{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from matplotlib import pyplot as plt\n", "from skimage.color import rgb2hed, hed2rgb\n", "from skimage import img_as_float, img_as_ubyte\n", "from skimage import data, io, filters, exposure\n", "from skimage import util\n", "import matplotlib as mp\n", "import numpy as np\n", "import math as mt\n", "from IPython.display import Image\n", "\n", "from pylab import *\n", "from scipy import *\n", "\n", "from ipywidgets import *\n", "\n", "%matplotlib inline \n", "\n", "from signals import changeX, changeY, Scenario, Signal, getFinalSignal, plotSingle, plotAllWithNoiseCancel, plotSpectrogram, plotAllWithNoiseCancelWithoutSpectrogram, plotSingleWithoutAll, plotSingleWIFFT, plotAllWithoutAll, plotAll" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# ROZWAZANY PRZEDZIAL ([T0, T1])\n", "signalScale = [0.0, 20.0]\n", "# WYSWIETLANA SKALA NA WYKRESIE (DZIEDZINA CZASU)\n", "timePlotXScale = [0.0, 20.0]\n", "# WYSWIETLANA SKALA Y (DZIEDZINA CZASU)\n", "timePloyYScale = [-3.0, 3.0] " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# SYGNAL W DZIEDZINIE CZASU" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Podstawowe cechy, czestotliwosc probkowania, Nyquista" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Pytanie** Poniżej możesz zobaczyć sygnał wraz z jego przesunięciem. Wyjaśnij poniższe pojęcia i zaznacz je na wykresie i/lub podaj ich wartość:\n", "a) amplituda\n", "b) częstotliwość\n", "c) faza\n", "d) okres" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAD4CAYAAADhNOGaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABDcElEQVR4nO3dd3hUZdrH8e+dRkIICSEFCKGHElqAgEjvIqhYsCDWdWXdFbCXVdeyNmxrQ1EUFBtYUEGlSK9SQg89CYGEEgIhIb0+7x9nspsXQzIhM3NmMs/nunIlmTlnzi8Rc89zniZKKTRN0zT35WF2AE3TNM1cuhBomqa5OV0INE3T3JwuBJqmaW5OFwJN0zQ352V2gEsREhKiWrVqZXYMTdM0l7Jt27YzSqnQCx93yULQqlUr4uLizI6haZrmUkTkaGWP61tDmqZpbk4XAk3TNDenC4GmaZqb04VA0zTNzelCoGma5uZsUghEZLaInBaR+Is8LyLynogkiMhuEelZ4bnRInLQ8tyTtsijaZqmWc9WLYLPgdFVPH8lEGX5mATMABART+ADy/PRwAQRibZRJk3TNM0KNplHoJRaKyKtqjhkHPCFMta83iQiQSLSFGgFJCilkgBEZJ7l2H22yPUnB5fAyZ3g0wB8G0KjVhDcBhpGgIhdLulK8otKOZiWzYnMfNLOF5BXVEpZmcLL04PGDXwIC6hHVHgAzQJ9Ef370jT7KiuFM4fhXDKcT4X8TCgphO63QOO2Nr2UoyaURQApFb5PtTxW2eOXVfYCIjIJozVBixYtLi1FwnLY+smfH/cPg5aXQ5sh0Oka8A+5tNd3McWlZWw9ksGKA6fZkHCGw6dzKC2rfn+KQD9verdqxOD2oQzrFE5EkJ8D0mpaHacUnN4PBxdB4ko4sROKc/98XORlLlsIKnv7qKp4/M8PKjUTmAkQGxt7abvpjH0TrnwNinKM6nruiFFxU7dC8gbYtwB+exTaDIbef4X2o8HD85Iu5cyS0nOYtzWF+dtSOZtbhI+XB5e1DmZkdDidmwXSIrg+4Q3rEeDrjYdAUWkZZ3OKOHW+gAOnstl3Iov1CWdYvv80/1qwl35tG3NjbHPGdm2Gj5cef6BpNZKXAbu/hW2fQ/oB47GmMdDjNojoCcFtITAC/ILBq55d7l44qhCkApEVvm8OnAB8LvK4/Xh4gm+g8dGopdEK6HOvUY3T4mHvz7BrHsy7FYJawsCHIWYieHrbNZYj7D2RxfSVCSzZewpPEYZ3CuP6ns0ZGBVCfZ+L/1Pw8vSgfrAXkcH16d0qGAClFEfO5PLr7pP8sC2Vh77dxWuLD/LXga2ZeFlL/HzqXgHVNJvKOQ0b34ets4x3/hGxcNXb0GEMBDRxaBSx1VaVlj6CX5VSXSp5biwwGRiDcevnPaVUHxHxAg4Bw4HjwFbgVqXU3qquFRsbq+y61lBpCRz8DTa8B8fjjH6EES9Ap6tdsi/hVFYBry05wE87jhNQz4u7+rfi9stbEhbga5PXV0qx5lA6H61JZFNSBk0a+vL46A5cGxOBh4fr/b40za6K840CsP5tKCmALuOh3xRo2s3ulxaRbUqp2D89botCICJzgSFACJAGPAd4AyilPhKjZ3E6xsiiPOBupVSc5dwxwDuAJzBbKfVyddezeyEopxQcWgIr/g2n90HUKBjzhtHJ7AJKyxSz1ifx9rLDlCrFpIFtuHdQGwL97Ne62Zx0lpcX7Wd3ahY9WwTx+vhutAsLsNv1NM2lHF4Ovz0EmceM/sjhz0JIlMMub9dC4GgOKwTlSktgy0xY9TKoMhj9KvS806lbB4npOTz6/S52HMtkRKdwnrs6msjg+g65dlmZ4scdx3npt33kFZby4Mgo/jaoLZ66daC5q8JsWPo0bJ8DIR2MN5RtBjs8hi4EtpCVCj//A46sgY5Xwbjp4NfI8TmqsWDncZ6cvwcfLw/+Pa4z13RvZspwz/TsQp5bGM+iPafo364xb98cY7PbUZrmMtL2wre3GcNA+02BIU+Btzn/H+hCYCtlZbDpQ1j+PARFwoR5ENrBnCwXKCop45VF+/l8YzKxLRsx/daeNAk09w+vUorv4lJ4buFeGtTz5qPbehJr6XDWtDpv93ewcKoxOOXGz41h6ia6WCHQY/1qysMD+k2Gu36Fwhz4ZDgcXGx2Ks7lFjHx0018vjGZewa0Zu6kvqYXAQAR4ebeLVhw/wACfL249ZPN/LzjuNmxNM2+ykphyT/hx3uNIaB/W2t6EaiKLgSXqkVfmLTKmNgx9xbY/LFpUVIy8rjho43sSs3i/Qk9+NdV0Xh7Otd/2g5NAvjx7/3o0SKIB7/dyX+WHcIVW6OaVq3iAvjhbuPOwWX3wR0LICDc7FRVcq6/Fq4msDn8ZYnRX7D4cVj1qjHSyIH2nsji+hkbOZNdyFf3XMbV3Zs59Po10cjfhy/vuYzxvZrz3orDPPVTPGVWzGTWNJdRkAVf3WBMTh31sjGB1QXmILnknsVOxdsPbpwDv0yFNdMgPwNGv2bcQrKzHcfOccesLTTw9eLrv/ejfbjzD9P08fLgjfHdCAuox4erEyksKeX1G7rh5WQtGE2rsbwM+OIaOH0AbpgFXcebnchquhDYgqcXXDMdfINg0wdQVgJj/2PX4aU7UzK5Y9YWGvn7MG9SX5q50Ho/IsLjozvi5+3JW8sOUVhSxjs3xzjd7SxNs1p5EUg/BLfOg3YjzE5UI7oQ2IqHB1zxstEM3PAOePkZ39uhGOxKyeT2WZsJ8vdmrosVgYqmDI/C19uTlxftx0OEd26O0XMNNNeTfw6+vBbSD8Itc12uCIAuBLYlAiOeN6aQb/oAfOrDsGdseolDadlGEajvzbxJl7v8yp/3DmpDqVJMW3yAQD8vXhzXRS9xrbmOwhyjT+D0frj5a4hyvSIAuhDYngiMngYl+bD2DeN2Ub/JNnnpE5n53Dl7C77ennzz174uXwTK3Te4LZl5xXy0JpEgPx8evcI55mVoWpVKi+H7u+DEDrj5K2g/yuxEl0wXAnvw8ICr3jGWuv79GWPiWfS4Wr1kVl4xd87eQk5BCd/+7XKHLRfhKE+M7kBWfjHTVyXQuIEPd/dvbXYkTbs4peCXByFhGVz9LnQca3aiWtG9c/bi4QnXz4TmveHHSZCy5ZJfqrCklHu/iOPo2Tw+vqMX0c0a2jCocxARXrq2C6Oiw3nx132sPJBmdiRNu7hVr8DOr2Dwk9DrLrPT1JouBPbk7QcT5kJAU2PSWUZSjV9CKcUzP8WzJTmDN2/qTr+2dXf3NE8P4Z1bYohu1pAp3+xg/8nzZkfStD/b/T2sfR163A5DnjQ7jU3oQmBv/iFw23xj1dK5txqdSzXw2YZkvt+WytRh7bjGiSeL2Up9Hy8+vaM3DXy9uOfzrZzOLjA7kqb9z4kdsHAytOxv9yHijqQLgSM0bgvjP4MzB2HBP6yefbzucDov/baPUdHhPDiivZ1DOo8mgb7MurM35/KKuf/r7RSXlpkdSdMgOw3mTQT/ULjpC/DyMTuRzehC4Chthxq7nO1bYMwzqEZKRh6Tv9lB+/AA3r45xu12+uoSEci0G7qyNfkc0xYfMDuO5u5Ki+G7O4w5A7d8Y7T06xCbFAIRGS0iB0UkQUT+dNNMRB4TkZ2Wj3gRKRWRYMtzySKyx/KcSWtLO0i/KdD5elj+AiSsuOhhRSVlTP5mO2VKMfP2WPzruefgrnExEdzVrxWz1h/h19323cpa06q04gVI2WTsQeKALSUdrdaFQEQ8gQ+AK4FoYIKIRFc8Rin1hlIqRikVA/wTWKOUyqhwyFDL839aJ7tOETH+IYV2hJ/+ZjQ1KzFt8QF2pWbxxvjutGhct4aJ1tRTYzrRs0UQj/+wm4TT2WbH0dzRoaXGHsO9/wpdbjA7jV3YokXQB0hQSiUppYqAeUBVg+YnAHNtcF3X5OMPN35mdBr/NMnY6KaCpXtPMXvDEe7q14rRXZqYFNJ5+Hh58OHEXvh5ezL5mx0UFJeaHUlzJ1mpxpu2Jl2N1UTrKFsUggggpcL3qZbH/kRE6mNsYD+/wsMK+F1EtonIpItdREQmiUiciMSlp6fbILaJwjrBldMgafX/6y9Iycjjse930a15IP8c09G0eM6mSaAvb97YnQOnsnV/geY4pcXwwz3G5xvnmLa9pCPYohBU1ot5sWExVwMbLrgt1F8p1RPj1tL9IjKoshOVUjOVUrFKqdjQ0NDaJXYGPe+EztfBypcgZQvFpWVMnrsDBUyf0JN6Xp5mJ3QqQzuGcVe/Vny+MZlVB06bHUdzB6teMfoFrn7XGPlXh9miEKQCkRW+bw5crGfvFi64LaSUOmH5fBr4CeNWU90nYvwDC4yAH+7h02U72JWSyavXd3X7foGLefLKjnRsEsBjP+wiPbvQ7DhaXXZ0I6x/G3re4VL7ClwqWxSCrUCUiLQWER+MP/YLLzxIRAKBwcCCCo/5i0hA+dfAKCDeBplcg28gjP8Mdf444Rue49qYZlzVre5PGrtUvt6evDehB9kFJTz6/S69u5lmH4XZ8NN90KglXPGq2WkcotaFQClVAkwGlgL7ge+UUntF5D4Rua/CodcBvyulcis8Fg6sF5FdwBbgN6XUktpmciUF4T340vsGrvdcx8vRx8yO4/TahwfwzFXRrDmUzlebj5odR6uLlj4Nmcfguo+hXgOz0ziEuOIG4rGxsSourm5MOXh+4V6+3pjAjqbTaFCUDv/YDP6NzY7l1JRS3PnZVuKSM1jywCB9K02znUNL4ZuboP+DMPIFs9PYnIhsq2yYvp5ZbKINCWf4fGMyE/u1o8HNnxjLVi96xOxYTk9EmHZ9VzxEeHy+vkWk2UjuWVgwGcI6w9CnzE7jULoQmCS3sITHf9hNmxB/nhjdEZp0gSFPwN6fIP5Hs+M5vWZBfjwzthObkjL4eou+pabZwOLHjCUkrv8YvOqZncahdCEwyZu/H+R4Zj6vj++Gn49lqGj/h6BZT/jtEchx8bkSDnBz70gGRoXw6qL9pGTkmR1Hc2WHlkL8fBj0mDF5zM3oQmCCHcfO8fnGZG7v25LYVsH/e8LTC66dYYxaWOpeTdNLISJMu6EbHiI8MX83rtjfpTmBwmz49WEI7QQDHjI7jSl0IXCwopIynpy/hyYNfXl8dCV784Z1hIEPw57vqlyYTjNEBPnxzzEd2Zh4lu+3pZodR3NFK16E88fhmvfr1NLSNaELgYN9vCaRg2nZvHRtFwJ8vSs/aMDD0Lgd/PoQFOlbHtWZ0LsFsS0b8eqi/WTkFpkdR3MlKVtgy0zoMwkie5udxjS6EDhQwukc3l+ZwFXdmjK8U/jFD/T2NWYdZx6FNa85LqCL8vAQXrm+K9kFJbyyaL/ZcTRXUVIEC6dCwwgY/i+z05hKFwIHUUrxzM978PPx5LmrO1d/QqsB0OM2Y/nbU+4z2fpStQ8P4N5BbfhhWyqbks6aHUdzBRvfg/T9cNV/oF6A2WlMpQuBgyzcdYJNSRk8ProDoQFWDk0b+SL4NYJfpv5puWrtz6YOiyIy2I+nf9pDYYlerlqrQuYxWPsmdLoG2l9hdhrT6ULgADmFJbz82366RgRyS+8W1p9YPxiueAWOb4OdX9kvYB3h5+PJi+O6kJiey8w1SWbH0ZzZ0qeMhR+veMXsJE5BFwIHeHf5IdJzCnnx2i541nTv4W43QYvLje0t88/ZJ2AdMqRDGGO7NeX9VQl6boFWuYTlsP8XGPQoBEVWf7wb0IXAzg6lZTN7QzI3x0YSExlU8xcQgStfh/wMWOUeKyHW1jNjO+Epwsu/6Y5j7QIlhbDocQhuC5dPNjuN09CFwI6UUjy7IJ4G9bx4fHQtdhxr2g1i/wJbP9Edx1ZoGujH5GHtWLL3FBsSzpgdR3Mmf0yHjEQY87rbLSNRFV0I7KhiB3Gwfy0nqgx9GnyDYPHjoGfQVuueAa1pEVyfF37ZS3Gp7mjXgMwUo4O441XQboTZaZyKLgR2cskdxBdTPxiGPwtHNxhromhV8vX25JmxnTiUlsNXm/S+BRrw+9PGm6jR+hbrhXQhsJOPVidyOruQF8Z1rnkH8cX0vAOaxsDvz0Bhjm1esw4bGR3OwKgQ/rPsEGdz9NaWbu3IWti3AAY+AkE2eGNWx9ikEIjIaBE5KCIJIvJkJc8PEZEsEdlp+XjW2nNd0fHMfD5Zl8S4mGb0bNHIdi/s4Qlj3oTsk7DuLdu9bh0lIjx3dTT5RaW8+fshs+NoZikrNYaLBkZCP91BXJlaFwIR8QQ+AK4EooEJIhJdyaHrlFIxlo9/1/Bcl/La4gMAtesgvpjI3tDtZtj0oXHPU6tSu7AA7uzXinlbjxF/PMvsOJoZds2DU3tgxPPg7Wd2GqdkixZBHyBBKZWklCoC5gHjHHCuU9p+7BwLd53g3oFtiAiy0z+6YZZ1UVb82z6vX8c8MCKK4Po+vPjrPr1UtbspyjX+P4mIhS43mJ3GadmiEEQAFd+aploeu9DlIrJLRBaLSPliO9aei4hMEpE4EYlLT3fOTVuUUrz06z5CA+rx9yFt7XehoEjo+w9jqerj2+x3nTqioa83D46IYvORDJbvP212HM2RNrwLOaeMGcRio766OsgWhaCy3+6Fb7u2Ay2VUt2B94Gfa3Cu8aBSM5VSsUqp2NDQ0EvNale/7D7J9mOZPDqqPf71vOx7sQEPgX8oLH1GDye1wi19WtAmxJ9pi/dTooeTuoes47DhPeh8PbS4zOw0Ts0WhSAVqDhPuzlwouIBSqnzSqkcy9eLAG8RCbHmXFdRUFzKa4sP0KlpQ8b3csC0dd+GMOSfcGyjMV1eq5K3pwdPXtmRxPRc5m3VfStuYeWLoMqMvgGtSrYoBFuBKBFpLSI+wC3AwooHiEgTEaNdJiJ9LNc9a825rmL2hiMcz8znX2M72W64aHV63gmhHWH5c8ba6lqVRkaH06dVMO8sP0ROYYnZcTR7Or4dds2Fvn+HRi3NTuP0al0IlFIlwGRgKbAf+E4ptVdE7hOR+yyHjQfiRWQX8B5wizJUem5tMznaudwiZqxKZHjHMPq1C3HchT29jKWqM5Jg66eOu66LEhGeGtuJMzlFfLwm0ew4mr0oBcuehfohxravWrVsciPbcrtn0QWPfVTh6+nAdGvPdTUfrEogt6jEPsNFqxM1EtoMMXYyi5lg7F+gXVRMZBBXd2/GJ+uSmHhZS5oE+podSbO1hBWQvM5YrNE30Ow0LkHPLK6l1HN5fPHHUa7v2ZwOTUzY5UjEaBUUZBodY1q1Hr+iA2Vl8NbvB82OotlaWRksfx6CWkKvu81O4zJ0Iailt5cdBoGHRrY3L0TTbtD1Rtg0A7JPmZfDRUQG1+fOfi35YXsqB06dNzuOZkvx8yFtDwx7BrxqudCjG9GFoBYOnDrPjztSufPylvabPGatoU9BWTGsed3cHC7i/qHtaFDPizeX6qUn6oySIlj1EoR3hS7jzU7jUnQhqIU3lhykgY8X/xjSzuwoENwGet0F2+fAWd0RWp2g+j78bVAblu9PY9tRvfNbnbDtcziXbAwX9dB/2mpC/7Yu0dbkDFYcOM19Q9rSqLZ7DdjKoMfA0wdWvWx2Epdwd//WhDTw4fUlB/TSE66uMAfWvg6tBkK74WancTm6EFwCpRTTFh8gLKAed/dvZXac/wloYoybjp8PJ3eZncbp+dfzYvLQdmw+ksHaw3onM5f2xweQm260BvRSEjWmC8ElWLbPuJ3wwIgo6vvYeSmJmur/gDGEVC9IZ5UJl7UgIsiPN5YeoKxMtwpcUu4Z2PgedLoamseancYl6UJQQ6VlijeWHqR1iD83xTpgKYma8g2EAQ9DwnI4ss7sNE6vnpcnD49sT/zx8yyO1yOuXNLaN6E4D4Y9W/2xWqV0IaihhbuOc/h0Do+Mao+3p5P++vrcCwHNYMULekE6K1zbI4L24Q14a9lBvSCdq8lKhbhZ0OM2CDVxCLeLc9K/ZM6puLSMd5YfpmOTAMZ0aWp2nIvz9oMhT0LqVjjo0pO2HcLTQ3hkVAeS0nOZvz3V7DhaTax/23izM+gxs5O4NF0IauDH7akcPZvHI6M64OGoheUuVcxEaNwOVr1izLbUqjQqOpyYyCDeWX6YguJSs+No1sg6Dtu/gB4T9T7EtaQLgZUKS0p5b0UC3ZsHMqJTmNlxqufpBYOfhLR42L/A7DROT0R4/IoOnMwq4OvNx8yOo1lj/dvGMtMD9MJytaULgZW+25rC8cx8Hh7VAXGV4WldrjeWqV71qrGBt1alfu1C6Ne2MTNWJ5BXpJepdmrnTxiTJ2Mm6mWmbUAXAisUFJcyfVUCsS0bMSjKgctM15aHp9FXcOYgxP9odhqX8NDI9pzJKeKrTUfNjqJVpbw1MPARs5PUCboQWOHrzcdIO1/Iw6Pau05roFyncRDeBVa/CqX6XW51ercKZmBUCB+vSSJXb17jnM6fgG1zIOZW3RqwEZsUAhEZLSIHRSRBRJ6s5PmJIrLb8rFRRLpXeC5ZRPaIyE4RibNFHlvKKyphxuoE+rVtTL+2LtQaKOfhYWxpmZFobHavVevBEe05m1vEF3/oVoFTWv8OqFLdGrChWhcCEfEEPgCuBKKBCSISfcFhR4DBSqluwIvAzAueH6qUilFKOd20wDkbj3Imp4hHRrnwGOWOY6Fpd2PzmtJis9M4vV4tGzGkQygfr03UW1o6m/MnjcXluk+ARq3MTlNn2KJF0AdIUEolKaWKgHnAuIoHKKU2KqXKl3jchLFJvdPLLijm47WJDOkQSq+WwWbHuXQiMPRpY2XGnV+bncYlPDiiPZl5xczZmGx2FK2iDe9AWYluDdiYLQpBBJBS4ftUy2MXcw+wuML3CvhdRLaJyKSLnSQik0QkTkTi0tPTaxXYWrPXJ5OZV8zDZm46YytRoyAi1piOX1JodhqnFxMZxPCOYcxcm8T5At2KcgrZp4zWQMwECG5tdpo6xRaFoLLe00rXNRCRoRiF4IkKD/dXSvXEuLV0v4gMquxcpdRMpVSsUio2NDS0tpmrlZVXzKfrkxgVHU635kF2v57dicCwpyErxZiEo1XroZHtycov5rP1yWZH0cDoGygthoGPmp2kzrFFIUgFKq6+1hw4ceFBItIN+BQYp5Q6W/64UuqE5fNp4CeMW02mm73hCNkFJTw4og60Bsq1GQotLod1b0FxvtlpnF6XiEBGRofz6foksvJ1q8BU2adg22dG34BuDdicLQrBViBKRFqLiA9wC7Cw4gEi0gL4EbhdKXWowuP+IhJQ/jUwCoi3QaZaycovZvaGI1zROZzoZg3NjmM75X0F2ZYON61aD46IIrughFnrj5gdxb1teNdoDQzSfQP2UOtCoJQqASYDS4H9wHdKqb0icp+I3Gc57FmgMfDhBcNEw4H1IrIL2AL8ppRaUttMtTVnYzLZBSVMGRZldhTbaz3Q2MVp/TtQXGB2GqfXuVkgV3Zpwuz1R8jMKzI7jnvKToO42dD9FmNLVs3mbDKPQCm1SCnVXinVVin1suWxj5RSH1m+/qtSqpFliOh/h4laRhp1t3x0Lj/XTNkFxcxaf4QRncLpEhFodhz7GPwE5Jwypuhr1XpgRBQ5hSV8uk63CkxR3hrQI4XsRs8svsCcjclk5RfzwPA62Boo12oAtOhnTNPXrYJqdWzSkLHdmvLZhiNk5OpWgUOVtwa63QyN25qdps7ShaCCnMISPl1/hGEdw+javI62BsDoKxjyhNFXsONLs9O4hAeHR5FXXMqs9UlmR3EvG9+D0kIYpEcK2ZMuBBV88Ycxb2BqXW4NlGs9GCL7Gq0CPa+gWlHhAYzp2pQ5G4/qvgJHyTkNW2fp1oAD6EJgkVtYwidrkxjcPpSYyCCz49ifCAx+HM4f17ONrTRlWDtyCkuYvSHZ7CjuYcO7ltaA3n3M3nQhsPhq01HO5RXzwAg3aA2UazsMmveGdf+BEv0utzodmzRkdOcmfLbhiJ5XYG856UZroOtNujXgALoQYKwwOnNtEgOjQujZopHZcRxHxBhBlJUCu+aancYlTBnejuyCEr0Gkb1t1K0BR9KFAPhm8zHO5hbV7ZFCF9NuBDTrCeve1CuTWqFzs0BGdApn1vojZOs1iOzjv62BGyGkndlp3ILbF4L8olI+WpNE/3aNiW3lwiuMXqryVkHmMdg1z+w0LmHq8HZk5Rfr/QrsZeN7UFKgWwMO5PaF4JstxziTU8gDw+vQmkI11f4KaBpjaRXo9fer0615EEM7hPLpOr2Lmc3lnoGtn0KX8RDihi10k7h1ISgoLuWjNYn0bRNMn9Zu2BooV94qOJesdzGz0pThUZzLK9Z7G9uabg2Ywq0Lwbwtx0jPdvPWQLkOV0KTrsZ+BbpVUK2eLRoxMCqEmWuTyC8qNTtO3ZB7BrZ8Cl1ugFD9/6QjuW0hKCguZcaaRPq0Dubyto3NjmO+8lZBRiLEzzc7jUt4YHgUZ3OL+HqzbhXYxMb3oTgPBj1udhK347aF4Pu4FNLOF7rnSKGL6TAWwjrD2jegTL/LrU5sq2D6tW3Mx2uTKCjWv69ayT0LWz7RrQGTuGUhKCwp5cPVicS2bEQ/3Rr4Hw8PY7bx2cOw9yez07iEqcOjSM8uZN6WY2ZHcW1/WFoDg3VrwAxuWQi+j0vlZFYBD4yIQqSynTbdWKdrILQTrHldtwqs0LdNY/q0DmbGmkTdKrhU/20NXA+hHcxO45bcrhAUlZQxY3UiPVoEMaBdiNlxnI+HBwx+DM4chH0/m53GJTwwPIq084V8vy3V7Ciu6Y/pUJSr+wZMZJNCICKjReSgiCSIyJOVPC8i8p7l+d0i0tPac21t/vZUjmfm88Bw3Rq4qOhrIaQDrHkDysrMTuP0+rVtTK+WjZixKoGiEv37qpG8DNgyEzpfB2EdzU7jtmpdCETEE/gAuBKIBiaISPQFh10JRFk+JgEzanCuzRSXlvHBqgS6RwYxuH2ovS7j+jw8jXHc6fth/8Lqj3dzIsLU4VGcyCpg/nbdKqiR8taA7hswlZcNXqMPkKCUSgIQkXnAOGBfhWPGAV8opRSwSUSCRKQp0MqKc23mvkXPcjZgN6FNAvjL0k/tcYk6REFkS9j8PKQsMDuMSwhtn8VruxRLzwahG5tWKCuB1K3QthNsf93sNE6vpFRxOD2bgS2688awZ2362ra4NRQBpFT4PtXymDXHWHMuACIySUTiRCQuPT39koLmFZUQ4OtNUH2fSzrfvQgERhrv1vLOmh3GJTQP8qOwuJQzOXqjH6tkHTcGJAS2MDuJSzh5Pp+svGI8PWz/LsMWLYLKUikrj7HmXONBpWYCMwFiY2MrPaY6c2+YRmmZsssvsk4qLYEPesPpDPjbAvTb3Koppbh6+nqyk0v4+eHBeHm63VgM6+VlwDvdoN1wuGaO2WmcXlZeMQNeW8nQ9iFMG9LL5q9vi3+pqUBkhe+bAyesPMaac21KF4Ea8PSCgY/CqT1wcLHZaZyeiDB1WBRHz+axcJdd/xm7vk0fQlG2MZtdq9ZnG4+QXVjC5KH2mQBri0KwFYgSkdYi4gPcAlzYw7gQuMMyeqgvkKWUOmnluZqZut0EjVrBmtdAXVJDzK2MjA6nU9OGTF+ZQGmZ/n1VKi8DNn8M0eMg3G5jQ+qM8wXFzF5/hFHR4UQ3a2iXa9S6ECilSoDJwFJgP/CdUmqviNwnIvdZDlsEJAEJwCfAP6o6t7aZNBvy9IaBj8DJnXD4d7PTOD2jVdCOpDO5/LpbtwoqtWkGFJ7XrQErfbExmfMFJUy143I4olzwXV5sbKyKi4szO4b7KC2G93uCfyj8dYXuK6hGWZniynfXUaoUSx8cpG9HVpR/zugbaDMEbv7S7DROL6ewhAGvraRXi0bMuqt3rV9PRLYppWIvfFz3ZmnVK28VHN8GCSvMTuP0PDyEKcPbkXA6h0V7Tpodx7no1kCNfPnHUTLzipli58UxdSHQrNP9VmM46Zppuq/ACmO6NCUqrAHvrThMme4rMORnwqaPoNPV0KSL2WmcXl5RCZ+sS2Jw+1BiIoPsei1dCDTrePnAgIeMCUBJq8xO4/SMVkEUh0/nsChetwoAS2sgS7cGrPT1pmNk5BbZtW+gnC4EmvV63AYNI2C1HkFkjbFdm9I21F+3CsDSGpgBHa8ydsLTqpRfVMrHa5MY0C6EXi0b2f16uhBo1vOqZ7QKUjbBkbVmp3F6nh7GGkSH0nJYHH/K7Djm2vyRbg3UwNwtxziTU+iQ1gDoQqDVVI/bIaCpMa9Aq9ZV3ZrpVkF+pjGBrONV0LSb2WmcXkFxKR+tSaRvm2D6tA52yDV1IdBqxtsX+j8IRzdA8nqz0zg9Tw9hyrAoDqZls3Svm7YKNn8MBVl6hVErfReXwulsx7UGQBcC7VL0uhMahMPqaWYncQlXd29GmxB/3nXHVkFBFmz6wNgPu2l3s9M4vcKSUmasTqR3q0Zc3sZx2+jqQqDVnLcf9H8AktfB0Y1mp3F6npZ5BQdOZfP7PjdrFZS3BobovgFr/LDN2EZ3qoM3ztKFQLs0ve42ZhrrvgKrXN2tGa1D/Hl3RYL7tAoKzsMfH0CHMbo1YIWikjI+XGXONrq6EGiXxqc+9JsKSavh2Gaz0zg9L08PJg9tx/6T51m2P83sOI6x+SMoyNQjhaz0XVwKxzPzeXBEe4dvo6sLgXbpet8D9RvrVoGVxsU0o1Xj+ry7/DCuuMZXjeRnGttQdhgLzWLMTuP0CktK+XBVAj1aBDEoyrGtAdCFQKsNH3/oNwUSV0CqXgSwOl6eHkweFsW+k+dZtq+Otwo2zbD0DTxpdhKX8F1cKieyCnjIhNYA6EKg1Vbve8EvWLcKrHRtTDNaNq7PuyvqcKsg/5yeN1AD5a2BXi0bMdCE1gDoQqDVVr0G0G+ysVfB8W1mp3F6Xp4e3D+0HXtPnGfF/tNmx7GPPz40Vhgd8k+zk7iEb7emcNLE1gDoQqDZQu97wTcI1rxhdhKXcF2PCCKD/XhnxaG61yrIyzBuC3W6Rq8waoWC4lI+WJVA71aN6N/OcfMGLlSrQiAiwSKyTEQOWz7/aXUkEYkUkVUisl9E9orIAxWee15EjovITsvHmNrk0Uzi2xAunwyHFsOJnWancXrenh5MGRpF/PHzrDxQx1oFf3xg7EWs+wasMm/LMdLOF5raGoDatwieBFYopaKAFZbvL1QCPKKU6gT0Be4XkYoblb6tlIqxfCyqZR7NLJdNAt9A3Vdgpet6Gq2COtVXkJdhDBmNvhbCO5udxukVFJfy4epE+rQO5vK25rUGoPaFYBwwx/L1HODaCw9QSp1USm23fJ2NsTdxRC2vqzkb30C4fAocXKT7Cqzg7enB/UPasTs1i9UH082OYxsb34eiXN0asNI3m49xOtv81gDUvhCEK6VOgvEHHwir6mARaQX0ACrOQJosIrtFZHZlt5YqnDtJROJEJC49vY78j1PX9L3PGEG08mWzk7iE63s2p3kjP95eXgf6CnLPwpaZ0OV6COtkdhqnV1Bcyow1iVzmBK0BsKIQiMhyEYmv5GNcTS4kIg2A+cCDSqnzlodnAG2BGOAk8NbFzldKzVRKxSqlYkNDQ2tyac1R6gXAgAeNeQVH/zA7jdPz8fJg6rAodqdm8burzyvY+J7RGtCziK3y9eZjpGcX8tDI9mZHAawoBEqpEUqpLpV8LADSRKQpgOVzpT1fIuKNUQS+Vkr9WOG105RSpUqpMuAToI8tfijNRL3vBf8wWPmS3sXMCtf3jKB1iD//+f2Q665BlHsGtnwCXcdDaAez0zi9/CJjhdHL2zSmrwNXGK1KbW8NLQTutHx9J7DgwgPEuPk1C9ivlPrPBc81rfDtdUB8LfNoZvOpDwMfgaPr4cgas9M4PS9PDx4cYexX8MvuE2bHuTQb3oWSfN0asNLXm49yJsd5WgNQ+0IwDRgpIoeBkZbvEZFmIlI+Aqg/cDswrJJhoq+LyB4R2Q0MBR6qZR7NGfS6y9jbeOXLulVghau7NaNDeADvLD9MSWmZ2XFqJjsNtn4KXW+EEMdtpOKqcgpLmLE6kf7tGjts9zFreNXmZKXUWWB4JY+fAMZYvl4PVNolrpS6vTbX15yUty8MehR+fQgOL4P2o8xO5NQ8PISHR7Xnb19u48cdx7kpNtLsSNZb9xaUFOrWgJU+W3+Es7lFPDrKuW6h6ZnFmn3E3AZBLWGV7iuwxqjocLo1D+Td5YcpLCk1O451Mo9B3GzoeTs0bmt2GqeXmVfEzHVJjIwOp0eLiw6QNIUuBJp9ePkY7xJP7oIDv5qdxumJCI+M6sDxzHy+25pidhzrrH4NxAMG6b2IrfHx2iRyCkt4ZJTz9A2U04VAs59uN0PjdrDqFShzsXvfJhgUFULvVo14f2UC+UVO3ipIPwS7voE+90Kgnh9andPZBXy24QjjujejY5OGZsf5E10INPvx9DJWoDy9D/b+WP3xbk5EeHRUB05nF/LVpqNmx6naqpfAuz4M0OM7rPHBygSKSxUPjnC+1gDoQqDZW+frISzaaBWUFpudxuld1qYxA6NCmLEmkZzCErPjVO7EDti3AC6/H/zNWT/flaSey+ObLce4KTaSViH+ZseplC4Emn15eMDwZyEjEXZ8aXYal/DIqA5k5Bbx2fojZkep3MqXwK+RUQi0ar27/DAiwtTh7cyOclG6EGj21340RPaF1dOMZQi0KsVEBjGiUzgz1yaRkVtkdpz/L3kDJCw3bgn5BpqdxuklnM5h/vZU7ujbkqaBfmbHuShdCDT7E4GRL0BOmrFpiVatx0d3ILeohOkrE8yO8j9KwcoXoUETYykRrVpvLzuEn7cnfx/i3MNrdSHQHKNFX+gwxliOIPes2WmcXvvwAMb3as6Xm5JJycgzO47h8DI49gcMfsxYSkSr0u7UTH7bc5J7BrSmcYN6Zsepki4EmuMMfxaKcozZqFq1HhrZHg8R3vr9oNlRoKwUlj8HjVpDjzvMTuP0lFK8smg/jf19uHdQG7PjVEsXAs1xwjpB91th6yfGrFStSk0D/fjLgNb8vPME8cezzA2za64xDHjE88ZkQa1Kqw+msykpgwdGRBHg6212nGrpQqA51tB/AmIMJ9Wqdd/gtgTV9+a1JQfMC1GUZywgGBEL0TXahsQtlZYpXl28n1aN6zOhTwuz41hFFwLNsQKbG/sb75oHaXvNTuP0Av28mTy0HesOn2HdYZN25tv0IWSfgFEvGh3/WpXmb0vlUFoOj4/uiLena/yJdY2UWt0y4GGo1xCWv2B2Epdw++UtiQjyY9riA47fvCb3DKx/BzqMhZb9HHttF5RfVMpbyw4SExnElV2amB3HaroQaI5XP9jY0vLwUkjSm9dUp56XJ49e0Z69J847fvOaNa9DcZ7RN6BVa/aGI6SdL+SpMZ1M35C+JmpVCEQkWESWichhy+dK11YVkWTLBjQ7RSSupudrdVDfv0NgJCx92hiRolVpXPcIops25I2lBx23TPXZRIibBT3vgFDnXCPHmZzNKWTG6kRGRoc71aYz1qhti+BJYIVSKgpYYfn+YoYqpWKUUrGXeL5Wl3j7Ge8y0/bAzm/MTuP0PDyEf47pSOq5fD7bkOyYi674N3jWMxYO1Kr1/soE8opKeGK0c206Y43aFoJxwBzL13OAax18vubKutwAzXsbs1ULs81O4/QGRoUyvGMY01cmkJ5daN+LHd0I+36G/lMhINy+16oDDqdl8+Wmo0zo04J2YQFmx6mx2haCcKXUSQDL57CLHKeA30Vkm4hMuoTzEZFJIhInInHp6SaNntBsSwSueNVYemL9O2ancQlPje1EQXGpfSeZlZXC4iegYXPoN9V+16kjlFL8+9d9+Pt48oiTbUFprWoLgYgsF5H4Sj5qMqC4v1KqJ3AlcL+IDKppUKXUTKVUrFIqNjQ0tKana84qsjd0GQ9/TIdMF9mZy0RtQxtwZ79WfBuXYr9JZju/hlO7jfWh9FIS1Vp54DTrDp/hgRHtCfZ3zcl21RYCpdQIpVSXSj4WAGki0hTA8vn0RV7jhOXzaeAnoI/lKavO1+q48hEpy583M4XLmDosiiA/b178dR/K1vtBF5w3+gYi+xq37rQqFZWU8dJv+2kT6s8dl7c0O84lq+2toYXAnZav7wQWXHiAiPiLSED518AoIN7a8zU3EBQJl0+G+B8gZavZaZxeYH1vHh7Vgc1HMlgSf8q2L772DWPuwJXT9OQxK8zZmMyRM7n866pol5k8VpnaJp8GjBSRw8BIy/eISDMRWWQ5JhxYLyK7gC3Ab0qpJVWdr7mhAQ8Zyxsvflzvb2yFCb0j6RAewCuL91NQbKPhpGcTjWXCe0yEZj1s85p12JmcQt5bcZghHUIZ2uGi3ZsuoVaFQCl1Vik1XCkVZfmcYXn8hFJqjOXrJKVUd8tHZ6XUy9Wdr7mheg2MJQxObIcdX5idxul5eXrwr6uiScnIZ5atdjJb+jR4+cKwZ23zenXcW78fJL+4lGfGRpsdpdZcty2j1T1db4SW/Y2+gjz9nqA6A6JCGBkdzvSVCRzPzK/diyUsh0OLYdCjerioFeKPZzFvawp3XN6KdmENzI5Ta7oQaM5DBMa8aemw1OsQWePZq6JRKP79Sy0W8CsugEWPQ3AbY8a3VqWyMsXTP8fT2N+HB0ZEmR3HJnQh0JxLeLTxx2jbHEjdZnYapxcZXJ+pw6NYujeNlQfSLu1FNr4HGYkw9i3wcu6dtJzBvK0p7ErJ5OmxnQj0c/69BqyhC4HmfAY/AQ3CYdEjeh0iK/x1QBvahvrz3MK95BfV8PeVkQRr34TO10PbYfYJWIeczSnktSUHuKx1MNfGRJgdx2Z0IdCcj29DuOJlOLEDts+p/ng35+PlwYvXdiElI58PV9dgs3ulYNFj4OkDV+iNgqwxbfEBcgtLeOnaLi61umh1dCHQnFOXG6DVQGPPgtwzZqdxev3ahnBdjwg+XpNEYnqOdSftX2h0Eg97Gho2tW/AOmBrcgbfb0vl3kFtiAp3vfWEqqILgeacyjuOi3JhiV790hr/HNORet4ePLsgvvoZx4XZsPhJaNIVet/rmIAurKikjGd+iiciyI8pw9qZHcfmdCHQnFdYRxj4COz5Dg4vMzuN0wsL8OWxKzqwIeEsP+88XvXBK16E7JMw9m3w9HJMQBf28ZpEDqZl8/w1nanvU/d+X7oQaM5t4MMQ2hF+eVAvVW2FiZe1pGeLIF74Zd/Fl6o+tgm2zITL/mYs+qdV6XBaNu+vTOCqbk0ZGV0351joQqA5N696cM37cP648S5Wq5Knh/D6+G7kFZby/MJK5hYUF8CCycb6TsP+5fiALqa0TPH4/N341/Pk+Ws6mx3HbnQh0JxfZB/oM8l4F5uyxew0Tq9dWAAPjIjitz0nWbzn5P9/cs00OHsYrn7XWNZDq9LnG5PZcSyT567uTEiDujvHQhcCzTUM/xcENjfezRYXmJ3G6U0a1IbOzRryrwV7ycwrMh48sRM2vAc9btNzBqxw7Gweby49yLCOYYyLaWZ2HLvShUBzDfUC4Op34MxBWPWS2WmcnrenB6+P70ZmXhH//nUflBQZRdQ/FEa9XP0LuLmyMsWTP+7G00Pq3JyByuhCoLmOdiMg9i+wcTokrzc7jdPr3CyQvw9py4/bj5P0wzOQtgeuehv8gsyO5vRmbzjCxsSzPD22E82C/MyOY3e6EGiuZdRLENwafvq7sTidVqUpw6K4OewYrQ7MJL/LROg4xuxITu/gqWxeX3qQEZ3CuaV3pNlxHEIXAs21+PjDdTPhfCosedLsNE7PpySbl9R0UlQYUzNvtv3WlnVMYUkpD8zbQUNfL6bd0LXO3xIqV6tCICLBIrJMRA5bPjeq5JgOIrKzwsd5EXnQ8tzzInK8wnP67YpWvcjeMOBhY5P1/b+anca5LXoc75yT7Ov7JssScpizMdnsRE7trd8PceBUNq+P71anRwldqLYtgieBFUqpKGCF5fv/Ryl1UCkVo5SKAXoBeRgb2Jd7u/x5pdSiC8/XtEoNfgKadoeFUyCrmlm07ip+PuyeB4MfZ/ToqxnaIZRXFh/gUJqemFeZPxLP8sm6JCZe1oJhHevmxLGLqW0hGAeULw85B7i2muOHA4lKqaO1vK7m7rx84IbZUFoEP/wFSovNTuRcziXDrw9BRCwMfBQR4fXx3Qmo58XUuTtst89xHXEmp5AHv91B68b+PD22k9lxHK62hSBcKXUSwPK5uh2cbwHmXvDYZBHZLSKzK7u1VE5EJolInIjEpaen1y61VjeEtDMmRqVsgpV61vF/FRfAd3eCAm749L9rCYUG1OPNG7tz4FR25bOO3VRpmeKhb3eSmVfM9Ft71sm1hKpTbSEQkeUiEl/Jx7iaXEhEfIBrgO8rPDwDaAvEACeBty52vlJqplIqVikVGxoaWpNLa3VZ1/HGkNIN78LBJWancQ5Ln4KTO+G6GcYIqwqGdgzj/qFtmbc1hR+2pZqTz8l8sCqBdYfP8MI1nYlu1tDsOKaotvQppUZc7DkRSRORpkqpkyLSFDhdxUtdCWxXSv13P72KX4vIJ4Du+dNq7opXIXUr/Hwf/G2dsY6Ou9rzA8TNgn5ToOPYSg95aER7th09xzM/76FLREM6NnHPP34AGxPO8PbyQ1zXI4Kb3WSoaGVqe2toIXCn5es7gQVVHDuBC24LWYpHueuA+Frm0dyRty/cOAdKS+C7O6A43+xE5jgVDwunQuRlMPy5ix7m5enBexN6EODrzd+/2k5Wnnv2r6Rk5DF57g7ahjZwi9nDValtIZgGjBSRw8BIy/eISDMR+e8IIBGpb3n+xwvOf11E9ojIbmAo8FAt82juqnFbuH6msb3lwinGNozuJPcMzJ1gLMVx4+fgWfWm6mEBvnxwa09Sz+Uxee52SkrLHJPTSeQWlnDvF3GUlJYx8/Ze+Ndzv36BimpVCJRSZ5VSw5VSUZbPGZbHTyilxlQ4Lk8p1VgplXXB+bcrpboqpboppa4p73jWtEvScQwMewb2fA/r3zY7jeOUFBktoZw0uOUbaGjdAml9Wgfz0rVdWHf4DC8v2m/nkM6jrEzx8Hc7OZSWzfRbe9ImVK/C6t5lUKt7Bj4Cp/fBin8bG9rU9SUVlILFj8HRDXD9p9C8V41Ov7l3Cw6cyuazDcm0Dw9gQp8WdgrqPN5Zfoile9N4ZmwnBrXXA09ALzGh1TUiMO4DaBYD8++B1DizE9nX+v/Ats9hwEPQ7cZLeomnx3RiYFQI//o5ntUHqxrv4frmbjnGeysTuLFXc+4Z0Lr6E9yELgRa3ePtB7d+Bw3C4Osb4cxhsxPZx46vjJZP15tg2LOX/DJenh58MLEnUeEB/OPr7exMybRdRieyfF8aT/+0h8HtQ3nlevdZR8gauhBodVODMLjtR/DwhC+vh/N1rPvp4BJjhFDbYUYLyKN2/ys39PVmzt29adzAh798vpXE9BwbBXUO246eY/Lc7XSJCOTDiT3x9tR/+irSvw2t7mrcFiZ+D/kZ8OV1kFNHZqQfWQvf3wVNusJNXxjLbdhAWENfvvzLZQhwx6wtpGTk2eR1zbYnNYu7P9tCeENfZt/V2+1HCFVGFwKtbmvWAybMNdbemXO16xeDI2vh65ugUSuY+IMxXNSGWoX4M+cvfcguKOaWmZtcvhjEH8/itlmbCfD15qt7LnOrFUVrQhcCre5rPQhu/db1i0HFInDnL9DAPiNeukQE8s29fckpLOGWmZs4dtY1i0H88SwmfrqZBvW8mDepL5HB9c2O5LR0IdDcQ5vB/ysGn4+FzGNmJ6qZg4sdUgTKdYkI5Ou/XkZuUQk3z/yDhNOutXT1liMZ3PrJJl0ErKQLgeY+2gyG236A7FPw6Ug4udvsRNaJmw3zboXQDg4pAuXKi0FxqeL6DzeyOemsQ65bW4v2nOS2WZsJCajHt3/TRcAauhBo7qXVAPjLEmM00WdjIHGl2YkurqwMVrxo7CvQbgTc9ZvDikC5zs0C+ekf/QgNqMfts7bwy64TDr1+TSil+GzDEe7/ZjtdmjVk/n39aN5IFwFr6EKguZ/waLhnGQS1gK9uMJajKHOytXbyzxmtgHVvQo/b4Za5UM+cpRAig+sz/+/9iIkMYsrcHby25IDTrU2UX1TKI9/t4oVf9jGiUzhf/7UvjfxtM5rKHehCoLmnwAi4Zyl0ugaWPw/fTjT++DqDEzvh48GQsAxGvwbXvP/fzWXMElTfhy/u6cOEPi2YsTqRiZ9u5vT5AlMzlTtyJpfrPtzATzuP89CI9nx8Wy/8fDzNjuVSRLngKo2xsbEqLq6OLx2gOYZSsPlj+P1pY7G2a6YbfQlmKCuFPz6AlS+Bf4iximhkH3OyVOGnHak89WM8/vU8eeW6rozq3MSUHEop5m1N4eXf9uPlKbx7Sw8G67WDqiQi25RSsX96XBcCTQNStsJPf4OMRGPHs+HPgt9Fd061vbR98MtUY4OdDmPhmveMYuCkDqdlM3XeTvafPM9V3Zry3NWdCQ1w3Bj95DO5/GtBPOsOn6Ff28a8cWN3IoL8HHZ9V6ULgaZVpygPVr1svCv3awRDn4Jed1W7tn+t5J6BVa/Ats/ANwjGvAFdbjAWz3NyxaVlfLwmkfdWJODj5cE/hrblL/1b4+ttv9sy5wuK+WBVArPXH8HH04Mnx3RiYp8WeHg4/+/LGehCoGnWOrnb2Pc3eR0EtYQBD0L3W42d0Gzl/En4YzrEfQYlBdD7rzDkSagfbLtrOEhSeg6vLj7Asn1phDesx18HtGHCZS1oYMOlHM7lFvHZxmQ+33CE8wUl3NirOY9d0YGwhjb8b+IG7FIIRORG4HmgE9BHKVXpX2cRGQ28C3gCnyqlyncyCwa+BVoBycBNSqlqe+x0IdDsTik4tATWvgHHt0H9xtDtZoi5FcK7XNo79pIiSFplrBp6cDGoMug63thDIbSD7X8GB/sj8SzvrzzMxsSzBPh6cXX3Zozv1ZwekUGXtNJnSWkZW45k8F1cCoviT1FUUsYVncOZMiyKLhGBdvgJ6j57FYJOQBnwMfBoZYVARDyBQxhbVaYCW4EJSql9IvI6kKGUmiYiTwKNlFJPVHddXQg0h1EKjqwxJnUdWARlxRAYaYzrj+wDTbpB43Z/bi0oBQWZcPoAnNwFR9dD4mooyob6IUZR6XMvBNe9NfF3pmQyZ2Myi+NPUlBcRlhAPQa1D6VPq2A6NW1Iu7AGfxrVo5Qiu7CExNM5xB/PYmvyOdYcSicrv5gAXy+ujYngtr4t6dDEtmsruRu73hoSkdVcvBBcDjyvlLrC8v0/AZRSr4rIQWCIUuqkZSP71Uqpat8a6UKgmSL3LOxfCAnLIWk1FFVYqtk30NK5LMbon9zTxi2fcg2bQ9QIiLrCKCI2WjHUmWUXFLN0bxqrD55m3eEzZOUX//e5BvW8aOTvjSCUlinO5RWRV1T63+dDGvgwuH0YwzuFMbRDmB4OaiMXKwSOGJwcAaRU+D4VuMzydXj5PsWWYhB2sRcRkUnAJIAWLer+dnqaE/JvDLF3Gx9lpXA2wehPyDxq7Becn2kcJx7GiJ+AJhDS3mg1BDRxiQ5gWwrw9WZ8r+aM79WcsjLF0Yw89p88z5EzuZzJKSQzzygMIhDk50OTwHq0CPana/NAmgX66o1jHKjaQiAiy4HKBgo/rZRaYMU1KvuvWeNmiFJqJjATjBZBTc/XNJvy8DTu69eBe/uO4OEhtA7xp3WIv9lRtEpUWwiUUiNqeY1UILLC982B8gVL0kSkaYVbQ3V7w1RN0zQn5IglJrYCUSLSWkR8gFuAhZbnFgJ3Wr6+E7CmhaFpmqbZUK0KgYhcJyKpwOXAbyKy1PJ4MxFZBKCUKgEmA0uB/cB3Sqm9lpeYBowUkcMYo4qm1SaPpmmaVnN6QpmmaZqbuNioIb36qKZpmpvThUDTNM3N6UKgaZrm5nQh0DRNc3Mu2VksIunA0Us8PQQ4Y8M4ZnD1n0HnN5+r/wyunh/M+RlaKqX+tHuPSxaC2hCRuMp6zV2Jq/8MOr/5XP1ncPX84Fw/g741pGma5uZ0IdA0TXNz7lgIZpodwAZc/WfQ+c3n6j+Dq+cHJ/oZ3K6PQNM0Tfv/3LFFoGmaplWgC4GmaZqbc6tCICKjReSgiCRY9kh2KSIyW0ROi0i82VkuhYhEisgqEdkvIntF5AGzM9WEiPiKyBYR2WXJ/4LZmS6FiHiKyA4R+dXsLJdCRJJFZI+I7BQRl1t9UkSCROQHETlg+X/hctMzuUsfgYh4AocwlrtOxdgnYYJSap+pwWpARAYBOcAXSqkuZuepKcvmQ02VUttFJADYBlzrKv8NxNg70V8plSMi3sB64AGl1CaTo9WIiDwMxAINlVJXmZ2npkQkGYhVSrnkhDIRmQOsU0p9atmjpb5SKtPMTO7UIugDJCilkpRSRcA8YJzJmWpEKbUWyDA7x6VSSp1USm23fJ2NsT9FhLmprKcM5TvWe1s+XOqdlIg0B8YCn5qdxR2JSENgEDALQClVZHYRAPcqBBFASoXvU3GhP0J1jYi0AnoAm02OUiOW2yo7MbZVXaaUcqn8wDvA40CZyTlqQwG/i8g2EZlkdpgaagOkA59Zbs99KiKmb+TsToVAKnnMpd7N1RUi0gCYDzyolDpvdp6aUEqVKqViMPbe7iMiLnOLTkSuAk4rpbaZnaWW+iulegJXAvdbbpm6Ci+gJzBDKdUDyAVM7690p0KQCkRW+L45cMKkLG7Lcm99PvC1UupHs/NcKktzfjUw2twkNdIfuMZyj30eMExEvjI3Us0ppU5YPp8GfsK47esqUoHUCi3JHzAKg6ncqRBsBaJEpLWlg+YWYKHJmdyKpbN1FrBfKfUfs/PUlIiEikiQ5Ws/YARwwNRQNaCU+qdSqrlSqhXGv/+VSqnbTI5VIyLibxlogOWWyijAZUbRKaVOASki0sHy0HDA9MESXmYHcBSlVImITAaWAp7AbKXUXpNj1YiIzAWGACEikgo8p5SaZW6qGukP3A7ssdxnB3hKKbXIvEg10hSYYxmB5gF8p5RyySGYLiwc+Ml4T4EX8I1Saom5kWpsCvC15Q1pEnC3yXncZ/iopmmaVjl3ujWkaZqmVUIXAk3TNDenC4GmaZqb04VA0zTNzelCoGma5uZ0IdA0TXNzuhBomqa5uf8DGAe6ure64aYAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "t = np.linspace(0,2*math.pi,400)\n", "a = np.sin(t)\n", "b = np.cos(t)\n", "c = [0]*400\n", "\n", "plt.plot(t, a, t, b, t, c)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Pytanie** Czy pamiętasz czym jest częstotliwość próbkowania i częstotliwość Nyquista?" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def rate_sin(Fs):\n", " T = 1/Fs # sampling period\n", " t = 0.1 # seconds of sampling\n", " N = Fs*t # total points in signal\n", "\n", " # signal information\n", " freq = 20 # in hertz, the desired natural frequency\n", " omega = 2*np.pi*freq # angular frequency for sine waves\n", "\n", " t_vec = np.arange(N)*T # time vector for plotting\n", " y = np.sin(omega*t_vec)\n", " return t_vec, y" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":12: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", " ys = np.array(y_val).reshape(2,2)\n", ":13: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", " t_vecs = np.array(t_vec_val).reshape(2,2)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fs = [30, 41, 100, 5000] # sample rate\n", "\n", "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(15,12))\n", "\n", "y_val = []\n", "t_vec_val = []\n", "for i in fs:\n", " t_vec, y = rate_sin(i)\n", " y_val.append(y)\n", " t_vec_val.append(t_vec)\n", " \n", "ys = np.array(y_val).reshape(2,2)\n", "t_vecs = np.array(t_vec_val).reshape(2,2)\n", "\n", "tv, yy = rate_sin(40000)\n", " \n", "colors = [['ko--', 'ro--'],['co--', 'mo--'] ]\n", "for i, row in enumerate(ax):\n", " for j, col in enumerate(row):\n", " col.plot(t_vecs[i][j],ys[i][j], colors[i][j], markersize=5)\n", " col.plot(tv, yy, 'b')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d1489072d722440c90c038b9f04345b3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatSlider(value=1.0, description='amplitude', max=2.5, min=0.5), FloatSlider(value=0.5…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(plotSingleWithoutAll, amplitude=(0.5,2.5,0.1),\n", " frequency=(0.1, 2.0,0.1),phase = (-2.0 * mt.pi, 2.0*mt.pi, 0.25), \n", " yTranslation = (-2.5, 2.5, 0.5), samplingFrequency=(0.25,10,0.25));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$u(t) = A \\cdot sin(2\\cdot \\pi \\cdot f_{0} \\cdot t + \\varphi) + y_{0}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Jaka musi być częstotliwość sygnału, aby jego przebieg się (jeden, pełen okres) się skończył w 5s?" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = 2\n", "plotSingleWithoutAll( 2, frequency = x, phase = 0, yTranslation = 0, samplingFrequency=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Jaka musi być częstotliwość sygnału, aby jego przebieg się (jeden, pełen) się skończył w 0.5s?