{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Estimación de un VAR de la política monetaria de Costa Rica" ] }, { "cell_type": "markdown", "source": [ "## Primeros pasos" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "markdown", "source": [ "**Nota** Para ejecutar este cuaderno se requiere el paquete `bccr`. Si no lo tiene, ejecute la siguiente celda" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "code", "execution_count": 1, "outputs": [], "source": [ "try:\n", " import bccr\n", "except ImportError:\n", " print('Module bccr missing. Installing it now')\n", " !pip install bccr" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "code", "execution_count": 2, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from bccr import SW\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "plt.style.use('seaborn')\n", "\n", "from statsmodels.tsa.api import VAR" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "plt.rc('font', serif=['Computer Modern'])" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Descargar datos" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": " DESCRIPCION descripcion Unidad Medida periodo\ncodigo \n22796 Node('/BCCR/Demográficas y Mercado Laboral/Tasa de desempleo abierto [22796]') Tasa de desempleo abierto Porcentaje Unidades Trimestral", "text/html": "
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DESCRIPCIONdescripcionUnidadMedidaperiodo
codigo
22796Node('/BCCR/Demográficas y Mercado Laboral/Tasa de desempleo abierto [22796]')Tasa de desempleo abiertoPorcentajeUnidadesTrimestral
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" }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SW.buscar('desempleo abierto', periodo='Trimestral')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "datos = SW(Desempleo=22796, Inflación=25485, TPM=3541, FechaInicio=2010, func=np.mean, fillna='ffill').dropna()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "" }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "datos.plot(figsize=[15,5])" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "**Importante** Por fines didácticos, ahora restringimos la muestra a datos hasta el primer trimestre de 2020. El gran aumento en la tasa de desempleo que siguió al impacto de la pandemia del COVID no se ve reflejado en las otras variables del modelo. Como ejercicio, estime y analice este mismo VAR con datos hasta el segundo trimestre del 2020 (cambiando la siguiente celda); verá que en ese caso el VAR estimado resulta inestable!!" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "datos = datos[:'2020Q1']" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Graficar los datos utilizados" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=[9,3])\n", "datos.plot(ax=ax)\n", "ax.set(title='Desempleo, inflación y tasa de política monetaria', ylabel='puntos porcentuales');\n", "#fig.savefig('VAR-variables.pdf', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Estimar un VAR" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": " Summary of Regression Results \n==================================\nModel: VAR\nMethod: OLS\nDate: Sun, 24, Apr, 2022\nTime: 10:46:47\n--------------------------------------------------------------------\nNo. of Equations: 3.00000 BIC: -1.30856\nNobs: 38.0000 HQIC: -1.64170\nLog likelihood: -115.071 FPE: 0.161485\nAIC: -1.82569 Det(Omega_mle): 0.119601\n--------------------------------------------------------------------\nResults for equation Desempleo\n===============================================================================\n coefficient std. error t-stat prob\n-------------------------------------------------------------------------------\nconst 2.305139 1.265376 1.822 0.069\nL1.Desempleo 0.708084 0.125437 5.645 0.000\nL1.Inflación -0.127880 0.087455 -1.462 0.144\nL1.TPM 0.243191 0.124252 1.957 0.050\n===============================================================================\n\nResults for equation Inflación\n===============================================================================\n coefficient std. error t-stat prob\n-------------------------------------------------------------------------------\nconst -0.062525 1.588872 -0.039 0.969\nL1.Desempleo -0.003928 0.157505 -0.025 0.980\nL1.Inflación 0.827925 0.109813 7.539 0.000\nL1.TPM 0.119255 0.156017 0.764 0.445\n===============================================================================\n\nResults for equation TPM\n===============================================================================\n coefficient std. error t-stat prob\n-------------------------------------------------------------------------------\nconst 2.282890 0.964744 2.366 0.018\nL1.Desempleo -0.164187 0.095635 -1.717 0.086\nL1.Inflación 0.091391 0.066677 1.371 0.170\nL1.TPM 0.753419 0.094732 7.953 0.000\n===============================================================================\n\nCorrelation matrix of residuals\n Desempleo Inflación TPM\nDesempleo 1.000000 -0.031396 -0.003364\nInflación -0.031396 1.000000 0.307269\nTPM -0.003364 0.307269 1.000000\n\n" }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = VAR(datos)\n", "res = model.fit(4, ic='bic')\n", "res.summary()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "**Autocorrelograma de los residuos**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res.plot_acorr();" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Número óptimo de rezagos para el VAR" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "", "text/html": "\n\n\n \n\n\n \n\n\n \n\n\n \n\n\n \n\n\n \n\n
VAR Order Selection (* highlights the minimums)
AIC BIC FPE HQIC
0 1.227 1.360 3.411 1.273
1 -1.779 -1.246* 0.1693 -1.595
2 -2.121* -1.188 0.1219* -1.799*
3 -2.007 -0.6741 0.1411 -1.547
4 -2.002 -0.2689 0.1511 -1.404
" }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "temp = model.select_order(4).summary()\n", "temp" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Exportar esta tabla a LaTeX" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "with open('VAR-ic.tex','w') as archivo:\n", " archivo.write(temp.as_latex_tabular())" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Pronosticar las variables" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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1NWP9+jWcPn2CSpWq8unTR+bPX4Kfnx9v3ryifPmK5M2bn+HDxySbpAkkcRJCCKFhLlz4m3fvvHFw6Iyenl6cz4+KimLFiiW8fevJpEnTEyHCaMWKleDQoRO0adOMFSuWkiVLNvr1G5ho11OV/07Vbdq0nhIlSqJQKNDR0aFIkWK8fPkcgFy5cgPw/PlTHj16GJNwRURE8O6dN35+n7CwsASgWbOWAHz48I7582ehr2+Aj88HihUrgZVVHpo1a4Wz81giIiJo0aJNUr5klYp14uTh4cHs2bNxc3PjwYMHTJo0CW1tbXR1dZkxYwampqaJGacQQohUYseOrUDcp+m+0dLSYvfuHXh43KJfv8GYm5urMrzv5M5twfHj51i1alnMCFFERARv33qSO7fFH8+PzQjRkiV/Xrzt4NAZB4fOfzzuZ3LntuTQoX20bt2eiIgI7t69Td26DQB3FAqt/x9jQalSZRg5cixRUVG4uq4ie/bsmJqa8ubNa3LmzMWGDa7kzJmbWbOmsG3bXgwM0jF5cnRZiGfPnhIc/IVZsxbg6+tL795dqFChElpaWiq/AzKxxequupUrV+Lo6EhoaCgAU6ZMYdy4cbi5uVGrVi1WrlTfinwhhBApR3BwMAcO7CNnzlzY2NjFu52WLdsQFRXF7t3bVRjdzxkaGjJo0DD09fUBWLNmBRUrluXIkUOJfm1VqFChElmzZqdnz7/o0aMzVatWp0CBgv85pjIGBvr06dONrl07oFAoMDBIx/DhY5g2bSL9+vXgyZNH2NlVwN6+Hj16dKZ37y4EBwfj6+tDjhw5uXnzOt27d2TcuJF07doTgKJFizN5shMBAf7qeOnxolDGYvfCo0ePUqBAAUaMGMG2bdv48OEDmTNnBmDjxo28f/+eIUOG/LaNpNrJWHax1jzSL5pH+kTzSJ9E2717Bz17dmHQoGGMGTM+3u34+vpSvHh+ChUqwsmT8S8bEJ9+OXhwPzNnTmXnzv2YmpqiVCpRKBTxjkF8L6l+VszMjH76eKwSJwBPT0+GDBnCtm3bYh67ceMGY8eOZePGjWTKlOm350dERKKjox2HkIUQQiS2t2/fkj59eoyMfv5LIqk1aNCAgwcPcu/ePQoXLpygtho1asT+/fu5c+cORYv+fBF2Yvl3srRjxw7c3NyYP38+lpaWSRqHUL14Lw4/dOgQS5cuZcWKFX9MmgD8/ILje6lYk7/YNJP0i+aRPtE86uiTkJAQihcvSp48+Th48DhaWgmvifzkyWOePXtKnTr14nyur68vR44coXjxkpiZ5Uzw+9G4cQv279/P8uWrGT9+YrzaUEW/bN26g3379nHs2DF69+5H69btsLLKm6A2UzKlUsmXL1/4+NH3X/8+4uPjw8ePvvTu3R1z89yJHsevRpzilTjt3buXrVu34ubmhrGxcULiEkIIoSb37t3h8+fPXL9+lT17dsbcFRVfQUFBNG/ekHfvvFm7diP16zeM0/l79+4kMjKSFi1aJSiOb2rXrkudOvUpU6acStqLr8WLV1CzZm2cnMYyb95s5s2bTdGixWnUqAmNGjVJdUlUcHAwf/99FmPjjNjY2AKwfPliduzYxsePvvj6+hASEvLL88uXL0ft2omfOP1KnBOnyMhIpkyZQtasWenfvz8AZcuWZcCAASoPTgghROK5detGzP9PmTKBevUaxuv2/28WLZrHu3feAAwbNoAyZcrF6Y62HTu2oqWlRdOmLeIdw7/p6emxfv1mlbSVEAqFgmbNWlK7dh0OHNjH/v17OHPmFFOn3mbq1IkULVqcxo2b0rBhE6ys8qg73HgJDQ3F29sLL6+3P/zz9vbm/ft3HD9+DnNzcwIDA3FwaE3Dhk1iEqePHz/y6NEDTE3NKFCgECYmJpiYmGJiYoqpqRmmpqb//9oEW9vSRESo77XGeo1TQsni8NRL+kXzSJ9oHnX0Sb9+Pdm2bTO1atlz/PhRnJwm07dv/P4Ifv36FRUqlCFTJhP++qsbU6dOpFYtezZs2BarhdHPnz/F1rY01arVYOvW3fGK4XfCwsLiVRgzsfrl82c/jhw5xL59uzl79jTh4eHo6+vz8OFL9PX1CQkJQUdHBx0dzSm3+ODBfW7fvoW9fV2MjTPy5csXGjeui5fX29/uN6enp0eWLFnZvHkHefLkIzIykiVLXChSpCjVq9cEoks4aGtrx+p7Rd2LwzWnR4QQQiSpW7duYGhohIvLMmxtSzFv3izatm1PpkwmcW5rwoRxhIaGMm7cBJo1a8nff5/j+PGjuLm50rHjX388f/v2hNVu+p3x48ewfftmrl27S7p06VTefnwYG2ekTZv2tGnTPiaJ+vDhfUxJg/Xr1+DkNJZ16zZRu3ZdAFxdV5MxY0Zy57bAwsIyTnv4/VtkZCSfP3/Gz+8Tnz59ws/v03f///79O7y8vHj3zgsbGzvmzFkIwLZtm1m8eAEHDhynXDkbDAwMePv2DRkyGFOoUGGyZs1G9uzZyZo1O9mzZydbthxky5YNY+OM3yVE2tra9O8/6LuYNClB/JPkE6kQQgiVCQoK5MmTx5QvX5FMmUwYMmQE48ePYd68WXGutu3ufp79+/dgbV2W5s1boVAocHFZSpUqdowfP4aKFSv/dgpKqVSyY8dWDAwM/l94UbUMDAz4+PEjhw8fSJTELKG+JVH/fczauizZs+cEopMdR8eRhIWFxRyTIYMx2bPn+Ol2JUuWrCRfvvxERUVRt251ypa1YfLkGXh7e9G2bTMCAgJijg0ODubTp08/tJExY0bCw8Njvq5fvyFWVnnInTt6fZFCoeD+/ecxSVFQUBATJ47j7VtPLl4Mp3//wWTM+P3NYxcvXmDLlg0oFAqioqJo0KAxtWvXZcIER3x8PvDunTc6OmkwNTUlT568VKlSnfHjR8dUJ4+IiKBr178oW7ZSnN5jVZLESQghUiEPj1solUpKliwNwF9/dWf16hWsWbOSLl16YGlpFat2IiMjGTt2JABTpsyI+SWaLVt2ZsyYQ69eXenXryf79h355ajCtWtXePXqJc2bt8LQ0FAFr+57rVq1Ye7cmWzfvkUjE6efadWqLa1atY35WqlUsmaNG69eveTVq5e8fPmCV69e8vr1q59W3v734uqHDx9gYPDPSFvmzOZYWuYlU6ZMZMyYCWPjjDH/nzFjJjJnzkzWrNliRr++KVOm3A8L7f89krR160bKlClLq1bteP36Jc7OY1mzZuN3x8+ePQ1X180YGRkRHPyFTp3aUbasDU5OkwFYvXo5JiYmNGkSvc7txo1rWFuXYcKEaUB0kjd4cG+MjTOTL1+BOL2nqiKJkxBCpEI3blwHoFSp6MQpbdq0ODo60717Z6ZMmcCqVeti1c6mTW7cu3eHVq3aUrp0me+ea9asJUePHmL37p24uMxj8ODhP23j2xYrLVsmTlJjZZUXa+uynD17mvfv32FuniVRrpOYdHR0Yqbs4kJLS4tXr95/95ixccaYzYH/zcVlHrdv3wKgVq06tGrVlilTnPH39ycgwJ8ZM+ayevVyHjy4R3h4BF279qBSpaox57dq1Q5d3ejRr4iISHR10/5wjUyZMrF9+2aqVq2BpaUVGzduj9PaMwMDA1q3bs3p0ye/S5yCgoKYPn0i/v7RFcgHDRpOnjx5ad68AblzW5A7tyVBQYExr2XmzPmkT58+1tf9t4QX7RBCCJHsfLuj7tuIE0CjRk2xti7Dvn27uXr18h/bCAjwZ9q0iRgYpMPR0fmnx0yfPoesWbMxa9Y0PDxu/vB8WFgYe/fuwswsM5UrV4vfi4mFb1uw7NyZ+FuwxIW1ddFY/7t//9535/Xo0Tnmazc3V6ytY1fk8+XLF/Tr1yPmn4/PBy5c+Btvby9WrHBl6dLVHD9+hGfPnv7/WmVYtmwNt27dxN//MytXrmfOnIU8eHD/u3aNjIxIm1aPjx99mTRpHD179v3h2tOnzyUkJIQJE8bSuHEd3NzWEtd71ExMTPD3//zdY+vXr8HauhwuLssZMWIss2dHj1B9+PAeJ6fJDBw49LvXEt+kCSRxEkKIVOnWrRuYmJiQM2eumMcUCgXOzlMBcHZ2/OMvtDlzZuLr68ugQUPJkiXrT4/JmDETCxYsISIigj59uvP169fvnj916gSfPn2iWbMWibpAuEmTZqRJk4bt27ck2jWSCwsLSxYtWhHzz8wsM69evaBEiZIoFAp0dHQoUqQYL18+ByBXrug1Ta9fv6JIkeIAmJiY0qNHnx/afvbsKQMH9qFHj76UKmX93XMBAQG8e/eOPn0GsG7dFlavduPy5YtcuBC3LXG8vLwwM8v83WPPnz/l4MF99OvXgxkzJhMYGH3XXYYMxmTIYBxz3LfXkhAyVSeEEKmMr68vb968pkaNWj/c/m1jY0v9+o04eHAfBw7so2HDxj9t49mzJ6xcuZRcuXLTq1e/316vatXqdO/ei5UrlzFlijOTJ8+Iee7bNF1irz3KlMmEhQuXxkxNaorr1++q5DwHh844OHSOdxy5c1ty6NA+WrduT0REBHfv3v7/Qn13FIroMRYLCwtOnz4JRE+NjR8/irlzF8W08eLFc8aNG8mECdPIly//D9cIDw9j/PhRLFmyCnPzLDF1meIyVRcc/IXt27fHJPj/xG9B7dqFqV27Dn5+n9i/fw/AD9Xwv72WhJDESQghUplbt6LXN/17mu7fxo1z5ujRQ0yaNB57+7o//cXm5DSWiIgInJ2nxKpopqPjBM6cOcWKFUupVasOVapUIyDAn6NHD5EvX36KFy+ZoNcUG82bq6YieUpUoUIlbt68Ts+efxEeHk716jUpUKDgd8dUrFiFa9eu0Lt3VyIjI/nrr+