{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import *\n",
    "import numpy as np\n",
    "from numpy.linalg import *\n",
    "from math import *\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.optimize import curve_fit\n",
    "import pandas as pd\n",
    "from matplotlib.dates import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Crecimiento Poblaciones"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "K = 15\n",
    "k = 0.1\n",
    "p_0 = 8\n",
    "\n",
    "t = np.linspace(0, 100, 10000)  # Tiempo desde 0 a 50 con 500 puntos\n",
    "\n",
    "P_t = K / (1 + np.exp(-k * t) * (K / p_0 - 1))\n",
    "\n",
    "plt.plot(t, P_t, label=f'K={K}, k={k}, p0={p_0}')\n",
    "plt.xlabel('Tiempo (t)')\n",
    "plt.ylabel('P(t)')\n",
    "plt.title('Evolución de P(t) frente al tiempo')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Parámetros\n",
    "K = 100       # Capacidad de carga máxima\n",
    "m = 5        # Población mínima\n",
    "r_0 = 0.1     # Tasa de crecimiento base\n",
    "A = 0.05      # Amplitud de la variación estacional\n",
    "omega = 2 * np.pi / 12  # Frecuencia estacional (e.g., ciclo de 12 meses)\n",
    "P0 = 30       # Población inicial\n",
    "\n",
    "# Configuración de la simulación\n",
    "t_max = 100    # Tiempo máximo\n",
    "dt = 0.1       # Paso de tiempo\n",
    "num_steps = int(t_max / dt)\n",
    "\n",
    "# Arrays para almacenar los resultados\n",
    "t_values = np.linspace(0, t_max, num_steps)\n",
    "P_values = np.zeros(num_steps)\n",
    "P_values[0] = P0\n",
    "\n",
    "# Método de Euler para resolver la ecuación diferencial\n",
    "for i in range(1, num_steps):\n",
    "    t = t_values[i]\n",
    "    P = P_values[i-1]\n",
    "    \n",
    "    # Tasa de crecimiento estacional\n",
    "    r_t = r_0 + A * np.sin(omega * t)\n",
    "    \n",
    "    # Ecuación diferencial\n",
    "    dP_dt = r_t * P * (1 - P / K) * (P / m - 1)\n",
    "    \n",
    "    # Actualización de P usando el método de Euler\n",
    "    P_values[i] = P + dP_dt * dt\n",
    "\n",
    "# Graficar los resultados\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(t_values, P_values, label=\"Población $P(t)$\")\n",
    "plt.xlabel(\"Tiempo\")\n",
    "plt.ylabel(\"Población $P(t)$\")\n",
    "plt.title(\"Crecimiento Logístico con Población Máxima, Mínima y Efecto Estacional\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Resistencia al aire"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from scipy.integrate import solve_ivp\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Parámetros del sistema\n",
    "m = 10  # masa del misil (kg)\n",
    "C_d = 0.5  # coeficiente de arrastre\n",
    "g = 9.81  # gravedad (m/s^2)\n",
    "\n",
    "# Función que define el sistema de ecuaciones diferenciales\n",
    "def misil(t, y):\n",
    "    x, vx, y_pos, vy = y\n",
    "    v = np.sqrt(vx**2 + vy**2)  # Magnitud de la velocidad\n",
    "    ax = -C_d/m * v * vx\n",
    "    ay = -g - (C_d/m * v * vy)\n",
    "    return [vx, ax, vy, ay]\n",
    "\n",
    "# Condiciones iniciales\n",
    "x0 = 0\n",
    "y0 = 0\n",
    "v0 = 300  # Velocidad inicial (m/s)\n",
    "theta = np.radians(45)  # Ángulo inicial (grados)\n",
    "vx0 = v0 * np.cos(theta)\n",
    "vy0 = v0 * np.sin(theta)\n",
    "\n",
    "# Tiempo de simulación\n",
    "t_span = (0, 50)  # segundos\n",
    "y0 = [x0, vx0, y0, vy0]\n",
    "\n",
    "# Resolver el sistema\n",
    "sol = solve_ivp(misil, t_span, y0, t_eval=np.linspace(0, 50, 500))\n",
    "\n",
    "# Graficar la trayectoria\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(sol.y[0], sol.y[2], label=\"Trayectoria del misil\")\n",
    "plt.axhline(0, color='black', linestyle='--', linewidth=0.8)\n",
    "plt.xlabel(\"Distancia horizontal (m)\")\n",
    "plt.ylabel(\"Altura (m)\")\n",
    "plt.title(\"Trayectoria del misil con resistencia del aire\")\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Parámetros y ecuaciones atmosféricas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coeficientes del polinomio (y=c*x^(i)+...; c=coeficientes, i=...3,2,1,0): [ 3.31468531e-09 -1.13861399e-04  1.22289301e+00]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parámetros ajustados (y=a*e^(-x/b)): a = 1.238, b = 9417.394\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ALTITUD VS DENSIDAD\n",
    "\n",
    "alt_dens = [(0,1.225), (1000,1.112), (2000, 1.007), (3000,0.9093), (4000, 0.8194), (5000, 0.7364), (6000, 0.6601), (7000, 0.5900), (8000, 0.5258), (9000, 0.4671), (10000, 0.4135)]\n",
    "\n",
    "# Datos\n",
    "x = []; y = []\n",
    "for i in range(len(alt_dens)):\n",
    "    x.append(alt_dens[i][0])\n",
    "    y.append(alt_dens[i][1])\n",
    "\n",
    "\n",
    "# AJUSTE altitud-densidad por polinomio de orden 2\n",
    "\n",
    "# Ajustar un polinomio de grado 2\n",
    "grado = 2\n",
    "coeficientes = np.polyfit(x, y, grado)\n",
    "\n",
    "# Crear el polinomio evaluado en un rango de valores\n",
    "x_fit = np.linspace(min(x), max(x), 1000)  # Valores para graficar el ajuste\n",
    "y_fit = np.polyval(coeficientes, x_fit)\n",
    "\n",
    "# Mostrar resultados\n",
    "print(\"Coeficientes del polinomio (y=c*x^(i)+...; c=coeficientes, i=...3,2,1,0):\", coeficientes)\n",
    "\n",
    "# Graficar\n",
    "plt.scatter(x, y, label=\"Datos originales\", color=\"red\")\n",
    "plt.plot(x_fit, y_fit, label=f\"Ajuste polinomio grado {grado}\", color=\"blue\")\n",
    "plt.xlabel(\"Altitud ($m$)\")\n",
    "plt.ylabel(\"Densidad Aire ($kg/m^3$)\")\n",
    "plt.legend()\n",
    "plt.title(\"Densidad Aire vs Altitud: Ajuste polinómico grado 2\")\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n",
    "# AJUSTE altitud-densidad por exponencial inversa\n",
    "\n",
    "# Definir la función a ajustar (exponencial inversa: y = a/x + b)\n",
    "def exponencial_inversa(x, a, b):\n",
    "    return a*e**(-x/b)\n",
    "\n",
    "# Ajustar la función a los datos\n",
    "parametros_iniciales = [1.225, 10000]  # Valores iniciales para [a, b]\n",
    "parametros, covarianza = curve_fit(exponencial_inversa, x, y, p0=parametros_iniciales)\n",
    "\n",
    "# Parámetros ajustados\n",
    "a_ajustado, b_ajustado = parametros\n",
    "print(f\"Parámetros ajustados (y=a*e^(-x/b)): a = {a_ajustado:.3f}, b = {b_ajustado:.3f}\")\n",
    "\n",
    "# Evaluar la función ajustada en un rango de valores de x\n",
    "x_fit = np.linspace(min(x), max(x), 1000)\n",
    "y_fit = exponencial_inversa(x_fit, *parametros)\n",
    "\n",
    "# Graficar\n",
    "plt.scatter(x, y, label=\"Datos originales\", color=\"red\")\n",
    "plt.plot(x_fit, y_fit, label=\"Ajuste exponencial inversa\", color=\"blue\")\n",
    "plt.xlabel(\"Altitud ($m$)\")\n",
    "plt.ylabel(\"Densidad Aire ($kg/m^3$)\")\n",
    "plt.legend()\n",
    "plt.title(\"Densidad Aire vs Altitud: Ajuste a una función exponencial inversa\")\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coeficientes del polinomio (y=c*x^(i)+...; c=coeficientes, i=...3,2,1,0): [-6.49000000e-03  1.49854545e+01]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ALTITUD VS TEMPERATURA\n",
    "\n",
    "alt_dens=[(0,15), (1000,8.5), (2000, 2), (3000, -4.49), (4000, -10.98), (5000, -17.47), (6000, -23.96), (7000, -30.45), (8000, -36.94), (9000, -43.42), (10000, -49.90)]\n",
    "# Datos\n",
    "x = []; y = []\n",
    "for i in range(len(alt_dens)):\n",
    "    x.append(alt_dens[i][0])\n",
    "    y.append(alt_dens[i][1])\n",
    "\n",
    "\n",
    "# AJUSTE altitud-densidad por polinomio de orden 1\n",
    "\n",
    "# Ajustar un polinomio de grado 1\n",
    "grado = 1\n",
    "coeficientes = np.polyfit(x, y, grado)\n",
    "\n",
    "# Crear el polinomio evaluado en un rango de valores\n",
    "x_fit = np.linspace(min(x), max(x), 1000)  # Valores para graficar el ajuste\n",
    "y_fit = np.polyval(coeficientes, x_fit)\n",
    "\n",
    "# Mostrar resultados\n",
    "print(\"Coeficientes del polinomio (y=c*x^(i)+...; c=coeficientes, i=...3,2,1,0):\", coeficientes)\n",
    "\n",
    "# Graficar\n",
    "plt.scatter(x, y, label=\"Datos originales\", color=\"red\")\n",
    "plt.plot(x_fit, y_fit, label=f\"Ajuste polinomio grado {grado}\", color=\"blue\")\n",
    "plt.xlabel(\"Altitud ($m$)\")\n",
    "plt.ylabel(\"Temperatura ($ºC$)\")\n",
    "plt.legend()\n",
    "plt.title(\"Temperatura Vs Altitud: Ajuste polinómico grado 1\")\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mi Altura"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Desde [2018-10-14] a [2024-12-10]\n",
      "Número de muestras: 17\n",
      "Ecuación del polinomio: y = -0.0473x^5 + 0.7853x^4 + -4.5090x^3 + 9.2917x^2 + 2.4986x^1 + 163.8615\n",
      "Incertidumbre promedio en los puntos ajustados: ±0.33 cm\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "medidas = {\n",
    "    \"2018-10-14\": 163.9,\n",
    "    \"2019-06-24\": 168.9,\n",
    "    \"2019-09-10\": 170.2,\n",
    "    \"2019-11-05\": 172.4,\n",
    "    \"2019-12-30\": 174.9,\n",
    "    \"2020-03-13\": 175.9,\n",
    "    \"2020-05-22\": 177.8,\n",
    "    \"2020-07-15\": 178.8,\n",
    "    \"2020-09-25\": 181,\n",
    "    \"2021-01-01\": 182.9,\n",
    "    \"2021-04-30\": 183.7,\n",
    "    \"2021-05-14\": 184,\n",
    "    \"2021-07-06\": 184.4,\n",
    "    \"2021-11-28\": 185.6,\n",
    "    \"2023-05-23\": 187.5,\n",
    "    \"2024-10-06\": 189.2,\n",
    "    \"2024-12-10\": 189.5,\n",
    "}\n",
    "incertidumbres = [0.1]*len(medidas)\n",
    "\n",
    "# Extraer fechas y alturas del diccionario\n",
    "fechas = pd.to_datetime(list(medidas.keys()))\n",
    "alturas = np.array(list(medidas.values()))\n",
    "\n",
    "# Calcular los años desde la primera fecha\n",
    "tiempo = (fechas - fechas[0]).days / 365.25\n",
    "\n",
    "# GRADO\n",
    "# Ajuste polinómico ponderado con matriz de covarianza\n",
    "grado = 5\n",
    "coeficientes, covarianza = np.polyfit(tiempo, alturas, grado, w=1/np.array(incertidumbres), cov=True)\n",
    "polinomio = np.poly1d(coeficientes)\n",
    "\n",
    "# Crear la ecuación del polinomio\n",
    "ecuacion = \" + \".join([\n",
    "    f\"{coef:.4f}x^{grado-i}\" if grado-i > 0 else f\"{coef:.4f}\" \n",
    "    for i, coef in enumerate(coeficientes)\n",
    "])\n",
    "\n",
    "# Función para calcular la incertidumbre en cada punto\n",
    "def incertidumbre_ajuste(x, coeficientes, covarianza):\n",
    "    v = np.array([x**i for i in range(len(coeficientes)-1, -1, -1)])\n",
    "    sigma = np.sqrt(np.dot(v, np.dot(covarianza, v.T)))\n",
    "    return sigma\n",
    "\n",
    "# Calcular incertidumbre en cada punto ajustado\n",
    "tiempo_fino = np.linspace(tiempo.min(), tiempo.max(), 500)\n",
    "alturas_ajustadas = polinomio(tiempo_fino)\n",
    "incertidumbres_ajustadas = np.array([incertidumbre_ajuste(x, coeficientes, covarianza) for x in tiempo_fino])\n",
    "\n",
    "# Imprimir información adicional\n",
    "fecha_inicial = fechas[0].strftime(\"%Y-%m-%d\")\n",
    "fecha_final = fechas[-1].strftime(\"%Y-%m-%d\")\n",
    "num_muestras = len(alturas)\n",
    "\n",
    "print(f\"Desde [{fecha_inicial}] a [{fecha_final}]\")\n",
    "print(f\"Número de muestras: {num_muestras}\")\n",
    "print(f\"Ecuación del polinomio: y = {ecuacion}\")\n",
    "print(f\"Incertidumbre promedio en los puntos ajustados: ±{np.mean(incertidumbres_ajustadas):.2f} cm\")\n",
    "\n",
    "# Graficar\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.errorbar(tiempo, alturas, yerr=incertidumbres, fmt='o', label='Datos con incertidumbre', capsize=5)\n",
    "plt.plot(tiempo_fino, alturas_ajustadas, label=f'Ajuste polinómico (grado {grado})', color='red')\n",
    "plt.fill_between(tiempo_fino, \n",
    "                 alturas_ajustadas - incertidumbres_ajustadas, \n",
    "                 alturas_ajustadas + incertidumbres_ajustadas, \n",
    "                 color='red', alpha=0.2, label='Incertidumbre ajustada')\n",
    "\n",
    "plt.title(f'Ajuste polinómico de grado {grado} de Altura frente a Tiempo')\n",
    "plt.xlabel('Tiempo (años desde el inicio)')\n",
    "plt.ylabel('Altura (cm)')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Desde [2018-10-14] a [2024-12-10]\n",
      "Número de muestras: 17\n",
      "Ecuación del polinomio: y = 0.0079x^6 + -0.1864x^5 + 1.7018x^4 + -7.3003x^3 + 13.1747x^2 + 0.5324x^1 + 163.9208\n",
      "Incertidumbre promedio en los puntos ajustados: ±0.36 cm\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grado = 6\n",
    "\n",
    "medidas = {\n",
    "    \"2018-10-14\": 163.9,\n",
    "    \"2019-06-24\": 168.9,\n",
    "    \"2019-09-10\": 170.2,\n",
    "    \"2019-11-05\": 172.4,\n",
    "    \"2019-12-30\": 174.9,\n",
    "    \"2020-03-13\": 175.9,\n",
    "    \"2020-05-22\": 177.8,\n",
    "    \"2020-07-15\": 178.8,\n",
    "    \"2020-09-25\": 181,\n",
    "    \"2021-01-01\": 182.9,\n",
    "    \"2021-04-30\": 183.7,\n",
    "    \"2021-05-14\": 184,\n",
    "    \"2021-07-06\": 184.4,\n",
    "    \"2021-11-28\": 185.6,\n",
    "    \"2023-05-23\": 187.5,\n",
    "    \"2024-10-06\": 189.2,\n",
    "    \"2024-12-10\": 189.5,\n",
    "}\n",
    "incertidumbres = [0.1]*len(medidas)\n",
    "\n",
    "# Extraer fechas y alturas del diccionario\n",
    "fechas = pd.to_datetime(list(medidas.keys()))\n",
    "alturas = np.array(list(medidas.values()))\n",
    "\n",
    "# Calcular los años desde la primera fecha\n",
    "tiempo = (fechas - fechas[0]).days / 365.25\n",
    "\n",
    "# Ajuste polinómico ponderado con matriz de covarianza\n",
    "coeficientes, covarianza = np.polyfit(tiempo, alturas, grado, w=1/np.array(incertidumbres), cov=True)\n",
    "polinomio = np.poly1d(coeficientes)\n",
    "\n",
    "# Crear la ecuación del polinomio\n",
    "ecuacion = \" + \".join([\n",
    "    f\"{coef:.4f}x^{grado-i}\" if grado-i > 0 else f\"{coef:.4f}\" \n",
    "    for i, coef in enumerate(coeficientes)\n",
    "])\n",
    "\n",
    "# Función para calcular la incertidumbre en cada punto\n",
    "def incertidumbre_ajuste(x, coeficientes, covarianza):\n",
    "    v = np.array([x**i for i in range(len(coeficientes)-1, -1, -1)])\n",
    "    sigma = np.sqrt(np.dot(v, np.dot(covarianza, v.T)))\n",
    "    return sigma\n",
    "\n",
    "# Calcular incertidumbre en cada punto ajustado\n",
    "tiempo_fino = np.linspace(tiempo.min(), tiempo.max(), 500)\n",
    "alturas_ajustadas = polinomio(tiempo_fino)\n",
    "incertidumbres_ajustadas = np.array([incertidumbre_ajuste(x, coeficientes, covarianza) for x in tiempo_fino])\n",
    "\n",
    "# Imprimir información adicional\n",
    "fecha_inicial = fechas[0].strftime(\"%Y-%m-%d\")\n",
    "fecha_final = fechas[-1].strftime(\"%Y-%m-%d\")\n",
    "num_muestras = len(alturas)\n",
    "\n",
    "print(f\"Desde [{fecha_inicial}] a [{fecha_final}]\")\n",
    "print(f\"Número de muestras: {num_muestras}\")\n",
    "print(f\"Ecuación del polinomio: y = {ecuacion}\")\n",
    "print(f\"Incertidumbre promedio en los puntos ajustados: ±{np.mean(incertidumbres_ajustadas):.2f} cm\")\n",
    "\n",
    "# Graficar\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.errorbar(fechas, alturas, yerr=incertidumbres, fmt='o', label='Datos con incertidumbre', capsize=5)\n",
    "plt.plot(pd.to_datetime([fechas[0] + pd.to_timedelta(x * 365.25, unit='days') for x in tiempo_fino]), alturas_ajustadas, label=f'Ajuste polinómico (grado {grado})', color='red')\n",
    "plt.fill_between(pd.to_datetime([fechas[0] + pd.to_timedelta(x * 365.25, unit='days') for x in tiempo_fino]), \n",
    "                 alturas_ajustadas - incertidumbres_ajustadas, \n",
    "                 alturas_ajustadas + incertidumbres_ajustadas, \n",
    "                 color='red', alpha=0.2, label='Incertidumbre ajustada')\n",
    "\n",
    "# Configurar eje x para mostrar fechas\n",
    "plt.gca().xaxis.set_major_formatter(DateFormatter(\"%Y-%m\"))\n",
    "plt.gca().xaxis.set_major_locator(plt.MaxNLocator(10))\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "plt.title(f'Ajuste polinómico de grado {grado} de Altura frente a Tiempo')\n",
    "plt.xlabel('Fecha')\n",
    "plt.ylabel('Altura (cm)')\n",
    "plt.legend()\n",
    "plt.grid(True, which='both', linestyle='--', linewidth=0.5)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Misil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: numpy in c:\\users\\lord_fulgi\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (1.26.4)Note: you may need to restart the kernel to use updated packages.\n",
      "\n",
      "Requirement already satisfied: matplotlib in c:\\users\\lord_fulgi\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (3.8.4)\n",
      "Requirement already satisfied: cartopy in c:\\users\\lord_fulgi\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (0.24.1)\n",
      "Requirement already satisfied: scipy in c:\\users\\lord_fulgi\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (1.14.1)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\lord_fulgi\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from matplotlib) (1.2.1)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\lord_fulgi\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from matplotlib) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\lord_fulgi\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from matplotlib) (4.51.0)\n",
      "Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\lord_fulgi\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from matplotlib) (1.4.5)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\lord_fulgi\\appdata\\roaming\\python\\python312\\site-packages (from matplotlib) (24.0)\n",
      "Requirement already satisfied: pillow>=8 in c:\\users\\lord_fulgi\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from matplotlib) (10.3.0)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\lord_fulgi\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from matplotlib) (3.1.2)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\lord_fulgi\\appdata\\roaming\\python\\python312\\site-packages (from matplotlib) (2.9.0.post0)\n",
      "Requirement already satisfied: shapely>=1.8 in c:\\users\\lord_fulgi\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from cartopy) (2.0.7)\n",
      "Requirement already satisfied: pyshp>=2.3 in c:\\users\\lord_fulgi\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from cartopy) (2.3.1)\n",
      "Requirement already satisfied: pyproj>=3.3.1 in c:\\users\\lord_fulgi\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from cartopy) (3.7.1)\n",
      "Requirement already satisfied: certifi in c:\\users\\lord_fulgi\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from pyproj>=3.3.1->cartopy) (2025.1.31)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\lord_fulgi\\appdata\\roaming\\python\\python312\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "[notice] A new release of pip is available: 24.0 -> 25.3\n",
      "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
     ]
    }
   ],
   "source": [
    "pip install numpy matplotlib cartopy scipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distancia recorrida: 19.2 km\n",
      "Altura máxima alcanzada: 9.3 km\n",
      "Tiempo hasta impacto: 86.1 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import cartopy.crs as ccrs\n",
    "import cartopy.feature as cfeature\n",
