diff --git a/ejercicio1-clase05.ipynb b/ejercicio1-clase05.ipynb
deleted file mode 100644
index 6d9337d10ce96413504f0f0ba2d071fbb8824538..0000000000000000000000000000000000000000
--- a/ejercicio1-clase05.ipynb
+++ /dev/null
@@ -1,1385 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Juan David Hernández ejercicio1-clase05"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### La idea de este programa, es determinar la resolución espacial del cielo en Zapatoca (Santander). La resolución espacial, hace referencia a la distancia angular mínima que debe haber entre dos fuentes de luz puntuales tal que se puedan seguir reconociendo de forma individual."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Primero importamos las librerías necesarias. Requerimos de numpy para interpretar las imágenes como matrices y operar con ellas. Matplotlib para graficar, scipy para aplicar método de mínimos cuadrados de forma optimizada y statistics para utilizar funciones de estadística."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 64,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "import matplotlib\n",
-    "import scipy\n",
-    "from scipy.optimize import leastsq\n",
-    "import statistics\n",
-    "import math\n",
-    "from tabulate import tabulate\n",
-    "import pandas as pd"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Primero importamos la imágen de la carpeta data y la convertimos en un array de numpy."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "estrella=plt.imread('data/zapatocaImage.jpeg')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "estrella1=np.array(estrella)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Es importante \"plotear\" y utilizar la función .shape en la imagen para tener una idea de los colores y el tamaño del objeto que vamos a analizar."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7ff075ecc240>"
-      ]
-     },
-     "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": [
-    "plt.imshow(estrella)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(789, 1184, 3)"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "estrella1.shape"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Como la imagen está en formato RGB, es una superposición de 3 matrices las cuales podemos extraer de forma individual. Para el procesamiento de la imagen, queremos que esta está a escala de grises, es por esto que vamos a aplicar un mapa de colores 'gray' para entender cómo se ve cada matriz en esta tonalidad."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7ff075dfc908>"
-      ]
-     },
-     "execution_count": 6,
-     "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": [
-    "R=estrella1[:,:,0]\n",
-    "plt.imshow(R,cmap='gray')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7ff075df4470>"
-      ]
-     },
-     "execution_count": 7,
-     "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": [
-    "G=estrella1[:,:,1]\n",
-    "plt.imshow(G,cmap='gray')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7ff075d57b00>"
-      ]
-     },
-     "execution_count": 8,
-     "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": [
-    "B=estrella1[:,:,2]\n",
-    "plt.imshow(B,cmap='gray')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Para obtener la imagen inicial en escala de grises podemos pensar en promediar las matrices RGB y plotear el resultado con cmap='gray'."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7ff075cc3e10>"
-      ]
-     },
-     "execution_count": 9,
-     "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": [
-    "grisprom=(R+G+B)/3\n",
-    "plt.imshow(grisprom,cmap='gray')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Claramente se nota una saturación en píxeles que deberían tener una tonalidad más oscura, pero, ¿qué ha ocurrido? Si nos fijamos en la fórmula que utilizamos para promediar las matrices, habrá puntos donde $$R+G+B>255$$ y como estamos ploteando el resultado, no pueden haber valores que sobrepasen 255, lo que genera que python convierta cualquier valor mayor a 255 en 255, generando así este efecto."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Para darnos cuenta que la explicación anterior es verdadera corremos la siguiente celda."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "255"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "grissum=(R+G+B)\n",
-    "grissum.max()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Efectivamente ningún valor de la matriz supera el valor 255. Es por esto que la imagen no se ve como deseamos. Para tomar el promedio debemos entonces hacerlo de la forma $$\\frac{1}{3}R+\\frac{1}{3}G+\\frac{1}{3}B$$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7ff075cad7f0>"
-      ]
-     },
-     "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": [
-    "grisprom=(1/3)*R+(1/3)*G+(1/3)*B\n",
-    "plt.imshow(grisprom,cmap='gray')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Aunque cumplimos con nuestro objetivo, vemos que hay partes donde las estrellas contrastan menos respecto al cielo en comparación con la imagen inicial. Pensamos entonces en hacer un promedio ponderado para aumentar el contraste."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Nos damos cuenta que la matriz R posee más píxeles blancos que las otras en zonas donde no hay estrellas, ocultando así información sobre la posición de estas. Podemos pensar entonces que para generar la imagen en escala de grises, le vamos a dar menos peso a la matriz R para generar mayor contraste entre las estrellas y el cielo."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "56.30558824033155"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "gray1=(R*(1/10))+(G*(9/20))+(B*(9/20))\n",
-    "gray1.mean()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Obtenemos entonces nuestra imagen en escala de grises a partir de un promedio ponderado"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7ff075e358d0>"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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vI5fLJVbALTKP49grPGUw/miYxKLYVqvl+22Vmgo4lQTHroIxm838hhxLe4vOraeihlE38ygCU8VlFbdVLvo9Y9hWMEPCaj0a1q0GUYvtn6WtDaNoP+04KNB8j8aMAlgsFhOpZjQo9AZUueh6ihpBjtE5h3v37iGVSuHFi5tTJLTPukjmnPNzn06nvZGlgbKhl8lk4j0v/a5UKmE8Hic8TKscLb34PvvNonQmjfRd5Tm7GB96X2m4WCy8d0yZCCm7fD7vnwvVoXTl3PA36Wb3ROhvBQU0khyP6gH1+myWltZpQzGhcqcUNwcV2iGlg+Gz4/EYxWLRK/piseiJPx6PE0pPXX9+RkbKZrMe1c9mM1xdXcE5h93dXeRyOZRKJbRaLZyfn6Pb7aJer/u0IwrtdDrF5eWlF1Qqd7ZNI2TRtCpI6yLyGUWn6gqrUlO065xLKFalI8eoRa2/zYAIoR/Wwc8tgxJZqRFSpcx3iAIZZlDB0v4o4lKUZr0G/VyVtNJR49LOOc9r+rwaFR2znTMV2Gw2i3w+v2KoqYzUo1J+AFa3ZLOdVCqFTqezonhV0NVIEC0rsrXhH51PG5ZkHaPRaGVdRevn2Ol56LylUil861vfwve//330ej28++67+Pzzzz2YKhaLfkHYhh9CdFB+1Pm0cxIq7Ks9BsC+Z+WSnwFYyXghT+viuipkGkP2jxk3QFLuSFfKAetljD8Ul0/QZe03f8rFKge6cZwwuqp8lkqr1+t5YhWLRb96q3E8Mq5Fp+rCcBs9hWRnZ8fvDOTiSyaTwXA49EqbhE+lUuh2u+j1eri4uMDu7q5fDGUJtakGhH9bd48lNLH6ndJF0+zUu7DvqJVX15/tW/TPPmkMms/aOvU9RaZqoEhrVSpaB/scRVECWWockP1lmufFxUWCJrcpcF1wApBIvVPE02w20W63PaJlRpJFRZoepm1SsOv1OjqdTlAgLe34fq/X89uzdY5smp6CGeUlHVvI4yBNdM5s/0LoVL+zMfPnz597tP/5558n9lBYtKprVopES6WSX6hWPtNwhZWVEJq3KJ+yto5nOR71MCy9bP1WyXJNRudG+6t0s/XZ1Mp15U4tTupvjfNkMhlUq1WPaNR9HY/HOD4+xtHRkUfESnAgiTrsxCiz5HI5VCqVlcntdrs4PDz0SISGQdHGbDZDNpv1MXedUMbm9Z11KUFAMtPBuqY2zqjIU8MEaji0HUX1LKpMVZjZL+shWHRs0ay+b1OlWLi4p0LHPqj7zja4WYp0tQIzm83QbrcTY+KYlcbaFtvmmLRd8ko6nUan0/Eolko0lUr5/rOfOt+K+hlCYz0EAeS5jY2NRBaM1uWcWzlsShGdNUiqwJR/dN6scrbuOulDHg2FNTgnVIya3XJ4eOjRJRW4IljWrX20IQUWnTcuzKoXRhq/++67qNfrK/ICIJGlZD1Zpanya8jL0jr5t+Uvvqv1RVGUAEQ6PlXws9kskWZ4W7kTiluZS5WWIhYuAmruJ9+hm8ptrlapsNgdYtoOM1OIvGezGaJoeULX06dPE8qagsm/+TuTyWB3dxfFYjGRuwwgkXmgTBBCENbSWsVrUYRFBfzRcIUqp3UZD3y2Wq0m3D8r6EzhUoHj+6pIWLcqQtL9S1/6Era2tlbS1qzgUQA4JlVaLKpsWb8Kpno1dt5D6MoaDiKgKIpwenrqaTsajYIuLcfBOtrtdmI3H9E+vch+v7/Cr6q8FS1HUeTTIZWvtG0tCgCU17TPekCa0k/nxWZL2LFq+MN6ImrYnHPY29tLhPxUeZE37WmPALy3SRDEPubzeTSbzcQREZYe2m+lCeu3fKfjV162RkVBl3qYOpeaeqn8RvDCeqmDbC58qNypUAmZSc+poBJV1AwkEdXV1VUC/SgBOTEhIU6lUomdliTkdDr1Ow+ZC57P5/1xj8CNUiEDcSLS6bRfWdZ2VcAt0uZ4LDPxGXXROMnrrDK/44IM46vOLXd7DQaDRH3KIPxcN4gwLKLCwAVY9lsVnhpe1m9DQc45PHnyZGUVX7OIVJBUaVnEosLBMeixslqHPq994TtqXJxbHofLrA2GKFTBhtxZtst5UKWvHoUNdxGxsh1rFPkdvU+euUMwY3lJi0XNymsEPtp3Ve63GU1tT/lUw2h8plQqoVqt4vz8HJeXl4msKgUzKrs2vqzzxjl2brme893vftfTQsNv1ptgUWNhv7NAiv2ycw0gMVdW0fO3KmIaLNKcIUQmQXBstk+23AnFHXKzc7lcIk1L04y0kHAaX7RpShY5WreZebFc3R+NRv7MZbatK/Tsh7piFr0dHBzg4uLCt8ffoaLKTZVSo9EAAFxdXa0ITQhVqDJiXFGNhz1YRxGDMreGYzRNjN+XSiVMJhOfTqm0ZuFY1CCrIh8Oh36+LKqxY6RiDRkZvkOlq3FKXdhSPlBUyHdUcDgeG3qxKExdax23Cr1dlFQlqMCC4bRUKuU9tpDwxnGM8/PzxGcam9e51fd1zYj95BzxOZ0H9eRUaYf4zvbTejzAMkRydXXl/w7Fy5WG6763PMb2acSKxaJXhjzzQ406f1va2/bUiGtYTUtI4ev4lU7qwWl6s2ZI6c5ge6CXLXciVAKsxrK4yMK8am7+AOBPIrPMYZXkOsbnu3TJBoOBV9gkLI9AzeVyCaRL4Sb6UWV5cXGBx48fo9fr+ZQ7a4WB5EKlDVMoA/V6PR+zt3F5RW8aL7TIXg2UtqMuHZBEIBp6iONl2qW+PxqNEkaVv+kZkekYZ1clps+HEDHHWS6XPX3tucasi8qc9RSLRX+WCZDMy7XGmnPCmKkuTmuf+A7brFQq/u9UKuV33CrqVWMGrO4qZVEFojFszjH7zk0/7LvOhXppWhT1AslsJG2H/QwtNiutLb+o0uZ3Nk5s59WiYOspqLf1RcIFyveUieFwmEiPZH/Iw2zXzpn9sTRax6+qlJVefMaum3C+lRaa3aPzd1u5E4pbETFwM8lU2hrHKxaLiQT/kNVXBEqhsMhO/67X635RkbnbPNCIoRLrOgFLYahUKiiXy6jVaqjX64iiyB9gpcKr7Wmqlcb/1J2O4+Th9DpOZS7r3lq6WqRpXVj2R5Gm0tY55+OKqmRYj6UthY/f6S5UKgerwFgUEanHQFrpWHSdgfX1+32fk68CpXSxxoyr+NZTU75UobVhHz2HRMemPE1lYcMMHBP5mz8ac47jZahwMpn4m41U4euiquVNLToPSk/lTTVQ6qnZum34joqIfdMwxjrQovPJBd84jv2BbwRM2qbSk2HJdSEFC940I0lppDRUmilN1QBrqIy/bcjRGi5Ldy2K6rX8RIVKOKlk5GKxmIivUqHqDThWkTHWrbngKkTMtKBBIOJi/mqn0/Gr0MzVrFQqPs2QdeXzeTQaDR/SqVQqCaZTwWMf6NKr4GnRz1TZcpxKL46DVlyFhExHN8zmEmumB5WFMh/7rm1rX3hVmJ7tQgZmGMQqPE3ts3PCosqNG1IoUNqGNYBKOzUw6+KU7P98Pl+5zYbvqdLixqzpdOrHpnNiFbK65qrQtS+WDrbU63XM53N/3KweIxriFx2j7ojU9kJKI9QPzvW6UAhwM1ca5rN1Kw+EFBM/U36hgg31n+0xuyTUHvufSi3XrzSEquBEx29TK9meDfXprmg+H9rAo2O3fB6aL+2zNXzryp1A3EBysGQcxv1msxmGw6GPWYWQA39ms1liF6UiHirpSqWCjY0N1Ot1LyDD4XDlAB8ie6JuRWpU3M1mE1tbW6hWq9jY2PAbgkJKe12Ih23ahdfQxJE2mvpEWimy5bNEzIoKGVJgG/YeTns+t0VnVMJc3VdX2qIs0own91lPybqcZGyLsPkd47/ADSpS1KIhJKWP0pP9I7q1vGKVPT0ObVOFkc/rIp/yqhosi47VGJHemUwGe3t7PkuKc8Wx6MUQVGAaflPPiUUzUdT7WheOUKWlnpLNGNHx6Jyq4lJ+D23nZihDjT/BlJV1DVFy3YlthrxiHTPpp7qF1/tpO1aZKpChQWD/bLHhGPudFvaDNCKPhHb/2nInEDeQRJjqCqvyAZIbO3SS+D43ahB5qWLQ7cBUrmQOElsnlO1aty+KInS7XQwGA2xsbHjBonAo2lOkywU5VUY6cSFkxqKuMQCcnJysPKMohvmyqhDoKdTrdbRaLZTL5US8mgKjzM3+Kp25aMs6VbD1eeduLkO1WRTWg7CKjR6DMnOhUPA77yzKVSWktGXhPNPYkJ4hD4AKSvmP9WpcXUNUnGt9jrRRg6LhMUW2Op7FYoFPPvnEewfWg+z1eitzb5Gf5aF1LvvW1hYmk4nfoWnnxDmX4AmruDXfnRlZVvGEvB7lEc6vyhnnQMM3BB9ca+L7Og8aplKv0I7deoTcBareg86NjolrOQo27DoT+7bOG7Ph13WgYV25M4hbLaJ1vbVQEXJS1VrFcZyILdM6lkoljyqZ6tfv9318kgsV3L6u6JDfFYvFldPxer1eIl6t1plj0tiljkXdNP1M39diY6w2tplKpXwWCuuyTERleHl5ifF47DcbdbvdlfRFS3O2ofXrONQF1blUxtfQghpUZV4qO7tlnylePK9F6RXHMba2tnDv3j3fX45HwxaqZNhnPmONphoSnRMV7lKplED9FrWFvCrlHxVkpSf5dj6fYzweJ7KB+A7r0EU8+xtA4mIQlReWbrebSHNVelkFpmmammZKA0fPlCl5emWeReGWx9XoKfjgGUI6Lg2f6vPWE1LPnXyq8siiYFA/49itl2T5246Bn+lanNLTeqS3zc+6cmcUtzK+da9sLJFMRPfeoh6dBMZHeUkuJ3MwGKDVauHs7Ay9Xi9xO4WeBa1HiCoC5YIk0+IODw/x9OlTbww0tMKwggquHRuLZrHobjQt7IvNRSUSU8Gg4SH92Jd0enm9GxFkyGVTerMNRSqKyqxCsiEsFVxFPOrt8JhUKkSrUFVAFeECyyNdO50Otra2vIvKPupCFw0D69H8aRWakKtvFxjv3bvn+2HTJmnoFQkCN7v4VHAV6fNHw1ukMX80k4h1KC9p/NcermQV5nQ6De6TsBkX7AfrqVQqePTokZ8/BUtEu1qX9p19tX0hrSqViudbGn1VdqGxq1dujSDn04bnWFSpKshSQ8Giil/nVemgKJ5FZZBFQylfVGH7frzqAefc/9k5d+ac+0A+azjn/qFz7tPr35vXnzvn3H/snPvMOfeHzrl/+Yt25Da3QL8ng6gAKINpPVEU+XxOnjFCFO3cza61wWDgEThDI5pHrlYbWE4C44yXl5d48eIFTk9PvRDoAoMqahWAdZPEMaxLBwrFyVgUpdpNEFYxsQ8MH/F9NVpWUSnKZz+onJxziRi+oh+L+nWu1AhwPYPKRtETn1kXzphMJuj3+37jlEWL62hmFzNtaEQVuCK5OI7x/PnzxDN04VOpZeycsVCNi6tSsQjLokWlNb8rFArY2dlJhGDs+4PBIKFAVSkpX+mmNaUL50wNtw0NAasX6eozyjvKi6FwmfX09F3LI7q5yuoM6zWE2gvNrx03gYT1jDSLzLap4MWicwUpfJZKW2PlltdvK18Ecf9fAPxl89kvAfitOI7fAfBb1/8DwF8B8M71z7cB/PIXqN93OrRww6KTTERLl5rK0rrqWjef0/O2VYhYH5WmXaxkuESZjIpiOBx6Rf7y5Uu8fPnSM7DGu1kXf8ggiqB0wSWkvJUOIUZRI5PJLC+MKBQK2N7eRrPZ9AxIF5RjtIiWqJGxv1B/SDd1DTlGu+hHxuV6gAqNZruokIbGrszPvmp9Gku3/daMH76jYRXWaz0IPmNRo/XunLvZhciQHD0cHslgx2DPkw7xrirQ+XyOTqeT4CmdD4u+rdLUd3SjVQjFsv3QSZOj0QjPnz/3z2tevQ272b6GQhIKanhVnHq46kWxv+qRhehgQcNtqJb1KApmvQz9OOc80FOaafzd1snfNu6tMhJ651UI/JWKO47j/w+AK/PxzwP41eu/fxXAvy6f/514WX4PQN05t/+qNthRHYQOVhccgFVG4Pu6Es73KTg6kYqQrMVVASIzAfCpfkSYg8EAnU4Hg8HAu8ftdtufu6xjUeWmFh9A4oAhLYoC18Xe+NvG7hQZ7e/v+z4XCgVPjyha5koPh8MVFM06ef4EF3IVeSn60XFaJGld7eFwmMiS0KL514q6lIk1JmzdW+2f3cyQSi03DjUajRXesQZGlZ/ynEXMbIc8pMKr9Sgw0LqiKPKonJ/ZmLfWlUqlfEqiHlpmN+/oe7e56Mr3ulmJilIVvQ236fgU9LCfGlrRuUylUh7kKB35nSo/bVONj8qkVXDOhW+Ep86wSJ70UGWvngL7ofOntF5nNPRseEsv9aBIP1tuU9rAHz2rZDeO4+Prv08A7F7/fQ/AC3nu5fVnxzDFOfdtLFH5SmfXWZ11jKgIVRVvSNFTaTHDw7ar7uRwOPTf0YUnuucpXplMBt1uF4VCAbVaDeVyGZubmysIgzdmKMMCSOyMtHEza8Gty8/PVHnzN43F4eHhyg0vZCq9pcNmC7DwHAVVKOwv+5jNZvH222/j8ePHK4bRZgDEcTK7hr+5EaZarSYQjUXNKoD5fN7HZ61ns46WJycniXa1XyzVatWnlUbRcrE6jmOfZqoGiYuIavQs4qMyIU0YStMUTVss3ysN+DwVjp7zbG/O0ef5tyJo9RjY342NDZ+ZFTLQqng4xzbGTdrQ06VC53qTKmDSzYaF+LnynnrBDEvRMFqFyb7q/FtDxJxwerqcG0u3UNF5DhW2TQ83k8kkMt7IF1qf0uO29v/Yi5PxsvbbRxh+7ztxHH8zjuNvhhhdJ9AKmnUtqRitmyhtJeJv1uqqsOs7qlAXiwX6/b4/2lUVJZX6eDxGrVZLXMzKYneusdhcaBalAYui3TiOExdA6LiZ/7tYLHx/SQOGidQbYXtqPOr1+opn8+677/osBQoI+3x5eYlCoeBPaAOSmzTYZxtrB5I7KlOplPcQDg4O/JVwiuT4v4ZmKHRUNNYjUbqGivZpPB5jPB77hUvNMrJhKe0P+59K3dwnSO+B7/J/m0KpdehnHJ/WyTbVYPF5jl/PvVDAY8ER39XD1rhWw+csYmShwtbPrYK3mU+6W1HHp+PSpAMN5VkdEeInGzYl3Xk3Jd9RfcDEBRalBelhxwWsGlKlrUXRpBVpon20i81qTNeVP6riPnXXIZDr32fXnx8CeCDP3b/+7JXFuh1WIJQonHhF3zphquhVYEJMS+XMZ9XFY2FaFnd4qVJnXblcDoVCAefn5343nqJS9od91v7oOJQprKFhoSLQxUQt8/k8se1c6RbHsU97VEbiYhr7yYVc4GaXaa/XQy6XQy6Xw+bmpheAxWLhb/9RZLy5uZlwl63hZUmlUr5PzPBh6p8KWDqdRr1eTxhizkEmk/GLRnpWiT2cSou9VYaFnsh4PPYeFb2vEC+p0aFx1AusiUxpHDU0wGLRJHlRvUgFGPxO6yNdCSZYF/lJZczy1WQy8UqVZ/awWEVoFTj7rqgbQCJbRWPgej621mm9YratClJBF7+3MhCSdY6JdNXvGA7k/+PxeOW2Gs2GUdpoHTofnHP11jgu9UY5N6or1MtYV/6oivs3Afzi9d+/COA35PN/0y3LnwXQiW9CKmuLTpqibFrfUHhE0/bswgCZUhcVgORCiNanVl3T59TdVsKGPAEuGqmQsihi0jMW7OYMjoVjDykdu2JOJtBYqWbc6