{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Filtros de respuesta al impulso finita o no recursivos (FIR)\n",
" \n",
"\n",
"#### Por Mariano Llamedo Soria"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Resumen \n",
"\n",
"En este notebook se ejemplifica el diseño de filtros FIR mediante las funciones de síntesis digital directa de [scipy.signal](https://docs.scipy.org/doc/scipy/reference/signal.html).\n",
"\n",
"* Análisis de la respuesta en frecuencia: [plot_plantilla](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/sistemas_lineales/index.html#pytc2.sistemas_lineales.plot_plantilla)\n",
"* Funciones de diseño digital [firwin2](https://docs.scipy.org/doc/scipy/reference/generated/scipy.signal.firwin2.html#scipy.signal.firwin2), [firls](https://docs.scipy.org/doc/scipy/reference/generated/scipy.signal.firls.html#scipy.signal.firls), [remez.](https://docs.scipy.org/doc/scipy/reference/generated/scipy.signal.remez.html#scipy.signal.remez)\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Se inicializa el entorno de simulación con los módulos utilizados.\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"\n",
"import sympy as sp\n",
"import numpy as np\n",
"import scipy.signal as sig\n",
"from scipy.signal.windows import hamming, kaiser, blackmanharris\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from pytc2.sistemas_lineales import plot_plantilla, group_delay\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Introducción\n",
"\n",
"Como los filtros FIR no tienen contraparte analógica, es decir no pueden diseñarse mediante la transformada bilineal, continuaremos con el enfoque de [síntesis directa presentado para los IIR](filtros_IIR.ipynb), haciendo énfasis en las diferencias más importantes.\n",
"\n",
"Lo primero que hay que mencionar es que existen dos tipos de funciones de diseño de filtros FIR:\n",
"\n",
"* Métodos de ventanas: es un método **no iterativo**, que ante una plantilla de diseño válida, **garantiza siempre un filtro digital diseñado** (aunque sub-óptimo).\n",
"* Métodos **iterativos**: son los más eficientes, ya que los filtros que generan se consideran óptimos, siempre que el algoritmo que los calcula logre converger. Serán óptimos en el sentido que cumplirán una plantilla de requerimientos con la **menor cantidad de coeficientes**.\n",
"\n",
"### Método de ventanas\n",
"\n",
"Es un método muy sencillo para el diseño de filtros FIR que consta de los siguientes pasos:\n",
"\n",
"1. Definición de la respuesta en frecuencia deseada. Esto no necesariamente debe ser un filtro pasabajos, pasabanda o *notch*, podría ser cualquier función deseada $H_d[k]$. Por ejemplo para un pasabajo:\n",
"$$\n",
"H_d[k] = \\begin{cases}\n",
"1, & \\text{para } 0 \\leq k \\leq K \\\\\n",
"0, & \\text{para } K+1 \\leq k \\leq N-1\n",
"\\end{cases}\n",
"$$\n",
" Si bien esta respuesta podría pensarse que corresponde a un *brick-wall*, está lejos de serlo dado que solo contempla una longitud de N muestras.\n",
"\n",
"2. En consecuencia, podemos calcular la respuesta al impulso de un filtro de este tipo mediante la DFT inversa:\n",
"$$\n",
"h_d[n] = \\frac{1}{N} \\sum_{k=0}^{N-1} H_d[k] e^{j\\frac{2\\pi}{N}kn}\n",
"$$\n",
"3. Elegir una ventana **adecuada** para el filtro a implementar. Este paso requiere entender las características de las ventanas y los requerimientos del uso que se le dará al filtro. En nuestro caso utilizaremos la ventana de [Hamming](https://docs.scipy.org/doc/scipy/reference/generated/scipy.signal.windows.hamming.html#scipy.signal.windows.hamming):\n",
"$$\n",
"w[n] = 0.54 - 0.46 \\cos\\left(\\frac{2\\pi n}{N}\\right)\n",
"$$\n",
"4. Calcular los coeficientes del filtro como:\n",
"$$ h[n] = h_d[n] \\cdot w[n] $$ \n",
"\n",
"De esta manera, y utilizando todo el arsenal de ventanas disponible en [scipy.signal.windows](https://docs.scipy.org/doc/scipy/reference/signal.windows.html#module-scipy.signal.windows), podemos diseñar muy sencillamente cualquier tipo de filtro, o sistema de respuesta finita al impulso.\n",
"\n",
"A continuación continuamos el ejemplo con el que trabajamos en los notebooks anteriores."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# frecuencia de muestreo normalizada\n",
"fs = 2.0\n",
"# tamaño de la respuesta al impulso\n",
"cant_coef = 27\n",
"\n",
"filter_type = 'lowpass'\n",
"\n",
"fpass = 0.25 # \n",
"ripple = 0.5 # dB\n",
"fstop = 0.6 # Hz\n",
"attenuation = 40 # dB\n",
"\n",
"# construyo la plantilla de requerimientos\n",
"frecs = [0.0, fpass, fstop, 1.0]\n",
"gains = [0, -ripple, -attenuation, -np.inf] # dB\n",
"\n",
"gains = 10**(np.array(gains)/20)\n",
"\n",
"# algunas ventanas para evaluar\n",
"#win_name = 'boxcar'\n",
"#win_name = \n",
"win_name = kaiser\n",
"#win_name = 'flattop'\n",
"\n",
"# FIR design\n",
"num_bh = sig.firwin2(cant_coef, frecs, gains , window='blackmanharris' )\n",
"num_hm = sig.firwin2(cant_coef, frecs, gains , window='hamming' )\n",
"num_ka = sig.firwin2(cant_coef, frecs, gains , window=('kaiser',14))\n",
"den = 1.0\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Como se compararán diferentes filtros y configuraciones, es conveniente diseñar una función para analizar la respuesta en frecuencia de filtros FIR, como se muestra a continuación."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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W3fIlf7fi4uJW5Vt20IDdCSovL7cfKysr49ZbbyUpKYmQkBASEhLsu+EqKysBKCkpob6+3qEha/vdDh48iFarbbeLKTk5mejoaA4ePOjyWWi1Wvr27dvq2MCBAwHsW78PHjxIt27diIiIaFVOnipqe5+2O/xc0fbZyY5Ey+mjlsflZ7pnzx4kSeKBBx5oJ6eHHnoIaC+ntsh1b/tsjUYjffv2tX8u/20rF4PB0O75HTx4kAEDBrTT47bPS4keOqtzSkoK4eHhrY4r0X2ZtjIqKSmhoqKCl19+ud2zvOqqq4DmZ7l3714GDRrkctG0s7o7q+uQIUMoLS2ltrYWgMcff5yCggJ69OjBmWeeyZIlS1r9kHBEU1MTx48fb/Vqux7HHXbs2MEFF1xAVFQUkZGRJCQk2BcOy21Wplu3boSFhbU61rYt3X333YSHh3PmmWcyYMAAbrrpJjZu3Oh2vdavX8/ixYuZPn26y+3pb731FjqdjksuucTt+5zuiDU+Ap/TvXt3uyMxa9Ys4uPjufnmm8nKyrKvC1CDxMRE8vLy+Prrr1m1ahWrVq3itddeY8GCBfYFqFarlezsbO666y6H15ANmoxOp3NYTmqx+Pfiiy/m+++/58477yQzM5Pw8HCsViszZszwart9oAWoa/krWQnOnp2rZyo/sz//+c9OdwE62toeKCjRQ7VoKyP5WV5xxRVO1wrJa3T8xcUXX8yECRP46KOP+Oabb3jiiSd47LHH+PDDD5k5c6bDc77//nuysrJaHdu/f79Hu7QqKiqYNGkSkZGRPPzww/Tr14/g4GC2bt3K3Xff7VGbHTJkCLt37+bzzz/nq6++4oMPPuD555/nwQcftG//d8W2bduYM2cOQ4cOZeXKlR06oPX19Xz00UdMnTrV4RpBQccIx0egOtdffz1PP/00999/PxdccEGHHXqvXr0oKChAkqRW5Xbv3q3oXkajkdmzZzN79mysVis33ngjL730Eg888AD9+/enX79+1NTUKB69ckV5eTnffvstS5cu5cEHH7Qf/+2331qVS0hIICQkpN1xaP/devXqhdVq5bfffrOPJgCcOHGCioqKVlvsnWG1Wtm3b18rR+7XX38FsHcWvXr1YvXq1VRXV7ca9ZGH+pXcRw3kkRaDweBSTs50Sa777t27W43cNDU1sX//fvt15XK//fYbU6ZMsZczmUzs37+f4cOHt7pmfn4+Vqu11aiPo+flSg+d1fnbb7+lpqam1aiPUt13REJCAhEREVgsFpfPsl+/fmzatAmTyeQ0VISS592WXbt2ER8f32rUJCUlhRtvvJEbb7yR4uJizjjjDB555BGnjs/w4cPbTR0mJyd3+H2csXbtWk6ePMmHH37IxIkT7cf379/vsPzRo0epra1tVf+2bQkgLCyMSy65hEsuuYSmpibmzZvHI488wr333usypMDevXuZMWMGiYmJfPnll+1G/dry6aefUl1dLaa5PERMdQlUR6/Xc8cdd1BYWMgnn3zSYdlZs2Zx9OhRVq5caT9WV1fHyy+/7PI+bbePa7Va+69ZeRv4xRdfzA8//MDXX3/d7vyKigrMZrPL+7REHr2Q2mz/brs7TKfTMX36dD7++ONW21kLCwvb1WXWrFkOr/HUU08BcO655yqq27Jly+z/liSJZcuWYTAY7JGnZ82ahcViaVUO4Omnn0aj0TjthNQmMTGRyZMn89JLL3Hs2LF2n5eUlNj/LXdGbbd8T506FaPRyL///e9Wsvnvf/9LZWWl/RmOGjWKhIQEXnzxRZqamuzlli9f3u6as2bN4vjx46xYscJ+zGw28+yzzxIeHs6kSZMAZXroiFmzZmE2m3nhhRfsxywWC88++6zTc1yh0+m48MIL+eCDDygoKGj3ectneeGFF1JaWtpOH6BZv0NDQ4H2zzslJYXMzExef/31Vp8VFBTwzTff2HXaYrG0m0pKTEykW7duHT6bmJiYdtPunsYnctRmm5qaeP755x2WN5vNrcJONDU18dJLL5GQkMDIkSOB9jI3Go2kpaUhSRImk8l+3NF29uPHjzNt2jS0Wi1ff/11u+jkjnj77bcJDQ21b3sXuIcY8RH4hUWLFvHggw/y2GOPtQsw1pJrr72WZcuWsWDBArZs2UJKSgpvvPGG3eB2xDXXXENZWRlTpkyhe/fuHDx4kGeffZbMzEz7yMmdd97Jp59+ynnnnceiRYsYOXIktbW1bN++nZUrV3LgwAG3tuxHRkYyceJEHn/8cUwmE6mpqXzzzTcOfz0uXbqUr776igkTJnDjjTfaO8309HTy8/Pt5YYPH87ChQt5+eWX7cPyP/30E6+//jpz585tN+TviODgYL766isWLlzImDFjWLVqFV988QX33Xef3bDOnj2brKws/vKXv3DgwAGGDx/ON998wyeffMJtt92mKPyAWjz33HOMHz+ejIwMrr32Wvr27cuJEyf44YcfOHLkCNu2bQMgMzMTnU7HY489RmVlJUFBQUyZMoXExETuvfdeli5dyowZM5gzZw67d+/m+eefZ/To0fb1HAaDgb/97W9cf/31TJkyhUsuuYT9+/fz2muvtVvjc9111/HSSy+xaNEitmzZQu/evVm5ciUbN27kmWeesY+aKdFDR8yePZuzzz6be+65hwMHDpCWlsaHH37YzlFwl3/84x/k5uYyZswYrr32WtLS0igrK2Pr1q2sXr2asrIyABYsWMD//vc/br/9dn766ScmTJhAbW0tq1ev5sYbb+T8888nJCSEtLQ0VqxYwcCBA4mNjWXo0KEMHTqUJ554gpkzZzJu3DgWL15s384eFRVlj/VTXV1N9+7dmT9/PsOHDyc8PJzVq1fz888/889//tOr76mUs846i5iYGBYuXMgtt9yCRqPhjTfeaPfjRaZbt2489thjHDhwgIEDB7JixQry8vJ4+eWX7SNj06ZNIzk5mbPPPpukpCQKCwtZtmwZ5557bqvRVEfb2WfMmMG+ffu466672LBhAxs2bLB/lpSURHZ2dqv6lJWVsWrVKi688EKXI0MCJ3TCTjJBgCNvZ//55587LOdsO7uzrapLlixxuPW4LQcPHpTmzJkjhYaGSvHx8dKtt94qffXVVy63s69cuVKaNm2alJiYKBmNRqlnz57S9ddfLx07dqzV9aurq6V7771X6t+/v2Q0GqX4+HjprLPOkp588kn79lR5O7ujLfi02c575MgR6YILLpCio6OlqKgo6aKLLpKOHj3qcNvvd999J40cOVIyGo1S3759pRdffNHh1mSTySQtXbpU6tOnj2QwGKQePXpI9957b6utts5YuHChFBYWJu3du1eaNm2aFBoaKiUlJUkPPfRQq63d8rP405/+JHXr1k0yGAzSgAEDpCeeeMK+fbnld3ZnC7Ij3XB2HWfPeu/evdKCBQuk5ORkyWAwSKmpqdJ5550nrVy5slW5//znP1Lfvn3tYQFa6siyZcukwYMHSwaDQUpKSpJuuOEGqby8vF29nn/+ealPnz5SUFCQNGrUKGndunXSpEmT2m09PnHihHTVVVdJ8fHxktFolDIyMlptM5ck5XroiJMnT0pXXnmlFBkZKUVFRUlXXnml9Msvvyjezu5MRidOnJBuuukmqUePHpLBYJCSk5Olc845R3r55Zdblaurq5P+8pe/2PUuOTlZmj9/vrR37157me+//96uw211fPXq1dLZZ58thYSESJGRkdLs2bOlnTt32j9vbGyU7rzzTmn48OFSRESEFBYWJg0fPlx6/vnnXT4bT3G0nX3jxo3S2LFjpZCQEKlbt27SXXfdZQ+30FJ/Jk2aJKWnp0ubN2+Wxo0bJwUHB0u9evWSli1b1uoeL730kjRx4kQpLi5OCgoKkvr16yfdeeedUmVlZatyONjOjpPQIY7KSpIkvfjiixIgffrpp94+mtMWjSQ5cXMFAkGXZNGiRaxcubJVviKBQOA+kydPprS01OE0oaDrItb4CAQCgUAgOG0Qjo9AIBAIBILTBuH4CAQCgUAgOG0Qa3wEAoFAIBCcNogRH4FAIBAIBKcNwvERCAQCgUBw2iACGLbBarVy9OhRIiIiAi5XkkAgEAgEAsdIkkR1dTXdunXrMCm2cHzacPTo0XbZowUCgUAgEHQNDh8+TPfu3Z1+LhyfNsjhxbfu30pEZISL0soxm8z8suYXRkwZgd4gHrtaiOfsP8Sz9g91tXXs2LCDHoN6YJWsbPp+EyeOnQBgzoVziImNQZIkKsor2p0bFR2FVqulprqmVc4ogNCQUIJCgmhqbKK2trbVZ3qdnogom/0rLytvd936uno2rt9IU2MTo8eOJiGxOb9UcFAwIWEhmE1mqqurW52n1WqJio4CoLKisl0m9IiICPQGPfW19TQ0NrT6LMgYRGh4KGazmeqqaswmM19++iUASSlJzDhvBgDVldWYLa1z7oWFhWEMMtJY30hdfV2rzwwGA+ER4VitVspPlnNs7zFS+qWg1dlGDKJjotFoNLZ7tsnlFxYaxs+bfubQoUM0NTQxa84se1tw9QwjoyLR6XTU1tS2yhMHEBIcQnBoMKYmU7tApDqtjsjoyFbPsKS4hB/W/wBA9oxsuvXopugZtkSj0RAdEw1AVUUVFqul1efh4eEYjAYa6hqob6hv9wyDg4P54L0PaKhrICkliTFnjbF/3vYZWi1Wju09xoABA4iIiCAoKIjGxkbq6lrLRq/X2/vk8vL2zzA6+vfrVtuue/ToUc4777xWaUIcIaxVG+TprYjICJ87PqGhoURERohOQkXEc/Yf4ln7h/q6ekJDQwkODub4seOYTCYyMjMoOVHCrp27yJqahcFgIDIy0uk1OuwIIiAuPk7xuaUlpfz0/U/27Oj79+ynV+9exCe0z3EXExvjUZ1cdVzh4eHkrs4lOSWZhKQEio4UcXDfQYYOH+rddcPCqTxWSY+ePdDpdS7PLdhWQFlZGYMGD6LkRAl7fttjl4fS+7qqU2xcbIfnlpaUsn/Pfvr2t+WW275tO3EJcSQmJ3Z43ZgY38nGZDKRuzqX6KhoEgba5FFVUcXQ4UMdnmsxW6g8VknPnj3R65XZjo70W/5s3759AC6XqYjFzQKBQNAF2L1rN/nb8hk2fBiTpkxi8tTJVFVUkbs6t91ojlqUlpSydvVaIqMjyZ6ZTfbMbCKjI1m7ei2lJaV+qYPcyVZVVDF56mQmTZnEsOHDyN+WT8E2/6WWKNhWIORB4Mhj27Zt/Prrr4rKCsdHIBAIugC7du5i2PBh9l/R8Qnxfu1sW3ay8qiGwWAga2qW3zrbtp2sPMo0dPhQv3a2LZ0eIY/Ol8e2bdvIy8tj8ODBisoLx0cgEAi6AIPTBrebOvBXZ+uok5XxV2frrJOV8Vdn68jpkRHyaMZf8pCdnszMTHr37q3oHOH4CAQCQQAjr4FIH5ru8HO1O9uOOlkZtTtbV52sjNqdbUdOj4yQRzNqy6Ol0zN8+HDF5wnHRyAQCAKYyCjbws2ONluo1dkq6WRl1OpslXayMmp1tkqcHhkhj2bUkoenTg8Ix0cgEAhOCXzd2brTycr4urN1t5OV8XVn647TIyPk0Yyv5eGN0wPC8REIBIKApuxkGeA4FkxbfNXZetLJyviqs/W0k5XxVWfridMjI+TRTEt57CzY6VEdoGOnp6Noza3KeXx3gUAgEAQc3na23nSyMt52tt52sjLeOj/eOD0yQh7NyPLYsX2HR+e7GumJiopSdB3h+AgEAsEphqedrS86WRlPO1tfdbIynjo/vnB6ZIQ8mhk6fCjpGbaF+gUFyuXh7fRWS4TjIxAIBKcg7na2vuxkZdztbH3dycq46/zsLNjpM6dHRsijmbShaQDk5+ezbds2l+WVOj2O0lo44pR0fJ577jl69+5NcHAwY8aM4aeffursKgkEAoHfUdrZqtHJyijtbNXqZGXccX52bN/hU6dHRsijNcOGDSMvL69D58eXIz0yp5zjs2LFCm6//XYeeughtm7dyvDhw5k+fTrFxcWdXTWBQCBwGzlxpLyt3V1cdbZqdrIyrjpbf3Sy4Nr5kRfdpmek+9zpkRHyaGbo0KFkZmY6dX7UcHrgFExS+tRTT3Httddy1VVXAfDiiy/yxRdf8Oqrr3LPPfe0K9/Y2EhjY6P9fVVVFWBLwGg2mduV95iyw4Q0lUJZEVaDHtCARn5pAQ2S/G+NBtCCBtBokZCP8/tf3e9lBG2xmC2t/grUQzxr/yBZpd//4fmzjomJYWLWRDas3cDa1WuZkDUBg97AydKTbFi7gajoKCZkTUCr0aomT61Gy8SsiazPXc+6b9cxfvJ44uLjMJlNrM9dT01lDROzJhITE6OqTg1JH4IkSRTkFyBJkn3aZWfBTgoLChnUZxCDBg9StQ6nuzzk65nNZtLT05EkiW3btiFJEkOH2hzOgoIC8vPzGT58OOnp6ZjNrvtji0VZPTWSJEmeVz+waGpqIjQ0lJUrVzJ37lz78YULF1JRUcEnn3zS7pwlS5awdOnSdsfffvttQkNDfVa3lcfvwmJzYbC5NbZ/A2gl+ZgNDZL9WHN50PwuKq18TNKgRYNOAg0adL+/tx3X/v6ZBg1a2zHN70clLfJ/OnTo0KJDjwEDOvToNYbfX/K/g9BrjRi1RrRaA+gMaLR6NFo9ktaAVavDqjFg1ehtL60eq8aARaNH0uqxaAy/O3cCgUAgEKhDXV0dl19+OZWVlR1mcz+lRnxKS0uxWCwkJSW1Op6UlMSuXbscnnPvvfdy++23299XVVXRo0cPRkwZ0WGkVHdZusKAqdNGaay///Xea9dLEkZJIsgqEWSRCLNaCbVKhEoSoVYroVLLY81/g60QgpYQdIRJesI1esJ0QYTqQ9AYQ9AaQ9AGhYIhGMkQ8vsrGKs+2P5vyRCCFBSJNTgCa1AEUlAE1qBIJGOofQTMYrbwy5pfGDFlBDq9zuvvK3COeNb+obS4lAN5B0jpm0JcQpzX1ztZepI1OWsAiIqOIis7C4Pe99MpHWEym8jNyaWyohKAKdlTiIv3/ru5y86Cnfat1ekZ6QwaPIjCLYUMGTnEbzp9OsrDYrZQuKWQ0aNH21OyQPMoD9jW/8ijP0pRurj5lHJ8PCEoKIigoKB2x/UGPWiwK0JLZIWorKhsN/wWHhFOUFAQ9fX11NXW2Y/P7/UnSg6XkjogFUkjUVdXj1WyIgFWqxVJkggKNoAk0djQgMVqxipZwWpFQkKn16HVarCYTZhMTUhWM5JkxmI1gWQBLVglE42NDVgls+1ltWDFAhoJKxYsFhMWyYIkWbBixYrl9/9bMGPBjBkLVswaK2b5r0bC2sJfM2s0mDUa6vAFEnqplkhrNZEWK5E1ViKttleUxUqM1UKsxUqcxfL7y/bvUKl5tAxA0uiwGMOwBkVASBTj6jQE1fTAHBKDOTQWc0gs5tBYDHGpGGJTqdOGUlvX0KomBoOByKhIJEmyB4xrSUxsDFqtlqamJoxGo0++/amCTq+ztReBKmh1WvtfX3TGWp3WZlsASZLQ6XR+d1ytks3myfXw1XdzF41GY6+DRqOx10Gn998zOZ3lodfrWzk+Go0GeRJKo9G0+kwJjvpyh/d166oBTnx8PDqdjhMnTrQ6fuLECZKTk926VnVlNQ21DXzx0Retjmu1Wi5bdBkA3339HcePHae0pBS9Xk9kVCS9+vSid9/eNDQ0sG1L82Itg0bL5J6DyRySicls4oO3P2h3z4uuuAij0ciar9dwrOhYi080jBp3BoOGDGL/nv18v+77VufFxMUwcPBAGhsb+XHDj1RVVmE2m4lPiMdoNDJn/hwiIiPY+N1GDuw90OrcjBEZDBsxjGNFx1jz9ZpWn4VHhnP+/POxWC289+571DfWY8GCCQsmSSJj7HB0oUYKdu3m0PEjVDfWUWdqQBOsxRBmRGsEM43U1FVi1TRh0ZqwaJqwapsw6xqRNFbMGg1lOh1lOuWNzGiViLFIJFjMxFvMJFosJJstJFvKSa4sJdlsIfq3HThzT6waHVWacKq0UVRqo6jSRiHFdCd6QjaN4d347KN17dZQXXDJBWh1WjZv2syZZ59JWHiY4voKBIGCvHA2PiGeYZnD2LB2A7mrc1VbROsIeeFsXW0dU7KnkJ+Xz9rVa1VdROuIlnF6APK35ePvlR9CHs20XMgMkJeXB+DWouba2lpF5U6pNT4AY8aM4cwzz+TZZ58FbKMpPXv25Oabb3a4uLktVVVVREVF8d3m7+iW2o2qyqp2ZWLjYgHYv3c/69asIyIqgrMnno3BYKChoYHv131PcGgwo8eMtiuv1WKl6Lciho4ZikaroaK8ot11Y2Jj0Gg0VFVVtVtYHRYWRlBwEI2NjdTWNAvXZDLxw4YfMJvMTJ46Ga1Wi8lkYuO6jVRXVnP2pLPp068POp2OmpoamhqbWl03JCSEkNAQmpqaqKmuafWZTqcjKtoWCbOivAKr1drq84jICAwGA3W1dfyy5Rd2FuwkbWgaQ9KHEBQUxP69+/ll6y/07deXIelD7OdpNBqiY6JptDZytPQo1U3VVDXVUNZQQ3ljLbVSI9WmWsrrK6hsKqfWUkW9VI1JqsaqaV3/jggx64kxa0kwW+lpNjHA0sDApmp6mk2kmC1OvX6rzkhDRHcaI3vSENmThogeGLoPpUQTyzerv2P2xbM7ZVg+0DCbzGz+ZjOjpo0SIz4qUny8mH1b9pE6IJX4RM87Ike7hfyxg6gljnYL+WsHUUscBScs2FZAQX4BQ/oOYeiYoaqPeJzO8rCYLRRsKmDcuHHo9XqHu7c82dF18OBBzjjjDJdrfE45x2fFihUsXLiQl156iTPPPJNnnnmG9957j127drVb++OIlo5Pz149nZbrSEEdfSYL2pcNqiMF9acx6SjCqS+jnwI0mBuoaKqgorGCkroyjtWUcbSmhKLKoxRVHKFRV4dJV4WkcbEDQNIQYgolxqQn1Qz9rSaGmWo4o7GEFHMjjlZjSRodJdo4jP1GoeuViSlpCOakwUghysKkn2oIx8c/VFdVs2P9DvoN60d4RLhH13DXXqlBV7BX2/O2Y621og3TkpGZoVodTnd5tHR8duzY4dTBcdf5OW0dH4Bly5bxxBNPcPz4cTIzM/n3v//NmDFjFJ2rxPFRophty2g1Wp86PkoU0x/GRIlj42vnpy0tn/XErIns2ryLXmf0otxUTnF9CQcrT/BryX72FO+hXldDg74CCeeOkcYSRFhTOElNBoZYLZxhqWZsw3F6mNqP/gGY4/pg6n4GptRMmrqPwJLQ/7TYxSYcH/8gP2dPbYcn9srXnW1XsVdyh1y4r5Chw4aqbq9OV3nIzzkiIoJt27Z16Ni44/yc1o6PN7hyfNxRyLYd8u4tu33i+LijkGoqrzsOjVrOjzsOplw2IiqCYROGUdpUyqHqIvaWFXGw+gjH6o9QbTkBOG4SGlMYUY2R9DNpGCfVM6npBIPqj7cbHbIGhducoJ6jaepzFuaUdNCeeo6BcHz8Q31dPdtytzHwjIGEhIS4da6n9sqXnW1Xsldyh6wN07I9f7vq9up0lYf8nPfv38/w4cNdOjRKnR/h+HiI7Phs2r6JxOTEVp95oojyOVHRUSRGJnrt+HiiiGooryeOjK+dH0+mFF3J0GQxcaT2CAerD1J48gB7yg927BCZQ4lsjGSQCbIs1cyoO0CCub5VEWtQOKaeZ9LUeyxNfcZhThh4SgSgFI6Pf/B0jY839spXnW1Xs1ct7UfhjkLV7ZUa53REoMhDnlKMiIiwL2Z2hRLn5/jx46SnpwvHx11kxyd/Xz4REc1xfLxRwNKSUtZ9u45+PfoxaOQggoODPaqbNwroS+X1xoHxlfPjTB5K1lJ5IssGcwP7q/azp2Yf20p+ZU/ZHsqajiBhbVdW3xhD94ZgJljrOa/+AIMbq1rlhrGEJ9LYfxJNA7Jo6jMOydg1d4gJx8c/eOL4eGuvfNHZdkV71dZ+qG2v1D63JYEkD3kRuby4WSmunJ+qqir69OkjHB93kR2frbu3EhMbA/hG8YqPF3Ns7zGKq4qZPHWy29fwheL54hq+MATeXqMjeShdRO6JTJuamiirKCO1dypGo5FGcyP7K/ZTWLqbzUd2sKuskErTsXbnaS1BdKsLZ5KpngvqDzOwqdY+PSbpDDT1GkvjgMk0DpiCNTrV7efRWQjHxz+46/j4wl55e42uaq8c2Q817ZW/rhFo8sgYloG11uq24wMdOz9lZWUMGDDApeNz6q/A9JDq6mrAd962vP25urK6w6y8jvCVt600K68zfPXrx50syW3xlTyUZkluSU11Dd+t/o7qKptuBOmDGBw/mAsGn88jU+/jg4vf4IMLP+Cvk/7K7H4X0T10CFoMWHWNHIk4yVuxdcxPjeOMHgO5KH4or0amcERjJWjfeiK//isJy7KIffVCQn94BW35YY++l+D0pjPbh4ywV80IeTTTUh5yfjRPGD58uNPEpnK/7Qrh+HSAGovLxk8e75by+np+1VPl9fX6HE+Mia/l4YkxkSObOiMqOIpx3cdx69jrWX7Bs3xx6af8e9q/uTxtEb3DM9BiwKxvYFdEFU/HGZjVI5WzUgfyp9i+bAgJwXpsOxHfPk7Cc+cQ+995hG58CV3ZIa++p6Bro/s9uKfORZDPQGgfwl41I+TRjK/l0ZHzowTh+DihvKxclRX1cfFxipVXrRX17iqvWjuy3DEmau1wcMeYmEwmSovd+5Vj0BlIS0jj6hFX8Mr5T/P5pZ/w5NQnuWDAZXQLGYQGLdXGBlZHmbkhOYExPXvzh8Q+vBMRQUlJIRG5/yT++anELL+UkC3voKmv8PIbC7oachDRyCjnQ/eB0j6EvbIh5NGMWvLwxvkRjo8Tftzwo2oxFJQor9oxLZQqr9oxeJQYE7VjWiiVx8Z1G9vlZnMXo85IZlImN525mP/Ne46PL/6IB8Y/yJjkqQRro7ForeSHWfh7fAzTe6QyK6U3L0ZHceREPpGrHiLhmbOJWvl/BO1eDRblUawFXZ+dBTsdHg+U9iHslQ0hj2bUloenzo9wfJwQGaVu1MyOlNdfUUxdKa/aSivTkTHxVxRTJfKoqa6hb/++Lqcc3CHMEMakXhN55Jx7+OzS93lx5otcPGghKcGDQNJwONjKczFRnN+9GzNSe/JsZCj79q0h6v0bSXhmPBFfPYz+xC6f1UcQeMjpbX7+6eeAbh/CXgl5tMRf8mjp/OzapcwWCsfHCTPOm6F6nhRHyuvvvDXOlNdfSivjyJj4O2+NK3nMmjOLCy+7kOiYaFXur9Fo6B/bn+tGXckbFz7Hyvnvc/PIP9E3YgQadBQZ4T/RUVySmsK07t35d7BE0bYVxP1nDjHLLyF424dgqnd9I0GXQs6RN2jwoIBuH8JeCXl0ljxk5+fAgQOKyovt7G1wFsfHWzraZi03mNCwUADqauv8nhm3ZYNJSEqg6EiR35S2JXKDSe2eSsmJEreNiC9yonUkD32wHkOwugbNETVNNaw/+AOf717Lb5W/YKV5mmtAo4nzamuYVVNHgj6MxmFzqTvjUlvqDBUR29n9Q8vt7MePHfeqffiCU9leuWs/vLVXvqAryqNtklJf8f333zN79myxnd1TKisq/Xav+IR4xk8eT0VFBRUVFYyfPN6vSgvNnnuTqYmiI0Wkdk/1u9MDtl9Sqd1TKTpSRJOpye9GBJzLo7ysnBVvrKDsZJlf6wMQbgxn5oBsnjvvET695EPuGXc/AyJHo5F0/BZk4OnYGKb16MY1McF8uesDgl4+l+jXLyeo8CuwercuSRA4BHL78CfCXjUj5NFMjx49FJUTjo8T5OFlf2AymcjPy7e/z8/LdytOg6/YvXO3/d8lJ0rcjtPgC0pLSik5UeKwTv7CmTwkScJsMtPZg6TB+mCm9p3MC7Mf5YOL3ufaYf9HctBgJI2GzSHBLI2PY0rPVB6u38e+z+8k+t/nEPrDK2jq/efMC9QhkNuHvxH2yoaQRzOlpcruKRyfTqblEOG0mdOYNnOaR0GqvKXlnOxFl13kcZAqb2g5R37RZRd5HDTMGwJFHkqJDIrkkozzeXP+Mt6a+xYX9FtIuK4bDVotn0aEs7BbEhdFwYc/vwD/nkjYl0vQndzX2dUWuIG8jb2pqUm0j98R9sqGkEczJSUlrF+/XlFZ4fg4YXeh+p67o4Vo3kTo9JS2C9G8jdDpCY4WBnoTMdUTXMlj47qNLgMYdiZJYUncNPZKPrrkdZ465xmGxUxGIxnZbzTwZFwM01PjefDIN+x77XxC3rwaw8GfQCzxC3jkNRBtQ2wEWvsQ9krIo7PkUVJSQk5OTofreloiHB8n7N65W1Xl7Wj1vT+V19nqe38qb0e7IfxlTJTIo7qy2u0Ahp2BRqNhWPJQnpp1Px9f8j4L0m4mWtcbs0ZDTlgoi1OSWGjaw5qPr4f/zMf46xrhAAUwdXV1ABhDjAHdPoS9EvKQ8ac8ZKcnOjqa8ePHKzpHOD5OOGPUGaopr5Ith/5QXldbDv2hvEq2gKptTJTKY/p50xlz9hh7JN2uQJghjAUj5rLy0ld4dtoLZMZmo5UM7DEaWRofx7zgMl7LuYfy52Zi3P6pWAgdgDTUNwAwcvTIgG4fwl7ZEPKw4Q95tHR6srOziYmJUXSecHyckDEiQxXlNZmVx1lQU3mVxllQU3ndiXuhljFxJ+5FckoymSMzfbr90p8MSRjAkzPv5oOL3mNu36sIIYYqnY7XoiO5JNrEwz/8g9+WTUW/6S0wi6jQgYZBH9jtQ9irZoQ8bKgpj7ZOj8FgULyjTjg+TqivrVdFedfnrncruJQayutucCk1lNeTYF++loe7wb5qa2op2FZAbU2t1/fuTCKCIrh53B/4+LJ3uWP0gyTrB2LVaFgdFsoNcXpuL3iBX56fCj++JdJidCE6u32AsFctEfKwoYY8HDk9APX1ygK4CsfHCQ2NtuFlXymvyWxTuOrKareDS/lSeT2NqOlL5fUmwqnP5OGBEWlsbOS3Xb/R0NDg8X0DCZ1Wx8yBE3nzkudZNu0l0sInoJU0bA0O5s44I38sfInc56fR8OO7Ygqsi9CZ7UNG2KtmhDxstJXHydKTHtfBmdMDKLbNwvFRgLfKazKZWJ9r22bnaXApXyivt2HEfWFMfBHW3Rfy8GdY967A4IR+/Pv8h3hj7tucGTsLg1XHHqORR2L1XLv7RT59YRq1m1aA1dLZVT3tCA4OBiAoKEhR+UBoH8JeNSPkYaOlPDas3eD2+dCx0+MOwvFRiKfKKyttdWU1AHHxcR7XwRvl9VXuFG+MiS9z2XgrD+H0OCYpPIG/z7ydFRet5Jzkiwi1GDim1/PvaC3X7nqBT1+cTu3WT8UuMD8ipyKQ/yohENqHsFfNCHnYkOUREWVLB6U04CD4zukB4fi4hbvK21Jpx09Wts3OFZ4or68TxnliTNRI4OeNPITT0zGRwRHce871vHfZR8ztsZAISxDFej3/joLrtz/FRy+dR92eHzu7mqcFFottlM1sdm+6MRDaR1e1VydLT56S9ipQ5DEhawIAubm5lJSUuDjDt04PCMfHKUFGx8PKSpW3rdJ6M9LTFneUV60sue4YEzWzFnsqD0+MSHBwMIPTBxMcEuxNlbsUwYZgbp54Je9e/iGzU68k3GLguF7PcxGN3PjT/ezZ/xgNx3/r7Gqe0sh5A6urqt0+15/twxldzV4BbFi7ocvbK2cEhDx+36EYFRVFTk5Oh86PO06P2NXlJaHhzoeVXSmvP0YWlCivWkoro8SYqOn0yLSUx86Cne0+95U8QsNCGTlmJGFhYd5WucsRpA/i1skLWXH5x5yXdBERFh3H9XqWx1Rz2+o/8uX/rsdSFfjBHU9HhL2yocReyYtuI6Ii/GKvTmd5AGRlZREdHe3U+XF3pCc8PFzRfYXj4wRXw8rOlNef0ykdKa8/lBY6Nib+cHpkZHns2L6j1XFfysNkMlFSXBKQObv8RZA+iNumXs87l33KrOhZhFs0HDAaeEq3lzvev5C1Hz+CZDl9n0+gIuyVDVf2Sl50OyFrgl/slZCHgezsbIfOjyfTW0qTiwvHxwlKhpXbKm9nrCFxpLz+UloZR8bEn06PzNDhQ0nPSAdgZ8FOn8ujuqqabz7/hqrKKl9Ut0sTbAjilmm3cHP0X5hgHEOQFQqCDfytNpf7X5vJ5o0rO7uKgjYIe2WjI3slL7rtKFikrxDysOHI+fF0TU9lZaWichpJEtszWlJVVUVUVBTfbf6Onr16KjpHVhQAo8HoUGktZgsFmwoYOmYoOr3O5/WWG26TyRZwzl9K2xK54cq/ouIT4v3m9MjIz7lwXyFWyepUHp5QdrKMnK9zmH3xbJ+u2eqqmE1mNn+zmVHTRlFUVcKLqx5kK/uwaDRoJYkpDVEsmPZXuvVM7+yqdmlKTpSwd/Neug/sTlyC93qnxF6pTaDaq4lZE9m9ZbdqdtoRp6M8ZDs9btw4eyR8k8nUatQnISHB7YXMBw8e5IwzzqCysrLDhKVixMcHDEobZP93QlJCp+wWik+IJyEpwWGd/IXBYGBY5jD7+2GZw/zq9Diis+RxutErLoVHr/gP/xj7JMOaIm2RoEOq+L+1/8erb99CY2NdZ1exyxITa8s/FB0T7ZPrCXtlw6G98sNIT1uEPGwYDAYyMzPt7zMzM1XrP4Tj4yXyrwajwUhq91SKjhSpmpXXGQXbCig6UkRq91SMBqPqWXkdIc+RR0dHEx0dzYa1G1TNyusIOUJ2Z8vjdGVE/xE8ddWH3N7rOno0aanUaXlb2slNb89h1XdvdXb1TnuEvWrGkb3yJqKwJwh5NFNSUsLatWuJiYkhJiaGtWvXKtrq7gnC8fGCtnOyk6ZMUjUrrzNazslOmjJJ9ay8jmi5pid7ZjbZM7NVzcrriLYRsn0tD61WS1BwEFqtaDaumDX+Yl664gvmGc8kwmLlgBH+eeQ1/vzqhew5sqezq9elkLeze7u2TNirZpzZK08jCnuCkEczLdf0zJw5k5kzZ3a428tbhAV3gjy87AxnC9HUysrrDEcL0dTMyusIRwuZ1czK6whnEbJ9KY/omGjmXz7fpW4IbBgNBm686O8sm/ofJjdEo5Uk8oIq+VPu9Sz7cAlmi8j/pQQ5gKH81xOEvWqmI3slL25We+RHyKMZZ1nWne326oiYGGW2WTg+HuBq9b2/lLej1ff+Ut6Odm/5y/lxFSHb38ZE0JrUbv24f/FK/tr7WoY0WKnXavi4fgPX/2823xd+39nVO+UR9qoZV/ZKjiis5jS9kEczpaWlTndveer8KEE4Pk6QRw7aonTLodrKq2TLodrKq2TLutrOj9II2b6QR2VFJZ+s/ISK8govanz6Mmb8pfzz8s+40tqfcIuVg0YTS7Y8wAPv/onqhtrOrt4pibBXzSiyV78vbo6IivCLvTqd5QG2lBUdbVl31/mpqlI2HSwcHyc4GoZ3N86Cq4jCnuJOnAW1lNedOD1qOT/eyMMTY2KxWKipqvFqyuF0xxgSxsIrX+SfI5YwsQ6sGg0/WLZz1Yp5fLz1686u3imFv9uHM7qavQJbAMOubq+cEQjykKcSo6KiFKWhUOr8KLXNwvFRiKfBpZxFFPYUT4JL+Vp5PQlO6Gvnx1t5iGmvzqVfxkQeWPQFd2qG0s1kpkJvYVnhE9zx7i1U1td0dvUCiohI27qTsAjlqVICpX10WXulPzXtVaDIQ15EnpWlvP/w5bSXcHwU4G1EzbYRhT3Fm4iavlJebyIy+8r58YU8hPPT+WgMQUy//Bn+PfZvzKu2opEktll2cvX7F7Fqx/rOrl7AILcxo8GoqHygtA9hr2wIeTTTLkK2m/LwlfMjHB8X+CqMeNrQNAB2bN/hkfL6Ioy4t8rrizQU3hoTX8lDOD+BQ/Tg8dx41WcsYTDdTSYqdSb+mbeUOz66n5pGsfanvr6+1d+OCJT2IeyVDSGPZlrKQ15E7i6+cn6E4+OEsLAwVXKnpGeku628vsyd4qny+jL3lqfGxNfycNeYhEeEM2X6FPvUg8CHBIVx9hXP8XTGHcyvagBgW92PXPHeZeTu3dzJletc6utsDk9DfUOH5Tq7fcgIe2VDyKOZdvLwIkJ2R85PWJiy6WDh+DhBq9WqkjAubWiaW8qrRsI4d5VXjYSj7hoTtRL4uWNMjEYjWp0Wo1HZlIPAfWJGzuGGy9/jseowUk1marR1PPLDPSzN+Tdmq4j744xAaB8g7JWMkEczasnDkfOj1DYLx8cJq79ZrVqWXKXKq2aWXKXKq2aWdaXGRO2sxUrlsXnTZjas3UBdncg7pSZSVDdGXvcByxJmcEF1DWhgffGn/OHdazlYUdTZ1es0ysvKHR4PlPYh7JUNIY9m1JZHW+ensbFR0bnC8XFCWUmZqllyXSmvmkor40p51VRaGVfGRG0jIqNEHr9s+YXi48X2qQeBimj1RJx7D/839Sn+WlpHhMXKSekw1392DSvyV3V27TqFHzf+GNDtQ9grIY+W+EseLZ2fI0eOKDpPOD5OGDt+rOpZcp0prz+UVsaZ8vpDaWWcGRN/GREZV/JIG5pGZGSkqnUQtMba/yzOvupDXqmNYERDA2atif9s/ye3fL6UWtPpsfBZHr6Pio0K6PYh7JWQR2fJQ3Z+1q9XthtUOD5O8Fc+prbK60+llWmrvMePHfeb0sq0NSbHjx33qxGR6UgeQ9KH+KUOgtZYI5OJu/Z9nowZz43lFWgliZ2V67n8/Wv4tfTUT3gaHhEOwLSZ0wK6fQh7JeTRmfLIzs5W/MNUOD4BQEvl9bfSysjKW1pSypqcNYSGhfpNaWVkYxIaFsqanDWUlpT61YjIBII8BG3QG5Hm/YPLxv2Z/x4/SYrZTK1Uws1f3czKHV92du1URbJKAOi0OtE+fkfYq2aEPGwYDAbGj2+fq9ERwvFxgj8FJugaGIOM9O7Xm6CgoM6uymlL48hL6Xvpcl4vbeLsunqsGjMv5j3FX1Y/TpOlqbOrpwrl5bZFzZUVlZ1cE4EgsFHabwvHxwny8LI/aDk82VlB9eQ52fiEeKZkT6Gutk7VrLyOkOfI62rrmJI9hfiEeFWzujvDmTzCw8M5e9LZftUNQXtM3TPRX/MBT5qjuam8Ao0ksenEN1z54Y0crT7a2dVTDZM5sNuHPxH2qhkhDxsmk4nNm5XF/BKOjxNKir3LBaKUtnOynRFRuO1CtOSUZNWz8ral7cLA5JRkVbO6O6MjeWzbuo3qqmqRpDQAsEalUHf1ChbEZvLiiRKiLRZONh3g6k//yI9Hfu7s6qnCjxt/DOj2IeyVkEdnyiMnJ8c+OuqKLuP4PPLII5x11lmEhoYSHR3tsMyhQ4c499xzCQ0NJTExkTvvvBOz2bOgZzlf5qiuvM4WovlTeZ2tvlcrK68jnO2GUCuruzNcyeOnH3/izVffpKK8QtV6CJQhBYVTfemLDE+7kPeLjjOsoREzddy/9j7e3PY+kiR1dhV9Sk1VTUC3D2GvhDw6Sx45OTlUVFQwcuRIRed0GcenqamJiy66iBtuuMHh5xaLhXPPPZempia+//57Xn/9dZYvX86DDz7o0f0iIiNUVV5Xq+/9obyuthz6Q3ldbQH1lzFRIo+0oWlUVVapcn+Bh2j11Mx4kLApd/HasROcX10DGonlBS/xYO4/Tql1P2PPbh9iI5Dah7BXQh4t8Zc8ZKcnOzub2NhYRedppC72s2j58uXcdtttVFRUtDq+atUqzjvvPI4ePUpSUhIAL774InfffTclJSVOQ1k3Nja2ivZYVVVFjx49yNmYw/69+6murGb85PHExcd5VW+L2ULhlkKGjBzC7l272bF9B+kZ6fbkpc7YWbBTcVl3OFl6kg1rNxARFcGErAkd5k5xp6w7mMwm1ueuV/SMlZZt+Zx1ep2ieih9xuVl5Xzy8SdcvOBiYuOUNbBTGYvZwi9rfmHElBGKn7WahOz4jKgv/sLbESE8ERuDpIHuoQN5/JwlxIZ0XXmZTWbycvMYPHIwer3eYRl32pK7uGODurq96sh+qGGvPOFUkIf8nEePHu1Up11hMpnIzc2lsrKSrKws4uPjOXToEKNHj6aysrLDre2njOPz4IMP8umnn5KXl2c/tn//fvr27cvWrVsZMWKEw+stWbKEpUuXtjv+9ttvExoa6suqCwQClUms3Mbo/c/yU7CWPyUkUqeDIGsUiyP/QDd9t86unkAgUJG6ujouv/xyl46PZ65WAHL8+HH7SI+M/P748eNOz7v33nu5/fbb7e/lEZ+Ufin06NnDZ5677OHu3r+bIUOHuO19+8pz9+bXkK9Gfrx5pq7OdWfEx91nWl5WTu63ucy4YIYY8SHwRnxsjKL8yBmMWXkD7x09ynVJ3ThqrOSlmv/y4Pj7GNNtTGdX0G0qyirYs3kPPQb1ICo6qsOyvhxp8MbmdFV75ch+qGmv3OFUksdZE89iT94ej0Z8HI30yBw6dEjRNTrV8bnnnnt47LHHOixTWFjI4MGDVatDUFCQw7gssfGx6PQ6dHodk6dOJnd1Luty13kcoGpnwU4AhgwdQkZmhtvnZ2RmoNFoyN+Wj0aj8ShAVWlJKety1xEZHcnkqZPdjlWUmJzIxHMmsnb1WtblrvMoQJXJZGJd7jqPI5wqlYcsO2cUbCtge/52t4J9xSfGc9lVl2EIFjGeWqLT69AbAuc3lLXPaMoXvk33txax8uhhrk/szvbQRh7asISbRv4fFwye09lVdAurZLX9tVpdOpi+sleetI+WdHV7JdsPf9krV5xq8vh+3fckRiai1+vdcnxkp0de05OQkNDq87g4ZY5lpy5uvuOOOygsLOzw1bdvX0XXSk5O5sSJE62Oye+Tk5PdrptGo7H/29sFawXbCtixfQeAV962NwvWfJU7xZsFa77KZeMLeYiIzKc2lsSBlF/5BqFh8bx+4jBZVRIg8dyWf7Ps5xftzsSpSKC0D2GvbAh5NCPLo7qyGsBtebRcyNzW6YHW/XZHdKrjk5CQwODBgzt8OVuU3JZx48axfft2iouL7cdycnKIjIwkLc19Z6O6qrrVe0+VV1ba9Ix0t+vgCE+U19cJ4zwxJr5O4OetPDwxIlWVVXz12Vcigm4XwRLfj/Ir30Abnsi/Th7msjKbs/Pxryt5IPfhU2rHV1s6o304osvaK3PXt1eOCBR5jJ9sSy2Rm6u8/3Dl9ABUV1c7PN6WLrOd/dChQ+Tl5XHo0CEsFgt5eXnk5eVRU1MDwLRp00hLS+PKK69k27ZtfP3119x///3cdNNNHqUYcBT/x13lbam0vlxR747yqpUl1x1jolbWYm/k4YkRMZvNnCw56XFsKIH/scT1pXzBm1gjkriv8gh/KraCpGXTsQ3c+vWfqWmq6ewqqoa/24czupq9Alifu77L2ytnBII85LVOlZWV5OTkuOw/lDg94LjfdkSXcXwefPBBRowYwUMPPURNTQ0jRoxgxIgR9hDVOp2Ozz//HJ1Ox7hx47jiiitYsGABDz/8sE/roVR51Z5OUaK8aimtjBJjopbTI9NWHidLTzosJ6a3Tl8ssb0pv/JNLBHJXF17hCUnAEsQv5Xv5OZVf6Ksvqyzq9ghYeFhAISGub/LVNirZhTZK7PtWHVltV/s1eksD4CsrCwqKiqcOj/uOD3u0GUcn+XLlyNJUrvX5MmT7WV69erFl19+SV1dHSUlJTz55JMexwjoCFfK669OtiPl9YfSQsfGRG2nR6alPDas3dDuc+H0CCyxvSi/YjnW0FgurD/A34u1SOZwjtTs58ZVt3Cs5lhnV9Ep8oi1p8lxhb1qxpW9Wp+7HoDxk8f7xV6d9vKIjyc7O9uh86OW0wNdyPEJNJwpr787WUfK6y+llXFkTPzl9MjI8oiIigCwj/wIp0cgY4nrS/nlr2INimB2w27+UWLA2hRNaf1xblp1C/vK93V2FR0iB1htGWjVXYS9aqYjeyUvuvVlwEFHCHk0k5CQ0M75UdPpgS4YwFBtqqqqiIqKYvPOzcQluFb+lh18QlICRUeKHCqtxWyhYFMBQ8cMVSXmidxgUrunUnKixG9K2xK5wchD8nW1dX5xelrS0NDA7i272Xt4L3GJcU7l4QmNjY0UlxTTa0Avj399n0qYTWY2f7OZUdNGBdR2dlcYDm8h5q2r0Jgb+DxkLHdHW9AGnyBYF8bj5zxKWoLv1uP5guLjxezbso/UAanEJ3rXlpTaK7UJVHs1MWsix/YeU81Ot+V0lYfcH44bN84+K1NSUkJOTg7h4eEA1NTUuO30FBcXM2TIEJcBDMWIjxOMwcp2k8mee5OpiaIjRaR2T+2UkYWhw4eS2j2VoiNFNJma/G5EoHm1fkVFBRUVFaoOFztDDqilhjyCgoLo07+PcHq6OKYeI6m46DkkrYHz6n/kbzVxWOp60mCp5Y7Vd/LL8V86u4qqIexVM47sldojPW0R8mgmISGByZMnU15eTnl5OZMnT3Z7pCc4OFhROeH4OKGpUflW1907d9v/XXKiRPWsvI4oLSml5ESJwzr5C5PJRH5evv19fl6+qll5leBLeTQ2NLK7cDcNDQ0+uZ6g82jqN4HKC/6JhIYLqr/iblN/zDUDMFkbuXfNX9hybEtnV1E1hL2y4dBemf1vr4Q8bJhMplYpp/Ly8tzuP5qalPXbwvFxQm1traJyLedkL7rsItWz8jqi5ZzsRZddpHpWXke0HLKdNnMa02ZOUzUrrzPkCNnpGek+l0dtbS2bf9hMbY0y3RAENo1DZlCTfQ8AC8uWc51mFObqwZilJv6Sez8/Ff3UyTX0PcJe2XBmr+TFzf5CyMNGyzU9s2bNYtasWR3u9nKG0n5bOD5e0HYhmrcROj3B0UI0byJ0eoKjhczeREz1lLYRsjtDHoKuRd2Zi6gbdQUAt5U9w3z9FEzVaZglEw989yA/HPmhk2uIfcrB23VUwl7Z6Mhe2SMK+2HkR8jDhqOFzI4WPPsS4fh4iLPV9/5U3o5W3/tLeTvaveVP58dZhGzh/Ag6RKOhetpfaBwwBY25kSWVj5FtmIupaigWycxD65aw4XD7EAn+JCLStlMxIiLC42sIe2XDlb2SIwqvz13vF3sl5OF895aazo9wfDzA1ZZDfyivki2Haiuvki3r/nB+XEXIFs6PoEO0OioueApTylB09eU81fgPxgZfgalyOFbJwsPrHu5U50feeOvpBlxhr2wosVfy4ubqymq/2KvTWR5AhwlHQT3nRzg+TtDrHA8rK42zoDSisCe4E2dBLeV1J06Pms6Pp/LwxJjoDXpSUlP8vttB4AeMoVRc/CKWyBQMZQd4PvhlhgVfjalyBFas/HX939hUtKlTqlZeVg5ARXmF2+f6s304o6vZK7AFMOzq9soZASGP36cSKysrXW5Zd8f50emUhSAQjo8T5EB4LXE3uJSriMKe4ElwKV8rryfBCdVwfryRhyfGJDIykinTpxAZ5Tw+hKDrYo1IpGL+MiSdkdC9a3m51zcM0C/EVDUMi2RmybolbD2+tbOrqRh/tw9HdFV7FRcf1+XtlSMCRR7yIvKsrCxFW9aVOj8dxe5piXB8FOJpRE1nEYU9wZuImr5SXm8iMvvS+fFWHp4YE0mSaGpq8njKQRD4mLtlUHXuXwGI/uEFXhp7hFTzIkzVQzBZTTyw9gG2F2/v5Fq6pjPaR1uEvWpGyMNG2wjZ8fHK5eHLaS/h+DhBHl4G78OIGwwGJmRNAGDD2g0eKa8vwoh7q7y+SEPhC2PiC3l4YkzKy8p5/833KTsZ2EktBd7RMOwCas9cCEDyV/fy0mwDsbVXY64ZQKOlkfty/8Ku0l2dXEvndFb7aImwV80IedhoKQ95Ebm7uHJ+ysvLnZzZGuH4uMBXuVPkiMIRURFuK68vc6d4qry+zL3ljTHxmTzEgmdBB9SccxdNvcagbaql9xe38MLl3QmtvBpzbV/qzXXcveYe9pTt6exqtiMQ2oewV80IedhoKw9vImT7YuRHOD4doEbCuAlZE9xSXjUSxrmrvGokHPXEmPhaHp4YE6WRQQVdHJ2Binn/whLZDX35QQZtXMq/r0xDX3IVlrqe1JpquDf3Xo5WH1W9KjExMQBERUd1WC4Q2oewV80IedhQQx7eOj/C8XHC7sLdqmTJNeiVK6+aWXKVKq+aWdbdMSZqZS12x5iUnSwTI0OnEVJYLBXzn0XSGgje9Q0ZRz7k6SszsBxfjKUhhfKGcu5Zcw/l9cqG1z1Fo9UAYLFanJYJhPYh7FUzQh421JSHN86PcHycsHvnbtWy5CpRXjWVVsaV8qqptDJKjIlaRkRGqTw2frfRnklYcHpg7pZB9dS7AIhY/Q9GGA7w1/lpNBy+CmtTDEdrjnJv7r3UmtRLY1JTXQPAN6u+Cej2IeyVDSEPG/6Qh6fOj3B8nDBy9EhVs+R2pLz+UFoZZ8rrD6WV6ciYqG1EZJTII6lbEtfdch0xsTGq1UMQeNSPXkDDoKloLCaiPriVyX303DY9nbpDi7Gaw9hTvocl3y2hyaLONKg8vVpZVhnQ7UPYKyEPGX/Ko6Xzs3WrsnATwvFxwtBM9ZRWxpHy+lNpZdoqrz+VVsaRMfGXEZFxJY9zpp1DWFgYWq1oNqcVGg1V5z2KJao7+orDRH55P5eMTeTiUWnUH74KyWrklxO/8I/v/9HhdJS3jD17bEC3D2GvhDw6Sx6y81NdXa2ovEYSQUlaUVVVRVRUFD/k/0BySrLPrmsxWyjYVMDQMUPR6VtHl5QVRfba4xPi/aa0LZEbLoDRYPSb0rZEbrhNJtuvXHeNSEfPWSnO5NHQ0MC2bdsYO3GsPX/S6YzZZGbzN5sZNW2U1wk0uwL6om3Evn4ZGquZyjmPUTt0Lve9u5f1B34mtOdy0Fg4f+D53DzqZjQajc/uW3y8mH1b9pE6IBU0eNU+fMGpbK/ctR/e2itf0BXlIT/ncePG+XT5QEFBAZMmTaKysrLDYIbip6sT/Ll7x2AwMCxzmP39sMxhnZIWYVDaIPu/E5IS/O70gK3RJiQ1R/JsWSd/4UwepiYTRYeKxM6u0xRz6nBqJv4fABFfPYyh8ghL5/dhcGwm9UUXg6Thk18/4YNdH6hWh0BuH/5G2CsbQh7NKE3kKxyfAKC0pJQNazcQHR1NdHS0x0EOvUH+1WA0GEntnkrRkSJVs/I6o2BbAUVHikjtnorRYFQ9q7sjAkEegsCk7qzraOp+BtqmWqI+vYtgPTx5RX8S9aNpKJ4FwEtbX2Lj4Y0+u2dIaAgAwSHBon38jrBXzQh5NFNYWKionHB8nGA2mf1yn5Zzstkzs8meme33oHpt52QnTZmkelZeR7ScI580ZZLqWd0d0ZE8RMRmAVodlec/gdUYhvHwFkJ/+A+x4QaevGIAhpqJNJWPQULi7xv/zu6Tu31yy5AQm+Ozf+/+gG4fwl4JeXSmPLZt28aOHTsUlRWOjxN+3Pij6srraCGavyMKO1uIplZWXmc4WhioZlZ3R7iSx8bvNoppLgHWmB5UT38AgPDv/o3+2A76JYWw5KK+NB6fg7lmII2WRh5Y+wAnak94fT9Z77flbQvo9iHslZBHZ8lj27Zt5OXlkZ6erqi8cHyc0NDQoKrydrT63l/K62r1vb+Ut6PdEP4yJkrkEZcYR3xiPKFhoarUQdB1aBh2AQ2Dp6Oxmon87B6wNDFpSAzXn9OD+qLLsTYmU9ZQxl9y/+J1jJ/qKttOlT59+wR0+xD2SsijJf6Sh+z0ZGZmkpmZqegc4fg4Ycq0Kaopr5Ith2orr9Ith2orr5ItoGobE6XymD5rOkPSh9inHgSnMRoNVTOXYA2NwVC8m7CNLwNw1eQUzklLoe7QIjBHcqDyAA+vf9gn29wHDXa8cDZQ2oewVzaEPJpRWx4tnZ7hw4cTGqrsR6lwfJwQGRmpivKeLD2pOM6CWsrrbpwFtZTXnbgXahkTd+JeWK1WdHodjY2NPrm3oGsjhcVR9fuUV9iGF9AX70aj0fDAvN4MSEih9vACNJKRLce28NIvL6lal0BoH8JeNSPk0Yxa8mjr9ACYzcrW5grHxwk1NTWqKO+GtRvcCi7la+X1NLiUr5XXk2BfvpaHu8G+amtq+f677+0pBASCxrRzbVGdrSYiP7sXrGZCjDoev7w/Ubre1BVdDMCHuz7k671fq1qXzm4fIOxVS4Q8mvG1PBw5PYDiAIbC8XGBr5T3ZOlJACKiItwOLuUr5fU2oqavlNebCKe+kkdnRDgVnIJoNFTPWII1OArDsQJCf3gFgJSYIP5+aT+k2qE0lpwDwDM/PUNhqbLtti3R6XSt/nZEILQPYa+aEfJopqU8dhbs9KgO4NzpcQfh+CjAW+WV4ywATMia4FEn663y+iqMuLfGxBdh3X0hD+H0CHyFNSKR6mn3ARC+bhm6soMAnNEnghuyU2kqPQdLTTomq4kl65ZQWude242KjgIgMsp5JNqWBEL7EPaqGSGPZmR57NiubNt5W3zh9IBwfBTjqfLKShsRZYsoadB73sl6qry+zp3iqTHxZS4bb+UhnB6BL2nImEtj3/FoLE1ErFoCv2cCumJ8MhOHxFJXdDFaUzIn60+yZJ16CU1lAqF9CHvVjJBHM0OHDyU9w7btvKBAuTx85fSAcHycotO2H1Z2V3lbKu2ErAk+qZe7yqtWwjh3jYkaCfy8kYcnRkSv1xMbF+vT3DKCUwSNhuoZDyHpjATt30jQzi9+P6zhwXm96R4dSdXBK9FJoew6uYt//fQvlKZJLC8rB6CivMKtKvm7fTiiq9qrnQU7u7y9ckSgyCNtaBoA+fn5bNu2zWV5pU6P0hx5wvFxQmS042FlpcrbTmm9GOlpi1LlVTtLrlJjombW4nbyMCuUhwdGJDIqkpnnz7RPPQgELbHE9qJ2/A0ARHzzdzQNVbZ/h+h59LJ+GKV4qg9dhgYNX+/7mk9+/UTRdWUHyZN80h7bKx+OhHY1ewWwY/sO/9ir01geAMOGDSMvL69D58edkZ7o6GhF9xWOjwe4Ul5/TKe4Ul5/KC24NiZqOj0yLeWxPnd9u8/F9JbAX9SOuxZzXB90taWE5z5lPz4wJZQ/z+6FpW4ADSdsOb1e3PoiO0s9X+SpFGGvmnFlr+RFt+kZ6X6xV6e9PIYOJTMz06nz48vprZYIx8cJlRWVHX7uTHn92ck6U15/Ka2MM2PiD6dHRpZHdaVtO6M88uNLeZSdLOOd5e/Yd+gJBO3QG6mauRSAkC3voC9qNuZzRsYz+4x4msrGo6kbhtlq5q/r/0pFQ4Xq1RL2qpmO7JW86FaeilELIY9mhg8f7tD58cTpqaioUFROOD5OsFqtLsu0Vd7jx477fWShrfIeP3bcr0or09aY+NPpkYlPiGf85PEArM9dr4o8lOiF4PTG1Hss9UPnoEEi8uuHQWrWmT/P7knfxBCqDs/DKCVSUlfCo98/6pPIzq4Q9qoZZ/ZKXnTrD4Q8mmnr/Hg60qN0Olg4Pl4iK29pSSlrctYQGhbq9+kUWXlDw0JZk7OG0pJSvyqtTEtj4m+nRyYuPg6wxU3qLHkIBDXn3IXVGIbh6HaC8z+2Hw82aPnbJf0I0oZQvv9y9JogthzbwpsFbzq9lrymLCIywut6CXvVjCN7pfZIT1uEPJpp6fyoMb3VEuH4CAQCgY+xRiRSO/5GAMJz/4mmsTnad7+kEG6d2QNrYzJ1R+cC8Ob2N/np6E8OryUHLhS7CQUC3yAcHy+R52TjE+KZkj2Futo6VbPyOkKek62rrWNK9hTiE+JVzcrrjJbTW/7IyusIef1NXHxcp8lDIACoO3Mh5phe6GpKCNvwQqvP5p2ZwKQh0TRWjMBYfxYSEo9ufJQTtSfaX6e2rtVfbxD2qhlH9sqbiMKeIOTRTNss6652e3mDcHycEBHheli57UK05JRkVbPyOqLtQrTklGRVs/I6o+2aHrWz8jqibYRsX8sjMiqScy84V2xnFyhDb6Q6+14AQjctR1d2wP6RRqPhLxf0JjHSwMmDMwnX9KK6qZq/rv8rZmvrRIsNDQ0AXifHFfaqGWf2ytOIwp4g5NFM2zU9zhY8u0JJvw3C8XGK3tDxsLKz1fdqZeV1hLPV92pl5XWGs4XM/nR+nEXI9qU89Ho90THRYspBoJimAVk09p2AxmoiIufRVp9FhepZelFftBg4/tslBGnD2HVyF8u3Lfd5PYS9aqYjeyUvblZ75EfIoxlnC5k9cX6U2mbh+Dihvrbe6Weuthz6Q3ldbTn0l/K62r3lD+fHVYRsX8mjtqaWHzf8SG1NrbdVFpwuaDRUT7sPSasn6LdcDPt/aPXxGX0iuGpyCpIplvpj8wBYsXMFW45t8VkVhL1qxpW9khc379i+wy/26rSXR0FBhwuZ3XV+6uqUTQcLx8cJDY0NDo8rjbOgNKKwJyiNs6C28irdsq6m86M0QrYvjEljYyN7f91rn3oQCJRgie9H/RmXAhCx5olW29sBrp7cjaE9wqgtSyfaMh4Jice+f4zyhnKv7+2xvfJhZ9vV7BXYAhj6xV6dxvIAW8oKV7u33HF+lE4HC8fHDdwNLuUqorAnuBtcSi3ldTdOjxrOjzfyEAueBf6kZsJNtu3txwoI3vFlq8/0Og0PXdiHYIOWw79NJ8bQnbKGMh7//nGskpXgkGAAgoKD3LpnILSPrmqv0oamnZL2KlDkIU8lDhs2TNGWdU/X/DhDOD4K8TSiprOIwp7gaURNXyuvp8EJfen8eCsP4fwI/IkUFkfdWdcB2FJZmFtnZ+8ZH8zN07uDZKB478UYtEZ+PvYzH+76kNDQUAD7XyUEQvsQ9qoZIY9mWkbIHjpUuTx86fwIx0cB3oYRbxtR2BPl9TaMuK+U19uIzL4wJr6Qh3B+BP6mdswiLBGJ6CqPELrlrXafX3hmAmf2i6ShNpHwugsAeCXvFXaV7AKU/2gKhPYh7FUzQh7NeBsh21fOj3B8nBBktA0r+yp3ihxRuLqy2m3l9VXuFG+V11dpKLwxJr6ShyfGJDg4mLRhafapB4HALQwh1Ey8FYCw9c+jqW+dD1Cr1XD/vN6EB+s4tD+THsGjMVvNPPrjozRKjdRU1Ti6ais6s33ICHvVjJBHMy3l4U2E7I6cH6PRqOgawvFxQmh4qCoJ48ZPHu+W8vo6YZynyuvr3FueGBNfy8NdYxIaFsqwEcMICwvz6r6C05eG4fMwJwxA21BJ2A8vt/s8KcrIn8/rCWjYvX0WMUEJnKg/war6VS6v3dntA4S9aomQRzO+locz50epbe4Sjs+BAwdYvHgxffr0ISQkhH79+vHQQw/R1NR6njw/P58JEyYQHBxMjx49ePzxxz2+Z/HxYlUSxsXFxylWXrWy5LqrvGolHHXHmKiVtdgdY1JXV8fPP/wspsYEnqPVUZ11BwChP72BtqakXZEZw2PJSo/BYg7BWnwxGjRsbtpMXkWe08sGQvsQ9qoZIY9m1JKHI+fHYlGW7LdLOD67du3CarXy0ksvsWPHDp5++mlefPFF7rvvPnuZqqoqpk2bRq9evdiyZQtPPPEES5Ys4eWX2/+qUsLqr1arliVXifKqpbQySpVX7SzrSoyJWkZERqk8vvr8K9bnrqeqssqn9xecXjQNyKIpdTgacwOh37e3TxqNhrvn9CQ2XM+Roz3orZ8CwH/2/IfKxsp25QOlfQh7ZUPIoxm15dHW+amqUmabNZLSPO4BxhNPPMELL7zAvn37AHjhhRf4y1/+wvHjx+3zfPfccw8ff/wxu3btcnqdxsbGVnv/q6qq6NGjB3//59+54OILnMaFcReL2ULhlkKGjByCTm9LOniy9CQb1m4gIiqCCVkT7PcymU2sz11PdWU14yePt68PUoOO7rWzYCc7tu8gPSNd9azFzu7l7Bk5w9FzVooreRw/ehytQcuci+cQGxfr/pc8xbCYLfyy5hdGTBnh9rM+3Qk68D3xK65B0hk4cd1XWCJT2pVZW1jBX947gFZrosegZZRxgrTgNB6Z+AgajQZwv314w+lgr5TaD1/ZK2/oyvKQn/Po0aN9Egm/oKCA/Px8EhMT+cMf/kBlZSWRkZFOy3dZx+f+++/nq6++YvPmzQAsWLCAqqoqPv74Y3uZ3NxcpkyZQllZGTExMQ6vs2TJEpYuXdru+Ntvv+3W9lGBQCBQjCRx9p5Hia/Zxf64LPJ7XuWw2Ku7tWwr05ISXUR9yvNYsDAvZB5nBJ3h5woLBIFPXV0dl19+uUvHp0smHdqzZw/PPvssTz75pP3Y8ePH6dOnT6tySUlJ9s+cOT733nsvt99+u/29POKT0i+FHj17+KzOHf2SkD33kLAQwJYuQ21PvS0tPfe4xDiOFR3zy0hPW+RfCSmpKZwsPun2LydvRnxknMlDq9WS+20uMy6YIUZ8ECM+3iKl3QdvL6B3+XpC5t+DJbq9velzlok/PLeLYxWpnNXnfLY3fMindZ8SZ43DXGr2y8hCW05le+Wu/fDWXvmCrigPX4/4yKxevVpRuU51fO655x4ee+yxDssUFhYyePBg+/uioiJmzJjBRRddxLXXXut1HYKCgggKah8RVafXqWLMHV03MTmRsyadxZqcNQBMyZ5CYnKiz+/tql6Tp07m/Xfep+hIEandU8nIzPBrHQAyMjMoKyuj6EgRALOnzvZojtwb+TmTR0V5BcGhwRiMBpdJbE8ndHqdeB4eYO07lsa+Ewjat56oH16kak57W5gUo+faCTE8lVPKz/mjSBu5k33Vu/i45mOmNE3xuH14w+lgr5TaD1/ZK2/oyvLQ6/U+dXyGDBmiqFynLm6+4447KCws7PDVt29fe/mjR4+SlZXFWWed1W7RcnJyMidOnGh1TH6fnJzsdt2iY6Ld/0IeYjKZyM/Lt7/Pz8vvlJ1Du3futv+75ESJ6ll5HVFaUkrJieadLi3r5C+cySM6JpoLLrmAmFjHo4cCgbvUTLbF9Qne/gm6k/sdlpk8MITBUVZMFi21h+ahl/SUGErYHbw7oNqHvxH2yoaQRzNWq9V1ITrZ8UlISGDw4MEdvuSFykVFRUyePJmRI0fy2muvodW2rvq4ceNYt25dK4Hn5OQwaNAgp9NcgUDL1ffTZk5j2sxpnRJRuOXq+4suu0j1rLyOaLkb4qLLLlI9q7sjAkUegtMDc7dhNPafjEayEuZghxfYdnld0s9KkA72HI+kZ91UAArCCtiwfcNp2T6EvbIh5NFMSUkJa9asUVS2S2xnl52enj178uSTT1JSUsLx48c5fvy4vczll1+O0Whk8eLF7NixgxUrVvCvf/2r1fodd/j5h599VX2nONpy2BnpFNpuOfRHVt62ONoCqmZWd0e4ksfnH3/OB+98QHmZ91mzBQKZmgk3AbZRH23FEYdlYoPgDONhAH49Npkh0cMwY6YgqYC8bXkB0T6EvQose3U6yaOkpIScnBzF04xdwvHJyclhz549fPvtt3Tv3p2UlBT7SyYqKopvvvmG/fv3M3LkSO644w4efPBBrrvuOo/uubNgp6rK21GcBX8qr7M4C/5U3o7iXvjLmCiVx6EDhxQPpwoESjCnDqexz9lorGanoz4AoxPqSU8Jpt4E5hPzCdGFcLDpILV9awOmfQh7FVj26nSQh+z0REdHc9ZZZyk6p0s4PosWLUKSJIevlgwbNoz169fT0NDAkSNHuPvuuz2+56C0Qaopr5LgUv5QXlfBpfyhvEqCfaltTJTK4+xJZ2M2m31+f4GgdsKNAIRs+wBt1fFWn0VERgCQPWMqd83ojl6rYes+I+PjLgXgm+pvSE1P7fT2IeyVjUCxV6eDPFo6PdnZ2afWiE9nMGjIIFWU12RWHlFTTeVVGlFTTeV1J8KpWsbEnQinsXGxPo+AKhAAmHqOpqnnaDQWE2E/vNLqM7ldhIaG0isuiEtH27Ypr9s6hPSYDJqsTXzV9BVDhw3t1PYh7FUzgWCvTnV5eOr0gHB8OkQN5V2fu96tMOJqKK+7YcTVUF5Pwrr7Wh6ehHVXmv1XIHCX2vG/j/r8sqJVDq/6+vpWf68cm0C3KAOl1Vbi6y8jSBdEQVkBh6MPd3r7EPaqmUCwV6eqPLxxekA4Pk4JDw8HfKe8JrNN4aorq93OneJL5fU0d4ovldebXDY+k4cHRiQiMoJzZp5DZJTziKACgac09TmLptRMNOZGQje9Zj9eX2dzeBrqGwAIMmi5daptfeOXeVpmpf4BgOW7lhM/IL7T2oeMsFfNdKa9kglEeZwsPelxHTpyek6p7OydgcHouwVrJpMtqiXA+MnjPZou8YXyepswzhfGxBcJ/HwhD0+MiMFgIDkl2e8BygSnCRoNteNvACBk67toGqqdFh3TJ4LJAyOxSvBTfgbpsek0WBp4bvtzpA9L75T20RJhr5rpLHvVkkCTx4a1G9w+H1yP9CgdkReOjxMa6hpavfdUeWWlra60GTFvwoh7o7y+ypLrjTHxZdZib+XhiRGpq63jl82/UFtb60mVBQKXNPWfhDm+H9rGGkJ+WdFh2Zuykgk1atl1rJF040KMWiN5pXnkFuV2Svtoi7BXzQh52JDlERFlW7BfWqpcHkqmtxoaGhyc2R5Fjk9+fr7br66++6W+ob7dMXeVt6XSjp883if18kR5faW0Mp4YE18aERlv5OGJEWloaGBn/k77lINA4HM0WmrHXgNA6E+vg6XJadGECAOLx9tSE6z4Hub0uhiAV3a+QmVTpd/bhyO6qr06WXqyy9srRwSKPCZkTQBsicRLSkpcnKF8TY+8Ds4VihyfzMxMRowYQWZmpqLXGWecwaFDhxRVoKuhVHnbKq0vE8a5o7y+VloZd4yJGk6PjKfyELuzBIFKw9DZWMIT0VWfILjgc3suQWNQ+2H88zNjGZgUTE2jlUP7x9IrohfVpmpe3fkqEBjto6vZK4ANazecsvYqIOTxexLXqKgocnJyOnR+vF3I7AjFU12bNm1i//79Ll/79u0jODjY64oFMq6U1x+drBLlVUtpZZQYEzWdHpmW8thZsLPd58LpEXQp9EbqzlwIQNiP/yUsLNT2bwcLN/VaDbdP7YYG+LawhhlJ16BBw5qiNWwr3QYIeyWjxF7Ji24joiL8Yq9OZ3kAZGVlER0d7dT5UcPpAYWOz6RJk+jfvz+9evVy+erduzcTJ04kJCTEJxUMVJwprz872Y6U1x9KCx0bE384PTKyPHZs39HquHB6BF2R+jMuxWoMQ1/yG8a93wFgsVgclh2cEsKsjGgAPt4UwcxeswB4bvtzNFoaAWGvZFzZK3nR7YSsCX6xV0IeBrKzsx06P2o5PaDQ8cnNzSU6OlrxRb/88stW6SS6Ip7EaeiMTtaR8vpLaWUcGRN/Oj0yQ4cPJT0jHbClHPG1PIKCgug3sN8pP6Ip6Hyk4Ajqz7gEgJDv/wNAVWWV0/LXTkgiPEjLnuIG4ptmExccx7G6Y6z4rXmBtLBXNjqyV/KiW3kqRk2EPGw4cn48dXr0er2ichqpbd6H05yqqiqioqLI35dPRESEonNkRQEwGowOldZitlCwqYChY4ai0+t8Xm+54TaZbIsh/aW0LZEbrvwrKj4h3m9Oj4z8nAv3FWKVrE7l4Sn6YD2GYLGdHcBsMrP5m82MmjYKvUGZwREoR1t1nPhlU9BYzXw3cAlhmROIT3Suxx9uPcm/1xwnMljHrXNO8sz2f6DT6Hh6/NP0iexjL6fEXqlNoNqriVkT2b1lt2p22hGnozxkOz1u3Di7s2IymVqN+iQkJLg90lNVVUWfPn2orKwkMtJ5vDW3trP/9ttvfPDBB+zfvx+AL774gokTJzJ69GgeeeSRdrmzujLuJKIclDbI/u+EpIROmU6JT4gnISnBYZ38hcFgYFjmMPv7YZnDOj3mjS/lYTabqSiv6PI7FgVdA2tkMg3p5wHQv/hLl+XnZMbSNz6IqgYL+bv7MC5pHBbJwnPbn8MqNdszYa9sOLRXfhjpaYuQhw2DwUBmZqb9fWZmptv9h1IfRLHj89FHH5GWlsbll1/OkCFD+N///sf8+fMJCwsjKSmJJUuW8Pjjj7tVyUCmsqJSUTn5V4PRYCS1eypFR4pUzcrrjIJtBRQdKSK1eypGg1H1rLyOkOfIo6OjiY6OZsPaDapm5XWEHCFbDXlUVVbxxUdfKNYNgcBb6sYtBqBbxc8Ya493WFav1XDLObYlBp/ll5OdvJAQfQi7K3bzzeFvAGGvWuLIXnkTUdgThDyaKSkpYe3atcTExBATE8PatWsVbXVvSUVFhaJyih2fRx55hLvuuouGhgZeeOEF/vjHP/Loo4+yatUqPv/8c5577jmWL1/uViW7Om3nZCdNmaRqVl5ntJyTnTRlkupZeR3Rck1P9sxssmdmq5qV1xFtI2R3ljwEAl9hThxEdepoNEgk7vnEZfnMHmFkDbJFdP7f+iYuH3A5AP/b9T9O1p4U9up3nNkrTyMKe4LoP5ppuaZn5syZzJw5s8PdXt6i2PHZvXs3V199NRqNhoULF9LU1MTUqVPtn0+bNo2DBw/6vIKBirOFaGpl5XWGo4VoambldYSjhcxqZuV1hLMI2f6Wh0Dga5rGXgVAwv5VaEx1LsvfMCmZYL2G7UV1hDZMoHdEb6pN1Ty+9nFhr+jYXsmLm9Ue+RH9RzOOFjJ3tNvLFyh2fGpra+2LfbVaLSEhIYSGhto/DwkJobGx0aeVC1Rcrb73l/J2tPreX8rb0e4tfzk/riJkC+dH0JVp6DeRGmMiuqZqwnZ/4bJ8YqSBP4y1rdd4eV0pC/rbIkHvZCfdx3QX9qoDeyVHFFZzml70H82UlpY63b2lpvOj2PHRaDRoNBqn708XlG45VFt5lWw5VFt5lWxZV9v5URoh21fy0GpFejuBf6mqqmF/QjYAkflvg4IFnBePiqNblIHSGjOf5NTRr6kfAO8UvYNFah8PSNgrG/Li5oioCL/Yq9O5/4DmUDnOdm+p5fwotuKSJDFw4EBiY2OJjY2lpqaGESNG2N8PHjzYJxUKFKJjotsdczfOgquIwp7iTpwFtZTXnTg9ajk/3sjDE2MSGxfLZYsu82n6EYHAFWazmUNxE7DoQzCW7SP4yCaX5wTptVwz3tYefiwN54qMmwjTh7Gvah+rDq5yeI5anW1Xs1dgC2DY1e2VMwJBHvJUYlRUlMst6+44PzExMYrurzj4xmuvvaa06ClB29EsT4NLyYpVkF/AkL5DvK6XJ8GlZOVdu3otuatzvY6t40lwQtn5yV2dy9rVa72OVeGtPOS4Gf6OHSIQeIJZF0pp7+kk7fmYyG1v09BjbIflTSYTpv2b6WaM4WhTKDm/hrAgfQEvFLzAm7vf5OyUs4kJat9J+Lp9dFl7pT817VWgyGPD2g3069GPrCzl/Ud2djY5OTnk5OSQnZ1NQkKCy/OcIQIYtkEOYLgxbyPdUrsBvgkjvj1vO9ZaK9owLRmZGR7VzduImr6IpuztNXzxLDu6htJAkZ48y6rKKjb9uIlJ0ycRFR3ldr1PNUQAQ/9QfLyYfVv20TfJSsZXi5DQUHTlZ5ijejgs37J9dM88m3u+KAPg+T/05j9772dP5R6yUrO4PfN2p/f0RfTermiv2toPte2VUk41eURFR5EYmdgqgKES5CCHFRUVDp2foqIihg0b5tsAhqcTcpA6X4URTxuaBsCO7Ts8Grb0heJ7O2zpC8X3dtrLV/LwZBjZbDZTdrJMBDAUdAqNkT2o6zUeDRIR+e86LNO2fYwdksK0NJuT/tJ3xfwx/Y9o0JBblEvBSed67+00i7BXNjrTXrUk0OQhLyJ3F1fTXkptsyLHJyYmxr6Wx9XrVEKN3CnpGeluK68vc6d4qry+zL3lqTHxtTzEbi9BVyA8IhyA0PBQqofZ4vJEFH6Mpqm2VTln7eOa8UkE6TVsO1JHcWkK03pOA+CFghcwW513FJ62D2GvbASKvQpIeXgRIdsXC54VOT7PPPMMTz/9NE8//TT3338/ANOnT2fJkiUsWbKE6dOnA/DAAw+4XYFAxWwyq5IwLm1omlvKq0bCOHeVV42Eo+4aE7US+LlrTKqqnCeKFAjUwGg0AhBkDKK+5zhM0b3QNtUQvusze5mO2kdipIFLRtnev/DdCS7vfwURhggO1Rziy4Mdp8Jwt30Ie2UjUOzVqSwPb5wfRY7PwoUL7a+NGzfy8MMP884773DLLbdwyy238M477/Dwww/z3XffefQlApEfN/6oWpZcpcqrZpZcpcqrZpZ1pcZE7azFSuVRuKOwwwzZAoEayPHRjh49ChotVRm2rO0RBe+DJClqH5eeGUdsmJ6jFU18u8PMgsELAHj717epbOw4BYuwVza6mr06HeThqfPj9hqfr7/+mhkzZrQ7PmPGDFavXu3u5QKWxsZGVbPkulJeNZVWxpXyqqm0Mq6MidpGREaJPPbu2cvUmVPtUw8CgT+orbFNaa3NsbWP2sGzseqDMZbtQXdks6L2EWrUcc34RABe/6GEMfFZ9I3sS625lrd+fctlHYS9stGV7NXpIo+Wzk99fb2i89x2fOLi4vjkk/Y5Yz755BPi4k6d+CZZ2VmqZ8l1prz+UFoZZ8rrD6WVcWZM/GVEZFzJ44yRZzDyzJEEBQWpWg+BwBHhkeGsXb2W4qomagfYfnw2fPuc4vYxPT2afgnB1DRaefPHMq5NuxaArw99zf6q/S7vL+yVja5ir04necjOz8aNGxWd4/Ye1KVLl3LNNdewdu1axowZA8CmTZv46quv+M9//uPu5QKWiPAIv9ynbZwG+d/+UFqZtnEahmUOY8PaDX5RWpm2cX7GTx5Pfl6+34yITEfy6D+wP4UFhQxIH0BISIhf6iMQyIw9eyzbt21n7eq1BA0/h4zCj+lTk8/UqQ8QraB96LQabpycxB3vH+TjvDLOzxzA+JTxbDi2gZd3vMzfx/7dZTR+Ya9sdAV7dbrJIzs7mw8++EBRebdHfBYtWsTGjRuJjIzkww8/5MMPPyQyMpINGzawaNEidy8XsNTW1bou5CNaeu7+VloZWXlLS0pZk7OG0LBQvymtjGxMQsNCWZOzhtKSUr8aERln8qirq2PrT1upq3WdKFIg8DVyUL3QsFA+23yEY9pk9FjoWbxe8TVG9gpnXN9wLFZ4ZX0xVw25CqPWSEFZARuPK/u1LOyVjUC3V/4kUOQxatQoRWU9iuMzZswY3nrrLbZu3crWrVt566237KM/AoFAIPAdcufRNkjkVmMmABE7VoJkVXy9ayckodXAut+qKCkP58J+FwLwauGrNFpOj0TTgtMbRY6Pu1t4q6urParM6UrLOdnOiisjz8nGJ8QzJXsKdbV1qmbldYQ8R15XW8eU7CnEJ8SrmtXdGYEgD4FAJiLSNu0eHBLcqn2cSJlAgyYIQ+Vhgg+7zt8l0zchmOnp0QC8vO4E8/rOIz44npL6Ej7a95HL8wOhfQh71YyQhw2TycSGDRsUlVUcwLC4uFhxBVJTU9m3b5/i8oFIeVm5X+7TdiFaZwTVa7sQLTklWfWsvG1puzAwOSVZ1azuzuhIHoU7Cv1SB4GgJXJWoXVr1rVqHxOmTWdPpG1oP2jLm25d86qzEjHobEEN8w6ZuHrI1QC8v+d9SuqdbwsW9spGV7BXp5s8cnJyFA/SKFrcLEkSr7zyCuHhyrbx+tPLU4uffviJ1O6pqs7XOlt9789Ems5W3/s6MV1HONsN4evEpq5wJY+fNv1EYkqiPaCcQOAP5B9hJ46dYOacma3ah3HaLfD+RqKKNnLoYCFRvZQlQk6MNHDhGbG8+/NJXl53gpevPJv02HR2lO1g+a7l3DniznbnCHtlo6vYq9NJHnL+rkmTJik6R5Hj07NnT7d2bCUnJ/t1UZMaJCYnqqq8rrYc+kN5XW059IfyutoC6i9jolQeWqPWPvUgEPiTsWePbaf7UtJg6lLOIPTYVmpWP49pzkOK28cfxiTweX45+0ob+XZXFdemXcufNvyJdUfXcW6vc0mLTbOXFfbKRlezV6eDPFomLVUaakTRVNeBAwfYv3+/W68ePRxnDu4qTJg0QbVhS6VxFtQctlQaZ8HbxHQdoTTuhbeJAl2hVB5pGWlEx0ZjtSpfSCoQ+IqY2BiHx2szLgZgeNM2vvt9d5ESIoJ1XDHGlt361Q3FdA/rw7Qetjxe/y38L9bfF0wLe2Wjq9mr00EeHWVq7wiRnd0JNTU1qijvzoKdbm05VEN53Q0upYbyuhvsSy1j4k6wr4ryCtZ/u95v678EAiXU9jsHS1AU4ZZK0ozH3WofF4yIJSFCz4lqEx//UsYfBv2BEF0Iv1b8yvqj690OhifslY1AsFdwasvDkdNTXq7MNgvHpwPUUN4d23e4HWfBl8rraURNXyqvpxFOfS0Pf0Y4FQhUQ2ekZvBsACaE7HOrfQQZtFx9li2VxZubStFLkfbt7a9sf4Wt27YKe9XF7VVAysPsnTw8HemREY6PC3ylvDsLdgKQnpHuUSfrC+X1Noy4L4yJt2HdfSUP4fQIugoxMbYprqjoKKdlatLmAhB2cD1Tzx7uVvuYlh5N77ggqhssvPNTKXP7ziVKF0WFpYKqPlXCXp0C9irQ5LE+V3nQzZb4wukB4fgowlvlLdhWwI7tOwBIG5rmorRzvFFeX+VO8caY+CqXjS/kIZweQVdBo7WlkdBqnZtrU9wAGpMy0FjNRO/5yq32odNquG5iEgArt57k582/MaTCtjtsXd06KhorPKq3sFc2AsVeBZI8qittsf7clYcvnB4Qjo9iPFVeWWnTM9J9Ug9PlNfXCeM8MSa+TuDnrTyE0yPoKtRU19j+1tR0WK467QIAInZ+iEGvd6t9jOsbTkZqKE1miTd/LmP24Nn0j+pPvbmet3992+O6d1l7ZT417VWgyGP85PEA5OYq7z985fSAh45PRUUF//znP7nmmmu45pprePrpp6msrPSqIoGGo2Fld5W3pdJ6M9LTFneUV60sue4YE7WyFnsjD0+MSExsDBddcRGxcbGeVlkgcJumpiYATE0ddxC1A2ZgNYRgqDhA0LFf3GofGo2Gqd1s+Ql/bYwlttcgFg9ZDNiytx+qPuRx/buavQJYn7u+y9srZwSCPOLi4wCorKwkJyfHZf+h1OmJinI+HdwStx2fzZs3069fP55++mnKysooKyvjqaeeol+/fmzdutXdywUszoaVlSqv2iMLSpRXLaWVUWJM1HJ6ZNrK42TpSYflfCEPjUaD0Wh0mcFaIOgMJGMYtf2nAxC+05Z6wh17VXswn7Q4CaukYfn3JQyNG8q4pHFYsfJa4Wte1a3L2KvfF91WV1b7xV6dzv0HQFZWFhUVFU6dH3dHejqaDm5Vzt2K/ulPf2LOnDkcOHDAnp19//79nHfeedx2223uXi5gkYeXHeFKef01ndKR8vpDaaFjY6K20yPTUh4b1rbP1eIreVRVVbHm6zVUVbqXu04g8Bc1v093he35Bk2jbR2FO/bqtln9APi2sJJ9JQ0sGrIInUbH5pLN/FLyi1d16wr2Sl50O37yeL/Yq9O+/4iPJzs726Hz48n0lqvpYBmPRnzuvvtu9PrmoM96vZ677rqLzZs3u3u5gMXVUKgz5fX3GhJHyusvpZVxZEz85fTIyPKIiLJFVZZHfnwpD7PJzLGiY6dEShbBqUlj8nCaYvqiNTcQ9ttX9uNK7dXApBAmDYxEAl7dWEy3sG6c2+tcwJa93SJZvKpfoNsredGtPBWjFqL/aCYhIaGd8+Ppmh6ltllRyoqWREZGcujQIQYPHtzq+OHDh4mIOL1C+bcNT56QlEDRkSK/L5xtGZ785MmTlJwo8ZvSyrQMT56zKgeAuto6vzg9MgaDgQlZE9i9ZTcb1m4gLjGuU+QhEPiS0LBQAEJCQ1wX1mioSbuA2I3/JGLnR9QMvcj+kVJ7dfXZiaz/rYoNe6rZdayeSwdcyrdHvuVA9QG+Pfwt03pO8+r7BLK9mpg1kWN7j/mlDqL/aEZ2fnJycli1ahVgG73xxUJmR7g94nPJJZewePFiVqxYweHDhzl8+DDvvvsu11xzDZdddpnPKxjoyMrbZGqi6EgRqd1TO6WTHTp8KKndUyk6UkSTqcmvSisjr9avqKigoqJC1eFiZxj0tu/c2fIQCHxFcHBwq7+uqBl8HpJWT1DxDgylu1t9psRe9YoLIjstGoBXNpwgwhjBpQMuBeDNX9+k3lzv5TcKXHul9khPW0T/0UxCQgKTJ0+mvLyc8vJyJk+erIrTAx44Pk8++STz5s1jwYIF9O7dm969e7No0SLmz5/PY489pkYdA57dO5uNS8mJEp/nZlFCaUkpJSdKHNbJX5hMJvLz8u3v8/PyO31aqLPkIRD4CnlXV2NTo6Ly1pBY6vpkARDx+yLnliixV4vGJaDXath8sJZfDtVybu9zSQlNobyxnA/3fejJ12hFwNorLyIKe4roP2yYTCby8vLs7/Py8lTrP9x2fIxGI//6178oLy8nLy+PvLw8ysrKePrppxVnRu0KhAQrGFam9ZzsRZddpFpiuo5oOSd70WUXqZaYriNarumZNnMa02ZOUyUxnStaRsj2tTzCwsIYNW4UYeFhXl9LIFCKvNGirqZO8TlyTJ+w3Z+jMTc7TErtVUq0kfOGRQPw3w0n0Gv0LBy8EICP931MeYPn+eoC2V55GlHYU0T/YaPlmp5Zs2Yxa9asDnd7OUPpqKjHAQxDQ0PJyMggIyOD0NBQTy+jmDlz5tCzZ0+Cg4NJSUnhyiuv5OjRo63K5OfnM2HCBIKDg+nRowePP/64x/cLDnX9ANsuRFM7K68jHC1EUzMrryMcLWRWMyuvM9pGyPa1PIKCgxg0ZJDixiUQdBYNPcZiDk9G11hN6L41gPv26oqxCRj1GgqO1rNpfw1nJZ/FoOhBNFgaeOe3dzyqV6DbK3tEYT+M/Ij+w4ajhcyOFjwrISRE2YCFIsdn3rx5il9qkZWVxXvvvcfu3bv54IMP2Lt3L/Pnz7d/XlVVxbRp0+jVqxdbtmzhiSeeYMmSJbz88sse3c9VsDBnq+/9qbwdrb73l/J2tHvLn86PswjZvpRHY2Mj+/fsp7FR2ZSDQNBpaHXUDJkDQHjhxx7Zq/hwA/NG2IJ1/ndDMRKwaPAiAL4+/DVHao64VaWuYK/kiMLrc9f7xV6J/sP57i1PnB+lMtNIkiS5KnTVVVcpuhjAa695F+hKKZ9++ilz586lsbERg8HACy+8wF/+8heOHz+O0WgE4J577uHjjz9m165dTq/T2NjYqiOrqqqiR48e5G7KpUfPHg7P2Vmwkx3bd5Ceke40IrPJbIsJUV1ZzfjJ44mOjqZwSyFDRg5Bp9d58c1tnCw9yYa1G4iIimBC1gT7ol5P6uopbb+js4WBSuvqKS2/46DBgxw+Z6V17YjysnJyv81lxgUzRPRmwGK28MuaXxgxZYRPdFrgmNLiUg7kHSClbwpxCcr1Vl91hF5vz0FCwwsRN9Bj+FmK7ZU9sm69hSte20tdk5UHZ3Vj0sBI/rb1b2wu2czYxLHcM+IeRXXpKvbKYrZQuKWQfUf2ER4Zrrq9clcevqKz5SE/5+rqaiorK8nKyiI+3vFGmNLSUnJzc4mKiiIrq+NF14cOHWL06NFUVlYSGRnptJwixyfQKCsr44YbbqCoqIgNG2wB6xYsWEBVVRUff/yxvVxubi5TpkyhrKzMnuG4LUuWLGHp0qXtjr/99tt+mcITCAQCtTjrt0dJqCmkMHkev6bM9egaqw5r+OqIjqQQibuHWyi1nmBZ9TIkJK4Lv46e+p6+rbRA4CF1dXVcfvnlLh0ft+P4dCZ33303y5Yto66ujrFjx/L555/bPzt+/Dh9+vRpVT4pKcn+mTPH59577+X222+3v5dHfFL6pbQb8fHE+5U995qqGvp27+v1iI+noye+9Nw9/TXi65EfR99J/iXh7Dl780tKjPi0Roz4+Af5ObtrO3YW7ORHS39mU0j/2h8xnnkfaDpe3eCoffTJtPD9a/s4UW/hWER3ZqQPpbCgkNVFq1mvX8/fz/y70zQuXc1etbQfFRUVqtsrX9ZdCYEijw25G0iITKBv3772ftoVSkZ+Dh1SllPObcenT58+HeYq2rdvn+Jr3XPPPS63wBcWFtqDJd55550sXryYgwcPsnTpUhYsWMDnn3/uVe6koKAgh7vRtDptKyNTsK2A7fnb3Q4updPr7IGywJbgNTE50aO6lpaUsi53HZHRkUyeOtmtOAsZmRloNBryt+Wj0Wg8jhVhMplYl7vOo4jMicmJTDxnImtXr2Vd7jqvYkW4kodOr3PYScjyyF2dy7rcdW59B61Oi1WyotPr0Bu61G8GVRHPwz8402lHyO0jc8QFWDfnYqg+StiJrTR0H+PyHo7ax+Vj4nnxuxO8sekk04bGcMXgK1h3bB2FFYVsPrmZsclj212rK9srnV7nV3vVUT08tVdtCSR51FTWkBCZQFJSUqssEB2RnJzM1KlTycnJITc3l+zs7HbfQadT1j7c3tV12223ceutt9pfN954I+PGjaOyspLrrrvOrWvdcccdFBYWdvjq27evvXx8fDwDBw4kOzubd999ly+//JIff/wRsD2UEydOtLq+/D45Odndr4lO29rp8SaMuBxRGGDD2g0eLVjzRRhxbxes+SINhS8WPPtCHp4sINTr9cQlxCluqAKBLyg7WQbYRhyV0LJ9pJ0xktoBMwAIL/xE0fmO2scFmbHEhek5XmXi8/xy4oLjOL/P+QC8vut1LNbWqSyEvWqms+xVSwJNHvIicndxteBZtSSlLZ2eW2+9lT//+c+89dZbPPzww+ze7V7Qo4SEBAYPHtzhS16o3Bar1QpgX5g8btw41q1b1+pB5OTkMGjQIKfTXB0RGW2bH/RV7hR5SDEiKsJt5fVl7hRPldeXube8MSY+k4cHxiQyKpIZs2cQFR3l8X0FAjVx1D6q0+YCELpntT1xqSvato/qijKuHGvbcfPmj6U0mKxc2O9CIgwRHKk9Qs6RHPu5wl4105n2SiYQ5eHNlF1Hzk9UlDLb7HEcn7bMnDmTDz74wFeXa8WmTZtYtmwZeXl5HDx4kDVr1nDZZZfRr18/xo0bB8Dll1+O0Whk8eLF7NixgxUrVvCvf/2r1fodd1EjYdyErAluKa8aCePcVV41Eo56Ykx8LQ9PjEldrfIgcgKBP3HWPpoSh9IU2w+tpbFV4lJXtG0fY1IsJEUaOFlr5pO8MsIMYfZUFm//+jYN5gZhr1oQCPbqVJWHp3F+ZHzm+KxcuZLYWHUWfIaGhvLhhx9yzjnnMGjQIBYvXsywYcP47rvv7OtzoqKi+Oabb9i/fz8jR47kjjvu4MEHH3R7+k1m08ZNqmTJNeiVK6+aWXKVKq+aWdbdMSZqZS12x5js+XUPzz31nD3zu0DgTzoKqtdh+9BoqBkyF4CIwo/dumfL9rEx9zsuHGoLEPf2T6XUNVmY2XMmSSFJlDeW83bB28Je/U4g2KtTvf9w5PxUVFQoOtdtx2fEiBGcccYZ9teIESNISUnhvvvu47777nP3corIyMhgzZo1nDx5koaGBvbv388LL7xAampqq3LDhg1j/fr1NDQ0cOTIEe6++26P77lr5y7VsuQqUV41lVbGlfKqqbQySoyJWkZERqk8Nn63UazvEXQaP2780eP2UTPoXFvi0hMFGE7+5tZ9W7YPDmyiW6SOynoLK7eUYdAZuHLQlQB8duQz9FF6Ya8CxF6dDv1HW+dHzmvnCrcdn7lz53L++efbX/PmzeOhhx6ioKDA49GVQGRQ2iBVs+R2pLz+UFoZZ8rrD6WV6ciYqG1EZJTIIyIqgvhE/2abFwjkNWXmJrPH7cMaGkdd74mA8kXOLZHbR3RMJEN1ti3DKzaXUt1gYYhhCHGWOMwaM0e7HxX2KkDs1enSf7R0fuS4fq5w2/F56KGHWr0eeOAB/vjHP9q3nJ8qDBoySPV7OFJefyqtTFvl9afSyjgyJv4yIjKu5HH2xLPRuoiDIhD4GnmL7qRzJnnVPuTprvDdn4PF/d1JcvsYmQJx+gZqG6289t1h1n27jgl6267Vb458w9Haoy6u5B3CXtkQ/UczsvNTVVWlqLyicXulFwM6jJYoaI+svLmrc/lm1TeArVH5S2ll5Iaavy2f/G35GA1GvymtjGxM1q5ey/vvvA/gNyMi05E8qquU7YgRCHyJvKA+JCTEq/ZR3+tszKHx6OtKCT2wjrp+57hdF4PBwJTsLH6r/oGVh4P5tKCKmwZGsyD7fA79coitJVt5Y/cb3H2G58sMlCDslQ3RfzSTkJDAhAkTFJVV9PM1OjqamJgYRa9ThYjICL/dy2AwMCxzmP39sMxhflVamUFpzaNcCUkJflVamfiEeBKSmhPVtayTv3Amj6joKObMn0N0TLTf6yQ4fWloaABsoTu8ah9aPbWDZwO2xKWeYjAYuHDCABL0dZglHb9p+mAwGFg0eBEaNGw4toFfK371+PpKEfbKhug/munVq5eicoocn9zcXNasWcOaNWt49dVXSUxM5K677uKjjz7io48+4q677iIpKYlXX33Vq0oHEv5cxFpaUsqGtRuIjo4mOjra4yCH3iAPTxoNRlK7p1J0pEjVrLzOKNhWQNGRIlK7p2I0GFXP6u4IZ/LQ6XREREYojg4qEPgab9tH9e/TXSEHN6CrKfaoDvJC/8lJthHQr3fVsfvACfpE9iErNQuA1wpfQ800kMJeNSP6j2Y6SkjeEkWOz6RJk+yv//3vfzz11FM8+uijzJkzhzlz5vDoo4/y5JNP+i0zuz+orKj0y31azslmz8wme2a2VxE6PaHtnOykKZO8itDpKS3nyCdNmeR1xFRP6EgeBw8cZON3G6mprvFLXQSCluzetdvr9mGO6U1DciYayUrY7s9dn9CGlu3j2gvHk5EaggUtz676jdKSUv4w6A8YtAYKygrYXLzZ7esrQdirZkT/0cy2bdvYvFmZzrm9UvOHH35g1KhR7Y6PGjWKn376yd3LBSzr1qxTXXkdLUTzRXhyd3C2EM3b8OTu4mhhoC/CxbuDS3nkrOXXwl/t0cIFAn/SNsSGp+2jJs2WaiKi8GNwY1SmbfswGo1cM96WYHJnbTSffLURbY2W2b1t02nLdy3HIlk6uqTbCHvVjOg/mtm2bRt5eXkMHDhQUXm3HZ8ePXrwn//8p93xV155hR49ejg4o2tSXVWtqvJ2tPreX8rravW9v5S3o90Q/jImSuQRERXh9yFkgSA4JBiA4cOH+6R91PafjlUfjKHiIEHH8xTVwVn7GN4jjNG9w7CiIa8xhbWr1zIlegrhhnAO1RxizZE17n3ZDhD2qhnRfzQjOz2ZmZkMGTJE0TluOz5PP/00zz77LBkZGVxzzTVcc801DBs2jGeffZann37a7UoHKmPHj1VNeZVsOVRbeZVuOVRbeZVsAVXbmCiVx9kTzxYBDAV+JzQ0FIARo0c4/Nzd9iEZw6jtPw2A8J0fu7y/q/ax+GzbqM+OyjCaQmL5ee3PnJt8LgBv7n6TBkuDy3u4QtirZkT/0UxLp2f48OGKz3Pb8Zk1axa//fYbs2fPpqysjLKyMmbPns2vv/7KrFmz3L1cwBITG6OK8p4sPak4zoJayutunAW1lNeduBdqGRN34l4YDAYRwFDgd8xmM9Bxygp320dN2gUAhO35Gk2T8/xzStrH4JQQzu4fgVWC3Zp+REZHYthhIM4YR1ljGZ/t/0zJ13SKsFfNuGuvTuX+w1OnBzzM1dW9e3f+/ve/8+GHH/Lhhx/yyCOPnFLTXADBQcGqKO+GtRvcCi7la+X1NLiUr5XXk2BfvpaHu8G+QkJCGH7GcEJCQ7y6r0DgDlWVtjhqNVUdL6p3p300pozAFNUTramesL05Dsu40z4Wn52IBvjutxp6DB9HTHQMaRVpALy/930qGz3bLCLsVTOeBCc8VfsPZ06P0WhUdL5Hjk9FRQX//Oc/7VNdTz/9NJWV/tkF5S9Cwmydm6+UV05sGREV4XZwKV8pr7cRNX2lvN5EOPWVPDwxIiGhIQwbMcw+9SAQBBqK20eLxKWOYvq42z76JgSTNdgWvPaNTeVkTc1ieNhwYi2x1JvrWbFnhdvfRdirZryJyByI/cfOgp0e1QE6HukJCwtTdA23HZ/NmzfTr18/nn76aftU11NPPUW/fv3YunWru5cLWMwms/3f3iqvHGcBYELWBI+CS3mrvL4KI+6tMfFFWHdfyMMTI9LU1MSxomOKE+EJBJ2B0vZRM/g8JI2W4KNb0ZcfsB/3tH1cdVYiWg18v7eaX0tMTMmeYk9l8eXBL91KZSHsVTO+SEMRaP3Hju07PDrf1fSWxaJsF6Hbjs+f/vQn5syZw4EDB+xTXfv37+e8887jtttuc/dyAUt1dev0BJ4qb8sElwAGvecRNT1VXl/nTvHUmPgyl4238vDEiNRU17Dm6zUidYUg4FHSPizhSdT3PBuA8F2fAt61jx6xQUxPjwbg1Y3FGAwGFmYvpCc9sUgWXsl/RdF1hL1qxpe5twKp/0jPSAegoEC5PJSs6VGaXsujEZ+777671e4WvV7PXXfdpTh4UFfFXeVtqbQTspTlEHGFu8qrVsI4d42JGgn8vJGHv3PZCASeotVqW/1VipL2YZ/u2vUppSdOeN0+FoxLQK/VsOVgLb8cqsVgMHDruFsB+LnsZ37a33Gst0CxVzsLdp6S9ipQ+o+0obb1X/n5+Wzbts1leW8WMjvCbccnMjKSQ4cOtTt++PBhIiL8l9+qs1CqvO2U1ouRnrYoVV61s+QqNSZqZi1uJw8nO1+E0yPoqsi54aKio9w+15W9quszCUtwDPraEg5+9arX7SMlysh5w2z1/e/GYiRJYmDsQLK62VJZvJz/MiXFJQ7PDRR7BbBj+w7/2Cul/YcP7VWg9B8Aw4YNIy8vr0Pnx9dOD3jg+FxyySUsXryYFStWcPjwYQ4fPsy7777LNddcw2WXXeaTSgU6rpTXH52sK+X1h9KCa2OiptMj01Ie63PXt/tcOD2C05kO7ZXOQGnPKQCMsO7wSfu4YmwCRr2GgqI6ftpv24l25eArMWgNnNCf4M3v3gxYeyUvuk3PSPeLvTrt+4+hQ8nMzHTq/Kjh9IAHjs+TTz7JvHnzWLBgAb1796Z3794sWrSI+fPn89hjj/msYp2Nq2FlZ8rrz07WmfL6S2llnBkTfzg9MrI8qitt62/kkR9fykOn0xEeGS6SlAr8SkV5BeBd/sCO7NWqE3EA9KkvJMjs/fq1+HADczNjgeZRn4SQBOb0mQNAXmgea1avCUh7JS+6ladi1EL0H80MHz7cofOjltMDoJE8TKFbV1fH3r17AejXr98ps8W3qqqKqKgo8vflK5q6a6mowzKHOY3TYzFbKNhUwNAxQ9HpfdtxtlTU8ZPHk5+X7zelbUlLRwfwm9PTkuLjxRzbe4ziqmIyMjPcjpvkCn2wHkOwGDEC287Hzd9sZtS0UegNIqK1WhQfL2bfln2kDkj1OoCmM3u1oOo1gkt2Ujb+Tqoyr/C6zhV1Zi77z2/Um6w8PKcHEwdGUmOq4brc66g2VTNFM4UelT0Czl5lDMvAWmtVxU47Qmn/oSad0X/I/eG4cePs64VbOjqAR05PVVUVffr0obKyksjISKflPIrjA7Yw6hkZGWRkZJwyTo8nyJ57aUkpa3LWEBoW6vfpFNlzDw0LZU2O7ZeUv40ItP4l1RlOD0BcvO3X68nSk50mD4EgUHFmr2p/j+Qc7mbiUmdEh+qZP9I26vPqxmIsVolwQzgX978YgF+Mv2AIMwScvVJ7pKctov9opuXIj1ojPTKKf6ZdffXVisq9+uqrHlcmkKiqqDotFmsLlFNRXsHa3LXMmDuDmNiYzq6OQOAzagfOIGbDkxhP/oaxeCdNSeleX/PiUfF89EsZB042kru7kqlDojm317l8duAziuuLydfk049+Pqi9QGBDaSBlxSM+y5cvJzc3l4qKCsrLy52+ThUsVmWBkOShyviEeKZkT6Gutk7VrLyOkIcq62rrmJI9hfiEeFWz8jqj5dCxP7LyOkKOkB0XH+dzeVitVhobGrFarV5fSyDoDJzZq0ZtCHX9zgEcR3L2hIhgHZeOto0avLaxBLNFwqAz8If+fwDgF80vjJo8KqDslTcRhT1B9B/NtJzq6mjBc0cotc2KHZ8bbriByspK9u/fT1ZWFv/973/56KOP2r1OJ9ouREtOSVY1K68j2i5ES05JVjUrrzPaLmRWOyuvI9pGyO4MeQgEviYyyrZWITwy3KvruLJXFQNsGdXDf12Fxux9RnWAeWfEEh2io6iiia93VmAymTAVmIizxGHSmMityg0oe+VpRGFPEP1HM20XMjtb8OwrFDs+zz33HMeOHeOuu+7is88+o0ePHlx88cV8/fXXeLg+ukvjbPW9Wll5HeFs9b1aWXmd4Wz3lj+dH2cRsv0pD4FADeTFn97EAlNir74srMEUnoy2qZrQvWt8UvdQo44/jLHZpde/Lybnm1yqK6tZnL4YgFWHVlHSVBIw9kqOKKz2yI/oP5pxtntLTefHrcXNQUFBXHbZZeTk5LBz507S09O58cYb6d27NzU1HWcOPpVwteXQH8rrasuhv5TX1ZZ1fzg/riJkC+dH0JWpq6tr9dddFNuryhryDRmA76a7AOYMjyUuTEdxtZkfj+qYPHUyE/pNYGTCSCyShf/t+l/A2Ct5cfOO7Tv8Yq9O+/6joKDDhcxqOT8e7+rSarVoNBokSVKcGKwrER7ueFhZaZwFpRGFPUFpnAW1lVdpnB41nR+lEbJ9YUwiIiOYdt40+9SDQOAPGupt006NDY1un+uuvdoiDQYg5Mgm9FVFnle6BVosjI602Z78pm6ER9t2ey0avAgNGjYe38ju8t0BY6/AFsDQL/ZKaf/hQ+cnUPoPsKWscLV7yx3nx1m/3Ra3HJ/GxkbeeecdsrOzGThwINu3b2fZsmUcOnRI8Q27CgZje4V0N7iUq4jCnuBucCm1lNfd4IRqOD/eyMMTY2IwGEhITBBb4wVdAk/axxnT53LQ0AeAkB0fe10H2V710RwnMVxLRb2Vj38pA6B3ZG/O6W5bUP3arteQJClg7FXa0LQub68cESj9hzyVOGzYMEVb1pU6P0pts2LH58YbbyQlJYV//OMfnHfeeRw+fJj333+fWbNmuZ08ryvQUNd6cZ+nETWdRRT2BE8javpaeT2NyOxL58dbeXhiTOpq69iyaQu1tbWeVlsg8AvetA/LSFvqIeO29zE1uT/KJNPSXp2TPZmrx6cA8PZPpdQ02mYJ/jDwDxi1RnaU7WDTiU2AsFct8aXzE0j9h7yIfOhQ5fJQ4vzU19crupZij+XFF18kMjKSvn378t1333Hdddcxb968dq9ThfqG5gfobRjx+IR4xk8eD8D63PUeKa+3YcR9pbzepqHwhTHxhTw8MSYNDQ3s2rHLPvUgEAQi3rYPXeb5mA3hRJjL2fPpSz6zV1PTougZa6SqwcK7P9nsT3xIPOf3OR+wjfqYrLZ7CXvVjC+cn0DrP+RF5O7iyvlpaFBmmxU7PgsWLCArK4vo6GiioqKcvk41fJU7RY4oXF1Z7bby+ip3irfK66vcW94YE1/JQyx4FnQVgoODAdvmElf4on1I+mBq0+YCMOjkdz6zV3qthmsnJAHw3paTFFfbrjm/33yig6I5WnuULw58Yb+OsFfNeGOvArH/8CZCti8WPLsVwPC1115z+TqVUCNh3PjJ491SXl8njPNUeX2dcNQTY+JreXhiTKySCF4o8C+hYaGt/jrDl+2jOuMSAPqY9qI9ecBn9mp8/wgyUkNpMkss31gMQKghlCsHXgnAu7+9S2Vjc/RdYa+a8cRenar9h7fOz6m3OMdHlJeVq5IlNy4+TrHyqpUl113lVSvLujvGRK2sxe4YE9P/s3fe4VFUbR++t++mV5IAIUhCCL0EKVJCRzqCFaWLNKUj8Fpor4oFFREbCghigU/BQu9BWui9915CyibZTbbM98e+u7Akm8YmoZzbay/ZmTNnzpwzO/PLc57zPCYTt24UbzRTgcC+atZsNrss4+7fh9mvHBkRjZEh0bHUdbc9r2QyGYPibFaflYeTOXPTNjXRMrwlFXwqkG5OZ+GJhU7HiOfVHQr6vHqU3x/3I36E8HHBzu07iyxLbn5u3qK6ae3k9+YtqpvWTn4eJkX1ELGT3/HYsW0HpcuWdkw9CATFQUqyzQKyK2FXjvuL6vehr/4iAMHnV9GiWX23Pa+qlvYgLtoHqwTfxl8HQCFT8GqVVwFYdWEV5/XnnY4Rz6s7iPfHHe4VP/Zgn3khhI8LgkOCizRLbm43b1HftHbyunmL+qa1k9vDpKgfInbyMx5Zxiw6deuEp5dnkbRBIMiNY0eOFevvwxDRCJNPWRSZesrdTnDr82pAk1Io5LDjbBq7z9uC31YPrM5ToU9hxcr3R77PlhFAPK/uIN4fd7hb/Jw/fz7vAxDCxyWNmjQq8ngtOd28xXXT2nF18xbXTWsnp4dJcT1E7OQ1Ho2bNcZoMOY65SAQFBUxVWKK9/chkzt8fXwO/EpQDtP0hX1elfXX0KWmLZDht/HXsf5P5PSt3BelXMm+W/vYeWNntuPE8+oO4v1xB7v4ye+UV/7sQo8hhQ0PX1DsN+/GtRtZs2KN7dzpGcVy09qx37wb1m5g49qNBIcEc/nS5WK7ae3Yz3Vg/wESExO5ef1msT1E7OQ2HnK5nBV/raDT850cq/QEguKiUkwlfH19i/X3kVa5K347ZqFOPIHm6l6CStdx2/OqV8NgVh1O5sR1I+uPpdCqsh+hHqF0eaILv5/+nR+O/kDt4Nqo5M7XJp5XdxDvjzvUrFmTq1ev5qussPg8ANjj/CQnJ5OcnEzjZo2L7aa1Y795s0xZXL50mTJlyxTrTWunWs1qlClbhsuXLpNlyirWh4idB2E8BIKcKO7fh1XrQ3q0LWu7z/6fAff9Pvw8lPT4XwLT2ZtvkGm2rZh8PvL5HJe33414Xt3hQXhePSjjUbly5XyVE8LnAcBkMnFg3wHH9wP7DpRIXJnjR447/n3z+s0iz8qbE7du3uLm9Zs5tqm4eFDGQyAACAi0TQn5B/iXyO8jtaYtkrPHmXUoUy669ffRvU4gQV5KrqeaWLLHlsoi2/L2rJQcjxXPKxsPyvPqQRiP27dv56ucED4lzN1zsm3ataFNuzYlElTv7jnZ5156rsiz8ubE3XPkz730XJFndc+JB2U8BIJ7SbyVWCK/D1NgRTLKNUImWfHa/aNbfx9alZxXG9uWt8/ffpPEdFsdTsvbjy/Mdpx4Xtl4UJ5XD8J43Lx5k82b85cTUwgfFxw/WvTKPSdHtJKIKHyvI1pxZOW9l5wcA4syq3tO5DUeW+K3IFfIkclkRd4WgcBOakoqAGtWrCmx30dqnd4AeB1diun2Nbc+r9pU9SUmVEdGlpUfNtuCGt69vH3lhZWcTD7pKC+eVzbE++MON2/eZM2aNfj4+OSrvBA+Lrh44WKR3ry5ed8X583ryvu+OG/e3FZDFNfDJD/jYbVYebLBk46pB4GgOLCvIvTw8iix34e+VG1uqsuglEx0LX3Lrc8ruUzGGy1CAVhxKJlj12x5EqsHVqdZ6WZISHx96GusklU8r/6HeH/cwS56/Pz86NSpU76OEcLHBdWqVSuymzc/Sw6L4+bNa8lhcdy8+VkCWtQPk4KMR2Zm4bNVCwT3Q4NGDUru97FuI9vV9QAIPf0XMpNzFuz7fV5VLe1Bmyq+SMDM9VcdMXz6Vu6Lh9KDkyknmbd1nnheId4fd3O36GndunW+HcuF8HFB2XJli+TmNZnzH2ehKG/e/MZZKMqbtyBxL4rqYVKQuBcqlYpjh4+RnJTstvMLBPlFpSzZ30dYu8GYvEujMCbhdeSPbGXv93n1WtMQtCo5h68YWHvU5tAcoA3g5eiXAVh2exmR1SLF80q8P4CcRY9er8/XsUL4uMBsMRfJzbt5w+YCBZcqipu3oMGliuLmLUywL3ePR0GDfVksFowGoyN3kkDwIFHkv4+QEFJj+wLgu3suMnN26+f9PK+CvFT0bGD7DX4bf52MLNvvLCIlAl+zL1nyLHYqswc1vBfxvLrDo/r+cGXpyW9wWSF88sBdN6/JbLvh9Cn6AgeXcufNW9iImu68ee8nwqnbxqOYI5wKBIXFy9sLsPn45EVR/z70lbti9gpFmXETr8O/53js/Tyvno0NpLSviltpZn5OuMWh/Yc4fOAwL4bZ8oatvria40l5LzwRz6s7PIjvj8RbiYVuQ2Gnt+5GCJ98cL83r8lkYvMG2zK7wgaXcsfNe79hxN3xMHFHWHd3jIcQPYKHBbVaDYBGrclX+SL9fSjUpNTtD4Dv7jk5Wn2g8M8rjVLO4GY2R+dfd9wkfvcxatSsQcd6HWlRtoXD0dki5W11Fc+rOzxo749/N/5b4OPBPaIHhPDJN4W9ee03rT7FNvd4P6kO7ufmdVfulPt5mLgzl839jocQPYKHBaPR6PT//FCUv4/8WH2g8M+rxlHeVAmUMEsy9hND1RpVAegT0wdPpSenU0+z8vzKfNUlnld3eJDeH96+3gDcupX/8XCX6IGHUPhkZmZSq1YtZDIZ+/btc9p34MABmjRpglarJTw8nI8++qjQ5/H0zJ6Bu6A3770JLt1BYW5edyeMK8zDpCgS+N3PeBTmIeLl7UVcqzi8fbwL22SBoMBkpNvyBhoyDHmUdKbIfh/3Wn1MrvMaFuZ5dfjAYWpwDJVc4vhtGeuO2Ryd/TX+9Kxki+i84PgCbhvzF6W3MM+ru4NFPqzPq5x4UN4fTZo3AWDDhg3cvHkzjyPyL3o8PPKeDoaHUPi8+eablC5dOtv21NRU2rRpQ0REBLt37+bjjz9m0qRJfPfdd4U6j1qjznF7fm/ee29adya1LMjNW1RZcgvyMCnKrMWFHY/CPETUajVly5V1TD0IBA86RfX70FfuismnDMqMm/jsnZ9r2cI8rxrXiaHXU7aIzrM2XENvtE1tPR3xNFG+UaSb0/n28Le5nvduCip+/t3470P/vHLFA/H++N8KRV9fX9asWZOr+CmIpUejyd908EOVnX3FihWsXr2a33//nRUrVjjtW7hwIVlZWcyZMwe1Wk3VqlXZt28fn376Ka+99prLOjMzM51is6Sm2qKkGtINeOhyVo+Vq1ZGkiQOHTiEJElUqVbFab/JbPPpSUtJo2nzpvj7+2Mx23649v/fL/7+/jRt3pR/N/7LxrUbadK8SbblrkcOHeHwwcNUr1GdylUru+3cduQyOU2bN2Xzhs3Er4uncbPG2QRe4q1E/t34L75+vjRp3gS5TO72dtw9HlarLdHh3efIbTwKgsFg4NKxS0RViUKn07mt/Q8r7r6nBTljtdju6aTEJKftao0aT09PLBaLI7rz3fgH+ANQNrwsKSkp7Ni2g5SUFCrFVMLDywONWkNmZiYpKSls37KdtNQ0GjRqgFKpxGK2IElSjqEbfP18kcsVXKnxKhH/TsZnz1wuhDTHpAtE56FDq9WSmZVJRpqzJahO3Trs272PjWs32iL83vO8unzxMkePHKVixYqEhoXSyiKx8qCCyykWvlp/iTFtymIym+hZtidTUqew9dpWVh1fxZOBT+Lr5wtASnKK4xlgx8vHC5VShdFgpHrN6mzfsp0Vf62gQaMGhIaF4uHpgdlsRp+q5/YtmxVJrpRTvWZ1x/NKn6rPtmLI3odGozGbNU6lVuHl5YXVaiUl2TnXWGhYKFarlUMHDpGelk5kxUjncVWr2bFtB8m3kqn9ZG2Q4NYNm1BTKpUOi3PSbef7AcDH1weFQkF6ejpZmVlO+7Q6LTqdjixTFkhQs3ZNtm/Zzj9L/6FRk0aOZ7e9D48fO86xI8eIqRJDVKUoLGYLGRkZZBqd/bo0Go1TH96NTCbDz98PsEUgt6+Itd/TDRs2ZNu2bSxfvpz69esTEHAnOKxKpSIzM5N169ahUqmoWbMmSUl3rtnf3x+ZTIZer3eIt8TE/DlNyyR7pKgHnOvXrxMbG8vSpUsJCgriiSeeYO/evdSqVQuAXr16kZqaytKlSx3HbNiwgRYtWnD79m38/f1zrHfSpElMnjw52/aff/4532YzgUAgeOyQJJqcmEJAxmnOBcaxv1x/t5/iZIqML48okCExopqF8v+bZV5jWMOmzE14y7wZ5j0MnVz8ISKAjIwMevToQUpKSq7pKx4Ki48kSfTp04dBgwZRt25dzp07l63MtWvXeOKJJ5y2hYSEOPa5Ej4TJkxg1KhRju+pqamEh4cTFhlGeLnwPNtmt6pUrV6VijEV2bxhM/oUfTbrh8Vs4ejuo1SOrYxCqcjPZecbu1XF29ebJs2bcPLYSUeb7rVGFRV2q4r92gGnNuUWfM2dHD54GClDQuYhI7pytMvxKAxJt5PYsG4DTz/ztEhbge2e3rt+L7Vb1Hb7PS24g72fy9cqj1xxxztBo9Hg6eWJ1WrN0TJjv0dTU1KzWSu8vL1Qq9VkZmaSnpbutE+lUuHt440kSTlaFfz9/ZHJZaTp00gKH0PA34OJuL2ZrLh+KMKro9VqycrKIk2f5nScUqnEx9f2MrqdmN0/x9fPF4VCQUZ6hsORuwJwxJLI+uPpLLnuxewOFTCmp9HX0pcTCSe4mnGVbd7beLPRmwAkJyVns/j4+PqgVCrJyMjAaHB2ENdqtXh4emCxWGyWDouVc/vOOfo6P31oNBodflh21Go1Xt5eSFbJyUrh6MOA/1krUvXZppo8vTzRaDSF6kM/fz/kcjnpaenZoszrPHTodDpMJlM2y4xCoXBYze63D+9GJpM5LI8pySlOFp9z+87RrFkzPDw8MBgMZGRk70Nvb2+sVmuOfRgQEIBMJiM1NdXRh/kNYFiiwmf8+PF8+OGHuZY5evQoq1evRq/XM2HCBLe3QaPR5DgvKFfI8/Uwr16rOjKZjAP7D3DwwEHUKnWuc7IKpcLtL4lSoaVo2rIpG9du5I9Ftoiq7p6TzQuFUkGzVs3YsHYDa1evBe7MJbtzjjwvqlavyqEdhzhy6AiHDh7KczwKglwhxypZUSgVKFUPxd8MxYLoj