diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..87620ac7e74efee566c6ee9d2ed7281ebafb4788 --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +.ipynb_checkpoints/ diff --git a/Entrega.ipynb b/Entrega.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..745f683fabbfb48f4d0c3fccefaac1db5b27e6d4 --- /dev/null +++ b/Entrega.ipynb @@ -0,0 +1,2796 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Nombre: Andrea Tugores\n", + "\n", + "# Tarea: Clase - 05" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<p style=\"text-align: justify;\">\n", + "El objetivo es medir de forma aproximada la resolución\n", + "espacial en una noche de observación en Zapatoca, Santander (Colombia), a partir de una foto del cielo estrellado.\n", + "</p>" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importar las librerias necesarias" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import math\n", + "import statistics as stats\n", + "from scipy.optimize import leastsq\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imagen original" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Leer la imagen\n", + "estrellas = plt.imread(\"data/zapatocaImage.jpeg\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<p style=\"text-align: justify;\">\n", + "Las imágenes se codifican en matrices. Esta\n", + "matriz por ser una imagen a color está compuesta de otras 3 matrices, correspondientes a los canales R,G,B en ese orden.\n", + "Se comprueban las dimensiones de la matriz:\n", + "</p>" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(789, 1184, 3)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "estrellas.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7fee701ce198>" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Mostrar la imagen\n", + "plt.imshow(estrellas)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Convertir en una imagen en blanco y negro\n", + "\n", + "<p style=\"text-align: justify;\">\n", + "Combinar las tres matrices para generar una versión blanco y negro de la imagen, en la cual ella consiste de una sola matriz 2D.\n", + "</p>" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Separar los canales" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Separando los canales rojo, verde y azul\n", + "rojo = estrellas[:, :, 0] \n", + "verde = estrellas[:, :, 1] \n", + "azul = estrellas[:, :, 2] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<p style=\"text-align: justify;\">\n", + "Es necesario convertir el color de cada pixel a su equivalente en escala de grises, siguiendo la fórmula: \n", + " $$ y = rojo * 0.3 + verde * 0.59 + azul * 0. 11 $$\n", + " \n", + "Los coeficientes de la fórmula responden al porcentaje de rojo, azul y verde que se necesita para formar el color gris. Siendo 30% de rojo, 59% de verde y 11% de azul\n", + "</p>" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Multiplicando cada matriz por el porcentaje correspondiente\n", + "rojo = rojo * 0.3\n", + "verde = verde * 0.59\n", + "azul = azul * 0.11" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sumando las tres matrices de los canales" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(789, 1184)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# suma de los tres canales y obtener una matriz de 2D\n", + "suma_colores = verde + azul + rojo\n", + "suma_colores.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Imagen en escala de grises" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.colorbar.Colorbar at 0x7fee700c10b8>" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Escala de grises usando cmap\n", + "plt.imshow(suma_colores, cmap =\"gray\")\n", + "plt.colorbar()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Imagen binaria en blanco y negro" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hacer una copia de la matriz \"suma_colores\" para poder realizar las modificaciones." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "blanco_negro = suma_colores.copy()\n", + "\n", + "# Dimensiones de la matriz blanco_negro\n", + "h, w = blanco_negro.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Binarizando la matriz\n", + "<p style=\"text-align: justify;\">\n", + "El valor 128.5 es aproximadamente el valor medio de intensidad en de la matriz. Los valores mayores a 128.5 se reescalan a 1 y los menores a 0.\n", + "</p>" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Recorrer las filas\n", + "for fila in range(h):\n", + " # Recorrer las columnas\n", + " for col in range(w):\n", + " # 128.5 es aproximadamente el valor medio en los números de la matriz\n", + " if blanco_negro[fila][col] > 128.5:\n", + " blanco_negro[fila][col] = 1\n", + " else:\n", + " blanco_negro[fila][col] = 0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Imagen binarizada" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7fee70046c50>" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(blanco_negro, cmap = \"gray\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Definición de las funciones\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Gaussina unidimensional\n", + "\n", + "def gauss1d(params, x):\n", + " \"\"\"\n", + " param params[0]: amplitud\n", + " param params[1]: x0 (media)\n", + " param params[2]: desviación estandar\n", + " param params[3]: constante aditiva\n", + " param x: posiciones reportadas\n", + " \"\"\"\n", + " exponente = -(x-params[1])**2 / (2 * params[2]**2) \n", + " ymodel = params[0] * np.exp(exponente) + params[3]\n", + " return ymodel\n", + "\n", + "\n", + "# Error caso 1D\n", + "def error1d(tpl, x, y):\n", + " \"\"\"\n", + " param x: posiciones reportadas\n", + " param y: valores medidos en las posiciones x\n", + " param tpl: tupla con los parámetros para calcular el modelo\n", + " \"\"\"\n", + " ymodel = gauss1d(tpl, x)\n", + " errors = ymodel - y\n", + " return errors\n", + "\n", + "\n", + "# Gaussiana bidimensional\n", + "def gauss2d(params, x, y):\n", + " \"\"\"\n", + " param params[0]: amplitud\n", + " param params[1]: x0 (media en x)\n", + " param params[2]: y0 (media en y)\n", + " param params[3]: desviación estandar\n", + " param params[4]: constante aditiva\n", + " param x: posiciones reportadas\n", + " \"\"\"\n", + " exponente = -((x-params[1])**2 + (y-params[2])**2) / (2*params[3]**2)\n", + " zmodel = params[0] * np.exp(exponente) + params[4]\n", + " return zmodel\n", + "\n", + "\n", + "# Error caso 2D\n", + "\n", + "def error2d(tpl, x, y, z):\n", + " \"\"\"\n", + " param x: posiciones reportadas en x\n", + " param y: posiciones reportadas en y\n", + " parama z: valores medidos en la posició (x,y)\n", + " param tpl: tupla con los parámetros para calcular el modelo\n", + " \"\"\"\n", + " zmodel = gauss2d(tpl, x, y)\n", + " errors = zmodel - z\n", + " # Para obtener como salida una matriz unidimensional\n", + " h, w = errors.shape\n", + " errors = errors.reshape(h*w)\n", + " return errors" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Gaussiana Unidimensonal\n", + "<p style=\"text-align: justify;\">\n", + "Recortar los pixeles de la lÃnea que pasa por la mitad de las estrellas y graficar la intensidad luminosa en función del número de pixeles.\n", + "</p>\n", + "\n", + "### Primera estrella" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Banda en la que se encuentra la primera estrella a estudiar\n", + "estrella_1 = suma_colores[218:227, 324:342]\n", + "\n", + "# Pixeles de la fila de la primera estrella\n", + "y1 = suma_colores[221:222, 324:342]\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Mostrar la fila de la primera estrella\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Fila Estrella 1')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(y1, cmap = \"gray\")\n", + "plt.title(\"Fila Estrella 1\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Graficar intensidad en función de los pixeles" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'x')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Crear el vector x1 de acuerdo al número de pixeles\n", + "x1 = np.arange(0, 18, 1)\n", + "\n", + "# Graficar\n", + "plt.scatter(x1, y1[0,:])\n", + "plt.title(\"Fila Estrella 1\")\n", + "plt.ylabel(\"Intensidad luminosa\")\n", + "plt.xlabel('x')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ajuste de gaussiana 1D por mÃnimos cuadrados\n", + "<p style=\"text-align: justify;\">\n", + "El objetivo de hacer un ajuste es encontrar los parámetros óptimos de un modelo determinado que para que los valores que predice el modelo sean lo más parecidos posible a los datos. La forma más usual de hacerlo es por cuadrados mÃnimos (least squares).\n", + "</p>" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "La combinación de parámetros recomendada: \n", + "[52.98775458 8.95329532 0.65147743 97.02568255]\n" + ] + } + ], + "source": [ + "# Usando las funciones definidas al prinicpio \n", + "\n", + "# Aproximación inicial\n", + "p0_e1 = [1, 9, 1, 0]\n", + "\n", + "# Mejor combinación de parámetros\n", + "best, suss = leastsq(error1d, p0_e1, args=(x1,y1[0,:]))\n", + "print(\"La combinación de parámetros recomendada: \")\n", + "print(best)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Gráfica con el ajuste" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'x')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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YpEmTGDBggCqfJFFhymPVDCQSQnNzc1kGAyzUv39/pkyZokQhieo0UZjZF9z922b2Q944Me44d//LSCMTqTDlGuOpmM6lkKSVOqLId2CvjCMQkUrm7jQ3NzN/fvkPwDOZDMuWLcPdy3Z+hkh3dJoo3H1xcLkwvnBEKlN+MMAojigymQz79u1jx44dnHTSSWXfv0hXuuyjMLMGciPInlq4vbufEWFcIhWlnGM8FSsskVWikCSEqXq6C/g88By58x9EpEgUpbF5hSWy7373u8u+f5GuhEkUO9w9G3kkIhWsqampbIMBFps8eTI1NTXq0JbEhEkUXzWznwFL6MYJdyJ9SX760yg6mwcNGkRdXZ0ShSQmTKKYD5wGDOCNpiedcCdSoKmpKdJmIZXISpLCJIqz3b38Da8iVeLQoUNs2rSJj370o5E9RyaT4f77749s/yKlhBk99ikzOz3ySEQqVH4wwCg6svMymQw7d+5k9+7dkT2HSGfCJIrzgNVm1mxmz5rZc2b2bNSBiVSKfGlslIkiXyKrSYwkCWGani6PPAqRCpYvjZ0+fXpkz1FYItvQ0BDZ84h0JEyieMs4TyLyhqamJurq6hgyZEhkzzF16lQAdWhLIsIkigfJJQsDBgNTgGbg7RHGJVIxyj39aUeGDh3KhAkTlCgkEV32Ubj7H7n7GcHlNOAcYHn0oYmkX34wwCj7J/JUIitJCdOZ/Sbu/jRwbgSxiFScLVu2RDYYYLFMJqPObElEmEEB/7rgZg0wE9BM7yK80ZEdddMT5BLF1q1bOXDgQFknRxLpSpgjiuEFyyByfRbzogxKpFLEURqbpxJZSUqYqVD/Po5ARCpRc3NzZIMBFisskT3jDI3yL/EpNRXqYkqUxrr71ZFEJFJB8tOfxjHzXOG8FCJxKnVE8Y+xRSFSoZqbm2ObI2LUqFGceOKJShQSu1JToT4RZyAilebgwYORDwZYLJPJKFFI7LpdHhuWmd1uZtvNbE3Buu+YWVMwZtQiMxtVcN8tZtYSjCk1J6q4RMoljsEAi6lEVpIQWaIAFvDWcaIeBd4RzLf9AnALQDA67XXkzva+HPiRmfWLMDaRXouzNDYvk8mwadMmXn/99a43FimTyBKFuz8J7Cpa94i7twU3VwC1wfV5wC/d/XV33wC0kDsDXCS18qWx06ZNi+056+vrcXc2bNgQ23OKJFn19FHgnuD6RHKJI681WNdRXDcDNwPU1dX1MgSRnmtububUU0+NdDDAYvkS2ZaWlliPZKRvC1P1dA1wCvD/gtvXA6/05knN7MtAG3BXdx/r7rcBtwE0NDRoZFtJTFxjPBUqPJdCJC5dVj2Z2XfdvXAA/MVmtrKnT2hmjcCVwMXunv+i3wxMKtisNlgnkkr5wQDnz58f6/OOHTuW4cOHq/JJYhWmj2KomU3N3zCzKUCPBpoxs8uBLwBXu/vBgruywHVmNijY/zTg9z15DpE45AcDjLv5x8xUIiuxCzMfxf8AlprZi+TmpDgV+ERXDzKzu4HZwFgzawW+Sq7KaRDwaHAm6wp3/6S7P29m9wJ/INck9Wl3P9aD1yMSizjHeCqWyWRYvXp17M8rfVeYsZ4eNrNpQP6nU5O7d1mb5+7Xd7D65yW2/zrw9a72K5IGSZTG5mUyGRYtWkRbWxv9+4f5rSfSO2HLY6cBM4AzgQ+a2Y3RhSSSfk1NTQwbNowJEybE/tz19fW0tbWxadOm2J9b+qYuE4WZfRX4YbBcCHwb0ICA0qc1Nzczffr0WAYDLFZYIisShzBHFO8HLga2uft8ckcVIyONSiTl4pgnuzMqkZW4hUkUh9y9HWgzsxHAdt5cyirSpxw8eJCNGzcm0pENMH78eAYPHqwjColNmJ6wlcHgfT8FVgH7geVRBiWSZuvWrQOS6cgGqKmpob6+XolCYhOm6ulTwdWfmNnDwAh3fzbasETSK8nS2DydSyFxKjXW08xS97n709GEJJJu+dLYOAcDLJbJZPjtb39Le3s7NTVRDgItUvqI4rvB5WCgAXiG3Al3ZwArgVnRhiaSTkkMBlisvr6ew4cPs2XLFmpra7t+gEgvdPpTxN0vdPcLga3ATHdvcPd3Ae9E4zBJH5afJztJKpGVOIU5Zp3h7s/lb7j7GuBt0YUkkl7uztq1zezbdxrLEyzpUImsxClMonjWzH5mZrOD5aeAOrOlT7r//hc5dOgAK1acxsUXk1iymDRpEv3799cRhcQiTKKYDzwPfC5Y/hCsE+lz7rzzQQDcL+HIEVi6NJk4+vfvz5QpU5QoJBZhymMPA98PFpE+bdu2LGZvo6ZmGgMHwuzZycWSyWTU9CSxKFUee6+7X2tmz9HBlKjufkakkYmkzJ49e1i9+gk+9KG/5u1vzyWJWQnW/mUyGZYtW4a7JzLmlPQdpY4oPhdcXhlHICJp9/DDD9PW1sZf/MXVnH9+0tHkSmT37dvHjh07OOmkk5IOR6pYqfLYrcHVV4GX3X0juUmHzgS2xBCbSKpks1nGjh3Leeedl3QogEpkJT5hOrOfBAab2UTgEeAGYEGUQYmkzdGjR3nooYe48sor6devX9LhACqRlfiESRQWzG99DfAjd/8A8PZowxJJl2XLlvHaa69x9dXpmYpl8uTJmJmOKCRyoRKFmc0CPgw8GKxLx08qkZhks1kGDhzIpZdemnQoxw0aNIi6ujolColcmETxOeAWYJG7P29mU4HHow1LJD3cncWLF3PxxRczbNiwpMN5E40iK3HoMlG4+5PufrW7fyu4/aK7/2X0oYmkw9q1a1m/fn2qmp3yhg/PsGbN+kSHE5Hq1+UJd2Y2HfhbYHLh9u5+UXRhiaRHNpsF4Mor01Upvnw5PPBAPW1tO7noot089tjoRM/rkOoVZoa7+4CfAD8DjkUbjkj6ZLNZ3vWud6VuOO+lS6G9fToAR448w9Kls5UoJBJh+ija3P3H7v57d1+VXyKPTCQFtm/fzooVK7jqqquSDuUtZs+GgQMvBoZidleiw4lIdQuTKBab2afMbLyZjckvkUcmkgIPPvgg7p7K/olZs+Cxx4Yxc+b7GTToHs4882DSIUmVCpMobgI+DzwFrAqWlV09yMxuN7PtZramYN0HzOx5M2s3s4ai7W8xsxYzazazOd17GSLRyGaz1NbWctZZZyUdSodmzYLvfW8+Bw/uY9GiRUmHI1UqTNXTlA6WqSH2vQC4vGjdGnIn7j1ZuNLMTgeuI3ci3+XAj8xM52pIog4dOsQjjzzC1VdfnepB9y644AKmTJnCHXfckXQoUqW6TBRmNsTM/peZ3RbcnmZmXZZ/uPuTwK6idWvdvbmDzecBv3T31919A9ACnBPqFYhE5LHHHuPgwYOpbHYqVFNTw0033cRjjz3Gxo0bkw5HqlCYpqc7gCPAu4Pbm4F/KHMcE4GXC263BuvewsxuNrOVZrZyx44dZQ5D5A2LFy9m2LBhzK6AXuIbb7wRd+cXv/hF0qFIFQqTKOrd/dvAUYBg3KfEjsPd/TZ3b3D3hnHjxiUVhlS59vZ2Fi9ezJw5cxg0aFDS4XRpypQpXHjhhSxYsAD3t0wfI9IrYRLFETM7gWDyIjOrB14vcxybgUkFt2uDdSKJePrpp9myZUvqm50KNTY2sn79epYtW5Z0KFJlwiSKW4GHgUlmdhewBPhimePIAteZ2SAzmwJMA35f5ucQCS2bzVJTU8PcuXOTDiW0973vfQwbNowFCxYkHYpUmTBVT4+Qq1RqBO4GGty9y0EBzexuYDkww8xazexjZvZnZtYKzAIeNLPfBs/xPHAv8AdySenT7q6zwCUx2WyW888/n7FjxyYdSmhDhw7l2muv5d577+XAgQNJhyNVJEzV0xJ33+nuD7r7A+7+qpkt6epx7n69u4939wHuXuvuP3f3RcH1Qe5+srvPKdj+6+5e7+4z3P03vX1hIj21adMmnnnmmYpqdsprbGxk//79/OpXv0o6FKkinSYKMxscnIE91sxGF5yVPZlOKpJEqsHixYsBUjlsR1fe8573MHXqVDU/SVmVOqL4BLmzsE/jjTOyVwH/Dvxz9KGJJCObzTJ9+nRmzJiRdCjdZmY0Njby+OOP89JLLyUdjlSJThOFu/+Tu08B/tbdpxaclX2muytRSFXau3cvjz/+eEU2O+XddNNNmBkLFy5MOhSpEmE6s39oZu82sw+Z2Y35JY7gROL2yCOPcPTo0YpOFHV1dVx00UUsXLiQ9vb2pMORKhCmM/sXwD8C7wHODpaGkg8SqVDZbJYTTzyRWRU+sUNjYyMbNmzgP//zP5MORapAmPMoGoDz3f1T7v7ZYNFUqFJ12traePDBB5k7dy79+4eZ0yu9rrnmGoYPH65ObSmLMIliDXBK1IGIJO2pp55i165dFd3slDdkyBA++MEPct9997F///6kw5EKFyZRjAX+YGa/NbNsfok6MJG4ZbNZBg4cyJw51TEdSmNjIwcOHOD+++9POhSpcNbVAGJm9icdrXf3JyKJqBsaGhp85cou51ASCWXGjBlMmTKFhx9+OOlQysLdmTFjBhMmTGDp0qVJhyMpYmar3D10X3OYqqcnOlp6F6ZIujQ3N/PCCy9URbNTXv6ciieeeIIXX3wx6XCkgpU6M3ufme3tYNlnZnvjDFIkatlsrjX1yiu7nJOrotxwww06p0J6rdQJd8PdfUQHy3B3HxFnkCJRy2aznHXWWdTV1SUdSllNmjSJSy65ROdUSK+E6cwWqWqvvvoqTz31VFU1OxWaP38+GzduVD+F9JgShfR5Dz30EO3t7VWbKN773vcyYsQInVMhPaZEIX1eNptlwoQJzJw5M+lQInHCCSdw3XXXcf/997N3r7oXpfuUKKRPO3z4MA8//DBXXXUVZolNBR+5+fPnc+jQIZ1TIT2iRFFFli+Hb3wjdynhLF26lAMHDlRts1Peueeey4wZM7jjjjuSDkUqkBJFlVi+HC6+GP7u73KXShbhLF68mCFDhnDRRRclHUqk8udULFu2jJaWlqTDkQrTJxNFNf7yXroUjhyBY8dylypw6Zq7k81mmTNnDoMHD046nMjdcMMN1NTU6JwK6bY+lyiq9Zf37NkwcCD065e7nD076YjSb/Xq1bS2tlZ9s1PexIkTueyyy1i4cCHHjh1LOhypIH0uUVTrL+9Zs2DJEvja13KXFT6dQiyy2Sxmxty5c5MOJTaNjY28/PLLPP7440mHIhWksgfd74H8L+8jR9Lzy3v58lzCmj27d1/ws2YpQXTH4sWLmTVrFieddFLSocRm3rx5jBo1igULFnDJJZckHY5UiD6XKPK/vMvxxVwO+aawfOLS0UA8WltbWbVqFd/85jeTDiVWgwcP5vrrr2fBggXs2bOHkSNHJh2SVIA+1/QEuS/iW25JxxdytTaFpd0DDzwA0Gf6Jwo1NjZy6NAh7r333qRDkQoRWaIws9vNbLuZrSlYN8bMHjWzdcHl6GC9mdkPzKzFzJ41s4o4RbYc1VPqhE5GNpslk8lw2mmnJR1K7M4++2ze9ra3aUgPCS3KI4oFwOVF674ELHH3acCS4DbAFcC0YLkZ+HGEcZVFuaqn1Akdn3xiX7JkP0uWLKn6s7E7Y2bMnz+fp556ihdeeKGs+67G0nOJMFG4+5PArqLV84B8EfdC4L0F6+/0nBXAKDMbH1Vs5VDOJqM0NYVBdf6zFyb2uXMf5ciRI32y2SnvIx/5CDU1NWU9qqjW0nOJv4/iZHffGlzfBpwcXJ8IvFywXWuw7i3M7GYzW2lmK3fs2BFdpF2o1iajav1nL0zsR49mOeGE0Zx//vlJh5WY8ePHc/nll3PnnXeW7ZwK9bdVr8Q6sz03WXfpCbs7ftxt7t7g7g3jxo2LILJwqrXJqFr/2fOJvabmGO4PcMEFcxkwYEDSYSWqsbGRzZs3s2TJkrLsr1p/PEn8ieKVfJNScLk9WL8ZmFSwXW2wLtXS1mRUDtX6z55P7B//+ArgVT72sb7b7JR39dVXM3r06LI1P1XrjyeJP1FkgZuC6zcB/16w/sag+uk8YE9BE5XEqJr/2WfNgpEjs/Tv3585c+YkHU7iBg0axIc+9CEWLVrEa6+9VpZ9VuOPJ4m2PPZuYDkww8xazexjwDeBS81sHXBJcBvgIeBFoAX4KfCpqOKSrlXzP/vixYuZPXu2TjQLNDY2cvjwYe65556kQ5EUs1xXQWVqaGjwlStXJh2GVIh169Yxffp0fvCDH/DZz3426XBSwd0544wzGDZsGMurpXJBumRmq9y9Iez2ffLMbOmbFi9eDMBVV12VcCTpkZ+nYsWKFaxduzbpcCSllCik6u3fv5+1a9dy7733csYZZzB58uSkQ0qVD3/4w/Tr10/zVEin+tyggFJd9u7dS2trKy+//DKtra3Hl8Lbe/bsOb79rbfemlywKXXKKadwxRVXcPvttzNw4EBOPPFExowZc3zJ3x41ahT9+8fzlVGuEZWlPPpkH8WWLVtQ30b0wny2wm6zc+fODpPBvn373rL9KaecQm1t7fFl0qRJxy/PPfdcBg4c2KPXU82WLFnC9ddfz6uvvlrybzJy5Mg3JY/iZDJmzBhGjBjRq6FRmprgK1+Btjbo39/42tegDw7J1aVMJsPpp5/eo8d2t4+iTyaK++67j2uvvTaCiCRKZsYpp5xy/Iu/OBHU1tYyYcIEJYJeaG9v57XXXmPXrl3Hl507d5a8vWvXLnbv3k17e3vS4fcpX/ziF3s8TH53E0WfbHq65JJLWLVqVdJh9AlhflmG2WbMmDGMHz++z59NHbWamprjRwbd0d7ezp49e9i1axd79+7tVQzPPAOf/CQcPeoMGAA/+QmccUavdlmVTj755K43KpM+mShGjx7N6NGjkw5DpGrU1NSU7f/qne+EGTPUR5EmfTJRiEi6aVrfdFF5rIiIlKREISJSYeKeM0ZNTyIiFSQ/Z8yRI7kRnuMYvFNHFCIiFSSJOWOUKESkaqVtWt9yxJPEnDFqehKRqpREE00c8eTnjImzfFiJQkSqUkdNNEkminLGE3f5sJqeRKQqpW1a37TF0x06ohCRqhytNYkmmkqKpzv65KCAIvKGtLXlS/Q0w51UnbRVrlSbJMotpbKo6UlSTb92o5dvO8+/x5XUdh6Xamya6w4lCkm1tFWuVKNKbjuPg36sKFFIyunXbjw0Wmvn9GNFiUJSTr92JWn6saJEIREqV7uufu1KkvRjRYlCIqJ2Xakmff3HSiLlsWb2OTNbY2bPm9lfBevGmNmjZrYuuNRcpRVMJZci1SP2RGFm7wA+DpwDnAlcaWYZ4EvAEnefBiwJbkuFquThCkTkzZJoenob8Dt3PwhgZk8A1wDzgNnBNguBpcAXE4hPykDtuiLVI4lEsQb4upmdCBwC5gIrgZPdfWuwzTbg5I4ebGY3AzcD1NXVRR+t9Fhfb9cVqRaxNz25+1rgW8AjwMPAauBY0TYOdDgIlbvf5u4N7t4wbty4iKMVEZFEOrPd/efu/i53/2NgN/AC8IqZjQcILrcnEZuIiLxZUlVPJwWXdeT6J/4VyAI3BZvcBPx7ErGJiMibJXUexa+CPoqjwKfd/TUz+yZwr5l9DNgIXJtQbCIiUiCRROHuF3SwbidwcQLhiIhICZqPQkRESqroGe7MbAe5ZqqeGAu8WsZw4qCY41FpMVdavKCY49JZzKe6e+iy0YpOFL1hZiu7MxVgGijmeFRazJUWLyjmuJQrZjU9iYhISUoUIiJSUl9OFLclHUAPKOZ4VFrMlRYvKOa4lCXmPttHISIi4fTlIwoREQlBiUJEREqq+kRhZpebWbOZtZjZWyZDMrNBZnZPcP/vzGxyAmEWxjPJzB43sz8EMwB+roNtZpvZHjNbHSxfSSLWopheMrPngnhWdnC/mdkPgvf5WTObmUScBfHMKHj/VpvZ3vxsiwXbJP4+m9ntZrbdzNYUrAs1G6SZ3RRss87Mbupom5ji/Y6ZNQV/90VmNqqTx5b8DMUc861mtrngbz+3k8eW/H6JOeZ7CuJ9ycxWd/LY7r/P7l61C9APWA9MBQYCzwCnF23zKeAnwfXrgHsSjnk8MDO4PpzcyLrFMc8GHkj6/S2K6SVgbIn75wK/AQw4j9zkVYnHXfA52UbuJKRUvc/AHwMzgTUF674NfCm4/iXgWx08bgzwYnA5Org+OqF4LwP6B9e/1VG8YT5DMcd8K/C3IT43Jb9f4oy56P7vAl8p1/tc7UcU5wAt7v6iux8BfkluJr1C88jNqAdwP3CxmVmMMb6Ju29196eD6/uAtcDEpOIpo3nAnZ6zAhiVH1Y+BS4G1rt7T8/yj4y7PwnsKlpd+JldCLy3g4fOAR51913uvht4FLg8qjjzOorX3R9x97bg5gqgNuo4uqOT9ziMMN8vkSgVc/D9dS1wd7mer9oTxUTg5YLbrbz1S/f4NsGHeQ9wYizRdSFoBnsn8LsO7p5lZs+Y2W/M7O3xRtYhBx4xs1XBLITFwvwtknIdnf9Tpe19hnCzQab1/f4ouSPLjnT1GYrbZ4Lmsts7ad5L63t8AfCKu6/r5P5uv8/VnigqlpkNA34F/JW77y26+2lyzSRnAj8Efh1zeB15j7vPBK4APm1mf5x0QGGY2UDgauC+Du5O4/v8Jp5rS6iIGncz+zLQBtzVySZp+gz9GKgHzgK2kmvKqRTXU/pootvvc7Unis3ApILbtcG6Drcxs/7ASGBnLNF1wswGkEsSd7n7vxXf7+573X1/cP0hYICZjY05zOKYNgeX24FF5A7LC4X5WyThCuBpd3+l+I40vs+BMLNBpur9NrNG4Ergw0Fye4sQn6HYuPsr7n7M3duBn3YSS6reYzj+HXYNcE9n2/Tkfa72RPHfwDQzmxL8cryO3Ex6hQpn1ns/8FhnH+Q4BO2LPwfWuvv3OtnmlHw/ipmdQ+7vmFhyM7OhZjY8f51c5+Waos2ywI1B9dN5wJ6C5pMkdfrrK23vc4Ews0H+FrjMzEYHzSaXBetiZ2aXA18Arnb3g51sE+YzFJui/rM/6ySWMN8vcbsEaHL31o7u7PH7HEcPfZILuWqbF8hVJ3w5WPe/yX1oAQaTa3ZoAX4PTE043veQa0p4FlgdLHOBTwKfDLb5DPA8uSqLFcC7E455ahDLM0Fc+fe5MGYD/iX4OzwHNKTgszGU3Bf/yIJ1qXqfySWxreRmg2wFPkauD20JsA74D2BMsG0D8LOCx340+Fy3APMTjLeFXFt+/vOcrzKcADxU6jOUYMy/CD6nz5L78h9fHHNw+y3fL0nFHKxfkP/8Fmzb6/dZQ3iIiEhJ1d70JCIivaREISIiJSlRiIhISUoUIiJSkhKFiIiUpEQhIiIlKVGIiEhJShQiZWRmZwcDyQ0OzoJ93szekXRcIr2hE+5EyszM/oHcGf8nAK3u/o2EQxLpFSUKkTILxv35b+AwuWE/jiUckkivqOlJpPxOBIaRm6FwcMKxiPSajihEyszMsuRmO5tCbjC5zyQckkiv9E86AJFqYmY3Akfd/V/NrB/wlJld5O6PJR2bSE/piEJEREpSH4WIiJSkRCEiIiUpUYiISElKFCIiUpIShYiIlKREISIiJSlRiIhISf8fVvxOWrT5SS0AAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Se obtienen los valores de ymodel usando los parámetros recomendados\n", + "ymodel = gauss1d(best, x1)\n", + "\n", + "plt.plot(x1, y1[0,:], 'b.')\n", + "plt.plot(x1, ymodel, \"k\") # Ajuste\n", + "plt.title(\"Fila Estrella 1\")\n", + "plt.ylabel(\"Intensidad luminosa\")\n", + "plt.xlabel('x')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Segunda estrella" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# fila estrella 2\n", + "y2 = suma_colores[389:390, 400:450]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Mostrar fila de la segunda estrella" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Fila Estrella 2')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(y2, cmap =\"gray\")\n", + "plt.title(\"Fila Estrella 2\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Graficar intensidad en función de los pixeles" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'x')" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Crear el vector x2 de acuerdo al número de pixeles\n", + "x2 = np.arange(0, 50, 1)\n", + "\n", + "# Graficar\n", + "plt.plot(x2, y2[0,:], 'k.')\n", + "plt.title(\"Fila Estrella 2\")\n", + "plt.ylabel(\"Intensidad luminosa\")\n", + "plt.xlabel('x')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ajuste de gaussiana 1D por mÃnimos cuadrados" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "La combinación de parámetros recomendada: \n", + "[137.36697683 22.74995044 -0.60986585 110.21452455]\n" + ] + } + ], + "source": [ + "# Aproximación inicial\n", + "p0_e2 = [1, 24, 1, 0]\n", + "\n", + "# Mejor combinación de parámetros\n", + "best2, suss = leastsq(error1d, p0_e2, args=(x2,y2[0,:]))\n", + "print(\"La combinación de parámetros recomendada: \")\n", + "print(best2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Gráfica con el ajuste" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'x')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Se obtienen los valores de y2model usando los parámetros recomendados\n", + "y2model = gauss1d(best2, x2)\n", + "\n", + "plt.plot(x2, y2[0,:], 'k.')\n", + "plt.plot(x2, y2model, \"r\") # Ajuste\n", + "plt.title(\"Fila Estrella 2\")\n", + "plt.ylabel(\"Intensidad luminosa\")\n", + "plt.xlabel('x')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Gaussiana Bidimensional\n", + "Recortar sectores de la imagen que contengan estrellas individuales." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Estrellas" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "# Bandas donde se encuentran las estrellas\n", + "estrella_1 = suma_colores[218:227, 324:342]\n", + "estrella_2 = suma_colores[385:395, 410:430]\n", + "estrella_3 = suma_colores[545:565, 630:685]\n", + "estrella_4 = suma_colores[425:435, 640:670]\n", + "estrella_5 = suma_colores[390:410, 580:650]\n", + "estrella_6 = suma_colores[165:180, 820:880]\n", + "estrella_7 = suma_colores[150:165, 850:890]\n", + "estrella_8 = suma_colores[127:138, 840:890]\n", + "estrella_9 = suma_colores[90:107, 320:340]\n", + "estrella_10 = suma_colores[150:160, 960:1000]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Ajuste gaussiando 2D por mÃnimos cuadrados para cada estrella" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Estrella 1" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Estrella 1')" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Mostrar la banda de la estrella\n", + "plt.imshow(estrella_1, cmap='gray')\n", + "plt.title(\"Estrella 1\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Graficar intensidad en función de los pixeles" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee6c17e240>" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Realizar la gráfica intensidad en funcion de los pixeles\n", + "x = np.arange(0,18,1)\n", + "y = np.arange(0,9,1)\n", + "\n", + "y1, x1 = np.meshgrid(x, y) \n", + "\n", + "# La gráfica \n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x1, y1, estrella_1) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x1, y1, estrella_1) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ajuste gaussiando 2D por mÃnimos cuadrados" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parámetros recomendados: \n", + "[93.06973056 3.92223575 9.00047843 0.73586939 99.50163763]\n" + ] + } + ], + "source": [ + "# Aproximación inicial\n", + "params0_e1 = np.array([1, 4, 9, 1, 0])\n", + "\n", + "# Ajuste\n", + "best2d1, suss = leastsq(error2d, params0_e1, args=(x1,y1, estrella_1))\n", + "print(\"Parámetros recomendados: \")\n", + "print(best2d1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Gráfica con el ajuste" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee6c051128>" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Gaussiana con los parámetros recomendados\n", + "z1 = gauss2d(best2d1, x1, y1)\n", + "\n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x1, y1, z1) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x1, y1, z1) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Estrella 2" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Estrella 2')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Mostrar la banda de la estrella\n", + "plt.imshow(estrella_2, cmap='gray')\n", + "plt.title(\"Estrella 2\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Graficar intensidad en función de los pixeles" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee65a9c748>" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Realizar la gráfica intensidad en funcion de los pÃxeles\n", + "x = np.arange(0,20,1)\n", + "y = np.arange(0,10,1)\n", + "\n", + "y2, x2 = np.meshgrid(x, y) \n", + "\n", + "# La gráfica \n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x2, y2, estrella_2) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x2, y2, estrella_2) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ajuste gaussiano 2D por mÃnimos cuadrados" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parámetros recomendados: \n", + "[133.50433427 4.0848799 12.79731713 0.74674342 110.82333762]\n" + ] + } + ], + "source": [ + "# Aproximación inicial\n", + "params0_e2 = np.array([1, 3.9, 12, 2, 0])\n", + "\n", + "# Ajuste\n", + "best2d2, suss = leastsq(error2d, params0_e2, args=(x2,y2, estrella_2))\n", + "print(\"Parámetros recomendados: \")\n", + "print(best2d2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Gráfica con el ajuste" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee65be8390>" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Gaussiana con los parámetros recomendados\n", + "z2 = gauss2d(best2d2, x2, y2)\n", + "\n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x2, y2, z2) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x2, y2, z2) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Estrella 3" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Estrella 3')" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Mostrar la banda de la estrella\n", + "plt.imshow(estrella_3, cmap='gray')\n", + "plt.title(\"Estrella 3\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Graficar intensidad en función de los pixeles" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee658156d8>" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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4X9jzTVdQmBkXKHA55Mdq+P1+iouL51V24XCY8fHxeeXyUnKA55oZ67qOpmk5M3ZBGV+bFJTvMpjtD8oGS+m6zrlz51BVlcOHD2Oz2Za1X5vNRlVVFVVVVYCpSAOBAGNjY3R0dGC32yktLaW0tBSv17uoMs6az5LJJENDQ7S0tFwUTV2gwJOduWI15lKgUkoGBgYYGRmhrq6O8fHxi+RypYpvzOUzzirjyclJPB4PxcXFhZoB1wAF5btE5vIHZVOJjhw5QkNDAw0NDSsiCHa7nerq6pwJK5lMEggEGB4eJhKJ4HA4Zijj/GPOFl6/309zczOpVIpUKgVcCPgoFAko8GRkvliNuZSvqqq0trbicDg4fPgwmqZRW1sLXJDLoaEh/H4/drsdVVUpLS3F4/GsqM8YIBKJYLfb0TRtxrnn+4wLyvjqoaB8l8B8aQejo6NEIhGe8pSn4PP5Vu34TqeT2tranNAnEgkCgQADAwNEo1Hcbncuknouoc+f6Wb9S4VUiAJPRmanBOY/64qizFC+gUCAs2fPsnnzZqqrqy9SzPlyOTAwgJQSi8VCf38/0WgUj8eTk0u3271iyni2PKuqepEyLhTwWf8UlO8CzJe7q2kara2tKIpCUVHRqireuXC5XLhcLurq6pBS5pRxX18fsVgsJ/RFRUUXbTtfKkRBGRe41pkvJTBLdlAtpaS3t5fJyUn279+Py+VadN+KoqAoCnV1dTm5jMfjBAIBenp6iMfjeL3enMVqKftcCnOlKc5WxoUCPuuTgvKdh/nSDkKhEG1tbWzYsIGqqiqOHTt2Rc9TCIHb7cbtdlNfX4+UklgslhP6SCRCW1vbvEJfUMYFrnWWmrsrhCCVSnH8+HF8Ph+HDh265PgIIQQejwePx0NDQwNSSqLRKIFAgI6ODlKpFD6fLyeXDodjSdexlOMupWZAoYDPlaegfOdgtk8lOyLu6+tjfHycvXv34na712XHIiEEXq8Xr9dLbW0tp06doqmpaclCXygSUOBaYnaJyIWe1WQyyfnz59m5cyeVlZXLOs5i0c5CCHw+Hz6fj6amJgzDIBKJ5EzbqqpSXFyck8v5gjaXK2uFAj7rl4LyzSNrZj59+jS7du3KPYTpdJozZ87g8Xg4fPjwgqUjZ3MlH+Ssj3oxoS8qKsoJvd1un7GPpRQJMAwDu92O0+ksKOMC6wbDMBgeHsYwDKqrq+d9LqWUdHV1EQqF2Lx587IV76WgKArFxcUUFxfT0tKCYRiEQqFcAJeu6wtWxbtUFivgI4RA13V8Pl8hM2KVKSjfDPn+oHA4nBPU6elpzp07x9atWy8SykvN7VtL5gq+mi302epbw8PD6LqeG4GXlJRcNAKfSxn39fXh9XqpqKgAmBHwUVDGBdaa/FiNVCp1UZGbfJLJJKdPn6asrIza2tplpwlmyVa2u1QURckNgAF0XScYDBIMBunv7wfMd5TT6cwpxstlrjTFbMOX/fv3586rUDNgdXjSK9/ZaQfZh8swDLq7uwkGgxw4cACn03klT3PVyFbXKikpYcOGDei6TigUIhgM5iI485XxXHWpgZwJOj8vMUuhSECBtWJ2rIaiKOi6Pue6k5OTdHR0sGPHDsrKyujq6lo3g2mLxUJ5eTnl5eXAhSDPbKEPi8WSmxkXFxeviFLMyqWiKDlZhkIBn9XiSa185/MHGYbBsWPHKCsr4+DBg1etsriUF4nFYqGsrIyysjLAFPqsOSy/LnX2X1ZIs/dooSIB2eWFvMQCq0F2tpufEpjtMpSPYRh0dHQQi8U4dOhQztVyOZas1baCWa1WXC4XNTU1FBcXk06nCQaDTExM0NnZic1my82cfT7fJSvF2bIMcxfwyVfGhQI+l8aTVvnOlbsLMDExQTweZ+fOnTkFtFqsxSj7chWb1Wq9aAQeDAbx+/309PTkciPtdjvFxcVzNomYrYwLRQIKrCTzpQTCxUoxv/b6tm3bFszzXc/Y7fYZVfFSqRSBQICRkZFFC/EsxOze4/nMJctSykIBn0vkSad85xNUwzA4f/48iUQilye7kse8Vh7CbF3qrH9XVVXa2toIhUKMj48vWJcaCsq4wMqyWO5u/sx3bGyMnp4edu7cOWft9fU884WF3yMOh4OamhpqamqA+QvxlJaWLljwYznvqkKa4uXxpFK+8+XuxmIxzpw5Q21tLdu3b+fxxx/HMIwVCWq41rHZbDidTurq6igqKiKVShEMBpdUlxrmFuBCxZ4CizFfrMZshBBomkZbWxvpdJpDhw4tmMZzOUFT64nZhXgWKviR38VJSnlZuc0FZbx0njTKNyuos83MIyMj9PX1sWvXLoqLi4G1Mz+t9oO3VjPu/OM4HI4561IPDQ0RjUYXNYctVLEnEokgpaSioqJQJOBJzHJyd1OpFKOjo2zevHlG68+5WO8z30tlvoIfwWCQzs5OkslkLvd/vnaKl3rchZTx8PAwTU1NT1plfM0r36xZs729na1bt84oEXn27FkADh8+PCOK91oaAa8FCyn5y61Lna+M4/E4hmHkZthwIeCjUCTgyYFhGAwNDeUCjBb6rYeHh+nt7aWsrCzX9nMh1rvyXcnOSdnc/8bGRgzDyFXfGh4eJhaLcf78+Zxczs79v5zj5v9eY2NjNDQ0PGkL+FzTyjffHzQ9PZ37IcPhMK2trTQ3N1NfX3/RdnNFSBaYn+XMsOcyhwWDwYvqUmdLYebv1zCMXBpE9rhQSIV4MpAfqxGPx3E4HPM+c/kD6507dzI2NrakY1wNg+7VUEbZGvVFRUVUVFTQ29tLdXX1jIIfC+X+X+6xFyrgcy0r42tS+c7VMiz7fbYv5/XXX4/X651z+6sp6nEhroTZeTnkm8Nm16Xu6uoikUjg8/lyAVyGYVxkoQAKyvgaZ67c3fmUZCQS4cyZM7mBdTgcXrJCXe8z37Ug6/OdK/c/a7GSUs6ovnWpsTFzWbkWq6Z3LRXwueaU73z+ICklJ0+ezPXlXOiBWckR8GIPx7UQCb1S1yDEhbrUjY2NFxWjj0QieDwegHnrUkNBGV9LzBWrMZfylVIyODjI8PDwjIH1cpTielega3Fuc8nyXLn/2XTD3t5ehBA5a1VRUdGSlPFSm0TMVsbXUgGfa0r5zpe7GwgEiMViub6ci3GtzHzXiqw5eKXJ9001NTXR3d2NzWYjmUwuuS41FIoEXI0slLurKErOqgUX0t1sNttFA+vluJAux920Vop7PQRpzpVuGAgEmJiYoKurC6vVumjBj0sZsM8VwHU1F/C5JpTvfC3DpJT09PQwNTWF2+1ekuKF5c98L8fsupoz37UaQKyleTsblXk5danz9ze7SEC+Mi4UCbgyLCd3NxgM0tbWxqZNm3I5rvlcSzPfteBSUo1sNtuyC36sxID9aq8ZcNUr3/lyd1OpFKdPn6a4uJhDhw7x2GOPLVlJLGfmu55+zLlYzz7f5TJbYJfim1qsLvViyvg3v/kNO3bsYO/evat+fU925orVmOu5ytZr7u3tZWJign379uF2u+fc53JmswWfLws2oVgqcxX8CAaDDA4OEolEcLvd+Hy+XEvW1UxtylfGuq7zxS9+kY985CMrcrzL5apWvvOZmbMF07dv354ri7icWeZyZr6XM3u9VgR2rZSvrusLjpYXq0sN5BTxXIEicwnvI488kjOvFVg9lpO7axgGo6OjVFVVLdrwfqVnvldysL0WcrYax8hmONTW1iKlJJFIMDExQTKZ5MiRIwtmOFwOs5+jcDjMvffeW1C+l4OUkkgkkmsMn18isrOzk0gkwsGDB2cE5GRHwEsxdSx35rvQfqempohGo5SXl894sIx59p/WDeyWlfE7Xmtm5+WaqmbXpVZVlVAolKtLnd8ZZq5AESEE0Wh03qj4AiuDYRiMjIxQXl6+qOL1+/10dHTg8/nYvn37ovsuzHyXx2rLshACt9tNVVUV0WiUXbt2zchwSCaTF1XfWini8XguYHM9cNUp36w/aHp6mkQiQVFRETCzYPqBAwcW9BMtxqXMfOc6z+xAoKSkJPdgudwe/vecyuODcf7lKY7cttPRFO/5yVlODUeoLXLw/J2V3LK5jH2NxViVSxeGa9nsvFxsNtuMQJH8zjDZQJHZdamzpfiWghCiEfguUA1I4GtSys8LIT4KvB2YzKz6finlrzPb/DPwZ4AO/LWU8reXfIFXGflm5s7OzgWb2Esp6e7uxu/3s23bNvx+/5KOsZIzX1VVc72rV7LB/XpirWV5rgyHSCRCIBDg3LlzpNPpBYMql0MsFltXA+mr5umZ7Q+yWCwzCqZ3d3eza9euOQumw/KjHi9HYFOpFKdOnaK8vJy9e/eiaRpNTU0YhsGbvnuCk8MxAD74kMq2c8dIGlZax+MYmd1I4HtHhvn2Y0N4HRaaSl3sqPGyvdpLidtKkdOG12GhtthBpdfBleZqUb6zmaszTH5d6jvuuIPh4WG6u7vZsWPHUl62GvBeKeUTQggfcFwI8bvMsv+QUv57/spCiJ3Aq4FdQB1wjxBiq5Ry7ga01xCzYzWy3831HCWTSc6cOUNJSQkHDx4kEomsSgTzQnIfDoc5c+YMNTU1BINBent7zQIQnmIChhMLknLlwnE0Q9IxHkUzJJsrPbjtl18n/kqlGq0G89XOF0LkCn40NzcvO6hyIaLRaGHmu1xmpx0IYZYczBZMV1WVw4cPL/hDrNbMd7bA+v1+2tvbc/7m/Ebew6EUJ4djFDmtWBUIJzWOj6XRjfSFYwP+WJqX7K5kMJjkxGCYs2NRzo5F5zx+Y6mTv3haM8/YWk6R88r9nFej8p3N7LrUlZWVPPbYY9x222186lOf4uGHH14wh1FKOQqMZj5HhBDtwMUl1C7wUuBHUsoU0CuE6AIOA4+u0CWtS+aK1ZgvdmKu+I3VMiXPt+7Q0BCDg4Ps2bMHm82WO8ejPVN85K4ukqqGVRo0Fwn+welCOH38y2/7GA2lcDssVPnsfOIl26nwXn6ZxqvR5zsXi8VvZFlOwY/i4uIFB8gF5btM5ks7yBZM37JlCw0NDYs+MKs985VS0tfXx8TEBAcOHJjTV/HRX3UA8K6nN9MxHuOnJ8codVkJJDTefUsz9UU2fnhsmNNjCW4/M4GeOQW7xby2EpeNGzeW8uu2cXwOK4pQGAom+cAd57Eqgv2NxWwod/HnT2uiyudYk5HyWrLaync2GzZswDAMvvWtby3b9ySEaAH2AY8DNwHvFkK8ETiGOTsOYCrmx/I2G2JhZX1Vs1DursVimfFCXkr8xlJYjiKZPejWdZ2zZ88ipeTw4cMoipLLD28bjfDeX3QQVw0sisBltdAflfzotJ872nuJqWBTwJZQ0HSdbz06wDO3VfB/T4wSimtsr/XyhsP1lHvsjIWTjIVT+BxWWsrdWC7DzXS5rJWMXWpU9UJBldmCH/nKOH+wvBwX0lqwbpXvQrm7Q0ND9PX1UVpaSmNj45L2t5o+X1VVaW9vx+l0XhR9mX3ATg+HOdIfwqrAy6+v5k++8QQAZW4rxW4b77i5GYDN1UW88ptPoEu4qaWYp9TbaBsJ8/BQmoloml+eHgeg2GWjusjBVG+aL7xyFw/1+PnJiTGO9Af5vxOjfO6Pd3JD/cp1KFkPrLXyBdMvPLuS1mIIIbzAT4G/kVKGhRBfBj6O6VH4OPBZ4K0rfa7rmeXk7iYSCU6fPk1lZeW88RurMbDMn/nG43FOnTpFQ0NDbnCff8wv/aGftCGxWwSaYRBISELA/7WG0A3zh9YkoBtMh1P8/MQI3z8yggSkgCP9Ae44PcYtm8u5r3OaSEoDCbXFDj710h3srvOt+PUthavNhTRXUGUwGGRqaoru7m4sFksuijoUCq2r+I11qXzny93NVrKxWq1cd911DAwMLHmfq1XpRtM0Tp06xaZNm3Kde2YjpeTf7+nBqgi2VXs42h9iIJBEAL3+JK89WMf58SiP9gb4XfsUYM52myo8lJf7eOfuFryPD/KTk+M0FFk5XCVo96c40pcA4L0/O4shQUjJoaZijg6E+JufnOVAg48XNMGuXUu6lKuC9T6YEELYMBXv96WUPwOQUo7nLf86cGfmz2Egf/TYkPnummGpubvZme/4+DhdXV3s3LmT0tLSOfe5Wo1Psgp2YmKCzs5Odu/enWszmo+qG3RPxtANSVIzMKT5djbA/JDBkJCWkJ59qtJUzJNRlZ+cNJs+CMBqgbFwmn/5dQd/eUsLxweCpDWDm7eUceOGsqs21Wi+46zGQNpms1FZWZkL3kun0wQCAR544AE++clP4nA4cDqdvPa1r52zqU4eqx6/se6U73y5u6FQiLa2NjZs2EBtbS3xeHyGP3UxVsNPNDw8TDgc5rrrrssF7czFveenOTEUxmO3sKXSwzcfHaS2yEEimSKYhtvPTPC9oyMAVGb8Qh67hV+cGuOHx0Zm7OvtT9vAK/bVmv7u/jFe/6Me0rrEKkyBPjoQAqClzMWpkSjHhyTfanuc2966nxL3ynUjeTKw3NmVMB/WbwLtUsrP5X1fm/EHA7wcaM18vh34gRDic5gCuwU4crnnvV6YK1ZjPoQQdHZ2YhgGhw4dWjCqdTW7joVCIVRVnfMcstfwrUcHiKZ0s/C/nKFvEcz8ez5mryMBTQe7RTIWSvGB288RT5vvt1+cHudZ2yr405ZrJ+BK1/VLbsiwHOx2O9XV1bzqVa9ienoawzCorq4mkUgsuN1axG+sm0K22ST7/DJ/WSXY29tLe3s7e/fuzc0ulyuAKznz1XWd1tZWpqamcvm785FQNf793l42lLuIpXUcVoUnBsPsrPUSzMRZ3bihlI+/eCv3/NUNPGtbOYqAnbVeHnnfTfzs7Qd499Obc/v7yK87+asft3F6NEZlxtSysdzFw397iC+/tInX7DTPpd+fQDMkbiuMhFJ8OONvLrA8FlMas7gJeAPwLCHEycy/FwGfEUKcEUKcBp4J/C2AlLIN+DFwFrgLeNe1EumcHUQvRfHGYjH8fj9Op5O9e/cumk6yGso3lUrR1taGEIL9+/fPew5SSu5un2JjhZsSlw2LIhCAwyKwCVOJXqrLVgIpXRJMakRSuhnzIUA3DB7vC/CbnhRnRqKo+uq1PbzazM7LIRaL0dzczBvf+EY2b9685O1mxW+AGb9xWgjxP0KIrHmmHhjM22zR+I11MfOV0uzrev78eXbu3Jn78dPpNGfOnMHj8eQCHrLkpxotheUq3/zOGfnE43FOnz5NXV0djY2NtLa2LjhDeucPTjMaTvFXtzTzhT/0c2o4jFUR3Ht+GrcV4hp89NYteB3mT9E1GcfrsDIZVbEqgi1VHjonzdQkRUC5x8bDPX7u75zO5f8OBZPc3hbgxdc18LTdLTw0eoTRYJJip8J0wkAAD3RO09o7wraGyhXtx3ktk622tFSklA9hTn5m8+sFtvkE8Inln936JGtm7ujooKKiYk6zbT4jIyP09fVRVlZGVVXVku73SivfQCDA2bNnaW5uZnJyct5zmIqmaBsKkNIMPHaFlnI3VT6d8+MRDClRpfnj2xSBZlw8K74UdMM0Z09HVX56TuVn59vxOGx86IWbec72+fOiL5W1VL5rnSed7Re+HFYzfuOKK99s7c1scnX2h5+enubcuXNs3bp1zuT7bH3XpbISAVdZX1B+PvFCJuqeySiP9wUBCKdMZX5uPIZFwPufv5kfPtpDb9igazLG3oZipJR0Tcao8NqZiKRy++mYiKEI04c0FVOp8toRQjAeNtfRDMknftvF537fw4t2VWHJmKA/fusm/u/oAPf1p5ASvvTQEH+2c5SULqkuL6WsrIzi4uJCJ595WG8VcdY7+SUiVVWddwALpty3t7djGAaHDx+mq6trTSpRzT7f/v5+xsfH2b9/P0IIJiYm5ly3ezLGR+88R1LVSOsGXVMJaosc6IakyGVD0wzSmo6OAAQt5U76/Qmyk9Ts2doUgSFlLpMhS1a+5zzPzP+zvmM1rvKRO89hkyq3bK9dUWV5rc98lxPtvNrxG1fsrZsV1Gw0s9VqxTCMXIpBT08PBw4cmLfqzWqbnfOFW0pJR0cHAwMDHDp0aEYhj4UiLz94e3vu8+87pgFzZPzN1+/hNQfrcsLU7zf9D1PRNKGERkOJg2BCI6WZK5wcDAOmH3hblYd7/vop/Pbdh7FZBE6rgiHhQy/czAt2VvKr1gn6/EkAWkrsvGO/j/2NZhWwBweSRH3NvON3ce7u15iYmODYsWOcOnWKgYEBotHoNZeedDmst7zA9YxhGKRSqZy1IBtANReRSIQjR45QWlrK9ddfn2vnuFp+3LnIBkrG43EOHTqUK/063/P/+d93E0qoOCwKWypcFDvN4jcv21NDldeBz2EBIbBZFDx2haZSF5VeB06rqcgUAU0lDkrcVjLW5Bwem1jei1iAYcAdJwY5cuQIbW1tjI6OkkwmL/V25FjLVKO1Vr7LrFY3b/xG3mqz4zdeLYRwCCE2sIT4jSsy850v7cAwDI4dO0Z5eTkHDx5cNEBjOVzqzDfbHam0tHTOtIf5BDatGZwcDFHismKzKAwGTMF4zcE6DjSZprioam43EjJnsJ2TcQA2Vnj4Q1eAiYiZ+3dyKITNonDTxlJODpmKeCKSIq1Lnrm1jPs6pvncvb38z+uv533P2cTzvvA4sbTOfz00wlt3WvnACzbzx183U5v+/hfnAHhoIM47n7UPMFM7ss0HsqPDbC7dctNsVosrMSgozHwXZ77c3bmUbzZNcGhoiOuuuw6f70I6zXItWZdynlnZjUQinDlzhpaWFurq6nLrzGfxOjcW4dEeP1JKRqREUQS6hEBC5Vnbyrn3/BTdURWbYs5moimdSp8dm1WhcyKGlLCjxsuzt5Xzb/f0YBFmLoqUYBVgSIE2x/PtsgnSumS2i1dKkAg8xSWMu4ppD8ZpUaOUjI+jqirFxcWUlZVdUgnMa3nmu8w67dn4jTNCiJOZ794PvEYIsRfTINEHvAPM+A0hRDZ+Q2MJ8Rtrqnxnpx3k3/yJiQni8Tg7d+7MJVCvJJcS7Zz1Bc1n+s5fdza3HRtCl/DcHVU80n1h1vuWG03LhGZIwimJy6YwGjIVc9aMvKXSbI82Ekzy33/oR5fwyj3V+JxW7j0/hW7I3Gx5W7WH+zqmcdstvOOHZ/jSn+7ORUnedS7A4cpibt1kBmHVFNkZC5tRXmntwr3Idh2pq6tDSkk0GsXv93P27Fk0TcuVcystLb1ImNdKKV4FwvqkY76UQLhYmWqaRmtrK1ar9aKG99n1V2vmm189K+tjnq3889ebzRfu68HrsBJNaaR0g7RqYLMIpmNpPnDHeTZXuDg3HkWXBlJCsdPKVDTNoeYSNle6ubGllOsbipASftU2wcPdARwWgSIEjaVOuqfiWDJm5+zRixwKPqeN0VDqovORQFIz+HXrJA93B1CEwGoRfPiFWzjUVDSjk5cQgtJS08WUrVe+ENey8l2O2Xkt4jfWTPnm+4Nmz3bPnTtHMpnE7XaviuIFU7izSn8xhBAEg0ECgQD79+9fMJp5PoH938fNwLfn76jkJ0+Y6UK1xQ5qisyZpD+WRgKlLmtu5htImOe3scJUvl99eIATmZnugaZignHNHHHHVfqnTeW7tcqcmf31M5r5/H39vPO21pwAl7utfOV4hFufAmVuGxvLXYyF0wjI5SnOrqYjhMDn8+Hz+Whubp5Rzq2/v/8iYV4rrpTyLcx85yY7252dEpgl34w8O01wLhYyU18uQgh0Xc8V6j98+PCcM8L5ZHkymqK+xMlIMEE0UwyjxGWj2ucgmFBxOqw0lThAV/F5PUSSKk8MhnOWrAc6/fznn+wEYHOlm9bhCBaLoK7YSTChYbcouJwK4aR5PyWCmzaVcX+nH5tVoBugG9KMpMZ8j+iGZDySJpLUqClyYABfeWiAp7xhz4wKUKqqEggEcvXKnU5nTn7dbvdFv9u1rHyflBWu5svdjcViucjhHTt28Oijq1fSdqkja03T6OnpQVVVbrzxxkUfkLlMVb1TMfr9CYqdVm57YsQ0UxmS5tILSnwyYs5AKzy23Mw3EFdxWBUaM+sd7Q9x664qftU2QZnbji1zLhORFP2BBA6rwuZKUzlYFIWvv+46XvOtE7ljvGhHGf97fILP39dLXbGTgYCp5CWgGjAYSNBSPncT8iyzy7nNFma73Y6qqsRisTmFeaUoCOv6YKESkflYLBaSySR9fX2MjY2xZ8+eBQcyq2l2llJy7Ngxamtr2bFjx7zP6FzKd9AfZyqaJhBLz0ghiqU0eqZiFLtsPKWllKHpGIPTadKagT+mUuS0UuYx05X8sTTfemSQJ4bCRFM6dqtCKKmRVHWetaWMPn+Ss2MRfE4rad1ge7WXj794Gy/80lGCCRWbRWCzCJKqQbHbSrnHRvt4DAkkVIPBYJIqn51E+uL7Z7PZZjQPicfjBAIBenp6iMfj+Hy+nHzb7fZrWvk+qboaLSSow8PD9Pf3s3v37hkzqNX68ZeifLO+oKqqKlKp1JIejrkE9sfHzSC35nI3v2ufxOuwEE3pKHnSOxE1lW9dsZ32iSCGlPjjKiUuK99+bAiAplInt2wp41dtE5S6bTht5vlMRtMM+BM0ljqpyAm4yuZKDze0lPBAp9lurchp5YWbXPzg2AiHmovpmkrTUOpkKON/fmIwvKjync1sYY5EIrS2tl4kzKWlpSvqLy4I65VnsRKR+UgpGR4epqKi4qI0wblYjmVqOWT7ae/Zs2fBQjgwtyz/2++6KPfYkdJMNTKkmdMrhCCU1KkucvKUlhJ2Vti4+4kuGpuaue34CKMZF1IooTIeSXP7mXF0Cc1lLmwWBZfNQonbznuetZGUZvCzk6P0TifYWuXhpddXY1UEL9xZwQ+PjZLSDBQhKLKD125hPJLK9QO3KAKJZCqS5sW7qxe9H263G7fbTX19fS7DxO/309bWlrNkWK3Wi+oirzRXQp41TVtXaZarpnzn8wdpmsbZs2cBLjL/ZE1Vy/nRl6qsF1O++b4gKeWSS1fOFtiUqvOzE2Yxo/FIimKnlVDSTLnwxy+8XCajpnA2lThRdcl0NM1UNE0srfONRwbx2C1sr/ESzGxT5rGh6pbMtmkGAklaylx4HRbsGf8TmFGQHruFWFpnIprmtbu9nJmWnBuLklQNbmguJpbUCCQ0fnpilFfsrVnSdc6H0+nE6XTm7ltWmLP+4myR88vtf3qllG/B7LxwrMZcZBuj+3w+duzYsaRjXIrZeSHZl5n+v4FAgJKSkiW5SGbLsqYbDAUTVHntVHjtnBuDUDxNQ4kTFIGmG9y4oQS7VcHjsHJdpZXrNpcRSqp85cEBVN1gNJRCEVDqtjMeSTEeMbcXglyxDLtF8Cf7arFZLtzXn54Y5d7zfopdVhJpnSKXlb/Za0X11fKVh4exCI0Sj5V4WkfTJR6nldccrLvomha73mz7vpaWllzxoFgsxhNPPDHD6uXz+VZ0UrTW8rweszhWRflm/YSdnZ3s2bMn96OFw2FaW1tpbm6es65m1vS0VOWbVahLWX8+5Zv1Oef7gpbTL3S2wN7dPkkw47sdD6fYXedDm4oTS+sMB5O5F8Z0NOPfLTe75ZwcDnN8IERKM/in523id+2TprkrriIwfUzZ0e5kxFTUh5tLEEJQ7rHnlO9oOMn2ag/HB8OcGonyp1uK+diLt/LW7502j1fhwWpRuO34KG1jUZKqjtN26SPc/BfgXMKc9Z339fWhKErO3+Tz+ZYlfFfK57uWfu31SDZW4+TJk2zatGlBS4CUkp6eHqamppbV8B4uPXVwLtnPFufx+XwcOHCAU6dOLenlO1u5WC0KNT4HoYRKkcuGx24hGIdyrw2v08ZEOM3WKg8/OznGAx2TyFSM99TEuHVXFaom+f7RYWwWwaYKN267BX9cJZ7SiKd10rrBS3ZXcXIozCd/20UoodJc5uIjL9pKfYmT7x4ZxmVTcm1CIymNkajBG2+oZFNVEe/7+VkUIUhrBmndjAx6122tfOql25dtzcpisVhwOBzU1dVRVFREOp3G7/czNDREJBLJxeRkGxVcjjK+EvK8zGp1q86KXn1WUNPpdG4km1VO/f39tLW1cf31189b0Hq5o9/LLRmZSCQ4evQobrebPXv25GZml5MT/KNjQ5R7TNNGfbGT8+NR9jaYUZXhpMZY+EJwlccmqC82TbMfvKODtG5wQ0sJrztUT3WRg/GIqXyLXVYsiplDWOa2MRZOEk5qlGWOYypfs1DJSCjF9hovXoeF7ukkMdXgUHMJu2rNl2YwofKcbRWAGcRx19lJLoeFZh8Wi4Xy8nI2b97MwYMH2b17N263m5GREY4dO8bp06cZGhoiFost+nJcrkVkJXiy+3zzc3cX88mmUimOHz+Oruu5vNnlKtOVkP1QKMTRo0dpbGxk69atuTK1lxpJ/d7nbsFutRCIqzhtCvsai4mmDDrHY1QX2emciPHdx4cYj6TpCmj8zU/O8vNTYxxuKeFjL97Kxgo35R47HoeVDeUuSj02mstcvPPmZm7eVMZHftVBStMpcVkZDib54B3n0Q0DTTdNzflomWjo35ydIBhXGQ4miaV1Kjx26kucJFSDz9/Xd0nXmSVfnu12OzU1NezcuZPDhw+zceNGsxBQVxdHjx6lvb2d8Ux603K5Esp3vbFiM9/Z/iCr1YqmaaTTadra2nA4HHOmGOSzXOW7nMT82cKabdI9V/eU5VTQyV+3ayLKsf4gzWUupmMqT9lYyk9PjLK1ysvDPUEAWkcj1BY7CcZVfHbFbCUGOK2mEt+SiV6u9jmYjEwxHUvnAjfAbLyQjY4uzylfG+ORFJGUTjytU1vsZEulhxNDYe7siLN/N+yu89E2GuWRngB/eUsLTqsgqUm+e2SYl+25dNPzcvpyZoucV1dXI6UkkUjg9/tz/uKioqLczHh2bd2lNt9eSZ6sPt+5YjWsVuu8sjk1NcX58+fZtm0bFRXmwG41ZRkulmcpJYODgwwPD7Nv3z7cbveMdZdrdpRSMhlJc2IwyMYKN06bhZfvrcVthY/86jxCmHEWj/QEaChx4rQqjKQliUSKbz86xK/bJvnbZ7bw/B2V3H1uCosAn9PKv75kG5sqPaaivbOD4WASl02hyufA57QyEkpy7/kp9jUUcXQghMOqoOoSp01ha6ngh8dGzWYrUiIAXZopSkKYBXdGw5dXaGO+wbQQAo/Hg8fjoaGhAcMwci6m4eFhDMOgpKQkVzVvsYHyWivfdDq95uUsF2PFzmZ2IIbFYiGdTnP06FE2b95MdfXiwQCXMvNd6vpZYc2O3ILB4EVNumevuxTyle/XH+pDETAWTmK3CE4OhtjTUIQQYLMIVF3SPRnnudvNGajHDp+6dxAB3LSplDvOTFDqMhVqpc9OWpdMRtOU5nUjqvDacwJW7jYVVLnHztmxaC5qurbIQWOZi7OjEe7sjPPXcZVYyrxPbaNRhgIJnrqxjN93TNM5EaN1JHLJ/UMvtTWYECIX/JEvzIFAgNbWVnRdzwlzSUnJqrUgW4gnq/I1DOOihghzyaZhGHR1dREKhS6SpdW0Ys1eX9d12traUBRlzgH+cme+sZTG53/fzX0dU0xH05R5bJS4bQz44zQUOxjwJ6j0Oajy2jk/IZiKqZS6rKR0idWiUOqx4bAqfO/oCJ/8o208Y2s50ZROfYmTIqeVpKrzqbtNU7MiIKUZjIVTeB0WpmNpvv3YEFLChnIXumHGe7zjac2EBs/zleNTSCmxWy0YhkTXDEIJlQqPjVBS4ykbSpZ8nXOxnBia4uJiiouL2bBhA5qmzeija7Vac/5ir9d70T7XWvmux/iNFVO++Q981veTTCZ52tOetmCe7Ox9rFbJyGyu3/HjxykqKlqwgtZyRspZ5RtPadxxegxDQkqTNJaYyfP/+kc7ONbnp9Rtw6YIeqbM3L9gXCOUkkzHzRzCiUzqUVbRVvnMF9lUNM3O2guKsdxrKlogZ3Yu89gIxFVG8pRvuduGLiVpHb79+FDO3G0R8O3HhnjZ9dX8vmMai4Dbjo+wu27bkq53NisVnZ4vzPn+4uzM2DAM7HY74XB4xYM/5uPJqnwVRbnoxThbmSaTSU6fPj1vNbpLmfkuV1lLKXPpio2NjTQ0NCy47lL5+kN9PNLtxx9N47ErRJI6FV4HHeMRjvYHSKkG/rjpQmoocTAcTBJJgWaAz6FQ7rEjBERT5gCmsXTm+288kiaS0qktdhBXdUZDKVKqTlLV2VjhosrnwJCS6ajKx1+yjZoiB/3+BKNR3eyilHnnKIpAEaDpkq6pOA6rwoA/wXg4RXXRpWUaXKo8W61WKioqcpaPVCqF3+/Pla31eDwz/MWwtr2516Msr/g8PJlMcubMGUpKSnC73UtWvLB8v89yBDYajTI9Pc3111+/pJSD5Zai/PTdnbli6cKsrY7bbuGFu6r4Xfs4ZW4blV5HTvmOhpMEEwav3V/JaNRsrgBmMQyAap85qw0mtNx3YJqYw5mArvKMObrMY0MzJL2Zwhu1xc7Md3Bjg4MfHB3GYzOjohtKXdx+Zpy339SEAFw2C785O8n7nrORYtfyw/BXKzUs6y8uz7RNHBoaIhQKrUrwx3ysx9HylSLrRoILDUYWani/FjPfiYkJRkZGLkpXnM1y5HkwYvDTMyOkNZ2EpqMZBi67lVhKYyKaptrnxG+YOb+BuIrbpvCmGxqYiKT4/blxNld5EMIcND9ra/mcx3DbFIxM16NNFW7K3DYmo2Y+b32J+b5UhMCiCLomY3z6d93EUjqRaJKmymK6lQS6IQGzSE6x00JdsQubRRBMaHzxgT4+/pJLG0yv1IzU4XBQW1tLbW1tbpDk9/vp6OgglUqRSqWYnJykpKRkTdJ/rnnlm/Wjbt++nfLyciYnlxfMsxoCm/UFDQ0NUVRUtKjiheX7fFVN55enRrFkimlICaOhFH+8rw6Pw0owrlLitrGp0s3jfQFGgkmCCY1ih8LbDlfzzeN+Huk2I0Pjqk5KM6j0miPXWFrPzXABKjz2nJLPzXwz5ud+fwK7RVDmseVm0M/b6ObIcICEalDmtlHjc9A3Hef/ToxS7LISSZpVs355epw33jD3zGEh1iopPzszbmhoyLWg9Pv9dHV1kUwmZ+QXL9YPdqnEYrGLShA+GZjr97RYLLlORNlmBCvZ8H456xuGQTgcJpFIcOjQoUVf3stRvvcOqLhtdgwDvA5BNKlBWiel6liEoNpnw+tQmIikMTSDZ24t5203NaFpGtucYR4P2ogmNW7cUMJLrpvb1Vbpc3DrrkruaJ0wB+oS/uzGBh7vCzEcSlLmNuUypRn8qnWCWFqn1G1DpM0Mij/dX5vrlra5yk3rcBS71VSYHruF3un4kq51LlZDnoUQeL1evF4vTU1NGIbB448/TjgczqV0ZsvXrlaXtWwRoPXEiinf4eFhhoaG5vWjLoWVDtLQNI22tjasViv79u2jtbV13nXzWa45+66OEAnVoMprZzquohsSzZC88oAZ1R1MaNQVO9lY4SatS977MzPP+enNLqyKoKbIQSqjUd9/+3k+cPt5qnwXXmxqXv+x7GzXZhF47KapP6uER0MpKrx2FCFyvmOXTeGWLeXc1zGNz2Ehoeo8Z3sFPz4+QlOpi7ZElM2Vbn78xCivP1x/UYTlYlyJijj5wR+NjY2XHfwxH+txtHyl0DSNvr4+Wlpa2L59+6K/+XKfiaXKftbcbbFY2Lp165JmTcsxOweSEp/LRiytY8nEapR7bPzx/jq6x0I80e/HYwOfRaHIbuVAg5eEamATsKnEwq1P28qn7+7mrrNT/PbsFC/YVckbDtfz+/PTnB6OUFNk50/21fKqA3Xsri9iMpKmpsjB9hovT9tUxn/d38eZ0QhjoRTFLivdU3Hqix2UumzmpAAo89r5zMt30FTm4rHeIG2j3RhSoghBLK1fcvwGrI08ZwP4Nm3aBJjxQsFgMGdRcTgcucBLj8ezIuezHmV5xZRvTU0N1dXVM25UdsS51JHMSgZcRaNRzpw5Q1NTE/X19Wiatir9Qg0J3zthzlono2m2VXs5Nx6lttjJ7jofExMTTEWSWCqt1HnMe9M6avps64usSCl5rDeY29/7n7+JYEJjKJjkV5mqON9+bIhSt43XH66nwmu+bHwOa+5eZ83S/lg6p5yzM99wyuCpG8zORwiz0Mc/Pm8Td7dPYbWY21d67TzaG+TBLj9P3zK3qWw+1kPz7csN/piPJ3OqUb4MjI6O0t/fT3l5OS0tLatyvKUMeP1+P+3t7Wzfvp2JiYkly+hSB9NtI2Em4pJoJIZVEWiZ2udVPgeT0wFeUKtSVVTHqZEowXgai9T5wr0duK3w1gPlKOk0331siBODYco8VrORQusETwyEODsWJaUZSOD/Tozxzddfz65aH+SVuq70OfjYi7fymm+doMpnx223EE/rDAWTlHnspDWD4ViK7x8Z5idPjLKz1sdHb93CC3ZU8Nt2M6K60mvnr57esqT7MhdrJc/52Gw2Kisrc81rVqPL2npskrJiyjffJ5T/3XJSRCwWy7JyxuYTqtHRUXp7e2d0LlnubHapPNgXZTqhY1VMRbyh3M258Si7a710d3czNe0nrkqKnVZGR8wGCzUehbGYgc8u+J8j4zzcE8jt7+V7anJFL04NhukPJNhZ6+Xf7unhD11+3vZUsyuS235hNpdVuMGEyvZq8wErySjfUMqgKGNtCSc0NEOyq9bHDS0ltI5EAOiciKEI+Jdfd/L79yxP+a7H/p/zBX8MDg4SiUTweDy5kfVCMQmqqq6YCftqRNd12tvb0TSNHTt2MD09vWrHWmh2KqWkr6+PiYkJDhw4gNPpZGpqasUH099+dIAqt6Dc5mbQHyepGmyv9lBiSXF6VLKzeRPveUoVJwaDfOkP/dQUOVCEYDqa4u4+lWeXqzzcPoihQSxhw+mwoRuSttEImmGmE5LxB3/lwX4+9uKL/bIJ1SCU0Ch2ma/mmiIHg4EkU9E0wZg5GMgOts8Mh/nJiTH+4uZmXrG3loSqE0vrfOjODiYjaXbWennvszfOyJZYjCuhfGezlC5ry22ZuB7jN1ZM+S7kJ1qqQ91isZBKXdxCa6H18wXQMAzOnz9PMpm8yBe0nNnsUjEMyXePT2C3mJGOz9tZxblMJPLwVABNc7Jpx3XIXz9MU3UZd3cHEJgBUWOxOEf7g9w3DE9vdvNAv9lWzGG9oGBK3Fb6A/CPz9lI52ScT/+um7/9qWmyts9Yz7zOaErP8wOb/4+kJYlIJkAkYQ6OUprBW29s5B0/PAPAVMwc8ExG05waCrGnoXjJ9+BqKMQ+V/BHIBDIBX/kt0xcT7VfryTZOucNDQ00NDQQDodXtd/ufKiqSmtrK06nk0OHDuWegcstsDMX4aSK3QK1lR4MKRnwx5kIRvHbbNisVh7onOIl11Xhj6URiJyLpshlI5jWcblclJQ6ONcbxJpQQaawKdlWgUpOTsx0xPSc5+CyKZS4rURTOh67BSnNIMt/efFW/uuuVqa1CxYviyLonowhhKC6yIE/luZ9P29H1Q1cNgsnBkN87NedfO6P528mMZu1kOflxALM12XN7/cvq2reNW12novVzNudvX4ymeTUqVNUVVXN6ZNajQfqd+cm6PWnyMRM8JQNpdzVNoEAzk7peKqbCSXN8xuPpHiw209dsYNQyhwE3DcMT2v28k/PrOHB73ShCDh79uwFE6nD/Hl8Tit/vK+WQ80l/PPt5zg9HCEYvyC81kzEYzip5wpyuO0WbIognNJR9RSVXjvjmXSmQDzNjRtKaC5z5foCu20KcdXgc7/v5Ttv3Lvke3A1KN988oM/sv7icDicmxlLKSktLWVkZGTJ1zU4OEhTU9N9QDXmo/A1KeXnhRBlwG1AC2bj7VdJKQPC3PHngRcBceDNUsonLvviVpCBgQF2796dsxxlB9LL5XKej+wAYK5WhJeaiz8X/liaE4MhSlw2BsYllbpBKJ4injZIClDSGhahYxGSP3T5qSt2gpBomdrMw8Ek26vdTMRiRJOm0kzrEt0QuJxWGlwK5ycTJHUDA7BZFHZVOeiciPLFB/qZjqW5vr6Id93SjMdh5aMv2soH7zhPPK1jSHj7TU3sbyymqUgwNimRUpLSDIIJFX/MbLJSX+LkpyfHGPQnTHeflChIjiY0pmLpXADnYqyFJetycvZnd1lLp9MEAgFGRkaIRCI4nc5c4GV+l7VYLDZvT/Yrxaoq34Wq4szFpSrr6elpzp07x44dO1atH/BsDEPy3/f3Uu2zMR4x67LefmIYmwIlLiuTMY27z05wfb358vp12yRNpU6uq/Nxz7kpAHZW2PnQcxupq67Ebe9FNyRNTU1MT0/T1tZGMprJCQ6FMcpcNJW5+M4b97Lv/z2IP65xcijM3gYzxaLEbSeUTORmvEIIil0WwinzRVJf4jTzAANJpqMqNUVOXnOwlk/d3QOAw2bBoghaRyK54I2lcLUp39koikJJSQklJSWAGVgUCAT47Gc/S39/Py984Qt5/etfz+tf//p595Exfb1XSvmEEMIHHBdC/A54M3CvlPJTQoh/Av4J+EfghcCWzL8bgC9n/r9u2L179wzltlxZhktrlJJleHiYgYEBrr/++jlnLCs1852IpPh/d3UQSaQZj6QZi0kivVPE0gZep4WkaqAAEklVkZP7O6b4wPM38Yo9tfz4iVE6J6IIIQgnNYbsKna7k5s2lRFOmDXZE6rOx1+yjY/9upMTQ2FcFoXDDS6uL0rynh+eIKGbFcRGQkkiSY2Pv2Qb26q9fPdNexkNpShxXWhN+PxmG1GrmzPDEfxxFbfdwmRM5YN3nKfcY+MPXX7SecGZFgFC1/nvB/r46K2Xlnq0GqykLC9UNS+RSODz+VBVlenpaTZs2LCkfa7VYHrF3mYLmZ2XyqUo38nJSbq7uzl48OCaKV6Abz7Sx/nxKGUZ38x1lTaeGI5SX+KitsRNXbGTtpEwgUxXorFwirff1ETraDQX2fyBW8qxZ4Ke7BYFQ4LP56OlpYX9+/dTWW5ez+D4VK4Wcv/AoHntAt7/y3MkVfN++RwzI58Bip1WwimZS7q/aZO5v/Pjpmn85XsuzCYCcZWmUhdpXXJiMLzk+3C1K9/ZWK1WKisr+fznP8+GDRv42te+xtatWxfcJmPOfgJAShkB2oF64KXAdzKrfQd4WebzS4HvSpPHgBIhxNxd5tcJl9J16FJ69GarVU1NTXHo0KF5TYUrNfP90dEhOsaj9PsTTEbTWARYkFisVhpLXHjtFko9drwOK1KKXJGL5++spLrITlWRgx01Xiq8djqCBsGkClJS5rGjKIIKr4Mqn4P/fvV1PPC3N/Kbdx/mM6/ci7Wsnri0ktDNdMJIQuV37eO0nevkJ0d6+eL9fTzU7ceS14bUYRV85mXbuaGlhM1VHvY2FFHtczAdS3OkL4giIK8xErqE2iIbTwyGic/R63eh+7WarFad9mzVvIaGBq677joOHTpEfX09Z8+e5fbbb+dDH/oQ73vf+xaNXcgbTO8EngK8SwixE3PwfK+Ucgtwb+ZvmDmY/nPMwfSirCuz83LWT6fTOZv/UvqFriSGYfDf9/cC0D1lmm27phJU+ezYbQrlXjvVRQ7aRi+UbWwuc/Hpu7tyitdrV/A6LjyAiiJQdWOGMrNmJMldVsuhbeXE4nG+8oA5UzUkDAaT3PTZR9hR4835kLz2Cz9pidNCOJFiPKLzXF8Fz9hSzg+PjfBQT4BX7KvFbbfkcpOBXJDHz06OcqBpaX7fa035ZskGaDQ1NdHU1LTk7YQQLcA+4HGgWko5mlk0hjmSBlMxD+ZtNpT5bpR1wuVWrLqUbQzD4OjRo9TW1tLU1LTgc7Xcme9c59E5EeU3beOEkxqRpIo0JC4rFHndkNSIpXRsFoWEqqMIsxHJ7jofw8EkDaUuRkJmy1A9ExVtEbC71sdQ0Gwj6LJZeMfNzbnrsFkUsg3EDANiKR2nTUERwqxGpxn8sivJiaEINqGjSwvHeyb4lxdvo8TnMc21QuCyW3BZL/iQNUOabY2EwG4RJA0zqtpmEZS67URT+gwlfqVZqzrt2S5rr371qzl+/DgvfelLARbN9509mBZC5A+mn5FZ7TvA/ZiWrNxgGnhMCFEihKjNk/05WXfKdykCFQqFaG1tpaqq6orU/P3SA30kVPM80wYU2+HctMqHb93Glx/oZU99MfUlLn7XPskvT40BZgGM/Y1FvOmGBt7zk7O47dYZI3IpzYo3/riai17OLhsJJRkJpfjwnV0c6Q8BZuTkpnInbeNxAuEowbi57gfvOMfbbmriVfvrKHFZGQwmUHVJdZGDnZnORieHLsxsrQJ0TFN5tgTlPeen+YhmzAjqmo/1GO28ElxKdKQQwgv8FPgbKWU4X3lIKaUQYv01FV0il9KcYDnyPzk5STweX7IFS1GUJWdGzDfzvattHJ/DSiieRmYGoGndzB7wOqw0lbkYD6eIp00/br8/wbceHeSHVoUX7qqi2Gnh2EAIq6JgtwgUCS/YVcXGcjfRlE6F157LSlB1g4d7AoyFkjSVudhY4cLjMM3aIBECaosdtE5qbKwuRVEEmqYxEozz++PnKLfrDAaTKN2jPHtLKa0jEcJJDSklTquCwMp0TCWdUbxCmNawcErnT/bWzgjkvNJcqd7clZWVHDx4cFnbreZg+qry+UopGRoaYmhoiH379pFMJhkfH1+JU10yhiH51qMDuco0EtAR1BU7eMXeOj7xmw7KvXZ215u+2HMZE+8/PHcjrztUnzP/ZHNss2gZ4R8KJnPKN6mZCv6BTj///Yd+BPDmG+r59uPDJDWDL7/mel79rRMIi8KNGxw82BOkygWfvbeXrz3YR53PSihp7qPG58CZKTE5GTWDNLLFPewWQTSlE8xEQ8fTOg92+Xn29opF78e1PPNdTnSkEMKGqXi/L6X8Webr8ewIOGNWnsh8Pww05m3ekPnummIpyjfb6CQUCuHz+ZbcP/lyfb7RlMaDndMMTEfRdAOropDSDawKhBIqGyo8fOjW7ViE4N/v6eK3bePohkFSE1T77NxxZhynTcFtt5LWDGJpnVoX7G8oQlEUyvLGbYaUfPORQU4MhXFYFO7rmOamjaU8e2s5J4bCWBSBVTH7/g6HUmSHCVarFafDQXFNPbedHGViOsUvB/vZWiS5tdHG6SB4nE5ecHMT//KbLjQ9M+NVBHsafFT7HFR67dzQsvTshbXgSinf5UY7r/Zg+qrx+eq6zpkzZwgGgxw+fBi3273sEnbAskbvc6374+PDRFMaJXZB9pKjack7b9lAPK2jG5IKj53t1Rekr8Rl4Q2HG1CEwOuwYlFAypkj8mRmJj0YMM3YmiEZ8CcQwJH+INfX+/j5nx9gb14aUDSt87EXb6Xfn6AvYDZV+PSf7OG7b9zDzhov56dVMs2M0CJThEIhKr2mYr+7fTJ3LCEuKH8FcNoU7mydYClcq8p3OUn5md/wm0C7lPJzeYtuB96U+fwm4Jd5379RmDwFCC1moroaWcySlU6nOX78OAAHDhzAarWuePoQzD3z/ekTQyQScQQSr8uBKg3sFiiyC3Rp8LK9tXgdVjonoowE4xhS4rZbcVgVpqIqqi6RBjxjcxlP21TKc7aV47YJVMPsivTTE6N88f4+ft02wWAgwenhMHVFDiq8dmqLnTzWF+StT23k1t1VbKv28oyt5bzvOZt47o4KJqIpAnGV8XCK2mIn93VOk9YM/CnJQMjgtwMGveki3vPUav54g8Hx1nOo6TSbyp1sq/KwscJN12ScjokYD/UE+OAdHdxzfmpJ92otuBLKd7lFNhYaTGeWX/ZgekXvwOX6iebzzcRiMY4cOUJZWRnXXXddzlm/3P0vt2bz7HXTqsZ/3NMBQCAleUamGpTLKnj5vlqmYqbftcLn4B8yJSTtFkFd8cxCDooQuVktmCapVObv7sk433lsiFu/dITOyThCmE0Wvvaa66gtdhJKXjC1jUdS3NBSyqsP1DGYUb7TMZV9jcV84w37eM2eCwUzbA4nIyMjuEUalxXuPD1C57hpfk5pkuvrfVgUcNgUKjx2HuiaJpRY3Kx3LSvfpZqdH374YYA3AM8SQpzM/HsR8CnguUKITuA5mb8Bfg30AF3A14G/XOHTv2xWqlPVfPIZDAY5evQozc3NbNmyJdeGdLktQi9l3WQyydH2PuqLXexvKcdmNf2uRS47hoR4SufrD/WRUs1UH4tQKHbZSGpmy1Rdmj5eu9Us9+h1WDGk+R4QSL70h34e6PQzHErym9YJ/u+J0YxL1ryn2f86rBb+7KlN/OtLtvGOpzVT4rbxij01bK30EEqolHlsvOcZLUxF00xEUoTTph/XIgS/7wrQk3Cxe/duWjZswmq1IqVBKpkgHIsRS2kUOQQVHjseh4WvPzSw4nUOLpUroXzj8fiS67Sv1WB6Xfl85/IrjY2N0dPTM2fnkkst3r6UH3628k0kEnzlN8cIJg0sAsq9DkozDQ08djPXdjpq+kwf7JzikR4/TpuCphkzKsxIKdENSSSp5f6OZqanNovgW48NoRuSg03FJFUDn8OSK4IBEEpcsCSMZ4Ks/vZZG/j5qTFSmsFI8EIz7d01Ljhlfv7UA+N85417aKmRTPUH6PanufdUX27dW5o9nB6OkMzcT1WX/O7cFH+yb+Eg3LXyua+1wMbj8SUr36c97WlIKefTVs+e/UUmMONdl3F6V4SVKBcrpWRgYIDR0dE5m96v1sw3u24gEODs2bNsrq/ikf4o5XaJ164wYkj8MRWBxK5raDLBbceHecXeOorcNppKXZyfiBJOqJS4rLztqY1ohuR37VMoilnw4gXNFkbDaYaCSWqLzbxan8NCX6b/71g4ic9hJZzS2FblmZGZkL03/3V/H4/0BrEqgnPjZkejrVUeTg+HMT1VpsXNpii0jUa4eXMZB5pKcDtsxNMaacNKXNVx2yTpdJp4PI6iKMR1C9F4Ep9n6V3mVosrpXyX2lghbzB9RghxMvP1+zEHzz8WQvwZ0A+8KrPs15hpRl2YqUZvWcpxVt3neymJ+WD+QB0dHbkOKnNVHlrNzinZdS0WC4FAgDOtbfyq3zTR6hLecXMLn767E4CpuOS+jimiKfNaf3piFIdV4S1PaeLLD/bNiGqOZRLnDSmZiOk0OWXO/KvqkhKXla+99np21Hh56mcfodxrpz9gdkEqddsIJrRc3dnxiKns3XYLjSVOuqbi/LZ9kldkFGa52/x5vQ4L0ZTG275/mn2NxWQs3PQlHRS7JKGERokliccGMRXGQklaypzceWZ8Scp3LWa+a132bj1WxLnSZJXppSrf/EYnhw4duijdZDn9vJcry1mlf653iC6jins6JwnENQYCceIpA6ti9gEVSFKajg8rX3+oj/NjUV6xr5YTgyEsQmC1wLO2lvHcHZVYBOxvLGYwkMBuVQgORFGE6VLKPq9Smpauv7i5iXvPTzMYSHCgqZgXX1edy6XXDUk0ZXYxeqjbT6nrQjBm52SM1xys476OaYaDCYQhKffYzAYLHhvnxqJYFMHfP2cj//zLcyQ1A7ddIZLUiBs2Sr1u/LEUW8utdHWcQ9O0XEWoy2k6cjlcCeW7UG342azVYHpFle/s2eKlpCfAhc4lFRUVbNu2bd6X7mr2DM2OlgcGBhgZGWHE0chg0FS2zeUuHuv1o+kGHruC2wrfPzLE3voLZo2vv34vhoQvP9iXS+UBcnm/AAMhlZie4KP3mmlLWyrdjEXSbK82y9tFkxpVmco0g4EEpW4boYRKscsM8shGJ4MZ+GX6h0OMhVPUFDkoyyjfIqeVT79sB3/+g9M82OUnmtLZU+/j/ESMLZUeziQiOEuqeP0NRXz1oQE0CdeXSW7vCvPQE2fZ1lhJaWnpnA/vWirFgvJdO+aL4dB1fVnlYrPyGY1GOX36NM3NzdTX18+5/nLygpc78J6cnMTi8nHnqIe20XFU3cBuFTSUeDg/EaPCY2ciksIwzMH1ZCSdaU4f54v397C50oPNpuCyKvzu3DThpM6fHqhjwB/npyfHEELgn07zluo4DqugdTRKtc9OWpfctLGUmiInrzt08XUPBhJ89cEBMz8Ycu4nzZCkVB1Nl7jtFr706t2883vHUGx2pCTX0eiutkkMJEhJhdduVt8CRkNJQgkNt93CjRvLeNctLficZgBsIBBgamqKrq4uHA5HrmLUWrXcW2vlu17M7bNZV2ZnMEfHx48fz/UEXojVnPkKITh37hxCCPbsP8A/fuEx3DYLcVXnBTur+eqDfTSXuXHbBVt9Ond0TXO832yQ8O5nbOCGDWVMhE0TcCwvwT2Yp3x/1xXl6PBkLr/2UHMJPzg2wnRMxWFVkEBNxnw1FExyfX0R4aRGscuGIszenlkCcRWv3UJM1fncvT185uU7KM3s125V2NtQxBdftTtXz/lAUxGnhiPUFZv5yEOBJK8+UMfXHhpAAk+/fiO3d7Vzwm+htjhMf3+/GcVZVkZ5eXmuO9CVGMWuBdFodE2LtlwNXEoApaqqczY6mYvVMDsnk0nOnTuHYrFy14idE0PTxNMaAjOlaCqmUuV1oOoGFV47g/4EUoLVAi67wnQsjdtu4dxYlOvqi0BKfA6FYwMhbt5cxk9PjlHusWO3KoT88IE7OqjwmC0J42mdd97cRKnbxt//vJ20ZrCvsYhtVR7KvQ42lLv4yoP9pDSDGp+DWMpMHRoLp4ikdIxMGtHpoTCvOlDH3x9w4KzbjN2i8HB3gCcGQ5R7bQz4E3RMZKrhJVS2VnnxOa1srfLyt8/eQDSl59IGLRbLjKYj2YpQ3d3dJJPJXJP7+QbbK8GVemdc6YYRs1k3qUZSSnp7e0mlUtx88804nc5Ft1kt5ZtMJgmFQjQ3N7Np0yb+497u3CzTbhH84uQo26q9JFWdxlI3N1Sl+GVnkoRq4LAq/NUzM30qMzPe6Tyfbba5gcMieGQwzoF6Ny/bV8+H7uxkU6U58uyZilNfYl5/Q+b/Q5mAqlDG5+SyWXLnZEhJMKGaJSTTCr85O8kr99fS7DJnw5bMQ3e4pYS339TIlx8c4O52M/oxltapLXIwEEhQ4bWzvcZL+1iUttEI+xuLuKc7wruffQAhBOl0Gr/fz8DAANFoFJ/Ph67rl9zmaz0Tj8eXVVzjycByUwcVRWFsbAyHw7GkpvcrHXAVDAZpa2ujqamJhzsnODMcRkHitlnwx9OMhJK47Ra2Vnk51FLKubEIkXgKDYHbbsNlsxBPq9itCrNrVBiG5DuPD3OkP4jHbmVnjZeRmEQ1JCVuGxVeB73TcX54bISRUIrSTLOEx/sCtJS7qfLauXFjKaGkRo3PlB+Pw8rmCjcDwRQIQYnLyqYKN/d3+rlhQykuKxxuKQXg56fGcDks+OMqff4kVsWcLQfiGh3jUcq9duxWwbtuazWDyZxWPvCCzTSWzvT5ulwu6uvrqa+vR9d1jhw5Qjg8c7CdbVqwUsqrMPM1WfVo56WMlFVV5cSJE6TTaTwez5LbuC038X+pAnv8+HG8Xi+1tbUE4yrfeKgvt7zEbWcimuJfXrKdkVCSxhInv+wwFaMAtlVfMFVmTcwDgUTO9Nw3HQMgpUuKHAoff05trh7r7lpzVtA9Fc/NkCu9diq9doaCpl84lNAoctqoK3YyEkrmvjOk2clINyR1xQ4++dsuoindzEPOM3s/a6s54h0JmYq7azJGQ6krp9zfdYupcH7bPsWLd1fTMxXn3Lh5zna7nZqaGnbt2sXhw4dpaGhAVVUGBgY4duwY3d3dBIPBZad/rUcKZuf5zc5LIZlM0t3djcViYe/evUtuer9cP+58DA4Ocu7cOfbv34/LW8Svu2JMRtOEkxqT0TS6AWnd9LVORlO8dE8tH751O9sr7FxX4yWSVBkOJQgmNDZXetjTUEz/dJyj/SHu6/DTOx3naJ8ZGJXWDJ4YDBFOS+yKGXw5FEwQTWn0+xNEkhrBhEY0peOwKkRTOtU+B3efncQfSxPINElRdQMw84hv2ljC7jofLrsFJVM72p+UPNYb4NRwmC2VHiIJjXBCAymxKArVPgdOq5mv/IKdlbSNRil12Shz2xgPJ3nb90/zrtta+frDA8RSF7+XhRDYbDY2bdrEwYMH2b17N06nk6GhIY4cOUJbWxujo6Ok03N3ZFoqa6180+n0umwNesXNzuFwmNbWVjZu3EhNTQ1HjhxZ1SL6Cwn30NAQg4OD7N+/n87OTqSU/O1PzpBXq5yJSIo33NBIlc+BqktaR6M8PmqaiVOzIpv9mdSjpGpwbixKXNX54gP9ADx7a7mZv6dL/DFTEDZXuvE6LObMN2NurvDaaShx5lKJQkmN7TVWGkudBBMakaSWU/K1RQ5ODUf4p+dt5h9/eY4fn/YDkM5La6ouMve7t6GIJwbDjIXT7Kz25uo937K5HAGMBJMcbPRhUQTffGSAf3/Fzhn3Klu6rbi4mJKSEoqLiwkEAoyNjdHR0YHL5cqNmhfqmbteebIr37lYqvLNNjppaGggmUwueca0EgFXhmHQ3t6Oruu5oK4Hu6aJpAycVitgIaGaxSgswqzwNhpK8tpvHuWWLRU0Flt4bMScERtSUu1zUuaxc8uWCh7qniYSV9lQ4aZ9PIbNImguczMUTBJP6dgBt91KSjOIpMzAyDKPjYlImkTaHAgrQqAIODUcZjCYpMhppXc6wdYqDz6HlVfur+XhngDjkRQVXjsJVQdh5g5/t13FNzSERLK1ysOehiIe6JxGl5IKt41KnwObRaXcYyOa1HIpUcPBBL3TCQxpWuHOjkXomozxyT/aPqPs5Oz4jexgu6amJtdXd3p6mtbWVgzDmBG4tZz39dVQrW4tWFXlu5jQZZXdnj17cjcnK+Cr4W9YSGDPnTuHqqocPnwYi8WCEILTw2Ee7TX9uDdtKuPhTKHzN9/YyECmFd/jfUEcFvjiq6/j7d87lSuWAWapyCxffqifh7r8uO0WfA4LL9tTw70d03RNJ/HHzbaBdquFjeVueqZi7Kgx70eF105jmYvHegNIKXMBV1nz0WAgQTzTXKGxzDRbb6xwceOGEn7aairfaJ7PucRlFgpIawaKMGtEHxkIEU3phJMaRU4rNUUORsMp3vL9M+iG5O72qdyy2WQFNtuQoLKyEikl8Xgcv99PR0cH6XSa4uJiysvLKSkpWXaE5ZUwGy0n1ejJwmLZC1JKenp6mJ6e5sCBAySTSYaHl16463IDrlKpVK6taHOzWVNZNyQnh8IEkwZWO4QzLT4VYRaTiacz5R3ReWIgiNeiU+l10FDmxaoILBbB2dEwj/cGmIiksFoEo+EUTptCOKFlFLSdWFqj3A6KXWEsnMaQsLvWS22xkz90+omlM/WhMYvwtI9FcdoU6oqd+Bwaac3gwy/fQpXPwXX1RXz5wX5GgkkcNoU/v6mRbzwySDhl4PIYVPscdEzEeOfNTbz1xgY+cVcXHRMxgnGV6Xgal03h/k4/w8EkDoug359Al6aZ06qYNaXPj8dMy12eGXqh4Mn8vrotLS257l8TExN0dnbmWvktJXBrPRfMWUtWVfnOh67rtLe3YxgGhw4dmqFoLzVCeiksJLCVlZXs2HGh6bRE8MFfdQPgc1pyM0Ok5K9/fIaN5eYDZrMI/vVpLg43m76YsfCFPNtAZubrtik80OnnmVvLiaV1YiktV2e5azpFIK5Qnpkxb6p084cuf85PXO6x01Lm4vbT40xG0yRUg0qvncZS0xc8GEzm/FGbK0xBGg6l+KfnbeblXzsGQCSpoeoGNotZjL3aZ2cikmZDuRshoGvSDNY4Px7lUHMJt2wp47bjo0zHVJpKHAwEU3z1wX7+/rmbLrqncwmsEAKPx4PH46GxsTHXAHt6epqenh5sNlsucCu/5+Z8GIax5sES61Vg14rlmp1VVeXMmTN4PB4OHjyYq7282tkIWbL13vMDNXunYnzhvh4e7JwimjKwWVPohsRqARCkNJkpx2hmC0SSGhaHxCElVougbSSCbhj0TSdoLHXhtFlwWBUmIikcVoWkpjMYSJBIG1T67GzwpKiqKWU6mqSlzEPnZIy0ZrCt2oPVIthe42UykqZ7Mo7NKmgodaEI8/0yFTV78xpSUlPk5IMv2JyLITnWH+RIfxBDh+mU2YGppcxNPG1Q6rbzqZftoHUkwm/axmkdiVBfYr4H4qrGufFYLrVQYpraFQFp3WD2T7yczIX8wTaQG2x3dnaSSqVmDLZnT6TWe6nYtWLFU40WIx6Pc+rUKerr62lsbLxom0tpQ7ZUZgt3VmC3bduWi/7LcndPguGMX9TnsDGeEbhPvmwn7/1JK20jEQC+/9Z9JIY6coUwBgIJJiMpStw27jk3CZjpAxZF8P9euo0//eYJtlV7qPI5KHNZ6JxKEdEtuYT7zZUefn5qnKFgEp/DFPbmMlOYTg+bFakqvY4ZgVjZdoJZf/NQIMmzt1Wwu9rF6bEEErPhd0tmwFBd5OD0cITr6n08dWMpH/9NFwAf+3Unt/3ZfvY3FnPbcbNAy3N3VPLNR4f48ROj/PnTmih2XVwYYDFBmt0AO5lMXtRzs7y8nNLS0jl9g1eqFuxSK+I8WZhP+WZdR5s2baK6unrG+svx/1ssFlKp1OIrMlOWsxa0/KId4aTKp3/bkXP3SMxKbmDGZpS5rYSTGiJj/XFaBCndIJiU3LTJzR96A2Zer6LgsluIpjVK3XaGgwnCSR2bxcBtU6grchBMmkUzeseShJUoKc3gTU9pYmetj8FggnK3jWduq8CVaWnUMxXjfT9rR0qJlDAWTqMbkq8/PIghJbfuruJZ2yo4ORSmcyLKz0+Nm8FfhtnsxPQhq7SUu2kdCXPHmXGsigIIXHldzcrddsZCF/yzErOWAJgDjaFAgoaSpc18F8Ptdufa+RmGQTAYxO/309vbi9Vqzcm/1+u9IgVz1iqNajms6cw3a6LYvXs3xcVzF/u+lJnvUh+afIEdGRmhv7//oio7AOPhJN85ZSo6h1UwFUuzpcps6XXbsQtmtEqvnevqSnh8UDKZqW4lJXzpgV6O9gfonIjhtlv45+dt4kN3dnC0L8RIKMmztpkj8y0VDjqmUzjstpyC3VxpmjoH/AnKM3WYs8vax8zApyqfHY/DSpnbxmDAbJAAZu6fz2l2MgJoKbFzesz83D8dzynfSq+dlGbQUu7mOdsq+ORdXejS7Lz0l7e18udPvVCm9IfHR7FbzCYP/3tkmHc/vWXGvbqUWanT6aSuro66ujoMwyASiTA9Pc3goNkYJDsrzkZYSinXvBjAeh0tryWz8/atVutFynEu11GW5Q6kLyXVqL29nVQqlXMXgRmJ/D8P93N+PIo/lkIzTIWbfd2bMz+dbdUehoMJ0voFpWRFMhFJE01q2K0KFT4rPruFiWgaVTOIZLIVfA4LpS4Lw6EkuiF5uMePQ0jiJCl22uieiLGj1suv28aJpXUe7gnwlqc0UOyy8fNT4/icVnqm4mburWFwoKmYUrcdzZD8qm2S0VCKx/qCuO0WJiIpbBaBy3qhfeDTt5Qx4I/z9784R1q74MOuL3bizrQpnIqquXONqzp65tbWFZktT//r/n6ury/OdV5aqZz9/ChpMK2Lfr+f/v5+YrEYhmFgs9lwu91rEgi1Xq1Yq658hTBbY3V3dxONRjl06NCCN/xS6zUvVfnqus65c+dIJBIXmbyzvPHbT+QikFVd8omXbuejd57LjJxjeOwWYmkdh03JHX8yYo4wi5xWfnB0iLpiJ3XFTrZVe3nBzko+cVcXvzs/hapLGjKJ8DurXDw+GKfUDfsyDRM2Z9KNxiMpqjIpCFm/TM+UaR6u8jmQUlLmsXF6JEIspeGxK1gVQWOJMxe5HEkb+OwKkbTBfZ1+np6JdM4KW1OpGUxyuKWEo/0hdtR4OTEY4t/uNYW22mdnPJKm0msjpRl878gwbzhcP2P2e7kCqygKxcXFucFYOp0mEAgwNDREJBLB4/Hg8/nW3O9b8PleTL5s6rrO2bNnkVLOUHzzrb8UlqN8s6UT6+rq2L59+4xn8OhAkLvaxgknVLQ8k2v2CVIEqDpMRtO0lHuJpjSmYyl8DivT0SSP9EVQFEEokmI8nMJmMdcPxE0lZxUQjGtMx01FbBNmhHNch5iuktIMfnR0kImYhgRKXHaiSY2vPjRAkcuUpb0NxWbrwbRGSjXNx7oh6Z2KMxJK0j0R5UBTCfaM5at7Kk6ZHRxOGwnVoKXcxX8/2I+qGTl5jqXM4CyJmUK4p8HHvefTJDUDBbN1qFWBlnLT1RNMqAQTam771ZqROhwOamtrs31yOX36NOl0mjNnzpjvsYyiLioqWpXjr1flu6qpRmAK1PHjx7Farezfv3/Rkc5yTVXLEVjDMHI+x717986peD//+276puMXtpHw4TtMxWtRBFVeO7985w1YFcFYKJVJ85HcfdZsbZgtMfmpl+8gmFBpKjN9RYdbSnioywyA0gyJISW7qkwlHIyrObNzpddOkdNKMK5SkWkt6LZbqPbZGQyY5/WtRwd5zhcep2syTudEjLvap4ilDQ5++iF6p+M8MRjiSF+Q6bhKQ7EVRcDvzk1d6FyU+Z2ykdkv2FmJZpi5wp/4o205H7A0zGbfk1GVWMosGvCdx4Zm3K+VrnBlt9uprq5m586dHD58mJaWFtLpNNFolKNHj9LV1UUgEFj1dKblVHJ6spBVpvF4nCNHjlBSUjKj0cl86y93/4sRCoU4evQoDoeDDRs2zHj+QgmV7z3Wj25I3JmGB7OfTkUIJJJwUiOeVgkm0miGGeEfVSGcaa+pZqpdJTXz/3qmhagqTUWWRZPkBuu6bjAVUWkdTxBMaiAEaV1HNWAslKJ7MkY4oTISTGK3KghM+Z6OpjjaH6RtNEIgnmYskubEUBgpJdtrvGa1LAMCCZUqn53ftE0yMJ2Y4bdVhFljenOlWSHv0d4Aac1A1WXO7yskhJMa4aTGRDjFe/6vjXf88AytI5E1qVaXbaDR2NjIgQMH2LNnD16vl7GxMY4ePcqZM2cYHh4mkUis2DGflNHOgUCASCTCjh075i0pN5tLFdjFoqPD4TCDg4NUVlayadPFgUOQCed/dAAwRyWHmrz8yaFm/v6nbQD4HFa+99aD+Jy2nCL7/O+7OdaVoiMwjgC+/5aDvOV/n+BnJ8eIp3UaS10YhsHuWi9/yCjf/3d3N199aIC9tU4ybYEpcZlmqFNDYWwWwXRM4+RQiDd99ySaLomkdCYys+tft03w1I2lOK0Kv2qbZEO5i5Qmed6OCh7u9tM5GefPvn8amwItpXbqix0MBlP88tQYf7yvNpf3my2+8extFXz0150MB5O8cGcVX7i/j5FQiomYzptuqOc7jw+jS3jqxhK+f3SYZ20rZ3ed2eRiNQVWCIHX66WmpgZN09iyZQvBYPCSIiyXw3pNyl9r5ioXG41GOXHixIKuoyyrkYef7y46efLkRcsf6pqifSxGJKmRUnWcNoGqS5wCkmYVRixC4LSZvtPzE/GLD7JMzJ7eJnre6Wu6JJpU8cckupFEYBbpKXJbUYSCBUmR28YbDtbzwydG6ZmOo2AW2/A6FEZCSR7uMUioujkAdws21pXjtlvMyPKpOJGIjm6YvmuJoMZn59RQGKddQdUlFsU8QbOrEtgtCt1TcQQCt13BbbMQjKv8y687+PSLN65Zh7LsgM1ms1FVVUVVVdWMLInz58+jquplZUlkicfj63LmuyrKV0pJX18fExMTuTywpbIafqJsebumpqYFzRqf+M15ommdhlLTdHvr9hJCcTWnIP/+eZtpLnfzxKCZflTiMk3MbitsqvDgsAn2N5fwvB1V/LbNnAlXeu186cF+vv7Q4IxjJVWdB3oiOVPYv93TgyF7AFNAwRyh2ywKTpugzG1jKK1T7bNz5zsP4bRZOD0c5ldtk6aJqb6I9z57I8/YUs6b//cUrz5Qy4+fGKVz2qxRqwj44gN9vHBXVa7cZSDTMrDYZWNzhRmd2TsVYyKS5nBzMUf6QzzaE6DEaSGY1NE0g7hq8MbvnOKh9z419xJYbYHNmsOsVuuM0nhZQe3q6iKZTC4YYXkprLdydFcSwzAYGhoiGo1y0003rYqvbiFZzjZaWchdNB42B5ggqfHZ6ZlOoGoSm0VQ4pI4nG5Gw0ksQhBLa2h5s+LVGG7pEuLqhT1LzOI6oYSGNExLWjip8rnfd2OzWLAIgd0isCiCaEpDNyRxVae51ElDiZs/dIyzIWNA16XEZVOoK3YwETGjpHfXemguc9PrT6AZmRRAiwKGxGNTSGpmFHdK1UkbkNR0YmmdmiIHuiHpmIjRZL1y7UHnypLIBm719PRgtVopLy+nrKwMj8ezZPmMRqPU1i7cIOZKsOLRzpqmcebMGZxOJ4cOHcolvC+VleoBDOYgoKOjg1gsxuHDh5mcnJzXnNEzFeOnJ0axWQSHW0oZD41y1/kgj/QPUem1MxlN84MjQ7SPRvjFKTMSWNUlAriuXNARSfO0TeV88+E+DrWUcPvpMQDe83+tcx4vrs79klEEZh6urtNQ4uAzL9tOmcfOY70B3v6DM5S4bTgzUZPbq81cxEBcpTrjH95d58NuEWYqhoTnbPLS4dcYCCSZiql845EBpqLmDHrAfyEt6plby+icjPGzU+NohuRP9tXSPRWnYzLOM7aUcX+nnyMDZhCaakjuOjvBK/bWrqnync3sCMtsOlNfX9+MCOtsHeoCl0YqleL06dO5PM/VCpKZT/bT6TSnTp2irKxswUYrvzozRudEjLSuMx1NYxECYYEyj51oMsXGWhc2i6BvOo5VUTCkkTNL62tk7MiPuiZjgYqkdWyKjlVRSKgGCdU8L7tVobHYgUVRcNkVLMDxgRBSSlRdklB1Xry7iuoiBxOZetClbhttY1HKPTYsCqQ08/rCKR0hIJUkl98vgYRqplJZFXigO8gbtq2f9qAWi4Xy8vJc6lg2S6K3t5d4PE5RUdGCWRJZnhQz32QyyZEjR9iwYUNupHEpxdiXmm6QXX+u0bKqqpw+fZqioiL27duHEGLBkfXf/thsOPDhF23jv+7rQRGCxwei/NPzt3DbsSHKPF7aRiOcH4/SVOYilorz5Vdfx0d/dZ7HxxOAyh1nxrjjzJJPfQZGnjxGMv19jw6Eefp/PsauWi/P227m06XyqlXZrQpbKj20j0epLjJfiA6rwvX1RRzpCwKwu8rJm55Wzxu+Yzb2/cYjgxQ7rLjtllxUNMDL99TwtYcHc6bxbKDYD4+NcH+nPyewWb792BCv2Fu7JmkDSzmGoiiUlpZSWmrmW2cjLPPrUGdHzYv5ctPpdMHfizmYzva/3bZtG8XFxZw4cWLVjjeXfIbDYc6cOcPWrVtzOaVzcU/7ON87MkgkqVLmsZNSDTRDUu6x8/QtFZzoGmbAH2dHjY94Wmcyo5yz6T4KcCWLoqoGqIaROw+B+dz74xqg0TMVI6aBopvWJ4dFoAA/OzmOEFDqtpqzZ0VQ6bXT709Q4XWQTOvoUuKPpfE6rMRSGkldzpjpS8Blt9A+HmOg1s3OOc5vJbnUvP2lZElkA7fy979efb4r+tZ0OBzs27dvxhR/tYIusswlsJFIhKNHj9LQ0MCWLVtyP8R8yrdrIporMHF8IMRkNI3DKvjPlzTxygP19PkTPHdHJXsairBZBBORFBJ443dP0jO9/MAAAdR7BDU+20UF22evB9A2GuU/7jPbDg74E7SPRXO+tB2ZYh02y4Wf8nBzCd2ZyOhSl4VdtT7cdgsHG4uQEoJJDa9dYTBv5ttQ6sKqiFxVnOYyF0/dWIYhYWOFe0bQSoXXTu90An8sfUVnvguRjbDMr0Mdj8c5ffo0x48fp6enh1AoNOfzEIvF1mVe4FozODhIR0cH+/fvp6KiYlUL4MDFA+nR0VFaW1vZu3fvvIpXSsmJgQD//rsu4iktVwQjqeqkVAPdkBzrDzCRgCqvgxK3ncMtZXjtlpwCkoBQzJScBq9Cqd0sjGPPpPfky6gAvA4Fh+XiQK6VIHv1ElMhDwSSDAWTBOIaum6Wl6322jAkJDSzkYOmS6aiKkVOC+cnYsRTpll7wJ8gnDQnPhsrPBxoLMZltzCXGz6p6oyEVTr8q/f7ZllKbYDFyGZJbNy4kQMHDnD99dfjdrsZGRnhyJEjtLa2MjIyQjweX1ba4Fvf+laqqqoQQuRMlkKIjwohhoUQJzP/XpS37J+FEF1CiPNCiOcv5xpWdOarKMpFdXyX2wnlcpX1+Pg43d3dc7Yvm0v5Sin57D1d2KyCrskYR/uDCOALf9RMrc/KubEoUsLuuiL+eF89f/mDk7SPR7FbBPWlTgIxlWBi/pm9KawX8uzM7iMwHJOAOmPdMo8Nf14HpHwZsShmMIch4VXffAKLgBK3LZe4//OTY7xwZyVlHrNbypceNGtIl7mt2CwKBxqL6ZmO5dKHJqIqgUykdjb6ub7ESb8/QVO5C4si2NdgBlU9a2s5Pz+l5qpuOTI+6S8/2M+Lqten8s0nW4e6qKiIDRs2oKoqgUCAkZERIpEILpcrNyt2Op3LFtY777yTycnJVinl7szxPgq8HZjMrPZ+KeWvM8v+GfgzzBidv5ZS/vaSL2yVKSsro6amJnfvlxtABRcqUS3l98u6kLLuong8zuHDh+f13yuKwuM9fj50ZzvTURVDSmwWBbsiMAxBmc+Gw2ohmNCwWkBRYCqaotRtB2HWZS5yWlAUgaZLNDWNzUhRXOXFnzLLSNb67CQ1Hc0QJFQNBYFqGMQQ6FLHMMjUbDbPaaXN1zJvnzqAJumeNqva2Syma8mqmGU0+6ZNX+90JIU/oWFTBAlVJ5rWmIikc+0R/fGL31e6DoqQ3Nsb5/WxNGWe9deIYCFsNhvV1dVUV1cjpSQWi+H3+/nEJz7BXXfdRTKZJJ1O88xnPnPBwK03v/nNvPvd7+bAgQOzF/2HlPLf878QQuwEXg3sAuqAe4QQW6WUS1Jgq57neynK9FJSjaSUdHV1EQqF5m1fNrskHcBn7u7k9+fN9nq7at3YrUk2V3poKnORTqc5NmAGV11XX0SF18Hbb27m737SRrnXQe9UAosiKHVAXFN47o4K7m6fRM0z60gumJEFF6IhBXCwuZjuyRhGJvw/X/HOJn+7rED6Yyoyo8DPT8R4+n8+hsOq0FDizJmJbQqcHDKLewwHU1jy9KSqS274zMO8cn8tL99Tw64aD/3+RC5twue0UlvkYDiU5C9vac5VwhoOpRDAb89O8cIqx7pXvrOZK8Iy2wwgFArx7W9/m3Q6TTKZXLS15VoK61rj9XqX5TKai6z8L9XHl+3nXVJSwt69exd8tsbiku/d00k0U68ZCWlNI6VdSLupK3ZitQg6R/x0jMcQwjSxCmEWtPE4rUgp6RyeYl+Nk9OTgum4hs3m4MYNpbzj5mbqS8zB6B86p7nt+DBnRyM4LGCVkDLM94pVUdAkaJqOZlyYwSqYA2fNWNmgLkNCWpM4rAqaYaDLTMlILtSvNjA7mkkJQkgiCZW4NvdZ6ECpXSGhSbomYxy+ypRvPtksCa/Xyyc+8Ql6enq4+eab+e1vf8szn/nMBbe95ZZb6OvrW+qhXgr8SEqZAnqFEF3AYeDRpWy84sp3rvQEVZ1fqczmUqKdsy0JPR4PBw4cmFdgZ4/cH+ya5tuPDuCwKnz8j3bQUu7iVV8/xl89Y2NOUf+h08+uWh8pzeCjd57jx8fMPNe6YgfvuLmF5+2o5J3fepiEcPLpl+/kM68wR6E3f/Yh9jQUsanCwy9PjzEdUy/ysxztD815nhYx/wg6/+tDTUU0lTr4yanJC8ulzJmcAf7i9mFgOJdIv6XSzbm89Ips5ar/PTJMaaZ4xlAwyR86p7llSzlbqjx0TsTYUD7TDGu3CAIJlYm49apTvvnkR1g2NTWRSCQ4ffo0P/rRj7jpppv4u7/7O173utfNu/1aCuvVSFb5LsWHHo1GiUaj7N27l6qqqkXXPz6mkVAtmUbxkoQqUTNjBYsiMKSkPxBH0w3KnYINdWVMRpKEkxoHGouZiKaxKJLxyQBOu4O3PHsP/UPDnB0Osqm5nsMtZThsF2ZJz9hawTO2VtAxNMldR9txldaRws4TAwFOD4dJZ6KJ7YpE1c1sBYdVwWYRaIYZIJUN2cg+zZfjZ5aY8pv72wCr1ZzFS3mhald25dQi03J/QkcBvn90iOvri3KBnVc7qVSKW2+9lbe//e2Xs5t3CyHeCBwD3iulDAD1wGN56wxlvlsSazLzTSaTi6+Yt/5ylK+u63R2drJ169ZFw8nzzc7H+gP8zY9Ps6XKwzffuJ9Kr4N//kUbbruF5++sIhH2E05qnBgMsrXay/M+/whCQFO5m2Bc5Qd/dggpJYZhEJM2PEqaI0eOUFZWRklZOcGExu66It5xUyPProgQMJy8+1djbKn0oCjQN52YETyVjyFN064QkJxnpApwZCDMkYGZ322ucPHag/V89eFBBoPmfW8ocfKFV+7k5V9/goHM7HdTpYeeqTgbyl1EUjrj4VSuOxLA3/3sLJ/8o+1sqnTzSI/5ctlc6UbTJX3+RE6Qf9OT5nlPXX3luxpdrubC5XJx/fXXMzo6yhe+8IXL8XGuuLBejSy1CM7Y2Bg9PT24XK4lKd6paIrj4xph1SCmGlgVU14QUOm1IYRCKKHicVgoclgpsmp4HRZK3D5GQklu2VLB8HSE+88OUVtewtufvoVqn42ilmp8JAhOdXEu7qaopAzV7qPE6zKzHiYn6ezqZvPGjfg8Lg42l9Bc5iKQMFODYimzsMaf7q/j0d4Aw8EEKdXAZVeo8tlzAZWKACENs9FKWq7IrFgH9HneF/nm6/kwpDkYeKAzwPt+3s6HX7glV2XvamYF6rR/Gfg45m38OPBZ4K2Xe16r/kZbTZ/v5OQkIyMjNDQ0LCmPK/si6J6M8cZvPwGAQPCRO85R5LTyy1OjbKzw8I8/b2M0EGMwmMKQ0D0Z49UH63nb01p4/y/O4nOYpqqsf8qfMNi3vYoDBzbh9/s522vWf04FJ3jssWFaWlrwOUqBMf7ilmZeuMssPv94b4C3/O9JNlW42VrtpXM8SvdUPJcPmLuHisgV9cj6jOfj7HicD/6qc8Z3Q8Ekf/HDMxQ7rYSSGrVFDv75+Zt4y/+epnMyzvues5F/v6cn1/c325v4vT9rx+ewoBlmE2+7RcE+Kw/wyJh+Vc985yLf53uJif2rIqxrzVy/63J8uLC4PEsp6ezsJBKJcOjQIY4ePbqk/f7qzDheu4IqLDhsFoIJFcOQNBS7MDCrRlkFFDltSKDdLxlMTNNQ6sJlU6i0q5Q5pnj9m2/A7XZjGAaGYeB0OtmxY4dZxGIswKfu7mQ6msSQcLjWzqYiuGPYjtZj5vE3lrrQDUmpy4bHYb5Op6JprBbBi6+r5n8fH0JKjZ21Pt70lEaaylx84+EBjvcHUA3JhnI7TruFx3oDmdQngWHIKxp5rUt4rMfPZ+7u5lUHaqkrcc5owHC1kUgkLqunuJRyPPtZCPF14M7Mn8NAY96qDZnvlsSamJ2Xm2q0mPLN9g31+/1s2LBhyS+CrPL9zqMDKMDzdlYRSmr0T8fpnTJ9rxORFIoiKHVa8drTqIbCb//qRmozD99IKMn26gu+MM0w+/bWFDmwWq1UVVUxknIAU7hkirKyCkZHRznnN83VLqHnIoSzkYifetlOdtWZI7OUqnHwUw9yXb2P1x1qIJzUOTce4TdtE0RT+oKKdyHGoxdM/3arQl2Rk5s3lfJgd4Av/6GPXTVexqMpokmd/HF41l+tGaAZBvFZHoSoCm2jkVzFq9XgamtBtlrCuh5Yjg83f/25yE8H3L9//7IGcdPRFD6HoLbMw3RCx+e0ZhrDS/wxlUhCJ6VLioTZBUxLxogBfdNxXnudDzU4RuWGXQTSAodDR9UNftU6wRMDIXxOC686UM8PT0yhKQ421HoJBIM8PpKmdcpCSo1Q5LbjdDgY8McpdtlI65JsMosuzUYrv26doMxto9xjYziYZDqWZn9TCe977iZGQ0miSZ1it41gPE3PdIy0JklrBg6r6UOuKbIzGEwBEqlpBBMGqTXKR07p8PvzU/jjaRpLXTxrWwVP31J+2fu9EtXjLrcxixCiVko5mvnz5UA2Evp24AdCiM9hxnBsAY4sdb9XXcCVpmm0trbidDo5cOAAY2Njy2pDFk5q/PL0KC/bW8u/vtTMaPvag3189p4uvvK6PTxzq5nSMDk1xa1fO81zd1TmFK9hSEaCSZ65tQwhzEIWEyEz1ai66IJ5pmPQfPfeuHcnO1vMakxjp0aA80SnR3nssX5KS0s5O2g+iE1lF0ZlcdUMnnjhrmpuva4m931CNTgxEORrr9uTC84aDSf45F1dufzbCq+NLZUeHu0N5rbLznbz6fcneP5/H8lFaMbSBuGUylRUXdDfPB9v+/5pHnnvU1dNQV4J5Xs5eYGrJazrgeX4cPPXn000GuX06dMXtSFcCklVZziUpG1CxeOM0lDqxm1TSBswEU6jGgY2RXDr7momo2ncdiu2tIXKijI6hqfRNY1fDLkId/WgG5KbNpbitCncdXaSEreN6XiaT9/dRVLVKXZaCPgDOJwOfIqLtG5QWWTDgkEylSIWS7HNa+NsWjCSVs3CEB47SIHdarYjBNP/+khPgOfuqMKqKDSWXoihqPDY2VLpZSiQwGlTiKcN9jcVU+y00lKepm1wGs0q8LrN448GUyzgjVoSS6nspUqzX7guJXecGafMYyOaMktd7qr1Yc1EU4+HzXarNUWLB1+utSwvV9m/5jWv4f777wfYJoQYAj4CPEMIsRfzdvUB78jsu00I8WPgLKAB71pO8OS6MzsvFHCV7QXc3NxMXV1dbv3ltCE7MpImqRq85lBD7vtHevxsrfbmFC9Ax2SSUMrgli2m8pRSMhFOkNYN6opduYdsLGwq/ppMp6He3l66RqcBaKq8MBvMzjxvPng9PoeFYDBI97FOfDboaj9DZWUlFRUVjIXN9Wb7Wqaiaap8DjZUXFAKoYTKv/6mi9cerONnp8YIJ7QZitdjt/APz9vE8YEQPzs5dtH9yC+aMRgwr+NSUiViaYNn/dfj/OLPD1LiXvniFGstsNFodEl+R1hbYV0PWK3Wy7ZkZdMBr7/++kuyMNxxeoykqtNYbCWQkvROx6gucrKxws3OGh/RlMZkNMWzt1dxz7lJOsajyLREn5jAanPQl3SSSOumD9aQPNTtJ6UZVBc5sFsV3HYLo6EkViHpHPFTV+bF6XQSjqbZXevjSH+QMrcNu91Fsc/OK5/aTDwS4kjPBFJLcuMmL4+Om7PpLGld4nNYOdYf4H8eGSSW1nnqxlLecmMTdqvCx/9oO997fJDBQJIdNV5efbCe/ukYf//jkwRSEpfDztue0ojHaeUjd5zDUI0ZnZqWS/52bivMkX0EQDKt0TWh0zsZp386jkVRiKQ0aoudvOuWJu46O2WWwpRwoLGIP95XiyIEwXia37ZP8Xh/EAuSQy2lvHBnFU7L5ef4XgpLtar88Ic/zH7Mf5F9c771pZSfAD5xKee0KmbnfC6lReBcTE1Ncf78+YsKui9n/4qicGLcNBHvrDXNvElV5/hAkNflKWOAxzOlFG/eXJ4LrMp2FaovuZB+Mh4xlValz0ZbWxtWq5Vp6aPaJ3NdgwBODIZoKXfl2vGVlZUR0u1srraydetWpqamaGtr47FhM0iqxKrNKGAxFU1fFHE8nAmoOryhlD/aU8tbv/sETgugWAgnzbqtH7j9/MX3YVa1qnwWm/naFUjPMdaZjqm8+MtH+fTLtnPT/2fvrOPbuq/+/74gBsvMEMdxwGFq0pS53dqutMKgW2ldt67bb9h1+IyZqV1XZmbGpA0nduLETsxsS5Ytxgu/P66k2GnSJm3X7dmz83r11ViWr6Sr+73ne875wMyCgx/gXcS/wnz7UJPCB7lYP+g40Fp8L52sLB0wFAodlA6Yfd7b3Sy7x6Pk283YdTNzbXZCaYOTa5YMZHG+3UQspTAYiDMwGaNnPEIsqZBvt3DJqkpaBgK4LEZFKooigmA4jQViaZxWGZtJJBxLEY7GiGgy4yNx8u1pPrKonM19kyTSGu1jEQocZr77oUbqStx0iSaOX1bMzCIbocAkifQYr7ZH6Y3FkWSZPLuFI2bk8/MXurDKImZZ5Pk2H5IocMWaWjw2E58/rj73GVOpFL99uoU0EhX5FpKKxpOtY/zhwvkc21jE+u4JJFFAFg1rQIskEE9rHES19qAhAFbJcDuKHuBrDSQM+pIkQtQfo9xtpcxtwRdO8PVH2zFJhoGDLELrcJg8m4kFFS7+55kOdo+ESSgaZkmgbSxKty/GZ9dU/FtXvh9kfCBt5/fCFcyaNPh8PpYvX47FMr0iPJzKV9Gg1adw3OwCXt4zzlAgzqZew3ZrakIF2DYYoTZPJt9uygGrRkOGJnJF3r7n9vpjCMBodzt1lWVUVVWx9Zk3WVHryd1ANF1n+0CIE2YXTXuN/ok4q+vzc1SX2tpatsZ6gF6EmJ8NG/pwuVwUFRUxHkmyotYz7e+Hg0byrcyzYk/6uX6Vg59v3ocsf+7aI1A1CCcUhoMJfvRsB+ORFKIgcNTMfF7vnMAkMm3BqrphGJEVDrHJAvEpPa7aQjsdGcvBIoeJ8Snc5GBC4ep7W1lc5eZnH5kz7Ty9l/jfNvP9T453q72uKAo7duzA6XS+7Xw3u57fbkZX7LTQ4Y1i0cBi0UgrIosr3bSNRih2mUEHkySxtS+AoCnMydNIqDKqycKiCidjwTjNgyGKHCZcVplYWiOpaPRkrESdJoF0Os2MkjwKXRbiKZXJaIqdwyEQBBZUutF1nbFQkolomq8+sptQRrBmTqmTb5w6izXFxcxpTLJ2zyiBYIhyU4wtO9uJxTXyPHZkScBjM/Fm9yRXrKmd9vlisRibtrUwEJMo9xhdNqcFAvE0nb4Y3zxtFtc/2oYvkkTXyXWbYimFwcnktKpWAGwmYZrBw9TQgWByukXigZ6jasZzvJEUDrNEPK0RiCvYzaIh0CGCwwIPN4+wZyzCSObe5LbIJFUNRdXpm4zTPhZhJKAS7Z6ktsDwPP9nAjaTyeQ7cvX/VfFvN/OdGqqq0traislkYvny5Qe8AR9O8t0+ECSpwXNtXp5r8wIGkhjgh8/s5fk2H1esqeWIGfnsGI5wYp0ll3hFUaTTF0USBKry981o3+gcp8YtMLdhBkVFRfRPxPGGUyyr8eSe0zMeIxBPs6R6X8UeT6uMhZPU5E9H4Q0FkxTYTaxcvABd1wmFQoyM+QjEFZJBH729ZoqLi7Hb7bnKN+obQDAJnHPsMubOiXLJP7YiAGOhFMszCXtBpZv7tg5TaDexuDqPh7YbI0lJFEjvVwZPlaqM7zdcCk5R84qkDvy9Ng+G+NCfN3P2wlKuWFP9npGS/9tmvv/J8W7YC1n/3/r6esrKyt7x+aqqHjT5BmJpuv1R+iZiROJJPDaFE+aVMhlNE0kqDEzGaSi28/VTZ/HTJ1sRtRTlpSX4JyZIiBJ7xyJ0j8fwhpP0+eO4bTKlLjNlLgvlbgsjEyEiSZWiPCcFTguiIODIaCJ7wynK84zNv5DhNT25c4xQPE2R0xg77RoN88recU6ZW4woChwzp5x8e43x/NYRXhzqIR6LoagqKV2kxG1n72iIP6/txxtO0lBg5uj8MEsWzMO8qwNVB1kwihBNN0Q1Cuwmfnz2XIYCcexmiXy7iVvXD/DK3vGcg5mq6QiC4VjmsUoMBuIcTMPnUL7N7F0gntbY440a5wCI6roBOFM0UoqGWRIZDiQQBAE1U3WKGNoHI8EENzzZRSiRxr6tjSKnmY8uq+T8JWU5lb33OyKRyL/tWv6nJ993u6uJx+M0NzdTXV1NVVXVQZ93OMl9c18AgJ+dM4/6YgdVHhtfeXAn3kiKcxdXcNuGfq66q5lKj5WkolFhSTI4OEhxcTFWq5XNfQHmlTtzghUDI152Dkf4xIpyZHseL7b7uGezAV69e/MQd24aJJZSCWSs++7bOsReb4R5ZS7sZiOZ1BZOT0z9E/EcAEsQBPLy8vAmZWCAZbNrMZkEOjs7icfj7OwWsEpQ4LAwc+ZMBEFgXrmLxhInHb4on769mS+dWM+nV1cjCAJdvihrZhbw3Q/N5sqjarnhsbacAQPsazn7IimOqM3j66fO4qq7d+RckAAaim0cPyuf+7ePkXibHtecUjuP7xzjkZZRipxmvnlqA8c0FGCSRNZ1TfBi+zg3nNYwLdGDYRwxEU1S7LQYdmj8e7ed/5PjYG3nw+lkRaNRRkZGWL58+SFxLd9pM/1o8zCheJpjZxUx7JsgmITRQJKUqrOkOi93k9+9p4NKp0B31EFC0VB0gVgsxut7vVhlE0fWF5BUNHyRJLGUSplLIhQKUuEyEXM5sJkkJmMpipwW0qoxX51f4aLDG6XEZTYczQQDSOUwy7nzJYsCo8EEv3m5O7e2ltfk8YUT6jm6sYTn2/30TsTRZR1R1zm+xsRX79+OnvHX3dQTJq4WclJ+Hhcur+DuTcb9REdnUaWbSo+VGx5vZ/dIGIALl1dw0bJKvnJyA6c3lXDrhkH2joWxZMBe5W4LibRGNK1jSSlEkyqpKQp87wZgmX2+TTJm2aGEgqLq2DWBlqEgBXYzk/E0ibROIp1xlxIkJqIa6Bom0ThGOKHwQpuXhRUu5pT9c9ZbJBL5t13L//SZ77sJRVHYtm0bTU1NeDyet33u4VS+m/sC1LlFPrLYAGtpms7O4TCnN5Vy2ZpaPrGqmqd3jvLzFwwZxXs7BXyal9XFIxRYdFoGY3x0saEd2rK3jzs3DaLq8FLHJLduWgcYRt2iAOV5Fhxmwz1o10iILl8MWRR4YOvwNFWaF9vGmVfuorbAmOf2TcRZWTf9M3f6jJ3mnIo8KstcVFZWkkgk+N22jRTbRXw+H5FIJAfaGo+mOHF2EYqm88sXu9g+EOTrpzTgi6SYWWzsAivyrNzyySWkVZWr795By1CYfJuJoUy7aGNfkHNv3IJJmv59vtkT5PIj3Vy4rJx7t45wsGgdiXLN0dX87Y0BvOEUX3xwN7IoUOq2MBpKomo6CUVlVrGT0VCS0VCS7vEo/ZPG6xfYTVy5pobzl5T9t+38L4wDUQcPZbObpQP6/X4qKioOWeTg7dgOKUXj5T0+hgIJOk0xKu06DouU0Sy34I+kcNskgsEgvlQhYVFmLBSm02toml++vIQHto9i0sOoCTM2qxUR8Fgl2ofGqfDYsTntxCJpzl5Uxv1bh+kZj+KwyHx8ZRWr6wv446s9tA6HkSWBy46sptcf5/k2L1aTiKqTMTlIsrEvSInTkGjc1Bfg8ZZRzl9awTdOncX6nklMosC8ChfjkRSWjhRWFBLJBHkWgZ39fna07eXkGcXU5jfQNR6l2GXhuMYi/vBKN7tGwhTYTag63Lt5mIYiB6VuK999ak9m/iqQUHQuWFZKXYGdsXCK/kDCsB4MJ/FHUiQUDatsaEMfTJjjnSKpGlV5SjHQ5bogoGgwEkxSkWfBbjJa0w3FdgrsJnr8ccYjhshPds4+EU3zu1e60THuSR9uKmFBlfstm/J3G7FY7P9u5Xs4oes6/f39JJNJ1qxZc0jOMoeafFOKRstgkGMr932pvRMxQgmFhRkDAVk0iPGP7xihWxJYUp3HU7t9PNamM6vYjqLBtj4/R//8VSamsJsqPTbOXVzOyrp8fvzsXhxmmb9dsij3+0/fvp155S7uvmwZqqbT44/x19d7eXqXlxfafTy728txjUVcvLyC0dBbW9FdviiiQA5wlXXnCWtmGsqdrFo1n1gshs/nY2vLTkZDSQqkJNecWM+Saje/erHbmFdh6NlODZMkMRpKsWpGPn+8cAFffKCVF9p8XLGmBodF5vaNA6QUjVhKzYG0bn5zgONmvHNy+vNaw+rLY5UIJFRUTc+1ygGeavUBPlxWmTK3hfAUSlQ4qfCzF7r4+5v9nFwtMKNBx/IBie38O++W/9VxKMk36+ltt9tpbGxkYmLikI9/MLZDLKVy/SO72D0SRtMNq8C9fgW3VSScEvCFk8iigJU05flO2icF0orGqhn5pBSN8UiS2vJi8rrjtAwGcafBmTCSgYhORBUZHYlT5tI5a1Ep924ZRtE0TJLIggoXRzcU8viOUXyRFPVFdi5ZUcWcMifxtIo/mmJbfxBBgPOXVtA9HsUqi7lCxGYS2TMW5o6NAzyx06AhNhQ7WNNQQDSpEIsnkGQdj8dDWtPRTArF+R5GR0fRg0EWOp0UeYoQNJXW4TAuiyHpKgtGO7jDG2X3aIREWqM4k/CjSYW1nRNc8NFKOrxRJiIpQpKAwyxRV2ijxx9H1fTpEpSHGRqgCeA0gV3S0XWVySQgGAyIk+cW4Y+mOW5WAc/s9jEZS5NIawgCWAUddBiPpoilVQKxNFv6g7za4efD80u45pi690Xe8t95hPSBlRPvhDrLznfD4TB5eXmHLCd4qDvx7QMBkorG7AJxymOGtvLCyrycYpWiquwYCrNmZgG/OLeJV750JF8+sZ6xsNF6HYuqzCu1cd3RFVS7JRo9AtfO1/nQDJnGIgudvhhz92uhdPqiuaQniQINxQ7cNpk8m8xL163m6qNraR4MctXdOwAYDiYNmbopf1+Vb8NqMnb1LS0tzJ4zl6FQipoCW06fuK6ujuK6OQDMKHYyODhIoz7E947xEMscbzKamvbeIkmFHn+Mpgz6+0dnzaHCY+W5Nh+nNRUzEU1z2ZE13PXppbgs+76TV3sigDH3OWfR2/M0Axmh96Nnephf7kQWBQozIJE7PrmIN798JD/8cKPhPiMKXHN0DXNKjXMYTijc257i+D9snqbC9c+M90GO7j823olqFI1G2bx5M2VlZcyePRtZlt+VUcrUSKsa3358N+s6jZmmLImMR1Ik0ipjEQUNnURaJZFIEVRkltQV4o8miaeMxGiSBURB4NGWUQLxNG6rzEg4xY6xJGMx8CYkShxm5noERCXGCzuHkFEpdVmo8lhpGQrz+1d6eLTFoDgNBxL8/IVORkMJbCaJr57cwM2fWMytn1zCBUsrqM63kVS0jFewTiKtoevwWMsoBXYTRQ4Tnb4o/3ijH83fz4ISM0nRwng0TTiucNmRNUgOD7ftgV/tlPnzDoWO0RDNzc2Y0hECkVgGi2KcpxL3wXeliqZx47pe0prOeCRF70ScsVCKzx1bx2lNJbzX/KZoBnsiqoqMJzO+xCpMRJJ09I8SCEfY0O0nFFcocpqwmUQUzWCZ2M0SAoLhliYIOEwSaUVnS1+A+7eNsLZrgoHJw7dsnRr/zhvpD6TtnDU0OFhLOpFI0NLSQnl5OdXV1Wzfvv2w6EOHsrjv3zqE0yIxt2Df1fbcrjHK8yzMLLLngFU9fsMDc3GVAY4qdJi5fE0tL7R5CYSj3HLRbMrLy4mlVP64boQr1tTQ2FjK+Pg4L2xoIaloFIhxQqEQLpeLiZhhxTerZPrua2AiTnW+jWKXhWuPr+fKo2r5xQud3LNlmIebR3h2t5cPzS/lwmUVueTt8/no6upi8eLFeOM6SUV7SyXbN2FcrAtnlNNU4ULXdYLBIOuH9/LU3ijffbKddDTAGYtrcDgc7BwyKuL5GYUth0XmR2fN4VO3N/PdJwya0rGzCplb5uLxz67gEzdvYjC877vRgWuOmUHfRJxtA6G3pTFt6gtiN0s0ltjYPWogS1uGw8QVjese2IUOfOmEGXzyiCquPrqWN7sn+cEzHQwFjZnebRsHeaHdx7dPn8VR7zOdaWrE4/H/+vkeJN5us+vz+di7dy8LFizA7Ta6SYdrlHKgtvNdGwfY0D2JKIpEUyoWWcRjk4mnFVKKjkNXsYk6stlCTYGNfJtM/0ScWFrFLInk22WjUvZGqcq3Uu2xMhpMYBJBEEUssshAWGF1fT5CPM1YMIFAnHAkjNNiQtFkNvdOUuGxYpJEbCaJ0VCStpEIdrNEpzeKSRJzc8uzF5WxazhMd8bgpKHYQU2hnR1DoYwKl2EzuqljmI/MrOb6s2bzZvckqq5RX+RgVomDL9zfijeUxGMzMRFXuHlHlD9dtITra2N849Hd+IJRFFVjTrGVJo9OXYGHB7cNMxJMYDNLqBqcu7icPaNROrxRGortRJIqSUUjrRo6B6l4lNf3jBnt8vewpzUmRcYBcnd4UWBckSGl0D7mQ9PBaZVYUGohoWgsqC6idSRC+1gEVdNRNR0kAYtJZDiY5OHmEWxmkURK5/SmYi5cVpGjaR5O/DuPkD6QtnMWpGE2v9WmanJykt27dzN37lwKCgpyzz/UBXsozx0JJnimdYxVMwronIxSMRJGFgXWdvr59OoaNM3QJxZFkW2ZajibfAGGfZO0jkT4+LJSvKqdrTtHKXJaUHWdpTV5OapQS9ACtDG/wk1fXx+RSISBpNFCrt8PWDUQSDCvbF91ZTVJlGeoOTd/fBFPto7xxI5RHtg2DECVU6Svr4+lS5diNpvp7DecjBqKpyeJbPKdCtryeDykJTu1BRo2k8gPXxkjFA7T5NF4adi4BOaX77tAV9bl88kjqrh94yAem4k5pU40TcPb18HvzijnGy9P0pGZQwOc/IcNuUV3sMQLhklEQlGYiCmYJIG0qvPH13pJqzp5VpmUonH+kvLc+14zs4BCh5l0KsmKmSU8u9vLcDDJZ+9tZVaxnV+fN4+6wvc/SX6QRg7/7nEoM9+suIzf72fFihXT1vm7pSZlI5lWeWXvOCYJZEkiktRIpDXSikpa05GA8ahKkdOCpoGiaLzQPk6Ry4w3lETVNEZDKU5rKqF5MMREJEU8FkHVNGRZIpFWiacNLmu/P4ZFlogpOuMxDbMs49FEHJKCrqTp98bw2C24HcbaCicUvvbwbqIpFU3TmVXi5PrTGnCYZb5/5mz6J+LourEW3+yaQNP3oZa9EyEWVrrpiNu56a4WwMA5fPuMRiaiabyhZM5TN89mIhBLMzAZZ26Zm79/cjmdvihmCUrMCqNeH79ZN0YsrhNTBdKqzPWnzuK4xiKaB4x2uCgIuDP2iROxNP6JSfq6OrBbzVjMMBlL56xE3wszNvu3iqIzOJlEEkVESSKpaAhp8IWT2EWN7uExEkmJPKuEN6qhqoY5qihoxDJmGYqqIQrGmGvvWIQPLyhD1XXKXBbmlTsPCV/079x2/sCS74EW4MDAAENDQyxdunSa8PXhePruf3PYP7zhJFfcsR0deKN7gjeAX2/bmPv94GScDm+U2ZlE+PxuH9X5NuoyydLr9fL4xg40HY6bW8anbm8mqWh8alU1ArCoap+K1Za+AA6zxIq5NciZinzHax3AJJGhDpqjgxQVFVFQWMRwIMEpc/cpagH0+GMUOc2sri9gdX0BXz+lgVve7Odv6/p5vTeCbC7km7M0KszQmYH771/59k/EKLAb/MWp0TcRZ0ahnZ98ZC5X3tXC77ZE+OW5c+luH6DaLdO+Yxt2u53i4mIKCwv5wvEzuHPTIPG0ijeUYLi7nfz8fOrq6niwQWXlz9aSnALUOJwFu6Y+H5dV5rndPhJpjSNn5JFSdSJJM2ZRzwGsRoIJdgyHOa9B5ntnz+GrJ9XzwPYR/vHmAB2+GGf+dQsravP4/QVNOC3vz6WcbRX+Nw4c+1ONsnKvFouFZcuWvQUY926S79S1/0aXnw5vBFEwkp1FFhAlsJllkqkUVlkkqYv4YyncFpnFVW4eahnFIougC+Q7LBTYZUqcFvzhFF3eMIIIKiKJlEr2qzZmpzFmFNtpLHEyHEowGU3hjymce1QNz+320T8eYyCcwC4naMgTeG1XH6GYQGmeHR2dPWMRXt87TjSt8XSrQWX8yOIy6ovsrGkoYFNfgI09EyTiMUo9Ts5dMYOfPd+ByypjlkQCcYWfP9/Jj8+eiw4oqoYsiWiajqrvQ1U7LdI02uJLvXHG1SCVBUaRMx5O8sLWPdSZQhS787HKhmKX0yqTTGs0lVgY7Okk6q4lmOgkpWhIgoDVZGhjaxrTENHvJhTAmE7sq4hTikosCeVuE96ATiCRwiLqlFggkDIQ0DqCIRWa2QgIgoCAzobeANsHQzgsEpqms6gqj88dW/eOWgL/59vO+y9YTdNoa2tDVVVWrFjxFk7f4bSq3m73E0kofPq2bQwHE/ztY4uZUWjnlQ3bUPMq+fkLXZS4LLza4ee5Nh9LqtycMb+UDT2TXH20QXrv7e1lYmICr1iIzTTGWCiVswF8bMcICyrduK1GK0TVdF7ZO84xswqRMzcgURRp9aao9Fg57dhVOVDU61t2oGg6ViWSa08LgkDveGyaipXTLOFSAgBcsqKSR5pHOPPPG7n66Dr2jkUNRPV+SafDG2VG0fRqUNd1+ifiHFHnIc9m4u8fX8RVd+3gKw+3YZIEzphfyqpVs4lGo4yPj7Nz5076g4qBhNR0PnvHZn57dj011QblSxRE7GYZMGzUDrdl9Ub3JKUuCyvrPGzsDdAyFCaa0jh/SZnBD1RVVFXlpQwXe2mJcT4LHWauPqqWloEQ67onETA8kY/69XouXFrOV06qf99Qkv9sp6b/rTGVapSVe62pqaGy8sDOiO9FESuWVPjHm/14bCaC8TQem0QsrbGgwoF3MoTkMjMWUbCaRQQETp5XxOb+IBZJJJnWyLPJjEdS2Ewif3i1m3A8hdUsUeSyMhFN4Y3su3BNIoiigD+SQtDBZpZoqMsnGEvzRtckTovM4qo8JmMp4imNq09u4FcvdDAaSjAWMNDUqiDxeqefvd4Y+XYzoHPb+gHcFpmjGgq5dGkBtfooMxvmMq+6KAPSEjBnrtk8q8RgIIFZFvnwglLu3zqMLAqYJIFT55VQYJf58bN72dwXwGGWueaYWo6cWcjAZAJZFJAkCUmS8AgyitWKy+XiH290MTYZJaqAPypyfL2TD1elWLR4CZ+4fQe1BTaGAgkSaRVNg4tXVDKj0M7Pnut4C8f/UPSgDxZZKcy4Ct2TaWQRI8lLkNRFmkqs1Dh11g/GCSRBUTOIaFVHkgXCSaND4Y+mEYCRoJehyQQ3nD7rLSO9qRGNRqmurj7o7/+V8YEArqYuwGQyyebNm3E4HCxYsOCAZPr3IswxNX79Uiedviguq8yGnknGwilm5ks83erFYzNx/xXLeOVLR/K1k2cyEUvzo2c70AF/LMWb21qJxWIsXryYDb0Bltbk8efXe3Ic38mYwpr6fMBIbms7/fijaU6cvc/5Q9E0NvZOcmR9/jRQlKdqFgB1hQ76+vrYsGEDbW1tdI9HqS0wdnKKotDc3Iwvabzel06s54lrjmDNzAJ+83I3L+3xGQLuUyKtauweibBgP4eh8WiKeFrNtaLdViMBNxQ7iKc13FbJUNFxOqmrq2P58uUkXAYd68O1Ou0TKjeuH8br9aIoClv6AkzG0nztlAYqPIZF2zmLynKCJdlFWmiXcVsPjOgYCyfZmOFBRjN6lVaTjCpIxFWBu7eNsbY7QJnLRKndUBxSFIXByRhvdE/ymaNqaPnm0XzumFpkUeDuLcMs/9k6vvV4O/79QGWHE+8kbfh/LQ4mFzs+Ps727duZN2/eQRNv9vmHC7jK4i/u3DRAhy9CLKWgAxaTTIXbTLkcZTJtwhc3juswy9QX2Sl2WIyxiwBpTccfTSOio2sKwWiKPJsZm9nEZDRFJOPWJWIkXk03qC8pRWM8mmIkkGDnUAhF0wgl0pglAZtJpLbAToHDxBtdAcbjGnFVIK7L9IZU4kmFvmEf8ViUWCyKiIZVltjcN8ktr+3hsjt38ECvmdd7jEq+yGloS6uZWU00pVLgMPHK3nGebh1DlgSSisYp80q46qha/vR6Lxt7AxnZWp1fvtRNly/K7FInima0s7MAr6YKNxO6nQ2jUFmUR2OJixKbQPtwCLMIvQNDBqhTh7pCO00VbmYU2TluVhFzy5zoCEz95s0izCqxc9LsQszvQ9ZQNKMm1lVA1QimdF4ZSDMWh6QGim6At0Qdo8OmA7rBrRZEAVkWGYskeXLn2Nu+Tjwe/2/bWVEUAoEAu3btYs6cORQWHtye6v1IvqF4moe3D7O4yo3TInP7hn5ufqMPqwwJBT63qoQ8i4jJZOJTq2s4f2kFJ/7uTSRB4IGtIzwswlkLyzjdEqDXH2dmkZ2ByQSVeRZiGWWnDT2TvNa5mf6JeG4x/8/THTy0fZSmchd2s0QkqbK6fjo4qHnQmCsvn11NicuCpmn0jowTTIwiRcfZtm0bsViMmpoaJvsjlLkNzrDDLPP7jy7gpXYf197fSutwmM/du5OvnjyTukI7Hd4oKVVjQeX05NufmQNXT6EwOS0ynziiihseb+fxHWNcdVTdNEDD9v4gLhP8v9MXIL3p46HmUZpKRqm39XBnu9H+O3VWHifOLuayO5p5ZpeXn50zl0ebR1nbNcE5i8t4tHmU05tKCCXSrOuaPOD35LJIOdvCOzcNct/WISRRyAl4rKmQaGpakLuJv7JnHB04fW4BmqZx1ZpqLltdxfk3baNnIs5jO708vtPL0Q0FXLy8gtUz8nMgl0OJVCp1QGzCf8MISZKIRCJ0d3cfUO51/zhcwFW27fx6xzi3bRgglTaUk4ocZiLxFAUuGFFcLK6SaB8NE00rjEcSXLayhGf2hCh1WQgmFAozDjzFdokuXwxVEPFFFQrsJsIplYSiYZEMrmoGNIyEMZ/1R9OomkYkqbJmZiEPbh+hbyKBSRSoyjdAVxt6J7HJIopJJKVoKBosm1HIzuEIw9EYo7EULlMKq6TToUfoDapUFXkwySLruycpsJv55KoqzllczqMtI0iCgEkW+cxRdfzs+U4cZpl8u0ha1XipfZyLllWyrT9Ivt2EKAhYTca9Za83yhnzS+jyRXm1w48ALK3J45IVlWzsDSAIBsMikUxhlSEp2Jk3fwFrdw/gCycYChpCG/l2mQKHlfpiO795qRuXVUZIGuyDlKphM0lcvqaWYxoK+eIDrTQPBEi+D5YgCkaVu8dn3KPMkrF5FyXD1xjBkLYEQ1NeAERBx2QSETCUAt8u/s+3nSVJwuv1EggEWLJkyTsiSd+P5PvQ9mHiaY3vfGgOTRVuwvE0r+718j9Pd5BQFP6+2cegb5IPN1ipLi/hye4U4YTK9SvMzJvZwFOdMR5tHs25Ab20x3AqGgruI/j2TsRpKnexoMLN4ztGqS2wM7/Cxa6RMLduGEDJ7Gj/+GoP7aMRjm8sZH6Fi8daRllR68k5F4miyHjaSHyrmupJhPsoLCzE6/WyszdKmd1MOBzG6TRABtkK9vSmYl7vmOCsv2ziYysqc5SDhZXTaTL9+4GwsjE4GUfAkIz84TN7+cW5TYBxwW7u8bOkJo+ioiJuOD2f1pEIv9sU5MErl9Oybisrq+z0dXeSTCb5zlF5/GCtxvWPtlGeZ6XYaeabp82iymPjD6/28K3TZ3HmgjK+9UT7W3iF4f1WcFqdzj0M6laGYiINTon7t43x8A4vdQU26goduYpqJJCgZyLO6hketvYHSak6r3dO8HrnBDaTyI/OnM3J+83XDxb/znJ0/+pQVZVdu3ahqupB5V73j8PtIkiShC+c4NaNPmRBoNRtxRdJ4g0lcJoFTlsyk7+/0YckCNjMEkvrConEEyjhCbpGQoiShKYLpFQJUVdRFQ2zyYRDMgwIvGFD+9hjM7iyYlIhoejGvFPPGqUIFDnM5Nlktg0EKXMb0pGxlEr3eIzTm4p5fvc4mq4jigJWk0yx00QsraFpOmZJQNUhkNIpc0i4TTqCIDIZCGA1y5hFE82DAVaMetjcF0AWBRpLnVxzzAziaRUBw3MbDKlXQVCZjKXx2EyEEmlki5zDJbgsEpOxNHPKnNQU2FlSZVSwgiBQk29DB0KRKJIAmmSlJs+K2WLhluYQtUVOvOEkkUSayZjCBTNTDHW20TUaJ525/6ZUgyY1s9jO6U2GHeKCSndOLfD9DlUzErAk6ERVY2MgYrSg1UwBLAKiriKoGrW25LR74/7xfxrtrGkafr+RuFauXHlIpsaH26raP6JJhZvW9bGyLp955S5UVcUqw9wyF6GEwlVH1dI/Eeex3V7WjcJ58wLcvs3PvHydZbX5VJa6+fasKk6ZU8JVd7cgiUb759JVVdy/1UjqAHNKndz4sUW82O7jvq3DXHdCfc5wOqVonP3Xjaia4dd58xv93LiujzybTDCucNTMAmIpNdfGfr7Nh1kSkCf7WLBkAS6XQRMae3Eti6tt9PT0EI1G8Xg8bJ80vrarj57BN06dxR9e6eH2jYOYJAF7RlJuanT6opgk4S3ghA5flLpCO2cuKOX3r/ZwXGMRR1Vb2dS8C29c5+N1xmexmiR+e0ETF9y0hc/es4PxaJoPn9LAkgVlqKrKxMQE3z5K46vP++ibiHPxogJMaHzm6Fp2DIX46XOd3H7pEl78wirO/dsW/LGDiMweIFpHopx/05ZpFKaT5xaR1kUcVjOapvFyp6G0df3JM6jyWOnxx3hsp4+7t4wQT2v8v4fbOH/xJN/9UOM7Xzv/xov1XxHZG1p2vltdXU0sFnvfFMdSisZD24bZPhCg0GHm5BkWxsMpzJKIwyKTSCu4ZI24IDG3ws3f3+gnlFAQBQEd2DUSZllNHp1JM6I5SSylGIC9tEK9G3xpEyZJwJeRSNUAu1mk0GGibyIxRSbSSMiabvBWR0NJagttDEwksJslqjw2nBaJQFxh51AYj03OzR/DSYVCp4ldw2G84RSSKOCxS6jpFIvLLAQ1KyOxSUyiiDMt4DSlcQqTfOOBCaxmM06bmV3DYe7eMshnjqrDYhKJJBWcFplIUsEsiXjsMjWFNh5vCSIKAgUOE0uq86jMt3Ld/a1EMjz+R20mfnluE6VuC1UeC8uKdF7p03DYLJS5jE1xOKEQSShYZJGKPCu2YgehuMLqJY2MBcKMhLuJJI1NgCBAsdPM10+ZhSyKvLxnnHs2DxoJUdxXlb5foeowRT4eRcskYMHYiMiSQInLTLnLwpnzi1lcBP39/UQiEdxuN4WFhRQUFOTYCv/O6/mfknyzCORUKkVLSwtms5mioqJDSrxw+K0qmD6r+/sbffijKf7nzDlomoamaQiCwNO7vAgY4KUSl4VLB6v4xQtd3LjZ2BzUlhYykLSS7usnGgnz060qeVaRWFrnlLnFnLWwjNs2DFLoMOGPptk2ECSRVrln8xAlLjNrZubn3s9YOEnfRIKvn9LApauqCcbTrO2c4NcvdRGMK9y1eYgHto2waoaHoxsKeWLHCIuKRNasXJpz4RgKJIilVObXFLNwYSWaphEIBNi5oxNZhNDgXuylJdxwygwuXlHJx2/ZRiylcu39rfzgzDk5qsK2/iALKt4q2dbhNeZFVxxVw2sdfr7/1B6+d4SMtWQG0M78KbPj2gI7PzprLtc90IoArKnfRwsrLi6muLiYebtaWNc1wZPtAZZ5tlNsF/nsYg+dXjNffLCVB69cQXWBjYl4Gl0Hh1nMzXsL7CZmFNrYMRQ6oC3aVArTC23jvNC2NsPpNNEyFKK+yE5tkQsBnZnFTi5daeLOTcMsrnTSPhajZyJ2SNfRv/Ni/VeF3++nvb09J/fa39//vh37tg39vLp3nHybifFohJ2DE8z0iPT407jMIvF4El00kWeWCCYUBKDEaWY0nMIXMRLdHm8Ub2gCl1XGYzcRiyWQJJnCAjft3RMkFHJJVdchmtTon4iT1gyrPKtJIqVohJMqjSV2YikNVdNZUO5mS18QVdORRIMvbBIFBoPJnLoUgNsqUZtvY9tAEFEAWQR/OEmhQ8bh9tDWF8BtyTgBJRQsJgsnL63hro0DmGWdRDyKpGq81pbk0sX5fPPUWfzshU780RROi8w3Tm3gjo2DbO4NUFNgI5RQkESRa4+v544NA8RSBtUKwB9J8lDzMFesruar92yiI6DhdlgQELju+Hqq8m08sXOE0bDhiCQKZNgRJio8Vv7+Rh8FTgtOq04gniaZVllQKBLu28W6YQc/WhsikdbIdISxSKAhIGJ0rQ6Ui7OWhJr+9lTEg4WuG5sAp0ViVrGdH5w5m1L3vkKisqI8Z0Lj9/vp7+9HFEUGBwcPq+182WWX8eSTT1JSUkJra6vx3gWhALgPqMPw5v6oruuTgpFsfgecAcSAT+m6vu1wPtc/DXAVCoXYvHkzdXV1lJaWHlYl+24Qktnnb+mb5K+v9yAK8MUHdvKjZ/YyHk2h6joPN4+wakZ+rt27sNLNt9c4cZqMC/CljgBfeqKPzzwb4G8dVjonFTRNJ57W2NQ9znk3bgHIySAmFY3fvNTF+p5JPr6yKodyBnix3eDhnpixEcyzmVhQ6cIbTnLZ6mr+8YnFXLS8gh5/jB8920E4qRHByht9YZTMuXohc4wjM0ldFEUKCgrwpszMLnUxZ3Yj6XSanTt3Mtm7m5SisbzaxbquCT7yt82s7fQTT6vsGgmzdAo1AQyFmf6JOA3FDmRR5GvHlJJWVO7vs7J33JCAnFc+/aI9aU4RLquMDnz7ifZpKlyRpML6ngAfml+KIIjc2CYwa+58ij1Orl1iZTKa4qIbN9A8GOLyVVXk2eRc4rWZRCZiaVpHwkgCfLipkC8eX5fzXJ0asrAP0DUSTNCSEQnpHo9x3G/Xc8MTe7nxzSG+8XgHGvDNUxtY/+VV/PmCuTnQ1ttdi9Fo9L8CG1NibGyMzs5Oli9f/o4664cbmqazrtNPmcuCzSzhtsp0jsd5sy+GL5xg91iUQEoEwah4ev1xopl5rSgY1wIZJH84qTISStIzniCiiOiiRO9EnMZSF3rmgpkK3lUy80MdA1+QUg3Rmp7xGFaTQEOJg9e6JphT5sRqkhDQ8YaSJFXd0GwWBCyywVUvdJgJxNMUOsyYJIFESkFHoMLjoGc8Sv9knISikWczUZNvo6nCRc94jN6JBHv9KYZjErLNictqZmfXEL95ahvhcJgZHomfntXI7FInr+71U2A34ckcQxYF9oxGCCaUaZtqWRIJRFP89JGNvD6YwhtViSRUZBH+8GoPkaTCzW8MUFdgwyQZRdJ4NMWnVldhkgR2DIXom0gwFk7iMEuU5VlZMquKVatWsXXSMEzI0bN0SKngMEssr/FQ6DRNA2llQ2dfBes0i9PW8CFdJxgVcXmehRNnF5JvFUmn06TTaVRVzRVXeXl51NfXs3z5cpqamojFYuzZs4ezzz6bL37xi+/4Op/61Kd49tln93/4G8BLuq7PAl7K/AxwOjAr899VwF8O4yMB/6TKd3h4mN7eXhYvXozD4WB0dJREIvHOf5iJ98IN/M1LXZTnWfnThfO5Y+Mg924Z4qHtI6yZWcBIMMn1pxpI4+z8qjssEknDL86cxXGNhbzZNckre8dzGqyTCY1Ch4nlVS5e3DuBqpPjoAHckXEdGQzE6fJFc8YFT+4co6ncNc1+8LYNA0iiwKWrqyl2WjiizsO5M3Sue2YUfwL8sTTX3tdKqcvCeUvKeXmPj6YppgtgeAO3j0U4vrEoJ+5RV1fH7qEAqr6d1aU6H640cfNujc/cvYOT5hgGC8tqpiff7vEYOjCrxMHQ0BBqcJRvnNLA95/pJBBXqC2w5WhU2WgbjRBOKHx4fgnP7PJxyS3b+PNFC6j02Hh5zzgpVeOjyyo4c2EZn7m7he883clvL5jPWeXltCc6uHXDIAU2kaVWH41HWPnOuigJRc+18bO84b5Aiq+cUsFVR89gJJjgaw/vYuuAkWSn3kD3nx9HkwpPt47lXFcKHSaaKg1fZZNJyy3ULJUpe+1kBVbg3xug8a+IoqIi8vPz33Ob+UAociHTSlQ0HbMo4I+mSKY10oqORQSn00xKUQknFWrynYQSCom0TjCuZKpOAVkyNJwF9lVVkZRGLJVkFMNnVkRAE3TEzHMMM0AjGaSmlGIGgEdjPJrmu2fM4afPd+KxmVhc7SaR1gjF00RTBmvAFkwyGUsjihonzy3hns2DxqZc13BaZPLsZuaWu3i+zYcIOdN7MMCOb3RP4LBIxFMKwYSGMqHzg7Nmc8emIUK6HYcN9ozF+Pr9W/n8Uhu6miatCkjivlu2LBoz376JGCZRpMhloKfFiI+XB43PJYmCkTDR0REylqdJNE3HbpIoLrChqIZAyJ9e6804iSmgC3gjKcrdFo6ZVchwMMGjrX4UdV/FLwCyBFc1iXRHU2yJp9+WhpTWIJ3SMn8nIIkCiqodlKqY/Z4cFpFPrarh6FmFNJW7clz87FoG436eXceiKGKxWLjooou4+eabefbZZxkYGHibd2bEMcccQ29v7/4Pnw0cl/n3bcCrwNczj9+uG8P3DYIgeARBKNd1/eBuM/vFP6XyVRSFFStW5IAr76QHu38ckni7qtE9Hs157WaTb7cvyqo6Dw3FDn5w1lye/NwRrK7P56U94wgYM6LxUJRt27ZRWFjI9klDb/T4xiIcZpmT5xbz8ZVVqJpOvs240H91bhOnLyx/i/VW9lZSZBd5ePsoZ/5lE5+6bTv/eLOfttEIZy0sRdEMObfRYIKHt49w9sIyip0Gwrm1tZX28SR9QZXrjq/nxetW84cL5zOrxMFfXu+lfSxKQlFZ2+lHy2w3t/UHmYylOWKGZ9p76ZowNjcnLZ/H+Set5tZL5vKhWQ5ebB8HwD/hJ5ncBxbL6lrnqUG8Xi9Llizho8urOL6xkL3e6FvmxgDP7PIiiwLfPL2Rv12ykLFQkgv/vpWt/QEeaR6hOt/K4uo81sws4GsnN/Bi+zh/erWHcELhqVYvhQ4TE3GNh4ZdHL1kHj8/rSJ3Dh1Tity2kQgf+tNGbtswQJHTTJHLQkWehd9e0MSs4reCoSQRGksc1BXaUXWoK7Dxofkl/Pq8ptwNXxQNZLvFYsFsNmMymXLXjaqquar4v23n6SHL8lsSryAI71mvWdd12kbDVHqs7BoJ0TwQoHkgSEzRiaYhnDaAgOGESjylMjAZx2UxoWN832ZJwGWVSas6im5UR9KUikrL/Kfrhh2ful/LU9XBJAtIYhZBa1COTBJYBI27NvXjCyfY0hdgcDJBQtFwWWUqPFb2jkUxiQL1RXZq8u20jYTJt0lIaEiiSDilUeK20OeP5Vq0CUVD03UkEeIplV6/UQ2bZYmqPBtleRZKnBb6/TGD06pCWb6DuGinvG42x85w0j8eoWt0kkF/mDKnAbRa1zlBnlUmqWgMTsZZmJekpqIUiyzn5uKyYChYza9w8ftXu4mnVVKqRiip0DcRxyQJlOdZ2NAzSSKtYjVJWM0SNpPEaU0lVOfb+MHTew0UeKZVLYtgkkW+fGIDnzh1FSnBzEHsvd8SOsbGOZF++8RrkqCx1MGtn1zKZ4+dwfwKdy7BSpKEyWTCarViNpuRJCmnEZBOp0mlUqiqSjKZxOVysWDBgkO+XveL0ikJdRTICtlXAlMz+mDmsUOOf0rlW1tbO22xvRei/cHi3i1D/OiZPZS4LCwuEjjb6mdxTQETsTTVBbbcDaO2wI4vkiLPKjOnzMnf1vZxx/o+PrGijAtmFfDEjk7OmF+aAz4B3LNlCLMkMJmZ/P/k+Q7qCu14bDKBKWiA7FpeU5fHmTMkntkT4PXhEJsySMCfPNfJT57rnPa+E4pG+0iQ6HAnxcXFbOqJYTdLnLO4HFkUOXF2MSfOLubLD+3iud1e/JE0n7l7B1Uea84xxWYSOSHTzs7G3jEDVFVXaHz28pIifnFxEb03bWbPWJRvPT/Ms7u8fLTRTH1lMa/vDVDmlHCQoGnRotz5OrK+gFf2+tnQG+DKO5u55tgZLKnOQ9E0ntw5xlEzC/DYTBw5s4B7L1/GZ+/Zwadvb0bRdL5w/IycKfYnjqhijzfCX9b20T0ewxdJcd/ly2gZCvHjZztIKhq/++h8vhbR+cWrwzlko5rhW5ZZRX72fCd/fb2XeFpl1YwCTplbwilzS9g7FuFXL3axtstwy1E12JtR/Fo1I5/fXtD0lqp9amQ/axaDkE3Auq7zxBNPHNZG8f9iZNfzoVbD2edPxXw8vH2E29b3MRxMkFY1UpmWhoRh7q5o5MYvAGOhFBqpHPLVLAuE4mmD95l5TjYxZLrRiKJh8SmQAVXpRrWhY1ReNpNMSlVQMytZMexm6Q8q9O80Rj4ChqNSidvCeYvLeWaXl3hKpSOawm2V+elH5vKr5/cSjSeoLnBgNkmE4mkaiuw8s9tHIq0iSwKqZoy2ltXks6UvgCSCSRRQNJ1wUmFOuYe/v9mPL2oIUPgiAsVOMw6LRMdEgnWDSQTZRCCeptQscH6DxO1v7gFFpNRpodxtZnQyQlFxCaWFHgTRT7HTzHg0haIZhvdr6gv45uNtgPG6oqijavCZY+p4fMcoo8EkaVVFFAQkSaTYYWJxVR6v7PGxYyiEiI4sC6RUo4sxs9jOx4+oYn33JC92ht7DFWWsfVk0gGQnzyuh2GFhWW0eCyrc70gVzFa7YKzlrEnO6OgoPT09aJp2yHijtwtd13VBEN43+bt/qbzke3n+pt5JNB0KHGZe6g3zbHebISkHuDPSisF4Goss0j4a4dOrqzmm2sLG3gDFLit/Wz/KjetH0YH6IhspRcUsS8TTKs+0juGwyAgpQ4h8z1iUXn8sl5iyYcyM4PXeCN8/50hWLxWYmAxwwa07SSsax9VacDocOB0OHtvpJZRQeG63lyd3jrGw3M6FK0w8u2uMU5tKpiX/8UiKl9rHOX9pBd88bRYvtfu4b8swv325G4Aqj5XJaDonNwfQPhpmZrFj2vxH13UGJhN8eH4JxS4Lt6wfoGU8yaeWxdnUG2RFiVHZTExMkJ+fT1KF373SzZIqNyfMLuKW9QN87JZtHFmfz5H1+YyFk9xw+qzc8esK7dx7+TLOv3ELQ8EEg5PGjdSgRwh894zZdHqjPNfmY1lNHgsq3SyodGMzSXzniXYuu3ULn5mnc+ysAl7pmJjWWRgMpXHKEMzM11/v9PORv27ipDnFHD+7kLoiO290T3D/FcuZjKWYiKaZUWSfBhI71Mi2nv/+978TDAZ58MEHD/sY/6nxdop1JtOhCd3vv54DsTSPtgwzGUvjsMhEEmlS6IgC2C0SocS+506tZMFYb5putIclwCJDfZGDQCzNeDSFKAiG2ARGxZdWjT7z1KrXIhusgJSiIWReV9MPrNykAzZJw6TEeWhLH0UuGwur3IiCsU6bOwcZCiSIqwKBlIGMLnKaGQokKXVZUDSddKbqFUUBt1UinFQQEUikVYNJoWqcMreYnz3fiVUWSCo6AhqjoSTXHlfH39b2E4mnmYwZ89bBkMIvNseZX15E0BcmnU6TTCbREVFSSdZ1+JiIpgzZSFGgymPjW6fN4pcvdaGoOiZJQERAkgTKXGYcZpk/vNKLqmmZDoGOqqlU57tZXZ/Pp25vJpJUUTUQdD2nBnb10XWEkwo/eb4DRVFz31f2PNpkAUXVSR9CutJ1KHGZOXJmId84ZdY7/8FBIpuE/X4/H/vYx7jvvvsO+To9SIxl28mCIJQD3szjQ8BU6ayqzGOHHP80tPO0F9lPXvKd4lDQzjuGjLZpXYGNT8y1cP3L4znpx58930U4ofK3tb0cM8uYeRbLSV7bbZw3b4Z2YDGJJNIav3yxmz++2svRDQXIkkgsbYh7NxTZ6cw4kySVt2qd6hgIvMlYmusfbeMX585DtjkZi6hcc2wdn15Ris/nY2jUy99CCU5vcHBcSZIurZgn2gLc8Hg7AL5wihfbfayuz8dhlrl78yBp1dCPNksipzeVcnpTKb99qYsb3+hnLJTkjD9t5JzF5Xzm6FpMosDG3gCXrJje9ejNODQtq/Vw3pIKzl5Uxg+e3ssf3jTOQ1NDDSUlHsbHx+ns7GRPyCDuX7WmmmNnl3Dxiiru3TLEP97s581uwwA8zzb9krGZJeJphSqPlYebRxiYjPOb85socJgxyyK1BTZ2DodpHQ6zrtPPUQ2FnLeknEQ0xE9eGeZHcQtDgQk+f2wdu0fCvNLhzwE6IlMK0GKbiDcY5S+vR/nb2l5UHY5vLGJe+ftj/Xfbbbfx9NNP8+ijj07TGf9vvDWmSkwe6vOnrudYSkVVdVKqjpksG8GoXKP78b6zlWp27emQS5YaBmBK0XTqiuycsaCU9d2TRFMKY8FETgRC1I3KSs8cQNON92A1SZhlCadkvEo0qRxQOEJFJqyLjIdTjEQiyEKEareErsPT7VHqil2MhZOEEwqhhMKZC0tpGQjR449hkkSKHGZ04Mj6fF7d6yeeUjFJAoIg4LLIrJyRz8PNI/ij6VyV57LK2MwyS6rc/OX1PmIpoz6XRQMkNRpMUOmxMhhIomkaBQ4LBW6Dm/xci49yq0YKmYQqMKvEQYHDTFrR8NhNBGNpBMGgTy6t8XDnxgGjJS6JyJJOWjUQ3GcuLOPezcN0eCPouo5ZJjPzFTiizsOJs4u45c1+BjLIcUHY172qLbDz47MbueyOHaQPRF/IRDZZW00iM4udXLGm9pCvq4OF3+/nggsu4Ac/+AGnnnrqez3c48ClwE8z/39syuOfFwThXuAIIHg48174AOUl38+ZrzecZCSYxCqLrOua4A3v9I9hFnV+83I3sbTGs5mEW2JJMyl6AGPXbJYFzllUxopa47FExg3lmV3e3HG6xmNkOx6iAOu796k0WWXjF+cuKgOMeegFN23hjS4/OnBEXT52u53a2lrk0gYUDarNcUry7CxzTPLbkz3MK7VjlUV2DIX4wv2trPnFG1x5Vwu3bRjg6IaCaY49KUXjkZZRVtZ6eP4Lq/nosgoeaR7htD9s4HP37kTRdC7eL/lmlbSyIhu1+VY+36RxdK0xN/3bun6ue7yPgLmEI444gv6UA5MoYAr0sXnzZkYH+7hgQT6/Om8eYLTqLr2tmavuaqElc+znd/uYiCl86/RGfvqRuewYCnH+TVvYNRymdTjEk61eLlpWQV2hnWvu3ckzu7yMjIww2xrmO6fPYiiQxCwJLKnO448XLeSxq1dSm3VkmvJZfHGNQNJY3JIIVgmWeeIMDg4eFpjvQHHXXXfx0EMP8cgjj/w38R5CvNcx0saeCTp9USKJNP6ogiCK01rHU0OFt9BXslWsIBhOWaF4ylCeSyrk24zNsC4IuRa0LBrrN5uA06qOphtshZSiEUoohrjLQXJEIKEwHkkjiAJpDRRdoDegomgqw2GN9pEQ4XiamnwLM4scRJMqvkjSoFumDRS2RRZxWmU0dJwWKYfhSGs6J84uZjCQxJThQpkkgWBCZUVtHn9Z28fU7r4hIwlJVWdjzyRuk4bLaiKtwheOn4nNmYfdaiXfk0eBw0KeWadvZJy1ze30TcQJxhWjArdIFDrMXLHG8BJXNMMT2aAL6djNEpUeC39d20MyM7dOKUYr326W+f6H59Dtj3Hzm/2G/nKGSqTqYJEEfn/hfO7aNExa0Q6aZCTB6EJUOAU+u0DmMwvN2LTYe9J4mJyc5IILLuDb3/42Z5xxxmH97cUXX8zq1avZs2cPgiAMCoJwOUbSPVkQhA7gpMzPAE8D3UAncBNwzeG+1/91bedt/QF+9txeAC5cVsFtGwd5stU77TnhlD6t/QGwI2TlydbR3M+qBk/u9OZ0VbMWdyLGYj+hsZAt/UEDLRhLY5bFnOQhGIseYFV9Pk/t8uKPpmkbjfCP9QNYZJGFUyQeX9gxgABcdNJyityGMlPfsI+93hFOqJb41JI8xlQH270qT+7yEk9rbOgN8O0n2rlwWQXzK9w8u9uLL5LiJ2fPpdRt4VunN3LZkTX85fVeHto+giDAXZuGuHJNDcUZKtWm3gACcNMb/cwvd+CJDlBVVYXaNkZDsc7Fy6u4cV0fn76jmRW1HoaDCZbXejjyiMWkUin8fj89PT38eu0kbovI7Rc18vpgilvWD3DxP7axqi6ftrEws0sdrJlZgCQKzCxycO39O/n4rduoK7CRZ5P5fyfNRNN1rrlnJ195aBefWmDlS2eu4Kb7d2GRBIqcFi6/s4VLVlTy/06cyRPXrOQPr/bw93X9uK0yoYSCVRZJqRomWeLn587lhMYi4vE44+Pj7Nq1C0VRKCwspKioiLy8vENWVnrggQe48847eeqpp/5LMTrEeLc2gZqm8cdXe7jlzT4E3aAL6ZnWcFOFk76JOJGkhtUkYBJFYinDNtAmC0iCTmiKZLfIvqppIqbwSMsYZllAwGg7y6KAlEnOKQ0soiFPqGPoFCuaoaQmZgQcYmkVj00mnFAOmIRlEZxWE9GkQkrRsMngS0ok1MzEWNDoGo9RaIFXwjFCSaPNbDdLCIKBRVjbOcFYKIksiUiiSKnTTGOJg+aBIIOTcQP9qxnJ12WR+fSqGj577w7ybSaSGToUUz63poPFbKXcY2M8kqLXH6W2wE5SNaQxbWYJTbKwsMrF411BXBaBcEIjrUNQ0/jicbXcvnGQlKJnRDMEVE3HYZG47vh6vvPkXqPdrO/bvMiiyFmLSpElgc/e1UIggzzXsmIYosAXjp+BXZZ4tcOf6U5MjyK7CbNJ5Pwl5TSUODm+sRB0nYmJCcbGxtizZw8Oh4OioiKKiooOWe41GAzy0Y9+lK9+9aucddZZh3x9ZuOee+6Z+mPVlH+fuP9zMyjnzx32i0yJD6Tt/H4m318830HzoDHc75uIc0RdPvPKHNgtEn96rS/3vP2/8H9sMHxxZ+Sb+PU5c5hdZQCW/ufpPTzd6mX9V4/ilb1+vnD/TkTg5b3+fS0R2fDClEU1p+GcjS89uJu5ZU78UYNG0D4a4aiZBTl5uK6eXp5um2D1DA9FbqPiFEWRrV4VRYfLT15ErUvA5fPhSU/SbNNAkzh2VgFPt47x0PYRmspdBONpagtsrK7fJ+RRkWfNWQoe01DIPZuHeGDbMBctr+SCJeU8vWssdx5++kw7936yibyCQrYP7OXcJeVcvKKSc5eU8cC2Ef62tjejaavzxM5RTp1XQnl5OSZXIbsee4NPLCtBT4RoEif49fFO1o1J3NnsJ6noLKnKYyKaothloanCxQNXLufKO5tpH4syv9yFIIDbYuK7xxXynWej3LIzwaTYwdrOCb5+SgMfXVbBb17q5s5Ng6zrmuCHZ81hx2AISTTagy6LzJPXrCScVCjN6FwD2O12ampqqKmpQVEU/H4/Q0NDtLW14XK5KCoqorCw8KAzn0cffZSbbrqJp5566r8I54PEwWa+h9vJSqbS3PBYG0+1jpJSjATjtEqYMsCeaEojmpkrxlM6qgwOi0RC0Zhd6mRoIkpaVUmq5BKmnnl/adXYbKcVo2oDEDOz3mxk26KFdhPhhMHfB3IoaFk0Wt77o2+z94CkokMijQkdJIgpoGdmtgI6yUxVGEiLBshKAEGHsKpR6JBpGQrS64+hqDq6rqGgE4wLrJrh4Zb1g0gZlJgsGtKUZzWV8Hy7j7FwKuPHu++9mCRjlqphyN2aZdFAgQsCz+4eI5ZSGQsnkUWRFbV5nDqvlB1DYWYUuQyedFolkUpTLUxw5+4IpQ4Rb0wgrRqboVPnleCPpfBnREyEDAgS3dCAvmx1DVff1cJw0JDqzKLFBUGg0mPlYyur+fJDhu6AVRZJKsYsWQCKnSYaSpx87eQGGkunr7msWI+u60QiEcbHx2lpaQHIbayzDnD7Rzgc5sILL+Tzn/8855133iFfm//K+EAq38PVdz2YR+9ENEXzYJCLl1dgNUk83DxCMK4wFIhT5DR2R1euqaHGJTAwOISjoJTbt3pziRGgZzLN959s4+JGiTnVxXR7w9QU2BAEgWd2jWGSRP7xiUVcdkdLboasaOANp1hTn88bmdbzggoXO4fDlOdZcpsBMBby6voCIsk0bzTv4bnOMJNJnVPmlU7jOt6/bZj6DEBIEATcbjcF5dXseuFNzmvK46yaFCcVWdgZsvJER5ShYAqXRea+rcOcu7gcs2yIrt+yvp8j6jz85eKF9E3EDDT3xgHu2jSIou3rAIxEdTSri13DYeJpLddut8gSH19Zhdsq8Y1H2xEF+Pojbfz8+S4+uqwCsySg6XDu8jpmlTjQdZ1oNEqe28vd28epcAis6/Jz+p82cM0xdXz8iGpcFoP64LRI7BoJc/6NW/h/RxZQLMa45fJVfPOJvTzaMorLKnPh8gqsssQ3T5vFyXOKuOHxdj5563YAvveh2VR6rFhkkWKXJVfRHyhkWaa0tJTS0tKc2s34+HhO7Sa7i3Y4HAiCwFNPPcUf/vAHnn76afLy8g7r+vy/Fvuvx8PdTEfSOt95pJNdY7FcclM1PSMFaWAeNDK2fpl5blrVqfIY7dTWoZABfDJJFOWZ8IdTVBfY8IaShJPKtJlwNjSmPyhmqrKJWHoa+Cq7PiyywTeWhOlc8qnHTSo6KYwkLovGusieF8HoGBuVqyiQVHXUzOccDaXxho17kCHMYWAl5pQ4eLHdz3AggSQaGwGrJGCWRT65qorP3rODijwLY6EkCIJhKCAZyV7JJHdB0OnNiOUoOuwYCjOzyI6i6UxGU9QV2KkpsJFWdaIpFZtJwiQarzG3qYnoG1vwxhREATwmEGWJZaUyzd4osgR6KkPhkgQkQeAbpzbw6xf2smskgsb0KlwWdL512iyiKZVtAwFMGVcmWRKQdFg9I59fnd+EzSS9bU4QBAGXy4XL5WLGjBm5LlxfXx+RSIS8vLzcxlqSJKLRKBdddBFXXHEFF1988SFelf/6+ECS7+HGgb4YXdd5ba8PTYezF5WxsDKPa4+bwbO7vfzw6b0MBoy5301v7JO+E4WhDKhBothlptcfRxAE2iY0vrtB4xNpw1y73CFw3Z0beKE7zunzilE1con37IWlvNDmQ9F03pwy811d72HncJgjaj0UOyxs7g/kfvfbl7v52fPTKUbfe2oPv3ulm6ZyFyUuM63DYa47fsa0z/rQ9hFUTeei1bOYU+YknU4z1++n3duFNwzlToH/eXovN63r47PH1GE1SXjDKb7/4TlAFuQwlyvW1HD+jVumJV+A+7YM52T2ssk3G82DIexmiac/fwSbegLctXmIv77eCxjo8eLM5iZrPdgaDhFX4c/nzEdMRvjd64P88sVu7tnYR12hnR5/nL9dshCLLPKVB3fy/54a4nPH1rFAlmnI+A2HEwo3PNbOT86ei1kWWVGXzz2XL+OU329gbpmDC5aWvyt7v6zaTV5eHjNnziSZTDI+Pk5XVxfPPvssW7dupaOjg5dffpn8/Px3PuB/Y1ocTvLdOxbmK8+O4o0oKPo+4QRVB3VK8ZylB1lkMcPX1RmcTKBkeLxmCRwWmTnFdto1nXBCQdX1XOX5NpgewEiosq6/Rd4w+6PBxT0wLFfOJGSTaDzfbZWJpzVkwZiDZg1UJGGfUAwYoy0981kV3WiVmyUdWQBVURkJxOgPGt0mTTfoUwgwq9jBxp4J+ifixrkQREqcJtLpFEvKrTzXHQd0zLJInlVCR+BD80vY2DPJcCDBWChJocNEnk1mYDJB80CQcFJhKJBGFARK3Ra+fkoDv3ihC6tJJJ4S0ICJFCwvtVNiVnitfZRAzKBoKZrBqz55bhHrOsZ5ctf4NPR5tvI9o6mEI2cW8qNn9hKKG68lCsYoIN8h89lj6zI+4IcXZrOZ8vJyysvL0TSNYDCYA4n+5Cc/IRQKcd555/HJT37ysI/9r4wPpO38XkPXdfrGI/zl9V5KXOYcncRqklhSnUcsrXHOojJKTEmKzWlcxZX89Pkug6er6+Q7DDi9JBgAB1XTKXSYuGmjMSv2J3Ra/QYo6ZndPobH9yXZpnJXTu1qaU0eW/sNoNEtbw4CsH0wNE3xCgxw1EULPTy8K8jCyjw+d2wtvRNxWofDbB8Isi7DT/3dKz3cs2WIpnI3s0rs3LlxkNUzPMwpM9oxJpMJk6uA9cN7+Mjicr6wupgXWwe5ffsk33lyD2ZJoMBu4qiZ0xPIWChpSPBhgKSy7+/B7SNYJIHVM/IzZt/7YlNvgGU1eZgliaMaCjmqoZD20TDn3biFcELhjD9t5P+dWM+5S8oRBYEndo5RX2Rn5YxCBKGIO+fW8epeH997cg9v9IYptkFsrA+XQ+THxzh5uN/M71/t5YmdY/T645w2r5imCje/erGL8UiK3390Pnk2E0/tHCOeVvniCTPft+vIYrFQWVlJZWUlo6OjPPfccxx77LGceeaZvPTSS/9NwIcZsiyTTr+9OUYonuZnz3fwRMsIySmzyv2xGNlvWMdIUGpam/Z7CTI4DMHQR+8KkFQ07GaRPKsJ9DShKQlv6vH2j6zE4dTlKmCoQKUP4BDgsohEklquEla0fTNmWcgIe2TPiWDMTDV1Hysii8w2lJyMnUdKM1DOZW4zwYThNyyKRls8kTZq+B3DITZkvK6NY6v0B1SqXDIudx5mKYkm6kiCQCRp6DqHkyqtwyGyr+4Np0ikVRZW5nHTG31U5lkodZkJJRRcVpk1M/P52fOdlLut5NvNxDK0ygtX1LDVF8VssVIkGm5Kqq5TbIPVxQo/f2PCaJGzD/imY9wnv3fmHFqHQzy4fQRBMO47smicp6XVnrf4jL+bEEWR/Px88vPzqa6uxmKxMHPmTF5//XV0Xef6669/z6/xQcUHWvm+G6NyXdfZPRzg8jtbmIwpzC1zcvfmIU6cXUR5ntUAGwEnlycpz7PR2LiIyViaycf25I7xpRPqOXluMUf8bC3plIpZEqe1osGQIgwnFDQdWrwKeRaRYFLjzd29uYus0xfNPX9pTR4bewM5cQcwUH7JzOIbiYukVJ0r1lRTlW8zOMQpled2e7FIAqfOK0HRdPon47QMBnllr6FEtb4nwMm/X8/8ChdN5S5e3jOOpulcuqqawkIHFx5byAVHa/z51U7+vG6IiViai/+6ji8eXcHimRXY7XZuWtsFwEeXlvFa5ySKruMLpxjPUKw+fWTNtM/uCyfpHo9xTga5nQ1vOIUOfO9DjTy+Y4zvPLmHh7aP8PnjZrClL8A1x9ZN+z6PayzmpLmT3LdlmKgi8NWXg5xcK3N2g4WLahRKzB5ubw5glkQ+f9wM6osclLosfPOxNj5x63b+fNF8bts4wLKaPJbvV5m/H7F27Vp+8IMf8NRTT1FeXv6+H/8/NQ7Udn47hPnARIzL79jO4GT8LZXm1BQnTeHXZpPygdrHcgYMmZUTlYRsOzc57XjZCkzVwW4yKIP7x/5oaoss8KH5pTnrUDAqXFWHWGr6RmDqvw1Ur/H/IruJIqeZvd4oQuaDZN+HSRKQRRFFVXPmABZZJKnqhJNaruUtahoJxdhoxFLT33c2+Sd0kSd2erGbRIP/ngGOFbvMBOMGTclhlomljFa8WZZYWOniud1eQnEFp0WixGlmMq4QT6loGV1su1ki324iklIpcJhYu97PSDCBJBhCHxZZZHaJDe9EIGdOIQsZJLoOJW4zt166BFkU+MYju0mrGrJoaF+ruiEucsmKyve1KEulUlx66aWccsopXHfdde97wfdBxAeWfEVRPOzkq6oqr+3x8bVHDQGNC5aWs7U/yI+f7eDHz3ZQ5DAxHk0zv0hiZnkh1dUG57klM4OtL7LTPR5jVomD/glDlB2g0CHjDacocVsYCSYN3dVYetrCLHZZCCbjNPv2PRiMK7mbxMYpO9NsJKcc4LWOCQTg6nt2HvCzPZ6ppqeG1SSyekY+/kiK1uEwz+02VHbMksAfX+3l+NmFHNNQiM0s8UZPmGKniU+vruHPr/Xy2ccG+XCDl+X5aTb2GUjSq4+dwWM7fZw4p4gnp7zez5/vpGUwxIXLKlhSnccjLcaN57jG6apZm3onMUkCZy4s44KlFTy2Y5RfvtDFVXe1oAPHNBRMe76m67zY7uO4xkI+Pkfm9pYAz/Qm2OQT+eTKCl7tGcJhAlXTuPL2rfz5/EbOaCqh2Gnm2vt3csFNWwkmlJz+9vsZ69ev5xvf+AZPPPHEfxPve4y3aztHkgrfeHS3oR98gPIzW/3KklFJkpld6lN+D9N5vftreOv6gXn3kkhuphzfDzm1f8VtEsBqEoykk1Rys+Zcm1U0jpdQD+7EY7fIFDlMVBcY9xeHRSKR1jBLIlUeC50+A2ClaIaLg65BStEJJ9Nomp6736gpLWN6b4Cm9u+kZSMYS5FUIZrhCYuCYfd33uIy/vx6H+MZgJQsihQ4zCytdvGbl3sy/GEIxgUiSYXKfDv3bR3O0axCCQV/LM3ZC0sZDCQYDmRlaHV8kRQui0QpaaLWMkLpEfRMm1/A2IB8fqGJseFBfrcxQK8/jo6hfy8KxmaiLM9KU8X7w8cHSKfTXHbZZRx99NH/axMvfIDJN8v1PRTYeHaXfdsb3fzipT40oMJjxSSJXHVULePhJH94rZfxTPXaOq5y9ePDnDgnxbGzCnl5jw9ZFPjdBfN5oc3HjEJ7ju8LMBJKsbjKzWVHVvOF+3flZjZTo3PcaEMHEge+yVzWZOLlIZ3ewL7B1bVHV/H3jcPEMztXSRS4+uhaSt0WREHghsfbuWx1NZesNFDsd282BCyy9CaLLOYUtGwmkZNnF/HCnnFOnVfCm92TPLvb0FbO+op+7eSZfGp1DR+aX8rPX+jkkVYvz8rGTeboKjPtLduIp1VKrPtUfMBAM768xzCPaCh2MBZOsqLWkzOFyMbG3gCLMopUAB9ZVM7xjUWc/ddNeMMpPndfK187uYEPzS9BEAS29AXwhlMs8CjkWUz88ROraB0O8+PnOvjNK71IAvzpogU4LRJX3rWDax/u4MtLuinzOPjl6VVc9+QAJU4zxzUWvuM1cjixefNmvvzlL/PYY49RVVX1zn/w33jbOJhoTiShcM+WQXp8EdKKluN+ZovmrBSkmKHUZG+ZgrCvuj4Uy7n9K+TstZ3NtxZJIK3tS87Z9ZVNwG6rREWeFW84yWgohS8yTpEN/Il9a8QkGb6yB3s/kkgOfb+gwsngZByHWUYWVIpdFpKKRmOpE284wWRUwWYSsZhEg2eb0Vye+nnK3RYmY+kDVuvZyBItshsSTdOpLrfw3G4fY6EEimY4RSmiQDiR4uW9E4QzNozGRkcnmFD57cn1fPPRdoqdFgodZhJplaSic8b8Uu7fOozHLmOSBSaiaXRdwyUpHL9kHtc/1UWRw0wglialadhMEvddvowSu8BXH2rltZ7o9E2UDg6rxA2nzcIiv3d5RzB8A6666iqWLl3KV7/61f+1iRf+SSIbbydJ906h6zqJlMIj/WZ+9lIfDR6Bs2Y7cZgEHm0Z5RuPtvHLl7pJqxr1eQIXLinhwqUV5Nlk/vFmP5+4dTsPNY/itso81TrGnDIn/miKLX1BZFGgscRIMLUFVq5/tH2arOPBYmGFKydZubo+HwG47uxVLKuePsMwi9o04X9F0/nja72MBg2LLoCLV1RRkWelIs9K80CQBRUuLl5ZiSjAA1csZ1XGMCGe1nhhzzgmSeDDC0p59UurueeypXxofmlOX/rnL3Rxzt82ccPj7biEJKfUmXNG1L60mQlXHQAWUrk5jSSA2yLy6v87kv/58GySiko4odA6HOJXL3YZyEqg1x9j10iYoxumJ0JJNBblWQtLKXNb+Noju7nsjma6fFEe2DaMXRY4osrK7NmzEQSBBZVuvnbSTMBow92+cZC55W7+dskixmMaf2mTKayoZcdwmKSicd5MgYEMqvFAiPfDjebmZq699loefvhhamtr3/Px/hsHFs0JxtN88YGd/OW1bvwxxQBUadOTV1aEQdf1nHKVJBiWdLq+j3O7fwhT/oMDtKanPGASwWyScFokrLKAzSQiigKyaHSW3BaJWEplYDJBOKkiSYZlYSgtMCPfRLFVx22GGo8Fk7xP/GP/UDRIq7BnLMpf1vah6YYq1bIaDyfOKTZEKxSVhKLjtEosqnRjyoiJqBn5SzHz+e1mEW84SfowzG6zM/KNfSFe65wgre17zCoJJBSNSGIfElzOSEKWu81IgsBwMM5eb5gefwxJFLCZRVRVZzgQp28iTiCWptghU2CBE+aVc1/LON5wiolYGl2AukIbHpuJqnwbt2waY21vNDc+yL4/ATim2kyRFH9f9NJVVeWaa66hsbGRG2644X914oUPuPJ9p+SraRp3bhzgj6/1EIwrWE0iC+pKWFlhpsoU5eXOBDfvgiq3RK1TwKdYeLDZhzrlJl3iNNNQ7MAfS3Hjur630Aqyc9vHdnhzj01tSf3y3HnsGg5zy4Z9hhU7hsOG+gyGZKMkCtyzZQRf2Jh7lbpMjIXTCOk4ZVKMHYBVhERmE/vn1/twWyWOqPNQ6TFMoFVNp200wjmLy/jKSTM5Z1E5Vfk2hgJJTpxdxPruCWJpDUkQ+MzdO1hanccVa2qoyLMgAPdcvpSt/UFeaPPlAFzZcFtkev0xvpmZeytmN4oeoNRlZnahiUeaRzg2P8SysmKez7cQTiisrMvnlvX93LZhgNObSjIiBQJn7zcHXt89iaLpnL/EaFk/sM3QnD7nb5tRNZ2T6+0snDdn2sJ4Za/fmAed2sCPnung6rt38OeLF/DHixZwzT07+fxDexkOJDiizsNVp83D7/fT1dVFLBYjPz+f4uLid2Vr19raytVXX82DDz5IfX39Yf3tf2NfHApv/9nWMTpGg6iqZlSeU4BH2YSaXYtZL13j4BBOGrxYRdsn5pB1JIK3tqQFjGo5aw8IRqUqiYYQTjSpZKQOBSryLJgkEatJNNC3QI8/RkrVMih+Czo6PeMxArE0NrOFMqeZfAuMhJIomdnt1M+S/RxypoJPKjp9EzGKHSZe64jy8t5x7CaRuiIHTrPKZDRFKKngtMqG+pam58QnZAxmhaoZ82dd0DkI6PqQI5LKtLnZd/5UDQQJltXk8enbm0mpZGwYNXon4swpddI2FmYkmDToVqrGSChFtcfK0tpCvvf0nhyYS9NgcDLJoko3u0bC3LiuN9dCn4p+rs63cu0JswiHJ+nt7cVkMlFcXExRUdFhK8lpmsZ1111HZWUl3//+9//XJ174F7SdDxa6rvPHV7v502u9LKvO48j6fPb6ojy9y8dDzSoOs0QirVLpFPnyIsPHMi/Pgeyo4upHenKKLt5IClEUuGh5Jd89I4+vPdLGcDDBkfUFzCx20OuP8VqH0do9Z1EZXzyxnq8+tJtNfQEssshJc4o5Y34p151Qz8+f7+DuLcN8/0ONbOwNsKU/QDCeRtF0fjqFSuSLGO3vTV6BAk8x9I+S0IyTq2UWazChcubCfVzfXn+MeFqlqdyFRZaYV+4imlQYmIxzzuIyBAFebB/nijU12C0Sv32pm2vu3YkgQFW+lYZiJ/PLXaSDPpoH4fjGQt7omiCl6oSSBhozG1n6lSAIXHbMLF6/vZl+sQy3ovNGd5AzZshcsdDElSvm8ni7gVaMpzUK7CZGQ0lKpvBrX9k7jssis6jKcBu5aHklJ84u5IpbN9MxqbB+KMWtGwa4eHklVpNR0by4x8fKOg+XrKjCbTVx/aNtXHlnC3+7ZBG/Pn8eX7i/FUGA75wxG4vFQkVFBRUVFWiaxuTkJD6fj71792K323OL953GF21tbVxxxRXce++9NDY2Hu7l+t94m9g/+Wqaxt7eQXRdQ5IlTKKIpKikVS3D3zXUyaZGNjFku6xpPQN00vaBsg7Euc1e1lnKnKYbLWCbScZpkfBFDBcfTQNJgq+fMpMfPN2BL6zitspIosCymjy6xmO4rYbtXlpRyDPrnNZUwksdIUIJlfGIhiibcAga4YSaq1SnbuanjqtSqs7QFAmueFqjyxvBJEukNEN8x2WVcFklNB0iScPtyABPqZgkcjNSKbu7yJgxZJW6DjX0qSc4GwIsrHTxVKuPhGLMmLOfx2ESuezIGn77cje+qOEcZZPAbDZxZEMB928bJhAz7nEpRc/ZMH5sZQWX3d78FmESHbCbJX770QVUlTihtJCGhgbi8Tg+n4+2tjbS6fQhK9JpmsaXv/xl3G43P/nJT96zt/S/S3xgVKO3q3xVVSUQS/H3N/oQBdjjjXDG/FJ+eW4daVXjtQ4/33myHU2HoYjG9etFjprpYhUWXtzYhzec4jtHuTlqTgW7JgXu2TqScwCSBLh0VTVXrqnFYzcxHIyz/o8THDOrkB+eZVRoi6vcbOrLUG0yylRmWWQgkGBWiYMLllVywTJDN/mrD+9iY5eP332oErOnlO0DQbYNhHh2t5ct/UFiU0wtT1tQwpM7vbjMhsfntx7fw02vd3PxsgpsViOhzZ8CRMgip2eXOClymHmxfZyFlW4CcYWUqlPpsTIUSDAwmeD437zBkRUygbRIvt3EJSuqeGWvH3OGWrT/WhUFGA0l+crDuyl0mLh14yBlbisC8PkzlmDXjIXRIE5gEnR02aBfXHTzVo6bVcjnj5tBbYGN53b7OL2pJOeepGkaIz17sZllKj0ytQU2fvFCF7dvGOSaY+sotJvo9ce5MiOY/uEFpZhlga88tJtP39FMgd2EpsN3z2hkRtF0eUdRFCksLKSwsDAn7uHz+XKqN0VFRRQXF+eEM3Lnce9ePv3pT3PnnXcyb968t7lS/xvvJqYqXKVSKVpaWlhak8f6UY1wKIGSkVw01pKQ60xlZ68Hi/3HnYr+VmrQtFlpBk1sNYnMKnXQNhLBahKxyCI2k4TNLHHXpmEDeazpjIVTzC938sOz5nDrhgGe2+UjpaioSpoPLyxn60AEm0nEbpbQzDqBuMLJC0opz7OycyjEi+2GecvbpUEpgwZWdSNhJjNkZl2HQFzFLBlqeQ6LxIwCO8UuEzuHI4TiadKqhiAKiOic0VTC2k4/LovMeDSNIKi82ymMABxXn0frWCynX6DrxneRlbJ8o8tAOGeVvxIIWAVIpDVah8MGwlkU0DNTuuU1efzkuU4jke/3vbgsEnd8eimNJdMVrGw220EV6dxuN8XFxRQUFCDL+9KSpmlcf/31SJLEr3/96/+YxAv/xMr3UFRxdF03dI7Ho/zixS6Sis4vz53Hg9tH+MEze3lg+zA3nDqLV/Z4iSRUfnRqFeUlRbzQ7uOl9nFe3GPQcwodJpoDZvw7vZRIMdwYr1PutpDWdG5ZP8DtGwZZXpuXMbfW+erJDbkbdknGOP68JRW596ZoGtsHgpzeVJp7LJVKMeT147aZWDLPQOQ2VbjJd4zx7G4v91y2FEkQ+P2rPTzf5qN1OAxALK3xuWPq+PPrvQyF0vz0pb6c8fevX9iLxWxGEGBgMp57P2tmFiAIhlrWL1/oxCKLPHXNEbzQ5sVtlbj1tXZe6kuiaAZQ65p7dgAws9jB3rEIqg4NxXY6fYYrU67lp2q5mfFgIInTIvHlh9sIxhWC8TSRpIGkvO6IfOptcV4Z1HimZ5Lzb/Izt8xJPK1y/hIDLaxpGjt27ECwuWn1+rnqqFq+cHw9m3on+c1L3Xw3w0X22ORp/sOnzC3h9x8Vufa+nag6fOeMRi5c9vY+1FlxD6fTmVO9yQpnZNvT0WgUh8PBpz71KW699VYWLlz4tsf8bxxaHKztHIlE2LFjB7NmzWJFcTGyc5S/ru1laDKB2yKxpj6f9rEo3nASXySVmz3qU9q4BxtzZm/o+6lEvgWolFZ1Ch0iLYMh0qqOWSTnN1tbYGc4mKDUbaXUbSTg4WCCy+9sIRRXyDPDiiKd4xbPpdRj4/FWQ0cZQBQETJLA0hoPJ80p5tcvdeGYYogwFZE81XlJEPZtNnSMz2qWDMoNmo6i6hk9ZJ1ufwxvREJCwyxqmGQZTdM5e1EZ1586i3u2DHH7hgHDelCAPLsJk2TMh9HffiOTfV8I0FhkYSIcZTyivOX8aZpOU6WLR1tGc6IgGiBmAHFd41GD1iQYbA5ZAEkS8dhNeHtSb/lOrCaR3184/y2Jd//YX5EuGAzi8/no6enBZDLhcBjYmbvuuot4PM6NN974H5V44QNsO++vB5tNvJqm8eKecV7OoHy/8vBuo6VslWkfjfCJ27YDcPqcfM5a2YAoCBwxI59zF5dz0c1bKXNbqCu082pXgOAUo/tKt8zZ9bCw2ETaUsI2n8ajO31MZton5/5tM/MrXCysdLN9IIjLInHinH0Jon00QiSpckSdB4BYLMaOHTsIKSZqi6ajgsMZz9k8m4kSl4XfXjCfx3eMcsNjbYBxg3m+3bcPdYhxU5EEaB4MIwkaFlkilDQu48vvaObLJ83kvIygRetImDmlTsyyyMmzC2hpaeF7pzdwyT1dxNMqTouML8PhbR+N5BZDNvFOjUB8eus/pWgUOw03lq39AeIZq7VfvjnBsbMKuXJ1BRctC/PndUO81B8B4EfP7OGi5ZVUqmNUlhXz8pDxGU+ZWwLAyrp87r5sKX94tYe/ru0jFVc46XfrOXNhKR9dWsmcMicp1dB7veaYOi5a/vaJ90BhNpvf0p6+8cYbefDBB1m0aBF79uxh6dKlh33c/8Y7hyAIKIrCjh07WLBgAS6XC13XOaGxkBMaC6fdJMdCSV5q9xFLGTzXN9sH2eNPk9JFokk1l1jFKRVujvaT+Z05Q0uamrSzIQKjoX2c/ZQGkq6haDrHzirkD6/2MBlL47LKOMwi49E0TouMTVTxhhVKPAWMRRR++sIuYimVYFyh1GXGZTVoA1lnsbllTh7BuG/JkogZI3FpOtgtIskM4mkqaGpq1a5PUZvTMQQyZFFgIppCRMdikjFLIl88pZ6PLDI2t5esqGJ+uZtr7tuBSRRwWmV0XafAbmZxlYst/UEiSeUtbd9saIBZFGgszePJVu+BOtEcWefg9Q5/7hjZjrdFFmksc7GhZxI1I7tpEo3vvqncyfNt429J/pIAlx5RxRF1BRxOCIKAx+PB4/EAEI/H2bJlC1/5ylcYHR3liiuuYGBg4D8OMPkvAVzpuo6qqrn554cXlOK0GG8llFAYDSXZ643k1KQAnmmfZPNv3qQ638bsEgfreybIt5u45/JlFDrM6LrOr1/q4uY3ByjPsxBXNP7cnMQspVhcrhOIJpmMqRxRZePkeaV0TaTZMRTiH+sHUDML45p7dnDSnGJOmF2U4/GuqPUQDAbZvXs38+bNY+SVFo6aNR0sEEkaCc1l3Xc6z1pYxrO7vLzaYVgMdmRaypcsr+DuLYbJQ4HDnEuaAiqyCCU2sJt0vvvkHh7aPsx3zphN22iEjywqI5FI0NLSwsyZMxlKmPDH0ly4rIL7tg7ziSOquGPjIL84dx4NJQ7CcYV7tg7xcvs4t126BEXT2Nof5OU949O0qFOqTiCWpsBhYjiY5JunzeKcRWXcuWmQW9YP8PEOPytrPewe0yhymji1wc2rnZN8+8m92GU4dY7My11Bjqjbp8yVjbWdE1TmWfjxR+by0PYRHt4+yr1bDE3rwck4TeUuPnP0e19QoiiSSCTYsGEDjz76KB6Ph9bW1vd83P/GW0PXdfr6+kgmk6xatQqTyZRzLBIE4S1VcqnbwiUrq0in0+zcuZOFq0r5xZsBIikFUUgRSWbxHBqioJP1580aCeTbTQRi6VxFtn+L80B5R9MN/us9W4aIpRXQIZxIY5YNl6FEMok3arSP13b62TUSJt9uospjYzAQZyxs8GWvO6GehmIH8bRKeZ6VVTPyeaHNR1rVMUmgI2CTRATBkL6cXepgW38QWRLIt0kImsJwxJgNZ7WfmfIZEmmFpKJT4DBR7rYwGEjw9zf6KXKYOSrDMlhY5eY7pzfy8xc6iWc8fU+aU4QsCZjkMNV2O2lVYyiQOGA7PKXqPL6f6xsYm5Yz5hXwcscEySn78ey82GmRaB4Ioqp6bhOh62CWM1rcmqFelU3aogAfWVTGdSfMfIcr6J3DarWyfv165s+fz+uvv87LL7/8jopq/xtDeAc6x7vG3aVSqWlt56GhIdLpNLW1tdMS78F0nHt7e9k75Kcl5ubh5lFCCUOZaipwo8BuoqbARpnbCug8t9vHgko3Xz+lgTK3hYHJOE/uHOPxHWOkVA2nWeKqlUUs8SRJp5IUFhby0qDO79cO8ZFFZbQMGgbYYMwtbGaJBz7eSFdXF4sWLSKqShzz6zf45mmz+PjKfXzRHz27l4e3j7LlG0dP+zxX3tlM93iMsSmCA7dfuoQ3uydQNZ0vnTiTk3+/Hl8kReoA29epsP0vHFXOYnuAOXPm4PF4uGPjAD95rhObSWR+hZvLVlfz2Xt3ctenl7KkOg+ALz3YSttohGc/v2racc/6y0ZSikGF8Ib3gUScFokfnDmHk+cWIwoC4YTCTev6uPnNfoM73FDAl46vIzLUgZc8nukI80pnEE2HIpvIibM8nLGoiqW1Bazt9HPNvTv5wZlzOC/Tpg7E09y3ZYg/vdZLVb6VOz61lELHodmFvV2Mjo5y3nnn8dvf/pZjjz32PR/vXcb/Bvjlu1rPmqaRTqfRNI3du3fnjCuOPPLIXPfqYGsZ9nWN6uvrKSkpYWAyziPNI0RTKkfOyKd/Ms6dmwaZjKVJqzqKavjHlrpM+GMKWpb/q+8DXQm8fds1m+CyKlrZkDM/y7JhjKBlEn1doQNvJEk8pSIIAt//cCPBuMLazgn2jEWwygKSKFKZb2VxpZv2sQgtQyFKXBZUDXyhBJEM3iMrJem2yhTYZQRdo28ytU/bOnOaspW8WTL0m9XMeylwmLl0VTUXL6/MYVA6vFE6fREKHWaWVOfxuXt20DUew5rh4E/GUsRSKlaTSOgg2gRTz83sEgcj4eS0bmE2sgIk4dS+EydnetiLq9xsHwwaM2M9Y+0oQE2BjQeuXHFI1M23C13X+d3vfse2bdu45557DupI9gHEP309f2AzX1mWicViudbzwfr3mqbR1taGKIqcfORSThVFvnD8TJ5q9XLrhn66fDEKHSbqCmxU5dsYDSXZNhDIJZEdQyE+dss24zWmtK8+tqKCHUNhfr1ujLpCG587ppYSq84D2zupzxP45GyBkqNn4VdMPLvLx1/X9hFOqlz/WDs/v3AZVquVtgGjEq/On175doxFaSxxvOXmMxpO0lTh4taTF3PlXTvon4hz7f07ef7a1bisMklFZSSY4NJV1Ty4bYRwUuHmjy/ily920ZZpH2d9hv/4xjACAtcnBzhzqcS2gSAmScAkifz0I3Nzpg8lrn3JbGAyTs1+7zWpqPT643x6dTVfPKGej/x1Mx0Z+lWezcSXHtzFnDInnz92BsfNKmAklEQAzl1czjO7vZx30zaOn+nmy6dWUlWu8GrnVuaVOXGaBR7cOcF9OyZwmY0bsccmM6/cabStRAGPzUTXuLG5+fV589+XxOv1ejn//PP5xS9+8a9MvP/xkQVWFRUVUVdXx/r16w8p8U5OTtLe3k5TUxNut8GLr8638YXj91G/NvdOYpJEagtseMMpYimFfLsJBAEBBYskks5cQ6Kwj5rzdpG98+wvFpXO/KxONUDQya0BU+a29NPnDJxFLKUSS6mYJJG6Qht9/jjHzyrihNnFtA5HiCQVhiYTb3kddEMRr8RlZiiQNmQyRQGrLJBWMihwyWiTG7NWLadONR5J8puXuniqdYyfnD2XmcUOZpU4KHGZ+c4Te/jSg7sMcBZGexgMcNvxjYW8vMf/9icGo7BQdZ3QARIvgChNT7xgVLhOs8CukbBBW2LfrNtmEvnZOfPel8T7l7/8hY0bN/LAAw/8KxPvBxIfSNtZ13VkWcbr9WKz2SguLj5g8k2lUuzcuZPi4mKqq6tzC9pqkjhvSTnnLC7jud1efv9KD1sHQigafHRZBT98Zi/zypz87Jx5pFWd0VCCoUCC37zcha4bsP9HW8Y4a2EpZy8q494tQ3z1kXYsskhK0fjDR5soLpYYGxsjEAggxU3owHE1Zl4fSHHxrS24LDKTcaP1kU1ou0fCxFIqe7yR3LxzaowGk6yeUUB1vp3Hr17Jpbdtp2UoxGfvaeHOTy+j129o3zaVu5CWCzzd6uWIGfloOjlks5JZ1TX5NnonEvzwtXEeag3QPWmYfn/rpApKXWZ8GRGPYqcld84HJhIsrsqb9p7aRyMomp6zMvz7Jxbx8Vu2MTCZwB9J8vWT67l7ywifv28n5XmG/ObnjqnjqjVVHF8Y4g2/lUd3TXLmXzYiCQL5djM3fWwR+Q4z4YTCui4//3ijj12jUUDjvBu3YJUFZpfYKXBaeWWvn2uOqXtLi/rdxPj4OBdccAE//vGPOemkk97z8bJRV1eHy+VCkiRkWWbLli1MTExw4YUX0tvbS11dHffff///GUOGWCzGli1baGhooKSkJLeeOzo6KC0txeU6sHTgyMgIAwMDLFmyBKvVetDjL6/1cMq8Yl7Y7cNjN1GeZ+WCJeXcsn4AkyyiZIA+KUVDlkRkUcjgJ951Y+6goeowo8BK30TCQD3rhrCMquvEUyqKpvNoywgA45HkW5PulNCBvd5YzuAE9ulFS6JAocNELKUyETfaySYgnlYzv4dgPMUX7t9JfZGDaFIhEE8zFk5hN4kokkAgbkhDypLAMQ2FnLO4jHVdk29BiE8NiyRw1sIy7tkydMAZsO0gmtgCBvI5u2fJAswkAT62sjpndvNuQ9d1br75Zl5++WUeeeSRQ1JCPNT4d13P/3T4WBZY5Xa7aWpqIhaLsXXrVrZv387w8HCulx+NRtm2bVsOin6gnbQoCJzeVMoT16zkfz48m7Fwkhsebyet6lywtIKaAhtzypwc11hEodNMLKXxq/OauPfyZZw4p4gHt4/ww2c66Jswqq+0aiyEv6ztpzssMnfuXFauXMm6/jiFVoGPNQp85yg3iZTC7tEII0EjwWWFMr71RDufuXsHwbiSU87KRiSpEE2plGaQ1GZZ5B+fXExFnoVtAyEuunkLm3uNanVmsYPrjq/nqc+tRAAGJ+Mc01CIwyzmdpa9E4agR2WehYmURFKDxmIr890pNm7cSFvfCHlWCUkwVkcwrhBOKm+p0ttGDdDUvHLjhlnstPDctau5bHU1CUXnFy92c/0pM/nIorLc531w+zDfe2AjFZVVfPushTx45XLsZglF0xmPprjy7hYe2DaMJAosrHTTM5FgVZ2Hx69ewY/ObOT0OfnEEkle3eunyiVx7hz7YfnBHigmJye54IIL+M53vsNpp532no51oHjllVdobm5my5YtAPz0pz/lxBNPpKOjgxNPPJGf/vSn7/tr/ruGxWJh4cKFucSrKEoOaNXb28vGjRvp6OggGAyi6zq6rtPZ2cnY2BhLly5928QLRpfs2mNn8MeLFvCTs+fy948vYm65Cx1DqMFultAxNuGlLjPV+faMYYEhmuG0SFTnW9+XPqEkkKMmjUfSJBTVoO6pOpOxFN5Qkk5flN2jkUOm/mgYs9eUuk9cQ9V0hkMpEEQcZinnAZyr2DWdsVCSXn+cV/aOs7kvwJ6xKLGkQjKDmE6pGjaTyLdOb+R/zpzDwGQCQTC0lE3S9LNh2BkK3H3ZMl7b68UkkrFj3BeFdhPxt5G33J++KABui8TZTe89ad1+++08+eSTPPTQQ1gsB/ftfrfx77ie/2kzX0VRUBTloK2paDSK1+vF5/Oh6zrJZJKmpiYKCw9d1zepqNy/dYTbNw4wFEhQ4jJz4bJKzmgq4ep7dqDp8PTnjkDKSOx86rbtbOoLYBIN7ddjGgoYj6bYPWIkpCNneJhpS3DH7gRXH13LlWtqSCdiPLa1l5+sNdo5kgDnLi5jZrFzmtDG7ZcumebE0+mLctZfNvGLc+fxofn76Eqbeye59PbmaZ/jkhUVHFVfyHGziwjE0hz5y3V8dlUJr3f42eVXufzIah7YNkIog6r+4Zmz+dYTe/jThfN5epeXC5dVcNPaHgYmYnxnpYzFYmFCcHHt4wP88cIF02g+33tqD8/u8rL+q0dN+z6eb/PyxQd2TXtfR9bnc2ZTEXe+2cUuv+FUcsysArp9MQYm49z4sUX0+uPcu3WIDm8Up0XCYZYIxhUeumrFNN7uI80j3PB4Oz/90AzmuFJMTEzkuiCHIpoxNYLBIOeddx5f+cpXOPfccw/57w416urq2LJlC0VF+87b7NmzefXVVykvL2dkZITjjjuOPXv2TP2z/9iZr67rpFKpgwKrVFXF7/fj9XoJh8NomobL5WL+/Pnvmh6i6zq/e6WHF9q8iJnX+vxxdfzptT50Xccii4STCm6rnFPD80VSOWey/YFZ7xRTn3+4f/t+xP6vLwHZpnDWR3gqIjn7XFGAIoeJy9fUsnMoxNO7vAiA1Swh6DoJRafEZcYkCXzr9EZsqQCfe6wfRRdzYhuaDg3FDoaDCaJJ9ZA/uwhctbKIo0sVkkkDQ1NcXPyOohn7x913383dd9/Nk08+id1uf+c/OMz4d13P/7Tkm06nc6Crt5sJDQ0NMTg4SFFRERMTEwiCQElJCSUlJe+4Y86Gqums6/Rz1+Yh1nVN5Noua+rzaapwU+a2EIin+f0rPXx6dTXnLCrjyVYvd20eJJpRK6/MszAaMtpIogA2k0Q0pSIKhlpLJKlSl29lLJxE1XRS+y2EB65YRlOFm409kzzZOsZxjYVce18rd3xqCctqPLn3etO6Pn6TEQCZ+vdgKG5dtLyCC2/exvE1JoYTZvZ4o/z5wvl8+eHduKyGG5MkCqiazu8vaOILD+zi+MYifJEkHpuJGz+2iGg0ygObevj5Wh8/PtpOQX4+28fhCyfO4pJ/bMMsi9x26ZJp5/DyO5rpHo+SbzfTPhZBEgVuvngemq+bxsZGQrqV+7cOceemIRRNx2YSOWG2gQw/amY+zYMhvvlYW86q0SqLLK/1sLo+n7mlTr7y8G7K86zcf8WyHB4gK5oxPm7wtYuLi3OiGQeLcDjM+eefz+c+9zkuuuiiQ7o+DjdmzJhBfn4+giDwmc98hquuugqPx0MgEACMxJCfn5/7ORP/sclX0zQSicQ7zneTySQtLS243e6c6bnH46GkpORdyYPquk7rcJiJWJqZRXaq8m3sHArx/af3EIorlLkt/M+Zc2j+/+2deXhTZfq/75Ok6b4vaWmBFspOy76ICLIqAl1YnIKKg4iK+kXcfuM2iqOj6DiMjgvOIIq7A6WAAgq4AoIgsrYFWihtoVvSfUvSLOf3R5pDSxfS0tIC574ur8uG5Jw3J3nynPd9n8/nOV/Gql2ZiCIUVtbgpFJgtdhmrBbRttfqpBSoqrnERnETCNj0q83NCluLPf4vNiCRCsZqZ/cg1nP/qvdaAdRKRT0DEPvv1nsJURhMIit2pJNVVF1vOdrmpS0Q6u3CTb382JaspdxgtqlRap/n5qRAb7Y2mOULwNR+gaycM8Cmba69AdPpdJSXl+Pt7S2ZZiiVTe8FJyYmsmbNGrZu3YqHx+VvRTVGZ43ndtvznT59OqGhocTFxTF+/PgGMxv70lR1dTXDhw9HqVTSs2dPjEYjWq2WlJQUrFYrgYGBBAUFNXtHpFQIjO8dwPjeAZwtrOZ/f+Twe1YpGUXV/Ha2tJ7380f7zvHRvgu+zfbqw5wyY73j2dsPSlZwCoGCyhr0ddZeVAJ091aSWWbhjo8Occ/oLhzJreK3s6WcyK+orUSuvx+250wx/u5OUpKyH81JKbDxaD5/ZNpm2MeKoKiqimHdvAn1dUVvsvLYpO68sfO01Lrw6c0nAdh9uhBXJxV9+tu+vO7u7uiVHoCOEdH9iPvvYapMVn5KzSWzXCQ+Oqhee0ddhZF9Z0t4aHw484aHMnPVAcr1Jh74KoU3YiPx8/PDD4gK9cZsPU9MtAaFIPBLehFbkwtshSROtuKUu0aGEhXqxdGccvZllPCPnbbewi4qgVdi+0nnvNg0w2g0UlhYSHp6OgaDAT8/PwIDA/Hx8ZFeU1VVRUJCAosXL263xAuwZ88eQkND0Wq1TJkyhb59+9b79+YS0LXI5s2bWblyJTNmzCAuLo6wsLAG77+yspLk5GR69eolrV5ZrVZKS0vRarWkpaXh5eVFUFAQ/v7+DiVie2OOukSFerH+3uEYzVap0jfc342oLl5kF+sJ8lRTps3hk8PF7Ms1oax1JK6xiDgrL7TrEwBBYZtVmiwX+go3hrJ2v9lRWjJztkuQGju6i0qByWLbZ1UItt8llSBKDSsUXOipa7hofN4uKtydVQzt5kPc+wfILKxucA6Vwpa07x3bjeIqEzVmC25OAkYLKKwQ4u1sM0dpJPGOifDhjdn9pe+BUqmUJk2iKFJaWopOp+PMmTO4uLhIN9Z188DmzZv573//266JFzpvPLfrsvPu3btZv349u3fvZvDgwcTGxjJx4kRJ8xcUFETPnj2bfOM1NTXodDq0Wi0mk4mAgACCgoJa9EFZrCK6SiP5ZUZK9Sb0Jit6kwWDyUKV0cLHv2VTZTATHerJ/JHduKGnL14uTiz69DAnC6oI9nKW9knt2A3V7TPQbr4uOCtE0ouM9Z53cy9/3psXTWm1icTDuUzpF8iMd/dzc+8LjROg+WC9KdKPCoOZI+fLiRsUTGpeBWlaW3V1frlRWooWgNERvvi5qymqNJKaX4nJYkXj5Uxmkb7eeab1dGFOD6SmBTsz9Pzt23Q2PzCSXkHu7E0vYPGXqbg6KTBbRf45ZwCT+gSy8JPD5Jcb2fLgKOm9Hz5Xxqvb0xtco66+rmi8nMkp1VNQbuTNuQOZ3DfQsc/MYqG4uBidTkdZWRl6vZ6srCw2bNjAHXfcwaJFixw6TluweWrnJgAAMGxJREFUfPlyPDw8WL16dYcvU7UBrV52zsvLY8OGDWzcuBG9Xs+MGTOIjY0lIiKCkydPUlZWRlRUVJOrFnYXo4KCAoqLi/Hw8CAoKIiAgIBmZ0YtwS6FcnJy4tGdJRRX1diak9R+V22yHkHqNWsVxdqbb9u/X8ptqzkEINjLmUFhXvx6ppjKJpZvL7W8bZ9l15itkm+1xWqbgc6I0uDjruZ/B3NqZ6hNj0utFOgV5E7C8C48/01ao89TCODvrubhm8NZu+8c50sNNs8DAbp4uSAoBLKL9Q3GfN/Y7vzfhAhpO+BS2Fe4dDpbf/Jjx45htVr58ssv2bZtG35+LTPluBw6Uzy3W/Kti8ViYe/evWzYsIHt27ej1+u54447ePTRRx1e4zeZTBQWFqLVatHr9VIi9vT0bPVdi1ar5WDqGT44qeSUtorHJvfknhu6YhVhzD/2cOuAIF6c0QddpW2pefFnR/FzV7PmrkGs2pXF+7sy8XN3wtvViYzCaikp2+ntIzAu3IPdOSZO6QyNViHaA6BcXyP167z438XaiktJ74itDZu+xsLgrl5SoYWbWonFCrllBsk4pKkPsF+wB7f18cZPaeDTw8WU1gh8cUcf3NzcSE1N5WCVH+/9mkMXbxfyyw38ZWokr+84w703duORiRdkImcLq5n+3n7uGBnK0pt7kJJXwfGccg5klrA3o4Rwf1eevbU3Y3q2LsBEUeTYsWM8+eSTnDt3jqioKFasWMHAgQNbdbxLUVVVJe1ZVlVVMWXKFJ5//nl++OEH/P39eeqpp1ixYgXFxcW8/vrrdV96zSbfegcQRXQ6HRs3biQpKYnMzEycnZ1Zs2YN/fv3dygWRVGkoqICrVZLYWEhrq6uBAUFERgYWM/XtyXYHbf8/f3p3r07CWsOUlRZQ1GVCbPVthzr6+qEIAjoayxSVbGvmxMGkxWDydLs7Lc5lILNYGdin0A0nk6s2p3d6POai0f7srOT0lYEZZ+h27o82aqtu/m5ctfIMAwmC5uP5VNuMOPr6kSatqrR6uYuXmpbUVczuKhs1pcmi4irSoGHixKTRcRdrSS3zFhvvAoBpg/UsCKuX6t/c2tqavj73//O//73P3x8fEhISOCZZ55p1bEcoTPH8xVJvnby8/O59dZbuf/++8nIyGDHjh1ERkYSFxfH1KlTm5QsXIzFYqGwsJCCggKqqqrw9/cnKCioRRv9586dQ6vVEh0djUlU8OzXJ9ieqiMmWsPkvoEsXZfMP2b1Z9qAIEqqTXy8L5sP9p7juWm9mD/CZrBxMKuU/7cxlYJyI128nckpM9ZzfWkKVyfbctKrsf3Zm1HE9hQt1WYRtUpA4+HMuVJDveeH+7uydsEQUnLLeWR9CmarSFdfF1vSBeaNCGXZxB54OKvIKzMw6a19jO3px54zxdw9OoxNR/JRKATUSpuOsMJolmbMdkK81Dwy3AN3YyFeXl5ogoN56edC9meV0j/Ek2M5Np/qT+4ezPDuF6obP9qXzT92nuHHZTfUmp3YWPzZEY7lVLB5yYh6j7cUo9HIXXfdxZQpU1i6dCkZGRn4+Pi0qDCvJWRkZBAfHw/YftDnz5/Ps88+S1FREbfffjvZ2dl0796ddevWXXzHfl0k37q89NJLJCcnM3HiRL7++msKCgq45ZZbiIuLo1+/fg4tLdv3/gsKCigsLEStVkvLl47qPA0GA8eOHaN79+5oNLbixgOZJfz1m5OYLWJtvLiycnZ/nt9yinRtFRaryKgIX+YODeHRxBSbi1ad5Gv3CLjUBbO3S1QrBUK8XaRVprrH8XFV2UyCVAJGk21Gay90ag2uKoFgb1v8Xyy3cnTJuyk5kk1uJFBtanhcT2clG+4fQahPy9oB1uWnn37ihRdeYNu2bXh5eZGenk5UVFSrj3cpOnM8X9HkK4oi+fn5hIRcMOY/evQo69ev57vvviMsLIzY2Fhuu+02vL29L3E0G/YlyoKCAioqKvD19ZUKPJpyzzp9+jR6vb5eNaYoiqzalck7v2SiEGxLy54uKkqrzfX2jD2clQR7uRDi7Yy7Wom2wsihcza7Rm8XFe/Pj6ZfiCf5ZQbStFX8/dt0qmrM3D40hJScMiZ1V7P6YBFhXk68Nj2cvLw8AjTBHC1R8UztHi7AnCHBJB3JxyraZqkf3z2EFdtPk3Qkj1v6BaJWKfjhpI7pURrWH8rD21XFSzP7Ul1j4alNNk/puEHBPH9bL4a+upuHx4fz4PgI6fjv/3KWf/+SCdgbeiupMFoY19OHB24Mw1eo5v9tzeR4oU3Mr6o1+3B1UjB9oIaE4aH0D/Hknk+PUFRVw+YHRkrHPnq+jHkfHuKJyT25Z0w3hz7HxjCZTPz5z39mzJgxPPHEE519n7VTD66WNo3nvLw8goODpc+ltLSUb775hg0bNpCVlcXkyZOJj48nOjra4WKruiqIuvuITclPKisrOX78OH379m2g0zxbWM3x3HI8nFWM7emHWqWo7W5kxEkhEOChRhAEdqUX8tZPZzlfosfb1YmhXb34NaOE0mpTszreutRrrmB/TLAl2Ym9A9hzphhXtaL296T547R9WVd97ONzZCm97nOm9A3gzbkDWx2Hu3fv5umnn2br1q1SDujEXFvJt9kTiSLJyckkJiaydetWAgMDiY2NZfr06Q7PcuwG+wUFBZSVleHt7Y1Go5EqLa1WKykpKTg7O9OrV69Gv0Q7Tmh5f1cWvm5OhPq44O+uxt9DjYdaSVFVDfkVRvLKjOSXGzijs7XoCvFyZt7wUD7ef44yvZnFY7tz/9junNZVMWf1QZ6+JZK7RnUFIDm3nNs/+INHx4XSR5GPUqnE1dWVI2UuvLG7gEGhXmQVV1OqN3NjTz+OnC+jymihq68LVUYLxdUm5o8IZcvxAsb38uf2YV24a+1hvF1tkosgDzXayhpGR/jw/vxB5JQYmP7eflbE9SMmOlh6n2//lMGq3VnSntIAP4HhkcEkHdVRYTQztKs3h86VMb6nL7vOlCACwe7Qw8+FP/KMGM0iA7t4kppXwegIX4Z386G42kRxVQ0Hs0oxmK388MgNuDu3fhlx0aJFDB48mGeeeaazJ164DpNvc1RUVLB161Y2bNhAWloaEydOJC4ujmHDhjmciPV6vZSIgQYqCLt7VlRUVJsW7BzKLuWR9ckUV5kuuW/bFAK25Ovr5oTZKjZoaNKZsb8/ezGqVQQfFxU7l92Au7p18fzbb7/x2GOPsWXLFsLCwi79go7n+km+9U4qipw6dYrExES2bNmCp6cnMTExzJw5k8DAQIf3lUpKStBqtZSUlODu7k5VVRUhISGEh4e3yTj1JgtfHDjPB3uzKdObmdDbdpPwU1oREf6uVBotVBjMLBzTlSqjhaxiPb+eKcZZJfDkUCcmDeuDv78/er2eZeuOczy/mjcnuOHjH8DWDDNrD+RKe0B1ZRKutbKH9xKiOJFfyds/n2VImBc9At3ZcDgPD2cl3z9yA14uTuw5XcR9XxxrIHm6a+0hasxW3p/dk3d3ppCYbsbTxYlnp0WSklvJh3tt+1Z/mRpJdBdPNh0r4NtULfoaC7f0cMFVqOH7cyKlhgvj8nRWSXrLxyb14N7aHr4txWKx8MADDxAZGcny5cvbPPFaLBaGDx9OaGgoW7Zs4ezZsyQkJFBUVMSwYcP49NNPW+OwIyffJqiurubbb78lKSmJY8eOMX78eOLi4hg1apTDxVZ2FYRWq8ViseDq6kplZeUl3bNag8Uq8viGFPacKUJfc0G+IwgXfKVFLljXCjQ+W1Xan9emo7sy1L3BUCkEPr57iOQZ31IOHjzI0qVL2bx5c5t3JmqnWIbrNfnWG4AokpGRQWJiIps3b8bZ2ZmZM2cSGxtbb8mrOfR6PYcPH8bV1RWDwYC7uzsajabNKi0rDGbW/naOj2t7bzorbdq4urjX+p5W11yoghwc5sXkvoF09XXlqU0nuG1gEM9NjZAqvLNLjKw4WEO5sWH4qpUCSfcP56Vt6ezPLMXLRWXzT3Zz4t9zB7Bm7znOFlbhpFRwMLuMl2P64O+u5oyuChF488cMJkb6MtKnmn59epFeZOStn85Sqjfj4WzTNUeH2vZ6b+7lz8sxfbGK8PqO02xJLkCttGl11UqBcaEC4b6uuHt68p/9Orr5ufHloqGoWmGwYLFYWLp0KRqNhldffbVdZrwrV67k4MGDlJeXs2XLFm6//XZmzZpFQkICDzzwAIMGDWLJkiUtPaycfB3AYDCwc+dOEhMT+eOPP7jxxhuJj49nzJgxDhdbZWRkkJ+fj7OzM2azWZIjtuXs12y1sjNVx8HsUlxUSm6K9OPFbWnklhps21C1U0P7h37x/rDdYMrRZev2orXL2Pb3JQiwdkH9Oo+WcOTIER544AE2bdpEjx49Lv2CFtJOsQxy8q2PKIpkZ2eTlJTExo0bEUWxWe0hNNwTaqrSMiAg4LKNvIurali1O5P1f+RSU9uKa0hXb24ZEESfIA/u/ewwozQKHprSn71ZVew8qZMkOk4KgXkjQokfHCI1aajUG7lp5V6pCtrDCapMDT8Uu5QCQOOpplRvwnixF5yDuKoUGCw2Uf3AEA/CA9zYkarD08WJV2P7ciK/kn/9mCFVdrvWMR9QCODnIvDcGA/6ddMQGBjYolmJ1Wrlsccew93dnX/+85/t0jz7/Pnz3H333Tz77LOsXLmSb775hsDAQPLz81GpVOzbt4/ly5ezffv2lh5aTr4tpKamhp9++onExET27dvHqFGjiI2NZdy4cY3OVkRRJC0tDZPJRP/+/VEoFO2igmiKlNwKlq47jq6yBoso4qKAgRpnThSZqawNUgFbwwRBsJletDe1fRUaFHk6KQT+b0IEK3/IaPgiB3BSgLvKZim5OiaYriEafHx8WhSTycnJ3Hvvvaxfv54+ffq0ahzN0Y6xDHLybRq79jApKYmkpKQG2kNBECgqKiItLa3ZPaHKykopETs5OUmSh8sx9raKIsfOl7PzpI7vT+o4V3KhejnQw4lwf3dCvJ0RgEPnytBW1NAryJ2U3IpaP1tXRnb3odpk4dtauzgRCPJwosJg4uLto7oV1r5uTpRU2ww87Pu5cGGpWuOpJsJXjVhTzajeYWSWGvn6WAEjunvj7qxiz+lizFaRCH9XqmusFNQ2bHBW2X5MlIKtx/F/7ojmbKGe3hoPqoxmtiQX8OLWNN6aO5Cx4R6Srs9isdRzrmrqB9FqtfLUU08hiiJvv/12uyRegDlz5vD0009TUVHBG2+8wdq1axk9ejSnT9usQs+dO8e0adNa0w9YTr6XgdlsZteuXZIvwNChQyVfAGdnZywWCykpKbi6uhIZGdno96gtVBCXorrGQnZRFWnp6fTQ+NCvVwQf7M3m8wM5VBjMBLg7MbSbNz+cKkRfu1VU96KrlTbzDIBKo/WylqRtif6CcUjdxx8aH867v2Re1geuVgqMjvDl5amh6HQ6SktL8fT0lIxSmls1PHHiBAsXLuTLL79kwIABlzGKpmnHWIar2eGqvREEgS5duvDwww/z0EMPSdrDxx9/nOLiYvr27UtZWRlr165tdvZld1nq0aMH1dXVaLVajh49ikKhuGSlZVMoBIHBXb0Z3NWbJyb3ZO+JbD7/LRuVuzcuapsc6GBWGXlltgbYE3rblnXNVpGfThWxLbmADUfypOPZK41NVhokXqh/11tSbSLQQ80XC4ei8XbmjK6ag1mlvPlTBk5KAYPJwm/Zttn2/nzbvq67WsnCG7oxvpc/hVU1bDicx7o/cqXEW3d2axHht8xSRr62mwAPZ16a2ZfREb4czLItfY/v5Y9apZAaZNTU1FBYWMiZM2fQ6/X4+fk1+EG0Wq08//zzGI1G/vOf/7Rb4t2yZQtBQUEMGzaMn3/+uV3OIdM6VCoVEydOZOLEiVgsFn799VcSExNZvnw5vXr1IiMjg9dee43o6Ogmj6FUKtFoNGg0GkkFkZOTw4kTJy6pgnAUtUKkKjedoT00UuHQ/WPDuX9suPScr4/ls+t0MSaFKEmBBGBKvwCGhPmwZm8WVlHEVS3gplagq2y8UbxaYWuB2NT8yO7cVRcBCPNxZvWv2Y0mXlcnBf+a258XvkmjoKJ5DbAoirwa1w9fNzUBAQFSH2etVktGRkaTzlVpaWksXLiQzz77rN0S77UQy1ftzLc5/v73v/PVV1/RrVs3CgoKmDp1KvHx8Q5rD8G2N2Uv8BBFUUrErq4t07jl5uaSm5vLoEGDGixrny+p5t1fsvjmeD4uTsraBtpd+MvGE/yRXUpMlIaIQHfmjwglv9zI89+c4vesUqb2C8RNrWDT0QKCPJ3QVtQPXo2HirlDu3BbVAjh/m68/G0aX/yew5sx4fjU6Og3MJpig5W3fsxge6qOIC9nCsqNDA7zYumEHoyO8GXt3mxe//4MbmolBpOF2UNCCHBXozdZ+eqgzd/ZbBUZ2d2Ht/8UxfiVvxI7KJgXpje9vGT/QdRqtZSXl+Pm5sbJkydJTU1Fq9Xy4YcftpnbUWM8/fTTfPrpp6hUKgwGA+Xl5cTHx7N9+3Z52bmTkpWVxbRp0+jXrx+nT58mMjKS+Ph4pk6d6vAeb2MqiKCgIPz8/Fp0o2fvady1a1eCg4ObfF6l0cz8Dw9RUG7AaLaiEATmDu3CrQOCWLD2EBbxgp7WbLUZXNT9YFQCdPVSEhOh4J2jjsud7NS1r62LSgF/mRLJP74/0yBp10XAtpUV4KHmh0duaPJmpa5zlSAI5Ofn4+bmxjPPPMPatWsZOnRoywbeAto5lkFedm4d69atIy4uDrVaLWkP7W48rdEeGo1GqQiqboFHcw0AwPbDUVxcTHR0dLNJ5Yyuird/PsuOEzpcVLZuI3+b0Yc5Q7tIzxFFkdGv7+G2gUG8ML2PVMU8JMyLdF0V3z48mvd3ZfLN8XzKDResstxq+3OO6e5BQk8r40cNxcnJiZxSAzGr9jO5byAvx/Rl45F83t+dSX65kehQL1LyyhnfK4BXY/vy6vbTbDqaz+AwL16Pt7kYzVn9O2W10/DFN3Zj9a/ZfLVoGNEXefE2hSiKZGZmsmzZMg4fPsz48eNZtmwZN910k0Ovv1x+/vln3njjDbZs2cLcuXOZPXu2VKQRHR3Ngw8+2NJDysm3HThz5gw6nY7Ro0djtVo5fPgwiYmJfPfdd3Tr1o2YmJgW+QLYfYcLCgooKSlxeBnVYDBw9OhRevbsWa87TlOUG0wkHsqjuKqGMT38GBHuw5R/70NbUdNAygP1DTeUAoyK8OW3syUNjDjUCnBSKZpsEuGiEjA0Ue/RT+POiYKqS45dIYCXi4onpvRk1uAul3w+2H4jP/jgA959913c3NyYPXs2L7zwQqsdy1pCO8QyyMm3bamrPTx16hSTJk1qsfbQZDKh0+koKCigpqaGgIAANBpNvf1MURSlZdYBAwY4fOzUvApWbE/nYHYZU/sF8uKMPni72mbLOaUGpvx7H8/f1puE4aFYRZGkw7m8/XMmQ7p68+Zcm92iVRTZe6aY/1t3vNGiqy5ezgzq6k1qXgUFFUa+WTJScqwxmi38d08W/9mdhVW0eUU/Mbkn/UM82ZZcwPKtNu/TecNC+XBfNl18XDlXYnP0iQhwZcuSUQ4v6YmiyJtvvsmRI0f4/PPPSUtLA2g328iLqRuwGRkZJCQkUFxczJAhQ/jss89a01NUTr5XELsvwPr169m6dSsajUbyBXDUK9i+jFpQUEBRUZGkgvD396+XNKqqqqSiTR8fn1aNV1dhJOb9A/VaHoKtLkOpUGAyX9j/9XFRUWMVqa65cBMtAO5qBX+/2Yd3fisivbzh103dyP6vnRBPZ/IqjI3+G9gKtNbcNYjUvAr0JgvDuvnWa5F6KXJycpg7dy7vvvsu0dHR7Nq1i+nTpzv8+suhHWIZ5OTbfuj1er799ls2bNjQau2h2WyWZsR6vV4q8MjJyUGhUNCnT58W7y9ZRZGP9p3jrR8zCPBQ83p8f4Z39+HHU4U8/L/jfLFwKIO7eiOKImv2nmPlD2d4JbYvcYMuOMZkFlVz27v7WTSmK8ezizlwvgovZyUDg10wGowcLzRjj+ueAW5M7hvIlH6B9Ax0I2HNIXJL9cREB/PN8QLKDWam9A3k4ZvDcVMrWfLlMc7oqukV5MbaBUN595ezJB3J45lbezF7iGN3yaIo8t577/Hrr7+ybt26yypu60TIybeDEEWRkydPSr4A3t7eki9AQECAw74AlZWVks2li4sLGo0GZ2dnTp06xcCBAx22v22MGouVyW/uQ2+y+UrbE/CcIcEcyalAW2HEahUJ9nZh4eiuvLI9XaqgtuOiEpgQpmRHVkOXrF7+zpwvNzXa9tBZKUid0BrDVaXgs4VD6RfSuveXn5/PnDlzWLlyJTfffHOrjtEJkZPvlaAx7WFcXBw33nijw8smFosFnU5Heno6VquV4OBgNBpNqystj+eU80RSKjmleu4f252cMgNfHytg2cQIUnIrOXy+jMLKGnzcnPjrtF5M6Rco6Wo/3X+OV7ef5uO54Sj1JVj9wnnnlywOZJVKnrUx/bzxU5nYd95AeqnNb9au7102oQeLbuxGdY2FT/afY+2+c1TXWOgT7MFpbSXd/dz45M9D8HVredIURZEPPviAHTt2kJSU1Nq70s6InHw7AfZVp8TERL7++mtcXFwkXwCNRuNwLFZWVpKVlUV+fj7e3t6EhIRctgpiX0YxT25MRQCMZit/Ht2VB8dHUGO2kppXgUIh0C/Yg0PZZSxdl0xVjbnesnNfX4G0UrHBEvWfhgTR21vktV069Bc1Z1HXFms29cEPCPFk9Z3R+Li27n1ptVpmz57Na6+9xuTJk1t1jE6KnHyvNBdrD0eOHElcXFyT2kM7FotF6qoSFhZGUVGRVFhkr7RsqU6uymjm5W/T2Xwsv97jYT4uDOnqTZCnmm3JWvLKjQR7OXP7sC7MjNLwyPpkKquNvDrOXdpvFkWRpzad4JvjBYCtj+e0AUEkDAvBTdTz8o4Mfs+tkZKzn5sTE/oEMLlPAEGezixdn0xOqYFZg0N4fHKPViVegLVr17J582Y2b97cps5EBoOBcePGYTQaMZvNzJkzhxdffLEtHW8uhZx8OxmiKEqtKDdt2gTAzJkziYuLIzQ0tNlErNPpyMjIYNCgQVitVsnm8nJUEACl1SayiqsJ8nQmxLvx77/FKvLgV8c4fK4Mo8mKQgFjQxT8UQilF2VXhQB/GtaFXkHu/G1ber1/83ACV7USXVUj7dKAO0eG8tQtvRxuDXgxRUVFzJo1i7/97W9MmzatVcdojE4QyyAn347lYu3hkCFDiIuLY8KECfUSh8lk4ujRo3Tp0oUuXeovvdorLbVaLaWlpbaOQRpNiyott6dq2ZVexE2Rfgzr5kOg54Wgt1hFfk4v5Mvfc9ibUSIZbszt48Lzc0bWW0Kfu/ogaqXA8hl9+epgDpuP5VNdY0Hj6UxBhZGp/QJ4bGww36fksOtMGceLRPRmsdatR+BvM/sQP7j1huiff/45X331Fd98843DrSQdxd4dx8PDA5PJxNixY3nrrbdYuXJlWzneXAo5+XZiRFEkNzdX6klsNBolX4Dw8PB6iTgvL4/z588zePDgBgqFtlJBXAqz1cr2VB05xVU4V+YRc0N/Yj5MaeA3rVYKjO/lz86ThfVe7+ms5Jv7h3L3J0fJKq0vKVIK8NnCoQwKa51dJNh8tWfPns0zzzxDTExMq4/TGJ0glkFOvp0Hu/Zww4YN/PjjjwwYMIC4uDj69u3Lzp07mTt3LkFBQc0ew15pqdVqKS4udrjS0lHOFlaz6ocUdp6uxGixLSnNHxHKtAFBVBjNjF+5l0cmRHD/TeGATRKReCiXf+w8I1VfDg7zYnK/QCb1CeD3M1pe+PYsoR6wbKQXg3qEEBAQ0Kq7zXXr1vHRRx+xdevWNrUBbIzq6mrGjh3LqlWrmD59eltJDy6FnHyvEkRRRKvVSgY9ZWVl3HbbbcTFxfHTTz8RFRXlUO1HTU2NlIhbooJwFL1ez9GjR6VCr//szmT1nmyqTRdmsmN6+PJ7VimmOnu6dqnQzqWjeXJDKgfPlUmPOyngieHOjOppG6uXl1eLt8XKysqYPXs2jz/+OLNnz26Lt9okHRTLcDUm3++++45HHnkEi8XCvffey1NPPdX60XVSrFYrBw4cYM2aNSQmJjJu3DjmzJnDLbfc4nBiqStYLyoqws3NTbK5bE15vn2vy2AwEB7Zhy3JWj7//TxndNV4u6pwV6vILTOQdN8I+gZfGOMv6UUs+fIYL9zWm+JqEztP6jhZa3mpECCqixer7xyEYDbWa/Vm/6FxZOl406ZNvPfee2zdutVhSUhrsFgsDBs2jNOnT/PQQw/x5JNPtqXjzaW4JpPv9RDPhYWFbNq0iddffx2FQkF8fDyzZ8+mXz/Hm8Y3poKw+023puajurqao0eP0r9/fylmRFEk8XAu36XocHZScN/YbhzMKuOtHzMaFGC5Oysxmqz1+v2qFLD6jsEM7+YlbYvZ27AGBgZK3d+ao6Kigrlz57JkyRLmzZvX4vflKB0cy3C1OVxZLBYeeughdu7cSVhYGCNGjCAmJob+/fu35Wk6HIVCwahRo1i+fDk7duxAoVCQmJjIypUrHdYeCoKAt7c33t7eREZGSjaXWVlZODs7SzaXjvhN23sUm0wmBgwYgCAIJAwP5U/DuvB7VimfH8jh+5M61EqBnSd1hPq44Oli++h3ny7C1UlB3OBgnFVKlowL53yJnr9sTCU1v5LVdw7Cw1kFzioiIiKIiIiQlt5SUlIk+8im7vi3bt3K22+/zbZt29o18YLN4ejIkSOUlpYSHx/PyZMnL/0imSa5XuI5ICAAf39/JkyYwCuvvMLWrVt56aWXyM7OZsqUKcTHxxMVFdVsYnJycpK2ncxmM4WFhWRkZNRTQTg6y6yqquLYsWMNKqwFQWDu0FDmDg2VHjuj06NWKepVOQuAShCoulgkDKTmVzAqwldaLq+7LZaWltbsalxVVRUJCQnce++97Zp44fqI5TZNvgcOHCAyMlLqXpGQkMDmzZuvuWAFWyBs27ZNCshhw4bxyiuvSNrDmTNnEhQURExMDDNmzGhWeygIAp6ennh6etKzZ0+pofjhw4dRqVRSoDRnNi+KYoM7dUEQGBnuy8hwX8nIY9WuTL74/Tz3julGTHQwP54qZHSEL86qC4EW5utKmcHMyHAfW+K9CBcXlwb2kenp6RgMBgICAggICMDLy4vvv/+eN954g23btjVodN6e+Pj4MGHCBPbt20dpaSlmsxmVSsX58+cJDQ299AFkgOsrnmNjY4mLi0MQBBYsWMCCBQsoLy9n69at/POf/yQ9PV3yBRg6dGiziVilUhEcHExwcDAWi4WioiKys7OprKzEz8+vWRWEvRGMoz2KZ0QF8eXv58kq1mOqNXJ/Zlovlm9Ja+TZAmpl/XErFAr8/f3x9/dvYB9pbzrj5+eH1Wpl3rx53HHHHSxYsOCS42orruVYbtPkm5OTQ9euXaW/w8LC2L9/f1ueolNxcQAKgkBUVBRRUVG8+OKLkvZw9uzZLdIeuru7S7NMe0Nxu9903eVeu77REU1xz0B33pw7kNS8Ct76KYN//pDBu7syMZqs3HtjN0RRlF6vqzCSUVjNLAeKq9Rqdb07/qKiIn788Uf++te/YjKZePfdd1ttTNASdDodTk5O+Pj4oNfr2blzJ3/5y1+YMGECiYmJJCQk8PHHHxMbG9vuY7lWuJ7iubFk6uXlxbx585g3bx7V1dVs27aNVatWkZyczM0330xsbOwl94aVSmW9WWZRUZHkN+3j44NGc6FbUEVFBcnJyURHRzu8b+ysUvLFPcPYeVJHud7MiHAfIgPd+e/uLHLL6ptquKuV3Daw6bqUi1fj7JOAO++8kxMnTjB69GhmzJjh0Lguh+sllq/axgqdHUEQ6NevH3/961957rnnJO3hvHnzcHZ2JiYmxiHtoaurK927d6d79+4YDAZ0Oh0pKSlYrVasViuenp707t3b4X2l/iGe/Gf+IP7ILuXdXzI5kFnCy9+m8+Hec0zpG8DkfoGcyK8AYFR4y2arKpVK6pPs5+fH448/zrZt27BarcTHx7foWC0lLy+Pu+++G4vFgtVq5fbbb2fGjBn079+fhIQEnnvuOYYMGcKiRYvadRwy1yZubm7MmTOHOXPmYDAY2LFjB5988gnLli1j7NixxMXFXbInsf3mOTAwEKvVKtlcnjp1CldXVyoqKhgyZEiLC7bUKgXTB2rqPfZuQjQLPzmM3mTFZLES1cWTf/8pymGJoCAIeHh4oFarUSgU3Hnnnfj4+PDYY4/xxRdftGh8LeV6ieU2Lbi6uALt1VdfBWwm2DI27NpDe09icFx7aMdqtXL8+HGsViuiKF5WpWVJdQ0/pRXx/Qkdv2YUY7KIeDgrCfJ0ZvMDI1EqWlZ3sG/fPp544gm2bNly1S8LtZBrruBKjudLU1NTww8//MCGDRv47bffGDVqlOQL4Gh/8JKSElJSUvD19aW8vLzNVBAGk4XsYj2+7k4EerRck2wymVi4cCE33HADTzzxRJv3R+7kXF3Vzmazmd69e/PDDz8QGhrKiBEj+OKLL9qtrdTVzsXaQ4PB0KAn8cVYrVaSk5Px9PQkIiICuFBpqdVqpX1XjUbT4krLSqOZ3aeLCfZypm+wB65OLQv833//nUceeYSvv/6abt26tei11wBXwy+THM/tiMlkknwB9uzZw9ChQyVfgKYMOUpKSjh16hSDBw+WtpLaUgXRWsxmM4sXLyYqKopnn332eku8cLUlX4Bt27axbNkyLBYL99xzD88++2zrR3cdYdcebty4kaSkJEpLSyXtYa9evRAEAavVyrFjx/D19aV79+6NHsdeaanVaqmurm5xpWVrOXz4MA8++CAbN26UCnTagnPnzrFgwQIKCgoQBIH77ruPRx55hOLiYv70pz+RmZlJeHg469atu6JFXY1wNfw6yfF8hbBYLOzZs4fExERJOxwXF8fkyZMlQ46ioiJOnz7N4MGDG03Odr9prVZLYWEharUajUbjsAricsa+ZMkSevTowYsvvtimvxtyPNc5gWyy0TkpKipi06ZNbNiwAa1Wy6RJk9i/fz+vvPIKgwcPdugY9kpLu57P3sjex8enTQPq+PHjLF68mMTERHr37t1mxwXb/k9eXh5Dhw6loqKCYcOGsWnTJtauXYufnx9PPfUUK1asoKSkhNdee61Nz91CrsnkK3P5WK1WfvvtNxITE/n+++/p3bs3kZGRaLVaVq5c6bBpjb0ASqfTXVIFcTljXbp0KYGBgbz66qstssN1BDme65zgak2+4eHheHp6olQqUalUHDx4sKOH1G7k5uZyyy234OXlRXV1tcPaw7pYrVapkX1ZWRk+Pj4EBQU5JKxvjtTUVO655x6++uqrKyJBiY2N5eGHH+bhhx/m559/JiQkhLy8PG6++WZOnTrV7udvBjn5tpLrKZatVitvvvkm//rXv9BoNISFhUm+AF5ejvXCBiQVhFarRRAEKRFfjl+61Wrl8ccfx9XVlZUrV7Z54m2M6zmer+rke/DgQYcaW1/t/PHHH6SkpNTTHiYlJZGWlsakSZOIjY1tUU9ie6WlVqulpKQELy8vqcCjJQGXlpbGggUL+Pzzz4mKimrt23OYzMxMxo0bR3JyMt26daO0tBSwLc/5+vpKf3cQcvJtJddTLAMsX76cZcuW4eXlxfHjx0lMTGTbtm0EBwdLvgAtWXK1qyC0Wi1Wq5XAwEA0Gk2L/KatVitPP/00FouFd95554ok3us9nuXkexVj1x4mJSVx/Phxh7WHdRFFkbKyMqnAw8PDQyrwaO4YGRkZzJ8/n48//pghQ4a01VtqksrKSsaPH8+zzz7LrFmz8PHxqRecvr6+lJSUtPs4mkFOvq1EjmVbHJ44cULqSezj40NsbCwzZswgMDDQ4ePU1NRIidhkMknFl82pIKxWKy+88AJlZWX897//vSKJV47nqzj5RkRE4OvriyAI3H///dx3330dPaQOxd6TeP369Rw6dIgbb7yR+Pj4S2oP6yKKIhUVFVKBh93hJjAwsN4xsrKySEhI4IMPPmDEiBHt9ZYkTCYTM2bM4JZbbuGxxx4DoE+fPtfdMlUb0CnjWY7l+tjtYu09iV1dXYmJiSEmJqZFPYlNJhOFhYUUFBRgNBrx9/dvoIIQRZGXX36ZnJwcPvroozZp8OLIuOR4voqTb05ODqGhoWi1WqZMmcLbb7/NuHHjOnpYnYKamhp+/PFHEhMT62kPb7rpJoeLM+xtvQoKCqRKy6KiIgIDA1myZAmrVq3ihhtuaOd3YhvH3XffjZ+fH2+++ab0+JNPPom/v79UoFFcXMzrr7/e7uNpBjn5thI5lptGFEUyMzOlnsQKhULyBejSpYvDidjuPldQUEB1dTVubm4UFhZy4MABTp8+zSeffHJFpExyPNc5wdWafOuyfPlyPDw8eOKJJzp6KJ0Os9nML7/80iLtYWNUV1fz9ttvs3r1akJDQ1m0aBGLFi1qV8kDwJ49e7jpppvqFZe98sorjBo1ittvv53s7Gy6d+/OunXrmvXPvgLIybcNkGO5aURRJCcnR/IFqKmpYebMmcTGxtK9e3eHE7HFYuHEiRM89thjpKamcscdd7B48WKio6Pb+R3I8VzvBFdj8q2qqpKsFauqqpgyZQrPP/88t956a0cPrVNTV3v4888/M3DgwAbaw6bQarXMmjWLf/zjH/Tq1Ytt27Zx//33X4/i+6a4Gi5Ep4tnOZZbhyiKFBQUSD2Jy8vLmT59OnFxcURGRjYbl6IosmrVKnbv3s3nn3/Or7/+iqenJ2PGjLmC76DTIyffxsjIyJC8gs1mM/Pnz5fF/y3EarWyf/9+1q9fL2kP4+LimDp1aoNuKoWFhcyaNYuXX35Z/lFsGjn5tgI5ltsGnU7Hpk2bSEpKQqfTMW3aNGJjYxt0OhNFkTVr1rB9+3aSkpJatPp1nSEnX5n2x2q1cujQIRITE/nuu+8IDw8nJiaGadOmYbVamTVrFs899xwzZ87s6KF2ZuTkK9MpKCkp4euvv2bDhg2cO3eOqVOnEh8fz8CBA/n000/ZuHEjmzdvbpEU6Tqk/eNZFMXm/rvuWLhwoRgYGCgOGDBAeqyoqEicPHmyGBkZKU6ePFksLi7uwBG2LxaLRTx69Kj43HPPiUOGDBEDAwPFxMTEdjnXNXatLxVLneG/64pr7PvVKsrKysTPP/9cnDVrlhgeHi4OHjxYrKqqavPzXIPXut3jsf0FXVcZf/7zn/nuu+/qPbZixQomTZokNdResWJFB42u/VEoFERHR/PSSy/xxx9/sHPnTmbPnt0u57rer7VM+yJ/v2w9iefPny91XdqyZQtubm5tfh75WreCS2Tn65KzZ8/Wu4Pr3bu3mJubK4qiKObm5oq9e/fuqKFdc1xD17qjZ7XyzLcRrqHvV6fnGrvW8sy3M1BQUEBISAgAwcHBFBQUdPCIrl3kay3TnsjfryuHfK2bR06+LUQQBFlec4WQr7VMeyJ/v64c8rVuiJx8HUCj0ZCXlwfYWmIFBQV18IiuXeRrLdOeyN+vK4d8rZtHTr4OEBMTw8cffwzAxx9/TGxsbAeP6NpFvtYy7Yn8/bpyyNf6ElxiU/i6IyEhQQwODhZVKpUYGhoqfvDBB2JhYaE4ceJEMTIyUpw0aZJYVFTU0cO8JrjGrnVHF1PJBVcXcY19vzo11+C1bvd4lE02Ooh77rmHLVu2EBQURHJyMmDztV29erXUQuyVV17htttu68hhyjjO1bChJcdzOyHH8zVHu8ezvOzcQTSmiwN49NFHOXLkCEeOHJEDVUbmKkGOZ5mWIiffDmLcuHEd3bVDRkamjZDjWaalyMm3k/HOO+8QHR3NPffcQ0lJSUcP57L57rvv6NOnD5GRkbLDjcx1hxzPMk0hJ99OxJIlSzhz5gxHjhwhJCSExx9/vKOHdFlYLBYeeughvv32W1JTU/nyyy9JTU3t6GHJyFwR5HiWaQ45+XYiNBoNSqUShULB4sWLOXDgQEcP6bI4cOAAkZGR9OjRA7VaTUJCAps3b+7oYcnIXBHkeJZpjktVO8u0I4IghANbRFEcWPt3iCiKebX//ygwShTFhA4c4mUhCMIc4FZRFO+t/fsubO/p4Y4dmYxM2yPHs0xLUHX0AK5XBEH4ErgZCBAE4TzwAnCzIAiDsUlCMoH7O2p8MjIyjiPHs0xLkZNvByGK4rxGHl5zxQfSvuQAXev8HVb7mIzMNYUczzItRd7zlWlPfgd6CYIQIQiCGkgAvu7gMcnIyLQOOZ7bEHnmK9NuiKJoFgThYWA7oAQ+FEUxpYOHJSMj0wrkeG5b5IIrGRkZGRmZK4y87CwjIyMjI3OFkZOvjIyMjIzMFUZOvjIyMjIyMlcYOfnKyMjIyMhcYeTkKyMjIyMjc4WRk6+MjIyMjMwVRk6+MjIyMjIyVxg5+crIyMjIyFxh/j92gXwcwNk5VAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Realizar