    "from scipy.integrate import solve_ivp\n",
    "\n",
    "# DATOS\n",
    "masa = 1000  # Masa del misil (kg)  1000\n",
    "diametro = 1.0  # Diámetro del misil (m)    1.0\n",
    "Cd = 0.5  # Coeficiente de arrastre (adimensional)  0.5\n",
    "h0 = 20.0  # Altura inicial (m) 20.0\n",
    "N = 43.3712943  # Latitud A Coruña = 43.3712943\n",
    "S = -8.3902086  # Longitud A Coruña = -8.3902086\n",
    "v0 = 2500  # [m/s]  5000\n",
    "ang_elevacion = 45  # Ángulo de elevación (grados)  45\n",
    "ang_direccion = 180  # Ángulo de dirección (grados) 180\n",
    "tiempo_maximo = 1000  # Tiempo máximo de simulación (s)  600\n",
    "\n",
    "\n",
    "# Parámetros físicos\n",
    "R = 6371e3  # Radio terrestre [m]\n",
    "omega = 7.2921e-5  # Velocidad angular Tierra [rad/s]\n",
    "g0 = 9.80665  # Gravedad superficial [m/s²]\n",
    "rho0 = 1.225  # Densidad aire a nivel del mar [kg/m³]\n",
    "H_atm = 8300  # Altura escala atmosférica [m]\n",
    "\n",
    "# Parámetros del misil (datos típicos ICBM)\n",
    "A = np.pi*(diametro/2)**2  # Área transversal [m²]\n",
    "\n",
    "def densidad_altura(h):\n",
    "    return rho0 * np.exp(-h/H_atm)\n",
    "\n",
    "def ecuaciones_movimiento(t, estado, R, omega, g0, masa, Cd, A):\n",
    "    phi, lam, h, v_e, v_n, v_u = estado\n",
    "    \n",
    "    # Parámetros dependientes de la altura\n",
    "    rho = densidad_altura(h)\n",
    "    g = g0 * (R/(R + h))**2  # Gravedad variable con altura\n",
    "    \n",
    "    # Velocidad total\n",
    "    v = np.sqrt(v_e**2 + v_n**2 + v_u**2)\n",
    "    \n",
    "    # Fuerza de arrastre\n",
    "    F_drag = 0.5 * rho * v**2 * Cd * A\n",
    "    drag_e = -(F_drag/masa) * (v_e/v) if v != 0 else 0\n",
    "    drag_n = -(F_drag/masa) * (v_n/v) if v != 0 else 0\n",
    "    drag_u = -(F_drag/masa) * (v_u/v) if v != 0 else 0\n",
    "    \n",
    "    # Aceleraciones de Coriolis\n",
    "    coriolis_e = 2 * omega * (v_n * np.sin(phi) - v_u * np.cos(phi))\n",
    "    coriolis_n = -2 * omega * v_e * np.sin(phi)\n",
    "    coriolis_u = 2 * omega * v_e * np.cos(phi)\n",
    "    \n",
    "    # Aceleraciones totales\n",
    "    a_e = coriolis_e + drag_e\n",
    "    a_n = coriolis_n + drag_n\n",
    "    a_u = -g + coriolis_u + drag_u\n",
    "    \n",
    "    # Derivadas\n",
    "    dphi_dt = v_n / (R + h)\n",
    "    dlam_dt = v_e / ((R + h) * np.cos(phi))\n",
    "    dh_dt = v_u\n",
    "    \n",
    "    return [dphi_dt, dlam_dt, dh_dt, a_e, a_n, a_u]\n",
    "\n",
    "# Condiciones iniciales (París: 48.8566° N, 2.3522° E -> Berlín: 52.5200° N, 13.4050° E)\n",
    "phi0 = np.radians(N)\n",
    "lam0 = np.radians(S)\n",
    "\n",
    "# Velocidad inicial (ángulo 45°, velocidad 2.5 km/s)\n",
    "theta = np.radians(ang_elevacion)  # Ángulo elevación\n",
    "azimuth = np.radians(ang_direccion)  # Dirección aproximada París-Berlín\n",
    "\n",
    "v_e0 = v0 * np.cos(theta) * np.sin(azimuth)\n",
    "v_n0 = v0 * np.cos(theta) * np.cos(azimuth)\n",
    "v_u0 = v0 * np.sin(theta)\n",
    "\n",
    "estado0 = [phi0, lam0, h0, v_e0, v_n0, v_u0]\n",
    "\n",
    "# Configuración de la simulación\n",
    "t_span = (0, tiempo_maximo)  # 10 minutos\n",
    "t_eval = np.linspace(*t_span, 1000)\n",
    "\n",
    "# Evento de impacto\n",
    "def impacto(t, estado, *args):\n",
    "    return estado[2]\n",
    "impacto.terminal = True\n",
    "impacto.direction = -1\n",
    "\n",
    "# Resolver EDOs\n",
    "sol = solve_ivp(ecuaciones_movimiento, t_span, estado0, args=(R, omega, g0, masa, Cd, A),\n",
    "                t_eval=t_eval, events=impacto, method='DOP853', rtol=1e-6, atol=1e-9)\n",
    "\n",
    "# Procesar resultados\n",
    "lat = np.degrees(sol.y[0])\n",
    "lon = np.degrees(sol.y[1])\n",
    "h = sol.y[2]\n",
    "t = sol.t\n",
    "\n",
    "# Calcular distancia recorrida usando fórmula de Haversine\n",
    "def haversine(lon1, lat1, lon2, lat2):\n",
    "    dlon = np.radians(lon2 - lon1)\n",
    "    dlat = np.radians(lat2 - lat1)\n",
    "    a = np.sin(dlat/2)**2 + np.cos(np.radians(lat1)) * np.cos(np.radians(lat2)) * np.sin(dlon/2)**2\n",
    "    return 2 * R * np.arcsin(np.sqrt(a))\n",
    "\n",
    "# ... (todo el código anterior hasta la sección de procesar resultados se mantiene igual) ...\n",
    "\n",
    "# Procesar resultados\n",
    "lat = np.degrees(sol.y[0])\n",
    "lon = np.degrees(sol.y[1])\n",
    "h = sol.y[2]\n",
    "t = sol.t\n",
    "\n",
    "# Calcular métricas importantes\n",
    "h_max = np.max(h)  # Altura máxima\n",
    "t_max_altura = t[np.argmax(h)]  # Tiempo en alcanzar altura máxima\n",
    "distancia = haversine(lon[0], lat[0], lon[-1], lat[-1])/1000\n",
    "\n",
    "print(f\"Distancia recorrida: {distancia:.1f} km\")\n",
    "print(f\"Altura máxima alcanzada: {h_max/1000:.1f} km\")\n",
    "print(f\"Tiempo hasta impacto: {t[-1]:.1f} s\")\n",
    "\n",
    "# Visualización del mapa\n",
    "fig = plt.figure(figsize=(14, 8))\n",
    "ax = fig.add_subplot(1, 1, 1, projection=ccrs.PlateCarree())\n",
    "ax.add_feature(cfeature.LAND)\n",
    "ax.add_feature(cfeature.OCEAN)\n",
    "ax.add_feature(cfeature.COASTLINE)\n",
    "ax.add_feature(cfeature.BORDERS, linestyle=':')\n",
    "\n",
    "ax.plot(lon, lat, 'r-', transform=ccrs.PlateCarree(), linewidth=2)\n",
    "ax.scatter(lon[0], lat[0], color='blue', label='Lanzamiento',\n",
    "           transform=ccrs.PlateCarree(), zorder=5)\n",
    "ax.scatter(lon[-1], lat[-1], color='black', label='Impacto',\n",
    "           transform=ccrs.PlateCarree(), zorder=5)\n",
    "\n",
    "ax.set_extent([lon.min()-2, lon.max()+2, lat.min()-2, lat.max()+2])\n",
    "plt.legend()\n",
    "plt.title(f'Trayectoria balística: {distancia:.1f} km')\n",
    "\n",
    "# Nueva figura para altura vs tiempo\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(t, h/1000, 'b-', linewidth=2)\n",
    "plt.scatter(t_max_altura, h_max/1000, color='red', zorder=5, \n",
    "            label=f'Altura máxima ({h_max/1000:.1f} km)')\n",
    "plt.xlabel('Tiempo (s)')\n",
    "plt.ylabel('Altura (km)')\n",
    "plt.title('Perfil de altitud del misil')\n",
    "plt.grid(True)\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dominio Coloreado"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import hsv_to_rgb\n",
    "\n",
    "def domain_coloring(f, xlim=(-2, 2), ylim=(-2, 2), resolution=500):\n",
    "    \"\"\"\n",
    "    Genera un domain coloring para la función compleja f(z).\n",
    "    \n",
    "    Parámetros:\n",
    "    -----------\n",
    "    f : callable\n",
    "        Una función Python que acepte y devuelva arrays complejos, por ejemplo:\n",
    "        f = lambda z: z**2 + 1j*z\n",
    "    xlim, ylim : tuplas (float, float)\n",
    "        Límites del eje real (xlim) e imaginario (ylim).\n",
    "    resolution : int\n",
    "        Cantidad de puntos en cada eje para la malla.\n",
    "    \"\"\"\n",
    "    # 1. Crear la malla de puntos en el plano complejo\n",
    "    x = np.linspace(xlim[0], xlim[1], resolution)\n",
    "    y = np.linspace(ylim[0], ylim[1], resolution)\n",
    "    X, Y = np.meshgrid(x, y)\n",
    "    Z = X + 1j*Y  # Cada punto z = x + i*y\n",
    "\n",
    "    # 2. Evaluar la función en toda la malla\n",
    "    W = f(Z)\n",
    "\n",
    "    # 3. Calcular argumento (fase) y magnitud\n",
    "    arg = np.angle(W)          # En el rango (-π, π]\n",
    "    mag = np.abs(W)\n",
    "\n",
    "    # 4. Definir el \"hue\" a partir de la fase en [0,1]\n",
    "    #    (arg + π) mapea de (-π, π] a (0, 2π), y luego se divide entre 2π\n",
    "    hue = (arg + np.pi) / (2 * np.pi)\n",
    "\n",
    "    # 5. Definir brillo (value) según la magnitud\n",
    "    #    Esta es solo una elección posible. Otras funciones son comunes, por ejemplo:\n",
    "    #    val = 1 - 1/(1 + mag)\n",
    "    #    val = 1/(1 + np.log(1 + mag))  etc.\n",
    "    #    Aquí combinamos log(1+mag) para expandir rangos grandes.\n",
    "    val = 1 - 1/(1 + np.log1p(mag))  \n",
    "\n",
    "    # 6. Definir saturación constante (puedes variarla si lo deseas)\n",
    "    sat = np.ones_like(hue)\n",
    "\n",
    "    # 7. Combinar en un array HSV y convertir a RGB\n",
    "    hsv = np.dstack((hue, sat, val))\n",
    "    rgb = hsv_to_rgb(hsv)\n",
    "\n",
    "    # 8. Mostrar la imagen\n",
    "    plt.figure(figsize=(6, 6))\n",
    "    plt.imshow(rgb, extent=[xlim[0], xlim[1], ylim[0], ylim[1]], origin='lower')\n",
    "    plt.xlabel('Re(z)')\n",
    "    plt.ylabel('Im(z)')\n",
    "    plt.title('Domain Coloring de f(z)')\n",
    "    plt.show()\n",
    "\n",
    "# --------------------------------------------------------------------\n",
    "# EJEMPLO DE USO:\n",
    "# Definir tu función compleja f(z)\n",
    "f= lambda z: z**3 - 1\n",
    "\n",
    "# Llamar a la función de domain coloring con los límites y resolución deseados\n",
    "domain_coloring(f, xlim=(-2, 2), ylim=(-2, 2), resolution=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Antipoda Cumpleaños"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "La antípoda de tu cumpleaños (15/04) es: 19/09\n"
     ]
    }
   ],
   "source": [
    "from datetime import datetime, timedelta\n",
    "\n",
    "def calcular_antipoda_cumpleaños(fecha_cumpleaños):\n",
    "    # Convierte la fecha de cumpleaños en un objeto datetime\n",
    "    cumpleaños = datetime.strptime(fecha_cumpleaños, \"%d/%m\")\n",
    "    \n",
    "    # Número total de días en un año estándar (365)\n",
    "    días_en_año = 365\n",
    "    \n",
    "    # Calcular el día juliano del cumpleaños\n",
    "    inicio_año = datetime(2000, 1, 1)  # Año arbitrario, ya que no importa\n",
    "    día_juliano = (cumpleaños - inicio_año).days + 1  # Día del año (1-365)\n",
    "    \n",
    "    # Calcular el día juliano opuesto\n",
    "    día_opuesto = (día_juliano + días_en_año // 2) % días_en_año\n",
    "    día_opuesto = días_en_año if día_opuesto == 0 else día_opuesto\n",
    "    \n",
    "    # Encontrar la fecha opuesta\n",
    "    fecha_opuesta = inicio_año + timedelta(days=día_opuesto - 1)\n",
    "    return fecha_opuesta.strftime(\"%d/%m\")\n",
    "\n",
    "# Ejemplo de uso\n",
    "cumpleaños = \"15/04\"\n",
    "antipoda = calcular_antipoda_cumpleaños(cumpleaños)\n",
    "print(f\"La antípoda de tu cumpleaños ({cumpleaños}) es: {antipoda}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creador de montañas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dimensiones de la matriz de datos: (256, 256)\n",
      "Valores mínimos y máximos: -0.531829577131126, 0.455771275349189\n"
     ]
    },
    {
     "data": {
      "image/png": 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LD4oo+KUgIZkfT6v4NTvf02uBPp9vwwr4898Y4wMiYy20CUECjIGyhfveGsatI42BcMsJawEKqKxFY4xvTW6thXHnHr+crbX+N6Urni4nCwFLD30pw3UmBIS7lkopMZESJQXwSvmgYcqCiVJKrLNgnl+XVlsfjBv3ewNIzpV4mi+ntYXNDILSAZEZCChygTQFCfSekAJK8fdktFxunb4Anc/P7Z8RbJp+N4TfsJDtufBAp6rPOuusXQcTI7bHngcT5513HpRSOHLkSDT/yJEjuPDCC3e0LbrBtSO1cPHSxSel6L0Q0wuER+F+VO2CDB6xLyMwKQB/o5mxkWYBhAdccgHxEZQSwt/Yqp5gYkNKKAPMZo5lmAUGYnY8TG8dryMmYna89u8tZoGNWMwbH3wt5jp6wPKHad/IWcswkhGme3OgG5gxImxrmxtjxBwlD78w3c6vYTGHRUMBAB+5WuuPJ4BopFrIlgkB4ge7VGE/pQyBRe6ckNI9IJSObsA0bbRtR3QqnKN8JEefo42NRp/p8eHnLAW1KnPu8pFnmQkgVClR+oBBRe91jzUxTN0ggxiBmbHYcueFttYHFptaY8szE3GQHU1ngnE/bYz/HG37g3H+uv19KWiwPvZtrMXMLVMhsIMza1GwgKSxFo2b1myaB6i1Wwdor2nFfh+jbfhNjGCBuYDU8WhfsmulMfnrITfqzyE6d5P7nt8HKWDdtNACFH4pxc8jGZ3jtM10f7L70HO/jYMjx1ydqAe/z6kCD3B3s40Rw9jzao7JZIJLL70Ut912m59njMFtt92GJz7xiXu9OyNGjBgx4gyG0fqU/BsxjNOS5jh06BCuvfZaXHbZZbj88stx88034/jx43jpS1+6o+20VLhqR3p+RKiztLExFijz2+nmGInaVdEIE+gfGRE8jerer6SM9BFFZj1iIujH4KmNNs/bbnM/o1z1wmA2C5qHxUxjdoJP1356y82vZ02rofBshMZ8Ru8FNmI+115/YYzp0K7RsfPHjY1+dByjSimg3XpFz29Ay9E2JWM64tFynHbyo2Pbjo41Gy1yzPlv4P764+7z4CE9EzETCUvRshFdBkIy9kGwZYxpR6qNP1YsFcA0GwXiEVzv+drDqrWMQWAQOMtG6SYAKCdddocvx7fHl/PMkxLYYum7rUTnQIzDVqIdmhmDTc5G5FiKhLGoYb0eiWsmgO5vTMeQlgUcQ+jodn7tNULEr3k6Mpmm67cSws9Pb5zpOZEbyEb3GdOyB5RmMFp7XUM6whti8HIwCbvFmQopRcSG0D5bIxxTAQDGM4n0fcLyw+NPPoL3jFtPCufEZu4XPPUwRsOY3QUDu13/KwGnJZh44QtfiLvvvhvXX389Dh8+jCc84Qm49dZbO6LM7aBl+28yVf6GzG/8nFJLBU0pVZdSfDSP542tABp2XUdBQl/ej9OnQEy3J+vmAog1JvQqIUIgMGuDAp6y4AEEBRbzmfZ0Is2PtsHW5zoAntvlN4MUXtjFaNGiDMsql2qyunszAfLUrZBxKoH/BjywqBEodXqg5R4IKaI0BwviGpZTL6RAxXQf/PySPemM6IEiDZokrcFTI8a0224WIRCOjk05nOZIAy+gfcin2ghaLpfaoGX6g4l4OdKj0AOfzv95EgCkqQ0/nwcQ26Q26HM6D3n6rfoq2oWIrzlrQSmPBjZ7nab6mtpaVOy9KZtO1wPawITHfVIJH1BLaUNQmf6eMg5Y9U6Dhm3SHnw5vg+5YAJ1fH7pnvtjKxfv+ZwevU+fBmS2tTfBxIi9wWkTYF533XW47rrrTtfHjxgxYsSIrwAYbWD0LjUTu1z/KwErUc3Rh01jII1pldU06rKp2EeG6Z7IP01lpKpmPiLbLs2RosgwEel7NEImNqJMRJc0qp/NGixmrKwzEVDOjnOhZePnhzRHy14EZkJj7piJetZkVedGWwghIRUvXg0wDVUyaE+jA2Ek09QJyzAxMG7UprcZWcXCwkC3+zJEN9oF2vLcho2QG8TMEQexQwVi4WuDOAXSMKaIzq8gwHSpiTIcq4XsYSxUW/HB3/NMB2MptGYMjjG9aY52vZiNoG1x5kZKMZja4NOxALO7HK/YIFZi2dQGEJijZVIbM85EMEFnlOIYuv4cO0Gg37cGE01a2xFBnyweyJtorrydv86xGbkSUl46CqZ75OkMQh9r27d/2+2bTRhiWmbr2Kkxk9oOY5pjb7DSwcRxF0zU1mLGUgXOegCFkijcud2X8wf6lcpWtA8kSm2kPhE8Pz9U6tk3v2APtYpR7JUQvl6+WRjm/6A7lRg8tRFXc7QBxNaJBnMWWKTaCgpOmtr49a0RKMoJAKCcKF9CBwBKKWgmRqKS0aZeQNeBtuTHtChl8G9YgsqllEn+wSw6qQ0gPIQogNA9gV8hBOZsWgmBNUaJ8wCPfl8eWFRSROWpbQojjFqifU4qPqgMMNVThMDCwijaVzl4rNIAgk/nUhu93hQUHC2Z2gDgAwkeANAvz487D/ZoeV4NkUtJ1Yjn9wXwaaBYRmmN+Dpr2O/YB758rvInnVYsCE0RpVeXTUUkOofcejSfnxdR9U9PxYHR1gcQaWCgewoqhrQRuc/J+WLktGu8Ymlrc2+qOUbsDVY6mBgxYsSIESOG0KY5dslMjGmObbHSwcRxbSC0joRz3FMgcr9jbEUKPuLRYCKvxLOAsxEAtheDoctQcDaCRkprbv9JaGm1xaIOIklPo0dpDe1FmAAiYeXsRO3TF3PGUpD/BE+BzN06ujZQRXs6lNUERdly7FI5Hw+W5qALs630oNG2hJTtSKNezFnlQkvpe7qcjbqGHP1oXfrLKwka7mmQUOU8zZH9XRj7AGtRCQHd4+9B/gKVlJ6NaZxZUUUj+Uh7X3i/k1zFR0j9aM8scM8J7pHSbmP7UW3ObIhSG4qJM9NURsyaJOZFKgiOeYohFVxyM7a+NAXdwol98ExFKs609Juiw1gMMRLLgH7vErEbZvp+37zc/SRdZqjiKXI4TUSKfJRvtxnVEysRpcKS5fnn5fYFS5MB8cO3j2Hh2+/zSUm/AzF0m8f3KM1hT4HPhB2Die2w0sHEpjGw7qZED+IZL/VLaMkyebD3IbK67ilF2y5/20eP8pz8Gs/JM21EU5s4/cA0DiHN0U1ZUMpjPtdRaiPVUlBwMZ9pONNMTNfWfQBRlKUPHnxQIVkwYcjpz/jppq6j9+mG0eodEstqXtkxoGPh0/6Byx5InVx7Jt8OxL9nSmE3POBEqKip2fnC0x+kxUjTHvRduU6ik0pgD3A6HkDrTErLRTdgub11eccNs5Sxw+GS07mKlDQVkdrC8+Obc3nl8+m3yaUG220j2jYtw7FsINFbWcWXAbPcduvQGV4xC3uVlGzT9BpbRtg2fceN3XKuqp2qBvZevH6++oECiZz+YNlgok+nNBTYD+kiOsEROwaxZqL7fbb2yLRqxN5gpYOJ+7RGozUqIWLNhHufBxa50Ucfhtz1hubx7edytzk2Aggiy8BADLMRNH8nbESYbnwAIoTCdL0tgisnkyiYIM0EMRMc4Wam0dTt6IIHG9YYLGat12BdGxS19pbPTR2PEoZYijSgAIA5ED/U3Ps0zb0P+KiYME+YCQVEQR2xHmlgwXUVjZRhH7it8kQizUkvA6mY5wSY/iJxcM2um3EpjMqce/ooxMxEXA5NOglu91qnx5q9TvUpvn8GEAUGQzoJ8G0nn7MTNiJ3vdNPkvq3cMahYnbafLlUDB2tT7omJ1jOBckdq382nz9wddpTKGEj2mX0UlbbPGDgrq5+uW3suTuCzx5dBmdJaL0+NoLvG3nYnNjaI2biFJhOjaZV22Olg4kRI0aMGDFiCPYUBBN2DCa2xUoHE8e1htUaMzZimBmTjEpcvpRRmrtBX/OoFH0MSDT6YRqJqOvgNqkNgJWGUspirlEvUSY6O9FACNdca1ph6jrgFeUEEzctlYrSGzLRmZAYyRjt0yHNYhGVT9HFWy/maGqDCRu1aTZiWQacGUlHrqlmglcPLNtUjZpRDbEUmjV4apxOB0hKUJXyWopJpRhLMWzOYwylULTXYGjZbxSWwutJWBMnPh/olvstA8706Aw7UHOWgdZhTEKqd9AZ1gHsNf+7E3AXU0pFhK67Amsi/Ha8Ay9dfzTd1wOnYr89X4Zfr02ts2xErkkc0I7w60W+u2jarDBNa2xXJZFjLPpTEzHTAMQdPvPr5NM2tB+0Dd81t4dN2SvNxIi9wUoHE/cZjYXWqKT0D5EyoSIJBboP+GVSHkPgpWZRfr3nM9LSNGqqR/nS/k6DYb5vJ+4CCQouap4OSZwxuUZCCIVy2gYN06ryAUQUTEgVCTAB+PJQawyMJAFmf/mYcuu3Nd7sxmJUfNNjOdZl2sUjeQCltDlPbfAma1EQyLaRtqjuCyzIH7mxFlMp/Wu3c+1fFmRsKMnEmVGLtw68nXap0DDhm0ZsrdzXqG6vsOwDPxVdbrfOdtXCdG31lYNGv2HyOhVdTjMBw9RNb9DrJNDYYMHEGivZTh1j0+Z47XtpMBG6hPLUBl+urg3TT+nOg3i7AKI7bbLlpNsFHDk9Rvcz+wMdH5yw+aooIF230HKyN+fw2Ohrb7Dnjb5GjBgxYsSIvcLpbPT1xje+EZdccgmqqsIVV1yBj33sY0ut9453vANCCFx99dUn9bmnAyvNTBw3Btqp+DkbQYp+heUMaIbQaz6VLMPLC7kDH68E0Lxsla1PI3c+EuAjm5pag7P+GeRYGQytTCTOrDNiTtMAk2riUxuTqsKkWmv3pyyZAHPSYSY46MLSWnvhZVrtUU5aAaeuazT1Iux3wrro3Ohnm6FqTu1P9HrOSKkjqGXTBQJT0cdSpGWiMMb/3hESxmKDentAwui8g2i0X7Xx7pPEUPBb2E4jf6NZTwZjTymb0QCd6g6afqCQVmOlqQ2a7qQw3L1hn5SebaqkxD43TQ30iLXYLyU23HnP0xxrCFU47bUYM4k8NdFE6YtA96fsBV8uFVrStvl9gTMDkehzoJKC3qdtLCPg5MJNavbX/Zwu+yAElRhLz0CoqoRyx5OnUOf1cPrvVOF0OWC+853vxKFDh3DLLbfgiiuuwM0334yrrroKd955Jy644ILe9T73uc/hJ3/yJ/GUpzxlN7u851jpYGLTVXMoFkCkN5beEs2BYKLvtp8GJhG1yj5fMwqV32jTz+xTTcfUqPZ51Zyuwnf6TOyw60xp6XRtHZOq8pUaPGiYTCufmignE+Y7oDqBgmHvxd+HbpoaRdmWfamyRFPX/vtEZWLGRDe7jgtgJqgYqrRJqwf6/EEIlHaiW1pfYAEpoXh6held+Pq0rPtCoVqHWVzTd8u6UUYNmCSAbj57p/CN7XjZqeK/gXUPCxd0SItCsvOaBcnRdWXtoKNkDkPN13LYLuBPUxtARv/AAos1lrKIAgshsE8p7PcpKuWX25ASrtgGi1r7628xj6+3/tSGzlZs0DIU9EcaA3Yt8ICbHvDZMuttSjGX01nsLGXR2uyTXfsEQsps0JCmTem+UZ7hRlCve93r8LKXvcx3w77lllvw3ve+F29605vwyle+MruO1hrf+Z3fiRtvvBF//ud/jqNHj+7hHu8OY5pjxIgRI0acsSAHzN39awOf+++/P/o3n8+zn7lYLHDHHXfgyiuv9POklLjyyitx++239+7ra1/7WlxwwQX4vu/7vlN7EPYAK81MHDcWjRsBpu28ga5R1VDTrdwynXWSaRqXR6JPABWCWKwAGy33jLS8gU2PUU2OMk1HQ5qJMzl9uphr72xJqQzPRlSVn1Zl6VMTRVmG9IWSCTMhYdzrlPorImYisBy6rlE7U6tWrKb8d8sZ+liT0K8sddA3Ws2NenN9OtJ1NKv4ARCaP7HleYUQjMGalJiFnfPrc8FnIaV/XUiJkvUnKUoVGAMjPCMhddySeqeaL2ts6lsIGi8Y5qZptPWvjbT+HxCzFoUSS90g+PW37HKDPi2MXRpKM0ZpDmImKM3BWAeesqDUBmcpDhQFNtjrDZf2AABlEPfGmXWvsdRnYjs2AggiSzq305QFZyxi90i+3PbGUHSPSNkNWn8ofUGMKGcglFIoJ8HQjlgGKSWKcuKXa6fj94D2fkLTW4vVc8C86KKLovk33HADXvOa13SW/9KXvgStNQ4ePBjNP3jwID71qU9lP+Mv/uIv8Du/8zv4+Mc/vqt9PV1Y6WDiqG4w0aqj2M7a4ybr9t2kUuqWl53x7UQ3MClROx3BmpRx7lzKqFNhzW6UZVKul9L8QPxgbcvEAkXZ1AZ1Ely00yH9YbTFdC0ECUVZonBBQ0s/UkOv2LQqBBOxaZUxqreaw3qa1Pg0R1HWkEpBuxsHT1/YJFDSLLCgeeFz3fQ2zHqvY2PfCknpIi8l9r+1tf7h5HbGU+SNEL5LJv+tZ9b61MjMtqkDSnUYbaPpyA7bBI1DH3LpH4JExwi53c8avrrEyNgciz673bbwgUUhwzEoRWh8Ruc+NTXlY7NCiCgltAzaj2bVUJmALgW//qYyGEhRIJELGvZJif0ssOBBRvqajJVmrBoqCtJn8TWWXnO5VASv0iCXzGUCiD6jq74Agm93SP/A9Rhah1JkawSkkignITXB0xS5snEKHvpSG7npotkbzcSpxOc//3mcddZZ/vV0Oj0l2z127Bi++7u/G7/1W7+F884775Rsc6+x0sHEiBEjRowYMYRT6YB51llnRcFEH8477zwopXDkyJFo/pEjR3DhhRd2lv/MZz6Dz33uc/j2b//28JnEbBYF7rzzTjz84Q/fzVd4wLHSwcTctNH0HGE0wwXrJRvGLusxkW3kw15HI1fRHU35U5YJ8XwFRzJaJko9VdnzBkCpF0PDRy+JgCqqkmB13fGoILXNppGEjKo5uACT/zU6CDCNiZt/0fpNveiMUMheu2Pow0ZWXIzZmgAVnWNQlP2tn5dB2o68AQZHwAAAIXzKomK/qweluKwNQmBrfXv00qVZSt5Pg7eEXrJFQc44KAsdRpjCCSvLSctOEDxL4dIavFeI/1pKoFCMfWOpO56OIEFmikjEmjEOC++1DfZo/hByNtlrIljTb0iJKRNX8tTGfi6sTESWB4rCe0i0FvahMirHRqT+L6mfBB/x6x7zpv70Q2pgZfy2tktnAHlhZf++8VSGE0ZWsZgy7dVDrGXBhNp0X5E96+QYC7VHzMTpsNOeTCa49NJLcdttt/nyTmMMbrvtNlx33XWd5R/1qEfh7/7u76J5r371q3Hs2DG8/vWv76RXvhyx0sHEcWOwMKbXJGonJlW5qjkKRvpysz6YYIrxDqREwUsM3ezGWthdyF87Ogue82SUpWLq6ZaWVHEKw1/wE1bmKaMggqc5pJQwzPXS31jKSYikywmo8Veq06hZZUeqAUn1IBHV6x+eccqpt/fKElS7DyxY0NhbbcB0EZWUUSDJm1lx/QQtQ30tKC3Au3QCJgSTmaCCq+gJue6TtF2jQwmoMSGdUi8MlFou/UD71tQGE/p9EUy8tNaR/kElqUUKnudJ4KZY0MH1EI217Prrv0Z5AMFTm7xigwKJ7VIbB5SKgow1CNY0r4lM34bKQfl0nH7IayF4+kEvTG9gkAYQfP3cOlEKJVOZ4QONJJ1Beiopla/mUi4VEQcDoVdPLh1Kmqs0uMito9y2xMwrj85IHDp0CNdeey0uu+wyXH755bj55ptx/PhxX93xkpe8BA9+8INx0003oaoqPPaxj43WP3DgAAB05n+5YqWDiU2jUWjdK7LMvc5hSIzJAwglQoDBLbwba1Eze+W+7c9YYDEVwj+EqDyQd27sQ/yATZoLZVoSlxPFWAbpAoX2dds2nL2nukFG2n48+l5Oe+E/05CFdmAmiskEcj7z29CLRXRD1jp/M9XpTdMtV/WIbXNlwIo9rJZBA2wrEIT73UKTqlBO2jBdQcN+XxKA2h1YWqelsUMOh3wZIJSYSim8NkJKAWuW+3xqo07rAUBZSjRu9UpKNMzbpWG+G6lmyU87jxW/HPu8luVwL0T4Ph39Uo82KvWISD0kOBtxwJ2H+6TEOW5aGWA2a3zX3b7merkAAgiW1zk7bPKGAHYmpiTkyjq323bONZMLQskLYohJ4AxCjoEA2gBCJQFHxHp6bZb0AURRll6LYeUuRlM7wOlywHzhC1+Iu+++G9dffz0OHz6MJzzhCbj11lu9KPOuu+7qNFFcZax0MDFixIgRI0YM4XQ2+rruuuuyaQ0A+PCHPzy47pvf/OaT+szThZUOJuZOgzBP+mFw7NRYB9jGnIpRq1uuXGhNSGy45VNzJMXWmbGUTCWlz6/vU6LTLno3EasxwYmOg5d4AnEKhH8mT21IpSCS9fiWPYNhjN8+lYPSNnmaYzGbRdSszoz0aH7OBEjYoFsojPEj0pm10bFeJs1B4KZi3MAqx04UCTNRMAZip6ZMOaSVGkRJ9zWCyplZqcj8Kug0uHFWaLYmkd4Gcm3NgbbFOtCyLlMRXEELhOssMrpi05QWUYypAHuPUEB0jiF/nzvdpo26aDpNbRAbscFSG+co5c2oZscb3wQPiJmJ+axBnSm5bl0uWVouk8Joj29fW+6QdgCGSztTl8qdlnlG14+Q2fRDLn1RTOIqsHZ64vv0pBVgKTORYyN4OtWMNkdnFFY6mJgZ49MGvemMpDHUdhgSYCohfN54Zq2/gWkZtr2RSQlQcLLJqPfKGN8USigZpzl6pun1bpEGFdllfIMvRwWzzqEUo0u0QQQASK19+qSlNfnNY8ZSKDISkUaunYm4lIvGgjtgkc3PF0i6RyIcd83EghDDD6vtQGLbyD46s37NLaYRBxrp0jmvDaK9cwEVz4/TshyaxJ1SQrjzRRkRfQ4PLIAmEtNySMVSHl6MKSIX0MalPdr3wvSalN6SnESaud+EB+xczByViSIOIAohsl4SUyGi1MYBpfx7PLUhaouZCxhmJ+pOd91c07w0gEh/m53qH+h9ep3TwfDgAegPINJ1/LWU2FzzdIZgKcyoHNwFEmmgEKa7tvuU1uhfp7u+Lfbm8XO67LS/0rDSwcSIESNGjBgxhFZ/tEvNRIYBHBFjpYMJbW3UUIswxEDspBgpbVteSekV6lMhMKNyNGs9y5DdDh9NUcpDhHLDmXNIJHq5YNNCCtbHgVdViMFUiLXdi8f3zthhlM1ZiRS5Hh5SKebRL5MRywT1YgsA4vJPE7ddjtgIXUSjwGoaRqRpgydKHfERcpTq6mESdgIu1ASC02aFcO7lrGxC+XB8fvKKHD/Ple1xNqGvjwNfB+DslfHnjlYCqlR+He9yaWxUKcKRCoFpu5OpikpFKymDIDX5TRSbTitACBV6hMtppQ7g01olu5Y2lMLUTRMrsdGT2hB1u5+LmfaCy9mJJnrN2Yj5TEd9buZufsqqpQwEoS990fcaQIeJiJc32fXTbVk2nztYAvBpCsXTmcyAitKcnKkQ/Dpn17ZnNtw1nmct8sLMYqi8+RTC2FPATNiRmdgOKx1McJdBjjozL9UyLJvb5lUBM6bN4Ja9tbXYP7Dd9IEHAFvWYpOoYWOwVipQx0iptL9xlxOJeu4CCyWiHHj6N9wYwo3aaB3fgNi05sKkskxuVO18lUmJUHCh2434+WkJqp9mNyYhZZK+4DnoWD/Rp5xfn7bb4r/B1Hk8eOqdPWwgJbZ4KmCXuoaTQZpK4aV7fh4LEqiaJdaRZLpPJvR4u3CY5BVCBT2slIDWym9rGbTnV6gMqSbSB9BUKgrE1vINcwrVZHvvjv1az2+S6lZoHhCnGQugk9oAQvknLw2NqzZCaoM0Em0wkddM8JRH95wMv9WQ5oGQ/lZDQUNYp1uhlQtA+LyhpnCRRipJyaYl4zy48IODJMjgPjVCBn1Vb2qEDSzKcbB/RmGlg4kRI0aMGDFiCKfDtOorESsdTNTWwiSjTN2T7uBiuNz7fSgS2taLw/g2pfSfmxNgegW71kFABmCNVXnUUqKYkEhKeoEcr/IoS4m6JNGmiNIhUStrJto0JlxIoXseibMMGyEb76pktPYshzUaGv2pjqiaw30O+VnQ+1wpXk4mqOfB2TLLPtQmYioW8waTyhllsUZhVRmYiTVjMBfCj5Zra0O1gbV+RLvFjKVybcmXwU4vmnT5tOdI1tSIXBWpaqPWHVod6LodcnB3TaFEZG5FLIUdYCg655TUYVoJVJIJMN06jbWoc9VPrvqDV9vwqin+m/DjxZv1pRUcPLXBUx68adf+pGqDpza4SVX62ldzzDXqiJngYsyYHdppyqJdN5OOTH6L1O20zwk1Z3BGWEZ0vSw4YxHmKSgVtyAXbLlcZYjaoxbkp8tn4isNKx1MENIAIgoi2PzcXyCfFuGIbmZUzcFMeypr/c0rh4gCZqp3nuaojME5jr5fzEIwUZQSigILFiSUpUStRAhA6ngd73w4N9CaboatmVRTL9xyZQg0eNDBXC6BNtWh3YU/pJ8g8DSHcLSozNCkdV33OmDyDo3lVLHAQmNSueM2Kfxxn0mJKa+gkDJqeEX6lDWW38+Bn0s8r8/PAf6Xv8fndxrECeH9mCJ3Tx2XfOoksGgWPaWzmdJDek1ISzzpYcYDi5xeow8hxdam4SYs3VSz4+7NuphupXDlpODXDzs2ud8kPeYVu/6mLOVRCYF97vyqhIg0E2sQmM1YlQZztiQzKgok+GtezREcMJteK3ge1NE8P51JVYT3tj/ufamovnWFFJ2AgmsGlKQmc2HQ0FY8hPlGhu7A3rp1CXBthpLhmg/7FlIhYuCeOWL1cEYEEyNGjBgxYkQOY5pjb7DSwYS26FRzpO2mU0MhGkFpxOyENf2HYi7bLRZCeNHYWkLtpp9HKIRA4U7EAgg9BHhlhzE+1QEAkyquXljMHctQSkyqws9vGQgSPIUeD61RFPVXaLyBlJm0PTOIcmzqOunBEab5xSON9qMJvUNqUjkhF+8BQh4U9fF5J7UBuFFjpVE6BkLXxo8UJ5XyI8iilKjK0KwpajsO9luwERA/P7ifAYGzDBx9PV+W6QVDDEdWoJcYGXETrzpha6iaQycUOy0DxOI7xf1JmPCVsxRh1Js//0O6SvhRPYkxQ/VRnIrg35sLYkshPFsUHaseAyvaK24UR6mNNSa+raT0KcMN1VaaEGOVNu3KCStpmZ0IMHO9MPoYIj9vQBg5xFCkVTXLsBl+XSVcepPNc54iGnGqgpgIIzWMUqH6S2tolrakNKmRGnDXstHttC/BLAFt6L63A2rjAcAYTOwNVjqYUKK9YfXlvnnKgwIJKu2Mggczaf/x1wS58IV8tVyglm2KQENHlDpN70s0E2mvgimv4EjSHJQCOWeqsJiFlMVk2u5rzR4ilMrwqY1JmJ5UylOrRSlRz2u3/gJSSjSLbqdQo7VPf3CqskCb9ugjJE2mmgN1HSvDZdwfhPKqQvRUdrgHJ1UvtKmNcOMner2pDdbK9tjMpGzTTblzQWtP7c6TcyIySer5jnQc/DR/YGLY6AxwKQ/EefK4r0M7v04qWrhOoq5NNnefawTlv3YUTBhPY/PAovuAK6KKobl7EEtWSbSQOtJTVGURVTaRbqWxttOzg6qvKil96glAtsIm7Y3DTcpS10ue/tiQ0qeB0qZdOTMqmh+/1w0s4nNUb2s4RRiqrugDDwT7ggcpRfQeX4c/+iQQAgANNKA05wT1op0uJxNWOi7BuwPzQUdbHRYvBwBGtanQgumuaNDA0zzWaOwobzJiZbDSwcR2iBoyuUDCBxE8gBgKJjjkov0HoC42fWBRK93xmfAPGNZmVwmgcjf0kpXTVVJGwcSGjBmIoBcIAkxVKkwqHlwoTKYh984Zi6Zu96Gez6CUAnX0lMk03TAaFgwYx8B4p0vZ3/jLeAGmAupQnxg3Dotte2u3XFOHm3tZaegFZyOSabdcUTY+gNooZdZ1sj1YKjy4WDfPjr5mG4aJT+e0EZFddPoQhMAi21aelYOyPDwJ/MjXQC/iBxnXUvR5DaSaiSDADIFFn/Nluo3FrImCjKY23h2zqaW32p4l39s7vjoBpmd+Mu6WQN71MqeZ4J4TfP6alCghMOtxqpwzlmLO2If5vJ+1iH+D4O/BO3ECeeEjR1Ygm4GQYoBhSrw/eprH0XxjLKAEtAz7qNk9aVlhJh9gxBb8YdCg6wUaFQYNxIgqGZhOI6ULKFoB+F5gFGDuDc7oYGLEiBEjRnxlw7oqtt1uY8QwVjqYKMXybab9qZRjI4ZYCg7GTMBM/PRscg80+k9W5U7kSgiUjkzn+ol7XW6ZXm9K6Ss7mkURRuXTArUbkU4dDU4lk9zwqKhlNJ9GRLMTDZq6xmI+a7+OkljMe3oysBHL0EmyXcTemtlIpIY4QNvCuD4+b78n1wTUxqU2qLql8amNxaxJqlbcsVUF9iuVTXkVbB8LEZxHa8SMQ9rAKwdP1yevgZZh4tqBKZs2Jl+Z0dTG/6Ypjd6wqo3FXPvfl1cYpGWiAKKqDYKSoTcHZymGIJSAZDoJ+kyaDrqcMM0rO2ZCeC2DpvObGDxjsldMTnfC+3HwY73GpqeMvehUBvlj2MSaFMZS1FHVBmv0Ndf+N2iStBN3mQSQba4XHc/ku6UWz8RUWGMhMoxDaliXe89v29hoWSkDExZYivB9jNGeKSCNwTIW1Cmzkfb0oWVyZll61CGcUVjpYKJAm7OGED43CyB6IPQGGTxoaDaWCyaAEEzIBVBs+tm1m94st6LFOQ0epTaMifQTR7UOtK3WnradVAqTedAINHX7k2k3zZs/kbZCM7pbTSQmJtgoL2azYI0budkFy91cyVbc0CsEBv5wshuDYU2/yOeAXkd15kpBFSGdo5kAc1KFG3pRSiyqME0BRDsdcvpr6wWanhQMYWYMCkrnuODBp8LQDS4IfL4CghOjiC2iq1xggSDSAxLRpbZxZ1AWWMRBQz53H5eJJjd/5oSppfTBBg8sgG5O3z+AZo2n2PkDmoKJkGKzbDrWNdAxVCK20+b6iSF7c65J4ToJJeJ0Cv0elOLI+ZdwTUqdcVitM6kRntpYzLU/Vro2PnhQxc49HIw2UfCRs78H2hRHmq7q6+qas9f354TXMsTunKEhmMZiNnPzdeuOa0KgMZlWfnuUTo0/pz8w6As46vm8d51TidFOe2+w0sHEiBEjRowYMYS2mmWXmokxzbEtVjqYmEqJwqnCucFQwUR4g8iJLtOURwrOTGTWqXFPxE4UWse9OajKgrEPa058ueFG92tC4Jh77/xJgWq9HVbENHhr5EQjpSkvVetxRWxNkRrULs0BdP35O1+XWAwq8yrDMTGMpUh7gHAopaCT6o52W6HtcVMvGDWtXNUGH6WHclBVhungFNpWF2xU+e/D2YO5288GbcmiZ7ISQWaNLohpyokCUzGmZ6QGRstNZ348Os71LkkZi76qgvZ403VhUDjRpS3jYzQB0DgxpZTCMyBSisCUlF0mgu8DmaeVQuaPAbGHjDXkYkyCBsD3rveYsvlTNu3dKKlKiB03y0WTmeOut/l9tGu+BiBqnrUTd0kaIUslex9QQopIdEkgVoKXgHNmQmTWUUkdVtrCnKeqvPi3XqCpay+gnFSVZx4nbITPje4mVYUh5JiBptn2Dn1KMLYg3xusdDBBN/VKSsA9ILaA7M1HJf4TEXain6BgAghpjmQ5HlBEqn4eWAA4yvazEsK/rqRERYGFlNjnHpBVzf0niiidYXUZq/ozDYCoGRHV01N1h/9qGc8JIiILOG8KLGI/ip4Agm6UVNmRy5lKpXz5WFPXnYctlefxoEGV2k8vJkE/Qe6gRAFvTPLVNYUx/iFWW4u5McEvJElxFDn9BQsi6DWvWMh5LKQPuF4b8Uyzs5pR7ENBB+DKRBMtBOXelRLR5xvdp5UJD6j4c2QcPJQy65VhtUUhwzFIS2Xpb8OOJRBcaHOBRJRi6gss3Pve84HvmwnHLTwwjU/7kPModyKNAjS6xoz1qYnWMr6b7sshKp+mKqklH06RZb5r5ke/j1ACKqOj6KvwoO8T9sv6Y1AsTHSc2n9OE3ZC+0FEW9bsgoxpCDKM0VHjwNjGX8OabrAx36M0x4i9wUoHEyNGjBgxYsQQRtOqvcFKBxM0EuQjShjjFeNN0hpZI09dR9jOf4IzE/QeE2ISatwDADiGkPLgIzXuK1EZg3tZ2uNoOu1EipOqQJWMnjR/bQo2nXHgS0bIi3kQXUml/DTHBC07EUywSm9M04d01MV9J9L25KVz46znMy8Go2ZeueoHXevI0IvEmJ4CJuEqYnZC8YoOqjYwBqVSwRU19anoq+hAGBVPWVUBrzxYk4Hur2vdSWeko8Dwvfup9yDADGLMtKogrSggXZ+ute/xkgONbOtaJ8wEY03KeJ9jpiNMEzMRpSgcg5Mz9WqSpl8cQ26jufdq50TZt2+aTadpQV4Vw1vE83VIbJlWKHDR8pB/QnptkPBSKhGxSGn6Dmi9ZFI2gi9HSEWa8efHzIRncKYpWxafi/OtE256gZLEmJGBVatL8BUhJugUuM+DZvqFxR49oEefib3BSgcT+6RCqVRrcc0tk1kzLd5oSFnrjaaioKAPFEzktBV8/WajdxMzeRilaPfhuNZB6c6CianRqIzEpru4yMUPaAOme906F0wLNIvYzIo6aHI6tttMKA5A+IUxO9FSjSlVy1/31bZIaSIzmyH4ChLWUTRuOjZhN6z2wRncPeNyUFVSmagO1RzupsvpXtrvNOUxT6p9qFS0EcIHFql+goOnNtaYZoI7MVYiWFaTyyWn2KkctK+ZF5U0xtUHoTSUl9FSAEGBGdexEIzR0M68LE2F8ONW1MbrJ3hqg9tF0zkU3uOVKhJlT4lkKQRyxHZf1VWuPDcXdOSWy3XTBHo6dybBNw8sgHC8+ko/hxpWpb9BmG9gbbDA5zoJntooSsWCCdkJIGhaqLA+r+rIlZHmmpBxJ1a6r3D7drrOmtpgdrwdPOm69imPpq7RLBb+em7qhXfXbDUY7fRksYB20/UoajyjsNLBxIgRI0aMGDGEMc2xN1jpYKIiRTgTYIK3mGbTZOVLTbss0M9O9Flr96U8eGUHgd5bnItN+UUAiJp+VUJERjtrQkcCzKPEUjirbQA4Jg3WKqp+UI5qbnMOmtO0bKSlTX6+/xruNU9xSCl9KqF93VMhkaQ7iKUYKqOK0hzMwKplKTjroj3r0iyChbaaBG+JiA5OBJgcPOVRCIHSHc+ZMWgYXT4zJggEGUuRggv+IoEtENH6JJ6kUXzD2AievhhKecR+B4EJoPVVUfjfRzH/DgC+ORMA39yp/fxgENYeOx2p+ikdwgV6kW132osiGckTUl8JbqFdDAmiTwKCffxOGmGdCuTSGjlGgl8XxEpQaqMsZcxAuN9OTSTKhIngbERZ0rUkEqFmv8FV2Mc4zRGYCd0RAwcDucAGzmc1ThxjzETCVEzctGVpBqPDdL1XdtqnwAFzLA3dHisdTOxTChOlIodDGBP6ZLBOnI210YOjLjbjlMVQ2qOvVJSvT7oJSnmwQMM6um9zel/ItbM0B5WG0utNrqfQOjj9CYHKNbaq9pWx+ZEpI/MjXhpqMzd6IA00Gh9QDNG2KaRk/Tj4oWEdBwH2gEuagBWsmiMuEw0PvMU8lB7WM4mFT3mopJOljHPHspvyWCvbcmKgm+YoWA+PxtrQ8TLXCTajk+CmSpwq75R51jp6MPuAIRP41Zk0Q1Mbb/ZVlBP/eymVdxrkvwPQVuRQyoOqPELZp+wtMdbJdK7iwWgbPdhPNSjAo+NMsOzlUDUDR18FhODpsjpUxPDum1KqwQfUUADRri8jQ6oiCiZUFCTHKT7pA4giCUCoNFSx9Ef6PaN9TJqTeQMrXXTO17hrb/v5k2loiDafzbA4OsN0fd2tw1MeNSazVmcxXV8P87dxLR6xWljtYEJKTKUEv1bS/CmdsNo1rAqdPhvYnH4itcxO0eeOOaCb4M3BZkw/EQUJIrbTrth7m5SHTzqLNotQKto+ELoW2qlwqC/Q6CsZTbt+0jyg7UJKefplIZXynhXcgbMoy06ZKNkdl6VkbpiKTTf+BiplO8rzN2vWMjsFjfQKKTDjvhLW+kCDzx/K51e8NJSJLrVmTaG8ViUEClzY6AOIBReattOa6SmCW6HwuhEhZdBKZJqw8QdeEc0P2y1K2RsYmFxgYeK/J4NlWIntrM3T5Th4cMA9GwQ7P/yymXn8PWVcgGgEO251r15ouwCC9k9GwYSCcgEzDwa6nYFV/j3uuaKCEJlrKXLwTcqYlorEtdzXhDxfFnNmbV9pH1gUZe1syI8DaO8hpQsg1va1eop22wvU83Z+vUexhLGnQIDZ41A6ImClg4kRI0aMGDFiCPYUaCbsqJnYFisdTGwohalSKAyLvHVIc2hr/TSxEvS6thYzzkwMVXks27cD6KY5mo0wj+knKimxyUpDe9McxnSWo/UnlYrZCFOy6e7osWOe1DMKnZ1oopLRbqMeGg1NdnWRpq3JVaSfWPj9qWuDItISONOqGc/1y7YSwVc8bG/cU5QSlRIRG+FHuczMKq02SPtx+D4dCNUCvHQyjPRYq3HGHGWrIpLKG97Dg5t9lZNJcCllZmNDEKx3im6azufwfYvPn5MfnXlGMMP4NNZm9SllkmZqwNxteU8VNp1W9aTTnBkQybRk+gWrw3VF84UU3k/SaAPdBDdM3lsj7ZeRshF8uuhJWQSTNolpVUTz88yE8qlAXuUx1MsjTXNE5yvrE7OoGsZSqIixWEyDsdy80piw5mm86oMcMifzClW9r52P5dJRI1YDKx1MrMu2LG/ZL8FvOjMhMC/aUkSbekukgcVQ2iM330zioIJN26a9wI6JLZ/KmBnj/wHAptb+vQ0ZSkZ5KmQqBM6fFJi4Gw3PvU+qopPfBoDJ1CaBRrfcj7ZVz1vx1GI2i5qASaW8yIqD/wa5hkOEqIOoNEyMKSP9RL1geXzmcdAGEKHxWbB+lvGDgzkFDonQCkiUdLMVsbcEf8Dx78et29dYSqqEQKPZQznRReSCuJwTIy3DNRTGWFgXNKsyBF48tdEGfdvrXbi9uUYTPUg027dTAZ7OqHtSR3x+FJomAQa3PucpS83EnNNEO8PFjKmbJKW7tNMh8EBQqJB+4PCpKpkeI+Zp0vMAz3lGlGV334pS+uuaBwyTSkWvy6qI1s/pLFLXzBS5MtF6YSLr8cUslIlOpiGwaIMHp5+oCsxO1Fi4FMi8Yk618wbH77/PHdsg0tyrYGK0094brHQwMWLEiBEjRgxhLA3dG6x0MHFAKawphc0BgRYfyawZ48vlKkatztI0RyrI3IkQk97j7c35th1LMS9OeJHfZpLmqIzBRvJeOn9uLTaN8X07mlr78i1OVVveW0BbFKWJqdEyqPgD5WqgNRkXLdDUZTz6dcfQSAXjqjn0ABsxBE/Rs1SKkBKqKPxoqKg1apfamLB0Qdovgr+ez5poRBg+LyOyY/R2IfzMiFJPzZJ4NYdvMsVEa1H6wrEUObYo58TI53PRpt/f1GBMBnZnKM2RuyH2GTHtFHzET5UVjYmZCO4wSvOAlo3IiSgb917FlicGgpfxVq7ZHwBUqqX7izpfDRHSB+HcV2554xqh0boAOiZb9HvIDjOB/PnGxJBShdRK6ZiIaN8m/Lok9kF59mEyVShK5a/zNB1SZtbvpH2S8z91xAS6AsxmPVRzNOuFFzZPZg0W03aamIhF1bj3tN9vng7ZOtFWfQCAOcl7xk4xOmDuDVY6mNgnFda3abIT3byU8jejipWQzosTbaoD6D7800BjmVTHUOMwF0zYZhMz2V5UMyGiNMfMGJ/a2GA3Sj6ffCo2mNV2ztEvl8roU+v36Sca1qgr9YmgG7A0KqKoh5of+fWN9v4HPN9fTibQde0DGv6Q5X4NvJOld4x0DwgphQ86tgsm6CZOlQ10fHkDsFx5KNBeQFQKycslc3bTudJdet8vl3g58KCQB1v8NzgZ+PUyKavedWR4QOX+0nROy+A1S265mTE+mG9sv9soAHgHFOZ0W/QEFjMpMY0CY50Ez+05UZYSmh7Ybtq4c7GskvQKC5T6qqSi45NUj/TZX/NyzpIFAJTO6E4XbQpkSr4iXT0FQFUf8ecMpfoIHc0EqzhaVF0r98VU+fmTWYPpVGF2wlV6TMPgZna8wcIHQMqXk953f9e+f8TqYqWDiREjRowYMWIIo2nV3mClg4kNKbE+QJU11oI6LTdwaQKq5mAsxdSYUNnBzay2a0E+xFJs19LcTDCzW37ftqz1aY8Zm95kqY1ZsgylOgBgX5Km4KMxxVIZOXoXaEc5njJN5jf1whsjFWXpL0xuNGWkDhI0FQx9lh05t5UdNJqSTujp1PwDrbCplXY7kgqVHkUpff+LVugZttWHYhK2XZTBM4I7NzaIL5oSImYTTJza4PP7xK6EdJllEY7b8iwF/T5tFULo/6CkyDI5KaOjBiomKDXA0xrEUhDLVrvzF4iZiSGDMO50Wwjhzeq48+jMGJ/qANrUAB9x+1RgDxOXIv1uQajave9wBqLPjdKLLCetMDQypHL7PJ3yNEcQWU4qhXKqIjYil/KIUpYT2akiyYGfh2n1ETewalMWjpmomg5L4dmIEw3zoFCYuyqPCWMvDPbKAXPUTOwFVjqY2Ccl9g0FE3za2ijNsWYM5qzDY1TZwSsxuLtln7V2DksEE76yxAU59HrLmOjmusXSHLNkeouqPooi5Fzr+MZCuVRdyyy9204r1E7/oNjNRymBxazxAUiTOFiGroGBetda+2qDIbT6C7qhxNsVrIKk7TTYrTbg5k+1S1HwFAjdOBulo5upUXFqJzQ7yqc8ou6UyXfo61CZLtOHtMlU9N6SeVo+auoLKLgaXSc3xvQB01cRI5LggQcaPAXSuDLJBvDnK1Vc5HQSM1aG2wkmEMpB3QfQl4iXI8M3F3zsnwb9UKhyUtG5M2QzT2iUjqoshoLRnIU1L0EtWdMuSj9QAFHyqo1pEQVD9IBuUx7KpzkmVaqfCPNpX2pYbFnrfxMY9Jbh+tTdtK2QqxA3FQSAxbRhKY8Cs+OuFNQFFgufglGYsLJR2udZGZr2aYwP6DMJKx1MjBgxYsSIEUMYHTD3BisdTOxTCvsGRsBcALbhpmmUX0mJKfn8W4spjfhTJiIVZOZakJ8kS2GNi/xl7DORii7nbDplKShtM7MWU5bakIosp8OIRbn0B1kxS6mjkWeWJnUiR6L5jA4125w+5JUdEgAybbDb2cq3hedIvSkiLwQdelnwnhe82oHm59IMqTCSvrORFkZaNKDUBmA0M/Xxyv0wz4q4qZRly/WZAKX7k753KpHWw3PWgo5N23iJ9TRJKg74CJsbO8WeCDFrQSNpK0IVB2ccvJcKYyP8Oc4qq3QyalbUzK/9AuENKaM0xzFWXbMJoHBlOVNu7GZiFokLYlOEtJj0ot6m1r4JGhC3M09tq3PHMzWmSq857i3B2QfOOEyqlJkI62i3a8etxZa77rRLjQ6ZhtFxSyuUqBHhWiFRuX3YqIKdfctYUsWGwmKqfTVHW9nBRJduvppI703RjGmOMworHUxsSOkfpjlQORpNV9ZiP1Hx7AKbG+NdDDuVHVxDwad3CxZY1Ew7QX9puoaN5utkmRn7fmvsBsa7QNLNjPLcit3Q+M1M5Cht1/OCHj6aBxBGs9y/DpUdSnkqPZfuED1Uda5iBMikEjIPZZofVadE5bG0n0yRr2J6m4ILOgb8ge9dEN2svnx77sF0siZQ7QOpexOzhgV325TX0e/W1HUcELogo5y2OXU16Z4HRSljHYAKTpDpuUPHZ8Z0EVwjMXOBfJSm42kOVvXBUVgLTc35eIVNT/UHBR7KfddCKVTrob0tPz/60FYCuRLjeeyymvut0/QG1yik1Rw8sOCulZEZ1VT51ORkWkRpjjbtUfjXPIDYbNrvPEuOe22tH5AMHbuoeR0zA6zYfbaSEhvrmcDCpT9mx8OAZut47b9b0E/IoLlolq8kGvHlj5UOJvYpiY3Mw8qzEUwjQSIvX48uJSq2HN3YpsZgRswEBQ+cWeDdQTlLsUyQkQo6/fQWGiBbKqdtbDvMp2esvHXLGGwUmdFl0vxKykQQxm6A3PaX3wCVEqjnYVQbfSUKCMqkH/mS8I6NmftKFFAs4drZYSNyJbAymS9txDwEZmPn7nycSh0S9S2D1L1TSAHj7JuN1N7XYzuBKw8gyHnQGA1BQZNsH2qKnS++rTXzQVDc+2AS2zpzIeExo2MhMWfYkoccn86d40B3xOwHB31BVNMAReHXKYXAgYl7GJti8DfhQTdpb7hOgruV5rCMAJNYQaW6AdmEjeRzuggKLCjw2zQmCiCobHyLBQ90nLkQlsDDVIUQiNEx591wfbNBIfw9dyMJLGbHOVOho+lZGQKLLdfCfN8OypJ3g9EBc2+w0sHEiBEjRowYMQSrza5LO+1YGrotVjqY2NeT5vApAmv9+1uOidjnRsIRSyFE0B5Iibltt2CLzbyJFU3nqjzS5ZZAzgEwN1KrbTf3mcuB5tiIdn6mf0VUBsiYjWQZa0NkHkbvBnCEhNHasxNGayhqtpZUdqSVBP6zleo1UFrGpdFoG40abTICJQfJVhfBWAoVp028nkKH6b7Po3V2g9zvk3tPKQFdh/QSmX0N5XINS4fwNIdumqgKoNclkpkfldEoWkXGSMVEokZGC8FTGe568yXPWmfTHLQdD9uW3wLtiNk37kvP+4Ldypp8g/MDVZ7F4Y286BiQy2NThwqhiBVLfve4/DKkilQPS9Fql2LXSmIjionM6iImU4UtWNzjvt9xZmK3ZS2O63yaI0ojMbOvFHQEfZqDmAnGRlRChN9NSszc77GhFDbOKlHM6PsEB9pYK8LYi8WY5jiTsNLBRE4z0VjrKeBGBVfG/VK2YiSX159L6y+QmdNT0Da9yLHY7PedWDZYSK25l8CQGyBfhi+Xa3YEdAMLkfgI+F0bsNzlGHx4afJ1UD4dIvro6AG0ttBLBBDMojq/P+HGf3I+kd1tLeMkuB34b5J7j/6K5DcJgY7xYtcGbRdQoKtP0Vr734GnOVQaGPS4J5aRELfbrdILA6cKxyx7eDGPlGP0gDNt99vNzANvyxrMTTc4JvA0h38oSunP931S+gCioWOwRECR+mTwxlQktKznGmYaxLt9wWPXQrsbQKhSMr1S/3Hv00Xca3R0DI8ZEwUQdKzTdNKWMZF2bJlggnfDrYTwfjYbUobflwUZB6zFlpS+JHe9nPjzY1bW/rvNSglyIT0xS83KHxiMaY69wc7v9NvgNa95DYQQ0b9HPepR/v3ZbIZ//+//Pb7qq74KGxsbuOaaa3DkyJFTvRsjRowYMWKEd8Dc3b8xzbEdHhBm4jGPeQw++MEPhg9hFOSP//iP473vfS/e9a534eyzz8Z1112H5z73ufjIRz6y489Rpv23IaUXFnHR5QYbvTdOZEmR9JY1qEyg8bjYiCJyDY16yBGTzK1y6GMkdpD+SJE2SgKWYzH6wEe+KVKRJl+OsxO7FWCeDIZEcNuJHtsUTX8M7RkIyadPjo1ImZ5sSilljti0koIJLYOJ1mIWWIaCfZvGGAgpIzYilPEaL7rkfSDURMb9H6aFF/hNpmm1QcxS0Hs1gviP948h0SXQshTLpDm4sRWB90GhNEeNOOWXlpR69DAUG1OJSrbnbJvKqyNantIc5SQ4qU62KenlYlnFWQ/eAj2h/n1qIzGdyoksNxN2Z5OllPpYn1yao5NKcuDpJEp1AO7+yNLAOZaittaliNvXB5TCxr7CH4PCiS45A7S2dYoq47bB2Ohrb/CABBNFUeDCCy/szL/vvvvwO7/zO3j729+OZzzjGQCA3/3d38WjH/1ofPSjH8W/+Tf/ZkefQ85sk6nyJZ8AIo0BpS+mzpOBLrL9UmEuu9UclbX+wtkypg0muCMm10kMBQZ9OovcMtt9z54bZZQ3XmpL/RAnQd+3D6qdBxFpRciZCKlEVKGSaiH4NC/DVUlaI0pzMLpc+wqDGpI8I6QCkgDCuvSDKqWv0uAPLtJCcL+C4CfRU1VQqbaywL13zIYg4RgLGHgp6FYmzcGn+TWb85oA2moDf50aEa7fNMDm0z3Bd60UznHHoFJF9MBbzHVwQl0o1gk2LQOmtF7QGrWv8+mpVJvSVstwPwl332G6iDk7TpTWOLqDYIJSSDvVTBRCYOrOtzUho2DCp4dN3KxtzoKLxqU9AOCcqcJ6OfHHio7z+om9G4CMeOBxytMcAPDpT38aD3rQg/Cv/tW/wnd+53firrvuAgDccccdqOsaV155pV/2UY96FB760Ifi9ttv793efD7H/fffH/0bMWLEiBEjtoMxu01x7F5z8ZWAU85MXHHFFXjzm9+MRz7ykfjCF76AG2+8EU95ylPw93//9zh8+DAmkwkOHDgQrXPw4EEcPny4d5s33XQTbrzxxs78xUxjMWmj3MqNmhpGte1noxyi4LjokiLvyrA0R1LZ4VMdQJzmoHlAXPGRCjT72Ag2XyHu/3CyoNHHFCdJy58knb8d+io4+nA685N9DMJS60oJKbssUuoZwfs1AKk/QewVEgyk8hJSayy0G8Ua4bxAHBvBt9epxmBiv7TJW+y+2F2HUhxEl29q7UfFczZCPu7YCJpO0xz0Xl/TrxTc+4ALMDl131jV6/LYoGUkCHRv2FAK+9cL9v10tslVapJGyP2+fdP0OxJLwdmIY2aYcSBB6/Ge94bSHNxhdDtmgsSXhU8DG18FNzOBfdjH+gnNXZojqjxjBoEHXKp7fX/pj8faxt4wE6MD5t7glAcTz372s/304x//eFxxxRW4+OKL8Xu/93tYW1s7qW2+6lWvwqFDh/zr+++/HxdddBGaxjiHx+DyuDGREaWXVmnwoGG/s2uey5DaqNg6lVsnG0zwNEfOGbMvzbGEfmK3gUVHWZ7Q6LupSOiL0CPDJqO3NVPyy+qQ3+/bXgq1i6BnmSqRnW1PZPPoUcVG7coFZfhOaTojnValRJHYhUt3c5dGoHSkYl0bfzysd2SU/jNSx0Wg2yBqWgWXxbZjZXgvSm1w86Spwr0mPLy2uDaCTUdaip58f+qaOfSwm9H1ay0qZkDnTd5UvI1GqegBR9DsYdcAaKTFhnuwr5clFnNKcxhkO8Emv3m3giNXZh3SHFa4CgwTH5/02OQChmMsQOvTT1BF2tzGZn19qVH+ICC9BNeR+fSSMNiiyh2pMGd2/o1S/hjPkoGc17FJiQNOS7G+NaY5ziQ84KWhBw4cwNd+7dfiH/7hH/At3/ItWCwWOHr0aMROHDlyJKuxIEynU0yn0wd6V0eMGDFixBmGUYC5N3jAg4nNzU185jOfwXd/93fj0ksvRVmWuO2223DNNdcAAO68807cddddeOITn7jjbdczjUUZj2grFdIU3ORpJiX2K+Xp1MhCW7LURsJerLlUBwDUnFlI0xwpthNgsulyGybiZJiKU+GH8OWOPr+MB+Szku3mzK2Wtc8esluOTKoSZoGDmiSVTPaU6xUR1k/bVbs0R1X02jrzJlOpJ0KNMNrd1Dr4HXAjJcOFmTpKbUTMhDGe2chVLBHI/wBw7AP5yYBZ0aObKslZSHPGYuYoem7AVE0dSzENbct5+/HtmQnHFgkm+nTHgfYp8oNgzETKUqTMBL13zGgc11024rjpNlGbZ5iJ3PH1x9kYrDFmgpjbqRCY2cDozhgzQRUddJx5JR1niuj3sOXe3KPGNMfe4JQHEz/5kz+Jb//2b8fFF1+Mf/7nf8YNN9wApRRe/OIX4+yzz8b3fd/34dChQzj33HNx1lln4Yd/+IfxxCc+cceVHECrul6U2l281MlOoFpvv9Ya009sOCp0lgkaeGVH2rMjcqBM0xm5BmBDbpjJtJB0ibVNdXhQcSo0FHuN0InyAdH1rhzS/iiU2tCdEtH2uMUmVRJShnJQYywEpTm0REHOo6zXSKcUVYlsMJCmOUr2uqyK3sBiMg1OjGSgBLTuizy1QdOchj+uTadXB394ehoeXXdXfi3QNTsXwnf9XTPGa6F4+qLdSBO9zukpGmtRJ8FFlXmQFlM5eF16/QCAxqUCGhM6os7ZvYT0Izm30O10ETzQ4EZVWc2E2270XXsCiqHeHHQMNtg9lQdgVKo7ZwEevdew84MHHKqnbHfEauKUBxP/9E//hBe/+MX4l3/5F5x//vl48pOfjI9+9KM4//zzAQC/8iu/AiklrrnmGsznc1x11VX4r//1v57UZ5E4ijrXEeimulGpKDreSgSY3OqXxJi8fJTqqym4mCkmxgRC4LCd30RPMJG2/CX03bDUkgFGn1DMv/8Atb9+oNAKCvMaDLWiDAzvKul1ElL4QINKRkknkTIT0jUia4OJmILl+fqsTXbiGcHFmWUUQMSBBfeV4AHAca1jp0s2za+x9EGYe/jxhx1d1fyXn2Xy+DrJyXOkvgreCRLBLZM0FjR631AqPEit9a3Op+z6S9lEXtKaBkS5ssxcS/YsM5FhInLvpZoJXpKrAdTaHUXD0sV84CMXmLHpUml/3NeY0/CMTXOWoUHLVEQ6FHZ8eckoBRxFszej/dEBc29wyoOJd7zjHYPvV1WFN77xjXjjG994qj96xIgRI0aMiGC1PQWNvlZrAHY6sNK9Oep5g0UZU2VSCixmjZ8mhbZ3aKPRB6PotqTEjFV2pD07KrbOZrnVbg/IpzxyrciJzUiYCYr8ucMf0nkDrEU0zV8n5z3vUTHYy2KXTatysMacVH+O04U+B8y0N8dO2Z2l+nFkKm+s7ppWlaVE7TQTSgnPUgCx+VhZykhzUVIqIzWjSnpB8BRIWsEBsB4RbCTMnS75SNobLulkHeaAyacba2GNuxLcteS9v+QCc5ca5KmIhl2jlK7gZaNxaiOMlsGWqa31zreNjau7UjMnmuboYyAixoKnOaztZSa2jAlpDs4+ZI6hr+xgx/CY1v73sM16y5z2ufhysHtTLReehZ0XJ7weY43fN1nKIi0N3bLBdZPPb1gaSoxpjjMKKx1MLOYai6KffpJSolLtVyTxZc6hbSZlKHHiF4Sbrjl1R+sXJ8IzWy5CqiN3oXLRprtAhWxQum6YdJPKBRX8+ZPTVJwqbcWykbeUy5Z8kn5ity22Ti2G7LSNtllRpzFhfq6b6I4Di4zQEoj9J6i8UCgXxJiQ8gDgXSqNtkCyz5FlMwUglfIOmNyumUSWPs3BSkMp0KDptDNo5G5JeX2tWfqj6zPRV8roA4j0wRd9sQWsu5ZquUBTnGinmRgTSEScUTfRtnQ0vA7NwRprgzjTsvJwY/w1NmWfkUtz5D4/TW3wYIKXbPalKTqaCWNw1O13ZzkKqLQCFufGx5Pfn5YIJvjAxxabbdNDAPPJ0dAIkaUsuqWhCnRZ8Hsq12/sVTAxpjn2BisdTIwYMWLEiBFDIAfM3W5jxDBWOpiYndAoRDe6TVsLA8DaetFWdLiRcs1YCs5YzJhgq42uQySd9gzYdCOjaO4QM8Gi/WnCRFQyKMUVU1KXENmUR8pmKCH8j9ma6+Rd+6yJjZD6RtV95jy7Be/LkV6gp6v8KtfQyxjTy6rE/RkemFyqrwBxbITVQUxJZaG0XGddxkwoL6yMHSyn0ziVQQxEyRww0+Ze95p4hMxZh2NstLrJptPqjRyt76l4YFtmgl9L1r0/kwtol35srEUkh06qOaK3mHiQl5FXUmIf7SdvcpWkPHLbodc8jUIjeV4uSSxFLtWTTqei1T4Ra107U8DFufHx5MeUi8X7jPaAlkHNMKq22cBsco/7PludKhFfGsrZmaRShtiLQu8VMzH6TOwFVjqYWMw15oqaGg3f1KUSOFAxGi5NbbAgw5d4OXUyv0nkMCu3Wg8KIE8jshtg6fa35F35pPQBBdDmJaOgwW2G6yJ4zT1tj96rjRms5sjBsMAifUDy94ayFjtNgexkuWWtvpf5vj5QcoFWHEQEbcROjl27romOXd/0EMjNUoN0Eu05IZT1yZmilDCy+1tx7QXQbe4V+0fEPhNcG1GwrqE0fws2fogl1QekReJpjmNRJULXAdMuDrQ7Tg88ms5pkYBuZRStU2yiRvuAo9THbsDTmRXrSFyK5TQTAKKKFP7A5SWwW+y4pRbYaWoDCBqJXDlpXa/FqQ0+nQYTQ8eX/vIWASyY4GXwdbOJe11gsaWa1vWyp4IjLSEFgGr0bjijsNLBxIgRI0aMGDGE0bRqb7DSwUQ9a1APjIYjVzpZQ0rh2w6nIqkcY9EkplV9dGlhDLacfEurLTQ2Hh35VASCcCuqZXemMNNMOqOS0gu/uJEMmVxV7D3hBkZRDwHDp03CQJjsiNkMpD/a4+qaFbFjf7I9L3y77CT9caovXjvADPBjFTlbsq+0TDVHX/pj2ZQRb1sunccEiS6VEV4gKNN1+Gsm4kxTG/F0zFjkRZeFF2oeY4xDKsA8xlkKluaY82kSYFJqY3EgMAuclk/73wwxE7xnjoM1E2xOjuYPMJYTLGtrAwVnDBp2LcLdC3J3Ai7gBJuOmAliEmzrSsnTPr7nRTKfMxZ8nS1jgn8EZ3f48VycGwswh5gJQiLA7DATtK3JPX792eSeKO3B+3GkInYyCFzbK5+JMZjYE6x0MDHfaqDQ2t0uU40glcD6/vbkP1AU4WRHyHdqNs3pziHw9MO2XQ8ptSGEDxLIHGuNv2aBxRpPh7D5FU+BCBE9tHiaw3c9dEFGdjnTNT9q58cBx8lUZ9jMdk8WJxO0GG2BMkz7FIFsp3mAYCQPAmi/+z+T61P8ZwGdgCyd3qnWov3eIfee2yPhXDbpGKWul1lnS5fKyJWDFmUwhkpLQfnrOXvgbWrtNQI85UHL22a93dkcFU/TQ2XWPJjIdfA1E1ggG1AoIVCwh4K/loyBEvBdMiEl4JZrWMOrxtrBKqo+d83oocr0V6m5FZ0iUQDClqEULO/U2dFGpNNmEgIKem+7MtE0mGg24mCip/Fhbe7BUXfco/JYppngDqUnxtLQMworHUyMGDFixIgRQxgFmHuDlQ4mZic0pG2gM4LBFKSOp1Hb+v4SB5hYqOYjCTYNwFd38JFHwUY5x4TwlrvbtVDmosuKpTw22Ot9SkYMBv1IU8ZsTB1LQSLMSgjUdUgZ5NiHpm7THJqxEZot1zcfAITIj8534yORutL1lV/1Ndka3LYxMGY5FiMyp8oKMPl+Uq+MDBthkvRSIoLNGYYNmYhxoyr+2YCJDUj88jJp7iV9miIWYAabbLLWjhmMdjk1kbiHPA0yaY6thHUAWir+OJvm60T+BykVz0fSfRUHabXBQDqE/Chm5Za/Nnn/m8IYEJ9RCIHCWIREBUA5LsWu+Yoda85S8HnpdMospAZW/B6TVoWkSNkM/93TY8CnU5+JiJkoILL0/RRWrQPUO4izQM1Gm97IfU6z4Stsjk3uQW0b/125MJO+33SPUgdGm1OQ5hiDie2w0sHEYq5RiLS8MH9z9v0KmOJ9v2sI1qQ0XBJMREEEcxvkKQbqGUBlZmkZKdDSrGuMJiWnTQoSfDWHCP73lZR+uTUWcKwlqRFhEQUNPrXB0heU8tB1qICx7EFo2cOPz9fa+uZdQsqT1ke0244NZOgi5xe70Ro6WW633UD9A11aSEXHRkTpBqPYtOx7yIdj6eewrpJRmiPSrRiv2+CBRm4ft0Pf8adAwgcKE+nNrdoy0W4qo5zITmqDpmfWhqZOtlvNMU+CCyBJbSRljGjOih9qu0lzmEmc3kjfd6hxD7Zc2WghhN83npqcGeNeq/CaGooZAy6e4QFFiiiYGFjuVMEbfeWQBhbstajdPdDUUTDBp61SsO6+Y+Q0pKeKE3F6iaYpwGCfz0tICTyY2Bi9G84orHQwMT9RQxrhhYVA18kxeE7UyevwcDqwrxhmJthNomSjl03uC8G6kaYjlJxPRCXi0tANGQcQpKfYYMJMPp8Emz6fWxs0LkjgD7WmNqgXPLDoMhVA5uHHjqM1Fjnd2k66g+ZGBl2fiXz0L3iXTbX9dPdzBsSXOna3zK0TtRnPlc0yFifSp7BjWy/yx3rI6yNFTvwZHQMXSEgvwOSiSxUFFp6JmBaJnkJ5AeexpumwETS9lWgouE8Lnyb2wjbref+D3HT6IOQBAtdMDB6sIB6cO0F0aYwP+pUQoYGfCx6IwVCK2T8LgYKVhtKDsEC4PxRCLKWtSsHvB6UVoHFKZKvPprmXDNC66C71qVEwUUCa9l4otPYBhNQGgl2PVhuQGtgoCTNp1zd66tmHjpCzhx2pzT04Or0PQBxw6b1iJoxemqUc2saIYaxO04QRI0aMGDFih7DGnJJ/J4M3vvGNuOSSS1BVFa644gp87GMf6132t37rt/CUpzwF55xzDs455xxceeWVg8t/uWGlmYnZVgNhZJTv3w45ZkIqgXOm+ZJR/hfIN9qqhAjlWkL43GaKAqGNOE9ZeGbC0YobUmI/YyB4lccaW2dNSpRwVG2to1ExTTe19vR6Uxs0i6Cn0CYsV9c6GTnHdD6VgaodaiRSRqIt++RloKaznHEXLy0ni+VNq3r3g7QQXMuQMX4iNDAdE6jc9tp97zI9PNVEvwFnfoI+xcTze1iUVM+RvkfzedtxnvIoJv2loWnVB3eG5eyD78ngUhwpU0HTfD6lSTz7sGNmogDgKHbZbM9MkOESpUCajdDPo9zy363qqZgAAG2Ta5/M4DI6CULqiEk31iZ5L0LCWirHM1SsrLK2NnbgTBw5a348tmNrEgitId01JozuTXkIo/xyelLCGnevNAe6aY6eFBU1a9t0DAUALPaoNPR04Z3vfCcOHTqEW265BVdccQVuvvlmXHXVVbjzzjtxwQUXdJb/8Ic/jBe/+MX4xm/8RlRVhV/4hV/AM5/5TPzv//2/8eAHP/g0fIOdYaWDicVMQ9kcfd4fWAjvOxHTw+vSlYyWcckoRyEESneRFYDvVHjMaFTuMytHheZoz8jNMikTJREm4DwoWJqDz490FkJED6wwHR5k9cJE840Jr21Kt7MgIxIVahs5X/baTBtq7iXDtAtCcjQhr//mzXhovrVEO8efF/92/eQaPbCLMv8+Nf3q10fwfc0vkwotc1oV7VIZ/Hfg+pScW+my5aO8Gyl5TMSNvmRnuchzYiKj4EIogRlZNPcEBpTK4OmM6D0TGoBFpaCpELA3mGivkvaBxs4bLVphIADIgWZV3B2T+VGk9s9DgwYOmq+SoGCZwCJNh/AS8tpagEa8UpIcB1qYkL6U0uuvKiFQy1CuWwnhO3tGjpWpH8dAkEGpDaE1JBt9C629ZgLGwEjtl9dluKA0BXqEviZiDjVCQHEqS8aHIJXcUUq2bxsAcP/990fzp9MpptNpdp3Xve51eNnLXoaXvvSlAIBbbrkF733ve/GmN70Jr3zlKzvLv+1tb4te//Zv/zb+4A/+ALfddhte8pKX7Gr/9wJjmmPEiBEjRpyxIMZut/8A4KKLLsLZZ5/t/910003Zz1wsFrjjjjtw5ZVXhv2QEldeeSVuv/32pfb7xIkTqOsa55577u4Pwh5gpZmJeq6hbDPYV4JDJK2fCXzUtr5/4ktGh8BLQ9tqDjcakyKiSXPrAV0BJrETQMtG7MuwFNzMar9SUAZYZNgILsa0LJWh3eg4K8Bky3ERq9YWQsjgernEsTHa+Eg+J7LkrpehmiNMp8Is/vuI5HdbBqlRlWZMhJTD5wytz1MLfQxCzEwE4at2vw0vEY0asTFGqM98Ld3HKLXBppWMXxeTruiyyDhj0uu0nNP3ksjM732PKqOAbsnnNsyEqEUkEExBo1ldlnEJadobJyME7DhTsu3WPdcrEK5Z3nacswx8mRRpCSlPrUTrD7Ai1F59w73W5NBrLWau10/N3CijKgtiLDxTMcwcAOG4y4VrQa4UlKb7SWATpDZ+2aZKGAr+mYv4YUipmU1zH/YC3RLrk9sGAHz+85/HWWed5ef3sRJf+tKXoLXGwYMHo/kHDx7Epz71qaU+86d/+qfxoAc9KApIvpyx0sHE1okGthGYVv03AjoJWvq3DvNZtBlNS4n9+x2Np4aDAjp4vMtnZeW2Lpj0l9aZOo0EBQ37pMR+Fljk0hzkK7GYuVpup4eg6XrRDTK000VwbUXNykRz1QYnC693UDLRSLDUBiv/bNMcLpgxbcARVyq4ckcWWJwsvLW2Ej7Vkf0OpFGQ3aZfkY9HFExQQGShk0CvZr9DlHpilUhpemknv4NIRlFSyiiwEDJ3vrfeKxRMbFlm18weuGlag5/jvIKJBxa1VvFDrc990Wsj4nJFyumbDEWtgEC354KHjGW0NQUauTNqnXu5pGnKPjdMHm5PhUBOGUDHj2sr+Gf6bYn4TW7pz3+Do8UJWEp55AILdnyMbB+AQilXtdEN3Pr0E/z76RJQLl6wSnVTHjnIhQ8umma+/fJfZjjrrLOiYOKBws///M/jHe94Bz784Q+jqoYKkr98sNLBxIgRI0aMGDEEHjzvZhs7wXnnnQelFI4cORLNP3LkCC688MLBdX/pl34JP//zP48PfvCDePzjH7/jfT1dWOlgwjSAkcB8trwqmEZqs6gJGBvBsZHv/vWiv7kXH5lo7VvsbhkTVYTk1gOcgVXSm2PKUhgbXIDJWApiM/SiZSJohLuY6UiMyUfFmqU10nSIZe9510vu22EspFIQ2xhVpXazXnjJ0hrt68BAtEJLPq2j+bLIV97EbFP43dQSVCZv5hUqgLo9OIzJ+0/w9+m91BQsnSZWQmd8QHK9U9Jper3sDa3v+JSTHjHmRMK6TW/pkL7QSfoibVjFhcq83bRPGQwxBpF74jpUHVIbahEYRGE0lDt/rFSRFymdk1Zu8zlLoEzYAH9ts/e4g20hhL9eyx6GYgh0nLg/Dd2MZ4yxKIzwd2lumAeg09vjGK+oSF0q2fGwnqlRMIqElSqIQR0Ee23JHI+xFC071E5TSsSzE30iUC4U5WmqBxCnMs2xLCaTCS699FLcdtttuPrqqwG098jbbrsN1113Xe96v/iLv4if+7mfw/ve9z5cdtllu9nlPcdKBxOTaorJZILFbNYbUHCNhFQCs55ccy7lAbSGVhz+Itc60j9QCV3lDGw4bRmpuWl9EXcGTTUTPLVB+olKSjjzRixqg8W8yVZwxIFF/BCLdRKxU6bNpDmMtignO7fMzrlc+s90N56ogsMYr5UwRkNIi7Kk7qTC20LzB6HawWghZ5MtgYSCNkxcL8NyGb0EDyA0C7xywQQFEn2BRqRhGegwmtsf/lplbpqxtqKrn6DrwOsclkhfEL3OX3vTN35MlwwmuHmS0DoyT0opdmYo7vU7GiIfpOwQXhuBOIURpSYp3Qb4wUBHP7Hk5/FgYCaEH5BwB05+nymzCRMOZ+9fHQ6zBo67Ngf88bU6VGxIuGoOCiCM8YGFlTJOgfhqIQWrdQjweOUO7/DKgwnTU2Z1huDQoUO49tprcdlll+Hyyy/HzTffjOPHj/vqjpe85CV48IMf7EWcv/ALv4Drr78eb3/723HJJZfg8OH2d9zY2MDGxt4EXrvBSgcTI0aMGDFixBBOR5oDAF74whfi7rvvxvXXX4/Dhw/jCU94Am699VYvyrzrrrui0vZf//Vfx2KxwPOe97xoOzfccANe85rX7Gr/9wIrHUwUZYmiLGG0RuNoUs5QSCWwmGs/nQrSfA0+F6cldftSCRyo+lMdQDuqoOktJ7haxvCqSpiJKpPa4GLMNQgsHMuwmLWsxGLGWYeYgQAQpUJIZMnf62tHvqwJ2DINdHgKpFksPBvR1LVfv14soN1vSCmOQMUrn8LgjBIQj7z53/79TaoiEEbSWlvGdnDRaHcbnI3IVcTw9BKxEpyp4OmlVHSZHrMuwg0oakhWhnlAzNyIPsbCNQeLDJzcMtRnBuj6MqSVEWkDq/ZLLJnm4PvFxLpDokBwUeZQj4oBpCxh1vY+MZfj0zwVwtfhfhQ8fZKC9/CZMavuTa3jCi7qJzKwnzF0nPLoEaTCTKDLTDVCvYBQKrAWUkYpDw7yprBGQ+hQ9aWb9bjCpo+l2ANIsfM0RW4bJ4PrrruuN63x4Q9/OHr9uc997uQ+5MsEqx1MFG0wwVEv5mjcTZQqHYCQN+MPnaJs3xfMNXCm6iiY4OBBRadrKLvJ5Axx+Hp+fZYmmUrp3S15amO/UlhzLpeLeVy9keok0hx9bj4ZVwHxw0ubrusl0N8tNIe+wKJjTsV0EhQEUgUHAJ/iyKahnDFTOy2j4KEvkOA6ie6+2aiWgwcWfUgDiFyaog3itF8mquZgQVyaduKfy8tERbT/oQLFyKDt0MYOXtB97q9SCjSZlAU/Hrm0XZ05x7ftUZHRMkgTSgy5E6NMHmCGjeKkNrB0vpXl0qmNXAVGGgxEgX4S5EcPeUp5CIGyJ4WZfhZHdJ+QElvMjIobU/FgohqoIol++8kMAHAMh9EBO1YWbWWFRjeooMAg31m0i97fpDeYObPTHF9pWOlgYsSIESNGjBjC6UpzfKVhpYMJVZYoSicmYiNfGhG2TARR6jJJBUifIpBSYFFygV/NpuNR8QEnRkzFlNSNcMtRl9sxEwB8B9DSjTi4VfZ+5ifh/SMWIa2xmCfUeZLOsDnq3AkrdfIa6Hav9F4M6L+I+rp8xsuE3wWIUxtNXXtmoqkX0E07/p1UyjFHoX9EZMzExbKscgFYjs6Mum4mHhLb8TB0zHLMRJy+SESwxkIz74/ATOiQMhnylWDVJRrwXbG386Houwny+ZYt0jF24q+RXy73ut25baoqfHqi7r73AEDIBuSSkKYluCFcxRmIpGsvCaM5k0jCTJ726Et1pAZWxO5o7uPBjL84M0EW+irDTPRWkkxmeXYigcW5XXaibtMUfdeEXcLAroOTFMfuBuIUVHOkacIRXax0MOE1E0ajnFC5k8Fi1lJ8dW38TbOpDRZzzQKD8IAqShZYKAHlAgtanp+IlUtMb0zCJcZbkFfOGTDnrhfdVIAoNVIIEbUg5yWgIYBg1RsLEwVHOsnJZ/UTbj6VjaaBBmF7R8hh2nPQ9ZKlNtpgwpWUNY0/7tSgyldwJM2rcv0m0koGLmzi83nJ5zLfNV0mF0yk2gharpNeYukQMgvjAcSQSVX03QAYRaZgKlSqJPvWh1yAEaU2tklV1LBLLXeqIY2B7nuADTW5Yu9FAQQL5tNeOTyw4CXcNADYn6Q8KNVB6xTJ5wGASA+XCIEcrwDj7qKbUkaVYmvsc2m/2+/DNCDp999BQAF0Ux7WhCqNodSTUfLkAowRZwRWOpiQSkEq5UWYAKJprp9oat1qI1iXzKJuL4T5XPuHVVNL1E60qVSsswDCQ2oCYD9ZEiuBkvKaCLoJYBsHTXcjmNJNgpWmERuxmGks5szlMgkMcqWh/KFWJwI/reMAIvKWyDzI0gY5RuvoQZ1r4BUt7xwvubdEjo1QpUSZdLVULNjzYswJmy5lYCQS90dg+9LRofLL7veIgy7SP1jmeskFmHVtPBNB83PumEPeEkAIIoy2kCZ8bzo/pGSNypIUNP+tTyWoU63abmSceg3sEvzBNYgejwN+zfEHcSUlpjIRXfImfORMq5Tv5ruhlGcs6Nql9TnLVxvTE7CbOOBVwp//UyWxUbjPsRab7n5WCYFjvGyUBT0Fwu+Sol1+QEORwOJcNGrdBwZysfC+MbbnerdSwSoVfqO0w2vuPJB7w0iNaY69wUoHEyNGjBgxYsQQxmBib7DSwQQxE6iD8lgaE1TIQkb6AD5i4GmBYmF8CWlRKjRlYAXSEzEyMHKjyLWpQsEMbNJcaA45WpRGFnHJZ2AZFjMdlYKm7cWbTE7eJg6LEa3e01iKj2iFMH5UEr73sFYiNakyWntNizUmm9ooM42oeDMqlWlSRY2tgK7LnRi4+HnPjb734u8Tp4BaZiH0NOHGX7xiI66u0XE5aE9vD518Pi+JJTQw/hjUdUjdUXnvMo3LUgyVMObQl6/f1gUyGq02nbetDCWJRsoOrU7opdRTBoS9VohTAXy6RL6Cg7MU+1M3Wjd/DaL9jakiZsEqppLzw+9/YkDWbRHvysFLiY1J6fdlwxiv1eDpmL6SUdUpHx1IefDfZnEutGxLN42smENpnh2ySvl/7TZO9DMTNG13z1Ytg9PhgPmViJUOJghSKkjfwIc385KelqNcsg8gSpktkWwf3iEnXy8MitL41wvJab5w+OjmvqFklP9cplFYIQSstt5DgpcVktCy3Tf+gNIdnQS/gdU5Gj1JZXSaVw2WQ7qHZM/7aYDBO4Ba1h20qWtY2y6bS20ArQCTBxPtcsENM+14CbA0x7JUOIb1ErkAAiCNQ6x/8OmlRGQZfpv4t+LnYdopNP0NrHvACBMCpwIhtSFlXJqqJsG5kweONtFSROW/yWHoS1+kOoDYgrr7IKtzD5HMQ8XIKQQ9hLTxDyShdSe1YWUugGjiIKLnc9LURhowTNnryM6eN9pj84MbrY6u2VhgG6c5+hxOuTarmMSB9GTaHvmz9xXYKIIglOs8hgOIFC7lIe9KjmM+ELNyA41qbbKF1tkAz0gX3BUnwrrkJ5H+HjR/j4KJEXuDMyKYGDFixIgRI3IY0xx7gzMymMg1pQoNmVwDqqREMpcuKErpRpS81JTTzsQ/hMModSukKujc6xkhCBtGxlqnan/t0y7d9EW+QsAmdGquNJTSF7kRam6kBADWxCLL2DFSQzGqWbP0hmWCS25UlfbcoBHYpCo6jEPpTMJKltrIiS5pvpThPcVGesveCPoqWnRUatutzOhv7hVX2uQcMNNGYSlIdCm19CxFCqFCJZJeGBh3rIxJR8V50ScQmznxxlX06/LqI3ovuw5Ci+pBZoLmAbBqPZwvSkeliELrbDojFvvNl2JAClaNEQmgpYirNhhrMWWpjSkTYyqDUGXl3GhzDGKc5jDRtWiNjUoOlT+X4/N9UoVqrmq9xAXr7f1mTUpUJGAeMrPquQcVQuPe9bs6x8m/dq3C+XvWTKCz5Z22TW1wNoKmi838tD2e3a9TDSnkjhjLvm2MGMYZE0xsV1VA4DnprBcDc4Js6jY3XXvlvEmCCUIDY0JOn5cf9j3IdHJDb/rKChdxaqNOdBF15kYVWWP3OCqmx4JDKYGG6HFrkB5aflk1jPKMtRKkKTCw1njNg1IyCRoUmw7zy0r5oCNKeUzi1Ai3hRbcg0IuPxrJBRGpEyU/J4YadQV9S9yELdVTDD3YOXwwIUM1R/S+Ep0GbVlavccbg1Jfhew+iKKOmczfoJISBasqqJKUHT2UZ0PBRLEZPAdk4wMDoVSmh2sLKxWMqy6K8vPRAekGE6ULtipZRN+HV09F5aBsej+rstqvVEhtzDRmJ6gqKXWjDQOQemHypdhJ2omfq+m1MJm3R3cyU9G219ZLXOgcgNMgkJBqYcpO0NEGI/dyHUV6DJuNYH3dbPR7RaS/LwUNk3vy02ZvgokRe4MzJpgYMWLEiBEjUoxpjr3BSgcT1PMhZSXsNtUG7bp5MRof1VNawBo2inNq5mZhggeAtGhYYyipgxdCOprMphgy1HmueZRJ/Ql0vm04Zxw408Ln5eCrAhj9KtGyC/wQ97FA3BGTRJZt/Xzos8HZiJRlSAWXUTXHJFf1EehLYiXiRm75G0CfCDVtcJamNmh5crTkr4E4tZGjvWORr8l+ZgplGNPSw0wEF9C2siOXsjPTvPMpnUeemQB6KwTSUT3dPLgBFGcsSqVRp/Q2b/jE2APrBH782g0dSNxrVsFhpAzVINsIPaNUjZueJmLMyHguFWOyRnsz1xtnMWtYmkM7U7z2Pc5G9Ka3GJNI4IZ6xYQxE+5zJpXqnFfr+1uW4MJpkTWt6kt9dNHgqPwnAIBdlplIGYo+ZqLYbBmJZHqqNebb7NWpwFjNsTc4M4IJHaoFoqZSrvskEC7UXKldZ7vpwzijreA3baBV2ANt2R6npGVPKVWUlnABQ44u5zqJKDVibBQo8H0esmUeCiRyJZONa5JFgYJuTNT8i4IG2gbQWs+SloLSDbzsk3QNaWBAqZCp00/0VW0EN8xw0/XW55mLPuqsyb7fUDUHT21EaSNjt63aoOX6DMZ4tU1aZZEeW2vYMc0EEyIJoEzZn7KbZJuLtfs5nbS3AkphAK1egKYrKUPDKcSVBGvW4nhmOQWnmwBCDt1T3PkOoroswZMXqeMlBRNWqTZHT9seCCbKTHBUJpUQa9w2W4hs+WWbznDBxFxH1vY8rcVTHnVtfBlxqqXoTTMmFUtl1f4203kSTCzC77i+f4IL97Upj6gaJ/sJedCxObp2d6x3WZwbBxM0fTLBxOQeVC7ttE+pPQkmRuwNVjqYGDFixIgRI4Ywpjn2BisdTDR1jUZKNPUCvN8D0fDWmqjaoE/R23eikMkVF+UVzrLYaOtr/Y0aYAJ0bCrk57PlU1FfKqD0FRsJS8Lp8bRKI7svGUMk61MbMSNByxZla/yVVPv7KX5Mc+LHtmJD+TRFOury05OuGDO7HGM2VNKzA+j/LSOzsUT41muhzUbvfF5q/OWZox5FP7ES3luCpauEkFAFsTipOVhIJ+m68SxF9L2kQcO+O7eJr2vj7eOjdJlJmC+WLuOMQ2lMJEoM1Q8SlbWYOlaqMHnDpzUpMXe+A5ZSHDRabTZiNoHNJzFm7mpdyq45eR3ZTzM2gk4JStlwEzme8iAzuRMJ+0AVV5Ty4BVYxGDEolwdpzIH+rBEgmO33XqWpjl0VmB7wf6Ta+3NvULuxX2tgBZoj+VOmQn+mzLRZVlu+SaG69LiX05qT3cGcQqCiSETvBEtVjqY0HWNRgrw7pNG66jfA8/VK9bXQUrRe4IM5cdCWiGkBXhgkV+n+14nb92pKAm5VZ7r5ttMO31uB8od8n4P4T0JMN0H3cz8MkscqzSAoHlRb40eM6pcxUZOG1FM4g6ifRqJvuDBuLQNf83Bc9p8fa5HSYM9r0vQcW+ONG3Fg0VVFO5YqeDYmgS7CqXXEEipWMDMUkuSNa9zvWe4syu5uTZsul4YTKZ83zSMdl1qy6CF4IFBYUyU1pgbgzVB/SvCe5W1qKjjpZSYuv2fEe1NDyA+nTyULDbcsS69G6Z/b1mHRfdayAaFaL9RWj5JQQIFGfQdUv1EGhTy4waEwGI+o4d+CDrmc+1TYot5CCbIETXbD0cKlr6TmLgS6ZrOI5Zii3Qw7Dw/mYAi1VVsitbcarP4J9jFgXbmUDAB9KY5KLWxnxl/7Ve5cHHEqmKlg4mm4cHEsEWzlLIzKs6OpNmDZicR7VD+vY+Z6CsTSx9W1nSDjFMBqQQEaTvY/zyo4Puf3Ub0MA+6hlQXEQkwvbhM9bAPMgpAVKm8ULMvgOB6jc4+Jq9P5himrpI5V1H+O0YNwFyQQcyCKhSKcuL2VwZ9SabU0TuJskCjPd8pyBCQ7kZNjexIBFrU0mszuLNrxKAs4kCnKottAwPqnknv7VMytMxmbMaGlJi5bc2LEy070RdM+DLR2O/A8luUbOC9XfosmjMNpXKOndw3g4IMer0m4oBqntE8pNb285lGzdiIuWcTwnJcU0OMUN+5yK8F+j2ndeHKirsBr+3ZThpUdA3M3eclrpllUu67Nb0PgAsK6beioIKDBRO+JFcIbKh2a5Gj6B49fUYB5t5gpYOJESNGjBgxYgijZmJvsNLBxGI2hzQGxujBVtZAS53z0a9QgYqPqgUYS8GZi92gTyuRLsNHuA8EhGrLC3mJIVW3aPARfEh5DLMSbI2EjeBMhFSCsUXLl3zy8jjOQNByQGAihtqNc6J8JyzF4G+VlA8DiEpGeT6bUh6kjSjKCQpnNiSVYoxOhpnoeY9SHnXNjNRkm8oo2Oi34FUniy5Fb0xshNTUEpU7vlWimSAzqrm1PtUBAGtCYsOl+WaMsais9aPQLWPiUW0fMxF9+cz87ZpH8WXQNeHio+20HTl/j9gZYWPtTJ/uRLMUyHyuUbOyUa6fIF0FlYn2pSlzacGWUVKdsl6a7sP5Z5W+4SBnJnjfoLSHED8elTHYpHSVNNgyW+3+lFvZ9QBKkSk/vc+dv7xZ2r49ynJIcQqYiW1La0esdDBRL+ZQaG+mlFeMKfUg/JtOVVR+WCbdJ1NbZoBpDCKL5vi9k0Wfz8WpgFACUrMUjttnrXVnv3lgQQ9dxdan/csFFYJ37UxSDlwXoXoCt+608tuNUlRse23ZaTcllRPXEg3MRZY8aOJOpfTa62gMovncV4JvOxJjJr4f9HCxptVIUGqjKMskmKA0R+Y7SLJ/z3t71Is5Gh9MaNS19MEEF2PGAYOK6PqilNGDsWJlohQYbCjlHxxbLsiYsnQIiTE3pMSMpUN8x02loLGF2rBywe2CiSEafSjNwV7zTqFALDIkkG14zpMhLa/1mgdWlum1DMzhlJcL+2M911E34CH301wHUUqj5TRU/B4mkrStVALnOQvuvmCiHggmCq3977jJphtrtwkmmFcHb5xGAkz1wAyaRpwerHQwMWLEiBEjRgxhTHPsDVY6mJhUCpOJikqp5MAouK/fQ8cUaRKPiIWMo3yaJuSEgHsBSlsAiNIXmlUs8PnKiHZkztgIX7UhLSQfJcmwLcUYCCBlBLpsBFejF2X8+/S7XsYiS84wEbtB73GhZ7ofPDVBqYF2BBeoBuo7sox51XbIiWdpPh9BlhPlqzWkChUcRVkyZiKX5qB0RJ/5mQZvRMcrOHhlR+rEGFcoqOj1hCo7mAFVl2UII1ttLWZu/+bS+pHnjAs4HZsROWLmmAkziSsCUtYiI7DMTqfttDMYcoWk90xjs2lKy0S4lK7IVXroJLXRJGJO39o+OQfpntP2B4pLxuNzPFcunPSokQIbagoAOG9a+N+tZsxCyjBwKCGCKZkQXmw7YwLQxtroeFasp0klJfaxc4dYirU9YiZGAebeYLWDiakLJlgAQRQ5kC9D5OmQ0LFSRQ+1KHev+IXJG0vFXgq5B1sOEa3ubiTcxpqWiVwRZXxjoGnuM8HfU1L4lIXUYX57jCKiP9432g9W5iqTVABfruMnwcrZ0hRFn2dEThdB6SgeQPhS056gJjcvpo7DdxaUAkKc6uDHtP2t46DDb7cn+NDckZRV4aiigFTKV21EaQ5WGsr1E/6zfECUT3NYY7CYtSV8ra9Em+oAEFV28IBBuwCinW9AjarafZN+utrXU9nhAgP+HgUQW9agcsHqPin9Q4q0FDOn8K/TqgDujElYNs3B56fTDNtbSufRp1FIm6VF2opFNzWiF93gLniHiCjNZZrwW0V+MuwBLqXATNXhNat+CmkSFQX6G+UU57my5MbaoKXIpCzoUuIeHDMWTDTs96VgIvL0YMGET3OwYKIa0xxnFFY6mBgxYsSIESOGINXuGWPZJQ1HJFjpYKKcKkymRccUacjTIMdGtCPh9myZVl3vg2zVh4pTK9uNmAm5tsNpTwwueJQmYSDYfGUErA4jbp7yIFglQt+Q2jB2AgDC6JuPrAaZlYSB4WxEToGeiin5se5UcPDfMGEj+ligPvSLWiWUYmJMxgJJFfpfNNuIYnPNuazOe4eoovWTiNgIltrgYszO3vLGVtnvGXrR1It5XMGRVHbwUfGcMRHcg4JT9MWip7JDSmwAWW+J/VLBZUkwsxZzEnA6YSYtV/dVdqTTOXbCH5zlUxrAMJW/G6SGUamw0ot3TWxkZk1gIzhDBfD0loauW9kk9bEg5ihKu0p+LdWe1QvXUrgP7nfeE1tMVDszpivCZCJsmp4xgW3NmA0CCVx575O2msOlOSRjJooxzXEmYaWDiWq9QDUtevP18QUmO/n6ybT9+sVkuMJg6IFHn8mnl0WusRYQBwNShoefNfGDnH/XZgEfGBSl9F1MCyTTPqBolzcqWDzLARdPAnXnpH3LBXFqIr3GohOQ9RxrIQXKRGfBt+2/t1ruxmAUe7DLcHNvYFD4VlK6vaGbENSFDpwCCAxyVEIbfc6A8ZDfZ6liW3clY82Eb4qmOhUdvBNr7mI1WkPr8OChVAeAqLJjPmv8cWzYMk2tUC9CXj4NOtZKR4kr5SsBiBKnhwJ/b2at11lsSIkt1gBsn1Ih3552FOWaiZzlduegLhdApMjR+o21kQaEBx3Lnm9Af/or19mXSoUpqFRlbC6lSF9jwnmj6yZqjBVptTo29a4h2VShKBsspk7HUtb+nnHOVPlg74C1vZUeAFC6M39mLWbU+CxZB0C2vLY1rWo/n1dzTMc0xxmFlQ4mRowYMWLEiCG0wfvuTC12u/5XAlY6mJhMW0ElF+vRqLadlp0GU5zuy4kxVSmjEXKUNpl0zZiAnAAzGV2aWOhI6/DRcvQeoxd5NQZnGaQRnmkAnAkXSFSnwygUJmqPXkCG0ZG0MJQaYSxFDryCos/Ouo/B4ZUa6bHmv1uaQjoZ5md7liA+tkLHo7tcGkqawFLQd6b91gMpF2onzgWW7eekosvgM5E2+5LeZ0L6UWCBIMgsyknwvDAG860T2d4cvLKDNwBraoN6rv05v5hJxmCE9EdVitCiW0pMmSBzytIX+5iFdmVtbHSVmGDVadUGMGitvTR4S3NsBUaFLcKZCapqyI3MOfs2WM21AwaDg6c2VCbNpdH+xgRreLOwND3VZZcW8/ZesKjc+TKR3kRrvZzggPvMxlqf5iCmBk04IiSsnBnjmYkZYy861RyJz4Sv5mDMxET2329OJcbS0L3BSgcT0/USVVV20hz9HSrj6oG+CoM095/VScg4X0nIVxiEEkValAcYPC0BtBc8qcF506wG2lci0DoF83SsfTpDhbx3KaPqDK0sZIb+b5dxZaLJAznVg2TLQdNUU5LW6C3DZXqUNGjbTTCRfrc01dNuq00h2Ux5bUePQr8rS33kjk8feNDQfS+fN09BHWsbAMVk4r6v9pqLerGAKgrfj4NXdkxYrxC9UJ0GYLU734oy/1CqyqITGMypl4WUni5fszY8RIyJHDCjbpy8smM7AypCzthqCURBA81j8zUFE5SCsdbrAiyrsOHnqEiu/7S/Dz8ndtpxUirlg0WlFBrW7K1eND16DJut3KHeKxRATKaKVe5oVOvBpXI//b5UpeGqPqKgAsyYasC0ildzbCgVTVMAI2S+QmnEamKlg4lqTaFaazUTQ1bOQPAxiIWA7XTJ2l9HucdJt0lVdAPJjVIGHiw8jy+V8g95YhLCa+ODHnrdfn540LR57lgPwT/HTxvTKfWk12lgMQTvrqfyrpe5Y03z+bHudcNMuoHy476d0yX/rry8lXfX5OxM6s0hIrfQMC1Udz41fwv7sfMbYmShnYgx086hfh0+LQ2kZMyE01WUk4lnJ4BhO+20AZjmrxcueC1Tm+32GExdDpzrJHgTMBqFcmttCjh4oBGJMUloORRMADFrkQOxEm45HiRoFiQ01gb9hptP782Mid4LGqxwbygnEjU/d+fx+ULTrcA1OLHyc9po44WWiv3ufWXAQMt2aSby5XoMy8Sd8e+rsgFiU2tMnCZjg+lZyO20Ya8JpRAo2DHkbA5/mEyl9MFnRzNBwVmxN48fcQrstMVop70tVjqYGDFixIgRI4Ywpjn2BisdTEwq5Us8I/OkHgOrNK+/Xclnuk5avUBYusKAsQI8lVBAtY2DMlQ8ZyjS9ENUjiZtdjmtRVSlwfeBsxQo4SnTFKn7ZR9Tk0shSSmyOpR0/XSd1OlyuXJQrnkIKSBjbKQ1kTr+DX3bcJbmoNJbwOkiMukN2lfCTunsFLwdeQpuNcYvWmOMT3M09QJCSq/VSPtK8NEpZyw0c2+sM8ZKNF25yo41KaGtHWwCBrS5cmVCG+rC/QUQGRwJ2bTtyYG4goOYib4mYLRc6qBpJp7psM0mGtmaenH2YSvDRHBnR/7e2WUoJyc3y/Y8DqnEogyVYrqU3mlX1yZKofLS4cVMh54rPedX9JWNhrUG6LSro986XL+WlyizMuU+bUU1DbqGmUtJ5YpyC2P878Z1FkDc4n2oNwc1/Sr3SjMxlobuCVY6mJiuFajW2zQHeReonocdXfDcGa4/j89zpDKiOXnQYt351QqWti9zKpRAwSycfWChLAxvrNUTGKTeCZEWomedVljZvhZKQNc6DmjKsO2Crb+c66XMUsC5oG3bACITtO3YW4J9V6NFlEbi5wShWZgo+KTj4D9Thu8pnThVSQGdCm57pq3d/mbZpxLPaSeCOwggDVlo8zLTCZq6joIL/uAIXUwDvR06XroHJuuM2TABZyrG3GLBwJSlM6bGhG6TQmBNUB6+TXEQRT5l0wUXY+5EdMmDjDSYYK9ntu1yObMWW24/55ngwQcQ7L1NY7BRMNG2K7FstQjhGE6qInbHzHhLFKWE0aFpl9bWe0igABP58vNRs+k2jbfTbsa6Z3+4P0YF4YMBavDmS2WlDEGDlCgGXDMLto0p09RQMLFPKa/NUOMD+ozCSgcTI0aMGDFixBDGNMfeYKWDiWpfiWq97DAG2dGuE/4tQ7HzSgS+baGEj8TnsCAyIhehE6JWx2AHXAKlZHQ0Zxb6mAnZz0xIVtbJ+2nwEamUbdMu31xIs14SAwLMVAAZiV1zplVJWiMnak3X4VU0/HdrPzOwQH0QFr3ltsGkqj0eUWlrmtoow29C80VaDqsSQSbriUJsddyDZVik2VfBIaVkbdSZeRHgRZu8NFSq1mWzqdu9qBdxLwliHCZsWjsmwh+3OhZdDlV2+AqOpLKD6G3l6HIg0OP0umQCTAXG8i/RY6P9QgNpDp4qaTa8OdZMGMzdsdrU2o+WN43x/wDgGHuvEgKbbvrsSiU9TQp3nE3cGpyxO5NpEc33u0/pJ0XXaWhVjrqOGCsS2FprEPUHUnmR8LJI+4mk4tiatxoPZWhRmoPf93jqSgE+9bXBzok1Jsbsc3U91RjTHHuDlQ4myklLO/Kbe8dzInnY9TWWSgMImm9F7IzHO+UR9ZdayqZQLKAoWc64cbMrl/6Q/sZi2DSjOaPgQbQ0vV8uaAyaWvu0h1TC36SoXFKy9IrWdNxCnpWDblZRF8IlAzc6htulkYD8cSe0PgC9h7ddxx1Tvg2f5mAVHFHVi7FRIzTuNqrZDUgp4f0kSKkvVea9pMqDB2FGh/y40RpIHA8JaWAhfcBp/Hta67BcXceVIawiRAiZpbfT5lNmyhpTlSZ6+OUo8VY/EftO8JSFf3BI6btNKhF0E+3vEALtUgjMlgki0g6iuWkKJKg6pNnw0zN1nw8YpsZggypQjMGm1j5o4BqQqZRhuUJiUhX+GPjrypTZLqJ+19h8jsVM+6ocKYWvwLDGwtpw3cuCzrUkME+qpnLVJO168YMwF9RwKBcU8HtVxR78vtQW8WBJAdl10kZfdN6oPQomRuwNVjqYGDFixIgRI4Ywpjn2BjsOJv7sz/4M/+W//Bfccccd+MIXvoA/+qM/wtVXX+3ft9bihhtuwG/91m/h6NGjeNKTnoRf//VfxyMe8Qi/zD333IMf/uEfxh//8R9DSolrrrkGr3/967GxMdDUJ4NJJTPVHD1NvzKeEd5bIhkt06h4y1o0JnbK897+iP3rB9Mc7r1CCL++YpF/4wxeChVGzxELwRgHzl4A+YqOlo3Q/n1qYW6J0s6kUYwOYswUqY8GP7607XLCWIYME5FPL8Wul/Tb1IiZiKHj7ClXxGmkQglW/cBGVdCBpSjjkRFPbagyjOqLUkI74VzhUgSaizNlMBjLeY94xX4GfV4DqZ8GT3lERkZK+v4NZIzFW5039cJ9Tmxw5NNbPs0RzqfIcyLXAGwiUQqZHYUWxvikEv891oTEcWE8Sxel/4SAkK0Q0W4nvuwzrsr5VADA4lz/upYLzERb2XGcMRFTd/3xkTQxGJXWWKN9BnBhVbr5Zae518kgnC/BtZYzQumyfVVoBasgKcq4N05K8+coe6OtF4cDLmXBp9k9jIPfMoZakFcZ1sdibx7QY5pjb7DjYOL48eP4+q//enzv934vnvvc53be/8Vf/EX86q/+Kt7ylrfgYQ97GP6//+//w1VXXYVPfOITqKoKAPCd3/md+MIXvoAPfOADqOsaL33pS/EDP/ADePvb376jfanWnGYiyWn3uzL2P8iIFqQAAghpjbTBUTrNQQ81jvTGSX+9Gl6INqCgGzLTU/A0BRDTklKG9yjt0S4TNBPtwyIOLCwLIDzlWeZviKnzpFTCBxBKieh4RoFakk7i1GyuAsSKkDaiQI0HcX2g93xZGv211gdnbfWDm9ahUyrdZHhw5Dt9KssChtg+O7VVFrlpGY6TaQw06+5pjM7SyzuBYKkNUhyktt0AotTEhOsn6FyZtkFG1O2Unx8984VNzmX3eVVCj08TzUSZOf+3Rc5qm88HQgBRbLYBBJ9Pr+UCm8U/+c8/Spbk7gFHryspIz0HL2ela/Sc9eKkgomgtamj65frU+IUiYlKpNNy95wWSU24BiytjIq1SDkTOP4bASHtAQw/MPhvWvHfPtkWHc/j21jfj1gt7DiYePazn41nP/vZ2festbj55pvx6le/Gv/23/5bAMBb3/pWHDx4EO9+97vxohe9CJ/85Cdx66234q/+6q9w2WWXAQB+7dd+Dd/6rd+KX/qlX8KDHvSgXXydESNGjBgxImBMc+wNTqlm4rOf/SwOHz6MK6+80s87++yzccUVV+D222/Hi170Itx+++04cOCADyQA4Morr4SUEn/5l3+J7/iO7+hsdz6fYz4PzXfvv/9+AEDpTKtSejllI8L8WJBJo0gurIym0dagR2yE2wc+Wh4SYCqW5igTutBT9C5ap22uSRmJMydktywFmjqMMNK0R8RGZFiKVtjJxHfSekraMs+JFIJRfCoZ5fQLMOPRExda8t+nBh3bWOiappT6QCewtjZKHVVShuPOzoMUPLUhdVjOGBNXdsj4O/v+F6Vkv0lsNU5shmksbA8T0aZAwoHnlR+5VAdBR8vRr9hWAYSRbCzmzLIMzpLZV3cwNiLyJ9DdyhBur51j3JZlHnqXy3hGRNPpsvSXDLBSyIVPo2yu3e1bpVfG4KjW0aiasxFEy0dsSgGcsz++YJZ54HAWa1Fq3zMjrajxX0vbTpoxurYcyzeZFr5xYZlhLHJpxnTfeTKO/yalENB0PKwN7F9meX7cIt8KVu3j73v17ti5ZbGsT8122xgxjFMaTBw+fBgAcPDgwWj+wYMH/XuHDx/GBRdcEO9EUeDcc8/1y6S46aabcOONN3bmU9fQ4QqDWBfB8/JDAYSfz1zedJLaaJZ82NHFM0dM95XsAuRpDq21n27YjY2XYlLFB6UwOGWaBhBcS2G0jB8QJr5xpUjp0TSllEsvdctu80FczcyBmvQ4s+OLZNofWyFCJ00WtLmDwBToFiVLWfjvZOIgw2jL9BSKBV1hudoFbRQ0aEYVp3QyHRtrtavmIBrbhKChLL2mQhoFDDT6ykEqBbhS0PYzw/p9bphpYMDTXZZPp9UcvDLEtLoJwAXJOUo8k9bg76nMQ6mDNK3Rl/LwB2RAc8H0FLVc4F7c1+4L+we4qpPM96HXtP+Ec/aXnYeVLydn+XqhBIqyPWNnbj6dV20/jfY8mCRBXBpMhNLskKol7Rjg9BOu6iQ160uDfr5tPlBaRgPGgwqur6DjVGV+60KIqJ/IXoD/BrvZxohhrEQ1x6te9SocOnTIv77//vtx0UUXtcFEUhqaCyCAMAqeu5Ewd7zLBRBAEFzy5foecGm9NUc0auNiTDe/FgJrInhYVFJ6gR3pKWh+5S7+iVRxCWlUJpoGEDaa39sptIeZoONH20s9F4BE7JrRpnCvDh5A+E6NPdqU9Nhy8LbHNB2d0DTylBIFDSiZsJL0E1E5KXPApPOIj9DLUkLX8UMgcurMHBupRKuT4JoJvX2Z6BBIZNkYEzwJEgdFpZR/T2vGSCWlgWmpYBxAhAA1DUCEW40HCaXoZymWHhym7EMugGjWITL+HVat9zMYSaBB5ahHxSz2SOhhV4Z0HueshzMvdW9V7DyYJQ913yp8FruS9j1o+fVXlNJ3SOZsxGRaeF3FZKo6os3omo00UTt7uOe0YarnPPBBJRCdRyPOHJzSYOLCCy8EABw5cgRf/dVf7ecfOXIET3jCE/wyX/ziF6P1mqbBPffc49dPMZ1OMZ1OT+WujhgxYsSIrwCMmom9wSkNJh72sIfhwgsvxG233eaDh/vvvx9/+Zd/iR/8wR8EADzxiU/E0aNHcccdd+DSSy8FAHzoQx+CMQZXXHHFjj6v9GmOHhqP5eTnLq1BVPo8GRVzNmLOWArORqQVBr0Ff2wkzUnrvlFb5VgKn9roSXPQa1qnmEjfQjzVU/AGTylLkcuDA7GZDUdUVqb6U0o5N0uiWancdsaO4ZYxkS6Cs0P8L72fomDLDObnjQFYaVquJBRwaY8J00lQmagSobJDtX1gpBtRcgdMbmYVzZfCV3Rkd0+TqZiG7tE7LAOplC8P9fNkMLrKpTJII5FPZwzP9+eLYOwbwk1FsemUBh/USaSvM8yE0BrSnS8RQ1HX0GUJaw7kt+cPTEh5HJN3oRA6O5Lm+1r27HNjLVAAB/a13zJi7xI9V8QqlBq100xwlkInrcWj3WYVQyrRT1Bqoyyl10+ostsbJ6r0oFScgK9i286EL2UD+XzOQBS5aSFQM7ZrL9B+z90ZZO12/a8E7DiY2NzcxD/8wz/415/97Gfx8Y9/HOeeey4e+tCH4sd+7Mfwn/7Tf8IjHvEIXxr6oAc9yHtRPPrRj8aznvUsvOxlL8Mtt9yCuq5x3XXX4UUvetGOKznarqFFRzORBhCACxJSWp0eapkAgi/jc/noedANXHw8aJizi4/bzTZuGdrOlKU5SE8BtA9Uco8jjYXrQYRSxnoKahyWCyyiNAc1+koainVywH1pjiXTS+Qb0RfQdcpuMVwSCrSsfslvbNZGTn0cBQtaUv1EqpsA4pRHUSrvCilrEzWTK0sJXRLVrKDL0BCMu2RyEWbkhtknzNShkdfJYigg8Z1SXVDAPSg0e5D1umFGDawST4IM1Q0AZeIr0PdwDjvZFWAKFzCruvZBhNTxMRRaw5JbaDmFxbkYhFzgXhwGD1lzQX8f6OFL5+s5U4V12e5zGnzT76nKBkUpsWBaHO1tzE1vkN/Vh4UOydMqpDJK15CsnHQdaHOpuO1Si1zfkgvgUw1MX9pI2FgIPOLMwY6Dib/+67/G05/+dP+atAzXXnst3vzmN+M//If/gOPHj+MHfuAHcPToUTz5yU/Grbfe6j0mAOBtb3sbrrvuOnzzN3+zN6361V/91VPwdUaMGDFixIgAqXafppA7Jwq/4rDjYOJpT3sa7MCIUQiB1772tXjta1/bu8y55567Y4OqHEiAyftn5NgIgBlQMTaCRhQ8zdFYiy23PjER2dEz24++SgMArXkSm8dHPJqxDwVnINgIm8SZ/rNYmqO2lrEbiMSZvMwsZSlMbrTJRwmJHrCT5oiYiXxpaFqxkRNaDpXd6oFREiF1FIUQ/rePXBkB/5tCStAAuXRiTKmJRbGRCyGfDv1eWjqaRoSRADOhsUPPDOErOtrtmZDaiFiK4Ga5bFWHiCo4apfqYMZEbjtp0680ZcFpdcvOCZtJiaVpjgKxWn9IvJimPdLl2g/oL/vkqQ3lqlhSIaasAVOGdEiDdiBjTV6TRemOozIYWi1VaeKQspXaWhwo22+4vn8SnQc8/beYNJGQlzcR4834UvB+ObGjL7EeElNWzTFxJfRhuTDNy+Pr5N42xLgS0uq06F7npvn83nvOA4jRAXNvsBLVHH3YgkWJ1rHSBwCZNAUAX+LJ0xl9AQTP3fOHXFq+CDafI1dKBiSaCSDSRXD7WSRpDsr3N6zTIqRsfzy3XMmrPkSw5qaqDwAwysJo4TUUxphst9CUVgXiyD5XCpmW3fLgIQ3qcoFF5CuRUq7J/tFJm1ZzaPYQWEP4HSElKrZO4x92iFMcxkRW27yyI9XkkM9Ex/WSLUdK+6KWvqIDiAMIeg3gpKo6OLgbZvtabtv0q/O3r4SUVX1QIEHvVYhLQHOBRa6kcilEaY4CQrd22FIbH0RQUAGEFAcFHUZKnwZp1ipoXBi2m4DOuC+t/9OOdtHfJzKB8QGlsN/5UfCAe+bSHEVJqQ2N2nnD6Lp7rDlyaca0wWEcPMSVHtydtmbXYt/1lwb3Q7/hdlUwWgfr9lygNGJ1sdLBxIgRI0aMGDGEsZpjb7DSwcR9TQPTNJ2KiyH/iHTEDHQrOzgTEVHx7LOXaT5F03SQ54D3qy+F8OyDZykotaG1T19ASjSsZ4BnKVzFB2cjaPQX9fkAwkjEwjd2chtfuuY7R+Xzad5bI5fWSNkeIE41pSmkIYqV/w452hwAttCyE7QPdNyIyWm/gMSajKtQCEazNIe2MC79QO6PVMevSxlN81btSiZsxpxcJhNWwjESvOmXToSXywoxuXEVF2BKJaF1YBzSpl/L9OPgfiWcuTHGRiPSXP8NYuUiUR7bb5pfs3kpeyC0DqLLehGlOQQ1PtMaqGsY6lPCBMjtsu2xbgZEmVYu8KXqi73vE3hlF2ctZ9Zii53/W25fzllXWGc9ahZVg8Ws/T6LmWZ9OpLGa8m1yVuKL9MbpyglJlOX9mAOtDViT53U52XIjC+H9BrkbBR5ksSeJnuY5thtMDGmObbFagcTui23S/PtQ6kMuo2nKZBclUfacKpD//WYvHDVeppD5gEEDyzAPreS0j/0uH6CLzN1yxSZAEKzG9sapUPcZxYq2HMbY0Oao9xBaWgmgGgserUqQwFeLoDIVcz0IVLdI1RtVFJiyy2zxrcpgm15YS1qAR8MALyag2kCJiFF0NSx2RAvr+MVLUXJzayk100AgDXBAZM3/UqttZeFDxrquvMemVvVQNA/JKWHkYU2CyBSa236zmT8xR94ZK0ddW5FqD5KqyLSlF/4MhkHSxdUSGN8ykKaOM3hgwzqrOqOhZHSa5PaoIMSXhUaEzvxclj3mX0pj/S+MGfXJq/64q65c2txoGh/j42zShQzicnUmVZVTRxMsMDNH4ZMmWifgVxcChqXhtJ9a8bSu3MbOwLzaqq+lG4u3bFt6W/me4w4M7DSwcSIESNGjBgxhFGAuTdY6WDiPq3REDORYRlSZiInyATQjircNpskQq9hQYH0Trwl+DQxbCWYUVUisqxFaCgEYyILbU/NM5YBxkRGV0UyYvANsJgBlh+903IqWP2KbQYLZDrVWAvNmnNxNkIP/AbRse5hI5YyBGNQiFuQR6NfxtqAH0N67Zbh1R1KBdOq9u0weuepEJ4CKSYSRc16kkR9GGKhKo0cjdZo3Mi5KCe9fTo0AuuwTMtyqSRQh3WkVNE0pVfSVAYX/Fn2XmRuVRuYSWytzbdBfTp6e3O411PZZSoKIRDqURKkqQ53fHg1B2cm0soOwcSYmqVJeMqkxgW9FSQWgZ1okrQcFy9G/jTsHsJt+/ex6Q0pcWBaYM0JJScLxZiJkPJIBZi5Xh3A9p4vJAzesvlqt7S9QCqIziE1rUqR8xE5mbbtu8WomdgbrHwwUbtgIi3nBLap5kCebk8fhGnucCfUOxC7v1VSQtGDWNtel0tIGQUH/OHHH5AV+w7KpUro8yO6kS0TGQmxm8HQidAAXureeeizwGBIF5Hrb9IXQKTppD7w46wBKBtKZWeAr+DgDpidoMIYFO6BWyiBAjyY4JqJ8OBsWG8OXmonlfbzy1KhdvoHop2pWVBT11Ckk0j6dBhKQUkNJWUwr1qyVJQ3/krn1wuer44rNhpvmCSTh1r4nmnXUL/cwmDiTJLWpPTn9ZR1iKTOkZQC7DWDYs6UKURPMJCWifKAwirlDazkYgHh/G6EMT7IkNpgsW8/LB7qDk7cRIxSHveu34XGtp/DBx1UQTaz3QczLzvfMMbffzaUwqYx2HDHaqNQqNx5VKGImvYN6ZpkVj8RO1vOrPUDly1jOuXyNE06j76Ghil2XJlzmjA2+tobrHQw8S+6wYmm6Q0GcrqI8JAznnHI6SSAMPqIcoY9+8IPJO8IylmChrc5ZqPlgso/2YPOPxSThx89IElUmNMIlEDUUIyzHPy78P30+5GAP+wJ2wUQQ8LXvsCvUw6606CNHk6sVJYCCF5Cmx7nQsq4hJR0DjqM7lILct5RlI/6eOMlOU+txoNQc1Y33g2zqWsUPrAwHc8JPs7eUUCBlqngwk3eQZRAGonI9bLHDZPn9HnDNGMM01PEokvOikWsBZBlMGbRFxkILFgwwAMItag9ewEAqGtYCtCUDCxFXXthM63bmH3umDw0ZiqYz8Wx9bvazdqtwHqin43YNAbH3PQ5LoAAgAMukNhwv1WltZ+eCoHSnVNVGdjI6cDDm18vcwCNdcGDNr3l8n0BxNLiy+Rekgqn6Z5RpeuNOCOx0sHEiBEjRowYMYQxzbE3WOlg4l+aBlXT9Obrh5iJTl6/h4bnf9NpQtbpj43AvJFSonkgxmAqBWCQpeLX+MgZYRlKcVSMwfDGMIl5E4EvQ/u2XVMf/73Z98+xCduljYbSSH6afcYyiEoLbdyXQwP+OFZShhFvkvLgbAYA/95aVOGhEmZCsqZqIlsmWifleYppK6QSaOqFe6/0+gkplWcSjFQ+1RH2YxklSR5Cymw7ctJIRK6XGTdMYiPaZUyc5mCai0pIP4KuGCs3dZqgVL8DUIt4St8xNqKHlUghjYFauDSH0ZGJVYtQ2UHOo7mUSdBjVGgMS3k0G2HasRSz6jAOu/LRmTGYFQU23fY2iyJiIOi6OG4MDhBj4ZiIDbfOhpSoWAl4xVibtGKpD7l0bGNTRna5cuylNGFCeHaisDZiORtrs0xKLi3zQGMUYO4NVjyY0JgmaY6+9AU9xPqCBj6fkKY4wNZJUwL08CbrWH4D8CWbTAwZ6yIkIE0bULj3cimP6KEMRJqJQogsnbiFUGxYOI0Ed41cJu+Z3mT4DahPWDmU5sgJZIFuKdp2gVvqLso1JT51BPSKMUulej0oCpaWaMsgg36C6yRUGR6yqlQoylA+SYFBUcqo8VfqOdFXJsrttTVCmeey4AJMpZQXN9rUP2LAT4K0FMUkaCnqhWlLZ3kKZBG+N52vFQse0uuCv8fdYDupjYGAIgoGTFwmyktFDTm2ImhFZL2AKlnJqTHeq6Jdv72aavOQKM3hA4tmA9ZN31sdxpbZwjlFezvlIsctY6LAggKOA0phwwRH2w2l/MOXB10Vu17TtGQf0pTkMkEDF5QOofP57F5S29A6IBWrWrn3QcSIvcVKBxMjRowYMWLEEMY0x95gpYOJf2kaTBrVYRaWNU/KjarpPVqH/+Xoc7mkkb9PM4jQWrxKGIeKMQ6FFWjA9pVG2D2pBKLuORtBVD43byqEgOYjG/Ze+j36wFMQfT00UjYidRfNpTk620o+MwvGpvDvoR0T4X8Hvn7am8NNe1YiI84shPAlo20lQxBjclOgciKha6rgkKh7Gi/FDZYMmrrdC13XMJOJ2zYzs5LSpzqAdlR98kkO+nrU9KvplOjxHhzEQChu1rUIDIw1Nqr04AyG0SoYWDFWjpgIGonzEXfFfrdSadRpmsP9tWpf9nvlKjv4a0oUpT07iKUQRsdsBqsOkdpgob/Kfe+4HbqfbjY6aY/jLOVBqY1jWuMcxxRtGoMNJrqsGGu5kVTBEB/VKX8eQMo+RGzFwHI55KqmaH/8PQzuXsVTHZnt8jbse5U6kOIUpDlWpHLldGLlg4myUa2zZeZhletQud3DD0BUotiHiG5HoP8o/+t9HhhluV2JolLBMyKXSihYjtI/kPt2kJV/cmhro5TMdvqEXOohR5lye/K0WdoyAcROqjmyzYSA9hiy7zboLUHTPe8pNr2hQmBgdJvKCKWhCoqlNnjAEJWJlqFsVErhS82M0agXCzc/6BqkUj7V4b9Cz/FYRkvRdhNlduGsEkObEDRoVrliI9dL06nm4K/59HTSnv1TIaLgIUptsPd40KEA1MVmu5PFZvvPpzrywQSH1z+wNIcvFa1rXyYaBRPJOp1pl0KpzT7o5mvabTUbIeVRHe6kPTbLtrZqZm2U2jjuPnOf1tjPNBNTKbDfBXs8uJpK2akMW8ZlkpBeR53XA+vm7M47wUwSiNP1x/VZNbu2FWMJxDjaP6OwnOH/iBEjRowYsYLgpnG7+XcyeOMb34hLLrkEVVXhiiuuwMc+9rHB5d/1rnfhUY96FKqqwuMe9zj8yZ/8yUl97unAajMTukHRqEhouWX7e3Okr61xX99M83XlA6iZUKyWC8xlG+PX1kb0X46BoGmiCws3QvdOm6yFdyOEp+y5YJKm/Zi0bySfsBkRZbmE4KpT2ZLMW9YsrM8dM5dK6ut5QihthpmgNAdth1VBDP0Gfe/xKo9CCF/dYYxFUce9D0pXtaFrVsFRy6gFedwvQaF0bMbsRONFm21rcDKT0j7VkWJZv4n2K3W9JYWQkX8Ed73UtYEpu2JM3nCKmIiijF+30xoT3TWwohSHZyoSkSFNr0mJGU9vsOvMSOmZhSEIrYMh1SIIOKUJaaRIjLlYQE0mkYmVT3MwYaaqayzW19ujaR4SiTExuSe8XpyLujoMALh7cg+OOZaCUhsAfCXHBjs+GzJUc5BTaInYqyOt6DgZ46hl0hlAV1QOBBE3gOgaoxQH3XtLpfznaHbf3S8l61mzR2kOFRi/3Wxjp3jnO9+JQ4cO4ZZbbsEVV1yBm2++GVdddRXuvPNOXHBBty/M//gf/wMvfvGLcdNNN+Hbvu3b8Pa3vx1XX301/uZv/gaPfexjd7X/Ofz1X/81fu/3fg933XUXFotY6PyHf/iHO97eSgcTR+oGqpadIMGbx7CHlW3W4zxn3zS9zqFPaV5swrrpWbEJrfSgSRLtJ+k5Snch+lSAQBRAgNGFvOSU3xR4ZUPnZsFvEuyY9N2IttOP9JV5cj2KDzIyQVykIAfdcJYvCdVutxULOtYg49JXY7xWZFs77czvw6s8SmP8/NA4qZvaUEn6oyxdB1BXJirnTrvCykRVKX2ZqJChAiS9eRXoD3C90ZU2vcv0r2s7plz0kG1q4wMiHjwEB8zg8BkaoYXAoprKTvDAdQH0wIy0FFK2qQ0gpDhIM1Fab0BltwkssmkOAIpNp/qJSGdRl2Ha3WjrSFdh0Kw5k6vma3yqo/0SbHpyD2YusJhN7sEx1QYp+51pFTX7298TXKXpoLjzavi+vLlgimUDjqwJHGKDMSVi2/80ZUjXCU9t8AFILZg1fXFmE+Ove93r8LKXvQwvfelLAQC33HIL3vve9+JNb3oTXvnKV3aWf/3rX49nPetZ+Kmf+ikAwM/+7M/iAx/4AN7whjfglltuOaX79o53vAMveclLcNVVV+H9738/nvnMZ+L//J//gyNHjuA7vuM7TmqbZ/avOWLEiBEjvqJBPhO7/QcA999/f/RvPp9nP3OxWOCOO+7AlVdeyfZD4sorr8Ttt9+eXef222+PlgeAq666qnf53eA//+f/jF/5lV/BH//xH2MymeD1r389PvWpT+EFL3gBHvrQh57UNleambinaSCamJmotQKozTAXSRH7kDGg8a+3Q2qoQ9NmEk3XxSaa4gRbLwgryb6Wiyxra1EhRO/TZJThxUsJ+5CqrCmdMSisHGIwMp9J03xf0woZYLiNe2rhS2zE3OQ/w89j09uJwbZgUFoRUbCp9TiAfFoj8/twbwrOeGwo2WnuxSs7at4AjNlpt2xGO6otSwnt2IyyNJidaNy2DOuZYWCkhvGNvnZby9EyH+3+SFjPZtj4L7fQNrGZFTER1MQsEmA6n4mmDNPrUxWPtpPqjjXR9aOohECpXMqQBJjEVMgFjGNsOCuRYyg4G5G2JydQyoOagUWiS9fDo6/tectetNd8U1X5tAcQpz8m92Dm5s8m9+Coqn2a4z7GzkylxFoi6AaCADNKP6SpPpruHJHuMp11GOPBmxLy6yztIcQZ2JLdhwtjgnDUmMigbI1dF3uBU1kaetFFF0Xzb7jhBrzmNa/pLP+lL30JWmscPHgwmn/w4EF86lOfyn7G4cOHs8sfPnx4F3uex2c+8xk85znPAQBMJhMcP34cQgj8+I//OJ7xjGfgxhtv3PE2VzqYOFqLNidgpvGFzAOGdPpkUht8mgcTdJMzkzDt4NMeQvuUxczaOH3BwNMZ2gIDrCWAYeqSdBvRtneAXFlZrgkXr5YZrKhJAogoZTLwuRy5GyXP37YlsMgGEBXiipg4sEH0+0QdWom6VcqnbSoheqs2eMAQayTaacVe+7yxEn5+Uy/CA99VdtADrwFQkPtYD3jTsJ2AKjoI3AEzVHOEVAZVeRR+v/Nlok2tUJUhYNinVHB5ZIHFRvIgpelOMFFswkzOAQDosoR2PU0K1swrRaeLaCblYZmWIl2Gd2ulElKg1U9wXUWc9tjI348m90RBRl1s4l73WhQnsqZV3NDLN+pz+5NWViwTWKRGb7l1KK0RPhc+8GuE8Nesthag425iN9lCCH/9VGydmTGoqLEec5l9IHEqG319/vOfx1lnneXnT6fTXW33dOGcc87BsWPHAAAPfvCD8fd///d43OMeh6NHj+LEiRPbrJ3HSgcTmF8AFFV8wZ5sMEHgLAMhF0DIxfC23DqNPJoXHCI8MFMhZBpE88ZJO0XKYCwTWPBSWRJW9mkmcm3cY0Fs60gaWW2zz+GMB0fakIy/n2uiRnba5LXB3UF3opngLAUfZXkthbWenQDQEWPyaeUDjrYstHSvdRSAhBH+YtZASteVMinlLDDxx01KnRVhGq2diDM4au4UcYdUA6NDkBAcPA2MCfutOEuxiMtEK1cmuk9KbAoRN7Zyx3Qqw4NrvwzNr45lggldtsI1q1RgbaQMWgoXWPjggllrpx1Fo/m8VXkZorZIS1FV8TqcpagWEVPRVM6bIr03Lc5tpyf3tN/LBRO22MTMfc8ZK4ctlfY+E2tUdp7RMoBNdwIG9l1Te+5ovpsmNoTO/0oIuNOgy0zQ8VQKhTHe/j29T/jAHMCM6Y9WDWeddVYUTPThvPPOg1IKR44cieYfOXIEF154YXadCy+8cEfL7wbf9E3fhA984AN43OMeh+c///n40R/9UXzoQx/CBz7wAXzzN3/zSW1z9X7NESNGjBgxYkmcjtLQyWSCSy+9FLfddpufZ4zBbbfdhic+8YnZdZ74xCdGywPABz7wgd7ld4M3vOENeNGLXgQA+I//8T/i0KFDOHLkCK655hr8zu/8zkltc7WZiRMXAWKty0wwZ7p+ZiJ89dxoBXC5WNnEzAStz6c5KBXiPtfKBWpXGraTVrx9xjR9owyOlMEYqt7IMRW5tMZ22oh0fprWyFVzRAZWmWOQ20f+/Wtrg7JciLjxGRC7XtLxzLBDvNyWf4ecAY9y/RTi1IbLqcvQtlxKHTf9yjhipuu3hlGuAkRrNHXtSzvJCXMIQW/Bafr8elwjkTb68mWiaZUHKw2VMrArujYwE+PXHyoTpZHtPkbl75cqKoukZUrVoKYRPOBYipaC1WUJQ63bJxNox0AU85iZsEplr++OfoJNq4HlcixF2ttDmlBa2tQVmuoh7YLNRvguNE1MRcLA0HQtF94RlBgL4dirQojIHZMw1BwsrgYJvT54OmVmLSoRXHwbKcM1I2Vcus1M3jhTUrJrJtVMEGO4V72zpNh9GerJrH7o0CFce+21uOyyy3D55Zfj5ptvxvHjx311x0te8hI8+MEPxk033QQA+NEf/VE89alPxS//8i/jOc95Dt7xjnfgr//6r/Gbv/mbu9r3FE3T4L//9/+Oq666CkCbUs1Vl+wUqx1MzC8A1L7+NAcLHkQtnICqfWwJPffCqj4YJd2Nqb1p6XI9BBBcI5HTVbB52zlqqqTki5d5ccFVH0UJxC6cfRhKcaQOoGlaI1d6y+cPBRapxblOHubL7J9/4INpJhBKUMnbg9uNu8aebcoil/JIUhyK+VRsVzO/34sZWQOvpOSTBwxSBQdMpUQ2NdLUBotZ43athlLKl43S9yV4v4Qk3REFEidRKpoiEmYm5aMUNEgpUPtGX3GaIyoTZaWQa1JGHgv0INvH0hwbWuNelgrgmoOm+moUszappcsShVJ+Wi4WvrmXkRKCAoukTJRDGuPPhfgYan/c03Up0GhYJ9L2tYYsQ2kpzTf1PujyQLsyBROZACJy/eTT7r5Ceqwo0Ej0XML53lDAUfbcQ7j+YurO8TUhMGOaCW0tGkpftB/g1grHo3Cf4dMZfBrhHlaxwELuUMu1anjhC1+Iu+++G9dffz0OHz6MJzzhCbj11lu9yPKuu+7ypeAA8I3f+I14+9vfjle/+tX4mZ/5GTziEY/Au9/97lPuMVEUBV7xilfgk5/85Knd7ind2ogRI0aMGPFlhNPZ6Ou6667Dddddl33vwx/+cGfe85//fDz/+c8/qc/aCS6//HJ8/OMfx8UXX3zKtrnawcTsICA3MsxE61LXNvxpY2m1qCM1dmpmw8H9+61SXtwltIYuW/VuFFOnZaKdKpGt7OekiutcKVaRUJHpMjmaM902oS+lQchVbBD70JfaWJal6Gv9vgwzwSswou8lROT8WbCKmMa2zdOAtmx0DUwYxr473/acVXMUTIFes/0vhEBlLWrh9icRXdJNp5xI1HPGWJTMEbPH9KooDXOZrHudLqXRzNkyICe89PO0hmUsTHpz5CWivGoDrIIkTYXwElLNUhtRZQcrE92Q0jM6x1M2IsNYbEiJo5OjsMRMsNG7LS0al2qIKiucm2Vo5W6COZUTWgJtWiNNYXD4+wQASxUcPcvmmAufDmGfr+vaMxaN3g9bsrQHF3enbARfpq88PZlO2YtZhrWYsntLJaW/fudCYJqkNvJpSIkSMRPBUxt0vOiaAeKU4dDxP5WQp6CaY6/cOvcKP/RDP4RDhw7h85//PC699FLs2xf3vXn84x+/422udjBRnwMs9kfBhJpbyMXxdpp1D6Rpn9ccKKEjlbh0wQRXdxMatR5epGWifZUiDFF+0ecw3XsiuN4pka/3ztGX24E/OFPkUht8urZxcJEu1xdYUCCRq/Sg94HtNRNF8hpwOV763mlgwpZTSTloqp/g1SWRfsJNz41B6c4JOha0zlTFXRBDMy/mM+HmK95RtKcahB7qC6PjUlGW8uBumDlNhLfkNjoqbeTviyWk18ZYpsOQMDIOOGwmAEm1FWmZKPeZiAIIltqg+fuc5fSxTJoDk3t8xUQxm/lrtKkqSJ14RrBpHlDRVPpQk8ZEGgrBqGiaVnXcYi+9kea8LeLOpAZ6UvpOqLo8ABRuQJQLIPj0EsFEZ5ptj7v1UpAxU9rfc0gjoaPURhe5h4dPySLWT8z4/cwdE7VHwcSILkh8+SM/8iN+nhAC1loIIaBPosR8tYOJESNGjBgxYgCnM83x5YrPfvazp3ybqx1MLM4B1FlAs+7FWGpR+3pvVdeQRH+6UQGNFNKa85yjnpESepJnGKxS0LKnz0cPhsRPlZReeMmXW0v6FkwZm9FXzZEiqoYYYCdy61AL9JxokldtDFZ8IPGZSLZN6PptJCkNxCxF9D1E7EXBe50UVqDc4b0gSsGwbTfuWNB7azI2oApeDNIb3RSljJgKet1dR3nBopACug6+EwBQunOxqReQhtizRICZpDgozaF13tBqWfrWMLdS7ft5EAMiEzai33Mi1+hrg7EU+5TEhvtu+7XGhlLYnBwFANjqcOTTQC2/m6ryTIHQ2l33XQFkZFjFv9s2392nKZgXhdU6Yo0sc8RMQbym5mJMYyDrBUw58ftGQm8jp20KBDh1zERO0JlWjZDPhWrZobQvzxAozVHx+xNLDXLPFnL3TL1lHiiMwUQXp1IrQVjtYKJZ94GEWrigoV6EwCKT5uDBRAR3M7JKRTa7KSjQEFoH2+4l0hqAS03wNAXdWF1QkG30g1CyleY4+8pGt00ZsAdz3zLpdC4FUsN6S+w0XcA1EqmdNtci6GT726HP2bMQAtrmnT8ba6PKjjSYyZWGcmfMxlpwnzseUFkZbjQ8NyuV8N1E67mIGn0JVs3Bqz6MttG0NRZNQqcDgGIPNZkpGeUlokRXWmN8oGGtiVTktL85kC6iKENAobBNCakPMrploj6dYUwIIFiaY79WOC7bdTaUwtnGYNN9h2OTe9omWkCU2qz3PcRXZtE1vp0eyirlG3jJnvJRWs7Ibk5I6GAcRoGF17j0BBXR+sZAlGW4HxnttVlGSdia9rOEkdOw72mp+k7THLnyVKD96+5hdbGJzXIrXF9KBXMqhkjDZQyUACor/WtvwZ1ojsiyXpi9CSZGdPHWt7518P2XvOQlO97magcTI0aMGDFixABGAWYXP/qjPxq9rusaJ06cwGQywfr6+ldeMCHrGqKoo6Y7xWzmKU9V12H0YQzkYhF5SwhGCYdRgY7q0jmslFlhVza+ZiMDr2pGLJjk05yNmPakNtZkt+lPLs2RtidHssyyLABBJ6xD8FzoYSzY8sRKBHvtPBuxo31iokvOKhQsHcH7duwWDRDtcypI5WxEzFJINh3YiLbRF00r6DKkAqiyg0SNYWTfZSja5brW2jy1YRlLQcJMqQRUJjWzLKjKg1d9cD8K7jmRtiavpkGAyT0n6HzfkBL7XDOvDd1Wfxxw3282vQ/1wgkweZvvZsP3xRCmFVn3MQ3RcWJiSi6ylMZEbARPgdL8tBeINMZXfUBKf28RmjEWi8BY+HsHF4cmVWRAe1/izc1apoSYCi4C72EsKK1Bx6rYjKd7WgLUAODM9qC178HBDagKIbyIsq3YQKfqCYgrOCprvX8LdngfOlmMaY4u7r333s68T3/60/jBH/xB3wJ9p1jpYIJKPXlpGL+RyMUiyqVKbdhFnm8AJIyCdTddPXHqbTKgYWVeg0hMrNKgAUCngyJ3/uONfvZJ6V0eKykjJzkg0RU46DSVMRBY8HV2g7TXSBpkbPW8x9fn4AFRqvPIpTJ2EzikjphD20v3s0Fb0QG0FRy5wEK5ktEouOAPc6atCCWaKtIpLGY6CigoSBBSdpTXUcUCGSnVNayl1EiGtmf7swwMKxs1pu3VQfMtS3lQaaiZttPr0/ahNBUiKhPl6Y/9bv8PKIOZMTjmXm8Yg3t5moNNa/PQ9nvoqnNt89SGf2CzgQa5ZPoS0r7vzB/ySfojlwohCB5ksJJTLBZZTZbiQaDUEIbSKQZA3Qkuwj6wIMOVf/peQ7x0Pa08o+kE/mwrt7IGVDyVseZSGXT6VFZuG1gUexRMWCFgdzmw2O36q4BHPOIR+Pmf/3l813d9V29n0yGsdjDh2AF+85AuuAAQ5U6lbgVPaakWkIw8gMhXQvIGQH07MiB4ErJBJdvDPGXMAg8eKLDIaSbWkvk0muPeEymaRIzYCSwymgmFYa2F37a1WdFlNFpn2+YaiXQdWjb7OfxFwjLUpyCA4NipiLWPRYmYCRYkKDfNH9g0zctEORMhna6CggtVSv+Qbuoa0gXFOb8JQttF1AkGbWjUxR04OYOSgxoILmjfUCLynAgsRcxMcNfM/aXCcXdd7VMKGxQwZMSY57j35sZgy42WZ+t3ZR+EDR4KIK6Zj4IJagg2n/nvbSaTlrXM3BvS7eQYC12WnQe7HfhdOKhE3QC+bN2yz0gDCwA+uEBdRzoLzqh6BsUcaAOLXACRdDruQy0X2HJ3P+5sWbIgYcsFCZU7JVI2IhdY6LE09MsORVHgn//5n09u3VO8LyNGjBgxYsSXDdIBzMlu40zCe97znui1tRZf+MIX8IY3vAFPetKTTmqbZ0wwkSv/it43+bQGTfNRhV9WDTv7RHnTHvX0lKU21jKpDaBVre/jeWOlor4FfJrnK9MRtafowSo7Epai3fHuyD5lMtKLp7fyg72f6gr4tnNplJSx4DhZ1uFk2rTzz/RNkDLvcfDvs4w4K9IpSOGbgOmFYekPE1Vz8L8AUNc0krPQTXv0jOCulrRumOdTGx02Ik7HkKFW9N6yZaPaQpVhms/nWoqoV8ekwD73vTeFCK6XjKU4x7bVQtR/ZWaMLzH8Eu5D3bg0R0LXN7gQVp3Vfn+l/EjfSOlH7HpS+qovoTVUWfYaTfljmWgn0nJyMs7K6Ry2g9Tam+WJnhG7ovuUZypkNj2b6r6MlC1DAYAapQ3vzKLzdy6PAogbeE0TxmGNva7YPWTGSkZ5pVe5Rw/oMZjo4uqrr45eCyFw/vnn4xnPeAZ++Zd/+aS2udLBhFUKUN0ugegRqw2VjPUhojXZzciXaQFdwROr347SFDwwYDfQSojIBZCnOTZ60h/b2WXndAkp+I9fCrFtQ7Khz+tdJrM/Q0EEn7+sq2ff/MiSPOPhcarSJBz8QZymPKIHOJv2AYSRUYmlNtYLMjmMsdDOjdLyEs0mBA5hf0JzMa7N4N4WIk3PqFDCOpQC4bAs5UHfgZeMNguDpjR+X60OHV83lMImS3N4waUrHz3HvZ4nQuAvrf9Tu610Z+QCWl7YHiu5P6QCJhOvUSiZa6aqazQsPRqlTXse7Gm6oy+AyAUduflmIODg6dho3/j+IK/7osCC1rJgos0UdA9rNhB1RTYTWNdluRY62M8zzwh6YHOvmSpzzfN0qDnDHtCrhJwz7m6x3J1ixIgRI0aMWEHwQGc3/84kvPa1r8WJE12WamtrC6997WtPapurzUxI5UuWovkqCJQ4jJQ+ehpiKLxIi40i6HXEgGSc5Gi6VO32K1lkUxv7VJzm4MIznubYSJgN+sEUKy0F2lQClZBqG/pKzIyBs9ZqW3az71mwEUMhBNQuhY19jnl9lSIne4HmUhlkAuZZB4TvoUT/dyqFyKaOymRb/nPYZy0L6VwyQ9mohFSuGiOdLwO7QKmQFMZYSBnSB8RSpFBqiA1R/vPLUsaMChOOhu+wfK2+Zx9MnOYw2vpeHUYrVGUQINP5PpMSW+w6OMAEv9xZlaflvrT+T72N96y8EHN1AQBAz0oUjo0wZendcZWr+moyTQAH7xMJ45ATZ/bNB2I2wi7BAHXSsQMsBZ9vENJ2GoDtc+6lklEqJc2Ummp1X5ZlpPQF3atSp9stlv7wLMmY5jhtuPHGG/GKV7wC6+sxU3XixAnceOONuP7663e8zZUOJoyUbWkcy3fy6g4jmcKZaD+3bnrp8oCB05WcGuV5UV2WQOFqdTPBRFSpwWro6aa5X8YBA3cBTAML7jnRR9FXiFMJPncpQ/e/mTFYQwgouKV3r2ZhyQAj1WXs9uLruHv6wEBE8/gDPwoAeGCAZB03TcHHdmmP1Ll0WaQPX3oteKWHFNDsIc+rPIy2XstglUDhHgnGmNB0iwUWnc/vBBPBwps+hwIJr6dg79Fr/tfv/7IlpLxRmLFRdUdVtr9Exc79LRuaxM1t3HF2ruLqIZ0EFIBLeaTVVe7abCbnoqkOAEDHNTdnvQ/06yeArtdEzoOiL2BYRkexG6SBhqbmhcZAGxK4JMFEOp15Lw0SuN9K+jdbAs7myzPsAb1KoIZeKf72b/8W55577kltc6WDiREjRowYMWIIGsuVvW+3jTMB55xzDoQQEELga7/2a6OAQmuNzc1NvOIVrzipba92MFFa2NLCmAlru2x8/XIqnlLMS0ozMROvPzdKwjgmQpdlK5QiBXhZ+vdQnOiwETQtihPeW2JDhX4EretfYBk8E6EU9iepDXqPm1Zx0ysAEBawLLj0lGNPlUYlWyMZ33hICG8cwx05+YXzQIgUlwVPPxD60hKeZWDv/f/tvX20JVdZJv7U3lV1zu2+3ek0+ehEAwR0kAwBGZDQuETGZCUBFiOStUaUcQI6MGYSHIFxEJcKyDgRZEaExcAfo4BLUMcZEGFpxmAILMaAEGHxaZbkxwhImoyETvfte885VXvv3x+1373fvWvvOud239xwO/Ws1X3r1NepU59vPe/zPm/Q0p2JWINUBls/tXWP1833Tfy5BAJzKZ3pN1AwlkLKwhkCxa6ZVUVMmu/TQVDSrnsBEMcmZOFYihicjaDPQCjAJFaCG2xJN59MCkqlCNmKIZYiV93RNgptY49JJTC11+palPKYMUFmju3ibNXx/f/QNazi1yY1B5sdcS3M2/ow2sWhbnlrYEXuuDk/mlVTHvHnnKFVLmURYyWjvCVIiTiNyJhWDfQZMrpEU/htDSq4EB6jhiWfUo0Cl3cz2hmMaQ6PN73pTTDG4Kd/+qfx2te+Fuecc46bVtc1HvnIR+Lo0aOnte69HUzU3wbqFgqHUShyqfQUZaone6HYzZU31mE5Tp7KUHUdBBc0DeW33Y0pDiaCNEU0fED4ICGeh6c2qGxujY0vTLpkELA5dlLrFwAoADHGlZIB1jmTPrObXMtKviSvpDCmu1nzdEfiuqqKAvMduuB4UECf4/RGPF/cRXWogiMOLHg5KA/cgnRItG08wMkdk1xgASB4mHMzK6FZKkT7zyUEQKWhtYBQ7PsHggmespCJChIKEiQ1Hhtw6gzSH1EKp0gEFKFLJmkmyGrbV65Mi1A/5KzYrfI/R5cTyujc+DbuxywVTNT3+eHFYacRUIvDUEwzUDT7st2F3e9X/Qe8zpSSr5LSiL+Dr9+wsvZVq9FOK40SBxQZq23C0AN2FZO33eoaOsLj+uuvBwBceumleNrTnoaKnmc7gL0dTIwYMWLEiBEDGJmJDidOnHDDT3ziE7G1tYWtra3kvAcPHtz2+vd2MFF9G6g7wrjVFyRnIQGUtHXdXFjF3y24eMoxE3UNNZ2inXT1EO106k1f6vs8G1Hf51iKoj6OdVkFqY0US3HAii7deCmDfhwHmOcE1fA3je69BTuKuUEgopva8S3gGQhmMAN0rIVkdH38hkfj+V+OkjEWp4NlKZQ4vRFvZyyMzFVwpESXNJ6LWrmAk3t6xMLOeB0qQdWkWIlkEzCpHWOgWMVEFflLtNAdOwFAaBOwES79EUGKUCiZquwoK4GCGWoFqQ3GYBTc2MqmZnwKZHklAjUucz4a2vftKCtWscQMjtaFQMs8Enr9WxJi2zWbCjxurac35D+gIQZxcTjJTLh25vaz0TUUTYvfygdSANuGDq+qlL9FN67yw1WVbVbIwe28OfN65ttcA9I/gFZt1vdgPozHYKLDoUOHkqJLDhJmplj9ZdjbwcT0m8A09JdvEQYV0nXf6wcTHKlgQtc12skU7VoXTJjK+NQGCyD4cC9lEWkjYp0EYHsT8EBDSqxZir5daNY5UvWodEq+C1m4aWUt3IOnlGEqgDcB61IBcMN8vjlLa1RFgTn7SkofzKOHaErL0NqAJaCl7d9Ucy83HOsh7PigogVhF9ayKJwmZa1I9zThHSppXblqmVSgNbX7g7anMGAPSN0/PitAJNIcQheQuoBRrLqDVXAE1RwZzYJYIZjoSkNlGOjIMNAAwsCktBUgfN2pLqTLtBRU6dE2GtOpvy7iDrUuzRE9EFPBRImwI+m6UtgQ3dm7UbHAggUPLrCgQIEPD9H9pxNYxMtwYyg2TrnxUzcrNSMziqc9lgdyWRMtEfkMRA0Kk4jGP5iaqlXBuxufyTr2Oj784Q+vNN/nPve501r/WRBM9B3dWtG9fRi5H2ars8wVUTARW9aaVDBR1WjXplATe8FMj2WDico2IFqXZRAYHIqFlRmWggcdayiwmNtujwvta/Ojun2etxa6SJYIlhCOpYgZijYSYAbDEUuRK59c9QTiy3Hb79y8/GG+FrMJ7OEfu4OmdBITLmIFeuvirqJTvkzie+Jy0nYRskXcwZI3vDIZ/QQ/hoUsnBaC2IuSnm8LnVxuUJeRCSY4EyGE6AkyuQOmZAxGPA8xErzUdQixvTbfb8S+TUXh/FJ4YEEIfESUbz7lulUWBTaY38GGEK7r6CGtsWFV2CfV/8Pc3AsAMO2xMLjgQUMcWLgfsySoyAUaOV0Cn5YJYAwFGTbAIKYCWC7SXOrcmwokUi3NGXLl28umjXhw8MM//MPZaSdPnsQf/MEf4L//9/+OO++8EzfddNO21z86YI4YMWLEiLMW7Q79Oxvx0Y9+FNdffz0uuugivPGNb8SP/MiP4OMf//hprWtvMxOTe4GppQFTbm3iMLTomAvZVNCLxuUYc6poXdVOld1Op/3UxvRYcphYhnNsKsOVdsowzXFOJuXBXS/bhXZvoot5y8rpdO9N1FHXOv92SCmPqSzQsjd+bmgV6wB4iWSsi0ixFEHFBU+lGAPY9Eq8fA60rjiFEX9PXArKWQbe4p2nJVJsBk9huHRI9J20PKVJCvtzYrYoV9mRGweE7IR7+3eVHJY1qX2bbyE8AzKUSuCVIgACNiJmGbLaiOwwS4FE5a0rsxTOwEq55euJT/8Bww3g3HFjlUhrhQp0FxtC4JB9a9/Q2vUAOSSlM8OalQvM9D9iZv6f+07TWsZz1TTHEFMxNN+ydEqKJWFMBaFjLAZu546N2EwaevVYitRnAIVoURX+HTQ2c0td2w82KzFqJkIcO3YM73znO/E7v/M7OHHiBP7lv/yXmM/n+JM/+RNcdtllp73evR1M7PsasG/Sp+HYRWBsyqOt1qGqKhI29cHTHCg3s9oInvI4UGockt2uJGEl1cYfEDIQWtKNkqc5qLOoogBiprCYdxc/77TIaWL3U9nDhx4IbaOD6ZRfL0X3PeRDwfUTVVFAcS1F9CDNOUDyElI+Lr74UvbTufI+CiSCQIHtq7UoGACAiSh6ZZ/J4UgzwX0neGojty4KbCjYCy2iQ4EhT3msAikKtC5giB/KZIzc+YDIgSDCrS/jMxGUfNrh2BGT5k85aPIgAvAaCv4dQOitQXDBlmSBlzBBwDyt7XksRNaKHUDSE2S/EFjXGhuU5tDaBQ0bWjtb5zlz1pxpjS1jMKf0nzGYlQs7PA8svFPN8IwutxdA0N+hAGIo5bJdPUd8b0ylL3h5+0AwEetTCLEAOi7NTumPxJj62HU85znPwUc/+lE8+9nPxpve9CZce+21kFLi7W9/+xmve28HEyNGjBgxYsQARmbC48///M/xcz/3c7jhhhvwvd/7vTu67j0dTKxXcxS1wUnx1TR1x6Ptdh2mXQ9LvlIoN8JoPWYmWGpjykWXLGVxbiS6PLBEjHlASkgNzGbde89i3rIKDp/y4DQ6wan/mYkRNwSit2bAlvrJvmsksL0TgZdf8nHEZsyjihHYVAdBMaEngTMXxEoEbACfxtYdV28E6YwBoSYNl5nUxtDyJqLoeb+JQIxJrcEjRmlINOnSEipVpUFmUki2EI5LNDmzQJ+7+foiyyHWgtYdpDVWWCZIf6RMrXiZqD1PhSwgmBiTN/JLpbUAYE1r56A50xprWns2kDETM5bmmGnteoBQ/4/4MxD2n1CRgRbPo7dmEZVJztywWz6Y34SMRiz05PepeHhZ1Ql9TmGImYhZisR8EhH7EKUfUxVdQL/qCtg9ZmIMJjw+9rGP4Xd+53fwpCc9CY997GPxUz/1U3j+85+/I+ve08HEw8oSoixRFgrHhW30E+cBaTgu/4ovvtwFlgkmqsn9LmVxjpQurXEo0kz07bRFb/waCsxmrbuhto3GYuaHUzl5t9nkkFiJQPHv1P6ClREqg1JkOmNmqEi6+LnPA0cyzQEvWIpTHqmOn/F4CiRSng/xQ56oVBo/SQUNidQGDcuiCKo2ln2nsS6OYZqjH+x1aQ5/PHjaIwchC6gVtBDd9LRvQBw8pIKJlC5i1QAite54mKc3UmmWGFr5c5Sfw/VEAgVcQCHZ/iyLAjMKNpVyx2pmAwsKBg6wIGEWD1NgETUUa+10wKY2ElbQcSMrHlhwZ8c4ACHQd1DQ0VRbrhzb6DL0wODBw+mUsMZYFkzQfZO3CLCai6rw18iEXRd0j+AvGvxaSumxttN5d8TO4KlPfSqe+tSn4k1vehP+6I/+CL/7u7+Ll7/85dBa49Zbb8Ull1yCAwcOnNa6x2qOESNGjBhx1oICujP5N6Td2YvYv38/fvqnfxof+9jH8LnPfQ6veMUr8Bu/8Ru44IIL8C/+xb84rXXucWZCQpZlQJ0dX/t/XaMfoIuwKcIvN/q15CnEzEbsJzG5H0DHQHiRZeRmmfGT4CmP/Syq70SWKkxtsGHuV8CZie5Nz4rVoJ0Ak78tC1n4NtC6S3+ULITktGSKiuS0Jti8QGdeRcZVoftk2NqcV4S0SLMTKTYkl45JsQeUrljjbMIKYkyeTumlSdgyVL1BKQvOIvHURkosm/OYSIEYAy7EJNCbfbYqhLEL/DOwvEpjGRsR+1VkWQ9RBAZWfJkYmv3G0PjLXxdVJUAd5Esp3bmzURQoydEVXetywB9fYha2tHbphZiNcEyEMY6doPmoSRU3PIrbb/PxTfTAiY23UsvzZWZa+54kWmNLdveZeX28YyqAnlNnVqgZD8dIMRMpRpd9Ju+PXpUUsRRFWBnFTePi9Acdw2VujDuFnSjtPFtLQwHgMY95DN7whjfg5ptvxgc+8AH87u/+7mmtZ08HExeUFaqqcnQ10N1MjhcddbhR/n8wtjPgYDCh62GFsw0mqmorGSQcsjoJwJeC5lwvXWqDUfQzG0i4AGIRP6CocVnqIULUL3NIFAZasty9CIdL6R/Aq6KngYjGL1vOIRPhx+WfZeHNi2LXStJJxBUXfL6euVVG/xBXilSJZQqDKNBTUb6fBX7soagi/USgoVhiMlTIoqvfSAQVHPH4oeZeK5d5DgQQ/DtTAQQfz0tQh8BdPIOUhz23XdWILOAa2BUFttixWo9SGXGgQNNcwBAFD3y+4CGfCwaMCQIOGtebD/2go1vGBOmUeDtTQc9M3o+2Pu7LVlcJLOgzR86gKtaa2c+VVEEFVSqVWNnrjV+bQTk1r1yjqqAxzfEdBSklnvvc5+K5z33uaS2/p4OJESNGjBgxYgijAHN3sKeDiYeVJeo4zcEV+VrjZNHRhbMUM5GjACNmYio7ZuAAq8Y4JCUOld3u44zDubJMthenYUcXFswyO2YmmrAfh8rQ5a02KCwlXNWAtmLMvhCQ+R1UcJT9kAHUKqwFZyniigsuWnPzLllXUKWRSbuURYG1Ii2s5CkL/gY0JMaMGRCeQjGMSeDHI5uGUpFFdOQ5QcfBMIZpFVGmm5d7UCTe+HkfDVp2Fc+ImI1YVgECrM5G5NIpMXjqhpi4EhItdNCGfc2uzzAh8Zoxzj9iWhQdm2B/X8w4zBNMAD1siDWYD6QmAs+JSIC5CoMRz0PbsKW1E2ByMehJrd02E0uxVXRVZPNyE0Yneo2k0hxDvhP0N0pzVPa+t87ZPBHazE+ia4lfm8Rg8OuSs4fO3v8BxhhM7A72dDBxYVVhUlU9IxU6cb+tFHPC6/KQ8/o4gIzRDACIhVMuE1W+bg2pgtRGWYYVHJEugmsogguR8ogamC3C4CGoCrA3EMUfSok0Bz04gnSGMNRo0AUQhGUPrxiUF0113VwFNK/rx5FZNj6GFddDAL3UBA3z9Ba/ucWpkZx+QhbeBIunRowKjZS4RiJOScUpECAsB6Ugg6epVjGyKmQRBB6xBiKGjLQMywIIYFj/EJSQsumxJiKu2FglGBlC4IypCwjltUC8My4PLJz+CN25RsEFpROA8KHCNQoUGKRSIHyZ2LQqnod/T7KcFGEwwbUZc22C1AZt/7ox2LAGexRM5FIgTit2hpUdRbkZmsOx+158LfH0x3puWuZaxDbuI2cCtQPBxNkmwHwgsKeDiYeVElPLTEzZQ+U4awBEUfR+Y3BKqehtZJZcb1n4Uk6eIzwgmDV2zD5EuogDrBw0droEAN2GXRN18PBSaGygYSKWgUOIwrMV0Y3aPayCQEJjpwt4cs8Hbq3Nbxo518tUwMLFkPQ9XONQxoFAJMDMekbYYQokuM7CsACCH4+YiUgyP0wnoXrBIWcjhvUSHKmggSPVZnw7ZZ5DpaFxABF+T5qBoHVmxyWmAeG57fQTbpzXBS0U86Ng66IApxJFMrgAwof8uhD57qQsMOgxEJnAIAggEtPi9W5pDbWKTsIYFyCTa2fglWGndWwMsRxbUNhy35l9cQJ8ACFaFqSL4DrjQQK/7/Frab8U2etsfyaY3y1mYsTuYE8HEyNGjBgxYsQQxjTH7mDbwcRHP/pR/OZv/ibuvPNO3HPPPXjf+94XqD9f+MIX4l3velewzDXXXINbbrnFfb7vvvvw0pe+FB/4wAcghMB1112H3/7t38b6+vq2tuWCssI+SnPQD+I0uBA4ziL3taJwJWQ5M5m4JHEtyrdzzcR+6Q2o9ouI7kvQeqkKDoCp/Vk6g6c2Uj0eupJPr4JXykBI/wbHkWIpAJ9OoN99JiiLsIV5E118Q+kN2hbXctyyCoHTHjOnyrpcRimQVM421XKc1h2XdsapDT5PKrWR0knQeMXabPdalSdST1J4A6vUNEIqrZBKbZT1UM+NkI3IaSH640K2gY/rjc8wEik4bYgsQkZHKcZawKU/Ut9F3zORBSbwv8HY2eK0BL8HbNeoKk6T5NbNy1QpzRFoJhLMxJbxTctmxuBkZNDl5/N6EN7ArzUGrdBozFZ+hyM0o0qVTKfSHJyRpVJQXunBK9foN3CjK7PCubATGEtDdwfbDiZOnTqFJzzhCfjpn/5pPO95z0vOc+211+Id73iH+zyZTILpL3jBC3DPPffg1ltvRdM0eNGLXoSXvOQleM973rOtbXlYWWK/FUGmgomJZpoJ20kwFl3RMAd/iMV5eLqo9kuBA8KnPMg/Yl3K3gXHRZdcyBdT5clOk7nx1m6ZpvEHzHZ1EaeLToCZnhZ4SbCba8+zwv7tdQll88oitNaesGFe587TXTzFxVMeXPNBgQS3w/bW5WmRZU/f0tNW9MdrbawF93B6Y0hHIaMbby6VENhZV7KnjcgNU0oj7AA6nMpYFjgE25vZ/iHEHVjj4ILSH0IUQMPW2/DvFdltq1jAwYMlUyCbzohLO2n8qmmS2LKbiz5jbQTQ3bfWCj/M72E8sJiylMeWSftX0PdyBKlG+zflDLueCCzWpQyC+f3xfTD1QsWCeb1LmokRu4NtBxPPfOYz8cxnPnNwnslkgiNHjiSnfelLX8Itt9yCT37yk3jyk58MAHjLW96CZz3rWXjjG9+Iiy++eLubNGLEiBEjRiQxpjl2Bw+IZuL222/HBRdcgHPPPRc/8iM/gv/0n/4THvawhwEA7rjjDhw6dMgFEgBw1VVXQQiBT3ziE/ixH/ux3vrm8znm87n7fOLECQAdM7Felh1FTj+IK/y1wFqh7HAY1ZMACuhTWPxtmZcLrgtvmHRAyCBCd/037Nsxf5Pmb9yNZm+unOpWYQXHqm2rU1iFSgYQNDF6oC8W54iJ8KSjYxX0CQExEJYRKsKSzYoNB6Y5UeUMH05VeRArEZiFaZ6+6PffSIllcywFHV8yqUr1WMkxT5TiiBkJYHnFhKxsL4tMZUdZiV5aY5XSzsFxS9wuV63kGELumgjGN+E0n/rrb9ugoJQJOids3wylSYZYi3iY0hJcgBkLLQEEfUZomASY06Jww1s8HcvNuYTou3OydCQhYAbRN4RLiTF5KmPdip95aXZSrM5SwibTX2anMQYTu4MdDyauvfZaPO95z8Oll16Ku+++G7/0S7+EZz7zmbjjjjsgpcSxY8dwwQUXhBtRljh8+DCOHTuWXOfNN9+M1772tb3xDyslDthggsAfSmta9/LrKTe8XD4sdVHxoIFfLHQjWJcS+znFx5Y3Kv0QyeXNV8EqN+mduJFvB2URNveShfedSAUStEycXiItQ6xj4akMuh1RnpeXivLghJewOY2ENtnURi8wiCyzUyWgoQOmYZUdaiWdBICsTgLIpA8SGolcaoOXVcZpDaL5c6Wl8fevopOIp62KoWth20F2kx49tJ35YM0HHEIWvTTJMj1GY4zzkliPNBNxNcdJm/KYCuHSHzRM5/UsStm5FyV2vVGZay6lS1jVgZanL9Zl9EIlfEn8gUyag5eMjmmOsws7HkzwdqaXX345Hv/4x+PRj340br/9dlx55ZWntc5XvepVePnLX+4+nzhxApdccskZb+uIESNGjDi7obADPhM5cdgIhwe8NPRRj3oUzjvvPHz5y1/GlVdeiSNHjuDee+8N5mnbFvfdd19WZzGZTHoiTqBLcxyMmImgmoMxEydtmoNowVYIbBkytklvuyw6KpynLFJCpKkQ3lei6FeAUISuVKj852+xNA5YrTFU/PYkIxFZWgQnVk+BsLep07kQOYXaGOMYA8WGgX7rcVpWFpEQNpEOmQoRpJC4O1/cm4OvKxBMRqmNnJgy7L8R+knw48j7b8TVGym/EP6mPcRKcKziJQEsT21042WPjUh+z4qpj2A7VzWpWsI28Om5fbfqunIYYl2GHD398DBrAQANQsaCu15yZoKEljRMDMEprTvGwM53yrZbB4CTWmFq9w1nKabG9KpTCK0xSQEmpTyWpTkCfx0SYPLURibNQcPfXgwLkncKY5pjd/CABxNf//rX8a1vfQsXXXQRAODo0aM4fvw47rzzTjzpSU8CANx2223QWuOKK67Y1rqrxqBqDM6r/M8I6DqlPA1uc410Ic61xrqdmjvZaF209qArZZTmCEqfRGiERPbVQ7nyM9FIxMiVyREcHav7lsA0HIOmpXKv20EcSMTUqpuGcJpMzCcRlnwGlRqCNX/j5Wiqr5EY0kbQsDeg0mgWGooZUvHlGzvMqzfoWKcehKsGEKugZ40dBQM8tVFaXcWQadXpVHLE8w6B9gevSurNEwUSqWtmKMA4nfRhXlcR7pvcPuGBWy7IWKsEpjJMTXDNg9NFsOHKVm9Q2qMqClfBURYFZrbqY0sULrCgCpJlaQ5aB/3lacKJCG2yc9UccQlo0tRPCCgbRCxmVCg74mzAtoOJjY0NfPnLX3afv/KVr+Azn/kMDh8+jMOHD+O1r30trrvuOhw5cgR33303/uN//I/4nu/5HlxzzTUAgMc+9rG49tpr8eIXvxhvf/vb0TQNbrrpJjz/+c8fKzlGjBgxYsSOYvSZ2B1sO5j41Kc+hX/+z/+5+0xahuuvvx5ve9vb8NnPfhbvete7cPz4cVx88cW4+uqr8brXvS5IU7z73e/GTTfdhCuvvNKZVr35zW/e9sZvbjQoC4l9B2rHTvC3Uy7WW7OUoBM5MfFTrHbm4CrnuGFUyshlrQjbWk+LIim8O11WIn4LLDjVuqzWf5eFmISqCE2skg28EL4ZBX/ZMvyNKWY2eHqJiy5L+OZmQc8My0osS23wXinNQncW58ybgpZvGu1TG7GYM3qrTjESRpml9tkxuHgSyL89p1IbfH6ROI9yFD/Nt2z8ELQybrm4BXlv3qjqKTk+uq64p0ew31e41mTMtDCWgY/LWpJnRKxCMhGsEChrgf3283pZJv0jNpQKRMUbWgeVa7PEvW5qhGcpjMbUpI23OGJr+4kIjeJWEaGvC4H99vOBuLIqxQy2Y5rjbMK2g4lnPOMZMAM79n//7/+9dB2HDx/etkFVCls2mACA6f7O3vH8aRk8rFwOPaIIZ0K4wGLoZItVzoHCmdN40YXjHngosGh8d9BcEDFkaJS60Q41Tgpu7gmzoJxTX5O44fA+A2DzphA39eIITKwGlgXg9BKpFAg/BtwN0/XzSOgkKhRB+oI7W/aChkRlBj9uxqY1UpU4QWojU7kDhIGEiR5u9DkOKoaqLIKeG5k0R1D+mXjALQsglo/bbp+F8HwPenOwICOHoHIm2u8Agk67Oc2FGxcdg2WVHkDaKTRVERPs22h82QiXbiprgYkNLKZl6VIb3ImSKjl4tZqbTynM7HxbTHMxNaJXzdFkxIRx9VTKTXZNZAysbCDBTav4NKrQXcwUFrPurtPMdyfNMTb62h3s6d4cmxsNpI3T6SYxVRXO3WddMaOH0EkdWtM6K1pmc5sCvQnELapTngYkUHINvTIloGGDqPAGmEMqePBlgCIbRMQ3s9NRJp/uxRiXidI4+huLZwGvlwgCBTZPLLoEvLMen88dg4SnBw0HQcMibM7FxbKxliKYj5WWJstEI31EHECcDpJvy6L/hlwEQYP088nwYTdktR1/Z+97M2/yHH3GQbgAIJ4/p5PoXT+MheBBhErs+/4y4fbE117MTgB53UjMTPBAIw4yPDNRoKwFyso2JayEm1ZPS8dYBIFFUbiXIgBBmSgXl0+LIggseEMxfi0uuy4pgKiKUMy8PxFYUCCREl1K7fURi1mLxZyGR83E2YQ9HUyMGDFixIgRQxjTHLuDPR1MzDZ9miOVa90/lSht745JUXTKaJvm2DLGm68IMVjJkMrrT1gZYsp5kSjDRdyDQ/XfmLaDgN7OqOb71RwhBc37BnD6M9XcKMaZXlS93hxBxYYfF9C5UWknPx5xlQfP7ZJOomHGVL124gGzYJKpjVRaI3a35NPcuqLURoqRoB4rKazSj4MqOGh6rJOoap+jz1HvZZVvAua+O9YLbLOCQ4i4rwYA25Bu1ZbsfZYi1LHQ+H4KxB8rk2Az+Ppz2+6GE/ukV0WzimbCMkX0uawE6qmtLms06ollV2uBcyc2lSs6c7xTLAVC7MEpxlicVApTKg21zCDXhxFi6j6utOIVadzZkpfBxxoJnoLk90BKbSzmyrMUu5TmGIOJ3cGeDia2NlpI0/Tzou6GU7kL9Py67ESYiTTHLLLCzSErxoxTHkXhH1AqpMtzdPt2g4u4fG8lAaYouiZG2yiXO90LkesnsgFENC7O2Uo2H+1fyZafRgFdLOLkxyAo02QP/K48NB005MSYbaN77pZu3YnjmAokVj3egZYh8jUAqMxTBPNI+7mqhZuP0+j9h1ocTCQ6hK6oo8iBRJbp3y3ANRS9h3xKdMmCAdKx0Lxto5MlusHxjcpJVy3RlZnfnvKdAKJgT8T7XbFgQrrfUFYiHF50V0o9le4+BoSpjbU4zcH9K9g1PGOB2zKdmHtxKrxrJU/hTkTY2IsHGmsoWDqjjTRL1t+n2R0B5ojdwZ4OJkaMGDFixIghjKWhu4M9HUxsbSwgdP9th799tI2v9jgwkZiWXVS9wVr2tkBQ2UHoOcTFFQZ2fFw6FZQ/NSr95hu8Ia8WocdvfymRGDBstMPBVc65VsuEJtov9Jfv+lUYDL7fwp4bfQFYqoSUG+PI6HjEJWha91mGXpvw3lttv+dGcKyUCehyms7X5+bLvO0GVTlxqS9VXwyWbHZlhQACVqGsBGQlXGqjrGRYPVB7BqPPTIjE9+TofbuP2abH5wuBjk8hu7QTr9Rog4oOm/JQylcv6f51nWKO4mPaNBoqqtihYS6CzRrIDfVHSfbssG3co2PHp8XDspKoGFtUVgrzmU0lTEuXCqinkv1O2YkzLds6LUvngDljbpi8GdisKML7mxCehc38Rol+2XWuz0Zg3CcE1ii1MWepjZkKRJf02+bz3XlEj2mO3cEeDyYaFEr0Uhyc0g5V96VLe5xbSTT2opgZg9YOp6xnl3W5DJpHqbARVOieOKyZSNlop0o7AeYvIUKKuzccpT/aTACRs83m5aN8n2wXcaojHh87Xk4inQSvrU/6TETTlAp1EqmUUtwBlNtkG51JSdmURVyKSNNSiFMcuQACCGn0XtUFpSxqEVYF2GEKJFy5YfCwEtG6aFhmvSUoLUbw5cL2nDDh+BTKaJiOD99uHlQIndJW9KFUOk3YNBpNRKtTAKEWmWvRHvdUgBgjV5LbTRtuliZrwY5vGxwfWUlM7L2pmStUE9JPhIFFPVeoZ9J+LnGOXWa9FNnAYssYV1kx07pnqR2Dgvk4UAe6Yxh0SGZVbFWU2uDaCF/NoXzA3owP6LMJezqYGDFixIgRI4agzJkzCztQzX3WY08HE5snW6ANKxViSlqryg13LAG9tUnHUuyXBQpp35IGelTETXFKRqm3KjRFSr01ZevklQnq3LcrzqPhlAAz9iGYI21OxdEa4yhQ9za65GJcZmTlPiN844krOGieasBbYsJo1lj4ahiDkGKoUiLLVFVALiVF1RtZijxx7ApZ9NiJFBsBhNR53OOBpzY448BFfDEDkZsv5zNhCn8s5zBJ9oGzWauCWCR3TAHXp6KshGMnhBIQwrh9ECNwtmTHqnGiPhWwgf1hyxgu+hUfy4S0HMsFmD69E3jBROyQtMe0qgSaWf/eFLMU/d/DWArnpimwTj0/bDMx7vzLq7lyiK8/LnpOtSaXOqraYKkN7t/SNg9ONYcc0xwPOPZ0MDHbalBYHlaxh7RKPKTjC7Ge+BtLWckgnzyR/mKJwelPpdLGRUMWzanStlXBTYh4OSCfTn9TBlZUycGbe7nfEgVRsf1uyo4356S3KlIVHHyYl6PxPG2gpWDrKovCHZPwBhY+OGKbbF4VkAz82Hl0uoZTsaNlLoCIh6VNWVSDQUKY1sgHHX4+ly6TXeng3B7LVptksBA0eKO/S26wPJCkbrH82NlDjypOy2k7oQkDCn7tmejhr6K0Ij2w+PUXVxXQ+sgGPWWCNYS4TJTv0zhdFQ+XVdfhtWLHhAKIshKo5zZImJVhYDGTmEx9dYefz1eGcF0F2XRTMNEY4zqV5gysUnb2MhFAcGfZRaOD/buYK3dPjPUTrppjl+y0R+wO9nQwMWLEiBEjRgxhZCZ2B3s6mNjaaICmTyFzuL4J0Vtou9DsTUBDzPtCt5yZEBAL7/o2yinDo+ANObIATokvl4EbEcVMRMp/wrEMbB0pNiIWYw7RoateZLkKjtQ8ZJ+da+iVU5abgHWIjKYSKQtKR6kEG0GfaRmOmLXIITad4lim9qe0RlCNEQktu/F946MUG8G9JQrpfQharYPqnZihwsDwKswEZyemQjiGQxYFQMxf0TEvgPWjUHT9aaAJ15lijrgYk5gI/4bcBm/INL5ptGuFTRVX7o05cz3mqnB6bOHAMY3TS/xYyU1fzUEiS1m3mEwoldFVc8wnrfs83Ve55el+xkWaxLpSCqQoWW8e5I9lr4rNDlfwAtlFowKRM9+/nIHgYsy20YFIczfQwrdEOJN1jBjGng4mZpstCtXXTBh2wzGRZqKxJ/9kWgbGMKlSu1SJHP8eNxw9XHLBRNzvgVcO0LgUsp7/skimNvoOmN1n0kukSkBzzb1a5FMgqzL+8UkW36job+x4mQsgUo6klOJIBW5xnjnWqrj9n+ndEDsncsRGTEMBqJtn4GFD6ZAq8bCJtRE0ntPjQTqDVX3wAGKmlDvu84E0FhDeRIfcE1MI0hp23bwqALQvhUDJgiban06LkNin/FjxILKhNMe8T6vzskTuhNqVkmoUBe3TCqL2j59iSRMz4yp7unU3rXLDxuj09Ws1MXSsZC1cQNVEKYvGHt9qLjGZKRY0xJUePjXil5f9c4d0GiylCxS9+5y7Boy/N80CZ9jQTTa+zihYCIM7HoDsTppjbPS1O9jTwcTWRgOzGJ7HMwFleAPSJrzAmn4JXaw9GPqOuOQzV4KWYyO27YCZuMGFboleA0LlfaSXcG54Jm2hHT9c4r8prcSq+XMeSMTloLHjZS6AGGptnGrOldOq0DHI6SRWKVHkWGopvSSAkFHwELtZOovljC6inpSDAYTzGkDoq5JzgM0yEyvuj77Y1r8VT4VwzERlvN3z2oAvSoyAYYrKP/kDi5clUpAxnynnwCjLEpO1Kcqqst8r3TAACOEDCyH9dacVF4MqNl6x0mEFRYGF1kHAMdtcBExFPekLMMvN1gcPU4n5pGSfW7dMNS1daWk9aYOAIyfEzbl29vdzWnAcCJsXcTChkrqVbj4/fsTZgz0dTIwYMWLEiBFDaI2BGDUTDzj2dDAx22yBNk2DEuKyPcWiah+t62TZXFzylf2ORMoj1lTE33+6rESvJG1Ju2ghi5BxQNqoqpfysOuhebKGVssYifhzphy0V6URlYpyNiIoGY0aqq3iNhpXb2yXgQBCJ8dlb9D9tFmajVjVgCqni6inMstGDPWiyRkZDbWrBtJamooxT8lUFb39snRRUGYdmK+JwWuPX8sNYwI5/c5TG4t5290zABhdYLK2r/v+qkI9nToGoqwqCElaE8k0VPnMOzEO3TZ4BiIcrxyb0TYLaK3RLDpqVTUNTp3oBCKFaBzjUE8lyk2mmZi0qCzrsLavCnQSVFpaTUtUm3SutKgmMqmxoTboNExIppVSzERUGdU2yqWRVS/l0U8vtbtUzTEGE7uDPR1MVPUEVV1htpnPdfTdMX2eNV1Cp52gindcBE5PkAlgaQCRepil9A/cPrunmciILslbAugHBorRy7G3BJ8nftDkYp8c/R0L8VLloLE1dtzQiwcQXHQZlnyqZHoppZOg4Zy/wKClMtNJDD3sYq+PVQMIwN/0U/R0F0z4IIO8CmbGYKaUt1LW2gUQWyylxYOHWSTABNDzGEHmcw4p59KqKNAK4c8rRqmXRQFJnTALn8dPneP82HEYdqzjsmCe2ihsl+F63xST6bT7zqpGPfVpjrKqXTpDCOmCCK6dkCyw4GkMggsmgvSHdp+1UmibBm2zcNNoeD6bQTVdYHHivrkPGGadAJO0Ec1MucBiMi1ZANKyNIlAPWUaiol0qbPuPPQC3dQ9J0Y/FRg2WEv6e0SpDRp/umXWI74zMawsGjFixIgRI/YwuFfOmfx7oHDffffhBS94AQ4ePIhDhw7hZ37mZ7CxsTE4/0tf+lI85jGPwdraGh7+8Ifj537u53D//fc/YNu4CvY0MzHdvw/TusbmSYW5pdGG3hS19s2XtDJOdFlNy+AtlqJ41WhrFOXfOHLNtQinw0IsQ7GCCLRnoBMZVQFe1ZyqzNiyb6g0Pq7ySBlVnc5FJouogsOOr6KKjbihF2cj+PJN4+nTgI1YRGZhkejydCGEgNY6+/bGRWyciYgrODgbQefUsjLPeuoFmJyNOGnfgjcsE8HZiHkizUGiSxpOCW6BPNOUOuaxOyyN4+xSoxRAb/Rae8Gt1r6SxxhMpWcCh65nXrUVU+9cCOjOgxaY7OvYiMl0itoyE/V0DfXEMxOyqlDVdbcNQviUR0aI2X1vXozpx/v0h1IKqmncvB1L0bER08UCi/nMjV/MuuFTJ2bY2myZ0NKLMedMjFlP/fhqKlFttoG4M8XI8vOTV52kwN16Y8fYsBdS/xiEx2Z3mIkWZ/7W/ECWhr7gBS/APffcg1tvvRVN0+BFL3oRXvKSl+A973lPcv5vfOMb+MY3voE3vvGNuOyyy/D3f//3+Nmf/Vl84xvfwP/8n//zAdzSYezpYKKqJ6gnE2ilMNs8BQDY2vSHPXYd5DDKuAtOawPFGu7wklF+kQGAWuHBTuvsjVuR1huiGePGXmEFRz/NETwoMFwOytX+cZUHLwdN6ieiz7lyUEpx0LhUaaiMPq9F6ZCgM2jmIRLrJCiXGzsnrqqZoHPJKNNTvQfW2JGmBfAeD/FnoB9A0I2+nlCag+XO7Xxb6AcQfDink3BVPDxwRHhO5Ko5VgWvyuH+IK4slB6uUqK021YVhRveYsc3pVlKPeT4sW4izwier5+s7XOpjXo6xXTffjdMqQ6g00y4yg7hKzu4ZiKlnwgChyiI6I/r0hw0jgcTbbNww4vZDO2+hRuez2aYb3XBxWxzFmgrKhtsTiZhBUg96ZeKdr8zLCOO9VdLq2kS1U8UaKighDRfmv1Qx5e+9CXccsst+OQnP4knP/nJAIC3vOUteNaznoU3vvGNuPjii3vLPO5xj8P/+l//y31+9KMfjV//9V/Hv/pX/wpt26IsH5zH+pjmGDFixIgRZy2UObP0Rsv0RidOnAj+zefzM9q2O+64A4cOHXKBBABcddVVEELgE5/4xMrruf/++3Hw4MEHLZAA9jgzQW8Q3b+OlpxvbTqHtVTfCkJPmGk/l8pA2XmVko6iTq1nWUplu8j1IRh0UsxUcMRGVQB6F8aQt0Q8HKc33LQlvykWX9I4AIHnf+x4OS18Qy9uWkWGVkD3FsqFXT0/icQb0KrulRxSeuFfr8dGXF2TcUEcSmdw2jn2GgjYCJ1nI/jwlv3MGzzx1EbD0h/8HMDA8DKkfER4SsqJL+mNnr2l83TXVAh3TnEhJv+bQmxgxd+KZUnpIX+fqKdrbriadGJMP42LMSsmwJSQLL1RiJCdMCy9QVAs/WG0N7OilMcyZqLd59Mc7b4FFrOZS4EsZjM3rRNqdnuu2Veimne/udoUQQXIZF4iJertt6gXWcbN/zaW7lD5Bni8DXycCtkNtMag2KFqjksuuSQY/+pXvxqvec1rTnu9x44dwwUXXBCMK8sShw8fxrFjx1Zaxz/+4z/ida97HV7ykpec9nbsBPZ0MFFPpqink67kilGJpIpezJSjpBcivtD9T9fKBI3C6ALTNrAI1PjW3je+uLLucRnE8wtZBMus5KTYc7rMG1UB/dLQwXJQO+wDEP/5dJAqB427gQbVG2zaVAgXdASdQVXfQCfoyrqCTiJ3nOLALpW+cJ8HAgjAq+ZzAURsOtUNSzQw+PaKAQQfTqU5UjoJGm6QrtAZOtZxgMhPV0pltSzwc4EES3NUtJ1ME9OybV4TspdS4uCVBH6ccZU9gA0mZBck8PQFlYMCXj9RT2yao66D+SjIEFI43cRQmWi3Tf3AgpeGAp1ugoIGo/1wu2DBRNO4NMd8NkM99QHEYjLDYjocWNSTsAJkzvUTmdLjuJPsKi9QcYA+5ALMr9G9hq997Ws4ePCg+zyZTJLz/eIv/iJe//rXD67rS1/60hlvz4kTJ/DsZz8bl1122RkFNTuBPR1MjBgxYsSIEUPYSWbi4MGDQTCRwyte8Qq88IUvHJznUY96FI4cOYJ77703/K62xX333YcjR44MLn/y5Elce+21OHDgAN73vvehYq6tDwb2dDAhpLSmMl4kJavKRfVNo1E2PuXRS3Voeuvxu4GL+rwQqXub4G+eqklbWgPDwk+CUqbPbiwzP5JFj/JdtkxcvREbVWW9JaI312QKZOmv7JBrNc7FlNwa27UgZ5/XWMrDtRnnSn173FJpjpTocjtIppIy43I1/EOmU7xKg1rNfFt3hlMbGQZiw775cvZhw6Y4eAUHF11SqmrO2owDq6WrUuA3j7ihFwA0WmHN9rsAiS/tGz2v4AiEokWBxi5visj/YMW0otJhKqueev+Isk6xFHUwrWKVHZPp1LEQsqogxbAIM7ltjKVQLBVimO9E2ywCQ6uAmbDGVsRKtPu8ODOV8ljMZytVgPBzsppK1w49JRh2lUmZlK9rE8DbxOds6t21uHumVTsVTKyK888/H+eff/7S+Y4ePYrjx4/jzjvvxJOe9CQAwG233QatNa644orscidOnMA111yDyWSCP/3TP8XUsmwPJvZ0MFFWZXdTqGt38VV17QxfmsXcPWyEVMFDPrwxtdDaX2CEQheQooDQjMbWfB39E0zIAshcI3Hw0SdCo/VsA7FpVSr3TXqJVGlorsojNqmKHzz8e2LqOzUuLgdNVXOQ4yV9nrBpQWfQ2PEyUPGrZDfQpWZh2ZLPvG6GBxA+7xyr5tOmU+RaCdggoQ3TGhuZACI3HKc5ggoOu81BqW+iiiMHmTi+QP84tnZ7yqJwwRGlOahqo2QVHLOiwIxpK3haLn4JWKXCgP8tCuEMpoQUUQARpjyqiU975Objzphum5Y0Aks9NEkv4VM1UxdoKGZm1Sy8lqKeTrGYzHylx1DKYzIL5tna6D7PZwqTub/XUQVINVfB+SorEQQXy5x2/e9KX1+rmME9UGgBbO9uml7HA4HHPvaxuPbaa/HiF78Yb3/729E0DW666SY8//nPd5Uc//AP/4Arr7wSv/d7v4enPOUpOHHiBK6++mpsbm7i93//950YFOiCGLlikLvT2NPBRCE6VqKrBfdulU4wVQhns9tdBNpF1m3jvQK6h07/0S5UASMLFNpH5WEw0T9F+fR4Pq1UeGNkxTT827frsJj6Pu56SYjLPAOWAv1yUMD7SiTLQTMPIC6mBEJvCbBpqXJQwDte0hsu96BQKu2mR8KuM9FJAPn9HTMScSvpbli66SlhJQ8gAp+ItrtVnWIBw4YNJFJsxEYUMND4LaMx1yYo8aXhZkB4y7EsOOTj6e/cmKB9PNe6BJ1BGRshtXbHNNDo2N9Ew5XI5O6ZRigGd1YUMvSJ4JbZpIUoqwpCCKR0ElyMyRuAcfGllMPBRArErpnIETMeVlqhmXnPiXo6dQEEBRfA8sCCf6bAQpQKFes6Gusnmkq5z76brewF08vQbzfQ17o8lPHud78bN910E6688koIIXDdddfhzW9+s5veNA3uuusubG5uAgD+5m/+xlV6fM/3fE+wrq985St45CMfuWvbzrGng4kRI0aMGDFiCApnnuZQiU7JO4XDhw9nDaoA4JGPfCQM2/5nPOMZwefvFJw1wQR3pyMPfSEFi/y7iFhZnYRglLhdg12PQQumkdAFhLIUO2MpgHT+kKLwoBqAaTDC6fQ9sZueCRtJcYo+0tikjKo4VIKJ4EZVy0pDyaQqNjlaFaSXyLUaj8tBAe94ycsFC6omiZXhsQHVaegkkgxT5u2rc0Qtgr4tvKXzkC6CVPQNDI5zBsIOn9QapyJmIpXOyFVzxGkOfqy4URVNA9LNujiqBDvBHS7pL09RBSkT1thLFkCpfVUOMRDTOB3DKjsmK7IRMfzbMKtykjJwrnRsppSQVc3SIcyoijEWMTMht5HqSG9jWNlRMzdMXjJaWZakaRZQlp0AOpYhSNXYNE3MUsyqUxHrUrl1kwFW02hUVchSpEpIVaPd9VBI75Q51L/owWYgWmOAXdZMPBRxVgQTy5zpCFoZLwoSBlr4YdI/NFCoMJBzYoFBy7wHuPBIiiK4gHigkaYFNQSES3UIwYKObWongNBCG0DvIZIKGuJyUI6duJD4w2aoHBTwjpeU5iiBpE6CBw+U4lCJnO2QTmIVDxEKIAAvrAxr8rvhZfbXJykAYM244vQFOVueioKJoXLQ2FfCPZhN6Gx5Oh4SqfQUYNMZ9IGlOfhxDDqDChG4p86MwXRJINsaY9OWZ5rx7iO+Z0jJU6W+uVdZ1364qlx6Q0bdROP7zirBBQ8muOdEWdWueZhsmiDIaBcLzK3okoSjAIL0R1wCK6sKdUpPMffByGI2w2yzM2BqGo3JNOyknPOjMIoCi05QzuUhqX2wW6LLEbuPsyKYGDFixIgRI1IYmYndwVkRTOQ88YN5ordUJVn6gJWSCQBaUvQsgmV5xUTAMigTvD21yqxUHhptoRNkammyb2PuLXvFkmKuQlaMhQDCyoy4JwMXXsblpavAl3/2325TLarLhOMl7+exIOo+ahoUsxQmwUYAmcqNAVOemI3g7cTjt7NUaoO3fVYCOM7ZCKWSaY5eyiMzbWaMYyNORWmOwN0yc9y2dQztvGVRoIzEmYqlpUBlnlp7A6qicOfazBiUNtUBAFMjstVDhMaYrjyU96NhQli6xlINwejzYMWUSDOQhRRhwzbBHTA9SxFXdBQJVlRmviOG0gomcscEgKqq0FgxZllVaG31GtCxCdIyC81s5lgKGZTAduzFIvoM9M255jO7rvkMs82WmakZaCXtdhpUzNTPpfh0AaOK6L43zEI8EIxTCmMwsTvY08GE0cq5X+qElS3HMtUxr57wVLkGIBDrIZLLx1qJTDpkGFSJULi0C0/HLAsg+G9c1SI5X0Kanj8et3I5KHvw8Jz7GktlxI6XpKHgHQgDnURgzdulOHJ6ihziQCLVOVFwzwjb8TPnYMlr+LdsQHZSKZzS2gcQLLA4rlQyYNjQGie1wik17C0RDGsdlIPycl9g+MHKQY+/KhMEAlbvwgINxY7dLEpv0LbE55rKbCf3OwFYJU3GlZGDeyIQctT6snvGqogDCZnpLpoLXgBAaAHYB7tW2pWJGqVcYNAuFiiEdMGNEAJl0y1TVbVLcwgpXIUJpTx4tRvXlPlAzadqpJTWt6JLeyhlMJnaY60FjOqX0QvdHZsS3i2Y7qN9t2AR/B1xdmBPBxMjRowYMWLEEHYiZNyZsPPsxp4OJtqmRSsbK17yb6jG1TFriDJSgyec3HLoIuuOnVgVWuVTFAL+pFTauG2gaJ6WM8pAy/5btVIG5Rk4pvIqDv6ZhnNU3nYrOAAEKQoAS42qePUGMRa8oRevTQ/ajDOWgvtKrNpaHMinNmIHS6BvQJUSWgJdmoKzDN9WylVqrJzyiASZ9MZ/MnK5jPtv0LEyml3eul6yExZusBVdcoTfQKUxgXAWgEttcAq5MSZgMGKzn5yw352T0TJD551kKY/AhZSnI5mwMbhPRMNBQy6lAzaDKsKMFr5RWWp7VmAkcgJxPl4L1TEVALSQjqUgDx2yTW6aCtKmQMR8xnoICZfKWMxmnR+PS8/UAQPBe41wPw6+TV3rc18Vl0IZp4SRZmIfDDaiNeaMSylXMXV7qGNPBxN0o+jsZ8kxzg8bo1m5V9HrhDfk5BZ8j/YlnNstc+oFFyz94ao3KM/vHDU1lKKcvL9AJdsWrVbblmWVGS5vzcdhILDIjOfOlr3xuQAittZmKY8yaugV6CQCZ0tvUrVqABG7+fHUBi/5TOki+m6WPrVB2gggDAwoePg2M6fiKY+hYIJrKFIBxJbWmPPgQdc+cODD2Z2x6P01dplGLFDYwAJMP9EDO/bKGLS8uZcFrxaiacsCVJo/1UitEGlXxsK+MNBnY7SrjNA2LQrY8ks2XDYLNAvvehkEIIK0316Y8AAAdX5JREFULxKF8A92Dv6ikNNJrFp1JqT03x8FFoWUzuG3q0KhwEBgwapLKOXRfRZJYy2e2kiBrLoBuPU10Nl7ZQnB7mFxR11ekmuvq3JMc5xN2NPBxIgRI0aMGDGEkZnYHezpYGIxn0HCdPXXZD/bNI6+lIm2upK/zSSaNm0HKWYgbiU+BIrLnd9FwltCKy/ATNlDB1a1jMFYBav4SZyOirkzpoo/+3RHwFLYeapEysN7SKhkC2POUhg7PiW6HEo9AQirNpj5Tsq0p0trhNbY1H+C2AQAON62gcjypFK4375tftsKMlPz5ZiJuAdHY0Vw0GtAu26H69XYCA6x6P7RMvTZgvZiK9peWiNIZyTG7QRahOez4McqwVjIiG2SlXBpT36fiO2rtdasudaiR/XTsLEsQdP09dB0PYfW+CIQetL6Omv9YXaC/sYsBTEfxMDmlqXhxWz7HhiAF6jyVFGzmKNl+53uTVQdt8wfZxUR7U5jDCZ2B3s6mGibBq0QwU2ibRoI+6sqZihUVtJRoN1nkaVJCbEKeRXEAcYqwYUifUTCRIu0E7TunWiY80CVOfEHSdAlFGmjqtiYio/n5aBDXQd5M69uXLi/hkAPHV61MZTa8MMySG1wA6rjNpWxwVIZFCR8236+Xyl8W9mUh9KDbpgbLJ0xowCiXfcPfz4cBxJxUMGCBDes614AkV3mDFBFabC4OmQVxA+fVFdLKt2lYK+qFBrbdZN34Gybxo1fzGedZoC6nS4qF0wUUXqAHqqy8vtWag3BggOhNYxNhxRaJtMeFCSs0nk0N0+JOphnu3qEuMolLrEnR81OU+JTRdQbJ9CqqGKw2iwV+O2WfKI12IFgYoc25izGng4mmsUcEiZovytKuDroWBzH3zapxA/IBxCn0w2wj+VXjFBdK/DQ98KXieYCh7jldgo7/aaYW3euHXVKM8Fbi0vGRkzY+KFyUB5YGL7P1PJAgt/MAJt7Z426UudHSiOxChvhgom2xUmtGTPR4v62z1LE+gneNdS0+4DFYfvj6j4bEQ/3fnjEPsTTtolU+S/QL/2NbzC5+HzokZps9x55fzgxc3Sdl5XAbNPrqUgHwD0WWtulczHzmgMOo/rXeSf0tsJM64wpSVs1GFjYebTqlYouCyxS0ymgaJtFILLsbS/XjdjfU01CB06y6VZKdboR+3vKpvH3o6ZBs2jtutg1VyFp9w9Y/VHixY3EyiPODuzpYGLEiBEjRowYggLOuE3XaAK+HHs6mFjMZhBad39ZasMbB/Wb1aQc9HiunMOXl53+qRiyF+lIXAvTOW8mjKqECFMbKvGG7tZD5ljmzBgJ3kMhhVy/hpTrJbEPwdtqpk+HM60qCihWnper5uAmVUCfnVgGSnEEDov0hlvH1RzeqKeQRbY1eJzaAOBYCUpt3N+GKY8Us7GhdaeLWJzXbWy77tmIXGojxUrE6YzUdL7cAEsRm1nx48gbtqWauk2FwFSIIP0lo/XQunIIGAr2tltwxlEWkVbKp6Sa+QyVc4/cCnprxKA3eaMV6ql/qyfHyYpVfLRN07lTur4dwhlLVcwpM8VSCFf26bURuaqP2N03aG6oZXLfKaVRVpVbVmmFkoaVcuxKWVVOI1HVdac9Y9NInyGryuvTIpYwZiV4+tBvc+EYCTnfPc2EOMM0hx41E0uxp4OJ+dYWCtVCVgITe8OoJ6U7WatYgCkK51wYlyqtKsIMGngJqq3m3f/6Jx1dVFprv0yi+RRpJ7iQqXP39MsYNh6QbL6dO9l5MBAHFbkgJUd7x597ZaJsOo0vTBg09DqFEvWvo5vZinAPIZviSFHnZeaBJGsRBhBK+QZezBcipZHgqY1AjBmJLgGgada6tAYPIHLBBCGlkcilNvg88XQ2jkpDebDnUld2dnIsBcLAYsqXQXiMp9H6qlUDisSxktFxqyqJxnbAlLU/jm3T+nSoEEmRJQCXBgBIl2Pp/qpBVXdPTFU1QWDRLhbOqVJZP4juOxuXTombg5mqQqHteSW086bQLAWyqq5CComWBSNC+UDAaO+iqbV2aZtO/2CtuuvaD9vmYIKVoFLqpG0at51mwEE0vp8GwR6lOcbS0LMKezqYGDFixIgRI4YwMhO7gz0dTNRTibqWqCcyEFomVfi1CIyIYiEegbf/HsJ23oRDtqKf9nApjUx7dMXfynmaQ/U/03yl6L8pEnZKlBkL7LjrZZzKcCkQNt/EUt/xdtLv1IEgNfE7B1IcuXbv/YoAJg4TaYFuyd5ut2yTLWIQZsZ4ZoGLKW2jLsALLlOpjVOR6NIsDnUbRqxEiplYltoIfuAKVRrxMGMmUseNRLR07GRRYC1KZySHefVOJMRNMldDP0t4t9LUNV9ZJmnSaKhFtyatDGabm9l1BkZV9q27nkx9iqCq0DbUMCtkKYSQKNmbPDEQZV1DuRRB7cyjChFWcyi2TCGZUJOVlsaCzbi3iOsPorV3udQarZAQzGyrYK3WiTVRzSIQpEopfT+PKO1C26GUGrwPphq08WOltuEsfCYYg4ndwZ4OJqZrJaaTEtW0dBUc9UT2AgjAq7xTNc68msNEngRDF8vQNJOZ5lzyZOE1Ado+RKOa7W6aCZwgXUok0kxw+l8rAyQepKdTjseXBboLM9fci3bbUDUHLxFMeUv436kzgZIOgrOh7qC95msWnB7nn+M0B78ZUhfVmXWcdJoJbo3NgowNpVyZ6Cmlg+AiLiF1FRuLQ75iIxVMrKKTGKrMyGkmogCChiupnE5iLQr8ponPQFiVQwEEAExEEXyeMrv0SRRkELjWxm0uO5bcTls6TYtCPZVOY6OmOmgGR+cEd4jspjHbbe1LIXnZOTXNArogoWEdNzubarrX1O6BWzYNq7Lgw5V9aPNl/MNbOWtr30SMAowUeNfRGFIKGO1TOlSqqpiDZmCnLUUQNHQvYas9+GMn0m59YYdXH0ys6ogzYi9gTwcTI0aMGDFixBCUMWfMLJypT8VDAXs6mJjsKzGdVNaR0FKuVoAFhJQaRccywUwEqPzbrtKmE3ct8XIAxIqeE56xUGDCzMhwSagwzeEZDN+Pw+gwzRGDDqwcYCOy6Q8TjWN9FXptqFOKfJ7WsG+XORo7NqoCgIVlJdwb5ZC3hO6zNinkUh6crYqNzHib8ZPGt/neUApb9uYyMyZgI2IHSz7MRZvcjyJIbRAz0a53w6uYU/V+WIaB4MMxE1FudJ/LDVTSihcB1yI+ZBkEKpamiBkHx1IUBfbbN9q1ohs/YdNovjXGSvHlhxCzSDKi0UkwyxmuEC3mWz7l0c3nnTJry0Y0VeXMrSrmTUFshB+uAtbBVXPUfj6eVuhEjZ7p4ELNQnjGoKwqCGKuqBIkIciMWYm48iPcd2FDL/pON11I11SM5g9ZClsds+gb9AWfWfow9gEBgELvUjUHgDP9pjGUWI49HUxM10pMp2XPnMoFFrUI7bOj7oIcAT1OGgb7wHYNuaLvzz28jOpT7TF4YyDYzqT0vS20pwWZFiAuxeK0bayZqApb0RLTxkURkItcbe/GoYDtM+ZtkhO/IU6bxK6XtH7+nUPVHM4me6HDQCHeBxnNBE0H8u6lPNdOn0WCguVlxbzx2cx25uQ6CUp58MDipFZhKiSTDgnMqHj1Bg3ngonkjxsIIjKpDBdI2GCikioZJJRF4QKBNRsI0EN/UhQ+6GBBwkQUOGAfQlMhsF+IIDiZJAKQVJlpwwL1QPOUtD6XKCvtTcYmZaA5cusRAkJ0AcNivoW2WTCnzIVLg9TTKUo7XFa1M3bigYAPDHxw4R64bL5CSKezKKsasqpcyqGsKldxwctMlVI+FUEPcqbN4EgFEGogqOjWwavazjztkKqw4RU1PCVVmdG94WzCng4mRowYMWLEiCG0xqAY0xwPOPZ0MDHZT8xEV9EBdFFwlVDkUwtyQiy6JGitg8ZbWngxZAPtm3P1qgWsqGjJm4D/HhM1BtJouxcOlBBQ1kpasuoSE7EPMRvBWYoiTlXAix9j06F4vtS4Zf08uDcFX46YCP6dMjUMBCLLXqUKeztNMRZAWDWjlFnaW4Wqe5J9A1j6Yw4vuJxZm+sZZyoYA0HDc22Cig8+34wMqYDlXhLLKjiWCS5jBgIImAgaptQGZxaC4TiVsWQaDa87lkLgAGMg9guBA/ZNOF4XT3kUA6cdb0fORde1lnlGMNHor6xaLOYKs1PdPmnmM1S2L8ViPnM9Ksqq8nbcXIxZ1b00B5/GKzti0WawDib0dFUeifSJYyoy9xp+rRitOgO4qO/GTqDn0ZIxFZORZT3dn5XZvWqOMZh44LGng4npWoXpWhXkSHnem5p7Ab6bYBIVp8kL32TLBhaUu68qgQbkv88qPtiNS8qis29doU8Ewac8fHWH2x7tv18I5fL4Wpl+2iNR9TFUahenHHg3SOmyhMVgBUeyHLTodwld5nrJ6Wza/jhwAvqdU+P0xirIpkAiN0xjZ5spHzy0pkt5BMEFCyy2jE9l8HniNAfag93K45LPeHiZTiJ2thxKZ9AwDybq+4LUxrqUgTYiVfJJaQ0eNEzstUXaCABYj/QT61K61MaB6HtSmosS/YDR/Ux2PVe1gGrIWEpAKYl6kj4fZDKlJboqkEl3FS7mCovZKQDAfHMzmdoIAgGrpXBpDyG9odUSnYVkn+MUCNAZYsW6Cu60SSiislEylFKq6yHiK71YUMH6dGwHg3qMVFfmqJEi17rsBsZgYnewt4OJfRLTtbLnVsiFc6u2u+UPLldWpgoACiXIQU87DYaJLGKHShRT4+NluIZCMJ8Jw8WYrPlVWQkYbVwHv7YRoWumXXdZDXdrTAk1y6JAZZ+kCulAgubj5aC5gCFwPmRvnrHrZSp4ANAbXtbcLEZg5xsNcwttPl3IwgUJjfGaiS3LMjQUQERBw1yz8ZHOYss5d5ZpxiEVPKyik4gDhlXYiPo+AJ1Ggj/04wCAMwmxLiIVQEy5toIFCRSk8O+h+Q5EgQo/D7u36gzLwBt90fWfuO7SDzKJ+cy6e9qXkcXMektMtbuuFjOFpunYiPnWJmRJ2qx+kMCDC1+S7sfLqnJ23vVkmi01rSbTbTttAk0QUHB3yrZpWNmrhso4V67CWMRC83jf+u6t4TDtd+5KrDL3lRF7E3s6mBgxYsSIESMGYSoYM9AffaV1jMzEMuzpYGKyVmK6r+yxEVw5zPOqORgdvv0TKN1BnIHQBYRmZU32jUlIPz6uEE1VHMTD7vtomtTOyKptfGUH1w5Q6ST91myaA6FGIec22M3bR/fVRaCZ4A29ggqOVPmnreQISkUTpaGpNuN8HwUuoInxQJhaKpYwUYSsZkIUaG3KQjFmgobnlPYAghQIsRRNlAppja8KGqzSWNXZMvgR+TLPFBtBqQ2gYwhyzETAUizRTOxPsBG8YoNMr9Yz60stbxLGbO4nywJo/HBVU7+IVEpE+fns9bKYKXfttE3HRJDuqm00FnPb9GqqnX6pbZRjLZtm5kpLZVkmmQo3zKo0iH1YzGYoqypKoVjWomkCbYVrDW5Zijahrej+Nr3fDnSMA3f3dL05lDfn4kxG7KyZGxffU4Uo0s29pK/gCFqQr9gP6Yyhq+1dT8l1jMHEMuzpYKKaevdLnv8kylMGD4p8fo6nBdpGu5OdbhzBvFR6KAqX6lhmvx3cEFV0Q0wsr5Txug3BHDATOgKVSM/w+SYJ8SO3SCZUReFoxyDIMOhyEKxSmz+nU2WecZdQ7nrJl+Hz9USWketl6iHB91vOcZSQSnXknDEBdHoJu8oWXoBKAUMbaSiALqggP445G0/zuIAs1j/kdBGrlICmtBCpYKK+D7z8c50FDPulxIFMYJB7+OdEl1wXwV0zKf0xpMGg+ShAbW2KI+fhwn0MfFohcZ5QiW+jUTbUAEuwwEBDLbxrZttoVLZTqGp0ML6hFOhCsxSjTgYX3ffkdRb1ZBqWoDptxMIHFtOpCx4o/eHcNavaWWNXlT9X4ntdd3/zjp4UGGjtu4bygCNeJk5/uMCiYKWgicBAsuMjEwF7WYwOmGcT9nQwMWLEiBEjRgzCLDF5W2kdIzOxDHs6mJiulVjbVwZsRMX6ceR6cRD8m2/h0hxAZxoFACU6UaPURLsK9+ajtXEObkKx7xEiWx7aE2nmhGXCQEtW2ZFIX7QL7USYblqil0VhQvYg1xsj52DZ/XC7IloO4bzxcLzeXm+OxHCjdY91yVaqMAOrZYwELYOBlGlY0uaHA2aBjeOCzBxLES/TGtMJL4F+OmOIgUi1EOfD5UbWgIqzESg3UFVbAHxqA4BjJdYtXb4esREBMxEJMLNpipQYswiNruJ+Hjy10SrPBLSNCo59sHucsVvhRNKEgr0VO9GzLAKWonZspLLfZVkHbVhqQzMGQ7nzrY0YC9pWYDXRZj2dYjHbQj1d65ZhJaht07jURtssgvHthDMY3jVTNY1jLIpEH42w7Xh3vjSLxrVX7wzwKP2hg2Zn3B2UsxQyYvviaqhUNUfQm6PdJdOqZY6xK61jDCaWYU8HE/VUOCvtkllo53wDOHRUJcGDCUILr0kAbPpBM+pOUMXD6lipI6n26QshWHMvHVL/cSog7LLpUx6ug2gxbG3ttBWpUtDEZvdKSxPjZTxf9P0Uo/SCh8j1ku+b1D7sqcwhgnyMexBFQUWQ/mD0MAUNvWE2HUuG+TKNMad3QxtqzkXDcVojVbVRbeEQDxii4IF/5hbY6ykvCDu8agAB+CqelJ9EBR8wtw1POaqeTXqyTJQFgCW6658e7FIW7vwpK29HXzbcPVaiaTQLFJQP2qPUBh/v0hwLHQQX86nK6iworbGYzWxA4dMclM6Im4vRcD2Zol0sXKAhq9q9uARdPoVv2uX3m09tNItufUYr19E00FWwRmcxuk6h1gOnDL17sgGEyNyTd8lOe8TuYE8HEyNGjBgxYsQgdkSAOVp/L8OeDibKkpr6lEEFB1V28Cg4hhae+m4bnWQmgO5NyKmPZQGjKIWiAzV5Rkjt1gEMCzG19q3PNRdgSg1tv1MttKNp44qHXCpAK8ZMYLjqgoSaiqVCXG+ORE14ltlg87veHAmhJu/Hkap6SblecpgBcR4Axu6s/gZExyDHNgVVGeizEpzNOC0MOVryeYh94MOU1uBVGza1cUhKL7pkw+dIiQN8mgjZiCQzEVWADLERXIxZFr45WGG8wHmho3bzA+Zlyd0RN5hib8U6weYBXUNAniKs2Xxt4x00uz4x/ZQHb0RH48m3grdAj5mNxby141ucOnE/qnpiP3s2ol0sXCqink6Dduj1ZOq2p6waKOdhUTsTK+6SGUMpL7rsxJg+faGZGNNEqQ1ezWEMmej5x0d8jXFPjyJOh7A09K5gR9IcYzCxDNsKJm6++Wa8973vxd/+7d9ibW0NT3va0/D6178ej3nMY9w8s9kMr3jFK/CHf/iHmM/nuOaaa/Df/tt/w4UXXujm+epXv4obbrgBH/7wh7G+vo7rr78eN998M8pye7FNNS1dIMGrOVKUWgzN0gclRE8nAXQ0nKzY50yDKDQIhoeQomm16gKJXOMq54ApC3dj6pz+0k3A2iZMeVDTL5l4sKcacMmiQDkQRIAtw4djoyo3DKTttKP9kQqGAN8hlaal3C5p+k7doNros4qCAz59WeCwNLDgKYtV5xsq/1yS2jgkpUtRnCtlEFyss2m5ag4yoFolgOCNwowyLkfP0xk6oZch5BwwAYTBN6PX+QsAraODzAb2fBuUMs5RM6iSUsYHBix9QQEDLy3lOotm5qs+yKm3K01tMZ91N4zNk00yzcE7mKrJNHiwhyWoXj8hpEy6ZHa/TQfBROuamzU+eNC6F1xoV0IapRPZ9VYMuAw7c6uMPmnE3se2/Ew/8pGP4MYbb8THP/5x3HrrrWiaBldffTVOnTrl5nnZy16GD3zgA/jjP/5jfOQjH8E3vvENPO95z3PTlVJ49rOfjcVigb/6q7/Cu971Lrzzne/Er/7qr+7crxoxYsSIESMABG6yZ/JvxCC2RQXccsstwed3vvOduOCCC3DnnXfi6U9/Ou6//378zu/8Dt7znvfgR37kRwAA73jHO/DYxz4WH//4x/HUpz4Vf/EXf4EvfvGL+NCHPoQLL7wQ3//934/Xve51eOUrX4nXvOY1qOvVDxoxEmfKTMSVHNwISkoDxZTIBWcjmJVsLuWRo2bVMm8KaoPOKzuU8J4TtpKB3oBqnU9zkMiRUg687XgVMQg0n2Lz5NDzllihMiRmMBT6AtLu83LbbP426ca5zzpL9a4KdaYpC4shdqcnpoynpT7nmAnLSqSqNtaldCzFfiFwLjEWdnwqBRJXc/CmXZyNiM2tuLDSvaFrHaQMUoJbQs7oLYdUmiOHrE17phdM7EHjWYoy9KmImIqFYyMk2qkVZs7aoIdIPZWsH0iL2eaWXSZsh879Hrg4sqpr1BOWilBkzuUFmCrhrxOmNvpVHvQ9XJDp95lKitrjfS6ZTT33+wnm3a3MwY5oJnamOdrZjDPSTNx///0AgMOHDwMA7rzzTjRNg6uuusrN833f9314+MMfjjvuuANPfepTcccdd+Dyyy8P0h7XXHMNbrjhBnzhC1/AE5/4xN73zOdzzOdz9/nEiRPdxpfLggmxJJiwFz+0r9LQhWviRc6WPDihcii1RCeR/E5lgiCCAoNCFr3ggqcpVPIm1/Xl4I2/eAWHT3koaG0rXahM035HVj+BsLIDmYdhTxvB1ssf47nvDH5nQvMRV3HQ31Q5aCoV5QIvGVHamQdK/NvkUBBwOljWgCsu/0w18QIGjamqass99A/ZFAYN85THOWU3fEDIYL51VqXBm3Htl7JnOJVKgfAAd6Z87xjSGOQ0Mqv2WXG7Ig4gEv1VesskUx8Y3J6gHDuqNAk1E0wnsdBB0zBKjdQT6Zw1ZdUFFmFX48ItQx1MjeaajSYo01Ss50bsuumcMQXv30G/1Zd8UgDB9ROU8gg1S+knf+w0uyzNGJST7poD5k5oJsZgYhlOu22b1ho///M/jx/8wR/E4x73OADAsWPHUNc1Dh06FMx74YUX4tixY24eHkjQdJqWws0334xzzjnH/bvkkktOd7NHjBgxYsSIETuM02YmbrzxRnz+85/Hxz72sZ3cniRe9apX4eUvf7n7fOLECVxyySXJNEdniuJ94AncvMaDqj5MkNoI0iRCoBC6t77tIFeJEA/z2FczO21pq05S1LBS/bemXGUHdRBNsRG8f0ZpTFDZkXN/61VpsDf5nIU3P+HiTqG5/ZX1nIjo8SGsPB+tn3sXbIOhSLZXt+PnopNtmqHW4NzMik+j6bRMyibbshKHohQGEFZznFNKnCu7I0HzryeEmrk+HZOiCFgLowyawHOB3nxD8WLujX8ZUqxD7zqNrvX4c7x8jFxqhVdt8O0PmIhGoVlol8IgpgIAykoFttuS9RBazFTSzEnIhrEUW4htrekv+U0A1v+BpSy85XYFNE3ATvD0RVCxEaVT/GcdLMMNwTjkivdHt9xuveyPzMSu4LSCiZtuugkf/OAH8dGPfhTf/d3f7cYfOXIEi8UCx48fD9iJb37zmzhy5Iib56//+q+D9X3zm99001KYTCaYTCa98c51LWotnL3JyH6rcKBLbXCXPJfySKQyQiMWa94iCqerGIKKKPq4PNSwB1mK1g/KRO2NjfftSDXD4sPU9CvVdKvnWmm3a4jql9EDM5cyAcIHcqq5F32m/cL7cfR0EQnKNW1mlN308PuCUtS0zoIHTUB44aS0Ioim833S8GBA1364XffBQ+x8merBYYe5RmKV1Ma5ssQ5ktIcAofKsterg6bRunj/jHUhsgFEoCvQBu0ifBAvM6DiiHuoDOXo3XhRBCmDXCnidnQVcXM999tcWkNGjpjKaSa6HiC8gsM2GovTs3UbbXPrhmeb3XGfbYYaBh4A1NOpq7TQSrnKDhdYNP2cLA8YeAUJjU9pJnL4jq7M0BWgzjSYiOu7RsTYVjBhjMFLX/pSvO9978Ptt9+OSy+9NJj+pCc9CVVV4S//8i9x3XXXAQDuuusufPWrX8XRo0cBAEePHsWv//qv495778UFF1wAALj11ltx8OBBXHbZZdvaeGFFPrzRT/9GsvwkF0o4X4dU+SdF3NuUSAwiJRx0Hgf8hssdMNnNmDoq8hvdMmttavqV0zkEwYBlI6roAamMcQ/WlG02ELEc0XfGzb3478+LKRH+7kwZYQzaN0oV3rdDmx67kUP82wk9PUgiUOIBGX2m5Zo4MGjX/XAqiKC/CZ0Eb9pFgQQXWqbYiHOkXEmAGXtO2NgZzUxlA4icF0Mslk2V9wJRTl2HDoscOc0EXfOcncx1hSWY6DAz5/isMJPbfHs7beubMfOOvFxbwQOLsupKQ0PNRJ+Z4L9zPlOYbZ5KulNqrQMxZuiMKbP7kQIIpSImImi659enlUY18du2a50/R3zHY1vBxI033oj3vOc9eP/7348DBw44jcM555yDtbU1nHPOOfiZn/kZvPzlL8fhw4dx8OBBvPSlL8XRo0fx1Kc+FQBw9dVX47LLLsNP/dRP4Q1veAOOHTuGX/7lX8aNN96YZB9GjBgxYsSI04apu39ntI6RmViGbQUTb3vb2wAAz3jGM4Lx73jHO/DCF74QAPBbv/VbEELguuuuC0yrCFJKfPCDH8QNN9yAo0ePYv/+/bj++uvxa7/2a9ve+EL20xzL3j5STEWQ2tDDxiur6iZyBkzh23ZM1wv/f8LBT4j+m3zS9CljAkRNv3J9MlIGVnSCkLNjkNrIMBu5lEk8TSGsQPH7JZ3+GEJqnmXHKsWE0HrI6It+QxXtD8608PlS+3YiBGZchyIVGs2YCbcBUW4319Cr3MBUdm+K3FiKWAVuSJVKbZwrpU9zRMwET3lMhcAatQNvNGau3FFFb+Iqov/DCg6+r5cdS8WusUIVkNL3w6G3faBj7FLH16U5XNozLBWn+0DDG7ENbFMpCucgWxXC95LRYfVGn4HwLAUfT+kPKjNPsajdcJ8HFaLA1maLZj7z+4HSHLx8UyuU9rOpahRKDTpiAlQ1wrUUkevlXnaA3BHNxBhMLMO20xzLMJ1O8da3vhVvfetbs/M84hGPwJ/92Z9t56uT4CmOlOCK05etbV7FgwrumigUPTx0slnNTsBEgUSsmfDBhYCSho1PBQz9v9m6/ajpVy614R52CMWYcWlo6oEZT4/9J1K6gp4gjw3zlA4vEw0amiVEfEGHSBaEUXkoTwfF25D6HSnwgIjPJwv0frebH77JVaMU2nITgH3h4fqJGCzNUdhlSAAJ9AWTPIWRS22cIyXOLdMCTB5YGGUwm5H9s2LeCTryUvApj9g9ctWUVPAywJrpGdYRVAvvbBkG2WGDqUA3xbxhtoxxgQO3PlesIVsMfoOUTDdSigJT62ZZTyTaRrL9kQ8saLuk1UvMVvBsiLG12W0pDyo4dJSyKKsqGwwMiTG5Iyahs9I+M/+WVYW3I/YW9nRvjhEjRowYMWIQO2JatZOKubMTezqY4JQmpwiJfYidC/nnsvBvMzxSzqVBYsRmLWeKgKUQzHBJRK3SneBSBC3Je306Mm/8pYh6c6RYBtaCvKTSUP4mzrY7lyZBNA9nQ1Jtx+n35cCdP1Pzc5apP59GylKFqjcCdoelhHLbzxEIWpFJ9aBjJVp77NaEAOzwvNyE0VEFB4dlJiqpMC36bpSxYPIAYxkOCD+NV2acy1IZVPHhlik8Fd+yxlQ8leGZiTb4DPQrHohRSjVl46JAup4ku5bLSqCEgCJxtNTQevmbPC+zLGSBmb3uZ1o7NmJujLsftGyYPhNiBuqU/Q1Tdu2sCYFpVWCfraDgZaOLWRv01nHVHHMV/NZARJ5IcaQQpzwIxCi4z6xUVMi0EFMrb2ClbcojVTVC27qnsCNpjjGYWIa9H0zYFAenSZsVacvgQqbldZS73Ab9mILWoetlyk443h7+8FPSQCTpfuMqOgCEw5nSUGr6lfRCYA+/aVGAblE8wEA8DmEwkVpX3DWUtoN+Dx/HNR8mosiDfTpQjRGnjghJF9GBChJKCQH9dE6qkVlyfBS08fl4pYiy+odWbAbbwgO0qgjtqwNfiEjvEAcKNI2XiXL/iUNl6bQRs802CBLIsTEMJjpfhWber+bo0hxeM5E61gQqrQZYarKS2UBdysJb31fJWbr7AbNy3jIGM3vNzbQOAouW3ScaY4JmbqluuXEpNB2PuTEoAV/5UhWYVt3R5jqJshJuf5a16KVnTuf+QimP+aY/d+JKjLKuIYTVauh0ioJba7eLReAtoZh+Ikwni2D7Rzy0saeDiREjRowYMWIQIzOxK9jTwQRPcXDRZWtfMJINmhJUPq/m4O3EuUFVBxVQfNul+5aZ9IRv4JYaVUWQ5jDRW3WygoONbxcaeuLHU0UHMPxWLaM3M/rbRimQpLcE4NpT01s9vdFNi8K1oe5tc+STEfpr9PuOaGWyDdO4ALMT7uXEqfmGYinjrtiAKmvWVRSuFffM/n56k4XW3lFLa8f6xAZhPFWSagEO9FmKwKgqcrYM2AjGWEw0nNByMWsDNoKLLOd2HhX5KlCjK5ovJbpMHSfJGUB+XWk2zATIShnHZmglAnYiZhMb+BSGYyaMwQaZNAEBY9ECyVRHj5Hiw5TysMeGWI8pZ5EqEaQ/yso39ur8MCi10QbOkgV7418lpbq12Tp2gostKV3h0xy+CRhHbFLV/dNufZQ6EWWRZSOIFaJpS3uk7JoD5k5oJhbL53mI4+wIJphOYhblQgmNLc3jNwkyo61EEQQOvASTU5EFG5aycCZWp5v+WEXdrpVxlR3BA9dWNdBNOmiipNMPX2r6xel7uultGeMeUG1Ew5fRfuPj6ba0xuyWg+DBdpGk5QoTpjkCu2Wu+WD7JzCqUuEDKtX0C0DQCTbcH6KnLQkefiwNVdr8cs90K9KHhBoUuH3L90FrjAsgWmPcuQchnEEYB0850TpcZ86i8EFCwmQqF0AEOgs7fg0FZjOf2ujSHL5JFVVpxJqJ+UwFAURSMzFQ3itE4Z4lshaB+VHJbO618pohkwsc43SBKDC3wcQWS21sKIUt0kwkUh6uugN53UQq7VRqjWlRuACad1Sd8ePGAouyFn3TqhXuI0OBBgWB861NcGfMrtMnt9emdbFSW17NoRXapnGdS7VStorDmmAlXqiGXqz4y14wfrdSIzvCTIwtyJfhtBt9jRgxYsSIESNGAHucmSBv+0IWSWV2LKriVtBA9wYOAGXho+SyFu7tlGrEKaqW0vfgSPX9SCGOyJelOuL5uAtu3PCqZS2MtWJ9ECYGzYLaHpveWyPVx0+tmRLQvU0p/jYc0fCpHh05Gn7Chkv7lkafeb8GzqZ0w9RauXvTbRqfDuFvxcTGxNbafF+30IE/Ab3dBpbklolIMSV835bsTXNNa8wjsSkfXrMVF3PhTZEaY9AKgda+LU44G6G1S71xwTCxObk0xzpjKfZLzzhwC20+HDMWNL5LZbSYbfqqDZ/m8JUInJloGo2GTYuZiZQPSFxtA0SmcolrqTs2+fedWAxI62zgUxuntHapjS1jcMoOb2iNLaqosfeM4B6S+L64iokzcTy1Mc0xE/x4TAT2VbVLe8QicsnYB8nGD4Evv5j7fh5lVbteHW3TMNvufGvyZrGAslbbbdMkTQG5IRg3EHTzZXqiuM+75YOl6jPvzXGmyz8EsKeDCaLPGmPcQ3FL68CEJqYr6TMPMiAEpnQRKH4R6MB0JrhYuJc+px7tjUDRBdP43LACv1HmKWAOrTWEssuwPh1mgKJvG42aP6RVOExlj3QTBNA97MIvdvsmRcPT8pyOT9G8dGOtbLXAogm7KPLAomFNodpGuxQGDzqUNlBR8yi3ySp0RWzZ3YrG8wCEAoZUAMEfhCmjL/f7jMGUlQvOXEBVoDV+3yobUNC+pUBWFkV4LjLIosBaIs2xHgUJB4QPEngJ6AEpg2X2s2Hah6SRcEHDXLmUBw8gFnPFjlXogBkPcx0PgapppDOk8kFC2/jAT0l2TovQvIyj5xjJHnAnjQ70EJTaOKUUNuz4Da17VR7cxIpXeqRKoWVRoKKXjiiY4E3R4mBixsavS4n1/aX7DS54jbogx6kErjXhgcYsaELYDc9nCvOtTbQNVZfUKOw2xK6YgRumUq5vR8G6Knfb5vue0Hhph1MpmNCVWPR+zwMOU+2AnXamfGiEw54OJhqY7i3EmN5bBtAXVPHc51QIdzMB4N7E1yrBtAcifEOtpHvg8QCiF3AIAcHbllOOUhbQ24zGec44uNEm3qr5tDbxVk9Wx21DOdzCPeCCwCukQ9yDL0ZsGb2WeYueFoV7EC0yb7Rto8IWzlEjKWIp1CL8PTHTw90T+QPKHR+hghted3x9cMG3x+2nqQyDhyiAiKfB7ksyVW15IGH3GZ17JZDcvylmYpIJLPjDKtj3LOiYWg8KAJAazhqbAoaUe2OwPxKNvWiZoINmowJviRgt+XhI4wKLsvJeHyITPBB4AM8DCLpGG5hAJzGL2AgXTLDAgoIJOv952WiMnNg2x0xsRNfCBmeXtPZlvJMS+6ra/cZc19P+C00/gOCMAZWm0vUz39pEUdD68p4TxmhIu0+rSgb3QB5YSDZeiAIVn8a2M6UN4ULbEXsfezqYGDFixIgRIwZhdkCAeabMxkMAezqYmBmD2rIS85QZTZT7LCOmIijVo3mEYFS3RFl52rasBKravu02wkXhquk3GktRfLyHOe8NEqPfb4KViUYGVrm3SCoHbRYaZRXOQ/NNq9L3i4hoeGIniIZPqdu5iU/8ZsZbV6tF2MdhMefDfYOk+axLhdDnptGOlg/y81r3WlmnaHSO7njY77fMBL1xE1PhvmfhtTPut1nlfoqNmGrtUglBDj6RQirt/uHsWMye8TRULs0xZekL2i7a9xO2zIStq0mkmpweYhGmLJqAqQmPAde78N4chrNnGRMxAYBKX7QyWRMqwNPhvJoq91Y+R8dOkk5iQylfzcH0E/HwTGtXTjrXaXYTSDMTsgDWirDaxqX8GDOxwZiIDa1xSEqf9jDGV94crFDW/g2fswwFq4yQlUQq1SNZlchirlBWqscqAXAl2kCnH3KlqWWXAkmlNspKoGY9SSo2Xtb+3ikjBiPFmsjd0v+P1Ry7gr0dTGiNygYScc040BdgAr6WvwICXQANl0WBdekvgnpSBsEEXVSy0tGFY0unagHRaEfxKXbTK6RvKNaVa/X1EynwHHKc70/6NLDURslu9O1Coq3858XcNyuKafiS7U8URU8c6OZL0PC8k2XXLEoFtswLRrEvIrodABqbx2/c59B9MbRoDvedUbSv0/u0DfK3Gm3lA50umBBu//qyyAJr+7pf3UoZpISCoMFOA5DUQfD9Rmm5Mg402LxBsBYIXMPAjfLzJMyk+bh2ZU0Ir0FZxKmvUPzK02XOzZKVGJONe9yYDQiPScpdNOVKmon7AFh77YRoM9BJ1D5Xf7JtA53EzBicZIHFt+1wKMzUOKV8aiQWcacQd8adFpql/LwQN0758TTHTGsvio00HIcmthFbNek9iCsWaEg2jT+8FxW5brY2Ddt9Dw/M42aDHDy9ImsRpC/qiXT7nb6zmkpMJj6AqKLt4cGIe1krdimYGLEr2NPBxIgRI0aMGDEIVe1ANccowFyGPR1MnNIawkb0M/YmMaeqBp7WQF+V3XBKOvF6tF4LlNqgbPoq66oWUI2PwlUVDtMbrhC+pbkUhSuBE9qnLIQoEqkNRg8z1TOVRQr7RlnWfUq6jIejFIF7E2dCr/U6FF2WrOwt3pcpB83YVMlXC3SsBH0nN0Waz0KDpNmpxg0HlQQzhYZo9IzDItAvO/R0u0DqVBeiwHzmmaNmoX0Pg4hS56LVCVfuszTHeqZ5VO/cYmmOuMkUB09zlKwElFPqvAx3UhR50WZRQLeeuXIpioWO+qKEzqNukxkTQewDZ8L8T4sqbAaa6HGBHqGIqzQYrV/VIkgn8jdfuv6JpTzF2AhqzrWhtR/mlR12mJgB7o4JpJ10U/1ZAiFsEbpj0vfTPPu17ipv7PesM0H4jFWnHZIShw5N7O+UEQMhA9aCv/3Pp9a0aiZd+S8QpwnTDqW8WoTW547B1Kc26mnIRNRTiXrqe5JUxGBU0rMZjNnQxS7Vho5pjl3Bng4m5tqgsoFEqplP7iYNWFdCamSTo5qLAmsTmbzRauW9HDpVM10sussd2ocPVYTQfC4YUN5pc1Wb7VSZqM/r+5LJttIoXY5UoHTlfW2Qa6bUAwDU8AEFL6GdspK5GNwFcFr4h3fThOWFFBzQ59lmE0wDgNmppmfjnOq8GDh9xvstskIPAzT6raWbZzHvUk2Leb/UbjFP18xPZYkDUvry4yiV1mTOvVgLwSsHVvGZyFHn3Hm0iqoKYg+Mhrl7xiW1ceCQGl4V3L111fI/XvYYlBHK8HOKOi9kgZm9lme2YiPQSfCgwc53nAUTJ5UKdBatMS5Nkmr+BSBwPq0SwUQuyOa6l1NSYr/dhgNChNtMmpqydPe2Q/tKrPfSB91wPW3cQ7qeSn+NTRTmU4V6ZoPXIO2Zv5b4faJg1wUPDGQtMGHfWU/LYBsoHVNPpdOAdAGIvVea3fLTHrEb2NPBxIgRI0aMGDEIU++Az8TITCzDng4mNrSG0Trpsw9YAWZm2S2tnXAtNrdyaFugLDGxIsW4gdbEUnq85bdqVJD20NqLM7U2jkI00jcXo7+rCDFjzwned8PV2jfasRHBsK3s4IJDovUBoLTrmlQCU+lTQLSPgH6qiNgIpUKvAl6xMTvVJgWYW5stGmIw5gqzU7yyow0qQLj7Im92FoM78pFoDMjv27jPQLLvQFTbv7avREtpCoTnThsZAbl9xSuG2DnKWYreMoXv9RFXC/BhntbINW8rDAKGjbDsnFsFQghneMQZId5sLW6e17Xg7ntG8DdiEvjlqgJo/MyY0DNC60B0uZHymWDzkBgz1bdjWRqK/nJmIjYb48ZuQUWOrQwCuoZrJ+22nSulE+jOjHHjqeLj3HN82qOeNmx/kDjcV1zMNlvUsxaLSf9ayjVl48eLjo8Tm0diTM+MdKyEq/SYSkz3VW44SHPYeZrdquZQsvt3pusYMYg9HUycUgqwpV8835jKW8coC99oKKeZAACplMtv11OZbKDFqyfqadkzkCKKL85RUmUHbyxG8wWfneq96JWJxvbaQGiiVTLzpbLRWMxan+aY+UCi+z2+JDYudaVLid9wGq17rojdsA60EIueNoICiDZIf/jS0Dao4JjPVVKBnnRGZAGAUf0gMEYR3DRFeBNNliF2+2N9mri5tG02v04qfvrsgoklBkmxMRIQ6iR4yqO0JYmpjqbbAS9l5gZDFPQWurBOsX7dVJKrgOARwefhdHk/ZZFW/ncPsn6+nZsnndTKXf8UMJxi9wOXztA+sDjJtBTHlXLpEcC6ZlJ1C8Jg0ejullkIn5Sixm9rLL0UHxMgrK7ZEAITpZyRGJWKAja4sd9/SmvMyu475zb9QZ8p7eH2DSvZJHv0aiLRzMuoaop1eF2hA68UoekUr2KrKp++qCbSvWB1aQ+/PT7IKCHt/XBjc3c0E4XWKLbrFhjBaI0zD7vPboy1OSNGjBgxYsSIM8KeZibmxkDaOvKkaRUQpDwABII0epuZChHYILs3kTLcPedWXq0ct1p2fSUiMynyqgA69qDMvFXT28IQtA7r9Pk2CFmgJTOmxtfd88oO4QSHbbAOwLIukYcFgRtAceV+3Pcj1RRqPmvRMAHmbLPx1RxzhSbwnPApj7Dldch6cLEgb0tdiLBXgfdBkNm3rqFmbVz4l8P6VAY+E0Ogs4kzaXGaIxb5cZaBGyElbZ3ZcjGG0jxceKo42yALGMaeBb0hWPVPd75IN5+W6bdAzvzE1HnATNTh27abVnNaXTqTKUpt0PAW+7yhPGtxSoVv/Md5KoQvo7VjINCuh0p+O2wAQHTNtBqxQCMWmNnPhWiD1EauGd4BIRw7sl8It22Hot/jtqssuwZlTKh5jj3nzj80cfemetI4JmAxKzHbbDGfdNfWdF9oGhf6g/h7GBCnOvwxcGkoxoZ0w2VwfOpInAl01SDuGKjdEWAWSqE40+9S6gFjJu677z689KUvxQc+8AEIIXDdddfht3/7t7G+vr50WWMMnvWsZ+GWW27B+973Pjz3uc99gLZyOfZ0MHFSKShLV/I0BwUOc/7gs3/5D54kNBNxaqRhD4iqKHCI0dthd8QuP0j6CWVNYngqYjItk+6AXD/h1p1zx+RNkKSBiBwxge4mQRd8W2kI+5CWsghSG912+O3kN3R6eAMhVR2XEbYJZ8q2UUFaYz5TgTaCl4nO7fhmFjpeDnWl5L0F+HNTt9qZLHV9UFiqKdN9kgcKMqLk0/P3uyMeqlfLp7qHvvYGR1LroDIEUSDA3UbXmE7C5ef5eln1Bi3Dtzv+DcHvSvRRAHx5aInoNzY6CCjcvhYGOtNzIe6nQfuYmx3JqIyQpzPqiQxSHt/WaS3EKa0DncFGYpgHGaSfoBcSszjUBRFAWFYYBxU2eOh+3MJ9NmKBptzodhMbX8nW7cU1IXAqcjU9xQIIl44pJTZsYHOS0hz0MJYSG5QCMcadhwcnU9RT0ii1qKcSi5k1XWOus81Cu3448XWdO279niihFiIMJnzKw6U22G87tQN6nVVQ6B0IJvQDF/i84AUvwD333INbb70VTdPgRS96EV7ykpfgPe95z9Jl3/SmN6E4jVTmA4E9HUxsmk6AGbQT1t4Bc1nDnhkLOiiwOJCY37EZ7IQ8dyKhrZFJ6AZY2c+Jadp4ZiPRpKpNyEXzlttdmSgJMrsAxj58pfLeCSywoDf/1Pq1CpmJoZK+oG24W0YFgknexnoxU5hToBC4Xra9clCg01LwAMLoAqVtglTV0nU9BHznQ97xsNuGBZq5dtNOp8SRIEThrIZTmFov6PUqHbAQe0A3Ue4wWsIHukEQa0wQGMR5eAogYidG/rf3OxK+DmUtgnOxrPwwb9ykI0dRbj0uRZFsC5/6fgogeB6+rAQqe11M4gcSy72H4j2TfHsnVmKeCBpOsuGtSLQ5N6YLIgBgcTgMJlr2hpjzG2BBQ264KTe64ALArNzAhmzDtvJsmw/ZIGFDa5yyTM+GlDhVltmy1/NISyEl1tdsYLFviul+7+HSXZs2sIis02NmIvh5UbkukNK6RIJMe6yUQLLBGv19KONLX/oSbrnlFnzyk5/Ek5/8ZADAW97yFjzrWc/CG9/4Rlx88cXZZT/zmc/gv/yX/4JPfepTuOiii3Zrk7MYNRMjRowYMeKshdB6R/4BwIkTJ4J/8/n8jLbtjjvuwKFDh1wgAQBXXXUVhBD4xCc+kV1uc3MTP/mTP4m3vvWtOHLkyBltw05hTzMTp7SGsqwEpwjp7aOBAQXZvBSPQG8Fs6JwmgnFmoPFZZEcZVHgwD6vn+CUutYl+1z1ehoAcFE7gVd3AKtF7Fp1qQ63DVQ2yrZHLTTawFFQ99ZBy7QNny8dZ/Jqilgz4XKxC90rBY0rNQBEZlY+rbGYq4CNkNPKMRBl5W1tRaRR0Eq5t6tCiICloO9PIVUOGg8H88t+mgAApvuqLDsB+IttQ2tHd3PNBE+xTRPpDp5758sH5bpsmDdoM4JXpPBmdibQLwCh8yX9Tp72KmQB1Xj2q+egOdjvwb/V0rqDXDtX/k/KsCqAzfdtHb7hBg6YzEGSpzZ4D595rJFYHOoYCaBjIoiN4JqJZU6KS5iJYLjc6JgKmw7ZKDddP5t16XUFh1hag36X224pnbkV6SloGdc0TEqs1xIHplMAiJruqYiZYPeSoWOYcMaklAdnkbaYpoUzE5SCur9N3Vl3HjulmQCASy65JBj96le/Gq95zWtOe7XHjh3DBRdcEIwryxKHDx/GsWPHssu97GUvw9Oe9jT86I/+6Gl/905jTwcTG0qhtaWhvGnPXPdvzvFpW6ILIgBbvmXsRWVCQV074ABJAs39+8uAIuw3QfIpD66ZcPnouGHVAuABxSpeAIENcqOdGDOVH9dMP8CFoqm8qFsm8bCgJlFAGEAEpaGRnXaY8vABxHymoO1BKqsaclqhqmv7uYIQVuAnhRvu7wMFrbRbpm06arcQAs181n3/QFAxBJnRUAAIHtK1fczzoKIsCpRK4WSUtgCASmuv8ckIMd06SD+BUEgcwy3LprXGBPbV/CHQP7+oqZl/2HAPDq0NWlkMivdovngfcdfKtF+BF+tRDp5P28qILrmvRDyNu43yBmCUGjW67AcQqeFVgwk+HI+zwYMbtp9NuYGT9X3db2CBxYzpPza0xkkWQKT0FAC6eUo//oBSvqGYFFg/0E2b6jLQIpEIXMf3o/hnsmMZpzxIFHvS+NRz2FTNOOElvQDuJXzta1/DwYMH3efJZJKc7xd/8Rfx+te/fnBdX/rSl05rG/70T/8Ut912Gz796U+f1vIPFPZ0MDFixIgRI0YMYSeZiYMHDwbBRA6veMUr8MIXvnBwnkc96lE4cuQI7r333mB827a47777sumL2267DXfffTcOHToUjL/uuuvwQz/0Q7j99tuXbt8DgT0dTMwNAMtKbBlf/tWyt4+hVsK8vXNrbGmcCdMbWVYCTPBWls7tLY7qecrBqCqgEgkmRSm6F5rh6N0xHcKnObTwVRa80VgfrUtnaB32UYhLUN0wq+DgZl2cjQiZibbXm8O3QPfjq3qCyu7DyXSKsqohXCv42qU0OgFYn5mgFIdWyn1OMRjNfJZlJ3JloqnKhyGmAgBqyOGUBwkwWYlyxViwFONAvyYlukwhqFIqClScjWCOftmyUVlASP+2yntudOvwKS7aOs64BdseO2BGbpZxagPw5YXEVBSywElLjW9ELMOcDc+McfcDnhZojW8CONPay50plUGsw6rMRMxScBaCj0sxFuVGyFSUGy7NYur7HEsxq7acMJNSM0Hjskic6cazVMi6lFi318W6EI6l2C8E1mqqEBKYIi0OzzVr44La1piAjeAppbjsljuS7gaENjtgWrU9Aff555+P888/f+l8R48exfHjx3HnnXfiSU96EoAuWNBa44orrkgu84u/+Iv4N//m3wTjLr/8cvzWb/0WnvOc52xrO3cSezqY2FAKjQ0kTqn+zWPGKjvikk9OG8+07+Y3jR00c/bI0efzqm7MvgPhDUZr407ELtDo7/Luwm3TN/U45RFc5No9WJVmZaIs5dE0KhtMdA8ICgbChkrhb0jb7sbWvBQYNI3q6SJ410J6mBeFxHR/d6Ou6hr1pMvrllWFsq59bTsLLJalOLSmgKYJpvPflEt5yIGKDbeexL7krpscU9kd6/WE/sSlKbQO/CfKTKMwDn7u0mdCXObsghNjYCUxkLJwXg6938BSXLxRV1c6TOdA14mWzus4VTJcDWBTNZUIm0clKjbqicR0f+VKRU/aqgsAQWfQQCdlr3+ulXLVXTl3XAoSUtqIVYZTWBZYtOs9DYULLNp1F1g09X349rTLnW/ppnPKTOjDgrLXSEuxrhT223Pw3LLElAILKZNOqlMhUJb8/GJ6GvBz06BV4b028Puw852yqWgaT9t5v9odzcR3Mh772Mfi2muvxYtf/GK8/e1vR9M0uOmmm/D85z/fVXL8wz/8A6688kr83u/9Hp7ylKfgyJEjSdbi4Q9/OC699NLd/gkOezqYGDFixIgRI4awk2mOBwLvfve7cdNNN+HKK690plVvfvOb3fSmaXDXXXdhc3PzAduGncCeDiZmRkNbVoIi36wbJntDIXDHQKrmmGrt2IiZ1mjg32BU5m2xZOs6ryox3R+mM7gYMzl+GYUWvORwMylPNUvWVImnPITwwiq3BtYfRAaVHvQ2EhtbhT1FVMKoirMRbaMDkeVippwLp26BeroGAKinU1edUU+mKJngMhRdem8JmWGKlFIwLM0hhPSNpDLLUMrDtSSPDL2KRKqDv8HT3yRbwcZN95c9dqJM0K4lq0JoBxiKVftttIz+r4xBS2yILFBGVeFBHxKezqC+MoHjqwj8KLgrKmcllDJBOohXCcUiUNeiesJ9JrrmUSS6jJt28YoN2k9ze83z1EaO5XEulzEzQeP4NBrmKY943mVImVzlmAk+bL9zVt+H+fTeUHjK0gfnsPsWr3RZF8L5VpzS2rEUa0q585K3SqemZVn2KyEUbu25yw0DORvBxZg85bEb+E4PJg4fPjxoUPXIRz4SZoCpBLB0+m5gTwcTc5tCmBnj1Nw8V8epNpW4qXB3QTrxp0Xhgo6Jnb7dhnFHphWmSdMqHdLBrGSUpvPxMTp9RDoPb5QBeKkeM5aKwalrlaHoOcLupD7lEQcQ3E6bKjvmMwXVaFR1p3qeHpiinvp0BgUWFEB0wzUKIVw1R04nEW6jsvT7wv4e6VIjvXmdil9jMZthPuvfKIQsIOz4zjm02z9FlAqKy0TjoIPG1VOZTHcA/iLcMgagh6D9R+do7tyNL+DGmGAcr2TwGyRQ2k2pJ9I2kKM0knZdbuOukq6cVIcVSzQOSKc4+H5IdWKNzY+8LXQXSNC1HZR8RhUbLgiL9lUT6aZaNj6LXHAQj3dBhtV0LH3geOW/kfsA0YZpD66fSAQTaNdh2nWvp5jc39NTAN0Dm1IhG0rhnNKXmnLNBB9OdaLl90cCN1Lj+1DZ+y43DEzpJ3gVzeYuOWAKswONvszeqzzZbYymVSNGjBgxYsSIM8IeZyY6C1iywwVCii+V5ohFmARuYOWMg4QITKxyiNX1sihw/v6MoVXCf4KwzPK5gQ6iP66wBxA0s9Ki/9boKzzsW6hmqY1Qrxgsq5mPQGzBGzb36ldpyLLEdP8+TCwbUdtKDT/s2Qg/XHXMworeEt3vldBaud/GBZjkPdENK7+MUtBKoVl0LnatLCAEVZ34fcPTH0IWkMI3SyvY23Yh/PI8/UHi06k1OZtmGApoDRDVbN+oU54RMWLWgtIZYMvPaP3o3iipzweKzlK7tKvgLEWcysgZU+WMquIKISBkbsK21rwfRzeeWIlT7C071YOnjYeRT20QqqLo9gnQTzmkxJNLwFkJwd6Cs2xF08BICS06tsLIfZ6B4MxEudGvMrHzNfoYvm1Zii3dOHZmnbEU61JiZgxOWbO6/VLgAGcp7HDATFhTNN5SnRCn2GJBKx0HBSSZo3h4N/CdnuY4W7Cng4mZMY5eS/n0x7RbzoCqKgpnYNWViXbzTKLUyFD+NbVOADj3gA8YODUcdL60402Ub06h4ZqJge/XmcCiXWgU1jVTZhoy8e83NhjKV3D0qzSMLjBZ2wegCxjqCdNGZIOJyo0XUnQVHOyhmysHhe2L0ZWpLqATQYdmN4Iu1eSDCcWCi5a5OgqpMJ/39SRt1VWtuIfirA3MoGh4Me+nPxZ2fWsT6YKGxhg3bDcQALAV/wh+HmL4wm1YAMK7k4LlxF06JaK0pyywiCs04lTGMs1EjJ5mIhFYNOhKDIGuzwanyLfiMk/2IAuapWVQMbfQsihQiO7cNalgIjfsfmg/FZIKIuKHmOCBrVTuGjZSwrjKrENhYEHfRcMJDcesvg/HzHEAoWvmIbvPnLumlsnAIq7m4MFFXD1EV1j8eOX3R37v3dK+V0rg4PkANs/iGIOJ3cGeDiZaY1BEjMMWL/+Cj363tI7KmjzmxgS5aQos1tlNita3CoK20FWB/cRSMM1EUDKqTVZPMc98q1Ym0RYsjfihQB1KjYqdMcP5aFy/1TgTWtq3dq6LqPeHwUM9XQuElrIK/SQAz0bw4aHW3wCAqmLOi3abrFpVaOlu7rKqXMBQVhXzouiYLbLdXsxmvl07sx5vK9/4bD5rIUTh5xOF75xa+fLYrhGWYMParU+IAlMrOGyFcA/2OKiIAwpnCZ/ZHckHKWMpgrbnvGkYfF58xs9dway6RYHKlggWmWBjFfAAwlq7oDUm7WxJLwoJUd8WZx0Hvi9gDYGAQaThJiWGTAksyw3/kI/ZC1VAO8YvfOPmAUTBHqCSDRuloaUPQILAIg4mMk6dxg5/e3oMW7LbKzNjOgEmiTONwRa5axqJU4UPLNYKJsYsCtf8MN6HBG4FD4R6lYbdO2dRkEEeIPNd0kyM2B3s6WBixIgRI0aMGILQOyDA3KWUzF7Gng4mWhiXF+blm6mSpLkxXSkYpwgZqDVwIxao7BtCawxY8+FBClUm3njoM/XwWNtXhbnmzHD8OcVOtJEzJi/zTK0vhZzLXUxpx2wET3MURffGM1nzVRr1JK7YWJ7aiJmJgqUrZFSVoRRVY4TcTO5k1krB2O/Ryht9dekUzlSE+gmqauBt3MtKoG00SmIjRMH2jW981Cx8VYQQhWU3PGtBb+hT4dMPSqngzTlU1HgMnYdxWk4xRT6tr2RMXOov3490Xsft0AEABfvMzr0scxJsp0ar+2+xKeMjTpG765z91lT6McVAlOxtuzXG0fptuQkz5G7JNQukZaDPFqaqUTR+H6TAWYmYdi+UQqG78zJmKVRldRW0jVYnMWSoNbPzzOvjmLHU7ZYxmNl9MDfGVazNjMQ0YilKlgLh6SFe3cGhonOPlznz5ovESMx36wGt9BmnOYwag4ll2NPBhKI0BxNJBs29jE8FuGY+mWDCQSxcJ7+23OzKyezDJ1VfnQMvq/Ipj86DAkiI2DIeFBxxUKFFviFPYIet84FKap6m0d6m2zYA8n4SOmjIFQcNAHppjVhoyZdJBRBSChRCJj0llFIo7XxGCygKOhqb3gh8JihlId3NpBNzimAeH1xIFAU92L2vghAauiJhp0YhFUqbwpC1CJqdUe5fsQBMCEpzeD2G65g5kWjtoZoKgZalIkpjXJqC36iDTqO9PYRAX0GIAwuap4qChyF3zdy407mJxGLo2K8A6IIMntpoWVnhUPBQIQogKGhgD1UlRPCisFEfx9LwWyyCAMLBph5cwNqIUChNiyMMKIAwJUJDcWBBMFqGaY/6vrwfhh02usbJ+j40xqc95i7NYZyWYs6GZ8ZgWjBXYK2zwRlHTl+WCyxmS+6hI/YW9nQwMWLEiBEjRgxhJwSYZyzgfAjgrAgm4tIwLgJqyHGKWImUgx2HWARR/azcgIJPe7jvjBYL3oyi6N31YQBw3sSWB6oqUMVzASZvDgZwQ6DwTT1OdSxDisXgLAVvR+xKQW1ag6YZXaTZCOZgmU5zpJ0uiY0oq8oxEak+HCSgFFK4Uk8Fryw32rMLgH3js+WhQVWIkAETAVZCWgjhvttolS2LNOz4qAVnLZQTXZaVQGNTIWVlAtYidj8lAymeYnBvgPac49TyMlYsTCd40WaqLDpgK4CA1ai2wUCs6soZb1e8vUHKw77RcvHesls67TdXnVIUncgV1riO0hyJZTfq4wBsdYftjYF4OFXlEd1TDNahdHe+8ytWIxRdxkixFAAg7ddQ6kNhH1vpCq6dLO2hsBX2brHXwpr2zr9TrV1JKRCWjcoCqJBmJjioRBcImyfOIqZpNyC07olit41RM7EUZ0UwkUNw2Q4184lBNwk7D6U9Niqvr8/5VcTjggcE/E37gn1lWLcfeVAEv2NA9ew6hQ50+ustw0tQXUdTXv6pAsdLro2oplFqY+L9I/z4OgwymLtlPZ0GqQ1eDsrts2PQOB29IdCnQuhe+ZZzwGy8DbeKG4CxtMcQFE9B6TAY4MOKHUMTLUMBGe+4qZVBSd1RwbQ3CNMZVVFk7dwJg1oKNhyo8I3p3QTo3J0Pflt//u0itb2x7X38cpBalufxS2OC8m7wYXZelUUBpn4IfsdGsYVGdM21sDjs7wd8OBVY8EoPO6ywLwgo6AyV6N52sxUgVKXExwHAwleRBEEFkL+fsXtdo+/DcRs08X2thHDD63Y4lR6K0xw549yg+7IJK+z88JjmOJtwVgcTI0aMGDHioY1C70CaY5c8MfYyzv5gIqYBc1QgR8RM+Kh+w0X1AIC2i+VjAZssGDMBT3XyqL4qCpzD/SciQyudYAxSEMIzCNldkPEDUNr0hJY0f1yxkarG4OmMuGKDtxPny0jmdCmldMPc8RIAClbBMaSkVgM3Ce58OTRfetlQEGuiY+CNmmTAHJkkY6GhVchG+D4s3iSqhE8tKFtxkevNwbEdYXBunoBdeJCFcdv9PcF+s0wg9ZyAUo6RKJmQ8CSvnFEKsihcdUdZFJjZyoYNcS9MazkMzj5wjwdiLOK0h11Gie5z0VSB4ZMQEsIKh7UQSSpeaL09doK2cwC0Rzf4vQwJAWUiPTQVohMGoy/WjRG7D8ffsYxp2ymMmondwVkRTKxMsw4FEzyg4PRlNB+d/jyoKNmJRh1EXV6RbR/XUkyFQFlaR0RbMuof4GVAkefQmSFxd8f+Mlp5S+M49cEDFa7ZiDUS1TS0unaBQl2z0s5+agPwwYdkJaBVbQMI4YMUHjzIyMVSYfulWXE6xI2P3jB0Zr1hF9Wh70kHarlKnW4b0p1kIYbPZbkksOA37xiDja3OEPGeXrUvXqzJSCFoJsXGx/tpSgNCQLJyUkjpShxlAZTaa0god09dMqkj6UQInLLDUyFwsujSm/Py6zCLQ916eTBBQUYu0LAwWIeCD567oMCe/1qFQUMisHAVSbQ+pVhwwoKKuDspBwt6jFhgo2RtreMAjJupse0JTMBYYBEjd54+kOdiCqNmYncwNvoaMWLEiBEjRpwR9jQzIa3wKqiYOFOWgj4DPopPpEMMQnaCULJtos982KuiGUth/SdS1RShqHI4OiZb52VI+kzEaRY7XNVdO/DAaIpVY4QGVOlhntqoaia6FNIxEjEbEcMxF4xZiFmFLp3AmRrlxhu3P/081PSLtySndRYszBaycK3Ht4NV/D044uqNwP7ZmFwvtgBx+23CqiTtqumUVZfpeVKwz/OBt1pgmOHIrbe0FSB0P5gwc6qpES59sSUKTLWvVpix+WbGYM0Ob0XjTxb3d9teH/csRbnRMRBx2gPoVYMYm/JQbcckGNfDwwuQY5YiB267XSgFI5i5FiHuK8LTMfApj1m15RgcCGtYxZvO0T7QOmxUF1UBpdJyq7YheKAwpjl2B3s6mCjhyzB7JXXobkbNUP5w1WAisw6Xe5zcH+Rf4+AmSG2w8XTDmhQFzp+WmO5jhlap0tDEuBSUMk5LwfUPq8Jo48ybhOzMo1w5pfA9M7pAoR9ACCldwCGsLoKnNtxNUwoXROQbedltyqQjyAWzK+VUTIug3PLNYuEDCN2fhwcXxpBRlWB9JIRzF6X0B29YtV3kDMqkHM5BE+KeCDFyQUSuemKVcfH4lR8QvOqCjc4ZYwW/n13H/C+Bu87ybaSOq/SZul9usYZXvOEUlSvyoGG/ne+U1ksDixl1+aSggQ+366GWggUWSqyjaPw1kwssOEwUdLuHnBCAtns49aLEXTzjNC6A1mw6QzA6v+g84t09p0Kk0xT2HpzU4yA8X+je2K5wru8Eih1wwCxGB8yl2NPBxFQIVEJgxoRV/I2/KgrM486AOeTqtZcth6579/HJ/e5zjpngwcSECb6mQiQFmUD4sBmy3+YQwqCBz6+SvwH5UtCyhSy6Gi5aJwtQqKyy816QQdkmDywk82wQzDMiCDii5TkbkQoihsBbiCulnLV22zRBYNA2TcA4UEtyrRRaK2Cjedw07Z0pJdNMxB0ui+gzDzT8/ltNc/FAIhdI9FqWD03LzBc/UHJiOu6PEVhyw998WmPyAQVDz/ciCiIAuACEt8Kmaev2XkG/y1nt22CCAo0to3HKnlcHjMFJFlgcsMMntXbX74bQ2JL3d0EFEDIT/OGdKDN1TIWu84FFzMCRFwrrNJpFHEzQOD4NnUOwYm0EKCjj+3Q7yAW8p1tGPOI7H3s6mBgxYsSIESOGMAowdwd7Opigt5upEJgSJcepSMYK9NoMc+TKR3PTY4iFS6ecxFY+zcHSMdOicPQrzTO1DMKUNQTjKQ/FWASVYCboTZinNRoop7J1b9q2BfmQGVa4Xu8MOcRScGdJzjgIVqkhlmgjCFopKEphKM30DwrNorG/s4Gi0jql0DaNYxnapkHjGIgF2sazEZylaBZ+mmpb1FNiVwTKitIxIUuxjLXo7T9Kjcgi+DyEqiicpoCPA3zZKLA9F8EcA7EKGxGkTgaqRgJzrGgeVURNolhVQA4SSF5L9HkZ4h4RDZU7wtP35LRJ1RwzY3DA9nU5qZVjLDa0xkmq8ohYilNKYcMusyH/nzO66+knBipAuJ6iEP56MxmKvsdKiBWST7l7m64ByUz52CxDay2jY5g9PvxccffD3dH/jz4Tu4M9HUxMhEBt3dqm1OGuKDBj6QOiMnvBRDycChLicbxrIBc5sfKvmTiGjUL5FEbhGw1N2c1wIoRvpCMEjiu/zHlViXraHZq2CVMeJqGfWAYtfXDBG05JUcDQw6/ByrR8kAJxN73QSZJssosBTQTgdRF8OgUSpJPg+getdKCT4MFD9892f10snNtlGGT44GE+m0E1DZT1C5GVcCmhshKQdTdcsfHSBhkUGKQCDQBB8DC8L/PzBALMHG2MnRW4xYHEUBCRS4Hwda3kX8GEp3GAEFvTB2WJCc1EqqMl3+6UE+MsSnNwy+d1JdzwhsoHFmtF4e9BWmOjmHXzlV+HoXsG11JQMJGx6jb23qN0Deiu8DX1QAwCCrGZXNeyNO0y5B4SKRFsLsALgt8lwtsRexN7OpgYMWLEiBEjhlAohUKM1RwPNPZ0MLFOzIT14weAqTEu5cGV3HPThiLMVSP2FDsRg69rcRgb4l73lkLVHUD3luW2Uym3bROb/uCCzHP3WTEmU/63jU6WjC5Da2sKC2kgdOHSHEIXoHpDIf3wEFbpY5GCYyAyaQ5euUGshEttKBUxC3nGgT6rpsFi3r0dLmYzx0YsZjPMZzM3T7OYQ1Z9BqKsJCrGUpRuHgkhCvaZsxYyYDZomCpDeDqEY7sVITJiKbJveMYkjZ644HHVao5YYJlrIT4IxkAAkSAzMSwRllNzNmJiRcvx+Hhdud/VGoMtEmnayo5ZxFQAwIYQwfCGvf56LIUQmDKmwl3LWvuqj/j+E1d6pEyvqEEhAFMiwaC2fn051jX+mzK1EougWob3iQHCdEaQdrLTubgcQLZnR2n8uat3iZkYNRO7gz0dTEyE6NIFLIDgF3LDtBQTrTu1Nc9Zpi6wIb0ERyqosOsyi4W7gZQR/XmcbjhFgeMs/bFmUx1AeGGuTSXahppc9Ss76K9R26uKoGV5J0shyWOhgG59JUSwzGlcVFppF0Ro7TUcuVifAglemZHSPLRM79AFDA0WNlBYzGduuG0WbphSGwBcIDFhOonKppd4kFBPJMraBwn1NA4apFsmpaUo7fikzmIbgQRdrA0ylQw0Xyq1wAKQOGWS+pxa704ieFCx8WVRuIfamk0F8geWC8YH0h+SaZY44pQNt3juBRMUNLBU6ToPJqLAgmugNpRy1/aEVZptFDNslF8HgC71EVd9pFIe/J6Vs/+Pl4mHy438NDtciBZVEWq4UloVGe1rF+gVxUodRVsYNHYSd70dsfexp4OJESNGjBgxYghjmmN3sKeDif32TSUQVkkZvHHM6Q1fCCgor7LmVRuriDFpmdRnXYe0pFi4mvOcGHNdCMdYbFjGYsrebNwy1h0T6JtZ0bjtgppRlZVwy/MKAykLqKDnh3eGBLzzpNE87aID1sKLJAUgZa8nBoCelztPa3TMBHlIhKmNFONA43lqg89HqY1mPnOCS2IY6kl3GchauNRGPfHsQz0t2bB07EQ3XxmwFinGQsgCZS2CNEcqXcTP4xicPagiVsJdxEO0sTGODRi8LSZU94Q41bEdBoMo8WVmVfyNeCpEd83YfbXG04QRYxGwFGx9RbRphv0kJ8C0+92ZWEXDVOXBRZecpThut4uzjrSvSZzp5rPLnCzu79IeOW8Kfj+JRd+5+1OKfSBDLS4C5dPscFx1Non274TdR3k6dmLvGRWKnttvDrTfT+1WNYfSOxBMjGmOZdjTwcREFC7NMTGUSmDVE0JgQukPe8MIgontpjzicSnbWsqD2mkzeb+76Uy0djeT40q5C3Gqugt0w94oj/ObptY4d9I9lNpF2WsQlSoRHYLWxj38tPZNwGIjJhrmRlDuM3vo+/WGTpKaSvCEzF7IcTMuv14NxXQSRqsgaMjpH3hqIw4saBljFKZWj0IP/LAc1GohphKVDQZ4WiMOQMpaoJ745f26wlQI11nE+gk6Bgr+WKZcBlMP7zilURZFsrojSGWwwGIw5WFMPkBhaYKhB0ccMND3VlG+nacv+PBECPcwXpcyeJDx+Sho6HRFBvMlBm/8GKyJAkIKHLLHO3bHpOtygzlobkQpyw1mM82vX16lVRYFJsxlskt7dBUYgZ4rp58oN9Kl670fx4IUGubBBBsu7PdPi7C6bC06DmuJ4zMRBdYKFtyxY0q/MUbLzqlim4Z1p4tiBzQTcbp3RB9j0mrEiBEjRowYcUbY08zEuhBd+sIYtKaLcpX09e+K0cY0PLOWsQ2P0IdSHjSd/qZYixTLYT835YZrLjTX2lGm+4Vwlr1rhQrV4ELg22yY3gTqqWR9JUwgyFwVJUuLKGVQMnMsEnG2jUbhDLAayKpyb/ZlVQV9LsgYSggRpinIwEorV03SfaeClOkoXynvH6GUdoZUXHTJWYb5bIYmYB/SAszFbAZhz/S6lgF7EIspU8xCx1Lw9IcXZIbpEOlSG/2UBxNn8r4fsnDUe5s4lEk2AggYA8cy0PnOhZaJCg7eu6JCKOiMKz24LwMf3zC75WAZvu3R7+DCyICBiKjzdffmK3CAnf/77fVOy9Np1DTKXQetHQ56n2RSgYEgVhT+2NUC59hjt14KrDOfCc5SeDvtLsXB0wTEWpSFt82XRYHSjq/sePq8Mbk/NLoaquxYhZmIUxmcmajvAwAU5abb1/Ex4Mchd3z4valEWGFDvz0FOqfMLtnNj5qJ3cHeDiakxJrVSHCXu5R+YmZMUOnRlpveTCZujJPTT/DPvLwq1ViH3QBmsqvs2NDa5X9PaY01GxjsN7rz/ad8KqNGN1i+8vy6RK1ZySi/aWrtDa0GAgwT0L/SfdbaoLHOmWUl3DpmTQvVNNC2cVfbNK6JV2cgRcGNZhqHsMa0rHx5qpQCbcZNjvpsqGbR9cxYJIKJ+cwFME0ircE/N4s5gChNMSl7aY1qStUY/XQGzUfLSFsymkqN5FImNMwfVj6wKNKNkyL0bsw8YGCjZVH4ngpgQQhLX/AGS0EPBoRGVTzlkQosuDsm6SniG0qQ1lghtbFuK7QA4IAQWJfSnf8HpMQaKMjVWNjzdTFrfcdd29guTgemEFfXCOsgyY9dPS2x3x7T9aryqQ12LyG9Ezen42kknuZwwZTWgbajM7qygYW4F6ZlOolcMDGknYirORKpjXV2DNbtvubjU9OmRREM07FywdE2ggm5a2mO0QFzN7CtYOLmm2/Ge9/7Xvzt3/4t1tbW8LSnPQ2vf/3r8ZjHPMbN84xnPAMf+chHguX+7b/9t3j729/uPn/1q1/FDTfcgA9/+MNYX1/H9ddfj5tvvhllub3YZn8hsI8EmPbEjAMLXtbVsOCiMcY35sm1I49rsnmgQZ9pvliMyfKf9MYxKzTmLBdL23ZKacdOAFa0RYEF01msaY0DTj+hUVbaPbxWYShSLbG1tk3AGu3evo2S7uYsKxEwEGVVuYc8t9nmbpgpCEGsQ95nwos5FXLloLGwMmYi6LNSCyaSlM5RNAwsOoaBHvL1RCZdL2ORZT2R3puCLZ8KIPywZzO4fsIUcO1nlwkwU5+5ANM1zmLz8kBlKMjgomU+X9xJkm/nKpoJ9912Ppdv53l49ubLdRHrUnYPMjuf1MDCCoN5ALGYKTdMgYQPLvTSa6MLJKLjZY/VYq5Qz0g7U+IcCixKgW/zgMEGB0Do2llFwYRjh5Tq9ol9yFHLeZpvq+isreflZhhY5O5VQNo/ImImKqmcjXVqXwM+mHCf2bQcY0HHlnuEEKrM+biqtf6IvYFtPb0/8pGP4MYbb8QP/MAPoG1b/NIv/RKuvvpqfPGLX8T+/fvdfC9+8Yvxa7/2a+7zvn373LBSCs9+9rNx5MgR/NVf/RXuuece/Ot//a9RVRX+83/+zzvwk0aMGDFixIgOO2FaNQowl2NbwcQtt9wSfH7nO9+JCy64AHfeeSee/vSnu/H79u3DkSNHkuv4i7/4C3zxi1/Ehz70IVx44YX4/u//frzuda/DK1/5SrzmNa9BXS/JBzKcIyX2EyPBKFdiKRoYzEhLYd+miI6dCQFVddF/oyMzK85YxC6ZuQoPrqXgbwyMppzJ+70xjjGukdPMmK7tsT1hDwSshXJq9mlRoCy7YdJPENtAb+EpeEai6+QQUsD0Vq2DPDM3s5pttigrn8Jwrcbr2qU2VNO4/d7/fo2y6spb0TS9Phz0d2VmwukktgIzqmY+gzHd+jo2wqYvpiUmE1+ZQazCxJZ8pjUTApKZUcXpiyQbUaeZCSFEkNooK8F0Ema4kZL92+tzQdOL0IyKozW+6R19dsNsPp6miF0iiUmYaR2mNRAygKnviClvTvkP5eHjN2K1sAxEo7GYdVu+mCssZmRqphkzodAsNBRLe6zGTBRZtomzHmQgV09LnG/ZLjKc48xCylCL7xManyohnWrtKsBmWkcsxb6+Xqv3g8I0RyHasLQzYiBoON7v+yWV5Po0R6xb4UwTd/jlvzWHXUtzKIWiGDUTDzTOSDNx//2dFuDw4cPB+He/+934/d//fRw5cgTPec5z8Cu/8iuOnbjjjjtw+eWX48ILL3TzX3PNNbjhhhvwhS98AU984hN73zOfzzGfz93nEydOAAD222CihafP2uDGKDEXoX7CNfCx6RHAijGtKCkIBKgUixAHDamURxxMsOGglp2JMSdFgXUh3LQ4tcEdNN1wLVHrqFTU6R9kzyHTbab2egiljRNklrWIggkvxpSVcA92ns5oF1WQ2sg18xKsbFRICTBNBS8Pdd08bQMvSq0MWWPPNjfdsCiB6ZpNZzBtRD2VvnyzZmWdCTfLlANmF1j4B009KYMAggcJXD8ROGAyHw9TINAfpB7KQEd9p7QIvZt0QvyYwpB1dpDCsNN4kDHlaQ6ajy2T033ELoqxlwGAnsjygD2P1lBgMVMugGgb7QKIxUxhMadgoh9Y8K67VD5tMkFFYRu00bFrKoGysgLKSqBtbNO9hQ4Ci6nqAuQD+0qUZbE0mOBpDaCznE6lRkqlfJDBHtAUWChsuf2eA083rAnZK7cFOt+OVJBAgcQB4TUUKc1EnKqKm6+lmq5x7FZp6IjdwWkHE1pr/PzP/zx+8Ad/EI973OPc+J/8yZ/EIx7xCFx88cX47Gc/i1e+8pW466678N73vhcAcOzYsSCQAOA+Hzt2LPldN998M1772tee7qaOGDFixIiHKEZmYndw2sHEjTfeiM9//vP42Mc+Fox/yUte4oYvv/xyXHTRRbjyyitx991349GPfvRpfderXvUqvPzlL3efT5w4gUsuucRRc4qlNhQQeu7TW7QVYxKV10jpWIpGKi/G5GyErhF44+eqOVJIMBNGl2iFZyZauy2u0ZD2JaQ0vMWGZ4z+nAqBCaPb6ymr0tAGqUPbvaXJqBzUpkkmpXuDK1mao5507Ae9BfJ0BrEFBJHw2vcpjo51iEVX3BnTMRNRmoPKPmk45XIpSmBtXxkILYmNqKYSk6lnI3z1hnClnkCYplgmskymM6QvLxTsTVeIrvzTs2f51ED8hr/s7S7Vg2IVpFqLA32mJMdYzFnag5YbAvVxoN8Tu1ly8R+VfM5mLRaz1p17HUvhGYi5ZSyaeSjA7BgEKl82AUvBwRuuEXsE+IodGu/XLR1LEaxXGUz3lzi0DQF5VybKvl+l26vPisI1JCOWIpdeyqZTgGBfc9Elr5ThxyAQZEZCzdSwE2Cy71+W5tgtZmLUTOwOTiuYuOmmm/DBD34QH/3oR/Hd3/3dg/NeccUVAIAvf/nLePSjH40jR47gr//6r4N5vvnNbwJAVmcxmUwwmUx64/fL7qSPb3ougOABg9VPOM0ECyxaYzAnJ7o4mOB/eWDBxy/rQMr0E1Qm2gLuJjEzxv3jnwFgzoY3WJrjpFIopdcFcNU6109oJX2QoEO6N74hkuOjYcGE0gZl41MgzdxrHoSULjgIdRDapS+k9aXw08OyUZpPKeUu2LZZQCvtgoZ2sUgGEM1i3qvYIHfLeirZtLAcNBwuk4HBMs+IVADBH0gUQABWx2OQTWcMlYamgoWh8rv4gl6pg2Y0PlXy2Qsy+ENt4Dfw7eelg7yU8gB7KKmFxoxSGfM2CCA6nYTVTLAKjsVcoSVdxbwNqjkUC5hz2gkhCxSycAGEEAqKlQIHnhWJa4dA59V5Vf62SlcBpTtc1QfaMEXAm/7Z4TUbWHB9SyrVETfm4hUlyypnaLiX9qCUFFtmv5RO5xFXc8RdR1MwY6OvswrbOprGGNx000143/veh9tuuw2XXnrp0mU+85nPAAAuuugiAMDRo0fxuc99Dvfee6+b59Zbb8XBgwdx2WWXbWdzRowYMWLEiEEUSnepjjP6NzITy7AtZuLGG2/Ee97zHrz//e/HgQMHnMbhnHPOwdraGu6++2685z3vwbOe9Sw87GEPw2c/+1m87GUvw9Of/nQ8/vGPBwBcffXVuOyyy/BTP/VTeMMb3oBjx47hl3/5l3HjjTcm2YchnCMlDjJ/CQCh50SQ5ujEmDRtxmjbmTHOM39W39dPUfBGO7zSYxVEteBtghkhzwmezuDD1FxoWhRu/FQIzIzBAWauk3pr6v6GhzlkLrwYs9ae5fDDBmZaurezrmdGX4yZ/flaQQmZFWdyN824sVcuzUFmVNN9Za9iwzMTfJp01RyxyDLXTjxmMOJ5YnEl0An56PjOYdDqkInIpRYI8Ztc7CYYMBJsPG9mxal8rUzQ74NP4xR/Bd8KfQLfhCwWitK5R4wFv+aQGKbtc9uPNN1ulHEpCy6mpIoN+jyftWiSKQ8vxmwaDbXwlUlcjJkDiWMbdkyJ2ainOmA2/HUQC5sNtDWUm+6rsuxElvovy4CtoKVnzEdkZozrMQTkK4H4NxNbkOtpQhUbB4TsVXMMGVrFwyX7rvg35GC26St0uhg1E7uDbR3Nt73tbQA6YyqOd7zjHXjhC1+Iuq7xoQ99CG9605tw6tQpXHLJJbjuuuvwy7/8y25eKSU++MEP4oYbbsDRo0exf/9+XH/99YEvxaogzQQPGrgx1cz00x/0eYtVT6wLwTQXmc6i9HlVZEpIjb3htMIHDK0QQTpjy+gg5TFlw04zoTW2igIlPQQsZT+4SVrARDnkIGhw3URZasS6YfJSUXfjjjQT7ntYmWdnbCWzBjVhp1C7PxZdMEGpjWaxcN/FG3XVU4npvsoNc3MqHmh00/KNuXJlnny+2L2Sm07RsWrj8skVNQV01JQxgWMk0H8Y0zAFEFr5aoWUxTrv5DpE87thEVp9U9AxkQXW7DGkICMI4DNpjlw3T6MMmowBVZzW4J/nM9LusCBjrlz5KFVz0LpN5IDJ9wFPSVFFB4DASl0F10tYPt3bj8wufSq7o5XTUcRl1FV0fOmQlEp7/YTWnV4lky7j4OmGoUZqPEjgw/3qjm7akL15cF6uUJI72aWXfWF2QDNhRmZiGbYVTJiBkxcALrnkkp77ZQqPeMQj8Gd/9mfb+eoRI0aMGDFixHco9mRvDgpqjn9rE2qhYaoCwtJQRet92EXbQto337JtUbUKou3ep6ZKYaq64bW2xWZrPR+UQtNaz4nGAAsNLCzFpVqgtU6fuYY7JMYUVmjYbAH2TR61BiaWupcKC/vWMi8VZrLFln2bOSkl6rLbNllKGCd4LKEohVOW2JICW/bzISm9uc9MYWG3uWH1+Iu5QjNvsaD5FsrZEzeqxcLum1YrNCSMNAqNbtHaZmWtUWitMdRiawG56H7nbLFAZQ3HyrKCtDSvsCmOpWkO1nJcNQ3alhtVzV2jrslUAtIKSaWBgl1eFNBCQFs6UxUFiJhsUUDQJ2NQUFBsBAoN19PEaAGjiYERoM5bWgj3m0sjOjHvZl8El6P+Uy9ojAxIitZiX4YSQGX7UvC3vthTgf4Bw2/lOXA2omDDvFW672XhP8tM0yZFaQEAp9i2to1G25LhmQ7YBzKcms9bNHONhjMVc1/B4dMcxq2rbbrlea+O1D4I2ZgiYJskZ6JKgXpqq3omvkJour9Cdcr6LZzqGDLyOJnuKzGh4f0lKBMo2xalTeVVSkEqhYqEylqhJOtypVHbYaM1hD2XhNaYm7DBGqGFQYl0Ncek8OzGPuF7n0yFwMRWl02EwMSW0dSFQC2lYx1KIVDZ+aTwaTApBIz9zpO29TsJYYN9nqmiOXmS2Mbl5+WZQC9OoZBnlqbQKs3CjvAozAN9JB8AfP3rX8cll1zyYG/GiBEjRow4Q3zta19bWhV4OpjNZrj00kuz/kXbxZEjR/CVr3wF0+l0R9Z3tmFPBhNaa9x111247LLL8LWvfQ0HDx58sDfpOw7kxTHunzTG/TOMcf8sx7iPhrFs/xhjcPLkSVx88cVLhdyni9lshsViiSfQiqjregwkBrAn0xxCCHzXd30XAODgwYPjhTyAcf8MY9w/wxj3z3KM+2gYQ/vnnHPOeUC/ezqdjgHALmF0DRkxYsSIESNGnBHGYGLEiBEjRowYcUbYs8HEZDLBq1/96m0bXT1UMO6fYYz7Zxjj/lmOcR8NY9w/Dy3sSQHmiBEjRowYMeI7B3uWmRgxYsSIESNGfGdgDCZGjBgxYsSIEWeEMZgYMWLEiBEjRpwRxmBixIgRI0aMGHFGGIOJESNGjBgxYsQZYU8GE29961vxyEc+EtPpFFdccQX++q//+sHepAcFr3nNa1AURfDv+77v+9z02WyGG2+8EQ972MOwvr6O6667Dt/85jcfxC1+4PHRj34Uz3nOc3DxxRejKAr8yZ/8STDdGINf/dVfxUUXXYS1tTVcddVV+Lu/+7tgnvvuuw8veMELcPDgQRw6dAg/8zM/g42NjV38FQ8clu2fF77whb1z6tprrw3mOVv3z80334wf+IEfwIEDB3DBBRfguc99Lu66665gnlWuqa9+9at49rOfjX379uGCCy7AL/zCL6Bth5rQ7x2sso+e8Yxn9M6hn/3Znw3mOZv30UMVey6Y+KM/+iO8/OUvx6tf/Wr8zd/8DZ7whCfgmmuuwb333vtgb9qDgn/6T/8p7rnnHvfvYx/7mJv2spe9DB/4wAfwx3/8x/jIRz6Cb3zjG3je8573IG7tA49Tp07hCU94At761rcmp7/hDW/Am9/8Zrz97W/HJz7xCezfvx/XXHMNZjPfFfAFL3gBvvCFL+DWW2/FBz/4QXz0ox/FS17ykt36CQ8olu0fALj22muDc+oP/uAPguln6/75yEc+ghtvvBEf//jHceutt6JpGlx99dU4deqUm2fZNaWUwrOf/WwsFgv81V/9Fd71rnfhne98J371V3/1wfhJO45V9hEAvPjFLw7OoTe84Q1u2tm+jx6yMHsMT3nKU8yNN97oPiulzMUXX2xuvvnmB3GrHhy8+tWvNk94whOS044fP26qqjJ//Md/7MZ96UtfMgDMHXfcsUtb+OACgHnf+97nPmutzZEjR8xv/uZvunHHjx83k8nE/MEf/IExxpgvfvGLBoD55Cc/6eb58z//c1MUhfmHf/iHXdv23UC8f4wx5vrrrzc/+qM/ml3mobR/7r33XgPAfOQjHzHGrHZN/dmf/ZkRQphjx465ed72treZgwcPmvl8vrs/YBcQ7yNjjPnhH/5h8+///b/PLvNQ20cPFewpZmKxWODOO+/EVVdd5cYJIXDVVVfhjjvueBC37MHD3/3d3+Hiiy/Gox71KLzgBS/AV7/6VQDAnXfeiaZpgn31fd/3fXj4wx/+kN1XX/nKV3Ds2LFgn5xzzjm44oor3D654447cOjQITz5yU9281x11VUQQuATn/jErm/zg4Hbb78dF1xwAR7zmMfghhtuwLe+9S037aG0f+6//34AwOHDhwGsdk3dcccduPzyy3HhhRe6ea655hqcOHECX/jCF3Zx63cH8T4ivPvd78Z5552Hxz3ucXjVq16Fzc1NN+2hto8eKthTXUP/8R//EUqp4CQEgAsvvBB/+7d/+yBt1YOHK664Au985zvxmMc8Bvfccw9e+9rX4od+6Ifw+c9/HseOHUNd1zh06FCwzIUXXohjx449OBv8IIN+d+r8oWnHjh3DBRdcEEwvyxKHDx9+SOy3a6+9Fs973vNw6aWX4u6778Yv/dIv4ZnPfCbuuOMOSCkfMvtHa42f//mfxw/+4A/icY97HACsdE0dO3YseX7RtLMJqX0EAD/5kz+JRzziEbj44ovx2c9+Fq985Stx11134b3vfS+Ah9Y+eihhTwUTI0I885nPdMOPf/zjccUVV+ARj3gE/sf/+B9YW1t7ELdsxF7F85//fDd8+eWX4/GPfzwe/ehH4/bbb8eVV175IG7Z7uLGG2/E5z//+UCDNCJEbh9x/czll1+Oiy66CFdeeSXuvvtuPPrRj97tzRyxS9hTaY7zzjsPUsqeevqb3/wmjhw58iBt1XcODh06hH/yT/4JvvzlL+PIkSNYLBY4fvx4MM9DeV/R7x46f44cOdIT87Zti/vuu+8hud8e9ahH4bzzzsOXv/xlAA+N/XPTTTfhgx/8ID784Q/ju7/7u934Va6pI0eOJM8vmna2ILePUrjiiisAIDiHHgr76KGGPRVM1HWNJz3pSfjLv/xLN05rjb/8y7/E0aNHH8Qt+87AxsYG7r77blx00UV40pOehKqqgn1111134atf/epDdl9deumlOHLkSLBPTpw4gU984hNunxw9ehTHjx/HnXfe6ea57bbboLV2N8WHEr7+9a/jW9/6Fi666CIAZ/f+Mcbgpptuwvve9z7cdtttuPTSS4Ppq1xTR48exec+97kg4Lr11ltx8OBBXHbZZbvzQx5ALNtHKXzmM58BgOAcOpv30UMWD7YCdLv4wz/8QzOZTMw73/lO88UvftG85CUvMYcOHQqUwQ8VvOIVrzC33367+cpXvmL+z//5P+aqq64y5513nrn33nuNMcb87M/+rHn4wx9ubrvtNvOpT33KHD161Bw9evRB3uoHFidPnjSf/vSnzac//WkDwPzX//pfzac//Wnz93//98YYY37jN37DHDp0yLz//e83n/3sZ82P/uiPmksvvdRsbW25dVx77bXmiU98ovnEJz5hPvaxj5nv/d7vNT/xEz/xYP2kHcXQ/jl58qT5D//hP5g77rjDfOUrXzEf+tCHzD/7Z//MfO/3fq+ZzWZuHWfr/rnhhhvMOeecY26//XZzzz33uH+bm5tunmXXVNu25nGPe5y5+uqrzWc+8xlzyy23mPPPP9+86lWvejB+0o5j2T768pe/bH7t137NfOpTnzJf+cpXzPvf/37zqEc9yjz96U936zjb99FDFXsumDDGmLe85S3m4Q9/uKnr2jzlKU8xH//4xx/sTXpQ8OM//uPmoosuMnVdm+/6ru8yP/7jP26+/OUvu+lbW1vm3/27f2fOPfdcs2/fPvNjP/Zj5p577nkQt/iBx4c//GEDoPfv+uuvN8Z05aG/8iu/Yi688EIzmUzMlVdeae66665gHd/61rfMT/zET5j19XVz8OBB86IXvcicPHnyQfg1O4+h/bO5uWmuvvpqc/7555uqqswjHvEI8+IXv7gXqJ+t+ye1XwCYd7zjHW6eVa6p//t//6955jOfadbW1sx5551nXvGKV5imaXb51zwwWLaPvvrVr5qnP/3p5vDhw2YymZjv+Z7vMb/wC79g7r///mA9Z/M+eqiiMMaY3eNBRowYMWLEiBFnG/aUZmLEiBEjRowY8Z2HMZgYMWLEiBEjRpwRxmBixIgRI0aMGHFGGIOJESNGjBgxYsQZYQwmRowYMWLEiBFnhDGYGDFixIgRI0acEcZgYsSIESNGjBhxRhiDiREjRowYMWLEGWEMJkaMGDFixIgRZ4QxmBgxYsSIESNGnBHGYGLEiBEjRowYcUb4/wEgLtZXms/lQQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from perlin_noise import PerlinNoise # Necesitarás instalar esta lib: pip install perlin-noise\n",
    "\n",
    "def generate_mountain_map(size, octaves, seed):\n",
    "    \"\"\"\n",
    "    Genera una matriz 2D de alturas usando ruido de Perlin.\n",
    "    \n",
    "    Args:\n",
    "        size (int): Tamaño del grid (ej. 100 para un grid de 100x100).\n",
    "        octaves (int): Número de capas de ruido (más detalle con más octavas).\n",
    "        seed (int): Semilla para la generación aleatoria.\n",
    "        \n",
    "    Returns:\n",
    "        numpy.ndarray: Matriz 2D con los valores de altura.\n",
    "    \"\"\"\n",
    "    # Inicializa el generador de ruido con una semilla\n",
    "    noise = PerlinNoise(octaves=octaves, seed=seed)\n",
    "    \n",
    "    # Crea el grid y genera los valores de altura\n",
    "    world = [[noise([i/size, j/size]) for j in range(size)] for i in range(size)]\n",
    "    \n",
    "    # Convierte la lista de listas en una matriz NumPy\n",
    "    height_map = np.array(world)\n",
    "    \n",
    "    return height_map\n",
    "\n",
    "def visualize_map(height_map):\n",
    "    \"\"\"\n",
    "    Visualiza el mapa de alturas usando Matplotlib.\n",
    "    \"\"\"\n",
    "    plt.imshow(height_map, cmap='terrain', interpolation='nearest')\n",
    "    plt.title(\"Ruido de Perlin\")\n",
    "    plt.colorbar(label='Altura')\n",
    "    plt.show()\n",
    "\n",
    "# --- Uso del generador ---\n",
    "grid_size = 256 # Tamaño del mapa (256x256)\n",
    "octaves_val = 5 # Nivel de detalle\n",
    "random_seed = 13 # Semilla para reproducibilidad\n",
    "\n",
    "# 1. Generar la matriz de datos\n",
    "mountain_data = generate_mountain_map(grid_size, octaves_val, random_seed)\n",
    "\n",
    "# La variable 'mountain_data' es tu matriz numpy con los datos de altura\n",
    "print(f\"Dimensiones de la matriz de datos: {mountain_data.shape}\")\n",
    "print(f\"Valores mínimos y máximos: {mountain_data.min()}, {mountain_data.max()}\")\n",
    "\n",
    "# 2. Visualizar el mapa\n",
    "visualize_map(mountain_data)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
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 },
 "nbformat": 4,
 "nbformat_minor": 2
}