+IhqFSQy34uFVrK5XEBQa5FulKlxNMr+0KO/NTrF+AHAS0xnmqH9ugKyu/6kqTKC0AmR6lS4uHp2mKeW70+fj74cOev9fHdA9j3xSHO3TTy8/YkBrUuA8DYp8Yyau0o1l9eT/vb7akVUougUq5/5z6+Pg7RcC9KlZJSoaUwm8yc41y2vs6tD71UXo5YSwW9Vv/AnP8gt7epsH3o6++ba706D9cWsvvtQ1cEBt/5w9Pezx4eHqhUKlQqVa4WmtDQUNf1Bt6p96Fwbh49ejRHjx7N9VOhQgXWr1/Ptm3b0Gg0KJVKoqKiAKhbty69e9uyBoeGhnL9+nWn+u3fc+s0d1CpSiXHv4NDgktkiXRQcBDBIcE5tqm4UKlU1KhVw/G9Rq0axSp6cqKkxkMgeFzQt3wTSaVDfWEn2n2ul7cXFl8PJW92igBg/uarHL9iswzUCKlBx4odAfhsx2dkuogpJBDcS4kKn+DgYGJiYnL9qNVqvvjiC/bv38++ffvYt28fy5cvB+C3337jvffeA2xOUvHx8U5mwzVr1lCpUiWX01y5oVTm7y9Yu/e9WqWmTNkyXL50uUiz8rri0P5DXL50mTJly6BWqYs8K29O3Lp5i383/oufnx9+fn78u/HfIs3KmxP2CNlFMR4qtYpyT5QTq7oEgruw+pUhLW44AN7rPkSe5v7ffPOq/rSs5o/FClP/OIvJbJuKebXWqwTqArmsv8zc/XPdfl7Bo8lDYZ8uV66c03cvL5tZMTIykrJlywLQo0cPJk+eTP/+/Rk3bhyHDh1ixowZfPbZZ4U6Z26xWiSrhNVixWQysWPbDsyZZpq1aIZ/gD8njp3gxLETKOQKomOiHcdYzBbbagmTBdzsTn7i2AlOnzhN7dq1iY6JJul2EgnbEtgav5X6DesXi9XFfs7gUsHUb1gfgB3bdpCwJYF6Des55nmLEpPJRMK2BAK9AmnctDGBwYEux6MweGg9aPhUQ5RqJSZj8YrKBxH7PW3ONCNZ3HBTy2zmcplcdv91CYqVjHq90B76G9W1w3ivfo+UboV77ubGmI7l2HVGz8lrBn6Mv8arLUrjpfZiVP1RvLXxLX4/9jsNyjagVkgtt59b8Gjx0Kzquptz585lW9UFtgCGQ4cOZefOnQQFBfHGG28wbty4AtWdmpqKr68v+0/vzzbnKEkShlQDZoPNyc1oMCJZJTQ6DQr5Hb8dk8lEVlYWarXaITokJEyZJlQaFTLc92DP6VwAFquFTEMmMrkMrU7r1nPei6tzSUgu+8jdOM4lSSgVSqd+dtVHhT2PXP7Qhb8qEiQksgxZqHVq991fcgiICEChEs7SdswmM7tW76Jum7oPtC+V8uphAuZ0RyZZSe4+k8zKbd1+jlX7E3l38VkUchk/DIyhchmbf9KnOz5l+anllPIoxeyOs/FUufZbyo2Hpa8fduz93L59e7f+YW5/fz8Sq7rupXz58uSk12rUqMHmzZvdco7kpORsHWdINWA1WikVXAqL1YLVYsXTyxOlIns3GjONGA1GtDotWo0WCYlMQyYancZtL4l7z3EvZouZ9LR0FAoFnp6eyGTuFz95nUOSJNLT07FYLC776n659xzmLHO2fs6rr/KD2WomTZ9mi5UhVjEhSRLGNCNaL61b7i3JKnHtyjVSr6XiV9avSO5XQdFhDqtKRsNX8dz6HT7L3iIxrBpWvzJuPUebGgFsPJLM+sNJvLv4DPOHVEGnVjC4zmD2XtvL1bSrfLXrK8Y2HOvW8woeLR5K4VMSWK1WzAYzpYJL2V56ZvDz83PpC6TRalCr1RgyDFjVVrQ6LZJFQqN1j/AxGAxYzBZ8fH1cBtPTYFuxpk/Vk2XKwtvb260vE7PZTEZGBlqdNte6NVoNer2erMwsND6afPtP5QdJktDr9cjlcttyWKUCI8Zs/XzveBQmAKHCoiDTmIlG695reFiRJAlrlhWt1j3CB2wrSq5cvoLVYhXi8iEkLW446nPbUV05gO/S0ST1+gnk7vutyGQyxneJ4ODFNC7cyuTz5ReZ0LU8OpWONxu+yag1o1h1ZhVPlX2KRuGN3HZewaOFsNnnE7sPg8VqwWK24O3jnefLT6fTofPQYcgwZIt9cD8YDAYMGQZHXIbcsEf6tJgt6PX6HC1lhcEepVOhVOQpqGQyGd7e3iiUihwjoBYWu+gpzHgYDAXLeyQoHuxmb3tkV8FDhkJFyjOfYtV4ob60B89NM91+Cl8PJZO6P4FMBkt33WLTUVuMl+qlqvN8lecB2yqvJGP22C8CAQjhk29MJhNGgxGrxZqvl6wdx8vWTS/agogeO+4WPwURPXbcLX4KKnrsCPHzgGO/lR46z0OBHYt/OVLbTwHAa8vXaA4vc/s56kb60KORLUDte0vOc0tvS8/Qu0ZvKvhVIDkzmenbp7vtDz3Bo4UQPvnAvnpLsko2P5UCTnPodHdEyv1Yfgojeuy4S/wURvTYcZf4KazosSPEj0BQtGRW7Uh6/T4A+P41DtWlvW4/x6BWZYgO05GSYead385gtkioFWrGPzUelVzF9svb+eP4H24/r+DhRwgfF9jDd9vj9KTr09HoNIV2ztXqbA61BkPhXrb3I3pat2rNmNFj7lv83I/osXO/4icv0bNg/gIiIiJyrWPqlKnENYkrsPhRKpQEBAZkuwfmz5tPsH+wi6NKlpJoW6vmrRg9YnSxnlPw4JHWchyZFVsgs2Tht2gwiqQLbq1frZTz3+cj8VDL2XMujW/XXgaggn8FBtUZBMDsvbM5nnjcrecVPPwI4eMCuVzuED2pyanUa1jPLcuxdbqCWxruR/TcS2HFjztEj53Cip/7tfTcS2EsPzKZjCKMDPBIsOj3RUyaOqmkmyEoaeQKUp6Zjim0CvKM2/j/1Bt58iW3niIiWMvb3coDMH/zNYe/T+fozjQOb4zZaua///6XtKy0XGoRPG4I4eOC5KRkh+hp1qqZ2wLwaXXaAr1s3Sl67BRU/LhT9NgpqPhxt+ixUxDxY7FaSLqd5Ei09ziTU1TwrCybn0VAQADe3q4DgAoeHyS1J8kvfIs5oDyKlMsELOjpdvHTsloALzS05Yia8vs5LiUakclkjK4/mhDPEK6mXeXzhM+Fv4/AgRA+Lti8YbND9Lg711N+X7ZFIXqSkpLo17cfZUuXpcITFXjhuRfYv28/kiQhSRJlS5flj9/vzIs/GfskFcpXcIierVu34uPl48ikq1Vr+e7b7+jcqTN+Pn7EVIpxOh7grQlvUa1KNfx9/YmpFMOkiZMwmUwO8XP02FHatGpDUEAQwYHBNKzfkN27dwNw/vx5unXtRmipUCLCI2jevDlr16zN8zr/+vMvqlapiq+3Lx07dOTixYsuyx4+fJgeL/WgQvkKBAcF06plK/budfZJSE5OZvDAwVSrUg0/Lz9qVa/Fsn9ydtq8efMmDZ5swLPdniUzM5NNGzehlqtZvWo1T9Z5Eh8PH9q0bMONGzdYuWIl1atUJ9A3kJ4v93TKULxq5SqaNWlGsH8woUGhdO3UldOnTzv2nzt3DrVczZI/ltC6RWt8PX2JrRXL9m3bs7Vp9arVVK9SHX9vfzq268jVq1cd+3bt3EW7Nu0ICw4jyC+Ils1asneP8/Wr5Wq+/fpbnunyDH5efnzw3gdMnTyVJk2aMOf7OURXiMZbZxM79051ffPVN1SJroK3zpuyoWV54bkXXI6F4NHD6h1CUs8Fd8TP/FdQ3Dzl1nO80bYs1cM9STNaGP/LaQxZFrw13rzV+C0UMgUbz2/krxN/ufWcgocXIXxcoE/V5yl6JEkiI8uS74/hrn9LCjUo1dxOSeN2Slq2svbtKNVICnW2/YX962VA/wHs2b2H//vj/9gUvwmFQsFLL77E7du3AWjcuDHx8fGA7QV+/PhxjEYjVy5fQSaTsTl+M7F1Y52y4E6eNJmuz3Rl566dvPjii/R8pSfHjh5z7Pfy9mL2D7PZu38v06dPZ+6cuXwx4wvAZvl5fcjrlC5TmuUrlrN5y2bGjB2DSmlb1jxi2AjSM9JZsnQJCbsSeP/993PNJg02wfjhtA/5Yc4PbNi0gZTkFHq+0tNleb1eT6/evVi5eiX//P0PT5R/gq6du6LX6wFbDKdOHTqxY/sOvpj5BXv27+G9D95Docg+9Xnx4kWaN21O1WpV+W3xb2g0Gse+qZOnMmPmDDZt2cSli5fo8UIPZs6YyfyF8/nznz9Zu3ots2bOcpRPT09n+MjhbNu5jZVrVyKTy3iu23NYrc5Lvd99+11Gjh7Jzr07qRhdkZ49ejpZ0DIyMvhs+mfMmz+P9ZvWc+HCBcaNvRPRXK/X80qvV9iweQObt20mKiqKzh06O67/7vZ37dqVPQf20KdfHwDOnj3Lkj+W8Nvvv7Fz785s/bF7125GDh/Ju5Pf5dCxQ/y94m+aNGniciwEjyZ3xM8TKFKvEDDvBdRntritfpVSznsvRuLvqeTkNQMTF5/FapWoElSFV2u/CsBXu7/i0I3iz6MoePAQUdhc0KBxgzwtPQaTldpTNxRTi5zZ+05zPNQF8zk6dfIU//zzDxs2baBhw4YA/LjgR6IqRLHs72V07daVJk2b8MP3P2A2m1m7Zi3Vq1cnrHQYmzdvJqZyDPHx8dleXN26d6Nfv34ATJo8ifXr1vPVV1/xxUybuJnwnwmOsuXLl2fEiREsXrSY0WNsVoGLFy8yctRIYirHYDFbiOoahVKpRJIkzp0/R4f2HahXvx5KpZKKFSvmeZ0mk4nPZnxG/Xq2nGHf//A9NWvUZOfOnTz55JPZyjdv3tzxb4PBwAfTPmDp0qVsjt9M+w7tWbF8Bbt372br9q2UK1cOvwA/KkZnb8fx48dp36Y9Xbp2Yfrn07NNCU6eOpmnGj0FQJ9+fXj7P29z7NQxKlSo4OjHTRs3MXbcWMf3u5n9w2xKlyrNkSNHqFatmmP7qNGjaN+hPQDvTnqXWtVqcerUKWJiYhz98eXXXxIZGQnAkKFDeG/qe3euv0Vz7ubr774m2D+Y+E3xdOjYwbH9xZdepHff3k5ls7KymPPjHEqVKpWtPwAuXLiAp6cnHTp2wNvbm4iICGrXrp1jWcGjjdU7hNt9fsFv0RDUl/bg98ur6Nu+jSG2B7hh+jzEV82HPSIZOucEm44m8/XaywxtU5ZnY57leOJxNp7fyJTNU/iq3VcEebjXii94uBAWHxcUR1LN4ubYsWMolUrq1avn2BYYGEh0dDTnL5zHYrZQJ7YOR48e5eyZs2zfvp1mzZsRFxdH/KZ4TCYT27dtp2lcU6d669ev7/y9QX2OHbtj8Vm8aDHN4poRER5BoH8gkyZOcpp6GjZ8GIMHDeaF515g1qxZHDxwEJPJhF6vp3///nz++ee0atmKKZOncPDAQcdxtWvWJtA/kED/QDp36uzYrlQqqVu3ruN7pZhK+Pn5OVmh7ub69esMHjSYqlWqEhEeQaXoSqSlpXH69GkMBgN79uyhdJnSVKteLcfjwSaYWjRtQddnuvLpjE9z9IOqXqO6498hISF4eHg4RA9AqZBS3Lhxw/H95MmTvNLjFSpFViLQN5CKT9jE1sULztN2d9cbFhYGwM0bNx3bPDw8HKIHIDQs1Ok8169fZ9CAQVSJrkKQXxCBvoGkpaVlO0+dunWyXVN4eDjBwa5XjbVq3YpyEeWoFFmJPr368PPCn52m8wSPF5JHAEmvzMdQrTMyyYLPysn4/j4MmSHFLfXXjPDmrWfKAzA//hrL9tyy+fs0GE153/LcNt5m6uapmCwiyfDjjLD4uMBD55FnGZ1Kzt53mudZDmwJHTPTjWg8c04YarxrmbtOp0Obh0+PTuVezSqXy/H28Sa6YjR+fn7s2LGDhB0JTJ4ymZCQEKZ/Mp1du3ZhMpkc1qL8sH37dvr07sM7775D6zat8fXxZdGiRcz4fIajzDvvvsOLL77IihUrWLVyFR99+BFff/017dq3Y9DgQXTp2oWVK1ayds1aPv7oYz786EOGDB3C0r+WYjbZpnTs4QIKw6v9X+V24m2mT59OuXLl0Gg0NG3SlIz0DAwZBnx8fJDJZCjkCry8vHJMUqrRaGjRqgXLly1n1NhRlCmTPUfR3cn4ZDJZtuR8MpnMaRrrmc7PEBERwdfffU1Y6TCsViu1q9d2OBHbuTuZol1w3V1PTue5e6q0f5/+JCYmMv3z6ZSL+N/1P9U023k8PbNPMd495ZkT3t7eJOxOYNPGTaxZvYYpE6fw38n/ZWvCVvz8/HI9VvCIolST2uVjzKGV8Vo/He2xVaiuHCSl8zRM5Rvcd/XtagVy7qaBeZuu8f6f5yntr6H2E95MjpvM0JVDOXzrMLN2zWJ4veEiH9xjirD4uECj0+RZRiaT4aFW5Pujy2OfTvW/Tz7qKswPNiYmBrPZTEJCgmNbYmIiJ06coHLlyo5rql+/PitXruTIkSM81egpqteoTmZmJt/P/p7Y2NhsL8C76wNI2JHgmGbZvm075SLKMX7CeGJjY4mqGMWFC9njeVSMrsiw4cP4Z/k/tO/Qnl9/+9WxLzw8nAGvDeC3xb8xfMRw5vwwB4CIiAgioyKJjIp0Ehpms9nhHA1w4vgJkpOTiakck2O/bNu6jSFDh/B0u6epUrUKao2axMREx/6qVaty+dJlTp08hUaryVH4yOVy5s2fR+3Y2rRu0ZorV67keK78kpiYyInjJ5jw1gRatGxB5cqVSU5Kvq86XbF1y1aGvjGUdu3bUbVqVTQaDbdu3XJb/UqlkpatWjLto2ns3r+bc+fOsWF9yUwRCx4QZDIyGvTndp9fMfuF2/x+fuqFzz//cYv1Z2DLMjSv6o/ZIjFm4SlOXM2gjHcZJjw1ARky/jn1D0uOL3HDhQgeRoTwcUFWZlbehdyE0+qtIowoHFUxik6dOjFk0BC2bNnCgf0H6NunL6XLlKZd+3boU/UoVUqat2jOkj+WUK1aNTw9PZHL5TRu3Jhff/mVxk0aZ6v3j9//YN68eZw8cZIpk6ewc+dOBg8ebDtnVBQXL1xk0W+LOH36NLO+nMVff95ZXWEwGBgxfASbNm3i3LlzrF27ln1791G1alWUKiUjho9g5YqVnD17lr179xK/Kd4hqlyhUqkYNWIUCQkJ7NmzhwGvDqB+/fo5+vfY2/jzzz9z7OgxEhIS6NWzF1qtFpVahc5DR506dXiq0VO8+MKLrFi+gtOnT7NyxUpWrVzlVI9CoWD+T/OpUbMGbVq24dq1awUdIgf+/v4EBgby/ezvOXXqFBvWb2Ds6KLJOB1VMYqff/qZo0ePkrAjgd6v9HbbKsJl/yzjyy++ZN++fZw/f56f5v+E1WolulK0W+oXPNyYS9fg9oA/yYjtAYBu3/8R+M3T6Pb8BtbCh42Qy2VMevYJakV4kWa0MPzHE1xKNFK/TH1eq/MaAF/v/pptl7a55ToEDxdC+Ljg0kX3xppwxb1L1os6ncJ3339H7Tq16da1G3FN45Akid//+B2jwehYst6sWTMsFgsNGzZ0xPlpGtcUi8VCXFxctjrfefcdFi9aTN3YuixcuJD5C+ZTuYrNgtSxU0eGDRvGyBEjqf9kfbZv2+7k7KxQKEhMTKR/v/7UqFaDAf0H0PbptkyaPAlvb28kSWLE8BHUqlGLzh07E1UxihkzZ2Rrw93odDpGjxlN7169aR7XHE8vTxYsXOCy/DfffkNyUjIN6jegb+++9O3bl+BSwahUKsd4fPvtt9SsWZO+ffpSu3ptJoybkGM8H6VSyU8//0SVqlUcS9YLg1wu56dffmLP7j3Url6bMaPGMO2jaYWqKy++/f5bkpKSqB9bnz69+jD0jaEunZULip+fH0uXLKVty7bUqFKD7779jgU/L6Bq1apuqV/w8CNpvNC3m8TtXj9jDqyAIj0Rn+XvEPB91/ta+aVVyfnklSgqhuq4nWZm2LyT3NJn8WzMs3SI6oCExHtb3uPUbfcurRc8+MgkEdXJidTUVHx9fRn/7ni6v9jdsbLLYrKQkZhBREQEGm3e02D3IiFhTDeivcvHJ7c4PUURwycncgtOmJ/AhVq1lkWLF9G5S+ds+/JLbsEJCxq4MKd+zi95jUd6WjoAAcEBbgug+DAjSRIZqRl4+Hi4zVfCaDRy/ux5/Mr5odKq8j7gMcBsMrNr9S7qtqnr5M/1SGLJwmPXz3hu/hK5MRWAzCcakR43DFPZwq0GTNSbeG32MS7dziQqRMesftF46WT8Z8N/2HNtD0G6IL58+kuCPIIer74uQez93L59+2w+iPeD/f2dkpKCj4+Py3LC4uMCbx9vNq7dyK2b7vN1uJu8hE1xJNLMS9i4O6t7TuQlbNyd1d0V+RkPrU4rojYLBEWJQk1G/T7cGrKG9Hq9keRKNGe3EDDvBfx+7o/y8v4CVxnoreKLPtEEeqk4dd3A0LknSDNIvNvkXcr5lOOW4Rbj148nNTO1CC5I8CAihI8LGjRqgI+fT5GIn/xac4pS/OQ3DUVRip/8WnOKWvzkdzy0Om2OQQsFAoF7kTz8SWvzFrcGr8JQ81kkmQLNmc0Ezn0Ov5/7ozq3AwrwLCoToOGr/v8TP9cMDJ1zApNJwwfNPyBQF8i5lHO8vfFtjGZjEV6V4EFBCB8XaLVamrdq7hA/SbeT3FKv0WAs0BRWUYifgubeyk38GLOMhZrmKugUVlGJn4JMKcpkMjRajVgCKxAUE1b/cFI7vU/i4FUYanRzCKCAn3oSMPc5NEdX5dsJunywjq/7VyLI+3+WnzknUBHAhy0+xFvtzZFbR3hv63tYJGHVfdQRwscF3r7eqFQqh/hJ2JaA5T5WGdgxGArut+NO8VPYhKPutPwUNuGou8VPQf2oFHIFPr4+wuojEBQzloBypHaeRuLgVWTE9kBSalBdOYDf728Q+E07dHt+BXNmnvVEBGv5qp9N/Jy+bmDQ98fRSGG81+w9NAoNO6/t5PeM393yrBc8uAjhkwd28ePp7UmmIROzpXAvW6PBZkK1r9wqKO4QP/ebZd0d4ud+s6y7S/wU1nlckiQQywEEghLBElAOfbtJ3HxjI2mNh2DV+qK8fQ6f5e8SNLMZnptmINfnvpIyIljL1/0rEeqr5vwtIwNmH0NrfYKJTSaikCk4YDrApzs/FeLnEUYIHxfcPbWlUqmo37A+MrmM9LT0Ar9sDXdFZb6fCMP3I37uV/TYuR/xc7+ix879ip/Cih6zxcztxNuFFr8CgcA9SJ6BpDcbwa1hG0lt8xYWnzAU6Yl4bZ5F0Mzm+CwZnasjdLkgLd+9FsMTpbTcTDUx8Ptj6CxVmNBwAnLkrDu/juk7pgvx84gihE8+UalUDufWgrxsHS9ZNy1JL4z4cZfosVMY8eMu0WOnsOKnuMIECASCokdSe2Ko15tbQ9eS3O1zssrWQWY1oTv8N4FznyNgzrNoD/4FluwBaUN81Xz7agzVwj1JNVgYOvcEptRqPO/xPHKZnNVnVvPpjk+xStYczix4mBHCpwDIkOHp6Znvl+3dL9n7sfTcS0HEj7tFj52CiB93ix47BRU/QvQIBI8oChWZVdqT1OdXEvv/gaHGM0gKFaorB/D9cwxBM5vjuekL5ClXnQ7z9VDyZd9onor2JdNk5e3F57h6szrj6o9DLpOz6swqPtvxmRA/jxhC+BSQ/L5si/olmx/xU1Six05+xE9RiR47946HxZyzaVqIHoHg8cAcVo3Uzh9yc1g8aXEjsHiVQpF2E6/NXxL0ZXP8fh2A5vga+F+Gdp1awccvR/F8Q1u08n8uKIjfU56xDWziZ8XpFUzbOg2zVUxxPyoI4VMI8hI/xfWSzU383C16unfrztgxRZPnKTfxU9Six87d4/H97O+JiIhw2v+gix61XM2fS/8s6WYIBI8Ukmcg6U2GcOuNDSQ/8ylZEfWRSVY0pzbht3iozQq04VMUSRdQKmSM7lCOMe3LIkdi5f4kFq8rw7DYsShkCtafW8/ETRPJzMfKMcGDjxA+LvD28c51vyvxU9wv2ZzEz72WnqImJ/FTXKLHjn087JnT7ZYfd46HUqHEP8Df7cvZL1y5wNPtnnZrnQKB4H8oVGRW7UhSzwXcGrKa9IYDsHoEoEi7gdeWbwia1Qq/hX3QHFnOM7V9GFjZipdGzv7zaXz7Zyn6VZmAWqFmx5UdjF8/nrSstJK+IsF9IoSPC/Lzor5X/Oj1+hKxLNwtfvR6fZFOb7nibvGTmppKampqsYkeO/YAg4CtH4pgPORyudv7NDQ0FI2m4PnfBAJBwbAElCet5VhuDo8nufsXZFZojIQMzdmt+P0xgtCvmvFs2k/81E1ORJCWG6kmvljiTbvQ8XioPDh48yCj144myeiegLaCkkEIHxdkpGXkq5xd/EiShCnLhEqtKpHpFJ1Oh0qtwpRlQpIkl6InKSmJfn37EVoqFH9ffzp36sypk7bsxJIkUbZ0Wf74/Q9H+Xp161G+XHnH9y1btuDj5UNGhq1/tGot3337HZ07dSYoIIiGDRry59I/sZgteHl7oVQqeWvCW1SrUg1/X39iKsUwaeIkTCaTo84D+w/QpnUbggKCCA4MpmH9huzevRuA8+fP061rN0JLhRLgF0DtmrVZuWKly36wX/OG9RtoWL8hUVFRPP/c81y9esepcdeuXbRv154yYWUoFVSKVi1bsXfvXqd6tGots2fP5pmuz+Dv60/N6jXZunUr+/fvp2Wzlvh5+dG0UVNOnz7tOGbKpCnUrV2XeXPmERkRib+3P28MeQOLxcInH31CeFg4ZULK8MF7Hzid6+6prnPnzqGWq1nyxxJat2iNr6cvsbVi2b5tu9MxP8z+gQrlKuDr6cuz3Z7l808/J9g/2GW/CASCu1Coyaz8NMk95nBr6FrSGg/B4h2CwpBM5M1V1FryPKu8JjEpfDtaSzo/rfWgojQKP40fp5NOM2zVMC6mXizpqxAUEiF8XJCZlY+5XEmCrHSM+tvITBnITBlYMlIxZ6RCVnr2jykj5+2F+dzjSGw2mzGb7vgaGY0555wZ0H8Ae3bv4f/++D82xW9CkiS6dOmCyWRCJpPRuHFj4uPjAZtIOnbsGAaDgePHjgOwOX4zsXVj8fDwcNQ5edJkuj7TlYSdCXTr3o3BgwZz8sRJDAYDkiTh5e3F7B9ms3f/XqZPn87cOXP5YsYXjuP79O5DmTJl2LJ1C9u2b2PM2DGolLaMvSOGjyAzK5O169aya88u3nv/PTy9PHMdFoPBwNdff83MmTNZsmQJFy5cYPy48Y79er2eV155hfUb1hO/OZ6oqCi6du6KXq93qmfa+9N4+eWXSdiZQKVKlejbuy+jho9izJtj2LZzG5IkMeKNEU7HnDl9hpUrV/L3ir9Z8PMC5s6ZS5eOXbh86TJrN67l/WnvM/GdiSTsSMj1Gt59+11Gjh7Jzr07qRhdkZ49ejqmU7du2crQwUN5fdjr7Ny7k1atWjHt/Wm51icQCHLG6h9uiwn0xkZuPfs1V3xjkeRKtNcO0OfmF+z1eJ1PVN9gOHQZxbUhBOlCuJp2lWGrhrH/esGTpgpKnuKZg3hUMWWg+fgJ8jtJ4b4F7ZA59iyobQLgXp8eo9GWDwxwsj6dOnmKf/75hw2bNtCwYUMA5v04j6gKUfz15190f7Y7TeOa8v3s7wH4d/O/1KpVi5CQEOLj46kUU4n4+HiaNGni1JZu3bvRt29f9Ho9Y8eOZXP8Zhb8tICpU6ei1+sZP2G8wxJTvnx5RpwYweJFixk9ZjQAFy9eZOSokVSKqQRAVMUoR90XL1yk6zNdqVa9GgAVKlTItV9MWSZMJhMzZsygcpXK6PV6+vTuw2effeYo07x5c6djvvr6K0KCQ9gcv5n2Hdo7tvfs1ZNnn3sWgNFjRxPXJI5hw4fRuk1rlEolrw97nQH9BjjVZbVamf3DbLy9valSpQrNmjfjxPET/LXsL+RyOZUqVeLjjz5m44aN1Ktfz+V1jBo9ytGWdye9S61qtTh16hQxMTHM+nIWT7d7mlFjRgEQHR3Ntm3bWP7P8lz7RiAQ5IJcQWZkHLtOe1KvUXm8ji5Dt28RqsSzPKuI51lFPKdvh/FzSmO2xHhw2XiWcevHMbr+aFpXaF3SrRcUAGHxuQ8MLqwqxUlOS9ZdrfY6duwYSqWSevXuvHADAwOJjo7m2LFjADRp0oSjR49y8+ZNNm/eTNOmTWka15T4TfGYTCa2b9tO07imTm2oX7++kyNzg4YNOHHihMPnZ8H8BTSLa0ZEeASB/oFMmjiJixfvmImHDR/G4EGDafd0Oz7+6GOn6aMhrw9h2gfTaBbXjCmTp3DwwEHHvto1axPoH0igfyCdO3XGYDCQlZWFh4cHlatWdkxDhpYO5ebNmw6LyfXr1xk8aDBVq1SlVFApggODSUtLc2oTQPXq1R3/LlXKttS1cuXKjm0hISEYjUZSU1Md2yLKRzg5lJcKKUXlKpUdTtf2427euJnruFavcefcYWFhAI5jThw/Qd0n6zqVf/LJJ3OtTyAQ5B+rZxAZDfuTOGglt3v/gqFmd6xKHZHyq7wjLebXo1upk+WD2Wrmw20f8uOBH+8rf6GgeBEWn0JiMBgwZAFvHEWndbblSJKEPi0Nq9mCl7c3SqUCCQljRiZaDw0y3OAcq/LINU6P3dJjyDBgteY/+Fa16tUICAhgc/xmNsdvZvKUyYSEhDD9k+ns2rULk8nksBbZMRgNOToyK5VKjhw9wuBBg3lz3Jt8Mv0T/Hz9WLRoETM+n+Eo98677/Diiy+yYsUKVq1axdQpU1nw0wK6dO1Cv379aN26NStXrGTtmrV8/NHHfPjRhwwZOoSlfy29M70ns12rWq12aoNMJsND52Ebk1Q93j7evNr/VW4n3mb69OmUK1cOjUZDXNM4srKco7uqVCqnegCUKmW2bXf3793H2MvcfYx9W15jktd5BAJBMSCTYQqPxRQei6zNW6gPL8ewaT5h6SeYe/kQM/x9mePny4KDC7iqv8rI+iPRKMVChQcdYfFxgVbjemLKsUTa0wOdT6Btyumuj0zjhXdACHKdN3qjBbNcY9un8shWtrAfs8WS5+otu+XHarFiNpuJiYnBbDaTkHDHvyQxMZETJ044LBkymYxGjRrx999/c+TIEZ5q9BTVa1QnMzOT72d/T2xsLJ6etik2+184uxJ2OYmehB0JxMTEALAzYSflypVj2LBhREdHExkVyYULF7K1tWJ0RYYNH8ay5cvo0rUL83+c79gXHh7OgNcG8Nvi3xg+YjhzfpgDQEREBJFRkZQuUxp/P390HjYH73ux94199d22rdsYMnQIT7d7mipVq6DWqLl161Yud8MdtDqtk/WmJIiuFM2uXbuctt37XSAQuBdJ40VmneeRj/ibHa1ms1lWl+G3U5l4KxGFJLH23FpGLR/IjfTck6QKSh4hfFyg88x5ZZYx05ivJdL5jShcGAoSkVmn0yFXyDGbzJQpW4ZOnToxZNAQtmzZwoH9B+jbpy+ly5SmU+dOjmOaxjVl0W+LqFmzJl5eXsjlcho3bsyvv/xK4yaNgTvBCQH+WfYPP/30EydPnGTK5Cns3LmTwYMHAxAVFcXFixdZuWolp0+d5tPpn/LXn385zmUwGBgxfASbNm3i/PnzbN26ld27dzuE05jRY1izeg1nz55l7969xG+Kd+yzH5/fJev28Sj/RHkWLlzIsaPHSEhIoE/vPvleiafVlLzwGfr6UFYuX8nnn37OyZMnmf3tbFatWFVsoQsEgscamYzyDeIIGzmf8eHfYkxqwJdXb+FnsXBcf4nXl/bk8HHhb/cgI4SPC+5eIWXHZDJhNBjzHRfGSfzcs2Ko0O0qRBoKuVyOUqXEkGHgi5lfULtObbp17UZc0zgkSeLPP/90mqJp0qQJFouFpk3v+PI0jWuKxWIhLi7OKTghwLvvvsviRYupG1uXhQsXMn/BfCpXsVmQOnbqyLBhwxgzagytW7UmYUcCI0eNdNSrUChITEykf7/+VK9anVd6vELbtm15Z+I7AFgsFoYPH06tGrXo3LEzURWjmDHTNk1W0OCE9vGYMWMGibcSaVC/Af369GPo0KEEl8rfUnCTyYRkLdm5/KcaPcWsr2cx47MZ1K1Vl1WrVjFsxDC0Wne6zwsEgtzw9VAyqnccyU9P5u30D3nlQnmiM7O4jYXRO6ez8s+hYHTPc1/gXmSS8MhyIjU1FV9fXzbt2kS5iHKO7UcPHsXfw58KkRXw9fUtUJ12oaBSqFBpVIUO6He/ubfcEcX43ojMXh5eLFq8iM5dOufreHflD3N1LRISxnQjWk+tS1+qwkaVNlvMpKak4hfgV2xBGfPLoAGDOH78OBviNxTbOSVJIiM1Aw8fD7dZm4xGI+fPnsevnB8qbfZpy8cRs8nMrtW7qNumbjZ/MYF7KWxfn7iawTuLzkDiCcJL/8A+b1s4lGeMZl6vPwqpaicQFlkH9n5u3759Nr/I+8H+/k5JScHHx8dlOWHxyQeH9h/ixLETqNXqXH1/XCGTyfDy9gJsMWTyyiKeE+4QDAXJ6p4T7khDUZCs7q64XwFX0KzuDyKffvIp+/fv59SpU8yaOYsF8xfQs1fPkm6WQPBYEh3mwbzBlalZuw6bL02izI2ayCWJJVolI3d8jOH3ocgyRLTnBwUhfPLg0P5DHNh/gOiY6PtSpg4HW0XBX7buzLJeWPHjztxb9yN+3JV762EXPzt37qR9m/bUqVGH7779js9mfEa/V/uVdLMEgscWnVrBf54pz/svRnI5/RUyL/ZCbVFwQKuhZ8ZRjs/tgvrMlpJupgCxnD1X7KKnRs0aRMdEk5GYvzQWueHl7UWaPs2xtDovAeFO0WPn7qXud393RW6ix5hVuFhGdvFjz3GWn2tzdwJYu/ix5zfLz3g8KDPDv/z2S0k3QSAQ5EDLagFUKePJu4t1HDwbSkDZuSRrbzHUV87A5SN4pUYfjE0Gg0zYHUoK0fMuOHnspEP0VKtZzW31FsTSUBSix05+LT9FmWW9IJafosp6X5DxsJgtSFbJPXGYBALBI0uYv4av+1eif+NqJJ0fjiWpLpJMxjf+vow58TPSbwORCcfnEkMIHxecP3/e7aLHTn5etkUpeuzkJX6KUvTYyY/4KSrRYye/45GRnoGPrw8KpcLtbRAIBI8WSoWMAS3L8FW/angbemC4/AIKq4LtOh0vZ57k/IIXkKdczbsigdsRwscF1apVKxLRYye3l21xiB47rsRPcYgeO7mJn6IWPXbyOx5qjbrI2iAQCB49apf35qfXq9AkvAWpZ4ehzPTjhlLJa7pMlv36EoprR0q6iY8dQvi4oHR46SI/R04v2+IUPXbuFT/FKXrs5CR+ikv02MlrPDw8PEi6nfTQOUILBIKSxUen5IMXK/Bmu3pkXBqNMiUGs0zGdC8lU/8ZiPHsvyXdxMcKIXxcUFx5ke5+2aampJKaklqsosfO3eIn6XZSsYoeO3eLn6TbScUqeuzkNh7IHhznZoFA8HAhk8l45slg5g2qRYBlEFxrh0KC9ToNg+Lf4czhJSXdxMcGIXweAOwZ1e3odLoSST9wd+RfpUpZIkH6lEqlU+CwkohG/KCMh0AgePSoUErH3EFVaFfpOTLPvUaAScYlpYKhe7/k762fij+uigEhfB4AzGYzafo0FEoFCqWCNH2aW6dTWrdqzZjRY3ItY5/ekslkqNQqTFmmQgU5vF8MBgOmLBMqtQqZTFbgOD8L5i8gIiLivtoQHRXNp9M/LbLxyIn+ffvT/ZnuRXoOgUDwYKBRyRndsRxTn21D+tW3qZGmwiSTMePscqasHok+U6z4KkoeGuFTvnx5ZDKZ02fatGlOZQ4cOECTJk3QarWEh4fz0UcfFfp8OeXqKgru9iHx8fHBx8en2IPq3evT4+3tfV8RngvL3T493t7e9x3huTCYzWaWLV9G7z69s42HOxPNFobN8Zvp2rkrEWUiUMvV/Ln0z1zLDx00FLVczReff1FMLRQIBAWhSYwf84Y2xKL8iOdualFJEptvHWLQ3/05eutoSTfvkeWhET4AU6ZM4erVq47PG2+84diXmppKmzZtiIiIYPfu3Xz88cdMmjSJ7777rlDn2rdnHyaTyV1Nz5GcHJmLO6KwK0fm+01vUVBycmR2R3qLgmAfj5DQEEJCQrKNR3p6Ot4+3igUhV/ObrFYCu0/lp6eTo0aNZjx5Yw8yy5dspQdO3ZQunTRO+kLBILCE+yj5rO+1fCsPoO3LqkoazJxPfM2I1YPZ/HRxVil4vE3fZx4qISPt7c3oaGhjo+np6dj38KFC8nKymLOnDlUrVqVF198kWHDhvHpp5/mWmdmZiapqalOHwBjupGNazdiNBqxmC224HX3/GeVrGSYM/L1MZgMGMwGDCYDGeYM9EY9N5JukEUWCp0Cg8Vwp6zFgEKnIIssbiTdQG/UZ6vPKlmztcfVf4Dj37eTbtOvbz9CS4Xi7+tPh/YdOHnyJN4+3sgVcsqWLsvvv/+OhIRWp6VNmzZUqljJttoLiX+3/IuPlw/pGem2Mmot3377LZ07dcbPx4+YSjGO4+3//WfCf6hWpRr+vv7EVIph0sRJZJmyHPsTEhLo0K4D0RWjKVe2HA3rN2TX7l1ISFy6fIl+fftRMbIigf6B1K5ZmxUrVri+Vrs2kmzXfOPmDZ5q8BTPPfscxkwjp0+f5tluz1KubDkC/QN5quFTrFu3ziZ69DYRWje2LjNnznSM8X+n/pc6tetQvlx5KlaoyMjhI5EkCUmSMBqNvDnmTcqXLY+flx+NGjRi44aNjv0/zv2RYP9g/vrzL2pUrYGX1ovz58879ts/SLY2T508ldKlShPoG8iQQUPIzMx0lGn7dFsmT51Ml65dbJd4Tx32z6VLlxg5bCQ/LvgRlUpl6xkXZe/3k1s7Cv1BwmK2YDaZxcdkdlgaRZ88un1ttVh4sWkEHh2+4YPLStqmpWORrHy751ve3vA2t9Nul3jfFEU/m0wmt3/yw0OVsmLatGlMnTqVcuXK0aNHD0aOHOmwUGzbto2mTZuiVt+Js9K2bVs+/PBDkpKS8Pf3z7HODz74gMmTJ2fb/kTZJ/Dw8OD47uOAzfoQGhpKpiETyWJ74BvMBtosa+Puy8wXqzusRqfM32onq8WKxWTBmG6kf5/+nDlzhoULF+Lt7c3kyZPp+XJPtm/fjkqlomHDhmxYt4H2T7cnOTmZE8dPoNVqOXHsBNHR0WxYu4HatWsjl+QY023pKiZPnMzEiRN577/v8dtvv9HrlV5EPhFJpUqVANBpdXz55ZeEhYVx+PBhRowYgVajZfjw4QC89upr1KhRg88++wyFQsHBgwexmqwY040MGzoMk8nEsmXL8PT05NixY6gUKse578WUZbvxjRlGLl26RLdu3ahb939CxiyReDORFi1aMGHCBDQaDb/++ivdn+lOQkIC4eHhAEhWCXOWGWO6kT///JMvZnzBDz/8QExMDDdu3ODQoUNkpNrSlwwfPpxjx44xe/ZswsLC+Oeff+jUvhNbtmwhMjKSLGMWGRkZfPTBR3z+2ecEBATgpfVyHG/HbDKzYf0GlAolf/31FxcuXOD111/Hx8uHd955J8drzTJkZavHarXS++XevP7665QPL4/VasVkNGUr504MevdZBLOyssgyZHFoyyERNuAe9q7fW9JNeGwoyb4+VXE0405Mpp7xNh8EBJBwNYFX/3qV5z2fp7yyfIm1qyhYs2aNW+vLyMjfc+6hET7Dhg2jTp06BAQEsHXrViZMmMDVq1cdFp1r167xxBNPOB0TEhLi2OdK+EyYMIFRo0Y5vqemphIeHk5YZBgeHh78u/FfvH29adSkEeY0MxqdBo1WA4BkLjnve62nFq0yfyue5Ao5CpWCS1cusWLFCtZvXE+1atWwWCzMmTeHmOgYVq9dTfdnu9OsRTN+mP0DWk8tO9ftpGatmoSEhPDvln8Jjwhny5YtxDWLQ+t559zdn+3Oa4NfA6BazWpsit/EnLlzmDHTNiXz9sS3HWWjK0dz7sI5/m/R/zF85HAMBgOXL19m9JjR1KhdA4CqNao6yl+5coWuz3Qltl4sFrOF0NKhKBQKNB6aHFdaqdS2RLIXLl6gQ4cOdO7SmU+mf+Io+2SDJ3mywZOO8pOqTOLvv/9m2fJlDB853Da9JZehVCvRemq5duMaoaGhPN3haeQyOUGlgmjYpCFKpZILFy6wcOFCTp075ZhSqlqzKhs2bWDR/y1i6ntTUWvVmEwmZn0zixo1a7gcI6VKiVqtZs78OXh4eBBbP5abiTeZMG4C7334HnJ5duOsWqfGw8fDadtH0z5CrVEzcuxIZDIZcrkclVaVrZw7kCQJg96Aztt9q97kRjlqnZpqjaqh1Dw0j6cixWK2sHf9Xmq3qC2ihhcxD0pfm6+UpuvCXtTMvMqA4HIkqVOZkz6HXtV68XzM88gf8jxf9n5u3br1fSX/vhf7jE1elOiTZfz48Xz44Ye5ljl69CgxMTFO4qRGjRqo1WoGDhzIBx98gEajKXQbNBpNjsfLFXJKhZaiacumbFy7kZ07dlK7am1k//sPQKfQsfn5zfk6j4SEMd2IMcuIQlGwOD05+eFoFdoC5YySIeP4seMolUoqV67sVFd0dDTHjx1HhoymTZoyZtQYbt28xb+b/yWuaRwhoSFs37adnr16smPHDoYNH+Z07vr16zt9b9CgAfv373dsW7xoMbNmzeLsmbOkpdlWSHl7ezt8eoYNH8bgQYP5+eefadGiBd26dyMyMhKAIa8PYdjrw1i7di0tWrSgc+fOREREkKZPI65JHBcuXACgUeNG/PX3XyADo9FIq5ateOHFF/hk+idO/ZCWlsZ/p/6XFctXcO3aNUwmE0ajkRs3bjg9TOzj3L17d76c+SWVK1WmdevWNGnShOdefA6VSsXhQ4exWCxUi3GO8J2ZmUlgYKDDR0itVlOjZg1kMhkXLlygZtWajrLjJoxj/H/Ggwxq1KzhNH3b4KkGpKWlcenSpRxXqtnrt7Nn9x6+/OJLduze4SSUZMiKdDn+ve2477qQoVAqnMIaCBB9UoyUeF9H1CKj+3SiF7/OiitneCagHld9rjLv4DwO3jrI+KfG46/N+Y/5hwmVSuVW4ZPfukpUNo4ePZqjR4/m+qlQoUKOx9avXx+z2cy5c+cACA0N5fr1605l7N9DQ0ML3cag4CCatWpGuj4do8Ho5GArk8nQKXX5+qhRo1Pq8NJ4Ucq/FB4qj3wf66HyoJR/Kby0XpgzzKhQFepFY297bsEJq1WvRkBAAJvjN7M5fjNN45rStGlTNm/ezOHDhzGbzdSoUSPfDs/bt2+nT+8+PP300/yx9A92JOxg9JjRZGVlORyZ33n3Hfbu20u7du3YuHEjtWvWdqxY6tevH0ePH+Xll1/m8KHDNGnchJ8W/oTFbOGnn39iR8IOEnYm8PU3XzvOqdFoaN6iOcuXL+fy5ctO7Rk/bjx//vknEydNZMnSJQ7rl6u54fDwcA4eOsgXX3yBVqtlwvgJtG7RGpPJRFpaGgqFgu27trNz707H58CRA3z6+R3fsrvjAJUuXdqp7GuDXstXP+aHfzf/y40bN4iMiESn0qFT6Th//jxvjnmTik9UdNt5BAJB0ZNZqTXpccPxlCT+StxLwNVmSFYVu6/uZuCygey7tq+km/jQUqJ/PgQHBxMcHFyoY/ft24dcLqdUqVIANGzYkLfeeguTyeRQfWvWrKFSpUoup7nyS1BwEPUa1sOSZiE9PR2NNudpFlfYHWe1ai1e3l6FEi321UV6vR59qr7AUZUlSSI8PByz2cyx48do3LgxAImJiZw4cYLKlSs7ztOoUSP+/vtvjhw5wlONnsLDw4PMzEy+n/09sbGxBAYFYsi4I3wSEhJ4pecrd77vSKBmLZtVY/u27ZSLKMf4CeMB2+qts2fPggynIIEVoytSMboiw4YPo+crPZn/43yHE294eDgDXhvAgNcG8PZbb/Pj3B8ZPHgwpSmdY5RrmUzGnHlz6NOzD21bt2X12tWOqahtW7fx8ssv07x5cxRKBTKZjPPnz+fadzqdjg4dO9C2XVt6vNyDpo2bcujgIWrVroXFYuHmjZs0btI4X+OgVCqJiorKcd+B/QcwGAyOfknYnoCXl5fD9ygvXu75Mi1atXDa1vHpjvR4pQe9+/bOVx0CgeDBIb3xIFSX96E9tZE/LKtpdvYNLGWXcJsbvLnuTV6p/govV3sZhVxMgRaEh2KicNu2bXz++efs37/f4Zg7cuRIXnnlFYeo6dGjB2q1mv79+3P48GF+++03ZsyY4TRFVhA0aufpL/8AfzQ6DRZLwZZWO5as/28J9P1MCdzPUneTyURERAQdO3bkjaFvsGXLFg7sP0DfPn0pXaY0nTp3cpRtGteURb8tombNmnh5eSGXy2ncuDG//vIrjZs0dlrqDvDH738wb948Tp44yZTJU9i5cyeDBw8GICoqiosXLrLot0UcOXyEmV/MZOWKlY5pMIPBwIjhI9i0aRPnz59n69at7N69m5iYGADGjB7DmtVrOHv2LHv37iV+UzwxMTF5LnVXKBTMmz+PGjVq8HSbp7l27RoAFSIrsHTJUo4cPcLZs2fp06tPrsvL58+fz9y5czl86DDnz57nrz//QqfTUS6iHNHR0bz08kv0692PJX8s4ezZs+xM2MmHH3zI8mXL8z02drKysnjt1dc4cuQIK5avYMqkKQweOtgxbZWWlsa+ffvYt28fAOfOnmPfvn2O6b7AwEBbct27PiqVitDQUIejuUAgeIiQyUnp8jEW37IEmq6xLHQ51kuvY0qOxYqV+QfnM279OBINiSXd0oeKh0L42FffxMXFUbVqVd577z1GjhzpFKPH19eX1atXc/bsWWJjYxk9ejTvvvsur71WuKkED6/szqAKuQJPL898x5W5O06Pl7dXodpxLwUVP5JkWxpstVrx9vFm9g+zqV2nNt26diOuaRySJPHnn386zY02adIEi8VC06ZNHduaxjXFYrEQFxcH3InzAzBu/DgWL1pM3di6LFy4kPkL5lO5is2C1LFTR4YNG8aI4SNo0rgJe/fu5T9v/cdRr0KhIDExkf79+lO9anVe6fEKbdu25Z2JtpVMFouF4cOHU6tGLTp37ExUxSiH03Re4kepVDL/p/lUqVKFp9s8zZUrV3jn7Xfw8/OjY/uOdO/WndZtWlOrdi2X/efn68fcH+bSvFlz6j1Zj83xm1ny1xICAwMB+H7O97zc82XGjRlHtZhqPPvMs+zatYvwcvmz0txN85bNiYqKomVcS15+8WU6durIu5PedezfvWs39erUo16degCMHT2WenXqMXli9lWJAoHg0UDS+ZL87EwkhZpyN7awst5ugrJewXD5eSSrmn3X9zFw2UB2Xd1V0k19aJBJIjGIE6mpqfj6+rLnxB6nKTKLyUJGYgYREREO0ZFbMtF7gxMis8UG0noWzCnZFfnJoF4cWda1ai0/zPmBbt27uUwmWtRZ1u8VmJkZmdn62R1Z7yXJFtdHqVKK3F3Y+iMjNQMPHw+39YfRaOT82fP4lfNDpXWf0+PDjNlkZtfqXdRtU1c4NxcxD3Jfa/cuxnfZW0hyJZdf+om3tvqw+fQJtGV+RqG9hgwZL1V9id41ej/wU1/2fm7fvr3bV3X5+vqSkpKCj4+Py3IPhcWnJNCnus6VkpelwR0v2bzIy/JTHKLHjkajcRnhuahFDziPR5o+Ldt+d42HxWohJTkFi6VkU1cIBILHD2OtZzFWaYfMaiZ0+Tg+ejaUIc1rYzw/lKyk+khI/Hz4Z0auGcnVtKsl3dwHGiF8Cokr8VMcoseOK/FTnKIHQK1W55jeojhEjx3HePxPlJTEeAgEAkGRIZOR2m4KFp8wlEnn8Vn9Hj2bhDGzT1U89M9huPQSklXLkVtHGLh8IOvOrivpFj+wCOFzH9wrfkwmU7G/ZO8VPyaTqVhFjzHLSOcunbPl9ipO0WNHqVTaphWBNH1aiYyHQCAQFBWSzpeULp8gyeTo9v+O5sgK6lbwYf7QKlT2e4r0M8OwZESQYcrgg60fMG3rNNJN6SXd7AcOIXzuE7v4MZtslgW5Ql7sL1m7+JEr5DbLj8lcLKLnXpzETzGLHjv2aKt2S09JjIdAIBAUFaaIJ0l/aiAAPsvfQZ56jVI+ar7uX4nn6saQcf41Mm+2BEnG2rNrGbR8EMduHSvhVj9YCOEjEOQTGbIcU0cIBAJBcZLe9HVMpWsgN6bis+wtkCRUSjmjO5Rj6vMVUaS2JeP8QGRmf66mXWX46uH8fOhnLFbhnwhC+LjEPyB/QQ/tlgWlymb5sVqsBYrz4w7sPj1Wi23JulKlLHCcH3fgNL2Vg89PcWDP+mu3xLlzPBQKBf4B/sVuSRMIBAInFCpSOk9DUqjRnN6Mdt//OXa1qRHAnIGVKesZQ+rpYZhTa2CRLMzZP4ex68ZyPf16LhU/Hgjhcx/c6zirUqlyXe1VFNzryKxSqQod5PB+uNen516fn+LAHiEbwMvbq0TGQyAQCIoDS1AUac1GAuC95n3kKVcc+yqE6Jg7uDItKpfGcPklDFeeQ46GAzcOMGDZAFacXvFYPw+F8HGBPsX1cnZwvVoor6Xu7sTV6q37ifBcGFw5Mhen+HEVIdud42GxWEhOSnZYlQQCgaAkyajfh6yydZBnpePzz3/gruebp0bB+y9WYES7cCR9LKmn3kBpKk+GKYPp26fz1sa3uJVxqwRbX3II4eMCs8W1WMhriXRxiJ+8lqwXl/jJa/VWcYifvCJku2s8JCQsFgsSj+9fSgKB4AFCriC10wdISi2as1vR7fnNabdMJuOlRqHM6leJAE0YSadew5rYHoVMRcKVBAYsG8C6s+seO+uPED4FxGzJX1yYohQ/+Y3TU9TiJ79L1jt36syUKVPcLn6iK0Yz4/MZJT4exUH/vv3p/kx3x/dWzVsxesToAtWhlqsdWe/vB3fVIxAI7h9L4BPoW9ieBV5rpyFPupitTO3y3iwYWoXa5X1Iv9GU1FOv46cojz5LzwdbP+Dd+He5kX6juJteYggvzQJgsVpIT0tHq9M6vWRvWm7mfIAMLF62jO639bdRypWoLer7SlkhSRLaDG2+4/TIZDJGjRzFTwt+cmwLCAggtm4s77//PtVrVC9UOwoap0epVDolNnXLMnfJluLgbtGTmzXGLn70qXr0ev1Dvcx90e+LChzq/cKVC440LOfOnSO6QjQJexKoVatWEbRQIBAUF4Yne6I9ugr1xV34/vMfkl75EWTOdo1AbxVf9o3mqzWXWfgvXDw0gIiobaSoV7Lt0jb2XttL35p96Rrd9YFPeXG/CItPPkm6nUSmIROFomDB8BQKBZ6entkiChcGSZLIyMgoVHDCNm3acPDwQfYf2M8/y/5BqVTyzDPPFKodhQ1O6M5pL7PZjNVqRS4vWJyeh93yYycgIMARrDG/hIaGotFoiqhFAoGgxJDJSe00DUmlQ31+B7pdP+VYTKmQM+zpcD54KRIPjYrzpxojvzqS8t4xGM1Gvt79Na+vep3jiceL+QKKFyF8XODp6en4962bt0jYloBMLsPT07PAVgK7+AEwZBgK9bJ1iB5L4SIyazQaoqKiCCsdxhNPPMHIUSO5dPESN2/esVa9NeEtqlWphr+vPzGVYpg0cRImk8mxf+qUqdSNrcuCHxdQv359IsIj6PlyT8dKKoD09HT69e1HoH8g5cuV5/PPPndqh06n48+//iSuSRxBAUFEhEfQq2cvbtzI3cx648YNunXthp+PH5UqVmLe3HnIZDI0Go1jPJKTkxk8cDBRUVGUCixF2zZtObD/QLa67OLn3Jlz6DQ6fvvtN5o1bYavty91atUhPj7eUdZisTDwtYFUiq5EkH8QcU3i+OrLr5zq27RxE0/Vfwo/Lz+C/YOJaxzH+fPnHfu//fpbYqJi8NR4UjWmqpP1LScsFgtjR40l2D+Y0KBQxr85Pts9c+9U19WrV+nSsQs+Hj5EV4jml59/oeITFfni8y8cZe6eooquEA1AvTr1UMvVtGreCoBdO3fRrk07woLDCPILomWzluzdszfX9goEgpLHElAOfcuxAHivn47i9nmXZVtU9WfeoCo8UUrL7aRAjuzqRaPA/nipvDh5+ySvr3ydj7d9/Mg6Pwvh4wK1Rg3YRM/GtRvx9PZEq9MWempErrB1tcViISMjo0Di527R4+npWeg4MnafH4PRwIL5C4iMjCQwMNCx38vbi9k/zGbv/r1Mnz6duXPm8sWMOy9Os9nM2TNnWbNmDUuXLuWPpX+wefNmPv7oY0eZCeMnsHnzZhb/vph/lv1D/KZ49u3dl60db7/7NmvWrmHBwgVcOH+BAa8OyLXtA14dwKVLl1i+cjnffvctP/74I7du3XIajx4v9eDmjZssXryYrdu3Urt2bdo93Y7bt29nq0+pVOLpbROjE8ZNYNiIYexI2EH9BvXp/kx3EhMTAbBarZQpU4aff/mZvfv38tY7b/Hu2++yeNFiR588+8yzNG3alN37dxO/NZ7+A/o72rV0yVJGjRjFiFEj2HtwLwNeG8CAfgPYuGGjy2v9bPpnzP9xPt/98B0bNm8g6XYSfy7J3aemX+9+XLlyhbUb1vLb//3GD7N/yFVMbt2xFYCVa1Zy4coFFv2+CAC9Xs8rvV5hw+YNbN62maioKDp36OwkbgUCwYOJIbYHWRENkJkM+Pw9HiSry7IRwVrmDKxMmxoBWKxyVv5bkXKZ79C4THMkJFadWUWfv/ow/8B8DObijcdW1AgfHxdkGjLJNGayce1GfPx8qN+wPqZUU94H5oGnpyfp6elkZGTg4eGRp5C6V/TYl2sXlOXLlxPobxM56enphISEMH/BfMd0EcCE/0xwlC9fvjwjToxg8aLFjB4zGoPBgMlkQpIk5syb45hm6dGjh+MlnpaWxry585g7by4tWrQA4Ps53xP5RKRTW/r06QPcmTJ7/4P3adG8BWlpaXh5ZV+VdfLESVatXMWm+E1ER0ejUCqYPXs2tWrWcpTZsmULu3bu4sLlC0hmCa2nlmkfTuOvv/7ijz/+4NVXX81Wr70v+/btS6tWrfD29mbmlzNZvXo18+bOY/SY0ahUKt6d+C5gE0GhYaFs376d/1v8fzz3/HOkpqaSkpJC+47tiYy0XWflypUd5/hs+mf06t2LQUMGARA9KpodO3bw2fTPaNa8WY5jNXPGTN4c/ybPdLNNRc76ZhZrVq/JsSzAsWPHWLd2HdsSthFbNxaAb2Z/Q5XoKi6PCQoOAiAgMIDQ0FDH9uYtmjuV+/q7rwn2DyZ+UzwdOnZwWZ9AIHgAkMlJ6fQ+gd91Qn1xNx4J88mo38dlcQ+NginPPUGNcl7MWHGRHcclfC92oFfLluxK/pkjt44w/+B8lp1axivVXqFtZFvUCnXxXU8RISw+Lrh8+bJD9DRv1bzAjqSukCvkDp+fvCw/7hI9AHHN4kjYmUDCzgT+3fovbdq24eWXX+bI4SOO1V6LFy2mWVwzIsIjCPQPZNLESVy8eNEhUFQqFREREU6+JaFhody4abMsnDl9hqysLJ6s96Rjf0BAANHR0U5t2bNnD926dqN6tepEV4ymQ3vbC/XiheyrEcD2YlcqlURFRTkcmWMqx+Dn5+coc/DAQdLS0igTWoayZcsS5B9EoH8g586e4+zps7n2TZO4Jg6fH4VCQWydWI4du5Pb5puvv6Fh/YaElw2nTGgZfpj9g6OtAQEB9OrTiw5Pd6Br567MnDGTq1ev3mn70WM0bNTQ6XxPPfUUx47mnDsnJSWFq1evUq9+Pcc2pVJJnbp1XLb/xPETKJVKatep7dgWFRXlcGQuCNevX2fQgEFUia5CkF8Qgb6BpKWluRwbgUDwYGH1K0taq3EAeG2YjiIx9+efTCbjuQalmDe4MtFhOlIyzMz6W4lP8nBGPfkfQr1CSTQkMmPnDHr92Yslx5aQac4sjkspMoTwccH2f7e7XfTYudvh2ZX4cafoAfD08CQyKpLIqEjq1q3LN99+gyHDwC+//II+Vc+WLVvo07sPTz/9NH8s/YMdCTsYN34cmVmZDkdmpVKZrS9kMhlWq2tz6r2kp6fTqUMnvH28mffjPLZs3cJPC20+L66mU+yO4bktWU9LSyMsLIwdO3cQHx/Pjp07SNiZwMFDBxk5emSubVIoFM4Oz3etDFv02yLGjxtP7z69+eXXX1ixcgU9e/ckKyvLUeb7Od8TvzWehg0bsnjRYqpWqsqO7Tvy3ScPEv379Gf//v1M/3w6m7ZsYufenQQGBjpdr0AgeLAx1H6BzCcaITNn2qa88pGjKyrUgzkDK9O3WRgKOaw5mMTMPwJ4qdwnDI0dSpAuiFuGW8zaPYuXl77M93u/51ratWK4GvcjhI8LvH28i0T02MlN/Lhb9OSETGZLuGmxWFAoFcRvjKdcuXKMnzCe2NhYoipGcfbMWZDI9+qtCpEVUKlU7EzY6diWlJTEyZMnHd+PHz9OYmIi/33vvzRu3JhKMZVISUkBbEvT713tZTabKVOmDGazmZMnTzpEz4njJ0hOTnaUq1W7FteuXUOpVFKhQgWHyIuMiiQoKCjXdifsSHA4PGcaM9mzew+VKlUCYNu2bTRo0IAeL/egapWqd/rlHmrXrs24CeOI3xJP1WpV+fXnXwGIqRzDti3bnMpu3bqVylUqZ6sDwNfXl7CwMBJ2JDj1wd7drh2MoytFYzabnXypTp06RVJSkstj1GqbudpqcRatW7dsZegbQ2nXvh1Vq1ZFo9Fw69aj6eAoEDyyyGSkdnwfq8YL9aW9eOyYm6/DVEo5g1qVYfZrMZQP1nI7zcyU3y+xbmsV3ms8m+FPDifEM4TkzGR+PfIrPf/syVsb3iL+QjxGs7GIL8p9CB8fFzRo1KDIRI8du/i52+cHKBLRk5mVybVrNnWenJTM119/TVpaGh06dsDb25vIqEguXrzIL7/8Qr169fj7r7/5559/QJb/mDteXl706duHCRMmEBAYQKngUkx8d6JTRvPw8HDUajVfz/qaV197lSOHj/DB+x8AoNVqneL82CMyV4qpRJs2bXhj6Bt88eUXKJVKxowe49Suli1bUr9BfZ5/9nkmTpxI1epVuXr1KiuWr6BL1y7Exsa6bPc333xDVFQUMTExfP755yQnJ9P92e5IkkRkZCQ/LfiJtWvWUqlSJRYsWMDuXbsp/0R5AM6ePcv3331Pp86dCCsdxonjJzh18hSv9HwFgFFjRtHjhR7Uql2LFq1asOzvZSz9Yykr16x02Z7Xh73Oxx9+TFTFKCrFVGLGpzOcRN69xMTE0LJVSwYPHMyXX32JUqVk3Jhx6HQ6lz5kpUqVQqfTsWrlKsqULYNWq8XX15eoilH8/NPPxNaNRZ+qZ/yb490Tc0kgEBQrVt8w9K3/g+8//8Fr4+dkRjXDEhyVr2OrlvViwdAq/LT5GvM2XWXnGT29Z53ghYa1+LJ1Gw7f3slfJ/5iz7U97Liygx1XdqBVamlQpgFPhj1JnbA6BHsEF/EVFh4hfFyg88j/wz5YkfcAS0gYZUa0Cq1zAEMFmOW2F7w83SYQVBZVoZas58bqVaspX648AN7e3lSqVImff/mZuLg4AJ57/jl27NjBqJGjyMrMomWrlox9cywfTvuwQOf5YNoHpKWl0f2Z7nh7ezN8xHBSUlMc+4ODg5n9/WzeffddZs2aRe3atZn24TS6d+uORqNxxPkxm82YTWbH9NZ333/H4EGDad2yNaVCSjFp0iQmX5rsqFcmk/HnX3/y7rvv8vrrr3Pr1i1CQkNo3LgxpUqVyrXN//3vf/nk40/Yv38/kZGRLPq/Rfj5+pGamsrzLzzPzoSdDB40GJlMxjPdnuG1Qa+xetVqADw8PDh+/Dg/PfsTiYmJhIWFMWjIIAYMtK1S69K1C59+/imfTf+MUSNGUf6J8syeM5u4ZnEu2zNy9EiuXb1G/z79kcvl9Onbhy7PdHFYxnJizo9zGPjqQFrEtSA0NJSp70/lyOEjaLXaHMsrlUo+m/EZ7019j8kTJ9O4SWPWbljLt99/y5CBQ6gfW5+y4WWZ+t5Uxo8dn2v/CQSCBxNjze5oj65Eczoe37/HcbvPbyDP33tFrZTTr3lp2tQI4JN/LrDtZCo//Xudv3bfondcFFObTuOm4QorTq9g4/mNXE+/zsbzG9l4fiMAoV6hRAdEE+UfRWnv0pTyLEWgLhBPlScqqWiNCnkhkx7WCG5FRGpqKr6+vhw4c8DJiddispCRmEFERAQabcGDwElIGNONaD21OUZuNplM6FNtPi72LOvFjSRJJN22TY+o1KoCB8hzF3q9HlOWbQWdf4B/gUII5NXPd3Pu3DliomPYkbCDmrVqOu1zNR4yuQyZ/MGP9nzp0iUqlKvAyjUradGyRZGcQ5IkMlIz8PDJe3VifjEajZw/ex6/cn6otCX7cHxQMJvM7Fq9i7pt6qJUib9Vi5JHsa/lqdcI/LYD8kw9aXEjSG8ypMB1SJLE1hMpzFp9mdPXbVb5YG8VLzUKoeuTwXio5RxLPMa2S9vYc20PJ26fwJrLUnqAd3zf4ZkOz7j1XWd/f6ekpODj4+Oy3KMxskVAQRx27xdJkpx8WwwGA0qlstjTKRiNd+ZozSYzZrPZrVan/GC39NzdpuKeanE1HshsPjEKmeKBS3WxYf0G0tLSqFa9GteuXmPCuAmUL1+eJk2blHTTBAJBCWL1CUXf9h18/3oTz/iZZJWvjync9dR/TshkMhpV8qNBRV9W7Evk27WXuZFq4ouVl5i78SqdYoPoUrc8/WpVph/9SMtK4+Ttk5y8fZIzSWe4nn6d6+nXSTImYbLa/qhVUXJ/2Ajh44KU5BR8fX2L/Dx3Jxz18bUp1JLIJXV3GgqtVoter0efqnf7lFtu3Jv13mg0uje3Vz7IbTx0Hjr0qXr8AvyKXRDmhclk4p233uHsmbN4e3vT4KkG/PjTjyViORQIBA8WxupdUJ/5F92hv/BdMorEAX8i6fwKXI9CLqNjnSDa1Ahg5b5Efvr3OudvGfl5y3V+3nKdGuW8aFHNn7gYP2qH1qZ2aO1sdWRZstAb9JzcdDKHMxQPD9bT+wHi+NHjlIsoV6TncJVlvbgTaeaUe8vb27tYxc+9okcmkznaUlTip3z58hiz7li58hqPNH2aW8/vTtq0bUObtm1KuhkCgeBBRCZD324Sqsv7USadx+ef/5Dy7Cwo5LtFrZTTuW4wHesEsfVECkt33WLriWQOXEjjwIU0Pl9+kfLBWmqU86J6uCdPhOgoG6DBz0OJWqHGV1P0RoXcEMLHBcePHCcsLIxqNasVSf2uXrJQvFnEXSUctae3KA7xk5PosVPU4sdOfsYjJTkFSz7iYQgEAsGDhqTxIqXb5wTMfR7t8bVk7V6Ioe4r91WnXC6jcYwfjWP8uJmaxbpDSWw6msy+c3rO3TRy7qaRv3bfCYehUcnx0Srw1CoY/MT9XlHhEcLHBZWqVHIkuHS3+MntJWunOMRPXlnWi0P8mJbrjgAAJQhJREFU5CZ67BS1+MnveHh5e+W6rFwgEAgeZMxhVdG3ehOf1e/hveYDTGHVMZepmfeB+SDYR82LT4Xw4lMhpGSYHdafwxfTuXQ7k+spWWSarNw0WbmpN6GOzLvOokIIHxdUqlyJsLAwh/hxFXCuoEiSRJo+LdeXrJ2iFD95iR47RSl+8iN67BSV+MmP6LGjUCoeON8egUAgKAiGJ3uhPr8D7fG1+C0ewu1+v2P1Cc37wALg66GkSYwfTWL8HNsyTVZu6U3ojWb06SYsJ3JO21MciMjNLvDz96NazWrUqFmDA/sPcOLYCbfUm1/RY8cufhzpFNwQfSC/oseOXfwolAr0qXpHbq/7oSCix45Op3PE+bk3wnNhKIjoAVAqlAQFBwnxIxAIHl5kMlI7f4QpOBpF2k38Fg8BU9FHXdao5JQJ0BBT2pPa5bMnoy5OhPBxgf1FbBc/J46dwGQqfHZ2u2CxWPIveuy4U/wUVPTYcaf4KYzoseMu8VNQ0SMQCASPCpLGi+Tnv8aq80N19RC+f47NVz6vRwUhfFxgD14HNvETHRNNVlYWxsyCK2P79BbYVksV5iXrDvFTWNFjxx3i535Ej537FT+FFT0Wi8Xm4Gx+fB4QAoHg0cTqH07ys18iyVVoj63C55+3II+gg48KQvi44N6XenRMNGq1GqMheyJNsGUdv3XrltMnLS3NFg05KYkbN26QmJhIUnKSY7+d5OTkbMdmZmYCNrFi35acnExmViapKakFFj+uRM/8+fMJCQ7Jdz33I3769+tP927dHaKnTes2jBk9xrE/umI0M7+Yma+6Cit+7sfSIyFhNpudsrcLBALBw4opoh4p3T5DkinQHfgD71VT4TFI5iDs+wVApVKh1WmzOdjaM2MfPHjQqXyFyAr4+vhy4/oNTp0+hVKhRKlWIsOWGb1X714ArF69mtuJt52ObdasGeWfKM/hw4fZtXOX077QsFAaNmgIkC+rSd8+ffnl518c1xBeLpyXX36ZcePHFaof8nJ4zikVhNls5t1330WukLvNSbugDs9ieksgEAicyYxpQ2rnD/H5cyweuxaC1YL+6Ykgd0+C7AcR8eQvIFqNFqva6njZKpVKLl26RHh4OGFhYY5yJpOJTfGbyDRk0rJVS6pUq4I5y+wQPgCZRptVp0H9BtksJ15eXmQaMylbpiwB/gFO+wICA/Dy8srXai+DwYDFbKFlq5b8MOcHMjMzWbVyFcOHDUelUhEaVjhv/oKs9rJPb/kH+Lt9Wf694keryzkppxA9AoFAkDPG6p3BnInPsrfx2PMr8rSbpHb5GElTsk7IRYWY6ioEd0+zXL9+nVUrV2E2mwkMDCQwMBBvb292JOwg05BJ26fbUqZMGQIDAwkICHCUCQwMdNTn6+vrtD0wMBCNRuM4193b/f39AZDL5Xn6/NintxRKBR46D0JDQ4mIiOC1ga/RomULlv2zLNsxp0+f5tluz1KubDkC/QNp1LAR69atcyoTXTGaD6d9yMDXBlKhfAXqxtblq1lfOcRbTHQMAPXr1Uer1tK6ZWsUSgWjRo7i+Wefz3c/z/h8BrG1YwnwCyCyQiTD3hhGWlr26Ml3j4fRkN0HS4gegUAgyB1j7edIefYLJIUa7Yl1BMx5FsXNUyXdrCJBCB8XeHp45rr/7pft3dNUWVlZrFi5gpSkFNo+3ZaQkPz7z+SHpKQkfv3lV27fvp2rw/PdPj0KRXaTpU6rIysrK9v29LR02rZry4qVK9iRsIPWbVrT/ZnuXLhwwancjM9nEBsby46EHQwcPJDx48azd89ezGYz/279F4C/l/3N/gP7mTd/XqEyvcvlcqZ/Np09+/bw/Q/fs3HDRv4z4T85lnWMxz3+Pu4UPQq5Ai9vL+Ry8bMRCASPHpkxbUnquQCLdymUiWcI/L4rHlu+BUvhVzQ/iIgnuAvUWnWeZewv29u3b7P/wP4iFz05kZP4yW31liRJrFu3jjVr1tCsebNs9dWoWYMBAwZQtVpVoipGMWnyJCpUqJDNOtT26bYMHDSQyKhIxo4dS1BQENu2bbNNaf3PKqXVaAkrHUa5cuUKNb31xrA3bL5O5cvTvHlzJk2exO//97vL8jrdnes1Goxut/TIZDI0Go0QPgKB4JHFVLY2ia/+SWaFJsgsWXhvmE7gtx3RHP7nkVnyLmz+LsjKzIJ8GCm0Wi0BAQEc3H+QM6fOoFari0302Lk7wnPS7SSAbKJn+fLlBPoHYjKZsFqtvPDiC7z9ztv8/ruzkEhLS+O/U//LiuUruHbtGmazGYPBwMULF53KVa9e3fFvmUxGSEgIer1tmbp96f79OjKvW7eOjz/6mBPHT5CamorZbMZoNJKRkYGHh0eOx2h1WozpRof4k8lkbpvekiSJTGMmGq0QPwKB4NFF8gwk+aXv0R5civfaaShvn8VvySgs6z7BUOtZjDFtsARXLHSS05JGCB8XpKenExgUmGc5uVxOWJkwLl24BEBIaEixih47SqUSpUqJKctmktRqnZ1845rFMXPmTFRqFaVLl3YpBMaPG8+6deuYNm0akZGR6HQ6XnrxJbJMztNiKpXK6btMJsNqtTqJLa1GW2jRc+7cObp17cZrA19j8pTJBPgHsGXrFga9NoisrCyXwudelCql23x6LFYL6WnpqNQqIXwEAsGjjUyGscYzZFZqjceOeXjsnI8i9Qpe8V/gFf8FFq9gzKFVMYVWweJbBqt3MFadPyg1SAoVKFRIyJBJEmC1xQiSrLbl8iZTiS6bF8LnPvH396dK5SqkpaYREhrCxQsX2b1nN7F1You1HQaDAVOWCZVahdlkzrbay9PDk8iovLPCbdu6jZ49e9KlaxfAZgE6f/58vtpgtVpJ06c5Vlbp9bY4P4URHnv37MVqtfLhRx86RMb//d//5Xmc3c9JJpM5hKDBYCiyrO4CgUDwKCNpvEhv+jrpTw1Ae3Ql2iPLUZ/diiLtJopTG9Gc2lioemW15ri3oQVACJ/7wO5DknQ7iXr16xEcHIxKreLf+H/JyMigSeMmWCwWkpOTbcHv7lrObl/VlZKSkuNSdo1Gg9FoJD093WmfUqmkx8s9nJyF7/XpsS8ft4ufghAVFcWfS/+kQ4cOyGQyJk+ajNWadzRPSZLIysxCoVRQoUIFdDodmzZtonTp0gQGOa9iyw+RkZGYTCa+mvUV7Tu0Z9vWbXw/+/s825CmT0OlUDkiZNv7Btyf1V0gEAgeG5QajNW7YKzeBUwGVNePobx2GOX1YyhSryFPv4U8IwksJmQWEzKLbZZAksltU2Iy+f8+MiTk/7MEldCllNiZH3Lsoic9LZ0rV69w7vw5xz6lUsnxY8eJrhiNn78fq1evziZ8+vTtA0DC2gRu3bzlVHeTJk2IjIrkzNkz7Ni+w2lf6dKlad+hvcOSk5Mj871Z3QvChx/blqk3i2tGYFAgY8aMIVWfmusxZrMZq9WKTC5zWJmmfzad9997nw+nfUj9+vVZs25NgdpRo2YNPvr4I6Z/Mp133n6Hxk0aM2XqFPr3659jeYcjs8WCSqFCobStZCuqrO4CgUDw2KLSYSpbG1PZ2oU63GwyY129K++CRYRMcke670eI1NRUfH192bJ3C6XLlnZst5gsZCRmEBERgVqjdlotlJWVRUZGhlM9VqsVpUKJWqPGaDQiIZGZkYnGQ4MMGUFBQYAtXcW9Fh9vb2+HxefeuDUqlQpfX18g79xb7siLlRd5naM4Yujcew5Tpgmtp9YRKBLuP08Z2Hx8MjIy8PL2yjFEwOOGJElkpGbg4ePhtnvLaDRy/ux5/Mr5odKq8j7gMcBsMrNr9S7qtqmLUiX+Vi1KRF8XD/Z+bt++fTZ/0fvB/v5OSUnBx8fHZTkxsi7w9s15iiinF7lSqczR2db+svX09HSsNrr3hezn5+eyDVqtNpuT8r115/Yiv9fy427xkx9hVZAIz4Xh3vFQKBWYMrPHnHCH5UchV+Dj44NM/nCuZBAIBAKBiONTICQk0tPT8229yCuicGEpiPXCHVndc6Ig1iR3ZHXPiYJak+43q7v9nCJHqUAgEDy8COHjAns8HDsmkwmjwYjFUrApG1cRhQtLYaZs3C1+CjOF5m7xU9gptPsRP2aLmduJtzFb3CPcBAKBQFD8COGTD0wmEzu27UCySnh6eRZ4qubeiMKF5X78VNwlfu7Hb8hd4ud+/YbcYfkRCAQCwcOJED55YDKZ2LB2A2mpaWh0GhTywjm12mPbGAyFe9m6wzn3fsWPO5yl71f8uMtZWoifBxT7LSncqAQCQRHxUAmfZcuWUb9+fXQ6Hf7+/nTt2tVp/4ULF+jQoQMeHh6UKlWKsWPH3teUil30pCanUr9RfeRyOQbj/b0kdbqCv2zdIXrsFFb8uHOFWGHFj7tXiAnx8+BhMtkc0+WKh+rRJBAIHiIemlVdv//+OwMGDOD999+nRYsWmM1mDh065NhvsVjo0KEDoaGhbN26latXr9KrVy9UKhXvv/9+gc9nNpkdoqdZq2YEBQeRkZLhiLmj0+oK9PKXkMjKyrJZjZQKUlNSycrKQqvJedWWHWOmEaPBiFanRS6Tk2nMLPC15IRaoyY9LR1TlglPT89cr8VsMZOelo5CoUCn0tnymLmjDSo16Vnp3E68bZtCVLi+HSXpf47lFgueXp5YzBYs5uwJ8+z9LFPInFbPuUIuk+d7PMxWM1mZWWQaMzErhZ+PJNn6Wm6Uu2W1oGSVuHXjFkqdUggfgUBQZDwUwsdsNjN8+HA+/vhj+ve/E8CuSpUqjn+vXr2aI0eOsHbtWkJCQqhVqxZTp05l3LhxTJo0CbU652zrmZmZZGbeEROpqbZgfQf2HcBqttK0eVP8/f2xmC2oPdRkWjO5cf1GwU3xEo6UEshsf9nav7uKY5CfMveD1WIlMzMTmUxmWzafwzXdW+ZW4q3she4HyRa7RZIkW+bznF5495RJSk7KXuausnf3c37J13j8Lw9aqj5VTMUASJBlzEKtVbuvP2TgG+Kbo6h9XLH3heiTokf0dfFg71+7hddd5Le+h0L47Nmzh8uXLyOXy6lduzbXrl2jVq1afPzxx1SrVg2Abdu2Ub16dacEoW3btmXw4MEcPnyY2rVzjjD5wQcfMHny5GzbQ3xD8PDw4Orpq1w9fdVpn0wmEwHsBAI3I0kSFosFTpR0Sx5M9q7fW9JNeGwQfV08rFlTsIj+eXFvIGFXPBTC58yZMwBMmjSJTz/9lPLlyzN9+nSaNWvGiRMnCAgI4Nq1a9myotu/X7t2zWXdEyZMYNSoUY7vqamphIeH4xPiQ0yVGLddg8Vs4ejuo1SOrexIpwBw5NARDh88TNXqValSrYrLbUVJ4q1E/t34L96+3jRp3gSVUpXjtqLEZDaxecNm9Cl6GjdrTGBQYI7b8sJVP+eX3MajQoUKZElZPPnUk3h5exW47kcNi9nC3vV7qd2idqH6WpA/RD8XH6Kviwd7P7du3drtkZvzQ4kKn/Hjx/Phhx/mWubo0aOOJJlvvfUW3bt3B2Du3LmULVuWxYsXM3DgwEK3QaPRoNFosm339vUukhtfoVQ41Vu9VnVkMhkH9h9w+EkcPHCQGjVrUK1mNbefPydKhZaiacumbFy7kfgN8dSoVYN/N/6Lj58PzVo1K5JptntRKBU0a9WMDWs3EL8hnsbNGnNg3wEnH6uC1leY8cttPEqXLc2aVWuo06COCGd/FwqlQvRHMSD6ufgQfV08qFTudePIb10lOrKjR4+mT58+uZapUKECV6/appru9unRaDRUqFCBCxcuABAaGkpCQoLTsdevX3fse5CxC5wD+w8AFKvosRMUHESzVs1YvWI169esx8/Pj+atmheL6LGjUqlo3qo5a1asYf2a9QC0ademwKLnfnE1HrcTbxdrOwQCgUDgfkpU+AQHBxMcHJxnudjYWDQaDcePH6dx48aAzYnp3LlzREREANCwYUPee+89bty4QalSpQDb/KGPj4+TYBIIBAKBQPD48lDY8nx8fBg0aBATJ04kPDyciIgIPv74YwCee+45ANq0aUOVKlXo2bMnH330EdeuXePtt99m6NChOU5lucIe1yY9LR29Xk9yUnK2WDf2GDIZaRlkZjkvL9dqtOg8dZhNZvR6vWO71WIlIyMDvd4WCyc1ORWL1ebZfvzocY4fOU7t2NqoVCq2bN7C1atXqVS5kuN4tVptW8ZtsZCakn0e0z/AHwB9ij5bSgVPT0/UGjVZxizSM9Kd9tnj+ty6eYvVy1bj7eNNpSqV2LV9F4t/XkzbDm1Ra9Sk6dOyecx76DzQ6DRkZWaRnn5PvQqlI9Hrvek/XPWh2WRm+5btGA1G4lrGsX/vfn7/9XcaNG7guD65XI6vny07fUpyimMa1NEmDw8yMjK4cf0GJrNzezVqDR5eHo6YRK76cOf2nRw5eIRKVWz9v3HdRlKSUwgvH47RaCRNn+ZyleDjhNlktt3TqXoxLVCEiH4uPkRfFw/2fk5NTS0SH58849NJDwlZWVnS6NGjpVKlSkne3t5Sq1atpEOHDjmVOXfunNSuXTtJp9NJQUFB0ujRoyWTyVSg81y8eFHCFj9WfMRHfMRHfMRHfB6yz8WLF3N9z8skyU3puh8RrFYrV65cue/oxPdiXy128eJFfHx83FavwBnRz8WH6OviQfRz8SH6ungoqn6W/hfdv3Tp0sjlroOgClvePcjlcsqWLVtk9fv4+IgfVDEg+rn4EH1dPIh+Lj5EXxcPRdHPvr6+eZYRceEFAoFAIBA8NgjhIxAIBAKB4LFBCJ9iQqPRMHHixAKtMBMUHNHPxYfo6+JB9HPxIfq6eCjpfhbOzQKBQCAQCB4bhMVHIBAIBALBY4MQPgKBQCAQCB4bhPARCAQCgUDw2CCEj0AgEAgEgscGIXzcyKxZsyhfvjxarZb69etnyxZ/L4sXLyYmJgatVkv16tVZvnx5MbX04aYg/Tx79myaNGmCv78//v7+tGrVKs9xEdyhoPe0nV9//RWZTEbXrl2LtoGPCAXt5+TkZIYOHUpYWBgajYbo6Gjx/MgHBe3nzz//nEqVKqHT6QgPD2fkyJEYjcZiau3DSXx8PJ06daJ06dLIZDKWLl2a5zEbN26kTp06aDQaoqKimDdvXtE2skCJrAQu+fXXXyW1Wi3NmTNHOnz4sDRgwADJz89Pun79eo7lt2zZIikUCumjjz6Sjhw5Ir399tuSSqWSDh48WMwtf7goaD/36NFDmjVrlrR3717p6NGjUp8+fSRfX1/p0qVLxdzyh4+C9rWds2fPSmXKlJGaNGkidenSpXga+xBT0H7OzMyU6tatK7Vv3176999/pbNnz0obN26U9u3bV8wtf7goaD8vXLhQ0mg00sKFC6WzZ89Kq1atksLCwqSRI0cWc8sfLpYvXy699dZb0h9//CEB0pIlS3Itf+bMGcnDw0MaNWqUdOTIEWnmzJmSQqGQVq5cWWRtFMLHTdSrV08aOnSo47vFYpFKly4tffDBBzmWf/7556UOHTo4batfv740cODAIm3nw05B+/lezGaz5O3tLf34449F1cRHhsL0tdlslp566inp+++/l3r37i2ETz4oaD9//fXXUoUKFaSsrKziauIjQUH7eejQoVKLFi2cto0aNUpq1KhRkbbzUSI/wufNN9+Uqlat6rTthRdekNq2bVtk7RJTXW4gKyuL3bt306pVK8c2uVxOq1at2LZtW47HbNu2zak8QNu2bV2WFxSun+8lIyMDk8lEQEBAUTXzkaCwfT1lyhRKlSpF//79i6OZDz2F6ee//vqLhg0bMnToUEJCQqhWrRrvv/8+FouluJr90FGYfn7qqafYvXu3YzrszJkzLF++nPbt2xdLmx8XSuJdKJKUuoFbt25hsVgICQlx2h4SEsKxY8dyPObatWs5lr927VqRtfNhpzD9fC/jxo2jdOnS2X5oAmcK09f//vsvP/zwA/v27SuGFj4aFKafz5w5w/r163n55ZdZvnw5p06dYsiQIZhMJiZOnFgczX7oKEw/9+jRg1u3btG4cWMkScJsNjNo0CD+85//FEeTHxtcvQtTU1MxGAzodDq3n1NYfASPDdOmTePXX39lyZIlaLXakm7OI4Ver6dnz57Mnj2boKCgkm7OI43VaqVUqVJ89913xMbG8sILL/DWW2/xzTfflHTTHik2btzI+++/z1dffcWePXv4448/WLZsGVOnTi3ppgnuE2HxcQNBQUEoFAquX7/utP369euEhobmeExoaGiBygsK1892PvnkE6ZNm8batWupUaNGUTbzkaCgfX369GnOnTtHp06dHNusVisASqWS48ePExkZWbSNfggpzD0dFhaGSqVCoVA4tlWuXJlr166RlZWFWq0u0jY/jBSmn9955x169uzJq6++CkD16tVJT0/ntdde46233kIuF3YDd+DqXejj41Mk1h4QFh+3oFariY2NZd26dY5tVquVdevW0bBhwxyPadiwoVN5gDVr1rgsLyhcPwN89NFHTJ06lZUrV1K3bt3iaOpDT0H7OiYmhoMHD7Jv3z7Hp3PnzjRv3px9+/YRHh5enM1/aCjMPd2oUSNOnTrlEJYAJ06cICwsTIgeFxSmnzMyMrKJG7vYlESKS7dRIu/CInObfsz49ddfJY1GI82bN086cuSI9Nprr0l+fn7StWvXJEmSpJ49e0rjx493lN+yZYukVCqlTz75RDp69Kg0ceJEsZw9HxS0n6dNmyap1Wrp//7v/6SrV686Pnq9vqQu4aGhoH19L2JVV/4oaD9fuHBB8vb2ll5//XXp+PHj0j///COVKlVK+u9//1tSl/BQUNB+njhxouTt7S398ssv0pkzZ6TVq1dLkZGR0vPPP19Sl/BQoNfrpb1790p79+6VAOnTTz+V9u7dK50/f16SJEkaP3681LNnT0d5+3L2sWPHSkePHpVmzZollrM/TMycOVMqV66cpFarpXr16knbt2937IuLi5N69+7tVH7RokVSdHS0pFarpapVq0rLli0r5hY/nBSknyMiIiQg22fixInF3/CHkILe03cjhE/+KWg/b926Vapfv76k0WikChUqSO+9955kNpuLudUPHwXpZ5PJJE2aNEmKjIyUtFqtFB4eLg0ZMkRKSkoq/oY/RGzYsCHHZ669b3v37i3FxcVlO6ZWrVqSWq2WKlSoIM2dO7dI2yiTJGGzEwgEAoFA8HggfHwEAoFAIBA8NgjhIxAIBAKB4LFBCB+BQCAQCASPDUL4CAQCgUAgeGwQwkcgEAgEAsFjgxA+AoFAIBAIHhuE8BEIBAKBQPDYIISPQCAQCASCxwYhfAQCwQPNxo0bkclkJCcnl3RTipVJkyZRq1Ytx/c+ffrQtWvXIj1ns2bNGDFiRJGeQyAoaYTwEQgeAvr06YNMJsv2OXXqVEk3rch56qmnuHr1Kr6+viXdlBJlxowZzJs3r6SbIRA89ChLugECgSB/PP3008ydO9dpW3BwcLZyWVlZj1SWbrVaTWhoaEk3I0dMJhMqlapYzvW4Cz+BwF0Ii49A8JCg0WgIDQ11+igUCpo1a8brr7/OiBEjCAoKom3btgAcOnSIdu3a4eXlRUhICD179uTWrVuO+tLT0+nVqxdeXl6EhYUxffr0bFMdMpmMpUuXOrXDz8/PyfJw8eJFnn/+efz8/AgICKBLly6cO3fOsd8+RfPJJ58QFhZGYGAgQ4cOxWQyOcpkZmYybtw4wsPD0Wg0REVF8cMPPwDZp7oSExN56aWXKFOmDB4eHlSvXp1ffvkl176bN28efn5+rFq1isqVK+Pl5cXTTz/N1atXHWWsVitTpkyhbNmyaDQaatWqxcqVKx37z507h0wm47fffiMuLg6tVsvChQsd1/f+++8TEhKCn58fU6ZMwWw2M3bsWAICAihbtmw20Tpu3Diio6Px8PCgQoUKvPPOO059ci93T3XZ23Lvp1mzZvnuo5zG/14WLFhA3bp18fb2JjQ0lB49enDjxo1c+1ogeNARwkcgeAT48ccfUavVbNmyhW+++Ybk5GRatGhB7dq12bVrFytXruT69es8//zzjmPGjh3Lpk2b+PPPP1m9ejUbN25kz549BTqvyWSibdu2eHt7s3nzZrZs2eIQFVlZWY5yGzZs4PTp02zYsIEff/yRefPmOYmnXr168csvv/DFF19w9OhRvv32W7y8vHI8p9FoJDY2lmXLlnHo0CFee+01evbsSUJCQq5tzcjI4JNPPmHBggXEx8dz4cIFxowZ49g/Y8YMpk+fzieffMKBAwdo27YtnTt35uTJk071jB8/nuHDh3P06FGHyFy/fj1XrlwhPj6eTz/9lIkTJ9KxY0f8/f3ZsWMHgwYNYuDAgVy6dMlRj7e3N/PmzePIkSPMmDGD2bNn89lnn+Wr38PDw7l69arjs3fvXgIDA2natGm++yg/428ymZg6dSr79+9n6dKlnDt3jj59+uSrjQLBA0uR5n4XCARuoXfv3pJCoZA8PT0dn2effVaSJEmKi4uTateu7VR+6tSpUps2bZy2Xbx4UQKk48ePS3q9XlKr1dKiRYsc+xMTEyWdTicNHz7csQ2QlixZ4lSPr6+vNHfuXEmSJGnBggVSpUqVJKvV6tifmZkp6XQ6adWqVY62R0RESGaz2VHmueeek1544QVJkiTp+PHjEiCtWbMmx2vfsGGDBEhJSUku+6dDhw7S6NGjXe6fO3euBEinTp1ybJs1a5YUEhLi+F66dGnpvffeczruySeflIYMGSJJkiSdPXtWAqTPP//cqYz9+iwWi2NbpUqVpCZNmji+m81mydPTU/rll19ctvHjjz+WYmNjHd8nTpwo1axZ0+k8Xbp0yXacwWCQ6tevL3Xs2NGpDfdydx/ld/zvZefOnRIg6fV6l2UEggcd4eMjEDwkNG/enK+//trx3dPT0/Hv2NhYp7L79+9nw4YNOVpNTp8+jcFgICsri/r16zu2BwQEUKlSpQK1af/+/Zw6dQpvb2+n7UajkdOnTzu+V61aFYVC4fgeFhbGwYMHAdi3bx8KhYK4uLh8ndNisfD++++zaNEiLl++TFZWFpmZmXh4eOR6nIeHB5GRkU5tsE/bpKamcuXKFRo1auR0TKNGjdi/f7/Ttrp162aru2rVqsjldwzoISEhVKtWzfFdoVAQGBjoNE3022+/8cUXX3D69GnS0tIwm834+Pjkowec6devH3q9njVr1jjakFcfnT59Ol/jv3v3biZNmsT+/ftJSkrCarUCcOHCBapUqVLgtgoEDwJC+AgEDwmenp5ERUW53Hc3aWlpdOrUiQ8//DBb2bCwsHyvBpPJZEiS5LTtbj+UtLQ0YmNjWbhwYbZj73a8vtcBWCaTOV6iOp0uX22x8/HHHzNjxgw+//xzqlevjqenJyNGjHCaWsuJnNpw77Xlh3v72lXduV3ztm3bePnll5k8eTJt27bF19eXX3/9NUc/m9z473//y6pVq0hISHASn4Xto7tJT0+nbdu2tG3bloULFxIcHMyFCxdo27ZtgeoRCB40hPARCB5B6tSpw++//0758uVRKrP/zCMjI1GpVOzYsYNy5coBkJSUxIkTJ5wsL8HBwU4OwCdPniQjI8PpPL/99hulSpUqlLUCoHr16litVjZt2kSrVq3yLL9lyxa6dOnCK6+8Atickk+cOHFfFggfHx9Kly7Nli1bnK5/y5Yt1KtXr9D1umLr1q1ERETw1ltvObadP3++QHX8/vvvTJkyhRUrVjhZsiDvPsrP+B87dozExESmTZtGeHg4ALt27SrcBQsEDxDCuVkgeAQZOnQot2/f5qWXXmLnzp2cPn2aVatW0bdvXywWC15eXvTv35+xY8eyfv16Dh06RJ8+fZymawBatGjBl19+yd69e9m1axeDBg1ysmS8/PLLBAUF0aVLFzZv3szZs2fZuHEjw4YNc3LkzY3y5cvTu3dv+vXrx9KlSx11LFq0KMfyFStWZM2aNWzdupWjR48ycOBArl+/XvjO+h9jx47lww8/5LfffuP48eOMHz+effv2MXz48Puu+14qVqzIhQsX+PXXXzl9+jRffPEFS5Ysyffxhw4dolevXowbN46qVaty7do1rl27xu3btx3159ZH+Rn/cuXKoVarmTlzJmfOnOGvv/5i6tSp7usEgaCEEMJHIHgEsVsvLBYLbdq0oXr16owYMQI/Pz/Hy+3jjz+mSZMmdOrUiVatWtG4ceNsvkLTp08nPDycJk2a0KNHD8aMGePkS+Ph4UF8fDzlypWjW7duVK5cmf79+2M0GgtkAfr666959tlnGTJkCDExMQwYMID09PQcy7799tvUqVOHtm3b0qxZM0JDQ90S0XjYsGGMGjWK0aNHU716dVb+f3t2aBwhEAVg+KUIBAVgUFsCFSCoA0MBOAQCQQnncairAEU92MRFxOQml8zNZL9vBrkM7Jp/3t7vse97VFX19Lu/ats2hmGIvu8jpRTHccQ4jg+vP88zruuKaZqiLMvPp+u6iHhsj747/6Io4na7xbZtUdd1zPMcy7L8yv/DK729/+SSG/iXmqaJlFKs6/rqTwH4EyY+AEA2hA8AkA1XXQBANkx8AIBsCB8AIBvCBwDIhvABALIhfACAbAgfACAbwgcAyIbwAQCy8QEUSvoN1c7c5gAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_freq_resp_fir(this_num, this_desc):\n",
"\n",
" wrad, hh = sig.freqz(this_num, 1.0)\n",
" ww = wrad / np.pi\n",
" \n",
" plt.figure(1)\n",
"\n",
" plt.plot(ww, 20 * np.log10(abs(hh)), label=this_desc)\n",
"\n",
" plt.title('FIR diseñado por métodos directos - Taps:' + str(cant_coef) )\n",
" plt.xlabel('Frequencia normalizada')\n",
" plt.ylabel('Modulo [dB]')\n",
" plt.grid(which='both', axis='both')\n",
"\n",
" axes_hdl = plt.gca()\n",
" axes_hdl.legend()\n",
" \n",
" plt.figure(2)\n",
"\n",
" phase = np.unwrap(np.angle(hh))\n",
"\n",
" plt.plot(ww, phase, label=this_desc)\n",
"\n",
" plt.title('FIR diseñado por métodos directos - Taps:' + str(cant_coef))\n",
" plt.xlabel('Frequencia normalizada')\n",
" plt.ylabel('Fase [rad]')\n",
" plt.grid(which='both', axis='both')\n",
"\n",
" axes_hdl = plt.gca()\n",
" axes_hdl.legend()\n",
"\n",
" plt.figure(3)\n",
"\n",
" # ojo al escalar Omega y luego calcular la derivada.\n",
" gd_win = group_delay(wrad, phase)\n",
"\n",
" plt.plot(ww, gd_win, label=this_desc)\n",
"\n",
" plt.ylim((np.min(gd_win[2:-2])-1, np.max(gd_win[2:-2])+1))\n",
" plt.title('FIR diseñado por métodos directos - Taps:' + str(cant_coef))\n",
" plt.xlabel('Frequencia normalizada')\n",
" plt.ylabel('Retardo [# muestras]')\n",
" plt.grid(which='both', axis='both')\n",
"\n",
" axes_hdl = plt.gca()\n",
" axes_hdl.legend() \n",
"\n",
"plot_freq_resp_fir(num_bh, filter_type+ '-blackmanharris') \n",
"plot_freq_resp_fir(num_hm, filter_type+ '-hamming') \n",
"plot_freq_resp_fir(num_ka, filter_type+ '-kaiser-b14') \n",
" \n",
" \n",
"# sobreimprimimos la plantilla del filtro requerido para mejorar la visualización \n",
"fig = plt.figure(1) \n",
"plot_plantilla(filter_type = filter_type , fpass = fpass, ripple = ripple , fstop = fstop, attenuation = attenuation, fs = fs)\n",
"ax = plt.gca()\n",
"ax.legend()\n",
"\n",
"# reordenamos las figuras en el orden habitual: módulo-fase-retardo\n",
"plt.figure(2) \n",
"axes_hdl = plt.gca()\n",
"axes_hdl.legend()\n",
"\n",
"plt.figure(3) \n",
"axes_hdl = plt.gca()\n",
"axes_hdl.legend()\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ax.set_xlim([0, np.mean((fpass,fstop))])\n",
"ax.set_ylim([-2*ripple, np.mean((-ripple,1)) ])\n",
"fig"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Como se puede ver, el diseño del filtro **no** depende de la plantilla de requerimientos, y requiere un ajuste **artesanal** de cada filtro que se diseñe. Esto si bien es una dificultad, en la práctica no es tan complicado dado que con algo de práctica se logra diseñar casi cualquier filtro en pocas iteraciones. Se ejemplifica a continuación el procedimiento, mostrando solamente la iteración final, en la que se logra cumplir con la plantilla. "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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To9K5U/GYRFG5a9u2Lbp27arwUkXv3r0RGxuLv/76S5y7kZ2drfDLrCQ3btxAo0aNlP7RbtKkSan7jhw5EnZ2dvDx8UHdunXx1VdfKc3buXr1qnir/KuvonO7e/euQv1Xf9kDEBOqR48eiWUPHz7EN998AwsLC+jr66N27driXY1PnjwBANy7dw85OTlo3LixUr9fP7cbN25AQ0ND6W40mUwGU1NT3Lhxo9RYaGhowNbWVqHMzs4OAMRbnW/cuAErKyuluRNFw2GvH+f1OzVL83rsipKSV4fIXi0vium1a9cgCAJCQ0OVPqdp06YBUP6cXlfU99djq6OjA1tbW3F70Z+vfy7a2tpK8btx4wYaN26s9D1+PV6qfA9L6rOlpaXCHVrFncObvP4Z3bt3D48fP8aKFSuUYvnll18C+L9YpqSkoEmTJqVOWC+p7yX11d7eHvfv38fz588BAHPnzsXFixdhbW2Ntm3bIiwsTOE/JcXJy8tDZmamwuv1+UtlcenSJfTt2xcmJiYwNjZG7dq1xaGwop/ZIlZWVjA0NFQoe/1nKSQkBEZGRmjbti0aN26MwMBAHD16VO3++fn5QSaTif/hAV4mfnl5ecXWf/HihUJiSGXHOVFUbdStW1dMSnx9fVGrVi0EBQWhU6dO4jyKimBubo6kpCTs3bsXu3fvxu7duxEZGQl/f39x8m9hYSG6deuGb7/9ttg2iv5xLFLcbcYAFCZ/DhgwAAkJCZgwYQKcnJxgZGSEwsJCeHt7/6clGKrbYopl/Ue6pNiVFtOimI0fP77EuzmLW+6gulDle1hRXv+MimL5xRdflDi3qmhOU2UZMGAAOnbsiG3btmHfvn2YN28e5syZg61bt8LHx6fYfRISEtCpUyeFstTUVLXutnv8+DHc3d1hbGyM6dOno2HDhtDT08OZM2cQEhKi1s+svb09kpOTsWvXLuzZswdbtmzBL7/8gqlTp4pLQpSVtbU1Hj58KL63tLREQUEB7t69q3CncF5eHh48eAArKyu1jkMvMYmiamvYsGFYtGgRpkyZgr59+74xObCxscHFixchCIJCveTkZJWOpaOjg549e6Jnz54oLCzEyJEjsXz5coSGhqJRo0Zo2LAhnj17pvJVtdI8evQIBw4cQHh4OKZOnSqWX716VaFe7dq1oa+vr1QOKJ+bjY0NCgsLcfXqVfEqBwDcuXMHjx8/Vlh2oSSFhYW4fv26QlL4zz//AID4i8fGxgb79+/H06dPFa5GFQ1nqHKcilB0BUhbW7vUz6mk71JR35OTkxWuKOXl5SE1NVVst6je1atX0blzZ7GeXC5HamoqWrZsqdDm+fPnUVhYqHA1qrh4lfY9LKnPBw4cwLNnzxSuRqn63S9O7dq1IZVKUVBQUGosGzZsiBMnTkAul5e4fIgq8X7d33//jVq1ailczbG0tMTIkSMxcuRI3L17Fx988AFmzpxZYhLVsmVLpeFRmUz2xvMpSVxcHB48eICtW7fCzc1NLE9NTS22/u3bt/H8+XOF/r/+swQAhoaG+OSTT/DJJ58gLy8PH330EWbOnIlJkyaVeZkJQRCQlpaGVq1aiWVOTk4AXg5B+/r6iuWnT59GYWGhuJ3Uw+E8qra0tLQwbtw4XLlyBTt27HhjXV9fX9y+fVtcBwV4eUfdihUrSj3O60sKaGhoiP/LLloaYMCAATh27Bj27t2rtP/jx4+Rn59f6nFeVXRVRXjttuTX7/LT1NSEl5cXtm/frnCL85UrV5T6UvQP5OttLFy4EADQvXt3lfr2888/i38XBAE///wztLW1xRXXfX19UVBQoFAPABYtWgSJRFLiL7SKZm5uDg8PDyxfvhwZGRlK2+/duyf+vegX2+vLAHTt2hU6Ojr46aefFD6bVatW4cmTJ2IMnZ2dUbt2bSxbtkxhqCQqKkqpTV9fX2RmZmLjxo1iWX5+PhYvXgwjIyO4u7sDUO17WBxfX1/k5+dj6dKlYllBQUGxK1KrSlNTE/369cOWLVtw8eJFpe2vxrJfv364f/++0vcB+L/vt4GBAQDleFtaWsLJyQlr1qxR2Hbx4kXs27dP/E4XFBQoDZeZm5vDysrqjbGpUaOG0tQCdde/Ku5nNi8vT2H+0avy8/MVliLJy8vD8uXLUbt2bbRu3RqA8meuo6MDBwcHCIIAuVwulhe3xMGrn0GRpUuX4t69e/D29hbLOnfuDDMzM4XvR1FdAwMDlf9doOLxShRVawEBAZg6dSrmzJmjtBjeq4YOHYqff/4Z/v7+SExMhKWlJX777TfxH+83GTJkCB4+fIjOnTujbt26uHHjBhYvXgwnJyfxis6ECROwc+dO9OjRAwEBAWjdujWeP3+OCxcuYPPmzUhLSyvTMg7GxsZwc3PD3LlzIZfLUadOHezbt6/Y/9WGh4djz5496NixI0aOHCn+Am7WrBnOnz8v1mvZsiUGDRqEFStWiEMPJ0+exJo1a9CnTx+lYY3i6OnpYc+ePRg0aBDatWuH3bt346+//sJ3330nrvXTs2dPdOrUCZMnT0ZaWhpatmyJffv2YceOHRgzZoxKS1JUlCVLlqBDhw5wdHTE0KFDYWtrizt37uDYsWP4999/ce7cOQAv/3euqamJOXPm4MmTJ9DV1UXnzp1hbm6OSZMmITw8HN7e3ujVqxeSk5Pxyy+/oE2bNuL8F21tbXz//fcYNmwYOnfujE8++QSpqamIjIxUmhP19ddfY/ny5QgICEBiYiLq16+PzZs34+jRo4iIiBCv5qnyPSxOz5490b59e0ycOBFpaWlwcHDA1q1blZKOspo9ezYOHTqEdu3aYejQoXBwcMDDhw9x5swZ7N+/Xxwy8vf3x9q1azF27FicPHkSHTt2xPPnz7F//36MHDkSvXv3hr6+PhwcHLBx40bY2dnBzMwMzZs3R/PmzTFv3jz4+PjAxcUFgwcPFpc4MDExEdeSevr0KerWrYv+/fujZcuWMDIywv79+3Hq1CksWLDgP52nqlxdXVGjRg0MGjQIo0ePhkQiwW+//Vbi+kxWVlaYM2cO0tLSYGdnh40bNyIpKQkrVqwQr9h5enpCJpOhffv2sLCwwJUrV/Dzzz+je/fuCld5i1viwMbGBp988om4btqRI0cQHR0NJycnhQnt+vr6mDFjBgIDA/Hxxx/Dy8sL//vf//D7779j5syZChP6nzx5IibfRXOzfv75Z5iamsLU1FThphP6/yr/hkB6VxUtcXDq1Kk31itpiYOSbl8OCwsr9nb01924cUPo1auXYGBgINSqVUv45ptvhD179pS6xMHmzZsFT09PwdzcXNDR0RHq1asnDBs2TMjIyFBo/+nTp8KkSZOERo0aCTo6OkKtWrUEV1dXYf78+eIty0VLHBS3LANeu8X733//Ffr27SuYmpoKJiYmwscffyzcvn272FvB4+PjhdatWws6OjqCra2tsGzZsmJvV5fL5UJ4eLjQoEEDQVtbW7C2thYmTZqkcPt1SQYNGiQYGhoKKSkpgqenp2BgYCBYWFgI06ZNU7jdvygWwcHBgpWVlaCtrS00btxYmDdvnnhL+6vnXJbb0ov7bpTUTkmxTklJEfz9/QWZTCZoa2sLderUEXr06CFs3rxZod7KlSsFW1tbcamIV78jP//8s9C0aVNBW1tbsLCwEEaMGCE8evRIqV+//PKL0KBBA0FXV1dwdnYWDh8+LLi7uyvdjn7nzh3hyy+/FGrVqiXo6OgIjo6OCksPCILq38PiPHjwQBg4cKBgbGwsmJiYCAMHDhTOnj2r8hIHJX1Gd+7cEQIDAwVra2tBW1tbkMlkQpcuXYQVK1Yo1MvOzhYmT54sfu9kMpnQv39/ISUlRayTkJAgfodf/47v379faN++vaCvry8YGxsLPXv2FC5fvixuz83NFSZMmCC0bNlSkEqlgqGhodCyZUvhl19+KTU26iruFv+jR48KH374oaCvry9YWVkJ3377rbgEx6vfH3d3d6FZs2bC6dOnBRcXF0FPT0+wsbERfv75Z4VjLF++XHBzcxNq1qwp6OrqCg0bNhQmTJigsESBIBS/xMGQIUMEBwcHQSqVCtra2kKjRo2EkJAQccmM161YsUJo0qSJoKOjIzRs2FBYtGiR0s9r0c9Uca9X/82k/yMRhBLSaCJ6rwQEBGDz5s0Kzw8jorLz8PDA/fv3ix0KpXcL50QRERERqYFJFBEREZEamEQRERERqaFKk6hZs2ahTZs2kEqlMDc3R58+fZTWC/Hw8BCf+l30Gj58uEKd0aNHo3Xr1tDV1VV5zYsXL14gMDAQNWvWhJGREfr164c7d+4o1ElPT0f37t1hYGAAc3NzTJgwocy3shO9LaKiojgfiqgcxMXFcT7Ue6JKk6j4+HgEBgbi+PHjiI2NhVwuh6enp7jMf5GhQ4ciIyNDfM2dO1epra+++gqffPKJyscODg7Gn3/+iU2bNiE+Ph63b99WWBW7oKAA3bt3R15eHhISErBmzRpERUUpLIxIRERE769qdXfevXv3YG5ujvj4eHFFWA8PDzg5OSktIFicsLAwbN++HUlJSW+s9+TJE9SuXRvr168XH1j7999/w97eHseOHcOHH36I3bt3o0ePHrh9+zYsLCwAAMuWLUNISAju3btX4gMdiYiI6P1QrRbbLFoc7tXFvwBg3bp1+P333yGTydCzZ0+EhoaqtIhiSRITEyGXyxUeZ9C0aVPUq1dPTKKOHTsGR0dHMYECAC8vL4wYMQKXLl1SWFa/SG5ursLquYWFhXj48CFq1qxZ7Z5nRkRERMUTBAFPnz6FlZWV0sPDX1VtkqjCwkKMGTMG7du3R/PmzcVyPz8/2NjYwMrKCufPn0dISAiSk5OxdetWtY+VmZkJHR0dmJqaKpRbWFggMzNTrPNqAlW0vWhbcWbNmqX2QyOJiIioerl58ybq1q1b4vZqk0QFBgbi4sWLOHLkiEL5119/Lf7d0dERlpaW6NKlC1JSUqr08RLFmTRpEsaOHSu+f/LkCerVq4fU1FSFJfz/K7lcjkOHDqFTp04lPvCT/jvGufIw1pWDca48jHXlqKg4P336FA0aNCj1d3e1SKKCgoKwa9cuHD58+I0ZHwC0a9cOAHDt2jW1kyiZTIa8vDw8fvxY4WrUnTt3xCd8y2QynDx5UmG/orv3SnoKuK6uLnR1dZXKzczMYGxsrFZfiyOXy2FgYICaNWvyh7MCMc6Vh7GuHIxz5WGsK0dFxbmordKm4lTp3XmCICAoKAjbtm3DwYMH0aBBg1L3KZo0bmlpqfZxW7duDW1tbRw4cEAsS05ORnp6OlxcXAAALi4uuHDhAu7evSvWiY2NhbGxMRwcHNQ+NhEREb0bqvRKVGBgINavX48dO3ZAKpWKc41MTEygr6+PlJQUrF+/Hr6+vqhZsybOnz+P4OBguLm5oUWLFmI7165dw7Nnz5CZmYmcnBwx0XJwcICOjg5u3bqFLl26YO3atWjbti1MTEwwePBgjB07VrxKNGrUKLi4uODDDz8E8PLp2g4ODhg4cCDmzp2LzMxMTJkyBYGBgcVebSIiIqL3S5UmUUuXLgXwchmDV0VGRiIgIAA6OjrYv38/IiIi8Pz5c1hbW6Nfv36YMmWKQv0hQ4YgPj5efF9051xqairq168PuVyO5ORkZGdni3UWLVoEDQ0N9OvXD7m5ufDy8sIvv/wibtfU1MSuXbswYsQIuLi4wNDQEIMGDcL06dPLOwxERET0FqrSJKq0Jaqsra0VkqOSxMXFvXF7/fr1lY6lp6eHJUuWYMmSJSXuZ2Njg5iYmFKPT0RUEQoLC5GXl1du7cnlcmhpaeHFixcoKCgot3ZJGWNdOdSNs7a2NjQ1Nf/z8avFxHIiIlKUl5eH1NRUFBYWllubgiBAJpPh5s2bXLuugjHWleO/xNnU1BQymew/fT5MooiIqhlBEJCRkQFNTU1YW1u/cbG/sigsLMSzZ89gZGRUbm1S8RjryqFOnAVBQHZ2tnjj2H+5UY1JFBFRNZOfn4/s7GxYWVn9p6czvK5oeFBPT4+/2CsYY1051I2zvr4+AODu3bswNzdXe2iPnywRUTVTNLeDz+gkqjhF/0GRy+Vqt8EkioiomuJcGqKKUx4/X0yiiIiIiNTAJIqIiMqFh4cHxowZU9XdqBRRUVFKD7F/3ezZs/HBBx9U6jGrSlX0zcPDA8HBwZV6zNdxYjkRERG9dbZu3QpNTc1S15ysSLwSRURERNVScZO+ixagNTMzg1QqrewuKWASRURE5e7Ro0fw9/dHjRo1YGBgAB8fH1y9ehXAy3V6ateujc2bN4v1nZycFNbrOXLkCHR1dcXHdUkkEixduhQ+Pj7Q19eHra2twv4AEBISAjs7OxgYGMDW1hahoaEKv4TPnTuHTp06QSqVwtjYGK1bt8bp06cBADdu3EDPnj1Ro0YNGBoaolmzZio9sWL79u1o3Lgx9PT04OXlhZs3b5ZY99SpU+jWrRtq1aoFExMTuLu748yZMwp1Hj9+jGHDhsHCwgJ6enpo3rw5du3aVWx79+7dg7OzM/r27Yvc3FzExcVBIpFg7969aNWqFfT19dG5c2fcvXsXu3fvhr29PYyNjeHn56fwGLQ9e/agQ4cOMDU1Rc2aNdGjRw+kpKSI29PS0iCRSLB161Z06tQJBgYGaNmyJY4dO6bUp71798Le3h5GRkbw9vZGRkZGmc6/6HPu1asXDA0NMXPmTISFhcHJyQm//vorGjRoAD09PQDKw3m//PKL+FlYWFigf//+JX4W5YVJFBFRNScIArLz8svllZNXUKb66g6VBAQE4PTp09i5cyeOHTsGQRDg6+sLuVwOiUQCNzc38ZFdjx49wpUrV5CTk4O///4bABAfH482bdoorJMVGhqKfv364dy5c/j888/x6aef4sqVK+J2qVSKqKgoXL58GT/++CNWrlyJRYsWids///xz1K1bF6dOnUJiYiImTpwIbW1tAEBgYCByc3Nx+PBhXLhwAXPmzIGRkdEbzzE7OxszZ87E2rVrcfToUTx+/BiffvppifWfPn2KQYMG4ciRIzh+/DgaN24MX19fPH36FMDLNY98fHxw9OhR/P7777h8+TJmz55d7BpGN2/eRMeOHdG8eXNs3rwZurq64rawsDD8/PPPSEhIwM2bNzFgwABERERg/fr1+Ouvv7Bv3z4sXrxYrP/8+XOMHTsWp0+fxoEDB6ChoYG+ffsqrZY/efJkjB8/HklJSbCzs8Nnn32G/Px8hXjMnz8fv/32Gw4fPoz09HSMHz9e5fN/tf99+/bFhQsX8NVXXwEArl27hi1btmDr1q1ISkpSisfp06cxevRoTJ8+HcnJydizZw/c3NxK/CzKC+dEERFVcznyAjhM3Vslx7483QsGOmX7VXH16lXs3LkTR48ehaurKwBg3bp1sLa2xvbt2/Hxxx/Dw8MDy5cvBwAcPnwYrVq1gkwmQ1xcHJo2bYq4uDi4u7srtPvxxx9jyJAhAIAZM2YgNjYWixcvFh8e/+rD6evXr4/x48cjOjoa3377LQAgPT0dEyZMQNOmTQEAjRs3Fuunp6ejX79+cHR0BADY2tqWep5yuRw///wz2rVrBwBYs2YN7O3tcfLkSTg7OyvV79y5s8L7FStWwNTUFPHx8ejRowf279+PkydP4sqVK7CzsyuxH8nJyejWrRv69u2LiIgIpVv1v//+e7Rv3x4AMHjwYEyaNAkpKSliW/3798ehQ4cQEhICAOjXr5/C/qtXr0bt2rVx+fJlNG/eXCwfP348unfvDgAIDw9Hs2bNcO3aNTGecrkcy5YtQ8OGDQEAQUFBmD59usrnX8TPzw9ffvmlQt28vDysXbsWtWvXVooH8PLzMzQ0RI8ePSCVSmFjY4NWrVoVW7c88UoUERGVqytXrkBLS0tMLgCgZs2aaNKkiXjlyN3dHZcvX8a9e/cQHx8PDw8PeHh4IC4uDnK5HAkJCfDw8FBo18XFRen9q1eiNm7ciPbt20Mmk8HIyAhTpkxBenq6uH3s2LEYMmQIunbtitmzZysMWY0ePVpMPqZNm4bz58+L25o1awYjIyMYGRnBx8dHLNfS0kKbNm3E902bNoWpqalCn151584dDB06FI0bN4aJiQmMjY3x7NkzsY9JSUmoW7eumEAVJycnBx07dsRHH32EH3/8sdi1jlq0aCH+3cLCQhzefLWs6JEnwMuk97PPPoOtrS2MjY1Rv359AFCI3evtFg29vtqOgYGBmEAV1Xl1e2nnX6S4BNTGxqbEBAoAunXrBhsbG9ja2mLgwIFYt26dwpBlReGVKCKiak5fWxOXp3v953YKCwvxNOsppMZSlR+Roa/93590XxxHR0eYmZkhPj4e8fHxmDlzJmQyGebMmYNTp05BLpeLV7FUcezYMXz++ecIDw+Hl5cXTExMEB0djQULFoh1wsLC4Ofnh7/++gu7d+/GtGnTEB0djb59+2LIkCHw8vISh7tmzZqFBQsWYNSoUYiJiRHnVhU9LkQdgwYNwoMHD/Djjz/CxsYGurq6cHFxESdKq9K2rq4uunbtil27dmHChAmoU6eOUp2iIUrg5RyjV98Xlb06VNezZ0/Y2Nhg5cqVsLKyQmFhIZo3by72q6R2ASi0U9xxXh0OLu38ixgaGiqdU3Flr5JKpThz5gzi4uKwb98+TJ06FWFhYTh16lSFLr3AK1FERNWcRCKBgY5Wubz0dTTLVF+dVZ3t7e2Rn5+PEydOiGUPHjxAcnIyHBwcxHPq2LEjduzYgUuXLqFDhw5o0aIFcnNzsXz5cjg7Oyv94jx+/LjSe3t7ewBAQkICbGxsMHnyZDg7O6Nx48a4ceOGUt/s7OwQHByMffv24aOPPkJkZKS4zdraGsOHD8fWrVsxbtw4rFy5EsDLqyCNGjVCo0aNFJKW/Px8cWI68HKY7fHjx2KfXnf06FGMHj0avr6+aNasGXR1dXH//n1xe4sWLfDvv//in3/+KTG2Ghoa+O2339C6dWt06tQJt2/fLrGuKoo+lylTpqBLly6wt7fHo0eP/lObJSnt/P8rLS0tdO3aFXPnzsX58+eRlpaGgwcPllv7xWESRURE5apx48bo3bs3hg4diiNHjuDcuXP44osvUKdOHfTu3Vus5+HhgQ0bNsDJyQlGRkbQ0NCAm5sb1q1bpzQfCgA2bdqE1atX459//sG0adNw8uRJBAUFicdMT09HdHQ0UlJS8NNPP2Hbtm3ivjk5OQgKCkJcXBxu3LiBo0eP4tSpU2LCM2bMGOzduxepqak4c+YMDh06VGIyVERbWxujRo3CiRMnkJiYiICAAHz44Ydo27ZtiXH57bffcOXKFZw4cQKff/65wtUnd3d3uLm5oV+/foiNjUVqaip2796NPXv2KLSjqamJdevWoWXLlujcuTMyMzNL+URKVqNGDdSsWRMrVqzAtWvXcPDgQYwdO1bt9t6ktPP/L3bt2oWffvoJSUlJuHHjBtauXYvCwkI0adKkXNovCZMoIiIqd5GRkWjdujV69OgBFxcXCIKAmJgYhSEfd3d3FBQUKMx98vDwUCorEh4ejujoaLRo0QJr167Fhg0bxCtbvXr1QnBwMIKCguDk5ISEhASEhoaK+2pqauLBgwfw9/eHnZ0dBgwYAB8fH4SHhwN4+dDnwMBA2Nvbw9vbG3Z2duKE9ZIYGBggJCQEfn5+aN++PYyMjLBx48YS669atQqPHj3CBx98gIEDB2L06NEwNzdXqLNlyxa0adMGn332GRwcHPDtt9+KD6R+lZaWFjZs2IBmzZqJyxioQ0NDA9HR0UhMTETz5s0RHByMefPmqdVWaVQ5f3WZmppi69at6Ny5M+zt7bFs2TIxPhVJIlTlUp/vuKysLJiYmODJkycwNjYut3blcjliYmLg6+urNAZN5YdxrjyMtaIXL14gNTVVYU2c8lBYWIisrCwYGxurPCequpBIJNi2bRv69OlT1V1Rydsc67fJf4nzm37OVP39zU+WiIiISA1MooiIiIjUwCUOiIio2uPME6qOeCWKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIjKhYeHB8aMGVPV3agUUVFRMDU1repulIlEIsH27duruhvvFK4TRURE9B7IyMhAjRo1qrob7xQmUURERO8BmUxW1V1453A4j4iIyt2jR4/g7++PGjVqwMDAAD4+Prh69SqAl6uP165dG5s3bxbrOzk5wdLSUnx/5MgR6OrqIjs7G8DLoailS5fCx8cH+vr6sLW1VdgfAEJCQmBnZwcDAwPY2toiNDQUcrlc3H7u3Dl06tQJUqkUxsbGaN26NU6fPg0AuHHjBnr27IkaNWrA0NAQzZo1Q0xMTKnnuXfvXtjb28PIyAje3t7IyMgQt505cwaenp6oVasWTExM4O7ujjNnzijsL5FIsHz5cvTo0QMGBgawt7fHsWPHcO3aNXh4eMDQ0BCurq5ISUkR9wkLC4OTkxNWr16NevXqwcjICCNHjkRBQQHmzp0LmUwGc3NzzJw5U+lYRcN5aWlpkEgk2Lp1Kzp16gQDAwO0bNkSx44dU9hn5cqVsLa2hoGBAfr27YuFCxe+dcOYFYlJFBFRdScIQN7z8nnJs8tWX83HrQQEBOD06dPYuXMnjh07BkEQ4OvrC7lcDolEAjc3N8TFxQF4mXBduXIFOTk5+PvvvwEA8fHxaNOmDQwMDMQ2Q0ND0a9fP5w7dw6ff/45Pv30U1y5ckXcLpVKERUVhcuXL+PHH3/EypUrsWjRInH7559/jrp16+LUqVNITEzExIkToa2tDQAIDAxEbm4uDh8+jAsXLmDOnDkwMjJ64zlmZ2dj/vz5+O2333D48GGkp6dj/Pjx4vZnz57B398fR44cwfHjx9G4cWP4+vri6dOnCu3MmDED/v7+SEpKQtOmTeHn54dhw4Zh0qRJOH36NARBQFBQkMI+KSkp2L17N/bs2YMNGzZg1apV6N69O/7991/Ex8djzpw5mDJlCk6cOPHGc5g8eTLGjx+PpKQk2NnZ4bPPPkN+fj4A4OjRoxg+fDi++eYbJCUloVu3bkqJ2fuOw3lERNWdPBv4weo/N6MBwLSsO313G9AxLNMuV69exc6dO3H06FG4uroCANatWwdra2ts374dH3/8MTw8PLB8+XIAwOHDh9GqVSvIZDLExcWhadOmiIuLg7u7u0K7H3/8MYYMGQLgZeIRGxuLxYsX45dffgEATJkyRaxbv359jB8/HtHR0fj2228BAOnp6ZgwYQKaNm0KAGjcuLFYPz09Hf369YOjoyMAwNbWttTzlMvlWLZsGRo2bAgACAoKwvTp08Xtbm5uMDY2hobGy+sVK1asgKmpKeLj49GjRw+x3pdffokBAwYAeHk1zcXFBaGhofDy8gIAfPPNN/jyyy8Vjl1YWIjVq1dDKpXCwcEBnTp1QnJyMmJiYqChoYEmTZpgzpw5OHToENq1a1fiOYwfPx7du3cHAISHh6NZs2a4du0amjZtisWLF8PHx0dMDO3s7JCQkIBdu3aVGpv3Ba9EERFRubpy5Qq0tLQUfnnXrFkTTZo0Ea8cubu74/Lly7h37x7i4+Ph4eEBDw8PxMXFQS6XIyEhAR4eHgrturi4KL1/9UrUxo0b0b59e8hkMhgZGWHKlClIT08Xt48dOxZDhgxB165dMXv2bIUhstGjR+P7779H+/btMW3aNJw/f17c1qxZMxgZGcHIyAg+Pj5iuYGBgZhAAYClpSXu3r0rvr979y6+/vprNG7cGCYmJjA2NsazZ88U+gQALVq0EP9uYWEBAGIyV1T24sULZGVliWX169eHVCpVqOPg4CAmbEVlr/anOK8eu2g4tWif5ORktG3bVqH+6+/fd7wSRURU3WkbvLwi9B8VFhYi6+lTGEulCr9sSz12BXB0dISZmRni4+MRHx+PmTNnQiaTYc6cOTh16hTkcrl4FUsVx44dw+eff47w8HB4eXnBxMQE0dHRWLBggVgnLCwMfn5++Ouvv7B7925MmzYN0dHR6Nu3L4YMGQIvLy/89ddf2LdvH2bNmoUFCxZg1KhRiImJEedW6evri+0VDQUWkUgkEF4Z/hw5ciSePHmCH3/8ETY2NtDV1YWLiwvy8vIU9nu1HYlEUmJZYWHhG49dXNmr+xSntOPQmzGJIiKq7iSSMg+pFauwENAueNmWqkmUGuzt7ZGfn48TJ06IidCDBw+QnJwMBwcHAC9/YXfs2BE7duzApUuX0KFDBxgYGCA3NxfLly+Hs7MzDA0Vz/n48ePw9/dXeN+qVSsAQEJCAmxsbDB58mRx+40bN5T6ZmdnBzs7OwQHB+Ozzz5DZGQk+vbtCwCwtrbG8OHDMXz4cEyaNAkrV67EqFGjYGNjo1YcTpw4gZ9//hm+vr4AgJs3b+L+/ftqtVUVmjRpglOnTimUvf7+fVelw3mzZs1CmzZtIJVKYW5ujj59+iA5OVmhjoeHByQSicJr+PDhCnXS09PRvXt3GBgYwNzcHBMmTBAnxhUnLi5Oqc2iV9EXpOjOhddfx48fL/9AEBG9Qxo3bozevXtj6NChOHLkCM6dO4cvvvgCderUQe/evcV6Hh4e2LBhA5ycnGBkZAQNDQ24ublh3bp1SvOhAGDTpk1YvXo1/vnnH0ybNg0nT54UJ1w3btwY6enpiI6ORkpKCn766Sds27ZN3DcnJwdBQUGIi4vDjRs3cPToUZw6dQr29vYAgDFjxmDv3r1ITU3FmTNncOjQIXGbumxtbfH777/jypUrOHHiBD7//HOFK1nVXdFVuIULF+Lq1atYvnw5du/eLV6xoipOouLj4xEYGIjjx48jNjYWcrkcnp6eeP78uUK9oUOHIiMjQ3zNnTtX3FZQUIDu3bsjLy8PCQkJWLNmDaKiojB16tQSj+vq6qrQXkZGBoYMGYIGDRrA2dlZoe7+/fsV6rVu3bp8g0BE9A6KjIxE69at0aNHD7i4uEAQBMTExCgMH7m7u6OgoEBh7pOHh4dSWZHw8HBER0ejRYsWWLt2LTZs2CBe2erVqxeCg4MRFBQEJycnJCQkIDQ0VNxXU1MTDx48gL+/P+zs7DBgwAD4+PggPDwcwMvfJYGBgbC3t4e3tzfs7OzECevqWrx4MR4/fowPPvgAAwcOxOjRo2Fubv6f2qxM7du3x7Jly7Bw4UK0bNkSe/bsQXBwMPT09Kq6a9WGRBDUvH+1Aty7dw/m5uaIj4+Hm5sbgJc/UE5OToiIiCh2n927d6NHjx64ffu2OCFv2bJlCAkJwb1796Cjo1PqceVyOerUqYNRo0aJP3RpaWlo0KABzp49CycnJ5X6n5ubi9zcXPF9VlYWrK2tcf/+fRgbG6vUhirkcjliY2PRrVs3pTFwKj+Mc+VhrBW9ePECN2/eRP369cv1F5YgCHj69CmkUulbdzVBU1MTW7ZsQZ8+faq6Kyp5m2P9Jl9//TWSk5MRHx9f1V0B8N/i/OLFC6SlpcHa2lrp5ywrKwu1atXCkydP3vj7u1rNiXry5AkAwMzMTKF83bp1+P333yGTydCzZ0+EhoaKa4ccO3YMjo6OYgIFAF5eXhgxYgQuXbokjpe/yc6dO/HgwQOlW0iBl/+7efHiBezs7PDtt9+iV69eJbYza9Ys8X81r9q3b5/CWiflJTY2ttzbJGWMc+VhrF/S0tKCTCbDs2fPlCYhl4fX1yl6W+Tk5CjcofY2eFtjXWTx4sXiop/79+/H2rVrMX/+/Gr3OagT57y8POTk5ODw4cNKU4CKFnktTbVJogoLCzFmzBi0b98ezZs3F8v9/PxgY2MDKysrnD9/HiEhIUhOTsbWrVsBAJmZmQoJFPB/t4hmZmaqdOxVq1bBy8sLdevWFcuMjIywYMECtG/fHhoaGuL/gLZv315iIjVp0iSMHTtWfF90JcrT05NXot5CjHPlYawVFV2JMjIy4pWoV+jr65frv6UV6W2PdZHz589j8eLFePr0KWxtbREREaE0L7kq/dcrUfr6+nBzcyv2SpQqqk0SFRgYiIsXL+LIkSMK5V9//bX4d0dHR1haWqJLly5ISUlRWJ9DXf/++y/27t2LP/74Q6G8Vq1aCglRmzZtcPv2bcybN6/EJEpXVxe6urpK5dra2hXyi6Gi2iVFjHPlYaxfKigogEQigYaGhupLEaig6Nb1orbfJtVo5olK3uZYv2rTpk1V3YU3+i9x1tDQEJeGeP3fHVX/HaoWn2xQUBB27dqFQ4cOKVwNKk7R4m3Xrl0D8PKBinfu3FGoU/RelYctRkZGombNmm8cpnv12EXHJSIiovdblSZRRc8D2rZtGw4ePIgGDRqUuk9SUhKA/1tZ1cXFBRcuXFBYlTU2NhbGxsbiXRtvOn5kZCT8/f1VyjqTkpIUHpBJRERE768qHc4LDAzE+vXrsWPHDkilUnEOk4mJCfT19ZGSkoL169fD19cXNWvWxPnz5xEcHAw3NzdxqXpPT084ODhg4MCBmDt3LjIzMzFlyhQEBgaKQ2snT56Ev78/Dhw4gDp16ojHP3jwIFJTU8VnMb1qzZo10NHRESemb926FatXr8avv/5a0WEhIiKit0CVJlFLly4FAKX1QCIjIxEQEAAdHR3s378fEREReP78OaytrdGvXz+Fh0xqampi165dGDFiBFxcXGBoaIhBgwYpPAQyOzsbycnJ4rL9RVatWgVXV1fxYZSvmzFjBm7cuAEtLS00bdoUGzduRP/+/cvp7ImIiOhtVqVJVGkTBa2trVVai8LGxgYxMTElbvfw8Cj2WOvXry9xn0GDBmHQoEGlHpuIiIjeT9ViYjkRERHR24ZJFBERlQsPDw+MGTOmqrtRKaKiomBqavqf2qhfv36JT+OoKAEBAW/Nqu9vAyZRREREVeDUqVMKayFWF4cPH0bPnj1hZWUFiUSC7du3v7H+8OHDIZFIKj0hrA6YRBEREVWB2rVrV8gjwYCXC7YWLURZVs+fP0fLli2xZMmSUutu27YNx48fh5WVlVrHetsxiSIionL36NEj+Pv7o0aNGjAwMICPjw+uXr0K4OVNRbVr18bmzZvF+k5OTgrr8B05cgS6urriM8wkEgmWLl0KHx8f6Ovrw9bWVmF/AAgJCYGdnR0MDAxga2uL0NBQhbuyz507h06dOkEqlcLY2BitW7fG6dOnAQA3btxAz549UaNGDRgaGqJZs2ZvvGHpdffu3YOzszP69u2L3NxcpKSkwM/PD5aWljAyMkKbNm2wf/9+hX1eHc4TBAFhYWGoV68edHV1YWVlhdGjR4t1c3NzMX78eNSpUweGhoZo164d4uLixO1Fw4s7d+6Eg4MDdHV1kZ6eXmJ/w8PDUbt2bRgbG2P48OEKz2j08fHB999/j759+77xnG/duoVRo0Zh3bp17+2TBqrNY1+IiKh4giAgJz/nP7dTWFiInPwcaMm1VH5Ehr6WvlrPfgsICMDVq1exc+dOGBsbIyQkBL6+vrh8+TK0tbXh5uaGuLg49O/fH48ePcKVK1egr6+Pv//+G02bNkV8fDzatGmjcKUmNDQUs2fPxo8//ojffvsNn376KS5cuAB7e3sAgFQqRVRUFKysrHDhwgUMHToUUqkU3377LQDg888/R6tWrbB06VJoamoiKSlJ/OUfGBiIvLw8HD58GIaGhrh8+TKMjIxUOtebN2+iW7du+PDDD7Fq1Spoamri2bNn6NatG2bPng19fX2sXbsWPXv2RHJyMurVq6fUxpYtW7Bo0SJER0ejWbNmyMzMxLlz58TtQUFBuHz5MqKjo2FlZYVt27bB29sbFy5cQOPGjQG8XM5nzpw5+PXXX1GzZk2Ym5sX298DBw5AT08PcXFxSEtLw5dffomaNWti5syZKp0v8PK7NHDgQEyYMAHNmjVTeb93DZMoIqJqLic/B+3Wt6uSY5/wOwED7bINORUlT0ePHoWrqysAYN26dbC2tsb27dvx8ccfw8PDA8uXLwfwcg5Oq1atIJPJEBcXh6ZNmyIuLg7u7u4K7X788cfi4sgzZsxAbGwsFi9ejF9++QUAFNYQrF+/PsaPH4/o6GgxiUpPT8eECRPEtQGLko+ibf369YOjoyMAwNbWVqVzTU5ORrdu3dC3b19ERESICWfLli3RoEEDGBsbQ0NDAzNmzMC2bduwc+dOBAUFKbWTnp4OmUyGrl27QltbG/Xq1UPbtm3FbZGRkUhPTxeHzcaPH489e/YgMjISP/zwA4CXD/L+5Zdf0LJlyzf2WUdHB6tXr4aBgQGaNWuG6dOnY8KECZgxY4bKyfWcOXOgpaWlcLXsfcThPCIiKldXrlyBlpaW+KxTAKhZsyaaNGmCK1euAADc3d1x+fJl3Lt3D/Hx8fDw8ICHhwfi4uIgl8uRkJCgtBCzi4uL0vui9gBg48aNaN++PWQyGYyMjDBlyhSFIa2xY8diyJAh6Nq1K2bPno2UlBRx2+jRo/H999+jffv2mDZtGs6fPy9ua9asGYyMjGBkZAQfHx+xPCcnBx07dsRHH32EH3/8UeGK3bNnzxAaGopmzZrB1NQURkZGuHLlSolDbB9//DFycnJga2uLoUOHYtu2bcjPzwcAXLhwAQUFBbCzsxP7YWRkhPj4eIVz0NHREZ/mkZ6erlC3KNECXiZ4r17hc3FxwbNnz3Dz5s1i+/a6xMRE/Pjjj4iKilLrKuW7hFeiiIiqOX0tfZzwO/Gf2yksLMTTp08hlUrLNJxXERwdHWFmZob4+HjEx8dj5syZkMlkmDNnDk6dOgW5XC5exVLFsWPH8PnnnyM8PBxeXl4wMTFBdHQ0FixYINYJCwuDn58f/vrrL+zevRvTpk1DdHQ0+vbtiyFDhsDLywt//fUX9u3bh1mzZmHBggUYNWoUYmJixLlV+vr/Fw9dXV107doVu3btwoQJExQeKzZhwgTs27cP8+fPh52dHfT19dG/f3+FuUevsra2RnJyMvbv34/Y2FiMHDkS8+bNQ3x8PJ49ewZNTU0kJiZCU1NTYb9Xhxz19f9v6NXKykp81iwAmJmZqRzL0vzvf//D3bt3FYYlCwoKMG7cOERERCAtLa3cjlXdMYkiIqrmJBJJmYfUilNYWIh8rXwYaBuonESpw97eHvn5+Thx4oSYCD148ADJycnig+ElEgk6duyIHTt24NKlS+jQoQMMDAyQm5uL5cuXw9nZGYaGhgrtHj9+HP7+/grvi55vmpCQABsbG0yePFncfuPGDaW+2dnZwc7ODsHBwfjss88QGRkpTqC2trbG8OHDMXz4cEyaNAkrV67EqFGjYGNjU+x5amho4LfffoOfnx86deqEuLg4cbgtISEBfn5+6Nu3LzQ0NPDs2bNSkwt9fX307NkTPXv2RGBgIJo2bYoLFy6gVatWKCgowN27d9GxY8c3tlFES0sLjRo1KnbbuXPnkJOTIyaEx48fh5GREaytrVVqe+DAgejatatCmZeXFwYOHIgvv/xSpTbeFUyiiIioXDVu3Bi9e/fG0KFDsXz5ckilUkycOBF16tRB7969xXoeHh4YN24cnJ2dxSsqbm5uWLduHSZMmKDU7qZNm+Ds7IwOHTpg3bp1OHnyJFatWiUeMz09HdHR0WjTpg3++usvbNu2Tdw3JycHEyZMQP/+/dGgQQP8+++/OHXqFPr16wcAGDNmDHx8fGBnZ4dHjx7h0KFD4oT1N9HU1MS6devw2WefoXPnzoiLi4NMJkOjRo3w559/ol+/ftDU1ERoaOgblxyIiopCQUEB2rVrBwMDA/z+++/Q19eHjY0Natasic8//xz+/v5YsGABWrVqhXv37uHAgQNo0aIFunfvrtoH8//l5eVh8ODBmDJlCtLS0jBt2jQEBQWJifWzZ89w7do1sX5qaiqSkpJgZmaGevXqoWbNmqhZs6ZCm9ra2pDJZGjSpEmZ+vK245woIiIqd5GRkWjdujV69OgBFxcXCIKAmJgYhVvh3d3dUVBQoDD3ycPDQ6msSHh4OKKjo9GiRQusXbsWGzZsEK9s9erVC8HBwQgKCoKTkxMSEhIQGhoq7qupqYkHDx7A398fdnZ2GDBgAHx8fBAeHg7g5XBUYGAg7O3t4e3tDTs7O3HCemm0tLSwYcMGNGvWDJ07d8bdu3exYMECmJqaokOHDujZsye8vLzwwQcflNiGqakpVq5cifbt26NFixbYv38//vzzTzFZiYyMhL+/P8aNG4cmTZqgT58+OHXqVLF3+pWmS5cuaNy4Mdzc3PDJJ5+gV69eCAsLE7efPn0arVq1Eq/yjR07Fq1atcLUqVPLfKx3nUQo7SnApLasrCyYmJjgyZMnMDY2Lrd25XI5YmJi4Ovr+96uzVEZGOfKw1grevHiBVJTU9GgQQPo6emVW7uFhYXIysoS7xh7m0gkEmzbtu2teWTJ2xzrt8l/ifObfs5U/f3NT5aIiIhIDUyiiIiIiNTAieVERFTtceYJVUe8EkVERESkBiZRRETVFK++EFWc8vj5YhJFRFTNFK1KXdLq1kT032VnZwPAf7ojmHOiiIiqGS0tLRgYGODevXvQ1tYut1vkCwsLkZeXhxcvXvC2+wrGWFcOdeIsCAKys7Nx9+5dmJqaKj1KpyyYRBERVTMSiQSWlpZITU0t9tEl6hIEQXzcx/v+4NiKxlhXjv8SZ1NTU8hksv90fCZRRETVkI6ODho3blyuQ3pyuRyHDx+Gm5sbFzWtYIx15VA3ztra2v/pClQRJlFERNWUhoZGua5Yrqmpifz8fOjp6fEXewVjrCtHVceZA7VEREREamASRURERKQGJlFEREREamASRURERKQGJlFEREREamASRURERKQGJlFEREREamASRURERKQGJlFEREREamASRURERKQGJlFEREREamASRURERKSGKk2iZs2ahTZt2kAqlcLc3Bx9+vRBcnKyQh0PDw9IJBKF1/DhwxXqpKeno3v37jAwMIC5uTkmTJiA/Pz8Nx67fv36Su3Onj1boc758+fRsWNH6OnpwdraGnPnzi2fEyciIqK3nlZVHjw+Ph6BgYFo06YN8vPz8d1338HT0xOXL1+GoaGhWG/o0KGYPn26+N7AwED8e0FBAbp37w6ZTIaEhARkZGTA398f2tra+OGHH954/OnTp2Po0KHie6lUKv49KysLnp6e6Nq1K5YtW4YLFy7gq6++gqmpKb7++uvyOH0iIiJ6i1VpErVnzx6F91FRUTA3N0diYiLc3NzEcgMDA8hksmLb2LdvHy5fvoz9+/fDwsICTk5OmDFjBkJCQhAWFgYdHZ0Sjy+VSktsd926dcjLy8Pq1auho6ODZs2aISkpCQsXLmQSRURERFWbRL3uyZMnAAAzMzOF8nXr1uH333+HTCZDz549ERoaKl6NOnbsGBwdHWFhYSHW9/LywogRI3Dp0iW0atWqxOPNnj0bM2bMQL169eDn54fg4GBoaWmJ7bq5uSkkYV5eXpgzZw4ePXqEGjVqKLWXm5uL3Nxc8X1WVhYAQC6XQy6XlzUcJSpqqzzbJGWMc+VhrCsH41x5GOvKUVFxVrW9apNEFRYWYsyYMWjfvj2aN28ulvv5+cHGxgZWVlY4f/48QkJCkJycjK1btwIAMjMzFRIoAOL7zMzMEo83evRofPDBBzAzM0NCQgImTZqEjIwMLFy4UNy3QYMGJbZbXBI1a9YshIeHK5Xv27dPYQiyvMTGxpZ7m6SMca48jHXlYJwrD2NdOco7ztnZ2SrVqzZJVGBgIC5evIgjR44olL86dObo6AhLS0t06dIFKSkpaNiwodrHGzt2rPj3Fi1aQEdHB8OGDcOsWbOgq6urVpuTJk1SaDcrKwvW1tbw9PSEsbGx2n19nVwuR2xsLLp16wZtbe1ya5cUMc6Vh7GuHIxz5WGsK0dFxbloJKk01SKJCgoKwq5du3D48GHUrVv3jXXbtWsHALh27RoaNmwImUyGkydPKtS5c+cOAJQ436mkdvPz85GWloYmTZpAJpOJ7ajarq6ubrEJmLa2doX8EFVUu6SIca48jHXlYJwrD2NdOco7zqq2VaVLHAiCgKCgIGzbtg0HDx5UGj4rTlJSEgDA0tISAODi4oILFy7g7t27Yp3Y2FgYGxvDwcFB5b4kJSVBQ0MD5ubmYruHDx9WGBeNjY1FkyZNih3KIyIiovdLlSZRgYGB+P3337F+/XpIpVJkZmYiMzMTOTk5AICUlBTMmDEDiYmJSEtLw86dO+Hv7w83Nze0aNECAODp6QkHBwcMHDgQ586dw969ezFlyhQEBgaKV4VOnjyJpk2b4tatWwBeThqPiIjAuXPncP36daxbtw7BwcH44osvxATJz88POjo6GDx4MC5duoSNGzfixx9/VBiuIyIiovdXlQ7nLV26FMDLBTVfFRkZiYCAAOjo6GD//v2IiIjA8+fPYW1tjX79+mHKlCliXU1NTezatQsjRoyAi4sLDA0NMWjQIIV1pbKzs5GcnCxeVdLV1UV0dDTCwsKQm5uLBg0aIDg4WCFBMjExwb59+xAYGIjWrVujVq1amDp1Kpc3ICIiIgBVnEQJgvDG7dbW1oiPjy+1HRsbG8TExJS43cPDQ+FYH3zwAY4fP15quy1atMD//ve/UusRERHR+4fPziMiIiJSA5MoIiIiIjUwiSIiIiJSA5MoIiIiIjUwiSIiIiJSA5MoIiIiIjUwiSIiIiJSA5MoIiIiIjUwiSIiIiJSA5MoIiIiIjUwiSIiIiJSA5MoIiIiIjWo9ADijz76qMwNL1u2DObm5mXej4iIiOhtoFIStX37dgwYMAD6+voqNbp+/Xo8e/aMSRQRERG9s1RKogDgp59+Ujkp2rx5s9odIiIiInobqDQn6tChQzAzM1O50d27d6NOnTpqd4qIiIioulPpSpS7u3uZGu3QoYNanSEiIiJ6W5T57rwzZ87gwoUL4vsdO3agT58++O6775CXl1eunSMiIiKqrsqcRA0bNgz//PMPAOD69ev49NNPYWBggE2bNuHbb78t9w4SERERVUdlTqL++ecfODk5AQA2bdoENzc3rF+/HlFRUdiyZUt594+IiIioWipzEiUIAgoLCwEA+/fvh6+vLwDA2toa9+/fL9/eEREREVVTZU6inJ2d8f333+O3335DfHw8unfvDgBITU2FhYVFuXeQiIiIqDoqcxIVERGBM2fOICgoCJMnT0ajRo0AvFwbytXVtdw7SERERFQdqbzYZpEWLVoo3J1XZN68edDU1CyXThERERFVd2VOokqip6dXXk0RERERVXtlTqIKCgqwaNEi/PHHH0hPT1daG+rhw4fl1jkiIiKi6qrMc6LCw8OxcOFCfPLJJ3jy5AnGjh2Ljz76CBoaGggLC6uALhIRERFVP2VOotatW4eVK1di3Lhx0NLSwmeffYZff/0VU6dOxfHjxyuij0RERETVTpmTqMzMTDg6OgIAjIyM8OTJEwBAjx498Ndff5Vv74iIiIiqqTInUXXr1kVGRgYAoGHDhti3bx8A4NSpU9DV1S3f3hERERFVU2VOovr27YsDBw4AAEaNGoXQ0FA0btwY/v7++Oqrr8q9g0RERETVUZnvzps9e7b4908++QQ2NjZISEhA48aN0bNnz3LtHBEREVF1VaYkSi6XY9iwYQgNDUWDBg0AAB9++CE+/PDDCukcERERUXVVpuE8bW1tbNmypaL6QkRERPTWKPOcqD59+mD79u0V0BUiIiKit0eZk6jGjRtj+vTp6N+/P2bNmoWffvpJ4VUWs2bNQps2bSCVSmFubo4+ffogOTlZoY6HhwckEonCa/jw4Qp10tPT0b17dxgYGMDc3BwTJkxAfn5+icdNS0vD4MGD0aBBA+jr66Nhw4aYNm2awurraWlpSseVSCRcC4uIiIgAqDGxfNWqVTA1NUViYiISExMVtkkkEowePVrltuLj4xEYGIg2bdogPz8f3333HTw9PXH58mUYGhqK9YYOHYrp06eL7w0MDMS/FxQUoHv37pDJZEhISEBGRgb8/f2hra2NH374odjj/v333ygsLMTy5cvRqFEjXLx4EUOHDsXz588xf/58hbr79+9Hs2bNxPc1a9ZU+fyIiIjo3VXmJCo1NbXcDr5nzx6F91FRUTA3N0diYiLc3NzEcgMDA8hksmLb2LdvHy5fvoz9+/fDwsICTk5OmDFjBkJCQhAWFgYdHR2lfby9veHt7S2+t7W1RXJyMpYuXaqURNWsWbPEYxMREdH7q8xJ1PTp0zF+/HiFq0EAkJOTg3nz5mHq1Klqd6Zo9XMzMzOF8nXr1uH333+HTCZDz549ERoaKh7/2LFjcHR0hIWFhVjfy8sLI0aMwKVLl9CqVSuVj/36cQGgV69eePHiBezs7PDtt9+iV69eJbaRm5uL3Nxc8X1WVhaAl3c1yuVylfqhiqK2yrNNUsY4Vx7GunIwzpWHsa4cFRVnVduTCIIglKVhTU1NZGRkwNzcXKH8wYMHMDc3R0FBQVmaExUWFqJXr154/Pgxjhw5IpavWLECNjY2sLKywvnz5xESEoK2bdti69atAICvv/4aN27cwN69e8V9srOzYWhoiJiYGPj4+JR67GvXrqF169aYP38+hg4dCgC4f/8+1q5di/bt20NDQwNbtmzB3LlzsX379hITqbCwMISHhyuVr1+/XinpJCIiouopOzsbfn5+ePLkCYyNjUusV+YrUYIgQCKRKJWfO3eu2Cs5qgoMDMTFixcVEijgZZJUxNHREZaWlujSpQtSUlLQsGFDtY9X5NatW/D29sbHH38sJlAAUKtWLYwdO1Z836ZNG9y+fRvz5s0rMYmaNGmSwj5ZWVmwtraGp6fnGz+EspLL5YiNjUW3bt2gra1dbu2SIsa58jDWlYNxrjyMdeWoqDgXjSSVRuUkqkaNGuIdanZ2dgqJVEFBAZ49e6Z015yqgoKCsGvXLhw+fBh169Z9Y9127doBeHn1qGHDhpDJZDh58qRCnTt37gBAqXOZbt++jU6dOsHV1RUrVqwotZ/t2rVDbGxsidt1dXWLfX6gtrZ2hfwQVVS7pIhxrjyMdeVgnCsPY105yjvOqralchIVEREBQRDw1VdfITw8HCYmJuI2HR0d1K9fHy4uLmXqpCAIGDVqFLZt24a4uDhxFfQ3SUpKAgBYWloCAFxcXDBz5kzcvXtXHGKMjY2FsbExHBwcSmzn1q1b6NSpE1q3bo3IyEhoaJS+2kNSUpJ4XCIiInq/qZxEDRo0CADQoEEDtG/fHlpaZR4JVBIYGIj169djx44dkEqlyMzMBACYmJhAX18fKSkpWL9+PXx9fVGzZk2cP38ewcHBcHNzQ4sWLQAAnp6ecHBwwMCBAzF37lxkZmZiypQpCAwMFK8KnTx5Ev7+/jhw4ADq1KmDW7duwcPDAzY2Npg/fz7u3bsn9qno6tWaNWugo6MjTkzfunUrVq9ejV9//fU/nzcRERG9/cqcCUmlUly5cgWOjo4AgB07diAyMhIODg4lLilQkqVLlwJ4uaDmqyIjIxEQEAAdHR3s378fEREReP78OaytrdGvXz9MmTJFrKupqYldu3ZhxIgRcHFxgaGhIQYNGqSwrlR2djaSk5PF2faxsbG4du0arl27pjR8+Oo8+xkzZuDGjRvQ0tJC06ZNsXHjRvTv31/l8yMiIqJ3V5mTqGHDhmHixIlwdHTE9evX8cknn+Cjjz7Cpk2bkJ2djYiICJXbKu3GQGtra8THx5fajo2NDWJiYkrc7uHhoXCsgIAABAQEvLHNQYMGiVffiIiIiF5X5se+/PPPP3BycgIAbNq0Ce7u7li/fj2ioqL4cGIiIiJ6b5Q5iRIEAYWFhQBePhLF19cXwMurRvfv3y/f3hERERFVU2VOopydnfH999/jt99+Q3x8PLp37w7g5eNgXl01nIiIiOhdVuYkKiIiAmfOnEFQUBAmT56MRo0aAQA2b94MV1fXcu8gERERUXVU5onlLVq0wIULF5TK582bB01NzXLpFBEREVF1V+YrUQDw+PFj/Prrr5g0aRIePnwIALh8+TLu3r1brp0jIiIiqq7KfCXq/Pnz6NKlC0xNTZGWloahQ4fCzMwMW7duRXp6OtauXVsR/SQiIiKqVsp8JWrs2LH48ssvcfXqVejp6Ynlvr6+OHz4cLl2joiIiKi6KnMSderUKQwbNkypvE6dOuJjW4iIiIjedWVOonR1dZGVlaVU/s8//6B27drl0ikiIiKi6q7MSVSvXr0wffp08Tl0EokE6enpCAkJQb9+/cq9g0RERETVUZmTqAULFuDZs2cwNzdHTk4O3N3d0ahRI0ilUsycObMi+khERERU7ZT57jwTExPExsbiyJEjOH/+PJ49e4YPPvgAXbt2rYj+EREREVVLZU6iinTo0AEdOnQoz74QERERvTXKnERNnz79jdunTp2qdmeIiIiI3hZlTqK2bdum8F4ulyM1NRVaWlpo2LAhkygiIiJ6L5Q5iTp79qxSWVZWFgICAtC3b99y6RQRERFRdafWs/NeZ2xsjPDwcISGhpZHc0RERETVXrkkUQDw5MkTPHnypLyaIyIiIqrWyjyc99NPPym8FwQBGRkZ+O233+Dj41NuHSMiIiKqzsqcRC1atEjhvYaGBmrXro1BgwZh0qRJ5dYxIiIiouqszElUampqRfSDiIiI6K1SbnOiiIiIiN4nZb4S9eLFCyxevBiHDh3C3bt3UVhYqLD9zJkz5dY5IiIiouqqzEnU4MGDsW/fPvTv3x9t27aFRCKpiH4RERERVWtlTqJ27dqFmJgYtG/fviL6Q0RERPRWKPOcqDp16kAqlVZEX4iIiIjeGmVOohYsWICQkBDcuHGjIvpDRERE9FYo83Ces7MzXrx4AVtbWxgYGEBbW1th+8OHD8utc0RERETVVZmTqM8++wy3bt3CDz/8AAsLC04sJyIiovdSmZOohIQEHDt2DC1btqyI/hARERG9Fco8J6pp06bIycmpiL4QERERvTXKnETNnj0b48aNQ1xcHB48eICsrCyFFxEREdH7oMzDed7e3gCALl26KJQLggCJRIKCgoLy6RkRERFRNVbmJOrQoUMV0Q8iIiKit0qZh/Pc3d3f+CqLWbNmoU2bNpBKpTA3N0efPn2QnJysUMfDwwMSiUThNXz4cIU66enp6N69OwwMDGBubo4JEyYgPz//jcd++PAhPv/8cxgbG8PU1BSDBw/Gs2fPFOqcP38eHTt2hJ6eHqytrTF37twynR8RERG9u8qcRJWn+Ph4BAYG4vjx44iNjYVcLoenpyeeP3+uUG/o0KHIyMgQX68mMwUFBejevTvy8vKQkJCANWvWICoqClOnTn3jsT///HNcunQJsbGx2LVrFw4fPoyvv/5a3J6VlQVPT0/Y2NggMTER8+bNQ1hYGFasWFG+QSAiIqK3UpmH88rTnj17FN5HRUXB3NwciYmJcHNzE8sNDAwgk8mKbWPfvn24fPky9u/fDwsLCzg5OWHGjBkICQlBWFgYdHR0lPa5cuUK9uzZg1OnTsHZ2RkAsHjxYvj6+mL+/PmwsrLCunXrkJeXh9WrV0NHRwfNmjVDUlISFi5cqJBsVbbCggI8eJyJ7LynePA4U2mxUyo/crmcca4kjHXlYJwrD2NdOeRyOQoLCqvs+BJBEIQqO/prrl27hsaNG+PChQto3rw5gJfDeZcuXYIgCJDJZOjZsydCQ0NhYGAAAJg6dSp27tyJpKQksZ3U1FTY2trizJkzaNWqldJxVq9ejXHjxuHRo0diWX5+PvT09LBp0yb07dsX/v7+yMrKwvbt28U6hw4dQufOnfHw4UPUqFFDqd3c3Fzk5uaK77OysmBtbY379+/D2Nj4v4YHAPDgcSa6xfiWS1tERERvu+8MQtC7+0flmqxmZWWhVq1aePLkyRt/f1fplahXFRYWYsyYMWjfvr2YQAGAn58fbGxsYGVlhfPnzyMkJATJycnYunUrACAzMxMWFhYKbRW9z8zMLPZYmZmZMDc3VyjT0tKCmZmZuE9mZiYaNGhQYrvFJVGzZs1CeHi4Uvm+ffvEpO+/ys57Wi7tEBERvStiY2PLtb3s7GyV6lWbJCowMBAXL17EkSNHFMpfHTpzdHSEpaUlunTpgpSUFDRs2LCyu/lGkyZNwtixY8X3RVeiPD09y+1KVGFBATo86oAjR46gQ4cO0NbSLJd2SZk8v4BxriSMdeVgnCsPY1055PkFOH3sLLp161buV6JUoVYSZWZmhqSkJNSrVw9Hjx6Fs7MzdHV11WkKABAUFCRO7q5bt+4b67Zr1w7Ay6G/hg0bQiaT4eTJkwp17ty5AwAlzqOSyWS4e/euQll+fj4ePnwo7iOTycR2VG1XV1e32Dhoa2uX34errQ1ZrTow0JFCVqsOx9orkFwuZ5wrCWNdORjnysNYVw65XA4NzXPl+3sWULktle/O+/777xEXF4fs7GxxYU0A8PHxwa1bt9TqpCAICAoKwrZt23Dw4EGl4bPiFM19srS0BAC4uLjgwoULCklRbGwsjI2N4eDgUGwbLi4uePz4MRITE8WygwcPorCwUEzSXFxccPjwYcjlcoV2mzRpUuxQHhEREb1fVE6ibt68iZEjR8LU1BRPnz7FwoULkZCQgMLCQjGhKqvAwED8/vvvWL9+PaRSKTIzM5GZmSk+my8lJQUzZsxAYmIi0tLSsHPnTvj7+8PNzQ0tWrQAAHh6esLBwQEDBw7EuXPnsHfvXkyZMgWBgYHiVaGTJ0+iadOmYrJnb28Pb29vDB06FCdPnsTRo0cRFBSETz/9FFZWVgBezsXS0dHB4MGDcenSJWzcuBE//vijwnAdERERvb9UTqKWL1+Oy5cv4/bt2zAwMMDDhw8REBCAnJwcDBkyBHPmzMGxY8fKdPClS5fiyZMn8PDwgKWlpfjauHEjAEBHRwf79++Hp6cnmjZtinHjxqFfv374888/xTY0NTWxa9cuaGpqwsXFBV988QX8/f0xffp0sU52djaSk5MVriqtW7cOTZs2RZcuXeDr64sOHToorAFlYmKCffv2ITU1Fa1bt8a4ceMwderUKl3egIiIiKoPledE/frrr+jQoQOaNm0KTU1NzJgxA/Xq1YNUKkW3bt3wzz//4Ndff8XVq1dVPnhpqytYW1sjPj6+1HZsbGwQExNT4nYPDw+lY5mZmWH9+vVvbLdFixb43//+V+rxiYiI6P2jchK1fft2TJw4EQDw7NkzrFmzBn5+fgCAAQMGwNbWtmJ6SERERFQNqTyct2vXLty/fx9HjhyBnp4eEhIS4OzsjOzsbHz33XdYs2YN0tLSKrCrRERERNVHmZ+d17RpU2hpaWH58uW4e/cu9PX1UadOHURHR6Nly5YV0UciIiKiaketdaI6dOgAPT09aGtrQyKRIDAwELa2tigoKCjv/hERERFVS2olUa/eHffdd9/BzMwMwMs75YiIiIjeB//5sS+TJk0qj34QERERvVVUmhOl6jNkijx9yofkEhER0btNpSSqRo0aSs+ae5M6derg+vXraneKiIiIqLpTaThPEAT8+uuvMDIyUqnRV1cGJyIiInoXqZRE1atXDytXrlS5UZlMxqdWExER0TtNpSSKi2gSERERKSrzYptERERExCSKiIiISC1MooiIiIjUwCSKiIiISA1MooiIiIjUoNZjXx4/foxVq1bhypUrAIBmzZrhq6++gomJSbl2joiIiKi6KvOVqNOnT6Nhw4ZYtGgRHj58iIcPH2LhwoVo2LAhzpw5UxF9JCIiIqp2ynwlKjg4GL169cLKlSuhpfVy9/z8fAwZMgRjxozB4cOHy72TRERERNVNmZOo06dPKyRQAKClpYVvv/0Wzs7O5do5IiIiouqqzMN5xsbGSE9PVyq/efMmpFJpuXSKiIiIqLorcxL1ySefYPDgwdi4cSNu3ryJmzdvIjo6GkOGDMFnn31WEX0kIiIiqnbKPJw3f/58SCQS+Pv7Iz8/HwCgra2NESNGYPbs2eXeQSIiIqLqqMxJlI6ODn788UfMmjULKSkpAICGDRvCwMCg3DtHREREVF2ptU4UABgYGMDR0bE8+0JERET01lApifroo49UbnDr1q1qd4aIiIjobaHSxHITExPxZWxsjAMHDuD06dPi9sTERBw4cIArlhMREdF7Q6UrUZGRkeLfQ0JCMGDAACxbtgyampoAgIKCAowcORLGxsYV00siIiKiaqbMSxysXr0a48ePFxMoANDU1MTYsWOxevXqcu0cERERUXVV5iQqPz8ff//9t1L533//jcLCwnLpFBEREVF1V+a787788ksMHjwYKSkpaNu2LQDgxIkTmD17Nr788sty7yARERFRdaTWYpsymQwLFixARkYGAMDS0hITJkzAuHHjyr2DRERERNVRmZKo/Px8rF+/HoMGDcK3336LrKwsAOCEciIiInrvlGlOlJaWFoYPH44XL14AeJk8MYEiIiKi91GZJ5a3bdsWZ8+erYi+EBEREb01ypxEjRw5EuPGjcPPP/+MY8eO4fz58wqvspg1axbatGkDqVQKc3Nz9OnTB8nJycXWFQQBPj4+kEgk2L59u8K2AwcOwNXVFVKpFDKZDCEhIeLDkYuTlpYGiURS7GvTpk1iveK2R0dHl+kciYiI6N1U5onln376KQBg9OjRYplEIoEgCJBIJCgoKFC5rfj4eAQGBqJNmzbIz8/Hd999B09PT1y+fBmGhoYKdSMiIiCRSJTaOHfuHHx9fTF58mSsXbsWt27dwvDhw1FQUID58+cXe1xra2txUnyRFStWYN68efDx8VEoj4yMhLe3t/je1NRU5fMjIiKid1eZk6jU1NRyO/iePXsU3kdFRcHc3ByJiYlwc3MTy5OSkrBgwQKcPn0alpaWCvts3LgRLVq0wNSpUwEAjRo1wty5czFgwABMmzYNUqlU6biampqQyWQKZdu2bcOAAQNgZGSkUG5qaqpUl4iIiKjMSZSNjU1F9AMA8OTJEwCAmZmZWJadnQ0/Pz8sWbKk2GQmNzcXenp6CmX6+vp48eIFEhMT4eHhUepxExMTkZSUhCVLlihtCwwMxJAhQ2Bra4vhw4fjyy+/LPaKWFFfcnNzxfdFdy/K5XLI5fJS+6GqorbKs01SxjhXHsa6cjDOlYexrhwVFWdV2ytzElXk8uXLSE9PR15enkJ5r1691GqvsLAQY8aMQfv27dG8eXOxPDg4GK6urujdu3ex+3l5eSEiIgIbNmzAgAEDkJmZienTpwOA0pBdSVatWgV7e3u4uroqlE+fPh2dO3eGgYEB9u3bh5EjR+LZs2cKQ5mvmjVrFsLDw5XK9+3bBwMDA5X6UhaxsbHl3iYpY5wrD2NdORjnysNYV47yjnN2drZK9cqcRF2/fh19+/bFhQsXxLlQAMSrM2WZE/WqwMBAXLx4EUeOHBHLdu7ciYMHD77xbkBPT0/MmzcPw4cPx8CBA6Grq4vQ0FD873//g4ZG6fPmc3JysH79eoSGhipte7WsVatWeP78OebNm1diEjVp0iSMHTtWfJ+VlQVra2t4enqW61IQcrkcsbGx6NatG7S1tcutXVLEOFcexrpyMM6Vh7GuHBUV56KRpNKUOYn65ptv0KBBAxw4cAANGjTAyZMn8eDBA4wbN67EidylCQoKwq5du3D48GHUrVtXLD948CBSUlKUJnP369cPHTt2RFxcHABg7NixCA4ORkZGBmrUqIG0tDRMmjQJtra2pR578+bNyM7Ohr+/f6l127VrhxkzZiA3Nxe6urpK23V1dYst19bWrpAfoopqlxQxzpWHsa4cjHPlYawrR3nHWdW2ypxEHTt2DAcPHkStWrWgoaEBDQ0NdOjQAbNmzcLo0aPLtIaUIAgYNWoUtm3bhri4ODRo0EBh+8SJEzFkyBCFMkdHRyxatAg9e/ZUKJdIJLCysgIAbNiwAdbW1vjggw9K7cOqVavQq1cv1K5du9S6SUlJqFGjRrGJEhEREb1fypxEFRQUiHe81apVC7dv30aTJk1gY2NT4hpPJQkMDMT69euxY8cOSKVSZGZmAgBMTEygr68PmUxW7GTyevXqKSRc8+bNg7e3NzQ0NLB161bMnj0bf/zxBzQ1NQEAt27dQpcuXbB27VrxockAcO3aNRw+fBgxMTFKx/jzzz9x584dfPjhh9DT00NsbCx++OEHjB8/vkznSERERO+mMidRzZs3x7lz59CgQQO0a9cOc+fOhY6ODlasWKHS8Nmrli5dCgBKd9BFRkYiICBA5XZ2796NmTNnIjc3Fy1btsSOHTsU1nuSy+VITk5Wmii2evVq1K1bF56enkptamtrY8mSJQgODoYgCGjUqBEWLlyIoUOHqn6CRERE9M4qcxI1ZcoUPH/+HMDLu9d69OiBjh07ombNmmVezbtoUvp/3efgwYNv3Kd+/frF7vfDDz/ghx9+KHYfb29vhUU2iYiIiF5V5iTKy8tL/HujRo3w999/4+HDh6hRo0aJ6ycRERERvWvK/Oy8r776Ck+fPlUoMzMzQ3Z2Nr766qty6xgRERFRdVbmJGrNmjXIyclRKs/JycHatWvLpVNERERE1Z3Kw3lZWVkQBAGCIODp06cKj1opKChATEwMzM3NK6STRERERNWNykmUqakpJBIJJBIJ7OzslLZLJJJiH3lCRERE9C5SOYk6dOgQBEFA586dsWXLFoWHBOvo6MDGxkZc7JKIiIjoXadyEuXu7g4ASE1NRb169XgnHhEREb3Xyjyx3MbGBkeOHMEXX3wBV1dX3Lp1CwDw22+/KTw8mIiIiOhdVuYkasuWLfDy8oK+vj7OnDmD3NxcAMCTJ09KXLiSiIiI6F1T5iTq+++/x7Jly7By5UqFpxy3b98eZ86cKdfOEREREVVXZU6ikpOT4ebmplRuYmKCx48fl0efiIiIiKq9MidRMpkM165dUyo/cuRImR9ATERERPS2KnMSNXToUHzzzTc4ceIEJBIJbt++jXXr1mH8+PEYMWJERfSRiIiIqNop8wOIJ06ciMLCQnTp0gXZ2dlwc3ODrq4uxo8fj1GjRlVEH4mIiIiqnTInURKJBJMnT8aECRNw7do1PHv2DA4ODjAyMkJOTg709fUrop9ERERE1UqZh/OK6OjowMHBAW3btoW2tjYWLlyIBg0alGffiIiIiKotlZOo3NxcTJo0Cc7OznB1dcX27dsBAJGRkWjQoAEWLVqE4ODgiuonERERUbWi8nDe1KlTsXz5cnTt2hUJCQn4+OOP8eWXX+L48eNYuHAhPv74Y2hqalZkX4mIiIiqDZWTqE2bNmHt2rXo1asXLl68iBYtWiA/Px/nzp3jc/SIiIjovaPycN6///6L1q1bAwCaN28OXV1dBAcHM4EiIiKi95LKSVRBQQF0dHTE91paWjAyMqqQThERERFVdyoP5wmCgICAAOjq6gIAXrx4geHDh8PQ0FCh3tatW8u3h0RERETVkMpJ1KBBgxTef/HFF+XeGSIiIqK3hcpJVGRkZEX2g4iIiOitovZim0RERETvMyZRRERERGpgEkVERESkBiZRRERERGpgEkVERESkBiZRRERERGpgEkVERESkBiZRRERERGpgEkVERESkBiZRRERERGpgEkVERESkBiZRRERERGqo0iRq1qxZaNOmDaRSKczNzdGnTx8kJycXW1cQBPj4+EAikWD79u0K2w4cOABXV1dIpVLIZDKEhIQgPz//jcf28PCARCJReA0fPlyhTnp6Orp37w4DAwOYm5tjwoQJpbZLRERE74cqTaLi4+MRGBiI48ePIzY2FnK5HJ6ennj+/LlS3YiICEgkEqXyc+fOwdfXF97e3jh79iw2btyInTt3YuLEiaUef+jQocjIyBBfc+fOFbcVFBSge/fuyMvLQ0JCAtasWYOoqChMnTr1v500ERERvRO0qvLge/bsUXgfFRUFc3NzJCYmws3NTSxPSkrCggULcPr0aVhaWirss3HjRrRo0UJMbho1aoS5c+diwIABmDZtGqRSaYnHNzAwgEwmK3bbvn37cPnyZezfvx8WFhZwcnLCjBkzEBISgrCwMOjo6Cjtk5ubi9zcXPF9VlYWAEAul0Mul5cSDdUVtVWebZIyxrnyMNaVg3GuPIx15aioOKvaXpUmUa978uQJAMDMzEwsy87Ohp+fH5YsWVJswpObmws9PT2FMn19fbx48QKJiYnw8PAo8Xjr1q3D77//DplMhp49eyI0NBQGBgYAgGPHjsHR0REWFhZifS8vL4wYMQKXLl1Cq1atlNqbNWsWwsPDlcr37dsntlueYmNjy71NUsY4Vx7GunIwzpWHsa4c5R3n7OxslepVmySqsLAQY8aMQfv27dG8eXOxPDg4GK6urujdu3ex+3l5eSEiIgIbNmzAgAEDkJmZienTpwMAMjIySjyen58fbGxsYGVlhfPnzyMkJATJycnYunUrACAzM1MhgQIgvs/MzCy2zUmTJmHs2LHi+6ysLFhbW8PT0xPGxsYqREE1crkcsbGx6NatG7S1tcutXVLEOFcexrpyMM6Vh7GuHBUV56KRpNJUmyQqMDAQFy9exJEjR8SynTt34uDBgzh79myJ+3l6emLevHkYPnw4Bg4cCF1dXYSGhuJ///sfNDRKnvL19ddfi393dHSEpaUlunTpgpSUFDRs2FCtc9DV1YWurq5Suba2doX8EFVUu6SIca48jHXlYJwrD2NdOco7zqq2VS2WOAgKCsKuXbtw6NAh1K1bVyw/ePAgUlJSYGpqCi0tLWhpvcz5+vXrpzBMN3bsWDx+/Bjp6em4f/++eNXK1tZW5T60a9cOAHDt2jUAgEwmw507dxTqFL0vaR4VERERvT+qNIkSBAFBQUHYtm0bDh48iAYNGihsnzhxIs6fP4+kpCTxBQCLFi1CZGSkQl2JRAIrKyvo6+tjw4YNsLa2xgcffKByX4raLpq47uLiggsXLuDu3btindjYWBgbG8PBwUGNsyUiIqJ3SZUO5wUGBmL9+vXYsWMHpFKpONfIxMQE+vr6kMlkxV71qVevnkLCNW/ePHh7e0NDQwNbt27F7Nmz8ccff0BTUxMAcOvWLXTp0gVr165F27ZtkZKSgvXr18PX1xc1a9bE+fPnERwcDDc3N7Ro0QLAy2FCBwcHDBw4EHPnzkVmZiamTJmCwMDAYofsiIiI6P1SpUnU0qVLAUDpDrrIyEgEBASo3M7u3bsxc+ZM5ObmomXLltixYwd8fHzE7XK5HMnJyeJsex0dHezfvx8RERF4/vw5rK2t0a9fP0yZMkXcR1NTE7t27cKIESPg4uICQ0NDDBo0SJy0TkRERO+3Kk2iBEEol30OHjz4xn3q16+vsJ+1tTXi4+NLPZaNjQ1iYmLK3EciIiJ691WLieVEREREbxsmUURERERqYBJFREREpAYmUURERERqYBJFREREpAYmUURERERqYBJFREREpAYmUURERERqYBJFREREpAYmUURERERqYBJFREREpAYmUURERERqYBJFREREpAYmUURERERqYBJFREREpAYmUURERERqYBJFREREpAYmUURERERqYBJFREREpAYmUURERERqYBJFREREpAYmUURERERqYBJFREREpAYmUURERERqYBJFREREpAYmUURERERqYBJFREREpAYmUURERERqYBJFREREpAYmUURERERqYBJFREREpAYmUURERERqYBJFREREpAYmUURERERqYBJFREREpIYqTaJmzZqFNm3aQCqVwtzcHH369EFycnKxdQVBgI+PDyQSCbZv366w7cCBA3B1dYVUKoVMJkNISAjy8/NLPO7Dhw8xatQoNGnSBPr6+qhXrx5Gjx6NJ0+eKNSTSCRKr+jo6P983kRERPT2q9IkKj4+HoGBgTh+/DhiY2Mhl8vh6emJ58+fK9WNiIiARCJRKj937hx8fX3h7e2Ns2fPYuPGjdi5cycmTpxY4nFv376N27dvY/78+bh48SKioqKwZ88eDB48WKluZGQkMjIyxFefPn3+0zkTERHRu0GrKg++Z88ehfdRUVEwNzdHYmIi3NzcxPKkpCQsWLAAp0+fhqWlpcI+GzduRIsWLTB16lQAQKNGjTB37lwMGDAA06ZNg1QqVTpu8+bNsWXLFvF9w4YNMXPmTHzxxRfIz8+Hltb/hcXU1BQymaxczpeIiIjeHVWaRL2uaDjNzMxMLMvOzoafnx+WLFlSbDKTm5sLPT09hTJ9fX28ePECiYmJ8PDwUPnYxsbGCgkUAAQGBmLIkCGwtbXF8OHD8eWXXxZ7RayoL7m5ueL7rKwsAIBcLodcLlepH6ooaqs82yRljHPlYawrB+NceRjrylFRcVa1vWqTRBUWFmLMmDFo3749mjdvLpYHBwfD1dUVvXv3LnY/Ly8vREREYMOGDRgwYAAyMzMxffp0AEBGRoZKx75//z5mzJiBr7/+WqF8+vTp6Ny5MwwMDLBv3z6MHDkSz549w+jRo4ttZ9asWQgPD1cq37dvHwwMDFTqS1nExsaWe5ukjHGuPIx15WCcKw9jXTnKO87Z2dkq1ZMIgiCU65HVNGLECOzevRtHjhxB3bp1AQA7d+7EuHHjcPbsWRgZGQF4Odl727ZtCnOTFi5ciPDwcDx//hy6uroIDQ3FpEmTEB0djU8++eSNx83KykK3bt1gZmaGnTt3Qltbu8S6U6dORWRkJG7evFns9uKuRFlbW+P+/fswNjZWNRSlksvliI2NRbdu3d7YX/pvGOfKw1hXDsa58jDWlaOi4pyVlYVatWqJo1QlqRZXooKCgrBr1y4cPnxYTKAA4ODBg0hJSYGpqalC/X79+qFjx46Ii4sDAIwdOxbBwcHIyMhAjRo1kJaWhkmTJsHW1vaNx3369Cm8vb0hlUqxbdu2Uj+Adu3aYcaMGcjNzYWurq7Sdl1d3WLLtbW1K+SHqKLaJUWMc+VhrCsH41x5GOvKUd5xVrWtKk2iBEHAqFGjsG3bNsTFxaFBgwYK2ydOnIghQ4YolDk6OmLRokXo2bOnQrlEIoGVlRUAYMOGDbC2tsYHH3xQ4rGzsrLg5eUFXV1d7Ny5U2leVXGSkpJQo0aNYhMlIiIier9UaRIVGBiI9evXY8eOHZBKpcjMzAQAmJiYQF9fHzKZrNjJ5PXq1VNIuObNmwdvb29oaGhg69atmD17Nv744w9oamoCAG7duoUuXbpg7dq1aNu2LbKysuDp6Yns7Gz8/vvvyMrKEieB165dG5qamvjzzz9x584dfPjhh9DT00NsbCx++OEHjB8/vhIiQ0RERNVdlSZRS5cuBQClO+giIyMREBCgcju7d+/GzJkzkZubi5YtW2LHjh3w8fERt8vlciQnJ4sTxc6cOYMTJ04AeLkkwqtSU1NRv359aGtrY8mSJQgODoYgCGjUqBEWLlyIoUOHqnGmRERE9K6p8uG88tjn4MGDb9ynfv36Cvt5eHiUemxvb294e3uXuX9ERET0fuCz84iIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUwCSKiIiISA1MooiIiIjUUKVJ1KxZs9CmTRtIpVKYm5ujT58+SE5OLrauIAjw8fGBRCLB9u3bFbYdOHAArq6ukEqlkMlkCAkJQX5+/huP/eLFCwQGBqJmzZowMjJCv379cOfOHYU66enp6N69OwwMDGBubo4JEyaU2i4RERG9H6o0iYqPj0dgYCCOHz+O2NhYyOVyeHp64vnz50p1IyIiIJFIlMrPnTsHX19feHt74+zZs9i4cSN27tyJiRMnvvHYwcHB+PPPP7Fp0ybEx8fj9u3b+Oijj8TtBQUF6N69O/Ly8pCQkIA1a9YgKioKU6dO/e8nTkRERG8/oRq5e/euAECIj49XKD979qxQp04dISMjQwAgbNu2Tdw2adIkwdnZWaH+zp07BT09PSErK6vY4zx+/FjQ1tYWNm3aJJZduXJFACAcO3ZMEARBiImJETQ0NITMzEyxztKlSwVjY2MhNzdXpfN58uSJAEB48uSJSvVVlZeXJ2zfvl3Iy8sr13ZJEeNceRjrysE4Vx7GunJUVJxV/f2tVaUZ3GuePHkCADAzMxPLsrOz4efnhyVLlkAmkyntk5ubCz09PYUyfX19vHjxAomJifDw8FDaJzExEXK5HF27dhXLmjZtinr16uHYsWP48MMPcezYMTg6OsLCwkKs4+XlhREjRuDSpUto1apVsX3Jzc1VOp+HDx9CLperGIXSyeVyZGdn48GDB9DW1i63dkkR41x5GOvKwThXHsa6clRUnJ8+fQrg5VSiN6k2SVRhYSHGjBmD9u3bo3nz5mJ5cHAwXF1d0bt372L38/LyQkREBDZs2IABAwYgMzMT06dPBwBkZGQUu09mZiZ0dHRgamqqUG5hYYHMzEyxzqsJVNH2om3FmTVrFsLDw5XKGzRoUGx9IiIiqr6ePn0KExOTErdXmyQqMDAQFy9exJEjR8SynTt34uDBgzh79myJ+3l6emLevHkYPnw4Bg4cCF1dXYSGhuJ///sfNDQqd8rXpEmTMHbsWPF9YWEhHj58iJo1axY7n0tdWVlZsLa2xs2bN2FsbFxu7ZIixrnyMNaVg3GuPIx15aioOAuCgKdPn8LKyuqN9apFEhUUFIRdu3bh8OHDqFu3rlh+8OBBpKSkKF0x6tevHzp27Ii4uDgAwNixYxEcHIyMjAzUqFEDaWlpmDRpEmxtbYs9nkwmQ15eHh4/fqzQ9p07d8QhQ5lMhpMnTyrsV3T3XnHDigCgq6sLXV1dhbLX+16ejI2N+cNZCRjnysNYVw7GufIw1pWjIuL8pitQRar07jxBEBAUFIRt27bh4MGDSsNeEydOxPnz55GUlCS+AGDRokWIjIxUqCuRSGBlZQV9fX1s2LAB1tbW+OCDD4o9buvWraGtrY0DBw6IZcnJyUhPT4eLiwsAwMXFBRcuXMDdu3fFOrGxsTA2NoaDg0N5nD4RERG9xar0SlRgYCDWr1+PHTt2QCqVinONTExMoK+vD5lMVuxVn3r16ikkXPPmzYO3tzc0NDSwdetWzJ49G3/88Qc0NTUBALdu3UKXLl2wdu1atG3bFiYmJhg8eDDGjh0LMzMzGBsbY9SoUXBxccGHH34I4OUwoYODAwYOHIi5c+ciMzMTU6ZMQWBgoNLVJiIiInr/VGkStXTpUgBQuoMuMjISAQEBKreze/duzJw5E7m5uWjZsiV27NgBHx8fcbtcLkdycjKys7PFskWLFkFDQwP9+vVDbm4uvLy88Msvv4jbNTU1sWvXLowYMQIuLi4wNDTEoEGDxEnrVUlXVxfTpk1jMlfBGOfKw1hXDsa58jDWlaOq4ywRSrt/j4iIiIiU8Nl5RERERGpgEkVERESkBiZRRERERGpgEkVERESkBiZR1dSSJUtQv3596OnpoV27dkoLf75u06ZNaNq0KfT09ODo6IiYmJhK6unbrSxxXrlyJTp27IgaNWqgRo0a6Nq1a6mfC/2fsn6ni0RHR0MikaBPnz4V28F3RFnj/PjxYwQGBsLS0hK6urqws7Pjvx8qKGucIyIi0KRJE+jr68Pa2hrBwcF48eJFJfX27XT48GH07NkTVlZWkEgk2L59e6n7xMXF4YMPPoCuri4aNWqEqKioiu1kuT72mMpFdHS0oKOjI6xevVq4dOmSMHToUMHU1FS4c+dOsfWPHj0qaGpqCnPnzhUuX74sTJkyRdDW1hYuXLhQyT1/u5Q1zn5+fsKSJUuEs2fPCleuXBECAgIEExMT4d9//63knr99yhrrIqmpqUKdOnWEjh07Cr17966czr7Fyhrn3NxcwdnZWfD19RWOHDkipKamCnFxcUJSUlIl9/ztUtY4r1u3TtDV1RXWrVsnpKamCnv37hUsLS2F4ODgSu752yUmJkaYPHmysHXrVgGAsG3btjfWv379umBgYCCMHTtWuHz5srB48WJBU1NT2LNnT4X1kUlUNdS2bVshMDBQfF9QUCBYWVkJs2bNKrb+gAEDhO7duyuUtWvXThg2bFiF9vNtV9Y4vy4/P1+QSqXCmjVrKqqL7wx1Yp2fny+4uroKv/76qzBo0CAmUSooa5yXLl0q2NraCnl5eZXVxXdCWeMcGBgodO7cWaFs7NixQvv27Su0n+8SVZKob7/9VmjWrJlC2SeffCJ4eXlVWL84nFfN5OXlITExEV27dhXLNDQ00LVrVxw7dqzYfY4dO6ZQHwC8vLxKrE/qxfl12dnZkMvlMDMzq6huvhPUjfX06dNhbm6OwYMHV0Y333rqxHnnzp1wcXFBYGAgLCws0Lx5c/zwww8oKCiorG6/ddSJs6urKxITE8Uhv+vXryMmJga+vr6V0uf3RVX8LqwWDyCm/3P//n0UFBTAwsJCodzCwgJ///13sftkZmYWW7/oMTqkTJ04vy4kJARWVlZKP7SkSJ1YHzlyBKtWrRKfl0mlUyfO169fx8GDB/H5558jJiYG165dw8iRIyGXyzFt2rTK6PZbR504+/n54f79++jQoQMEQUB+fj6GDx+O7777rjK6/N4o6XdhVlYWcnJyoK+vX+7H5JUoIjXMnj0b0dHR2LZtG/T09Kq6O++Up0+fYuDAgVi5ciVq1apV1d15pxUWFsLc3BwrVqxA69at8cknn2Dy5MlYtmxZVXftnRIXF4cffvgBv/zyC86cOYOtW7fir7/+wowZM6q6a/Qf8UpUNVOrVi1oamrizp07CuV37twp9mHMACCTycpUn9SLc5H58+dj9uzZ2L9/P1q0aFGR3XwnlDXWKSkpSEtLQ8+ePcWywsJCAICWlhaSk5PRsGHDiu30W0id77SlpSW0tbXFh7UDgL29PTIzM5GXlwcdHZ0K7fPbSJ04h4aGYuDAgRgyZAgAwNHREc+fP8fXX3+NyZMnQ0OD1zPKQ0m/C42NjSvkKhTAK1HVjo6ODlq3bo0DBw6IZYWFhThw4ABcXFyK3cfFxUWhPgDExsaWWJ/UizMAzJ07FzNmzMCePXvg7OxcGV1965U11k2bNsWFCxeQlJQkvnr16oVOnTohKSkJ1tbWldn9t4Y63+n27dvj2rVrYpIKAP/88w8sLS2ZQJVAnThnZ2crJUpFiavAx9eWmyr5XVhhU9ZJbdHR0YKurq4QFRUlXL58Wfj6668FU1NTITMzUxAEQRg4cKAwceJEsf7Ro0cFLS0tYf78+cKVK1eEadOmcYkDFZQ1zrNnzxZ0dHSEzZs3CxkZGeLr6dOnVXUKb42yxvp1vDtPNWWNc3p6uiCVSoWgoCAhOTlZ2LVrl2Bubi58//33VXUKb4WyxnnatGmCVCoVNmzYIFy/fl3Yt2+f0LBhQ2HAgAFVdQpvhadPnwpnz54Vzp49KwAQFi5cKJw9e1a4ceOGIAiCMHHiRGHgwIFi/aIlDiZMmCBcuXJFWLJkCZc4eF8tXrxYqFevnqCjoyO0bdtWOH78uLjN3d1dGDRokEL9P/74Q7CzsxN0dHSEZs2aCX/99Vcl9/jtVJY429jYCACUXtOmTav8jr+FyvqdfhWTKNWVNc4JCQlCu3btBF1dXcHW1laYOXOmkJ+fX8m9fvuUJc5yuVwICwsTGjZsKOjp6QnW1tbCyJEjhUePHlV+x98ihw4dKvbf3KLYDho0SHB3d1fax8nJSdDR0RFsbW2FyMjICu2jRBB4LZGIiIiorDgnioiIiEgNTKKIiIiI1MAkioiIiEgNTKKIiIiI1MAkioiIiEgNTKKIiIiI1MAkioiIiEgNTKKIiIiI1MAkiojeG3FxcZBIJHj8+HFVd6VShYWFwcnJSXwfEBCAPn36VOgxPTw8MGbMmAo9BlFVYxJF9J4JCAiARCJRel27dq2qu1bhXF1dkZGRARMTk6ruSpX68ccfERUVVdXdIHrraVV1B4io8nl7eyMyMlKhrHbt2kr18vLyoKOjU1ndqnA6OjqQyWRV3Y1iyeVyaGtrV8qx3vckkqi88EoU0XtIV1cXMplM4aWpqQkPDw8EBQVhzJgxqFWrFry8vAAAFy9ehI+PD4yMjGBhYYGBAwfi/v37YnvPnz+Hv78/jIyMYGlpiQULFigN50gkEmzfvl2hH6ampgpXRG7evIkBAwbA1NQUZmZm6N27N9LS0sTtRcNQ8+fPh6WlJWrWrInAwEDI5XKxTm5uLkJCQmBtbQ1dXV00atQIq1atAqA8nPfgwQN89tlnqFOnDgwMDODo6IgNGza8MXZRUVEwNTXF3r17YW9vDyMjI3h7eyMjI0OsU1hYiOnTp6Nu3brQ1dWFk5MT9uzZI25PS0uDRCLBxo0b4e7uDj09Paxbt048vx9++AEWFhYwNTXF9OnTkZ+fjwkTJsDMzAx169ZVSoBDQkJgZ2cHAwMD2NraIjQ0VCEmr3t1OK+oL6+/PDw8VI5RcZ//63777Tc4OztDKpVCJpPBz88Pd+/efWOsiao7JlFEpGDNmjXQ0dHB0aNHsWzZMjx+/BidO3dGq1atcPr0aezZswd37tz5f+3caUhU3R8H8K/PPAk6Lk+ZmYILmFjakDmVL8y0EO+LXECsKEtNKcVCLZWECistFLXUColeaIi4hGhClAmOC2O4lE5J5nKzpjJ7oULuy3ieF/9/9991a5z6U9DvAwOec8859yzg/DjnKA4ePCjUSUxMRH19PR48eIAnT56grq4Oz58/X9V7Z2dnwXEcjI2N0djYCKVSKQQoMzMzQjmFQgGe56FQKHDv3j0UFBSIArGQkBAUFxcjNzcXXV1duHPnDoyMjJZ859TUFORyOR4+fIjOzk6cPHkSx44dQ0tLy4p9nZiYQGZmJgoLC9HQ0AC1Wo2EhATheU5ODrKyspCZmYkXL16A4zj4+/ujt7dX1E5SUhJiY2PR1dUlBKy1tbUYGBhAQ0MDrl+/juTkZPj6+mLt2rVobm5GVFQUIiMj8eHDB6EdY2NjFBQU4NWrV8jJycHdu3dx48YNrebd2toanz59Ej7t7e0wMzPDnj17tJ4jbdZ/dnYWKSkpUKlUqKysxNu3bxEWFqZVHwn5bTFCyB8lNDSUSSQSJpVKhU9QUBBjjDFPT0+2fft2UfmUlBTm4+Mjynv//j0DwLq7u9no6CjT19dnZWVlwvOhoSFmYGDAYmNjhTwArKKiQtSOqakpy8/PZ4wxVlhYyBwdHdn8/LzwfHp6mhkYGLDq6mqh77a2tmxubk4oc+DAAXbo0CHGGGPd3d0MAKupqVly7AqFggFgIyMjy87P/v37WXx8/LLP8/PzGQDW19cn5N2+fZtZWFgIaSsrK3b16lVRvZ07d7Lo6GjGGGP9/f0MAMvOzhaV+To+jUYj5Dk6OjIPDw8hPTc3x6RSKSsuLl62jxkZGUwulwvp5ORktm3bNtF7AgICFtWbnJxkbm5uzNfXV9SHhb6dI23Xf6HW1lYGgI2Oji5bhpDfHd2JIuQPtHfvXuTl5QlpqVQq/CyXy0VlVSoVFArFkrs5PM9jcnISMzMzcHNzE/LXrVsHR0fHVfVJpVKhr68PxsbGovypqSnwPC+knZ2dIZFIhLSlpSVevnwJAOjo6IBEIoGnp6dW79RoNLh27RrKysrw8eNHzMzMYHp6GoaGhivWMzQ0hL29vagPX4+mvnz5goGBAbi7u4vquLu7Q6VSifJ27NixqG1nZ2f89df/DgksLCywdetWIS2RSGBmZiY6CistLUVubi54nsfY2Bjm5uZgYmKixQyIhYeHY3R0FDU1NUIfvjdHPM9rtf7Pnj3DpUuXoFKpMDIygvn5eQCAWq2Gk5PTqvtKyO+AgihC/kBSqRSbNm1a9tm3xsbG4Ofnh/T09EVlLS0ttf6rPj09PTDGRHnf3tsZGxuDXC5HUVHRorrfXnpfePlaT09P+EI2MDDQqi9fZWRkICcnB9nZ2ZDJZJBKpYiLixMdHy5lqT4sHJs2Fs71cm2vNOanT58iODgYly9fBsdxMDU1RUlJyZL3klaSmpqK6upqtLS0iAJZXefoW+Pj4+A4DhzHoaioCObm5lCr1eA4blXtEPK7oSCKELIiV1dXlJeXw87ODn//vfhXhr29PdasWYPm5mbY2NgAAEZGRtDT0yPaETI3Nxddvu7t7cXExIToPaWlpdiwYYNOuygAIJPJMD8/j/r6enh7e3+3vFKpREBAAI4ePQrgPxfCe3p6fmhnxMTEBFZWVlAqlaLxK5VK7Nq1S+d2l9PU1ARbW1ucP39eyHv37t2q2igvL8eVK1fw6NEj0Q4b8P050mb9X79+jaGhIaSlpcHa2hoA0NbWptuACfmN0MVyQsiKTp06heHhYRw+fBitra3geR7V1dU4fvw4NBoNjIyMEBERgcTERNTW1qKzsxNhYWGiIykA2LdvH27duoX29na0tbUhKipKtMMSHByM9evXIyAgAI2Njejv70ddXR1iYmJEl6hXYmdnh9DQUISHh6OyslJoo6ysbMnyDg4OqKmpQVNTE7q6uhAZGYnPnz/rPln/lZiYiPT0dJSWlqK7uxtJSUno6OhAbGzsD7e9kIODA9RqNUpKSsDzPHJzc1FRUaF1/c7OToSEhODcuXNwdnbG4OAgBgcHMTw8LLS/0hxps/42NjbQ19fHzZs38ebNG1RVVSElJeXnTQIhvwgFUYSQFX3dVdFoNPDx8YFMJkNcXBz++ecf4YsyIyMDHh4e8PPzg7e3N3bv3r3oblVWVhasra3h4eGBI0eOICEhQXT3yNDQEA0NDbCxsUFgYCC2bNmCiIgITE1NrWpnKi8vD0FBQYiOjsbmzZtx4sQJjI+PL1n2woULcHV1Bcdx8PLywsaNG3/Kf/KOiYnB2bNnER8fD5lMhsePH6OqqgoODg4/3PZC/v7+OHPmDE6fPg0XFxc0NTXh4sWLWtdva2vDxMQEUlNTYWlpKXwCAwMBaDdH31t/c3NzFBQU4P79+3ByckJaWhoyMzN/yvgJ+ZX0mC4H+YQQ8h1eXl5wcXFBdnb2r+4KIYT8X9BOFCGEEEKIDiiIIoQQQgjRAR3nEUIIIYTogHaiCCGEEEJ0QEEUIYQQQogOKIgihBBCCNEBBVGEEEIIITqgIIoQQgghRAcURBFCCCGE6ICCKEIIIYQQHVAQRQghhBCig38BqFTG0A7oRl4AAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# segunda iteración: se aumenta el tamaño de la respuesta al impulso\n",
"cant_coef = 501\n",
"\n",
"# FIR re-design\n",
"num_bh = sig.firwin2(cant_coef, frecs, gains , window='blackmanharris' )\n",
"num_hm = sig.firwin2(cant_coef, frecs, gains , window='hamming' )\n",
"num_ka = sig.firwin2(cant_coef, frecs, gains , window=('kaiser',14))\n",
"\n",
"# visualizamos respuesta\n",
"plot_freq_resp_fir(num_bh, filter_type+ '-blackmanharris') \n",
"plot_freq_resp_fir(num_hm, filter_type+ '-hamming') \n",
"plot_freq_resp_fir(num_ka, filter_type+ '-kaiser-b14') \n",
" \n",
" \n",
"# sobreimprimimos la plantilla del filtro requerido para mejorar la visualización \n",
"fig = plt.figure(1) \n",
"plot_plantilla(filter_type = filter_type , fpass = fpass, ripple = ripple , fstop = fstop, attenuation = attenuation, fs = fs)\n",
"ax = plt.gca()\n",
"ax.legend()\n",
"\n",
"# reordenamos las figuras en el orden habitual: módulo-fase-retardo\n",
"plt.figure(2) \n",
"axes_hdl = plt.gca()\n",
"axes_hdl.legend()\n",
"\n",
"plt.figure(3) \n",
"axes_hdl = plt.gca()\n",
"axes_hdl.legend()\n",
"\n",
"plt.show()\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ax.set_xlim([0, np.mean((fpass,fstop))])\n",
"ax.set_ylim([-2*ripple, np.mean((-ripple,1)) ])\n",
"fig"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ax.set_xlim([np.mean((fpass,fstop)), 1.0])\n",
"ax.set_ylim([-1.2*attenuation, np.mean((-ripple,-attenuation))])\n",
"fig"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"De esta manera se logra cumplir con la plantilla, al igual que los IIR, pero para un filtro FIR de orden **MUY** superior (501 vs. 5). Esto lógicamente conlleva un **costo computacional más elevado**, aunqe tiene ventajas muy evidentes, como la **estabilidad garantizada**. Por otro lado, notar la respuesta de fase es **perfectamente lineal**, y en consecuencia, su **retardo constante**. Esto si bien es una característica **muy deseable**, también hay que destacar que el retardo es **mucho mayor**.\n",
"\n",
"Conviene destacar antes de continuar con métodos más sofisticados, alguna ventaja no tan evidente del método que acabamos de revisar:\n",
"1. Destacar la **simplicidad y fiabilidad** del método. Si definimos una plantilla de requerimientos válida, el diseño de un filtro digital aproximado para el orden prescrito está **garantizado**. \n",
"2. Una plantilla válida puede generarse *casi* con cualquier función $H_d[k]$ que, al menos, pueda definirse a tramos. Esto quiere decir que las plantillas no necesariamente se corresponden con los típicos filtros (pasabanda, eliminabanda, etc.), sino que puede ser cualquier sistema lineal. Este tipo de sistemas han demostrado utilidad para infinidad de tareas, como ponderadores, sistemas adaptativos, etc. A continuación se ilustrará con un ejemplo final.\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# probaremos ahora diseñar una respuesta arbitraria\n",
"frecs = [0.0, 0.2, 0.3, 0.4, 0.5, 0.6, 1.0 ]\n",
"gains = [-np.inf, -30, -15, -ripple, -ripple, -50, -np.inf] # dB\n",
"\n",
"gains = 10**(np.array(gains)/20)\n",
" \n",
"# podemos usar los ceros estructurales de los FIR tipo 3-4 para forzar\n",
"# sendos ceros en DC-Nyquist. Recordar que necesitamos cantidad par\n",
"# de coeffs y antisimetría de la respuesta al impulso.\n",
"cant_coef = 101\n",
"fs = 2.0\n",
"\n",
"# FIR re-design\n",
"num_bh = sig.firwin2(cant_coef, frecs, gains , window='blackmanharris', antisymmetric=True )\n",
"num_hm = sig.firwin2(cant_coef, frecs, gains , window='hamming', antisymmetric=True )\n",
"num_ka = sig.firwin2(cant_coef, frecs, gains , window=('kaiser',14), antisymmetric=True)\n",
"\n",
"# visualizamos respuesta\n",
"plot_freq_resp_fir(num_bh, filter_type+ '-blackmanharris') \n",
"plot_freq_resp_fir(num_hm, filter_type+ '-hamming') \n",
"plot_freq_resp_fir(num_ka, filter_type+ '-kaiser-b14') \n",
" \n",
" \n",
"# sobreimprimimos la plantilla del filtro requerido para mejorar la visualización \n",
"plt.figure(1) \n",
"plt.plot(frecs, 20*np.log10(gains+1e-4), 'rx', label='plantilla arbitraria' )\n",
"axes_hdl = plt.gca()\n",
"axes_hdl.legend()\n",
"axes_hdl.set_ylim(bottom=-90, top=5)\n",
"\n",
"# reordenamos las figuras en el orden habitual: módulo-fase-retardo\n",
"plt.figure(2) \n",
"axes_hdl = plt.gca()\n",
"axes_hdl.legend()\n",
"\n",
"plt.figure(3) \n",
"axes_hdl = plt.gca()\n",
"axes_hdl.legend()\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cuadrados mínimos\n",
"\n",
"Se describe a continuación un método basado en álgebra matricial, tras resolver un problema de cuadrados mínimos dado por:\n",
"\n",
"[1] Ivan Selesnick, [Linear-Phase Fir Filter Design By Least Squares.](https://dl.icdst.org/pdfs/files2/db4bfe63bf3123e5a16dbc240b682109.pdf)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# frecuencia de muestreo normalizada\n",
"fs = 2.0\n",
"# tamaño de la respuesta al impulso\n",
"cant_coef = 27\n",
"\n",
"filter_type = 'lowpass'\n",
"\n",
"fpass = 0.25 # \n",
"ripple = 0.5 # dB\n",
"fstop = 0.6 # Hz\n",
"attenuation = 40 # dB\n",
"\n",
"# construyo la plantilla de requerimientos\n",
"frecs = [0.0, fpass, fstop, 1.0]\n",
"gains = [0, -ripple, -attenuation, -np.inf] # dB\n",
"\n",
"gains = 10**(np.array(gains)/20)\n",
"\n",
"num_firls = sig.firls(cant_coef, frecs, gains, fs=fs)\n",
"num_hm = sig.firwin2(cant_coef, frecs, gains , window='hamming' )\n",
"\n",
"\n",
"plot_freq_resp_fir(num_firls, filter_type + '-firls') \n",
"plot_freq_resp_fir(num_hm, filter_type + '-hamming') \n",
" \n",
"# sobreimprimimos la plantilla del filtro requerido para mejorar la visualización \n",
"plt.figure(1) \n",
"plot_plantilla(filter_type = filter_type , fpass = fpass, ripple = ripple , fstop = fstop, attenuation = attenuation, fs = fs)\n",
"axes_hdl = plt.gca()\n",
"axes_hdl.legend()\n",
"\n",
"# reordenamos las figuras en el orden habitual: módulo-fase-retardo\n",
"plt.figure(2) \n",
"axes_hdl = plt.gca()\n",
"axes_hdl.legend()\n",
"\n",
"plt.figure(3) \n",
"axes_hdl = plt.gca()\n",
"axes_hdl.legend()\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Métodos iterativos: Parks-McClellan/Remez exchange algorithm\n",
"\n",
"Calcula un filtro digital óptimo en el sentido *minimax* utilizando el algoritmo *Remez-exchange*.\n",
"\n",
"[1] J. H. McClellan and T. W. Parks, [A unified approach to the\n",
" design of optimum FIR linear phase digital filters](https://ieeexplore.ieee.org/abstract/document/1083764),\n",
" IEEE Trans. Circuit Theory, vol. CT-20, pp. 697-701, 1973.\n",
" \n",
"[2] J. H. McClellan, T. W. Parks and L. R. Rabiner, [A Computer\n",
" Program for Designing Optimum FIR Linear Phase Digital\n",
" Filters](https://web.ece.ucsb.edu/Faculty/Rabiner/ece259/Reprints/062_computer%20program.pdf), IEEE Trans. Audio Electroacoust., vol. AU-21,\n",
" pp. 506-525, 1973.\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
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}
],
"source": [
"\n",
"num_firls = sig.firls(cant_coef, frecs, gains, fs=fs)\n",
"num_hm = sig.firwin2(cant_coef, frecs, gains , window='hamming' )\n",
"num_remez = sig.remez(cant_coef, frecs, gains[::2], fs=fs)\n",
"\n",
"\n",
"plot_freq_resp_fir(num_remez, filter_type + '-remez') \n",
"plot_freq_resp_fir(num_firls, filter_type + '-firls') \n",
"plot_freq_resp_fir(num_hm, filter_type + '-hamming') \n",
" \n",
"# sobreimprimimos la plantilla del filtro requerido para mejorar la visualización \n",
"plt.figure(1) \n",
"plot_plantilla(filter_type = filter_type , fpass = fpass, ripple = ripple , fstop = fstop, attenuation = attenuation, fs = fs)\n",
"axes_hdl = plt.gca()\n",
"axes_hdl.legend()\n",
"\n",
"# reordenamos las figuras en el orden habitual: módulo-fase-retardo\n",
"plt.figure(2) \n",
"axes_hdl = plt.gca()\n",
"axes_hdl.legend()\n",
"\n",
"plt.figure(3) \n",
"axes_hdl = plt.gca()\n",
"axes_hdl.legend()\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Conclusiones\n",
"\n",
"En este notebook se presentaron los métodos disponibles en [scipy.signal](https://docs.scipy.org/doc/scipy/reference/signal.html) para el diseño de filtros FIR, ordenados por creciente complejidad:\n",
"\n",
"1. Ventanas [(firwin2)](https://docs.scipy.org/doc/scipy/reference/generated/scipy.signal.firwin2.html#scipy.signal.firwin2)\n",
"2. Cuadrados mínimos [(firls)](https://docs.scipy.org/doc/scipy/reference/generated/scipy.signal.firls.html#scipy.signal.firls)\n",
"3. Parks-McClellan/Remez exchange [(remez)](https://docs.scipy.org/doc/scipy/reference/generated/scipy.signal.remez.html#scipy.signal.remez)\n",
"\n",
"De los tres algoritmos, el de **remez** es el que ha diseñado filtros con mejor desempeño, es decir, cuyas respuestas en frecuencia satisfacen una plantilla para un orden dado. Sin embargo, su naturaleza iterativa y su complejidad algorítmica puede ser una limitación en circunstancias donde los requerimientos son muy exigentes (problemas de convergencia). Por este motivo no debe menospreciarse el uso de los otros métodos, ya que su simplicidad y garantía de funcionamiento, especialmente **firls**, los posiciona como herramientas muy útiles para el procesamiento digital de señales.\n"
]
}
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