{ "cells": [ { "cell_type": "markdown", "id": "473eca6fbfabaadd", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "# UD05 · Notebook 5 — Control difuso: regar el césped\n", "\n", "En esta práctica simularemos el sistema de riego de cesped de un campo de fútbol. Nuestro sistema de riego está formado por un sensor de temperatura y un sensor de humedad en el terreno.\n", "\n", "Dependiendo de los valores de estos sensores, el sistema de riego decidirá si activar o no el aspersor y con que intensidad. El objetivo es mantener la humedad del terreno de juego entre el 20% y el 25%." ] }, { "cell_type": "markdown", "id": "c0ab3c61900a9e8e", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Variables físicas del sistema\n", "\n", "Primero, definiremos el funcionamiento de las variables físicas del sistema. Para simplificar el problema, consideraremos que la temperatura se definirá por una función sinusoidal.\n", "\n", "La función de python que define la temperatura es la siguiente:" ] }, { "cell_type": "code", "execution_count": 1, "id": "c51b82994da3fab0", "metadata": { "ExecuteTime": { "end_time": "2024-01-22T19:21:58.254767Z", "start_time": "2024-01-22T19:21:57.819199Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "def calc_temperatura(t):\n", " return 20 + 50 * np.sin(1.5 * np.pi * t / 200)\n", "\n", "# Grafiquem la funció\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "t = np.arange(0, 240, 0.1)\n", "plt.plot(t, calc_temperatura(t), label='temperatura')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "4d9bde484ff25646", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "La humedad del terreno comenzará en un 20% y aumentará o disminuirá dependiendo de la temperatura y si se activa o no el aspersor. La función de python que define la humedad del terreno es la siguiente:" ] }, { "cell_type": "code", "execution_count": 2, "id": "1c5b15a1c91b8588", "metadata": { "ExecuteTime": { "end_time": "2024-01-22T19:21:58.779855Z", "start_time": "2024-01-22T19:21:58.231345Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "def humitat_terreny(h_actual=20, temperatura=20, aspersor=0):\n", " h = h_actual + 0.1 * (aspersor - 50) + 0.1 * (temperatura - 20) / 30\n", " return h" ] }, { "cell_type": "markdown", "id": "2be04efc9026c6e2", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Definición de sistema de riego simple\n", "\n", "En esta sección, definiremos un controlador simple para el sistema riego. Este controlador activará el aspersor cuando la humedad en el terreno sea inferior al 20% y desactivará el aspersor cuando la humedad en el terreno sea más del 25%. De lo contrario, el controlador mantendrá el aspersor con una intensidad proporcional a la humedad del terreno." ] }, { "cell_type": "code", "execution_count": 3, "id": "cad9a41328c1e105", "metadata": { "ExecuteTime": { "end_time": "2024-01-22T19:21:59.106097Z", "start_time": "2024-01-22T19:21:58.245436Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAGiCAYAAADNzj2mAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsfXe8FcX5/rPnnNsLl0tHQEAUsYAItlgCVjAxGo1GY6ImRtOIPzXGxG+MUcw3ahKNJUa/JvbYEzWW2LChgggqIEUpUqWXy+2n7u+PPbtnds7M7szsnnJxHj947z1nZ2d2d3bmned93ncM0zRNaGhoaGhoaGiUESKlboCGhoaGhoaGBg1toGhoaGhoaGiUHbSBoqGhoaGhoVF20AaKhoaGhoaGRtlBGygaGhoaGhoaZQdtoGhoaGhoaGiUHbSBoqGhoaGhoVF20AaKhoaGhoaGRtlBGygaGhoaGhoaZQdtoGhoaGhoaGiUHaQNlJkzZ+KUU07B4MGDYRgGnn32Wdf3hmEw//3pT39yjhk+fHje9zfeeGPgi9HQ0NDQ0NDYPSBtoHR0dGDcuHG48847md9v3LjR9e++++6DYRg444wzXMdNnz7dddzPf/5ztSvQ0NDQ0NDQ2O0Qky0wdepUTJ06lfv9wIEDXX//5z//weTJkzFy5EjX5w0NDXnHamhoaGhoaGgACgaKDDZv3owXX3wRDz74YN53N954I66//noMGzYM3/nOd3DZZZchFmM3Jx6PIx6PO39nMhns2LEDffr0gWEYBWu/hoaGhoaGRngwTRNtbW0YPHgwIhFvJ05BDZQHH3wQDQ0NOP30012fX3LJJTj44IPR3NyMWbNm4aqrrsLGjRtxyy23MM9zww034LrrritkUzU0NDQ0NDSKhHXr1mHIkCGexximaZqqFRiGgWeeeQannXYa8/t9990XJ5xwAu644w7P89x333340Y9+hPb2dlRVVeV9TzMou3btwrBhw7Bu3To0NjaqNl9DQ0NDQ0OjiGhtbcXQoUPR0tKCXr16eR5bMAblnXfewWeffYYnnnjC99jDDjsMqVQKq1evxujRo/O+r6qqYhoujY2N2kDR0NDQ0NDoYRCRZxQsD8q9996LCRMmYNy4cb7Hzp8/H5FIBP379y9UczQ0NDQ0NDR6EKQZlPb2dqxYscL5e9WqVZg/fz6am5sxbNgwABaF89RTT+Hmm2/OKz979mzMmTMHkydPRkNDA2bPno3LLrsM3/3ud9G7d+8Al6KhoaGhoaGxu0DaQJk3bx4mT57s/H355ZcDAM4//3w88MADAIDHH38cpmninHPOyStfVVWFxx9/HNdeey3i8ThGjBiByy67zDmPhoaGhoaGhkYgkWyp0Nrail69emHXrl1ag6KhoaGhodFDIDN/6714NDQ0NDQ0NMoO2kDR0NDQ0NDQKDtoA0VDQ0NDQ0Oj7KANFA0NDQ0NDY2ygzZQNDQ0NDQ0NMoO2kDR0NDQ0NDQKDtoA0VDQ0NDQ0Oj7KANFA0NDQ0NDY2yQ8E2C+yRWPs+sPgZoP9+wITzS90aDQ0NDQ2NLy00g0JiyxJgzt3AsldK3RINDQ0NDY0vNbSBQsKIWj/NdGnboaGhoaGh8SWHNlBIRLIer4w2UDQ0NDQ0NEoJbaCQiGQZlEyqtO3Q0NDQ0ND4kkMbKCRsBkW7eDQ0NDQ0NEoKbaCQMLK3Q7t4NDQ0NDQ0SgptoJDQGhQNDQ0NDY2ygDZQSGgNioaGhoaGRllAGygktAZFQ0NDQ0OjLKANFBKGZlB6JLpbgWRXqVuhoaGhoREitIFCwnHxZErbDg1xpBLAXycC90wqdUs0NDQ0NEKE3ouHhNag9Dx07QDaN1v/Mhkgom1uDQ0Njd0BejQnoTUoPQ+kMamfm4aGhsZuA22gkNAalJ4HMiRch4draBQWqXipW6DxJYI2UEiUWoNimkDLWuunhhhIY1IblhoahcPKN4EbhgDz7it1SzS+JNAGColSa1DmPwrceiDwwT2lqb8nwiSMSe3i0eBBs2vB8cWHQDoBrJtb6pZofEmgDRQStounVBPd9uXZnytKU39PhItB0ZOQBgNrZgM37gl8+GCpW9KzYS8G9EJAo0jQBgqJUqe6tydb7aoQh3bxaPhh3Rwg0QasfrfULenZ0OOTRpGhDRQSpXbx2NoXzQSIQ4tkNfxgr/j1yj8YtIGiUWRoA4WEE2ZcIpGsMwDogVQYLgNFD5waDNh9RPePYHDuox6fNIoDbaCQMLK3o2QMil6hSINcFesVsgYL2vAPB/o+ahQZ2kAhUWoNiqai5aFFshp+0Cv/cKCZKI0iQxsoJEquQdEMijS0BkXDD/q9Cgd6AaVRZGgDhQSZ6r4UydL0CkUeOopHww/aQAkH+j5qFBnaQCFh50EBSiOUdQwUvZuyMLRIVsMPOn9HONDjU+Hw/t3Ac5foLOIUtIFCIkIYKKVwF+gVijy0SFbDD1rcGQ40w1s4zPwj8NGDwPaVpW5JWUEbKCRcBkoJXkJtoMhDi2Q1/KANlHCgx6fCIZWwfqYTpW1HmUEbKCRsDQpQmtW4pqLloUWyGn7QK/9woEWyhYM2/pjQBgoJo1wYFD0ACEOLZDX8oA2UcKAn0cJB31smtIFCgmRQSiEE0waKPLRIVsMPdr/QK/9g0ONT4aDvLRPSBsrMmTNxyimnYPDgwTAMA88++6zr+wsuuACGYbj+TZkyxXXMjh07cO6556KxsRFNTU248MIL0d7eHuhCQkGEuB0lYVD0Sk8aWiSr4Qe7X+jBPxj0XmGFQSYDIBu9o8cwF6QNlI6ODowbNw533nkn95gpU6Zg48aNzr/HHnvM9f25556LxYsX47XXXsMLL7yAmTNn4uKLL5ZvfSFgu3lK0VF2J5qvWAyUFslq+GF3eq9KCX0fCwNTs8A8xPwPcWPq1KmYOnWq5zFVVVUYOHAg87ulS5fi5Zdfxty5czFx4kQAwB133IGTTz4Zf/7znzF48GDZJoWLSAxIp0vTUXYXkewXHwEPnQocdw1w6EWFrUuLZDX8oOnzcKBFsoWB1tFxURANyltvvYX+/ftj9OjR+MlPfoLt27c7382ePRtNTU2OcQIAxx9/PCKRCObMmcM8XzweR2trq+tfweCkuy8lg9LDB4D1c4F4K7Dq7cLXpV9uDT84rgndPwJhdxmfyg16DOMidANlypQpeOihh/D666/jpptuwttvv42pU6cinbY69aZNm9C/f39XmVgshubmZmzatIl5zhtuuAG9evVy/g0dOjTsZufgpLsvpUi2h3fSYmacJJ+TXtlpsKAn1nCgNXKFgYsF1ll6SUi7ePxw9tlnO78feOCBGDt2LPbaay+89dZbOO6445TOedVVV+Hyyy93/m5tbS2ckWJkbbaSimR7+EBaTENLrz56JhKdQMtaoP++ha9LR/GEg91lfCo36EhELgoeZjxy5Ej07dsXK1asAAAMHDgQW7ZscR2TSqWwY8cOrm6lqqoKjY2Nrn8Fg82glMTFs5usUEpmoOiBs8fgPz8F/nYYsHFB4evaXZjJUkPfx8JAL7K4KLiBsn79emzfvh2DBg0CABxxxBFoaWnBhx9+6BzzxhtvIJPJ4LDDDit0c/zhaFB0ojZlFNPQ0iLZnomdq7M/1xS+LlNrUELB7jI+lRu0gcKFtIunvb3dYUMAYNWqVZg/fz6am5vR3NyM6667DmeccQYGDhyIlStX4sorr8SoUaNw0kknAQDGjBmDKVOm4KKLLsLdd9+NZDKJadOm4eyzzy59BA9AaFBKkeq+DFXy3a2W0VZZJ16mmAOZfrl7JjJF7OtOf9T+/UAox/Fpd4Arl5PuoySkGZR58+Zh/PjxGD9+PADg8ssvx/jx43HNNdcgGo1i4cKF+MY3voF99tkHF154ISZMmIB33nkHVVVVzjkeeeQR7LvvvjjuuONw8skn46ijjsI999wT3lUFgVEOUTxlMtGmEsBfJwL/d4zcNuDFvA4tku2ZKKaeodzeq56K3cUFXW7QiywupBmUSZMmwfSYrF555RXfczQ3N+PRRx+Vrbo40GHGOXS3AO2brX9mxr1XkReKudLSL3d4eOsmoL4fMPEHha+rqDolPbGGAi2SLQy0SJYLvRcPjZJqUMrMV646+ZdMJKvpUQBA6wbg0//KsV7tW4C3/gC8fFXh2kWiFH1EM2zBoJmowkAvsrjQBgqNUmpQyo1BUTZQSiWS1S83AOCFy4HHzwHWzBIvk+yyfqa65QwbVZSKQSnGte2ucJ6VqRcDYUIL/bnQBgoNo4QMSrmJ0AIzKNrFUxJ0ZMP4O7aKlyHvXTGEesU0YrUIMRzojTkLA50qgQttoNBwXDw6k6yyZa9FsqWFyv1XZaLSSWD5a1a0lwxKZsTqPqIMzVYWBvq+cqENFBol1aCUmZivx2lQyuS+lRoqYkbV+7joaeCRbwFv3SBehqxD95GeA30fCwN9X7nQBgqNkmpQbBdPpjx85T1Og6LpewCKDIris27P7p/Vxt5Hy7e+ovQRol/oCUAdWitRGGjXGRfaQKFRSg1KuVHRgQ2UYmgZ9OojD4ENlCK485zsrkV28egJQB3lNj7tLtBjGBfaQKFR0r14yqyjqvpGSxGhUaz6egKKqUFRzY2hNSg9D6ZmogoC3T+50AYKjYi9m3GRO4pplh/VV+xVtQrK7Z6VA4qpQVF91qXqI3oCUIdmovyxaRHw9I/k9phyuSD1fSWhDRQatoun2C8gHf5YDiuUYkfxzH8MuG8K0K4YHqtfbgvF1KD0BAOl3JjJngp9H/3x4QPAwseBT54SL6PvKxfaQKFRKhcP3THLYbINrEGRvIaPHwbWzgZWvyNfl0p9uyvK3UDJZIq7w7B2A4YD/a75I9Wd/RkXL6MNFC60gUKjVGHG9AtfDgNAsVfV6WS2XBFcE7szAmtQZO6/gjFqFtlgyGg3YGDQLuhyGJ/KEc67l5QvA+j7SkEbKDRKFWacx6CUwWSrOmmpZsQNOrHqycdCuWtQij0g6wkgOPIWUGUwPpUjVN4HraPjQhsoNIxSiWTT3n+XAj1Bl1Ds1XhPQNm7eIrMemmWLTjKcXwqR6hEp2kXJBfaQKFRMg1KGa5QgmpQzAykcqGoJHjTq+N8aAOFOH8GAJH0UPcRNZQjw1uOKPf3oYdBGyg0SqZB2Z1EsorhiMXUTuzOKKbbRWnFWMT9k+jz6wlADeW4gCpHBF5k6ftKQhsoNEqmQSlHkWzARG3S5WyRrH65laEaIWMq5mIoNuu17BVg7Ry1ulTq07CQdx/1thJMBF5k6ftKQhsoNEqV6r4cKdSgq2r6d9FyqhOr9ourR1r0BBdP5w7gsbOBx78jUZfWToQCzaCIQYlR1IssHrSBQsNx8RTZki17A0Uyz4XzezFX42Vwz0qNMNxy5WqgdO+yDNKuHWp1ydankYMWyYohMIOi+ycJbaDQKJUGhc4kWw4DQCiTXaE1KGRdmh4tnYFSDLZGQXytV/7hQBt6YtCLrFChDRQaZZMHZXcxUAo92enVhwtBN/2jfxctV5S6FMTX5fhe9URoA0UMSm5qMg+KXmSR0AYKjbLRoJTBQBrGRFJwd4E2UFzIKA52PcHFo1IuL4qnDN6rnog8JkpPpExoDUqo0AYKDcfFU+oonjLoqEGpeNVyyqsPPfns1hoUlXJ65R8OynF8KkfoRVao0AYKDW2gsNvQIyY7baD0DLdcCG1MC+51Qp9fG7Fq0IaeGLQGJVRoA4VGqTQo5aiSV2UnAotki1DX7oqiC5tVWC/VKC+FNtKuCD0BqKEcx6dyhN2/RA1oQN2V/iWANlBoaA0Kuw2FdruYpqZHw0BQQ4M+h2h9xYzykqlPr/zDQTmOT+WIwDuy6/tKQhsoNErm4inDgbSYE4lrVa0NFGUUPftvT9OgaHGnEvKYKD2RMlHM9+FLAG2g0LANFJ3qvrgiWdW6tEjWjVJpUMy0xYIVoy6ZcnovnnBQjguockTgsHt9X0loA4WGoUWyzDYUmsInfbZpLZJVRtENFAX/uWpdaYVyemINB/o+ikGFQdGLLC60gULDFslqF09x3QXFnCB3Z4SiQSm0LqREdQF6AlCFFsmKQQv9Q4U2UGiULNU9PQCUga+8qGLGMDKgloFRV2qUSoMiU66odZUhM9kToUWyYtAalFChDRQaZZPqvgw6qtKEoCimC2PS0qu60mlQZMppkWzPgzb0xKA1KKFCGyg0jOwtKXZHKccVSjHDOlXZGlO/3C7szhqUoHXJ1qeRQzmK+MsRSgyKdlPzoA0UGo4GpcgrrXJMKBWKgVJEBkW/3MXX8gRl2aT2CyKF1IKJsHQUTzjQhp4YtAYlVGgDhUapNCjlOAAUc8WqRbLhoFQbPMqUK6UGRbsB1aBFsmLQGpRQoQ0UGmWT6r4MfOVFdfGo5E7JACByb+iXW2tQvMrI1qeRQzm6oMsN5HikDZRQoA0UGmWT6r4MOmoxoyZUaE763HpVFw4TJbXvUhGT8ikxelo7EQq0SNYfqv2aXIzqMcwFbaDQ0Knu2W0QbY8qExRGXXryKb6WJ6hhWfS9eHQfUYI29PxRzH79JYE2UGiUzEApw70uyl2DUo5GXamhPEgWMylfieqSrU8jB/2u+YMUcWdkdjPWIlketIFCo2zyoJRBRy2ZgSL4cutVXT5250RtaYUJQEfxhANtoPij2O/elwDSBsrMmTNxyimnYPDgwTAMA88++6zzXTKZxK9+9SsceOCBqKurw+DBg3Heeedhw4YNrnMMHz4chmG4/t14442BLyYU9FQNisz+NaIoew2KnnzyUFRDI6O2C3VRNSi0TqkMxOc9EeUg4jdNoG1z8esVhXK/Jt8hSdbz3VuBdR+Il+lhkDZQOjo6MG7cONx5551533V2duKjjz7Cb3/7W3z00Ud4+umn8dlnn+Eb3/hG3rHTp0/Hxo0bnX8///nP1a4gbJRqL54gYXzP/Ry4ZV+gc0e4bSpqFE8YeheJHXV3VxTTQFHVAJHnNzOF3QVZr/zDQTksBj64B7h5H2DRv4tftwjofi2aS0v1nV0/F5jxO+DlX4uX6WGIyRaYOnUqpk6dyvyuV69eeO2111yf/fWvf8Whhx6KtWvXYtiwYc7nDQ0NGDhwoFCd8Xgc8Xjc+bu1tVW22eKI2JlkS+3ikeioq2YCHVuBrZ8Ce34lxDYFjNCgzyFaTrUuwBoYbBbsy4hQNCgFdufRq+9MGogKDEVag1I6lMN93LIk+3Np8esWATOqUIADcJUzLcMmIlAu3ub+uRui4BqUXbt2wTAMNDU1uT6/8cYb0adPH4wfPx5/+tOfkErxO/wNN9yAXr16Of+GDh1auAbbk1vRNSgB9BS2e0c0u6Yowgj9LaRwknXcl12HUqodqItdTtlA+ZL3D1WUg0bOHt/K1cgs1ftQrvcjBEgzKDLo7u7Gr371K5xzzjlobGx0Pr/kkktw8MEHo7m5GbNmzcJVV12FjRs34pZbbmGe56qrrsLll1/u/N3a2lo4I6VULp4gA6ktGJRRjgudt4gTQhgaFOc8lWLld0eUSuxa7HKixrh28YSDcjJQwl6IhQVVlknVve/cj923TxfMQEkmkzjrrLNgmibuuusu13eksTF27FhUVlbiRz/6EW644QZUVVXlnauqqor5eUHQE1PdO5Z0yINGyUSyknVFq4B0XK7s7gr6PpomYBjy5YTqCsEYlapPwYjVuXLCQTmkus/srgyK6phZ5vcjBBTExWMbJ2vWrMFrr73mYk9YOOyww5BKpbB69epCNEcO5RJmLFN/wVw8Za5Bse9RrCr/sy8rVKNWihpSHgbLptgfv+z9QxXloEHpcS6eIr1HYTPnZYTQGRTbOFm+fDnefPNN9OnTx7fM/PnzEYlE0L9//7CbIw+jRIna8oSDKgxKyC9uT9GgRAmXzpd9hcyaSCICouGe5uLRUTzFRTncx7J38YT1Psi6eMr0foQAaQOlvb0dK1ascP5etWoV5s+fj+bmZgwaNAjf+ta38NFHH+GFF15AOp3Gpk2bAADNzc2orKzE7NmzMWfOHEyePBkNDQ2YPXs2LrvsMnz3u99F7969w7syVZQ81b0BS8ktY6AUaGVRqklL1hiKViB3377sBgrr/gu4R3uEgaJixJbByn93gONOrQTSidK8Z844V6bvuLKrJiCjWK73IwRIGyjz5s3D5MmTnb9tPcn555+Pa6+9Fs899xwA4KCDDnKVe/PNNzFp0iRUVVXh8ccfx7XXXot4PI4RI0bgsssuc+lSSoqSaVBsd0U1kOqCcAw9UDhLuqdoUCIx618mqSegkkbIFNhAcWWSVegjmdRuPZg7SHQAsRqxUFVR2Pc7Vl06AyVdoGCAsFAyDUqZ3o8QIG2gTJo0CaZHYiWv7wDg4IMPxvvvvy9bbfFQag1KrDJroIh2UsUtvoXOrbBiVRXTBZkgjYhlWGaSWmOg7AcPQ4NSxvs1xaqBRPvub6C0bQJuPxgYPQX41n3hndd2Qdvu1FIsBOw6y9WlUTINyu67KNN78dAodar7aJVc/aobVMm0CSj8pEUOOqIDkEkxKKz6v2xQ3XumqC4eih0s5I7XtE5pd+8f25YByQ5gw8fhntcx9LLjUykWAj1NJFvoUHjyfuymGbS1gULDcfEUea8Je5CWHQBUjAhRFHXSIttuit1/+9yRWOm0Q+WGUkbIlKMGRfW96qlIJ7I/C6RHK6WhZ19buRoo9D1XZp1FDXYFl2cPgzZQaJQ6D4o9kBaSeRAF+eKoGEysv8Ms5+gLoqWLvio39IQImVIIqWOSzGRPhT1JFsrdKzs+hdqGAl1bWCi6BkXhne1h0AYKjVJrUKKSA0AhO2m5CycdBiWqXTw2QmEnFDP5FtznrmCM571Xu/luxg7LUCB3bykNlHIPqy22BoVkbMr1ngSENlBolEyDYq9QJClUlxGxmyRqE63PEclGc8zX7k7h+yGM+19Udx7jb5H6ZOuSfa96KjKFiugjsjYDpbmP5Z45taSMYpnek4DQBgoNh0GR2AY+DJDRBuTffnC5eArJoBR6Va3AvGiRbD7C2A+kmNE4UuUCGMyy71VPRaGEpHTWZi2SzUfQfi3L8mkNypcQZNbNYtKYZCIkoLDhucJtKqUuQeD6SRePEREvtztDa1CoMtTgv7szbIWaxMtBy1P2Lh6VRZaZb/xpF48DbaDQIA2UYg5meZ1UxUAJsZOaZvlPWnSiNvKzLyuU7mPGHTlQthoUhf5ofslcPE4UT6FdPKXMJFumzzDIGAbIGyjaxfMlhEEyKEV86KorFJXsmiJQ3RtIi2RLCxUmKozcKVLlFOtLK+T8URWf91TY98hMh+uidsYn29ArhYsn5W5LuSEICwzIuyG1i+dLiJK7eAIwKGFqUEITuxZQg6JFsvlQuo9FdtXkGUQqOy7LalC+JAaKSqST0HnLQCRbKHYoLKi8D+S7UE7u/TKBNlBoRIjs/8Wc7PLyDKhY0WEOSCXUFwByK39Xorbd80UVRhAmSqYMkD9RlLMG5UuTByWR+z1Uly/lKivFQqDsXTwBFwfSObC0BuXLB6NUDIpNRcta0QqrSpn2yJ5bNWqCHkxFBleXSLZEGYDLDaEYKAVkvZj1FVLIS4nPy3VyCwtphXskglJHQ5E6qXLdHK/oGpQCbnNSJtAGCo1IBIBh/V5MA0VVJFuoMGPW5CPi03Y2FQuQsp/1N7OMDjPOQ9BBUrQMs64yFMnSE6toGvGeCpJBKYTLN1oiDYprMi5TN10gDYohb0SrMIo9DNpAYaEU7gJVkWyhhFKsc4kM7qpiuiD0qBFRM1CSXeLHctuQAf57JbDwqeDnCgMqkTVFd+eFEP0ju6Gkiovn0/8Cz/wESHSKlyk1CubypfY0KvaEWMgtPcJC3vsgwgIH2K6jJ9yTgNAGCgulSHevGm3gsqILqEHhfcY7RtrFo6JByQ6apAZF9JmtmQXcMBR473ax43nYtBD44P+AN64Pdp6wUEwNStHdgCoaFHrlL2GgvHsLsOBRYM174mVKjUJNWqV28RRKWxMmgiyyVHR0hXLvlxG0gcJCKdLdOysUyYG0UEKpwAZKgJh+2bpUdjPeMN8a6NbPFTueB5uFSXUHO09YCMNAEQ1RDWygFCHvgyOSrXb/LYJk9pmGwbQVCwVLO1BiLU9PcGfk6ehkxzDJXE5ag/IlhdNRiuivzluhqDAoIb649MpT9Px5E0IxDBQFejSsiIByC30MQ4PC+8zvGOkdhoMwKLIGioJ2wukjZfJsReBiGgohkrW1ZUXW8vQEd4aSBoVw8ci6qdM9QJcTENpAYSFip00vgQZFWlxaaJ9zNfGZCoNShDwoQV7uoIOds3tsmVCsQYR6ZIh9QV1DqiH1AfKgqOTvcPpImTxbEajodGTOWzIGpQckJVN5H+xxXiWXE/k+hG20zb0X+OuhwFs3hnteSWgDhYVSaFBUU3IXOqwwWkF8psKgFCGKR+nlzp4/qFFXdgwKEdkESBqVisaoTBkgv4+IrsaDaFBUNrkrJoPSvhV45TfA1mXBzlMorUZQkWzghQC1ECvmRq6iCKxBkVxkFdLF074F2PaZ9bOE0AYKCyXRoITgGinEiikSk7sfqistJZFsgDDjsFbHDoNSLgaKgvuEnsRly8mUYdWnRGkXIYrH7hvFMD4X/QuY/VfrXxAU3MWjIJL975XAH/cCdq1Xrz8vKWAZujSKraNTcXmKwn6/yAVqCaANFBZkxUrLXgWeugDo2qleZ15CqRJvua1q2fcUkWxYq2Ny99hyWNWp3H8mgyKjQZHMG6TidiF3fRUtQ7ZJycVTRHYs3m79THQEO49LNF8IRpVIJCna39e8B8R3AZsXB6hfMWtxMRGEBVYRyRYqBxZ5btLtWwJoA4UFR4Mi2FHevxNY/Ayw8g31OosZ2SB0XkV9R56+oAh5UJRyCIS0Oi7UilUVSgyKPYlXIGdsSNz/ihrxMmR9UkZUwGRyLnZI0vgvBjsWmsFc6FT3xH0Udc2FofeiJ+ByYSxJBBLJRuSZ+4IyKAwXfwmgDRQWZDUoqbj7pwpURbKFDjOWtezDiNAQLRdIJBvS6ph85uTkUCqoGIilYstU2uj8rahBYZ2Lh2K6eMJyORZ6s0CV+xiG8UW/W+WwGKARmAWW1aCQBkrIfdRhULSBUn6QtWSdyS7ABKUqki1UCmim+6SAkxY9mIoM1IFEsiG7eOjfS4UgGhRlA0XRGFVpI+9vbjnKdQoUv48Us65ChZ7SCyjyM982pdw/lepXGB+KjWInaivk2GPPZeR7UwJoA4UFVV9gkE4Shki2EJlkZSctk7qOQu7FE2Q3493exaOgQZE2UFTdeSptpCcowedGv1ei9ZF1FGMyDK0/FirtALWAIj/zbVMIC7g8kWwZLAZoOO9RhftvL7jCjG3mXtQFmWb/HgYcg1RrUMoP0imHU3LHe53DlRhNoKMWOrW1qgZFOopHwUBjtrHYDAq5OVsZDJpBNCgRgokqlDsvkwFgqreR9ze3nN3GyvzPfOvLtrMYk2FYLsdC9ccgDEoY75oqg1ZM5GmyZNyrUYV5p4BhxtrFU8Zw3AVFFIGp+ngLtR+DqrpcRV/ALCepgFfdaCtwmHGZpZtW0qAwnrUI8xWErZFuo+IERadoB0pr+PMQlsFcKEaVJZItpiA9zwVcBu8ajaBjWCANStgiWR1mXL6QnuxCoDBVxXxFCTNW0aAE1SXIrj4UkxwFZlBIkWwZDJrlrkFxGSjF0KAQzKQhkSG62JlLC+FyDDXMmGDZDFW9V4D25IlkyzEPCsUCizzLICJZHWb8JUWxXTwk7U1SqCIDQKE2Byt5ZEeBRbIF8fkHvP+pePA8GOWuQSGfTzEYFLKPyIjfeyqDUujxwFBwRYTCMNPPvwwWAzTs61NiUCTdq/T5w74fjmGvGZTyg2yYcdAXkDVoA/Iry4KHGctMWsTqWGhnXAUNShCRbNibBQLB7//fjwNuP1g9XN00g7EaRkQuB1BQBkUmeRq9QhTecZkRii7jvgKKMxmWu8tR1eVrmrl2hCmSLQe2kkYgFljBTV1IF4/9rLQGpQwhnTAn4OrHNWjL7h5coE6qnKiN4aoS0fIEWvmTq+Mi6oaA8BJjZTLA5k+A9k1Axza1c5D3OagGpVBsGdkeGSE1aUTRn4mUk722QtLnXvUFzaVTaJGsah8RPZ57nh6U6l6ZQQni4imQSFYzKGWIiOxkl3L/lIVr0CazeZbSQGFoUIQMDSq1OPmZSH1Sq48QBGah5kEJ4mMPIeEbec/KXYNiRHKDn0r/kK0vEpNkh4osfg5NJFsAFw/pgo5ECS2PpAs6TJFs2M9k7Rxg5p+DGT6BIhFl0znQWz8UKsxYGyjlB2kfa0CRLFlPoJVeAVT7hiqDIhvWGdQ1obj6MDPihigLpDsmyKDpOo+qoUsKUCUyEoemNypGXRIGCjmIy4aiFypDM7e+Qrh4QjJQyD4k7SoLydDLM1BCZrVe/Q3wxvXA2vfVz6HCoLjGWQkdXaE1OTrMuIwhq0EJ7OIh6jGC+MrLSSQru9LNXqvMvi4uBkUxsoD+XRZhUequ84Rg6Crnk5GJ2CriipHuHyLlSMZPur5iMyiFYPRCanfeAkpGbJxi/y7dhgJrULpbrZ/xNvVzBNWgyIhkC63J0WHGZQwZDUomkxsIVV9AZ1I1LBpaJazXOlF4VF/gSUsxXNpZfQi8cIEyyRaAeg6LQVFtD4tBkTb0CrzvEsuolOkfpEbL731zTaxBoniKqUEJUxMVlouHs4ASuo8hGN5A4RmUMJPJqeroVLU9omVkkCYMpxJCGygsSGXTDGGCylCdoRwsaeZEIjFpFUWDEoJIFgg4cIaUdyKMiYUpQC2mi0d1QJbpVxXihkYQZjKs/iGKMKLKyOy3QBEYFBFNWg9x8YQhUlZiFAMK1Hl/B4VmUMoYUgZCiNS8Xa9MuFmhOmrQSUtmIiGPKVoWxpB89WFF8YSxK7LrmUnsBxKaSLYIxpBMOe7EWoYi2VD2qynQjr/k/XKFwxaRiSq0iycMDVCgMUzRYOf9HRR6s8AyhvJKK6AGxWFQgljSIa+aVDcLlFmxkm4yldUHKZKVTdQGhKgdCXKeEF08ssm0gupCghqVUkJeCSo8kHai2C6eVH690ucoUKSLSyQr+a65NHLlzKCEmQ1cNQ+KRKbjQmtQtIunjKGy8hc9nnkOwooG1KN4yHMFhbJvlJUZ0U/MqBgeG0aiNvp3WYRloKRCOA9TcKf6zAqcqE3aiLLbWJHbYdWvjS6RrOwKtURhxkF0ZHmTVgHYVPKntKEXZibZsF0aIYiUg7wPQfqnaF0y6KkunpkzZ+KUU07B4MGDYRgGnn32Wdf3pmnimmuuwaBBg1BTU4Pjjz8ey5cvdx2zY8cOnHvuuWhsbERTUxMuvPBCtLe3B7qQUCEVjhgGg0IM2kCwcLOCalBUV+N+DIqquJM1IUtm/wUCakfCMnRCCFcOKnYtZqI2WWOI3BvEaaPPfXLeqwhgGJITa0gMmyhCGUcKxKDwxqdSimRDZwxC2E06cCSiwkLQ+btAmpyeFmbc0dGBcePG4c4772R+/8c//hG333477r77bsyZMwd1dXU46aST0N3d7Rxz7rnnYvHixXjttdfwwgsvYObMmbj44ovVryJsRFQ3FVPs3CQTAKitYoO2gXfeQJOdqJiRNFCCimR7aJhxKmQtU6H1HeQx9jMTST9fCg2KfbxMgrFibxYYhiuE7jeFWKwAkiLZEBhmoHD6Guf8IURR5RnsEpGIQUTcrL+DgtQSlhDSDqapU6di6tSpzO9M08Stt96Kq6++GqeeeioA4KGHHsKAAQPw7LPP4uyzz8bSpUvx8ssvY+7cuZg4cSIA4I477sDJJ5+MP//5zxg8eHCAywkJTkcp0rbstEi2HNTcpRIzFi1NdAE0KIEG4BA1KMV4ZgDyNCh2Oa9BLXAbZTQoxOBv1wkUT1smgzDqK5i7lzJQSrHpYqEWYoBlaNl9opQaFOX0EoJlZFAmuxmHWvuqVauwadMmHH/88c5nvXr1wmGHHYbZs2fj7LPPxuzZs9HU1OQYJwBw/PHHIxKJYM6cOfjmN7+Zd954PI54PDeAt7a2CrUnnU4jmVToyLHeQP1QAFUAwfww0R3PHgsg1uR/PAuJlHWOukFW+ZrBQH0cSGb8zxdrytVvt0elDXmots5b0QuoNK3fzQr/c1cPBKL1QApWGaMaiCe9y3V1564h2sv6PdrgX1dlX+vYTIVVT/1QoKJJ7PprBgBV2b6R8GmfZxv6APVpwMygMp1SF3WFmUk20OQfQINif1YQA0Uh7D1PO6GqLStiFA8QooESskjWZpZLkfCuUMYXEB5blpfLqYBu6kJrUJwonh7GoHhh06ZNAIABAwa4Ph8wYIDz3aZNm9C/f393I2IxNDc3O8fQuOGGG3DdddcJt8M0TWzatAktLS0SrScbfCLQdARQ3QisWuV9bDoNHHmz9Xu00v94FlJR6xyRmFV+7OVWB+ms8z/fvj8C9iYGtx1JYJdCG2j0Pho4chxQ1WgxSX2PBaqb/Ntz2PXW8TviwMFXWy/OLgPo8CiXse+hYdVx5M1ARa1/XQf83Bq44o2AUW+Vi1WLPYMjbsz93hoFOhXv2fj/yQ7gJiIVNRiRSKCyUiE0L5RwddXcNQFzMcgk5VMRUZPHRCsgHEIdlvi8GFE8Ze3i4YhkhZioFPt36TYU0KURlk4mUGZl2QR4BWRQyC0iShxmXFr+RhBXXXUVLr/8cufv1tZWDB06lHu8bZz0798ftbW1MAxDrsK2GqBrB1DbF6jv731sohNosR9mFdBnhFxdAJDoAFoyQKQS6DsC2G4C6W6g11Cgqt67rH2sjaahQGUN/3hRtG0Cuqqse5BJAd0tQF0/658XtnQDMIHmPYEWWANL01CgspZfJpUAdiQAGED9QKA9BlQ0AL35zxgAsC0NZBJA0zCrja2GZdj0Hu5dzjSBrV25v5uGApV13mV42JIAkEbGBDZ0RLFx40YMGzZMvs+FmUm2VBoUkXKhaJsE22jyDJQyjOLpCSJZFSYqrDxBhdwsMGw3lBSDkpURBM2DEqrBRpxrd3LxDBw4EACwefNmDBo0yPl88+bNOOigg5xjtmzZ4iqXSqWwY8cOpzyNqqoqVFVVMb+jkU6nHeOkT58+ClcBIF4BJA2gIgpUV3sfa6SAWHYyihr+xzPPkbTOEcvWVxm16q+q8D9fhWFFKNiorgQqFdpAozvbhsoKIGMAKQOoiPm3JwYABlBTA3RELUu/qhKo8iiXMqzrNyJW+7sNoDIidu3p7D1P2/dQoFwmk3tmgHWNKs8NyF0vgH7NjdiwsxOpVAoVFZLUaBgUf6k0KDJZg5Xrsn3ixEDud5+CiGSLrUEJw81QaA1KXhSPZCbZMKJ4jEh2g88QGYPQDRTVPCgKWz/w/g4C8lw9LczYCyNGjMDAgQPx+uuvO5+1trZizpw5OOKIIwAARxxxBFpaWvDhhx86x7zxxhvIZDI47LDDArfB1pzU1nqs2P3gzF0+EQl5x4gcLwG/iAjWMSJlxCq3fhikAeRzbrpu6XIGnJsvfR2CdQkfI4rcIF0ZtV6ndFphYghjV2TVyd9kuV1k088LRr6ZLHeSrBtKVYNSggRjIsik3YL8sDQooUfxlNBVZj+Ditrg5+Kdm/5dBqapyKCoalBoF0+ImhwXg9LDNCjt7e1YsWKF8/eqVaswf/58NDc3Y9iwYbj00kvx+9//HnvvvTdGjBiB3/72txg8eDBOO+00AMCYMWMwZcoUXHTRRbj77ruRTCYxbdo0nH322aFG8EhT7O7S4oeSE6mqceCaoCXrz5tsQzaSAMhN/nYR4hp87wthDNGfeRYj7pvULaONOsH9e3zOE6jLpcNOdR9Ug6LgdkknJFw8kpv3KUWHZZ8rHcVTbhqUPMNC8fnnheKG7eKht+IootjYvkcVNUCiPWQGJQQNCjmGlEKDEibLR9bf00Sy8+bNw+TJk52/bW3I+eefjwceeABXXnklOjo6cPHFF6OlpQVHHXUUXn75ZVQTFPojjzyCadOm4bjjjkMkEsEZZ5yB22+/PYTLCQsyq/gwGBRqghZlHoAQGRPOeQ1D3D5xtYVgQ2Qgc+2u+6b6zETrYp0mRPbKlQdFNYpHMew6LKNByEAJyNYo5UFRSDBWTA1KWBEZebqEkCbxvDxNJQjXtq/NSYIWpuYiBCGvK1WCQjZs2TwohYzicdxp0YCrruCQNlAmTZoE02MgNgwD06dPx/Tp07nHNDc349FHH5WtuniQcfGEwqAInNu3sGH9HraLx2VoCDIhdrlALh6xVuaqC2DUKd8zmnkJcO9DySRbIg2KjMAvjDZGRaN4eOJO2eiThNVHCjVYh+WaKdhmgfR9VE1kGaA99rUVwsUT5oavAOHiUXVdSgrUU92FYZRKHMEDhKxB2X2g6mIJxqBMOu08XHrppXIDIcl0BGoD57xSuhDie8P5X165a6+91hFNu8rJ6F3y2iiDcmdQwnDxqBooqgyKZNZg2Tamg9QVMIpHtIwq8vQEYRkoIWtQ8lxlsgxKCCJZGXZCFGGwZaoMivL7QN2PQrh4SuzeAbSBwoGEuyAMBiVvglTRfEQCtoGGbTRAmFFKxMkBSEIXoiiSNc0MUqmUpzHkXR/nb1HklQuJQQlKMytrUBRDHVXTzxea5aFdE1IZUAs02TPrCotBKZAugSuSLYWLJ8uglFuYMXkvlA0UhXdWZt8fUZRJFllAGyhsFDuKxzRxwaW/w9uzPsBtt90Go+8oGHscjNWr12DRokWYOnUq6uvrMWDAAHzve9/Dtm3bnKKTzvgBfn71Tbj0mj+i935fxYDh++Dvf/87Ojo68P3vfx8NDQ0YNWoUXnrpJafMW2+9BcMw8OKLL2Ls2LGorq7G4YcfjkWLFrku5d0PPsbRJ5yCmv4jMXTiVFzyq9+ho6PDOWT48OG4/vrrcd5556GxsREX//jHAIBf/e9t2Gf0aNQOG4eRR5yC3173eye66oEHHsB1112HBQsWwDAMGIaBBx76J1av2wBj4P6Yv2Ch04CWlhYYhoG33nrL1e6XXnoJEyZMQNXwQ/DuB/OxcuXnOPVbZ2PAuONRP3IiDjnkEMyYMcPrhvv8LQra0FE8DUDlQQmaqK3IeVCkDJRialA4E2s57HVCIqwkZHa/CZtlyAvXVtXyBHHxECLZoOfinZv+XQZOe4yca0TKTRpRY/icZ12AMGPNoBQHpmmiM5GS+JdBZzKDznjG/9h4yjrW/hdPOt95aXVo3Db9ChxxyHhcdNFF2LjkfWz8+FU01Nfh2GOPxfjx4zFv3jy8/PLL2Lx5M8466yxX2QefegF9m5vxwQsP4+c//iF+8pOf4Mwzz8RXvvIVfPTRRzjxxBPxve99D52dna5yv/zlL3HzzTdj7ty56NevH0455RTHkFi5ajWmnDsNZ5x2ChbOegNP3HUj3n1/LqZNm+Y6x5///GeMGzcOH3/8MX77m6sAAA11dXjggQew5N2XcNt1V+Dv9z+Mv/zlLwCAb3/72/jFL36B/fffHxs3bsTGjRvx7TNPz51QwL3161//GjfeeCOWvvU0xo7ZG+3tnTh5yol4/Ym78fGMf2HKlCk45ZRTsHbtWvYJ8hgU3yoFzxOEQQkhoVVRDY0MnBtXVAZFZi+e7PcqUTx5bpcCRvKElYQsQ03iYRlVvIR30plkg0Tx2BoU+9rKVIMSrSDuTwa+uWJIDYqKQN0x2AoQZlziEGOgh2SSDYquZBr7XfOKQslNAJYqlLGwZPpJqK0UucUmejU2oLKiArW1tRg4oD/QXYnf3/0Axo8fjz/84Q/Okffddx+GDh2KZcuWYZ+99wYAjNtvb1z9i58AyS5cdcURuPHm29G3b19cdNFFAIBrrrkGd911FxYuXIjDDz/cOdfvfvc7nHDCCQCABx98EEOGDMEzzzyDs846CzfcejfO/eZUXDrtJ0Amhb0HVOP2G3+Hr379bNx1111OVNaxxx6LX/ziF9YJU3FgyxJcfenFwOBxwPYVGD6wF67YsAuPP/kkrrzyStTU1KC+vh6xWCyXmK+b3FvJ31Uzffp0q90bPgYANA84AOMO3A/Y9hkQqcD115+MZ555Bs8991yeQWXfb++/RRGiiyfUTLLFMFCI72XYkKCCXHICEGZQFMSdxWRQQnPx2AZKHdC1s4Ai2RJEQxXSxeMKhQ7RvWp/HvEQm5a1BqX05kHpW6DBmIytSXrBJ4vx5ptvor6+Pq/IypUrHQNl7Ji9YZNh0UgEffr0wYEHHugca++NRGfwtZPnAVZk1ejRo7F0qWWQLVi8FAuXfIZHnh0GOzrIBJDJZLBq1SqMGTMGAFybPtp44rlXcPvDP8XKFcvQ3t6BVDqDxsZGrxtAXLq//mbixImue9be3o5rr7sOLz7/H2zcsh2pdAZdXV0SDIqqa45aHYXFoIRqoMhqUCQNjbz6JIwGlbBKspzfKjpvYrXbKJkBlfV3mAgrZLRQbhBHJGtvFigTDUXt9q0aDeVcm4L76sMHgM1LgKk3sesOg0FJM/onkG2nqIGi4PJ0DLZCaFA0g1IU1FREsWT6SeIFOrYDreuByl5An+Hex7ZvAdo25v4esL/TQWsqopxCHDh5ULKn7mjHKaecgptuuinv0EGDBjkTYkUslhs8YMIwDFeqdTtpXUZkYIZddyd+9N0zcMllV1idv20TUNUANA3DsGHDnOPq6og9bEwTs+ctwLnT/gfXXXcdTjr8l+hVZeDxV97HzXfcxa/MBCIRI3sK0zkXbydqV50ArrjyV3htxgz8+X+mYdSI4agZNg7f+ta3kEjwBpsCRfGExaAEdvEobsSnzKAolDMiuTbaVHjEw+McSh6UMkmEVai68twgYYtkaUNPUcsTUwhfzcskK3Ftr18PdG4DDvkh0G8f7zYGFcmSLkjAv68p50GxDZTqXJmwQuHLKMz4S2GgGIYh6GrJIhkDKiJApQH4lauIWP+cv6MK1Jg1sVVWVGTTpFud7OBxY/Hv51/G8OHDEYsxzkkOEHbHlJgj33//fcfY2LlzJ5YtW+YwIwcfuB+WLPsco/bay3oZdlUCVb2APiM9r2PWvIXYc8gg/OY3vwF2fA5078KadU+5jqqsrKTSwZvo19wbALBx0yaMHzICgIn58+d7VJW70PdmzcYF3/sevjn1WMCIor1hIFavXi1Ulvm3MMKM4gmDQQm4K3FRDBRG3gcgOyiLGCgSGhST2IgNCLjXSQE1KGGxNYVygwQSybJCqFV2+6YMFBnNRaLd+pnqYn8fpkiWyaB4lVPc3Zt28difqRh/eW0qHxfPl0IkKw3VRG2iZTjnGD5sCObMmYPV69Zj246d+NlFF2DHjh0455xzMHfuXKxcuRKvvPIKvv/971sTPFk3waCIYvr06Xj99dexaNEiXHDBBejbt6+zJcGvfn4RZs1biGmXXYn5Cxdh+edr8Z//vsrRdOSw98hhWPvFJjz++ONYuWotbr/3MTzz3H9dxwwfPtzZImHbtm2Ix7tRU1ONwycehBv/dAuWLv8cb8+ah6uvvtrrpuXqHDUKTz/7H8xf9BkWLP4U3/nOd3zYokIxKAHQ4zQoxAQRVIMiU59qzhW7nUD5RfGEnaitMmTaP08kqzCR8v4WRZ77SvA8pmklMvOqO8w8KHkalAJrsuz7IVpOBGXk4tEGChMybER4kRxXTLsI0WgU+x1+PPodeBwSiQTee+89pNNpnHjiiTjwwANx6aWXoqmpCZFIxF23Qh6UG2+8Ef/v//0/TJgwAZs2bcLzzz+PykrLAh+7/z54+99/x7IVK3D0iV/H+JPOwTU33ea9X5Jp4hsnfhWXXfw9TJs2DQdN+jpmzVuA3/7qMtdhZ5xxBqZMmYLJkyejX79+eOyJfwEA7rvtBqRSKUyY8l1ces1N+P3vf+/R+tx13nLLzejduwlfOfX7OOX8/4eTTjoJBx98sGc7Pf8WRphRPGHvxSMTSaDgGiIjZAwjWBSPVLkKIpOs7GaBQTZjK6SBQj3vwJN4yNlWeVoekT2sQkvjrxihZBsngHsRQCLMKJ5ILJtwMkDiQjPjP5bQYcbkZ37o3gUsfR5IdrO/L6Mw49JzOOWIYqdNz5bZZ9RemD17NtCyzvKZ1g8EGgfh6aef5hXEW//6O+i08iz3Bivk+aijjnLnPnGfGocctD9efeFZ6yVqWQNUNgB9RzmH5Ndj1fHHa36BP955H7BzDdC1A2gYjEt/9VvnqKqqKvzrX//KFevcDrSsxZjRe2PWO28DW5ZYBtegca52u7ZZIAbf4cNH4I3XXgW2LLbuxeCD8LOf/Yx9XUQ7+X8LIlQGhRITqoBlaAAC7hOFzQK5AlQJXYiMgcISIfoNyNwMqCor/0K6eEIyhlRZBj/k5ZMJwqAoGACZTM4YcvJ+CLp4koRbh1d3GBtDsnLupNNqLh77cy8XC22Mkufyw7t/sf597WZLl8M7t07UVu6QTdQmWoZzDtnNAlkZWEPbzVgh/Tydel66nM9nrPbZKMVePKFG8YTAoDiaC1V2QjGfCflTxlVjqFDhCnlQQkl1H2Cyb90IvHMz0LGN/X3YLh4VIakXQjX0FNpE3ntZfQ3JoPDqDiMdfxgGu+t9ECwXq4Qz3ore29ZsUEf7Fvb3ZE6XEkMbKExIuHjCTNZF1y+6OZ8BQiQbsoFSEOOHA5cxJFmOhKxxEzgPSgj3J1WgMGPyc5ly0jlGVDQokZxrsiAalCCp7kPUoMy5C3h9uhXuykLobhB7VW36u/eEzsubfIu06y5pNMjqa0QYlLA1KORP3/eBwV6S5xOpT5RRtJHMJuz0c3mVgQal9BxOOUJq473wRLI55kHwVM73ButDLvx2pM4/jeRmgc79k91kkDKGvMLmuGyNfT4PQyfsvXiMSC7MTxWF2s2Y/FyoXNCN+BSYl3RCcUD2GfyDiDvD1KB07rB+du9ifx9amDHl4gGsdkeq1M7nnIOO4pFJeBfCtZFlYgE0KFwXT8iLA0BNyB1Ek5VJyhttfoySZlDKHcVyF3AmdmEGhWAeQiM5yHOLFgnq4nHtTCjePrJOgepC16A4vuNyYVBoulg03bbEZoGqlDZtNBiSzEu0IreyU3VDiYg7w2RQnAlBYIL0Os4PLF1CGG4e55nZidqCiGRVXDzEc45V5X/mhaSIgUKcK4w8KAAh5BZ8HwxKk+V3b1maLFH9jBPVxGOUtIunzBEgiieIBgWSzEMhNSiKOww7RVy/yBhajM+9yjANGknNS9AonjB2kk6HEWZM0sUy7pNialBUmRfWgOwnkqXrCpAHJchE7zshhJVJlgozZp1bBVx3ngiDEoLx5azoK8UnfhspEZFsyFE85E+pdy+S/zm3nH1PJMOTgZyLJ81z8egw4/JG0aN46PolCxoKRoTMuYXvR1BXFVkI3teSd89k3FxhMSjZVY4R8DUyzfDzoJA/pfQdgtksVSctZe2KQkIrmzkKQ9wZZKJ3fP4CUSSsv0XhCCfJ5F0hRB8FEsnSLp4AGpRIhbhxakOEQSGfrZlW0+2QLhdArV8DCu8sGXYveU/88sJoBqXcUaIoHtGZnWQ5pHQzqpCM4gniqvItF8DFU24MSiYFV6PDSHUPBMvFUKgImVBWmkHrkkjUZk84QSZ6PxdPaGHGRIpy2VW1F0IVyQZw8URjhHtPMKTWxaAIRPEAwdqYd49EWT7J94Hp4pEUyfq5vHSYcbmi2FE8ii6eQjIoTBePbyGiPXZZgTbxNCiexUTcP36Qz77rroYyUFTPQ6vpi04zE5vBOTv+FsHQUC2nWpeMuJOOiAnEoNgGig+l7vyt6uIhXCERyVW1FwKJZENgh0hjMSo48dsQ0qCEEQqt6rrkMSgymiwJgxHIuRx5UTyaQSlzFD2Kx66X+ulbrpAMioKLhzZEZF1DMgwKHcEk4+JxxK0BmY+CGSiqYaY8zUUB0m0XXYNCRS2IlMmL4pERyWbPHcbGe35RE3l6l4Ai2aiCK8QLPJFsscKMM6ThJXldJIPCdbGFoJMJy2CXFY27hO2yDAqPUSqfzQK1geIFkYmrpAwKVUy5flaTgohkZXOZqFw/zdaQ5QTrC2pYgDJ0VM9Dr6yVXTy8XWeLIZItsAYlTQ7IBQ6FBggGJYSsrL5RPCHpXciVb1TiWn3Py+lXxdrTyDG8SBdPiFE8eS42FSMq7PdB1MUjYbDbSPqItnUm2XKHzAQbBoMSULtRSA2Ky+siKZIVdvFQxUSun3VOWaYnqHbEpESYqucquYtHxUAJSE0XtY0q0Sch7mtjr+K5ibFovUsYGhTJScsLqpMvQFyLne00QBRPpEKubkA+isfrOC+o6nTCyCck028y6dyCSIcZ91CUIm06wHDxKGg3wmBQTBOAiUQiCdC6EOH2gHkfTdNEKkW/fJzoHyFji8GgyLiUhOthnYZmYhRBDxSZlNpzVJn8MxnkmCAyUdvuoEHhRZ9IbBYYKoPi4+Jx9C4BNSiRWG5yCcPFE+g+hnBtLmYoCIMiKJItpgbF5Nxb3yg60p0nYbQJJa7TYcY9AzIunkDuAqvMy6+9iaOOOgpNe4xCn/0n4+tn/xArV64EACQSCUybNg2DBg1CdXU19txzT9zwp1uydRsw6vvhrgefwtRv/wA1NTUYOXKke0M+AOvWrcNZZ52FpqYmNDc349RTT3Vt+HfBBRfgtNNOw//+7/9i8MEnYvQx3wRg4G9334O9jzwV1cMnYsCAAfjWt77llInH47jkkkvQv39/VPcZgqNO+wHmfrzQ+f6tWfNgNI/ASy+9hAkTJqCqqgrvvvsu+x7mMS/+94zpThKN4gmcv4RloARgUGJEBtBQBkkBY4Mc1JT2uVEV5FJt9B2Qw3RDSbgmgmpQTFMg70S2nXb+kqCZZKOV8kyDF7giWZH7GIKWx8WgSBpeQgxKGAZKCO5VQM01JGO0kan/fUWy2sVTHJgmkOiQ+NdpPchkl/+xyeyxqbj1M058JzrxZY/r6OzE5ZdfjnnvzMDrT9yNSMTAN7/5TWQyGdx+++147rnn8OSTT+Kzzz7DI488guHDhmZPYE3Sv/3TXTjjaydhwYIFOPfcc3H22Wdj6dKlAIBkMomTTjoJDQ0NeOedd/Dee++hvr4eU6ZMQSKRe3Fff/11fLbsM7z22F144cHbMO/DD3HJZb/A9F/+BJ+98yxefvllHHPMMc7xV155Jf7973/jwQcfxEfvzsCo4UNx0pkXYMeOHS7j4de//jVuvPFGLF26FGPHjqVvQPYyJDLQ5hk1guVc9YUtkhWomgV74Kyqz32mFOqoMEi6DJRiiGQV08/b5WQSU3EFiCpRPAFYDdsVKMygBHXxKEzkXnCeGS2SlbiPlQGujRWxIrq1hItB8ZmQeX/LtFHmfTBNdSNaNcw4KRJ2TQjSS4zSm0jFQLIT+MPg4tf7PxuAyjqBA60X7YzTTgHq+gGd24E+Mdx3+w3oN/owLFmyBGvXrsXee++No446CoZhYM899wQOHgO0rHUm5jO/fjx++L0zgb574/rrr8drr72GO+64A3/729/wxBNPIJPJ4B//+AeM7PH3338/mpqa8NZbb+HEE08EANTV1eEf99yDyh2fAgCenrUSdXV1+PrxR6OhvgF7Dh6H8ePHAwA6Ojpw11134YEHHsDUqVOB9i34+5+uxmuHfwP33nsvfvnT7ztXOH36dJxwwgmCN07VXSUZ1hxUJMt08QRgUCrrgI6t1u/pBACRvkNAycWjaqDwDI0C5SZRyoPCS9Hut4cPMXEEZVBs9gTwX8EH3YWYnMhlXSFeMDmGr5BI1t5hOduXlRgUwvAiV/WZlL9OQigPSiE0KALvAxlNpppZ2RVmLMmg+GlytAZFA4Azpy1f8TnOOeccjNx/AhpHH43h4ycDANauXYsLLrgA8+fPx+jRo3HJJZfg1VdfzWMRjpgw1jU5H3HEEQ6DsmDBAqxYsQINDQ2or69HfX09mpub0d3d7biRAODAAw9EZWUuvOyEE0/AnnsOw8gjTsH3fv4bPPLII+jstAbdlStXIplM4sgjj3QupKKiAodOGJetN8duTJw40eP6ee4a2SgeQYTm4rFFsgG3GrBXdhWEQaIiygzVQCk3DYrCipE3sYq2EQjOaohQ6mG5k1wZVwuYB0VKJBu2iyeW/7kXhCbklPffIlDRoJDvmLLYPCpnjIq4vMiw7hLjy8GgVNRabIYoUglga3aCHUS7IyhsXmI90Ipaa7XUMACoH5irVwjWpHbKmd/FniNG4u933orBdWlkojU44OivIZFI4OCDD8aqVavw0ksvYcaMGTjrrLNw/KSj8a+/Tac0rOwJsr29HRMmTMAjjzyS912/fv2c3+vq6lwTdkNDIz6a+wHeeuZBvDpzNq655hpce+21mDt3Lu8yciDaVVfnxQbwxLVeRUJ08QRlUKQ2OWTAzs8Qq7IGqEwqJJpZRINCDZIqu7CSP8tKJEvXJZhgjJz4ghoNIiv4sEKaWRqUgqS6D+IqCymTrGj9MoyB33FeyHOvChgN9OIAEHdDkm6Y0BkU6r0pIb4cDIphWPS56L+qemuwqKj2P7ai2jq2ss76GavJfSe8ujexfUcLPlu+AldffTWOmzwJY/YeiZ0tLa6jGhsb8e1vfxt///vf8cQTT+Df/3kBO3bugj05vv/RJyAn2/fffx9jxowBABx88MFYvnw5+vfvj1GjRrn+9erVK689JGKxChx/zGH449WXYuGCBVi9ejXeeOMN7LXXXqisrMR7773nlEsmk5j78ULst99+EJ60uSJZAcOBuVdgkcKMSUPHUHVLIcegxKpyq5ZAg6TMKi77nRG1rqHoGhSFcoHb6Le7MzGJBhWuuiYEHwbFdgcHziSrsD+LF7jsgMSu0GEwKORmgWS7vJASiOIpiAZFwNBgGSiyrlJZvZGIgVJGmWRLbyKVO0zT29AIQ89gAr2bGtGnTzPuueceDOp9GdYumYtf33inc8gtt9yCQYMGYfz48YhEInjqqacwcEB/NPVqcNr31AuvYeL4sTjq5LPwyCOP4IMPPsC9994LADj33HPxpz/9CaeeeiqmT5+OIUOGYM2aNXj66adx5ZVXYsiQIe4GWReFF158EZ+vXI5jxgxC76YG/HfeLGQyGYwePRp1dXX4yU9+gl/+8pdobm7GsD41+OOfbkZnZxcuvPBCCVLBvod2tSJMCINBEU/Bmz08hE3+ADU3EwmbQSHzVxTbxaPMaMiKXRVFgS4GRXIjNvs5y65OgXBdPIUWybp0CYUQyUqu8jNpOO+aI5JV6Nek64p8Z2UnZD8Xm8x5aahoq8h7IbsRo8vlKcFoJUUy65ZPmLE2UJhQSNQWaDVuIhKJ4PEH/4FLfvkbHDDxKxg9chhuv+G3mHTaeQCAhoYG/PGPf8Ty5csRjUZxyCGH4L//egSRSMRp73W/+DEef/Yl/PTXv8egQYPw2GOPZZkMoLa2FjNnzsSvfvUrnH766Whra8Mee+yB4447Do2NjcxLAoCmpiY8/cyzuPba+ejuTmDvffbBY489hv333x8AcOONNyKTyeB73/se2traMHHsGLzy9D/Ru3dvoKtF6hZKMShlkaiNTJQXwEB1MSj2xFKkdNu8MmbGWiFHOEYcN2Ko0NoVCQGocuhndoA2IgSjFYaB4kOpOyyDaqp7wtANM5Msd8sAv0gT4jqCiGRJF49hWH0gkwyPQQnTQIlSfc3rXF4iWZndxKXCjAVE2/S1lBClb0E5gk4dL8OgBEh1f/yxk7FkyRKguxXYsRKI1cAkznfRRRe5i7VtAto2Ou0bPLAfXn3i78CA/Zi1DBw4EA8++CC3FQ888ID1i73SMAwcddRReOuNN4FNC7InGZt7mQBUV1fj9ttvx+233w60bgDaN1uRSFlM+spEmFs+A5qafK8/F2bscSivDFlQeJPFkFLdk3sIqZzKvt8khV00mpmTbRXIDpI8A6WIGhQ6HNMp43OPuMaX4MSqkkacBr2CZ40nTqRLgKy1mXRuwpPVJfieW1Eky9TyBMwka7cjkxR7R4Q2CySedyYZkgZFwb0KyN/bCKHLETGsSIMtk+T0x/JhUL4cGhRpSGw8F8Zkxy0ik0lWsIxQezxEq0KshkQ+E9f3sqn+yWMhaNiA7ZZTMSydVPcBw4zTpEg2ADWvkn6epy8gv/MsJ2mg0Ktxkc3R8oS8inWJ7tScDtFVQopkYbLrDkMkS7YvdBcPMZEC8m45gLg2FeOL0kQ4RqNAmLNQ1Eq2TYHcUITBQP6UeYdEywEIJcwYYN8TvVlguUN0R13iuxAYlPxEZZLllOsXOC/9nVA5ybwkDmRcPEFS3Qc0LMLaTdphUEgXT5GSRfHKCJdTTLgmUy4vFLqI6fiDik3zJgSGDsJx8QQQ5JITTegiWcV9l8jriFXnfyYKOi+HVGIyERcPnaulSHlQ6PvqKucn5CZdniEbKGWUSbb0LShHuCZ8rwMZBkqAVPfyUSy5cmaiE9j6qWL9PjCCMjSCZWQyydLCWvIP6URt2c+kta6kQRbAxeMwKGG7eAppoIStQRFNxy8TZhxwYiVXp6qRNaTPH2An4MvLthpAIA1kxdaC1yp0blWRLBl9U+n+TAZ0ZlNRFx9AMSh+UVQBDESlPCgBGBTX7t4yBhttoDDKlFEmWc2g+KIIDEoegSAr9nT+J1d/d6t7hUGfl8VOeNoMikwQsz54X0uesDa/uG/hsmZQwlzFSRga5M7MQq6hImhQXJMvmYRM0EAxaHeSaIRECEwE/X6xIifCyCTr9BcDruRdYbh4eCJZYZ0EscpXmvx5Lh4RxkBiczzn/hdLg8JgUIT7KCPMWEg0TBkorMimMgoz1gYKC9ITK8JhUKTDVckJkv7MB6m4JcTduUqsPUqhv7KiVRnDJoCLhxUeHNg1FyDU2IniCRpmHIYGJZLrywUNT1Y0UAxyxahalx+DQkQxBNVyMBkUTjuDTJBkrhBAjmXwg7LYmHAVBLmPefoOwSR0pimXKM/OQ8Pri92twJpZbPdLGOylaDmyzS6XpwqD4mEwawalnCEyuZIGSoBEXaqJypxipItBsH67E7JeWk8GRSL0t6Ai2QAunrAZFCMog2L72IMmalOJkKFWfq5yCuLaQmpQjIhlQAXNuSK6lb2sf58FGVGiLSQV3QiPdQ4VnYYf8u6joNg4LCbKYQts40uQMSA3agTY9940GVFUnHfvlf8B7p8KrJjBb6MMe2lSDB9ZzquPZjLuiC0Z0bCIi6eMwoy1gcKFwIQTFsVPl1GZ2GXZF+cF8KhDlRSQbgunYmUXj0z0k6JhaZpEPblcNGoaFEYeFN5AnooDHdvY3wVaxUnSzLzw5EJqUIJGDMmGcIYSxUO5eLxWrOTWGLL1kZQ/+TMUDQoVrRZIyxOCSFbU2KHdGczJmLgGPw3KrvXZn+sY5wmhX8uWA7IaFMVMsgBHtK0ZlPKH0GTHEkkGEKlKT+wsF4NgyKz9AjCPZTAoRXXx0OcTKOOqz6c6Vv4SacuCYs9CYVAq/QfyR88CbtkPaN+S/10xaeZSuHik61JNqx+mBkXGxVOT3wZR0KGhhdwsUEUn4Yhkg4TwSrJDefof1mQskUzOPtbrGapsFsiM4vEqR4eUK4qGgS9fmPHw4cNhGEbev5/97GcAgEmTJuV99+Mf/zjsZoQACVFoUAZFeS8aBhMg2gaSQaHrCezikcyDwr1+z0KMz1TqU2Q+XPeBMhBlwdyLhzPYbFlqHb+DoR1SYTU8B8lyEcnabaRW0H6ukLLQoNCiRA8GpTIAg6I6iYtA1Z2XZhh6YWZp9XuOrMmY7i+sfZe47GW3+6frPNS7JyLkDbo4AOTdkF92F8/cuXOxceNG599rr70GADjzzDOdYy666CLXMX/84x/DbkaIKAaDYmLSty7CpVf8kjifX93gGEj+xQC4hF6TJk/GpZdemn+Myz5R0YUEFckWyMVDtlPVsHQJpIn7r/L4ZTLJ2seyqNlihjoqGRqEHoBO+uXlc3cmOqqMb32cKB6YbKGjU67IGhR6Lx5A3UBx3CAB202C1ik5fcXnPpKuGcfQK6IA2GFQiHecNmpc2W59NCi2cckyMgNF0EkuDkhxMBl2LyKsF2KVdmMXT79+/TBw4EDn3wsvvIC99toLX/3qV51jamtrXcfk7QVDIR6Po7W11fWv4BBxt4S1F0uuUur8vg0giqkyKMDT/3oS119/vfP38NEH4Na/P5LfHh9MOuU7uPSaP+XKcYoPHz4ct956K9EWFQYpgIsnDA0K7IHZNk6CMChEJlm/laY9oDDDAwOk25Y2UHj6DgnfuWw55WRy1KQBiBlErs0bw0rUxmJQiLwTqtE3eSLZAmSSpUWygI+YMyRDj0xFD4iHGdsMSjUxv9D3n4wQcthLznk9GZRialCybXZE44p78QA+idp2QwOFRCKRwD//+U/84Ac/gEFMJI888gj69u2LAw44AFdddRU6Ozs9zgLccMMN6NWrl/Nv6NChhWx2FoqTZKAoHqpuZQZFxEDJrXyae/dGQ0MD4yBJFw8vk6xwojb7pxhbk0gk89qYTqeR8RUGhqBBUc35wgKZB8VrYjFNxUGyXBgUauUXtC7fcryVv2B90ViwvDSA2ITgGBcBXEoZimUIuoeQ69wckazf+cNylfFcPKIalKpeRJtoA4Wx7xI3X0qc/z2XvfRoo7JAnXofZHRSeaJtqgwdIVRiFNRAefbZZ9HS0oILLrjA+ew73/kO/vnPf+LNN9/EVVddhYcffhjf/e53Pc9z1VVXYdeuXc6/desYKuqwIeRmkNCgdO+yMr3SKyqiTCaTwZVXXonm/gMx8KATcO3NdzlHrF69GoZhYP78+c5nLbt2wdjjYLz1znsAgLdmzYOxx8F45ZVXMH78eNTU1ODYY4/Fli1b8NJLL2HMmDFobGzEd77zHXS2tzvnmXTscY6LZ9KkSVizdh0uu/ZmGP1HO4bl9p27cM5Pr8IeI/dBbW0tDjzwQDz22GPOOS644AK8PesD3HbvYzDq+sIwDKxevYa6T9nzr1mDyy67zNEg2df/7nuzcfTRR6Nm0D4YOnEqLvnlb9DR0eGUHT58OK6//nqcd955aByyLy6+8vd44JEn0dTUhOeeew77HXECqkYcjrXr1iEej+OKK67AHnvsgbq6Ohx22GF46623nLY88MRzaOrTH6+8+R7GfPV01DcPwJQpU7Bx40YAwMyZM1FRUYFNmza5ntSll16Ko48+OoBuiAFXJlmPMONMyrlXeQyKaTKo+ALSzEU1UBQNDed+2BOroGuIpZ1QnehFonhcGVcV6+PlCilkHhRAbKUfdBNMnr5GlEGpIhZf9P0nQ5hF3aueGhSJNtL9WrRc3v0QjKADcgazbQjRrmKXAHc31KCQuPfeezF16lQMHjzY+eziiy/GSSedhAMPPBDnnnsuHnroITzzzDNYuXIl9zxVVVVobGx0/ZOBaZroTHbK/Ut1ozMdR2eqy+OYTuuYdDx3fDJ3PLkTMbp2WsZJN9899eDDj6Curg5zZr2LP/7m/2H6X/6O11591evCsr+43QzXTr8ef/3rXzFr1iysW7cOZ511Fm699VY8+uijePHFF/Hqq6/ijnvuZ57y6aefxpA9BmP6FT/BxkXvORN2dzyBCWPH4MWnn8SiRYtw8cUX43vf+x4++OADAMBtt92GIw4Zj4vO/SY2rlyCjRs3YuiwYXZD3ecfMgTTp093NEgwTaxcvQ5Tvn4qzjjjDCx891U8cdeNeHf2B5g2bZqrfX/+858xbtw4fDzzJfz20h8CBtDZ2YmbbroJ/7jtJix+4yn079sX06ZNw+zZs/H4449j4cKFOPPMMzFlyhQsX77MOVdnZyf+fNcDePj232PmjJewdu1aXHHFFQCAY445BiNHjsTDDz/sHJ9MJvHII4/gBz/4AfLYotAyyXoMUOTASBso9IZ6QG6wM730Fj2IQaFX0EAA15DIxBpCmHGeSJZhWDrtDCAmzdNpBEj4R4MXxUN+59Um13UptEc1k6zNoFRU8w1/GfbK072qoEFh5kGJub9jwe67zvugEGZc3Ytdhrw/ZcCgFMxEWrNmDWbMmIGnn37a87jDDjsMALBixQrstddeBWlLV6oLhz16WEHO7YU535mDWlt45RgTjMki+93YAw/E7373OyCTwt6NX8dfH3gCr7/+Ok448UTviij3wu+n/w5HHnkkAODCCy/EVVddhZUrV2LkyJEAgG9961t4853Z+NWPzs47VXNzM6LRKBrqazFwYH+gz0AAwB6DB+CKH58HNO8FVDfi5z//OV555RU8+eSTOPTQQ9GrVy9UVlSgtroaAwcNBGp6uzt/dltv5/wNDRg40Do3Nm7GDX+9H+eec7bF5Oxaj70HNeD2P16Pr558Bu666y5UV1ubjR177LH4xS9+YeUi6KjDOws+RzKZxN/+9jeM27M30Lkda7dvx/3334+1a9c6xvEVV1yBl19+Gffffz/+8PNvA7AMjrv/dC32GtIPaN4L06ZNw/Tp050mX3jhhbj//vvxy19a4uXnn38e3d3dOOuss/gMigpIBsVLTEiK8/JWPiG5T6TLyWhJWEaURFilM0Ea1qBupr0HZc+JVUSUGwu28gdyK9aKOiDZwaDUiesmJ8mgGpQwNwvkpboHxO5jkOtynUcyQslmUGI1loGSTvA1KOR+QUoGCs1gqWpQFN4HGd2SbbRV9wK6dvDvB1AWYcYFM1Duv/9+9O/fH1/72tc8j7NdFoMGDSpUU8oD9irWI+/I2LEHZv+2JrtB/ftiyxZGvgunGDusd+yBBziHDBgwALW1tY5xYn/2wax38urPR27STacz+MNf/o4nX3obX2zYiEQigXg8jtraWo9ygpO2CSxYsgwLl67AI489Djv02YTl9lq1ahXGjBkDAJg4caK7yQZQWVmJsWPHOomUPlm8FOl0Gvvss4+rmng8jj7Nzc7ftbW12GvEntlJxMSgQYNc9/uCCy7A1Vdfjffffx+HH344HnjgAZx11lmoq6sDElnXU+gMiscg6cmgEAMaHSFTUJGsgjFkRHP3K4iYMJ0Wa6NzP+yEeqZ3uVA3C8w+s5qmrIHiMSGI6CB4IHOO2OciPw+CvGetIpINIYpH1sXjYlA4LAOT5fHToBQygk4kioe6H1J7E2UNZls47DWOkC7REqEgBkomk8H999+P888/H7FYroqVK1fi0Ucfxcknn4w+ffpg4cKFuOyyy3DMMcdYE0yBUBOrwZzvzJErtPUzqyM2jwQq69nHdO8CWtYAsVqgaQiwbRmACDDwAKdeB7YxQdPthMFSUeGm1AzDQCYrUItkBwXSbZRM2mpu9ykrYrnzGIbBOS/xAnDn1NyJ/3Tnfbjt3sdw659vxIETDkddXR0uvfRSJBLky+whHM0yKGyYaO/oxI8u/iEu+X+XAW2bgM7tQG0z0DAIwxxXESzjwNVoAzU1NS4Rdnt7B6LRKD788ENEo+6XrL6mCsA2APb9zmlHDMNw3d/+/fvjlFNOwf33348RI0bgpZdesnQsQO45OtFbAcKMXXlQPAY2cmD0HFhkNCgMoV6hNShB2Rq7XDquoK+JWROn7MQalEGp7gW0fsF3MQDBDKK8RG22xqAAeVCA7H1MSRh6JXDxOAxKtWX8AwwNCnFur/OmU7l3nhlmHNJmgUHcq373Np3KXS/XxUP0/SDC/5BQEANlxowZWLt2bdZXn0NlZSVmzJiBW2+9FR0dHRg6dCjOOOMMXH311YVohgPDMHKuFlHYxkW02p2fgEQqbnX8ihrrmGiVNWExj/diUPIaTPxhHd+vXz8AwMaNGzF+/HgAwPxFS+wCVLkgoc5AZWUF0umMy/B574OPcOpJX8V3zzkLqOmNTCaDZcuWYb/99suVq6hAOpMBmznJtamyshLpdNr13cEHjsGSJZ9i1KhRQGst0F4H1PUDeg1hN5J1H7PXP37c/kin09iyZYslaCWRTgCbt0H0nv3whz/EOeecgyFDhmCvvfZyXGfKSelYIDPJeolkU14GCuk+kaGZFYV6RTVQgu4XRK1QM0nBiTVg9AnA8PlzRJpAMIMoyKraDzQTBRAGisD9j5JhxiGKZEWjeCpqcu8VbVyI5mpxsZdhRdB5GSgi91WiLsCduI7bH8snxBgokIFy4oknugWiWQwdOhRvv/12IaoMHyJJv2TyafAYFNf5+a6RmpoaHH744bjxxhsxYsQIbNmyBVffcBu7nFCYMXmM+/jhw4Zi5pyPcPaGzajKNKJv377Ye+Se+NdzL2PW7DnoPWhP3HLLLdi8ebPLQBk+dA/M+XgRVq9Zg/o+g9Dcu4lQYefqGD58OGbOnImzzz4bVZWV6AvgVz89H4d/4/uYNm0afnjOqagzO7Fk7Ud4bdbH+Otf/+p/PcT17zNqJM4991ycd955uPnmmzF+/Hhs3boVr7/+OsbuPwZfm7hnXhnePTvppJPQ2NiI3//+9y59Cj+kWgEkg+I1IZJGCVeDYuQo+KJqUAQGVid8kQyrFNh4jhSR2hDJq+G5EaLItREGg521VmZVmcnknpM9IdCGpf2cjShcOS2CJmorZB4UQCwc1uU+8dF3iNQv675yMSgc44O8b15tJMt5hhnT7GUhNCjU+yBq1JJJ2qqyLh56HEkz3rUSQu/Fw4XIQCSRT4OnQZEIS73vvvuQSqUwYcIEXHrppfj9ry/htFU0fwob039zJVav24C9Jk5ymJurf/EzHHzgvjjp1G9h0qRJGDhwIE477TRXuSt++n1EIxHsN/4w9OvXD2vXEuHgRJXTp0/H6tWrsddee6Ff//4AgLH77YO333wdy5Ytw9FTvonxJ52Da/5wsysCjH2NjEyypqWBOu+88/CLX/wCo0ePxmmnnYa5c+di2NAsIyOoHYlEIrjggguQTqdx3nnnEdVz3FkqYcYuBkXQQOG5eIIyIcLlVEKaOa4C8nyhttHLfeWVAZWhQSE/FwVzxUqLZBXdFzTCOg8NV/i65HNjsRNKDAqdhE5wLyAWg8JN1EawPL76rwLmIDJkNCjUu+fn4rHdjbFqazFEnstpE8EelgHKoxVlCYEJh8Wg2J/TKy1uFI/1+Vv/+jswaFz2dNb5nr3vFmDA/s6RY8aMwaxZs3JFNy+G+cVHQJ+9AQCTjjzM+rtXLjHRBRdc4MpDAwDX/u63uPZHpzl/v/Xyc5beI4vDD52ABTOeAGqagd4W29Dcu7fVnqZhQG0f5u3YZ689Mfv5B632VGV1Oxs+dl0nABx++OFYsGBB9nakgU0LAQCHHHIoXn31VaBtM9C2wVU/YOWCyd0263wXfPccXPBj2lAzUVFRgeuuuw7XXXedu5HJLmDrp7jg26figkt/C2z/3DnfaaedxmT+vvjiC5x88sluIbfDhCkmpSMhupuxiAYl1Em8TFw8dKp7VznOhOdKOCW58mdpUJzPJSIbyBBjYsVqmiY6E2m0dacQ37oLewJIGTG8sXgTJnabaAbw+qL1WPbFSnQn00imM0ikMkikM0imM0imTWQyJlIZE+nsvxN3rsLpAGatbsWDD8/DhPa1uBjA8k078dfHP0bUMFARjSAWtX5WxiKojEZQXRFBdUUUVbEImlLbEG3aA7WVUdRVxVBXGUNdBeC8gayVvpCWJ+Y9+ftB1X1lGxIxD5GsK1dLpfsz17nId89Lg6IikpXVoFBGhDCjRBpsHE1OGW0UCGgDhQ8RFw+TQbE/pw0UHoPCrJTzPQeykSS0dc5jdVzNETHYmI3LfsErR3yutJuxZBsldk7etWsXPvnkEzz66KN47rnnfM6j6OLJZAgKm3Tx+GlQqFWcakRAWPqOomtQfK6NnDhlJwBWBlSAObmaponW7hS2t8exvSOBbW1xbOtIYEd7ApmWtbgMQAIVeGHRdpwO4MF3lmH66y8hnbH6z17GF3i9CmhLABc//CGeqIzjsAjwr7mr8FKmP7+NFPaO7gQqgNU7E3hl62aYkVZcXAm0dnThP/M3+Ja/IPoyrq14CJcmfopnM0c5n1ciiWVWhD8OueEtGNWNaKqtwJPxDJoA3PzyYsT7ZNCnrhLNdZXoW1+F5rpK9GuowoBkElEgeD6ZPM2F4LlsA7GihmAMVDUoHu8e2caIhNHgCO0V86DYxwq7eGwGpSZXJs/lWF4uHm2gcBGUQck7OPvDS4NCVm9kzy9av2CbmW3g0d0M94nw5on0VzzXF6s+gYgY5ztWG73K0fcswm3fqaeeig8++AA//vGPccIJJ3DOQ0fxSDIoJCsSk3Dx5InbQooIUC1HJoXLZOAKRQ27LpFypOEiPQFY9z5jxLCxLYU9sh8//N4KfN5Vgy2tcWxu7caWNutnPMV+f/YyvsBlVUCXWYEv2jJADMikEo5xEo0Y6F1p/W5GYjhoaBPqWquBOHDIsAbU9RmCqliW7YhFUBWNZFmQCGIRA9GIgVjUysY8bvnbwEpgwsgB+N/9D8CgzTuAj4BhTRW4+pAxyJgmkmkzy8BYLEw8mUZ3MoPuVBonrd8ItANf7b0Ny6sa0ZlIoz2eQjqeu78dSROdyTi2tMXRXWUABvDGko1YbFYxr/+K2KeYFgOeWbgVMzZ8gjuz9/afs1djUFMNBvWqwR69a9CrxmcyzEtCJ5gl18Wg2C4ezoRMRvGwXCVpD/0XEKIGRYZRVA27Jl1e2sXTQ6GqQSE+dx3Ki+JhMAiu+sNhA1wQZVCYe/F4NYelCzF8Jm0WgyJx7aw2itBOAnU5IcVe9efde0mQRke0ypu+9vKDl0yDwthh2EyDKW8LmlafdLf4rVBZYdeu+lIwTRNb2+JYu6MTa7Z3Yu2OTqzf2YUpq9fjBAC3v7Uat854EyuqIogZGdwx41NsQW9mdQ1VMfSpr0Sf+ir0rbfYhH3NJPAJUFlTj6+NGgYsAr45th+mnnQcGmtiqKmIwtjwMfB3oLmhHs/+7Ejg4T7ASuAHhw8BDhrHvyc02mqAlcDowc0YfdiewIrBwEdAv9oofnj0SP/yj0SA5cA3D+iDb04lIt+6W4EbrV9fvmwyWlNR7OpKote/q4Eu4PwjhuKzyAjs6Ehge0cCOzri2NaWwLb2OGKwnunWzgze+XwXkGVifvefhUgj1wcaqmIY3GQZK8OaazEk+3NYn1oMa65FLXezQJ/U7iSDws2DIrgXj5f+CwiRUYy4vxMpJxpm7CQNrPVglCjjp8TQBgoPMlE8rt1swZ6QuXlQ8irkfO9RvwzzwGwDh9UxKEND6OSgLsWPWVA1NFTdUJzwYFnmgxbJqmpQ6DwYwmHGnHDVUAyUABoU+ztWmGLYeVC8yhGft8QzWLlxBz7f2oHjuzPoDeCyxz7Ey7u2oiuZP8kdGusEYkDCjKEiaiBtxBBDAifv3wdVfYdjYGM1BjRWo39DFQY0VqNfQxWqKxhJrdZ2Ap8ANbX1GDmwGVgENFUC6FWd3057xeqlg/ACbcTJppbv2mH95Bm+AIb1bcy1s6oS6ALOGj8IGLofaGQyJhIvvgl8CEwdOwT99jwIeMn67sTRfbC2LYONu7qxoyOBtngKn21uw2eb25hNW1zdjToAN726Eo17RHHi9m7sBSCdSoBx13NgMiheeVBENSheO4kHTdQWJMxYkFGq8Ihq+jKEGZcDWGJHOUgyBo6RwnDLuFw1HAaFdosYRvYrGQZFcJLMo7d5rI6i0ZDHoHiUY7I19HceVcm6eILuuOycJt/QsR6z5HnILLKGQayG/ESyIWtQDILxcASQEnv40AaKSBnyd1UjipiAt7XHsWyTNdGt3/AFfpv9/OD/fROZLKPzemUGvSPAuu1t6DLTiBjA4Kbsir25FkOba/GVzxuBdcBPjtsXV0yaisiNVUAigWtP3gfoI7Edh8vnz3Mx0AJQRTFpXqI2ybwjnbaBQu8VRPQBloHIcZVFIgaqI1bZoX17YeiE4Y6Bctc5BzhRTZ2JFDa0dOOLli6s39mJdTu6sG5nJ9ZlWa1dXUnEzDRgAP/5ZAs2fJJBV3QrLq8AnpizCv/49C3s1b8e+wyox979G7D3gHrs1a/eMhhdDIpPFI9fkry0h3sVyDcQRXK1OEYN+e7J6L8kRcNC94PxrpUQ5dGKEGFnTe3s7ERNTY3P0V5QcLHYBopXKDFXg0LPrgpsgOhk6+viYTTJ4Bzr2R4JuOpSuffESUTaGDg8OP/ZJzIAMum87LWecPbhyVKunqnuBRK1SWtQQk7U5lUuJAOlO5lGJm2gFsCj73+O5998H8s2t2F7R26w7Ytd+G2WqMjAwOBe1RjZrx4NW6uAOPCbKfugaf9J2KOpBpUxyh21vQJYBzTU1gARQ91oEJkQ6BVr0DwoEcXzdO20fpKh0UDu3hsR97smwrKxMskCLgOgtjKGUf3rMap/PfMUuzqTqPxTGjCBC47ZG4tba9BnbR3QCUTNND7f1oHPt3XgtSWbc00zgOF963BPchtGAViwqRt7p6OoJduU10aZJIkiItmgAnURDQotGhY0UEiDOU8kS4V0lxi7nYESjUbR1NTk7KlSW1vrSoMujGQaSJlAPAFEGR0SAOJJ65hEGujuBlIAYAJd3UAFMeFlUtZxAJDOHuvUE89+Z1KfZ6xJs7sbyHDS1djivHjc+j2Zsc7VHQcMTpuBbFuJ9sUT7roT1HUB1u8p0/qum3PuZMa6jngCsN/LZNZg6+oG0ozn4Fw/cue176uR9qgrlXs+9rXGs58lUvxy3dT9FrkuFuIJq1wyA3R3IxNPYOuubtS2rkAsNln8PA6Dkh0wvBT5IonaSqVBEdmIj8nWeCdq29WVxM6tuzAcwNy1rfifW97G59s68GSsExMiwFtLN2B2xpKxGgawZ3Mt9h7QgIObGoCPANOIYfF1U1BXlb2mv9UBW4DxQ+qBvnXMOrkTgKzbhWmg8FKLS0Zk0KATtYkksrORyQDdLdbvPMPXoIxumb4VrbCesxHJiqjFr61XdcRZ1F08aV8rHcJ7M4HXgFMO7IvBBx+KFVvasXxLO5ZvbsOyze3Y1ZXE51s70FnZDkSAW99ej69Ht+OMKPDP95bh8y1LsP/gRhw4pBdGpRIWt+aXxZe8L2bGMgbse+zakTqsPCgiYcayeWEE+iMZdl0G2O0MFADOLrmeG+35oWObRdHWpICqXexjunYC8TagOg5UdwK7tlqUZ2uMyp+QBlq3Wr8bEaCdCl1s22p1zA6iU7RutTrcrkhudU2jJXvOtkqrk7ZvtVZAtWmgcif/2rp3Wf9sVHUDNcTKybmuBFDdkf1sBxBvz37Wzj7vri3Wy9pG0KXOdUStKBUarOtPdAKd24BYG9DCcTO0b7YGjRYAFVl6Ot5mtb2iA9jJGQSTndazjVUBuwB0tQDx1uw96GSXYcEpF7fuXbITkR2rMeyLl2AYF4ufh8yBAkiEOpbaQKEHZHIC8omsYdVlptERT2HRF7vwyRe7sGD9LnyyvgWrt3fip9HVuLIC+Hx7HMtTVt8zsuVO3LcvTthvLPYd2IhR/etRU5kdrFvWAR8BRiSaM04AiOXvoPUcillQWRMCL5NsUAaFx8SIGCjdLTlmV8R1CIgxBHnuq0rr/DLX5tpM0W0w1kaBo/fuh6P37uccYgufP93UhiH/MYAOoH/vXki3WWU2bG/FfVtWOcdfXrkUl0SAeevbseOz7TgRgJlO5nPA9HNLdQPRLOvD3KU7qP5LhHnJHisbZqxdPKWFYRgYNGgQ+vfvn9tQTxav/ANY/gpw5OXAvt9hH/PWk8Cip4BDLgLG/Ai476dA51bgrEeA/iNyx+36AnjpF9bvsRrgx8ROwls+A17+BVDbD/jBS7nPH74c2LUOOP0fwOB98+tOJYAXz7R+/+Eb1u6UL/wVWP02MPk3wOhv8q9t5s3AwsfguKTGfAM47prc928+Bix+Gjj0x8CYH1qfvf0v4JMngAk/AI74Kfu8d34HMJPABf8F6rM5HB66DGhdD5x+LzB4dH6Zrcvyr3/FG8B7VwKDDgLO+Ae7rievBbYsBr52CzDiGOuzxc8A7/0vMHwS8PU/s8stewV47zfAHhOBb94NvH8XMO9e4IAzgUm/4t6yPNj3cML3gf1+Bqx+F5Xv/ByRgfv7lyXBY1D8/OBCBkrQzQIVDJt0QsjFk8mYWLG1HeuXbcexANZua8Wka19BhuFp610TAVLAfkOacf+kQ7Df4Eb0f+ZuYNVSfGv8QODAoWLtc12bQAZUWhcim5XVlYfDz8VjP3/FungaFBFjoItYzIj0KwBiGU/pDLAVALrl2CHyWFrfwTiPYRjo31iN/o3VQIXVtpvOPgzp+Z8DH76Jr+3XB50Nw7F4wy4s3tAKZBJABFi0qRP3vLAcJ1YDiUQcP7x3Dg4a2oSDhjbh4GG90TtPO0Q8R1bEmIiBYrIYRYEweNW9ichEbb79Ubt4Co5oNCqnByCRbgPa1wFmB1BdzT4msd06BgnrmPhW6+9oyl2mLZ09DtaLTX4Xy1jfRUz35/Ft2c9T7PoTmdw5a2qBqmog3Wp9lm7ntxkAOjdYx9X2tZiK7q3u4xM7rO+NeO5zs8v6LLWLf+62VQCy12Ef43cd0XT+9cdgfdY1kF9X10brmJiRO8ZIWZ/Ft/DLOdexd/aYhPV3cof3PaNhP3sjaZWriAJmSjxqwkaKYlBEaWYpDUoBE7XRob8cA6U9nsL6DTuxL4BPt3bhzOmvoq07hQnGGhxbBaRTSWRMYGBjNcYO6YVxQ5tw4B69MHZILzS9Px+YCRw4tA+wb3+qjRJsjUg5IDxWw9ZzVNQKpFqnoniUNSi0q0igP9oCWcCd/RbIMSt0XhsVhkBFy+NiUGiD0SfMmIjiiWbfr/0H1GD/461FRDpjovX5t4GPrfDsMZk+wDagwkzhneXb8M7ybc6pftG4CD8nLy3RhYi9JyzTQCmgBiVPkGu/gya4OYgAjmhbhxn3TEh1FDoenXoBSdrUTLv9lywlt6t+nj/fa2Xh8+LGW62fdVkDJY/W9crcyZsQsvoTQC4xlrK4087CyFLAiwjM6KgJ1RUrraQPGH0hKtQruQbFK/Q3jW3tccxbvQMfrNqJD1Zvx5INrfia8SnuqAR2dKbRlkyhpiKKffv3BrYDA+pjmPPj4zCgkWEkqrTR5LxXIiv/vIk1oAbFM8yVM9koa1BUGBTCQBFlUERcZWEYes7zNQj3iWgmWW/GIBox0Lva6h9H7D0QRxz5FeCPQMQw8b+njsHH69vw8dqdWLm1A60dHQAxZ3/jtjcwcPgYHDK8Nw4fHIWTsSZwHhSZrRhsF0/M/V2EIwkQ2ZtIJ2rrIRDZZZXlYyU/tyHiv+RSqD4rRFf9goNbPJtvoLZvtr0yOTVCTi1Or/zI8l5Gg9fLLbI/SOgTguoqm9ageBhMZZWozV1uS1s3mkwDlQC+f+8svLmjOa9I3/ookASG92/EC6cfhX0HNiC2eQFwD1AbA2pZxomrLoU8KKEwKIpGbJLFoPBEsmGFGUuGngJuBkVYgyLSR2j3lcK7Rl6XHewgnPdDwEAkFwgEG3juxEE49wgrwd3OjgR2vjwX+CRXrKu7CzOWbsaMpZvRG634ONt173jzcxw+qh/GNUasXZsKYaDQ6ejzIuh4BoqtQSHuB51PSae67yEQougEX0D6pU/Fc5vpOWF8tErep35nADNyq0TRVZNtoNT1zbWHhMqkxaI5AfhFabBdBRL+W1mBGS0C80ot74U0rR1R1Q4QeVDI87EYFPKz0BO1yWlQzEwKBoCbXl2BV9d9jpVbOzC3ykQ/A9iwsx1AM0YPaMAhI3rjkOHNOHREMwZ93gL8BxjcuwGD9+gl0UYVRs9v5e+V44U2GkKM4vEL61QWydJMDDGJszYvJdHlZaDwonhkRLI0wyzxjrBcDiLGVyadu7fCeVCo4IUKK01F77pK9O7t7kd/O2s/vNM+GB+s2oHPV7UDJpA2Ddw8YwUwYwWGVrThnaj1nixY14IDBjciFqXYPE/2WCYHEdVuHhwNipfLUW8W2DMgI1bKc/FQLw6LQbHht0LhukYYYiZhF4+ogaKWuVPJsAnZxcAvx1kdh8agMAwLL9iGRkxglUkzKOTE42loBNegdCfTmLt6B95dvg3vLt+KF7P1PfXRJmxDL2u3h0gMMIFrvzYaYw4+Ck211CAX9FkzU937hTTzJlaBFars5nQ0yBUrL7V4XsRQQFchc1Wd9qbsPRkUP4ZXwsWjkiWXdqMDYgwreR1euxmTbYx6TPTUGDm6bxVGjx+JHx49EpmWgcCtACIxfO3AQXj/8+1o6wAQBQyY+Oad76C+uhJHjOyDo/buiyNH9cXIvnUwVMZZgD+GAd7PQ8jlqF08PQMi8ei8bcDzrFJ61UTG1PPEfAorRFkXT10/dvtYg7uf+0TZQAkxwZjSM7Nf1IBRE4GZGNrFwzJQyH6Vzb1A70sSootnZ3snnpq5Eu8s34YPVu1wNsWLIOPsq3LmocNx0OiROGxEM5r+rw7YtR1HjOgF0MaJqy7FAZl1bbz7zepX0vUFNBpcK1be2KAYkUGDNphdaQ6S3hOOlwaFp+UJch9ZRvyqmcCHDwBTbgLqc2HDTAZFJIQ6SRgoIpqLSIXVV3i5WjwWmZHsPYrGKnDnuQfDNE2sWLsBuN/6vnd1BDu6U3h1yWa8mk0oN7hXNW6v2YqJALpSBpyUokJ5UGgGRTDHDOly5EXxaBdPD4HSalzCxeOcQ1Eky+pIIoMGQGhQ+uS3hywvo0Fh5QIQaZNKXeR3siF69AohLHGrTN4JEnkMilcmWbofdefT3QEMlF2dSby7YhsqPt2GEwG8OH8d/pD61Dl0YGM1jtq7L44Z0Qi8YH32q5P3d9KW+zI2LKNBROtVEA2KjLgzqAZFIpOswzLwxL8cdw1PkOp1LhuuMGNJDYqUSNbjPr5/F/DZf62UARMuIM7BcDmIvLO2/sQ2PERdGk6uFolFJnWPDMPA3oOanK/nXjUJi7cm8c7ybXhvxTbMW70TG3Z1Y11nGyZGgZtfX4l5S97DV/fph681d2Ef8pwssHKVRGJWm70MW6c/Cu5NVAbQBgoPIrtK8kL7wnDxGD71M6lPgdVXJgMkCqFBIQwGZkpsH+ZFWskelsBMlfmgJxbVlS+tQSEGX3oyyutHiZweTuGZmaaJzu446gDc9ubnuO2JV5ExgZ9FO3BiBVAZMTFpdD8cs3c/HL13X4zqX29lZU50OAaKWmSNojEq86xNDoPi914B4TEorLBOriiRHkMYLMP2lcC9JwBHTAOOvpzdZtpVBPj3SdLFk0lRUYY+Wh4Z15zXfbQXTfbPvHNIunjIiBXA4/7TbvpsrhbfQAfWIpNhQAOImmmMHdKEsUOa8LPJo9CVSOOD1TvQ9+X7gR1Ayoxg/roWzF/XgjeMz/F8FbCjvRvvzP8CX92nH8NVynLv80P8c21WEG2XGNpA4cFZIXiIlXi0qhKDIrnS86K9vTppoj33O8/F4zmRhLxiVV35syYgKWGzQBKuTMZa1Q0eD/Taw/0dnWBNNRqIlwfFbpNrohExdL3vR3cyjdkrt2PG0s1489MtuKVrOw6PAMu2diNjAqP61+Pghr7AF8DpBw3AWacfmt/mkumNZBi9IAxKWBoUmbBOARfPujlA53Zg+av5BgrNBJDMoi+DssP9NyvKMJBIVmAxYPflRIf3OcjfRSbjWNYX6SuS9XHVehooHv2T0c6ayii+uk8/YH4tsAO49MQx2LfmQLy9bCu2LF8PAEgkE/h/j89HNGJgwp69cdy+/XHcmP7Yq189oV0h3fsxIJlflwssDQpvcao1KGUOpT0RRDs3Y2Lh7XXBo1BV1e32CiVSAVQ1stvHXBGoRk2ITlqyugRF15BMboa1s4AnzgX2mQJ85wnqPDxxa8o/aoJ5HirVvd0m0kDJiwDxMXSzv5uZFJ6auw4zlm7GO8u3oSuZuz8VVZYBfuahw/HrYyZjaHMtMGsh8AUQA8c4d7nzimmgSPR1Vr8i6xNyAwaM0HJEsrVukSzZP/Ky1npclz3BxNvzv6OZQcOwfs8kBRgUalsMV5Qhj4lSWQx4GPG2MZfHoHgFA3i5M2zj0DZQOMyUKFsmZKAQbRQxELP3rqmuBmdPHIazDx2G5IZK4B6goQLYp6keyza344NVO/DBqh244aVPsWefWtxWvRUHAUgbUThPReQ9Yoa90/1RMyg9AzKTXV4OA+olyGNQGGmS8wZSwTworoldYKVnDwBVDbnVRSgaFJ6rSvQ6WGJfr8HPznAZVCTrMWi2brR+7lrPPw+dGMuuX9SHm6JdPASdm04AqM0/lvU3xXqt2d6Bdz/agHMBpJJJXPnvhc6hAxurcdyY/jh+zACMn1kPbAAm7TsIaK51X4tIxJZLAyTqzmNR4R5ZMJ1nxjJieSJZRv9wtVGij6hGaLl8/nZ/oMTNMgazwzK05X/H2oU2mjVQ/Fi9PAaFyCaruvAAxF3gZJ08BoW+Lr+6HQaFcvF4RfG4jlPXoADIGogx6zsJg72iwqq/rgJ49bKvYt2OTrzx6Ra8/ukWvL9yO9Zs78TKil04KArc9uYqrN80HyfuNxAnRSqs/YOENChE4jqYcEV56TDjHgIpH6v9AnIEbrTf05VZljeQ+k0SrJWFQJtdBopPdsug0TgibQqqQVEWyQpQ6vYg192a/x0visc+F22gbFxgrVz67s0+D83EAIx+xGfi7A3OlmzuxOW3zsSnm9rQF7twbjVQYaRxwOAGHL/fQBw/ZgD2H9yY2+H77YDuPJfeSLSPMJ61XS7Civ4JkAcl0C689MQq675jrFgB65nTk6xIKK7NyLAYFJ4uAfA29JPdufPakSBMw1eBieIaXwxDLynj4hEQLecxKAJ5ULzOzdJ/2fBi6zwNFP88KEOba3H+V4bj/K8MR3s8hXeXb0X/VyuBVqAtATz90Rd4+qMvMKsqicEG8ObSL3Bw0xj0qmEskFIMlyNgGVtRyuDXLp4yh1QqZ59sop4aFD8GxW81Kuviye5iXNWYW7ULZSUN6uIJWYOiLJLlhT6yJgSbUvcyUFhRE9S54m3AvSda0S6/+IwtfLWfBbny8lnFmak4Fq5rwX8XbUTzR8vxIwCLNnbg01Rb1nfdF8iSQC9MOzK/jwE+7jxVfYeCi8f53is8OQwNiop2QsClwIIriofI7pmKA5V17Lq8tl5wJnGWi4cai4DctXoZVjZ7YkSB2magY6tgnqaQxca2kUQbKKouHppB4YbVCm41Yb+nlQ0WgyWTy0rmffAQcddXxTDlgEHA4nqgFTjvyFGIZEbglcWbkOyIAgZwx2ufYuEME18Z1RcnHzAQJ+4/EM112Wti7WbsXKvdHxnzSgmhDRQeZHbrzNvESkaDopgIiZki3oMNsOFiULKDppnhKPcldCHOzpySKy1VDYqySJYjgGQOmraB0pavK/FkUKh2d263nnl7t3XOSsJtYxsdMXJiqcgaKGxD1zSiMMw0Lnn4fTzfth0A8LNoN1ABDOxdj5snjcNxY/qjKdIF3EhcN9NAUWHLCmmgSJbz64+y7xWQPyl6uSa8QIoSI1E4u4eTz5VesXqyDNnzpbrd7yt5PNNV6jEe2BE8Nb1zk7nI+CQlNhYIM05xjC9VrZ0og0IHG/Dumf2eVjdaBoqfiwcI5vL0NPys843o3wu/nbgfrv7aGCRubQB2bcGI5ip8tN3EzGVbMXPZVvzm2UU4fGQzTt6vL861zxmrztbj1R/Lw0DhbHuoIRb+yJnsfBkUCZGs36DtCr+TEMmSBkpemxTSyBdi0jLTlmEgWk4mu2Ueg+IhSjTTudWHcx7bQLHFrfYEhPzBjdwhtrvF/V2KOo+rTdZ5TNPEwvUtSCasZ9SSsSaSto4O1FRE8bWxg/CNsdYuv8eMHoAzJgyxQhPJPhUmg+XrzlPRoHjVR010gH9f980v5FHOcbsKuF14ME23KNEw2NlkZTRRpDaE1qEwGRQB15TNoNQ259qXZIwFhmSeJoBh6HHuI3mvaAOF+ewFXDxcDUrAKB5WYIHy2MdKiClioLjvq2EYqKq02n/zGfvj9V98Fb88aTT2H9yIdMbEeyu244bnPnaKP7FgO3Z0JtmRPKyFbwlRHq0oR8i4eGQ3C0wL+i+96me9FCLRBraBUt3onhSZbQpj0hI1UBhaGvt72pon96mQdg1xfM5+E0J3a46WBzjivUprZUU/f9K46d4FNA4mzkOFGRPnXLWlBf/68FO8sHAj1mzvwOdVCcAA2lGL3mjHJV8dijGTT0BNZRR447/AUrDvByDANJDJ0wpljHpkKPasrwBRZX7RcQCx8BBgJlnnsesgc3HQScC4uxB7uHgAS4dS09v6PZPJ1eVKaCZgRNhJ2mqagWTWvSKUp0nEncqJUMoTqibg7ISep0FhiH+FIlZ4UTw+Ilm/SMyqBvffgPrY55XOwV6csaIBPcf+JPbqV4+fTR6Fn00ehTXbO/DfTzZh1oLFwE4gYxr41X8+w/88vxyLqqKoAdDe1Yn6JurcZcKgaAOFB5XJzo8etCEkkvXx8XqJx0QZlGjMGmjMtHhcv/SEIJhwzmtizTNQiHPJimS5kQUeoY9A9r4NIs7DyXCZjjMYFOI8XS3u71Lu86zb0YnmlIE6AD97eA6WmMMBAPUVJiKGNYjvMXAAsHkLDh5cC1RSE0Uo7pNChZSzticwcuJMv32nmO5M2Tb6XRvx7ERCf3kgjVLHQGG4b6RCcYlzkkxDhmFUAd7Gt41OgkHpyN5/GZEs9z5mcmObnyDddV0CIlmZTLIVWXeqqEjWT4NSLcOgiIbCM949wLp/NLNOtlngfdizTx1+Mmkv/GRcFLgNSEersP/gXli8oRWdmShqDODMO2diz9HtOPWgwTgxGbdCl7UGpcwhkoJbWAHenTsnrZL3Y1B4u1oy6XLJMGPAWrknO/1XTYF1CSHS/uREJuOGIs8nEzUBuIWypsk2UHjP3+Xi2eX+Lmu8vru6FbfMeQ8frW3Bu1VAnQHURjM4YZ8BOGXcYBw3oga4JVtNTZP1i18/UmYnRJ9ZCO48+2+vLJhBGD3lXcIhFvrLA/nOO+4DW5ROUurUtYludUBO5ORkquriqWnOjQ1CYcbZ8dHPqCTL8gwL0oDnungktXb2OZ1Ebfa998uDwulXacrFE6oGhWOg+OnGZFye2TGooqoWL15yNFZubUfV36uBRBsi6QReXrwJLy/ehMertuBwA/hsWxyjMiaiEcF8TgWC1qDwICQCk0zyY+9ZEqYCnJkfwMtAyU60pIECUKu6YiZq86A5eeXIz2RFstzN2TyEe4DbQGFNYuTveQMw5eKBldH1hYUb8NkX2wAAj324BR+tbbGkCtlcCA+cNx5/P28ivjFuMOqihKFqPzu/RG2GIZCHphAalCKKa33LSCYYc/Utn4kVALYuA97+Y36CMTJJm03Ts9g60WSPgNvQJetLM1gfgC/aJ+EwKL1zY4HUAkrE0POLciS1NSJhxvbvJn8B5zAoHuwV+bdoFI8UgyL6HjFYYM9yLBePz9ifdDNKe/WrR32tdW/u+Pb++NFXR2Jwr2oYplX+tjdX4Ss3vo4731zBPl+RoBkUHkQ0KNzBhZP3pKrR8vmK+C/9JhbmiyswQTsMSvZFY4Uae6rL/VYDsqJED7Errz7WJEKWC8MtB1DMB2mgEM+X1I7wBmDiPGu++AJ3rViIFxduRFs8hacrO4EIMLBPI64+dAxOGTcYAx5uBLZuQH0FMfjazydSkRt0RQfJdLpAk78sW+bnLvArJ6G38o0+8XuvYjnDwsuIffsmYNG/gPoBwITzc5+TETw2nMUAS5ToEwlInhNwMw1OfzPYjKqQBqU3kbiRHAuyfVBaxM8w4kUYlHTCYjnosGBW+LR9rgjxDtLn9E11Ty30fDUoLANF1Q3mtzjzi+CUGPvJpIE2smP/yN6VuOqgMfjVSfui465aYCtQWVmFza1xbG+XTE4YMrSBwoPvyjPDUPtzIkI8re+g4blk51Zx8TA20fKctHjt8cvcKXMd5PbhLAaFmLhlFfA0pa60YuVQ6pwNA7e37EKf7O//em8xHk+PBgDs0VSDPaJRoAP47TfGA3uP5LfJnjRiVWxXgaeBEi+ygRK2LkShPyprJyQ1D7aLpHWD+3NHpEmElLMmSalMsmR/ZGhQohXsxHle40En4eKxJ/OkjEhWgEHJ03t5uEABy/iKNWfPT4Vhk+dx2scwUFLUhGzfezNttdnJEUOJcJksVybXDnsM9wsqIP9WXpxJMJh+Yz/NKAF5UTyRiIGGCkvn9qdvT8DJmfHYq389+3xFgjZQePCdkCVWCI6B0uT+G/Do3AF2MxYVyQK5QcnPp1pMDQpgvXC8idX5zGDTo54KeA6DYqd8JtvhMlAYLh4jwlmxJtERT+G/n2zEvz5cj/3WLsTvsl/1jXXhrPFDcPrBQ3Do8GZE7jKADrjzoLAMHXLPnjCp+FInahMp5yUK5Ka6V9RO0CtqQMyI7dhCfU4kxbIh4uIRZfRcDAonPbmIy9cVZsxiUEJ4Zg4TxWOYaQOlw2oPAGbiMHq/KhYcBoVy8dhlnD4u4KYnx8YqGTe9bQQpimT95h6Z5HUOo+fTH7NtraioxImjBrLPVURoA4WHiI9I1rWKFqQHWRoUXkIpFaGiiM+ZNlCYLh6bDZFgJ8LUoNh/8wwU7j0TUcBTgzl5DnLgAqgVK8mgUDsZ21VGrf0w7n7jU9y+qhWdCaudE2K5vnLuuF6InT6OqIPKJEuel3yO9vOJVrFdBdz7WAgNCs8YKkcNiux7xTCGvN4rWzPRThsofEqdnXfCh4UFGFFlcB/Lu1avfCEkg2K3VSiKx8cFzmSiOPeRvC7ArUPxmowB/vOnGRTSFZuOW5+bJrHQ89CgkPeDGWYccOwjxylbN2aKuGVZLB9PJEukubfB1B8y7ncJoQ0UHvxcLCxhmt9mgY6BEqIIjbWy8BqQWFE8gICLR3FVrSLSJP/20qDwBk27HEsBnxc1QdLFSQDEhMLVoLhzV2xu7ca/P1qPE7fHMQrArOWb0JkZgJF963DGhCE4r3swMMcqEktQafPpvXgAjotHlEEpxuQf1KhW9dXLGMx+CcZ8Vv7MaBiW0WAzKNvcn9NhroBPmDHlcvRN1FZsBkU2Goqa+AH+fWQxKM55WAaKjwsYyGdQWKyLZ84b4rzOe2bkdnlmvXv0/jV+fc3LDZlOC+xkz3hneWM/k9GzjTHSYNabBfYMiE6sQK6DcTcLpAVWrKytkiJZlm9WyMVjR/Fk2xJjMShBJi3VRG0SK38/Y8g5hrWvC8fnD3iKW90uHuslTiCGnz44D29+tgXpjIkjKw0gAkwe1RuXHHsEJuzZ29qU7xXivHSYMZNBCVmDQn5PglxBFkWDwuvrPmylMwGwKG0JYS0gEMXDmBB5ESCAh4uH4fNnZpKlVsNkXbSb0tUfBQwU3zwcGXeiNuZYEFAky9KOeGVaBtxZclkLMbv+dMJDc0ElaotErDKZVO5+sbRkTJ0QkUwxKsNeBhj70gLlZMb+FINB8XDxlEseFB1mzIMMg5HnY6VdPDaDwhJY+YhkZVaxfism02S4eBgvZKiTlqCYjktPM67Fb9AEBFYftoESzf/OBsNAWbejEw+/uxwAsL0bmLF0M9IZExP37I09+lj39PtHDMHE4c25HYO9Ut2T2hIbTD84i0GR0Qow7oeZyT8OUGfLhFeMIbgzC6Z3YdXlpQvJrkxpBsX+PMZasXpQ6i73BXE/yHTwAJWojbeCtzUQnPEg3prrA7IaFF+RLJVFFuDneMkzUHxcPOR5uQwKS3NB3X/PpHzk4oAwUFjsJXcMKwB7zCvnG2bM6o9eLp7y4C7KoxXlCL/OxcskCuR3EqU8KD4+XpVQs0RHbkCiRbJ2GzMZOGmnZSYE5c0CFZgXIReP4OrDMKx7mEkynlvuOW3bvh2X3/cB3lm+FeOwCt+rAtJGDBcdPQLfPmQYRvWvB+6vB3bCewDmMihkP2L5wRkaFKFQRwEmii5XCNbLs5zgapxJafOM8YDaCReD4kGf2wN/vNVyK9grdpbPn7li9dh0MpOk3MbEvlSsqDKui4dzX233TkVddvJlaFBUnzVTbMx5ZvReZSwXD72ij8aApEf9NINityVJnJMVns1kLwmWU8m9KuvyDJJiQkKDYl+rlyaqxNAGCg/OQOaTyZWZ4ZDqJGkPA8VP8Cm1qvQJNbMHNSOS8407Yca2gcKZtERpeFWaM2+F5LXy93GLebWTlzo7k8y7b2ay097+D+s2bsLMxFYAwMShVq6APfr0wm++th+jzR4+9i7CQDFNMPfi8fKDkxOJUDZLAUOPLhfYnRd2H1HRoARl9BjaLtqAzWTc73LHVqBpqPU70+cvkEmWdjna5enNKll5UPLcID7jQWfWvWNHzDhhxkR/9Q3XlhEbi7p4RNghHwOVyaBQ95/Ut3ix4M67V60YQefhYvMsJ+G+9NMfempQPKLKSozQXTzXXnstDMNw/dt3332d77u7u/Gzn/0Mffr0QX19Pc444wxs3rw57GYEh0qiNJavOp3KnSNMkayMj9cG6d6xX0h6slOetFRf0hA1KLZ4DhC4b6wJKIV0xsQbn27GRffPhkHU3SvSjZ9M2gszfzkZV08ZBQAweCtWP1eRPTCxsm26zsOIJIhV5eUvsNtuXUsxDJSQNShBUoIrJ4WT8O9zd7ilJlZSh8LSoIi4ePJyfNjno1iGOMNAoScVUQbF3nRQhZnzY3hFUu97uXhU9TVMBoW6/0wW3EuDUlkcDYqK/tBv7GdpUDw1UeXBXRSkFfvvvz9mzJiRqySWq+ayyy7Diy++iKeeegq9evXCtGnTcPrpp+O9994rRFPUIWwgMHysvBh6TxeP5EDKzA/gU4bOIku2mcmgqKyqGUaDZzmViZVTF5AN0fNQ97PuW/ZFf+z9lfjronX4oqUL9eh0BfSMaMjgV1Oyhvb27PON8QZNegAmV78mEN9lTQpk33BpUDz6UaxakooXuI90uXLLgxJEtM3VdsloJziTYYJiNUgdCnNC8EjURmqi7AgVciL3YlC4Og0q1weNTspAcTIUh7EVh4erzIthBNjGF0skS9ZDQyTvB1PLwTgvk0ERSNTmm+1YVSfFYvl8ynjm5SH7I2P36BKiIAZKLBbDwIH5SV527dqFe++9F48++iiOPfZYAMD999+PMWPG4P3338fhhx9eiOaoIZCPlUHNA0QMPdm5ORlYDYWJnediskHvwwPkr5oKtqoOMfSUF0Jql8skBTQGMZimiY/W7sReCQNNAP753kp8YQ5Hr5oKXDB2ELAgV8xgRPHk+/w5tDO9QuzOGihkP4gKuniilfluOUCNnSDvLWtX6GIYGn7lXJFGEnkfVFenzLBW3sqfMhrIXCjkXjxOmz0E6S5XcYVlkLI0SDZkonh44wEZYgx4MyjShh7LxcMTydIaFAEXT9Sn/sAMCkuDUhmeQJ0sJ7uhpefYL2OwUffDNInxcTcOM16+fDkGDx6M6upqHHHEEbjhhhswbNgwfPjhh0gmkzj++OOdY/fdd18MGzYMs2fP5hoo8Xgc8XjupWltbWUeFyr8xJ2eKy1GeGgkZonRyM8Aj05q18/TwHgkMPJlUEgDhXbxENfLmrTsDbroPXcC0/4KrgkWgyIoMPvPwi24e/46LN3YinergCYD2G9ADb5/9Dh8fewgVLevcxkoSLTDya3CNVA4Yeb0AGwLZe17Hom576dXsiiSQQlLgxKJsVOkK7tqCsCW0fX5raBVNSjMVbWgdqJja/535F48nitWysWXjrvry5vEBRK1+dH+ZJI2sq0iuxn7LaA8DT1OJtlopfWdiEjWS19DRjx5TciixiipE7PvUSaZGweVFlmcYATyb9bck0nnysmE3TNFsjR7zmFUS4jQNSiHHXYYHnjgAbz88su46667sGrVKhx99NFoa2vDpk2bUFlZiaamJleZAQMGYNOmTdxz3nDDDejVq5fzb+jQoWE3Ox/OCyhjIHhpB/wEVhIaDFc54qUQ1qAIuHjyJi2fCBnWzpz2ecjv88r50aMSIlnyM0a5tds6nHtz/UsrsHRjK6piEVRXWc/lT6fvh29NGILqimjuha4kjDn7/vFoUNGVdleL9ZOVA4U8r0yoY1ADRbSMUDlZXYhopJGEG8pP3OmrnWC917Th2eH+m2WguBgUhnvAi64n63MYmewiR4hB8XmOIgyKqfpeszR6HKPSvle1fa2fQhoUDwM1FYcziZMMCu1iYz1rUf0XkL+ok2IGOYY3+bfv+yAx9ouIZFnbt5QYoZtJU6dOdX4fO3YsDjvsMOy555548sknUVNT41GSj6uuugqXX36583dra2vhjRQVPyArTTUr+iLVnUvCpLqpmdceFWaGzXJ4MSi0geKVYySTQl4StNCTFakyKO6B0zRNvLdiOx6YtQpvfboRK7JjcP/edfjREWNw5sQhaLqvHtgGts+/uleObo+3ATVN/i4e3gAcq7FWiw6DwsgiC3BCHQuQqM2vTOhsmQKlHVgTJcvyKEysNpgGilceDs5q2IuJresLtGQN7VTc6g9+kzjPxZPHoLA0KD5Rhkp7GtGGXvZe1fUF2jZQeVD8XDyMayMZIJE8KH6uQ1aYsf15RY3aIpPXr8m/WeVYGczJMr6J6wQYJfrcJUTBeZympibss88+WLFiBU444QQkEgm0tLS4WJTNmzczNSs2qqqqUFXF2LGykPDNl8B4cbwGFpJBgWl1hlilx0AquEJxDQAUyxGhBiymgUK/tH6TFjjUY1BKXUGDwmJQspNfVyKOf7+/Bg/MWo0VW6zVZhVybXj+ksmI1mSZJK/nVlFjMU6d23IaHlmfv23sNAwEdq7KGSg8BoVJM5OJ2rxEsjKTP09fQBgkrH5UKHeeV7+iyxVKJyOlQaEMFFKDwto9lreCp9vJ0kE4k3g/oGWN9Xuiw+oP3EncZ1XdRYcZZ/uhyG7GSiJZXp4owvgCxDPJAmzjy26/EeGwI3YeFMEoHtfigDiWxTqz2ijjuiT/Zr6zHJbD18XDSNTm9EeG/rBMGJSCZ5Jtb2/HypUrMWjQIEyYMAEVFRV4/fXXne8/++wzrF27FkcccUShmyIH34GM0bm9YuijlW5/tN3puSm5FUSyefvKUGCJZOnNAv0mEV6biqpB4UysAFLZz87/x2xc/ewirNjSjrrKKC74ynC8PO0w57hohY8o1aFEq3P3y3HxcIRkfgNwQ9YIt7PJ+jIovERtjD00gtxHnnEI+BijxdagkAaKn0g2xPxCvOdKrvQBdxSPEIPiM9mwDJSqhtw4kudy5BnMPAOFp0FhMCiyma6lMslm62O5eFQyyaYIxpJ0U+cxBiyBMuPek4sDw8gPNVZaZIkwKB6LCrqcr4vHi0FJun+SietKjNAZlCuuuAKnnHIK9txzT2zYsAG/+93vEI1Gcc4556BXr1648MILcfnll6O5uRmNjY34+c9/jiOOOKK8IngAQu3P0aB4uXhc9CDBoLj8lxRjIa2S91By022wwdKg8KJ4/Dbio6EaNaHCvFBlTNPEvDU7cd+7q3B1WxJ7GEB3PIE9+9Ti/COG48yJQ9BQXQF0bCfO77Oyc17o2pyx2C3KoFBRWnkGig+D4qtBkUhJHsjFwyvnZwxJJJjybWP2HhgRN7MjupU9/V75pmj3EJ/zXBP1A4D2zeJ5UOhEYYB/fyQZmcp669nb0S5e2Vbp85CgE7WxdjP2Fcn6jI8i+8XYi4G6ftZPv80Cyb+Z2w8wIniA4FE89lgZq7aMkxTpqoO64c3tox4uHiMqJ2wXMZjLbKNAoAAGyvr163HOOedg+/bt6NevH4466ii8//776NfP6nx/+ctfEIlEcMYZZyAej+Okk07C3/72t7CbERyi+TuYCZ0YKv1YlXVOW6nuMBY+k4Sfi4m1qgTYAzfTxUMZKLzMtn7bgKusIgDCD8x7uVkqfauNGSOC5+d/gX+8swqffGFN+r+ujAAGcPXJozHxyEmIRIiXmDvZMZ4bGYVhv7A2A2UPTHmDJmMiI/3hDYOtn7ZIlpVF1tUejpbJmegEcjEUxEAJKq5V0KCEVpdofxRwTdgTa9OeloHSuR1OpJdnFInPipXFfJD9sao+63KkDBSZbMwAI1GbzG7GovffR4BK1ue4eESieDwM1BTj3gP57w3zWTNyENELiVglEAdjDOfdf493iB6LRMvx3geuBsXLYKbuR5m4d4ACGCiPP/645/fV1dW48847ceedd4ZddbgQVfuzRKpMcWN17mc6wTAIFMV8MtuQswwULl3JEaCmeQYKjwoOX4PS0RVHHYD5X7Tj/62YDwCojEVw+vg9MGhtHbALOHRYI0AaJ4D/SpNlWJAMiqgGJcOYWACgYYD102FQfMKVmdksq8EUWysJ9XjGqCJbVkxBtF9dJie/UCBxZ9K9w7D9bHsNAdbPters3AHU95Nz8ZCp1gE280FGBdmRZbZWw88Nwpq0UokcA0NnkjXTVploBXEfVaOhJDLJ2gYKuc+QiotHmEFh6WRi7mOA/IVEXmoG3iLLY+zj7V1GnofpXvUzRn0YFFfYO8flxRr7S4TyaUm5QTjdMCNFuZnODWR59GAVZX0rimS9dgFOJ9jMgyeD4iOSdc4dZ98Tv51qfTcL9H/h1mzvwL3vrkLHhwtwcwToTgF966tw3hF74tzDhqFPfRXwV04uEkBgsGNNCNU5I472+dPMByv6xj5PtCrn66fzoOSdhzFBsRK1BRVbc41DH0O3FBoUr35FGg2+bQwg7oRptcd+PjaDUtVguUk6t1uRPPX92GGdPJFsnsFsH8dwFVdkGRSAYFD8NgtkjAU2e2JEgOqmbPuItqa6rfIqhi9Zp4th5tx7+9qYYcY+IllmmLEPg+JpoLDuPfWeclMzKGhQmOOsh2Hjm/OGNTabYIe9exjMZQJtoPAgaiCwfKz297FKtwIcyKdRlaNfeAN3hdXhWKsmz0yyPgYTWVdRVtW56/9wzQ78feYqvLJkE0wTOC2SAiqBvQY04b0fT0ZVjJHAi2UQ+b3cLMOiohaozOaecDQofqsY1nlqclsd2CJZ1k7G5N/cDcuIVVA6njVQQmQn7M/SCTWjIVQNCu+ZkW6oNPIiWFTfK6+8JABcOwzbRkhlHVDXP2ugbAGwn1hYJy/6hmkw21EY1ZYGBWBoUHi0P+O+2iHG1U05FwMdQlvV4MGM+rzXTI0eTyRLMSiZpLVgIvs1N0JJhkERiOLxymUVpcfwAHlQhAwUGUbRgy1LJ3PjoUhemDIJMQa0gcKHM0FzckF4iWQB66GzDJQ8v58PzS6z0iPPwxqAHQOFIZL1CzMGBF8cVV+1u76MEUMEwL0zl+H6bbOdzyeN7oefDh4OzAYGNNUBMcbqn9tGBcMixori8VmxMqOBagkDhRLJcjUoLAOl0i2qpSeSohgohdKgeIgC/XQyeQaK33vlF75PrvzJ9zpJ7DBMGJ91fYGtsCJ5SGE0M1EbJZLNY1BYmijifHkMil9UGeO+0knagFyESjqeu7bAIlmGq4yXT8Y2UADL+Io1e7hTPYwv2q1ug5sHJZZ/DE+gDuRvNRGIGfRaCMqMYR7vEKmD82RQOMZgCVE+LSk3kB3HTAN0RLbXZoHk9+TKl/xJMyjcVPcSIlnAW7nvpUHxe9kAHwPFL6xTzEDpTqbx1IfrMeDTbTgRwMadHaiMRvDN8XvgwqNHYJ8BDcBHn7rP7arPvn7GwClFqROTj23QORoUe0Ul4yqqsZK8AfkiWa6hw9GgRCJWXXayLkCNivczUIACsWUSkTVCQt4kXDs7kuei92vyXfkzBI/k72Q52xVRUQPU97d+b99CJQpjpbpPEu2G2OTr9EeSQfHToHiMBXSSNrK96TiDHQhRbGxm4IiJM5lc365qzBlIiQ7LeFJx8bD0P0B+eD7LsGPtp0W7YkV1e4ENFIn3wZNRsvujwYlY0gxKz4NLKJjKf/lZKzuXiyfbUVgaFPJz1YyXPHcFTzxmmt6J2oQMFIXVuKCrqjWRwX0zluGh2WuwoyOBP8VMIAYcs1cTLj5zMvo3EAO9Vxu9mCdfuphjWMjmQXExHywXDyWS5WlZyGug3UGxKiCRDKZl8hwkC8CW+emUPNvow6Bw2yhrRLFW/sR1Mt2AdbkQ2Y4t7kRnIpk7ZfpjjOyPtAaFM4mzaH86SZvT3mprt227XwXNdM0K17bbFIm6I4Zi1Za7rCuec1+puHh8GRQqioqpQWEFOvDGcL++JmFoAD6MokK/Jt3VrLww9jj0ZQgz3m3gGgBZegbGJGUYVrlMSpxBUR0A/FZN9KCU6s6dS2SzQGnqUW3SSqeSiAL43v0fYUFyCABgSO8ajG3uC3wBHDOqN9AguDom62NqUHirMS8NCsOwcF5k2jXDuFbWeVJdVr9wGBQZF4/dj6qsQdw3n05QBkWFLWNFLZhqRoNfv+LV52cwy2wCahg5xopnxDoGytacWy9a5W53jFp5S/VHQtPC06CouHjyGBTRydfnPnqKje3vq90Gin1tXTty7JRvmLEEg8LN++EXiUm978KLTEX3qiejyHN5emhQSME/Ca5ItnzMgoJnku2x8N0cTzC0j8wACsgPANzNCv1cPFSbydA9e4Aj2yXl4lFY6VJllmxoxSWPfYyWDuvl6UgB+w9uxO3njMdbV0zC6EG95ety1SfxzFj3jLlipTUoPO0Aj4npBSC7guneRTAoAmHGoq7CMDUosuW8ypC7cqu4oeh7befl4dbnx0z6hRnT7xUr/bzt4qnNGSjtWz0mBJ6Lh9OPXAwa2Y84GhSeocO6P50MDQpA9CsfDYqfINorDQP5vW3MRSqsZ2ML0h3jyy+kn1E/l0GhXKfOtTGMKNIQzQszLpaLR+J9ENmbiNSfAITLy2aUGPejxCgfU6ncQHY200vPwBjIUl2EgeLXuRVFsr6+WY6BUtkAl+BX1GDyOrerHH8VYZom5qzagbveWom3l20FAFxfZV3/jd86GBMOngjDpiA9Jzuvl9sW7wVkUOi9eABCg8JbsTIEduQeGJGIda74LstA4TEorMHGGXQr3XX5hYd7MUrFNFDIz5RCoTlt5Obl8euPPit/Vq6cJNx1udixbB/p2MqfEAKJZKlMsgBjEpdx8VBJ2mzkGb6K+Y2YUY5RWAY6waaR4l8gZ3wlOsDdTJH8W0aDkufiYWWS9YjioTUoQfRfqnlQArl4ePeDyueiw4x7AEj3gdfAybVkKQaFpOaB/M4tG8bHpRU5VB8rxJhsTzruTcP7tcmH9k+lkjjzrln4eG2L9bEBnHzgINSvMoAkMHFEX/HUzariTimfP5HHgmZQeOHBLHEjvQdGTa+cgUJG5rja45OojfyZ6s6ybKa7DU6bRFgvLw1KSCJZl4EiU86exDkDeTrOnoCDGv4iSc+cMOPaXC6Rjq0eEwLNoHDYGs9MsoSBYvdHlVU1nebeBjeElidslhDJGobVxnQi17dTFNvkMCgd7uvn9RlmEjoeg8IxEF0RW0QeJTqXFTfMOGwNisriQMDF4xfVpEWyPQh+qd1FN+iik3rxViiymRpl3BUAWyBLtz+dINrjoe8QfHGS6QxmLN6KqQCSySQ+XtuCylgEZ04YgouPGYk9+9QB1/usPpiTD2d1DPiIZP2iJjg+f65IVmBVR4YZAzkdSleLh5bFQ4PiiGSJwUWInSiEBkViVa1soIi48zyML2nDn+c6ZTzbBPFsWRoU30RhvHB1apEDuN1GGR6DIrFZIJdBqXLX5yts9jP0GG0i8zQlKWOCNL54myn61S9qIDKz3RLX6eSyEg0z5vQ1zzGM1a+DpErwEcmSoBklnsFcQpRPS8oRkahFIcsILumBjMug0CJZiZWvV/1+Lp7qRvfnrh2W4z4vjocuhijXnUzjibnrcM/Mz5FuWY+p1UAMafxk0l74/pHDxSJyPCefbP3S9Kgfpc5xzdj3LNVtuVR4mWT9xLZAbqXd3cLPg0KHOpqmtwZFefIvposnnX9c4DaqJLSy//bJb8RlUDguHttASXVbOhT7cxI0W+nrcmRpUGqtsgBDgyJgVNnwCjMGBCZfQiTLzOTLYyspVxmdcZfHoPAWFUzNhWweFK9UEZUMDQovsCDsd08mzFjEQOHcD4dRYgjESwxtoHghEstfodrg0rPU5ELT+LIDgEomWbJ+GyIMiq+B4v/CvfrpNvzPc29gW7vV2UfXVQNpIGZk8Ksp+7rLmKbaCi3opCWSuZPUoFQS9yzeJrfypTfpIrPJcs9DaVnSSTgunDwNCrX1QNkaKMRneblJRNxJjEHTK0qF20aibq/8RiI7AzuTa53l5qmst1iNlrXZzzkreLt9vP7otbt2rDpnDPhF8Xg9D1aiNoDY0VhQfA1YGj16scATXPKCCDwNFCN/fBTJ+6ESxUMn20SdeKp7meRp9iLLk6mW0aB4sGVcTVT2Osy0VRevH5UQOorHC17hXr5JvyQ1KLIUKm+F4seg0AaKvcMyYK0IFCJkdnQksH6HNVg+M38TtrUnsEdTDaafuj/+c8kkAIBhr1hd10DcV9HrAHxEsirPjOXiIVZ20Zg1CQGWfoQrSpRhUHbxGZQ8N2E8910eg+JnoCjkM3GVC1mDQm8TH6iNXn2EMwGQbWa6bmU0KNSztTOhtqxxf26DzgAsxeiRIlkqD4pvygHqOk0zlwfFl0HhsJV+UY7cSDfK+KZ3fSYFwF6iTc8J2S+Kh4pa4eZqyX6fp0EpdB4UAU2WiouHvh+k9i2d1C6eHgfPQVpQh+CrAOfsuiocxSNI9fFEsnab7B2WJSaELa3duGfm53hkzlo8bHRgSATo11iLm08Yh28cNBgV0UguayqQv2INPLHK0qM+k48rQoNa2VU1WGGlngyKh6soj0HZJX6eFGGg0IMkaVQCDCZOQKdRFA2KQF0yUQuu+lRcPLx28gSn1HudSecMR3tlWtcf2Lnag0Gh9V4SxhDNxAHWJG6aHsYAx8UTb8tdZ55I1h6f6DBjjkgW8H7X/BYD5CaIAGGgdPANOLI9MgxKXh4axvtH5rxxhLw+yTbTnHukyl4aXhoUP42UggYFcIvNtYunh8ArGZHfhnF5mWT9Ut1zVnq+u7UK5j5wGBRKgwJYlnQi21bPicS6H9vbOnHrs4vwxLx1SKQsA6uhDkAauPa0cYjsOyT/Ouw20TQ36zjyb9noEy/Dzs9Xz4yayD6v6kagfZO1YaBvbgbWyjc7OJDp7rkaFI6RG6lA3sZupFHJZCfKzMUTVl2q5egM0TT8tF32e20bnoDl3gFyOhSHQaEmBDLMlhSK+hkW5Oo2Vu0eG1LdBBMgKJK12ZNYNWMSz/4tyg6Qx5BgsROsNtGCYjIPiteKXimTLJ0HhTceVMKVlK8gqe4VF1ncvalEDDbqftB5aXSYcQ+D0GQnKpJVTNQG5Pt4vfID8JTj3R4MCin68nhxOlMGagH84YVP8O+UxQRM2LM3ph07Cvu8VQNsBCK89gD591FZO6GYQ4C7OmZtEEYZFmQkDzcPCoNSp6MUXAwKLw8K4Ss3zfw+RJYhRbLKk7hsNJTKgOxv+IZroPhE8ZDHuMr5GA325Obsb4Lcs63PGii71rs/t2EY1jNMdbsNFD+dBllXRY27v8Tb+eJGHqNlZ0S2+yIJrojf6z5KuCLo8ZFmKl0aFI/U614RMsJ5UDze42T2e1Kgruzi8XBTy2bDltUeAmz2DYBrTy9Xfywfs6B8WlKOUHEX0EIsbgy93wBArfR4Pl+ueExQJEu2OZVgvmzLN7fhr2+uwGmrd2FyFDDMNI4c1QfTJu+Nw0c2W8nV3hC8DhLkfaUnEhUBJADPED3R1TG5YrVXHWSyNikGhRNm7JVJlp5EWVFDziDJfma5c5WZBkV1czTWKtorUyp3IKdFshR897jKPltno0BifxObQXH6DsWgAFafSXV7r1hpNy29X41hWJqoZIe1YaBvqnt6LGDsak6eH8gZDqILKBqixldeHhRCg+Lp4vHoa6JRPFwGizBkXAJ1SQMl6tWvw86GTTxrmnGndT6uclm2iGRiNYPSQyAkuOQM0mlqcKFFsvbqWMVX7kpgJLhq8jJQWCGrkSiWbGjFX99cjpcWbYJpAl+vsM7980kjsOcJh7vPIUSpU20i3Vt5YkaFNOZk/cxQaF7oI72qI1fHhAYFsO5jysfnLxpm7JTjuHiArDaoO/84cqWrmivE5Oif/MrxjA1n5ZdBXghvUCYkVOMrBlcUjaucj9HguHgYfv26/u4y9IoVcEeAeGWjBthuEHviqarPaqLa+f2at6q22VQ65QDAcEHbfYTWoBjWe2tmvBcDfpv8OQyj/Z4RGhRVFw/NytBlvDLJAsR9S1AC9WKFGSsw915RVbz7AVj3xGaL9GaBPQwqGhQ/kSw5sXjtT+LlKydXRKJUn5Pqvh55cCX9sq717RU7cf7sd5xDpuw/EIem+wGrgT2bGB2YO2lF+AOZsthVcbITDX0ktye3n5c9mHuJW1l1e4lk7UE5T4NC5WJgaVVIQ1c10iVso8G1quYIolVXjF7l6CgVp36PcjwDxXdfG6qPuAyUvu4ytM8fcK/ieStWcoIE2BNMZT2Aze4NI3kMCq1j89KjOWHGPpmu7c/MjDfD7JfG33k/PDLJejEoXi4Nv0yyIoJTlkCdF2YcWpJEBcObPE866f6eHoNIkOOIdvH0MChlJeXE+bPCjF0uDolwSFd4Ls9Aoso4fucm5CH74q3atB0LP1qDUwGs2ZmAYQBfHzsY0yaPwuiBDcCT1fn1023iTQhkllr6upT1BQz/rdAz86PUCdbDWbEKuHhYDAqd54EUydZSglcbLvEaMUiSAy6T9SqxANVTEK1KaRdSXyPhUqKfrbNRIDHo19MMCsvFQ67OfSJdWP3RBrlhINfw5jwPr4g+0c0C7c8ySfb998okS37vvB/Ze2UbKC5miKVBUWFQRDP5Es/IT6BOtkFJkyXLAvOMWo/5gh6DSLhSTGgXT8+CkJraZ4XglereUyTq4eO16/bMKUEzKHxhXFs6igYAt7z0CfaJtAExYHi/Rrx2zlcxqj/BuAR54VgJ74QmH8YKSTlkVVKU6JoQsgZK107kJU2jz8OM4mEwKDablZfqPpLbZoEcJMn6WInaQp38g4bw8p61qt6lEOwQq4/wBKdUf7SfayXJoPRzl/FbsYqGGbPyWNi5UBJk2LvHpJVO5r53FissFw81+Qq5Uz3uPyuTLPk9L9W9ixmS7J9cBoV28QhoUFh6Fukd6YvQr12LAWrM5G29QJZz9DZgM1Ylgk7U5gWVrKQkg8GKwCA7NzmJ5rl4DH48vOfga3c4HoOSG5Tmrd6B7907Bx+utzpwdSSF/QdYA+4x+w5yGydkfWGtdAsy+QiIZEU1KOQLba827RThgAelnsmtfngiWTOdy+ZJGzp0m+iNAsnfBUPD5TcLVHCxqRoonqyXggYl4+E69SoH+Ltu6TDjCg8DhSdKBOTCjFnuJJJB8RNOkucCCAaFFcVjhxlnN6H01Cll37VQRLKsKB4OMwTwmeI04brzZVD8UkUQugzX4oDaskApG7ZHv1aJHnUZo1Q5Tw2KgMFcQmgGxQsiGhSvFzCTyr28eQwKnQHUi3mgXSMeHYn1UmQyxF48vTBv9Q7cOmM53l2xDQBwXqV1nl+fMAJ9utcBsz3aQ5/bqcPDaHAMLRkXj8fEGlgk60M7sxgU27Dr2Jb7jKdBseuKVOWvfitq4YT22anKaQbFPrcd7cHaPdmVqK1UGhSviC3quflpQlhlXG30mqQ4/QrghHF6vNe8+uhQ9ATDr1/dBEffQn9HnyflFWZM6SvoZGYAtamevVji9GvAPWl5imR5CyjJviWdSZZiUDLJnBtNJpOsbfCQ52TVbZrg62SI45gCdXsMp8ZmrgaFxQKHrEHx2tzWS4Ni39tUgh/BVkKUT0vKEZ6p7gX2Y6HDAwG3UMsrzBbgu0Z4mQsBdmhhot0xlH7w2Gd443NrYoxFDHxrwhAc2b0HsHwe+lQB6PTKMaIQekp+xl1VS4YRehpDKrlr6AmBkdjIYVAIA4UXfWGfK1qZv/o1DItFIc/DYlDISYqpQWEkaiu1BsVrkFQWNguIZOkJwMt1KlqfX0QMi0GJRCwWpW1j/nc2XCJZHxeD4wZhuCxsBsVOusY6D0+gLhLRl+wSG5/IdpLgGnrUu0YvBmwGBchlofYcH2h3BmPMdf6mMvn6ZeBNJ4hUAKSBYhuZATbqNL3GWdtNLaFBsT9LpRn3hJMHBaAYPc79KCG0geIFkZUddyBLeacoJ8NDWWG2AH+ylZzYF6xci3EAEmYUb3zehlgkgjMnDsFPJ43C0OZa4Jlaok0CE4lXAiGZgawQIlmRiBC/zQKZlHp2MLcZlGhlvv6HptRTcTh6FddKmzJQmAwKOUh6JWorIwPF/izNMlC8WK+QffVerlOvcoDHqprWTnDSh9f1JQwUVhQPKZL10RPQSeHIuioZBgpvPCCNIcAnDwqjX7HaCIjtVeanr6EFnNEKq2+n47lrY07GnLHZXlxEq/LHVHqrAV62W5cugxVBx0hsCTAMlAJoUFRyw3iJZF1MrIcouUTQBooXVFw8pEVKUvOOApzh4mFN6q766U32BFw86RQ+XGO5cras+AivVAFtqMM5hw7LGSY2mCGrkgO7iNuFvo9CGghZXYKXSJa3qqNXxwxhnO2vt/OXsIwK2g9sEunQycHBjuSxQUfxAG6a2TNRm5+BojpIBmDL6IFbpAx5jKucigbFx3XquByp94rMSySaop0e9MlcKCwGhSmSFXU5Mhi9Lg9NlH0uUu8CeLt47OtJdUsYegoZeb30XpV1QJePgUK7wWwkGe4wp26K4eQKoon7zwrx5+4kzhNWh9Svyc+8nkeeBkVWJFs+ZkH5tKQcIbQa93gBfRNs+fj8VJiHbP0zFq/HD9+eDQA4LGoNAo1NfXDD6WMZZViTXZh6Bs5kVxANitdGWz6iOGd1zKDvaTqcNWgaBhwNAmlYRGLu4+lIKs9U3invfuTagboAhp6MBsVVLqyQcpFyHMMXUGP0WPXlTazZPkK6JAC3UFaVUueGGZMMSrZeUrTNdPnGrERcLhePCIPSDU99BZB71+jFgCsBpY++hml81VuGl70YYLIFHJFsimHwkNdgu7y8DESXBoWxHYWojlCoX4cUHeVVzlMkK5CXp4TQUTxe4Ik7Ab616ZpYBOlBViclP+dqUNx1L1jXgqfnbwIAbGnpQCxi4OxDhuKvp+8FAKioa2LXQ/pUPVX7AS17qVW1R54Dobq8Igs42hEvUSK92uTRoK7VF5XjwTkXZaB4MShcP3i5unj83JKKdXkJJXnuJJ7rlFcfuRr32+OK59evJwwUWgMBcESyfnoXBqNHu3hYLkfWuQCfjUM5aRBk3Kmu+8gz9Cjjy8Wg2NfWwj6H6zwSDArAiaKi2xjLHcNyrzpaFjPXD/w26jRN93eqkXdeLAfrnpimj0iWldm4fAwUzaAQaE+049/L/439++yPiQMnelOYIvtfeMXQA7nOzTVQeCtEdydd9MUu/OW1ZXj90y34STQOVAB7963Gm+dNslw5C5Zax7MGJLJ9wi4erxVTWAaK4gQpssmdL+0swqBwDJRohTXoppP8TbpcyfIM/8Gmp2lQWOWUQ5rtvu5Rjqb5hV2nnPcK8HivaZaNdvGQDIqfSJbXH+lIF0Zdjosna6DwJhXW8xBKdU8wc6zJl3dust2sduWl8Wdlyc2yQ46BwmIYs8+Qdmd4MSiA9d6kut0GIo9BSafY7lWSTbH3ZPJ6FwDGhq8K46yrnFdkE3FP0gkwdXA2yOdRhmHGmkEhcPeCu/HneX/G3z/5u/WBZziiX5KfBIdB4XfuZDqJmetnIkkmYgO4dHl3JoKLH5qHr9/xLl7/dAsiBrDfkGYAwCHDGnM6E5vSZe1eCgSf7Fwp+730DCqTFmuCzNZnRJAxM/jdrN/hpg9ugmmauXJSoeGU75a7YiUGad5L7LQ7yV9lk88hVsUe/F2+YRaDwqCZC6JBoZ91IYzRsPOguOvqTHbiH5/8A5s6NnmXIwd2ri4h+yycMGPaxUNqUHwydwpHlfFS3cNbp0F+bo9XmYzYZoGp7ryF0NbOrfjNu7/Bpzs+tT7njU9pD0PPedfszVQ9DBQVF48vg0KKlP00KD77YAHiBgq3j8rmBeKwPuS5yHK2cQsI5OXxkRyUANpAIXD2vmcjYkQwa8MsfLbjM4/Blkxg5DHZsRJskS+sHeef7ZAPL30YP3v9Z7hp7k3Zc7E76rpt1gCzYnscry7ZjIgBfHP8Hnj9F5Nwyvhh2TKkKK7F+slaMQEcd0Ew3/3KlpVI0qtfpUnLW6S5omUFnl7+NP659J/4cPOHPpOdqHCPsWI1DPeAznLLkOdKJ9kCQMAtkmWJbQG2qyjKoJldmwUWQoNCs2V+SdB8+ki2r6cyKbQmWt3tDk2D4i7z+GeP47aPbsOv3/k1VY4jPme5hvzCY234aVBiAitWbiZZRqp7J5eOj8FsTz6Jdjgraq88KGaGSPNunePRTx/Fcyufw2/f+212MeCjLWO1i8dEebqvvJ49Jw8Kl0GpJI4zfdqYZLtXI9Fc/UlVA8Ud9fiHOX/A91/+PjqSHervLMvFYxtsRpTdR2KkwVx+mwVqA4XAkIYhOGHPEwAADy15yIPBEPGxkgpw4oEbRu5lpKzvDzZ+AAB4Zvkz2N61PY8NWLm1HT9/7GNc+58FAIA0Ijhl3GC8etkx+Mu3D8KIvnVs2tuhdJvYF84UXMZgmibu+PgO3LPwnuxnPkxI9pg3176J0/5zGn7//u9d15c/ISi6GAiR7JLtS5yP7198v4//llOfX+ijDXJA504IxPMXYlA8XEWAhx+cpWWyrmvWF7Pw+/d/LzDY5cplzAyun309bvvoNte5/CJk4uk4/rnkn9jaudX5zDqOF7FlnXf67OmY/MRkLNy60Jv1CsLoZY2MBVus9+XDzR9i/pb5/BWqZwgnz8VDuXFsDYoRYQ/0Lp+/qMuRISSlN/30cjmS57LZk0gFWyNDfmYbP9lnumjbIgDApzs+xawNs/j333MrDpIZTOXKMtmhFncZ5nVRfUaUQbHHXvIz+m9emDFAjOHZfpC9RxkzQzB1HgYKkbiwI9mBxz99HPM2z8NTnz2lxgKT9bEYFHJfMRLaxdOzcMH+FwAA/rvqv9hsZDtI3guYyP3uFSLI0qAAuc7udG7LGFi03RoAEpkEHv/scafTb2ppx+VPzscJt7yN5xdsQCzbcfcZ1Iw7zhmPUf0JfQRrVWmnuedpUDj7uqzatQr3LLwHd3x8Bz7Z+on/ijVb7u31bwMA/rPiP9jQvsF/IMt+f8/Ce3DCv07AypaVbEOLri8ScxkoM9fPxPLETnYbAX8Gxd71lacvIHUo3AmBWLHyJjHSQOExKK4dVVl+cP5ePDfOvRFPfPYEHlj8gLCBsnT7Ujy57En845N/YMHWBcJs2WNLH8NNc2/ClTOvdLXBi9LOmBm8tuY1JDIJ3L3gbuE2AsAjSx/BC5+/kL0HPJGsu8zi7Yudr+5bdJ9HGz0G6LxQdDuKh3q2vYdbE2zzXj4TgpeLgWI9mJsFNrDL0KCvlUzSxmof030RhWmarvt476J7wXWBeyX8ci3giKyvLBePk0nWJ5EhCVEGxR57Wed37cXDMVCc89hGnNWeBxc/iBP+dQKeWvaU+5l4sHyLty2GmWVzHl7yMBLIsMsAeW43F+h+A3hvDEleh3bx9Awc0PcATBgwAalMCo+mt1sf8jbrA/j+44xH53ayNdoDQARftH+BXfaGfgAe//Rx7DKtAeSXT36Mpz/6AhkTOH7MAFw9dRQAoKbaI8EXKzETT4PC0TN8vOVj5xA3O+E9aS3YmmV4zDQeXvKwx4SQY0JM08Rjnz6GTR2bJCatqDNo9srmKXlg2zx+Ob8JAci6ZmzDkjZQSAbFJ4rHxaBQBirJZPEYFD9Dl/PMdnbvxKpdqwAAj336GDrt73xcZeSzvu+T+4Sf9QebLNZv3uZ5bjaE+6xjWNmyEu1Ja2B/54t38Fn7Oo825sot27kMN35wI/7nnf/BmtY1Qq7DbV3bsLlzM4zsf2+uexOfR7Lvc97E6sXW8FgNBjv2sw+AC1/NPwcgtmLNY1AY/VGUQaEnLS+BLMBleNe3rUdbog2xSAwxI4a5m+ZioX0fufffy9BL8bO+0qHbMi4ePwbFWRy2E+fiGYhkLiveGN7pKvPamtcAWHrGpJmGo1vzMNgXblvofLylawte3PYRuwyQex9EI5vsMPSa5vzjAXdUmWZQegbO3+98AMBTqW3oMAxfmtsFv50wgVxnJwYAmz0Z0zwGA2sHoyXegnvjVuePmGlMGt0Pz007Ev84fyKG9qpyygHAjDUzcPO8m5FIJ/KpaMB791KA8EMmuJPW62tfx7pUR/65AdfE0ppsx4qWFc7f/17+b+yK+L2kMaxpXYNtXdsAAK+ueRXru7flnTtXzhoYU4ClFQLw60MtfcF/dy7BpmjUO1Ebzy0HeLtmXAyKjyhRNIqHy6AwVtpMsTWxIWUkarkwstgV34Wn179u/eHpz466nvWb697E56l29zF0GQAZI+Kqz5udyD1r24C1cf/KZ/htJFi2uZvmAgBMmN7sEOHft90SezXthWOHHWu1M8K7Ni8GhRZSc9gxAOi1B1DrMyGk43yDKC/ShZMrhFUGwNLtSy0XMXkttIuHx6YC+ZO4kVsI7Nt7X3xt5NcAeNxHXvguALcAlUjhT7I5tPGVLfPWurcw5d9TrH5Ab8pqwyspGZDv4jGi4GaczaTY7lUgN2YSY3hnstNhdLd0bsGLq14UWpzZfXRow1AAwH3rZlgciuf7UIGd3TvxnRe/g7vm3+W0Ia8uW8fj2x899oYqIbSBwsBXh34VwxuHow1pPNNQz38BIxXePlYug5Lv4lm8zRoAEh1DsG71IQCAF3uZSAP47cl744HvH4qxQ5qs44mBNJlJ4ppZ1+CBxQ/gmeXP5AwmpgbFj0HpZk5azdXNyJgZPNiStfQ9Jp9Psi/bHvV7YHTv0ehKdeEJwzZsODRntMISuNofmxk8tOp5dl3EZyu7tiKejqO+oh4njzgZhww8BClk8EhjA6ecO6ywNdGaFfsRL6SnYUEyKLlnuq1rGzqplRQyKX46dCENCnEe4UgC9zMDgIdWPoukfR4a2c9M5AyNQXWDLANg1yLXMXQZAFi+63O0JdtQGbGu4Y21b2CVba97UNp2XUftcRQA4OUvZuKLWNTXxWNrtADLfbjVTLqPccrkWBd7Yt2vz374wQE/AAC8iHbLiOW5brP9YVd8Vy5ihWZQWJsFikBGJGumLWOclaitotadmyTbX5ZsX4Jvv/Bt/PDVHyKdSSNPX+UsVjhjAZCb3InJ176P+/fd37mPbxhd+Lwi5mHosTQ4DIaRXsDlMShWmQcXP4gv2r/An+b+CaYrZJd0Z7dYP+lszc65KMPC053HWRyQbSbevflb5yNNLIzuX3Q/MjxXFNFHP9n6CQBrkdVQ0YDVXZvxZm2NL+v531X/xSfbPsH/Lfw/fNH+Rf6zBggGpXf+uQBO2HsM3alutNj3soTQBgoDESOC8/Y/DwDwcGMDUqTmBMjzsa5pXYMnPn0CqUyKI5KlNSh257ZWIGlE8NIya/BdtKoR3TsmIGLWYUsF8EZtDUb1pSY4arBvS1h+5YeWPIQ0i/b2G5QYYcbb0t1Y27YWBgxcc/g1AID/tCzFzkjEc/KxV8cH9T8IFxxwAQDgEbQiboA/2UVimLfZcs2M7z8eAPDM2teydfFFsks61gMAxvQZg4gRcfRDTzXWo9Vn9fHuF+/iqMeOwh0f3+EepNJyDMra1rU4+emT8cNXf4iMmWFH8dDn4UTxJNIJdDl7ifgkauPkYvhoi0UPTxs/Dc3VzdjYtRUv19d6Tv4bUm3Y0rUFMSOG64+8HgDwfOtybGZN4gyG7eABB2PS0EmWYROLu49jlLP7yDn7noPDBx2OtJnBQ42N+atholzGiDp9pE91HyQzSfyzfYVPXbnV6QF9D8DYfmOzRizwUK8GxsLDzbBd8fYVOPP5M/HO+ncYGhT72VKTqR9YibGilVi4dSFO+NcJeH7l827mgTeRG4abacie9+XVL8OEiRUtK/DGujfydTpeGwXayFtARXIGSp/9MbJpJCYPnQwTwAO9GhmGnnsl/o9P/oHvvPgdbOnc4taO8Ax4mh2KVKA10er0t6U7lmL21hzj56rfnpBr+7Cvzb7/XvoWFwvKWByQ5Yh3z15kTRo6CfUV9fh81+d4u7Ymv43E35vS3djStQVRI4qJAybi2/t+GwBwX69GmD46unfWv2M100zjocUPgSlQt7dC4DEoMTaDMmPtDEx+ajL+MOcP7HJFgjZQODhl5CloNiqwoSKGGe2fu78kVv4AcOXMK/H7Ob/Ho0sfdft8nc5NvQTZASDRbRkoS7d0YlO3NdiO6jUGD37/KPxw7LkArAHApK1vgva2OykArG1bizd3LXO3EfCndWPEoJktt6DD0gXY1Ph+ffZDt5nC4431/AnBiDqTz7h+43DS8JMwsG4gdiCN5+rruOVMI+JMPj8Z9xOMaR6D7nScXRdRbnFWu7B/n/0BAEfvcTRG1QxARySCp8xdjHK5l/uxTx+DCRMPLXkIO+I7icgOj/Bghgbl+c+fR1eqC59s+8R6Fi4NCodupvOgwAq7/fYL38bXn/m6pUVialDIUMdI7phsPd2G4Uwkhw88HN8d810A2cHOzHCzWX6cvY9j+ozBYYMOw8H9D0YKGfyzsYGRzCxnaHy02TKGDh5wMC484EIAwHORbo5hY51nJ9JY3boagNVH7NX40w112BGJMPadssotS2xDa6IVtbFaXH341QCAJ9uWo43lgs222YxEHMrd7iN2O//VUI9dWcM+V1dugN7QvgHvb3wfAPB/C/8vt2LPi+KRZFBYK9ZIDPcvuh+bOjbh5nk3I07eA6+JnDRQsn3hzbVvOh/d+8m9MJ1s2LaBIuLisRdQ1v3JENFy+/fN3scDrfv4fH0dNsV3ussTLp6OZAf+b8H/4ZNtn+DeT+6lxN8cvUievqYCszfMdrET9336aO57l+Yi69riGiiUiyc7Xt8w5wYc99RxWNe6jnr3eAxK9m+COXUMlCGTcNboswAA9zZUW/JXzqJuUdxyZY9qGoXailqcO+ZcVEYqsLC6Ch9G+G7ZTjPluDwB4OnlT1sLurz7IahBcW29UIkXP38RqUwKjZUe/aQI0AYKB9WxapxdPQQA8OCuJZYrwAZhaS7bucx5eR9e+jCS9kDmStTmfgHTWWv85Y9WAgDWxgwY0QQqI9V4/ken46v79MM5Y85BpQksrK7Cx20cA4mImNmn9z4AgPs3vmO9EC4Xjw+DwghZtSet8f3HwzAMfH//7wMAHmtsQBfNKGUH1AxBVx7U7yBURCrwvTHfA/D/23vvOLmpc///rdGUne3eXXvXbd1x7wbTbHBsTMeUAAEDBhISbsylfkNCuKRcLiE/kksqSe5NMKabEJqpCbgBCdjgArYxroCN7V2X9fYyRfr9oTLSjDQjzc5611x9Xq992SPpSEdHpzzl8zwHHisuRrJZtPYJSmieX/AzsfdErhtneJYAqeHJyu8tTV8AivkeUOrZ9zQAnvC1KJwcI1QNuT7Wxr/2/guAjngHT3/6tDPLR5KAIssyr3/2un5o0aZFSfexCVcWAwnNW50g3vnyHXbU7+BA6wGWfLokKdQxk5lZEXQ3y23EpBgV4QoGFA3gspGXke8PsyMY5J1wni2fZEOz0o6T+kwCEovPs8WFNCa3oSZU+vysPaBMyFP6TGFSn0mKYCOgCDY2wujHkrIwDC0ZSkmohBP7nsjoXsfR7vPxdJpya9Q6Tqmcwteqv8awkmE0y1H+WmzhglXL7BdF6trr8At+RpaNBODkficzSsijzefj6cPrzOUMO/D+/fO/64c/OvgR69r2J64xumeyFlAS37VB6tDH8eH2w7z0+RuGd4naL+RGS4MYYFfDLj5v/By/z0+emMfmw5tZ44ua3y0TSRYMFhTlW30hirREW8gT8xhaMhRQhMtpQj4xQeCJg2vM5Q2C3vLdy2mPK/V/fvvzHJFjifrYKQIWLp63v3wbgLmD5uIX/Kyu/YBNwSSuDhgElMSC/GXTl4kIpGT+nxiktqWWZ7Y+w4HWA/xl018MHBQb5QBSxl6HT9TnvqmVU7lq9FUEfUE+CvpZFwrZj4f2WgDG9x4PQEW4gnn9ZgKwKGwRZaW+65rGXUSkCP0L+yvKY7ydp2lMbY9MFhSjO0ut0+FYC+/tU/Zx0/hG3YWcCyj3338/xx9/PEVFRfTp04cLL7yQrVu3mq45/fTTEQTB9HfjjTfmuiqdxuXhwYQkiU2Rw7qGD5g08aU7luqHa1pq+Ef95sQ1SZ27IxZn8T8/Y80epVP748oAra9Qzo+rGENA7TAV4QrOFxQz7OKaf5krpnakPUKcXQ278At+/vu0/ybgC/Bx8xdsCAUTk3asI1EPu0nJxORWBZSmz4GEy2XOoDn0D5ZyRBR5Saq3rM+uYICmaBNhf5gRvUYAcMlxl1CEyOfBQMK6k1TuQ1mZLMZUjCE/kM8Zg86gf0FfjoiireUlCnyqClGagAJwdu+pVMZiHBIkxVxuKqd8tzcPrSMmxwirE+PTnz5Nq2ZFkmIOOSgBttRt4YvGLwiJIfyqe2WDpvVIsfRESk1YVPvG89uf10899elTtBu1ITszs07UU56zPq5ovJpQWRIq4dJhFwKKFcVuklzX+JleDlRLVKiCFp+Pv8YOJpVRhcqAnwOtiltofIUyuWrWkGeLC2k05pkwPGtDTJlENWFIEAS+OVpxpz5dXEirjVXjgyaljidUnYBP8OlC7BPFxXRoikDSszb7lQl+RK8RhNS2EwSB6/1VADxVtz7hUjM8C19AFzx7h5W8Jotq3klcY8zOmbyYWmDZ7mWc+bczlUnfIpPsWwfWEZWiiKpy88gnj6F/KWO4espCbhZQNOvJ9L7TuWjERQA8LGth9y5Islq/V/uV1o6jykbhNxB6r/dXAvDskY9NEYhGQU8LCRcQaI+389QhlWsWj9hHuSW1qST4eXfvuwBcPvJyzh5yNgCLStV3MAqoSRaU1mgrV79+NVe+eiVbDm9JtaCIAV7c8aJunVm6cym1UkeijnbKQVK48ia/kh6iPK+cQcWD6J3fmwuGX5CoZ4qVT1GyNrYpAsqEisQmrguGzkOQZd4JiWw7kjxnKm37dp2iFM/oP0MfC09JdbQmWxQtLCgv7XiJGUtmqP1Rc+8nXDx/r1GsVWPLxzKkZAjdiZwLKKtWrWLhwoW8//77vPnmm0SjUebOnUtLi3nCuuGGG9i/f7/+98ADD+S6Kp1GmT/MvGal3o9tfixxQv2QMV9iAGqT+6P7VqkWjJhuQYmLIZas2c2sX6zkJy9/QnNMGeRTqpTB8lmeMgFo5lMNCwSlU61s2KqHjhqf/7a6IE2tnMrgksFcMEwZEI+UFCcmJE1jgpRJSbcKJe1g2i4IOr9Dey+/z8/VlScpbSHXKwQ8DZpbKKi8z7iKcfpEVhAo4HK/Msk/ctgg5BnKfRhXBLZpldMSzxp1BQCLS4qIWyxAu4IBIlKUokCRzn4HCPiDXN2gtMvizYsVXkhSu72+X9EOvj3h21QXVdPQ0cALBeHENU44KP6QvojNHDCT84eer7wjDZnvAwkBRdXg3t6raIhleWXUtdfxYkdN4j66mdmOy6T00fXq4q99M4CrR12JX5ZZG87jI0PEDQBSjEafwI7W/aZygiBwfZ8TAXhCOkxHvMNUBmBdSJmgR5ePJl8VwGYMmMFwgopgc3B1yrMANsTqAUUD1zCneg7V0SgNosjzO15IKRcH1qpC1PFVCoH8nCHnUOkv5JBf5OVobVIZ5ZtvEpV/k8fVGYEKBkSjHIm3K8RyDaqF7XO/wJa6LYiCyK9m/Qqf4OPt+k/ZFgiYv6tdMjYD2mJt3Pf+fexr2ccvP/wlstEyprbJq/uVxfdb479FaaiUL5u/5K1Cta9JaSxxJgtKkBV7FAHlawO/xoKxCxAFkffkFjYHA1laUFTLnKjME8nteKpYysiOCK1SlGe2PpM4ob7XQVHU3WS3Tr0VgKcOfpBYRO1yliQJKJsjh6lrr6MgUMDkysn6gvxWfpjP/f60Lp6nP32aQ22HkGRJtXCauSNx0a8rBwWBAmJSjCe0YADjhq9iCFmWOdKuCnxJY2+tqMyHUyunIqiBE9eOvRZBlnk7P8x21a1pbKM4sFm1oIyrGKefGlQ0kDmtSts8sumRlHIy8HadYq2ZMWAGZ1SfwYDCATQQ54WiJIUuyYLSGGnkgQ8eoL6jnl+t/RWyMapKbcdXVWtVd1tPoAsElDfeeINrr72WsWPHMnHiRBYvXszu3btZu3at6br8/Hyqqqr0v+Li7vV1WcLn5+qGJgRg5Zcr2dWgulrUwf6vkMjh9sOU5ZXx4OkPEvaH2dLyJWvyQiBFkdTOvXj1fn7w4ofUxtdTWRzkuP4VAFSFlQl0s6Dcb1z5ONPjh4j5nN7Sioya2VaD2gFXxZXBMmPADACd2LsyP8xnsrqoae6dYJEpJHp3427mPjeX21febsgkq1hQNoWCxOQ4vcO96V/YXy9zUe/jKYnH2SPEWLZ7WUp9Pgoq9zcuPgDzg/0IyDIftdWYwlm1cmvjSh01AQXgouEXURKP82UgwFt7lpnuhxxnczCxQPqM0Qw+P19vaqZIhs8bP2flnpWm59WKIh+q2sc5Q85hwVglpPyxgqAa7WJYEJIFAoOAIhm07HOGnKMTglfIzWpkg0HTtsrJoBFl/SFe2vkSkiwxpc8UvjPhOwA82vaZokUbMsnGRT93v3s3X1/6dWWi1Al/rUjAhpjSjkYBpbKwH+epQvaiLYY+pLbHx6EQMjIDCgdQEa7QT51VPoG+sRiHifPSjpdMZQDWq8LolD5T9FM+wcd1PmVheOLgB2bBRo4TBTZFlTpO6j1JPyX6QyxQhcpHP12S2CIBQIrzaTBAU7ydwkAho8pGKU0qBlhQrrznI9H9lgLzZjVPR/K48osBrtWet/nRxPPUf98QlfIn9juRib0n6tmlH9E0YaNlzCrZmQFPbnmSg22KFWrbkW282/y5ckIlydaIIh+oKQYuGXEJV466EoBFJUWKohNrR89mmiygBBP98ZAgK3loUEia/Qv7c9aQs9R7FSesDGlIsnobJrkvPtEEvXKzgCKIAa5raNTfU7dGaYqAP44kS0zsPZEFYxYwqHgQjfE2nisqTO8CDZrr9k7LbkBxzwV8AUb0GsFpA05DFgQWG60T8VhivssvpyXaooSjq/jHF/9gj5Z8UxUs3guI7GvZR3GwWCeIP1v3MY0+weSml8Ug33v7e5z2zGmKezgpzFjji0ypTIyHQcWDmBNV+scjn79ifkcpxs5AgDYpSr4/X3edAeDz8c16pV1f/+x1JdmlhniMbYEAtR1HyBPzOKHqBESfqAcIPFpSTNQ47pIsKIs3Lda3mNhSt4X3275U76vM/Xv8fj4+sgWf4NMtVd2JLuegNDQoHaaszOwDe/LJJ6moqGDcuHHcddddtLa2WhUHoKOjg8bGRtPfUYHgY3AsxqyQYhLWrSjqRLZU7aPnDDmHinAFFw6/EFCIrS1t7SzbqPjN97RHKR7yv+QPfJRrz/mMQZVqW0RaiAJbNQGlwjyR4vNznTqRLt2xVM8TghSjRRD4QNVGTxug8C6Glgzl9IpJyILAY0GNFJfKP2mNtnLrylupaanhzS/eZEODwoXRdjDdEFIElkl9JunaAEB+IJ/LG5VJa/HmxQkLjKYdB5TulCygVPjDXKAukiaNQIpTK4rskdrxCT7TwpofLOIb6rMe2fKEmQMkxfhE1eCTJ018fgpkmcsj/tTnxaO8UZCPjMzkPpPpV9iPC4ZdQFleGftEgX8U5CeFGSdHFySE6A3xRmpbaykIFDBjwAyGliQiGx4tKTaTpNO4eCRfQNfgLjnuEi4acZGiRcdbeatAjb5RJ5yHdr7A0p1L2XpkK09uedK0kOwKBGiUo4T9YZ1vobWHtois2PtuQshW23+9+q2NEytAQAxyjWER1xcvzYKifuvJlZNN5c4Wy6mKxTgca0kSbOJsCwZoJ05xsJjBJYMNdRSZ19xMeSxOTdsBE68HKcaHecp7Tq2canIxXFI2ieJ4nN1yhLd2v2UqIwGfCEpdkzV/BJF5zS2UiXnsa9mX4JvEo8jA6z7lu509WJmgNdfV6wX57JUihhBji+9qQH17vUIMBd3l+fB+1VWkaqyvFebr79a3sC9XjLpCUXSCft4L50GHIaFYisCcsKCslFuQkRlXPo4++X1M9X6rIJ8vtLxCFi4eWZb59dpfM+3JaUpbGNK4x4EtWjumjDWRM1ta6e8vUqx+O15MvBvwiqj02/OGnpe0iBYRlQx5UFQBXh/jSRaUt1UO3oz+M/RjGk9qaWEBB1pUC5qW8wMB8kp5+tOnqe+oZ1DxIE7udzKSLLE4onKJVCHzb0FF+Lpg2AXMqZ7DiF4jaJEi/LWoSJnn1bG3+OBq/v7535GReeijh5A110i0hRiwAeWdjUoWwDfVeej12tXsb96fOCHF2KjOYeMqxiEa82n5/IyNRJjeHkkkuzSUe0eNDDqh7wnkqd9q3vB5lAkB9vv9/N3oSjfkQTnYepAntjwBKPm2ABbV/FM5rwpar6r9cXrVdJPC0l3oUgFFkiRuvfVWTjnlFMaNSyy+V155JU888QQrVqzgrrvu4vHHH+eqq66yvc/9999PSUmJ/jdw4EDba3MKdTK8Nqz44V7e+bKSACkepcEnsMKvTNqaa+Wq0VchIPBufpgNHa10tLfRLgh8NHwXcnAvAEu2PkmHFkYYbWV7MEAEmaKg2VWhPN/H5I4OJoSriEgRhcwJEI/yXjiPGDKDigeZJvtrBytmuaVBWRFokpK0ybLMT9/7KduPbNfLLNbM6pJCAFyvZqg1Cgxae1zZ2ERQho2HNiZyl0hxGnw+PQfGhN4TksqJXKMtkntWJBZJKcqH6rNGlY2i0OhTF3xc0dhESJLYfGRrEgdIYrM6uI38E6WcUon5HRDwBdhwcEPCaiNFeV0dgJp2kOfPY/5oJWLqkZJi5Gibvghvad7NT/71E1btUQiMRq3ztQ5lspldPVvnN2gLwsuFBRyI1OuugA7Rz9KdS3VirvJgRUBZLbewt3kvRYEizhh0BmF/2KBFFyPHOiDWwd/zw/x553N6cYU3o/nTW1mfp7TH+IrxBIx5XXw+hkbjzGppVcKANy02tGOMDXkJYdQEn5+Lm5opkQV2N+1OCABSnHqfj50qLyG5jwREv24NWbx5sUmw0Z41sfdEs9VLEAghclWjUu6RTY8kXHNSjDVhZRLW3Dsa8gP5XKkKsQ9vfDixwMlxdvv9NAkyITHEsNJhSe8mkifLXFWsTtKbFillpRjbAwF2CTECvoCe2G1M+RhO6jWGuCDwaDBict1JspTY9DAJf974Z5qjzYzsNZI/zP4Dfp+ftU27FI6YqrG+WqAsxucNPQ+A0rxSLhlxifJOJcW6QBEH/vb5a8x7cV5C6DYs5CskZZxrdQaFOD/TX4YkCCyuU8dAEmFekiXuff9eHt70MDEpxu/W/04n8RNp4bNAgDYB8v35DCoelNSOfvzAtaXK3P7o5keVVAtSjF0BP1uEKH7Bz5mDzwTg/GHnUxEoptbv5zWhXW/H/T4f/7783zl1yams3r/a9F6HRB+bVYKyZikGpd9NjsSICgJP7FIFYc29Ey6lRerQrSffmfAdvjX+WwC8GKnhkM8HkWYOij5WqtayS0ZcYgoGeLykiPa4wt/7IC/Eb/YoQqyAwMcHP2at3Ka30dZgkFZBmcOHlw43NdFYgkxvaycmS0lWcImNeRr3MFUxBbheHUfPbX8ukZNEivJOvjIeZvafqRfJ8+cxP6QEdTxS/7HSn+PRhEAaLuN/Pv4f2mJtTOg9gV/P+jWiIPJ+4w7FBRhpQYZEfxx2Hj0BXSqgLFy4kE2bNrFkyRLT8W9/+9uceeaZjB8/nvnz5/PYY4/xwgsvsHPnTsv73HXXXTQ0NOh/e/bs6cpqJ6BKtZP8xUzoPSGxR44U4+8FBUQERTMaVTaK1bsOc8dTX5LXqAgzL5b6GV4R4I4+FezgIIWBQirCFdS11/FKTDW7RVrYpGqwY8vHmqwVyvP9CMC1vZRF4JmtzygJwaSYHl8/c8BMU5EpZWOZ0N5BRBD43frf0aENWnVCeurTp3jts9cQBZEfnaTkN1m+713FlwtI0ZaEVt3HrFXjEymXJObFlcVQN59KcT5WBYbqomo9SZjxPYZGY8wKKwJYwhIVY606SJM1DwSBcnxcaGF5iUoxtgXsLSgAFZKkC46LNi0CKc4Xoo/NoRCi4GPuoLl6kctHXk5Yhq2hIO/Vfshuv587e5dz2Zvf4rntz3HbytuU8Gm1DWPAm61KHzSaQSf1mcQUsViZNOs20BRt5i8lxZy58Vfc/e7d3PjWjbyhRWio2WSfVwWdc4aeo5N2rxh1BWHBz5ZQkPc7DrBViHNPb8V1cs2YaxRTeaSR5wLqIh5pYX1ImbRShEq1Ta5XBcSXd71MrapxRg1a3OTeqcJovixzhZSvt6G2iGsC7JCSIZbf+uKmZkp8IfY07eHN3W8qx6UYH4USAopVHS9raqLAH2ZH/Q49aiMWj+h9JFlAwednfmMTYRTOiEakRIrpAuzIspFmgU0tB3BZwXDy/flsP7Kdd/a+o1jYVAF2Rv8ZFBlcDdcPUSbsF4Iyh1tq2RgM8kCByNy/zeXUp0/lt+t+a3Iz7WvepysUt029jaqCKp2ntKikGCItbAsE2BYKEvAFdDcSKN/YL8usCeex8fBmPgoFubJfX376/r3satjFg2sfVDbrUwX6VkHgfdWaOmvgLNOrXh8eDMBLTTtYV7sOWbOohoqJSTF++O4PeXbbswgIhP1hvmj8guWy6gaKNOvtOLp8tFnLB31+vLBA6Qd7m/cqFph4lFcKlYXu1P6n0itPSRIWEkNcPWC20gb+DqKRVh4tLmJe60es3LOSxkgjP3z3hzRqe9EA74SVMTG2fGyKRv/NVqW9l3zxhvLtdQGljKe2PEVDRwODiwdz9pCzmVY5TZnDkXiypAgiLbxQWEhcUMbM8F6KYHHWkLPoGyylThRZKjdxMN7B93pXEEfivKHncelxlyr1j6iukUirrmRN6TPFoo38XK+6a8yCRoyNqpvaSJDVygCc1NrK6LLRtMXaeHqr0pcaDBZuo8AGcHm4mrAksS1yhD99/Cdkzb2DwO5oI89tUxScW6fcSr/CfroLcHFJMURb+SQY4PNggDwxxOzq2fQEdJmActNNN/HKK6+wYsUKBgwYkPba6dOnA7Bjxw7L86FQiOLiYtPfUYHaUQQ5rqe/X/LpEtoizbykDsDjy+dyzaI1XP6/7/PB50corFcW2rcKA/yh9BBv54cJCX5+P/v3CRNn62fKEIy06BNAihRteP7XCqoZWDSQho4GXtzxIlI8ytuqgKK5dzQIYkBfjJ7f/jwXbPw1rxTkIwWLWFe7jl9+8EsA7ph2B5ced6niy0VWElcBu6R2mkQfYTHEcWXHWdZnQSSAgMCqL1cpG/s5WHwAritW+ANLd6ruqiTzvVW5axqaEBB4Z+87OqN9hwgRn0BRoJABRUl9S49+ibNg7AIEBFbuWcmuum269WR65TTKw4k8CSWhEi6JKYvYPTufYd6AvrxeWICAwMCigUSlKLetuI0DKrt/TTiPOqmDXqFeTO873fT46/KqAVjSsIW5wSP8pqyUw9FmCgIFyMjc9c5dCnt+9Hkc6T2CZZEDALrWDIoWfVGx4qb5Y9tn3FLZmzafj5Mrj+f2qbcneDM+xUVIpJl1eTZCpdqOkzoiTCkbq5AAVTPvNp9Em89Hkb+AoaVDU8oAXBkLkifm8cnhT1hds1oRUOwEWLVcvixzhapVL9qYEGw+CtlYa9RyxZLMZYPUCI1NiwD4VJBo8fko8uczstfIlDKlksSlKH33Lxv/ohyX4mzSxlW51bhSFpESnz+Rr2Ljw8jxCG8UmC1sGqZXTGRsRwftgsC5H/6EK/tX8XgwRm1rLTIyf974Z25afpMezfLQhoeISlGmV03n5H4nA3DtuGuV/YAK8tkZb9XN6TP7nazvJQXQt7Av50QUZeXWrY9yVb8qPgkFKAwU6oL83e/eTZ1qQftnOI8IMgOLBqZYi6YEy5nc3k4UiQVvLODSghh/LSrkiCBzx8o7eHXXq/gFPw/MfEDvVw9HvlT4L5EWneuVogiAbq3Mw6dbIRdtWoQUj/CaqoknEy0vGziborjELlHmvC+f55flvWhD4V9VF1VzoPUAP//wl3p0iebOSF6MAWbEfJzc2kZbvIOblt3EM5+/BkBzfq+E9WTid/D7/ArxW7VwPlNURGO0ReHCAF8/7uv6PQO+AAv6nQ7AI0Iz/y/UzmG/yPCC/txz4j1cO/ZafIKPdyIH2RoIQKRZF6Ct5zCRk9rbGV3Q3yRotEoRdqg8Li3EOLldBWSuU9edp7c8TVusjX+GfEiCwPCiavoV9jMVK/Hn821VGPrDhj9wx7/+QyEk55Xw+4//SEyOcWr/U3VBX7MW/aMgnz3xVl2oPH3gLArcJiDsIuRcQJFlmZtuuokXXniB5cuXM2RI5jClDRs2ANC3b99cV6dz0JMzxZldPZv+hf2p76jnt3ve4OO8ED4Z/ve1Ut7Zfgi/T2D+9GqeufoSprS3ExMEVtCCX5Z5cNg3mFo5la8f93WKAkV8Fm/m7XBYsaAE00yk6vNFWeKaMQoB9rFPHuPjyCHqRJFCwZ+6SIgBZre2cd+RFvrk92FftJG7+lTwDXk3d6y6g5gc4+zBZ+tJvDSh6aXCQg77fKxXlc3xJcNtNc9BcUk3JS/evFhZfFQXg93iAzA50ItJvScRlaI8ueVJDkVb+UwdpHYCSnUsxpy+SvTQo5sfBeATlYw7pnS4pdUJACnOkJIhej0f+eRRXlcnzbMHnZnyqGviYURZ5kC0iZggMLMtwrPnP8uz5z/L8NLhHGw7yG2r7yUCvKYuYmcMOiOljWaGqhgWidAmx2gWYHgkws9Gf4u3L3+buYPmEpNi3LLiFjYVlfHy6TcTlWOMKR/D6PLR5vqUT0aUZdZLzewN+BkQjfLAqT9D9IlcMOwCyvPKqRHivFGYzwGpnb0BPz6EVPeaoU2+OUwJPX1227NKZs6A0naTeo0yu1xAX8R7SVIiZHXjwyarVzJvxfisK0tGkyfmKUS8/e9TG2tln1pHLSzZqtzVg88l4Auw/sB61tWuY41f0aan9hplq8EvkAoJ+AKsO7COD2s+BCme4Cgl808Mz0KKcdXoq/QQ8acOfcieQIAwvhTLpCAGdeJiS7yDsCRxtpzPr2f9mv865b/IE/N4d++7XPHqFby26zU9xP3WqbfqfXRoyVC+1kfp5w+HBV5TF4Rzh6RGS1wfUd7tQFSxZsxrj/PyRS/zhzl/YFjJMA61HeKeujXIwIp8pT/OGjgrZTwIYpBfHDjMBfmDCIkhtgZE7q0o47Tl32b5nuUEfUF+NetXnDXkLK4cdaWSPyXWyOq8kEmBshRQDO14+cjLyffns+3INn5fs4q9AT8F+DhtoFmBKgwWcVmT8k774q0UxSV+UjKZR856hPtOvQ+f4OPlXS+zrLiEKCg8HMzuDP3xvgC/rz3IBX1PIS7H+a8vlvJAWSmPh2QaI42K9WRwQtCcNXAWQ/zFNIk+7ixQQuWLMFtTAS7qewql8Thf+iTWBaBAkvjVpFvJD+QzsHigiTQtRVt15cBuDhOA6/ueDiQEjc1yB5IgUBks0TlDiTKJfn7GwFn0L+zPkY4jvLD9Bd4OKW0+o8qsGGnP+lZDIz8qmYzf5+fNmve5ql8lbxWX6ryuW6bcol8+smwkp5SPRxIEFoV9vGEjVHYnci6gLFy4kCeeeIKnnnqKoqIiampqqKmpoa1N8dnt3LmTe++9l7Vr1/L555+zdOlSrrnmGmbOnMmECRaTa3fCkDpY9Im6kPDEASV0bnSrH6QiLp7Sn+V3nM59F42nd2mh7oMXZLjv4GFmlisTckGggK+PVKT1xSVFtCGxU12g006kcpx5w+dRGiplb/Ne7mtUWP8nh/vpeVOS63xBSxuvXPQKt5SMp1CS2CK1cqjtEMNLh/OTk3+iT2RTK6cyvmI8EZ/A08VFCYJsmXnBNNVHiumCzSu7XqGm7TAbHVhQkGJ6tMszW5/hHdW9MSJQYtIgk9/l+qHzAHht12vUNO9XfKbAmF6jUsskZfzUQhKXfvY6u4IBgpLM7EFzUor19YW48/ARzigYxOJ9tTzUGGVk2UgKAgX8dtZvKQ4W8/HhTfykdwXLbLRs5VWD/NfBOi7IH8Tv6yM8t7eG86tnExSD3D/jfqb3nU5brI3vvvVdnlKzYRqtJxr6h8o4s0Uh8oUlid/WHqJEnchCYoirxiSyxGqE1eOCvcw8nqR2nFExieGlw2mJtvDXrX9lvUZ0LU/3reN6yOr7+99nXf02ffG3tqCogo3g5+IRFyt13LSIj6L1Sh1DZXpYslW53sFik2tujSpEnVBuJdQo/aCPJOsE9b9s/AuxeIQt6QR/Q3+sLKjUn/eLWoXAeppYmlpHMcCc1jbur2vhv6vnsWr3Xh4IVDO7ejbzhs/j8XMep39hf/Y07eH773wfGZm5g+amWEavH6a0ycsFedT4/RTFJWZWm90yAMMIsvBIPTPzB/D4vhr+qz1ARbiCsD/MA6c9QNAX5O2WL3isuIhVKifByD9J1NtPZTzOfSWTWHbhK9x5+AiDI1FkZML+MA/NeYjTB54OQK+8XolvVlpMNNLCVifzkxRTcu6o7o8/H1IynM4Re+luS2M7LmhoYnpE4oJgX5bu3cclpWPwCT4m9Zmka/X/WZzHsoJ8mn0+ygKF1s8X/QSA/xq5gJsn3wzA4yXF/EFSoqZunHijSaj1CT6uUy17/8xT3ut8oUQnmmrIDxZyZWMiH8+9Bw8zuHiw/luzxLxRkM87QR8NokgYX4qSYWyjOb1GM6BwgC5obFIT6I0vGmRbBsAvCPpc+9gnj/LPsDLPzux7smV7AFwaHsiiMxdRHihkezDIbQWKkH/2kLP1KDgN31Tn1r8VFXDIL1ISlzil3ymp9+4m5FxA+eMf/0hDQwOnn346ffv21f+eeUaJkw8Gg7z11lvMnTuXUaNGcccdd3DJJZfw8ssvZ7hzN0Dr3HKc/Q1trP9kBHI8MeBmRwv4x60zefCySVSXqxOaL8Cs1jburKvnN5F8zmlpNSX5mT9qPn58rA3n8beiQuKCQIUQoDK/0v75kpJU7BujvgHAp2r+k9PyLcjChjTNYX+YbwUH8NqefVxdOIITqk7gN7N+Y5p8BcMAWFJcqBMSJ6cx6SLFEplDpRj37vwrLT4f+bKQQhJTyiXSbc8aOEvZiDHSxK+alQR+0/KqUsuAPlDHFQ9R9lCRYzzxyeP6AjmmbKRtGS3d+cTeE5nSZwqS6tee2dZGUZ7Fxlm+AFc2NfNg6TSmdnSYcjMMLB7IL077haLdFSqTZh9/oa0FYVwkwn0lkzitpUUZYGoYZVAM8ptZv2FM+RiOdBxhb/Newv6wdTifGOTWunrmxAP8uvYQI+Jg3HX1spGXUYCPHcEg/6MmrJoUTt+OghzXJ9cnPnmCtao2Nsly8U8sPv0L++tEx//Y9hQxQaCPLJhC0FPLxblm7DW6YLNEjZ6YaPutE33r2rHX6i7ED4LKO5+QxjKEFOO6cdchCiL/3PdPXqnbSJvPRz4+c7SQBiHhBgT058UVxwZnBXpbPksAzmtpYW5+NWFZNkXxjCobxZJzl3BiXyV/jCiI3Dzl5pTbTCgfwwlt7frvM1rbCCVH5wCIAW6sb+ShXtOZ1BExPeu4Xsdxx7Q7APhleS8aRZFevqApdDtRb20+iFEiC1zd2MTSvTU8cdbjPHfBc3p9NSwYuwARgffCYV4JynT4fBThSyXwg2l+BLh6zNWmKKvzAn1Sy4hBekkSf6lr5b68oVTEJVN00ncnfZfhpcOp88F/VCj8plPLxqVa+CDRr6UYN0y4gV+UTCWk5sAZWjKUswaflVLkvJKR9Ikl8oRc4reIVBGDzG9sYlYU/l99C2e0tpnm8DHlYzgp3J+4IPDjCsVVPNFXmGpxNtTRL8sGQeMx1guagGLhYTDubi3FmDd8Hr1CvdjbvI96UaQoLjHJcjwkthGY3Gcyzwy7mnEdilvaL/i5adJNKUWmVUzUrwE4qy2SqvR2I7rExWP1d+211wIwcOBAVq1axeHDh2lvb2f79u088MADPTYPCsDGPYc57RcrefaDA0SOKAO6KC5xTe/+jKhMyicgBhCAqxsamdWhDgTDAKwsqOScEoXb8dteitVgnK8w1VUBJG/+9I2R30hkxJRlTi2sTi2TvDlYewO9JIk7q07j4TMfpro4tczs6tkMjEk0iCI1fj+CLDPR0qRrro824N6u3wLAeDmQaoYH06LlE3y6r/uIuhvtNNuFNfEu2rP+tv15tqXzi1tsOa4tygBnt3ZY567Q2k3LE5GUm+Hkfidz+9Tb9d9n9RpjPWmKiQXBar+WgkABf5zzR10jmztoromMabxP33icXzXLnNzenhJiWhws5tKg4hLdobbHlHC/lNsApjY5a8hZ9C3oy+H2wxwWRfyyzLgM1jJItOGeDoWIOFkO2vRZs2CjEfE+kJR2nZRvIdQklRtcMpg5qpUrIgiUxOOMMOaJSC4TjzKwaKAu6P1/NUrCsjFCOO3CpvXjISVDdFJgoSRxashCQDFtYWAdZlyaV8qf5vyJn578U34/+/epUS8AYlDniAGc2xZNvcZYRy2xWtL3v2LUFZzeK9H/Z4YHZBh7MT2iQwgVM7FykqXQ0a+wH2cXKUrGA+WlAIwR8m3a0TwfVBZU6kTg3rEYxwct9sPJsFlgUAzys1N/hl+GDlUgn1ExKfU+YJofAM6S81hUc4CzC4fyM9UdmoyAP1+3cE9ub+c4v8XYU/lQv22UWKCmyUjOJHt9hcIFOuxXnjHVb7ONiEHwnjd8nk4mXqkmdhtfMsy+jFou7A9z5egr9UOntLXhtxJqk3ZOroxFWby/lttD1fz36f9tOfcL/qBO4gU4t0NKuaY74e3FY4OGtijLtymT8ecHG4nEJE4YXMafzr+dM4qG8f26I4SS0x+DWfrV0ikndaYFapZOLZ35WL+NcJY0kZaHy3Vz9PiOCGUBi3L682WlXHuCtW8H0SdyTUdisRkRiVJk6XIxL1qnDTzNlAp5AhbtYSynalrnDzuf8rzE5DUlnHnRmtF/huKeiLUQFQSK43EGWGp1Zu0YFILdzMppTGjvYGaHxQ6hxmdpC4JFcrVrxlzD5bEgZfE4l/Y5weY+hg38tM3NkoSdsrwyHj7zYW6efDO3Tb3N+j5aEjYtD4aWGMqAq/IH4zfkh5lckLkdA76A7qoEGN0RIWzpFjJ/65FlIzm1/6n66SlYTJAW5YzCIcCkTHVU28xYblp7Bz6rjK1JC6QWStosKTkpxokW72UqlxBi/23Sv9FbDHNNQ6OuBJjLBBL1S7NRoOgTuXjExaa2MsEf4uS2di5tbOKCpmamxawvyyQwC4LAf46+nt6qNWBuoQ3Xz7i7up4DJc1OxsB1FQqJslkdS2N8NvlekjdQRLGATM+r4o66ekSLPmve7d16j6HR5aO5Uc2iLcoyJ1tZhiD1O7YeZkJHhAeGXGLtElKfP7+xiZ8dPMQDBw7b7Gasbf3Rnrh30hw+vWgoYwyWh6mBUps6JsaDMaWBLIBPlhlbbPHdBKOAovRtLT8OwIy2dvMO7Hq9tWepQm9rHSEZrisZb+3+AxBDfK21jbObWzi3uYVJkoWQ243wBJQktEZi/GHlDmY+sIIVqoBSFhZ59PoTeOY7J/K14wbzYN+5Sgp8K5OescPri4t5wjuucCCntCb2ABlnJWiApTVg4aSFXCRW8L26I2ZhKLkMmOPg7TYKVDEvHqRXXBkMkzs6zIPEpj4+wadHNwFMEpwtWiExpA/UIZEoFVYWBDAtQIIg6HwSgNGRKILVIE0S6rR6PjTtbp7cX0ue1TcDg0CgLQipk7IgCPxH6WRW7t7L4L7TUs4r99EWFkNuDIt79cnvww0TbjBFE1m+R0TrQ6ltWxks1bPE9o3FqAqV2tzLvJBfPOJifZfSyR0dZo3NpgyYhYYpgs2ilbRoHNfrOD3BVnksTv+QzaZlSc8bVzFOj5A6pa0tfV9XnzWsdBhzqhP8orGiXb8yC0NaPZf3PZ9/q29MP/lDQogNpk/UZgnVwvqjw0e471AdPqv3AkN/1ATmVGGoV1FfHt1fyy9rDzLDTkAx7q7uJM09cFzhAGYa5qextoJe6lirKqjiL71P59yWVuv50WdhiUrmqQDfDPbnuvpGfnj4CMVqSH4Kkq3FWlit3U7GAGIQETi/uZWqeNzmW2v5hZpN5YwQAmHd8hCQZcY7EFAAnUwMMCwaJd9SOfCluCFLQiXcO+37XNbYxJktNmtP8vfItFGg+l4i8MDBw/z84GEEu/mxm+AJKAa8tGEvMx9YyQNvbKWhLUp5kdKRTh5aymnH9U6YtA2bBabAeEzb+Mxiq+4FBjPvGH+pdYW0TmqYSMvD5fxnoL/ilxYtJjfj86VYSqI2O4TFPG6pq6c0HleyvjpYEEBJ6FMdKqM0HmeSYBOaZqGxXjXmKq4LVHHP4TrrZ1k87+zBZ9NH3bxtbEeHdTkLrU75rX0zuwUhSbCwMqECXPA7hIVroL8FY99YZ03QQci4X4t1fRJp7E2/jfAHubG+gTEdHUp/ctiO+YF8/t/kW+gfjTGvyfm3nlY5jWt6n8jXG5s4LpMwGjdr1WEEzmlpsRYqbZ73yxm/4P4Dh7jYRR2/NeFb+v/HBjKb3U0wbBaYWsZwTBtTGTLJWiLZOmPXNzK4eAAIFjIwFufM1jYEK2su2FhQMrjT/Xl6xBI4sfDajbU086Mct98sEPCHirj9SD2XNTVbfw8wCzuQsg+PJZLbO10dYwmuUOocHmROaxvfPVLPTw8dJs/K6gYpbVQSKtFD26e12SgHFuUAzuw/k3sOHyEkY6NUJLeHlubegnOnIfn97ebHbkLPqk03Q5bhUHMH1WX53DpnBBdKh+AVEJK3c9c6QCYLhgaLrbpPbO/gu0fqKZBkyirstNFUDUV5fszZ86WoQWsqtX6GoY6XNLdwiaqRp9WqDRvwhcQQS0YsIP7qHRQPHZNaxuY9wv4wt/v7Qvsax4M0IAb4j0k38+cVd3JRU0tCgLMqI9t9swwLpK6x2nyTQBh6W5BzNWgDvt1wnwz7taS9jwarBcqfR/9YnGf2qam+HQooABcNOYeLltxgX86ijCAIfK/fLFjzV+jlXNAYVzGOfzKEQN1KV3UsDRVznhrJZFkuWYNG4SXdVT6d6LY3GFhiIzDrQmySv10bV5kE/zRWjYxwskAaj9u4eACzq8ZuYTEuWg4tKATymNLRwcIj9UgIDCi2UzxSFSj9WZB5ftIszFbvZkx3b/tuqS4NIIOAkhz1mEEYBWWeSX4XMYQIisXN7j5gKQzfPPlmRr33F2bU19uPBytFSzK0awb+F2BKc2+L5LWph1lQPAHFgPMn9kNG5tzx/Qj6fbDeTkBIoyEIgtJRjB0rZRfaEALGzm03AO00PU1ASWPm0+rtgIOi1cn2PsnHkupTJPiVyd7F4qPXz+5ZNuVmVU1n1v5aZQCnG6SypEicTqxexuNpOCiO4MA07wjJbWLpz0865qb9jf+3EhBtLVFphGO7ZwEBbRFzoTHq48zueTbj48qikdD4rLtnQRYWlCySWYl+ZcHThHzbdtQEFO1ZVou4wT1ga4kxtJFDDoo2X92ozU9DMrWji/nR5ALXrEOZBBSbdxMNz49HE22VTkBJnufScVD036HUuSZ5Ts84HhJtFBADnNsWAUm2dqWbylmMB1u3oI3AFk7v4jH/7lkCiufiMUD0CVw0eYAinEBmU7DtpJCs/SYPimRhwOUEkG6xFYREp491OOagOFrsbCd2bdGyew+bdsw04LRyBncBGRc6Q5c2tls6qxMYFgR7DoojpJBtsxRQkr+HjQXF8tkpdUrlk5j+n3bxT+572QkomYVRqzoahSgX/VF2L/gC6RdWny8xrjorfBq/ra3AnOQqtFrE/aHEu9hyqwxWJn0nY5fKiptFFNLPj8b3TacMGIWoTFbPeDSxGAu+9HNdyoKcwVoGqe0BqQqD7XyUauUDHPTRVGt1WsXUeFyb65xwUHyi2RJtV59ugiegpENGd0EGgpsGCwuK+TluJ4AMi7RuDagHNbdDRrOuk8Uu2/pkFGyy0PwzlUkpl8mCkuTiseOgZIIT07yb++i/rTgonehHxv+nDcV1+61zKNhkK6A4FZiTx7WUaVxr4yqNVcMJjN8yE2k73SIuCAkrii23JwsXT7IwlNENkaWLJ5JG+DJZUDK8mxRLLMZ5pfbf3epemYQosBFQ3FpQcjBnZuzXhjKy7MyCAmaF2bOgHENIYlLr0DpKpsVO/51BYLHTUAwJzkzIyKdQj2ukMTGYecF1ohEY3SdG/3022jFkuWip97BtM3MOAR1O20wrk7VrRosAyLGAYmlBceCWMx43todRg0vrz86VBSXD5Grpc89k5clW8LWz6GnjOoNlVI/iyXK/EpMFJYNFTw9Vt7HoaZaGTK5LyeACyYW713jcrv3TucCNsBK+jG3rxKXhhCALFpZiBxwUKwHFsXs1W1ep1XjItO4YvnWkOSFwp7OgQFJ/zILQ34XwBJR0sPWxRtTzGRY7sPFfupwA5CQyXyZNT+vcxp2MMxE1jVK0Lb/DsLjIFqZ4F35Y029XWoTDMsl11M33GbRjDbkSLLJ2FTmZJDuxkHRa0DgK5bT/Cz6z6y6ljJ0QlUPXKST6Ti4tKJn4FRrsFAzdgpKJgxJPCFYOongs75FybzsFysX8CNZjxMSvyeTiiWUvoGSKxITUcQad4qCYfrvpoxmVLMO31qwnYijzHGR8X8/FcwzBzhQcz8BBMX7wTnEHstBQjMe1QZtpQkquk2v3SScXLdsJKI0WkUk4gyQ+g8MoHg05I7d2kmyr38dqknQqoGTTjtpxOclaluW31kmhLlxDWfcr9VmZrGxuXBPg3KqRCX4HLh4nizjAwOOVPtbbYl8q433i0YTbMaOLx6XrMFmBSsflAWf8KickWaPVM5cCSjIvo1MclM5a+dyMB8O3NvJPMimnfs/Fc2wi48LqQBt35L+0+QyZTNGZBkWLwYKSCaZJM1sBJceDVDdZGgZpJpKsYEeSdRjFo8HKL+4EubKgONGgHWu6FtqYUy4JuPzWnY3+sRIqM5QxRvu4elaWgr+GrL+tAxdPyrNsBN3zfwvf2wllbjLJZgozdshBybodHSgDugVFcNCvjS4eF+4Mq99Wx3PNQZHl7IjcTtcdKeqcf2IsB/YCczfBE1DSIaOm5UD7sVxY3IaH2pmwHXJQMmlMyfV0LaBkGGx2XJquIMkafdxu/LcpGmsnOSi5vo9NojZzmaNBNnY6seaQb5TRBRpXJv3OPAuc58rR0JUk2RQXn82zBAFChdbnjPdxRZJ1GMWTi/nRLpGhZkFJp9GLhu/YquX8yGRBSc6DksEaAdYuHsfu1UzcKhecrIwWPkN7OMmBosFJVFk3wRNQ0sGW3OlCG7fKX+E6PNQujC+DhtLqwoJimjSdaNUWpseM4Yi54KBkMN8bz7khyeaMg9IFixjk3lWYtYDSDRwUt/0xo3aqJRiz4XYdVQtKF/dH4xzmIpOs+R5uv7WLdrRLZKiTf9OQNo1htTm3oGSygrtUDqxSJUDmOdOS6+eEk+Mgi6wGo7DVwzgoPas2PQ2ZOChOJne7XSeNyZoyaSgpPl6Hk70rDoqDTioIiXrbRYSkq09KWGcnmOzpQgl9foh3JA1ut4tPN1tQUlxOVuGQR4ODkmW5rMOTrZ7l4JtJMbNGDdi7Tu0sKA59/Bq6NA+KQxdPxmcZzP46STZDojYxCAjoKQrchpS7mR/t3qtsGIz7OlSMsK+npYsnBxyU5OOOXDxZhvjn0sVjsqA4yIGiwfiuPSyKxxNQ0iGTKThb/6UgKB1c22cl59posovHCQfFoRTt8yss/aPBQbHkJWQoY6yHJQPe4eKTMw7KUQwzttXG0iRqy9ZadlQ4KF3thsrSMqkh2zDjbEiy2fZHfXftdoipe99kmg+0+Um73m0+GTckWbv38vng6w+nr6cxCZ1TASVZ0HdUR7td641CXBaCRtpyWZBks+ageC6eYxN2PlZXLh4bDcEkELid7J2GGWvJi5y4eBzUx/jMnCwIWWjjmUiyxnNWg/uoW1ByFGbcVYna0lrL0vjPjwYHxamlEBJjwkkdc8Gd8Pmzn8zdZJLV0FmXo6ZRQ2YLCjhTWDIKeg7cJ9lahiDR3zsTZuyEb2TFQdGEOKvrre5jy0FxYfV0k8vJjQXFSYBEN8ETUNLBbrJ15eKx22XUiYCSYbLPGGZ8SPnXtQXFiYDiRtPNlKjNAUvf6bNM5dwM7hwvCJ2+Txcnaut0O2YpjGa08riwzAkZrDxuU7S7yZWTreAJ2ZFkOxv2HmlW75PvTLAy9reMJFm3rjKjiyfL9wLzguxko0DIMorH5hq/A0Ez4zYTmdyQbqLajAKbZ0H56iPTbp1OtHG7bbgdaSh2mp5DF4+2XXiuOCimOrnhJeQym6LG20nTdXXuTg/goGRtmneQi6ErE7VlWy4jByWHdfT5rCPEHLuh7FLdOxAaciWgdHXiwOR3cWI9AbNlw7W1zI2FuRMCinafaEsic3Mmi0HyuzhKFWFnBc/WgpLt2FPb2UmYcbZRPF6Y8TEE2x1dXWwWaGdB6YyG4jQ/hAbXLh4nA8cNL+Foc1CycRc4sFg4Qa4WFsjcj1wnanPxzYz3y8m3dsh5sYpaSKfVWW3GlnGn4Gy5EznS/B3txdNFnCgnygokLb5uSbIuMsnmwsXTfED5V/BByAG/xlEmXwdKphMruGjRP13x6LKwAhtdPK4tKJ6L59hBRhdPrjgoGRZou+gXp/7rXJNkjXUAB4tPDnkJjhZWiz2UjlYIaa5cRZA0cTgRUNyELGawaBjv54qDksmdl40w6pYTla0QlWlcG75HZywofgcLZIqLJ8uFPEVZcSqguODIpQh6LvhenbGgaG3UXKv8Gy6zd5mYnm98Nye5rDpjBc/SgmLFk3I6huIxQ16YY9uC0rPEpZ6GTK6JbDPJgkMNxYokKjvvqBocJWrrSpKs3aKVhdk/U0izqZwxiieTVpcsWOQoRX2nBJQMXKZjysXTGWHUQR3jLspl4k5k2sAPIHi0XTzZ5lzJ1oJi6LdZk2Sd5EHpjICiPr9JFVAy8U+snp9tJGbycTdu6kzpJYz3s3RTZ+gzsfbEta4tKD0rzNizoKSD3kls9prINpMsONRQrPzrThjgSfXKqQWlE5L90Vq00iVqc7ogdHeYMTgIdfSZv3VPFVA6m9o75+4hIEcAABl1SURBVFYe7Vl2idocbODX1S4e43FBzJ68mBMListx7WZ+7FQ7qvdpOaj861hAcSIgZlAOku9zNCyDTsnHelCBAOFS+2do8HsunmMTdinaNW3ciYvFlgHuZgIwbtZmiGhx6uJxojW55qAcTa3aOLgdkGQttQ/tWU6iJgT7SSkTUiwxndC03XKZXJGN3QgonRRGnaT27nQdLcrZ9RHbPa66gyTbxXyXbEmyrjhybjPyGufHznBQksa5E3cGOOSgZHCvQvZW8KwFbzdzGIpimk4I0tCDXTyegJIOmbgTjpL85JgBbtwYzZGLR8hxFE8uff5dbPa3tKA4XBAy7QBqh5xaUJxEgznZosBK0HCTT8YN3yiNhc1YF0d1dPCtLUmITl2OnXDd5izM2O5ZRr5LjtyEkJlEqj/TDUnWTtBzYOHNhYtHQzYuHkdWcAdhxl1mGcwizFiDY4EtYP3/HgBPQEmHXGhaTvyXGVPd2032Dp4fKsIRcSwXHBQ3m4pJkoNoi3QcFCckWQvLk5PNAnOpseYijBK6LtQxrR+8Eynyrcq4LueGyOtmLx4LCxu4y5XTKZKscXt7J5GAOeyPjl08ORBQOpPI0gmS7+90QTa1f2cCHbK1XjqZw9II7E7d1E74J+CMNNxN8ASUdLCbyHKSSbaT5kEn5cAZ/wRcuHiy4aBYEcWcmP1zaUHJYB51kn7bCY5mmHHy8Z7KQXHSZ7PZvdX0PKtkfllG8XQ1udOJxmqy6OXADaLBMUk2yyhDWXbA5cmRJSoXFpTO5LJyxUHJVkBxMYclH8/K5eVxUI4dmDJVGrTxzm4WCA4nAKtwWcMCYeeGMHayXE5IxnNuImvScULSlkujwTtJ1GYqd5RyXPhElD06tHt1xhXgQEBxIlh2Bb8jaw5KDxCiBCsLm9Gi52AByFUUT1e7QVKieLLgoOT8W+cqD0q2AopLDkquIzGz7tcu8185tqA4cHl1EzwBJR1MG6ZZ8RmcJPmxuybLVPeZzNDJ55xaUHLCQekqs78FSdZJHWUX7ZarSRO6RtPOiQUlWw5KFpsMWrlcwAFx1Sg0ZBntoPcRN4uGkXx+FDkoXZ0rxLinEmTn4rF13aZxpUI3uHiyEFAcKZlO+F85dq+my5CcKa2+hqxcXl6Y8bED4wd3lTbdCUn2KJjmwfmEJDogW0KGDeQcLAiyuvunG7Jv3Mp8nyUDvqsXH0hyzXRmAnYSSaAdF8i8r4dbfkcay1e2fdbO6peujmkzyWaxAGQknzvhoBzFMOPOPAvM7ZfTTLJW7RgxnO9qvlcuXDy5sqBk4d52NPaMlvsMArsgmO8Z7mV/fyM8F88xCuPH1jqYFHdgCnYifWeZ6j7TQgvmAejYguKgPpCdu8Ak6Klt5yj0NFuSrIU2novcNU6hfRt/nr3Q4ASO+lEo9Vq7+3Q3B6VL65gFJ8pK6QCHHJQuJsnmygoH2Sks2SpQxoR5RzuE2jHnwiVJ1lGqezfWy2wtgxk4KMnnshFQPBfPMQSr3VLjLk3BnUrUls5V4cCCAF3o4sliQTBea9RybbXqXHIn3HBQcmRB6bTm60CLE7/KAooLkqxxXDrmREkJIda4sDriTuSIW9SZOcQpjO/j1IJi7Luu9k9Sv4Pgsy+XK0J68v2z4lw4af9cu3jcZMN2MYcln8uKJOsJKMcOTBYUtVNJTkzBuU6w5SLhWPI5pxOST0wIZFkvWg6iipIFlGyFIbckWVe5GXLEQenM5Gu8D2R28ThyebnV4rLhoGj1kBOLf9Y5VzqraWZYWCGxuOpbIaRxQ3VXJtnOCsxZuXjcRPEYBT2XHLnOjDXjewmii4jFYKIetspRruZwqzw9bsae1RzmoBx4JNmvPIzmednKguLAPOtI+s4iu2auXTyQGHCueQlOFy3DtZkIX8ZylgTILLkTXW2+h9xZULT38AXsXUW6gJJl7pqcW1DSWMtcC6Od3dAwg+vUeG2mjQKTzwUL7K/LBEcuBqMw1FkLinE+6AKSLCTGmiMt3+i6zJGLJ7/ceXJFbd5ORwh1wv/qdJixW6VCK+ewj2ZFkvU4KMcWkjuYk5wOrjcLdOG/dO3icTghQUJoyjq7qANGvJHLk+lZWW9VbsGAd7NZYK44KJ3WfIOZ6+NGqDyaLh7jtT2Og2JRx0w78Cafy1V0lhOLXq5cPL6A83u5IcmCwQXu5Jt1AUnWKUEWEu2fVslzySPMygrutl+7cHmCCwuKt1ngsYvkLKhGE6Yj82AXJWrLdZixsU65XhCMmlayBcWtduyIJKvV0YIk29VJuCB3FhTdVeRA0zsWBJSsydcOhIZOC8wuJ/+ckWSPgkVPW2zzip1bGdwoUGAQ9DLsU5Z8Lldp/N0IKFr7O7WgdBkHJUvXpVPrVDap7j0XzzGG5InT7QB0QpLNFMVj8ue7nEid+pyh6xY7Y/hbrjgoOV9YcxnWqbZjzrgsnbWgdJaDkitrmctv5sjnnuZb24YZW0SVZRJgwbxo5SwPipMonhy5eJwmaQN3qe4hVdBLu/jnyDrky2IxBjMHxfbebq3gWSiZafOgdDKzshhy3kdFz8Vz7MJIBAOHUmyOSbJg8PFquSGcclBK7a9LqdNRjAjJWtDQ9v1xQJK1in46GhaUXLl4tEky3WTvyC3XWQ6KC8HGtGgl9VknwpAx74MrX70xV04mDorRopflwpozF48Ton2OLHFulBU3JFkwCHpH08WTBd8CDC4eh3N4TsKMrazADvq1mxxEkGiT/DL3nBxj+R4CT0DJhOSMfm5Z6nYagttshq6ebyjnioPSScKlm8iarM2cnQ3Rs9ucTUzUv7MLQq7DjI8lDooxc2l3cVAyLQBWdXS9sHbGguJAY+2KPChu3L2mMGMnrttkQa8Hu3h0kmxnlUw320zkgoPiQjl2yj9Jvp8XZnyMIbmjuB2AdguiaxNqcrSBQxePm0nJUU6NHGVGzJaD4sg1YUWSdbEA5Yo7kivugN0EaTzXUwQUq3JH81mmck6E3yyjTzq1F49LC0quBJRsLSh2iodJ0LPg6NnWJ0fWoaxJsi6ieMSgvSWi09nAXSpnbgIk3FiUnObA6gZ4AkompHBQXFowcpGozfh8ty4mV5NSF5FkIbUd3Qha2QpDVnuEOGm3XC0InY6+0DgoaQSUbIXKrAXELCxYnRU00rkz0+aZcPG8o7mwOiHJ+nwJwSBXAnPWHJQs2tFJhIzP3znOQ3KYsVO44drZuXeM94HMc3jchQvSeM712NMsKA6zyEISJ8qzoOh46KGHGDx4MHl5eUyfPp01a9Z0Z3WsoWv+SRqCIw6IYP/B3aS6B4OG4kL6FkPuCHb+oxgRclS0Yyvtw4FgmTMLSq5cPE4sKC6sBcb/uy7n4LuJSeU6vTGhQyFKisO6xxJWOkdRQ8l5eRyMazHYuYXV6YKgf/9cuXiy5aC4WEgdcXly/F7QdRaUtGNPnVvTZsM2rB/aPmRZ879cKHXZcHLACzPW8Mwzz3D77bfz4x//mHXr1jFx4kTOPPNMDhw40F1VskayCdPVAMzrpHnQB6jl5aSJ1MlC68a9AwZtPFteiIty2QoakoPFx4ok68bylDMOSo5cPOm0uK+0i8fFhLxnDfzpVFj678rvPmPTT9LJJMTuEGAzPk/rRzmKBnNlTXXAQTGeS46GcvReOSKjQ9eRZNMKKE4UOis3fSfd2znnoBjXop5lQek2h9ODDz7IDTfcwHXXXQfAn/70J1599VUWLVrED37wA9O1HR0ddHR06L8bGxuPXkW1jvLe76GwChr2qMcdTGROpG/j9Xb3kqKw7D8hWAgHPlGOO+mkbjQmcJc2fedyiLYr/4+2Oiinnvvnb6CgD9R/4bxM80F4Xe0TX65xXscdyyDS6qKOOZ44O72wuNDinLRjU22iHfeudV5u+5vQro45Y0r4TOXe+W9Fs63b5aKO+7Or47Y3lH/zSuG0O+H4bzkTft/+pbmOjlyAncgiCzjKJAs5jAbrrAXFwVhb9YDiVji8Q/nt6L1ymCHX1YLsgiSbq7EH8MYPlN/71qvnHPTPmo2J8XBEmzMdrD1ZW1B6FgelW2oTiURYu3Ytd911l37M5/MxZ84c3nvvvZTr77//fn76058ezSomEC6FI8DmF1KP25ZR/X/pzI6hIqWjicH0HTxcCi0HYf3j5uPpwoe1c0V97a+xglbfdJYX7b33f6T8aRB86X3c4RJoADY9Z11XyzJqO0aaYPUfk8o5qeMG5c9xHXtB0z4oqLC/xgm0ybKgd27uk64faRNRuvbQ2rijwV07auX2rVP+NAhi+lTveaXQXAsb/+r+We1WdSxNU069py8A078DM+5wNjnnlSrjKrmO6Xz32rnO9g9/SBFy4pH07RjuBW1H3Lkv7O4D7uaDQL7yJ8XSc6nySpU6frwk6ZmlmeuTn4N29IcVK1hhH+fltP6R9ls7GHvaNene1Z+n/MXa4YM/m885mcPrv0gdD2nbVj1X3N/+mmQE8hWhWRA6bz3OMQRZ1hxjRw/79u2jf//+/Otf/+Kkk07Sj995552sWrWK1atXm663sqAMHDiQhoYGiotdWgncYv/HsGWpOT+DIMK4S6DPKPtyHz8LZUNgwDT7a7a+oQyyYbPsr/n8n7BzmfmYGIJJV0BptXUZKa4INANPTF/HZDTug09fhYlXQKjQ+prWOlj3KHQ0mY/3nQRjLrC/974NsOVlwNDdBBHGfx16j7Qv99ESOLTNfCxcBtOus5/cW+tg7WKINJuP95sMo89PU8f1cOBTpW07g4a9sPU1mHRl5/ZsibTAhqdg5DlQYjPhxGPKtx58KlSMsL/XhqcS2q2G/HKYep19RErLYVi3WKmHEf2nwahz7J+1dy18+hqmb+3zw/jLoGK4dRlZVupYt9NlHQ/Bx88obVQ2xL5OyfhyrfKNkus44XIoH5a+jlXjoO9E58+yws4VyqI18uw0dfwQ6j6DCZd27llHvoDt/4DJV7uzWuxcrrhsjjvT/po9H8C2183HfAGYcFmGdnxSacOq8c7rY4Udbylu3+PmOi8TiyhjZtgsKBtqX8f1TyhzRtU4+3tteh6K+0H1ienr+MW/zMcCYZh8DRRV2tSxAz58BFqSKA+l1TBlgT11oO4zZb2YfE36DNTJ2P4mIMCIOc7LZInGxkZKSkocrd/HhICSDDcv6MGDBw8ePHjoGXCzfncLSbaiogJRFKmtrTUdr62tpaqqqjuq5MGDBw8ePHjoQegWASUYDDJ16lSWLUu4LiRJYtmyZSaLigcPHjx48ODh/ya6jbJ7++23s2DBAqZNm8YJJ5zAr3/9a1paWvSoHg8ePHjw4MHD/110m4By+eWXc/DgQX70ox9RU1PDpEmTeOONN6istCENefDgwYMHDx7+z6BbSLKdhUeS9eDBgwcPHo499HiSrAcPHjx48ODBQzp4AooHDx48ePDgocfBE1A8ePDgwYMHDz0OnoDiwYMHDx48eOhx8AQUDx48ePDgwUOPgyegePDgwYMHDx56HDwBxYMHDx48ePDQ4+AJKB48ePDgwYOHHoduyyTbGWi55RobG7u5Jh48ePDgwYMHp9DWbSc5Yo9JAaWpqQmAgQMHdnNNPHjw4MGDBw9u0dTURElJSdprjslU95IksW/fPoqKihAEIaf3bmxsZODAgezZs8dLo9/F8Nr66MFr66MHr62PHry2PnrIVVvLskxTUxP9+vXD50vPMjkmLSg+n48BAwZ06TOKi4u9Dn+U4LX10YPX1kcPXlsfPXhtffSQi7bOZDnR4JFkPXjw4MGDBw89Dp6A4sGDBw8ePHjocfAElCSEQiF+/OMfEwqFursqX3l4bX304LX10YPX1kcPXlsfPXRHWx+TJFkPHjx48ODBw1cbngXFgwcPHjx48NDj4AkoHjx48ODBg4ceB09A8eDBgwcPHjz0OHgCigcPHjx48OChx8ETUDx48ODBgwcPPQ6egGLAQw89xODBg8nLy2P69OmsWbOmu6t0zOP+++/n+OOPp6ioiD59+nDhhReydetW0zXt7e0sXLiQ8vJyCgsLueSSS6itre2mGn918POf/xxBELj11lv1Y15b5w579+7lqquuory8nHA4zPjx4/nwww/187Is86Mf/Yi+ffsSDoeZM2cO27dv78YaH5uIx+Pcc889DBkyhHA4zLBhw7j33ntNm815bZ0d3n77bc4//3z69euHIAi8+OKLpvNO2rWuro758+dTXFxMaWkp3/zmN2lubs5NBWUPsizL8pIlS+RgMCgvWrRI3rx5s3zDDTfIpaWlcm1tbXdX7ZjGmWeeKT/yyCPypk2b5A0bNsjnnHOOXF1dLTc3N+vX3HjjjfLAgQPlZcuWyR9++KF84oknyieffHI31vrYx5o1a+TBgwfLEyZMkG+55Rb9uNfWuUFdXZ08aNAg+dprr5VXr14t79q1S/773/8u79ixQ7/m5z//uVxSUiK/+OKL8kcffSRfcMEF8pAhQ+S2trZurPmxh/vuu08uLy+XX3nlFfmzzz6Tn332WbmwsFD+zW9+o1/jtXV2eO211+S7775bfv7552VAfuGFF0znnbTrWWedJU+cOFF+//335XfeeUcePny4fMUVV+Skfp6AouKEE06QFy5cqP+Ox+Nyv3795Pvvv78ba/XVw4EDB2RAXrVqlSzLslxfXy8HAgH52Wef1a/ZsmWLDMjvvfded1XzmEZTU5M8YsQI+c0335RPO+00XUDx2jp3+P73vy+feuqptuclSZKrqqrkX/ziF/qx+vp6ORQKyU8//fTRqOJXBueee658/fXXm45dfPHF8vz582VZ9to6V0gWUJy06yeffCID8gcffKBf8/rrr8uCIMh79+7tdJ08Fw8QiURYu3Ytc+bM0Y/5fD7mzJnDe++91401++qhoaEBgLKyMgDWrl1LNBo1tf2oUaOorq722j5LLFy4kHPPPdfUpuC1dS6xdOlSpk2bxqWXXkqfPn2YPHkyf/7zn/Xzn332GTU1Naa2LikpYfr06V5bu8TJJ5/MsmXL2LZtGwAfffQR7777LmeffTbgtXVXwUm7vvfee5SWljJt2jT9mjlz5uDz+Vi9enWn63BM7macaxw6dIh4PE5lZaXpeGVlJZ9++mk31eqrB0mSuPXWWznllFMYN24cADU1NQSDQUpLS03XVlZWUlNT0w21PLaxZMkS1q1bxwcffJByzmvr3GHXrl388Y9/5Pbbb+eHP/whH3zwATfffDPBYJAFCxbo7Wk1p3ht7Q4/+MEPaGxsZNSoUYiiSDwe57777mP+/PkAXlt3EZy0a01NDX369DGd9/v9lJWV5aTtPQHFw1HDwoUL2bRpE++++253V+UriT179nDLLbfw5ptvkpeX193V+UpDkiSmTZvGz372MwAmT57Mpk2b+NOf/sSCBQu6uXZfLfz1r3/lySef5KmnnmLs2LFs2LCBW2+9lX79+nlt/RWH5+IBKioqEEUxJZqhtraWqqqqbqrVVws33XQTr7zyCitWrGDAgAH68aqqKiKRCPX19abrvbZ3j7Vr13LgwAGmTJmC3+/H7/ezatUqfvvb3+L3+6msrPTaOkfo27cvY8aMMR0bPXo0u3fvBtDb05tTOo/vfe97/OAHP+Ab3/gG48eP5+qrr+a2227j/vvvB7y27io4adeqqioOHDhgOh+Lxairq8tJ23sCChAMBpk6dSrLli3Tj0mSxLJlyzjppJO6sWbHPmRZ5qabbuKFF15g+fLlDBkyxHR+6tSpBAIBU9tv3bqV3bt3e23vErNnz2bjxo1s2LBB/5s2bRrz58/X/++1dW5wyimnpITLb9u2jUGDBgEwZMgQqqqqTG3d2NjI6tWrvbZ2idbWVnw+81IliiKSJAFeW3cVnLTrSSedRH19PWvXrtWvWb58OZIkMX369M5XotM0268IlixZIodCIXnx4sXyJ598In/729+WS0tL5Zqamu6u2jGNf/u3f5NLSkrklStXyvv379f/Wltb9WtuvPFGubq6Wl6+fLn84YcfyieddJJ80kkndWOtvzowRvHIstfWucKaNWtkv98v33ffffL27dvlJ598Us7Pz5efeOIJ/Zqf//zncmlpqfzSSy/JH3/8sTxv3jwv9DULLFiwQO7fv78eZvz888/LFRUV8p133qlf47V1dmhqapLXr18vr1+/XgbkBx98UF6/fr38xRdfyLLsrF3POussefLkyfLq1avld999Vx4xYoQXZtwV+N3vfidXV1fLwWBQPuGEE+T333+/u6t0zAOw/HvkkUf0a9ra2uTvfve7cq9eveT8/Hz5oosukvfv3999lf4KIVlA8do6d3j55ZflcePGyaFQSB41apT8v//7v6bzkiTJ99xzj1xZWSmHQiF59uzZ8tatW7uptscuGhsb5VtuuUWurq6W8/Ly5KFDh8p333233NHRoV/jtXV2WLFiheX8vGDBAlmWnbXr4cOH5SuuuEIuLCyUi4uL5euuu05uamrKSf0EWTak4/PgwYMHDx48eOgB8DgoHjx48ODBg4ceB09A8eDBgwcPHjz0OHgCigcPHjx48OChx8ETUDx48ODBgwcPPQ6egOLBgwcPHjx46HHwBBQPHjx48ODBQ4+DJ6B48ODBgwcPHnocPAHFgwcPHjx48NDj4AkoHjx48ODBg4ceB09A8eDBgwcPHjz0OHgCigcPHjx48OChx+H/B7K/3qjwzZiUAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def