7fPb98+SLCwsJYsGA2AIaGhkyfPjfmeRMTUwYPHs7YsSPQ1tYmKiqS8uUrUa6c7W9ju379Gv369UBbW5vIyEj69+9PrlwW3x3TsWMXpk+fxL59uwgO/kKXLj0S8G78nhTAFIlO+kXzSJ9onqTsk1mzpjFr1jQ2btxGrVp1fnrMmDHDWbVqOVOmzKB7997fPXfq1HHatGlOhQqV2LXrQKyKFgJ4eNykbt0amJll5uzZixw6dIBBg/oyevS4Xy4cV7WoqCguX75IuXK2aGv/eeN5+VnRPOougClrnIQQIpX5Z2G49S+PGTp0FEZG6Zk9e/p3C3HDw8MZN240WlpaTJo0PdZJE0CJEqUYNmwU3t5ejBo1NGaaLilHgqZMmUDjxnU5d+5Mkl1TpCySOAkhRCqiVCq5efMGOXLkxMzM7JfHmZiYMHDgUPz8/Fiw4J/pFlfXVTx58pgOHTpTtGixOF9/wIAhWFuXZdeuHZw/fw5b2/IqWbAbW/b29YDoKtxCxIckTkIIkYq8feuJr6/PL9c3/Vv37r3IkSMnK1cu5c2b13z8+JGZM6eRPn0GRo1yjNf1dXR0WLx4BQYGBkDiLwr/r7Jly2FtXYbDhw9w9+6dJL22SBkkcRJCiFTk5s3fLwz/N319fUaPjt6DburUicycOQV//88MGzYSU1PTeMdgZZWHhQuXUrVqdZo2bR7vduJDoVAwfPhoAGbPjtvWMkKA3FUnhBCpys2b0eubYntbfvPmrVi+fAk7d25DS0uLvHnzqeSOpUaNmtKoUdMEtxMf1arVxNq6DIcO7efOndsUK1ZcLXGI5ElGnIQQIhX5tjC8RImSsTpeS0sLZ+fofcSioqKYNGlanOruaKLoUacxmJtn4d07L3WHI5IZGXESQohUIioqCg+PW+TNm4/06TPE+ryKFSvTq1c/IiMjqFGjdiJGmHSqVavB1au3Y1WDSoh/k8RJCCFSiWfPnhIYGIC9fdw3i504ceqfD0pGFApFTNIUFhaW7EfRRNKRqTohhEglvi0ML1361/WbUpt9+3ZTunQR7tzxUHcoIpmQxEkIIVKJfwpfatZ+beqUPn0GPnx4z6xZcoediJ1YJ04eHh44ODjEfH38+HGGDh2aKEEJIYRQvZs3b6Cjo0PRonIX2TdVqlSjbFkbjhw5yO3bt9QdjkgGYpU4rVy5EkdHR0JDQwGYPHkyc+bMISoqKlGDE0IIoRrh4eHcu3eHQoWKyILof1EoFIwYMQaQuk4idmKVOOXKlQsXF5eYr0uXLo2zs3NixSSEEELFHj68T0hIiEzT/UTlylUpV86WI0cO4eFxU93hCA0Xq8TJ3t4eHZ1/bsCrV69enDZ2FEIIoV43bkQvDI9t4cvU5N+jTjt2bFNzNELTJVk5gowZDdDR0U7065iZGSX6NeLr69ev6OvrqzsMtdDkfkmtpE80T2L2ycOH0fuyVa9eSfr+J5o1a8CZM2eoXLnyDwMD8n5pHnX2SZIlTn5+wYl+DTMzI3x8AhP9OvHx4MF9atWqTJcuPVJcPZQ/0eR+Sa2kTzRPYvfJxYuX0dfXJ3PmXNL3v1C4cGl8fYO+e0x+VjRPUvXJr5IzKUeQRNavX0NYWBjLli3C1XW1usMRQqQiwcHBPHr0gKJFi3+37EL86N07b8aMGR5TukGI/4r1T1COHDnYtu2fuV8bGxtsbGwSJaiUJiQkhJ07t2FqaopSqWT06GFYWlpRpUo1dYcmhEgF7ty5TWRkpBS+jIUnTx6zatVyXr9+xYYNst5J/EhGnJLA0aOH+Pz5M61bt8fVdTPa2tp069aJp0+fqDs0IUQqcOtW9MJwuaPuzypWrIydXQWOHTsSU2ldiH+TxCkJbNrkBkDbth2wsbFl7lwX/P0/06FDK/z8Pqk5OiFESnfzZvS0k9xR92cKhYLhw0cDUtdJ/JwkTons7VtPzpw5hbV1WfLnLwBAq1ZtGThwKM+fP6Nr146Eh4erOUohREp269YNMmQwxtIyj7pDSRYqVqxM+fIVOX78KFeuXFF3OELDSOKUyLZt24xSqaRdO4fvHh89ehz16zfi/PlzjBo1FKVSqaYIhRAp2efPfjx//owSJUpJ/b04+DbqNGHCBDVHIjSNJE6JSKlUsnnzBvT19WnSpNl3z2lpabFo0XKKFy+Jm5sry5cvVlOUQoiU7Nat6ErYMk0XNxUqVGLAgCHMmzdP3aEIDSOJUyK6dMmdly9f0KBBY4yM0v/wfLp06Vi/fjPm5llwchrL8eNH1BClECIl+3ZbvSwMjztHR2fy58+v7jCEhpHEKRF9WxT+32m6f8uWLTvr128mbdq09OjRhfv37yVVeEKIVEAWhifcnTseNG5clw8fPqg7FKEBJHFKJEFBgezfv4dcuSyws6vw22NLlbJm0aLlfPkShINDa3x8fH56nK+vL+fOnWHp0kX079+LWrWqMGhQXwIC/BPjJSQZpVLJ7t078PX1VXcoQqQ4t27dIHNmc7JmzabuUJKtv/8+x8WLF+jbtztRUVHqDkeomZSQTSR79+4mODiYtm3bo6X15/y0UaOmjBz5mBkzptC5cztmzJjLo0cPuHfvLvfv3+Xevbu8f//uu3O0tLTw8LjJhQt/s2rVOkqUKJVYLydR7d69g169utK1aw+mTZut7nCESDHev3+Ht7cXderIxuwJ0atXXy5cOMfx40dZsGAOgwcPV3dIQo0kcUokmzdvQKFQ0Lp1u1ifM2TICJ48ecyuXdupXv37Uars2XNQu3YdChcuSpEiRSlSpBg5c+ZizpwZzJ8/m/r1azFhwhS6dOmRrD4glUolS5a4AHDxoruaoxEiZfk2TSfrmxJGS0sLF5dlVK9ekRkzpmBrW/6PMwki5ZLEKRE8ffqEK1cuUaVKNXLkyBnr8xQKBfPnL8bQ0IjIyAgKFy5CkSLFKFy4CMbGGX96zpgx47G1LU/fvt0ZPXo4Fy6cZ/78RaRPn0FVLydRnT9/jtu3bwHw4ME9AgL8k03sQmg6qRiuOpkymbB8+VqaNKlLz55dOHXqAqampuoOS6iBrHFKBFu2bAR+vyj8V/T09Jg9ez7z5i2ie/felC9f8ZdJ0zfVq9fk1KkL2NlV4MCBvdSoUSnZbFC5ZMlCACpXroZSqeTatatqjkiIlOOfEafkOY2vaWxsbBk9ehxp0qThw4f36g5HqIkkTioWERHB1q2byJDBmLp1GyTZdbNmzcbOnfsZMmQ4r1+/on79WqxatUyjC2s+eHCfkyePY2tbnl69+gBw5colNUclRMqgVCq5desGuXNbkCmTibrDSTH69RvE6dMXKFy4iLpDEWoiiZOKnT59gvfv39GsWQv09PSS9No6OjqMGjWOLVt2kSFDBsaMGUGXLg74+39O0jhi69toU9++AylTphwgiZMQqvLy5Qv8/PykDIGKaWlpxSwnePXqJR4eN9UckUhqkjip2ObN8Z+mU5Vq1Wpw6tQFypevyMGD+6hRo7LG7fLt7e3Frl3byZcvP7Vq2WNsnJGCBQtx48Y12btPCBX4p/CltZojSZkCAvyxt69Kp07t+PTpo7rDEUlIEicV+vjxI0ePHqJQoSIUL15SrbFkyZKVHTv2MWTIcN68eUXDhva4uq7WmKm7lSuXER4eTu/e/WPKNZQta0twcDD37t1Rc3RCJC1//88sWbJEpX80SOHLxJU+fQZ69OiDl9dbBgzorTGfrSLxSeKkQjt3biU8PJx27TpoREmAf0/dGRoaMmLEYPr370VwcLBa4woMDGDdujWYmWWmRYvWMY/b2NgCMl0nUp+ZM6fSt29f9u7dpbI2b926gZaWFsWKlVBZm+J7AwcOpXLlahw7doTFixeqOxyRRCRxUhGlUsmmTRvQ0dGhefPWfz4hCVWrVoMTJ/6mVKnSbNu2mXr1avL8+TO1xbNhw3oCAwPo1q3nd+vAypWLTpwuX5bESaQeoaGh7NixFYBLly6qpM3IyEhu3/Ygf/4CGBoaqqRN8SNtbW2WLFlJ5szmTJw4jqlTJ0pl8VRAEicVuXPHg/v372JvX08ja3vkyJGTffuO0qlTV+7fv0vt2lU5cuRQkscRHh7OihVLMDAwoHPnrt89lzu3BZkzm3PlyiUZ9v6/sLAwVq9ejqfnG3WHIhLJ0aOH8PPzA+DqVdX80fDw4QOCg79I/aYkkDlzZnbvPoilpRU7d27T2JtxhOpI4qQi/2zo20HNkfxa2rRpmTVrHi4uywgLC6VjxzZMnTqRyMjIJIth795dvH3rSbt2DmTMmOm75xQKBTY2drx//47Xr18lWUyabOLEcYwePZyePbtIMplCffvssLCw4MGD+3z+7JfgNi9dugCArW35BLcl/ixfvvwcOXKKLVt2xXyuJeXnqkhasU6cPDw8cHCIvlPs1atXtG3blnbt2uHk5JTqhyZDQkLYuXM75uZZqFatprrD+aPWrdtx6NBJLCwsmT9/Nq1aNU2SDXaVSiWLFy9ES0uLnj37/vSYcuVsALh8WTVTFsnZwYP7WbFiKQBXr17m2LEjao5IqJqX11tOnz6JtXVZOnSI/qPr2rUrCW7X3T06cZJtQZJOxoyZyJcvPwAvXjynYsWyXLjwt5qjEokhVonTypUrcXR0JDQ0FIBp06YxaNAgNm3ahFKp5OTJk4kapKY7cuQg/v6fadWqLTo6yWMXm6JFi3H8+Fns7evy999nqFmzEtevJ27V7rNnT3Pv3h0aNmxC7twWPz3m2zqnK1cuJ2osmu7Vq5cMHNgHfX19Vq1ah5aWFlOnTpC/YlOYbds2o1QqadfOgYoVKwIJX+OnVCq5ePECWbNmw8LCUhVhiji6c8eD169f0bJlY1xdV6s7HKFisUqccuXKhYuLS8zX9+7do1y56IKFlStXxt09dW/O+m2ovW1bzZ2m+5kMGYxZt24zY8c68e6dN40a1WHFiiUxCbKq/VPwcsAvjylatDgGBgYqW+uRHIWFhdGjR2cCAvyZPn0OjRo1pXXrdjx4cJ9du7arOzyhItE3lLihr69PkybNsLW1RaFQJPiu0qdPn+Dr64OdXXmNuLtX00RFRXHp0kV2796RaNdo1KgpO3bsI0OGDIwYMZiRI4dIfbqURBlLb968UbZs2VKpVCqVFSpUiHnc3d1dOXTo0D+eHx4eEdtLJSs3btxQKhQKZfny5dUdSoIcP35caWpqqgSUJiYmyiFDhigfPnyosvZv3bqlBJRVqlT547HVqlVTKhQK5adPn1R2/aQSGRmpfPz4sTIqKirebQwcOFAJKDt16hTz2KtXr5S6urpKCwsLZWhoqAoiFep29uxZJaDs2LFjzGMlSpRQ6unpJaiPly1bpgSUy5YtU0WYKU5ERITS3NxcaWJiogwLC0vUa7148UJZrFgxJaCsVq2a0tfXN1GvJ5JGvOaVvhUsBPjy5Qvp06f/4zl+folfO8jMzAgfn8BEv05kZCQnThxj1aplnD17GoB27TolybUTS4kSNpw6dYHly5ewZcsG5s6dy9y5c6lQoRIODp2pX78RadOmjVfbZmZGTJkyHYAePfr+8X0qVaoMp0+f5siRk9SsaR+va6rL3LkzmT59Mu3aOTBjxtw4v2cHD+5nwYIF5M9fAGfn6THvlb5+Rv76qxvLly9h7tyFdO3aM0FxJtXPivi1JUuWA9CsWRt8fAIxMzPC2rocHh4enDz5d8w2RHF17NgJAIoVKyN9/AsNGjRm9eoV7Np1gOrVf78uNSE/K+nSmbB371H69u3B1auXePXqHVFRuvFqS/wjqT6/zMyMfvp4vO6qK1y4MJcvR69BOXfuHGXKlIl/ZMmIn98nFi9eiI1NKRwcWnP27Gns7CqwerUbLVu2UXd4CZYlS1acnCZx69ZDli9fQ8WKlblw4W969epKyZIFcXZ25NmzJ3Fu982bN+zevYMCBQpSo0btPx6fXNc5hYaGsmpV9C/DTZvcaNKkHu/fv4v1+d+va1pPunTpvnt+4MBhpEtnyJw5MwkKClJp7CJpBQYGsH//HiwsLL9bwJ3QWmZKpZKLF90xNTUjb958Kok1JWrcuDkAe/bsTPRrGRoasnbtBg4fPkXOnLkAOHr0MPfv30v0a4vEEa/EaeTIkbi4uNC6dWvCw8Oxt09eowJxde/eXYYM6U/JkoWYMMERH5/3ODh05tSpC+zde5iGDRunqLUEadOmpWnTFuzadYCLF6/Tp0/0mqQlSxZiZ2dNs2YN2LVrO0FBscv4FyxYQERExHfbq/xOmTLlVLLWI6kdOLAXX18fOnfuSvPmrbh+/So1a1aO1aL7f69rmjFjLgULFvrhGFNTU/r06Y+vrw8rVy5NjJcgksjevbsJDg6mTZv233122NjYAfG/q/Tlyxd4e3thZ1chRX0mqVq5cjZkzZqNQ4cOJNqazn/T0tKKuSEmJCSEwYP7UbWqHS1bNubUqeNSaiSZUSiTqMeSalhNVdeJioriwIG9rFq1nEuXohe/58plQZcu3Wnbtv0PNYhSutDQUA4d2s/69WtjbrHV1dWlUqUq1KlTH3v7umTJkvWH8wIC/ClVqjD6+gZcv3431lNXVauW58WLZzx58gZd3eQxtF2vXk2uX7/KxYs3sLS0YunSRUycOA4dHR1mzZr/25sHHB1HsmLFUlq3boeLy7JfHhcUFEjZssUJCwvn6lUPMmUyiVesMlWnXt++V27cuEf27DmAf/qkVKnChIR85f7953FOfjZtcmPQoL5MmzYrwdO5Kd24caNZvnwxbm5bsbev+8vjVP2zEhUVxYkTR1m2bDHnz58DoECBgvTs2ZfmzVuhr6+vsmslJ0FBgWhr68S8/t27d/DmzRs+ffrIx4++Mf+tVq0ms2dPT35TdamBs7Mj3bp14tIld6pWrc6GDVu5fPkmffr0T3VJE/wzCrV790Hc3a8zZMgI8ubNz8mTxxk+fBDFixegTp1qzJs3iwcP7sf8BbV+vSuBgYF0794rTut9ypWz4evXr9y545FYLwmInh5TxTXu3PHg2rUrVK9eEyurPCgUCvr06c/mzTvR1zdg4MA+jB074qd31nyr15Q/fwGmT5/z2+sYGhoxaNAwAgMDWLhwXoLjFknv8eNHXLt2hapVq8ckTf9mY2PLx48fefbsaZzbdnc/D4CdXcUEx5nSNW2adNN1/6alpUXt2nXZtesAJ0/+TcuWbXj27ClDhvRPdqPsf6JUKvHz+8SDB/djPvs+f/bD0XEk3bt3plGjOtjYlMTCIitWVtnZv39PzLlz585k8mQnlixZyNatmzh+/Ch3797hw4f3ano1/5ARp5/w8LiJvX01LCws2bBhm6wV+I1Xr15y7Nhhjhw5hLv7+Zg6Q7lzW1CnTn327t1FYGAAN2/ex9g4Y6zb3bFjK336dGfChKn07t0vscLH3r4q9+7d5eLFGzHrD+Jj8OB+bNy4no0bt1GrVp3vnnv+/BmdO7fj4cMHVKxYmZUr12FiEj1S9OrVS2rUqERERDhHjpz+6RTdf4WEhFC+vDW+vj5cunSTbNmyxzleGXFSnwkTxrF48QJWrnSlceNmMY9/65PVq1cwevQw5s9fTLt2DnFqu0yZYgQGBvDgwYtYTYunZkqlkrJlS/Dxoy/37z/75UhPUvyseHt7sXv3Tnr37odCoeDVq5fMmDGFcuVsKVq0GIUKFflhzaO6RURE8OHDez5//kzhwkWA6I2lly1bzLt33nh5veXdO29CQkIAuHz5FpaWVgQGBpAnT/QfDAqFAlNTM8zNs2Bubk737r1jFuufPHmMqKgoTExMyZTJBFNTU9KlM0ShUKh9cbgkTv8RGRlJ3brVuXXrJjt27KNy5aqqCS4V+PzZjxMnjnH06GFOnjweswZq4MCBjB07KU5tvXnzGmvrotSv34i1azckRrj4+X2iYEFLlEolbdt2YMGCJfFup0SJgpibZ+HSpZtoa2v/cExQUCB9+/bk8OED5MqVG1fXTeTPX4CGDWtz8+YNFi5cSps27WN9zc2bNzBwYB8cHDozZ07cd2XX5MTp3r27zJw5lerVa9KmTft4382picLDwylZshAREeHcvv34u9f2rU/u3r1D9eoV4vw96en5htKli1CnTn3Wr9+cGOGnOJMmOeHiMo81azbQoEGjnx6jjp+V2bOnM3Pm1JivFQoFefLkpWjRYsyevYD06TOgVCoTZR1bWFgYPj4fePfOm7Rp9ShatBgA27dvYffuHbx//55377zx9fVBqVRiamrK/fvPATh9+iStWzeNSYiyZs1GtmzZMDfPyqBBQ8mePQdKpZLbt29hbp4FU1OzeBWNVnfilDzKXCchV9dV3Lp1k+bNW0nSFEfGxhlp0aI1LVq0JjQ0lAsX/ub27VsMHz6YuNZ+y5EjJ1mzZuPy5YuJ9gFx8aJ7zJTi1q2b6Nt3IPnzF4hzO5s3byQkJITOnbv9NGmC6Cm2tWs3MGfODGbNmkb9+jWxtS3PzZs3aNOmfZySJoCWLduwePECNm1yo3fv/ilmVPTChb/p2LEtgYEBHD58gHnzZtGv30Dat++UItZ+nDx5HB+fD3Tr1vOXCWGhQoUxMkof52mbb9N05cvLNiux1aRJM1xc5rFnz85fJk7qMGTICOzt63Hv3h3u3r3N3bt3uHv3DseOHcXQMPqX+e3bt2jXriWFChXB0NCQtGl10dVNi65uWgYPHkaOHDlRKpXMmzeLNGl00dVNw5cvXwgICCAwMICGDZtQtWp1ALp27cjlyxcJDAzg69evMXHY29fFzW0rEH3jwYkTxzAwMMDcPAt58uQlS5YsZMuWI+Yz2sbGjuvX72JunuWXa1MVCgUlSpRK5HcwccmI07+8e+dN+fJl0NbW5sKFa2TOnFmF0aVe8e2X7t07s3fvLi5duomVVR6Vx/VtQXbPnn1YvnwJDRs2YfXq9XFqIyoqClvbUrx7542Hx8NYrX87dOgAffv24MuXIAoUKMiRI6fjNQx/8OB+/vqrPY0aNWXVqnVxOlcTR5z27t1F3749UCqVTJ06i+fPn7Fu3WqCg4MxM8tM79796dy5K4aGhuoONd46dmzLkSMHOXnyPMWKFf/uuX/3SevWTTl9+iT37j3DzMwsVm0PGdKfDRvWceLEOYoXL6nq0FMkpVJJ+fLWeHm95d69Zz/93tKUnxWlUsmHD+8xN88CwJkzpxg6dABv3rz+4djTp90pUqQoYWFh5Mhh+tP2HB2dGTBgCADdunXi7t3bpE+fHiOjDJiZmWJunpXixUvQvHkrILqEBkT/EajuOzZlxEmDjBs3mqCgQGbNmi9JkwYoV86GvXt3ceXKpURJnC5cOE/atGkZO9aZq1cvs3//Hjw8bsbpr6HTp0/w8uUL2rVziPVNA/XqNeDw4ZOsXLmMvn37x3vtQr16DShd2pp9+3bj4TFI5X/FnTlzCg+Pm1SqVIUSJUr9cjRNFVauXIqj4yjSpTPE1XVjzGhv//6DWb58MatXr2DixHEsWjSPnj370rVrD9Knz5Bo8SSGDx8+cOLEUYoVK/FD0vRfNjZ2nD59kitXLlG/fsNYte/ufh4jo/QUKVJMFeGmCgqFgokTp2JklB4DAwN1h/NbCoUiJmkCqFq1Otev3yU4OJiQkK+EhYURGhpKWFhYzHpNbW1ttm3bQ1hYKGFh4aRLl4706dOTIYMx5ubmMW3F5g8vI6M/F7pOLWT14P+dOnWcvXt3YW1dFgeHzuoOR/BPTZurV1VfCNPP7xP379+lbFkb9PT0GDPGCYCpUyfGqZ3Vq1cA0KVL9zidV7BgIebMWYCVVd44nfdvCoWCsWOdAZgyZUK82/mZnTu30bZtc6ZMmUCdOtUpXNiKHj06s3nzBt6981bZdZRKJZMmOTF27EjMzDKzd+/h76bITU1NGTvWiRs37jJixBiioqKYNm0SpUsXZfr0yXz69FFlsSS2HTu2EhERQbt2f97T8p8isLGbrnv//h3Pnz/DxsY2URPclKhWrTrY2pZPtovpDQwMyJTJhCxZspI7twX58uVHT08PiE6cqlatTu3adWnQoBHVqtXA2rosefPmk0QoAZLnd4qKff36lREjhqKtrc3s2QuS7Q9QSlO4cFEMDNLFuxjg73xb31S+fPRt25UrV6VSpSqcPn0yZq3In7x8+YKTJ49jbV1WbVMjlSpVoUqVapw5c4q//z6rkjY3b95Anz7dSZfOkOnT59C+fUf09Q3Ys2cXAwf2oXjxAlSpYouT01jOnj0dc9dMXIWHh9O/fy9cXOZhZZWHgweP/3Ikxtg4I8OGjeL69bs4OjqTJo0Oc+fOpHTpomzbpvkLoZVKJZs3u6Grq0uzZi3/eHypUtbo6Ohw5UrsvvelDEHCPXv2RCryi1iRDAGYN28Wr1+/pGfPvhQpUlTd4Yj/09HRwdq6LI8fP8LP75NK275wIbrwXIUKlWIeGzNmPBA96hSbpX+urqtRKpV07dpDpbHF1dix0aNlU6Y4J7gC8bp1axg4sA/Gxsbs3LmPLl26M2/eIm7evM/ff19h4sSpVKtWgxcvnrN0qQstWzamQIHctGvXAlfX1Xh5vY3VdYKCgujQoRXbtm3G2roMBw+eiKms/DtGRukZMGAI167dZdKkaejqpmHgwD4cO3Y4Qa87sd24cY1Hjx5Sr16DWE3ppkuXjmLFinP7tgfBwX/e5/PixQsA2NmVT3CsqZGr62rs7Kw5dGi/ukMRyUCqT5wePXrI4sULyJ49B8OGjVJ3OOI/bGyipyxUPV134cJ59PT0KF36n30Wra3LUqdOfa5cucSJE0d/e35wcDCbNq3H1NSUhg2bqDS2uCpZsjQNGzbhxo3r7Nu3O97trFy5lOHDB2FqasquXQe/WzOlUCgoUKAgvXr1Y+vW3Tx69IqtW3fTq1c/cue24MSJY4wYMZiSJQtRs2ZlZs2axp07Hj9N5Hx8fGjWrD6nT5+kZs3a7NixP6auVWylS5eOnj37smnTDnR1denevTPXrl2J92tPbJs2RZfUaNs29nWZypWzIzw8nFu3bvzx2IsXL2BgkC7Z362kLpUqVaZWLXuyZs2m7lBEMpCqEyelUsmIEYMJDw9n2rTZyfpunZQqMTb8/fTpY8z6pv/eEj569DgUCgVTp04iKirql23s2bOTz58/06FDZ42oMzR6dPTWLj16/MWgQX3jvA5p0aIFjB07EnPzLOzZc/iPI6/6+vpUq1aDiROncu7cZa5fv8u0abOoWrU6Dx7cY9asadSoUYlSpQozYsRgTp06TmhoKC9ePKd+/ZrcunWTdu0cWL9+S4IK+5UpU46VK10JCwujQ4dWPH0a902oE1twcDC7d+8ge/YccSpx8m2N35/WOfn6+vLo0UPKli1HmjRpEhJqqpUnTz42btxOpUpV1B2KSAZSdeK0desmLl68QJ069alTp566wxE/UaZMWbS0tFS6zunixei9B7+tb/q3QoUK07x5K+7du/PL0RulUsnq1SvQ0tKiU6cuKosrIfLmzcf27XspWLAwmza5YWtbmjlzZsRqmmfOnBlMnDiObNmys3fvoXjVssqZMxddu/Zk27Y9PHz4glWr1tGiRWu+fg3G1XU1bdo0p2BBS2rXrsrLly8YMmQ48+Ytilfxu/+qXbsus2bN59OnT7Ru3ZT3798luM3Y+F1i/W8HDuwlKCiQ1q3bxWnh9rc/Gv70vf9tL82ffT+LuJMNd8WfpNrE6dOnjzg7j8XAIB1Tp85UdzjiFwwNjShcuCi3bt1Q2S7mP1vf9G/Dh49GR0eH6dMn/3RvuWvXrnDnjgd16tT/6V5j6lKhQiVOnTrPnDkLMTAwYMaMKdjZlWbbts0//SWvVCqZNm0iM2ZMIVeu3OzdezhBd/l9Y2SUnkaNmrJkyUru3XvG3r2H6d27P+bm5gQFBTJ9+hxGjRqn0lowHTp0YuTIsbx585o2bZrH1JxJLAMH9iFnTjNq1arCsGGD2LBhHXfu3P7p98vmzdHTdHEtcpo5c2YsLa24evXKb5O0ixe/LQyXwpcJERYWRufO7enYsY26QxEaLtUmThMnjufTp0+MGDGGHDlyqjsc8Rs2NraEhoZy+/YtlbT3bX1TqVLWP33e0tKK9u078fz5M7Zu3fTD82vWrATiXoIgKWhra+Pg0JkrV24xaNAwPn36SL9+PbG3rxazgBiikyZnZ0fmzZuNpaUVe/cejtXi7LjS0dHBzq4CEyZM4dKlmzx/7pVo79uQISPo2LEL9+7doXPnDipLtP/L0/MNW7duIm1aPR48uMf69WsYMqQ/NWpUxMoqG3XrVmfUqKFs2bKRU6dOcOHC31SsWBkLC8s4X6tcOVsCAvx5+PDBL49xd7/w2+9nETu6urq8e+fFiRPH8PX1VXc4QoOlysTp0iV3Nm1yo0iRYvTo0Vvd4Yg/+GfKIuE7h3/8+JEHD+79dH3Tvw0dOgI9PT1mz57+3e32Pj4+7N+/h3z58mv0eghDQyPGjBmPu/t1mjVriYfHTRo3rstff3Xg+fOn9O/fn6VLXciXLz979x5OspGzxNw2RaFQMGPGHOrWbcDff59hwIBesZ5Oi4t169YQFRXF1Kkzef7ci5Mn/2bOnIU4OPxFgQKFuH3bgzVrVjJgQG/atInexLdt2z/XbvqZb+ucfjVd9/mzH/fv38XauqxGrLVL7ho3bk5kZCQHDuxVdyhCg6W6xCksLIzhwwehUCiYNWueStZYiMQV12KAv/Nt1OVX03TfZMmSla5de+Ll9RZX11Uxj2/cuI6wsDC6dOmu9m0HYiNnzlwsW7aaw4dPUrasDQcP7sPWtjSLFy+mUKEi7NlzmCxZsqo7TJXR1tZm2bLVlCtny+7dO3F2dlRp+yEhIWzY4EqmTJlo3LgZurq6FCtW4v+bLS/gxIlzPH/uxbFjZ5g5cx7t23ekVau28b7z8k8LxC9fvoRSqcTWVsoQqEKjRk2A6O1/hPiVVJc4LVu2iEePHtKxYxfKlCmn7nBELGTPnoMcOXJy7drlBC/cdHf/G4Dy5X+fOAH07z8II6P0LFgwh6CgQCIiInB1XU26dIa0atU2QXEkNWvrshw4cIyVK12xsLDExsaG3bsPxHoftOREX18fN7ct5M9fgGXLFrFkiYvK2t6zZycfP3787abDadOmpWTJ0nTu3JV58xaxaNHymErOcZU3bz4yZcr0y8Tpn419ZWG4KmTPnoNy5Wxxdz+fZDcZiOQnVSVOr169ZM6cGZiamjF27Hh1hyPioFw5G3x9fXn+/GmC2rlw4W/09fUpVar0H4/NlMmEPn368/HjR5YtW8zRo4fx8npLq1ZtkuV2BQqFgsaNm3H58i0uXrxIpkxxq52UnGTMmIktW3aRJUtWnJ3HsnPntgS3+e+7KTt37qqCKP9MoVBQrpwtb968/mlx0YsXz5MmTRqsrcsmSTypQZMmzVAqlezfv0fdoQgNlWoSJ6VSyejRw/j69SuTJk3D2DijukMScVC2bMLXOfn6+vLgwX3KlPn9+qZ/69mzDyYmJixZ4sKiRfMA+OsvzVsUHhcKhSJZTDMmVI4cOdmyZRfp02dgwIDenDt3JkHt3bhxDQ+Pm9jb14vZRDUpfPve/++oU2BgALdve1CqlLXGb1CbnDRs2ASFQsHu3TvVHYrQUPFKnMLCwhg6dCitWrWiS5cuvHz5UsVhqd7Bg/s5ceIYlSpVjdVeUUKzqGKd07f1TRUr/nma7htDQyMGDhxKUFAg169fo0KFShQsWCjeMYikVbhwEdav34xCoaB//158+fIl3m2tWrUcIMm32PnVOqerVy8TFRUlZQhUzNw8C+XLV+Tq1cu8feup7nCEBopX4rRt2zYMDAzYtm0bjo6OTJo0SdVxqVRQUCBjx45AV1eXmTPnpIq/tlOawoWLYGholKDEKS7rm/6tc+duZMuWHYAuXdS7L52Iu/LlK9K37wC8vb1YuHBOvNr48OED+/btJn/+Akl+N2WJEiVJmzbtD6Ot7u7f9qeTxEnVmjRpDsDevfHfwkikXPFKnJ4+fUrlypUBsLKy4tmzZyoNStVmzJiKt7cXAwYMIU+efOoOR8SDtrY2ZcqU5enTJ/GusRKX9U3/pqenh4vLMvr0GUDduvXjdW2hXgMGDCVr1mwsWeLCy5cv4nz+hg2uhIeH06VLjyT/w+vbYvN79+4QFBQY87i7+3m0tbUpV84mSeNJDRo0aIy2tjZ798p0nfhRvBKnQoUKcfr0aZRKJbdu3eL9+/dERkaqOjaVuHPHg5Url2JpacWAAUPUHY5IgG/TdfHZ8NfHx4eHDx9Qtqwturq6cT6/UqUqODtPlvIVyVS6dOkYP34ioaGhTJgwLk7nhoeHs27dGgwNjWjVSj1VpW1s7IiKiuLatatA9P53t27doHjxEhgaGqklppTMxMSEypWrolAoYrVtkUhd4vVboHnz5jx79oyOHTtSunRpihQp8sc9mDJmNEBHJ/b7NMWXmdk/HyKRkZGMHj2UqKgoli9fRs6cKe/W6+Ti3/0SX7VrV2fmzKncuXM9ztsinD179P9t1FBJLClBansfevbswoYNazl4cB937lylevXqsTpv+/bteHt70b9/fywtsyVqjL/qk1q1qrFw4Vzu3r1By5aNOXnyChEREdSoUT3V9WNSOXToQEwZCVl7r3nU+X0fr8Tpzp07WFtbM2bMGO7cucPr16//eI6fX+Jn7WZmRvj4/DOU7eq6mitXrtCsWQtKlrT97jmRdP7bL/GVJ08R0qUzZO3atfTsOYAMGYxjfe7hw8cAKFnSRr4PUF2fJDcTJkyjVq0q9OvXn5Mnz8dqBHHevAUAtGnTKVHfs9/1Sf78xQA4ffoc/foFcujQt+/nsqmyH5NKYGA4ZmZGfPgQIGtjNUhSfX79KjmL11Rd7ty52bx5M61bt2bBggWMGjUqQcElhg8fPjB5sjPp02dgwoRp6g5HqEC6dOkYNGgoHz9+ZO7cWXE61939PAYGBpQsWSqRohPJQfHiJWnfviMPHtxn3brVfzz+3r27XLx4gSpVqpEvX/4kiPDnMmbMRIECBbl+/SoRERFcvHgBhUIRc8edSBw+Pj44ODiwdOkidYciNEi8EqdMmTLh6urK1q1bWbVqFebm5qqOK8GcnMYQEODPmDHjNTI+ET89e/YlVy4LVq1aFutimP+sb7KJ1/omkbKMHj0eI6P0zJgxhU+fPv722G8bOnfr1ispQvutcuXsCA7+wvXr17hx4xpFihSL06iriLs0aXQ4dOgQx48fSfCuBSLlSJEFMM+dO8POndsoVao0nTp1UXc4QoX09PRwcppEeHg4Tk5jY3XOxYvR21L8aX86kTqYmZkxbNgoPn/+zPTpk3953OfPfuzcuZVcuXJTs2btJIzw52xsom+OWLZsEaGhoZQvL2UIEpuxcUbOnz/Pjh37ZKpOxEhxiVNISAgjRgxGS0uLWbPm/3HRukh+GjRohJ1dBY4ePcyZM6f+ePyFC/Gr3yRSrq5de5A3bz7Wr1/L3bt3fnrM5s0bCQ4OpnPnbhrxOfLtrtJDh/YDYGcn+9MlhUKFCsX0v4w6CUiBidOiRfN5/vwZ3br1pHjxkuoORyQChULB5MnTUSgUjB8/moiIiN8e/219U1zrN4mUS1dXl8mTpxMVFYWj48gffiFGRUWxZs0K9PT0aNeug5qi/F7u3BaYm2eJidXWtryaI0o9wsLCcHZ2pFu3TuoORWiAFJU4PXnyhAUL5pAlS1ZGjozdNI5InooVK0H79h15+PAB69ev/eVxHz584NGjh5QrZ0uaNGmSMEKh6apXr0Xt2nVwdz/PgQN7v3vu1KnjvHr1kubNW2nMZsjfNvwFKFiwECYmmhFXapAmTRpu3rzO/v17+Pvvs+oOR6hZikmclEolffv2JTQ0lClTZiTL3etF3IwaNQ5DQyNmzpzC589+Pz1G1jeJ35k4cSpp0qTB2dmRr1+/xjz+bV+6Ll00a0Pnb+ucZJuVpKVQKJg4cSoATk5jNbbgs0gaKSZx2rNnJ8ePH6dGjVo0aNBY3eGIJJA5c2YGDx7Op0+fmDNnxk+P+Wd9k6wHET+ysspLz559efPmNYsXR9drev78KadOnaBcOVuKFSuh5gi/17hxc6pXr0nHjnLTS1IrUaIUrVq15e7d22zbtlnd4Qg1UiiTaLVbYherat26KRcvXuDcuctYWFgm6rVE3CRmsbLQ0FAqVSqHp+cbzp699EOtnYoVy+Lp6cmTJ69lqu5fUmsBzJ8JCgrE1rY0gYEBXLhwjeXLF7N8+RKWL19D06YtkiwO6RPN9O9+8fJ6i51dadKnz8DFizcwNDRUc3SpU7IsgKmJpk+fw+XLkjSlNmnTpsXZeQoRERE4O3+/ru3Dhw88fvwIGxtZ3yR+zdDQCEdHZ75+/cqYMcPZvHkjmTObU79+I3WHJjRMtmzZ6d27P+/fv2PJkoXqDkeoSYpJnCwtrShevLi6wxBqULdufSpWrMzx40c5depEzOPu7tHTdLK+SfxJq1ZtKV3amiNHDhEQ4E+nTl2kWKr4qX79BpE5szmLFy/A29tL3eEINUgxiZNIvRQKBZMmTUdLS4vx40cTHh4OwIUL0QvDZX2T+BMtLS2mTJkJgI6ODh07/qXmiISmMjQ0ZPTocXz9+pVp0yapOxyhBpI4iRShSJGidOjQmcePH7F+/RogesTJwCAdJUrI/nTiz6ytyzJt2iymT5+DuXkWdYcjNFibNu0pXLgoW7du4vbtW+oORyQxSZxEijFy5FiMjNIzc+ZUHj16yJMnj7G1tZP1TSLWunbtKaNN4o+0tbWZMGEKSqUSF5f56g5HJDFJnESKYWZmxtChI/Hz86Nz53aAbLMihEgcVapUY9Gi5cyfv1jdoYgkJomTSFG6deuJlVUenj17CkCFCrK+SQiROFq1aku6dOnUHYZIYpI4iRRFV1eXCROiK/ymS2co+xUKIRJVeHg4q1evYPPmDeoORSQRHXUHIISq1a5dh969+5M5s7msbxJCJCp/f3+mTp1I9uzZadWqLdra2uoOSSQySZxEiqNQKJgwYYq6wxBCpAKmpqasWLGGAgUKSdKUSkjiJIQQQiRAjRq1Y/7/+fOnhIdHUKBAQTVGJBKTJE5CCCGECgQGBtC4cT0A9u49jJVVHjVHJBKDLA4XQgghVMDIKD0DBgzm/ft3tGjRiDdvXqs7JJEI4pU4hYeHM3ToUNq0aUO7du149uyZquMSQgghkp3u3XszdqwTnp5vaNGiEe/fv1N3SELF4pU4nT17loiICLZs2ULfvn2ZP3++isMSQgghkqeBA4cyePAwXrx4TosWjfD19VV3SEKF4pU4WVpaEhkZSVRUFEFBQejoyFIpIYQQ4ptRo8bRs2cfHj16SOvWTfH3/6zukISKxCvjMTAw4O3bt9StWxc/Pz+WLVum6riEEEKIZEuhUDBx4jSCg7/i5raWNm2as337HgwNjdQdmkgghVKpVMb1pGnTpqGrq8vQoUPx9vamU6dO7N+/n7Rp0/7ynIiISHR0pMaFEEKI1CMqKorOnTvj5uZG1apVOXToEPr6+uoOSyRAvEac0qdPH1OROUOGDERERBAZGfnbc/z8guNzqTgxMzPCxycw0a8j4kb6RfNIn2ge6RPNpIp+mTFjAZ8/B7J//x5GjXLE0dFZNcGlUkn1s2Jm9vPRwXglTp07d2bMmDG0a9eO8PBwBg8ejIGBQYICFEIIIVIiHR0dli5dRYECBenbdyAAERERfPkSRIYMxuoNTsRZvBKndOnSsWDBAlXHIoQQQqRIurq6jBgxJubrDRvWMW3aRFatWk+lSlXUGJmIKymAKYQQQqiBnp4++fNHb82iVCqJx5JjoQaSOAkhhBBJrHPnrly7dgdzc3MADh06QMOG9ly/flXNkWmuoKAg7tzx4NOnT2qNQxInIYQQQg2+3WQFcOnSBa5cuUTdujXo0aMzL1++UGNkiS8sLIy3bz25efM6R48eZv36tcydOxMPj5sxx/z1Vwdq1KgU8/WVKxepUaMSp06dUkfIMaRypRBCCKFmkyZNp169hjg7j2XPnl3s3bubQoWKYGdXHju7CtjYlI8ZndJkoaGhvH3riZFReszMzABYtmwRHh63+PDhAz4+7/nw4f0vR43Sp09PiRKlAAgKCsTf3x+lUolCocDSMg/du/fC0tIyyV7Pz8SrjlN8JNWtg3I7r+aRftE80ieaR/pEMyV1v0RFRbFnz07c3Fy5fv0qISEhMc/lyZOX8uUrMmrUuJikJCkolUoCAvzx8fHhw4f3+Ph8wMfnA+/evePdO2/Cw8NYvnwtAEePHsbBoTXjxk2kf/9BALRs2ZizZ08DYGxsTObM5pibZ8HMLDOZM5v//2tzTE3NKFSoMFmyZP1tPOouRyCJk0h00i+aR/pE80ifaCZ19ktoaCi3bt3k0qULXLrkzuXLlwgNDeHJkzcYGBjw7p03Tk5jaN68FbVr1wXgzJlT+Pl9wsjICEPD9BgZGWFkZES6dIaEhYXy5csXvnwJ4suXL+TMmYucOXMBsHfvLl69esWAAYMBuHv3DkOH9sfHxwcfnw+Ehob+Mk4dHR08PX3R0tLi2bMnLFgwl4YNG1OrVh0AXrx4jo6ODpkzm/+2UHZsSeKkQvLBo5mkXzSP9InmkT7RTJrULxEREbx48Zx8+fIDsGfPTnr0+IuxY50YOHAo8P3ozp+MHz+Jfv2i60o1a9aA8+fP4eX1CR0dHR48uE+tWpX/PyqUOWZ0yMzMDDOz6K/NzbOSJUsWzM2zJGk1dHUnTrLGSQghhEgGdHR0YpImgEaNmlKqlPV3+9/17t2f+vUbERgYSFBQAAEBAQQGBvLlyxfSptUlXTpDDAzSkS5dOsqUKRdz3qhR4wgKCkShUABQsGAh3rzxifla/EMSJyGEECIZ0tLSIndui+8eq169ZrzaKlfO5ruvJWH6NSlHIIQQQggRS5I4CSGEEELEkiROQgghhBCxJImTEEIIIUQsSeIkhBBCCBFLSVbHSQghhBAiuZMRJyGEEEKIWJLESQghhBAiliRxEkIIIYSIJUmchBBCCCFiSRInIYQQQohYksRJCCGEECKWUsQmv1FRUTg7O/Po0SN0dXWZPHkyuXPnVndYqZaHhwezZ8/Gzc2NV69eMWrUKBQKBfny5cPJyQktLcnXk1J4eDhjxozh7du3hIWF0bt3b/LmzSv9okaRkZE4Ojry4sULtLW1mTZtGkqlUvpEA3z8+JFmzZqxZs0adHR0pE80QJMmTTAyMgIgR44c9OrVS639kiK+A06cOEFYWBhbt25l6NChTJ8+Xd0hpVorV67E0dGR0NBQAKZNm8agQYPYtGkTSqWSkydPqjnC1Gffvn0YGxuzadMmVq5cyaRJk6Rf1Oz06dMAbNmyhQEDBjBt2jTpEw0QHh7O+PHj0dPTA+TzSxN8+13i5uaGm5ubRvyspIjE6fr161SqVAmAkiVLcvfuXTVHlHrlypULFxeXmK/v3btHuXLlAKhcuTLu7u7qCi3VqlOnDgMHDoz5WltbW/pFzWrWrMmkSZMA8PLywtTUVPpEA8yYMYM2bdqQOXNmQD6/NMHDhw/5+vUrXbp0oWPHjty6dUvt/ZIiEqegoCAMDQ1jvtbW1iYiIkKNEaVe9vb26Oj8MwOsVCpRKBQApEuXjsDAQHWFlmqlS5cOQ0NDgoKCGDBgAIMGDZJ+0QA6OjqMHDmSSZMmYW9vL32iZrt27SJTpkwxf4SDfH5pAj09Pbp27crq1auZMGECw4YNU3u/pIjEydDQkC9fvsR8HRUV9d0vb6E+/553/vLlC+nTp1djNKmXt7c3HTt2pHHjxjRs2FD6RUPMmDGDo0ePMm7cuJgpCZA+UYedO3fi7u6Og4MDDx48YOTIkXz69CnmeekT9bC0tKRRo0YoFAosLS0xNjbm48ePMc+ro19SROJUunRpzp07B8CtW7fInz+/miMS3xQuXJjLly8DcO7cOcqUKaPmiFIfX19funTpwvDhw2nRogUg/aJue/bsYfny5QDo6+ujUCgoWrSo9Ikabdy4kQ0bNuDm5kahQoWYMWMGlStXlj5Rsx07dsSsW37//j1BQUFUqFBBrf2SIjb5/XZX3ePHj1EqlUydOpU8efKoO6xUy9PTkyFDhrBt2zZevHjBuHHjCA8Px8rKismTJ6Otra3uEFOVyZMnc/jwYaysrGIeGzt2LJMnT5Z+UZPg4GBGjx6Nr68vERERdO/enTx58sjPioZwcHDA2dkZLS0t6RM1CwsLY/To0Xh5eaFQKBg2bBgZM2ZUa7+kiMRJCCGEECIppIipOiGEEEKIpCCJkxBCCCFELEniJIQQQggRS5I4CSGSTPXq1blz584vn4+MjKR3797Y29uzYcMGChQo8N0t4XExduzYHwrjOTo6MnTo0Hi1J4QQkEL2qhNCpAzv37/n/Pnz3Lp1C21t7Zjq2vExZcqU774ODQ3lzZs3LFq0KKFhCiFSMRlxEkIkuWLFiuHi4kKbNm2oXr06mzZtIigoiG7duhEREUGzZs14/fp1zPHBwcGMGDGC1q1bY29vT7NmzXj+/DkAPj4+9OnThzp16lCvXj3Wr18PRN9SfuTIESB6P8vWrVvj5+dHjx49uH37NgAuLi6MGjWKrl27UqdOHTp16sSHDx+S+N0QQiQnkjgJIZJcWFgYGTNmZMuWLSxcuJBp06aRJk0aVqxYgZ6eHnv37iVXrlwxx587d4706dOzdetWjh49StGiRdm4cSMAEyZMwMLCgiNHjrB161a2bdvGq1evYs599uwZTk5OuLi4sG/fPgYMGECfPn0ICgoC4Nq1ayxYsIAjR46gr6/Pli1bkvbNEEIkKzJVJ4RQixo1agBQpEgRwsLCCA4O/uWxderUIWfOnLi5ufHq1SuuXLlCqVKlAHB3d2f48OEAGBkZceDAge/OvXTpEra2tuTMmRMAOzs7MmXKFLMZeLly5WL2uixcuDD+/v6qfaFCiBRFRpyEEGqRNm1agJjNOn9Xi3fTpk2MHTsWPT09GjZsSIMGDWKO19HRiWkD4M2bNzGjSRC9s8C/n/92rW8bgevp6cU8rlAofhuHEEJI4iSE0Hjnz5+nadOmtGzZEktLS06dOkVkZCQQPYK0c+dOAAIDA+nUqRMvX76MOdfOzo7z58/z5s0bAC5evIi3tzclSpRI8tchhEj+ZKpOCKHxunTpwvjx49mxYwcAJUuW5PHjxwCMHz8eZ2dnGjZsiFKppGfPnhQtWjTm3Lx58+Lk5ES/fv2IjIxET0+PZcuWYWRkpJbXIoRI3mSvOiGEEEKIWJKpOiGEEEKIWJLESQghhBAiliRxEkIIIYSIJUmchBBCCCFiSRInIYQQQohYSrJyBD4+gYl+jYwZDfDz+3X1YaEe0i+aR/pE80ifaCbpF82TVH1iZvbzkiUpasRJR0db3SGIn5B+0TzSJ5pH+kQzSb9oHnX3SYpKnIQQQgghEpMkTkIIIYQQsSSJkxBCCCFELEniJIQQQggRS/FOnJYvX07r1q1p1qwZ27dvV2VMIoX48uULq1cv5/379+oORQghhFCJeCVOly9f5ubNm2zevBk3NzfevXun6rhECrBw4RxGjx5O1apVef9evkeEEEIkf/FKnM6fP0/+/Pnp27cvvXr1omrVqioOSyR3X79+Zd26NWhra/Pw4UOaNKmHt7eXusMSQgghEiReBTD9/Pzw8vJi2bJleHp60rt3b44cOYJCoVB1fCKZ2rlzG58+fWLgwKHo66dh+vTpNGlSj927D5ItW3Z1hyeEEKmWl9dbFi+ej7+/P5GREeTJk58+ffozb94satSoja1tebXFdumSOydPHmPsWGe1xfAn8UqcjI2NsbKyQldXFysrK9KmTcunT58wMTH55TkZMxokSdGqX1X6FElHqVSyevUydHR0GD58MNmyZUNbW5spU6bQrFl9Tp8+Ta5cudQdZqonPyuaR/pEM6WkfgkJCcHRcTiTJ0+mRIkSAOzevZupU53ImDEjGTLoq/X1Zsigj55emj/GoM4Y45U4WVtbs379ev766y8+fPjA169fMTY2/u05SVUePSm2dhG/d+7cGe7du0ezZi3Q1U2PQqFgwIARhIREMGfODCpVqsLu3QfImVOSJ3WRnxXNI32imVJav5w+fYKiRUuQLZtVzOuqWLEm69dvIG1aA1xd17Ns2QoiIyMZNWocZmaZGT9+FF++fCE0NITevQdQunQZTp06wdatG9HS0qJ48ZL07t2f1auXc/fubb5+/Ur16rUICgqkS5cehIWF0blzW9at28LevTs5fvwoCoWCGjVq07JlG16+fMG0aRPR09NHX18PI6P0v33Pk6pPfpWcxStxqlatGlevXqVFixYolUrGjx+PtraUpRfRVqxYAkCPHn1iHlMoFIwcORYtLS1mzZpGkyb12LXrALlzW6gpSiGEUC9nZ0f279+j0jYbNmyCs/PkXz7v5fWW7Nlz/PB41qzZ8PC4SePGzXFw6MzFi+dZsmQh3br14tOnj8yfvwQ/Pz/evHlFQIA/a9YsZ9UqN/T09Jg0aRxXr14CIHduSwYNGkZAQAB9+nTjr7+6c/78OcqXr4Sn5xtOnjzOkiWrUCgUDBrUBxsbW1atWkq3bj0pW9aWDRtcefXqpUrfE1WL9ya/I0aMUGUcSSY8PJzAwAAyZfr1tKKIv+fPn3Ls2BHKlClH6dJlfnh++PDRaGtrM336ZJo2rc+uXQewsLBUQ6RCCJH6mJll5v79ez887un5hhIlSlGyZCkAihYtweLFC7GyykOzZq1wdh5LREQELVq0wdPzDZ8/+zFs2AAAgoODefv2LQC5cuUGIH369OTPX4Dbt29x+PB++vUbzNOnT3j//h0DB/YGIDAwEE9PT168eE6hQkUBKFasZMpNnJKje/fu0r17J7y9vTl9+oL8wk4EK1cuA6Bnzz6/PGbIkBH/X/M0IWbkycoqT1KFKIQQGsHZefJvR4cSQ8WKVVi/fg3379+lcOHoZGX//j0YG2dES0uLBw/uUaxYCTw8bmJllYdnz54SHPyFWbMW4OvrS+/eXVixYh2ZM5szf/4SdHR0OHRoP/ny5efcuTNoaf1zk1jDhk3Ytm0ToaGh5M5tQVhYGBYWVsyZsxCFQsHWrRuxsspLrlwW3L17G1vb8jx8+GNSp2lSReKkVCpZv34tjo4jCQ0NBWDq1AmsWOGq3sBSGH//z2zevJFs2bJTr17D3x47cOBQtLS0mTRpPE2b1mf37gNYWeVNokiFECJ1MjAwYMaMeSxcOIeAAH8iIiLJmzcfzs5TWLhwDvfu3WHAgF4oFApGjx5PxoyZWLt2BUeOHERHJw1du/YkY8aMtG7dnn79ehAZGUnWrNmoXr3WD9cqVcqamTOn0LFjFwDy5ctPmTJl6dOnK2Fh4RQqVAQzMzOGDh2Fk9NoNm92w9jYGF3dtEn9tsSJQqlUKpPiQkm1kOu/1wkMDGDo0AHs2bOLjBkzsmDBUubNm8nNmzc4cuTUT6eTRPwsXboIJ6cxODpOYMCAwTGP/24h35IlLjg7j8XcPAuDBg3FwsKS3LktyZkzF2nTavYPT0J8+PCBs2dP0ahRU7W8zpS24DUlkD7RTNIvmidZLg5PLjw8btK9e2devnxBuXK2LF++huzZc2BkZETTpvWZOHE8u3cflPpTKhAREcGqVcvQ19fHwaFTrM/r06c/2tpajBs3mtGjh8c8rlAoyJYt+/8TKYvv/lusWAl0dJLnt+7bt54sXryADRvWERISgre3FwMGDFF3WEIIIWIpef72+YPoOkLLcXZ2JCwsjIEDhzJixBjSpEkDQIUKlahduw7Hjh3h+PEj1K5dV80RJ39HjhzizZvXdOrUlYwZM8Xp3J49+1K1ag3u3bvDq1cvefnyRcx/3d3Pc+HC398d37p1O1xclqky/ET3/PkzXFzmsW3bZsLDw8mRIyfe3l4cPnxQEichhEhGUtxU3ZMnrxk0qB+HDu3H1NSURYtWUL16zR+OffToIVWq2JIvX35On3ZPtiMYmqJRozpcuuTO+fNXyZ+/wHfPJWRYNSQkBE/PN7x8+ZxXr17i4jKfz5/9uH//OQYGBqoIPVE9eHCfBQtms2fPLqKiosiTJy8DBw6lefNWtGzZmIsXL3D79mPMzc2TNC6ZftA80ieaSfpF86h7qi5ee9VpqkuXLlGjRiUOHdpPxYqVOXXqwk+TJoACBQrSvn1HHj16yJYtG5M40pTl9u1bXLrkTrVqNX5ImhJKT0+PvHnzUbOmPV279qRlyzYEBwdz8uRxlV5H1W7evE7Hjm2pUsWWXbt2ULBgYVaudOX8+au0adOeNGnSYG9fD6VSyYkTR9UdrhBCiFhKMYnTli0bqVQpusDW8OGj2b59L1myZP3tOcOHj/7/HQZT+PLlSxJFmvKsWLEU+H0JAlVp1KgJAPv37070a8WHp+cbWrVqgr19NY4cOYi1dVk2bNjK6dMXaNy42XeFYu3t6wBw9OhhdYUrhBAijlJM4nTmzEkyZ87Mzp37Y4os/kmWLFnp1asf79+/Y/nyxYke49evXxP9Gknt/fv37N69g3z58lO1ao1Ev17RosWxsLDk2LGjGvl+jh49jDNnTlGxYmV27tzPoUMnqF277k9vQLCyykv+/AU4e/aURr4WIYQQP0oxidPixSt5/fo1FStWjtN5/foNxNTUFBeX+fj4+CRKbJ6ebxg0qC9WVtno2fOvFDW65eq6ivDwcLp3742WVuJ/OykUCho1akpw8BeNm667fv0qR48exta2PDt37qdSpSp/vGOzdu26fP36lb//PpMUIQohUjlvby9q165Cv349Yv6tXbtSbfGcPXsaX9/E+d2bWFJM4qStrR2v/fIMDY0YNmw0X74EMWfOdJXG5OPjg6PjSGxtS7Fpkxt6evrs3r2T+vVr8fLlC5VeSx1CQkJYt241GTIY07JlmyS7buPGTQHYt29Xkl0zNqZPj64APHr0uFiXuLC3rwfIdJ0QIulYWFiyaNGKmH9//dVdbbFs37452Q0myK1kgINDZ1asWML69Wvp3r0XefLkS1B7/v6fWbJkIcuXLyU4+Au5clkwYsRoGjVqyvjxo3F1XY29fVWWL19L1arVVfQqkt7u3Tvw9fWlX79BpEuXLsmu+9/pOn19/SS79q+4u5/n7NnTVKlSDTu7CrE+r0yZspiYmHD06GFmzYpKklE7IYT4LxeXedy+fQuAWrXq0KpVW6ZMccbf35+AAH9mzpzPpk3r8fC4QVSUktat21O9ek3u3bvLggWzUSqVmJllxslpEvfv34sZxQoJCcHRcQLm5lkYP34UX758ITQ0hN69BxASEsLTp4+ZPHk8S5asjikZ9E1kZCQ3b17n7VtPPD09efv2DZ6enjg7j8PKqnBSv0UxJHEC0qRJg6PjBLp06cDkyRNYu3ZDvNr58uULq1cvx8VlPv7+nzE3z4KT0yTat++Irq4uADNnzqNEiVKMHDmENm2aMW7cRPr06Z/sinAqlUpWrFiKtrY2Xbok7V8r36brFi6cy8mTx2nQoFGSXv+/lEplzGjTqFGOcTpXW1ubWrXqsGXLRm7duiGV7IVIZayti/708T59BtC1a4///393Ll+++JNzy8RsHebm5sr8+bO5fv3uH6/58uUL+vXrEfN1/fqN8Pb2YsUKVyIjI+nduyvW1mVjrtG6dXsuXryAt/dbli5dQ2hoKD17/kXZsjbMnDmFCROmYmFhya5d23n58iUvXjxn/PhJmJqasX79Gk6fPkGlSlX59Okj8+cvwc/Pj9evX5EnTz5y5MiFo+NE0qRJw/btW9i0yY1p02ZTsGAhILrUTURExHfxt2rVXBInTVC/fkPKlCnHwYP7uHLlMuXK2cT63LCwMNzcXJk3bxYfPrzH2NiYceMm0rVrj5/WGmrfviMFChSkSxcHJkxw5M6dW8yduyhZ1CX6xt39PPfu3aFx42bkyJEzya/fqFETFi6cy/79u9WeOJ05c4pLl9yxt68b82ETF/b29diyZSPHjh2WxEkIkei+TdV9s2nTekqUKIlCoUBHR4ciRYrx8uVzAHLlyg3A8+dPefToYUzCFRERwbt33vj5fcLCwhKAZs1aAvDhwzvmz5+Fnp4+np6vMTXNTGRkFKCgadP6BAcH4+vry6dPHyla9J/E8cOHD1y48Deenq8pWLAQ2traDBs2CiMjI3LkyEWOHDnInj0H+fPnxtc3KCneqp+SxOn/FAoFTk6TadiwNhMmOHLgwLE/jgJ9+vSRrVs3s3r1cl6/foWBQTqGDBlBnz79SZ8+w2/PLVOmHMePn6VLFwd27drBo0ePcHXdSO7cFip8VYln+fIlAHTv3lst1y9WrAS5c1tw9OgRtU7XRY82TQJgxIix8WqjSpVq6OrqcuTIYUaNGqfK8IQQGi42I0RLlvx58baDQ2ccHDrHK4bcuS05dGgfrVu3JyIigrt3b1O3bgPAHYVC6//HWFCqVBlGjhxLVFQUrq6ryJ49O6ampjx69IA0adLg7n6enDlzM2WKEyEhYbx48QxjY2MiIiIIDAzEwMCAz58/Y2SUnqxZs2BnVwF/fz+ioqIA+OuvbnTr1vO7/TuHDBnxQ7zqnqGRBRX/YmNjS716Dbl69TKHDh346TFKpZLLly/Rt28PSpQoiJPTGN6/f0fPnn24evU2o0Y5/jFp+sbcPAu7dx+kU6eu3Lt3h9q1q3D27GlVvqRE8eLFc44ePUSpUqUpW7acWmL49911p06dUEsMEL2o++bNGzRq1JRixYrHqw1DQ0MqVarC/ft3ef36lYojFEKI36tQoRJZs2anZ8+/6NGjM1WrVqdAgYL/OaYyWlpaODi0okmTuvj5fcLAIB3Dh4+hU6e2dOjQiidPHmFnV4FixUoSGvoVS8voDdtLly7D7NkLqFXLnvr1G1C7tj2OjtHLYurUqc/kyU4EBPhjYGCQLDZ3T3FbriT0Os+ePaFixXJYWFhy7tzlmMVqAQH+bN++lfXr1/DgwX0A8uTJS6dOXWjVqi2ZMpkk6Lpubq6MGjWUyMhIxo+fRO/e/VSSVSuVSlxc5uHl9ZYJE6Ym+Jvyy5cvtG3bnEuX3Fm6dBXNm7f64zmJVR7fw+MmtWpVoVmzFixbtkbl7f9JVFQU1atX5OHD+5w7dzlBVdNdXVczYsRgpk6dSbduvVQY5c/JNhKaR/pEM6XGfgkODubx44c8fPiABw/u8/DhfR4+fIC3t1fMMdOmzaJr154ATJgwjoiIcCZOnIZCoSAyMhItLa1EGxlS95YrMlX3H3ny5KNjx79Yu3YVGzaso3Rpa9atW8OuXdsJDg5GR0eHxo2b0alTFypUqKSybwwHh84ULFiILl0ccHYey9Onj5k9e0GC77KaM2cGM2dOBaIXBK5duzHe01pfv36lY8e2XLrkTqNGTWnSpHmCYkuo4sVLkiuX+qbr9u/fw/37d2nZsk2Ct5qpXbsOI0YM5siRw0mSOAkhhFKpJDw8PObmpenTJ7Fnzy5evHjOf8dUsmfPQY0atShYsDAFCxb67u5hJ6dJ3x0bn9JAyYkkTj8xdOgotm3bwpgxw4mMjASiF8g5OHSmTZsOibYha9myNhw/fhYHhzZs2LCOyMhI5s1bFO/kadWqZcycOZVcuXJjZZWHU6dO4ODQhvXrN8d5IXpoaChdunTg77/PUKdOfZYuXaX2H47o6bomLFo0n9OnT1KvXoMku3ZERAQzZkyJWbyYUNmyZadEiVK4u/9NQIB/rKd7hRAiNqKionjx4hlWVnlRKBQ8fvyIJk3q0bx5SyZNiq5h6Ov7kU+fPmJnV4FChQr/P0kqTMGCBcmQwVi9L0CDyBqnn8icOTMjRoxBqVRSp059Nm/eweXLtxg4cGii72KfJUtWduzYS8mSpdi8eQODBvWNSd7iYvv2LYwZMwIzs8xs27YHN7et1KlTj3PnTtO+fUuCgmJ/R0J0ZfDOnDx5nBo1arFypesP9TbU5dvedfv2Je3edTt3buPp0ye0bdsBS0srlbRZu3b0bbenT59USXtCiNRJqVTy/Pkzdu3azvjxY2jcuC558uTAzs4aL6+3QPQfawYGBt/V4Js0aRqPHr1iz55DTJs2m06dumBjYytJ03/IGqffCAsLixnCTGr+/p9p1aoJN2/eoHXrdsyfvzjWIzxHjx6mc+d2GBoasWfPIYoUib7dMywsjF69unLgwF5sbOzYvHkHhoY/n8P9JiIigl69urJv324qVarKhg1b4zwllpjz0UqlkrJlS/Dxoy/37z9Lkum68PBw7OyseffOi0uXbqqsHMOdOx7UqFGJ5s1bsXTpKpW0+Supcd2GppM+0Uya3i9KpRJPzzfcunUTD4+b3Lx5g9u3b+Hv/znmGC0tLfLnL0CxYiUYPnx0TPmA5ErWOGkwdSVNABkyGLNt2x5at27K1q2bUCqVLFiw5I/J04ULf9OtW3TBzY0bt8ckTRD9elasWEvfvt3ZvXsnLVs2YevWXb+cFoqMjGTAgN7s27cbW9vyrF+/WSOqdP+bOqbrNm/ewOvXL+natYdKa1gVLVqcbNmyc+LEMcLDwzVmVE8IoTmCgoK4efM6VlZ5yJ49BwD29tW+2+8tT5681KhRi5IlS1GypDVFixbD0NBQXSGnODJVp8G+JU/W1mXYtm0zAwb0/u20nYfHTRwc2hAVFcXatRt/WsRTR0eHxYtX0rJlG65fv0qLFo34/Nnvh+OioqIYPnwQO3Zsxdq6LJs2bU/SbVXiIimn60JCQpg7dyZ6enoMGjRMpW0rFArs7evi7/+ZK1cuqbRtIUTyExUVxZMnj7/by/LIkYM0b96QAwf2AtGfGz179sHRcQI7d+7nyZPXXLx4g2XLVtOrVz9sbe0kaVIxGXHScOnTZ2Dr1t20bt2M7du3/L+8wLIfRp6ePHlMmzbN+PIliBUr1lK9es1ftqmjo8PChUvR0dFh8+YNNGvWkB079saUVFAqlYwZM5wNG9ZRokQptmzZ+ccpPXUqUaIUuXLl5tixI4SEhKCnp5do19qwwRUvr7f06TMAc/MsKm/f3r4ea9eu4siRQ1SoUEnl7QshNFdoaCi3bt3k4sXzXL58kevXr/L582d0dXV59uwtadOmxc6uAv36DaJs2X/+MB44cGisr+Ht7UWnTm2/uxPY2rqsSjb6DQoKYuLEcQQHfyE8PJz+/QdTtOj39e0uXrzAli0bUCgUREVF0aBBY2rXrsuECY74+Hzg3TtvdHTSYGpqSp48ealSpTrjx/8zvRgREUHXrn9Rtqz6Ph8lcUoG0qfPwLZtu2nVqik7dmxFqVSyaNHymOTJ0/MNLVs25uPHj8yevYDGjZv9sU1tbW3mzVuEjk4a3NzW0rRpA3bs2IepqSlOTmNZs2YlhQsXZevWXRq/MFChUNCwYRMWL17A6dMnqVu3fqJcJzg4mHnzZpMunSH9+g1KlGtUqFCJdOkMOXr0EBMnTlV7hVwhROL5+vUr169f5eLFC1y8eIFr164QEhIS83zu3BbUqFGbMmXKEhERQdq0acmePQfjx09M0HX/u+WKqmzdupEyZcrSqlU7Xr9+ibPzWNas2fjdMbNnT8PVdTNGRkYEB3+hU6d2lC1rg5NT9H6fq1cvx8TEhCZNWgBw48Y1rK3LMGHCNCD6c3jw4N4YG2cmX76ElYGJL0mckgkjo/Rs2xY98rRz57aY5MnPz4+WLRvj5fUWR8cJdOz4V6zb1NLSYvbs+ejqpmH16hU0a1afypWrsnLlMvLnL8D27XsTXNgzqTRqFJ047du3O9ESpzVrVuLj84EhQ4ZjamqaKNdImzYt1arV4MCBvTx58jjB9aGEEJojODgYLS0t9PT0+Pr1K4UKWRIcHBzzfOHCRbGzK0/58hWxsSlP5syZkzQ+F5d53L59C4BaterQqlVbpkxxxt/fn4AAf2bMmMvq1ct58OAe4eERdO3ag0qVqsac36pVO3R1o9dmRkREoqv7Y8HlTJkysX37ZqpWrYGlpRUbN26P03piAwMDWrduzenTJ79LnIKCgpg+fSL+/v4ADBo0nDx58tK8eQNy57Ygd25LgoICY17LzJnzSZ8+fTzeJUmckhUjo/Rs3bqLNm2as2vXdqKiInn27BnPnj2lX79BDBgwOM5tKhQKpk6dhY5OGpYvX8yjRw+xtLRi5879mJmZJcKrSBwlS5YmV67cHD16OFGm6wIDA1i0aB4ZMhjTu3d/lbb9X/b2dTlwYC9HjhySxEmIFGLr1k0MHz6IxYtX0rBhY/T19WnYsAkHD+5HTy8tadOmJTAwgGPHjnDs2JGftuHmtpXChYsAYG1dFGvrMqxY4fr/51yZP392rPa+e/nyRcxmvQBOTpN5/PgR3t5erFjhSmRkJL17d43ZtNzaugytW7fn7NnT+Pt/ZuXK9Xz86MvOndu+S5yMjKKXdHz86MukSeMYMODHKcTp0+eydesmJkwYi5+fH40bN6NLlx5xGl03MTHh+vVb3z22fv0arK3L0bRpC968ec3UqRNYunQ1Hz68Z82aDWTIYMyUKc4xryUhErQ4/OPHj1SpUoVnz54lKAgRe9+Sp3LlbNmzZxd37njQoUMnxo2bEO82FQoFEydOZeTIsdjZVWDXrgOJsn4nMSkUCho0aExQUCBnzpxSefsrVizl06dP9OnTP9GnLmvWtEdLS4ujRw8l6nWEEKoXERHBpUvuTJrkRNu2zWMqcOfLlx9LSyt0dP4Zr3BxWUbGjBnR1zdASyvpCgp/m6r79s/MLDOvXr2gRImSKBQKdHR0KFKkGC9fPgeiC0ADvH79iiJFotcsmZiY0qNHnx/afvbsKQMH9qFHj76UKmX93XMBAQG8e/eOPn0GsG7dFlavduPy5YtcuPB3nOL38vLCzOz70bjnz59y8OA++vXrwYwZkwkMjC5XkCGD8Xef2d9eS0LEe8QpPDyc8ePHJ+pCXPFzhoZGbNmykwED+mBqasq0abMTvBZGoVAwdOhIhg4dqaIok16jRk1YsmQh+/btpk6deipr18/vE0uWuGBiYkL37om/HYqJiQnlytly+fJFfHx8ktXInxCp0efPfpw8eZzjx49w6tQJPn/+DICenh7e3l5ky5ad0qXLcPbsj3fLxmaE6Gf+e56DQ2ccHDrHqy2A3LktOXRoH61btyciIoK7d29Tt24DwB2FInqMxcLCIqZAb1BQEOPHj2Lu3EUxbbx48Zxx40YyYcI08uXL/8M1wsPDGD9+FEuWrMLcPAsmJqaYmJjEaaouOPgL27dvx9l56n/it6B27cLUrl0HP79P7N+/B+CHnTe+vZaEiHfiNGPGDNq0acOKFapfYCb+zNDQiDVr3NQdhkYpVcqanDlzceTIIZVO1y1evJDAwACcnack2d2F9vb1uHTJnRMnjtK2bYckuaYQIm5u3rzO2rWr2LNnZ8yi7uzZc9C4cXNq17anQoXKcd7eSl0qVKjEzZvX6dnzL8LDw6levSYFChT87piKFatw7doVevfuSmRk5A934i1fvoiwsDAWLJgNgKGhIdOnz4153sTElMGDhzN27Ai0tbWJioqkfPlKlCtn+9vYrl+/Rr9+PdDW1iYyMpL+/fuTK5fFd8d07NiF6dMnsW/fLoKDv9ClS4+fN6YC8aocvmvXrv8Pt/XBwcEBZ2dn8uTJ89tzkmPlcKEaSdkvzs6OLFmykPXrt6hk1On9+/fY2JQgffoMXL58K8kKgD59+oTy5a2pV68hrq4b/3xCHMnPiuaRPtFMP+uXnTu3sXz5Ym7duglET321bduB2rXrUrhwEbkbNpGpu3J4vBKn9u3bo1AoUCgUPHjwAAsLC5YuXfrbKYWIiEh0dFL2jslC/a5cuYKNjQ0dOnTAzS3hI3KDBg1iwYIFLFmyhN69e6sgwtgrUKAAnp6efPz4UabEhVCz0NBQ0qaNvkusa9euuLq60qBBA/r06UOtWrXivRm7SH4SvFedjDiJP0nKflEqlZQpU4zPnz9z//6zmA+6+Hj71hMbm5JkyZIVd/frSb4Fz7fRs02btlOzpr1K25afFc0jfaKZjI31qFOnHkFBQRw4cAyAN29eA5AzZy51hpZqqXvESVJkkaJ8u7suMDAgwXfXzZ07k7CwMIYNG6WWfQu/TTUeOXL4D0cKIVTt25hCmjRpUCgUaGlpERQUBEQnTJI0pV4JTpzc3Nz+ONokRFL6tnfd7t074t3G8+fP2LTJjbx589GiRWsVRRY3ZcqUI1OmTBw7dpioqCi1xCBEahMVFYWLy3z69u0RkzytWbOBffuOyJ5vApARJ5EClS5dhjx58rJr13YOHtwfrzZmz55OZGQkI0eO/a7uSlLS0dGhZk173r3zjqnmK4RIPO/fv6d166ZMmjSec+fO8P79O4AkuylEJA+SOIkUR6FQsGKFKwYGBvTt24N79+JWJ+Xhwwfs3LmNIkWK0bBhk8QJMpbs7esCfLc7uhBC9U6dOk61anacPXuamjVrc+bMRbJkyarusIQGksRJpEjFihVn0aIVBAd/oWPHNvj6+sb63Jkzp6JUKhk1ylHtd8pUrlwVhUKBu/t5tcYhREoVFhaGk9NY2rRpjr+/P5MmTWPjxu2Jth+lSP4kcRIpVoMGjRgxYgxv3rymS5cOhIWF/fGc27dvceDAXqyty1C7dp0kiPL3MmQwpkiRYty4ce27XdOFEAn3/PlT6tevxdKlLuTJk5fDh0/Ss2dfqcMkfksSJ5GiDRkygoYNm3DpkjujRw/jT9U3pk2bBMDo0eM15sOzfPkKhIaGcvPmdXWHIkSKsW3bZmrUqIyHx03atu3A8ePnKF68pLrDEsmAJE4iRdPS0mLhwqUULVocNzdX1qz59RZBly9f4uTJ41SsWJnKlasmXZB/YGdXEUCm64RQkdmzp9OvX08UCgXLlq1mwYIlcseciDVJnESKly5dOtav34ypqRmOjqM4d+7MD8colUqmTZsIwKhR45I4wt+ztS0PwMWL7mqORIiUoUmT5lSqVIVTp87TrFlLdYcjkhlJnESqkCNHTlxdN6GtrU23bh15/vzZd8+fO3cGd/fz1KxZm3LlbNQU5c+ZmJhQsGAhrl27THh4uLrDESLZy5s3Hzt37sfCwlLdoYhkSBInkWqUK2fDrFnz+fz5Mx07tiEgwB/4frRp9GjNGm36xta2PMHBwdy6dUPdoQghRKomiZNIVdq27UDPnn15/PgRvXp1JTIykmPHjnDjxnUaNmxCsWIl1B3iT5UvH73OSabrhBBCvSRxEqmOk9MkqlWrwYkTx5g0yYnp0yejUCgYMWKMukP7JTu7CgBcvCgLxIUQQp3Us5eEEGqko6PDihVrqVu3BkuWLASgZcs2FChQUM2R/Zq5eRasrPJw+fIlIiMj0dbWVndIQgiRKsmIk0iVMmQwxs1tCxkyGKOjo8OwYaPUHdIflS9fkaCgQO7eva3uUIQQItWSxEmkWnny5OPo0dMcOHAMS0srdYfzR/+UJbig5kiEECL1ksRJpGpWVnkoXbqMusOIlW8LxN3dJXESQgh1kcRJiGQiR46c5MyZi8uX3YmKilJ3OEIIkSpJ4iREMmJnVwE/Pz8ePnyg7lCESJBnz56wZctG+SNAJDuSOAmRjEhZApESHD9+hFq1qjJgQG9cXVerOxwh4kQSJyGSkX8SJymEKZIfpVLJ0qWL6NChNRER4RgaGjFlygTev3+v7tCEiDVJnIRIRiwtrciSJSvu7udRKpXqDkeIWAsLC2PIkP44OY0hc2Zz9u49zLhxEwgMDGD8eM0vByLEN5I4CZGMKBQK7OzK4+vrw7NnT9UdjhCx8vHjR1q2bMzGjespXrwkx46doVQpazp16oK1dRl2797J6dMn1R2mELEiiZMQyYyd3beyBLLOSdP5+vqyffsWTpw4iofHTby83hIWFqbusJLUo0cPqVOnGhcvXqBhwybs23eErFmzAaClpcWsWQvQ1tZm5MghfP36Vc3RCvFnsuWKEMnMP+ucLtCx419qjkb8zuDBfTl69PAPjxsbG2Nmlvlf/8zInz8PVavaY2FhqYZIE8fJk8fo0aMLgYEBDB06kuHDR6Ol9f3f60WLFqN7994sW7aIBQtmM2rUODVFK0TsKJRJtFDCxycw0a9hZmaUJNcRcSP9olpKpZIiRfKgq5uWmzfvo1Ao4tyG9Eniu3fvLtWqlado0eI0btwUH58P///nE/P/nz59+uG8ypWr0aFDR+rWbUDatGnVEHnCKZVKVqxYgpPTWNKkScPChUtp2rTFL48PCgqiUqVyfPjwntOn3cmfv0ASRvt78rOieZKqT8zMjH76uIw4CZHMKBQKbG0rcODAXl69epmiRihSEheXuQCMGTOOmjXtf3pMeHg4Hz/64uPzgdevn7J8+UrOnTvNuXOnyZQpEy1btqVDh04avQH1f4WFhTF69DDc3FzJnNmc9es3/7E6v6GhIVOnzqJTp7aMGDGY3bsPxusPAiGSgqxxEiIZsrOL3rfu0iUpS6CJnj9/xp49uyhSpBg1atT+5XFp0qQhS5asFCtWgs6dO7Nv3xEuXLhG7979USgULF++mEqVylG/fi22bNnIly9fkvBVxF1UVBTdunXCzc2VYsVKcOzYmVhvaVS3bn3q1KmPu/t5tm7dlMiRChF/MlUnEp30i+rdvXuH6tUr0KZNexYuXBrn86VPEtfQoQNwc3Nl5UpXGjduFqtz/tsnYWFhHDlykA0b1nH27GmUSiVGRulp0qQZWbNmQ0tLC4VCgUKh+P+6IcV/HlNgYmJK1qzZyJYtG1myZMPAwCCRXnG0mTOnMnv2dCpVqsL69VtIly5dnM739HxDxYrl0NfX48KFa2TKZJJIkcae/KxoHnVP1cUrcQoPD2fMmDG8fRt9h0jv3r2pUaPGb8+RxCn1kn5RvcjISAoWtMTY2JirV2/H+Xzpk8Tj7e1FmTLFyJkzFxcuXENbWztW5/2uT169esnmzW5s2rSBd++84x1bxowZyZo1O1mzZiVbtuz/T6qyU716TbJkyRrvdgEOHz5Ip05tyZXLguPHz5AxY6Z4tbNkiQvOzmNp186B+fMXJygmVZCfFc2j7sQpXmuc9u3bh7GxMbNmzcLPz4+mTZv+MXESQqiOtrY2trZ2HD16GC+vt2TLll3dIYn/W7LEhfDwcAYMGBLrpOlPcue2YNSocQwbNpqbN6/z9etXlEolUVFRKJVKlMpv/1USFRX934iICD5+9MXb+y3e3t54eb3F29uL169fcf/+3e/aNzPLzM6d+ylYsFC84nvy5DF9+/ZAX18fV9eN8U6aAHr06M327VvYtMmNNm3aY2tbPt5tCZEY4pU41alTB3v7fxY7qurDQQgRe7a2FTh69DAXL16gefNW6g5HEF3o0c1tLdmyZadFi9Yqb19HR4eyZW0S3E5gYEBMMnXpkjtz586kWbP67Nixn8KFi8SprYAAfzp1aktQUCDLl6+haNFiCYpNR0eH2bPnU69eTYYPH8TJk+fR1dVNUJtCqFK8FoenS5cOQ0NDgoKCGDBgAIMGDVJxWEKIPylfPrqek7v7BTVHIr5ZtWoZwcHB9OnTX6N/2RsZpSd//gJUrVqdUaMcmTVrPr6+vjRv3oC7d+/Eup2oqCj69evJ06dP6NNnwG9LDsSFtXVZOnbswqNHD1m61EUlbQqhKvFeHO7t7U3fvn1p164dLVr8+YclIiISHR0ZmRJCVSIiIsiYMSM5cuTgwYMH6g4n1QsMDCRXrlzo6Ojw8uXLOC+MVrfVq1fTvXt3MmbMyIkTJyhVqtQfz5kwYQLOzs7UrFmTw4cPo6Ojugo3nz9/pmDBgvj7+3Pv3j2srKxU1rYQCRGv73JfX1+6dOnC+PHjsbOzi9U5fn7B8blUnMgiPs0k/ZJ4ypa14fTpk9y794zMmTPH+jzpE9VbtGgBnz9/ZvTocQQHRxEcHLf3V9190qhRK4KDwxk4sA/VqlVn+/Y9lCxZ+pfHHzlyCGdnZ3Llys2iRSvx81P1dinaTJgw9X/t3XVYVOn7x/H30B0i2IXd3a2rYrsmBrh2d3fnqmt3Yyx2rrquXRgYa3eLlHTH/P5gne/6WwMROMNwv66LCybPZ7gZuHnOOc9D797d6NGjF2vXbsbCwiKZt/FtStdF/JfSB4cnacRp+vTpHDly5JP/ANasWYOJickXHyNn1aVfUpeUs2jRfGbMmMLatZto1uznRD9OapK8IiMjKVu2GBEREdy4cRdra5vvfg5tqcmOHdsZOLAPFhaW7Nix97PzMD158pgGDWoTGxvDoUPHKV68RIpkUavVtGnTgrNnTwFgbm5BpkyZyJQps+azg8P/vs6cOTN58+ZP1pEvbamL+B+lG6ck/XSNHz+e8ePH/1AgIcSPq1Tpf+vWfU/jJD4vPj5eMw/S99i+fQu+vj4MHDg0SU2TNmnbtj36+vr069eTNm1a4O6+h3LlKmhuDwkJpnPn9oSEBLNy5boUa5ogYZb8ZctWsWDBXF69eom3tzfe3u95/vwZX/qf39TUlGrValClSnWqVq1G8eIl5QQmkaxkAkyR4qQuKSc6Opp8+bKTJ09ezpy5lOjHSU3+y8fHB2fnlsTFxbF27Sby5y+QqMfFxMRQuXIZfHy8uXbtznftMv03bavJvn276dOnO6amZmzfvpuKFSsRHx/PL7905OjRw/TpM4ApU2Yoki02NhY/P1+8vd//85HQUHl6XuXx40e8evVSc19LSyuqVKnKhg1bkzQSpW11EWl0xEkIoR2MjIwoV64C58+fJSDgww/Nn5Oe+fr60qpVEx4+fABA/fq1WLJkJU2aNPvmY/fu3cWrVy/p2rVHkpsmbdSiRSv09Q3o1asL7dr9zPbtu7h48TxHjx6mevVaTJgwRbFsBgYGZM6c5YuTdnp5vePChXNcvHieCxfO8fr1a03TdObMKdauXUnlytWoUKEiJUqU0uozIIX2kcZJiDSucuWqnD9/Fg+PSzRs2FjpOGmOn58frVs35eHDB/Ts2YcyZcoxdOgAunbtxIABQxgzZsIXRyri4+NZsuQ3DAwM6NdvUConT3lNmzZHX38zPXp0xtm5JZGRkeTIkZPVqzck63FEyS1Llqy0bt1OM5dWaGio5jZPz6scO3aEY8eOAGBiYkLp0mWpUKESI0eOxdDQUJHMIu2QRX6FSOOqVKkGJBznJL6Pv78/rVo15f79e3Tv3otp02bTsmUb/vjjBHnyOLJkyW+0a9cSPz+/zz7+6NE/ePjwAa1atSVHjpypnD51NGrUhPXrtxAXF4eJiQkbN27Fzk75NeS+x7/Pxhs6dCQ3btxj5cp1dO3ag7x58+PhcZHdu3domqabN68zYsQQdu1y5/Hjx8TFxSkVXWghOcZJpDipS8qKiIggf/4cFC5clOPHzyTqMVIT+PDBn5Ytm3Lv3h26du3BrFnzPjkoPCgokP79e3Hs2BGyZcvO+vVulC5dVnO7Wq3Gyak2N2/e4Ny5KxQoUPCH8mh7Te7du4taraZo0WJKR0l2wcFBvH79WvPaFi6cx8yZUzW3m5mZUahQYYoUKcb06XNSfLHk9EytVhMeHk5ISDDBwcFkyGBHxowZAfjjj0O8fPmC9u1bY2OTOcWzJOt0BEkhjVP6JXVJeU2bNuDq1cs8fvwKS0urb94/vdckIOADrVo1486dv/nll27MmbPgs2fSxcfHs3DhPObMmYGhoSFz5iygY0dXIOFYmTZtmtOkSXPWr3f74UzpvSbaJCYmhtu3b3HligePH9/n+vWbPHr0AFNTMx4/foVKpcLT8yrdu3emSJGiFClSjHz58pMjR06yZctO9uw50u2ZfDExMYSFhWJjYwsknHRx+fIlQkKCCQoKIjg44SMoKIhx4yaRJUtWwsPDqVGjIsHBQYSEhHwywjdt2ix69eoHQLNmTnh4XGT79u3UrZvyhyXIweFC6LDKlaty+fIlrlzxoG7d+krH0WoBAR9o3bo5d+78jatrV2bPnv/F6Qf09PQYOnQkJUuWok+f7gwZ0p/r168xc+avLFo0H4BBg4amZnyRCgwNDSlTphxlypTTNLTR0dG8e/dW87Py4YM/sbGxHD9+jOPHj33y+AsXrpE/fwEiIyMZPLgv2bLlIFu27OTIkYPMmbNgaWlFpkyZMTU1VeLlfVZcXBxqtVpz7Nq9e3fx8/MlJCSEkJBgzQhQ3rz5aNGiFQAbNqxlx47tmtuCg4MIDw8nY8aM3Lv3DIA7d27RrZvLZ7fZrVtPsmTJiqmpKWq1mixZslKggBWWlpZYWVlhaWlNwYL/W3h6xIgxhIaGUqNGjRT+bnydNE5C6IDKlauycOE8Ll68II3TVwQGBtC27c/cvn2LTp06M3fuAvT0vn2oZ9269fnzzzN07eqCm9tGPDwu8vjxI2rVqkPJkt9emkSkfUZGRuTOnUdzuV49J27ffoSfnx/37t3h+fNnvH37hjdvXpM1azYA3r17w549uz77fMuXr9EcvN6yZRP8/HyxsrLGysoKKytrLCwsqVSpsuY+hw8f5ObN6+jr66Gvb4C+vj4GBgbY2mbAxeUXAO7evcOuXe7ExEQTExPzycfUqbNwcHAgKCiQ1q2bEx4eRnh4uOZzVFQU8+YtwtW1CwADBvTm9u1b/8ndsGETTePk7e3FrVs3NJkdHDJhbW39yTFwBQsWZvr02f+8Nmusrf/3GrNkyQrwzwjenW/WoHr1moDyo7Oyq06kOKlLygsNDaVgwVwULlyUv/46+837p8eaBAUF0rZtC27cuE6HDi4sWLAkUU3Tv4WHhzNixGB27vwdgH37/tAcnP+j0mNN0oIfqUtcXBzv33vx5s0b3r59zZs3r/H2fk9wcDDduvXULGnTsGEdnj59QnBwMPHx8ZrHu7h0Yf78RQAMHTqALVs2/WcbOXLk1DQdBw/uo1s3189muXjRk3z58hMeHk7hwnkwMzPDzMz8n88JX/fo0YdGjZoAsH79Gj588P9n5McKC4uEUaCEUaGE4/liY2PR19f/7gljf5TS8zhJ4yRSnNQldbRp05wzZ05x8+Z9zX+8X5LeahIcHETbti24ft0TZ+eOLFy47Lubpo/UajXu7tvw9fWlf/9ByfZHI73VJK1Izbqo1WrCwsIIDg4iNDQUKysrzVxVz58/w8fHh/j4OGJjY4mLiyM+Pg4DA0Nq1KgFJOw+fPHiOYaGhhgYGGJk9PGzEfb2Dlo9hcT3ULpx0o3vohACJ6fGnDlzimPHjtClS3el42gNX19fXF3bcf26J23btue335YmuWmChN0Kzs4dkzGhEAlUKhUWFhafXcw4Tx5H8uRx/Myj/idDBjsyZEhbU0WkRTKPkxA6okGDhgAcPXpY4STa486d2zRoUAtPz2u0bdueRYuWp9uznYQQyUMaJyF0RPbsOShWrATnz58lJCRY6TiKO3z4IE2a1OPNm9eMGTOBJUtWStMkhPhh0jgJoUMaNGhITEwMp0+fVDqKYtRqNQsWzKVLl46Aig0btjJkyIhUP4BVCKGbpHESQod8XKvu6NE/FE6ijPDwcHr37srs2dPJnj0Hhw79SePGTZWOJYTQIXJwuBA6pHjxkmTJkpW//jpGbGyszpxFkxheXu9wdW3PrVs3qFixMuvXb8He3l7pWEIIHSMjTkLoEJVKRYMGDQkICODKFQ+l46QaT8+r1KtXk1u3btChgwu7dh2QpkkIkSKkcRJCxzg5pa/ddbt2udOiRSP8/HyZNm0Wv/22FGNjY6VjCSF0lDROQuiYqlWrY25uwdGjh0ml+W1TXXx8PPfv32PChDH07dsDY2MTtm3bRa9e/eQgcCFEiko/B0AIkU4YGxtTp85PHDy4j0ePHlKwYCGlI/2wj6vVe3hcwsPjApcvXyIgIAAAR8e8bNmyg3z58iucUgiRHkjjJIQOcnJqxMGD+zh27I802ThFRERw/fo1Ll26gIfHJa5du0J4eJjm9pw5c1OvnhOVKlWhefOfsbS0UjCtECI9kcZJCB3000/10dfX5+jRPxg4cKjScb7LrVs3aNmy6SeTeBYqVJiKFatQuXIVKlWq8s21+IQQIqVI4ySEDrK1zUDFipW5dOkCPj4+ODg4KB0p0WbPnk5ISDBdu/agRo3aVKxYGTs7WX9LCKEd5OBwIXRUgwaNUKvVHD9+VOkoiXb79t+cOHGcKlWqMXv2fBo1aiJNkxBCq0jjJISOcnJqBMCxY2lnWoLFixcApLndi0KI9EMaJyF0VJ48jhQsWIgzZ04RHh6udJxvevr0MQcO7KVEiVLUrl1X6ThCCPFZ0jgJocMaNGhEREQEZ8+eVjrKNy1dugi1Ws2gQUNlLiYhhNZKUuMUHx/PxIkTadeuHS4uLrx8+TK5cwkhkkFa2V337t1bduzYTr58+WnUSBblFUJoryQ1Tn/99RfR0dG4u7szbNgwZs+endy5hBDJoEyZcmTMaM+xY0eIj49XOs4XrVixhJiYGAYMGIK+vr7ScYQQ4ouS1Dh5enpSvXp1AEqVKsWdO3eSNZQQInno6enRoEFD/Px88fS8qnScz/L398fNbSPZsmWnVau2SscRQoivStI8TqGhoVhYWGgu6+vrExsbi4HBl5/O1tYMA4OU/0/S3t4yxbchvp/URTlt27Zi69bNnDt3gkaNftJcry01WbLkV8LDw5k1axbZsqXvqQe0pSbiU1IX7aNkTZLUOFlYWBAW9r/lD+Lj47/aNAEEBKT8WT329pb4+oak+HbE95G6KKtkyYqYmpqyd+8+hg4dC2hPTUJCglm8eAl2dnY0b95OKzIpRVtqIj4lddE+qVWTLzVnSdpVV6ZMGc6ePQvAzZs3KVCgQNKTCSFSlJmZGTVr1ubhwwc8e/ZU6Tif2LhxPUFBgfTs2RczMzOl44h0xMfHR+kIIo1KUuNUr149jIyMcHZ2ZtasWYwZMya5cwkhklGDBh/PrjuicJL/iYyMZOXKpVhYWNK1aw+l44h0ZObMqVSrVo6nTx8rHUWkQUnaVaenp8fUqVOTO4sQIoXUq+eESqXi2LE/6NOnv9JxANi+fQu+vj4MGDAEa2sbpeOIdMTRMS+BgYF06tSOI0dOYGNjq3QkkYbIBJhCpAMODg6ULVuey5cv8eGDv9JxiI2NZdmyRZiYmNCrVz+l44h0xtm5I/37D+bp0yd069aZmJgYpSOJNEQaJyHSCSenRsTFxfHXX38m+3PHxsZ+1/337t3Fq1cvad++Ew4ODsmeR4hvGTduEk5OjTh37jRjx45ErVYrHUmkEdI4CZFOODk1BpL3OKfIyEh69PiFfPmyM3PmVIKDg775mPj4eJYs+Q19fX369RuUbFmE+B76+vosX76WokWLs2nTOtatW6V0JJFGSOMkRDqRP38B8uRx5OTJv4iKivrh5wsKCsTZuSX79+8hJiaGhQvnUb58CZYvX0JkZOQXH3fs2BEePLhPy5ZtyJkz1w/nECKpLCwscHP7HXt7B8aPH83Jk8eVjiTSAGmchEgnVCoVDRo0IiwslNOnT//Qc3l5vaNZs4ZcvHieZs1+5u7dJ4wfP4X4eDWTJ4+jcuUybN++hbi4uE8ep1arWbRoHgADBw79oQxCJIfs2XOwadM2DA0N6dGjCw8fPlA6ktBy0jgJkY58XPR3z549SX6Ox48f0bhxPe7fv0u3bj1ZtWo9Nja2DBw4hCtXbtKv3yD8/HwZNKgvtWtX4ejRPzTHj5w/f5br1z1p1KgpBQsWSpbXJMSPKleuAgsXLiMkJJhOndri76/8CRRCe0njJEQ6UqFCJeztHVi9ejWuru2/+7/ra9eu0KRJPd68ec3YsROZOfPXTxbltbXNwKRJ07h8+SYdO7ry6NFDXF2dadq0AR4el1i4cD4AgwbJaJPQLq1atWXo0JG8e/eWGzeuKR1HaDGVOpVOJUit6dFlanztI3XRLrdv32LSpDGcP38ePT09nJ07MnLkWLJmzfbVxx0/fpTu3TsTHR3NggVLaN++0ze39ejRQ2bMmMKRI4c019WoUZtdu/b/8OvQNfI+UV58fDyPHj2kUKHCmuukLtonTS65IoRIu4oXL8nZs2fZssWdAgUKsm2bG5UqlWbq1IkEBgZ89jHbt2/B1bU9AJs2bUtU0wRQoEBBNm3axuHDx6lcuSoGBgYMHz462V6LEMlJT09P0zRFRETw55/aM9O+0B4y4iRSnNRF+3ysSVxcHDt3/s7s2dN59+4t1tY2DBo0jG7demJqavrPwdzzmTlzKra2tmzZsoPy5SsmaZtqtZqIiAhZk+4L5H2iXbp06cQffxzkxIkTFCtWTuk44l+UHnGSxkmkOKmL9vn/NYmIiGD9+jUsWjSPwMBAsmbNxqhR4/j775usW7ea7Nlz4O6+l/z5ZUHvlCLvE+1y69YNNm/eyJo1KwgOjlY6jvgXaZySkfzi0U5SF+3zpZoEBgawZMlC1qxZoZmLqXDhori77yFz5iypHTNdkfeJdvpYl927d1C3bj1Z104LKN04yTFOQggNGxtbJkyYgofHDVxcutC8eUsOHDgiTZNI1y5f9qBPn+789FNNbt++pXQcoTBpnIQQ/5E1azbmz1/EmjUbsba2UTqOEIoqV648w4aN4tWrFzRq9BPbtrkpHUkoSBonIYQQ4iv09fUZNWoc27btxNTUlMGD+zFkSH8iIiKUjiYUII2TEEIIkQg//dSA48fPUqJEKbZu3UyTJvV58eK50rFEKpPGSQghhEikXLlyc+jQn3Tq1Jnbt29Rr15Njh8/qnQskYqkcRJCCCG+g4mJCQsWLGHhwmVERUXSsWNbJk8eT3BwkNLRRCqQxkkIIYRIgg4dXDh8+Di5cuVm5cqlvHv3TulIIhVI4ySEEEIkUfHiJTlzxoPNm7drlmu5desGW7duJjY2VuF0IiUYKB1ACCGESMvMzMyoX7+h5vLs2dM5ceI4+fMXpEKFpC1RJLSXNE5CCCFEMlqwYAmHDu3XNE0vXjzn9etXVK9eU+FkIjnIrjohhBAiGWXJkpUePfpoLs+ePY1WrZrSunVzrl27QiqtdCZSiIw4CSGEECmoT58BfPjwgdOnT3L27CkKFSpMmzbtad26LVmyZFU6nvhOMuIkhBBCpKCSJUuzY8c+9uw5ROPGzXj69AnTpk2kVKnCtGnTnB07thMaGqp0TJFIMuIkhBBCpIJq1WpQrVoNAgI+sH//Xnbs2M6ZM6c4c+YUZmZDadKkGXPn/oaZmZnSUcVXyIiTEEIIkYpsbTPwyy/d+OOPv/DwuM6wYaPImDEjt27dwNTUFIBHjx5y6tQJwsPDFU4r/r8kNU4hISH07t2bTp060a5dO27cuJHcuYQQQgid5+iYj1GjxnHlyi127tyPSqUCYNs2N9q1+5lr165o7nvhwjnZpacFkrSrbsOGDVSqVIlffvmFZ8+eMWzYMPbu3Zvc2YQQQoh0QU9Pj8yZs2guN27cFH19fcqVqwCAl9c7fv65Mfr6+pQsWYoqVapTpUpVKlasjKWllVKx06UkNU6//PILRkZGAMTFxWFsbJysoYQQQoj0rHz5ipQv/7/JM/X09Bg0aBgXL57nxg1Prl/3ZOnShahUKnLkyEXBggUpUKAQBQoUpECBgpQpU04zeiWSl0r9jQkldu7cyaZNmz65bubMmZQoUQJfX1969OjB2LFjqVChwlc3FBsbh4GB/o8nFkIIIdKxsLAwLl26xOnTp7l48SL37t3D29tbc3vmzJnx8vIC4MaNG2zatImOHTtSvnx5IOFwGwsLC2mskuibjdOXPHz4kKFDhzJy5Ehq1vz2bKi+viFJ2cx3sbe3TJXtiO8jddE+UhPtIzXRTmmlLh8++PPo0SMeP35IdHQU3br1AmDt2pWMHTuSFSvW0qpVWwCqVSvPixfPyZw5C5kyZSZz5ixkyZKFTJmykDlzZjJkyIClpTXW1tZkz54Dc3NzJV/af6RWTeztLT97fZJ21T158oRBgwaxcOFCChUq9EPBhBBCCPFjMmSwo1KlylSqVPmT652dO1GmTDly5cqjua5kydJYWFjw/v17rl+/Rlxc3Befd9Om7TRs2BiA2rWrYmNjw969hwG4dOkC69evwcTEBGNjE0xNEz4bGxtjYmKKiUnCZ0NDQ2xtM9CgQcJ6fm/fvuHOndsUK1acbNmyAwkLI0dERKJSqTQjYSoV/+9ywtflypUADJPnG5cESWqc5s+fT3R0NDNmzADAwsKCFStWJGswIYQQQvwYCwsLypQp98l1y5at1nwdFxeHn58f3t5eeHl58f69F0FBgQQFBREcHIyjY17NfY2MDDE0/F/D8vz5M/bv35OoHIULF9E0TufOnWHgwD4sXrwCZ+eOAAwc2If79+8l6rnc3d2pXbvht++YQpK8q+57ya669Evqon2kJtpHaqKdpC5fFhkZSVBQEJGREURFRREVFUlERCRRUZFERkYQGZlwXXR0NFZW1jRp0gyA+/fvcerUCWrXrkvhwkWAhF2KPj4+mnX81Gq15uPflwF69uxK1qyOKf76knVXnRBCCCHSNxMTE0xMTL77cYULF9E0TB9179470Y9XupmVmcOFEEIIIRJJGichhBBCiESSxkkIIYQQIpGkcRJCCCGESCRpnIQQQgghEinVpiMQQgghhEjrZMRJCCGEECKRpHESQgghhEgkaZyEEEIIIRJJGichhBBCiESSxkkIIYQQIpGkcRJCCCGESCSdWOQ3Pj6eyZMn8/DhQ4yMjJg+fTq5cuVSOla6devWLebNm4ebmxsvX75k9OjRqFQq8ufPz6RJk9DTk349NcXExDB27Fjevn1LdHQ0ffr0IV++fFIXBcXFxTF+/HieP3+Ovr4+s2bNQq1WS020gL+/Py1btmT9+vUYGBhITbRAixYtsLS0BCB79uz07t1b0broxE/AX3/9RXR0NO7u7gwbNozZs2crHSndWrNmDePHjycqKgqAWbNmMXjwYLZt24ZarebEiRMKJ0x/Dhw4gI2NDdu2bWPNmjVMmzZN6qKwU6dOAfD7778zcOBAZs2aJTXRAjExMUycOBETExNAfn9pg49/S9zc3HBzc9OK94pONE6enp5Ur14dgFKlSnHnzh2FE6VfOXPmZMmSJZrLd+/epUKFCgDUqFGDixcvKhUt3XJycmLQoEGay/r6+lIXhf30009MmzYNgHfv3pExY0apiRaYM2cOzs7OODg4APL7Sxs8ePCAiIgIunbtiqurKzdv3lS8LjrROIWGhmJhYaG5rK+vT2xsrIKJ0q8GDRpgYPC/PcBqtRqVSgWAubk5ISEhSkVLt8zNzbGwsCA0NJSBAwcyePBgqYsWMDAwYNSoUUybNo0GDRpITRS2Z88eMmTIoPknHOT3lzYwMTGhW7durFu3jilTpjB8+HDF66ITjZOFhQVhYWGay/Hx8Z/88RbK+fd+57CwMKysrBRMk355eXnh6upK8+bNadq0qdRFS8yZM4djx44xYcIEzS4JkJooYffu3Vy8eBEXFxfu37/PqFGj+PDhg+Z2qYky8uTJQ7NmzVCpVOTJkwcbGxv8/f01tytRF51onMqUKcPZs2cBuHnzJgUKFFA4kfioSJEiXL58GYCzZ89Srlw5hROlP35+fnTt2pURI0bQunVrQOqitH379rFq1SoATE1NUalUFCtWTGqioK1bt7Jlyxbc3NwoXLgwc+bMoUaNGlIThe3atUtz3LK3tzehoaFUrVpV0broxCK/H8+qe/ToEWq1mpkzZ5I3b16lY6Vbb968YejQoezYsYPnz58zYcIEYmJicHR0ZPr06ejr6ysdMV2ZPn06R44cwdHRUXPduHHjmD59utRFIeHh4YwZMwY/Pz9iY2Pp0aMHefPmlfeKlnBxcWHy5Mno6elJTRQWHR3NmDFjePfuHSqViuHDh2Nra6toXXSicRJCCCGESA06satOCCGEECI1SOMkhBBCCJFI0jgJIYQQQiSSnLMvhNAa06dP5+rVqwA8ffqUbNmyaWZx9vX1xdLSEhMTE1QqFTExMVStWpXRo0ejp6dHwYIFyZYtGydOnNDM8QKwZMkSli5dyq5duyhevLgir0sIoTukcRJCaI3x48drvq5Tpw7z5s3TNDv//3J0dDQuLi5s27aNTp06AQkTFl67do3y5ctrLh85cgRra+tUfiVCCF0lu+qEEGmSkZERZcuW5dmzZ5rrmjVrxoEDBzSXPT09yZcv3ycrCwghxI+QxkkIkSZ5e3tz6tQpKlasqLmuSZMmHD9+nOjoaAD27t3Lzz//rFREIYQOkl11Qog0Y/jw4ZiYmBAfH4+hoSFt2rShQYMGmtvt7OwoUaIEp06dombNmly7do0pU6YomFgIoWukcRJCpBn/PsbpS1q0aMGBAweIjo6mTp06sm6lECJZya46IYROqVu3Ljdu3GDr1q2ym04IkeykcRJC6BRjY2Pq1KlDdHS0LPgthEh2sladEEIIIUQiyYiTEEIIIUQiSeMkhBBCCJFI0jgJIYQQQiSSNE5CCCGEEIkkjZMQQgghRCKl2sxwvr4hKb4NW1szAgLCU3w74vtIXbSP1ET7SE20k9RF+6RWTeztLT97vU6NOBkY6CsdQXyG1EX7SE20j9REO0ldtI/SNdGpxkkIIYQQIiVJ4ySEEEIIkUjSOAkhhBBCJJI0TkIIIYQQiZRqZ9WltF273ImODqNDh65KRxFCCCGEjtKZEaddu9wZMmQI7997KR1FCCGEEDpKZxqnevWcUKvVHDy4T+koQgghhNBRSWqcYmJiGDZsGM7OznTo0IGnT58md67v1qRJc/T09Ni3b4/SUYQQQgit9e7dW8aNG0H//j3p06cr8+bNJjw8jBkzJuPhcVHRbB4eF5kxY7KiGb4lSY3TmTNniI2N5ffff6dfv34sXLgwmWN9v0yZMlGzZk2uXr3M27dvlI4jhBBCaJ2oqEhGjx5Khw6dWbp0NStWrKdo0WJMnjxO6WhpRpIODs+TJw9xcXHEx8cTGhqKgYF2HGPerl07Tp06xYED++jTp7/ScYQQQogvmjx5fLIfXtK0aQsmT57+xdsvXjxPqVJlKFq0mOa6hg2bsHfvLiwtrdi7dyfbt7sRFxfH6NETsLd3YOLE0YSFhREVFUmfPgMpU6YcJ0/+hbv7VvT09ChRohR9+gxg3bpV3LnzNxEREdSpU4/Q0BC6du1JdHQ0v/zSnk2bfmf//t0cP34MlUpF3br1adPGmRcvnjNr1lRMTEwxNTXB0tIqWb8nyS1JI05mZma8ffuWhg0bMmHCBFxcXJI7V5K0bNkSfX199u/frXQUIYQQQuu8e/eWbNmy/+f6LFmycuvWDYoVK8miRSvo2NGV5csX8/btGz588GfOnAVMmjSDqKhIgoODWL9+FYsWrWDFinX4+flw9aoHALly5WHlyvU4OTXm5Mm/UKvVnD9/lipVqvPmzWtOnDjO8uVrWb58LefOnebVqxesXbuC7t17sWjRcooVK5G635AkSNJQ0caNG6lWrRrDhg3Dy8uLzp07c/DgQYyNjb/4GFtbs1RYX8aSOnXqcPz4ccLC/MmdO3cKb08k1pcWSxTKkZpoH6mJdkqpuixbtohlyxalyHN/iaNjTv7+++//vKb3799SsWIFatWqir29JbVqVWXVqqVUrFiKzp1dmTlzErGxsbi4uBAW9oGgoEDGjh0KQFhYGMHB/pibG5MjRxbs7S2xt7ekePGivHr1iBMnjjBq1CgePnyIr683I0YM+OdxIYSE+PPq1QuqV6+EpaUl1atXxtv77Te/50q+V5LUOFlZWWFoaAiAtbU1sbGxxMXFffUxqbWScaNGzTl+/Djr17sxYMDgFN+m+DZ7e0t8fUOUjiH+RWqifaQm2knX6lKyZEWWLVvOmTOXKFIkYXfdwYP7sLCwJjo6jkuXrpIjR37Onz9Hzpx58PC4gbe3PzNmzMfPz48+fbqyevUm7O0dmDt3MQYGBvzxx0Fy5szHixdvMDGJ1ny/6tdvwurVawkJCcPKygEbm0By5szD/PmLUalUuLtvxc4uG9my5eT06YtUqlQFD49rREbGfPV7nlo1+VJzplKr1ervfbKwsDDGjh2Lr68vMTExuLq60rRp068+JrVe5KNHLylaNB9FihTjr7/Opvg2xbfp2i8eXSA10T5SE+2ki3V5+/YNixfPJzg4iNjYOPLly0/fvoNYvHg+0dFRBAQEoFKpGDNmIra2GZg2bQLe3u8xMDCkefOWODk15tixP9i7dxdxcXFkyZKVsWMnsXXrJuzs7GjRorVmW+3bt8TVtSsNGzYBYNu2zZw7d5ro6BgKFy7KkCEjCAgIYNKkMRgYGGBjY4ORkTHjxk3+Yv402TglRWq9SF/fENq3b8WJE8fx8LiBo2PeFN+u+Dpd/MWT1klNtI/URDtJXbSP0o2TzkyA+W/Nm7cE4MCBvQonEUIIIYQu0cnGqWHDxhgZGclkmEIIIYRIVjrZOFlb21C7dl3u3bvD48ePlI4jhBBCCB2hk40TQLNmPwOwf7+MOgkhhBAieehs4+Tk1AhjY2NpnIQQQgiRbHS2cbK0tKJu3fo8fPiABw/uKx1HCCGEEDpAZxsngObNE3bX7dsnS7AIIYQQXl7vqF+/Jv3799R8bNiwRrE8Z86cws/PV7HtJ4V2rM6bQurVc8LU1JT9+/cwatQ4VCqV0pGEEEIIReXOnYelS1crHQOAnTu3kzv3WDJmtFc6SqLpdONkYWFBvXpOHDiwl7t371CsWHGlIwkhhBAaZcsW++z1ffsOpFu3nv983YPLly995rHlWL16IwBubhtZuHAenp53kpRjyZLf+Pvvm0DCoEPbtu2ZMWMyQUFBBAcHMXfuQrZt28ytW9eJj1fTrl1H6tT5ibt377Bo0TzUajX29g5MmjSNe/fuakaxIiMjGT9+CpkyZWbixNGEhYURFRVJnz4DiYyM5MmTR0yfPpHly9dplnLTdjrdOEHC7roDB/ayf/8eaZyEEEKkey9ePKd//56ay40bN8PL6x2rV28kLi6OPn26UbZseSChOWvXriOXLl3Ay+stK1asJyoqil69ulC+fEXmzp3BlCkzyZ07D3v27OTFixc8f/6MiROnkTGjPZs3r+fUqb+oXr0WHz74s3DhcgICAnj9+iVVqlQjX74CjBgxNs00TZAOGqe6detjZmbOvn27GTt2ouyuE0IIoTUSM0K0fPm3j0FycfkFF5dfErXN/7+rbtu2zZQsWQqVSoWBgQFFixbnxYtnAOTMmQuAZ8+e8PDhA03DFRsby/v3XgQEfCB37jwAtGzZBgAfn/csXPgrpqZm+Pr6ULx4SRwd89KyZVsmTx5HbGwsrVs7JyqrNtLpg8MBzMzMcHJqyMuXLzTDkEIIIYRIkCtXHs3fx9jYWO7c+Zvs2XMCoFLp/XOf3JQuXY6lS1ezePFK6tT5iWzZspExY0Zev34FwJYtGzlz5hRz5kxn7NhJjBs3WXPs0tOnTwgPD+PXXxcxbtwUFi78FQA9PT3i4+NT+RX/GJ0fcQJo1qwle/bsYt++PZQsWVrpOEIIIYTWqFq1OjdueNKrVxdiYmKoU+cnChYs9P/uU4MbNzzp27c7ERHh1KhRGzMzc0aMGMusWVPR09PDzs6Otm070KBBI3r2/AVLS0tsbe3w8/Mle/YcbNiwmqNHD2NgYEi3br0AKFasBNOnT+K335ZiZWWtxMv/biq1Wq1OjQ2l1krGn9tOZGQkRYrkxdbWlmvXbsvuulQmq4trH6mJ9pGaaCepi/ZJrZrY21t+9nqd31UHYGJigpNTI16/fsX169eUjiOEEEKINCpdNE4ALVq0BGDfPlmCRQghhBBJk24ap1q16mJlZc2BA3vT3IFoQgghhNAO6aZxMjIyolGjJnh5vePq1StKxxFCCCFEGpRuGif43+66/ftl7TohhBBCfL901ThVr14LW1tb9u3bzdmzp2WXnRBCCCG+S7qYx+kjQ0NDunTpwYIFc2nduhmOjnlxde2Ks3MHMmSwUzqeEEIIkaK8vN7RuXN7ChQoqLmubNnydOnS44efOzQ0lKlTJxAeHkZMTAwDBgyhWLESn9zn0qUL/P77FlQqFfHx8TRp0pz69RsyZcp4fH19eP/eCwMDQzJmzEjevPmoWbMOEyeO0cxOHhsbS7duXShfvvoP502qdDGP07+p1WquXbvCpk3r2b9/D1FRURgbG9O0aQs6d+5GhQoVZZ6nZCbzoGgfqYn2kZpoJ12ri5fXOyZNGqtZHDg5rVu3CktLS9q27cCrVy+YPHkc69dv/eQ+rVo1YePG7VhaWhIeHkbnzh1YvXoDtrYZNM9hZ2dHixatAbh+/Rr79+9mypRZAISHhzNkSB+GDx9L/vwFSUlfmscpXY04AahUKsqXr0j58hWZNm0W7u7b2LRpPbt2ubNrlzuFCxfB1bUrbdq0SzOzmAohhEibypYtluj7urm5U6RIUc3jypYtp2mA3Nw2snDhvEStffclS5b8pll6pV49J9q2bc+MGZMJCgoiODiIOXMWsG7dKu7fv0tMTCzduvWkevVamse3bdsBI6OExXpjY+MwMjL+zzYyZMjAzp3bqVWrLnnyOLJ1606MjIwSndHMzIx27dpx6tSJTxqn0NBQZs+eSlBQEACDB48gb958tGrVhFy5cpMrVx5CQ0M0r2Xu3IVYWVkl4buUzo5x+v9sbTPQu3d/Ll70ZM+eQzRv3pLHjx8xZsxwSpQoyLBhgwgKClQ6phBCCJFsXrx4Tv/+PTUfvr4+XLhwDi+vd6xevZEVK9Zx/PhRnj59AkDZsuVYuXI9N2/eICgokDVrNjN//mLu37/3yfNaWlpibGyCv78f06ZNoFevfv/Z9uzZC4iMjGTKlHE0b+6Em9sGvnfHl52d3X/+Nm/evJ6yZSuwZMkqRo4cx7x5CSNUPj7eTJo0nUGDhn3yWpLaNEE6HHH6HJVKRbVqNahWrQY+Pj78/vsWNm/egJvbBi5dOs+WLe44OuZTOqYQQggdk9QRov//OBeXX3Bx+SVRj82dOw9Ll67+5Lrjx49SsmQpVCoVBgYGFC1anBcvngGQM2cuAF69eknRognHLNnZZaRnz77/ee6nT58wadJY+vUbROnSZT+5LTg4mPfv39O370D69h2Ir68P48aNpGDBwlSrViNR2QHevXuHvb3DJ9c9e/aE69evceLEnwCEhCTsXrW2tsHa2kZzv4+v5Uek6xGnz3FwcGDgwKFcvnyTfv0G8eTJY5yc6nD27GmlowkhhBApIleuPJrddLGxsdy58zfZs+cEQKVKaBVy587NgwcJo0yhoaEMHdr/k+d4/vwZEyaMYtKk6VSuXPU/24iJiWbixNF4e78HEpovOzu779pVFx4exs6dO6lT56f/lz83bdt2YOnS1UybNpv69Z0A0NP7tM35+Fp+hIw4fYG+vj6TJk2jYMFCDBs2kHbtfmbGjLl07frjZx4IIYQQ2qRq1ercuOFJr15diImJoU6dnyhYsNAn96lWrSbXrl2hT59uxMXF/edMvFWrlhIdHc2iRfMAsLCwYPbsBZrb7ewyMmTICMaNG4m+vj7x8XFUqVKdChUqfTWbp+c1+vfvib6+PnFxcQwYMICcOXN/ch9X167Mnj2NAwf2EB4eRteuPX/gu/F16e6suqS4fNmDLl064OfnR5cu3Zk+fQ6GhobJvh1dpWtnpegCqYn2kZpoJ6mL9kmtmnzprDrZVZcIFStW4ujRUxQuXJQNG9bi7NyKwMAApWMJIYQQIpVJ45RIOXPm4vDhP3FyasS5c6dxcqrDkyePlY4lhBBCiFSU5MZp1apVtGvXjpYtW7Jz587kzKS1LCws2bhxGwMHDuXZs6c0bFiX06dPKh1LCCGEEKkkSY3T5cuXuXHjBtu3b8fNzY33798ndy6tpaenx/jxk1m6dBUREeG0b9+KdetWffc8FEIIIYRIe5LUOJ0/f54CBQrQr18/evfuTa1atZI5lvZr27Y9e/YcxtY2A2PGjGDXLnelIwkhhBAihSWpcQoICODOnTssWrSIKVOmMHz48HQ54lKhQkUOHfoTIyMj5s6dSUxMjNKRhBBCCJGCkjSPk42NDY6OjhgZGeHo6IixsTEfPnzAzs7ui4+xtTXDwEA/yUET60unD6bc9krRo0cPli1bxpEje+nWrVuqbj+tSO26iG+TmmgfqYl2krpoHyVrkqR5nE6dOsXmzZtZv349Pj4+dOrUiaNHj6Kv/+XGKC3P4/QtXl7vqFChJA4Ombh06fp3zYKaHsg8KNpHaqJ9pCbaSeqifdLkPE61a9emcOHCtG7dmj59+jBx4sSvNk26LkuWrLi6duH161f8/vtWpeMIIYQQIoXIzOHJxNv7PeXLl8DOLiMeHjcwNjZWJIc2kv/YtI/URPtITbST1EX7pMkRJ/FfmTJl5pdfuvP27Ru2bt2sdBwhhBBCpABpnJJR//6DMTMzY+HCeURGRiodRwghhBDJTBqnZOTg4EDXrj15/94LN7cNSscRQgghRDKTximZ9es3CHNzCxYtWkB4eLjScYQQQgiRjKRxSmZ2dnb06NEbHx9vNm1ar3QcIYQQQiQjOasuBQQEfKBs2eKYmBhz9eptzM3NlY6kKG2pi/gfqYn2kZpoJ6lL6ouMjMTf3w8/P1/8/f3w9fXF399fc3n48CHkyJE/xXN86ay6JM0cLr7O1jYDPXv2YcGCuaxfv4YBAwYrHUkIIYTQGjdvXufmzRu0bt0OCwsLfHx8aNKkHn5+foSGfr1RbdSoQao0Tl8iI04pJDAwgHLlSmBgoM+1a7exsEi/U/ZrU11EAqmJ9pGaaCepy/fz9/fn0aMHPHr0kEePHvDixXPevn1LzZq1mTJlBgAjRw5h48Z1nDp1kaJFixETE0O5csXJkMEOO7uMZMyYEXt7+3++ttdclzGjPcWLFyA0NDbFX4eMOKUyGxtbevfux9y5M1m3bjWDBg1TOpIQQgiRrB48uM+5c6d5+PAhjx8nNEr+/v7/uZ+5uQWhoaGay23aOFO+fEWyZMkCgKGhIbduPUjUNk1NTb85KpWSZMQpBQUHB1GuXHEAPD3vYGlppXAiZWhbXVJCXFwc58+fZceO7Zw/f5a4uLhvPsbExIQePXrTo0cf9PRS9zyN9FCTtEabaqJWq/Hz8+PFi2e8ePGcFy+e8/LlC/LmzUffvgPT1coI2lQXpcXFxbFo0XwAhg4dCcDKlUuZOHEsACqVily5clOwYCHy5y9IgQIFKViwEHnyOGJtbYNKpUqWHErPHC6NUwpbuHAeM2dOZdSocQwbNkrpOIrQxrokl8ePH+Huvo1du9x59+4tAA4OmbC0/PauWW9vb0JDQ6hUqQoLFy7D0TFvSsfV0OWapFVK1CQuLg5Pz2vcv39X0yB9/AgLC/3sY4oWLc6KFWspVKhwqmZVSnp8r8THx/P06ROuXbvCtWtX6dTJldKlywJQunQRoqKiuHv3CSqViqdPH/P337fIn78gefPmw9TUNMXzSeOUjLTxBzw0NIRy5YoTGxuHp+dtrK1tlI6U6rSxLj/iwwd/9u7dzc6d27l+3RMAS0srWrRoSZs27alYsVKi/rPy9fVl1KihHDq0H1NTUyZMmELXrj1TZfRJ12qiC1KrJuHh4Zw5c4qjRw9z/PhR/Pz8PrndzMycXLlykzt3nk8+smfPwcqVS3Fz24ixsTETJ06lW7deqT5amtrSy3vl1auXHD9+jJMnj3P16mUCAwM1t40fP5mBA4cCcOOGJ1mzZidTpkwKJZXGKVlp6w/4kiULmTZtIsOGjWLUqHFKx0l12lqX7xEbG8vx48dwd9/G8eNHiYmJQU9Pj9q169KuXQcaNGiUpP+01Go1+/btZsyY4Xz48IEqVaqxcOEycufOkwKv4n90oSa6JiVr4ufnx/HjRzly5DBnzpwkIiICSBgdbdCgERUqVCRPnrzkzp0He3v7rzb+R44cZujQ/vj7+1OrVh0WL15B5sxZUiS3NtDV90psbCzXrl3h+PFjHD9+lAcP7mtuy507D+XKVaBs2fKUL1+BwoWLYmhoqGDaT0njlIy09Qc8LCyM8uWLExkZxd69hzAxSfmhTG1hYKBPuXIlCAiIUDrKD/l4BghA4cJFadeuA61atSFTpszJ8vw+Pj6MHDmEP/44iJmZGRMmTKVLl+4p9t+8tr5X0rPE1CQ6Opo3b14RE/PtM4qio6M4d+4sR44c4urVy8THxwNQoEBBnJwa07BhY0qXLpuknzFvb2+GDOnHX3/9ia2tLfPnL6FJk2bf/TxpgS69V2JiYjQN0MSJY1m5cimQcLxl9eo1+emnBtSr14Ds2XMoGfObpHFKRtr8A758+RImT05/o00A5ubmlClTjvLlK2j+i7G1zaB0rER78eI5lSuXIU8eR1atWk+xYiWS7SDHf1Or1ezZs5OxY0cQEBBA1arVWbhwGbly5U72bWnzeyW9+ndNwsLCePLkEQ8fPuDx40c8epRwxtLz588SdeLBv6lUKsqXr0jDhk1o2LARjo75kiWvWq1m48Z1TJ48joiICNq378SMGXN0buoVXXivxMTE0LZtCyIiwjl69BQAly5dYM+eXdSrV59q1WpiZmamcMrEk8YpGWnzD3hkZCS//TaXgIAApaOkqoiICO7cucXdu3c/ub5AgYKUL1+RcuUqUL58RfLly6+1x0oMHTqALVs2sWrVen7+uXWKb8/b25sRIwZz9OhhzMzMmTRpGp07d03W7482v1fSo2fPnrBz51auX7/J48ePePPm9X/uY2NjozkA18TE5JvPqVKpKFmyNPXqOWFvb58SsYGEEyT69OnO33/fJFeu3CxbtoYKFSqm2PZSW1p8r8THx3PhwjmsrKwoWbI0AB07tiEoKIjduw+m+bMipXFKRmnxBzw9sLe35PHjV1y/fo2rV69w9eoVPD2vfnLWjq2tLb/9toxGjZoomPS/Xr9+RaVKpcmVKzfnzl1BX18/VbarVqvZtcudceNGEhgYyKBBwxg3blKyPb+8V7RDREQEixbNZ+nShURHRwOQOXOWf07lLqA5pbtAgULfPPZISdHR0cybN5vFixcAMGLEGJ05izgtvVdevXqJu/s23N238erVSxo3bsaGDVuAhGOaDAx0Y+pGaZySUVr6AU9PPleXuLg47t+/x9Wrl7l27YrmzLKLFz3JkMFOoaT/9fHYpqVLV9G2bftU376393saN66Hl9c7zpzxIF++5FlmQN4ryjtx4k9Gjx7Oy5cvyJIlKwsWzKd8+WpYWVkrHS3JPDwu0b9/T169eplqI7QpTdvfK+Hh4fzxx0G2b9/CuXNngIQzI5s3/5kOHVypWLGSwgmTnzROyUjbf8DTq8TU5eMxYC4uXZg/f1EqJfs6L693lC9fgqxZs3Hxoqdi/60dPnyQLl06UqfOT2zfvjtZRh3kvaKct2/fMH78aA4fPoC+vj49e/ZlxIjR5MmTVSdq8uzZU+rUqYahoSFnz3qQJUtWpSP9EG19r3h7v2flymW4uW0kODgIgEqVqtChgwtNmjTHwsJC4YQpR+nGSTsPKhHpTo8evSlcuAhbtmzk2rUrSscB0Ow+GTx4uKJD3I0aNaFGjdqcPPkXx48fVSyH+DExMTEsW7aYqlXLc/jwASpUqMSJE+eZMmWGTh1Q7eiYlylTZhAUFMigQX1Jpf/N043IyEiGDRtE2bLFWLZsESYmJgwZMhwPjxscOHAUZ+eOOt00aQNpnIRWMDQ0ZM6cBajVakaNGkZsbMov4Pg13t7euLltJEeOnLRp46xoFpVKxYwZc9DX12f8+NFERUUpmkd8Pw+Pi9StW40pU8ZjYmLMokXLOXDgKEWKFFU6Wopwde1C3br1OH36JBs2rFU6jk74+DvR2NiYe/fukC1bdubPX4yn5x3GjJmYqisPpHfSOAmtUalSFdq168Dt27fYuFHZX7bLly8mMjKSgQOHasXEbwULFqJ79168ePGcVauWKR1HJEJQUCBXr15mwIDeNGvmxIMH93Fx+YWLFz1p376T1p5FmhxUKhULFy7D1taWKVPG8/TpY6UjpVl+fn44O7dk1KiEheJVKhUbNmzh4kVPXFx+SfNnyKVFcoyTSHHfUxdfX1+qVClLfHw8Fy96KjKtv6+vL+XLF8fGxpbLl29qzS+moKBAKlcuQ3h4BJcuef7QsSPyXkkeHxfDffToAY8ePfzn8yMePXqAt/d7zf2KFi3Or7/+RrlyFb74XLpYk/3799Cjxy+ULVuOgwf/TJNndSlRF7VaTVRUFCYmJsTFxVGlSlly5syFu/tenW64E0uOcRLiX+zt7Rk3bhIhIcGKTRi6cuVSwsPDGTBgsNY0TQDW1jaMHTuJ8PAwpk6dqHScdO3Agb00bdqAwoXzULRoXn7+uTGjRg1l3brVnDt3GkNDQ+rU+YlevfqxYsVajh8/89WmSVc1b96Sli3b4Ol5TTNVgfg6D49LNGxYh99+mwuAvr4+R46cYOfO/dI0aQkZcRIp7nvrEhcXR6NGdblx4zp79hyiWrUaKZjuUx8++FO2bHEsLCy4evXvRE00mJri4uJwcqrDrVs3OHjwzySfaizvlaSLjo6mVKlC+Pv7kyePo2aepfz5C1CwYCHy5SuQpINzdbUmgYEB1KxZGV9fH44ePUmJEqWUjvRdUqsuz549Ydq0yRw+fABAq84w1jYy4iTE/6Ovr8/cub+hUqkYNWqoZmLA1LB69XLCwkLp12+g1jVNkPC9mTEj4T/RsWNHfPfyG+LH/fHHQfz8/OjZsy8eHjfYvPl3xo+fTLt2HShVqoyc0fT/2NjYsmjRcmJjY+nXryeRkZFKR9IqHz74M378KKpVq8DhwwcoX74if/zxlzRNWkwaJ6GVSpYsTZcu3Xn8+JFmIcqUFhQUyJo1q8iY0R5X166pss2kqFChIm3aOHP79i22bt2sdJx0Z/PmDQB07qy9PyPaplatOnTr1pOHDx8wY8YUpeNohaioKJYvX0LFiqVZvXoF2bJlZ926zRw69Ge63K2blkjjJLTWmDETyJjRnvnz5/D69asU396aNSsJCQmmT58BWr/g5YQJUzA3t2DmzCkEBqav9Q+V9PTpY86fP0vVqtWTbRb39GLChKnkzZuPVauWcf78WaXjKEatVrN//x6qVi3P5MnjUKlg6tSZnD9/laZNW2jtsjrif6RxElrL2tqGyZOnExERwbhxKbvuVUhIMKtWLSdDhgx06dI9RbeVHDJnzsLQoSP58OEDc+fOVDpOurF580YgYZ4i8X3MzMxYtmw1+vr6DBzYRzPbdXqzbt0qevT4BS+vt/Tq1Y/Ll2/Su3d/rToRRXydNE5Cq7Vp40zlylU5evQwf/55JMW2s379GoKCAunVq1+aOUalZ88+ODrmZcOGtdy/f0/pODovMjISd/et2NnZ0ahRU6XjpEllypRj8ODhvHnzOsX/GdImISHBmhnU27Ztj7NzR86du8K0abOwtc2gcDrxvX6ocfL396dmzZo8ffo0ufII8QmVSsWcOQswMDBg7NiRhIeHJ/s2QkNDWbFiCdbWNnTr1jPZnz+lGBsbM336bOLi4hg/fpQsbZHCDh8+wIcPH3B27iSjAz9g6NCRlCxZGnf3bRw+fFDpOCnOw+MSlSuX5ffftwJgZWXN4sUrZKbvNCzJjVNMTAwTJ07UyjOPhG4pVKgwvXv359WrlyxePD/Zn3/TpvV8+PCBHj16p7mV6X/6qQH16jXg3LkzHDp0QOk4Ou3jQeEuLr8oGySNMzQ0ZNmy1ZiYmDB8+EC8vb2VjpSicuTIQVxcLKGhujfVRHqV5MZpzpw5ODs74+DgkJx5hPisoUNHki1bdpYsWcjFi+d5/96LiIiIH37e8PBwli1bhIWFJT179kmGpKlv2rRZGBoaMmnS2BQZkRPw6NFDLl26QPXqtWSkIBkUKFCQCROm4O/vz4ABvYiPj1c6UrKJjo5m0aL5nD17GoBs2bJz7dodevRIm79fxH8laf77PXv2kCFDBqpXr87q1auTO5MQ/2FhYcH06XPo0qUjLVo00lxvbGyMtbUN1tbWWFvbYGNjo/lsYmKKnp4eenp6qFQq9PRUqFQfv064/tGjh/j5+TJ48HBsbGwVfIVJ5+iYj969+7NkyW8sWfIbo0YpM+O6LnNz+zgFgRwUnly6d+/NyZN/ceLEcVavXk7v3v2VjvTDPDwuMXLkYB48uE+FCpWoUaMWAObm5soGE8kqSTOHd+zYEZVKhUql4v79++TOnZsVK1Zgb2//xcfExsZhYKD/Q2FF+qZWq9m8eTMeHh4EBAQQGBhIQEDAJx9JmRDS0tKSZ8+ekTFjxhRInTpCQkIoXLgwPj4+XL9+nWLFiikdSWdERESQLVs2DA0Nef36NUZGRkpH0hne3t6UKFGCgIAALl++TOnSpZWOlCQfPnxg1KhRrF2bsDh5r169mDVrFra2afOfMfF1P7zkiouLC5MnTyZv3q8PX8uSK+lXatVFrVYTFhZKYGAggYGBREVFolariY9X/7MrIOFzfHz8P9cnfJ07dx7y5HFM8Xwp7c8/j9CpUztKlSrNH3+c+OqCqvJeSbwdO7bTv38vBg4cyvjxk1NsO+m1JidPHsfZuRX58xfgzz/PaN3ozLfqcvDgfkaNGoqfny+FCxfh118XUaFCxVRMmP4oveRK2luqWogvUKlUWFhYYmFhSfbsOZSOk+rq129I69bt2LXLnRUrljJgwGClI+mEjweFd+rUWeEkuqlOnXr06tWXVauWM3Hi2DSz1IiPjw9jxgzn4MF9GBsbM378ZPr0GYChoaHS0UQK++F5nNzc3L452iSESB0zZszB3t6BuXNn8OTJY6XjpHkPHtznyhUPateuS+7ceZSOo7PGj59C0aLFcXPboPVnh6rVanbu/J3q1ctz8OA+KlSoxKlTFxk4cKg0TemETIAphA6xtc3AnDkLiIqKYtCgvrII8A/avHk9gFavXagLjI2NWblyHaampgwd2p93794qHemLHj16SP/+vYiKimLmzLkcOHBUlt9JZ6RxEkLHNGnSjGbNfubq1cusXy9nvSZVeHg4O3b8TqZMmalf30npODqvYMFCTJ06i8DAQPr166lVTb9arSYoKBBIyDl//mLOnPGge/fe6OnJn9H0RiouhA6aOfNXMmTIwIwZU3jx4rnScdKkAwf2EhwcRMeOLrILJpW4unahYcMmXLhwjqVLFyodB4CwsDBat25O584dNPNNderUmVy5cisbTChGGichdJCDgwMzZswlPDycoUMHyHIsSbBp03pUKhUdO8pB4alFpVLx229LyJw5C7NnT8fT86rSkTAzM8PS0hJzc3PCwkKVjiO0gDROQuioli3b0KBBQ86fP6s5M0wkzp07t/H0vErduvXIkSOn0nHSlQwZ7Fi2bDXx8fH07t1NkaVK3rx5zerVy4GEZm758jVs2bIDS0urVM8itI80TkLoKJVKxa+/LsTKypopUybw5s1rpSOlGXJQuLKqV6/JgAFDePnyBaNHD0+17arVanbs2E7NmpUZP340V69eBhJGnVQqVarlENpNGichdFjmzFmYNm0WoaEhDB8+SHbZJUJoaCi7du0gS5as/PRTfaXjpFujRo2jdOky7Nixnd27d6T49vz8/Oja1YX+/RPWzlu4cBnlylVI8e2KtEcaJyF0nLNzR2rVqsPJk3/h7r5N6Thab9++3YSGhtCxo+tXZ18XKcvQ0JAVK9ZhZmbOyJFDU3TE9OjRP6hRoyKHDx+gcuWqnD59kQ4dXGSUSXyWNE5C6DiVSsX8+YsxN7dgwoQxeHu/VzqSVtu8eT16enoyU7gWcHTMy/TpswkJCea33+Yl+/OHhAQzeHA/XF2dCQ4OYvLkGezde1jOmBNfJY2TEOlAjhw5mThxKkFBgYwYMUR22X3B33/f5ObNG9Sv70TWrNmUjiOA9u074eiYl99/38Lbt2+S7XkvXjxP7dpV2bbNjWLFSnD8+Fn69h0g8zKJb5KfECHSic6du1KlSjWOHj2Mu7u70nG00qZNCWcfurp2UTiJ+EhfX59Bg4YRExOTbHM7rV69nJ9/bsybN68ZMmQ4R4+epHDhIsny3OL7qdVqQkND8fJ6x9Onj/n775uf7Jo9deoEa9euZNGi+cyaNZU7d+4omBZU6lT61zO1VjJOj6uLazupi/Z49uwptWtXwdTUlFOnLpIlS1alI2mNsLAwihXLj62tLVev/o2+vn6qbl/eJ18WExND5cpl8PZ+z7Vrt8mUKfMPPd/t27fo27cHv/229JsHgEtdkiYkJJjr1z3x8fHG39+PwMBAgoICCQgIYMiQERQsWAiAsmWL8f69FzExMZ88ftCgYYwbNwmArl1dOHRov+a27du3U7du4xR/Dfb2lp+9Xo58FCIdcXTMy6RJ0xk9ehj9+/dm5859smviH4cPHyAsLJTevfuletMkvs7Q0JABA4YwYsRgli9fwpQpM37o+YoXL8mZMx7ys59Ez5495coVD969e4u393u8vb3x9n6Pv78fHh430NPT4+nTJ7Rp0/yzj2/Vqo2mccqWLTsODpmwsbHBysoKCwtLzMzMqVChoub+PXv25eefW2Fubo6ZmTmVK5dFyaMNZMRJpDipi3ZRq9V0796JgwcPMmnSdPr1G6h0JK3QsmUTzp8/y5Urt8idO0+qb1/eJ18XFRVFxYqlCAwM4Nq1O2TMmDFVtpve6hIdHc2rVy958eIZL1++4MWL57x48ZwMGexYtChhUtC1a1cyduzITx5naGiIg0MmTp26gI2NLQEBH1i7dhWZMmXGzi4jtra2WFvbYGNjg729A0ZGRknOmFo1+dKIkzROIsVJXbRRJEWLFiMwMIAjR05QokQppQMp6tWrl5QrV5wqVaqxb98fimSQ98m3ffyD/e/dOClNl+vi4+PD3bu3sbCwoHz5hBGe7t07c+DA3v/ct1Chwpw9mzAh6OPHj7h8+RLZsmUnU6bMZMqUGVtb21QbwVO6cZJddUKkQ/b29ixZshJn55b07t2N48fPYm5urnQsxXyc38rZuaPCScTXdOzYmd9+m8e6davp23cAtrYZlI6Uphw5cpirVy9z9+5t7t69g4+PNwBNmjTXNE716jXA3Nyc3LnzfPLx7+91/vwFyJ+/gCKvQRvIiJNIcVIX7fOxJhMmjGbVquW4unZl3ryFSsdSRHx8PBUqlMLPz5c7dx5jYWGhSA55nyTOsmWLmTJlPMOHj2bkyLEpvr20WJfo6Gj+/vsmHh6XKFasOLVq1QGgVatmnDt3GoDs2XNQtGgxihYtRsWKVahdu65ieb+X0iNO0jiJFCd10T4faxIZGYmTUx3u3bvDxo3baNSoidLRUt2FC+f4+efGODt3ZPHiFYrlkPdJ4oSGhlKuXDHi4uK5fv1Oii+8m1bqcu7cGS5cOMfly5e4fv0aERERALRt256lS1cB4OFxkfj4eIoUKYqNja2ScX+I0o2T7KoTIh0zMTFh1ar11KtXg6FD+1OmTFkyZ86idKxU9fvvWwHZTZdWWFhY0Lt3f2bOnMq6dasZPDj1FgHWFrGxsXh6XiNDhgyaXWZTp07k1q0bqFQqChUqQqVKlalUqQqVKlXRPO7fX4ukkxEnkeKkLtrn/9dk/fo1jB49jBo1arNjx950c5p2aGgIxYrlx97egcuXbyr6uuV9knghIcGUKVMMfX09PD3vpujxedpSFz8/P06ePM6JE39y6tQJAgMD6datJ7NmJSxF8+efR1CpVJQvXzFNjyYlhtIjTunjt6MQ4qu6dOlO/fpOnD17ipUrlykdJ9UcPLif8PBw2rXrkG6aRV1gaWlFjx69+fDhA5s2rVc6Torr2tWFokXz0r9/L/bu3Y25uQWurl1p1Kip5j716zekXj0nnW+atIGMOIkUJ3XRPp+ria+vL7VqVSYwMICjR09SvHhJhdKlnmbNnPDwuIin5x1y5MipaBZ5n3yfgIAPlClTDDMzM65du42pqWmKbCc16xIdHc25c6c5dOgAhQoVplevfgCMGzeSe/fuUrdufX76qT4FCxZCpVKlSiZtJCNOQgit8HGKgpiYGHr37kZ4eLjSkVLUs2dP8fC4SPXqNRVvmsT3s7XNQLduPfH19WHr1k1Kx0myiIgIjhw5TN++PShSJC/t27dm69bNnDz5l+Y+06fPYe/ew/TvP4hChQqn66ZJG0jjJITQqFPnJ3r16svjx4+YNGmc0nFS1I4dMndTWte7d3/MzMxYsmQhUVFRSsdJtH/v6Bk0qA+dO7dn1y53LC0t6dWrLwcOHGPbtl2a+0ijpF3krDohxCfGjZvMuXNn2bRpHXXq/ETDhim/mGZqi4+Px919OxYWljRu3EzpOCKJMmbMiKtrV1auXMrvv2+lc+euSkf6ouDgII4dO8KhQwcwMDBg3brNALRp40z27Dlp0qQZpUuXlSYpDZBjnESKk7pon2/V5MGD+9SvXxNTU1OOHTutyNptKenMmVO0adOcTp06s2DBEqXjAPI+SSpv7/eUK1ecTJkyc+nSdQwNDZP1+X+kLv7+/hw5cojDhw9w9uxpYmJiAChWrATHj5+RxaSTSI5xEkJonUKFCjNr1jwCAgJwdXUmJCRY6UjJ6uPcTe3ayW66tC5Tpsx06tSZV69esnv3DqXjEBoaqvl6+/YtDB06gBMnjlOwYGFGjx7P+fNXOXnyvDRNaZiMOIkUJ3XRPomtybhxI1mzZiX16zuxadN2nfhlHxwcRLFi+cmaNRuXLl3Xml0j8j5Jurdv31ChQkly5MjJhQvXkvXn9Ft1UavVPH/+lGPHjnLo0H6eP3/G338/xMDAgNevX7F//16aNGmmc6O2SpIRJyGE1poyZSY1a9bmzz+PMmPGFKXjJIv9+/cSGRmJs3NHrWmaxI/Jli07zs4defbsKQ0a1GbdulW8ePE8Rbd5+/bf9O3bg1KlClOpUhkmTRqLp+dVChYshL+/HwA5cuSkf/9B0jTpGDk4XAjxRQYGBqxZs5GGDeuydOlCChYsRLt2HZSO9UO2b9+CSqWiTRtnpaOIZDRs2CguXDjH33/f5O+/bwIjyJcvP3Xr1qdu3XrUqFEryZOcvnr1kgsXznH79i1mzJiLSqUiPDycXbvcyZgxI82a/UzNmrVxcmqMvb19sr4uoX2StKsuJiaGsWPH8vbtW6Kjo+nTpw916359ZWXZVZd+SV20z/fW5OnTxzg51SUiIpy9ew9TvnzFFEyXcp48eUyVKmWpVasOO3bsUzrOJ+R9kjzevHnNiRMJS5OcPXua8PBwsmfPgafnHVQqFd7e3sTERGNlZUVAQABBQYEEBgYSExNN3br1Abhz5zYbNqwlMDCA27dv8uLFC83ze3jcwNExLzExMTx9+iTdT0apBKV31SVpxOnAgQPY2Njw66+/EhAQwM8///zNxkkIkXblzZufNWs20r59Kzp37sCff54me/YcSsf6brKgr+7Lnj0HnTt3pXPnrkRFRXHp0gWCg4M0zc3mzev59ddZ/3lcxowZuXfvGQDe3l64uW0AwNbWloYNm1C1ajWqVq2h2e1maGhIoUKFU+lVCW2SpMbJycmJBg0aaC7rwgGjQoivq1WrDtOmzWLs2JG4urbn4MFjKbq4anKLi4tjx47tWFlZ07BhE6XjiFRgbGxMrVp1PrmuUKEiODk1Rq2Ox9raBltbW6ytbbCzy6i5T8WKlTl//irW1jYUKeKIv39YakcXWixJjdPHX5ahoaEMHDiQwYMHJ2cmIYSW6tatF/fv38fNbQMDBvRm7dpNaWZx3DNnTvL+vReurl1TbF0zof2aNm1O06bNv3ofCwtLChQoCJBmfr5F6knydAReXl7069ePDh060Lp162/ePzY2DgMDGZkSIq2Ljo6mfv36nDlzhokTJzJlSto4287Z2Rl3d3c8PDyoWDFtHqMlhFBekhonPz8/XFxcmDhxIpUrV07UY+Tg8PRL6qJ9frQm/v7+NGhQm1evXrB69QZatGiVjOmSX2BgAMWLFyBnzlycP39VKw/mlfeJdpK6aB+lDw5P0hjkypUrCQ4OZvny5bi4uODi4kJkZOQPBRRCpB12dna4uf2OubkFAwf24ebN60pH+qq9e3cTFRWFs3MnrWyahBBph8wcLlKc1EX7JFdNjh07gqurM2Zm5mTNmhVjYxOMjY0xMUn4bGRkjImJ8T/Xm2BsbKRI43Ls2BFev37FzZv3yZw5S6pvPzHkfaKdpC7aR+kRJ5kAUwiRZA0aNGTu3N9YsuQ3AgI+EBUVTVRUJNHR0UpH+49GjZpqbdMkhEg7pHESQvyQj3Pm/Ft8fDxRUVFERUUSFRVFZGTkP5ejFMmoUqnIly+/ItsWQugWaZyEEMlOT08PU1NTOe1fCKFzZIIKIYQQQohEksZJCCGEECKRpHESQgghhEgkaZyEEEIIIRJJGichhBBCiESSxkkIIYQQIpGkcRJCCCGESCRpnIQQQgghEkkaJyGEEEKIRJLGSQghhBAikaRxEkIIka6o1Wru37+ndAyRRknjJIQQIl05eHAfNWtWok+f7rx+/UrpOCKNkUV+hRBCpCuZM2elRIlS7N69g0OH9tOzZ18GDRqKlZW10tHSvMjISGJiorG0tAIgJCSYly9fEhcXS0xMDLGxccTGxhAbG/vPdbHExsYSGxuDgYEhTZo0A+Ddu7ecOXOKEiVKUbRoMQCOHv2Dt2/f0Lp1c6ytMyn2GqVxEkIIka5UqFCRP/88ze7dO5g5cypLlvzG1q2bGD58NJ07d8PQ0FDpiKkqNDSEN2/e4ODgQIYMdgDs2LGdd+/eEhoaSmhoCKGhoYSEJHwOC0v4HBERQWRkJDNnzqV585YA1K1bjYCAAO7dewrA5cuX6NChTaJy2NnZaRqn+/fvMmhQX8aPn6xpnNasWcm5c6dxdMxB7doNk/eb8B2kcRJCCJHu6Onp0aaNM02aNGfNmhUsXDifsWNHsnbtKiZMmEqjRk1QqVRKx/xusbGx+Pn54u39Hh8fb3x8fPD2fo+vrw8fPvjz4cMHAgICsLe3Z/v23QAcPLifQYP6snDhMjp0cAFg+fIl3Lt357PbMDIywsLCAjMzc6ysrNDT09fcVrVqdYKDgzSXc+d2pEeP3hgYGGJgYICBgb7ma319AwwNDTEw0Edf3wAzMzPN44oUKcbixSsoUaKU5rqhQ0fg6voLlSpVSs5v2XdTqdVqdWpsyNc3JMW3YW9vmSrbEd9H6qJ9pCbaR2qiLF9fX+bPn82mTeuJi4ujYsXKTJ48HSenOlpRl/j4eHx9fTE3N8PCwhKAhQvnERISwoQJU4CEY7e6d+/Mt/6sm5mZUahQYY4ePQXAzZvX2bbNjZYt21KpUmUAzp8/S3R0NBYWllhYWPzrwxIjI6MUfKXfllrvFXt7y89eL42TSHFSF+0jNdE+UhPt8OTJY6ZOncjRo4epV68Bf/55FF/fEI4dO0JkZAROTo0xNjZO1m36+vry/r0Xvr4+mlEiH5/3eHl58e7dW96/98Lb+z2xsbEsXbqKtm3bA1CzZiXevXvH48cJB7hfv36NqVMn4uDgQKZMmbG3z/Svrx2ws7PD1jYDJiYmyZo/tSndOMmuOiGEEOIf+fLlZ/Pm7Vy8eB4Hh/8dgLx48QKuX7/Gq1c+ADx9+piRI4eRN29e8uXLT4YMdkRHR//zEUV0dAwxMdFERUVhbGzMkCEjALhy5TLz5s3CxaULTZs2B6BTpzbcuHH9s3kMDAzInDkLpUqVIUuWrGTKlFlz28qV6z9pgsqUKce+fX8k+/dEfEoaJyGEEOL/qVKl2ieXR48ez+vXrzQHjj979pRz505z7tzpbz6XnZ2dpnGKiAjn9OmTnzx/48bNKVOmHA4Omf75cMDBIROZM2fF3t4ePb3PzxxUuHCRJLwy8aNkV51IcVIX7SM10T5SE+30tbqEhYXx7NlTnj59TEhICEZGRhgZGWFoaISxccJnIyMjTE1NKV26LADR0dHExsZ+ciC0+D6yq04IIYRIg8zNzSlevATFi5dI9GM+Nlci7ZKZw4UQQgghEkkaJyGEEEKIRJLGSQghhBAikaRxEkIIIYRIJGmchBBCCCESKdWmIxBCCCGESOtkxEkIIYQQIpGkcRJCCCGESCRpnIQQQgghEkkaJyGEEEKIRJLGSQghhBAikaRxEkIIIYRIJJ1Y5Dc+Pp7Jkyfz8OFDjIyMmD59Orly5VI6Vrp169Yt5s2bh5ubGy9fvmT06NGoVCry58/PpEmT0NOTfj01xcTEMHbsWN6+fUt0dDR9+vQhX758UhcFxcXFMX78eJ4/f46+vj6zZs1CrVZLTbSAv78/LVu2ZP369RgYGEhNtECLFi2wtLQEIHv27PTu3VvRuujET8Bff/1FdHQ07u7uDBs2jNmzZysdKd1as2YN48ePJyoqCoBZs2YxePBgtm3bhlqt5sSJEwonTH8OHDiAjY0N27ZtY82aNUybNk3qorBTp04B8PvvvzNw4EBmzZolNdECMTExTJw4ERMTE0B+f2mDj39L3NzccHNz04r3ik40Tp6enlSvXh2AUqVKcefOHYUTpV85c+ZkyZIlmst3796lQoUKANSoUYOLFy8qFS3dcnJyYtCgQZrL+vr6UheF/fTTT0ybNg2Ad+/ekTFjRqmJFpgzZw7Ozs44ODgA8vtLGzx48ICIiAi6du2Kq6srN2/eVLwuOtE4hYaGYmFhobmsr69PbGysgonSrwYNGmBg8L89wGq1GpVKBYC5uTkhISFKRUu3zM3NsbCwIDQ0lIEDBzJ48GCpixYwMDBg1KhRTJs2jQYNGkhNFLZnzx4yZMig+Scc5PeXNjAxMaFbt26sW7eOKVOmMHz4cMXrohONk4WFBWFhYZrL8fHxn/zxFsr5937nsLAwrKysFEyTfnl5eeHq6krz5s1p2rSp1EVLzJkzh2PHjjFhwgTNLgmQmihh9+7dXLx4ERcXF+7fv8+oUaP48OGD5napiTLy5MlDs2bNUKlU5MmTBxsbG/z9/TW3K1EXnWicypQpw9mzZwG4efMmBQoUUDiR+KhIkSJcvnwZgLNnz1KuXDmFE6U/fn5+dO3alREjRtC6dWtA6qK0ffv2sWrVKgBMTU1RqVQUK1ZMaqKgrVu3smXLFtzc3ChcuDBz5syhRo0aUhOF7dq1S3Pcsre3N6GhoVStWlXRuujEIr8fz6p79OgRarWamTNnkjdvXqVjpVtv3rxh6NCh7Nixg+fPnzNhwgRiYmJwdHRk+vTp6OvrKx0xXZk+fTpHjhzB0dFRc924ceOYPn261EUh4eHhjBkzBj8/P2JjY+nRowd58+aV94qWcHFxYfLkyejp6UlNFBYdHc2YMWN49+4dKpWK4cOHY2trq2hddKJxEkIIIYRIDTqxq04IIYQQIjVI4ySEEEIIkUjSOAkhhBBCJJI0TkIIIYQQiSSNkxBCCCFEIknjJIQQQgiRSNI4CSGEEEIkkjROQgghhBCJ9H8R/tes1DQZMgAAAABJRU5ErkJggg==\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = res.plot_forecast(12);\n", "#fig.savefig('VAR-forecast.pdf', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Analizar