CIsjc1sNkM6nfZbubVeKh0awnR6ebDS1tYWzs7OfNy73+8n6EMakE7FYtEf0qVj0z6rECoqV1fy4cOHCaQZOnODtCTdLI1sTjHbpAtPZaf8QzqoB2h5R/lKFeFkMglupdf/lf9UwbP/isZUGVsFbsMYCjzUqGi7yreqeBS9K7/ZtSMdE+fdKhvtBxUTFSKVOGlgEasNQYT2Omgbtr/sI70kRcDkWetN6vyot0t+Zk75ujBKSMdY0GkROvnSFnpkt5VXxridc/8FgJ8DsOWcewngfw3gbwH4defc3wTwDMBfu3787wH4qwA+AzAE8DdeVT8HoqEPRRiqCFVApX8rCIATYxW61msRB4mldVlLrgbF9pN5t/V63WcPWIUZQpocg3XB+ZtpidpfG89VBqMAqdBaJcPn1O1Uer7//vv46KOPfF3D4dDH9G3IiUrY5pYrguNc2Jiq0pJzwM+cW+7QfPLkSULB2+wO1htFkc8EYh/4W3dg8llreLWoktTCODx50SpxCwjYnnpnln84BhrR4XCY4F8guXiWSqVWsjzUc1MeCcmG0kD7qrTVMen6h1Wglnc0Pdfymi06b9oPNcR2XSU0Fi2q8EI6xHrAtqgOUlrp9/qc0oKGwgI3q+D5PIBE7N+GRUPvJep41QN/GiWVSsWaJmZRCS/s7fV6nontgpsygTKMCmco1kmCKZNby2iJqkqDSI6Mv7+/j0ePHvlMDDPORB/4faPRQK/XW8kOIPqi4uHz/EzRhe2rdc/ZNncgWoHhs/P5HOVy2YcuFBHxfU3fKxQKyOfz6Ha7iT4xTKEKi0VjtIrYddsxF3Ls3CntnXOo1WqJI3RVqWksk2PMZDJBpE1ac5eijb8qr6nx4Od2UUz7rDRW4215VunCBTPSjou2NiyiNKahpdLTrAjOrfKXlX31fICbhU6rzEMepwIBxq81zZJ9tkYzhPJJDwuk+J4N4+g7rM8+w/9DW+C1HjWYQPI8ej1gys63tq9rP2qA6A2HvBbytYKM6/s6g9bqzuycVIZWgSJq63a7CbdHXUh+FnrfKmsbduGzmsOtSFQZmZ9zUur1Ou7du4ednR2vEC8uLjxCPT09TWSvaFHjwrxVtqHhExUcPmOzQNSLYN00hLqRhkrcMg7Hz5xipptpVgFj+HF8cwYED3wql8u+P1z4VOEh3UOelYZFNCdf6W+RMQU6jmO/W5TuuoZV+KPhB90JGzJMpKP1jqyg6VyxT8p3qpypyCxC1cVD9WIA+G3o7E+73fZ95zNKxyi6yX6x4SINK+q71vO0xsh6HXZsyiMWpVqPUOdCi9Zv02L1feUbG+ZgjFr7qeMnPfTGddUPOi47RxrWeRWS5txY3te0TTU+yj/2EDtLG1vuhOJ2zq3EIK1i4WCptBgrDjGfjX1pyEAtvqJTtqVt29CACiGP2azX6+j1ej6fu1arodVq4eXLlz7mHUIUrJMobN31bCGBYExbT1SzQsex6MmG6l1Yd5Z/68409lPTBhXNN5tN/NzP/Ry63a4XiFqttrLNXhkwm836dQcuJqoiZT/sXYocl84vDS0FlX1nfFozO5QXdCGKm5Q4PjVybDPEN5beOj9WcShv6TisYdJnVXiVtzn/zJIgLTgmNcQ6Zm1b/9YYto3Pasqi7RMAv/imskr5oJKyfeF72odMJuPPsr+NXrbP3ANBpaiGW41cKOSpSlhlKp1OY3Nz09djFxv5vI7J8pf1jnUhkn/r7m01Kip7t5U7obiB5EqyRYT8jL+ZY0umtyuyAPxCIN+xdavAKMKlYlImtTFGMsNsNsMHH3yAbreLbDbrd1YeHx97tHJ0dOQnX11HXRAlw4S+U8Fl/4iO9cQ4SyNF1ly05N+klSovjk1/ACQEUUMOZLIf/vCHvj7G49m+xrU104PzxVuOdL7Znu4gJS0UEemPbh+mEGr7QHIzhfVY1GjYtDmdB/KKRUY2tEZ6qFeliNsaBVXM/G0Vnt4I9N5772F3dzfRJlP4dPFM51CLeiAWrOjfNA4hdJ5Kpfx+BV0Y5hwrHUL00L4AWAkHarGpg/QgmCkSQuDaHxoXhjjsPJDWGxsbKJVKfmFZ+6eyb3WSjtXOtRp9+yxwczaRPhOKedtyZxS3DRXw79tcEwqnRS8WdatAaDxaEaStQ5WEumeqtJmOR6JPJhOcn59jMpmg1Wrh/Pzc36zD95ljrYpSFa79XyfTKg9lQCv8ig4sEuM7KhDVahXO3eSskgEZJmHdGuIgHVQw2u2274uiDBWAEIoDbi7Q2NnZSRgLRT1qVJjjTTowvm3REFG40tZ6VSz2Ag7+VsVApMm2NK0QSAqjGgQNF+n8qsdHmtg51rO+z87O/G3zFp3ZsA/b1gwlnrlhQYEtvChZ61W6Pnr0yCPV25QNDYXSUT1gbk7T0zctmLKKk/xBw00eXXekrIIZPqe0TqfTGAwGflOXTcMkz1v6qmdJeVGwp4aLv3X+SR/+r17nbeVOLE7mcrlYd2utYwDGkVU5a+yL7ob9PKS4ValbIaaQzWYzv9qfy+XQ7/dXFhes28x6nHPY3NzE+++/n7iMmJObSiXPm7Zoyypjq3DoYlFxKdIEkmlkVlj4v55tTSSicVcqWV2kUoGKogjVahXdbte3rW4lvaPd3V2cnZ2tuPy5XC5x6YUiaJuXr+EqjoXIX4safgsG1GiQbhQwDbnE8fKyiX6/72mvt8qsEy5VMNbtJ93I3/Z2lpCiWrewy7nS0CGQPOLVIlyGkWw2h+27NUAM4YXkiAZlZ2fHn1vCfqh8KI9bY6M0VPrr3GuxYEV5irwbGh9wk9fPOvR56hZV8LZ9Cwg0VKX0trpHjVSoUNcwo4h67OnTp5jNZsFA951Q3NlsNt7Z2fGMkMlkcHJy4glCYa7Vav58YhKRCJYpc5x8EiyTyXgUZS0dixIcSMYgK5VKIpdTLa8qSyoSTmahUECz2US9XveLd+l0GoeHh9jd3fUIVxE9218ngPzfurVUNM7dXHJQr9dRKBRwdnaWCFkoQ/Eme+vZqBHUd4rFIvL5vA9BtdvthIJVb4aZQK1WK9FX4GaFvlAorFyKoM865xIoh8pHjZdVDEojPqvZHFb4+M66vFk1jLooqjFSvh/ygLRfpC/ftZs8rFKlcbdpfjZsEArJaNFMCqsQ1yk58gAVd6hQ1vi89RB4XAJlRvtp5YZ00nWGUFYJcOPBUebXzR0VtSp4pbfyg6WxzqUeIWDBoDVE+p0aSz6nRlb7yQvLudY3Go3QarUwn8+DivtO3IDDiY2iyB+bOJ/P/T2PHORgMPDuOYnDkAWQVMCNRsNvv+73+z5TQmOnGk7gjTGKLmkJValms1ns7e3h+Pg4gfrVYrO+s7Mzf0a0cw69Xg/OOdy/f9+3q+6SunKKwqxB0f8prHZbroYNrFJmYeqbunTqPVhUM5/P0Ww28bM/+7P45JNPvAdCV7zZbOLFi+VRNYzBW8RBmsZxnNiNaPkBWMZ1+/1+QqEpDey2busFkYZKV6YcqpFkmxYtW9SsAskFWI5TETN5q16v4+pqeT5boVBInFFN9F4oFFbWA5Q31R3XvqrC4XdWCa9zt5VueoYO54f8b3c+ajpcyNirR0s5UwVlDQQ3emk/WJ/1sCxqVw+JdLColp6uDXvk8/nE5RS6BrAuzq4Axi5iq9JXXtPYtdJGQ2HUZzRs6+7cXJnDW7/9UyyMk04mE1xeXnr3Tld3FdVoUWvP7y8vL/0iAw9UorDREqtw5HI5v+jB+imUtJx0dXljDN+14QF1uaIo8tvB8/m8V+Ia8tHFSFVwlvGVoSyi47h5M70u4KoQqJApk6tBsAt7wI1gTCYT9Ho9j8iYtbJYLHB1dZVQHlSuZEpdk2CbzOpgPSq0XPRln9mfkLJWJcK2VKDYD4tydfxAeOFM/+ecsH6LCvlOo9FAoVBAu932fKXv8Fk9810NstJdecEicn6mysB6Huox8DeLDf9Y9BoKVZDO1vNj4XcEM/R6ddwKCEJtWlqEUD/nVxUi6yNvZbPZxGIj5X/d2oA1fqS/6h672KsGY11ohUXDpNQTDMUCya35t5U7obidW8aDB4OB32TAQ5vIdFaJhRgFuMlbXiwWGAwGfnK5gKKxXF0N1/CIjW/p1noiEeuWam657dtgMEClUvETruEMvqsuPQVVJ9C6ZprpYmkJIBGbZN811W8d/UgP9oVtUOB7vR5+93d/N0EzIiee6qdCp+EIRcKqUAaDQcLTsMjX0kD/VgRtXdzpdJrY8s8+8H3tF42Gnj+u7WjmCYsaEB0349fkXyKrKIpQKpWwWCwSISadJ/2fnxG9qnKxG0JUeelz7KcuECstbFzYGhbg5jwQhsvW3TSj6JJjZv9tuI/vqSK1/KE0psKjF1epVJBKpVY2rilv65xZo8//9UCykKK13p6O244nnU77ox7WhVDIa1o/6UWlvW5bvZY7obijKMLh4aFX2CoQuVwOtVoNo9HIH/LEd9QdBpaTUS6XV241Z13W0hKlqAJn3bqgo8yo/7NtWycnNp1OYzweo1Qq+XStxWKBly9f4v79+z7jhM9rNgI/t8rLuuQq0HEcJ1C2Fgq0dQWtgdBnWdR7WCyWpySWy2Vsb297Zc33SD+dJ6WX9tkqZ+2HGhw1jkrfOL452pPjotJUI63GygpnKpXyi7TMlGFmAduwnsdti2BRFCXCd7ZQCVqPxz5j+dEaO6WfjXur56ZF6a6hCR2HzbxQQEPlwnboUT18+BAvX75cMWR8TgGJenL8m2OtVquIosjf4KPo3nprpVLJf6+7GHV+SDv92xqYEFK29ahy1To5D5otxMV2q7QtHy0Wy8tauLDvnPPvcn5uK3ciHTCOY38qXMiFsffiEREqMUkcZWJ1yTixqkAArEwykYkNK+gz2gf+qEKhsuHijHPO7zKczWY+jU1LFEXeMCnq0HGqMOuYrVupBsqGhGxanDIlfyyaV0NCYR4Oh35bPI1tKPSiaI800oU9dT2t0taiC858VsfLuVeFq3NH4QohTyojXVzW3Hfy0rq+2aLx13q97oVQY5j838bjudiuC7FqmDkfqjzsnNobyxWc8PPbYqghT451W36nolU+1OfJA/Z7pTdpOxwOMR6PUS6XvYxYIMR5PD09xeXlZcJTsP3WOD4LN+5p4RVu2he79qFj0rGHPGz2VelJfQHcHBNcKBSQTt9cUs6YPCMPdg603AnErQqFykGVkh6nqoJkGZoGQNGxMj537DGTwSI8dYmswFjlxgkmCiRa1tiV1ler1QAsJ61UKvmsEo7fKmWLyGz4QYuNtWq6WEgBa11EQ1EU+XgylbNFyKQDv3/58mUijsw2dAzp9HKXK49HJUrjmKJomVI4HA59H/SiBa2bdKaBpyLmgrIdlxpz0kRjxqoIWX+I7oqglP9CIIML6xT8SqXib0Visahf+6qeIueZilizWnRebcaDAiA7Rj6v46D8WfeedSqtQ/VwTUrpEEK6+r9mo2j/2C962UorK7MAEoBM29L2NRSjRpr0ZCjKAjS2qeBiHYJX42GNlIbnoijyfaCXocpb+2HlXMudUNwAfCzytrxc6zpaF0QV+7qYVD6f9zv29B21trqN1hoHVVSK0Oxt2qyTHkMURTg4OEA2m0W1Wk0c5xiKDzrnEspYlRJdQ6tkQsiASouMx636fN4aQ+fWpwmSUdk/0sgKizIc1xYKhQIGg4G/dIJ9ieMY9Xodw+HQu8OcP/5W74fxUtKXSpL9YX+n02kC9fAcD9tXClwILdrwks6p5R8+M51OE+sdx8fHCbSl4YFsNot6vY6TkxPfJ53zUOjIApaQG86/NQ3ShqXIR5wDTa20IQ3Wxbp1sS6fzyfCS+qZKd+oN6seBovmVw8GA38Gjc4JacP2VZmqcQh5fnocgvW+rdJXfaHfaXv0dHRelB+08IAwm15LueCBaryw3M5zqNyJUEkmk8Fbb72FN954A5VKxTNjPp9Ho9FY2XijyoPMp5bKPscyHo/9SXIknCpKMofGo8n4tnAC9MxfVVxEr7wxptPpoNFoYGtryy9UKmpXZUilTUG2iJbfaTiE3oR1A5WZaWBUaWndVIJs06Ioi2L5OfugRV3yyWTij3lVpcJ3NT7KosZU59EKGc/oUJpx3JxPGqt0ennGhyp7KyCKKjXkpIpB+6Z8xjlXhU96Kgrn5/P5HOfn5yvzpeEP8gU9Bbavnhf3PmxsbKzQl2fDKC11/hgrpvLW2K6e9aIHLe3u7nqeZ5iMfMVxKQ9QHnhipvKpghV+F8o+cc759zVrS+nBMSmtdOGWY7TvKh/rZzrXrEv7xe8pyxZpsy+KsNUr1tukGDZRvXSb4r4TiHuxWHiLwxSwxWKBcrmM3d1dPHv2LHHqHAfEbcdczNAkf53IUHgBWD1TQa2mTowyhlpY3pDCG7z1hvFMJoPt7W3s7Ozg5OQkkWCv1tsudCkjMd/WWnD2j3VwhydDDRyPIjKlnTJZKOTE/lsh17BDKCyhytgyH9P9WLdzLriAZ+fJup5q3IrFIrrdrqedehhaiL5TqeRZ1lqnGg71TlRxNBoNdDod3756PsViEblczmdFMU5tPQgtdpcv+2Fdfe2Dzql+bxfvOD4bQiJ9SQflaQ2hsF5mfeiOZj1uVp9lGzqXyjs2myIkbwqIlG70ZojmbQzZ9kG9DPUmlI6hfrJN9TpCc2fDGbZeyoVzzqcUk/7kn83NTX+5BOeJfKPjCZU7gbidW8bJeF4BCcAbrVOplF9UIHrIZrPY3NzE1tZWQpHYcIUyEtE5kYBFj4rmgORhNXoPHREIlc9gMEjEqFhHFEX+u3v37iGVSiU2GWi+KSc+NHHsozIFjQX7yMXbUBhIkaV1qa2CjaKbOL2iEj6rqJt18Bmtg7SwNNaYuu0LaaKokXOmaJ1F3WmOWY0H3WndC6A302gfKVD8TEMX/H15eZnY6KSCNZvNEt8RgatnZEM0dmFY6w15NTpWnWPSpd/vJ95Rj1GfV+BgEwI0xGGNARX4+fn5ijKz4Eb5wyJnVWr8XtskfahwNQmA6yVqhFR+VbbJD/qM7plg3anU8o5Vhi+J6q3HbvmPfb93717CG2L7Vi+x0IgdHx+vGDYFIRawJdpe+82fYomi5ZnUw+HQCwAJkMvlsL29nSAEwxm8m5AE5arsujgg3TjrClmmtsxHpVEqlTzjsKibZJVXu93G8+fPMZvN0G638dFHH/mzt/m8RVZUnOwbx6Zjt0JHg6YoUJWyXb23rqm6Z1tbWyvIhX2zYwVu0scsslShUsMTMrB2Lsi4GxsbPgaoDG5ROD+34QAKuNathmddypU1NJx/CwhUAWk+MtsYDofeUFkDpwrXjkXnRsdsacXP2a4do/aT4TRVSun0zVERRPs2m4btkwdJE51jFos+dWxqmDUEqF4X+658xGfpzXKNQ3lK59guoNq8bYuU+f/29rbPLlFDHkK91ruo1WoJPcLfBFNKFwV37AeNfKlU8jR51c7JO6G4AXgXTDNIoujmLOhMJoNqtepPENMzSAqFAgqFgr82TBGMCrrGby3KAZIxOf0+lVrm+lIpckelnVS14CowURT5k9aurq58aIc/oTxyomrWpUxKA2RRIa22GgRVYkASaaiS5HdXV1crikRPOqMxZd9UYVh3U2OdKmCFQsG3S3ox1KPvc7HGHl9rjbMVRv6tAmNLFEXY3t5OrI+osFKBaTvW+LFu8hbfsymmiuZV0asg6xiUL3WsyrcartFUOAUquo6i6yJ2oZE8xbnm50rvEK9bw8uxKrBROukahHpIdu50zjgGHYt6SloX31PlzXfIYwpoWFcURXjy5IlPwSNP2NCRGnPWkclk8MMf/jAx59ZT1fFQRhXQsM5arYZ6vY5isYhCobBCkwT9135zXZxzD5xz/8g59wPn3IfOuX/n+vOGc+4fOuc+vf69ef25c879x865z5xzf+ic+5df1QYHqXFVWp7j4+VdwwcHB2g0Gkin0/7QJm4TLZVK2NraQi6XQ6VSSYQaFJkoIT0BRFDI1DQCzWbTE1FT/NSy2gnRDAcaCoZa0uk09vf3E4hDFVqxWEy0wU0hfJ5tWvcbSG6c0N9U8rr7U5lMGZoCrONLpW52FaqBUcVL2qnQqkDyp16vrwgg+8KNNIq4Qv1Wr0h/rNdjEZA11JlMBhcXF4nQAMemilZDJ6oo9NwRbYtj57OW1pbnOV71iqwRD/GqKh69/UWNgWZPkH78Tnec6uYVokTbb/KdzjfHSEMeUu7sE41a6IIMjiOkjNXgWEPBukNt6m/+vbGxsXKloA2tADeL/WqwbV8BJPYM2KIGy/KSGgTONX9XKhU0m000Go0/nuIGMAfwP4/j+F8C8GcB/FvOuX8JwC8B+K04jt8B8FvX/wPAXwHwzvXPtwH88qsa0MnS28rjeBmz7fV6GI1GOD8/x+XlJTqdjh94u91Gp9PxbimwuhVZFaWdJI2hceU7m816pc1FRyJsvXnHurdMaSSzZDIZXx8NQa1Ww+bm5go6BJYbQSwa4nfapqJkHY8ifYuIbHaKIjMKroZYrLByjDSouslEmY9z6JxbOcebB0bxhnilna1b0bxVxNZoqYegGyfsWNlWKCeX3yld1StRBKjPKx2tsVA0pbF97Z8NSyhPWGNj0xbZV65rUOnqXgLbJvvCtSSlhxr8dTRThc7PmTnEElKwfN6GLm573qJ3qyAtEFO+tXORzWbx9a9/fSV7ybYB3MTyNY1W5ULlYTqdej5XA2VpyI1VLOolqQ4CbtbiQnzhxx6yFrcV59xvAPjb1z8/F8fxsXNuH8DvxHH8nnPuP73++7+4fv5jPreuzlQqFauStDEsFTT+n8/n/QEyDA/oYEl8O3hr0ZVwJNp8Pk/cr7hYLFAsFrG/v492u+0FhTF29pVuDg9kJ3IvFAqoVqs+7UcRnR6fqv2JopvdezxFT9HiYrHwClJdfBVSq7y0aKxXFWJIMViUz//5nir5UF2Knth/tp1K3ZzMyHdUmSmtVJHp+6xb39W+8nOmvumxCkorKiKNAVerVVxeXiaEzKJZ8psKJtci9DcAz+NsVw2DKhvrPbFdeiaWpzXkpnVTsbKoIdS5Zv/UONgQF7/X5y2A0DmxfbQeqtKvUCj4XaUWXZN+rEPXe1Q/5HI57O/v49mzZ74ebZuXYNPARdFy89c3v/lN/ON//I9X1pZs6M4aHg2rWpoo/3PtgPRRWnGdhckNlPv5fHke92g0CmrvHykd0Dn3BoCvA/ivAeyKMj4BsHv99z0AL+S1l9efrVXc13V7QoVQkzI180Z5JgS/szmb1n0GVtPAVBnoRFGZFAoF5HI51Ot1no+LN954A8ViEZ9//rmPw6ZSKb9Drlgs4ktf+pIPDWQyGa/QVSER7ZZKJR/b1z4QAWcymZVxWjTMXGUVDGu0rLCy8FmGRbR/SlfdZKE0TqWWC4nc+kzvRN8FbpQC1ydUiTBkYzf0WITK+bdxWNKAdFN+AZaCx8O9LC9RWKziiaLInyVB2ijNte7b0tNU6WhYwoZprKJVxaDzruPivKvRVKOt/GQNmhbODZWMTa0NpUuyLfZTDUcms7xlh+exs22tUwvPmLHelPKsvqOhRvUmeY6/Fr7HizFYv3PLXZP//J//c8+X69I3dX5U6XPjmBYLQtYZMgB+DYfPj8djz2/rPBHgR1icdM5VAPzfAfxP4zjumk7EAH4k6O6c+7Zz7rvOue8CSCAhG3divDMU1yVBNSZK5aLxSkXY1sXi5GezWZTLZWxubnrh2d7exoMHD1CtVjEej9HtdvHy5UsMh0M8fPjQpyOScfv9Pvb29vwqNdsP3fauaI2KyypXjeFa1EcahBhDBXxzc9Mfm6uImGNXg6HhGSICXnNFBuOzjNtHUeTTOTXHl8KgxpGKicpAFbwuXinTqnIn4rLzpwLFOKoaGNJKkTmNoo27apiKdNM+6PvqCbANuyirxlTBiXopir5VuZCvrBHT53Uxje493yVtNNNE61D6ks/ocSp92R8AiTgx27U8N5/PE+maISSu9OBRFVax27b1M+UJzgW9GW480qI6QNcBOp1OYu0nBG60b+zzYDDw8qdhFQt+FCzmcrmVzJ3RaIROp+PDTbws5rbMki+EuJ1zWSyV9n8ex/H/4/rjU+fcfnwTKjm7/vwQwAN5/f71Z4kSx/F3AHzneoCxHaCiA4ugtdgJjeObOLTNq9XnVAnG8fJs6WaziQcPHuDo6MinolUqFbx48cKnJMVx7G9++dKXvgS9co07Lnn+gHXbtX1VUHoms1U22ldVrlRQPHebRQ+J1zZuQ9qqRPQ74AYRWAORSqVWLiXQvqrAcQOCziuVus4NQz/qltq8e2uw1KhpuEiFVBULBZSKzAojAOzs7ODq6gqFQgH7+/t48uSJD1FYFM8+AzeLVYqWLN9poSfFd1j0HUXltl7rmrOoa24NNXmexoBjUqWj3gW3tGv4jrnwis6VJpQp5StF8TaEpACMvG3HS69GDW8IkZIvQueuW2NJetC48V2O33qtKn9q6FQv6RECyl+si+tlURT5UKsuwlMubkPbwBfLKnEAfgXAR3Ec/+/lq98E8IvXf/8igN+Qz/9Ntyx/FkAnviW+TeLpbx2oJXDoOVvPdDr1yotow7nkYhkLlUK5XEahUECv18NgMEC5XEatVkO/38doNEK32/W3aHMCPvnkE1xeXiKXy6FQKCCbzWJ7exu1Wm0Fydp2WWzsy8aqrQJSAbenDLJfRF78rNu9cZBsrJo00npC4QlFl1R6DFcRQafTady7dy/RZ6JW/q9uJdM4+ff29nbC6+Aimr7POVQ0o8KobqoaQTX+ivaBm9PjSIPz83MsFsvz3D/77LOEUDFzSFEqF5/VywulualBBm6Uci6XSyxwWdqr4VZFy8/ViCmiV0+E8+yc86mtivw4HnoglBsN0SltOY8a+tFQiM024jh0LpSfdMevriOoslSFrd6MNYihMIeGVnQuSNdQiIT00EJeVFRtt9GH4v/8fDAYoNvtYjgcYjgcot/v+3U0KnAN6a0rr1ycdM79LIB/DOD7ADiq/xWWce5fB/AQwDMAfy2O46trRf+3AfxlAEMAfyOO4+/e1kYqlYpJEA2PaCxNGUAtqKIgO2G8H5FomLFVJSgnh1dLsf5yuYx79+6h1WphOp36c6cXiwVKpRJyuZzfwg7AH8r0/vvvY3t7eyXkoK42GUVRg/U0GFNWNK0uOhGLjvm2uJiiedalAqvIW2lpUQ5vq2FfLUKp1Wro9XqJEA8VRC6XQ7fbTSh/9kH7p3W+9dZbmE6n/jyTdULNMfGeRH1WDZUKO5UThUYXwS26VmOqc6VKje2WSqXEdnyek2JjocrLpFej0UC32/WKSbeaKyLVeaKsaP80hKAKq1QqeQ/Ryn4IQFneUc93nYIKFfIs67YgjN6H9kn5Q/uo/1sjzTFrO7fJGPsVMpRqlOxitvaPwEU9QPVE+d14PPb7JMrlMhaL5YUaPBFzPB4nrsG7vhowqL3vxGXBqeusEmB9Pqe64Gp51TJZQVaXRlfjVdh41ggAL3gUaKbuFYtFnJycAFimH1YqFdy7dw+Xl5ee4XiI0tbWFh48eOBRRChuxqNJtVAArYdhlYQWu9oeKjyZjEZJlRMNg76v6JV01jCJzg0FJJPJJG4st8/p+5yjnZ0dTKdT9Pt9rwTy+XxCiVK5quLVq9lUaKmQWHSBkmNSpae8Y8MwSt8Qj+k7dqzsO+lCY0V6keeUXtqu7kHQmD/dZ7sAf9vchxQYb7DRUKIqsVKplLiRSAGTzifrDylr+3no/5AR4xxZvlcQwOcAJK61I704Xut5sf+q5HVcDPtpWE/Xymy4MWRUtG/2ORrKdrvtkxXieHk7Fue20+n4MIpzfh/HHz+r5MddSCQW69qowtVYmXWXyNy6nZd12Dg6GVnP5OUCJ2PczPrg2QIXFxeIouUxraVSybvwRJVsSxlHhUsVtBY7djVWShvGDK3iID1Ydz6f9+dcsy6ecdLpdBLnmmgfLNK0BlP7yfYVsStCVHedYYXZbObv7bRuPPNnKdxqcFKpFN5++218+umnK5c4643kGicNCa7+bQ2SolrrTtu5swhe451EWAyvpdPphLKmIlKQQaNVLpdXDKGGQaw3Q1SuBkq9GJ1XuuF8nwaOis/m2CtA4piVj0O8aQGUghelpX7GtlSps0+62KrekF13sGO1bZBHrSHi3xrn1/NQCLSUj9SQ69g1GqByz7qz2Sym06m/WIWLsvb2q1cB6jux5d26nMD6VECN3VrLrM+SqXUCqRwUpVHxkmhULs457+JSqfPAfmC58vvs2TMcHh761KdareZT2s7OzvwiTjab9XFvdcG03zaWFhqbFV7NIdc4Hd+zCzRxvMxL7/V6iVV355Y5ruVyecUtVnrSE7HGaTqd+rio0ldprwqRRlWVHZVIOp1GpVJZ4YE4XqYZfvjhhz5DhwLqnPNehfWu2CdVknzXem26CUJz5JU/rLIOAQNddKQyJg9p//QoAa2D2QpWQdiQD+vXfnJ9Qw2UvqtFlaB6H/pjPT4LrnRebdFMjZCxV0Wu4yFt6bVasGAVtNJA29Z+kxahtE0+TyNL2nBc5XI5IZ96BKst1BM2ZZSFG/KYekjeiON4ZZ3jtnJnEDcJb4+6tMqLDM+4kHUVVYGzHj0bg0LDNCAKCXCzoksUks/nfe41rXChUEC/38d4PEY2m8Xp6Slmsxm+9rWvoVAo4MWLFzg+PkYcxxiNRnjw4IF3jTXuaF1QMorGk0MTyHfXoRZlZP1OhUSVEPtAhGf7pP+TWTc3N9FqtTzj2Rih7at1SxURss9K9+FwuHI+iSJE/YzFxuepqFU5q6LSUIpdK+GZOKenp75unQ9F5HaDC5+n+8v67TwBSHgXaojZjlV2qmQ188CiWN2QRhdd67RzZXnEGhP1hkhX0lKVs1XeGiJhfboeoZ/ZMIbKiUX8SkOlic7vuqKGhEBBU1RZ1OvjFWnsNwECn9N24/jmsg/Sju1GUeT3hbAPurWeGWHqra8rdyLGnU6nY8Z8VGFYZuMPY4f2JnMWS8hGo4FCoYDpdIper5fYuaauMuO+6XTaZ4cwlEIhHo1G6PV6flNOu90GcJOfycl5//33kcvlUCqVEud3cMME+8nbZtjndegoZMhsrFAVcWghSF16tmHDM/oZ67CCZJ+xxjXkKdhtwKGYJevVUIClhe6u5buqEKlkZrOZV9wMUyiK4nyrIuEYea1cq9VKGBirSNm+5VelsR2HRfqkoT4Top8qJ34XUsg0FNxZrJc526L9tYZen1GDxdi4zltonkJF37ftUHlahM92lPYKBiwdLC2pGBmvDo1RDVBoLBZoKIBQPlQjrfQNySqwNLBcT9Bd2Ey/vT4iImiF7kSoJI5v0qyAm4HyMClLALrnFqXYSecE9ft9VCoVr8A1r1efz+fzKJfLyOVyPgG+XC5jZ2cH9XrdhxKKxSIajYbfmFIqlXzqlG6Z53GPaj3T6bQ/qtQ5l0C6ISTEEgpBqEumSoBGRF1Oqwxs1ott16If2ydNN9P0Q3Vr1Qhxfq3isYhKs0VsrFQVoQ0t8bn9/X3s7+8naKPrF/aURN3cEkXLTVztdtt7FBwT+6uCrTSwisAaWmB1Z2elUvH8GJpLrc8iMKWNNb4cFzOdLL01o4f169zqvBMhWqS7roSMm/aNRlcVbhzfxLI5L0q7kFG0IGbdgikXsm1YROloFard4LVufOsMgaZZhowvP8tkMqjX6/5Caa6JKOhaV+5EqISTpcpN45wWETDOOp/PfZyWyp9F45HT6RTHx8fY29tbicPyXd5MQzen2+2iWq16d+bRo0eYTCY+3lUul3F1deWVeLfbRS6X8+80m00A8K4PwztE8cfHx4mNDSqU1sLzMyDJdHqGiYYFNA+UQmGNmQqNGjD9DSSRNbDcSXp1dZXom7rWIaazLjiRjVUgIVSvgqVIx4ZSaAh5AFkU3ZwDo2PR9Do7ZouSWY+GlRQVaj3sMxd/eamBomTrTXFsNhSTz+d9OiFwo+ht+MIaPVXAqqRtWCyEdpUH2ZcoihLAwqZghjwm/d4qRDXiIQWo3pP1QELgwfKHVd7M6mK9lEMFGUojgg5bv8qi8oble/WmrBep41cZpD7a2NhAFC0zS24zfix3QnGzcBBUjr1ez4c4NA5GYqfTadTrdczn85UsBQ2DRFHkQySMy6qxiOPYK+X79+/78Ecmk/GnDvJ0r3w+788kieMYBwcH2NraQqvV8h6C5jpbYdva2sJP//RP47d/+7dxfn7uFZBVqhZV2IVH524WSy1jOJe8Nomf8bcedAQkMwes4FAAeeu23sAectvZdzKl7ReLKmeiLY4xl8v5v1W563M2c4J186xzzQtOpVKJFEw1HBaNWeXG99kevTH18PR3FEV+7UVpq3xLWugxCOwr+b9arXo+tIhYDa4qbUtnKiQNB6nLrvNMmgJAuVxGr9cLInyNIauitbFr68VZ+lp+YH383oY2bBycfMz5tgbDKj/1tmx/dGzKh6pDLH3VIKq8Ui6s4VKaq1zwc97oRdmZTqeJjXO23IkYdyqViplLTYVULpc9aqX1bLfb6PV6HkVtbGzg4OAAFxcXODs78yiLucm8SNYK+jqmZ043NyiUSiXvztbrdezu7qLdbqPdbiOdTqPT6eDNN9/054QDN8iPY9G/mX1SKpX87ikN9YTiuoroQggnVKrVKgD4+w9ZGNLQxRXbjipeFSwunKii1B2TQJI5FYHoqr8qMTUwikY0rZH90pQ3Iic9VVD7QMVtUaSGskI0VcSkYRTSjsX2zc6XAgIWRXKKDDlWrYPHA4dy49meGkYtNEbrwmBKE84j0bQqHh2DNVDaF/2fssaxWbqE3H9tS+tRWmodWhQoWBBhi3qCGtqyG5EUhOg42EdVxlyfUnro/KsxVPnmuNVgcD4JCubzOT777DNMJpO7n8fNQXGnI2OOqVQKrVYL3W4XcXxz8NFwOMTh4SE6nY5njFKptHLQEZBkkJCrDCwnl2iJgt7r9dDv9/3VY1wRTqfTePjwoTcSqrAVIfCzQqGA+XyOfr/PHVEr/dIwjk6yIsTQhhu+S2ZQtGQVphUeKiiLwi3zKzpU5MP5soJOV1qVs2Y46Fi1LZstQRrZueJn5XLZnxHDzzKZDA4ODvD8+XNvRNiObl/XurQfVpFSCK1SIZ+okgzRmvVZ91+/U4Q2mUx8GpwduxpVNVraHj2MKIoS1wBquExlgDRjX3Re7HhUmeozNvRiwyQhpa1KWfmX31UqFSwWi5Xdw+oZ8ofHwlrDYWlDmmsfdE4419bw6c5avqM7iHWcnGu710KNgBa2yX6GDj6z5c4obiukk8kEL1++TAg8B1Kr1fymhna77QdMZqUw0eVmWMUi7lDMT5UvF9QsI1LpcIGSyJ7vK+NTqdnURf1NpWDdKfaVgqFCzmLjqLZ+Fo290btQlKVnUmj9IVrpb7al7fN5VXbK9KQXDXOxWPRnniidNV3OKnnWyQUdZXJukQewMn/kD83Jt3SzqM05h4ODA39hhwo6w3jWaCutradgPSwNX7Cv1niwbs63pq9pjJzv2MwpNazWo9K6QsiRhTFjVXDq9lPpEFzpPoJQ0bgxi6bX/dRP/RSurq7w7Nkz7+3ZUA3niwZKeVdl3noAQHh3pY6B/1tPSeuxAErrYJ9suqkaJ+0raebccuH6J0JxW/eICk83iXDgw+HQo0pN4WEMm8/WajV/tOpsNkOn0/GEoeBy0izSYJvAjZvMg/jn8znu3buHzc3NRKqfogAbR1eXCUiexaJxT4vsFEWxrHMHrXunY+PnzJTRDSJ2MVStP5WQzoFldKsQWIeOXxUyL8CwKJDGxMa/VUGxKD0oFPqbNCZd1LMhr7D/Si89J1yN1dXVlU9jU+VKAKHKTPmSnpJF/FpCoTHOi8ag9Xkbe1UFQaUB3PClhp/4POtSHlPwoN6R9UqU//SzkOHTrCa2qegypMCjKMIPfvCDhLdjkb3qBP6v29UVdKwDMnxPxxz6W42vVdyWj5WPbFsW/SsNVTfcdqQrcEcUt7VEqnA4AcyHHg6HiVgrGZhE00NamAJIhbBYLFAoFPzBU5eXl9jY2IBzzmdKWJcvn89jc3MTo9HII8Xd3V3cv38/4c6ooFsGtBNnQyDWzeVvMjjPAg9tGmE/lYFUqWmaFZmOub02Lqz9tK6ruoD8X5WGCpGiMFXqHD/PJ+Fn3JykN5Dob6WbCpR6EdquKmpeYGF5jTRnnq81NPo8z3ux/GmPqtUFK4vCNYyjiFvnXGlmZSKkeGz8N46XexZGo9GKkaEisN6c1mePE9XQpXqE/M4actaXTqcTm3V0HGoYuHuX5/DbebBrNFpCSluNqfILFzGV31UuFaRogkNIwSrfKy2sQrZ8prRUkKPfK/8zdr6u3AnFrRNvFbESlRMcck9Y9Lvz83MUi0WUy2WkUsvLaqfTKer1Os7OzvDo0SPU63U8e/bMx671ONharYaDgwPk83lcXV2h0Wig2Wz6DRqW8LYPyswWlSoKUVQWWizRm0G02LCJIk6NV1LJcFMKlbkKqsYGlaHZ91BYic9b+oe8lpCAazuaHUPBV4SqisK2FVrgVNpp/xnLV7owrVKNp76j6E0VLj+zG8EUeYa8KM6d/rYIkO1Y/qJiUtqqAeVVfvxew2Jan/U0qLCYEUUesmEW9kHPTmdRHlZ+0f91nHp3qY4ndB61KlWrLzSEonF95TP9XvnWZpGsK9aTsH20IIX1csMdedTqCSsv7MdtYRLgjihuYHXRwS4Y8AByIBzXtZYwjmMMh0O0Wi2cnJz4a4uy2Syq1SreeecdVCoVf84Gt7FfXl4iiiLs7u7i0aNHSKWWx3IeHBx415WxVW6koULkJgoiPGuVVYiBG6SsMW5VdPzbCkIcx4k4HOunIm82mzg7O0swWihmepvbrrTVrdOKSJWJGYbhjlb2qVKp+GNelalVMakwWmOnsXEN4VgPQRVlFEX+YDAbhtCFawCJw4NUiBQp0pjruoDyob6rdLSI1D5HnmC4RReA9XlFimqo+S5TVBeLRXCnpIYErYHRtoDlzmCr0EOelSJw9TDsfHKcpImN6yovK6L/2te+ho8++ihxCuS6YvuihR5myJNif7mHQ29tV+XZaDT8Llq+S09B59PKrCJ/NYLsl/W+nLs5x2idp8FyJxS3WvV1sScet8hBWstpkQFdJIZHyNDM7pjP595Fbzab2N3dRRQt7xisVCo+S8Se09zpdPDy5Ut8+ctfBgAfT9SFNXXZ1QWz4+Lk62csipz1M2U4jd1RiBeLBS4uLvz7pJdd5Q+hX2C58EsECiCxaEka20UauuI0cuomqtK2TK590b9DaIuuJMdEJc70TdZNAdFbx60SVFpYD8L2SZWWPfdD39e4t/5vkTznQoVaY5qKIGnkmFe9sbHhz+pWdMl29V2dH9bLvmqITg0mcJNdovKk/bLeohoWPb+a86jyzPHwcx6lSq9F+ZAXWNAz5N888VJLyBPjbytz6qHZwv4oj2cyGdRqNX+9GetU/tKi4yWP2hAj5z0EnGw4cF25E4q7WCxia2sL0+kUo9Fo5YxonWiN3bFwkBrrzOVyaDQaqNVq/tb1SqWCfD6PTqeDy8tLAEC9Xsc777zj49caE6eg8lLik5MTXFxc4O233/btDofDFSFQpWpRNXDDRFQ4dkWZzEoXy7pOKjQqeJrSpc+pwKjhU5TExVrNjVYm4s9taV42jq8Mq0aG7avrqOjVhm34mUXrVHipVMpnd7BPIS+M7Wj8XuOwFKRisejDU845f36N8qUqI6W5VWraH/WWlH4UcIIFvscbghiK0SN6dd415c8qbc1bt56e8hVPrVNv0Rr2UGxXDSnn+P79+zg8PPQ0VQNA+uscUp753Hw+93KlgI6yqMBMN1lZcKDzYBU4DQHrtPypfM09Iqxb5149x1ChPCutQ+BEaap9X1fuxFkl8/kc9XodtVoNhUIhQUQdMPM0KUwqAKpceJtOvV7Hzs4OdnZ28N577+Htt9/2oQ0i7uPjY3/LDRUGFTVR9Hg8xvPnz/Hs2TPfJt1bjZUp06TTy2u37KRaZKAMybRFTSVS5UbEoYjBxvbU4KmiUPSjypB11Go1APAhKXuI1zqPgO3QcNgYnoY2SFuOhcg45MKqArJ1KB2Z768KkwhU0yftfGkdVBz8UfTHOlWRV6vVlWvj1BDyx4ILG66g0tXPdX5Go5G/Oo88ojym6xikqXqj5BdtXxWoosDJZLI2ZZXPK4JkPQQ4+jzDjcDNhjQ1NNb46di0PYYvND6vAMgqP/JgyHjqPNi5UUBjQZJzDt/61reQz+cTBoqyZOc9hPDVkLB+BSW2f8DtZ74AuBs7J3O5XNxoNADc3BepgwxNgkUA+gwzBer1Ot5++22/lRRYKg62cXFx4bcV//RP/3QClXJzz/7+PncwedSfz+fx6NEjvPvuu4kMDVWERFJ6XoJVnHwGuLn3UAVCJ5zj4s5QMroiV1VyurJvF8c0pMMcavaxWq36Lf1W8di8XMuk+hnfoRfA5yySY1/V/VfhJj0LhYJ3kalo5/M5KpVK4nAepaW2qztGqZx1gYmhC03jVM+A7zu33OyxWCxWYpzqYlcqFYxGo0RcnihPwy9WodvfyucqqyFlr7tJOX+qcC0iVX5UxW6VLGmoSkjXPSx6Z9tvvfWWv2hZ69D+W0WuIQSVb5uyagGKVZRKYx2jFr6nawdKT7ZFr8eG2Gy761C0lUmlpQVS6oH/s3/2zzAYDFZjOrgjoRIAPvvj/Pw8sVBAQbNxObWQqjgODg5QKBRwdnbmBVURBE/OA5Z52bPZDIPBwOd4A8vdeEdHR7i4uECv10OlUvGMw0uB+/2+V9rKFLqaTKHTnGmLjuwz6XQajUYD5+fnK8w4n8/9mBRps9hwCpUmz3tRA0DlpAzpnPNKm0jJbqSwec6q3LRtjYcrQtIYKvuviMeiPX7P2C5PqrNxdjK7eio8cY3zQQWs9VCRqoLN5/OoVqvodrvBI4B1gVPnT5WKhgAs+lRlYdGhKkfld6vs1aiRRva41ZB8KK+E0LWO03oIfE4VMNuxIQ16bFqXVdYa6yet9Lfyuc65HZOuQVkgwO9Dil75WJWrVcC6aGmNGYsCNO2rBZeaxqvAx2bLvSqP+5WhEudcwTn3T5xz33POfeic+99ef/6mc+6/ds595pz7L51zuevP89f/f3b9/RuvaiOKIuzt7WF/fx8HBwdeUWqMVRlIY0v6ealUwsHBAaIowtbWFu7fv4+zszO0Wq3EIqAyOgn84sULvHz5Er1eD48fP8bp6amfiCiKfM4pBd4ew2m9AY3tUamoi6aKQhFTKrXc3s96VIhV8FkvXUNVyMw0UKYAbsITpOvu7m7itDQyONHkYrHwlxroRa40psDN0bI6T1xj0M/JpHR7oyjyOfWWhlZRkH6625HfD4dDH9LifNFI6Y0mepM226LCtif+FYtF5HI5fO1rX/Pvc8yhmLyiJtY1Go381mU+AwC7u7srNGP4S/mbsfdKpeIvliUdoyjydGSIjX1XHmQJIWh+roaT75E2Oic2Tq2GSxUnP59Opzg6Olqht5UV7Rvft0o7lUr5lF7lYxarpMkzqhvYhiJrRfZqYOytO5QJNXKWX+35P5RN/YweF2m+Lp6teffryhdB3BMAfzGO475zLgvg/+uc+/sA/mcA/sM4jn/NOfefAPibAH75+ncrjuMvOed+AcB/AOCv39ZAKrW80bxUKmF/fx+FQgHPnz/HYDC4NZVJESdXf7mAuLOzg1KphE6ngydPngCAzxbh1mWmr83nc39jO2/mprCMx2OUy2UvbOVyGQB8TFjjW5xgKnh7trSuWodcPkWodks631XlqCEYMiLDOUTtjAEDSOwWBZZKT72SKIqwubmJy8tLPxai5Ewmk0idWywWKBaL/ghZFvZXMzAURel4+S7HrUhLDRr7onNulTsVJOsiHe12eA1p6SmOFFgqfhoD68pqPWxPacowHT9XwY2iCOfn54k4KddaiL75DtvknYSkk24w07ngb+UNi+StstF+sc6Q0eT/VEQqd1p0jhmiWRfqsbLDfpAPVEYAJHKhSXcLSrTvIW/Dxpa1PxZgaLHejf6t4VXWqfNv61EDpv3S+fsi5ZWKO172qH/9b/b6JwbwFwH8D68//1UA/xssFffPX/8NAP8VgL/tnHOxnTUpqjw5CCoV66Kx6P+ZTAZvvvkm2u12YjGDhJ3Pl9eUtVotz9QkKpEl2ySCsAxO45LJZLCxsYFGo7HiDShDUMA0nTCUa0rFqNacaJSCqoKgSETrUgQexzE2NjZ85gyf0ylIpVI+xUkZvN1uJ2K1NAhUjrqIpKfXMfVSFYbShG2qYFkac27UZeZzZHhV7ETiDIdoyIV8oRtFlGcWiwV6vV6CPkSvw+HQZ/VQOdgYqdJfwxg6F5otonFUNfIs6lqTPlwAJS8D8Lt+rUEkr1tDaBXYOn5lm8qXCiT4nm5g0ncsGFHvzYYYNFRmFaZ6fyo7oY1pSi970JlF5PytwMmGcbSfludsZgiBWCh8ox4xx0IviX2mB62L82xPx7WufKEYt3MuDeD3AXwJwP8RwGMA7TiOaVJeArh3/fc9AC+uBzN3znUANAFcmDq/DeDbwA0zHh0dYbFYJM4UUYFTBrMK4fj42CtkJr+fnp5iPB5jb28PAPxWeRZNCVJGdM752665gMft87whh8pWBUcnXhlaGUEFWMMHwI17xZipIm1N6CciB+CVKdukkv30008TCyFUTBZ1WWbj30SOujkihAb4znQ6RT6fTzAy6zLz7hcHrSGJ4xjlchnFYtHzAE99Yz35fN4rjkwmg2q1mshssGELdZmJ5DTtkv21pyPqnKiLbhXV9vY22u12IrdYUbgVQItfVNmQ34m+mclCnqQiDRkKRbV83xrlULt8Tj1a9XIsyFDFoh6hyhV3IdsFduVfq4RV8SuNKSsav7dxaMu7nKs4vsnWUpnkmo8Nu6lBU72zLmyxsbGBfr+fSFHUPqh3YpG8xsMVHFrdtq58IcUdx/ECwE875+oA/i6AL3+R915R53cAfAcAMplM/PHHHydWv28bBAlKRcfwhXPOX+zJxckHDx6gWCx6ATs/P/f1KIqyCoxMubGxgf39fWxsbKBQKKBSqfh74qw3YIUv1I5+poiIE0ukoQx/TSMvSKlUKpGuZxcANVyg7qjG1xT9aYydzE7624OfmMVhFZMiQFUqilD4nLq97D/bf/jwIb761a/i7//9v78inPQ6ms0m2u02nHN+gw+Leksaz+ScqjKg0rZHyari0UUnPqtjZixfi0Vu61AZFSy33bOQHjrfKuAWQXP+rIJa1x9LU0WH+p31coAbL8vG+LU+zjv5I51O+5CdnVNVlmrAFABpvxX0qH5gX9X4WmNHntazUVg0XKH9VH7R8S4Wy41uofmI49gDn9sATOhvlj/RQ6biOG475/4RgD8HoO6cy1yj7vsADq8fOwTwAMBL51wGwAaAy2CFN/UmMhcqlQr29vZwdnbmb2EPIYxisYhSqeS3pHa73YSwATervbo4qJbW5h7rZEZRhFqtht3dXY+87NkZqgQVmfF9/s/wB5lxMBgkFq74LpErD5mxjElFwIwWu4NLx6eZKyxWEFXZWmUOJO+AZP9UwLSo6680JGpmUaFkHQxrHB0debStIS0+y3UH1kNXUxW2Ik0VeKKnVwmKChuNo2bDFItFT2cuYitKs8iVSoPb8PUWHY5R39dQlfZHlZgq3duKjlV3A7NejSdbw2KRo1WqQJI/Nf1Uc7s15GENkIIdLTrmdV6hBT9KC/5PvuZ3GoKxbSodNNsl1Cdb6LmE4tU2DBaqgzRgu9aQ2vJFskq2r5E2nHNFAP8qgI8A/CMA/8b1Y78I4Deu//7N6/9x/f1vx6/gLlVK1WoV+/v7KJfL/iowFp1oDWPwmNfBYIBMJoNGo4HNzU2f1pXNZj2qIsrR9zc2NrC1teV3jxWLRZ+ZYS2fnhtiXTsSn0rHZpCMRiNMJpPE7kRlRE62Xm7Li4ipgEMMDdzcoG2FQpnFrsZb4WO/FT0rAqXh0gUhnUMtGt9TxKP053sU7n6/j06ng6OjowSy43N8j8Z8NpuhWCz6G80ZwmKmTaFQwP7+vu8Tb5bh2DWkQlpYxKU0yufzyOfzePvtt/GX/tJfwv7+fmLDh9atHgf5gjsv+ZvP2hCC/dsaOUWiXDAnClSFQJrrOCzi1R3Cqqj1R8MjqmRVkZK2IcOlRka9P+VT5SGNf4eMrM6fntCpG6eoBDUkpPS2SJrrJdo/0s8aKmYBaV8saLFzpDS3aF95RgHKbeWLIO59AL/qlnHuFIBfj+P4/+mc+wGAX3PO/fsA/gDAr1w//ysA/jPn3GcArgD8wqsa0EECy9hRsVjE1dWVjyPR1SLhiIR4Lxvd793dXZTLZQwGA9y/fx+bm5uIogiXl5deMXNhYX9/P3Euyfn5uQ8NXFxc+B2YJHgIZSqRWY8usFlG39zcxHQ69defWcGwcUXnbuLZKrxWMSoja0yYdKXS5aKnbopw7iamzfe4e5RCYAVNx61GQ1EDmZ5js8bGCjH7q4hTacSNL6nUMuuH2S/7+/u4uLjwm6TYnm7hplenwsE+WrraXFtmFMXxMnXvrbfewl/4C38BR0dHePnyZSKWqcIOwPMi6cVnlJ8UsWvIwD6nCk7DELoOoECD9VmaWv7lb27uelWsVePRfF83R2mxhoigi0X5Sp9fxzPaZhwnzzfn8+RXjd2HFoKB5DG7oY0/bI9zod/ZNrSfIaTOuqgn7G5RHoZFA3Jb+SJZJX8I4OuBz58A+JnA52MA//1X1XtLe5hMJsjlciiXy9jf38doNPKKlNtpGatShnz48KF/hqf7EenGcexvju92uygUCnj33Xe90mLsFAA6nY4/+Y85vYzTAas5shaBqzK0yoSGhgt5GnuzQurcMoarSJsW3LpfVBz6uWUk0pYhGhu/psejMUC9rBm42YCzTtFoP1Op5QFe29vbaLVaaLVaKwcEsSgtHj58iGfPnvnxcI71kCmm0MVxjMPDw0Q8n2ENhlW2trb8RQhEUvTANEwBJC+1oNKu1+t+B+1sNsMHH3yAs7MzPHv2bCXWbxXk7u4unj59uqKAaOSscVM68EfDU5bGzLEP8QZ5cp0C5ng5dnvNmWZ/sH6rUBRFW3SpbVvlxfHaNR2+R7BiQyM2fKHrAGqolKfYNyr00LPWsyM/rUtDVa/AeuV2nnTc1uCxjEYjtNttHyXQ4zxC5U5sec9mszEVpCKWjY0NNJtNTCYTdDodDAYDn9fKUq1W/YQUCgVUq1UUCgU8fPjQC8LZ2ZnPGb64uMDV1RVyuRy++c1votlsendL46lMUQRWTyBkUWtL5a8TDCRjhTYrQRk25GaqAFrkqihaP89klhcS8xhbAIn0LaLH0BnfZLZQvrKibzI9lR/fIaPrZbeFQgF7e3uI4xgXFxc+dU/Habeja0ycQkMvi7SwW9PpSfEdKmTyFPP2eVnz5eWlV04WgTFEZheoNC2S7epxw8oXalDJN7u7uzg8PAx6YqocyYM0QqS9InM7bxq3VSRv8//tQqmOSw0C+8C+a7iGgMS2p0pfwYz1cmwIRENCOiZ+p+GOvb09HB8fr4SyFPDYsap82Pq1KA10XoiMKd8qqxzjOu9GUbk+y+8Yeuz1euh0OiiVSl73PH/+/G5fFkwCMLYcxzEGgwEuLi78hgVdUFElRdTFS337/T729/fR6XSQSqUwHo/9d8wG4fGYw+EQOzs7SKfTiRvhiUgZPlAGBpLIiEXdYP1e0dg6F9AyIZVJKMamClzbV2VKpcd6lLkXi8WKotHvACQEkt+pYLI9VQKcN7vJZzab4ejoCNVqFdvb2z7lUw2cRa2MASuDMxTA24CUDsVi0XsTuig9m808LWhMeGpku91eQXocl+4n4FyqUmDYTkMW+kw6vTzcye7WJU9y3ERVVAq6gMo5oAGyPKAnZSrq5LyTP1inVSQ671bhcdz6uc6P8rYqMVXIVrEpf1sEzGLrsUqfKcPrgI1VqORJjoft6ZhVNtn3ULyaRo7/E6hpuCNkiK2RVdpOJhN0u10sFgt/rk2v1/O7hG8D1XdGcdMS1et1AEuBZ1iBTKkWD4DfWGOZhrmVZNrz83NMJhNUKhVv4dLpNK6urvDGG294wllFaV06fh7aEQXcLP4tFovEiXxkPnXh+R6ZwKIVCgvrYB4339csB+DGkofCOYr+VMi56Mjzt1V4LSIiw5MOGsZQIQaQUJ5kvsFg4BWuChHr15Q8u+tUlZe98Ztj1pMMuTahSo0CNplM8OTJEw8GdBFKkacqGypr9TCskFqFaLN9oijyV7bxHeaOa9yeIRlrLKy7zr6m0zenGapbv7Ozg62tLfzgBz9IGFnr0ej6iOV75W812laRsw981ypVfVbrYSqk7m5dh9AVRFhlaL1V8rw+Z0MUzjl/fK+dc1u0bxxLs9lEq9UKLtQruCwUColbifgsw3hXV1cA4EPD0+kUpVIJlUoFp6enwf4Ad0hx7+/vo16v4/z8HPP53MdCbf4ymZZoxW6c4OIKMzhUgXNTDS8QPjw8xPvvv+83cQDJ1CdOgIY1VEhVkJTZFVHbz9XFZmFc6/LyMhHTpcFQhGMXPtWNDKUdqQuuaYpUgjQa1lBxkVNRkp48x7nREorj8vd8PvdZK5zTYrHoFZfSUS+6Zb1cn6DCIaImKmXRcBsANJvNxCH43ISl9OA8ku6hHXEaL6UR1uwgbX/d7eY0EvyeY1EeYyhQkbnOJftiv1N6A8tr+7h4y7ZVyVhFmUqlsLOzg+Pj4yACZ/saWmGbdkHd9mkdIud9oAQQGkPm/6rw1QCwbpUVi9KBm6ve9F3SWz0i6x3ovCpf8/fJyUlinCqXlKnxeIzxeOzBJdNIJ5OJ/451p9Npf6JkJpMJ7g/Q8uotOn8KxbnlItzLly89smHoQhUqcHNJQiaT8beuq4Cn08urw9rtduIMCNal54hMp1N8//vf9yfidTodPH78ONGmhhCUWflbmVEXM4gmlIno7imjx3GcuDKNn+k2eBVIKmp+TiFWBnDO+eyRUDokFWccJ894VoRrNzKQjuqScl3CCiZRnXoNVDikKxW0KkiOT1MOKWzD4TCR0893FS2yH41GA3/+z/95fy4Nx6LngBQKBR9iUdStB0Bp6AJYLn4TGdm4OumkO0JTqZT3ICuVihdcfUdDIuPxGKenpwkPlGNj4Wcct6I768np//r3aDRKKEXKz8nJSUJBWSWp7eucqxEJKVgtqhj1SjgqYI0Bh0CAypdujtJdslq4AM822fc333wTpVLJ91/b1RIKB3EcoewU9pGgh/N6dnaG4+NjdDodv85GL1/TVzc3N71M3VbuBOIG4DeckEia/mct4ubmJmq1GjY3N3FycpJw+xjHBm6QHhFCs9n0B08RtT9//hztdhvb29uYTqfY399fO1k6aYqIVLj0b4vG7ZGsikYswiPCJ5rQ0Mg6NMT30+nlvZNHR0cYjUaJLd6aWaHoTRWK0pslipZndU+nU+9ejkYjLywUVNLVbsBQYbbuviI8NcQaHrOFzxNRsS0KzaeffgrnnAcBupFGw2UahuL4yU+6GcI5h88++8z3RQ0LETgNoaJExi4rlYo/fyc0b6QLC+dD0d46z4400+esUrchNaVxHC9P1iSACdFZeZr9tghax6Qepyp1GwoBlkZZ0z5DStLSi3yhYILrKzSgmmXEoxI45hcvXnhDrn3X8J31piz6D81bFC3z9dlWJpNBoVDwm8r6/T7S6bQHnZSrUqmUOKflVYr7TmSVZDKZuFqtIp1Or+SDqruQSi13n5XLZezs7CQWMkejEVqtlk/9U+YFlrnhDIkw40KRRz6fx1e/+lVkMhlsb28jl8shl8utIB8bh9bsBnXR7TkhynCsSxnDolNgNS6ndWl8W+dQ0ToFstfrJdxkMrYWPq8Lk0pDa4z4HTMM7Dj1RnnOnXU/SQ96RNoPFqKQo6MjX48qExUwCnKtVsN8PvchqNlshlarhcFgsBJHV0/D0lFpQwOkqWKKKrPZrD+kTIt6iuw7+Sm0rZnjUjQZylCwNLAK0n5vFZEFQ7bPajSt0dVQXYhWwCrS1Xm3ytDWqeESpZnlR86JynmIhywIY7hH6b0uvm0/13HbECawlPt2u+3XXZihRAAxny9PJKUHyXg5TxtV2f7e976Hfr8f1OB3JlSim2rIuJVKBbVaLTF5URTh6uoKjx8/xtHREdLpNPr9PubzeSJm5dxy8adUKqFQKOD+/ft+Mre2tvwuOD1gP51OY2dnB4VCYSWHE7hBWcqEDD1o2CK0as/3rWumgqSKXxUkLbF+r/FlRQKsn33p9XqJUAAX5awnoUpb60qlUn53qcbT8/k8Go1GAvGyL+qFMKwVElwiIY01s1+skzcVqScTUrBKA3pdu7u7/mwZzhVdbFXYmnnBviuS45nh7DOVjM41lbmifypANUyMXepcWllQHmPqoVVsHLvSwp4yqfVoOEnRsH6vP1qv0lbnSukfx7EHO0ByN6rystJX61UkHgIv2qbKis7Tumf4mXoo1uDZkJTSJmSYNGSl9GOsmoqYO3n5zGQy8caG4UR6ZTqOdYbEz/Wt3/4pFRKQliabzWJrawvpdBqdTsc/Q3QNwFs07o4j0qZyAm6YnnVtbm5ic3PTh2UYNphMJn7BUlGGCp9ae4Yt6CKrArBjsqhbGYqo1AqwoggNlyhaW4e0dPyWrkSMymwazrGMzcJMFrsg2+/3E4peY53AzTkl3ISkXhSVpEXqVK4ae7c/7DuNCAvroTAXi0WP1kkDKnDSiII1mUz8zkz2qVKp+M85VyGUTF4gAtSx2PnhoqZVjFZQ2b9cLodareYXLe17qoAtP5A3VQGp58j5YVhS+2n5me8rX1mEPJ1OUSwWPa9piEaRskXNylchvtTPuK6g3+t7of7xWQ0Rat+08D0FXxrGsX20HgmVN3UL9w9Q3qMo8ufVVKtVVKvVBM11fm8rd0JxA/D5tel02uddO+e8hbLuCQB/ia9uW9XJHo1GfhvvYrHA+++/j0Kh4C8Y4GE/1WrV3zQSOvhJFZkVRCAZlyZj2vQwYJX5dFFV+24NhXPO7z7U2LEyjwqAGhc+q7Fd7YuOw8aiWbj9ne9x/HqcrF5xxvqYmaJxVQqOGrzFYuHnifQAkjfyKJ3pnWnYgjSkwlgsFnj69CkeP368cv2YGs39/X0Ui0VMJhM0Gg2cnJzg6urK54BXq9UVeqiyskqXhkMNLhVZHMcJerCsi6NOp1OMRiPff0uHkIKi4WbGjqLekIHgnGlog8UCAvuuRajOucTGLutpabGoN2QItA1F5Hbdwyo9VfbO3dwRqt6Rrde2q3OuYyAdLL0sKifyjqLIA0vnlutslCGexaQA8FVIm+XOKG5eWsuMBu72s1bfWm61zlqoHLiTsNls+g0+jUYD2WwWJycnvq6DgwNsbGwk3DadPA0lqILUSbUKVJ/R//WgKlW+mvaojJlKpbw7pQxsGV2RqzJxFEUJxRtiECobG3uNoigR69dwAuujkrECqHOhv3W7OXBzPrI1hHEcJy4JVuMNwG/Pp1AwL5f9oiEtlUqYTqd4+PAhfvCDHyQuo768vMTW1hYqlQq+/vWvo9fr4YMPPsDHH3+MTCaDfr/v6a68oOjeKhqlL2nGNEWLDjnv/Iw51hr713lXj0plwJ4waC/opZGj8rFGn8/Y8Ibygc5niK+t8rLfa73kGx2L8owevKUAQ2WP8mjTLLW+xWKxsp7DzDRmdXAslm9Vz7Dv7IuGG0Nyl06nsbGx4Y0oAShPiNTNhjbU+EWU951Q3HEceyWqaTVM3dOzGkIhjBACTqWWC5lf/vKXsbe3lyBOoVDwx8EyS4LhFNapyNaGDvi5omN+tk6B8m+LfHRjjSptChrpocpLhU7DOxpnU/SpAmKZwgqQDfuwHiJijo3jYMxXF5U5dj3jRGO0ZHo1FpZ+pNtwOFzxDDheDaOxPaVNoVBAvV7H17/+dfzO7/yOj5XrLS7D4RDtdhsnJyc4OzvD3t4eWq2WVwT0JJTXVBlZD0YFmc9yLmn0lPakjfKdzoUqU+U9/q7X64jjGFdXVyvKV/nOKm2de2DVmCqPqjJS/lEesSVkwK03F1L81shbedL3rKei7yqosnnnzjkfvqORo/zY9QurSO2YLJ11jASOuVzOp55eXFz4NTmGZ7Vee/zAunJnFDeFmcqGcU7d9KEWT5mdE0BCUBl++ctfxv3791eyG4CbBdF8Pu/jcgASt8So22TdKK4QM3Ph4uJiBaVoW6yPzKFCSYHhOOr1Oubz+cp9jtoXRc7W66hWq/5doreQ68cYLEMdIdTLNnnx7rpYLPtQLBYRRcsDwOxBQevcYp6eR1opIlRFZBWHFjWuTAlkKOf3f//3/XVkahyppLg+cnl56Y/dVcTG+u18so823mkVON+x4QHWqyEzu9GL7yqyV0XHi6X1c1XSoTgssHpQf7PZxNXVlUf6WizdNS4eCrmFlHaopFIp3Lt3D+12O3GKo5YQELKhK9LMKs5QrHydkdHv+bzduGM9B8vHfMd63Fr3eDz2MjIej1EqlRLyQVq/SnnfiXTAVCoV03XQmBtwg7q73e6KNbYIt1qtYnNzE3EcY2dnB48ePQqeMsZ3NEfaImM+a9sMCSWFlYtXtn9ab6hOy+DMYmCWDLMV9H46GjZlLDUu/E1BVHSuyP+a/l7gLUrk9yr8XGAjg1YqFXS73YRBUVppGxwLEY0qKu0z45IaH2ehYea86UYe0pMGkmMMeRzrwh/c/FUul3F1deVjkHzHGnQrwOtkKoQqrdLTubGxXLrZVinasJkFBTo2lTEdN4umHmpYRull61aaW7ra8VteJ621T7oYz2JlSUMc+gzbUQUYMixKa+1baG74vZ1XDXtZ78TWx+9paJnHzfFroRx+8MEHPxnpgJpqBSyV9oMHD1Aul/3uKhV+IjMStd/vo1Ao4Gtf+xreeOON4K4+RdYnJycJ5WKfZdFJoRJz7uY+SIu+9EfrtTFz1qsxVCpMVdKsg33R1ElF4Poc/9ZFSipLFipDvWA5hJJUIZD+/DyVSiXu59S6edkt+8YF6K985SuoVquehrxomHWyPUWFmoXC+adHxs9ocDgXjG9yfPyxAqt/k/az2cyjQE05s8qHCkI3V+kc69+q5JSfrLusSkeLTZflfKghoZFRRZdKpfxdnhqmYtt81mY42ZgxjZflV+V/G8MP0QK4kanpdJo418XSUNsP0Z87hJWGqhP4vAU3IUWtvLDOwNvvFdWHjBhpxLZrtZpPcWbqpDXmpOlt5c4obp5/DdxY+52dHe8OMqxRq9XwzjvvYHd31+dBAjeMkc/nUalUPGrVCSJKHY/H+N73vrdywWso9sf/7WRTWK3CVOWin2tdllkoqHSV9SYavqMKV2PN/J500zGzbhow6x6z/6rwtD4WRd5UqCEGV8VDJEwFSrqUSiW89957qNVqftwaV2Vbejks3yWSZDYQhZzekypg/ujCntKcwqXzzu/5w6NLSQPNEtEsACpSCzysEbVt8O9UKuWzmVh3qDCMV6vV8NZbb/kceOUpRcOKWvX4WeecT6dVHsrn84n3FKRwLpRemian865zBSDh9Sptoijyijdk2NivUMhDw4TKe/bntroVdOnnFl1bpao0UAO2bs41MYA8YnnOIvWQ8dJyZ2LcFEQSfD5f3kKzWCzPd97a2vITtb297WPAqdTyrOVyuYy9vT288cYbHv2pkgXgFXa73cabb76Jt956a2XRRidRY4T8P45vrj6iO0/EwHZVsdGyUolZV1XdbVUqunOOz6uQrGNGZVYqQhUiGzMmM1IpUQmm0+lEih/j4CEDYPuvfbKu58XFBf7BP/gH/sJh5paHsofspgQWbl+2wqvZBczh15RFFVIeu2rdeudcwgOwLrCOWcMn/G3DKnZM/Fzprh5Zs9nE/v4+PvzwwwQfKZ3V87QKjXTmPJKnQ/nn7BNROK/+C4VvQqhaP1P68R2OyR5toIpY7w9lsah9nUIHbkBMqA4FL6xH+84fDQ/xXTsuLdazUL2l/QuF1ayHpHXS+wwdPWDLnVDcqrCccx4JctFoY2PDCzcT1pnW1+v1MJvNkMvl8JWvfMWv3hJNkGEPDw/xwx/+EL1eD/l8HsfHx9je3kaj0fCEtMgMWFXeiij0iFEWu5iVSqX8AisRYEjJaTvctKL9orfBoyStK00m4XkNOh7LwNpXVSB8V1GfhoCY+8zPFdFpqMO2w74AyywRLpyqEHOudBcq2+G2ehYVQCp49oNKgsJlFS6LoiAKL3mQXoJVNmpkVbh1brVOK6A6HyHl7tzyGIbLy5u7ta0CiOPlTruXL1/6EJAqDctT2mdtT+dI+UyLGgcac4270+iyqOG0SlHnme0QnITow/YtErZGPAQQQjRXeiqNbH22WPCnhUANSB6pq7ygtNX+K0BU71CPmb2tfGHF7ZZ3Tn4XwGEcx/+ac+5NAL8GoAng9wH8j+M4njrn8gD+DoBvYHm7+1+P4/jpbXWn02lsb28jk8ng8HB5WXwmk8HW1hbiOMaDBw/8NuVarebvaxyPx4kdbx999BG+8pWvIIqWZx+PRiM8ffrUo/LhcOgzT9Lp5UYf3oATOuLRMgE/s2ECjSnaQ4QUEaqBCk2MhiKYz6vZJmybSFnDFtqGolXWyfCCjov9U4XvnMPW1hZGo5E3TIrSLWphyqKOodlsYjweJ86fJvKy7jSVg6IzpTWQPNuaMWubu6uCq33Vv/m9pphqW1YI9T3lAavoSH9FdhwP37VzpCEg9aB44Qf5iopN59OmFdp+aVEjEwo1aL649bh0rsnjIZTN/21Kq11fYT2cY/KxlRnriehvHatVunZ8hUIBURR54KTeiKJfVaAaBrHGTsEli/VA1sXorfxoeqw1aOuQvpYfBXH/O1je7l67/v8/APAfxnH8a865/wTA3wTwy9e/W3Ecf8k59wvXz/312youl8t4//338fjxY68Etre3cXBw4E8C5CCZZsajEhnLTqfTOD8/x+/+7u9iOBwmduERsTcajcRmjY2NDQBIKBQgeYYv69a8biDpyoeUDX9rdoYyIZFMaMeUohAqA57Zwf4qoleB0pMAKVDc1GRdQfZJ84zT6bQ/v5phHt3UoiWU5xpFkc8pZv+ppKz3osaItFHladtTIaOHoDm4iib1fVVodM+tUrDhB9tH7Z8Kv9JFBdoqB/KLltDzpCF/q2DzMwq+ejlaj4bKSFvd1auGxtYRxzeXWlhjFVLaSls1vJQZbU8vDGEdhUJhJYxjx8O6tS32fR16pqdr67P1qEK1BlXTINWI2ZuxWK+Vq3XegcpsKIT1RTyBL7Q46Zy7D+C/C+D/dP2/A/AXAfxX14/8KoB//frvn7/+H9ff/yvuFb0gCuIRiDx/hFuWT09PE6lxk8nEXz3FbaPz+fLyhdPTU3+EolVePIOZd1lubm4mXCpPFBFECqsehsQ6Wb8iu5C1ZVG3UoXTIigKXaFQ8O1a99EqC27c4Pf1ej0Rt1amZD0AfOiJoSgK37r4rCpXZVpFm1xgtQqQuwe1TvaNY+JnzJpQBJROpxNZBHpmOI2gnjvOYgWX/bTIX+eFnxM5sv9vvvkmGo1Gou9atC5V+qyLsfeQMlHFqOEjAImF+xCQ0H7r+Oz8kKZqsHQO+Ix6dOu2wrMvdp5Y7I5TPT6AfMYEAWZY6Ni0LTuP7KMaBK1nXVFDquNWoKXonH0l36sXYReRrWdu59nyiz3ZUMf6KtT9RRH3/wHA/xJA9fr/JoB2HMek8EsA967/vgfgxXVH5s65zvXzF7d25PqkOCanR9Fyj3+hUMCTJ08AwKcF9no9v6OOCno0GvnzTTKZDLLZLIrFoj//lhfW1ut17OzseCXCjTSpVMrHlW0czLp7Gq6wTMa+cxJVmWrclM+EEA/7EkKzilqtG6koi2EKomguiup4gOTN3upFVKtVDIdDf8ASx6qLnHyPi4HsP3CDSnT8urHFGiI+q4zNReAQmrKfTadTP4829mgF07qoqmD5DvNrafSpIN566y188sknnv/0HBTynvKK9plGWueSdOLcMfNJ+8n6lZ7Kc5YWGldWmqoXsE4xWC/FGjprTCyKD4VROI+tVivRtio6eoShsdm/bVGPdjKZrEW6NlxhvSl9RvnChlcU7CngUPnUftk+aCiJukTrUj5ZV16puJ1z/xqAsziOf98593Ovev6LFufctwF8G7hRyPV6PXEgC29YoYAsFgt/RGcul/OImahA0RoVczqdxptvvolKpYJ0Oo2trS1ks1m/cstNINd9SjC5EtGGLpSB7aTcMmYANwyr24z5nVp03Tyjsc5QBoa2T6SkfeFFugwBaeqX5jaTZnaLu45NXXAbLiITc8OQdSHZT1UEIeVJeoQuH+bfpVJp5VAj55xH+5wv/Vs3dukJhKrg8vk8yuVy4vzuKFruBv293/u9RN57yGOzKCukBK1yoYdBBWaVMV131qmCbd19i8KjKEosBIbCVtpfCxbiOPb9GwwGePHiBYrFIra2tpDL5fxFzJohpPNIHrN8BCQPfLIGRefOlnV017FpUUVtgZn+1vrVG1ODYvuwTm9YY6B90WfswvgXKV8Ecf+3APz3nHN/FUAByxj3fwSg7pzLXKPu+wAOr58/BPAAwEvnXAbABpaLlIkSx/F3AHwHAJrNZhzHMTY3N+Hc8lCgnZ0dAPC3sVPgeMzl9vY2oijC+fk52u12AmWXy2Wf7sW0P4ZKFosFLi4u/IFS9oouElqVrI1B60QqMmKc2DKBFVROrp8Es2FC0WEmk8Hbb7+NTz75JMH8vISU9SsjW+al0PMZKtl8Pp9gTnUHeU8eF8pCjK1GRPsPwB+VqxkuFrGoouRVT5xnKka9pIEKjamANL40FsxKWRf+IiKjp0WUbkM/8/k8cY55FEUolUr+rkAaRuUP0hlYjf2nUins7e0lbpansCpvcYwMF9gwgXpoIb6yz6pxDIWAtA6lgxqz8/NzlMtlXydpPp/PcXJy4s+6t8pYs5I07ZPtahgvhFbt/OlzCjL0M1XMIQVIeoYQP0NtFi2vC9XYEsoWC/UjZDRCzymtQuWVijuO438PwL933dDPAfhfxHH8P3LO/d8A/BtYZpb8IoDfuH7lN6////9df//bcchcmcIjLNvtNu7du+fv6tvb2/MH43NSisWij4PzEJfpdIo33ngDjUbDb8He2NhAqVTyQjIajXB1deU3+5DBFPFy0UMXbmxWhXWriVJD6XW6SYdFkY9FT4zjUjnM53M8f/7c18ti0+NY1IqrC8ZzVZg6yRCHCjkFgAvAXE9QZtN+X/PEihJQF1MNHD+zio4elqKQENOSlhaJUYhDYYBUKpU4YZCl2+0m3qei4pj4Odui96FCr0jeekL6HI0Jz4NhvXqVlsZN9cJh63qTNjasoMpLaaI8wf7reRpxHPubo7a3t+Hc8nwbzr/24fLyEu1227dRqVRQrVYTMsSxUVGznXUhJP1sHarVuDznx4aBdB40S0X1hv59m9LUuvS9UBhHwYgaRc6Prv1QD6nitqBLy21q84+Tx/3vAvg159y/D+APAPzK9ee/AuA/c859BuAKwC+8qqLxeIx/8k/+iR/s22+/DeDmIgTe8G1DArx8NZVK+dtOeNlrs9lEHMfeIMTx8gTCfr+PN99808dlQwgZWI0TapgghKD5jN2mbSfF/k+Eq99TaGlYeKSr9kdRu7paoYVMi0KsS6001T7qxiIuANGV13g1FRM/s2hFkawKj1V8ijyV1vyMjK7oSNcbGNbSdEnnHMrlckJxW2G3xpMeEJWhXc+wSoRlnVLK5/OJS4BZ1JvTueSVVqxfx6rxVhoFTYlUpa8Kj88rTVnm87mXpcVi4e9j1I1jDJXM58ubporFIgqFgs8K0bFouIT/Kx/Yvim/3Ia6dY5smCfksernFg1rnWrUQiEvfq/th0JNVtHzx3obHCvrCXlRt6FtAHfjkKlMJhMz7e+9997D3t5eQvjYRy5gasaCElTjd3TrWq0W0uk0Pv30U/T7fezt7aFareLRo0eJ8IEWRdu2qEApY5JRFSkByY047KuN4wHJCVNhVsNCpEwFoowa6jPboTCzz8pIVmj0DAxlzFQqhY2NDfR6vcSCnI1Zar9YQqhe+6f9VcUOIKEsld6ZTMYrY4s+rVGjoufYFRGFEDTnSoVex2VDIQoArLJSZWQVg9JA2wot0irdmOPvnPOX/OrYdB5sCMPyI8fL/PFsNosnT574PPdUKoVGo+EzuDqdDq6urpDL5VCv1/1Z5qPRCNls1l+ewbH1+33UajV/o7r2zdJLQQv7xYuEmTGkBlSfsx7HumKVu/ZDPSp9Vv+2xlAXxK1hJ/AkALKJDFa/WePwB3/wB2sPmboTOyfz+Ty+8Y1voFKp+EUxHneoRIqiKHH0qHWhgBsBmEwmODo6QhzHODs7w+XlJRqNht9Zqe+E6rCWX5WDCjhddx7MzudUYHSCbmMsulOauqVFj7i1/dM+23YY+6XBU6WtDMxbU4jgqTC4QHh1dbWy8KRKWZnQhoE0NzjkcurfKkjs03w+T+QBExEqAmVfQgdmkbaqrOxZMyEjrv1X70uVvzWwyrNs2xoIRcFKN2D1nGs1uur15PN5vP322/jwww+DITnLazakpHKVSi3Pr0+n0/7qQO7g5FoFb45yzvmU3NFohGq1isvLS6TTady/fx/T6RSdTsevc1Sr1RWjSNnReLhFtIPBAGdnZ6hUKtjc3Exs3tHnlG4WyOkYQzSxSlv5UT18FgIbO1dqEElfyqtdCFeAFgIxFoWHyp1Q3MzNPT09RbfbxVtvvYVSqeS/V5eFg7WIgQQgIuj3+5jNZri6ugKwZIrRaOQXPulmKrpVQqoyWZcTbOOISnBVHBrKYH9ZlMn0MyIQReh6PjBDQswWIWNQ0aqBY/uqpJRuFCS9GUZ/1J3UOD6/i6IIlUoFvV7P16+Il8pUf1sFxncs3XWHowqtvss2iYD4vlWkWiyCUoOpCIrz0Gg00G63V1xchmfsnHO+7PqFInOL6HW+2AcdmwIW55aXIv/gBz9YMY4aq9fwGEGGfqZeYrfbxebmpg9pFQoF9Pt9jxh5pCzHz8PQCAomkwmePn3qlX86vbxgo9VqoVgsev5gFhlpr140+7VYLPx9jVdXV96wWCOvCpO0Ux6x4T9+bnnEzoPyln5m673Ni2BhSq0WNWTk9XV8FCp3QnHPZjN8/vnnAG7CAeviiIpiiAr5f7fbxUcffQRgGTen+8aD3xuNBvb391Eul33sjkXbUua07QPLRRm9mYUCrLFXG8ZQl1AZQpUYcIPsdfKJJHTRhXHJYrHokZEqOGXIEEpn+MS6hooYVOmSKe1CFJ/v9XoJ4bCMCtykpfFvtql9Vbppbi+NFttVBEVGJ/Ord6H01dxsq8hUuGyoKo5jn4Ns+66GW3OyM5kM7t27h5cvX3r68X2N6dswEnCj8BU0hMZtUZk1hjYMw7Eqjfv9PtrtNmq1Gur1ur/jcjAYYDAYYDabodvtJrwYKmai/Mlk4v9fLBb+hiny5tnZWWK9Jo5jfwu6hj6UlqPRCFEUoVqtYjAYYDwe4/z83Htb0+nUJx8o8FoXMrReENtW3mcf9BnrpXDO1wEHm2kVRVFiIdy2r/9rWfc5y51Q3Dz/2DmHvb09NBoN/x0ZW13BOF6e6TCdTlGv15HNZtHtdvHhhx/69EFeW0Vl+rWvfQ3NZjPhbulkq1BZIdHNJKlUyp9KyNi2Wkqb220ZU4Vd3Sb7DttTZaDKKY5vUvVYF3+zb7o4yv6pcOg7FOqQe6g3nliUqX2j8rKC4pzzG52Y1aKoXNGH0kVTLa2g2JAUFZVuCrGf53I5n6FEhc5+6qIe50Dpp56GbmZiGwyl6CYn3orEd0lzq6jUmKghI22cW96JenFxkQAMtoS2jquyYVEemkwm/gb54XDo+9npdDwf6TZ2joWKnPH2QqGAarWKTqfjc/h512ur1UK32/XZKjxqgmPX1McoWmY78Yyhvb09H6o7OjryfeQc0zNXEEXFab1Z68GtQ9jrkLXKhPImx0B9ospf9YvKu75LOihNfiJCJfP5HO12G++//76/aoxFXXUOvt/v+xu4B4MBOp0OHj9+jPPzc6TT6UTeabFYxLvvvovNzc3E6XbA6hZVdf/1OQqwunecEPbRohudGF1oZbs2lMJ6gJucUhoGvTiZzy4WiwRdbMxbQxKhzBlNF1QasH0qI+dcYjea9XKUFjR2pIciWsb7NJyUSi3zqbkApbRQL8GeBWMZ3gpgaLxEaSGjSYSnoSOdn5BC1bkmzegt8jMuGup4FM1rO/q3em6sjznglpe4ABY6HjVEL1VEzt2cI864dD6f99kkxWIR1WoVJycn3qjxaAqCFM5NLpfDo0ePMJvN0Gq1/OdE3+l02o9BvQ3rXashpWfHcAt5L5/P+yMrAODy8hLlctlvutNQkxpg3ZS2LiyqSlX5SWnHZ1UG2JbN6tLfHK/yFIAVJc3Q522o+04obgrwfD7H5eUldnd3E0iUhe4z3bKrqytcXl7is88+84fes56NjQ2Uy2U8fPgQtVrNT57NQLFEVqSok6zupwqDKmyNlSrRlYHYFvtp0ZMifh2/no2t9Aj9r4rXTj4VpGbmpNNpjxT1Zh3+rzSyoQ5FOjpWfqfKTIWCn2meuHo5Ni7PftNjUmSj82RTqxT9aG6txqj5jGaLWJdZ0aeGMLRuNeraFzWeSlude21X6+U73PhiERtwcya1ddOV3xV5Kw8MBgOUSiWcnZ1hOBz6UEehUPBn4HOuOEbGvDOZjF/sZ9z6rbfeQhRFePr0KSaTCUqlElqtlt/QNZ/P/W5Xe9YH+99sNpFKpTwYI53K5bK/s5G7psfjMTqdDubzOTY3N/2JgBpmVGOnXpSVH12TsIrZImLLy/qMzp0CKou67dyzjMdjdLvdtZ4V8AUPmfpxFw7+008/xWAwWEkFVPfm2bNnaLfbuLq6wkcffYSPPvrII0K6w3t7e3jvvffw7rvvotFoJKy5dX1ISBKPiEAL+8P6Wax7m0rd5DtTOWg7XLBRwSVjMHygOdqq7Bk/VMFU+vE3PQNu++fn3NSjSJ3f2RCBMqGiDAq9LhyrUs7lconxa1hKd9IpIg+1o4VtplLLfH71YnSXpNJcD3LinOs7amx1fpVPQshbwzBqxFXZ6niIAKmkQghPhV0VmQqt8pfSjkBGQ1gWgIR4Xw0Wc9yjaHmKJvdMjEYjnJ2d+cws5R9mHs3nc7RaLeRyORwcHGA8HiOfz+PevXuYz+cYDAZYLBb+6Ip6vQ7nlnH1TqfjwycqB7PZzF+Ft7Gx4c+mJ2/du3cPcRzjxYsX/kLojY0Nf+E3+cB61qSRzgvnXmmuvGA9AetV69xrarEqaiunIV5jPQQWzJi6LVxyJxD3YrFAv99HsVjE4eEhDg4OUKlUMJ/PcXp6iqurK2xsbODw8BDZbNZfhHB2dgbghimdW56K9zM/8zP+c04GfzRcoi4kicr+8LOQguT3Wo91t4Dk9nONcwE3KV6cbE0X0mKRQmhBShU82wXghYJIURfiNNdWXUJFh0SXGrYgIldvw+ZEaxiJhsGGCmwqn21Lx8J5pIKxSEnnWudHQzmheqnMyRd8R8M+qvhD6xcqxNp/XbBW40L6Wj7hGJSHLG8q0tf29V3SXtPsSANF3WyHCLVQKODg4MArVYaPxuMxUqkUarUa+v0+hsPhiiHsdru4urpCqVTCH/7hH/pzcAqFAg4PD9HtdtFsNv057/l8Hv1+H1EUodls+ud7vR7Oz8/9pd+1Ws0jdaXzYrFAq9XC1dUVKpUK9vb2AADn5+fY3t72Rz1zjKFwVYiHlIctT+n8qYHUvlkDq/RW+bLtKx8xzdN6I7bcCcUNwFv0yWSC7373u2g0Gri6ukKn00GhUEhsy2VMXC1kHMd+95dFpZwQVcjW3b0ttMHPFGGR2CrkrCuEdIg+rbtkn+ffVsHqYpwKuv1bFQJjhJqhEMexP29DXf9Q7M2ibxaGKrjxxNJY3UsqaXumN2mmc6WhBVVAGtfXebX1aY41gAS6LhaLidgq+1ipVHz4jW2RblqXRbIhREzaaJhJF4l1cU/rDXkhfIYGVM+pYds8e0d5h0aeNNHfHAMXidPp5WUk3Mg0nU59yh+PBWYoixdYkBcZViiXy/47yvDx8TE6nQ729vawubmJbreLXq/nN+gwI6TZbHp5nUwmODk58eObzWa4uLjwISK2PZlMsLW1hXq97s+nf/LkCXK5HEqlUuKgKyuznBvOsx68FZIjO8csOjdKX50fCxSsDFne4fdRFPmr+dZ5ocAdUtxkttFohFarhdPTUwDwB0YxNWx3dxfj8Rj1ej2hQIkGeGuOxhptzFmJBKwuTqhg2zgTkQwVHBUVi7qxLM45f4AWb5YPWWQ7iczRDnkIWkL95OdA8iZu9lHHrn1VNKB9pGKlsdLDo3RBJqToaSSozFSx7u3t4fj4OLErjjSkwreCoP3ReLW6nYrU4zj2RxxQAdI76/V6CeVnFbS2p3yj9ZOOVuBLpRJyuZxvg8i12+0GjTdpZ70EfU4Xne01V+sEXZVXHMe4urrCxcUFtre3feZLoVDA+fm5P6eGO45JXxp4Ndb0lDc2NrCxseFDJ2dnZ4ii5f2ilUrF9/fi4sJ7X8wEy2QyPgRWr9f9DkmGXYj6uYbFw9WazSb29vYwny/vnmVCAkN1FjhZ+Qh5r9ZYq2dkdYr1jhRlKx9pTD3k9any13tQQ+m0Wu6M4tbFMeDm3AXnnL9X8t1338XOzo4naKlUwnQ69WGWL3/5y3jjjTcSk6QxZVUK+ttmi6iSsyEOImyr8Pgd+66MEUXLA3r0cxVS62rp/zaDY13uLp+lMWFbVICat61Il0UPYrILb845bGxs+HNfiJ4ZNrELPhoi0v4oo3In5MnJif+fY6N3oodPabFGke9QaTrnEh4O29Z7PCnkHCfr4ditIKqg6jypoFvPiTs++U4U3WTXaKgmlDWj7enf+Xz+1gV2fZ5zrdf7jUYjv6ux1WphPB6jUqn42LJm/7Bf3FZPj5Y3TNF4si4i+XK57FH2fD5HvV73h75xDpg33+12/Y7jVqvl544pqOyTKtDZbIbT01M0m02Uy2W/mGrBA2XaenK3FQU1oaJ8rbJqQSCLro+x79ajYp2aM38b2gbukOJWgaBAzedzVCoV3L9/Hy9evPCWGgB2dnZQLpfRarUwm83wUz/1U3jzzTcT+ZRat7q3SmQbS1KCWrdWiyJhZnyoS2rjWLrdnEUFUv8PuWjKjPqsPq+LTmqccrkcvvWtb+H73/8+zs/P/TuqQOwhTKQXvx+Px34xiO1rbJsGzTI25xG4MaL8UaSr4ZxQ3rB1Z3XsrIu0pUFXOuqcs96Li4sEb6gQaa4z58Gi8JCiZP90Qwp5mhkVWkIgQJWN9o2f2z6psrFoPYoinJycIJVKeQXc7/fR7XZ9G7zDlWEttst54HOMVbNPmUwG5XLZb4d3brkIzqMrqKzZ3/PzcxwcHHhvgYvLJycnqFQqPsee3jWNB8fMcEqpVMLu7q6/6nA2m+Hhw4fY3d31tFq3sKd0CfGUpaMCNQ1l2dAJ54P8a71j3bSmXpbOca/X8ymTGuYLlTujuDkYVQbOLTfkbG9vo91uY3t7e8XlrNVq2N/fR6PRCMaWrBLXCbEK2YYGVBlZl0nrXbewaOu2EwckN0Po9/Y5KmW7EMgxsQ1bqCy+973veZdd32EflJH4mfadi1R8T9MCNTxif2uuuE2PYzyShVk33KQznU79bke7aUVpp4oWgN9arUrMKjSdE0VA/Fxj9zofSiPyK3ADAujV6emJpJMWVbjK+xbxaXhGeVY9G/Kqzr91z6fTqb86jN7O5uYmptMprq6uEp4uvQUqQM30Ig8xxGE9OY69VqthPp+j0+lgY2PDh19evnzp55Y3XjH3mzzChWs9uliRLWPqmUwGg8EAzjm0Wi2/JsQFU54WyrRFq2BJZ46Newq01Gq1RKhLdUEoLEhZtspdPQAbjuTYmLU2n8/9MSDryp1R3BwMFz4mkwl2dnYwGo3wgx/8wJ86dnV1hel0ilarhVarhbfeesvH0cjcikrI3MBNfNpaXSAZm1Vhs0qcRVGgFRi12or0rXIEbtConUy19kTNFq3Zwvd1URNYCu35+Xkw0d8iCkXAqqxsn9So6Bj5P+dRr+GypxQSVVFpKCrhCYT8jiECRc5qPOwcUIkqSuazSqtQmISfq2JWIaKhsKe9sV7Le1yQ0xAUaaT5+cVi0W/1DhU1hvZYA0t7xktTqWVa3WKx8Ae3EfDwmkCmnjHUUSgUUC6X/VWAABILeRyTrivUajV/8JTGmYnG+Sw3QnG+ibKtYbKLsUrX0WiE58+fexo753B1dYXxeOxzvcfjsT9bJp/P480330ShUEjMvZ1rVdqcA+a2q8K1oUTVI1bG1XvVzCANj7At3upFBR7y9FnujOIm2qISvnfvHvb29vDixQt/gM2zZ88802j6lsYEbQI9S6fTQalUSiAvS2D+tgocWF2hDyl6/Xsdklb3mivbGndWl5X9tOlqNnSgaFNDP2Qwu7HAInsbc+M4FWEokmY/Q5+TBvl8Htls1i+2sF9ENjy3QjM47Hj0wP/FYoFKpeKRP0MhfMfGBdVl5rEBnHOdFzV2GurhHKgB1LRKi9D5PRUN2yevathHAYZ6ITzCwHpTlqdITxvOUoPI9YF8Po9Go+GvYavVav7gtcPDQ0wmEzSbTX/mO+eFY6QR5eJgKrU8FIpIl8dVkF9KpZIHWXYrO2llvQvyGXlcU061WBChdKFeiKIokSVDY3R5eYl6vY5yuZygrcp1yOvU+dZx2NBaKPyh6Ft5RT1mrQNYAhSecX7nFXcms7xvkik9b7/9NrLZrL/dXbMHeI0ZzzygCxRye6lgPvroIwwGA/yZP/NngiEGFuuG6meWiexksC5VICF3mJNMZaXpc7b/FtFbNE9FqUhalQEZRBcPte8hN5505iYLy8isW7fkWmNAOuidlZqmRTSugstQA+tjeERpbHcPam66jk+NkKJ06xUoPcbj8Uqowq6XqOK1dUVR5Bd4lXdCHhVDN/yfsXAdO1Er+YNtMnTE+hnSUO9Gi96ATjpxEYwZOzykbDab+Rxi9oP1kg4EURrCcu4m9ZGLjpq9o0adYSh6Rcqv/J60VmVM74r10UNQGet2u954OLfMNGPdR0dHGI/HePPNNxMggv2yIUgaE5XBEMgJLeSHPGydfxblk1wulzidU8FoqNyZnZNUFvV63U8+03y4K+ri4sLvktzZ2cHu7m4wFkRlxSMhX7x44fNNgaRCDcUULTpWo0CBI+PZOJYqjFAGCIvu9CINtD09jc1u/FCFrEqd3+kzrE+tvx23MhcFk3WGFhPV1VcDou3T4FqjFsfLxader5foO59VRGnHw0K66sIV54Pj4dgLhYK/WzM0Dyokin7VreX/VimysC2i2pAnBqzuvFTeskpdC2lNBc2zRZiPT7rxOZ0nnvbH8X388cfodDr+BhuGLygbRMpU1tZ45/N5fyyyrlEQfKXTaR9nVsOj80XeZcjEAiVryFOplN9YwzniIip5lr+pzNULWCyS15kpXRXZqx7Q8IXqk5OTExweHvrURqto9bcW9WAUSKiMagg3xD8JXlr7zZ9iYaxre3sbBwcHfkvqw4cPcXR05L8vFot48803/U0c7XYbDx48SKBKDrrf7+Pk5ASTyQQ/8zM/s7LdXBdzVOmRISlM6soBSeWpSEQtKhECBcq6WqlUyqMdNRJ0oUulkt8uzKJ/64SyPr2VHUgeBasegM1K0Lglb03nd8povNCXSowxVB2jTfvjuLjgogqXQs3/bbybRTOMrBJRulgvR0MSjPmvc9tV0dtFaxuK0Fxiq2wUSVqD65zz72lsnArIIjoLJvj5aDRKGCjrOTGWbvmK9YzHY2xsbCCbzfq7WWezGabTKTY3NzEajTxyVaNAw6WL5NlsFqVSCVdXV14e2B77wTAfaULeVKWv/KI8rgvPw+HQ8yBPImQqqSo/3kWrfSE9aZRoHC1oU3ni39wpykXc8/NzjMdjZLNZ9Pt9ZDIZ1Go1bGxsrAA+HZPOA4t6ndpf1WPryp1Q3ACwsbGBN998E5PJxC9y8DwDDuqdd95BqVRCt9v1yf2cXMY8nVtucnn27JnPPX333XcTZ4zYsAeQXGy0bhOJaxeqyFycLH6mVpwCQBSpAqrPa/1U6sBqrFzRmMZ/1forY6oi5W+7kEKGr1arHlnYMSli4VnLimRCxlDb1O/sBQMslmlDC8K3FdJYXVuGQCyqJb0VResxBBp20IXIOI6916fCryjdemlM71I0pkBDBRaAXxtYRx+LHkPehA2rMczy9ttvYzKZ4OzsDJlMBm+88QbiOMbh4SFqtRr29vbw5MkTDxwUkNBg8Jx70oJ05tV23DCntNE9FMoPpIPyuI6Fhh+AP0eFMXddgCYP53I5fyojx89+dzodnJ6e+kVKHmYFLGWOV7cxJ1y9y8lkgtPTU78OoQvprVYLu7u72NjYWMnQ0tCPzpeCBdan82fn1ZYvpLidc08B9AAsAMzjOP6mc64B4L8E8AaApwD+WhzHLbfs8X8E4K8CGAL4n8Rx/M9eUT8ymQw+//xzLBYL7O3t4fLy0qf9EK3M53McHh76hYZCoYButwvnlmlKp6enPqVH83jXuUPavipgGy8FVo/DVEZbLBbI5/NwziVWzFXRUyGqMlRFqgLMoihOP2dfrfDq/za8EnpOv6OQ7uzs4OjoKNFHvkdFyvsJSU/bbw3NEHEpqiJy4hjVeGnoxTnnFYSiVOAGiTM+zPbVW6JAUwmpMctms9jZ2fG7/NTzIOoPeTmFQsEvzJEn1ChxLLquwN+8bEIVF/tjlVCoWFBgESrrVQRKWnERsdvtotPpoFKp4OjoCJlMBvv7+9ja2vI5/vfu3fM50zTONGTFYtEfOUywwOvlRqMRarWaV6JnZ2eJcIgaNPKO8ozlOf4/mUwwnU59e7zJqlgsehTN8euJmxqnZuiS5x3xuFl6DOwrD3gin1L/cAOa6gMuAE+nU5ycnGA8HmN/f39F6SuYUa9UdYoadMtzofKjIO7/dhzHF/L/LwH4rTiO/5Zz7peu//93AfwVAO9c/3wLwC9f/15b4nh5g8poNEKj0fCHu3NSmG3C7eJU4lEU4dmzZ4iiCO12G9PpFJVKJbEy/sYbb6BQKCTQLouNCwPwGyVCCkuVPyeHyI3hBFWYIWur7WkMjv9rLDOkFLUfLDrhOtk8UY1pXYqerDGI4+VWaL0sWMehz1MxKYPSHbZxe0WPil4YTtLwh55AZ119a5hCtND5VKMKILEeQaOi/bLxxXWFB/nTq2G8WRGWLgiSDnyHmRsAEigegA+TMQ9dx6JzoYhNbyTSZ6jE9S5Uri3w7kjeFdnv9/15KNzCzkQBYLlBh/PPFEPSqlAo4MGDBzg+PsZ4PPbKT28hUp4m/TleNYAaluJnCgCIpOlhc3ct+6ZKV3mGOy/Jp+qln5yc+PAVT0rkWgUV/2KxQLfb9XXzzJXJZOINFc8ut/OgRoSfWz61Hjef/2Mj7jXl5wH83PXfvwrgd7BU3D8P4O/Ey1Z/zzlXd87tx3F8vK4ioiIekN5utz2D69ZYEoEr3zyRzC6mkKHeeOMNPHjwAEByV2GokOB2I4KiMfaVvyk4JDItcEjYtHCSdDFDY8+2aJ9Voelvi1qVuS2yVteffef7REj6ucY7gZtrz0gHXVBTxKRjtx4CXX5VqDxPRG+TsRkxFFI1dvxcUQvb1jAJkT7bY1qcCiiLvhty4zUMoHzBtrQfSsNUanmwVa1W8wpUFTFjqgD8fga+S6RLRUwUyXfp0WmfBoMBzs/PcXZ25jO3yuWyT//jEbjcIEMlViqVMBwOvdGnJ6Tb2pnyWSwWsb+/j08//dQbC70lXhEnDZvNgVdaqQzZ8ZDGDFepPOpcad0qN3yfdTYaDW8QeIkEDSdpzoVU6hAeITCfzzGZTHD//n3/rrbL/H3Kuw2Pab/V4wrF3m35ooo7BvAPnHMxgP80juPvANgVZXwCYPf673sAXsi7L68/Syhu59y3AXybhFwsFtjd3fWDYxyKd0eq0Dx8+BCXl5d+EYVKvlqtolAoYH9/H5VKxe/Y0gkj0XjIuyJEVXw2nGAFN6TQgOR9gXxO6wCS22s1H1fRML+nggeQiG3aZ22xLhnpqv1RpEvm5LjUQOiYWTeQvOHaFlVeNmS0rmgamm6eUcNAhcq/NXtB+0IvSEMSelaJGl32TRGSLqytG2uIT4g0lT/IE+xPs9nE+++/j9/5nd9ZUSw6T3rOiS7wqpHUc12GwyFKpZJXKkTZVL6Hh4ee/wuFAnZ2djAcDtFoNDCfz/3RrVEUYXd3F5PJxN8Rye3tURT5thg242l/PDtbs1TU+Cs/cl7UICivKH9bxa9Ag54pn7femT5PWSKoUSMKLLf0t9ttX7caRuv5Ma+91+vh5OQEGxsbaDQaCdklr6q3qjF/9km9jFcpbC8rX+gp4GfjOD50zu0A+IfOuR/ql3Ecx9dK/QuXa+X/HQBIp9NxKpXyB86QIZkNwDCEcw67u7uoVCo4PDzE1tYWKpWKX2XmDe5ctCQjqPKJouWpZdyya11kywi6Qq+fEzHYg/n1WTIlzx8mstH3QwfKqCKyfVMFcFux6FAtvMxBwpVUdKh903Epoqby41zxUtSQx6HeEBURn2HIRAXSGjnWq8hVx6BCrQaCRt3GkjUUpRkx+rfNGuIc6JxZL0n7zfr17BUAODk5QavVShjKkLJRd11/QgBiNBrh/Pwc8/kc7733nq/n8vIS8/nydhiGeUgjouqTkxM8fPjQK/DxeOx38TEESYNEhaVzxfQ/bl/X0AQNK42gjpFzHor3Kr+R11SulO52jnSMtk7G6dPpNA4PD1Gv1zGZTLC/v4/5fJ64yV6NhxpW5R3nHNrtNgD4zBJ9V8Od6lmtG4Mqb51nW76Q4o7j+PD695lz7u8C+BkAp+46BOKc2wdwdv34IYAH8vr968/WFueWwf9UKuUv+s3n8xgOh4k87kajge3tbZydneErX/kKSqWSdye5Y6tUKmGxWKDdbmMwGOD+/fsJZdlut9Fut3H//v0EY1jLDqxugSZDKCOoQtTP9F0qCgqxKl6dKCocRbSqgHi8JQ/uUWWrTKH9VaZTBGrHpHOhCtsqfB2nGhKN11rly881NdKGrezisO2jVVah+L/SQPtOpaPjsPF6Sws1nDpHcRz7PQE6VxqT1XlQ+vN9nrCoBlD7afmH4+fGpUajgVarhXw+j93dXXz66aeer7lAuL297TepMSTFvRFEgS9fvsTl5SWy2SwePnzo+0f02+12fYiACpn9ZQggm83i5cuXPi9cx0p66EImwzNKe/K6ekc6T2okQ0ZOw4OqoDkPipx5/k2xWPRZa1EUeaTNdQ/lK/6tZ+moN8kjbQ8PD7FYLM9aKRQK/no1y8MaGqXcaHaW8tO68krF7ZwrA0jFcdy7/vu/A+B/B+A3AfwigL91/fs3rl/5TQD/tnPu17BclOzEt8S3SZDt7W1/ihmt2vvvv+/vtHPOoVKp+IVKfnZxceHjd1zxpvtycHDgBYUxvE6ng1qthkajsRK75MSr220VkBa7a0qfs7FHW/RZzedUJczFnX6/jxcvXuD8/BzD4RA/+7M/i3q9zvnxzGuRp1WcHJMyBRfS7JGnquSt0dIwiKKu0DPWMLAvFnmpsrbGiHNjhUm9A6JpnTd6SxrXVhppX7Sf1rXVHOZQ6qV6ZTofoaKLdmxLlT7/zuVyaDabuLy8RC6Xw8OHD/Hpp58ijpdnakwmE3834WAw8GdqZLNZf8Tq5uYm8vk8Dg4OMJ/P0Wg0cHFx4cNi0+nUKxiO6+TkBP1+329bbzab/qx7de3Zf9420263E0kDIU9BUwDt3FnP1vKL8qyVFT6j+wusLLE4t8xQazabPjc7lUr5g7Q4J9QByh+6u1bnbDqd4v79+2i32xgOh5jP5+j1ehgOh/7uW+shs288+papyzygS7fmB/no1m+XZRfA370efAbA/zWO4/+Xc+6fAvh159zfBPAMwF+7fv7vYZkK+BmW6YB/41UN8JAbbrmNoptdUO12G1tbW16BA8u0qqdPn6LZbOL4+BiLxfIEswcPHuDFixc4OjpCKpXy/7daLezs7PiTyVKp5VGSDLEAyUUvEpVo0oZDlPDAjXCzKFJWZaDKikWFQOkxm83w+PFjn/TPOqbTKbrdrl+UZc6pMrZ1sbTv+p1F7dYFVtStm2aIWrQO/q1Mb9uygqZhGC5YMW3SjsG+bxWtRV4hDyikEELGRV1WjkeFWm8n4fxp/dYLsOEea5h2d3f9tvO33noLn332GQD4NLj5fI4PPvjAv08jSeR7eXmJyWSCbDabSFE7PDzEzs6OP7iIcW3GqLkzeXNzE51Ox3u7i8XCL16+8cYbaDQaODk58Yt2zKQhclegwfGr16X0C/GMBRnq9fEZ+14IQHCXo02FJa0YHmV4Q9fO+IyGNEIIX8EcPx8MBjg9PfX7IHq9nlf0g8EADx8+9DnoKu/cWDgcDn02C89FZ7bKuvJKxR3H8RMAfybw+SWAfyXweQzg33pVvVrIfLPZzFsdrvb2+32MRiNUq1Wk02l/5m4URfj888/9wstisbyNo1AooNPpYHNzE+PxGIeHhzg9PfU3QReLRVxdXSGdTuPRo0f+lhIgGaNWpMf/FSEoqqLrdz1+/7lNI+T3RIe6yULdvMVieVb0y5cv/cLP1dWVv7Hk008/xeHhIabTKf7cn/tziQOp2LZmftiFPe0T45FMA1SGtQo4jmOcnp76eeBWcnsWuaInpk0p86thJF03Nzf92oPWpWEDG+phXarkdWFPwxg6d2qcWS+LTcnS7yzqs/yh/bIu+2Kx8Kmus9kMjx49wtHRkb8ujArnhz/8oTcMzCjRPiivx3GMi4sLHB8fe5nhAUuNRgPHx8d48eIFoihCuVz2RqBarfr0NtJ3Y2MDL1++RLVa9c/t7Oz4VEGe5c35ymQyPkuHnmsul/PZMlYGrAendLMel/W0+JlF6jY2zowc671xjAxh8Ax/lRk1NGwvNP8q+9oPXhzBOSMQms/niQPutDjn/GmGNLZxvEycuLi4CHrqLHdi5yQXBXhqnCKmBw8e4PHjxzg+PsaDBw9QqVT86nmr1fJuEYkyHA69Evr+97/v77obDAY+hZCCUSgU8PDhw5XtuCyK5JRhbcocV++tYqfyUGUE3GyX1/8VFV9eXqLdbnuh6Pf7XjnzxhIKEyfexgEpMDQQin6UQVXRqQKn8KjyHg6HeP78OR49euQZjCWEkPUZNYo25rtYLLzLqkLEmC5DE+vCKTpH/J5Co0iJ33O9Qb9T1560s/FrnUOGmMgLbDOOYz8vvV7PnxN/dXXllfNiscAnn3zi6+NmJNJG50Q3MHERl8Zbd+8Vi0VMJhO/NkRlfXZ2hpcvX+Lg4ADlchmDwcAfiXpwcIB6vY7NzU08evQIH3zwAXq9nlfch4eHflyM73Khkl4xeY0Ki4CJMWNFwGqE6ZVyPhQlqwdjvSzOg0X7+n0+nwcXbMnLqVTKeyQM55CeOv9aNEWRfMpiZZ3vK28RuKgXw2eoT5j7zWwc9kH3koTKnVDcHDxjcrxaaTQa4ezszC8gcMX74uLCL4QwV1KVDLDc3kqhIiF5ywYVAnBzcWqn08HW1lYix1ndWS7E0YXjhAM3sUkbTgFWQyQqmFZRsa7FYuGFUNvUBaknT57g61//ekJ56sFMNqdcXTsWizgpNOoqRlHk46KffvopZrMZ6vU6ZrOZR2caDuB8aNHFGJ0PVYiKgklvGj/tL/uo/dUx2bRHFTwNZVgviLykuzztoiQLY94AsLe358+gvn//Pj7//PNE2OD09NTXr/yoNNY+UGFxY0m73cbLly/9GdmXl5c+Pk0a7e/v+8XSQqHgL9kuFosAloah1WolzjiJ42V8leOgotX51PCDc87LnM5VNpv1J3ZSMVerVX/5AJ9l4RjZX93PoPxi54j9tvOvBpefsV7lZV2j0LCfyp16b+oZsE80pkpDPq/7P/h8o9FAo9HwYU1u9qlWq17f0XNhbJ59oIe0rtwJxZ1Op/HWW28hl8vh5cuX3ipyqzKF8enTp3jx4sXK6Wh0xfL5vL+dutVqJRZ76HpSuXMzw2AwwIsXL1Cr1VYmhgyriEEFOYTELHKjgtdn1M1WI8A22+02+v0+Dg4OMBwO/WW6g8HAX3D76NGjRFoSEYF1x4hmVOnZmKuGH6zAHB4e4oMPPvDCdu/ePXQ6Hd/34XCYuMjCMjDbUPrY0IQVFgCJPqvbqeeXq/JT1KZKUNvXMdrQBmmlq/usF4BfGB8MBtjf3/fpfESd4/EYn3zyiVd+XBAPtaO0YH+ULsPhEC9evEChUMBnn33mQ3zFYhGXl5dIpVL+nG3ShlvAB4MBNjc3fZyVaPjy8tIrdsbp2+02er0ednZ2PDDibsnRaJTYeatnvhBIEEgBwO7urp8P7sFQr47zoZuEyHf0qNhfILlQq3KnPGXlVcMuvKCB7XOj0NbWFp4/f+7POlEvSA2q9dTYJ+VVyhONFr1rgjwaWx7FweMSLi4uvPdCnl4sFn73JXeA6w5aW+6M4uZZJTzoRTMBeL4uD30fDofeYuut09PpFJ1OJ6HEqKDpJtFyLhYLnJ2d+d2Xb731VsLlYR8ArIQ6gOSB6hZVO5c8j4PKUZlWF1/4m54FLXWxWMTJyQlms5kfN9MC33vvvRXFre3zhyGcEMIjzRjj19BQHC+zFz755BO/EOXc8ozjjz/+2Mc/8/m8v3eQ9WqcURGQohE+S8OsudZ8jnF6Ily6j+yfpTF5ifMS8jBUMbAQuRHFbm9v4+rqCrlcDo1GA0dHR36xfDqd+lADsFxArFarKxtOdKxUXLozjptV1IjSiNOrZJ2lUgm1Ws3X5ZxDs9lEJpPBxcWFT5u9f/++5zEFGBp6siG1+Xx5Mzt5nqmDVL66BkJacd6YUUKjnkqlfEhIw1f8KZVKqFQqOD8/D27QUY/UerA2Bq5zyrGpEeNZ3BzjbDZbOXZ3f38f/X7fH7fBtlQha6iR9Ye8AfW+ecrmxcUFSqUSLi4uEEUR6vV64iYnrhnw98OHD1Gr1XwCgvKuLXdCcU8mE3z88cc+uV9jyNwRSeXRbDa9In/y5EkiRpXNZv0dcWRQKoXNzU2/oWc0GiUO5adyZ6GRUGVswxpUNPycTEzlYlO+1L1stVo4Pz/H1taWF8jJZIIPP/wQm5ubePjwoT9ciWeO1+t1DIdDvHz50p/FUigUEqhSY30cN4t1zzmGVquFer2OKLq5OaRQKODo6AgvXrzwmwu2t7d9bP34+Bij0QjFYhFf//rXfZxdvQx1Ja0XEFqkAZKLuQw3qHIHkmEdhsg0jmkFTMfPeaChYu5xt9vF/v4+BoMBut2uX5CjAClNVfFRyHXRjjyh4bhMJpMAAdz4UigUsLW1hePj40SKIZEWUZtmhpRKJRwfH/s4Lhc7r66ufIroZDJBvV5HJpPxZ45wL4GCh62tLZ+ORpql0+nEbTicW13rSKeTR9tSYdOo6G05asB6vZ7PoaassCiyZfiAHrfyrKJyzi8NPJUp0Tbnh8obAFqtlp+ni4sLb7CtwSVfNZtNzOdzn5ZJJGzj0fyb2W9U+GdnZ36ezs7O/IZB0onrGHG83CyVz+f9JqE7vzhJd8laWeagDodDv8OJClWv+AGWsdUvfelLqFar+Pjjj/2GASI1Cpeegw0sGYoHwFsXWpU/GVHRBLC6kcMuaLGQQXjkLFfg+d5wOPT35jEf9eTkBMVi0YdF+v0+dnZ28OLFCzx9+hRvvPGGvwGIQmIPbtL+223kV1dX6PV6qFQqGI1G+OSTTwAAX/3qV9Fut/3JeTzfAoDfXs1zKi4vL32Yid+HFnpsLFeNYkjZh8ILisQYMtFMAyokXTSj0O7s7GAwGGA+n+Pg4MBv/ybSOjs787xFz0bnUuO+amio9JT+wM052xwjDXEcx14RRtHyBnaNp3JsjUYD5+fnfs2HF2Lncjnk83kcHh56F79QKPh0SiL1crmMWq3mD+5izvfOzg7u3bvnQ5IaEiRA4KIk55M8pHy+tbXlTw2k/FrDqxu0KNOXl5cJZGzDnUTvSjv1KpWONm/cep+6gMid1+Sh8Xjsjaf1qDXLZT6fe2UKwO8OHY/HK5tmSAc9mZRpnjT8cRzj4OAgEWUg7biLFYCPg68rd0JxA6txSa7G0l0h03U6HW/xgJvTw+r1ulfARB6tVssLN0MC1WrV3yitLjmAROhBU5c0L5vFxorpZlu3WBkXgM+hnU6n+PDDD1EoFPD22297RdFqtXw+52Kx8OdD7O7u+o0S8/nc/7Do4qC6iGTAkGLk7UBMD+NZxXEcJ7Y27+/vo1Qq4dmzZyiVSj7Xvt/v4+zsDPv7+4iiKHiTto0bUvD0ggcb8w+tphM9MrxAlMR51Fj4/v4+rq6u/A5c7qKl0ebdpZxrxijVtdcFZ841DaAablUOHGehUPDIKo6XC8W9Xs/H0DWLRJUU2+GRxblcDhcXF+h0Ovjss8/wjW98wytDnnu9sbGBvb09pNNpHB8fe0PLkIfyuvK5hndodHjQm6JpZqho3D+Ol9fI8Wx8jfdqPNgCCI0bq6IGkufw0DMIZfWoF7e1teXzz+38qSHkbfJcSGU4gmPTtm0OOOPRfI40tvqKvBjyDNXQ02ClUil/GioXm+M49h4Okfi6cicUtxVAxsJmsxmePn2aiKdxoYRWk0QpFAo4OztDq9XCcDj0wkFi8X+iLl2Q6/f7ePLkCR48eOA36OhiocbfSEx7mhfHoYxKV5tHzRKd0P0mcw8GA2xtbfljMWlkKNhnZ2cYj8d49OiRz8395je/6XeQsi4uythYtsY4yXS8+b3T6eDw8BDPnj3z4Q8qM65s9/t9f5IdcHPf5Obmpk85o3unsWZr7NgPRUa6mEuEo7F/1qFHBTA3vFKpoFwu4/z83CsiLsTxeWY3sH2tk4hZjSB3Dx4cHCSQHBGkRXP8W93yQqGAg4MDfPnLXwYAPH78GE+ePEG3200YVY37kx8Xi+WlyFwYvLi4QBzHaLfbePbsmc+8ouLjxhsuXHPRfjQa4ejoyB9OVSgU/MLyyckJstksNjY2UK/X8eLFCx//vby8TBh6NVQaDuL6hh4nYNPnrJdix8p1A45Hw16qD5TmalQHg0Fifizi59EAzjm/OSabzaLb7fp+0xhreqLVTRpesoZWeVv7EPK4GabjmBjSotxTt+hi/7pyJxQ3i3MOtVrNH8VKojOxnptx1EqSGXhWdyqV8iu4nCjgBonaBbB0Ou1jXdvb2x4RkonYL05KKJdThY5lOp3i6dOnuLi4wPb2NqrVKsbjMR4/fryyvbzdbmNzcxObm5temZC5JpMJyuUyms0mXrx4gYuLC+zt7fldWTwngWOlctOwj8Z3+ZsuXSaTwdOnT/2Rqvl8HsfHx/7chVQqlcjQ0dPTSqUSLi8v0ev1sL+/n1iEVPQE3CARCoeiCf6tNOYYqtUqJpMJisUi8vm8N4Q0eDTEjCUqquOYQqEXDZcBN+BhMBjg8vISGxsbHhFRYTP8YpEkc3F5DkixWMTDhw/xjW98w7vEl5eXPkSi6w8UUCpYFmZ/bG1t4erqCrPZLHFsqoaueKk2z4emV0Ka8YwbPTOdXl8qtTwhTzeyaejJKk/OqXoLahjVE7GGmFfy0XDpEQV2zYjGQhdk1QOOogidTseH7Nh38r9zzicqjEYjHB4eep3A0Amz0zg2xt/1PlQb+1Z+sd6ExtIZ7qTXwnU08hLBRblc9vtXeMie3k6/rtwZxU03mkF5nqFwdnaGUqmE3d1dZDIZHB0deeTCxSnGi6+urrBYLHeo9Xo9lMtlv0pPN5sbCRjOoNLjwlyn00Gj0Ui4+Kr8SHhlZFXYi8Uy0f74+BiffPKJb5fusu7YAuDR7/HxMbLZLHZ3d9Hr9fyRteVy2Z+CyBPbOp0OLi8v/UYPAIkcW2V2FQIKUiaT8YK7v7+Po6MjpNNpL/S8q1MXqxT1kIaMzxaLRXzlK1/x7QKrN6QrvcjwyvgaF63Vasjlcuh2u8jn8z68xCNHT09PV963ebAqyHxWkb0qCCCZFTCbzfx5H3qCpEXrNI68DYgggbzJuwl18YrKimiPxaahLhbLg9Jo1LhYShppoZIsFAoJRUT+p0xFUYSDgwN/KUm328XZ2ZlfpKVSVUWtylBDFupBKm3t/Cp9ieppvClLoRuSKJ82JKU8RDli3xWYKM+lUsuTEFknlbrKING/hjvtmpcFcvZ70lkzVJg9RN02m81weXnpEwx4ZZxzy0VurhtYQ2HLnVDcnPxms+nvjGu3235CHzx4gHK5jM8//9zneFP4OHGlUgmdTgdRtNylxtxXCpWiIk2ZyuVyeOedd7xrrGlPZEyGaThRml1gFzXOz8/x7Nkzn8ZHhtVdXBoX46R3u11Uq1WPdJ1zPsdza2vLK/JcLoezs+VBjGdnZz6Ou7Oz4xc2bSETEJkRHXNXH29DmU6nyOfziQUkvs/zZPhDWjGFrN1uo1wu+7YsYlOBULSiWUHsi7qsoQOiVJgpYOqWsz7Gg62BsHXFcYzj42NsbGyg3W57dNrr9bC3t7ey01Jj3AC8u8/Y8mg0wtOnTz1/HR8f+0wVXfQMKQV+3u/3cXx87Df3qDJQbzOdTvu6GWakomWO9uXlpfccaAw3Njb8WSi89NaG2Cza1D4S1es8s1hgonOl/GgzVeht0uCtM/B2bYke7G3hBXpD6XTan1dSLpf9qYp63rkNDSk97FgVkGjaLEEhj5BlTJvj293d9e/wLCKi7JCHaMudUNwA/IIHUaEu8J2dnXlLpQMi2nPO+fxRAD4WOxqNUKlUUKlUvJJhvDuTyaDZbPrzvc/PzzEYDNBsNj16e/r0qb91HkhucU+lUv6cbQA+nnp5eenTu3ioDTc/EA2ocJAxisWid6uYQ07XjnnDURT5w3HIRO1225+iaIVPFWIURT6c0Gw2vefCjATeBkPG5OIwc9+JxpW+X/rSl3B6eurzfi3DkV4sGp5QRasLfKH1AlWyKpikp6Jsux5h87oV2dEI8/Lp0WjkXVVuelIvgm0r2qbSIWKjh0KlS2TFFDub4qXuM9NVmfbJEB7f4dkiFsFTAS8WC3Q6nQRqPTw89OPu9XqoVqs4Pj72t7gw3KV3Q5L+HLNVyprqp+DDhiF1PqyHqnXSwMbxze04urakcXZV9gD8Ijf7o+FMyg89IIaP4jj2x0VTpzBFsdfrJdomj7F/irSVTs7d7Jng+LgQzewxZpswNZBj5XxWKhVviHSOQ+VOKG4SnK6UVQB607tlJLqqVDacSLq8VEpcDQbg45BbW1temVEB7+7uotPp+LNNVKnYeB8XPGlkHj9+jHa77eNu4/HY72Ij4mZdFhnomSt0WSeTCXK5HI6Ojjxj0PWdTCbodDqJmLBd8CIzX11d4eOPP/buIbNIOp0OACQuXSVzc4cm6c1MngcPHvhzjD/++GOP1ml0NLOE/eS4lHaqsKmQNMtB0+zU9WUdbEMFlesMFk2zDt3kQ2XR7XZ9GGI0GvkQRr/f99kyjUYD3W43sTbBede+sE0qcebaE0lpxoEab/6mkuJc7+3tIYqWBxhxUZa8yjr0/GjylXqNROrz+fJwKZ6Bw5i4po9qGEmNrg1zaRhFM7E0pMS6bKhKFbu2wbEpWidy5fqNVWTqCWjdir51bQeAX9vh/apEuPTMLY8q0NK+22dp0NTQcDGzVqv5nbfPnz/3ypk6gV7A1taWz4R7VbkTihtI5kPbeKTeu0fCkWGI0klAWje9/Z3WK51Oo1wu+wk7OjrCfD73p7TxLOMnT54gk8ng0aNH/jhGZTJN9eOhVePx2J/Sxts0eNiOnvJmGYNjVwYg8qClJ8Km8mNaG8MB3OZvY7Ds53g89ha+WCx6FK2xbr5Hr4THTXJeNB7JRU2Oi5kY9+/f9wstAPyijFUKKtTqYanyUdqoodOt7fyMu9H0MCqln9KbaJnoh2db82hNa5zn8zk+/PBDNJvNhDJQZM+6rYGhe0zDzhLicc5rHC9jv/fu3fNKmil6RNEEKloXS7Va9WdNs20aqa2tLc/rSmf1BK1y1EwNTe9U9KkIWutVulvlrvygxpT1EYxY4EQZYB1aaLjT6bQPBTFLh7n5BAQ0sJw/TWRg+E491hDS1lCc9o8yRhrkcjm/ZkPZoEGlN0+5olK3ANWWO6G4OWlkfl2oUcEG4OO8jx49wuPHjxNpS/V63a8kk8mccygWiz4GTstN95aCwHo+//xzRFHk8yk1Hk2B543WTJPb2NjA6empP8Cq2WxiMBjg8PAQh4eHHjkAN24hCxUuGYMTpltj+T0ZWkMMzLHWhTh9TwWSGSjHx8c+V5yIgwzKxdzFYuFRN5mJSLTRaOD09BRRtMz6YL4wF1ZpSDhfLBp/V0OsYYxUKpVQFpqVokiGTE2a1Ot1XF5eJhSphkmIYhXtzefL83A0TERlkMvl/FVge3t7ftcc55IGTpWP8ixdZS2s2yof/eG4d3d3MZvNUPj/t/duMZJm2VnotyMvFXnPrMzKrKqsmu6q6nKPq7FsbGvwiCOEMAZsIYYHhLCQGMDSPGCuQkK2kM7ovHEkBGeQjiwGOGAjZC7GYMtisGDgcRg8w4zd3e7uut/yfr9HXiL+8xDx7fziy/VHVQ+eqaxWLCkUEf9l77XXXnuttddee+1qFW+//XaONKBy0bFAIaTuA/ISd9dy9ybTJbNuNQKA012Aam3zfZbpAqxMkHoEkc6YVYBT+XtoIMujEULaKN+4e4byYmtrCyMjI3mnI8e3HpOnMw2OGTeq1NjQ/xzL5CPuMyiKIhtG5M2NjQ3UajWsrKycmc1QDh0cHGBxcbHNz37uXSUktk61OBDoa9UQnXq9ng9QcP+bLtLcuHEj++64I4n+I1putLTp+6agpw9cGZPRJ/fu3ct+RR5DxZMvUkpYWlpqy1MMoG2Q6yAtm+5xUwGnUWwrw7b6+vpw5coV7Ozs4N1338XY2BhmZ2dRq9Xw8OFDjI6O4tq1a3mRTTfN6Gk1QHt8s7qaGKWgCzuMoaf/kKeqbG1tYXl5ObtT1tfXcfHiRUxOToZTTH6r5aWClqCDP/J/NxqNtph98oxmVnMrme3Z3NzMrgi1qoqi6QPldvirV6/mQwdopfNgWBcm2s4yIcAZn7sg3Jfe39+fN2zwpPb19fVcjybFYhvpBuB4YpvpWlNrVvuBoEYEae4zCd2wpH2hbgqljbbRZ1JuqWvqBJblaZTVKND9GCo36vV6TmFAY0eVhuPstGC5vufDlQ/TQAwNDeVDWZ4+fYpGo5EV/eHhYTaUOOulEUhe1BkjjbRzb3GTGDp4dCrKaQeJ7KFUvL6xsZGn6jMzM5iamkJRFLh37162ovv7+/OAJRMyixeFO/2E6+vrGBsba2O2x48f5zP2SGxmYiM8efIkP68M49NwtTrYDn4Th4mJieyu2dnZyWGOXHRlMh0OxNXVVayvr2fLfn19HU+ePGnLhqa05Wq6uhlIF4aW8cNDLqhMenp68qJko9HckahugYsXL7b1Mb91MDsNfBOFW6K0pMncjUZzAW52djbHPqsA5ADjIOQiN3CqzIuiyAqcuNM/zUghKkz6ibmhw/tT28nwL1Xg3t+VSqUth3Y0WCuVSnbx6SyEMdo0GNSKZDk602MOD11D0FkQ+chdA/6b77svmm1Tga3uFR2rqsw0Vwi/iR9Bx4YaP264KbiV7v3lMwutK2o7nyMOTCvAnajb29vY3t7G+Ph4dnFdu3YtRwhxIVLTWhDvaJZz7uO4lZj8T/BpU/Q80D7lpK+aK8YUWnSnnJycZAuezKsrwpxC8hkyI60WTu3ccibBdbpJhqZP2S2yyEJju6vVKmZmZrKvlJYzFzvGxsZw48aNtk0V6+vreZFwe3sbDx8+zC4CMhWnkoo/gLxbkptajo6OsLe3l2Pqmb95dnYWExMTeP/993H37t2247D6+vqwsrKC8fHxHJ9K5aWx3T6g2a/qcuC3W0P02/b09GBtbQ3z8/N5IQ84XehV/gGQc8UwDpxhcIqHKkEOHJ4fSJea7sakH1YFk7oGHFSxUcmoL1en4qqsmKlwaWkpp4zlxjQVKjpDYVuUDuTNSADqNXVNOf7aF5FCUt5Wy92Frc6E1BWq/FCGkyp1p5kbA9p+rVvridqhsxJfKxkZGUF/f38OYqCrh8Ycc41whnZy0syXozhzB7UqPV/LK4NzIbiBWIi5liNop6kVy8HGBYLFxcW8eEfrlNaT+9HpC+TOtOnpady6dauNEVZWVrC4uNi2gYd40d+oGyB4XQWkhhVF+OvA393dxZMnT7Ii4uIJ/fJAM5E/LeQHDx5gfn4e1Wo1JxFiUiIKagb5s+3Elwu3o6OjOUyQg254eDgLy6IosLW1hd3dXWxsbLQpKg5UWoS7u7vZ3UQaa3RQWd/SuqQLw4G0p3/65OQEKysreOONNzLNlY9I8/X1daytreX+Z/sYMzwyMpIjm+gmof+YAptb/xcWFnDlyhUApwtM7m7xGHS14IgjZzyRRUl3Ho/1W11dxdHRUc7hQxcd6au7OtVl4BanjivSgNd1iq4WIO+pkNU2E/fIBeJjmbNJ7XMX5gosw10wPsPROjRxlNJD+8PBcSZt1F3DsnhMGV1q/f39qNVqGBwczPsAuC6xt7eHw8NDzM7O5jwplCMDAwN5gbzMiIug8xnwpw0aTyn9Skrpw5TSBymlz6aULqaU/ktK6V7re6L1bEop/aOU0v2U0u+klH74JetoR8y0pltnOh3Tbwo1ntlGq5HakWdPapmbm5t5FyDDuI6OjnJs79zcHFZXV/MGFr6rFgFjRXVFukzBuMXD9uvALooiB+/T9UFBu7KygtXV1TY89vb2ssumWq1mPzujP3Qgc3BqnDKnvysrKxgaGsKnPvUpHB0d4c0338xteuedd9BoNDId6Crh9l2gua2Zlvvg4GDbzEQXUJ1JfcGR2/cV1NriegNPnuECkCoFfX9vbw+PHj3K4XAHBwdt8c9HR+2na1MgppRyGmGGC1YqlbwLljzjRkakmFWJkEe4RuJ0oYBizO/a2hpWVlZQq9Vy0iTOnrhVWxd2aSS4m4b3FFd9ln2ksdraTwoRb6tg5RjwyAt9lvTTceDuPB37Gp2jRlA0QyO/cHbkykPlBhdgh4aGzvCihqbym33Hk915YPPKykpeQK7Vanj8+HHePLe1tYXnz5/j4cOHbbnB9UM8X2R1v5TgBvAlAP+5KIpPo3lw8AcAfg7AV4uiuA3gq63/APCTAG63Pl8A8AsvU4EjqQwGtB/UqdpXBR3vcwESQF6InJuba7PghoeH84Ak41JDnpw0T5fnCfGPHj3C9vY29vf3s1XDOjk1Io5si3aGtq2vr++MNaA0UAbs6+vLu0HZHvpWZ2dn8dZbb2XGZ6KgyclJrK2tZSuKgor4qUKhkNXwvaOjo5ytkAmbmDJgbW0tn3jDOGAueDH3w87OTl6s1DBOWuZsm1tA/M32cDeZ0lHdGEyUND4+jsuXL+PWrVs56sL5g8JDLVReo9Bg5Azp7z5WAPmQj2q1ipWVlcxPGsmkbSNfqZBwi9cFj9JDY7d5kDIXuOizVmGS0ukOVx9LSmNGWfnMT5U7x4G+p9/q2uBYVQWs7iKddXrUkOKu9HHLWMcU69aZggprrhuoq0PLIH58jzNtd4Hqe1qO4n5y0kylq/lgiqK5mYY59Pnu6uoqVlZWssFwdHTUlulUZx3OCw4vFNwppTEAfwjAP2sVdlQUxSaAzwH4xdZjvwjgT7d+fw7ALxVN+B8AxlNKV15UDxFVK1Y/3pHuM9P76ndkZ2h6S77DSAstl4mWuFr8/vvvA0Cbpe2DcHh4GCMjIxgbGzuDE7/7+vqy20JDhwgcpHqNwo9CgfnJJyYm8Oabb2bmY8Y3zhYYjsRT2FV4ET8Kaw215Dfj24uiwN7eXk49yZ2AU1NTeVGSQoJZz/h7ZmYmW69UbDrAi+I00Y5aopq1TXF3pp6fn89tLooCo6OjAJrb+tVqBZoCd35+Ps881ILi4jQFId1CJycnWZAzcoM+Zd5bXFzE5uYmFhYWUK1Ws9WrH/eB+8KdugWc3xuNRo4soXuqUmkm/WLGSfIUD06goaJAocyxwWRUfE4FmAspFZbRDDIypnQsa+SH8qD2pYKWHy3eqzB2Qc53iqLIp2TxXZUH3g+aQ13HA5WPuq4o5Kk82TZm+CuKZtQSD/zmgjj3DUxOTuLGjRs5tavunGSblF/K4GUs7hsAVgD885TSt1JK/zSlNARgpiiKhdYziwBmWr9nATyT95+3rrVBSukLKaVvpJS+EU0V1KL16RKJSYisAY1l9lO0geaCE61ZoN0XeHR0hI2NDWxubuZdgu+//37OQEiGp0AeGxvLvitXPnyOOzXVItEBwogIXuPJJ8wExwyBFy5cwBtvvJGPlqrVavjoo4+wurqaZwUMN+NJP9EgaDQabTkugNMj4uh26Ovry4qCU/VqtZpdS8Bppjhu6Z6dncWNGzfaFgs3NjZwcHCQY2iZUZCLNtyhyR2y7F8VwC7gPv3pT6NareLBgwc5UmRpaSnnelGhwLzhHm5F/7VObbmQS4FDC3Z4eBjXr1/Pi02NRjOFwP3797G0tJRdU64EKVjc+OB1n5WRd0jXSqWZIZB40IXEwU7FPjU1hYmJifyubiOngCE0Go2cedOFJ3lTc4X4eFM8+VvrUOtXec6VgvevWt863tXC1Xcj4aYKRqNKoj7o7e3NhhRnIapktCxa17qZj4aIztj5f2trK2+yUUX9mc98Bl/84hfbdopGdPXZnsPLLE72AvhhAH+tKIqvp5S+hFO3CBErUkqdVYRBURRfBvBlAKhUKgWRBtoXPFSbK0F9KqPn2ZGQHKAktr+ng4vWV71ez6FwFF4XL17EhQsX8tlxHPTEhTmT1bJUtwSVBzUzn9O2UfAxznN4eDifBZhSwsTEBAYGBrC6uoo7d+5kxnn69Glus/pcW3TNyk+3JisNWQ636XO33cLCAi5dupQ3gkxOTmZ8tra28lZeuoqOj49zJkOebE6aaFjh1tYW5ufn22Y729vb+ci5O3futM1U1K1EqNfrePz4cfb1ctPPrVu3MDMzk0M5R0dHc0y3HkGmLgD+r9dPd6jSJcO1C2bZo3BaXV3F2NgYdnd3s2Jkgn59TxfqygaiChQVRnyX6xBXrlzJflguyjIvCXmQrq6UUt6bwDhwHufHcun28/ocH/KpjFsfx20uS7+n1rNb7TrmyYs+e3Y3D4Fti3z4vojJd3XhloqJs63BwcGcaI08xvLcbQvgjIHh8oh46P9Go3ni0Ve+8pUcmVRmXf9eCO7nAJ4XRfH11v9fQVNwL6WUrhRFsdByhSy37s8BuC7vX2tdKwVFUn1l3un6vDaYQpe+Rp/C+bRNmZTvswP07MhKpZKnNowoUWELnG4e0umkZ5MD0HbsGttJPDVnAi14+sEqlUoOC6R/lhEOnMYr87IcRolQYWjWMWUUXueGGx3IPLm80TjdIk6rg+lqyeik5dzcXNvml6WlJTx69Ci7hh4+fIjNzc2co3xjYyN/T0xMtCXm0T7a29vLsfOMm2W45s7ODvb29rLQ4oaVWq2Wc6xTKbufnRuKSBe10jROuiiKvHvy6OgoJytiXO7du3dxfHycc8mTr9xF4BtGPMxMZ0fsH2awGxsbywqdswSGsnIGRp+phqQyJwn5QPlX2w7EcdcqCCMlpONIQX3t0UK819FonEa4aF0+I/GytW51hSmuaknzP+nb29ubszByoZfGhyobbZ+WrRZ5p9lFo9HAN7/5Tbz77rt5jKh80vIiN5LCCwV3URSLKaVnKaW3i6L4CMCPA/jd1ufzAP5e6/vXWq/8OoC/mlL61wD+AICt4tSlUlZH2DmRxtd3CI1GIx+wGgknXzDhgOHzJCr9g8pUzO6mp22wfpbDMnT6pLiU4a1188QTbvCgP5PTuf39/WxZf+Mb3wDQzM63ubl5JsyLFjQFv+KjlgBpQUahb5zlcLGWLgC2TzPhqdJhvo+xsbEsFO/fv599wvv7+/mw1sHBQYyNjeXj5IaGhvLhBR4FQMXBo6f6+/sxNzeXtxDfuXMHS0tLWF5eRm9vL37gB34AtVoNtVoNjx49yv3KreAqQCno2VYVACMjI1heXs703d/fz7HsAPJC7dHRUU74RRpzYHpmSf52P6rzqi7qTk5O4uHDh0gpZUXT09PMx8GzJDULoB5Gy34dGhrC9PR0PqsyEs5qnbow0VmwjwEdc8rTbjxF4yCaBfK68qnOBNSwI6g17ePOZxC0thuNRl5Q5OlJLMtlklrPpLPu7vQZk7fZ5YxDJLM6wcvGcf81AP8qpdQP4CGAv4Smf/zfppR+BsATAH+29ex/AvBTAO4D2G892xEi7aW/Xai7Nuaz2mBlIvqPNdJEhZ36Gn3qVa/Xcf/+/Sxk3GLzKZFqaV7TpPOZ8C2rnKdwF0WRzyrkzj5aUww32tjYwODgYM7r++67755hMjKSuicI6u9T6y5iNi58UYjqNl1CtVrF6OhojjOmpcODEJaXl7Gzs4ObN2/i5OQEz58/R19fH27cuJHdQpzS85zQjz76CFNTU204Mo8Dcevr68vHpY2MjOQUtXTXUPEtLS1llwUXoDybHQcghTRnXT09PTn0jpYqXRN0l9AnTtfKyUnzJJ7JyUnUajWsra3hjTfeyO4TFSq+jZo8RLrw+b6+Ply+fBnXrl1DSglXr17F0tISPvjgg5yWmCkYyL/sG91XwFBYFbRq6TLMkWNIBW7kPlGe8rFIvtdvBVUYZWPXrVsV6CoD3K3q3zomOKOlLOA9jmnfgxHh7/X19fVhaGioLTrEhTivqYJiWV6XypVO8FKCuyiKbwP40eDWjwfPFgB+9mXKdShD1onnwrxV75kFLRJLpzDsME2aw/ej6dj8/DyA07MqvX5VOu5X48CgwFeGZKD+pUuXcprOycnJfIqPWjeMR6clxROr1afuzO6Wh087IyHSaDRyUh4KK7pFhoaG2vzE3JK7srJyJq8Cre3Hjx8jpZQPxuA2YC5Scgfg8vJyPj+SseecRTHKY3t7Oys0nkZ+5cqV7JrhYKzX63jy5EnOysi+1em8Cy1NPsbpMoXmyMhI3rREGnPNQv3Yvb29ePr0KU5OTvCDP/iDqNVqeP78eXYJKZ/y23mWeOoaBfvo+7//+7G8vIwnT55kIbG9vY0rV65gYmIi7wYl3x4fH+cdrTx6bnNz8wyvuwHjrhNVcOzbTmOOfltvr/9XAeZ00XboONKxpt86VnTGpP3FcvUACDXYoiRaPnuPZI7u+1CZ4L+1bTrLcNr4TKcMzs3OSaB9yqZMpJq4bGeXW8zacB0IBD6vJ18AaEvkruXv7+9jenoa8/PzoQUSTfVohXGXow5EMtD6+jp2dnZQrVbx9OnTvK0aOD2wgO4K5iXRcC+3XnRARL5JFwoA8o5BxkVTcKvPmIyt7iDtJ+A0rlYPba5Wq1hfX287SGBhYQH9/f14+vRpXmybmZnJJ/n09PRgf38fT58+xczMDBqNZiQHFzHX19fxxhtvYHl5Gdvb2xgaGsoKmVn9iBsXJ3V9gwOV9NOBRJpVKpUc/qeCiwJe+YwurcHBwbwOsb6+nnfMMVohskJVgCu/nZyctM0SmGjs6dOn+RQboJkXZ3x8PLvY2HbG1nNtQsHXiyIXhf+nQI4syUg4AWcPTFBlSR5U11UZTfw9VTpaRrQWpkKdv8nXNICoLFXIa7siIay8o9FKvg6gdIzoRTxdwf2eWNzfC/CO5yAD2q1H9/14g4F261KFjTIB0B5mRqbU7eBaR1EUOXxQGcktb+9o7wDe50YKXTzUUDR/ltYjXSwnJyc59auugKsfX8tQS4gWs97ndUZJjI6O5ggYug0YZkac2U7fMs0UsEVRtK0NkBbPnz8/YxGtra3hrbfeQqVSyafqPHz4MEc/cEFyYGCg7UBnCljg9Og49Xcyla22uVKp4PLly3l2w63HVCy9vb05zzsXgtnvLJtuCLVUJycnMTIygp6enrxBSP2puvDXyXokHxE33hseHsbMzEzO7zw4OIiHDx9mHzb7k7MhhkayThXQjMhQXon8wypkX2QFalneLjeyfKaqfMjkXOQ9GhyRG1SFfOR6cB5XOtOI0fGjxlhUXpn1/SIr2eVWZPix3JeBcyG4I0HnmilyQ+h3ZE2rBeXMyHvq13KNzkgEMjkXQF0REDiovXNdoBMfCuNo0dMVl66ic6MFLSrfNKDCnOA+VoaZcZp39epVrKys5E024+PjmJuba3MLcAagOcXV782FOuB0lqPtKooi78JUfyDfYWKw27dvY2GhuZ69u7ubMz3SrUL/OftPp9Tq9uFiZqPRaMudTFeCxuQWRYGRkZF8PiMXUQHg9u3buHv3bpsAYeZGun2Y+Gtvbw8PHjzAyckJJiYmADQ3Uo2Pj59ZW1B+JkQDmTQ8Pj7G5cuXs/CuVJqbrJ49e5ZPSVLa67FeHr1Cmrl16UqE9HHfbiSUCfqstoXv6nNqTPA9jgvfSKfjyMEtXXWDKOjY9XeUBq7U/BmfJblyjtrrVrsLe6Xbi5TkuRDchCinAMGFqoNPwZQZ9V3tOD10VaEoTlNyujXA+xFuDtE0i4NWfd7RgNHFIlUEKpDpG9cdX9EgVRx5ndYMd2Tu7e1lAc0zOhk5omdcEq8LFy60bYtO6XTTiDO2Wtc8zgzAmbzUS0tLGB4exsTEBObm5jAzM5OzNA4ODuYzEtXn7JYYXUmqICuVSlt4pVpxTC5GlwrbyAVlABgbG8s7ajXxFOnOjUS9vb15AZYW8t27dzEyMpJjvL0/1GL32Y/y0OHhIR48eICjoyPcvn07r3fMzs7mgyxIe7p42BY1TLQeHycuoBUPnTX5jFbbpAaUutVUYPG6znZ9DYigLik14soUXpmrQr/pgmKbOdMiD0fjnr/dWNO6oxm23tdy9L+XEdHB4dwIbtdg3iBeKxPczhyRMFRLRzW4fvOeny/odXVqhzKNa+Vouqw460lAipuWq9Yuv/m85/B1i5/XVMDp6ewA8jmJKaUcf93b2zwhXNtEQUiBqZsKWL4r1OHh4TZXC4Fx7uPj42cOWj48PMwCk/HLqgy4lqCCRF1BnDWxznq9nt1e9G9qezY2NnJM+8TERD6Sjgu1VCD7+/vZtcRdscwdzwXJoihyPnV1ZSnoKT/Ot0ofPWZOXSgXL17E7du380K6noUaGTxlQs1nfXpdx5ALbOcz53/d/Uw+IA+qpe3+ZV5jWW586OyR9CvDUa/39/fnLJg6NtSt6sLfFZi2VQV2JJ+cJn4v+h4cHMz9GMHLJpn6roIyBf+rT02Fm05zfHeaCgO3JggqtAG0dRoZzYWtMpO+G2l+B73Psjw3geLB3AbOUNHMgAOTwtKFAt9VN4rSg6FRjObglnfmsWCbp6enMTQ0lHcO0m3iuKkv2a1t4qOLrxpPnFJzsWh9fR0PHjzIG6roW6/X69nvzPwcGgFCenAQ0Udar9ezP1itMioP4sD46EqlklN2AqepfElHCuLBwUFsbm7m48UmJibyDKVWq2FjYyMf/BpZgFE/km6qoEmfgYEBXLt2DY1GI2eWo9Kh8G40GvmQkEjZq5KNDBzn98ji5Bjw2aC7DtkPKkzZNuVJrTeaKbvQdEOObVNZ4GXyQzyYS+Tw8BC7u7ttC7i+FqTv6m8fS06Tso/TWf9zBhztFnY4Fxa3a0dqab3v05BIMPvgcIHuQt2tbSDOzOVC3vEq+6+4uvXjFgzQntvBLWTiFpVfxrD8rQJNrdSBgQGMjIxgdXU1LygCwObmZhbMzD1NtwJ9w04Pny25giINKHwjC3BmZgZra2tYXFzE4OBgPoH95OQEMzMz+SSflE5PaR8cHASAPENi20lv7kQF0HacHK107Qce6VatVrPlzFBB7hRlgi3GuTP6g7MC+r+5kMokVFNTU6jVahgfH2+b9UW8onTRMdHT0zxujX5+HhtHBVWr1fKpPZoLXGmsdbhQVH5Rt4qPjUjQO86Rdez8qWtCrIf9QnzUWtdNUzQUdObs49rbqM9ws5lb92r9qzAHTndfsixd63E6R4af1sXylFYU/rq+VQbnQnAD7b6dsk5Xwvq7fF4Fcdm0RAVYJGxd62sdEROUWcQEbY+7abTtUacrPpGSiGhD3BR8dyWtuDfffBPf+ta38qYeMtLJSfOQXO4KdEtNFYLi6tYUaTQ4OJiPztI208KpVCrY3t7OCkQtYGbwY5w70/YWRZGFZUopC1j65FNKOX6ZyZmIGwcd0+QyBJLWurZJd7px+sot9ly8PTo6wtTUFAYHBzE6Oorp6WnU63Wsrq6iUqng8ePHqFQq+SDl4+PjrHQIqnB9FkE308TEBC5evIiUEtbX17GxsZGTfx0dHeUc3UNDQ9jY2Mi4cz3B+U35POJD72fFVftZ+Zn856G7Pj6Vd6LZmfKP/vYwQ8ffE2rpPfKw+tfJJ8RJc6C4nOBvros43pFBwnd1QxvXQVI6XYwlPTsdWUY4F4JbO9F91YQyF4dCJPxYvmo1HRTR+/pMJKi1TGc0fT7ysbHeqDzV3l5vJw2sjEfw/2y7Wpjb29s5x4ZaFYeHhxgbG8PY2Bju3r2bcaRFqkpBBY1aaZG/klEX0ZSRWQJ1IPC5nZ0dXL58OefpAJAFFOPP6bLo7+/H+Pg4lpaWcOHChXyAhkbw1Ov1HG1CtxQjdbzfiAf9ypxa605FCvHr16+jXq9nq3dhYSHfW15exvj4eA7Vm5+fx/Xr11GpNBd6VZCoD1vdC4ODg7hz505O+M/sj9vb2zk3S61Ww8DAQO5LFVaRMeKGC102bgApv7vAJXgsthtabvU7X3PmohanRnfoQrgLSIZecg1A6an4+ExWeZRjJoo/ZwgmQ0Xd3emySK1q4kHjIaWUD0nhHg++z1lEVKbCuRDcwFnfnwqEMmaJppq6wODP836ZNa5TbLdINBolcrVoXTr1civX645mCK581GL38vR6VIfSjYKVi5K7u7s5IoLPcPs983JoO53Gs7Oz+aQh9kdkSdHSnJqawgcffNDG9IxeofBWPFlWvV7He++9lwcQD5ioVCqYmJjI2RmZJfDtt9/OAl6TcLkiofCnfx9AW1Ip4OzOwpROE3vROiNNVlZWcgbHg4ODnEVxcXERKSVcv34dKTXdL8+ePcuHKTMGmzTTzUEsm7zOEMOiaPra79y5k7NWKm5MOkU+VOGtNHY+8iRTLrSdLtrvzqOR0C6bsTUajaxcWWY0xrwst/SVZ6LnlJcjw83/Ew+NK69Wq3mjlbclMhhJH00XQcPBlUak5CI4N4KbEGlTQicBFwl2tZ68HK9Twa1orcPrL3tX/0f+X302aq8rAWUytwj1t6fqBM4KVBdMWiaTWzl+PogoJDT3R7VazX5kpQ+F2traWl4I0mmv0or04kId49XVEmd+E0auXLhwISeQ2t3dxW/91m+15cZWIUC/N9AUmAzrm5qawqVLl/Dee++daYMLLB1w3JR08+ZNLCws5LjqgYGBnGCqt7cXn/rUp3Iq2Pn5+Xzww/z8fM5gqLyi9FHLVAVro9HIi5bHx8dYWlrKC5eMqWeaAqWDghsO/B0tLkcCT8eEGxWedlWNGbWk3S3E9kfjLbJCWZ4aIL5WoDzmvB3NQPR9t36psOlS1P5yWvBd0qKnpycnNVOXCPk9WmSN4NwI7k6d4hYzr7s1Xja1iAgRvddJMfBa5ArwjtN3lDHccnWhEOHg9xUid0SkuSNrR8vWFXGfbehg95S4fu6lh1Bqe7lYpotOSgMtm8zrAldnUxw8lUoFY2Nj2N7ext7eHlJK2RpSa0ffYd5xJoRiGdPT0xgYGMjx8dHikUb8aLjj8vIy+vr6cOvWLUxOTmJ5eRmrq6vo6+vDnTt3MDk5mdMcjI+PY3JyEouLi205UCKfsQs7F3RsI8MPnzx5glqtls8pjdYllHdc8LJcfvs95znlF5/tat3KbxrKqJa8KxAdA+RRdydG45V160wgoquOCY9hV3eVtqPRaGR3HyOaPPGc8w3xZNmcZRLYtmjRvwzOheAu6zhtcCeLVy1E13oEHbxRWXzG/+v1SPOqYFGcvN6o/EhIR+4fpxW/VUiXtdkFt9PI6+vU5khJ6ZTUV/kjvMvarfc0EyHrpGXDgx7oTtjc3MT4+DgGBgaycrhw4UI+cccXpwgUwow9v3v3bj4DUJ/RGZsKPcZ5Hx4eore3F/v7+5iamkK9XsfExEQ+DT6l1Hb8W1EUuHnzJra2tvDo0SMMDw+fEaLal+7rZt/QT3/v3j08efIEKaUchQMg+3q9H5QXXmQ4+DhxoQ2cpmBwvtAx6nzn6yHOJ1FfRWPb34/GoCsjXvO+VVlCw6Gnp6ctl5GvjTH9Amc52l7tMyonKlI+HxlUSstOcC4EN3B2BVs7JrJio+vaYO0wF/CuhVmG4qHX/LdPw3zglS3+8J4ynE8Po2tlSsvx9pmFvsdyi6LAzMwMdnZ22qIvImHqA45t94UifcatojL6Kp6qeFM69QWyPJ5nqYOKbTk5OcHVq1dzFAoPYiiKputGD46mIBwbG8t5SljOzs4OHj16lF05RVG0pUNwY4E7Vel6OTlpHjD9ta99DcPDw1heXs5T4v7+/nxIxOLiIp49e4aZmZmcIIuWuw9g5TP3BxOn5eXltiOzyF/RNnXv26h/lAeiMvR557lOz7L/nB91bCiPq/BzAyJ6X6/zPaVT1IeRcaL1cTfs5OQk9vf3c+QVn9vZ2cmnVXF/goYz0o2mex7UFaIyT+kVGT4O50ZwqwsCOMtouphSZq1FApngzKoa18uIBKtCmQ/KO98FVCdLU9vn1oA+6zRyi8in3HxOY2A1TEyVpeb5cHydyR0HZXalZaRoojJVofE361hfX890AU4FCvF98uRJXuDjBoaiKNpO2E6pGZ/NxF7cwcl4cQp9V7oqxBQ/HWzcVbmzs5PPK52amsLk5CS2trbw1ltvZZ/2/fv3sbGxgefPn+cDJg4ODvLhExHt+N8NgfHxcczOzuY2ra6uhn2oCaWcb52HIgMker4MWIautbgCUldJ2fqPWsUsoxPuwOmMT8cPn1M6Au2Lq9p2TYNBBX10dITR0VEMDg5ifX29DV/uK4j6x3dyany64+auwhcJ7nOxcxLAmU6OtGEnIe0Lal52JETdAmC5OiijSImIiSK8lPndgtWyFD8ynlvJfJ50cR+wCsCoHmUi3SnmCk1pTRyiHZlltHaLyq9FVpUrH+LrCzXMq8INNbRg6OIgTbhBhsKDPkcuZBZFc9bB8ypZDlPPKl6MwFG6+9pKo9HA2toatra2sLOz0xaW9yM/8iPZrbOyspI3z9RqNVy8eBFDQ0N4/PjxGatL6RLRjwusCwsLWFtbazuliIJLLbpIEUR96sLUeUH51A0L/nd+UZ5k3/KdMv5znHRc+jPsE11zKJtp67jW69qOoiiytZxSMwqIKRL0aEPyKN1S3l9FcXrYud4nPygNNUhAcSuDcyG4lYnK/E4u0LxT1DpQoeR+JuBsylNeK1MUboWUCSyCC2Le147ye8pUythan9arLgldhHOcXMNHQkAtAp9eep94W93Cd5ydPp0GqdJA66AAZrjYwMDAGeub/uSUUs54qClVG41GPtA3pYT5+fm8yMS4a/ILhbtarmyT8qF/xsfHcxqBnZ0dbGxsYHd3F4uLi1hbW8OHH36Y86pXq9V8CPHq6moe2Cy/TFnqfy6Gjo6O5kMpXiTsyoS3jrHIkNBn9F7ZmHI8+Dtqh/c7/3sdVErRmIrqjng6MhzYz1qe4tVoNHKs/P7+ftsmGk0l4OUr/fW6C27Foay/Hc6Fq0Q1etlgjjqdUMYYbg3odWUUt6Acl6hj3E+l5SpjdOoAv+/4v+xij7bBlZu/x9/6XtQXrgR8Nb+s/cqganHr75cBVygcJMfHxzluG2hfD9BZiG9nr1Sa+bLX1tZypj9aqKOjo22+8E44q5JUoUiru1qtZpz6+/uxu7uLgYEBfPjhh/lcyIODg3zYME9BootH26QpELSfVEh+3/d9Xz4R5/DwMOc/j/KRkD+UdyLXGtusz+p1x4d16H1eU1yVnpE7UfmX73loKenj+Dgvl/GZj09/nvVopks1XJgVk7t5uV9A61erX8tnHZqj5zuFFwrulNLbAP6NXLoJ4P8E8Eut628CeAzgzxZFsZGa2H0JzXMn9wH8xaIo/tcL6mhruGtbF7wu6HWQszwF9Z9HCwHKEDooCdGU3xdOeV87r5N14VOhSLD64g1xj9JidvLFRxaGWhdOS/8G4tO/dXqqswSlkeLkmREdH22L0oyLk2x79B7xoVWe0mnSq6Iosotla2sLExMTGB4exv7+fg7R41mVFPrad7rgRz+40lTxZVz7wcEBHj58iEqlkrfG8/CFvr4+XLx4Ebdu3UKj0TyUOHJP8JsKxoUxrT9aomoNRspbBbe74PRZf8cNhcj1onzM93wnpRsEWhYtad3Bq/Tnt49dNbr4vrtNXZ4oDRS/gYEBpHS6ialSObsIDzQt7YGBgbYYbj6rqXvpL9f2EGeVH7q5T9vbCV7oKimK4qOiKH6oKIofAvAjaArj/wDg5wB8tSiK2wC+2voPAD8J4Hbr8wUAv/BCLHA28bl3smsv7TBnrgg6CQa+U+ZXUgER+TgjwdjJv+sCVp/3ARP5230QuMJjXepG0nf4jG+FVuZ0l1XZQHcXgraJ4H53/UTtVrhw4QJGR0fzAiB3sLliLVPw6r9+8OBBzoPy+PFj7O/vo1ar5dNqhoaGzghPVfjaZseZA3Z3dzdnNGTa17m5OQDIAjqllLMV3rx5E1euXDnDH96PTvvDw0N87Wtfw1e+8pW8mYN00MgbbUdKpzHyXp73Bd/nJ1pDcj6OxoF/q8Hg77nvW0PwvH99zEYuCf2vRqDupNXyuKGLuc6jGRjz1h8cHLRtbtK1BZ01VCqVnEOHsyoeBUj3mKc/LlOKCh/Xx/3jAB4URfEEwOcA/GLr+i8C+NOt358D8EtFE/4HgPGU0pWXKdw71IWHa34XiEC8COjCsEwhEFx5sO7IqlWFoO9HisQFYxkz6nUtV/9HOLqAjWjl+Cku0VTTBZkPOMfblZkysj8XKTF9jm3l1nu272V8gWwfU2UqLhsbG1nYsb7Jycl8qAKFsPubmWBfXRgppbaQPioX5ZeTkxM8ffoUh4eHGBoawsWLFzE1NZXxYFuVdg7Op1Rkg4ODmJiYwKVLl7JA0IW1TgJAx5T6r12Ze7Y6F4wR3b1/3Det/eHvRQaC9qP64n0jl7cvWhfT+lTgM5S0t7c353uJxjENAb6raRU0gqe3tzevs4yMjGBkZCTPHmmdc8FceY7t7QQf18f95wD8cuv3TFEUC63fiwBmWr9nATyTd563ri3INaSUvoCmRX7GOtSpvwsY16AuVJWhnLlc0Kiw09/+LK+7Yomsj8hF4tDJgnGhrW1x3HVQ+HUdGD5gOvk1o0HnyqnTYg8Z15VJJPC1Pl5TvBiKBeCM8IgGd0QTVUgejkVa9PX1YXFxse0EHMfHBQzrq9frGBgYyAc9MAG+HgZBK5/+9EuXLuHWrVs5X4UrAm2j8xPrHB4extWrV7G+vp6TX9Xr9bxhxDPO8V33W+t3ZNkrROOGfRP5olX4uwHkdfhYd9zUpRLhWDbmIrdOJMiB00RQ5AHNQ+N10s/N67rrkbHbXLNIKeVdvX19fdjd3QWArCB6enqyO+1l3CTAxxDcKaV+AH8KwM/7vaIoipTSx/K0F0XxZQBfBoCenp7CB5xbmg7aIXrfBYdbnMocHATRIHUL1Dte/VS8VmZB++B3AVgG7uPW+susX/2tOEWM7decNj5AyyCypsvwdEWkgt0Hv1pXuuCmilbL0P5woQ2cZpjT5xuNZkQK85PQR02Bymf5n+lTOUCB5oyA2QWHh4ezxU1ranh4GAsLC1khTExMYH5+Hg8ePMClS5fw2c9+9qWENnGoVJqbO9555x3s7e3ht3/7t/Mhyb7wpcIgoomONfXlk8ZusLjRwX6L+r2Mr3RMel/6eI34yPmNBgP/u5syminzvv4mrQ4PD1Gr1bIlrDt4+ayutfAa6aAyhYqAh15r2CZwegiEu//K3Lb5fse77fCTAP5XURRLrf9LqeUCaX0vt67PAbgu711rXSsFFy7aiZF1px1LHyafLbPuovJ9sUfrVKsXOE16Xgbu91Sc9b+DC2a3kMsYWmnmg9Gf13q9fMdFBXVkAXmbtF1leLsy4G93oeg1Lc8HbfRRPFRhdXJv8RkNBQTOnhTEawDyFJfAMzTJeysrK7leRsA0Go2c0XB5eRn37t3DwcEB9vb28OjRIywtLYX95XysPEjrcHh4GGNjY5icnARwdq2oTOC5cFT6qXKN+tHpSHBjqsxg8HveT8rXKnid350fo3WySBFEOBG42MuDKrhgyfJ8LYf7BaLZuJ4DS1y46MkUscfHxzk3jgYLvMhY+jiC+6dx6iYBgF8H8PnW788D+DW5/hdSE34MwFZx6lIJQQegazGf2unzLsy9LIWosyK/YiQ4vWy3hKO6yyziaECVgTOwXndFoj5KrU/foXCJprWKU5m/XttWpki8nZHv1HEq22WntNJwRJZH5nYmVyudvmdaksRDd0L6YPeNHMST1hEXGU9OTnJMNqNTRkdH8fbbb+cNMgAwNzeXLf39/X0sLCwgpYTPfOYzmJ6exuLiYm5HmcKNrvE6Y7mZMEv7kh/th4g3eF0X7sp4QOv2MqP3eT0StvpuZPywP6N2s09dRkTuoDIlQtC1k8PDQxwfH2Nra6sNH+KqC5E+nuiLJw7cGas8TNcZLXtflPUxGMFLCe6U0hCAnwDwq3L57wH4iZTSPQB/tPUfAP4TgIcA7gP4JwD+ysvUoQhHlkckkJWIQHuAvgsCtZIiYavPRhZDmSUUaXR/JrJaHAe/7+2LyisTsi48vX06kF3g0/LUviAzapnRO2o5UbA6Dm4tObP64OJ/Fdx8X6f0Ef3VxxgN5mhdJKV0ZtqqOPG4N1pN2i5GI6gQZQggrzMefX19HY1GAxsbG3n6XEYbVVC66UrbwqyHPEyCfU0l5IrTDZ+obu1zCknFh/eUBq7ctT+0Xr2u72k9kbvUx2MkkJV3dSwrj6j70vmVNOZxdF4/aa0yhZa6n7Tki+kso5OQ1r4tg5fycRdFsQdg0q6toRll4s8WAH72ZcpV0I7QxUmCLtS16gkZJGIKXvd7Zb4vhWia5oLbB3702y2gMqZmnVp/BC9DCxWmkduhEw5OO8fdBbjuIOP7Oij4jNYR/fYEVU5DfScasNqvTmf1fXquCrWutd1aX6XSjPfmuZkTExNYX1/PG4RSStjZ2cH8/Hze4EMlcHBwgDfffDNvj+ZmncPDQywtLaFWq+WyGT6mwof4uTArigKrq6uo1Wq4fr3poTw+PsbCQnOSOzAw0Ja9jjMctt+NCeB0nUgVcmRw6MzHDSuW7W45fcb5yvuL+Op9bb8vNive7pv3xe1Os8CozSqXDg4O2vYkUJhXq9W2TTkKqgg1zLFMkb1IcJ+LLe/A2Y6ONDu/ywQ1ocxHqx3vQlvrc4vW6+P/yP8eWS6Oqy+e8JpagYqzKw6fdvqUXy21CPcyfLXOiOYRQ3msrdNI63BQPFRwRuB9RZq54lUc3OpxocOBWKk0t7l36kO+t7Ozg62tLZycnGBjYyO7TGjZAsDq6io2NzcxNjaGlE4PNn727Fk+Ymx3dxdPnjzB3t4elpaWcP/+fdRqNWxtbeWT2p0eGuWgAmt7exv1eh2Tk5MYHx/H1tZWnm0w/4pasiq0lYYuiL2Pon7wMaC0In1deepYd150BcF2eFZICkLnVR2vbrCwXJ9l8r6PLW+ntlUDIIgHXWc6M3F5EbmDnIdfZEwC52TLO4AzHVnm13IrUO8R3PLzeiKrUxnWtWGEl1vHkbXg5fJ932XYSSlFyketWa/L28rrHmnjfvqIJhGObgGXleEC0FfhCWWuDq07srbLrG5X/hFdnAb1evOoLw3x8lkPy9XT03WgHx8fZwtQrWPev3TpEiqVZgw5z0fkCfaXLl3Cs2fPcnKsk5MTTE5OtuUvUbyJE3FYXl7G+vo6lpaWMDw8jN7e3oynnqOptFF/upfp9PS6y/iM96K+6aR4SSsX2pGFzPf1t+OlCkOFZbR+or+dbyKlxHoUX9KV6xyRXIoUk+Ph9O4E587iLhOAymgRKFGi59xq6CR0gLNZAd0PpYLc33N/sFv6es/L8U9EC2dAX5FmebQE3KKKrJQy4UmcfRB6f0SDWX3lWg+fVyuV9eh/H6xKP6Wrt9WVHd+PBivLpDuBmROVZjqj0fq9zkqlmRp2ZGQkn6bDqA9Go/T19WFsbAyXL1/G7u4uUkr5UIbt7W0cHR1hYWGhLayPdXrCpKJoxhvzQOJ3330Xjx8/zu8qrdXi5vved87H7qrRfo+MCjdyOpXNb8Un6isft7zvLhQqYIXoPaWnKjKftSqNlM+UJq7AgdPF2Wg24HQtK6/TWCScG4tbtaQLLtdwBNfiruk+jhWp7+hzvB51rD7HztKpoA5+fY+WGP9H4WeuyMqUFq+XMbJbTJFCiOhU5lJyWkYLfBwQPlX1ZzyvhLovtB59L1KyxKNTH/q3PufKg7TTunSzBfta8db2MJ6a26dHRkbw9OlTbG9v58OOmRGQCa729vZwfHyMiYkJHBwc5FzhqhCOj49zWlG2gYn7mUdldXU1x5ErX0cuOFWGKqCj9RCnYSQUlW5R3conPh60nxuN0xOOCDqGWLYbD50MEH3fZzCdlLwaIBEfOS21DFV0kXvU/3sZneDcCG6fMkdaD2j3+SqUEdaFkioAFRJePu8THA/XkF6Xdg7b5gtLungY1a+glowrFMVHB6C/p3X7IHIaRIrAae70KbOQXWno/6jfvV9cmLtgiQSwPhsJIDcGVGDROlXXRyQI9bR3peX6+jr6+vowMjKCarWKS5cuYXt7O+d0XlxcxMbGRl5M297eRlEU+SAGAPj2t7+Nd955B4ODg22+88uXL7dZziklTE9PZ9+qHgTgtHDB5XSgQioTIFqu82zEW1pHpDyiRUDHmc9F49SFtvOIh70SB+1Dp5WPc8VDx5TP/PTbhTqfL7sPnC6e+qyzDM6N4AbOapxIIPJ/1NllAqqsDvW/upXngsoHrdYXCVotx9vhyqTsN3EsgzLLMxK8jm/UzjKrQQe97iYEzsbY+gB1Oqii0kiUMhqqoPHytV5VVmUK1C02fcfbXyZs9Fnfhal9Vq/X86EKa2trqFSaB/pubW1hdXUVlUolW5Xcmcf8FyMjI9l6vnTpUo5aWVhYwNjYGKrVaqYJ36lUKjnsUGneyZftwoz3IsGkZUX97G6PMkNK+0TvsV5XSq7sI4Wg72s9kWLwfnUe6iTEy4w+5wvW1ckq539V/Ay7fZkTcM6N4HaLR31proGiabEPrkggRUJGy3sR0V3DlwlAhTI/Hv9rebwWKbBIeJRZrm5NKi7eFh/UZeCLR4TIaomsDD6rZalrycstUyhuSUW0YDvLFhj1WXdvAe2bRSIB5cqMOLpS5FZ6ZoYbHx/H7u4ujo+Pc1nMA67ljYyM4ObNm9jY2EC1WsX+/j4qlfbkWPSL7+3tYXFxEQcHBzkJltLIlZjzjNLRr6mw9vWJsn4vG4+KU9laRuSi0b739KfqrqIi1cOLFSe32n28KP312WjmqRCNS8UpEvCuQNgmxb2sXMK5EdxqeflqMhC7TkgYZxZvvBOhk2ZVxua7ZYIuUghlSiJSBBHT+ECIBoO+o0IQOJsQR4UZ7/u9SEB5G2kdc9C5Faz4ex96m8qEddR+p4v7SyOlo/Xr+y60FdySUoOhTLF1wlWVlGabY4paAG15nynUePjCvXv38uac/f19bG5uolar5ZBCLoAuLy+3uWwIGqut7dP2uvtNFa7TJKKx/nYFqDxI4RQp6ojW0ZgrivggBhfsiq+/r+11urANkaJzHtVx4DRy5aO4RvJJ66dC13LK4NwIboUybVMm8IB2S1WFFJMGeYeV+VZdQUSWlJfFKXO0EBcxfyfh5jiVWR9Kj0ipaHnRwo7T2dukuChtnKH0+RfRL/L1q8BQerk16M+7onQLxvF3ujpNI9p5+RGUKVvSA2gK6KtXr+YNGltbW21pZcmf/f39GBwczJZzX18fHj9+nHdhHh8f4/3338f+/j6q1SoODg6wubmJo6OjnCJUTxQnPtH6QCfF7cLOaelGSDQWI+s5cktFAlTx0zK0Lh+/qhB8thSNj7KxGvGL8q3T1tulfc+ZG8uKlCvf4T1XmmVwbgR3mZbxaaxbP8pwXhY1o07NtBydzkcCtkwQugDwXVSEMmHnz5VpY9bn7yoT6TPRAqbTTJWa0y16r6w/tCzvH4WItlEdkVLS3yoc1Npx+vK37+TU9yJ6umBw3tDpLN9zC177bGBgIAvR6elp9PT04PHjx3lLdFE0T+W5cOFC3ok5MDCA2dnZ7LJxogAADRxJREFUfKbm4uIidnZ2AJyeHlSr1XBycoK9vT2srKzk8MKVlZVQkChdImHgys3f0b6J+jb6diPI7znv874KZO0b55uoDDcGojZE9Xo9blw4fsrPkfGn18towN96QlNUfic4N4IbOPV9RYPSLTt/xxurU9UygaQMFjFOxNAuNNhBnOo6o5Qt2njHvsiy88ERLR55PboIWEaD6L2yNjt++nwkeN2C03ccH1deCkprVZKdFFUUSx/R1gVK9J4/V9Y+rUNTga6urmJhYaGNn8mXzHnR39+PCxcuYG5uDiMjIzg6OspRKNyQs7W11Xb4w8bGBqanpzE8PIzFxcVsqUfHl7HOl4Woj/xgXLVAfXw6/SLjp0yA+/PKX05vf06Frq+TRUaQ/nYeeZEciIwrlwdRm6K6tH3RWHM4N4LbNaYO9E7Cr5O151MaZTKfyqmVFVlQEbHVugPatyR7vbxf5gd0a8ItOqWN1u+0crz9Ha3P63BaUzg5rTQKx+mvbY36IxIenSyNF7Uh4gXtSw4it4yi+qjk3CcZ+YL95BUf1E4Tpn+l4jk5OclZ43gO5fr6OgYHB7G1tZUPRZiensbh4SGuXr2K5eXlnHCfyarW1tYwMDCQ8z47D5QpVz6juEb9oYZCNA5YRll/8dsXB13g+pqJKwOlrRtHkWHQqZwyizhqr7dJlYPSQt8D0BYd4/1SZrDpc3ovgtTp5vcKenp6Cs17q6BWeJQYKBo4BGVWX92NpkIsw2Nz/VmCd7IPGO2sMsYvWyx0ZtY2Ob6R1eHtdyXkEA04F1h+LQIfQNpvzvRRmxRvtTyi6X/UZkLkAtN7fmpL1F7FNZrCl9HO29XX15cVpIYQ6qKd8g/dKfV6HRcvXsTw8DAODw+xvr6ek1ZdvXoVRVFkS55lMi+K4h3xhOYAifqwk0Gk11xJ+bNqHKiB4zhGhlIkxHwM+Zj2a9r/XibL81l7FDGjtCsT0i6QfexoedHMyGVUK2tkONDOzZZ3ZTL+Bk4bFU092FFKnMiqcKsrihVVHKJBqc+6kNZp2IusD7fM9F0XGG6F8Ho0qFxA6bP8rc97edGCHnFUt5PSORK+jm/U9uj9MtpFuEUDy6NI3MKL+k3b5DiWfWsdmnva+UnL4k7GkZGRLFi1j7QNRVHkfNCaNrSvrw/Hx8cYGBjI7pHLly/j6tWr+d2hoaG21LHEQXfmKv+UuQW9zVE/U7GQhsrHZYpdZ2E8E5PvO32d5lEf+lhXXnXlH82kVc6wPd5WbW8kfFmv0lPf0/GsbfNn+H40A4rg3LhKgLNClNeAs36zSKO5hRpZXGX+N32nrIwX4ervK9P4YIimcF5OVK/jXhbTrNvJddC6Rek0JXholb8TCWri5+1WptUF2xcxaNRPFER6X+ukwC6jeVEUYdv4nLrLlL5aj/KkXncrX+l6fHyM/f39nG/E+6u/vz/T9eTkBP39/bkdc3NzGbehoSHMzs5icXExJ5Kif5xlj4yM5JPI2QZXWKoAnYZKM1Wc3i/+X8Pp3EBw+qrhwHc6hS9q/0eKp8w4ivhc265yxGPAyyAaN/opE9ROL1fyZQovgnNjcTvo4HKflofMuHVJayhypUTaXMt2iCzZsrIiSyDqDBcAkTXhMw6tT/FVXNQSLLNQlGkVV2cmBffn8bgmT2KldAJOD7YgREJNIRrs/l/7Wemr7dG2KI5MauXWDkGtSLUIXQF1agf5M+Knvb29rFDZDvV5NxqNthjv4eHhnJaVvu2VlRXs7u5iYmICx8fHWFlZyYub9Xode3t7ODw8bBsn3vfan5VKpe2gDLUsVQF6e/Rd51mWozTh6UGRxan9rnwdCTXnhWghz/lH6+FiL9/nt8uWiK993KvxoX0a8aHjHrXH6dAJzo3F7Y3we26luKXkDOEEKhOgnepR6yt6toz5gLPhdpFl4Du/3KWjg8stB7Vc1Ir1qBelQVn5LI94R9aCM2QnC5PgLhavR+kY0UkFQqTAvR+cNjoQeZ3llZ0hqvVyEVaFkytFbSuv6ZqM0krxcL5hXhT1l9brdRweHuZDFZj29cmTJ5iamkJKKSefOjo6yjswdbYVCSLlS/XTRi6/SPFGay8RLbUfIiXtdfG3u3b0+TIlUmZslD0XGTjeNh03PtZ0HJRZ087DTkelkSupF8G5EdyRNeMdq0RQojljlCkAByeQE514udBR3JzQ3qn6jD/ri2NReQrKdJHi0pmIC0KCJrOJ2qF1KFM5uC8xonmUd8H905FS4HXi1Umhq7J1xaJA+nhZvsNQB6f+ZwY+WuK0knXAO01VUWh7qYjYD5VKpS37IHHa39/Pvu7+/n5Uq1VMT0+jWq1id3cX+/v7WZlo21TIeP+p8otwcjrpcy7wfX1A+0WfV/q4kNL+cJ6Ixne0DhLh5kcVslyXG4p7JOxVEbLPtd3RwqrSOjIy+FsNgWhBtROcG1eJElfBLWllbnauT8mBWLAQlNFdw3qOZcVPn1d8Io2rg8CfJy5+eK3WEzF1hBPLVouUNOEzymQOjru30f+zfK2/k9LsZGlpvYoH26L16MzHy6CAdKtcFVrEV5o7Wd/RQa/t1nIobF3Qazn8TVeE91NKp+dQ9vT05OPOeLzZwMAAqtUq+vr60Nvbi9nZ2XxEFoDsVnFgm51mZUqRoDME7QfnxU6CxZ9zY8LLitx2WqeObz34mWW6YOS7kQLX/y4TFBctS2WLjgVVzmVjyAW1ts3fU9pFRsoZOr+MdP9uQ0ppB8BHrxqP7xJMAVh91Uh8l+CT3Dbgk92+btvOP7xRFMWl6MZ5cZV8VBTFj75qJL4bkFL6Rrdtryd8ktvXbdvrDefGVdKFLnShC114OegK7i50oQtdeM3gvAjuL79qBL6L0G3b6wuf5PZ12/Yaw7lYnOxCF7rQhS68PJwXi7sLXehCF7rwktAV3F3oQhe68JrBKxfcKaU/kVL6KKV0P6X0c68an48LKaXrKaX/nlL63ZTS+ymlv9G6fjGl9F9SSvda3xOt6yml9I9a7f2dlNIPv9oWvBhSSj0ppW+llH6j9f9GSunrrTb8m5RSf+v6hdb/+637b75SxF8AKaXxlNKvpJQ+TCl9kFL67Cel31JKf6vFj++llH45pVR9XfstpfT/pZSWU0rvybWP3U8ppc+3nr+XUvr8q2jL7xW8UsGdUuoB8P8C+EkAdwD8dErpzqvE6TuAEwB/uyiKOwB+DMDPttrwcwC+WhTFbQBfbf0Hmm293fp8AcAvfO9R/tjwNwB8IP//bwD/sCiKtwBsAPiZ1vWfAbDRuv4PW8+dZ/gSgP9cFMWnAfwgmm187fstpTQL4K8D+NGiKH4fgB4Afw6vb7/9CwB/wq59rH5KKV0E8EUAfwDAZwB8kcL+tQTfuv29/AD4LIDflP8/D+DnXyVOvwdt+jUAP4HmTtArrWtX0NxkBAD/GMBPy/P5ufP4AXANzYHxRwD8BoCE5q60Xu9DAL8J4LOt372t59KrbkNJu8YAPHL8Pgn9BmAWwDMAF1v98BsA/vjr3G8A3gTw3nfaTwB+GsA/luttz71un1ftKiGDEZ63rr2W0Jpi/n4AXwcwUxTFQuvWIoCZ1u/Xrc3/D4C/A4CJTiYBbBZFcdL6r/jntrXub7WeP49wA8AKgH/ecgP905TSED4B/VYUxRyAvw/gKYAFNPvhm/hk9Bvh4/bTa9N/LwOvWnB/YiClNAzg3wP4m0VRbOu9oqniX7u4y5TSnwSwXBTFN181Lt8F6AXwwwB+oSiK3w9gD6fTbQCvdb9NAPgcmsrpKoAhnHU1fGLgde2n/x141YJ7DsB1+X+tde21gpRSH5pC+18VRfGrrctLKaUrrftXACy3rr9Obf6DAP5USukxgH+NprvkSwDGU0rMc6P457a17o8BWPteIvwx4DmA50VRfL31/1fQFOSfhH77owAeFUWxUhTFMYBfRbMvPwn9Rvi4/fQ69d8L4VUL7t8CcLu12t2P5gLKr79inD4WpGYOxn8G4IOiKP6B3Pp1AFy5/jyavm9e/wut1e8fA7AlU75zBUVR/HxRFNeKongTzb75b0VR/HkA/x3An2k95m1jm/9M6/lzaQkVRbEI4FlK6e3WpR8H8Lv4BPQbmi6SH0spDbb4k2177ftN4OP2028C+GMppYnWjOSPta69nvCqnewAfgrAXQAPAPzdV43Pd4D//4HmNO13AHy79fkpNH2EXwVwD8B/BXCx9XxCM5LmAYB30Vz5f+XteIl2/mEAv9H6fRPA/wRwH8C/A3Chdb3a+n+/df/mq8b7BW36IQDfaPXdfwQw8UnpNwD/F4APAbwH4F8CuPC69huAX0bTV3+M5kzpZ76TfgLwl1ttvA/gL73qdv3vfLpb3rvQhS504TWDV+0q6UIXutCFLnxM6AruLnShC114zaAruLvQhS504TWDruDuQhe60IXXDLqCuwtd6EIXXjPoCu4udKELXXjNoCu4u9CFLnThNYP/H7tkk2uN4fBEAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.imshow(gray1,cmap='gray')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Queremos estudiar estrellas de forma individual, para esto seleccionamos secciones de la imagen para que sea más fácil dividir una parte de la imagen que contenga una única estrella."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "seccion1=gray1[300:400,450:650]\n",
-    "seccion2=gray1[100:200,250:450]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Ahora mostramos las dos secciones que hemos escogido para el análisis. Las ploteamos en una malla de subplots para poder imprimir ambas imágenes en la misma celda."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7ff0720ee278>"
-      ]
-     },
-     "execution_count": 15,
-     "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": [
-    "f, axarr = plt.subplots(2)\n",
-    "plt.setp(axarr, xticks=np.arange(0,200,25),yticks=np.arange(0,100,20))\n",
-    "axarr[0].imshow(seccion1,cmap='gray')\n",
-    "axarr[1].imshow(seccion2,cmap='gray')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Ahora recortamos estrellas individuales de ambas secciones"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "star1=seccion1[58:70,95:107]\n",
-    "star2=seccion1[34:46,85:97]\n",
-    "star3=seccion1[0:12,23:35]\n",
-    "star4=seccion1[20:32,109:121]\n",
-    "star5=seccion2[38:50,56:68]\n",
-    "star6=seccion2[12:24,108:120]\n",
-    "star7=seccion2[33:45,181:193]\n",
-    "star8=seccion2[78:90,104:116]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "estrellas=[star1,star2,star3,star4,star5,star6,star7,star8]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "En total se recortaron 8 estrellas en imágenes de 12x12(144) píxeles."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7ff071e7cc88>"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 8 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "f, axarr = plt.subplots(2,4)\n",
-    "axarr[0,0].imshow(star1,cmap='gray')\n",
-    "axarr[0,1].imshow(star2,cmap='gray')\n",
-    "axarr[0,2].imshow(star3,cmap='gray')\n",
-    "axarr[0,3].imshow(star4,cmap='gray')\n",
-    "axarr[1,0].imshow(star5,cmap='gray')\n",
-    "axarr[1,1].imshow(star6,cmap='gray')\n",
-    "axarr[1,2].imshow(star7,cmap='gray')\n",
-    "axarr[1,3].imshow(star8,cmap='gray')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Para determinar la resolución espacial, es necesario ajustar cada imagen a una función gaussiana 2D. Puesto que la resolución espacial se toma como el [FWHM](https://es.wikipedia.org/wiki/Anchura_a_media_altura#:~:text=La%20Anchura%20a%20media%20altura,mitad%20de%20su%20valor%20m%C3%A1ximo.) de la gaussiana que característica de la imagen. Donde FWHM viene dado por $$FWHM=2\\sqrt{2\\ln {2}}\\sigma$$ siendo sigma la desviación estándar asociada a la gaussiana."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Para este problema, ajustaremos por el método de mínimos cuadrados una función gaussiana 2D a cada una de las estrellas para determinar sigma y su FWHM correspondiente. Sabemos que una función gaussiana 2D es de la forma $$a\\exp{\\bigg(\\frac{(x-x_{0})^{2}+(y-y_{0})^{2}}{2\\sigma^2}\\bigg)}+b.$$ Así que las constantes a determinar son $$a,b,x_{0},y_{0},\\sigma$$. Donde b representa una constante aditiva que hace referencia al valor de los píxeles por fuera de la estrella."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Procedemos a definir la función gaussiana y una función error la cual debe ser minimizada. En ambos casos añadiremos la función .ravel() para obtener una arreglo 1D como resultado de las funciones en lugar de uno 2D. Esto para facilitar el uso de la función optimize.leastsq."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def gauss2D(params,x, y):\n",