la gráfica intensidad en funcion de los pÃxeles\n", + "x = np.arange(0,55,1)\n", + "y = np.arange(0,20,1)\n", + "\n", + "y3, x3 = np.meshgrid(x, y) \n", + "\n", + "# La gráfica \n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x3, y3, estrella_3) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x3, y3, estrella_3) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ajuste gaussiano 2D por mÃnimos cuadrados " + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parámetros recomendados: \n", + "[150.45182407 7.85020355 32.41960529 4.72675165 118.35854982]\n" + ] + } + ], + "source": [ + "# Aproximación inicial\n", + "params0_e3 = np.array([1, 14, 32, 1, 0])\n", + "\n", + "# Ajuste\n", + "best2d3, suss = leastsq(error2d, params0_e3, args=(x3,y3, estrella_3))\n", + "print(\"Parámetros recomendados: \")\n", + "print(best2d3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Gráfica con el ajuste" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee6568b5f8>" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Gaussiana con los parámetros recomendados\n", + "z3 = gauss2d(best2d3, x3, y3)\n", + "\n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x3, y3, z3) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x3, y3, z3) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Estrella 4" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Estrella 4')" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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60jOxuVXmE0A/cE9EfKz4RrtE0mtpHUUDDACfm+/tk/R54Dpaw0e+AGwGvgx8Efh+WkPY3hQR8+6iXIe2XUfrv8wB7AN+te187rwi6Rrgn4FngPFm8e/QOo/bC/uvU/tuoUf24VTchdzMrHK+mGhmVjkXajOzyrlQm5lVzoXazKxyLtRmZpVzoTYzq5wLtZlZ5f4PPFbbBx8hcHMAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Mostrar la banda de la estrella\n", + "plt.imshow(estrella_4, cmap='gray')\n", + "plt.title(\"Estrella 4\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Graficar intensidad en funcion de los pixeles" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee654b5cc0>" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Realizar la gráfica intensidad en funcion de los pÃxeles\n", + "x = np.arange(0,30,1)\n", + "y = np.arange(0,10,1)\n", + "\n", + "y4, x4 = np.meshgrid(x, y) \n", + "\n", + "# La gráfica \n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x4, y4, estrella_4) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x4, y4, estrella_4) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ajuste gaussiando 2D por mÃnimos cuadrados" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parámetros recomendados: \n", + "[115.35744973 4.24454371 20.28333408 0.89230576 106.39669201]\n" + ] + } + ], + "source": [ + "# Aproximación inicial\n", + "params0_e4 = np.array([1, 4, 19, 1, 0])\n", + "\n", + "# Ajuste\n", + "best2d4, suss = leastsq(error2d, params0_e4, args=(x4,y4, estrella_4))\n", + "print(\"Parámetros recomendados: \")\n", + "print(best2d4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Gráfica con el ajuste" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee6538a588>" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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fX19Rxj+GqCjfApArH3QjIPNYYrEYiqKYythARRlXUMFy5FurYSjWjZIZo3grlUqZUaxkMrnM4M9OOVXk+cWHivLNE6vlg240rOYZG6go4wp+UlForYYQYs32v1I837XWNZSxAcNbj8fj5vsVAp8XHyrKdw1ktw0UWtgUCAQQQuDz+a5bUdRKyjgajS4r7qoo4wp+3FFMrcZ6Kda1sNJvrqaM4WoxplEDUlHGNyYqyncV5JsPWum73d3dxONxrFYrvb29OBwOamtrqa2txev1Xrfm+1ytEBVlXMGPM0qp1Si01WijkamMK22KLx5UlO8KKCXMHA6HWVpaorOzk+bmZnONaDTK/Pw8IyMjJgPO2NgYtbW1uN3u66bg1lLGoVAIl8uF1+utKOMKXnQotVbjeirWQrEWZ4CUkvn5eVpaWirK+DqjonyzUGrv7vj4OMPDw7hcLjo6OsyCDgCXy4XL5aKtrQ0pJc8++ywAAwMDRCIRvF6v6Rm7XK6yn1u+yFbGfr8fn8+H1Xp1u1RIAip4MaActRqG8g2FQoyNjVFTU0NNTc0yebhRFXS2MlZVleHhYerq6iqe8XVGRflmoJTe3VQqxcWLFwE4efIkp06dAlZvTbBYLLS3t9Pe3o6UknA4zPz8PL29vcTjcaqqqkxl7HA4Sj/BEqAoyjJrOpskIDNMXVHGFVxvlFqrkY2FhQVmZmZob29nYWGBoaEhhBCmfGqa9qJRWtlh6gqBz/VBRflSeu9uKBTi/PnzdHZ20t7evmzdfCGEoKqqiqqqKjo7O9E0jVAoxPz8PBcvXiSVSlFdXU1tbS01NTXYbLb8T7BEZLdZVBh7KriRUUqtRjZSqRTDw8OkUiluvvlmVFWlubkZgGQyycLCArOzs8zOzmKxWEgmk9TW1lJVVVUWpVVuuclHlisEPhuDn3jla4SZu7q62L9/f8FFVWNjY4yNjXHw4EG8Xq/5XqlhKEVRqK6uprq6mi1btqCqKsFgkEAgwMjICFJKampqTGWcWf1YbqzV41hh7KngRoGmaYyOjiKEoKmpqaR9FgwG6e7upr6+3vQWVVU137fZbDQ2NtLY2IjX6yWRSOB0OpmYmCAUCuF0Ok3P2OPxFHws6xHGLkaWK22K64OfaOWbGWYOBoMFh5kvXLiAxWLh5MmT1yi/cueALBaLKcjG7y8sLBAIBBgcHERRFGpqakilUmUPgRVKMLASY0+2Ms7MMVUEuIJSkFmrYczcLXZPSSkZHR1lfHycgwcPEo1GCQQCq37HUM4tLS20tLQgpTQLLIeGhlhaWsLj8Syr6bgee74cslxRxuXBT6TyLTUfZFjEW7Zsoa2tLednMpXverDjWK1WGhoaaGhoAPQQ2Pz8POPj47zwwgtYrVZqa2upq6vD6/WWpIxLPf5cfYnJZJKenh7a2tpwu90Vxp4KikZ2mFlRlGUeaiFIpVJ0d3djs9lMozpT0eQLIQRutxu3282mTZuQUrK0tMT8/DxXrlwhFotdl5qOcshyLmU8Pz/PxMQE27dvryjjPPETp3xLaTvItIgPHTqEx+NZ8bOG8t2ojWez2WhqamJ4eJgTJ04Qj8dNZVxqCKzc52Eo40QiYSraCklABYVipVoNRVHM1wqBYVRv3bqV1tZW8/Vy9PkKIfB6vXi9Xjo6OnLWdPh8Purq6ta9pqPcsmysl0qlTGrbCmfA2viJUr6ltB0kk0m6u7txOBw5w8zZ2Gjlmw2Hw7EsBBaLxZifn2d4eJhwOFxQCGy9zsMIj69EEmDQ52W3QlSUcQXZLYGZ+0FRlIJSPmsZ1evRRrRSTYfBA2DInJSSurq6stV0rEWTWSyklKYsr8YZABVlbOAnQvnm27u7kpJZXFyku7ub7du309LSktdv3kh9f0KIa3qMs0NgmT3GTqdz2ffXW/lmHyusTBIAlb7En3Ss1RIoxNpczAaSySQXLlxYFmbORjk837WQq6bj8uXLhMNhzpw5Y9Z01NXVlUxVu16ynGvdfJRxZjHmT5Iy/rFXvvm2HeTyVKWUDA8PMzU1xZEjR3C73Xn/7o2kfLORHQIzCATm5+fp6ekhkUjg8/nMh8F6nUc+Sr2ijCswkB1mXuk+5+v5Li4ucuHChWvCzNnYCOWbDavVisvlwufz0dDQQCKRYGFhgenpaXp7e7Hb7aZ8VlVV5a2wNtKQzoVcyjizTRF+cgh8fqyVb3a7y2o30chVGJsikUjQ3d2Ny+Xi5MmTP9YPdCH0wQ8+n4/Nmzeb1d9GzjgcDputG9nMPqWgmKrsXMo4myRAVVUsFgsej6eijH9MUEithiHLq601MjLCxMTEmrUbcGMY0na7naamJpqamgDMNNLY2BihUAi3220q49WoatdL+Rph50KRq4ArmzMgFouZz50fJ2X8Y6l8V8sHrYRMgTWKIHbs2GE21BeKtR4ANzKMEFdNTQ1bt27l/Pnz1NTUsLi4yNDQEIAp6NXV1UXno1YKVRWCXMI7MzNDPB6no6PDPJ8KY8+LF4XWaqwWdi60dsNY70YbrOB0OmltbaW1tdVsawoEAmtS1a6n51uOdXPJc3d3N8eOHTPf/3HhDPixU77FUkQaAjswMMDs7CxHjx4tC79yJBIhHo/j8/lyHsv1LMoqBLW1tWZbldFj7Pf76e/vX5avKjQfVW5FaDwEDUWbzdhjvFdh7LnxUSzP+kph52JqN+DG8HxXQ2Zb00pUtUYayWazXdewc6HIFen6cSHw+bFRvvnmg1ZDV1cX1dXVnDhxoiwbaXJykunpaVwuF+FwGLfbTV1d3XUfnFAosg2E7B7jRCLB/Pw8U1NTJeWjygUj7AwVkoAXK0qhiMz2fEup3TDWu9E839UgRG6q2kAgwNzcHLFYjN7eXlNGy5FGKjbsnA8y730ueX6xEvj8WCjfUkeGBQIBFhYW2LNnzzJu5mJhtA1IKTl+/Lj5AIlEIgQCAbPCOB6PMzU1RX19PXa7veTfvV6FUXa7nebmZjNEn52PcrlcptGRmY9ar+PVNG3F61lRxjc+DG+32ElEmSmf7DBzsQpCSsnExAT9/f1mSLeuru5FYURntjXV1dUxMTFBQ0OD2dYEmFS1xaaRyhV2LhSZbYqQWxnfqAQ+L3rlW0rvrpSSgYEB/H6/2dxeKpaWlujq6sJut7Njxw4sFou5MT0eDx6Px2yyP3XqFNFolO7ublRVNVsJ1puruVAUGhrPlY+an59ncHCQpaUl8+G1XjnxQkJgKyljoxXiYx/7GCdPnuSuu+5al2Ot4CqKDTNnwwg7LywscOHChYLDzLkQDAYBOH78uGlcZoZ0bTZb0axaK2G9UlIWi4W6ujrq6uoA3diZn59nbm5uWRqprq4u7wER6xV2LtRAz6WMDc6ARCLBH/zBH3D//feX+zCLwotW+ZYqqPF4nK6uLmpqajh+/DgXLlwoWRlMTU0xMDDAgQMHGB4eXvWzRhHQ5s2b2bZtG6qqmlzNAwMDRQnAeqGUh0BmPiqbZi8ej3Pq1Kmy0+xlhp2LOd7M/TQ8PMzx48dLPqYKVkcp4zxzIRQK0dPTU1SYORORSISuri4sFgsHDx4klUpdw1QVDAYZHx9nYWGBYDBoGtGlFCOuF3I946xWqzkgAq6mkSYnJ7l8+TIOh8OUT6/Xu2Ltyno8o0pV6pnKOBgMMjk5Wa5DKxkvSuVbSj4I9OHwPT097N6928xbFsqKkwlN07h8+TKxWIwTJ06YRQ2FrGexWKivr6e+vh64KgCZE1JyhW6z8T+9SbwdYfa2eHO+XwzKaYFn9hhPTk5y/PhxwuEwgUCAixcvkkwmzdGJRoFIoSinFW4Q4lewPihHrUYmkskkFy9eRFVVbr311pLWm5mZoa+vjx07djA+Pp5TBozOAE3TcDgcbNmyhYWFBdOLtFqtptxej/qHXFjrGLLTSEbkamRkJGftipFjL1cLYiZUVS2bLBvMfjcKXnTKV1VVxsbGzHFhhWxmTdPo7+9nYWGBY8eOLWNyWq09YTVEo1G6urpoampiz5495vGUWqSRKQCZoVujlcDwFuvq6kxvcXIxyneHUvR8o4dv/Fb5vLX1LCRRFMXsMd6yZQuaprG4uGjmjDVNWzbHOB8BL7fAZo6KrKB8kFLi9/vNlEypiskIM2/ZsoXJycmS8rt9fX0Eg0FOnDiBpmmMjY3l9d3sYsR4PE4gEFjWj5utuDYSxRjS2ex4kUiE+fl5+vv7iUajeL1eVFU1w9jlhKZpZYseGCmvGwUvGuWbGWbu7+8vOIcTi8Xo6uqirq6O48ePX7MBi+nLnZ2dpbe3l3379pm0cAbKWf2YK3RrVC8apOzV1dU8N6uf0+BchJlQnKaq8k1KWY+HxEqeRDbNnqGMh4aGEEIsa2vKJZjlFFjD0KmgvDBqNebm5rDZbCU9FKWUDA0NMT09zZEjR7DZbIyPjxe1lpGOqq2t5dixYwghzBY147dy7duV5N3hcCyrf8guuqyqqjKVcWaRoH8pwdcuhUgpce7aq/CSrbXXrF0MyjHVyKhdMdqaQqEQ/f39jI+PMz4+vsxYLrWQtJxRrEgkUvF8C0Wp+SBDSe7Zs8cM62ajEGUppeTKlSssLi5y4sSJnBtsPdsTMhmpDFL2xcVFTr8woB8f8PGHL/LuO7eWzAML61P4ke95W63WZeH4ZDLJwsICs7OzXLlyxRydaIT1spnKSkUl7FxeZNdqGL3YxSIXE52qqkVFsQKBAJcuXVqWjoLyGdK5ii4NI3p8fBxN0/RiS1cV//uHk8wsRLBZ4zw9GuG3X9rJq/c3lXwM5ZblzGeRUTEdDAZNb7+YyFUmfpyjWDe08s3OBxUTZu7r6yMUCnH8+PFVi3ny9XwzC7UMy3i1498IGNWLQ2Fd+bptCg/2R3jDrikivb1mwURdXV1R4b31UL7FKkibzbasOMQYnWjkxh0OB5FIhGg0itPpLPm4b7RQ1YsZuWo1LBZLUeP/YGUmumKmGg0NDTEzM3NNOgrWz5DObAHaunWrSV7zna4JJgMhvFaJzSLAovCFFyZuSOWbvW4mOx5gFpIWErnKRDmjWJWcb54otXfXyMU2NjauqSQhP+VrCHu2ZZwLmbnf1T5TLgUdTar0z0YA3fMNRFVGtDpec3KPmS8eGhpa1upTV1d3zYNmtWMtJ8r1EMgcnQj6fT979iwTExP09fXlzXm7ElKpVFl6sH/SYRjR2S2BFovFnOOcLzKVZa5q5kLkKplMcv78eVwu14rkOvkq31Jh5IsbmzWczjg2oUcHkskkC7EY58+fX9ZfXMxvbvRghexCUiNyNTMzsyxyVVdXh9frvWaNcnq+N5ohfUMq33x6d1fznIwqxVy52JWwmrWcKez50k5ulMAa6J4IoaZ/LprU6Khxcv/zE7xmf9M1BRMG9ZwxwajU6uJisF59gS6XC5vNxr59+0xik8xCtUINjxuhOvXFjLVaAo0wcb5IJBKcP38ej8dTMhNdMBiku7ubbdu2rVpDki3LKymwchnSRzuqcdsthJaSuBwWksLCL57oZNu22mVjQDOLLvM1ENeTiCefe7FS5Gp8fNzs6jCeRR6Pp+z1GxXluwIyw8yr9e4axBXZ72uaRm9vL0tLSyvmYlfCStXO+VjGK62Xz0YvlzCcGQ0u+/dP7Wvk40+NcnEyxL7WqwVDuajnjIKm0dFRpJRlGZqwFtZL+WavnV0cYhgely9fXsZ5m13wAlcnJuWrgIUQHcB/A83oAYiPSSk/LISoA74IbAGGgDdKKeeFvvCHgdcAEeDtUsrTZbgENwTyqdUopNDRiDzt3LnTnO5TDKSUjI+PMzo6WtBUI+MccslsOY20Fp+DD7xhD//+0EUSWLlrTws/c6gZJZ0zbm9vN/PF8/PzBZH0rGc/bjHXIDNyldnVYUTpDKrIcqSRwuFwSfum3LhhlG8hvbu5BNZohm9ubmb37t0lUdIZyNcyzoWN9nxPjy7S6nMwGdRDeIc7fLhseq7ofa/bveL3clUXZ7LdWK1W4vE4oVBoxQb7YnA9BkrkMjwyC15UVS2pOARIAX8spTwthKgCXhBCPAS8HfihlPIDQog/A/4M+FPg1cDO9H83Ax9J//9FjUJqNSwWy5qer5SSwcHBsgw8UVWVixcvApR1qpFxnOXClno3v328ZhkTVSYy88VG0WU+JD3rSelaqlLP1dUxNDREKBSir69vmbdfDCFPJeycA4VSRGYL7NTUFP39/ezfv79oishMAZNSMjY2xtjYWF6W8VrrrYZyCIOqSbrGg+xr9ZrKNxxXed2BZr55fpo/umcbNe78wsnZbDfxeJwXXniB0dFRQqEQHo+nLLy26+n55qvUswtejKpxw/L+kz/5E6LRKN///vd56UtfuuY+kFJOApPpv0NCiEvAJuANwF3pj30WeBRd+b4B+G+pb4JnhBA1QojW9DovShRaq7GW52uEmb1eb8lhZoP6taOjoywc7pkoZ/1GMciXpCeVSq0bDeR6TCiz2+3U19ezadOmZd5+ZoulYSyvlTKrhJ0zUCxFpCGwqqqa4cOTJ0+WlK9UFMV8aFy4cAEhRN6WcS4YwmiU3dfV1ZVUGLIarswuEYqrbKp2AosAzIYSvPl4G18+M8lXz03xzls6ilrb4XCYOdTMPsVMSzRXn+JauF5E7Kshk/N2+/btfPazn+Wtb30rDz74IKdOneKv//qv815LCLEFOAI8CzRnKNQp9LA06Ip5NONrY+nXXpTKtxiedSOFlAvlCjPDcupXn89X0HeN85BSMjU1hdPppLq6et33bynRoZVIemZmZkgkEoTDYVNuy0Hpul7ynMmclcvbDwaDJvuWlNJsd8oVei/E892IFNJ1U76l9O5aLBbC4TDnz5+ntbWVvXv3lnzjFUUxuYbLYRkLIZibmyMUCtHY2GgWSfh8PnPTlwtnx/R8b0vVVeU3HYqzs8nDic3VfPGFCX715nYsSumD6/PpU1xp82divXJPxtrlgMViobW1lX/6p38q6HtCCC/wFeAPpJTBzL0ppZRCiBtj9lyZkG+tRi7kKrgqZ5g5F/Vrses8//zzuFwus2bAYKuqq6u77p7vasgM54J+fX0+3zKSnky5LYYmcr0iWaqqrmgcZM4Rh6tzxgOBAIODg8tSaj6fr9Ce/XVPIW248i21dxd0tqrLly9z6NAhqqury3JcCwsLTE1NcezYsYIt42yoqsr09DSKonD8+HFUVTVzjIYnPDo6SiQSYWRkhObm5pLIME6PLtLoteO06d+v89iYDScAePPxNv7oK5d4/EqAu3flJhgpFrn6FBcXF5flnTJ5bTPPbz2noJTLAi8mRySEsKEr3s9LKb+afnnaCCcLIVqBmfTr40BmSKI9/dqLBoXUauRCdtg5kUjQ1dVFVVVVyWHmWCzGuXPnrqF+LRSLi4tEIhF2795NdXW1qWSNKFBvby/RaBTQCX3KNSN3PWAYvblIegKBAENDQ6bSKmSoy3oWcuW7bq454wsLC0xPT/PXf/3XnDp1ii9+8YsIIThy5Miq625ECmlDd0h2mLlQYVBVlUuXLhGNRtmzZ09ZFK+mafT09BAMBmltbS1Z8UajUc6dO4fT6aSxsXFZfjq7Ab2rqwu3220OoTfyMoX28Z0dC3Kkw0c8pT8UOmtdzIT03O/duxporrJz//PjZVe+2chmo0okEgQCgZzDIYycYLlxPdmt0qGnTwKXpJT/nPHWN4FfBT6Q/v83Ml5/jxDiC+hW8uKLKd9byjhPA5nyYTBM7dq1y6w5KBapVIoXXniBvXv3lsQ5PDY2xujoKG63m8bGRhIJ3ajNjgKFQiGuXLlCMBhkeHgYIYQpy9d7Klkmchmn2SMGs6caGe0/RupspdbP9ZDnUvp87XY7TU1NNDU18W//9m+8/vWvZ9OmTXzkIx/hox/9aCGdK1tYhxTShinfUikijTBze3u7OTWoVBhEHM3NzTQ2NhIIBEpab25ujsuXL7N//34WFhbW/Lyx6Ts6Osy8TCbva2aIeqVw2VQwzsRinLeebGc2FMMioLXawfnxEABWRfDGo23822NDDMxF2NZQ/Hi1QmG3269pIzC84lAohMViYWpqqmx5Jyiv8i2CEec24K3AeSHE2fRrf4GudL8khPg1YBh4Y/q976LniK6g54neUYbDXncUW6uRC4by7e/vZ25uLifDVKHH1t/fTyKR4Lbbbis6ZG0Y+pqmcfLkSZ599tlVP68oCna7ne3btwN6i6JheAaDwWUh6lLC6KUin8hQrqlGRih3aWkp51CX9YpklbPPN5FI8M53vrMgB2s9U0jrrnxLyQcZGB8fZ3h4mJtuuomqqiquXLlS8uzd7KEIfr+/6JyNlJKBgQECgYBJY7m4uGi+n4+hkJmXMfr4MkPUgLnhM0PUZ8f03znS4eOb5yI4LNDkdTAb9puC9vNHWvjok8N88YUJ/vxVO4o6x1KRfX4zMzMEAgFisdiyykWjT7HYsF0ps3yzUWjYWUr5JLDSzX5Zjs9L4N3FHd31Qalh5mwYxT/19fUlh5mNkLXP58Pr9RbNTGZEr1pbW+ns7MxbfjOfHzabbVnBU2aIOh6PL9vrG0VsA8XVQ7hcLjZt2mS2/2SOADXkNpVKoapq2cPt5R6sUMhs5/VOIa2r8i2VIjKVSnHp0iWklJw8edK8sfn0Bq52TLmGIhQz1QiuknC43W6OHTtmbpSVSDsysVqRRnaIOplMMj8/f02I+rnBMC6bwu5mL7GUht0iaKqyE09pBGMpql026j12fmpfI9/omub37tqCx3Fj5KOcTidbtmzJmXcSaQ7YbGNjLZQ77HwjtSZcT5SjViMbRpjZ4XCwa9euktYyxgkaldGnTp0qymsyZn0Xwo63FnIVKhp7fWRkBNAN6/r6+mt6cssdyi01N5vZK79582ZTbmdmZjh79mzRcrsSymlMSynzXmsjUkjr9hROJpOEw2GTlaTQTRQKhTh//jydnZ1s2rRp2feLVZS5xoVlrlmoVWgc49atW2ltbV32XrmrH202m5m/gKvFHqcG/Wypgr7LPSyEY9gVaEpXPc+EElS7dKv6zcfa+Nb5Gb55foY3H28r23EVi2wlmZ13yjY2HA6HGYJfbThEOblgb7QRZNcLRsuc1WrFYrGUrBCMSJHf7+fYsWOcPl08qZeUkpGRESYnJ5fxPBf6jDAqrOfm5lYdwrKSXBci79nENsZez8yxGj255Ua5K7INuXU4HBw/ftw8l+np6YLkdiWUy5gu4rzXPYVUduVr5IOCwSB9fX0cOXKk4O8bBBcHDx7M6XkU4/muNRQhH081E5OTkwwODq54jKV6vmvB7XYjLXZGggP8xq0dtLXVsfTsZaxCIzA+CMCViTm2N7hQFIWbNvk40FrF/c+P86Zjrde9x3Ytoco2NvIdDlHuKSgrjaD8SYFRq9HT08P27dtLnm1sGMDV1dUcP368pAdrKpWiu7sbu91ujhM0UIgxnUqlOH/+PE6ns+RjKgaZez2zNmJhYYH5hQUiVh+eKh8HNjfhcxefDzewnrKfj9wayjif3H45jelCIgkbkUIqq/LNzAdZrdaCFWQqleLChQtYLJZVCS4MQox8j2m1cWGZa+ajfDP7BjND4dnYiL6/c+MhNAlHO2t0Hma7E5ctQUvHFjh1ma+cmaI+MW1anz93Uz3ve3CIZ4cW8h7OvV7nUGhILZ/hEIbXXM6w8+bNm8uy1osN2WFmq9Vacp2FEdLNZyrYWjCiTlu2bKGt7dpITr7GdDgcpqurK2f0qhCUS94zayMWQ0t8qTfJ5dkYaiqMxzrK2/Y52NJSV3RYd6NpXfOV25Xas8plTN+IPdhlU76pVGpZPqhQ5WvwKK8kTJnIV1EWMhQhH0s5Ho9z7tw5Ghoa1uwbNIQxn88Ui7NjiygCDm3SvZFoUsVuFZwZWwLgzHSCHW+8GZeiEggE2Gbz47XBxx65zFb3Vurq6ja02CMTmcw1hSIz75Q9HGJmZsa0lo0HVLHC+5Oa881Vq2GxWIoOgxoVyIFAoORqZrhagLlS1Anye0YYrFdGIWcpWA+FdmoixsWZBK3Vetvh3FKCcxEfB7zeotsTN1r5ZmIluc3OfRtDXYx7WA5jOpFIlLzvyo2yKd/s6sd8Q8NSSkZHRxkfH8+bRzmftRcXF7lw4ULeQxHWspQLmeVrrLeWYi1VCE6PBtnV5DELqGJJDbsCPxqYByCpST72oxH+7JU7zGrFXwoM8OlnxhiaDTI2NmZOMaqrqzM3fCbWS1jLuW5mDs3r9RIKhfD5fMzOznLlyhVsNtuymaH5/u5Pas7X8Hoz5bmYSBZcDTPX1NSsGtLNZz+oqkpPTw+pVGrVqBOsLn/G9LNIJFIS61U2yu1dzUVULMrVe+C2WZgMJXKGqPNtT7yeyjcbuXLfxqzfvr4+7Ha7WQ1f6lCXItoG1x1lU77ZnmM+FyqZTC7L2eTroaw2AzQzZ1zIUISVPF/DOJiYmCiI6i5fr7ZYgU2lhyn8zKGrhkUspWET0Dene757W7x88YVJfuXEJjpq9eN+0/E2Pv3MGE/NWPnDe46ZU4yMDW+EqI2G+vUS1vWko8ueGRqLxUz+V0MI8xkO8ZPq+eZqCSymziLfMLOx9mrK1Jha1tbWRkdHx5p7ciXP1zAG6urqOHLkSNn29nrISEeVhVNTKqomUQSE4ylu2Vqz7DcLbU+8kZRvNnLJ7enTp5fJrfFsKtSL/bFWvoVicXHRHNdXaK5lJTL2VCrFxYsXURSl4KEIuTxfY8iCoiicOHGi4PXW0/O9PB0mmtQ40n61YTyW1JDpnm8FONxWxcBshH9/bIgP/sxeAFp8Tu7Z1cBXz07yrts7cdqWTzHKJMKIRqN4PB6SySSJRKLovslc2MimfKfTSWtrK62trUgpWVpaYn5+3hwOsdJMX8PizgdCiE8BrwNmpJQH0q8dBj4KONG5Yn9HSnkq3cbwoprjW4jyNdr5FhYW8gozrxUiNgzDQqaW5VrTaEcqJeds8BXkehaU2/M93OJgETePDYYBuGmTjzcd37Ti51dqTzQqj51OJ6lUiqqqqrIq4fXKpzqdTmw2G/v37zflNhAImMN0jIlGq5EQGbjRJhrBdeJ2Hh4eZmpqallrQCHIJVgGA1axQxGy14xEIpw7d4729nY6OgqfCJSpfFfb6MVuXGOYwpGOqxSbsZRKRJXsavIwthBDsSi85eQmPvHUKG9/SQd7W/TN9+bjbfzg8hzfuzi7zHOGaxvqA4GAaShpmrZqiLoQrKdHvVY40uv14vV6Vx0OEQqFiEajhQjsZ4B/R5+EYuD/Av9HSvmAEOI16X/fxQ0+xzfXfbFarXkVOcZiMc6fP2+GmfO5xysZ05qm0dfXRzgcXtaTnw+y5c+IXhX7zAFMJSaEwOl0Ul9fvyzXWm4lJITgTUeaeMstW0lpEp/TWpDM5GpP7OnpYWJigpGREaqqqqivr89Lea2G9RwPaiBTbrPrPEZHR830mZEvzjXR6MfW811NuRjvJRIJuru7cblc17QGFIJsK9xo+ymlcCJT+RrsVwcOHCiaP9rwpIeHhxkbG6Ompob6+vpl035KEdjTo4u0+hy0+K72I0YTKrGU5M276vnSmUniSY133b6ZL5+Z5MOPDPLRN98EwInN1WxvcHPf8xO84WDzivfOKJBwu90cPnzYDFHPzs4uC1EX08N3Paag5EKu4RALCwt88Ytf5OzZs7zlLW/hNa95De9973tXPT8p5eNpDthlLwNGaKIamEj//aKb42uxWIjFYqt+xqBX3bNnT0EtWrnSSEZxY319PUePHi3YUMscO2qMCC00emVASkksFmN0dNQk0onFYvj9fpOxyufzmUVq5Wp1M1AuUhy3243H46G1tdWsjTBC1GvVfqyG9RqqsBqy88XGs2lubo7+/n6sVqsZovZ6vQVFsWBjIlnr6vkaAmCxWMyCpR07dpicoaWuawxFMOb5lkJtZijLK1euMD8/X7ClnQ1N05idnaW6upojR46YuZiBgQFzAEEymSxK+UopOTsa5Pjm6mWvGYMVXra7gW+enyaWUvE5rfzGbZ384w8GeGZwnpdsrUUIwS8da+Xvv9/PDy/7efmelUNwmcaT1XptiDqzh8+Y7VtXV7fmtVsvgS1VqRuTUf7yL/+SBx98kHvvvZfz588X66X/AfB9IcQ/omcCbk2/fsPP8c02DFcLO2eGmVcjqFgJ2VEng/mqUCWevWYsFuPUqVO0t7fT3t5e1D1MJpN0dXUhhD4Jx3juGLlWI3ri9/vx+/2cPn3afPDX19cXRSxRKB7qmeXeU+MkUpK7d9Xxjls6sFlyy4BxnXMZnavVfqx2Dus5yzdfZD+b4vG4WUV95swZ7r33XmpraxkcHGTr1q35LPkZ1jmSta7K12hPGBkZYWZmpuTZnJnrJhIJnnvuOZqbm8syzzeVShGNRtE0Le9w2UqIxWLmBt6/fz/JZHLZtJ9YLGaGcxcWFkxquXzDP+OLMWbCCY60X1W+SVUiAbcNdjd7cNosxJL65n3TsTbuPTXOhx4e5P531qAIwdF0uPoLL0zkrXyzkd3DZ1jSRoi6pqbGtKSzvYH1FNhyKXVN04pOO6TxLuAPpZRfEUK8EZ2u7uVlObgNhtVqzdlqFIvFzAKmYuXGUOwGy9Ts7GzJLUnRaJSJiQkOHTqUd544G0YP8LZt21YNuRtemMvl4ujRo+aDP9MoNULUhYZ317qeZ8cW+egTI/icVjwOhe9fmsVjt/ArJ1dOva2UVlit9sMwrLPrIuDGHKrgcDjMOo+9e/fi9/t55pln+L3f+z3e85738KpXvWrV729EJGtdw86KonDu3Dmqq6tLJk3PRCAQIBQKcfz48bLwrxoN+zabrWSOWcPDb29vJxaL5bwuTqeTtrY2IpGI2Vzu9/vNCkXD4vT5fDm/f2bUyPdeLbbyL+mjzjqrdPo/h1UhntKVr8Oq8J47N/NX3+rlwUtz/NS+RlRN92qG/JFVzyff3KwQYtmMUCN8Ozc3x5UrV7Db7eZ5eTyedQ0730BN+b8K/H767y8Dn0j//aKb45vL8y02zJwNRVFIJBKcOXMGt9td0rPCoK5cWFhg27ZtRSvemZkZrly5YqayhoeHV5WFzEhB5oPfMEr9fr/Z2pcp32vMlF3zOM+MBlGELuMAXoeVU8OLKyrffOU5s/YjV11EZoj6Ro1iGVAUBa/Xy6te9Sp+93d/t5Sl/oAyRrLWzfMNBALMz8+zc+fOsrEESSnp6+tjcXERt9tdFsU7MTHB0NAQBw8epKurq6S1RkZGzJakaDRqDtheCYYQGOEfuDqKbHx8nJ6eHrO8vr6+3gznnRkN4nVY2NF4tYDgiSv6OMRtNbricVoVYsmrD8vXHWjmM8+M8W+PDvKy3fUsJfT3/EvJdSl+yh5sbXj7hjegqioejwe73X5DV1GXeF0mgDvRB27fA/SlX7/h5/iuFnY20jOLi4tFhZmzYQxQ2b17d149+SvBINUxBhgUm9/NPDdjbxr7oND9kGmUbt269RrOcpfLZcp3MZ5+jduGlnGf4imNGtfKj/ViZH2tELXRA760tLRmiLoQlHtC2VrkTXmgrJGsdeF2NkjTGxsbyzLwHpYPRTh+/DhPP/10SesZ+eJEIlFyvljTNC5evIimaWZRRywWK8p7yh5FtrS0hN/vN8d31dbW8vxwgEObfFiUq5v88bTyba/SFY/TppgKFsCiCP7w7q28+0sX+OrZKRq9+kMlpUnGFmJmH3A2yqWYDW/fCFGfOXPGLMBTVXWZJV2KwJWTC7YQCCHuR8//NAghxoC/BX4D+LAQwgrEgN9Mf/xFN8fXUL5GmLm+vr7k9IzRkz83N8f27dtLUrxG9Mog1RkeHi6YDjOVStHV1YXH47lm8IpRE7LS3sq3eDKbx9kYkNLT00MymTRTNfl67K/Y08AjvX4mFmIgdKP7V1+ycpqkHPKcHaKem5tjeHiYgYEBIpHIMqKPUutmyiXLBXYurISyRrLKGnaOx+OcP38en8/H8ePH6evrK3r0XyaMAoxycMKC7oWdO3eOpqamkvPFxlrNzc1s3rx5mYWcT5/vap/JLK83xneNTM0xGJjgUK3KuXPn9PBVTS2nhhcAcKXDTw6rBf/S8jzV7TvqONZZzUeeGObdd2wxXz89urjuyjf7vCwWC52dnTgcjmUh6v7+fmw227IQdaFV1OWwlhOJREH5OSnlm1d461iOz77o5vharVai0SgvvPACe/fuNXm0i0VmT35nZ2dJxm9m9Mp4wBY61ahcHM+FQIjlowZVVWVhYcHMtSYSCRRFQVGUFeXA67DygTfs4YWRRZKqxk1tVTRWrRyJWA95ttvteL1edu/ebU7Ayg5R19bWUlNTU5AyLafyLbTaeQWUNZJVNuUbi8V4/vnnlynIUubuQv5DEQpBOSopDRhN+7nWWo++P4vFwmhUVwivv2Ufu5oc+P1+vvXsZaLp4iqLTJFKpXDZruZ8M4/pD+/Zyls+c5ZHeufM158ZXOANB3N7HRtBL7lWiDqz2GOtEGe5BPZG7AvcSGTec03T6O/vJxqNcscdd5QcZs7uyS/GSzWOa6UhJ4qi5M1FnZ3fzYV8DOVS5d1isSwrzDSGzAwNDRGJRFbsy3XbLdy+Iz9jaD3kObN4UgiRs3XPqP1wOBxmlGstw7rcYecCW43WPZJVNuXrcDg4efLksk1RChl75pD6chRrGeQe09PTZVHkY2NjjI6OrljBXQ7PNxfOjC5iVQQH2qpw2Sy0t7cz0BXFYY0ST2lYUDl79izhxQRLMb3YI5MX9dAmHy/bXW+GqQEuTIZW/L3rQS+ZHaI2ij0yQ++GJZ0tnOUS2DJZyi96ZIaZ3W53yYrX6Mk/cOAAPp9eMLgSyUY+x9XY2JhzyEkuxrpsGAMfjBap1UKk+ZLmlBOKotDU1GQyUgWDwWWFmUaXxEqFmbmwXsp3JVnONqwLaU8sp+dbqDG9EZGssnI7Z4fpivV8Cx2KsBaMUYU2m61kRW7kipPJ5KoUluvh+QKcGQuyt8WLy6b/riYlj/T62dfi5cxYEJ/bxfHjR3lg5jJn52ZNXlSv12u2O/zeXVt5+LLfXHN0PkZKk1iVa4VyPZVvMVXU2aG57Gb6cnq+P+nK1yCbMcLM09PTRa+V6aVmDzMoZEQoXO0oWC16tVbY2Zjha7QHrbVn8vF81xOZHiVcLcycmJhYVpiZD+9xuY+1kGdEIe2J5azfMCIHNxLWtc/XarWSSCTy/nyhQxHyuelLS0t0dXXR2dnJpk0r86Lms6bButPY2Lhmrng9PN+kqtE9EeKNR6/mpLrGg8wtJXjl3nrOjAWxp20Bt8NGUsXkRc3e5JuqLIyFVFw2hWhSo392id3N1yqb9Qw7FyNY2aG5zGb6cDhMPB5namqKurq6kry0SCRSNA3hjwPGxsYYHx8vmWwGdG+nq6uL5ubmnF5qvvlZKSUjIyNMTk6uyRmw2ojQpaUlzp07l9f4UgPrZUwXi1yFmSsVbmU6CKXOZM6FYg3e1doT+/v7kVLicDjMoQilPIduxEhWWZVvrvaEfMPOhQ5FMH5rtRtilMLfdNNNZohrNaw29cPgNy6k6KvcwnpxKkw8pZkEGQAPX/ZjVQRb6nVF4bDox+60KsRSmnk+2Zu8s6eLsVAYIXVhfOLiKJ2+Ldc80DYi51sKsnsqn332WRKJhBmiXukhtBZuRGHdSLS2ttLS0lLyPTK853379q3YGphPhExVVbq7u7FarXlR064UdjaOJ99nQuZ6UkrzvxsJmYWZnZ2d10SHbDabGfVaD3ku15rZIeqRkRGCwWBRDHrZML5/I2HdGa7yCTsXMxTBWDuXEBq9esFgsCDLfaV2gvHxcUZGRgoiZc/HEizUmj4zugjA4fQkIyklP7w8x81bagB98zus6f/b9N+PpzSctuVKx2q1YrHaqffYzIronpmoyVNrKKza2tobegRZNowq6s2bN5vV4auFqFc7r5905ZuL0WqtdptMFEI5uZbnaww5KeT5kL2m0QIZCASK8uaFEOZxqKpKdXW1uZdKqdQuF6SUPNk/z8O9c9gtCm842My+nTsBTB7qgYEBgsEgfX19NDQ0lDxQwcB6EeYoikJdXV3OEHWh7YmxWKws7IrlxHVXvsUORVhJYBOJBF1dXVRXVxdMyJ69ppGnisfjnDhxomAhK3fY+cxokM5aJw3pHt0rsxFG5mP86s3tZk+v3fR89c0YS16rfEGfDbqlzkU4rhJPafQvahw6dBRVVVlcXCQQCDA4OAjo16UcoZ9MbIRCXytE7fV6zQdotnIopEDjne98J5/+9KdnyCBhBxBC/C56IYYKfEdK+d70638O/Fr69d+TUn6/9LMtL1aiIEylUmsqrkwZzKcXeLWCKyN6VeiQk8ywc2Z+1xiMUCgSiQQ9PT3s378fp9NJOBw295KiKNTX15sUmdfDWH2yf57/enIYt92CKiUffKifv3n1TrY3enA6nSZb1fPPP09LSwsLCwuMjIwghDBJPqqqqoo69vWklzSeuWuFqNdqTywkzbVR8ryuYeeV+GChdJKLXIrdCA3v3LnTHKNVCDKVbyKRMKeq5MpTrQXjWqRSKcbGxqiuri56c0N6mMJYkJdmtBT88PIcArh7Vz3/c2YKwMz5OtOebyyV+6EWiqfYXOfinl31PHBxlv7ZCJGEittuMTcxwNTUFFNTU2box2igL4an9nojO0RtPEBzhagLmf/59re/nU9/+tM/RQYJuxDibnTO10NSyrgQoin9+j7gTcB+oA34gRBil5Sy9Ib4dUY+xrRRDLVr1y6ThGEt5JpqlMk0Vaynqmma6a1u3ry5KIYjI88cCoU4ePAg1dXVZk61pqaGbdu2kUgk8Pv9JBIJTp06hc/nK8uovkIU+Q96ZvE4LHjTE5BmQwmeHlxge+O1BqSxz41jn5+fZ2xsjFAohMfjMUPU+dZMrJfBsVrB1VrtiZmGdaF7Z6Pk+bp4vtFolHPnztHS0lI0yUW2l2q0/hw+fLjo/kzDWg4Gg5w/f76gB0g2hBCkUimee+456uvrzc1t5C3q6+sL8nyHA1ECkSRH26/mqR7u9XNwk4/GKgfRlIrdIlCEEX6+GnbOhaW4isdh5SVbanjg4iwSuDQV5ljncu/CZrNRVVXF9u3blzXQj42NAcW1O6wXCokiCKGPS6yqqromRP35z3+e++67j71793L77bdz+PDhVa3mO+64AyCQ9fK7gA9IKePpY5tJv/4G4Avp1weFEFeAk0BplG0bgLUmGxlzugsdoJIty4lEgvPnz1NVVXUN01Qha0ajUc6cOVP0aFCDuU5KSWNj44qK1G6309raytjYGMePH1/WEpTpWa6V6igFNoti8rUDaBJslrW7F+x2+5qMeoZBupIMrDVDu1gUQpiT3Z4YDofN8/jLv/xLotEoDz30ELfffvuae3Oj5HnDla9R8LB///6iSc8z19Y0jUuXLpFKpYoKDWdCCGF6eqUocdAJOBYXFzl58qR5s428hd/vp6uri3g8jtfrxePxrOkVXx2moD9EJhZjXJoK80f36OOx4knN9HYBsxUpk985E+F4iiqHhdbqq9Zt90ToGuWbKazZDfQGT212u0MmD/VGopQe38wQ9c6dO01P5kMf+hB/9Vd/xe7duwtdchdwuxDi/egN+f9LSvkcOuH6MxmfM0jYb3gYHL7ZMMK6Rq9/oSHIzOeEYfiWMnpUSsn4+DjBYJCXvvSlRVVrG50NTU1NbN68mQsXLuT1veyWoEQisSzVUcqEo9Xws4da+L8/6Gc2nEDTwG1XuGtnYSRCuRj1jBm5BkGGId8ul8t8LhTbubAWSqmiNgzrLVu2cN999/GKV7yCBx54gIcffpgPfOADxRxO2eW57GHnZYtnCKtBxl5oEdRKMCzbnp4eWlpa6OzsLMmqNCZ3JJPJkpW4MWDByFEYPYyZeYutW7cyPDxMNBo1vWKjF7e+vv4awTwztkiNy8rWel2RG3269+xOh12SGk7r1Y1qeL65ws6alITjKl6HFXdGPvjMWJBfzfrsaiGlbJ5ao93h0qVLZmiuvr6+ZL7mfFHO3JOUkle/+tW89rWvLXYJK1AHvAQ4AXxJCLGtLAe3Ach1z3N1LxicyqXQMho5X6OwsRTDN5VK0d3dbY75K+Y5YxgAmZ0Nq7UurQa73U5LSwstLS3XTDgCSs63GtjfVsVf/dROnh6cx25RuGtXPc2+3AZwvr9jsViuIcgIBAJcuXKFWCxmhtdTqVRZ2AezUS7CHLvdTm1tLR/60IdKWabs8ryunq+RyzGGItTV1RUdRspGPB7n8uXLHDx4sOTpRkaBiKIo7Nq1q2jFa3jhqqpy5MgRzp07t+rnLRYLPp9vWTWf4RXDcsE8MxrkcPvV0O4PL8+xo9HN5jpdGUdTKg6rYr5v5nxzeL7RhIoEvA4LbvvVzX12dOGaz+abz1mp3cEoiMgcKbheVYflbsovsdp5DPhqmv3mlBBCAxp4EY4TNJAdyRofH2d4eHgZp3KxCIVCWK3WkgxfI7/b2dlJXV0dPT09Ba8xNTXFwMBATgOg1BajbOM7mUyaijg7JVWMV7yzycPOpvWjRM0eM2gUZk5NTWG1WolEItTV1ZVsSBgolzFtFIuWiLLL87oqXyPvmc35XAoMvufFxUV27txZsuI1LPcdO3YwOztbtIAlEgnOnj1LY2OjycRUSLVzLsE0cqsT/iBDgQQv3+4hmUwSTurDEH791k5zrVhW2NnwguPJaz3fUFx/gHodVlP5KgL8kRT+pQT1nqveQrHFFNmVxpnDuSORCIlEgtnZWXOecTlQrqEKUBaGq68DdwOPCCF2AXZgDp2E/T4hxD+jF2jsBE6VdrQbAyOSpaqqaWSWOhEsFotx9uxZhBAcOnSo6Ie2MVvYyO/GYrGCCCWy2xOzlV85SDaSqsZzwwvMhhNsqXdzsK0qp1dsGN+qqpa9y6BcMCILxvPX6/WaJElGFG+lToJ8cYPxtH+dMsvzuilfKSWDg4PE43Fuv/32soQljNyS0+mkvb295AetYeUalrvf7y9KwAwFvnPnTrNAq1Qu2EwGm8meWeASO2ssdHV18cRYEk3Cze1Oc+1YUl0Wdjbai6I5ws7huB46zFS+TV47U6EEFyZC3JGRKypXJWOm1ZxMJjl9+jTBYJDh4WGzn69Uq/l6ccG++c1vBr3AIpOE/VPAp4QQ3UAC+NW01XxBCPEl4CKQAt59I1Y6rxR2jkQinDp1ik2bNtHR0VHS3jBSFHv37qWnp6eotQxjfHZ2dlk/cSFTjYznitvtXrE9sVTlq2qSjz05wvmJEDaLIKlKfvqmJl57oNlcP9v47urqYmZmhuHh4WX0sOWcf10OaJpmhnYNQ8IoeLpw4YLZk2ukoPKV0XKFnQtVvhslz+uS880ciuB2u8uieI2RXwYl3NDQUNETk6SU9PX1EQqFllm5K7HirIbp6Wn6+/uvCb3lSy+Zz++dHQ9htwhefnQndqvCp/rO0+TV8MT9nDqlC2YwEsNlu3o7DS84l+cbNj1fi1mYtbnOxVQowdOD8+uifLNht9vZvn07cLUoJdtqrq+vL+hBU27PN9++8/vvv5/7778/V8LzLbk+L6V8P/D+Eg7vuiAcDjM9Pc3Ro0dLmtNtVEaXOuTEYL2y2WwcP3582UM93xxtvq1IpSrfkfkoF6fCbKp26BFBTfLAxVlesacRu/VaZWSz2XA6nWzZsgW3220qM4Me1pCPG6HLINvozS54MnpyjZ5th8NhGhKrkRZdL572jZLnsnu+xlCE7du309zczFNPPVXyA9zwUDOJOAqd12nAsCh9Pt81Vm4haxqMOfPz8+sWpjLw7e4Zmn0O7FaFSELlmaEFfvFoK/v37zCtzOhj3di0BPPzGoODg2gOvSUplrrWQMn0fC2KwGlVaKl2Aos8M7hwzXmWG9lClV2Ukv2gyWSyWU0Yy5nzvRHp6DYaxh7WNI3e3l4WFhbYtGlTSYrXKIiy2+0lDTlZi/UqH8PW8Lzz6bwoVZ6TqkQRVx0UiwApIaVJ1jIvs5VZri4DI8VzPbzitZ7v2T25kUhkWeGWwRaWnYIqlzyXKedbdpRV+c7NzXHp0iUOHz5sWjSGQivGI9E0jb6+PsLh8DUKzmKxFDQJBa56z4ZhkI18BcywuO12e14TUVZCPr/XO7PEXDiB125Bk5IfDQRIqJJ7djWYa1RVVaEpVhrrqqiuVnG73YxM6rOch0YnmGpTloWrripf/Z647RbsFl0JD89HrxGmclvWqwlrLqt5fn7etJqdTueydodMlDPs/JM+WMFA5kjBHTt2MD8/X/RahQ45WQl+v99km1pJaa5lSBsDGvL1vLNldSmeIhxXcdoUql1rF0e11zipdtmYScvyQjTJTW1VuGyF79dcXQbZxqrhFa9HC1A2CpU7IyLa3t6+rHArMwVVX19fNnkuQ/HkuqCsyre2tvaaoQhGkUahytdgmKqrq8uZhynU8zXCw6vRWOazplEg0t7evirPbGZvrCG4xSix+57TC+fCCZVzY0F+eNlPjcvK0ax+3FhSw2HVuY2bm5uprW+E7zyJu0ovPunu7kZKSV1dHXML+ncMNhyX3UI0qbG72cO58RDDgag5qGE9ws6FCJXVaqWxsdHMpRtWczYPdU1NTVmHb0spN6Q96kaG3+/n0qVL5ui++fn5olM909PT5sD6QgYaZGKl/G4urLRnDWa9VCrF8ePH877HmTI8uRjjqcFFPSog4UiHL+dEsEy47Rb+4O6tfPXsJFPBBNs9Nva2VDE6H6Ozrvjq/+ze3FQqZVYg9/b24na7C2asKhSlKMnswq1MCthIJMLFixdLznXfqDztZVW+Vqv1Gk/O6A0s5MItLCxw4cKFVRmm8h3asFYVYybWUr7Gca02oSXX72ualvNhvpbnuxhN8u3uGfPf370ww+N9fu7Z3XDN7N2rBVf6NbFZBIoATbGyZcsWM1wVCAQYn9WHcY8N9EFLA650OPvOnfWcGw/x4KVZfvOlm83jL7f1nO8s31zItpoNVqrBwUFUVcXlclFfX19Sheh6hNpfjFhYWFjmGRYznzuzvuLkyZOryt9qhl7mVKPs/G6+MAz6hoYGtmzZUtD+EEKgahqXpoJ88dQoPpeNnU1e7BaFs2NB2qrX9p4bvHZ+7dZOPvPMKF3jIcYWpkAIfuVEG8c7awBdjs+MBfVajYjKlgLP0Wq15vSKL168aLZ9LiwslNUrLqeBnkkBe+rUKTo6OpaNQs03BZWJG3U297qP4yhUYEdHRxkbG1tzglA+XmoqlaKrqwuv15vXkIXVlOHExATDw8MFU+cZilfTNPN4FUXJa7N+9eyUSQ/psik8cGGWUFzlZbuvbdm6SrKhmufisCrL6CWNCmp3dRTBCDu3dTIfCEAqxrQ/xlv26g/GJ/rnlynf9Qg7l0PwM6ukAYaGhohEIstGkJXCJnS9C1muN3bs2LFMxgqV5UKGnKwWHYpGo2a0qaOjI8e310aujoRCIIEz42EGFkMsJVVUKTkzusCRDh8gV6RxDcVSLEST2C0KTVV2BuYidE+E2FTjMLsU/ufMFMc6qokmNT74UD9j81GQEIsuUdMY4XCR+cpcXvGpU6dMr9gwVEtlpFuvwQqZFeCFpqAyYfQf32hYV4YryF9gjd5BKWVe83zXUr5Gfnfbtm20tLSsffArrCmlpLe3l0gkUhABgJSSZDLJ3NycWUggpTQpMQGzZzLX5lU1yRdemGB3s4fL00u87kAzXz4zid2icMvWmmWf1aQkllre5ws6xWSuauelRAqvw0K1z0e1z0djbZBwPEVnYzUOyxQ9k0EuXLhgsteUe4DCeo8gy8UmZITc6+rq1rT65Q04s/VGwEr0krlQ6JATg+Uq+77kk99dCyt1JOSLaCLFk0NhHhsIUuvzoqFgtVhIqBqzoSQum8AudONaVVWEECiKwuRijIcv+5FINE0nwfA6LCjpVBToTHSBSApVwgsji4zOR2lNe9Hj8SW+0jXL4S3F8ctnw2q1YrPZ2LNnD1JKIpHINTzOhbYDwfrRS2YjMwUlpSQajeL3+3OmoDKf04VOKPv2t7/N7Oxst8yYaAQghPhj4B+BRinlnNBv4oeB1wAR4O1SytN5n0++HywW+QisMWihra0t797B1ZT6zMyMmV8qdExh5pqpVIpz587h8/k4fPhw3p6QoWT37t1rWmlut9us+HM6neYkkT179phK2AhNCyF4tC/AxGKct+5u4PL0Eq/e38iXz0zS4nNcMyLQGCdotBAZcFiVnH2+oTS1pAG33cJsOEFzczM7msa5MBmmurGNWGSRyclJhNBnmZartaGUsPNa6xoPgVx9k/Pz80xOTi6z+uvq6q4puInH43m3v2yksG40su9RLnrJXDCGnBQ6/1pVVfOhWY52JCkl/f39K3Yk5IPAUoJvnZ1gNGLF47CRiiyyENNQ3U5SihUaPNy9q5HxkQGqq6vNSFfvbIQvn57EYbWwu7WKKoeFvtklbt1Wi92qsBBJ4nFYmA0lONBWhVURRBIqmVfcZhHXyHS5IITA4/Hg8Xjo7Oy8ph3I5XKZXuVa13495DmfNk0jBdXR0XFNCsqY3e1yuUz2sHzw9re/nfe85z0cO3Ys+/c6gFcCIxkvvxqdVGMncDPwkfT/88KGhJ1XE1iDmaZQy3YlL9Vo/zl+/HhRY8iMm760tMS5c+cK8pwB0/oFzJCOlBL/QpB/+eEV+mf7qbJq7K+D15/cZQ6sz/aK7z01RovPTrNXf2D8oGcOgAbvtQ+Q/3piGIBvdM9xrKYKQwM4bEruPt9YCo/jqgJ32y1E0wr8tm21XJgM88jgEm+9eYu+jsOBxWJhfHycnp6ekhv+18tSXq3gKrtC1LD6e3p6TB5qw2ouxFLeSGG93lgrimVMAdI0La/o1Uprq6rKhQsXsFgsRbcjqapKNBolmUwW3ZEwG4zxza5JuieCIEDaHFhcbmpdGjV2jSZ7im3qKD3nhqirq2Pnzp3Y7HaeG5znmcEAobiKlHB6eIFjHT5Aw24R/M4dm/niC5PMRxIc31zDzx5qYSmuy2QipRGOJrHbLATjGnfs2Zh2t8x2IEM+AoGAKR+rTTdaj0hWoemu7BSUUbj12c9+lq9+9av09/cTCAT4+Z//+VWfWXfccQdDQ0O53voQ8F7gGxmvvQH47zTZxjNCiBohRKuUcjKfY75uYWdDUQYCgTUrF3Mhe93MgdnFCpuh0I2HciGVmZl5XZERVgKYW0rw61/ooW82wp4GO72zKk9OwicuXmZ3bR8n2l3cs6eZw9vbcDqd9EwFeX4kyO/ftRl/JIlFwJdOT9JUZSeSWH4tT48u8rlTekW0RQj+/ukg+/dG6ah14bJacnI7LyVUqjI9X5uFSFpJv/ZAEx/70SiP9Pp5683tSCnNcI+huDL7cKWUBY8VXM/h2/msm231Z44TvHDhAu973/tQVZWLFy+uOfJyI4X1emO162BEr1pbW4sacmLInrGOwaBVDIw1rFYre/bsKWqN82OL3P/cCIFICo/dglUR2BwKPqeFlAq376jnUIuTngvnaWvTPa/TZ89xejrFmYCC3e5AsVhIIZBIJoNxfC4rVXaBx27hD+/ebIanFyJJvtM9QyylsrPJQ+/MErVuuLnNwesPlE7JWygy5aOjo+Oa6UZOp9M0vl0u17rUhZTa42sUbv3Jn/wJly9f5vWvfz2Dg4NFHacQ4g3AuJTyXNb3NwGjGf82JhptvPLNhVzKN5MB69ixYyUpSrjaP1jswGwDQgjm5+fzamXIxGqKt2cqzO98oYvpUNz87Dtu3Uyzz8GQP8pjfX4+27XEZ7sGaHYPcqjRSiCp992+8Xg7/+/BK1gUgd2qcLLTx5MDCySTSRRFIRRX+bOv99DgtTMTSvDu2zfxH4+P8uuf7+KzbzuEw6bknGoUiqWW8Te77RZTqW+td2NVBBenwubxZl+j1Rr+8/GK14s1q1ilnj1O8L3vfS//+I//yN/8zd/wile8gt/6rd8qaL31EtaNRr73yDBWC+kCyIbFYmF+fp6RkZGS1pmfn+fixYvs27ePS5cuFfz9lKrx3FCAH/bMYlUEPqeFSEJDVQRJVcNltfCaA01sq5L0XDjPgQMHqKqqIhRL8cycjXFtgSpHnEQ8QjCWRHXaSAo7nbVOXn2gjTqvzYxwaZrG4GyYL5yeZCGqsrvZw/HNNbTVOLltWx3q3BA2S/mM1GLrGLKnGxlRo97eXhKJBLFYjPn5+VVn/haKcrLVRaNRXvKSl/Arv/IrBX9XCOEG/gI9ilVWlF35ZlcMW61W4vG4+W+j6rDQcG42DOVrzAcupX8Q9Js9NjZGPB7nlltuyXsTraZ4H+ud4/e/3I3VInjDdhtuj5eu2RT/+bgeJm6ucnDHzjreenM7kYTKs4PzPDo4T0JNogh492efZnwJEqrk9+/eTDyl8e0LcyQ0sKPxvu/2MRtO8Lt3dPKhR4fZ3ejmz2/18fdPh/mNz5+nzmsjlrPgSmVz3dWN7bJbiKc0UprEqgg6a50M+KOMzkeB1R/C2eHcfGjw1svzLVefb21tLfv37+cTn/hEwd9dT2G90WDwt8/NzRUVvcpcZ2lpicXFxZLoJsfGxhgbG1u2RiGGXlLV+E7XJD/q9zMfSWJVFBQhcNgETpuF7dUeXrO/CXtikStX9I4Mp9NJKJbiq2cm6J4MEU1oqNKKxVlFjRMcFo2tVZKbHHOM9S0SSysxt9vN5akQ3zo/y2IsBRK6x0MgJRaLQiSexJ5DWSZVjfGFGElV0lRlz4vgw0C5jN7MXKuqqpw6dWrZ9DLDkC1lelm5edpLaDXaDmwFDEO6HTgthDhJiRPKNtTznZycZHBwsCwjyBRFYWlpiaGhoZLnAxsTidxuN16vtyDFaxRKZSpeKSWf/NEIH3p4gGqXlWA0xdevaNS6w9y+o46fP9KKqklODS3w3e4Zvnx6EptFcKSjGqdVIaGq7G3xMr2UZDaiGy73PzNIo0dXLMNzYa4Ekjx02c/v37WFWo9+G52KytZqhX//xX2864sXmA0naKu+9oEYiqeuKbgCfdRgldPKyS01DPijPNYX4Jb6/AU2X6/Y8NzLjXKOILsRhfVGgbHvjSEnxfbdAmZ4P5lMsnv37qIUr6ZpXL58mXg8zokTJ0wDrBBym0A4ztfOjHNqZIE6lw2XzYLNqqAIvc2owWvnDYdaiM6Ns7i0xLFjx7BYLAzMLXHvs2MM+iPUuGwoAtxOK1ZF4LBZONpRzcv3NuKyWYjFYszNzdHb28sL40u8MKcQ0aw4HXYsisBttzC+EKel2kGT18pcILWsGyKpanyne4bxhRhCgM2i8IaDzTRV5R+hK3fEyWKxYLVa2bVrF0DOCuT6+npqamoKMozLSZhTivKVUp4HzHJ9IcQQcDxdQPlN4D1CiC+g124sFpJC2rCCq0uXLhGLxUoeQQZX+WE1TSs6bG0gFArR1dXFrl27sFgsTE9P5/U9KaVZSJb5+0lV4/3f6+NLL0xgUWB7lcbLb+3E7XLy3PAij/X5+WbXNBYhONpZzW+8dDP1HjunRxb41vlpUppu7UYSGk1VdiaDcTprnTRVOTg9ugjA2z53nqQG7T4LL9/m5slRXUHPTYxwZP9uPB4P//xzu3n3ly8xHIgSiiaocl01TsKxlEktCXrOV/9NXfm+dHsdX3hhkh9cnuUlt3iLFtiVvOLJyUmzFauc5PDlEthSuGDXU1g3GrnuiaIohEIhuru7zSEnxcJgi2tra8PhcBQVFjWIM+rr69mzZ09Orva1ng9zoTifPzXCTCiGqsJcJIkiIanpfMy3bavn1fsbGL5yGZfLxcGDBwHongjy9XOTIKHKYSWhqmgSUnF9tvar9jXx0h31WNKEOE6nk6bWNi4G7fTEZ3C7ksTDMSKhRRAKMbsdV62XV+5vJjo3isPhwOl06jnXpThfPzfNqZEg2xvcbGv0EImneGpgnp85lF8Ecb3SPZlwuVwm+5+qqiwuLuL3+xkYGDBnetfX169ZBV9OzzcWi+Vt1L35zW/m0UcfBdgt0hONpJSfXOHj30XvXLiC3r3wjkKOa93DzpqmMTk5yebNm68RjmKQOTA7EomUdIOM/r9Dhw7h9XqZn59f8wGwWpg5GEvy2/d1cXYsyG2dHhQ1zqUFwQd/OIIADrX7eOvN7bT5nAz5Izx2xc+/PDwA6PN0lfRabzjYzNhCjBdGdGU7GYyzp6WKd92+mf94XOc/larGWFDl9Z+6SE3a8JXuWjweD06nkzt2NXG8c4Lnhhd5z5cu8G+/uBenVUGVgoQqc3q+kXRx1k1teoVl90SYlOoui8BmesVGz7PD4VjmFRczySgT12MKykYK640Ag7jm0KFDJQ2eyMzN1tbW0t/fX/CgFKOXf8eOHTl7ifOZbHR+bIEvvTDOldklfE4rEonPbiOhabRUOblpUxV3bKvm8oUu2tra2LRpE1JKHu2b44c9foYDEZw2BalJvA4bSVVje5OHl+9p4OCm5RSwKU3j2+enOT2ywFw4idUiwOakyu0mnkixt8HC0ZolRrufw+v1smPHDux2OwuRBJ94epyB2SWCsRT9c0tEkyl2NXkJx1buJJkOxlmI6i1N7TXFh4CLhcViWVaBbMz0NgYqGB0GtbW11xjN5RySAuS91v3332/8mTOeL6XckvG3BN5d7DGtq+c7Pz/P5cuX8Xq9bNu2reT1jMIOY2D28PBwUeusNJFoLeKO1RTvSCDK73yhiyF/BIAfjSxxU1sVbzpeT3uti5FAhMevBPj3R4cAaPE5uGNnPQc3+fjKmUkc1qvFUd+/NEuVw4pFgCphb4uXc2NBHrw0C0A0qdFSpc/f3dPoYGxR93x//7tT1D48zcEGC7dtq6HVa8Vjt3BmLMR7v9HHh35uD6GYPozCZdMfpIqiLAs7A9R57NS5rQQiKXr9CVqay9/Dl02DV46RaddD+W6ksF5PGENOEokEJ06cKFrxSikZHR1lYmLiGurKQpRvPr38YpXJRqomeW4owP+cHsdjt6QnfClINKLJFEkNbttRy02Ndi6eP8euXbuoq6sjmlT5/sUZHrgwQ73bisumUOWwspRQcdoVvIqF1x9sZkfj8v0TWErwhefHebI/QJ3HhtUCNW4b4WiSpioHbTXV/OxNjQz1XqS5YztOp5PJyUkef+Ei3xmRnJ/VozpSSpYSGlKTzIWTLESTvDC6wGv3N3LXznoURUFRFLonQvygZ1a/BhJObK7m5s7iZ2WXA5kzvY2+XL/fz+DgIDabbdmYwXIVXN3IZDnronwzBWz//v1FK8nM9fIlVF8LRq7K4XBc05K0mqW8muJ9YWSB37m/i0hC5bZNNk52VhG3+XjiSoD/eGwICTRV2blzZz1vPr6JWFLj6YEAXzs7SVKVCAG7mrycGw/yU3sbSKiSh3v95vqzoQRvONhMSpN86ulRBDAVSgAwvpjA53ZgtWj8zp1beG54gR/1B3hsbE7PV0m4pd3Ojwbm+bNv9vJHL9dn6PqcNp2vVlWxK/o5h2NJU4Edaq/mkV4/Z6fi3Ll/fQcr5JMrzscrLqfyLWXqzo8LjD0ej8fp6uoy70GxD3CjD1hKuSw3C9cS3KwEo8jL7/ev2cu/kjGtaZJvnpvgmYEAY/MxnZZVAEiiSY2jHdX81P4m6pQYly9d5KabbsLj8RBLqXzhuXEG/UvEUxoz4SSqJokkVJYSKofbffzckbZrcrCz4TifeWokTW5j0UcJqpJwLEkkqbG7uYqX7/TRf+k8O3bsMKuKg8LD05clk5EgFkXFLlIkNEkwqhFPpXA7bGytdyOR3PvcJNVOKwc3VfHc0AKfe26SGo+N3c1e3DYLz48ssrPeccNQpmb35cZiMfx+P/39/cRiMex2OzabrWyppBvlvDNRduWraRrnz59HURROnDhhsjcVi9UGZheKtSYSrWQpr1RYBfC1s5P87bd7qHPbqHNInhxL8sRYgEZvmDt31vNLx9tIpDSeGpg3i6vsFkGt20ZSlRxq97GvpYpvdk0B8L1Lc9gtAq9D4U3HNvGJp0bxOq188qkR1LRdIIF7NjvZWW9nJObgwZ45VE3ywQevcKyzmt+6Xc8jf/H5cbomQjw1pivqh3v9dI0GALCgYbPZkFLiS+eDl+J6gUcqleLIpioe6fVzejK+4VONiqmgNlCOY41EIjfk/M/rgewhJxcuXMiL5SobsViMc+fO0dLSkrMPOB/lm/ksyKfWI5cxHVhK8D8vjPHw5Tmaquw4rQpVLhvheIpmnwOrovBzh1uR4TlGZmc5evQodrudicUY9z47yunRRbx23QN12yxEkyot1Q7aql28+cSmZekcgIHZJe5/fpyzo4tYFEDosq8IwaYaF4fbfby000XPpW72799vdmx0jS/y9bNTjASihJMaQrGgWBWsQmIVEp9N4pBR4hENp9OBw6pwfipKOAmP9s6T0DSC0RTPDS1wYnM1SI1oIpVTPpKqxthCDCmhtdqBy5a/siuXZ+l0Opd5xYODgywuLnL69GmsVqtZQe12F5YGWy82vXKg7Mr3ypUr1NXVLVNuxSpfo1l+rfF9+SCfiUQrsWblKqzSpOTfHhnkv57UvfpYIsnNO+r4rZ1NJFXJ0wPzfO/iDP+T5mM+uaWG37t7K06bwkceH2YqqIeKz40FCcVSRBMqJzbX4LYpPHYlQEqTfOIpvSW0xecgkdIYDkRN+rmHh2M8NhLjSEc1DR4b1S4bt++o4/ErAf75h3oe2ee8enuNB83IfAyAv/1uP18+NcjNnV52t+nWZxILdrsdVVXZ36qHzQYWUiwsJfB4rnLWlopCCj/W8oozB4mXCzfqCLKNRjwe5/Lly8toIouZbGTkd/fu3bsiwb3FYiGRSKy4hmE4F0K+kW1Mz4VifOpHI8xH4tgsglBMRQJLsSSRpEpbtc425R8fRNM0jhw5gqIoXJ4O86mnRrAIcNsUHDYLyXiKlKaHgPc0V/G6g8147FflTUrJmdFFPvbkMPGUymQwhtWiVyy7bHof/+3batESEb7x1AB3HNMVr6pJnuz38/EnhnHZLVgUQaPXzvhCDJdVIWWBzloXWxvc9M2EcTsEsVgc/2KM5y6H+V7CgtNuQ0XgsOoe9vhCnKYqGy5FZRGW8U/HkipfOj3JdDAOAqqdNn7pWGveLUzrUcSlKAoulwuHw0F7ezuxWIxAIMDAwADRaBSfz0d9fb3Jmb8aotHoDTuXu+zKd9euXcs2fL7hpGzkS6iez80fHx9nZGRkzYlE2ZayUeaf7e1Gkyp/+rWL/KBnjsOtbm6qSTKpVvFI/yLfuhjAblG4eWsNv3fXNuo8Ns5PhHisb45/+P4Vc407d9bzugNNzIQTfPH5CTTgueEFABq9dt5z5xaeH1nkW+eneXZwnkTa7a2yQzgB//CGPQzMRXjsSoDpUILpUIKl9FjANx9r48n+AI/2XQ1dB6Mp9m+rxWmz0DuzxJ7WKsaDCT7yfBAIAnDvE5dRogvcumcTBztqEehe9kV/itYGzbzWxlSmYhVxKeHh1bzipaUlBgYGSq6gvlGHb280HA4HJ0+eXHYdC1W+IyMjTExM5CV7K+Vnixnlmb3mhYkg950a4dJkGLfDChIsiiCV0thS72Fbg5ufPdjE5UsXqK2tNUcOPjMQ4Dvd0wzOLeGwWUipEkmKlCpp8Tn5haN13LNbH3zQNx3m9OgikYRKYCnB4FwEfzjBVCiOEKCgR7fHF2L8+au289yVSfqmgjTU19H/7BRvOi7on4vw7MA8iiKwKoKUphdEVjmtCCE41uHjLSfbqXLaeP8DvfijKTRpQ9gFisOKS4sjk1EicQ0lZSWJlRq3j9ftq2dk4DLbt283U2iBcIx7n5uge3KJHU0e2qudzIQSPDO4wKv25TfMYb2oYjOfEU6nk7a2Ntra2tA0jcXFRQKBAMPDw2ZR10pjRAuhit1olF35ZgtRoQ9AKSUjIyNMTU2t2XBv/NZKOQEpJZcvXyYajeY1kciwlFfL786G4rz7C110T4axKXB2MsKlWYWXbBX8/t3bqHXbOD8e5JE+P09c6QNgd7OHw5t8zIbipFTJtkaPnpft81PtspJIaWypc1HrsXF2NEg8pfG33+k1vdyEKrFb4PY2ha6AQjCR4s++0UNbtZO7dtUzEoiwr6UKm1Xhiy9MoGrXhoKE0L3sQEQvuLo0FeZtN7ezo9HLkD/Cfz05zNmZFGe+O473oQn21UpqHLAQh1MjIV59U+uy66JpmlmwZfyXL8oVCsr2ik+dOoXX683pFRdSQX0jC+xGInvvg06ak0/YOZPnOTu/mwsrKfV8DedcUBQFVdN4dsDPZ54exuew4bIruGz6/GqXzUI0qXHzlhpu7vTS3XWWLVu20NzcTCyp8sCFGe5/bowatw27VcFrtxBOqLT4nCwlVF57UxNHOmromQrx9bOTnBkL0uCxMRGMMxOK01rtJBxPIaXEblHwOq0oCJp8diYmphiYDXN4RztCCBajCf7xB/0kUhKJHlmTCYnVImjwOji4ycc7bu2k1n11H7/vp/fwwsgCj/bOMRKIMh/T0LCiWK04LRKnDY7UKRy2TXGle4TOzk6qqqpwOBwEowk+9/wkfTNLxFMqFydDxBMpmqocLEZXjkCEYin8Swk8dguNVY51C+uqqppzEIaiKNTW1ppGWDwex+/3m+NEs73iYiYaNTU10d3dDYAQ4v8BPw0kgH7gHVLKhfR7fw78Gvoc19+TUn6/kHNc9z7fQmA03Ash8iJUNwQ2l2Ank0lzlmi+E4kMZb4aVeRv33+OmVCCHbVW7trsZOeWDronQzzaO8djaU9zd7OXn9rbyO4WL5OLcb5+bpKvd+n9wz6nlR2NHn7l5CYEgm+cm+LU8AJDgShDgSitPge/fHITrVVO/uHBPvxLurJMqHApaGNvq4fZKwF+7dZOBuYifO3sJNGkxunRRSS6ZV3ttLIY0zlpjYlHmoRAJEm924o/kiKpSj799CiahBqXvg3cdoVoUmNrjZVLCyqhhG5Efe3sJJbYAvfsaeL4Tp1/2rhGRk7feHDm4xWvh7VseOXlqKA2ZgFXcG3rYD6er5HfbW5uZvPmzQXJngHDcI7FYgWN8sw+9gcuzPLCRJTJYIKANWVOD4okVLY3WvmVmzexs1pwqbuLffv2UV1dTVLV+MLz4/TNLGGzKKRUSVLVWEqqxJJ6D++vvqSDPS1VXJld4nPPjjG6EEWTkotTYZq8dmyKBST4XFaWEimiSY1qt2BrnZul8CIOi4+6ujqEEMyF4zw3vIB/KcHmOneaaEfDa9erqLfUOfnlkx3LFK9xjU6PLtA/F8HrUBApSKowFYwhEAifg5fuakEsjLFz/17C4TAXLlxgKpTg+2MKQ4saHocNDUGN08rQfAy71cLRjiqSyaQpx4asDgeipnGvScntO+q4uSN/UqJCkG90zOFwLPOKg8Egfr+f4eFhYrEYX/nKV8zBNWvtQ2NIytve9rbMlx8C/lxKmRJCfBD4c+BPhRD7gDcB+4E24AdCiF1SyrzDQjeM8s1suO/s7MzrOyuFqoqdSCSEMHlKq6url92sR3vn+IMvX8DrULi51cpgED5xNgxnL7G72cur9jayq8nLVCjO431+PvnUKKqUuGy6QttU7eDnj7Qy6I/yxJUA3zqvE2247Qpeu4LPZWMhksTrsPJPPxhYdlw/tdnKoZ3tPDsc4qmBeQA+9+wYO5s8VDutRJMJFKHTRIbjKouxFM1VDl5/sInPnRpnV5MHm0Xh9Ogi/ojutThtCnYF/vBl23niyjwP986xlNAQgKZYeOdt7YzOR/nq2SlSEr5wKcoXLg1T5xzhUKOFl26r4e79m2iuvzqVKXOiU2Ze6XpMQcn2ilOpFIFAIC+vuJBWo1wjBdfTWr7esFgsJJPJFd83QsR79uwpKA+fqdSTySTnzp2jpqaGQ4cOFeVZzS8l+OqlEE+ORGmr9eCwCjw2C5GUypZ6N1KTvOVkB+5UkN7eUZMqMrCU4HPP6gVZbruCRREkVYkiFFp9Dhq8Dt55a6fJjX5mdBG33YLbZkFVJQJYSqr4XPpQE5fdwt6WKgKRJC1VdsLBed56opV92zvpfnSQsfkoPdNhQtEU1U4b8ZSu4K2KIGGVvGxPI2863obDutzBmA3F+cgTQ8yG4ihAJK6RUDWmgnEsQrC7xYPPqvGpJwf4pzefwOfRR2hafE188ZF+kjKGIuMkonFimkCqdlCs3L6rgRNba0FqZqGpqqoM+SP8y2MjOKwKOxo9OKwKj18JsKXatm5UsYWuqygKNTU1Zppyfn6ehx56iMcff5xDhw7xD//wD7z2ta9d8fu5hqRIKR/M+OczwC+k/34D8AUpZRwYFEJcAU4CT+d7vOtCspELq1ke2Q33+SKXFW6MKCyU69lQIDt37jQf0D6fj4aGBr7bH+P/pRXifEQjVOXil443s63Rw9h8lMevBPj002OoUlLtsvLS7fX82asa+dq5aS5OhrBbBOOLcf710SGaquzcuq2GFp+TsYWY2bsbTsSpc9s41O4jFE8yFbwa+vnecIrHJ0c50FrFK/c28O3uGSSSC5Mh8zP1XjvxpIoi4NX7m5gOxvnUU/oxXZwM89oDzfzMoVY++dQwY/MxYkmNGPC+7/aZDDzbfIJbt9fxwmScDz8yuOz6/PSBJg51VPP0wDxPDQR4ZHSOv398jr11Cifa3bxsbzM3bW01vWKjOtyonjbulxHa3+gK6uy+4qWlJebm5nJ6xYV4viuMFFw3a/l6w2LRaRJzYXR0lPHx8aJDxJqmmcQZ27dvp7m5uahjnF+K85HHBvGn7NgsMWbmQzqjmsNGQrNQ5bDw1pMdxAITTAWDHD16FKvVykxaoQUjKbxOCw6LwlJCpanKxmw4yY5GD794bBM1GcVIiZTKUjxFR62Tc2MhLIogHFNprnbQUeMkFFP56YPNHG/3cKH7Ant37KKtVT+vd97SyX88NoiUki0NbiIJFU+6594ooHzdTS3YrVf3dTSp8vzwPP9zepJBfwSHVUHV9OdOPKLhtlnY2eylzp4iGoni9tUQ0xR8QO90iE89NUrP1JJODGJx4HBY0OIpWtyC441J3AuDjI4EaWhooKqqSp9NPB3iv5+bZGIhhttuYS6c4ObOahQgFEuuKMuhWIpIQqXGbcNhLUyRlqPPt7a2lttvvx0hBB/84AeXzRgoEu8Evpj+exO6MjZgDEnJGxvi+a6WmzUKMoohVM/0fGXG8O1Ce4EzC6syH9D+wALv/34f37+yRLsHXt0JKW8Tz49H+bfHhgC9OOr2HfV6ewI6X/NjfX6+032VpjKpSnMsWTSh8lDPHEn1aihPoId8nTaF/zmznG3QYRGkpN5LeCpdkAU6ScBr9zeys8nLvzwyiH8pgZoOAjwzuMCdO+v5haNtfPXsBKdHgjzaN8c30u1M1U4rt++o47vdM2iAmg4rDgQlsYEl7txZz6/e3EEwnuQD37+CJuFb3TM82DPHyS013LWzngcuztJU5SAkFT59Lsynz4Vp9QxwuElf+8597dT4qnLOKk6lUqanXC6ruZB+QCEEXq8Xr9d7jVf8rne9i9nZWb785S/zmte8Zk0FsNHW8kYjO+ycK+eraRqXLl1CVdW88ru5YLFYiEajdHV1rUqcsRZ6poJ8+qlhusZDeOwWPC4nEkEipdLmUai1JbnFM8vQxVm8Xi8HDx40OZr/+5kxXhhZwGlTsCmCiKYSS2ooiuCNR9v4mcMtJgudqkm+dnaS50cW6ZsO47Zbaal2UOW0sKPRg8tmod5r565dDdRYdTrcYzftXVY82lnn4uePtPLAhRlaqx30zSzRP7eE127llfsaeeXeJtMwBhibj/LJp0Z4fngBTepetsduJRzXBzPYrAptNU7cxInHknir64imNHxOK90TQf7xoStYLYqev3ZYkajUuW0kHFZ+/c4tHGyvIZFImGHbcDjMeMLFl3piJKXAoigoiiClSUYWYlQ7rXitGsG0fGemm54dmud7F2fTzzYrbzm5iRZf/s/kchPmWK3WkmiNhRB/CaSAz5d8UGlsiPK1Wq3XPBxXa7jPF0YldfZa5ZhIFIyl+F/fHuLU8BJeu8LYksbHL0FH1RwHGxR+5s4GNJubFyaiPHRplq+encSqCPa1ekmkVBRgV7MXr0OfGGT8l1A1bEmVeEqa+VgJLCU0lhJXLTOrAikN4mkl7bZb2NvsYVezl9H5KE/2z/OdC7NwQfecLULhPXfr/b1PDcybx6QIPd/7yyc2saPRy1998xIS+Hb3TMZ10A2Ajlon2xu9fP3cJPc/P44zLaQpVSWpwc8faeW73TMsRNMsWXYLd+2sZ3ezF/9Sgif7A/xgeIEHBqdxPTLNvjqFl3R6edn+Vna2N2O3201FZXDWFpIrXg2lCGumV3zvvfdy2223MT09zd///d/z4Q9/uKg1M1BWa/l6IzvaFI/HOXfuHE1NTXnnd7MhpWR8fJxwOMztt99eFL2olJIXhuf5yOODeB0W3DYFp9GH67UxsyS5Y28bL99VS++lbjOt8OyzzzIYsfPtwRR2m51atw1V03O8Wxs8RBIqv3C4jVu315mKF+Ds2CLPDy+wrcFNm8/JxakQm2ocvPPWXTR6ryoZv9/PhQt9HDp0KGfLy4E2H8+PLDC+EMfrsHKkvZq3nGxna8PyIiEpJfc9N44mJS67BZdNYXQ+SjCWJKVJWqo9/NKxNgaGhvluX4yqKh+RpMbbb+mgezzIl05PEIgkiac0QrEUgYiCx2bBaXPx23d0cKBNjxLa7XZaW1tpbW3lmQE/P3hqGFVNoSZTxDVIpaxIYSGhwc8ebGRm7Arbtm1bZlg/PxLkM6cmaPU5aK12Eoyl+NLpCX7vrq15389y8rSX2rkghHg78DrgZfKqJVrykJQNUb7GcAVDqNZquC9k3Xg8zvPPP1+w8GfmKI0Hv4GRQJR33X+OQX+Utiord3bYuP2m7Qym5+9+b2iB7wzOUWUX3FQveOchL20NtTw6HOH7F2fRpM7VPDAXwZJuGbCk/7MqAqfNSkrTvYc3HmllKaHynQsz1Lqs/OJOC6851M6M6uE37+viw794gEhC5amBAE8NzPPCqN4WZOSSDQgBH35kEIdV4eZ0T3Gtx8YPL83xwMUZPvL4VZaxWreNYCzFJp+NUCxJMKEbACPzMWrddv7kFTuoclo4Mxrkm11TRJL6fvvW+WlCsRSH2n28bHcDTw3M89/PjpHSJFUOK7dtr+Mvf2oXDqvg9Ogij/f5+Y/ng/zH80E2V/VyU4PgcJONn77toBmezvaKM+9HIcq0XFywQgisVit/+qd/WnJofD2s5euNTOVbbH43E6qqcuHCBTNHXyyv97e6pnjw0jRjCzEcVgWHVR/LF01pOOwufuPIZm7e5KK7+xw7d+6kvr4eKSUPXZzhuZFJwrEY2lIMTYLbaSeq6lGqNx1r47Ydy88tllQ5NTRPKJ4imlTxOKzsafHic9qWKd6JiQkzDL/SebntFt5xSydXZpZQNUlnnYs6z7WfjaU0grEkjVUORHrSUr3HTpPPgUUI3vGSDuKzQxxs9XDPsb0sxlJUu6w8M7DAx58cJpFSWYiliKX526NJlaCS4o6d9Wytv9YoePDSDPedGmc2nEARNhS7DZ8FNFWlza3xyoZF5gb8bN26lYaGBjMK+XDPLF8+PcHEQgx/OIF/Kc7+1iomgwmSqrbifOKkqo80dVoVMzVVDnkutW1QCPFTwHuBO6WUkYy3vgncJ4T4Z/QU0k7gVCFrb0jOt9wCayCZTJq9wAYlWz7IZKzKVrzPDy/wrvu7EEJyR4ed0ZDk/otR7r/YTWedi7t3NfD2W9oJxVWeuBLg8T4/T00GUUQQTYLHCr98pJ6X7W9nz6Ya7Dk220I0ySs+/DTHOqt5YiDAdDDO2060cptvnr27d9LQ0MAzz+gEG8c6q6nz6OPMpJT0zizxo/4AD1+eM6ccAWyudbKlwUNK1eidWeLxKzqT1fYGXbBeu7+JzfUu/vPxYSbSXNDzkSRHOmv40cACbdUOJhbjnBsPcm5cV/AH2qq4ZWstD/XMAXoOR6C3LA37o7x0Rx1/+9pdWBTB88OLPH7Fz/cuziCAmzb5+LnDrTzZH+D8RIgUFr4zmOLbg3H+9czzHKhXuHWrj5ft30RHc70pvJmDxo09Y1jAqwljOYdvl4M4YL2s5esNI4o1NjbG6OjoMgKOQmEY4a2trWzatInnnnuu4DUWIwm++PwYXzs3SXOVA4/NgtWiDw/Z0eAhnpK845ZOmu0Juru7OXDgAF6vl0hC5b7nxvhW1xQSqPK4iCVVNE1S7wahJrm7PkSj5md+XqG6utokpfj4j4bpGgsy7I8wFYxxrLOGpYTKvlY9VG5wx4dCIY4ePbrmvnTZLNy0afX6FKdVodZtJxJXOdBaRdd4kGhSo95j520n2giO99HQ0GAWq85HUnzg+1foGg+iAE6rXuVttwiWEioWIXBaLZyfCPFfTw7zh/ds0+lmNcmDl2b4/Klx7BawWxW9JSuh4rRbaav28psvaWV6sIf29m1EIhGeffZZHE4nfUtO7ju/iNtuw2JR8DotTIeSVLtiNHvtoKmoyGWGtT6kIsAPe2bRgP0tXn7haFtZw86Njfn1LBtDUubm5jCGpKDXaziAh9LPhGeklL8tpbwghPgScBHdwH53obUbGxp2NoZdF1OQkY3p6Wn8fj/btm0rWvFmh5q/cW6Kv/rmJTSpW5ZTUcHrDm9if5uXsfkYj/b6ue+5MT77zCg+p5U7dtbzV6/eyXNDC3z5zCRum0JSk3z8OT8ff86PRUBHtY29rT4ObKphd4uXPc1ePvmjEZYSKi+MLLK13s1//eJulPnhZfRyA/4I1S4rte6rxR1CCHY3e9nd7OWdt3YST6n83Xd7+crZKapcNh7p1XPJAtjV5KHGZTNDxN+5MIM1nT/aXGPjFe2CWaWGJ/v16mlDIVe7LISiKq850MT4QowfpBUvgMOq8Lev2YVEz+k8cSXAt9NV24c7fLz15Cbaa106+Uevn488oXvbLqtgT4ONd9+9HVXqOekn+/089dQ8//z0PDuqBcfanNyzp4ljO5a3MmVXUK/kFZdLWMtBl7ee1vJGIxd958LCAgAnT54s2uBZXFyku7vbNMKNSFQhCMeS/Puj/UwH4yhCsBBNoqAPEogmVaxWhd+8vQN7bJ6BsSnTA12IJvnM0yP0TIXxOCxppqoUjV4HM6E4TTU+fv2lm+mocRAIBJicnKSnpwfh8PDIOJyZirOr2YtFEYzOR3lhZIFX7W3iZbsbzfy3xWLh0KFDhOIpZgIxqhxWmgvIeWZDCMEvn9jE554dI5qU7G728oo9jRzZ5OHyxW7a29tpbW0F9Eroj/9omKnFOHaLQjShspTQDWc13XNc77GTUDXqvXZ6p8NEEipuu4VvnJvigQsz+Jfi2BSFhKZ3QMSSGie2ePnlww1MDl5eNpNd0zS+cWaU7/VOsbQUJRmPEdcUhLShSoHdYuFNJ9rN4RkGRwDAEwOLfOnMJJ01LnwuK92TYap7ZmkrU9i5kD7fjCEpoBvGACtNKENK+X7g/cUe24YVXPX392Oz2YrO7xqQUtLf38/CwgLt7e0FhakyC6tWoopsr7bz+s0S1VPPs6MR/v3RQSQ6xeM9uxv4pWM6V/MTaZKMb5/XC6tq3TZ+9SXt3LmzAYuA3pklLk4G6R6b55nBAA9c8l9zPO+4pYM3H6hifGSIg4cPLzNIBmaX2N5wLWNLJhxWC1VOGy6bwufefpRYUuXcWJBTQ/M8O7TA6dFFcz4wYP49vJDkM0HBsc4E77ylA5fdwt890IcmYTGqK7pvd89w67ZadjZ56J1Zwm4RxFMaf/HNHqyK4MTmGn7zpZ00+xxcnlrisSt+PvSwXiHd6nOYRB+3d9jRhIVnJxL8cPAyNovgeGcNv/XSzTRW6UUmj/XNcf/FJe6/OIzPPsLxZgsv3V7L3fs20VRfs6yVKVMhZ7YylStHVCgdXa6RgqyjtXw9YQxYEEIU3QIEejh2eHh4mddc6Fo9U0E+9sQQZ0cX8TqsOK264ZvUNLbXemircfKuOzYzPjRAJJEwPdDJxRgffXyIF0YW0aTEaVNQpSSRkqQ0jTt3NvDbt2/Gk+ZobmxspLGxkVAsyT9+/zI9k4vMhBLMh5bY0+TheLsPi83Cr922GampnDvXRW1tLZs3b2ZgLsInfjRMSpNoEl65t5FX7bt29GG+aK128ocv20YwltInkaX0WcaZwxhA78dNaRp1Ht34rvPYCMcFVkWfnKZqknhKw+ey4rQpxJIampTce2qMzz83htdhRRECj8OCSAiaqxy0VDt525F6xgZ7l+Wv9cKzKT7z7CRSgtXhwmoFUioeS4o6u8Zr2xMQXUS663E4HKb8frd7mi+enmQ2nGQmGGdfi5cal43+2QgtVeXzfG/Unv11DzvH43Gmp6epq6vjwIEDJYXzjIlETqeTo0ePMjo6mvcklJUKqzKpIqscCmOLCf6zC3Y3h7h7VwO/c8cWpkJxHu3189Uzk9z3nD6C7CVba2musjMfSbK/tYqkqvEvDw/yLw8PsqnGyR076rljRx3vvmsbLpuFuVCMF/qn+OdHRxkLpnj3MQ93tMaYGA1w9OjRa9hcBv0R7tq1tke/GEvic+rfddos3Ly1lpu31vK76XM7M7rI189N8czAPHNLevtSW7WDFp+TyWDcbKHyOa0EYylafQ7ednM7//n4sNlTDJj0lm8+3obLZuHRPj8ffLAfgK31bu7YWc9v3tbJ5GKcjz45TCg9Z/TURJKXbKvi9+9up85jo3sixGN9fv7vQ/p3N9e5uHNnPb98vJ2PPDHIbCjBU5MaD4/O8g+Pz7KnVm9levm+ZvZvaV0mvJkkH0bvaakecKHsViuMFFw3a/l6wfBUd+3aRV9fX9GFVb29vUQikaKJM6SUnB1d5N8f7cdl0wuPrBZBPCVp9tmZDsU51O7jDTc10XexG5/Px65duxBCcH4iyH88OshiNEmNy0o4oZJUJR21ekvQPbsa+LkjbabiNdA7HeI/Hx/iwkSIFp8Tn7SiCBheTBCNxznSAH29kkAgwNatW2lt1dngPvvMKE6bPq4wpUm+f3GGA21VbMoxW3d0PsrXz00RiiU50lHNK/Y2Ys2xj21przUcDnP+/HmTGGT5Z3Tvf1ONE/9SgrlwAkUIXn2gma31br55bgr/UoImr52JhRgv293AJ58a4fxYCAsgNYmqSZbiKnFVo6POxZtuqmFssI/Dhw+bXSmqJvnKmQm+2z2tT4aSEEtJbBYFTcKBjgbedecWbFqcubk5zp07B0BtXR1d81buOz2DzSKwWwROm4VL02H2NHvYVF214oCbZ4YW+GHPHBK4a2cdL91etyZhzo1KFbsunq/RnmAIrDGnsRTFG41GOXv2LB0dHeaQhbXm78Lqinc2FOc9XzzP+YkQbVVW7m63cOehHfTOxXikd46PPTmMJvWhBHftauCDP7sPkDx0aY7vXZwhpekhXpdN4dX7m7iprYpBf5THr/j5+rkp7n9+HIdVH6pwx4564inBaDDFe1+xnRO+EMFgEKvVytmzZ2loaKCxsRGPx8NiLIV/KZmzECIbwaheWJELLpuFW7fV8ZItNVy6dIl7uyN843KY5ioHZ9KMWK0+B5vrXYRiKS5MhpkM6v3ImalqY64wwP3PT7C72csr9zayp9nLdJpURA/HS32MIfCyzTZObq5lOGrj8T6/yf61q8nDPbsbeM+dXmbDCZ64EuALz4+byv1wu4/XH2zG57RxdizIY31zfOpcmE+dC9PmHeBQo5U7d9Zzx95NVKdbmRKJBGNjY2zevNlUxisRfKyFcDhcoZbMgBDCpHg0PNW+vr6C10mlUpw7dw6fz5c341w2pJR849wk3+ma4spsxKzGj6VUokkNh9XCO2/p5JW7ajh/vovOzk6TZOf06AL//fQok4sxUqpEKAKHVRBNaITieprljcc2LWvtAV3xfvjhAVSpK775dA+wqkkS0sYvvGQLJ9rsXOw+j8fjYWhoiEAgQEipon82TFuNC5dNbzNUhNALHbPOy7+U4F9+OIAUesHRN7umiKc0fuZQa87rsLCwQE9PDzfddFNOxbK3pYotdS6G/FEaqxxUOaz8zOEWbt9Rj8Nq4acPNvP88CLfPDfJyHyUe0+NEYgkqXPb9RYmRUMIaPY52NtaxZv2exkdHuTIkSNmC6eqSf772VG+e36ahaje6yuQWBSBqgru2qkrXn3YhAOfz8e2bdtIJBJ86dkBvn1hgplQCrtFISUVhNBZ/DwOG0cbJImQ3ZRlKSUWi4VnBue59/lJ2qodWBTBV89O4bJbON5Zs+KeuZGpYtct7JwpsH6/v6gxZAZWIuEwqp1Xwmr53Z6pML9+71mW4kluaXcwupji85fifP7SBXY1ebh7VwO/ffsWZkJxHuvz862uab70wgROq4KuJiTvuXMLKU3ySO8c//iDq17g3bvqecvJTSRVyZP9elHW+7+nP7BsFsEPzo8w2uDk9gM72dFWRbVdMDc3R39/P5FIhGlV3yxb6tfOiy9Gk6tOIDGiBTU1NXh8NnzOGJ9/5zFmw3EeueznBz2zPDM4T0qT2NOFKtGkSuYjSJWwqdrBeDovPLkYMw2Teo+N23fU88cv287HfzTMQiSJyyr44XCSh4dnuGmTj5891ML2Rg9jC1Ee6wvw6TT7V7XLyvHOGnxOK4vRJLdur+fydJj3fVe/Vvtavbx2fxO7mr1MBeM8fiXAQ8MLPDA4hevhKXbXKtza6WG7K8bR/Ttpbm6+huAjU3jzqaC+kYX1emB8fJzZ2dmiPVUonnEuE6Foki+9MMb/nJ7QC6scljRVZIodjR7CCZV33NrBtio4e/Yse/fqPbUJVeNrZyf53DNjpDSNGreNUEzvM6/3OGjyKrztJe3cvLV2WSsRwPcvznDfc2OMzkfx2C0oikAAC9EU+5o9vOFwKwcbLFy+3MORI0fwer1IKXmyZ5zPPD3KRCDG8FyYpio7N22qRgiWVUMb6JtZIpZSaavRPUq7VeFH/YGcytd4TmR6oNmwWxV+86VbuDAZIppU2VznZlPN1c9aFQVFwGI0hUWk+3cFJFIazjRbVyylcai9mtdudzA+OrIsOhdPqXzumTG+eX4Kp1XBatH5shOqXgB2U5uPd92xZdmUJ9AV9gOXAnzmdACH1YbDbsFlhWgihV3G6ayy8OrWGLFFvVDNcOJUVeXR3jk+8uQowViKmWCcg+1VVDmtdE+E1lS+PzFhZyklFy9eJB6PmwK7sLBQNLvIasTqq3m+qyneRy7P8cdfuUBc1YsJIinB227dyq5mL5emwjx8eY6P/2iY/3pymEav4fXu5fJ0mP96YhhN6jmc/3x8iMPt1bzuphb+7JU6z+sjvXP897NjfOrpUWpcNu7cWc9rDjTxyR+N4LFb2O6DmSic6Q5xf/d5AJqrHOxrreJAWzV7W9qYHNW9xNBYL13xSRobG2loaMhJNL4YS7G5LreSNmj6jGrS2VPdNHj1HHmj18Ebj7XxxmNtBGNJHu8L8O3zU2aVdI3LysmttUwH45wdC5qKF/Qe6CPtVfz80TaeHljgBz2zfP2cTuCxxafw6n0N7Ots4vJ0mMf6/CYhSXOVgzt21vELR1vRNHj48hw/vKy3ZgmhV1O/6VgbWxvcDM5FePxKgI/9aARNQp1bV/L/53W7WYqn+NdHB+n2a5yd1Vm+tnZd4khLP3ftauSWPZvwuN05W5nWGgZRmWi0HK2trTQ1NRUdtSqWcS4T8WSKf32kn8G5JeKqxvhiHI9dIalKYikNRQj+6GXbqFeiXL48xOF0/UQsqfL558Z4un8el10QSyosRFI0eG1MBRNomuQ37+jk+OaaZb+XVDW+f1Gv+PU5rTisFgQCRRFUO20kVY03n2yn3R6jr2/AVISalDzVH+CfH5/AYbVxYruPK9Mh5sIJesf9vH6blcXpUWxqwzJ+casikMt+Xy5jtTIwOTnJ2NgYR44cWbPWxW5VONJxNRwdjCWZDsapdtloqnIwFYxjsypElzRsFkGt28FiNKkXZTosvOZAM6/ZamNmaoIjR46YhpcmJZ/80QjPDASIJFQSKS0dAZTEU5Ije6r5jds2XxO6l1InJflu9zRWRT++eEojhUATVm7aUsfPbrcSmZ/B5XLx3HPPUVtbS0NDAxcCks+emsRmUbBb9IrsCxMhttS5cFqWU9lm40aW53XJ+TY3N1NbW2turmJmgOZDrL6S8l2psEpKyX8/O8YHH7xCm08vrApafDwzFuXv0+P+djd7uWd3A++6fQszoRgP9+psVV8+PQGA12HhXbdvZk9LFc+PLPJI7xz/lPZ6t9S7uGdXA29/SQfBWIrH+vw8eGnG7Mfd6tS4dWcTP310KzUuK5emwlycDNE9GeJiejhDphDeP+SgeU5S3TeBRw7Q6LGwq62OvZtbqa/RrbnFaBKf89qHmtHGsXXrVpqa9CKP2XCcRu+1Qutz2njdTc287qZmPvGjYf75hwNsa/TwaK+feEo/9jq3jflI0jy+M2Mhzk/0cqyzWh8sblc43CCYjFr5yDMz8MwMW+pd3LmzgV+7tZNgLMWT/QG+2z3Dl09PYrMIFKE/eN595xaiSY3H+vz8S5rWsrXaoY9HPN5GQpU8NTC/jKVLEXDHJgv37G9jNm7h8b4AX+sN8tXeMaofGudAvcJtW6u5Z18b7TlamVYi+KiEnZfDqFDNxlrtWAbj3MzMTEGMc9nr6mHffs6NLVLvseOyKqgaLCVUdjR5qHPb+aOXbWN+epzx+XnTQ5uPJPjXRwZ5ekCfjV3ltJJK95JqEm7eUsMfvGzbNZ6oqkk+/uQITw0EmFiM4V/Svbp4SiMe19jR4ObXb+vEFQ8wORkwqSkBHro0y9fPThKOpYgpChdjYY5vqcEfSvLWl7RzZJMXv9/P6OgooVCI6upqGhoacFnt2C0Kg7MR3Onq63fcsnxm8cjICHNzcxw+fJhnR4I82utHEYLXHmjiUPvynG82Lk+H+ddHBkilc7k/d7iV9honCVVnv1qMJBBCsLXehUVReN1NTdzcqDE3M82RI0fMQsZwPMVHHx/im+encdsUpERvpRSSlmp98tK779x6TS+vJiX3PTfG50+Nk1Q1NAlaPIUiBFUOG7dvr+aNexwsBua4+eabTX0xPz/Pd8+O8j8XFpiN6gWmKuCyQSgh2ddq5Z7dDcsM6+wI1408m1us0VpRVN9FMplcJrB+v5+5uTl2796d9/eNiUTbt29fUcj9fj+zs7Ps2bNHP9hV8rtJVePvHujjy6cnzPCqzSK4eUst9+xuYGejh66JIA9fnuPM6CKa1Cuc79pVTyCc4MGeOVp8DjRNMhPWBxkc6ajm7l0NHGhLe72X53h2aIGUJql122irdnJhMsTWOidb3En6w1ZGFnQPcnezh7t2NnDXrnpu2uRDEYKleIrvdE/zf77Ty+Y6Fy3VTsYXYnqeKmtMYLUdmqtsXAkkuWVrLf/yiwdMa3Np6f9n77wD5KrL9f8502e2zU7Zmu19k2wSIJCEkF4oIQkJVbkoWK5eFWwo/lBUVEAQAQsWUEERFBJqQkvvCSSkb+99p22dPnPO748zc7LLLklA8F4i73+w2ZnZmfOd57zv+xQvx48fp6ysbMyYfumv9jEjJ4X7r6p8z/c+GIly2W8OYE/U8acbp7H2jwcZDkbwxsgp8UrWqxkKjr2hKk8zsrginYqMJLoH/exs8HCgtZ9wVCJRr+biIgtzi6z4QxEe2tpMMCIfRIAiu4kFJTamZskm9LubPOxr7scfjmLQqLioIJWqrCSePtjFoD+MxSDg8Mm/nG02ML/EyoxJKfjDUfa39LOrycNwIIJagMIUgTXlCSydko3Veopx+e6uGOCVV16htraWe++99z3fo/eoDz9X7cOv932eRVEcF6Swf//+06oW4o5zAJWVlWe9dx/9uJIkUd0zzIObGtCqBRqdXtSCgFatwqRT4fKGWVmVwY0zs+lpa0SlUlFWVoZKJTs//Xp7M50eP1FJ7vqiIkwyG/D4wlxUYOaW2XnjpD9ub4jHd7extd6FPVGHcziETqMiIsqkrCSDltuXFDHQ00o0GqWiokLR/j79didPvdWJOsYS9odFxJhphi1Rz3eXFY8xzxBFkYGBAf62r5UDbcOgUhGUNCwss7F8SiYlaTJgxNUdfr+fyZMn81bbIH/a00aKSYsogTcQ4ZtLiihLnxhgREniG+tOIkDMrU7E5Q1x1+WlvNU6wLZ6F10DAcJRkUKbiWUVaUxO9DE8PMzUqVOVz84bjPCLzU3U9Y3gHA5g0KrxhkRMWgF/WAb0m+fkyizsURUVJda90826w91EohKBcBQJYjffsmpibamewHC/YvUZ/7v3t/Tz09ca0KkFBvwhTGr5BsCsA3uynrsuKyEn3aqYcsTP8mhMW7BgAYcPH/4gSoiP/Dz/2xyuzrbzfT/7oXd7O78X8A76w3xj3Un2t/RTaNFzea5IZUkxb3WMsLXexd2v1gOyqcSiUhu3LiigcyDA5lonzx3qJirJHdq0ScksKrWRlqTnrbYBttad2vUW2kxy1zs7l35fmEd3tijBBx0DATJTUvjsnHSK7Qkc75bvXB/f084fdrdhTdAxv8TK3CILf3urE3uSjn98/nyFxRwVJZwjQboGAnQNBOgeCNDZ76e6ZxBRCrOnuZ+5v9jFgqIUVk6xoR/qHOePK0kSzuHQhJ3v6NJr1HxlfgE/eKWWXU0eeoaCfGZWDl+Ym8urJxw8sKkRf1gcA7zn2VWcX5TO251eHt3RioTseT2/xMp9qyqQgP0t/WxvcPNGtWyHqVEJ3HBBNrMLLLT3yyPmJ/d3EBElkg0a5hZZ+P5lxZh0Gg61D7KlzqmQttKMAkvLbcwsSsM9IttaxpnoBo2KWQWp3LagAGuijkPtgzz3Tje7e9XMLw1x/PhxRFHEarVis8njv/hhDYfDPPHEE5SUlJz2PfpPr9NFeQaDQY4cOfKB3Ovij6tSqXj+cDfPH+6mzePDqFWTEIvXCwQjZKUksHp6JldNtXPixAnsdjs5OTkIgkBt7wi/2d5Mbd8IUVFO7xJi3s4jwSjzSqx8ZX7+uJSgkWCYB95spHvQTyQi0jccwhTreANhkewUI/89N4fellqSkpIoKyuTU9Biphtvtw5g0qoQJYGRYBRbgg6XN0SqScf/zM8f51olArs6guzsijLJZsGsF+gf8XO4uZeZCR6aR+xYrVY6OztRq9WKUmRvs4dEg4bE2I12MBLlYNvAe4KvPywHP2QkyztfjVoV00RHuPq8LJZW2AlHRYw6NWoBOtta8fkCY4DXORzkwS2N7G0eQKcSCIsSEjLImU0GVhZb+PzcvHE7c0mSeGJfO6+e6MMxEoqxtyXUsZzlhWV21pbq8A16mDZt2pibtP3NHh7f244vFCGikd/XoCSg0mgpyEzmc+enMuzuY39LA4mJidhstjE31qIocujQIXp6ej5UA54Ps/4tne/w8DAtLS1UVVWd9vfe735oaGiItrY2pkyZ8p773TaPjy8+dZSugQDFVh0dgyH8EZmhPKfQwqIyK3kWEwfbB9la5+JYzN0pK8VAOCriHAmxuiodjVrFtno3bm8IjUrg/NwUFpXZmZyZSHXvCNvqXLzdJne9WrUcQzY718QsexSnysqORg8d/XIazJSsJBaW2rgg10zvUIDtDW52N7oZjgHa5MxE1s7IYl6JlayU9w6b+P7Ltbx6oo/fXDeFl49282atm0BEIt0kcFl5KtfOzCM/3QzINyCzH9jNd5YW8dnZp49sjIgiq3//NsGISNdAgEeumcLSCrvyODc98Q4NTt+Y30nQq1lekcbMPJnksrfZw54mDyPBKDq1iosKzJSmJfCPt7tBgCyzgQaHF5AnDPNLrFyUbyYiSuxr6Wdngxu3N4xKkNmb7R4foYjI3CwV/aKBYz0+IuKpFKk5hakYdWoOtg2ws8FN54D8XicZ1ATCIr++dgrzSmTpVjgcVqYxw8PD6HQ6jhw5woEDB8jJyeGee+75IDvOc7LzjbPJR9fhw4cpLy8fx8EYGhri+PHjH9i97tChQxSUlPNajZt/HuzCnqSnxe1DqxJAkJn5g4EIX19YSFW6nuqTJygqKsJutyNKEltrXfx2ZwuRqBzl2e+XiVX5ViOBsMjVM7K4fGr6ONe5k91D/HJLM3V9I6SatIQiMts3HJUoTktgcmYSn5+dzcnjx8jKyiI7W+Yr9/tCPLi5ib3N/UhIGDVqQpEoEUkiLVFmCn97STFJhrE9jihJPL6nna11Trr6A2g1KgpsJvItRnoGg/ziqjL63TKxSpIk0tLSsNvtWCwWfrOjhZo+L2mJOgRBoHcowJIyO1efl/Wen9/3XqphOBAh1aQjEI4yFIjw05XlpCXpx/y7+vp6paOPX//b6138ckuTvHKS5PMUjsjnLhQbYX965qRxO+pQVOSpAx3842A3Jq2KwUCERL0GXyhKZoqeiowkrinT4RsaoKqqagzwbq93ce/rDfLKSwBtbCduNWnJTjVy1+VlmGPmQ5IkMTw8jMvlwu2Wb87b29sJh8M89NBDvPTSSxQWFr7va5F/w3n+SMA3EomM6XR9Ph91dXXMmDFj4icZtR+aNm3aWe+HRkZGaGxsZMqUKRMC78G2Ab76z2MMBaKk6AXm5ppYNbMQUYIdDbJFY99wEJUA5+WksKjMxrRJcmze43vaCMT2nSlGWd6yoNSK2ahlb3M/2+pdNMUAqCw9gUWlNioyk7j/zQY6B4LKaFuvUTGnMJWFpVbyrQkc7pD3xEc7h2SpT4qeecVWqruHON4zwvRJybi9YTr6/bHHTmRB7Lnj42mQR2kLH9rLFVPSufvKcvr6+qhvaqVPn8VLxxwc6hhCAKbYVFxWZqYyx8Zn/1HPA2squWLKmaPa3qh28I11JwHY9vU540Z0x1r7uOXpanyjSOz6GInCoFExp8jCvBIrqUYN77QP8kaNk94heeSebzWxtNzG9EkpuL2y3GhPjMChj3Wu84otZCQb2Nfs4Z/vdCsj7/QkLQvL7FyYl0o4KipA7fHJQD19Ugrzii1kmg38cnMTrpEQv7m+ivklE4OBJEm0t7dz6623UlNTQ0lJCT/5yU+YO3fuGd+jd9V/DPgeO3aMwsLCMbu03t5emptl8tEHtZs8cPAdXu7QUOfw0zUQQKdRkWrUMBiIEIyITJ+UzOcuziPXFKWuro4pU6Yo052Xj/Xw0tFeOgcCsfxdeczq8YbISNZz40U5XDk1fdxN1YnuIR7Y1IRGBa0ePypkSZFBq2LQH+GW2TlcVm6mvuak4gkN0D0Y4JebG2lz+wmLEt5ghKgEmck6hoNRFpZauXlO3pj4QZDHpn/a087Lx3qxJGjx+MJo1QKRqOxaVWAzcdv8PI4dO0Z6ejpZWVkMDAzQ53Cw/qiTQ07o80mkmLRkmw2kGLTcsbwEe9J7f2d2Dfh5ZFsLA74QKpWKm2flcFHBqXVUnCSr1WopKSmRx7iSxMbjfTy5vwNvMIIogS8cRZTkzjXVpGFVVQafnZ07ruMFeHx3K1vqXPQMBmOZyCIatUBEhEsr7Kwu1hLyDo4D3j1NHh7d2Uq/N0RUFOX1oEpFWBSZnJnEnZeVknmahiQUCvHYY4/x+9//Hq1Wy/Llyz9oOMq5Ab6hUIhjx45xwQUXjPu3H3Q/BLL29+2336agoAC73T6GDfzS0V7ufLmGjCQdF2dAh1/D4Z6A7Oxi0LCg1MqiUhuWRC37mvrZUueiPtaJqQSZSHD70iIsCTq21bvYXu9mKCDr0mYVmFlUZqfEbuJI19g9McD0dB2XFZvIy81hV5OHbXVuugcDCEBVdjKLymxMz0mmze3nzRone5o9SJIMXgtLbSwstZJrMXKofZDt9S4OdwwRlSSsCVrmlVhZUGKjo9/PLzY38eznz8csDtHX18e0adMU8ke7x8+LR3t44UgPfcMhjBoBf0Ti1guSuOr8HKxW62mlI5IkMfuB3QwHIty7umLMF1dcZ2jIKOIzT50kPVlPz2CQqCSRnWKgyG6i3uGldyiIABSnJdDq9pFi0LBmRhZHOwc52DZIVJIwG7XMK7FwcaEFo04di2R0KVMCWR8JVxWpycvK4FBPgL2jdsGzClK5pNhCerKek93D7Gh0U90zAsj65F9fN/W0ZiWiKCohCr/61a9wOuWx+AfIkv2PAd+TJ0+SnZ2N2Sy7jzU2NjI8PExVVdUHliM1Oka456XD1LrDTDIbcXjDigRmUqqRFIOW7y4vJjzkoru7m6qqKvR6PcOBCH/Y1cYrx3sRBLk76vdHiIoSOal6EvRavrWkiNK08WPZF4728M+DXXT2y2EMOo1AKCIRioqUpSeyZnomF+cYqK6uHgP0rW4f97/ZSE3vcEyiJ49yA5EoVpOW+WU2vjK/YFyHHY5Guff1Rmr7hukakG/69RoVoiThC4tcVpnG52Zl0d5QTV5ennINipJsZvH84V4mJWsZ9vlpdvsps6i5+cJMSnMzSEgY74bnC0X56/4OjnYOkmjQcNX0TM7LScGgHZsud+LECRISEigsLFSA97HdbbxyvA+PN4QkgVoFiToNCLKb37XnZ7FqWuY44A1Govx5bzt/O9Cp/G16jZpwVCQzRU9lZjKfKtcyPDQ0ZrQNsLnWyW+2t+AaCaJSqZBEEa1GjYDcHH13eYmi1nivqqmp4eabb+Yf//gHpaWl1NXVMXny5DNfgOPr3ADfaDTK22+/zaxZs8b8uw8aRzZ6v+v1enE6nbhcLtRqNTa7nedqA/x5/ym/+iKrgWWV6VxcZMHtDbGt3s22eheDfhlM5xTKpKu+ITlMW6dREYqRgdKT9CwsszK/2IpGo2JXg5utdS5lrFmVnUx5RiIbj/chSRJ5yQLNgyLBiJzhO7fYwsJSeXz8dpvc9Z7olnfBWSkGvMEII8EIN12Uw3Awooy21YLABXkyoev8PDMtLh87GlzsavQwFHOPStSr+a+qFCanisyfWTXhXiMqSuxr9nDP6w3ynb0Ac3NNLM4SKbLqFRnTu0eIvlCUi3+xiySDFtdIiKXldn54RSlSYJiGhlNON/881MWPN9Zz8+xJvHhUFtxLEhRYjVw+JZ1Gh5c3a5zKhZSTamRBqZUL88z4wlF2N3rY2ehm0B9Rxvnzii0kG7Tcv6kRXyiqeG2nmuSA8YsLLRi0at5uGwvUZekJzC60sKvBTYvbx6+uncqistMD71133cXIyAi///3v/1U7u3MSfIFxMsHa2lrsdjspKSkcO3aMxMREpWP6INXm9nL3xlqG/GE6PH4kSSRZK+GPCkRRsawyjS/Ny2ewtwOfz8eUKVNQq9UMBcL8cksTjU4vruEgkajsXZyZbKBnOMjkjES+trBw3D40FBV5+WgPfzvQidmko93jR6MGJIGMZB2+sMj3lheTYwjR2tpKVVWVcj7eau3nwc3yGDZBr2bAJ5PRMpINSEhcMyOLVdMzxrlTdQ0EeGBTIwda+0nUqZGQQVUUocBmoiIzia/MyeT48eOUlpZisVgAeQX0+52tbDjuYCQYIdGgYVp2EqGISFaKnk9PScTpdOLz+UhNTcVut5OamopKpeJ3O1t4u20Qe5I8bg6ERH60okzpHEd7AOTn5yuvdX+Lh0e2tqBRSXT0B9GqBUZCUdQCJBk03LqwkEsrx8vPoqLE73a2sKvRQ++gH71Wgz8cJVGnxh8RubTCzspCDWH/8Djg3dPk5sHNjYCA2xtCr1ERikiYjWoyzUbuXlF+2u4eoL6+nptuuomnnnrqjCvOs6iPJ/hGo9ExphqSJLFv3z7mzJmj/L/4fqisrOx9ByO8F7HKMzTCd58/yZ52H6VmgVX5Ej5jOge6ArwzisG8uNzGghIbKgF2vAtME/VqPjMrh0uKLbS4/Gytc7G7ySNHh+nUXFJsZVGZlSyzgbdaBnjhaK8yIrYaBBaVpLJ8Wg7BsMj2Bhfb6t24Rk6B6aIymR29s8HDn/e1K+PUuCZ4fqmFVGW07abRKXfjJTHjj2nZydzzej09Q0HMBhUevzwar8xMZFGpjYVlNsrTE8e8L/2+EEse2cfFRRZyU43841C3DK4FZlaXmchQjxCJRLBardjtdpKTk3mjxsk3153kzzdO42SvLFVI1Kn4r3INtyy/QNEZSpLE7c9X83q1gweuquTeNxoIRUVsCXqa3fJY3mLS8tUFBURFiV2Nbva3DBCKigoDel6xlVSTVokhHD2BuDBDzeoZOQh644RAfUmxhWJ7Io3OEbbWuXmnYxC1AA9dM4Ul5e+dZiJJEj/5yU/o7e3lT3/604dByPiPAd+GhgYMBoPiKpaVNfG+8YwvRpJ4/nA3f9nbTt9wgIxkA8OBsOwmpRLITNIy2QpzbSFEUSQ5OZnJkyej0Whodnl5cLMsQVIJAilG2TwjFBXJSjFQkpbI/7u0ZNy+NSKK/HJzMwda++keDKBVq0jSq/GFRUIRkalZSXxlfj5mcQiHw0FVVZUyUXurRR6J9g4F8YejgECiXs2gP0KqScvNc3K4alrmOFByjQS58+VavIEIHQN+NGoVYoxYOOiPsPa8TK6eYqG1oWZMuIo/HOXJfe28esKBXiPgHAkjCGBJ0GFL0DG/1MqnZspuf6Io0t/fj9PpxOPxUDes5ckTAZKMWvJtCSQbNPQOBfncnFzmFFoUx7H09HTFMRBgb7Obh7c009Evj/01KoGIKBKOSszMM/OdZcUT2mMGI1F+ta2FV473EocUQYCoCPYELbMKLVxdosE3MsyUKVPGAO+2Oie/29VGh8ePVi2TsbRqWcd9Xm4ydywvHWMSMlG1tLRwww038MQTT3Deeeed3QV4+jo3wBdg7969CvjG90PTpk17X5rKM1lFfuUfxzjRM0KCVoU3LKISoNyqYZpV4II8Mx7RyL52L3ua+5Xx8yXFFnqHAhxqH4qBFtT0ymPLQpuJRWU2LimyMBKKsq3ONYZ0NSnVQKvbT6HVwPmWCG1BI+90jihSo9F74j1NHraO2hOrBNn+8XvLizDpNGyPWTAO+iNo1QKzClJZWGqjNC2RE91DbKuXCV3KaDtNyxVlycwoz5eBus7FkVF75IWlNhaV2bggz8zvd7by+11tvPzlCym2JzDoD/OPg1387YBsKzd9UjI3z5rEFIuEO0ZCeqxaos4TZdvXZ6PTathX3crdb7bRNiSyeloG31t+6ottJBjh6scOEgyL/GJNBf/zjxOEo1ECEQlbopbhQJRgRCRJr5FHzEUWdGoVB1r72V7vxjkSQkC2lqzKTubFoz0EIyI5iQJtwxKhUVKlOFAf7hhkxyigzkmVD2dXf4BfrJ3MpZPf28BekiR+/vOf09TUxF//+tcPiwl5zoJvKBQaI984efIkTqeTGTNmjPMVPuvHjIi8eKSLf8QsWNs8PgQE0pL0+EJRBAE+f3EeS0pSqD5xXEk+crvd9AQ0PF0XQqXSMhSMEAyLRGPTFpc3zOVT0vj0zEnjnN8cw0Ee3dHC9gY39kQdjmE5uScqyZKgJL2GH1xewlBfJ4FAgMmTJ8uhHaLEM2938Zd97QTCUVITdAz5wyAIWExaUk1avr6ocEK97cnuIR6ISXS0KkHu6KISEVEiN9XAkvI0Vpcn0NDQQFVVlbIvD4Sj3Pt6A2+3DSh7Yb1G9rBWCwILSm18c0mhoogYXZuq+/jL3jba+/1EovL34OQ0IyFBwzeXlFCZbuLIkSNjkpAA2vv9fPeFakxalfw9JQCSrFzIt5m487LScTvs+Gf56M4WttS5CIWjhKJyV5+gUyMhsbTczmV5AmG/dwzwSpLEgdZ+vv9yLTq1iuFgBEPs/UlP0pFs1PLAmkpSTacfNbe3t3Pdddfx+OOPM3PmzDNee2dZ5xb4zp49m6amJgYHB8fcUZ5Nnckq8ktPH8UxEmJ6up7lBTqmlBayu3mALXUupXvMT9FQZYWL8pIQdYns7QjwZq2LqChf0HOLLSwpt1GRkcThjkG21Lk4GGMw2xN1LCyzsaDEilGr5hebmxQpEUB5moklFWnMKrDQNySbc+xscDMcjCikq0VlNhxDQX67c+xoOy1Jx8JSG/NLrOjUKnbF8nrjHfWUrCSqspN59UQv/rBIUYqK1iF5TxQnNy0slTWyx7uH2VrnYl+zh0BEJEGnJhgRqchI5PEbp4/pBALhKC8c6eXP+9rpGghQZDfx+Tl5zC9JZeHD+1hcYOLqAlG56Zk8tYq/HnLy2O527Ek67llVwawYcaO6Z5gb/nyIGTkpdA/46Yzpma0JWhaX2cg2G2n1yFGDHp/spHNRvpmFpTYmpRo43j3MG9UOGmM3J2Y9LC6zMb88g4gosrepnx0Np4B62qRk5pdYqcxMosnp5fe75DCHX149+bTJMZIk8dBDD3H06FGefvrp93UNnqH+I8C3vb2d1tZWJk2a9EFZpAz7w9z7Rj1vtfbHQg60RERJ9mdWCxTYEvjqgnyKzWoldjCuV3+zxsETe9tocHhRCRJGjYAoCYQlgWyzkcXldv77kvGyl+FAhO+9VI1jKEjnQBCVClL0GnzhKIGwyIJSK19bUIC7oxGDwUBxcTGCIBOFnn6rkw0n+uQA+kAESQJbgpZ+X4Rss4FvLSnivAksDqt7hvjBK3Vo1Sq6B/wy4SgqkW02MhQI86VL8rkgTaCjvW0M0dQ1EuLhrc3sbnJjNmpwj4TQxvbKtiQ95+Wk8PVFheMYxlFRYt3hbn67o4WoCLYEHf2+EMGISKpRxTSbiivzIBoJk5OTQ35+vgKE1T3D3PN6A01OL1q1gC1Bx2Awgi8Y5bLJady2qHBCG9tQVOS+NxrZ1eBiOCiPpgUAQUCnVrGs0s5VhSpCAZ9yMxMvmVzVQovTh1ajkklZKhURUaQyI4m7rigj9z3c++LV1dXFNddcw6OPPjpmsvoh1McTfCcS5u/Zs4eEhAQMBoOikTvbkiRJAfN37+W21Dr59vPVJOrVZJkkGvuj+GP71nklVhaX2cizmDjQ2q8QoyTAalThD4sEInDdtFTUOiPbGjx0DcjEqBkx9vOF+WZa3D621sn7Vl8oKpuHixIzJyVwaXaEQUM6u5oGlM4z22xQwFRCUkbbPTGLxgSdms/OymFusYVWt59t9fJj+8NypubcIkuMdGXiYNsArxzvHQVKAguLzVxaNQkJ2NnoYVu9/NhxUFpYamNOYSr1fSPct6mR4YC8f9eoBC7MN7OozMbCUpuy+4mIIq+fdPL4njbqHV4lB/hX10yhNMGPw+HAarXi8XiIRqO4pUR+9dYAbf1BPn1hNt9cXIRRq+ax3W08tLUZlQCfnjmJKVlJbKlzsaNBdsrKTNFzaWUahTYTzS75PW3zyDcYxXYTXQNBNCpYlA1uKZGDHcMEImIsICKVeSUWMlMMHO0cYkeDW9mdm3RqgmGRB9ZWcukZgPe3v/0te/fu5dlnn31fcZRnUec0+EajUWpqahBFEbPZTDQaHbMnPNvq8Pj47fZmjnUNYdSq5PMmCGSZDfK0w2zgtkWFmAU/TU1NSjcYjER5/nAPf9jVhtmkxR+O4gtFQZKYlKJhyBdidZGGBeXppKelkZSUpHzHvNM+wC82NdHo8mJN0OEPRRWL2EKbiWmTkvnqvFxOHD9OWloaOTmyu5Q3GOH+TY3sbHATCIskGuTrLByVSDKoKbYncudlE49Et9TK56nJ5ZPZ07Gb7UjMeOPGiyZxniVKT08P06ZNU24CR4IR7nyplla3j77hIBqVgCGmNxZFiVXTM/nKvPwJ7Ruffaebde900+8LEY5KREXItRjwhUSWVdi5aWYGJ44dxW63EwwGGRwcJDExkaAumZ/v7ENARe9QAFXs+60sLRGdRsUvr548hqQVL28owq+3tfBGtQODVsVwIKK4W1kSdFxSZOHSHIlw0D8OeLfVO/npqw34w1HUgoAUuzQtJh0ZKQbuWVWObQIf7NHV29vL2rVreeihh1iwYMFZXoFnXecG+Pr9fnbv3k1FRcWY/cKZ6nRj5nhkVzyaLitBYHGZhStm5DHgC7OlzsXWOhdur9xlzSpIZXG5jenZybx60sET+zoIx2a4yXr5rvD8DA0FGVaqBwR2Ng0o4+diu5zEM2NSEg9saqLZ7VfYw/Fs20VlNqZPSla8ofc29yv2bfNKrAz7w+xo9FBkM6FVq6jtkx87bkk5t8iCPyJbLG6rc+GM7YmL7DJQWU0a5mZK9ISNHOr0jhnjLiixkpFi4K1W2fgj3pFrYgkt31xcyJSsJEVe1RLbxcb3xIvK7JSly+P/l4/1cteGOsJRObGpwqbh6pkFLJ+cRqpJp2hkO3sc/PXoAJvbo+SYdfx4RTkPbmmm3uHFYpKj3QwaFYvLbSwtt+MNRXm92sG+ZjnEodBm4tJKO1XZKexp8vD0wS4lAzgtUZYTzSm0oFLJd8jb692KVGlqVhLzS6yUpSfy4OYm2jx+frG2kssmvzdDWZIkHnvsMTZv3sz69evPWs72PuqcBd+RkREOHz6sECMdDgcjIyMUFRW9r8ep7R3mZ6/W0eL2EgiLmHRqtGoVQ4EwSQYNU7OSuWN5MX5PHy6XS5mOSZLEQ1ubebt1gBa3D7VKwKBRoVbJPuN5FhNfmZ/PnAIzLpcLp9PJyMgIqampuMQEfrWnF5VKoMPjRxDkPa1KEBgORrhlTi6rJ1uprzkxxorV4w3xyLZm3mkfQAA8vjASAulJOvxhkarsZL6+qHCc7CUaiw58cHMjCXoNQ/6IAvS5FgPhqMT3lheTGh1gcHCQqVOnKmuPJqeXn71Wz4meYVIMGgWYIhLkWQzML7HxxbnjianhqMijO1p44WgvgbCIXqMiEhURkW/0KzKSuGNxHh2N1WNc7yRJ4kBDL7/Y0kyzJ4RGJceSSshGGsX2BO66vIzSCQw8IqLIT16t5532wdh3VSxOVpKISHD9BVksyxYRw0EmT5485jUfaOnnF5sb8XhDhKKy5aVeqyIYllnmP15RfsaO1+FwsGbNGu6//36WLFnyvq7Ds6yPP/jGE4kAZs2addb7tTNZRf7glTpePtbLRblJTNL5aPQZONbtVTrPJbHuTq0S2FrvYnOtPMaNP0qKUcPdV5YRFZG7s/r4iFhgqlXNjDQVVblWWr1adrUOcXD0vjVdxxXFRkoK89nd1M/WehfNrlOAtrjMzuzCVBxDQTbXuXij2qFoDy8usrCk3E5FRiLHYjKlt2KWlNYELfNjlpMpRg1/2dfB9nq38ncXWg0srUhndmEqQ4EI2+vdbK93KWPc+E1AqknD3a824A3Ku7O4a9T8EiuLymxMMhvY1yJPAo6O6tbnFVvZ1+yhbzjI1y8y0+AKcNAh0erxoxYEZhemcvmUNBaX2UkyaBBFkS0nOvjJm224fHJ3feMMC7cuLqXBHeLlY728dtLBUCCCNUHHiilpzC+10ub28+pJBwfbBpCQJUF6rYrri1VkZGbxVpePPU2ynMioVTGrwMKCEgs5qUaOdsnuYMe65NctAPefQbssSRJPPPEEL7/8Mi+99NJ7psH8i3XOgu/BgwfJyMjAbpcJbHFDg7O1i5UkiU01Dn69rQlfKEqCXoNjWB5l51qMhCISyyvtfOqCLDpaGpEkSbFu7Brw89CWZnY0yCNYtUpgOCivn/IsRhINWu5dWY7tXUzYaDTK4zsbWH/EgcsXxagV0KjVckcoQYk9gesuyGZBQQInTpwYk4vbPRjgRxvqqO0dJhiRwSwuJUrUa7ggz8ydl5aOI3MBPHWggw3H+2jx+NGoQC2oUKnAH4pSYDXxrSVFJAcdRCIR5W8EOSns9vUn8Uei8hQrJndUqyAQlvjSJXlce0H2OPlSKCry573tbDjehySKDPgjIAikGDREJYmpWcl87ZIsuptqx2X/nuge4nsv1hARRbwhETEqEhFF0oyABN++JI2qwkxSUlLGfP8OBcL8YlMTb1Q75KlTRIwRsySyzAYuKbJweY5IKBSisrJyzO++WePgwU0yW1wTyx1WCaBWCVRmJvHjFWWKG9d7lcvlYu3atdx9991cdtllZ3UNfoD6eILv6IzVzs5Opk2bxsmTJ6mqqjqrUd/ZWkUCaAS4qMDM8sp0puckc7RziM21LvY2ewhHJSwmLQvLbCwssbC3uZ+nD3Zj1KqUsIMiu4nFZXbmF1vwh6NsqXOPMd+osGqYlAB7uiNEJIGCFDXNA1GCMRKQDGh2clMN7G+R9cJxQMtKkZNOeoeCrJ2WgcmgYVuMWT1a8zurwExHf4CtdS52NroZCUaVizk/1cA1RSLhhHT2tg5zqF3Wx8bTlhaUWDHpVexulI0/4jcBapXA2umZrJiSjscny6t2NLgZ8IcVT+uFpTaqspOo6R2R9cZNHiTAoBG4MEvPqgsKubjIQtdggNdOOHj1pCPGEBWYVyynNc0rtnLfG42sP9KjGIuYNDA9TcOiklTmT86m2hnmleN9bK93E4ndUa+sSictUcePNtYTFWUCisQpt6u5RfGut18Zq4O8/7640MLuJlnPe99VFVw59fQ2pE899RT//Oc/eeWVVz6wAcRZ1DkLvu8mXPX399PT00Nl5Xt7hI+uf77dwbPvdNM9EFCiKxMNGpzDIWyJWlZPy+SmC7OoOXkCi8WiyA493iC3P1+NLyzS6vKiEgQ0ahXJBjVub5i5RRZuXVjIpNSxXVIoIrL+cDdPvdVFkl5Ne78fJAmdSkKnEkFQcdvcTM6blERbW9sYolN1zzA/f7OBzn4/Jp0Gt1fWOKcl6ZAkWF6Zxs1zcjG+awzrDUV4fHc7f3+7U44fFAQCEZkvkW2WfaHvWVmGq6MJvV6v7JQB3m7r577XG+no96ONdfSRWEdYYDVxzflZrJ0xnlEeioj85LV69jbJ8kOtWkAtyF2rVi1wYV4q35ifRUdj7RidMsRG8ZubaHZ6QRAQBDlqMBiJkpVi4DtLCylOEnE6nQwNDZGUlITdbsecmsqPXm2kpmeEvuEAapUMoAaN/J366QuzWZQZRYqMB9645FGSJNy+MCpB1vAbNCoyUwzcu7ryjKzm/v5+1qxZw5133snKlSvP6vr7gPXxBN+4fiwYDCpjlcOHD1NWVnbGL7/TEavaPX5u+dsRegYDXDslmeLECG1RM1vr5QSSeNjBknI7cwpTaXT62BrzBB6JWTdmJOu5dWEBkzOTONA6wJZap2L4kJGsj+1DrZh0anY0eHj5WK8y7sw0wQVpAhcXmhF1SRzsCbE95q4UB7TF5bIcaG9zP7/b1Yo39rxmo5YFpVYWllpJTzKwp9kzZkSsjJ+LLTzzdhebal3o1QLBWMc8fVJKjL2cQqvbr+yg5e5Q3hPnW4387UAHOo2anFQjNb3DY7TK84qtGDSnCF3xfWtpmsyAdgyHuKzIQEBUcbgvLN+dxvbE8R222xvitZMOXjvpwDkSUm4S5hdbuPvKcqp7hnmz1smWWhdDgQh6NVTZVMwrTGZWcTrHXCIbjvdxuFO28dSqBBblqFh1QRHukMD2ejd7mz34w6d2vfNLrOSkGjnSKVuAHo/teu9bXcHKqtMD77PPPstf/vIXNm7c+FGnm5yz4Ptu3f7w8DCtra1MnTr1tL/X7w3xux3NPH+kB5NOTZJegzNm2pCTakCjUnH7siLKrTrFNSs+9t3V4Obhbc20e/zotSoSdRoGA2FEUSIn1ci0SSl879LicXraYCTK3RvreadjEEds9WHSqRmJuTRVZCTxP3OzMHjl0XZiYiLp6emkpaXR4Alzz+sNdA/4CcS6uQSdmiG/rK9dPT2DL12SP2Fqzz2vN3Ckc5DOfr9C9koxaOj3R5iRk8K3Fxcw1NVIamrqmF35sc4hfrChFq1KoGswENt/gi1RhzcY4c7lJSwos40bNQ8H5JjFzbUuTFoVbl8YdYxNnWTQMCM7hf+elUZrYx1VVVVjVCU7G9z85LV6vDEyqJzfLWBJ0JJk0HL3irGjZkmSGBoaoqmzl1/v6eOIM4pWrUIdW2uJQGaSngVlNi6fFFW6+nd3vL/e1kLPUAB1zONZBUREqMpK4q4VZeRZTo8Ng4ODrF27lm9961usXbv2tP/2Q6iPJ/gGAgFaW1vJz89XPoBjx45RUFBw2mDj0xGrDrYNcOuzJwhEoqMMMHQsLrezuMxGokHN9jo3m+tcimdweUYilxRZ2N/az/GuYSoyEnGOhHDFQGNWgcxAviA3hZM9I2yulbu/QEyGlGsxcrJbTiWaYo7Q7NNxsteHBKQnqJlmhYtyTKSazRxximxr8CgMZa1aQJLgO0uLsCfp2RojHg0FRrOfZW/owx1DbK1zKolIAHlmHasK4LzJZRxolxnMdX3jJVC+cJRt9W5ej413Qe6oL620c16umWaXl211bkWrHCd0LSqzkWc1sqvBzV/2dSiTAJtJzZLKdBYUW9Fr1exuGrsnLs9IlIG42MJTb3Wy4YRDsZUcbQxySbGFnsEgb9Y62VzrxOMNo1NDpUVFsVXPxkY/apUas06kc0T+myeZDSwotXFxUSpRUWL3qF2vgNz1BiMi9Q4vd19ZxtUTdAOj64UXXuD3v/89Gzdu/MBZsu+j/mPA90x2sSBn8H7nhZN0eny0K25lKmyJOnoHA5SkJ3LrggJKzAI1Naf0rZIksavJzQNvNpGk19Ds9iljyYwkPW5fmM/NyWHtjKxxJKC+oSC/3dHCrkY31gQdnQPyDblRpybFoCU9Wc8PLivB7+5WUnsikQgOh4MX3uliXZ2foCiQatIyEJC7VluiDqNOzRcuzmNZhX0cCDqGg/zstXp2N3nQqlUk6lV4gyJRUSItWU+JPYEfXV5MffVxsrOzx2iiNxzv5bHd7XQN+tHEZUgRiYgokm8x8aV5+SyeQKvuC0X53ovVVPcO0+8No1bLO3A5/lNgeaWdz19gpau1iWnTpo0x0Nnf4uEXm5pwjQQJhCUkJEx6Nd5AlMwUAz9aUcqMHPO45wyEo/zglVpqe0foGwqgEeSRd5IWwqi4eloaS3NUCFJ0HPC+1dLPnS/XoFWrcHtD6NQCYVGeJph0an517RTSkk7f8Q4PD3P11Vfzla98heuvv/60//ZDqo8n+E5kSVddXU1WVhZms3nC3xmdwfvuCzxuFanXqFhRqGV5ZRqOaAJb6lwKWKYYNSwstbGk3M4ks4FdTR5eO+mgOtZZWkxaVk3LUByPttad2gMDTMtOZkm5jYuLLLFIshaFYaxVwUX5KVw6JZOpWUkc7hhiS52T/S1yXF6KXsU0u4rz0zUIhmQePeAiHMvOBCiwmmTZTKmVUERkW72bLXVOegaDp/yIS6zsbJBNIvLNWvpGwmMCIBaX2yhNS+BQuwzU8W7dmqCj0CazovOtRuaVWNnX3K/oX4vsJoXQ5Q3JQL29XiZ0xW00w6LEDRV60sxJHHNL7GmSO88xQB2zu9xWP9ZKs9Bm4ltLCknSa+T99yhpV5yoNr/YQkiU2Fzr5LUTDjwxV6CCJImLsnRcUGDDHdWzt3WY/S2yBjtRr2ZukZX5MYbzgdZ+/nagk5FglJ9cWc7aGaf0iRPVhg0bePjhh9m4ceOYWMWPsP5jwDcYDHL8+PEJ7WIBDrf3c+/r9dQ5vBg0KlJNWlxeuWvNMhvITjFw31UVePtddHR0UFVVpYTRP7K1mc21TvqGgmjUsodwvy8Si7xL4LrzsyYMEegbCvLdF6rpGPAz4A2j0cR+1xtGEOSp1B3LivB0NaNWq8coLl4+1sOT+zpwe8OMBMMgSSTpYDgks3a/vriIyyaP94Ue8IX57gsn6RsK4hgOgSA7bGUk6Rnwh1lekcbnZmXSWl9NYWGhsjOXJIk3ahyxGww1PUNBZXw7KUVPWIJ7VpYzOWv8DWPvUIB7XmvgrbaBmEmH3PFKyMETc4os/FdVCq0tss/2aGLhi0d7eGhLMyPBCCadmlBEjK2ZVORZTdy9opwC2/juc8AX5gev1LK/tR8BUMcsKOM8lUvyE1loHSYSDmO327Hb5UQmtVrN1jonj2xtkc1FVAICp8w3StISuPvKcortp/d68Hq9XHvttdx8883cdNNNp/23H2J9PMEXxrvi1NXVKTFuY57gNPtdUZJ4cHMTf9nXQZ7FwLAviCcgj2HPzzXL4+WiVFpcPjbVOJXO0qhVU5WdxMmeYURRYu2MLFrcPva3yExbW6KORWU2FpdasSbq2dEgg2HcEzhRr5bjxwqSmJkaoAsrO5r6FbA8LzbanlVgpsnlHzfa1qvhqmItc0tstPm07G4ZVhKPbImypndRqZXUBB07G9xsqnUq3brFqGJ+rp41s0rxhSW214/dQccDIGbmpdLs9vKXfR3UxljZBq1KAcsSeyKH2uW8zjhQy89tZUGJlUBE5Ecb6hgJRRVHmncD9fZ3Ma/Py01hQamVY11DvFHtJCfVgGskpIyI5xZZWFBqpdhuinXzLmVHbU3QUZWdxN4mD4l6NVUWiTa/lma33BVlJ6qosqm4KC8ZnSmJQz1Btjd4cHvlmwRL7Av8x1eUcs352ae99t544w3uu+8+Xn311Q+UrjNRBQIB5s2bRzAYJBKJcPXVV/PjH/+YlpYWrr/+et56660m4BDwX5Ikhc70eP9L9aGAbyQS4dChQ1x00UVjH1ySONY5yJ0v12DUqJRpiVolkGXW4xgOsWJyOrdcnMtAbwcjIyNMmTIFjUYGkb8d6OCFIz1YE3S0xZjJGpUsQwpFRH5yZTlTs8cDUtzysc3jJy1JR19sTWTSqUk1abm4yML/XJI7bqccCEd5ZFszLxzpJRIVsSToGPCFECVIMWqxmtR8rspIsuQlKSmJtLQ0BVTq+ka4+9U6anpG0Kjl8bQvFCUiSqQl6ZldmMptc7OoqT5JeXn5mKbjsd2tvHSsj+4BeWdq1KkIhUUiEhTajHxvecmE3edIMMJtzx6nezCIaySIIMgdb0SU/ahvumgSq0tN9HZ1MH369DH8ms01Th7a2kRElPB4QwiC/JqjokRGioGfrSxXMoRH11AgzI831HO0a5BQVCIYy+O1mLRIwHXnZzErVbatLS0tZWhoCKfTidvtpmFIxR+OymNmOaFIBu20RB2JBg2PXDuF9DN0vH6/n+uuu44bbriBz33uc6f9t2dbZzrLbrebpqamZ/mIz/JHBr7vJmk0NjaSlJQ0xrD+dMDrD0f53os1vFnjxKhVcXGmwDUXFWE1J7Gl1jVmvDwlK4nFsV2tayTME/s72N3kAVDGy0vK7czMM3OyZ5jNtU5lXyrLdawsKZdzeu94oZqOGCEqTgBaXG5jcakNk17Njnr3mBCG8oxEFpfZCEdF/ri7HYtJiyCA2xtGHSNsTbPJe9N+ycS+dh+7mmS9sEmnZmaemdreEVwjQebnGnD4RWqcIaKjdrWLSm0k6DXsapSBOP7c1gQtbm+Y83KTuWV2Lrtiml/HcEi5QYm7XDU5vYqe2BeKynewKoErCjRcOjWLdr+WrXWuMR31wlLZoSvFoFV21PHnTjFquHpGJnOLrAQi0ZhEyk3fcFDRSS8stXJBnpl2j58XjvSwv3UAkCcJs/LNLK1MpyQtQWF9H2oflJnZOoEpVoGLJpnIsKfy231O2vsD/OiKMq49//Sj5q1bt/LjH/+YjRs3KvvDD6MkScLr9ZKYmEg4HGbu3Lk88sgj/PKXv2TNmjVcf/31giAIvweOSpL0uw/tiT/c+sjsYiVJ4vc7W3jxaA+9Q0F0arnjdXtDsZADIwtKbXx1Xi7V1dUYDAbFD3rQH+b256tpdnlxe2VDCVuCDtdIiKgkMTkziTuWl1CZOX5ldaRjkJ+8Vs+gX+YoqAQBe6IWtzeCWgU3zMzmpgsyqKs+QW5urpIRHoxEeWhLE7sb+xkJhvGFokgIZCTr6feFKUlL4DvLiqnISFJ2ng6HA7fbjTOk5Q/HAkiCmkF/mHBUJgtOMhvwBqPcNCuHS4sTqa+rYerUqQrXIBiJ8sS+Dp7Y10GSQa0YdsTVBgatmkeumTzhCLbB4eWuV2qp7RshUa8mHFu9iZJErtXIFZPTuaxAS3d39xjdsCRJPLG/g78d6KTfF0anlr9jo5KEgEB5RiI/ubKcfOsEHa8/zHeer+Z415C8VlIJqGMcjwSdmjXTM1iWFUaAcd4N+5o9/PyNBto9PgTkvbBOLRASociWwL2rKylJO33HGwgE+NSnPsWqVav40pe+9IG9w99dZ3GWEQThD3zEZ/nfBr4tLS3o9Xpl53E6YpVzOMjnnjpCo9PHkqIkHEM+ajyyuN2WqGNxmawdtSfp2NHgZnPtqRzeOCAVWo18a0kxB9sHxsiMZuSksLjcxiXFVjo8fjbXOdlWJ7OA469gWVECy/I1+IwZbI0RgIKjRtuLy23kmI3safawpdbFOx2DgDy+WTMjk2UVdrRqFdvqZa1xnIFclKqhygKz85IR9YlsbfGxuc6l0O2nZRi4YnoOF+SlUNvrHUOqStSrmVcsS4XyrSbufaOBQ+2DynsWB+oFJVYSDRp2Nch2lvEblJI0OfYwJ9XAvW80EBFBrxIZCqF01AvLbMzMM48idLnxhuT0oNmFqfT7whzpHGJOYSqShNLNn5JIWbCYdErkYlwnnZGsxzUSwmxUsyofhrQW9rQM0T0od71Ts5JYWGbjwjwzvUNBttW72dUoTzFUAogSfHaKgevOz8Jut78naW/nzp3ceeedbNy4UfmS/SjK5/Mxd+5cfve733HFFVfQ29uLRqMRBEGYDfxIkqTlH9mT/2v1kdjFSpLEkY4BfrihlgSdmvo+L5IAuljXOhyM8r1lxczMSeTkieNkZmYqev+T3cM8vLWJEz3DZCTr6RoIgCRPcawJOnItJn66snxCj+Yn93XwxP4OfKEo9iQ97pEgkiRnS9sT9Xxxbi5zcmUp0Wh9q2M4yPdfruVI5yDRmAzPG4wQFmWSVFFaAvetrsA+gcnDzgYXD25ulOV3gE4NoiQQkQTSk/WsnZHJ6rIEGhsbx+xbpRgpa2+zR56gqQR0ankM6w+LTMlK4kcryii0jQck53CQ//nHcfzhCL2x6ZtarcKkVeELi9y2sJBZ9iget4tp06Ypck5Jknj+SA+/39mGRiPgHA6hAjQaFUk6NWnJen5+VeWEmeGukRA/2ljHO+0D6DWygYZKJWDUqknUq7n2vCwuNHtRqVSUlpaO+f7eVufiRxvr8AYjipOfBCRoVVgM8PlKFUWZFmw2GxaLZUL5aSgU4sYbb2Tp0qXceuutHxrwvrve4ywjCMIcPuKz/G8D346ODlnXl5s7BnjfTayq6R3mK/84Lo9ZgWlpWlbPLGBWgYWjXUNsrnWys0EGpGTDKTAssBn58YZ6DrYPKl1rZoqexWV2lpRZSTJq2VbnYlPtKeJSWXoiS8pt5JqN/PT1+lgWLQwF5dH2BblmFseY000uL1tqXaNG2/IudjgQ5q22QaZPSiZJr2F/a78icVpQamNJuY2MZD27m2SgPhq/STCqGAqKaAS4tkSNV5PI290hhYEcB6S5RVacwwElicntlc3VJQkuzDdzx7JiavtkY4/4rjZRHw+AsFFkM3EgZr5xsH0AKQb0M9NVXH1+LllpFnY3utla76Kub+yeeF6xBV9YZGudi5eOyQJ+iAF1qZUL81Pp6JcdunY2eBQrzdkFqSwss1GZkcgrx/t46q1OZUecrFczv1TWMmckGzjQIgP18VFJTwtKrcwpTOWxPe0c7RziB5eVctVUq2KgEAwGlRWG2WxGEAT27t3L7bffzoYNG5Sw8w+7otEo559/Po2NjXzlK1/h9ttvZ9asWTQ2NgIIgiDkAK9JkjTlI3kB/3p96OAbn15tqXXw2x2tWBN0OEdCdPb7ZT1tmolbFxQyPUPPiRMnxmTiVvcM8/2Xaxnwhen3hVCrVaQnyZ7LILCk3M53lhWN8/YVJYkn9raz/kgvwUh0VLKQHo9PDjn4xuICZtjVNDQ0MGXKFKX77B0KcNcrtbR7AgTCEXlVJAhkJesZDkVYWGLjKwsKsCaMfU5JkjkLP32tAZ1alhH5Q1EQID1BQzAU4foyDRdMSsDv93Peeecp+9YBX5gHNjXyWrWDBK0aUZKUoPiMJD2TUo08dPVkjLrxuuFD7QP8aEMdnQMBNGoBjSAzhKOixCSzgetnZjPHHmFgYGwovSRJPLKtmQ3H+2SCqVqFVi0Qjsg+2FVZSfxkZcWEZhaD/jBff+4EjU4vI8GoEn0Y1/PePDuHuTY/WrV6HPAebOvnRxvqGfCHCIRl0DVpZS1wrtXIfasrKbQaGRgYwOl00t/fj8FgUNLV9Ho94XCYz372s8yZM4dvf/vbHwnwnuEsIwhCLh/xWf7IwDccDiOKovLf3d3dBINBcnNz35NYtbXOxTfXnSRJr+bqUi29fhVv94bpHgwqTNplFWnMLU6lweFjc62TrXWuMR3SvGIL/+/SEg61D8bYy7LTVKpJy6IymZCVYzaws1HumON2k2oVXJylZdVUO5OyM9la62JznVMJQpicmRRLQ5LlNm/WOHnpaC+hmBQoLjOaXWCJgeGpPbBRq+aSYpk0NTkziX8c7Obpt08BUopeYJpdzQXpGoqzbVQPqNjR2K8AUq7FyOIyG3MLU/nNjlYOdw5hNmpkQT2jgdqCczjI1hipKu7udWG+mQKriXXvdJOg15BljNI0JN9xx2MPF5XZKLYlcLB9YMz42ZagQ6cR6B4McsMFWUq+cXw/HpdIXVJiJRqV2BEbjXfFUqIEQe4mbiqDrEl57Gv3sr3BpSQTXZRvZmGZjanZydT1jrCtXnYHk5mbcOelJXz6wrGuaNFoFLfbjcvlYtu2bbz++us0NzezYcOGD5rd+b5qYGCAq666ip/85Cd89rOfPefBdyK72LhXe3xt1OTy8d0Xa0jWy65VfUNB7El67l1dgSo4TGNjI1OnTiUhIQFRkvjHwS7+tLedQX+E9EQdjpEQoiSRqFOTmqBjzfQMbpqVO+61DPjC/HBDHftbPISiEpYELUP+MBFRIlGnIctskDtlcYT29vYxnsknuof44YY6Wt0+pUMOReQ0o1STlgvzU/nRirIJrRT/dqCDZw91y1IilSBLbQTwhUUykvV8Y1EhpSYfPT09mEwmJeLPZrPx483dNLm89A3Je1qVSiBRp2Y4GGVhqZXblxVP2GXX9Y3wjedOoBKgdzikTObsiTp84Sg/uLSEPO0Qfv9Y+8aIKPLX/R38ZV8HRq3MMFarBCRJHsmnJxt4+JopE3o1dw/KNyeHOwZJ0KvxxsAXBDJT9Fx7XhbnJ4+gVqvHxUi+We3gZ683MOgPo4vtogVAJQgU2eVpwrvH25Ik4fP5lFjYe++9l8HBQc4//3weeeSRfzXm84z1Hmf53ALfvr4+BgcHKSgoOK1VZLyryzXruGxKJkvKbUjA5loXm2qcColj+qRklpTbqcpO5vsv19DeH1CIUhqV7Ma0tNzORQWpnOwZZkutk+318hg1QSebYyTo1ax7p4f0JB1mbYTGAWkMIWtpuZ20CUbbualG/OEozpEQN8/KQa0W2FJ7So4zNSuJxeV25pdYcA6H2FLnYkudC1eMYSxJYE/U8tlygQRrBgc6A+xokF+bUSMw1a5mhl3N9HzZYWt36xAHWk7JkKZNSuaLF+eSkWJgd6OHLXWnXltOqlHWKpdYUasEtje4eeV4r8zGBCYlClw+NZPFlZmxbOOJYg/tzMxLobpnmIe3teAakX/XqFVxcYzQVZ4+XiIVT3JaWGrFORzivjcbUQkQip6SEi0sszGv2IpGdcqXutUtd/vlGYnMK7ZwrHOI/a0D3LGsmJtm5Zz2Ojt48CC33347F110EQcOHOCPf/wj06ZN+6CX7VnX3XffjdFo5Oc///k5P3Z+L/CNJ8jEz/PrJx08vqdNluIl67nr8lLCg076+vrGGOw8e6iLJ/d3MhKMMBSQ97SZyQacI0ES9Bo+f3Eu156fNU7DO+AP88OY3MUf61oFQQ5UGPCFmJqdzLcWF6HyyrF6VVVVaDRyN3mofYAfvFJLKCwSFkWGAxH5d1MMBCIyWWkiB6lAOMoT+9v50x4ZyAC8oVOeAQatmofWTiY80IPXeyq1RxRFTrb28uPXm6l3h2PWjSqCscQfe6Ke6ZNSuGd1+bi/E2BzrYMHNzfLXsuCgFGrIhCRFRRZKQa+fEkeJfpBotGx0h5Rkrj39YaYtW4IlSDErBtlotSMSSn8dFXFhKPmkWCELz19lJ6hoEzKQkCnUSFJIlFJ4LaFBUxPGMKg140xCQF4u7WfO1+uJSpJMYa5LLfUqWV52S+vnjLhXnl0RaNRvvjFLxIOh1GpVFitVn73u4+ePjHBWf54j51Hg2+csHD06FGsVivp6enKuBDkPMev/PMEVZmJXJ0fZECXxp42rxKhN8lsYEm5naUVdhL1arbUudhce4qdLAiwYko6t8zJxRuMsLlW/nlc53deTgpLK+xcUmyl3eNnU62TjSf6CIRFWT9qVXHljEnMr8jkaOd4Qtb8UpmQVZqWyGsn+3hsT7sygk1L0rG4zM7ichvWBC07GjxsqXUqXWtck7uozMZrJxz87a1OxTwDxgK1IwbUW2NArRag0qahzAxvOSQ6BqNMzU6myemVgTrWUS8qs1GZmcihdtmEIi6BSjVpKbYncKh9gLxUPVPMEVr9Bk70nLLhXBRLatJrVeyod4+JPTTFGJyfn5PLzHyzDNQxUlXc0GRRmY2L8s20xx26YmN5AJNWxRX5KlZfVEbjQIRtdS72tYyOc5SzkXPMRt5qkzvu+P78u8uK+cwZgPf48eN84QtfYN26dZSWln7QS/Wsyul0otVqMZvN+P1+li1bxne/+12efPJJ1q5dO5pwdUySpEc/0hfzwetDAV9Jkjh27BjBYFAxqIgDayAcxRuKkqxX09TYQCQSobKyckwH8z/PHMMVM9tocXlj9qdarIlafnRF2YTRfDW9w/zg5VqaXT4kJFKMWrzBCKGohNmooTQ9kfuvqqSvvVkBpPhzvnyslz/saqNzwI8KMOjUIMkpStYEHdeenzWhZzLAz16rZ09zzMQHmXCUqFczGIhQak/gB5eXohrsAqC8vFx5jKFAmC88dZShQCRGQpSQRFnC5I8IrKgwc9uSMlISx4999zV7uPOlGvRaFY5Ytxwnf0ZEiftWVaAf6Ub9rrFvIBzlNztaePZQt2wOEojIH7kkkJasJyfVwG+um4pOM76zb/P4uOOFGqp7h9Fr5LxhUZKQEMhK0XP9BdmcnzSMVqsdB7yvn3Rw/ybZq1kVc8uSpFM2nvesqpjQH3p0RaNRbr31VtLT07nnnns+0o73LM5ynHD1kZ7ljxx8R+93JUmiv78fh8PB4OAgZrOZtLQ0hiU9q/9wUMltXVhqY2mFncmZSext7mdTjYO9MUN+e6KOJeV20pP0/G5XC1q1iklmI3V9I0jIY9Al5XaWlNnQqlVsjgF1nHhUmZmEKEnU9o4wOy8Jk+jj5ICa3uFTnd+Scjtzi1NpdspAva1eHpPGmYIqlcBPV5YTiUpsqXWxu8mNPywDyoJSK4vL7BTbE9jX4mFzrYu3W/uJYS2ZyVquLZSYVVXO/g7vGMemAquJxeUyaxtgW52b12scdMZMCjIT1czOEJidn4yklx22tsXycOOvfXG5nYvyzTQ6fTy5v51jXfJja1VwcWEqSyvTmZqdpEiB9sUCIFKMp7yf7Qk6vvtijWKDGT/4C0vl1yYTutxsrXePNf4otZFq0vLQ1iYSdGo0iLgDp24yFpbZuLgwlb6hINsa3GPiBS/ISyEYFjncOcRtiwr477n5p72+qqurueWWW/jnP/9JRUXFB71Mz7qOHTvGZz7zGUWPfu2113LXXXfR3NzM9ddfz9tvv90EHAZulCQpeKbH+1+qf0m3/251QiAQwOFw4HA4EASBtLQ00tLS0Gg0HD9+nJSUFGXSNbpuf/4kTU4fSQYNvlCUzn4/5RmJfHNx0YRSouqeYb77QjXBiIg3GInl/QpMipG5rpqewWcuyqalvoakpCQKCwuVOMD1h7t5eGsLRq08Bh2JdbyZKXok4EdXlHFh/ngduGskxD2v17Ol1oVBq0KvUTESjCIhYUvQk5mi51fXTqG9sZaEhATlOQGOdQ3xg1fkZCK1IMjj21BUNt5I0nNJQQr/NcWIy+VCEARFG2symXj2kDyO7x2UYw+NWjWBcFQBwe8sLcIS7MVkMo15TkmS+P4rtRxo6cc1IkuJZKMfiXBU4uIiCz9aUTbheHskGObmvx6l3xfCPRJCUAmoEEjQqwhERL6zpIhSXT9Gg4GioqKxO972fr7zfA1qwOUNoYqZC1lMWoxaNb//1LQzWkaKosg3v/lNEhISePDBBz/yUfOZzrLH46GpqWkdH/FZ/sjANxKJKPrAiRjNoigyMDBAX18fDoeDsCgxbMrm7Z4wW+tP6XXnlVhYVmHnvJwU3m6T97jb6l2EoxJqAZZVprFyajrFaQnsavSwudbJgZYBxS5ySbmdpeU2rIk6Xj/p4C/7OpSxUVaCwOXTsllemY4EbKl1sanWqbCTp2YlsaTczqIyGzsb3Dy0tVlJKFELAjPzzbIxR6GFxhghKw7Up3J2rext8vBatZP0RC39vjAhESXoYEm5nSK7if0t/TGgll97WpKOmXlm9jX34w9HWDE1g7o+rzJezkpSU2WFWTkmLKmpHI05bMVfe3qSnr7hIJXpRpZkRugVLOxsGqB36JReeHG5ndkFqbR5ZHZzfBcbB9xrzsvkxgsncSKWERw3NBlD6LKbONg2GAuI6I+9N3BhhpqrLyokx5bMnphLVvwmY1Ks455fbEWjEdjR4ObZQ92MBKN8a3Ehn7s477TXVl1dHZ/5zGf4+9//fkaLw39jnbMmG5IkEQwG31MWCLIsxOl00tPTw8jICHa7neLi4jHuSvGq7hnmzpdrCUXkc2hN0PHwNVOwJIz3fX/haA9/3NVG10AAlQqS9BoC4ahMakzQsaTcxjcW5HHi+LFxDlI/f7OBbXUuemIOaTqNCp1aDmbITDZwx/JiFpTaxj1nJCrypWeO0dnvl93VYh7EqUYtQ8EIlxRZ+caifPpaasdEEAI0u7z8zzPHAHCMhCDWPWam6PEFo3xlQT5rpmcp1ozBYBCn00lvXx+72vw8Ux8hQadhOCjHHoJARooelSDw62smM9jViNlsHmNRORQI8/M3G3n1hAODRiAiyn8DAtgS9ZSnJ/LwNVOU5xxdjU4vtz9/kmaXT/bOVsmELlGSSE/S86mZ2cxMHsZgMIwBe5AtI+9/szFm2CNrsiNRmWSVm2rk3tWVTM56b0dDkHHgjjvuQJIkfv3rX3/kwPs+6uNrstHR0YHZbEalUr0nW00URWpraxFFkaysLJxOeVdjMCXQE0ngrZ4wW+rcMUsylWI7uLPRQ2VGIrkWI7ubPIwE5T3uglKrsgc+0NrPphoZMEJREbNRgyjJe43PTDMjRoPUDOk42C67NWWlGFhabmNJhZ1kg4Zt9W421zqVzFiQ7+buXVVOiknLllp5jzsRUDtHQmyudbKl1klfbNeanqhhaa6Ka+dOoW0wNAaoZbtJC0vKbZyXm8LRziFeONLDgZgu1qRTK6zu8rQE9sc8qeO7VrNBxXSbigsytRRmWvnrsWH2t56SIWWn6JXXpteq2VHvGqNVLk1LYHGZjfNzzdz9ah0d/QEsMcmWgGxXuTjm/tU7GGRrvWsMoWtmnplci5F173RjT9SSZYhSNyjERuPy37awzMaUzCSOdA6xrf5Ux51s0GBN0NLi9nPbggL+e17+aa+r5uZmPvWpT/Hkk0+e1t7wf6HOWfAdHBwkEomg1+snBN7R/666upqSkhKlK45EIthsNtLT08f4C7e6fbzV2o9Oo2J+iXUcoxnkMeraP76NUaumcyBAIBzf8eoJRiTuWFbMRTkmThw/PoZF3e8L8cvNzWw40YdJp0ZA7nhRqUhLlP2Lf3fD1An1tPV9I3zvpRoaHF7Z2znGIxElWVI3JSuZe1aUUH3i2BjdMMDmWicPbGpUzHgS9Br8oagShPLpCydx8+zxJDKAR3e08vyRbpnpLcmTKgmISpBrMfGTFaWIrhbsdvsYsJckiW+tO8nRrkHlvAqq2I44LOf4fnd5CeYJyFUD/hCfeeIw3lAE14i8e5eQNf6BsMgdy4rJE5yYTKZx8ZGHOwa59Z/H0agFBnwxBQZgS9ChVav4043TyDSfPhZQFEV++MMfMjQ0xB/+8If/S8ALH2fwve6662hsbOTyyy9n1apV4/w+w+Ewx48fH+M4A/LFNDw8TF9fH263G73BgFNK4mBvhM11MZ9fAWYXpLK0ws68YisNDq8MdnUu+n1h9BrZ6WlphZ0L8828esLBr7e3KAxak1ZgUZmdpRVpTM5MYl9LP5trnUoSkjUhTriy8VbbAI/vaScpNjoaDdSLy+2kGMcDdZHdxLxiK/ubPdT0eZmeYcAxEqJ7RH7++J53YakVjzfM5jo5iCDelZalJ9Ls9JFkUPOV+QUc6x5StMg6tay5XRwzz5DJZHIaki8UVe5cS1IEPlUKgaRJ7Gv3sm/UHnh+iZXF5TZyU43sbe6PGVycikxcUGLl0xdmYzZq2dk4cQDEwljHsL3BzYbjffQNy9OZSYkCV1Rls7AijeFAhG0xh6743zZ9Uooyfm73+HlwSxMd/QFuXVjAly7JP+011dbWxvXXX8/jjz+ukH3+D9U5C76bNm3im9/8JuXl5axevZply5aNAVKQg83jCUGju91wOIzT6cThcBAIBBQgTkxMPKOExO0N8V9PvEOyQUs4KtLR7ycYEbEn6rhtUSGX5BioqakZk9gTjop8+ZljtLn9OIYDsfGrigSdiqFAlOmTkrnzslKKJrA07BsO8rm/HSYUlXAMhQB5YpeWqGU4GOX6C7K58bw06mvGSqYkSWJfi4fvvlCLXiPg8YaUs5SZrCcUlbj7ynIuLrKMe85QVOQve9v54+42jFpZzhOO7aisJg0GtcRtVQJ6IUp6ejolJSWKLtY1EuKuV2rZ1eRBoxLQqSEYkRQHqumTUnhgbeWEhK66vhFuf/4krW7ZnUqvVhGMda3WBB03zZrE+QmDykh9dG2pdXLfm430DgZQqeSOVxQlRCArRc/Pr5pM1QTrg9ElSRI//elP6e7u5s9//vNZR83+G+vjC74gxz+9/PLLrF+/no6ODpYtW8ZVV12FSqWivr6euXPnntaFKO5E0tcnJ5BotVoGVCkccohsqXfT7pGNM87PTWFpRRoLS610DwZ4s0Y283cMy6QlkLvH/5mux5iQxFG3nPEbHw9fUmxlSYUcsHCkc4hNNS52NLiUsIHMFD3fXlLEtEnJ7GseeBdQn5Iw5VmN7Gzw8OqJPo7EUnuSdAKX5Bq4dnYpqQk62df5XYSsxWU2FpfZUKkE/ryvgzdOOpQ3vjIzkSVldhaUWhkORBTmdFdsHyunONm4uNjCg5ub2NngUQhdGhVU2rRMs8KsglT6JRP7O3zsiGlyDRqZvTwzz8xTb3XSOxRkanYSNT0jSrjEJcUyUJfYEzjQ2j8uf7g0LZEDrf3kpeqpSo3SGjByrGtYiVRcWGZlYYmVRL1GBvJ6l2KHmWzQMBSIcOuCAr50ho63s7OTa6+9lt/97nfMnj37A16RH2mds+ALcpdy6NAhnnvuOd544w0KCwtZuXIly5cvZ+PGjVRWVjJ16lSFXTxRRSIRXC4XDocDn8+H1WolLS2N5OTkCYFYlCS++PejdA0ESDJo8Ifkfe0fPjUNdXCIlpaWMWBf2zvCXRtkNrRRK6fu+GL2qfYkHflWE7+5buqEUqJtdS7ueaOBvthNYqJeoyQh2RN1LKmw85XZ6Zw8eXJcLu4T+zr421sdOIaCihFFMBJVfvdbS2Rv6InqJ6/Wsb3ejWMkiAoBjVo23/CFRSZnJvHDy4oYaK8jLS2NSCSC2+3GYDBgsdq4e7uTFo8P13BIef/MJi3+UJTV0zK5bVEhJt34v7VvKMjnnzrCcDDMgO+UftuaqCMSlScKkyTHhMB7sG2Arz93QtEqR2NRoJYEecf7x09NGxfx+O6SJIn777+fxsZGnnzyydNeM/+L9fEG39E1NDTEhg0b+OMf/8jJkydZs2YNN954IzNmzDjrcYPX68XhcOB0OlGpVPi0Zg67JLY29CuEqqlZSSyrsLO43M5LR3v54+42NCo543K0J/SiMisd/QE21zrZVONU4vFmFcg5t7sa3WxvcFNoM+H2ht4TqDfHjDd8IdmFamaemWNdQ4wEwiwtMNLnlzjaG5Q1ibFs4SVlNgptCTGt8amQhBSjhiF/hFyLgZ+trOBwxyBb6lwKkOdajCyJMacNWjVbY0AcJz0BVKbpua5ETWFRCdsb5Y4+btxRYpEdti7OT0YyJvN2d4jNMWY1QHl6IqunZTCnMJX2/gBb6mR5Vn8sMjGeAjUz10xN3wjPvN2lsJN1Kri4SCZ0VWUlc7hTliHFNbun2M02Cm1GfrShnqNdQ3xlfj5fmV9w2s+9p6eHq6++mkceeYR58+a9vwvv31fnNPiOLlEUOXbsGM888wxPPvkk+fn53HzzzaxYseKsQyziWm2Hw8Hw8DCpqanjVBAgA8W9bzRQ1zdCerKe7y0vwRSSSZtVVVWKjeKAL8xNT76DLxSVR7eCgD6WMjQSFLlqWgZfWVAwobb1YNsA315/Em3MBSpe6Ul6fOEo311WzJxJeurr6hStMshGF+sPd/OLTU0k6GWryagogSCQniTvaR+9YeqErlXDgQgPbm7khSO96GMSpmBEjJGVNGSbjfz66goaao5TVFQ0xhO/qcfDd16spc4pTwENGtm2URQlzCYtcwot3LOqYsIdb03vMN9af5IOj1/pWqOizGMxmzR88eI8qoz9JCUlUVAw9lzubHDx09ca6B0KAIIiJwqGRbLMBu6/qnJCpvrokiSJhx9+mMOHD/PMM88on9//wTp3wBfk0dTVV1/Nn//8Z44ePcq6deuorq5m4cKFrFq1igsvvPCsxw9+v18BYoCQ3sxRt8C2xn5l/KsS5LHPZ0pFSgrzeasnzKYap5K6EwfqReU2Bn0RNtU6ebPGqRhETDIb+K+LJrGw1EbngAzU8Y56tGf0xUUWGhwjrHunh231LiRAo4KZ2SauPE+W6RzvGq81jntKV2Un85vtLbx0rE/ROY+2sixNS2BPU/+YPW98NL6gxMrf3+pkb0s/6QkaHN6I0nUuLo8HOGjZVuceQ3rKTtJQnCxyxCkSiMKllWlU93mVm5iydNmzen6JlWAkytY62dM6ngKVZzHS7vFTaNWzPFvEqZIJXXEZUtxXek7hKULXjgYZyON/45fn5fO1BacH3r6+PtauXcsDDzzA4sWL39f19m+u/xjwjde3vvUt8vPzWbhwIevWrWPjxo1YLBZWrVrFihUrxoWovFeJoojH41FUECkpKaSnp5OamjrmxlySJBoaGggGg2NMJUAG0LteqcWgVdM3HGQ4EEZCIC1Rx/wSKz+4vHTC7vqx3W38/a1OPD5Z15pkiO945W75CxfnsThPR3NzM9OmTcNgMCiv5aevNbCl1ok7FlRg0KqIRkXCImSZ9dyzsoLzcs0T/s1ff+44RzuHlYAElSCzi/0hkTmFqdy+KI+e5hpKS0uxWE6Nq72hCP/91FE6+v0xkx2580zWQkiEleUpfHlBIRZzyri/t9Xt46v/PEa/N0wwIhKKyuS5VJMWAfj+ZSXYQ70kJyePIXQB7G50c8eLNfhDUdSqU+PtRL0as0nL72+YNqFb1uiSJIlHH32U3bt389xzz40Jfvg/WOcW+IJ8xzsaYP1+P2+++Sbr1q3j8OHDXHLJJaxatYo5c+ac9TgiGAwqkodoNIpkSuV4v4oNJ5w0OP2KBGlpuZ1lFWkYtackSHGgLktPYHaBhW31Tjo8ARaW2Wjv94/pqJdWyKSl4YCsJX6zxql4RpekJdDq9pFs0HBVoQpn1Mj+TpktGWdGLy23c0mxhWbXKXcuTywEOypKlKUn8ODaSpqcfjbXOsdYWc4tkse/5+emcLhjKKZFdiuj8aJULVeWGLh0ZgVvx2IH4+5eZqNWlkCVyy5We5v72XCil8MdckedrFdxfpqKCzJ1lGTZqBkQ2Nk8wDvtg2NsOheVWjEnaHlsdzuvnXQo739eqoElFWksKLWiUQtsr3OP8ZUuTZOjBecVW/jD7nZ2NLj54sW53Lao8LR7P5fLxZo1a/jpT3/KpZdeeraX2P9W/ceB77vPsiRJ1NfXs27dOl555RVMJhOrVq3iyiuvJD19fCTfRBVXQTgcDvr7+0lOTiYtLY3U1FSqq6sxGo3jdKYgE6W++s/jJOjVCMgkIF9Y9pReUZUxrguMd60Pb23GqFXHdMexHW+SjqgIv752CqmM0NXVxfTp05UuzRuK8JttLfzzUBdGnRp/SGZfC4KALUFLslHLk5+ZMWGX7RwOcufLtext9igmFP6wKGuXDVpK0xP5xcoi6mtOUlFRMWa83er28fXnTtDk9MU6XhWBSBRJEmI361a+PNOM2+ViZGSE1NRU0tLSMJvNVPeO8K31J+keDIIkoVYJigFOskHDbQsLKde6SElJGQe8B2J5vPGgCwEBo1bAH5bITDHwwJrKs9rxPv7447z55ps8//zzY6IO/4/WuQe+p6tgMMiWLVtYt24dBw4cYPbs2axevZpLLrnkrMcToVAIp9NJR0cHPp8PkzWT2hE9u5qHeCsm44kTppZW2EmLBd2/fKyX6tguMi1Jx8qqDJaWy6YecdOOeNdYkpagaIlVAvxhdxuvVzuV11BqM3Dp1EyWlNnwh0U2xTrmuJPTtOxkllTYWVBi4bc72ni92oFRKx/CU6Nxuevs7A8ohKz4aPzCfDNziyxsPNHHyZ4RKmxauoYiDIWkMYSsiwpSqekdlkfj9W6GgzKQT5uUwonuIVQCfG5OHid7hhVTEZNWRZVdxQy7mvPzbbT65UjEvTF2ctx4Iz9Vz01lEuGkbHY2DYzpyBeWyuPlSakGpWN/Z1QG8BcuzuXrZwBej8fDmjVruOuuu1ixYsUHuZz+3fUfB76nfSJJoqWlhfXr1/Piiy+i0Wi48sorWb16NZmZmWcFxJIkMTg4SE9PDz09PSQkJJCfn4/NZhs3IZMkiXvfaGR7vQtJnvzyxbl5E2b/RkWJO16sZl9zP4N+Oe83cQyhUs8PrygjSzVEf38/VVVVyvNFRYmv/vMYJ7qH5SkOoNeqUAGBiERVdhI/ubJiwlxcURT5zJOHae/34/GGQQAVAskGDYGIyGWT0/ifORm01I8lkYFMPvvi34/SNxTEG4zI1o2CgMWkJSJKfGFuLv91UQ6quNOVKCqeCsc7PPz+uPz9IAgyqUtCIlmvQadV85MVpSR5uzCbzeTljZX5ba93cefLtQwHIhi0Kvwh2SlLr1FhT9Tz6+umTBhF+O564okneOmll3jxxRcnlJ/9H6z/LPAdXeFwmO3bt7N+/Xp27drFBRdcwOrVq1mwYMFp75okSaKtrQ2Px0NlZaVyAfr9fnRJqdQOadnVKoNJPCXp/JwUdje50aoFrj1vEid6hhRSUUaynqUVdpaW28lI1ivM5jg7ONUka3eLrEZuKI4yoLWxu3VE2dPGCVVLyuU97bvduUDuqu+6vBQB2BILf4iPxuOe0ovKbPiCEbbUuXmzxkHHKOONpUUJXDO7jH5/JDYad8mOPEKckGVnfrGF7qEg697p5o0a56mAhTx5Bz63yEKr26c4bMnmFzA5TtgqTGVbp8RzR52oBVkCIUukUhU7yhPdw2yJuVzFHbjkfGEre5r62XCij5tn5fDtpUWn/fIdGBhg7dq1fOc73+Gqq676EK6mf0t9Ar7v9aSSRGdnJ+vXr+eFF14gEolw5ZVXsnLlyjFKh4nK7/dz7Ngx8vPzMRqNOBwOXC4XRqORtLQ07Ha7MiETJYn9Lf04h0MU2kwTGnaAnP/7vRdr0KgFegaDSsdrTdCSqNfw18/OwNnZSigUGuPO1TcU5O5X69jd5MGgURGOioSip0Aw12LkTzdOR6cZz2Fpdfv45rqT1DtGUAmy1WQgLLtIpRi1nJ+bwg+X5lBfW0NVVdUYNnlt7wi3PXec7tg6TBd7blGSSYtXTc/k20smPlPHuob4xroTOIeDREX5zGtVEIzKI+M7lhVTIDiwWCzk5o6VQR3uGORb608y5A8TiIgIghySEIpK2JN0/HLtZKZknb7jBfj73//OP/7xD2Ua8jGp/1zwHV2RSITdu3ezbt06tm/fTlVVFatXr2bx4sVj7qIkSaKurm6cvRzIIzKXy0VfXx9erxdjcir1Izr2tHnZ1eQhEHOoiptyVGYmsafZM0YrLDOb5Z8X2U389LUGttW7FVMKe4KWpZVpLCm3k2sxsKPew6Zap2KckRnT284vsfDnve3sbR4gK0UvfwEAOakGFpfJNppmo4atdS42j0pCyrcaubjQwvZ6F31DQWZP0tPjlWj0yCSRYnsCS8ptLCq1oVLBljo3W+ucSlpRnsVI71CQBJ2KH1xeSnXPyBit8qnwCBveUER5/vieF8BmgFvKIS07h8OOKFvr3YqucUZOihwAUWyldzDA1likYtxX+pbZOXzrPb4k4jU0NMTVV1/N1772Na677roP4/L5d9Un4Hs2L0CS6O3t5fnnn+f5559nZGSEK664glWrVo0bJw8NDU3ILn63CkKn0ylAfDZ7xM21Tu57owGDVi17tA8HESWZcHjv6nJCznY0Gs0Y60Z/OMqNf3mHnsGAYp+q06jQxEa3Syvs3LG8ZFwaEshj6usfP8SAPyzvaWOtucWkIRAWuWlWDldPTqalsWFMDCFAR7+fLz19DLc3RCgSJRSREAT5pl8CvrG4iKumZUx4po50DPLt50/i9oYVBrUkSRi1Kowagc9N1pBnDGE2myktLR0DjJtrnfzgFbnj1Y+KBVQJcnTiQ1efHfA+++yz/OUvf2Hjxo1KstTHpD4B33dXNBpl//79rFu3ji1btlBWVsbq1auZPXs2L774IkuXLh3nxDLRY8QJHkNDQ5iSzDT7Dezr8LE9lkSUqFczv8TGsgo7M3KSFXetOLNZqxYIRyWmZ5n4VGGEYEouO5sG2dXoJhCR96wLy6wsLbdTkZHI3mbZwWpPk1sJGpiWncyX5+VTYk9gd7PszrUvZqMZzy1eUm4nz2JkV6OHjSf6FHZxkk5gQUESV11YSLZZz/Z62VP6YKwjV+IUy23YE3X8/e0u/nGwSxn95qQaWFRmZ3GZjRSjZlx4RF4sSWlRmY19Lf38dkerkh8KMmFrmlVidq4Jm8XCEafI9kaPAvTx/OCuAT8bTji44YJsvn9ZyWk/F6/XyzXXXMPnP/95brzxxn/5WolXR0cHN910E319fQiCwBe/+EVuu+02PB4P1113Ha2treTn5/Pss8+eNVt3gvoEfD9AOZ1OXnjhBZ5//nncbjeXXXYZq1atoqGhAaPRyMUXX3zGbsnn89HX14fT6UStVis2l+81IeseDPDZJw8jShI6jQpfMEpJegK/u24KJ06cUMav8Wu1rm+E771YQ4NjRPY9liRCEQliIDhjUgoPXztFGfmOrmNdQ3xr3Ul6hmRpoFGrxh+RQTDFKMsUb51to7mpaQyhC2Tw/Ob6k7GIRdCoBMUzOUGn5pY5ue/pSX20c5DbnjvBgC9MJCoDtkGrJhCR/ep/cFkJGeEezGYzWq1WdhkMh7HZbLiiJr6zoQl/WMQbjCq/iySzqX993VQqMk7vXAXw4osv8uijj/Lqq6+SnHxmoD6b+jedZfgEfE9fce3hk08+yTPPPMOFF17Itddey2WXXXbWH3Z8NxJPXTIlJtMeMrK/Uw51H/CHFYnR0go75+emcPvz1bzTMagAsFGrYl6JDLQX5ptjWmGZ2TwcjCgpSnMKLTz1Vid1fSNMzU6m0elVJErzS2wsrbAxPTuFt9sH2FRzilCVbNDEiFaDhKMiS/M0OIJa3un2E4iIY5jRlRmyaciWUXGKiXo1/pCINVHLI9dMod7hZUutUzHesCZo5d8vs1FoN41jVgPYEzRcX6Ji6YVTONAuj5fjntUWo5rpNoELMnWUZtuoGVSxs6mfg20yYeumiybx3WXjSTKjy+fzcd111/HpT3+aW2655cO4PJSK7wzPO+88hoeHOf/883nxxRd54oknsFgs3HHHHdx333309/fz85///IM+zSfg+y+Wx+PhpZde4uGHH8bj8XDNNddw3XXXjWM2n678fr9i6gEoHfG794yH2ge4940GPN4wVdnJfG9ZIR0N1WRmZo7Jg3aNhLjhT4diCUwRBAF0ahU6jUAwInLTRTl8eV7+hNrhvuEA1//pHUIRkSF/WNlFpyZoCUUkvr6okAU5Gtrb2pg+ffqYrr2md5iv/eM4g4Ewoogy9k02aFCrBH68ooxFZfYJ34N9zR6+91INHm8IvUaFLyQHyGg1Amajlp+tLMM41IHNZhvjlhWJRHjh7Wbu29aFPwKamGtVTD1FerKe+6+q5Pz3YHCPro0bN/LQQw+xcePGfxUEx9S/6SzDJ+B7dnXttddyyy23kJGRwbp163j11VfJyspi5cqVXHHFFWf94UuSpPhN9/f3Y0pIpCeawIHuEFvrYgEGMWbyJfkJXFcsoLXns7VeDlBwe0No1QIXF1pYUmHnkiI52zeuJR6dv3vDzGxmF1qo7RlmU608nh3wj3XnuijfzMmeEdYf7mZ7vRsJeV9zUW4iK6bncFG+mePdw2yqGcuMjhtjzMwz88+DXTy2px2QD1E8CWlJuXwjcaRzkC0xrbI3FMWkO/Xzrn4/D29rwWLS4A1GCEZRbiQWxyRS8SSl+I2CSauiyqYiLEoc6ouyeoqNn64+/ZdnIBDghhtuYM2aNXzxi1/8SMKzR9eqVav46le/yle/+lW2b99OZmYmPT09LFiwgLq6ug/6sJ+A74dQe/bs4Ze//CW//e1v2bx5M88//zxNTU0sXbqU1atXM3369LMG4nerIOx2O+np6eM66WAwyJEjRygoKBhn+rOjwc2PNtSiUalw+0IEY5MfS4KWyyan8f8unThNa3u9ix+8Uku/T06Dits9SkCyQcv1F2RxTbmRzs7OMUxqgL1NHu54sQaPT05+UqsE1LHxtkmn4huLi/jUzEkTPu/hDrnjHfKHYwxsYs5ZMqv5JytKSfF1kpaWxqRJYx+jumeYL/z9KOGIqPjfq1Wgje2oH1xZwMyS7DPKQd98803uvfdeXn31VcUF7KOqj+gswyfge3YliuI4PWB1dTXr1q1jw4YNH0h7GI9BjNtcGk0mXCTzVneIjcd76Q+IqAWYmZ/Ksgo7C0qsdA0G2FTjZFOtk57BUxKj83NTWPdONwP+CPOKLRzvHlYkSBfmm1laYWd+qZWOWNzh5hoXfcNBNCqByoxE6h1eTDoVqwtVeKRE9raPKFrji/LNciRhsYUWt38MM1ods31LS9bz2+umxKwsT0UWxrXKi8ttzC2y0OQ8Rbhye+U9bYpBzYoCFZ+eX0XbYJgtoyRSceONxWV2Li5MpcEpd9QbTzgIRERWVZq5rlhOv7FYLKSlpZGSMlZ/GAwGufHGG1m+fDlf+9rXPnLgbW1tZd68eZw4cYLc3FwGBgaUzzs1NVX57w9Qn4Dvh1Dx9LPR53lkZIRXX32VdevWUVNTw6JFi1i1ahUzZ848a1+AuArC4XAQCoUUm0uAEydOUFZWNuFNetyAQxOzyhsJRghFJO66vJQrJ5AwgUyQ+uxfD6MChoIRpeM1G7VEJYmfriynLCGoGIWMllQebBvgG+tOKOPeuPFGol6NTqPil1dPZmbexM3E1jonP3iljsHYtC4uQ1SrwGLS8dOVZZiG2icE3jeqHdz1Si0joSgq5NcbjcWx2xN13LUsjxy9X3HYiicxvXvHvm3bNn74wx/y6quvnta98MOoj/Aswyfg+69XXJgf1x4ajcb3rT2UJImRkRH6+vro7OyUw7LNkzjUF2VLvZtWt1+xelxaIe9RB/0R3qxxsPGEg+5BmaVYlp7AqqoMlpTb6I+ZemyqkR2oRltFLiqzMeCP8Lf9Hbwas5oUgCkZJi6bmsmiMhv9vjCbYylMcZvN6ZNkCdOiMhuvVzv41dYWtGpBZmS+6+f93rDMjK5zKb8/bVIyi8vteINhfr+rnaxkLeFwBKdfGvPzhaVW+n3hWLiEk47+gPLzRJ2G3c0e1s7I4O4Vcr7pu3fsKSkpaDQa0tPT+fKXv8zcuXP51re+9ZED78jICPPnz+fOO+9kzZo1mM3mMQc0NTWV/v7+D/rwn4Dvv6H8fj9vvPEG69at48iRI8ybN49Vq1Yxe/bss/YFCIfDuFwuurq6GBwcJCMjg5ycHJKSksZdg1FR4tZnT3C8a5BwVEKrUfGFi2VZz0T17DvdPLSlSSFlGTQqxVM+yaDhawsKuDgtSn9/P1OnTh1z8/BGtYO7X61nwBdGQk4H06oFghGJJIOa719WyoqpGRM9LYfaB7j12RNKxrEggFGjimUla7hvdTmGwXbS09PHjNVBvlm4+W+HiUYlfOGoooQw6tRoVAJPffY8Ckd5YXu9XpxOJ06nU4lEjEajdHV18b3vfY+NGzeSmZl5Vp/FB62P+CzDJ+D74da7tYdqtZqVK1eyatUqsrKyTvvlL4oiJ06cICEhgfT0dEXyoFarCehTecchsrWhX7F6nJyZxJSsJF451otRq2b55DQOtQ8qP6/MTGRpuUyIEiViHfMpq8icVAPdg0EyErXcUAL9Ggt72kYUX+TyDPn3F5fZAEnWIted8k0GOYP3F2sqSdDFJE6jfl6WnsDiGOFKHWNGb651UhP7uUmrYnGOik/Pn4xeq2Vr/difl8SSkBaX2dCoBLbUuXjmYDdub4hrzsvih1eUTkhAiY/2n376aR555BFSU1O54447WLNmzUeq/wuHw6xYsYLly5fzzW9+U34Pyso+GTt/jCsYDLJ582bWrVvH22+/rfgCzJ0794y+AB6Ph/r6eiZPnozP58PhcDAyMqL4TY+e0ISjIm9UO3EMB6nMTGJWwcSdp8cb4srfvQUS8q421vGmGOSbgt/fUEViyM3IyAhTpkwZ091vqXXy/16qIRjb7YaiEkjyuNekU/O7G6rek1386ok+fryxjpFgFJ1GIBRzn1IJYEnQce/KMgyDbWRmZo6JXAR4s9rB91+pxRuMgiDveWNPjcWo5b6rKicMhBj9GXR3d/PZz36WpqYmPvOZz/D5z3+eyZMnn/b9/1fq33CW4RPw/ehqIu3hihUrWLVq1TjtYSQS4ejRo+OyOwHl4Mb9psMGcyy4waOYcuRbjVw+OZ2lFXYMmpi7Vo1TkRAV2kwsq7CzpNxOgk7N73a28vLxPuU58lL1LJ8sm34kGWJAWuPkcOcpCZIskbKzv8XDQ1tbZNOAoCyIj3tCL62wk2rSsq3ezaYaJ4c7BsdInCJRkafe7qLQokcjhWkckLWE2WaDwrxOT9KzvUGWIB0axaxOT9JzpHOItTMy+PGK8gmBN17RaJT//u//pqSkhLVr1/Liiy9y6623YjabP5wP910lSRKf+cxnsFgsPPzww8r/v/3227FarQpJw+PxcP/993/Qp/kEfP8XKxwOs23bNtavX8/u3buZOXOm4gvw7tFoX18fbW1tTJs2bQwj+t0TmrhDVGpq6llNZer7Rvj834/KrycqMhyQrV5TDBp+eHkZBdoBwuEwlZWVYx7vuVi3POiPKKCpi4Wj2Exa7r6ynPkT5A4DvN3az23PncAfjhKMSLHcYiFmUavll2srwdU8IfDW9Q1z0xOHiUoS/pC8jxYESNSpEQSBp285b0Jf6nGv4e23ue2223jqqaeorq5GkqSPTCb4bzrL8An4/nvqdNpDo9Go3FWPzu6cqOIZpg6HQxbuJ1g45hHY3jjAoZhVY67FyLJyWctrS9SytU4GwoPvNu2wGbmpOMKwMZNdLUNK+MLo3OGsFAM7GuTfj7t3gQyGP76ijOK0BHY0uNlS62J/iyxhSkvSKRKkAquJXU2yxGlPkwdRksdcczLVXHdxGeWZyexpkslk8RSn0eEQ5RmyFvrx3W20evysmZ7J3VeWnRF4v/a1r5GZmck999zzkY+aAXbv3s0ll1zC1KlTlW7jnnvu4aKLLuLaa6+lvb2dvLw8nn322TE+uu+zPgHf/yMV9wV47rnn2LFjB9OmTVN8ATZv3kxmZuaYUIaJ6t0qiJSUFNLS0rBYLO9J+PIGI6x49C0CkShatayN1agEnv38+Qz2tCIIAmVlZWPiU58/0sPPXm8gGpUQVBCOda16jYpEvZo/3Tid0vSJ9bHrD3dzz+sN+MMiWrVAJCopK6rUBC33rypHP9hGVlbWuDHwG9UOvv9yLb4YsSoeRQqQYtJy78r3BvzRdfjwYb785S/z4osvjktA+ijq33SW4RPw/d8pp9PJiy++yFNPPUVNTQ1r1qzhC1/4AuXl5WcNFsFgUCF4RCIRNIkWTg6q2dk0qEh4Rrtn5VmMPLCpiQ0n+k6ZdiRqWVohm3YU2U3savSwucbJnlG5w4vLTUcsZwAAFoxJREFUbSwtt3O0c5Df7GjFliBnjwYjIqmmU3GHcm6xh801LnY3nZIwLSqzIUoSLx/rozLNiEkIcdIj4Q+LJOk1zC+Vwx9mTErhYPsgW2Ja5zgzepLZQL3Dy6qqdH62quK0wCuKIl//+tdJSUnhgQce+L8Wnv2v1ifg+3+wotEoe/fuZd26daxfvx6LxcLtt9/OpZdeOi6T+L3q3SqIpKQk0tLSsFqt4whf77QPcPvz1fjDUfQaFfetriDB243BYKCoaKzBzGN72vjTnnZlPywAeo28480267lnVSUX5JknfE37mj18/bkTBEbl/+pipLBUk5ZHrplMqLeR7OzsccDb6Bzhhj8dIirGCF2x5zbpVKhUKp6++bwJ847fXcePH+cLX/gC69ato7R0Ytb3x7g+Ad//rfL5fMybN4+f//zndHR0sH79erq6upRM4vejPYwHivf19REKhdDHbC53jvJMTjFqGPRHmJxh4ubiCP6UXHY0DbC70aOYdiyKjY6nZiVxoLWfN2uc7GyQPZlB7ni/s7SYmXlm3m4biMUduhgJyilKC0qtLCm3c0GeHM6wpdbF69UOghGZuT0jTc3ai4qYU2TjRPcwm+ucbKtzKxKoOYUWllbYmFNoobZ3hF9vb+FkzzCrqjL46cryCZmf8RJFke9+97sIgsCvfvWrcw144RPw/T9dv/71rzl+/Dg333wzzz//PG+++SZFRUWsXLmSyy67bIyP8ukqroJwOBy43W5MJhNpaWnYbDaF8BURRfp9YZL1amqrT5KcnDwung9g/i/34AtFiYiSQsrSqQWSDBr+9tnzyLdObC7ytwMdPLi5iVBUUhQNcQA1m7Q8uKYCjaeFSZMmjZvWje544+lrcVZzkl7NPasr3lM/PLpqamq4+eab+cc//kFlZeVZvXcfs/r4ge/rr7/ObbfdRjQa5fOf/zx33HHHB391/8vl9XrH3B0PDg6yYcMGRXu4ZMkSVq1a9b4yieOB4n19ffj9fozJqTR6dexu9bK13kU4KpFi0LCwTHbXmj4pmbfaBthU42J7vQvvKFOOJeU2jnYO8sT+TrLNBoYDkTFa36UVdmYXpMpAOkoiFAdStQo217qYkWXCrA5xol81Jtd4aYWdS4qttLl9ioQpLpHKMuvp6A9w5dT098wOjZcoivzgBz/A5/Pxu9/97lwEXjhHwfdcOc9erxeTyaR0nqIocvToUZ577jlef/11srOzFV+As+UejFZBuFwuDAaDYuqhUqk4duzYOCOL0TXvl3sIhKKoVLJhRzgqUmgzcd/qSiozJ74Z2Nng4lvrTxKKyNGFIDtfCYKsPf7ddVMY7qwnNzdXkVLFq8np5drHDiJKEsHoqUvBoFGhUQs8c8t5FNnPbAFZX1/PTTfdxN///nemTp16Vu/Vx7A+XuAbjUYpLS1l06ZNTJo0iZkzZ/LMM8+ck3dGce3h+vXrqampUTKJ34/2MB4o3tfXx8DAAIFwlJHEHA50ye5ao92xZNONVI52ye5ZW+tOmXZkpuj52oIC5hVbqO3zKuEKrhHZ9GNOoUXxlG51+3mzxsGLR3sZCUYRgEqrmtUX5LOkIo2ewWAshcmlxCWelyuHMywuszLgj/Dg5iYOtA5wxZR07lt9euCVJIm7774bh8PB448/ftbvzcewzjnw/U85z5IkcfLkScUXwGq1snr1alasWPG+TCLiftNOpxO/34/dbqekpOQ9/aYf3dnCk/s7iUZFRGQDm2c/fwGZKYYJ//1je9r41bYWoqKESkCxihWQyVUPX12B4GqeEHjfrHHw/146teONh6PEx833rKpgacWZdbktLS3ccMMNPPnkk8yYMeNs35qPY328wHffvn386Ec/4o033gDg3nvvBeB73/veB319H4uKaw/Xr1+vZBLH/abPRnvY09NDZ2cnOTk5uN1uhoaGSEhOoStkYl9nYEzHOrfIwtJyGwfbB1l3uIcSu4nBQEQx3ZhVEDP9KLXS7vGzKRaH2DUgpxxdkGdGpxbY3dTPrNwEbNoQJ/o1tHrk8ITpk5LluMRyOQ5xcywOMe7ZnJakwzEc4vLJadx3VQWa03SxkiRx33330dzczF//+tdzGXjhHATf/8Tz/O5M4oSEBMUXIC0t7Yycj3A4zJEjR0hPT0cURUUFEe+IR3s3S5LEMwe72FzrItWk5avzCyaMIgTYVufiOy9UEwhHiTetagE5QzhRxx9vmEJ/ex15eXnjzC2aXV7W/vEgUVFUSFUAerWARq3imVvOpzjtzDve9vZ2rrvuOh5//HFmzpx5xn//Ma+PF/iuW7eO119/nccffxyAv/3tbxw4cIDf/OY3/8JL/HjVaO3hW2+9xZw5c06rPezs7MThcDBt2jQFnOKB4vGOOCEpib5oIge6Q2ypld2vALJT9HzxkjwWltro7A8oph2dcaDNNbOkQu5Y+30RNtU4+eehbgb8suVdkVnFyvPyWFaZRiQqKbnD8bjDsvREJfdYp1bx8zcb2d7g5tJKO/evqTwj8D700EMcO3aMp59++qwNED7Gdc6B73/6eZYkiebmZsUXQKvVKr4AE2USB4NBjh49SkFBAXb7qb1pXAXhdDoRRVEJfng/uvafv9nIU291olEJSsKQgOz1/JtrJyM6myYE3k01Du54sUZxu1IBcfw1alTcs7qC5ZVn7ni7urq45pprePTRR5kzZ85Zv+6PcX0Cvh/nimcSr1u3bkLt4YkTJ4hEIuOcbkZXPFC8r68Pj8dDQmIibpLY2xFkZ5OHjv7AmFzexWU2+v1hNtc4ebPWSZNTjgusyk5Cr1HzdtsA8/ITSdOFqB7SUT3KdCOuFTbpVGypG6sFjkugllXY+cXaMwPvb3/7W/bt28c///nPs4p5OwfqE/A9hyvuC7Bu3TpeeOEFotEoV155JatXryYnJwen00lzczOlpaWnlbiEQiFFjhiJRLDb7aSlpZ2Ref3k/nZl5CwIAuGoSGaygcc+NQVHS804wAdodflY/ce3iURERjW8aFSg06h5+pbzKE078463t7eXtWvX8vDDDzN//vwz/vtzpD5e4PufOKY62xqtPdy+fTtmsxmbzcaf/vSnsw6YfjfT0mg0MqxO4WBfhM11biWXd/qkZEXCFIqKbKpx8tRbnbi9csebk6Tiyhk5LK9Mw6SVTTs21Tp5J6ZFzrMYZfetCjuZyXrue7OR1046WFJm48GrJ6NVnx54H3vsMTZv3sz69evfM9btHKxzDnw/Oc8TlyRJ9PT08Pzzz/PCCy/gdrsZGBjg0UcfZf78+WctR4yrIBwOB8FgEJvNRlpaGomJieMewxeS84S7BvxKru4frp9CsLdhQuDdXOPg9hdqFBb16NKrBX62qoLLp6SP+9m7y+FwsGbNGu6//36WLFlyVn/XOVIfL/CNRCKUlpayZcsWsrOzmTlzJk8//fRHajX2caxvf/vb1NXVUVhYyNatW6moqGDVqlUsW7bsfWkPR0ZGFJtLnU5HQGfmsFNiS71bsYGszEzEqFVzqH2QJUVJpOlC1AzLblQSp9yxllXYSUvSsa3ezeaaU3GCyQYNQ4EIS8ptPLj2zMD7xBNP8Morr/Diiy+O2W/9B9Q5B76fnOczV11dHWvXrmXVqlUcPHgQj8fD5ZdfzqpVq8YYapyp4ioIh8OBz+dTbC6Tk5OVxwhGouxu8uALRZmemUBP88QdryhJzLxvpzJqjpcK0GlVPHPLeZSln1la5XK5WLNmDT/96U+59NJLz+4NOXfq4wW+AK+++ipf//rXiUaj3HLLLdx5550f/NXF6r0ClD+utXfvXmbPno0gCIiiyMGDB1m3bh1vvPHGB9Iegsy0jO+VNBoNUUMqR9ywrcHDkZgNZXaiihXTJ7GsMg2rSfZrHu2OlZmij/lN2ym0mXhgUxMvHetlQamVh6+Zgu40wAvyWPLZZ5/llVdeOetu/hyqcw584cM/z+faWXa5XLhcLsrLy4FTmcTr16+nu7ub5cuXc9VVV1FZWXnWEru4CsLhcDA8PKwkgpnNZgRBIBQKceTIEQoLCydMafMGI8x6YDdRcezHrVUL/Gxl+XuGM4yu/v5+1qxZw/e//32uvPLKs3rd51h9/MD3o6j3ClA+1yQPoihy7NgxnnvuOV577TWysrJYtWrV+9Iegsy+ju+VBEFgJKpmb4ePOq+RQ+2DiJLs57w0ZnOZazGyPRacsKdJNv1IiHlDLyy18tBZAO+zzz7LE088wcaNG8+6ez/H6pwE3w+7/lPOMsi+AK+88grr16+npaWFpUuXsmrVqveVSSyKIh6Ph76+PoaGhkhOTmZgYICysrLTxqMufmQvvYNB5QPXa+SOtzzjzDf0g4ODrF27lm9/+9usWbPmrF7nOVifgO9EFQ9QXrp06f/2S/nIarT2cOPGjVgsFlavXs0VV1xx1pnEIOvyenp60Ol0SJKELsnCyUEN2xsHFL/njGQ9i8ttLCu3U5aeyINbmnjunR4uKbbw62unotOc/ovihRde4A9/+AMbNmwgOXni5JUPUrfccgsbNmwgLS2NEydOAHJncd1119Ha2kp+fj7PPvvshDms/wv1Cfh+gPpPOMsAw8PDSiZxXV3dmEziswXiYDDIwYMHMZlMBAIBkpOTFZvLdz9Gs8vL5/52lH5fCBC4+8oyVladueMdHh7m6quv5qtf/eqHHo7wyXl+1xN83MB3dIDyh/lF/3+53q09NJlMrFq1ipUrV55We9jR0YHL5WLatGmoVKoxgeLhcBhDsoW6YS07m4fY3eQhGBFJMWgYDETOGng3bNjAww8/zMaNGz/0Q7Nz504SExO56aablMP6ne98B4vFoqSX9Pf38/Of//xDfd4PWJ+A7/us/8SzDPJk6vXXX2f9+vVKJnHcF+C9VA/BYJAjR45QXFyM1Wodp4JITEwkPT19jN+0JEkM+MMk6jWn5WrEy+v1cu2113LLLbfwX//1Xx/q3wyfnOdxT/BxAt93Byj/J9Zo7eFLL72ERqNRJA+jtYft7e14PB6qqqomvLOOB4r39fURCARISLHQ5NOzr93LvBLZEUuvOb0pxhtvvMF9993Hq6+++r6cgN5Ptba2smLFCuWwfgS5nR9WfQK+76M+OctyBYNBNm3apGQSz5kzh6uuuoqLL75Y8QWIA29JScmEMqaJVBD/v737C2n63eMA/v6WBR0LXCUbp8WwlunAjtH/AxV1ipZFGyFWdkKiBUrinRe2LtqVEcOgCArqdOGirKl1SKojhTdi1FxKO2CEBqIYHKtpaObZ9pwLf5u2X+r2O3733fy+X3fzZh+Vtx+/z57n+Wi12p/um57N9+/fUVRUhOLiYpw5c2ZOv8epmOcpb5AqzfdXA5TVbrqZxIODgzCZTDh27FhMS1qBQCByzeV0Oy2jvXz5Eg6HA01NTb872D+XosOakZEBv98PYOL712g0kdcKY/ONEbP8a+Pj45GZxK2trdi6dSt27dqF58+fw+l0xjQiTwgRueYyfApCq9UiMzNz2hGKY2NjKC4uhsViQWlpqaxjPpnnKW+QCs13ugHKNCk8k7i8vBzt7e3Q6XSRmcTRo8xmEr3TUqPRQKvVRnZaAhPLR3a7HU1NTbPOOP5/zRRWANBoNPj69ausNcSIzTeWApjlmAQCATQ2NqK8vBwGgwHZ2dmwWq3Yu3dvXEf4ok9BhG/XCl988+PHD5w6dQr79+9HRUWF7PO1medJKXHnX2trK2pra5GXl4f8/HwAEwOUCwoKlC0siUiShEWLFmH58uX48OED/H4/GhsbUVlZGTl7eOTIkVlnEi9cuDAS0PBOy4GBAXR1dcHj8SAUCqGuri4hjfdXtFotBgYGIstUcj5109xjlmOTlpaG7u5u1NfXY8eOHZGZxA6HAyaTKXIvwGxH+tLT05GVlYWsrKzIKYjOzk4MDQ2hra0NPp8Pu3fvTkjj/RU15zklnnzlFAwGsXnzZqxatQpPnjxRuhxZhM8eNjQ0oL+/HwcOHIDVao1rJrEQArdv38b169exYMECbN++HTdv3pT96sjo/5QrKyuxYsWKyAaNL1++4PLly7LWECM++SaB+Z7nUCiEN2/e4OHDh2hubsbatWthsVhgNpvjuhfg06dPKCsrQ3d3N3Q6Hex2Ow4ePChj5ROY5ylvoPbmW1NTA4/Hg+Hh4XkZ1mjhs4cNDQ3o6enBvn37YLVaZz176PV6ce7cOTx69AgGgwGdnZ2yjxQ7ceIEWlpaMDg4CK1WC4fDAavViqKiIvT29sJgMODBgwcxfRaWAGy+SUBNeQ6FQujo6IDb7cbTp0+h1+thsVhQUFAw470AwWAQpaWlMBqNuHjxIj5//oyRkREYDAZZ62Weo95Azc23r68PJSUlsNvtqKmpmfdhjRaeSex2u9HV1YU9e/bAarX+7uzhu3fvcPbsWdTX12PdunUKVpzU2HwVpuY8CyHg8/ki9wKsXLkyci/A1JMIwWAQFRUV0Gq1qK6uVmSpOUWw+cqpsLAQVVVV+PbtG5xOp6rCGi08k9jtdv909jAjIwM2mw11dXXIzc1Vusxklgp/xZhnFRBC4P3795F7AZYtWwaLxYLDhw+juroaS5cuhdPpjPkjJ5WSPc+q/emHb1rZtGmT0qUkhSVLlsBqtcLlcqG9vR2HDh3C3bt3YTab4XK52HgpqTHPkyRJQk5ODi5cuIBXr17hxo0bGB0dhdlsRl9fHxtvklDtk29VVRVqa2uRlpaGsbExDA8P4+jRo3C5XEqXllSCweC0t+7QT/jkqyDmeXZCCAgh2Hhjw2XnRGhpaVH1MhXNCTbfJME80xzgsnOq8vv9KCwsRE5ODnJzc9HW1qZ0SUT0BzDLJAc++cqkpKQEO3fuhM1mw/j4OEZHR+MaC0gph0++8xSzrEpcdk5FQ0NDyM/PR09PD7fyq0cq/KKZ5zgxy6rFZedU9PHjR2RmZuL06dPYuHEjbDYbRkZGlC6LiOLELJNc2HxlEAgE4PV6UVZWhrdv3yI9PR2XLl1SuiwiihOzTHJh85WBXq+HXq/Htm3bAEwc/vd6vQpXRUTxYpZJLmy+MtDpdFi9enVkKPSLFy9gMpkUroqI4sUsk1zYfGVy7do1nDx5Ehs2bEBHRwfOnz+vdEmKePbsGdavXw+j0cjlOkpJzPIk5nnucLdzirly5Qpu3boFSZKQl5eHO3fuxDVcO5GCwSCys7PR3NwMvV6PLVu24N69e/P1ySEVtsIyz0mGeU5a3O1Mk/r7+3H16lV4PB74fD4Eg0Hcv39f6bKm9fr1axiNRqxZswaLFy/G8ePH8fjxY6XLIkoKzLO6zfbkS0lEkqRVAF4B+AuAYQCPAFwVQvxLybqmI0lSIQCzEML22+tTALYJIcqVrYxIecyzuvHJN4UIIfoBOAH0AhgAMJSsQSWimTHP6sbmm0IkSdIAsADIAvBnAOmSJP1d2apm1A9g9ZTX+t++RqR6zLO6sfmmln0APgoh/iOE+C+ABgB/VbimmbwBsE6SpCxJkhYDOA7gnwrXRJQsmGcVS1O6AIpLL4DtkiT9CcB3AH8D4FG2pOkJIQKSJJUDeA5gIYB/CCH+rXBZRMmCeVYxbrhKMZIkOQAcAxAA8BaATQjxQ9mqiOiPYJ7Vi82XiIgowfiZLxERUYKx+RIRESUYmy8REVGCsfkSERElGJsvERFRgrH5EhERJRibLxERUYKx+RIRESXY/wCJ9gt5fRnJHgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Gaussiana con los parámetros recomendados\n", + "z4 = gauss2d(best2d4, x4, y4)\n", + "\n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x4, y4, z4) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x4, y4, z4) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Estrella 5" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Estrella 5')" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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QmVLpwEneR3KY5I4xbXeRHCL5bPG64eKaKYQQIiXyBH4/gLVO+5fMbGXxeqyzZgkhhKgisiLPkySXdeJkZlYK9ntCRSo4NBEeU0HAE5yiAlOkkp63pFokK7KdbZGsLE84ioha0WzQqAibjo93XJPqbpHjogJZOj7RjDivLSKeR4TIdm3enErH0RtX75xRAS5ilzd/olmcEepW//So+7mPzs1IhihQnnfRDNF2NImBf4rkj4sQy9wG/QghhKhBXQd+L4C3AFgJ4GUAf9tuR5LrSG4jua2TP0cTQoifd2o5cDN7xcxGzOw8gK8AuO4C+24ws9VmtrqTiysIIcTPO7U8KsnFYzZ/G8COdvsKIYS4OFQqZCQfBLAGwAKSgwDuBLCG5EoABmA/gE/UNcATEtJAf3R5rYgg0GTppk6KbR6eHenyVlHhyxPWjh07Nm7bE8fqZi16eMdFsy49Iku2edcdERm9fbz7Fi1VmrZFr9Ebf+8+pdm3nkgXFdbStujyaZEfILSzI0LdMsbRviI+JJrVGRX6UxG8rk/5WX9VO5jZLU7zVxudVQghRGMUlBZCiEyRAxdCiEyRAxdCiEzpeTnZuutfRpnI+nJ1iJR79YSpadOmldoiQktUEPKEr0jZ0E4SXfPRsyMiDHrjOjAwUGrzxiIibHr3KBWCAeDUqVOV5/TEsFSgBvz1NT07UqIZllFhNsUTMb3rjmQ3RudwVBBNxzY67zwipVyjImbkBxreHJ6I6KsncCGEyBQ5cCGEyBQ5cCGEyJSuxsDPnz9fWmrKi1mmMS0v7jhz5sxSmxenS6vMRRMxvPikRxrn8vryKt151I2/eTFkb5m1RYsWVfbvxfC9cfVI43ne9Xjx3Ndff73U5sWoUzu8e7lw4cJS26xZs0pthw4dGrcdjed6YxHRLrxYp6fPRBNm0jZvvKLV/NJx9DQDb16cPHmy1OZ9njtJ3cQXz19ElperO/fb9Z/6Am+su1WNUAghRA+RAxdCiEyRAxdCiEyRAxdCiEzpqohJsiTcRH60XjfppQl1k4eiokf0nBFBI3rdEWE2KpJG7IpUvgN8ASiS4ODZ6om3XlsqjHtCsycwRatBpm2dXBbQ2y+asOaNWdpX1AbvHkVo8jmNrCkQFW+j1Rrr7BM9Z1OfpSdwIYTIFDlwIYTIFDlwIYTIFDlwIYTIFDap9Dfhk5EHAbwIYAGAQxW7T2Zkf2+R/b0jZ9uBfO1famalNOOuOvCfnZTcZmaru37iDiH7e4vs7x052w7kb3+KQihCCJEpcuBCCJEpvXLgG3p03k4h+3uL7O8dOdsO5G//OHoSAxdCCNEchVCEECJTuu7ASa4l+QLJfSTXd/v8E4XkfSSHSe4Y0zaP5BaSe4u/c3tpYztIXknyCZLPk9xJ8vaiPRf7p5N8muRzhf2fL9qvIvlUMYceJlm9QnEPIdlP8kckHy22s7Gf5H6S/0PyWZLbirYs5g8AkJxDciPJ3SR3kXxHTvZX0VUHTrIfwJcBfADAtQBuIXltN22owf0A1iZt6wFsNbNrAGwtticj5wD8qZldC+DtAD5ZjHcu9p8B8B4zWwFgJYC1JN8O4G8AfMnMrgbwGoDbemdiiNsB7BqznZv97zazlWN+fpfL/AGAuwF818yWA1iB1n3Iyf4LY2ZdewF4B4DHx2zfAeCObtpQ0+5lAHaM2X4BwOLi/WIAL/TaxuB1fAfA+3K0H8AAgP8G8Da0EjGmeHNqsr0ALEHLSbwHwKMAmJn9+wEsSNqymD8AZgP4XxRaX272R17dDqFcAeClMduDRVtuLDKzl4v3BwBULzbZY0guA/BWAE8hI/uL8MOzAIYBbAHwEwBHzGx08cLJPof+DsBnAIzWDZ2PvOw3AJtJbie5rmjLZf5cBeAggK8VIax/IjkD+dhfiUTMhljra3xS/5SH5JsA/CuAPzGzcSsIT3b7zWzEzFai9SR7HYDlvbUoDsnfBDBsZtt7bUsDrjezVWiFPT9J8l1j/3GSz58pAFYBuNfM3grgBJJwySS3v5JuO/AhAFeO2V5StOXGKyQXA0Dxd7jH9rSF5CVoOe8HzOxbRXM29o9iZkcAPIFWyGEOydEVDCbzHHongN8iuR/AQ2iFUe5GPvbDzIaKv8MANqH1JZrL/BkEMGhmTxXbG9Fy6LnYX0m3HfgzAK4pVPipAD4K4JEu29AJHgFwa/H+VrRiy5MOtpbN+SqAXWb2xTH/lIv9C0nOKd5filb8fhdajvzDxW6T1n4zu8PMlpjZMrTm+vfN7GPIxH6SM0jOHH0P4P0AdiCT+WNmBwC8RPKXiqb3AngemdgfogfCwg0A9qAVy/xcr0WAgL0PAngZwFm0vtFvQyuOuRXAXgDfAzCv13a2sf16tP57+GMAzxavGzKy/1cB/KiwfweAPyva3wzgaQD7AHwTwLRe2xq4ljUAHs3J/sLO54rXztHPay7zp7B1JYBtxRz6NoC5Odlf9VImphBCZIpETCGEyBQ5cCGEyBQ5cCGEyBQ5cCGEyBQ5cCGEyBQ5cCGEyBQ5cCGEyBQ5cCGEyJT/Az6FR5zh1zz7AAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Mostrar la banda de la estrella\n", + "plt.imshow(estrella_5, cmap='gray')\n", + "plt.title(\"Estrella 5\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Graficar intensidad en función de los pixeles" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee65213198>" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Realizar la gráfica intensidad en funcion de los pÃxeles\n", + "x = np.arange(0,70,1)\n", + "y = np.arange(0,20,1)\n", + "\n", + "y5, x5 = np.meshgrid(x, y) \n", + "\n", + "# La gráfica \n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x5, y5, estrella_5) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x5, y5, estrella_5) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ajuste gaussiano 2D por mÃnimos cuadrados" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parámetros recomendados: \n", + "[162.88144009 8.45107512 41.41270282 1.30405595 103.7329719 ]\n" + ] + } + ], + "source": [ + "# Aproximación inicial\n", + "params0_e5 = np.array([1, 8, 43, 1, 0])\n", + "\n", + "# Ajuste\n", + "best2d5, suss = leastsq(error2d, params0_e5, args=(x5,y5, estrella_5))\n", + "print(\"Parámetros recomendados: \")\n", + "print(best2d5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Gráfica con el ajuste" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee65041d30>" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Gaussiana con los parámetros recomendados\n", + "z5 = gauss2d(best2d5, x5, y5)\n", + "\n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x5, y5, z5) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x5, y5, z5) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Estrella 6" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Estrella 6')" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Mostrar la banda de la estrella\n", + "plt.imshow(estrella_6, cmap='gray')\n", + "plt.title(\"Estrella 6\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Graficar intensidad en función de los pixeles" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee64e91400>" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Realizar la gráfica intensidad en funcion de los pÃxeles\n", + "x = np.arange(0,60,1)\n", + "y = np.arange(0,15,1)\n", + "\n", + "y6, x6 = np.meshgrid(x, y) \n", + "\n", + "# La gráfica \n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x6, y6, estrella_6) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x6, y6, estrella_6) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ajuste gaussiano 2D por mÃnimos cuadrados" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parámetros recomendados: \n", + "[142.72270271 8.13087847 35.63697819 0.86386245 76.70421161]\n" + ] + } + ], + "source": [ + "# Aproximación inicial\n", + "params0_e6 = np.array([1, 10, 36, 1, 0])\n", + "\n", + "# Ajuste\n", + "best2d6, suss = leastsq(error2d, params0_e6, args=(x6,y6, estrella_6))\n", + "print(\"Parámetros recomendados: \")\n", + "print(best2d6)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Gráfica con el ajuste" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee64ceac88>" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Gaussiana con los parámetros recomendados\n", + "z6 = gauss2d(best2d6, x6, y6)\n", + "\n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x6, y6, z6) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x6, y6, z6) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Estrella 7" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Estrella 7')" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Mostrar la banda de la estrella\n", + "plt.imshow(estrella_7, cmap='gray')\n", + "plt.title(\"Estrella 7\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Graficar intensidad en función de los pixeles" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee64b3f198>" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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mpqYGn8+3oAItK+Myylg95BvRS8nKYtGq5RRXLaSMrWKt3M6IsjJ+dqGsfEvAYvkgq+IxGo2yZcuWJYXYyuHu2rULgGQySTAYZGJigu7ubhwOBzU1NdTU1FBZWbmo0MN8ZWyFz3KVcW6OqayMyyhjcSM6H1JKBgYGmJiYyBrJVVVV2Gyr+wotlDO2lLH1fW6YuqyMn7koK98isVg+KBaL0dXVRVNTE7t27WJsbCybBy4WTqeTpqYmmpqaAEgkEgQCAUZGRohEIrhcrmy+2Ov1LqqM84VXSkkymSSZTAJPF3yUSQLKeC5ioVqNhWAYBidOnKCiooJrr72WcDhMIBCgv78fIQQ1NTWk0+kFU0crQSF51jRt3rmXlfEzE2XlWwQWyweNj4/T19fH/v37qaqqAhYOTZUCl8tFS0sLLS0tSCmJx+MEg0GGhoaIRCJ4PJ6sZ+zxeEpSxvmtEKFQiMbGxnLBRxnPeixWq1EIfr+fWCzGrl27qK+vJ5VKUVdXR11dHWCmjyy59Pv9TE1NzYtYrXaUqZA8p9PprDKOxWK4XC68Xm+ZwGeDo6x8F8Fi+SBd17lw4QKapnHkyJErWolWs7leCIHH48Hj8dDa2oqUklgsRiAQoK+vj1gshtfrzYbD3G53Scq4p6cHn8+XXVZuhSjj2YhSw8yXL18mEAjg8XhoaGgoKNN2u52GhgaSySSKolBXV0cwGGR8fJxLly7hdDqzynixiNVykd+mOD09TUVFRfZdlcsZUFbGGwtl5bsAFgszh8Nhzpw5Q0dHB+3t7Vc8zIqirCmzjRCCiooKKioqaG9vR0pJNBolEAjQ29tLIpHA6/Vmhd7lci26r/zWpjJJQBnPJpTau5tIJDhz5gw1NTUcOnSIxx9/vOhjLZQ+Gh4eJhKJ4Ha7s0ZyRUXFmsiSxb4FC3MGlAl8rj7KyrcANE1jZmaG8fFx9uzZk304pZSMjIwwPDzMNddcQ2Vl5YL7WE9aOSEEXq8Xr9dLR0cHUspsXurixYukUil8Pl9W6J1O54LnWSYJKOPZBCsse/z4cfbv3z/v2S+E6elpuru72b17dza0XAwWqnYulD4KBAIMDAwQjUapqKjIGsmLRaxKQe4+ygQ+Gxdl5ZuD3DCzRRNnPYjpdJpz585hs9m48cYbFy2uyBXEq/EgCyHw+Xz4fD42bdqEYRhZZXz+/Hk0TcPn82UrNpfa11IkAWVlXMZGRG6tBixuEBuGQU9PD5FIhEOHDi2ppJeD3PRRW1vbiiJWC2Epo79M4LNxUFa+GeTngyzlCxAMBjl37hxbt26lpaVlyX0tt+dvraAoClVVVVRVVbF582Z0XScUCmXDYdFolJ6enmw19WLtE8Uy9ljCW1bGZaw3CtVqLCaT8Xicrq4uGhoaOHDgQMHntRilZr0vikWxEStLGTscjiX3uRAJyELHhzJnwNXCc1755rcd5BYqGIZBf38/k5OT3HDDDXg8nqL2udGUbz5UVc0KtK7rnDx5krq6OgKBAIODg0gpsyFqiwpzISxGEmChTBJQxnphoVqNXGM6F5OTk/T29rJ3715qamrW+3TnoVDEyjKSR0dH0XV9HkXtYnzxyz0+lJXxeuE5rXytfJCu6wUpImdnZ3G5XBw5cqSkh2yjK998CCGora2ltrYWMK/dosLM7WW02LeKUcYWyiQBZawXLG+3UEtgvkzqus6lS5dIJpMFuxVyYW272HO6FjKvKArV1dVUV1ezZcsWdF1nbm6OQCDA0NDQPCPZIvwoxfNdCmUCn7XFc1b5Lta76/f7OX/+PG63m927d5e871xBnJmZQdd1ampqrgjnbgQFXUhYC1FhBoNBpqen6e3tnec5L0aFCWWSgDLWHsVQROZ2IESjUbq6umhtbZ1XULkQilG+6wFVVZc0kqWUuFyuJY3k5aBM4LO6eM4p38UE1TAMLl++TDAY5LrrrqO7u3tZx7BC1ufPnycej+N2uxkcHJznQS5V6LSRYPUyNjQ0AGYYKhAIFKTC9Hq9K1LGU1NTtLW1lZVxGUWh2N5dSybHxsYYGBhg3759RctgMV7t1Yh2FTKSz58/n6Wptdls6074kdumGIlEsoZ6uRjzSjynlO9ivbuJRIKuri5qa2s5dOgQ6XR62cKUTCaZmJhg27Zt7NixA13XURQl60FawxTi8TiDg4NL8jevJZZj0TscjoK9jKOjo4TD4ZKIBfJ/h+HhYRobG6/wjHNzTGUBLmOhWo3FYA0wOXLkSEmczM+UNJLdbsflctHc3ExVVVV2atrY2FjJcrkc5MtyKBRCURTcbnd2Wbkz4mk8Z5SvJaiFwsxTU1P09PSwZ8+ebEhnoQKNpTA5OZmtHN60adO8wqN8D/LJJ5/E4XBk+ZvdbndRlJGridUIp+X2MgLZXsZSqTChcF9iLn1emSSgjMVqNQohHA5nIyo7d+4s+XnZqJ7vQrCuz+l00tzcTHNzM0CWonZ4eJhwOFySXC4HUsorCD/KBD5P41mvfJcKM1+6dIlYLMbhw4fnlfKXylJl7Ssej7Nv3z7Gx8eX3EZRlCsa8K15v/F4PNvzV1tbuyZ9h2sFt9uN2+2eR4UZDAbp7+8vmVhgMZIAeLrgo0wS8NxAsXN3wXxWRkdHGR4epqGhgfr6+mU9G88k5bvYOVhymU/4sRy5LAaGYcx73y4Upn6ucgY8q5XvYvmgaDTKmTNnaG5uZvfu3Vf8yKX07cViMc6cOUNTUxO7d+8mHA6XfK65DfgWZaTV83fhwgXS6fS8nr/VajNY60ISIZ6mwlyKWKC6urqo/ZVbIZ57KHXurqZpnDt3DlVVOXLkCJcvX15WJAs2jmItBsXK83oQfuQr30LnsBRnwLNZGT8rla+VD7p8+TLV1dVUVVXN+9GKKboo9ke2Qtb79u3LKo/VENZCPX9Wm8Hw8HBJvbjFHGu9UIhYIBKJEAgEuHTpEtFolAsXLmSFfjGPv9yX+NyAFT3p7u4uqjp5bm6Oc+fOsXnzZlpbW4GVyeQzyfNdLvLl0jCMrFwul/BjKeVb6ByWUsbPJgKfZ53yzc0HJRKJrKUMpjV84cIFDMMouegiH4Zh0N3dTTQavSJkbZ0HLK3YirVUFUXJPvgwv82gr68vW1VYW1tbUmXj1X5hCCGorKyksrKS1tZWTp8+TWtra0EqzOrq6kWFvqyMn32wajUswomlwsxDQ0OMjY1x3XXXUVFRkf1uuTUc8MxSrKsVyVIUZcWEHys9l0LK+NlE4POsUr75+SBVVbMCZ00i6uzspK2tbUU/Ui4d3a5duwqGrNdaWPPbDKz2n9zKxtra2iWnp2yE/kULlqWcS4VpefzBYJCRkZGSWH7KJAHPXOSHmS0CiYWQTqc5e/YsTqeTG2+88Yrfsez5rgylEH5YkbhSPd+lUChn/Ewm8HlWKN+FRoYpioKu6wwNDTE6Osq1116L1+td0bGsqSeL0dEVK4ir2byf3/5TaHqKpYxzS/83EqSUVwhrrsdfLMvPQiiGJCBXGZdJAq4OCtVqLCZTVpRk+/bt2ec/HyvxfOHqR4iKxXoZ08UQfui6ng1lrzbhBzzzCXye8cp3sd5dKSUDAwP4fD6OHDmyogfAMAx6e3sJhUIFw8y52AhWcH7FsVVM0d3dTTKZpLKyktraWlwu14Z5IIuxlBcSeqtqUwgxTxmXSoWZr4zvvPNO9uzZw/XXX7/yCyxjUeT37hZTzdzf38/09DQHDhxY1KhcqedbzDpXW+YtXA15LkT40dXVRTAYZGxsbM0JP2BpZazrOp/61Kf4+7//+1U/9nLwjFa+i7UdWP1sjY2N7Nu3b0XHsQg46urqOHjw4JIPd6me71qjUDFFOBxmdnaWoaEh4vF40VON1hLLCVMtRIU5MzPD5cuXV0yF+dhjj2X3XcbaodTe3WQyyZkzZ6isrOTw4cNLPjerlfPdKIbqQtgoBoDdbsfhcLB161bcbve6E35AYdKP++67r6x8V4LF2g5yreHOzs4Vt+TMzMxw6dKlkoZrbyQruBBy86qNjY309/dTW1ubDVMLMZ8Gc73yoKuRIypEhRkMBrPkJ6VY4EIIIpHIilMVZSyOUnp3weRev3jxIjt37sz+zkuhlNbBQts+U3K+G6mGIzeNVIjwY7lEPMtFLBabV4R3tfGMU76L9e7mW8Pj4+PZkEOpkFKSSCTo7+8vebj2RvN8F4MlIHV1dVnjIp1OEwgEsjSYdrt9nsJaK+Fe7QINMHPhjY2NNDY2ApRsgcdisbLyXSMsVKux2Pq9vb0EAgEOHjxYUu+pRe+6HGwEOX0mwnpHF0IhIp5cwo/8HuPVeOdY+90oeMYo36XyQZaHmmsNLzfUlEwm6erqQgjBoUOHSv7hLWHVdZ3z588TjUazecqrxeFcCux2+zyFZXE359Ng1tbWrgoTjoXFhHW1sJAFnku5Z+WMKyoqShJYIUQH8BWgCZDA56SUnxBC1ALfBjYDA8AbpZQBYV7sJ4BbgRjwdinlidW94o2JxWo1CiGRSBCLxQBWJJPLQe62C3mWG0VBbyTPt1hjWoiniXgsgiGrRqWnp2dVCD/AHPRQ9nxLRH6YOffhsgqh5ubmrrCGl6N8rZDWrl27VjTVSNM0jh49SmtrK5s2bcq2ylgv+NraWgzDuOoCW4yw5nI351qply9fXlUazELVzmuNfAs8t0r8Yx/7GL29vXzve9/jda97XTG8wBrwF1LKE0KISuApIcQ9wNuB+6SUHxFCvBd4L/DXwKuBHZl/NwKfyfz/rEapYWarw8DpdLJ9+/ZlHXOlOV/DMBgeHqavry8bLamtrV2yjuBq4JmmfPNRqEYln/Ajt92wGMIPKCvfkrFYmNnqt62vry9oDZcicFJKLl++zOzsbFaJ9/T0LMuSnJ6eJhKJcOTIEbxeL+l0OuttWcprdnaWeDzOiRMnqKqqyrYBrRZtZLEoVfkXslIL0WDW1tYu2Yebj7UIO5cCIeZT7t1+++289KUvxWaz8ZGPfIQvfvGLi24vpRwHxjOfw0KIC0Ab8HrgxZnV/hd4AFP5vh74ijR/hCeEENVCiJbMfp51KJUi0jAMenp6CIfDHDp0iBMnTqzohb5cQ9d6N7hcLo4cOYKUct5ITafTidvtnje45WrhahvzuVgPwo9Sev83WgppwypfK+eq63q2RysXk5OT9Pb2Ltpva/X5LoVUKkVXVxc+n49Dhw5lj1WqwOa+LCoqKqiqqrpC+ecqL7/fz+7du0kkEszOzmZpI3OLndaiPy4fKxEQIRamwcztw62trV3yetYj7FwKrOfnz//8z5cT5twM3AA8CTTlKNQJzLA0mIp5OGezkcyyZ53y1XWdWCxW9CQqiy+9oaEh22FgGdPLVb7L8Xyj0SiTk5O0traya9cuUqkUQoh5aZl4PM7o6CihUIijR49m2/iWokddC1xt5Z+PtTiX5RB+QDnnWxSsfFBvby/V1dXZhxxMIb506RKJRGLJfttiJhPNzs5y4cKFgpWTlrAXowCTySSnT5+mrq6OG264gaNHjy65jXUM60ECs281EAhkW2WsYqfa2to1KclfbWFdiAbTup7Fqo2vtue7WhBCeIHvA38upQzltS9JIcTGcU/WGFbtQzKZ5KmnnuKmm25a8nlbyLBeSei41CllueeR28oGV8qM2+2moaEBXdfZuXNnto3Poke1jM+VcrAXi42kfNcDxRB+xONxzp49O0+XLIb1qN/YcMo3Nx+USw8JpuXS1dVFa2trUQTriwlrbkvSQpWTxXq+FsPOrl27qK+vL1rIC+3fZrPNa5Wxip2skvzc/OpyCw/WE4VoMGdnZ7PVxi6XK6uMN5ryXU4ITwhhx1S8X5dS/iCzeNIKJwshWoCpzPJRoCNn8/bMsmcFcsPMlvJbTGYtwzqZTHLkyJErwocrVb7FbmtFsCKRCIcPH2ZgYGBefrrQc2FdV24kaPPmzei6fgUH+1oWX26ksPPVQqF3zvHjxzl58iS9vb3cc889/Od//udS/A9rXr+xYZRvoXxQrvIdHR1lcHCQ/fv34/P5itpnvvK2kEqlOHPmDF6vd9EG/aUEVkrJ4OAgk5OTVzDsFNtqtBTyi52i0Sizs7PzCg+sENdyyDHWO0zlcDiuqDaenZ1lYGCAYDCI0+nMEmNsBBrMYkKkOesK4HbggpTy4zlf/Rh4G/CRzP935Cz/YyHEtzAFde7Zku9drFajEIoxrNdjOILV6VBbW8uBAwcWVbj5KLSOqqrz2vgs4zO/+NLqb10pNlrYeSPA4XDw/Oc/n5tvvpl3vetdvPjFL14y/Lwe9RsbQvku1HagKEo2HwuUPImoUM7X8lJ37NixZAhiMaHTNI0zZ87gdDqvUOClPPylWKq5VYCdnZ3Z/Ors7CyDg4NZcoxSqjCvtrC63W7a2tpoa2tjaGgoS5Ru0WCWOsZsNWGxLZWAFwC/C5wRQpzKLHs/ptL9jhDi94BB4I2Z736OGabqxQxVvWMVTvuqIr8lsJhnsJgRn9a+1lL55kewcrddjf3DfOMzt/jSmqFrFStejeLLZzssjvuWlpaStlur+o2rrnzzibBzH/RUKsXw8DA7d+6kra2t5H3nCqvM8DxPTU0tyQNbaPtcWBOScueFLgcr7Q3Mz69a5Bi5VZhWiGutWGNWE1JK3G43zc3NWeMif4xZbiHFWtNglsqII6V8BFjoJr+swPoS+D/LO7uNh1IpInVd58KFC+i6XpRhvVZh58UiWLAydqzFkFt8abXUhEKhK4ovrWLFZ4IxvZGxnIKrtazfuGrKd7HeXSmfnsvZ3Ny8LMULTwtcOp3mzJkzuN3uonhgLRRSjpaVfs0111BZWbms81or5JNjWCHdvr4+YrFYwSrMjSSs+TnfQlWN1hCF9aDB3Gh9gRsZpfbuLmfE52r06uZD0zTOnj2Lw+Eo6d1QaP8rzbcuVHw5NTVFT08PDocja0wvNiZ0I2Aj5p5LbTVa6/qNq6J8F8sHpVIpzp07h9PpzFYOLhdW2Pro0aOLjhtbbHvrITIMI5tnLTX8vRBWQ2AXwqmREP/yix5+80ALL9i6g/1VzoJVmHa7fU2s+uVgKZKN/PxZLg2m9XJazcrwjcYFuxGxnN7dsbExhoaGSjZgV7vaORKJ0NXVtWQEay3ldDEUKr606iMsL85SxhvNmN4o55GLUnja16N+Y12V71L5oPy5nH6/v6g+3YWONTw8TCwW4wUveMGyihksa9ki82hqaiqqynoj4EuPD3NxMso/3dkLQGeNi+dtqeF5W2o4vKedCrvIjvuam5sjEolcdQrMUqudF6LBzCVrz51hXOo1lYcqLI5SKSKFEHR1dWGz2bjxxhtLbrtZzZzv+Pg4/f39RRkAxSjf9VDQLpeL1tbWLBtbJBKZZ0xXVVVlw/5Xu2tgo3UuQMlh5zWv31g35btYPkhKSV9fHzMzM/NyLgtVKy+FdDrN2bNncTqdWcai5UBRlGy+cTEyj+ViLQV2KmzOo/3H1+wgnjZ4rC/Aj89M8u0T4ygCaj0O/vVXd7G1pQWPx0NHRwezs7OMjo4SDodxu90rUlzLwUoFdiEaTKuYxfIUiiU/KIedF4bl7RYbZrYMvLa2Njo7O5d1zNXI+RqGkeUJKDaCdbU8XzDfjT86PcHdF2eocKj83vM72dNsRnUqKyuprKxk06ZNWaKJqakpTp8+na0HsYzp9VaEG9HzLSXsvB71G+uifBfLB1ml/VVVVVfkXIplqMrF3Nwc586dY+vWrTQ3N/PYY48t65yllMzNzREMBkueapSLaDSK3+9f977c6UgKAJui8DuHW/idw22kdYPToyF+fnaK756c4NtPjfO+FzUihCiqCtMS5rWqwlxNhqvcYpZcGsx8T2ExSrqNRke3EVBqmDm3fsPn8xVNclAIK/V8NU3j2LFjNDY2snv37lJayK6a5/vtp8b5wmNDCAG6hLPfO8dn3nwNW+rmOxRW/7DT6eTQoUOkUql507tcLte8lqa1VozPAs93zbGmyncpQbUmEeWX9ltQVbVo5WuFmUdHR7nuuutW5LFYfcAAO3fuXLbitRhyGhoauHjxIul0mqqqKurq6qiurl4zgZVSMhszQ/uWBwxgVxUOdVbjc9n47skJAvHCXLQLVWFaXKqlUEaWet5rJbCFyA+sylKLki6f1rPEiUZfBF4LTEkp92eWfRvYlVmlGghKKa/PtC5cAC5lvntCSvnuVbzcNUGpvbu5Eagbb7yRrq6uZaeRYGXKNxgMEg6HOXjwYJYJqVhcTc/3R10TqIrAYTPlIpzQeKDbz5bnmcr3yYEAX3p8hJRmcNu1TbRlztPhcNDU1ERTU1N2YIhVfBmPx6msrMwa02vRwrcRla+maRuqfWvNlO9i+aB8wvSFlFuxYWerYtFut3PkyJEVKYO5uTnOnj3L9u3bmZubW5bQyQwv9cjICIcOHQLIvvCtvty+vj6SySQ2m42WlpZVpY6cDCdJ6+Z5T2U84FxY383FtaL2l191XIgy0soXr+Q61lNgLSKPXBrMXFrPvr4+7rrrLlpaWtA0rZjw5JeBT2FS0gEgpXyT9VkI8TFgLmf9y1LK61fpctYUy+ndza/fgNKM6UJYjvLNZbKrqKgoWfHC1fV8VSHI36tdNeWrazTE+++4hJExoD/5y35u2wRHCpyblX5rb2/HMIxsFOjs2bMYhlGQC3kl2GjKdyNWX6+J8rWUTE9PD9ddd928l3EhwvSFUEzYORQKcfbs2RX33EopGRkZYWRkhOuvv56KigpCoVDJP1ouKciBAweyuW64koPUMhhyqSPzqxeXg8vTseznXM/XQlIzX2DhhFbQ810K+fRt+YVO1kuu1FD71RTY/MrSjo4OHn30UZ566ikOHjzI5z73OW68cWG2OCnlQxmP9gpkKiffCLx0DU59TWE9v6dOnWLbtm3FMANlld0NN9wwr95ivZWv1WLo8Xg4dOgQTz755LKOm9umtN5e8O/e2MZH7+0jmtSRUlLptPHy3abc3XVhmrRuUOE0X+NJzeDR8TTvWWKfiqJQVVVFVVXVPGPa7/fT19eXNaYt/vXlGNMbMedbClvdemBVlW9umNkStNyLnZiY4PLly0UXLy0mrLnK8tprr11RLN8aei+lnOc5lyrsoVCIM2fOsGPHDnp7e7OCutCDqKoq9fX1VFZWFqxezG2wL8Ua7fPnKt8rPV9L+UZT+qq8SFaLAnMjWcvNzc1s3ryZl7/85fz2b//2Su/TC4FJKWVPzrItQoiTQAj4gJTy4ZUcYC2QW6tRjCGcTCY5c+YMlZWVBXtmVxI2tra3DNmlYBnlVu3HSnA1Pd9X7W3E57Jx3yU/FQ6VNx1spdlnGrROVYG8wlW7UrpyyTemk8lklugj15guhfJ1I8nyRsWqKd/8fJDNZkPTzLCmruvzemSLjbsvJKyapnHu3DlUVV1xmNnilG1vb6e9vX2ekixlEopFvnHdddfh9Xrp7TVbfBaztnIFtlD1Yv50o2Ib7C9Px3CogpQuC3u+afOeJtJ69tirhZVQYG60kYJWzncVLOY3A9/M+Xsc6JRS+oUQB4EfCSH2SSlDKznIaqFQrYbNZltU+fr9fi5evFhwOpiFlXq+qqqSSCSWXG9kZITh4eEV135YuJo5X4Dnb63l+VuvDJf/2vXN/Pz8NNGUDlJiVxVevXnlr3Sn01nQmLYoXy1jerHZuRtN+aZSqTVnxCsVq3Y2+YUYVr42Eolw5swZ2tra6OjoKOklVmhdixln06ZNRTNfLeR5WgVR+/fvL8gpWwyt3HJaF4qB5RXnhnZzG+wttqpCBRN9MzEqHDZS8TQzkRS6IVFzLOJExvNN6RJNX1uFVwoF5kYT2NWojhRC2IBfBw5ay6SUSSCZ+fyUEOIysBM4vqKDrRIMw7iCeW4hxSmlpLe3l0AgsOB0MAur4fkutn0uXeXhw4dXTRY3Sp9vPjpq3Hzuzdfww9MTpDSDV+xtIDV2aekNS8BixvTQ0BBAQZa5jSjLG61tcNWUbyHv02ojWi0qxpGREYaGhkoKMxeayZs/Mmyhar+lBMqa4VtfX19S60Kx+89FfoN9OBzG7/dnCyZyvcnLMzEqHCrEzfaEQCxNvffpa0xpT7/AAnEN3zoWAC5GgRkOh7l06RJ1dXVXZRB5PlapNeHlwEUp5Yi1QAjRAMxKKXUhxFbMMWR9Kz3QakFRlCtenIWUbyKRyE4AOnz48JLP/0o938WM4Vgslp2KVKqRX8xxN2LBDkBnrZs/e8mW7N/Hxtb2eAsZ0xbLnGVMb7T86kZrM4I1KriywsLFEqYvhfycbKmTjXKVb6GRYUttWwjBYJBz584t2CZVDJb7cOa2zVgFE5YAHD/bTSih4XM8ve/JcHKe8k1oT78AA3GNKsfVC8fkTjU6evQo7e3t2UrZqzGIPBelWMtCiG9ijhqrF0KMAH8vpbwd+C3mh5wBbgE+KIRIAwbwbinl7Kqd+BogN40EMD09TXd3N7t3787SfS6FtSq4ss5l3759WV7k1UQxcrqRFfRaYiFjemJiglgsRjKZzDoGV9OYfk4oX4vkYvPmzUSj0VVRvEePHqWjo6NoAvZc5ArsQiPDFsJClvbw8DAjIyNXVHPmoxhhXA2Bza3UDbmCQBc2BZwqJHU4cf4yDWprdkxZSnv6mP6oxpbqjdH7JoTIVmHmDiIPBAL09/ejKEq28MPn8625ZW2F94uBlPLNCyx/e4Fl38ckbN+QWKg4UNf1otsEC6GUgqlCyG89tELec3Nzi0awVopi0k8bycu7mrCMaZvNRjwep7a29go+ectzXk9jOhqNrsq85NXEqirfgYEBJiYmsoUOAwMDK9rf2NgY8Xicm266CZ/Pt6x9WFWaAwMDC44MW2zb3JeFlVMyDGPJQi/LEl5MKNfCWrbajJwOB5vqHHRPRdGdXiKRCMPD5rjJsamnzzsQX74nstZYaBD52NgYly5dwu12Z63qtaDA3IjW8tWCRTpy7NixotoEF9pHMQVTCyHXkLZa+qqqqpZ1LmuB56LnuxCsaGM+sU0wGGR2dpb+/v5s6+V6GNMbUZZXTfmOjo4Sj8c5cuRINl9kWYylJt5zCyesZP9KcP78eTweT8kjw3KVYzwe5/Tp00XnlIpRvmuBPr+Z79WlpK3KSfdUlHt7w7z95hsAM0dz31R3dv3+CT/Beo26urqijZKrhUIUmLnczblFaKvBZPNcppfMNwzD4TCjo6PccMMNy+Y4X62ws5Xy2bFjx4roKovFRii4CsTS3NE1QTCW5sjm6oLVzxsJhd77CxnTo6OjXLx4ccWDUBbDRhySsmrKt62t7Yp+Oqs9oRSFZ7X+WNXRx44dW/aUjnA4TCAQYMuWLWzdurXk7S1ht9ooShmucLUEtm8mxtZ6D6GEhhUo6xoL0++PsaXOg91ux+Z8WskmhFmd2tPTQyKRKLondy1Qyr3I527OZe0ZHR3NsvashAIznU6vWSjzmQJd17l06RLhcJjGxsYVDRdZabWzEIJIJMKFCxeWTPmsJiw5TaVSnD17FiEEdXV1a0bNmI9wQuPPvnuOqUgSBcHdF2f4g5s7ef21K+tfXksYhrHk+6MYPnnrXbRSY/pZXe1cqAlfVdWS+DStMV/79+/Phpkta7nUm2/13dbW1hZdEFIIgUAAv9+/ZBtFPiyBtdqtVpM+cjH0zcR4/tYanugPkEhlXnQSPnZvH596037g6T5fgNmEpLa2ltbW1it6cnMno6xHjnUlWIi1Z7UpMJ9LsAxhq8p+ZGRk6Y0WwUo8X13X6e7uJp1O88IXvnDZ+cLlRKOEECSTSY4fP86WLVuw2+3zqBmtHOZazcV+vD/ATCRFjdtU9CnN4GtHRze08i31Pi/EJ2+RfeRyr1dXV5fsjD2rw86FUKyw5ZJwHD58eJ6iLdVazh96393dvSyh0DSNwcFB0uk0z3ve80r+sYUQpFIpzp8/DzBvpJ1V+bfanm8ooTEdSbGt3sNDvbNm8z2wr9XLg72zPNYX4Plba7IMVwCzcS0rJPltBLmTUS5evLhs2sirgZVSYD7X83djY2P09/ezb98+qqqqiEQi86qdl4PlKl/LCLB4tpereJebCrLIbo4cOYLb7UbTtGwe0+o0mJyczHIaWAb/asmIZsx/FhVFoK2Rol8trLTPN5dPHuZzr/f29uJwOLJecTHGdDQaXZD85WphTZXvUqw48HR/XktLC52dnVfcxFIEttDQ++XMBI7FYpw+fZra2tplT9rRdZ2TJ0+yc+fOLIGHRR957ty57DnZbDZqampWpSG9b8Ysttpa7yGpGYSTGqqA7fUVBGMa/37vZb77roPzlO9iBVf5k1FisVg2BG9NaLLagFYaol6PQeTLocB8LnvIuW19xcjyUlhO2HlycpLLly+zf/9+PB4Pk5OTyz5+qcaulJKenh5mZ2dpbGzE6/VeYYBYnQZ1dXVEIhG2bt2afa7S6fSqtMod7KjC7VAJJTQcqiCpGbzu2qZl7Wu9sNokG/nc6xbpUC4vvhWlK2T0RKNRtmzZcsXyq4lVU74LtScsZi1bXM8LMUxZ+yhGYK3xhPl52VIF3uoZ3L9/P4ZhMD4+XvS2FiYmJohEIhw4cICamhpSqdQV9JGapnHx4kWCwSCTk5O4XK5sHmm5hU99M1HAVL4pzSAYS2NXFSTwnpdt4T3fv8APTo3PU76hZHEMV7lhoc7OznkTmvr7+7NGRF1d3bLCums5TjAfS1FgAvzwhz9EVVVSqVRReT1ReKTgPwC/D0xnVnu/lPLnme/eB/weoAN/KqW8a5Uvc0Voa2ubJzcrLZYqdR/5RDh2ux3DMFaFIasYJZhOp+nq6sLn87Fr1y7GxpZmr8gPneZW9/b19WG327MyXspM3Safk3//tT184bEhArE0z99Sw5sPF8fud7Ww1gxX+aRDkUiEQCAwzzGwong2m62knO873/lOvvSlL02xxrJ8VcLO+ZSMi+VzlyJ0l1LS19fH7Oxswb7DYgjhrf1cvnyZQCCQ7RkMBoMlW8q9vb2EQiGqq6sXVaI2mw2Px4PP56Ouro54PI7f76e7uzvriVlzf4u1mC/PxHDaFBornWiGJJzU8blspHWDl++q52BnFf/94CC7m55+CFO6JJ4u/YWWP6HJImNf7oSmq0lHlx9uTyaTnDx5kp/85CfceOONvOlNb+K9733vUrv5MnkjBTP4DynlR3MXCCH2YpJv7ANagXuFEDullBum72slEaiFUKwhbDHH1dXVzSPCWWmaptjtI5EIXV1d2aEMxYwWLbTv/OreRCKRnRwUj8ezBUW1tbVLRo621nv40Ot2L3nuGwXr2emR69jkOwaDg4Pcf//92d8znU4vWT/09re/nS996UuvYo1led2VrxVmbm5uLoqScTGht4bee71eDh48WPDlXYzAW6PHKioq5u2nlMEKmqbR1dWF1+vlwIEDnDp1qmiBFTnzNi2LeW5uLiuoxVrMfTMxttS50XNyRG67gmaYx/irl2/lt754kn5/nCq3LTvPdzaus9KATD4Ze/6EpqXCbxtpqILT6eTWW2/lnnvu4c477yQejy+5zWIjBQvg9cC3MhzP/UKIXswxrI8v+6TXGKXIwkIoRoEvRoSz0uejmHfB1NQUvb298yhx8xXrchWLy+XKsrnlFhQNDQ1lCWRqa2uXPcZvI+FqGtP5jkF7eztPPfUU9913H7fffjsPPvjgorwRt9xyC0CxjHPLluV1zfla/J+l0MAtFHbOHXpvDesuhKUEzhrUUGj0WDHMNmDmE06fPj1vHysRnvyHx8pv5FrMFv9xrsXcNxPjunbfvLCy26Gi6eaLY29LJa+7tokfd03SVu3MKt/VJtrID7Hnh99sNlvWmLAmNK1n2LkY5FZHrrD/+Y+FEG/FHJrwF1LKANAGPJGzzkhm2bMai8milJLBwUEmJydL7iwoFot5vlbkKxgMXlH0WWzbYCnILSjaunVrtud1ZGSEcDiM1+td13am1cZGGqzQ3NyMy+XiQx/6ELt3ryh6sKqyvOY5X2vaUXd3N9FotGQauPywcaGh90ttv5DAT0xM0NfXt+CghmKEbnp6mp6enoLDI4qhpCvGm8jNb+RazFY7UG1tLR5fNWNzSX79ek9W+TptCm6bQlp/+hh/+uLN/PjMJJHkfH7ntUSh8Fv+hKaN1gawSk35nwH+CZCZ/z8GvHOlO32mYiEFpWkaZ86cwel0lkyEUwoWG1F65swZPB5PQbas9eBtzu95jUQiBQen5E4O2sjYSMoXVkWeV12WV9XzzX9IVVUlHA5z7NgxGhsb2bVr17Io6Szlu9DQ+8VQiE/WKuawjIGFcgBLWer9/f34/X4OHTp0hUGxVmGjhSzmJy+YhUKO+CyjE+axm31O7DZlXltCY6WTKpeNYI7CnV1nislCE5omJiYIhUIcP358Xoj6agmw1Y60Ekgps6W5QojPAz/N/DkKdOSs2p5ZtmGwXmFPK/K0efNmWltb1/RYhZSo1ca0adOmRY+/nq1nuZGj3HYmK3K4UHHmRmqP22jKNxaLrWiy3lrI8pqGnSORCGNjYyuipLM838WG3i+1fa4CTaVS2TaiG264YcmpRoUeaE3TOHv2LE6nc8Fc83oxXFkWM9MCmOPQznZm/Ga6wiuSaCmdBPZ5wuCxKyQ1hUTaQAKzsbX1fBeDNaFJCIGu6+zYsSNLjtHb2ztv3m8pFaIrRSwWW7HyFUK0SCmtcvlfA85mPv8Y+IYQ4uOYRRo7gKMrOtg6YLl0sQvBIsJZrZGjSyFfnq3OhmuuuWbRHODVViK5bTZSyoLFmTW1tTg9lRtGAW+0NFIsFlsRI9payPKaKF/Ls5ydnaWhoWFFlHSqqmZzIYu1JC2EXOVr5Yl37txZVMN1oZyv1QPc2dlJW9vCof1iFetqCUvfTAybItjdXsejSQWYZG9nA5enwkQTKY4fP47b7aauro6EJrm21ceTg0FsYv0930KwXur55Bi5837j8fiq8zcvhFIZcQqNFAReLIS4HjNUNQD8AYCU8pwQ4jvAeUAD/s9GqnReCFYUaqUv1XwinPWiMbXkWUrJwMAAMzMzRafBNopSK1Scef+5Ed7zrW7iKZ1ap8Ffe/vYs6lpXY3VfGykAkooju7Swpvf/GYwC6bWVJZXPexsEV3U1dWxd+9ehoaGlr0/wzCYmJggHA5z0003LavwwFK+o6OjDA0NlcQJm69ALYKJYgrG1qJIYzH0zcTorHVjVxUuZ8g2ttRXMDaXImWoHD58fZYkI55K4zVCqIKM57v8MW+rhYWENXfeby5/88jICFLKrCL2+XyrammXqnwXGCl4+yLr/wvwL8s4tXXBQjUcy6F6zYVhGBw7dmweEU6pWG61sZWC6urqwm63Lxi1ykeuLG8khQIwFUnzqcemcTmd+CoUpoJhPvmEn/+nRbLDRqzizLU0VvOxkcLOpRpO3/zmN/nmN7/Zkrd41WV5VZXv9PQ0Fy9eZM+ePdTW1hKNRpfdG2gNvXc6nTQ2Nq6o4m96epp4PM7hw4dLsrItxS2lZGhoiImJiaJnmK73YIW+mRg7Gs0wab8/w3RV5+HoQBAto9gsAgBNDrKprQXHxDjJtMF4IJoNxVvTjdb7JVNMmCqfvzmdThMIBJiYmKC7uxuXy5VVxiu9hkgkkq02L8PEUqQ5S8Hv9xOLxTh48OCy+dZLIcrIhzUtbcuWLbS3txe9XSE5lVKiGRKbIq6qQjZlXeK0qUgkFXYFf0Kybdde3HaFcDiM3+/PjhO1ZHyt25k2kvK1sNEMp1VVvvF4fJ5yWi4lXW6vn6qqy2KZArOqtru7G1VVufbaa5fVDmAYRnaSSSmVmLkCm0gkcLlca/bjpzSD4UCcV+wxQ+nDAbMvtdpjx67Or3bWDUlal7jsNlx2hXjaIKKr7Ny5c95EkfWebrQcYbXb7TQ2NtLY2JjNheVPRSnUklUMYrEYnZ2dJW3zbMdy5dkiwvH7/dn5rsvFcpWv3+9nenqabdu2laR44UrlOxdP83h/kHBSx+tUef7WWmo89ux3A35T/jbVuqn2rK23WeNxYEgwpEQI0HSJ06HgdqgoQmSNVXiaqz23nakUIpxScDXGqS6EjZIyyMeqvlWtnk4LpVrKub1+1tD7UCi0LEo5S4F3dHQQCoWW9SAkk0kikUh2vGGpUzoMw+DChQvMzc2haVq2d6+urg673b5qnu/gbBxdwrYGM5w+EjQHljttCjZFzCNmT+mZNiS7gseuEkAjGNdxOOcTAOQyxOT2Ha/VRKCV5ohyc2HWiMHcaxBCzCMxWErRb8QpKOuJxcLOpcAK83q9Xg4dOsTJkydXFLoulS42N2rV3Ny8rKKbXDnVDIOHe2cRQqGp0kkkqfFQr59b9zUSSUnuPDeFxLx35ycivHJPPbUVa9enu7upglfubeCu89MIAWkJf/PyrSgFfr98rvZcIhxd11e9nWmjKN9iKWLXGxtiqhE8XUHscDjmeZjF0kNayBW2gwcPkk6nCQaDJZ+7NbDb6XQuywOyKDSbmpo4cOAAQDYE1NXVBZiehNfrXbGVaOV4t9aZPb4zkRSQUb6qIK0//bKyxgk6bQoeh+k9SMxh3fVe8wEtRLeYSx1p5ZFWs+hptcNU+deQTqeZnZ1lbGyMUCiUHdy9EJf2c135FkKpyjcUCnHmzJl5RDgrpaksZXurNdGKWl2+fHlZxm6u8o2nDOJpgyafKStep42pSJJYSmc0YmB3CeozynY2mqJnKsqNW9buxS+E4P/csomX7apnKhQnNTPE87cunS4pxDUfDAbntTPlpqGeydiIs3xhjZVvsQplsV6/UoXt3LlzKIqSVeC6rpfsOVskHgcOHODkyZMlbQtmvnBycpLOzs4snyiQDblZ+cre3l4CgQBHjx7NVvFaXnEp6J+JIYDNdW76ZmJYjq5DVbArSpbhCiCRQ8BR4Xw6dDcTSWWVbz7yqSMtI8Ka72oNVFjJzN+1bk2w2+1XTGianZ2lu7ubZDI5r7fYZrOV1Gq0ABH7vwO3ASngMvAOKWUwQ0F5AbiU2fwJKeW7V/t61wI2m63oSNbIyAjDw8NXEOEsZ7JRLoplnUskEpw+fZqWlpZs1Gq5xxZCoBsGF8ZD9E5G6JuJ4rKrVLntpHWDeErnsb4AXTM6bfYkNR47ihAoQsyjel0rCCHY0+xle52Ts9HlzVzO7zJYSD5qamqWPZ3pamGVCHNWHetT478Ilur1K1b5WpzRVojYQikCZ7VApNNpDh8+vKyHzOodbGxszOZacj3bbz81hiIEHodKPKzitlfR0d4ERpJ4PJL1ikspjLg8E6Ot2oXLrtI9Fckud9lNz3de2DlH+TpUBZsCmgHTkRTFEK9Zfbm5RoQ18/fSpUtZj7Kurq6kPNJ6FmjkT58xDCNLfzkwMMDPfvYzBgYGGBgY4NChQ0ue1wJE7PcA75NSakKIfwXeB/x15rvLUsrr1+LaVgvLDTtbRU2GYRQkwlmp51sMx7SVcrIKP0vZthCEEPT408RTfuoqbPhcNh7tC3BdeyW6Yc7RdtgUKh2CnukoUko66zzE0zrbGtbP41rNPGt+CseSD2uCWT497EbGRo1irXqrUbGwFF0ymVy0168Y5WmNEyzUAlSs8k2lUpw6dYqGhoZltUBYvYPT09McPnyYwcHBKwT9L394gXsvzlwxHBvMgrJb9zXwD6+5HhtG1rMMh8NLhnn7/DG21Zu5rO6pKKpiWtwOm4I9L+yc6/naVAV7Jic8E02VdL0W8ouerDm51kAFK4+0FFtVKX14q41cUnuAlpYWnnjiCb7zne/w8Y9/nMcee2zRcy9ExC6lvDvnzyeA31j9M19fLKU4LQO4tbV1wRqJUtNIhbZfTJ6Hh4cZHR3N1ozkolivOR8D/hj3DGm0NUe5OGFgE5KkZqDrkuYqJ73TpsGr6QYtNS4GA3Guaa/k+VurafI5iSY1To+GODceRgDb6is4tKmaStfqP+9roQjz5SOZTOL3+7P0sLmFjevZzlQsVkqwsVa4Km+7QkPvF8JiAm9RPM7MzCzYAlSM8rVyU8WSb+TDMAzOnTuHEGJBTyma1LjnwjRvOdLGW29sJ5bSGRydIJbSeWRc58ddU9x5bpre6Rgff8NeNuXwvOaHea2iLa/Xiy7Nl8PN28zcZs9UlFqPnelIKuPZKgU9X5fNVLx2BeLAdChZ8nXnQ+TNydV1nUAgkGWrWiyPtJGa8tva2hBC8PnPf35FBDE5eCfw7Zy/twghTgIh4ANSyodX4yCrjfyCQJvNRjJZ+DkpdmhKsfO5F9t+oTGlFy5cQNf1BaNWyylwnIuneajHj0MY2IRgIJSg0qnSUOFkLJTg5GgITZdMh1OMzBjsdqTMIkddUu91Ekvp/PTsJF2jYWIpHZsiiKd15hIar9nfCIA/mmI6nMLjUGmodOJbplJer6pep9M5jx42FApd0c6k6/qGqXh+zoad8ynpFhp6v9j2hWCRobtcrkVDg0sJ+/j4OAMDA0UNaSiEZDLJqVOnaG5uprOzM3u+uSGu6UiKRy4H0CV01LgZm0uS0gwGAmluaHEw05Nge4OHv3jZVt57x0XedPsJ/um2nfzK7oYrwrwWl7NV/BQRHtK6ZFO1aXh0Z5RvIJZGVUSm4Co352u+uByZYixb5rb1zy49Nq9UqKpaMI/U09NDIpGYl0faaH2Bq0EvCSCE+BtM5puvZxaNA51SSr8Q4iDwIyHEPillaMUHW2MUUnzWDOu5ubmi2KJWI+ycL8/W/N/GxkY2bdq04Duj1JyvYUgevezn+FCQmCbonzULGwPRNE2VTi5MRImndSocKqGEhiEhmtK5eVst05EUvVMRHu6d5YmBINGkxtb6CtwOlWBcp9qtMRpM8HhfgONDc4QTGs1VTrbWuXntNc3z6i/SuoGqiIIVzLm4GspO5LUzpdNp/H4/qVSKo0ePUlFRkY3arXY7U7F4TijfQj+8VaRht9sXHXpfCqxh18WQsS8UapJS0t3dTSwWK5l8w4LlMReaPWod41/v6uGrTw5nvc9//kXvvHXsCiAEb7i+mZu31fLd3zvA//vBBd7z/Qv87pEQ//elW7CrTyul/OknPzs1DAQwAqP88vFx/NE0HVUOXHYls38zrGwJplXt7LKbXrEp0JKR4Oor33wslkdKp9PU1NTg8Xg2RB5ppUxOAEKItwOvBV4mM5ZYZu5nMvP5KSHEZWAn5piyDY18xZlKpejq6qKqqqrgNKBCWGnBVf72FmXs7t27lyTuKCXsnEjrfO/EGI/2+oml0vgcEs2mEk2kaa1ykNINNN2gxm3H5zJnY3tV2NvspbHSycnhIJ9/dI7JcIpYSkcRZkvgpjo3TptAInlqaI7RYBwhoL3WRTCmEU8bHB0M8qLttTzaF+Dx/gBJTWdzrYcX76xjZ+PGUyK5sNJQIyMjHDx4kGg0it/vn5eGqqurW9fpTM/JamcwBTaRSCw59L5YTE5Ocvny5aLJ2Au9EKzew6qqKq6//vplveitcYQLecxCCL7fNcOXHp/ILmv02nnrkXaqPTa++PgIff44pi6UHB2co2cqyo7GCr781uv42H19fPXoKCeH5/jor++hrfrKcn8hBBMZnfnqmw9wcjAAXEDRUwhpFr4k41Z/osSuipxxgyo2VSCE+f1UeHk53+UiP4908eJFVFXdEHmk1QjfCSFeBfwV8CIpZSxneQMwK6XUhRBbMYnY+1Z8wDVAfpg2V/larXilpmpW0/MtlTK20ISzQghEU3zlySFODgXxeew4pY3RIGyuFHgcTrwOhbPjEWyKQko3sKkCt10BQ1BX4eDSRJhz4xEUIWiqdDIZSjCX0ElraYZn4dr2SrbVV/BY3yz+aIpIUqPKbUPJ0L1Gkxo/OzfFyeEQ4YQZwRqbS3LfxRmq3XYaK53ohuTiZIRgpkVwR2PFhgnzWlGs3DRUbjuTNYY1l5FuLXOysVjs2e/5FoJhGJw+fZqdO3cuOvR+KVjhrVAotOgYwKVgec3btm1b1vksNnQ7F+NhjU/nKF4weVg/en9/9m9VgCEzTN3+GL/++adw2RVU8bSSPDse4VX/fYwqt43dTV5u2lLNgY4qdjd58ThU+mZiNFU68Dpt9AfMfFxDXTXj8RCtra3ol83jHT9xkpaGOoIR0/BxZnK+hhQ4bRCMX11+Z0VRaGhooLq6OsvhfDVo8XJR7HEWIGJ/H+AE7snsx2opugX4oBAiDRjAu6WUswV3vMFgs9lIp9MMDQ1lp5WV+tK0ZnwvF1bB1oULF0gmkyVFrZbK+U6FE9x7fpp7L04xFU5S6bIz5I+zp6WSeEjQWevG51Q5NjCHKqC92kEooaPrku0NFWxRExiY5BqaLtGlztysxtZ6N7ZwCq9T5ZbtNRzsrOHRy7P0+WMkUgaBeBpDgsehEE/pNHidXJyMoBuSGo8DRZBRsmY6KZxI88XHR5gMJWmvdlNTYWMyXMWh1vWnhS2EhYyAhdqZcln16urqsu1+q4VIJEJLSz5V89XHmoWdraH3oVCIvXv3rljxnjhxAp/Px4EDB5b9gJXqNeceX2RG3ll55sXCbFJKPv7oFArwt6/egSIExwcDzERSTEdS9PnjVDpVUppBUjf5cFp8pjU7EU7htis4bQpCN2ivdjEdTjEX13hyIMiTA8HscbxOFQHUex1cnIhwcTJCXYUdgalcq6qqaGqoB0Ls3LWHVHSO8ckxAIYH+kinDDRDUu2yMR29uso3N+eby+EMTxNkrAct3nJQChG7lPL7wPfX/qzWBsFgELvdvuxWPFVVFyzaKgaGYdDX10dbWxu7d+8u6V2wUMh7Opzk7guT3HthhkAsiaZLFCFIGwZ2RdA3HWUubnB8IEgkZeCyKbicKkOBJLUVdqQ0+O2DbZw7P8uToyFiaZ1wUsPntpPWNYb8cRp9Tl67v5FDndV89egwJ0fCVDptpAyd+goHk6Ekz99aw0t21dNe5eTEcBBFmOFvt0MFJBJBOKFx/6UZpiMpaj12JiNJajw2zoyG2Vtv5onn4mlOj4RIagbbGzxsqV/fkGux9RuFGOmsKmqLVa+urm7FaajnlOebO/S+ubl5RWHDcDhMNBpl27Zt5tzaZcDympfyVgvBspatwiprnvBC0HSDf7nzEmcnTYrHf7qzp+B61W4bh+t1dnU0cHoyzf09syTSBpVOlUhSRwI+l40Xbq/lddc0UVfh4OxYmCcHgvzg9DixlEEkaYbvwsk4v3n7CcBUuk8OBLArCoOzcdTMMytUGy0tLdSPSaCXjtZmZN8gmi6pdGtMSpjwB2mqrboq1vNi1c75BBkWLd65c+cwDGPVafFSqdSGbJlYb+T+HtGoOXzDZrOxf//+Ze9zJa1GoVCI4eFhGhoa2Lp1a8nbF/J8h2Zj/O8TQ5wfC+GPpnDYTINCEYJ4UsepCiZCKfQ0RNNRfG4bkaSC1+VCt5nr7W7x4ffP8LMBDcOeQAjYWueifzZBtctGQ6WTdz2/gyqPnU89OEDPdJRQXKPKZaPR66Chws7Bzmre8bx2bKrCXeenGJ1LMjGXJJ7WqXTb6Kxxs7/FS9qQqIrArirYbQoVwETY9IANQzIZ1fnRAwPoUtLodXJ2PMyt+xrZ1bR+ymc5xZMLserlpqGWO0r0OZPztebdWkqqt7d32cJmEXB4vd6CBU3FQNM04vE4uq4XXRSSC0VRCAaDXLhwYckK7VA8zZ995wyP9c1S5bKxqdZFjUvgVTQq1RQXAoLTUxrvPNLMIz1T/KDXQPSOc2RzNX/5si2cHQvzw64pAGyKoMpl4xvHxvjKk6Psaqzgddc2cdOWar52bJT3vHQz17T5eMdXu7iurZJgXGNwNk5SM7Ih69d+5hiOjPb93KNDHNlUne3nbaitprZmDqM/yvamKnqDQR4+00+nO5XNt9bW1q5b722xDFeFaPECgcA8Wjzr3JdLixeNRjdkX+DVglXfsG/fPs6fP7+ifS035zs+Pk5/fz+dnZ3LNrAsz3doNsZjl/0M+ONcmAhRYVfxOGwkNUk8rSMAXRpoUhKMpHHbVXRVQZEGSU2S1pKcG02iCIFNVbg4PkdaN3A4HLRXw0w4DQgaKhx01jj53SOtNPlcfPLBASZDSbxOFYnZYdBR7WQmJuio9XDPxRme6A8wNBujzuvgmlYvcwmdHY0ebt3bSEOlg++fnKB3JkosaaDrBkpGEW+u8zCXSPPDS3ECukGFUyWS0NjV5OX40NyGV775yGfVC4VC2egXlMaq95wg2dA0jdOnT7N3795syHA5k1AsXuREIsGRI0c4deoUuq4vazLN6dOnsdvt7Nq1q6RtLaRSKS5evFiwad+CphvccXqc/7zvMlORFE2VTrxOlclwmguTqXmtPjYFHrk0zs46O6/YWUNAs/FQ3xz/9IvLANR67PzhzR2cGg1x1wU/uiHZ3VhBSjf493vNuhy7IqircBJOmFR///elW6nx2Hn9Z82CWZ9TJW2YRACpzLG/fmyMrx8by57HJx7oZzaSIq3DjsYKfnEpSMxVz+HDbdm+vaGhIRRFyfYVr2UV8nIF1maz0dDQQENDQ3aykd/vp7u7m1QqNS+PVGyYdKMK63rDIsKxOgLsdvuKi9GWMxihp6eHSCTCkSNHsuNBlwMhBMdHYzx5soeRYAJNNwjEUghFwSYk7dUeokkdt8N8Dn12aPI6sNsURucSpEyditNpQxc6CgZOdIIpUBUwdJ2pcJKOGg/BuMaWOjdvPtJOS7WL754Y48xoGJsqmAyn2FTjwpAqaU3S4rPxo65JpsJJEmmdKreNxkonY3NJ9rdW0uB1Uud18L2T4zzRHyClSXQpmYqmaPa5ePW+Bl66s55vPjmIXRV47TaqXTYC8TSBWDoTtjbRNRriwkQYu6pw4+Ya2qpdy7qXi2G1e/Zz25nyWfUuXrxIRUXFoqx6G1WeV1X52u12brzxxnkv0VItXatnr76+PpvTWY61bPUT79+/n3PnzpVcCWi1IqXTaQ4ePFhQ8SbSOl9/coQvPDqQHUhvUwTTkSST4Sv3WeVU6KwUpFQXvxiIofX5AfBkZMNjV0hoBv9ydx+tVS7edLCFRNrgrgvTRJI6DlWQ0iVuh8Lf/OQSzkyTbixlCj2AQxW017ip8dj56K/v4VMPDvD1Y2NUOlXCyafv4Q9OTWSNgvt7ggCcGgnxtps6qK6uzhIl5Id/LGW22qMGV8Nazp1s1NHRga7r2TxSX18fdrs96xV7PJ4Fn4eNKqzrjaGhIRwOB7t27Vq1l2kpsmx1Jfh8Pm644YYV8TMDBOI6p8YT6IqbaredkWAcRVFQFahw2BibS1DrsbO9sYKOWhfDs3EMacqzz2ljJp3CY1cRQtBe7cQfDJPEgdcmSGs6DkUi0ylmAmmaqzz86S3tNNV4+dGpcX7ZEyClSzwOlfZqJ+OhJPVeB2880MTtj48STWoYUuK0KczGzB7geq+T6XCKvS1evvLECHddmKbKbcpcZ60bmxD82vXN3NBRhT+a4sRICH/MQFNSIE3jezaa4nXXNuGPpvjCY0OcGJyj0mVjZ6OXoUCcNx9so8m3+uME15qnvRRWvVLk+Z3vfCc//elPmZ6ePpvD016LSZKzGRgA3iilDAhTKD4B3ArEgLdLKU8Uex2rHlNUVfWK9oRiqxut9oX8vtlSBC6X5tHqJ7YIL4p9gVgevEVuUehBOj4Y5Pe/epJYev6LRDckNgVkporZgk2BSMrgzAy47XGev7WG7Q0VBOJpfnRqAkVALG2ws1qwo93JeELwzeNjGBJ2NFQwNBvLerEpzeDGTVWcGTM1/B99+2yWFee6Nh+BeBqHTcHrtHF9exVfPzbGtW2VnBwJ01nj4uJklLQusSuCtCGzbUb3XvLzjq+e5q03tvOiHbUoQswL/xiGkfWKc0cNroZXvBYMV7mjEMEk25+dnaWvr494PL7gvN+NmiNab2zevHlFbUGFUKzyXagrYSXKN5GJBCmqIJHWURWRLW6sctuxqxouh8qFiQjDgTijgThVHju1FQ6kNOfzvmZ/E8MzIe49P05acWb65A3cDrNVqNrtptpto9pu8Pc/6mI8rJMwTAeio7aCiXCKBq+Teq+Tv37FNmpcKtORfmIpHV2aUS27KpiJpHDYFA53VnFiaC4zP1hDNyQdNW5mo2l2NlagCPjm8VF+cmaKYDSBpuk0VgsiSY1aj5033NDC9oYKvvzEMAP+OA2VpqLt88fYXu+hdzqaVb5z8TT+aBq3XaGlavke8XrztC/GqnfnnXdmZznv3Llzyf29/e1v54//+I85ePBg7uL3AvdJKT8ihHhv5u+/Bl6N2Sq4A7gR+Ezm/6Kwbn2+S8HiZC3UvlCswFpTjWw22zzWK0tgi3kgrFD15s2baWlp4cSJE1ljIpzQ6BqZY19rJe/94TkUBeo8NmZjWlbRSsj07s6HlrMsnjZ45PIsD/WaHSZOm8Lf3bqDQCzNV58c5Wd9STqq7Lxxt4u5eJq7B6Po0lTgBzursakKp0fmiGUOdNMmH8eGTYKkY0NzAEyGU/zjz7uxZRTa431BfudIG2ldMjaX4EOv281//rKf3ulYttJZAEOzcf70u+fYVOvmLYfbeN21TdnRg4qiXOEV+/1++vv7F1VmxWCtrWUAl8uVpcWzDAlr3q/Vd1xTU8Pc3FxJE43Wy1Jeb6wVT/BSynOxroTlKt+UZvDEYIjLgRQOp0o8pRFOarjsKrvrPFQ4VC7PxEhpBm6HwsBsnEavnVBCx2XXed11zbx2fyPfO9rH5bEprumsp3s6QSihUem0UemyU+NxIDFI65JLs2n8MQXNULArEi2tMzQ1R61HwYngDQc72NNSxcO9M7jsKtGUgcsmiKY07KqS9YpnImlOjYTQpKS1ysVwIMHEXAJVVXCogu88Nc65iQjhZJoal0pcaugGeBwqf3TLZnY3ezk5PMdDPbOEkhoORdBa7SKpGcTSOvZMTUjfTJRvPzWOqoCUgoOdPl62q35Zz8DVZKvLZ9Wrqqrivvvu48Mf/jDJZJJ77rln0e1vueUWBgYG8he/Hnhx5vP/Ag9gKt/XA1/JEOg8IYSoFkK0SCnHiznXNVe+S+V8DcPg/PnzGIaxYPtCMXyw8Xic06dPXzHVCJ6usFxKIfj9fi5evMj+/fuzOWtL2D9xXy//8/AAuTMR3v+qbbz5YBuahPG5JMOBOF2jIf77wQF2NlZwQ1sFM34/DrcXQ3Xw1GCQmYyis/ajCDNU/Tc/vsT2hgr+6EWbsSmCrx4d4VsXItgUgZTwu9d4GQ3GOTo6RyQtqXI9fZ+eGDQVrwC2N3gY8McQSH5xbppIyrz3BtA3EyOe1rGrCi/aUUffTIyP399PXYUNf9Q0IKYiKbY3eEikDf7lrl7+68EB3nighTcfaqWxcn54KpfjtZBXbOWKFwvxWlhvgc01JLZu3Zql7XzkkUd473vfi8/n4+tf/zq33nrrokV262kprzcK/Wb5dLGlYimu9qV66EtVvvGUzuBsjHsvTHJmOMSWKpWkamPCkFxTX0FjpZNKp8pkKEFrlZOxUJJ4pp0IBG3VbnY3VdDiczI0PMzZIT/Xb+/AZrOxuxVGAgl+9bpm3A4VRcDXjo0yF00Rdui40wZhPY2qKtRUONEMicuhcE2zg+r4GL98dJhv90p8DoVw0qSBddttbKlz8/sv6ETTdR69PEVK1wnH0yRSOo0VdnTgyOYqxuaSZkeDAg5FEEkaVDttNPmcNFc6OT40x7/d18eQP4ZuSKo8dmaiaTRdYrcr+Fw2djdXcmEiwod+0QtIfC4b17RV8tRQiL0tlbQuwwPeSFSxVq3Pj370o5WcU1OOQp0ArFBMGzCcs95IZtnVUb6FWHEWmgFqzdzM50XOx1LtCbOzs4tWIxcjsENDQ4yPj3Pw4EFcrqcfOCEEU+Ekn314AEUIjJxr+9AvLvPpBwd5w/UtvP35nbxwex1nM6Hgf3vtFvzDvey95TqqqqpI6Qa3fOxRbrumibfd1MFf/eAcff54lg/WoQoCsRR//9NL1Hsd/PahVhq8Dh7unUUAXz0T4bo2H39wczUyGeVbXQHm8q6hucpJ2pCkDUgnzPulCtCl2dp0bjxMMG7+Fm+6/QTVbvPl5o9q+FwqoYTO225s496LM4zOJXGoAqdN4QuPDfPFx4e5ZXstt13TxIt21GXzzbn3uJBXbIV4q6qqsp5lISPoarPzWLSdr3nNa4hEIpw8eZLBwUH6+vryFes8rKelvBFgKc/VVr4WV7vH41m0K6FY5Sul5MRwkG88OcLYXJyRQAJDSmocBtdtdrG3tYqt9RXcdm0zfdNhPnbvZUaCCSIJHc0wiKZ05uJpGrwG9RU2hoeHSFbYCBhunhoO017toqXKiQAaKp3Uex2EkxrToSSxlDZvdKehQ1ozqHTbecnuBn5ldz2Xp6N889gIk5EYUtdoc0k0odDgc/Gr17dx49ZaPvizbqo9DmJzCbbVVzAciKMjedmOOhCSnqkoCJiNpvHYFeKaTighqUyk6UmkOToYJJEy2xadNoVwPG3OIJaSX9vXwG3XNqMbkh93TSAE1HgcxNM658YidNa5iWUM97l4mrvOTzM+l6Slyskr9zZQ5V643edqy3I+pJSoqroq5ySllMKiBVwh1iXsXEjYLC+zmAELi1nLCynNXCwmsFZFp6ZpHDp06ArPW1EUvn9qAgP42R/eSM9UhO+fHOXh3gASCMY1bn98mNsfH6bWY8dpE1zb4iEwalJPOpwuEmmd+y/OEEpo3Lq/ib0tlfz4j27ku0+N8e/39BJLm7kofzSNIszq6U8+MADAnmYvf3vrTk4MzXFH1wQf++UQDlWhwqli+rNQ41IIJAzG554mL/A6VXRDEs+Epi2lC6ZCHg8lOD9hjkJTxNNezsHOKt7zsq2cHA7xw9MT/LhrEgCPXeXEcIgHemapdNl41Z4GbrumkevbC5f653vFuQ301jzQfK94owhsPB5nx44d/Pmf//lyd7EmlvJGgCWLy+2DLiSL0Wg0y9W+FBNRscr37gvTfOf4CBOhBMFYGpddJZHS0HTJwGzMVLAJjacGA5wcDtJa5aLKZRLUDPhTSCSGEEyEEsxGYji2+RjR3PhcCcbDKcZDCTpq3LxoRz11FXaSms53jo8RTmhMhZOEkho2AboB9V47m+o8vHhHHROhJO/70QVmIkmiKZ0qtx0NBbfThmIY7K2zUxkZ4j/uuMwTQzqRlFlH4s30BL/pYBu7myr43CNDVLttRFMaNW6V2biOxybo8Cp43Xb6ZuLEUjoJTc/It0JDpZPGSifb6z08f2st916c4Yn+Wc6NRxBCEEtptFW7mI2maTdc1Fc40AzJV54cIRBP01zpZDAQ5zsnxnnH8zqwKYXldSN5vqs06WnSMpKFEC3AVGb5KJAbZm3PLCsK6x52llIyODjI5OTkogozF4XCzla4WkpZUGnmYiGBTaVSnD59mrq6OrZs2VLw5a9J+O6pKQ52VLGp1kVnjZOX765nJprip2cm+crjw0xGzIIlq+J5Mpzi3dMK6bufmBemFkDvdIQjm6tx21XedKiNX9nTwL/f08sdGSVnyKcVZZXLRs9UlLd86QQv393AP75mJw6byndPjPHtp55uG4pl9OpbDjTiJMXtJ4Ik03rB3LPFHxuIPa2M7YrIti392XfPc327jxdur8WpKkjgrTe28VDvLAP+ONVuG80+Jz85M8l3T47T4nPya9c189prGumoKdyKld9An1/4VFVVhaZp6Lq+LNak1UYkEqGxsXFV9rWalvJGgDUoZbnIl7Hp6Wm6u7u55ppr8Pl8S25fSJallKQ0A4fN5BMOxFL84uwEUkrcdpWYTUeXErdDJZbWMUJJxucSqJlIVjihMRtN01zlorHSwWwsbVY1Y6Clkgibg74QVKcT3NDuozmSot8fwzBgf1slhpT86NQEd1+coqHCwa6mCgIxDYnkLUfaaaly0ehz8q1jozzU6yee0omnJYpiTixqqnTisqu017i47UgHj/fNctw/SiipgZQoQDiepsNn4+ZtNXz2kWEGZuO47CqRpNnTWysEb7nWRzga54kpAyFMukrNMEjpBjJt4LQZSGkwHIjzFz84TyipE08bCCmpdNuIJDWGZuNUue385g3NVLlt/PDUBA90+6lw2hifS2Yrq+fiaeoqCk+wspTvRCjBT89OEYxp7Gjw8Mq9DbjsV0e+V2jY/xh4G/CRzP935Cz/YyHEtzDTR3OlRLHWJOyci1yvVdM0zp07l6WnK9Y6yg87W2xTTU1Ni44Qy90+X2Ctasrt27cv+qL9aleEYFzj+NAcr/jk47xoZz0v2VnP4U3VvP2mDn56ZoKUYRCMadR7FGJpSTRtDjF48Y4GdjRWEE/rfPGxYVqqnHzs3j6+/PgIv/+CTt54sJXaCgcfuHUnd1+Ywcg08Vuh4lBSQxWwr6WSx/tmufvCNAc6qtjVZBYDmfOIwJAmReXXTkxlzzttwI46Jw0ug8dG09zc4WJzg5efXwwyG9NQsPxmSOlyXsHY+YkIJ0fMPLLPZXJK/+mLN/Nkf5CvHB3lyYEgLptgR4OHnukYn3l4kE8/PMiBDh+3XdPEK/Y0LDqTNL/waW5ujunpaU6cOFF0O9BaYhXo6NbEUl5vFLr3Kx2MYMGaxe33+4saRWghV5ZjKZ1jAwF+2jWBJg3qvU5+62AbPz83yaXJCIoCwZhZVBVPa/g8dqpsgpSi4kaiKILxuSSqIhBCkNJ1zo8nSKQN4ikdp9Cx2e1E4zr+aAQBTIUSVDhtTEdSgOSvfnAemxAkdQPDMHPFwbikvsJBvz/OFx8bprbCTrXbxnAgQTyt41AVnDZBUhMk0xqRpA2QjAUT/O6XTxBN6khDoqpmlbTDpmAYOom0xkd/fJzuoERDRaoCj1PF57bzsi1u3OkAv5x2MhKMoxuShGYgDQlS0F7rYl+zl7FQku7pKHNxjbQucdkVpCFIpHRqPHaafS7+9tYdtFa56JmKcnIkhMeh4nXZiCY1Lk5EaPA6cGQmrY0E42aldSzNtgYPr9nXiGEYjITS/O8j3UhptkU9NTxHQjN408HW7O8/MGt6580+54KKfKUo1fN985vfzAMPPACwK4en/SPAd4QQvwcMAm/MrP5zzOLJXswCyneUcqx1CTtrmpatIu7s7KStra3kfVgCX8oIMQv5yteaqrEQx/OZ0RCfuP8yA/4Yw4E4B1o9vPraVh69HOAHJ8f5xrFR3HaVnU0VXJiI8lcv28Ll4VF+0J2iyefkn1+/jU8/NMhdF6YJJTQavQ5URfC1dxxgNJjgUw/085G7e7n9sSHe9YJNCExmnS+/9XrOjIX57wf6EIbppaZ0yZmxMG67wi3ba+meinJi2Mz2Wo+Vpkuubavko2/Yz3dPjPK5R4YQQESDvjHTS3lkOMEjw09XnW+rAqfLxdnJBM/bWsPlmSiTIdODT+aUZmu6wft/fIn/uL+f3z7cysd+fQ/jc0k+8/Ag93ebfco3bq6io9bN8cE5/vHnPXz4rl5esrOe113TyPO21swbiVjot6mpqcHpdHL48GESiQR+v5/Lly/PI1uvqalZN694Ffp818RS3ghYDeUrpeT06dM4nc6Sp5xZshyKp/nE/Zd55LIfQ4JTVeifjvJg9wwdNW7aq90E4mnSTlO2PHaVzjo3k9MJdEMSSml4HCp2VUFkokH+SAopod1nYyKUZC4NRjKNTREYgNsm6J+JkTYkDpuCQ1Vw2XT8MQ2XXaAIBZuqEkmkGZiJYrepJDWdyzNRUppFGWtH001O9XjawGVXqHAqOO0Kxwfn0KWBIgQpQNclHkWiCKh0O0ij0BMFYZM4pE4oFsejGlS57DTLOD+ermAumUIRgkqPzaSwdNt4xe46bt5azWcfHaF3OkpCM4+hKqasexw2aj02WnxOttZ5uP2xIUYDcWJpSUozlfJcLAUIxuYS/Op1TVS6bATjaW5/dBi7KmjwOuidjnFH1yR7KlN89WSA0bBBhUPl9GiYgx2VnB+PoBmmc/HD05McHwyiKAJFwO8eaWPHGoxLTCaTRUVXLXzzm9+0PubnVV6Wv26mduP/LPfc1q3V6OTJk/OqiEuBNQqs1BFiudsbhpHtAZ6ZmeHQoUMFre3/eaif/7jvctb7BDgxFuPkWC/1FWbYp8Jp5+JEmNMZ7/Df7nt6UtFEKMn//d55XryjlkOd1fz0zCThpEaD18EvL/m5ZUcdX3rrDRwbCPCpBwf48F09qIqgsdLB3mYvRzbX8Op9jXzkrh7uvThDldu0OONpI9uaBFDhUIimTCUpgdOjYf7g66eZzJBtqApEkjrvf+U2/ukXvbz7hZsYDsT52dkpPDbQhI3BaVMZP9YXmHcPdjZ6mAqnCMa1bDvTbDTFJ345wP88PMSvXdtEKKHhtiv82nXN/PTsFE8MzHFNi+khT4VT3Hl+irsuTNPodfCWI2284YaWRb1hCy6Xi7a2Ntra2ublivv7+7NecV1dHW732k1wKaXPdz0t5Y2A5TDW5SIWixGLxdi0adOiHOkLwZLley9OMxyIY1MEdlVlJBijymUnkda5OBFhf6uP1moX9rCgodLJ39+6i689OUTfeJBoKobdbmMmomNIcNsV9rZU0j8To8Zh0OaF7U0N3NftN1vghKDKqRJLG0ghsasKLptCyjCLJe2qwKGoVLptzEQSRJIGDpvAJiWxlE5aN3DaVPRMeDyR1knpEq9TodbjYGwuhaYbCAXsqGiGxKmahndal9hUyWwsjaIIql0q4aRBR7ULu91BtU3j2gbJjwYEJ8f8eB0KQrWR1gS1FU5ed20jbzrUzn8/0MdQIInLrhBLG6Q1A4FENyRpXQdpYyqc4tJUlERG5uMpDV1Kqt0OWnwmy9beFi+3bK8jpRn87xMjnBqZw+OwUe2xcV2bj35/jEQkhVAELruCx6kST+n0+eN0VLtRBRwdDPLDU+NUe+y0VblQFMH3Tk7w3ldsW3WZjkQiG7ZnXyzhlpecq7Jyd2BauH19ffT19fGiF72o6NBSPiYmJujv78ftdrN///6Se0i7u7upqqpiamoKRVHYs2dPQWv7wniYX//sk9RWOEik9ezgApsiUAUk9aVvh6qYRRbZvzNK3OeyEcrkVXc2VvCiHXW8ZGc9n390kF9mPMhKp403HmzlLUfaafI5ebB7hn/+RQ+jwYX7pKvdNoJxjX0tXhJpg8szsYLrtVW7mAwlMQzJ7mYP73vVLvpnovzdT7t5/0tb+cqxSUbC5vUqmVGHlU6VGo+d8VByHkWmhd1NHj72a3uorXDw07PTfPXoCEMBs2Wj2m3j/ESU3U0VXJyM4rYr/Pr1zfzO4baCueGjR49y5MgR4mmdAX+M+gpHlhDAguUV+/1+EokE1dXV2Qrq1fSK/+iP/og/+7M/49ChQ6VstjGqxRZHyfKcP4Gor68Pt9u9rBFtVpGlYRjcfPPNy3rR6rrOTx54km/02fCHU4SSGh67IK6ZpDGJtIEAXA6V/S2V1FbYuWlrLV0jc9x7cRqv06zqdwhTCVY5JJtr3UjVzsWJCJoUVFe42N7o4djAHB6nSjJtYEhJMJ7GmfGU7Rm2ubRu4HPZSWk6HofKXFzDpipUu23MRNOZsKdJnFHjtjEbS5PQDLwOW3bGdiRpFoKZ3rU5I1hKcNkVttR70HRJNG0QSaSxqwpep0okqYGus6/RQVpx0+ePI5HEUhrNFSrRpEZnJbzzcBNTmotPPzaOQ1UIxFLUuO34o2lsKuxsqOC6Ni8ToTSXpqOE42miaZ1EWuKyC6QUCGEWcHbWuqly2pmJpYmndKKpNEhBo89BJGnQVuWk0efElopwwa+RMBSiKR1NB69L4S9fto2GSicfubuXyzMxPJn874EOH9GUzgdfuwt1gSKu5aK/v5+//du/5Y477lh65flYc3ledeWr6zqappFOpzlz5gwVFRXMzMzwghe8YFknmEqlOH78OKqqcuTIkWUJ7MWLF5mZmaGjo4POzk6iSZ07z00yE03xBzdvyljTkl/7nycZmo3x6Tdfy7VtlQwHEnSNhjk9Msfj/YEFlaDLBgkNOqpdjIeSaMb822blZsGkf6ytcDAVTmaLsZoqHextqWTAH2PAH0cIOLypmne9YBMXxkN8/P7+LD2kTRHz9m8pynzcdk0TzT4nP+6aYDKcmufJ56PB68jksEx84EUNzATDnJ7SOOs3CKcWri5VBLz+mkb+8OZ2aiucPNIX5NMPD9E9FcWuCt58qJWbNlfzi/PT/PzcNLohedmuet5ypA2fy0bvdJSeqSjHekbxaw5GAonsvWr2OdnfUsn+1kquaa1kb4sXr9M0vAzDIBgM4vf7s2PuciuoV4K3ve1tfOhDH2L37t2lbPasVL6pVGpe3szq4S7Fa80tsrz++us5ceLEFTS0xSKR0vjjLz+MWlHNoD+OphvMRFMZkhaTWjWtGSTTOi6HjVfsbqR7KsylqQiRhE6lU6W2wk40beBQBS/eUccNDSq3P9KPzw5TaRuBlEAIhe2NpkE7GU4yNpcgpZkjBitdduyqIBgzB93XVthxqAqxjMFeX+EgpRtEUxpzcVMp2xSo8diZiaSzIetYyoxoqQooZDxdQyKl+TB5HAqKInCqArfDhtOmMBVJUeNUmYoksdsU0rq5nUMVtFW7zO4GKalw2fnAK7YQjUb4zCMjTITT+FwqGio6gpoKB3/yoq08b2sNPzkzwf88NEBS0wknzMESWia0XumyUeEwi7ESmoFuSISAaEJDKOC2qbgcKl6nioI58/jSeJBoWuJ12vE4zZD2W2/s4GBnFf/48x66RkNEkjoNXoc5/tSu8LJd9bzjeR2L//jLwLlz5/jkJz/JN77xjVI3XXN5XpOws1XMtHXrVpqbm/H7/cvaTzgc5syZMzQ3N5NMJpeleEOhEOPj47S1tbFp0yZ6pyK88fPHiGZ62H58aozv/8GNPNTr5+Kk2Xrz9q+cwm1XuKbVx3XtPl6wrZbH+wO017j45G/u40LvINPhBO4akzP1jtMTJCNphoMJ9tTZ6A1o8yqNc994KV0yEZrvTUyGU0yGn75HUjJvdq9dgevaKlFVlSf6A+jG0wVS86qphbktwE/OTM47hi5N6zWl6exo9PLyXQ30+WP85MwkgVhqnlL/lwen2d5Ywf6WKva06Xzt5AxOBRRFMJeUOFWBTRVEUwaGhB92TXHHmSlu29/Ae16ymVqPDZ9T5aYt1Xz96ChfPzrKr+xp4D/fsIdTo2G+/dQY916ayZ6bIsBtA0QaCbhsgiObqxEILk1FsusKTA/+3S/s5PXXNs+jjozH4/MGc1dXV5c8UMFCJBIpczsvgFJzvhbrnKIo2SLLlfQKz8Y0wknJjiazx3Y4kKDSZaPB6yAQS6MKgcNp48U7G/BHUxwbnGUungYJTZV2xkMp04tNaLRXu7k0EeKhc3MIu5tqn5d9bgUtlWB0NsIrG+Mc9dtQsJNMG+xt8RKMaczGUoQSGp21Huyq6RnWVjgYCyZQMKNfGNBR42ZrnUJrtYtQXGM4GEMI8LlUokmdlKajGea2TlUwG02BLvHYbVQ4TJKPqUgKTRdEUkkavE58ThuRRAJHRunJlIHEzCFPhpPUVzhwOWz81qE2BoIp/veJSfxRicfpZDqu4XOYCv9lrZImAnzt8SBfOTZBSpdousTrVAnENaRhhsgVYCKUIKGZoXMhJPGUgdOuoBlkQvCCSELHkJKRvgSKkFQ6VRw2FZsi+O3D7RzsrOIjd1/mqaE5FCHxuVQmw0m8DpXWai+/eeDpSEpaN+ieipLUDDpr3NR7l1+MtZGpYldd+c7OznL27NkriplKbby2xphde+216LrO8PDw0hstsI+2tjYqKiowDMnf/eQiSc3ApsDmugp6p6Mc/PADVLvttPocfP4t13F2LMLp0RBdoyG+9PhwVik1Vjr4zzvPsL+lglce2MO2RrPx/fOPDvOuF3QyG03x/VMT886h1q3gsNmYyPAnV2SoGhNpM98kMUNYbpsglDRo9jkJxdPZXCuYlcuP9AXn7XdzrZuB2fnTXRQg97VY4TA9+rhmhbfMb8+NRzg3Hsmupxvw8t31PNA9TdqA69p9eJ027rvkz4bKt9RX8Jpd1dj1OA9cnuPElLkvt10hnjaV8B1nprnjzDQAr9hdx4dv28HEizr59slJfnB6kl+cn+b6dh+1FXYiSZ3GSgdT4RSGNCMHPpcgpQiafS4e6jXz0J01Ln7jhmZafE7u7/ZzbjzCB37SzfHBOd7/qu24M6Ert9s9L1dsecV9fX04HI55FdRLIRqNFizEK8PM+eaHohdCIpHg1KlTtLa20tnZmV1eDGNdISTTOt99apShiEFgIECV287BzipiKZ2/ePkOvvj4IH3TUbbUe4gm03RPhokkdZx2hVBCQ1Xs1HrsxNI6bdUurm12MumfYyZtI51IE9MiDNtVtjd42LnJx8uf38EBv5+e4Qn++3iSZBQ6qyvY2lDNQz1+GisdtFa7mYkkGZqNc31bJYOBBDPRFJou8TltfODWXbRVuzg1MsdXnxjB40gyG02Q0HSkELhspuFpUxU21XnomYqhCJhL6CjCzJsaEhyqwlw8TaWis6elkq6JODORdCbyJbEpCh6Hiqoo3La/iVhS447TEyTSOlpGsVZ7HFQ6VZ7f5uOPX7qJe7qG+f6JcZIJnSqPil8HzRBUu+3sa/Hic6k8NRRCSkm120Y4qWMYEsOQCFWYeW/dIB3TAQW7zQyvS2kAAkWBLXUefC4bH76rlwd7/XjsKrMxnUqXmYrrqHHxZy/Zgl1V+MGpCc6MhRjwx6hw2qh02rApgnc+v4MtdcuLZm1kQ3rVla/P57uCGq6UwQbW4PtQKJTdTyQSKcnatmjq5ubmOHz4MOPj4xiGwfdPjvHUUJC/efVOvvbkMP5oimtaKzkzFs726L79K6dpz1hb9V4HVW4b/miaw50+tESUrml4aDjAp48eo9Jpw+tSsz11X3xsks4aFxOhFCndwONQCCUNtHiKDi+8fLuPH1yMMpfQecWeBv7wlk2MBpN8+fEhjg/NITC5m/+/mzfR4nPwo64J7jw7xdmxMOm82HKu4q1yqsQ0nbwZD9mCLOCKnG1jpYPZaBrNkLRUOTk6GMh662dGQxzsrKatykkoofHaaxq5NBnl4w+NYlcFL9lZzwcPVzM2E+QLx6YL/gZ3X/Rz90U/NR47N22q4itv2c9j/XN89tFhwkkdVYH2Gje/el0z17dWkJge5K8eivMbB1p4/yu3MxKM80hvgIcvz/LTM1MkMhXYL91Zy45GL597ZIiz42E+/oa9VwimxdOc6xX7/X56enpIJpNLesXxeLw8z3cBFOv5BgIBzp8/X5BEZynGuoXwcK+f3ukIO6oVptNm208onuLGLXU83j/LH96ymUd6Z+mZDIM0n+tE2mAqbM7QnQonqXTa2N7gwaPqRMMREmoFdjVFZ42TaEonlNAIxjXe8/LtuJxO6hqb+O7FOEklzcVAmr65OSpVjXRa4LO7QBrYVYXhYJxoSqe2ws6eZi+zsTS/faSd9kx9w9mREKoquL69kif7deYSBlUuGxVOlaRm0FBpZySYpL3GSTCukUqavck+l50Kh0qVSyEWi1Hr83JuMmH25UswhBk5UoRp2L/r5g5u2V7HP93Zg9thsjo5VIXpSApVCGpq3fze8zfxg64ZvvrkDOEE6CjMxqHWCdF0mn01dv70SBX3Dmk8ORDCpqokdYnHrhJKaEgJmg41HhWHKpiJathVQSylYwBCmmHrlGaGqL9zYpxjg0GSaYlh6DRVOpiLp6ly2XjjgVbaq1382z2X6RoLUeFQGQ8m8DhtPG9LDSld8uOuSf7sJVtKfl5gY08oW3XlW4j5xmo3WqrgStM0urq68Hq9HDhwIKusS+Fz1XWdM2fO4HK5svtQFIV4Ks3H7zNbcDRd8rm33MCbPn+MSFLjV69t5I6uKbPdIJpiOpJCYIZxLZ13eiTEa/fV8d7XbqLSbefUyByP9wWy4d1P/HKAAx1V/Odv7uOWjz9mXrcwm9wBhiMwEIYPv7iaX3QHubtnhnsvTvPa/Y1MZ2YAv2pfA995apyfnZ3kV3Y38Acv3MRbjnRwz8Up/uw75/A5TWWem0MGmMsZFehQIGWY1rQiBD63g/FMmDu3t3c2msoWho3NJdlU68KmCCIJDbtNYTyUYDhg5rjvv+Tnps3VvGxXPdORFPdfmuHuC9O4bAoJDW7d20BThcK50SCnJpLkpogDsTR3XpjhzgtPh5ndNsGeJi8NFTamwwnuuRDj2ECCtC5Jpg2+8NgQPqcNn9vGmw628pr9Dfz9z3pAwkO9AV65t5HP/NZ+3vfjS/zWF0/yj6/Zwav2Ltyr7Xa7aW9vp729/Yoxg5ZXbFVQg5lPLrWoTwixC3OYgoWtwN8B1cDvA5aV8n4p5c9L2vlVRCG62KUUpzUkZaEZ2MtpVzIMydGBADORFKqEG7fWcnIoSDip44+m+OaxEe4+P8X/e/lWXrqzlk89OMCliShuh0IwniaWNNtrWqpcNDhSTEZ0WhpqmBuPEEtpKMLJ3pZKUprB4c3VWR7zU8NzDM4meMG2OrqnIkyGEjhdHrb5QBoG45PTnJ/VcCoCgc5sVBJJajx/Sw2qIvjQL7o5PRJiJBDHkJJaj5lvrnHbcDtUDEOiG7Cr2Uuly04kqTEZTiExh7EYhkGbzwmpCLrbQzQtqXTashXTUkocqkJ1hZ0PvHon13dU0T0ZYSacxCbMamyzcNJBR62L//OizfzkzAQ/7jJDzUlNUumykUwbRHSFXS0+/u/LNvG1xwe4p2eOhCapdimE06CoJh/09e0+PHazmKprNIzDJkhqErtNMSulDdMb31Ln5pq2Su4+P51pqbIxGUoSjKVx2BVeubeBm7fV8sXHh3ig24/HoTIRSpJKm3wH43NJ2qpdZnHZMvGcCjsXQjHClp8nLnV7MD2WU6dO0dHRMa8gRFEU7u4OMRtNc2hTNf96dw/VHjuffON+fu9rp6j3OvnFn9zEn3/3LBcmIrzumibuujBNUjOodql0eiXDUYUfnPHzgzN+2qpd/PNtu3DZn85Zue0KJ4fnMgTlZoV0bYUN3ZAkNXNc2AOXQxwfUfmTF2/h3S9z8z8PD/DTs1MYEl7Q6eEdh5v4g5s389Unh/na0VHuuTjNi3bUMR6M01rlBARbG8zxZqdHzTan2go7ac3Izuq1FF9cg0OdPv74xVt4+1dOcds1TdR47HzlyRFg/pSlxkoHhmFyxEogqevEUjodNS7+8JbNdI2GeKDbn+3r3d1UgddpYzgQx64Kfn7e1CsVDpXrOqqodqlMBGOcm0xklX2uwRDXJCdGw1fQSwjgR10TBQvIADqrXaQMyXt/dJG//JWtfOf3DvCXP7zAX/7wIseH5virl2/DYVs8j5g/ZtDyiru7u7NTT6z2uEKKYyFIKS8B1wMIIVTMq/shZjvRf0gpP1r0zjYwFms1MgyDCxcuoOv6gkNSYHmTiX50epyu0RBjwThSMzAmI8xE0mxt8DAUiBNJpBkJxPjgzy+xr9lLz3SMKrfZYRBNGlS5TY9XSUboDSi8+to2Lk5GmJhLENcMzoyF6ZuJsaPRyw0dVRiGwWQ4RV9mSIldFexrqWRrnQdVEWyu9/Bwj59pTRJIRrEJMOIa1Q6J02an3Qufe2SQodk4kaSGIgS6IQnENeJpHeGyZfKoCklN5+7z0yQ1naQGdRV2NKcpBLquU0mcnTs6eKQ/SCiukTYM7DYFu81kwWv2OdnaUEEwnubd3+hiJBBnLm62JjlUhbSu0+h18u6bN1PvddI9GcGlKrjtCjYBgbhGpVNlU52blioX7/lhN9ORJHZFxesUBBIaFTYQhsYbdnt4w8E6PJXV/Nv9g9nq61BCI6HpOBRBuw/edfNm9rVV83c/72UoQy7itivUeMwq71fvbeQdz+vkoZ4ZfnJmirhmevrJtE5SkxhILk5G0KXBi3fWc8fpCU6PhklqeqZKXOGGdpPUZzGZf06FnQuFlpfqDVyK9KIY5WvNAi4U5jKk4Ftds+xqquCLv3sD7/7GaT5wxwU+8Zt7+efbdvPXP7rApx8c4Ctvu4H33XGBH+cUKwUTOnMJ2NXkptHn5NJklNFggnd89TRghns+9Po9vGRnPZ96sJ+vHTWV27YGD5cmowD852/s48xYmK8+aYZcP3RXL+96fgd//6vX8/Ann0ABHh2K8brPnuDXttt43f4GfvVte/hpd5gvPT5MJKmzrd7D5ZkYBzp9/OmLt/KBn1zg6MAcs9F0No+8qcbFbCRBODM++fjQHG//yikAnhwIcOu+p+ei1lfYefPhdv7rgX5sisLoXGKeNy2lWczyN3dcZH9rJb9xQwtb6j0MB+J878Q4I5nKb69D5YaOapp8TlK6wcWJCCeGQ+gZDfrCbTVU2iWP9YcIJg0qbHCw3Uudz8N93X5Ciad/VzWvkjsX+1tMAbowEUEC/3ZPH98/OcFbDreyrd7Dt58a58xomA++die7mooXtnyveHx8nG9/+9u84AUv4JWvfCUf/vCHi95XDl4GXJZSDm4UvurVwkKDUkphnSvF8x0Nxnnw0gxffGyASpeDugoH08EUw7MxPA6bSbEYiONxqCQ0g76ZGCeHQzR6HbgdZiHWXEKj0WtncnaO6bggpukkTk8wF9dAQKvPyVxCI6lLVAUe7Pbz1+cmM4MVHMxETW5os30oxa/saeRVexvwOW189L7LgFmMqEkI6Sr1TgffPDFFJJkpvJQChFkVDea4P90wyTMiSY14yiAsDRRFoBswFTaJMlw2THIOdx0DgWSGBEcSTujYVEEyrWM4VeoqHDhtCp+4v59QwlTutRV20ro5pWhHQwUf+tU9OG0q4xk5b6h0MBRIUOm2IRE0+Uyj/uRIiKFA3JxHLiV1XgfVHgdVLhsv2lXPOw41MDU9w6ceOMlDI2mEohBJatR77SBgm1fjva/Yxea2Jv7rgT7AzFd7nQqzMQ27Cq/e28CfvHgzQ7Nxvnl8PNuuNRFKogrT0PE4VCSSRq+DC+NhTgyHqHKbBr/DpnDTlhqe6A9iVwWvu7a58MOD6fnmT7nbKLiqnm8uxdxCpBewtKVskW8sFOa6q2eOqajObDzGt46P8Nev2Mqff/ccf/GDC3z+d67jT168hf96oJ/OWjev3NvIvRdneF6bk4MtThqbm/nsw0P0+y3vk2zbD8CHXr87++O/75U7cKiC2x8bzire1ionL9tdzyv2NvLmQ238yicfRwJfeGyYH5yeIBBL88W3XEeF08a/3t3L/56f4+EJP2/ZF+N6V4JmNwykyfbv/vTMFD89M4X1btvZWEH3lHmsYDTB3hYvk1Gd2/Y3cfvjQ8QyrvBUOMWXnzCL1gQwk6O0/+ylW3jprno++LPubBjd8lQdNoWhQJz/fnAgw9BjI5zQ2NFQwW3XNHJpKsojl2eZi2uoQnBDh4/WKifjcwlu3lbHI5dnMaTkpbvquaHdx8mhAA/2BkgbZsHXgQbBH75kO0NheLh3lsf7ZknqZs8mgC4lbVUuzmYKxOq9drbVeejzx7k8E+Mf7zQjDVvr3VyYjPAbXzjBq/Y28Ee3bCq5SENVVW677TY++tGPcuLECSKRyNIbFcZvAd/M+fuPhRBvBY4DfyGlDBTebONhMbpYC6WyzhWrfO+/OM2XHx+idzpCNKmhGRKbqtJZqVBdW8XOJi8P9syQ1g38Ud0MeUozFDuX0LDbFZI6VDkVpueipLGR1HV8ThvxlE5a00kZYLepNPtshJMa46EkD/X6CcU13HaVQEyjxefk0mSEXU1eXrSjjpfvNufcDgbi2IRZoBROaKR0g3ja4HxKx6YouO12IprJzywMnURCp7bCQVuNB0VVuTgZRRoGTptAN1RcVvGiITMNQQq1XheXp6MIAVvrPabn7zTTYa/e28Cv7GnC61T41IMDGEhcNkFah3BCp9pto6PaRX2lE5sieLBnhvsvzXB2NIRhSNxOG8FYmiafiy11Hk6NhAjGUjhVs8jLkJK5uEaFU2V7o5d3Pq8TmyL4+oUUj05AWirUOsye43AsgVuFdxxuobOlgZmoxn2XZpFInDaFtGHgUBVetqOWP7y5A6lr3HNhirmYWTSGMM9dMwRb6tzctLma8VCCqUiKk8MmxaU/msoUn0E0qdNQ6eDsWHhR5RuPx8th53xrWdM0zp49WxTFnFWwlQ8pJd3d3cRiMQ4fPlwwT5dM63zp6CTbauw011byoV/0ZBWL16nyR9/q4stvvZ6h2Tj/9UA/DV47zRWC9hoXn3lqDl2GcKgCRQj6/ebszHDSHAGY0iXfODbGzdvqqM1wkyY0A49d4X2v2sE//Kybsbkkr/30UX77cBtHNldnvcv6Cnt2tu//940uNtW52VTj5qU76zk+FOSDDwezx4Cnc7lgDkKwCrBGcnqP51JwdChijiQ80s7v3tTBlx8f5tMPDZj3MZPDts7hI3ebiuupwTlesaeBdCYJLIB3Pr+Ta9p8PNAzw0M9s9ltQgkNAfRMR/n4/f14HCr7W7w0+VzEUzqP9weIpsx+5Dqvg8//znU8enmW75wY496LM1zf7uNtN3XwhceGqXQITkxL/r/v9LCnVuHl273837fsZCRh4z/uH6B32jQqZmNpXrW3nuaMtf7kwFy2VcxC34xZgNZW5eSX3X7uvjDN669t4t0v3FTSTNJUKpU1ApcTrhJCOIDXAe/LLPoM8E+Yt/2fgI8B7yx5xxsE+VGs5bDOFRN2DsbSfP/UGJph4HXashPE6r0KEzHJ3i0OXrG7AWkY3Hl+mlAiTZXbxlxco6bCTjSpE02kmdMlNzZKImo1Q8EECEG9N0OikzB7asOJNKqAUFJHxeynVRSBw6aQ0jWq3Xaaq1z8y+v3zD9JCW67StowBxlYvfRJTaKpBro0cCiChG6moWwOG7UeOzc16FSrcWbnJENJSJrFwdR47DhTOv5IEqkIXA4H0aROMJFGwdxvvdfBtgYHTZUuPnDrTlK6wcfvvczFiTAp3axEloZECvPakrqkxmPjbf97ksvTMdKGgc9pw8gYKa+/roVr2nx88v4+/JEUcc3kntYMs5DMblN48fY63vuqHQz4Y/zdTy8x6I+DND3U6ZhOpcOGItP83k0tNHntPH7sBF85nySeAkUoKIqaCfs7+dUb2nA7HTzZN8v93X6mYynsikBLGfhcNnQDdjRUMBlJ0TcTZyaaIqkZpA2zfSkQS+O0iSwl71Kc0M/5sHO+pbsSnmcLmqZx+vRpfD4f119//YJhri8/PsR0NE0iLegLmPSMliKJJHVUYSq/L7/1eo4PBhidSyKA756dwyJbuXFzNcG4xpmxcLZIKaVLKhwqlyYjvPmLJ/jc71zLploPw7NxOus8vOGGVm67ppm7LkzxzWOjfPiu3iwZuU0hq3htqtmcG0vqHB0MZtuBrGNkP+e8q3Irn5MZJbS51snAbBIJTEdSvOpTT/BHt2zJzuzd1eglqesmiQdmL6KV9/3OiTF+dHo8e70NlQ5Gggne8/Jt/MqeBgwpebjHzx9+6ww1HjuBTGV4lctGQ6WDwdkET+WEmrc3eNjWUMFPz0zy/ZPjvHB7LR9+/W5Ggwm+9MQwX3hsGFXA79+8mRdsr+PeC9Pc0TXBJ4+G+PyJMHtqFXqndW7b5eU117Xzi0tB7r4wTSyl017t4rcPtXJu7P9n77zj5KjLP/6eme3t9novyaVeeqMk9BZqSAgdpaOAAoqo2BFFRAVFRaSDKCBJgAAJJfSShPR6yV2u97vdu9tep/z+mN3NXQqEQBB/8rxevIC7ve/Mzsx3nu/3eT4lwMoW/zB+8vhCG96wTFzWJ/KLW/t4eVsf508v5urZFQfEF/wc5OhOAzZomtYLkP43gCAIDwEvf5bB/9ORXkirqkpdXR3xeHy/C9+PG2N/O9+BcILnN3ZR7wnR3h/GYTGhahr5DjOeYBxBg3yrgNNs4J63GpEEgcocK22DGrKil3RzbEY0VSOckDEJGglLLjNKnBgMQTp9UQbDCd1YQNUNSQbCuqZzgUvnCg+2+zEbBMyS3n4JJRRqivd2XDpmVA6bO/wMdOvUojQlSEBLoYwFHBYjeZLI9cfopXhF0yh2WZhc6qS0opdfv9ZELCETkQV8kTiaolCWZUQWDIRiMlFZwSiKaGj4o0n6w0mavBHGFznY1hlgbesg61oHMRlEjKLOX0YQMAj6PHaaJB75sJ2YrGCWBFSNlLSlRGWOlWhC5k9vNpFQVERJQFJ0lTC7WaLQaWZKmYsfzR3NxnY/v1yu94ItBpFwXMUgCThMIkYhyWkTizhv9jh80QRP1Cap9XkwohGXk5jEJMGoyCmjnFTnWZEkicWbe8m1m4gkVN15SdYoybLwtVnF9IeTdAcStA9GsRh0oJYnmMAbSqBo4I/KNHojjMq3M29S4d4P0ZD4n0I77/MgQ1bLaYm5CRMmZIzXP22kk/eIESP2AmcNjRW1ffzxzUYEIJjQyLbqD9ymzlAK6KCiaDAYTnL+Q+uIyfpL3JUCQ6QNBj5oHCQ71a+5/phK/vZeK6AjCR1miZ5AjPl/X8sZEwvY3h1kcqk+UU0GkbMmFXHWpCJqu4P8+pV6NnUEhoGd5FSC7Q7EsaXKwCVZZuZU5+Cy6NKRWzr87PLslo0cCl5Kv8JaBoZzL+0miTtf25WhIYwrsnNYVTY/eXEn588o4fUdnkwSheGJ3hdJsr51UJeis5kQBSFDbfrn5dOxmUSeWtvJq7V9NHiGy1mOSXGfGzwRZlZkUZJl4cOmAb71722MK3RgRndUqs63c89bzTy8sp3zp5fw5OXT6RiM8sLmHpZu0bnSH3XEMGotHF6gccFZ+dT6jbzRGOLhle1oQJ7DxDWzy3lth4cN7QF29EZwWw2cXpPHLk+EXZ4IDquBZ9Z1sb07xD8unfKJdLfPYbJexJCSc9rdKPW/C4Btn2XwLzr2vF6CIKCqKuvXryc3N5dx48Z9avGb/SXfWFLhDyt24QnG8QQTNPdHMYixzFw1SzrQqdom8sHOLirzHFitVgYjSWqKXCQUFX80SUt/hEAsSbZFZEpFLr6ozLu7BhhX5CAQk2kbiCGrGhaDiDnFVdWTpoDdYmQwkkBWIJpQKXCaGZ1v5/wZxfgiSWRVpbk/zHu7BlA1OHFcPlV5Nt7YoQOmrEaJ/kgSTdMxDFlWiW8dOxKLUeLRlW1omr4jnVTq4lvHVfG787N4dGUbPYNhgsEgKhBKygSTCsGEiiRAgdOMCHQG4hhFAUkQqO8Lc/k/NqKhYZFEzEad8phnN1GebeU3Z49nQ5uPn7y0k4SsoqoQVTUMIin5Sr3EvabFx0A4js1swCAI5DtNxJMqE0tcnDw+n7k1BbQORPnru81E4kkETSCaVDP3RFM0ZlTncM2xo1i2rYf732uhL5ggKasYrQbsFolChxmrCabnaix/bw07fbCmKYHZZEQUdF17WYXzZpRwwrh8IvEkty3bRYcvRkLWsBhUjBIoqkBVjoVxhXa84SSnTyigIufjQZH/c8l3X/SEZDJJa2srPT09zJw5E7PZ/DEj7D/SyfvjTBo2tvv41bI6dvYE0dBBP9fOKSNPivLK1i42dcIvjs1jh0/gyfW9aJBJvAD+2PASuYaOBAZYuqWXMreZDp+e7EJxXVg9Lqs8lxLY+KjFx7u7+jl29O7+V02xk+nlWWxNoZSH0m6r86zk2k2safXjshhYeu1h2M27b82vX6mnbSBKXNE4eVwe7+7qH5Ys0+EwCYQS+s+7/PGM7jPAi1t62dIZBODqORX89LQxHP+nD/GGdidgW0p0PaFoeMJJjr77Q+ZU53DBjFJe3tpDZY6VZ9Z38nqth95gHKMkYDHoJfmYrAtt1PeFcVsNjC9y0OiNsK7NT3W+jaOqc3hjR1+KKiFx1qRCxhU5WLShm0dXtfH46nZOn1jA+CIHqgZnTy7EE0rwfP0gz9XDpOIAc0qMXFQZo80j4ouD0yRx5+uNmCSR2SPd1PdG8IYTLK/1ksbZ+qMyZ07I5+XtHjr9Mcrch26yCoJgB04Gvjnkx78TBGEq+mPUssfv/usiEAgQiUQYO3Ys+fn5BzXGvni+CVnl3rcaeTulZqZpGkUuM56QLh3pthgoz7HhDSVY2pUgGJPpDgcos/vJshpRjBauPXYk27tD7GhsZYffQlVBFtu6gsSSCnFZJdtu5NjRuciqRo8/htmgg3rS0qpxWSXXYdJ7wYqGrGr0R5KsbhmkdSBKLKnQ3B8hEJN1k4FCJw19Yc6cXMDYQgePr2rHE4qTZdEtBGUNrplTxTGjcvjO4u1k23SAmKZpbOsKUN8bpqbYyU9OrmTdhs0knCN4cI2HKpuBQCRBY38ERYFkMgmCiFEUMUgCBkkiltS9eEUBZFXBZpYAnUo1f2oxLquBv73XTCKpoqFX2JKKRlIFJaEgCRrKgEYooQACgaiMyyIRiivMrHDzizPG4rYZ8UeT/Pa1epq8EWJJFYdZJBzXr41R0DhhXB4/PWMcT6/t4l9rOgnFkyRVXTgoEFNwmkQ8kQSj7XZueXOQSEIhFJcxCBBNJnCaoK0/yaQSBxOKnfRHZP6wopENnQFkVSPbJuGPKiQVjSKXidkjsjAZDWgp9PgnRSQS+dIK5nwhO19BEOjo6MDpdH4qH989o62tje7u7o9N3oqq8b3F2zI6zPl2E9X5dhTBQElpGYO1McyGGNOrsqke6McUhqd2QVTRe6k/nDuK6jw7y7f36onh61PxBOO839DP6zu9mXHtJl2qcVq5mzWtPkyirlITSaoYRIHrnt7CedNL+MEp1dhN+mXe0O5H1WBMoYP+UJyEohGIyTR6ozR6oxlT+9ruILOqdiO2328YYGKpi/VtfmqKnazY6aXELmK1Wmjuj2AUBeKKRjgx/GH0RWWMKenGfJcFT1h/yZz1tzUcNyaXZGrBsWBKEZNKXSk6RzDz96qmH/v9IW5K//yoA7tZoshlJi4rDEZkvn/SSOZNKeL3Kxp4cUsvsaTK5s4giqq/QAfCSZZu0auvldlWXFYDd7/ZhM0ksXBaMY9fOpXXd3hZsrGLF7f0YjGITClzcfrEQqIJlZe29vDC5h7+vn53mfnciVmcUabQ4rOwfsDA+21B/DElo7ilAMeNzuGdXQMsr/UwochOoV03ghdFcb/PYDgcPmiBDU3TwkDuHj/7+kEN9iWM7u7ujMHJwSZe0BfjiUSChKzLItpMEi9s6mJjux+TJBBNOf/YzAaybSYmlDixGgR6AnEiCX0xKQgCcVWkJy4hWUyMcwgE23eSH40ileSwui/CmhZditVhlpBECVVFT7opvqo/plOAbEaRhKIhiQLRhO7kZTOKxBWVbJNElz9G22AEqyRmFs2xhMLmTj+KBq3vRhmRa+W7J4xgZ1+YnT0hXBYD500vYWKJCyVlH+i2GjLnLgkC0aRCMBhk27ZtTJ1Uw4aeJAJeJFHC7bBSrEC3P47VJOGPJDEJms7VVyGpKLrBQ8qLeDAiYzfplb0TxuTyxzcbaemPkt5TKEMW65oGwbhKIJZAEiHbaiSuaCQUvb9+80nVuG1GfNEk31u8nZ09ITRNw24SCcb18rWkqXzz6EouPLyK3mCM9xr6UTX9XgbjMioCdrOE02zAYhJp9EaIJRUiSRktfQ0MIkgimqJQ3xvm4kfWEpP1dpjNqP9+MKIfryTLSmWODYMkkpQVZFkh16ZXUNJaDvuK/2mebywWo6WlBZvNxoQJEw5Kn1lVVaLRKD6fj5kzZ36sVu97u/QE+dNTR4MAb9d7+eeaTh5f3UG2zYimaVTn2SgtKsTX7+WsqaVcfmIud77WwPKGCL95ZRdnjMti16CM0yJlds/jipxEkyqbO/x4w8kM4Gddq4/ZI92sbPJRXWBlzshcHl7ZRrbNyOINXaxuHuDOs8fjj8ps7ghgM4mcPC6Pv77bgiTslmeE3b3cK/+5mfOnl3DSuDzyHGbaB6PMHpnN+jY/63Z1IgngcuiWeqoGf7twEi9u7SWcUHhjp3fY9UhqkEyCEEpQ7dTYEoNTRrt4vb4/oxq1fHsfoihw7rQSWrwNOCwGuvzDy9iioJfjc+0m3FYjiqaxuUMHo/3+jUbWtfn5zgkjOG96Cb9aXk99X5hR+TaiCTVT3naYJTr8MZRBjcocC3azgafWdvKvNR2cPD6fKaVOVrf4ybGbuH35Lu56vZETxuZx9uQinv/mTDa1B/jm01vQgMXb/LzTYuL0CfksmGLh4gkBVjb5eKlZpTWpA9re2TWQMi3XOGNSUUbWUFGUzM5LFMVhk/fLDND4T0S6ilVfX084HOawww5jzZo1n2lMURRZttPHmnc3omoaMyvc9AbjlGRZiCYVwoNRZEVjMJygpshJUlaxGQ0YJV0m0mUxIgi6olJMFsh3Wbh4Zj5LVtfzTo+VnoAPh1HDH9df5AIa08qzMBokQgndECAhq6DpAMmR+XYmlzhZ1TSINxgnKav4FN1EQVZVIgkVQdNIJBXsZgnQd36huILTKpFl0Xe0z27o5o/nThzGO/VHk7QORKlwW2gZiFDoMhNJKBgNIm4xzuqNTQxaSmiuD1LmtiKKAuG4jMUoYRRFTq0p4GuHlVGcZeHV2j4eeL+FwZRAjlHQ2QDZFgkEkanlWdx0wkiWbunh6bVd+zRSEdFLMHpZXF9gD0RSnsUqHF2dS7c/Rn8ozl/eaWZLZwCbWSIQUTAZRcySSJZR4ZfzJnDEqAISisqjK9tp9ERIKDpS2yQKxGQNzaAxpsiBL5IkHFdBAIMooqgqqkCq5K8hqwKyChF5tyNcJKlhQ8FqkChxm/nG0VXU9oRpHYigaXDahELGFTkzwL2hSXhoIg6FQl/ane/n7moEeplEVdWMxFxJSQmJRIKxY8d+6rESiQSbN28mEokwe/bsfSpoJRWVbz29mdXNgxhFAQ2NBy6ezKTSLIySzkN7v2GAReu7WN2iszxmFUlcf1Q5h9fsli174L1m7n2n5RPPaU+FKdiNJJ49MocLZ5bw0xd3klRUbCYpU7LW2NtB6ISxeZS5Lfzjow5y7SbOmJDPP9Z0ZkwS0v++8dhK/vxuK4UOA6MLXbQPRnVvUFnlsMosXtvhxWLUFWYWTCkiGJNZ2TQwTCM6HeUuA+0BmSqXQEtAB504h1geDv1+xS4zE0ucdPpjNHkimYQNYDYI/Pz0sfQG4zy6so1wXOGsyYVce1Ql7zYMcO9bTSn7NIG5NYW81zCAJ5TAahSxpq6LCBS6zPSmXJ7sJokzJhYwItdGc3+U13b04Y/qfsjFWRa2dAZ4+JLJRJIqSzf38O6ufmRVY1yRg7nj83l0ZSsj3EZumCLx/K4ky5v1a//2d46k0KWjntPezoqiDEPdCoLAq6++yrZt27jjjjs+8TnYx2PxZY9PPZ9jsRgbNmzA5XIxatQoBEFg1apVB+1KBPDaxmb+/mE75Xlu2gYjdPtjGCWRqlwbWVYjHzUPEEkh5t02I8eMyiEUl1nV7CMhqzjNEgi6gbvDbOTrk+xsbunj37tUwnFZF2kRdOS7P5ok2wLldo3WoIgiiJRl24gkdFDRD0+uprrAwWAkyc9f2slHLT5kVUcp6xzdtCyufukkUV+MGFLVpnyHmcmlLmxmib5AnN8uqMkgcDd3+Ln37WY0TUPV9J2102wgy2okzyTTP+CjNW4FQUQSBVRN49QJBbxT78UflZlekcV1R1dlWlCaprGpI8Df3m2mtjuIIIBB0A3vKx1w1Agnb7fJtAzGiCT1/q6m7W5xGUVAEJAVXfYRbbfiHfoly4AuSX1jUdDNE7KtOsXQZVT5waljOXlCCQBPr+3g2Q1dDEaSCJpGMK6goetIX39MFSeOy+eWJdsZCCfoCcSJJhRSt0enWGk6+twf1W0KE6qGQdCPLaW0rY8sMbBgBLizXFhdORTk5eKy7a58phfUmqZl5rOmaUiSxPHHH59xxfuU8d9nKQh68m1ra6Ojo4MpU6YQi8Xo7u6mpqbmU42TVr0aNWoUra2tTJkyZS8usKZp/OylHSxa35WSO9z9OIkpsEKOzcjhVdms2OlBVVWm56q82aGSVDTOn1HCdcdUkWs3sbZlkMtSohQwnA6UbYbBOEwvs7OhI0y+w8S08iw2tPkyn0mHURKYPTKH+r4Q3f69RejTCfVfl09jWoUbgGuf2sx7DQOcPC6fUQV27n+vhatmV/BqbR+dvhgnVxpY0aonx1+cMYa/vtOML5LEYdb5iUPbH7+dP555k4uIJRXervfy5EcdbOoIfOy1npovcOIoN4t2hGnzJfb6fXm2hZkVbspzLLyyzUOjN0yO3YQ3lGBEro3zZ5TQG4jx9LouFFVj3uRCVtT2IKv6KthhNnDZEWWMKrDzWq2HN3d6SShqZsGwrxAF3a/YbTMRS6p0+fWSvyQIjCm0M6XMRXWejf5wkvca+qlNcYGXfGMm44ucJBIJXtrQimdgkCnZCllZWeTl5ZGbmztsMg6dvNdffz2yLPPss89+7PXaR/y/TL6BQACfz0dh4W5U6Zo1a5g2bdo+F8L7C0XVeGZdByt29NE1GEFTZGxWiy7lKgi6AYCqYRAEPUlZDIiCgC+aJM9uJNdhIhxTaPNFiCZVXaM5z8aEHDixwsCt74Z1GVVBvxFpq7qqHJt+fzWNjkG9tSMKGtXZOqL4m8eM5OjReXx38XZ29ASJxGVEQSQYl9E0DVmFLKuEhoAEBFJqVWnf2UklLkqzLQRiOpDwiiMrCMZlmr1hHlvVnjJx0f3AQwmFcUVO/KGILuNqNjMQSTKhyElxloVgTCbLZuCOeeM/5kqCrKps7Qjyxs4+kqrG9PIsmr0Rnl3fiS+aRFZ2AzHT9CdJBLMkkkiBTPc0YYHdD7A25L+NkoCi6IlcFODyI8v59vG66f2qpn5uW1ZPMJpMzSfd2rDAaeZvF00m22aiNxDn3rebWNs6SCQuE0nq4iKlWWbGFDoYCCfxRZN0B+LEEvozgKBbFRokgVPG5/Pj00ZjFEX8fj9er5eBgQEkSSI3N5f8/HxsNlumojp0Yd3T08MRRxyBx+P5VM/qHpfjkMUhSb7bt28nHA4zceJEJEkiEAjQ2trKpEmTDniMPVWvNmzYwPjx4/cS0fiwsZ8r/7GRIpeZn546ii5/jOb+GNu7A7QNRPFH5WFfYoRL4Nrjqpk5Ip8HP2hl0YYuREHgG0dV0OiNsrJxgMuOKOOv77ZQ5rZwzrRiTq0p4O4VDWzu9HPfKW7Wtfn5V71KV1Bhbk0+l8ws5Z9rO3l9x26TgaH2fkPjiCo3/phMTyDOB9+bk3loFFXl+D+uxBtO8vPTR/Pcpp6MHmwgplDoNOKLKiRklXduns2Jf1qV6peJXHZ4Ofe/35o5xsyKLB6/bBrikBJ/lz/G6X9dnQFqCcCEEifbu4LDNKzT4TIJBBL7v/2FTjOXHVGG1SixaGMXtd0hcu1G5k0uoscf5ZVavfy9cFoxC6cW8/DKNt6q85JrN3Ht0ZXMrcnnsVXtPLaqPSWoobGfHLxXSMJuNaz0ead7wd8/qZorZlfs9Teqqg6bvEajkby8PPLy8rDZbGiaxsMPP8zrr7/O4sWLP5W0ZCr+XyZfTdNIJIYvxjZs2EBNTQ0Wy4Hzp1/Y1MW/1nSQ5zDRORimtT+K2ShhN+vGJZIoYJZEYrKC22pEECCa1HvCiaRCsdtCTaGD1S0+wgkZh9mATVS46cg8ljYmWd3sQ1a1DIUuvbOaWKI7dK1r03fNDrOEQdJlFfOsAseXauzyabzTLiOkdoU5KT/eAoeZSFIhy6rTfgajMuG4zMg8G6VuK/1hnQ4zpkCXWy11W9jcGSAhq7QORFNtJV0cQkvx69PPq9OiA6RUTTcsOHJkDtGEgskocPuZ43h6XSeb2gPk2I1cdkQ5VR8jGNPkDfOr5fW09EeQVZXByPDFuFGEPJuEwSARiOna8NHUYkcdUn5O/01a1z59zumwGgTcNhNzRmZjkARe2daHomkkFI08uxFZ1T24F04v4bzpJTR6QvxyWT1JRUUSBEIJhdMm5DOj3I3VZMAfTfDHt5poHYiiqBpyquZsN0m4bSbOmVrEpUdU7FM+MhaL0d/fj9frJRKJkJ2dTV5eHtnZ2UiSRF9fHwsXLuQ3v/kNc+fOPeDndEj8dybfYDCI0WjMJJZIJEJ9fT1Tp079xL/VNI2Wlha8Xu+wne7mzZuprq5mVXsEbyhBqduC22bk0Q9beXOnB7fVSF8owbgiB9fMqeCU8QVIosBPlu5g2bYeCh1G2v36JFdUXXYtx2bcy5avItvK6RMLKHdbqC5wUJVrxSSJzPnDB5w9pYifnz4WVVXp6x/gofdbWFQbxCgKjMmzsLknSk2Rg9qe3cpIVoOIxSTq/p17NGFG5du5/Mhyzpyo65N2DEY47b6P0FJ93Bue3TbMjcgkiUwocTBnpC4cLwDLrj+M13d6+dNbTcPGvnpOBTefWD3sZ5c8up6+QIzOwPCXqTGFhJwz0s2He1gX7i/ShTiDKHDs6BwmlLjY2O7n/YaBzO8mljjZ1hUky2rgmjmVTCh28rf3Wljb6qPMbUHT9JbB8m8focsDJnVXGX9Upn0gwref3cbMCheCINDQFyGaVIZVNoaGQYQfnzqGC2ceGG88Go3i9Xrxer08++yz1NXV4fV6efPNN/eLoj+AS/Jlj88l+abn4qfpjf/w+W10DMbIthmJxpNs7vCRUAXMBv2+p7EPFoNIQlWxSCIGg4Si6GhdURTItZvo8unz1YBKRNYThijoz2FUHv71TBKUuCz4YzJJWUUU9V5illXXF55U4kQSBDa0+4klFSySrokuCjpNcHyxkwtnlvDrV3YRTShYTboDUZbFyJhCO96Qjrr+7gnVjMi3cfuy+kwJta4vRDyp940jSd23N1X1RdH0fqfLomsiW4wSMyvcBKJJLppVRqM3zIeNA7itRqJJFUmEuxbUEI4rPLaqjf5wgunlWVw0qxSzQWJ7V5B73mqkNxBnIJwgEJVR0ZOqSRKpKXJwxykltHT1QSKMze7kz+ujbO2NZGQkUy3wTNWAIecK+rmTWqSn57eA7r0tSvqixWIQOWpULrefNY6+QJybl+j33GyUyLYZKc+2kGs38cszx9Hpi/L957ZjMxoAja5AHLfVyLnTS8hLgWRL3Qe2uEu3OL1eL11dXdx5550MDAzwwx/+kMsuu+yAn9E94pDP50MCuLJarcOoBPvTg90zVFVl27ZtSJK0l+qVKIp0+aJ8+5kt+/xbTyiBKEBfIM73ltRSnt3MhTNLeHlrD8dXWblmmpMmJYdfvbKLUFx/yQf2oBSJAsRlhYc+aB0GVrCbJF02rjvIj5fuIMui921GlRdzXV4u/1jdweaeKNlmgesnQs/YAu54V3dJisoqOXYTs0fmMirfRoHTzE9e3MlpEwpo8ob56Ys7+dNbTXztsDIumFHCr88az4+W7uDmxduZnAvr+/TjhxMKCUXFG0rw13dbABhf5KAqz05LfxtSisAPcFpNAQ9/2EZFtpVzp5dkvkckqTC22MX35xbyg+dqAVLOKPrvhybe9AQ7ujqH7xxfQW1LH39b1UW3LjqVeYvLqsabdf28WdeP2SBik3TkuCBAszfC+dOLaRuM8Yc3Gil0mrn+mEqunF3ObS/X0xuMYzdJ/OmtJuZPKWJ8kYMCp5kCp5kN7fq5/Oz0cYwu2I1WVDWNtoEICx5Yy5QyF8eNysMXS3LBjFKKP4WSldVqpby8nPLycjZt2sSGDRuYNWsWZ5xxBu++++7B9Ij+Z+LTaDNrmsbKpgFWNw0SjMs6JkPTLemcFgNSquQcTuiiDZIooCo6+NAkQHWhg7is0OCJMBCKE0t5R++5ikiqZFy/QE8KKtA6GMNuFokpKnbJgMWgq0BV5VixmSS2dgYQRQGzUSKWVLEaBTRgdqmJ6bkR/v72LuJJFZNB/31CVulLxvHFEtgMErIGT65pZ051DsFYEqtRwigJiOgKWTaTTt8RAIsRkqpexlVUDTQNq1FidIGDPIeJSaVOmr1hlm7uoTrfjsUoYTFKeEJx1rf6eGptJ3FZwWKUeGlrL4GYzI3Hj6Q8x4LFIFLgMOEJ6UI7kqhXpyqyrcRklYrSYipKi9E0jd8sq8UbjmNEI5nq+5oMAmZJQNF0NLUgaESTOrraIOn6+LKqZZzR0kk6oWg4DBIGg8bofAc3nzCCrZ0BfvR8LYPRZAbHMRBO4LLo7krRpMJvX2ug0RPBKIm4rAbGFTrwhhKcNakQo/TpsASiKGacyQoKChBFkdmzZ/PUU0+haRqXX375pxrvi4ovjatRWpi9uLh4mPE2wLrWQeQkrGvSwVJOi4FIXMZslIgkFEbl21BUjeb+KAORJFPLdML971fooueDcY0fvBOk2+8hJmvk2o0MhJNkW3Vj7fRuStWgN6jLnZVlW3Bbdbh960AUi1EkklD5qGUQf1Qmsoe8oVHSy7Q/ej/KD49x8uBcJ49tDbOyS6XTH2NsoZ0jRmRnJBMvPbyMyaUuVjYN8tiqNv70VhMPvN/KUdXZSAJEkirr+/QHfKiUYtrmD+DMlLpLszfC1HIX27qCxGWV758yimBc5pfL6inJsjC7WnfwCcUVnGYDp4wvoPhyC9c/s4X+lKfv0Fh8zQxGFzi4541Gnviog0BM5p5zJ7Bw9ljueaOBh1fqGtEOIwyhCWdESQAmFzuxmHQEaI7NyMWzStnWFeAXy+opyTLTF4wzodhBebaVf6/v5J9rOhhTYGf+lCLOnFTEmzu9VORYGZW/h1evINDgiRCXNa6ZU8Wc1Hc72Fi0aBHPPvssr7zyylco5wOMA5nPr9f28sTq9pSiVFIv96aodABZJpha7qbHHyWcVEDTMBskVHShiGnlbrr8UfqCcbyhhO6+E5HZV91D0UiBfXa3VOKylknQSUXDbpSIJBXMBpFp5S7GFjp54qMO0DTkFI9YEgRcFgPHjcnlhuNGcOOz2+iLBJEVFU1ViSt6hSWpQjyhYRA0Cl1m6vvCbO8OklT0vnKuw4zLqifdsiwzcjxORBFA0B2GdHCmRjihcuakAi4/spK7Xt/F8m292E36bjiSUJhaloVR0kvT3YEYkaRCXgrMZTaIfNAwwLeOHYHLYuT7J4/iD280ZAwbTJJIUlYJxGQmle5W5xIEgVpPnNJcFyU5Gp5gjMFwghMrDJxaKeHIyka1ZPHchg5e2BFInbOa6aEN7QeLqQyclpyt7wtxxt/W6KwNTecWa5rGQCSJ1Sjij8gcdZibG/69lU3tfmRV1332R2Va+qMUZ+ka1Acbfr+f888/n5tvvpmFCxce9DhfVBwykY2h8UmTNRAIsHXr1n0Ksy/b2sPNi7choAMfXBYDD18yhZsWb8uAmfRex+6/2dQRwGYUyTKBrIms74pl+hmzKrNYMLWYAqeZHzxXO6yMKaXKKmMK7UiiQKM3nJF7jCVVGjxhsm1GxhbYKc+2sr07SKM3wtcPK8MbTvBOnZdgXOGnK7oZkWvlklkjmFAW5KE1fbw1xJIP4Jp/bcZtNZJlNRJNKozItRKIyqzYgyq05wq/IsfKxTNL+e3rDRw7Ok83p+iPcNqEAuJJhW3dIbJtBu45dwJfe2wD31m8jX9dMYPRBXaCMTlFldAVdp69eibnPbQOVdM4cmQ2r2z3UJljZUyhA4Mo8sO5o5lansVPX9zJwgfX8bsF49nQHiDfaaLcbWVDu59jq7OYXSTw5KZBOsK77/uWLp0vbDOK5NiNPLW2k2KXmTMmFvDKdr0qsLMnhM1k4BtHVaJpGu83DPC7FY3c/UYjqqbv7P/2XgtZViNZVgOulHjBovVd5NqNHD7Cvd9n6kDihRde4KGHHmLZsmVfJd79xP5cyj6ukrW2ZZA/v91IQlbxhRMkFI1QXMNkkDAZRSQEqrI0LEYJm8lAscuMgIasCSRSynLFLhOjcq08v6WHMreFjsFI5sW/r9q5tp//FtBV5BRRp/WdNbGQpKrx9LpOVFVnI4RTlTBJFKkpcXL9sSP47esNNHgiepk1hWzWUmM7jCBrYJH0pJhMqiDoSOZwQqHHH8NqkqjMsTDCEuEXF43jw84kD33YhqrpdniuFGI722bi+8/V0j4QQUDvi1pN+qaiyRsmy2ZkTIGdMQUOltGHlkJf6yYTQgadXJVrQxQERubakVWVTl+MYFyhIlfi28ftZnQEYkmCsSRdvih5DhNFLgtGSeLkmdXMqHDh9Xp5b0sjK1vilLokesO637CcAmmlQ0otQoZe7MAQadz0dbcYRFTAbJCYMyqH377WSH84mdLCFvBFZaxGgWAsyW1njjkoKirorc4LLriAb3/72/8ViRe+QJGN/UVPTw9NTU1MnTp1LzK0rKj8+W29l2kQwR/VYernP7KemiIHdpNEgydCvsNMTFaoyLaS5zDxZl3/EIrN8LXyjp4Qa5fuHPazNE1ISfUztnfv7tkK6EjfnJRtl6rpD/CrtX2ZHu5TazsZW2Tn7KlFWI0ib+z00twf5dev6jvvqhxrprcsALkWgRnFBmTRiD8psL07glkSKXWK9EdgdL6Nihwr7+4a2GtXGojKdPpjWI0iFTm6tF4gJpNjM9IbTOg75bjunnL/RZO58JH1XPOvTTz29amE4wqOIcpZxVkWPrjlKAD+va6TV7Z7aB2IcsmjG7hrQQ1VuTbm1ujqPTct2sY3n9I5tj86ZRQXH1bGE6vbufftJja2a/x0bjVHjylg0UfN/OmD3sxVjyRVGjwRBMAXTbJsWx8A08td5NhNtA7ojkkA5dlWTh2fz4dNAwTjuppQbep3Q0MALppViuEgqS4Ay5Yt4y9/+QvLly8/2B7v/0zsS7Fuf4vp2u4AP3phO56QLjFoNuhax/pmSEczi4KAUdSIJWV80QRxRaMvGM/srkwGkafWdaKqOkraIOqtkfROaj9t//2cu16CBo2EDE+v79J3ZaL+vYIx3STFIImcOamQH5xcPQw8KSuqXsJWQRA1Rhc4yLEZ2dDuxx9TSappWowO9jJKAgJQ7DRhUyNsD1i4/e0enUaj6KIzYwoc+GNJtnUFeWlrD/6ogqJqWI0CBkFfgBS6zMyqdHPs6NxMdacqx0qjN4Ik6Lvhy2dXZN6t7+3qZ3XzIJqmn8OYQgeBWJKFU4sz1KdoUuEnS3ciqxqBuII/GsFrNXDcmDxmVbqRRIFgMMigYkY0idjMAiMMMqFYkogCJ1W72OKV6Q0kGIwmhwGzYDhaWhRAFCGh6oCy02oKWLatD380iSmlCChJAlaTSJbFyNcPL2Ny6cHNw3A4zIUXXsjVV1/NRRdddFBj/CfiC0m++wpN02hsbMTv9zNr1qx9QsFf2NxNS3+Em0+s5k9vNaIBPzx5JHFF4626/gywSUiVpAxinHMnuPigQRdYH4zu/YIYalyQjqH5bWiqG51vY2yhg1BcoXUgSvtgdFgyLHNbOKo6B4MksKtP79VE9wHZHQrq0oDZowv46ckVeDwe/vqB7igfV1Sqc8w0+WQe+tpUCpxmXtrSww9f2DFsLF80yQubehiRMvVuSlkNPrG6AwQdmHLnaw38/pwairMs/OWCSVz4yHrmP7AWRdMwG/ZeCMmqyiMr25hU4uTyI8q5/ZV6znlgLbecXM1FM0upyrXxzFUzOOO+j+gJxHl5Wy9Hj87l/Mk5OEPt/LNR4gcvNXHO1ChHjMxBpZfrj67krZ097PTEM987fW1MBoHa7hCxFA1japmLAqdein5th2dYubAyx0JJlpVCp4ksm5HXaj0EYzLXzKnc63scaLz++uv8/ve/Z/ny5Xt5P38Vnxwfp818xyv1SCkFJ1nQXXUMKUF/RdEodFkodlno8A7ilcPEkgql2TbsJpGGvghOi5Th18ZkHZm7e2GsDdv9GlM7v4Silzn3RO1bDHrfVVE1IqlecToSKjjMApom4LJIzKhwc+vc0bxV52HJxm5UTcUsSSiqXlu1mUVG5dsQBV3FzpS23UPXX04qEI7LKKruQCbIUTSrk11dITQthsNiwG4S6U0Bizr9MSRBoNBpIZKIoKo6Z98k6bvaHJuRbx5dNcyR67Yzx/FWnYeBcJIJJU5mpGiKLf1hfr+iAZtRt/eTFdjVF6bMbWFCye6S8/auID2BGBXZVgqd5oz37w/njsIgCtTV1dEbSvJGh0pvII5XFHCYJfKddkY6TFw6IxuPx8PT2zXe6kjtblOvu6HvzZRXDGKqjF+ZbeOZDZ3I6eqBplOXkoqKKIjMrHRzwYyDM9iJRqNcdNFFXHLJJVx66aUHNcZ/Kr6QsvOekbYTtFgsTJ8+fdjnd/YEGYgk6A8l+eXLOxEEWNk0wFEjXLzfFOCxla3Mn5TPvefWcPmTm2gdiNEb0F/w8aTMz17vJNdupD/Fva3IsdK2B6J5X2EY4vKTjrQ4v9kgMrHEyQljctnlCfNewwBHjMimJxDjmfVdAEwodnLFkRUUZ5n545tNBGLysEQtiTpzXNE0Xtzay/LtfeQ5TPSHkozIEmj2a7zRFKXYLuDvacOsFrC21YfNqKu/JBSNUrclVU6S2dET4rg/fpj5noUuM/dfNJkXt/Twt/daOHNiAceOycNl0W+xxSiRVGQeX9VOgdPM2VOKMjvHXy2vp8MX47zpJZw2sZAZlW5++uJOfv3KLt6u8/LreeN1DdxgguPH5LK+zc85D6xl4SiRG0+bytkn2Lnv3WYeWdnGS1t7yLYZuWx2Od86bgQrmwb5w4pd1PXtNmBIyOkCnr5CbvJGhvGQS7N00JWU4iV2+WNsaPdnesp/Pn8iha6D0wZ/++23+fWvf83y5cvJy8s7qDH+18NgMOh6w3tEfzhBPKlQmm0llFBQNI14UkUQRcrcFvKdJn40dwx/ebuBpArdA7r8oT8qU5RlwWrSFY/S7j8CYJT0xAYpf2lJB0RlW43ctWA8Szd3827DAL6IPGwHJooCoihQ4NBtKIeidNMRS6iYjBKVuTZuPrGaN3d6+NUr9YTjOj0xrqkIgoBBFJk3pYgbjquirjfM46vbaejTPXaNkqifq6ChIeC0iBg0BU2Q2NARRNF01LWq6gAmi0GgN5ggmlQZkWuj1K1zfT2yXgKXVY2pZS5+etqYvawwbSaJMycNN5IZjCT48dKddPpiSKL+5QVBP971x1RmwIqaprGysZ+2gRh9wQQlWWZybUYGInqy3LFjBwaDgbd7jECMUreFnkAMX1TGZTHw/VNGU5FjQ7XnsvOjrTjNGv7U5iZ9TdM7YUnUy8wFThN9wQQb2v3DRIP0KoKAxShw+oQCfnb6WAyfEmQFOt3okksu4ZxzzuGqq6761H//n44vdOeraRqxWIxNmzbt007wjR19fGsImjnPbuTsKcUs3dKDN5Sg2GXGYoAHV/fw0OqeVP9FJJTaUf3imGxebNF4d9duLeKhiVeH9u+7XLa/Ulaxy8y4Ige9gTiPrW7PUBssBpGrZlcyIlfvfb5V5+X+91oyD+I1cyo4aXw+j3zYxoodHlRVo8RtwWwQ6BiMkVA0elKLhma/lqH71JRmUx8Q+demnbxYF0HRdsP9O4d490oi9AV1CogoQDieREPjG0dV8tqOPn65vJ6XKt3s6tMBXvHUNcq2mfjZS3U8vrqd751YjSTCog266c69bzcRist867gRPHDxZP69vovfr2jg7L+v4YgRbhRN49a5o4lFQvzkhVr+tVOmNdnEr84ax3dPrCbPYeLO1xoYjCQ54Y+rOHVCAQumFLH4G7N4fYeHP73VNAwwBvqiIqHs7h9Kgq5J7Q0nhwG40nHjcVWcNO7gdIXff/99fvazn7Fs2TIKCgoOaoz/xdhX2TkWi+31ubqeEO2DUURfjCKXmXyHCV8kyekTC6nOd1CRY+G7i7bS7Y+lqDACsqyRkFU6ByMpsI2ArKjIsq4IZTGISKKKrIAjJW+q05IUugNxanvChOM6kEpRdRxujs3AWZOL2NgRYHtXMNMe2rNXrALTylz88qyx/Oa1XXzYOJCi9ukoZEXVsBtFplXoso0mSaTZG+aj5sGMRKPZIJJUNMrdZi6c6CBbiPCvXQI7esL67g8d2a0IOlis0Gnk0sOL2eGJ83ptHy39ESxGkSKXidMnFnFYVTYzKrIyG5JQXGbJxi46BmOMK3Jw1qRCTIbdSPx/ftSBPyYjpYQ8ZE3DbTWS7zRz7Jjd8+SV2j7e2OnVHd7iMvV9MoVOM2dNLmRnbS02m42qESPY+d4GQnFdwrOm2El/OMm8yUVU5thIKCr3vdtCpy+OJIAoiZgEFVmFUTlGRjoUsqwSFquDj7riNHijJBUt09ZL7T+QJAG7SeL6Y6q4YGbpQSXeRCLBZZddxqmnnsp111130L3i/2QcEp6vqqp7rYxXr17NmDFj2LFjBzU1NXuV+3Z0B7ng4TVU5tgwGUS2pQE7Jonrj67AbDTwxOp2OnwxyrMtKKo2RH9YL0YNXdmmb3g6KnOstA9G9xJlGBqSMJwIv68YkWtleoWbVU2DdPljCMC08ixOGJtHizfC4k3dGQnJIpeZy44o58iR2Ty7vovnNnYTS/XBrAaYng+re9inBGQ6agqtnFBhRkiGWdKg0B1SM/xaWdUwS2JqtSngMBt4/LKpDIaTXPLYBi6aVUqOzZihJgHcd8FEkqrGH9/Uye3pFelfL5jE2/VelmzsZlyRg7vmj2d0gYOW/gi3vlDLls4guXYjD503Gl9XM5MnT+bF2kF+v6IBoyTy89PHsHhjN7v6Qvx2/niWbevjtVoP0aRCVa6V+VOKmVmZxdVPbtatyPZ/iXGaRQRBHCZ3aZREfnLaKM6bfnDlqVWrVnHLLbfw0ksvUVZWdlBjfEL8N8z+g5rPabnYdHg8HgYHBxkzZkzmZ2tbBvj1K/UkU5UKTdMFF245eTQn1xQwEE5w3VObaBuMEksoxJJ6z09L7XANkkiBXaImS6G2X8EvSynerkC21cBgJEmp20KW1YiqafhjupGAJIoEYkl6/HFEAc6bXsJFM0u5demOlBOPTGIf621J0LXKrzumiiUbu2gZiKGoOs84bY4iigLjCx3cc+5ECpwmnlnXyYMftOKLJjFJIglZQ8+DApdMcnJCuYSrpJqr/rmZ/nACJWU0EE0oiAgYDAKnjXJycqnKXauD+JICkaSGrIHdZOCOeeM4ccjCMpyQuXnRNjp8MUJxmWBMF/y4de5o5tYU0OmLctkTGxmMJBFFAVXVy7oui4E/nz8pY23a0h/h8ic2EojLWI0SVoNAOKFyeJWbS0crZLuzqKqq4k9vNfH8pm4CMRmDJJBvN2ExSfxo7mgOq8rm+c3dPPJhG95QnGSqhOwwSUyvcHP3wglIosB7O7v5yUu78MWUvShhOm1JV8D61VnjOHzEwbV8kskkV1xxBUcccQTf//73D1Xi/e8U2dhX8n3//feRJIlp06btUz3oa4+uY12bjyKnLqJd5jbzm9d20ezVd64FThO3njKapKJy//sttPR/fCnZZRY5dnQuL23brTo1rcxFjs3Em/VexhTYqU/tCi0GEQSGyRzm2HU7LWVIXnSaJd3VwyBy0rg8Dqty0xuI81Z9PztT/ed8h4k7zx6HrGo8/GEb69p0m8BLZpUytyaf65/Zmlk0FDpNnDO1mEKXhUdXttI2GEMSIMtqZCBlRjCzIovfLqih2GWmtXeQcx/bQiSpUekSaQ2o3LtgLI+u6WZzZwCzQcRtNfLEZdN4ck07T63pZFal7rqUjn9cNo2ZlW58kQSn37cGX1Q/zsWzSrnp+JGsbfXx85d2EozLfOeEkVx2RDmLN3Rz27K6jDTf9UdXcvmcKoySmErOO9iSskpcMLWIn502BotRIpyQea3Ww/Obulnf5gf0l97PTh/Djp4Q/17fhdUo6rvyVAlPl+PbXYkQgSKXiX9dOSOjzfxpY+3atdx0000sXbqUysqD7xV/QvzPJN/BwUF6enoYP363DOJvXqljfZsft81IUlEZCCeYUurijvkT0DSNdS393L6snqSq0RuI6yL8mt6XzbGbMIgi35zuoMquMG7cOFbXd7Ol1UOjN8JOn0BSExiI6oBBl8XAYVXZbOsKkG0zpb6Yhi+S5PfnTMATjPOb1xrwhmIMDClHp8NtlShwmunyx4kndelJSdDRuwZRwCTpZVOn1ciDF0+mIsfGgx+08NjKNuKyRjKlPyyJAlaTxJR8iW8dlk1Z1Uiue2YbTZ4wSUXfEcqKnshdViM/mjuK48bk8uOlO3m73ouqaWhqqiwNlLrM/HLeeEbmO/j7uy28tK2XQFRHBoOe6JKqziAozrLQFYjpjknxtFOXgNtq5BtHVWb4/fV9Ib71zFa8wXhmkW6QRPIdJuYUalw0s4SKigpa+sPc+Ow2HGYDPf4YgZiMosHNJ4zka4eXIQgCty+rY2XTAHazAW8oTiShku8w8a8rp5NtMxFLypz997X6wkPVUu2lFAALveRcnWvmjrNrmFDqPphHEVmWueaaa5g0aRI/+clPDuWO978z+Q5VxdE0jbq6Orq7u5k1a9Y+KR11vSHm/W0186cU09wfZnNHgFy7kUsPL8NtNfKnt5sYjOi7oJIsMwlZ1ZNTiiDutEiMybezvj2AQRR0WbkCCwPhGLsG9Zf5n84Zy/Hji1nf5ufSJzZmdsY/P20Mmzr9vFbryZQ5C5wm3BYj9SlOLgwHeZS6LfQFEkSSChU5Vk4Yk8e/13fiMBtQNY3+cJJJJU6unlNJrsPIoyvbeavOm1HXOmOkyFE1I3m5tp+VKe7ykSOzObzKzQeNg6xNJUuXxZARmP/OCSO55LAyGr0h3q7rp8cf4YUtfTw410U8Hmdpm4Fl9SEkUSDXbuTBi6dw3TNb8IYSmCUx5dup6x6PLrBz8aMb2NYVJMdm4OTxBSza0EWO3cQPTxnF4VVubltWz1t1XmZWZNHtj2E3ClxTAy93WXm3YZAxBXZ+fvoYple4kVWV+X9fmwF/WY0iR47M4fgxuRw7Oo88h4kn17Rz56sNGSWjyaUuThiby2u1Hnb0hMhz6DrRFoOI2ahz/wBG55q55TAbBjmakZDLyck5YFH/TZs2ce211/LCCy8wcuTIT/Ucf8r4n0m++5KLveeNBt5v6CcnhawdCCeYPTKHW04exUAoxq0v7OCjFl+GgxpNyiQVyLcbyXeaOLYETh2XQ9Sazxs7vRglgTMmFnH/e8209YewiAr+cBx/UuTSmUWcNrWcbz27HZfZgEESkRWVQFzm4Uum0jYY5Wcv7URR1cziXUck6+eaazcRk/Xdtw7i0ls+BlGn1BhFyHea+eEpo5lU4uK3r9bzdn0/KhqioL9fYrJOoyl3wO2nlDFqRBU/e2knr+/wIKBjO4yigKxpVGRb+e388ZRlW/neku1sbPPrhvYqaIIugykKAkV2kRq3yk6fQFdYIy6rKEOUpywGiCvs1b+2GnWvIlUTWDitmB/NHY0kCmzt9HPLc7X0+mOIor6wNaUAl6V2gTtOq2LKmEq6/TF+9tJO1rb6MEoiTrNERbaVYFzm7xdPocBpZm3LID98vpaBiK4SmOcwYZYETptYxHXHVJGQVW55bjvv1vejoaPUJVF3KRJFcJgNfH16AceXiQR8u+Vd8/PzD1jKVVEUrrvuOkaMGMHtt99+qEvN/93JV5ZlNm/ejMvlIhKJ7FeS7mcv7uDFLd28/d2jcJoE1rT4eHhlGyubBnFZDJw1qZDXa/vwDDEwcBhh3pRiTptYxLTyLFY3DXL1vzZjNog4LQYGQglU9PLzYWV2bppuJhqN4nLncPGSzkwp6qkrpuGyGgnFZZZt7eXJNZ3Dzm1isYPt3SE0dJH/SaW6jGIorpBrN5JMefICzB6ZzQUzSvCGEjy+uoP2wSgjcm1cObuCwUiCe95syiT9sYUOzp1WzIyKLN7Y6eX5zd0Z3rLDJHHqhAKavBE2tPsz55JrN/KtY6s4Z2oxlzy2EYdZ4rFLp6EoCv39/Ty/oZ371gZQNH11f8NxI7n9lV2MzrezK7WQ+PphZTy/uTuD+jZKApfMKuOYUbnc81Yj27qCHDEim5+dNpqNHQF+tbyeuKxyeLGBP108iyy7hTfrPNzxyi56AnHOmVrMOVOL+NrjG/nGUZXMrMjinV39vFXnpScQz2hIt/ZHyXeaeOaqGby0pZfHV7fTPhilzG1mYomLDxoHdA9Xk+6u5DJL/Pi0MZw1qVC3TlRVfD5fpuRptVoz2sz783betm0bV199NYsXLx5WIj1E8f82+cqyPAzdHA6H2bVr1zC52CZvmB8+tz2zgDUbRO6YN44RuVbuebOJ9xv7icQVBiIJFFUg32nim3MqqCmy0tFUz8TqCvoUO7cvr0+hljVdKEJRKXJZ9HaQquENRpk/1sZoa4SP+uCFXQn8cb0EetLYPO46pwZV0/jFS3Vs6vDTNhhFVfX2Va5dV1eaVOrk/YZ+0PQKizXl3SugI3SPHZ3LLSdVs6MnxB2v7cKXEqIxSZBQUnQiAQptcPvcKmpGlvH9JdtZ1+YnLitYDSJJFewmEYMkcv9FUyhwmbjx31vZ0R1CI8WdTZWJjZLAqDwbsqoSiqt4QrrDV/rV/Ek3zShBgcOC1STx8Nf0ZLmlM8AN/96aMlrQMBl0318JMIkqvz9zBONHlLB4QzePrW4jnNrpSoLeAnCYDYwvcnJaTT5v13t5u96bsuwTQFNRNYHDKrO5+9wJOC0GnljVxgMftOquRYKObFdTtKfp5VncduZYKnJ2C+ak5V09Hg+JRCJjkpCVlbXPpKqqKjfeeCP5+fnceeedB+2o9Snivzf5+nw+Nm3axMiRIykqKmL79u2Ulpbidrv3+uw5f19DOCFzx7xxTCl1ZjxWt3UFePCD1gxQ4OYTRvD8xnaaBmXmjs/jtjPHkWXVKUoPftDKn95q4rYzxnDbsvphx/j2sVVcdkQ5b9d5eHlLFx80BfaplLO/KHKa6Anu1retzrcxucTFGzs9BOO6Yk11nh1vOMFgJEmB08TZk4vId5p5flM3O1Il6RyLwN8umkJtb4QlG7vZ3h3EJImcPD6fE8bkctuyOhRNh+AnFV17dm5NPmaDyPObeoZpRgOcODaPO+ePH8bd3dUb4pv/2kRPKJmRgttfnDu1CAVYurkHm0niytkVWI0S973bTFxWOWdqMc9t6MJs0JWscu0mrjtGL2nJisb977XwxOr2TN/4sa9PZXoKLKJpGnW9Yd6u97J4Y1dmYXF4lZsFU4s5YWweq5oGeXRlG5s7A1iNOnBFVTUumFnCd06oxmnZNx5Q0zQikQgejwev14uqqplVtMPhQBAEduzYwRVXXMEzzzzzqd20DjL+Z5JvLBZj+/btzJgxY9jn2gYivLXTg6ppHDs6l4psC4IgcM2/NhNNqpgNOq92IJzgjImFXHN4Adu2bcNeNILOiMjzm7oZjCQyc7o/lMgAhAajusuQURK497xJHD4im9e3dvLr1xpBVTBKApogcfWcCi4+vJKEovJufT8rm/p5p74fSwpAdd6MEl7a0sNAJGVhp6ioqg5gdNuMfO2wcq6aXc4Tqzv427vNJBQNUdCQFVKtEX2X6jJq/G5eNc1BkT+/3Yw/Ux7W99KSAHazkZuOH4HFKPGnNxvxhpMpe0GwmfTnXdN0nXm3zUSHL4qiDt81GkQdHfxxemKSqBs4XH9MFZcfWUFcVlj44Fq8oQQJWS/vp0vlRhGuPKyQ5oDG2/X9GYs/0FsAGRtFyIh5DMXRGEUBR8q/eGSelSZvJGUHqB/HmKoeGFLQ5zvmjeP0iYUfu0tNbx48Hg+BQACn00l+fj65ubkYDAZUVeV73/seVquVe+6554tIvPDfmnxlWeaDDz6gpqYmI2Cwc+fOzAXdM5Zs6ODXr+wiklAYXWDnvOklnDWpkCyrkTfrPNzw7226VZVN4K5TilkzYOK+d1vIc5j47fzxHFaVzY3PbqWuN8SEYhev1vYNG39iiZP63jAJRSXPYWLOyBw2d/qJJWQummAnHApjtVpwuVxEMfHqDm8G8DWpxIkkChkqjCToJRR/arc7qzILh9nAu7v6EYBZVdnIisaGdh+qpnOFGz0RDEMoE0eOzGbhtBJK3RZe3NLDS1t7CaYk2k6bUMDJ4/LpCsR4YXMPu/rCWAwip9Tk0z4QYWNHcNh3E4DiLDOjCxwZvuzLW3tZ1Tz4ifdp4bRiLpxRilGCe99u5u36fvIdJi47opz1bT7erte/08KpRcyqymbRhi7Wtfkpz7bynRNGMLemgNdrPdy8ZHtmzDK3hePH5nH8mDxmVOj3/tS/ribHZuL4Mbm8sLmHDl8Mh1nitAkFzJ9cRKcvxo+W7mBMoZ07z65hTOGnU5tKJpOZVfSGDRt49dVXqa2t5emnn2bWrFmfaqzPEP8zyVeWZdavX8/hhx++9wFSnqqqqtN0BEHgly/XsanTT7bNhKZp9IcTXD4jjxLVQ8Jdyd3vtKOqGr3BOAZRYFyRA1EQGAjrBiofNursBUHQUbInjMvntjPGcueru3i3oR+XRX9Bh6IJ8i0aN0wzk5+fT35+Pna7boDQ4YtR6DLT0h/hd683YDaINPdHUFSNpKIxKt/GLSeP4sgR2bywuYe/vtvMQKp3qahp43ed01tkg6tmV/Ho2l46fFG9pE3aMEFAQyDLYuDwKjfNA1Hqe0MoQxyElFSyF0WRySUOSrIsvFnnJZ7iNetl293XdKh4xZ43UBQgx2bkyJE5/Hb+eFr6I/xo6U62dwcQBR1pbTYIKKquyHXR9ALWdMbY0RMiqQznPqfRyB+XEoyC/j3TH9nX+UgCOCxGzppUwK1zP13FSdM0AoEAHo+HgYEBHnzwQQYGBsjLy+Mf//jHF5V44b81+YK+Oh662tm1axdZWVnDKB5DJ2okqfDqdg+LNnSxtSuI2SAytyafje1+0DQuqIZ7NyaYWOLkoa9Npckb5gfP19LaH+WqORW8uKUHRdX7rd85YST//Kg947Ob7zDpSW18PtPKsxAFgdP+uppxRQ7+eO7EYTe8v78fTTRy1St+DCn6z/giB6VZZt6o2y0PaRB1haiOwRgaOpjLZtptXXb0qBzCCSUDNHJZDJw4Ng+zQeTdhn66/TrZft7kQryhBMu39zGxxElDX5iYrPuVHj0qm9EFDloHoizb2quvXkWBMreF/nBCF21PKETiyn5vlCjoq+K0PrQxJQs3LlukKaCSUGBMgZ2F04opz7by4AetbOoIZPpjNcVOdvSEkFWNicUOJpW6WNPqo9EToabIQUJR6Q8lePKK6axv8/N2nZdVzYPEU99hRJ6VLZ1Bbj9jDAunl6AB61p9PL+ph9d39BFN6vxGkyTywrWzKHAeHH83HXV1dVx//fVUV1dTW1vL/fffv88kcTChKAozZ86ktLSUl19+mebmZi688EL6+/tpbGx8Fvi6pml7myF/eeKg5rOiKMPkJDVNY9WqVcyePXv44Ckf1bQEYnr+9wRi/HjpzhSAUWNstsTCkRrTpk7hin9uJS4rGESRlv4wgZiCyyJRnGUhllQJxmT8Md1DN99pIsemu6U9c9UM7n+vhec3deO26TvlQDTJzEo3vzhtFB6Ph3UN3bzaEEY0mpk3pZiTJ5XT0h/lxkVbcaaqRQPhBGaDxLNXz8BkEPFFk/zohR10+aJ0+tP6AapuXC8KjMnWyHG7WdXsJ6noO8R0e0tL0WlEAbLtRvwpC9B0pFtOkqCXiouyLPgicgbclP69WdJNIUySzjEOxWUEQS+Rp/15Qc8OeVaRfKvGuePsbPUZWLHLT0TWMpxancGhK4p9+6gSVrfH+KhlEEXT9krwH/dwfNLv059JH3NqWRb3XzwFm+ngDUpUVeXWW2+ltrYWq9VKfn4+jz/++EGPNzQ+bi7PmDGDZ5991nyo5/IhS76JRGIYN7C5uRmz2UxJiY7C29cKOR213UEWb+zipS29hBMK2Wa47PBSCtxOfvrSTuZU5/DXCyaRVDTuer2BRRt0oQtBgN/MG8/ZU4qo6wly/b+3EojJfPT9ozIrpris0OgJc/7D67lkVik/OnXvldnK+h6ufmYH10wy8a8dCWLK3vSjHJuOSC5ymRlb6KCuN0RPIE6W1UCh00yjJ5wh2B8zOo9QXGF9m4+koicxXTg+lkI96n2nY0bnMqnEpavN9IZ4d1c/A5Fkpqxbnm1hdL6dLn+c+r5QBngxMs9GfziBL6rTL0RR748lFW2Y5206LAaRyw4vZVaxkY8aPaxoDNES0AEisyqzUue5u2RdkmWm1G2h2x+nwxfDJAmMzLPT4Aln6FqFThMj8uy612mWhUhCYV2bj49afJnj5tqNTC3LYlq5/k9ljoUfPLeDlc2D3HfBJI4f+9lEL9ra2rjgggt4+OGHMzvedCL4POKee+5h3bp1BAIBXn75Zc4//3zOOeccLrzwQgRBeADYrGna/Z/LwQ5NfC7JF2DlypXDkq+maZnP7Gt3EkkoNHlCdLa3UuoQqampQRRFzv77GuxGiab+iI4QTiliFTrNCIIuyOINJzJJp9BpoqbYxd0La1i+vZe732gkIWtYjSJ2s65pnn42b/j3VpIpUwRZUbhwjMhxo/NY6zWwaOsABknAJIncduZYRAHueq2B5v4InpD+zrUYRNRUkrKbBM4ZZUB05vPSdi++cAJZ1TKStJDa9YmgaHrbJe2Hm05caeWn/e0aBXZ76xpEqMix0TYQTfkU638sqzpieWZFFlfPqUADHlvZxsaOwDB1vbROvaQTObj9tBGMKs7lB8/X0h+OE02qw+xKxdT52E0iMVl3Xfq0D4tOGRMocVn48wWThrmRfdrQNI077riDjo4OHnvsMSRJ+sLm8rXXXssDDzxw/aGey19Y8m1ra0MQBMrLy/e7Qt4zWjq6WfRRE2sGjGzvDmM2iIwrtLO5M8gZEwu4a0ENoiDw61fqeGptF7eeMopLjyjP/P28+z9CVTWOG5NHkzdCozdCp28319ckCVw0q4zLjygfppj05Eft3PlaA+98dzZb2we4YfFORrlFGn1qxq5LUeGG40bw7q5+tnQGyLEZOXZ0Ls39u9WazAaBHJuJvmAcRdPpSxXZVnqDcbr98Qz6Oc9upMRtocuvO7iADhCpKXLQ4YvRE4iTZ9eTfZqsPirfTlm2BVWDj5oHUz01EatRzNAJJAEGwsmMeUSu3UBc1oZJbB5e5eacqcXkmhSWbOjk1YbwMMUat80ACPhT9mBGSdC9Uz+Gm7xnWI0iVqOElPI2DaeOn36hXjyrlJ+e9tkAUZ2dnZx33nncd999zJkz5zONta/o6Ojgsssu4yc/+Qn33HMPL730Evn5+fT09GAwGBAEYTZwm6ZpB+Xc/QXF5558P24RPTSSySRbt24lJyeHysrKzOd+tbyO9xr6GQglEEQRTdMYW2AnlFBIyBrZdiOdg1GCcf19UZ5t5b4LJ7N8Wy/Pbe5GVlQSssboAju/njeOUreOnP3LO83DdsWRhG5ecsfccvr6+mjpGUAxWhlXXsCKlgSPrmonllT0krCQMhJIIbOLHRLXTzUxd/Z0rn16G839EfrDCURBICarGa9bq1HUf5YaJz1DhpaN9xfpBbZB1LWtZ1W42dIVJBhLZsrQkqCX3o8elcMfz51IS3+Ebzy1GW8osZfxvYBeCrcYNI6qsPLzM8fTFhK45blaDCL0BOLIqp7M7SaRuePz2dIVJC5reIK7qWAi+vk4TBLh5O6d/B7W5IiA0SBQ5LLw+3NqmDhE1vLThqZp/P73v6euro4nn3wSg+Hz1YL6pLmcquq8fqjn8hemcCVJEslk8oASr6ZptLS0MDg4yHfmHYbRaGRHT5DFG7p5aWsPAMu29dHhi3HDsVVs6wxSmWPh64eXEUkovLK9l8dWtWeoL+1rOqjKtVFT7ODMSYU09IVYsdPLsaPz+OdHHTy1toP5U4q4cnYFlTk2tnQGKXCaKHCaObGmmPNnBFi0vovfnDWGp9e2s6Unigg8trKFf32thoGkgUdWtvP8Zv3cTCJMLXUQ10Rqu3WJObtJwmqQqO0OkUjVexRVwyQJDESSmRI56HxiDVjXthvpPBBJMqbAQVm2BUkU8IYSrGwcHObKFE85wuwZ1Xk2Zla6eavOSyieYFyRg/bBKOG4wtauIB+1+HBaDNgkfbV77pR8jFqC3sEwvrjGYFIgEtedXZKpfz5NRJPqPpO1osGMiixuOan6U423Z/T09HD++edz7733HpLEC/Cd73yH3/3udwSDes+9v78ft9s99MXQARycAsiXPPaXUA808UYiEbZs2cLIkSP3Uhb77onV+KMyb9Z5MAlQnmPDZJAQk0rGOrQ020ooliSWVPnDwgm4rAae39yNw2RAEvVdZrc/PvwZ2+emQiAnJ4ecnBzGjtVbTcs3tfLEqn5iqemnoSdNoyToyRSNG2bYOeXIKby4tZdt3cGMnaii6kb3FoOevFoGouzyhDNG9qq6565YBzAJgr7oHn4tdTCT22bkwpklPLaqXd+1p8rHoqAnwZPH6/3uuKzyvSXb8UWSmdJ3OtJASxU4rCqbK47I5xcv7WBle4wUgw+rScRpNjClPIu7F9ZglCRWNw9y28t15NiNRJMqJVlmbjp+JDMq3dy+rI6PWnz4o0m93J66vnazxNRSF/kuM9PKspg3pQjTQShW7b4OGvfeey/btm3j6aef/twTL3zyXE6J8BzyuXzIku+eknQGg4FIJPKxpSnQ6/w7duxAFEWmTp2a+dz4Iic/O93J906q5pXtvfzprSY2dwS4+l+6HKVBEjjmng/xR3VNZVGALKuBBy+ewvhixzAHnAUPrGFGRRb3nj+R9sEoj61q47mNPSzZ2M3cmgI2tfuZNGTl9v2Tq1nVNMDfPmjjuW/O4hv/2szG9gChhMZlT+3gtsMMfGdaNh6/maaBOCVZFta068hkg6i7kYiCQLsvmklckkBGyzUxJJkJ6OYPQ8tVoJeQ6vtC1PWG9lpBuyyGFLhCS61mdYK/gA426w8n+Pf6LpxmiUklTur7wiiqysRiJzt6ghhFgVhCJpiawYs3e/Y4gsKBTierUSTXbsz0qgYjyWE9qiNHuCnLtuGLJjl7chHHjcn9TKWkvr4+zj33XH7/+99z7LHHHvQ4Hxcvv/wyBQUFzJgxg3feeeeQHOO/MQ4k8Q4ODrJz504mTJiAy7X3bshhNvC7c2q4fXk9G9t8KKru/3rahAJOGJvPz17aSSgmAwLfP3kUYwsd9ARiCOy200tTYGIpRGM4LtMXjGccv7Ksulfv+TNKMseNySqLtvp4aLWPSHJ4W0nVQFQ1rKKGySBy/GGT6Q0mePD9VgpdZrr9sZQwjMCkYic/Om00y7f1Ut/nJZJCD6dbQpIIpW4rNcUOVjUNEooPryCk57go6NiUkiwzf3+vlWTKuF4U9aRtFATmTS7iZ6ePYTCS5AfPbafZG9nnblpDp2LefsZoIorIFf/elVmYpK9ZUlapyhG5+YhsVFkmqoI/mmThtGLMRpGxBQ5mVbkRU/d1YomT1c2DFDrNDEaSxGSF6eVZ3HfhZCzGg+/rDjtvTeP+++/no48+YtGiRfs02/ms8WWay1/IzlfTNAwGA319fZnG+b6SbyKRYOvWreTn51NeXr7PCW0zSSycVsL8KUWc9teP6EjpHcuKxkA4iVFKE84hGJO5fXk9MyqymFnpZnp5FqG4Ql1vmB+eMgrQbex+fvpYrjumin+s7uDpdZ1EEoquMhVOkGM3paTfxnPZExv5/YpG7ppfw+n36QjevlCCW1fKzB8Xo84b57xREudOcmBxVdIakdjcGWJ9m4+tnYFMEhIFsJkNCOi0omHXilTvZB/yl/srX6VdUPIcJvIdJrZ0BvCGEhS6LGztCmI1ihw9KgdF1VjX6iOh6PSGbd3BlDm4PqJJ0if4KePzEUW91DwYSdLQF+aZ9V1MLXMxvdiCKEeR5BgFWXbKC7O59ZUOJpY4OXl8Phva/Wxs92cUyCRBL79bjRL/uHw6o/IPvg+0Z3i9Xs477zx+85vfcNJJJ31u4+4ZH374IS+++CLLly8nFosRCAS46aab8Pl8yLKcXjGXAZ2fMNT/i0jP5127dlFYWIjT6dzn57q7u2lvb2fatGlYLPtXJxMFgR+fOpoVtR46fFHGFNg5bkwegiDw5OXT8AQTuG3GDKWuwGmmMsdKc39El29MKritRkbk2dA0jZ+8uJOtXbpQjy8qE0+q3H7WWI4fo/tfv7ajj7tXNNITiGckENMtkPQc03UrVM6oMtDZ3kqfYkNMaU1X5tiIyyrRhMLvzqlBFAVW7PSS7zDR5Y8jKyqaAE6zgW8erZsb3PrCjoweQFpSE8BmFFDRWzndgThdKb33DE1Q1TnPE4rt3HT8CJZt7U2ZPygZ5Shd0VoPl0Xk8AL45kmT+OnyRup6Q8MxH4Luo5vnMFGW7wJV5um3NvDY1jgRBWwmAxaTxC/PHJdJvJGEgieURBQE+oJxHBYDR4/O5VdnjcVs+PwS7yOPPMJbb73F888/j8lk+lzG3TMOZC53dHTAFzCXD1nPN62KM7Q0FQ6H6evrw+v1YjKZKCwsJD8/H6PRSDgcZuvWrVRXV5Off2DC+dGkzFl/W0MgJnPdMVXMn1JEts2EL5qktjvI+jY/61t9bO4MZMqxeXYT3nCCBy+ezFGj9qY9PbKylbvfaMIgCtjNEt8/eRQLphQhCAK/X9HAY6vaeeDiyaxNCYGkFZtAT6rnTitmcpGFMnMcLeLDZDKRm5fPVc+1YZBErpxdTpM3SrM3TJM3klk8DA2jKGBIwY0VbbdM29AQBZha5qIs20o4rlDbE8xwaQEml7q48bgqTEaJ5zd18+p2HVlclWulOMvCulbfsPKxAOQ7dZUpURA4c1IhV86uYFS+nd+8uot/r+/kne/O3i3np2n4/X42NnbxrWW9XDXZygUzy8jPz8dsNjMQTrCpI8ATq9tZ2+pj6bWHfSYAxp4xODjIOeecw09/+lPOOuusz23cT4p33nmHP/zhD7z88sucd955LFy4cCjgaoumaX/7wk7m08dBzec9FetkWUaWZQYGBujr6yMSiZCbm0tBQUFmd9vY2EgoFGLixImHpHQ4EE7wxzeb2NkbojzbwvdOqqbUbcUbSnDRo+uxm6TM4j2aULhrwXimlGXx9/daeHx1O8G4LjspsHv3KaQWihZR34XecOJojql20+fx8OiHbSyuiyIK6OpORgNmg8jTV83gw4YBbn2hNiVOkapmySp3L5zApFInp/31I2RFI6momZ1xmdvCd06s5vZldYTjyjA+LexGDqcR0HkOE5KgJ2gYXhUT0KlQF07N46jsAOai0dywWE/2e4It06CoXLuRC2eWsqM7xFv1Xt0AAX2nnm3WOc+PXTyBnQMq33tuB6G4jNUkYpZEyrKtPPb1qZg/px0vwBNPPMHzzz/P0qVLD1jx6rPG/uZyCnD1rUM9lw9Z8k1P0P2VptKJ2OPxoGka8XicCRMm7JMH/FkjIats7w6yrtXH2lYfq5sHkVWNKaUuzptRwqk1BRlI/IWPrCcuK/xuwQR+uayODe1+Dqt0c9uZYynOMnPeQ+sJxJL85NTR3LRoOwJQ4RRoDeoi6qqqZfqw5dlWppTYScRjvN4Q4ooJJuZNKaGitCjzgAWiSRY8sBZZ1bhydgXBmF6q1f9J0DoQzbgfFTlNWIwSLQNRTJKAlAI+5dpNnDWpkJIsM3e+1kBVro5+DsRkytwWzplazCk1+Wxo8/Pv9V1s79Z7HSOzJGwWI9t6dU1pk0FfSFgMYqp8rXFUdQ4b2v0ZkMee8e/1nfxyWT3PXTUFqxzM3M+06MU3F9URS6os+cbnx7f1+/0sXLiQW265hXPOOedzG/dAYuiEbWpq4sILL2RgYIDGxsbFwNc0TYt/4iD/ufhMyVdRlH3O5bRIQl9fH8FgEFVVcTqdTJw48YvkZQKp0umD67CbJcRU6yuaVPjjuROpyrVxxn0fkVAUnd6TKjpJor4bFAUBSVCxGg2EEiqiADcePwK7xcCD77eiqBp9wTiaBjlmuGVODrk5Ody2ooPeYBxF1eUn3VYj5dkWrppdwW9f30WnL56xOcx3mFA1je+cMJKHPmijdSCyF3hpaOiJVZez3NfvRFHvTR8zwsm5FXHCrkp+vqwRXzS535ttN4mMzrfT6I1kWlyQpkkJ5NiMWI0CC8eYuX9dgJiyezHgshqwmQzce95Eaor3XfH4tPHUU0/x1FNP8fLLL2Oz2T75Dz6n2N9cnjZtGosXL7Yc6rl8SHe+acTzx/WEOjs76ejoIC8vj4GBAQRBoKCggIKCgo8tVX2W8EWSLN3Sw6INXTR5IzjMEmdOKmTOyBxueHYb3zupmqtmV6BqGos3dHP3G43EZIVvHlXJnOocvvb4Rn1nbNCIK5BlM3HRzDL+8k4z2TYDNxw/En80yfo2PxvafPiiw/s8JhGcJoFsm5G4KtDui3Pe9BJOHJtHdb6N4iwLoiCgahoLH1xLPKlyzVGVPL66nV19YbJtBnJsJhq9ESRRL8P1pkpokihw0tg8JpW6iMkqa1oGWZPS1J1TnYMnGKehL8yMIgNbvSqRpEp1no0sq4HNHQE0DfJdZvoC8WE33yQJzKx0M608i+nlWUwuc2E3Gfjeku26IMd3ZmfucSKRwOv10tjRy7Wv+jh/goMbTxhFVlbWZ34ZB4NBzj33XL71rW9x4YUXfqaxPuc45KT8zyEOaj6rqkosFvvE/m48Hs/Iyaqqit/vx+12U1BQQHZ29heWiP+wooFXa3XcgobGxGIXd59bQyiusODva4fZcaaBTzajDoJy24z0R+SMQ5DDbMBiFFE1fQ4kZJVwQqamyMk3Di/gqbWdbOyOYjOKhJIQkzXyHUbKsq1savczFAOWRk/n2I2cO72Yx1a2I6vaXmDETOlbEtA09toVDw1JgEq3mXyzzJb+vccaOqbNJHHOtCLK3Bb+9l4rgai8T5EMh1liZoWbj1p9GQ2B9DlJgs6auPfcCUyuyDmQ2/GxsXjxYh555BGWLVu2T+nh/2Ac8vl8yJLvKaecQmlpKfPnz+fYY4/dq4avaRoNDQ1EIhEmTpyIJOk7z3g8Tl9fH319faiqSn5+PgUFBYdkRaRpGhva/Sza0JUxVhCAY0fnMqHEycg8O6PybdhNBu5+s5FXtveRZTUQTJVzJhea+d7c8dzw7DZcFgM/OW00v35lF33BOD8+dTTnTy/ho5ZBrnxyM187rJSxhU4GIwkGwkn6Q3G6BkNs7IzoYKkhV9pqFKnKtWEzSaxv8zO1zIXdJOENJ+gNJPAPWdUOKz8JkG3T9aaDqf6SSRKpztd7VC39EZ1DKMCRlQ5OrCkhlFB4YXMPDZ4wDrNEmdua4e8KgGVIWT3tOQz6JExbDo7Mt3Hp4eVk24zk2Ey4bUZy7EZe3d7HT17cyUPnVpNNCL/fv5d03KeJcDjM+eefzxVXXMGll1560Pf9EMX/2+T7/PPPc88993DmmWcyf/58ysrK9krAoVCIbdu2MXr06Ez1Kq3H3dfXx+DgIC6Xi4KCAnJzcw9pIlY1jeXbeqntDlGRY2XB1CLMBp0nesOz29jeFUDWwJeiC508xs1pRWFuX6vb+wVSTl97WuLtGUP7rZIokG0RSCZVwgrDkm6mrI1e8v32cVU8trIdf1QXzxCGHMttldAQGFtgZ0tncBibYWgI6IuBqmwTjf1x9rExznxOEGBWpZvbzxxLMK5w6RMbM7KSQ98foM/rU2sK+KjFRyCWzFgHpscyiDCtxMp1EyW9BJ+qcNnt9k8NnFy6dCn33Xcfy5Ytyyghfonivzf5yrLM+++/z6JFi3j//feZOnUqZ599NieccEKG81dQUEB1dfV+b1oikcDj8dDX10cymSQvL4+CgoJDskLyR5O8tLWXDxr6ae6P0jEYzXx5SRAozbbQORjNlIjSAA3dfamchz5sJdtm5N7zJnLPm0180DjA/ClFBGMy61I7wz1Rgfe/18Jf3mlm0VXTMSkRNjf30NAXoj9poisisLlb59yWZFnItZvIthlxWQwEoknebRjAbBD3SS1Kh1ESyLOb8MfkDD3CIkFFtoWBqJoSLxCYUeFidIGTXZ4Qa1KiGGZJxGUzZDiELosBu1miL6Bzlo2igKLtLeAxNAR0h6i3UrvioUpiXq8Xs3m3DOD+zBHSEY1GOf/887n44ou56qqrPvaz/6H4f5t8NU2ju7ubJUuW8PzzzxONRjnzzDM5++yzGTFiBDt37sTv9zNp0iTs9n339dMYgd7eXgYGBnA4HBQUFJCXl5dZeH8REYzJ/PHNRrZ2BSnJsnD5tCySg91MmTKFpzf0cv/7rYRie+8IPynSSW5Pvm06JEGnG545uYiVTQP0+GO6ljmApi+4jx+bx9yaAgQEvrdkG6ADSdV9HKc6z4aoKezqj3/sHLQaRa6aXcF1x1SxvTvIlU9uyuxm9+wxF7rM/G7BeP76TkvGWW3oZ4ySwLxJhfzo1DHYTFKmwuXxeIhGddexgoKCA6pwLV++nLvvvptly5aRk/PZd9CHIP57k+/QUBSFlStXsmTJEl577TWi0SiXXHIJ3/3udw94R5vW7+3r6yMajWYSsdPpPCTWUrGkQkt/lEZvmEaPDo7a0uEnHEsQkfcmmYM+KbIsBv5y/iRWNQ/yt/daABiZa2N8sRNRSIMo9BLXq7V95NlNHDUqRy/npcYIRWKsbPIxGFMZlW1AEyWCCY3BiJzhCKd36NPKXViMIps69J52Wp1nX2E16GU0b1h/uUwodlDkstDSrwuQQMoFqtKNosGGNj+KpuE0SzgtRjwpE+00CCQtpbe//G+SBH53Tg2njC/Y5+/T5ggejydT5djXKjoWi3HxxRdz9tlnc+211x5qK7GDjS/lSe0Rn3k+a5qGx+Ph+eef57nnnqOlpQWz2cwjjzxCTU3NAd0bTdMIBoMZ8KXVaqWgoID8/PxDAs7aX7S1teHxeJgyZQoGgwFN01i+rY87Xq3PWFoORULvLwT0eaCkRDIUbW+asQjMLBSIYWJbn943RtAXsZqmt4T+euEkWvujfP2JDQykeP8CuytOdrOExSDxjaMqqOvo4/nawH4Tr4CeeG85uZrKXBtPru7gg8b+YXM1ves1GQQumlnKd0+s5sOGfn7+ch2hWDJlsqB/xmoS+fVZ4zl1wr7nsqIoDAwM4PF4PrHCtWLFCu644w6WL19OXt5nU7U7hPH/I/mmo6enh1NPPZVvfvObNDU18frrrzNq1Cjmz5/PKaecsl/Kwp6hKAper5fe3l7C4XAGabk/O6rPI9Jo7DFjxpCdnU0orrCrL8S/13XxSm3fXrSgQqcJVQNPKEFplkW34kpRoFRNIxCVdelMm1En36fQkDFZHdKHEsl3GHGZwCnJ5FgNNASgzhPn1JoCNnb46QnEkQSBmZVZnDgun5oiB9c9vRVJ1CkCQznEVqMOpEon0LR5vdkgoqgqZoNEjt1I+2AMm0ni5HF5lGVb2dUX5v2GAaIpHqWAvhOOy+qwspjdJOGyGOgJxKnKtfLEZdPJcxwYZWDoKjoSiZCTk4PRaKSgoIArr7ySk08+mRtvvPHLmnjhfyT5Do1f/epXbNu2jRNOOIEXX3yR3t5e5s6dy/z58xk/fvwBlZY1TSMcDtPb25thQaQxH4eC55k+ZmNjY6blted5dvtjXPGPTfQGddoQ7OYB7+sC6ipQOigqTRFM74IFoCLHwm/n1/Dg+y28u2tgr52s22bgj+dOZGpZFlc+uZFNKezF7sqb7i/8twsnMSLPxmNvbeehdf3sASUZFgUOI1fMruCFzT00eiJ7vZ9AXzBYDBJ/vXAiR4zIIRBLctkTG6nvDacoSfrCWhTgr+dP5LixB8ZC2V+FSxAE6uvr+cUvfsHy5cv3Elz5ksX/r+SraRo9PT0UFxcDek9o8+bNLFq0iFdffZWysjLOPvtsTj/99APuAaRXXL29vQSDwUzpIzs7+3N7Ufv9fmpra5k4ceI+FwhxWeG7i7bzzq7+ffz1brDD+CIHx4/LwyoJ3P5KAyPzbJgkkZaBCLEhTSJjimY0THs11c/tDyepzhJZOMbEEaMKCUkOPmgJ8Wadh0ZPJPP5K48s5+qjKvEMBrnz5a1s8OhiHnv2ePaMCcUODqvKxhtK8MZOD9Gkyqh8O7NH5vDMug7sJgOCoCtuSQJMKctibKGdbJuJ9sEoy7f3Uplj46krp+OyHNzLU1EUBgcHefzxx/n73/9OcXExP/rRj5g3b97nwv+LxWIcc8wxxONxZFnm3HPP5Ze//OVe4upPPvnkpzne/1zy7e7upqioKDPPfD4fL730EkuWLKG1tZWTTjqJBQsWMHny5APu8Q5lQUiSlEnEn9SWONBIi/gYDAbGjBmz33dE20CUm57dij/FPhDQKHFbiSf1dk1CVhFFATWVaGF3gk7Tl0RR4Lpjqrj26Ep++3oDSzZ2EUnsDa76+jiJeRPz+POGKKtaAuyJmbIYRP55xXTGFzlobGzkWy934YlomZaTNuRzF84o5vwZpbT7Ynx38fZMu2lfYRQFbj6pmstSkrzfemYLH7UMEkno2BcEsBsljh6dy90LJxzwNd4zIpEI7e3tXH755XR0dPCNb3yDK6+8ktGjRx/0mOk4RHMZ/r8l3489kKaxbds2Fi9ezLJly8jPz+fss8/mjDPOOGD6kaqqDA4O0tvbi9/vJysri8LCws+EtPR6vTQ0NDBlypRP5J8t3tDFL16uO+iLJgk6wCmcevgnFDsZW2SnyGUhFJP59/qulBuJlnFHqcqSGOUWmFnhpidu5JGPusm2GRmMJDFKAlPyBC4+YiRHjinkuU09PLayLSNlaTNKRJIKhtRLREOXiwvFFaxGkRPG5lHoMvNBwwD1fWEAThmfz+VHloMGb9Z5ebPOkxHUyLIYSCgaS74xk6rczwaQk2WZq666ismTJ3Pqqafy8ssv8+Mf//hzeQmnd1sOh4NkMslRRx3Fvffeyz333DNMXH3KlClcd911Bzrs/1zy/bgIBoMsW7aMJUuWUF9fzwknnMD8+fOZMWPGAc/FaDSaScTAZ2ZBKIrCli1byM7OHqYvvb/wR5Ps6AlhNohMLHGmBHz02NUXZsXOPmRFY1tXkM0dfiRRIBCTUxrNAj87YwznTithZeMA33x6y16SkmaDwBEjcvjrBRP5yXNbebF2YK9zsJtEbp07mnOmFlNfX8+/Nvt4vj6Cou4ud2vA6Hw7/7xiOvaUEMkpf16FJxgnvo96eRpIedXsCi6aVYqiavxyWR1vDXFtEwUdTDa2wM6TV0zHbvps7YDVq1dz88038+STT7J582YcDgfz58//TGPCIZvL8L+UfIcdVNOoq6tj8eLFvPzyyzidTubNm8dZZ52VKV8cyBiDg4MZpKXT6aSwsJCcnJwDBnh0dXXR2dnJlClTDnjV9EFDP3e93oCmgcko6sAkVWMwmszQgQySQLHLTJ5dFwRpTiUvgyhw5Ag344qcJBWNdW2+jK+wUdLHuWZOJSeMzWUwolOZ1rf52doVyOySHUb48TG5ZDvtLFnfyTqvgC8qk+fQucC13UHWtPgodJnpCcTJthnId5jZlUqu6d5VgdNEICYTS+r6tQZR4JhRuXzYNEgkoTCxxMmFM0s5fUIBXf4Y973bzCvbPfzyzLGcN71k3xfnAENRFK699lpGjRrFbbfddkhLzZFIhKOOOor777+fM844Y5i4+m233cZrr712oEN9lXz3E5FIhFdeeYXnnnuOLVu2cOyxxzJ//nwOP/zwA56LQ1kQiqJkEvGBYkYSiQSbN2+mtLQ046z2ecUvXt7Jq9v7sJokVE0X9ZhY4uSxS6fR7I1wyWMbCESTexkt1BQ7eOTrU3lley9/WNFIeI9dsSTA6SNNfPuYCgZ9Ph7fEuG1Rr26NfRG5tqM/OPy6YzI06/F23Uevv3vbfu82ele8LTyLDZ2BFJ+xupevWMxhV+56YSRnD/js8kcr1u3jhtvvJGlS5dSWVn5mcb6uPgc5zL8rybfYSegaTQ1NbF48WKWLl2K2WzmrLPO4uyzzx5W8vqkMfx+P319ffT392O32yksLNwv0jJt7ODz+Zg8efLnhsaMJRX+8VEHD33QSiypsnB6MS6zxMMr2/nhyaPoCcZ5c6eHDl8MUYDp5VkcXuXmzTovO3vD2E27fXlzbEZmVLiZUZHFqAI7P35hB6GEgiRAMK4wJgtOH2HgsCo3TTEbbzaFeXdXP6oG4wod3HPuBNoGojy+up3VzYNYUvSmFm+YmLwbVAW7pS5z7UbOm16C3STxwha9l+SyGJg3uYhXt/dR4DLx7NUzM7J0BxOKonDjjTdSWFjInXfeecgSr6IozJgxg4aGBr71rW/x/e9/nyOOOIKGhgYA2tvbOe2009i2bduBDvlV8j2AiMVirFixgsWLF7N+/XrmzJnDggULmD179gGDrYayIBKJRIaOuD8WRDQaZfPmzYwaNeqQAHxqu4Nc+9QW4oqSouOI/O6cGmaPzOG5Td38fkUDiqplJCEBRuZaeeqqGTR5Ilzx5Ka9WAuiAKML7Dx0/jga6mr5944ob3UOpzBJAhgkkb9fNJnDR2QDUNcb4rLHNxCKK+yJg9TnaiFVeXb++EYD8aS6f4qSALMq3Dx4yRRMhoOnhW3atIlrr72WF154gZEjRx70OB8Xh2Auw1fJd3homkZbWxvPPfcczz//PJqmfSz3cH9j7AtpmZeXh9FoRNM06uvrkWX5gEEjnzYGwgnuf7+Ff6/rQtU0cu0mLj+ynJkVbsYV2Wn0RFmx08ObOz2Zcq/LYuDY0TlU5doRgJaBCBva/MPkKU+fWMB5E928uqGJt7oEPKEkY/KtzBtlocwU5icrEzjMBvxx3Tf1wpmlXHt0Jb3BOI+vaueV7X0ZU4p04k0jLQucJlwWAw0eXU/3vGnFTC3L4pXaPlbs8KAB/7hsGjMr3Qd9XVRV5eabb8Zut3P33Xd/IaIMPp+PBQsW8Ktf/YrLL7/8q+T7BUYikeDtt99m8eLFrFq1isMPP5yzzz6bY4455oArTZ/EgggGg2zbto2amppDyiWt7Q7y1NpOZFVl4dRiZlXpyfCNnR5+/tJOQK8oJWQFoyTyxk1HYjFInPTnVfgjyYy+OugPUmm2hX9fOZ32xjreaFd5dMPgPnenBQ4Tr9xwBGaDhD+a5GuPbaDRGxmmAy8Av543lvlTitnVF+biR9cT+RhLUEnQhXuWfftwLJ9Bu3nbtm1cffXVLFq0iLFjxx70OAcan+Nchq+S7/4jzT187rnneO655/biHh7ojikUCmUSscFgIJlM4na7PxaM8XlFS3+ER1a28VHzYCaJ2kwS08pczKh0YxAE7nmriSmlLgpdZta3+ehP9Wtz7Uaml2fR7ouxsyfE2EI7DX1h3aav3MWCqcUkFI1/fNROS38Uh1kiHFf4w9xCxHiAF5sU3m1PYDVKXD2ngkuPKKc3EOe8h9bpfqTabgcUVdMdovxRmSyLgaIsCw19IQRBYFKpk43tAb42q5QffwZPXlVVufXWW9E0jb/85S9fqCzh7bffjtVq5a677vqq7PwfClmWee+99zK6ANOnT8/oAhxon39PFoTdbicYDDJlypT/mHpSQlH55r82U9cbQlZ1NPRPTxvD6RML6fLHOOeBtaiaRiShZJyQcuxG/nn5VAbaduHDzi2vdhNLqnvdPJtR4BdHucgzxMnJyeHuNUHWtAYZWr22GkXcNiNv3jQb0HvB3f7Yx1Kn8uxGHvn6tM+kxb5jxw6uuOIKnn76aSZMOHiw1qeNz2kuw1fJ98BiT+7hwMAAp59+OvPnzz/gJCrLMhs2bMBkMpFMJhFF8XNHWn5c9AXjrG/zsa7Vz7o2X6YHKwDTUuXn6RVZZNtM1HYHWdfm4936fvwxGQGYXeWkxhnHnF3E0q0e2gejuCwGzphYQEt/hFXNPkAXjL/0iHLOGu+mrq2XB1b3sKFXJtcqUVPs5P0mH09cNhWDKPLmTg+v7fDQOWR37UgBsixGEZtRYiCS5MgRbh64ZMow28ZPE6qq8vOf/5xgMMgDDzxwyBOvx+PBaDTidruJRqOccsop/PCHP+SJJ54YJq4+efJkrr/++gMd9qvk+zmFoih8+OGHLF68mLfffpsJEyYwf/58TjrppAPu8XZ3d9PU1ITT6SQcDh8SFsSBRkJReWOHh4FIkqllrozRfFxWOO6elTr1TwRF0eU7H/naFBRPE9iyuWlZJwPhvXWas21Gnr16BqVuK6qq8vSqRu54s2OvY1sMIr8/p4YTx+VT1xti4YNrAfbJDxYEuGhGCT86dTTSZ5iD9fX1XHrppfzzn/9k8uTJBz3OgcQhmsvwVfI9uOjv72fp0qUsWbKE3t5eTjnlFBYsWLDfMnJak7ayspLCwkJA702lAR6apmUS8RfluOGLJFnX5mN9m4/1bX5qu4M6WEsUqCl2UpVj5eVtvcyscFOdLbG8dgB/QqPQaWbBlEJG5jt4p97Lq7V9qBqUZpn51nEjeGlLL6uaB3GaDVw0q5SvH15GQ0+AXy2vo2kwgQDUFJiZVZXNkaMKmFbmojuQ4PlNXTyzvitDiZJSfIpvHlXJNUdVHrS1mKZp/OpXv6K7u5tHH330C1E72rJlC5dddlnGKOD888/n5z//+V7i6v/85z8/zcLrq+R7CEJVVdasWcOiRYt44403GDVqFAsWLOCUU07Z7252T/GMfbEgCgoKyMnJ+cKNH/aMt+o8/GTpTsQUruKa2WVMtfRTWlrKb9/38u6u/r38vq1GkeevPYzybCtxWeGWJbW8WecdNq7ee4YFY6x88+hKEkYHFz22aZjOfLqyZTdJVOfbuf3MsYwq+GwVgubmZi666CIef/xxpk+f/pnGOpA4RHMZvkq+nz3S3MO0Gs+e3MO0Ju2YMWP2K3MWj8czAA9ZljMAj/1J6R2KCMVlNrX7WdfmZ12rL4NwLnQYOLpE5OqTJlPnibFoQxcfNuqUhZH5Nho9EcYW2GkbjJJUNC6YWcLxo3N5dkM3K3Z4MBlE5k0u5KPmQQYjMqfW5LGlw8cubyyjYjU6z0p1gZPXavuYUOygPyIztsDOLSeP+kyUIk3TuOuuu2hsbOSJJ574QtWNDkF8lXwPcaiqysaNG1m8eDGvvvoqFRUVzJs3L6MLoKoqjY2NRKPR/ToqaZqGz+ejt7c3w4JI601/kTKXQ6MvGKfZGyHPJjHQVkdFRQWFhYUs+Psamvt1dHM6ARslgUe+NjWDrfj5Szt5cUvPsASdjqmlTv58zmiaO3v5zrJOBvfw6BGAy44s5wcnj/pcvkdbWxsXXHABDz30EIcddtjnMuZ/ML5Kvp9nDOUe1tXVMW3aNHbs2MELL7yA2+0+oDGSySQej4fe3l4SiQR5eXkUFhYelLD4Z4lYUmHRqnqWbvVQ268gCQLHjM7lvOnFVOfZeeCDFp7b1ANAdb6NC2eUUt8X4rmNPViMIlfPqeDY0bk8tbaTJZu60TSoyrFy9pQiThqXT1GWmU1tfj6o72Ft6yA7PElcZoEnLx7LiJKCz/yi0jSNP/3pT2zatImnnnrqkKkZfYHxVfL9AiOtC7Bo0aKMLkA0GmXBggVcc801Bwy+DAQC9Pb2DmNBHIzpx2eNRCLBpk2bGDFiRMbP/LZlO3lpSy+apqVkLgW+ddwIrjiyAoCPmge56p+b9unZ67QYeO97c4gmFBb8fQ09weGysxLgsois+Pasz8W0prOzk/POO4/77ruPOXPmfObxvgTxVfI9VPHCCy9wyy23MGPGDGpraw+KeyjLcmZHHI1Gyc3NpbCw8JDpTQ+NtrY2+vv7mTx5Mh3+OEs2dPP85m76w0kKnCaiCQWbSeLao6v419pOGjxhSt0WzppUSF1viLfr+ylwmjgutQueVZlFLKmyNcUrHpFr48RxeZw0Lp/63iA/f7meX55axRR3kv7+fmw22zCU+KcJTdP429/+xocffsizzz77uahWfQniq+T7H4pQKMRZZ52F1WrF6/XidrszugB5eXkHnIhDoVBG5tJisWToiId6YRiLxdi0adMwRyiAcELm289sZUtnAA2YOz6fX88bjyQKtA1EWfjg2gz1cGiYJYF7z5/E1DIX8x9YQ09gb713kyRw8ZQcTi5VSCQSGYneg3l39fT0cO6553LPPfdw3HHHfdqv/2WNr5LvoYply5ZxxBFHkJubu0/u4fz585kzZ84Br4DTSMu+vj5CoRA5OTkUFhYeEr3p5uZmgsHgXqW1hKLyTr2XxRu6+bBxAIMkcN70Ei47ooyGvggPfdjKpo4AOTYjJ4zNY1XzIJ0pTvHRo3KZU53DmAI7u/rCvFnnZW2LD0XTMEoCE4ud/POK6Rl3olAolNFuNRgMGVOET1If0jSNhx9+mNdff53nnnvuCwGzfUHxVfL9D0UgEOCtt95i/vz5Gd3mxYsX8+KLL2KxWDK6AIWFhQfNgigsLCQ/P/9zXyimOchjx44lOzt7r99rmsZAJIlBFMiy7l4ELNnYzW9f20VcVofpNmdbDTx4yRTyHGbOe2htRs1uaIgCzJ9SxK/OGocgCMiynNFVT7+78vPzcbvdn9gT7+vrY+HChdx1112cdNJJn+FKfOniq+T7Rcee3MPDwPJViQAAEo5JREFUDjuM+fPnfyruoaqq9Pf309fXRyAQyCAtD+Rh/rhIv1hisRg1NTUfO1azV6cxvbilB02DMyYVcOWRFQRiMg9+0MoHqb6wwywxpsBObzCRQTUXuczMHpnD+CI7j65spz+c4JmrZjKuaP8iBmkZQE3ThrkT7RmPP/44S5cuZenSpQctE/glja+S75csNE2jtbWVJUuW8MILLwBw1llnMX/+fEpLSw84EUcikczz/XmyIMLhMFu2bDkoDvIbOz38eOkOYkkF0NXvDJLAezfPJstq4oKH17GtK7jPGz57ZDYPXDwFSdz7+6uqysDAAH19ffj9/owH876UAfv7+znnnHO4/fbbOe200z7V+f8XxFfJ9z8Ze3IPp02bxvz58zn++OMPOHGkkZZ9fX34fD5cLldG5vLTJOK0+IeiKIwfP/6AXxzd/hhPrG5n0YYuokmV48fkceyoHG5fXk9ZtpWYrNAXTGAQBaaUOinK0nWkN3YECKRoTPddOInjxhyYMtBQ9aF4PE5eXh45OTm43W6efvppnnnmGV566aXPpc/0JYuvku+XODRNo6urK+NJHI/HM7oAVVVVBzyfPi8WRCgUYuvWrfs1a/mkSCgqlz6+kQZPmISsYjKIfP/kai5ISUFO+fU7w4Q7QN/xzqjI4tGvT9tn4t0z9lQGTLea3G43sViMhQsX8uMf/5h58+Z96vP/L4ivku+XJdLcwyVLlvDWW28dFPcwjbTs6+tjYGDggJGWmqaxY8cOJEk6aPGPwUiCf67p5F9rOgjEZAyiwBkTCzl8hBunxcCm9gArdnpoG4hmbM4GIzJ3zBvHgqnFn/p4oC9e+vv7ef311/nNb36Dqqo88MADnHLKKZ8boKW9vZ1LL72U3t5eBEHgG9/4BjfddBMDAwNccMEFtLS0UFVVxbPPPrvPst7nGF8l3/+S0DSNvr6+jECP3+/P6AKMHj36gOdXIpHIJOJPw4IIBAJs376dyZMnfybGREJWeWlrL/3hBNPLs4apyx3/x5X0BofDmw+vcvP3iycfFC0wbWDQ19fHDTfcQGNjI6eeeiq//OUvMy51nzW+RHMZ/huT76uvvspNN92EoihcffXV3HrrrQd/dl/SSHMPFy9ezOuvv87o0aOZP38+c+fOPWAlnTTScs9VZV5e3rDEpKoqtbW1WCwWqqurP3P/OByXeWFzD+/t6mdTR4BgXOf9lWRZmFmRRbHbzIube+kOxPnt/PHMm1z0mY4HOrjtvvvu45ZbbmHFihVccMEFHHvssZ95XNDFFLq7u5k+fTrBYJAZM2bwwgsv8Pjjj5OTk8Ott97Kb3/7WwYHB7nrrrs+l2PuJ/5fJt//hfns9XozugB9fX3MnTs3owtwoPNtXyyItN700DF8Ph87d+5k8uTJh7T6s7ZlkGuf3oKYwmhMLc/ab6n500QwGOS8887j3HPPRdM0Ghoa+Mtf/vK5nPOXaC7Df1vyVRSFMWPGsGLFCsrKypg1axZPP/00NTU1n+0sv8TxSdzDA4k0gCkN8DCbzZkdcV1dHU6nkxEjRnzu566oGrv6wqxt9aXUtXwMRJKMzrdx1ZzKzyXxLlu2jHvuuYfly5d/EatVzj77bL797W/z7W9/m3feeYfi4mK6u7s57rjjqKurO5SH/n+XfP8X57PP5+PFF19kyZIltLW1cfLJJ7NgwQImTZp0wG2iNICpt7c3w4IoKChAlmV27drF1KlTvxC8Q7c/xubOAG6rkcOq3J/J8AT0HvX555/PFVdcwaWXXvo5neX+4z84l+G/LfnuqaF55513AvCjH/3oYM/vvyqGcg+XL/+/9u4+pqm7iwP491ZEYAxB1hblVUQImcUwRphTiAvD4MYKiNmA5RkLSDLchm4zBiOLYswkMVlmQuJC3GOAzL3YoeIEZCrq3hQdk4E4dJEXAddih4wXkdL7e/7Yeic+DkrpbWl7PkkTW5J7f405PdDf75xTDZlMBqVSiaSkpH9t4PEow8PD+P3339HV1YV58+YhICAAMplM9JIcxhhu3hnBovkucHWeecOBuro67NmzB9XV1UbPZJ6Jjo4OxMXFoaWlBQEBAbh79y6Av96Xl5eX8Fwkdpd8HT2e//zzT6EvwI0bNxAfH4+UlBQ89dRTRidivV4PrVaLrq4uDAwMYOHChVi0aJEoVRBiunfvHl555RWkp6djw4YNot/PyrEMWCCezVpJ3tPTA39/f+G5n58fLl68aM5bzGocx0GhUEChUKCoqAi//vorVCoV0tLSMH/+fKNrD11cXDAwMCDU/Wk0GjQ1NUEikQj7SmL85sxxHJZIzdO168yZM9i9e7fFEu/Q0BDS0tLw0UcfwcPDY8LPOI6zqQ+62cLR49nDwwMZGRnIyMjAyMgIqqursX//frS0tGD16tVITk6esi+A4Wc8z2PlypUYHBxET08Prl27Bk9PT8jl8hlXQYhtdHQUr776KtatW4ecnBzR7+cosWzT/fxmM47jEB4ejvfffx+FhYVC7WFGRgbmzZsHpVL5yNrD8fFxXLlyBb6+vsJBhsDAQAQGBmJ0dBR9fX24evUqeJ6HVCqFXC63WL9pY50/fx47duzAiRMnIJPJRL+fTqdDWlqa8AEBAHK5HLdv3xa+qrLEOoj9cnNzw/r167F+/XqMjo6irq4O5eXl2Lx5M1atWoWUlJRHziS+ffs2uru7ERkZiblz58LFxQVSqRQ8zwttLtva2kyughDb2NgYsrKysHbtWuTl5Yme+Bwpls36v+zr64tbt24Jz7u7u+Hr62vOW9gkjuMQEhKCgoICfP/99zh48CAYY8jKykJiYiJKSkrQ3d0NtVqN6upq+Pv7P/IEoYuLC/z9/REVFSU0jb927RoaGhrQ3t6O4eFhK7y7iX788Uds27YNVVVV8PGZ+Z7xVBhjyMnJQXh4ON59913hdaVSibKyMgBAWVkZkpOTRV+LvaF4fjQXFxcolUqUl5ejsbERycnJUKlUePbZZ/H222/j9OnT0Ol0qKurQ29vr5B4HySRSLBgwQKEh4fjmWeega+vL7RaLS5evIiWlhZoNBro9f/fvcqSdDodsrOzERcXh/z8fNETr6PFsln3fMfHxxEaGorTp0/D19cX0dHROHTokEXnOdqSB2sPv/jiC9y8eROpqanYuHHjtGYSG05aajQajI6OCv2mHz5pKbZLly5h06ZNqKqqQkBAgEXu+d133yE2NnbCgZgPPvgAMTExePnll9HV1YXAwEB8+eWX09p3N4EtfBdG8SwinU4n9AWoqamBu7s7du7cieeff97ohhzGVkGIbXx8HLm5uVAoFNi+fbtFPkdmUSwDtnbgCgCqq6uxefNm6PV6ZGdnY/v27aavzkGMjY0hNjYWW7duRV9fHyorK3H37l2Tag8NJy01Gg1GRkaEk5YeHh6iBtDPP/+MjRs34siRIwgODhbtPrOY3SVfgOLZFBUVFThy5Ajy8vJQVVWF+vp6KBQKoS+AsdtED1dBODs7C20uxew3rdfrkZeXh+DgYBQVFdnNHus02V7yJabRarUTDiZptVocPXp0RrWHhpOWGo0Gg4ODWLBggdChxpwB1dzcjNzcXKhUKoSGhprtujbGFj6hKJ4tYGBgAI899pjwlyrP87hw4QJUKhVOnTqF0NBQpKamIiEhwei+AACEJhd9fX1wcnISumuZswqC53nk5+dDKpViz549s2r/2cIo+ZJ/ag8rKyvR2dlpUu3hwz1bPT09IZPJ4OXlNaMAa21tRXZ2Nj7//HO7rv80AiVfMiWe59HY2IjDhw/j5MmTCAoKEvoCPHyydzKGfuoajQYcxwmJeCZVEDzP47333oOrqys+/PBDR068ACVf8jBD7WFlZSWuX7+O+Ph4JCcnIyoqalqJ2NDmsr+/X2ie7u3tPa2Au379Ol577TV8+umnUCgUpr4le0HJl0wLz/Nobm6GSqVCdXU1fHx8hL4A02lIY6iC0Gg0JldB8DyPbdu2Qa/Xo6SkxNETL0DJl0zGUHtYWVmJ5uZmo2sPH/Rw83R3d3fhgMdk17h58yYyMzNRVlaGyMhIc70lW0bJl5jM0L9dpVLh66+/hqenJ5KTk5GUlASpVGr0dR4cbKLT6YTDl5P1kOZ5Hjt27MDAwABKS0sp8f6Fku9MBAUF4fHHH8ecOXPg5OSEy5cvW3tJojHMJD58+DAaGxuxcuVKpKamPrL28N8wxjA4OCgc8HB1dYVMJoNUKp1wjc7OTqSnp+PAgQOIjo4W6y3ZGkq+InOUeDb0TDbMJHZ1dYVSqYRSqZzWTGKdTie0ubx//z68vb3/rwqCMYbdu3ejp6cHBw8eNPqXdgdAyXcmgoKCcPnyZTzxhHHj8OzF2NgYzpw5A5VKhQsXLiAmJgYpKSmIjY01+nCGYYqJWq0WTlpqtVpIpVLk5eVh//79WLFihcjvxKZQ8hWZI8YzYwwdHR3CTGKJRCLMJF60aNG0qiC0Wi3UajVGRkbg5uaGO3fuoKGhAb/99hvKy8stWspkA0SPZ/p+wQ45OzsjMTERBw4cwJUrV5CZmYkTJ05g1apVeOONN1BbW4v79+9Peg2O4+Du7o4lS5YgJiYGYWFh+Omnn5CWloa5c+eiqakJOp3ObGvOzs6GTCbDsmXLhNf++OMPJCQkYOnSpUhISEB/f7/Z7keILeA4DosXL8aWLVvw7bff4tChQ3B2dkZubi4SEhKwb98+dHR0YIo/ouDk5AS5XI6IiAhER0dDIpGguLgYJSUl8Pb2Rmtrq1nXTfE8NbtOvhzHYc2aNYiKikJpaam1l2MVTk5OiI+Px8cff4ympibk5OSgvr4ecXFxyMnJwfHjx3Hv3r0przM0NITjx4+joqICX331lXBtc3n99ddRW1s74bXi4mLEx8cLTe2Li4vNdj9iexw9njmOg5+fHzZt2oT6+npUVlZi/vz5yM/Px3PPPYe9e/fixo0bUyZiiUSC8+fPw9vbG11dXUhKSsLQ0JBZ10rxbATG2GQPm9bd3c0YY0ytVrOIiAh27tw5K69o9tDr9eyHH35g77zzDlMoFCwtLY1VVFQwtVrNhoeHJzw6OztZVFQUq6mpEXVN7e3t7MknnxSeh4aGst7eXsYYY729vSw0NFTU+8/QVLE0Gx42jeL532k0GlZaWsoSExNZVFQUKywsZJcuXWJDQ0MTYnloaIjt27ePvfDCC2x0dFTUNVE8T/6w6z3fB+3cuRPu7u7YsmWLtZcy6xhqDw0ziQ21h2vXrgXP81i3bh0KCwvx0ksvibqOjo4OJCUloaWlBQDg6elpjVFipqI9XwuieP53/f39wkziW7duYc2aNUhNTcWyZcuE7lvHjh0TfSALxfPk7PZr5+HhYQwODgr/rqurm7D/QP4hkUjw9NNPo7i4GI2Njdi1axfa29vx4osvIjIyElu3bhU98U7FnkaJkemjeDael5cXsrKyUFVVhXPnzmH58uXYu3cvFAoFSktLcfToUatPQqN4tuORgmq1GqmpqQD+OumXmZmJxMREK69q9pNIJIiIiEBERAR27dqFX375BcuXL7fKWux1lBiZPopn03h4eCAzMxOZmZlQq9UYHx+Hm5ubVdZC8TyR3Sbf4OBgNDU1WXsZNo3jOKslXuCfUWIFBQV2NUqMTB/F88zJ5XKr3p/ieSKH2fMls1tGRgbOnj2LO3fuQC6Xo6ioCCkpKdYYJWYqW/gOjeKZWATFsxE3oORLiFlQ8iXEftCBK0IIIcTeUPIVEXV5IcQ+UCwTc6PkKyLq8kKIfaBYJuZGe74ie7jQPCwsDGfPnhWO269evRptbW1WXiUxA9rztXMUyw6F9nztjVqtxsKFCwEAPj4+UKvVVl4RIcQUFMtkJij5WhF1eSHEPlAsk+mi5Gthhi4vAByiy0ttbS3CwsIQEhJCe2LErjhaLAMUz+ZEydfCDF1eANh9lxe9Xo8333wTNTU1aG1txWeffWb2uaGEWIsjxTJA8WxulHxFlJGRgRUrVqCtrQ1+fn745JNPUFBQgG+++QZLly7FqVOnUFBQYO1liqahoQEhISEIDg6Gs7Mz0tPTcezYMWsvi5Bpc/RYBiiezW2q086EmIzjuPUAEhljG/5+/h8AMYyxt6y7MkLIdFE8mxf95UsIIYRYGCVfIqYeAP4PPPf7+zVCiO2heDYjSr5ETJcALOU4bjHHcc4A0gFUWXlNhBDTUDybkd3O8yXWxxgb5zjuLQAnAcwB8F/G2FUrL4sQYgKKZ/OiA1eEEEKIhdHXzoQQQoiFUfIlhBBCLIySLyGEEGJhlHwJIYQQC6PkSwghhFgYJV9CCCHEwij5EkIIIRZGyZcQQgixsP8BZl0ugTIMDSIAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Realizar la gráfica intensidad en funcion de los pÃxeles\n", + "x = np.arange(0,40,1)\n", + "y = np.arange(0,15,1)\n", + "\n", + "y7, x7 = np.meshgrid(x, y) \n", + "\n", + "# La gráfica \n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x7, y7, estrella_7) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x7, y7, estrella_7) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ajuste gaussiano 2D por mÃnimos cuadrados" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parámetros recomendados: \n", + "[172.20138708 8.40615306 20.28709451 0.7942645 75.1811271 ]\n" + ] + } + ], + "source": [ + "# Aproximación inicial\n", + "params0_e7 = np.array([1, 10, 21, 1, 0])\n", + "\n", + "# Ajuste\n", + "best2d7, suss = leastsq(error2d, params0_e7, args=(x7,y7, estrella_7))\n", + "print(\"Parámetros recomendados: \")\n", + "print(best2d7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Gráfica con el ajuste" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee64ae5be0>" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Gaussiana con los parámetros recomendados\n", + "z7 = gauss2d(best2d7, x7, y7)\n", + "\n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x7, y7, z7) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x7, y7, z7) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Estrella 8" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Estrella 8')" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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8q2rkxkPSJZJWNz8vBd5I557Ag8BNzdPO+7GIiN+NiImI2EAnNnwxIn6GERuHuRrKF3ma3663AmPA7RHxoYF3Ykj6Obtj20l6PfAl4L+Y+bzz9+h8Dj5S4yHpu+ncnBujc2F1T0R8UNJr6NzoXwN8BXhnREwOr6eDI+l64Lci4q2jPA4ZfxPTzKylfBPTzKylHMDNzFrKAdzMrKUcwM3MWsoB3MyspRzAzcxaygHczKylHMDNzFrq/wDQS6fw40jwCQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Mostrar la banda de la estrella\n", + "plt.imshow(estrella_8, cmap='gray')\n", + "plt.title(\"Estrella 8\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Graficar intensidad en función de los pixeles" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee64825128>" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Realizar la gráfica intensidad en funcion de los pÃxeles\n", + "x = np.arange(0,50,1)\n", + "y = np.arange(0,11,1)\n", + "\n", + "y8, x8 = np.meshgrid(x, y) \n", + "\n", + "# La gráfica \n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x8, y8, estrella_8) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x8, y8, estrella_8) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ajuste gaussiando 2D por mÃnimos cuadrados" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parámetros recomendados: \n", + "[198.24890473 7.32227008 23.33592008 0.85278875 73.77362511]\n" + ] + } + ], + "source": [ + "# Aproximación inicial\n", + "params0_e8 = np.array([1, 10, 20, 1, 0])\n", + "\n", + "# Ajuste\n", + "best2d8, suss = leastsq(error2d, params0_e8, args=(x8,y8, estrella_8))\n", + "print(\"Parámetros recomendados: \")\n", + "print(best2d8)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Gráfica con el ajuste" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee647059b0>" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Gaussiana con los parámetros recomendados\n", + "z8 = gauss2d(best2d8, x8, y8)\n", + "\n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x8, y8, z8) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x8, y8, z8) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Estrella 9" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Estrella 9')" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Mostrar la banda de la estrella\n", + "plt.imshow(estrella_9, cmap='gray')\n", + "plt.title(\"Estrella 9\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Graficar intensidad en función de los pixeles" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee644dc1d0>" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Realizar la gráfica intensidad en funcion de los pÃxeles\n", + "x = np.arange(0,20,1)\n", + "y = np.arange(0,17,1)\n", + "\n", + "y9, x9 = np.meshgrid(x, y) \n", + "\n", + "# La gráfica \n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x9, y9, estrella_9) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x9, y9, estrella_9) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ajuste gaussiano 2D por mÃnimos cuadrados" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parámetros recomendados: \n", + "[163.96537032 7.34570839 5.49145797 0.99238038 97.7132801 ]\n" + ] + } + ], + "source": [ + "# Aproximación inicial\n", + "params0_e9 = np.array([1, 8, 5, 1, 0])\n", + "\n", + "# Ajuste\n", + "best2d9, suss = leastsq(error2d, params0_e9, args=(x9,y9, estrella_9))\n", + "print(\"Parámetros recomendados: \")\n", + "print(best2d9)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Gráfica con el ajuste" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee64415e48>" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Gaussiana con los parámetros recomendados\n", + "z9 = gauss2d(best2d9, x9, y9)\n", + "\n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x9, y9, z9) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x9, y9, z9) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Estrella 10" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Estrella 10')" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Mostrar la banda de la estrella\n", + "plt.imshow(estrella_10, cmap='gray')\n", + "plt.title(\"Estrella 10\")" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee64242780>" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Realizar la gráfica intensidad en funcion de los pÃxeles\n", + "x = np.arange(0,40,1)\n", + "y = np.arange(0,10,1)\n", + "\n", + "y10, x10 = np.meshgrid(x, y) \n", + "\n", + "# La gráfica \n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x10, y10, estrella_10) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x10, y10, estrella_10) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ajuste gaussiando 2D por mÃnimos cuadrados" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parámetros recomendados: \n", + "[150.87615375 5.69370032 16.81773691 0.89238941 69.39629606]\n" + ] + } + ], + "source": [ + "# Aproximación inicial\n", + "params0_e10 = np.array([1, 7, 18, 1, 0])\n", + "\n", + "# Ajuste\n", + "best2d10, suss = leastsq(error2d, params0_e10, args=(x10,y10, estrella_10))\n", + "print(\"Parámetros recomendados: \")\n", + "print(best2d10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Gráfica del ajuste" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fee64512d30>" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Gaussiana con los parámetros recomendados\n", + "z10 = gauss2d(best2d10, x10, y10)\n", + "\n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "plt.title(\"Intensidad luminosa en función de los pixeles\")\n", + "plt.axis('off')\n", + "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", + "ax.plot_wireframe(x10, y10, z10) #Imagen de la silueta\n", + "\n", + "ax1 = fig.add_subplot(1, 2, 2, projection='3d')\n", + "ax1.scatter(x10, y10, z10) #Imagen de los puntos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### EstadÃstica" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<p style=\"text-align: justify;\">\n", + "El parámetro más importante de una función gaussiana es un atributo llamado Full Width Half Maximum (FWHM). El FWHM de un gaussiano es la distancia entre los dos puntos más cercanos al 50% de ganancia. El FWHM está relacionado con la desviación estándar de la gaussiana de la siguiente manera.\n", + " $$ FWHM = 2 \\sqrt{2 ln2}\\sigma $$\n", + "</p>" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "def fwhm(estrella, params):\n", + " \"\"\"\n", + " Encontar el valor de FWHM\n", + " param estrella: datos de intensidad luminosa\n", + " \"\"\"\n", + " FWHM = 2 * math.sqrt(np.log(2)) * params[3]\n", + " return FWHM" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Almacenar los valores de FWHM para todas las estrellas" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [], + "source": [ + "# Obtener los valores de FWHM\n", + "\n", + "fwhm_1 = fwhm(estrella_1, best2d1)\n", + "fwhm_2 = fwhm(estrella_2, best2d2)\n", + "fwhm_3 = fwhm(estrella_3, best2d3)\n", + "fwhm_4 = fwhm(estrella_4, best2d4)\n", + "fwhm_5 = fwhm(estrella_5, best2d5)\n", + "fwhm_6 = fwhm(estrella_6, best2d6)\n", + "fwhm_7 = fwhm(estrella_7, best2d7)\n", + "fwhm_8 = fwhm(estrella_8, best2d8)\n", + "fwhm_9 = fwhm(estrella_9, best2d9)\n", + "fwhm_10 = fwhm(estrella_10, best2d10)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.22530291, 1.24340935, 7.87055777, 1.48578655, 2.17139559,\n", + " 1.43842532, 1.32253715, 1.41998642, 1.65242172, 1.48592584])" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Agregar los valores a una matriz\n", + "valores_fwhm = [fwhm_1, fwhm_2, fwhm_3, fwhm_4, fwhm_5, fwhm_6, fwhm_7, fwhm_8, fwhm_9, fwhm_10]\n", + "np.array(valores_fwhm)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Histrograma de los valores de FWHM\n", + "<p style=\"text-align: justify;\">\n", + "Un histograma es una representación gráfica de una variable, donde la superficie de cada barra es proporcional a la frecuencia de los valores representados.\n", + "</p>" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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TzXRDB68Emr+6qaq+DTySZGe36AKg6ZPkK1zOJhn26DwMvCjJSV2vXMD4nNdUhr4873rg88DOJAeSvGHI/a2j84DXMT66W7oc6FWzDtXDqcCtSb7M+DtabqmqTXO52ybzHODOJF8C7gY+XVWfmXGmvt4MXNf9OzkL+NvZxumn+w/xQsZHpZtC95PLDcBe4CuMO3fq28m9hVySGufQhyQ1zqKWpMZZ1JLUOItakhpnUUtS4yxqSWqcRS1Jjft/d3ip8V5/w7IAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "<Figure size 432x288 with 0 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.title('FWHM')\n", + "plt.hist(valores_fwhm, bins=10)\n", + "plt.show()\n", + "plt.clf()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<p style=\"text-align: justify;\">\n", + "Se realizó el estudio de 10 estrellas, 8 de ellas presentan valores de FWHM alrededor de 1.5, estas estrellas son de un tamaño mediano en comparación al resto que aparece en la imagen original. La estrella más grande estudiada, la número 3 fue la que presentó el mayor valor de FWHM, es la estrella más grande y brillante captada en la imagen original. Los resultados son los esperados, el valor de FWHM esta relacionado con la intensidad y tamaño de la estrella.\n", + "</p> " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Media\n", + "La función mean() devuelve la media aritmética de los datos de una muestra." + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "El valor de la media: 2.131574862672951\n" + ] + } + ], + "source": [ + "print(\"El valor de la media:\", stats.mean(valores_fwhm))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Mediana \n", + "<p style=\"text-align: justify;\">\n", + "La función median() devuelve la mediana o valor medio de los datos. La mediana es el valor central de un grupo de números ordenados por tamaño. \n", + "</p>" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "El valor de la mediana: 1.462105937240668\n" + ] + } + ], + "source": [ + "print(\"El valor de la mediana:\", stats.median(valores_fwhm))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Desviación estándar\n", + "<p style=\"text-align: justify;\">\n", + "La función stdev() devuelve la desviación estándar de una población de datos, que se corresponde con la raÃz cuadrada de la varianza de dicha población. Permite conocer a qué distancia están los valores de la desviación estándar de la media. Mide cuánto se dispersan los datos.\n", + "</p>" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "El valor de la desviación estándar: 2.034494932934837\n" + ] + } + ], + "source": [ + "print(\"El valor de la desviación estándar:\", stats.stdev(valores_fwhm))" + ] + } + ], + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Entrega.zip b/Entrega.zip new file mode 100644 index 0000000000000000000000000000000000000000..d7ce854fd6314493a4f6b7946b1bf4e0d1e3685d Binary files /dev/null and b/Entrega.zip differ