controlador_simple(humitat_terreny_actual, temperatura=20):\n", " if humitat_terreny_actual < 20:\n", " return 100\n", " elif humitat_terreny_actual > 25:\n", " return 0\n", " else:\n", " return (25 - humitat_terreny_actual) * 100 / 3\n", " \n", "def simula_regat(cnt, humitat_terreny_actual=20, t_final=100):\n", " # Definim els vectors de temps i de valors de les variables\n", " temperatures = []\n", " humitats_terreny = []\n", " aspersors = []\n", " for i in range(t_final):\n", " temp = calc_temperatura(i)\n", " temperatures.append(temp)\n", "\n", " aspersor = cnt(humitat_terreny_actual, temp)\n", " aspersors.append(aspersor)\n", " \n", " humitat_terreny_actual = humitat_terreny(h_actual=humitat_terreny_actual, temperatura=temp, aspersor=aspersor)\n", " humitats_terreny.append(humitat_terreny_actual)\n", " \n", " # Grafiquem els resultats\n", " plt.plot(temperatures, label='temperatura')\n", " plt.plot(aspersors, label='aspersor')\n", " plt.plot(humitats_terreny, label='humitat terreny')\n", " plt.legend()\n", "\n", "simula_regat(controlador_simple, 20, 100) " ] }, { "cell_type": "markdown", "id": "36843ef0e5137a4d", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Controlador difuso\n", "\n", "En esta sección, definiremos un controlador difuso para el sistema de regado.\n", "\n", "Para la implementación del controlador, utilizaremos la librería [Scikit-Fuzzy] (https://pythonhosted.org/scikit-fuzzy/). Esta librería nos permitirá definir las funciones de pertenencia y las reglas difusas de una manera simple.\n", "\n", "Comenzaremos importando las librerías necesarias:" ] }, { "cell_type": "code", "execution_count": null, "id": "f8ef0768a5dd6050", "metadata": { "ExecuteTime": { "end_time": "2024-01-22T19:21:59.127442Z", "start_time": "2024-01-22T19:21:59.116927Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "%pip install scikit-fuzzy networkx\n", "\n", "# scikit-fuzzy 0.4.2 ya no arranca en Python 3.12+ (importa `imp` y `distutils`, que\n", "# se eliminaron del lenguaje), asi que instalamos la 0.5.0. En esa version todo\n", "# funciona menos `ControlSystem.view()`: en su visualizador, la linea que guarda el\n", "# sistema quedo dentro de un `if` y nunca se ejecuta. Se arregla en tres lineas:\n", "from skfuzzy.control.visualization import ControlSystemVisualizer\n", "\n", "_init_original = ControlSystemVisualizer.__init__\n", "\n", "def _init_parcheado(self, control_system):\n", " _init_original(self, control_system)\n", " self.ctrl = control_system\n", "\n", "ControlSystemVisualizer.__init__ = _init_parcheado\n", "\n", "# Importamos las librerías necesarias\n", "\n", "import skfuzzy as fuzz\n", "from skfuzzy import control as ctrl" ] }, { "cell_type": "markdown", "id": "71de51aedd9059e5", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Definición de antecedentes y consecuentes\n", "\n", "Primero, definiremos los antecedentes y los consecuentes del sistema de riego. Los antecedentes son los sensores de temperatura y humedad del terreno. Los consecuentes son los valores del Aspersor." ] }, { "cell_type": "code", "execution_count": 5, "id": "f53b31c5e8e23932", "metadata": { "ExecuteTime": { "end_time": "2024-01-22T19:21:59.162987Z", "start_time": "2024-01-22T19:21:59.133364Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Definimos los antecedentes y el consecuente\n", "\n", "# Fondo\n", "\n", "# Temperatura\n", "temperatura = ctrl.Antecedent(np.arange(-10, 101, 1), 'temperatura (ºC)')\n", "\n", "# Humedad del suelo\n", "humitat = ctrl.Antecedent(np.arange(0, 101, 1), 'humitat terreny (%)')\n", "\n", "# Consecuentes\n", "\n", "# Aspersor\n", "aspersor = ctrl.Consequent(np.arange(0, 101, 1), 'aspersor (%)')" ] }, { "cell_type": "markdown", "id": "cc98fc4ffe81bac6", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Definición de funciones de pertenencia\n", "\n", "A continuación, definiremos las funciones de pertenencia de los antecedentes y de los consecuentes. Para cada antecedente y para cada consecuente, definiremos las funciones de pertenencia que consideramos necesarias. En este caso, definiremos las funciones de pertenencia triangular.\n", "\n", "Para definir las funciones de pertenencia, utilizaremos la función `trimf` de la librería `Skfuzzy`. Esta función recibe como parámetro un vector con los puntos de la función de pertenencia.\n", "\n", "Para definir los puntos de las funciones de pertenencia,nos basaremos en los criterios de la siguiente tabla:\n", "\n", "| Antecedente | Puntos de la función de pertenencia |\n", "| ----------- | ----------------------------------- |\n", "| Humedad | Seco: 0, 0, 17
Apropiado: 15, 20, 25
Húmedo: 23, 50, 100 |\n", "| Temperatura | Frío: -10, 0, 15
Normal: 12, 20, 28
Calor: 24, 31.5, 39
Muy calor: 35, 65.5, 100 |\n", "| Aspersor | Muy poco: -20, 0, 20
Poco: 15, 30, 45
Medio: 40, 55, 70
Mucho: 65, 75, 85
Máximo: 80, 100, 120 |\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "57ae04314c301240", "metadata": { "ExecuteTime": { "end_time": "2024-01-22T19:22:02.263473Z", "start_time": "2024-01-22T19:21:59.165218Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkQAAAGyCAYAAAAFw9vDAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAg1VJREFUeJzt3Xd4k+X6B/BvkiZtupNOKG3Slr0KNIxSFJQ9iuuoB1EQFT0KylBBbCmrBRwoDoQjiujPgXpEbcoQKDIKpaUtQ4Yg6aR0UNp0z+T9/VESqbTQkeTJuD/X1QubJu/7bYNw897P+9w8juM4EEIIIYTYMD7rAIQQQgghrFFBRAghhBCbRwURIYQQQmweFUSEEEIIsXlUEBFCCCHE5lFBRAghhBCbRwURIYQQQmweFUSEEEIIsXlUEBFCCCHE5tlcQcRxHMrLy0EbdBNCCCFEh2lBdOTIEURERKBr167g8Xj45Zdf7vqaQ4cOYciQIbC3t0f37t2xffv2dp2zoqICbm5uqKio6FhoQgghhFgdpgVRVVUVQkJCsGnTpjY9PzMzE1OnTsV9992H06dPY+HChXjuuefw22+/GTkpIYQQQqwZz1yGu/J4PPz888948MEHW33O0qVLsWvXLpw7d07/2L///W+o1Wrs3bu3TecpLy+Hm5sbysrK4Orq2tnYhBBCCLECFrWGKCkpCePGjWv22MSJE5GUlNTqa+rq6lBeXt7sAwCtITIHFQXA1vuB6hLWSYiVOH7tOJ7b9xwq6ytZRyGEWBiLKogKCgrg4+PT7DEfHx+Ul5ejpqamxdesW7cObm5u+g9/f38AQOaNKqPnJXdRdAHISwNuXGGdhFiJ7ee2Izk/Ge+mvss6CiHEwlhUQdQRy5YtQ1lZmf4jNzcXAHA6W802GAFq1M1/JaQTCqsKcSL/BIb5DsNPf/2Eo1ePso5ECLEgdqwDtIevry8KCwubPVZYWAhXV1eIxeIWX2Nvbw97e/vbHj+VW4qnjRGStF1NafNfCemEXZm7IBKI8P5972PJ4SVYeXwldj6wE272bqyjETOh1Wqh0WhYxyB3YGdnBx6Px+bcTM7aQWFhYdi9e3ezx/bv34+wsLB2H+tUrtpAqUiH1aqb/0pIB3EcB6VKifv874OryBUrR67Ew78+jPUp67HunnWs4xHGOI5DWVkZqqurWUchd8Hj8eDl5QU7O9OXJ0wLosrKSly58vf6kczMTJw+fRpSqRQBAQFYtmwZ8vLy8NVXXwEA/vOf/+Djjz/GkiVL8Mwzz+DgwYP44YcfsGvXrnafO6u4Gjcq6+DhfPvVI2Ii+itEaqYxiOX7s+RPXFFfwaLQRQAAXydfvDH8DUQmRmJcwDiMlY1lnJCwpCuGXF1dIRKJmF2BIHfGcRxKS0uhVqvh4eFh8veJaUGUmpqK++67T//54sWLAQCzZ8/G9u3bkZ+fj5ycHP3XAwMDsWvXLixatAgffPABunXrhs8++wwTJ07s0PnTsksxoZ9v574J0nH6NUTUMiOdE6eKg9RBipFdR+ofiwiKwIHsA1h9YjUG+wyG1EHKMCFhRavV6oshZ2dn1nHIXbi6uqK0tBRarRYCgcCk52ZaEI0ZM+aOt7+3tAv1mDFjcOrUqU6f29vFngoi1qhlRgygUduI3Zm7MSVwCuz4f/+RxuPxEB0WjYd+fQgxJ2KwYfQGujJgg3RrhkQiEeMkpC10RRCLgsjq7zJrzeAAd6Rm05UJpuguM2IAx68dR0ltCaYHT7/ta55iT0SNiML+7P3Yk7mHQTpiLqgYtgws3yebLoj+uFqG2ga644AZapkRA1CqlOju3h29pb1b/PpE+URMkk9CbHIsiqqLTJyOEGIpbLcg8pegXqPFubwy1lFsF7XMSCdV1FfgYM5BRARH3PFflpHDIyHkC7EqaRXtUk8IaZHNFkS9fF3gKBJQ24ylmlLA3pVaZqTD9mfvR4O2AVMDp97xee4O7lgRtgJHrh7BL1d+MU04QohFsdmCyE7AxyB/d6RmUUHEhKYBqK8EJHJqmZEOi1PFYXiX4fBx8rnrc+8LuA/Tg6fjrZNv4VrlNROkI4RYEpstiABAIZMgPaeULqGzUHuzVSkNBDR1QEPLs+gIaU1eZR7SCtNaXEzdmqXDlsJZ6Izo49HQclojpiOk8/73v/9hwIABEIvF8PDwwLhx41BV1TSH87PPPkOfPn3g4OCA3r1745NPPmn22qtXr2LGjBmQSqVwcnKCQqFAcnIyi2/DYth0QRQql6Kkqh4ZxTTo1eR0V4Ukgc0/J6SN4lXxENuJMTag7ZsuuopcsXrkaiTnJ+P7S98bMR0hnZOfn48ZM2bgmWeewcWLF3Ho0CE8/PDD4DgO33zzDaKjoxEbG4uLFy9i7dq1WL58Ob788ksATZsejx49Gnl5eYiLi8OZM2ewZMkSaLX0j4A7sajRHYY2OMAdPB6QllWKYC/asMukdOuGJPK/P3ftyigMsTQcx0GZocS4gHFwFDq267Uj/UbisZ6P4f209xHeNRwBrgFGSknMWU29BqrrlSY9Z7CXM8Situ2tk5+fj8bGRjz88MOQyWQAgAEDBgAAVqxYgQ0bNuDhhx8G0LRp8YULF/Df//4Xs2fPxrfffovr16/j5MmTkEqbNiTt3r27Eb4j62LTBZGrgxC9fFyQml2Cx4b6s45jW3R3lkkDm39OSBucLT6L7PJsRA6P7NDrX1W8imPXjmH5seXYNnEbBHzTbgBH2FNdr8S0jxJNes74l0ehv1/bhg2HhIRg7NixGDBgACZOnIgJEybgX//6F0QiEVQqFZ599lnMnTtX//zGxka4uTUd+/Tp0xg8eLC+GCJtY9MFEQAo5BIcV91gHcP2UMuMdIJSpYS3ozeG+Q7r0OsdhY5YE74Gz/72LL6++DVm95tt4ITE3AV7OSP+5VEmP2dbCQQC7N+/H8ePH8e+ffvw0UcfITIyEkqlEgCwdetWDB8+/LbXAIBYLDZcaBtCBZFMiq9P5KCkqh5SJ9ra3WRq1IBABLh0+ftzQtqgXlOPvVl78XCPhzt1ZWeo71DM7DMTH6Z/iHv87kGQe5ABUxJzJxYJ2ny1hhUej4fw8HCEh4cjOjoaMpkMx44dQ9euXZGRkYGZM2e2+LqBAwfis88+Q0lJCV0lagebXlQNAKEyCYCmQa/EhGrVgFgC2IkAoRO1zEibHb16FGV1ZYgIiuj0sRYMWYCuzl0RmRiJRm2jAdIRYhjJyclYu3YtUlNTkZOTg507d+L69evo06cPVq1ahXXr1uHDDz/E5cuX8ccff+CLL77Ae++9BwCYMWMGfH198eCDD+LYsWPIyMjATz/9hKSkJMbflXmz+YKom0QMH1d7pGaXsI5iW2pKAQf3pv8Wu1PLjLSZMkOJPtI+6CHp0eljOdg5IHZULC6UXMC2c9sMkI4Qw3B1dcWRI0cwZcoU9OzZE1FRUdiwYQMmT56M5557Dp999hm++OILDBgwAKNHj8b27dsRGNi0BEEkEmHfvn3w9vbGlClTMGDAAKxfv97kw1Itjc23zHg8HhQyKdJog0bTqlE3FUJA05UiapmRNlDXqnH46mEsDl1ssGMO9BqIZ/o/g81nNmN0t9HoJe1lsGMT0lF9+vTB3r17W/36E088gSeeeKLVr8tkMvzvf/8zRjSrZfNXiICmttnZvDLUNdKgV5OpKW0qhICmK0XUMiNtsDdrLziOw+TAyQY97oshLyLQLRBvJr6JBk2DQY9NCLEMVBCh6U6z+kYa9GpStWpqmZF2U2YoEe4XDk+xp0GPKxKIEBseiwx1Bjaf2WzQYxNCLAMVRAD6dHGFWCiguWam1Kxl5k4tM3JXWWVZOHv9rEEWU7ekj0cfPB/yPLad24ZzxeeMcg5CiPmiggiAUDfole40Mx1qmZF2is+Ih7PQGWP8xxjtHM8NeA69pL0QmRiJ2sZao52HEGJ+qCC6SSGXID2bBr2aDLXMSDtoOS3iM+IxUT4RDnYORjuPkC9EbHgscity8fGpj412HkKI+aGC6KZQmQQ3quqRSYNeja+hBmisvf0uMypGSSvSC9ORV5mHaUHTjH6u7pLueHnwy/jqwldIL0w3+vkIIeaBCqKbhsgk4PFAbTNT0K0XurVlxmmAetMOWiSWIz4jHn7OfhjiM8Qk55vVdxZCvEIQdSwK1Q3VJjknIYQtKohu0g16pf2ITEC3XujWlhlAbTPSotrGWvyW9RumBU0Dn2eaP7IEfAFiRsXgevV1vJ/2vknOSQhhiwqiW4TKJLRjtSnorxC53/xV0vxxQm5xKPcQKhsqERFsnLvLWiNzlWFR6CLsuLQDJ/JPmPTchBDTo4LoFgq5BKrrVSitqmcdxbrprgTd2jID6E4z0qI4VRwGeg2EzFVm8nP/u/e/Mcx3GKKPRaOSWrqE6G3fvh3u7u6sYxgUFUS3UMiapgLToFcju61lprtCRD930lxxTTGOXzuO6UHTmZyfz+NjdfhqlNeX453Ud5hkIMQcPf7447h8+XK7XiOXy7Fx40bjBDIAKohu0U0ihreLPS2sNrYaddOEeztR0+cObn8/Tsgt9mTuAY/Hw6TAScwy+Dn74XXF69j5104cuXqEWQ5COovjODQ2NhrkWGKxGN7e3gY5lrmggugWPB4PCrkEabSOyLhqSv9ePwQAfAFg70YtM3IbpUqJ0d1Gw83ejWmOh3s8jFF+o7Dy+EqU1dGIH2Iae/fuxahRo+Du7g4PDw9MmzYNKpUKAJCVlQUej4cdO3Zg5MiRcHBwQP/+/XH48GH96w8dOgQej4c9e/YgNDQU9vb2SExMRF1dHV555RV4e3vDwcEBo0aNwsmTJ2973a5duzBw4EA4ODhgxIgROHfu7x3c/9kyU6lUeOCBB+Dj4wNnZ2cMHToUBw4c0H99zJgxyM7OxqJFi8Dj8cDj8Yz4k+sYKoj+IVQmxZmrNOjVqG7dlFGHNmck//BX6V+4WHLR5IupW8Lj8bBq5CrUamqxNnkt6zjERlRVVWHx4sVITU1FQkIC+Hw+HnroIWi1Wv1zXn/9dbz66qs4deoUwsLCEBERgRs3bjQ7zhtvvIH169fj4sWLGDhwIJYsWYKffvoJX375JdLT09G9e3dMnDgRJSXNLwa8/vrr2LBhA06ePAkvLy9ERESgoaHl4ceVlZWYMmUKEhIScOrUKUyaNAkRERHIyckBAOzcuRPdunXD6tWrkZ+fj/z8fAP/tDrPjnUAc6OQ6Qa9liNUJmEdxzrVqP9eN6RD88zIPygzlHCzd8O9fveyjgIA8Hb0xpvD38Syo8swNmAsJsgnsI5EOqO+Gihu3xqYTvPsCYgc2/z0Rx55pNnn27Ztg5eXFy5cuABnZ2cAwPz58/XP27x5M/bu3YvPP/8cS5Ys0b9u9erVGD9+PICmImvz5s3Yvn07Jk+eDADYunUr9u/fj88//xyvv/66/nUrVqzQv+7LL79Et27d8PPPP+Oxxx67LWtISAhCQkL0n69ZswY///wz4uLiMH/+fEilUggEAri4uMDX17fNPwNTooLoH/p2dYWDkI+07BIqiIzlny0zgOaZkWY0Wg12qXZhsnwyhAIh6zh6UwOnIiE7ATEnYhDqEwoPsQfrSKSjii8Dn4427TmfPwx0HdTmp//111+Ijo5GcnIyiouL9VeGcnJy0LdvXwBAWFiY/vl2dnZQKBS4ePFis+MoFAr9f6tUKjQ0NCA8PFz/mFAoxLBhw2573a3Hlkql6NWr123P0amsrMTKlSuxa9cu5Ofno7GxETU1NforRJaACqJ/EAr4COnmjtSsUjxvHv8wtT61asCzV/PHxBJqmRG9lIIUFNUUmUW77FY8Hg9RI6Lw0K8PYc2JNXh/zPtmuRaCtIFnz6YCxdTnbIeIiAjIZDJs3boVXbt2hVarRf/+/VFf376tYZycnNr1/I547bXXsH//frz77rvo3r07xGIx/vWvf7U7K0tUELVAIZdgR0ouOI6jP+yMoaUrRGJ3oDSLQRhijpQqJeSucgzwHMA6ym08xB5YHrYciw8txq7MXSaZr0aMQOTYrqs1pnbjxg1cunQJW7duxT333AMASExMvO15J06cwL33Nv3rvbGxEWlpaZg/f36rxw0ODoZIJMKxY8cgkzXt7dXQ0ICTJ09i4cKFtx07ICAAAFBaWorLly+jT58+LR732LFjePrpp/HQQw8BaLpilJWV1ew5IpEIGo35rs+lRdUtUMikuFFVj6wbNMPIKGrU1DIjrapuqMaBnAOICI4w23+QjJeNx5TAKVibvBaFVYWs4xArJJFI4OHhgU8//RRXrlzBwYMHsXjx4tuet2nTJvz888/4888/MW/ePJSWluKZZ55p9bhOTk548cUX8frrr2Pv3r24cOEC5s6di+rqajz77LPNnrt69WokJCTg3LlzePrpp+Hp6YkHH3ywxeP26NEDO3fuxOnTp3HmzBk88cQTzRZ/A037EB05cgR5eXkoLi5u/w/FyKggasGQgKa1Q6lZdPu9wXFcK3eZUcuMNEnISUBNYw2mBk1lHeWO3hz+JhwEDliZtBIcx7GOQ6wMn8/Hjh07kJaWhv79+2PRokV4553bNwddv3491q9fj5CQECQmJiIuLg6enp53PPb69evxyCOP4KmnnsKQIUNw5coV/Pbbb5BIJLc9b8GCBQgNDUVBQQGUSiVEIlGLx3zvvfcgkUgwcuRIREREYOLEiRgypPkw5tWrVyMrKwvBwcHw8vJq50/E+Hicjf2fXF5eDjc3N5SVlcHV1bXV5014/zCGBEiw/pGBJkxnA+oqgHXdgEc+Bwb86+/H07YDyoVAdAnApzrdls3dNxeN2kZ8MekL1lHu6sjVI5iXMA8rw1bikZ6P3P0FxOQaGhpw/fp1eHl5QSg0nwX6nZWVlYXAwECcOnUKgwYNMuixDx06hPvuuw+lpaUmH8/B8v2iv3laESqT0o7VxvDPwa46Du4AOIA2vbNpBVUFSM5PxvRgNqM62uvebvfioe4P4e2TbyOvMo91HEJIJ1BB1AqFTIIrRZVQV1vOCnmLoJ9j9s99iGieGQF2ZeyCSCDCeNl41lHabMnQJXCzd0P0sWhoOe3dX0AIMUtUELVCIW/6C5oGvRqYftK9e/PHdZ/T5ow2i+M4KFVK3O9/P5xFzqzjtJmzyBmrw1cjpSAFO/7cwToOsRFyuRwcxxm8XQY0jdngOM7qptnfDRVErQiQOsLTmQa9Gpy+ZdbKFSK608xmXSy5CFWZyuz2HmqLEV1G4N+9/o33095Hdnk26ziEkA6ggqgVPB4PCpkEaVlUEBmUvmX2j2GdurvOqGVms5QqJTwcPBDWNezuTzZDi0IXwcvRC1GJUdBozXevFUJIy6ggugOFXIIzV9Wob6R1AQZTU9o02Z4vaP64vQvAE1DLzEY1aBuwO3M3pgRNgR3fMveLdRQ6IiY8Bmeun8FXF75iHYcQ0k5UEN1BqEyCukYtzl2jO58MpkYNiN1uf5zHa1pHRC0zm5R0LQkltSUWc3dZa4b4DMGsvrPw0amPcKX0Cus4hJB2oILoDvp1dYO9HZ/aZobU0qaMOg7u1DKzUXGqOPSQ9EAvSa+7P9nMzR88H91cuiHyWCQatA2s4xBC2ogKojsQ2fER4u+O1GzasdpgakpvX1CtI3anlpkNKq8vx+85vyMiyHxHdbSHg50DYsNjcankEj7/43PWcQghbUQF0V0oZBKkZZfS1vyG0tIcMx2xhFpmNmh/1n40co1mP6qjPQZ4DcAz/Z/Bf8/8FxdvXGQdhxC9lStXNrtV/+mnn251PpmtoYLoLhRyCYor65FNg14N464tM7XpshCzEKeKw4guI+Dt6M06ikG9GPIigtyDEHksEvUa2uCVWIesrCzweDycPn2adRSDo4LoLvSDXmk/IsOglhm5xdWKq0gvSrfIvYfuRigQYu2otcgsy8SWM1tYxyGE3AUVRHfh7ihCD29npNE6IsOglhm5RXxGPMR2Ytzvfz/rKEbRS9oLL4a8iM/PfY6z18+yjkMszJgxY/Dyyy9j4cKFkEgk8PHxwdatW1FVVYU5c+bAxcUF3bt3x549ewAA27dvv2136V9++aVda/P27t2LUaNGwd3dHR4eHpg2bRpUKpX+64GBgQCAwYMHg8fjYcyYMZ3+Ps0FFURtoJBLkEp3mnWeVgvUltFdZgTA36M6xsvGw1HoyDqO0TzT/xn0lfZFZGIkahtrWcchFubLL7+Ep6cnUlJS8PLLL+PFF1/Eo48+ipEjRyI9PR0TJkzAU089hepqwyzrqKqqwuLFi5GamoqEhATw+Xw89NBD0Gqb9uNLSUkBABw4cAD5+fnYuXOnQc5rDixzBzQTC5VJ8V1KLtTV9XB3FLGOY7nqygBwd26Z1VcCmgZAIDRlMsLAmetnkFORg+iwaNZRjMqOb4fYUbF4VPkoPjz1IZYMXcI6EgFQ01iDzLJMk54z0C0QYjtxu14TEhKCqKgoAMCyZcuwfv16eHp6Yu7cuQCA6OhobN68GWfPGuYK5COPPNLs823btsHLywsXLlxA//794eXlBQDw8PCAr6+vQc5pLqggagOFrOkv8PScUtzf24dxGgumn2Pm3vLX9fPMygAnT1MkIgzFZ8TDx9EHQ32Hso5idEHuQXhlyCvYkLoB9/vfD4WvgnUkm5dZlonH4x836Tm/n/Y9+nr0bddrBg4cqP9vgUAADw8PDBgwQP+Yj0/T30lFRUUGyfjXX38hOjoaycnJKC4u1l8ZysnJQf/+/Q1yDnNFBVEbyDwc4eksQmoWFUSdomuH3allpnseFURWrV5Tjz2Ze/Boz0fB59lG5/7JPk/iYM5BRB2Lws7pO626TWgJAt0C8f20701+zvYSCptfLefxeM0e060P0mq14PP5t20R09DQvs1BIyIiIJPJsHXrVnTt2hVarRb9+/dHfb313ylJBVEb8Hg8hMokdKdZZ+kWTLfaMrv5ON1pZvWOXD2C8vpyq7y7rDUCvgAx4TF4RPkI3kt7D1EjolhHsmliO3G7r9aYOy8vL1RUVKCqqgpOTk4A0K7b42/cuIFLly5h69atuOeeewAAiYmJzZ4jEjUtG9ForG+AsW3808wAFDIpzuTSoNdOuWvL7ObjdKeZ1YtTxaGfRz8EuwezjmJS/q7+WBy6GN9f+h7Hrx1nHYdYmeHDh8PR0RFvvvkmVCoVvv32W2zfvr3Nr5dIJPDw8MCnn36KK1eu4ODBg1i8eHGz53h7e0MsFmPv3r0oLCxEWZn1zPqkgqiNQuVNg17P06DXjqspBXh8QOTS8tdvbZkRq1VaW4qjeUdt6urQrR7r9RiGdxmO6GPRqKivYB2HWBGpVIqvv/4au3fvxoABA/Ddd99h5cqVbX49n8/Hjh07kJaWhv79+2PRokV45513mj3Hzs4OH374If773/+ia9eueOCBBwz8XbDD42xsJkV5eTnc3NxQVlYGV1fXNr+uvlGLASt/w+sTe+G5e4KMmNCKHd0AHP8YWNrKnR0cB8T4ABNigOHPmzYbMZnv/vwOb6e8jQOPHoCH2IN1HCbyK/PxUNxDGBcwDjGjYljHsWoNDQ24fv06vLy8bluPQ8wPy/eLrhC1kciOj5Bu7rQfUWfcaVNGAODxmr5OLTOrplQpMcpvlM0WQwDQxbkLlg5dil9Vv+JQ7iHWcQghoIKoXULlEqTl0KDXDqspbf0OMx3anNGqZZZl4o/iPzAteBrrKMw92P1BjO42GiuPr4Sa/hFACHNUELWDQibB9Yo65JbUsI5imWrVrd9hpiOW0F1mVkypUsJF6IIx/mNYR2GOx+NhRdgKNGgbEJscyzoOITaPCqJ2CJXpBr3SXLMOuVvLDKCWmRXTclrEZ8RjYuBE2AvsWccxC16OXogcHom9WXuxN2sv6ziE2DQqiNrB3VGE7t7OtB9RR9Wo736FiFpmViutMA35VfmICLLNu8taMzlwMsbLxiP2RCyKa4pZx7FatNTBMrB8n6ggaieFTII0WljdMbXqu68hopaZ1VKqlOjm3A2DvQezjmJWeDweokZEgc/jY1XSKvqL28AEAgEA2MROy9ZAt+Ejn2/68oR5QbRp0ybI5XI4ODhg+PDh+km6rdm4cSN69eoFsVgMf39/LFq0CLW1ppsgHSqT4HJRBcpq2rcdOgG1zGxYTWMN9mXvQ0RwhH7UAPmb1EGK6LBoHMo9BGWGknUcq8Ln8+Ho6Ijy8nJUVlaivr4eDQ0N9GGGH/X19SgvL4dIJGJSEDEd3fH9999j8eLF2LJlC4YPH46NGzdi4sSJuHTpEry9vW97/rfffos33ngD27Ztw8iRI3H58mU8/fTT4PF4eO+990ySWSGXguOaBr3e1+v2jKQVmgagvqKNi6rpCpy1OZR7CFUNVZgWRHeXtWZswFhMC5qG9cnrMcx3GHydrGuSOEtubm4AmvahI+aNx+PBw8ODyT+cmBZE7733HubOnYs5c+YAALZs2YJdu3Zh27ZteOONN257/vHjxxEeHo4nnngCACCXyzFjxgwkJyebLLPcwxEeTiKkZVFB1C61N3f4bstt9421QEMNIBQbOxUxkThVHAZ5DUKAawDrKGbtjWFvICU/BSuOr8CWcVvoapqB8Hg8uLu7w9XV1SpncFkTOzs7Zr/vmRVE9fX1SEtLw7Jly/SP8fl8jBs3DklJSS2+ZuTIkfj666+RkpKCYcOGISMjA7t378ZTTz3V6nnq6upQV1en/7yz/0L4e9Ar3WnWLrqrPm1pmQFN7TUqiKxCcU0xjl87jsjhkayjmD03ezesCl+FFw+8iP/99T882vNR1pGsCp/PZ9KKIZaB2e+M4uJiaDQa+Pj4NHvcx8cHBQUFLb7miSeewOrVqzFq1CgIhUIEBwdjzJgxePPNN1s9z7p16+Dm5qb/8Pf373R2hVyC07lqNGho0Gub6RZKt2VRNUDriKzI7ozdEPAEmCifyDqKRRjlNwqP9HgE7558F1crrrKOQ4jNsKhS+dChQ1i7di0++eQTpKenY+fOndi1axfWrFnT6muWLVuGsrIy/Udubm6nc4TKpKht0OLCNepHt5muwGnLbfcA3WlmRZQZSozxHwM3ezfWUSzGa4rX4G7vjuXHlkPL0T+8CDEFZgWRp6cnBAIBCgsLmz1eWFgIX9+WFxMuX74cTz31FJ577jkMGDAADz30ENauXYt169ZBq235Dw17e3u4uro2++is/n6uENnxaT+i9mh3y4x+ttbgcull/FnyJ+091E7OImesCV+D1MJUfPfnd6zjEGITmBVEIpEIoaGhSEhI0D+m1WqRkJCAsLCwFl9TXV19W/9Xt8eEKffusLcTIKSbG9JoHVHb1agBgQgQOt75eborRNQyswrxqni427tjlN8o1lEszrAuw/BE7yewMW0jssqyWMchxOoxbZktXrwYW7duxZdffomLFy/ixRdfRFVVlf6us1mzZjVbdB0REYHNmzdjx44dyMzMxP79+7F8+XJEREToCyNTCZVJkZpFg17bTLcp493uHrATAUInaplZAY1Wg10ZuzA5cDKEAiHrOBZpYehCeDt6I+pYFDRaujuKEGNietv9448/juvXryM6OhoFBQUYNGgQ9u7dq19onZOT0+yKUFRUVNOurlFRyMvLg5eXFyIiIhAba/rBiAqZBFsOq3C1tAb+0rtc9SBNLbC7tct0xO7UMrMCyQXJKKoponZZJ4jtxIgdFYvZe2fjywtf4pn+z7CORIjVYloQAcD8+fMxf/78Fr926NChZp/b2dlhxYoVWLFihQmS3dmtg16pIGqDtswx0xFLqGVmBZQqJeSucvT37M86ikUb5D0Is/vOxsenPsY9fvegh6QH60iEWCWLusvMnEicRAj2ckIqzTVrm7bMMdNxcKeWmYWrbqhGQk4CpgdPp80FDWDe4HkIcAlAZGIkGrQ0NogQY6CCqBMUMinS6E6ztqGWmU05kHMANY01mBo0lXUUq2AvsEfsPbG4XHoZn539jHUcQqwSFUSdECqX4FIhDXptk3a1zNypZWbh4lRxGOo7FF2du7KOYjX6efTD3IFz8enZT3HhxgXWcQixOlQQdYJCJgHHAadz1ayjmD9qmdmMgqoCpOSn0GJqI3h+wPPoLumOyMRI1GvqWcchxKpQQdQJgZ5ONwe90n5Ed0UtM5uxK2MXRAIRxsvGs45idYQCIWJHxSKrPAufnP6EdRxCrAoVRJ3A4/EwRCahHavvpqG2aYJ9e+8yoz2eLA7HcVCqlLg/4H44i5xZx7FKPSU9MW/QPHxx/gucuX6GdRxCrAYVRJ2kkDUNem2kQa+t060Hak/LTNsI1FcZKRAxlgslF6AqU2F68HTWUaza0/2eRn+P/ohKjEJNYw3rOIRYBSqIOkkhl6C6XoOL+RWso5gv/RyzdiyqvvV1xGLEq+LhKfbEiC4jWEexanZ8O8SMikF+VT4+TP+QdRxCrAIVRJ3U38/t5qBXWkfUKt0C6TavIbpZONGdZhalQduA3Zm7MSVwCuz4zPd8tXqBboFYMGQBvr74NU4WnGQdhxCLRwVRJ9nbCTDQz43WEd1JR1pmAN1pZmGO5x1HSW0JtctMaGafmQj1CcXyY8tR1UAtZkI6gwoiAwiVS5BGg15bp2+Zubft+borRNQysyhxqjj0lPREL2kv1lFsBp/Hx5rwNSipLcGG1A2s4xBi0aggMgCFTIqC8lrkqWlxY4tq1IDQEbCzb9vzHdyafqWWmcUory/HodxDtPcQA/4u/nhN8Rp+vPwjjuUdYx2HEItFBZEB6Aa90hiPVtSUtr1dBgB8AWDvRleILMi+rH1o5BoxJWgK6yg26dGejyKsSxiij0ejvL6cdRxCLBIVRAYgdRIhiAa9tq5W3fY7zHTEbrSGyIIoVUqEdQmDt6M36yg2icfjYXX4alQ3VGN98nrWcQixSFQQGYiCNmhsXY267euHdHSbMxKzl1uRi/SidEwLnsY6ik3zdfLFG8PegDJDiYM5B1nHIcTiUEFkIAqZFJcKylFRS4Neb9Pelhlwc54ZFZiWID4jHo52jrjf/37WUWze9ODpGNNtDFYlrUJpLf3/Q0h7UEFkIKFyCbQccCpHzTqK+elQy8ydWmYWQDeqY7xsPByFjqzj2Dwej4cVI1dAw2kQcyKGdRxCLAoVRAYS5OkEqZOI2mYtoZaZ1Tpz/QxyK3Jp7yEz4in2RNTwKOzL3oe9mXtZxyHEYlBBZCA8Hg9DAiRIox2rb0ctM6ulVCnh6+QLha+CdRRyi0mBkzBRPhExyTEorilmHYcQi0AFkQEp5BKcyqFBr81w3M2WmXv7XkctM7NXr6nHnqw9mBY0DXwe/VFibiKHR0LAE2Dl8ZW0aSwhbUB/ihmQQtY06PXPAhr0qldf1TS5vt1riCRAbRmgpeLSXB2+ehgV9RW0GaOZkjhIsDJsJQ5fPYxfVb+yjkOI2aOCyID6+7lBJOAjNYvaZnq6tldHWmbggLoyAwcihqJUKdHPox+C3INYRyGtuC/gPkwPno63Ut5CQVUB6ziEmDUqiAzIQSjAgG406LUZ3cLojtxlBlDbzEyV1pbi6NWjiAimq0PmbumwpXASOiH6WDS1zgi5AyqIDEwhkyCVBr3+TVfQdOQuM4DuNDNTezL3AAAmB05mnITcjavIFatHrkZSfhJ+vPwj6ziEmC0qiAwsVCahQa+30k+6b+cVIl2Lje40M0tKlRKjuo2C1EHKOgppg5F+I/Foz0fxbuq7yK3IZR2HELNEBZGB0aDXf9Bd4dFNsG8rapmZrYyyDJy7cY4WU1uYVxWvQuogxfJjy6Hl6GYFQv6JCiID83C2R5AnDXrVq1ED9q5NE+zbw94V4AmoZWaG4lXxcBG5YLT/aNZRSDs4CZ2wJnwN0grT8M3Fb1jHIcTsUEFkBKE06PVvNaXtXz8EADxe01UlapmZFS2nRXxGPCbJJ8FeYM86Dmmnob5D8WSfJ/FB+gfILMtkHYcQs0IFkREo5BIa9KpTq27/Lfc6tDmj2UkrTEN+VT7dXWbBXhnyCro4dUFUYhQatY2s4xBiNqggMoJQmZQGvep09AoR0LQQm64QmZU4VRy6OXfDIK9BrKOQDhLbiREzKgbnbpzD9vPbWcchxGxQQWQEwV5OkDgKaWE1cHOwazvvMNNxcKc1RGakprEG+7L2YXrwdPB4PNZxSCeEeIXg6X5PY9PpTbhcepl1HELMAhVERsDj8RAqk1BBBFDLzIoczDmI6sZqTAuexjoKMYB5g+ZB7ipHZGIkGjTU3ieECiIjCZVJcSqnlAa9drplpjZkGtIJygwlBnsPhr+LP+soxABEAhFiR8XiSukVfPrHp6zjEMIcFURGopBLUEWDXqllZiWuV19H0rUkWkxtZfp69MXzA5/H1rNbcb74POs4hDBFBZGRDLg56NWm22ZabdPEemqZWbzdmbthx7PDBNkE1lGIgT038Dn0lPREZGIk6jR1rOMQwgwVREbiIBSgv5+rbe9HVFcGgOtcy6y+AqD1DcwpVUqM9h8NN/t27jhOzJ6QL0TsqFjkVORg06lNrOMQwgwVREakkEuRllXCOgY7+sGunWiZAU1XmQgzl0ou4VLpJUwPns46CjGSHpIemDdoHraf345TRadYxyGECSqIjChUJsG1slpcs9VBr/o5Zu4dez3NMzMLSpUSEnsJwv3CWUchRvR0v6cx0GsgohKjUN1QzToOISZHBZER6Qa92mzbTD/p3r1jr9ddWaLNGZlp1DZiV+YuTA6cDCFfyDoOMSIBX4CY8BgUVRfhg/QPWMchxOSoIDIiT2d7yD0cbbdtZrCWmdoAYUhHJOcno7immNplNkLuJsfC0IX49s9vkZyfzDoOISZFBZGRhcqktnuFqFYN8PiAyKVjr9dfIVIbKhFppzhVHILcgtDXoy/rKMREZvSegaG+QxF9LBqV9ZWs4xBiMlQQGZlCLsHF/HJU1tngEMWa0qarPPwO/jYTigGBiFpmjFQ1VOFgzkFEBEfQqA4bwufxsXrkaqjr1Hg39V3WcQgxGSqIjEwhk0DLAadtcdBrjbrj64cAgMejzRkZ2p+9H3WaOkwNnMo6CjGxbi7d8PrQ1/HTXz/h6NWjrOMQYhJUEBlZsJcz3MRCpGbb4Dqizswx06HxHcwoVUoM8x2GLs5dWEchDDzS4xGE+4Vj5fGVKKujrS+I9aOCyMj4fBse9FpT2vEF1Tpid2qZMZBfmY+TBSdpkKsN4/F4WBW2CjWaGqxPWc86DiFGRwWRCYTKJDiVo4ZGy7GOYlqdbZkB1DJjZFfmLtgL7DFeNp51FMKQj5MPlg1bhviMeCRkJ7COQ4hRUUFkAgqZBJV1jfizoJx1FNOqURuoZUZXiEyJ4zjEqeIwVjYWTkIn1nEIY9OCpuF+//ux+sRqlNTaYOuf2AwqiEwgxN8dQgHP9tpmtWoDtczUBghD2urCjQvILMtERBBNtidNrbPlYcuh5bSIOREDjrOxK93EZlBBZAIOQgH6dXVDapaNFUTUMrNIcao4eIm9MLzLcNZRiJnwFHti+Yjl2J+9H3sy97COQ4hRUEFkIgpbW1itaWiaVE8tM4vSoG3Answ9mBo0FXZ8O9ZxiBmZIJ+AyfLJiE2ORVF1Ees4hBgcFUQmopBLkKeuQX6ZjQx61U2oN0TLrLEWaKjtdCRyd8fyjqG0rhTTgujuMnK7N4e/CZFAhJXHV1LrjFgdKohMJFQmBQDbaZvp55i5d+44NM/MpOJUcegl6YVe0l6soxAz5O7gjpVhK3E07yh+vvIz6ziEGBQVRCbi5WIPmYej7bTNdG0uQ7TMbj0eMZqyujIcyj2EiGBaTE1aN9p/NB4IfgBvn3wb1yqvsY5DiMFQQWRCoTKJ7exYrbuiY4iWGUB3mpnAvux90HAaTAmcwjoKMXNLhy2Fi8gF0ceioeW0rOMQYhBUEJmQQibFxfwKVNnCoFdqmVkcpUqJsK5h8HL0Yh2FmDkXkQtWjVyF5IJkfH/pe9ZxCDEIKohMSCGXQKPlcDpXzTqK8dWUAnwhIHTs3HH0V4ioZWZMueW5OFV0CtODprOOQizEyK4j8VjPx/B+2vvIKc9hHYeQTqOCyIS6eznD1cHONhZW6zZl5PE6dxw7+6aiilpmRhWfEQ9HO0fcF3Af6yjEgryqeBVSBymijkVBo9WwjkNIp1BBZEK6Qa82sY7IEJsy6tDmjEalG9UxQT4BYjsx6zjEgjgKHRETHoPTRafx9cWvWcchpFOoIDIxhVxqG4NeDTHpXoc2ZzSq09dP42rlVUwPpnYZaT+FrwJP9n0SH6Z/CJVaxToOIR1GBZGJhd4c9HqpoIJ1FOOqVXf+lnsdmmdmVEqVEl2cuiDUJ5R1FGKhXhn8Cro6d0VUYhQatTZw0wixSlQQmVhIN3fY8XlIs/a2GbXMLEKdpg57s/ZiWtA08Hn0xwHpGAc7B8SOisWFkgvYdm4b6ziEdAj9CWhiYpEA/fzckGrtGzRSy8wiHM49jIr6CkwLplEdpHMGeg3EM/2fweYzm3Gp5BLrOIS0G/OCaNOmTZDL5XBwcMDw4cORkpJyx+er1WrMmzcPXbp0gb29PXr27Indu3ebKK1hKGQS67/TjFpmFkGpUmKA5wAEuQWxjkKswIshLyLQLRBvJr6JBk0D6ziEtEuHC6KEhARMmzYNwcHBCA4OxrRp03DgwIF2HeP777/H4sWLsWLFCqSnpyMkJAQTJ05EUVHLk5Tr6+sxfvx4ZGVl4X//+x8uXbqErVu3ws/Pr6PfBhMKWdOg14IyKx5YWlNq2JYZXSEyuJLaEiTmJdIgV2IwIoEIa0etRYY6A1vObmEdh5B26VBB9Mknn2DSpElwcXHBggULsGDBAri6umLKlCnYtGlTm4/z3nvvYe7cuZgzZw769u2LLVu2wNHREdu2tdyD3rZtG0pKSvDLL78gPDwccrkco0ePRkhISEe+DWZC5U2tJKu9/b6htmlCvcFaZu5NV5xourZB7cncAwCYHDiZcRJiTXpLe+OFkBfw+R+f41zxOdZxCGmzDhVEa9euxfvvv4/vvvsOr7zyCl555RV8++23eP/997F27do2HaO+vh5paWkYN27c32H4fIwbNw5JSUktviYuLg5hYWGYN28efHx80L9/f6xduxYaTesbgtXV1aG8vLzZB2veLg4IkDpab9tMtwDaYC0zCaBtBOqrDHM8AqCpXXZPt3sgcTBQ4UrITc8OeBa9pb3xZuKbqG204ivhxKp0qCBSq9WYNGnSbY9PmDABZWVlbTpGcXExNBoNfHx8mj3u4+ODgoKCFl+TkZGB//3vf9BoNNi9ezeWL1+ODRs2ICYmptXzrFu3Dm5ubvoPf3//NuUzNoVMAqudfK9rbxmyZXbrcUmnZagzcP7GeZpsT4xCyBcidlQs8iry8PGpj1nHIaRNOlQQTZ8+HT///PNtj//666+YNs146xG0Wi28vb3x6aefIjQ0FI8//jgiIyOxZUvrveply5ahrKxM/5Gbm2u0fO0RKpfgQn65dQ561Q92NeBdZgDdem9AygwlXEQuGN1tNOsoxEoFuwfj5cEv46sLXyG9MJ11HELuyq4jL+rbty9iY2Nx6NAhhIWFAQBOnDiBY8eO4dVXX8WHH36of+4rr7zS4jE8PT0hEAhQWFjY7PHCwkL4+vq2+JouXbpAKBRCIBDoH+vTpw8KCgpQX18PkUh022vs7e1hb2/f7u/R2BQyKTRaDmdy1RjZ3ZN1HMMyeMvs5nHoTjOD0HJaxGfEY7J8MkSC2/+fIcRQnur7FA7mHkTUsSj8L+J/cOzssGdCjKhDBdHnn38OiUSCCxcu4MKFC/rH3d3d8fnnn+s/5/F4rRZEIpEIoaGhSEhIwIMPPgig6QpQQkIC5s+f3+JrwsPD8e2330Kr1YLPb7q4dfnyZXTp0qXFYsic9fC+Oeg1u9T6CiJqmZm11IJUFFQVULuMGJ2AL0BMeAz+pfwX3k97H5EjIllHIqRVHSqIMjMzDXLyxYsXY/bs2VAoFBg2bBg2btyIqqoqzJkzBwAwa9Ys+Pn5Yd26dQCAF198ER9//DEWLFiAl19+GX/99RfWrl3batFlzvh8HobIJNa5QWONumlCvZ2Brsw5uDX9Si0zg4hTxcHfxR8hXpZ1dyaxTAGuAVg4ZCHWpazDWNlYjOgygnUkQlrUoYLIUB5//HFcv34d0dHRKCgowKBBg7B37179QuucnBz9lSAA8Pf3x2+//YZFixZh4MCB8PPzw4IFC7B06VJW30KnKGQS/PdwBjRaDgI+j3UcwzHkpowAILAD7F2pZWYANY012J+9H0/3fxo8nhX9niNm7d+9/42DOQcRfSwaP03/CS4iF9aRCLlNmwuixYsXY82aNXBycsLixYvv+Nz33nuvzQHmz5/faovs0KFDtz0WFhaGEydOtPn45ixUJkVF3WVcLqxAny6urOMYjiE3ZdShzRkN4mDOQVQ3VtNmjMSk+Dw+VoevxsNxD+Odk+9gdfhq1pEIuU2bC6JTp06hoaFB/9+toX91tt0g/6ZBr6nZpVZWEKkNd4eZjm5zRtIpSpUSQ7yHwN/FPLafILajq3NXLBm6BCuOr8A42Tjc2+1e1pEIaabNBdHvv//e4n+TjhOLBOjX1RVpWSV4aoSMdRzDMXTLDKB5ZgZwvfo6kvKTsHzEctZRiI16qPtDOJB9ACuOr8DP03+Gu6H/nCCkE5gPd7V1oTKp9S2sppaZWdqduRt2PDtMkE9gHYXYKB6Ph5UjV6JeU4+1KW2bakCIqXSoIKqqqsLy5csxcuRIdO/eHUFBQc0+SNsp5BJcLa1BYbkVbW9vlJaZhFpmnRSnisMY/zFwFVlRe5ZYHG9Hbywbvgx7MvdgX9Y+1nEI0evQXWbPPfccDh8+jKeeegpdunShdUOdoJDdHPSaVYqpA7swTmMg1DIzO5dKLuFy6WW8Mtjytqgg1mdq4FQkZCcg5kQMQn1C4SH2YB2JkI4VRHv27MGuXbsQHh5u6Dw2x9vVAf5SMVKzS6yjIOI447TMxBJqmXWCUqWE1EGKkX4jWUchBDweD1EjovDQrw9hddJqbLxvI/3DmjDXoZaZRCKBVCo1dBabpZBJrWfQa31V02R6Q7fMHNyB2jJAqzXscW1Ao7YRuzJ3YUrgFAj5QtZxCAEAeIg9EB0WjYO5BxGfEc86DiEdK4jWrFmD6OhoVFdXGzqPTQqVSXD+Wjmq661g0Kuh55jpiN0BcEBdmWGPawNO5J9AcU0xpgXT3kPEvIyTjcPUoKlYl7IOhVWFd38BIUbU5pbZ4MGDm13SvHLlCnx8fCCXyyEUNv9XZ3o6TTZuD4VcAo2Ww+lcNUYGW/hcM/0cMyMsqgaMs2DbyilVSgS7BaOvtC/rKITcZtmwZUjJT8GKpBXYPHYztc4IM20uiHQDWInh9fR2gYuDHdKySq2gIFI3/WqM2+4ButOsnSrrK3Ew5yD+E/If+ouGmCU3ezesHLkS8xLmYedfO/FIz0dYRyI2qs0F0YoVK4yZw6bx+TwMCbCSQa9GbZmBFla30/7s/ajT1GFq0FTWUQhp1b3d7sXDPR7G2yffxoiuI+Dn7Mc6ErFBHVpDlJubi6tXr+o/T0lJwcKFC/Hpp58aLJitUcgkSM8phVbLsY7SObqCRTeh3lBubZmRNovPiMcw32HwdfJlHYWQO3pd8Trc7N0QfSwaWo5uniCm16GC6IknntCP7ygoKMC4ceOQkpKCyMhIrF5NQ/s6IlQuQUVtIy4XVbCO0jk16qbJ9IIO7ejQOpELwONTy6wdrlVeQ0pBCqZ3n846CiF35Sxyxurw1UgpSMGOP3ewjkNsUIcKonPnzmHYsGEAgB9++AEDBgzA8ePH8c0332D79u2GzGczBvm7Q8DnITXLwltCxtiUEQD4/KarTtQya7NdGbsgthNjXMA41lEIaZMRXUbg373+jffT3kd2eTbrOMTGdKggamhogL29PQDgwIEDmD696V+gvXv3Rn5+vuHS2RBHkV3ToFdLX0dkjE0ZdcQSapm1EcdxiFPFYWzAWDgKHVnHIaTNFoUugpejF6ISo6DRaljHITakQwVRv379sGXLFhw9ehT79+/HpEmTAADXrl2Dhwdtwd5RoTIJUrNLWMfonBq18QoiB3dqmbXR+RvnkVWehYjgCNZRCGkXR6EjYsJjcOb6GXx14SvWcYgN6VBB9NZbb+G///0vxowZgxkzZiAkJAQAEBcXp2+lkfZTyKTILalBkSUPejVWywy4Oc/Mwq+gmUicKg7eYm8M9x3OOgoh7TbEZwhm9Z2Fj059hCulV1jHITai3StfOY5DUFAQcnJy0NjYCInk703ynn/+eTg60uX5jlLIm36WadmlmDzAQuea1ZQCbv7GObZYAlQWGefYVqRB04A9mXvwUPeHIOALWMchpENeHvIyjuYdReSxSHw95WsaO0OMrt1XiDiOQ/fu3VFQUNCsGAIAuVwOb29vg4WzNT6uDugmEVv2fkTUMmMuMS8R6jo1tcuIRbMX2CN2VCwulVzCZ398xjoOsQHtLoj4fD569OiBGzduGCOPzVPILHyDRqO3zNTGObYVUWYo0VvaGz0kPVhHIaRT+nv2x7MDnsWnZz7FxRsXWcchVq5Da4jWr1+P119/HefOnTN0HpsXKpfifF4Zauot8O4Krda4s8boLrO7Kqsrw6HcQ4gIoqtDxDr8Z+B/EOwejDcT30S9pp51HGLFOlQQzZo1CykpKQgJCYFYLIZUKm32QTpOIZOgUcvhzFU16yjtV1cOgDNuy6y+AtA0GOf4VuC3rN+g5bSYEjSFdRRCDEIoECJ2VCyyyrOw+cxm1nGIFevQdsIbN240cAyi09PHBS72dkjLLsWIIAvbwkC3vseYV4gAoLYMcLLwIbhGolQpEdY1DJ5i+vkQ69FL2gsvhryITac3YYz/GIR4hbCORKxQhwqi2bNnGzoHuUnA52GwTILULAvcj0g/x8zdOMfXD3hVU0HUgpzyHJy+fhpv3fMW6yiEGNwz/Z/B7zm/IyoxCj9E/ACxnZh1JGJlOtQyAwCVSoWoqCjMmDEDRUVNt0Lv2bMH58+fN1g4W6WQSZCWbYGDXnXre4zZMgNoL6JWKDOUcBY64/6A+1lHIcTg7Ph2iB0Vi2uV1/Bh+oes4xAr1KGC6PDhwxgwYACSk5Oxc+dOVFZWAgDOnDmDFStWGDSgLVLIJCivbcSV65Wso7SPyVpmauMc34JxHAelSonxsvFwsHNgHYcQowhyD8IrQ17BNxe/QWpBKus4xMp0qCB64403EBMTg/3790MkEukfv//++3HixAmDhbNVgwIsdNBrTWnTRHqRi3GOf2vLjDRzqugU8irzaO8hYvWe7PMkBnsPRtSxKFQ3VLOOQ6xIhwqiP/74Aw899NBtj3t7e6O4uLjToWydo8gOfbu4Wt5csxp100R6foc7sXcmdAT4QmqZtSBOFYeuTl0R6hPKOgohRiXgCxATHoOS2hJsSN3AOg6xIh36m8vd3b3FqfanTp2Cn59fp0ORpkGvaZa2QWOt2njtMgDg8ZqOTy2zZuo0ddiXtQ/TgqeBzzNSMUqIGfF39ceroa/ih8s/4HjecdZxiJXo0J+e//73v7F06VIUFBSAx+NBq9Xi2LFjeO211zBr1ixDZ7RJCrkE2Teqcb2ijnWUtqspNd4dZjq0W/VtDuUeQkVDBW3GSGzKY70ew4guIxB9PBrl9eWs4xAr0KGCaO3atejduzf8/f1RWVmJvn374t5778XIkSMRFRVl6Iw2SSFr2uAyzZLaZsacY6bj4E4ts3+IV8VjoOdAyN3krKMQYjI8Hg+rR65GVUMV3k55m3UcYgU6VBCJRCJs3boVKpUK8fHx+Prrr/Hnn3/i//7v/yAQ0HRtQ/B1c4Cfu9iyFlYbu2UGUMvsH27U3EBiXiItpiY2qYtzFywZugS/qn7F7zm/s45DLFyHNmbUCQgIgL+/P4Cmap0YlkJuYYNea0oBDyMPFBW7A+pc457DguzN2gvwgEnySayjEMLEg90fREJOAlYlrcJg78FwN3bbnlitDq/A/Pzzz9G/f384ODjAwcEB/fv3x2effWbIbDZPIZPg/LUy1DZYyKDXmjJqmZmYUqXEvX730l8CxGbxeDysCFuBBm0DYpNjWcchFqxDBVF0dDQWLFiAiIgI/Pjjj/jxxx8RERGBRYsWITo62tAZbVaoTIoGDYczuWrWUdqGWmYmpVKrcP7GeUwPns46CiFMeTl6IWpEFPZm7W26akpIB3SoZbZ582Zs3boVM2bM0D82ffp0DBw4EC+//DJWr15tsIC2rJdv06DX1OxSDDf3Qa+axqZp93SXmckoVUq4ilxxT7d7WEchhLlJ8knYn70fsSdiofBR0IBj0m4dukLU0NAAhUJx2+OhoaFobGzsdCjSRMDnYVCAu2XsR1Rb1vSrKVpmjTVAQ61xz2PmtJwW8RnxmBw4GSKB6O4vIMTK8Xg8RI2IAp/Hx6qkVeA4C5sFSZjrUEH01FNPYfPmzbc9/umnn2LmzJmdDkX+ppBJLWPQq7HnmOnQPDMAwMmCkyisLqS7ywi5hdRBiuiwaBzKPQRlhpJ1HGJh2twyW7x4sf6/eTwePvvsM+zbtw8jRowAACQnJyMnJ4c2ZjQwhVyC9w9chup6JXr4GGlGmCHoFjqbomUGNLXNXHyNey4zFqeKg8xVhoGeA1lHIcSsjA0Yi2lB07A+eT2G+Q6Dr5Pt/jlB2qfNBdGpU6eafR4a2jQzSaVSAQA8PT3h6emJ8+fPGzAeGeR/c9BrdqmZF0Tqpl9NdYXIhu80q26oxv7s/Xim/zO03QUhLXhj2BtIyU/BiuMrsGXcFvr/hLRJmwui33+nTa9YcLK3Q58uLkjNKsWMYQGs47RO3zJzN+55dFegbLhldjD3IGoaazAtaBrrKISYJTd7N6wKX4UXD7yIHy//iMd6PcY6ErEANAnSAjStIzLzER41pU2T6IWOxj3PrS0zG6VUKTHEewi6uXRjHYUQszXKbxQe6fEI3k19F7kVtJkrubsOFUS1tbV45513MGXKFCgUCgwZMqTZBzGsUJkEWeY+6LVG3dTOMvalaTv7pqLLRltmRdVFOJF/gvYeIqQNXh/6OiT2EkQfi4aW07KOQ8xch/YhevbZZ7Fv3z7861//wrBhw6g/a2QKedO6mbTsUkzqb6YLBGtKjd8u03Fwt9mW2e6M3bDj2WGCfALrKISYPSehE9aEr8Gz+57Ftxe/xZN9n2QdiZixDhVE8fHx2L17N8LDww2dh7Sgi5sYfu5ipGWXmG9BVKs2/h1mOmJ3m7xCxHEcflX9ivsC7oOLyIwX2BNiRoZ1GYYnej+BjekbEe4XjkC3QNaRiJnqUMvMz88PLi70B7IphcrMfNCrrmVmCmKJTa4hulR6CVfUV6hdRkg7LQxdCF8nX0Qdi4JGayGzIYnJdagg2rBhA5YuXYrs7GxD5yGtUMglOJdnxoNeqWVmdHGqOEgdpAjrGsY6CiEWRWwnRkx4DM4Vn8P289tZxyFmqkMFkUKhQG1tLYKCguDi4gKpVNrsgxheqEyCBg2Hs1fLWEdpGbXMjKpR24jdGbsxJXAKhHwh6ziEWJxB3oMwu99sbDq9CX+V/sU6DjFDHVpDNGPGDOTl5WHt2rXw8fGhRdUm0NvXFc72dkjNLsGwQDMsOqllZlRJ15Jwo/YGjeogpBPmDZqHI7lHEJkYiW+mfkP/uCDNdKggOn78OJKSkhASEmLoPKQVAj4PgwPckZZlpldGqGVmVEqVEsFuwegj7cM6CiEWy15gj9h7YjFz10xsPbsVLw16iXUkYkY61DLr3bs3ampqDJ2F3MWQAAnScsxw0GtjXdMEelO3zGxkmnVlfSUO5h5ERHAEXY0lpJP6efTD3IFzsfXsVpy/QaOmyN86VBCtX78er776Kg4dOoQbN26gvLy82QcxDoVcAnV1AzKKK1lHac5Uc8x0xBJA2wjUV5nmfIztz96Pek09pgZNZR2FEKvw/IDn0UPSA1GJUajX1LOOQ8xEhwqiSZMmISkpCWPHjoW3tzckEgkkEgnc3d0hkZjoL0UbNDhAAj4PSDW3tplugbMpW2aAzbTN4lRxGNaFpnYTYihCgRAxo2KQVZ6FTac3sY5DzESH1hDRoFc2nO3t0NvXFanZpfi3OQ161RUmpmyZAU2FmJt1z/O6VnkNqYWpiB0VyzoKIValp6Qn5g2ah49OfYT7/O/DIO9BrCMRxjpUEI0ePdrQOUgbKeQSHP2rmHWM5li0zG49rxWLz4iH2E6McQHjWEchxOo83e9p/J7zO6KOReHHiB8hthOzjkQY6vC0+6NHj+LJJ5/EyJEjkZeXBwD4v//7PyQmJhosHLldqEyCzOIqFFea0aBXapkZBcdxUKqUGBswFo5CR9ZxCLE6dnw7xIyKQUFVAT5I/4B1HMJYhwqin376CRMnToRYLEZ6ejrq6pr+ci4rK8PatWsNGpA0p5A37UGUZk5jPGrVgJ24aRK9KTi4Nf1q5Zsznis+h6zyLNp7iBAjCnQLxIIhC/DNxW+Qkp/COg5hqEMFUUxMDLZs2YKtW7dCKPx7Y6vw8HCkp6cbLBy5nZ+7GF3cHMyrIDLlpowAILAD7F2tvmUWp4qDt9gbw32Hs45CiFWb2WcmQn1CEX08GlUNtnH3KrldhwqiS5cu4d57773tcTc3N6jV6s5mIncRKpMgNauEdYy/mXJTRh0r35yxQdOAPVl7MDV4KgR8Aes4hFg1Po+PNeFrUFJbgndOvsM6DmGkQwWRr68vrly5ctvjiYmJCAoK6nQocmcKmQTn8srNZ9Brrdq0V4gAq59ndjTvKMrqyhARRO0yQkzB38Ufrylew09//YTEPFoLa4s6VBDNnTsXCxYsQHJyMng8Hq5du4ZvvvkGr732Gl588UVDZyT/oJBLUa/R4o88Mxn0WqM23S33OmJ3q26ZKVVK9JH2QQ9JD9ZRCLEZj/Z8FCO7jsSK4ytQVmcmf74Sk+lQQfTGG2/giSeewNixY1FZWYl7770Xzz33HF544QW8/PLLhs5I/qG3rwscRQLz2aCRVcvMSq8QldWV4dDVQ7SYmhAT4/F4WDVyFWoaavBWylus4xAT61BBxOPxEBkZiZKSEpw7dw4nTpzA9evXsWbNGkPnIy2wE/CbBr1mm8k6IiYtM4nVriHam7kXHMdhcuBk1lEIsTm+Tr5YOmwplBlKHMw5yDoOMaF2bcz4zDPPtOl527Zta1eITZs24Z133kFBQQFCQkLw0UcfYdiwYXd93Y4dOzBjxgw88MAD+OWXX9p1TksXKpPi/5KywHEc+4Gf1DIzKGWGEmFdw+Ap9mQdhRCbND14Og7kHMCqpFUY7D0YEgcaSWUL2nWFaPv27fj999+hVqtRWlra6kd7fP/991i8eDFWrFiB9PR0hISEYOLEiSgqKrrj67KysvDaa6/hnnvuadf5rIVCJkFpdQNU1xnfIspx1DIzoOzybJy5fgYPBD/AOgohNovH42FF2ApoOA1iTsSwjkNMpF1XiF588UV89913yMzMxJw5c/Dkk09CKpV2KsB7772HuXPnYs6cOQCALVu2YNeuXdi2bRveeOONFl+j0Wgwc+ZMrFq1CkePHr3jrf51dXX6jSMBoLy8vFN5zcXgAHfweUBadgm6ezuzC9JQDWgbGLXMygCtFuB3eMN1s6NUKeEsdMYY/zGsoxBi0zzFnogaEYXXD7+OPZl7qIVtA9r1N8mmTZuQn5+PJUuWQKlUwt/fH4899hh+++03cBzX7pPX19cjLS0N48b9PaeJz+dj3LhxSEpKavV1q1evhre3N5599tm7nmPdunVwc3PTf/j7+7c7pzlycRCil68r+4XVurYVi5YZOMCK7gTRclrEZ8RjgnwCHOwcWMchxOZNkk/CJPkkxCbH4nr1ddZxiJG1+5/W9vb2mDFjBvbv348LFy6gX79+eOmllyCXy1FZWdmuYxUXF0Oj0cDHx6fZ4z4+PigoKGjxNYmJifj888+xdevWNp1j2bJlKCsr03/k5ua2K6M5U8gk7HesNvUcMx1dAWZF64hOFZ1CXmUe7T1EiBmJHB4JO54dViWt6tA//Inl6FSvgc/ng8fjgeM4aDTG3ySwoqICTz31FLZu3QpPz7YtOLW3t4erq2uzD2uhkEuQUVyFGywHveru9GLRMrv1/FZAqVLCz9kPQ3yGsI5CCLnJ3cEdK8JW4PDVw/hV9SvrOMSI2l0Q1dXV4bvvvsP48ePRs2dP/PHHH/j444+Rk5MDZ+f2rWXx9PSEQCBAYWFhs8cLCwvh6+t72/NVKhWysrIQEREBOzs72NnZ4auvvkJcXBzs7OygUqna++1YtFBZU1HA9CoR05YZrOYKUW1jLfZl7cPUoKng86xnTRQh1uC+gPswPXg63kp5CwVVLXcviOVr15+8L730Erp06YL169dj2rRpyM3NxY8//ogpU6aA34GFrSKRCKGhoUhISNA/ptVqkZCQgLCwsNue37t3b/zxxx84ffq0/mP69Om47777cPr0aatZH9RWfu5i+LoyHvSqa5npJtCbir5lZh13mh26eggVDRXULiPETC0dthROQicsP7acWmdWql13mW3ZsgUBAQEICgrC4cOHcfjw4Raft3PnzjYfc/HixZg9ezYUCgWGDRuGjRs3oqqqSn/X2axZs+Dn54d169bBwcEB/fv3b/Z6d3d3ALjtcVvA4/EQKpcglWVBVKtumjwvaNdvpc6zdwV4fKtpmSlVSgz0Ggi5m5x1FEJIC1xFrlg9cjVeOPACfrj0Ax7v/TjrSMTA2vW32KxZswy+CeDjjz+O69evIzo6GgUFBRg0aBD27t2rX2idk5PToatPtkIhk2Dd7j9R26CBg5DBVHQWmzICTbfaO7hZRcvsRs0NHMs7hjeGtbzNBCHEPIz0G4nHej6GDWkbMLLrSPi72lZXwtrxOBu79ldeXg43NzeUlZVZxQLrP66WIeLjRPzvP2FQyDu3J1SHxC8GrqYA/2EwHfqDQUCfCGCCZY+M+frC19iQtgG/P/o73FkUl4SQNqtuqMbDcQ/Dx9EH2yZug4DP4B+ixCjo0ouF69Pl5qBXVm0zFnPMdKxknlmcKg6ju42mYogQC+AodMSa8DVIL0rH1xe/Zh2HGBAVRBbOTsDHIH93dhs0smqZAVYxz+xK6RVcLLlIi6kJsSBDfYfiyT5P4sP0D5GhzmAdhxgIFURWQCGTID2nlM2dDyzmmOmIJRZ/l5kyQwk3ezfc0802Z/IRYqkWDFmArs5dEZkYiUZtI+s4xACoILICoXIpSqrqkVHMYNAry5aZg7tFt8w0Wg3iM+IxST4JIoGIdRxCSDs42DkgZlQMLpRcwBfnvmAdhxgAFURWYHCAO3g8II1F26ymlFpmHZRSkIKi6iJEBFO7jBBLFOIVgjn95uCTM5/gUskl1nFIJ1FBZAVcHYTo5eOC1OwS055Yq22aOM+0ZaZmc24DiM+Ih8xVhoGeA1lHIYR00EuDXoLcVY7IxEg0aBpYxyGdQAWRlVCw2KCxvgLgtGxbZvUVgAX+IVTdUI392fsRERRh8L29CCGmIxKIEDsqFiq1ClvObmEdh3QCFURWQiGTIuN6FUqq6k13Uv3YDnfTnfNWuitTtWVszt8JCTkJqGmswbTgaayjEEI6qa9HXzw/8Hl8/sfnOFd8jnUc0kFUEFkJJoNede0qli2zW3NYEKVKiVCfUPg5+7GOQggxgOcGPoeekp6ITIxEnaaOdRzSAVQQWYluEjF8XO1Nu45Id4cXy5bZrTksRGFVIU7kn8D04OmsoxBCDETIF2LtqLXIrcjFx6c+Zh2HdAAVRFaCx+NBIZOa9k4zc2mZWdheRLsyd0EkEGG8bDzrKIQQA+ou6Y75g+fjy/Nf4lTRKdZxSDtRQWRFQmUSnM0rQ12jxjQnrFED4DVNnmfBAltmHMdBqVLifv/74SJyYR2HEGJgs/vOxkCvgYhKjEJ1QzXrOKQdqCCyIgq5BPWNWpzLM9Ei41p101UaPqPfRkJHgC+0qJbZnyV/4or6Ci2mJsRKCfgCxITHoKi6CBvTN7KOQ9qBCiIr0qeLK8RCgenmmrHclBEAeLybmzNaTsssThUHqYMUI7uOZB2FEGIkcjc5FoYuxHd/fofk/GTWcUgbUUFkRYS6Qa+mutOsRs3uDjMdC9qcsUHbgN2ZuzE1aCrs+Has4xBCjGhG7xkY6jsU0ceiUVlfyToOaQMqiKyMQi5BeraJBr2ynGOmY0HzzJKuJaGktoTuLiPEBvB5fKwJXwN1nRrvpr7LOg5pAyqIrEyoTIIbVfXINMWgV9YtM8CiWmZKlRLd3bujl6QX6yiEEBPwc/bD60Nfx09//YQjV4+wjkPuggoiKzNEJgGPB9O0zahl1mbl9eU4mHMQ04On06gOQmzIIz0eQbhfOFYeX4myOsvbVd+WUEFkZXSDXk2yHxG1zNpsf9Z+NHKNmBo0lXUUQogJ8Xg8rApbhVpNLdalrGMdh9wBFURWKFQmMc2O1TVqM2iZSSyiZabMUGK473B4O3qzjkIIMTEfJx8sG7YMuzJ24UD2AdZxSCuoILJCCrkEqutVKDXmoFdNI1BXbgYtM3ezb5nlVeYhrTANEcERrKMQQhiZFjQN9/vfjzUn1qCk1oQjlkibUUFkhRQyKQAjD3rVTZg3h5ZZYw3QUMs2xx3Eq+IhthNjbMBY1lEIIYzweDwsD1sOLafFmqQ1prkTmLQLFURWqJtEDG8Xe+MurNat2zGHlhlgtuuIOI6DMkOJ8bLxcBQ6so5DCGHIU+yJ5SOW40DOAezO3M06DvkHKoisEI/Hg0IuQZox1xHp2lSsrxDpB7yqWaZo1dnis8guz6Z2GSEEADBBPgGTAydjbfJaFFUXsY5DbkEFkZUKlUlx5moZ6hu1xjmBbiEz6zVEuitUZrqwWqlSwtvRG0N9hrKOQggxE5HDIyESiLDy+EpqnZkRKoislEJ2c9DrNSPte0Ets7uq19Rjb9ZeTAuaBgFfwDoOIcRMuNm7YWXYShzNO4pfrvzCOg65iQoiK9W3a9OgV6PtR1RT2jRpXuRknOO3lRm3zI5ePYqyujJEBFG7jBDS3Gj/0Xiw+4N46+RbuFZ5jXUcAiqIrJZQwEeIv5vx9iPS7VLNetdlO3vATmyWLTNlhhJ9pH3QXdKddRRCiBlaMnQJXEQuiD4WDS1npOUNpM2oILJiCpkUacYa9FqrZt8u0xFLzK5lpq5V4/DVwzTIlRDSKheRC1aPXI3kgmR8f+l71nFsHhVEVixULkFxZT2yb1Qb/uA1avZ3mOmY4eaMv2X9Bo7jMDlwMusohBAzFtY1DI/3ehzvp72PnPIc1nFsGhVEVmxIgBEHvdaUsr/DTMfB3exaZnEZcRjZdSQ8xB6soxBCzNzi0MXwcPBA1LEoaLQa1nFsFhVEVsxNLERPbxfj7EdELbNWZZVl4ez1s5jendplhJC7cxQ6ImZUDE4XncbXF79mHcdmUUFk5ULlEqQa404zapm1Kj4jHi5CF4zpNoZ1FEKIhQj1CcVTfZ/Ch+kfQqVWsY5jk6ggsnIKmQR/FVVCXW3gQa/UMmuRltMiPiMeE+QT4GDnwDoOIcSCvDz4Zfi5+CEyMRKN2kbWcWwOFURWTjfoNT3HwAUDtcxalF6YjrzKPBrVQQhpNwc7B8SGx+JiyUV8/sfnrOPYHCqIrJy/VAwvF3vDts0a64CGavNrmZnBFvjKDCX8nP0w2Hsw6yiEEAs0wGsAnu3/LLac3YI/S/5kHcemUEFk5Xg8HhQyiWHvNNMPdnU33DE7QywBtA1AfRXTGLWNtdiXtQ/TgqaBz6P/tQghHfOfkP8gyC0IkYmRaNA0sI5jM+hPbRsQKpPgTK7acINezWWOmY4uB+O22aHcQ6hsqKR2GSGkU0QCEWJHxSJDnYHNZzazjmMzqCCyAQq5FHWNWpw31KBX/aR7M2qZAcwXVsep4hDiFQKZq4xpDkKI5est7Y0XQl7A5+c+xx/X/2AdxyZQQWQD+nV1hYOQjzRDtc3MsWUGML31vrimGMevHadRHYQQg3l2wLPoI+2DyGORqG2sZR3H6lFBZAOEAj5CurkbbmE1tcxusydzD/g8PibKJzLLQAixLkK+ELGjYpFXkYePTn3EOo7Vo4LIRijkTQurDTLotaa0acK80Ez22XFwa/qVYctMqVJidLfRcLN3Y5aBEGJ9gt2D8fLgl/F/F/4PaYVprONYNSqIbIRCJkVxZR1ySgww6LVGbT7tMgAQ2AH2rsxaZn+V/oWLJRdpMTUhxCie6vsUBnkPQlRiFKobjDCsmwCggshmDAloWmdjkLaZOW3KqOPgzqxlpsxQwt3eHff43cPk/IQQ6ybgCxATHoMbtTfwXtp7rONYLSqIbISboxA9fZwNsx9RTan53GGmI3Zj0jLTaDXYpdqFifKJEAqEJj8/IcQ2BLgGYFHoInx/6XskXUtiHccqUUFkQ0JlUhhk8r25tcyApgKNQcssuSAZRTVFeCD4AZOfmxBiWx7v9TiG+w5H9PFoVNRXsI5jdaggsiEKmQSXCytRVt3JnU+pZaYXr4qH3FWO/p79TX5uQoht4fP4WB2+GhX1FXjn5Dus41gdKohsiELe1Obq9KBXs2yZuZu8ZVbdUI0DOQcQERwBHo9n0nMTQmxTV+euWDJ0CX6+8jMO5x5mHceqUEFkQwKkjvB0tkdqZ9tm1DIDABzIOYCaxhpMC5pm0vMSQmzbQ90fwj1+92Bl0kqoGY8ssiZUENkQ/aDXztxpxnHUMrspThWHob5D0dW5q0nPSwixbTweDytHrkS9ph5rU9ayjmM1qCCyMQq5BGeuqtGg6eCg14ZqQFNvpi0zNaA10ADbuyioKkBKfgoigmjvIUKI6Xk7euPN4W9iT+Ye7MvaxzqOVaCCyMaEyiSobdDi/LXyjh3A3OaY6YglADigroPfVzvtytgFkUCE8bLxJjkfIYT805TAKRgvG4+YEzEorilmHcfiUUFkY/p1dYO9HR+pWR1cR2Ruc8x0TDjPjOM4KFVK3B9wP5xFzkY/HyGEtITH4yFqRBR4PB7WJK0xzGgmG0YFkY0R2fER4u+ODk++193JZXYtM93Ee+PfaXax5CJUZSpqlxFCmJM6SLF8xHIczD2I+Ix41nEsGhVENkgh68SgV7Ntmbk3/WqCO82UKiU8HDwQ1jXM6OcihJC7GScbh6lBU7EueR0KqwpZx7FYVBDZIIVcgusVdcgtqWn/i3VXYBzMbKq7rmVm5CtEDdoG7M7cjalBU2HHtzPquQghpK2WDVsGBzsHrEhaQa2zDqKCyAbpB712ZD+iWjUgcgHMbW6XvSvA4xt9DVHStSSU1JbQZHtCiFlxs3fDypErcSzvGH766yfWcSwSFUQ2yN1RhB7eHRz0ao6bMgIAn9901crILbM4VRy6u3dHL0kvo56HEELa695u9+LhHg/jnZPvIK8yj3Uci0MFkY1SyCVI68gGjTWl5neHmY6Du1FbZuX15fg953c8EPwAjeoghJil1xWvw83eDcuPLYeWM82+bNaCCiIbFSqT4nJRBcpq2jnotVZtnleIgKY7zYzYMtuXtQ+NXCOmBE0x2jkIIaQznEXOWBO+BicLTuK7P79jHceiUEFkoxQyCTiuA4NezbVlBvy9W7WRKFVKjOgyAt6O3kY7ByGEdNbwLsMxo/cMbEzbiKyyLNZxLAYVRDZK5uEIT2dR+9tmNtoyy63IRXpROi2mJoRYhIVDFsLb0RtRx6Kg0WpYx7EIZlEQbdq0CXK5HA4ODhg+fDhSUlJafe7WrVtxzz33QCKRQCKRYNy4cXd8PmkZj8dDqEzS/jvNatXmtymjjhFbZvEZ8XC0c8T9/vcb5fiEEGJIjkJHxIyKwdnrZ/HlhS9Zx7EIzAui77//HosXL8aKFSuQnp6OkJAQTJw4EUVFRS0+/9ChQ5gxYwZ+//13JCUlwd/fHxMmTEBeHq2oby+FTIrTue0c9Gr2LbMygx+W4zjEq+IxTjYOjkJHgx+fEEKMYbD3YMzuNxsfn/oYV0qvsI5j9pgXRO+99x7mzp2LOXPmoG/fvtiyZQscHR2xbdu2Fp//zTff4KWXXsKgQYPQu3dvfPbZZ9BqtUhISDBxcssXKm8a9HqhrYNetdqmKzA21jI7c/0McipyMD14usGPTQghxjR/8Hz4u/jjzcQ30aBt5000NoZpQVRfX4+0tDSMGzdO/xifz8e4ceOQlJTUpmNUV1ejoaEBUqm0xa/X1dWhvLy82Qdp0l836LWt+xHVVwCc1oyvEEmaMmoaDXpYpUoJXydfDPUdatDjEkKIsdkL7LF21FpcLr2Mz85+xjqOWWNaEBUXF0Oj0cDHx6fZ4z4+PigoKGjTMZYuXYquXbs2K6putW7dOri5uek//P39O53bWojs+Ajp5o60tq4j0s8xM9c1RO5Nv9Yarm1Wr6nH3qy9mBo4FXwe8wuqhBDSbv08++G5Ac/h07Of4sKNC6zjmC2L/hN+/fr12LFjB37++Wc4ODi0+Jxly5ahrKxM/5Gbm2vilOYtVC5BalYbB73q55i5GzVThxlhntmRq0dQXl9Od5cRQizaCwNfQHdJd0QmRqJeU886jlliWhB5enpCIBCgsLD5dN7CwkL4+vre8bXvvvsu1q9fj3379mHgwIGtPs/e3h6urq7NPsjfFDIJiirqcLW0DYNedXdwme0Vopu5DHinWZwqDv08+iHYPdhgxySEEFMTCoSICY9BVnkWPjn9Ces4ZolpQSQSiRAaGtpsQbRugXRYWFirr3v77bexZs0a7N27FwqFwhRRrVaorB2DXvUtM3ej5ekUXS4Dbc5YWluKo1eP0tUhQohV6CXthZdCXsIX57/AmetnWMcxO8xbZosXL8bWrVvx5Zdf4uLFi3jxxRdRVVWFOXPmAABmzZqFZcuW6Z//1ltvYfny5di2bRvkcjkKCgpQUFCAyspKVt+CRXN3FKG7tzNS27JBY00pAB5g72b0XB2iu0JkoJbZnsw9AIDJgZMNcjxCCGFtTv856OfRD1GJUahpbENnwIYwL4gef/xxvPvuu4iOjsagQYNw+vRp7N27V7/QOicnB/n5+frnb968GfX19fjXv/6FLl266D/effddVt+CxVPIJEhry51mteqmifJ85r9tWiZ0BPhCg7XM4jPiEe4XDqlDy3cwEkKIpbHj2yFmVAzyq/LxYfqHrOOYFTvWAQBg/vz5mD9/fotfO3ToULPPs7KyjB/IxoTKJPg+NRdlNQ1wEwtbf2JNqfm2ywCAxzPYPLPMskz8UfwHNoze0OljEUKIOQlyC8LLg1/GhtQNGBswFgpfWnoCmMEVIsKeQi4FxwGn7jbotUZtvguqdcQSg7TMlColXIQuGO0/2gChCCHEvDzZ50kM9h6MqGNRqG6oZh3HLFBBRCDXDXq9W9vMnHep1nFw73TLTMtpEZ8Rj4mBE2EvsDdILEIIMScCvgAx4TEoqS3BhlS6Eg5QQUTQNOh1SIDk7gurzb1lBhikZZZWmIb8qnxEBNHdZYQQ6+Xv6o9XQ1/FD5d/wPG846zjMEcFEQEAKOSSuw96tZGWmVKlhJ+zHwZ7DzZQKEIIMU+P9XoMI7qMQPTxaJTX2/ZoKyqICAAgVCZFTYMGF/Pv8D+EDbTMahprsC97H6YHTwePxzNYLEIIMUc8Hg+rR65GVUMV3kp5i3UcpqggIgCA/n6uENnx79w2q1Fbfcvs95zfUdVQhWlB0wwWiRBCzFkX5y5YMnQJ4lRx+D3nd9ZxmKGCiAAA7O0ECOnm1vrCaq0GqCu3+paZMkOJQV6DEOAaYMBQhBBi3h7s/iBGdxuNVUmrUFpruHmQloQKIqI3RCZBanZJy4NedRPkLaFl1lgDNNS2+6XFNcU4fu04jeoghNgcHo+HFWEr0Mg1Ym3yWtZxmKCCiOgpZFIUlrcy6FV31cUSWmZAh9YR7c7YDQFPgInyiQaNRAghlsDL0QuRwyOxN2sv9mbtZR3H5KggInq6Qa8tts30g10toGUGdGgdkTJDiTH+Y+BmrrPaCCHEyCbJJ2GCbAJiT8SiuKaYdRyTooKI6EmdRAjyckJqdsntX9T1lC2hZQa0+wrR5dLL+LPkT9p7iBBi03g8HqJGRIHP42NV0qqWl1BYKSqISDMKWSsbNOqvELmbMk776fK1c2F1vCoe7vbuGOU3yvCZCCHEgkgcJIgOi8ah3ENQZihZxzEZKohIMwqZFJcKK1Be29D8CzWlAN8OEDmzCdZWuitE7WiZabQaxGfEY3LgZAgFdxhuSwghNmJswFhEBEVgffJ6FFQVsI5jElQQkWZC5ZKbg17Vzb9Qo24qNsx9s0KhA2AnblfLLDk/GddrrmN68HTj5SKEEAuzdNhSiIVirDi+wiZaZ1QQkWaCPJ0gdRIhLesf64hq1ea/oFqnnXsRKTOUkLvK0c+jnxFDEUKIZXGzd8Pqkatx/Npx/Hj5R9ZxjI4KItKMftDrP+80s4RdqnXasVt1VUMVEnISaFQHIYS0INwvHP/q+S+8m/oucityWccxKiqIyG10g14bbx30WlNq/neY6bRjntmB7AOoaayhUR2EENKK1xSvQeogxfJjy6Hl7jAA3MJRQURuo5BJUF2vwcX8ir8ftNKWmTJDiaG+Q9HFuYuRQxFCiGVyEjphTfgapBWm4ZuL37COYzRUEJHb9Pdzg0jAb74fkRW2zAqqCpCSn0J7DxFCyF0M9R2KmX1m4oP0D5BZlsk6jlFQQURu4yAUYEA3t+briKywZRafEQ97gT3Gy8YbPRIhhFi6BUMWwNfJF1GJUWjUNrKOY3BUEJEWKWQSpGWV/n2rpZW1zDiOQ7wqHvcH3A9nc99biRBCzIDYToyY8Bicu3EO289vZx3H4KggIi0KlUlQUF6LPHUN0FgHNFRbXsvsDvtmXCi5AFWZiibbE0JIOwzyHoTZ/WZj0+lNuFx6mXUcg6KCiLSo2aBX3XocS2qZaRuairhWKFVKeIo9MaLLCNPlIoQQKzBv0DzIXGSISoxCg6bh7i+wEFQQkRZ5ONsjyNOpaa6Zbj2OJbXMgFbbZg3aBuzJ3IOpgVNhx7czYTBCCLF89gJ7xN4Ti8ull/HpH5+yjmMwVBCRVoXKbm7QaCmDXXX0A17VLX75eN5xlNSWULuMEEI6qJ9HP8wdOBdbz27F+RvnWccxCCqISKsUcgkuFZSjuvx60wOW1DIDWr3TLE4Vhx6SHugl7WWySIQQYm2eH/A8ekp6IioxCnWaOtZxOo0KItKqUJkUWg7IybvW9IDFXCFqvWVWXl+OQ7mH8EDwA6bNRAghVkYoECJmVAyyyrOw6fQm1nE6jQoi0qpgLydIHIXILygA7BwAoZh1pLZxcGv6tYWW2b6sfWjkGjElcIppMxFCiBXqKemJeYPm4cvzX+J00WnWcTqFCiLSKh6Ph1CZBCXFhZbTLgMAgR0gcmmxZaZUKRHWJQxejl6mz0UIIVbo6X5Po79Hf0QmRqKmsYZ1nA6jgojcUahMiuryG+AspV2m08LmjLnluUgvSqfF1IQQYkB2fDvEjIpBYXUhPkj/gHWcDqOCiNyRQi6Bk7YC1XwX1lHaR+x2W8ssPiMejnaOuD/gfjaZCCHESgW6BWLBkAX45uI3SMlPYR2nQ6ggInc0wM8NEl4VbmidWEdpH7GkWcuM4zgoM5QYLxsPsZ2FrIUihBALMrPPTCh8FIg+Ho2qhirWcdqNCiJyRw5CAbrY1+JanT3rKO3j4N6sZXbm+hnkVuRievB0dpkIIcSK8Xl8rAlfg5LaEryb+i7rOO1GBRG5K09BNbKqhKxjtI9untlNcao4+Dr5QuGrYBaJEEKsXTeXbnhN8Rr+d/l/SMxLZB2nXaggInflwlUhr9ahadCrpbilZVavqcferL2YFjQNfB79lieEEGN6tOejGNl1JFYcX4GyujLWcdqM/nYgd8ZxEDWWowxOSM0qYZ2m7W5pmR2+ehgV9RWICKK7ywghxNh4PB5WjVyFmoYavJXyFus4bUYFEbmzhmrwNPWwd5Y2Tb63FGJ3oLYM0GoRp4pDf4/+CHIPYp2KEEJsgq+TL94Y/gaUGUok5CSwjtMmVBCRO7u5DsfHpwtSsyypIJIAnBYl5TlIvJqIacHTWCcihBCbEhEUgTH+Y7A6aTVKa83/7w8qiMid3VyHI/Prij8LylFZ18g2T1vd3Fl7b0Y8AGBy4GSGYQghxPbweDysCFsBLafFmhNrwHEc60h3RAURubOb63B6yv2h5YBTOeZf5QPQD6JVZu/HqG6jIHWQss1DCCE2yFPsicgRkdifvR97s/ayjnNHVBCRO7vZMvPv6gd3R6HltM3EEmQI7XCuPIMWUxNCCEOT5JMwST4JMSdicL36Ous4raKCiNzZzZYZ39EdoQESy1lY7eCOeGcnuAgcMNp/NOs0hBBi0yKHR0LIF2JV0iqzbZ1RQUTurKYUEDkDAiFC5RKcyilFo0bLOtVdaUXOUDo7YZJrT9gLLGyXbUIIsTLuDu5YEbYCh68exi9XfmEdp0VUEJE7q1E33bEFQCGToqpegz8LKthmaoPUonQU2NlhuqM/6yiEEEIA3BdwH6YHT8fbJ99GfmU+6zi3oYKI3FlNqf6OrYHd3CAU8CyibRanioO/BgjRWtjIEUIIsWJLhy2Fk9AJ0cejza51RgURubNatf6OLQehAP393JBq5gVRTWMN9mfvRwQnBq/WcraNJ4QQa+cqcsXqkatxIv8Efrj0A+s4zVBBRO6sRq0viABAIZMgzcxHeBzMOYjqxmpME3o3m3hPCCGEvZF+I/FYz8ewIW0DcstzWcfRo4KI3NktLTMACJVJca2sFtfMeNCrUqXEEO8h8Bd76e+SI4QQYj5eVbwKqYMUUceioNFqWMcBQAURuZtatX5RNQCEypr+21zbZterryMpP6lpVIdYot9HiRBCiPlwFDpiTfganCo6ha8vfs06DgAqiMjd/KNl5uViD7mHo9m2zXZn7oYdzw4TZBOaclNBRAghZmmo71DM7DMTH6Z/iAx1Bus4VBCRO9Bqm64Q3dIyA5raZuZ6hShOFYcx/mPgZu/WlJtaZoQQYrYWDFmArs5dEZkYiUYt21mZVBCR1tVXAJy2WcsMABRyCS7mm9+g10sll3C59DIigm+O6hBLgLpyQGNeOQkhhDRxsHNA7KhYXCi5gC/OfcE0CxVEpHW6dtMtLTOg6U4zLQeczlGbOtEdKVVKSOwlCPcLb3pAl5tuvSeEELM10Gsg5vSbg0/OfIJLJZeY5aCCiLROd8v6P1pmwV7OcBMLkZptPuuIGrWN2JW5C1OCpkDIv7kZoy43tc0IIcSsvTToJchd5YhMjESDpoFJBiqISOt0hcQ/WmZ8Pg+hMvMa9Jqcn4zimuLmk+11uWlhNSGEmDWRQIS1o9ZCpVZhy9ktTDJQQURa10rLDGi6/f5UjhoarXlsvR6nikOQWxD6evT9+0FdbtqckRBCzF4fjz54PuR5fP7H5zhXfM7k56eCiLSuphQAD7B3u+1LCpkElXWN+LOg3PS5/qGqoQoHcw4iIjgCPB7v7y9Qy4wQQizKcwOeQy9pL0QmRqJOU2fSc1NBRFpXqwYc3AD+7b9NQvzdzWbQ6/7s/ajT1GFa0LTmXxA5AXwhXSEihBALIeQLERsei9yKXHx86mOTnpsKItK6mtIW22VA06DXfl3dkJrFvthQqpQY5jsMvk6+zb/A49HmjIQQYmG6S7pj/uD5+PL8l0gvTDfZeakgIq2rUd92h9mtFGawsPpa5TWkFKQ0jepoCW3OSAghFmd239kY6DUQUceiUN1QbZJzUkFEWvePOWb/pJBLkKeuQX4Zu0GvuzJ2wUHggPGy8S0/geaZEUKIxRHwBYgdFYvr1dfxftr7JjknFUSkdXdomQFNIzwAMGubcRwHZYYSY2Vj4SR0avlJYndaQ0QIIRZI5irDwtCF2HFpB07knzD6+cyiINq0aRPkcjkcHBwwfPhwpKSk3PH5P/74I3r37g0HBwcMGDAAu3fvNlFSG3OXlpmXiz1kHo7M2mbnb5xHZllm872H/olaZoQQYrFm9J6BYb7DEH0sGpX1lUY9F/OC6Pvvv8fixYuxYsUKpKenIyQkBBMnTkRRUVGLzz9+/DhmzJiBZ599FqdOncKDDz6IBx98EOfOmX7PAqt3l5YZ0LQfEasdq+NUcfASe2F4l+GtP4laZoQQYrH4PD5Wh69GWV0Z3kl9x7jnMurR2+C9997D3LlzMWfOHPTt2xdbtmyBo6Mjtm3b1uLzP/jgA0yaNAmvv/46+vTpgzVr1mDIkCH4+GPT3p5nE2rUd2yZAYBCJsXF/ApUmXjQa4OmAXsz92Jq0FTY8e1afyK1zAghxKL5OfthydAl2PnXTqOe5w5/kxhffX090tLSsGzZMv1jfD4f48aNQ1JSUouvSUpKwuLFi5s9NnHiRPzyyy8tPr+urg51dX9v7lRW1jToc+RnCgjEgk5+B1bO3Rk49xlwvuXiFAA4DhB100Lx+VITBgPAA3g8DTb/5IBPdvzU6tP+zc/BUkEe6t+QmjAcIYQQQ7oXwFBvCcrLy+Hi4tJ8E14DYVoQFRcXQ6PRwMfHp9njPj4++PPPP1t8TUFBQYvPLygoaPH569atw6pVq257/Pyrf3UwNTEv8+/41bU3PwghhFi6UnzxqhuKiorg5eVl8KMzLYhMYdmyZc2uKKnVashkMuTk5MDN7faRFMR0ysvL4e/vj9zcXLi6urKOY/Po/TAf9F6YD3ovzIfuvRCJREY5PtOCyNPTEwKBAIWFhc0eLywshK+vb4uv8fX1bdfz7e3tYW9vf9vjbm5u9JvbTLi6utJ7YUbo/TAf9F6YD3ovzIcx2mUA40XVIpEIoaGhSEhI0D+m1WqRkJCAsLCwFl8TFhbW7PkAsH///lafTwghhBByN8xbZosXL8bs2bOhUCgwbNgwbNy4EVVVVZgzZw4AYNasWfDz88O6desAAAsWLMDo0aOxYcMGTJ06FTt27EBqaio+/fRTlt8GIYQQQiwY84Lo8ccfx/Xr1xEdHY2CggIMGjQIe/fu1S+czsnJAf+WaesjR47Et99+i6ioKLz55pvo0aMHfvnlF/Tv379N57O3t8eKFStabKMR06L3wrzQ+2E+6L0wH/RemA9jvxc8juM4oxyZEEIIIcRCMN+YkRBCCCGENSqICCGEEGLzqCAihBBCiM2jgogQQgghNs/mCqJNmzZBLpfDwcEBw4cPR0pKCutIVm/dunUYOnQoXFxc4O3tjQcffBCXLl1q9pza2lrMmzcPHh4ecHZ2xiOPPHLbBpzE8NavXw8ej4eFCxfqH6P3wnTy8vLw5JNPwsPDA2KxGAMGDEBqaqr+6xzHITo6Gl26dIFYLMa4cePw1180dsjQNBoNli9fjsDAQIjFYgQHB2PNmjW49Z4jei+M58iRI4iIiEDXrl3B4/Fum03alp99SUkJZs6cCVdXV7i7u+PZZ59FZWVlu3LYVEH0/fffY/HixVixYgXS09MREhKCiRMnoqioiHU0q3b48GHMmzcPJ06cwP79+9HQ0IAJEyagqqpK/5xFixZBqVTixx9/xOHDh3Ht2jU8/PDDDFNbv5MnT+K///0vBg4c2Oxxei9Mo7S0FOHh4RAKhdizZw8uXLiADRs2QCKR6J/z9ttv48MPP8SWLVuQnJwMJycnTJw4EbW1tQyTW5+33noLmzdvxscff4yLFy/irbfewttvv42PPvpI/xx6L4ynqqoKISEh2LRpU4tfb8vPfubMmTh//jz279+P+Ph4HDlyBM8//3z7gnA2ZNiwYdy8efP0n2s0Gq5r167cunXrGKayPUVFRRwA7vDhwxzHcZxareaEQiH3448/6p9z8eJFDgCXlJTEKqZVq6io4Hr06MHt37+fGz16NLdgwQKO4+i9MKWlS5dyo0aNavXrWq2W8/X15d555x39Y2q1mrO3t+e+++47U0S0GVOnTuWeeeaZZo89/PDD3MyZMzmOo/fClABwP//8s/7ztvzsL1y4wAHgTp48qX/Onj17OB6Px+Xl5bX53DZzhai+vh5paWkYN26c/jE+n49x48YhKSmJYTLbU1ZWBgCQSqUAgLS0NDQ0NDR7b3r37o2AgAB6b4xk3rx5mDp1arOfOUDvhSnFxcVBoVDg0Ucfhbe3NwYPHoytW7fqv56ZmYmCgoJm74WbmxuGDx9O74WBjRw5EgkJCbh8+TIA4MyZM0hMTMTkyZMB0HvBUlt+9klJSXB3d4dCodA/Z9y4ceDz+UhOTm7zuZjvVG0qxcXF0Gg0+h2wdXx8fPDnn38ySmV7tFotFi5ciPDwcP3u4gUFBRCJRHB3d2/2XB8fHxQUFDBIad127NiB9PR0nDx58rav0XthOhkZGdi8eTMWL16MN998EydPnsQrr7wCkUiE2bNn63/eLf2ZRe+FYb3xxhsoLy9H7969IRAIoNFoEBsbi5kzZwIAvRcMteVnX1BQAG9v72Zft7Ozg1Qqbdf7YzMFETEP8+bNw7lz55CYmMg6ik3Kzc3FggULsH//fjg4OLCOY9O0Wi0UCgXWrl0LABg8eDDOnTuHLVu2YPbs2YzT2ZYffvgB33zzDb799lv069cPp0+fxsKFC9G1a1d6L2yIzbTMPD09IRAIbrtbprCwEL6+voxS2Zb58+cjPj4ev//+O7p166Z/3NfXF/X19VCr1c2eT++N4aWlpaGoqAhDhgyBnZ0d7OzscPjwYXz44Yews7ODj48PvRcm0qVLF/Tt27fZY3369EFOTg4A6H/e9GeW8b3++ut444038O9//xsDBgzAU089hUWLFumHitN7wU5bfva+vr633RzV2NiIkpKSdr0/NlMQiUQihIaGIiEhQf+YVqtFQkICwsLCGCazfhzHYf78+fj5559x8OBBBAYGNvt6aGgohEJhs/fm0qVLyMnJoffGwMaOHYs//vgDp0+f1n8oFArMnDlT/9/0XphGeHj4bdtPXL58GTKZDAAQGBgIX1/fZu9FeXk5kpOT6b0wsOrq6mZDxAFAIBBAq9UCoPeCpbb87MPCwqBWq5GWlqZ/zsGDB6HVajF8+PC2n6zTS8ItyI4dOzh7e3tu+/bt3IULF7jnn3+ec3d35woKClhHs2ovvvgi5+bmxh06dIjLz8/Xf1RXV+uf85///IcLCAjgDh48yKWmpnJhYWFcWFgYw9S249a7zDiO3gtTSUlJ4ezs7LjY2Fjur7/+4r755hvO0dGR+/rrr/XPWb9+Pefu7s79+uuv3NmzZ7kHHniACwwM5Gpqahgmtz6zZ8/m/Pz8uPj4eC4zM5PbuXMn5+npyS1ZskT/HHovjKeiooI7deoUd+rUKQ4A995773GnTp3isrOzOY5r289+0qRJ3ODBg7nk5GQuMTGR69GjBzdjxox25bCpgojjOO6jjz7iAgICOJFIxA0bNow7ceIE60hWD0CLH1988YX+OTU1NdxLL73ESSQSztHRkXvooYe4/Px8dqFtyD8LInovTEepVHL9+/fn7O3tud69e3Offvpps69rtVpu+fLlnI+PD2dvb8+NHTuWu3TpEqO01qu8vJxbsGABFxAQwDk4OHBBQUFcZGQkV1dXp38OvRfG8/vvv7f4d8Ts2bM5jmvbz/7GjRvcjBkzOGdnZ87V1ZWbM2cOV1FR0a4cPI67ZStOQgghhBAbZDNriAghhBBCWkMFESGEEEJsHhVEhBBCCLF5VBARQgghxOZRQUQIIYQQm0cFESGEEEJsHhVEhBBCCLF5VBARQgghxOZRQUSIhRszZgwWLlxoc+e2RgkJCejTpw80Gk2Hj7F3714MGjRIP4eLENI2VBARQjps586dWLNmjf5zuVyOjRs3tvs4bS2sOnp8S7FkyRJERUVBIBAAAE6dOoXBgwfD2dkZERERKCkp0T+3sbERoaGhSElJaXaMSZMmQSgU4ptvvjFpdkIsHRVEhJAOk0qlcHFxYR2j3err6297TKPRML2qkpiYCJVKhUceeUT/2HPPPYf7778f6enpKCsrw9q1a/Vf27BhA8LDwzFs2LDbjvX000/jww8/NEluQqwFFUSEWAGtVoslS5ZAKpXC19cXK1eu1H8tKysLPB4Pp0+f1j+mVqvB4/Fw6NAhAMChQ4fA4/Hw22+/YfDgwRCLxbj//vtRVFSEPXv2oE+fPnB1dcUTTzyB6upq/XFuvbIzZswYZGdnY9GiReDxeODxeACAGzduYMaMGfDz84OjoyMGDBiA7777Tn+Mp59+GocPH8YHH3ygf11WVtZt32Nrxweaiol77rkHYrEY/v7+eOWVV1BVVaX/ulwux5o1azBr1iy4urri+eefx/bt2+Hu7o64uDj07dsX9vb2yMnJQV1dHV577TX4+fnByckJw4cP1/+cAOhf99tvv6FPnz5wdnbGpEmTkJ+fDwA4cuQIhEIhCgoKmuVfuHAh7rnnnlbfwx07dmD8+PFwcHDQP3bx4kXMnTsXPXv2xIwZM3Dx4kUAQEZGBj7//HPExsa2eKyIiAikpqZCpVK1ej5CSHNUEBFiBb788ks4OTkhOTkZb7/9NlavXo39+/e3+zgrV67Exx9/jOPHjyM3NxePPfYYNm7ciG+//Ra7du3Cvn378NFHH7X42p07d6Jbt25YvXo18vPz9QVCbW0tQkNDsWvXLpw7dw7PP/88nnrqKX2r54MPPkBYWBjmzp2rf52/v3+bj69SqTBp0iQ88sgjOHv2LL7//nskJiZi/vz5zV7/7rvvIiQkBKdOncLy5csBANXV1Xjrrbfw2Wef4fz58/D29sb8+fORlJSEHTt24OzZs3j00UcxadIk/PXXX/pjVVdX491338X//d//4ciRI8jJycFrr70GALj33nsRFBSE//u//9M/v6GhAd988w2eeeaZVn/2R48ehUKhaPZYSEgI9u/fj8bGRiQkJGDgwIEAgP/85z94++23W706FxAQAB8fHxw9erTV8xFC/oEjhFi00aNHc6NGjWr22NChQ7mlS5dyHMdxmZmZHADu1KlT+q+XlpZyALjff/+d4ziO+/333zkA3IEDB/TPWbduHQeAU6lU+sdeeOEFbuLEic3OvWDBAv3nMpmMe//99++aeerUqdyrr77a6nFa09Lxn332We75559v9tjRo0c5Pp/P1dTU6F/34IMPNnvOF198wQHgTp8+rX8sOzubEwgEXF5eXrPnjh07llu2bFmz1125ckX/9U2bNnE+Pj76z9966y2uT58++s9/+uknztnZmausrGz1e3Nzc+O++uqrZo+dO3eOu/fee7mAgABuxowZXFlZGffVV19xDzzwAHf16lVuwoQJXHBwMBcZGXnb8QYPHsytXLmy1fMRQpqzY1mMEUIMQ3flQKdLly4oKirq1HF8fHzg6OiIoKCgZo/9cxHv3Wg0GqxduxY//PAD8vLyUF9fj7q6Ojg6OrY7X0vOnDmDs2fPNltEzHEctFotMjMz0adPHwC47eoLAIhEombf8x9//AGNRoOePXs2e15dXR08PDz0nzs6OiI4OFj/+T9/3k8//TSioqJw4sQJjBgxAtu3b8djjz0GJyenVr+PmpqaZu0yAOjXrx8OHz6s//zGjRtYsWIFjhw5gpdffhkjR47Ezp07MXToUAwfPhwRERH654rF4mbtTULInVFBRIgVEAqFzT7n8Xj6BcJ8flNnnOM4/dcbGhruehwej3fH47bVO++8gw8++AAbN27EgAED4OTkhIULF7a4sLkjKisr8cILL+CVV1657WsBAQH6/26pGBGLxc3WIlVWVkIgECAtLU1/p5eOs7Oz/r9b+rnc+vP19vZGREQEvvjiCwQGBmLPnj3N1iG1xNPTE6WlpXd8zuLFi7Fw4UJ069YNhw4dQkxMDJycnDB16lQcOnSoWUFUUlICLy+vOx6PEPI3KogIsXK6vxTz8/MxePBgAGi2wNqQRCLRbXvoHDt2DA888ACefPJJAE0LwC9fvoy+ffve8XVtPf6QIUNw4cIFdO/evdP5Bw8eDI1Gg6KiojsugG6L5557DjNmzEC3bt0QHByM8PDwu577woULrX49ISEBFy9exBdffAGg6cqbrrD9Z4FbW1sLlUqlf78JIXdHi6oJsXJisRgjRozA+vXrcfHiRRw+fBhRUVFGOZdcLseRI0eQl5eH4uJiAECPHj2wf/9+HD9+HBcvXsQLL7yAwsLC216XnJyMrKwsFBcXt3oVqqXjL126FMePH8f8+fNx+vRp/PXXX/j1119vW1TdFj179sTMmTMxa9Ys7Ny5E5mZmUhJScG6deuwa9eudh1r4sSJcHV1RUxMDObMmdOm5ycmJrb4tdraWsyfPx+ffvqp/opfeHg4Nm3ahDNnzuCnn35qVnCdOHEC9vb2CAsLa1dmQmwZFUSE2IBt27bpN/JbuHAhYmJijHKe1atXIysrC8HBwforU1FRURgyZAgmTpyIMWPGwNfXFw8++GCz17322msQCATo27cvvLy8kJOT0+bjDxw4EIcPH8bly5dxzz33YPDgwYiOjkbXrl079D188cUXmDVrFl599VX06tULDz74IE6ePNms/dYWfD4fTz/9NDQaDWbNmnXX58+cORPnz5/HpUuXbvvaqlWrMHXqVAwaNEj/2IcffojTp0/j3nvvRURERLP9i7777jvMnDnTYOu0CLEFPO7WxjchhBCDefbZZ3H9+nXExcW16fmvv/46ysvL8d///rfD5ywuLkavXr2QmpqKwMDADh+HEFtDV4gIIcTAysrKkJiYiG+//RYvv/xym18XGRkJmUzWqR2zs7Ky8Mknn1AxREg70RUiQggxsDFjxiAlJQUvvPAC3n//fdZxCCFtQAURIYQQQmwetcwIIYQQYvOoICKEEEKIzaOCiBBCCCE2jwoiQgghhNg8KogIIYQQYvOoICKEEEKIzaOCiBBCCCE2jwoiQgghhNi8/wdR75PLpKPyegAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Definimos las funciones de adherencia de los antecedentes y el consecuente\n", "\n", "# Terreno de humedad\n", "humitat['sec'] = fuzz.trimf(humitat.universe, [0, 0, 17])\n", "humitat['apropiat'] = fuzz.trimf(humitat.universe, [15, 20, 25])\n", "humitat['mullat'] = fuzz.trimf(humitat.universe, [23, 50, 100])\n", "\n", "# Temperatura\n", "temperatura['fred'] = fuzz.trimf(temperatura.universe, [-50, 0, 15])\n", "temperatura['normal'] = fuzz.trimf(temperatura.universe, [12, 20, 28])\n", "temperatura['calor'] = fuzz.trimf(temperatura.universe, [24, 31.5, 39])\n", "temperatura['molta_calor'] = fuzz.trimf(temperatura.universe, [35, 65.5, 100])\n", "\n", "# Aspersor\n", "aspersor['molt poc'] = fuzz.trimf(aspersor.universe, [-20, 0, 20])\n", "aspersor['poc'] = fuzz.trimf(aspersor.universe, [15, 30, 45])\n", "aspersor['mitja'] = fuzz.trimf(aspersor.universe, [40, 55, 70])\n", "aspersor['molt'] = fuzz.trimf(aspersor.universe, [65, 75, 85])\n", "aspersor['total'] = fuzz.trimf(aspersor.universe, [80, 100, 120])\n", "\n", "# Vemos las funciones de pertenencia\n", "humitat.view()\n", "temperatura.view()\n", "humitat.view()\n", "\n", "aspersor.view()" ] }, { "cell_type": "markdown", "id": "f7e7da9e56c208a5", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Definición de reglas difusas\n", "\n", "Ahora definimos las reglas difusas del sistema de riego. Para definir las reglas difusas, utilizaremos la librería `Ctrl.Rule` de la librería `skfuzzy`. Esta función recibe los antecedentes y los consecuentes de la regla difusa, así como el operador lógico que se aplicará entre los antecedentes.\n", "\n", "En nuestro caso, definiremos las siguientes reglas difusas:\n", "\n", "| Humedad | Temperatura | Aspersor |\n", "| ----------- | ----------- | ----------- |\n", "|Seco |Frío |Mucho |\n", "|Seco |Normal |Mucho |\n", "|Seco |Caliente |Total |\n", "|Seco |Muy caliente |Total |\n", "|Apropiado |Frío |Poco |\n", "|Apropiado |Normal |Poco |\n", "|Apropiado |Caliente |Medio |\n", "|Apropiado |Muy caliente |Medio |\n", "|Húmedo |Frío |Muy poco |\n", "|Húmedo |Normal |Muy poco |\n", "|Húmedo |Caliente |Muy poco |\n", "|Húmedo |Muy caliente |Poco |\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 7, "id": "337cd24e53e0a931", "metadata": { "ExecuteTime": { "end_time": "2024-01-22T19:22:02.315870Z", "start_time": "2024-01-22T19:22:02.278828Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Definimos las reglas difusas\n", "\n", "regla1 = ctrl.Rule(humitat['sec'] & temperatura['fred'], aspersor['mitja'])\n", "regla2 = ctrl.Rule(humitat['sec'] & temperatura['normal'], aspersor['mitja'])\n", "regla3 = ctrl.Rule(humitat['sec'] & temperatura['calor'], aspersor['mitja'])\n", "regla4 = ctrl.Rule(humitat['sec'] & temperatura['molta_calor'], aspersor['mitja'])\n", "regla5 = ctrl.Rule(humitat['apropiat'] & temperatura['fred'], aspersor['poc'])\n", "regla6 = ctrl.Rule(humitat['apropiat'] & temperatura['normal'], aspersor['poc'])\n", "regla7 = ctrl.Rule(humitat['apropiat'] & temperatura['calor'], aspersor['mitja'])\n", "regla8 = ctrl.Rule(humitat['apropiat'] & temperatura['molta_calor'], aspersor['mitja'])\n", "regla9 = ctrl.Rule(humitat['mullat'] & temperatura['fred'], aspersor['molt poc'])\n", "regla10 = ctrl.Rule(humitat['mullat'] & temperatura['normal'], aspersor['molt poc'])\n", "regla11 = ctrl.Rule(humitat['mullat'] & temperatura['calor'], aspersor['molt poc'])\n", "regla12 = ctrl.Rule(humitat['mullat'] & temperatura['molta_calor'], aspersor['poc'])" ] }, { "cell_type": "markdown", "id": "a856f3f0dffb3c4c", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Definición del sistema de riego\n", "Luego definimos el sistema de riego. Para definir el sistema de riego, utilizaremos la función `ctrl.controlsystem` de la librería `skfuzzy`. Esta función recibe como parámetro una lista con las reglas difusas del sistema." ] }, { "cell_type": "code", "execution_count": 8, "id": "6edda116b918d7e7", "metadata": { "ExecuteTime": { "end_time": "2024-01-22T19:22:04.036786Z", "start_time": "2024-01-22T19:22:02.305784Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Definimos el sistema de riego\n", "\n", "sistema_regat = ctrl.ControlSystem([regla1, regla2, regla3, regla4, regla5, regla6, regla7, regla8, regla9, regla10, regla11, regla12])\n", "\n", "# Vemos el sistema de riego\n", "sistema_regat.view()" ] }, { "cell_type": "markdown", "id": "4206d886547d5dfa", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Definición de simulador de sistema de riego\n", "\n", "Luego definimos el simulador del sistema de riego. Para definir el simulador del sistema de riego, utilizaremos la función `ctrl.controlsystemsimulation` de la librería `skfuzzy`. Esta función recibe el sistema de riego como un parámetro." ] }, { "cell_type": "code", "execution_count": 9, "id": "85d389ad0ca97223", "metadata": { "ExecuteTime": { "end_time": "2024-01-22T19:22:04.086228Z", "start_time": "2024-01-22T19:22:04.039156Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Definimos el simulador del sistema de riego\n", "\n", "simulador_regat = ctrl.ControlSystemSimulation(sistema_regat)" ] }, { "cell_type": "markdown", "id": "fb0c5f5a2b05932f", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Simulación del sistema de riego\n", "\n", "Ahora simulamos el sistema de riego." ] }, { "cell_type": "code", "execution_count": 10, "id": "de3883cf5e1038f0", "metadata": { "ExecuteTime": { "end_time": "2024-01-22T19:22:04.898629Z", "start_time": "2024-01-22T19:22:04.068337Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def controlador_difus(humitat_terreny_actual, temperatura):\n", " # Definimos los antecedentes del sistema de riego\n", " simulador_regat.input['humitat terreny (%)'] = humitat_terreny_actual\n", " simulador_regat.input['temperatura (ºC)'] = temperatura\n", " \n", " # Ejecutamos el sistema de riego\n", " try:\n", " simulador_regat.compute()\n", " except Exception as e:\n", " print(\"Humi. terreny: \" + str(humitat_terreny_actual) + \" Temp.: \" + str(temperatura))\n", " \n", " # Devuelve el valor del ascersor\n", " return simulador_regat.output['aspersor (%)']\n", "\n", "simula_regat(controlador_difus, 20, 100)" ] }, { "cell_type": "code", "execution_count": null, "id": "1e037349-45fc-4bdb-ad33-9b368d0bd944", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.19" } }, "nbformat": 4, "nbformat_minor": 5 }