-    "    exponente = -((x-params[2])**2 + (y-params[3])**2) / (2*params[4]**2)\n",
-    "    z = (params[0]*np.exp(exponente)) + params[1]\n",
-    "    return z.ravel()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def error(tpl,x,y,z):\n",
-    "    return (gauss2D(tpl,x,y)-z).ravel()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "También es necesario aplicar reshape a las imágenes para volverlas arreglos 1D, para esto se utiliza la función reshape."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "estrellasshape=[np.reshape(star1,144),np.reshape(star2,144),np.reshape(star3,144),np.reshape(star4,144)\n",
-    "               ,np.reshape(star5,144),np.reshape(star6,144),np.reshape(star7,144),np.reshape(star8,144)]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Creamos dos arreglos que tengan de longitud el eje x y y de las imágenes de las estrellas."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "x=np.arange(0,12,1)\n",
-    "y=np.arange(0,12,1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "yy, xx = np.meshgrid(x,y)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Para el procedimiento de mínimos cuadrados, hay que proporcionar valores iniciales de las 5 constantes a determinar. La constante aditiva (b) tendrá un valor cercano al mínimo que toma la imagen (cielo apagado) ya que es el valor que toma la función cuando x y y son grandes (i.e por fuera de la estrella). La amplitud, será cercana a la diferencia entre el máximo (cerca al centro de la estrella) y el mínimo de la imagen. x_0 y y_0 serán cercanos al centro de la imagen y sigma a un cuarto de la longitud de la imagen. Entonces $$a=np.max(estrella)-np.min(estrella), b=np.min(estrella), x_0=\\frac{len(estrella)}{2}, y_0=\\frac{len(estrella)}{2}, \\sigma^2=\\frac{len(estrella)}{4}.$$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "p=[]\n",
-    "a=0\n",
-    "while a < len(estrellas):\n",
-    "    p.append([np.max(estrellas[a])-np.min(estrellas[a]),np.min(estrellas[a]),\n",
-    "              len(estrellas[a][0,:])/2,len(estrellas[a][:,0])/2,len(estrellas[a][0,:])/4])\n",
-    "    a+=1"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Ahora, aplicamos la función leastsq sobre las 8 imágenes para minimizar la función error."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "b=0\n",
-    "best=[]\n",
-    "while b < len(estrellas):\n",
-    "    best.append(leastsq(error, p[b], args=(xx,yy,estrellasshape[b])))\n",
-    "    b+=1"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Podemos comprobar si el método que utilizamos fue eficiente graficando la superficie de la primera estrella y la gaussiana con los parámetros encontrados y haciendo una comparación. Para esto necesitamos la función gaussiana pero que esta vez retorne un array 2D."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def gauss2Dsup(params,x, y):\n",
-    "    exponente = -((x-params[2])**2 + (y-params[3])**2) / (2*params[4]**2)\n",
-    "    z = (params[0]*np.exp(exponente)) + params[1]\n",
-    "    return z"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Ploteamos entonces la función gaussiana con los parámetros \"best1\""
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x7ff071e22198>"
-      ]
-     },
-     "execution_count": 27,
-     "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": [
-    "zz2=gauss2Dsup(best[0][0],xx,yy)\n",
-    "fig2 = plt.figure()\n",
-    "ax = fig2.gca(projection='3d')\n",
-    "ax.plot_surface(xx,yy, zz2, rstride=3, cstride=3, linewidth=1, antialiased=True,cmap=\"rainbow\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "También graficamos la matriz que representa a la estrella 1 como una superficie."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x7ff071db7b70>"
-      ]
-     },
-     "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": [
-    "fig3 = plt.figure()\n",
-    "ax = fig3.gca(projection='3d')\n",
-    "ax.plot_surface(xx,yy, estrellas[0], rstride=3, cstride=3, linewidth=1, antialiased=True,cmap=\"rainbow\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Ahora miramos de forma gráfica la diferencia entre ambas superficies, es decir el error."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def error2(tpl,x,y,z):\n",
-    "    return gauss2Dsup(tpl,x,y)-z"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.colorbar.Colorbar at 0x7ff071ca4080>"
-      ]
-     },
-     "execution_count": 30,
-     "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": [
-    "plt.imshow(error2(best[0][0],xx,yy,estrellas[0]))\n",
-    "plt.colorbar()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x7ff071c75908>"
-      ]
-     },
-     "execution_count": 31,
-     "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": [
-    "fig4 = plt.figure()\n",
-    "ax = fig4.gca(projection='3d')\n",
-    "ax.plot_surface(xx,yy, error2(best[0][0],xx,yy,estrellas[0]), rstride=3, cstride=3, linewidth=1, antialiased=True,cmap=\"rainbow\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Y calculamos su promedio y desviación estándar."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "1.0861282243960584e-09"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "error2(best[0][0],xx,yy,estrellas[0]).mean()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "8.691719728230568"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "statistics.stdev(error2(best[0][0],xx,yy,estrellas[0]).reshape(144))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Como se observa, los errores no sobrepasan el 10% del valor de las funciones, podemos entonces afirmar que se encontró una buena aproximación."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Cálculo del FWHM"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Creamos una lista con las raíces de $$\\sigma ^{2}$$ para el cálculo del FWHM y la volvemos un array de numpy para poder multiplicarla por floats."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "sigmas=[]\n",
-    "c=0\n",
-    "while c < len(estrellas):\n",
-    "    sigmas.append(math.sqrt(abs(best[c][0][4])))\n",
-    "    c+=1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "sigmasnp=np.array(sigmas)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Ahora aplicamos la fórmula de FWHM sobre el array y obtenemos la resolución espacial de cada estrella."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "FHWM=2*math.sqrt(2*math.log(2))*sigmasnp"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Finalmente sacamos el promedio para obtener un valor aproximado de la resolución espacial en Zapatoca (Santander)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "2.0974170630756683"
-      ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "FHWM.mean()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Ahora vamos a repetir el cálculo del FHWM pero utilizando las matrices R,G y B para ver si existe alguna diferencia."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Matriz R"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "seccion1R=R[300:400,450:650]\n",
-    "seccion2R=R[100:200,250:450]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "star1R=seccion1R[58:70,95:107]\n",
-    "star2R=seccion1R[34:46,85:97]\n",
-    "star3R=seccion1R[0:12,23:35]\n",
-    "star4R=seccion1R[20:32,109:121]\n",
-    "star5R=seccion2R[38:50,56:68]\n",
-    "star6R=seccion2R[12:24,108:120]\n",
-    "star7R=seccion2R[33:45,181:193]\n",
-    "star8R=seccion2R[78:90,104:116]\n",
-    "estrellasR=[star1R,star2R,star3R,star4R,star5R,star6R,star7R,star8R]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "estrellasshapeR=[np.reshape(star1R,144),np.reshape(star2R,144),np.reshape(star3R,144),np.reshape(star4R,144)\n",
-    "               ,np.reshape(star5R,144),np.reshape(star6R,144),np.reshape(star7R,144),np.reshape(star8R,144)]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "pR=[]\n",
-    "d=0\n",
-    "while d < len(estrellas):\n",
-    "    pR.append([np.max(estrellasR[d])-np.min(estrellasR[d]),\n",
-    "               np.min(estrellasR[d]),len(estrellasR[d][0,:])/2,len(estrellasR[d][:,0])/2,len(estrellasR[d][0,:])/4])\n",
-    "    d+=1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "e=0\n",
-    "bestR=[]\n",
-    "while e < len(estrellasR):\n",
-    "    bestR.append(leastsq(error, pR[e], args=(xx,yy,estrellasshapeR[e])))\n",
-    "    e+=1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "sigmasR=[]\n",
-    "f=0\n",
-    "while f < len(estrellasR):\n",
-    "    sigmasR.append(math.sqrt(abs(bestR[f][0][4])))\n",
-    "    f+=1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "2.3115564774230157"
-      ]
-     },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sigmasnpR=np.array(sigmasR)\n",
-    "FHWMR=2*math.sqrt(2*math.log(2))*sigmasnpR\n",
-    "FHWMR.mean()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Matriz G"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "seccion1G=G[300:400,450:650]\n",
-    "seccion2G=G[100:200,250:450]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "star1G=seccion1G[58:70,95:107]\n",
-    "star2G=seccion1G[34:46,85:97]\n",
-    "star3G=seccion1G[0:12,23:35]\n",
-    "star4G=seccion1G[20:32,109:121]\n",
-    "star5G=seccion2G[38:50,56:68]\n",
-    "star6G=seccion2G[12:24,108:120]\n",
-    "star7G=seccion2G[33:45,181:193]\n",
-    "star8G=seccion2G[78:90,104:116]\n",
-    "estrellasG=[star1G,star2G,star3G,star4G,star5G,star6G,star7G,star8G]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "estrellasshapeG=[np.reshape(star1G,144),np.reshape(star2G,144),np.reshape(star3G,144),np.reshape(star4G,144)\n",
-    "               ,np.reshape(star5G,144),np.reshape(star6G,144),np.reshape(star7G,144),np.reshape(star8G,144)]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "pG=[]\n",
-    "g=0\n",
-    "while g < len(estrellasG):\n",
-    "    pG.append([np.max(estrellasG[g])-np.min(estrellasG[g]),np.min(estrellasG[g]),\n",
-    "               len(estrellasG[g][0,:])/2,len(estrellasG[g][:,0])/2,len(estrellasG[g][0,:])/4])\n",
-    "    g+=1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "bestG=[]\n",
-    "h=0\n",
-    "while h < len(estrellasG):\n",
-    "    bestG.append(leastsq(error, pG[h], args=(xx,yy,estrellasshapeG[h])))\n",
-    "    h+=1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "sigmasG=[]\n",
-    "i=0\n",
-    "while i < len(estrellasG):\n",
-    "    sigmasG.append(math.sqrt(abs(bestG[i][0][4])))\n",
-    "    i+=1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "2.320331194403334"
-      ]
-     },
-     "execution_count": 51,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sigmasnpG=np.array(sigmasG)\n",
-    "FHWMG=2*math.sqrt(2*math.log(2))*sigmasnpG\n",
-    "FHWMG.mean()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Matriz B"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "seccion1B=B[300:400,450:650]\n",
-    "seccion2B=B[100:200,250:450]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "star1B=seccion1B[58:70,95:107]\n",
-    "star2B=seccion1B[34:46,85:97]\n",
-    "star3B=seccion1B[0:12,23:35]\n",
-    "star4B=seccion1B[20:32,109:121]\n",
-    "star5B=seccion2B[38:50,56:68]\n",
-    "star6B=seccion2B[12:24,108:120]\n",
-    "star7B=seccion2B[33:45,181:193]\n",
-    "star8B=seccion2B[78:90,104:116]\n",
-    "estrellasB=[star1B,star2B,star3B,star4B,star5B,star6B,star7B,star8B]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "estrellasshapeB=[np.reshape(star1B,144),np.reshape(star2B,144),np.reshape(star3B,144),np.reshape(star4B,144)\n",
-    "               ,np.reshape(star5B,144),np.reshape(star6B,144),np.reshape(star7B,144),np.reshape(star8B,144)]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "pB=[]\n",
-    "j=0\n",
-    "while j < len(estrellasB):\n",
-    "    pB.append([np.max(estrellasB[j])-np.min(estrellasB[j]),\n",
-    "               np.min(estrellasB[j]),len(estrellasB[j][0,:])/2,len(estrellasB[j][:,0])/2,len(estrellasB[j][0,:])/4])\n",
-    "    j+=1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 56,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "bestB=[]\n",
-    "k=0\n",
-    "while k < len(estrellasB):\n",
-    "    bestB.append(leastsq(error, pB[k], args=(xx,yy,estrellasshapeB[k])))\n",
-    "    k+=1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "sigmasB=[]\n",
-    "l=0\n",
-    "while l < len(estrellasB):\n",
-    "    sigmasB.append(math.sqrt(abs(bestB[l][0][4])))\n",
-    "    l+=1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "2.38171347904209"
-      ]
-     },
-     "execution_count": 58,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sigmasnpB=np.array(sigmasB)\n",
-    "FHWMB=2*math.sqrt(2*math.log(2))*sigmasnpB\n",
-    "FHWMB.mean()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Resumiendo los valores de FHWM en las 4 matrices, obtenemos."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 63,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "+--------------------+---------+---------+---------+\n",
-      "|   Escala de Grises |       R |       G |       B |\n",
-      "|--------------------+---------+---------+---------|\n",
-      "|            2.09742 | 2.31156 | 2.32033 | 2.38171 |\n",
-      "+--------------------+---------+---------+---------+\n"
-     ]
-    }
-   ],
-   "source": [
-    "df = pd.DataFrame({'Escala de Grises' : [FHWM.mean()],\n",
-    "                   'R' : [FHWMR.mean()],\n",
-    "                  'G' : [FHWMG.mean()],\n",
-    "                 'B' : [FHWMB.mean()]})\n",
-    "print(tabulate(df, headers='keys', tablefmt='psql',showindex=\"never\"))"
-   ]
-  }
- ],
- "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
-}