las funciones de impulso respuesta" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = res.irf(10).plot(subplot_params={'figsize':[12,4]});\n", "#fig.savefig('VAR-irf-1.pdf', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Analizar la descomposición de varianza" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig=res.fevd(20).plot(figsize=[9,6]);\n", "fig.axes[0].set(xticks=[])\n", "fig.axes[1].set(xticks=[])\n", "fig.axes[2].set(xticks=np.arange(0,21,2))\n", "for ax in fig.axes:\n", " ax.set(yticks=[0,0.25,0.5,0.75,1.0])\n", " \n", "#fig.savefig('VAR-fevd.pdf', bbox_inches='tight') " ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Estudiar la causalidad de Granger" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Granger causality F-test. H_0: Desempleo does not Granger-cause Desempleo. Conclusion: reject H_0 at 5% significance level.\n", "==============================================\n", "Test statistic Critical value p-value df \n", "----------------------------------------------\n", " 31.87 3.934 0.000 (1, 102)\n", "----------------------------------------------\n", "Granger causality F-test. H_0: Inflación does not Granger-cause Desempleo. Conclusion: fail to reject H_0 at 5% significance level.\n", "==============================================\n", "Test statistic Critical value p-value df \n", "----------------------------------------------\n", " 2.138 3.934 0.147 (1, 102)\n", "----------------------------------------------\n", "Granger causality F-test. H_0: TPM does not Granger-cause Desempleo. Conclusion: fail to reject H_0 at 5% significance level.\n", "==============================================\n", "Test statistic Critical value p-value df \n", "----------------------------------------------\n", " 3.831 3.934 0.053 (1, 102)\n", "----------------------------------------------\n", "Granger causality F-test. H_0: Desempleo does not Granger-cause Inflación. Conclusion: fail to reject H_0 at 5% significance level.\n", "==============================================\n", "Test statistic Critical value p-value df \n", "----------------------------------------------\n", " 0.0006220 3.934 0.980 (1, 102)\n", "----------------------------------------------\n", "Granger causality F-test. H_0: Inflación does not Granger-cause Inflación. Conclusion: reject H_0 at 5% significance level.\n", "==============================================\n", "Test statistic Critical value p-value df \n", "----------------------------------------------\n", " 56.84 3.934 0.000 (1, 102)\n", "----------------------------------------------\n", "Granger causality F-test. H_0: TPM does not Granger-cause Inflación. Conclusion: fail to reject H_0 at 5% significance level.\n", "==============================================\n", "Test statistic Critical value p-value df \n", "----------------------------------------------\n", " 0.5843 3.934 0.446 (1, 102)\n", "----------------------------------------------\n", "Granger causality F-test. H_0: Desempleo does not Granger-cause TPM. Conclusion: fail to reject H_0 at 5% significance level.\n", "==============================================\n", "Test statistic Critical value p-value df \n", "----------------------------------------------\n", " 2.947 3.934 0.089 (1, 102)\n", "----------------------------------------------\n", "Granger causality F-test. H_0: Inflación does not Granger-cause TPM. Conclusion: fail to reject H_0 at 5% significance level.\n", "==============================================\n", "Test statistic Critical value p-value df \n", "----------------------------------------------\n", " 1.879 3.934 0.173 (1, 102)\n", "----------------------------------------------\n", "Granger causality F-test. H_0: TPM does not Granger-cause TPM. Conclusion: reject H_0 at 5% significance level.\n", "==============================================\n", "Test statistic Critical value p-value df \n", "----------------------------------------------\n", " 63.25 3.934 0.000 (1, 102)\n", "----------------------------------------------\n" ] } ], "source": [ "granger = pd.DataFrame(np.zeros([3,3]), index = datos.columns.values, columns=datos.columns.values)\n", "\n", "for i in datos.columns:\n", " for j in datos.columns:\n", " temp = res.test_causality(i, j)\n", " print(temp.summary())\n", " granger.loc[j, i] = np.round(temp.pvalue,3)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "Dependiente Desempleo Inflación TPM\nExplicativa \nDesempleo 0.000 0.980 0.089\nInflación 0.147 0.000 0.173\nTPM 0.053 0.446 0.000", "text/html": "
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DependienteDesempleoInflaciónTPM
Explicativa
Desempleo0.0000.9800.089
Inflación0.1470.0000.173
TPM0.0530.4460.000
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" }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "granger.index.name = 'Explicativa'\n", "granger.columns.name = 'Dependiente'\n", "granger" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "granger.to_latex('VAR-Granger-causality.tex', escape=False)" ] }, { "cell_type": "markdown", "metadata": { "Collapsed": "false", "pycharm": { "name": "#%% md\n" } }, "source": [ "## ¿Qué tan sensibles son los resultados al ordenamiento de las variables? Estimando todas las combinaciones " ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from itertools import permutations" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "ordenamientos = [x for x in permutations(datos.columns)]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "def chol_irf(orden, h=10):\n", " res = VAR(datos[[*orden]]).fit(1)\n", " irf = res.irf(h).orth_irfs.flatten()\n", " idx = pd.MultiIndex.from_product([np.arange(h+1),orden, orden])\n", " return pd.DataFrame({'→'.join(orden): irf}, index=idx)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "irfs = pd.concat([chol_irf(A) for A in ordenamientos], axis=1)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "irfs = irfs.stack().unstack(level=[2,1,3])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": " Desempleo Inflación ... TPM \n Desempleo Desempleo ... TPM TPM \n Desempleo→Inflación→TPM Desempleo→TPM→Inflación Inflación→Desempleo→TPM Inflación→TPM→Desempleo TPM→Desempleo→Inflación TPM→Inflación→Desempleo Desempleo→Inflación→TPM Desempleo→TPM→Inflación Inflación→Desempleo→TPM Inflación→TPM→Desempleo ... Inflación→Desempleo→TPM Inflación→TPM→Desempleo TPM→Desempleo→Inflación TPM→Inflación→Desempleo Desempleo→Inflación→TPM Desempleo→TPM→Inflación Inflación→Desempleo→TPM Inflación→TPM→Desempleo TPM→Desempleo→Inflación TPM→Inflación→Desempleo\n0 0.724194 0.724194 0.723837 0.723821 0.724189 0.723821 0.000000 0.000000 -0.022736 -0.022736 ... 0.169655 0.169655 0.000000 0.000000 0.525415 0.552134 0.525415 0.525427 0.552138 0.552138\n1 0.515989 0.515989 0.513381 0.512526 0.516317 0.512526 -0.074963 -0.110604 -0.091126 -0.091126 ... 0.214659 0.214659 0.079044 0.082878 0.395858 0.441516 0.395858 0.395082 0.441927 0.441927\n2 0.338887 0.338887 0.335561 0.334373 0.339353 0.334373 -0.100606 -0.150665 -0.111196 -0.111196 ... 0.247351 0.247351 0.143155 0.148781 0.282994 0.343617 0.282994 0.281851 0.344219 0.344219\n3 0.201204 0.201204 0.198044 0.196832 0.201687 0.196832 -0.097494 -0.148945 -0.103762 -0.103762 ... 0.265491 0.265491 0.187676 0.193762 0.192877 0.263295 0.192877 0.191642 0.263948 0.263948\n4 0.102158 0.102158 0.099593 0.098523 0.102592 0.098523 -0.080090 -0.125896 -0.083258 -0.083258 ... 0.270198 0.270198 0.213072 0.218835 0.125788 0.200995 0.125788 0.124620 0.201615 0.201615\n5 0.036303 0.036303 0.034470 0.033610 0.036659 0.033610 -0.057790 -0.094966 -0.058901 -0.058901 ... 0.264165 0.264165 0.222396 0.227443 0.078941 0.154777 0.078941 0.077921 0.155321 0.155321\n6 -0.003536 -0.003536 -0.004668 -0.005309 -0.003263 -0.005309 -0.036115 -0.064193 -0.035986 -0.035986 ... 0.250521 0.250521 0.219621 0.223820 0.048302 0.121683 0.048302 0.047457 0.122138 0.122138\n7 -0.024506 -0.024506 -0.025054 -0.025500 -0.024308 -0.025500 -0.017845 -0.037735 -0.017067 -0.017067 ... 0.232183 0.232183 0.208660 0.212032 0.029701 0.098596 0.029701 0.029025 0.098964 0.098964\n8 -0.032811 -0.032811 -0.032919 -0.033207 -0.032675 -0.033207 -0.003965 -0.017186 -0.002933 -0.002933 ... 0.211546 0.211546 0.192856 0.195503 0.019434 0.082704 0.019434 0.018907 0.082993 0.082993\n9 -0.033352 -0.033352 -0.033159 -0.033329 -0.033263 -0.033329 0.005604 -0.002588 0.006649 0.006649 ... 0.190395 0.190395 0.174794 0.176848 0.014518 0.071705 0.014518 0.014112 0.071932 0.071932\n10 -0.029709 -0.029709 -0.029334 -0.029421 -0.029654 -0.029421 0.011486 0.006828 0.012413 0.012413 ... 0.169940 0.169940 0.156308 0.157902 0.012733 0.063860 0.012733 0.012420 0.064036 0.064036\n\n[11 rows x 54 columns]", "text/html": "
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DesempleoInflaciónTPM
DesempleoDesempleo...TPMTPM
Desempleo→Inflación→TPMDesempleo→TPM→InflaciónInflación→Desempleo→TPMInflación→TPM→DesempleoTPM→Desempleo→InflaciónTPM→Inflación→DesempleoDesempleo→Inflación→TPMDesempleo→TPM→InflaciónInflación→Desempleo→TPMInflación→TPM→Desempleo...Inflación→Desempleo→TPMInflación→TPM→DesempleoTPM→Desempleo→InflaciónTPM→Inflación→DesempleoDesempleo→Inflación→TPMDesempleo→TPM→InflaciónInflación→Desempleo→TPMInflación→TPM→DesempleoTPM→Desempleo→InflaciónTPM→Inflación→Desempleo
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11 rows × 54 columns

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" }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "irfs" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "Collapsed": "false", "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "Text(0.5, 0.98, 'Impulso respuesta, todos los posibles ordenamientos de Choleski')" }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(3,3, figsize=[12,6], sharex=True, sharey='row')\n", "\n", "for i, impulso in enumerate(datos.columns):\n", " for j, respuesta in enumerate(datos.columns):\n", " irfs[impulso][respuesta].plot(ax=axs[i,j], legend=False)\n", " axs[j,i].set_title(impulso + '→' + respuesta )\n", "\n", "for ax in axs[-1]:\n", " ax.set_xlabel('horizonte')\n", " \n", "fig.suptitle('Impulso respuesta, todos los posibles ordenamientos de Choleski') \n", "#fig.savefig('VAR-irf-all-orderings.pdf', bbox_inches='tight')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }