBB4RkKW6HRGGUQ0uCUAl+7RMZbeEVC4+EsucDGYFDeHOlPkMHgGHQsFA81Iy0TZGqTz12SJCJNglrtsCHRWEvuH4Ij4BE3mQUN5l5MYcdoYjwR45kYX0YE0iXMDUFpCKUh1gL3NYAHosS15wTWhAYDGmqfuNghKIZ42QQ3rcBDzHNUZqEyq3qtb1IzpfiBZ54+AZSTOqnXUnk+48knv8hXX/oej2h4PDvN5fEG5QDOji7zAfEoH7Ae4X3W43TFjD3b4r4o5AtRxNeDgNKq/jiFMbz1WcEnvqN4yyWNK6vbDbCz3uHbb3gbz6x/lFsmXeK6Byz9nPTiE7hrjxBvJWSP5Kg6dbMVn2Wj8UaElJRlWSkgyqBKiV9qwjzH0gmlPWLqD5mH+6h4iB1Lgga0ug3W26tsNk6x2b6FXvdWrM7ZCj5ap//A49VzqdgeH/o9royqdsuBEnJllLE3e5XQhSN10HJZbwdstqq2SzfycB0LgaFUhnkh2ZsVXB1lXK1/T36TqHafgg1rxMVuzkpLEgQG7UHq2Awdnz07Zstts+2tUFrLmf0tnVbL4Y5MtRwoH24xoDMZsDYcL1SPlbnFZuKzOrfoTDXxKMfJJdqvoaNWPVSnarWUPaeGEY1plEsHhy5MpskBeBxMtXgY6WFyC5mBlkmleKQTtJIYYWHca9otBy0WN6imWxwbsyR4CANhPUp7oHz4xsXBxjIChMD4gtLTlJZCa43RBlFW4HFoSPUWismy4AEg3TnKH1H6A2QwRPojlDdCBiNya0ymp6RlQpFazOcx8yQiT3zk3MGkFtZcYi2p1gHkrs88ajALK7WjAo8GtohxiHFNhKsivMIhKCrwiI2goQXOawAPy8rw7SmxGNIw+8TlLkE5wi/GuNkUdz7BmU8hLZGpjS6X/3CiBYxiGDVgGAtGDZhEMAlhElXXt1zFF//rJ08A5aRO6pVKa83LzzzKw0/+Nt8pRzzlt3kyPc/WcBWGJa3RiPfwfd5vPcoHrEe51arChZ53Hb4QhXwhjHk0cI+92V7c0/zIw4J7vgfN2eEb09Ven+++6za271mlt3eW+PnbELKCAsvOafpDmmKClc/ZnT7DMHsJAIFLyFnaeYSl5xTOiJk/JAv30PEQtymJ2wG9foeN5gabrXNsdN9QqR+t068L30dWKrYWPo8KBiowqK5vjZczhQJ4jsVmO1goHxvtgH7k4dgWiGqL7TSTC1Xlyri6/6R49YNEQM6aPeJ8p6DfVISRRnmCxHEYOgE7doMtr8ueu6TR1GhsNblmd8uB8rFPYz5kdTRkZVznekwPVA+H3hRak5JgkmOEQTcOplsOWi1Q9lxkz6rAo10i/OUOgsdNpjV4zANk6mEKF1VY6FRQZhmymFFmU4xWGKrFcBV8HOxocTGuj6jBQzk22lr+/5lv3CPmUg8P51DxcATGsygdTWFJjNaYUiNK8JV9wxwQ7zUMoConQfrDBXRIf4j0x5XiYY1Ja/BIMpfpvEGahOSJh05cSMCaF1V44JKVuz7zsAYPL2buxhingSUibNPAVhG2CnFKh6CEWENDC2Lz2sDDsRJCe0zMgIbaI1BDgnKEl0/wsgnOfIIzm6JTjcxsUMvfd+HAsAHDGMYxjCPBLIRxBONYMGjCbgsGLYG5yf8DlSq+/xe+fwIoJ3VSBzXZ2+fxb/w6jw0f58mGy7PBOk/PbmE0bCIGOe445a3muQpI7Ed5u3gGVyg08Kjv8YUw4reiiJf842+EK/MW73qixw9+P+XOly4vbi99m73be0xvvUgWvpls/wLzvIupP8FZJsUqXkaklwmLAmNGDJ2rSKs+2PhTnI2rNFd8eit9TrdOc6pzK2v9N+J2L0DnXBWz/ge43+UgUv3q6FDtuFpDwZVRdX2w5AZbv4aPzXZYQUjdeom86vUqlWaSllwdZ1wepVweVa2ecfrqbsCAjHV3zOl2wUpT4YcG5VnMXZehHbDrNNjyektvrhWmxF54PQ5NprYc4hUDeuMBq6MxKxN5RPXwWJlZtKeaeJxjlwpj1ztbuvU4badSPGTXRnUFpi0xzQJhL/d2rIrw0OMxjyuDaephCg+dW8gUyrlE5jOKbArGYKButxxCh3Y9hBvW4OEiHQdlv4aD5MLnUZlDPeNgU4OHa2FcgXQ0uSjRykCpsEoOE0+vST31WT56QjlpDRujBXgof4z0h+T2mEzNmMqMcRYyn0dkSUCZBJjUhrnCmeeVX2vJyl2fWdio1Y4GuRtj7BhEA6FD0BFWGeIql1hXSkesec3g4VlzImtIzD6RHuDLMX45ws/HuOkEN5kgZjN0atCphXgNxtVZUCsecaVwTEOYhhWEjGLBXgu2uzALxdIfdHwJncKiW1r0FfS1YU1LNkzGhp4TJznv+lvDE0A5qT+apZXm+e88xFOPf4bn7G2e7TR4xj/LE9M3Mh8EWIMMa1Swqff5oP0IH7Ie5v3WY7RFFXpWAN8IAz4bxtwXh4ydI5+ajUVgb/Ke7YCPPjTklsf2cepP6AZI+qeZbNzGqH2WGQEJ6yh3HQ7ivNUeWt2H8r+M0y6IOyHMNhg+62I0hJHPx/7Ej/LGD3y8WjD3B+T9SApZQUetflwdpVydHLk+TpdeJBe4FqfaIRvXAEgncnEsQakM47SoVI9RBSAHPhP5Kp6SgIx1b8xmM6fX0vgRFXw4LkMnYsdpctXrLz3lYukcS+1X8HGk3WLLfVqzASujAavDCf0Z9KaG1bnDRuLSm0FrLPHnBQaDCaoWi+pWi+LKrkXZdw9Npq0SES8HbsYIVNaszaUNynllMNWFj8psZArFVFHOU8p8dvhzx1SPCj6EFyHcAFwfZdtIx0IveSyzjFgoFkE9zeJgIywL4Qq0U4MHEiklFApHVhkg8RHoOGjVhCy/sldb+TVqx6HHo3THJHrGfqkZ5QHJPCJLQlTiQwJiXuLOMpxyudcbIHc85mGTmdcg9WJyL0aLKmbe6AitQoQMCfFpGFHDRwUe9msAD9+aElv7RGZIqEf4qmqzePkELx0j5lPEfIZJDCITS48gQ6VsVNABk7BSOyYxDCPBoAU7HdjuCEp3+ftsFhbdwqKrBH0JK0azrgs2dcKGSViVihWliI151Uc6yQ3tn52eAMpJ/dGoZDzjkS/8Nle2vsxLnSnPdzs8497CE7PbSQce1iDHGuT4quCd1pN8yHqYD1mP8CbrpcV9TCzB58OYX497PBRalNahJ8HB5qLq8oNba7zzO4KVZ5/HSw4XVmZezF77DIP2KvOwJA0kOrobId6OqKXnuL3HW966z913r+H2LkLnHPuDOZ/5+b/H9nNPA3Dbu97DD/3Uf0HU7vyevl7zXC68F4cQkh4DkpspEwcVefZC+agApLq81vLxHQulNeNU1vBRgccy6oeNZMWf0o9SVluaMAbjWySux9AJ2XWbbHk9cmu5hOnrsj1kpXx4xT7dyZD1wYDV0Zz+FPpTw9rcYW1u05ka4kmJrXTVcjliNJVdKHsesmejuqBbCloFwltO/j+YcCmTBjKJKOYBOvdRmYNKBcVMk41zyjShwl8OVQ/HxdRGU8uNEF4Ero92HKRjUwqzjF8ROIxP900Ve+5gY9kWOBbGAWlpMgoKVUKuCZRzHXAcnY6xlx2ptcojwFF7PA7Mpd6IsSnZUTBKfdI0pEwiVOrC3GDNC9xZgp/dfD/QQeWOxzw4UDsaZG6EIkaZCFWDhyviCjzqFsvvBDwCa0wsBoSMCPUQX44JijFuPkakU0QyxZpNsRKDnb82f0fVUoFpALMQppFgHMGwIdhtC7a7sNtmadXLUdAubbqlTU8JVpRh1UjWVcppM2NNlawoRV+pm2pZhbEZ6ga7ps2u6bBFj6v02aHLrmmzY+rz3OX5v/efvj63GZ/USf1ua3x5jwc/+zn2Zt9ga2XKc70+T7XewBPuj5EPHKwnKiARRcqt4lINJA/zXudxInH4SeqKbfMLrdN8oRHygpNRi96AplmG3D46z53bm9zx5JyVq8/Smj6yeJuSlmBnXbD7Bo25w2Ft0+U2+zzbl97GpecirPquTt/e4R0/fIEzt3cXu6a0Vjz467/M/b/wL1BliR/HfPTP/TRvev+9r7iPatnKpVq0WK6MUq6OKyC4Ok7r6xnTJZfJxZ7NZiesoSNgo314uR26GAOjhfKRcmWU8Y3nBlweVVMvr6R+GGHo+CkXugm9hqTRAAKbzHMZOSF7bottb4MXhM0LSzzOao9LNdWyaLmoAUE6oD8eVPAxzhfwsT53WZ1ZdCaKcFZBknEOWy6qYyjPCsq+RdKxmHVdTEtCnN2g5XL4Wh79l1NFSJk0a/gIkGmV56Eyi3JmyCcl2Tjl6OdBQ4ZxVGUmdV1sN8Zq92ElwLguynEoLIMSN/sMWe82q8PEAuPimkPwEI6FsaG0qs20aZmRlxIbC984+MYhLn2i4ngC6mtpt0hvfAgfwXBxee7PGArNjoJhZpNmMTKNUHMbsa2w5xneXBEkAssc/D6NxxyP+Y1/l2Uz9xskfpPMjcmcmIKY0oRIFSFEjCsa1XPRgoYRbJSCqOA1gUdojYjEkPBA8ZBjvGKEyKeIdIKVTHFmM5x5ZdJ99aqniwBpVeAxq9srs6ACj1EMg6ZgtyO43IVBi5v6Ow4qkBadwqanKvBY1Yp1lbOhE07pGatKs6oULa1v+gpMdcBl3WfPtNmmxxX6bNNlx3TYpVOdmzYTYl6Jii1XYHwb5dtIky31HG5UJwrKSb3uar435tu/9ll2Rl9juLLP870OzwS38Gh+N5NBhDXIsfdzRKYIyXi39X0+ZD3MvdbDXLC2j93Xd4Mmv9xe4RuezUvOcdl3Zdbi1q1Vbr3c5MLOlLXJZdYGM5wjx3P79k1WPnkvnR/5MaxTt4MbsP38hG9/5hKXHjlcfHL+7j7v/OELbNxy3Nsw3LrCb/783+PKk98D4OLb3sEP/fn/kmZv5aavg9aG3VnO5VG6mEA5uHxlnL6maZdm4BxCRytgs3MIIetNH8cWjNOSl4fpAnYq9aM6f6WNuUZAFJR0woRWWNBsCqzQJvddxm7Enttkz+0s9RgPRmyFGiDU4DBYTO7TSIasjGr4mEj6kyrVdGPusjKtQsX8TFYtl7BWPbpViFjR9yl79Whtu1Y9wuVeN6MFMmsuVI+DIDGVOZTzqt2SDnNUcXwqyFgW2vHA8bC9BpYXVdNTrodyXUobctTSqodnnCOKh4Vl2QhHoC2QliLXJWmZYWlxXOlY+DuqqPUq9dSvx3FvXtrOkP6Q0h+ighGlP6TwJ0z8nH1bs6thvxCkeYxKffRcwLzEmWX48xnRfIqjlzP1aiFI6jZL6jZI7ZiciEKHKBFjiQau1SAwAQ1jHVM8ln0+oAmtcQ0eI0I9witHiHKCKCaIZIo9n+BPZ3iJwZGvzVh6AByzWvGoJlkE+y3Y6gheXjFMouX9HXFp0ykdesqirwxrSrKhM07pGes6Z1UqVpUiuslhXBqLoW6wZ9rs0uGq6bMlegvYOFA7dulQvAKYClsgPAvlW+jAwXgWxrcxvgW+jfHqy5517Pnp+YzdP/6BEwXlpP5wlpKSR3/tqzzz5BdI+pd4bj3kuXPnefTMR9ker2G9lGHt5VjTHI+MN4qX+aD1CPe6D/MD1hN44vDgKRF8Ldjks94KX49LdoI5oKqTgc1RwIWx5o265PbQ5cw0I3puG701WtyHe+oU7U99ivaPfwqv3qJtjOHyUyO+/Znv8/ITw+obBdz69jXe8cPnWT17POfCaM13f+s3+PL//r8h8xwvDLn3P/8p7vrwDyGEqBJOU1kBR612XKm9H1dGhxMpr+bJOKgDz8dmJ6jPQ053Dv0fvYbHNJW8PEx5eZhweZTywn7C157Z5/KoGvW9UZ6IEeD6hk4452KvoBEb3MimCDwmXsi+22TfbZMDw5s8RmEkjhxUysci42OAXQ5ozwasDgesD0esjnW1vXYq2Ji71ZTLuMSRVWy4ievpli4UKz7FGyqvx15XY1oWopUh3Gth6hBMjx4WtHQpkyYyjSjnITKtwEMmVtVuGRbkM3O4FpYqgMs4Chwb22tiezFWP0C4PsZzKW2LXCikeLUx5sMDtjAQ1OZSBwvbssEWGAukUOSmAg+JWsBJZHwi6VeqR71sLsYj0gHOkm/pRqhD1SMYUvpj5n7COCjZczR7BvalxbzwkYlb+SL2Cpx5QjhLaCQTvNrnEdenV6vUDUm9BqnTYG5HZCaiIAIrRogGjmgQiIjY2DQM9DRE0noNPgxNZI2IxIjQDPHUCEuNoZgi8jF2MsWdTwmmU8LEYC810VJ9T+ZWwDGvT7MAprHFsFF5Oy534eUVQeqzBHgIhIFm4dBVDj0pWFG6VjtSTqk5a1qyqhQrUt3UuTPXPnumu1A7rtJj+6C1cqB6mDYjGpgbteIEWK6F9i1UYGN8u4aNI/Dh1bdf00byTEaXIW1GdBjSYVRfHtE2h9dtM2C5pTY3eHgnCspJ/UHU8MoO3/hXv8LYfojJxh5P9zZ42Hkbjyd3YPZVBSSDHKEMLea8z3qsUknsh9kQxw+HY9XhC9YZPh94PNSdMA0PD0iWgTfZLT7Su5MfO/9J1lbuZvbg04z+3S8zv/9+0NWBRAQBrU98nPaP/zjRD/wAojarGmN44bF9HvzMC2w9Vy1sE5bg9h9Y555Pnqe7cf1b82R3h9/8B3+Plx5/BIDw/O2o9/0kV1TIy8N00SK52TgsgG0J1ps+m52QU52QU+2AU3Ub5lR9W+haXBlnvDxMuVxDyMvDSv14eZjcMG7dCMAXtIOUVpAThoqwYSFDj/kCPppLjdlausBRFXxUysf+YbbHdMDacMD6YMLK1NCbGFZmgvV5NWLbmJRY2lR+j7hquZQ9i6IfVEbTnkB3dKV6NFOEs9yncZmHC5OpTP0KPlKLYgbZpCQfa1R+PGjKCAGOj+O3sL0GwgvB8TGeh3QsCkuTIVl2aMIxNj4OrrGxLRthW2jLoIQm1yWZzMFAgHu9vwOfBk6tgAT4evnsGuXMFq2W3B8z83PGQcm+p9kxgqHxGJY2ZWpjZgoxy/Dmc+L5lDiZEmXJ0r+rsD1Sr0HixMysiNRESCvGWDGW1cAVDTwRExuXltE0tcA39tLgIVALxSMwQ2w9RshJpXhkE+x0gj+bEE3mFXgsn39G6sHch8Sv4SMUjOoR2q02vLwKV3uC3FvusVpa0JYuXWnTV4ZVJdlQGZsqYVNnrCjFqtL0lHpVjFRGMDIN9nWbHQ68HQdqR91iofJ9ZNzYkyUcAd4hdBzAhvFs8Gv48Cxwj6sdllG0j4JGfd5hSPsaCAmoWjdK2RRFRFEElEVIUQYURVhdLgImU5v/5r/+Rycm2ZN6fdelbzzOg5/9VYr+U2yfSniqdZGHeAcvTM5h76RYOxnWvPr0e15s8THrIT5mP8i7rCdxOHznkdrhxXSDzzoNvtqVPNUvyI78xYd2wAdOv5+PXfg4Hzj9AWI3JnvsMcaf/jTjX/8N9PhwM2z4jnfQ+fFP0fzkJ7EbjcXtRhue/c4uD/7mJfZeqqYlbMfijvdu8vaPnyPo+Fwdp4dQMEq5PEjIv/8AZ578LVxdUAqHr/XezSPNu17xk1Uv9g5h4wA+jigga02fUhkujxJeGqaHKsjicnpdm8cA+BZ2AJ0wIQ4KvEhgRy6Z7zP0Guy7LfRS8FHiqgGoIah9LDnAVvv42YDeZJ+1wR4bgxn9aTXp0p/B+syhNzXEs+rf8sBsKrsG2XPJVwLKvlMtj+vICj4aKcJeEj7SiDKJq0yPzEemLuUMiokiHSnKuYNRx5+bsSwcr4Xrt7Dq6RbjBSjXobQgFZJCLJl1YcDHxcXGFjaWZWEsUEJTmpJMVoDsGOsYcBy0WRrCrRQPExCqEGvJMDEtysV0S+ZPmQUZI18y8BS7tsu+8RhIQZYa9FxizTL82YxGMqExnxKlM6wl3+6VsEm8BnM7ZipCMiumtGOM1UCIGMdq4NKgJRw6ukot9Y2DWNIwK1BE1ohQDHEZYdXgQTnByifYyQR/NiWezolnGmdJ8DBU4JH6kHiQhIJpWPk7dltwpQcvr8BOV1A6y4GHqy06pUtPWvSVZk2VbOiUTTVnXUtW6jZLR+tXffapcRnodq12dNmix5bpsssRQ6npMqDJDe9JgPAsjG+hfOewtXIEPg5u4xrvSmym10HHceCoLjeYYmHQ2qKsQaMojgBHWUNIfbvKY3wdExqP0HiLcfPQ+ATaxVGaJBnzQ//T//UEUE7q9VfP3f8ID37uVyk3n+bSGfh+dDsP6ncwGrSwdjPsnRSRa2wU94in+Zj9IJ9wvs0FjntJhkXM00Tcv97k0bUuj8kxqT5USjp+h3vP3svHzn2Md596N77tI3d3Gf/KrzL+d58mf/qZxfc6Gxu0P/VjdD71KbwLF479HqU0T39rm29/5gXG2/UnSUdQXIh4YcXhxaQai71WlYjlnI/s3ceF9EUArvgb3Lf2EaK1DU53Qk53Ik53Q850Qk53w8X0S+jZzHK5UD4q1eM4hOwfyRYxAJ6FCWyCQNIMc/xAYYc2MvSZ+REDt4laYlmaMBKvzvgwan8xYuvm+/Qn+6wN99nYn7IyMaxMDf0JrM1s+hNDmNaj1pZBt6pttflqQLHi19keoNsS0coRjQRh3fwIYwzINF4EiqnUQ6Z2pXqMJMVUVPChD9+8DWDbIV7Qqb0eIcILML6/aLeklJRiOfixjMDHxRE2whJgCTSawigKVSx+qY+7GKmNTUCMS1M4VbvFBIQ6wtXLTRxBZTIt/RGZP2MaZIx9yb5v2HM9BrjsSxhnCjMvELOUaD6lMZ/SmE+Ik9fg80CQujFzK2Jqx6R2RGnFaKsBVgNbNAisiLaxaQORtvC0tzREHbRafDHEYYgwE5DjBXg46YxgNiGezGjNNO7ywaukbgUeqS9IgiqtdNCoxmcv9+GlVdhviaUnWgLl1P4OwYpUrKuiNpWmrKq6zaIUTf3qY7QjHbNv2uyaLtt0uWy69STLodqxY7ok3FgFEzYYz0YHR2DDP2i3HAGPa9QO1xTXtVeuVTkO1BCPEmNYQEdZBBRleKh6HIGPMg9xZYPQBIfgQXUeGA9HaSwlEbJEyoRcpWSqINOKXCtKVVIqidIljiOQaP7Cv/gfTgDlpF4f9fKDT/KNT/8K+caTXD6b8XDzzXy9fA/Jvoe9k2HtZghlaJDwQesRfsh+kI9a36UlDl372sDA7zI4/za+e+ouvlju8I3tb1Pqw1HV9Widj577KB8991HuWb8Hx3IwRcH0vvsY/9tPM/vKV0BV74DC92l+7GO0/+MfJ373u8Gy2JsVvDhIeGmQ8OLunOHjQ+LnE8J623AmDA95kgd9SXaDDzS+Y3G6E3BX9hxnn/xNrCJF2A4XPvEn+MEf/RQb7RjbEsxyyUuDZAEeh6pLdflovoixBSawIbSIg5IoLLEDMJFLGkSMvAbSurnPQBh1BD4OQsb2cYsB3ck+a4MBm/sjVqaGlYmhN4W1qcXKFOL5IXwcbKvNV0OKfj1i2zFVomkrQ0QJwrr5W4jRovZ6RJRp5Wso5xbFVJOPNcXcRSYO5khQhxA2vtfG9VpYflwFivkBynUpLEMmJAkF6lX9HodlGwtXVKoHlsAIQ2kkpTqinBgWxtLYBDRwaFkOsXCJTUCkQgIVY5nlvB7azij8EZk/ZxpkjPySQQB7fsCucNlXMChLylmBM5stoKMxn9CcH/o8lqnUDpnZEXM7JrEjCruBsmIQVbslFgEd4dA0FpGxcLWHZZbPJ/HEFN8aYosRmBGoGjyKCW46I5iOaY4ntGfVTqhlK3cg8yrwmAcwjgx7LcFWR3ClDy+uwrC5PHjEdZulJ2FVSdZUzqZK2TTZwlS6chNjqTIWI9Nkr1Y1rtBjiy7bpvJ1HJz2aCNfoWEjPIH2a/Dwam/H0fbKgcfDPnxzEUbTZHJM2bihx4MhEQkCkNI9hI4iXIBHUURHbguw8mal2hmPsN5BFNUA4iiDpRRC5miZk6ukgg4jyZVeQIc0JY4tcH2HsBnSXO3TO73G6pnTrF48S3xqDcs/Dua/m+P3CaCc1L+Xmm0P+fw/+Oek7afYOTvgse4b+Jp+L4O9NvaVBGsvQxhYZcgn7W/xI/a3eJd4AufIJ1vp+HDuPezc8SN83hP89pX7+e7ud9Hm8AB0sX1xASVv7r95Maabfe97jP7tp5n82q+hRqPF94s338Xogx/n6TvfzfOZfQgkg4S0VLgG3po7vCt3aNTmgrkwfNuXPNkwbPQjzvbCSgXphpzpRovLoUz47f/153nmWw8AEJ++SPxDf5qrol39nmHKS4Nkka560HoxoYMIoBEW+IFChBYyDJgFMXMnvPmLbTS+HGGrfdTCdLqPU+7TmeyzNhqysT9kdazp18rH6lSwOhWLSH5jVWO2Rd8hX4so+i6qZ6E6GtolNFOsKEXcdMS1ilQ/jFH3kYlDMRPkE0UxtRcr4g/MGwKBb8d4XhvbrydcvBD8AGkLckuTUpBQoJf4/UBlMKVSPQygUMhrVAXbHAaJNSyHlmXTEA4NExDpCjw8GS3dpijdKWkwZeZnjIKSQWDYiQJ2HI9dLdgrS+bzDC+Z0bwGPOJkhmWWA6tCuMycmLldnXI7RllVu8W1AlrCoyk8mtiE2sHRHsIELDsiZIsM1xpgiTGCEaYGD1FOcdMJ0WxMazSiNy0Jlg9epbAhr8Fj5huGDdhrCba7gpf7cHml2tWyTKtFGGhKj6606EvDqipZVzmndMqGzllVilVZ5Xe8GnKVxmZQ53Zsmy5XDqCDA+jovnqbxQJ8C+07x9SOQ6XjxpMsgUlepb1y6PFoMcFGY4xYtFYO/RzHlY6iCDF5jK/ixdLDQ8XDx1VgSYWQJUZmFCoh0wW5lmQH0KFLpC6xbYEXOITNmMZqj5UzG6yePc3KhbNEmytY3vIge22dAMpJ/YGUkpIv/8+/yPb4O4wvvsj3Vs/ygHgvLw9PYV1NsbdThDSsMuKT9jf5cetrvM16GuvoQad7Ad70x3j2zNv47XKPz7/0Rb4/+P6x3/Pm/psXUHJL55bF7XI4ZPSrv8b+v/4l9NNPLm6fxh2+esu7+OW1t/FCc/2Gj93XcE/h8M7CJaiPEya06dzT5/b3bnJxvUE/9hYTN+O05MUabF4apGw9/E3Cb30at0xQWHyz804e7L8dFXmYwMYOBHFY4IUaHTjkYcDEb6DFzaVyV83w5B6oAUoNsOUettynPd1jdThgc3/I6kTRnxj6U1iZwOrUojVTWIbFTpdixa2UjxUf2a/go1I+UqxovpTyoZVVj9cGyMSjnNsUU0M+MRRzl3LuINND+PCsgMBu4gYtLK9WPYIQ7boUFmRIEpGTUixnNjVgCwur9stoNOraA7sBH4fY+LRsi6Zl1+0Wn1gHhDrGlw0cuQT8AVooMn/GPEgY+yX7gWEv9NgKQrYQ7EnJXp7gpxV0NGcVeDSSCj78YrkRZo0gsaMFfKR2jLQaGCsisl0awqMhfBrCI9AOrg7QOoQl2y0CiWMPEWIEjDB6glHTWvEYE85GdEYj+pOMJYNugSrHI3crr8c0qtosey3BVhdeXrG42qv2uCyTWmprQUt69KSgL1Xl71A5mzplQxe1sVTRU/pVn3VmPPZrtWPLdLnKEaXjyOURDW4IbnVuhz7aWjkKIAdtliMp0weG0kN143qV4+B6QPV/4kDtOASPYGEwLcqQIg9RRYxbNI9AR5XEGxkPT9vYUiFUCWVGqVJSlVfQoRWFkkhVILXEcsDzXcJWTGutT+/0Jhvnz9K/eJpgvY/l/P4M8Z4Aykn9vtYL33yUB/7Nr1BefJanz7vc77+X70/fhLWVYV9NELmmzYw/Zn+dT1n38w7ryeOerdPvxNzxx3nm9F18bvwkn7v0OZ4bP7f4siUs3rH+Dj567qN85OxH2Ig32J8XPL835/ntCdOvfZ2VL/8mtzz5II6utOTSsnlg48381vl38dDqG9G1B6PhO5zrRdWpH3E68gmemzN6eIDMq0/YrdWQt3/8HM3b27w0znh+f16pLPsJLw0rKJlkEjwLzy259+qXedP+EwDst1e4770/zOVTF8jdm3sOLCMJyv2F+lEZT/eJ0j1Wh/ts7u+zOUhZmVTKR7+eeulOqwmFg5yPou+QrUUUqz6yX7ddOiWimWE1ZksZTiv4CKs9LnOPciYq8JjVqsfMrZaMIXCES+g08Z0mzkGuhx+B5yOdQ6/HXORkYvmP2TYWQgg05phStigDES4dW1TwceDzICTSMb6M8Yomll4uVEzaBTM/YRIUDALDXuiyFfhccVy2tWRQJKh8TCOZHoOOxnxCPJ9ivwbVY+7EzOyYxK4MprblE9ousfBoWD4hISEetg7QOkYv3W7RWPYExAgjavDQFXg4yYh4PqI7HrEyntPMln97VwIKtzKXTuvo9N224GrX4nIfrvSrrbXLTLV4yqYtHXqSGjyKOr8jO2Ysbd/EWDo3Ifs1XFw5Ah67x1SPDjNCrgMPQa12HJ9kWRhLvQP4sI6ZSg/GZ4+DR3W5u5hmGdJcGEoFZQ0X1/k6DkAkj7DLFoGKFm2VhZnUuDhSIZQEWdS+joxMl+RKkeuqDVnqAmEZPN8hbDVorvZYObvB+rlzrFw8Q7Dx+wcdr6VOAOWkfs9LKcV9/+P/zs78MQa3vsxDK2/ky/JDJFdc7MtzrJnEo+TD1nf5CfvLfNj6Du5Rb8Dpd2Lu/DGeOvNWPjd4hM9d+hyXJpcWX3Ytl/dsvocfWP8Qa/Y9XB3YPLU95antKU/vzIj2t/n4i9/iYy9+m7V0tPi5Z1un+PzFH+S5t76f9TNrXFyNuWUl5uJKg4srMSuNSgWZj3Me+uwLPP6VK6iyelyy6fDSusN3yXlhmFFYlYpycApChROCDh2SMOLcy8/xiS/9OxrJFC0E33jbB3ngnR9GHVng58kpvtwDtY+sfR9OuUdnus/6YJ9Tu0PWJpXvoz+G1YlhdSIIat+L9gxl3yFbi8lXfGTfQXUr+KCVYTXmWO7NP+4awxH4cGv4gGJWgUcxd5BJNXUR2I0aPhrYfhPhBoggqlWPQ6/HXORLT7oIwMLCCG4MHlQj4F0XWragZTk0cGgQEpmIQDbwygZO3ly65ZK6GZMgZxgY9gKbrcDjsu9zGc1Ep6TlGCcd11Mtk6rtMhvTnE8IiuXSLg1UqkfdbpF2iGu7hJZDZHlElk8oYgIRYesQqRpIs5xyAyCsGcYaocUYzRQjx1BM8LIhzdmY3mREfzShnS4/T6tFFSKW+FWQ2CiG3Y7FVsfiSh8u96v2S+bfHDyqiZba31GDx6bOK/CojaWrUtG4yX6WsWmwf9BmMV22a9hYeDzovPIYrQ34Fipwjk+xHFE6jG+DczwQrWEmC9DoLKDj+usBGQIoS++YgfS48lGBiMhbeGWT0AQLI+nBya19HcgCLdMFdGRKUmhJoQpKXWKEwvVdgkZEc7VH/9QGmxfO0Tt/mvj076698nqoE0A5qd+zmu0O+c3/4R9QnHmWJy/YfNV/L98b34Hz0hxrO0Vowz3iaf5j+yv8mP01muLIroz1uzF3/0meOvtWPrv/CJ974XO8MDkMM3eEy62Nd9DW72S8fxvPbKtjhlFPlbzvyqN8/IVv8ra9wymcIowZvOfDeH/8U5z7wbdzqhNi15+AlDZcHqY8vz/nhf05L7w0QT4+pr9TcpBafjUw3L9h8+yGwIsMhDZZGCDtG38K94qMD3/tN3jLEw8BMGy3+MJ77mSrq7DkPkG2x+poj829PTaGeTX1MoaVGj56U1O1XmxD2avhYzWg7NfTLh1VGU4bc+xguV0jMvMp5/4R5QOKmUs5d6vzxME2HqHdIHKaeG4dKubFEIQox6IQhoSSuciYi3zpSZeDNWaaV3jrMIbIUXQcatXDJcanQUSoI7yigVe0sMubxXtVpYVm6ueMA81+INgKXC77Hi85FhOTkagpRT4mSOtWy3x8pO2yvOpRCqdSPJwIaXu4totvO0SWW4NHRCCa2CamVA1y3bpx+NUNX7QcbY9Q1hjFFK3HiHyMX4NHdzpiZTimN19efdJU4JHW4DFsWOy1D8DDcLWn2W+yVICYo0UNHoYVVU20nFI5p0zBilSsKcWqkrReZaJFG8HYtNitfR2XTYdtDrM7dkx1+x5tyhsZS13qNotz3FB6jfJxNDDMNvKYj+PgdNB6OQwSG+Eg0dq6wejs8ZaLzGPcvE1gooWR9GDhoa+s2kxaYmRe+TpUQaYlhZIUuvJ1KFPi+C5BHNHst+ltrrN28RyrF87QOLOGHSw/4fWHvU4A5aT+vdcTX/ga3/ntzzG543m+vXmeL6t7mV3xsF+eY80lawz5k/aX+E/sL3LW2j38wcYGvOUnefkNH+Ez02f49ed+nWfHzy6+bOESyDuZ7N1BOn4TXBNAZWH4gNnnh1/6Fnd+/wHctB71FYL4Pe+m/RM/QfNjHyMTNs/tznl2d8azOzOe3Z3z9M6M56YphW/Rsm3ePRK8Zd8swOTFFYev3Bnw3Ib7im/YYbmPJ3cxch+p9zh3+UU+8s0d4sxgMGTBhLAcLFSQ1YlYfE1Hgmw9JlsPKVZcZN9C91SlfDQTrHC+lOlUFW4NHy7FzKrGa2cuxdylmFa+D8/EhE6T0G4SOI3K7+HHiCBA2ja5UCQUzETOXGSvQfmoXhdzQ/gw2FZBy5O0HIuWcGji0RBVuyWQVe/czdpYS47YFrZk4kv2Q8GOb3MlcHnRcxlaJXM9J5ETdDYiPlA9pvV5MiEsll8cl1hhDR4ulu1U4GHbteoREFlNhGmidJNUtSnMcvBkUGhnjLQnlGKMUmNEOSLIRzTmY9rTISujMf1JhrfkSK2hBg8PpqFg2LTZa1lsdyyu9gyXe5JBqwoXuxl4WAY6pV0ZSxejtAWbuqigo4aP9qvsaJHGZmg67NHhag0e13o7dkyHfdo3NpbW0yyHo7M3ho+jbRbfpNdAx41Vj4PcjrL0b2oqPVA7qiWHVXul2tbsYCuNJSVGFihZQUeuJfkR6JCmxHItgjgk7rboba6zceE8K+dP0zi/jhstr5T9UaoTQDmpf2/1tX/2b7j0wkNcveMK93ffzjfH70K8nGFtp1ha8wHrUf4z+/N8zH4I+yA8zY3gjh9lcOd/xOfMjF977jM8vPfdwzs1NuXsduTkLcjZHVAfvBq+w52bLe481eItTcPtj96P/1u/Tvn004sftTY3ST7ywzzz9g/yPdPg6d05T40TriqJiRxM6GBHYEeCIvTpzAXv+37K3S8UiwV+z685fOXOkBfWHAI1Jih3QO1Sqj2scpfOdI+N/V3O7OyzOShYnUBvLMjtHrutardOmJfcOdon6LqV+rHqoHoG05HQTrGbk6VaL1palPPgCHxYh6rHzEHOfTzdJrSbhHaDwKmUDxFE4FVTLhmKucjrU/aaPB+vVJZV4rkJTU8tVI8WAQ0RE8gIv2zgZi2cvIull5Oc565kGBh2A4urgcPLnsu2D1NSEjkjLydYSaUgNKfjheLRyJbP9ZDCJrEjSsdD2DaebRPaNpHl0LADQivCFS2kapKqDonuopeMg9dWSuFMKK0RpRkhyhF+MSJORrRmY/rjIaujKXG+/FtoaVUjtdPIYtiw2WvZbHcEV3uay33FfsswDVkKPNqlRU+yyPCoWi0lq6qCjhWp6L6KxyM3HsNa2bhKmyv1BMtBi+WosfQ6pUgAXu3vCA49HcfgI7Cr7I4j4NE044Wvo3sENNpHPB4HbZZDteP61srBdVXEuHmLwBx6Ow7UDkeBLSXIEiNTCpWTqZJcKwpVUugSSQm2wY9D4naT7sYq6xfOs3bhLK3z67jN5UD1pF65TgDlpH7X9Zm/+w8ZyCd5+k0pX4rfx5Pbt+K8MMOalKww5ift+/jTzuc5JQ4X5HH23SRv+0/5QqPBLz7zWR7e+ya63jNijEAlt1CO34ac3oVDxJ2nWtxzrss957vcfbrNubZP+sDXGP3Sv2X6+c+DrD7lK8flsdvu4d/d8gN87dwbUQ0fGjZ2LJCRtzDAHq3VseT938u486VDMLm0MuHrF7/P1HuS9f0dzmxvc3qQsTYyrI5hbWRYmYCjQTuQrcVkaxGDjs+lmUdRbyjtvWHOqfdewQlurkKUqUc58ymmNsXUopjW8DF30PMIT3aI7Bah0ySwG1XbJYgxnreYcjmAj5nISCmWXih3oxJC4boZvjen4Slalk1TeLREVHk9yhg3b+DmHZysu7TyMfEUuwFsBzYvBy7bvmDHM0xNSqqmFMWYYDakOangozmf0EwnRPkc65VaQ9dUZvmUjoexbVzHIrBtYsum6XiEVoArWmjVIjU95qpHbho3v1OqfTqFOyW3RpSMEGqMW4wI8xHN+YjeaMTqaERnnrPEoBNQGUwzTzALLMaNSvGoDKaGKz3JXrvyedwsy0MYaEmLXlm3WmTJpi44ZYpFhseaUnRfZaolNz77ta/jSu3xuH6ipcv0FYylJrAwdVKpuW6q5frQMNuU1ySS3lj1aDPBQVIU/nWtlWPG0jzEKpr4slmpHEcyOzxtYSuFkBLKnFKmFFqR6bJqsagCaSTaVnhRQNRu0FlbYf3COdYvnKd1bg2/d3IM+f2sE0A5qd9x/ep/9/9l6n2fx99o8RvOJ9m53MF5YYbIFe+1HudP27/FJ+yHsA8WnPltzFv+FN++8F7+wfNf56H9L6A4NBiq9DTl5G005Dt5x+kL3HO+wzvOdXnLmQ6hZ1e7bR55iq1f/Nf4n/9NgtH+4mef2jjHZ9/5Ab74nvcy7PVe8TE7OicutrDkDt3hnB98eoXbdk8tvq7LR2kNfpNTO5dYHYMvQXkWyakW2UZIueIi+3XMeifDas6wwxlGwdVvrbL7SA8QuI2Scx+6QvNM1WYyWlDOfYqZUwOIUysfLnIW4mY9AjpETpPQaeI6jRo+fAobUkpmtd9jLjISCsySOR/Xl8ZxCjwvwfcSGl5Jy3Jp2wENExGoEL9o4OQt3Kz3muBj5Bl2A8GVwGbbt9gOBHueYWISUjmhSIeE01EFHrN60iWdEJfL7XDRCArHxzg2ti3wHYuGbdN0HEIrwCMC2qS6z1z1mesu+hU2rF5b0srJnBGlGGP0CFuO63bLiO5kRH88oj+e4KnlfCkGyF3BPLAZRzaDlsVu22Krq7nSley1NYPGcj6PZimOmEtLNlTBaVMrHvJgnPaV97QUxq3Bo8sV02Gr9nRs17e9KnjYHAGMG6SVHlw+YiwNTHoT4KgUj5gZRlnXt1fK4y0XlUc4RacylB4oHcYjMC620tiyhLJAy5xCl7Wvo6RQVXtFWQoncIlaDdqrfdbOn2PjwnlaFzfwe00sa0k/0En9vtYJoJzUa67f/Ds/z8D6Po/cIfh18wmGL8TYlxNClfHj9lf5P9uf4TbryuEPnHkXL7/pT/L3Jylf2vkcqXhp8SVd9GB2D3d37uVjt93N+9+wwu3r1Xbfq+OMR14e853nt8i+8kXufOg+3vLyU4ufHccNfvsH3s9n3vMhnj174dhjDMsBfnkFJbew86usDa5ydusyF6/uszk5i+98kjy+e/H93cmjrIoHsFZGyFVR+T86KVZrihNNX/X1mO8EvPiFU+Tj6iAerSfE6ykydZCzADvp4BV9IrtNaLcInAa2H4MfUFoWqZDMRLY4zUV2k422r1QGy5K4bobnpQTBjIZX0rE9WlZApCL8MsTNmzh5Dzfr4mS9peFj6MFWYLFTg8d2INhzFTOVkBYTymRAMB1VbZek8no08imhXG7KRSNQjovlCDwHYsei4djElotHiCVaZGaNxFTwkZnl/p4NmsyZUVhjNCOEGuHlI5pJ5fPoTqoJl0aaLi04lbYg8W2mkcOgYbPfEmx3DVc7ku2uZNCEcQTGevV7bJSCrjSsSM26KtnQBad0WRtLK/joK/WKiFUah30OJlo6bJlebSitFI/t+vKEmOvAw2ERGnatynH0tqP5HS0zvs5MetxQOlwsg7s2t6PIo2uuh1hFC1826tZK7evQHq422FKDLEBmlKpSOSpvR4k0BQqF5VuErSatlS5rZ86wedtFWufWCde7J9DxH0CdAMpJLV33/ZN/weXBgzx0p81vqh9i/LyPfTVh0+zznzu/xX/mfJ42deS812Dyxp/gHzm382/3v8PYehBh1QvgtENQvI33b/xH/Km77uUd53toY3jk5TFfvbTPl7bGPJFknBpc4kcev597v/sNGlllatRC8O077uYz772XB+56Cz4D7PIKutiiN7zKue3L3HL5Kud3EtaHho0hdBLIGxE7F+7gSv/DzMXF+hlpGhuPsHL3LxN0X37V565ym2Lqkk/rUdupSzH1yXebZPPqz8AWLucbd7ISX8QKIqRtkwl1DDymv+PWi8a2Szwvw/PmBMGMplfScXyaIiRUAV4R1e2W1w4fA48aPA7hY2BLpnJOlo0okgHhbLyAj1Y+Jc5n+Gq5YLFq26+N62giBxqORWzbeHhYooUUq6RmjcSsMFc9br4sviopCjJnjBIjjB7jLXweI9rTEd3piPZsjKOXAz4tIPUcZpHDKLbZb9nstGG7I7naLdhvGoZNKG4SJOYp6JVVjse6kmwoyWldsK4ka3WrZVW+8rOUxmZAh+06w2PrwONRw8jB6YbhYe61xtJXn2gRRi0Uju4RlaN7TAEZ0mKMg6Is/AVk5EV0nbFU5TFO3iHQ0aGvw1SBcbaqMjtEWaDLrE4mlRS6oNQSKQpwLcJmTKvXYeXMaTZuuUjnwgbRZh/bWXavz0n9h1AngHJSN61Hv/BlHvnaL/Pw2zW/on6Y+XMO1lbKm8SL/LTzq/yo/cDC9Krb5/n6xn/M/2dq87z5EnZwuLjPVaf5gZUf5s/f8yd409o637o04DPP7fHV/SmXtMS0HUJR8PFvfpUfuf+L3HLlUGnZ6vf5wjvfxH139bHUgIuXX+SOF65wdk9xet+wNoYiDJmf6ZCdCig2bPSqxHRTCrnC6JmPkOy+qbozoWid/wYrd/wGXrN6fEaLCkAmNXxMPMysiZ328NI1Ir1CZLfqvI+YiZ7y9O5XSIth9dyaG8j1i8wdtfR+l6oMQlQtF8fNCPwKPuIgoecGNExAKKPK65H1cbJu3XZ5DcqHWwHHTiBqBQQGlMyLGWk2opgPCJMRzfmEVjalkc+IiymeXs5AayyB40DoKhoONGxBKCyE1UCLHiVrJGaNuV4h1R3MkmmmmT2jsEZoxrjliCipfB6t2YjObERrOiIskqVZL3dtZoHLJHYYNG1224Lttmarm7PblgwaMLuJyVQY6NTgsSYVG1pyShes12rHQZ7HKy2JU8ZiWC+AO9Zq4dBkul3HpV9nLj0Aj2C5iZbDMdprwWNw7LYWE4Qxxwyk1Sm6Ru1o4uYdwgPwqKdZ3MUuliqhtFAFhVLkuqzyOqh8HW7k0+i26W2sc+qWW+jfepbGmRWc4A93VsdJ/d7VCaCc1CvW3qUX+ez/+vM8844Jn7Y/wf6zDeztjHvEU/wF51f4IfuhxfcOVn+Qf+R8gH+WbGO1v4mwK8VDGI+72vfyf3nrf8JG8EZ+9ekdPrs94mlVYjoOMvDAGN721Pf4Y1/9Ah/47rfwZHVgLByLJ862GIcFK+OE0wMIlc/8TJf0VES54aBWJfRSrM4YNx4tHo8xMN96M/vf+2Ok+7dVNwpJvP4Ngt596HwO8xZ2UgFIWK4T210Cp4nlR0jHYi4KpiJjJlKmImUiUhKT4w2u4u1eRWDQtkO+cR7Z6t7gFTRYlsK2i1r5SAjCKXE0pefZNEyALwO8rI2T9WsA6eFkfZxyOdPm0K3Ao1I9LLY9GOmcWT4lS2vlIxnRSqc00ymNYkpcznDMkrklFviupuEqGo4mEuBaAcZqoUSfgjVSs85U98l1Z6n71EKROmOkGGHJaqy2Uj2GtGZj2rOqTeSY5cabpWUxD1ymkcuw4bDXtthtG7Y6OdudnEGjSjG9mck0ktAvNStKsalUDR614lGP1PaVuiFeaSMY0aqmWurT9jWKx47psk/r+nFa5xA8jqsddm06ta8Bj/KI4jG4TvE4uK3JFLS4cXulPsk8wipaeEW7XgZ3MD7rVkvgZIkoC5QsKHRJXk+wFLpACQW+IGw16Kz2WT93jrXbLtI+v07Qay52XZ3USf1O6wRQTuq6KrKcf/M3/hZX3rbHr7Tfz3PPnsa+POdD1iP8RedXeLdV7bsxCJ7sf5ifyd7C94MncZrfW2R1tJx1fvzWn6RvfYDPXM55ME0pOhZlePipvzse8cMPfIH/6P7Pc2pvsLi9tEFoi/nZFea3tChOW+j1HKs/wW3vIaxXPriWmcX42XsYPfcjyPRsfauiLXY5Y2W0vQjhRRQ2NXhUADIWCVORkb3KnhcrTwmuPI+dVYZO2Wwjz27ghhLfTwiCKXE8oRsVNHDxi6hWO/qLcyfr4+QdLHNzFWHmVJ6PrUCwFQi2HcG+KZgXU9J0hJwPCJIxnXRMI5sSF1Macnn4sG1D7EqaTklsa3zLwbJijNVCij6Z2GBm1khUH6mbS92nFCW5PcKYEW45JExr+JgPac0q9SPMpktN4xgg81ymkceo4TJo2ey2DNvtkq1Oxl5bM2xUC+VerRwNvdLQl5oNpdjQJadUsfB5rNcm0/AV3s7GpnEEPKrNtDtH2iwHm2mvQxcbdOAcj0i/BjqObqR1THlD4Di8PFgYS7V0bggch6bSqs3iyQbREWOpp61qH4ssQRYoWdZKR3WukChb48QezW6HldOn2LzlIt1bzxCf6uG4r7849JP6D7dOAOWkjtWn/7ufY2vlWX799F1894U7sV+Y8gm+zX/pfJq7rUsAaMvlvugj/D/VKcadx7GDrcXPv6l9DxfjH+Yb+xd53lbInn9stNdWBR/69mf50S9/ibufv7wYxdS2YH6hxfhdMeWdGW5nH8u5cYtBlYJ87CHHIWbWxp6v4M42kcnd7JdnSOq9JAJDI5hBtMPEmTATOdlS/g+DEAbLKnHdHNdNcPb2kJcy0GC7hotvF2yudvHylYXqYWWreFkXR9289SIFbB+AhyfYcmAPxaScMs8mFMk+fjqmlU6IswlxMaUpZ3hmubaL5ygaTknLyQltgWMHCCvGiDaF6DMTGyRmjUz1MTpa6j6lyCmtEZYa4uUjwmxIY163XeYj4vkQv5wv1XLRQjAPPCaxx6DpsteC3ZZiq5uz3S4ZNJdTPVqlYUUa1qRmQ5dsqutVj84rBIllxmPXdNmiwxXTX/g8tkyPbdNhix67pkN+rVPEAu3bENxgqiU4GpdegYdr8iPqxiu3WmJmyNK/zkh69LrJmzh5m1A1FqbS0Li4CmypoAaPsp5gyespltJSCE8QtmO6a+usnz/H6hsu0D6/jtcMT9SOk3pd1gmgnBQALz76GPf92j/li29t89tbH8R6fs771KP8VecXeJtVpblKO+QXnI/yd+0uee8hLLeabnGEz+3ND/Ni+l6ueitkvRgjDmXsMN3hXY99lT/5ha9wx4s72EcMi9l5i/QDBdk9GnM8GBZdCopRiB53sKarBLMzhPMLNMqzOF5MYknGImWrgHHaxKjqDrSQZNEVkvgyxrrRAf2g9VLieim+lxBGExqNCe1wRgMLP1/BTVcoBw0e/942o+kYgM3wFt658kki59UVhaFbwceWC9sO7AjNWCbM0zFlNsRkA+J0WsGHnNGUM0K93LSLZyuaTkbDkfi2jWv7CCumtDok1hqp2CDTK0jZB7OcT0WKBG1G2HXLJUpr+Egq8AizEa5cbsqltG1mkc8o9hg0bfZamu1OwXY7Z69t2G9WC+XMqxwUAwX90rCqNOtKsVmnmB6M1K5LxcorTLcoIxjQridbejVwVD6P7QWAdJkQcYxWBejgBt6O4MbjtL7JroONG7VaQpMgi5D8utCww5PIWwt/R2Q8QnwCbeMojSWrnSymLCmVJNdFHRQm0Y7Bjl3a/R4rp06xfutFeredJVprnxhKT+oPfZ0Ayh/xUkrxi/+Pv86T75zzf8hPkD4peFv+JH/F+QXebz8OQGmF/EPxMf5RFKO7DyHs6kDacPo4zse4Yr+TpLd2DEpWBs/xvu88wKe+/Sjr0z2C/cNP1jo2JD+oSd6rkaeq/0LFKMSM+jiTDYL5WZrJbYTleRJbMbRm7IgJQ2vOTKRklGjAT9eI5mdxVKUAaCFJo8uk8WWwcxw3x/fSqvXSmNBsDIn9KQ0V42YruNkKVrqGSDexs1XCtENQVpBjjOGZ6Xd4eHBftRtDeLy9/xEuNt5Cbgu2/UP42BKGsUqZ5ROKbEyZDnDTUaV6qBkNOSdWyykLrlA03ZzYkfi2hWt7GLtBanVJrRVyNinMOlr2EGbJfA9mCD3CLUYE2ZA4HdFIRjSSqgUT5COcJadxMs9jEgWMGg6DpmC3JdluF2x1c/Zb4qa5HsJAt4RVaVhXig1VsqnzylxaKx5r9cK4G9XURGzVUy1bpsc2h8BxAB/7tI63WwTV9tnAPubvILhxgJhrCroMFoDRO3L5KHgEJkUe5HXkEXkNHnkRUeTVFlqraOMWbSIdLsDDUwJbKSwp6+wOVRlLdUlpJMo68HY0qz0sF86xcut52uc38OITQ+lJ/dGpE0D5I1y//c//Gc8kD/FvTr2VJ588x+2DZ/mvnH/NJ+1vASCFy/9sf5D/pdFAtR9djAkH1ilm9keZrH4Q5RzKHps7z/KhRx7jfbtPcXpyidYzQ+zZ4X+R/PYKSqa3+IjZBt74PM3Z7fjpG5gY2LXG7IkpY5GQiPzGWSBGEKRrRPNz2KraX2HsHGf9YZoXv0orHtI0AWHZw0rXUOkZrGwdL+0Rp01CefM3+G095tt7n2E2r5YTFo2zXN14LzOlyZJ9yIY05Kw61QCyiO5/lbKFpuHkNJySwBHYtkfpxORWh9RaoRAbFGodofpY1+wZeqXSZoIlh/jFiLAGjzipFI8gH+HnI+wlpnE0giQMmEQew6bNfsOw2y7Z6hTsdBSDJgwaUL7KeK2rYaWENaXZkJJNnbOhStZr8FivMz1u5GIojFO1V44ARzXhUl+u1Y9rN9ReO8VibtB6wavAwzJqARgHno7eos0yWNweM6tHaY9OsURHjKUxdt7GKTo1ePhExsfVBksqLFliyhKlDr0dpZEY12DFDq1+n7WzZ1m79QLd284Qr7SwbpKXclIn9UexTgDlj2j9s7/+V7j/XTGfvfwB+i9s81fsX+Qn7fuwhUFj8b867+YftBqUrScXxldLXGTe/CSz9rur8Q5gdf8yH33qEe4xT3Fu+gSdx4b4zxy+2aqWYf62AHnrrYT2PRTT82xLxY41YigSUpG/oikVwLYLgmBGFE7w0w3k5XehsmpixnEzVlZ2WY8FcdalmTUI5M1NfCMHthy4ahuuCs1IZkyLGfNkQDz+HmeT57DrfbsKC2cJ+BAYYqeg6Rb4NhjHQzoRmd0mt/oUYh2pN7BkH0ctuUxOz7DlED8/UD0GRMmQIB/i1/BhLWGIlZbNLAwYN1yGDcFeU7PTLtnqFuy1DPstGMegX+UgGSlYK2HtoN1Sez3WpWK9ho8bLY3TRjCkuWi3HHg8DoymB36PIU2OtluMIw4Vj6NtlyMqCN7hrpaWGdNl/5iZ9BA6qustJqjCPZbfcRQ+KvDo1IpHRGx8AuPiKYElJZYs0bJEyqJaea9LSiR44DYDOmurrJ87x8obL9C79Qxe7J14O07qpH4X9bs5fp/Yuf+Q1n//93+Gf3rHB0kfFPyfyk/zl7xfoiWqyZR/Zd/Dz7X7pK2nEKLKcjDiDiYrP0YR3AlCEGRz3v/sY/ygeJQ3+ffTuTwn+rqFNReAwAgob2mT3/oWXmi/mS0hmSQJpShBPMP1xgGN7ydE0YRGY58omNOyHFy9iknPM73yHoYvrJDLSrb3BdzmW1zwGzhpE65ZTDuw4apjuGoZdo1iLFMm2ZhZPqIoBnhyREtO6cgxsUroG03/Bq+TgAWcBHZlOHVdg3ZdSjskt1vkdo+CNbTZJJErSHnkj0jVJ8CC41ZLneKUFWxE6YgoGRDmI/ysApIgHy6lfOSOyzQOqij1ZmU03emUbHVK9lswaFIvkMuBG7VxBN1S8Ibc1IFiteqhFGtSLuAjusFnkdR4bJseV02Xx+kf83dsHxmzlUffKgQL6DDXQscBiASHky2RmS+Uju4xtWNYAYmpkktNaVWKR348QKzIG0yLNeZZG6/oEtUej8B4NBU4i4VwsppoUQWlyZFWivQFZSuidXaTtfO3sHL7Rdrn1nD9k7e+kzqp13ud/JX+Iay/+7N/nZ/3Psi7H32Ev+H8c253qwTVLzsX+ZnmrYzbzyDEHgLQzt2MVv4UyjsPwG1bL/Lh+YO8q/MZ+smQ+CsW/tMW1P1+2Qi4eusb+N652xhFXv2BeHjs97tuStwY0GwMaHgKizWc8jx+cgvNeZ/ufoNO4aCN4aXC8FSuSGoB4wBMTgUW2w58XWi2jWSvmDMuJiRyRFHsE8oRPTmspl5UThe4UUrJYR0cfAVg8CKBaTQo7R6lWMFwCqNW0UUL68DbUMOHBVzXjNEFbjkkyCqzaVhDh18rH2E2wFE3N8QWjsMk8hk1bPZaht2WYrsr2epI9luC/SZkvuE6Qqufi21gpRRczAzrqmRTZqypA+iozlfljY2mI9Ngy6zxvOnzgOmyZfqL9svB6VqTqXFr1SOwr2+1BPaxdotr8hu0V44oH6b6ml2a48Fh+eHlNL+VIu8wKNqEKiaqFY9YmcNR2lIi6+yO0hQoK8UENqLfonP6NCu3nGP19ltorrex7JNo9JM6qf9Q6gRQ/pDVw/d/hV+X5/gf5z/Hj3jfBOAZu83/rXUXl9pXEOIpBCC9NzPt/iTSvwVHSd6z8wgfi36ZN1vfJXrYJnrAwp5V//xGwNapUzx9y61sbW5gjuy/cN2UZnOPwAfPXiFUp2mkp+jM2qzv+ATqevlbG8MLheaJXJHVYGKEYeLM2WGbb2U7+JPLdOWYSM5xlKQDdF7ledtCE7g5wgPpupRORG63KU0bdzzCyaoty8Jex40/iWX3oQS7vAF8GIVXm00PwWN0BD72cZcYtS1tm0nsMYpt9pqGnY5iqyPZ7Wj2W4K9JqS+qZWPa8si0IK1EtaTaofLpkrrJNNa+ZCKnr4uEgxlBHt0uGI2efgIbFw1vUoNoVJAjo7WGsERdeMVVI86Ot02sjaT7h5XOo4qH2YfT5aUtbF04fXIDyDkHHvFXYzzbg0eHoF2iZSpt9GWmFKhZBWPXiLRzgg7dvFXOqyePcPKrRfo336BqB0iTvwdJ3VSf+TqBFD+kNVvfeVf8hvlLxHYJWNh8Zdab+VbnTFYL9VgcnsNJm+knU750OgzfCL612y8PCH6ik3wxOFBKw0Dnr3lVp675RbSuJqiCaMxfmgRWCt05Fk2Zuuc3QrwX8HCITG8JAwv6ZJtmZDmJZGMcGsjpNZzVPYtVP4IPpKzN74bHEvi+CXatShdn9xpUNgdlFhBmA0iuYlTthH14dqVYCVP4SSfB5MCFk7wbmz/HXgyIZxfws8GNXSM8YsxQTYkyPbwiwniJiFj0rKYRB6jhsV+E3bbiq2uYrujGTQFey2YB4AogWvbOBYtKTijBGuJZENlbKh84fVYk5X60TDXR6lnxmWbLldNn6cPVI86XGy7hpBrA8WMa2HCa1SOo9MuweF0S8uMatXjxh6PrhkQ6xllHh6ZbIkOfR75BqP8dmZ5h1BVC+ICbRPoutVSSpAaLQtKU1IKiXEnOA2P5toKK+fPsvrGi3RvOYMfuSf+jpM6qZN6xToBlD9E9T/9tz/Ff1X8IkrA329f4J+0fLSzD4B0b2PW/UnK4A420l3+eP4P+aD8/7d35/FR1/e+x1+/2ZdMJslkJyQkbAkgIEEhIAgqCFILLr3q9aD2qgWbegSOWpfe1no8F6tWUQsittpa65HjoWpPQSBWAUVQQBBQQJBggOw7SWb7LfePSQIIVMM2A/k8H495kPkxv9/vkww673zXD4j/WMe9xoy5KdIJYACVGel83bs35ZmZmGwaDoeNDCWdnGA2/RrisNUfe+82DL5Bo1wL0Kg1Eg5XYITK0IPlWENBTOYBWB0XYzNHOmIMvQU1sAEtuA1QQdEx2VQ0m4mQzU7Q4iFsTsJQknHoGcSF07BocZgAuw720PF/BooexuavIBj6mDCR3ZYdYQt9aiG5+V0cwde/c9CpZlJodtppjDNR7zGojjeoStSoStSp8yjUxXeM+TjeMu0mPJpChgoZHeFDDUdWN1UPDzh1HGe8R7PhotLwcdDwsdFIoopI4Kg8IogcuXGcYeLosOE4HDiOPI5JwW748VFPEnWdgSMy5uNwy0e83ogRtnZOp40MLO34OoHWYA7BQCL2sKd9yXQrcZqBV9VQVBVDVSPreBgqqkkDWws2r05iVhq+Xlmk5OeR0DMVi1XW7hBCnDoJKOeI3//mPm4OLmWd084vkntSbQ0BfjRTGi2+mwk5htIjVMG12m8ZVb8ezwcKzk/NmMKRFge/w0Fpbi57e+cRTo7Da0rlYn8WA1sSMLUc/Vtso6FTarTRHK4mGC4jFNhHMFCFGjbo+PCMDKU1YbUNxOK+GMXsBUA3WvArG2mylxJ2xWNhCC6tB261BzYjMqXYqQMnCCAWta295aMx0vLR3vXi8tfg8lfTaFfZ3jOFoNUChkHv6kb6VNVjbs8DmqLQ1NHyEWdQ49WpTDCoTjocPppdYChHjH7tZCJOU0hTYbBfJV31k66ppLe3eKSfYLCpbijU4aHCSGWXkcSqI1o7KunogknEf0Rnk2Ftb+3oWMfjiG6WzlYQa2QxMa/RcETgiISOpCPCSJJRj1UNRxYO62jxaO9qCQZdhIKp1AYTaQ4mtA8wteLWFDyaiimsgqaih1XCRhhV0cAWwOZVSMj0kpTXk9T+eSRmpWK2yvgOIcTZI9OMzwF7tm9j5zu3sjypmdWu9nVDcNGacC1+z+VkqDXcYHqVUTs24nnfhGPH4Q+S+sREvurfj8refckgh4tb04g/4oNSNwwOGK00hA/gD35NU2sZjYEmTrSWvG7SCTnMKPahuLkIC3Ht9Wgo32OHW1t76LCFmtsDSD1Ofy3utkqcgboTDjwNmxR2ZCZzwBd5/y1aGLNSR01CgMokg5p4hVovNLojO/Mej0tTSNMgXVVJVwNkaOFI+Dii9cP9rf8cVMNEdfsy6hXtj8rOVo9I+DhylosB0LGgmMN81DiPI8eAYD56MbGkzuBRd0QQqcerN6KHbEctJNYRQvRgHOZAAtZgIk7Ng9uwY9UULO0tHoqqoathwnpH8FCwxTvxpKfgy80iJb83SdnS4iGEOHNkmvF5btE/ZlPSI4SqOFEMhda4K2hLuJZEgtyiv8CELR8Sv8yEtTLyduqKwsEePSgtuIDExGGMDqXjaj28OFat1kB9aC8NbXs52HKAsP7t5gwF1WrQ6rQStsZjNvlwq5m49FzMSiKu44wb6AgnZjXQOdjUEWzA4a/F3VpJXFsFjkA9pn+yu62uQKPLQoNHocZjUJ1oUJFk4Lc46FGdgjNkwcDgi9xDbO7XiGbuaNFRcOoKqSr0DahkaAEyVDUy5VbVOltAPN8KH5qhUEMCB41kvjR8/MNIag8hkT/LDR+1eDt3rjUUjhhk2t768a0Q0rFjbZxx6KjWjsT2Fo/OIGLUYw+FOgeXBtu7W0JBJ6GgGy1UQGMgkUAoAZfhwK6b8Wg6XlUFVYOwiqapqCYVwwLWeJW4NA9JuT1J7d+bpJw0mUorhDinyf/BYtyvnriZktRKVEWhRzCJbb0ewGpJ4CZ9MdO2vEvC3xWslZFwELZYKO3dh1DvMfSz5zPA8EAIwoZKRWg3lS272d+6D7926Kh7BG0mwjYvNiUNO9nYTHk4TK5I24je/gCOnE6i6Cqu1koSGr/C03KQuNaDkRYQte2Es18CVhONbgt1HoPqBKhMgOpEg1qvQk08NMRFxl10TBm2qCYKdyVQ8E0kdQcdYQL9DjLM3czkBq29JUQjTVOJ148ecNoRPsoNX3u3y+Hg0RFCakjoHGzaOcvlOK0eR+7lYkJvDx41nS0fka6Ww0EkXm1CCVkIBTuWTD/c7WIE0wkE86kJJOLW3TgMCw4N3KqKEtZRVBVNC6MSafGwxBm4U50k5vYgtX9vfL3SsTm+3/L4QghxLpOAEsNeePoB1iVtRlXMFPhdrMl7gnGmD7l9859JXRrEVh5JDCGrlf39h5KQeyUXmrMwYSKotfFN20b2teylOlCG3j5wVDMpaPZ4rKZMrKY+mC09cJiOXRXVrPqxBxpQDI2A04dmiczysQWbyClbQWbFWsz60a0hQYtCZYKJGq9CVSKUJxlUJ0K1V6HaC35HR4Q4MkooeDWFNFVjiD9EphomQ1XxNDqoLO2FPxTpjhqSWM7Y1FJsYR29QaEWL+VGGnsMHx8ZSe072SZ1dsVUHxk+zMoRs1tMxwYQhxmsJhwEDo/rOObPSMuHW22LzHBpDx3BoLt9zxY3SiCflmAiatgbWTZdA4+qd3a3GKqGjopuUbDGWXGluEjIySSlfy7JvbOwO2WPFiGE6CABJUYd3FfKp44VVFjNpIQNXOHLeH73ffR7qxrbgUi3Rthqpb7vcJJzr2aoNZmwHqCsZSv7Du2iOvANBgYGYFi8WM19MVvzUCwZKMrhMQcmLYjr0H7iWg/ibdpLXGs5zrYa6pPyKe11FW2uTABswUZ67l+JrWUd9fE6uy+Ag0kmqhMiAaTGCy1OvrXBnILFgFQVBqhhMg+FyFBVMjSVTPVwC8iRg05Dupl/1PTly/pkQMFkUQik+njHOYQXwr7OzeU6x3x8ezn14437sCg4aSOJenzUtne11OHrHPNRRxK1WEJG+6BS1+GWj6ALI+hDD/SmOZhEWPXg0M3YNQOXGplSS1jFMFR0s4HZZcORHIc3J52U/nmk9OmJM+777ckjhBDiMAkoMerpd2awMUHFbBiMKx3E1V/+tX3wq0LYYqW1zwhS86aRaI2jwv812+vXUNG2Fx0NQ7FjsRVgsuZhsmSjmCIfkGY1gLu5DG/T18Qf+gbPoTKcgbrONUEMoCplCNsL/jdBZySYaByizFPC5vy11IwNf2sAqgmHDhmqzoXhEFnNYTLbZ7tkqCoZqkayph210JjfsFJuJHPQSOYTI5lywxd5TjKtfoUhNZtJDDcB8IUnnzVZYwm6XYfDhuNbLR8WEy6jlaQTBA8ftSToDZhDSuc4j44QEg66UAI9CYUG0xDw4dKc2HSFOFXDo2rtrR4qukkHuwlbght3rg9f316k9M0hITVBVi4VQogzRAJKDPr149NZnVaOrxl++g8Xg3Z9jmKY0E0m2vIuJqXv9djNOl8d2kLpoe2RMSWKC7N9KDZbXxRzBoqiYFb9JNbvIrFhF4mNu3G3VnSGkZBFoSLJRGlfE/tSDFrjB5Lhn0JCMLKUWtDcxpbM9/kyfTU+I0BuOMSYVpUeYZUeqkqWGvk66Vuby9Ua8Rw00jloJLOhI3wYyRxs/7q+fUO5I8d8KDYYUfEJYys+wWQYtDjiWDFmKnvz8nHTQnp7V8vxWj/i1UZMQXP7QNNId0sw6EYNxmEO9iYcGM6hUCIO3YpVBbumER9uDx+GhmEBS5wdR0oC3rwMUvrnkpKTgU26W4QQIqpkmnGMeeE39/Oe++8M3whTNhhY25fqaMsahK/gBmqUNr5q3kClvzQSSmwFmG39UcxpKOh4m/aSUreNpPodnYEkaFH4OkPhqx4GX2co7EtVqE4EA4UeTf24eP8U0lp6AWCY/MR536V/3N/JMZpJVbXOFBs2zBxsb/U4aCRTTiR4RI5FjgexRSKQ/ciptpajp906I/u5xNFCXt1XjHr/H3jqmwEI9XHgHB3G56jHEz6EKWhuH+txuOvFCHgwBROxBZJwhuOxayYsmo5J01HCGoqmYSg6JocVe6Ibdw8fvvxcUvvk4PF5ZPVSIYQ4S2Sa8XmipqKC8L4V3L/eIL5977hAcjZxA/4XrdYAmxv+TlO4AZO1D9a4azBZcrCqfpJrtpJc/3eS6ndg0QLUemBDb4WveijszjSxPzmyNohTN8gPBbkkrNLzQC6m2mtpCwwAwEKQwe6lZLveo1pxUxYoYKORSpmRyn4jlW/0NKpIRMcUWeHUaekMG4bDEvnTeXh1U5sSIpkafNTio4ZkajtbQHzU4gk10/BZAnVbPWAoKFaw9nXjjE/B8nkiWsBHQHVi08GmGjhUDZOmgWZgsihYPA6cqV7ie2eSkp9HcnYqVqvMbhFCiPOFtKDEkAXFlzL+H9UA1Cc4Sel/C+Uu2NH8KX7dhNk+FLNtABbdIKX2c9KqN5HYsJOgReeLHIXPcxW25ipUJIHLMCgIhhgQCjEgGGJgKEROWKUm1JePWv6FytBgILLAWq29gi0OP7sVH604I7NenOajQ8gRXytWSFAa28NHbXv4qOn8OkGrxxo02geZuiNdLwEXStCLOZCEqclOy8FdhIONAMTZ00jz5GMz2bA4rFgT3cT1TCG5oBcpfXoSl+CJ1lsihBDiFEgLynngmQdv5NIPI+Hkkws95MTfyHuHPiHYnIjZcTl2U09S6reRXvUnkuq/pM6jsjZfYWNfE7szzcShc3EgwP/xB7joYIDcsEqTEccXeg57jB78KVyAqW0ovnACABoGW+MMPk430+TtheGytD/M2C0hUpRafBzsbPmIhI8aEvV63AE/WtBBMNgxzdaFHojHHMjFEhhOOBSHoilYVQO7qmHWdMyKguKy0BA+SHn5RnRdw+5yc/n/mUn+JeOk20UIIcRRJKDEgN8/8RCD1n6OMwR7sxTKzek0tJZhcV2NN2Qis2wtGZUvUus5xIf5Cp/0N1GRonBRMMQP/AFGVAbIDersMrLZrF/I83pfthi9KTXSSbJZGR2wUtC+NpsObMu2sH2QH2dcFYOpJpUqUqgmhSqStTqsbRqhQByBoJtgII5wwIPZn4Q10A8l4CWsKVg0A7eqEa8ZWE0KFrcde4qX+AEZpBT0IrlnKlb74dVrGyrLWb5gHuWlXwKQO7SQCTPuxpOUHIWfuBBCiFgnASXKtHAY18alZFVHdtDdNHwEiXWT8TXVkP31m1gCO/looMLvJpho8sGlfj+z2vyMKAuyW89ljT6aX2kXsEXJw+/1oHusGB4rHrOZH+xrI3+/gckAAwMtew/egneZZDnIFX4XgaY4AgE3RiABiz8Te9sQjJAbQzWwqzpOTceCgi3Ojj01nvhBPUgryMXXIxWz9fv90zF0nS0ly1jzl1dQg0FsTifjbrmTQeMnSKuJEEKIE5KAEmUL/20Sl22N7IWzelwfBuzsT/b+RexJK+flyxRKe8EEfxu/amsjrSyOtdoQ/lu/gFmmC2hISEJPtKMn2kiJr6PAtIu+gf1kf5mK6esLwLAACiZvKdbEfdhVF9YNE9BVBWtYw2Uo2KxWHIlu3L1S8Q3sRVpeD5yeY1eWPRnNNdWsWDiPsu1bAcgeNJgrZ84iPiX1tFxfCCHE+UsCShT99oH/zaVr2iWBtwAAHJ9JREFUygH45EI3Y9bUsr7fq/zxJoV8Z4BbW1rJ2h/PSv0SHtFGsi2+H1qKE5LN9PGUconyHn303aS21KMfiMdfOg61+vL2YAJ2UwsptjoSPDbisseSNqQ36X2zsNjO7BofhmGw/YMSVr36EiG/H4vNztibb2PoxCkoJlnYTAghxHeTgBIlf37q3xn4yWbcAShLV9iRaOKd2xq5Wj3Eb5ocfNg4iieMkWxNLkBPs5PtK2eS9UP6hXeR2tCEWpmKtSEXa+N41LYk2tQUNCOyhH1Ktoeia3vTMz/prH9fLfV1rFz0PKWbNwKQ2a+AST+dRWJGj7NeixBCiHOXBJRo+eyv5FRAmw3Wj7qQCd4PGF09kP80JvBI8jBItzHIt4PbeIPchnIspT5sdX2wNozBbbGRPqwv9Mnh8/craQkHAUhIczFyah55F6ac9fEdhmGw86NVvP/KiwRaWzBbrYy+YTqFU6ZiMpm/+wJCCCHEESSgRMFzcyZx+WcBAFaN64VTcfNzYx71+SlcmLqVO7XXyKptxLG1D+bKASTYL6bXuAvpfcdQTGYzpZ/Xsv6dvTRUfAOAO8HOxT/IJb8oPSp7w7Q1NVLy0nz2bFgHQFpeXyYXz8aXlX3WaxFCCHF+OKmAsmDBAp588kkqKioYOHAg8+bNY8yYMcd97apVqxg/fvwxx3fs2EF+fv7J3P6c9tQDtzBm1TeYgE0XOHg+/9/Iyqpisu19elc24tjQF0d9IdmD+jLorrHYXa7OcytLm/h4yR4q9kQ207O7LBRO6sUF43pgsUWnleKrT9by3kvz8R9qxmQ2U3TdTVw09XrMFsm+QgghTl6XP0UWL17MrFmzWLBgAaNHj+bFF19k8uTJfPnll2Rnn/g35l27dh21ilxKSsrJVXwOW7zwtxRs2kh8G5SnwLpRw7nP9wd8O3viqr+AgVMuIe/Wwcd0zzTVtLH+7b3s2RRZyM1sNTHk8p4Mm5iN3RWd5d39LYd4/+WF7Fy7GoCU7F5MKp5Daq+8qNQjhBDi/NLlgPL0009z++23c8cddwAwb948VqxYwQsvvMDcuXNPeF5qaioJCQknXej5oO3j/2TwfoOgFdaPKeSyynwKeo+g4L7Rxx0zEmgJs2FZKdtXH0TXDFAgf2Q6I36YR1yiIwrfQcTezzawctHztDbUoygmLp52PSOvuwmL7IUjhBDiNOlSQAmFQmzatIkHHnjgqOMTJ07k448//qfnXnjhhQQCAQYMGMAvfvGL43b7dAgGgwSDwc7nzc3NXSkzJs277wdM2NAKwOoxmdz/yz9gddiP+1o1rLH1/QNsWv4NIb8KQPaAJIqu7UNyVtxZq/nbgm1trHr1JbZ/UAJAUmYWk4pnk9Gnf9RqEkIIcX7qUkCpra1F0zTS0tKOOp6WlkZlZeVxz8nIyGDRokUUFhYSDAb585//zOWXX86qVasYO3bscc+ZO3cuv/71r7tSWkx78v7bGL3qa0wGbM238S///l/HDSeGbvDVhirWv/M1LfWRgObLimP0tX3oOeDsTxk+0jfbtrBi4bMcqq0BRaHwqqmMvnE6VtvxQ5YQQghxKk5qJOO3uyMMwzjhtNb+/fvTv//h37CLiorYv38/Tz311AkDyoMPPsicOXM6nzc3N9OzZ8+TKTXqVixZTL9tG0g8BFWJsHtIETf4fMe8rmJPIx+9uZvqbyKb5rgT7Iycmke/EemYTNFbEj4cCLDm9VfYsmIpAN60dCbdNYusgkFRq0kIIcT5r0sBJTk5GbPZfExrSXV19TGtKv/MyJEjee21107493a7Hbv9/PjNfP+yZxhdqhMyw9pLh/KLXy886u8P1QdY99c97N4YGQBrdZgZdmUOQy7viTVKM3M6HNj5BSsWzKOxqgKAIROnMPbm27A5nFGtSwghxPmvSwHFZrNRWFhISUkJ11xzTefxkpISpk6d+r2vs3nzZjIyMrpy63PSM/dfwxXrIlOCPxydysOP/2fn34WDGp+t/IYtK8tQwzooUDAqgxE/zMPtjW44C4eCrF38GpuWvg2GgceXwpUz7yFn8NCo1iWEEKL76HIXz5w5c5g+fTrDhw+nqKiIRYsWUVZWxsyZM4FI98zBgwd59dVXgcgsn169ejFw4EBCoRCvvfYaS5YsYcmSJaf3O4kxT9z/Y0au2YlFhx29Lfzw4cjPo2Ocybq3vqa1MTLOJLNvApf8qC8p2Z5olgxAxZ5dLJ//DPXlBwAYOO4Kxt96J3bX6dlAUAghhPg+uhxQbrjhBurq6nj00UepqKhg0KBBLFu2jJycHAAqKiooKyvrfH0oFOLee+/l4MGDOJ1OBg4cyNKlS7nqqqtO33cRY77YsIHeOzeQ0gh18bD9wpFcm5NDZWkTH/3XbqpKI7OSPD4Ho67tQ+9hZ39p+m/T1DDr/vsNPn3nTQxdx52QyISf3E3vwoujWpcQQojuSTEMw4h2Ed+lubkZr9dLU1PTUYu9xaqFM0Zz6ep6NAX+5+oLmPXL11j31tfsWBsZy2Gxmxk+OTLOxGKN/j411fv2snz+09SU7QMgf/SlXPbjGTg9sf+zFkIIEbtO5fNb1iM/zZ7++Y+4bG09AB8WJXH1D57hL79cT7Atsp5J/sh0Rl7TO+rjTAB0TePTt99k3ZI30DUVpyeeK+4spt+I0dEuTQghRDcnAeU0+u0DP2HYR9uxq7C9by9sqXNY/fouILKeyaU39iOjT0J0i2xXd6CMd+c/Q9Xe3QD0uaiICXcW4/ImRLcwIYQQAgkop03Znj1kfbUOX5ObrQOupib1EpRGBZvDzIipeQwa2yMqOw1/m65rbFr6DmsX/xktHMbudnP5j2eSf8m4qI+DEUIIITpIQDlN/ufpO8mvv4h1I6ahWuNQgP4j0im6Nja6cwAaKstZvmAe5bu+BCB3aCETZtyNJyk5ypUJIYQQR5OAchr89r47SG66mZ35kZ18kzLdXHpTPzL7Jka5sghD19lSsow1f3kFNRjE5nQy7pY7GTR+grSaCCGEiEkSUE7RvF/cg7d6NC2eHBTNj6t/G/9r9jjMMdCdA9BcU82KhfMo274VgOxBg7ly5iziU1KjXJkQQghxYhJQTlHcAS9BZw7mcAv1vhX89N750S4JiOyPtP2DEla9+hIhvx+Lzc7Ym29j6MQpKKbYCE9CCCHEiUhAOQXP/ewuzI4fAdDmfo+HnoiNcNJSX8fKRc9TunkjAJn9Cpj001kkZvSIcmVCCCHE9yMB5SQ9df+dePxXo1rBGvyQ4oXPRbskDMNg50ereP+VFwm0tmC2Whl9w3QKp0zFZIr+gnBCCCHE9yUB5SQsfPz/klh5EQFXHHZ/GYHh0e8yaWtqpOSl+ezZsA6AtLy+TC6ejS8rO8qVCSGEEF0nAeUkmHapBFx9MKt+atI28ODd0e3a+eqTtbz30nz8h5oxmc0UXXcTF029HrNF3l4hhBDnJvkE66Jn75mJxXY9AEF7CQ9GcdyJv+UQ77+8kJ1rVwOQkt2LScVzSO2VF7WahBBCiNNBAkoXPHH/T/AemoxqM2ELrKf4j/OiVsvezzawctHztDbUoygmLp52PSOvuwmL1Rq1moQQQojTRQLK9/RfLy/EVzmEgMuLLVBOXd/GqNQRbGtj1asvsf2DEgCSMrOYVDybjD79o1KPEEIIcSZIQPmeGtZ+jeqajEkLUZe6ngce/t1Zr+GbbVtYsfBZDtXWgKJQeNVURt84HastNpbSF0IIIU4XCSjfwzOzZ2KzXAeAalnJA0+c3XASDgRY8/orbFmxFABvWjqT7ppFVsGgs1qHEEIIcbZIQPkOv7lvBomNEwjbzdj9m/jhkw+c1fsf2PkFKxbMo7GqAoAhE6cw9ubbsDmcZ7UOIYQQ4mySgPJPrFn2N5Kr8gm4krAFa6jK2kdq6tnZwyYcCrJ28WtsWvo2GAYeXwpXzryHnMFDz8r9hRBCiGiSgPJPfPHWB+iuq1H0MHW+NTz8H2dnSnHFnl0sn/8M9eUHABg47grG33ondpf7rNxfCCGEiDYJKCfw9L0zcCjXAmBQwgNPnflwoqlh1v33G3z6zpsYuo47IZEJP7mb3oUXn/F7CyGEELFEAspxPH7fDHx14wnZrdjbtjL4th+c8XtW79vL8vlPU1O2D4D80Zdy2Y9n4PTEn/F7CyGEELFGAsq3bF3/CSlVeQRcqVhD9VT22Mkdl806Y/fTNY1P336TdUveQNdUnJ54rrizmH4jRp+xewohhBCxTgLKt3z0x9cwXNeAodGU8AG/mLvwjN2r7kAZ785/hqq9uwHoc1ERE+4sxuVNOGP3FEIIIc4FElCO8Nt7Z+DSrsEwg0l7j/uePjPjTnRdY9PSd1i7+M9o4TB2t5vLfzyT/EvGoSjKGbmnEEIIcS6RgNLuqQd+SkLtJQQdNuz+HfS6acwZuU9DZTnLF8yjfNeXAOQOLWTCjLvxJCWfkfsJIYQQ5yIJKEB9dTUJFZkEnT2whJupyNjGHZOKT+s9DF1nS8ky1vzlFdRgEJvTybhb7mTQ+AnSaiKEEEJ8iwQU4PVHfo3ivA4MnRbPe/zfx0/vuJPmmmpWLJxH2fatAGQPGsyVM2cRn3J2Fn0TQgghzjXdPqA8de8M4kI/RLOAJfwB//bi6dtnxzAMtn9QwqpXXyLk92Ox2Rl7820MnTgFxWQ6bfcRQgghzjfdOqDM++VsEmpGEnQ6sfv3EHdFz9N27Zb6OlYuep7SzRsByOxXwKSfziIxo8dpu4cQQghxvurWAcVd5iHozMEcbqE6fTN3TH/hlK9pGAY7P1rF+6+8SKC1BbPVyugbplM4ZSomk/k0VC2EEEKc/7ptQHnu7rswO34EgN9dwkO/OfVw0tbUSMlL89mzYR0AaXl9mVw8G19W9ilfWwghhOhOumVAeeL+GcS3TUGzgjW4huKFz5/yNb/6ZC3vvTQf/6FmTGYzRdfdxEVTr8ds6ZY/YiGEEOKUdLtPz1ee/3/4KgsJuOKw+8toG3Rq1/O3HOL9lxeyc+1qAFKyezGpeA6pvfJOQ7VCCCFE99TtAkp4cwth10jMqp+atPU8eN/JTyne+9kGVi56ntaGehTFxMXTrmfkdTdhsVpPY8VCCCFE99OtAsq8e+7Car0OgKB9JQ8+cXLhJNjWxqpXX2L7ByUAJGVmMal4Nhl9+p+2WoUQQojurNsElCfun4n30JWoNhO2wHqK//jsSV3nm21bWLHwWQ7V1oCiUHjVVEbfOB2rzX6aKxZCCCG6r24RUP725l/wVV5AwOXFHiinPqemy9cIBwKsef0VtqxYCoA3LZ1Jd80iq+AUB7EIIYQQ4hjdIqBULN+C6pqMSQtRl/oxP//1gi6df2DnF6xYMI/GqgoAhkycwtibb8PmcJ6JcoUQQohu77wPKE/PmYndEhl3oppX8PMnvn84CYeCrF38GpuWvg2GgceXwpUz7yFn8NAzU6wQQgghgPM8oMy9bwa+hgmE7Wbs/k1c9f/u/d7nVuzZxfL5z1BffgCAgeOuYPytd2J3uc9UuUIIIYRod94GlA0frCa1Kp+AKwlbsIbqzH1k9vjufXA0Ncy6/36DT995E0PXcSckMuEnd9O78OKzULUQQggh4DwOKBv/821019UoephG32oemvvdXTvV+/ayfP7T1JTtAyB/9KVc9uMZOD3xZ7haIYQQQhzpvAwov/23u3Ayrf3ZSu576p+HE13T+PTtN1m35A10TcXpieeKO4vpN2L0Ga9VCCGEEMc67wLK4z+/C1/9pYTsVhxtWxn84x/+09fXHSjj3fnPULV3NwB9Lipiwp3FuLwJZ6FaIYQQQhzPeRVQNq5aQ0plLgFnKtZQPVXpO7lo/KzjvlbXNTYtfYe1i/+MFg5jd7u5/Mczyb9kHIqinN3ChRBCCHGU8yqgfPLGEnBOBUOj2fs+D51gKfuGynKWL5hH+a4vAcgdWsiEGXfjSUo+m+UKIYQQ4gTOm4Dy5H0ziNOuQTeDWX2Pe585dtyJoetsKVnGmr+8ghoMYnM6GXfLnQwaP0FaTYQQQogYcl4ElCcfKiax5hKCDhuOth30uG7YMa9prqlmxcJ5lG3fCkD2oMFcOXMW8SmpZ7tcIYQQQnyH8yKgJB7MIOjsgSXcTFXGVm6f+mLn3xmGwfYPSlj16kuE/H4sNjtjb76NoROnoJhMUaxaCCGEECdyzgeU54t/hsl5LRg6bZ4SHvrN4XDSUl/HykXPU7p5IwCZ/QqY9NNZJGZ894JtQgghhIieczqgPHH/TOKDV6NZwBL+gOIX5wORVpOdH63i/VdeJNDagtlqZfQN0ymcMhWTyRzlqoUQQgjxXc7ZgPLcfzxAUtUIgk4njrY9mC9JAqCtqZGSl+azZ8M6ANLy+jK5eDa+rOxoliuEEEKILjhnA4pzt52gMwdzuIXq9M948CcL+eqTtbz30nz8h5oxmc0UXXcTF029HrPlnP02hRBCiG7pnPzkfvbuYiyO6wAIuFYy65dPsvS5J9m5djUAKdm9mFQ8h9ReedEsUwghhBAn6ZwLKE/cP4P4tiloVrAFVjP5J7fyp3uLaW2oR1FMXDztekZedxMWqzXapQohhBDiJJ1TAeUvrzyPr7KQgCsOW9seDsXt5a3f/BqApMwsJhXPJqNP/yhXKYQQQohTdVILgSxYsIDc3FwcDgeFhYV8+OGH//T1q1evprCwEIfDQV5eHgsXHn8J+u8S3FBPwNUHArtpUpdi1DWAolA4ZRr/8ptnJZwIIYQQ54kuB5TFixcza9YsHn74YTZv3syYMWOYPHkyZWVlx319aWkpV111FWPGjGHz5s089NBD/Ou//itLlizpcrFhyyjCbf8g4P8fFE3Dm5bODb+ay7hb7sBqs3f5ekIIIYSITYphGEZXThgxYgTDhg3jhRde6DxWUFDAtGnTmDt37jGv//nPf87f/vY3duzY0Xls5syZfP7556xbt+573bO5uRmv18t/XPcj7OY2AIZMnMLYm2/D5nB2pXwhhBBCnCUdn99NTU3Ex8d36dwutaCEQiE2bdrExIkTjzo+ceJEPv744+Oes27dumNef+WVV7Jx40bC4fBxzwkGgzQ3Nx/1ADD0JgyLmesffowrbr9LwokQQghxnupSQKmtrUXTNNLS0o46npaWRmVl5XHPqaysPO7rVVWltrb2uOfMnTsXr9fb+ejZsycAusvN3S+9Ts7goV0pWwghhBDnmJMaJKsoylHPDcM45th3vf54xzs8+OCDNDU1dT72798PwD0L/ojd5T6ZkoUQQghxDunSNOPk5GTMZvMxrSXV1dXHtJJ0SE9PP+7rLRYLPp/vuOfY7Xbsdhn0KoQQQnRXXWpBsdlsFBYWUlJSctTxkpISRo0addxzioqKjnn9ypUrGT58OFZZTE0IIYQQx9HlLp45c+bw+9//npdffpkdO3Ywe/ZsysrKmDlzJhDpnrnllls6Xz9z5ky++eYb5syZw44dO3j55Zf5wx/+wL333nv6vgshhBBCnFe6vJLsDTfcQF1dHY8++igVFRUMGjSIZcuWkZOTA0BFRcVRa6Lk5uaybNkyZs+ezfz588nMzOS5557juuuuO33fhRBCCCHOK11eByUaTmUetRBCCCGi46ytgyKEEEIIcTZIQBFCCCFEzJGAIoQQQoiYIwFFCCGEEDFHAooQQgghYo4EFCGEEELEHAkoQgghhIg5ElCEEEIIEXMkoAghhBAi5nR5qfto6Fjstrm5OcqVCCGEEOL76vjcPplF68+JgFJXVwdAz549o1yJEEIIIbqqrq4Or9fbpXPOiYCSlJQEQFlZWZe/QXF6NTc307NnT/bv3y/7IkWZvBexQ96L2CLvR+xoamoiOzu783O8K86JgGIyRYbKeL1e+ccWI+Lj4+W9iBHyXsQOeS9ii7wfsaPjc7xL55yBOoQQQgghTokEFCGEEELEnHMioNjtdn71q19ht9ujXUq3J+9F7JD3InbIexFb5P2IHafyXijGycz9EUIIIYQ4g86JFhQhhBBCdC8SUIQQQggRcySgCCGEECLmSEARQgghRMyJ+YCyYMECcnNzcTgcFBYW8uGHH0a7pG5pzZo1XH311WRmZqIoCm+//Xa0S+q25s6dy0UXXYTH4yE1NZVp06axa9euaJfVLb3wwgsMHjy4c0GwoqIi3n333WiXJYj8d6IoCrNmzYp2Kd3OI488gqIoRz3S09O7fJ2YDiiLFy9m1qxZPPzww2zevJkxY8YwefJkysrKol1at9Pa2sqQIUP43e9+F+1Sur3Vq1dTXFzM+vXrKSkpQVVVJk6cSGtra7RL63aysrJ4/PHH2bhxIxs3buSyyy5j6tSpfPHFF9EurVvbsGEDixYtYvDgwdEupdsaOHAgFRUVnY9t27Z1+RoxPc14xIgRDBs2jBdeeKHzWEFBAdOmTWPu3LlRrKx7UxSFt956i2nTpkW7FAHU1NSQmprK6tWrGTt2bLTL6faSkpJ48sknuf3226NdSrfU0tLCsGHDWLBgAY899hhDhw5l3rx50S6rW3nkkUd4++232bJlyyldJ2ZbUEKhEJs2bWLixIlHHZ84cSIff/xxlKoSIvY0NTUBnNRmXOL00TSNN954g9bWVoqKiqJdTrdVXFzMlClTuOKKK6JdSre2e/duMjMzyc3N5cYbb2Tv3r1dvkbMbhZYW1uLpmmkpaUddTwtLY3KysooVSVEbDEMgzlz5nDJJZcwaNCgaJfTLW3bto2ioiICgQBxcXG89dZbDBgwINpldUtvvPEGn332GRs2bIh2Kd3aiBEjePXVV+nXrx9VVVU89thjjBo1ii+++AKfz/e9rxOzAaWDoihHPTcM45hjQnRXP/vZz9i6dSsfffRRtEvptvr378+WLVtobGxkyZIl3HrrraxevVpCylm2f/9+7rnnHlauXInD4Yh2Od3a5MmTO7++4IILKCoqonfv3vzpT39izpw53/s6MRtQkpOTMZvNx7SWVFdXH9OqIkR3dPfdd/O3v/2NNWvWkJWVFe1yui2bzUafPn0AGD58OBs2bODZZ5/lxRdfjHJl3cumTZuorq6msLCw85imaaxZs4bf/e53BINBzGZzFCvsvtxuNxdccAG7d+/u0nkxOwbFZrNRWFhISUnJUcdLSkoYNWpUlKoSIvoMw+BnP/sZf/3rX3n//ffJzc2NdkniCIZhEAwGo11Gt3P55Zezbds2tmzZ0vkYPnw4N998M1u2bJFwEkXBYJAdO3aQkZHRpfNitgUFYM6cOUyfPp3hw4dTVFTEokWLKCsrY+bMmdEurdtpaWlhz549nc9LS0vZsmULSUlJZGdnR7Gy7qe4uJjXX3+dd955B4/H09nK6PV6cTqdUa6ue3nooYeYPHkyPXv25NChQ7zxxhusWrWK5cuXR7u0bsfj8RwzDsvtduPz+WR81ll27733cvXVV5OdnU11dTWPPfYYzc3N3HrrrV26TkwHlBtuuIG6ujoeffRRKioqGDRoEMuWLSMnJyfapXU7GzduZPz48Z3PO/oRb731Vv74xz9GqaruqWPa/bhx4446/sorr3Dbbbed/YK6saqqKqZPn05FRQVer5fBgwezfPlyJkyYEO3ShIiaAwcOcNNNN1FbW0tKSgojR45k/fr1Xf7sjul1UIQQQgjRPcXsGBQhhBBCdF8SUIQQQggRcySgCCGEECLmSEARQgghRMyRgCKEEEKImCMBRQghhBAxRwKKEEIIIWKOBBQhhBBCxBwJKEIIIYSIORJQhBBCCBFzJKAIIYQQIuZIQBFCCCFEzPn/L2fA8j08qyMAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -210,12 +217,12 @@ "source": [ "# Plot the consumption functions\n", "print(\"Consumption functions\")\n", - "plot_funcs(TerminalExample.cFuncAdj, 0, 5)" + "plot_funcs(Agent.cFuncAdj, 0, 5)" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 7, "id": "a16b7032", "metadata": { "lines_to_next_cell": 2, @@ -225,45 +232,45 @@ { "data": { "text/plain": [ - "{'aNrm': array([[ 0.46904282, 1.31175838, 0.56159051, ..., 1.52467805,\n", - " 2.09733267, 0.37409977],\n", - " [ 1.37520903, 0.6176298 , 0.30952987, ..., 1.84837915,\n", - " 0.89571365, 0.24535435],\n", - " [ 0.89533034, 0.6693685 , 0.22147663, ..., 0.99076435,\n", - " 1.90439842, 0.27483799],\n", + "{'aNrm': array([[ 0.37239637, 1.22302302, 0.46426215, ..., 1.43885439,\n", + " 2.01843218, 0.28016889],\n", + " [ 1.21722482, 0.47171936, 0.17523683, ..., 1.73055225,\n", + " 0.76892653, 0.11045331],\n", + " [ 0.716504 , 0.48729324, 0.06564911, ..., 0.856938 ,\n", + " 1.7177145 , 0.12693854],\n", " ...,\n", - " [ 3.1209396 , 2.09409977, 1.53508227, ..., 1.14624321,\n", - " 7.43197775, 1.08544793],\n", - " [ 5.3628424 , 2.66917712, 2.83951441, ..., 1.89757911,\n", - " 12.28691809, 2.38158327],\n", - " [ 5.63316314, 2.11559551, 3.19324341, ..., 2.36804854,\n", - " 9.9066531 , 3.49900954]]),\n", - " 'cNrm': array([[0.67873532, 0.78560172, 0.69243062, ..., 0.8093949 , 0.87001464,\n", - " 0.66309012],\n", - " [0.79329515, 0.70222072, 0.65278482, ..., 0.84389605, 0.73779289,\n", - " 0.63795665],\n", - " [0.74499716, 0.71689987, 0.63878221, ..., 0.75628097, 0.85485524,\n", - " 0.65281797],\n", + " [ 2.88161713, 1.80937593, 1.28978376, ..., 0.93062014,\n", + " 8.22460752, 0.84403352],\n", + " [ 4.92735196, 2.40480195, 2.37891098, ..., 1.575047 ,\n", + " 14.63920541, 2.02977999],\n", + " [ 5.37398574, 1.87059577, 2.66469695, ..., 1.9876699 ,\n", + " 12.98451516, 2.97316996]]),\n", + " 'cNrm': array([[0.77538178, 0.87433708, 0.78975898, ..., 0.89521857, 0.94891512,\n", + " 0.757021 ],\n", + " [0.85945598, 0.77914223, 0.71809684, ..., 0.90715534, 0.81441424,\n", + " 0.69275627],\n", + " [0.80020817, 0.77374922, 0.66620031, ..., 0.81471132, 0.89484018,\n", + " 0.6951636 ],\n", " ...,\n", - " [0.97070054, 0.87382028, 0.81664986, ..., 0.77414266, 1.32229596,\n", - " 0.76722624],\n", - " [1.15881367, 0.93108216, 0.94666304, ..., 0.85739706, 1.66736904,\n", - " 0.90425066],\n", - " [1.17635676, 0.87972626, 0.97764095, ..., 0.9034842 , 1.4913754 ,\n", - " 1.00400766]]),\n", - " 'pLvl': array([[36.71640118, 16.82205727, 7.95128107, ..., 30.27971795,\n", - " 12.98853902, 18.48391768],\n", - " [31.84982278, 17.83243806, 9.24615523, ..., 39.24987577,\n", - " 16.83630422, 17.86391025],\n", - " [33.54769045, 17.12447306, 7.96951851, ..., 50.55320999,\n", - " 11.99248252, 18.81620929],\n", + " [0.99359205, 0.90292145, 0.85618917, ..., 0.82204787, 1.39252308,\n", + " 0.81341581],\n", + " [1.13727413, 0.9409623 , 0.93882415, ..., 0.87056402, 1.80075474,\n", + " 0.90968465],\n", + " [1.15308142, 0.88349645, 0.94837635, ..., 0.89326224, 1.66911494,\n", + " 0.97281507]]),\n", + " 'pLvl': array([[ 36.71640118, 16.82205727, 7.95128107, ..., 30.27971795,\n", + " 12.98853902, 18.48391768],\n", + " [ 31.84982278, 17.83243806, 9.24615523, ..., 39.24987577,\n", + " 16.83630422, 17.86391025],\n", + " [ 33.54769045, 17.12447306, 7.96951851, ..., 50.55320999,\n", + " 11.99248252, 18.81620929],\n", " ...,\n", - " [18.05444828, 25.2129987 , 8.67721827, ..., 23.09621387,\n", - " 64.19075411, 78.77789183],\n", - " [13.03220011, 38.8833582 , 6.26345614, ..., 22.19010488,\n", - " 46.3346617 , 75.68728331],\n", - " [14.83380395, 58.74199052, 7.12933194, ..., 25.25772031,\n", - " 69.99884743, 65.89269544]]),\n", + " [ 408.86788991, 570.98314041, 196.50757925, ..., 523.04562755,\n", + " 1453.68818726, 1784.03404581],\n", + " [ 295.13215136, 880.56729166, 141.84460569, ..., 502.52553954,\n", + " 1049.3123395 , 1714.0429519 ],\n", + " [ 335.93195585, 1330.29341826, 161.45355765, ..., 571.99592313,\n", + " 1585.2204734 , 1492.23099658]]),\n", " 't_age': array([[1., 1., 1., ..., 1., 1., 1.],\n", " [2., 2., 2., ..., 2., 2., 2.],\n", " [3., 3., 3., ..., 3., 3., 3.],\n", @@ -273,40 +280,40 @@ " [5., 5., 5., ..., 5., 5., 5.]]),\n", " 'mNrm': array([[ 1.14777815, 2.0973601 , 1.25402113, ..., 2.33407295,\n", " 2.96734731, 1.03718989],\n", - " [ 2.16850418, 1.31985051, 0.96231468, ..., 2.6922752 ,\n", - " 1.63350654, 0.883311 ],\n", - " [ 1.6403275 , 1.38626836, 0.86025884, ..., 1.74704532,\n", - " 2.75925366, 0.92765597],\n", + " [ 2.0766808 , 1.25086159, 0.89333367, ..., 2.63770759,\n", + " 1.58334076, 0.80320958],\n", + " [ 1.51671217, 1.26104246, 0.73184942, ..., 1.67164932,\n", + " 2.61255468, 0.82210214],\n", " ...,\n", - " [ 4.09164014, 2.96792005, 2.35173212, ..., 1.92038587,\n", - " 8.75427371, 1.85267418],\n", - " [ 6.52165608, 3.60025928, 3.78617744, ..., 2.75497617,\n", - " 13.95428713, 3.28583394],\n", - " [ 6.80951991, 2.99532178, 4.17088436, ..., 3.27153274,\n", - " 11.3980285 , 4.5030172 ]])}" + " [ 3.87520918, 2.71229738, 2.14597293, ..., 1.75266801,\n", + " 9.61713059, 1.65744932],\n", + " [ 6.06462609, 3.34576424, 3.31773512, ..., 2.44561102,\n", + " 16.43996015, 2.93946464],\n", + " [ 6.52706716, 2.75409222, 3.6130733 , ..., 2.88093214,\n", + " 14.6536301 , 3.94598503]])}" ] }, - "execution_count": 17, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Number of LifecycleExamples and periods in the simulation.\n", - "TerminalExample.AgentCount = 500\n", - "TerminalExample.T_sim = 200\n", + "Agent.AgentCount = 500\n", + "Agent.T_sim = 200\n", "\n", "# Set up the variables we want to keep track of.\n", - "TerminalExample.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\"]\n", + "Agent.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\"]\n", "\n", "# Run the simulations\n", - "TerminalExample.initialize_sim()\n", - "TerminalExample.simulate()" + "Agent.initialize_sim()\n", + "Agent.simulate()" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 8, "id": "7c7979ec", "metadata": { "title": "Extract and format simulation results" @@ -314,10 +321,10 @@ "outputs": [], "source": [ "raw_data = {\n", - " \"Age\": TerminalExample.history[\"t_age\"].flatten() + birth_age - 1,\n", - " \"pIncome\": TerminalExample.history[\"pLvl\"].flatten(),\n", - " \"nrmM\": TerminalExample.history[\"mNrm\"].flatten(),\n", - " \"nrmC\": TerminalExample.history[\"cNrm\"].flatten(),\n", + " \"Age\": Agent.history[\"t_age\"].flatten() + birth_age - 1,\n", + " \"pIncome\": Agent.history[\"pLvl\"].flatten(),\n", + " \"nrmM\": Agent.history[\"mNrm\"].flatten(),\n", + " \"nrmC\": Agent.history[\"cNrm\"].flatten(),\n", "}\n", "\n", "Data = pd.DataFrame(raw_data)\n", @@ -327,7 +334,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 9, "id": "1d8269db", "metadata": { "title": "Plots" @@ -335,7 +342,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] diff --git a/examples/ConsBequestModel/example_TerminalBequest.ipynb b/examples/ConsBequestModel/example_TerminalBequest.ipynb index 48cf2b2eb..957867cd5 100644 --- a/examples/ConsBequestModel/example_TerminalBequest.ipynb +++ b/examples/ConsBequestModel/example_TerminalBequest.ipynb @@ -105,7 +105,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a lifecycle consumer took 0.23761677742004395 seconds.\n" + "Solving a lifecycle consumer took 0.026462078094482422 seconds.\n" ] } ], @@ -132,7 +132,7 @@ }, { "data": { - "image/png": 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", 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zprDtpZde4tixY+zfv/+6rhOPxwmFQsRiMYJB8Y9LIBAIBGNj6DoH/vRH9r/3ewxdwxMI8tSLm5n1yMqJXto9RbQrzZHtTZz9qhNDs2REUaWXpevqmfVwBTa7laC5mfv3TXlQYrEYAMXFxVc9Zv/+/axbt27YtvXr1/NP//RPqKqKY4wufYqioChK4ed4PH4zyxQIBALBfUBvazMfvfFLui5dAGDG8hWsfXEz3lB4Yhd2D9F5OcaR7c1cOtoD+fBG1QMhlq6vZ+qCEiRZumXXGrdAMU2T1157jVWrVrFgwdVrxzs7O6moqBi2raKiAk3TiEQiVFVVjTrnF7/4BX/7t3873qUJBAKB4D7CMHQObX2ffX/4Dbqq4vL5ePInLzFn1Rok6dbdMO9XTNOk+VQfh7c10X4hWtg+dVEpD66ro2pG+LZcd9wC5T/9p//E8ePH2bt37zWPHfkPZCCrdLV/OD//+c957bXXCj/H43GmTBm/0UYgEAgE9yb9ne18/OvXaT93GoBpS5ax9qcvEyguneCV3f3ousHFr7s5sr2J3jarGkeWJWY9UsGStXWUVPtv6/XHJVBefvllPvjgA3bv3k1tbe23HltZWUlnZ+ewbd3d3djtdkpKSsY8x+Vy4XKJVsMCgUAgGBvTMDi640N2/+s7aIqC0+NhzV+8yILH14qoyU2iKjqn97Vz9JNmkn2W3cLhsjFvdTVLnpyCv8h9R9ZxQwLFNE1efvll/uM//oNdu3Yxbdq0a56zYsUKGhsbh23bvn07Dz300Jj+E4FAIBAIvo14Tzfb3nyd5pPHAahbsIj1L71CsKx8gld2d5NJ5ji+s5UTu1pRUhoAnoCDRU9MYUFDDW7fnb1n35BA2bx5M7/73e94//33CQQChchIKBTC47HaBP/85z+nra2Nd999F7Aqdv7H//gfvPbaa7z44ovs37+ff/qnf+Lf/u3fbvFLEQgEAsG9jGmanNy5g13vvk0uk8HudNHwwxdYsu5ZJPmG2noJhhCPZDj6SQtn9rWjqQYAwTIPS9fWMefRSuxO24Ss64YEyj/8wz8AsGbNmmHb33nnHV544QUAOjo6aG5uLuybNm0aH374Ia+++ipvvPEG1dXV/Pf//t9FDxSBQCAQXDfJvl62v/UrLh/5GoDqWXPZ8NevUFRVM8Eru3vpaUlwZHszFw91YxqWN7SsLsCD6+uZvrQM+RZW5IyHm+qDcqcQfVAEAoHg/sQ0Tc7u3cVn7/wj2VQSm8PByj/7EcuefQ5ZnphP9nczpmnSdq6fw9ubaTndV9g+ZV4xS9fVUTu76JZ6eCasD4pAIBAIBLeLdCzKjrff4OJBq6lnxfSZPL35VUpq6yZ4ZXcfhmFy6UgPR7Y30d2UAECSYMaycpauq6esLjDBKxyNECgCgUAgmHSc/2ofn7z9BplEHNlmY8XzP2D5c9/HZhe3rRtBU3XOfWkN74t1ZwCwOWTmPVbF4qfqCJV5JniFV0f8pgUCgUAwacgkE3z2z29ydt/nAJTVTWXD5tconzp9gld2d6GkVU7ubuPYZ61k4jkAXF47C9fUsujxWjwB5wSv8NoIgSIQCASCScGlwwfZ/tavSPX3IUkyD3/v+zz6/A+wi5YU102yX+HYp82c2tOOqljD+/xFLpY8VcfclVU43XfPbf/uWalAIBAI7kmUdJpd777NyZ07ACiurmXD5lepmjF7gld299DXkeLIjmbOf9WJoVu1L8XVPh5cV8eM5RXYbHdfGbYQKAKBQCCYMJpOHGXbm39PItIDksSyZ55j5Z//CIdTdBO/Hjq+iXF4WxNXjkcK26pnhlm6ro76BSV3dVddIVAEAoFAcMdRs1l2/+4djm7bCkCoopINf/UKtXOvPnxWYGEaJk0nezm8vYmOizFrowTTFpXy4Pp6KqeHJnaBtwghUAQCgUBwR2k9e4ptv36daFcHAIvXPUvDD1/A6Z68FSWTAV0zuHCwiyM7mulrzw/vs0nMfrSSpWvrKKr0TfAKby1CoAgEAoHgjqDmFPb94bcc2vonME0CJWWsf+ln1C9aMtFLm9Tkshqn97Zz7NMWkv354X1uGwtW17D4ySn4wvdmOkwIFIFAIBDcdjounuPjN35JX3srAPPXPMXjP34Rl/fe+tR/K0nHcxzf2cLJz9tQ0tbwPm/QyeInpzC/oQaX596+hd/br04gEAgEE4quqez/999z4P0/YhoGvnARa//yZR5Y9vBEL23SEutJc2RHC2f3d6Dnh/eFyq3hfbMfrcTuuD9a/AuBIhAIBILbQveVS3z8xt/R03wFgDkrv8MTP/kpnoCYqTYWPc0JDm9r4pvD3QxMySufGuTB9XVMWzzxw/vuNEKgCAQCgeCWYug6B/70R/a/93sMXcMTCPLUi5uZ9cjKiV7apMM0TVrP9HN4exOtZ/sL2+vmF/PgunqqZ4Xv6lLhm0EIFIFAIBDcMnpbm/nojV/SdekCADOWr2Dti5vxhsITu7BJhqEbfHOkhyPbm+lpzg/vkyVmPmQN7yut9U/wCiceIVAEAoFAcNMYhs6hre+z7w+/QVdVXD4fT/7kJeasWnPfRgDGQsvpnPmig6OfNBOPZAGwO2Xmraxm8ZNTCJaKUusBhEARCAQCwU3R39nOx79+nfZzpwGYtmQZa3/6MoHi0gle2eQhm1I5+Xkrx3e2kkmoALh9DhY+XsvCNTV4/JN/eN+dRggUgUAgEIwL0zA4uuNDdv/rO2iKgtPjYc1fvMiCx9eKqEmeRF+WY5+0cGpfO1p+eF+gxG0N73usCofr/qjIGQ9CoAgEAoHghon3dLPtzddpPnkcgLoFi1j/0isEy8oneGWTg962JEd2NHPhQBeGYZXklNT6reF9y8qR78LhfXcaIVAEAoFAcN2YpsnJnTvY9e7b5DIZ7E4XDT98gSXrnkWS7++brmmadFyMcXh7E00negvba2aHeXBdPVPmFd9XkSU9mSK2deu4zxcCRSAQCATXRbKvl+1v/YrLR74GoHrWXDb89SsUVdVM8MomFtMwuXw8wpHtTXReilsbJXhgaRlL19VTMfX+6fti5nIk9+4jvqWRxGc7SaRS434uIVAEAoFA8K2YpsnZvbv47J1/JJtKYnM4WPlnP2LZs88hy/evh0JXDc4d6OTojmb6O9MAyHaJOSuqWPpUHeEK7wSv8M5gGgaZI0eINTaS+HgbejRa2Oeoq4OLF8b1vEKgCAQCgeCqpGNRdrz9BhcP7gegYvpMnt78KiW1dRO8sokjl9E4taedY582k4rlAHB67CxoqGHRE7X4Qvfm8L6RKBcuEGvcQnzLFtT29sJ2W1kpoWeeIbhxE7m6KRAOj+v5hUARCAQCwZic/2ofn7z9BplEHNlmY8XzP2D5c9/HZr8/bx2pmMLxz1o5ubuNXMYa3ucLOVn8ZB3zV1fjvMeH9wGonZ3Et24l1rgF5ezZwnbZ5yOwdi3BTRvxPfIIUv7fiBqPj/ta9/67KRAIBIIbIpNM8Nk/v8nZfZ8DUFY3lQ2bX6N86vQJXtnEEO1Kc+STZs7t70TXrOF9RZVelqytY/bDldgc97Y5WI/HiW/bRrxxC+mDBykMCnI48K9eTWjTRvyPP47sdt/S6wqBIhAIBIIClw4fZPtbvyLV34ckyTz8ve/z6PM/wO5wTPTS7jhdV+Ic2dbEN0d7IH9PrpweZOm6eqYtKkW6h4f3GYpCctfnxLc0ktz1OaaqFvZ5HlpGaOMmAuvXYS8qum1rEAJFIBAIBCjpNLvefZuTO3cAUFxdy4bNr1I1Y/YEr+zOYpomzaf7OLKtibbz0cL2qQtLWLqunqoZoXu2VNjUddIHD1pm1+07MBKJwj7XzJkEN20i9OwzOGruTNWWECgCgUBwn9N04ijb3vx7EpEekCSWPfMcK//8Rzic94fZE6zhfRcPdXN4ezO9rUkAZFli5sMVLF1bR0nNvTm8zzRNlDNnLLPr1q1o3d2FffbKSkIbnyW4aRPu2XdeqAqBIhAIBPcpajbL7t+9w9FtVjOtUEUlG/7qFWrnLpjgld05VEXnzBftHN3RQqIvP7zPZWP+Kmt4X6D41voqJgu51lbiW7YQa9xC7ptvCtvlYJDg+vUEN23E+9BDE9p8TwgUgUAguA9pPXuKbb9+nWhXBwCL1z1Lww9fwOm+P6bpZpI5Tuxq48TOVrIpy1/hCThY9HgtC75Ti9t373lutP5+4h99RLxxC5kjRwrbJacT/+OPE9q0EV9DA7JzcgwuFAJFIBAI7iPUnMK+P/yWQ1v/BKZJoKSM9S/9jPpFSyZ6aXeEeCTD0U9bOLOvHS1nVeQES90sXVvHnBVV2J33VuM5I50m8dlO4o2NJPftA80qj0aS8D76iGV2XbcWWyAwsQsdAyFQBAKB4D6h4+I5Pn7jl/S1twIwf81TPP7jF3F5fRO8sttPpDXB4W3NXDzUjZkf3lc6xc+D6+t5YGnZPTW8z9Q0Uvv3W2bXTz7FTKcL+9zz5hHctIngM8/gqJjcgx2FQBEIBIJ7HF1T2f/vv+fA+3/ENAx84SLW/uXLPLDs4Yle2m3FNE3az0c5vL2J5lN9he21c4p4cF09tXOL7pmKHNM0yR4/bpldP/oIvXdwWKGjtpbgpo2ENm7E9cADE7jKG0MIFIFAILiH6b5yiY/f+Dt6mq8AMGfld3jiJz/FE7h3B9gZhsnlYz0c3tZM9xWrk6kkwQMPlrN0XR3l9ffOa1cuXybeuIXY1i2oTc2F7baiIoJPP01w00Y8S5bclUJMCBSBQCC4BzF0nQN/+iP73/s9hq7hCQR56sXNzHpk5UQv7bahqTrnvuzk6CctRLustIbNITN3RRVL1k4hVHZvDO/TenqIf/ghscYtZE+eLGyXPB4CTz5pmV0fewzpLm+uJwSKQCAQ3GP0tjbz0Ru/pOuSNUV2xvIVrH1xM95QeGIXdptQMhonP2/l+GetpOPW8D6X186C79Sw6PEpeIOToyrlZtCTSRI7PiHe2Ejqyy/BsAy+2Gz4Vj5GaNMmAk88gey7d/xEQqAIBALBPYJh6Bza+j77/vAbdFXF5fPx5E9eYs6qNXdliP9apKIKxz5t4eSeNtSsDoC/yMXiJ6cwb1U1TvfdfYszczmSe/cSa2wk+dlOTEUp7PMsXmyZXZ/egL2kZAJXefu4u397AoFAIACgv7Odj3/9Ou3nTgMwbcky1v70ZQLFpRO8sltPf2eKI9ubOfdVJ4ZuVeQUV/tYuq6OmQ9VYLPfvRU5pmGQOXyYWOMWEh9/jB6LFfY5p00rmF2ddXUTuMo7gxAoAoFAcBdjGgZHd3zI7n99B01RcHo8rPmLF1nw+Np7LmrSeSnG4W1NXD4eKQzvq5oR4sF19dQvKLmrh/dlz58vmF219o7CdltZKaFn8u3m58+7a36n8Vyc/e37+eTcJ+N+DiFQBAKB4C4l3tPNtjdfp/nkcQDqFixi/UuvECyb3P0tbgTTNGk62cvhbU10XByMJkxdVMqD6+upeiA0gau7OdSODuJbtxJr3IJy7lxhu+zzEVi3jtCmjXgfeQTJNvmbx5mmycXoRfa07WF3626Odh9FN3X0jD7u5xQCRSAQCO4yTNPk5M4d7Hr3bXKZDHani4YfvsCSdc9O6OyUW4muG1w42MWR7c30tacAkG0Ssx6pZOnaOoqr7k4zqB6LEd+2jXjjFtJffw1mPhTkcOBvaCC0aSP+NWuQ3ZN/BlBaTXOg8wC7W3ezp20PnanOYfunh6azvG45/43/Nq7nFwJFIBAI7iKSfb1sf+tXXD7yNQDVs+ay4a9foaiqZoJXdmvIZTXO7Ovg6CfNJPstU6jDZWN+Qw2Ln6jFXzT5b9wjMbJZkrt2EWvcQnL3blDVwj7vQw9ZZtf167CFwxO3yOukOd5ciJIc7DyIagy+FpfNxcOVD9NQ28CqmlXUBmqJx+NCoAgEAsG9jGmanN27i8/e+UeyqSQ2h4OVf/Yjlj37HLI8+VMA1yKTyHF8ZysndrWipK15MZ6gk8VP1LKgoQaX9+7q6WHqOukDByyz6/btGMlkYZ9r1izL7Prssziqqydwldcmp+f4uutr9rTuYU/bHpriTcP21/hrWF2zmobaBpZXLsdtv3UCUggUgUAgmOSkY1F2vP0GFw/uB6Bi+kye3vwqJbV3fyVHrCfD0U+aOfNFB7pq9fYIlXlYuq6O2Y9WYnfcPeLLNE2yp04Tb2wk/uGHaD09hX32qipCG58luHET7tmzJnCV16Yz1VlI23zV8RUZLVPYZ5fsLKtYxura1ayuXc204LTbZtwVAkUgEAgmMee/2scnb79BJhFHttlY8fwPWP7c97HZ7+4/3z3NCY5sb7KG9+VtGOX1AZauq2f60jLku6giJ9fSQnzLFmKNW8hdulTYLodCBNevJ7RpI55lyyatP0gzNI71HCuIkgv9F4btL/OUsbp2NQ01DTxS9Qh+p/+OrOvu/hcuEAgE9yiZZILP/vlNzu77HICyuqls2Pwa5VOnT/DKxo9pmrSe6+fItiZazvQXttfNK2bp+npqZoXvmjJara+P+EcfEW/cQubo0cJ2yeXC//jjVrv51auRnZOzi21vppd97fvY3bqbL9q/IJFLFPbJksyi0kU01DawunY1s4tmT8jvRQgUgUAgmGRcOnyQ7W/9ilR/H5Ik8/D3vs+jz/8A+106W8UwTL453M2R7c30NFs3QkmWmLHMGt5XNiUwwSu8PoxMhsSnnxFvbCS5bx9ollcGWcb36CMEN24isPYpbIHJ93oM0+B072krStK6h1O9pzAHmskAYVeYlTUraahp4LHqxwi7wxO32DxCoAgEAsEkQUmn2fXu25zcuQOA4upaNmx+laoZsyd4ZeNDy+mc/bKTIzuaifdYPga7Q2buymqWPDWFYKlngld4bUxNI7X/S+JbGonv+AQznS7sc8+bZ1XgPPMMjorJ13smpsTY376fPW172Nu2l75s37D9c4vnWqmb2gYWlCzANsnM1kKgCAQCwSSg6cRRtr359yQiPSBJLHvmOVb++Y9wOF0TvbQbJptSOfl5G8d3tpBJWGWoLp+dhWtqWbSmFk9gcqY9BjBNk+yJE8QatxD/6CP0SKSwz1FbW2g373rggQlc5WhM0+RC9EIhSnKs5xi6Odgozefw8Vj1Y6yuWc2qmlWUecsmcLXXRggUgUAgmEDUbJbdv3uHo9u2AhCqqGTDX71C7dwFE7yyGyfZn+Xopy2c3tOOquSH9xW7WPJUHfNWVuNwTa5P6CPJNTVZoqSxkVzTYDmtLRwm+MzTBDduwrN0yaTyyaTVNF91fMXuNkuUdKW7hu1/IPRAwUuypHwJDvnuSRMKgSIQCAQTROvZU2z79etEu6zZK4vXPUvDD1/A6Z78qY+h9HWkOLK9ifMHugrD+0pqfCxdV8+Mh8qx2SZn9QqAFokQ//AjYlu2kD1+vLBdcrsJPPEEwe9uwr9yJdIk8v80xZsKUZKvu74e1izNbXPzcNXDNNQ0sKp2FTX+CWzgp2bgyr5xny4EikAgENxh1JzCvj/8lkNb/wSmSaCkjPUv/Yz6RUsmemk3RGF437HBFEj1zDAPrq+nbn7xpIo0DMVIpUh8+imxxi2kvvgC9HwaRJbxPfaY1W7+yaew+SdHO31FVzjUeagQJWlONA/bX+OvoaG2gYbaBh6qeOiWNku7IXIpaPnKEiVN+6DtEKSVcT+dECgCgUBwB+m4eI6P3/glfe2tAMxf8xSP//hFXN7JcTO8Flcb3jdtsTW8r3L65BzeZ6oqqS++sDq7fvopZmaw+Zh74UJCmzYSfPpp7GWTw5fRkexgT9se9rTu4avOEc3SZKtZWkONlbqZGpw6MWJQSUDzV3BljyVI2o+AoQ0/xl8BJMY8/VoIgSIQCAR3AF1T2f/vv+fA+3/ENAx84SLW/uXLPLDs4Yle2nWh6wYXD3ZxeMTwvtmPVLJ0XR1FlZNPYJmmSfbYMWIfNBL/+GP0vsEqFkddHaFNmwhufBbXtGkTuEoL1VA51n2sECW5GL04bH+5t5zVNVb31kerHsXnmID3OxOF5i+haa8VJek4BuaIacWhKVC/EqauhKmrwFYC/zU8rssJgSIQCAS3me4rl/j4jb+jp/kKAHNWfocnfvJTPIHgxC7sOlAVndP72q3hfX1Dhvetrmbxk3X4iyZflZFy6TLxLY3EtmxFbR5Mh9iKiwk+8wyhTRtxL1o04SmoSCbC3ra97Gndw/72/STU4c3SFpcttgyuNauZVTTrzq833QfN+y0xcmUPdJ6AIb1TACiaCvWrLEFSvxKK6ofvj8fHfXkhUAQCgeA2Yeg6B/70R/a/93sMXcMTCPLUi5uZ9cjKiV7aNckkc5zY2cqJXW1kU5YJ0xNwsOiJKSxoqMHtmzymUQCtp4f4hx8S+6CR7KlThe2Sx0Pgqaeszq4rVkyo2dUwDU5GThZSN6d6Tw3bX+QqYlXNKlbXruax6scIue5wuiwVsVI1Ax6SrlOMEiTFD+TFSF6UhGpv23KEQBEIBILbQG9rMx+98Uu6LllzTWYsX8HaFzfjDYUndmHXIN6b4dgnLZze146Ws4b3BUvdLF1Xz5xHK7E7J0+psJ5Mkdixg3hjI6kvvwTDWi82G76VjxHa9F0CTz6B7PVO2BpjSowv2r9gT+se9rXvG9UsbV7JvEKUZH7J/DvbLC3ZDVf25kXJXug5O/qY0tmD0ZH6lRCsumPLu2GBsnv3bv73//1/59ChQ3R0dPAf//EffO9737vq8bt27eLxxx8ftf3MmTPMmTPnRi8vEAgEkxrD0Dm09X32/eE36KqKy+fjyZ+8xJxVayY8pfBt9LYlOby9iQsHuzEN61Nz6RQ/D66v54EHyyfN8D4zlyO5dx/xLY0kPtuJmc0W9nkWL7Y6uz69AXtJycSszzQ533++ECU52nMUwzQK+/0OPyuqV9BQ28CqmlWUekrv3OLi7fnoSN5D0nth9DHl8wY9JPUrwT9xHXJvWKCkUikWL17MT37yE55//vnrPu/cuXMEg4P51rJJ4pQWCASCW0V/Zzsf//p12s+dBmDakmWs/enLBIrv4E3oBjBNk46LVqlw08newvbaOUU8uK6e2rlFk0JUmaZJ5sgRYo2NJD76GD0aLexzTp1a6OzqrK+/+pPcRtJqmv0d+9nTuoc9bXvoTncP2z8jPIPVtatZXXOHm6VFWwajI037oO/SiAMkqFhgmVmnroS6x8A3McJuLG5YoDz99NM8/fTTN3yh8vJywuHwDZ8nEAgEkx3TMDi640N2/+s7aIqC0+NhzV+8yILH106KG/xITMPk8vEIR7Y30Xkpb2KU4IGl5Ty4vo7y+slh3lUuXrQ6u27ZgtrWVthuKy0l9OwzBDduwr1g/h1/j03THGyW1raHQ12HhjVL89g9PFL5CKtrrZby1f7qO7EoiDZZYmQgShId3i8FSYbKRZYgqV8J9SvAU3RbltMRy3C0OcqX51vH/Rx3zIOydOlSstks8+bN47/+1/86ZtpnAEVRUJTB5i7xm3ABCwQCwe0k3tPNtjdfp/mk1YW0bsEi1r/0CsGyyTc8TtcMzh/o5Mj2Zvo7raF3NrvM7BWVLH2qjnDFxHk1BlC7uolv3UpsSyPK6TOF7bLXS2DtWoKbNuF79BEk+521UCq6wsHOg4UoSUuiZdj+KYEpBS/JQ5UP4bLd5uom07QiIgUPyT6IjxADkg2ql+RTNquh7hFw33rjbUrRON4a42hLlKMt/RxtidIVt+7hhpK+xtlX57b/hquqqnjrrbdYtmwZiqLwm9/8hieffJJdu3bR0NAw5jm/+MUv+Nu//dvbvTSBQCAYN6ZpcnLnDna9+za5TAa700XDD19gybpnkeTJ1do9l9U4vbedo5+0kIpaNw6n28aC79Sy6IlafKGJLRXWEwkS23cQa2wk/dVX1s0XwG7Hv3q11dn18ceRPXd2BEB7sr0gSL7q+IqsPuh3sct2Hqp4qCBK6oP1tzeSY5oQuTDYFO3KPkh2Dj9GdkDNg4MekimPgCtwS5ehGyYXu5MFIXKkOcr5rgTGiGIfmywxuyLA3NJi/m6c15JM0zSvfdhVTpaka5pkx2LTpk1IksQHH3ww5v6xIihTpkwhFosN87EIBALBRJDs62X7W7/i8pGvAaieNZcNf/0KRVUTOPdkDNLxHMd3tnDy8zaUtNXh0xtysvjJKSxYXYPTM3GFnEYuR2r3bmKNW0ju3ImZyxX2eR58kNCmjQQ2bMBedHtSEGOhGipHu48WRMnIZmkV3oqCl+TRqkfxOm5jxMkwrKqagofkC0gN97Zgc0LNQ4OG1ikPg/PWNnDrjmc50hK1oiPNUY63Rknl9FHHVYXcLJkSZsmUMEvrilhQE8TrtBOPxwmFQuO6f0/Iv85HH32U3/72t1fd73K5cLkmX/MfgUBwf2OaJmf37uKzd/6RbCqJzeFg5Z/9iGXPPod8J8tDr0GsJ8PRHc2c2d+BrloVJOEKL0vX1jH7kUpsjomJ8JiGQebQIctXsm0bRmywVb7zgQesdvMbN+KsvX29NUYSyUQKgmR/+36SarKwzybZWFy2uCBKbmuzNMOA7lODTdGavoDM8JJk7G6oXT7oIal9CBy3LqqUyemcaIsVoiNHm6O0x7KjjvM6bSyqDbFkSlFekISpCN76+T8TIlCOHDlCVdWdq6UWCASCmyUdi7Lj7Te4eHA/ABXTZ/L05lcpqa2b4JUN0tOc4PD2Jr451F3IkpRPDfLg+jqmLS6bsFLh7PnzxBsbiW3ditbeUdhuLysjuHEjoU0bcc2de0fMrrqhc7L3ZEGUnO49PWx/sbvYapZWs5oV1StuX7M0Q4fO44NN0Zq+gGx0+DEOrxUVGWiKVrMM7Lfmw7thmHzTkxwWHTnXlUAfkauRJZhVEShER5bUhZlZHsB2B/4t3bBASSaTXLw4GPa6fPkyR48epbi4mLq6On7+85/T1tbGu+++C8Drr7/O1KlTmT9/Prlcjt/+9re89957vPfee7fuVQgEAsFt5PxX+/jk7TfIJOLINhsrnv8By5/7PrY7bNQcC9M0aTvXz+HtzbScHvzEXTe/mAfX1VM9KzwhlURqR4dldm3cgnLuXGG77PcTWLeO0KaNeB9+GMl2+yNPMSXGvrZ97Gnbw762ffQr/cP2zy+ZP9gsrXQ+snQbIky6Zs2uGfCQNH8JyogCEKcf6h7Ne0hWQdUSsDtvyeV7EsowE+vxlhgJRRt1XHnAxdK6cCE6srA2hN81/n/n3Yp67YOuwg1f9euvvx5WgfPaa68B8OMf/5h/+Zd/oaOjg+Yhsw9yuRx/8zd/Q1tbGx6Ph/nz57N161aeeeaZcS9aIBAI7gSZZILP/vlNzu77HICyuqls2Pwa5VOnT/DKrE/Al470cGR7E91N1gwXSYIZD1WwdF0dZVNurTnyetDjceLbthFv3EL64MFBs6vDgb+hgdCmTfjXfAfZfevTAUMxTZNz/ecKUZJjPceGNUsLOAI8VvMYq2tWs7Jm5e1plqblrOm+A03RWr6CXHL4Ma4g1K0YbB1ftRhsNy96s6rOyTarquZIPjrSFs2MOs7jsLGwJsSSunAhQlIVco9L0BqmSVMmx4lkhpOJtPU1maGrPzru13FTJtk7xc2YbAQCgWA8XDp8kO1v/YpUfx+SJPPw977Po8//APsEznIB0FSdc192cmRHM7Fu66Zjc8jMe6yKJWvrCJbe2UoXQ1FI7vqc+JZGkrs+x1QHPzF7H3rI6uy6fh2229wHK6Wm+LL9y0IH1+7McEPpzKKZ1jTgmtUsLl9865ulaQq0HRr0kLQeBHVEia07DPWPDXpIKhfCTXqXDMPkcm+Ko835VE1LlDMdcbQRqRpJghll/kKaZsmUMLMrAthtNx4tUg2T8+ksJxJpTiYznExYYiSpG6MPTiXp2rT67jHJCgQCwWRFSafZ9e7bnNy5A4Di6lo2bH6VqhmzJ3ZdGY1Tu9s49mkL6bhV8eLy2lm4ppaFa2rxBm9NKuB6MA2D9IGDxLY0kti2HSMxOIXXNXMmwU2bCD37DI6a21fVZJomV+JX2NO6h91tuznUdQjNGExZeOweHql6pCBKqvy32PeoZiwRMuAhaT0I2ghDqbfEEiQDHpLy+XCTJeh9qRzH8pGRI839HGuJEs+OTtWU+p2FipqBVE3QfeOiLKXrnE4OFyNnU1lyY8Q2XLLEHJ+bhX4vCwIeFvo91Bgq433nhUARCASCPE0njrLtzb8nEekBSWLZM8+x8s9/hMM5cVWFqZjCsU9bOLW7jVzWKu/0F7lY/OQU5q2qxum+M3/GTdNEOXeOWGMj8S1b0bq6CvvslZWENj5LcNMm3LNvn5BTdIWvO78udHAd2SytLlDH6trVNNQ0sKxy2a1tlpZLQcuBwbLftkOg54Yf4ysb9I9MXWUN2rsJQaJoOmc6Ehxp7i9ER5p6Rzc+c9llFtSEBo2sU8LUFnluOFXTm9M4mcwMipFkhm/Sysh5xgAE7TLz/Z5hYmSG141jhHn2ZhqtCoEiEAjue9Rslt2/e4ej27YCEKqoZMNfvULt3AUTtqZoV5oj25s4+1UnhmbdIoqqfDy4ro6Zyyuw2e9MqbDa1kZsy1biWxpRLgwWSMiBAMEN6wlu3IR3+UO3rTldZ6rTEiSte/iq8ysy2qCXwiE7eKjiIUuU1DZQH7yFs3iUBDR/NeghaT8MxohIRaBqyGC9VVA608qljAPTNGnuSxeanx1tiXK6PU5ujLTJ9FJfIVWzdEoRc6oCOG4gVWOaJm2KyslEhhPJdF6UZGi/iqG1wmlngd/LwoCHBX4PCwMe6tzOawogw1BIJM9f97pGIgSKQCC4r2k9e4ptv36daJdV/rp43bM0/PAFnO476+UYoOtKnCPbmvjmaA8DH10rp4d4cH0dUxeWIt2B8k49GiX+8TZiWxrJfH2osF1yOPCvWUNw00b83/kO8m3oV6UZGsd6jhWiJBf6h0/cLfeWW2mb2tWsqFpx65qlZWNWZc1A6/j2o2COaEgWrB1sijZ1FRRPH7cgiWVUjrUM+kaOtkTpS+VGHRf2OqxUzZQiltSFWVwbIuy9/nSebpp8k1aGR0YSGfq10c3WAKZ5nKPESJnz21NDpqmTybSQTJ0jlTxPMnWeZPI8mcxlksk7WMUjEAgE9wJqTmHfH37Loa1/AtMkUFLG+pd+Rv2iJXd8LaZp0nKmj8Pbmmg7Fy1sn7qwhKXr66meEb7tazCyWZK7dhH7oJHknj0wYHaVJLwPP2x1dl23DtttKFToy/axr20fu1t3s699H4ncoKdFlmSrWVqNFSW5Zc3S0n3QvH9wsF7nCTBHRCvC9YOG1qkrrZ/HcW1VNzjXmShU1Bxp6edST2rUcQ6bxLzqEEuHpGrqS7zX/XqzusHZVHaYGDmdzJIxRkdh7BLM8rpZGBgUI/P9HgL2q5t2TdMkl+smmTw/TIykUhcwjNEN3QDsdv91rX3Mc8d9pkAgENyldFw8x8dv/JK+dmu42vw1T/H4j1/E5b21bcKvhaEbfHO4h8Pbm4i0WCWosiwx8+EKlq6to6Rm/H/crwdT10l/9RWxxi0ktm/HSA3eNF1z5lidXZ99Fkdl5S29rmEanOk7w+7W3ext3cuJyAnMIU6HsCvMypqVNNQ08Fj1Y4Td4Zu/aKo33xAtP8em6ySMdFcUTx+MjtSvhPCUG76MaZq0x7KWEMl7R062x8iqo0VCXbF3WAO0eVVB3I7rq+pJaHpBiJzIR0UupLNoYxhGPLLMfL+bBQEvC/0eFgQ8zPG5cX1LWk5V46RSA9GQc9b3yfNoWnTM42XZic87E59/Fn7frPzX2SiKFwhf12saiRAoAoHgvkHXVPb/++858P4fMQ0DX7iItX/5Mg8se/iOrkPL6Zz5ooOjnzQTj1ifPO1OmXmrqlnyVB2B4tvXJ8Q0TbKnTxNv3EJ861a0np7CPnt1FaFnNxLctBH3rFm39LqJXIIvO760REnbXiKZyLD9c4vnsqpmFQ21DSwsXYjtZkcHJLuHT/rtOTP6mNJZQwTJYxCsvvHLKBrHB/qN5B89CWXUcQG3fcismjCLa8OU+K8vRdatqAURMuAZuZIZnQ4CKHbYWOD3DEvTTPe6sF0lCqPrWVLpi4PRkOQ5kqnzKErnmMeDjNc7FZ9vFn7/bEuM+Gbh9dYjSYO/M03T6O3t5cqVs9f1GsdCCBSBQHBf0H3lEh+/8Xf0NF8BYM7K7/DET36KJ3DneitlUyonP2/j+M4WMgkrheL2OVj0RC0Lv1OL23/7eqzkWlutdvONW8hdulTYLodCBDdsILRpI54HH7xlZlfTNLkcu1zwkhzuOoxmDppMvXYvK6pX0FDbwKqaVZR7y2/ugvGOIYP19kFkDHNm2dxBD0n9SghU3NAldMPkfFei0Br+aEuU890JRlbc2mSJuVUD7eGtMt/ppb5rjhowTZOmbI4T+b4iA2ma7tzoMmKAGpcjL0IGxUi1yzFmSsgwNDKZ5hGpmXOk003AGP1LAJerCr/fEiB+32z8/ll4vQ9gsw0K6EwmQyQS4fz54/T09BCJRIhEIvT391uVX8posXa9CIEiEAjuaQxd58Cf/sj+936PoWt4AkGeenEzsx5ZecfWkOzPcvTTFk7vaUdVLHNioNjNkrV1zF1ZhcN5e9q9a/39xD/6iHjjFjJHjhS2Sy4X/scfJ7RpI/7Vq5Gct6aHSlbLcqDzQKGDa1uybdj+qcGphYqbZeXLcNhuQpDFWocM1tsHfZdGHCBBxfzBdE39Y+C7sY6xXfFsoaLmSHM/J9pipMeY5FsT9gxL1SyoDuG5xu9UNUwupLN5MZLmRCLDqWSGxBhVOxIww+vKm1atNM38gIdix+hbuGmaZLPtw6IhqeQFUukLGMbYURe7PTwYDRlI0fhm4XAEC88Zj8fp7o4QiRwbJkSSyeSYzwnW4N/i4uJvfR++DSFQBALBPUtvazMfvfFLui5ZlSAzlq9g7Yub8YbCd+T6fR0pjmxv4vyBLgzd+phdUuNj6bp6ZjxUjm0cXTyvhZHJkPjsM+KNW0ju3Qta/tO3JOFb8SjBjZsIrFuLzX9r/C3tyfZClORAxwGy+qBZ0ik7WV65vNCbZErwxj0dgNUyP9o02BTtyl7r56FIstWZdaApWt0K8F7/zXFgku/QniMdY0zy9TltLKod7Ma6dEqY8mtM8k3rBmeSmUKa5ngyzblUFsUYbRhxShJz/O68V8QSI3P9bnxjzCxS1f68YXWIGEmdR9MSo44FkGU3Pt/MYakZv382TmcZkiSh6zp9fX10dETo6TlaECGRSIRcbmxxAxAIBCgrK6O0tHTYw2s66bvczc/42be+P1dDCBSBQHDPYRg6h7a+z74//AZdVXH5fDz5k5eYs2rNHRmc13kpxuFtTVw+NuizqJ4Z5sH19dTNL77lazA1jdT+L4lvaSSx4xOM9GAzL/e8eVa7+WeewVFxk2kUQDVUjnYftTq4tu7mm9g3w/ZX+ioLFTcPVz48vjJg07QiIgP+kSt7Id46/BjJZs2umboSpq62huy5r2/y8Hgm+Q4M0JtR7v/WSb79qpb3igymab5JK2MmUQK2fLOzIWmamWM0O9P1NPH4RZLJ83mzqiVGcrnuMZ4VJMmG1zvdEiP51IzPNwuPZwqSZCObzdLb20tLSw+RyPGCCOnr68MYo+LHek6J4uLiYUKkrKyMIk8IW8JAi2Ssx8UM2v4oid4O4jmDhDK6Wul6EQJFIBDcU/R3tvPxr1+n/dxpAKYtWcban75MoPg2DIQbgmmaNJ3s5fC2JjouxqyNEkxfXMbS9XVUTru+m+eNXC978qTV2fXDj9Ajg2LIUVtLcOOzhDZtwvXAAzd9rUgmwt62vexu3c3+9v0k1cGwvk2ysbhssTUNuHY1M8Mzb1yAmSZELgw2RWvaB4mO4cfIdqh+cLApWt0j4Lq+gYiRpDJsVs2xluh1TfJdVBvCd5VJvqZp0q6ohSZnA2matqs0Oyt32gspmqHNzuQh75VhqKQzF+krpGasct5MpoVRFUd53O7aYVUzPv8sfN5pSJKTZDJJT08Ply9HiEROE4nspqenh0Ri7AgLgNPpHBYFKSsrozhYRFD3YPbnBoXIuQxqpJm+zNj+GABksBWPv1eOECgCgeCewDQMju74kN3/+g6aouD0eFjzFy+y4PG1tzVqousGFw92cXh7M33t1qdF2SYx+5FKlq6ro6jy1pYu55qbLVHSuIXclSuF7bZwmOAzTxPcuAnP0iU39ZoN0+BU5BR72qwoyaneU8P2F7uLWVWzitU1q1lRvYKQ6wbFl2lCz9nhVTapEdEAmxNqlg1W2Ux5GJzXfi+zqs6p9nhBjBxp7qe1f/QkX7dDZlFN+Lom+RqmyaWMwonEoBg5mczQp47d7Kze7WRhYHgb+HLXoN/GNA2y2Xb6egejIankOVLpS5jm2ALH4SjG75+dN6zOyn8/A0nyEo1G6enp4eLFCJHIWXp69hCJRL7VoOr3+4eJkJJwMUX2AJ6MDb03ixbJop5Jo+2JoSYi9H7Le24LubCXupFCDnIOhZQZJ57toTfWRnvelD4ehEARCAR3PfGebra9+TrNJ48DULdgEetfeoVg2c2nNK6Gquic3tfO0U+aSfZZNwKHy8b8hhoWPzEFf9Gt67Kq9fYS//AjYlsayR47Xtguud0EnnjC6uy6ahXSTUxajufifNH+BXta97C3bS992b5h++eVzLOiJDWrWVC6AFm6Af+MYUD3qcGmaE1fQHrELc/mskTIQFO02uXg+PZuvqZpcqU3zdGW/oKZ9UxHHFUfHW2YUe4fVuZ7tUm+imFwLpUdTNMkMpxKZUiPYV615ZudDYiQBXlBEhzS7CyXi5BMnqSle0CMXCCVOo+uj536sNm8BREyYFj1+2cDwUIqpq01QiRygZ6eL+jr60PXxxZKkiRRVFQ0GBEpKaXYFSRkerHHTLTeDFpXBu1kBj3WScbsZLSUs5D9DuwlbsyAbIkQI0Ys20Mk2kp/dzuxCx1kU6MNs1lVdJIVCAT3IaZpcnLnDna9+za5TAa700XDD19gybpnb9tsmEwyx4mdrZzY1UY2Zf3x9QQcLH5yCgsaanB5b02psJFOk/j0U2KNjaT2fQEDNyFZxrdiBaHvbsL/5FPY/OOL0JimycXoxUKU5Gj3UfQhrd39Dj8rqlcU2sqXem4gRWboVmfWgehI8xeQ6R9+jN1jCZKBKpuaZeD4drNpfyrH0dbBEt9jrVGi6dE3wBKfM5+qsdI1i6aMPck3oemcKnhFrMjIudTVmp1JzPN7hqVp5vjcuPMiR9OSpFIXSHSfpzOfmkkmz6OqY8ceJMmBzzt9WGrG75uNroeIRHqJRCI0NUXo6blEJHKAWCx21ffFbrcPS8uU+IoISz4COTf05dMyxzNofWkwUlzNFSK5bNhK3Zh+yNmzJPU4sUw3kVgzvd1txM92oalXN8sCeAJhvKEynJ5iZEeYVNYJbP/Wc676usZ1lkAgEEwwyb5etr/1Ky4f+RqA6llz2fDXr1BUVXNbrhfvzXD0kxbO7GtHy1mfpoNlHpaurWPOo5XYb0GpsKlppL74gtgHjSQ+/RQzM/h51r1wodXZ9emnsZeVjev5M1qGAx0HClU3HanhPo/poek01DbQUNvAkvIlOOTrFFu6Bh3HBj0kzV+CMuKG6vBZRtYBD0n1UrBfvbw5pxmc6YgPm1VzOTL61uq0yyyoDlq+kTqrqmasSb49OXVIfxFLjFy+SrOzIruNBYHhYuSBfLMzw8iRTl8mmTxHa8+gaTWbbR3zuUDC45kyLDXj9c5EVYuJRPqJRCJc+iZCT88VIpGvyWSuFsMAr9c7KERCxYRtAcKGF2/Kjt6bQWvNoB3LYqpxIM5YBcCSQ0YucmL4QLFnSelR+tPd9Eab6eluJnEuwqjGLkPPl214QyW4/aXYnUUghdC1AErGR07xYUoOUikYaEqcyQmTrEAguE8wTZOze3fx2Tv/SDaVxOZwsPLPfsSyZ59Dvtnuo2PQ25bk8PYmLhzsxsxXeZTVBVi6ro4HHiy/ZvOta2GaJtljx4g1biH+0UfofYOpFUddHaGNVmdX17Rp43r+lkRLQZAc7DhIbkgvDJfNxcOVD7O6djWra1ZTG6i9vifVVWg/Mughaf4SciNuh66gJUgGPCRVi+EqfU9M06S1PzNsVs2p9jg5bXRaZdrAJN98qmZOZRDnkMnOpmnSPKzZmSVGur6l2VlBjORTNDUuB2CSybSQSn1Nsvscp/MlvOn0ZUxz7OdyOsuGRENm4fY8gJItprc3SSQS4cL5CD09LfT2HkXTrm4uDYfDBV9IsStIWPITyrmttEwkg3Y4g5nVgTjGWEJElpBDDgyfSdaWIaXH6E93Eulvpqv9MtnzVzfJAtidbjzBUpyeYiRbGNMIklN8KBkfkhxER2aMbA6SBE6bhpc0nlwfrngnavc3ow+8ToRAEQgEdw3pWJQdb7/BxYP7AaiYPpOnN79KSW3dLb2OaZp0XIxyeFszTScHQ/S1c4p4cH09tXOKbtp4q1y+TLxxC7EtW1CbmwvbbcXFBJ95htCmjbgXLbrh66i6yuHuwwVRcjl2edj+al91oVna8srleOzXMbVZU6Dt0KCHpOUAqOnhx7hDUPeYJUamroTKRXAVwRjP5if5Dqms6b3KJN/FteEh6ZrwsEm+Wr7Z2clCG3ir2VlsjEm9EvBAvtnZ0MhIscNGLtdTqJqJR87RkTxPMnUBwxg7mmGz+fEPSc047PVks8X092v09PRw5kyESKSD/v7TmFeJRthsNkpKSigtKaHYG6bIFiCkewmknUj9KtrlDEZSxeryGkclzrBklgSS347uNVBsGZJ6lP5UJz39zXR1fYOqfnsHV5c3iMtXgm0gCqJaURCkEEgeVF1CHSFCZBvYJB0fCdy5PtyJTlx9LbgzvXiyEdzZPuz68N4xyav4Y64HIVAEAsFdwfmv9vHJ22+QScSRbTZWPP8Dlj/3fWz2W/dnzDRMLh+PcHhbE12X44D1qXD60nIeXF9Hef3NtcXXIhHiH35I7INGsidPFrZLHg+Bp54itGkjvhUrbtjs2pPuYU/bHva07mF/x35S6mBY3S7ZWVqxtNCbZHpo+rVFj5qF1oODTdFaD4I2ommZp9jqzjrgIamYP6Yg0XSDs52JYamab3qSo7IIDpvEvKpgoRvrkilFTB0yyTetG5xNZjjRFi9ERs6mMmSv1uzM5x6Wppnnc+MiPVg1EznPlSvnOZU6j6r2j3oOsAbgeb0zCk3NJLmWbKaY/n6Jzo6BJmbdJJMju9gO4nK5KCstpTiQj4bgI6S48cZtGL0KevOAkNCBBKMcNV4Z3WOQtWVIav1EU5109zfT1XMJ3bi6AVWSZFz+YpxuKwpiGAFyih/TCCLZQkiSk5wGDAnkSDaQMfCQxKP04Up04Y61484OCJBeHGqKkf96VIdEf8jO5XKd7qBET0iiJwiRkESHC/jPV13mtyIEikAgmNRkkgk+++c3ObvvcwDK6qayYfNrlE+dfsuuoWsG5w90cmR7M/2dVmTAZpeZs6KSJWvrCJePo9lYHiOVyptdt5D6YojZ1WbDt/IxQpu+S+DJJ5C9138N3dA5ETlRECVn+oYPwitxlxQG762oXkHAeY1+Ibk0tHw1aGpt+xr0ERENb+lgU7T6lVA2B0YYkU3TpCOWHRQjzVGOt0XHnOQ7pdhT6DeyZEqY+dWDk3yjqsbJZIaPW3oKYuRiOjtmszO/TbaiIkPEyHSXhJa9RDJ5yPKI9J7nSPIcitIxxjOANQCvPj/0bgamWUMmU0S030lba9+QbqpXO9/qploaLqHYG6JIDhDSPQTTLpx9BvplZci4Gx1IDRciTgnNo1siRO2jP9VJd18TkWgLmnl1U6psd+Ly5qMgZhBV9WMYQSQ5jCQHQLINEyGSDJJs4jHTeLJduBIduJNduLN9eLK9eDIRnLk40oieKxm3TCQE5ytMekISkbwAsb6HmBeQTEBGMk3KdJ1KTWeKprEwpbL3qq/g2xECRSAQTFouHT7I9rd+Raq/D0mSefh73+fR53+A/SbKaYeSy2qc2tPOsU9bSEWtT7JOj50F36lh0eO1+ELjKxUumF0bt5D45JPhZtfFiwht+i7BpzdgLym57ueMKTH2te1jd9tu9rXtI6pEC/skJBaULii0lJ9bMvfby4CVJLR8OdgUre0wjPw07q8cHKw3dZU1+XdE5CWlaBxvjRX6jRxtidI91iRfl53FQyf5TglT6ndhmiadefPqr9t6Cm3gW7NjRwbKBpqd5dvAL/A5KaeTdOqCNQQvcp540zm+SF/h6gPwKi1/iPsBDKOSTKaYaNRD05XYkG6qY0w+Jt9NNVxEib+IImeQkOkjlHUTSDqQ+1ToGXpjN4AMAwkO0wa6Rycjp0mqffSlOunpvUJ/uovcVVJJAHaXD4fLioLoegBDCyDZwkhyGCQvpiQxkNGSbGCzgctM41E6cCU6cad78GR681GQXlxKP7I5/L2J+WW6AwaRKomeEPQELUEyEAnJuAd/70Fdp0rTqNR1HtI0KhWdypRGlaZTqWuUazoOQDHtdJrFfKMUA1czEH87QqAIBIJJh5JOs+vdtzm5cwcAxdW1bNj8KlUzZt+S50/Hcxzf2cLJz9tQ0tbHS2/IaZUKr67B6bnxP42Fzq4fNBL/8EP03kHviqO+jtCm7xLa+CzOqVOv+/nO958vlAEf6zmGMeTGEnAEeKzmMRpqG1hZvZISz7eInWzcMrI27bVSNu1HwRzhDQjWDPYgmboaiqcPEyS6YXKxKzFsVs35rgQjMyw2WWJ2RaDgG1laF2Z6qR8kuJLJcSKZ5h+7ejn5TYbjiQy96thm0bp8s7MBz8hsZwKf+g3JfNVMqu88TamLXDbG9lrY7UF8vtm4XNMxjErSqTDRqI/2tjQ9PT3E43GsG+fom6fD4aAkWEyxJ0SR7CeoeQilXHijMnLHyJSSCVhRDlMC3a2RkdMkcn30JzvoiTYTVyJk9KsM1ZMkHO4ibI4wJiF0zZ+PgITzqRgXZv4qAwLEYWRxK324k+fz4iOCJ2uJEHe2D9sQsanL0BeAziD01EpEgtATkukJQSRoRUBUuwTIuAyDKk2nQreiH8s1ncqERlVUp1LTqNR0vKZJxnTSbpbQaZbTSTFXzGK+NIvpMIvpNEvoMIvplQLgsqO7M8D/ZezXfg2EQBEIBJOKphNH2fbm35OI9IAkseyZ51j55z/C4bz5xmexngxHdzRzZn8Hej7tEK7wsnRdHbMfrsTmuPHeKYXOrh80kmsaHGA3HrNrWk3zZceXBYNrd3p4d9UZ4RmFZmlLypdgl6/yJzwTheb9g1U2HcdgxKdmQnWDhtb6lVA0dZgg6Y5nh82qOd4aJTXGJN/qkHtIN9YiFtaEsNtlLqSzHE+k+ZdYjJOtnZxMZkhepdnZTK+70P59rlunnhZsyklLjPSeI9V8ngtafMyXKssufN6ZOBz16EYV6XSYaL+Pnp4cPT0Rstks0Jd/DMfr8VLiC1PkCBI2vASzboJxO56EHSkx1u/LxMREd+pk5BTxXC/9yQ56420k1D7SWhxzjJb0kmzH4SlDkkMYehCkUCEKIslBJMlKbUmA3Q42I4dH6cMdPYc72zcoQDJWFGSoETVnh54gtIQkInXQE5SIhORC9KM/AIYsIZsm5fnUS5Wm8ZCmU6FrVPVa4qNK0wkbBinTTYdZQodZQadZTCvFfD1CfETtfky3HdNlw3TbIP/VdMmYLhtOl0bY2U+xFMGX6qBt1DtyfQiBIhAIJgVqNsvu373D0W1bAQhVVLLhr16hdu6Cm37unuYEh7c38c2h7oI5s3xqkGXr65m2uBTpBkuFtb4+4h99RPyDRjLHjhW2S243gSefJPTdTfgee+y6zK5N8abC4L2vu75GHfLp121z80jVIwVRUuWvGvtJ0n15QbIPruyxmqSNvFEWTRvsQTJ1JYQHK58yOZ2TTf3DqmraoqPTDl6njUW1oYJ3ZGldmIDPWZjU+4dEkv96vOeqk3rdssRcnyVE5nntPGDvoca4gJ7OG1ebzqPkurg4xkuUJBse91Tsjnp0vYJ0qoj+fi/d3Qa9vf35sl0F6Bp1btgXpNgdssp1VQ+BlJNg0ok764Cx/bFodo2MlCSe66Mv0U4000VC7SelRjEYLdRkuwe7uxLDzAsQOYwsW0IEyV8QqDIgmRpupR9PogN39uSwFIxlRE0WjKhJN0SCcKVIIlKfT7uEZCJBKx0T9wKSRFFefFRqGrWazkO6RtWQ9EuprpMyvXSYJXSalXnBUcwxrK8dZgntFJN0BTA9Nkt8uOS88LAEiMOlE3ZFmWqLUkQfYfopop8i+ggZUfxqGo+iICck1JyHXM5DLGZn69hv8TWRzKvVQE0i4vE4oVCIWCxGMHhzLnqBQDD5aD17im2/fp1ol2VCXLzuWRp++AJO93WUwF4F0zRpO9fP4e3NtJwe/PRcN7+YB9fVUz0rfEMlvEYmQ+Kzz4g3biG5dy8M9LG4wc6uOT3H111fs6d1D3va9tAUbxq2v9ZfWxi8t7xyOS7bGJGjdN/wSb9dJxklSIofyEdI8lU2IauBnWGYXIqk8kLEahF/tnP0JF9JglnlQyb51oUpK/JwJp0t9Bg5/i2TeoP2/KRen5tZriRTpRbK1NMo6XMkk+fIZJpHrzmP01mF3T4gRML09/vo6oK+vqv377DJNoq9IcL2wGA0JOkgZHixM3a5syYPiJBe+hMdxJQISa2fpNqPNsZMHNkesLwf5I2otjCSHMpHQoZ0wTUNXErUqnzJDAqPga8uJVYwovb7sNItQypfhhpQMy4Jj2FY4kPPez3y6ZaByEeFrpMxfIUIR+dAxIPifCqmmA57KSmXtyA4GCI8bE6doCtBsbOfYqm/ID7C9BPU4/hzabxKFjk3KDw0xYucC2JTgjiUIlxqEK/pwmnI2HQDWdeQtBzJVJTn/ul/Hdf9W0RQBALBhKHmFPb94bcc2vonME0CJWWsf+ln1C9aMu7nNAyTS0d6OLK9ie4m64YmSTDjoQqWrqujbMr1TcAFMHWd9FdfWZ1dt2/HSA/2/nDPn0/ou5sIPvPMNTu7dqY6CxU3X3Z8SUYbjE7YZTvLypcVepNMDU4dLZxSkeGCpPsUoyiZOVyQBK1oS29S4VhrlCNfnStERxLZ0b6PsoCLpQMlvrVhKsp9fJPLcTKZYXsiw/9xuZWWM2NXlAxM6p3j1plp76bOvEgoe5xU+jyptm8wzRwKo90edlsYm70OXa8knSqir89DZ6dEIjF0fQYwKEzcDhdFA+W6qodgykVY9+A3Pcjp0YJTl3SSxIgpEaKpThJqH4m8CMkZI0qnJRnZFgZbDbZCCmYgHRNEkgYjYk4llhcfLbizR4ekYCIFI6ouQW/QEiDNZXkDakjKRz9keoOWebZc06nUVSo1nZp8+qVS06mKWEJE0f10mcV0mtW051Mt5wYECMV0OMtQPJ4h0Q4r1SK7TEKuBEWuKDNsnRTRRxH9hM0+AloKn5rBq2SxpUGNelAVD+QCyLkg9mwYhzINr+HDqQ8VHSqmmkXVc+QMA8XQyRoZ4maKflXHpps4NAOHoSEZOVL62Km560FEUAQCwYTQcfEcH7/xS/rardvW/DVP8fiPX8TlHd9sGU3VOfdlJ0d2NBPrtgSAzSEz77EqlqytI1h6fdEY0zRRzpyxzK5bt6L19BT2OWpqCH53E6FNm3BNv3qZs2ZonIicsLwkrXs4139u2P4yT1mhe+ujVY/id/qHP0GyZ7Bt/JW90DNGVUnp7CEeklUQqEDR8pN8h6RqmvvSo051O2QW1oRYMiVfUVPmo0s2rIZn+bLeyFXMq/VuJ/N8NmY64kyXWqjVT+LOHCeZuoB+FSOoLHuw2aagaRWk00X09brp7LSRTttgVFcNi4DTR9juJ6x7CWZchFUvIdOLByfSiHMMDDIkiCu9RDPdJNR+klofCbWf7IihfJLkAjk0GPmwDaRjwiD7kfLVT3Y1NcR42jskDRMpGFEVO3nTqRXt6MmbTrvzP/f5ocg0CpGOAf9HRb4Splw1MHU/3SMjH/mfOxyldDpLUdyuYZEPyWkScKcIu6IUOwajHiHTSrP48hEPhwJqzoOh+JByAWxKGIcSxpUL49Qd2HUTWcuLDk1B1zRyho5iGCiG1fTPUDVsuoFD15FMFUPKotnSGLYkuiOB6YojezLYA+AKePCFQviLiwmHKin2V2CjmGmr/3Jc928hUAQCwR1F11T2//vvOfD+HzENA1+4iLV/+TIPLHt4XM+nZDRO7W7j2KctpOPWJ3yX187CNbUserwWT+Dq816GkmttI75lC7HGRnLfDLbntoVCBJ7eQOi738WzdOlV00L92X72tu1lT9se9rXtI54b/OQoIbGobFGhWdqc4jnDnyfRNVyQRM6NvkDZ3GGmVtNXRlNvuiBEjjT3c/oqk3wfKPNZBtbaECXlXhJumTOZwVTNWOZVGZjpdTLbnWOGrZt68xuqc4chc5xcLnKVd9GGzVZjCZFUiN4+D91dDjIZL2MJEVmSCDkCVjQk5yGUcxM2fYRNL44RAX4Tg4yZIp6NEM/1WpEQtZ+E1kdGSww3p0q+QuRDHiFEkKw5PbKuDDOeWkbUvrwYiWDXswX/hxX1GPB/UPB/6G6DyoL3Q6dK1woipFQ1kPQgfUbxaPEhFdPuKKPbXYI6RHxILvC50oTdMUpcfRTL/YTpI6TH8WspfLkM3qyCXTHRc14kJR/tUMI4s0U4cl7sOth0PR/pUDE1zYp0mCaqrqGqKoaqYtM1JFPFlHIYchbDlsR0xMGdRvKkcfoNXGE/vnCIQEkZRaFqiv1VhIO1+APVSL5SqzeO0zeq/HwoN3P/FgJFIBDcMbqvXOLjN/6OnuYrAMxZ+R2e+MlP8QRu/P91KqZw7NMWTu1uI5e1TIv+IheLn5zCvFXVON3XzmDr0Sjxj7cR29JI5utDhe2S04n/iScsX8mqVUjO0SLHNE3O9p1ld+tudrft5kTPiWE3yaAzyMqalayuWc2qmlUUuYsGT453DHZpvbIXei+MXlzFgsGy3/qVxKQQR1sH+40ca4nSP8Yk32Kfk6VTwsyvDREu9aAEHXyTUzmRTHP2KuZVlyQx2wszHQmmSS1M0U9Tlv0SU7l6h1RJKh8mRHojLjKZIKY52u/hkO2EZSsaEsp5CJtewqaPoOlBZnjlVMZIElcGBEhehKh9pLUYRsHtIlkpl5E+kLwIkSQHkqHlK2CGCJBMb74pWQSHmiT6Lf6PaNAkaDMKPT+qhvg+SlQTmxYkbgwVHpbRtMNeQrurnG5XMbrbka9ykfC5MoRcCYrdfZTY+yiS+glocQJqGl8ug0fJ4ciaSDkfkhLEpoRwKmFsmQB2zYlNs0QHuo6p6qiGjqob5HQNXc2hqwqSoWJKKsgKppwCZxLcKWyeDI6AiSfsw1dcRLCkknBRFcX+GsLBKbgDVeArBXcYbLfW+SEEikAgmNQYus6BP/2R/e/9HkPX8ASCPPXiZmY9svKGnyvalebI9ibOftWJoVl/voqqfDy4ro6Zyyuw2b+9VNhQFJK7PifW+AHJz3eDmr/JSxLeRx4htGkTgXVrsQVGe1VSaor97fsLfpKeTM+w/bOLZhe8JAtLFw6WAcfa8oJkjxUl6Rs5QE2CygX5CptV5Goe5WzcXijxPdoS5dJYk3xtMvNrgsytCRIu9aIHHbTIBieT2at2Xg3YJGa7csyw91BnXqRaPUxx9iA2MzvG0QAhNK2cVCpMX6+baMxPOhXCMEZXKHlkF0V5b0jIsCIhRYYPL65haRnFSBPPWQIkmRcgCbWPpBZFLwzis48QH0M8IXIQCfJG1KEpmMF+IDY1Rn/AHBbxGBoJwatThp6PgAxGPoo1CVkNkNGL6BowmJrFtEuldDhKaXeV0esuwnA7wCXhcSsEXAmKXVFKXRGKpCgBLYlfTeHLZfFkFTxZkJUANiWIPRfClg1iy/iQNRObpoFmYGoGmq6jaQaqbgkOVVMwUUBSQM6AI43sTmPzKriCBu4iD76SUsJlVRQVT6EoUEMoOAW7vwK8JeAcfwfkW4UQKAKBYNLS29rMR2/8kq5LVpRgxvIVrH1xM95Q+Iaep+tKnCPbmvjmaE+h+KPqgRBL19czdUHJt5YKm4ZB+uDXxBo/ILFtO0Zi0HTpmjOH0KZNBJ99Bkdl5fDzTJPL8ctWxU3rHg51H0IzBr0ZHruHR6sepaG2gVU1q6j05c+PtgwXJP3DB/aBBFWLoH4V5tSVtAWXcqSHQrrmZFsMZYxJvlNLvMyuCVFU6sEMOelywamMQkt2bPNqid1gljPJdKmVKfopKpUvKTGakMesnnGjquWkUiH6+rwkE0HS6TCq6h52lAQEJC8h3UvYsCIh4bwYcTEoWlRDGRUFSaj9JNU+1IH27ZJnlA9kMBXjxaUmcGcGRMfwfiCS3k9vUC+Ij6HRj4zfwO3RqTCGRz6KNBlZDaCqRfRQavk8zGI67CV0OMpod5fT5w6DW8btyuF3JylyxShx9VIs9xM0UvmKlgzerIo/I2HP+bEpluiQMz7krBNZN5A0A0MzMTUdXdNQ1RyaniWnpTGlHJKcAUcW2ZnG7ldxBnS8RU78ZeUEy6ooKq2jOFRPMDQFm68CPOGrDl+czAiBIhAIJh2GoXNo6/vs+8Nv0FUVl8/Hkz95iTmr1lx3ea9pmrSc6ePwtibazkUL26cuLGHp+nqqZ4S/9fzsufPEGz8gtmUrWmdnYbu9qorQxo0EN23EPWvWsHMUXeFg58FCb5LW5PDak/pgPatrVrO6djUPVTyE0+aE/qbhKZvo8NJhJBmqFkP9StI1Kzguz+NQl8GRfHQkkhzdDTXkcTCrOkhJmRfCDiJeG2dzuauaV2scOR6wRag3v6FGPUytfpwioqOOM007mlZKMhkiGvWSSoVJp8Ioio+hPhEbMiHTa4mPASGST8sMlO1qhkpS6y8IkOQQIaIYaev55MAQH8jwdIxD04dFPTzZvoIg0eilL6COin5EAyD7dQIOq+x2wPsRUm3IagBdLaLfKB1W4dLhLKPDXUbUHcTlVvG7UgRdcUrc/ZTY+ggZyUJFSzCrEUjLOHJ+bNkgUtaHlPYgK3Yk3bSiHaqOpubQtRw5PUtOT4GcRbJnsbmy2H05nAETX7EDf1kxwYophMvqKQnXEwjWIvvKwRX4Vu/GvYIQKAKBYFLR39nOx79+nfZzpwGYtmQZa3/6MoHi0us63zBMvjnczeFtTURarMoQWZaY+XAFS9fWUVLjv+q5amdn3uy6BeXcoNlUDgQIblhPcNMmvA89hDRk0F1HsqPQUv6rjq/IDunU6ZAdPFTxUKE3SX2gDvqvDBEk+yDWPHwRkg2ql2DUPUZr6CG+0mZyoEPjaEuUi2NM8rXLEtMq/JSWeZHDTnp9Ni6ikRzDLyJjUm9PMU1uZYp+mhrtGFO5jI/hKSDTlNC0MMlkiEQ8QCpVRCoVJpsNYJqDr91lOgib3sGUTF6I+Ew3MhKGqZNUo4XS3KERkYyeAGzD/R/yYJdUm+nGc5U0TMbWS9SXGV4BEwTdb+Dw6pTYBr0fAdWBTfWja2ESWgmdlNJpK6E9Lz7aPeXk3A587gxBV4Iidz8l9n6KzDg+NYM/myOUNQimZRyKDynjQ854Ie1BUmVrgGNOx1BzqJqCaqTJGUmwK9icORxeBXcQvMV2fGVFhCunEK6cRnF4KoHgFMsw6nBzv5LTDKLpHH3pHH2pHP0plb50jv5Ujo6ePv4/P3hUCBSBQDCxmIbB0R0fsvtf30FTFJweD2v+4kUWPL72uqImmqpzdr9VKhzvsUqF7U6Z+atqWPzUFALFY98E9ESCxPbtxD5oJH3gAAMKQHI48K/5DsFNm/B/5zvILqvpmWZoHO0+WhAlF6PDe5eWe8sLFTePVj6CN9E5XJDER3T0kGxQ8yDJykc4617M55npfNWucqI1RkYd3XW0POSmrNyLLewi6pNpcoIyxtvjxGCqvZep5iVq9ePUm98whSZcDE/paJqfZDJEMhEilbYiIul0CMMYNDz6TTdhw0soXyVjpWV8uHGACWktTkLrGxUNSWkxTMk1wgsSQpbDyHIAl2K1ZR8qQpxKhIy9l35fnN4hEZB0wED2Gng8GmWSJT78qgOb5sdQw2TUUrqlUjrspbS5yulwlRFxh5A8EHAnKHLGKHbEKJajBNQ0AUW1hEdKxpnxIGW8kPZB2gWahKRqGDnFSq0YSTRSSI4sTq+GK2jiK3ERqAgRqppCUeV0Soqn4w3WInmL78p0yq1A0w1iGZX+dI6+lGoJjoLwyBWER19apT+/LaGMHdUDMJQ0La//X4VAEQgEE0e8p5ttb75O88njANQtWMT6l14hWFZ+zXMHSoWPftpCJl8q7PY5WPRELQu/U4vbP9qQaeZyJPfsIfZBI8mdOzFzgzdt70MPEfzuJoLr12MLhYDBMuDdrbvZ176PRG7QhyJLMovLFltRkupVzDJsSM1DBEmiffjFZTt69YN0FT3EEXk+OxJT+apNoSM22mjqcdooL/dhL3IR89lod4PhGn3z80k5pkrtTDHOMNW8QD2XqaYN+5C26rruJJm0BEgqFS6IEU2zhJdsSgRNb6FKZsAbEsqX7Wa0ZN6MOjQS0k9S68fAM6Is1xIiLt2GJ5sYVgljU3tJO3qJeqJEQgaRkEQ0YGL6DOx+jYBLp9LQ8WkO7KofQw2RVUuJyOV02MvocJXR5S4i7vHi9KiEXXHCjjjFcpRiI0UwqxLKmARS4My48qLDC2knqDpmTkHXM2hmCs2WxOZWcYfAX+wkUBmmqKaaoqpZFJdaguN+SaeMxDBM4tmhIkMdLjKGio+0dVwsM/Yk6WshS1DkdVLkc1LsdVLkc1Dsc+I2c/xv318uBIpAILjzmKbJyZ072PXu2+QyGexOFw0/fIEl654dlkYZi1RM4fhnrZz8vHVYqfCStXXMW1mNY8SN3DQMMkeOWE3UPv4YIxYr7HPOeIDQd58j9OwzOGpqME2Tc/3n+Lzl8zHLgMOuMCtrVtJQs5qVrkpCHccGBUmyc/h1ZQfZiqVc8S/hS2MujX1TONaljtkevqTYg7PIRcJvJ+KTMX32UTfHsJRiKpeoM84zlctM5RJldBfMq4ZhI52yoiEDHpFUKkwuZ/UTcZi2Qr+QsOErREWCpgdNz+W7pQ4RIGofCTWOLrlHpGPC2E03XiWHV4kWSnIlLULa0UvM00dPUKU3CLmAiezTcHl1Qg4dn+7EkRcfilZCv1xBp72MTncp/a4ASZ8LjytLkSNOiS1GCUmKlBzBjEEoaeJMuyDjxUx6MDMyqCqmlkaXUxj2NM6gjq/ETagyRPGUaoprZ1JcNgt3oPq+TKeYpklC0QrCIpoeEd0YI73Sn86NmjZ9vYS9DktweC2hUeR1Wl8LAsRJsc9R2B50O5DHMKoLD4pAIJgQkn29bH/rV1w+8jUA1bPmsuGvX6GoquZbz4v1pDmyo4WzX3Sg56tViqp8PLg+XypsGy5slG++sURJYyNq+2A0w15eTvDZZwl9dxOuOXPIaJlvnQY8u2g2DbWrafBNZWGsC1vTF5YgSQ0/zrQ5iRUv5qx7MTuVWfypu5qu7Gix5fXacRe7SQbsJPx2zKADRpQ5l9NLvXmBei7lxchlwvQjYWWiMpkA6VRRIRqSSoXJZAKAjNd0FrwhAybVsOHFaUiWLyTfqGzQG5JEldzDjKg2yY9bNfFmM3jzfUFMo5eMPULM3UckmCYZMDH9Bjafjtuj47Q5ceo+UEMoegkxKul2lhNxheh3+1C8DnyODEX2OGVSglI1SzijE0wZeBIOpLQHPelGUkxMPQukwJXFGYJQVYiS+kpKp86iuHYuvmDtLe+9MdkxTZOMqo8SFNcSHNo41UbAZaeoIC4cI0TGoPgYEBwhjwO77cYne4+FECgCgeCOYpomZ/fu4rN3/pFsKonN4WDln/2IZc8+h/wtufuxpgpXTAuybEM9UxcOnyqsdncT3/oh8cZGsqdPF7bLPh+BdesIfXcT3ocfpjXVzu623exu3c3BzoPDpgF77B4eqXyEhtBMVmc1KtuPWoIkPbwTqmFz0R1cyDHbAj5KzuCjaC0Kw5uz2WwS7iI3mYCdbNCBEXKA21aIjsgYVNHGVPMS9XkhMtS8qigeS4Ckw6RSRQWfiKnbCZieQQGSj4r4DReqmhwUH/m0TFJTyOIo+EAkOYhTt+FTVDzZON5sL4bZS9reS9zTR58/jurXwW9g9+pIHgc2yYupBlHNUpJU0ecoo8/tJ+72orpsBB1pSqQUFUaKoqxKKGnij0mWtyPpyA9KzGDz5HAWyxTXllPxwBTKZiwkVDoTeRL037iTZFV9TEExIDT6836NocJjrDLy68HrtI2IZgwXHEVD0ivFXidhrxPnNXoD3S6yukFTbx9zKsqEQBEIBLefdCzKjrff4OLB/QBUTJ/J05tfpaS2bszjTdOk/XyUw9uaaB42VbiEZRvqqJoxOFVYT6ZI7NhBvLGR1JdfgpH/I26341+92oqUNKziaPy01cG1dTdX4leGXa/WX0tD8XwaDCcP9VzB1bQfMn3DjtFlF82+BXxlzKMxNp2vtWmjBInD7yAXdKCFHBhhJ6bfYSXaATsqdWbTECFyqWBe1TTHECEyEBUpwlQ9w7whIdNrTdpVVdJqzErD5Et2k7pKxrBBPhVjN5x4VQNvNotXiaKblgk17u4j5etF82vIPh3Ta0dzu4EQqlFCWqogYS8j6gqQdHvQnTLFcoYyM025kiWU0gnETGxJB2ZGRpZUHF4db5mLkmlVVM2aTem0hbh9ZfeNh0PVDUtUXIdBdGB/OjfaCH09OO0yJUNERUF4jEqnDKZZ3I6JMe/mDIN+VadP1fKPod8P/tw75Oe0bmCkkvRsWi2mGQsEgtvL+a/28cnbb5BJxJFtNlY8/wOWP/d9bPbRf0pMw+Ty8QiHtzXRddmaSzMwVfjB9XWU1lqdWk1VJbF3L/HGLSQ++wwzO2g09SxdSui7m1C/s5x9qRPsadvBF+//LSl1sKTWLtlZGp5Jgy1MQ6yXaRcPIWW+GLYWVXZzwTWPz5XZfJqZyXHzAXLpQeOt7JAxQg6MkLPwyDqtT51uM009F5nGJepNS5BU04psmGTSwYIQuZhaSSoVhmy4IELq8hERjyZh5FL5tEyEhHqJLkMlpcuYcgAbPtwaeHMuvNkAbvrI2LtJuU6jeHvRQmn6vDa6vS4UdwCNEnJSKRnbHOKuIGmnBxw2SshSoaYpSecIRE1cKZA0A48vjr9Kp3zqNKrnL6aoYiaS7d6vUjFNk3hGy5e/KvQmLUHRmxccvakRFSnp3JiTnq8HuyyNKSi+TXB4HLbr7gl0K9EMk37NEhH9VxMYueECJDHGvKbrwXYTL09EUAQCwTXJJBN89s9vcnbf5wCU1U1lw+bXKJ86eqKvrhmcP9DFke1N9Hdak3RtDpm5j1Wx5Kk6QmUeTNMke+yY5Sv56CP0/v7C+c6pUwls2kjPqjnsNs+zu3U3J3tPDrtGsTPIKlclDZkMj7WeJJCJDduvyB5OynP4LDuL/fpcTpjTUQc+j0lgBAbFiBl2YHotI2vQjDKVy9Rz2RIkXKacLpSMj/SIiIicLiesBwpREb/uwJbLkcvF85UxCRK6RsqQ0PHg1O14VAOvomASI2vvRXH2onl70LxpVK+DrNdPxhMmZyslJ5eSdYRQnB5kyU6pkaUinaEoqeHLyHhdPoqmFFG9YC7V8x/E5Qvdyl/5pGSg30ZvPnrxrY+b8G1crSJlpOAIDxhIfU4CLvuEiA3DNIlqeTGR0+jXdEtk5K4e5Yhq44v4yECRw06xw0axw55/DP3e+rnEYafYaf1sppKEw2ERQREIBLeeS4cPsv2tX5Hq70OSZB7+3vd59PkfYHcML/3NZTXO7Ovg6CfNJPutzqhOj52F36lh0RNT8AadKJcv0/NvW4ht2YLaPNjczFZSgmfDWr55tJZPPZfZ0/ZHeo/2Dnv+ea5SGlRo6LrC/GQzMoOiJSN5OGTMZq82h6+MuZwwp6Hl/7yZbpsVHQnnBUnQATaZMrOLes4OChLzEr5cOi9ErKZmXcml9KWqCGpFhEwvpYYHV04HJU1GjVoGVaObiG7ZMtyahFvTkIw0mr0f3RnB7u7F8KZI+N10+sJkPEVo9hIM21Q02zxs2KhQFcoyKg/oDkpK65j+8DIq5y7Adg9HOUzTJJXT6Uvm6E0pVmRjSISjb4xox3ijG36XPW8CHf4o8jqtFMt1VqTcbkzTJKUb9BYiGYPCo3eM1EqvqhFV9TFnLl0PRfYh4sJpfV9kz4sOp90SGkNESMhuQ74OEaYbJrGMSndfhpau/msefzWEQBEIBGOipNPsevdtTu7cAUBxdS0bNr9K1YzZw47LJHMc39nKiZ2tKGnrBuINOln81BQWrK5BTseI/+kPdG3ZQvb48cJ5kteD1PAoZx4qY2txK1/3/gmtffAG5JUcPIaLhr4uViX6KdMHBU0SLwf0WXxpzOUrYy4nzWno2DBtEmY4Hx3JCxLJBVW0M42TBc9IrdaMnHIU0jNKsoRIchFKrtSqmtEkbDkFQ0mQ0jIk9V561U66cioO3UAyFbAlMBx9qO5+sv4U6YCHdn8RWU8JyMXI8jQ8+gyqdJ1pDg910+YzY+VqfEX3ZqRDN8yCX+O6HukcuXEYRWWJ4QLDPyg0BqIZJT4XRT5H4avLPjFCTxni2+gdITJ6h0U2NHrzKZXcOJMaQbs8KpJR7LBExuioh52w3Yb9OkSYaZokFY3+eI6mfKpsrH4qQ6NW0YyKaYKEgcvoveY1roZI8QgEglE0nTjKtjf/nkSkBySJZc88x8o//xEOp6twTKIvy9EdzZze246mWjeaULmHpWvrmLkoRGb3TmKNjaT2fWG1Egew2VCXzePYg2Heq2zmG6Vt2HXrcdCQTNCQiLEsqxRGz8VNLweM2XxpzOMrYy6nzXp0bBg+ez5NY4kRm89kitycT9Fcpt68TGm6Hy1tzZzRkqXYEzX4M1X4dScOVUNSMuRyWVK6RjaXJZdLYZo5ZCmD7oihuuNk/BlSAQ+pQAmGswwHIYI2DzODRTw4fzl1ixZhd9xbn/cyOd3yboyIcAwYQ4dFO/INvsZzN/E4bGNGN8Z6lExgdGNkKqV3hG+jd4Rvo1fVSI7Tt+GR5cFUicNOiXO4wLBEx6AACTtsOK/Rc2iAkRVHvSlluPF3hOjoT+dQdRMw8dgzBBwp/M4kfkc6/zWF35Ek4ExZ3+e3BZxJfI40mbTOc9+9IlI8AoHg5lCzWXb/7h2ObtsKQKiikg1/9Qq1cxcUjultT3JkezMXDnRh5PP7ZXUBHlxbS3n6IonGv+fSzz7FTKcL52Rm1XJosY8/1LbS5T5jbVSsP0APZXM0pFI0pDPUa1YEJWZ62WUs40tjLl8aczlj1qM77BjFVnTEDDlxBjWmOZoLKZqaXDuhaIpsKoSeLMORrMadXIhTseHN5QgoGoqaI5tLkdTOEjWTmI4UqjtJxq+QDjjJBsrwuKuoLV3MyuWPMaO+HvsYBuC7jYF0Sm9SIZLM0ZtUrunjGKtF//Uw4MsoGRHhKPYNjXa4KPZb/g6P885HN0zTJJ1PpYxVfTIQ8egbkmrpV7VxpVJsEqP9GQ77VcVHscOO9zp7kGi6QTSj0hTNDgrHAeNvSh3VU6UvNVBxZOK2KfidlrjwD4iLvNB4wJlisX9AaOSPcaSwyeNNJo2Pu/9/nkAguCW0nj3Ftl+/TrSrA4DF656l4Ycv4HR7AOi8FOPQx01cOT7YQ6R2dhHzZ5v4jnxM4tWPaIsM7ktXBDmw0M1/TO+lo2SwM2uZrrM6naEhneHRTBafadJv+vnKWMq/GJaH5Ax16AFXIU3jCyk84LnCVOkyU/QWytO9eLp1SJXiSFZjj83HnlmCTdFxKTlyuTRpLUqvdBDdnSHrV8hV2rFXTGX+nMd4evnjFN3lptJsvtFXbz7CMfRrZOi2vBgZT98Np02+7shGkc9J+BY2+LoRVMMcFrkopFBy2qjtAz9nx9n0LGS3jYpmFFIqTjulI9Iswev0bQykUnqimWFCcSzRMeDJGWhL75RzwyIXViTDEh21jiRzilMEKgajG35nCoc8Pj+PDQcO04nDsOPQwKkaOBQVRzaLI53Coeo4VROHauBQDTLJ8YsaIVAEgvscNaew7w+/5dDWP4FpEigpY/1LP6N+0RJM0+TKiQhHtjfTfiFqnSDBtNl+HtBOYt/+/yP3j5fJ7yHrd7J/rswnc1UuVKdASiOZsDCr0JCxRMmcnEq/GeArYyH/33yE5KyrHqPEjRFyEgwlmRtoYpp8mcpsD6WJKMEON3K8AilWii2xGFnR0DIpskaMflsHaqANe1WABx5awcoVzxL0FU3Mm3kTDHg4BkRFJJUXF0nrZjQgNAa2fduAtqvhddoo8VsRjAHPRrF/dLRjIMLhc975MljDNIkPVKIMTaHkRkQ4hvg34uNseuaSJUpGioxCVGNAgAz3cjiuM72k6Qb9aZULqaGCQ8kP4FPoS6vDfu5PqeR0A5uk4ysIjeRgBMOZosyRZFowRaBkSNTDmcRlG+f8HOw4sMSGU5NwqCaOnIojk8WRSePMqdY21Sh8tV2PrnP6MT3FpEJFdJR6gO3jWp8QKALBfUzHxXN8/MYv6Wu3pvPOX/MUj//4RRwuD+cPdHJ4WzO9bUkAZJvE1NIk1Wf+HeebBzCAHJCzw8GZErsXSByfpqPbDPyGybpUhoZMllXpDKbu50tjLv9mzGU/8zgfnIYRdhIOJZgWaua78m4qUr1UxRR8TQGIlUB/MWbWh2rESfkUgjMrWPbMOmbMXnzNGT+TAdM0iWe1fJRDGRXVGCpABgyGN+rhcNgkS2z4LbFR6reER4nf2lY6IEbyXycinZIZWpWSG20SLXzN+zf6NQ19HMGNoSWwJVcRGcUj0ipeWb4uAWaaJumcTudAdCPvzRn2/ZCGbgPRDQkDjz1bEBt+Z4qAI2n97Ewxy5XCH0gWfB0BRwqvI3PjLx6QkHHgxmnYceiyJSpyGo6sgjOdxqHkcGhWVGMgwmG7Hl3n8GJ4S0gEw3R6QkTdfmJOD/12FzG7jX7JJIpBVFeJ5XKklCyZjIKaVbGpNuT0+P+vCoEiENyH6JrK/n//PQfe/yOmYeALF7H2L1+mduYsDr6/nzNf5sgp1kA2yVQpjh1i5tkteLNWyaAhwYl6iT0LJA7Mksi6JKbnVH6UyNCQyVCbcfN1Pjry9+6FXCypJxROUhdoZ669mbXJU1T1ajjP+dFjfiS8BKfUsHjdGmrmzkeepAIkq+pEkoPplEj+JjUgNIZHPZS8ufD6kfL9N0ryfo0Sv4tSn5Ni3xDBMUSEBN13tvfGgHcjMiSqYYkPnd6cRkRV6c3pBUHSq2qkx2kUDdjkUYJiIJIxMq1ScgMlsGBFq6LpHB1DjL8jhcbIh6IZOG2KJSYKvg1LbAScKSodKWaEkwTKhno6xu/bcODGYThw6jIOjUGxkclY6ZQBoaFZ0Q2bbnLNV29zonkriIeLiHqDRF1++p0eYg4XUZuNqARRSadfV4mrCslsjmxWIZfN4dAcuKJOnAa4dAOnruM0bLh0N07DSVB3EWb0/1tFUdjClnG9B0KgCAT3EVqmn9O7P2Dv/7mFTNL6pObyh0jVT+XfGk8RiPRh15yAG1lPUtu6i/qWz3FoluH1cgXsXiDzxVyJlA+WZ7O8msgwr8tBU24uX0rz+F8CC+mtDVLtjzDT1sEzibNURU7hT1VSP+dB5jzxAm7f5JnVoukGfakc3QmFnqRCT2KMR357chxpFb/Lno9g5AXH0KhGQWzkS2O9d9bDYZomCd0YIjQGRUdkqAAZsn883g2nJOWFhm2EbyMf8XCO3na9VSlgCceOWLYQvRiWShmSQulNKdYk4IyKzNBUSmpElCNFuTtJIHBrUikDvg2nbrPEhqrjzOZwZDM4Mpkhng0Tp2pg165DbMh2VE8xsWAR/fnIRtTpIWp3ErPb6ZewIhtmjlhebGQyWTRFw6k7ccaduHQZp2Hi0k2cuozLcOHUnYQNFyXm+KJtNkxcpoFbM3CrKkY8Pq7nASFQBIJ7C9Mk1XeFC19uo+nri2R6JHS3TKzUTkvAg62llfCVViQTDJuJHLAjmYtxNy3CLVmzaJxKH1ObdlDVuR+boRIJwp75Envny+SKdBrSKV5J2VG7Z3DEuZB/DUxHrXYyy97HAl3le+VB5j68hmB58QS+DVaL855k1hIeI4TGwCOS93XcSGrFaZMLkYyBypRRqZUhaZc7OTvFNE1ief9GZAzRMRDpGLp9PH033EO8GwPioiRvEB22zWGn1GnHb7u+VAqAYZjEsyotQ9Ilw0yjAy3qh0Q/sqqKx54tpEmsr4PiotqZZFZRkkD5oNjw3UQqxWm68iZRyYpkKLm8STSNUxv0awwID/mab7GE4i0m6i8mmhcb/U43MbuTqN1uRTYw6DdVYlqWZEYhm82hKZolKpJOXDE7TkPKiw47Lt2F03BSpLsoM8d3q5fNAbGh41JVXJkMzlQKZyKJS8niUhScSg6Xoljf53LY9eHVX0l9fNVgIASKQHBXomZitJz8jIt7vybalEW12YmW27kS9JGSVWS1H4+7naJAN4GEjP2Mn/KshIH1x8LtKMcZXk1OqwXJuoH6km3UN++gvOcQWafB5wssUWKvUFmSgY2Zejoi87ngr6d/ShHPzJrC/7bgUdxu3x173VlVpyehDIqOkRGPpEIk/33uBlILsgSlfhdlgfxj6PdDfi4NuO5oS3PDNOlX9WGCIjIiojH0+z5VQxuHf8NrkwcFRz7SMVRgDBUdpfky2BsRHP15Q2jB8Jsa8HAMGH/zqbK88LChjKhKGeyzEXAmqfAk8QdvTQmsw3ThMO04NNmqSCmkUtI4croV2dCsyMb1pFJMIOMJE/MW0180JLLhcBKz2eiX85ENQyWqZUkqCpmsgpkzLVGRduJM2HHptnwKxYnTcOLSXRQbTioN57dc/epIponLMHDpGm4lhzOTxZlK4kqnh4kMl6LgylnCw65p3/paZZ8PWziMrbQUKVyEHipD95egecLorjC6zUcma8D/89lxrVkIFIFgkmLqGpGmg5zdvYvu070oOYlkqYPmsId+h4ykxnGYXYTD7QSjKdzng8zKloAWwm0rwu1+ENxOEtoV+pXLgIFpt6EUrcCpPkROs0LooehF6pu3E4qe4th0iT89aiLXmBRp5Sy0LcBVuYInHl7Dkqqa23Zj1nSDSDJHZzxL15BHZ0yhO5GlM5alM5694VbnQbd9iNBwjxIe5fmvRV4ntjvQ/MvMV6j05CMcPXnBEcmp9Kp6/qtW8HGMt/eGf0BwDEQ1nPbREY8h319v3w2w/BsDUY2Cf2OIH8cSGkphfyyTwWNPDzGH5oVHXmxUOZPMDKfwlw9GP24qlVLwbZg4cjrOrIIjk7aEhzooNAaEx7XERsoVIOorIhoMEXUH8p4NJ/02GzFJKqRRolqWRE4hm8mBihXZyDpxpVw4DTtO3V5IobgMFyW6kyrDiXTtZM4YC8uLDU3FpeRwpa3IhkvJXlVsOFT16ley2y2hEQ4h19ZghMrQg6XoviJUVwjd4UeXfRimC1O3Y2oyZg6knI6kGtg0A7tp4pQknFnwKxT8QC4ldbWrXhMhUASCCcbUVFpO7eL0jt1EWxWUkERbqYdWlwv0DPZcN/5wO+FoBF+rnbrzJUxVSpEMPy7XVFyuedjcdsyQjFmXQgtFiBR1cZY+HAeiBGL5ScKOClze7+LRAiBBSeQE9S076PZ9w94lEJseprJiOT9+8C9YMudB5FvghTBNayZHV1wZFB+xLF2J4eIjklS4XmuD0y4XhMXVIh1lARelftcdSa9o+R4cg6JDtb4O/Tn/fWScKZWQ3XZd0Y0BH4f7Bn53mm7Qk1AGzb6pwWjG0KjHgPiIZ9KD5tCCSTRZiHTUO5MsKEkSqLL2ex0ZZOnGX7OVSnHiGPBt5PTBVIqSG5ZCuZ4SWANIOH3EfMX0+4PE3JZBNOpwErVZaZSYZNCfj2wklCwZRcGm2SxRobhwZpzDIhoDX0t1J9WGE3kMk+j14NB13KpqpUnSGZyZzDCBMTKV4lBV5Kv8O5L9fmzhMHJxMYRL0YOlaP4SdG8Y1RlAs/vRJQ+m4cDQZExNAsUERUNWTeyGgQNwahKuOPgkRpiPx/iQYJNgDPmjS1aV33gRAkUguEOYuk7nhS84tf1T+i6nyfhlmss9dLgcyLkEDrmNonArwWiCktYiytPlSFoYCOL0VON2unA5HZglDjSvSS7UQy7QRHtIIRIM02yv5ELiAfr7F/PUic+obz2PdV+wY/c+js25ABmD8s4D+KM7aJ7Wy8n/+xKeXPu/8tzUFVYJyQ2QVfV8pMMSH91xS2x0JZQhIiR73Q3CbLJEeeD/z96fh0lyneed6O+cE3tm5FJ79Y59IUgQCwlwE0mJizbLsmXP9Xg8V7Lv1WPaM762ZI90dcf3ztjPzGNZtmTZ1oxteWTJeiR5ZEmWhtq5EyQIkgBJECAAotFYeq/uWnLPjO2cc/+IqKysXoCuomiTVL39xBORUVVZWdVZGb98v/f7js9SI2Cl4bPcCKbbSiNgpemzWA9ohF//EstEmylobOSV05EVrOf5LudjPcvp5Jq9Xn7rSrLoOSy4Love9Z2O7aFfNzp7AyDXhsv9ZBdobA7THeionI6NyuWYpMOZbpSrweNWd8R9i0Pqh7eBI9njT1vKsT7erlLK9nCvSZnbyG68lKKBvuvTrS1UzkaNrhfRdSpnQ844Gzqhl42ZJBmOLrMZfu7jpSVczIKGZzyWtM8R7aHYH9w6FWx4SVI6G1c4GbvcjSq3cU3YmHE1WD2MaS6h4/nS1QgaFF5MIUMK42OMg80lNrOI1ECmkbnBAzwBXiLwU4gFqOnfjq62GSngOnCrBWgJxjFoZShUgZY5hUjJ7YTMjJkUA0aTLsPxFoPBJpNxnyTfnxsGB4ByoAP9yctaNs88yVN/9Pusn+wziSRnlkMueh4y6+PqC7Sa52h2eyxdaLE6WkUVbYxYxYluo+Z6RJ6HaPjknktS65M0zjCML3A5tqzHbc55q5wc3cG53ruQmzkPnnqGh7KneKfze3TP1LCjMhcinaO40ftRBCxe+iSy9SVWfvBd3Pc9v0voXb+TJsk1a72EC90JF6r9xd6E890dB6Q7vvEXnlbkstIIroKPlW0IafrM1/yvW5llOzy6vgs48pkSy47TsZ4VjPbYGisox5kvVlCx6JXuxqLnsjA9t3Mc7tnhmJ0Sm+7KbGzDx3ZpJcv7U8ioe6OrgONOf0hc3ym37K+cImaCouBlGjfNqxbYdAoZXjVN1M3tdb0FCwykoBu16URtuu2Yjh/RdX22lENXCjozsNHJRkzSFM9403KJNyidjWkJpYKNRe1zRPu41r3Od391KWPwsww/SUrgmAWL68CGMlc/d6auRquNXj2Obiyia22KsMXEj8ndGrkIMMZF5wqbA6mBRCNyjWOq8kkOfg+igcAT4Exh4wpXQwDe9Z9jBotWzIBGQSEzcpuQmTGJHjJJ+wwnHQaDTYbjLbTd3+TZr0V7BpRHHnmEf/JP/glf+MIXuHjxIr/927/N93//97/q13zyk5/kR3/0R3nmmWc4dOgQP/ZjP8YHPvCB/T7mAx3oG0Y6Tzj12O/x/Ee/SD/VnFsJOBP5yHyIm52n2ThHs9Nl8UKDlfEqbr6AESvY4CYi3yd2FM5yiPEjJp5mVD9PL36ZYX2dpCG4XJvnrHOMU/kDnO59P2lPEZ0e8GD/GX7AfoS73WfpRxd4vObRPbuK7S1jhQUcnPAd+Op2FvSXufO7bubu7/sfkb6PNpb1Qcpza50SPLoJ5ysAudBNuNibsDHMbujn9x3JSnMWNmbgoxmwHAcsNb5+pZaxNlzOci6nOZeyojzOCi6lOZevAJB8j6UVT4gpaGw7HSV0VLAxAyJzrjPzzvTVVQ5wy3cGtr3qALeELO/uKqnUr3A5DoVD4uYOkDhy710Ts+UUrwA31XhpWnalXJHdeLU2WAtMhKDr+GzU2nSaTTpBja4b0HFdulLRFZaOLeialE4xZpCNkYUq3QxTlVGGO67GNnQsaJ9D1bn9lFKEtXh5jp8k5fYasOGn6VUdKShVgka7hW0topuLmHiBImpRBA1Gbo1chWT4FNrBZhKTgU0KRFq5GgI8K/DG4E+gLkrY8KTgmq6G++o/q8VSKIuWmkJpCpFRkJLZCakZMcn6jCY9hqMthpMOqZ6g7f5cDcfzcXwPpVykVGV+xli0LijyjDxLMGb/XTtXfb+9fsFoNOLee+/lr/7Vv8oP/MAPvObnv/zyy3z3d383P/zDP8yv/Mqv8Oijj/I3/+bfZHFx8Ya+/kAH+kZR0r/MU3/4HznzxFl6NckLizV6yuBll6gFp5kbX6L5bMB9g0M4+SKwSu4fJ/Q9GkoRzIUQ1kg9h77fZRSfZlhfI6xvkdQVa9ECp+XNvGjfxSvDY6R9F3EuI+wMeTB5ju+XH+Mh+Syhf4bH5l0e9UK+dN7lrV8+wnFxnLEzwgqLUIeIgrezeMQleetxXuQ2PtWdcPEXv8j57oRL/YTiBgIfoas41Ao41Ao51AxZbQUcaoasNHfg4+tRbrHW0il0BRkldOw6znIup+XxYI9OR8ORu2Bj1tlYvOJ2vIdOlSTXrM0ObLtiLP3G9myOYcIk7RKoHg1vSOwNpvtth+N13pB4ZadFdj/5DWUdXFuFRXOLl+Y7Q75ysyso6r1KOSUDOkrR8et0oibdxo670VGKrqR0N0xOR0/oZiNMYfFNVTrRHv5gx9XYho1Y+yxUx/t1N5yiKEEiubrd9Vqbl2W7fkbhuqh2G1rz6PbhMhRaL12N3I/puzUyGZBbl0I76ExgEgOTApHpMqchwEvBzwSehHgbNoRFiiscB0eA8+qgbrFoWcGGzClETkblahRDxkmf4WSL4bgEjUyPye2NvZmYlRsEOL6P43gox0GiwJZl6CLPKfKULJug9e6fochSiix9zfuXKHwV4qsILff/5kRYu58FsqsvFuI1HZQf//Ef54Mf/CDPPffc9NwHPvABvvzlL/PYY4/d0Pfp9/s0m819Ldd8oAPtR51zz/LF//SfWD/bY20x4KVGhNYDvOw87d4ZWls9/P4i7uQwqmiTugEq8Gk4iobj4QZNdBAwdDQdb5208QpufJlafYsshgvBKi9xKy9xCy/nJ0h6HrKbIXoZYW/IA+YkD8vneFg+y+3yRb4UOTwShTwSBLQuK97xFcP9L7Y5u3Ifl4KLQAoopP8gj9fv5HNxhH6Va6uSgpVGwKFWwGozLCGkApDVVsDhVkgzdP9E4SMzhvWs4FLlbFxK853jGei4vEe3I5SCJc8tN99h2XNZ8hyWfJfFCjgWq2zHjYZHX31dnN0rAvfHQ6TtzADHgIZfAkfD272P3eG+2mEdu92dIqqwaJnf8JJ0Vynl1UaYF0BPSrpKlYO9wgadoF66G45LV0k6WLoUdHRKtxgxybNdZZMpeGxnNqqyyvaxt8+gqDBmChnBtTpRrgEbs+6GCENEu41pr5QdKPECRdSmCBvkXp1cReTCJ7MuWS4wmcAmGjspdsonAnzJ9NgTorrNDbtjV0oLg5YFuSwqVyMh1SMm+ZDRpMto0iUpRqSmhI3MJNg9JJocP8ALQtxt2JAOwgqsNuhix9XIsjGF3u96PRJPRfgyrKAjxJMRvgrwZYQf1AmiOkE9xqmFyHqI9hW5Z8hEwVbS433/7Z/Z1/X7655Beeyxx3jf+96369z73/9+fuEXfoE8z3Hdq+k5TVPSdIfS+l/DJLoDHei1NOld5In/+KucffEy5xYDTtd9ZLpBlJxmXp2n9hK8fnAYN10BVkm8o/i+R8uVxFENFTbJPI+umrAVXOJS/AJhvEG9voWp52wFhyoYuZ8X7S0Mh3XkRlYCSTcjHG/ykHxhCiRvVKfYCCyfDEN+MQp5PFih3YN3PGn5+88YGukiLx17J1+8tYMpXgTAqEUenX8PX45aWAHzNW/qeGzDxyyILMXBn1jeQ1vL5SznYrp7u5TOwEeWs5XvzfptO4ol32XZc6YAsuxvHzss++W5G3U6xlnBmW5SzkoZ7l7pd3Z8/dYwIcs7U1ejUUHH9vG8N+Cm+pDG3IDYGxA4e38H61i3bD3NKcEiycqJolmxCzS2nY4rB30ZqtyGVFxyPLq1eTqNmK4f0HF9ump7kqimazK29IR+PsY17m7QGO4GDN/4LGqPI9U5Z58DvpyqI6V0OKpOlGSmKyXZDRyzLbCyXof2AnpuBd0+hK7PkUdtCj8m9+pMZECGT2Yc0hRMajGJQaQarwIKH4E3AS8V+AIaFXB4UuPOPlfCG393b7AUsqAQGXlVQknyEeOszzjpMcmHpathxqR6Qqon07lDryXlefhxjUbQxHdDHOkhhcIaiyk0RZGRZyl5NiHNJhS6vD4WaUKR3nhoWSArwKhgQ5Yuh6/CEjTCOn6thhNFiFqAiHwKX5IrTSoKEpuTmoxJkTGY5EzGOemoIJsMKLp92FRI6yKMizQu0jikyTdwSHZtbY3l5eVd55aXlymKgo2NDVZXV6/6mn/0j/4R/+Af/IOv90M70J9CZZM+T37w13j5iy9zYd7jpUaIyDeJxi+zoM8Sf9XnvsFRvHyFXN1J7t9D3VU0aw71dhMbxkw8wZYcciFYw8YvUYu3qNe3cOoTUr+EkRe5j5e4lc18HrmeInsljMjehIbucv8skPinUKLgKd/nk1HAT0YLnPI86mPLW5+z/H+f0dxxHvrxcV459j6+0ozIxx+FYoJFYm9/N8vv/z7+7nKDw60SQv6kMh+JNqxdBR/Z9HitckFudMkZR7DjdlSQseiVrscu58Nz8F9j1Lm1llGmOd0ds1FBRzmsrQSOjWpS7MYwpT/p49K9qqyyvb/TH9BYKY/3U1YRtpze6RUCLyvHmHtJgpuV7oaXG7zs+pNFM2BLKbpKsuXX6AQNOnGNLTeg67h0lWALS9fmdExKrxijjdnJaWgfv/DLVtgZVyPWPgszpZWvxd14rc1LM4Ik2RUUFc0WzC2hW8vo9hGK2hxF2CT3Y3KnRk8GZNYj1Yosgzw12LFGaVuChgDPCLwReGNBKKA5dTk0niid/NLyuPHLmcVSiBI2MpuQmjGTbMgkGzDJBqRmMi2hJGZMpicUN5DbkEoR1GP8MKbhreCpACkchKVyNXLyPCPPJmTZhDQbk+sUnWWMswx6e/h/QeyAhorKYyck8GsEYYwX1ZBhgIxK0LChh/YkKQWpzUlMRlpkdLOEyTgjGRbkkzHFaIwcuAjjXAUb5XGAsPXp/BYJBK/yOAv9DT4H5cp3N9tVpeu96/mJn/gJfvRHf3R6u9/vc/To0a/fAzzQt6w650/y2C//KmeKlOfnY7TuEiSvsMAZaqcU9/aP4uWr5OouMv/1NFxBu+ER+wvYsM7ItWzIPq/4a9jml4jjDeL6Js14wMg9xIvcykvcy0vcykUOIcZF6Yx0SockGF3EJ+M+eYqH5bM8rJ7jPucUvsjpScGjYcj/FDV5JAwZqHK41P2nLH/uac19L1mUgU77Dr547/vpNI+RTz6OGX0VgNbqMf7M3/l7LJ24ec+/l+01WLaB40IFG1dCyI26HkrAsuey4rusVtuy51Yux3bZxaXtvvqCbtsrAJ/bHFeAkU0howSQ7dsJw0kPT/ZoegOafp+G16fpD2h6fRb8ATfFAxrzJXTsuVPFgmsdvGInw+ElSQkfM6CxfTyb4bDAWAi2lKSjHDphg60gptuo0XE9tpSiIwUdNB2T09FjRjoFyxQsfF0N+Rrv3PaNz2Htc/OM27GfIV9ulu0qp1wFGVeUWNw8R0iJaM1h5lbQ7WV08yhFrU0RNCm8OplToy98NqxLVijSDPKJwUwKXCz+dtkkF3ga/BGEQtAUZbOJX8GGFAKivcN1QUEuUjJTlVAq2NgGjXTqaozJzITMvLrrIKQsQaNZoxGs4DuVq4GsXI3t8kmZ1ciyMWk2JtMJ416Xca+7p8dfwkaAp8KybOJEBH4NP4hwgxoqCpFhgAgDROhhfIfCrWBDpyRFxjhL2EwSklFGOkoxeY5MXeRWBRvGRdhZ2PCQpoawTvn9gb3OqFVejhNkOP4EJ5jg+AOk10O4HaSzifIHpEUPfnGPd1zp6w4oKysrrK2t7Tp3+fJlHMdhfn7+ml/j+z6+73+9H9qBvgV17unH+Pyvf5BTDZczdYWTnWF+cor2esLdzx7Fyw6h5e2kwV3ErqTVcGl684iwwciDDdnnRXcd3XiCON6kHm8wF2+i/AanuJ0neIhT3MZpTqCtg+iVICK7GX53DZEZPHLuE6d4i3qGh73nuE+UQGKBl12HX4tCPhIu8pXAwYiyu+DOs/Durwgefh6CRGMRrC+8kbN3fB89dxmdv0TR/2WsHSGE4M3f/xd5+Af+a5xrlEgBUmO4kOScSzLOVtv5GefjYprfcCttIEUFHd4UPlZ8l0PTvceid/0ulu1hbRvdCScHu4FjY5BNSy4bg5TuZEQoe1WOo0/T69P0S/Boe31OxH2a8+XH9god0ko8rfBy8LICb5LiZkXlbszkOLLdbbGGMrvRUZJNpegGMVtBg049mgJHV0AHzZbJ6BZjMlsgrNiV15jCRgUhNe3Tns1w7HOqqJtl05LJFDhmSihBmuy6LZVCtBcwc6vo5iJF43jVhdIs211VyED4bBqXNJekmSUba2yqS0dDlIFQLxX4WWlehLKEDV9YPFnChuMIiPd+idFoclJSU5ZQknxQQUYJGNvAkU3PTbDXm7crBEGtjh/XqEUtmv4qrvJxhIM1lauR5xRZSpYlpGkJGmk+Iun3mfT3YGnMaNbZ8P2IwKvhhhEqDFFhgAgCCDys72J8h1xJMpMxKVKSLGGQJEzGE5Jxhi3GyEmOHE1KB8POuhnlJkwDaeYR1iFAvKqjcT0pL8MJEhx/gvKHqAo0lNdDecPynD9EeSOUP0B5Y4TQiBTkCORQIIcgR7v3k97+S8lfd0B5y1vewu/+7u/uOvehD32IBx988Jr5kwMdaC9KRl0+/q9/jqeLjHN1TTA+yVJymuaFmAeGJ5B6gZG/SuQr5uoOTX8BGTSY+JIN0eclZwsdP0WtsUEcb9KMN4lDzUvcype4nVN8Fy9yGwPRLIcfdTNkJ0N1u7j9DAwoNG8QL/EW+QxvdZ/hQXmSQJQXzwx4Igz443CeR2oRG85OKv7whuX7Xmjy8NMZ4eYQ0BihuHTHd3Lm2HsZ5AHWpujJhyiSrwAwd+gI3/nf/Qitm27j5STjXH/C2SSbgsi5JOdsknEpy28oatd01BQ6djZv1+2Wo67pdubVBNK1yyOeHpRTYS/3Z9bJGZQL9W0OJwSqdDmaXp9G5XJs74/V+zTmyo/vdQE3ZSReIfEzg5ekeGlRuRo70LFdXtkOjuZUnSlKsi4lHb9GJ4jpNCI6rk9HSbYq4OialG4xwWCnwDGFjPFOdiMwAS3tsaxnHBC7vzVTvBlHI5hth70itxEkCV6hEfMrmPYKurVIUT9EMd+m8BslbMiQkfDoaIc0FySJJR1rRGEq56J655yAn5YuRygETQm+MHiiLLV4gYRg7+UhgyG3Kakek+SjGSdj29UYVwHRyfT4evM2vDAijGNqtRbN8NA0qyGsQmyHQrOMPE/Jkgo0sjFpOmI42qBn1655v68lV/olbLg1fL+G50eoIEAFISrwIfSxnovxXLSryJUl1QWTLKE3mTCZTEgmCZgCYRLkQCP76RQwdpdQIqRtIo1LaFyi/YzBB5SXzoBGH+F1Ud4Qxx9eARvb+xnYmIWMoUBughxJ1NjHjn3EUCGGPmqocAYpsnh1l9V+DYsF7rmLZzgccurUKQDuu+8+fuZnfoZ3v/vdzM3NcezYMX7iJ36C8+fP88u//MtA2WZ8zz338Nf/+l/nh3/4h3nsscf4wAc+wH/4D//hhtuMD7p4DjSr/qUz/NG/+jc8Pu+TFKc5cv6rtDeaeMOb0bJBHji0XMmcGxGFy2SBz6Yacln2GEfnqTcvEzfWieNNglqfc+IoL3Ibp7idU9zGBXEUrEWMimmQVXUyxLh84RQY7hJnSiCRz/Jm+VVisXNh3VCSD9cX+HhzkS85E5KZF9yFscNfOnOYB788Inpp5wXTNtpsvOP/zkvcwWhU/UmKc+STD6EnXawQdB56N08+/D7OGFjPXntoUigFRwKPI4HH0Wo/Cx4rvktNXW2nj9KCy4OUy/2dlYAvVwCyPnO7Px7R9Pu0/B7toEfL781ASH9aeom94Z4yHcIK/Hwmy5FbvMyUEFLBx/axNOXcjS0l6cgSOjpuUJZVvJBOtWZKR9iypKJThqYK4Ft2hUYDHUzhYvdxuTn7AQ5rd2c1XsXp8NIcpz6Hba+UzkY8T1Fro/0GmbM9X8Mjq2AjTS3puMBacLfzGjOdJ/620yHEVR/bb1dKWUIZzzgZu12NMiS6Axu5ubol1fUDgnpMFLeIozZR0MJTAUoq0GCKytVIU7J0TJZOSLIRaVpCzn5bawGUcPCdCN+NcP0I1w8r2AgQvg++V4GGg1aSTFqSPGeSlKCRpmUpDisrJ+NaGY0rSynVuX2OwZdOhvJHKL+P8vq7wWIGNKbw4Y0QcgY2hmLqcKixB5MIOwpgqBAjkIMCZ5jiDiao14CN6yl1Xbr1Bv1anV49pleP6dfK/Ybj8O9+6h/s6/q9Z0D5xCc+wbvf/e6rzv/gD/4gv/RLv8QP/dAP8corr/CJT3xi+rFPfvKT/MiP/Mh0UNuP//iP72lQ2wGgHOjyS0/zB7/y63ylLQiHT7Fypku4dQvWLEAtZN51afvziKjJwDVclj023HXcxkXixjqNxjpxvEHmurzAHZzkDk5yJy9xK6kIQFtEv3RHZDdDdVJ2loW13CIu8Bb5LG+Vz/CwfJY5MZw+Ngs8XWvzyMotPOrBV5LLux77ITXHX7p0E2/8Up/gi8/D9qRJxyF5y7fx1Vu+i821OiIpz4+8gkvqUQ5d+AIA3UabP3j3D3B+9cSu+60ruQs+du/LQWLbzoe15Yqysy7HNnBcHqSs93duj7Ochjeg5fdoVeCxvbVnbsfeHsJvlp0AaVrsgoxys+Xt3FBoShdDKraUZNNx2QrK+Rtbrs9W5XBsVcO+0hkA3HY5roKNqowSFD5RXgKJa4M9XzSEMXhVSeXVyileluF4MU68gG4uUcTz6KgcUZ67dTIVklmfzCjSTJIkhjytgqWwExCVYldZZTdobLfDXrlWyo1J24JkChvjXTmNaUh0V3Zjdwuscl3CekxUb1Gvz1ELWoR+jOcESCOxhUEXmiJNydOELB2XkJGMSLPh1EnJzGRPrbXT/wsEnhPheSGuF+L4ISoIkb4Pnle6Gq5D4SgKCam1TLKMJEnIZ8evW3EFaMwcW+faTsc+x+ALlVXlkRIsrnI0prcH03KKlAUimSmjjCRqXEdP6thxCRoMQQ41ziDFGSb4/RFqn87Fq8FGr1YnrcUUUUwehWS+JPUMhUyxxQBdDCh0n0IPyM2Awg5JJx2e/dsf+c8DKP8ldAAofzp1/pnH+f3f/G2em8tpX36SpfMKf3gbudOiGXoshW1srU3XzViTHUbROWrNEkYa8TphrctlscJJ7qyg5E7OiWPlnWcG2U1LIOmkiH7O7Jv8I2K9ckie4e3qWRbp7HpsI7/O5468nkfqMZ9KL3E53f3x17Xv5s/2b+HuJ7ZwH3kcMR5PP/bKrXfw0QfeyVbtjdxzxuJX19etmuTZlcvcevL3aPW3ADj9xrcyet+f53Aj5kjg7oKQZlV6ybXh8iAtV/ytVv29VK2Ls317rZ+QFZrImVSg0aXl92n6Pdp+eVzCSJemN7jhWR3SULobqZ4Cx5V7lRlGRkyBY0upEjSCOh0vKAFECrYwbJmM8Wy3xLbLMRMe3YaPoPCp5T5hUZ5zCRDsvWy8HRoNkmQHPJLy9nZg1BE+bm0OWZ8vJ4fW2uRBk9ytl86G8Em1U2Y2UkuW7Pz+FBVwSLELPGZdjlnwcPfrbuhkxtEYX/c4qaBje5rodiC0Vm9Sr89Ti9pEfqOEDemDEZhMo/OUPCnLJ1kFGkkyJC1mgeb6JZrXkqP8CjbKEor0/NLVcF2s66IdRSEFGWXGapLlFFdehKewcWUo9NpOh7Quwu4TNmQ+AxWDmXzGLHwMdmU3pMqmsOGMQnTSxIxjzCjEjhRiCGKgUcMMdzDBG4wJBsN9w0biejOQUQFHLWYU1UlrDfJaTBbWycKQxIOxZ0hEii5KyMiKPrkZkNsBBUO0GCHUCKHGCHljLpaeaJ77G88dAMqBvvk17m3yO//iZ3imOSC6/BUWzrRwx8eh1mDRD2nUFhmFHufUJr36aVpz52m21mg01sE1vMLNnOROTnIHL3AHPdEu7zjVyE6K3MqQmylyvPtFdJEOb5HP8i7vOd4qn2XFXFGvVj7nj93PI/OH+aQd83j3JJnZ+QP1VchN8w9y8/AEdz2xye2fepT21ub04xfml/jwQ2/ns294OzdfbnDvKylOdQ0bzLmM749prz2C+fSHwVpq8wt81wf+DvN33FMuwNdPuNjbAY/pcb9cCdhaS80ZMxd2mAvKbb7at4Mezcr1uOFgqd0pq/hpta+OvcyQ55aRFnRNGR7dUootL2DTr7HlenSUw5awbFHQNVe8kFXQEehg1xbmPrXMJyp8Qh3g2hCJB2LvLsdsfmMKHtVtR0vcIMYNW6hoDhvNkYdNci8mVxGZ8Mm2A6KpJU12w5ozW06ZdqGIa0KIv89yirGmKpVMrgEbs07HmKRqhzUYHM8vSyfxHPVojihsEnkNAq+GJ0OEtuisIE9TijQhTcakkyGTZEiaX1Gq+RpKKVI6pavhhSjP33E1XBejFFpJyuVmLEmh0VJe/f9smQmF7kDHLGwI46Lszudg9tleL4prOxrXOXa8IUKlyFQikzb5pI0ZN9DjADN0EEMLQ43ql6DhDicE/SHhcHD1+Pwb1MTzd7saUZ1JLSatxWRRTBrGJEGdNPAZujDwNBMSct0nLfpkpnQ1MjsEOUI44xnY2N+sEmEFgfWoWZcmipaVtK1l3mgWdMp8kRAMhnzf/3jmAFAO9M0pawx//K9/ho/lXaLOl1h5pYaaHMcNa6wENbx4hU0/44J3HjX3Mu32BdpzF7C+4Tnu5nnu5iR38JK4lRyvzI9MNGIKJAky3X2RaTHgHe7zvDd8nofFV1hKT+9+UNKhOHw/Tx26m0/6ikf6L3Kq99KuT3G9ZUx0Hzq5hW97eoP3fv4z3HHm5enHh2HExx94C198+7vwDt/F654eUXthOHVqFm5qcNPbV+hk5/nqf/y3FFslFG0eupcvrr6T8yPLIC1BypE5c36XuXAbPLaYC7q7YMS/wYFhTn41eLhpCR3jQtA3gi0j2FCKTS9iwwvZcl22pKQjSpejuIYlr4yawoavfWpZQCP1qWcBoQ4ITIRDgBV7hw4nz3c5HNvHbm5w3BDPi3H8JjJoQdAqQ6JOuQBbal2yQpKklLBxxUNXlBNEdyBjN3D4VRnFV+V5uY/gorbFq8DGDhgk1efkJsGv1YnjeeLaPLWoReQ3CLyYwIlwpY/UEp1l5ElagcaIdDIkycY7XS56t7uxn1IKCFwvQHkB0gsQnle6Go6DlpWrYSyJNljHwSqn/P+dBTMLwjrXKKU4UydDWg/HekjrgK62/UiYmfDnbqjYKaVsl1lGKG+IdEHrJYrJPMU4LkFjoGAkYFCgBhlqkOAORhVoDKl9jbCx7WoMajGTWkwS1UmjmCRskAY1xn6dse/Scy09xzAUE9KiT6pL2CgYVpAxAxpqhJD7c7CkFdSsS4yiaSVzFua0Zk5nzBcJc9mYdpHR1oaWMbS0pm6vv+L0tvqppfmTgwNAOdA3ly489yS//MHfolM8z/EXE9zRLfhRi6WghmossuaNWa+/SGPhZebnzlNrbHFanOBp7uVp7uWkuBONsxNo7VQwspUh8t1AEpHwnugU310/yZvsV5gbPI/Y9WItYPUN9I4/zCfjOX5/vMYX1x8nyXemGFskuX8bWfhGrHMPDz97kfd97lO8+dkvTwdTGaXYfNNDmO/+Hhrf9k7GpxNe/MR5hi/vZFY2YskTYcGz2Zg3bT3BA70vIbEkjs/Lt5xArrILPBbDLWo3mPdwM0OQaoLU4CcGk1vSHIYF9LRgw0g2lcOmH7Hh+mwqxYYwdGyBucbFazbTEac+rUlAnAZEuU/N1vBsiMTHSA8j93ZB8Sp3Y3srp6iC44S4Xh3HbyC9FsJvop1GWUqphnqlmSBNDNd69ZKwCzRm3YwSPCyBs+2CSNQ+gCM32dVuxjVyHIkek5MR1GvU6/PEtTmioEnkxwRuHd+J8PBR1kVnGdlkQjoZk4yHM+WT8RWlmq+tlKIcr4INH9wSNoxSFGLH1bCqBA3rOCDVdWDjinxG1f6q8HGFj7IOwihs4WBzB/bVkWJ2lU2mx7M5jRn4kKEsx9tni2STBnoUYoYKMxSIoUb0S9BwBmP8/pBgOKQ26BMPhzj7XORu29kY1mLGtZhxFJPUYtKgzjisM/HrjJyIgefQcWHTyekzIS0GpLYP6hqQsX1un7DhWEFsHRpW0LbQMpr5ImeuSGnnCS2taRlDWxuaRtPWhtp1YMOyv/85gJEQnM0Fd/2v3QNAOdA3vqwx/O6//Kc8qs+y8vIL1C/fTBiushjFmLjFRW9Ar3mS9sJp5hfOkkWSJ3mAp7iXZ3gDQxGXQDLWyK0UeWlSdtpcMcrUEZr3Nc7z/c0XeJN9itbmkwiz28a0i3fSO/JWHmnfwgf1iGe3nmQwfBZmZioYWSML3kAW3kfuvY53XbjE93z+09zzuUfxRjvQMDxxOy+88R18/sT9nMoc5FrK63pwRJeWs8FyNhxyYfE0QesMK/kl2s90ppMjW7f2OPK2SzjB9V8kpbYEqcZJDSazZDmMCugVgg0tuITHZTdky3HYELCFRl/nHbO0kjD3aY9D5iYBjSSglkfUbQ2PEEGAlh6Fs7dMhyqKHeBINW5h8aSP60RIN0Y5McJpYGUDLUJSs+1uWOz1RlmwExr1Z7IbZVDUEihLoKrQKBJnH90S2hQkZlRmNGaCo8kMHCR6jHEMfi0iqreohW1qYZPArRM45SRPV3g4xkUUgmwyJh2PmIwGpNnommWa7e+176CoVDOwUboaRipyIcmtxUg1AxsuVqlrlFKuHRJ1RYArPVxRwgi6BA2dOWD32ZHijriq8+QapRQZOeRRTBo0yE2bYhxRDFzMQMBQQz9DDhKc/hivPyQYDIgGfeLhgMbXABuJ5zOoxYxqdSZRg0lUZxLWGQd1xn6dkRfRcyO6SrGhDOtOTo8JRlRQ4czAxSxwOGUb737kWkHTSlrW0tKGOZ3TylPaFWS0tKZtDC1taBlNSxuiK2Bj+5n1tSxu0a+WVuhKSVd6dIRPVwRsEdG1dbZsnb5u0i/a9Io2HT1PahqkieClf/7XDgDlQN+42jjzAj//f/4y6fgZDr9Uw9XHWay3cJvzXAgGDOaeob1whvn5s/T8Bo/zZp7gIV7gDqyQZYZkK0WuJ6iN9CqHxJHwHYs9/mL7Re4rnmRu/XOIdLDrc9L4CK+svoXH5u7nPymP5wdfRU2+hCp2d90U7mGc2gPctPAQr5+/l2Pn1zj6kQ+x/MhHiDZ3Pvdy2OJjRx/go0cf4Hy8QNvrca8tuKs/Ry2tl58kCuLjn2Pxrt/Hi9exBi49Oc+lLyxijUAFBUffsUbrpj5eapCZpcgtkxwGBWxqySWjOCdCzknFurCkr3Ihc3PL4jBgbhTSTHziLCQ2MYGNUCJAS5/c8cndG2+ZFcYQJGUbrFdYPBwcGeCoCKVqCBWDqGNsjVx7ZJkkf42S9mxZJZiWVAyhYwmVrUBE4FqJu4+OCWP1DmyY8VXgkZoJ+AovDPGiiDCsE/plViNQEZ4IcHBR2kEWEpMUJKMhyXhwlWuSXJEJ2e542Y+k4yIqZ8MqB6MUuQUtVQUYO87GjZZSHOHjKw9PuihK2Nh2NXTqYor9lVKkk8x0m1zZ8jpA+mNE6FHUIrKoThI1SE2DYuShBxI90NAvEP0Jqj/G7Q/xBgPCwYB40Kc5GtAcDvBf68l0HSWez6gWM47qjKN4Chojv87Qi+g7NbacgA0puaw0G44m97PrQ4Ya75RU9gkbnoWWoQKKgnaRV5CxAxftCjq2z4czsGHYcTT2h4jlffSrwYM9qegIj67w6RDSERE9XaevGwyKJt2iRU/P0THzpLZBJmpkYm9j4Ew65uzP/lcHgHKgbzw9+tv/nt976XOsvHiGeudOWvVl4rjFeqTZnHuaueUXmV84zZq7whM8xOM8xBlxU+mSdDLUeoK8PEGOd78gKCF4xyHNX154ifuLLzN/+THE4MKuz0m8Js8uvZmPNe/nN8KbWTOX8JMncZOvIO3MBUQ4NGqvZ6X2IMvqXlSvSf/sOqtf+hRvfuHz3NXZyaeMHY+nbzrB2XvaeLePOBJfpuWPmFx8A1sn30c+XKruMqF98ydp3/Fh3LC0SZJ1l9OfOMRkKyo/Z6XP5uvXecVTvGwFu3FqR25haQ1gfugxP/FpJiGNIiaihmtDrPAplEfq+qS+j32NNWy2JbXBT3O8Ajzr4IoAJSOkrCFEDWsjdBGSpy7m1ZZGruQICGbLKLIg8izhdjkFgYfCtQq1R+iw1l4TNBJTwoD0HZzAxwvL1V19vzYNhnrCxzEuUitEDqSWfFSug7Jzn5NrlFJ2bu83LCpcD5wqryFUCRozgHEldFztbshp54myHqHn4ztu6WpYB1GUsGEyB525FKm3P3djNiR6ZQklGGNDFx0G5LWQNKqThDEjWScfKszAYPoFop8geyNUf4jXHxAM+sSDwRQ0msMB0R4WtptVrhxG9QajqM44jBkHdYZBjaFXp+fW6Dgh6zLgkoSuB8MQ8iC9umSiruF0iL2vLg0QWFvmMbSewkUJGJpmBRrN6nZZSilhwwCaHVdDVdt+tLNCtaQrncrV8OnakL6uMTR1+kWDftGkq9t09BxdFkmISURILvc/LDUqEkJT4GFwJEglwHUwvoMOPfLQJw1dxmS8+P947wGgHOgbQ9YY/v0//194ufckh08FhOJ2lprzpI2Y883nCJefY37pNOeDVR7nYZ7gIS6JVTC27LC5NEFdmiCK3U/NexYEf2X1PG+TX+Hw1ueQ68/t+nguPZ5q38sfN+7j460H+Kof4CZfxpt8ETe7IuAqW9Ts6yk6d3Dp0lGM8XF1wZsuPcd7z32eB9eex6lyJVZAcodg8nBO+kbD9rwunft0X3wnnZPvpUhaAEhvQHT8o2SHP84llXLGKM4WkoWTTV5/so0ygtTRfO7uLS7NjWiNoT20zA0dmklIK4+JbYxrQ4wIyB2fxA8YRxHaubF3usLYsrRiFA4eigBJhDAhRoeYLEAU3nQNjleTJ8r1OXyRETqammcJnGptFcqSimsdPPa+EF1hchK9XVYZkegRmUkQrkT5Lo7vlcvJ+wGuG+KrAJdyhV1ZVLCRWExSkNtsF1DsKqHMBlGr2/vLb4gqr+HslE4cB6vc60LHtdwNZR0izyf0PDzpVK6GAq0wmYvJHIrUQ6c+ptjfBUS6412g4fhDpJ9gQ4mOXIooIAtDJlHEOKwxdCLysUD3c2wvQfQnyP4Qt9/H7/dpDgc0hrthozHe3yJwWkrGUcworDMKY0ZBjYFXo+/W6DgRGyrksvDpBw79SDAILamfIZzJ9SFDjRBqsm/YCKs8xhQ0ZlyN2VDo9vmmMShrKQTY6q9IAp61+3Y2cqBbDRzsSpeO8BjYgIGOGOiIYRHT0w36ukXPzNMxC2yKOcaixkQGaLE/zJHGEJmMwGpcYVFSIFwFnoMOPIrApQhdktAhDR0mkcIEV+SSXkVmNGT9z7zjAFAO9F9Wo+4GP/fzP41Zf5aFc0eYqx0hbM1zudGlWH2CpeUX2aw3eJRv4zO8gy2xANogN1LU2gS5nuzKkjQ8y189scV3Rc9zy+Bx3ItfALNzYTEInolv5xOtB3ik/QCPx3eh85fwJl8iTL6EKDZ2PT49OUIxvJNieCcmWaXt9bm3/hwPD7/C3afOMffcGDUzaT0/Yhg/ZJg8aDDN8py1lsGgzvqp95C98m5EUQNg7HV48tDHeXbxM/h5xvwA5vuWpa7D4uYiji5tUV9AU4ZYJ2AShIyjiHEUkXs3VnJxtMCtgojKBqADbBFA4SO1hzTldj3wsNaibIovMmq+oeYaQlWut7PtcHjWwcPFxUfusdsmN2kFGyUUWGnAlQhX4XguyvNwXR9X+bjSQxkXpSUiA5sYKCzWWnKTVl0tY1I9mna3XNvluPFl7Xf9LoS4Ip/hXBM6jHKvExYV1P2A0HMIXAdXOChbggaFg8kVOi1djSLx0VmwP3dDFlUItHQ0pJ9iQzChRIcuWeiTRgHjIGQUhPT8gCQT2F6K7Y8RvQGqVzoa23DRHM4eD2iMBqh9XgpGYY1xGDMM6gz9WulouBGbKmBLRfS9iF7o0A8lw8gyDgqYdp/Mgka5lxVssMcVpbdVu6JkUoZBNc1tCJkBjZoxhNbgWDBCgBAoBK61+EbvGzZSAV2p6EhFT7gMjMfQhAxMxKCoMShiBqbFwMyxZeZZt3NsiRZDGTF2wn1+V/BMQWAKPCyOBOUocB2s76B9l8J3yEKHLHBIa5Kk5pQrfe6jFd7RObViTKSH1M2AmhlQFwNiMSCWfZpOn4bTwxl3+NHvOxjUdqD/QupcOM3P/trP0nr5FRZ6d9NuLjFpBqwvfIX2oWeRC0Mek2/jUd7JWXEcclNmSdYmyI1k1+vQrcGAv3HkZd4pnmT+8qNX5UheCQ7xSPsBHmk/yKOt++hKRZR8mXjyJGbyZazdIQxrHPToVprjQ7yRgtfXLnCseZlGrYuYJPhflESfUzjrO3+cummZvMnQeZPh3CJcLCSXC8nlXDAYzHHzK9/BrZtvRVU2iraXcEYfZW58ilD7WHySIGQQ1RhKjR5tIazFSkm6fJS8uXDdFwNpJI7xkWYbOAKU9pHGL/fav2ryqbUWbIq1E0KVUQsMkWuqXAd4VuAZhYeLh48vQly5t4U4t52HggwjDTjlOyzlOCjHRbkuSro4wkFptQs2pr9XU1RZjR14mcKHueK2Hl9/8bdXkRVyx8W4AjqMc4XLoVyQ2/kNS+Ar6qFD4Dn4ysVBTl0Nm0t0WoZDi8SjSAOKJMTq/a21U7obA6SfQlhgA9ChIg9dstBjEgSMA59+GND1fIYaTH8EvSGy2ye6Ai52uRrVba/YX/dH4gWMgjqDoE7Pq9F1I7ZURNeL6Hu1EjYCj0Eo6IcwCjXWm3U2RlPgcNQQoUZYlewbNupXOBezXSfbrkZsDKGxRNYQGYODAKlQCJwKNIKvATbGQtCVkr5QJWhYn6EOGRQRIx0zNC36pkXXtNiwc1y2c2zKJgMnIlX7e44ABLrAtxpPglIS6TrYCjYKz6EIFFmgyEJFEimKUJWwsZ/vlY+pFSNqekjNDqjbIbHoE8sBDdWn6fSIVZ86A2IG1Bngc2Nlz9HI8Ge/75UDQDnQf15dfOEZ/tVv/QuWT3aZ1/dQn19gozUkX32c+dWXeSa6m0/wHTzLPVgjSii5OC6dkpln3etrXf7W6rO8Nfk09Y0nd32PLafJp9r380j7AT7VeoAz4SGa+SWi/hcoRl/A2lO7bF1Xe9xSBLzZTXlTfYgbpSRh+dIkxhB+URJ+XuKf2nm5KlzL6XvgqXvg5ZZArAsaW4K5gWWhD610lbTxnfTjN0JlowqziXFeYFTrMqlFux6zyFOCC6/gjEu4KqKYdPUmhGwiK9BQptpXt6XxkdaZAY4x2Amun1FzDZFjCYTBowyOekbhWhcfn0DVCFQNuQeLt7A5uc3QssBKi3AkwpEo5aCUU/bCWIEoBKR2F2zA9iCx5GrgMLtvb3fGFFcOa7sBWSlLJ6OCCjNzvAtAtgOjUuG6gnpdEEUQeQ6uUCgrq3ZXiclK2CgSt9oCiiRCZxH7ih3KAumPEEEGgcEEUISqfIcaeowDj0Hg0fd8tjyPjoRiOEJ0e8TXcjNmYGP7dphevZ7NjShTLsOgTt+v0XMjttzaDmR4Nfp+jb4f0A8EgwgGkUV7ya5gqHRGuKqPVEOEM0GrBLvPMko8UzJpXulqGE1YBUJDa4iMpYbClQoJONbgG02oNdE+O3QAhkLQRzLAYWQ8hsZnVISMTcxINxjoJj3TZNO2uGzbrDHPpmrQdyMKtc8wsbUEplwJ2lGiXE3aVVhXoT0H7cnqOaNII0kaKaynQO4dNpQpiPJR5WoMqdkhMQNiMaQhS0cjVl1iOSBmSJ0BNYaoG3xDYI1AFwF57pMX3q59kfvkxRX73Gc4hJ/8yZ/a1/X7676a8YG+9fTylz7HL/7+v+XIVw33hneiFhtcXvoq9vAn0AvwKfntPMrfYkQduZmiLvbKTMlM+ea+eoe/tfIMDyefJtp4Cs6V5w2CJ+M7+ejcw3xs7iGejO+gocHtPEd27kPMiadR3mW23x8KAYex3Ovn3BFrjgbj6d+1BrSW+E8L3M9K6k9LZFGtTQOsN6FXK52LhVMO3/FiwCCOy60eM6wfYbJyD5lemZZMMq/LuHaW3OtUPXsVnBiJKgLc3ibO5vMIWwAKUX+IwHkj0UYBZoK1I1wvxXF7uConcMp3SJ4pSzee8QhVjdCpE6r5Cjxu/MJZkGOEAWVBSYSUSFFuQgvKlhBwhIsj3O1fOmRQJDmpHjPSW2WZZupslPmQiSnPZXpMViRcNfHsNWQRO+UTZzdg7MBHVU5xHOKmQ60GtRoEvsWRAsdKbCGwucCkkiJVFIlLnrjkEx89iiguNciy2g2+v9st4SXgZ9jAoEMoAlXW3X2XUeDS9z26nsu657DuCEZZQnMkaA77tKpAaOtSfwodS9ugMejTGvb3ndsohGTg1+ltw0W19fzazm0/pB+oCjYMmZ9PXQ3lDPFUD0ddwHHHWDUmVynFTDfK9d7rW7iqgDab2WjPlFEapnQxQmMJrSVCUBOKui1XTXaMwTWa0BTUdEFoXu3C+OrdOwMkQyQjoxhpj4mJmOgaY11nqMu8xpZusGFbrNHmomiz5TUZeBHFlTN7BOXV8DWuiMoaAiyeEDhKIZSECjaMJ9G+JA8UWSRJQoc8UuAIxvsoofjFhKgYUdMjaqYEigYDYjkkVr0KNnpTR6POgEAkiBs0bbR2KPKAJG+RFz557u0Ci9njoij3Wrtcq1lZWEGAi29dfBzqdvvYxeT7c/PgAFAOtAd99dMf4Vc+/qucOBnwpvrryI77bB3+HHNHv8q52uv5CB/gJXFbOQzp/Bj/4tquduA7gy1+dOUp3pF/hnDzK1Mo0Ug+03ojv7f4Tv5g4R0M1Bxyowfnv0jT/CF++BzGSfCryoTEcqtveF2ouSfUzDs7F8rUwOZIIL4qWfq8ZPkkeNnOH5QRglGtxsbCApvzC/QbbYZxjUnoTUsvbtYgGh7Dy+Zwqlfm1N8kCdawUqN0gDs4gSokojDIvEAUXUz+NCYvx9s7blRmcBjims8SqjqhWyd0YiI1R+jUb7jUYrEldEhACoQQCCsQGq584+PglleUotzKIOpgChmJHjHWQ8Z2yMSOSUw5DCzPJ2i990u6uTK3cY29EwpqLY9aQ5awEWo8RyOtgEJgcoFJBXkiKRKHfOKSJwF6q46+GDNIYnp5bc+PDSz4OTbU6ADyUJIEikngMAxcer7Dluew4UouO4KJY6klTgkawwGtbWdjrU9r0Of4aDD92DaABPn+unv6bkTP34aM+gx0RKXj4UUzIVFIggzhjPGcPr7q4jsDXHcN4YzRKiEVKcnMUC8FXJlkqDj0KnBzrGVO725xrZvSxQitJbCGUCgiHOoIYlO6HK7RBLqgpnPquqD+qrBxfWlgZCVjK5lol8QEJEXIxEQMizqDok5Xx2zqBpdtkwtyjjVnno4X0/dqaDnjHMpqu4FssWMtvijXPlJKIZUs5xV4EuNJikCRh5IsVExqCh0oUJK9IqY0mjAfUyuG1MyI2A6JGRKLAQ3ZJ1Y96s62q7ENG0McVdxQe4+1Al25GIM83g0XhXeVo7ENG/Y6axB51sG3LgEutQoygupcebx771sXF4VAoG1RTjA2CVk1UHAr6e3xN7ajA0A50Gvq5Scf59/97r/k2MmINzfuZXwzrB/7NP6hyzzhv5OP8dcYFDHq4hjv3CXkYOeFcl6N+Nsrz/D96tM0Lj8B1RI3BYpPt+/j9xbeyR/Nv53+pI69dIG59T/muP84vXADXV2TDBAKy92h5nWh5q5AE0pICxh0JJfWJP5pwdwzgmNn4ITdHRHNXI+zR4/x4i030ZlrXzsDYsGbzBONjuMW9eqURdMBzhFmHaJshNVDyCe4hSJSdUIVk5mEi5OXMDZHorin/XbuaL75hpwPi60qC6Ise13DlBCIKnwJ6BI6tp2NkR4wtAPGYsTEjsqSSj4mz8cU2QSj9zZDogyO7jgcs2UVXIlfk4TNEjailiQMDZ6XoWQBGkwGOhXkiSCfQD6WFGkNPYjRGzH9NKaTxpg8eu0Hc9Vjs1hfo0NLHkjSQDEOFENf0fMctjzJhisY+oKRLylkTnM4pDma0BpUwLFRuhmHRgPuHuyARmvYJx4N9xUUzaSzAxtefZerMT0OfHoVbIzCAt/tETo9QrdP4I2QzhpWTchkwkRkjESBrZ6mgt2wkXN9b0FYu6sDJa5AIzCWwFoC6RCiiJDUrSU2hthoAp0TFjk1XdDQBQ1j9pXZMBbGVpIYRaI90sJnUkSMi5BhUaNfRGwWMRu2wSU5xwU1zwV3nr5Xp+9FmG3Y2O69vcEmphI2BI6QOEoiHQGOxHoS4ymKQJJVsJHUHIwvQUmGr33Xu7+PzomKEXU9pG5G1BlVrsaAhqzKJ06XmP7U1YjEGOHe2M9itKLIA9IiZngFaFxVRqlgoyg8ruVqKCt3QMK6NHDxrTOFiqnjMXtcpq8w1pCbpJpanFTrQpVddmMzoVOd355qnOmM1IIRDkIEIAKECEEEpPs3UA4A5UDX19aFM/yL/+MfcvSUx33N+xjdOaJ77EP0Vhw+rL6TJ+ybYaso3ZK1i9NciUvBfzP3VX64+XlWLz+C3CzfsxkEn2rdz+8sfQcfbr2VrS2Xlc2nuH3jnzOMT3Mx1JgQtqrvv+AYXheULskxZcg2BOoFSeMFh/ZJge1Iuq0lcj+kNurT6G9N/0wLpTh/+DCvnDjBpZXlndkgVqByB5lLZG5wigJPN1DmOIJW9Tkap3iFhj1Hw3GInAaRc4KaahA5DTxVduQkesQTGx/i/PgkAG1vhYcWv4emt4Ct5oK+lrErEGDKsGtiJvR0lyF9hnLE2A5J9JCkGJFlI4psgs4mWL23v/iroMNxEK7EqzuEsUsQS8KmIGpagqjAdVOkSNCpIU8y8klOPlEUSUSRRug0Rq/FDE7HdNMYndb3DRw6sOSBIA0kY18xDBRdT9JxBQNfMvIF40Aydi1KT2iOhjvuxqBPszNgftDn5qqU0hrsAEeY7S+7MXDDaUaj59WnoDEFDj+gHypGoaGIEmQwoBEMCP0hjjMCtUEhz5KIlJHIGYiCYuaJsO2bTart1RRXodDYGGoVaPhAIBwCqQitJLJQs4aGLmgWOZHOqRU5sS6mAdP9ztmYGEmmHdLCJS0CJoXPKAsZFiGdvMYWDS6LFmuyzQW1wEV3nq4XM/AijJA7oLGHXLZjy6nArhQoKZGORLgC4yq0L9C+JIskaahIIxfrl+HQvcKGq1PqxYi6HlG3pbPRqDpQYtUjVh3qslfBRpnl8OWNl1CKvHI1ioUZsPCu6WZsHxtz9SVZWKZQ4eNSnwGKoIIK/6pzLk71v56bdAoSqS5hIzM9Up0wNJMdx8NMyHRKai2FlSADhAh2AYcQHo4OcU2AUxi8bQeNBCNGGDnGqCHW3QQvR9Wh8PfnrJU/+0FI9kBXaDIc8NM/++McOilotW5ncPQC7rEneGHhKH8gvo/TxQnU+RHqzAg52a5OW97mvcjfWvgCD44/iZN0p/f3TO0WfnP5ffxO+90MO5J7eh9m2fs4LwRjLs+8TxNYTnhl6eaO3HDoLLS+KnBfVvSyY2zOHabTXmBQj6iNNzhy7kWOnDuHO9OxcGlpidMnjnPu0DGsdVF5gaMTRNaH4RZkEzzpU3PaON7dpM7t5KK8uEosJzzJrYEifI2A2tnR83xh449JzQSB5HWtt3FX66FpUNViydEkZAzkgKEaMrJDJmbIpBiS5iPytIKOdILNU8Qe/hRnoUN4Cid08Goufl0SxJKgAUGsCeIcN0iQcozOU7KxIRspirSOThoUaYMiaaDTeNfeZPUbfiw7j6mEjSSQTHzJwJf0fMHA2wGNkS8Y+5LU0fjpkNZoJ6PRHJWAUcLHdm5jQGs4oDEeTNc72otyoSrQmC2nRDtlFT9kHIAOM3QtwW0mBMEI3yuzG0ZOSOWEicgYioK+0Ez2OS88MIZGBRqhNfhW4kmFjyIQgsBCZC11rWnojFae0ygyYl3smtGx39FamZFkhUNWuKS5xyTzGeUB/TykY2M2aLAud2DjgrNAx4sZbsPGPuTasoTiSlF2oigJrsR4Au0LCl+QR4o0ckgjD1y5r06UoJhQ1+MSNhjRsKWrEYvS1airDrHY3YXivUbGZVvGyKtzGYVHngevAh4e1wpdu1btOBi7SiXONdyM8mMe5bwibQpSM5mucp1VZZTUTMgq8Egr4MhMSmoMuQUrfIQMQIRT4BB4OEbgGHALjacLlCnKLkgxKUHDmYBbdpqpGvgtl3CuSTi/RLR4mHjlJhqrt9FqLFNza4jr5Gy+luv3AaAcaCpdFPzMT/1d5k4mLDbuoX/sHOrmz/Ll1uv4ff4sG+M51OkR6sJ4GnhdosNfb3yG/5v7CPXR2el9XfQW+O2l9/Abi+9hcxjw0PA3cbzHeUoJ+jOzIBSWOwLD63PNm04ZWqdqdAa3sl47TrfdZFh3Sf0cpKE+GHDi5Vc48cor1Mbj6X0ManXOHF7l/FxMIgwqTaiLiJrTou62aLjzNNx56m4LT9a5UChOpYZxdb1zgJt9yc2+xH8VMDEYBnrIk5sfYW30AgBe0KB56E4KaUmzIVkypEjHmDSBIkMU+Z7Wv7BKIjwXJ3RwI4VXV/gxBDEEcYFXz/CiCdIbYnSfLLHoJKZIG+U+aaDTBkUSV/sd6LB6b+3FRkAalGAx9CQDX0wBYxSU+3F1O3ENfjqgPRMIbQ9Kl6PV79Hu95mvnI3GsE8tGb/2A7iGRk6wq3Qy62wknocODDrKUY0U2cyR0RjljrByTC4nlauR0ReavjD099EpAaCspb7taiDwhMIVEk9IPFtOGQ2NoV7kNPKMuSJlQevp+inbwOHv89W30JK8UGS5S5q5TDKPYRHQMzU6NmZz6mzMcVHNcc5ZpFMFRO0+AptQVihcBK6UKCUQjgQXrCfQniAPFHlVQslDDzy5504UYQ2RTqjpMfE0r1HBhuxSV1vEsrcLNOoMcbgxV7Eo3FftOCmmnSk750pXY/fPIazAx9kNGdbbcTG2yylXAIeqyifZLFTsKqNcUToxkyloaJyybCJ3XA2Jj2MFSlu8wuBqjTI5kGDFBCsnJWh4GSIscGoCv+URzjeJFlaIlo9SX76Z5sottOrzBCq4LmjsVweAcqCvWT//s/8/iqdPsxrex+TERczNj/N4637+0H43w05Ugsl6OaZaoXm3epL/vvEZ7k0+h6hWeRvJkN9f/DZ+Y/l9PG9XefPwt7HyMb5iBWO786T3heV1QnP/muSm00foj+9ms7bMsC7JvQRm24azjKNnznLTyy+zsLk5PZ8rxdpci8HCMYKFO2n7K8TuXFmCkVf/kRXW8kpqOJUa0uoZ7wm4xZcc9g1a5IxVxjgsGLgpY4aM8z7jtE+aDsknQ8ywh5oMy7km7G3hLekpVKTwIoFXE3h1i18vcGspbjRGhQNUMAChyhJKBR3Xcjd2ACSG6wTdrqdcwTDYcTSGQQkZw0AyDgRDv9xPXIOXDUsHY1CGRFu9Hu1ej8XhgLkZ2IhHfaJ9AIdGTN2Nnl+vOlFqJJ5L7jsYH5zY4MQ5Ms4wcYL1xhRiTConjEgZipy+0HQEdJQk38eLq7CWyFpCW65u7AqFEhIXgWcsvjVEOifKM1pFzoouWC7KBdraemcYWLTPl1JjBHmmyDOHJHMZFz4DHdI30dTZ2BAtLqo51sQ8Z91FNrw2Izf4mmDDEwJHSqQSSAXWA+sKCr8MiGahQ1orp4ji7h02pDXUijGxGVM3IxoMicWQWHSpqS512SEWO7ARM6DGCHkDLa/GiGl5ZLq/Vjh09uOFj73GoDzniqzG9vG1MhoBLoH1pqHQEjJm4aIEj22nY3qsJ6RGk1lLgawAI6ycjQCJhzISx1hcbfGKAmlyBNnU0bBOMgUNN1b4LZ9gvkG0sEpt+Rjx6i00l2+iGbXx1d7ejHw9dQAoB9q3vvDR3+OTv/0fOFa8keymDultX+AzrYf4sHkf+UWBOj1EDst3J4fFOv+t+wn+sv8pGvnOlNbPNl7Pr61+Lx+LH+Te/ofw+QinTEpH77wY1KXlDYngts0Vauv30VMrpP4Eq662WUVRsHr2DCdeeYVDlzemwUWLwC7einvsrfiHHkS9yh+hrf6NjOalTHMulRQVJAmVo2vnmIgXyJM+Is+QeVbuiwyR54gbbKGVnsCtgMOrabx6hhONccIRbq3AiQocX2PyEjaKpEkxaVIkzbLEkjSn8JEnTew+shxjT8xAhmQ4hY/S3RgGgsS1OMWQ2mhAq9el3euxPBgwPxwwNyjbYhvDAfVRn/p4fw7HNnB0K9gY+QGp71H4ClVz8Gqg6gUiTtG1hDyakMsJEyYMSRmIgi6ajlLVQmaynO65R7m2cjWQqKrFWllwrcHXBaHOaRY5C1qzUmhWdMG8NjMjzjXxvmEDdKbIUkWSezuwYXecjXXRZE3Oc8FZ5KxaZN1rMXL3tgDbrp+XnTKKVCCcEjTKMso2bLikdQ/tO/uCDccU1PWEWI+J7WjahVKXPWLZoaY2d7W7xvQJmSBv4O9IF07V5not2JgtnQRT8Lheu6tnnau6TIJrQMaVWY3C5K8BF7MllZzM2LJANM1nBKWzgY9jZFk60aYCjQJJCiLByAnWmZT5jFDjxIKgHRDMtYgWV6ktHSc+fAvNpeM0ojbu17BWzjeKDgDlQHvWuNfln/3kj3Lr+k2YE4bx7Y/z6MKb+LB+P+Z8gfPKEJGUS1q9TX6F/6f3Yd7FF6YX7k23yX9c/k5+bfm7qWcXOFL8Ry7qy5zOd97R+1helwfc1Lkdr/MGMicDecW7I2uQyRg3STja1dy8tklz7WVkuhN5k41DuEffinP0zcigtevLczSJyBg6KT1nwqYcsF5s0Bn3iCbH8IubEFXV3pguRfI4Jn2Gq/pzryEnsijXkA0FVkvAEh8dsnBPBz/OUb7E6uYV4NGgSFqkSZs8aWOSBjYNEfbGLwhaMC2hXOlwjCrgmLgWlY0IRl0WBn2WhwMWBlVZZViuBlsf9amNB8TjPrV0/8Ax8CLGfkDiuxC5qMjBqwncSEOco8OULEoYB2PGImVgE/oUdJSkIyVbStJViuENLmJ4pTzArWBj+6LkGI2rc+Jqqfn5omBZa1YLzaLWzE0nj+4/JGoN6EySp4okdxnrgGER0Dc1utTZtDGX5BxraoELziLn1AKX3BYjZ//Ohge4ZQNKOejWKU9sh0Pz0CELPdKah9knbHg6J9YTYjMLG33qskddblWwMdzViRKQ3JBjmOdeBRlVRmM2BFpBxvTjFXhcq911dq7GlUBxPfDwccDyGnAxW1pJyawtyyfCnQmEls6GqkDD0Rav0DgmR9gcxAQrx1gnRXgpMtR4scJv+yVoLK1SXz5OY/UWmksnaNTae14y4ltJB4ByoD3pn/3kjzD3PERHlunf9RiPr9zDHxXfQ35e47w8RGSGOmN+QH2Kv+p+mBPsrBL8ydYD/MqhP8Nna3dzT/pbqOJzPJ9okuoCLLHcqiOO9e6g3jmBkrtffERRECY5C6bOEZY5WjTwLn6V4uxnMd2dVYOFV8M58hDusbdgm0eYqIy+SuiIIeumQ6/o0M872HyMzFJkniKyFFV4OP6DKP8ehCgT8aZYp0g+j8lPst3Hq3yNV89x6zlenOPVy82tFUhfYHXMpS+26b1cuS6+j3v4AVC3YpMaIvGRxY2/6BgBI18wCiSDsMxwDKsSyygQDB3ITUY9HTI/6rM06DHX79Ma9Gj0u8TDPvVhj/q4TzweEKejG3p3OiuNYOSFjPyAPPSxYQkbbiTwIouMckyYkoYJo2DCwE/ok9KVsFW5Gh25s8/2kd8QlDkGWcGGsRZhCkJrqFerv85pw4IuWCk0q7pgsXI35irY2G8pRWeCIlWkucs49xjpkL6O6No6G6LNZTnHmpznojPPebXIRafFwAnQ+wQr14InbLXSq61gg3LGhq8oIkUWeiS1ABM4FZXs7Xca6oy6ntDYhg0xpC76xKJDTW1Rl1u7XI2YId4NjLCzlhnQ8Cmq6aHXGuJVQkf5edcKhjpWXVUumZ2hEVyjrOKi0KaYlk52wp87nSizAJIaQ24sOeqKQGiIwMHRlKUTY1C6QNgMwQRkUjoaboaKDG5dlKWThSbR4jL15ZtorN5Mc+kYjdrcVa9nB3ptHQDKgW5IH/mtf8/zH/oEy407GdzzRb54+Bi/b/4M6VlROia54WZxgR9Uf8xfcD5FjTJzMlARv77ynfzSoe9HmTWOZr/JenqBC/nOi1Ebh9tGR1jcvINA73SACG1oZw6H7QInOMSiaCOsobj0FYozj1GsPQW26gQSErPyOvrH7+Hi6io926OXbTDOtioImZQgkl896lrINip4E8q7C7E98l2cw619kmDuGfw4x60ZhOuTqwVGxSqTyRJ5soJO57HjOmIcoCYKOblAPvojrCkHDCn/XpzwHYhr9BemTpnpGIayhA9fMHJh5Ahy1+KZgnrapz7uVrDRI+73iIY96qMe9VGfxmRAKx1SK/a2FL0BJn5AFviY0EWGCieSeKHFDTU2SMnChImf0PfHbAWGjlMBhlJsVcu0d5Siu89ySrmKqwAEBoOw5byNmjE0qpLJnNYsF5oVrVktynLKfFHCRsPub96G1VBkkix1SAqPUVGu+tqhwSYtLos5Lqs5LsgFLqh5zjtzdJ2IbJ8XGGUtnrC4wiKVRU5hQ6B9RRE6ZJFPUgvQwf4yG77OaegJDTvrbPSoi8rVkJ0Z0Cihw72BcKi1YsbZ8He6T64EjWLW5XC5CjYsV7e0TiHD2xUanT3noK52NKbOxmwwdExm8hI2EBjcKWggwyqnIXANOIXBNQXS5kCKkAnGSRBuigxL0PAaLtFik9rSMrXl48SrN9NcPEqzvnAAGv8ZdQAoB3pVTYZD/sU//FvcNLyD7A0nee4Wj9+yf4HBGa8Ek8LyBvEif8P5IO9XT0zfmZ+MjvPvDv05/tPCt3Ms/QPa6Ud5MUnIK7dEATdlcxzu3MH8eHU6Dr5eOBzVC9zMKsu2hURircX0zpCfeYzi3Oex2U4JZ9Sc59zqCqcXHQqRI5IMm77601K6Gr+R40RzWPM2ivHr2H5B1Y0tJssTMhnCpIYauXgjSZC8erDV2pxi8hl0+gUAjIrprHwnm62bSDxB7gm0ApWP8dMhwahDNOgQDXpEgx61UW8KG6203PtmbzNLjBSVu+GgIokTghdqXD/HBAmJP2YQFnRqgo1IsOkqtqRiS8mpy7H1NZRTyqXzpr8QPFtOE61XLbKlu1ECx+Es51C+42w0rcHf56JwOiuDomnmlrBh6nRtzJZosUGbS3KOS3KOi3Ke8848aypmss+1UcQUNgxKWqRjwQHryyqz4ZaZjVpAEfplN4ra2+/TMwWxTmjYMQ07KoFCdKmLDjW5QSy3R5T39+Rs7AqHzuQydre87p6tca1BXtKKPeU0ynZXF6yZmamx3WWSXA0eekJqDbmBzAqQO1kNIQKUlaWrYcDRGmlzJBmIFKsmCC8rQaMmcJsu4XxMbXmZ+sox4uWbaC4doRkv4lw5sv5A33A6AJQDXVe//HP/M/LJBOcOw+m7L/Cb/g9w4fwizosDRKZ5m/wKf1N9kLepZ6Zf88fzb+XfHv4LfKF2grtGv0SWfJlL+c7TZN74HO/fwqHezfjGR1nBqm5xwi5zRM9Rn5l7aZIe6dnPkp19FNlfm55PXMWFdp1zrZhheO2wq/I1bjPHthRZHJB4C6TeUTJxDKe/THMtINzjUAotqCaNCiaeIHUEqQvu8CxHz/4hftYFYEQbPYlpJyPm0j5zSZ92MqCZjVB2b/M4jCsRoUKGAjcweEGO66aYIGUcwSCEXh02aoL1ULLllO7GLHB0pdx3rmFbsnI3ImOJTQkV84VmqdAcTQuOZprFwtC0moY11ITZz3pllbtRwsZYBwx0jb5tsEWDTdHmclVOuajmuaDmuCBa9KS7LwcHwMPgYHCkmcIG04CoQx76FWwEWE+Cs7fl5R2jaZiEhpnQsEPq9EvYkB1qcotYdKsulP50fyMrvRojrx7WdSVwXAEd1wqHXjlb48o5Gtcqq7gzwdCrgGOa0RhXzkZGZg2ZFWjULldDWVWGQrXFMRppNZIcRIqQKXgZKixwIoHX8AgX6kRLC9RXTxAvH6e5eIRmc/FbIgx6oGvra7l+H+Dnt6i6l9f4xX/4/+FI4ybW3n+a35v7Dp6+/OdwXujhjzu8Xz7O3/A+yBvky0A50Oq3l97Dzx39y1x2Jtw6/GUWL5/lrKlCicDN6RKHN+6mnc2hrOSYXuBms8IxMz+dWggw0gP6a59GnP480fp5RDXNXQvBpUbE+bmYjbiaxyAtomHJmx6TuE0SHCFxj5BxGJHE1EbQGhoa6+Y1h1EaYOQJxh6MHcFIGTKdocc97GiLIOnQmGzSTgccTQa0kz6tdEC/AWcXYqwQ+HnBPWfXWR68+OrfzBeoENzA4HoZjp9jQ8sktIwi6NcsnZrgck2yEZSQsaUkm1KxqRRdVUOLvQ9Dm8paFBAYW04RNYb5XLOSaQ5nJXAczjVzVtPAUBcGV97gexHBrmugzkQ52KsIGOoafVuna5tsVu7GZWeeNTnHmmhxTrRYl1HZ7ruPTkdlDZ7QJWxUuQ3rgqmcjTz0yaKAvBZg3XLoV7IHilLWlGUUM6bOqHIwStioy81yifmZEkpMv1yAbXsi6nW0DRt57jPO5+hfo3yyCzquNV+jmhg6CxLNa7ga07xGdSyt2F0qmeY1eqR6Qnea40jIjCazkBmw0p9OCJW401Coqw3SSiQBQkg85eC7KcLXuDWL28wI5nxqyxH11aM0Vk7QWDhEs7GE59zgmNUDHegGdAAo34L6uX/891h4qUb7Qcnv3qz4aPf/hfr8AL+3wffKz/J3vN/iFnkRgIn0+ZXV7+VfH/4LJPokq8Ofxks7nK6uUk3rclP/Fo52b8PXPkfMHDfrZY6bRbzq6ZOTc9GeobfxOPLFL7Owvkld77gMncjn3FzM2aNtegsLjKIjTNwjFKwQ6ibtEbRGmnr/yp9kd3nEsFMVN1g2Rc4lvYVNN4mSDVrjdeYnPU4kPeYnPRaSHsGrrEXTDzy+fGyJQeXgHOoOuLdzicjPcZoaFWqK0DKu7QDHRl1wuSbY9BSXlWJDKTrKpyejfYVGp5oFDmOYzw1L6Q5wHMkKDheaOSx1aQhlgXot4LhGVcIYyDOXSREw1jX6JqZLTIcWm3KOy3KOy6LFRdnmIg0uiJihcHZGlu9BZSlF4wiNUgbhWHBFFRJ1KSKPLArJakG5vHw1RfRGF2OT1pZlFD0hNtvORtmJEsutMiw642rEDAgZvyZsaK1KVyPzSYo2g1cNh87CxuzPvj3IqxzeFc24G4H1rllO8XEwVl/haCRkekRqJiR6Qm96PiOtWl1zq0D4CBkCPo6VOEbgaos0GolE4iEFhF5GLShwInBjgz8nqC3XqB06QmOlcjTaK/jON84cjQP96dVBiedbSOdffI7/65/+LPOHFvnK/Zv8uvkBJicFan3Cu+SX+R+cX+d1suyU6aqYXzjy5/l3q9+LTD5FffSHDIudtUuO5E2Obd7NymSVBdPgDr3KzXqFoGrZ7bPBxex5Ll9+Hv/CKQ5v9WkkO7b22Hd54egJnjnxAMPGndSLeeZHEvfqfOtUBhgqSxfDmAxTDGnnmgXVwFXlfBBhchYufY5bXvlDorR7Q78X6RncUOMEpoIOw9PBEifNMhaJVAXFifOcPzxm3Smdjp5SDIXYf1nFWpSFemFo5pb53LC4DRy54WhuOGw0bTSB1PhOgbxRh2NGWkuy3GesI4a6Ts826Ig2m7LNBm3WZJs12+KiaHKBOhsiRO/nZ5qFDamRylSwodC+QxH65FFAWguwvlOWUtSNl1KEtcQmJTYTYjukbvvURZ+66FCXWzTk1WWUkPFrdjJpraalk2wmpzHbkTIbHr3WKq9XwoZ/HdjYnddwyE0203lydSB0uuKrNWTGliUU4UwXWVNWTUOhyhiU0UiRI0WOcDKkV6BCUw3tComW29RXDhGvHKe5fJTmwiECfz+rQB/oQH9yOijxHIhzL7/Ip3/2N7Bvz/j5xVt4/uX3ol4Z8mae58e8X+ch+VUABjLifz/2l/j5le8iGv8hwfqPk5mCIeAjuGV8mCObd7OQt7lVr3KHPsScLUsRHXOBFwbPc7b/AsHWOY5uDXhDf8T2dVVLxbnlO7i8/E4GzbtBSFYKdlb/AzSWrrSMbEpRDHGyLuFkg7nReQ4NXmF5vEVjMmJz4QFOH38/42gFAFVMOHL+EY6e+xheXgVshcUJNU5oEJEmr1nGNctGLLjQgHMNxZmG5FLo0FMBIynwhi5ve2qehV75DvH08pjH7tkk8QGuPyRNWItXQD23tHLDfGpYyg2HMsOh3HJYaw4VOW2h8VWB4xZct1FAUA68uIa0ViRFyEjXGNgmPdGiQ1lKWafJZZpcosFFYi7QYFP4JUTt0eFQVuOJAiUKVAUbuBLtO+jAm8JGEXolbLiSZA9gU9MpjWJSLcI2oE6vnBxawUZ9CholbNQYIaW5puuzrdkySpbHjPOFKiR6RWj0VRZfuxI2alfkNrbPz8KGYyW5Sa7RidInNRN6esJlMyk7UKbBUIkVHkKGiGpKaBkINSirUVYjhUBKh8jPiesWtwZ+0yFcCIlXV6gfOkFj6QjNhcNEcfvG/3MPdKBvER04KN8i+tV//Ld55I0N/mDrfcjnR9yVvszfc36d96gvAZDi8guH/zz/8vD7EeOP4o4fxVRhzyaKW3u3caRzB8eLJe7UhzlmFlBIOvo8r/S+yrnRScRwgyNbAw53hwT5TvmlHx/j4spbuLT0IIVbXuRzLANSsmJAmFxifnyG1f7LLHdOUx+Pkdd42hmhuLjyEKePvZ8kXADALYYcGXyYuv0oW42Ei03BuYbkbMvlQqwYKEGCfc2xa8LC3S83uP9kC2UEqaN54s4tLi8MaeSWucywnMFqBqu55nBesKpzVnRG6BY4fhXA3KMK7TDRNUa2wcA26dCiQ5MN22LdNrhMYwY46nTl/iaKujbHEQVqOyjqCqynMIFXuhs1nyQKML7ac1eKYzSxmdAwo2pV1x51ujSqUkpzughbn0Y13MvhVawyZlpfp1CxAxrTsGi+29m4MrPxas7G9WBDGWaGdo1nAqGTK2ZraHJrSQ0UKJBlMFRaF8cKXE3paFiDFBlKFEg3R/k5KqIMhM7F1JbniQ8dpblyhNbiUWrtJaQ6aHE90J8eHTgof8r1j//lT/Crd7+PzlM+C5vn+HvOb/Bfex9DinLdh/+w9F389NHvIJk8grv+PwNlOWXJ+tyy+TqO9m/mLn2Eu/QRmjZipLd4rv8YZ0bPMk42WO0OeX13wvxwpzU4c+usLb+JiytvYau2hC02iSdf4dCll1jePEWzs/bq9ru0UNNMYstmw+Hs3NsZed+JZA6AxBnw5KGP88zKp8lVSmkPXMuu3vke0lj8HOqZpZ3BYiZYzgyLQwVri6RpCU9H/A7vXzxFM08Ql65xl261XUOFcRibBkPbpGebdG2LTdtg0zbZIGbdxqwRs0aD8yJmIK5Ty78iiLr7R7K4Ip9mN8qZGwobuOgqKJrU/N3uxh7yLzWdEOfjytnoE1OOK2/IDg3Rm4JG6W70bigkWi7CFpBnAb1idRdcFFeAxrVaX6+EjdC6tG8QNspuk52BXqneIjMTNrfLKEaTGUtqBaaaGLpdQplmNaxBoREIlPII/YJ6aHHqkqAVEi22iA+t0jh0pMxpLBzGC/a+LMGBDnSgG9eBg/JNrn/zv/0UP+W+Eftywl+RH+HvOr9BU5RjzT/YfAf/603fTTf9NF7y9PRrjpsaJ9bv5ebhzdyjj3GbXsHanNODZzk9fJbN5DztUcrhnubw1gaqmuVhEWzMvY61pbswjmSp+wLt9Zfx0841r7XaM4yalo0mnJ9XnJ1TnJ4TnG1ZNmNQxufuS2/l3gvfTi1vAjBye3z50Md4dvkzFKrMtEhjqaeCdgqLCSwnmpWkYDWtFm4TOSuqoO4VODPLw1oLT3ZWeeTyTRRW4cmCdy2/xD3NS7uiERNTZ2ia9EyLrm2wZZvlAm22ySWarNmYC6LBORoMRMDelgksV2h1RYEjNUqBcCX4CuO7FKFXThONPKyvpsBxo9kNx+pqfZQytxGLHg3RJZYdmhVsbG8N+tQYvqa7obVTAkUWTLtPdk0RrdyO2Y6U2drMvpwNSzmCfOpsTK6AjnG1hLwmM5ABGrecFCq2F1oTKGNR1iApUKpAOQUyKOdpeA2fYL5OfXWJ5uohmsuHaS0dIWrM/4mv4HqgAx2o1MEclD+lOnPuZd7/a09xb/ck/5Pz77lLngXgWecmfvT2v8RL9hn85EmgHEF/u2lydO0+bp3cwr3FcY6ZBbbSi5zqf4mzo6/ipAlHeg5HN9eJ0p2WmnE4z6i+gpMlNAZnUWb3jIdh3XJxAc4sSF5eEJydF5xbKOd7XOtC62qf1629g3svvIuwiAFI1RbD2h9Tk59iySQsW80KOauqYM7N2Ysrrq3iYrrIx9eOcnlSlkzCwMFdWGHDabNW5TfO0+SyaFDs0UiUVX7DURbpiAo43KoN1iOJXPLQKV2PPc7dqOnduY1Y9GiKDg3ZnXE1dqDjtdZIKXMbwfUdjSu6Uq4Mif7JwEZCVkHHTgmlgg1LNV+jdDYkbjnEy5RdOmVWo0A5BuVqnBq4NYegHRItzRMfWqa1ukJr6RjN+VWUe9DmeqADfSPpoMTzp1T/79/4Hf7J4I/4Xu+zAHSo8xNH/jwfjzt4k1/FBwSWO02DE2tv4o7xrdxbHGdeR5wZPseHB79PL7nI8tDnga0R873z08UAtXRI/TZOPiKabBJNNgFYb8FXDwteXBGcXoZXlgSj8PqXyObEsjwyLE8Mq6nL4vDd2OQ9mCp421BrPFD7Le4IP4ESrz51dWzq9E2Lrm2xZVqlw2EbZTmFFhdocca2OTQ6xzs2P4Nnc3Lh8Jm5h3kqvue6kCDR+ELjSIvjSvAU+Ioi8MgCl0kFHFN3w5HcyNJ7jinK9tdiOC2lNESX5nVKKXWGqCsXU5xRmdvYgYlRvkR3ZsbGtYKiu3IblilYhJTdJ40bhY1tN0NPKtjokJoxW3pCajJSa0pnwwo0TpXXUFXLK2VWA4OSBcoVqMCjUVN4TZ9wvkG8skjz0BKtlSO0lo4Q1ls38Bs+0IEO9K2sA0D5JtX/8o//Hv96/Cs01ASN4Keb7+bfr4bI9BN4SQkmd4saN114E3eP7uHe4jhOmvJC/wk+M/wKwQSOdw0Pbq7hFpPp/RYqQOkEZQrcbJ2Th+DkEcHJw+U2iHZf5JWxHO5rjo41R7OCo0ZzgpzjMuWwyfEtTEzMl0ffx9Pj7yKzZY6kpc7xQP23uD14hLGtc14fZdO02LANLtkml2yT87Q4J+Y4zxwbNEmv1foy83BqxYhv3/gEJyZnALgULPOZQ+9iWGvT8h104JCF28ChwFPTdtjxDTgcrsmJTZ96PqBBj5geTdmhJbcq0OjTZAc8/O3sxnVUaKd0NDKfPI/Z2O5K2QUZO/srp4i6Vu2CjWbV9rrTArsbOpSVFNOSyUwJZRds5GTWljM2rKAQbrmEvJWo7RIKBikMSmlcV+DVfGo1B78dES3O0ViZp3VohfbKURrzh5D+wUyNAx3oQHvXAaB8E+oXfv6n+a8mf0BDTHjEPcbfPXI3E55DphYB3KM8blp7gNt69/JAcQtm0uOZ3h+zNniRI4OQN292aQ4vTu/PCIWwGgucWUh4+oTgqZsEzx8RZG61mq+1HBkZ3rSuubUouJ0Jt+mUo3lx7TyphmHR5tHxX+Tk+NvR22NFZYfN4BUedQv+jfyzXEp/6DXBA8oSVSg1jiOQrgTPwQSqBI5Acev6c3z7k39MmCUUyuHTb3oPT7zhrdhXWZPGNTl10yMuSgejKbo0ZbcsqewROHZWfy1hYpgv0rkWbGznOrLgqlLKLFRE09VdvenU0Nljx0qMTq8BGz0yM6Grx6S2KOdrGMgQFDjVxFCFu11CqWDDcQyuB2HDpxlXWY2leZqrS7RWV2mvHMNvziEOOlAOdKAD/WfSAaB8k2lrY53m5U9wSFzgH7WW+T+bCsOzJZi4itsvv5Gjm/fzQHELxWiDL/X+L7LuRY514J7Nszi6HMa2HTxKXXj8Ns0Tt0uePi4YVg7JfGp5+yjnvmLMPXnKnWlG/Yq4kraSLTPPRTPPOTPPGbvIi6xw3h5lYXKcW7I6TkUal5ThMT/nBTcAcSfbD8IRlpoC5UmEp9ChQxY6jCOFCRysL7G+AufaLkc0GfJdj3yQ219+FoD1hWWeeOc7oC15q/00TduhQY8G/ek+ro4DkV63M2Vn5kYJF/18ZeZ2cEUpJSDPPWaDop51dkFFfRYwZpwOHxffKIzOrtGRMiDTEwZ6zIbVVTfKNmy4VctrFQ61Fkk5Il45Fs8X1OMQvxkQLbSIl0tXY27lCLWFFVQcHwRDD3SgA31D6wBQvsn087/4P3Ei/CLf3T5ERylAc9yFBwe3sfTi23kwv4VicIkvdn+TYLPLbetdWsOdRfosMPbhs3fAZ+6WPHtMoJXgcGr49mzMg+sJDyYpR4piamKMjc8pfRMn7RGe5zCnOMLLdoVzdnFXwLRhBA8lDg9lagdMPMMT84JT84pJzUdX0IGvyr2S7DQvX62aHtKwfZq6S0t0aItNmqJXwsZLW8hPpdikXNNn5YF17r33Od6rPnHV/RTaKd2LCih6+WE2tudv7AqJBlctyqas3AUVtRmnw69aYv0Zd0NqTW6SytEYVy5HOdRrosd0q8XXUmvJjKAQDhIPx0iU2Z65ZpDS4roWN1DU4wC/GREttmkuz9M+tMz8oWOE80vIMLzq5z3QgQ50oG92HXTxfBPpx/7pBzjV+AQv+GVRpe0o3m2atF9+N29K3oAcbPLc5qdpbgw4cfkiUdIFSijJFXzhVvjgQ5IXDwlqBt4ymfCOyYS3ThJWdNl6um6aPGuO8RS38Kw5zjP2BGftIna2jRTwXYnyFTpUBErxpk14/YZBVc+m0wsOn3pdyMvLzlXh1MiMaNouTXq0xBYt0aFJjyZdmnRpVfuY/jVbYotEcvbTq/ReLJ8LblMTv9FAVJVQ8p0yyjZ4TMspMwuybWc3rgSMWafDNRKt0+n00FSPyfSExFR7nZBZXeU2ygmiAg9lJcoKlC1hQymL4wrcUBLEPsFcjdpCi8bSHPNHVplbPUowt4DwDrpQDnSgA33r6KCL50+B/vUv/RMebz/KhuNS0/CwEBy7+Dbu6DzM/EDz1Y3fo7k+4P61V/CrUfAWOL0I/+mtgs/dKVnVmveOh/z9tQn3JikucNYs8EnzJj5r7uJz5i4usDD9nq4nsTWHInYxNQcbVVugmEhBe6B5x7MT3nAqm467P7ekefHuLczSBV7PFt/GFnN2izab1QzVPo4orsqYTDtUsnLNlDxvcilbLo+zkHx7LZX1AnV2DVkUWCCbXyGfP45ZC6oBX161AqxHuCskWkKH0Jp814yNManukeoxYzOhYwyZqdwNKzAolFEoK5CAwpaw4Un8QOE32rTm69QXWjSW51k4coj5Q0dxW+2DvMaBDnSgA30NOgCUbwL1u10+nPwWGyEczjVvv/AmjhcPcedojpOXPkm+ts59l17By8t1YHMJj90p+OX3CFqe5r2jEX/n4pi7s5wLZp5HzcP8mrmLz5q7d4Ck5qCbHqbpYhoetu6QODuuiWNzlrnEEmscGfS5+bkFGqcPIWz5OcHKMyzf/UHuXHiJ91RfYy3kWUiWhaRZSJ7NcSE/NHU5su3QaB5OMxyicjhC603homE9XA2d9afpDF4pH67b5o3z76HlzpMPdzpTypJKl1SP6ZhiF2zkRiCnzoZACYuSFteTuKFD0GjSmIuJFhq0VxaYO3KI9qEjeAewcaADHehA/9l1ACjfBPrbv/LXOBmPcKzloc69fPvoe1m//AQXzn6Ee9ZO4xXlVI6JB3/woOCRhy3fMxny7zpjbs9zvmxu4Q/0A/youZ/n7VFQEj3vY9oetulhGi44Emk1q1zgKKdZ5SJLdo0lLrHEJVp0KIYLbD77PfROPwxVycSbP4l79LMYv8e5ziLZ2jGyLCLLQrIsoIQOQYhHaD0i61G33vR2OD328YwEnU1BI9EjEj1mK32R05OX0DYHwFVtUpb4/OazKCPLMooQ1RwT8EOXoF1nrl2nvtCgubzAwpFDtFZXcdvtgzLKgQ50oAN9E+gAUL7B9T/81A/z5aWTgODb+4t82wv3svHir3DTpbPT+SX9EH7r7YLi9pTvHw/5kfOaz5p7+CVzPx/R93NZtjFtHzNXbrbh4oiCm3mRWznJTbzEUXuGVc7jUmCMJEnqpGmNJKnR7d7D5XMPYzu3IKosSuptUdTPUaiC2vkHCK1H+yro8FCFLjtU9IREj0nNiERvkuqErsm5ZOw0v2GNRVqJg0AJgVKGxK4xzjYA8IMa97z13dx6733MHz2CPz+PDPa3uN6BDnSgAx3oG1sHgPINrH/7r/4RX5r7HLkQPDiAN/9ByNz53+RQVcrp1uBDb7ccPzrkx8YjXly/nd/Sf47/Tj9EL4wxSwFmMcC0fFqyw218hdt4ntt5nhO8hChgPGozHjcZjxd4fnwL40mDdFKnRkCUN3DGqxRJExAIoOkUnPALWjjk4yUmxZCJHpLoDhOdsGk0iYHMQqFtmd2wAkeC6wr80CNsR9TnVzm01Ka9usTSsWPUDq+g6rVp6+u5rz7DH//vP8v4Ugkn977ve/i2/+aH8IKDjpUDHehAB/rToANA+QZVMh7zYX6fy47hu57W/MVPBNSHLwPQi+Azb9M8eKjHX5k0+Z3O+/l+83bO1A+jV0LMUoAfZdwjnuH1fJnX82WW7RrjUYtBf4HBYIGnBneQj9q0bYM5U+OordO0IX4hSNOM05nHpo3ZbjZ29AYif5lB0eEpY5BC4EiJ6yuCWkB9rsnK0glaqwssHTtK+9ghnHZrz9mNPEt59Nd/hS/8/u+AtcTzi7z/A3+b429445/wb/hABzrQgQ70jawDQPkG1X//Cz+Et9HhH3/ccOIyQMLYg2feXPDgsR635/fxc/338ln/dZgjNfRqyFJtgwf4GPfzBLeYFxj35uh2Vrncez0XB+9jsZhnwTQ4YUK8TJOnPfr5FoOix0WteamQWO9mcA+DKEs5tdqYW+6S3Hn/XbRveh+q1fy6Dfi6eOp5/uh/+2dsXTgHwOve9R7e/YM/jB/Vvi7f70AHOtCBDvSNqwNA+QbUP/j7P8h3fPFp3vhSeTtz4OT9ObefyOmYb+eHsu/gwuoR9KGIE40zvEl8jAd4nOZgRLe7Qre7ygudt7JSLP7/27vz6Kjqg//j78kyk4UkkIUkGAIBZA2LDFuIICgJhEiJxT7IoQj+LDUYUYjUtU8XiwWqj2A1AaEVi9YfVKng82ONSkAhSghEAQFBlrAkZCEkZJskM/P7g0qLBCUsmUnm8zpnznGu93vvZxg998Ode7+XTlY/jBYL1dVFlNYWU1Sfz5m6Gry8PPALDSSsWxdu73g7J465cyi7CGwX7xeO7BXIwMQowjoF3PLPa62vI+v9lexc+x52mw3f1m2I++VMOpsH3fJ9i4iIc1JBcTLL0+YSuzWb24rA6gbfdPEgqncl+0nkeVM8lR0CCQitJNH9I2JtW/EuhZLi9pwvHo6xJoL29a3oVFVJec05Si0nOVxfgW8bX9qbuzPq7mG0joq4dAakvLiaXRuOk/GPAmzfFZOegQy8t2mKCUDh8aNsTHuForzjAHSPvYu7H3oEbz/XnZBPRERUUJyOe+Y/ua3ITrkPZN3dm3xTJHMCR1Ef1YqBrXMYZnuTsNJSzhV2wFI8jiBLGMFVFqqqz3POcppjhirCu7RnYGIibfv0xNDAw/LKS6rZtf44h7IcV0xsVis717xH1uqV2Kz1ePv5M2p6Cl0HxzbJ/kVExLmpoDiRl54Yy717L946nH1XJAsjf4lvRys/bbUe84U9XDgSjlvBIAKq2hF0oYxz1eUU1n/FbT07Evuz/6J15w4/uP3KMgs5G06w/9PT2KyOKSYAJafy2JC2kLNHDwPQZWAMcdNT8Alo3WQZRETEuamgOIkXn3mQMZkX79LZ3d/EO3G/YLpxBe0LSqg90JdW5x+izYULnKs4xzn/bxhwfwL33DUUtwbOkHxfTUUduzedYG/mKerrbABEdG/DoHGdCO/cdMXEZrOSs24t21e9jbWuDpOvL/c8lEz3O0foyboiInIZFRQn8M5brzPg8134WCAvHL7t243pZ97D9+RQAko9KK8opapNHiNnTKJtr67XvF1LdT25H+Xx5ccnqau5+NC9sE7+DB7fmYhubW7Vx2lQacEZNqYv4syhrwGI6mcm7pGZ+AUG/8hIERFxRSooTqB281tEFtipNMG+wXfQ5/xdcPQC1R7F9J0xmXbRPRq1vTqLlb2Zp9i9+QSWynoAgtu3YvBPOtEhOqhJz1bYbTZyM9az7e/LqbdYMHp7M+LB6USPjNNZExERuSoVFAf7U+pPGLf74sywO+8KJ6KoK0GxPsROm35NP9/8J2udjX2fniZn4wmqy2sBaBPmw6Bxneh8RwgGt6YtBOVFhWxasoi8fV8BEBndh9HJs/APadukOUREpPlRQXGgF5+dRtyWixeKftnbk9E/f4nOg8yN3o7VauNQVgHZ645RUWoBwD/Yi0H3RnH7oDDcmriY2O129m3JIHPFMmqrq/Ewmhg+eRr94hMbvKtIRETk+1RQHGTt+2/TLzsbv2o4EwJnut/Z6HJis9k5sussO//3GGVFF+/+8W1tYsDYjvSIDcfdvenLQMW5EjYvfY1je3YB0K5rD8Y8Oos24bc1eRYREWm+VFAc5OyHrzPslI1qI+TG9ubJP6Rf81i73c6JfSV8vuZbSk5f/HnI288T85iO9BreDg/Pxj3/5maw2+0c/CyTT5a/QU1lBe6ensROnII5cTxubk2fR0REmjcVFAeYP+enjMsuB2DnnSE8Of8f1zy24GgZWR98y5nD5wEw+XjQLy6SPiMjMHo55uusKjtPxrI0jmRnARDa6XYSUmYTFBHpkDwiItL8XddvAOnp6URFReHl5YXZbObTTz+96rqZmZkYDIYrXgcPHrzu0M3Z3Gcf5q4tB3Czw74eHtz33N+vaVxpQSUb3tjL6j/lcObwedw93LgjPpKf/yGGAQkdHVZOvvliO289+ShHsrNwc3cn9r9+zqQ/vKRyIiIiN6TRR7VVq1Yxa9Ys0tPTiY2N5Y033iAhIYGvv/6ayMirH5QOHTqEv/+/n68SEhJyfYmbsc82r6f37i9oXQlnA+FY98H8LKL9D46pPG9h57pjHNiej91mx2CA7jHhDLw3Cr9AryZKfqXqigt88uYSDm7fCkBIZEfGpKTStmMnh2USEZGWw2C32+2NGTB48GD69+/P4sWLLy3r0aMHSUlJzJs374r1MzMzGTlyJKWlpbRu3fq6QpaXlxMQEEBZWdllJae5WfxwLCO2n6PWAz5O7EXqgvevuq6lqo7dm/P46uOTl2Z/jeobzJDxnQls59tUkRt0dHc2m5e+RmXpOQwGNwYl3c+QCZPw8PR0aC4REXEuN3L8btQZlNraWnJycnjmmWcuWx4fH8+OHTt+cOwdd9xBTU0NPXv25Ne//jUjR4686roWiwWLxXLpfXl5eWNiOqX5T/2MxKxzAHwRG3jVcmKts7F36yl2bTh+aZK18M4BxNzXmfAurZsqboMsVVVkrljGvi0ZAAS2i2BMymzCu3RzaC4REWl5GlVQiouLsVqthIaGXrY8NDSUgoKCBseEh4ezdOlSzGYzFouFt99+m3vuuYfMzEyGDx/e4Jh58+bx+9//vjHRnNrc537BiMx9eNjg4O1u9J7w31esY7fb+XZ3EVkfHKG8uAaANuG+xCR1omOfYIfPunpiby6blrzKheIiMBgwjx1P7ANT8DSaHJpLRERapuu6svL7B0u73X7VA2i3bt3o1u3ff8OOiYnh5MmTvPzyy1ctKM8++yypqamX3peXl9O+/Q9fq+Gsvtm/n+5ffUFQORQHwDe9BnJf/JjL1ik4Vsb2945QcLQMAJ8AI4N/0onuMeFNPsna99XV1LDt3eXkbloHQEBoGGNmzCKiR7RDc4mISMvWqIISHByMu7v7FWdLCgsLrzir8kOGDBnCO++8c9V/bzKZMJlaxt/MN/35UUYdqafeDXYN78bT89+69O/Ki6v5fM23HN5VCICH0Y074iK5I74DnibHzx1y6uB+NqUv4vzZfAD6xicyfPI0jF7eDk4mIiItXaMKitFoxGw2k5GRwX333XdpeUZGBuPHj7/m7ezZs4fw8PDG7LpZmvfMA4z97GL52Bnjz+yX1gAXnzK8e+Nxvvz4FNZ6G/zrzpzB4zrRqo3ji1ldrYXtq94hZ90asNvxCwphdPITdOjTz9HRRETERTT6J57U1FSmTJnCgAEDiImJYenSpeTl5ZGcnAxc/Hnm9OnTrFixAoBFixbRsWNHevXqRW1tLe+88w6rV69m9erVN/eTOJn5v36UmK1fYrTC4SgDUePnYLPZObD9DJ+vPUpNRR0At3VrQ+z9XQhp7+fgxBflHznExrSFnDtzCoBeI0Yxcup0TD6OvXNIRERcS6MLysSJEykpKeGFF14gPz+f6Oho1q9fT4cOHQDIz88nLy/v0vq1tbXMmTOH06dP4+3tTa9evVi3bh1jx469eZ/CyVRVVNBx33ZCS6G0FRzoN4ApPeN4b142xScrAGgd6sPQCV3o2DvI4RfAAljr68h6fyU7176H3WbDt3Ub4n45k87mQY6OJiIiLqjR86A4QnObB2VRyihGf3wamwEyEvrSs9d/czj7LABGbw8G3RtF9IjbHPIwv4YUHj/KxrRXKMo7DkD32Lu4+6FH8PZz/j9rERFxXk02D4r8uD8+83PGbjuN1c2DHTEJeNePvVhODNDzznYM+UknvP2Mjo4JgM1qZeea98havRKbtR5vP39GTU+h6+BYR0cTEREXp4JyE73y+1QGbc+h3L8PB7pPoN4zGGpthHcOYNjEroREOsd1JgAlp/LYkLaQs0cPA9BlYAxx01PwCWjt2GAiIiKooNxUwV9/SXHYo5QE9QLAt7WJoT/tzO0DQ53iOhMAm81Kzrq1bF/1Nta6Oky+vtzzUDLd7xzhNBlFRERUUG6ShY/NwMv/V1xwN2KnHvOYzpjHdHDYU4YbUlpwho3pizhz6GsAovqZiXtkJn6BwQ5OJiIicjnnOXo2Y/OfSqZN9VjqPY241x9h4tzJtAlzntty7TYbuRnr2fb35dRbLBi9vRnx4HSiR8bprImIiDglFZQbtOzPfySkwEyNTytM1Seo7XnSqcpJeVEhm5YsIm/fVwBERvdhdPIs/EPaOjiZiIjI1amg3CD77kpqfIbgXl9NWcgXPPn0EkdHAi4+H2nflgwyVyyjtroaD6OJ4ZOn0S8+EYObc9zeLCIicjUqKDfglccfxWT6KQD1po08+bJzlJOKcyVsXvoax/bsAqBd1x6MeXQWbcJvc3AyERGRa6OCcp3++PQjBFUkUG90w1Szg//z10WOjoTdbufgZ5l8svwNaiorcPf0JHbiFMyJ43Fzc/zDB0VERK6VCsp1eO/dvxKa35caH3+MNacpiyzGzd2xBaCq7DwZy9I4kp0FQGin20lImU1QRKRDc4mIiFwPFZTrUPLRN1h9RuNmtVDWdgdzXljs0DzffLGdj5alUX2hHDd3d2ImTGLg+Ptx99DXKyIizZOOYI308uwZeHtevO7E5rGROX9yXDmprrjAJ28u4eD2rQCERHZkTEoqbTt2clgmERGRm0EFpRFefDqZkLI46ozumGqyGT//WYdlObo7m81LX6Oy9BwGgxuDku5nyIRJeHh6OiyTiIjIzaKCco22bPyQsDPdqfFtg9FylpJ2eYSEhTV5DktVFZkrlrFvSwYAge0iGJMym/Au3Zo8i4iIyK2ignKNDry/FbtvIgZbHeVBW3n6j01/S/GJvblsWvIqF4qLwGDAPHY8sQ9MwdNoavIsIiIit5IKyjX405MzaOV238U3hk1NPt9JXU0N295dTu6mdQAEhIYxZsYsInpEN2kOERGRpqKC8iNefGYGbc+NoNbkgVd1Ln2mjmvS/Z86uJ9N6Ys4fzYfgL7xiQyfPA2jl3eT5hAREWlKKig/YM/2HYSd6USNTwielhKKwg4x8O7UJtl3Xa2F7aveIWfdGrDb8QsKYXTyE3To069J9i8iIuJIKig/YMff/gE+P8Fgs1LRZgvPLHijSfabf+QQG9MWcu7MKQB6jRjFyKnTMfk4z0MIRUREbiUVlKv405xk/OxJ2AA3+2ZSX0m/5fu01teR9f5Kdq59D7vNhm/rNsT9ciadzYNu+b5FRESciQpKA+Y/l0Jw8TAsXka8qvdz+6QRt3yfhcePsjHtFYryjgPQPfYu7n7oEbz9/G/5vkVERJyNCsr3lBQVEXzqNiw+4XjWnqc4bC8Pj5l5y/Zns1rZueY9slavxGatx9vPn1HTU+g6OPaW7VNERMTZqaB8z7u/+QNuPklgt1EV8BFPL1h6y/ZVciqPDWkLOXv0MABdBsYQNz0Fn4DWt2yfIiIizYEKyn9YMGcG/vXjsLmDR/3HpCy8Nded2GxWctatZfuqt7HW1WHy9eWeh5LpfucIDAbDLdmniIhIc6KC8i8LfptKUNEQLN5eeFV/Q8CIW/PAvdKCM2xMX8SZQ18DENXPTNwjM/ELDL4l+xMREWmOVFD+JfB4ABbv9njUXaAkbA8PP3Rzbym222zkZqxn29+XU2+xYPT2ZsSD04keGaezJiIiIt+jggIseuwxPL1/CkBNq808dZPnOykvKmTTkkXk7fsKgMjoPoxOnoV/SNubuh8REZGWwuULyvxfzaB1TSJWD/Cs3ULKkrSbtm273c6+LRlkrlhGbXU1HkYTwydPo198IgY3t5u2HxERkZbGpQtK2sLfE3x2ABYfH0zVx7CaPW/ativOlbB56Wsc27MLgHZdezDm0Vm0Cb/tpu1DRESkpXLpguL5ZR0Wnyjc66sobbuLXz2++Ia3abfbOfhZJp8sf4OaygrcPT2JnTgFc+J43Nzcb0JqERGRls9lC8rCxx/F6HU/ALXeG/nVSzdeTqrKzpOxLI0j2VkAhHa6nYSU2QRFRN7wtkVERFyJSxaU+U8n06YygXpPMNZ8xvQlr9/wNr/5YjsfLUuj+kI5bu7uxEyYxMDx9+Pu4ZJ/xCIiIjfE5Y6e765YQkh+X2p8/DDVnKKiU9kNba+64gKfvLmEg9u3AhAS2ZExKam07Xhr5lERERFxBS5XUC5knqDeJw43q4VzITt46jdLrntbR3dns3npa1SWnsNgcGNQ0v0MmTAJD8+bd7GtiIiIK3KpgvI/s2fg5TkBAKvnBp566frKiaWqiswVy9i3JQOAwHYRjEmZTXiXbjctq4iIiCtzmYLy4tPJhJTFU2d0w1T9BVOWLLiu7ZzYm8umJa9yobgIDAbMY8cT+8AUPI2mm5xYRETEdblEQflk/T8Jy+9FjU9rjDUFnIvIw+Tt3aht1NXUsO3d5eRuWgdAQGgYY2bMIqJH9K2ILCIi4tJcoqAc+mcWNp8E3Ky1nA/+jKdebNwtxacO7mdT+iLOn80HoG98IsMnT8Po1biSIyIiItemxReUl1MfxcftPgDs7pv41cvp1zy2rtbC9lXvkLNuDdjt+AWFMDr5CTr06XdrwoqIiAjQwgvKH595hJDSe6g1ueNVvZs+05KueWz+KWWjZQAADEdJREFUkUNsTFvIuTOnAOg1YhQjp07H5ON7i9KKiIjId1psQcnespXQM92o8QnGaCmiMPwbBo6c86PjrPV1ZL2/kp1r38Nus+Hbug1xv5xJZ/OgJkgtIiIi0IILys7/uxZ87sVgq6c8cCvPzl/6o2MKjx9lY9orFOUdB6B77F3c/dAjePv53+K0IiIi8p9aZEF5ac4MfEnCDhjsm3nyf374uhOb1crONe+RtXolNms93n7+jJqeQtfBsU0TWERERC7T4grKvGcfJbh4OLVennhV76XnlDE/uH7JqTw2pC3k7NHDAHQZGEPc9BR8Alo3QVoRERFpSIsqKN8ePEjI6UgsPqF41pZSFLafmFFPNLiuzWYlZ91atq96G2tdHSZfX+55KJnud47AYDA0cXIRERH5Ty2qoGxYtBiDz3iw26gI+JhnFjR83UlpwRk2pi/izKGvAYjqZybukZn4BQY3ZVwRERG5ihZTUP70VDJ+1vHY3MGj/iNSFl553YndZiM3Yz3b/r6ceosFo7c3Ix6cTvTIOJ01ERERcSItoqAs+M0sggpjsXiZ8Ko6SNvxV04/X15UyKYli8jb9xUAkdF9GJ08C/+Qtk0dV0RERH5EiygogSeCsHjfhkddOUXhX/HwhH8/pdhut7NvSwaZK5ZRW12Nh9HE8MnT6BefiMHNzYGpRURE5GqafUF5NWUmHt4Xp7KvapXBMwv+XU4qzpWweelrHNuzC4B2XXsw5tFZtAm/zSFZRURE5No064Ky4FczCLDci9UDPC2fkLIkDbh41uTgZ5l8svwNaiorcPf0JHbiFMyJ43Fzc3dwahEREfkxzbagvL7gvwkqHIjF2xtT9be4x7QCoKrsPBnL0jiSnQVAaKfbSUiZTVBEpCPjioiISCM024JiOmDA4t0R9/pKzoXm8FTyEr75YjsfLUuj+kI5bu7uxEyYxMDx9+Pu0Ww/poiIiEtqlkfuRY+n4Ok1AQCL90Zm/uYl1v35JQ5u3wpASGRHxqSk0rZjJ0fGFBERkevU7ArK/KeTaVM5lnpPMNZsI+GX0/jbnBQqS89hMLgxKOl+hkyYhIenp6OjioiIyHVqVgXl78tfI6SgPzXerTBWfcsF7yN8sOD3AAS2i2BMymzCu3RzcEoRERG5Udc1EUh6ejpRUVF4eXlhNpv59NNPf3D9rVu3Yjab8fLyolOnTixZsuQH178aS/Y5ary7QM1hyur/H/bz58FgwJyYxM8XvKpyIiIi0kI0uqCsWrWKWbNm8fzzz7Nnzx6GDRtGQkICeXl5Da5/7Ngxxo4dy7Bhw9izZw/PPfccjz/+OKtXr2502DqPodRVfUxN9f9isFoJCA1j4m/nMeLBX+BpNDV6eyIiIuKcDHa73d6YAYMHD6Z///4sXrz40rIePXqQlJTEvHnzrlj/6aef5sMPP+TAgQOXliUnJ/Pll1+SlZV1TfssLy8nICCAFyf8DJN7FQB94xMZPnkaRi/vxsQXERGRJvLd8busrAx/f/9GjW3UGZTa2lpycnKIj4+/bHl8fDw7duxocExWVtYV648ePZpdu3ZRV1fX4BiLxUJ5efllLwC7rQy7hzv3Pz+XUQ/PUDkRERFpoRpVUIqLi7FarYSGhl62PDQ0lIKCggbHFBQUNLh+fX09xcXFDY6ZN28eAQEBl17t27cHwObjy8xl79KhT7/GxBYREZFm5roukjUYDJe9t9vtVyz7sfUbWv6dZ599lrKyskuvkydPAvBE+luYfHyvJ7KIiIg0I426zTg4OBh3d/crzpYUFhZecZbkO2FhYQ2u7+HhQVBQUINjTCYTJpMuehUREXFVjTqDYjQaMZvNZGRkXLY8IyODoUOHNjgmJibmivU3b97MgAED8NRkaiIiItKARv/Ek5qayl/+8hfefPNNDhw4wOzZs8nLyyM5ORm4+PPMgw8+eGn95ORkTpw4QWpqKgcOHODNN9/kr3/9K3PmzLl5n0JERERalEbPJDtx4kRKSkp44YUXyM/PJzo6mvXr19OhQwcA8vPzL5sTJSoqivXr1zN79mzS0tJo164df/7zn5kwYcLN+xQiIiLSojR6HhRHuJH7qEVERMQxmmweFBEREZGmoIIiIiIiTkcFRURERJyOCoqIiIg4HRUUERERcToqKCIiIuJ0VFBERETE6aigiIiIiNNRQRERERGn0+ip7h3hu8luy8vLHZxERERErtV3x+3rmbS+WRSUkpISANq3b+/gJCIiItJYJSUlBAQENGpMsygogYGBAOTl5TX6A8rNVV5eTvv27Tl58qSei+Rg+i6ch74L56Lvw3mUlZURGRl56TjeGM2ioLi5XbxUJiAgQP+xOQl/f399F05C34Xz0HfhXPR9OI/vjuONGnMLcoiIiIjcEBUUERERcTrNoqCYTCZ++9vfYjKZHB3F5em7cB76LpyHvgvnou/DedzId2GwX8+9PyIiIiK3ULM4gyIiIiKuRQVFREREnI4KioiIiDgdFRQRERFxOk5fUNLT04mKisLLywuz2cynn37q6Eguadu2bYwbN4527dphMBhYs2aNoyO5rHnz5jFw4ED8/Pxo27YtSUlJHDp0yNGxXNLixYvp06fPpQnBYmJi2LBhg6NjCRf/PzEYDMyaNcvRUVzO7373OwwGw2WvsLCwRm/HqQvKqlWrmDVrFs8//zx79uxh2LBhJCQkkJeX5+hoLqeyspK+ffvy+uuvOzqKy9u6dSspKSl8/vnnZGRkUF9fT3x8PJWVlY6O5nIiIiKYP38+u3btYteuXdx9992MHz+e/fv3OzqaS8vOzmbp0qX06dPH0VFcVq9evcjPz7/02rt3b6O34dS3GQ8ePJj+/fuzePHiS8t69OhBUlIS8+bNc2Ay12YwGPjggw9ISkpydBQBioqKaNu2LVu3bmX48OGOjuPyAgMDeemll3j44YcdHcUlVVRU0L9/f9LT05k7dy79+vVj0aJFjo7lUn73u9+xZs0acnNzb2g7TnsGpba2lpycHOLj4y9bHh8fz44dOxyUSsT5lJWVAVzXw7jk5rFaraxcuZLKykpiYmIcHcdlpaSkkJiYyKhRoxwdxaUdPnyYdu3aERUVxQMPPMDRo0cbvQ2nfVhgcXExVquV0NDQy5aHhoZSUFDgoFQizsVut5Oamsqdd95JdHS0o+O4pL179xITE0NNTQ2tWrXigw8+oGfPno6O5ZJWrlzJ7t27yc7OdnQUlzZ48GBWrFhB165dOXv2LHPnzmXo0KHs37+foKCga96O0xaU7xgMhsve2+32K5aJuKrHHnuMr776is8++8zRUVxWt27dyM3N5fz586xevZqpU6eydetWlZQmdvLkSZ544gk2b96Ml5eXo+O4tISEhEv/3Lt3b2JiYujcuTN/+9vfSE1NvebtOG1BCQ4Oxt3d/YqzJYWFhVecVRFxRTNnzuTDDz9k27ZtREREODqOyzIajXTp0gWAAQMGkJ2dzauvvsobb7zh4GSuJScnh8LCQsxm86VlVquVbdu28frrr2OxWHB3d3dgQtfl6+tL7969OXz4cKPGOe01KEajEbPZTEZGxmXLMzIyGDp0qINSiTie3W7nscce45///CeffPIJUVFRjo4k/8Fut2OxWBwdw+Xcc8897N27l9zc3EuvAQMGMHnyZHJzc1VOHMhisXDgwAHCw8MbNc5pz6AApKamMmXKFAYMGEBMTAxLly4lLy+P5ORkR0dzORUVFRw5cuTS+2PHjpGbm0tgYCCRkZEOTOZ6UlJSePfdd1m7di1+fn6XzjIGBATg7e3t4HSu5bnnniMhIYH27dtz4cIFVq5cSWZmJhs3bnR0NJfj5+d3xXVYvr6+BAUF6fqsJjZnzhzGjRtHZGQkhYWFzJ07l/LycqZOndqo7Th1QZk4cSIlJSW88MIL5OfnEx0dzfr16+nQoYOjo7mcXbt2MXLkyEvvv/sdcerUqbz11lsOSuWavrvtfsSIEZctX758OdOmTWv6QC7s7NmzTJkyhfz8fAICAujTpw8bN24kLi7O0dFEHObUqVNMmjSJ4uJiQkJCGDJkCJ9//nmjj91OPQ+KiIiIuCanvQZFREREXJcKioiIiDgdFRQRERFxOiooIiIi4nRUUERERMTpqKCIiIiI01FBEREREaejgiIiIiJORwVFREREnI4KioiIiDgdFRQRERFxOiooIiIi4nT+P6BrvFUH1+IyAAAAAElFTkSuQmCC", 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" ] @@ -269,7 +269,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -313,7 +313,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.9.18" } }, "nbformat": 4, diff --git a/examples/ConsBequestModel/example_TerminalBequestPort.ipynb b/examples/ConsBequestModel/example_TerminalBequestPort.ipynb index 3b74d1b4f..ffe53e085 100644 --- a/examples/ConsBequestModel/example_TerminalBequestPort.ipynb +++ b/examples/ConsBequestModel/example_TerminalBequestPort.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 35, + "execution_count": 1, "id": "19c5f531", "metadata": {}, "outputs": [], @@ -20,6 +20,7 @@ ")\n", "from HARK.ConsumptionSaving.ConsBequestModel import (\n", " BequestWarmGlowPortfolioType,\n", + " init_warm_glow\n", ")\n", "from HARK.datasets.life_tables.us_ssa.SSATools import parse_ssa_life_table\n", "from HARK.datasets.SCF.WealthIncomeDist.SCFDistTools import income_wealth_dists_from_scf\n", @@ -28,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 2, "id": "509ad629", "metadata": {}, "outputs": [], @@ -87,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 3, "id": "8a2d828c", "metadata": { "title": "Alter calibration" @@ -130,25 +131,27 @@ "# Parameters related to the number of periods implied by the calibration\n", "time_params = parse_time_params(age_birth=birth_age, age_death=death_age)\n", "\n", + "portfolio_params = { # Attributes specific to the Portfolio consumer\n", + " \"RiskyAvg\": 1.08, # Average return of the risky asset\n", + " \"RiskyStd\": 0.20, # Standard deviation of (log) risky returns\n", + " \"RiskyCount\": 5, # Number of integration nodes to use in approximation of risky returns\n", + " \"ShareCount\": 25, # Number of discrete points in the risky share approximation\n", + " \"AdjustPrb\": 1.0, # Probability that the agent can adjust their risky portfolio share each period\n", + " \"DiscreteShareBool\": False,\n", + "}\n", + "\n", "# Update all the new parameters\n", - "params = copy(ConsPortfolioDict)\n", + "params = copy(init_warm_glow)\n", "params.update(time_params)\n", "params.update(dist_params)\n", "params.update(income_params)\n", - "params.update({\"LivPrb\": [1.0] * len(liv_prb)})\n", - "\n", - "# Specify bequest parameters\n", - "params[\"TermBeqCRRA\"] = params[\"CRRA\"]\n", - "params[\"TermBeqFac\"] = 1.0\n", - "params[\"TermBeqShift\"] = 0.0\n", - "params[\"BeqCRRA\"] = params[\"CRRA\"]\n", - "params[\"BeqFac\"] = 0.0\n", - "params[\"BeqShift\"] = 0.0" + "params.update(portfolio_params)\n", + "params.update({\"LivPrb\": [1.0] * len(liv_prb)})" ] }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 4, "id": "fbfff075", "metadata": { "title": "Create and solve agent" @@ -166,12 +169,13 @@ "# Make and solve an idiosyncratic shocks consumer with a finite lifecycle\n", "TerminalExample = BequestWarmGlowPortfolioType(**params)\n", "# Make this consumer live a sequence of periods exactly once\n", - "TerminalExample.cycles = 1" + "TerminalExample.cycles = 1\n", + "print(TerminalExample.BeqFac)" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 5, "id": "5f41049a", "metadata": {}, "outputs": [ @@ -179,7 +183,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a lifecycle consumer took 1.467806100845337 seconds.\n" + "Solving a lifecycle consumer took 0.40401577949523926 seconds.\n" ] } ], @@ -193,7 +197,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 6, "id": "27d1663e", "metadata": {}, "outputs": [ @@ -206,7 +210,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -223,7 +227,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 7, "id": "a16b7032", "metadata": { "lines_to_next_cell": 2, @@ -233,45 +237,45 @@ { "data": { "text/plain": [ - "{'aNrm': array([[ 0.46904282, 1.31175838, 0.56159051, ..., 1.52467805,\n", - " 2.09733267, 0.37409977],\n", - " [ 1.37520903, 0.6176298 , 0.30952987, ..., 1.84837915,\n", - " 0.89571365, 0.24535435],\n", - " [ 0.89533034, 0.6693685 , 0.22147663, ..., 0.99076435,\n", - " 1.90439842, 0.27483799],\n", + "{'aNrm': array([[ 0.37239637, 1.22302302, 0.46426215, ..., 1.43885439,\n", + " 2.01843218, 0.28016889],\n", + " [ 1.21722482, 0.47171936, 0.17523683, ..., 1.73055225,\n", + " 0.76892653, 0.11045331],\n", + " [ 0.716504 , 0.48729324, 0.06564911, ..., 0.856938 ,\n", + " 1.7177145 , 0.12693854],\n", " ...,\n", - " [ 3.1209396 , 2.09409977, 1.53508227, ..., 1.14624321,\n", - " 7.43197775, 1.08544793],\n", - " [ 5.3628424 , 2.66917712, 2.83951441, ..., 1.89757911,\n", - " 12.28691809, 2.38158327],\n", - " [ 5.63316314, 2.11559551, 3.19324341, ..., 2.36804854,\n", - " 9.9066531 , 3.49900954]]),\n", - " 'cNrm': array([[0.67873532, 0.78560172, 0.69243062, ..., 0.8093949 , 0.87001464,\n", - " 0.66309012],\n", - " [0.79329515, 0.70222072, 0.65278482, ..., 0.84389605, 0.73779289,\n", - " 0.63795665],\n", - " [0.74499716, 0.71689987, 0.63878221, ..., 0.75628097, 0.85485524,\n", - " 0.65281797],\n", + " [ 2.88161713, 1.80937593, 1.28978376, ..., 0.93062014,\n", + " 8.22460752, 0.84403352],\n", + " [ 4.92735196, 2.40480195, 2.37891098, ..., 1.575047 ,\n", + " 14.63920541, 2.02977999],\n", + " [ 5.37398574, 1.87059577, 2.66469695, ..., 1.9876699 ,\n", + " 12.98451516, 2.97316996]]),\n", + " 'cNrm': array([[0.77538178, 0.87433708, 0.78975898, ..., 0.89521857, 0.94891512,\n", + " 0.757021 ],\n", + " [0.85945598, 0.77914223, 0.71809684, ..., 0.90715534, 0.81441424,\n", + " 0.69275627],\n", + " [0.80020817, 0.77374922, 0.66620031, ..., 0.81471132, 0.89484018,\n", + " 0.6951636 ],\n", " ...,\n", - " [0.97070054, 0.87382028, 0.81664986, ..., 0.77414266, 1.32229596,\n", - " 0.76722624],\n", - " [1.15881367, 0.93108216, 0.94666304, ..., 0.85739706, 1.66736904,\n", - " 0.90425066],\n", - " [1.17635676, 0.87972626, 0.97764095, ..., 0.9034842 , 1.4913754 ,\n", - " 1.00400766]]),\n", - " 'pLvl': array([[36.71640118, 16.82205727, 7.95128107, ..., 30.27971795,\n", - " 12.98853902, 18.48391768],\n", - " [31.84982278, 17.83243806, 9.24615523, ..., 39.24987577,\n", - " 16.83630422, 17.86391025],\n", - " [33.54769045, 17.12447306, 7.96951851, ..., 50.55320999,\n", - " 11.99248252, 18.81620929],\n", + " [0.99359205, 0.90292145, 0.85618917, ..., 0.82204787, 1.39252308,\n", + " 0.81341581],\n", + " [1.13727413, 0.9409623 , 0.93882415, ..., 0.87056402, 1.80075474,\n", + " 0.90968465],\n", + " [1.15308142, 0.88349645, 0.94837635, ..., 0.89326224, 1.66911494,\n", + " 0.97281507]]),\n", + " 'pLvl': array([[ 36.71640118, 16.82205727, 7.95128107, ..., 30.27971795,\n", + " 12.98853902, 18.48391768],\n", + " [ 31.84982278, 17.83243806, 9.24615523, ..., 39.24987577,\n", + " 16.83630422, 17.86391025],\n", + " [ 33.54769045, 17.12447306, 7.96951851, ..., 50.55320999,\n", + " 11.99248252, 18.81620929],\n", " ...,\n", - " [18.05444828, 25.2129987 , 8.67721827, ..., 23.09621387,\n", - " 64.19075411, 78.77789183],\n", - " [13.03220011, 38.8833582 , 6.26345614, ..., 22.19010488,\n", - " 46.3346617 , 75.68728331],\n", - " [14.83380395, 58.74199052, 7.12933194, ..., 25.25772031,\n", - " 69.99884743, 65.89269544]]),\n", + " [ 408.86788991, 570.98314041, 196.50757925, ..., 523.04562755,\n", + " 1453.68818726, 1784.03404581],\n", + " [ 295.13215136, 880.56729166, 141.84460569, ..., 502.52553954,\n", + " 1049.3123395 , 1714.0429519 ],\n", + " [ 335.93195585, 1330.29341826, 161.45355765, ..., 571.99592313,\n", + " 1585.2204734 , 1492.23099658]]),\n", " 't_age': array([[1., 1., 1., ..., 1., 1., 1.],\n", " [2., 2., 2., ..., 2., 2., 2.],\n", " [3., 3., 3., ..., 3., 3., 3.],\n", @@ -281,20 +285,20 @@ " [5., 5., 5., ..., 5., 5., 5.]]),\n", " 'mNrm': array([[ 1.14777815, 2.0973601 , 1.25402113, ..., 2.33407295,\n", " 2.96734731, 1.03718989],\n", - " [ 2.16850418, 1.31985051, 0.96231468, ..., 2.6922752 ,\n", - " 1.63350654, 0.883311 ],\n", - " [ 1.6403275 , 1.38626836, 0.86025884, ..., 1.74704532,\n", - " 2.75925366, 0.92765597],\n", + " [ 2.0766808 , 1.25086159, 0.89333367, ..., 2.63770759,\n", + " 1.58334076, 0.80320958],\n", + " [ 1.51671217, 1.26104246, 0.73184942, ..., 1.67164932,\n", + " 2.61255468, 0.82210214],\n", " ...,\n", - " [ 4.09164014, 2.96792005, 2.35173212, ..., 1.92038587,\n", - " 8.75427371, 1.85267418],\n", - " [ 6.52165608, 3.60025928, 3.78617744, ..., 2.75497617,\n", - " 13.95428713, 3.28583394],\n", - " [ 6.80951991, 2.99532178, 4.17088436, ..., 3.27153274,\n", - " 11.3980285 , 4.5030172 ]])}" + " [ 3.87520918, 2.71229738, 2.14597293, ..., 1.75266801,\n", + " 9.61713059, 1.65744932],\n", + " [ 6.06462609, 3.34576424, 3.31773512, ..., 2.44561102,\n", + " 16.43996015, 2.93946464],\n", + " [ 6.52706716, 2.75409222, 3.6130733 , ..., 2.88093214,\n", + " 14.6536301 , 3.94598503]])}" ] }, - "execution_count": 41, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -314,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 8, "id": "7c7979ec", "metadata": { "title": "Extract and format simulation results" @@ -335,7 +339,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 9, "id": "1d8269db", "metadata": { "title": "Plots" @@ -343,7 +347,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] From 47ce83aea22f009d8c69277c9ae0265d41ae0340 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Fri, 5 Apr 2024 17:55:55 -0400 Subject: [PATCH 3/5] update dictionaries and names need to check some errors in notebooks --- HARK/ConsumptionSaving/ConsBequestModel.py | 56 ++- .../example_AccidentalBequest.ipynb | 270 +------------ .../example_AccidentalBequestPort.ipynb | 332 ++------------- .../example_ConsIndShockComp.ipynb | 93 ----- .../example_ConsPortfolioComp.ipynb | 109 ----- .../example_TerminalBequest.ipynb | 118 +++--- .../example_TerminalBequestPort.ipynb | 137 +++---- .../example_WarmGlowBequest.ipynb | 321 +++++++++++++++ .../example_WarmGlowBequestPort.ipynb | 381 ++++++++++++++++++ 9 files changed, 903 insertions(+), 914 deletions(-) delete mode 100644 examples/ConsBequestModel/example_ConsIndShockComp.ipynb delete mode 100644 examples/ConsBequestModel/example_ConsPortfolioComp.ipynb create mode 100644 examples/ConsBequestModel/example_WarmGlowBequest.ipynb create mode 100644 examples/ConsBequestModel/example_WarmGlowBequestPort.ipynb diff --git a/HARK/ConsumptionSaving/ConsBequestModel.py b/HARK/ConsumptionSaving/ConsBequestModel.py index 262125d01..6febdadc9 100644 --- a/HARK/ConsumptionSaving/ConsBequestModel.py +++ b/HARK/ConsumptionSaving/ConsBequestModel.py @@ -53,7 +53,7 @@ class BequestWarmGlowConsumerType(IndShockConsumerType): ] def __init__(self, **kwds): - params = init_wealth_in_utility.copy() + params = init_accidental_bequest.copy() params.update(kwds) super().__init__(**params) @@ -81,20 +81,20 @@ def update_parameters(self): raise ValueError("Bequest Stone-Geary parameter must be a single value.") def update_solution_terminal(self): - if self.TermBeqFac == 0.0: # No terminal bequest + if self.BeqFacTerm == 0.0: # No terminal bequest super().update_solution_terminal() else: utility = UtilityFuncCRRA(self.CRRA) warm_glow = UtilityFuncStoneGeary( - self.TermBeqCRRA, - factor=self.TermBeqFac, - shifter=self.TermBeqShift, + self.BeqCRRATerm, + factor=self.BeqFacTerm, + shifter=self.BeqShiftTerm, ) aNrmGrid = ( np.append(0.0, self.aXtraGrid) - if self.TermBeqShift != 0.0 + if self.BeqShiftTerm != 0.0 else self.aXtraGrid ) cNrmGrid = utility.derinv(warm_glow.der(aNrmGrid)) @@ -158,20 +158,20 @@ def update_parameters(self): raise ValueError("Bequest Stone-Geary parameter must be a single value.") def update_solution_terminal(self): - if self.TermBeqFac == 0.0: # No terminal bequest + if self.BeqFacTerm == 0.0: # No terminal bequest super().update_solution_terminal() else: utility = UtilityFuncCRRA(self.CRRA) warm_glow = UtilityFuncStoneGeary( - self.TermBeqCRRA, - factor=self.TermBeqFac, - shifter=self.TermBeqShift, + self.BeqCRRATerm, + factor=self.BeqFacTerm, + shifter=self.BeqShiftTerm, ) aNrmGrid = ( np.append(0.0, self.aXtraGrid) - if self.TermBeqShift != 0.0 + if self.BeqShiftTerm != 0.0 else self.aXtraGrid ) cNrmGrid = utility.derinv(warm_glow.der(aNrmGrid)) @@ -988,25 +988,23 @@ def calc_EndOfPrd_v(S, a, z): return solution_now -init_wealth_in_utility = init_idiosyncratic_shocks.copy() -init_wealth_in_utility["BeqCRRA"] = init_idiosyncratic_shocks["CRRA"] -init_wealth_in_utility["BeqFac"] = 0.0 -init_wealth_in_utility["BeqShift"] = 0.0 -init_wealth_in_utility["TermBeqCRRA"] = init_idiosyncratic_shocks["CRRA"] -init_wealth_in_utility["TermBeqFac"] = 0.0 # ignore bequest motive in terminal period -init_wealth_in_utility["TermBeqShift"] = 0.0 +init_accidental_bequest = init_idiosyncratic_shocks.copy() +init_accidental_bequest["BeqCRRA"] = init_idiosyncratic_shocks["CRRA"] +init_accidental_bequest["BeqFac"] = 0.0 +init_accidental_bequest["BeqShift"] = 0.0 +init_accidental_bequest["BeqCRRATerm"] = init_idiosyncratic_shocks["CRRA"] +init_accidental_bequest["BeqFacTerm"] = 0.0 +init_accidental_bequest["BeqShiftTerm"] = 0.0 -init_warm_glow = init_lifecycle.copy() -init_warm_glow["TermBeqCRRA"] = init_lifecycle["CRRA"] -init_warm_glow["TermBeqFac"] = 1.0 -init_warm_glow["TermBeqShift"] = 0.0 -init_warm_glow["BeqFac"] = 0.0 # Value of bequest relative to consumption -init_warm_glow["BeqShift"] = 0.0 # Shifts the utility function +init_warm_glow_terminal_only = init_accidental_bequest.copy() +init_warm_glow_terminal_only["BeqCRRATerm"] = init_lifecycle["CRRA"] +init_warm_glow_terminal_only["BeqFacTerm"] = 40.0 # kid lives 40yr after bequest +init_warm_glow_terminal_only["BeqShiftTerm"] = 0.0 -init_accidental_bequest = init_warm_glow.copy() -init_accidental_bequest["BeqFac"] = 1.0 # Value of bequest relative to consumption -init_accidental_bequest["BeqShift"] = 0.0 # Shifts the utility function -init_accidental_bequest["BeqCRRA"] = init_lifecycle["CRRA"] +init_warm_glow = init_warm_glow_terminal_only.copy() +init_warm_glow["BeqCRRA"] = init_lifecycle["CRRA"] +init_warm_glow["BeqFac"] = 40.0 +init_warm_glow["BeqShift"] = 0.0 -init_portfolio_bequest = init_accidental_bequest.copy() +init_portfolio_bequest = init_warm_glow.copy() init_portfolio_bequest.update(init_portfolio) diff --git a/examples/ConsBequestModel/example_AccidentalBequest.ipynb b/examples/ConsBequestModel/example_AccidentalBequest.ipynb index 316941159..831fa791e 100644 --- a/examples/ConsBequestModel/example_AccidentalBequest.ipynb +++ b/examples/ConsBequestModel/example_AccidentalBequest.ipynb @@ -3,136 +3,47 @@ { "cell_type": "code", "execution_count": 1, - "id": "19c5f531", "metadata": {}, "outputs": [], "source": [ - "from copy import copy\n", - "from time import time\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import pandas as pd\n", - "\n", - "from HARK.Calibration.Income.IncomeTools import (\n", - " CGM_income,\n", - " parse_income_spec,\n", - " parse_time_params,\n", + "from HARK.ConsumptionSaving.ConsBequestModel import BequestWarmGlowConsumerType\n", + "from HARK.ConsumptionSaving.ConsIndShockModel import (\n", + " IndShockConsumerType,\n", + " init_idiosyncratic_shocks,\n", ")\n", - "from HARK.ConsumptionSaving.ConsBequestModel import (\n", - " BequestWarmGlowConsumerType,\n", - " init_accidental_bequest,\n", - ")\n", - "from HARK.datasets.life_tables.us_ssa.SSATools import parse_ssa_life_table\n", - "from HARK.datasets.SCF.WealthIncomeDist.SCFDistTools import income_wealth_dists_from_scf\n", "from HARK.utilities import plot_funcs" ] }, { "cell_type": "code", "execution_count": 2, - "id": "8a2d828c", - "metadata": { - "title": "Alter calibration" - }, + "metadata": {}, "outputs": [], "source": [ - "birth_age = 25\n", - "death_age = 90\n", - "adjust_infl_to = 1992\n", - "income_calib = CGM_income\n", - "education = \"College\"\n", - "\n", - "# Income specification\n", - "income_params = parse_income_spec(\n", - " age_min=birth_age,\n", - " age_max=death_age,\n", - " adjust_infl_to=adjust_infl_to,\n", - " **income_calib[education],\n", - " SabelhausSong=True,\n", - ")\n", - "\n", - "# Initial distribution of wealth and permanent income\n", - "dist_params = income_wealth_dists_from_scf(\n", - " base_year=adjust_infl_to,\n", - " age=birth_age,\n", - " education=education,\n", - " wave=1995,\n", - ")\n", - "\n", - "# We need survival probabilities only up to death_age-1, because survival\n", - "# probability at death_age is 1.\n", - "liv_prb = parse_ssa_life_table(\n", - " female=True,\n", - " cross_sec=True,\n", - " year=2004,\n", - " min_age=birth_age,\n", - " max_age=death_age - 1,\n", - ")\n", - "\n", - "# Parameters related to the number of periods implied by the calibration\n", - "time_params = parse_time_params(age_birth=birth_age, age_death=death_age)\n", - "\n", - "# Update all the new parameters\n", - "params = copy(init_accidental_bequest)\n", - "params.update(time_params)\n", - "params.update(dist_params)\n", - "params.update(income_params)\n", - "params.update({\"LivPrb\": liv_prb})" + "beq_agent = BequestWarmGlowConsumerType()\n", + "beq_agent.cycles = 0\n", + "beq_agent.solve()" ] }, { "cell_type": "code", "execution_count": 3, - "id": "fbfff075", - "metadata": { - "title": "Create and solve agent" - }, + "metadata": {}, "outputs": [], "source": [ - "# Make and solve an idiosyncratic shocks consumer with a finite lifecycle\n", - "Agent = BequestWarmGlowConsumerType(**params)\n", - "# Make this consumer live a sequence of periods exactly once\n", - "Agent.cycles = 1" + "ind_agent = IndShockConsumerType(**init_idiosyncratic_shocks)\n", + "ind_agent.cycles = 0\n", + "ind_agent.solve()" ] }, { "cell_type": "code", "execution_count": 4, - "id": "5f41049a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Solving a lifecycle consumer took 0.019341230392456055 seconds.\n" - ] - } - ], - "source": [ - "start_time = time()\n", - "Agent.solve()\n", - "end_time = time()\n", - "print(f\"Solving a lifecycle consumer took {end_time - start_time} seconds.\")\n", - "Agent.unpack(\"cFunc\")" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "27d1663e", "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Consumption functions\n" - ] - }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -142,156 +53,15 @@ } ], "source": [ - "# Plot the consumption functions\n", - "print(\"Consumption functions\")\n", - "plot_funcs(Agent.cFunc, 0, 5)" + "plot_funcs([beq_agent.solution[0].cFunc, ind_agent.solution[0].cFunc], 0, 10)" ] }, { "cell_type": "code", - "execution_count": 6, - "id": "a16b7032", - "metadata": { - "lines_to_next_cell": 2, - "title": "Simulation" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'aNrm': array([[ 0.32380522, 0.68955532, 0.34197775, ..., 1.46693047,\n", - " 3.42320775, 0.23104866],\n", - " [ 0.13306755, 0.54144539, 1.17330302, ..., 1.17214556,\n", - " 3.05300486, 1.1052612 ],\n", - " [ 0.11375969, 0.78364427, 1.170144 , ..., 0.48155715,\n", - " 2.09446397, 0.95931916],\n", - " ...,\n", - " [ 1.98329928, 47.11068145, 5.60926002, ..., 5.47982373,\n", - " 2.97252781, 5.08850217],\n", - " [ 2.09397696, 44.00732908, 6.38008957, ..., 4.99716316,\n", - " 2.57089877, 5.84933883],\n", - " [ 2.22702697, 40.92172852, 5.32578927, ..., 5.61152821,\n", - " 2.92852871, 6.35404606]]),\n", - " 'cNrm': array([[0.84083875, 0.91732219, 0.84644168, ..., 0.99649981, 1.13416322,\n", - " 0.80614124],\n", - " [0.74584474, 0.88143084, 0.95562365, ..., 0.95552339, 1.08946728,\n", - " 0.94958006],\n", - " [0.72833189, 0.9074526 , 0.94451529, ..., 0.86333317, 1.01188232,\n", - " 0.92575319],\n", - " ...,\n", - " [1.00435376, 5.66117289, 1.02024892, ..., 1.09216373, 0.86590282,\n", - " 1.19905103],\n", - " [0.99736924, 5.55351492, 1.05682324, ..., 1.08182569, 0.84861422,\n", - " 1.29003044],\n", - " [0.99063141, 5.44266253, 0.99309475, ..., 1.14812129, 0.88529626,\n", - " 1.36624392]]),\n", - " 'pLvl': array([[ 32.95524294, 30.41775995, 10.71966635, ..., 27.60319592,\n", - " 7.18310446, 18.48391768],\n", - " [ 34.93462894, 48.22904486, 9.2988273 , ..., 26.67729987,\n", - " 8.35288028, 13.25050302],\n", - " [ 44.99524133, 46.31430523, 8.92965488, ..., 30.82406664,\n", - " 13.15956943, 11.42097732],\n", - " ...,\n", - " [ 455.76963893, 789.08391721, 145.10373655, ..., 70.93733888,\n", - " 978.91843042, 133.64358289],\n", - " [ 394.88270242, 789.08391721, 145.11513823, ..., 79.0007559 ,\n", - " 1241.89709256, 112.80446244],\n", - " [ 379.50719585, 789.08391721, 183.0391237 , ..., 71.83164114,\n", - " 1055.20521815, 102.6405975 ]]),\n", - " 't_age': array([[ 1., 1., 1., ..., 1., 1., 1.],\n", - " [ 2., 2., 2., ..., 2., 2., 2.],\n", - " [ 3., 3., 3., ..., 3., 3., 3.],\n", - " ...,\n", - " [ 3., 50., 17., ..., 31., 27., 36.],\n", - " [ 4., 51., 18., ..., 32., 28., 37.],\n", - " [ 5., 52., 19., ..., 33., 29., 38.]]),\n", - " 'mNrm': array([[ 1.16464396, 1.60687751, 1.18841943, ..., 2.46343028,\n", - " 4.55737096, 1.03718989],\n", - " [ 0.87891229, 1.42287623, 2.12892667, ..., 2.12766895,\n", - " 4.14247214, 2.05484126],\n", - " [ 0.84209158, 1.69109687, 2.11465929, ..., 1.34489032,\n", - " 3.10634629, 1.88507235],\n", - " ...,\n", - " [ 2.98765303, 52.77185433, 6.62950894, ..., 6.57198746,\n", - " 3.83843063, 6.28755319],\n", - " [ 3.0913462 , 49.56084399, 7.43691281, ..., 6.07898885,\n", - " 3.41951299, 7.13936927],\n", - " [ 3.21765838, 46.36439105, 6.31888402, ..., 6.7596495 ,\n", - " 3.81382496, 7.72028999]])}" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Number of LifecycleExamples and periods in the simulation.\n", - "Agent.AgentCount = 500\n", - "Agent.T_sim = 200\n", - "\n", - "# Set up the variables we want to keep track of.\n", - "Agent.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\"]\n", - "\n", - "# Run the simulations\n", - "Agent.initialize_sim()\n", - "Agent.simulate()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "7c7979ec", - "metadata": { - "title": "Extract and format simulation results" - }, + "execution_count": null, + "metadata": {}, "outputs": [], - "source": [ - "raw_data = {\n", - " \"Age\": Agent.history[\"t_age\"].flatten() + birth_age - 1,\n", - " \"pIncome\": Agent.history[\"pLvl\"].flatten(),\n", - " \"nrmM\": Agent.history[\"mNrm\"].flatten(),\n", - " \"nrmC\": Agent.history[\"cNrm\"].flatten(),\n", - "}\n", - "\n", - "Data = pd.DataFrame(raw_data)\n", - "Data[\"Cons\"] = Data.nrmC * Data.pIncome\n", - "Data[\"M\"] = Data.nrmM * Data.pIncome" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "1d8269db", - "metadata": { - "title": "Plots" - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Find the mean of each variable at every age\n", - "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", - "\n", - "plt.figure()\n", - "plt.plot(AgeMeans.Age, AgeMeans.pIncome, label=\"Permanent Income\")\n", - "plt.plot(AgeMeans.Age, AgeMeans.M, label=\"Market resources\")\n", - "plt.plot(AgeMeans.Age, AgeMeans.Cons, label=\"Consumption\")\n", - "plt.legend()\n", - "plt.xlabel(\"Age\")\n", - "plt.ylabel(f\"Thousands of {adjust_infl_to} USD\")\n", - "plt.title(\"Variable Medians Conditional on Survival\")\n", - "plt.grid()" - ] + "source": [] } ], "metadata": { @@ -299,7 +69,7 @@ "formats": "ipynb,py:percent" }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "hark-dev", "language": "python", "name": "python3" }, @@ -313,9 +83,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.18" + "version": "3.10.13" } }, "nbformat": 4, - "nbformat_minor": 5 + "nbformat_minor": 2 } diff --git a/examples/ConsBequestModel/example_AccidentalBequestPort.ipynb b/examples/ConsBequestModel/example_AccidentalBequestPort.ipynb index a42e5a1a3..5e2aa7146 100644 --- a/examples/ConsBequestModel/example_AccidentalBequestPort.ipynb +++ b/examples/ConsBequestModel/example_AccidentalBequestPort.ipynb @@ -3,209 +3,58 @@ { "cell_type": "code", "execution_count": 1, - "id": "19c5f531", "metadata": {}, "outputs": [], "source": [ - "from copy import copy\n", - "from time import time\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import pandas as pd\n", - "\n", - "from HARK.Calibration.Income.IncomeTools import (\n", - " CGM_income,\n", - " parse_income_spec,\n", - " parse_time_params,\n", - ")\n", - "from HARK.ConsumptionSaving.ConsBequestModel import (\n", - " BequestWarmGlowPortfolioType,\n", - " init_accidental_bequest\n", + "from HARK.ConsumptionSaving.ConsPortfolioModel import (\n", + " PortfolioConsumerType,\n", + " init_portfolio,\n", ")\n", - "from HARK.datasets.life_tables.us_ssa.SSATools import parse_ssa_life_table\n", - "from HARK.datasets.SCF.WealthIncomeDist.SCFDistTools import income_wealth_dists_from_scf\n", + "from HARK.ConsumptionSaving.ConsBequestModel import BequestWarmGlowPortfolioType\n", + "\n", "from HARK.utilities import plot_funcs" ] }, { "cell_type": "code", "execution_count": 2, - "id": "509ad629", "metadata": {}, "outputs": [], "source": [ - "# First define the portfolio params similar to the notebook solution for that agent type\n", - "ConsPortfolioDict = {\n", - " # Parameters shared with the Perfect foresight consumer type\n", - " \"CRRA\": 5.0, # Coefficient of relative risk aversion,\n", - " \"Rfree\": 1.03, # Interest factor on assets\n", - " \"DiscFac\": 0.90, # Intertemporal discount factor\n", - " \"LivPrb\": [0.98], # Survival probability\n", - " \"PermGroFac\": [1.01], # Permanent income growth factor\n", - " \"BoroCnstArt\": 0.0, # Artificial borrowing constraint\n", - " \"MaxKinks\": 400, # Maximum number of grid points to allow in cFunc (should be large)\n", - " \"AgentCount\": 10000, # Number of agents of this type (only matters for simulation)\n", - " \"aNrmInitMean\": 0.0, # Mean of log initial assets (only matters for simulation)\n", - " \"aNrmInitStd\": 1.0, # Standard deviation of log initial assets (only for simulation)\n", - " \"pLvlInitMean\": 0.0, # Mean of log initial permanent income (only matters for simulation)\n", - " \"pLvlInitStd\": 0.0, # Standard deviation of log initial permanent income (only matters for simulation)\n", - " \"PermGroFacAgg\": 1.0, # Aggregate permanent income growth factor: portion of PermGroFac attributable to aggregate productivity growth (only matters for simulation)\n", - " \"T_age\": None, # Age after which simulated agents are automatically killed\n", - " \"T_cycle\": 1, # Number of periods in the cycle for this agent type\n", - " \"PerfMITShk\": False, # Do Perfect Foresight MIT Shock: Forces Newborns to follow solution path of the agent he/she replaced when True\n", - " # assets above grid parameters\n", - " \"aXtraMin\": 0.001, # Minimum end-of-period \"assets above minimum\" value\n", - " \"aXtraMax\": 100, # Maximum end-of-period \"assets above minimum\" value\n", - " \"aXtraNestFac\": 1, # Exponential nesting factor when constructing \"assets above minimum\" grid\n", - " \"aXtraCount\": 200, # Number of points in the grid of \"assets above minimum\"\n", - " \"aXtraExtra\": [\n", - " None\n", - " ], # Some other value of \"assets above minimum\" to add to the grid, not used\n", - " # Income process variables\n", - " \"PermShkStd\": [0.1], # Standard deviation of log permanent income shocks\n", - " \"PermShkCount\": 7, # Number of points in discrete approximation to permanent income shocks\n", - " \"TranShkStd\": [0.1], # Standard deviation of log transitory income shocks\n", - " \"TranShkCount\": 7, # Number of points in discrete approximation to transitory income shocks\n", - " \"UnempPrb\": 0.05, # Probability of unemployment while working\n", - " \"UnempPrbRet\": 0.005, # Probability of \"unemployment\" while retired\n", - " \"IncUnemp\": 0.3, # Unemployment benefits replacement rate\n", - " \"IncUnempRet\": 0.0, # \"Unemployment\" benefits when retired\n", - " \"tax_rate\": 0.0, # Flat income tax rate\n", - " \"T_retire\": 0, # Period of retirement (0 --> no retirement)\n", - " \"vFuncBool\": False, # Whether to calculate the value function during solution\n", - " \"CubicBool\": False, # Use cubic spline interpolation when True, linear interpolation when False\n", - " \"neutral_measure\": False, # Use permanent income neutral measure (see Harmenberg 2021) during simulations when True.\n", - " \"NewbornTransShk\": False, # Whether Newborns have transitory shock. The default is False.\n", - "# Flag for whether to optimize risky share on a discrete grid only\n", - "}" + "port_type = PortfolioConsumerType(**init_portfolio)\n", + "port_type.cycles = 0\n", + "port_type.solve()" ] }, { "cell_type": "code", "execution_count": 3, - "id": "8a2d828c", - "metadata": { - "title": "Alter calibration" - }, + "metadata": {}, "outputs": [], "source": [ - "birth_age = 25\n", - "death_age = 90\n", - "adjust_infl_to = 1992\n", - "income_calib = CGM_income\n", - "education = \"College\"\n", - "\n", - "# Income specification\n", - "income_params = parse_income_spec(\n", - " age_min=birth_age,\n", - " age_max=death_age,\n", - " adjust_infl_to=adjust_infl_to,\n", - " **income_calib[education],\n", - " SabelhausSong=True,\n", - ")\n", - "\n", - "# Initial distribution of wealth and permanent income\n", - "dist_params = income_wealth_dists_from_scf(\n", - " base_year=adjust_infl_to,\n", - " age=birth_age,\n", - " education=education,\n", - " wave=1995,\n", - ")\n", - "\n", - "# We need survival probabilities only up to death_age-1, because survival\n", - "# probability at death_age is 1.\n", - "liv_prb = parse_ssa_life_table(\n", - " female=True,\n", - " cross_sec=True,\n", - " year=2004,\n", - " min_age=birth_age,\n", - " max_age=death_age - 1,\n", - ")\n", + "beq_type = BequestWarmGlowPortfolioType()\n", "\n", - "portfolio_params = { # Attributes specific to the Portfolio consumer\n", - " \"RiskyAvg\": 1.08, # Average return of the risky asset\n", - " \"RiskyStd\": 0.20, # Standard deviation of (log) risky returns\n", - " \"RiskyCount\": 5, # Number of integration nodes to use in approximation of risky returns\n", - " \"ShareCount\": 25, # Number of discrete points in the risky share approximation\n", - " \"AdjustPrb\": 1.0, # Probability that the agent can adjust their risky portfolio share each period\n", - " \"DiscreteShareBool\": False,\n", - "}\n", "\n", - "# Parameters related to the number of periods implied by the calibration\n", - "time_params = parse_time_params(age_birth=birth_age, age_death=death_age)\n", - "\n", - "# Update all the new parameters\n", - "params = copy(init_accidental_bequest)\n", - "params.update(time_params)\n", - "params.update(dist_params)\n", - "params.update(income_params)\n", - "params.update(portfolio_params)\n", - "params.update({\"LivPrb\": [1.0] * len(liv_prb)})\n", - "\n" + "beq_type.cycles = 0\n", + "beq_type.solve()" ] }, { "cell_type": "code", "execution_count": 4, - "id": "fbfff075", - "metadata": { - "title": "Create and solve agent" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]\n" - ] - } - ], - "source": [ - "# Make and solve an idiosyncratic shocks consumer with a finite lifecycle\n", - "Agent = BequestWarmGlowPortfolioType(**params)\n", - "# Make this consumer live a sequence of periods exactly once\n", - "Agent.cycles = 1\n", - "print(Agent.BeqFac)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "5f41049a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Solving a lifecycle consumer took 0.5253851413726807 seconds.\n" - ] - } - ], - "source": [ - "start_time = time()\n", - "Agent.solve()\n", - "end_time = time()\n", - "print(f\"Solving a lifecycle consumer took {end_time - start_time} seconds.\")\n", - "Agent.unpack(\"cFuncAdj\")" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "27d1663e", "metadata": {}, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "Consumption functions\n" + "C:\\Users\\alujan\\GitHub\\alanlujan91\\HARK\\HARK\\interpolation.py:819: RuntimeWarning: invalid value encountered in divide\n", + " alpha = (x - self.x_list[i - 1]) / (self.x_list[i] - self.x_list[i - 1])\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -215,134 +64,17 @@ } ], "source": [ - "# Plot the consumption functions\n", - "print(\"Consumption functions\")\n", - "plot_funcs(Agent.cFuncAdj, 0, 5)" + "plot_funcs([beq_type.solution[0].cFuncAdj, port_type.solution[0].cFuncAdj], 0, 10)" ] }, { "cell_type": "code", - "execution_count": 7, - "id": "a16b7032", - "metadata": { - "lines_to_next_cell": 2, - "title": "Simulation" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'aNrm': array([[ 0.37239637, 1.22302302, 0.46426215, ..., 1.43885439,\n", - " 2.01843218, 0.28016889],\n", - " [ 1.21722482, 0.47171936, 0.17523683, ..., 1.73055225,\n", - " 0.76892653, 0.11045331],\n", - " [ 0.716504 , 0.48729324, 0.06564911, ..., 0.856938 ,\n", - " 1.7177145 , 0.12693854],\n", - " ...,\n", - " [ 2.88161713, 1.80937593, 1.28978376, ..., 0.93062014,\n", - " 8.22460752, 0.84403352],\n", - " [ 4.92735196, 2.40480195, 2.37891098, ..., 1.575047 ,\n", - " 14.63920541, 2.02977999],\n", - " [ 5.37398574, 1.87059577, 2.66469695, ..., 1.9876699 ,\n", - " 12.98451516, 2.97316996]]),\n", - " 'cNrm': array([[0.77538178, 0.87433708, 0.78975898, ..., 0.89521857, 0.94891512,\n", - " 0.757021 ],\n", - " [0.85945598, 0.77914223, 0.71809684, ..., 0.90715534, 0.81441424,\n", - " 0.69275627],\n", - " [0.80020817, 0.77374922, 0.66620031, ..., 0.81471132, 0.89484018,\n", - " 0.6951636 ],\n", - " ...,\n", - " [0.99359205, 0.90292145, 0.85618917, ..., 0.82204787, 1.39252308,\n", - " 0.81341581],\n", - " [1.13727413, 0.9409623 , 0.93882415, ..., 0.87056402, 1.80075474,\n", - " 0.90968465],\n", - " [1.15308142, 0.88349645, 0.94837635, ..., 0.89326224, 1.66911494,\n", - " 0.97281507]]),\n", - " 'pLvl': array([[ 36.71640118, 16.82205727, 7.95128107, ..., 30.27971795,\n", - " 12.98853902, 18.48391768],\n", - " [ 31.84982278, 17.83243806, 9.24615523, ..., 39.24987577,\n", - " 16.83630422, 17.86391025],\n", - " [ 33.54769045, 17.12447306, 7.96951851, ..., 50.55320999,\n", - " 11.99248252, 18.81620929],\n", - " ...,\n", - " [ 408.86788991, 570.98314041, 196.50757925, ..., 523.04562755,\n", - " 1453.68818726, 1784.03404581],\n", - " [ 295.13215136, 880.56729166, 141.84460569, ..., 502.52553954,\n", - " 1049.3123395 , 1714.0429519 ],\n", - " [ 335.93195585, 1330.29341826, 161.45355765, ..., 571.99592313,\n", - " 1585.2204734 , 1492.23099658]]),\n", - " 't_age': array([[1., 1., 1., ..., 1., 1., 1.],\n", - " [2., 2., 2., ..., 2., 2., 2.],\n", - " [3., 3., 3., ..., 3., 3., 3.],\n", - " ...,\n", - " [3., 3., 3., ..., 3., 3., 3.],\n", - " [4., 4., 4., ..., 4., 4., 4.],\n", - " [5., 5., 5., ..., 5., 5., 5.]]),\n", - " 'mNrm': array([[ 1.14777815, 2.0973601 , 1.25402113, ..., 2.33407295,\n", - " 2.96734731, 1.03718989],\n", - " [ 2.0766808 , 1.25086159, 0.89333367, ..., 2.63770759,\n", - " 1.58334076, 0.80320958],\n", - " [ 1.51671217, 1.26104246, 0.73184942, ..., 1.67164932,\n", - " 2.61255468, 0.82210214],\n", - " ...,\n", - " [ 3.87520918, 2.71229738, 2.14597293, ..., 1.75266801,\n", - " 9.61713059, 1.65744932],\n", - " [ 6.06462609, 3.34576424, 3.31773512, ..., 2.44561102,\n", - " 16.43996015, 2.93946464],\n", - " [ 6.52706716, 2.75409222, 3.6130733 , ..., 2.88093214,\n", - " 14.6536301 , 3.94598503]])}" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Number of LifecycleExamples and periods in the simulation.\n", - "Agent.AgentCount = 500\n", - "Agent.T_sim = 200\n", - "\n", - "# Set up the variables we want to keep track of.\n", - "Agent.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\"]\n", - "\n", - "# Run the simulations\n", - "Agent.initialize_sim()\n", - "Agent.simulate()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "7c7979ec", - "metadata": { - "title": "Extract and format simulation results" - }, - "outputs": [], - "source": [ - "raw_data = {\n", - " \"Age\": Agent.history[\"t_age\"].flatten() + birth_age - 1,\n", - " \"pIncome\": Agent.history[\"pLvl\"].flatten(),\n", - " \"nrmM\": Agent.history[\"mNrm\"].flatten(),\n", - " \"nrmC\": Agent.history[\"cNrm\"].flatten(),\n", - "}\n", - "\n", - "Data = pd.DataFrame(raw_data)\n", - "Data[\"Cons\"] = Data.nrmC * Data.pIncome\n", - "Data[\"M\"] = Data.nrmM * Data.pIncome" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "1d8269db", - "metadata": { - "title": "Plots" - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -352,27 +84,15 @@ } ], "source": [ - "# Find the mean of each variable at every age\n", - "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", - "\n", - "plt.figure()\n", - "plt.plot(AgeMeans.Age, AgeMeans.pIncome, label=\"Permanent Income\")\n", - "plt.plot(AgeMeans.Age, AgeMeans.M, label=\"Market resources\")\n", - "plt.plot(AgeMeans.Age, AgeMeans.Cons, label=\"Consumption\")\n", - "plt.legend()\n", - "plt.xlabel(\"Age\")\n", - "plt.ylabel(f\"Thousands of {adjust_infl_to} USD\")\n", - "plt.title(\"Variable Medians Conditional on Survival\")\n", - "plt.grid()" + "plot_funcs(\n", + " [beq_type.solution[0].ShareFuncAdj, port_type.solution[0].ShareFuncAdj], 0, 10\n", + ")" ] } ], "metadata": { - "jupytext": { - "formats": "ipynb,py:percent" - }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "hark", "language": "python", "name": "python3" }, @@ -386,9 +106,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.18" + "version": "3.10.13" } }, "nbformat": 4, - "nbformat_minor": 5 + "nbformat_minor": 2 } diff --git a/examples/ConsBequestModel/example_ConsIndShockComp.ipynb b/examples/ConsBequestModel/example_ConsIndShockComp.ipynb deleted file mode 100644 index 18d192e4e..000000000 --- a/examples/ConsBequestModel/example_ConsIndShockComp.ipynb +++ /dev/null @@ -1,93 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from HARK.ConsumptionSaving.ConsBequestModel import BequestWarmGlowConsumerType\n", - "from HARK.ConsumptionSaving.ConsIndShockModel import (\n", - " IndShockConsumerType,\n", - " init_idiosyncratic_shocks,\n", - ")\n", - "from HARK.utilities import plot_funcs" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "beq_agent = BequestWarmGlowConsumerType(\n", - " **init_idiosyncratic_shocks, TermBeqFac=0.0, BeqFac=0.0\n", - ")\n", - "beq_agent.cycles = 0\n", - "beq_agent.solve()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "ind_agent = IndShockConsumerType(**init_idiosyncratic_shocks)\n", - "ind_agent.cycles = 0\n", - "ind_agent.solve()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_funcs([beq_agent.solution[0].cFunc, ind_agent.solution[0].cFunc], 0, 10)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "jupytext": { - "formats": "ipynb,py:percent" - }, - "kernelspec": { - "display_name": "hark-dev", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.13" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/examples/ConsBequestModel/example_ConsPortfolioComp.ipynb b/examples/ConsBequestModel/example_ConsPortfolioComp.ipynb deleted file mode 100644 index f4050ff56..000000000 --- a/examples/ConsBequestModel/example_ConsPortfolioComp.ipynb +++ /dev/null @@ -1,109 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "from HARK.ConsumptionSaving.ConsPortfolioModel import (\n", - " PortfolioConsumerType,\n", - " init_portfolio,\n", - ")\n", - "from HARK.ConsumptionSaving.ConsBequestModel import BequestWarmGlowPortfolioType\n", - "\n", - "from HARK.ConsumptionSaving.ConsIndShockModel import (\n", - " init_idiosyncratic_shocks\n", - ")\n", - "from HARK.utilities import plot_funcs" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "port_type = PortfolioConsumerType(**init_portfolio)\n", - "port_type.cycles = 0\n", - "port_type.solve()" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "beq_type = BequestWarmGlowPortfolioType(\n", - " **init_portfolio)\n", - "\n", - "beq_type.TermBeqFac = 0\n", - "beq_type.BeqFac = [0]\n", - "beq_type.cycles = 0\n", - "beq_type.solve()" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_funcs([beq_type.solution[0].cFuncAdj, port_type.solution[0].cFuncAdj], 0, 10)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_funcs([beq_type.solution[0].ShareFuncAdj, port_type.solution[0].ShareFuncAdj], 0, 10)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "hark", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.18" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/examples/ConsBequestModel/example_TerminalBequest.ipynb b/examples/ConsBequestModel/example_TerminalBequest.ipynb index 957867cd5..31dfdcafe 100644 --- a/examples/ConsBequestModel/example_TerminalBequest.ipynb +++ b/examples/ConsBequestModel/example_TerminalBequest.ipynb @@ -20,7 +20,7 @@ ")\n", "from HARK.ConsumptionSaving.ConsBequestModel import (\n", " BequestWarmGlowConsumerType,\n", - " init_warm_glow,\n", + " init_warm_glow_terminal_only,\n", ")\n", "from HARK.datasets.life_tables.us_ssa.SSATools import parse_ssa_life_table\n", "from HARK.datasets.SCF.WealthIncomeDist.SCFDistTools import income_wealth_dists_from_scf\n", @@ -37,7 +37,7 @@ "outputs": [], "source": [ "birth_age = 25\n", - "death_age = 90\n", + "death_age = 120\n", "adjust_infl_to = 1992\n", "income_calib = CGM_income\n", "education = \"College\"\n", @@ -73,7 +73,7 @@ "time_params = parse_time_params(age_birth=birth_age, age_death=death_age)\n", "\n", "# Update all the new parameters\n", - "params = copy(init_warm_glow)\n", + "params = copy(init_warm_glow_terminal_only)\n", "params.update(time_params)\n", "params.update(dist_params)\n", "params.update(income_params)\n", @@ -105,7 +105,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a lifecycle consumer took 0.026462078094482422 seconds.\n" + "Solving a lifecycle consumer took 0.06389713287353516 seconds.\n" ] } ], @@ -132,7 +132,7 @@ }, { "data": { - "image/png": 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", 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4.33046113,\n", - " 1.6541617 ]])}" + " [1.33764941, 6.40098025, 2.44415794, ..., 2.92604341, 1.78154788,\n", + " 1.77399493],\n", + " [1.41214388, 6.29301393, 3.22520708, ..., 3.17007074, 1.20822923,\n", + " 2.01202014],\n", + " [1.45629909, 8.80399025, 2.60399488, ..., 3.45300171, 0.9856969 ,\n", + " 2.27227197]])}" ] }, "execution_count": 6, @@ -269,7 +269,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -313,7 +313,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.18" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/examples/ConsBequestModel/example_TerminalBequestPort.ipynb b/examples/ConsBequestModel/example_TerminalBequestPort.ipynb index ffe53e085..fad9ca893 100644 --- a/examples/ConsBequestModel/example_TerminalBequestPort.ipynb +++ b/examples/ConsBequestModel/example_TerminalBequestPort.ipynb @@ -20,7 +20,7 @@ ")\n", "from HARK.ConsumptionSaving.ConsBequestModel import (\n", " BequestWarmGlowPortfolioType,\n", - " init_warm_glow\n", + " init_warm_glow_terminal_only,\n", ")\n", "from HARK.datasets.life_tables.us_ssa.SSATools import parse_ssa_life_table\n", "from HARK.datasets.SCF.WealthIncomeDist.SCFDistTools import income_wealth_dists_from_scf\n", @@ -43,20 +43,28 @@ " \"LivPrb\": [0.98], # Survival probability\n", " \"PermGroFac\": [1.01], # Permanent income growth factor\n", " \"BoroCnstArt\": 0.0, # Artificial borrowing constraint\n", - " \"MaxKinks\": 400, # Maximum number of grid points to allow in cFunc (should be large)\n", - " \"AgentCount\": 10000, # Number of agents of this type (only matters for simulation)\n", - " \"aNrmInitMean\": 0.0, # Mean of log initial assets (only matters for simulation)\n", - " \"aNrmInitStd\": 1.0, # Standard deviation of log initial assets (only for simulation)\n", - " \"pLvlInitMean\": 0.0, # Mean of log initial permanent income (only matters for simulation)\n", - " \"pLvlInitStd\": 0.0, # Standard deviation of log initial permanent income (only matters for simulation)\n", - " \"PermGroFacAgg\": 1.0, # Aggregate permanent income growth factor: portion of PermGroFac attributable to aggregate productivity growth (only matters for simulation)\n", + " # Maximum number of grid points to allow in cFunc (should be large)\n", + " \"MaxKinks\": 400,\n", + " # Number of agents of this type (only matters for simulation)\n", + " \"AgentCount\": 10000,\n", + " # Mean of log initial assets (only matters for simulation)\n", + " \"aNrmInitMean\": 0.0,\n", + " # Standard deviation of log initial assets (only for simulation)\n", + " \"aNrmInitStd\": 1.0,\n", + " # Mean of log initial permanent income (only matters for simulation)\n", + " \"pLvlInitMean\": 0.0,\n", + " # Standard deviation of log initial permanent income (only matters for simulation)\n", + " \"pLvlInitStd\": 0.0,\n", + " # Aggregate permanent income growth factor: portion of PermGroFac attributable to aggregate productivity growth (only matters for simulation)\n", + " \"PermGroFacAgg\": 1.0,\n", " \"T_age\": None, # Age after which simulated agents are automatically killed\n", " \"T_cycle\": 1, # Number of periods in the cycle for this agent type\n", " \"PerfMITShk\": False, # Do Perfect Foresight MIT Shock: Forces Newborns to follow solution path of the agent he/she replaced when True\n", " # assets above grid parameters\n", " \"aXtraMin\": 0.001, # Minimum end-of-period \"assets above minimum\" value\n", " \"aXtraMax\": 100, # Maximum end-of-period \"assets above minimum\" value\n", - " \"aXtraNestFac\": 1, # Exponential nesting factor when constructing \"assets above minimum\" grid\n", + " # Exponential nesting factor when constructing \"assets above minimum\" grid\n", + " \"aXtraNestFac\": 1,\n", " \"aXtraCount\": 200, # Number of points in the grid of \"assets above minimum\"\n", " \"aXtraExtra\": [\n", " None\n", @@ -73,16 +81,21 @@ " \"tax_rate\": 0.0, # Flat income tax rate\n", " \"T_retire\": 0, # Period of retirement (0 --> no retirement)\n", " \"vFuncBool\": False, # Whether to calculate the value function during solution\n", - " \"CubicBool\": False, # Use cubic spline interpolation when True, linear interpolation when False\n", - " \"neutral_measure\": False, # Use permanent income neutral measure (see Harmenberg 2021) during simulations when True.\n", - " \"NewbornTransShk\": False, # Whether Newborns have transitory shock. The default is False.\n", + " # Use cubic spline interpolation when True, linear interpolation when False\n", + " \"CubicBool\": False,\n", + " # Use permanent income neutral measure (see Harmenberg 2021) during simulations when True.\n", + " \"neutral_measure\": False,\n", + " # Whether Newborns have transitory shock. The default is False.\n", + " \"NewbornTransShk\": False,\n", " # Attributes specific to the Portfolio consumer\n", " \"RiskyAvg\": 1.08, # Average return of the risky asset\n", " \"RiskyStd\": 0.20, # Standard deviation of (log) risky returns\n", " \"RiskyCount\": 5, # Number of integration nodes to use in approximation of risky returns\n", " \"ShareCount\": 25, # Number of discrete points in the risky share approximation\n", - " \"AdjustPrb\": 1.0, # Probability that the agent can adjust their risky portfolio share each period\n", - " \"DiscreteShareBool\": False, # Flag for whether to optimize risky share on a discrete grid only\n", + " # Probability that the agent can adjust their risky portfolio share each period\n", + " \"AdjustPrb\": 1.0,\n", + " # Flag for whether to optimize risky share on a discrete grid only\n", + " \"DiscreteShareBool\": False,\n", "}" ] }, @@ -131,7 +144,7 @@ "# Parameters related to the number of periods implied by the calibration\n", "time_params = parse_time_params(age_birth=birth_age, age_death=death_age)\n", "\n", - "portfolio_params = { # Attributes specific to the Portfolio consumer\n", + "portfolio_params = { # Attributes specific to the Portfolio consumer\n", " \"RiskyAvg\": 1.08, # Average return of the risky asset\n", " \"RiskyStd\": 0.20, # Standard deviation of (log) risky returns\n", " \"RiskyCount\": 5, # Number of integration nodes to use in approximation of risky returns\n", @@ -141,7 +154,7 @@ "}\n", "\n", "# Update all the new parameters\n", - "params = copy(init_warm_glow)\n", + "params = copy(init_warm_glow_terminal_only)\n", "params.update(time_params)\n", "params.update(dist_params)\n", "params.update(income_params)\n", @@ -183,7 +196,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a lifecycle consumer took 0.40401577949523926 seconds.\n" + "Solving a lifecycle consumer took 0.4435272216796875 seconds.\n" ] } ], @@ -210,7 +223,7 @@ }, { "data": { - "image/png": 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", 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", 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1.65744932],\n", - " [ 6.06462609, 3.34576424, 3.31773512, ..., 2.44561102,\n", - " 16.43996015, 2.93946464],\n", - " [ 6.52706716, 2.75409222, 3.6130733 , ..., 2.88093214,\n", - " 14.6536301 , 3.94598503]])}" + " [ nan, nan, nan, ..., nan, nan,\n", + " nan],\n", + " [ nan, nan, nan, ..., nan, nan,\n", + " nan],\n", + " [ nan, nan, nan, ..., nan, nan,\n", + " nan]])}" ] }, "execution_count": 7, @@ -347,7 +348,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -391,7 +392,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.18" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/examples/ConsBequestModel/example_WarmGlowBequest.ipynb b/examples/ConsBequestModel/example_WarmGlowBequest.ipynb new file mode 100644 index 000000000..60b787966 --- /dev/null +++ b/examples/ConsBequestModel/example_WarmGlowBequest.ipynb @@ -0,0 +1,321 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 9, + "id": "19c5f531", + "metadata": {}, + "outputs": [], + "source": [ + "from copy import copy\n", + "from time import time\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "from HARK.Calibration.Income.IncomeTools import (\n", + " CGM_income,\n", + " parse_income_spec,\n", + " parse_time_params,\n", + ")\n", + "from HARK.ConsumptionSaving.ConsBequestModel import (\n", + " BequestWarmGlowConsumerType,\n", + " init_warm_glow,\n", + ")\n", + "from HARK.datasets.life_tables.us_ssa.SSATools import parse_ssa_life_table\n", + "from HARK.datasets.SCF.WealthIncomeDist.SCFDistTools import income_wealth_dists_from_scf\n", + "from HARK.utilities import plot_funcs" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "8a2d828c", + "metadata": { + "title": "Alter calibration" + }, + "outputs": [], + "source": [ + "birth_age = 25\n", + "death_age = 120\n", + "adjust_infl_to = 1992\n", + "income_calib = CGM_income\n", + "education = \"College\"\n", + "\n", + "# Income specification\n", + "income_params = parse_income_spec(\n", + " age_min=birth_age,\n", + " age_max=death_age,\n", + " adjust_infl_to=adjust_infl_to,\n", + " **income_calib[education],\n", + " SabelhausSong=True,\n", + ")\n", + "\n", + "# Initial distribution of wealth and permanent income\n", + "dist_params = income_wealth_dists_from_scf(\n", + " base_year=adjust_infl_to,\n", + " age=birth_age,\n", + " education=education,\n", + " wave=1995,\n", + ")\n", + "\n", + "# We need survival probabilities only up to death_age-1, because survival\n", + "# probability at death_age is 1.\n", + "liv_prb = parse_ssa_life_table(\n", + " female=True,\n", + " cross_sec=True,\n", + " year=2004,\n", + " min_age=birth_age,\n", + " max_age=death_age - 1,\n", + ")\n", + "\n", + "# Parameters related to the number of periods implied by the calibration\n", + "time_params = parse_time_params(age_birth=birth_age, age_death=death_age)\n", + "\n", + "# Update all the new parameters\n", + "params = copy(init_warm_glow)\n", + "params.update(time_params)\n", + "params.update(dist_params)\n", + "params.update(income_params)\n", + "params.update({\"LivPrb\": liv_prb})" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "fbfff075", + "metadata": { + "title": "Create and solve agent" + }, + "outputs": [], + "source": [ + "# Make and solve an idiosyncratic shocks consumer with a finite lifecycle\n", + "Agent = BequestWarmGlowConsumerType(**params)\n", + "# Make this consumer live a sequence of periods exactly once\n", + "Agent.cycles = 1" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "5f41049a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a lifecycle consumer took 0.04669356346130371 seconds.\n" + ] + } + ], + "source": [ + "start_time = time()\n", + "Agent.solve()\n", + "end_time = time()\n", + "print(f\"Solving a lifecycle consumer took {end_time - start_time} seconds.\")\n", + "Agent.unpack(\"cFunc\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "27d1663e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the consumption functions\n", + "print(\"Consumption functions\")\n", + "plot_funcs(Agent.cFunc, 0, 5)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "a16b7032", + "metadata": { + "lines_to_next_cell": 2, + "title": "Simulation" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'aNrm': array([[ 1.79412644, 1.66743155, 0.57564762, ..., 3.15046858,\n", + " 1.19036934, 0.34459373],\n", + " [ 1.39124841, 1.16566103, 1.48145047, ..., 2.88779527,\n", + " 1.26166512, 1.3099449 ],\n", + " [ 0.98829161, 1.45107179, 1.52854256, ..., 1.92487178,\n", + " 1.06565007, 1.24057602],\n", + " ...,\n", + " [ 7.49051719, 7.75136436, 10.67806008, ..., 12.80044104,\n", + " 6.24639526, 1.91446752],\n", + " [ 7.52532185, 7.74273045, 10.39431939, ..., 13.03795022,\n", + " 6.8443646 , 1.91820761],\n", + " [ 7.55945773, 7.73639185, 9.98542757, ..., 13.26628713,\n", + " 6.73471769, 1.99094224]]),\n", + " 'cNrm': array([[0.97047847, 0.95938038, 0.80968597, ..., 1.07298204, 0.91098692,\n", + " 0.72948666],\n", + " [0.91628752, 0.89245789, 0.9249315 , ..., 1.03410186, 0.90306134,\n", + " 0.90803888],\n", + " [0.85996645, 0.9095479 , 0.91663031, ..., 0.94940691, 0.86955367,\n", + " 0.88909245],\n", + " ...,\n", + " [1.2251448 , 1.28073342, 1.22037629, ..., 1.3752171 , 0.95867032,\n", + " 0.72897603],\n", + " [1.22675296, 1.27801695, 1.19810318, ..., 1.40435278, 0.99894878,\n", + " 0.71971309],\n", + " [1.22846589, 1.27546262, 1.17054247, ..., 1.43459917, 0.99947441,\n", + " 0.7161747 ]]),\n", + " 'pLvl': array([[22.13230761, 60.78918 , 22.61979167, ..., 12.11806452,\n", + " 6.39789764, 10.57841847],\n", + " [23.4616372 , 96.38461526, 19.62164953, ..., 11.71158739,\n", + " 7.43980174, 7.58331477],\n", + " [30.21821213, 92.558053 , 18.84265111, ..., 13.53205729,\n", + " 11.72105719, 6.53627004],\n", + " ...,\n", + " [24.7358559 , 22.99033085, 2.81600477, ..., 18.76397611,\n", + " 73.71814942, 30.83889795],\n", + " [24.7358559 , 22.99033085, 2.81622604, ..., 18.19234716,\n", + " 67.5914452 , 32.4651915 ],\n", + " [24.7358559 , 22.99033085, 2.96474011, ..., 17.63016178,\n", + " 69.97207456, 30.56681738]]),\n", + " 't_age': array([[ 1., 1., 1., ..., 1., 1., 1.],\n", + " [ 2., 2., 2., ..., 2., 2., 2.],\n", + " [ 3., 3., 3., ..., 3., 3., 3.],\n", + " ...,\n", + " [62., 48., 17., ..., 31., 27., 18.],\n", + " [63., 49., 18., ..., 32., 28., 19.],\n", + " [64., 50., 19., ..., 33., 29., 20.]]),\n", + " 'mNrm': array([[ 2.76460491, 2.62681193, 1.3853336 , ..., 4.22345062,\n", + " 2.10135626, 1.07408039],\n", + " [ 2.30753593, 2.05811893, 2.40638197, ..., 3.92189713,\n", + " 2.16472646, 2.21798378],\n", + " [ 1.84825806, 2.36061969, 2.44517287, ..., 2.87427868,\n", + " 1.93520373, 2.12966847],\n", + " ...,\n", + " [ 8.71566199, 9.03209778, 11.89843637, ..., 14.17565814,\n", + " 7.20506558, 2.64344355],\n", + " [ 8.75207481, 9.0207474 , 11.59242257, ..., 14.442303 ,\n", + " 7.84331338, 2.6379207 ],\n", + " [ 8.78792361, 9.01185447, 11.15597004, ..., 14.7008863 ,\n", + " 7.7341921 , 2.70711694]])}" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Number of LifecycleExamples and periods in the simulation.\n", + "Agent.AgentCount = 500\n", + "Agent.T_sim = 200\n", + "\n", + "# Set up the variables we want to keep track of.\n", + "Agent.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\"]\n", + "\n", + "# Run the simulations\n", + "Agent.initialize_sim()\n", + "Agent.simulate()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "7c7979ec", + "metadata": { + "title": "Extract and format simulation results" + }, + "outputs": [], + "source": [ + "raw_data = {\n", + " \"Age\": Agent.history[\"t_age\"].flatten() + birth_age - 1,\n", + " \"pIncome\": Agent.history[\"pLvl\"].flatten(),\n", + " \"nrmM\": Agent.history[\"mNrm\"].flatten(),\n", + " \"nrmC\": Agent.history[\"cNrm\"].flatten(),\n", + "}\n", + "\n", + "Data = pd.DataFrame(raw_data)\n", + "Data[\"Cons\"] = Data.nrmC * Data.pIncome\n", + "Data[\"M\"] = Data.nrmM * Data.pIncome" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "1d8269db", + "metadata": { + "title": "Plots" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Find the mean of each variable at every age\n", + "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", + "\n", + "plt.figure()\n", + "plt.plot(AgeMeans.Age, AgeMeans.pIncome, label=\"Permanent Income\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.M, label=\"Market resources\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.Cons, label=\"Consumption\")\n", + "plt.legend()\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(f\"Thousands of {adjust_infl_to} USD\")\n", + "plt.title(\"Variable Medians Conditional on Survival\")\n", + "plt.grid()" + ] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/ConsBequestModel/example_WarmGlowBequestPort.ipynb b/examples/ConsBequestModel/example_WarmGlowBequestPort.ipynb new file mode 100644 index 000000000..a2b47b988 --- /dev/null +++ b/examples/ConsBequestModel/example_WarmGlowBequestPort.ipynb @@ -0,0 +1,381 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "19c5f531", + "metadata": {}, + "outputs": [], + "source": [ + "from copy import copy\n", + "from time import time\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "from HARK.Calibration.Income.IncomeTools import (\n", + " CGM_income,\n", + " parse_income_spec,\n", + " parse_time_params,\n", + ")\n", + "from HARK.ConsumptionSaving.ConsBequestModel import (\n", + " BequestWarmGlowPortfolioType,\n", + " init_warm_glow,\n", + ")\n", + "from HARK.datasets.life_tables.us_ssa.SSATools import parse_ssa_life_table\n", + "from HARK.datasets.SCF.WealthIncomeDist.SCFDistTools import income_wealth_dists_from_scf\n", + "from HARK.utilities import plot_funcs" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "509ad629", + "metadata": {}, + "outputs": [], + "source": [ + "# First define the portfolio params similar to the notebook solution for that agent type\n", + "ConsPortfolioDict = {\n", + " # Parameters shared with the Perfect foresight consumer type\n", + " \"CRRA\": 5.0, # Coefficient of relative risk aversion,\n", + " \"Rfree\": 1.03, # Interest factor on assets\n", + " \"DiscFac\": 0.90, # Intertemporal discount factor\n", + " \"LivPrb\": [0.98], # Survival probability\n", + " \"PermGroFac\": [1.01], # Permanent income growth factor\n", + " \"BoroCnstArt\": 0.0, # Artificial borrowing constraint\n", + " \"MaxKinks\": 400, # Maximum number of grid points to allow in cFunc (should be large)\n", + " \"AgentCount\": 10000, # Number of agents of this type (only matters for simulation)\n", + " \"aNrmInitMean\": 0.0, # Mean of log initial assets (only matters for simulation)\n", + " \"aNrmInitStd\": 1.0, # Standard deviation of log initial assets (only for simulation)\n", + " \"pLvlInitMean\": 0.0, # Mean of log initial permanent income (only matters for simulation)\n", + " \"pLvlInitStd\": 0.0, # Standard deviation of log initial permanent income (only matters for simulation)\n", + " \"PermGroFacAgg\": 1.0, # Aggregate permanent income growth factor: portion of PermGroFac attributable to aggregate productivity growth (only matters for simulation)\n", + " \"T_age\": None, # Age after which simulated agents are automatically killed\n", + " \"T_cycle\": 1, # Number of periods in the cycle for this agent type\n", + " \"PerfMITShk\": False, # Do Perfect Foresight MIT Shock: Forces Newborns to follow solution path of the agent he/she replaced when True\n", + " # assets above grid parameters\n", + " \"aXtraMin\": 0.001, # Minimum end-of-period \"assets above minimum\" value\n", + " \"aXtraMax\": 100, # Maximum end-of-period \"assets above minimum\" value\n", + " \"aXtraNestFac\": 1, # Exponential nesting factor when constructing \"assets above minimum\" grid\n", + " \"aXtraCount\": 200, # Number of points in the grid of \"assets above minimum\"\n", + " \"aXtraExtra\": [\n", + " None\n", + " ], # Some other value of \"assets above minimum\" to add to the grid, not used\n", + " # Income process variables\n", + " \"PermShkStd\": [0.1], # Standard deviation of log permanent income shocks\n", + " \"PermShkCount\": 7, # Number of points in discrete approximation to permanent income shocks\n", + " \"TranShkStd\": [0.1], # Standard deviation of log transitory income shocks\n", + " \"TranShkCount\": 7, # Number of points in discrete approximation to transitory income shocks\n", + " \"UnempPrb\": 0.05, # Probability of unemployment while working\n", + " \"UnempPrbRet\": 0.005, # Probability of \"unemployment\" while retired\n", + " \"IncUnemp\": 0.3, # Unemployment benefits replacement rate\n", + " \"IncUnempRet\": 0.0, # \"Unemployment\" benefits when retired\n", + " \"tax_rate\": 0.0, # Flat income tax rate\n", + " \"T_retire\": 0, # Period of retirement (0 --> no retirement)\n", + " \"vFuncBool\": False, # Whether to calculate the value function during solution\n", + " \"CubicBool\": False, # Use cubic spline interpolation when True, linear interpolation when False\n", + " \"neutral_measure\": False, # Use permanent income neutral measure (see Harmenberg 2021) during simulations when True.\n", + " \"NewbornTransShk\": False, # Whether Newborns have transitory shock. The default is False.\n", + " # Flag for whether to optimize risky share on a discrete grid only\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "8a2d828c", + "metadata": { + "title": "Alter calibration" + }, + "outputs": [], + "source": [ + "birth_age = 25\n", + "death_age = 90\n", + "adjust_infl_to = 1992\n", + "income_calib = CGM_income\n", + "education = \"College\"\n", + "\n", + "# Income specification\n", + "income_params = parse_income_spec(\n", + " age_min=birth_age,\n", + " age_max=death_age,\n", + " adjust_infl_to=adjust_infl_to,\n", + " **income_calib[education],\n", + " SabelhausSong=True,\n", + ")\n", + "\n", + "# Initial distribution of wealth and permanent income\n", + "dist_params = income_wealth_dists_from_scf(\n", + " base_year=adjust_infl_to,\n", + " age=birth_age,\n", + " education=education,\n", + " wave=1995,\n", + ")\n", + "\n", + "# We need survival probabilities only up to death_age-1, because survival\n", + "# probability at death_age is 1.\n", + "liv_prb = parse_ssa_life_table(\n", + " female=True,\n", + " cross_sec=True,\n", + " year=2004,\n", + " min_age=birth_age,\n", + " max_age=death_age - 1,\n", + ")\n", + "\n", + "portfolio_params = { # Attributes specific to the Portfolio consumer\n", + " \"RiskyAvg\": 1.08, # Average return of the risky asset\n", + " \"RiskyStd\": 0.20, # Standard deviation of (log) risky returns\n", + " \"RiskyCount\": 5, # Number of integration nodes to use in approximation of risky returns\n", + " \"ShareCount\": 25, # Number of discrete points in the risky share approximation\n", + " \"AdjustPrb\": 1.0, # Probability that the agent can adjust their risky portfolio share each period\n", + " \"DiscreteShareBool\": False,\n", + "}\n", + "\n", + "# Parameters related to the number of periods implied by the calibration\n", + "time_params = parse_time_params(age_birth=birth_age, age_death=death_age)\n", + "\n", + "# Update all the new parameters\n", + "params = copy(init_warm_glow)\n", + "params.update(time_params)\n", + "params.update(dist_params)\n", + "params.update(income_params)\n", + "params.update(portfolio_params)\n", + "params.update({\"LivPrb\": [1.0] * len(liv_prb)})" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "fbfff075", + "metadata": { + "title": "Create and solve agent" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0]\n" + ] + } + ], + "source": [ + "# Make and solve an idiosyncratic shocks consumer with a finite lifecycle\n", + "Agent = BequestWarmGlowPortfolioType(**params)\n", + "# Make this consumer live a sequence of periods exactly once\n", + "Agent.cycles = 1\n", + "print(Agent.BeqFac)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5f41049a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a lifecycle consumer took 0.4337644577026367 seconds.\n" + ] + } + ], + "source": [ + "start_time = time()\n", + "Agent.solve()\n", + "end_time = time()\n", + "print(f\"Solving a lifecycle consumer took {end_time - start_time} seconds.\")\n", + "Agent.unpack(\"cFuncAdj\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "27d1663e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the consumption functions\n", + "print(\"Consumption functions\")\n", + "plot_funcs(Agent.cFuncAdj, 0, 5)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a16b7032", + "metadata": { + "lines_to_next_cell": 2, + "title": "Simulation" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'aNrm': array([[nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " ...,\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan]]),\n", + " 'cNrm': array([[nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " ...,\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan],\n", + " [nan, nan, nan, ..., nan, nan, nan]]),\n", + " 'pLvl': array([[36.71640118, 16.82205727, 7.95128107, ..., 30.27971795,\n", + " 12.98853902, 18.48391768],\n", + " [31.84982278, 17.83243806, 9.24615523, ..., 39.24987577,\n", + " 16.83630422, 17.86391025],\n", + " [33.54769045, 17.12447306, 7.96951851, ..., 50.55320999,\n", + " 11.99248252, 18.81620929],\n", + " ...,\n", + " [18.05444828, 25.2129987 , 8.67721827, ..., 23.09621387,\n", + " 64.19075411, 78.77789183],\n", + " [13.03220011, 38.8833582 , 6.26345614, ..., 22.19010488,\n", + " 46.3346617 , 75.68728331],\n", + " [14.83380395, 58.74199052, 7.12933194, ..., 25.25772031,\n", + " 69.99884743, 65.89269544]]),\n", + " 't_age': array([[1., 1., 1., ..., 1., 1., 1.],\n", + " [2., 2., 2., ..., 2., 2., 2.],\n", + " [3., 3., 3., ..., 3., 3., 3.],\n", + " ...,\n", + " [3., 3., 3., ..., 3., 3., 3.],\n", + " [4., 4., 4., ..., 4., 4., 4.],\n", + " [5., 5., 5., ..., 5., 5., 5.]]),\n", + " 'mNrm': array([[1.16807414, 2.24807256, 1.28890863, ..., 2.51729578, 3.23754462,\n", + " 1.04229759],\n", + " [ nan, nan, nan, ..., nan, nan,\n", + " nan],\n", + " [ nan, nan, nan, ..., nan, nan,\n", + " nan],\n", + " ...,\n", + " [ nan, nan, nan, ..., nan, nan,\n", + " nan],\n", + " [ nan, nan, nan, ..., nan, nan,\n", + " nan],\n", + " [ nan, nan, nan, ..., nan, nan,\n", + " nan]])}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Number of LifecycleExamples and periods in the simulation.\n", + "Agent.AgentCount = 500\n", + "Agent.T_sim = 200\n", + "\n", + "# Set up the variables we want to keep track of.\n", + "Agent.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\"]\n", + "\n", + "# Run the simulations\n", + "Agent.initialize_sim()\n", + "Agent.simulate()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "7c7979ec", + "metadata": { + "title": "Extract and format simulation results" + }, + "outputs": [], + "source": [ + "raw_data = {\n", + " \"Age\": Agent.history[\"t_age\"].flatten() + birth_age - 1,\n", + " \"pIncome\": Agent.history[\"pLvl\"].flatten(),\n", + " \"nrmM\": Agent.history[\"mNrm\"].flatten(),\n", + " \"nrmC\": Agent.history[\"cNrm\"].flatten(),\n", + "}\n", + "\n", + "Data = pd.DataFrame(raw_data)\n", + "Data[\"Cons\"] = Data.nrmC * Data.pIncome\n", + "Data[\"M\"] = Data.nrmM * Data.pIncome" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "1d8269db", + "metadata": { + "title": "Plots" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Find the mean of each variable at every age\n", + "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", + "\n", + "plt.figure()\n", + "plt.plot(AgeMeans.Age, AgeMeans.pIncome, label=\"Permanent Income\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.M, label=\"Market resources\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.Cons, label=\"Consumption\")\n", + "plt.legend()\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(f\"Thousands of {adjust_infl_to} USD\")\n", + "plt.title(\"Variable Medians Conditional on Survival\")\n", + "plt.grid()" + ] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From db9facd2d56c8fd1730afb69af2e5bcfaf8e7215 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Sat, 6 Apr 2024 12:51:43 -0400 Subject: [PATCH 4/5] fix bugs on bequest model when BeqShift == 0 --- HARK/ConsumptionSaving/ConsBequestModel.py | 73 ++-------- HARK/ConsumptionSaving/ConsPortfolioModel.py | 7 +- ...nb => example_AccidentalBequestComp.ipynb} | 7 +- .../example_AccidentalBequestPort.ipynb | 114 --------------- .../example_AccidentalBequestPortComp.ipynb | 109 +++++++++++++++ .../example_TerminalBequest.ipynb | 2 +- .../example_TerminalBequestPort.ipynb | 101 ++++++++------ .../example_WarmGlowBequest.ipynb | 20 +-- .../example_WarmGlowBequestPort.ipynb | 130 +++++++++++------- 9 files changed, 266 insertions(+), 297 deletions(-) rename examples/ConsBequestModel/{example_AccidentalBequest.ipynb => example_AccidentalBequestComp.ipynb} (99%) delete mode 100644 examples/ConsBequestModel/example_AccidentalBequestPort.ipynb create mode 100644 examples/ConsBequestModel/example_AccidentalBequestPortComp.ipynb diff --git a/HARK/ConsumptionSaving/ConsBequestModel.py b/HARK/ConsumptionSaving/ConsBequestModel.py index 6febdadc9..dd51c71e3 100644 --- a/HARK/ConsumptionSaving/ConsBequestModel.py +++ b/HARK/ConsumptionSaving/ConsBequestModel.py @@ -19,7 +19,6 @@ ConsumerSolution, IndShockConsumerType, init_idiosyncratic_shocks, - init_lifecycle, ) from HARK.ConsumptionSaving.ConsPortfolioModel import ( PortfolioConsumerType, @@ -43,14 +42,7 @@ class BequestWarmGlowConsumerType(IndShockConsumerType): - time_inv_ = IndShockConsumerType.time_inv_ + [ - "BeqCRRA", - "BeqShift", - ] - - time_vary_ = IndShockConsumerType.time_vary_ + [ - "BeqFac", - ] + time_inv_ = IndShockConsumerType.time_inv_ + ["BeqCRRA", "BeqShift", "BeqFac"] def __init__(self, **kwds): params = init_accidental_bequest.copy() @@ -60,26 +52,6 @@ def __init__(self, **kwds): self.solve_one_period = solve_one_period_ConsWarmBequest - def update(self): - super().update() - self.update_parameters() - - def update_parameters(self): - if not isinstance(self.BeqCRRA, (int, float)): - raise ValueError("Bequest CRRA parameter must be a single value.") - - if isinstance(self.BeqFac, (int, float)): - self.BeqFac = [self.BeqFac] * self.T_cycle - elif len(self.BeqFac) == 1: - self.BeqFac *= self.T_cycle - elif len(self.BeqFac) != self.T_cycle: - raise ValueError( - "Bequest relative value parameter must be a single value or a list of length T_cycle", - ) - - if not isinstance(self.BeqShift, (int, float)): - raise ValueError("Bequest Stone-Geary parameter must be a single value.") - def update_solution_terminal(self): if self.BeqFacTerm == 0.0: # No terminal bequest super().update_solution_terminal() @@ -117,15 +89,7 @@ def update_solution_terminal(self): class BequestWarmGlowPortfolioType(PortfolioConsumerType): - time_inv_ = IndShockConsumerType.time_inv_ + [ - "BeqCRRA", - "BeqShift", - "DiscreteShareBool", - ] - - time_vary_ = IndShockConsumerType.time_vary_ + [ - "BeqFac", - ] + time_inv_ = PortfolioConsumerType.time_inv_ + ["BeqCRRA", "BeqShift", "BeqFac"] def __init__(self, **kwds): params = init_portfolio_bequest.copy() @@ -137,26 +101,6 @@ def __init__(self, **kwds): self.solve_one_period = solve_one_period_ConsPortfolioWarmGlow - def update(self): - super().update() - self.update_parameters() - - def update_parameters(self): - if not isinstance(self.BeqCRRA, (int, float)): - raise ValueError("Bequest CRRA parameter must be a single value.") - - if isinstance(self.BeqFac, (int, float)): - self.BeqFac = [self.BeqFac] * self.T_cycle - elif len(self.BeqFac) == 1: - self.BeqFac *= self.T_cycle - elif len(self.BeqFac) != self.T_cycle: - raise ValueError( - "Bequest relative value parameter must be a single value or a list of length T_cycle", - ) - - if not isinstance(self.BeqShift, (int, float)): - raise ValueError("Bequest Stone-Geary parameter must be a single value.") - def update_solution_terminal(self): if self.BeqFacTerm == 0.0: # No terminal bequest super().update_solution_terminal() @@ -477,7 +421,6 @@ def calc_vPPnext(S, a, R): def solve_one_period_ConsPortfolioWarmGlow( solution_next, - ShockDstn, IncShkDstn, RiskyDstn, LivPrb, @@ -492,7 +435,6 @@ def solve_one_period_ConsPortfolioWarmGlow( ShareLimit, vFuncBool, DiscreteShareBool, - IndepDstnBool, BeqCRRA, BeqFac, BeqShift, @@ -596,7 +538,9 @@ def solve_one_period_ConsPortfolioWarmGlow( # Set a flag for whether the natural borrowing constraint is zero, which # depends on whether the smallest transitory income shock is zero - BoroCnstNat_iszero = np.min(IncShkDstn.atoms[1]) == 0.0 + BoroCnstNat_iszero = (np.min(IncShkDstn.atoms[1]) == 0.0) or ( + BeqFac != 0.0 and BeqShift == 0.0 + ) # Prepare to calculate end-of-period marginal values by creating an array # of market resources that the agent could have next period, considering @@ -737,7 +681,8 @@ def EndOfPrddvds_dist(S, a, z): EndOfPrd_dvda = DiscFacEff * expected( calc_EndOfPrd_dvda, RiskyDstn, args=(aNrmNow, ShareNext) ) - EndOfPrd_dvda += warm_glow.der(aNrmNow) + warm_glow_der = warm_glow.der(aNrmNow) + EndOfPrd_dvda += np.where(np.isnan(warm_glow_der), 0.0, warm_glow_der) EndOfPrd_dvdaNvrs = uFunc.derinv(EndOfPrd_dvda) # Calculate end-of-period marginal value of risky portfolio share by taking expectations @@ -997,12 +942,12 @@ def calc_EndOfPrd_v(S, a, z): init_accidental_bequest["BeqShiftTerm"] = 0.0 init_warm_glow_terminal_only = init_accidental_bequest.copy() -init_warm_glow_terminal_only["BeqCRRATerm"] = init_lifecycle["CRRA"] +init_warm_glow_terminal_only["BeqCRRATerm"] = init_idiosyncratic_shocks["CRRA"] init_warm_glow_terminal_only["BeqFacTerm"] = 40.0 # kid lives 40yr after bequest init_warm_glow_terminal_only["BeqShiftTerm"] = 0.0 init_warm_glow = init_warm_glow_terminal_only.copy() -init_warm_glow["BeqCRRA"] = init_lifecycle["CRRA"] +init_warm_glow["BeqCRRA"] = init_idiosyncratic_shocks["CRRA"] init_warm_glow["BeqFac"] = 40.0 init_warm_glow["BeqShift"] = 0.0 diff --git a/HARK/ConsumptionSaving/ConsPortfolioModel.py b/HARK/ConsumptionSaving/ConsPortfolioModel.py index d4ecb1b0b..2cff8f934 100644 --- a/HARK/ConsumptionSaving/ConsPortfolioModel.py +++ b/HARK/ConsumptionSaving/ConsPortfolioModel.py @@ -8,7 +8,7 @@ import numpy as np -from HARK import AgentType, NullFunc +from HARK import NullFunc from HARK.ConsumptionSaving.ConsIndShockModel import ( IndShockConsumerType, init_idiosyncratic_shocks, @@ -171,11 +171,6 @@ def __init__(self, verbose=False, quiet=False, **kwds): # Set the solver for the portfolio model, and update various constructed attributes self.solve_one_period = solve_one_period_ConsPortfolio - self.update() - - def pre_solve(self): - AgentType.pre_solve(self) - self.update_solution_terminal() def update(self): RiskyAssetConsumerType.update(self) diff --git a/examples/ConsBequestModel/example_AccidentalBequest.ipynb b/examples/ConsBequestModel/example_AccidentalBequestComp.ipynb similarity index 99% rename from examples/ConsBequestModel/example_AccidentalBequest.ipynb rename to examples/ConsBequestModel/example_AccidentalBequestComp.ipynb index 831fa791e..19dd61b5e 100644 --- a/examples/ConsBequestModel/example_AccidentalBequest.ipynb +++ b/examples/ConsBequestModel/example_AccidentalBequestComp.ipynb @@ -7,10 +7,7 @@ "outputs": [], "source": [ "from HARK.ConsumptionSaving.ConsBequestModel import BequestWarmGlowConsumerType\n", - "from HARK.ConsumptionSaving.ConsIndShockModel import (\n", - " IndShockConsumerType,\n", - " init_idiosyncratic_shocks,\n", - ")\n", + "from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType\n", "from HARK.utilities import plot_funcs" ] }, @@ -31,7 +28,7 @@ "metadata": {}, "outputs": [], "source": [ - "ind_agent = IndShockConsumerType(**init_idiosyncratic_shocks)\n", + "ind_agent = IndShockConsumerType()\n", "ind_agent.cycles = 0\n", "ind_agent.solve()" ] diff --git a/examples/ConsBequestModel/example_AccidentalBequestPort.ipynb b/examples/ConsBequestModel/example_AccidentalBequestPort.ipynb deleted file mode 100644 index 5e2aa7146..000000000 --- a/examples/ConsBequestModel/example_AccidentalBequestPort.ipynb +++ /dev/null @@ -1,114 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from HARK.ConsumptionSaving.ConsPortfolioModel import (\n", - " PortfolioConsumerType,\n", - " init_portfolio,\n", - ")\n", - "from HARK.ConsumptionSaving.ConsBequestModel import BequestWarmGlowPortfolioType\n", - "\n", - "from HARK.utilities import plot_funcs" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "port_type = PortfolioConsumerType(**init_portfolio)\n", - "port_type.cycles = 0\n", - "port_type.solve()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "beq_type = BequestWarmGlowPortfolioType()\n", - "\n", - "\n", - "beq_type.cycles = 0\n", - "beq_type.solve()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\alujan\\GitHub\\alanlujan91\\HARK\\HARK\\interpolation.py:819: RuntimeWarning: invalid value encountered in divide\n", - " alpha = (x - self.x_list[i - 1]) / (self.x_list[i] - self.x_list[i - 1])\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_funcs([beq_type.solution[0].cFuncAdj, port_type.solution[0].cFuncAdj], 0, 10)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_funcs(\n", - " [beq_type.solution[0].ShareFuncAdj, port_type.solution[0].ShareFuncAdj], 0, 10\n", - ")" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "hark", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.13" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/examples/ConsBequestModel/example_AccidentalBequestPortComp.ipynb b/examples/ConsBequestModel/example_AccidentalBequestPortComp.ipynb new file mode 100644 index 000000000..ffc6044d4 --- /dev/null +++ b/examples/ConsBequestModel/example_AccidentalBequestPortComp.ipynb @@ -0,0 +1,109 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "from HARK.ConsumptionSaving.ConsBequestModel import BequestWarmGlowPortfolioType\n", + "from HARK.ConsumptionSaving.ConsPortfolioModel import PortfolioConsumerType\n", + "from HARK.utilities import plot_funcs" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "port_type = PortfolioConsumerType()\n", + "port_type.cycles = 0\n", + "port_type.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "beq_type = BequestWarmGlowPortfolioType(BeqFac=0.0, BeqFacTerm=0.0)\n", + "beq_type.cycles = 0\n", + "beq_type.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_funcs([beq_type.solution[0].cFuncAdj, port_type.solution[0].cFuncAdj], 0, 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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cfffdrFq1ioMHD/LUU0+xfv16fvSjH11weF83etp8Woxgommm8MA2s+OIiIj4jD4XmEcffZSbb76ZpUuXMmnSJNatW0doaChPP/30Gbf/4IMPmD9/Pl/72tfIyMjgs5/9LNdff/05z9r4g8AgO8f/fR9M9d6NJqcRERHxHX0qMB0dHRQUFJCTk/PhG1it5OTkkJ+ff8Z95s2bR0FBQU9hOXHiBG+99RZXXXXVWT/H5XLhdDp7LcNVa0o2oPtgRERE+qJPBaampga3243D4ei13uFwUFFRccZ9vva1r3H//fdzySWXEBgYyJgxY7j00ks/9hLS6tWriYqK6lnS0tL6EtOnxE7pvg9mTOsuujo7TE4jIiLiGwb9KaR3332Xhx56iF/+8pfs2LGDV155hTfffJMHHnjgrPusWLGCxsbGnqWkpGSwY5pmzLRLcBJGJK0c2/2+2XFERER8QkBfNo6Pj8dms1FZWdlrfWVlJUlJSWfc57777uPGG2/kpptuAmDq1Km0tLTw7W9/m3vuuQer9fQOZbfbsdvtfYnms2wBARwLm8XMlveo3/s3mH2Z2ZFERES8Xp/OwAQFBTFr1izy8vJ61nk8HvLy8sjOzj7jPq2traeVFJvNBoBhGH3NOyx1ZnwKgOgynYERERE5H32+hJSbm8uTTz7Jc889x8GDB1m2bBktLS0sXboUgMWLF7NixYqe7RcuXMivfvUrXnjhBQoLC9m4cSP33XcfCxcu7Cky/i5t9ucAGNtxiGZnvclpREREvF+fLiEBLFq0iOrqalauXElFRQXTp09nw4YNPTf2FhcX9zrjcu+992KxWLj33nspLS0lISGBhQsX8uCDDw7cT+HjUkZN4JQliRFUsH/rBqbnXG92JBEREa9mMXzgOo7T6SQqKorGxkYiIyPNjjMotjy+hKza19gS/yWybjvzmDoiIiK+ZDC/vzUXkpcIGv8ZAJLrNpucRERExPupwHiJ0XOvxm1YSPeUUlF81Ow4IiIiXk0FxktExcRzLPAiAIq3/tnkNCIiIt5NBcaL1KVeCkDgCc2LJCIi8nFUYLxIwsyFAFzUUkB7W4vJaURERLyXCowXGTN1HtXEEGpxcWTLBrPjiIiIeC0VGC9isVopjJkPQNv+t0xOIyIi4r1UYLxM4MQrARhR8z6Gx2NyGhEREe+kAuNlxmd/jg4jgFSjkuKje8yOIyIi4pVUYLxMWEQ0h0IyASjf9qrJaURERLyTCowXah15GQARxe+YnERERMQ7qcB4obSsawEY79pPY32NuWFERES8kAqMF0odPZki6wgCLW6OffCa2XFERES8jgqMlypzdE/uyKG/mBtERETEC6nAeKm4OV8CYIIzX6PyioiI/B8qMF5qbOYnqCKWMEs7h/M1uaOIiMhHqcB4KavNRmH8pwFw7Xnd5DQiIiLeRQXGi4VNvxaAcQ3v09XZYW4YERERL6IC48UmZF1BA+HE0MThrRvNjiMiIuI1VGC8WEBgEEeiPwlA865XTE4jIiLiPVRgvFzQlM8DkFH9D03uKCIi8m8qMF5uwvzP02rYcVDL0V3vmR1HRETEK6jAeLngkDAORs4DoG7LCyanERER8Q4qMD7AOvXLAIyufBuP221yGhEREfOpwPiASZ/8Ik5CSaSOg1veNjuOiIiI6VRgfIA9OJRD0ZcC0Fyw3twwIiIiXkAFxkeEzPwKAONr8+jscJmcRkRExFwqMD5iYvbV1BJFDE0c+NcbZscRERExlQqMjwgIDOJY/GUAdOx60eQ0IiIi5lKB8SFRc64HYGLD+7S3NpucRkRExDwqMD5k/OzLqCCBcEsb+9/VzbwiIuK/VGB8iNVmozD1agAC9mpQOxER8V8qMD4m9VNLAZjcup2asiKT04iIiJhDBcbHpI+fzqGAiQRYPBx752mz44iIiJhCBcYHNV50HQCOE69qhmoREfFLKjA+aELOElxGIKM8RRzb8y+z44iIiAw5FRgfFBUTz77ITwBQt+kZk9OIiIgMPRUYHxU46+sAXFTzNq72VpPTiIiIDC0VGB81+ZJrqCKWaJrZ947GhBEREf+iAuOjbAEBHE+9BgD77mfNDSMiIjLEVGB8WMZnl+ExLExx7eLUsX1mxxERERkyKjA+LHnkRewNmQ3Aqb//0uQ0IiIiQ0cFxsd5Zn4DgIsq/qybeUVExG+owPi4qZ/+ClXEEoOTvXnPmx1HRERkSKjA+LiAwCBOjPgCACG7/9fkNCIiIkOjXwVm7dq1ZGRkEBwcTFZWFlu3bj3rtpdeeikWi+W05eqrr+53aOkt47PLcBsWJnfsoejwLrPjiIiIDLo+F5j169eTm5vLqlWr2LFjB5mZmSxYsICqqqozbv/KK69QXl7es+zbtw+bzcZ11113weGlW1L6OPaGXQxAxcbHTE4jIiIy+PpcYB599FFuvvlmli5dyqRJk1i3bh2hoaE8/fSZZ0aOjY0lKSmpZ9m4cSOhoaEqMAMsYN53AZha/SaNddUmpxERERlcfSowHR0dFBQUkJOT8+EbWK3k5OSQn59/Xu/x1FNP8dWvfpWwsLCzbuNyuXA6nb0W+XiT532OQmsGoRYXB996wuw4IiIig6pPBaampga3243D4ei13uFwUFFRcc79t27dyr59+7jppps+drvVq1cTFRXVs6SlpfUlpl+yWK1UT14KQMax5+nq7DA5kYiIyOAZ0qeQnnrqKaZOncrcuXM/drsVK1bQ2NjYs5SUlAxRQt827cqbqCeSJKrZ83c9Ui0iIsNXnwpMfHw8NpuNysrKXusrKytJSkr62H1bWlp44YUX+Na3vnXOz7Hb7URGRvZa5NyCQ8M5NOLLAITs+I3JaURERAZPnwpMUFAQs2bNIi8vr2edx+MhLy+P7Ozsj933pZdewuVy8fWvf71/SeW8jL3qDjoMGxM7D3B053tmxxERERkUfb6ElJuby5NPPslzzz3HwYMHWbZsGS0tLSxd2n3/xeLFi1mxYsVp+z311FNce+21xMXFXXhqOauElAz2RH0GgMZ/6JFqEREZngL6usOiRYuorq5m5cqVVFRUMH36dDZs2NBzY29xcTFWa+9edPjwYTZt2sTf/va3gUktHyv6suXw6kamN75D6YmDpI6eaHYkERGRAWUxDMMwO8S5OJ1OoqKiaGxs1P0w52nPTy9jWvt2tsRdS9btz5kdR0RE/NBgfn9rLqRhyvbJ/wJges2b1JQVmZxGRERkYKnADFOTLr6CQ4GTsFs6OfbGz8yOIyIiMqBUYIYpi9WKK/sOAKaW/0nTC4iIyLCiAjOMTbv0K5ywZhBmaefA6/9jdhwREZEBowIzjFmsVupm3QbAxKLf09LUYG4gERGRAaICM8zNWLCUU5Zkomlm7xsaF0ZERIYHFZhhzhYQQNmU7wAw9ujTtLU0mZxIRETkwqnA+IHpn1tGmcVBPA3sfuVhs+OIiIhcMBUYPxBkD+bUtNsBuOj40zQ7601OJCIicmFUYPzEzM99hxJLCjE0sfdPPzU7joiIyAVRgfETAYFBVM7OBWBy0f9qXBgREfFpKjB+ZOYV36TQOpJIWjnwykNmxxEREek3FRg/YrXZqM/6AQDTSv5AbeUpkxOJiIj0jwqMn5lx+Q0cDRhHmKWdYy/eY3YcERGRflGB8TMWq5WOz9wPwKyaNyg6WGByIhERkb5TgfFDk+ddxc7Q+QRYPDS8cbfZcURERPpMBcZPxX9hNZ2Gjcy2rex973Wz44iIiPSJCoyfShuXSUHiFwEIe3cl7q4ukxOJiIicPxUYPzZh0U9wEsZoz0l2vLHW7DgiIiLnTQXGj0XHJ3Fg7LcByNjzc00xICIiPkMFxs/N+PJdnLIkkUA9+55fYXYcERGR86IC4+fswaHUfuIBAGZXrKfwwDaTE4mIiJybCoyQ+ZmvsDPsEgIsHtpfvQPD4zE7koiIyMdSgREAkhetodWwM7FzP9vf+KXZcURERD6WCowAkJQ+jt1jvgPAmF0/02zVIiLi1VRgpMesRfdQZE0jFieHnv++2XFERETOSgVGegTZg2m+7GcAzKl5nSM7/mlyIhERkTNTgZFeJs+/mu2Rl2O1GNjevIMOV7vZkURERE6jAiOnGXXDGuqJYIy7kII/rDI7joiIyGlUYOQ0cY4RHJ91HwCzTj6psWFERMTrqMDIGc26+mZ2hs4jyOKm85Xv0tXZYXYkERGRHiowckYWq5URX/8VTkIZ33WE7X98wOxIIiIiPVRg5KwSUjI4lNk9P9KM47+i+MgucwOJiIj8mwqMfKw519zGnuDZ2C2dtL94M50dLrMjiYiIqMDIx7NYrSTe8GsaCeu+lPTsD8yOJCIiogIj55aUNpbjWQ8CkFX6v+z/15smJxIREX+nAiPnZeaVS9kafRVWi0H8xttprK00O5KIiPgxFRg5b5O/9StKLCk4qOX4MzdheDxmRxIRET+lAiPnLSwimraF6+g0bMxsfo9trz9hdiQREfFTKjDSJ+Nnforto5cBMGXXTzh5cLvJiURExB+pwEifzb3hx+yzTyfU4sL60mKaGuvMjiQiIn5GBUb6zBYQQPI3n6eKWNI9pRz9zRLdDyMiIkNKBUb6Jc4xgrrP/ZYOw8bMlvfY8of7zY4kIiJ+RAVG+m3C7MvYOekuAGYffYwD+X81OZGIiPiLfhWYtWvXkpGRQXBwMFlZWWzduvVjt29oaODWW28lOTkZu93O+PHjeeutt/oVWLzL3OvuYntkDgEWD4lv30JNWZHZkURExA/0ucCsX7+e3NxcVq1axY4dO8jMzGTBggVUVVWdcfuOjg4uv/xyTp48ycsvv8zhw4d58sknSU1NveDwYj6L1cqkbz9NoXUk8TRQ/cxXcbW3mh1LRESGOYthGEZfdsjKymLOnDk88UT3GCAej4e0tDRuv/127r777tO2X7duHQ8//DCHDh0iMDCwXyGdTidRUVE0NjYSGRnZr/eQwVVybC/Rv7ucCEsb26KvZPb3/oDFqiuUIiL+bDC/v/v0DdPR0UFBQQE5OTkfvoHVSk5ODvn5+Wfc54033iA7O5tbb70Vh8PBlClTeOihh3C73Wf9HJfLhdPp7LWId0sbO5XCT6/FbViY0/BXtvx+ldmRRERkGOtTgampqcHtduNwOHqtdzgcVFRUnHGfEydO8PLLL+N2u3nrrbe47777eOSRR/jJT35y1s9ZvXo1UVFRPUtaWlpfYopJpl36JbZP6j4LN/f44+x4+3cmJxIRkeFq0M/xezweEhMT+c1vfsOsWbNYtGgR99xzD+vWrTvrPitWrKCxsbFnKSkpGeyYMkCyFt3NlvgvYbUYTPjgvzi2e5PZkUREZBjqU4GJj4/HZrNRWdl7JuLKykqSkpLOuE9ycjLjx4/HZrP1rJs4cSIVFRV0dHSccR+73U5kZGSvRXzHrO+sY0/wbEItLiJfvZGq0kKzI4mIyDDTpwITFBTErFmzyMvL61nn8XjIy8sjOzv7jPvMnz+fY8eO4fnISK1HjhwhOTmZoKCgfsYWbxYQGETGLS9y0ppGInU4n/6SphsQEZEB1edLSLm5uTz55JM899xzHDx4kGXLltHS0sLSpUsBWLx4MStWrOjZftmyZdTV1XHHHXdw5MgR3nzzTR566CFuvfXWgfspxOtERscRdOPL1BHJWPdxin75BdrbWsyOJSIiw0RAX3dYtGgR1dXVrFy5koqKCqZPn86GDRt6buwtLi7G+pHHZ9PS0nj77be58847mTZtGqmpqdxxxx388Ic/HLifQrxSyqgJHL32DwS9eh1TXLvY8cQiMu98DVtAn/+zExER6aXP48CYQePA+LZ9//oz4//2DYIsXWyN+Rxzbv+dxogREfEDXjMOjEh/TJm/kP3zHsVtWJhb/xc2/3a52ZFERMTHqcDIkJixYAkFU1cCkF32HJuf1+zVIiLSfyowMmTmfjmX/FHdN29ffPQRtv7p5yYnEhERX6UCI0Pq4ht/wmbH9QDM3fvfbP3TGnMDiYiIT1KBkSFlsVrJ+s4v2ZLwZQDm7l2lMzEiItJnKjAy5CxWK3OXPcnmhOuA/5yJUYkREZHzpwIjprBYrWQt+41KjIiI9IsKjJimp8QkfgXoLjFbXnrE5FQiIuILVGDEVBarlaxbft1TYrL238/m/73P5FQiIuLtVGDEdP8pMfnJiwG4+MQv2LzuuxgfmQBURETko1RgxCtYrFayv/M4m8fcAcDFFc+z7fGv09XZYXIyERHxRiow4lUuvvF+tk27/9/TDrzJ3jWaxVpERE6nAiNeZ84X72D3vMfpMAKY0bKJ4z+/EmdDrdmxRETEi6jAiFeaueBGjnz2WZqNECZ37KbuF5dSdvKw2bFERMRLqMCI15oyfyEVX3yZKmLJ8BRjf/ZyDm37u9mxRETEC6jAiFcbm3kJxk1/57htNHE0MuovX2X7m0+aHUtEREymAiNezzFiDEnL/8HO0HnYLZ3M3vZ98p++S49Zi4j4MRUY8QlhEdFMy/1zz0zW2cW/pmDNdXpCSUTET6nAiM+wBQRw8bJ1bJ2yik7Dxmzn3yl65NNUnjpudjQRERliKjDic+Z+OZfDOc/gJIyLug4T8NtPs+9ffzY7loiIDCEVGPFJUz5xDU2L83pu7p34txvZ/LuVui9GRMRPqMCIz0odPZGU3PfYFnUFNovBxccfY+cj19DsrDc7moiIDDIVGPFpIWERzL7jj2yZdC8dho2ZLe9Ru+YSig4WmB1NREQGkQqM+DyL1UrWV35A4cKXqSSOkZ5TJL5wBVte+h9dUhIRGaZUYGTYuGj2ZwhY9h57gmcRYukga/8D7HpkIQ01FWZHExGRAaYCI8NKnGMEU36wkc3jcukwbMxo2UTHE9l6SklEZJhRgZFhx2qzcfENqyj+4p8ptqaSSB2T/nYj+b/5Hp0dLrPjiYjIAFCBkWFrbOZ84nPz2RrzOawWg+yy5yj8f7rBV0RkOFCBkWEtNDyKuXc8z46sNTgJY3zXEZJf+Cz5z/1IZ2NERHyYCoz4hZlXLqXtpvfZHTKXIEsX2YVrKfpZNsf3bjY7moiI9IMKjPgNx4gxTPvB22ybsZpGwhjrPk76y1eR/9T36XC1mx1PRET6QAVG/IrFamXONd+l85bN7Ay7hECLm+ySJyn9WRZHd75ndjwRETlPKjDil+KT0pn+X3+mYO6j1BPJKM9JRr/2eTb/6hZNRSAi4gNUYMRvWaxWZl31LYzvbqYg4jPd8ylV/pHWR2dS8NYzGsVXRMSLqcCI34tNTGXWf73K7k8+SanFQSJ1zNq6nH0/u4ySo7vNjiciImegAiPyb5mf+QpxP9hBftrNuIxAprp24Pj9Z8j/7Z20tTSZHU9ERD5CBUbkI4JDw8n+1v9QfeO77Ame0/3I9amnqf+fmex8+zldVhIR8RIqMCJnMGLsFKbe9Td2Zv+CCuJJMaqYkf89Dq7+BEd2vGt2PBERv6cCI3IWFquVGQuWEPn9HeSP+CZtRhCTOvcx/o1r2P7IFykvOmx2RBERv6UCI3IOoeFRZN/0c5w3b2Zb1BV4DAuzm/KIfXo++b++FWdDrdkRRUT8jgqMyHlyjBjDnDvXc+KLb7LPPh27pZPs8t/jXjOdLet/qrmVRESGkMUwDMPsEOfidDqJioqisbGRyMhIs+OIYHg87P7Hi8T86wFGek4BUGpxUJb5PWZc/W0CAoNMTigiYr7B/P5WgRG5AF2dHRS8uoaxB54gjkYAiq2pVM26k5lXfBOrzWZyQhER86jAqMCIl2ttbmTPK//DhBNPE00zAIXWDOqzvs+My2/AYtXVWhHxPyowKjDiI5oa69j3ys+YXPS/RNIKwDHbGFrm3820S7+sIiMifmUwv7/79a/p2rVrycjIIDg4mKysLLZu3XrWbZ999lksFkuvJTg4uN+BRbxZRFQs2Ut/hvG9PeSnLqXFCGas+ziZ793MsQfnsGPDs3jcbrNjioj4vD4XmPXr15Obm8uqVavYsWMHmZmZLFiwgKqqqrPuExkZSXl5ec9SVFR0QaFFvF1UbALZN6+h47ZdbE66gVbDzjj3MWZuvoNTD05l66u/oMPVbnZMERGf1edLSFlZWcyZM4cnnngCAI/HQ1paGrfffjt33333ads/++yzLF++nIaGhn6H1CUk8XX11eUcfv1hJp16gUhaAKgkjsLx32Ta528nNDzK5IQiIgPPay4hdXR0UFBQQE5OzodvYLWSk5NDfn7+Wfdrbm5m5MiRpKWlcc0117B///6P/RyXy4XT6ey1iPiymIRkLr7pUay5+9k8djnVxOCglouPPIzrfyaT/8wPqa8uNzumiIjP6FOBqampwe1243A4eq13OBxUVFSccZ+LLrqIp59+mtdff53f//73eDwe5s2bx6lTp876OatXryYqKqpnSUtL60tMEa8VHhnDxV//MRE/3M+WyfdRanEQQxPZResIeWIqWx/7Gif2bTE7poiI1+vTJaSysjJSU1P54IMPyM7O7ll/11138c9//pMtW879D29nZycTJ07k+uuv54EHHjjjNi6XC5frw1FNnU4naWlpuoQkw05XZwe73n6W6J3rGOs+3rN+f9A0XLO+TeZl12MLCDAxoYhI/3nNJaT4+HhsNhuVlZW91ldWVpKUlHRe7xEYGMiMGTM4duzYWbex2+1ERkb2WkSGo4DAIGZ/7tuMuWc7h658iYLwS+kyrEzu2MPM/NuofHAim3+/isa6arOjioh4lT4VmKCgIGbNmkVeXl7POo/HQ15eXq8zMh/H7Xazd+9ekpOT+5ZUZBizWK1MyPoss77/OjU3bSM/ZQn1RJBiVHHxsTUEPjaZLY8v4eTB7WZHFRHxCn1+Cmn9+vUsWbKEX//618ydO5c1a9bw4osvcujQIRwOB4sXLyY1NZXVq1cDcP/993PxxRczduxYGhoaePjhh3nttdcoKChg0qRJ5/WZegpJ/FF7azN7/vpbEvY/wyjPyZ71BwMn0Tz560y5fDEhYRHmBRQROYfB/P7u88X1RYsWUV1dzcqVK6moqGD69Ols2LCh58be4uJirB8ZbbS+vp6bb76ZiooKYmJimDVrFh988MF5lxcRfxUcGs7cLy3H+ML32J//Vzo++CVTmz9gYucB2PUjnLt+wp74K0n89HcYNTnL7LgiIkNKUwmI+JCasiKO/e3XpBe9RIrx4eCRhwMm0Dj5BqZcvkRjyoiI19BcSCowIr143G72b3qdzm3PMLXpXwRauqcnaDJCOBB3OVFZN3LRnBzNvSQiplKBUYEROauaihKO/u03pBW+yAjjw/GYTlmSKBmxkPRPLyV19GQTE4qIv1KBUYEROSeP282BzW/Rtu15JtX/gzDLh3MtHQychHP8l5hw2RKiYhNMTCki/kQFRgVGpE9amxs58M4fCTrwEpPbCrBZuv837zAC2BcxD2vm9Uz65BcJsmtmeBEZPCowKjAi/VZddpLj7zyD48RrvR7HbiSMw9GfInj6l5k473MEBtnNCykiw5IKjAqMyIA4vncz1ZueZWzlX4mnoWd9PREcjb2UkOnXMTH7SgICg8wLKSLDhgqMCozIgHJ3dXFoy9s073iRcbXvEMuHM77XEcnRuM8QNvPLTMy6UnMxiUi/qcCowIgMmq7ODg5t/istO19mfN0/iKGp57Uaojke+0mCp36eCdlXYw8ONTGpiPgaFRgVGJEh0dnh4lD+m7TtepmL6t8lipae11qMYA5HZOEZfxXjLvmSnmYSkXNSgVGBERlyHa52Dn3wF9r2/ZlRte+RSF3Pa52GjcPBU2nOWEDG/OtISh9nYlIR8VYqMCowIqbyuN0c272J2oJXSC5/hwxPca/Xj9nGUJ16GfEzFjJm2nysNptJSUXEm6jAqMCIeJVTx/ZxavPLRBZt5KKO/T3jzADUEsWJqCws4y5n7MWfJzo+ycSkImImFRgVGBGvVVdVyrF//YnAoxsY31LQawRgt2HhWOBF1KV8irjpVzM28xKdnRHxIyowKjAiPqHD1c6R7Rtp3vtXHFWbGOUp6vV6HZGciMyCcZczau7VxDlGmJRURIaCCowKjIhPqig5RvGWNwgszGNccwHhlrZerxdaM6iMzyJkwmcYM3sB4ZExJiUVkcGgAqMCI+LzOlztHN2eh3PfWzgqNzH6I9MaQPeTTceDLqLBkU3EpBzGzrxU486I+DgVGBUYkWGntvIUJ7dvwH38XUbUbyXFqOz1epsRxNGQqbSmzCdm0qcZPW2+5msS8TEqMCowIsNeWeEhTu34K7aT75HRVEAcjb1ebzXsnAieSJMji4iLPsGY6ZcSEhZhUloROR8qMCowIn7F8Hg4eXAblbv/RvCpfzGqdU+vUYEBOgwbJwLHU58wh9Bx88mYkUNUTLxJiUXkTFRgVGBE/JrH7abo8A6q9r5DwKnNpDXt6jUyMIDHsFAYkEFNzEwCRn+C9OmfJiElw5zAIgKowKjAiEgvhsdD2cnDlO7+OxR9QErjTkYY5adtV0ECpeGT6UyZTfT4eYyakq0bg0WGkAqMCoyInENNWRFFu96h68T7xNfvIKPrZK8RggE6jAAKA8dSHzedwJFzSZ36KRypo7FYrSalFhneVGBUYESkj5qd9Zzc8z7NxzYTXFnAyLYDxOA8bbsqYjkVNpmO5FlEjrmY9MkXazwakQGiAqMCIyIXyPB4KD1xgIoD7+Mu3kpc/W4yugoJsHh6becxLJTYRlAVMRF30nSix2YxclKWnngS6QcVGBUYERkEbS1NFO7ZhPPoB9grCkhpPYSD2tO26zKsFNvSqYmchJEyg5ixWYycNEf304icgwqMCoyIDJGaimJKD3xA68kCQqr3MKLtEPE0nLZdh2GjOCCDuqhJGI6pRI2aSdrEOYRFRA95ZhFvpQKjAiMiJjE8HqrLiyjd/y/aiwsIq9lDWvthYmg6bVuPYaHUmkx12Dg64qcQkj6dlAlziU9K143C4pdUYFRgRMSLGB4P5cVHKT/wAR2luwitO0By27HTxqb5jzoiKbWPpSVmIgGpmSSMnU3q2KkEBAYNcXKRoaUCowIjIj6gtvIUZYe30VK0k4Dq/cQ3HybNfeq0x7kB2o1ATgWkUx8+Fnf8BEJHTMMxbgaJKaN0tkaGDRUYFRgR8VHtrc0UHyqg4UQBRsVeohoPkd5xnFCL64zbOwmlNDADZ+R4SJxIeNo0UsfPJDo+aYiTi1w4FRgVGBEZRjxuN6WFB6g5sZv20r0E1R4irvU4I9ylpz3W/R81RFNuH01L9HhsjklEpE0meUwmUbEJQ5xe5PypwKjAiIgfcLW3UnZ8L7UndtFZvp+QhiMktp0gxag86z41RFMZlE5zxGiM+PGEpU4icfQ0XYoSr6ACowIjIn6spamBU4d30Fi0B0/lAcIaj5DoKj7jmDU9+xjBlAWm0RA2CnfMOIKSJxKXMZWUURMJDLIPYXrxZyowKjAiIqdpdtZTdmwPjSX76ao8RHDDMWLbi0hxlxNocZ9xn07DRpktmbrgdFwRI7HEjyMsZTyJGVNISB6pszYyoFRgVGBERM5bh6ud8sID1BXtxVV+mIC6I0S1FJLaVXLWm4cBWg075QEpNIak4YoajS1+LJGpE0jMmERMfLLKjfSZCowKjIjIBTM8HipLT1BduJfW8iMYtccIaTpJXHsJSZ7Ks95ADOAkjIqAVJyh6XRGjyYwfgzhyWNJSJ9AbEKKyo2ckQqMCoyIyKDq7HBRUXSIupKDtJUfwVJ3nLDmk8S7Skmi+mP3bTGCqbQl0RgyovuyVGwGoY6xxKSOx5E+Tvfc+DEVGBUYERHTtLc2U37yIA0lB2ivPIat7hhhraeI6ygj0ajFeoaB+v6jy7BSZU2gLiiZlrB0PNEZ2BNGE5kynoS08URGx+nszTCmAqMCIyLildrbWqgqOUr9qSO0VR6D+pMENxcT3X6KJHcFwZbOj92/yQih2uagMTiFjrAUjOh07PEZRCSNIT51LFGxiSo4PkwFRgVGRMTnGB4PNRXF1JQcprn8KO6aEwQ4i4hoPUVCVxmxOM/5Hi1GMFU2B432ZFz/LjhBcd0FJy51jG4u9nIqMCowIiLDTltLE1UlR2koP0579Uk89cUENZcQ3lZGXFcl8TSc+z2MIGqs8TQGJdIWkkxXRCq26BGExI8k0pFBfOpowiKiB/1nkTNTgVGBERHxO+2tzVSdOkZD2XHaqgvx1BcR2FT674JTQQL15/U+jYRRa03AaU/CFZqEJ3IEgTFphCZmEJ00ioSUDN1oPEhUYFRgRETk/3C1t1JTVkhD+Ulaq0/S1VCC1VlKcGs5kR1VxLuriLC0nfN9PIaFGksM9QEJtAQn0RGWDBHJBMSkEhqXRlTiSOKS0wkOCRuCn2p4UYFRgRERkX5wNtRSW3YCZ+VJ2muK8TSUENBcRmhbOVGdVSR6agiydJ3Xe9UTSZ0tjuagBFwhDtzhydiiUgmOHUFEYhqxSRlExiTonpyPGMzv74D+7LR27VoefvhhKioqyMzM5PHHH2fu3Lnn3O+FF17g+uuv55prruG1117rz0eLiIict8joOCKj42DSnDO+7nG7qakuo768kOaqQly1JeAsI6ClglBXFZGd1cR7agm2dBKDkxi3E9oKoQ2oO/392owgaq2xNAYm0BbsoCvUAZEpBEYnExKbSmT8CGKT0ggNjxrcH9wP9PkMzPr161m8eDHr1q0jKyuLNWvW8NJLL3H48GESExPPut/Jkye55JJLGD16NLGxsX0qMDoDIyIiZjE8Hpz11dSWn6SpuhhX3SncjWXYmsuxt1US4aoixlNLDE3n/Z7NRgj11hicgXG02xPoDE2EcAcBUckEx6QQET+CaEe6z4+T41WXkLKyspgzZw5PPPEEAB6Ph7S0NG6//XbuvvvuM+7jdrv55Cc/yTe/+U3ef/99GhoaVGBERGRYaW9roba8mMaqIlprS+iqLwVnGYGtlYS4aojsqiXWU/ex81Gd9p5GIHXWGJwB8bQGxdMZkoARnoQ1Kong6BTC4kcQnTiCmPhkrDbbIP50/eM1l5A6OjooKChgxYoVPeusVis5OTnk5+efdb/777+fxMREvvWtb/H++++f83NcLhcu14cH2Ok891gBIiIiZgoOCSN19ERSR0/82O2anfXUVxbjrC6lrb6UroZyaKogoLWSYFcNEZ21xHjqiKSFYEsnKUYVKZ1V0Am0ADWnv2enYaPGEoXTFkNLYCyu4ATcofFYwhMJiHQQHJ1EeFwKUfGpRMUmemXZ6as+FZiamhrcbjcOh6PXeofDwaFDh864z6ZNm3jqqafYtWvXeX/O6tWr+fGPf9yXaCIiIj4hPDKG8MgYGJf5sdu1tzZTV3kKZ3UJrXWldDaU42mqwNZSRXB7NeEd1UR76ojFSaDFTSJ1JLrrwH0c2uFsw+h0GjZqLZE02mJpDYzFZY+j6z9lJ8KBPTqZ8LgkIuNTvfbMDvTzJt7z1dTUxI033siTTz5JfHz8ee+3YsUKcnNze/7udDpJS0sbjIgiIiJeKTg0nJRRE0gZNeFjt+vscFFXdYrGqlO01pfT0VCBp6kKWqoIbK8h2FVLeFc9UZ56omkm0OImgXoS3PUflp3GM793l2GlzhJJ43/O7NjjcIckQHgCtojuMzuhMUlExqcQHZ88pOPp9KnAxMfHY7PZqKys7LW+srKSpKSk07Y/fvw4J0+eZOHChT3rPJ7u6doDAgI4fPgwY8aMOW0/u92O3a5BhURERM4lMMiOY8QYHCNO/z79vzpc7dRXl+KsKaO1rhxXYwVuZyWWlmoC2moI7qglvLOOKE89MTQRYPEQTwPx7gZwF35s2YHuQQMbrdE022JoD4qlwQgfsJ/z/+pTgQkKCmLWrFnk5eVx7bXXAt2FJC8vj9tuu+207SdMmMDevXt7rbv33ntpamriscce01kVERGRIRRkDz7vstPZ4aKhppzG6tJeZYeWagLaqgl21RDa2UCkp4Fow0mAxUMULUR5WsBTCp3gdA3eUHN9voSUm5vLkiVLmD17NnPnzmXNmjW0tLSwdOlSABYvXkxqaiqrV68mODiYKVOm9No/Ojoa4LT1IiIi4j0Cg+wkpGSQkJJxzm09bjcN9dU01pTRXFdBe0MlXU2VNFWfAtYOSr4+F5hFixZRXV3NypUrqaioYPr06WzYsKHnxt7i4mKsPvzMuoiIiPSN1WYjOj6J6Pjet5M4nU64fXAKjKYSEBERkUExmN/fOlUiIiIiPkcFRkRERHyOCoyIiIj4HBUYERER8TkqMCIiIuJzVGBERETE56jAiIiIiM9RgRERERGfowIjIiIiPkcFRkRERHyOCoyIiIj4HBUYERER8Tl9no3aDP+Zb9LpdJqcRERERM7Xf763B2PeaJ8oMLW1tQCkpaWZnERERET6qra2lqioqAF9T58oMLGxsQAUFxcP+C9A+sbpdJKWlkZJScmAT40ufaNj4T10LLyLjof3aGxsJD09ved7fCD5RIGxWrtv1YmKitJ/jF4iMjJSx8JL6Fh4Dx0L76Lj4T3+8z0+oO854O8oIiIiMshUYERERMTn+ESBsdvtrFq1CrvdbnYUv6dj4T10LLyHjoV30fHwHoN5LCzGYDzbJCIiIjKIfOIMjIiIiMhHqcCIiIiIz1GBEREREZ+jAiMiIiI+x+sLzNq1a8nIyCA4OJisrCy2bt1qdqRhb/Xq1cyZM4eIiAgSExO59tprOXz4cK9t2tvbufXWW4mLiyM8PJwvfelLVFZWmpTYf/z0pz/FYrGwfPnynnU6FkOrtLSUr3/968TFxRESEsLUqVPZvn17z+uGYbBy5UqSk5MJCQkhJyeHo0ePmph4eHK73dx3332MGjWKkJAQxowZwwMPPNBrzh0di8Hx3nvvsXDhQlJSUrBYLLz22mu9Xj+f33tdXR033HADkZGRREdH861vfYvm5ua+BTG82AsvvGAEBQUZTz/9tLF//37j5ptvNqKjo43Kykqzow1rCxYsMJ555hlj3759xq5du4yrrrrKSE9PN5qbm3u2ueWWW4y0tDQjLy/P2L59u3HxxRcb8+bNMzH18Ld161YjIyPDmDZtmnHHHXf0rNexGDp1dXXGyJEjjW984xvGli1bjBMnThhvv/22cezYsZ5tfvrTnxpRUVHGa6+9Zuzevdv4/Oc/b4waNcpoa2szMfnw8+CDDxpxcXHGX/7yF6OwsNB46aWXjPDwcOOxxx7r2UbHYnC89dZbxj333GO88sorBmC8+uqrvV4/n9/7FVdcYWRmZhqbN2823n//fWPs2LHG9ddf36ccXl1g5s6da9x66609f3e73UZKSoqxevVqE1P5n6qqKgMw/vnPfxqGYRgNDQ1GYGCg8dJLL/Vsc/DgQQMw8vPzzYo5rDU1NRnjxo0zNm7caHzqU5/qKTA6FkPrhz/8oXHJJZec9XWPx2MkJSUZDz/8cM+6hoYGw263G3/84x+HIqLfuPrqq41vfvObvdZ98YtfNG644QbDMHQshsr/LTDn83s/cOCAARjbtm3r2eavf/2rYbFYjNLS0vP+bK+9hNTR0UFBQQE5OTk966xWKzk5OeTn55uYzP80NjYCH06qWVBQQGdnZ69jM2HCBNLT03VsBsmtt97K1Vdf3et3DjoWQ+2NN95g9uzZXHfddSQmJjJjxgyefPLJntcLCwupqKjodTyioqLIysrS8Rhg8+bNIy8vjyNHjgCwe/duNm3axJVXXgnoWJjlfH7v+fn5REdHM3v27J5tcnJysFqtbNmy5bw/y2snc6ypqcHtduNwOHqtdzgcHDp0yKRU/sfj8bB8+XLmz5/PlClTAKioqCAoKIjo6Ohe2zocDioqKkxIOby98MIL7Nixg23btp32mo7F0Dpx4gS/+tWvyM3N5Uc/+hHbtm3je9/7HkFBQSxZsqTnd36mf7d0PAbW3XffjdPpZMKECdhsNtxuNw8++CA33HADgI6FSc7n915RUUFiYmKv1wMCAoiNje3TsfHaAiPe4dZbb2Xfvn1s2rTJ7Ch+qaSkhDvuuIONGzcSHBxsdhy/5/F4mD17Ng899BAAM2bMYN++faxbt44lS5aYnM6/vPjiizz//PP84Q9/YPLkyezatYvly5eTkpKiY+EnvPYSUnx8PDab7bSnKSorK0lKSjIplX+57bbb+Mtf/sI//vEPRowY0bM+KSmJjo4OGhoaem2vYzPwCgoKqKqqYubMmQQEBBAQEMA///lPfvGLXxAQEIDD4dCxGELJyclMmjSp17qJEydSXFwM0PM7179bg+8HP/gBd999N1/96leZOnUqN954I3feeSerV68GdCzMcj6/96SkJKqqqnq93tXVRV1dXZ+OjdcWmKCgIGbNmkVeXl7POo/HQ15eHtnZ2SYmG/4Mw+C2227j1Vdf5Z133mHUqFG9Xp81axaBgYG9js3hw4cpLi7WsRlgl112GXv37mXXrl09y+zZs7nhhht6/qxjMXTmz59/2pACR44cYeTIkQCMGjWKpKSkXsfD6XSyZcsWHY8B1traitXa+yvMZrPh8XgAHQuznM/vPTs7m4aGBgoKCnq2eeedd/B4PGRlZZ3/h13wLciD6IUXXjDsdrvx7LPPGgcOHDC+/e1vG9HR0UZFRYXZ0Ya1ZcuWGVFRUca7775rlJeX9yytra0929xyyy1Genq68c477xjbt283srOzjezsbBNT+4+PPoVkGDoWQ2nr1q1GQECA8eCDDxpHjx41nn/+eSM0NNT4/e9/37PNT3/6UyM6Otp4/fXXjT179hjXXHONHt0dBEuWLDFSU1N7HqN+5ZVXjPj4eOOuu+7q2UbHYnA0NTUZO3fuNHbu3GkAxqOPPmrs3LnTKCoqMgzj/H7vV1xxhTFjxgxjy5YtxqZNm4xx48YNr8eoDcMwHn/8cSM9Pd0ICgoy5s6da2zevNnsSMMecMblmWee6dmmra3N+O53v2vExMQYoaGhxhe+8AWjvLzcvNB+5P8WGB2LofXnP//ZmDJlimG3240JEyYYv/nNb3q97vF4jPvuu89wOByG3W43LrvsMuPw4cMmpR2+nE6ncccddxjp6elGcHCwMXr0aOOee+4xXC5XzzY6FoPjH//4xxm/I5YsWWIYxvn93mtra43rr7/eCA8PNyIjI42lS5caTU1NfcphMYyPDFsoIiIi4gO89h4YERERkbNRgRERERGfowIjIiIiPkcFRkRERHyOCoyIiIj4HBUYERER8TkqMCIiIuJzVGBERETE56jAiIiIiM9RgRERERGfowIjIiIiPkcFRkRERHzO/wdUd6XbtoFPhAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_funcs(\n", + " [beq_type.solution[0].ShareFuncAdj, port_type.solution[0].ShareFuncAdj],\n", + " 0,\n", + " 100,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "hark", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/ConsBequestModel/example_TerminalBequest.ipynb b/examples/ConsBequestModel/example_TerminalBequest.ipynb index 31dfdcafe..ed576d3b9 100644 --- a/examples/ConsBequestModel/example_TerminalBequest.ipynb +++ b/examples/ConsBequestModel/example_TerminalBequest.ipynb @@ -105,7 +105,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a lifecycle consumer took 0.06389713287353516 seconds.\n" + "Solving a lifecycle consumer took 0.04110527038574219 seconds.\n" ] } ], diff --git a/examples/ConsBequestModel/example_TerminalBequestPort.ipynb b/examples/ConsBequestModel/example_TerminalBequestPort.ipynb index fad9ca893..b354f8be9 100644 --- a/examples/ConsBequestModel/example_TerminalBequestPort.ipynb +++ b/examples/ConsBequestModel/example_TerminalBequestPort.ipynb @@ -20,7 +20,7 @@ ")\n", "from HARK.ConsumptionSaving.ConsBequestModel import (\n", " BequestWarmGlowPortfolioType,\n", - " init_warm_glow_terminal_only,\n", + " init_accidental_bequest,\n", ")\n", "from HARK.datasets.life_tables.us_ssa.SSATools import parse_ssa_life_table\n", "from HARK.datasets.SCF.WealthIncomeDist.SCFDistTools import income_wealth_dists_from_scf\n", @@ -67,7 +67,7 @@ " \"aXtraNestFac\": 1,\n", " \"aXtraCount\": 200, # Number of points in the grid of \"assets above minimum\"\n", " \"aXtraExtra\": [\n", - " None\n", + " None,\n", " ], # Some other value of \"assets above minimum\" to add to the grid, not used\n", " # Income process variables\n", " \"PermShkStd\": [0.1], # Standard deviation of log permanent income shocks\n", @@ -149,12 +149,13 @@ " \"RiskyStd\": 0.20, # Standard deviation of (log) risky returns\n", " \"RiskyCount\": 5, # Number of integration nodes to use in approximation of risky returns\n", " \"ShareCount\": 25, # Number of discrete points in the risky share approximation\n", - " \"AdjustPrb\": 1.0, # Probability that the agent can adjust their risky portfolio share each period\n", + " # Probability that the agent can adjust their risky portfolio share each period\n", + " \"AdjustPrb\": 1.0,\n", " \"DiscreteShareBool\": False,\n", "}\n", "\n", "# Update all the new parameters\n", - "params = copy(init_warm_glow_terminal_only)\n", + "params = copy(init_accidental_bequest)\n", "params.update(time_params)\n", "params.update(dist_params)\n", "params.update(income_params)\n", @@ -174,7 +175,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n" + "0.0\n" ] } ], @@ -196,7 +197,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a lifecycle consumer took 0.4435272216796875 seconds.\n" + "Solving a lifecycle consumer took 0.37440013885498047 seconds.\n" ] } ], @@ -223,7 +224,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -250,33 +251,45 @@ { "data": { "text/plain": [ - "{'aNrm': array([[nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", + "{'aNrm': array([[ 0.40559186, 0.85264607, 0.42896729, ..., 1.73970491,\n", + " 3.93266861, 0.28371063],\n", + " [ 0.16451866, 0.61940958, 1.26515298, ..., 1.18982694,\n", + " 2.88857877, 1.19090892],\n", + " [ 0.13993554, 0.82889289, 1.10211732, ..., 0.38780635,\n", + " 1.72459078, 0.88437069],\n", " ...,\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan]]),\n", - " 'cNrm': array([[nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", + " [ 2.28734298, 1.00534369, 1.84044623, ..., 0.46889557,\n", + " 5.12981426, 0.48866757],\n", + " [ 2.39150509, 0.67278008, 1.11446174, ..., 1.03338779,\n", + " 7.79060462, 1.20471905],\n", + " [ 3.28471081, 1.41493134, 1.70118576, ..., 0.72038464,\n", + " 10.51748237, 1.94688479]]),\n", + " 'cNrm': array([[0.78166446, 0.83758056, 0.78532984, ..., 0.92471425, 1.113275 ,\n", + " 0.75858695],\n", + " [0.71510617, 0.79872336, 0.86527561, ..., 0.85803081, 1.00903376,\n", + " 0.85813533],\n", + " [0.70101547, 0.81306001, 0.83988011, ..., 0.76088548, 0.89686078,\n", + " 0.81865241],\n", " ...,\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan],\n", - " [nan, nan, nan, ..., nan, nan, nan]]),\n", - " 'pLvl': array([[36.71640118, 16.82205727, 7.95128107, ..., 30.27971795,\n", - " 12.98853902, 18.48391768],\n", - " [31.84982278, 17.83243806, 9.24615523, ..., 39.24987577,\n", - " 16.83630422, 17.86391025],\n", - " [33.54769045, 17.12447306, 7.96951851, ..., 50.55320999,\n", - " 11.99248252, 18.81620929],\n", + " [0.94566252, 0.8305746 , 0.90709927, ..., 0.77241943, 1.17105011,\n", + " 0.77496606],\n", + " [0.94149938, 0.78747897, 0.83058641, ..., 0.82303215, 1.34504117,\n", + " 0.83888491],\n", + " [0.99903658, 0.84610669, 0.87077797, ..., 0.7823585 , 1.51024414,\n", + " 0.89149095]]),\n", + " 'pLvl': array([[ 32.95524294, 30.41775995, 10.71966635, ..., 27.60319592,\n", + " 7.18310446, 18.48391768],\n", + " [ 34.93462894, 48.22904486, 9.2988273 , ..., 26.67729987,\n", + " 8.35288028, 13.25050302],\n", + " [ 44.99524133, 46.31430523, 8.92965488, ..., 30.82406664,\n", + " 13.15956943, 11.42097732],\n", " ...,\n", - " [18.05444828, 25.2129987 , 8.67721827, ..., 23.09621387,\n", - " 64.19075411, 78.77789183],\n", - " [13.03220011, 38.8833582 , 6.26345614, ..., 22.19010488,\n", - " 46.3346617 , 75.68728331],\n", - " [14.83380395, 58.74199052, 7.12933194, ..., 25.25772031,\n", - " 69.99884743, 65.89269544]]),\n", + " [ 35.8232454 , 30.81124198, 5.2076101 , ..., 30.65785909,\n", + " 107.02486285, 63.79305209],\n", + " [ 45.57522522, 47.51694049, 8.03114978, ..., 26.56223059,\n", + " 92.72725399, 46.04758938],\n", + " [ 43.80066743, 45.66677834, 7.71844173, ..., 40.12817744,\n", + " 89.11674258, 44.2546392 ]]),\n", " 't_age': array([[1., 1., 1., ..., 1., 1., 1.],\n", " [2., 2., 2., ..., 2., 2., 2.],\n", " [3., 3., 3., ..., 3., 3., 3.],\n", @@ -284,19 +297,19 @@ " [3., 3., 3., ..., 3., 3., 3.],\n", " [4., 4., 4., ..., 4., 4., 4.],\n", " [5., 5., 5., ..., 5., 5., 5.]]),\n", - " 'mNrm': array([[1.16807414, 2.24807256, 1.28890863, ..., 2.51729578, 3.23754462,\n", - " 1.04229759],\n", - " [ nan, nan, nan, ..., nan, nan,\n", - " nan],\n", - " [ nan, nan, nan, ..., nan, nan,\n", - " nan],\n", + " 'mNrm': array([[ 1.18725632, 1.69022663, 1.21429713, ..., 2.66441916,\n", + " 5.04594361, 1.04229759],\n", + " [ 0.87962483, 1.41813295, 2.13042859, ..., 2.04785775,\n", + " 3.89761253, 2.04904426],\n", + " [ 0.84095102, 1.6419529 , 1.94199744, ..., 1.14869183,\n", + " 2.62145156, 1.70302311],\n", " ...,\n", - " [ nan, nan, nan, ..., nan, nan,\n", - " nan],\n", - " [ nan, nan, nan, ..., nan, nan,\n", - " nan],\n", - " [ nan, nan, nan, ..., nan, nan,\n", - " nan]])}" + " [ 3.2330055 , 1.8359183 , 2.7475455 , ..., 1.241315 ,\n", + " 6.30086437, 1.26363363],\n", + " [ 3.33300447, 1.46025905, 1.94504815, ..., 1.85641994,\n", + " 9.13564579, 2.04360395],\n", + " [ 4.28374739, 2.26103803, 2.57196373, ..., 1.50274314,\n", + " 12.0277265 , 2.83837575]])}" ] }, "execution_count": 7, @@ -348,7 +361,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] diff --git a/examples/ConsBequestModel/example_WarmGlowBequest.ipynb b/examples/ConsBequestModel/example_WarmGlowBequest.ipynb index 60b787966..076b98609 100644 --- a/examples/ConsBequestModel/example_WarmGlowBequest.ipynb +++ b/examples/ConsBequestModel/example_WarmGlowBequest.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 9, + "execution_count": 1, "id": "19c5f531", "metadata": {}, "outputs": [], @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 2, "id": "8a2d828c", "metadata": { "title": "Alter calibration" @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 3, "id": "fbfff075", "metadata": { "title": "Create and solve agent" @@ -97,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "id": "5f41049a", "metadata": {}, "outputs": [ @@ -105,7 +105,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a lifecycle consumer took 0.04669356346130371 seconds.\n" + "Solving a lifecycle consumer took 0.04212594032287598 seconds.\n" ] } ], @@ -119,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "id": "27d1663e", "metadata": {}, "outputs": [ @@ -149,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 6, "id": "a16b7032", "metadata": { "lines_to_next_cell": 2, @@ -220,7 +220,7 @@ " 7.7341921 , 2.70711694]])}" ] }, - "execution_count": 14, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -240,7 +240,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 7, "id": "7c7979ec", "metadata": { "title": "Extract and format simulation results" @@ -261,7 +261,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 8, "id": "1d8269db", "metadata": { "title": "Plots" diff --git a/examples/ConsBequestModel/example_WarmGlowBequestPort.ipynb b/examples/ConsBequestModel/example_WarmGlowBequestPort.ipynb index a2b47b988..9918fbdd9 100644 --- a/examples/ConsBequestModel/example_WarmGlowBequestPort.ipynb +++ b/examples/ConsBequestModel/example_WarmGlowBequestPort.ipynb @@ -43,23 +43,31 @@ " \"LivPrb\": [0.98], # Survival probability\n", " \"PermGroFac\": [1.01], # Permanent income growth factor\n", " \"BoroCnstArt\": 0.0, # Artificial borrowing constraint\n", - " \"MaxKinks\": 400, # Maximum number of grid points to allow in cFunc (should be large)\n", - " \"AgentCount\": 10000, # Number of agents of this type (only matters for simulation)\n", - " \"aNrmInitMean\": 0.0, # Mean of log initial assets (only matters for simulation)\n", - " \"aNrmInitStd\": 1.0, # Standard deviation of log initial assets (only for simulation)\n", - " \"pLvlInitMean\": 0.0, # Mean of log initial permanent income (only matters for simulation)\n", - " \"pLvlInitStd\": 0.0, # Standard deviation of log initial permanent income (only matters for simulation)\n", - " \"PermGroFacAgg\": 1.0, # Aggregate permanent income growth factor: portion of PermGroFac attributable to aggregate productivity growth (only matters for simulation)\n", + " # Maximum number of grid points to allow in cFunc (should be large)\n", + " \"MaxKinks\": 400,\n", + " # Number of agents of this type (only matters for simulation)\n", + " \"AgentCount\": 10000,\n", + " # Mean of log initial assets (only matters for simulation)\n", + " \"aNrmInitMean\": 0.0,\n", + " # Standard deviation of log initial assets (only for simulation)\n", + " \"aNrmInitStd\": 1.0,\n", + " # Mean of log initial permanent income (only matters for simulation)\n", + " \"pLvlInitMean\": 0.0,\n", + " # Standard deviation of log initial permanent income (only matters for simulation)\n", + " \"pLvlInitStd\": 0.0,\n", + " # Aggregate permanent income growth factor: portion of PermGroFac attributable to aggregate productivity growth (only matters for simulation)\n", + " \"PermGroFacAgg\": 1.0,\n", " \"T_age\": None, # Age after which simulated agents are automatically killed\n", " \"T_cycle\": 1, # Number of periods in the cycle for this agent type\n", " \"PerfMITShk\": False, # Do Perfect Foresight MIT Shock: Forces Newborns to follow solution path of the agent he/she replaced when True\n", " # assets above grid parameters\n", " \"aXtraMin\": 0.001, # Minimum end-of-period \"assets above minimum\" value\n", " \"aXtraMax\": 100, # Maximum end-of-period \"assets above minimum\" value\n", - " \"aXtraNestFac\": 1, # Exponential nesting factor when constructing \"assets above minimum\" grid\n", + " # Exponential nesting factor when constructing \"assets above minimum\" grid\n", + " \"aXtraNestFac\": 1,\n", " \"aXtraCount\": 200, # Number of points in the grid of \"assets above minimum\"\n", " \"aXtraExtra\": [\n", - " None\n", + " None,\n", " ], # Some other value of \"assets above minimum\" to add to the grid, not used\n", " # Income process variables\n", " \"PermShkStd\": [0.1], # Standard deviation of log permanent income shocks\n", @@ -73,9 +81,12 @@ " \"tax_rate\": 0.0, # Flat income tax rate\n", " \"T_retire\": 0, # Period of retirement (0 --> no retirement)\n", " \"vFuncBool\": False, # Whether to calculate the value function during solution\n", - " \"CubicBool\": False, # Use cubic spline interpolation when True, linear interpolation when False\n", - " \"neutral_measure\": False, # Use permanent income neutral measure (see Harmenberg 2021) during simulations when True.\n", - " \"NewbornTransShk\": False, # Whether Newborns have transitory shock. The default is False.\n", + " # Use cubic spline interpolation when True, linear interpolation when False\n", + " \"CubicBool\": False,\n", + " # Use permanent income neutral measure (see Harmenberg 2021) during simulations when True.\n", + " \"neutral_measure\": False,\n", + " # Whether Newborns have transitory shock. The default is False.\n", + " \"NewbornTransShk\": False,\n", " # Flag for whether to optimize risky share on a discrete grid only\n", "}" ] @@ -127,7 +138,8 @@ " \"RiskyStd\": 0.20, # Standard deviation of (log) risky returns\n", " \"RiskyCount\": 5, # Number of integration nodes to use in approximation of risky returns\n", " \"ShareCount\": 25, # Number of discrete points in the risky share approximation\n", - " \"AdjustPrb\": 1.0, # Probability that the agent can adjust their risky portfolio share each period\n", + " # Probability that the agent can adjust their risky portfolio share each period\n", + " \"AdjustPrb\": 1.0,\n", " \"DiscreteShareBool\": False,\n", "}\n", "\n", @@ -155,7 +167,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0]\n" + "40.0\n" ] } ], @@ -177,7 +189,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a lifecycle consumer took 0.4337644577026367 seconds.\n" + "Solving a lifecycle consumer took 0.3898143768310547 seconds.\n" ] } ], @@ -204,7 +216,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
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0.81698167, 1.33302195,\n", + " 0.83368033],\n", + " [0.99133271, 0.83992565, 0.8648401 , ..., 0.77686141, 1.49710218,\n", + " 0.88625993]]),\n", + " 'pLvl': array([[ 32.95524294, 30.41775995, 10.71966635, ..., 27.60319592,\n", + " 7.18310446, 18.48391768],\n", + " [ 34.93462894, 48.22904486, 9.2988273 , ..., 26.67729987,\n", + " 8.35288028, 13.25050302],\n", + " [ 44.99524133, 46.31430523, 8.92965488, ..., 30.82406664,\n", + " 13.15956943, 11.42097732],\n", " ...,\n", - " [18.05444828, 25.2129987 , 8.67721827, ..., 23.09621387,\n", - " 64.19075411, 78.77789183],\n", - " [13.03220011, 38.8833582 , 6.26345614, ..., 22.19010488,\n", - " 46.3346617 , 75.68728331],\n", - " [14.83380395, 58.74199052, 7.12933194, ..., 25.25772031,\n", - " 69.99884743, 65.89269544]]),\n", + " [ 35.8232454 , 30.81124198, 5.2076101 , ..., 30.65785909,\n", + " 107.02486285, 63.79305209],\n", + " [ 45.57522522, 47.51694049, 8.03114978, ..., 26.56223059,\n", + " 92.72725399, 46.04758938],\n", + " [ 43.80066743, 45.66677834, 7.71844173, ..., 40.12817744,\n", + " 89.11674258, 44.2546392 ]]),\n", " 't_age': array([[1., 1., 1., ..., 1., 1., 1.],\n", " [2., 2., 2., ..., 2., 2., 2.],\n", " [3., 3., 3., ..., 3., 3., 3.],\n", @@ -265,19 +289,19 @@ " [3., 3., 3., ..., 3., 3., 3.],\n", " [4., 4., 4., ..., 4., 4., 4.],\n", " [5., 5., 5., ..., 5., 5., 5.]]),\n", - " 'mNrm': array([[1.16807414, 2.24807256, 1.28890863, ..., 2.51729578, 3.23754462,\n", - " 1.04229759],\n", - " [ nan, nan, nan, ..., nan, nan,\n", - " nan],\n", - " [ nan, nan, nan, ..., nan, nan,\n", - " nan],\n", + " 'mNrm': array([[ 1.18725632, 1.69022663, 1.21429713, ..., 2.66441916,\n", + " 5.04594361, 1.04229759],\n", + " [ 0.88333739, 1.42134635, 2.13510132, ..., 2.05422653,\n", + " 3.90454039, 2.05363669],\n", + " [ 0.84486691, 1.64959894, 1.95192659, ..., 1.15796226,\n", + " 2.62963152, 1.7139008 ],\n", " ...,\n", - " [ nan, nan, nan, ..., nan, nan,\n", - " nan],\n", - " [ nan, nan, nan, ..., nan, nan,\n", - " nan],\n", - " [ nan, nan, nan, ..., nan, nan,\n", - " nan]])}" + " [ 3.25153289, 1.8517797 , 2.76907719, ..., 1.25023531,\n", + " 6.32332584, 1.2780052 ],\n", + " [ 3.36138852, 1.47977623, 1.97041128, ..., 1.87854178,\n", + " 9.18820502, 2.07953611],\n", + " [ 4.33536369, 2.29664903, 2.61683645, ..., 1.52844901,\n", + " 12.12035199, 2.89737855]])}" ] }, "execution_count": 7, @@ -329,7 +353,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] From 5b485ad498701d8c6d61c75a18e5840c72ffcd12 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Sat, 6 Apr 2024 18:40:30 -0400 Subject: [PATCH 5/5] changed default dicts, so have to change test params --- HARK/ConsumptionSaving/tests/test_ConsBequestModel.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/HARK/ConsumptionSaving/tests/test_ConsBequestModel.py b/HARK/ConsumptionSaving/tests/test_ConsBequestModel.py index 0c48afba3..958dcc43f 100644 --- a/HARK/ConsumptionSaving/tests/test_ConsBequestModel.py +++ b/HARK/ConsumptionSaving/tests/test_ConsBequestModel.py @@ -8,7 +8,7 @@ class testWarmGlowConsumerType(unittest.TestCase): def setUp(self): - self.agent = BequestWarmGlowConsumerType() + self.agent = BequestWarmGlowConsumerType(BeqFac=1.0) self.agent.vFuncBool = True self.agent.solve() @@ -33,7 +33,7 @@ def test_simulation(self): class testBequestWarmGlowPortfolioType(unittest.TestCase): def setUp(self): - self.agent = BequestWarmGlowPortfolioType() + self.agent = BequestWarmGlowPortfolioType(BeqFac=1.0, BeqFacTerm=1.0) self.agent.vFuncBool = True self.agent.solve()