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sumowanie sygnałow" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a835566ce6cb46ac9ed95861b3d40036", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='scenario', options={'1. Przyklad': Scenario(), '2. Wzmocnienie': S…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc1 = Scenario([\n", " Signal(amplitude = 1.0, frequency = 0.5, phase = 0.0, yTranslation = 0.0, color = 'blue'),\n", " Signal(amplitude = 2.0, frequency = 0.25, phase = 0.0, yTranslation = 0.0, color = 'green') ])\n", "sc2 = Scenario([\n", " Signal(amplitude = 1.0, frequency = 0.5, phase = 0.0, yTranslation = 0.0, color = 'blue'),\n", " Signal(amplitude = 1.25, frequency = 0.5, phase = 0.0, yTranslation = 0.0, color = 'green') ])\n", "sc3 = Scenario([\n", " Signal(amplitude = 1.0, frequency = 0.5, phase = 0.0, yTranslation = 0.0, color = 'blue'),\n", " Signal(amplitude = 1.0, frequency = 0.5, phase = mt.pi, yTranslation = 0.0, color = 'green') ])\n", "\n", "\n", "\n", "scenarios = {\"1. Przyklad\": sc1 , \"2. Wzmocnienie\" : sc2, \"3. Tlumienie\" : sc3}\n", "interact(plotAllWithoutAll, scenario=scenarios, samplingFrequency=(0.25,10,0.25));\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sygnal w dziedzinie czestotliwosci" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Omowienie podstaw" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "11eba03aca314c07a7df29e444edda93", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatSlider(value=1.0, description='amplitude', max=2.5, min=0.5), FloatSlider(value=0.5…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#FFT\n", "interact(plotSingleWIFFT, amplitude=(0.5,2.5,0.1),\n", " frequency=(0.0, 2.0,0.1),phase = (-2.0 * mt.pi, 2.0*mt.pi, 0.25), \n", " yTranslation = (-2.5, 2.5, 0.5), samplingFrequency=(0.25,10,0.25));" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "#https://pl.wikipedia.org/wiki/Twierdzenie_Kotielnikowa-Shannona" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Suma sygnalow w dziedzinie czasu a efekt w dziedzinie czasu." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Odwrotne FFT" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "83262ed20b35436e8677fdc0d05d1a66", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='scenario', options={'1. Przyklad': Scenario(), '2. Wzmocnienie': S…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", " \n", "sc1 = Scenario([\n", " Signal(amplitude = 1.0, frequency = 0.5, phase = 0.0, yTranslation = 0.0, color = 'blue'),\n", " Signal(amplitude = 2.0, frequency = 0.25, phase = 0.0, yTranslation = 0.0, color = 'green') ])\n", "sc2 = Scenario([\n", " Signal(amplitude = 1.0, frequency = 0.5, phase = 0.0, yTranslation = 0.0, color = 'blue'),\n", " Signal(amplitude = 1.25, frequency = 0.5, phase = 0.0, yTranslation = 0.0, color = 'green') ])\n", "sc3 = Scenario([\n", " Signal(amplitude = 1.0, frequency = 0.5, phase = 0.0, yTranslation = 0.0, color = 'blue'),\n", " Signal(amplitude = 1.0, frequency = 0.5, phase = mt.pi, yTranslation = 0.0, color = 'green') ])\n", "\n", "scenarios = {\"1. Przyklad\": sc1 , \"2. Wzmocnienie\" : sc2, \"3. Tlumienie\" : sc3}\n", "interact(plotAll, scenario=scenarios, samplingFrequency=(0.25,10,0.25));\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0. 0.09983342 0.19866933 0.29552021 0.38941834 0.47942554\n", " 0.56464247 0.64421769 0.71735609 0.78332691 0.84147098 0.89120736\n", " 0.93203909 0.96355819 0.98544973 0.99749499 0.9995736 0.99166481\n", " 0.97384763 0.94630009 0.90929743 0.86320937 0.8084964 0.74570521\n", " 0.67546318 0.59847214 0.51550137 0.42737988 0.33498815 0.23924933\n", " 0.14112001 0.04158066 -0.05837414 -0.15774569 -0.2555411 -0.35078323\n", " -0.44252044 -0.52983614 -0.61185789 -0.68776616 -0.7568025 -0.81827711\n", " -0.87157577 -0.91616594 -0.95160207 -0.97753012 -0.993691 -0.99992326\n", " -0.99616461 -0.98245261 -0.95892427 -0.92581468 -0.88345466 -0.83226744\n", " -0.77276449 -0.70554033 -0.63126664 -0.55068554 -0.46460218 -0.37387666\n", " -0.2794155 -0.1821625 -0.0830894 0.0168139 0.1165492 0.21511999\n", " 0.31154136 0.40484992 0.49411335 0.57843976 0.6569866 0.72896904\n", " 0.79366786 0.85043662 0.8987081 0.93799998 0.96791967 0.98816823\n", " 0.99854335 0.99894134 0.98935825 0.96988981 0.94073056 0.90217183\n", " 0.85459891 0.79848711 0.7343971 0.66296923 0.58491719 0.50102086\n", " 0.41211849 0.31909836 0.22288991 0.12445442 0.02477543 -0.07515112\n", " -0.17432678 -0.27176063 -0.36647913 -0.45753589 -0.54402111 -0.62507065\n", " -0.69987469 -0.76768581 -0.82782647 -0.87969576 -0.92277542 -0.95663502\n", " -0.98093623 -0.99543625 -0.99999021 -0.99455259 -0.97917773 -0.95401925\n", " -0.91932853 -0.87545217 -0.82282859 -0.76198358 -0.69352508 -0.61813711\n", " -0.53657292 -0.44964746 -0.35822928 -0.26323179 -0.16560418 -0.0663219 ]\n" ] } ], "source": [ "x = np.arange(0, 2 * 2*np.pi, 0.1)\n", "y = np.sin(x)\n", "print(y)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0. 0.09983342 0.19866933 0.29552021 0.38941834 0.47942554\n", " 0.56464247 0.64421769 0.71735609 0.78332691 0.84147098 0.89120736\n", " 0.93203909 0.96355819 0.98544973 0.99749499 0.9995736 0.99166481\n", " 0.97384763 0.94630009 0.90929743 0.86320937 0.8084964 0.74570521\n", " 0.67546318 0.59847214 0.51550137 0.42737988 0.33498815 0.23924933\n", " 0.14112001 0.04158066 -0.05837414 -0.15774569 -0.2555411 -0.35078323\n", " -0.44252044 -0.52983614 -0.61185789 -0.68776616 -0.7568025 -0.81827711\n", " -0.87157577 -0.91616594 -0.95160207 -0.97753012 -0.993691 -0.99992326\n", " -0.99616461 -0.98245261 -0.95892427 -0.92581468 -0.88345466 -0.83226744\n", " -0.77276449 -0.70554033 -0.63126664 -0.55068554 -0.46460218 -0.37387666\n", " -0.2794155 -0.1821625 -0.0830894 0.0168139 0.1165492 0.21511999\n", " 0.31154136 0.40484992 0.49411335 0.57843976 0.6569866 0.72896904\n", " 0.79366786 0.85043662 0.8987081 0.93799998 0.96791967 0.98816823\n", " 0.99854335 0.99894134 0.98935825 0.96988981 0.94073056 0.90217183\n", " 0.85459891 0.79848711 0.7343971 0.66296923 0.58491719 0.50102086\n", " 0.41211849 0.31909836 0.22288991 0.12445442 0.02477543 -0.07515112\n", " -0.17432678 -0.27176063 -0.36647913 -0.45753589 -0.54402111 -0.62507065\n", " -0.69987469 -0.76768581 -0.82782647 -0.87969576 -0.92277542 -0.95663502\n", " -0.98093623 -0.99543625 -0.99999021 -0.99455259 -0.97917773 -0.95401925\n", " -0.91932853 -0.87545217 -0.82282859 -0.76198358 -0.69352508 -0.61813711\n", " -0.53657292 -0.44964746 -0.35822928 -0.26323179 -0.16560418 -0.0663219 ]\n" ] } ], "source": [ "yp = np.fft.ifft(np.fft.fft(y))\n", "print(y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fajne zastosowanie FFT i iFFT" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "dc2a0e4987a140bba33f1b09d5a15015", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='scenario', options={'1. Przyklad': Scenario(), '2. Noise': Scenari…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "l1 = [\n", " Signal(amplitude = 1.0, frequency = 0.5, phase = 0.0, yTranslation = 0.0, color = 'blue'),\n", " Signal(amplitude = 1.5, frequency = 0.25, phase = 0.5 * mt.pi, yTranslation = 0.0, color = 'green'),\n", " Signal(amplitude = 0.5, frequency = 0.4, phase = 1.25 * mt.pi, yTranslation = 0.0, color = 'orange')]\n", "\n", "l2 = [\n", " Signal(amplitude = 1.0, frequency = 0.5, phase = 0.0, yTranslation = 0.0, color = 'blue'),\n", " Signal(amplitude = 1.5, frequency = 0.25, phase = 0.5 * mt.pi, yTranslation = 0.0, color = 'green'),\n", " Signal(amplitude = 0.5, frequency = 0.4, phase = 1.25 * mt.pi, yTranslation = 0.0, color = 'orange')]\n", "\n", "for i in range(50):\n", " amplitude = 0.05 + random.random() * 0.15\n", " #Round - Uniknięcie błędów numerycznych, co sie stanie po usunieciu round?\n", " # frequency = round(1.0 + random.random() * 3.0, 1)\n", " frequency = round(1.0 + random.random() * 3.0, 1) \n", " phase = random.random() * mt.pi\n", " color = 'black'\n", " l2.append(Signal(amplitude, frequency, phase, 0.0, color))\n", "\n", "sc1 = Scenario(l1)\n", "sc2 = Scenario(l2)\n", "\n", "scenarios = {\"1. Przyklad\": sc1, \"2. Noise\": sc2 }\n", "interact(plotAllWithNoiseCancelWithoutSpectrogram, scenario=scenarios, noiseThreshold=6.0, samplingFrequency=(0.25,10,0.25));\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[1. 0. 0. 0.]\n", " [0. 1. 0. 0.]\n", " [0. 0. 1. 0.]\n", " [0. 0. 0. 1.]]\n" ] } ], "source": [ "a = np.eye(4)\n", "print(a)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[4.+0.j 0.+0.j 0.+0.j 0.+0.j]\n", " [0.+0.j 0.+0.j 0.+0.j 4.+0.j]\n", " [0.+0.j 0.+0.j 4.+0.j 0.+0.j]\n", " [0.+0.j 4.+0.j 0.+0.j 0.+0.j]]\n" ] } ], "source": [ "fd = np.fft.fft2(a)\n", "print(fd)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[1.+0.j 0.+0.j 0.+0.j 0.+0.j]\n", " [0.+0.j 1.+0.j 0.+0.j 0.+0.j]\n", " [0.+0.j 0.+0.j 1.+0.j 0.+0.j]\n", " [0.+0.j 0.+0.j 0.+0.j 1.+0.j]]\n" ] } ], "source": [ "d = np.fft.ifft2(fd)\n", "print(d)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[1. 0. 0. 0.]\n", " [0. 1. 0. 0.]\n", " [0. 0. 1. 0.]\n", " [0. 0. 0. 1.]]\n" ] } ], "source": [ "d = np.fft.ifft2(fd)\n", "print(np.abs(d))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cam = img_as_float(data.camera())\n", "io.imshow(cam)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":11: DeprecationWarning: scipy.sin is deprecated and will be removed in SciPy 2.0.0, use numpy.sin instead\n", " ab = 0.3 * sin(2*np.pi * freq * x + phi)\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAASoAAAFpCAYAAAAr9mXtAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9V2xcWbeejT6Vi2SRLOaccw5iViIVqECqlXPqBowNw/h94SufGwPGhg98bfjCOL7wp5xzDhQVKImkmHPOZDHHIllkxXPR/5qm9PW3t73baO8N9AQISsVVa80151hzjTnG+75D5nA4+LP92f5sf7Z/zk3+f7sDf7Y/25/tz/aPtT8Xqj/bn+3P9s++/blQ/dn+bH+2f/btz4Xqz/Zn+7P9s29/LlR/tj/bn+2ffftzofqz/dn+bP/s2+9aqGQy2V6ZTNYlk8l6ZTLZ/+f/VKf+bH+2P9ufbWOT/VNxVDKZTAF0A7uBUaAGOO1wONr/z3Xvz/Zn+7P92X6fR5UD9Docjn6Hw2EGbgEH/89068/2Z/uz/dn+Z/s9C1UQMLLh/6P/72d/tj/bn+3P9n+0KX/Hd2W/8dlf7SNlMtnfAX8HoFKpNvn4+KDVanFycgJgbW0Nk8mEw+EQn8tkMtbX11ldXf3Nz00mE3a7HY1Gg5OTEwqFQhxvt9tRq9U4OzuLz00mEzabDbVajZOTE0qlErPZzOrqKlarVRyvVCqxWCysrq5isVhQqVQ4OzujUqn+6nMnJyfUajVWq5XV1VXMZjNKpRJnZ2fxuclkYn19HYVCIT632+3ieLlcjpOTExqNBrvdLo6XyWQ4OzuLz9fW1lhbW0Mmk+Hk5IRWq8XhcGAymcTnWq0WrVYrxnRtbQ2HwyGOl8lkfzXWWq0WuVz+3efSmMrl8u/GVKPR4OzsjFwuF2Nns9m+mwOz2YzJZPpuTBUKBRaLBaXyV1OT+gyIvm20A+A7+5Dm78e+Scf/2LeN8/1j36Q+b+zbxj5L873RDn78XJpv6Z4k+/jxc8k+bDabmG+FQiHm22azifmWy+Vivn/8XDp+43zL5XIxfw6HQ4zFRvv4cayl43/LDv7WsyWN6Y9j/Y89c7/1bHV1dc04HA6ff+pi83sWqlEgZMP/gwHDjwc5HI7/Dvx3gMDAQMfdu3dxcnLi+fPnBAUFsW3bNr58+cLg4CD79+/HarXy6tUrYmNjycnJ4f3790xOTnLgwAEWFxd5+/YtGRkZpKSk8Pr1a1ZXVyktLWVsbIyPHz9SUFBAREQEL1++RCaTsX//frq7u6murqaoqAg/Pz+ePXuGm5sbu3fvprGxkebmZoqLi9HpdDx79ozAwEC2b99OZWUlfX197N+/H7vdzsuXL4mJiSE3N5ePHz8yMTFBSUkJRqORt2/fkpaWRmpqKm/evGF5eZnS0lLGx8f5+PEjeXl5REVF8fLlSwD27dtHX18fX79+paioCH9/f54/f45Op6O4uJjm5mYaGxspLi7G1dWVZ8+eERAQQGFhIVVVVfT09LB//34AXrx4QVRUFPn5+Xz8+BGDwcCBAwdEv1JSUkhPT+fNmzcYjUZKS0uZnJykvLycvLw8YmJiePnyJXa7nZKSEtGv7du3ExgYyPPnz3FxcWH37t20trZSX19PcXEx7u7uPHv2DD8/PwoLC6murqa7u5t9+/Yhl8t5+fIlERERbN68GavV+t08+Pr68vz5czEPDQ0NtLa2snv3blxcXHj+/DmBgYFs27aNqqoq+vr62Ldvn7jfuLg4cnJyKC8vZ2pqSszDmzdvSE9PJyUlhbdv34p5MBgMf3Meent7qa6uprCwEH9/f54+fYqrqyt79uyhqamJpqYmMQ9Pnz79bh56e3tFv16+fCnm4cOHD2IelpeXef36NampqaSnp/P27VuWlpbEPHz48IGcnBwxDw6Hg/3799PX10dlZaWYh6dPnwr7aG1tpaGhgV27dn03D0VFRXz79o3Ozk7279//3TwUFBQI+ygpKWF1dZU3b96QmJjIpk2bePv2LYuLi5SWljI1NcX79+/Jzs4mLi6OV69eYbPZ2L9/PwMDA3z58oWtW7cSHBzMixcv0Gq1FBcX097eLvql1+t59uwZXl5e/Nt/+2+Hfsda87uC6Up+DabvBMb4NZh+xuFwtP2t70RFRTn+03/6T6ytrWE2mzGbzayvr2O1WrFYLNjtdmw2Gxv7JJfLUSgUyOVy1Go1KpUKlUqFVqtFrVaL3xqNBo1Gg1qt/u44hUKBQqFAJpMhl8txOBw4HA5sNhtWq1Vc22KxiP5s/DGbzaK/0nFWq/U3+ypdSy6Xo1KpRL+kPmm1WvH/jb+VSqXoq1wuRy6XI5PJcDgc2O12ca2N/dzYrx/7LB1jsViw2WziXjeOqTSuCoXiu/HSaDTi7btxnDeOq1KpRKlUolAoAHA4HMhkMux2O1arVVxP6sP6+joTExPi3NJ9S2OkVqtFX6S5ktrGc0pj/+P8mEwmMQ7S2EjHSj/SuWQymbiGQqFAqVSK+5LmRJqnjXMk/X3jvcvlculZEHP1471L9//jz9ra2nfzKfVTmm/pvFI/N/ZV+pH6+KPt/zhXMpkMpVIp5kmyf6mv/5D9S2O60a422r/UV8lmf+yr1K9/82/+TZ3D4cj6Jy02/I4YlcPhsAL/D/Aa6ADu/EOLFIBKpaKjo4Pg4GAKCgqYn58nNDSUo0eP4uTkREBAABcvXiQkJAR3d3cuXLhAYmIiAD/99BNpaWnMzc2RmZlJSkoKvb296HQ6oqOjqa2tZWJiAj8/P758+UJlZSVarZavX7/y8OFDbDYbTU1NXL16FaPRiMFg4NatWywtLSGTyXj16hWLi4uEhITQ2trK6uoqubm5LC8vY7FYKCkpwdfXF7vdzpEjR8jIyEAmk3Hw4EF2794NwLZt2zhw4AAWi4WoqCj27dvH0tISAAUFBczMzNDb20tUVBQGg4Hy8nK0Wi3j4+Pcvn2bhYUFpqenuXz5Mr29vZhMJm7dukVTUxMqlYp3795RX1+Pn58fvb29tLS0EBcXh0wmo6+vj6ysLGJjY5menqagoIBdu3ZhsVjIzs7mzJkzODk5ER8fz4ULF/Dw8MDDw4OTJ0/i6emJyWRix44deHp60t3dTUREBK6urnz69Elsu549e8bAwAAymYz79+9TUVEBwOvXr3n27BlyuZy6ujqePHmCWq1menqaN2/e4OrqSmhoKGFhYXz79g2z2Yy3tzfl5eW0t7fj5OTE27dvKSsrQyaTUVFRwZ07dzCbzbS1tXHr1i3MZjNLS0s8efIEq9WKh4cH3759w+FwkJ6ejsFgQKVSsW/fPvGAnDhxgqioKLRaLadOnSI/P1942Tt37mR9fZ1Nmzaxa9cu5ufn8fDwYPPmzYyMjDA9PU1cXBy9vb18+/YNb29vurq6ePjwIRaLhf7+fq5cucLU1JSYs76+Pmw2G48ePaKrqwtPT09qa2vp7u4mPj6e+fl5hoaGyMvLw8fHh9nZWYqKisjOzmZtbY2dO3dy4MAB5HI5OTk5nD59Gq1WS3h4OCdPnhRhi71796JWqxkbGyM1NRW5XE5VVRV6vR6Hw8GzZ8+Yn5/HYrFw8+ZN2trasFqt3L9/n48fPyKTyXj37h1v3rzB2dmZ7u5u3r59i6enJxaLhW/fvhEcHEx4eDj9/f2Eh4dTWFjIysoKkZGRnDhxAhcXF4KCgvjll18ICQnBzc2NM2fOEBcXh81mY+/evSQnJzM+Pk58fPw/dZkR7XfhqBwOxwuHwxHrcDiiHA7H//cfO16Km8zMzKDRaCguLmZoaIjbt2+Tnp7Ozp07aW9vx2AwoFarMRqNpKSkEBwczJ07d5idneXChQvCmCUvwMnJifT0dLq6unj58iXbtm2jsLCQiooKBgYGCAkJQSaTERAQgE6n4/nz59hsNn7++WcWFxd5+vQpXl5eBAcHA+Dn50dPTw/V1dXs2bOHnJwcHj9+zNDQEDk5OSK2I5PJ+Pr1KzqdjjNnzjA0NMT9+/eJiYkhJSWFhYUFFAoF4+Pj9Pf3U1xcTGxsLNevX2dmZob9+/ejUCiYmJjA4XDQ19eHt7c3JSUltLS08OjRI/Lz89m0aRPd3d0YjUbW1tZYXFykoKAAb29vrl69itls5vTp06ytrdHU1IRGo2F1dRUvLy9yc3Opra2lrKyMvXv3kpmZyefPn5mensbDwwObzUZiYiIqlYo7d+6g0+m4cOECBoOBT58+4ePjg5ubG05OToSFhVFbW0tDQwNHjx4lISGBR48eMTc3R2JiIjKZTBj727dv8ff359SpU7S1teHm5sa3b98AsFgsaDQasSjcv3+fTZs2sWfPHhoaGsQ42O12IiMj8ff35/Hjx8zNzXHx4kUAXr16hZOTEz4+PiiVSqKjo+nv7+fdu3cUFhZSVFTEmzdv6OrqIjExEY1Gg06nw8nJiQ8fPgBw8eJFFhYWuHfvHgEBASQmJmIymdDpdIyOjtLc3MyuXbvIysrizp07DA4OUlRUhJOTE0ajEYfDQWtrKzqdjuPHjzMwMMCdO3dITk4mNzeX8fFxTCYTi4uLjI+Ps23bNqKiorh+/Tqzs7McPXoUhUJBV1cXcrmc6elp9Ho9O3bsoLW1lcePH7NlyxYKCgpobGxkZmYGtVqNyWQiIyMDvV7PzZs3sVqtXLhwgeXlZb58+YKLiwsqlQpXV1dSUlJobGzkw4cP7N+/n6ysLN6+fcvExARhYWEABAYGolQqxZb3woULDA8P8+rVK4KCgggMDATAx8eHtrY2WltbOXToEHFxcdy5c4f5+Xlyc3OFN2W1WqmqqsLf35/jx4/T0tLye5YZ4A9GppvNZi5evEhnZydKpZLnz59z9OhRzGYz4eHhXL16ldjYWJRKJTt27ODNmzesr6+LffPi4iJjY2N0dHSQnJxMdHQ0y8vLtLS0YDQayc/Px8XFheXlZcrLy0lISMDLy4uEhAQePHiAq6srJpOJEydO8PnzZxwOB9++fePChQtMT0/j5ubGrVu32Lp1K0qlkk2bNnH37l2cnZ2x2+3s27ePjo4OJiYmMBgMbNmyBb1ej8FgEAabk5ODzWZjeHiYpqYmcnNzcXNzQ6/X8+DBA0JDQ1GpVOzatYtnz56hUCgYGBjg4sWLtLe3o1KpeP78OYcOHcJqtRIaGsqNGzcIDw9Ho9Gwbds2Pnz4wPLyMiaTieLiYtbW1hgcHKSvr4/o6GiSkpKYnZ2lq6uLqakptm/fjlKpZH19XcRKdDodaWlp3L59G71ej9Fo5MyZM8JLqqqq4uzZs0xPT+Pu7s6dO3fIz8/HycmJ1NRUHj9+LLYWu3btor+/n8HBQaanp8nJySEgIIChoSF6enpEMHp6eppTp07R3t7OysoKNTU1FBcXi2BueXk5Hh4exMTEEBAQQHt7O11dXYSEhBAVFYWbmxvl5eWoVCp0Oh07d+6ksrISk8lET08PZ86cYXx8HLVazb1799i7dy8AKSkpXLp0iZCQEMxmM4cPH+bDhw9YLBb6+vo4cuQIy8vLGI1GPn/+TFJSEuHh4bi4uFBTU8PCwgKJiYmEhYWxvLzM58+f8fX1JSAggJSUFN68eYPNZmNpaYkTJ07Q2tqKxWLh/fv3HD9+HJPJREBAAFeuXBGeeFFREffv30elUjE3N8exY8fo7e1lcXGRxsZGtm/fjoeHBxaLhS9fvuDs7ExSUhJeXl709/fT3NxMdHQ0oaGh+Pj48PLlSxHY379/PxUVFVgsFtrb2zl79iwGgwFnZ2fu3btHcXExDoeDlJQUrly5gr+/PxaLhYMHD/L582eWl5cZHh6mpKQEq9XK/Pw83759IzIyUjyfTU1NTE5OkpaWhp+fHxaLhbKyMgIDA/Hy8iIrK4sXL14gl8uZnZ393WvHH7pQSRmbxMRELl26xLZt27BarQQGBnLr1i1KSkpYW1tDrVZTVlbGTz/9xPLyMktLS3R2drJ7924WFhYYGBgQW5qFhQUaGxsJCQkhNDQUo9FIdXU1W7duRSaTsbKyQlVVFUeOHGFsbAyLxUJDQwMXLlygrq4OgL6+Pi5cuEBZWRkqlYqFhQUOHTrEkydPcHFxQaFQkJeXx/Pnz3F3d8ff3x9/f38+ffqEXq8nPj6elZUV2tra0Ov1ZGdn09bWxsLCAq6uruTl5fHmzRt0Oh1arZbs7Gxu3bpFXFwcCoWCpKQkLl++LMYjKCiImzdvsn//fkwmE1qtlrdv34rxMBqNtLe3s2fPHhYXF+nv78dkMpGbm8vCwgItLS0EBgYSHh7O0tIS1dXVFBQUoFKpWF1dFeMxPj6OxWKhsbGR8+fPU19fD0Bvby8XLlzg3bt3aLVaZmdnOXLkiBgPuVxOQUEBz549w93dHV9fX4KCgnj//j16vZ64uDjW1tZoaWlBr9eTmZmJXC4nJSWFGzdukJaWhouLC15eXjx//pzMzEz0ej3Ly8vU19eTkZGBl5cXnZ2dzM/PExcXh4+PDx8+fMDT05OAgAB8fHx4+vQpmZmZaLVa9Ho9Dx8+pKSkhJWVFZydnXn+/DlnzpxhdHQUhULB58+fOX/+PG1tbZjNZnp7ezl+/DgNDQ0sLS1hs9nYvn07dXV1zM7OEhgYSEREBM3NzUxNTZGdnY1MJmNgYICpqSn27NnDwMAACwsLzM7OcujQIT59+oRcLmd5eZmDBw9y//59vL29MZvN7Nq1iytXrhAVFYVMJiMtLY3r16+L8fD29ub58+dkZWWh1+tZXV2lrq5OjEdPTw+zs7MkJCTg4+PDp0+fcHV1JSgoCC8vL549e0ZaWhoajQYPDw8ePHggbEgaj9OnTzMyMoJcLufLly9cvHiRjo4OLBYLvb29nDhxgoaGBpaXlzGbzRQVFVFXV8f8/Dz+/v7ExMTQ0tLC9PQ0mZmZKBQK+vv7mZ6eZvfu3QwPDzM7O8vMzAyHDh3i8+fP/0fWjn9yMP2f0kJDQx1///d/j6urKzqdDmdnZ1xcXERMQdpOScHItbU1VldXWV1dxWg0sry8zMrKikjfWiwWESCUgndarRYXFxd0Oh0uLi7i31IQVwou2u12Eeg0mUysrKywvLwsrrG6uiqC1TabDUAEyZ2cnETfdTodrq6u4jOtViuCrQ6HQwQg19bWWFlZ+e460r1JAUrpXqTArbOzM87OzuJepDFzcnISwXeZTCYCzdJ4SdcwGo3iGlLw1maziUC6lGreeC/SNSQ4hTReDodDBKqlc/54LyaTSVzDbreLJIFGoyEzM5OVlRWMRqMYh7W1NTGPG8d34727urqKefzx3gFsNpsI9m4cX+m3ZCtSQB4QtvJb4+vi4iKC0yqVStiuNL4/2op075Kt2O12HA6HuHetVivGd+M1JDiCSqUSQXkpqG0ymcR5pXuRbHJjMFtKMEmwG+m8G8dMSoqo1WoRRP8tW9n4bEnzKK0Nkufs5OSEk5OTsJMfbUW6l996tvbv3/9/J5j+T2lubm5MTEywtLRETEwMPT09vHnzBoVCQW9vL5cuXcJgMLC8vMy9e/cYHBwkICCAzs5OJicn2bp1Kz4+PphMJkpLS9m1axfwa6D66NGj2O123N3d2bFjB0ajkY6ODgIDA5mamuLu3bvMzc0xPz/PlStXaG5uRqVS8eHDB+rr64mIiMBkMjEwMEBeXh6ZmZmYTCYKCgo4ceIEGo2GyMhITp06hYuLC0ajkezsbJRKJRUVFcjlciwWC7dv36a1tRWr1cqjR4949+4dLi4u9PT08OXLF0JDQ/Hz82NoaIikpCRKSkpQKBRER0fz888/ExAQgFar5eDBg4SEhDA0NERoaCje3t68e/eOsbExVCoVT58+5e3btwBUV1fz8OFDVCoV6+vrfPnyBU9PTzZt2sTc3BwBAQGcPn0aPz8/PD09OXfuHGlpaaytrVFQUEBKSgqdnZ3IZDKCgoKoqKigsrISlUrFly9fuHXrFmtra4yNjXHv3j3MZjM+Pj40Nzcjk8nYuXOneFhOnz5NWloaSqWSkpISioqKWFpa4vPnzxiNRnJyckSs8siRIyQnJ6NQKDh06BB79uxhfX2dpKQkduzYwfT0tPCo+vv7efv2rfBoJFtZWVnhwYMHdHd3ExgYSG9vr9iW+/n5SQ+JsJX8/HxOnDgBgE6nY8eOHZhMJtra2vD392d2dpb79+8zMzPD0tIS169fp6GhAZVKxadPn6ipqSE8PJy1tTX6+/vJzc0lKyuLtbU18vLyOHnyJC4uLoSEhHDq1Cnc3NxYWFggOzsbjUYjPAybzcadO3doamrC4XCI+XRycqKvr4/Pnz8TFBREQEAAg4ODxMbGcuDAAZRKJZGRkfzyyy8itvTTTz8RHh7O4OAgYWFh+Pj4UF5ezvDwMBqNhhcvXgjYQ01NDffv3xeYsM+fP+Pm5samTZuYn5/Hx8eH06dPExgYiKurK2fPnhW2kpeXR3p6Ot3d3djtdoKDg/n69StfvnxBrVZTVVXFjRs3MJlMGAwG7t+/z+rqKr6+vr977fhDPaqQkBDHf/gP/wE3Nzfc3d1xdXXF1dVVeCGAAEouLy+zsLAgfkurvQRj2Pi2cnd3F+eUVnm1Wo1cLhfpbJPJxNLSEktLS+K8KysrwmOSPBnprSed083NTbyZJA9G8ipWVlbE+ZaWloSnIXlH/1gfVSqV8Igkj0Dq4+LiovA+pDe19AZ1cXHB1dX1u3Hc2Ee73S7S9tLWeXFxkaWlJZaXl1lbWxMp+40eol6vF+eU3s5SH6V5kbyixcVFFhcXxZtfGkfJW5E8Tel8jY2NfzV/0tt543Ebx0Yul/+DY7O6usr6+rrwEiVPTJo/aWx0Op1440ueoTR/0n0sLS19Z2Mbx0byHjbahOTZSfNnMpmE5y/Zg2QT0j1LffzRxqT5k+APkkcieTuSjRmNRoxGo/AQN/ZRGkPpR/LypXu2Wq3Cq9/YR2kcJQ9K8rRdXFzEuSR7kMZRoVAIT1a65402JnmYVqsVmUyGWq3m7//+7//leFQ2m43s7GwCAgKorKwEfnV3b9y4IdLxd+/epbe3Fz8/Pzo6OkTAWKPR4O7uzsWLF0XK+dChQ+KNExUVhdls5smTJywvLzM1NcWlS5cYGxvDZrPx4sULVlZWSEhIYGJiAk9PT44fP467uztBQUFcuHBBwA+KioqwWq3U1tbi4eHByMgIN2/exGg0Mjw8LN4aWq2WmpoavL292bZtGyaTicTERM6dOydS8kePHgVgcXGR5ORkBgcHKS8vR6FQ0NTUxI0bN1hbW8NgMPDixQvc3d3FPaWmprJ//35kMhlZWVmcOnUK+DX7sn37dkZGRujv78fX15fKykqePXuG3W7n27dvPHz4ECcnJ5aWlqirqyMpKYnExESWl5fZuXMnpaWlyGQycnJy2Lt3L7Ozs6jVamJjY6msrKS5uRm1Ws3Lly958eIFSqWS+vp6Pn/+TEREBHK5nImJCZEVAzh48CC7du1ibW2NlJQU0tLSaGlpYXV1lfDwcJHWjoqK4uzZszg5OWG329m8eTNzc3N8+/YNNzc32tvbuXXrFqurq/T393P37l2B3m5sbCQyMpJt27YJeMGZM2fQaDSEh4dTWlrK0tIS8/PzREdH09zcTFlZGUqlksrKSm7dugXA2NgY5eXlBAcHExQUxPj4OJs3bxZQky1btnD48GFMJhO+vr7k5OTQ0dHB4OAg7u7ulJWV8erVKwA+f/7M69ev8fLyYmFhgc7OTnJzc0lISGB9fZ3S0lKKi4ux2+0UFBSwdetWBgcH0Wg0BAcHU15eTmtrKzKZjIcPH1JeXo5arRYZ1sTERBQKBUtLSxw8eFAE5I8ePcrmzZtZWloiJSWFyMhIqqurWV1dRaFQcPv2bRoaGrDb7Tx69Iimpib8/f3p7u5mZmaGXbt24eHhgUaj4cyZM6SkpCCXyyktLSUmJob+/n5CQkJQq9U8f/6cqakplpeXuXz5Ml1dXchkMl6/fs3U1BTJycnMzMyg1Wo5fvw4vr6+eHp6cuHCBcLDw3/32vGH61FpNBra2trIzs7GYrHw4cMHzp8/z5cvX1AoFLi7u6PVahkeHkYul7NlyxYuXbokXPeuri6CgoJE/KCxsZETJ07w7t07YfRfvnzB29sbh8MhgrwFBQWo1WrevHnDkSNHhPtqs9mIjIyko6OD9fV19u/fz5UrV8jOzkar1WIwGHA4HHh7e6PRaHj//j0XLlygsrKSlZUVMjMz6e/vB371BjMyMnj06BG5ubno9Xrevn1LYWEh09PTyGQyJicnyc/Pp62tjdnZWQ4fPsyDBw+Ijo7G2dkZi8XC+Pi42O49fPiQ8+fP09raytzcHDExMd95Srt37+bmzZukpqYSEBDAp0+fSExMxGq1otVqaWpqEtnKwcFBDh06RFlZGd7e3iiVSjw8PGhqaiIsLIyIiAhu3brFsWPHGBkZYW5uTngms7OzjI6OcuzYMW7dukVERAShoaE0Nzfj4eGBUqnEy8uLd+/ecfjwYQYHB+ns7GTv3r00NzdjNpuZnZ3FarWyfft2rl69yrZt28RiHxsbi8ViQaFQ0NLSwk8//URlZSVGo5Hi4mLKysrw9/dHoVDg5eXFt2/fSE1NRa/X8+jRI06cOEFXVxcmkwknJyd8fX0ZGRlhYWGBAwcOcOnSJdLT0/Hw8KCnp0d4yq6urpSXl3P69Gnq6+uZmZmhsLCQlpYWtFotFouFxMREXr9+TXJyMkFBQTx69Iji4mImJycxm80YjUaSk5MZGBhgdHSU48ePc+fOHcLDw/H09GRmZobl5WU8PT3x8/Pj4cOHnDlzhu7ubkZHR8nIyGB6ehqr1cri4iKFhYU8fPiQmJgYYmNjefXqFZs2bcJkMqFSqejq6mL79u0MDw/T0dHBmTNnxEIp7VD6+/vx9vYmPj6ea9eucezYMcbHxxkdHSU4OBiFQsHq6iqDg4McPXqUhw8fEhAQQFJSEl++fCEo6FfaroeHBxUVFezdu5eZmRnq6uo4cuQINTU1IjkWFhZGXV2dSCRdvXqVPXv2sLq6yszMjIgn/p72hy5UHh4eTE5OMjExgU6nw9vbm7W1NWpqavj555959+4dNptNgOMk17e4uJibN28SFxcnsDxeXl4olUpCQkJ4/vw5+/fvZ21tjcrKSrZu3crs7CwymUxQHBoaGhgfH+fAgQN8+fIFnU6H3W4nLi6Oz58/4+3tTV5eHrdv3yYzM1MEEvv6+khKSsLV1ZXHjx9z4sQJ+vr6MBqNqFQqQkJCmJmZobOzk/PnzwuaQ0hICMvLy8zMzOBwONi2bRt/+ctfyM3Nxd3dnba2Ntzd3XF2dsbb25sXL15w/PhxDAYDHR0d5OTksLCwAEB/fz8HDx7kw4cPIhPz5csX3NzcsNvtJCQk8ObNG2JjY4mPj+fhw4fk5uYK/mFHRwf5+flYLBbKy8sFtknaPkhvT4PBwMmTJ7l//z4BAQF4eXlhtVoZGxvDxcWF7OxsLl++LF4aAwMDODs74+HhgYuLC69evRKLqsFgIDU1FaPRiNlsprOzk4WFBQ4fPsydO3cICwvD1dUVgKGhIby8vEhNTeXKlSvs27dPxMTUajU+Pj4C8Cpla+fm5khISBBbz8nJSQ4ePMiDBw/w8/MjKSmJ+vp6XF1dkcvlxMXF8ejRI7Zt24aLiwvv3r0jJyeHlZUVVCoVLS0t7N27l8HBQdrb2zl06BD19fWo1WrMZjOpqalUVVUhk8koLi7m7t27xMXFiUBzZ2cnERERhIeHc+fOHQ4dOsTs7Cxzc3MAhIWFsba2RlVVFb/88gsVFRXY7XbCwsKwWq3MzMxgNBrZv38/165dIy4ujqCgINrb2wW6Ozw8nHv37lFaWorZbKa2tlYkKRQKBW1tbfz000/U1dUxPj7Ovn37qK+vR6vVsra2RmZmJu/evcPLy4u8vDwePHhASkoKdrsdJycnmpqaSE9Px93dnUePHnHs2DGGh4dFQiIuLo6JiQna29u5cOGCoFb5+voil8sZGxsDYMeOHVy6dImsrCzc3NwYHBz83WvHH7pQyeXy7zyS9fV1AgMDcXZ2pq+vD4CdO3dy48YNMjMzsdlsODk5UVNTI9DD9fX1bN++ncnJSfEQHTp0iFu3bhEeHk5AQADT09PMzs4SHBxMQEAA9+7d49ixYwwODmK1WpmdnWXr1q18+/YNk8lEUVERVVVV6HQ6AFJTU7lx4wZ79+5lfX2d/v5+XF1d8ff3Z3V1lYaGBs6fP8+bN29wc3NDqVQSFhbGhw8fCA8PJzo6mhcvXpCWlobNZsPFxYVPnz5x5swZ6uvrWVhYIDY2FqvVyvj4OGtra+zZs4crV66QlZUlsmzt7e1iwfn69SslJSVi0icmJigtLeXhw4f4+/sTERFBX18fZrMZDw8PQkNDuX37NidPnmRoaEjEczIyMmhvb2dmZoaSkhLKysrw8PAQC979+/cpKipCJpPR1NREcHAwrq6u2Gw2vn37xsWLF3n9+rWIYXh5eVFfX4+vry9paWncv3+f3Nxc1tfXcXJyElCI8+fPU1VVhUqlwm63k5qayvv37/H29hb8t7CwMORyOT4+Pjx//pyTJ0/S29vL5OQkISEhuLi4MD4+zvT0NEeOHOHGjRvExcWJuF11dTU5OTmo1Wrev39PYWEhc3NzOBwOurq6OH78OC9evMDZ2ZnY2FimpqaYn5/Hzc2NlJQUrl69SklJCbOzs6ytrQnvt6+vj4GBAQ4cOEBNTQ1arZb19XXy8vK4c+cOOTk5uLu709HRgU6nw8vLSyysv/zyi1jg1Gq12J45OzuTn5/P48ePiYmJAcDLy4uysjKOHDnC6Ogo/f39JCQkYLPZBIbwxIkT3Lx5k6ioKHQ6HTKZjPb2dhITE9Hr9bx8+ZJ9+/YxPj4O/PoyOXjwIOXl5cjlctLT0+nr6xNk6/T0dK5evfrdlnllZYXU1FSxKJ04cYKKigp0Oh0Wi4WMjAyePHlCamoq/v7+VFZWEhQUJLKyb9++5eeff+bbt29YLBY8PDx+/9rxu8/wv9n0er14qzc1NTE/P09iYqIYJPg1PnD58mX27NnD8vKyCNqmpaUxPDzM4OAgR44c4dWrV/j7+yOTyQgNDeXNmzcUFRVhNpupr68nNzeXpaUlLBYLBoOBw4cPc/PmTRISEvD09BTI4dDQUJRKJWVlZVy4cIGvX7+i0WhQKBRERETw+fNnwsLCiImJ4dmzZ+Tl5bG6uopSqaSlpYVjx47x/v175HI5qampwhCkB+LGjRucPHmSwcFBFhcX0Wq1hIaG0tPTw+rqKnv37uXOnTvfvd1qamrYs2cP4+PjdHZ2UlRURE9PD/ArK3779u1cv36dzZs3o1Kp6O3tFW+31dVVmpubOXfuHE+ePMHPz0+kyOvq6khOTsbT05NXr15RUlLC6OgoAOPj4+zdu1cQXOPj46mrqxPbJC8vL16+fMnFixepra3FbDbj6+uLs7Mzvb29ODk5kZeXx7Vr19ixYwfLy8s4HA4GBgaoq6vj4sWLPH/+HL1ej6enJzKZjO7ubsLDwwkKCuLhw4ccPHiQ4eFhAGZnZyksLOTdu3fodDoyMzP59OkTAQEBqFQqfH19efHiBWfPnqW5uZmlpSXCw8NxOByMj48LT/bSpUvs3LlTQCImJyfJzc1lYGCAwcFBDhw4IDBaDoeD2NhYnjx5wq5duzCbzTQ1NZGcnCwUFYaGhjh+/Dg3b94kNjYWd3d35ufnmZ6eJjo6GpVKxdu3bzlz5gw1NTUolUpsNhvJycmUlZURHh5OTEwMr1+/JiUlRSg91NTUcPr0aT58+IBMJiMhIUHEhXQ6HYmJiVy/fp1jx44xOjrK8vIydrudpKQkWlpaWF5eZt++fTx+/Ji4uDgcDgceHh58/PhREPe7u7spKCjAYDBgNptFzPLKlSts3rwZpVLJ2NiYeKYkbNv58+d59eoV3t7eqFQqQVVLTU3Fw8OD169fU1hYKHYyUpjhyZMn+Pj8k0UTRPvDcVQ///wz3t7eJCcnExoaKrYFXV1dAqGemJiIt7c309PTtLW1MTQ0JHhqsbGxqFQqBgcHaWtrY25uDh8fH5KSkggNDcVkMtHZ2Ul3dzcWi4WIiAiSk5Px8PBgamqK1tZWRkZGcHJyIiEhgZiYGJRKJQMDA7S1tTE/P4+vr6+g7qyurtLR0SFiWpGRkeLtNTk5SUtLC6Ojo7i6uhIfH09MTAxyuZy+vj46OjpYWFjA399fxDeWl5fp6Oigp6cHh8NBZGQkSUlJuLm5MT4+LrZNrq6uon8APT09dHR0YDQaCQwMJCkpicDAQBYXF2lvbxdxsujoaBITE9HpdIyNjdHW1sb4+Dhubm4kJSURGRmJw+Ggt7eXjo4OlpeXCQ4OJjExEX9//+/OJ5fLiY6OJiEhQdBKWltbmZycRK/Xk5SUREREBDabje7ubjo7O1lZWSEkJITk5GR8fX1ZXFyktbWVzZs3MzU1JcbLxcWFxMREoqOjkcvl9Pf309bWxuLi4nfjtbKyQnt7+3fjJY2/xAjYOF7R0dHAr9vl9vZ2lpaW8Pf3JyUlhcDAQJaWlujo6KCvrw+HwyHuz83NDYPBQEtLCwaDAb1eT0JCAlFRUcCvINj29naWl5cJCgoiOTkZPz8/lpaWaG9vp6+vD5lMRmxsLAkJCbi4uDA6OirGX6/Xk5iYSFRUFDabTczn6uoqwcHBJCUl4e/vz/z8PG1tbQwMDKBQKMR23tnZ+bvx9/T0JDExkYiICKFMIcVZQ0JCSExMxM/Pj7m5OXE+lUolzifFgdva2piensbT05Pk5GTCw8NZX18X87m+vk5YWBhJSUn4+PgwMzNDa2srQ0NDaDQa4uLiiIuLQ6PRMDQ0RGtrK7Ozs3h5eZGcnCy2vBkZGf9ysn6urq6o1Wp8fX0JDw/n7du3vHnzhtTUVBISEgBITk7G4XBw+fJlJicn2bJli6CgpKamUldXx507d/D39yctLQ1ADOLt27dpbGxk06ZNeHt7o9PpyMvLw2AwcOnSJQDS0tKQyWTExcWJIOnbt2+Jjo4mICAAtVotUO2XL19mYmKClJQUlEoloaGhFBQUUF9fz7179/Dw8CAk5Felm/z8fMFJbGpqElQDHx8fEXi9fv26wJ9IyPpNmzbx5s0bPnz4QGBgoABhlpSUoFaruX79utj6mEwmEhIS2LVrF01NTTx58kSk861WK/v37yciIoL79+/T3t4ucERBQUEcOXKEmZkZ7t27h81mw9nZGaPRSGFhIXl5eXz48IHKykrc3d0xGo04Oztz/PhxnJ2defDgAdPT02i1WqampsjIyKC0tJS2tjbevn2LWq0WSOajR48SExPDixcv6O/vR6PRMDY2xpMnT6irq2Pnzp0kJCRgNpsJDQ1lenqaa9euIZfL2bdvn9g+hISE8OHDB16+fElGRgabNm3CarWKDNK1a9cwGAzs2rVLJDri4+NpaWnh9u3b+Pv7k5eXB0B4eDheXl7cu3ePuro68vLyCA4ORqlUkpaWxvT0NH/5y19EMkatVhMYGEhcXBzv3r3jxYsXxMbGEh0djUwmE1m3K1euMDo6SlZWlog1Zmdn09zczK1bt/Dy8hKE3IyMDEJCQrh7967Iwur1elxdXdm2bRuzs7NcvnwZs9lMQkICDoeDpKQkMjIyePfuHa9fvyYkJARPT0/UajU7duxAq9Vy9epVRkdHiYmJweFwEB4eTlFREa2trdy7d08g3m02G4WFhURGRvLgwQMaGxsJCwvD4XDg4+PDgQMHmJ+f58aNGwInJ7Ed8vLyKC8v5/3793h5eQkdq4MHD+Ls7Mzt27cxGAx4eXmxtLREYmIiJSUldHR08PTpUzQaze9eO36PHtX/drPb7SIj4efnx969e2lra+PmzZt4eHjw008/4ezsTHV1NQ6HA6PRCMD27dupqKjg+vXr5OTksHnzZnp6evj27RseHh7odDo0Gg0RERF0dnZis9nYtm0ba2trvHnzhtnZWbKzs/H19WVoaEhslXx9fTlw4ACNjY1cuXKFoKAgDh06hMPhEABIo9GIRqNhy5YtfP36lTt37lBQUEBwcDAtLS00NDTg7+8vFmHpc0m7Z3Z2lsePHwvwqLu7O+Pj4yiVSrq7u/H19eXQoUN8+/aNS5cuER0dLbhnHR0dKBQK4fXk5+dTXV2NwWBg8+bNeHl5UVdXR3t7O6GhoTg7O2M2m/Hz86O+vh6bzcaRI0cYGRnh9u3byOVytm/fjlarZWFhQWy9vL29OXjwIJWVlVy+fJnk5GR2797N5OQkXV1dqNVqATHIysqivr6e0dFRioqK0Gq1fPr0if7+fuLj43FycmJ9fR0PDw8qKyvJzc3l5MmTjI6OEhgYSFNTkwDiymQyvLy8CA0N5cuXLyQnJ3P8+HEmJycFsDQ/P1/EtRQKBQ0NDWzevJkTJ05QXV3NpUuXSEhIIDs7m/n5ebFtmZ6eJiYmhs2bNwt9pqKiIvR6PZWVlQwMDBAREYFMJsPHxwc/Pz/ev39PZmYm586dE2R5lUrFli1bBF7K4XDQ2NhIQUEBx44d4+vXr9TW1pKWlkZaWhoGg4GxsTHkcjkzMzNizD59+oSfnx+lpaWo1Wo+fvzI6OgoiYmJyOVyvL29cXNz4927d+Tm5nLhwgU6Ozu5ceMGer2e3NxcIQVjNptpbm4mJydH8PMqKyvJyckhLi6Ovr4+Jicn0Wq1LC0tERsby9LSEq9evSI8PJzjx49jNpt5/fo1c3NzYuH19fWlr6+Pt2/fUlBQwMWLF2lqahILf05OjhAfXF1dpa2tjYyMDNzc3Pjy5QsWi4UtW7YQFhZGW1sbMzMzeHl5sby8/LvXjj906xcbG+v4r//1v36n5STB+iUdno0aTNL/pWN//PzHv0mf/fh/STNno9YP8N3xG8dB+rdEadn4742fwf/UDJL+/eNnEi1I+pH+L9EmNv5d+kzSOpI+26hRJaV6JRrMRn2ljccCgv4i/f23jtl4rR+P2fjZ37qfjfct/f3HJpPJ+Mtf/vJXYykdL433j2Oy8ft/a9x+7Os/NoYbj/1R/+sf+87f+uwfGrffGq+NOlZ/y37+VvvRJjfa6sbfEl1I+v+Pz8OPz8qPz9XfegZ/fN426qX9+L2N3/9X/+pf/a6t3x/qUUnSrRKyWEIDS2huQCBjN6K5N6J3JcS5w+EQiHMJUyShY6WgqYQQl3hKEm5GOu+PKHa73S7kVTciuiX0riRZC/8TEbwRwfvjOQEhJWwymQSiW0IEr6ysCJSxhIzXarW/idbeiISW0PYSKngjulpKJUuGKnHaXFxcxLkkpPHGc0rcrI0I8I3I5fX1dYGultQQpHNJfZXOKS2QEqdseXmZlJQUcX2Je/kjG0GCo0ioaQl6IPEHFQqFUE7Q6XTfjfnGc0ocS+naG+9n4zkdDoeQ9ZU4chvR/hIfT3o5SIJ3Uh9/RPtvRHdLaH+JfbHxnBLqfiNK/sd+Sih5idcn2caP9rbxnBtZCb9lwxv7Kb3ofrThf4gdIJ1zow1L8BPpudjIO5RCNm5ubr977fhDY1Tr6+v4+/vT2NiITqdj8+bNLC8vk5uby+HDhwEoLCwUAMm4uDg8PT35+PGjyEZcv35dBFjv37+PTqdjcnKStrY2cnNzBW7mzJkzhISE4OPjw/nz54Xm9ebNm+nt7WV4eBi9Xs/Tp0+pq6sTImN9fX04Ozvz8eNHnJycSElJYWpqipycHPbs2QPA/v372b59O0tLS+Tm5uLj40NdXR2enp6CD2exWEQsS6vV0tXVRWNjI2lpaYKicfz4cTw9PQkODubixYsia7dr1y5GRkZYWVkRqXoJzHjlyhUGBgaw2Ww8f/4chUJBSEgI/f395OTkUFBQgN1u5+DBg2zZsgWr1cru3bsJCAigu7ubqKgoxsfHefXqFXK5nMrKSh48eIBSqaS6upqamhpiYmIE/OPAgQNiW33hwgWcnJyIjo5m//79TE5OotFoCAkJoaysjMnJSdHHkZERFhcXuX//PnK5nPDwcNRqNa9fv8bhcNDf38+1a9dYW1ujvb2dZ8+e4e3tzfz8vNB98vT0xNnZmQsXLhAcHCx4aJJHkZmZSXNzMwMDAzg5OXHv3j3q6+tZX1/nzp07jI2N4e7uLoTvNm3axMLCAtu3b/9uLnNzc5mdnSUzMxMXFxeBs+vt7eXOnTtYrVZqamp4+vQpbm5u9Pf3093dTV5eHjLZrzrlZ86cEdvYc+fOIZfL0ev1FBQUCBUInU7Hw4cP6erqYmVlhatXrwrsUVlZGXq9nsjISAwGA9u2bWPLli0AHD16lOzsbEwmE4WFhbi6utLa2kpgYCB9fX08ffpUaLRJMaG6ujra2tpITk5mYWEBtVrN0aNHcXZ2Ji4ujnPnzqFSqYiIiKCoqIiBgQHkcjleXl48ffqU0dFRFhcX+ctf/sL4+DhGo5GnT5/i4uKCh4cHvb29FBQUkJ6ejsPh4OTJk4KhcODAAfR6PcPDw8THxzMwMPC7144/dKHSaDTcvXuXc+fOCTCdXq9HrVaLmIGzszPv3r3j559/5sWLF/j7++Pm5sby8jLz8/OCPNzW1saZM2e4fv06GRkZKBQKJicnUSqVBAQEMDU1xdzcHPv27eMvf/kLe/bsESlkHx8fNBoN4+PjKBQKMjIyuHHjBmfOnKGtrY3V1VUiIiLE202Sdnnx4gUXL17k7du3uLi4EB4eztDQEAqFAr1ej1KppK6ujrNnz3L37l2io6OFXImfnx9qtVoAGUtKSrh+/Trbtm3DbrfT2dkpAIxScYbs7Gxu377NoUOHGBkZEYHbwcFBoRgRFhbGixcvOH36NDU1NZjNZjIyMqivrxfoc2dnZ2prazl+/LhAMMfFxVFRUUF8fLwoADAyMsKePXt4+PChyJRWVFSwZcsWDIZf5fBXV1cFjqawsBCTySS03RsbG3FxccFutxMYGMj79+/Zt28f/f39vHjxAl9fX3x9fZmamsJqteLv74/ZbKa1tZXTp09z48YNUlJS0Gg0gqri6urK/Pw8MzMz7Nu3j0uXLlFcXMzi4iIjIyNERERgsViEkmpmZia3bt3i9OnTYoFISEjAYDAIyEhAQIAAp3748AG1Wk1cXJwQ+JOUNurq6jh16hT3798nPDycwMBA6urqRObOYrEwNjbG3r17uXXrFnl5eSKOlpWVxdTUFDabTcp6cf/+ffbv38/ExAS9vb1s27aNtrY2UUQhKCiIsrIyjh07RmNjI8vLy2zevJmKigpCQ0NFsY7m5mYOHDhAeXk5rq6uQqc/MzMTo9GITCZjfHyc7du38/LlS2JjY/H396esrIzdu3fT39+PQqFgbW2NxMRE3rx5Q35+vhC8++mnn6iurhb4Jx8fH6qqqtixY4fAdx08eFDUELDZbKhUKnp6eti+fTuNjY2YzWZ27NjBvXv32Lx58+9eO/7QGFVCQoLjP/7H/4jBYGBpaQm1Wo2fnx+hoaEEBgbi4uKCyWRifHyc4eFhJiYmhJZOYGAgoaGh+Pv7C/XP0dFRhoeHBf3A3d2d4OBgQkND8fLyQi6Xs7CwwPDwsKCEyGQyvL29CQkJITg4GL1ej81mY3p6muHhYcbGxlhaWkKpVOLv7y/6ptPpWFtbY3x8nJGREcbHx1ldXRWGL/VNq9ViNBoZGxtjeHhYPJRubm4EBQURFhaGl5cXCoWC+fl5RkdHGRkZEfgTCawp9c1utzMzM8Pw8LB4y0kYotDQUIKCgtDpdKyvrzM5Ocnw8DAGg4HV1VUh7xwWFoafnx9arZbl5WUMBoPo2/r6Om5ubgQHBwsPVKlUsrCwIMZ3dnZWYHIk3S+9Xg8g+jY2NsbCwoLIdErj6+rqKoK/Ei0IYH5+npGRkd+cF0mKeuO8jIyMsLy8LGwmJCSEoKAgYTPSvY+NjQmw6Y82I9370NDQX82L1DfJZqQXgwQY9fLyEvfk4eEhgMPScZLN+Pr6iuMkm9nYt7W1NbRarZgXyWaWl5eFLUxNTWGxWITWlCSOp1QqRcJg47x4enqKcZPAuzMzM6Jvi4uLKJVKvL29CQsLIygoCFdXV9bX15mammJoaIixsTFhM/7+/oSFhQklj5WVFcbHxxkaGmJyclLYzI99W1xc/M5m7Ha7sJmTJ0/+y4EnSLGNpaUl8vPzhRtfW1srYjjPnz+no6ODgoIC8vPzxbZh69atTE9Pc/PmTfr7+3F2dmZ4eFhwuQ4dOiT4ZN7e3gwNDXH16lUGBgZIT08XoLOioiJ27drF0NAQ5eXlIibz4cMHVlZWOHz4MPn5+dhsNvz8/IiNjaWxsZGrV68KyRSJwHvy5Em2b9/O0NCQwJVIaWGHw8GuXbuEFMfWrVtJSkri8+fPvHr1CqvVysrKCk1NTXh5eXHx4kVB7JSUDMrKyrh3757Aq0heyMmTJ4mOjqaqqorOzk4AmpqaeP/+PSEhIRw+fFjQGjIyMnB1deXBgweUlZWJMlSjo6MkJSXxyy+/4OfnR1dXlwiKPnnyhPfv3xMVFUVWVhYKhYKwsDAOHDiAWq3myZMndHZ2IpfL6ejooKuri/z8fI4fPy6yflFRURiNRq5evUptba3Yns3NzQkYSVpaGtHR0djtdtLT09m3bx8LCws8ffpUiPpVV1czPj5OSUkJe/bsEW/v2NhY+vv7uXTpEgMDA4KKIlXSkSq8NDc3i/t9+PAhs7Oz7Nq1S8BhUlNTycrKorm5mXv37rG0tIRCoaCjowO5XM7p06fZunUrMzMzmM1mPD09qa6u5saNG6yvr5Oeni7igD/99BObNm2ioaGBqqoq7HY7w8PDvH//Hjc3N06dOkV0dDQWi4Xo6Gj8/f15/fo1Dx8+RCaTodfrmZiYECT5+Ph4QT1SKBQCruHj40NhYaHYhu3evVuI7lVWVqJUKpmYmKCtrY2kpCTOnz+Pr68vc3Nz+Pr64nA4uH37Nu/evSMgIIDg4GDW1tZITk4WMkafPn1iYmICq9XKp0+fqKurIzs7m3379uHk5ISbmxvZ2dmsrKxw7do1Ghsb0ev1LC4uMjMzQ1FRkSDRSxi/39P+0IVqYWGB1NRUXF1dRVByeHhYEB5fvHjB0aNHUSqVVFVVERQUhFwux9/fH4PBQHt7O2fOnGFqaoqXL1+yd+9eFAqF2H6tra2Rm5tLd3c3tbW1XLx4kampKSoqKsjKyhLZFok6ceDAAVpaWqiqquLMmTMCHCdpRIeGhgoN9/Pnz9PU1ERtbS2lpaUYjUZmZ2dFADU/P58vX74wPDzML7/8QktLC21tbWRmZgq6wsDAAHa7ndLSUsrKyhgeHubUqVP09PQwMjKCt7e3WBS+fv2KzWbj5MmTvH37lpGREYqLi5mYmBASJS4uLmRlZfH8+XOsViunT5/m48ePgs0uvb1bW1vx9PRk586d3L17F6vVysGDB2loaMBoNApJkODgYN6+fYuPjw8lJSXi2M2bNzM6OorVamV6eho/Pz8SExO5ffs2vr6+7N+/X5TbklQspK1TdHQ0mzZtYufOndy/fx+tVktiYqLgMfb29gqg7JUrV4iOjmbLli2Ul5ejVCoFH1Kr1YqyUklJSVy6dImIiAhSU1Pp6OgQUJLo6Gh0Oh13795l8+bNJCUlcffuXfFASqlyaXF1d3fn6tWrbNmyhdjYWMrLywUx3tvbG4vFwqdPn9i3bx+enp5cv36d7OxsQkJC6O7uRqFQsLi4SHp6Omtrazx69IiffvoJDw8PHj9+TGxsLHq9XqDae3t7BWH3/v37lJaW4ubmRmVlJT4+PsjlcoKDg5mZmaGmpobjx4+zsrLC48ePKSoqEsBPQMhvj4yM8OnTJ86ePcvq6irv3r0jOTlZCDhOT09jMBg4dOgQfX19vH//nlOnTrG2tkZzc7NQDYmIiKCrq0sovPb09FBRUUFxcbHgI0qVabZu3UptbS3t7e388ssvDAwMUF9fL2hjTk5ODAwMsLKywpEjR3732vGHAz5fvHghXEw3Nzfy8/N59uwZg4ODlJaWigKLg4ODdHR0cP78eex2Ox8/fhTyrJs2bcLNzY3Lly8TFRVFamoqi4uLQrjf29ub48ePU1VVxdTUlMjq7dmzh5qaGr5+/SrE3jQaDTMzM3z69IlDhw4RHBws4hbz8/NCHuXq1auo1WqysrJYX1/H19eXjx8/YjKZuHjxIkNDQ4KHZzQaOXDgAJOTkzx+/JhNmzbh4eGBq6srVquVx48fk5+fT25urnjzTk1NERwczI4dO3j48CFTU1Ns2rQJh8NBaGgotbW1tLW1cf78eYEcttlsIt7l5OTEzZs3CQsLw9fXV2Rc7t69S3BwsMCsmc1mxsbG0Gg0HDt2jIqKCpqbm0lJSQEgPj6e/v5+ysrKOHz4MF5eXvT29mKz2Whvb2f79u0kJiZy8+ZNtFqtwJBFRUVx//59LBaLkDmW4nELCwtUV1dz/PhxEUuUpJsPHDiAn58fDx48wNPTEycnJ4KCgggODub69evo9Xp2794tgs5tbW3YbDbOnTtHS0sLzc3NBAcHY7PZyMvLY2RkhKdPn7J7926BzLZaraIOXVZWFk+fPgV+jZn6+PiQmZkphBX3798vCOednZ2MjIxw8eJF5ubmhCChyWQiPz8fgKtXr5KSkkJMTIzA3L17947IyEj27dvHx48fWVxcRCb7tUjsrl27KC8vp7m5WUjKSIvPt2/fhNheRUUFWq2W+fl5Nm3aRGhoKJcuXRIIconTKQlPnjlzRrxUJT2rgwcP0tXVxdu3b8nLy8PZ2Rk3NzeMRiMvXrxg9+7dJCQkUFlZKYqQxMXFkZ+fz82bNzGZTKSnp2O32wkJCeHjx4+MjY1x4cIFZmdnGRwcxGKxCEK42WwWZG29Xo+XlxdqtZrbt2//7rXjD12oFAqF2M9Kmaqqqip2795NXl4e9+/fp7e3l8LCQpydnZmfnxcKCE5OTpSWlgp9oszMTAoLC2lubmZ0dBR3d3fMZjNRUVF4eXkJkOUvv/yCyWTi8ePHeHt7ExMTg9lsFpSQlpYWCgsLycjI4M6dOwwMDFBaWoqLiwu9vb3IZDLm5+dxdnZm+/bt9Pf38/DhQ/Ly8ti1axdVVVX09/cLpLOPjw86nY53795htVpFpZtbt24RGBhIZmYmS0tL2O125ufnGRgYYPPmzSQnJ3P37l1GRkZEaaSamhrhBWq1WjZt2sTg4CAvX75ky5Yt7N69m3fv3tHZ2UlycrKoYKtWq6murgbg9OnTzM3NcePGDSIiIti6datYPKQ4S0ZGBtHR0dy7d4+xsTHOnTsnHjiVSiViapGRkYyMjPD+/Xu2bt3Kjh07eP78OW1tbRQUFODm5sbS0hJyuZyuri4UCgWHDx9mamqK2NhY7t27x8LCgliApaq6dXV1hIWFCWmXV69esX37dpKTk4UmmSTpnJeXh1qt5saNG+h0Os6dO8fIyAgVFRX4+/uL5Iyfnx9NTU10dnZy9OhRwsPDuXbtGsvLyxQWFmK1WsUY9Pb2EhwczO7du6msrOTNmzfs2bOH9PR0vn37xuLioiBmS1tGaWE9f/48/f39vHr1isjISEJCQlhfX0en04mCFwcOHCAoKIirV6+ytrbGTz/9JMjuUvEDX19f8vLyqK6upry8nJKSEjIzMykvL2d2dpbQ0FBkMhl+fn7AryXKvL29OXPmDJ2dnTx79ozk5GTi4uKYnp7G4XAwOTnJ1NQUu3btwsfHh8uXLwsvfXl5mYaGBqEJptfrSU5Opq6uji9fvnDw4EFSU1N58uQJ09PTpKWlCduy2WxUVVXh6+vLsWPHaG1t5cmTJ2RnZ5ORkUF/f7+ACElhnt/b/tCFSgqgShV+JQkLmUyGTqcjODiYxsZGxsbGxBbw8uXLBAcHc/jwYZqbm2lubiYhIUFUlJG8L51Ox7Zt22htbeX9+/ccOHCApKQkbt68yfLyMnv37mV5eZne3l5RVcbb2xsfHx++fv3KysoKJ0+eZH5+Xgju79q1iy9fvjAwMEBiYqKQ/LDb7fT39xMQEEBeXh4VFRXU1dVx8uRJ/Pz8uH79unh7Tk1NCZkUq9UqSnZ9+PABlUrFyZMn6enp4eHDh2zfvp3s7GxhnFJNQ/i1gk9fXx8xMTGkpaXx6tUrBgcHuXjxInK5nJs3bxIYGMjmzZsZGhpidnYWrVaL1WolLCwMhUJBeXk5vr6+HD58mOrqat69e0dpaSmRkZG8efMGs9ksVB2kAgXDw8OkpaUJ6oXRaOSXX35hdnaWBw8ekJCQQHp6Or29vRiNRmHIUVFRmEwm3r17R3x8PDabjYsXL2IwGEQRgsTERHp7e4XQm91uJz4+nsXFRd6/f096ejpFRUU8fvyYjo4OTpw4gVarFSTl0NBQ1tfX0Wg0TE5OMjk5KWRcbt26haenJ2fOnBHlovLy8gQZfKO2eXx8PKOjo3z58oWioiKROZSq5phMJlE6zN/fX2h9DQ8PYzQa2b17N1arlVu3bhEbG8uhQ4eExHVhYSF6vV4QyqXMY1xcHJ2dnTQ2NlJaWkp4eDhXrlzB4XBw4sQJxsfHqa6uJjAwEL1eL8qj9/b2YrfbBWH94cOHFBQUUFRUJHYmO3bsEPxVqfS6h4cHUVFR1NbW0tfXx4kTJ9DpdFy+fFkwEzo7O2ltbSU8PBxnZ2cAEa9zcXFhz549tLW18erVK/bv3y8ymYuLixQVFbG+vs7o6ChKpZLV1VX8/f0JCQnh06dPv3vt+MM100tKSqiurubBgwckJiZy+vRpgY9ycXER+I5bt26J2mdSCr69vV0YUk1NDVVVVSQkJLBlyxZhaB4eHuTn57O2tvZdgUonJyc6OjoEw97Dw4OJiQnm5ubw9PTE3d1dyMlKYvjwP1HCZrNZ3INCoRBSIP7+/ri7u2MwGMT2LTw8XOhK+fr6kpmZycLCApWVlTg7O1NYWIhcLqesrEwIwwUGBvLmzRs6OzvZuXMn2dnZfP78mQ8fPpCdnU1JSQldXV3cv3+f0NBQzp49y9LSkjDun3/+GU9PT65evcrg4CAnT54UIn6fP3+muLiYPXv2UFVVxZMnT0hKShIs/Lt37+Lm5sbJkyeRy+U8ePCApaUlfvrpJwICAigrK6Ovr0/EfBoaGgSfMTMzk7GxMerq6vDw8CA1NZX19XXa29sBiI2NRa1WExAQgMlkYmpqCpVKhYeHBw6Hg9XVVQABqpSq7EqFHyQQ5sLCAjMzM3h4eBAcHIzRaBQFaJOTk7FardTV1YktoLu7O1+/fhXKnTExMVRVVQnowNatW2lra+P169dERERw6NAhpqenuXPnjtB+l7iWU1NTnDlzhpiYGO7evUttbS0HDhxg+/btvH//nmfPnpGVlcWxY8fo7u4WL43z58+zurrK9evXsVqtnDlzBm9vb+7fvy9CHcnJyZSXl1NbW0tOTg5btmyho6ODT58+ERISQmFhIfPz81RUVKDRaESCqb6+ntXVVUHQ7u/vZ3Z2lqCgIHx8fJibm2N2dhadToderxcgULlcLoC2EmreZDJhs9lwd3dHo9EwNzeH0WjEz88PHx8fkemWkkvT09M0NTXh7u5OTk4O6+vrQl+rqKhIUIEMBgM7d+78v1+A9H+3SWl7KeAZHh7OpUuXSExMJCgoSLwZP3/+zNmzZ1lYWBDlnHQ6HaWlpXz69EnISBQXF6PVannz5o2oLbZnzx7evXvH+Pg4SUlJIkh89epV0tLSCA4ORiaTMTU1RVVVFRcuXGBmZkZgs9zd3SkpKeHdu3fIZDJGR0fZtWsXCoWCly9fEhoait1uZ+fOnbx9+5bJyUnS09OF9MW1a9fYtGmTqCE3PT1NbW0tFy5cYHJyEqPRSF9fH56enuzbt49Xr16hVCqZnp6mqKgIuVzO8+fPiY6OxuFwsHXrVt68ecP09DTZ2dkiVX7z5k1ycnIICwvDaDQyMzNDY2MjP//8MwaDgYWFBQYHB/Hx8WHPnj08e/YMtVrNwsKCwG49e/ZMbGVyc3N5/fo1s7OzAlPj5uYmuI2hoaHMzs4yOztLe3s7Fy9eZHBwkJmZGVGheufOnTx69AitVsvq6iqbN2/GbDbz9OlT2tvbqa2tZcuWLdhsNiEC5+/vz6ZNm0Ri4v3795w4cQK73c7o6KgI4J4+fZry8nKBYE9KSiIkJIQbN24QGRkJQHZ2Ni0tLdTX1wu5n8DAQB48eEBwcLAoCmo2m6moqODkyZNYLBYGBweFrZ04cYI3b94IZoOkUiFpXykUCtLT02lubqapqUnUVfTz8+PRo0eEhYWRnZ0t4jfV1dWcPHmStbU1uru7MZlM2O12jh49yvPnz1lfXxcqCb6+vly7do3k5GRUKhWJiYk0NTXR0tJCSUkJRqMRDw8PXrx4QWRkJDk5OfT09GC1Wqmvr+fUqVOsrKzQ0dEhvOJDhw7x9OlTzGYzWq2W6OhovL29uXbtGhkZGWg0GqKiomhqaqKtrY1Dhw4JcOrr16+JiYkhNzeXlpYW7HY7LS0tnDlzhsXFRVpaWlAqlcjlcn766SdRRdrNzY2IiAjc3d1F8uH3tj/co/r8+TMeHh4kJSVx+/ZtIaIHkJ6ezsePH0lNTRX4FQnhazAYcHNzw8/Pjw8fPnD06FE+fPiAs7OzcNWPHz8uKsBIAD5fX19BUZmeniYxMZHW1lbc3d2Jiori0aNHnDt3jk+fPqFUKsnNzeXRo0fs2bOH4eFhLBYL/v7+QltJKlzQ1tbGjh07qKqqEqC7mzdvcv78eb59+4bVamXTpk2Ul5eTkZEhHgSlUinQ9JIY38ePHzl8+DCfP39Go9GQm5vLjRs3OH78OG1tbUKLvbm5WRSLlMvlzM3NiS2ETqcTKpZnzpzhy5cvwK+qDvfu3RM110wmE0FBQQK7JFXUlQLltbW1ODk5CRDs2bNnqa2tZX19nZycHMrKysjIyGBxcVFk95ycnJiensbFxYXAwEA+fvzIoUOHqKysFDUA/fz8GBkZwcXFhYiICKFoWlVVBcDWrVu5efMmBw4coL+/H6PRKJRH3dzcRDB6ZGSEzMxM2tra0Gq1pKamcufOHc6ePUtdXR0mk4ktW7bw+PFjAWlZXV3F29tbUGDUajXe3t6iAGpNTQ0KhYKCggKuXr0qFFClSkOfP38mNjZWeB5WqxUfHx+hQBoZGcmrV684duyYKFm/fft2rl27xoEDBxgeHha6az09PQJIqdFoGB0dJS0tja6uLpRKJRkZGdy8eZPTp0/T2NgoFC6kqsmzs7PC2zGZTELFVRIw3LlzJ/X19djtdrZs2cLVq1c5fvy4AL/m5+fz8eNHUXtxfX1dvPwkwHRUVBSvXr3i8OHD1NfXYzKZ2LlzpxDYk7BvUvUiCe+nVqsZHx8nOTlZbHUzMzP/5QXTJckRDw8PamtrBeN9ZGSEgoICGhoaUKvVJCYmUlFRQUJCAlqtltraWrZv3y4q8W7ZskXIB0dGRlJeXi6UMBsbG9m9ezfNzc2sr69TUFDAmzdvBG6lrKyMnTt3MjU1RVdXF/v37+fTp0+o1Wqys7N58uQJmZmZIoN44MABurq6RHbt9evXQlv60aNH4s1dWVkpDNVoNLJnzx7u379PQkICwcHBPHr0iIMHDzI+Pk5zc7N4c0uyMrdu3aKgoABXV1ehbilpcR0/fpyHDx8SFBREZmYmN2/eZO/evd9pzn/9+hWj0chPP/3EzZs3SU5OJjIyktu3b4uYR11dHRcuXODFixeoVCp27tzJ5cuX2bJli5CflQp09vf3c+bMGZHaz8rK4sqVK5SUlIiquD///DMVFRUsLS1x5MgRrl69SlJSkihbfuLECSYmJqipqWF8fFyIzUVERAhFzUOHDrG4uEhFRYWQozabzZSUlHD16lU2bdpEUFAQd+7c4dSpU/T399Pa2srZs2eFzM2WLVu4cuUKRUVFoiDFuXPnhPz0kSNHuHv3rtBVunnzJiUlJaIE+tmzZ/n06RNms5k9e/Zw69YtoV75+PFjDh8+zMjICB0dHRw7dozXr1/j7OxMXl6egEFoNBrKy8s5duyY0KAqLS3l2bNnBAYGEh8fz6NHj4SAX01NjVDNWFtbY/v27Tx//py4uDhhpxIcpaenh71791JRUYGTkxPp6elC/kaj0VBZWUlxcTG9vb3CM//06RO+vr5ERETw/v17sUVra2ujsLBQZIA3bdokhCG9vLyoqqoiNzeXubk58Vw2NTWhVCqJjY2lqqpKaMK1traSlZXFxMQEi4uLpKWl0dzcLJgcTU1NAv/3e9sfikxPTEx0XL9+/a8Y4z8y7jey5zf+7W+xzH/rt8Qy/5GFv5F9vpGFvvGYjX+32+1/xWb/h9jrG//9v/s3Sdnht867UQFi4zE/KkT8liLERtWIH/++8ee3GPfwPRP/t675Ixv/t47x8/P7KzWG3/qR2kaVCKlttIsf1Rx+a+5+nLeNqgW/dczfUi/4rWOk9g/Zk2RvG7/7W7bw47//1t/+1u8fFUE2frbx2B/t4kdlhY3f+1+xF/jHbUP696FDh/5lqSdIZF0p8CyV8x4YGBCublRUFOnp6YLM29LSIuIFSUlJ2Gw2Wlpa6OrqQqPRkJaWJnAsDQ0NDA4O4uHhQWZmJsHBwUxOTlJfX8/k5CRBQUGiRPbg4KAo5y3hsVxcXOjq6qK5uRmbzUZiYiJJSUkAtLS00N3dLQTXpGs2NjYyODiIXq8nPT2dsLAwpqamaGhoYGxsTFzT19eXwcFBGhsbWVxcJDIyktTUVHQ6HT09PTQ1NWGxWEhISCA5ORmA1tZWOjo6xDVjY2NZXV2lvr6egYEB3N3dycjIIDQ0lJmZGRoaGjAYDPj7+5OZmYmvry/Dw8M0NjYyNzdHZGQk6enpAn7R2NjI+vq6uKZMJqOtrY329nYUCgUpKSmCD9jY2Ehvby/u7u6kp6cTHh7O7OwsDQ0NjI6O4ufnR2ZmJn5+foyNjVFfX8/s7Czh4eF8/foVV1dX8b25ubnvvpeRkYGfnx8Gg+G770nFBnp7e2lqasJkMhEXF0dSUhIqlYqOjg5aW1uRy+UkJycTHx8vKDvd3d3odDqRtVxYWKC+vp6RkRF8fX1JT08nMDAQg8FAQ0MD09PThIWFkZaWhoeHB319fTQ1NbGyskJsbCypqanfXRN+FXpMSEjAYrGIazo7O5Oenk5UVBQLCws0NDQwNDSEj48P6enpBAcHi2tOTU0RGhpKRkaGCIpL14yOjiYtLQ21Wk1nZyctLS04HA6B7bPZbLS2ttLZ2YlWqxU2ubi4KGzSy8uLzMxMgoKC/uo5yMzMxNPTUzwHy8vLREVFkZaWJp695uZm7Ha7eA42XvPHZ6+xsZGBgYHvnr2pqSnq6+t/99rxh6sneHp6sr6+jre3N4WFhaL+nkR9cHNzY3Z2Fo1GQ29vL9++fSMrK4sTJ04wNDTE69evUSqVAjyZkZFBREQET5484dOnTxQUFJCXl8fc3JyQtKiqqsJisXDu3DlCQ0N59uwZvb29Avnu4eFBbm4uExMTXL16FZVKxdGjR9HpdIyMjKBQKBgeHqa1tZXs7GyOHDlCZ2enYJMHBgbicDhISEggMDCQx48fU1lZyY4dO9i6dSsGg4H5+XmsVitNTU3Ar/imgIAAHj58SF9fH9HR0UKGJiUlhdHRUW7evIlOpxO0hq6uLqxWK5OTk/T19ZGbm0tpaSlNTU08fvwYd3d3IcUbERGBp6enUIfYu3cvW7dupa+vj7GxMRwOB93d3YIK5Onpye3btxkYGCAlJQW9Xo9WqyUmJoahoSHu3buHl5cX58+fR6VS0dDQwPr6OktLS4yNjZGdnc2ePXuora3lwYMHQm4afiW1hoWFcfjwYWZmZrh69So2m42cnBwh6ePn50dNTY2oDiOBRhsbG4FfoS2rq6sUFxcTHx/PkydPhGa3VGpLUqV88uQJJpOJCxcuEBISwpcvX5iamhJJi9DQUPbt24fBYODKlSvfCQpKnMa6ujq+fv3K5s2bOXz4MENDQ1RVVYmXrcViobCwUCiqSiKBycnJrKys4OzszMrKCm/evBFZ2cDAQJENk4j2ISEhQr3g6tWrODk5sWfPHiFW6OTkREtLC3V1dRQWFgoQp6TuIYkKbt68meDgYJGV3L59O2lpaSIWubKyIlRILl68iLe3N0+fPsVgMIg4bkBAAAUFBfT29nLt2jXc3d05ePAgKpVKjF9XV5fYPpaUlNDU1MTbt29xdXUV/E/JEbh37x6NjY1CqeL3tD9065eamuq4fv06ra2t9PX1odVqSUpKIjY2VigItLe3Y7FYiI2NJTk5GWdnZwYGBmhpaWFhYYHg4GBSU1Px9fVlcnKSpqYmDAaDSI2Hh4djNBppa2ujp6cHjUZDQkKCSJF2d3fT1tbG+vo60dHRJCcn4+rqytDQEM3NzSLFK8UopFTs2NgYer2elJQUIiIiWFtbo7W1VdAoEhMTiY+PRy6X09PTQ3t7OysrK0RFRZGSkoKbmxujo6M0NTUxMzNDQEAAaWlpoox4S0sLQ0NDYqGKiooSMQWp2GN8fDyJiYkolUp6enpobW1ldXWVsLAwUeNubGyMpqYmpqam8PPzIzU1laCgIObn52lubmZoaAhnZ2eSk5MF76yjo4OOjg6BY5IwY9K4S5COpKQkvL29RZxtYmJClLkKCQlhaWmJlpYWwetLSkoS7PqNPMnm5maGh4fFvUZGRrK2tibmDCAxMZGEhARxr5KqhXSvUmHY5uZmQetJSUn5q3vV6XQkJSURHR3N+vo6nZ2dgh8ZFxdHQkICGo2Gvr4+WltbMRqN4hqenp4YDAYaGxuZmprCx8eH1NRUgoODWVpa+k5iRrpXu91Oe3u7GM/Y2FiRfe7v76elpYXFxUVCQkJITU3Fx8eHiYkJmpqaGB8fx9PTk9TUVJHNbWlpoa+vD41GI54Vh+PXqjrSsyLZmIuLC4ODg7S0tDA/Py/s2M/PT/Aef7TjlZUVcQ2FQkFSUhLx8fHIZDKxKEnczZSUlO+eFWlOpZqS09PTAoDt5uZGcnKywNOlpaX9rq3fH66e8OTJEzQaDWtra0xNTWEwGJiYmBAyHW5ubvj7+xMYGIiPj48guc7OzmIwGETq3eFwoNPp8PPzIzAwUFRasdlszM7OMj4+zvj4OHNzc1gsFqH1JB3r6uqK3W5nYWGB8fFxDAaDSIU7OTnh7e1NUFAQfn5+4k1hNBqZmJhgbGyM6elpkUGSNKUCAgLQ6/UoFAqMRiOTk5OMjY0xNTUlqtZ4eHgQGBhIYGAgnp6eAhwnjcX4+Ljgo3l6ehIQEEBQUJAowSSpJIyPjzMxMSEkhX9r3MxmMzMzM9+Nm81mw9XVFV9fX4G50el0WK1W5ufnvxsLm82GVqvFz89PjIWrqysOh4OFhQUhuzs7O8v6+jparRYfHx8CAwMFvkwmk7G0tMTo6CgBAQG4u7sLMKk0ltL4qFQqPD09CQwMJCAgAE9PT1Eoc3JyEoPBwOTkJMvLyyIbLF3Lx8cHtVrNysqKuOcf7Uri+3l5eaHVar8bn/HxcRYWFrDb7bi6uop7lqrsWCwW5ubmxFhKHrJkV9L4uLi44HA4vhvL2dlZAQ/w8fEhODgYPz8/ISi3uLj43bibTCY0Gg3e3t7i/jw8PJDL5SwtLQkQ8eTk5N8cN6VSycrKynfHGo1GIUm00QY1Gg0mk4mZmRlGR0fFuEl2FRAQQGBgIN7e3t89j2NjY0xMTDA/P/83x016Hjdv3vwvRz1BLpfz6NEjke2SKrzExsZy7tw5AQqMj48XImNSeeu5uTlaWlqIj4/n7Nmz+Pn5Cda9dGxFRQVKpRKDwSAyDidPnhRk3+zsbHQ6HY8ePRL8pv7+furq6oiPj+fo0aN4eHig1WrZsmULLi4uYuskl8tpa2ujurqahIQEDhw4IBQud+zYgbOzM0+fPhVs/fr6eqqrq0lMTKS4uBhnZ2e8vLzYu3cvOp2Oly9f0tXVBUB1dTVVVVUkJiayc+dOtFotQUFBlJaW4uzszOvXrxkYGMDhcPDp0ycBdN26davQpJKE9t+/fy+0l96+fcuXL1+IjY0lJycHgKioKI4cOYKzszMVFRVMT09jNpt5+fKlSMMnJydjs9mIjY0VdJ6vX78KBdHHjx+L80qFGtLS0jh9+jRarZb6+nosFgsmk4n79+/z9etXGhsbsdvtmEwm7t27x5cvX4iKiiIwMJDV1VWys7NFafb29nZUKhXLy8vcvn2byspKAdI1Go3k5eWJY3t7e3F1dcVoNHL9+nVqamqEfvzCwgKbN2/m7NmzqNVqRkZG8PDwYHFxkWvXrlFTUyO02+fm5ti2bRunT59GqVQyNTUlqsJcuXKF+vp6/Pz8hELHjh07OHXqFEqlkqWlJYEzu3LlCk1NTXh7e7O4uCgoLMeOHRMo8aioKGZmZrhy5Qqtra2iotHU1BS7d+/myJEjIpkglcy6cuUK7e3toqDnxMQExcXFHDx4UKiUpqamMjU1xfXr1+np6UGr1dLZ2cn4+Dh79uyhpKQEmUyGu7s7mzZtYnJyklu3bjEwMIBSqRRe3Z49eyguLhaUHSksIlG87HY73759Y2xsjOLiYgoLC5HJfi2vtWXLFsbHx7l//z4TExOYzWY+f/78+9eO332G/40mTVRRURF37twhJCQEvV6Pn58fb968EdVhJyYmRLGAwMBAKioqxMouxV22bNmC3W5Ho9Hw6tUrzp49K+QkGhsbuXDhAhUVFcCvntDevXt5+fKleFOFh4fz/v17PDw8RGXm3t5eEfCUkMB6vZ64uDju3LnDpk2bkMvl+Pr6cvfuXY4ePcr09DRqtZpPnz5x/vx52tvbBQK7tLSUqqoq1tbW8PT0JC4ujurqatbX10WF2/7+fmQymah+DL8mHbZs2cKtW7eIj49HoVAQHx/PlStXBMDQ1dWVly9fcuLECfG2HBgYoKSkhN7eXsbGxnB1dSUpKYmenh6Gh4fJzc3FYrEwOjrK1NQU+/fvp76+HrPZzMrKCqWlpdy6dYugoCAcDge5ubn8j//xPwTQ1N/fn0ePHgnKyPLyMm1tbezatQuj0Uh3dzcajYbExERmZ2dpbGwkJydHSAhLKfzCwkIUCgUjIyMCyGq1WqmtrSUkJEQsXl++fKG4uFgskI2NjZw7d47q6mrkcjnj4+OcOnVK8O6kWM3t27eJiopCr9ej1+t5+/atCBeMjIwwNjYmtrGfP3/G19eXgIAAXFxcePHiBTt27BBAzPfv33P+/HmxXezo6ODChQuUlZWhUqkExujp06e4u7vj6+uLv78/79+/x9/fn9jYWKHlFBQURGJiIh8+fMDNzQ1PT0/Cw8O5e/euUGaVStSfPHkSg8GAXC7n27dvXLhwQSQ+FhYW2LdvH58/fxa1FcPDwwUmLSMjg7m5OQYHB8VLV6JsOTk5kZ2dzc2bN0lJSUEmkxEREcH169eFKohEUzp58qSgCY2NjbFv3z46OjqYmprCy8uL2NhY2tvbmZqaIj8/n9XVVaHsWlJSQmVlpZBb/r3tDy9AKoEmzWYzGo0Gi8Uiig9IVWpWVlbQ6/XMzs7i4+Mj3m5TU1N4e3uzsLCAi4sLFosFq9WKq6uryNh0dnaSmZnJ169fKSoqEkU2Hz9+LFC6+/fv5+3bt0KqIiEhQdTmk4TTQkNDBdm2rKyMAwcOcPfuXc6ePcuVK1e4cOECV65c4eTJk9y9e5eSkhLKy8vJzs6ms7OT0NBQISQnKTRI0iBJSUnU1dWRlZVFdXU1WVlZ1NTUkJGRQVtbG3FxcQwODhIYGMj09DR6vV5sB6SmUChEalzStXZycsJoNOLl5cX09DTBwcEMDQ0RHBxMT08PAQEB9PT0oNfr6erqYm1tTWDElpaW6Onpwdvbm/r6etLT0/n06ROFhYU8ffpUVKM+fvw49+/f5/Dhwzx79oxdu3bx9etX0tPT6e/vx9fXV+iV+/n50dvbS2ZmJrt27aKyspLk5GQhA+1wOESdvO7ubtLT06msrKSwsJCysjIhH7Nnzx7KysrYsWMHX79+ZdOmTbS1tREZGcno6Cienp6CHiLJ/eh0OqHOurS0hKurK6urq2i1WiEFLVF1pNJhkmcmCRFKqGtJKE6ysa6uLtLS0qiurmbbtm18+PCB4uJiQWYuKysTL56srCza2toIDQ1lfn4ehUKBs7MzBoOBuLg4ESR/8eIFx44d4+bNm1y4cIG//OUvXLx4kWvXrnH69GkePnzInj17qKioENWOfX19WVtbEzpZIyMjxMfH09jYSG5uLp8/f2b79u18+PCBwsJCKioqyM/Pp66ujpSUFLq6uggLC2N8fBwPDw+xjQQEt1DaskpgZQluILEP3NzcmJubE3U4/fz8RJ3ApaUlQXr+ve0PjVGlpKQ4bt68SU1NjZCRzc7OFlmkjo4OvL29ycnJwdvbm46ODhobG4W8SkREBENDQ9TW1rK6ukpqairJycksLi5SXV3NxMSE4J85HA7q6uro7e0lICBA6Km3trbS1NSEq6sr2dnZBAcHi+2flEWUGOhVVVUsLCwI4u36+jq1tbUMDg4SGhpKVlYWTk5ONDY20t7eLrKHvr6+dHd3U19fj1KpZNOmTURFRTE2Nsa3b99EsYPU1FSWlpb49u0bBoOBmJgYMjMzBZeru7sbf39/cnNz0ev1tLW10dTUhJOTEzk5OQQHBzM4OEhNTQ0Wi4X09HTi4+OZnZ2lurpa6M6np6djNpupqqqip6eH4OBgsrKysFgsfP36lfr6evR6PVu2bCEmJkZ8Xyr6mp6ejsFgoKamRgD7UlNTWV5eFuW7IiMjycrKQqlUir57e3uTm5uLp6cnExMTYqGsr6/H4XCwadMmoqOjmZiY4Nu3b6ImXFpaGisrK3z79o3R0VEiIiLIysoSdtLZ2SnO7eXlRXt7O83NzahUKrKzs4VEtGQnaWlpJCUlCbmZyclJYmJiyMrKwm63C6JuUFCQCA+0tLTQ0tKCq6srOTk5BAYG0t/fT01NDTabjaysLGJiYpiamqKmpoa5uTkSExNJT0/HZDJRU1PD8PAw4eHhZGdno1arhY17eXmRm5uLt7c3XV1d1NfXo1KphI1Lki+rq6ukpKSQkpLC4uIi3759Y3x8nOjoaNH3hoYGenp6hJ24u7uLvjs7Owsbl+zEarWSnp5OQkIC09PTVFdXMzc3R3x8PBkZGZjNZmpqaoSNZ2dn/5WN5+TkCLHF+vp65HI5WVlZREVFYTAYqK6uFjaekpLC8vIymzZt+peDo1pYWGBhYYGdO3fS1dVFbW0tc3NzFBQUkJ2djVarpbGxkZqaGvLz84mLixP17aRtmb+/P97e3gwMDLCwsCBoHFLlE6VSiUqlElVuJOE9Nzc3ZmZmBKM8ISGBoKAgRkdHvyOzRkRECFiERqMRKp1tbW00NDTg5uZGaWkpnp6eNDY20tLSImrzSdrkr169IjQ0lIMHDwLw7ds3Pn36RExMDPv372dtbY3KykoaGhpISUlhx44dLCws8OXLF7HFzM3NJSwsjKqqKl6+fElWVhZJSUm4uLhQXV3N169fycvLE5Vt6+rq6OrqwtPTU8g7S8TUhYUFUbVF0oOy2WzI5XLm5+fRarUisDsyMiLgHJKs8+TkJO/fv2d1dZXMzExSUlKYnJwUi25ubi6JiYniuzabja1btxIREUFfX5/Q83737h0uLi4UFhbi6+tLc3Mz165dw8PDg61bt+Lm5kZ9fT3Xrl0jMDCQ/Px81Go1NTU13L17l6ioKHJyckhOTqaqqornz58THx8v0OuVlZV8/PiR+fl5gQX6+vUrzc3NKJVKgRWTVCECAgKIjIwkMDBQSPZK3rykYSaXy1Gr1TgcDhYXF4UWmb+/Pzabjb6+PmZmZggNDSUxMVGQo4eHh4mNjSU7O5u1tTXev38v6CXp6eksLCzw7NkzFhYWyMjIICkpicnJSR48eCD08mNiYhgcHOTu3bvIZDLy8vLYs2ePIKc7OTkJJdzW1laePn2Kl5cX+fn5QrLl3bt3BAUFkZeXx8GDB/n27RvV1dXMzMyQk5PDjh07qKyspKOjQ7w8pMVW8lZTU1MJDQ0Vkstzc3MicaBUKgWvEMBkMrG2toaTkxM+Pj4oFAqhJfZ72h/qUcXHxzv+y3/5L6LUzvLystAakvSJpH20VGZoYykmSXRfJvu1GORvlRpaXl4WWjgWi0WUeJJKIm0sDaTT6f6qxJNU4FGSRt5YFmh1dfW7skhKpRK1Wo2Li4soR+Xq6irKN2k0GlQqlUB9S+WopP5Kv38smyVtFyVclbTIbCzhJLnoG8tc/TgOUvViicIwPT0tNIUkPSapzJSkN6XRaMSWaHV1lfn5eUJCQkQZcpVKxcrKCoCo6izFn6QyX9KcSWW+NBoNV65cEfclza90T9J9SfMgbS9+vC9pPqR52FhiTavVCjHGjX1wcnL6q9JcG0uNbSwLJj1kf2seNt6XNA/SeaXkwcaSUpKNS+XGbDabOK9UFm3j3Er2uLEknDS/0rk2PjsrKyuilJjE25RKVW0sZSbNsVarFWXhpP6urKywuLj4nS2urKxgtVrFy0ySEJfGYWN/pfnfeF5pDKRSbisrK/zrf/2v/+V4VMvLy4yPjxMZGSl4SgsLC0Idc35+HqVSKcoG+fv7o1AomJubo7u7m5GREbHvDQ4OJjIyEl9fX/R6PVNTU8JAVldX0el0REVFERERIUpaS0H6np4e1tbW0Ov1hIeHExYWhoeHB2azGYPBQH9/v8hYeHt7ExoaKrBQ0ptmYGCAqakpEdiWtHdcXFxYXl5mZGSEgYEBZmZmkMvl+Pn5ERERIco+LS0tMTQ0xNzcHCsrK6jVasLCwoiIiCAoKEgI+Q8ODjIwMMDS0hIajUbct0RJkY4ZHh5maWlJ6DTFxMQI7SRJcqampkbUipOgGhJBeXJyUmwXFxYWBGlb0qdKTExEJpOxvLwsJG4iIiKE+qROp8NkMon7bmhoQCb7tQpxZGSkeONKcxsUFISTkxOLi4ti/ufm5lCr1fj7+xMZGUlAQIDI2EoVhBYXF9FqtYSHhxMeHo6/vz8ymYyZmRkxDn19feh0OkJCQoS2kjT/g4ODopCBu7s7ISEhJCUl4enpidVqZXx8nP7+fsbGxrBareh0OgIDAwkLC0Ov17O+vs7Y2BjNzc2Mj49jt9vx8vIiPDyc0NBQAeGQpHvn5+cBBO8uKChIxMRGRkYYHBykt7cXpVKJn5+fGBu1Wv3d2CwsLKDRaAgMDBS8VaVSKZQ2pflXKBQiuC7ZyNTUFJ2dnYyOjrK6uoqrq6sYm4CAAIFJlIo9mM1m3N3dCQsLE9lW6dkYGBigr68Pi8UikgFhYWG4ubmJsenv72dqagq73S7m//e2P9SjiomJcVy/fl3oYAOsra2xsLDA7OysmNjl5WWsVqtQGvDw8MDHxwcvLy+hmeNwOFhbWxNi8tIDtrKygs1mE56Ol5cX3t7eQnNKcuNXVlZYWFhgbm6OmZkZ5ubmWF1dFYFCV1dXvLy8xI9Usl0qyiDpI0kPz9raGg6HA41Gg7u7+3fX1el0wkVeXl5mbm6Oubk5pqenWVpaEt91cnLCw8MDT09P8V3JvbZYLBiNRtHf2dlZ8V25XC48Oul7er1elK6qr6+noaFBLJwSiVQKQGu1WkEklbBOkscmaUZJC7uU5ZQqrHh7exMbG4uPjw8+Pj5Cb1wmk4n5kUqUSX+T5m7jvEvjLwVxdTodnp6e+Pj44OnpiZubm5i71dVV8V1p3qW5U6vVIqMmfXfj3JlMpu/GUBoH+LV4poQx8/Ly+m7ubDabmLuN35VKjWm1WvR6Pd7e3nh7e+Ph4fE3525mZoalpSXW19eRy+Wi2K70XWnu5HI5ZrOZxcXF7+x0aWkJs9ksAvMeHh54e3vj5eWFXq/H2dkZmUwmmAPSGM/OzrK8vCwSWNKztdFmpOIfJpOJpaUl0d+Nz6VUBFayU+n5cHJywuFwYDKZvpuf+fl5/v2///f/cjwqtVotYhvSGyIoKIiIiAji4uJITExkenqawcFBhoaGREVbSdta8ozGxsbo6+tjfHyc9fV19Ho9YWFhgjcoKQ1KUrB9fX34+PgQERFBSEgIrq6uwP/Ux5qenhZ11aSYhUajYXFxkYGBAdra2lhYWECr1RIYGEhUVBRBQUGEhIQwPT3NwMAAw8PDAtTp5eVFREQEXl5e2O12DAaDeJNLaosRERHk5+ej1+uFtvjAwAATExNMTEyI/oaGhgpYh+QRzs7Oijew5KVpNBohbdzQ0MDi4qLIDI6OjuLt7U1CQgImk4m6ujqMRqNYHAMDA4mIiMDHx0docEkllKQyZHFxcfj5+VFQUCBeIBLSWsreSUqtcrlceAx9fX3Mzc1x6NAhenp6RGxRpVIREBBAVFQUcXFxqFSq77yi+fl51tbWUCgUYuG02+1MTk7S39/P6Ogoa2truLu7ExkZSXh4OJ6ent95xdXV1dhsNuHxhIWF4erqKjKD09PTmEym77yQkJAQnJycftPTl7xZqY7k7OysmHuj0YhcLhcvUp1OJ8Z+cHCQkZER0d/w8HAKCgqEoJ3kqbS1tWG327/zVKRtprRASUUxJFsNCgpCq9UK76uuro75+XlUKpU4RvKM5+bmGBgYYGhoSCxYUhELHx8fHA6H6MvY2Bgmk0l4VhIbYOP4Dg8PMzAwIOxd8qwBUTprZmbmHyxR/7/a/nCZl7S0NLG12bt3L3Fxcbx7904E8yorK5mZmeHYsWOkpqaytrZGbGwscrmcK1euiCoxUhr5/PnzhIeHC0Lv/Pw8d+7cYXFxkV27dom3THFxMTabjfv37zM+Po7NZhNFOi9cuICPjw9Go5GQkBAGBga4fPkyq6urREZGsrq6SkJCAqdOnRLZM7vdTk9PDy9fviQoKIh9+/YJ1zwnJ4eWlhYePHggYmn9/f0UFBRw4sQJ8cbR6/V8+PCBx48fC5fearWyZcsWioqKaGpq4tu3b8hkMurq6mhqaqKoqIjt27djsVgICwsjODiYp0+fikq70rn37t2L0Wjk8ePHIq729OlTPn/+LDJWWq2W48ePk5GRwdevX4VEr1TI9NSpUyQkJDA/P4+vry/j4+P85//8nykvL8dgMNDd3Y2LiwtHjhzB1dWVb9++iQX1wYMHQq5FSjy0t7eze/dutm/fjtlsJjQ0FF9fXx49esT79+/x8fERGklHjx4lPz+f7u5ujEYjVquVR48e0dHRwebNmwkLC0OtVrNr1y58fX15+vQpnZ2dyGQy6uvrsVqtnDt3jvj4eBYWFggJCWFlZYXLly/T399PVFQUa2tr+Pj4iCrH1dXVgjHx5MkTAJE40ev1bNu2jdnZWW7cuCE4dJ2dnURFRXHx4kWcnZ2Znp7G19eX9vZ2rl+/LgTwrFYrycnJHDp0iImJCT59+oTNZqO3t5dPnz4JELGE00tOTubr1688fPhQxDknJyfZsWOHUCOdnp7GycmJd+/e8fbtWxISEkhISBCCi1lZWXz58kXgziR6U2lpKdu2bRNywW5ubgKEGxQUJOAEJ06cICMjg+bmZubn51lfX+fJkycMDAywc+dOIiIiUKlUFP6/1Zvv3btHT08PSqWS9vZ21Go158+fJyoq6nevHb9roZLJZIMymaxFJpM1ymSy2n/seDc3N1pbW2ltbSUuLg4PDw+xh5cqvKampjI7O8uHDx9ERuzVq1fU1tZy+vRpAgMDuXPnDgA7duwQipnS1kClUuHm5kZPTw9zc3Ps2LEDtVrNnTt3hIZ2a2srz549E5P5+fNnJicnBY/OaDQCvwaf3d3dSU5OprOzk7q6Onbv3i00jWZnZ7l48SJms5kHDx4IDfXR0VHGx8cFXcTV1VWUrZLL5RQXFzM1NcWjR4/IzMykpKSEN2/eUFNTI+R/y8vLcTgcQg1gfX1dUD4kueOvX78yNDTEkSNHcHFx4S9/+Qtubm6cPXuWV69e8fr1a6KiooiMjKSrq4v5+XnRF09PTwChy11YWChqA/7000/iHicnJzl9+jQAHz9+FFvisbExurq6RLFYSQzu5cuXAJw6dUqgpCV4xNGjR1lcXOTr16+CdiLRhaSERWpqKlqtltevX+Pq6sqJEyfo6uriwYMHbN26VSieDgwMsG3bNpydnenp6UEul4vgtlRerbOzk7y8POLj43n48CGTk5NcvHgRh8MhMot79+4VvElJlXJlZUXEvRwOhyjI8fr1axITE9m/fz/v3r3j69evHDlyhIiICLEwb9++HZPJxMDAgAheOzs7CyiCwWBg9+7d6HQ6bty4gYuLC+fPn6evr4/Hjx+TnZ1NTk6O0PCKjo5Go9Gwvr4OwPj4ODqdjszMTLq6uvjy5Qs7d+4U4pGjo6OcP38euVzO48ePBZxA0pSXwgEeHh7odDoaGhqwWq2UlJSwsLDAnTt3SExM5ODBg3z48IGvX79SXFxMaGgonz9/Zm1tTVSKlqpFGwwGQkJCSEhIEC+8Y8eO4eXlxaVLl77D//2T15rfE6OSyWSDQJbD4Zj5Xzk+NjbW8eDBg+84ThLfayPHycvLS/CWJO7c8vLyd9zAlZUVFAoFHh4e+Pv7ExQUJHhLP/IIJXdZisMEBQUJ3tJGDtf4+Ph3HC4fH5/vOG42m+2veFlScQGJ4xYQECAUKTfy/SSlSaVSKTh8gYGBosLLRr6fhDSHX4PPG7lWWq2WtbU1wbUaHx9naWkJm80maDrSeaRM58TEBAaDQSgzSjLDklfl6ekpYkdSXGFqakooUCiVStzc3AgJCcHX11cswFL2SWpubm5izCSOojQnT548ISAgAH9/f3x9fcXDt5Frt7i4KDhjG8deAvf+FhfRyclJIMsl70CyrR/5c5Ky50bbksvlrKysfMfLXFlZEaoaGzlxarVabBklnpvEJXR1dRXzJHEtLRYLMzMzoh+SbUlxMIl3qtPpRFUi6XnYyA/09vYWPE6JP/kj73Qj5y8gIICAgAC8vLwE529jn6Vturu7uxgLiSspzYnElV1cXPwrfqivry86nQ6z2SzmZGxsjPn5eSwWi5gTiafo6upKTEzMvxyun0ql4tGjRywvL9Pa2kpZWZmIm4SFhXH69GnMZrPQaHr16hUAHz58oLKyUoDh0tLSKC0txWazUVRUhEwmo6qqCo1Gw8OHD2ltbcXb25vOzk42b95MQUEBarWagwcPsry8LNjo169fZ3R0FIfDQXNzMzt37iQ6OhpPT0+OHTvG9PS0SMVfvnxZGEdbWxu7d+9Gr9cTExMjJEnc3d1ZXl7m5s2bQjOrr6+PwsJC4Fdd8pKSEqampgTQ8cmTJ8hkMsrKypiamiIzM1MUfNiyZYsElqO7u5vPnz9js9l48OABq6urhIeHs7CwwNGjR0WlF61Wy5UrV6irq8PhcPDf/tt/w2g0YjabGR8f5/Dhw8THx+Ph4UFycrKoiDswMMClS5fQ6/UiSH/q1CkcDgdRUVGiwKrD4aClpYV79+6h1+upqalhaGiIsLAwqqur0Wq1xMfH09HRgY+PD9XV1ULTPiUlhQ8fPjA/P09/f7/QTDcajTg5OXH27FlUKpXQwJL08Wtra3n+/Dl+fn4CkX3kyBEcDgc7duwgMDBQYNzevn3Lx48f0el0ogDqtm3bkMvlHDt2DFdXV6HT9ODBA1pbW7Hb7VRUVJCamkp8fDxOTk7CK1ldXcXT01N4K1NTU3z48IGsrCw8PT3x9fUVtRb1ej06nY7bt28LG//69SuZmZnYbDbi4uKErnlcXBwAjx8/xm638+HDBxobG0WcNjc3l3379rG2tsbmzZtZXV2loqIChULBw4cP6e3tJTAwkKGhIXbu3EleXh4KhYK9e/cyPj5OV1cXDoeDq1evMjs7i0qloq+vj9LSUqKjo/Hy8uKnn35iYGBAJBQuX77M+vq6yCQfOHBA2Hhpaal4bqanp7l69SoymYyOjg4mJyfZu3cvMpmM/Px8du7cKRgRfX19PHr06HevHb/XoxoA5gEH8P9zOBz//R86PioqyvHv/t2/w2g0YrPZ0Ol04g0nFc2U3hZSddepqSkRqJTY2ZJ3IbmxS0tLQlFAertILHE/Pz+R5nZychIqARMTE0JdYW1tTbyNpPN7eHiIt/7c3JxQK5DeGpLnJ729pIDvysqK8NAmJyfFG8nZ2RkfHx8CAgKEhyapCExPTzM+Ps7U1NR3b2jJU/D29v4uASD1fXp6WigJSNiWyspK1Go1er0em80mPKnp6Wmh8+Xv74/JZCI4OBhXV1eRHd3Iv5MqI09MTKBSqfD19RXjI2W0TCaTUKqQFBCcnJzYvXs3mZmZhIaGChWFGzduiPmQPElJwUCCR0jzsb6+jlqtxsvLS2QiJRCm5E1KSQfJQ5S8SWl8JU98dXVVjO/k5KSoqSh5zBttDxDzsdH2ZDKZsD3J+5BUEhYXF0XfZ2ZmWFlZERWeN97rRtvbeLx0r5Ln7O/vL7xQiQAt2Z6kBKLVasW9SrUMlUqlUECQjt/oaUtgaUm1QfIkf7xXh8MhPFoJuiApZkgZXIPBIF7iUgJBslUfHx+cnZ2xWq3fjc3f/d3f/V/N+m12OBwGmUzmC7yVyWSdDofjuyJeMpns74C/A/7/1P1lcGXbet6P/paYmZmZWozdauZuNTOc4zjxceBrnJQTJ5U4/9StWxV2OYacZmZSg6SW1GJmZmZmWvfDPuONevvETnnfu2+dVaVqabU014QxxxzjHc/ze3BxcSEhIYGcnBwcHR3ZvXs3ExMTfP36FTs7u+9+trW1Zffu3UxNTZGTk4ONjQ179uxhampKzMR79uxhenqanJwcrKys2LNnD7Ozs2RnZ8vPMzMzEtO9d+9e+X9FPZibmyMnJwcLCwt2794tP5ubm7N3717m5+elNqN+zsnJwdTUlLS0NBYXF0VxvXfvXpaXlykqKsLExIR9+/axvLxMVlYWxsbGJCQksLy8zJcvXzAyMmLv3r2sr69TUVGBoaEhBw8eZGVlhaysLHR1dYmOjmZ1dZVPnz6JSn5ra4u6ujoMDAw4fPgwa2trfPnyhbW1NQHhvX79Gl1dXXbv3s3m5ibNzc0YGRlx5coVdHR0ZBrm4uKCkZERb968QU9PT7LeqqurWV9fl7//9OmTUB51dXV5/fo1Ojo6HDlyRBThGo2GgwcPYm5uztTUFK2trcJnev36NREREVRVVcmUsK6ujsrKSiIiIoiOjmZsbIzh4WHCw8OJjY2lrq5OFjscHBwEHhcWFkZsbKzIO0JDQ4mLi6OxsZGysjIsLCyws7OjsbGR8vJyQkJCiI+PZ2lpidbWVoKDg4mPj6e5uZmysjKMjY3FXKvIGIq/39nZSWBgIImJibS2tlJSUoKOjo5Enyt+eFJSEhqNhr6+Pkkabmtro6ioiI2NDfEyFhcX4+/vT1JSEoaGhgwNDeHn50dKSgodHR2SL+nk5ER7eztFRUX4+vqSnJxMV1cXhYWF8vvqZx8fH1JTU+nq6qKgoABvb29SU1Pp7u7+7ueenh4KCwvx8PAgLS1N/t/Ly4vU1FT6+vrIz8/H09OTtLQ0+vr6+PbtG+7u7uzateu7n7f/v5ubGzt37mRgYID8/Hz5eWhoiLy8PNzc3GRG8VNe/1/TUWk0mn8DLGi12v/3/+l3/Pz8tH/yJ3/C4uIiy8vLosaGH9TFSrWslLXqS6nHlVUGEKW3UgOreolS7KqEjr9t+2o08du2v12hrtTR2xXBanVKMaOVdcfY2Fj2W6l3TUxMMDExQV9fX5TXP1bWLy4ufncMqniu9l+ppI2MjL7bfxMTE8zMzJiZmeH9+/dotVpRX6+srEhIqxKDqtqTUn0rTZmjoyOGhoZsbm5iaGgoCmRdXV15Aivqp9o/9VmTk5NyHFtbW+jr6+Pj44OdnR3wQ53t8uXLci4XFxdFBb1dub2xscHW1pao5xX9c/u5VNdKqc2VIVstOPz4PC4uLsr2lRlZo9FgaGgoqvP/0/a3m+W3b1+1BfU5KysrrKyssLm5iVarFduNsbHxd26I37b/gGx/+/nZfgw/3v728/Pj/VdtTRXy1f6vrq6yuroq21THsP1eWV9fF5O7gYHBd21tu0tCuQ0UimZra0vM0dv3Xbk5lpeXf7KO6u9do9JoNKYajcZcfQ8cABr+tr9ZWVkhKSmJ1dVVkQ7s378fHx8f4uLiCAgIwMnJCQ8PDxYXF7GxsaG2thYDAwPevn0rqzVq7q0YUK6urlRXVxMZGcnk5CRpaWmYmZmxZ88e0ayEhITg6+srFE53d3dZLczJyUFXV5dHjx6xtbXFrVu30NPTk5XC/Px8/Pz86O3tFdRLWloarq6uEseuDKkWFhZianZ2dqa0tBRTU1OeP3+Ojo4Ot27dQqPRcO/ePYyNjcnMzMTFxYX6+npCQkJYWloiMTEROzs7kpKSZLuxsbE4OTmxY8cOVldX8ff3p6mpCXt7e27dusWbN2/4y7/8S1ZWVviLv/gLDAwMKCkpwd/fn/LyciIiImhsbCQmJkbwL35+fiQlJZGeno6rqytRUVHi9+rp6RF0iKWlJW/evEFHR4f/+l//K1tbWzx+/BgDAwPevHmDu7s77e3tQox0cnJidXVVjLIuLi7o6Ojw4cMHLC0thSawurpKSEgILi4uREZGEhMTQ1BQEDt37sTGxobU1FSWl5eJioqisbERd3d3Pn78iLm5OSokRGGsX7x4IcesnPxeXl5YWlqKxy8oKIhdu3bh4uLCnj170NHRISkpSUZC3759w97enmfPnqGvr8+dO3fY2tri0aNHaLVasrKyMDIyorOzE0dHR/T09PDx8cHf35+AgADS0tJwd3fn4MGDmJiYsHfvXqampoiLi6O6uhpPT0/ev38v+7+5ucm9e/dYW1vj3bt3ANTV1WFqairnUaniExIS8PDw4ODBg1hZWcloeteuXXR0dAg+xsHBgWfPnqGjo8P9+/dZW1vj+fPnrK2tUVhYiK6uLiMjI2IjU6RZFWlvZ2fHiRMn0NHRkXpXQkIClZWVeHl58e7dO0xMTHj48CHr6+s8ffqUxcVFcnJyJLtQPYytrKzw8/OTGPqf8vopxXRHoECj0dQCZcB7rVb78W/7Az09PUZGRvDw8KCrq0uG3OHh4TQ0NBASEkJzc7N0Cg4ODlKDMTExYWxsDC8vLxoaGkhMTCQ3N5cjR47w+vVrzpw5w9OnTzl37hyvXr3iyJEjEqOlGvn8/LwI6rq6utixYwffvn3j8OHDvHjxQhAuN2/e5O7du1y+fJnnz59z5MgRcnNziYmJEfGoekLZ29vT2dlJREQEpaWlpKen8+XLFw4dOsTHjx85cOAAOTk57Ny5k7KyMiIiIoRgMDU1JUrgtbU1QWY4ODgIbWB4eFhQsgocp+idurq6rK+vU15eLudYjWhU/tza2hre3t5MT0/j6+tLS0sLycnJ1NfXExMTQ15ensgX7O3tpaYBCDKmv7+f4OBgwZp8/PiR48eP8+TJE06dOsXDhw85ffo07969k6xDBwcHmpubxYf3V3/1V1y4cIFXr14JriU0NFSwtbq6ukxMTODr60tNTQ07d+7k06dPnDx5kqdPn3Lx4kUePnzI+fPnefnypWB1EhMTaWxsxNPTk4mJCUm5npqaErxNaGgoNTU1xMTEUF5eTkxMDNXV1YSFhdHa2oq3tzeDg4PY29szOzsrRE+NRiPn2MDAgPX1dTm3amSztrYmlhiV6GxlZcXs7Czm5uayaqqU+tbW1gwNDeHt7U1zczNRUVGUlZWRmpoqWJ3c3Fx27txJcXEx0dHRNDc3i8lc+e4UKWQ7JubMmTM8evSIa9eucefOHa5du8ajR484deoUnz59IiUlhbq6Ory8vJidnRU+fHd3NxEREcL/ev36tUSbXb58mQcPHnD27NnvsD4RERF0dXVhZ2cnOj1ra2sJGG5sbCQqKory8vL//waQarXaLq1WG/mbr1CtVvunf9ffKMDcxsYG0dHR6OrqMjY2RkVFBSdOnBAf15s3bzh79ixLS0uYmpry/v17EhMTBd5fW1uLkZGRPE1mZ2fp6uri6tWrEgZQXl7O1atXGRwcZH5+nqamJnHoK6W5jY2N6HJUivCFCxfIzMxEV1eX8fFxTp06RV1dHUNDQ2xubhITE4Ouri65ublSyIyIiODevXt4e3tLivKjR4+kIB8fHy8YGj8/P5ydnVlaWhImlkajwcXFhbt377Jz5040Gg0+Pj5CDFDAwIqKCmZnZ9m1a5eYSR8/fkx0dDQDAwPo6ury/v17zp07x+LioozkgoODsbe3Z2Zmhra2Njmumpoa9PX1aWxs5OrVq1RWVrK+vk5nZyc3btwQi1F/fz9JSUk4OjpSVFQkBti9e/fy7t07jI2NmZqa4uLFi3z48EFkHI6OjtTU1FBbW4uuri5v3rwhIyND4ruKiooICQnBz8+Pnp4ehoaGWFtb48SJE5SWloqo9ubNm4KGaW5u5syZM0xOTtLf38/Y2BhhYWF4eHhIPqOBgQEHDx7kxYsXsop59uxZPn78KNOsPXv20NPTI2ghLy8vgdYpPV10dDS3bt2SUXh8fDyvXr3C2NhYyAuKwZ6QkICBgYEcp1qxc3R05P79++zcuRNDQ0NsbGz4/PkzDg4OhIeHixh4YGCAkydPMjAwwObmJvn5+Vy/fp2BgQF0dHTIzs7myJEjQrxoaGjAy8uLyMhIamtrxax89uxZ8vPz0dHRoaOjg+vXr0v8e29vLwcPHmRxcZGmpiZWV1fx9vYmKCiId+/eYW1tjVar5fDhwzx+/FgYVSdOnCA7O5vFxUUMDQ2Ji4tjdHSUiooKmeI7Ojry6NEjoqOj0Wg07Nixg9u3bxMYGIiRkdHft5uR188qT1DCr6SkJJ4/fy4RUCoLTN1km5ubwm/W1dXl1KlTvH//Hl1dXZaXl0lMTGRjY4O3b9+SkJAAgJ+fH+/fv8fIyIj09HQGBgbY2tqioKCACxcusLq6SlNTE5ubm+jr63PkyBGePn0q3jAVMKAa2ebmJhYWFnz79g0zMzOOHj1KRcUPmtaWlhYyMjJYXFykuLhYpgEq7dfY2BhfX1/hS2dmZnLu3DmpGalk42PHjpGZmYmenp6IU+fm5vjy5QtRUVEAhIaG8vz5cywsLIiLixO0TX5+PufPn+fu3btiU1Erbiq9ZnZ2Fn9/f8bHx3n48CFJSUkA2NraSoE+JSWFzc1Ntra2GBsb48qVK2LpUXajtLQ07t27h7u7O+7u7gIvzMrK4uLFiwCYmJhQXl6OnZ0de/fu5dOnT2xubnLnzh28vb2Zn58nLS2NrKwsRkZGiIiIEHvMo0eP2LNnD9bW1kxNTTEwMMD4+DjXrl2juLiYpaUlpqamiIqKwsnJicePHxMcHIyOjg7R0dF8+/aN0dFR9u/fz/T0NIaGhnz48IEDBw4Ir2plZYW5uTkuXbpEdnY28/PzmJiY4OXlJRHnqsjt6OhIRUUFExMTnDlzhra2NjQaDeXl5ezbtw8bGxuhdK6trXHs2DE+fvzI7Owsvr6+Qlp49OgRBw4cwNTUlM3NTdra2pidneXy5cuC0hkcHCQlJQUrKyvevHkjBt7k5GQyMzOZm5sjJSWFlZUVDA0Nefv2rSCq+/r6mJycZHl5mUuXLvHlyxehP4SFhWFqasrjx4+Fsurj40NeXh6Li4scPXqUvr4+dHR0+PbtG8ePH5drqHypJ0+e5M2bNzKNd3Z2xsDAQI5LUSCqq6tZWVnh7NmzVFRUSMLR/v37MTQ05MuXLz+57/hZTcmhoaHad+/eieFVFZMV42ZmZkaKrArRsh0foqwMCvuyfTtqhDE9Pc3MzIxoQ9bW1qQ4aGpqipWVFZaWllhbW0txUBU1VbFxdnaWmZkZpqenBSuiYtRVAVNtQ23HxMQEPT09KVwqbIY6LlVYVOwedVwKl6uOazvqRBVX1b6o86PQOEtLS9y9e1eWty0tLcWQqzx3VlZWsmyuTLTKpLq0tCQm6rm5OXloqPOsTODq7+fn58VsOjs7KziZpaUlWdZWRVgrKyshW6gRpIGBgai01Weo/VaLGWrEo/Z3ampKPkvhR1Qx/LedPxMTE/E4KjzKj6+DMq6r62Bubo6lpSVWVlZyPdV1UIV6dezqS10HtR1lZFfnX2mq1P6oxR/l19u+HbWQoBZMVPSUtbU1lpaWsh21cKAQRKq9K8PwysqKLEYo5M32c6xcCTo6OmLQVm1dfamFkq2tLfT09DAxMfmt+2NoaCjbUfewaqcKG6MWXPT09PjX//pf/+6k0ERERGjfvn0rOqmxsTEmJyeZn58XbZJyoCtagpmZ2XdO/LGxMXFkKzGmog44ODjIzaGU1krXpP5O3ay6urpiB3FwcMDOzg4LCwv09fXZ2NgQ5/jY2BgTExPiHFc3tlo2t7W1Fae7IgJsV3YrrYlSgDs4OGBvby9OdbWPisSg9lGhcM3MzP7GPipD7KdPn8jOzmZkZEQc+evr63LDKB2Pp6enMKPW1tZYW1ujsbHxO00Z/CAfMTAwwMHBgdDQUKampnB1dRWj8uzsrDDH5+fnxf2vjks5CtTq6dbWljTaw4cPS5iDSt5RiSpKP6a2p252R0dHOWaFxVXXRZ0rpclTBAh1XRR5Yvt12d52lpeX2drawsTEREgL9vb2Eu6xtbXF4uIik5OT0gbUaHZ723F0dJQOXV9f/7t9VO1babfUA0VNldQ+qvat9nFsbExIIMB3+7i9fW9tbQnRQf3d/Py86AJV21Hn0czMTGptah9HR0eFqqCoI2off9y+l5eXBbczPj4uxIvt+7i9fW/fx6ioqN8dZfry8jKZmZlYWVlRUVGBl5cX4eHh6OnpcfPmTeEMeXt7U1BQgKmpKV++fBETcGZmJr6+vtLLX716FY1GQ3p6Os7OznR0dODk5MTr16+FKfT27Vs8PDwYHh7G2dmZQ4cOAT8EgFpaWqLVavH29ubt27dCFvj06RPW1taUl5fj6+tLaGgohoaG3Lx5E319fXx9fcX7ZGZmxqdPnwQH/PHjR/z9/aUeceXKFba2tsQ829XVhZOTEy9fvqSvr4/e3l7evXuHl5cXAwMDuLu7s3//fnR0dLh48aIUtl1cXHjz5o3QQf/bf/tvDA4Oysqen58fxsbG/PKXv0RHR4fQ0FDc3d2prq7G2tqat2/f0tzcjI6ODh8/fiQmJkZolefPn5cVJHNzczo6OlhfX+f169d0dnZSUVEhqTH9/f34+fmxf/9+0WYZGhpiYGCAm5sbz58/l/pTbm4u1tbWFBYW8utf/1pqaEVFRejq6pKTk0NoaKhgca5duwb8MO1RWihbW1ueP38utIyPHz8KCcDLy0uMvGfOnMHIyIjl5WWcnJx48eIFi4uLVFZWim6vtraW4OBgoX/evHkTjUaDm5sbDg4OZGVlYWhoSGZmJpWVlcAProiIiAgR4F69epWtrS127dqFpaUlzc3N2NjY8PTpU3p7exkYGJCgErU4cOTIETQaDefOnUNfX1/CUp8/f87i4iKlpaXk5eXh4OBAbW0tERERhIaGYmZmxs2bN9FqtXh6emJjYyP7+PbtW2pra9na2iIvL0/SmJycnLh8+TIbGxukp6dLcK2VlRVPnjwRmkNWVpasTgcGBrJ//350dXW5cOGCSBpUiOjKygoFBQWyKlpTU0NkZCRBQUFYWFhw48YNNjc38fX1xcLCguzsbIyMjHj16hUNDQ0iC/kpr5+9ozpy5AiPHz/m1KlTlJeXyxSqv79fljEV+L63t1c0OTk5OZw9e5b3798TExPD+Pg4Go0GrVaLvb095eXlnD59mnv37nHmzBkqKipEQT0xMYGxsTFWVla0tLRIAIOxsTEeHh58+/aNo0ePkpubS2BgoEwNVPJKYWEh586d486dOzIPV94vNdLy8PCgvLycnTt3UltbK0u/5eXlpKenU1FRgYuLC4BwoJydncnPz+fixYvcunWLU6dOUVlZKXl2qigdHh5OXl4ehw4dEr56d3c3VVVVxMTE0NraKkP76elpTExM8Pb2FiP369evuXLlCpWVlZiYmAhBc2hoiIMHD/LmzRtOnjxJZWWlSCx6e3s5fPgws7Oz6OnpCexP5dIVFhZy6tQpnj59yv79+2lubhadmqWlJd3d3ezevZvHjx+TkZFBbGws//E//keCgoJobW0VtbORkZHUMx49esTFixfJy8sTeJxa9dza2mJkZITQ0FBaWlpkalpaWsqxY8d49+4dCQkJDA0NySqbmZkZjY2NHD16lLt373LlyhVyc3Px8PCQorTSB7W1tZGYmCixWJaWllRXV7N//36+fv1KeHi4jFj19fWxtLSkpqaGkydPcvv2bS5dukReXh4eHh7CzNJqtbi6ulJRUSGroe7u7piYmNDY2EhKSgoVFRV4eHgIs0qdv8rKSk6fPs2tW7e4cOEChYWFuLm5sbW1xebmJouLi/j7+/P161eOHTtGbm6u0Aza29vZsWOHtAt1D6jSQFVVFadOneLevXucPn2asrIyQStrNBrGx8eJjo7m/fv3nD17li9fvhAQEIBGo6G/v1+SdTQaDU5OToJ6MTExkXPy+PFjSVJWhvWf8vpZp34eHh7aX/3qVxIb5OTkxOLiIq2trbS3t7O+vo6HhwehoaHY29szNTVFS0uLxGD5+PgQEhKC1W+Ink1NTfT19aGvr4+fnx9BQUGYmpoyMjJCU1MTAwMDmJiYEBgYSEBAAAYGBgwMDNDU1MTw8DBWVlYEBQXh6+uLrq4u3d3dNDc3MzExga2tLSEhIXh5ebG1tUVnZyfNzc3Mzs7i5OREaGgobm5urK6u0tbWRmtrK8vLy7i4uBAaGoqzszMLCwu0tLTICMXT05OQkBApRjc3N0tclre3N8HBwVj9Bk7X2NhIf38/+vr6+Pv7ExgYiKmpKcPDw/ybf/NvqKioECqov78/+vr6DA4OSuHYyMiI2NhYXF1d0dXVZWhoSIruilhqa2vL4uIiHR0dQj0NCgrCysqKhIQENjY2KCoqoqysDAB3d3ehqs7Pz1NbWyu0Rz8/P/z9/bGzs5Noq46ODnR0dPDx8aGvrw93d3f27NnD6dOnsba2ZmZmhqamJvr7+zExMZHjNDY2lmMZGhrC3NycoKAg/Pz80NPTo7e3l6amJiYmJrC2tiY4OBgfHx+2trbkGs7OzmJvb09ISAgeHh6sra3R0dFBc3Mzi4uLODs7ExYWJtFcra2ttLW1sbq6Km3QwcGBmZkZWlpa6OzsZHNzU9qgjY0NExMTNDU10dPTIw/U4OBgzM3NGR0dpbGxkYGBAYyMjL47NtUGR0ZG5Nh8fHzQ19enp6eHpqYmJicnsbKyIiQkBG9vbwC6urpobm4W7I4aNW8/tqWlpe/a4OLiIm1tbbS1tQlaJzg4GEdHRzm2jo4OALy8vOTYJicn5dh0dXXl/jI3N//u/jIyMiIgIAB/f39MTEwYGBigsbGR0dFRzMzM5LoFBwf/7kz9VN1IubZbWlp48eIFW1tbXLp0idjYWEHvAoyOjtLW1oafnx+XL1/G2tpawkOVo3xrawtPT09iYmIYHBzkzp079PT0sGfPHskaU8uqXV1d5ObmYm5uzs2bNwkPD6esrIyysjJB5U5PT+Pv78/x48fRaDQ8ePCA0tJSSXPR09PD1NRUoqiePn3KzMwMZ8+eZefOnWII3draYmJigubmZpycnLhy5QoeHh58/PhR9kHl5zk7OxMfH8/c3Bz37t2jvr6etLQ00tPThW1uZGTEwMAA9+/fZ3BwkLNnzxITE0NdXR3fvn0TRfnS0hLW1tYcOHAAgFu3bpGZmYmjoyO+vr6sr6+zvr4uRXIVQHnkyBEOHz5MfX291Du6u7uprKzEx8eHq1evivBPiRN9fX3RaDTY2dkRFxeHnp4ejx494uvXr0RHR3P48GH09fXFT6k8dX/1V3/FX/7lXzI2NkZ6ejohISEsLy+Lkru8vJysrCzc3d35xS9+gYeHBxUVFYLsVaEVcXFxZGRkyHlra2sjMDAQd3d3tFqt4HCqq6tFzHvu3DkiIiLEawfQ1tZGXV0dQUFB3LhxA2tra96/f091dbXUEtfX1wkLCyM1NZX+/n5+/etf09fXx86dOyWhSFEm6uvryczMxMLCguvXrxMcHExtbS1NTU1oNBpmZmYYGRkhJCSE06dPA/D48WMqKyvx9fXFz88PjUaDs7MzAQEBdHR0cP/+faanpzl58iRJSUmMj48zMjKCrq6uAPPc3d25ceMGHh4eZGVlUVJSIsry1dVV/Pz82LVrF3Nzc9y+fVv0iAkJCeKwsLKyorOzU67xlStXSEhIkESora0tlpaWGBgYwMvLi3PnzmFlZcXz58/59u0brq6uBAYGSrsIDg5meHj4J/cdP3sx/cOHD8zMzAj1UC0nK12Kk5MTBgYGTE5OCmFxbm5O6JqK86xY6ooIOTMzg4mJiRBDHR0dRUTY29tLX1+fiPnc3Nzw9vbGwcEBHR2dv8GdVh2R+h01HO7p6ZEkDtXRKDa1VquV3+nv72dhYUH45WoJXP1Od3c3AwMDLC4uYmFhITeUvb29UCzVdpaXl+V3PDw8WFhY4MmTJ4yMjNDZ2Ul/fz9ra2uYmZkRGBiIh4cHtra2rKysCCtqenpaDMNeXl7Ckjc2NmZ5eZni4mL6+/tZWloSfG9QUBA2NjZSDO/o6JCVQgAnJyc8PT1F8Kfi3QcHB8VVoDRg5ubmfPjwAU9PT3bs2CEp1Jubm4yOjjI+Ps7GxoaQLVUw7fLyskxzR0ZGvqN1uru7C8N+cHBQ0oNVbWU7cVLdWL29vYyOjrK1tYWdnZ0wzM3NzYX33tPTw+joKMB3VFilFle/MzY2BvxvFrqbm5vw8lXtcWxsDI1Gg4ODAz4+Pri5uWFiYsLc3JxsRxEwnZyc5LiMjIyEqa8kCKrjUvtsaGjI/Pz8d7z57dz17ZTa3t5e4fPr6+t/x6RXZFj1Oz+mryprlfqd7fx2tT/Ozs7C+N++HZX47eXlxa5du353RlTz8/O8e/cOGxsb8RddvXqVwMBAUQZ3dXVx+/bt7+oihw8fZu/evXR1dcmy6v379xkZGSE8PJzV1VXCwsI4d+4co6OjdHZ2oq+vz4cPH6SOY2VlhY2NDefPnxftCEBDQ4MA0SIjI9HV1WXfvn14enry+fNnRkdHmZ6e5tOnT9jZ2XHo0CEMDAwICAgQZXd5eTkajYbi4mKWl5c5e/YsTk5OmJqaEh8fT1NTkxiFVSPOyMggLi6OpaUlQkNDhT45MzODjo4ObW1tpKSkcPLkSebm5rD6DQv793//9wWhMjQ0hKenJzdv3sTOzo7JyUlsbW2prKwkNzdXUmXUiDU0NJSmpiYMDQ2prq7mr//6r1lYWMDKyoqFhQV27dpFSEiIxHVPTEzw6tUrlpeXSUhIYGVlhaioKDIyMujt7aW5uZnNzU0yMzMFUqcc9MePH2dycpIvX76g1WrlvN2+fZuSkhLa2tr4/PkzERER7Nmzh62tLaKionB1deX169eCKSkpKcHW1paLFy/K6m5oaCi5ubli9u7q6mJlZYWrV6/i5eXF8vIygYGBtLa28vDhQ1nWHx4e5sSJE+zatUvSfpeXl7l9+zbj4+M4OTkxOjpKbGws58+fl5VlIyMjnj59SmVlpYAMHR0duX79Onp6erS2tmJiYkJBQQGZmZliBdPT0+PMmTN4e3tTXFzM2toafX19vHjxAltbW+Lj49FqtaSmppKYmEhJSQmdnZ2sra3x/v17VlZWOHLkiIQx7Nu3j9bWVr5+/Sr4m87OTo4ePUpgYCB6enrs3LmThYUFnj59ytLSEhMTE9TU1JCSksKBAwdYW1uTIvjDhw/p6OhAX19fwIGXL18WN4GbmxuZmZnk5ORgbW3N8PAwBgYG3LhxAxcXFyYnJ3F3d6empobHjx/LquLCwgJnz54lISGBzs5OcV/8lNfPzqNSoK2oqCg2NzcpLi4mJiYGb29vXr58ibOzM4cPH+bNmzeMj49z/fp16urqyMvLE3HhixcvSEhIIDAwkPfv32NhYUFsbCxNTU0sLCzg5+cnxkulGzE2NhZtk7+/P2tra9TV1REeHo6TkxOZmZniFH/9+jULCwtcuXKF8vJySkpKuHr1KisrKzx79oz09HR8fX15+fIljo6OJCYmSmBkVFSU6JQcHBwAhIaohHMrKyt0dXURGBiIhYUFubm5eHp6Eh8fz/v379nc3OT8+fMUFhZSU1PDzZs3mZqa4sGDB5w5cwY3NzcePHignlRkZ2czPj5ObGwsHR0d1NTU4ObmJlgOhbJV0Uqjo6PY2dmxsLAghAFPT08+fPiAmZkZFy9elCSRf/JP/gkjIyNkZmZy6dIlUVpHR0eTnJwsyN709HSam5vp7u4mJSVFyI/W1tbfRUQpMeDW1hbOzs6UlJRgY2NDZGQkOTk5rK6ukpGRQWVlJZWVlVy5coXFxUWePHnCwYMH8fX15c6dO3h4eIiwVPG7urq66O7uJioqiq2tLUlkVkvy8AMOWzkGWlpacHR0JCAggMLCQgAOHTpERUUFzc3NXLx4kcnJSV69esWJEydwc3Pj1q1bBAcHs2fPHl6+fCm4ZcUeU+LMlpYWGWVNTEyIVk+1x8HBQUEcVVVVYWBgQFpamoR/njt3jsHBQTIzMzl58iS2trbcvn2byMhIdu7cyaNHj0QMXVpaSmdnJwcPHmR2dla4ViYmJnR3d4sxWkWrK7uPtbU1LS0tmJiYEBUVRXV1NaOjoyIG/fbtm+RVKkFsfHw89+7dEwR1dnY2vb29nDp1ipGRESoqKiS0tL6+XkboP/X1s3dUKjoqKyuLiIgI/Pz8uH//vsDtlBPf0NCQmJgYHj9+TEhICGFhYXz8+BEvLy8hezY2NmJoaMihQ4e4e/cuHh4eBAYG0tzcjL6+PisrK8THx5Obm8vm5iYZGRm8evVKuEhbW1vMzMwwNDTEmTNn+Pz5M/Pz8xw5coSKigrRVAUEBDAwMEBDQwPXr1+noKCAyclJoqOjmZqakmL7/v376e/vp7i4mCtXrtDU1MTMb6KnLC0tZUn+/PnzjI+PU1RUxP79+2Xqo1Y7zc3NefLkCXv27KG1tZXPnz9LSKaenh75+fnExsYKlnnv3r3CjlKKej8/P7HXeHp68vbtW8HampiYUF9fj6mpKREREfyP//E/8PPz4/jx4zQ0NGBsbCwji6ysLFZWVjhw4AD/83/+T9zd3XF0dGRjY0NEkCdOnODDhw8iw/j48aPYJry8vGQaq7hOPj4+PH/+XFJ8379/T0REBPCDe6GtrQ1bW1sSExO5desWUVFRIrVQkpKQkBDB9agVQ09PT+zt7UW0u7i4yKFDh3jz5g36+vrs27eP3NxcLC0t0dPTE8/p4OAgly9flodEXFwcfX19aDQaRkZGSE9Pp6mpidbWVq5evUpRURHLy8s4OjpK3HlVVRUXLlygtbWV2tpajh49Snd3t2jygoKC2Nra4uPHj1y9elUK6mpGYGRkRGVlJWlpaRgaGvLixQtOnTolASRqpdHFxYUXL16wd+9erKyseP/+PfHx8SIk7urqwsXFhYiICG7fvk1qaioODg6Ul5djb28PIKvoLi4upKamcu/ePUJCQrC1tRVt1Pr6Ort27ZLRn/J42tnZYWBgIB5XZU969uwZRkZGxMTE0N7eLrW4lJQUqqqqfnLf8bPWqNzd3bV/+Id/CPzQaSk173ZVtQpLVILB7crX2dlZUSkrauV2hbFaalYqY4VxUYGOm5ubrKysiOpZfSnVuBpxKESHCodU+7c9cHH7vimVsPpSGBi13KsU2b/tWFWgqoqQWlhYoLW1lXv37okKXCnRlVAVwNTUVG4UFSelOiEVsKnQG0oBrRTMSnkMiMAvICBAWNoqPScwMJChoSGsrKxEmd/U1MT8/DzDw8MiSlQKbRVzpZKXlXLc0tKS169fA4gkwdramqSkJJKSkiQ7zsLC4jvltApBVed1u8J/ewisCvNUD4Ttam41kllbW2NlZUU6V9WelKJb3ej6+vqCZVHbUk4IhTbZHiartrN93xTfXKPRfId52a4QV/um0WgkDFSN+JWzQgX0KtTP9vDW7fu2PURWccy3h9Gq41VtQhmq1fbUfv34ngGk3antbb8Ht4fxqnvmx21cYW38/Px+d2pUAKdPn+bAgQOsr68TEhJCeno6/f399Pb24uzsTENDA0+ePJGw0ocPHzI2NoazszNtbW0yb3d3d0dPT4+zZ8+ye/duqUskJibS0dFBZ2en1GsUGnZwcJCnT58yOzuLh4cH3d3daDQaMjIy8PDwwMDAgAsXLpCWlsb8/Dx+fn7s2LGDhoYGWlpasLCwoLi4mIcPH0qh99WrV6yvr+Pr6ytyiHPnzuHh4SEpLwkJCUxPT+Pl5UVwcDDl5eU0NjZibGzMt2/fePr0qaS3vHv3jk+fPuHv78/g4CCmpqacP38eZ2dnTExMOHv2LFFRUZJ24unpSWVlJdXV1ejq6pKVlcWTJ09k1fHTp09YWFgQFhbG1NQULi4u/OIXv5DoqLNnzxIeHi6aGw8PD7Kzs2lra2N9fZ1Pnz7x7NkzFhcXaW9vp7CwUEY78/PzeHl5Sc3C0NCQCxcu4OvrS19fnyiU37x5g7GxMY6OjlJHmp6eFrb458+fmZycRFdXlxcvXvD582d0dXWpq6vjy5cvODo64ujoSH9/PyEhIZw9e1YWPK5evYqzszPT09OEh4djbm7Oly9fJADz2bNn5OTkYGBgQH19Pd++fZOC9OjoKDt27ODcuXOYmpri7u7OpUuXsLGxYWRkhMDAQBGpDg8Ps7a2xuPHj8nPz8fY2JimpibKysoIDAzE29ubqakp4uPjuXDhAkZGRnh6enLu3DlZtlerrq9evZK4r8ePH1NcXCyBJHV1dURFReHn58fc3BxpaWmcP39eCtMZGRkipVFEECXkXFxc5PHjx1RUVGBnZ0d3dzft7e0kJiYK8nvPnj2cOXMGPT09XF1dOX78OGtra7S2tuLk5MT4+DgPHjygv7+f+fl5nj59SkNDA87OzvT398tKZ1hYGOvr6+zfv5+zZ88CP4iS9+3bx/T0NPX19djY2DA4OMjdu3d/cr/xs3ZUNjY29PX1kZWVJStdKqd+bGyMtrY2kpKSiI6OFvb5uXPncHNzIycnh6WlJbF0ODg4sLm5SV5eHpaWlly8eJG+vj4eP35MYGAge/fulXxANT9XKyuFhYU0NjZy5swZ/P39efToEWNjY2KiHBgYAGBychIDAwNSUlKYnJzk6dOnBAYGcuHCBRoaGsjNzcXf3x8PDw/m5+fR09OTkIC0tDT8/Px4+vQpAwMDXLlyBUtLSzIzM9FqtaLPUitXqrEqV/rz58+JjY0lPj6esrIyurq6sLS0lNBPOzs7vn79Sn9/PxcuXMDV1ZUHDx6wsLDA0aNH0Wq19Pb2oqurK9C8xMRERkZGePbsGZGRkRw8eJC8vDxycnLw9PQkMjJShvOKa3769GlsbGz48OED6+vr/N7v/R4bGxu8ePFCNECA+BQrKirw9/dn//79FBcX8/nzZ/bu3YupqSlxcXEsLCxI2EJzczNeXl6kpKRQVlbG58+f2bdvHzt37iQnJ4e2tjZRaCv7ktJBnTx5En19fW7fvo2xsTEXL15kZmaGoqIiearr6uri4uJCf38/ZWVlwt768OEDZWVlHDx4EG9vb2pra6XcsLm5SVBQkDDQ9PT0uH79OjMzMzx69AgnJydSUlKYmppienpaVnK9vLyIjo6moKCAoqIiMjIyiIqK4u3btwwMDBAbG4uxsTFLS0toNBo6OjrQarUcPXqUpaUl7t27h5OTE+fPn6e3t5fCwkKcnJywtbWVe6enp4fGxkbS09OJjo7m2bNntLS0cOrUKRwdHSktLRULFSDxax8/fhSXRHd3Ny9evCAgIICUlBRZNNHR0WF2dlb4WtnZ2TQ1NXHhwgV8fHx49uwZ09PTpKamoq+vz+zsLAA9PT0YGRlx8OBBhoaGxDB++vRp6uvrKS0t/d1LSvb09NT+i3/xL9DR0fnuS3F/fvz+9vcUbfHH7/9tf6O2/eOft7+nft7+BfyN0ESls9r+vjp3ahql3vs/fW1tbX33vVK/q2nk3bt3mZmZkZ/X19clmUUdl6KaqlBS+KFAOzMzI653NYVV+6Ovr8/y8rLQObe2ttBoNGxsbKDVauW4FSNeT09PGvv09DSWlpbfHaMyDSvz63ZPmjomRYzU0dFha2uL8+fPfzdNUCZcDw8PoqOjhaGuzpFCwWz/UpSH3/bz9nOpFi9+2zZ+2+//bf+q79W5/PG1/vFLnU/12v799jak2qB6f/t72//d3p7/rp9/3PbVz7/t/vo/3XPbP1v9jtpH9f72Y9l+PH9b0KiXl9fvTlKynp6eAPpVXUPVcRThQM2bFVJV1RqMjIzEYa86LQWH+21IYoWgVXUahblVF1B9jkITm5qayucZGRlhaGiIvr6+XKjt6ODl5WWpKSh07PLysnyWauS6urriiDcxMZG6l/osExMTDA0N6e/vJy8v7zsCgzpHc3NzAspXxf/Z2VnpCPT09FhbW0Oj0QhRYjsO2dTUVGgGKj5LnQt146mUYpWeqwzCGo0Gd3d34Afbj0KLqKK42p7Kw7OxsREj9fYbXavVcv/+fXHjb68lrq6uSkCGmZmZLLiozkQhldV5344vVjjrtbU16SC2Y3S3Y6fVOVcYYHVtt7cjhfzdjodWdaIfX1vF5Poxcnj7l0JHK2Ty9nakrq9qP+pL1bgUeQCQOqdqs6pWuh1t/ON7Q63yKmS2Ej5v/1L/p0gl6t5QbejHKGL1WapWp45JES9+fEzbr9NPff2sUz89PT0mJiY4cOAAUVFRaDQaLly4wI4dO9DR0eHUqVO4u7szPT1NYmIi6+vrVFdX4+TkREtLC5mZmWg0Gr59+8arV6/Q0dGhoKCAvLw8HB0daWtro7+/n8TERMnbUxFJbm5u3Lx5EwsLCzw9PTl9+rRMO+Pi4mhubmZychIbGxsyMzNpbm5mY2ODBw8eUF9fz9raGs+ePWNsbAwrKyuKi4sxNTUlPDyckZERIiMj2b9/v4DzVJxXeno6ycnJokR2dHQUxfDc3BwnTpzg1atXtLS08Otf/5qlpSWJGFJTherqasLDwzEwMGBiYoKMjAx8fX0xMDDg3LlzBAQEYGpqKqGPy8vLpKSkMDExQWNjI25ubpSXl1NQUIChoSFfv34lLy8PY2NjiZdS6b5jY2OkpKTIMv6ePXtYXl4mMjKSU6dOiVAyIyOD+fl5LC0tiY2Npba2VgSXt27dkpHhrVu36OzsJDk5mQMHDjA/P4+/v79MwdWUQ6VbDw0NcevWLaanpxkcHOTZs2fSGZeXlxMYGIiTkxOTk5McPnyYiIgI9PT0uHTpkjgHTp8+jaurKzMzMyQmJoqlx8nJiYaGBj5+/Iiuri55eXmib/v27RsFBQU4OjpKUGhiYqK0kXPnzmFmZoanpyfXr1/H3NwcT09Pzpw5w/LyMiYmJsTExNDQ0MDU1JSsyLW0tLC+vs6DBw9oamoSNPD4+LjUPFUNcXh4mOjoaPbv349Wq2Xfvn0cPnwYrVbL7t27SUxMZHR0lMDAQOzt7SkpKcHMzIy5uTnRTbW3t3Pnzh2Wlpbo6OjgzZs3mJubi2whMjISCwsL5ufnOXnyJH5+fpiYmHDjxg38/f3lWK2srFhcXCQ5OZmJiQlaWlpwcnKitLSU3NxcdHV1yczM5MuXL+jo6PD582eqqqpwcnKivr6e2dlZkpKSmJ2dFXb+T3n97OA8e3t7Pn78iI+PDzt37pTU48uXL5OXl0dnZyfHjx9nbGxM4rIVqmN9fV0y0ebm5igrK2PPnj1YWFjw4MEDEhISiIuL4+7du1hZWbF//36KioqYm5sjKiqKmZkZlpeXZbSjuOmTk5McOnSIzs5OMQkrVvbu3buFruDk5ERQUBAdHR1sbW3JU8zU1FSMsmpJf2FhgcuXL1NcXExlZSXXrl1jamqKrKwsUlNTMTc3582bN/JEVoEPg4OD+Pr6YmNjI0X1lJQUHj16hJ6eHhcvXhTtysmTJxkbG6Ojo0NsF2p0sbKyQlhYGHNzc5LwbGhoyNOnT0lKSiItLY3/9b/+F/b29hw4cIC8vDzm5uYE76JWLa2traVjHh4e5sCBA3R2dpKbm8ulS5fY3Nzk9u3b7N27Fzc3N969e4eHh4fkKirx4OzsrDCqiouLMTY25siRI7x9+5a+vj5u3rxJU1OTaHe2trbIz88nKCgIS0tLhoeH0dXVZWNjQ9wCVVVVhIWFCQ3V1dWVI0eOSPH//PnzVFVV0d7eTmpqKktLSwwPD0ssm6WlJTMzMwwODpKcnMzS0hKfP3/m4MGDODk5cfv2bcLDw0lNTeXFixfo6+uTmppKa2src3NzuLi4sLGxgYGBAePj4wBER0dTX19PT08P58+fp6+vj0+fPnHu3DmMjY158uQJMTEx+Pn5kZ+fj5mZGa6urlLzmZmZwdraGmdnZ4qLizE3N2f//v18+vRJkp5bW1spLi7mzJkzrK6u8u3bN0JDQ7GwsGB4eFhkNUrHV1NTQ0REBJ6enjx9+hQvLy8OHjzI48ePWVtb49y5c5SVldHR0SGC0cHBQTETW1hYSERZSkoKs7OzZGVlcfjwYRwcHLh9+zbR0dEkJSXx7NkzjI2NSUlJoaGhgYWFBTHj/5TXz9pRra+vs2PHDmHfTE9PY2xsTHh4uPTMZ86c4d27d+Jrqq+vZ3JyEi8vL0lh7ejoEOPsq1evMDQ05MyZMyLU3L9/P62trSwuLooEwMbGhrKyMhwcHOTGNzU15eTJk3z48IHV1VXi4+MFh7uysiKps1lZWXh4eLBz507u3buHlZUVhw4dIicnh83NTfz9/SWPT8Vbe3h48PLlSwIDA4WQaWNjIyzs4uJiysvLpf7U3Nwsq0ePHj0iLCyM5ORkCZhQrHU1HbC0tBS0sxLM3rlzh7CwMCIjI3nx4gX29vYEBQUxODgo00Z7e3t0dXV5+PAhu3btwsfHh7/4i78gOjqaqKgosrKysLa2xsvLC319fZaWlhgcHCQmJgaNRsPz5885duwYzs7O/MVf/AWBgYEEBwdTUVHxXbLP6uoqVVVVJCUlSc3r/v377Nu3Dx8fH7Kzs3Fzc8Pa2lqgcGo0rJTZp06dwtTUlCdPnogeqLKyEmtra9EVzc/P09bWxsGDB1lYWODdu3ecPXsWQ0NDiUi3sLCgu7tbeFy+vr6Mj49TV1fHmTNnmJ6e5u3bt5w9e1awvypaXhET5ufniYmJob+/n4qKCi5fvszY2JgIMre2tigvL8fLy0sSiZQnUenhysvLuX79OkNDQ+Tk5AhJtrW1VUSRTk5O9PX1MTY2xsmTJ6mtraWiooIbN27Q19dHcXEx6b+Jn1Lmc61WS0BAAA0NDYyMjHDhwgXKy8uprq7mypUr9PX1UVdXR2RkJBsbG1JK2NzcJD4+npKSEkZHR7l+/TrFxcU0NDRw9uxZBgYG6O7uxsvLC61Wi6mpKT09PQDs2bNHhMY3btygsLCQtrY2Dh8+zMjICOPj45Jd6eTk9JP7jp996ldZWUlSUhL9/f2MjIxw7Ngx7t27x8GDBxkeHpZkWo1Gw8TEhAC/CgsLuXbtGk+fPiUkJARzc3Oqq6uJjo5mZGQEHR0dtFot7u7u5ObmcuzYMWpqalhdXSUlJYXnz5+zd+9e+vv7gR/is2xtbWlubhYNkWqA9+/fJz4+nrW1Nfr7+3F3dxdqp66uLp6ennz8+JGLFy+Sk5ODmZkZwcHBfP36lfj4eDGLrq6u4uPjQ0FBAcnJyUxOTtLW1kZGRgZ/9Ed/JENjRb+0tLRkYGBAQHmZmZncvHmTd+/e4e3tjZ2dHXV1dfj7+7O0tCS6sLCwMD58+MChQ4doaWlhenqaPXv28Pr1a+Lj42Uatri4iKenJxUVFQQGBmJoaEh2dja/+MUvZCVI0Qns7OzY2toS20RwcDBv3rzh6tWrFBYWoqenR0xMDEVFRYI7hh9Uz5GRkYJdWVlZobKyEktLS/z8/CgqKsLPz0/qk/Pz88TGxvLy5UvS09OFmHH8+HHevXtHWFiY6MgWFxfx8/OjtrYWOzs73N3defPmDTdv3uTjx484OTlhbW1Nb2+vUEMVmTQ5OVmCDtra2piYmCAlJUUShlZWVtBoNIyNjREXF8fXr1+FFpCTk8OlS5fIzMwUlIqq57m5uTE4OChC0QcPHnD58mXKy8vRarUEBQXR2NgovlKAgYEBdu/ezcuXL0XFX1NTw/Hjx2UFVi2GjI2NCRfd3NyckJAQHj9+zK9+9Svq6+vx9vbGycmJsbExdHR+iKFfXl5mZGSEAwcOcPfuXY4ePcrIyAj9/f0kJydTUVEhSCUDAwM6OjpIT08nOztbvLSZmZmcP3+eb9++YWdnh6GhIRsbG0xNTeHv78/Q0BCzs7Ps3r2b27dvc+7cOVpaWlhYWCAgIICenp7v6oE/9fWzrvoFBwdrlUZmbGxMTLUqncPb21sijubn5+nr66Orq0siqV1dXfH19ZUeemRkRMD4q6ur2NnZ4ePjg6enJ6ampszPzwuNYWpqCiMjI9zd3fH19RUD8PDwsKiTNzc3v9uGmrJ0d3eLGdPU1BRPT0+8vb2xtbWV6VpXVxdDQ0NotVoxhrq7u6Ovr8/MzAxdXV309vYyPz/P3bt3xfRsZWXF6uoqQ0NDdHR0MDo6ip6eHg4ODjKFMjExYXJykvb2dtrb25mfn8fGxgZ3d3f8/PwknUbp0ZR1xcrK6jujtzI7j4yMsLy8LGwplUS8uLhIX18fPT09TE9Pi4pcjRA3NjYYGBigubmZwcFBMTGr62ZlZSWRSb29vYyMjGBgYICHh4f8vrW1NX5+fvj5+WFpaSlkV5WUoyQFytCsp6fH2NgYXV1d9PX1sby8LMfl7e2Nubm57LfC2Ojp6eHm5vZdW1EeUNVWbG1t5TqbmZn91raituHg4CA8rI6ODoaGhlhfXxezsYeHB8bGxn+jrZiYmODh4SHtTTHSFQRwc3NTDMLu7u5i/lXbmJ+fl7qYj48PNjY2rK2t0d3dzebmpjDZHBwcxLSv6pjqfC0uLmJubi7XSPls1b01Njb23TlX0Wbj4+Pf3Z9WVlayDQsLCznnXV1dkv7j5uYmZmd1zjs6OhgYGOBf/It/8bsj+DQwMJACproBNzY2OHv2rCTpzs/PMz09zYsXL9BqtRw4cABjY2NJYG1oaODDhw/o6OgwMDDAwMAAGRkZonWys7NjaWmJW7duMTQ0hL+/v9S1Lly4wPT0tIgjy8rKKC4uJjk5mejoaAASEhKwtLTk8ePHdHV1oa+vT1NTE+7u7ly/fh0DAwPm5uZwcHAgPz+fN2/e4ObmJnSEEydOEBwcTEFBAWNjYywsLPD+/Xv09fU5efKkxKfHxsZSVVXFy5cvxTo0OTnJ6dOnSU5OFtbP6uoqr169YmJigh07dqDRaPD39ycjI4PR0VGKiookPbmmpkaKrjMzMzJ9UeZTW1tbent7cXNz4/r166yvr4sfLj8/nw8fPkihW6PRsH//fhwdHfnw4QOdnZ0sLCxQWFiIvb09ly9fFpRuXFwctbW1ciybm5tMTU1x9uxZkpOT6ejoYHl5mdTUVA4dOiT8sa2tLT5//szCwgLHjh3Dy8sLQ0NDUlNTmZub49GjR8zOzrKxsUFraysJCQmcOXOGxcVFwQi/ePFCEo6V+v/ixYuYm5uTm5srVITPnz/j4+PD4cOHhZEVEBBAZmYm+fn5mJubMzg4CMD169fx9vaWc9PV1cX9+/cxMDAgPDyc9fV1EhMT2b17NzU1NdTU1KDVaikoKGB4eJiMjAz8/f3RarVER0czMTHB7du3hQKiRjZnz54V/rxKuK6srCQmJgZbW1vMzc3JyMjAwMCADx8+CLo5Ozsbf39/Tp48CYCjoyMeHh68ffuW3NxcMfPr6+tz7do1vLy8xIze1dXF48ePMTc3l2CUHTt2kJKSQklJiaRBV1dXMz09zfnz5wkMDGR5eVmAebdv32Z5eRlbW1smJiZITk7m1KlTDAwMMDg4iEaj4f3799TV1ZGWloabm9tP7jt+1o5qcnKSffv2sbS0xMzMDEtLS/j6+rKyskJJSQm/+MUvyM7ORk9PDxcXF9bX12VIm5qayu3bt9m9e7fQBRRTXU9Pj8LCQpmWLC0tERsbS29vL1tbW9Kwnjx5QlxcHHZ2duTn5xMWFiZCwqqqKk6cOCEgtyNHjlBeXi44EuUt8/HxISgoiOfPn0vhUavV0tfXJ6sylZWVpKam8u/+3b8jLy+PvLw8KisruX//Po8ePSImJobbt2+zf/9+VldXmZiYEBqkCoq8efOmKLSdnJyYmJhgcnISIyMj9uzZIwVsHR0dGhoaxK2vo6NDUVERFy9eJDc3l5mZGeLj42lra5NggKioKB4/fkx4eDh2dnaSerOysoKJiQnNzc1itB0fH+f8+fNUVlZib2+PkZERISEhEi8eFhbG3bt32bVrl4RXqNWr0dFR6urquHr1KqmpqbS3t4tXLyEhgZcvX5KQkEBwcDDZ2dnExsaytLQkbv7Dhw/T0tJCT08PJ0+epLCwUMigPj4+fPv2TUBwjx8/Zs+ePSLdUFOmiYkJqquruXbtGl++fBE7i6p1KsLFrVu3hC6gRoLK01hcXMzNmzfJzs4GwN/fXzxxW1tbJCUlcf/+fXbt2iWpLN7e3mLJKSsr4+LFi5SVlTE9Pc3OnTupr6+XmtmOHTt48+YNUVFRuLi48OnTJxITE6XU0NbWJos9nZ2d7N69m0+fPmFqagr8oAgvLi7Gzc2NsLAwHj58yP79+5mdnRXOeVhYGNPT01RVVXH9+nU+f/4sD0013TcyMiIhIeG7ttnX1yc89K2tLUpKSrh+/TpZWVlotVqCg4MZGhoSW1ZCQgIPHjwgLS0NY2NjysvLCQgI+Ml9x8/aUdna2vL161dMTU2leDg4OIiVlRW+vr48evSIS5cu0dnZydjYGEFBQczPz4tGKjU1lYcPH5KSkoKxsTGFhYUkJSUJr2dsbIydO3fy9etXeWI8e/ZMAHpra2tMTk4SEREh07ULFy7w+PFj/Pz8MDc3Z2xsjLW1NRwcHDAxMSE7O5sbN26Qm5uLVqslIiKClpYWSeHw8vLi7du3hISE8N//+3/nV7/6FQMDA/zpn/4pjY2Ngiv58z//c8Etv3jxgpMnT9LR0cHq6iq6uro4OzsLLXP37t3cunWL3bt3Mz8/T2trKz4+PsJWam5u5ty5czx+/BgnJyfpOLy9vQXBW11dzdWrV0V0eeTIET58+ICLi4uIO5VdY2Njg+zsbK5cuUJ2djYajQYbGxuMjIyYmprCx8eHiIgIPnz4wD/9p/9UBJ1xcXGS8rO0tCR1oOTkZBwdHamqqpLOXE21Z2dnuXbtGs+fPycpKUkwwC4uLqI7q6mp4cyZM5JgnZSURE5ODl5eXgCC001PT2dsbIz6+nouXLjAly9fpDM1NDSko6MDT09PHB0defnyJdeuXaO2tpaVlRWpO87MzAA/jKTv37/PoUOHWFpakoDW6elpiRLbvXu38O0DAgJ4+/YtycnJUphWqcKNjY1MT09z4sQJHj58KNFgKgbey8tLyCE3btzg3bt3WFhY4OXlRW9vL1qtFmNjY+HkHz16VBTku3btErqpCt+4f/8+CQkJYkfKyMigpaUFQDr1mpoaTE1NSUhI4M6dOxw+fJjp6WkmJiakw1KSkFOnTnH//n0h7dbV1Ukoh4GBAdXV1Zw9e5a8vDy2trZIS0sjJydHMMwWFhZUVlaya9cueVD81NfP2lGtra2R/pv48Dt37qCvr8+ZM2cYHByko6MDc3NzVldXBRL/4sULzMzMuHr1Kg0NDRQUFBAWFoa1tTWbm5vo6elRUVGBpaUlp06doqysjC9fvnDgwAHc3NxobGyUlBczMzOSkpKorKwkPz+f06dPS0Q1gKenJ/ADCK2zs5OGhgZBe9y5cwdDQ0PS09MlVWR5eZnx8XF27NhBY2OjAPXPnj1LU1OTjHIUG11fX19YXOfOnRNdU0JCAjY2NsKhamlpwdbWlgMHDlBQUEBOTo4sl5eWlor618TEhPDwcCorKyktLeXixYu4urry5MkTDAwM2L17N3FxcaSmpuLp6cna2honT57E2tqa27dvY2Fhwf79++nr65Nax9zcHLGxsZiamvLw4UPc3d05d+4cJSUl4vRXMEAHBwdyc3Nxd3fnxIkT5OXlUVZWxr59+4SVBT88iBwdHVlZWeE//If/wMTEBC9fviQuLo6QkBAmJibY3NxkYGAArVbLkSNHhNm0c+dOYmJiKC4uZn5+XlaRgoOD6e/vJysri71790ow6PT0NLGxsWIwnpmZobGxkeTkZMLCwrh//z5zc3OcOXOG2dlZOjo6BEDn7++Pm5sbz549Y319nevXrzM4OEhubq7UdnR1dTE1NZXroB6qb9++JSkpiYCAAEEWT09Po6+vz549e2hvb+fdu3ccOHCAyMhIsrOzWVpawtnZGR0dHTw9Penv76eoqIhDhw4RERHBw4cPWVpakgUGFWXV1dVFYmIi7u7u/PN//s/p6+vj5MmTjIyM0NjYiKWlJRsbG5K/+PbtW3R1dblx4wbt7e1kZ2cLZnl5eRk9PT3q6+sxMjKSsN3379+zZ88eAgICqKurE6OzgYEBCQkJNDU1kZWVxfHjx2WRZW1tTRZJbGxsGBgYoLa2VtKHfurrZ1Wm6+vrMzk5yeDgIAYGBtjZ2UkMj1L8bmxsYGJiIqjcwcFBnJ2d8fPzY2RkhLa2Nqx+k2mv4syzs7NJTU3lyJEj0lkFBAQIs0p5+xISErh+/TptbW08e/YMCwsLSV4pKysT3dKVK1eYn5/n7du3zM3NkZiYSEBAAG1tbZSVlWFmZoajoyPPnj2jsLCQlpYW/P398fb2lkUCNUrS09OTmKXttgNjY2O2trbEJ+bm5kZ3dze9vb3Y29sL+liB+RISEtizZw8FBQUUFhYyMjJCfHw83t7e5Ofn8+DBAxITE7l06RImJiZ0dHRQUFDAjh07CAgIYHNzk0+fPrG4uMjFixdZWlri/fv3cnMHBwfT3d1NeXk5hoaG7NmzBxcXFwoKCujo6CA4OJiQkBBJUra0tCQmJgY7OzvhtG/PsVMqapVZNz09zfz8PAEBAaysrGBubs7S0hIxMTG4u7vT3d3N169fSUlJ4fDhw5SUlPDx40dCQkJISkoiMDCQgoICGhsbSUxM5Nq1a7S2tvLs2TOsra1J/03iioLPBQcHc/36daanpwX+l5qaKvH16gGXmpqKmZkZJSUl9Pb2EhQUREBAgCxeqMK8uo6rq6tYWlqKitvIyIjNzU0mJyfZ2NjAzc1NaLFOTk74+/sTHR0tSTNpaWns3r2bsrIyCgoKGB0dJSEhAU9PTwoKCnj48CFxcXFcunRJOjgFajx69CgfPnyQmPR/9a/+FXNzc7x//56FhQViY2MJDAyko6ODsrIyTE1NOXDgANbW1pSWloouMTIykrm5OXmQe3t7Y2pqSmdnJ4uLi7Jap6xWgNBKbG1thRevzldkZCQlJSWUlpaSmppKUlISBgYGVFVVMT09LcG3P+X1s4c7vHjxAjc3N5qamkQTk5KSgrm5OZWVlTQ3N+Pp6UliYiJarZaioiIGBwcJDQ0V/pMSccbGxhIUFERvby/FxcUyTXBzc6OhoYGqqipsbGxISUnBzMyMiooKWltb8fLykrTl4uJiBgcHCQsLIyoqiqmpqe/qXIGBgXR3d1NSUoKenp5w3Z8/fy4u9cTERHnStre34+HhQVJSktSbhoaGCA0NJTAwkKWlJQoLC1ldXSUuLg5/f3/a29spLy/HwMCA5ORknJ2dqauro7S0FFNTU06cOCHyiYaGBoKCgoiOjv5u+1FRUSQlJUkKS11dHXFxcfj6+tLU1ERvby+enp7SidTW1lJXV4eDgwPJyckYGhqK+VlRKDY3N2WqlJCQIIr/6upq1tfXCQ0NxdHRkW/fvpGXl4eRkRHJycnY29vLqNLR0ZHY2FjKyso4efKkrC7W19djbGxMQEAASUlJspASFxcny9tlZWVyTV1cXGhsbKS6uhpbW1uSkpLkmra0tODl5UVycjLr6+vSZiIjI4mKimJiYkKuaXx8PH5+fnR3d1NWVoaent5351xJH1R5oby8nLa2Nnx9fUlISGBtbY2ioiKGhoaIjIwkMjJS2GLLy8uy/a6uLkpLSzE0NJSpcG1trSjk1TkvLy8XwW5cXBzLy8uUlJQwMjJCVFQUoaGhTE5OirE4ISFBOsPPnz9jYmLCnj17sLW1paamhrq6OpydnSX1WUH1/P39iY+PZ2lpiaKiIsbGxoiKiiIiIoKRkREKCwvZ2NggPj4eHx8f2traKC8vx8TERK5pdXW1kBSSk5PR1dWVDt7f35+4uDgWFxcpLCxkcnKSqKgowsPDGRoaIjk5+Xdn1c/U1BRra2sePnzIwsICV69elUK4rq6u+IxiYmKYmpriyZMn+Pj4cP78eTo6OigpKcHOzk44VgEBAdTU1JCfn8/BgwdJTU0lKyuLtrY2/P39hYtkbW1NXl4eg4ODXLlyBXt7ex4/fixoXcUNUmpolRk4PDzM06dPcXZ2xtramv/6X/8rd+7coaioiPLycsLCwti7dy/Z2dlkZ2eTnJyMj48PQ0NDAsIbGBhg7969+Pn5ce/ePfr7+zlz5gympqa0t7fLMvPW1haHDx9mfX2d27dvY2Njw8WLF5mbm6O5uRkzMzMmJydxdnYmISGB6upq3rx5Q0pKCvv376ezs5Pe3l5JLDl9+rRkwrW3t5OQkICjoyODg4MsLCzg7++Pjo6OZBC+efMGjUbD7/3e76Gnp0dJSQnh4eHs2bMHT09PkpKS0Gg0FBYWEh4ezuXLl+nr66O5uZn09HQiIyPFVtLX10d7ezsZGRnExMTw7t07FhYWMDExYefOnczOzqLRaCTG/evXr+zcuZO9e/dSVFRER0eHqJlViGp2djbt7e1cvnxZ9FNzc3PiXFDT7I8fP6Kvr8/NmzeZnZ3lxYsXWFlZERgYyMbGBpaWlkxNTYmaOyMjg5KSEhF5enl5MT8/j6GhIT09PSImDQ8P58mTJ3R0dEisu1roUSjkjIwMdHR0uHXrFvr6+hw7dkxWHbVareC2Dx48SEtLC8+ePSMqKoq9e/eK7EEJRQMDA4mMjOQ//af/RG1tLf/wH/5DfHx8KCwsZH5+XupwycnJWFlZiYXm5s2b6OjokJWVha6uLlZWVmg0GoKDg5mamuLly5d4e3tz6dIl2trayM/Px9nZGRsbG/T19XF3d6epqYni4mL2798vwLzm5mYiIiIkgdvMzIyysjLGxsa4dOkSdnZ23L9/n+XlZZKTkwHEAF5eXv6T+46fdUQVFham/eM//mNZ9lUNY3Z2lrq6Orq7uzE3NycyMhJvb28WFxclksnExISIiAiRGzQ0NNDe3o6hoaGQQtfX12loaKC1tRV9fX1CQ0MJCgpiY2ND3lfhnEFBQWi1Wpqbm2lqagIgKCiI0NBQdHR0aG5uljRhQ0NDEZU2NTVRX1/PysoK/v7+hIWFYWBgQGdnJ/X19SwvL+Pj40NYWBimpqZ0dXVRXV3N4uKiYIutra3p7u6mrq5OgjR37NiBpaUlvb291NXVMT8/L2EW/v7+NDc3U1VVxdTUFE5OToSHh+Pi4kJvby8NDQ3Mzs7i7OzMgQMHOHToEJOTk7S2tjI+Pi62EVXUffjwoUyhQ0NDcXV1ZWpqipqaGiYmJggICODw4cOEhIQwPz9PXV0dvb298kT38fFhZWWF2tpauQbe3t7Y29tLXJKq//j4+ODn50dpaSl/8id/IgGnlZWV8tRNSEjAzs6OoaEhampqGBsbw9XVlaioKOzt7RkdHaWmpkZCZKOionB2dpb3VR0sMjJSWN61tbX09fVhZ2dHZGQk7u7uzMzMUFNT8zfa38zMDPX19XR3d2NhYUF4eDg+Pj7S/rq6uqQm6O/vz/LyMnV1dbS3t2NkZCTvr62tUV9fL1PGsLAwERMrppmqsYWEhPyN9qfeV7VKNSv45S9/SWhoKLq6utLO1tbWpP0pZ0NtbS3Ly8v4+fkRERGBiYkJnZ2d0p58fX0JDw8XpX5dXR2zs7N4enoSFRWFlZUVvb291NTUMDMzg7u7O5GRkdja2tLf3y/tw83NjcjISOzt7RkeHqampobR0VG5No6OjoyMjFBTU8PIyAiOjo78wR/8we9OpHtoaKj25cuX4ijfTiZYX1//joLwY0f5dgqC2md9fX0hhf42p7yRkRFGRkZC+ARErrC2tiZO7+2ft92V39raSk5OjtAJVCy6+jxVk1Ff6rOA72iLyr0+PT0tanL1mcqZr7Ajyvmuq6srOjNLS0tR+NrY2GBubo6BgYGw0HV1dTEwMGBpaQlvb28CAgJYX19nY2OD0dFRNjY2ePXqlRQ6lYh2c3NTpoIajQZbW1v8/f1xcXHB1dVVjk8RSlVUmGKgq2OZn59namqK+fl5urq66OrqYn5+no2NDZFv3Lx5k9TUVIyMjNBoNCJl2H7+t9MQlDJbfdaPKQXbaQXbaReqpqKus2pT6nMUFUGd99XVVUHC6OjoyGdtb1Pb6Rp/V5vaTnnYfmzqsxS5QrWR7e3pxwQGY2NjWltbJTkbECqCIngoAurU1JSQHhSBQTHS1Wep9vvbjkuRPLaTEZR7QFnK1Pb/NoKFVqsVgsX2a3b9+vXfnanfwsICnZ2d37GXGhsbefHiBUZGRuTn5wvps6qqCl9fX9zc3FhaWuLs2bNSRL906RIajYZ9+/YRExPDwsICe/fuZWFhgenpaTw8PPjy5QtLS0uMjY3x4MEDtra2yMnJEef3mzdvWF5eRl9fn8rKSiE46OrqEhkZyV/91V8xPz/P7t272dzc5PTp07JKs2/fPvr7+wWfoiKsa2tref/+PQCPHj2iqamJpaUlnj59KpD/hoYG4uLimJycxM3NjX379rG6usqJEyeIjo7GzMyM69evi9I4LS2Njo4O0eUUFBRgY2NDcXExVVVVrK+vi7i1vb2dzMxMzM3Nqa+vp7KykqmpKf78z/+cwMBAkpKSGBsb45e//KWEdt68eVNWY+Pi4uju7mbnzp2iwrazs+PDhw+MjY0xPj7OrVu30Gq1VFRUUFBQgL29vcDqfH19mZqaIiMjAycnJ8zMzPj93/99DA0NuX//vgRuZGdn4+7uLurr+Ph4RkdHiYuLIyEhAY1Gw7Vr13Bzc8PNzY2LFy+yurpKeHg4AQEBtLa2EhQURF9fHzU1NZiZmfHixQu6u7sZHR3l7t27bGxsUFlZSWFhIY6OjlIDDAgIYHBwUJKGLC0tuX79OqampsTGxnLkyBEWFhbYvXu3kD7Dw8NlpKerq8ujR4+kzvbixQt0dHTIzMykra1NhKYuLi6YmZkxNjbG0aNHMTAwkDIGwNGjR0lISGBra4vjx4/LAzg4OJji4mI0Gg3T09O8fv0ajUbD58+fhf3/8OFDZmZmWFlZobCwkICAAObn59nc3OTgwYMsLy+TlJQkHdzly5fx9PTEysqKkydPyqjc1dWV4uJi7O3taW1tJTc3Fz09PZ48eUJzc7MEimg0Grq6uqipqSEoKIiuri5sbGzEAnbs2DEZqd28eRNzc3MCAwPZt2+fkEV+6utn7aiMjY2pq6tjcHCQa9euUVRUJL4ulfGnemFPT0+ysrJwdHRk//79PHjwAEtLS1JSUqitrRVvnxI6ZmVlsW/fPuzs7Hjw4IGYWOvq6rCwsJCU2/7+flpaWrh8+TLt7e0UFRVx+vRppqam6O3tZW5ujpycHElI0dHR4cSJE7x8+ZKVlRUOHz5MbW0tq6ur33GfsrOziYmJISgoiLt37xIZGUlgYCBFRUWYmZlJLtvs7CyVlZVkZGQwNTXF27dvycjIYH19XTxhKjyzubmZmZkZzpw5Q3Z2Nn19fZw+fZqWlhbGx8clc83GxoaioiI8PT1JSUnhr/7qr3BxccHPz4/6+noCAwMJCgrCwcEBAwMDSkpKOHz4MIaGhqKpUZ1fQEAAurq6ODo6Mjw8zNDQEOfPn6e6uloCDHp7e2lraxMFu42NDTU1NVhYWEi8uq2tLcePHycrK0ukJEp3ZmVlxevXr0lLS8Pb25sHDx5Ism9XVxc6OjrMz8+zY8cOhoeHKSoq4urVq4yOjpKdnc3+/ftF1KlG15GRkeTn57O0tMS5c+f48OEDIyMj7Nmzh56eHnny29jY4Orqyps3bwgJCSEhIYF79+5JirUKBlleXsbf35/V1VW+fv3K6dOn2dra4uXLl+zdu1em+woCGB4eTn19PX19fVy/fp3S0lKampo4fvw4Q0NDIlcwMjLCy8tLNF8HDx7k4cOHmJqakpqaSn19PYAE0xoaGvLx40f27t2Lg4MDd+/eJTExEScnJ2pra2XU7evrS39/P3V1dVy5coWuri7y8/PJyMiQbD8l71DxXfBDLfPVq1csLi5y5MgRKWuoOrClpSXZ2dlS2L916xahoaGEhIRQWloqNStnZ2fm5+cpLy+XUIq3b9+Kev6nvn7WqV9kZKQ2MzNTwkVVmKeBgYF421xdXTE1NRUmuQqNXF1dxdzcHBcXFwm+VPFbKlxyenoa+EFY6unpiZubm/jJxsbG6OvrY2BgQLCzzs7OeHp64uTkxMbGBn/5l38pPquxsTFZinZzc5NQTB0dHaampoQfrUId7e3t8fLykinTysqKeOuGh4dZXl6W9A7FpTI0NGRmZoa+vj7pqDc3N7GyssLV1RV3d3eMjY1ZW1sTSkBfXx8LCwvY2dlJ8drFxUXonba2tjJUV9NgNXw/ceKEcNV7enooLy+XYFI7OzsZdTk7O7O6usr4+Lics6mpKXR1dSXgdbu3b3BwkO7ubplOKtGfgYEBLi4uTE9P8+XLF/bs2SPYlv7+frHWTE9PS3pzcHAwsbGx+Pr6SoCsOj/KFrK9rZiYmEgwqPJ9qkxINzc3Wfafn5+XVO3FxUUmJyeBHxC/Hh4euLm5YWVlJYsbPT09EqZqYGAggauKDb+0tPRd+9zY2PguKNbOzg6NRvNdW1FaOXt7e9mWhYUFq6urjI2NSVtRkEJnZ2cWFhY4efKkkBzUuZ6YmGB9fR0bGxtcXFxwdHTEysoKrVb7W8+Zstmoc6YCapUnU0lGXF1dRSenq6vL7Ozsd21dhbd6eHjg7u6OpaWlRLApn+nCwgKGhoaC/nZyciIwMPB3p0YVGRmp/fLlC/A9xvXH36tajapTbH9tp0b++D3431hg9fNvQwID36F6t7a2ZDit8L6KMKlqRtupmOpvlc5kO81SbVP9jvpXIYJVg9h+jD/G227H6Kp6hJmZGYuLi1J7MjY2FjIlIDotf39/fH19MTY2/i5DsLW1ld27d7O1tSX5dwpprPROlpaWODg4CKNcESAU2lj57uB/J6yolBf433Fom5ubLC0tMTo6ysrKCjMzM/zyl7+UupuHh4ewwwMDA6VupWpuc3NzTE5O4uTkhIeHh4ye1TlXCu/JyUmpA6l6jEIvq21pNBpJTjExMSEkJEQY3tvbxI/b2vZr+WNa6d/2f9vb3/b3ftxGf4w3/m1/p9VqpVSgXtsxytv3fWlp6be29f/TPv1t//933Ud/1/s/7lO2trb4V//qX/3u1Kimpqaoq6tjY2ODly9fkpOTg0ajIS8vj5cvX7K1tUVTUxMPHjxgbm5O5sh9fX1sbm7y4sULqqqqhFKZnZ2NoaEhDQ0NEsc0Pj7O8+fPhQ3++vVrenp6MDc35+vXr9TU1GBjYyPhDPr6+vz7f//vefTokdSoPn/+zPLyshiPlZFXaYN8fX2ZnJykrKxMCAklJSWYm5vj5OREeXk5m5ubBAYGih0oOjpaotEjIyMxMjKipaWFoKAgvLy8RJEeExPDwMAA+vr67Nq1S/Amu3fvxtbWlvHxcZKTk0XNHB4eTkJCApOTk7i6upKYmIixsTHr6+vCjfLw8ODs2bP4+fkxOTlJRkYG6enpgog5dOgQenp6ODs788tf/lLiji5dusSOHTvQ1dXlwIEDxMfHMzs7S1xcHCkpKeIPi46OlmliaGgoy8vLzM/P8/u///sEBwejp6fHw4cPGRwclJpaQ0MDAC9fvpTgiI8fP0pi0MDAAH/2Z39Gfn4+Hz9+5E/+5E/Iy8ujr6+Pv/7rv6a4uBgrKyvq6+tpbW0lNDSUpaUlampq8PLywsDAgKKiIoyMjPDz86OmpkY6tc+fP8v1qqqq4vPnz5iZmTE8PMzbt2/lwfTu3TumpqawsLAgJyeHzs5O0UNVVFTg7OzMyMgI3759k4gx1aZsbW0pKipifn4eHx8fGhsb6e/vJzAwkNHRUcEL6ejoUFNTg7u7O87OzoJzCQsLo6Ojg/X1dbHpTE5OkpKSgpGREQMDA0RHR4vtxt/fnx07djA0NIStrS27d+9mYWEBjUbDoUOHZMS9b98+vLy8xEyckJDAzMwMISEhHDp0SFKgz5w5g5mZmbDevL292djY4NixY4LvUSJr5YW9ePEipqamODk5ce3aNYmnV8HBP+X1s46o/P39tXl5eSwvL1NWVkZ/fz++vr7Exsai0WiorKykvb0dFxcXEVFWV1fT1NSEra0tcXFxIiasqakRE6WbmxtdXV3CAIqOjpaiaWlpKUtLS0RERBAeHs74+DhlZWVMTEwQHBxMc3MzIyMjFBUV0dvb+93+VFRU0N7ejrOzM/Hx8ZiamlJXVydRQImJidjb29PQ0EBdXR36+vrEx8fj4eFBR0cHFRUVaLVaYmJi8PHxYXBwUDrXyMhIwsPDmZmZobCwkPHxcYKDg4mJiZFUmsHBQXx8fAgJCcHU1JTKykpqampwdHQkISEBExMTGhoaqK+vx8rKSnRc7u7uZGZmEhERweHDh3F0dOTP/uzPmJqawtDQkPDwcDY3N2lqaqKkpESsGrGxsULznJubIyQkhICAAJaWlsjJyaG2thY3NzdJua6oqKCtrQ1nZ2d27NiBvr6+dBzu7u4cPHgQXV1dUe63t7cLgiYsLEwEqJWVlcAPU/bIyEh0dHR4/vy51G2io6NZXFykqKiI4eFhgoKC2LFjB2tra6JE9/b2Jj4+XmKxBgYGRIxrbW3Nhw8fZFn/V7/6FY6OjrS3t1NZWYm+vj5xcXFy05eVlbG2tkZMTAwBAQGMj49TUlLC7OwsYWFhRERECGFWxWpFR0ezsbFBaWkpPT09eHl5ER8fj76+PtXV1bS0tODg4EBiYiIWFhbU1dXR0NAg6UBOTk60tbVRWVmJnp6e7M+HDx+EbLpjxw6CgoIYHh4Wg3NkZKRgjEtLS787PxsbG5K8rJK49fX1qaqqkpRotT/19fXU19djbm5OYmKioL2374+3t7cIcdfX14mOjiYwMJCxsTFKSkqYm5sjPDyc8PBw5ufnRbj6G3LJ786IysTEhAcPHsjIJSQkhODgYF6+fImxsTG9vb0cO3YMGxsbKisrWVlZobGxkWvXrgk4XsWGnzt3jvn5eRwcHHj//r2sdOjp6eHv78+dO3ewtLTE2tqagIAAXFxcePDgAQ4ODszMzHDkyBF+/etf8/r1azY2Nujv7+fGjRuMj48Lu2h6eprLly8zPDyMiYkJnz59wsjIiN27d0ts1a1bt8T46unpibGxMXfv3pUn0N69e5mamuLr169YWVkxPz/PxYsXaWlpoa+vj+HhYba2trh06RKtra1sbm7y9etXXFxc2LVrF2NjY1hYWAjl0s/PT+pQL168ICYmBl1dXZKTkyWKTCXqnjp1isLCQnp6elhaWmJqaoq9e/eSl5cnRXU/Pz8iIyOFfvrhwwd2794tXCIlgr127RpBQUEcPHiQwcFBKioqZDVHmXVHRkawtLTE29ubmzdv8uLFC1xdXRkcHJQFDhcXF/z9/dHT0+PRo0cy1fvFL34hOBJlW7l69SqNjY309vaKZukXv/gFfX19WFhYUFRURGhoKMePH5f62YcPHzhy5AgBAQG4urrKqmtsbCxeXl6kpqaKeNje3p7NzU3OnTsnqOXJyUmsrKw4ffo0JSUlaLVaCgsLCQsLIyEhQRKf37x5Q3p6Ok5OTpiYmDAxMcHbt29JT09HT0+P6OhoqqurqayslAWKQ4cO8enTJ1kEcHJy4tChQ3z8+FFmEwkJCURFRVFfX8/GxgY5OTlyT6ytrYn/8Pjx42I4zs/Pp6Wlhbi4OPT09EhMTOTFixcsLCxI3SwhIYGnT5+ip6fH0NAQaWlp+Pr68vXrV7RaLTU1NZIfODY2xuDgIDU1NVy8eFF4cfn5+QwNDbFv3z6BAj569AhARoSBgYHcu3dPYuDS0tJ+9yLdVf2noqJCODXqxlpcXOTo0aN8+/aNrq4ugfY7OTlx//594uLiJPhB+bBu3rwpK2Dz8/O4u7sTExMjGWkGBgaEhITQ09NDQUEBx48fl4t39+5dHB0dSU5OprS0FICOjg5OnTrF6Ogo5eXluLm5YWhoSEJCAo8ePcLKyoqgoCD09PRkqnLhwgVWV1eZmpqip6cHHR0dTp8+LUEUKysrMkJ7/vy5MID8/Pz4+vUry8vLHDt2jN7eXgAKCgo4dOiQoJNVas+xY8coKyuT7DVra2vs7e25d++eWBw2Nzdl5efGjRt0d3czOzvLxMQEFy5cICkpiQcPHmBra8vq6ippaWk0NDQIdVUFOrx//148XE1NTejq6jI4OMg//sf/WJJaYmNjiYiI4MKFCzx//hxnZ2dcXV1xcHBAX1+furo6fu/3fk/49mlpabK65e/vL2m+FRUV3Lx5k+HhYRobG6XAn5aWRk1NDVZWVtjZ2Qln/sWLFyQnJ6Ovr4+3tzclJSUsLi6SkZFBZ2cnenp6lJaWsmfPHjY3N3n06BFTU1M0NTVhYWHB58+fGRkZkUAMBwcH7t27R1JSkpinFdzu5s2bNDY2CgfK39+f8PBwHjx4gJubGzo6OkRHR9PS0kJ5eTlHjhxhcXERKysrMjMzxVZSU1PD1tYWnZ2dXLhwgf7+frHqGBkZkZSUxL1797Czs8PLywsTExPm5+f58uWLSDNUAKyJiQknTpwgMzMTXV1dZmZmSE1NlalqTEwM8IN4OTMzk83NTfbt28fQ0BA6OjrSyZmamkrU+srKirTZubk5nJyccHBwwMbGhvv375OWloalpSX6+vq0trbS19cnD5G1tTU6OzuJiorC39+f58+f4+TkxPr6Ojt37qSqqkoErT/l9bN2VIuLi8THxwsbanh4mHPnzrG6ukpFRQVWVlYYGhpibm6Ora0txcXFLC0tceXKFUZGRoQnFRcXR1VVFXNzc1hYWADg4+PD+Pg4+fn5Yox8/PgxExMTnDx5kpWVFZqbmzExMWFkZISSkhKxbywtLXHt2jVJUo6NjSU8PJzm5maWl5dFRBgaGsrg4CCfP38W3dHjx4+Zmpri4MGD0sj19PREfKmAZltbW9y4cYPh4WFevnxJVFSUuO1VNLyOjg7x8fH09PTw5csX0Yk9e/aMyclJ9u/fj5+fH0ZGRmxsbDA2NkZYWBheXl68ePECgBs3bpCTkyNhqb6+vvT09MjqjJ6eHunp6TQ3N1NdXc3NmzcFvbuxsUFMTAyLi4tsbGzIDZqcnIy/v78ktly9epWBgQG+fv0qn2FgYEBoaCjW1tbs2LGDP/zDP8TAwEDIDikpKVhbW/Px40cmJydxdHRkcXERIyMjCgoK+Lf/9t+ysrJCREQEf/qnf8q7d+9ET9bd3Y2enh7Ly8u4uLgQGhpKfn4+AwMDXL9+na2tLV68eCEK/5GRETY2Nmhra6OqqgoTExNKS0v5z//5P5Oens6BAwcEBpieno6uri7j4+NotVqGh4fx9vYWvPPAwIBozV69eoWnpyfBwcFie5qcnGRtbY3du3czPT3N8+fPiY+PZ9++fXz8+JH+/n7i4+MloEQROkNCQoiMjOTNmzcMDQ1x/fp1lpaWyMzMxNXVVVYn9fT0aG9vZ2lpiUOHDkl6eHx8PDt37uTLly+Mjo4SGhrK1tYWBgYGLC4u0tjYSFRUFDt27ODp06eMjY1x7do1FhYWyM3NlXBTJeJtaGhgdXWVU6dOMTQ0xJMnT0hKSiIpKYm8vDwmJyfx9PQUYfD09DQVFRUkJiayY8cOHj9+zOTkJJcuXWJ+fp6ysjJsbW1FTPpTXz9rR6XRaMS9rtFoCA8Pp6GhgbW1NZKTk6murmZ+fp79+/dTXV3N6Ogox48fp7q6mu7ubs6ePSs1mcuXL9PW1kZpaSnXrl2jp6eH3Nxcrl69yvj4OJmZmVy+fJmFhQVev37NuXPn0Gq1PHjwQFa0nj59yt69e8UrlZqairOzMy9fvhTbxbt37wgICMDHx4evX78KnrakpETwrI2NjZiYmEiqjZIhjI6Osrm5iaWlJQsLC8APfkelgl5bW8PQ0BA9PT2JTzI1NRW7imK6K+Rtfn4+kZGRnD59mtLSUmxtbYmOjiY3NxcrKyt2797Nly9f0Gg0gqeZmJjg6NGjZGVlsba2xtWrV1Err//sn/0zWltbMTIy4k//9E8pKioSyFx1dTU1NTWCMikqKuL69essLCxQUlJCRkYGc3NzZGVlcf78eVJTU1leXub69etYW1tTWVlJcnKyhJLW19fz53/+5/zyl7+UBYKUlBS2trbw8/PDxcWFhYUFTE1NMTAwkMhzpRbXaDQsLy8LeE/F0wNiuNbX16etrY2goCCsrKyET2ZgYMCXL19ISEjA3d2dT58+Sf3t5cuX+Pv7ExUVxbNnzyS5WaUi79+/n4cPH2Jubs6xY8d48uQJenp6nDlzhhcvXrC6usr58+eFRHHp0iVycnIYHh7m4sWLFBcX09XVxdmzZ8VydPLkSdrb22lpaZGE4ebmZnbu3MnMzAwtLS1ER0ezsrJCe3s7gYGBbG1t0dfXJySH8fFx8ecpOYCuru53K3mmpqaiHnd0dGRhYYGpqSl8fX2ZmZlheHiY4OBgZmdnaWtrE1NxTU0NKSkpbGxsUFBQIJ25ekCbmpry+vVr0tPTsbe3l7KEp6en6LyCg4O5desWUVFRQs/9Ka+ftaMyMzOjpaWFyclJjh49ytOnTwXctra2xsTEBOHh4fT39zMwMMCZM2e4f/8+0dHRoklZW1vDw8OD6elpGUrfu3ePqKgoqXOZmZkJi7ytrY3z58/z6NEjgoODGRgYoLKyEnd3d7mw7e3tInzz8vLC3d2db9++ERwcLOm+nZ2dUk9wcHAgJCSEzMxMYmJiBL6m5v4FBQVCjnz27BlpaWmikZqZmSE0NJSamhpRhKt0lunpaVmt9PDwoLOzk6WlJQ4ePMidO3dITk7G1NQUe3t74Q1NT08zPT3N8ePHuXv3Lnv37mVjY4Pa2lpMTU1FrT8zM/PddnR1dSUvUFklRkdHSU9P5+nTp8TExIiZW+USqqX+PXv2kJ+fT3h4OF5eXhQUFMiTWKPRsLq6SkREBOXl5bi6unLo0CF27NghrHWVvmxnZ8evfvUrOjs7+aM/+iMR7P4//8//Q1hYGKurqxL+8PbtW2JiYrCwsCArK4sjR47Q0dGBnp4eq6urBAUFkZubS0BAAA4ODrx7946rV68yMjIiUgUfHx9x//v4+PDkyRPOnz8vnk6VotPR0YGFhQXBwcE8ePCAS5cuSXCBq6srGxsbTExMCJr44cOHnD9/nq6uLkZHRwkKCmJiYkJKHWFhYTx9+pSMjAyGhobo6uoiOTmZzs5OkXMortOBAweYmZmhtraWgwcPCmViY2MDLy8vsrOzpRMpKiri1KlT3wkvlQo/IiICQ0NDsrKyuHz5Mt++fRNxsqKbKs7Whw8fuHnzJvn5+RgaGuLg4MDa2hqjo6M4ODjg6OjI69evuXnzJkVFRXIux8fHWV1dxdTUFFdXV96+fcvVq1cpLy9ncXGRHTt20NraKrayn/L6WTuqubk5bG1tiYqK4uXLlyQnJzM3N4dWq2VgYICUlBSqq6vl5nz27BmRkZGicenp6SE+Pp7h4WFaWlq4ePEib968ETC+GiaHhoYC8PXrV65fv05ubq5gW2tqaujo6BBX/tOnT7l69argTGxtbTE1NaWvr09IDvfv3+fEiROMjY0xOjqKlZUVZmZmjI+PMzc3x5EjR7hz5w5paWloNBo6OzuxtbUVMV9bWxsXLlzgwYMH+Pr64ujoSHNzM9bW1pINWFRUxJUrV/jy5YsYquvr6yU92MXFhefPn8sUc9euXaSnp9Pd3Y2VlRXwQ13i/fv3HD16lOnpaR4/foyNjQ2FhYVMTExQX19PWFgYjx49kiDK7Oxsdu3aRW9vL5ubmwwNDZGQkEBWVhYuLi6EhYVJXWhqagr4Adp/5MgR+vv7sbOz48aNG7x69YqoqCi0Wi0mJiZ0dXXJ/vX09IiGqbKyEl1dXezt7WUqeOnSJaqrqwVVPTAwIKEM/v7+vHr1iiNHjjA2NkZdXR3p6em0tbUBPyQ479ixg1evXhEXF4exsbHUSbq7u0UzFRcXx5/92Z8RERFBUFAQb9++FTY7/AD427lzp9Qrd+/ezYsXL2R1UdlIUlJShBt2+vRpXr9+LfYmPT092traiImJYXV1Va5pTk6OtBkjIyNaW1slVej169dcuXKFqqoqtra25Pe6urowNzcnIiKCe/fucebMGQYGBpiensbGxgYLCwuGhoZYWlriwIED3Lp1iz179rC2tkZvby9WVlZYWFgwNzcnIzpF7bS2tqalpQVzc3Pp4MrKyrh+/Trv37/H0tJSjPAqhdnW1pbPnz9z+fJlKioq5AHS1NQkHktfX19ev34tIL+WlhbS0tLo7Oz8yX3H39lRaTSa/6XRaMY0Gk3DtvdsNBrNF41G0/6bf63/bz7M2NiYr1+/AnD8+HGKiopobW3l2rVr9Pf38/79e86ePYuZmRkPHz4kOjqakJAQ3r59i4WFBXFxcdTX10skz+zsrIC+VKT5zMwMi4uLhIaGSlLwzp070dXV5V/+y39JYmIiQUFB3Lt3Dzc3Nw4fPsyTJ0+Ynp6WBlNbW8vx48eFrRMWFoalpSWNjY2Ym5tjbW3N4uIi8MONYmlpKaNFGxsbQkJCKCoqYm1tjaNHj1JZWUlDQ4NMS1+/fs2JEyewtbXl/v377NixQyKjjI2NhamtRl/KdGplZcXw8LCsiq2uroqbv6WlheTkZIyMjMjMzGTHjh2Eh4fzX/7Lf2FychJfX1/u3r3L8PCwIHlLS0vJyMhgZWWF3NxcQkNDcXJyoqamRsSfqhaj1WrFnKxGrYp1tbq6ysGDB0WmcfXqVRYWFnjz5g179+7F2dlZCJuOjo780R/9EXl5eczPz5OWliYuBV9fX9bX15mdnUVHR0dGOYuLi7LMrRC+kZGRuLq68vz5c9zc3NizZw9Pnz5leXmZM2fOUFBQQHl5OYcPH2ZxcZG8vDzOnDmDh4cHX79+lWQdFZJqY2MjI6DFxUUJy21vbwcgPj6ehoYG4bcPDw+TlZVFRkYG5ubmUpCPjo7m3r17WFtbc/jwYXJycqQD7uvro7u7m+DgYIEmqkxDxU+fmJiQjq+iooLg4GB8fX15//49jo6OHDp0iHfv3jE7O8v169cpKyujrKyMq1evMjc3x9u3b9m7dy+Ojo58+vQJNzc3/P39qa+vl5XG+fl5EfGqY+/v7xfJQVtbG11dXRw5coTp6Wk+fvzIsWPHsLOz486dOxIGcf/+fczMzDh58iRfv35leHiYI0eOMDg4SHNzM5GRkWg0Gomo+ymvv1NHpdFodgILwB2tVhv2m/f+X8CUVqv9jxqN5o8Aa61W+8//rg/z8fHR/uEf/iF+fn4SaFlVVUVbWxuOjo7ExcVhbW1NU1MTtbW1GBoaEhcXJ+LG8vJylpeXiYiIIDQ0lJmZGcrLyxkZGRH9EyB6LCcnJ+Lj47GysiInJ4c//uM/xsjIiIiICDw8POjt7ZVtRkVFERQUJNtUqzyxsbFsbW1RWVlJa2srzs7OxMXFYWVlRWNjI3V1dZiamhIdHY2np+d3Ohy1zcnJSUpLS2Va4O/vL1xppdOKi4uTzrCurg5jY2PRiPX19YmIND09nT/7sz9jdXWVCxcu0NHRQVBQEGFhYdK4u7q6ZJumpqaCHnFxcWHnzp24u7vT19dHWVkZm5ubREdHExwczOTkJBUVFSwsLEgAqkajoa6ujoGBAVxcXARYV15eTmtrK9bW1sTExODm5iYjns3NTWJiYggNDaW1tZWenh5SU1MpKyvjj//4j/Hy8iImJob09HRaWloYGBjA3d2dXbt2YW9vT3NzMzU1NaJL8/X1ZWBggIqKir+h1SktLZVOTkW6FxQU0NTUhLm5uUyXV1dXqampwcDAQDRK/f39lJWVic5OJUuXlZUxNDT0XTutrq6mra0NBwcH4uPjZVRSXV2NoaEhsbGxklyj2lR4eDhhYWHSpoaHh/Hz8yM6OhodHZ3v2r7aptIIGhoaEh8fL6twlZWV3+3nzMyMtKmAgADBFlVVVdHa2ipt39ramoaGBmpqajAxMSEuLg4PDw+xUK2urhIVFUVISAgzMzOiDQsICCAmJgatVvvd/aRSmtRDydjY+G9sU7V9xcAqKyvjH/2jf/STdFR/J4pYq9XmazQarx+9fRJI/833t4Fc4O/sqCwsLIiJiaGqqko0FiEhIYyPjwsmxNbWVtJc3dzchC9UUVEhNR0XFxfKyspE3btv3z4mJiaEf56WlkZiYiKlpaW8efOG4OBg5ubm2LVrF1lZWZSXl4vFxMbGhp6eHimwq7guGxsbQkND0Wq1fPv2jcHBQWJjY0Ux/OHDB2xtbcnIyBCgXG5uLomJiZw7d47GxkYqKysV3ZDk5GS+fftGR0cHxsbGREdHY2lpiUajkVj42dlZurq60NXVFTlGZWUl9fX1+Pn5SUjF3bt3sbW15Q/+4A+EkvDkyRNCQ0NJS0sjMDCQ3NxcQTSHhYWh0WgYGBiQJGdVGzExMcHFxUVYSuPj4zIyGBgYoLy8HEtLS4HCFRUVMTo6Snx8PP/gH/wDmpqa+PTpEy4uLuzdu5f9+/dTWFhIVVWVeCABwbHo6OgQFBSEiYkJVVVVlJWVYWJiIoJRhVlWBu+uri7u3r2LpaWlFHULCgqora0lJiaGPXv20NTURHl5OdPT0+zatYugoCBGR0cZGhqSLMatrS02NjZwcnLCycmJmZkZqqurWVlZIS0tDU9PT2pqaqitrcXb25srV64wNzdHZmYm6+vrpKamEh8fT2VlJW/fviUwMJD4+HhsbGz49u0bFRUVci6VeFON0FTqkqp76evrU1RURHd3NxEREURFRUn0u5mZGcePH8fQ0JCCggI+fvzIH/zBH3Dq1Ck6OjooLi5mYGCAnTt3kpqaSmFhIZ2dnRgbG+Pv74+1tbVAKE1MTFhYWJB04x07duDh4UFNTQ3V1dViYl9eXubNmzesrKyQkpLCwYMHqaqq4uHDh/j6+goPPi8vjy9fvpCWlkZYWJgEjQwNDYmUR6vVYmRkhIODA5ubmzQ3NzM2NvZ3dkR/1+vvW6Ny1Gq1wwC/+dfh/+aPNjY2CAwMlEDK1tZWLC0tZWm1sbGR+fl5AgMDcXJyore3l66uLmxtbQkMDGRtbU343EFBQdja2tLd3U1/fz8ODg74+vqysLBAa2srW1tbBAQEYG5uTkVFBaWlpeKcn56elhqHn58fhoaGdHZ2Mj4+jru7O25ubkxMTNDT04OBgQF+fn7o6OjQ09PD3NwcLi4u2NvbMzExQX9/P6ampnh4eKCrq0tvby+Li4t4eHhgY2PD+Pg4IyMjWFlZ4ebmJlqn1dVVnJ2dsbCwYHx8XISGzs7OIuxTAZXGxsaMj49LqOXExIQA+nR1dfH29sbS0lJCJ6ytrbGzs2N1dZXp6WksLCxwdXWV/EC1eqbCO6empjAwMMDa2pqNjQ1Z3reyssLIyEiOU19fH2tra5FfrK+vS+1vdHRU/k5PT4+NjQ1WVlaEcaSWwXV0dDA1NeXIkSMkJydz6dIljhw5goWFBfr6+qJJm5mZkYfH3Nwco6OjkpO4tLTE5OSk1AiVaXtmZkaCU+EHj9na2hrr6+viQ1QeNh0dne8Y9hqNRmQo27/f/rPydaq/Vz5QtYqrtr++vg4gCcGKo6YYYpubm5I+pDrv5eVlNjY2hHWljOX6+vpCPVheXpYaoIGBgXDO1O9otVrm5+fRarXCLFO2IUVDWF9fZ2ZmRtKKVECuIrBaWlrKNdDR0REJw9TUlLQbS0tLuQbqYaSjo8Po6Kgknav62MTEBEZGRn/PbuZ/v/5/XkzXaDT/UKPRVGg0morZ2Vmys7OFkVNbW0t/fz8GBgZotVoOHjxITU0NeXl5HDhwQN5XvrozZ85gY2NDZmampG0EBQVhZ2fHr3/9a9zd3UlMTBRueHl5OXZ2dqytrZGZmUlfXx+urq7o6OgQFRXFt2/fRJG7vLzM2NgYMzMzspq4vr7Oq1evJKpKhTU8fvyY6OhoEhISqKqqYnNzk66uLjw8PCSqe3Z2lsjISLa2tmQVcXh4WNTvHR0dAMzOznL06FHRV6kpoKGhISsrK0IdCA0N5cuXLxgYGJCfn4+LiwsRERH09PSgq6srYkM1pdRqtdy4cYPGxkaam5uxsrJibW2NtLQ0mpubycnJ4ciRI5iYmDA1NcX6+jpVVVXiD1RL8jo6Ori7u+Pi4sL9+/extbUlNTVVxH4qOuzkyZN8+fKFpqYmvL29JbCyvr6eDx8+kJWVRVRUlFxTCwsL0dGFhISgp6dHYGAgenp6HDp0iLi4OP76r/8aExMT4bdbWlqKpeTcuXNUVlYyMDAgncehQ4coLS3l48ePpKenS+eh+Ojnzp2TVUMLCwtWVlYIDw/HxsaG27dv4+3tTWxsLKOjo6Lcd3V1JSMjg6ysLFkFU5ab3NxcmpqaOHfuHCsrK8zNzTE9PU1PT48INd+/f4+Pjw+GhoYSJ/XgwQPi4+MlwQh+EBv7+/uzc+dOnjx5wuLiIiEhIWg0Gtzd3cnJyWFsbIyrV68KzUBp3TIyMujv7+fDhw8y3Tc1NWVxcZGPHz9y8OBBgoKCJH5sfn5eLFx37tzB1NRU/ISmpqYUFRWho6PD1atXqampoaurC2tra7RaLbt27aK+vp6vX79y9OhRjIyMWFpaYm5ujpqaGjIyMrC3t+fNmzfY2tqir68vCU8/5fX37ahGNRqN8286Imfg/zi202q1f6HVamO1Wm2sRqOROpJavamoqMDJyUkKewMDA8THx5Obm0tQUJAIAi9dusSzZ8/ECzc7OysokbGxMVmtKy0t5cKFC9y/f5+UlBQmJiZoa2sjISFBPHpKGNfX10daWhqfPn0iKioKQBr0ixcvRFcyPz+PsbEx5ubm9PT0yDC3rKyMy5cvc/fuXXbv3s3c3By9vb1ERkbS0tKChYWFFEq7u7vZt28f7969IyEhgdXVVerq6jhx4gRv375lx44dUuTUaDTY2dlJaIGqkVy8eJFbt27JtGxkZIRLly7R19cnREh9fX26urrYv38/z58/Z9euXczMzNDa2srhw4f58OED0dHRzMzMiPnWzc2NqqoqgoODWVtbo7a2losXL/LXf/3XIjKcnp7Gy8uLoaEhdHV1ZdTS0tLCoUOHePLkCSdPnmR8fJze3l527drF58+fxYzt7+/P27dvOXv2LK9evZLppzIwK3aYWvp++fIlV69e5dWrV6J4V8EWCjcC4OzsTEFBASdPniQrKwtnZ2dcXFz4/PmzWIhU1NXW1hbT09MEBATI9fHx8eHNmzfcvHmTN2/e4Ofnh6mpqcAKFxcXWVtbE9N2fn4+Z86c4cOHD/j4+Ehs2NGjRykpKcHBwQGNRiMjjIiICGpqarCzs8PNzU2kAK9fvyYwMBBdXV36+/txdnYWtb6hoSGOjo7k5+dz4cIFKV9YWlpSWlrKgQMHqKqqwt7eXhY5+vv7iY2NpbS0FDc3NxwcHPj06RPXrl3j1atX0ukp/ZWuri6jo6NYWFhgb29PXl4eV65cEY67gYEBNTU1pKWlUVdXJ/eNkZERXV1dpKWlkZubK3mYubm5XL58mVevXhEaGiojN8Vs+6mvv29H9Qa48ZvvbwCv/2/+SF9fH0tLS0JCQujt7aWoqIikpCR0dHQICAjg9u3b+Pn5YW1tjZ+fnxRVd+7ciVb7Q5Lw7du3iYqKEk5UTU0N7e3t7N+/n42NDWxtbXnw4IEUfT98+EBubi79/f1CATUxMeHJkyfs2bMHIyMjTExMBJq/f/9+Jicn0dHR4fXr1xw7dkzwtGrpeu/eveLR+/TpE+fOnZPhfmlpKSYmJuzdu5euri42NjYkxVnpwCorK3FwcGDnzp2iflcJtiMjI8Lq9vHxkSAHpaxXto7a2lqamppIS0uTlBcdHR2Ghob4/d//ferr6/8/1P13dJxnet8PfwYY9DbovffeAYIECbFXUaREiU2UtGuvNs5Zb/yLHa8dHx87cSy/sb3O2sfx7trWrkU1FpGi2MROAiAIgOi99zLAoA5mAAwwA8z7h3xfoTbJm8Sbn96zcw4PJWIw85T7eZ77vq7v9/NleXmZgYEB8vPziY6O5vHjx8IhOnfuHE+fPmV5eZnx8XGKi4sJCQnh8ePHODs7Mzs7yxtvvMGdO3dYXV1lfn6eLVu24OXlxd27d3Fzc2N1dZX9+/dz8eJFQcIcO3YMDw8P7t+/j06nw2q1snfvXgnt/PnPf05QUBD/9b/+V4KDg/nhD3/IjRs3KC8vF6zuH//xH6PRaEQUevXqVWZmZvD39ycqKgpPT08uXLhAWloam5ublJaWCtgwLCyMgIAANjc35cFmNptF4a+e8KGhoVgsFm7cuEFZWRl2u520tDQuXryITqcjJiYGf39/5ubmuHfvHvv37xct08WLF4mIiCAmJgYPDw+mpqbEomWxWAgJCeHSpUtCxlAPxebmZl599VWWlpbQ6XR89tlnFBYWEh4eDsDg4CC9vb28/vrrTE9P4+7uzvXr16XJsLq6Sk9PDxMTE5w4cYKhoSEcHR25ffs2Bw4cwNvbG6PRSF9fH0tLS5w4cUKCSJV1xsnJiZmZGTo6OjCbzezatYumpiacnZ15/vw5J0+elOX/yMgI7u7uHD58WGZZra2tnD59moWFBSYnJ9Hr9QQEBLBnzx4ePXqEVqtlYGCAM2fOSMT77Ozsv/A2899e/8tiukaj+ZSvCucBGo1mHPgj4P8DXNJoNL8GjAKv/+98mZeXFxMTE1RVVeHv709ZWRkWi4UvvvgCq9XKwYMHpUM3MTEhuXxKMpCWlsZbb73FyMgIH374IYGBgbz++utiPbDZbLz00kvodDoqKiqoqKjAzc2Nt956i7q6Oj7++GNSUlJ47bXXGBkZ4cGDBwQFBVFWVkZqairl5eUMDw+ze/duXnvtNaqqqrh16xZFRUXs2rWL+vp6nj9/LrFOWq2WZ8+eUVlZSVlZGSUlJTx+/JjGxkZ0Op0EbA4ODhIYGCjAmnbLWAABAABJREFUubq6OkHHhIaGCnTOYrGIMluxvJUoFZCsNbPZLHUvV1dXQkNDWVhYICgoSOprQ0NDeHh4kJaWxsbGBg0NDayvr7NlyxYCAgKkO5iTk0NBQYEUagMCAti1axcrKytcu3YNNzc3jh49ik6n48GDBxgMBvbs2UNERATV1dU0NTURExMjgtUPP/yQoKAg3nzzTVZXV7lw4QJms5nOzk4SEhI4e/Yser2ejz/+mPb2dl5++WU0Gg3vv/8+vb29lJWV8dprr9HW1sb58+cpLi7mxIkTtLa2cvv2bZKTk9m2bRvR0dGynN65cyeHDx/m8ePHsvzZtWsXz549o7a2ltDQUIkoV6RStfSqqKigvb2dgIAAEhISGB8fF6qHv78/gYGBjI2NMT8/L9o4gKmpKdbW1oT9r+pPVqtVwIy+vr4SEQ/ITLyrq4uFhQVSU1MJDw9nbGxMun95eXkYjUbBEauotydPnjAxMcHWrVtJSEigsbGR1tZWUlJSKCkpobu7m8rKSgICAnj99ddZXV3l888/x2azcejQIXQ6HeXl5ej1ekpKSmSGe/PmTfbv388777xDX18fFy9eJDAwkFdeeYWVlRUeP37MxsYGO3fuZMuWLVRWVoq/9MyZMzQ2NvLZZ5+Rnp7OgQMHGB4epqqqisHBQcrKyggLC+PJkyf/p/el/+71v5xR2e3203a7PdRutzvZ7fYIu93+vt1un7Pb7bvtdnviP/89/7/zZSsrK9KB2b9/P3fu3JEOkt1uJzg4mGvXrhEfH8/WrVsFy9rV1cXBgwdxd3fnxo0bstZXy7m6ujqJJvL09KS2tlbUsGpGMDs7S0pKCsnJyXzwwQdC7FR44Nu3b/Pqq6+i0WiYm5tjamqK2dlZzp07R319PRMTE3h5eeHl5UVhYSEfffQRnp6epKenY7PZJAl5586dspQCJCJbIXUVgygnJ4c7d+4wPz8vYkZXV1eqqqpISUlh69at3LlzB0dHRxYWFigtLUWj0XD58mWKiookWVrVn06dOsXU1JSQJ/38/Dh27Bg3b97EarXi6elJQEAAQUFB/OM//iPJycmEh4dLbaW2tpazZ8+ysbEhdROTycSxY8d4/PgxXV1dUkuKiIjgk08+wc3NjUOHDqHX65mamuLWrVvk5+fj5OTEz3/+cwl7yM7O5u2338ZgMNDb2yuzpUOHDnHx4kVu3bpFQEAAJpNJvJFJSUlkZWWJTqu+vp5XXnkFR0dH7t+/T3BwMOvr65SVlVFXV0dzczN79+5lZWUFLy8vHj16hNFopKysjPb2diwWC3/+53/OwsICERERXLhwgaioKFxdXUlMTGRmZoa7d+9y7Ngx7PavAhSGhoZYXFwUvdLs7KwY5Y8cOcIXX3xBSEgIKSkpeHl54e3tzd27dzl+/Djh4eH09fWxvr7O2NgYZ86cYWhoiMbGRmJiYqSzq6LElFfQ1dWVR48ekZOTQ35+PhUVFUI02LNnDxsbG9y4cYO8vDycnJwkMq6rq0vGgM1mk3Fx5MgRbt++jd1ul3qjr68vf/u3f8vu3btJSUlhbW1Nuo6KGT80NCQhESdOnODRo0dMTk4SGxuLm5sbCQkJfPLJJ4SHh1NYWMjU1BR2u52KigoOHz6Mn58fT548kaL6L/v6RnlUaWlp9p///OeSyKH+vJgwoxJIFOVSbZ9a92u1WrRaLU5OTjg7O+Pi4iKJFyqNRP3527/9W9bX14X4qLjdL3ZwrFardIcAVldXRQxns9mks6K2WVE6X3zPiwRK4GtpJupvlSCsOkHKrqHVaiVhxsnJSVrLKsXmF8mJqmPk4uLC22+/LVahH/7wh/I0V+ROvV7P2toadrud9fV1+X51DNX3urq64uHhISklKqnEy8vrv0srUd05Vd9Sy6yamhoxoSq0rjpnQUFBuLm54eLiwt/93d/h7u5OeHi4dFOHhoZwd3eXhN0XO26AnCOr1SrJMuvr6zJ2Xvz/1dVVMT1fuXKFs2fP8uzZM4xGo0TXh4aGyjJIjSMnJydxCbw4jtTPVOdSnU9HR0fp+qlun5LVqI6nSqBR26nGudpetT9qHKlzrI6bim0rLS1Fq9VK0o7qDL54rtTDUm2vSpJRLzV2lN1rbGxM0oeMRiNarVa6dJGRkV/b1hevS3VNvtjpdHR0/NqxUduhEntcXFzYt2/frw6Pymq1otPpqK+vJycnh8nJScLCwiRB+Pjx48JwysrKIjAwkDfffBOA119/XTjNBw4cwGg0sn//flZWVvD19SUuLk6ivGtra+nv72d8fJz79+8LYVLBvB4+fIjZbOb8+fNsbGzw5MkTent7WV9f5+7du4SHh9PY2CgBjmp5MTMzI0m43t7enDx5ErvdLorn+Ph4Xn75ZTY2NnjttdfQarUSoa3X63nppZfo7+/Hz8+PjY0NWltbCQsL4+bNmyKsq6ioYHV1lZ/97GfYbDbu3LlDc3MzRqORS5cu4ebmxoMHD5iammJwcJDGxkYyMjLIyMggISEBnU6HTqdj//79mM1mjh49SnBwMCkpKRw6dIiVlRXeeOMNPDw8yM7OFt+Yst0kJSXh7e3NyMgIcXFxlJeXo9Pp6Ovro6WlBavVyvnz51lZWaGmpoaWlhYWFhYkf/EHP/gBV69eJTMzk6amJl599VVGR0fJz88XkuXk5KTo4qqrqzlx4gR2u52enh7m5uYkNejixYsMDQ0xPj7OnTt38PHxESaYYpGnpaXR3d1NUVERGo2GoKAgSktLMZvN/NZv/ZY8EOLi4vDw8OD06dPo9Xp8fX0JDw8XQ7wy/xqNRpmRfvnll3h7e/P06VN6enokFNdut3PhwgUJKL1y5QoODg5cuHABm80mmXxhYWHU1dWRmJgowSVZWVnMzMxw9OhRAPLz8yWV+e2338bJyYkDBw6QnZ2Nr68vr7/+OktLS+zatUtupMpelZqaSnd3N0ajUeqlnp6eXLt2Db1eT09Pj1A1PvzwQ4xGI42NjTx9+hQnJyc+//xzke+srKwQHR1NS0sL27dvZ3FxkcTERLKysrDb7Zw6dQqNRsPBgwfJysoiNDSUs2fPYrPZpNMXEhIiCUZlZWXMzMzg7OyMj4/PL33v+MbBeXfv3pUC59LSkswq1BMoPT2dJ0+eiKny4cOHvPPOO3z55ZeirL127ZoYfVXslALiK4zrH/3RHwmgrby8nDfeeIPbt2/j7e1NcXExly5dYs+ePaJzSk1NFamEClhQ8eyKPqqKy97e3hQVFfHRRx9x9OhRKRoq75PaJ4DZ2VmCg4PRaDRizXnw4AE6nY7s7GzOnz/PiRMnGB4eZnx8nJ07d1JTUyPpOhaLBQAfHx9hGr300ks8evSIhYUFSWD+/ve/z+joqHgPb9++TXx8PO7u7kxPT+Ph4YGjoyNWq5Xh4WHS0tKoqqpCp9ORlJTExx9/zOuvv05XVxfj4+McPnxYOlN2u12IkAsLC6ysrABfadBaWlrw9PQkMzMTs9nMv//3/57+/n4MBgN/+qd/yqVLl8jJyWF4eJgjR47w4MED8vLyCAgI4OLFi7z88suUl5djtVopLi6mvb1dOOouLi5YrVYiIiJYXV0V0/TNmzdFlqJmTZWVlaytrVFQUMBf/dVfMTg4iJubm+iIVALx0tISBQUF/Jf/8l/Yu3ev3FB///d/n+7ubomUevbsmTQ7qqqqWF1dZXh4WLR9QUFB3L9/n/DwcNzc3Lh27RqnT5/m7t272Gw2iouL+fDDDyksLMRkMjE2NkZCQoIEPKj9am1tJSYmBk9PT8rLyzl9+jRPnjzBwcGBsrIyPvnkEw4cOIDJZGJoaEiOpbKNeXl5iWtARbgfP35ckMjbt2/n/PnzHDlyhIWFBRobGykpKaG+vp6goCDc3d1ZX18X5LIipO7fv5+qqipJY/7www85fvw4U1NT9PX1sX//fiorKwkNDRXrmpqlOzo6MjQ0JG4ENze3X/re8Y0v/SoqKhgbGxM7hOLyWK1WGhoahEtdWFiIv78/vb29Ah570eby/Plz9Ho9MTExFBcX4+3tTXd3N729vbi6unLjxg1JHq6rq2NpaYns7Gxyc3MFo9vf309QUJAgjnt7e2lqasJms1FYWCjQt4aGBvR6PdHR0eTm5uLm5kZbWxvt7e24uroKPXJiYoLnz5+ztLQk4Dm73U5TUxMDAwMEBQUJAWB4eJiWlhY2NzfJzs7+mn1Hr9cTGRlJQUEBnp6eX7PVKNTx+Pg4JpOJXbt2UVpaSk5ODvfu3ePGjRv09fXh5OQkGiGFlLVaraSlpZGeno7FYqG1tZXZ2VkSExNluzo7O8WMmpeXR3x8vLCHTCYTKSkpFBYW4u7uLrWRkJAQ8vPzCQ8Pp7a2lr//+7/n3XffJSsri9TUVJF3bG5u8m//7b+lra0NV1dXtm/fzoEDB5iYmKCjo0POcUZGBmazmcbGRsFD5+XlCTepo6MDR0dHcnNziYmJQa/XU1dXx/z8PElJSRQVFWG1Wnn48CGrq6vcuHGDbdu2yWyuqamJ9fV1fvrTn4p8oqGhgbGxsa8d9xs3bnD+/HnCwsLYtm0baWlpTE1N0dLSIn5SxZpSCBd/f38KCgoIDg5meHiYhoYGVldXyc7OFq778+fPGR0dJSoqivz8fLy8vOjs7KS1tRUXFxdyc3OJj49nenqaf/qnfyImJkZwx5ubmzQ1NdHT04Ofn590dJVDQeUfpqenCxdqbGyMsLAwioqKAOjr66Ourg53d3eKioqIiYnBYDDI2CspKRGfXnNzMz09Peh0OgoLCyXSrLGxUXRoGRkZLC8vU19fz/DwsAAsfXx8pHP/gx/84FcnhSYnJ8f+93//97S1tTE/Py8R0EFBQaJ3Uhd0RkaGoGTb29vp7+/HwcGBgoICQcP09fVRXV2Np6cnkZGR5Obm4ufnx4ULF/iTP/kThoaG8Pf3JyMjg8jISEwmkyCAXV1dSU9PJykpSabr6mJJTEwkLS0NLy8vRkdHaW9vZ3FxkYiICLKysvD392d2dlYEqz4+PuTm5hIdHY3ZbP7a9ircsrOzM/39/bS3tzM/P09iYqLYaBT2dWZmhsDAQIksV1Hj6gmakZEhxtze3l7Gx8c5ePAgr732GhkZGbi7u/Pee+9RV1fH4OCgQOZUkGZzczNjY2N4eXmRk5MjnKPu7m6Gh4flmKSkpODs7CzMpI2NDRITE8nOzsbPzw+9Xk9rayt6vV747Wp5e/fuXebm5igtLSU9PZ34+HipjYSEhPAf/sN/oK2tTc7zgQMHJNl5cHBQPjMgIIDExETc3NwYGBigv78fi8VCfHw8ubm5BAQECClzYmJC4r5UdPvNmzcZHh4W/52qh6lcR5vNxpYtW/ijP/ojfHx8KC8vp7W1VeqdOp0OPz8/rFYrfX19TE1NERAQQEFBAXFxcayurtLf3y/8seTkZIldHxwcFDJoTEyMyGnGxsZoa2tjcnJSzrNCFvX09EitLj09ncTERDY2Nvjss88kFSgxMZH09HTc3NwYGhqScRkdHS2arunpacnO1Ol0guJZWlqio6ODxsZGPDw8iIuLIz09HRcXFzo7OwVjEx0dzdatW9nc3GRqakqCSMPCwsjLyyMiIoL5+XkZlx4eHrK9VquVrq4ucYa8uL2RkZH/73r9/m++LBYLMTExbGxsiBkUkAgn1bJXAZMPHz5kfHyc7Oxszp49y8TEhJhhs7OziY2NlVw/1VmwWq189NFHYipWy8xbt24xPz9PcXEx586dY3R0lJqaGjo7OykpKSEjI0PqRsq9v7a2xvDwMPPz86SlpVFYWMj8/DxffPGF0Ep37drF0NAQNTU1NDU1UVpaKjhY1Ybe3NxkdXWVkZEReboWFBQwOzvLgwcP5KKJjIykq6uLhw8f4ufnx/bt24UD39fXx8LCAna7nZWVFfksZZydnJzk5s2btLa2UlJSIsic27dvExgYyNatW8UbNjw8zMzMDHFxcVgsFsbHx7Hb7eTm5gp1tKGhAQ8PD3bu3ElQUBDNzc1CuCwuLqa4uJiHDx8yNjZGRkYGNpuN/v5+9Ho9jo6ObNmyhejoaNrb20VM+uDBA+Li4ti/fz/z8/N8+OGH1NTUMDc3R2pqqhAw+vv7SUhIIDAwUBKh/fz8BHKo1NLx8fHs3r2blZUVKisrZSmWkpJCZGQkra2tVFVVsXv3brRaLR0dHXR3dxMSEiLE0f7+fsHB/OZv/ibLy8v89V//NQ8fPmTXrl0UFBRgtVolHy8gIABnZ2fa29vl97Zs2SINhcnJSXJzc6UWVlVVxcOHD2XmYjKZ6OvrE7Hr1NQU9fX1GI1GEhISKCoqYnV1lbt370oYx5kzZ0R3ODo6SklJCbGxsZhMJoxGIxsbG6Jr6+zsZGJiQoJCFhYWuHbtGktLSxQXF/PWW2/R39/Pl19+SXt7Oy+99BKurq4EBgYyMjIiyJaBgQGqq6sxGAwSPmowGKiurmZjY4MtW7ZQVlYmPsuBgQFKS0vJzMxkZWWF/v5+1tfXcXZ2lgL+L/P6Rm9Urq6uNDc3S1x7cXExs7OzfPrpp2i1WknvvXv3LkNDQ+Tm5rJ161a6u7v56U9/SlhYGGfPnmVlZYUnT57Q3d3Njh07eOmll6iuruby5cuEh4eTkZGBs7MzT58+FRPljh07KC8v5/nz54IomZmZEXRHaGgogYGBODs7YzabsVqtaLVa6QYqO8nU1BSLi4tERUURFRXF3NwcjY2NaLVaSktL0el0PHv2jP7+fnJzc8nNzaWvr4/a2lqCg4NF93Xjxg3W1tbYunUrkZGR1NfX8/DhQ9LT0wW9/OWXX+Lp6cn27dvJzc2lsrKSCxcuUFxczMsvv0x9fT1XrlzBz8+P48ePs2vXLux2Ox9++CGZmZli+B4eHmZgYICMjAzCwsIkUFRRR1XHydHRkZWVFSYmJlhaWiIuLg4fHx/6+vro7OwUse7S0hKff/454+Pj7Nmzh+XlZd577z0mJyd57bXXePfddzEYDFy5cgVnZ2eOHTtGe3s777zzDvPz81RUVABI4u6tW7fo6+tDp9ORn5+Pq6srV65cobq6ml27drF//37u37/Pxx9/zL59+4iKimJmZoanT59KfJefnx/d3d3o9XqJfh8aGmJhYUGWr6ojqkS+c3NzTE5O4unpSXh4OHa7nbt377KwsMCWLVvYunUrBoNBzMM7d+5kdXWV8vJyaaKEhIQIxTMnJ4fXXnuNgYEBrl27hr+/v5Blnzx5QktLC6WlpZw9e1YM88rcrNFoqKysZHZ2lrKyMnbv3k1FRQWPHz8WNJHRaKS+vp6uri78/f0JDQ2lp6dH4t2VIVmj0UitaGFhQVYvYWFhDA0NCXstPz8ff39/KYMUFhaSnZ3N1NQU58+fJzIykqNHj2Kz2fjiiy8wGAy88847JCQk0NrayqNHj0hMTOTs2bPMzMxw//59HB0dKSsro6ioiKdPn/LJJ5+IG+WXeX3jS7979+5Jaq3FYpFWrDrALwZ9qja1upCSk5Olpapauaurq7i5uUn79erVq9TW1srPFTHzxaBE1UYFvmYsVS1mtU3KpqG24xeDMNXvqdeLoY2qpa4+R7WKFWdJGVBVoOeL26DY5mqfXgx1fPH71tfXycjIYM+ePURGRsrnnD9/nunp6a+1vxWpVB1PFTyhzMIvmnZfNOW+aJxV0gBl/lVGW9XKLi4uZv/+/bJ9L273nj17vnYcAf7xH/9RItH9/f0ZHh5Go9Hg5uaGu7u7BLRubGyIyVbhdV8kBKiHi6enpwSpqkBWQGqSc3NzcgG7ubkRFBTEO++8w+bmJktLS3h4eFBdXY3JZAIgPDwcnU4nx0eJO1+UD6jv+EUj84vnVB1Xk8kk26rG7vLysmgIf/GYqSaGQvm+GID74jjQarUyztXvvfhZiq+lZBKurq6CeVYymBflOqo2pYzOL449q9UqRXc1dtzd3f+7UFP1frVNL7/88q/O0k9ddCq6enR0lMnJSZKSkkhOThajqkq6cHZ2Ji4ujqSkJKkx1dXVMTo6ikajISYmhpSUFDw9PZmbm6O1tZU/+IM/kGCFtLQ0dDqdgLwGBwcF85uVlUV4eLj44JTdRcklQkNDZZre19fHxsYGMTExpKWlERgYyPLyMp2dnQwODop1IzMzk7CwMGFQ9/T0sL6+TmhoKOnp6YJT6evro7GxEZvNRlRUFGlpaYSHh0s9pKenh9XVVQIDA2UZs76+Tn9/v9gjgoKCSE1NJTIyUi6kwcFBZmdn2bFjB0+fPiUoKIi1tTWZEc3OzuLr60tqaqrA2Xp6eoT44OvrS3p6ulAxh4aG6O/vZ2lpCT8/PxITE0lOTiYwMFA6kMoUHRISQmxsrJAou7q6pNuYkpLCzZs38fT0JCkpicTERFxdXXnllVf45JNPePToEaGhoQQEBIgTf2Jigu7ubrq6unByciIlJUWaA319fYKk8ff3Jz09XZhaFRUV3Lp1i8nJSdzc3EhNTSUtLU3ge6repGxOyui+vr5OfX09P/3pT3F0dCQnJ0c0SzMzM0LpcHR0JCYmhtTUVPz9/VlcXKSvr08IqfHx8SQnJxMUFCQ10eHhYTY2NoiOjiYzM1P45WNjY/T09GAymQgJCSEtLU1i3Ht6eujv76e5uZm1tTXS0tIIDg5mZWWFgYEBent7WVlZITw8nKysLHQ6Haurq/T19dHb28vy8jIhISGkpqYKLVXVqBRJNCsri8jISCklqHqUv78/S0tLYu1Rcgv1YFCFcgcHB5aXl5mcnGR+fh4/Pz8ZW/AVkberq4u5ublf+t7xjcoTVH5efX09e/fuxcvLi+LiYtzc3Pjiiy8wm818+umnhISESGEyKyuLS5cuYbVaGRkZYXFxkTfeeEM42d3d3SJd+Oyzzzh48CARERFYrVZcXV05f/48vr6+rK6uEhUVxSuvvMLg4CCenp7cunWLnp4eUlNTsdlssqzU6/UYDAauX78uS5GCggKSk5OF/nD37l18fX0pLi7GxcWFvXv38uTJE7kJ9/f3c/LkSRwdHYXSefPmTVxdXWltbWXnzp2kpaUJh/uTTz4RUaCnpydnzpxhamoKPz8/qqurqaqqIiEhAZPJxBtvvIGnp6fwlv7xH/9RYpbUTVORI+/du8fy8jJbtmxBo9Fw6NAhWlpa5EZSX1/Pnj17pJDu4eHB5cuX0Wg0PH/+nPT0dIqLi1lZWSEjI4Nbt26Je391dZXf/u3fRqPRCMzt9u3bAtE7evSodEPT0tLw8fEhNTWVS5cusbKywtTUFNu3b+dP//RPMZvNZGdn09raSnl5OU5OToyPj3Pu3DkRla6urvLTn/4Uf39/MTpnZ2dTWVnJ0tIS1dXV3LhxA6PRKF7JS5cuce/ePan9bdu2DUCW0x999BF2u51Hjx4RHh5Oeno6Tk5OZGRkcOnSJblZz8zMcPr0aQDy8vKYnJyksrKS4OBgJiYmOHXqFJmZmWi1WoKCgrh48aJgdKKiojh27JjghW/dukVra6sQTX/t134Nq9UqbgiVUqSAfKmpqTx8+BCNRiNjvbi4GGdnZ/bu3cvTp08ZGRlhcnKS3t5eTpw4IftgNpu5ceMGbm5utLS0UFhYKGGwAQEBvP/++5Jh6eDgwIEDB+jr6yMhIUEAlrm5uQCcPn0aDw8P9Ho9FotFiCXu7u6kpqZSVlbGs2fP0Gg03Lt3j6WlJbZu3fo14em/9PWN3qicnZ3p7u7mt37rt7h27Rrf/e53qa2tJSAggNDQUJqamigrK6OxsZG4uDhMJhOOjo4AoiNJS0sTuJnVamV0dJTdu3fz4x//GE9PTy5dukRycrLEJana1O7duxkfH8fLywuNRoPVasVkMhEQEMDAwABxcXHMz8+ztrZGdnY2t27d4uzZs1y4cIGXXnqJyclJDAYDRUVF3Lp1i0OHDvHs2TOio6NlSu3u7o5WqxUagMKFBAcHU1NTw8svv8yFCxd4+eWXJYMuIiKCK1eucOTIEa5fv05BQQFTU1Osr6+j0+lENezi4sL8/LyI/pSD/YMPPpAQCSX+rKqq4vjx43h6enL8+HFaW1vx9vYWikNQUBB6vV5ScKxWqwD1Hj16JNom1Yjo6+vj4MGDXLx4kbfeeovHjx/j5uZGb28vT548EaHg5uYma2trMuXX6XT09PRQUlJCfn4+ExMTODg4iL5JLSNCQkL49V//dV577TWSkpJ455136O3t5Xd/93eZnJxk//79hISE0NPTw5kzZ6ioqODVV18V7rzZbKa5uRk/Pz+pQ/n7++Pi4sLm5ibJycn09fXx7rvv8uTJEwmFjY2N5cSJE3z44YeEhIRQXl4uaB673U5JSQkajYaEhAQporu7u4s/88CBAzx8+JCdO3eKQVhZo9555x3+4R/+gZdeeonR0VHW19eJiYmhp6eHxMREZmdnxaWglm55eXk8e/aMsrIyIS4EBARQU1PDuXPn+OCDD3jjjTdoamrCx8eH0NBQOjo6yMvLE5mIKqdYrVZBKRcWFlJdXS3F/IGBAY4dO8Y//MM/cOLECT7//HNiY2Mxm808f/6cnJwcysvLiY+PZ2BgQJaHagYVFRVFb28vmZmZwg7Lz88X4oWqo87OzjI1NSVZlr/M6xutUcXFxdm///3vC50gMjJSDKEhISH4+vqK1cRsNjMzMyOzm6WlJVxdXQVhERkZib+/vxQQf/KTnzA8PMzY2BjT09Nfg4P5+fkREhJCcHAw3t7eYnGYnZ0VIJ3JZGJtbU0ID8oXFxISImZgo9EoAQ/z8/NSX/D29iYoKIjw8HACAwMlIkqZh6enp5mdnWVlZYXNzU3hroeGhqLT6cTyYLPZMJlMzMzMMDs7y+LiIlarFWdnZzlGCrbn6uoqhlcVCKC416mpqdK2PnToEHfu3JHa2PLyssyI1H4Akm6jsggDAwNxcnJiaWmJqakppqamBLoHiGUjNTWV5ORk3NzcmJqa4qWXXmJ+fl5+R4Htjh07hsFgYGpqSs4nIB7E0NBQqqqqcHd3x9PTk8XFRWZmZuQBoY6d3W4nMDBQlonq+G1sbPDmm2/y7/7dvxOAoKoZqUJyYGAgfn5+UtP08/PDbrczNTXFzMwMy8vLODk5CaVByR10Oh2Ojo7iGTUYDMzOzn4tAi04OFgaMorxpXyUs7OzzM7OSpCJm5sbfn5+hIWFERoaiq+vrxjRFSZHLaeamprYsmWLjHUFrlMeOgW9Gxsbw2g0YjKZcHFxwcfHR9Tiqo63vr4u/H1VQlheXmZmZkZqcQEBAYSHh7OxsYGrqysbGxvMzMxIgvjMzAwODg44OztL+UFJY9zd3TEajWJXUuffZrPxZ3/2Z786OqqAgAD7W2+9RUREBBEREURFRUn3yWAwyE1GFUt9fX0JCwsjPDxcIFwrKytMT08Lj2ljYwODwcD4+Dh+fn4EBQXJwFInfmJigrm5ORmIXl5e6HQ6wsLC5Oa4vr7+tW1YXl7GwcGBgIAAIiMjCQ8Px9fXFwcHBzH+6vV69Hq9dJL8/f2JiIggJCQEb29vKWROTk4K7kJRLwMDA4WeoG5S6gS/SK5ULXH1XmVHMBqNTE1NSQpNQkICy8vL+Pv7Ex4eTmhoKMHBwURFRfHo0SPGx8flpq9uygoGGBgYKPRHi8XC4uIii4uLMsi0Wi3BwcGEhIQQFhaGh4cHCwsLslSZmJhgcnKSzc1Njh49KnFewcHBeHl5sbGxQVVVFaGhoaJkttlsLC4uMjk5Kekqly9fxtPTU4B+Sk2vPGeqfjkxMSExTYoYERYWxve+9z3xdxoMBhYWFtDr9Tg5OaHT6fD395cUYFUQjoiIQK/Xy43Bbrfj6+tLcHCw6NaUK2BxcVFuwKrlrmaEkZGRcpNSBXmz2YzJZMJkMuHg4CDx6urYuLm5iSp8YmKCqakpmdW7uLgQGhrK0tISBw8exM3NjdnZWbq6uhgeHhYdl0ajITY2Fj8/P+Li4ggJCcHLy0uCIhQNYnp6GovFIudG3cTgv9FZVf3OYrGwsLBAQEAAYWFhgs5R19/c3Byjo6PMzs4KCVZdTz4+PjJG1DZMTk7ym7/5m786xXRvb2+OHj0q4sPbt2/j5+cnOo3Q0FA6Ozvp7e3F19eX7Oxs4uLiJPlVLZfS0tLYsWOHRBJVVFRI10cB3bq6uujo6MBqtZKUlMS+ffvw9PQUodzQ0BBms5nU1FQcHBxkEMzOzkoIQkhICOPj46L6DQwMJDc3V2Z1aonm7e0t22qxWGhra6OjowNXV1fS0tJIS0sjOjpa9g0gODiY2NhYnJ2d6ezspKmpSRTtO3fuxNnZmaGhIREIOjs7ExoaikajYXR0lJaWFubn54mIiKCkpERipurq6qivrycwMJC8vDwiIyOly6OSiUNDQ7/WnLh586bUPZKSkmQJoQqraWlppKSk4OjoKAnLFosFm81GZmam+CxVgVer1RIQEICHhwdDQ0O0trayd+9e2trahJulPtPT01NuAlqtltjYWFGL3717V7INFf3y6NGjtLW1iare3d2d6OhoYmNjefbsGXfv3mVlZYWIiAjBvSwtLdHa2kpfXx/T09Pk5ubi6ekpSOeBgQG8vb0pKSkhISGB9fV1mpubuX79Oq6urrz00kuUlJTg4+PD9PQ0JpNJxqGqpfb19Yn3MTQ0VPRnqqC8vLyMl5eXFOEHBwel0BwZGUlOTg5btmxhbGyMp0+fMj4+LkZoR0dH+vv7qaqqorKyEg8PD0pKSnj55ZdZWVmht7eXmzdvEhkZyfbt28nKysLR0ZGpqSnJDty6dSvh4eG4uLjQ19dHeXm53KgjIyOJjIyU2fPq6iqxsbHk5OTg7e3N4OAgNTU1GI1GgoODKSgooLS0lMnJSWnSODg4EB8fj5eXF2NjY/T39zMxMUFgYCDJycm/9L3jG51RpaSk2H/84x8zPz8vS6jZ2Vlx9nt6esrdOzQ0VJY36smrONkWi0Xa5tPT0+ILU8xtNe2cnp4WTZSrq6sst9TsSCXOqvebTCaZRbi6usryIjg4GF9fX5ycnLBYLMzNzaHX65menmZpaYm1tTW8vb1l2qyWixqNRpawanlhMpnEoxUYGEh4eLgwphWHfHFxkfHx8a+9X81+QkND8ff3l9ax2WwWl/r09DTr6+tsbm7i7u5OYGAgiYmJspweHx9naGiIiYkJ+TMzM4NWqxXkTXx8vNRG1JJ3eXkZvV4vszy1dF1aWpJZp1arxcvLi+joaFnizc/Pi4ShoKBAzqGaYajlidqnBw8eABAXF0dHR4fYdoxGIy4uLkRHR5Ofny9LFDUDVLx0i8XC7du3AeQ9QUFBREdHExwcjJOTE6urq5jNZkZHR5mZmSEzM1Na9oprHxERgY+Pj0gvjEYjPj4+jI6OYrFY2NzcxM3NTbZdlS2cnJzQ6/UYjUaZQS8tLUmIhoeHh3CuXF1d8fb2FgT25OQks7OzzM/Pyw04KiqK1dVVysrKWF9flxni1NQUer1exoeaDSsNYXx8vCC3FW9ezdiUnxUgPj6ekJAQ7Ha7oKrVmFCNq6WlJZGFhIaGSiCpWhYuLi4yPz/P6OgoBoNBVgFqua3KLadOnfrVmVEp/YdS5Kp2r5Ig6HQ6ZmZm6O7u5vHjx9K+V8JA9fRQ7Xul+VAnvLOzk/7+fglKSEtLIz4+HicnJ0ZHR8XL19PTQ1JSEklJSQQEBEh09uTkpLTTU1NTv7Y9g4OD2O12oqKiyMjIoLi4mOXlZbGZqBmdGoArKysMDg7S3d0tqTapqanExcUJ8bGrq0sSbOPj40lMTMTf31/QGmazGScnJ2JjY0lOTsbPz4/5+XmZEb4otfjWt77F3NwcPj4+IhuYmJhgfX1dfIwNDQ20trYyOjqKp6cnycnJ7N27FwcHB5EUtLW1ifUiNTVVlqYK4+vl5UVoaKgYh+/cuUN5eTkGg0EQtCkpKeTk5Mjx6evrE/bVzMwMAP7+/qSkpBAVFcXGxgbDw8Pcvn2bqakpfH19SUpKIjc3VzC7aianAHzp6elERkZiNBpFXW61WsnIyJCLxGg0SlfYZrORkJBAXFwckZGRsv3qZuTt7U1SUhKxsbESNtrb2ytm3ePHj7Njxw78/f2ZnJyUJaiqVSYmJkq4R3d3t1iVYmJiKCgowMPDg97eXvr6+rh27RpOTk4y2w4KCsLHx0d8eTMzM0RFRWGz2QTZXFFRQWtrKzMzMyIxKS4uxtXVlYGBAbq6usRWlZGRQVlZGdHR0VitVknkUVrEgoICQRG3trbS3v5VZGd4eDixsbEScV9eXi7LR09PTyFOuLm50dnZSXt7O7Ozs/j5+ZGSksKWLVtkJtfV1UVNTQ1OTk4kJCT80veOb7TrZzab+eijj1hdXaW0tJSoqCgsFosktlZXVwtG49ixY2Ln6O/vl/SWpqYmAgMDOXXqFI6OjlRUVHDv3j15KqyurhIQEMDu3bsJDAzkxo0bfP7552JJUexndQHev3+f8vJy0tLSOHXqlKQYq4gfpV3Kzs7m3Llz+Pr6cuvWLerq6vDy8hJJQFxcHAcOHADg448/lq5JUVERrq6uaLVaIiMjMZvNXLlyRew2r7/+Olqtlu7ubuFeNTU1MTU1xZ49e3jjjTewWCzcvHlTIPvwlVUoPz+fHTt2MDExwdWrV5mbmyMxMZGUlBT8/PzIzMwkKiqKsbEx7t69y9jYGDt27KCsrEy6P2rZpbIIT5w4wZ49e+jp6eGLL75gZGQEu90uONmioiKysrKorKzkRz/6ES4uLmzZskUgdOqJ29jYyJUrV9BoNBJ+EB8fLzcHtSx98uQJly9fRqvVcujQIVGRw1dOhoaGBh49ekRQUBBvvfUWKSkpsrQGROuWmJjIyZMnSUhI4O7du3z55Ze4uLgQGRkpqSzZ2dm4uLhw69Yt7t+/L80GpRvy9PTEarXy5MkTnj9/TnZ2Nm+++aagiaanp3F0dKSpqYmxsTGhWm5sbPDBBx8IhTY1NVVuJrt27cJsNvPXf/3XTE9Pc+DAARlnqmwwOzvLjRs36O/vZ/fu3Zw6dYr19XVqa2sxmUyMj4/T09OD0Whk7969Egby0Ucf0dnZSUhICB4eHtjtdrKzs9mxYwfDw8O8//770uBIS0uTjqCbmxtNTU1cvHgRo9HIm2++yYkTJ1heXmZxcREfHx+sVit6vR53d3deffVVduzYQUtLC1euXJEbqOJ0KfRReXk5n376KZubm+zatUs8kf83MC/f6IzKbrdLYXNjY0PwG7p/jiRXxe6wsDB50ikFsUqWBQgICGBpaYmBgQHxDyoW9PLyMjExMbi6utLX18fi4qLEZg0PD7OwsCCKY7U8VF3Eubk5hoeHpXg9NzfH+Pg4/v7+xMTESEKNmgEpQZ8iHqqcMwcHBzIzM9FoNFInS0tLw8nJifr6emGBe3l5UV1dzcLCAsXFxQQHB0v4aXZ2NmFhYTIDSktLIy4uTggRSUlJpKamMjQ0REdHBydPniQ7O5uenh7u3r1LcnIy2dnZPH/+nKamJuArLIvBYODp06d4enqyY8cO1tfXefr0Kc7OzuzevRsnJyfu37+PxWJh586dwh43mUySdPN3f/d3DA0NsX//fhITE6msrKS7u5u3336b2NhYqqur6e3tZcuWLSQnJ1NfX09iYiJ37twB4PDhw2i1WqGvHjp0CBcXF/7yL/+ShYUF9u3bJ3Hv09PT7Nq1S5C2o6Oj7Nixg8TERJ4+fSo4kTfffJO/+Zu/EY2aYoq1tLSQmZlJQUEBo6OjtLa2kpqaytatW9Hr9Vy4cIG4uDgOHz7M+Pg4ly9fJioqSmiZFy9exMfHh1//9V9naWmJv/3bv8XR0VGO1QcffICfnx9nzpzB29ubhw8fsr6+zptvvomrqysPHjzAZDLxG7/xGzg4OHDlyhVmZmbYtm0bYWFhXLlyRbDbWVlZVFVV0dfXR1FREampqdTX13P58mUKCwvZvXs3DQ0N3Lx5k8LCQt566y26urr49NNPyczM5Dvf+Q4TExP8/d//PQUFBZw4cYK5uTk++ugjAgMD+fa3v83k5CRXr17F1dWVN998k5WVFSn+v/POO1gsFh4+fIjdbue73/0uTk5OPHr0iI2NDX7v934PNzc3maF+//vfl2AHvV7Pv/7X/5qAgAAePHjA8PAwr732GvHx8VRWVv7S945vdEbl6urKyZMnqaqqoqmpiaNHjxIWFkZ3dzc+Pj4EBwcLiUBZSc6dOyfYUx8fH9599136+/v54Q9/SE5ODiEhIaL8dXBwEKHb2NgYVVVVEpb48ccfs7CwwLlz5zCbzTx+/FjCKFWLfn5+HldXV/Ly8pidneWLL74gLy+Pffv2cfv2bTo7O3nllVdwcXGhurpaOn1KojAyMoJer2f37t24urry6aefEhoaysmTJ6mvr6e6uprt27cTHBxMe3u7WGVUlNLw8DBtbW3s2bOHmJgYPvzwQzY3Nzl79iyTk5M8evSItLQ0oqKiBDm7srKC3W5ny5YtYmbdt28fSUlJ/OhHP2JmZobf//3fF82TqqOpmo8yAiuF9uPHj8nNzeXYsWM8evSI2tpaysrK0Gq1fPnll3KsgoKCSEhIYGxsjMHBQXbs2IGvry8fffQRXl5enDlzRmKVCgsL8fb2JjQ0lI2NDVnOzc/Ps3PnTgAuXbpEYmIir7/+OhUVFdTU1LBnzx4xRGu1Wnx8fHBycpLMx46ODila37p1C1dXV95++236+vpobm5m69atREdHMzw8LLq5tbU1YmNjRfZQVlZGXl4eFy5cYGZmhrNnz2Iymbh//z42mw03NzepxU1NTeHt7c2ZM2dYXV3l2rVrbNmyhd27d3P16lXq6urYt28f8FWYwubmJoGBgWxsbODp6cnw8DCTk5NkZmbi4uLCX/zFX+Dq6sqRI0eora3lwYMH5OfnExwcTGdnp5Q2fH19ZWbc3t7OwYMHSUxM5OOPP8ZqtfKtb32LsbEx7t27J9Fm4+Pj0p0zmUzk5+czPDzM5cuXpRl1//59pqenOX78uDwY1JheXV1lc3NTlpOlpaW4uLhIIs7rr7/Ow4cPqaioYO/evXh6elJVVSXaPFU7bWhooLq6+pe+d3yjxfSYmBj7j3/8Y/z8/DAajdLaVp0UFXBZXFwsiteVlRWJydbr9SIP6O/vl6K4k5OTFFRVjWpxcVHMpkpe4O7uLnKBoaEhET36+voSERFBbGwsgYGBWK1W5ufnpQj+YhtWfV5Q0FeZq0ajkZGREcbHxzEYDKLDUZ+lklgWFhYYHR2V6CmljVIFbBX8ODMzw9jYGBMTE3JMgoODiYyMJDQ0VFrPBoOBkZERpqenJd790KFDODs7ExMTg1arZWJiQuLETp06hclkwt3dXaijChGs7CVKv6PEqyEhIaI9Uqhag8Eg7ev19XWRhERHR8tMyWg0ilZrdnYWu90uwkcVIurs7Ex4eDhRUVESstra2kpPTw+PHj0S2Yenp6d0poKCguQiUM0JJRP47ne/KyA3ZS5fWFhgYGBAxpjZbEan08n+Hzp0CK1WK82asbEx5ubmBK1rt9tJSUkRBpeSUqjitEp/jomJER2VzWaTuo7K3lMhnapBoRoeo6OjckxWV1fZ2NggICCAmJgYwsLCpEg+NzdHd3c3IyMjmM1m3Nzc5NgpF8LKygoGg0GK4fAVqDIyMpKUlBRCQkJwdHSU8T82NiaNLC8vL5EBBQYG4uLiwtLSEnq9nuHhYaanp9nY2BAbVUBAAP7+/gAi0VEPns3NTcEuqabE5uYme/fu/dUppms0GhEfZmZmSs3iRVZzRkYGOp2OlpYWent78fDwIDc3l71799LX10dXVxc3btwgPT2dkJAQjEYjlZWVwh4qKipCp9NJK3x0dJSAgAA0Gg0TExPS1k9MTKSsrIzNzU2eP38ukLbt27cTHh7O0tIS7e3t2O12kU+YTCZqa2tpa2sjKiqKgoICiWU3mUy4urpSVFREYmIiU1NTPHv2jNnZWZKSksjJyZHcPFUHyM3NFR7VnTt3sFqt5ObmUlRUhNFo5Pnz50xOTuLg4EBYWJhczArYV1hYyI4dO9Dr9dTX15OXl4dOpyMgIAAHBwcGBgZoaWnhr/7qr2Q5ZDAYaGxspKqqiuzsbFJTU1lbW5MLWrWlXVxcaG9vp6mpSdrhSUlJYgHa2NggMzOTlJQUZmZmcHNzE4V3cXGxyD6MRiMAjY2NmM1msrKypF7S2NjI48ePCQ8PJz8/n/T0dLkJaTQaysrKePXVV3n06BFjY2PU1taSkpJCbm6uXEyKGnD48GGsVqvU1pTwVXG3XhwLx44dIzQ0lPb2dpqbm4Uce+jQIaanp3n27BlNTU0kJSXh4uLCzMwMNTU1XLt2TRA2eXl59Pf309nZydLSkkSqKzDe4OAgMTEx7Nq1Cx8fHyorK3nw4IEw1cLCwtjY2JAHkqptbW5u0tzczJMnTwgJCZHYeIVhUeyrjIwMjEYjT548YWpqioSEBAE4dnV10d/fL13GiIgIJiYmRAKTnp7Onj17sNlsNDY2MjAwgNlsxsvLS4rzLS0taDQasrOzOXr0KHNzc9KMiY2Nxd3dHfjKB9jQ0ICvry95eXmkp6czPDzMw4cPqa+vJysr61dPnhASEmI/deqUtIKV+E6n04k0QLXYFVBehTG4u7sL2uLOnTtYLBYmJiYYGxuTWYqjo6MsIdXsw93dXQrGMzMzzM/Pi2rY1dUVPz8/eUJ4enqK+FOlGauW/ObmpijQlZjS3d1dZl8Gg4Hh4WEWFxelHe3n5ydm2xfrcAaDAb1ez+zsLHNzc6LODg4OJiwsDD8/P6nRqVndiyJDpYSOjIwkICAAb29v3Nzc+P73v09XVxdms5mFhQXW1taYm5vjJz/5CSEhIWRmZsp2rK+vMzk5KXW6lZUVHBwc8PT0FGGnEsNubGywsLAgglgVXuri4iKNkH/1r/6VaNhMJhNTU1PydLdYLLz++uuyH0rqoNVq8fb2JiwsTCQdNTU1X1Pn63Q6GhoapH3u5eVFWlqaqK3Vg+7b3/42v/u7v8vMzAxGo1EYS2p5rwSLKnF5bGxMQHUKYa32W3WmlYNhcXFROOWTk5P4+vri5uZGaGgoCQkJ5OTkMDExIcLloaEhkQ6o2bXVaiUmJkYsXGaz+WsyFCWbUIpvJdr19vZmfX2dpaUl5ufnGRgYYHR0VGLqVYczKipKZC6bm5sioVGqfo1Gg4+Pj+xjcHCwCG8XFhaYmJhAr9czNzeH1Wr9mkpdOSjUdk9PTzM2Nsbk5KSsZLy9vaVDr3R7qq48PDzMH/7hH/7qzKh0Oh2/9mu/xsTEhIj2FM0zKioKDw8PKWi7urqSnJxMWloa6+vrdHV1UVdXx5UrVwgNDSUzM1MSlhcWFmRqqvC0ZrOZtrY2Ojs7cXR0FKtHcnIyo6OjdHR0sLa2hqurK3Fxceh0OsbGxnj8+DEGg4GwsDDJXbPb7SI4HR0dxd3dneDgYNbW1hgaGqKzs1NEhkVFRYSEhKDX62lubqa6uho/Pz/S09OJiYkBvuKoj42N4eTkJOhd9SSrqqrCbDaL7EB1VxSAz9fXl9zcXCIjI1leXqa9vV344IcPHyYnJwc3Nzf6+vr467/+az755BPBPSs6haJz+vj4iNBwfX1dBKmDg4M4OztLh3FkZIS2tjYhVir+08jICNXV1dJ5UhQDR0dHWTo4ODiQnZ0twZ4qzGBlZUVEmP39/bS2thIZGYmnpyfj4+N0d3eztraGTqfjO9/5Dg4ODkJhffbsGb6+viQmJuLn5ycXUF9fn5xrRWiYmJjg2bNnLC0tCfQvOzsbJycnJiYm2NjYwNvbm4yMDGJjY0WLVVdXJ6b4oqIimYGoG5ezs7Nk/BkMBj766CNmZ2fx8PAgIyOD3bt3S8euq6tL5CaxsbGCKW5tbWVxcVFmQ2FhYYJVVqjgvLw8wsPDcXJyEquXo6OjEEeUvquxsZH19XUiIyPJy8uTIN+NjQ2RX2RnZxMfH8/a2hrd3d309PQASGMmOzv7a+RQlSAUFBTEzMwMbW1t4pfNyMhg165d2Gw2mpqaaG1tpb+/H5vNJpFaMzMzVFZWSl3zl3l94zOqP//zPyclJQUXFxeGh4fp7u5mdnZWnPXx8fEAgnNdWFjAw8OD6Oho4uPjuX79uiwBVUqrKqorIufAwIBgLlJSUggKCmJ5eZnu7m6ROkRHRwtITv3sRbxKbm4uYWFhTExMMDIywtjYmJwEhY+Zn58XtLGDgwMxMTFiYFX6q/7+flFcq1huvV5PV1cXk5OTODk5ER8fT1ZWFu7u7qL2VZquF7Eo4+PjtLe3Mz09jZeXl6B+nZycmJycFHmEuoj/8R//EfgqLFPhn9VNUxEmVJKK2m91Q1WatZGREemUJicnExYWhtlspqOjg76+PtbW1oiKiiI7O5vIyEjS09Nlv5URNy0tjTt37hATE0NWVhZeXl5MTk7S2NhIc3MzVqtV9D0REREsLCzQ3t7Oo0eP0Gg0kvPo7OxMeXm5+BRV4TcpKYn33nuP3/iN3/jarEflOKqLua+vT5ZZiYmJBAYGEhMTw8zMjCislZg1MjJSjs/w8DDx8fFYLBZ5eKllZnd3t9AIcnJyZEbW399PT0+PmHjVslzVZjs6OjAajURGRpKVlSXHtbOzU1C+cXFxgl2enJyku7ub8fFxzGYzERER4ubY3NyU0AmlW0pPT8ff35+ZmRnBJmm1WhISEkhJScHb2xuDwUBHR4fUMpOTk0lISMDd3V20UFNTU6K5Uzw4hXOemprCy8uL+Ph4eQjX1tby/PlzZmZmCAoKIioqioSEBE6ePPmrE5cFMDc3xx//8R/T2trKxYsXGR4epqSkhPb2djQaDRUVFVy9epXY2FiWlpbYv38/aWlp1NbW8vDhQ65duwZAcXGxUEFVCOn6+jo1NTXs27ePhIQEHB0dCQ8P5+LFiwC4ubnh5OTEqVOnmJiYwGKxMDAwIN09Dw8PioqKKCoq4vr161gsFqEhvvzyy2xubpKXl0dvby/37t3Dz8+PoaEh9u7dS3Z2tlwgH3/8MUtLSyQmJqLRaHjjjTeYmpqit7eXubk57t69S2lpqXjUVFdT+fesVivnzp2Tm8f4+DifffYZ4eHhmM1moU/W19dLN85gMODh4cHGxgYeHh781m/9Fs3NzTg7O1NVVUVpaamETcTFxXH58mVmZmakOP/WW2+JhWJiYoLLly+TkZEhN9nc3Fxu3ryJ0WgUDdP3vvc9wsLCRDSqnurPnj2T3L62tjYCAwN555130Ov1rKys0NjYKI79lZUV0tLScHFx4Yc//CHV1dX8yZ/8CXV1dbz66qvYbDYKCgp48OABra2t+Pr60tfXx8svv0xGRobQKz/66CNpFPj4+EindGZmBoPBQFVVFXv37iUxMVFi1y5cuIDFYmFychIXFxfB/OTn59PS0sLdu3dJTEwUm0tcXBz19fXY7XYuXryI2Wxm69atODo6snfvXrq7uykvL8dsNlNZWcn27duJiooSftj7778vy3e73c7p06elHDE8PMzFixelLpaamkpeXp5IAZqbm0XK4eTkRG5uLjMzMzQ1NREREcHw8DAHDhxg69atwne/cuUKRqORlJQUHBwcOHPmjBTmzWYzd+7cYdu2bcTHxxMUFER2djaXL18WKqjFYuFb3/oWGxsb+Pv7YzAY+Oyzz4iLi8NqtbJlyxZ27dpFR0eHSG1cXFz47ne/K2ikpaWl/yvyhG98RvWXf/mX+Pn5ER4eTnNzM3q9XgIEVKdA4TmUklfVF/R6PVFRUaIAVtFOjo6OJCYmyhJuaWmJ4eFhhoaGWF9fJzg4WJzwVquV3t5eKYL6+vqSnJxMYmIiHh4e8iQZGxtjbW2NmJgYEhMTCQ8PZ3l5meHhYfr7+6X+kJSURExMDC4uLjLj0ev1uLq6Eh8fT3x8PN7e3iwuLtLd3S0K6tDQUFJTU4mIiGBtbY3+/n5GR0cxGo14eHiQmJgoxeuZmRm6uroYHR0FICoqSjx5SgHf19cHwHvvvcf9+/cJCAgAYHx8XFT36mmrnqhK9Dk4OMja2hoREREkJiYSGxsrptfOzk70ej0uLi7CSnd3dxdvpEKYREZGkp2dTXR0tHjMlPcvMjISb29vzGYzISEhclxcXV352c9+RkdHhwhLlUdP+cY6Ojro7e3FZDJJVyw+Pl4CKzo6Opibm+O3f/u3+fLLL0lOTsbJyUluuKrzpmp0paWlODg40N/fz/Pnz3F3d5cgiYSEBGw2m4QdLCwssLS0RHBwMGVlZQIiHBgYkBlRQEAA7777LsPDwzg4OKDX66Wl7+LiIjPw+Ph4xsfH6ezsZG5uTsoLCrbo6urK4OAgdXV1LC4uEhwcTEJCguTqKdNwX1+fBH2oWaEqyisAovJnxsbGynWjZkdOTk4CnFTddwXbU2iY1NRUoqOj8fLyoru7W7ZZcaeUi2R6epqGhgYMBgNGo5GYmBip9Wq1WlpbW6mrq8NkMnHt2rVfnRqVwmdUVFTw4MEDAgMDKS4uZs+ePRIf1d7ejlarZcuWLRLhpISVq6ur2O12cdJPTU3JSUtJScFsNlNeXs7w8DAhISGUlpYSGRkpB1R1UvLy8khMTBQtTmNjIyaTSabZwcHBTE9PA0jhf3V1lZ6eHnp6enB2dhYDr9lsFri9j48PWVlZ7NmzR4ijN27cICAgQLp5YWFhkpyiPtvd3R2bzSYJx4ogqaK2urq60Gq10jlcW1ujubmZe/fu4eXlRW5uLsePHxfLSlVVlSTNJCYm4uLiIkVTpU6Gr2plQ0NDWCwW0tLSyMzMxNnZmZaWFnp6erBYLGRnZ4v5dXR0lAsXLuDm5iaR43FxcTQ0NMjScvv27VK0d3FxYWFhgejoaMbHxyUuLDo6msXFRS5evMiNGzfw9/fnpZdeIjw8XLpTT548IS8vj6ysLDIyMhgaGuKzzz4T0e62bdsIDg5mZmZGEDBubm6SGqwImb6+vhQWFooFq7q6mpGREXx8fCgpKSEvL0+COWtra8XbuXfvXul+jY+P09LSwpYtW/Dx8RHUtIODA+Hh4cTHx0udbWBgACcnJxkfKysrtLS0UFFRIRq/PXv2MDAwQGNjowRSvPTSSyQlJbG5uUlnZ6eQFxQmWBXeNzY2hFIwMjLCrVu3JNFn165dHDp0iM3NTdrb26mtrcXHx0e0gLOzs2IhW1paIi8vT6gYExMTLC4uCoJGpTQ3NDSwsLBAZmYmmZmZODk5yfJUbcuuXbuYm5ujo6OD8vJyqdMlJydLM+SXfX2jM6rIyEj7r//6r8vA0mq1uLu7C4JDp9NJi1RhWlZWVjCZTPz85z9nYmKChYUFlpeXBcPi5uaGp6enIDyUgdLd3V1MxKpjMjc3h9FolE6eimNXnb+AgAB8fX3x8vLCxcVFGEQKjaKKmSaTSWLd1fe9uA+enp54enri4uICfKW1WlhYEMaU2gc1CBXORHVZAgICcHd3x9XVVW7M6vvVZygztDqOyhT9+uuv09LSgp+fn7DOFTlUfffCwoJwjFSIheJ2BQUF4e/vj5+fH15eXjg6Oor5eW1tTXRja2trYspWIk5PT095wChukoo/v3r1qvgEfXx8sNlssnRVRWqTySShsouLiywvL0tHU+md1HFWCBK17e+++y4/+tGPxNir+EmKfebl5YWfnx87duyQKKz19XVSUlLw8PDAarWysrJCQ0MDi4uLokuyWq3AV53M4OBggoKC8PT0lLHq7e3Nvn37JHh0eXmZ2dlZ4TKtra0J5nl1dVVoD46Ojvj7++Pj44Ovry8eHh7Cu7Lb7RiNRgYHB9nY2GB5eVnoF7Ozs7i6uuLj4yMmahV4q6LhlTXHzc0Nq9X6NV+sq6urXC9+fn4yA3JxcRGN4vLyMgsLC5hMJhoaGoQTr8aam5ubjFkl0lazXdXBVAV5lej093//9786Mypvb2/y8vKoqqqSJ5q/vz8NDQ00NjYSExPDli1bsFgsVFVVMTc3R35+viBbFVto165d6HQ6mpqaaG9vF262o6MjDx48QK/XU1hYKOv4Z8+e4ejoyNatWwkJCZGOo9JCaTQa6uvrqampkZzB8fFxnj17ht1up7CwUDAYk5OThIaGsn//frRaLc+ePWNiYoKoqCgyMzOZmZnh3r17bG5uUlpaKsrouro6AgIC2LZtG+7u7lRVVTE6Okp6ejq5ubkYDAbKy8uZnJykpKSEgIAAiSLy8/OjpKRECr/T09NSfDYajVRVVWEymcjIyCArK4uGhgauXr0qcVeurq60tbXR29tLQkICO3fuZG5uTqwTxcXFJCcnC87Dw8ODHTt24O3tzbNnz+jq6iI2Npbt27fLcmBpaYnS0lKSkpJobGzk0aNHAGIobmxs5N69e0RFRVFSUkJ4eDjFxcVSs7h27RopKSnExcVJIKaPj4/UTJ4/f87s7Czx8fGS8nv16lUmJyelEzU0NERDQwNBQUGcPn0ad3d3KRDHxcVx6tQpxsfHBQN04sQJtm/fztDQkCTYBAcH4+zsTENDAx0dHTg4OJCfn49Go6Gmpob5+XmysrLEMqX8d0oa0tLSwtDQECMjI2zZsgUXFxcGBgaYmZmRMTgyMkJ/fz+AoIUfPXrE/fv3CQ0NZceOHZIiPjIywo4dO8jJyQG+0im5uLhI6Ovdu3dFx6aAhc+ePWN4eFisQkajkYqKCnx9fTl37hyZmZnC6ffy8mLbtm0SZFFTUyP1sLm5OcrLy1ldXZVarcFgoK+vj6SkJPLz83Fzc6OiooKuri6Cg4PJzs5mdnaWR48e4eTkRFxcnKC9Ozs78fb2FvzzL/P6Rovper2ewMBA9Ho9BQUFfPzxx4yPj1NbW8vhw4fp7+9nc3OT69evs3v3bjQaDXFxcaID2tzc5MiRI5SXl7O8vMzg4CAnT55kdnYWq9XKl19+yc6dO/Hy8iI8PJyrV6/i4+MjTPPnz5+zuLjIyMgIR44ckVmRsqYondb9+/dxdnbGx8eH7du3C1N6amqK0tJSNBqNXOjx8fFER0ej0+l4+vQpy8vLwoJ6Ed5fXFyMv7+/LG0CAwMl1qutrY25uTmio6NJTEzEbDZTX18vJILo6Ghp42s0GrZs2QIgBNTc3FxiY2NxdXXlP/2n/yShGPn5+TQ2NorKe9++fdhsNvR6vZAjlVbn1q1bMjPcunUrT58+lWL0gQMHRAV+8+ZNtmzZgrOzMyEhIXz++eekpKQQGxvL6dOnKS8v59mzZ1y5coWkpCTu3btHS0sL6+vrfPrppzQ3N1NfX09BQQF9fX0Cdtu5c6c4ByoqKoiMjCQ6OpqAgABu3rzJ9PQ0UVFRbNu2TQiVo6OjIpqdnJyUm2xycjK+vr4iqcjIyODgwYN4e3vT1NSEyWQiKSmJgoIC+vv7efDgASMjI0RFRbG4uMjQ0BB1dXWiiNdqtVRUVGCxWAgKCiI5OZne3l6pY+7bt09Q0c+fPxdJgZ+fHzdu3MDV1RUvLy+2b99OY2Mj8/PzTE5O8vLLL2Oz2djY2KCyslL4/FFRUVy7dk3InwcOHOD+/ftSX3311VcxGo1oNBq++OILMb5v3bqVJ0+e4O/vL2Puvffeo6Kigvv373PixAnm5+fx9PTkwoULlJaW4ujoKNein58fS0tLnD59msePH2O326msrOTs2bNiI/rrv/5r0tPT2djYoLS0VJKEFhYWOHv2rEwKqqqqOH36NAaDQVTsv8zrG71RqaVQYWEhH3/8sQC+AgIC+OlPfyqhnJubm3z44Yds376dwcFBGhoaqKio4MSJExIq0N3dzRtvvEFbW5tMmY8ePUplZaVEYO3YsYM7d+4I3jYnJ4fr168TEhIiYsxbt26RkZGBn58fTk5OPH78WLAcS0tLNDY2UlZWhkajYXZ2lsHBQcrKypifn2doaIjV1VV27NghdggvLy/y8/Npb29nampKukUNDQ0sLy+TkpKCl5cXdXV1aLVaMjMzMZvNNDU1ERAQQFJSEsPDwwwODhIbG0tcXBwtLS0YjUaSk5OFoa3T6QQt0tzcLKbl5eVlnj59SmZmJt7e3kxPT0vQ5MbGhpBJlQpbBUTs37+f9vZ25ubmRBWuujU+Pj4UFBRw/fp1AgIC8PLyIjY2lsuXL5OQkICLiwt+fn7cvn2bHTt2CIPqzp07HDlyBKPRiK+vL1NTUzx+/FgYWUajUTj5drtdit+7d+9mYWGBkZERLBYLBQUFdHd3Mzk5SUREBDt37qSjowODwUBwcDDR0dE0NDQwMzNDdHQ0zs7OVFdXi05NyVYCAgJIS0tjZGSEoaEhUlNTCQsL4+bNm7S1teHp6UlCQoLU+KKiolhZWZFgDdV1bWhoIC8vj5CQEKampujs7OTo0aO4uLhIosuePXtE8Go2m9m7d6+4IjQaDbt27aK8vFx0XNu2bePLL78kMDAQNzc3kpKS+OKLLyQxOSgoiJs3b7Jr1y4cHBxwcXHh3r17HD16lKWlJXFYnDlzRiwv/f39nD17lrt379LW1kZ3dzevvvoqX375Ja6urqysrHDo0CEuX74sxv9t27bx4Ycfkp6ejoODAxkZGXzwwQds374do9FIYGAgFy5c4I033sBkMuHp6cmXX37J6dOnha9eU1PDt7/9bVpaWiQh/Jd9faM1Kj8/P/vbb79NcnIyERER2O12mRYbDAax1sTExMiavra2lvPnzzM7OyuxUzExMeJ3U1ygjY0NUlJSSEpKIjg4WFS8Y2NjmEwmvL29iY+PJy4uDnd3d2ZmZuSpaLPZCA4OJikpSfhISqg3MzMjbW/VwVMAurGxsa91FWNiYqSj1NfXJwB/pQHz8/OTmaBSvauOk4qo0uv1jI+PCz8oLCyMxMREQkNDJYlHAeg8PT0lwkpxxnt6ekQXpXyE6uJVVEmDwYCrqyuxsbEkJSWJCVXN2tSAVHwmZ2dn0elMTk4CiI4nJiaGtbU1urq66OrqYmlpCW9vb+kOKWyxo6Mj2dnZDA8Pc+XKFWF2+/j4kJSURHR0tHQ4e3t7GR0dlS6gWnZ4eXmxsrJCc3Mz9+/fFw1adnY2//E//kf+4A/+QLZxbW3ta+clLCxMGiJTU1MS/VRUVCTY4OHhYalx6XQ6mal6eHgwMjIiPweEZxYYGEhWVhYffPABXV1drK2tER4ejqurK0lJSfj6+opzoaWlBZvNRnp6ujgLbDabbE9HRwcdHR2UlJSQk5Mj6S23b98Wp4HVapXZpqplqVmpAiWqpfHq6ipDQ0MMDg7KOd+6dStHjx4lJCRECuDj4+Osrq4K6VMlGk1OTnL58mVMJhN5eXlCAVE5fnV1dQwPDzM3N0dISAj5+flyo62oqJDr2sPDg88+++xXR0elUCJqWWEwGKipqeHAgQMkJCQQEhLC1q1befTokZhfa2pqOH78uEzBExISuHz5MmNjY2xubjI5OcmZM2cICwtjZWWFgIAAPv74Y6EyKt6Or68vBoMBZ2dnPv74Y1ZXV4mOjsZms3HmzBkcHR2lk3Hp0iW0Wi25ubk4OTnx6quvsri4SH19PZubm9L+Vwm3e/bsYWxsjCdPnmC32ykvLyc5OZmXXnqJzc1Ntm7dSltbGw8fPhSvXH5+Pvv27cNsNpOUlER1dTXl5eUEBAQwPDzMtm3bKCsrY2JigpCQEB4/fiw1NMUl2rZtGx0dHbi4uPDgwQPq6+spLCzEYrFQVlZGVlYWz58/R6vVUl5ezsjICAcPHsTR0ZGioiLCw8O5ffs2Gxsb1NTUYDAYeOWVV0Sn4+3tLRq03t5ebDYbJ06cAL6iQ9psNt5//31hhbm4uHDu3DmsVivBwcEsLS3xySefoNPpCAoKoq6ujt7eXtHIHT9+XLxpXl5eXL9+nfHxcXJycrBarRw9ehR/f39qamrw9PTkwYMHbG5ucvjwYRwcHES/pbAk5eXlODo6sn//fmw2GyUlJSwvL/Pll18KYsff358jR46wtrZGamoqo6OjUisaGxsjJSVFIIT+/v50dnby+eefyw0nPT2dY8eOMTQ0hLOzMz09PVy7dk1kBEoCoepIra2tknbs7u5ORkYGW7du5fHjxywtLdHW1kZjYyPbtm3DwcGB5ORk0tPTuXnzJnNzc3R2djI2NsaxY8fw9/cnMjKSkJAQLly4wOrqqjRGvv3tb0uh3MfHh5///OdsbGwAX61kfuu3fktEw319ffzd3/2dWJBcXV05d+6cNJ2Wl5f59NNPhXjh6OjIyZMnmZycpL+/H7PZzOeff05SUhIpKSn4+Phw+PBhGhsb6ejowGw2U1NTw7Zt29i3bx+JiYm/9L3jG51ReXp62hVbPD09XdAX7e3t+Pr6Ehsby0svvURYWBgzMzO0trby3nvvSc0lPj4eZ2dnent7aWxsZGNjQyiJilioug3h4eGiNVpcXKSjo0PIlipk02azCRlRKYFVtp2yjRiNRsLCwsjIyJB2eFtbG0NDQ3JBJycnY7Va6erqYmBgQIyfmZmZeHp6Cv1hcXGRsLAwsrOz5YnW3NzMxMQEOp1OnrQq3FNNmZXS2M3Njfn5edra2lhcXCQyMpLMzEy5yJTaXfnhEhISWF1dpaOjg9bWVjHOpqSk4OzszMDAAJ2dnSwvLxMaGkp2djZ+fn4irRgbG5NZSUREBKurq/T29tLb24tWqxXlt4eHB21tbdTU1BAdHS1K7OjoaGZmZmhvb2f37t10dXXR3t7OjRs3iIiIIDMzk8DAQEwmE/39/TQ1NaH752DMmJgYLBYLHR0d9Pf3s3//fsLCwvid3/kdRkdH+clPfsLdu3cxmUxkZmby05/+lJ/97GdycS8sLIgmqLCwEKvVSn19PXq9ns3NTWmfK965Og4lJSVER0fLjampqYmJiQn8/f0pLi4mJSWF5eVlmpqa0Ov1WK1WiouLCQwMxNHRkYmJCeG5x8bGkpmZiY+PD4uLi3KulV4tKioKk8lEZ2enhOpGRkZSWFiIg4ODHGuj0SiWKk9PTxmbCwsLMp6VHETx9x0cHEhJSSEjIwMvLy8GBgZobW0VgWx6ejrbt28XCczg4CDR0dFiQVtYWKChoYHHjx/j4+MjWYEODg50dHSITi0mJkbCg6enp+ns7JRJRmZmpoT8/pt/829+dWZUTk5OjIyM4OvrS0VFBf/5P/9nieyOiYnh4MGDVFZW8jd/8zc8f/6cCxcu4Ofnx2uvvcbAwACPHz+WZUhMTAynT59mfHxcxGpVVVVER0dz8uRJgdSbTCauX79OTEwMR44cEdTHzMwMFy5cIDY2li1btsiUfHx8nI8//piQkBCio6NxcXFh586djIyMcPnyZfz9/dFqtQQGBnL69Gn6+vpkzT8+Pk5gYCDnzp1jZGREpvrPnz8nJiaGM2fOYDAYJGXm1q1bxMbGcvToURF6zs3N8cknnxAZGcm2bdtYX18XzddPfvITfH19RXW/fft2hoeHOX/+vCBQ3N3dOX78OGNjY3z++edyAw8NDeX06dPo9XoaGhpwcHCgubmZ4OBgTp48KeZni8XCvXv3iIiI4LXXXmN+fl7QKh999BGhoaGUlZWxurpKREQEk5OT/MM//IMIXBUBoru7m5/+9KcyA2hoaGB8fJy3336byMhILBYLISEh3L9/n6amJimK+/v7Ex0dzZUrV+js7CQ3N1cuurS0ND777DO5QEwmEzt37iQvL4/r168zOTkpWrK9e/eSkpJCU1MTZrOZgYEBenp6OH78OImJiZKaXVtbS0dHB0ePHpW8w42NDS5cuMCDBw8oLi7GwcFB4qM++OADysvLycjIYHp6Gp1Ox86dO/nkk09oaWmRxsf27dspKCjg6tWrDAwMCN5469at5OXl0djYyPT0NIODg3R2dvLaa6+xZcsWWlpaWFlZobKyko6ODgkZmZycRKvVcu3aNWpraykoKMBkMuHh4UFYWBj379+npaWFbdu2Sef16NGjXL9+na6uLqKjo9nY2GDfvn28/PLLPH36lPv379PW1vY1pf+tW7fo6uqSNOpjx46RmZlJa2srdrud5uZm2traOHr0KImJiRgMBry9vXn69KmE2YaEhEgyUnNzszgZfpnXN3qjUpL88vJyTCYTJ0+e5LPPPsPPz489e/bwwQcfyLr9Jz/5CSUlJXh6evLFF19w+PBhTCYT1dXV7N+/X3hHO3bsoKOjg9XVVXG4Ozk5ia3Ax8dHbgCqmK/0Sw4ODri6ujI/Py8O+rGxMSGM9vT0kJGRwerqKl1dXZSVlTEyMsLIyAgHDhyQi2Dfvn3cuHEDb29vtm/fzqeffirYjo8++ojdu3fj5eXFpUuXOHXqFIuLizx+/Ji33npLGExnzpzh4cOHWCwWDh06xM2bN6WIfevWLcLCwoiIiODLL78UYWZbW5ukLaubt9FoFGWz0WgUoODm5iYODg6srq7i5eXF6uoqKysrxMTEMDk5yfr6OklJSXR3d4sy/tmzZ8TGxhIaGsrdu3cpLCzE2dmZ27dvc/DgQebn5ykvL+fo0aO0trbS29vL6dOnhWr5+uuvc+vWLQkd2LVrF1evXmXnzp1ERkZy48YNjh8/zurqKo8ePeKVV15hYmKCrq4uDhw4QHt7OwsLC5SUlAg8LyEhga6uLvz9/fH392d0dJTw8HA0Go1kPyoj7urqKlqtFmdnZ/E5qgTmmJgY7HY7vb295OfnCxEgPz9furD79u3j3r178lC4ePEiGRkZJCUliSA1ICCAzz//XOQqlZWVfPvb36arq4v79+/z+uuv8/TpU8bGxjh+/Dhffvklvr6+vPzyy1y7dk0cCOXl5ZSWluLh4UFzczN79uxhc3OTnp4esrKyWFlZwWw2k5KSIobhuLg4lpaW8PDwwMvLC2dnZzQaDRqNhtDQUBHyHjp0CA8PDzIzMzl8+DBLS0vs2LGD48ePMzk5KcLompoajh49yurqKhUVFRw5coT+/n5aWlo4efIkT548YWJighMnTnDlyhWcnZ3Zt28ft27dIjc3l5KSEj755BP27t1LQkIClZWV/MZv/Ab/N1Zt3+jST6fT2VWyS1FRER4eHtTX19Pd3c33vvc9MjMzqaqq4tmzZ3R0dBASEiLT4KqqKnp7e4mJiWHnzp04OjoKi0cpuVUdYmRkhOTkZIqKilhbW6O2tpbR0VGSkpIoLi7GYrFQW1uLXq8nOTmZ3NxcQfJOTU2Rnp5OdnY2ZrOZ2tpaZmdnRZk7NzdHbW0t8/PzwqkaGRmhrq6OlZUV8vLySE1NZXJykvr6elZXVyVGe3Jykurq6q/9m16vp6amBqvVSlFRkeCGGxoa0Gq1lJSUEBoaSm9vL3V1dTg4OHD06FHi4+Ml8EDVwaKjo+nu7haee2FhIcHBwfT39/P06VM8PDzYvXs3QUFBdHZ20tDQgLe3N4WFhYSEhNDa2kprays+Pj6Ulpbi7+9PY2Mj7e3teHl5sWvXLiwWi5wz5Szw8PCgqamJ7u5utm3bxp49e3BxcaGjowO73U5oaCizs7MS7XXz5k2hYagloOoWDQ0NER8fT2FhoXSyRkdH+e53v0tmZiZlZWXcunWLDz/8UHyAOTk5zM3N8Rd/8RfCq7JYLBJ2mpWVRX5+PouLi1RXVzM3N0dBQQFpaWnMz89TU1PDzMwMRUVFlJSU0NPTw/PnzzGZTGRnZ5OSksLU1BRPnjwhKChIvmNkZISKigpKS0sxGAzk5ORgMBh4/PgxKysr0lBQsD2NRkNERASnT59mYWGBZ8+eYTAYiIyMZNeuXczPz/PDH/5Qgi2Cg4Opra1ldXWV9fV1tm/fjk6no7+/n+HhYTw9PaWM0N3dTXV1tRjx7XY7/f39NDY2iqE4JSWFR48e0d/fj5eXF3v37sXb25uKigrGxsaIiYnh1KlTomB//vw53t7e7Nixg4KCAs6fP097ezuJiYkcO3aMubk56uvrRVuYn5/P5uYmdXV1dHZ2kpqaKh3a3/iN3/jVWfo5ODjg6OgogYXKExYcHMyOHTuwWq1cvnyZyclJjh49SnFxMeXl5Vy9epX4+HjefPNNAC5fvszQ0JBghoeGhujq6pIkZY1Gw8bGhpA/DQYDAQEB5OXlYTKZePjwIUajUbAo5eXlXLt2jdTUVM6dO4fFYuHjjz8WIkF2drYYn1WLGxCSogoaVXFRylZjsVjYu3cv8fHxPHz4kPv375Odnc2ZM2dYXFyUbuaJEyfIzc2lqqqKp0+fEhERQXFxMRsbG+LAV4nQjo6OODs7S73IZrNRWlpKSEgIT548obq6Wiw109PTfPzxx6ysrPDmm2+SlZUlqTEpKSkcPHiQ1dVV8WMp1I7ib6nOqt1ul5pifX09bW1tZGVlsW/fPsbGxvjoo49YX1/n3LlzhISE8MUXX1BeXk5WVha7d+8GELOsujkGBATg5ubG6uoqzs7OYshWqJ719XXu37/PzMwMBw8epKCgQISiiYmJvP322zg4OPDxxx+j1+vJz88nPz9fboCq3qi8bsvLyxLy6u7uLt7NqqoqZmdn2blzJ7Gxsdy9e5cbN24QFxfHiRMnMJvNvP/++wwPD/Od73yH9PR0BgcHefDgAaGhoVI2GBgYkOW7UnLrdDosFosQNpKSkggPD+fp06eCDf7Od77D6uoqf/M3f4PBYODXf/3XSU9P5969e1y7do3k5GR27drF9PQ0X375pXTn/P39WV9fl+wBvV6PRqMhKipK8M1KtrJ3716mpqb46KOPMBqNnDlzhpSUFC5dusSlS5eIi4ujuLiY+fl57t69y/j4OImJiTg7OzM5OSlhG2tra5JU7eTkRHNzM11dXSQlJbF161YxVlutVk6dOkVsbCzXr1+XGLRf5vWNyxPCw8PRarXCxpmZmeH58+cUFRVJPJRSPysEiCp+Ly8v09jYKLWgrKwsEhISGB0dpby8nKWlJbKysr62NOrq6hKuj8qca2xsxGAwCEbDw8OD7u5uWltbAcjOzpbkYfV9anbn5+cnPq0XPXIKTTIyMiKJJ3FxcUxPT9PU1CTfl5OTg7OzMx0dHXR1deHk5CTew4WFBerr6xkaGiIoKIht27YRGBgoPjKLxfK1Aq2ioCq6ovLKKVGhCshUvq2Ojg4hRMTExGAwGOSJqDhGXl5e9Pb20t7ejs1mIzs7W2aSjx8/pre3V1rRqkPZ1NQkFITc3Fzi4uLEzBwbG8vx48d59OiRmLBra2u5c+eO0BDy8/OFg97Y2MjS0pKEU2g0Gtra2ggODsbFxYXf//3fx8/Pj08++YSf/exnzMzM8Ad/8Af4+vrS0tIi2CBnZ2eys7NJSkoSPdzExAShoaEUFxej0+kYGhoSiYuilTo4OEh3UkkUFK9c+STDw8PJzc2VdOj+/n6mp6fFmK0M8VVVVcTFxXH27FmWl5dZWlqSG7XqdCuhspqtqUBXNfteWlpiz549RERECACyubmZ5ORkYmNjiY6OZmRkhJqaGpkVKUGuQhepZO6tW7cK9qWzs1P47ikpKeIOiIyMZHx8XJaFs7OzVFdXs2XLFjw9PQkODhbwY39/P3FxcTLJaG1tpbu7GwcHB2mIAHzyySd8+umnvzozqvX1dRISEjh79qwUx1W3RCUmt7a2cvnyZeLi4iQPLCkpib6+Pq5evUpWVhY7duzAYDCg0WiYmpri0aNH5Obm8sorr9Db28vw8DDr6+t0d3eTnp7O0aNHqa+v59mzZwQFBWGz2QgLC6OsrIxnz55x+/Zt0tLSiIiIEC5PS0sLN2/eZOvWrRQWFjIzMyMMrcrKSsrKyiT9d2pqirW1Nfr6+iguLmb37t1UVlaKiHNlZUWeOg8ePKCiooLs7Gz8/f2lE1dRUcGjR4/YvXu32BLc3NxkyXfo0CFKS0tpbm5mbm5O1Nm7d+9m+/btPHjwgL6+Pnx9fTGbzeTm5pKfn8/Vq1dpamqSm5ufnx/x8fHcvn2bmpoaDh48SGxsLEajEU9PT+rq6mhububVV18lJydHlNyzs7P09/fz8ssvk5WVxa1bt5icnMTHxweTycSWLVvkKd3X10dubq7wopQHsa+vjzt37gi908fHh0OHDtHX18fly5dFCe7k5CQQt4sXL5KcnMz27dtZWloSDdzdu3fJzMzk+PHjtLa2ivF6YGCAzMxMXn/9dTo6OqitrRVje2RkJAcPHqSxsZE7d+6Qn5/PyZMnBYWsMNc5OTkUFRUJubK/v5+amhry8/OlNqm0Wjdv3iQqKkoEne3t7fj4+BAXF0d0dDS7du2iqqqKuro6MjIyhFibmJhIbW0tN27cEGSys7MzOp2OxsZGbt++zb59+9i2bRv9/f1Chu3u7ubAgQPs2LGDR48e0dvbi7u7O9PT0+Tl5VFSUsLdu3epq6vjlVdeIS4uDkdHR/Lz8ykvL6evr489e/awd+9enj59SlBQEA8ePKClpYWjR4+SmZlJc3MzZrNZXCPHjh2jsLCQiooKoXCoYI7c3Fy++OILuru7JU1bdQKvXr1Kb28ve/fu/aXvHd/4jGr//v1SyLbZbJLIevToUe7cucPc3Nx/V3xTbnVlEAVEDOfp6YlGoxHjpUooVt+hVOrq/eqlCALq7xd/rv7bbrdLMVotW9VL/bv6LkU/ULhb1crVarXymUrX8ovbo5YKL36/+vPidqrjYjKZcHZ2Jjg4WJJsbDYbdrtd/hv+mxNAfacKEFXbpLZdGVqV8VRtn6Ojo3zu0tKSGFtffKn9UH9rtVri4uJwdXUlOjpaDLzKgvH555+LaHRzc/O/O89qP+12+9d+rpT1e/bsYX19nbt379LU1ISLiwvx8fGCFpmamsLBwQGr1YrdbhfjudVqFZHnb/7mb9LS0kJiYiI2m43R0VGCg4P56KOPvnYuHR0dsVgsrKys4Ofnh5ubG0VFRczMzGC1WoXeoY6z1WqVAr+3tzednZ2EhYVJ2MTS0hJ2ux1HR0d5oLi5ubG+vs7KygorKytSFFeaQIPBIEZli8Uihu+NjQ1aWlpk/Kjx7+npKfYvJycnNjc3cXZ2ZnNzE51Ox+bmJmazWYIe1tbWhN7h7u5OWFgYdXV1cs7gK4KIKrEo0akKylU/V6kzykqkrh2tVquWlL86Myp/f38iIiL43ve+R2lpKcXFxXzrW9/C1dWVw4cPk5aWhslk4sSJE8JUf+WVV1hdXWXv3r2CPjlx4oQ8lXbv3o3RaOTIkSOEhYXh5OTEsWPHWFlZIScnh4KCAsxmM4cPHxYH/cGDBzEajWzdupWEhATW1tY4cuQIVqtV/GSzs7Ps3r2bkJAQAA4dOsT8/LwgW+fn56XT4+7uzt69e5meniY/P1+0I3v37sVsNhMUFERRURHj4+PSyVxZWWHnzp0YDAahII6Pj7N9+3Y5XiUlJWL1CAwMZGpqiu3btwtbOzExkf7+fjIyMnBxcWFubo6ioiJGRkYICgqSArkKYFBL7ra2NqKjo/Hw8GBgYIDc3FyJHIuNjaWpqYmEhATpJmZnZ9PS0iIc7dbWVtLS0jAYDMzNzZGUlER9fT1BQUE4OjpitVp58803mZ2dxcHBgcDAQLy8vLh586ZodAByc3Nl+729vZmZmaG0tJTp6WkCAgLIzMxkZGSErVu3otFosFgs7Nixg+npaRITE9m6dSs2m02Orbe3N++++y6enp6cOnWKgoICoqKi+P73v09YWBjf+ta3eO+999Dr9bz11lvCGP/ud7/L6uoq77zzDq+99hoRERH84R/+IcXFxRw4cIAf/OAH+Pj4cPz4cUnMUb+vECoKTBcREUFZWRnf+c53yMvL48SJE5SWlmK1Wnn33XeJjY0lPT2dQ4cOYbPZ2LVrl1i4fud3foeAgAAKCgo4e/Ys6+vrvPvuu+zZs4ctW7bw3nvviXYwIyOD6Ohofu/3fo/s7Gx2797NH/7hHxIaGsq3vvUt4Ya98847aLVa0tPT2bJlCwaDgSNHjkg8+7vvvgvAzp07KS4upqenhzfffBM/Pz8yMjL4tV/7NSwWC4WFhbKUO3v2rNiTXn75ZSwWC6dPn5Z4+1dffRUnJydOnjzJmTNnvplwB41G8zPgCGCw2+0Z//xvfwx8B5j557f9e7vdfvt/9WXJycn2P/uzPxNVusK5Ojo6cvz4ceFqq4idxcVFpqenJRppbm4OrVYrNzEVGeTi4sLq6ioTExPMzs4yOzsr7CVnZ2dBwISFheHv74+Tk5PEEKltmZ+fl0wyZU5WnkCtVitBCSqUwWAwsL6+jru7O4GBgRImERAQgM1mY3NzU6wTKnBABar6+/sLYF+n0+Ho6MjKygqzs7NCpFT4FA8PD0kfDgkJkRmkCsFYXFwUcubGxoagR1S8lIeHBxqNRvAu09PTwnDSaDSCd1FRSW5ubsBXqdbKzqMY7xqN5msBF0FBQWKnMBqNosWKjY0lIiJCGieBgYHMzs7y/vvvS2KL8lqq4ACFGJmdnUWv14vWTB0DlQF55swZdDodX375JUajkcnJSZqbm1lbWxP3virWq/AQHx8fHBwcRL+lYtpWV1dFohIWFsbS0hIajQYvLy82NjZkyasCGBSvXOFqVJyYSilW4SRqjKiZi9I6qferwJH5+XnxW87Pz7O2tiYBJSqUws/PTwJHVMNBnUOLxSIBvipwRM38bDYb8/PzTE1NieVqfX1dlpdq+1XcnBrfavvn5+fZ2NjAxcUFnU73tfGqroeFhQXhwi0sLMiKxtfXV0In1Mzum4jL+ifgb4Hzv/Dv/8Vut//l/8mXKQbP5OSkCC/feecdYmNj+fM//3P6+/sFQFdYWEhsbCyAuP8VLjUsLAyDwUBbWxtVVVWEhISQlZVFcHCw1K0sFguhoaHk5eURFBTE2NgYz58/Z35+npiYGLKzsyWgYXx8HJvNRlxcHFlZWfj4+DA0NERlZSVms1mY5qGhoQKQg6+KkEp93tPTw7NnzzCZTMTFxVFYWCjvHxoakuih1NRUNBoNvb293L17FwcHB1JTU0lPTyc8PFyokk5OTuTn54vqvbW1lYaGBpydncnIyBCluOJKeXp6kpWVRWxsLAsLC7S0tPD06VOZmURERLC8vCyJJr6+vmRnZxMTE8Pc3JxEVwUEBJCdnU1ERAQ6nY7BwUFZGuXk5BAREcH4+DjNzc2Ul5cTFhZGTk4OwcHBrK6uSiftBz/4Abm5ufj6+jI8PIzNZmP//v3SAFhYWCAyMhIfHx+By6lzn52dTXFxMSaTiebmZkZGRlhaWiIuLk7Ep/fu3ZMQkFdffZXV1VWCg4Pp6OhgcXFRUoD8/Pwkiv358+f4+vpy6NAhiouLmZycpLW1VUTIWVlZzM7OSozWi2PF19eXwcFBiZzy8/MT3paSiaytrREXF0d2drYkdSsFucp4BARPZLPZSE1NpaSkRMIrWlpaxDunwhlqa2u/VqTevn07NpuN9vZ2uru7MZlMki24trZGTU0N3d3duLu7k52dzZ49e1heXpZjrLR0SmunYII6nU6AiAsLCzQ1NUl4q5+fH8HBwaJYn5iYIDg4mLy8PIqLi4XIoQI9IiIihJSikrp/mdf/Vo1Ko9HEADd/YUZl/j+9UcXFxdnfe+89qcmoOsjm5iYXL15kY2Pja/UpBdBT71URPKq2orxKqv6zsrKCo6Oj1IderD+p2oD6rP9R3QqQ+oj6uaqZvFgrUtusKI+qtgMIFNDJyQlAJAWqXvLiPr5Yg1H1L/VdL36mquep37Hb7ayvrwt2BJBt2djYwGw2y9PQyclJtknFjzk7O4sIVH2m+rnaNlWDU09OVTNSs9cXf1e91H8rb5g6jhsbG5KRqF5qH18cBy/+7MX6n4ODA8XFxeJRDAkJ4dq1a9hsNgwGA8nJycKDcnZ2llqa2kdHR0e2bduGXq/Hz88PR0dHXFxc5D2qdqhqPYpD9uJ+vXhO1FhQ+/ti/fB/9vf/6Hi9+Nmqlvbi+Hvxd/5//duLn/Xi+Xvx5+ocv/j5L9ZM/2ffoz7nF8/zL27n/2i7X/zZj370o/+/gfO+p9Fo3gLqgd+22+0L/6tfWF5eRqvV4uHhQU1NDQMDA6SnpwsJsbKyks3NTbZs2UJYWBjNzc10dnYSGxsrEP3Hjx8zPz9PUVERmZmZjI2NUVNTI1A+d3d3nj59yvj4OGlpaeTn5zM1NUV1dbUwdMLDw8VAGRMTQ0lJCRaLhadPn7KwsEBBQQHJyckiivT19WXHjh04Ozvz7NkzxsfHyc3NJSsri/HxcZ4+fSr4WW9vb1paWujq6iIxMZGSkhJMJhNPnz5lcXHxa6LOxsZGAgIC2LVrF05OTlRVVTE+Pk52djbZ2dkS9aTVatm+fTt+fn40NDTQ3d1NbGwsGRkZEkChFNxKaV5RUUFMTAx79uxBp9Nx7949DAYDBQUFpKSkiP/Q3d2d0tJSfH19ef78OR0dHSQmJopc5P79+0xNTbFlyxZiY2MZHh6mubmZkJAQtm3bhkajoaqqiqmpKfLy8sjMzGRiYkIsHzt27GBhYYHh4WHsdruIal8Mq3z+/LnMin18fHj+/Dl9fX0kJydTWFjI8vIyd+/eFXJlXFwcc3Nz3LlzB2dnZ0lOuXXrFjMzM5SUlJCRkcHg4CDV1dVkZmbS0dHB2bNnaW5upqenh/T0dOnmPn36VHA9oaGh6PV6ysvLCQwMlPpSZWUlBoOBkpISkpOT6evro7a2VkB0np6e1NTU0N/fT1pamnx2RUWFQBRDQ0NpbGykpaWFyMhItm/fztramoy7/Px8UlJSGBgYoKamBl9fX7Zt24aLiwu1tbUMDw+TlpZGQUEBk5OTVFVVYbfbRUenZmoxMTEUFxeztrZGRUWFjLvExETpIvv6+rJ161bc3Nyorq5meHiY7OxscnNz0ev1VFVV4eDgQGlpKUFBQSL8jYmJYdu2bcINW1paori4mPj4eBEb+/v7U1paiqurqwAIftnXv/RG9WPgTwD7P//9Q+Db/6M3ajSad4F3AYKCgnB1dRWtUGBgoPjFlEZFhX+GhISQmJgoSNaVlRUKCwsFsKdOeFFREadPn5bkj+HhYaKjo3nllVfw9vamt7dXuiMvmoFV/LTC4Hp6eooFRaXEKv5TfX09n332mWTabd++ne7ubi5cuCDJt4mJiYyPj3P79m2MRqOgSeCr6C/VWndycpI6iOqsdHd3k5OTw/bt22lubqalpYWRkRHy8/N54403GBsb4+nTpwKBO3XqFFarldraWqEvHjhwAF9fX0ZHR8U0HB4ejouLC8vLy1KHUEynqKgoyWS7d+8emZmZFBcXk5iYyPPnzzl//rykz/j4+Mj+KtpkamoqCwsL1NXVSehGdHS01Bb9/f3x8PDAZDIJgz0zM5OtW7fS2NhIfX09Y2NjFBYWcvbsWTY2Nrhy5QpWq5WMjAzefPNNVlZWhKB6+PBhCgoKRB80MDCAVqslPj5eupbKOmMwGFhcXCQ6OpqVlRX6+/tZWVmRpU1cXByVlZV8/vnnJCcny3l68uQJra2trKyssG3bNiIjI4XwMT8/T0JCgtS5FhcXsdlsWK1WTCYTOp2OuLg45ufn6ezsxG63k5uby8svv0xzczMPHjwQF0BOTg4jIyPcvHkTs9lMWloa+/btY319Xcaw0nAp4/709LR0glUQq9KxtbW1Ce3Dy8uLxsZGPvvsM7Kysjhw4IAghSsrK4mKiuLw4cP4+PjQ09NDc3OzwBiVPaejo4OVlRURAMNXHWRnZ2cMBgOjo6PEx8dTUlJCbW0tz549E4BjfHw87e3tXL9+HXd3dwoKCti1axeXLl36F95q/vk+8i9Z+v3v/uwXX4GBgfYjR458LelXMX6UunZ0dFQKkQ4ODgQHBxMVFUVISAgeHh5YLBbJuleQPRcXFyk2Kw715uYmBoNBWD1KOhAYGEhkZKSwu9fX15mbm2N8fBy9Xo/JZEKr1eLn50dkZCTh4eF4eXlhs9mYm5tjdHQUvV6P0WiU96nCviqSms1mmVWoeCSdTkd4eDhhYWEEBARIG1clzqripSp0RkZGEhgYiFarZWlpifHxcSls22w2Sfb19/cnPj5e3P7qGPb19aHRaKRO4+vrS2BgIP7+/mxubkoRd3x8nOXlZdE8xcTESGdrbm6OsbExxsbGpHam1WoJDg6WqC/FG1cDWNUTCwoK2L17t5ApPv/8czw9PQkLC5NCv1arZXl5WWxQ7e3t9Pb24urqSkhICJGRkZLom5ycLEX2xMRE7t+/L/VAdQ6UDm5tbU0StFdWVnBzcxPAnhpH6+vr4u9T7HcXFxcCAgKIiIggPDxckoTVcZiYmBCyZnBwMOHh4YSHh0s6sSq8q6AExeMPDw+XehzAwsKCjEsVea8aIBEREQQEBODg4MDi4iJjY2Ny3l8cRxEREfj7++Po6ChMKnXtbG5u4uXlRVhYGDExMQQFBeHk5ITRaJTPm5ubY21tTWpV6pyoB9vU1JS8d319HTc3N/GbhoaG4u7uLq4Pdd7VOFLjNyQkBHd3dywWC8eOHfulln7/0hpVqN1u1//zf/8/QLHdbj/1v/qc4OBg+7e//W00Gg1OTk7CEPrnz5H6j1arlZkHfKXN0Wq1Uu9Rf9QyUv2+6tQAUhdSIQ6qBrOxscH6+rrostbX178WIb+5ucnGxgZWq1U0RBsbGzL7gv+2RlfboOo5FosFFxcXXF1dcXJywsnJCRcXF3kaOTg44O7uLv8PXxEllC3mxfqR2t8Xa1Yv1gGUpmxzc5OFhQWZra2vr7O2tiZyhM3NTQlN+EUNlM1m+9o+vXg8VlZW5LsdHR3x9vaWzpzab3WelPH3xT+enp7yxFWFbPV9avajvlej0ZCUlERQUNDXdEQqtlzFmlssFgIDAwkLCxMemcKbqBjykpISGV9q+xwdHaUO9qI+7cWxb7PZpFakZkoqPEONj7W1NfmZOs5qHL34XlUPUp+rzpmqcb2or1PH8sVt1mq1ODg4SMdWhVs4Ozt/TZ/n7Ows48TFxUXG5C++XqxJqfGt9lONe/W32h+r1YrFYpHrRe23On/qmlJ//2Kt7BeP+U9+8pP/d3VUGo3mU6AaSNZoNOMajebXgD/XaDRtGo2mFdgJ/D//O1/m4uKC0WgkISGBAwcOMD09zcDAgBhoATGDRkZGMjc3x61btxgaGsLb25vBwUE+/fRTGhsbAejq6uKf/umfqKmpESf8hx9+SF1dHS4uLkxMTPDFF1/Q1dWFn58fFouF8vJy9Ho9qamp+Pr60t3djc1mY/v27SQnJzM9PY2TkxOHDx+mpKQEm80m4QEHDhzA2dmZ0NBQzpw5w759+9BqtQQFBXH8+HF27tyJzWZDq9Wya9cuCgsLJTUmMzOT+Ph4enp6BIyv0+moqqqisrJSCqm3b9+WJcHy8jI3btzgs88+Y3FxEYvFwq1bt7hy5QpmsxmAx48f8+TJE8xmMz4+PnR0dFBTU4O/vz8pKSnCR4qLixON1vz8vCxL/P392djYoKysjHPnzhEREcH6+jo7duzg3LlzxMTE4OTkRElJiai4zWYzqampHDx4EE9PT6FLFhYWsra2JmGwBoOByclJqS85Ojpy6NAhDh48KHjoV199lVdffRX46qa9Z88efvM3f1M6mMePH2ffvn0sLS1JxFNeXp7gXNSSXSUrK5dDQ0MDt2/fllngkydPuHDhgvCoHjx4wIcffsjo6Kgwy5VvUMEN79y5w9raGpGRkUxOTlJbW4uLiwvZ2dmigg8LC2Pfvn0EBgaysLBAWloab7zxBgkJCayvr5Obm8vbb79NRkYGGxsb5Obm8tZbb5GamirEitdee43Y2FhmZ2cJDAxk165dAu2zWq2kpqZitVopLy9nbGxMyhfXrl2jqakJV1dX+vv7+eCDD6ioqBAM8c9+9jMePHiA1WplaGiIDz/8kMrKShwdHZmdneX69es0NTUJ0/zZs2eMjY2RlpZGaGgow8PDmM1mtm3bRnZ2NktLSzg6OnLw4EF27twpfsYTJ05w5MgR3Nzc8PX15fXXX+fo0aO4ubnh7u7O0aNH/w9uSf+T+9A3qUwPCQmx/4f/8B9ISEhgbGxM0iyGh4eBr/C2ycnJglEdGBigr69PjKSxsbHExsbi6OgoHCqTyYSLiwsxMTEkJSUJXE4lg6yvrwtET0Vxj4yM0NPTIxaJuLg4EhMTcXNzQ6/X09PTw/j4uIDMUlNTCQkJwWw209/fLxjhwMBASVKxWCxi31H4YhVq6evrK2v/kZER4L+FiL64r/39/RIJlZqaKhhgFYo6OTmJo6Pj1xDCS0tL9PX10dPTI6m4OTk5MgMaHh6mtrZW2EmZmZkkJSXh4+PD9PS0BCxsbm4SFhZGaGio2H4GBgYkMNXPz09qNFqtVozgU1NTuLi4yDFUdbeenh4GBgZYX18nLCwMo9GI2WwmICBAjplGo2F4eFiwzVlZWbzxxhu88sor6HQ6FhcXef/99yUQNjw8nG3btpGamsrExIQEc6jlYFlZmdxYp6en5ZiptOfk5GTBQavcv5WVFQIDAwVZbP9nPHZfXx96vR4PDw/i4+MloHZmZobu7m5GRkaw2WxER0cL/lqFtqrz6O/vL548rVbL5OQkvb29YkOJj48nISEBPz8/5ufn6enpEU58WFiYAAs3NjYYGRmhu7ububk5PDw8SEhIID4+Hg8PD6anp+V3HR0dJSQkODgYk8nE4OAgPT09onZPTEwkJiYGrVb7tXh2Nzc3EhISSExMxMvLC6PRKNen1WoVLHR4eDhra2sMDQ2JPEKn00nIh1arlW0aGxvD2dmZH//4x786ynRvb286OjpwdnbmBz/4ATqdTmBmzs7OpKamirFURTIpI/CePXsEfXL+/HkiIyOZmpri1KlTctIbGxvp7e1lZGQEq9Uq3aySkhIJffjkk09ITExkaWlJWughISE8f/5cDK0ajYbdu3fj6elJYWGhxF9dvnyZ7Oxs1tbWOH36NDabDU9PT54+fUpnZycWiwUPDw8OHDiAk5MTqamp3LhxA4AvvviCkpISNjY2eO211yTvrKqqSupJyvu2ublJTEwMly5dwsHBgXv37rF79260Wi3Hjh1jdnaW1dVVqqqqGBwclJrfsWPHmJ6eJigoiPPnz+Pk5MSTJ08kJWX//v1SZ6moqGBwcBCdTkdAQABHjx5lYWEBX19fPvzwQ9zd3WlsbOSNN94QeGBnZyfj4+NUV1dLlFVISAj79u0T7Mj58+fR6XR0dnbK7xYXF/PKK6/g4ODA4cOHBY98+fJl/Pz8pHMVHh6OTqfDYDAIInlxcZHXXnsNm83G7t27efDgATabjS+++AIvLy8yMjJ49913ycnJYWFhgYmJCW7duoWLiwvT09OcPHlSlNXXr19neXmZmzdvSnqzonPq9XqGh4e5desWfn5+GAwGoVykp6dz8eJF1tbWePToEUlJSQQEBFBYWIi3tzdDQ0NMTk5y//59oqOjWV1d5a233hLV/oULF7BardTV1UkysjLOKx1XRUUF/1/q/is4rixNz4WfhE0AiYT33ntLAIQhCRIkAVrQuyJZxZqeaXXEr5FGUoTihC40NwqZkC6mFSNp1D3dVcWid0XvARoQjoT33nubcAmP/C+q1/eDLf0yp47qRGcEAl1sILFz77XXXuv73vd54+LiWF1d5eLFi2IUv3z5MisrK9TW1rJlyxb8/PwIDw/H3NycyspKwQQpHNL58+fp6urC3d2dK1euYGFhQW9vL9nZ2QQFBREYGMjGxgZlZWVMTExQW1tLTk4OVlZWnD9/XnYf165dkzrl3r17iYiIkAlKdUk7Ozs5fPgw1tbWnDp1ioqKCnQ6Hffu3cPZ2Znl5WUOHDhASEjIT547fnZTslar5dmzZywtLYmuZ2JiAmdnZ2HYVFZWEhsbKydtbW1N2vYKRvb999/z5ZdfcufOHXbv3k1jY6OEKra1tbF161ZevXrFvn37ePbsmXTUAgMDP/Mwzc3NSVDj6uqqxK+7uroyMzMjTGnFrnr9+jW7d+/mzp07HDlyhOfPn5Oamkp/f78UHGtrazly5Aj37t3jq6++4urVq+zbt4+ioiKCg4MF1O/p6Ul3dzeRkZF0dHTg7+/PyMiIFHEB8e9NTU3h6elJa2srSUlJfPz4UYByqju6sbFBZGSkpJNcuXKFf/Ev/gVXr17lyJEjlJaW4uPjw9zcHIODg0RHR1NSUsKuXbvkc1RWVhISEsLk5KSollWtaH19ncXFRfR6PSMjI3h7ezM8PIyTkxOrq6vMzs4SFBREeXk5eXl53L17l9OnT3Pv3j3Zgim429raGnq9XggLDQ0NODo6Ultbi729PaOjoywtLZGWlkZ5eTn79u3jxo0bfPXVV1y7do2DBw/yN3/zN4SFhbG4uMjs7CzR0dG8e/eOgwcP8uTJE/Ly8nj//r2w0VUdx2AwoNVqMRgMUsdbWFjA0dGRiYkJ9Ho9q6urzM/P4+XlRX19Pdu2bePRo0ccOnSIBw8eiCHdy8sLS0tL+vr65DxeunSJW7du8fXXX1NQUMC2bdsYHBzE3t4eNzc3YWS1t7cTHx8vuZCq8K/qVMrPOTU1RVxcHG1tbWzbto3m5maSk5MFi+Pq6kpXVxd79uzhyZMnfP3119y6dYtLly5RUFBARkYGk5OTIuVobGwkLy+PN2/ecODAAYnqUhOc0nTZ2dlJ/dXS0hKDwSDHr+4PCwsLnJycaG1tZevWrTx9+pT8/Hzu3LnD4cOHhZrxU18/69YvPDzc9Jvf/IaHDx9K8qtKAFYJxvPz82KwVMVlrVYrRkv1ZWdnJ5Hopj+kCRuNRnmqLiwsiNFzZWUFQFJe7e3t5X0c/5BsrArggBST5+bmmJ2dZXJyUiK2FTVTFYzt7OzQ6/U4ODhIy1in00khURX4p6am5DOqlGNVpFSTkTo2R0dHnJyccHBwkGNTzYLl5WXm5+flvdS5UxO/Kqwqj51Op5Ois4ODA3q9HkAKq8qaMTs7S39/v6QEr62tiWBUJePa2NjIuVfnX50zlcg7OzsrlFF1PZeXl7lw4YIUbNW5VFah+fl5lpaWMDMz45//83+Ovb09tra26PV67O3tqa6uZmlpCScnJ7y9vXFycqK7u5u2tjays7P/mzGkkqFV0Vkdt729PU5OTp8lWVtZWYlERckO/vj4V1ZWxLytzoWTkxN6vR4nJye0Wi12dnbSIFHpxuo9pqammJ2dFQDe+vo65ubm8nuKaqHX6yXl28rKSgrgKr1YjcXN50wV7VVitF6vF96bXq+XxG34sci9tLQk51+lIc/NzUnzQo1tRbxVMhM1Fm1sbKQps7q6Ksc1NTUl98vc3Jw0FSwsLNBqtfz617/+00lK1mg0VFVViZBzfX1dklVtbW3p7u6mtrZW7C+JiYl4enoK06mxsRF7e3vi4uLEva3EgRYWFpKK4eXlRWtrKy0tLSwvLxMYGEhiYiJOTk4MDQ2JINPNzY2EhATs7e2Zm5vj06dPdHZ2YmNjI3RGNzc31tfXGRkZYW1tjcTEROLi4tBqtbS0tNDY2Mj4+LjYCVxdXZmcnOTTp090d3eLVSUsLIylpSWqq6uZmprCwsKCqKgo4uLisLCwoLW1lYaGBvr7+wUz6+zszPDwMLW1tYyOjn5me1GpwENDQ8JeCgsLQ6PR0N7eLnYGvV4vpt+BgQFev37N5OQk3t7ebNmyRdJ7FGLZ3t6elJQU4uLiWFlZoampidbWVpaWlqQu8sfBEJ6enkRHR+Ps7IzRaBRphtoeBQYGUlRUJNdNmZ37+/txd3cnPT1dkqjVanBlZUUkCv39/ZSUlPD27VucnJxISkrC0dFRXPvNzc1MT0/j7e1NVlYWHh4eElDR29uLRqORyDKj0SifSbHYIyIiZFWkUlQCAgLIzs7GwcGBgYEBmpqamJycxNbWlri4OPz9/SWPsaenBxsbGzEKm5mZSdiG2sanpaVJMENNTQ3T09Po9Xqxfqkgic12nuDgYFZWVqQBo8b49u3bsbKyoru7m/r6eubn5/H29iY+Ph43NzcGBwepqalhfHwcFxcX4uPj8fX1ZXZ2VgJIrK2tiYmJITExEY1GI+NvbW2N0NBQ4uPjJQegsbFR4upUkvjU1BQNDQ309fVhY2NDQkICycnJLC8v09DQQHNzM2ZmZkRHRxMZGcmvf/3rnzR3/KxbP4CbN2/KUvr8+fMsLS3x4MED0dLo9Xqsra2Jj4/H1dWVly9f8vLlS6Kiojh79qwIRqempjAzM5PCZF5eHrGxsRQUFPD48WOpnej1epkYFHN9aWlJXO1lZWU8fPgQS0tLGbBWVlYSn37z5k16enqk09He3i4KemdnZ+bm5vDw8CA7O5vZ2Vm++eYbamtr2bt3Lzt37mRqaore3l7JCuzo6CA0NJRz585hb2/P9evX+fTpE5GRkURFRYmEwcXFhYaGBl6+fImnpyeXLl3Cz8+Pt2/f0tjYKDiPtbU14uLiiImJoba2lmvXrmFmZsbFixcFQzw6OgpAb28vk5OTbN++nZycHOrq6vjNb36DwWBg+/bt+Pn5sb6+LlqroqIiWltb2b17N6dOncJgMPDkyRPx3dna2mJjY0NycjJ6vZ4HDx5QVFREWloap06dYm1tjcrKSmZnZ3FxcRHWkvpMX3/9Ne7u7hQUFNDY2Iher2dpaUm2a/Hx8dTV1fG73/0Oe3t7zp49S2BgIF1dXUxMTLC+vk5BQQGzs7Ps3r2bnTt30tjYyLVr16RzqfL8dDodq6urvH//nvb2dvbv38/x48cZGhri4cOHzMzMSCHYzs6OhIQELC0tefjwIeXl5Wzbto3jx49LvchgMLC8vMzY2BgODg7k5+fj4eHBkydPePv2LZGRkWRnZ7OxsSFm+pGREUpKSrC1teX8+fPExcVJ19bJyUky81QRvr+/n/v377O8vMzXX39NZmamACWV7EKF2u7cuZPR0VG++eYbhoaGOHToEMnJyYyNjTE2NgYgjYv4+HhOnTqF0Wjk8uXLNDY2EhUVhZ+fn6j/tVotZWVlvHz5kuDgYM6dO4elpSX379+XqHa1I1BwwYKCAm7fvo2Xlxdnz57F3d1dHiI/9fWzbv1cXV1NNjY2okJXLnp3d3dBgVhaWkpemSInjI6OYjQaMTMzQ6/X4+bmhoeHB25ubsL6WV5exmAwiDhPweysra3Fje7u7o6Liws6nQ6AxcVFEUkq4sLy8jJWVlYiqHR3d8fJyQlbW1tBjUxOTgonSG27lFhTkQMUENBoNMp2T2FR5ubmWFtbw87OTsSKSpip1WpZW1sT5/7IyIj8zvr6Ora2tri6uuLh4YGrq6voiDY2NpidnWV8fJzR0VEmJiYYGhoS+oD6O4omYGVlJfQFFVc/MzMj22S17Pf09BTRpbo2BoNBqBAqB06p+93c3D67norp1NTUJCQFe3t7zMzMWFhYEMKEUpOrBsW/+lf/SkSvjx8/xt7eXlJ21ARYXFws0hJlQvby8sLJyUlEtQAzMzNMTk7KuZyenpZUGcc/ZA56e3vLDfrHv6MEyGtrayKMdXd3x9XVFVdXV7RarfC+JiYmmJyclPLDxsYGWq0WV1dXAgMDZcI2NzcXg7iiTqhxYmZmJvl8SiCsCBPLy8tCjRgfHxcShro3XFxc8PDwwN3dHWdnZ2G1KTKHghYqsoher5efV2JYk8mE0WiUe0NdZ1WrVLU2NTbUdnB5eZnR0VGhMCjelZmZ2Z9W129mZoY9e/aQmpqKtbU1x44dEwgZwPXr1yVeqqWlhbi4OMbGxti5cyfp6enY2Nhw9OhRicJaW1vjm2++kaDS5uZmAfbv27ePrVu3YmlpyeHDhyUxeXl5me+++461tTUqKiqkOD0+Ps7u3bvZtm0bVlZWHDt2jJGREebn59FoNGIBqKurE4bT2NiY/I5Go+HAgQOSHLu4uMiNGzcwNzentraWxsZGkpOTmZ6eZs+ePWRmZkqIppI0LC0t8d1337G6ukpDQwPd3d1kZmZiNBrJzc0lIyODjY0NcnJypM29tLTElStX2NjYoKWlhf7+frKzs5UamKysLNbX12U1ODg4iNFo5Ntvv2VtbU0U/vv27WN9fZ29e/eSmZnJ8vIy2dnZtLS00NbWhsFg4O///u9ZW1uT1n1OTg7Ly8vs3LmTrKwslpaWyMrKorm5ma6uLubm5rh69SrW1tZkZGTQ0NBAR0cHc3NzfPPNN2g0Gvr6+hgfHyc3N5f19XVycnLYsmULly9fJjU1lZqaGiorK1lbW+Pbb7/F3NyckZERFhYW2LdvH0tLS8Jrmp6eJjY2lpqaGlpaWjAajXz//fdYWVlhMBhYWFjg4MGDmJubk5ubS2ZmJrOzs6SlpVFTU0NHRwfLy8tcvnwZrVYrDwgVupqTk0N6ejrj4+MkJCTw6dMn6uvr5RpYWloyOTmJwWDg+PHjmJmZsWvXLjIyMhgdHSUkJIQPHz5QVlbG3Nwc169fl+3r4uIiJ06cwNzcnF27drFlyxbGx8clnFbhnm/evIm9vb0ITs+cOYONjQ3Z2dls2bKFvr4+QkNDef/+PaWlpczMzHD16lVZAa2srHDhwgWsrKzYvn07CQkJNDc34+3tTWFhIWVlZSwsLHDjxg1ZWS8vL3P27FnMzc1JT08nJiaGjo4OvL29efnyJSUlJczOznL79m2B862srHDkyBE0Go1YlH7K62edqJydnXn8+DFhYWFYWFjQ1tZGUlIS7e3tMvurgp69vT0Gg0HsMVVVVezcuVPog0FBQTx69Ihz587x4MEDsR88ePBAoqciIyNxdnampqaGzMxMGhsbxZai/G9arVYKrz4+PjQ2NpKVlUVLSwtarZa4uDiePHnChQsXePPmDS4uLoSHh3Pz5k3Onj1LQUGBWBAqKirIycmhtrYWvV6PlZUV09PTuLu7f6bwdXZ2prm5mbi4OEGgJCQk8PDhQ44fP05ZWRlarZaUlBRu3rzJ+fPnKSwsxMHBgdDQUF6+fEleXh51dXVSOFU8cEVKWFtbw9PTk56eHslfMxqNxMfH8/jxYw4dOkR9fb0kCl+5coXz589TWloqNS/1c01NTWJ/6ezsFHSxKqra2dkxPDwswMCZmRmSk5N5+fIlubm5dHR0cP/+fWJjY9HpdLx9+5YLFy5w69YtkpKS0Gg01NXVkZOTw4cPHwgKCmJgYICRkRHc3NxEyqHYTktLS8THx9Pc3CxsssLCQo4ePcrTp08JDAyUsXbp0iUePnxIdHQ0jo6OVFZWcujQId6+fUtoaKjom/z9/Zmenkar1UrRfHh4mJCQELq6ukRY+v79e06ePMm7d+/w8/MjKCiIH374gT/7sz/j6dOnhIaG4uXlRVFRkURlqVj4np4eYmJiGB0dlVWlRqORGtPw8DDm5ub4+vpSXFzMnj17+PjxI7a2tkRERHDr1i2+/PJLnjx5gouLC6GhoTx9+pTTp0/z9u1bWX3V1dVJSo5er5emjiKIqtVhYGAgxcXF5ObmChcuKSlJ/k5BQYFIdB48eMBXX31FcXExbm5uBAQEUFVVxbZt2wSHrOLYzM3NsbGxwWQysbi4SHBw8E+eO372uKygoCDGx8eFpKAGmoLaabVagdoNDw+Lr09B7VxdXQW4pkSNq6urArNT20STyYSDg4N4+xTgbG1tjdnZWYaHhxkcHBTPk2qzKt+e2lItLy8zNTXF4OAg4+PjGAwG2cerY9ncXVtYWBD428TEBAsLC5hMJnQ6naTUKK/U6uoqBoNBtrcTExOsrq5iZWWFq6srPj4+EuZobm7O/Pw84+Pjshyfm5v7zNel/F+qrTw3N0d3dzednZ2ivVL+RHUO/f39sbKyki3t0NCQgNA2Njakq7kZJGhmZsbc3Jz4BZWC2czMDAcHBzw8POS8qCdscXExjo6OeHh4SOdRgebUNsZoNMrxKZHlv/7X/5q/+Zu/wcPDg4WFBcLDw9nY2ODq1asUFxdjb29PXl4eaWlpsn0DBKSotpWqe+fo6Cg+TrUNVZ1I5Q1Vq3yTySQx6uq9ra2txTi/eUyoLauLiws+Pj6yxYYf0dHq58fGxuQh6ezsLJYg5bPbPN5GRkaYmppibW0NKyurzwCKyuenuqcqGmxqakomCh8fHxHwKqvZ5OQkExMT4gtcWlqSsa/G0GZbkio/DA8PYzAYpJSgtn4+Pj6CWpqfn2doaEhCIdTDzMXFhf/wH/7D/3mv3/9TL2dnZ9OOHTs+89epNv0f+4yUn2h9fZ3Z2dnPOECAtJ4VoXGzp07JGaysrOTfVKtd+b+srKw+836pr83c7s3eKHU8ynOmfFJqC6q2lZt/Xv1v5RFbWFgAfrQSKW6W8i2qz/Pf882pz6C8XmolqHxi6rMon5f6HGplpXjnf+xxVEzrlZUVYUwtLy9/5mlTfKs/9hoCoodStYvNHkx1jtXKUpmrN/vj1Pnc7B1T7XZVqP/H//gf82/+zb8hJSUFc3Nzdu/ejY+PjyQs29nZERwcTGZmpqyG1FjQaDQi1VBjRXnsNrf/VR1F1WZU/Ugdp5IVbB6v6rvyhQJSq/xj75vyagKfXTd1zv54jKobX/k3Vaiq+kzK3/ffY5Yp7pm6d/7Ys7e0tCSfScl61Je63orPrpjr6rX5+ioPqK2trYzbPx67yvdqbm7OqVOn/nRqVGrbU15eTnh4OIuLi8zPz7N9+3aGh4dJTEwkOjqa1dVVTp8+jY2NDXFxcbLXPXPmDKGhoXh6evLFF19Ipl1sbKzECimRZkhICNXV1fj7+zM8PExDQwOurq48f/5cBI93797FwsKCx48fS8TU73//exYWFigpKaGgoAALCwvu3r0rmqWioiL8/Pxobm6Wln1TUxPJyckC1Dt48CBGo5H09HTS0tLQaDRcunQJHx8foqKiOHz4MOvr6xw9epSgoCD0ej0nTpxgYWGBuLg4CSbNzMwUZLOvry/v3r0TDVFRUREODg7cv39fVp1Xr17FZDLx8OFDKioqpKZhYWFBV1cXRUVFODo68vr1a0wmE/b29iKuVXzz5ORkhoaGyM7OxsvLCwsLC86fP49Go2H79u3s3LkTS0tLLl26JLSFL774Ao1Gw7FjxwgICAAgNzeX8fFxIQzAjzmIO3bsYHx8XKw+S0tLnDp1Siw6J0+exNzcnPz8fCIjI7ly5Qq/+tWvMDMzIzU1lZSUFGZmZsjNzZWHiru7O3V1dfj6+jI/P09dXR3u7u68evVKNHD37t3D3Nyc169f8+nTJ2ZnZ/nd737H3NycdFe1Wi0vXrxgeHhYVOhq+zwzMyMcqoSEBNzd3TGZTBw5coSNjQ3i4+PF/3b+/Hm8vb0JDw/n7NmzrK+vc+zYMWJjY7GxsREiaXh4ODExMQwNDUkdS22VSktL0el0jIyM8ObNGxwdHXn48KGs4i5fvsza2pqkGq2urnLt2jUWFhbo7u6W33n//r1gYcrKyoiPjxcQoiJzZmVlif3swoUL2NjYkJmZKZkAX375JYGBgQQFBXH69GmWl5fZvXs3kZGRGI1Gdu/ezcjIiOwCVOhpb28vXV1duLq6/uS542cPIN2cZGJhYcHi4qJ0AJXi1Wg0Sru4tbVVhJn19fUC9lLwvPfv3xMUFCQX5cCBA9TX17OwsMCOHTu4c+cOW7duxdramoKCAs6ePcvbt2/Z2Nhg9+7dfPvtt+zdu1cgY19//bXEqW/dupXvv/+eo0ePMj4+TnV1NSdPnuTJkyeSSPvDDz9w6NAhhoaGGBwcJC8vjxcvXuDv74+HhwcfPnwgJyeHnp4eZmdnSUpK4tOnT7Jk7urqkhqSqiuNjIyg0+kk2NTGxuYzN75algMSSe/m5iZb5rCwMNrb28VaU11dTXJysnQCs7KyKC0txd/fH29vbwoKCti/fz8dHR2MjY2xf/9+7t69S1JSEs7Ozjx58oQvvviCjx8/Mjs7y4EDB/juu+/YsWMHWq1W1NgFBQWYmZmRk5PD5cuX2b9/PysrK8IrOnToELdv3yY+Ph5HR0cKCgo4cuQItbW1GI1GMjIyePXqFbGxsWg0GmpqauRmUtqyhoYGgoODWV9fZ3JyUrIa1eppenoaGxsboTPA5yQNnU4nXkw7OzuGhoYIDg6WLVxYWBgNDQ14e3tjb29PfX0927dvp7Ozk6WlJXbu3MnTp0/ZsmULFhYWlJSUkJ+fL5SIjIwMbt26RW5ursAYv/rqKx4+fIijoyPp6el88803EhBbVVXFuXPnuH37NgEBAURERHD9+nVOnTpFT08Pra2tHD58mHv37gli5cWLF8Jlm5mZITs7mzdv3hAWFoatrS3V1dWkp6fT09PD8vIyQUFB1NXV4ePjg8lkYmxsDF9fXyYnJ1lfX8fGxgaDwSByF7UqVOwrVdsaGhqSe7W7uxtfX18MBgPj4+PExcVRVVWFj48Prq6uFBcXs3XrVvFx/tTXz7r1s7GxMe3fv1/0Gq2trZIE7OvrS2RkpCTYtra20tbWJoLCqKgoYTwr0ZoS00VFRYkIrbW1le7uboGqRURE4OjoyPj4OM3NzfT19UmCS2RkJDqdjsHBQZqamhgaGsLOzk6Eo9bW1iJ4Gx8fx8HBQeKxNzY26O/vFzGcTqcTNrmFhQV9fX20tLRIMT0iIgJ/f38WFxepq6ujp6eHxcVFfHx8iImJwdfXV1J129vbWVxcxN/fn6ioKLy8vASw19HRwdraGkFBQURGRuLm5obBYKC5uVnY7IGBgcTGxuLk5CSfu62tjeXlZUJDQyVyaWRkhIaGBgYHB7G2tiY0NJSoqCgR+qnz5eDgIMJIc3Nz+vv7aWpq+izoU5mMW1tbqaurY3p6Gi8vL+Li4ggKCuLZs2cEBQXh7+/PysoK7e3ttLe3i00lJiYGb29vlpaWxIy+vLxMWFgYiYmJ7NixQywcRqORBw8eMDMzQ0hICF5eXpJo09fXh5mZGWFhYURHR2NnZ8fMzAxNTU10d3fL/xcREYG9vT3j4+Ny7VWmY2hoqIgzm5qaGBkZwcHBQepmNjY2cvxKRxUZGUlISAhmZma0tbXJpO/p6Sn+vtXVVRkXyqAdHR0tn7u3t5fm5mYWFhbEDK+ufWtrK+3t7aytreHr60tsbCweHh4YDAaamprE3xoYGEhMTAwODg5MT0+LSVoZs2NjY9FqtcKG7+3txdbWlvDwcDFt9/X1ifhYr9cTHh5OWFiY5Fo2NDQwMTGBk5MTYWFhBAUFYWZmRmdnpzDrnZycRDT9h071n06NSqfTmVT67Wb21GZ2jeJQqX9XM7z6GcW53swVUv+m9snq9cdM9D/mQAPiqdtcU9r8M4rTpBhQqoOyvLz8GadKAfcWFhYkR029v/obylagcBmbj/WPGdvwOVcckK2l+ux/XGMDpM6hzo2qJwCidVJ1m831sc3/ezNTXf335uNQdTJ1vpSNZjPLC5Bay8bGhsgu/nvXcPPfV9dd1d20Wi22trbExv7IZczOziYgIICnT59SW1srx6KU3JsZTZvPsRofyoqkamiqPqU+29ramozDzeNCeR3VWFDjRHGslD1FMdhVnUqNX6VnUu+hYsVUepD62c3fN7PI1e+pXclm5r3ioG1mlSs2lbp3Nt8Tyt+4OQMTkPOmvqt/A6QWpd5DXRt1j27maJlMJqlRqdrm/v37/3RqVMvLy2zZsoWGhgaSkpKoq6sjNDRU0mV7e3vFL9TW1sb6+jrv3r3D1taWhw8fYmdnx+3bt7G2tubu3bssLS3x4sULBgYG+PjxI1VVVXR3d/PixQvm5ua4efMmGxsbfPvttwBcuXKF9fV1eRoXFxfT19dHV1cXNTU1slS3s7Pj1atXeHl5UVhYSGBgoBh6Ozo60Ov1LC4uAuDq6srs7KzUGrKzsxkaGmL//v1MTk6Sl5fHxsYGu3btwtnZmbi4OGJjY/Hy8mLnzp3Y29tLXebLL7/EZDJx6dIlrKysOHXqFC4uLmRnZ0s9IysrCxcXF/bt24dGo+H48eMsLCxw7NgxZmdnycvLY35+ntTUVMzNzfH29pbIr+joaEZGRoiKiqKhoYHo6GjKysoIDQ2ltLQUNzc3qqurWV9fp6uri97eXqampigrK2N1dVWoBDdv3sTMzIyrV68CCC+roKBAVlSKLa98nSoyPjExEW9vb3JycrCwsODw4cPMz89z9OhRpqam2L9/v2zrFQtK3SBubm6Mj48LfyosLIySkhKCg4O5d+8erq6ulJaWsrGxQXNzM+Pj4wwMDFBRUcHS0hKvXr0CkDH0zTffYGNjw61bt+T/n5iYoKqqiurqavr6+nj9+jWLi4vcvn0bk8nEtWvX0Gq13Lx5E61Wy8uXL1lcXKSyslJEyu3t7VhaWlJRUYGXlxfFxcUEBgZSXl5ObGwsra2twj4LCQnB1tYWJycnQkNDMZlMwtk/cOAAExMTHDt2jIWFBU6cOIGlpSX79+/H09OTlJQUYmNjCQ0NZc+ePTg5OXHixAksLCz46quvWFtb46uvvsLMzIyTJ0/i4OBAZmYmwcHBREZGEh8fj42NDTt37mR5eZm8vDwZs/39/VI7jo6OZmZmRoSdMzMzIrHx9PSkrKyMoKAgkeq8efNGqCLz8/M0Njb+5LnjZ9dR3bx5k8zMTEHqrqysEBgYSElJCTt37hR/XnJyMs+fP2fbtm10d3eL4VPVfU6ePMkPP/yAWqG1tbURHx9PT08PZmZm2NvbYzKZ6Orq4vDhw3z33XecPHlS7Afu7u5igwgMDKS7uxutVkt4eDiPHz/m4sWLPH36lJCQEOkAGQwGQkNDKSgoIDU1lZmZGdrb28nNzeXZs2ekpKQwNTUF/Ngej4iI4MWLF5w4cUIKsz4+PjQ0NBATEyPSCJWFVlJSwhdffMHly5fJycmRPEA/Pz8WFxcZHx8nICCAyclJJicn2bFjB9euXeP06dOUl5fj7Ows52lgYIC0tDTKysoIDg7GycmJDx8+cOTIEV6/fk1wcLA82cfGxsjMzOSHH37g4MGDtLS0sLCwQFJSEuXl5YSGhoqJfGFhgbCwMJ49eyYaNmX9GRgYwN3dHY3mx8gyX19fzMzMqK+vFxXzp0+fSEtLo7+/X57KqqivqBi5ubmC6fX19f2soTA6Osrc3ByZmZlcvXqVixcvUlBQ8BkZdG5ujsjISGGE29ra8ubNGw4ePMijR4+Ii4tjbm4OMzMzpqenSUxM5MmTJ+zdu5fq6mpWV1eFxKAExKq2GhQUxOvXr7lw4QI3b96UJsrg4CBhYWHMz88zPT2Nq6srGo2GxsZGTpw4wffff8/x48dpamoSA7GVlRVDQ0OkpaXR0tKCXq8nJiaGZ8+ecfbsWd6/fy8cenNzc/r6+tixYwePHj1i+/btTE1NMTAwQE5ODuXl5QQHB8vqa35+nszMTO7evcuFCxcoLCwUfHJLSwteXl6YTCampqbE7VFUVMRXX33FjRs32L59u8AalbSmvb1dxNHT09NkZmZy7do1jh8/TnNzszhLnJ2dqa+vZ/fu3Tx//pzQ0NCfPHf87F4/VSd58uQJX331FXfv3iU5OVmoBPPz88TFxXH//n3Onz/P8+fPCQkJkfaqYlTdv3+fEydOUFZWhqOjowQJqP9fDbzW1lbW19fx9vbGYDBgMBhIT0+nsLCQ1NRUsZAotMnMzAwJCQmUl5cTFBSEtbW1qORHRkaET9Tc3IydnR1+fn6UlZWxdetW0esEBgYyOjrK/Py8oGlUUVjhXVZXV+np6WHPnj08fPiQrKwsxsbGhGlla2tLZWUlx48f586dO2RkZMjkDuDn58erV684f/48d+/eJTU1VSLDFxcXiY6OFszMvXv3JLEGftTSZGZmcv36db766iueP39OUFCQbBMGBgbYtWsXV65c4ezZs5IPqJb2HR0d7N27l2vXrnH48GGampqwtrbGzs5ODNb79+/n3r17kmxcXV0tkgNzc3Px2129epXDhw/L+TQzM8PR0ZFPnz5x+vRpvvvuOxEkKny1j48Pb9684eLFi9y4cUMIm6r4GxQUxIsXL/jyyy+5d++epKao7VlycjIPHjzg/PnzPH36VG7wxcVFlpaWSElJ4dmzZ5w8eZLS0lIcHBzQarVCBkhOTqagoEDGl2Koj46OMjMzQ0pKCoWFhSQmJjI1NcX4+DjBwcEyPpKTkykrKyMgIEDCKhISEsSqExERQUtLC05OTgQHB8vkrn4/ODhYtIWJiYm8fPmS9PR0YcS7u7uzvLxMT08Pubm53L9/X66DyWQSMkJVVRXHjh3j/v37pKWliRNjfX0dPz8/3rx5w1dffSXjT2nrlpeXiY+P5+nTp1y6dIk7d+4QExMj/tuJiQnS09O5ffs2v/jFL3jx4sVPnjd+9q2fj48PAwMDQkVQfBtFwXRwcGB+fh47OzsWFhakw6XY5Jtzy1Syio2NDQsLC9jZ2TE7O4uDg4MQFhXHaXh4WBJvvLy8GBgYIDAwkN7eXoKCguju7iY0NJSOjg4iIiJobW0lPDyc5uZmYWNFR0fT0dFBTEwMdXV1xMXFUVtbS2JiIo2NjSQmJlJdXU1SUpJ8r6mpITExkaqqKjHZJicny+9XV1eTmJhIbW2txK2reCdlNI6KiqKpqYno6Giam5uJiIigra2NiIgIOjo6CA4Opru7G39/f7q6uvDz82NwcBBvb28GBwdxd3dneHgYLy8vwd0qZ/309DSOjo7Mzc1hZ2fH4uKigPs313A268tU7Qp+rFepGsnCwoLE1avr6ODgIAC5pqYm+cxJSUlUVFSwdetWSkpK2L59O+/fv2fnzp0UFhaSk5PDs2fPyM3N5cGDBxw8eJDHjx9z+PBhHjx4QH5+vjys5ubm+OUvf8mdO3c4d+4ct27d4vjx41y/fp0vvviC27dvc+HCBW7fvs0XX3zBN998w9mzZ7l69Spnz57l1q1bnDp1ijt37nDs2DG+//57Dh8+zLVr1zh16hQvXrzg5MmTPHz4UDpwe/fu5dmzZ+zbt4/Hjx+zfft2CgsL2bFjB2/evCEzM5PS0lLS09MpKyuTUkdMTAzV1dWEhITQ3NyMj48P7e3teHh40NfXh5OTk1yjgYEBOa/Km7m0tCT+SRsbG+bn5yVk1cXFRa57f38/wcHBEt/V1NREUlISVVVVpKWlUVJSQnp6OsXFxaSkpIhC/fXr1+Tm5vLq1Sv279/P48eP5WF57Ngx7ty5Q35+PtevX+fs2bPcu3ePCxcucO3aNf7sz/6MGzdu8Gd/9mdcvXpVdgdffPHFT547fvaJKicnh9nZWVmd5ObmUldXx8LCAmZmZmRnZ/PixQvs7OzQ6XTExsZy69YtIiIisLGxwcvLSwaKiqh+9eoV586dE/51TU0NFy9epLS0FDMzM0ZGRjh9+jQ//PCDRK7v3r2b77//npiYGACioqK4cuUKu3btEgXzo0ePOHXqFKOjo6yurlJdXc0XX3xBY2OjpOGcPHmSwsLCH0/mH3LQHj58iLOzM46OjgQGBvLw4UMiIiJwc3OTbDvlXRwbG6Ojo4MdO3awvLxMe3s76+vrpKWlMTw8TFdXFz4+PoSFhQkyNjExEa1WS2NjI6urq2RkZDA0NCSYFvXEXllZwcPDg7CwMF68eCFmYScnJ549e8aWLVvEUPvmzRsOHTrE1NQUi4uL1NfXc/r0abHZjIyMcOrUKZ4+fSopLnv27OHGjRuCl4mLi+Py5cvs2LGDtbU13NzcuH37NqdOncLOzk5iovr7+wW1+/HjRzY2NggKCsLNzY2CggJJMDEzM+PNmzdkZGRgZWUlsU9HjhwRB8Lc3BynT5/m48ePEl21f/9+Hj16hOMfkonT0tK4evUqsbGxmJubExkZybVr18jNzWVxcREnJyceP34skgAzMzPKysq4dOkSHz58EOb4iRMnuH//Pg4ODqyursoYCgsLQ6vVyvump6fL9u758+ccPnyYubk5FhYW+PjxIydOnBAv5MLCAocPH+bTp0/MzMxgaWlJWloaBQUFWFtb4+XlhYuLC69fv8bZ2ZnAwECmp6epqKiQLb3qWipq6MePH0XOMTc3R1lZGSEhITg7OzM0NERNTQ3Z2dmsr6+LWj4nJ0dQNiaTiV27dvHs2TNZJKSmpvLo0SMCAgKwsbHB19eX69evk5GRIeWLe/fucfz48c849JcuXaK+vv4nzx0/a9fPysrKpHjPiYmJWFtb09TURENDAwCxsbFERkZK3pzaUiQnJxMYGCiFTuVrU/ynvr4+ampqMBgMREREkJKSIpHaTU1NbGxsEBMTQ1RUFOvr69TV1dHa2oqdnR1btmwhICAAg8FAZWUlAwMDEl/u6elJX1+foErUcVtZWdHR0UF9fT3r6+uEh4cTHx+PyWTi06dPguVNTEyUrMCqqioGBgZwc3MTntLAwAANDQ1MTU0RHBxMUlISdnZ2tLe3U1tbK2D/uLg4AOrr6z/zIIaHhzM7OytMJFdXV5KSkmTlWFNTw8TEBAEBASJJULHhRqNRCqomk0kYQtbW1sTFxckgr6mpobu7W97bxcUFg8FARUUFExMTBAYGkpycLO9dXV3N3NwccXFxxMfHY2FhIavAvr4+qqqqMBgMkhmo0+lobW2lqamJlZUVoqOjiYmJ+W+u01dffSUonKmpKf7Tf/pPjI+P8y//5b/E19eXrq4u6uvrmZ2dxd3dXSbhjo4OGhoaZDuckJAAQE1NDe3t7VhZWRETE0NkZCRzc3NUVFTQ09ODu7s7KSkpeHp6MjAwQGVlJePj4wQFBQnDrK+vj+rqahYXF4mNjRX9V11dHc3NzdKN3JyX197ejqOjI1u3bsXHx4exsTGqqqqYmJjA3d2d5ORkkQiocxUVFUVSUpLU+1paWtBoNMTGxhIXF4fRaJRGkouLC8nJyXh5eTE5OUl5eTnj4+P4+fmRkJAgjDMleg0JCSExMRFbW1vq6upoampCo9GQkpJCYGAgRqOR+vp6GdPx8fH4+fkxPT3Nx48fmZycxNfXV967p6eHqqoqFhYWiIiIICYmRqGs/3TkCa6urqYDBw6IXF9ZZ5RlY/N3VY9ShezN0oHNUdp/3N62trbGxsZG5PvKXrNZ1q9a05sjiJRcQr0nIFYY1XLeHCm0OW5IRXRtttdsjiDaHE+kWsfLy8uYTCax9ai4JCUHUFYQ9d3S0lJaxOrzqM+72cIAfCYBgM+jtdUxbb4GKu5J2S0WFxf/G6uLao+rfERlsVBtbIX52Gxh2Wz7UZ66zV/q/ZV1ZnO02WarjjLLWlj8mBgdGhrKixcviImJESuMTqcTGqlqj/+xFWV5eVk8bxYWFiInUIRVZQdSn1HVazZbUNRxK8Kmoqoq+4nydqqvzXKSzXIRJauwsbH5bAzb29uj0WiE8qmuvZIN2NraylhXRfbN4lZ1fdUxra2tYTQa5TOoe0z9uxqLSnitMD+bo7/U+VSrq7W1NYmC22ybUWNQ3XfK/qPRaLh48eKfDuFTgdf0er1YK5QpVoUeDgwMYDAYBEesAhy9vb1xcHBAo9FgMBjEVDw+Ps7KygoWFhaSvOzv7y/KboXY7evrY2pqSgb15oBLrVbL4uIiw8PDnwWRmpmZiSnVy8sLR0dHbG1tpSivls0zMzM4ODhIeKX62Y2NDenMDA4OSsioTqfD398fLy8vCbpcXV2VdrpiIKnCsk6nE8aVpaUlCwsLYptRBm8rKysx2yrultJsjYyMfHaubGxs5Fg9PDywt7dneXmZ6elphoaGGB4eFpuF4nL5+fnh6uoqN8bQ0JCYYVV0l6OjI76+vvKzVlZWEsaq0+lwdHT8b66fMlYr3rwyP+t0OtbW1oSJpOpo6ib08PCQxCLlzRsbG2N4eFjOn0IQq7Hm4eEB/IgbmpiYoLe3l7GxMRYXF9FqtWL6VYwlhXpZWlqSEFAV2unm5kZ4eLgYzJWpu6urSwJNzczMpNPm4eGBi4uL1FOHh4fFBD0/P4+FhQWurq5iDnZ1dRVnggqKHRsbY2NjQ+QMylSumP/z8/N0dXUxMDDA7OysJHKrY/D09MTS0pK1tTUZ66rpo2LGgoKCxFCuaAgjIyP09vYyPT0tMAEXFxcCAgLw8fGRh4MymSvnyNLSElqtVixUP+X1s6OI9Xo9GRkZuLi4UFNTw8uXL3F3dycrK0vsEEtLS6KiXV9fp7S0lIqKCtnWmZmZ0dvby/j4OLGxsSQkJDA5OSnx3wDR0dGSxQawdetWAgMD6ejo4OPHjwwNDREUFISlpSW1tbXU1NTg4uJCRkYGqampfPr0ifb2dmxsbAgPD8dkMlFSUkJnZycRERGkpqbi7e1NcXGxbAuTkpKYmpri/fv3zMzMsGXLFqKiojAajbS1tWFmZsb27dsJDg6mtbWV0tJS7Ozs2Lp1q9gR2tra0Ov1HD58GEdHR0Ewq27l+vo6VVVVUkQ/fPgwq6urlJaWMjQ0RFhYGMnJybS2tvL27VsmJydJTEwkJyeH0dFRPn78KGrw0NBQSV4xMzNj69atJCYmSsKJvb09WVlZuLq6Ultby/Pnz/Hy8iIrKwt/f3/Gx8eZnZ0lICCA1NRUFhcXKSsro66ujsjISLZu3cr6+jrNzc2kpqby9OlTpqenSUpKIiYmBkdHR8rKytjY2CAlJYXg4GDa29vleDIyMvDz82NqakoKzPv37yclJYWGhgbevHmDm5sb27ZtQ6vV0t/fT3t7O6GhoeTn57O0tERVVRUtLS2srq7i7e3N9PQ0JSUljI6OEh8fz969exkcHJR/8/f3x9nZmd7eXj58+ICDgwNxcXHS3SwvL8fGxoaYmBg8PT2pq6ujsbERBwcHsrKyyM7Opqamhrq6Ovz8/Ni5c6cw1t6+fUtYWJhs+1QUWWJiIvHx8SwuLvLu3TuamprYunUrkZGRTE5Oiq80IyODsLAw2traKC8vZ2lpCXt7e2xsbBgcHOTTp0+4urqyY8cOub/q6+sFDqjqV+3t7fj5+ZGdnf2ZxcnT05OkpCRZUKhrFR8fj729PSUlJVhZWZGYmEhUVBSdnZ08f/4cS0tLtm/fjru7OzMzM8zNzaHT6di3b59QXX/y3PFz16h0Oh0BAQGSPdfb20ttbS2zs7N4e3vLHn1gYEAGj2I1e3h4MDIyQk1NDcPDw7i7u5OQkIC3tzeTk5PU1tbS39+Pq6srycnJBAUFsbCwQG1tLd3d3eh0OrF7qL13Z2en1HzCwsJYWVmhvr6epqYmtFqtMJ8BWlpapJ4WGRlJbGwsFhYW1NfXC1dc1asUA76mpoa5uTkCAwNJSEiQeCXFTg8ICCApKQlXV1eGh4eprq5mfHwcb29vkpKSxPunGOiK8+7v7y9xR/39/VI0z8jIYHx8nE+fPgmyOD4+XrRQjY2NtLa2YmFhIXWutbU1mpqahPGtakEajYbm5map8wUEBJCcnIyZ2Y95gaqpEBoaKvWZzSz1kJAQEhISsLKyorW1lbCwMGFqK859XFwcUVFRn9XJNjY2iIiIkPPb1tYmCuovv/yS/Px8Xr16hZmZGbW1tczMzBAWFvYZ57utrU0ElYmJiWKJaW5uZmBgQM6v4kApG4rKYnRzcxPxZnt7O25ubsTHxxMQEMDc3JzwzR0cHIiPj5ckoI6ODmpra7G1tSU6OpqoqCgWFxdpa2ujra1NWFoxMTGYm5vLWIMfH67R0dFoNBo6Ojqoq6tjfX2dkJAQIiMjxWNXU1MjMgxldFZZAKOjo1KTVHXQ2tpaJicn8fDwICkpScJFKysrmZqaEt56QEAA/f391NfXC7s9IyNDuPo1NTX09PSg1WpFaKrorW1tbVhaWspnWF5epq2tTdjp//E//sc/HWW6Asq7u7tTX19PX18fra2tZGRkoNfr2bJlC69fv2ZhYYE3b96Qm5srFMynT5+ysbEhLWszMzNyc3N59+4di4uLvHnzhpSUFFxcXEhLS6O9vZ3u7m7q6upwc3MjNjYWf39/VldXKS4uFld9Xl6ebDt++OEH1tbWaGxs5OLFi6yurhIfHy+USmUgVaC7O3fusLq6KvFDjo6O4nzv6+uTRObY2Fjs7OwYHBzk/fv3Yuw8cOCA1Hru3LkjDPaLFy8yNjaGu7s7v//972WyunTpkhRdr1y5gq2tLVNTU/yTf/JP0Ov16PV6Hj58yPT0NBYWFmzdulUgd83NzVRUVAjGOTs7m46ODsm5i46OxszMjOPHj4s15erVq5JjqDLflCo7KCgIk8lEfn6+cLdevXolLK3MzEx0Oh2dnZ00NzcTHh7OtWvXhORw7NgxLC0t8ff3F0X49PQ0qampBAcHi35N6a+Cg4OFQa84+56eniwuLnL27Fm5gW7evElwcDCjo6P8xV/8BZ2dnTg4OHDlyhU8PT2Znp7mz/7sz0R+8ezZM8Gc5OXlATAyMkJdXZ1kJIaFhZGUlER3dzdjY2M8efKEhIQEtFqtxE2tra1x48YNEhMTsbCw4NSpU7KSuH//PgkJCWxsbEjHb2ZmhqdPnwpmeMeOHQDicVV6LcXNKikpwWAw0NXVJdmPW7Zs4dGjR2i1WgoLCzl48KB0zu/fv4/JZOL9+/fs379fyKElJSVMT09TX1/Pjh07xDPa39/Px48fJf5MrZDW1tZ48eKFJPwcPnxYdjy3bt2SHcm5c+dYWFggJiaGy5cvY2dnR0VFBadOnRJL1U95/awTlaWlJZ2dnURGRtLb24udnR2Ojo7U1dWRl5fHDz/8wJEjR3j16pUILJXvzNLSkomJCeLi4j7L9jt16hRv374lIiKChYUF5ufn5WmoIp16enqIjo6moaGB0NBQiZuKi4ujoKCAw4cP8+TJEzIzM2lubsbd3f2zAq+XlxeVlZXk5eVx9epVvvzyS27fvk1OTg7Nzc3odDqZNFRL3GAwEBkZSU1NDcnJybS1tUkUVn19Pbt27eLFixfs3btXxKVzc3NS2LWysmJ4eFjoiufPn+fbb7/lzJkzFBUVSVtYeQ6npqbkKVtTU0NGRgZlZWVERUUJdTM4OJji4mL27t1LUVERCQkJkiSsCuQrKyv4+vpSXl5Ofn6+5CfevHmT7OxsufHVz5ubm8uElJqayrt379ixYwf19fU4OTlhY2NDW1sb1dXVeHh4SHFaNQf6+vpITk7m3bt3orAOCgpibW2N0dFRkpKS6Orq4uDBg0I1WFlZ+YwqMT09TVRUFK9eveLEiRN8++23nDt3jpcvXxIdHS3tclXcVhmNb9++JTs7m1evXrFjxw5qampYX1/Hzc2N2tpaUlJSqKqqIiwsTNTpijy7traGk5MTNTU17Nu3j9///vd8+eWXXLt2jW3btlFfX4+9vf1nHCgPDw8hmb548YIDBw7w/v17YmJiBKwXHh5OWVkZcXFxDA0NYW1tjb29PWNjYzg6OjIzM8PU1BRJSUm8ePGCU6dO8Xd/93ecPHmS9+/fExERIc0dk8mEtbU1g4ODJCYm8vz5cw4cOCA5lw0NDeh0Opydnens7GTLli10dHTg4OCAyWRicnJSNHmq3tfY2MiBAwf45ptvOHPmjIhJu7q6sLe3lwL+9PQ0MTExlJSUyAPgp7x+9onK2tqa8vJyTpw4wdOnTyX5VYnxlPZJfcioqCjm5ubEiKnT6ZicnMTa2ho/Pz/evXvHvn37aGxsZG5ujr179/Ltt99y8OBBBgcHRUX9+vVrQkJCWFtbE+e3MhwrFEZ5eTnp6emy/Tt16hRXr14lKSkJe3t70WspLpSHhweNjY2yxVTGU29vb9ra2nBzc8PZ2Zm3b98KLlahXZWYsLGxEaPRSGpqKiUlJQQFBckEpAr/ChwYGhrK69evOXToEH19fczMzHD06FFu3rwpurJnz56RkZHBo0eP8PT0BKC7u1tU3Wtra8zPzxMeHs7Hjx+JiorCysqK0tJSjh8/zu3btwkKCsLPz4+HDx9y6tQpysvLMTMzw9/fn/r6eiE9KNBcQECADFR/f39evnzJiRMnqKioYHFxkezsbNzd3RkZGcHMzIzw8HC5Udvb2xkdHSU/P59vv/2W3NxcicDat28fAOfPn8fKyoqZmRnphCn6ZExMDG/fviUuLo61tTXKy8u5ePEiN2/eJDAwEA8PD54+fcrx48eprq5Gp9Ph4+MjEfEKyDg9PU1oaKikR3t7e/P8+XOOHTvG8+fPWV5eJjExkStXroi2bnh4WES8CqGiOmguLi6y0oyKihL3wfj4OBUVFRw9epTf/OY3bN++HZPJREVFBTt37qS8vFy2wioO3cbGBvjRURAXF0dRUZFEzL9+/Zpf/epXPH36FC8vL6Kionj27BlHjx6lrq4Ok8kkkWOqTrW+vs7Y2Bjh4eG0tbVhY2NDSEgI9+/f59y5c7S2tgrzS9m5FKEjJiaGjx8/4u3tLfePCm+dmpoSa82DBw9ISUlhYWFB6sQ/5fWzTlRTU1NkZ2cTERHBDz/8IF0elcrS2dlJRkYGlpaW3Lx5k9zcXPz8/Hj06JEUOZV8oaOjg127drG+vs7t27c5ePAgrq6uvHjxgoCAAGE4Lyws0NHRQV5eHgsLCzx48ICjR49iY2PDmzdvpOuolPAdHR0SIPHw4UNOnjyJmZkZ5eXlBAYGCm53aGiIrq4ujh49Snd3NwUFBZw6dYrl5WVqamrw8vICwNPTk97eXvr6+jh79iyNjY0UFRVx+vRpFhYWaGpqEgibAvINDw9z9uxZKisrqaio4Pjx40xPT6PRaCRn0MXFhZKSEiYmJjh8+DCNjY3U1NRw5swZhoeH6ejokBZ2ZGSkGEPPnTtHQUEB3d3d5OfnSzdLySJCQ0N5+/Yt6+vrnD59mqdPnzI6Okpubq4EMaytrWFra0tYWBgvX77ExsaGEydO8OjRI+bn59m1a5d0sxYXFyUBZ/v27dy4cQNra2sOHz5MSUkJRqMRDw8PNBoNOp2Ojx8/EhQURHZ2NgaDgejoaPbu3SvGaCcnJ0kJev/+vWjB/v7v/x4PDw+2bdvG69evhXjg4OCAhYUFhYWFJCUlERERwd///d/j4+NDRkYG1dXV0mZXydDKYxoQEMA333xDVFQUycnJNDQ0SEqN6ooVFhaSnp6Or68vv//970lKSsLPz4+6ujpJmQ4MDGRxcZHCwkL27NlDQEAAV65cITMzE09PT+rr66X9HxMTQ09PD+/fvyc/Px/40fSt6mzt7e1oNBpmZ2fFevbs2TPOnDnD+vo6N2/eJDU1VbrTipC7detWKX6fPXuWhYUFnjx5QnJyMisrK2LPmpqaIiMjg7a2NioqKjhz5gyjo6O8evWKjIwM6QSqsIycnByqqqqora3l66+/ZmxsjJKSElJTUyUs12Aw/OS542edqFQC6+PHj8nKyhKCY1hYmNhAzM3NJcJakQ4OHz6Ms7MzP/zwA9HR0WK3WVlZYWRkhJ07dzI2NiYXYWNjQ6KklTZJMdUPHTpEQ0ODGIAnJiaoq6sTP6Fyhc/MzHD69GmKiopobm7m1KlT9Pb2MjAwILxqPz8/iouLMTc35+TJkzx69EgIAJ2dnYLwtbe3Jzg4mGfPnuHh4cHBgwe5c+cOGo2GjIwMenp6xCDq5+dHQEAAt2/fJioqiqysLG7fvo2rqyv29vYyoEZHR9m2bRuOjo78l//yXwgICCA8PJy7d+9Km1vhRTo7O9m9ezfwY67igQMHcHFxobCwEC8vL/HpjY2N0dzczPHjxxkbG+Pp06ccOXIEk8kkXVGTyYS/vz/t7e10dnbyxRdf0NTURHFxMUeOHGF2dlb4Vmtra0JoePPmDb29vVLr6unpISgoiI2NDZycnKiqqkKr1UpkemRkJF9++SXNzc0SRWZtbY27uztv3rzBx8eHffv2cevWLZydndm/fz8tLS3ylFct9vv375OSkkJKSgo3btzAz89PQjXW19fFaG5ra8vdu3fZtWsX/v7+3Lx5U2QNKlVoYGCA7OxsTCYTz549EzLp69evCQsLE7b92toaQ0NDotJ+9+4dX3zxBRsbG1RXVxMYGChRcQMDA8zMzHDhwgVqamqoqqqSFVtXVxcuLi7SsSwrK5PU6bdv39LZ2cnBgwfp7+8XH5+9vT1BQUEUFhZiMpnEyzc1NSV+UhUtFxgYSEREBA8ePCAgIIC8vDxu3ryJpaUlCQkJDAwMAMjK0dfXl6tXrwoF4/79+9jb2+Pr6ytoY1V20Ov13Lhxg7y8PPz9/X/y3PGzW2jgxy2gi4sL5eXlHDx4kFevXhEUFCRKYpUQOzQ0RHh4OOPj40xOTpKRkcHjx4/ZuXMnvb29n72Xmni+//57du/eTX9/v9SZAgICePv2rSzjFQBuYGAAZ2dnbGxsBD2j9C0pKSm8fv2a5ORk0XWpTL0PHz5w/vx5bty4wa5duyTgUXX9Hj9+zPnz53ny5InA1FSB29vbm0+fPgkVQiXDqNoM/FjMVRltRUVFnDx5ktu3b5OQkCDR4MPDw3h7e3Pv3j0uXrzInTt3BMCmqAhbtmyhsLCQvXv3CowvPDxcwj6dnJzo7+8nISGBv/zLv2Rubo5jx47x7NkzIiIihAevitwqneThw4cEBASIIHZ8fJysrCwePHjAvn37aGlpYWVlReobGo2GvLw8ent7hbbp4+PDu3fvOHPmDI8ePSIiIgIzMzPGx8f5i7/4C6KioqipqSEpKUm6iElJSbx+/ZqUlBQmJydZXV0VZ/+bN284ffq0XBOlmQMIDw/n2bNnsiVU5IiRkRExrBcXF5OZmUlHRwcbGxtER0dTWVlJZGQkZmZmTE1Nyd9Sq+ebN28SFxfH5OQkZmZmzMzMEBoayo0bNzhz5gzXrl0jKipKRKQzMzMEBATw+vVrdu3aRXNzM6urq/j7+/Pp0yccHBywtramu7tbwk5qa2s5efIkL168IDU1FZPJxMzMDEajkbi4ODGOv379Wuxg6li2b9/O06dPyc/PF9eB6nKq8Ac1cVpZWVFSUsLhw4d5//49/v7+wuAyGo3ExMRw9+5dfvGLX/D8+XPi4+MlcEURHK5evcqhQ4eoqanBwsICvV7P8PCwZAX8lNfPTk+Ym5sjJyeHO3fuEBYWhk6nY2VlhcbGRunqdHR0EBgYiJOTE+3t7aysrLB9+3ZKSkrQarUiGP3hhx/Iz8+XoM329nbOnDnD7du3ZZvm7+8vPzc6OorBYGB2dpbs7GyKioowNzcnPDyc+fl52traCAwMxM3NjQ8fPhAZGSlG55aWFk6ePElRURFarVa6LleuXGHfvn0YDAbMzc2pqqriwoULvH79WlTxwcHBPHr0SKw9fX19zM3NkZqaSk9PD319faSlpYng0trampSUFO7fv09ERITEN719+5Z/8k/+CTU1NcCPwsWdO3fym9/8hi1btohwsry8nKNHj9La2iom7eDgYEpKSnBxcSEyMpLW1lZWVlYIDQ0lNDSUwsJC/uk//aci0hwdHeXIkSNSswLw9/fnzp07fPHFF0KlGBkZ4eDBg9y/fx8fHx9cXFywsLCgtLSU7du3s7KyQnNzM9988w0ZGRmsrq5iY2PD+/fvOXv2LFVVVbKVjI2NZWpqipiYGHx8fBgcHGRiYkK0aBUVFWRlZTE/Py+ki3379vHo0SOhTAYEBPDixQuOHTtGb2+vTLRHjhzh+++/l+gqa2tr3r9/T15eHkNDQ7S1teHo6Eh0dDSNjY1yfVtaWpibm8Pd3V0+/44dO5ibm2NpaYnu7m4uXLggqGGVXH3lyhXJrVxYWKC/v58jR47w7t074bxrNBo+fPhAVFQUer2eqqoqCZZVY07d+ArGl5qayuXLl+Vc2tra8uHDBzFPW1payiSmupBK+Ds4OMiePXtoamqiq6tLdITKSpSYmEhhYSFOTk7odDrMzc158eIFx48fp62tTVKfjx49ynfffSf2Kzc3N54+fcqZM2fo6OhgdnYW+NFj+e7dOxHa/pTXz86jevTokRT1PDw8+PjxI56eniQmJnL79m1SU1NFPV1eXs6uXbsEaLdnzx5GR0cFNXLkyBGBc2VlZdHe3g6A0WgkOzubq1evEh0djYeHB83NzZKK4uvry507dzh16hRjY2PSgdTr9aIXuXTpEm/evMHS0lJWN0rjk5eXx/Xr14mOjhbzqQpJUNuNvXv3Mj09jbm5Oa2trezZs4eOjg6am5vJy8ujtbUVQIzZjx49Ek3Op0+fxHoQHR3N9evX2bZtG0tLS7x8+RJHR0csLCwwmUw8fvyYL7/8UnxhKo5qdHSUgYEBzp49y+3bt/H09JR6TUtLC+7u7iQlJXH16lUB9ltaWhIYGMi/+Tf/htXVVd68eUN+fr6IVUdGRti9e7cEW2ZnZ1NcXIyNjQ3Ly8ukp6fzww8/EBcXh4+PD8XFxXh6emJlZSWQtidPnnDs2DH6+/sxmUwMDw+TnZ1Na2srwcHB/LN/9s8oLS2VAnJmZibPnj0jICCAmJgY3r17h5eXl6i+FUNrcXGRzs5OQkJCpKitmh9FRUUsLS0REBCAtbU1w8PDzMzMcODAAa5fv05cXBx+fn4YjUY6Ojrw9fUlKCiIO3fucOTIEUn8HR8fJyMjg7GxMVkNvn37Vrbt27dvp7i4GIDDhw/z8uVLvL29sbCwIDAwkMePH7Njxw4B/CUkJEiDqLS0lHPnztHW1sbk5CShoaGSXNTX18elS5d48eIFzs7OREREiDPCwcGBHTt28M0337B7925p6CgRsoJAqm20svps2bKFtrY2pqamOHPmDB8+fMDLy4uNjQ3Cw8MpLCwkNDSUlJQUCgoKiIuLw9raGjc3N6FbGI1GKisrSUpKEspGXV0dv/jFLygqKmJkZITw8HDZcfyU188u+FRcZicnJ7GkKDTqwsICc3Nzn8Wsz8/PC7RMraacnZ0lGlsByODHrZfiS6kv5b3SaDQyUTk5OUnumkLzwo9bU/Uek5OTTE1NSUFY+Z2UFcTFxQVnZ2d0Op1wlJaXl1lYWGBmZkb+/szMjAQ+WlhYYGdnJ3YbJycnnJ2dJUZbxW+pOPHp6WlmZ2fFcwY/bnVVRLs6hzqdTiaujY0NjEaj/H2DwSCZdipabPM5TElJYceOHXINlpeXmZycpKamhhcvXkjogYoC02q16HQ6nJycJD7c0dFRiswKsKcy5qamppiZmZG04cXFRebm5pienmZqaorZ2VmMRiP+/v5ChbC1tSUgIECe7Mon2NPTQ2JiIj4+Pnz33Xc4OjpKFLwKvlQePx8fH7H/qBWU8hWq7MXR0VHW1takjLC2tia2JWVDcnZ2xt7eHr1e/1l8m8rTU+NNWVbU+dXr9djb28s1srGxEV/iwsICS0tLkp+ozpMap0rGsnmcq+aQGifq76rzrK775u2wvb09Li4ueHl5YWdnJ4RONT4U5E+9j6rvqfvE1dUVnU6Hl5eXNCYUkluNUXUupqenRV6jHCgKUOnm5sbXX3/9p+P129jYkLQWtYJxdnYWJIqdnR329va4u7vj6ekpJEsVk638gOPj43LDq8Gkft/T01OSbNSEo252RclUF8bR0RE3Nzd5H3t7exwcHHB2dsbV1VUGw8TEhNys6uZSmik1kPR6Pba2tjg6OspAU+EKU1NTgvSYmZmRmLCZmRkWFhZkslK0S2VW1el00pFTQsf5+XmMRiOLi4vypY7dxsZGvitTsDI9q0w9ld+nWN/KZe/k5CSGWDWBhYWFUVlZyePHj2UyWF5eFsOzmhgUUE/9PdWV22xAVgxvNWHY2tqKATY3N1eMt0qBrvx36ueUZmsz03szm1uNL/iR1a6M15t544r0OTExwdzcHH19fZJ4tLS0RGZm5meFYfVwUQZlBeYDZOu3sLDwmWler9eL6Xiz8V3d4CopSHXOpqenxTSs8ijVdVT3hjIoq5rg/Py8APk2G44BGYt2dnYSJmprayumcSXrUAGyk5OTsmJUE60KRnVzc5PsPmXcX1hYYHp6Wh5g8/Pz8qV2F+pedHFxwd3dHVtb2588d/zscVlpaWns27ePhYUFsrOzmZ6epq+vD61Wy9WrV5menqapqUk6Oy0tLfj7+5ORkQHAxYsXJaU1IyODmpoaHB0daW9v5+nTpwDcunVLkMDNzc1kZ2djaWlJREQEx48fZ3V1lb1796LVaunt7cXHx4cHDx5IW//27ds4ODhQW1sL/LjXXlhY4OTJk4SGhuLu7s7Bgwfp7e3F1dWV+fl5nj59irm5OXfv3qWtrQ2TyURxcbFgYVxcXDh79iwAeXl5BAcHS/3l/fv3Yjr97rvvMDMz4+PHj/T19REREUF/fz+5ubnExMTg5OQk7WWVFv3q1SuJrVIcqsePH+Pp6SkShTNnzmBhYUFOTg7p6enMzc3JdnR0dJSlpSV++9vfMj8/z6dPn6ipqSE0NJSVlRX+6q/+ivT0dGxtbYXn7uvrS3h4uDDmi4uLKSwslBa5CjwYGhri4MGDrK+vc/nyZamVqO5QaGgoWVlZHDp0CJPJxMWLFyXpOTAwkKdPn7K2tkZLSwv379/HwsKC58+fA+Dl5UVfXx+nT5/G2dmZqKgozpw5Ix61lZUVKisrRe7S1tZGcXGxYHJtbGwICAjg6NGjWFpacuzYMezt7bG1tSUzM5OSkhKRwty7dw8zMzOeP39Od3c3fn5+NDY2smfPHjw8PAgMDOT8+fMsLCyQnp6Og4ODZEk+evRIUmlu376Nh4cH/f39rK+vs2fPHtbX1zly5AjJycmidm9tbcVkMmEwGLh16xarq6sSuqrX6ykpKSEzM5OAgAA8PT05f/48FhYWbNmyRWLovb29KSoqEj3b9evXAejv76enp0fqfTk5OWRnZ6PVavniiy9YXFyUVPKioiKsrKz48OGD+PrevHkj5ml1zZRtbceOHQwPD7N161Z6e3v/H2FRwf8LmJcTJ058lniilorqKb85jXh2dpalpaXPvjan1G5Od1XFRkCQLSpxQz2pbG1t0Wq14oxXX2pZvjk5Y3PqzeaUkM2JuaqbYzQa5d/VqkP99x+jTDYnfijMi3riqfSTP8bTbP4MauWxOWFnc1qOIkEqBbg6TwqzqwSuGxsb7N27V1AnitKp3PWbz4WSL0xMTEgDQh3PH6dU/zEqR2FCbt++LasMnU5HREQE27dvl1WkWlFubGxIx0gB+tRKpqGhgZSUlM90eIuLiywsLMiKQp17xfs2Go2YmZmJnufp06eySlJbYbViUZ5LdS1UcKaiPjg6OrK+vo69vb38rkKemP6QLqxIDmobrcam0WiULZ8Sy6qxo8a+Qsio86aOc21tTbApanwo+5BixavVrZOTkyTpqNxMR0dHVldXsba2liRotRo3mUyfJSipMoE6d+q8mkwmoWSoBBylfFc4HbUaVISHzauxX/7yl386W7/V1VUKCwsZHx/HysoKHx8fyRLb2NhgYGBAlMrwY8JLSEgIgYGB8nTu6OhgfHwck8mEl5cXISEhEiKgTKSDg4Osrq7K7wcEBEiWWWdnJ52dnaysrODi4iKoDhsbG6anp0XjoxCvQUFBBAcHY29vz/z8PJ2dnZLOotfrCQgIICQkBCcnJxYWFujp6aG7u1sSm4OCgggJCcHV1ZXFxUX6+/vp6OhgaGgIc3NzPD09CQkJwc3NjbW1NQYHB2lvb5fQTR8fH0JDQ3F1dcXMzIzBwUF6enoYHBxkfX0dDw8PQkND8fX1xdrampmZGbq7u+WJrbxqkZGRWFlZyTnQ6/WsrKzg5uZGcHAwfn5+sl1TsDyVNuLn5yfnYPv27Tx58oRnz54xNTWFnZ0dQUFBhIaGCja3u7ub7u5uJiYmpN6kJpukpCTOnz9PVFQUFhYWjI6O0t3dTUtLC1NTU7i6uhIRESEPkNXVVZqbm6mrq6OiooL+/n4OHjwo3UN1Tnp7e5mcnMTW1lZSmO3t7VlYWKCrq4vf/e53DA4OYmtryz/6R/9IWvMAY2Nj9PX1Sevfz89P9GyKbjowMEBpaSkrKyuSgqx8ej09PQwMDNDb28v8/Dx+fn6EhIQQFBSERqMR9Ex7e7swp+Lj4yXkdGJigtbWVvr6+pidncXV1ZX4+HhxP0xOTkqW4vj4OM7OzqyurhIeHi6o5/HxcWprazEYDMLyj4iIwMHBgbW1Nfr7+6mrq8NoNGJpaYmPjw/BwcFiOO7p6ZHPqZjpyhS/sbHB6OgonZ2dcm/5+/sTEhKCj48PlpaW9Pf3C05J1TuDg4MJCQn5LBb+/+7rZ11RWVhYmIKCgggKCsLX1xc7OzuWl5cZGBgQw+fy8rIwqDw9PUW4ODY2Rnd3N0NDQ8JH9/HxITAwEHd3d6njKBW44Q/Jr56enmIJsba2Zm5ujuHhYfr6+kTt7erqSmBgIL6+vtjb27O0tCRo35GREVZXV3FwcMDf319YS6urq3KTDQ8PMz8/L9yo0NBQnJ2dMTc3Z3Jykr6+Pvr7+zEYDFhaWgrzSF3k+fl5+vv7BV0DSFy6r68ver1e0Mc9PT1MTEywsrIirKWAgACcnZ1ZX1+X2svg4KBov/z8/OQ8WVhYYDAYCA8PZ2ZmhrGxMSn6BgQEEBwcLKuS7u5uuXlWVlZwdXUlICCAwMBAampqJPBTXTt1nnx9fUVeYjKZ5MGUmZlJXFyc1Ah7enqE2e7o6EhkZKTcGAsLC0xOTgozStVSTp06xd69e3n79q10YgcGBhgfH0ej0eDs7Iy/vz+BgYHo9Xrm5uZ48OAB9fX1wl768z//c+F12djYMDs7K8QKlXKj1WplEndxccHNzY3e3l55SCi1tY+PD3FxcbICVA+rnp4eSSJWD0RnZ2e8vb2l1trV1cXg4KAkOCvktIuLi9h6BgYGhC9lZmYmSUZubm7o9XpGRkaEazU9PQ386Ibw9vaWhsLGxgbd3d3S5VtbW8PV1RVPT08CAwOlDmgwGGhpaZEQEmWyDwgIEL7a9PS0SGrUBOTr60tISIhsBY1Go9zT4+PjbGxs8M033/zp0BOcnJyYnJwkIiKCe/fuieNerX6cnZ3Jz89nZmaGxMREHj16JHlyavnr4eHBoUOH2NjYID09XRIu7t69K9saLy8v8vLysLa2ZseOHbx79w4LCwtu3LghgDVl6dDpdOzatYvy8nLs7e25du0aKysrdHZ24ubmRmpqKm5ubuTm5tLU1ISbmxvff/89y8vLYrSNjo7Gz8+Pffv20dfXh6enJ9euXWN1dZWSkhLc3Nzw9/fH39+fvXv30tvbS2BgINeuXWNjY0MkBw4ODpLRZjQaRWm+sbHBgwcPsLe3R6vVEhERQU5ODiaTidjYWJ48eQL8WJtTmYNRUVFs27ZNWOWvXr3CwsKCq1evEhcXh8FgwNfXl+TkZBwdHdmyZQslJSVYW1tz69YtrK2t6ezsJCkpiejoaMLDw0lOTqampgY7Ozt6e3s5duwYi4uLgpGJiIgQpb2TkxNXrlyRfDtnZ2dSU1O5d+8enp6eDA4OEhkZKTd5cnKyqKm/+eYbLC0taWxsJCEhQdArsbGxVFdXo9Vq+f3vf4+5uTktLS1kZmYSGBgodprOzk7s7Oz4y7/8S96/f8/z589JSEggMjKSv/7rv5a6X1xcHA0NDezYsYOZmRlxMiQnJxMdHS3hFA8ePGBqaorHjx9LzXHbtm0iT7G2tubp06cYjUZu3bpFVFQUCwsL7Nq1i8jISOzt7dHpdBQUFDA3N8fly5cJDAzEYDCQl5cnKctBQUEUFxdjMpm4cuUKdnZ21NfXk56eLmnS/v7+1NXVYWFhwW9/+1vc3d2pqKhg27Ztgkny9PRkaGgI+DHLcnV1lQ8fPrBr1y4cHBxIT0+XVCYzMzPu37+Ph4cHhYWFbNu2DZ1Ox969e/H19RWw4c2bN7GwsBAPn6WlJTk5OaJLW19f5+nTp2g0Gu7cuSMe3UOHDhEYGPiT546fdaIymUxiGo6Li5OWdl1dHWFhYfj5+XHnzh22bt2K0WjEzs6Ot2/fkp+fz8jIiCSxqG1ERUUFly5dEi2Lo6MjXl5eNDc3Mzs7S35+Po8fPxYaQnR0NI8fPyY8PJyQkBCKi4uFRBkSEsKNGzfIz8/HaDQyNDTExsaG6HKUJqepqYn19XUmJibYtWsX1dXVjI6OsnfvXpqbm4EftVEHDhzg1q1bso0YGxtjfHwcrVZLSkoK3333nYQgmEwmGZBWVla8fv2a7Oxs5ubmsLS0pLy8nDNnzlBfX8/IyAiRkZESBNnd3c358+clzECn0+Hh4UFVVRW2trbs3LmTBw8eyDYkODiYuro6tm7diqOjI5WVldIpdXBw4IcffuDixYt0dXUxOzsrtZuxsTFqa2s5e/asNBkWFhb4x//4H8vPZWZmUl9fL+jmnTt3cuPGDf7pP/2nBAYGiu3o5s2b5OXlodVqqampwcfHBwcHB/R6PYWFhfz5n/85ra2tjI2NsbKyIkC9jo4OTp8+LRPq3NwcO3fulDANBdQzNzenrq6OwMBAvv32W0HOREdHMz09TUREhDgI8vPzMRgMaDQaWlpa2LdvH729vTQ2NpKbm8vw8DCLi4t0dHRw/vx5bt26BSDuCaVkz8nJ4ebNm4SHhwuBtLy8nMjISMLCwsQ4bWZmJp7Uw4cPMzk5SUdHBx4eHmIir6io4OLFi2KZ0Wg0hIeHU1RUxOTkJIcPH+b169eyKszIyODWrVsEBwcTGhpKY2OjIJjDwsK4ffs2x48fFy2Yoi+sra1RUFDAhQsX6Ovrw9bWlv7+fvLz86mursZgMLBnzx5GRkZYWVlhcnKSkydPcuvWLXx9fXF2dmZ+fp76+npcXV1JTU3lypUrpKWliaH+48eP7Ny58yfPHT/r1s/Dw8OUk5NDRUUFQ0NDeHt7k5KSgpOTEz09PdTU1GA0GgkLCxPAf319vcj/1dPVYDAIuEyJRVUQgzrBYWFhJCQkYG1tTXNzM/X19Z+B2paWlgQQ5uLiwpYtW0QNXVlZyeTkJMHBwdKJUUC0tbU1YUwpykJHRwe2trZs2bKFoKAgDAYD5eXlYnNJSkpCr9cLX0lZbRSjSIH3tFotCQkJhIaGStiESmxJTk6WblFNTY3YNeLj47G0tKSpqYmWlhZ0Op0A8ZaWlqisrKS7uxs3Nze2bNnCnj17cHV1paSkRIB+O3bsYH19nerqaurq6oTDlZKSIgOxubkZNzc34uLiCAgIYGJiguLiYiYmJggJCZHjKC8v59atW1hZWXHmzBmysrJYW1tjfHwcd3d3Abmtra3h7+8vAt+mpiaamprQ6XSyOltYWOD+/fv09fWh1+sJCwsjLy8Pe3t7/t2/+3ey6kxPT8fNzY329nbevHlDaWmpBIUYjUbRP7m6ukpHbmpqik+fPn0WUGFvb8/IyAgfP37EYDAQGxtLcnIy6+vr1NbW0t7ejoODA+Hh4YSFhTEwMPDZeyQmJuLg4CBBEwChoaEi7KysrBRjc0pKilxnNZZdXV3ZsmUL7u7u9PT08OnTJxnL6sHe3t4uadZZWVlER0djMBikrujh4UFaWhpubm6MjIxQWlrK4uIifn5+pKamotVqBdy4vLxMdHQ0vr6+aLVa6urqaGlpwc7OjszMTHnAVlRUMDw8LLVOd3d3ampqxNoUHx8voEUVPqG2uyo89/jx4386Wz/4kZI5PT3NyZMniY2N5enTp2JdsbS0xMnJidTUVDo7O7l+/Tre3t7k5+eLw9vMzEwomGfOnCE6Oprnz5/T1tYmyloPDw8yMjJobW3l2rVreHl5sX//flZWVqQLVFpayujoKGfPnhWWUXt7O05OTiwtLeHl5UV2djbNzc3cvHkTT09PcnJypMtoZmZGUVERw8PDchyFhYX09fXJ097f35/du3dTX1/P5cuXBbm8vr6OVqvF3NycV69eMTIywrlz54iIiKC0tJSRkREsLS0ZHR0lPDycvLw8OQ6VsKK6UJaWljx58oShoSFJalEDfH19nYGBAWJiYjh8+DCtra1UVlYK0XR5eVmK+Pfu3WNycpKvvvpKcgnHxsZYWFigubmZhIQEjhw5QktLC0+ePEGn0xEeHg78uLpwdHTk5cuX6PV6fvOb3/DLX/5SQjLn5+fR6/Xcu3ePnp4ejhw5gre3N93d3cIab2xsJC4ujjNnztDV1SWRaX19fdTV1UnH7a//+q+5e/cu58+fx9bWloKCAmpraxkcHJSYqCNHjtDe3i6exejoaNbW1ti+fTvW1tbcuHGDsbExcnNzhQNmZWVFb28vhYWFJCcnc/z4cTo6Onj58iV2dnaiQ8rIyBBw4czMDHl5eXh5eWEwGCRNuLy8nPj4eHbv3k1LSwtFRUUSfmpvb8+uXbtEjtPf38+2bdtwd3cHfgyWbWtr4927d6Snp3P27Fn6+/upra0VsKKlpSUnTpzAzs6O3/zmNwwODpKdnY2bm5uAC6urq3n16hUpKSkcPHiQvr4+Pn36xOLiotBVz549i6OjI99++y0DAwNs2bJF6pWenp6Ulpby8uVL0tLSOHTokLD/19fX6enpwdramq+//hpbW1suX77M6OioNDHUg0Xhxn/q63+6otJoNH7AZcAT2AB+YzKZfq3RaJyBm0Ag0AOcNplM0/+j93J2djadPn1akBYzMzNSDJyYmBB1sYODA+7u7mJdsbW1Fb+SChRQHioAe3t7KQ6qIqMSp01MTDA8PCzx6Cop1sXFBR8fH7y8vHB2dpaUkomJCcbHxxkeHhaRp7W1NXq9XorgLi4uaLVa+QzKrjI5OSlBEzqdToqwbm5u2NnZsbGxIT46FUCgfFE6nU4+g/rsZmZmGI1GpqamGBkZYXR0lIWFBZEPuLq6SkiEs7Mz1tbW4owfGRkRyL7KP0xPTyclJYWAgACJClepM+pvDA0NiYDQzc0NLy8v3N3dBdBvZWUlQsXBwUG5hopw4O7ujqurK97e3jg7OwM/Kr7LysqkMeDs7Cw2D1UoHx0dFYmJhYWFKKtHRkZE2b2ysiJG6aGhIWmaKIa5ra2tiFednZ1JTk4GfjR5T05OMjAwIEJX1bBRhWklV5iampIGiOpgqUAOxdtSgRiK8TQ2Nsbg4CD9/f0isdHpdOJJDQsLE2mJEguPjo7KOFNJPmrsqoAF9cBT5I+uri5JDgKk4+rk5CROByXINBqNjIyMyMNCyUVUAIr6DNbW1iIgVeN4bm5OyBt+fn7SuFKCYGV6npqaoq+vTwIwNjY2JNhE3Ys6nY7V1VXy8vL+j6+o1oB/ZjKZooB04P+j0Wiigf8LKDCZTGFAwR/++3/40mg0fPr0ifLycgwGA2/evCE+Pp7BwUGOHj2Ku7s7W7duJSIigomJCTw9Pbl9+zbwY7F8aWmJmZkZNBoNu3fvxtzcnC+//JL5+XmSkpLo7e2Vrt/9+/eFOZWamsr6+jrbt28nMTERZ2dntm7dysePH3FwcODq1auMj49TVlZGf38/bm5uGAwGTp8+zcbGBvn5+aJsXlxc5PXr1ywuLvL999+LmTQqKgo/Pz98fHzYs2cPU1NTpKam8v79ewBevXpFY2MjU1NTNDQ0kJGRIXgPe3t7UlNThXFtaWnJtWvX0Gg0PHjwACcnJ+DHlYtCtPziF79gZmaGmJgYysvL6enpobm5mYKCAvR6PdXV1eTl5WFmZsahQ4cEGRMfH09JSQl6vZ7f/e53ws9aWlrC29tbnpLr6+vk5ubS09ODhYUFNTU1Ihy8d+8ePj4+tLW1kZmZSVBQEGlpaWRnZzM7O0tCQgJFRUUsLi7y9OlTOjs7pcmgwh+GhoYoLi4mLCyMhoYGTpw4gbW1NampqcTExPD8+XN6enq4fv06RqOR//Sf/pNsy4aGhggJCcHCwoK/+qu/ErZ3dXU1JpOJsbExUYk/evSI2NhYhoaG2L17N7GxsYSHh5OWlkZTUxMeHh5cv36dubk5Hj9+TF9fH6urq0xPT3Pq1CkWFhY4duwYWq2WwMBAlpeXqaqqYm5uTsIOFPAwODiY8PBwDh48CMCePXsEBPno0SNaWlpoamoSf9zw8DAXL15Eq9WSm5srtVQbGxt++9vfMjs7y+XLl3FwcKC/v5+goCDJw1TC1rCwMFnZv3nzhsLCQiwsLHjx4gVpaWnMz89z5MgRSQcKCAigtLQUNzc3rl69yuTkJE+ePGFkZER0fMePH2dtbY1f/OIXDA8P4+/vL6u6+fl5Hjx4gJeXF+/fv2fbtm3Y29uzZcsWdu/eLWb7wsJCLC0tuX79OpOTk/+789J/O3f879aoNBrNA+Bv//C102QyDWs0Gi/grclkivgf/a5WqzV5eXmxtrYGIGIyZbHYnOemBHFKELrZtrE5x09liW3+783Wkf/elxJRbhaebv43+LHwv1nYBshTSYk4N+f1KZuG+q6QrH/8XYkBN+cCKlGgWlEo24f67MpLuFlIuTkLTuXFbRa5bv6syhkfGhoqgjxltlZZbdbW1sIz0mg0sqpycnISuqqtra080VWG4MbGhkSbWVlZSS6fypBTWXdKqqFy4ZRHUglflW5KoXtfvnwp10V9V6tIlZVnbW0tn1d56FTIa2hoKObm5kxPT8sxKWvN7OysXDsV1ba0tAQguXcKQ628cer8KIGn8nZaWVnJTkClTqutvUajwWQyiU/Q1tYWZ2dn0TIBgvhdWloSgasyZK+traHX6+W4ldhXYXxsbGxkDKkYs83Hra6TImKouDF1nRSdU/1vlcuoVtpqRb/5pSQ9itKg7mElAN6MfFbj9w8dyp+vRqXRaAKBJKAc8DCZTMMAf/ju/v/nd36p0WgqNBpNxfr6OocPHyYkJASj0cjevXvZuXMn6+vrJCcnc+7cOfR6PV5eXnz99dfExMTIDK+ifVJTUzl8+LAwqw8fPoyVlRXT09NkZGTg6elJS0sLHh4eBAUFSXE9KCiIpqYmPn36JBymBw8eiLL56tWr1NbWsrKywr1793j69CkrKyuUlpby/fffSz7g7373O6E0PH78mE+fPuHo6EhDQwPv3r0TPVNxcTE6nY7g4GABumVlZbG6usrs7Cy7d++WFvX27dvZvXu3JCOfO3cOR0dHXF1d+Yu/+AtJHD569Ch79+4VBMnJkyfRaDQ4OTlx9OhRqWFkZ2cTFhZGb28vfn5+YtNQybgq+dfR0ZGJiQkePXokg/3WrVvU1tZiY2NDYWEht27dQqPRUF1dzX/5L/+FiYkJpqam+Pu//3sqKytZWFjg+fPn1NXVYWZmRlNTE3fv3sXS0pKVlRWBqxkMBmG0Dw0NERMTIzUhte2+ceMGXV1dWFhY8PTpU0pLS7G0tKS0tJQffvgBc3Nzurq6uHnzJqWlpdTW1vLrX/+a1tZWhoaGKCkpoaysTLLobt++jVarFfbZxMQE4eHhDAwMYDQayczMxGQy0dfXR0JCgkgSAgICOHjwIObm5uj1er7++msiIiJYWlri9OnTbNu2DaPRSHp6OidOnMDW1hY3NzeOHz8uKv7c3FwiIyOZnZ0lMTGRXbt2MTQ0xNraGmlpaQwNDTE+Pk58fDwLCwvSyVQ1x76+Pry9vSksLKSwsBBbW1uKi4v57rvvWFxcpLe3l7/7u78TBMzjx4+prKzE1taWqqoqHjx4IHW3mzdvSg3tw4cPjI2N4evrK9q9rKwsLCws6OvrIyoqSlKtdTqdWM6sra05dOgQsbGxmEwmcnNz2b17N7a2tuTk5PDFF19gY2Mjdh4/Pz9sbGw4fvw4KSn/t+cnef0vT1QajUYH3AX+ymQyzf6v/p7JZPqNyWRKMZlMKQrzMjMzw8WLF3nz5g1tbW1cuHCBxsZGKisrOXToENPT01RUVEiNQWmaLC0tZZW1srKCh4cHs7Oz9PX1sWXLFpaWligtLZVipSI2BgYG8t1335GYmEhqairff/+9FMufPHmCubk527Zto7q6moWFBSIjIyWYUpENLC0tRbgYFBREQ0ODbCc/fvzI2NgYp06doqKigtraWi5dukRXVxcFBQV88cUXgn7Nzc3F1tZWQGcqM8/Z2RkHBwdx4aun6cbGBr29vYSGhqLT6Xj//j1xcXGEhIRw9+5dwsPD2bZtG1evXsXJyUkYUktLSxw/fpyioiIcHR3Zt28fra2tEsKgtjcKqavRaMTqExYWxuTkJHNzc+zYsYPW1laqq6vJz89nenqa9+/fc/78eezs7Hjw4AE5OTnodDquXbsmHaAffvgBT09P4uLiKC8vF+aRi4uLSDLm5ubESN7a2oqHhwfx8fE8fvwYBwcH9u7dy6NHj1hZWeHMmTMSXX/+/HnKysr49OkTR48epa+vj48fP5KVlYWTkxPDw8NERkZiYWHB8PCwrG7UKnBkZEQelg0NDaSlpWFlZSVQxsDAQG7cuMHBgwfZunUrN2/eJCwsjN27d3Pr1i3s7OzYu3cvHz58YHl5maysLCGGhoaGikVJfXd1daWzsxNra2siIyOprKxkZmaG/Px8ysrKKCkp4cKFC3R1dVFSUsKvfvUrpqenefLkCYcOHcLCwoIffviB9PR0nJ2def/+Pd7e3tja2jIxMSErGEDqjao5pZoUwcHBFBQUkJiYSEpKCvfu3SMwMJD8/HyuXr2KnZ0dx48fp6CggPn5efLz82lpaaG9vZ0dO3bQ29tLd3c3QUFBYsZWxAatVit1YKVja21tJScnh4GBAd68efO/MSX991//SxOVRqOx5MdJ6qrJZLr3h38e/cOWjz98/59CZwwGAy4uLuzYsYM7d+7g4+NDWloa169fF7HejRs3SEpKIiwsjBs3brBt2zZ8fHy4efMmu3fvxsnJiVu3bnHw4EEsLS25d+8eJ0+eZHl5mSdPnnD27FkmJyd5/fo1Fy9elCDJr776iubmZiorK7l06RIVFRW0tLTw5ZdfUlRURF9fHxcvXuTFixdMT09z7tw5Hj58yOrqKidOnODWrVtYWFhw8OBBrl69iqOjI3v37uXKlSv4+fmxbds2Ll++THR0NMnJyXz33XckJycTHh7OlStXRJB348YN+Rx37tzhwIEDWFpa8vDhQwnNVLAyg8HA27dvOX78OENDQ3z8+FG6UbW1tRw7doz6+npht6s28uHDhyktLWVhYYG//uu/pqmpSUIWysrKMJlMZGVl8fLlS+zt7UU4q9r0SvXt7+9PUVGRCA0bGhoICgrCxsaGsrIywsLCsLW1paGhQRAtPT09xMfHAz8+YGJiYoQcoVZ4qomQkJDAzMyMyDhUJBMgqcSqRa50cspe5eDgILWoxcVF4ZRptVoRKVpaWkoii2rgqP+tvG7KtK22wMoP6eLiIkgatZ1T20NHR0fZJllaWtLT04OXl5dQKlRjZGxsDFdXVzE2q0Thvr4+/Pz8JMfRx8eHxcVFQWKPjo4yNTVFSEgIc3Nz9Pb2kpyczOjoKENDQ6SkpEhHNjMzk66uLjG4qx1EQkICtbW1mJmZkZiYKMC+6OhoCgoKsLW1JSoqigcPHqDX64mPj+fJkyf4+/sTFhZGaWkpISEh+Pn58eLFC9LT0wkMDOT+/ftkZWWh0+l49+4dubm5WFlZUVBQwOnTp5mdnaWwsJCTJ08yNjZGcXExp06d+l+bjf5Hc9D/QtdPA3wHTJlMpr/a9O//Hpg0mUz/VqPR/F+As8lk+uf/o/dycnIynTt3TjoNyqM1Ojoq9gsV8+7i4gIgnQsVyQ5IzLqfnx8ODg5sbGwwPj5OX1+fdC0sLS0litzb2xs7O7vPbCiKGKDT6fD29iYgIAAPDw8sLCyYm5uTvzkxMSG1GlWQVOxwRX5Q9hhzc3NRofv6+qLT6URkp7xU8/Pz2Nra4unpKc53rVbL/Pw8w8PDn50PvV5PYGAg0dHREqduMBjE/a7qBU5OTnI+lNVhYmKCgYEBUlJSmJubw9zcHC8vL/z8/PD395dah7JetLa2St1HdQXVTba4uCjv193dzcbGhuTNBQQE4O7uzurqqliYBgYGxBCt1+sJDg6mqqoKk8kkHd3IyEiCgoKYnZ1ldnaW9vZ2ibMvKSmR2Hs/Pz/0ej02NjaMjY3R2dnJ0NCQtMeVZ23r1q3CklIYExVh7+npibOzs9hYbGxsMBgM9Pb20tHRIQpt1a1UAli1TVdWoqWlJdbW1gSsFxISIsLb8fFxurq6xMqjtpyBgYG4urpia2vL7Oys2LdmZ2eZnJwUkKOHhwfe3t6Ym5szOzsr51olEjk6OhIWFibdyuXlZek2Dg0NMT8/L1ju4OBg4XCpbXBraysGgwGj0YiNjQ3x8fE4ODgIhHFjY4PW1lY6OjqYm5sTLlZgYCDBwcHY2dlhZWXF+Pg4bW1tDA0NYTAYBG0UGRmJs7OzeEjV/aPkDJcvX/4/XqPKAi4CORqNpuYPXweAfwvs1Wg07cDeP/z3//ClVg4zMzO8evVK0K0qCDE+Pp6NjQ2mpqZoamoS1bfBYCAmJgYvLy/27t2LyWTC19eXwsJCFhcXuXv3Ls7OzrS3t3P06FE0Gg1ffPEF/f39osyFH4MNAgICGBgY4Pjx44LUGB4exs7OjmfPnjEyMkJZWZkUe9PS0oiKipKldHd3N52dnRQXF8sNnJGRgbOzM4cOHWJ+fp7AwECePHnC6uoqd+7cwdfXl66uLk6dOoVGo+HMmTN0d3cTEBDAzZs3JcTCz89PUK96vV5CK0wmk4QjNDQ0YGlpiZeXFwkJCSQlJQmPSnXTFAY5LCxMgi0PHz5MX18f/v7+XL16FY1Gw5MnT4iIiKCuro5z586xsrLCnj17JCX38uXLWFtb8+zZM5ycnDAajRw/fpzw8HDRYalQ1a6uLsnPi4mJISgoiO3bt4uPT6vVcvjwYUwmE1FRUbx8+ZKOjg6KioqYm5vDzMyM5ORk0tPTCQ0Nxc/Pj4WFBcbHx3n79i2Of8hDVMjhX/7yl+h0OrZt2yYE0v/6X/8rjo6OFBYWCpHyV7/6FVNTU6SlpYme5/LlyyKS3bdvHzqdjkOHDrG0tISDgwMtLS10dnZSWVkprX6VPhwdHU1oaKg8VF6+fCl2qrS0NPR6PceOHWNycpKEhASeP3+OVqvl22+/xdHRkTdv3rB7925WVlb41a9+hdFoJCsri4qKCqytreW+6O3tZdu2bej1enbs2CFlgI6ODiorK6mpqaGvr090TyrSTV1Pg8HAjRs3WF1dpbq6ml27dmEwGLhw4QLm5uYkJCTw4cMHHB0duXz5srgEcnNzWVlZ4fTp06yurhIXF8fz588xGAzcv38fR0dHFhcXxbaUkpKCt7c38/PzEtza29vL4OCgmJaPHDnyf2du+uz1P52oTCbTB5PJpDGZTPEmkynxD19PTSbTpMlk2m0ymcL+8H3qf/ZeqvX66NEj4uLicHNzw8/Pjzdv3ohjOzIyko6ODvHVRUREyDJTPTEyMjJ49+6dPMVPnTpFbW0tq6urlJaW8sUXXzA2NoZOp+PWrVvk5eUJYvXy5cuEh4djYWFBdnY2jx8/lpqXSo8ZHByUlBdbW1u6urro6OgQlbmKypqYmGDv3r0YjUbm5uZ49+6d4GDd3d25fv068fHxaDQaqSO5ubkxNzfHmTNneP36NfBjOu758+eF8V1UVCRLajMzM16+fClmYBcXF8rKypiamhLl7+TkJMXFxbIC8fPzw2Aw4OPjg52dHfn5+ZSXl2NhYcHQ0BB//ud/Lgp0tUWemJjAwsKChw8fkpaWhk6nIyYmhu+++47U1FT0ej3p6em8evWK4eFhVlZWSEtLY2Zmhvb2dqlP+Pn5UVlZSV9fH+bm5uzcuZPGxkYyMzMFYTw5Ocm5c+fkgdTQ0EBsbCweHh5Ct3ByciIzM1N44+3t7eTk5DA/P4/JZKK0tJS//Mu/ZMeOHYSFhfG3f/u3hISE0N/fz/Hjx7l37x6WlpZMTk5y9uxZPn78yNLSEkVFRVIeWF5elq2MorW+e/cOOzs7YUxVVVXR2dkpbon5+XkqKirQ6XS4u7sTHBwsNTWTycS+ffsoKyvDwcGBjo4O/uE//IeSZ/j48WPOnDkjHsL//J//M/Hx8eIEuH79ujQhtm/fTmlpKRMTE6yurpKRkcHKygptbW2MjY0RHR1NcHAwfX19jIyMsLGxIcJORQHZt2+frI6uX7/O7t27ZSv4n//zfxaB9LFjx+QzTExM8PXXX1NXV8fc3BxNTU2cPHlS8EW3b98mPDxctIRFRUVYWFiQnJyMTqcTVb4ymCs22k99/ewWmt27d1NeXs7U1JTgODY2NqiqqqKjo0M8Q+7u7rS1tfHhwweJUI+MjJRC+/DwMEFBQWzZsgVra2vq6upobGyUgE9fX1/6+vqoqKhgYWGB2NhY4uLiWFpa4tOnTwLMS0lJkaeoSs9Q8LGRkREqKiqYnJwkPDycpKQkAKqrq2lraxMSpqenp1gb1LFGRUUxMzPDp0+fGBoaIiAggNTUVKytramvr6exsRE7OztSUlJEp1JRUYHRaJR63fLyMrW1tYyMjODn50dKSgqOjo5ixbGwsCAhIUG41J8+fWJycpKYmBj++q//mrW1Naqqquju7sbOzo6srCzhx6v6RVxcHP7+/szPz1NcXMzo6KjA7BwdHamoqKCjo4PFxUVSU1MJDAyUVafRaJTrooBqnZ2d+Pv7yyqgurqahoYGUlNTBVOSmppKVFQU6+vrlJaW0tnZiZ+fH1lZWej1ev79v//30kVUtiRzc3MKCgro6ekhNjaW7Oxs9uzZw/3796U2mJmZiaOjI5OTk3z69ImIiAg5l7Ozs3z48IHBwUFiY2Ml0aWqqorR0VE0Gg2xsbEEBwfT09NDXV0dU1NTbNmyRcJNP378SFdXF56enjJuGhsbxSQcHR1NYmKidFVHR0fFiL64uEh9fT319fW4u7uzbds2nJyc6Orqorq6mrm5ObZu3UpCQgKjo6PU1NTQ2dmJr68vWVlZAHR0dFBTU4OtrS1bt26V+l1lZSVjY2PExsaSlJTE4uIinz59oqurS1bebm5udHV1Scz8li1bCAsLw2g08uHDB4aGhggMDGTr1q1otVrq6+upra3Fw8NDivGtra2UlpayurpKbGwssbGxmJubU1paKjFymZmZ2NjYSHNMr9ezdetWLl68+KfDo1peXqawsBBra2vy8vLw9PSkrq6O2tpa3NzcOHbsGLa2tpSWlvLkyRPCw8Mle6+kpISKigoSExPJzc2VdvTjx4/ZunUrycnJ2NnZ8enTJ8mI8/b2xs/Pj6amJqanp0UPpAB2Cts6NTVFe3s7JpOJhIQEQkJC6OnpoaysDAsLC/bu3YuXlxf19fXU1NTIsWq1WsrLy3n27BmhoaEcPXqUpaUliouLqaqqIiEhgb1790rd5dGjR6Snp8uxVlRUiHnY29sbX19fmpqaMBgMwolXmiFl2p2cnKS1tZWNjQ3i4uIICwuTY7W0tCQvL4/z588Lv8nT05O8vDwcHByoqKjg1atXREREcPLkSYxGowhw4+LiOH36NL29vZSWlnLz5k1ycnJITEzE3NyckpISwTd7e3sTGxtLbW0t6+vrol9T22UHBwfMzc0ZGRmhoaEBMzMz6uvrmZubIzc3l7CwMJqamvj48SO2trYcP34cS0tL6uvrqaurIzIyksjISKmhFBUVYWNjQ0JCAkFBQdTX19PZ2YmLi4tsjzc2NigqKuL48eP823/7byksLBRqq1JL29vbY2FhIWBBVYOamZkhKSmJ0NBQxsfH5WbeunWr/L2KigocHBzIz8/H0dGR2tpa7t+/j6enJ/n5+VhZWVFcXMzf/u3fEh8fT25uLqurqzx//py/+7u/Iz09nYyMDJFKKJOyIhRUV1fT2dkpGGzFLLe3t8fc3FxwSJv9ecrLt76+TkpKCklJSdTX11NVVYWNjQ379u0jMDCQyspKCgsLcXd35+TJk6yurlJVVcXHjx+FxKHRaHj+/Dn37t0jNTWVlJQUiYZ79+6dcLi2bNkiXDBlnbKxscFoNEoDwtzcnM7OTiFrKHvQT3n9rF4/Vb9RHS2lCbl48SL+/v7cu3eP2tpatm/fTlpaGh0dHTQ0NMjNoYSSgNhJVP2oqqqKsrIyEhISyM/Pp7u7mytXrqDT6fjqq6+ws7Pj1q1b9Pb2snv3bsLDw2lubpYB7+rqKnB/0x/itFdWVkhOThYVbm1tLTt27CAvL4/KykqpeV28eJGVlRVu3brF7Owse/bswcvLS2pGqoakRIdLS0t0dXWh0WhIT09Hp9Px/Plzurq6OHDgAJmZmRQWFvL48WOSk5MlkFLhcPfu3YtOp6OhoQGDwYCrq6vQOB0cHFhZWaG9vV1U8lqtlmfPnjE6OsqxY8eIiorizp07vHv3jqysLE6ePElTUxOPHj3CxcWFnJwcrKysaGxsFCa7ra0tRqMRZ2dnJiYmqKmpwd3dncTERGZnZ7l9+7ZsaQMCAuRaHjt2jF27dnHkyBGJ7Orr6yM4OJjAwMDPwjempqbEsGtmZiar6V//+tekpKTw6tUrXr9+TUZGBqdOnaK5uZnf//736PV6tm/fjrm5OVevXmViYoK0tDSZlPR6PWNjYwwPD6PX60lISMDCwoJ3796xvr7+2TEXFxdz6NAhScZ5/PgxQUFBHDlyBDMzM0E9+/r6fsZ2NxqNYiCPj49ncnKSBw8eoNFoOHnyJDqdjr/7u7+jvb2dAwcOkJKSQlFRER8+fCAiIoLMzEwmJydpa2sT1pji/Su1/eTkJCEhIezZs4euri5evnyJm5sbJ0+exMbGht///vcYDAa++uortmzZQnl5OeXl5WzZsoXk5GSGhob49OmT6J2MRiNWVlZoNBpaW1sZGRkhLi6OuLg4Pn36xKtXr4iKiuL48eMMDg7yu9/9DqPRyIULFyQBqLW1lbS0NGJjY4U/ZW1tjZOTkwiQlSj0p7x+1onK3NyczMxMrl+/jrW1Nbt27aKzs1PSfJOSkggJCeH7778nLCwMf39/Uc5WV1dz7Ngx4EehZVJSEpaWljg7O9PV1UVbWxtfffUVHR0dNDY2Sq5feHg4r169Ym1tjdOnT1NeXi5KaaVgvnLlCiEhIaSlpVFTU4NGo2FkZIStW7dia2vLlStXJOZobGwMo9FIX18fJ0+epL+/nzdv3pCdnS0TUUtLC7Ozs1y4cIGioiL6+/vFXe7p6cnLly/x8PDgwIEDPH/+HDMzM/R6vSTj3Lx5k6ysLMLDwykpKcHGxoa5uTmpCT148ID8/HzMzc3p7+9neXmZubk5ERxWVVVx5MgRDAYDa2tr1NTUCPP9wYMHGI1GkpOTmZycxNramocPH4oP8N69e7i7uwtdcn19nZcvX3Lq1Ck8PT0lGxB+XHG0t7fz7t07sRsNDAzISjA/P5/nz59Lp87LywsrKysRMjo5OZGXlyf1ETMzMwHH3bt3j7179+Lv709VVRVDQ0MsLi5y5MgRuru7+fbbb9m7d68U2Ht7e4WR9Nvf/paWlhby8/PlM7a2tuLk5CQhtOPj4/j6+jI7O8vGxgZPnjwhKyuLzMxMrly5gqurK1qtlpiYGBYWFnj27JlMVrW1tQIF3Lp1K2VlZZJrp9KLlA4vPz+fgoICFhcXycvLY3x8HDMzM9ra2oiMjGTr1q1cuXIFLy8vAgICpHtcWlrK/v37CQwM5Pnz50KijYyMpK+vj9LSUi5dusTc3BxlZWV4enpibW3Ntm3bqKysFHuOytnb2NjA3d2d9PR07ty5g42NDSdPnqS5uRmtVsvQ0BBpaWmEhITw29/+lvDwcOzGxvEAAQAASURBVCIjI0Xd3tbWxokTJzCZTDx69IisrCxBOLe1tdHb28s/+Af/gPb2durr66UOHBYWxrNnz37y3PGz1qhsbGxMW7ZskdQYFXWlitnKUKnigxQzfXFxUYyhyqjs5OSEg4MDdnZ2ooX54ygmFQmkmD6K1705vUZZFMzMzFhbW2N+fl5ax5vjqtRqy8bGRiK3NsddKfvE8vLyZzFE6j1U+ouKu1LbGldXV1mxwP/PkjIzMyPJL0ajUT4H/Ng9Vd0edQwqomn79u1iOVLE1KGhISYmJoTbrhjbAN7e3gLq1+l0n6361BN9ZmaGmZmZzxJUVPtdcawUltfKykr+hsFgkLgwBwcHiZKan5/HyspKhIPKYK5oqkajkdLSUvz8/Dh+/DixsbH8zd/8jdwYFhYWxMbGsrCwQHt7O+7u7nR1daHVamlubsbHx4f8/HxmZ2dpa2vD1tYWd3d3fH19hSuuitaKyqHIlyoCa2Vl5TOGvQoUUXz3zYx4lcgyNjYm8V8qFVqn00l2n1arxcvLSyZBFxcXIXqsrKyItKG7u5u5uTl50Dg7O8tDzs7ODm9vb/R6PY6OjgAy7tS1UqlHm/P0tFqtsOjVmPXw8JDjU+dCmewVDVWx0tfX1yUZScXNKZCjsmWphBwl71lZWWF4ePj/S91/B8eVZumZ+AMkMhPIhE14770HQYIACYJk0bsqmiKr6Mp0T7emZ1YrrUKjiBlNxC8U0m6sZiStFFJ3V3fNdJehLXoDsugJAiQIwnvvvU1kJoCEzd8f1d8J1qx2V6taVURnBKJYJIA0997vnu+c931eVlZW+Prrr/94elROTk7ClkpMTCQ+Ph6tVsvw8DCNjY2MjY1hNBpJSkoiMzNTKoampib6+vpwcnIS3QxAd3c3LS0tmM1m/P39SUlJISIiQrREo6OjQvxMTU0VPnR7ezuNjY3Y7XbCw8NJTk6WUri9vV1gaNHR0WzZsgWTycTU1BTNzc3C5lYVh8LBNjc3Mzg4iF6vJyEhgcTEROLi4hgaGqKpqYn5+Xk8PDwEpKbT6RgeHqa1tZWysjI8PT2Ji4uT9NrZ2Vm6urqw2+0EBQWxfv16IiMjWV5epq2tjfb2diYnJyWJRo3qOzs7aW9vZ3l5mfDwcOljWSwWurq6qK+vZ21tTcSdvr6+WK1Wnj17Jipudff29fVleXmZgYEBxsbG0Ov1ZGdnS4K04n/19fVhMBhISUmRVOX6+nq6u7slCl1pwNQoXVUA/f39NDc3C+V148aNTExMSANdp9Px+vVrurq6SEpKwt3dHavVyoULF+jo6BB3QEREBKdOnaKjo4OvvvpKTO1BQUGsW7dOqKTq+Lq7u5ORkUFkZCQRERHo9Xrq6uoYHx/HaDSSmZlJeHg4JpNJIH6qnxgcHExGRgZ2u134YMp0rXpdzs7OgtVR9qSUlBQCAgJYWFgQNr+S3qxfv57AwEBZKEZHR3E4HKSmpsrxUPjib7/9VpKA8vLyZNFtbGxkeHgYZ2dnUlJSKCwsxGAw0N/fT11dHdPT0/I5v806f/PmDaOjo5hMJlJSUoiKiiI+Pl6mrfPz8zLhjI6OlozFN2/eMDc3h7e3N5mZmRLtpaw5yo6kkqN/yONH3fopuP+JEyfE4vLs2TMCAwPlZAKEdPjs2TOeP39OfHw8P//5z4mOjqa8vJxXr15JyKESwxUUFBAUFMSjR4+ktD169Cjp6ekisnP8IdG2paVFmrgbNmygqqqK8+fPYzabWb9+PbGxsYI+NplM9PT0cO/ePebm5jh69Khor4qLixkeHiYgIAC9Xs/a2hpJSUlkZ2czODjIV199RVtbG9u2bePgwYNCkbTb7eh0OoaGhkTj895777G8vMz58+d59eoV8fHxcqIpfc/q6iovXrygtraWtLQ0zpw5Q2BgII8ePeLVq1dC91QM7vXr12MwGHj48CGPHz/Gz8+PTz/9lPj4eAH+6fV6yWlTtpXY2FgqKio4d+4cAPn5+cTHxzMxMYHdbsfb25v29nbu3buHRqPh/fffZ/v27XR2dnLhwgXMZrNE0a+srIjyeseOHezatYuxsTEuX75MU1OT6JJWV1el2uns7KS4uJjl5WUOHTrE1q1bWVtb49tvv6W7uxsvLy/pDyktj7e3NxcvXqSuro74+Hjy8vIkGl2N+Kenp+np6SE9PZ2jR4/i5+fH3bt3efr0KVFRURQUFBAREcHU1JQYgysrKykrK8PDw4MzZ86QmZlJU1MTL168kIGM0vVt27aN8PBwXrx4wZdffimj/w0bNrCyskJ/fz8LCwsAjIyMoNVqef/998nPz6ekpIRf/epXdHV1UVhYSHZ2NhqNBrvdTkBAANPT05SVlTE+Ps7hw4dF5nDu3DmB7qk+blRUFBEREUxPT3Pu3DmamprYtm0bJ0+exGg0Ul9fL3iZoaEhpqamyMnJYffu3Wi1WoqLi3n+/DlxcXEUFhbi4uIiN1o3NzeZsIeEhHDy5EkSEhJ4/vy5DD1iYmJk15GVlfX/STP9R936GY1GhzLYuri4iAtbTY2UE/7tqCr174Ac5LeDKhVRQMVQ/dce6j2+7ep+2+Wtylb157cJAGo6pJzzbxMT3v6ef/j/b/8+NblTCmDVw1FfqnRXFg9AknHVl2o4O/4Q5Pn256PVatmzZ49QCFxcXCQVV+GeAVGeK+e+w+HA19cXm82Gq6vr98p7xRdSXCiLxYKrq6tYRBSnSREPlNdMvTbldVOK7KtXr8rvdXd3Z2FhQeKzVCSXuiAqKyvx8/Pj5MmT+Pv789lnn9Hf3/89coQ6T7Zt20ZwcDAeHh4sLCzg5uZGb28v4+Pj/E//0/8kmYNarVaOubLKuLq6YjQaGR8fF5ChxWLBZDIxOzsr0yy13bTb7UIlUK95eXmZ0dFRObYq5ENtl1SM1j/0qapYLRWd5ebmJue3Im2omC91bhkMBvmsnZ2d5dpQkVjqOCqml6IgqHPC4XAIiUO9J3VeLS8vyzmgfrebmxt2u12uV/X5qyQdlQJkt9uFGaesSJ6enri4uAjPraio6I9n66f6N0lJSYSEhLC8vExvby/t7e1MTU3h4eFBXFwcsbGxGAwGzGYz7e3t9PT0CJgtNjaW4ODg7/3s5OQk7u7uxMfHExsbi9FolDG+ElGGhISQmJhISEiI3N3a2tr+T8/r7u4uP6uMpv/wZ3t7e2lra5NtzX/tZ9VWNTIyUraW/zANRNlLYmJi0Gg0jI+Pi6BPPW9SUtL33m9ra6skx6jQg8zMTCIjI2lubpbegpeXF7GxsfK8CvVstVoFABgTE4OPj48wlnp6euSziouLE855a2urWIAMBgNZWVnCrhobG5OtuapAVdST0WgUX+KpU6ckKmxwcBAXFxf8/f1F47O0tER3dzdv3rxhYGBApA6ZmZlERUVhsVhoa2uTlB4V0RUXFwd81wbo6OhgZmaGiIgI4XPl5+eLsr+7u1uMw4rr/bbtR5m/VQKS3W6X+DK19VWpLKpKbGlpobOzk7m5OaKiogSNrewtaounUoySkpJE3d3d3S16MR8fH1JSUggODsbZ2VlU3irtJisri7S0NIxGIzabjb6+Ptra2lhaWpLKRVnFuru75TxR/diNGzcK9qa/v5/Ozk5sNhtBQUESJqsSgxobG0WkqoSl7u7uOBwOGhsbaWlpwWaz4e/vT0JCAkFBQRgMBoaHh+UYabVasX+9fbP87338qFs/Fb/z6NEjoVC+evWKwsJCdu7cydzcHKGhoVitVr766iuWl5eJjY1lcXGR7du3k5uby6NHjxgaGmJubo5Xr16RmprK4cOHmZubk2bwV199xfT0NJmZmaIxKSgo4NmzZ7S0tLC2tkZlZSWRkZGcPHlSdDV6vZ5Lly7R3d1NXl4eLi4uJCQksG3bNsrLy0Wr1NjYiJeXF2fPnsXFxUUWrNu3b1NbW0thYSGBgYGEh4cLivjx48fSk9FoNHz00Ud4eXnR19cnIRZlZWVs376d8PBwScfp6enh6tWr0uOxWq2cPHlS9GFqa/j06VO2bt1Keno6bm5uFBQUiGRCNbdtNhsffPABiYmJ0jsZHBzk0qVLJCcnk52djV6vF9SxwsuqqdCePXvYsWMHL168kAb/gwcPiI2N5dChQ0KecHFx4dKlS9TW1uLr68vs7Cznz5/HYrGQkZHBysqK2GVu3LghQtvKykp8fHw4c+aMmIbX1tb45ptvGBkZYfv27fj4+BAVFSXuhJKSEnQ6HZ2dneh0Os6ePStk18HBQe7evcvCwgLvvPMOJpOJ4OBgtm/fzosXL7h9+zYuLi4S9fXnf/7nuLm5UVtbi6urK5WVlbx584b9+/eTkpIin01XVxfnzp2TqsjhcPDBBx8QEhJCXV0ds7OztLW18fz5c3bs2EFeXp70m4aHh/n666+lup2bm+Pjjz8mPj5e0pZ6enp4/vw5qamp7Nq1CxcXFwmT+PLLL7Hb7aKp27t3LwUFBTx8+JDBwUGGh4dFK7d//37GxsbkRvf73/9e+O5LS0ts3rxZpoRtbW1oNBpevHhBWFgYH330ERqNBqPRiMlk4tq1a7S0tJCUlMTq6ippaWns3r2b1tZWGhoacHJyor6+HqPRyCeffIJGo5E0b5Vg/kMeP+pCtby8LHfi9vZ2aVZWVFSI4PH58+dyV3r06BEGg4GioiIePnwIwOHDh3n69CkTExMcP36c8vJyoSA0NTXx6tUrzpw5w/DwMPfv3xcP27Vr13jvvfcwGo1cvHiRbdu2ERYWxoULF8jKyiIlJYWrV68SERFBbm4uxcXFeHl5kZeXJ/2IDRs2SIijIoqazWZRzFssFuLj4wW25uHhASCwPAC9Xi8XoJ+fn5AFEhISZEqSmprK7Owszc3N5OTkiPVDAf4fPXrE+vXriY6OZnp6WoSJly5dIjAwkLy8PH73u98Jfvjrr79mfHycY8eOcfv2bUZGRvj5z3/Oy5cvqa6u5uc//zmtra20tLTw4YcfMj4+zuvXrzl+/Djz8/N8++237N69G6PRyK1bt1i3bh2enp68evVKcL4tLS1iAq+vr0en0xEXF0dXV5ckSwcEBAiBQMV6qd6eErWWl5djMBhEzd3f309SUhJdXV0sLi4K08psNnPgwAEZHuzevZuhoSHKy8s5dOgQ8fHx/PrXvyYtLQ2DwcCVK1c4cuQIMTExfPXVV0I7/eKLL0hJSSEzM5Pf/va3mEwm3n//fa5du4anpycffvghxcXFjIyMcOzYMZ4+fUp/fz9Hjhyhurqa3t5eDh06xODgIPX19RQWFjI2NkZNTY3cLJqamqRvMzExQWxsrAxhTCYTi4uLDAwM4OXlJW0G1bNTcEMF1ltZWZHUGpPJRFlZmdh9ampq8PHxITU1VWLo3nnnHR4/fixymidPntDb28vRo0d5/fo1NTU1fPjhh3R3d/Pw4UM++OADJiYmuHHjBsePH8dms/H3f//3bNq0CY1Gw+9+9zvy8/MJDAzk3LlzREREkJ6e/r1z7+LFi7i7u5Obm8uVK1fkmP+Qx4/ao9LpdA5lrlRxz56enlKeenl5yRgXEGmCYnRPTU1hNpuZmJgQlbmKBPfy8hKm09uSAxWnrVjVamRutVrlpNDpdCIZMJlM+Pj44OnpicFgkL3+4uKijOmnp6fld6i+g2oEK9mBr68v3t7eIp9Q4kMlf1ASitnZWSENqL6HwWDAy8sLHx8fvL29JYpeo9HIRa+Af/n5+fL7FAXSy8sLf39/VldXRfWuYuLhOz67ij8aGxuT12W1WiV8VH22Xl5eIj9QbHn1HOozVbozs9ksAbEqilxx01NTU+nq6sJisWA2myUcVBEuFV+prq6O8PBwzpw5Q1hYGI8ePaKxsVEAcZGRkXh5edHW1kZbW5swvT08POR8Cg8PB6CpqYk9e/awadMm2traaG1t/R6zXlFMAen9+fr6yuje398fJycn3N3dpVe5uLjI2NgYFotFKrfZ2VmJdTcYDBiNRtHEqXPa8Yf4c/gOd2S325mcnBQqg4pSX1paQq/X4+HhQUhIiJi6g4ODmZ+fx8fHh6WlJQkbHR8fl1bG3Nwcy8vLQrddWlqSgFHF8Pfy8pIhx/LyMhMTE6ysrEiIrpIIATJ19fT0RKvVyjmgiAkKfaOyCMxms0h71O/S6/Wsrq7y1Vdf/fGk0KipkouLC0FBQRw+fJioqCiampqYnJzE19eX1tZWvvzyS1pbW9Hr9dTW1vLixQsJDHV1dcXb25sjR46IK9vhcJCbm4u7uzuPHj2iqqoKZ2dnWlpa+Prrr+nu7paeQnd3NykpKZw4cYLQ0FB0Oh07duxg586dzMzM0NnZKSfDlStXePDgAQ6Hg7GxMR48eMD09DT5+fkidVi/fj0///nPSUpKYmFhQaQVbW1tPHz4kLm5ORYWFrhy5Yokq7i5udHS0oKzs/P3CIjJyckcPXpUEoBXV1cxmUy8fv2aixcvMjU1hVarpaKigqqqKn7yk5+wbt06FhcXCQkJ4ec//znvvPMONpsNJycnCgsL0el0fPvtt/T19QHw6NEjvvjiCzo7O/Hw8GBsbIzW1lZSUlLYsmWL6LwOHTrEtm3bpOelgHCXLl2iurqa5eVl6urquHPnDqOjo6xfvx6NRsP8/Dz79u3jzJkzxMTE4HA42Lx5M2traxw7dkx6Srm5ufzkJz8hJCQEi8UisfFVVVWUlJSwurrK2NgYf/3Xfy0VRGBgIJOTk+Tl5fHxxx+Tnp4OQFFREYcPHyYiIkIkC3FxcczPz/NP/+k/pa+vj+DgYB4/fkxTUxOJiYmsW7eOlZUV4uLi+Pjjj8nKyhLlfX5+PtPT01y+fFmmc6Wlpdy5c4elpSXi4+Pp6uqSrdehQ4dYWVkRlXhGRgbd3d1MTU0REBBAS0sL9+/fp6amBoPBQEdHB7du3RJWusFgYGVlhQ8++IBjx47h4eGBTqdj/fr1hISE8ODBA54+fYqrqytNTU18/vnn9Pf34+/vz9zcHK9fvyYyMpL33nuPwMBAbDYbGzZsYP/+/ZJIrSbpV65c4fHjx3JOq+Sk3NxcwsLChHz6i1/8grS0NBYWFoiLi2P79u2MjY3x/Plz5ufnmZub49atWzx79gyj0ShOCbvdzuHDhykoKMDV1ZXk5GR+9rOf/eC140etqPz8/BynT59meHiY+vp6xsbG8Pb2JiMjQ/bNLS0ttLW1sbq6SmxsLKmpqXh4eNDX10dDQwOTk5P4+flJLPzc3BzNzc2CB46PjyclJQWDwSBYlMnJSQIDA0lLSyM8PByr1UpjYyPd3d1oNBpR4bq5udHT00NjYyPT09MEBweTlpZGaGgoZrOZ5uZmuru70Wq1JCQkyGvr7e2lqamJ2dlZ0dgEBwczPT0t2AtXV1dSUlKIj48XpK76mfDwcGFOjY2N0dDQQG9vr2iTEhIScHNzo6uri+bmZux2O5mZmfzZn/0ZXl5ezMzM0NDQILlz6nkUuuPNmzfAd1FMqamp+Pv7Mzs7S11dnYz7s7KyJM5dVR+qIZqamorJZJL3OTIyQlBQkOTbKZ5Vc3OzREqlpKRgNBqpra2lra2NAwcO0NPTQ1NTkyzAqmE/MjJCfX09g4ODNDY2UlRUxD/+x/+YgIAAfvGLX+Dq6sqNGzcoLCzk1KlT7Ny5kzt37vDNN9+IgDc2NpasrCwWFxfp7++nvb0du91Oc3Mz/+pf/Svy8vK4cuUKDQ0N9Pf3YzQaJS9PmZM7OztZWloiMTGR5ORk/P396e3tpaGhQaxKCQkJREREMD8/T1VVFaOjo8zPzxMdHS0Xe2NjI83NzYyOjhIcHCz6vunpabq6unjz5g3Ozs7SazMajd8bWKhjGB4eztLSkhwnNzc3kpOTiY2NlSxMhUJSWkF/f38mJibo6uqiu7sbZ2dn8vLyiI2NlZZLf38/IyMjBAQEkJmZSUBAALOzsxLn7vhDAnd8fDzLy8u0tLTQ0tIiFp7MzEy8vb2Zn5+XYYFS8atw3La2Njo6OpieniYuLo6/+qu/+uOpqDQaDc3NzTx69Ij4+HjOnj2Lq6srVVVVskq3trYSGhrK6dOncXNzkyw4dUfw8vJix44deHp68vXXX9PU1EReXh7x8fEyKdNoNNy8eZOGhgZ2797N9u3bmZiYkIlRfX09XV1dvPPOOxw6dIju7m6eP38u8oKZmRnWrVvHrl27aG9v58KFC6ytrZGWliaomezsbMbGxjh37hyrq6scOnRI8t1UbNO9e/dYW1vj7NmzgqAdGhrC2dlZ7vzHjh0jMTGRO3fu8OzZM1ENw3cWlbS0NJ4+fUpxcTGxsbHk5+cLR97Dw4Py8nLu3r1LUlISp06dAqCjowO9Xi+TsI0bN/Lnf/7neHt7U11dzcLCAgaDgYmJCfLy8vjJT36Cq6sr3377rUStm0wmeZ8Kh9LZ2cmHH37Ipk2bJHpqZWWFsrIyhoaG+MlPfsLZs2cZGxvjzZs3st20Wq3cuHGDmZkZjh49SkREBIODg/JZq8Z+YWEhhYWFdHd309XVJUr41dVV9uzZw/r163n69Cl37tzBZDIRExODVqslLCyMlJQUysvLuX79Ou7u7pLy4+rqSl1dHY2NjczOzhIUFMTZs2clJVrFbrW3t+Pl5cWJEyfQ6XRcuXKF1tZWQaGsrq5Kb+6zzz6joaGBgoICQkJCAAgICMBgMPCb3/yGN2/esHfvXvbs2SMuC41GI4bhd955h08++YTx8XHu378vCvDe3l7S09M5ffq0sM7n5+dlsGO32wkLC6OtrY2/+Zu/oa+vj507d0ogrMI8qxvT8ePHKSgo4M2bN7S3t39vonfgwAESEhJ4+vQppaWlGAwGkVCocNSHDx/y4MEDQkNDJW3G19eXsLAwamtruXz5MqGhobz//vu4uLjQ1dUFfEdnra6uJigoSHL/fujjR62oXF1dHYcOHSI0NJSxsTFBbISGhpKTk4Ofnx8DAwOCU42MjJTVu6urSzxraiSv0+mora2ltraW5eVlkpKSSEtLw9nZmaamJom2Tk1NJSUlRZKN29vbv5dKbLVaqauro6enBy8vLxmJT09PU1NTw+DgoBhwQ0NDmZiYEClAaGgo2dnZ+Pv709fXR01NDTMzM0RGRpKTk4Onp6fgOex2O4mJiaSlpYnpt6am5nuvHZAK0c3NjfT0dJKSklhcXBTs8PHjx8nKyiIxMZHZ2Vlqa2tpb2/Hz89PFNWTk5MS1BoWFiYVwvj4OM+ePWN+fp6YmBhRS4+MjEgAQnZ2NlFRUYSHh9PW1ibq/5SUFCIjI/H19aWpqYmGhgZmZ2fJy8sjOTmZhYUFGhsb6ezsxNnZmU2bNpGeni6RW+7u7rS3t1NZWcnS0pJEV3l7e9Pb28v/9r/9b3h6evJXf/VX7Nq1i5cvX/L555/j7u7Ow4cP2bt3LydOnCA1NZW///u/5+7du3Js1TTqzZs3dHZ2EhQURHx8PFFRUdy5c4fIyEi8vb3p6ekhPz9fFNsNDQ0sLi4Kfys4OJjBwUG6u7vp7e0lJCSEvLw8iZlqa2uTkIjU1FRCQ0Opq6ujoqICFxcXoqOjv5eArSazubm5wuJvbGyU6jczM5OIiAhmZ2cFiqdCeKOioqRy6+joELikkqI0NjYKByw7O1u8liqOLiMjg3Xr1gnGSB0vxX3z9fWVdGQnJycyMzNJT09nYWFBrh+9Xk9OTg6xsbGSGN3c3CzJ5evWrWNkZITq6moRkaqQ1rm5OV68eMHY2BgXLlz446moVldXCQ0N5fz58wAEBgYSGhrKli1buHv3riwk0dHR7Ny5k4mJCby9vTl37pzoUEJDQ8nKyuKbb77BycmJkZERMjMzKSoqoru7G51Ox+XLl4X9HBgYSFxcHOfOnUOv10s/5W0D8s2bN8Vq4u3tjb+/P1988QXe3t5YrVYKCgpISkri1atXAJJnlpCQII3uL774gvDwcNbW1ti8eTPh4eE8efIEh8NBWVkZu3fvJjIyUpqYCuDn7OxMfn4+7u7u3Lt3DxcXF4GVBQUFSdNewf3V4u1wOPjmm28wGo2Mjo7y/vvv4+fnJ83sZ8+esXfvXjw8PGRL9OjRI4KCgiRpV9l01JRKVROBgYEMDw9z+/ZtgoODsVqtfPjhh1itVjo7O5mYmKCqqop9+/ZJo3ZycpK6ujo2btyIzWbjwIED1NTUSBZcfX09paWluLu7Mz8/z0cffcTU1BTj4+NS4X744Yesra2Rk5PDy5cvuXnzJnFxcTgcDk6dOkVra6vgq0dHRzlz5gx2u52MjAzhL6lF4siRI5SVlTEwMMDIyAjt7e2cOnVK3AyPHj0SAN3U1BTbt2+X6dj09DSrq6scP36cwcFBPDw8RI6wZcsWqTBKSkoYGhoSSOH+/fupqKjA4XBQUlJCcHAwBw4cQKfTkZCQwG9+8xsRWnp5ebF161ZJUa6trSUkJIR3332XtbU14uLiuH79OvPz8zIgKCws5PHjx5jNZjHeb9u2jdHRUdzd3bl+/TqBgYFEREQQGRlJSkoKX331lWCG8/Pzyc/Px2q1Sq5faGgocXFxREZGEhcXx+eff87Kygrt7e1CMWlpaWF+fp5z586xfv16EhISiIyMJDg4mL/7u7/DZDKxtLREQUEB2dnZlJaWAnDjxg0KCgqkL/lDHj+6KdnPz0+mLW5ubpLy+vZEwdnZmYWFBWZmZiS5eGZmRpAgyhisJjOKg22322WqNDExwfj4ODMzM6L4dXV1xcfHR9KLfXx8xCoxPz/PzMyMpDYrQ7CTk5PEIYWFheHv7y9oXWdnZ+bm5pienmZiYkLMrXa7XXLX1PtTUyCVjWc2m+VCVSnOSh3s4eEhC+bbr1Or1bJlyxasVqvELanpncqP8/f3F7Owr6+vqJcnJiaYnp5mcHBQpjOurq5SoSqxptFolCmaCk5Q1pPV1VVRYatsPjWti4iIEM74xMQEi4uLzM/Py1SpoKCAtbU1zH+Imlem8cnJSWw2G3a7naamJuLi4jh9+jQZGRl89dVXREREEBISwv3792UaFx4ezsOHD8Uuo/L+IiMjxfcYGBgox0Iluuzfvx9XV1fu3Lkjn7VKb/by8hJ/oxLfqnaEMukqr5xerxc2vtFolERgm80murqRkRFGRkaYn5+X/Dx1XJXPLjY2Fq1WK2nCIyMjdHZ2MjMzI16/5eVlYWlFR0fLZFotuNPT08zPzzMyMiLnu7IXBQQE4OrqSnR0tJjWnZychG81PT3N0NCQnPcLCwsiPlXmaRcXF1H+W61WVlZWBA8+OTkpk0qtVouTkxPBwcH4+/vLtNNkMjE3N8f27dv/eJTpag+skoHDwsJkW9TW1sa6detISEiQRNyZmRnS09MpKiqSKKyhoSGCg4NZt24dGo2Guro6gYIpz5dqiOv1ejZu3ChK5Tdv3jA+Pk5ISAghISFMTU3x9OlTpqamSExMJCcnBx8fH6xWK/Pz80RERLBx40Y8PT1pbGykvr4eHx8fNmzYgMFgoL29naqqKjQaDbm5ueTk5IjJc2FhQbYHFouFiooKhoaGSEhIICcnR0SULS0thISEcODAAXx8fGhubqahoQFnZ2dR8Ct+d1paGnFxccTExODs7Cz+xdTUVDZs2MDMzAyvX7+murpa7vpKifzmzRsiIiLIyckhICBAUniMRiOJiYkkJibS09PDgwcPmJqaIjs7m7y8PObm5mhpaaGjo4OsrCwOHjyIVqvl9evXDA0NsbS0JHHf5eXlgkDZsGEDkZGRzM7O0tvbKyk6VquVwsJC0tLSmJyc5NWrVwKJU8OJubk5Hj9+TFlZGampqTgcDpqamjCbzRQVFUmlqCgPKysrkpQzOTnJzZs3hbipUL+KunnixAl+8YtfMDQ0RH19vSTIeHl5AcjwQU2og4KCRBTq4+NDRkaGeAhfvnzJ/Pw86enppKWlsbi4SFVVFV1dXYSGhvLOO+/g4uIicWFqCxgaGsrz589FyLtu3Tpyc3NZW1uTBXHDhg1kZ2djt9t5/vw57e3t8jlrNBpu3bpFX1+f0FRDQ0N59eoVIyMjxMbGkpycLI39pqYmDAYDCQkJREVFMTY2xuvXrxkfH2fLli1s3LhRWjH9/f2YTCbxGj548ICXL18SFBREamoqQUFB9Pf309jYSGBgIDt27CAgIICOjg4h56rCY2pqimfPnkkoyw95/KgVlbe3t0M1gdWqPzExIXcspW1SlYhanU0mk8QdzczMiA5GZd6roEg/Pz+5EyiVutlslpghpX9R1ZxSKr+N3lhZWRFkx9jYGFNTU8zPz4u/yd/f/3vPAd8BAZUmST3HysoKbm5uUk15e3sTGBiIRqMhLi6OmpoaRkZGJMFGVW9KsxQUFIS/vz8eHh44OzvL61SpHs3NzURERLC6uiroj8jISPHnqYtLVXlDQ0MsLi6KhysuLk76Rv7+/hiNRqlelcZocHCQ2dlZ0YeZTCZiY2NZW1sTHpN67+p9qGHC6uoqUVFReHh4EB4ezq1btzAYDHh4eIh1SCXr6PV67t69y+zsrAQCtLS0cP78eQoKCggMDBRAm+JmvXz5UoJS1ftUKcDqQomOjha1fHV1NQMDAxw+fJjZ2VnOnTsnKcCqslLH1tvbG5PJRH9/v6j3u7q6mJycFG2eqqyVTUlJDBQUcWJiAovFIikyCsmj8CxhYWEAosOanJyUz10NAQIDA3FyciIsLExwPHa7nfHxcQYGBiR6S6UMubq6ynRPnWtBQUGMjIwAiGRCYYjc3NwICAiQ1xQXFydN9YmJCQYGBpiZmaGvr08Ybj4+Pnh4eBARESGflVLoq9eipulDQ0N4eHjg5+fHv/7X//qPp6JS2wUVRrC8vMyGDRvYsGEDra2tVFZWEhAQQEFBAQaDgfLycqqrqyUrb2pqipcvX2K328nPz2fnzp00NTVRXV2Ni4sLGRkZaLVaXr58SV9fnzCkl5aWaG5uxsnJiV27dhEVFUVzc7Mgi1NTU4X42NfXR3p6ujTIS0tLcXV1paCggPDwcBoaGigtLcXf318SZisqKhgcHCQtLY2DBw9Kntnq6qoEMFRXV/P06VOCgoLEmjA+Ps7g4CBZWVlkZ2czOjoqXO+oqCg8PT2pr6+noaGB48ePi7evqqpKTuTc3FxGR0cpKSmhqamJLVu24O7uTn19PY2NjZKwsra2xuPHjxkZGSE3N5fc3FxaWlp49OgRRqORoqIieU3t7e1ERkZy9OhR1tbWePLkCRaLRUbtdXV1FBcXMzc3x+7duwkNDWV1dZXx8XFJZjabzTx58oS2tjZcXV3RarVs3LiRmJgYmpubKS4uJjw8nC1btuDk5ERZWRkWi4WtW7fy3nvvcffuXe7evQtAenq68LUuXrzI+Pg4BoMBNzc3xsbGGBwcJDU1lezsbGZmZnjy5AkrKyuyFayrq6O0tFTgb+vXr+fBgwcMDQ2RkpJCenq6yAY0Gg3Z2dnSm7FYLLi4uLBx40aMRiM1NTW0tbURERFBdnY2ZrOZa9eusbq6KnmNdrudnp4eTCYT27dvR6PRSAWq0rBHRkZ49uwZWq1WjsfLly9pbGyUIAmNRiMYYTWwsFqtPHr0CI1GQ1FREXl5ebS0tEiFEx8fj7OzM2VlZfT397NhwwYSExNFGmE0GtmyZQthYWHU1NTI4CMnJwcnJyeKi4uxWq0i3VDTcoPBQGZmJjExMdTW1lJXV8fk5CSbNm1iaWmJBw8eMDo6SkpKCrt27WJhYYGnT59KD/aHPn7UZrqrqyvnz5/H398fi8XCnj176O7upra2Fg8PD9zd3dm9ezc3btzAxcVFmpwajYaSkhLB4X744Ye8ePFCsgHT09PFNuDs7ExfXx9nzpwRXcro6CgBAQHs37+f8vJyNBoNtbW1HDt2TJg8Q0ND2Gw2SW12dnampKSETZs2ERcXR19fH9PT0zQ2NvLRRx8xMTGBi4uLpNZu3rxZIGHffvsthw8fZnV1FVdXV8rKyrDb7ezdu5fp6Wl8fX15/vw5RUVFhIaG4u3tTWdnJzU1NRw8eBC73S6hq+Hh4fzZn/0ZycnJzM/P8+LFC/bs2YPNZiMmJoYrV65gs9koLCyU/Lhf/vKXhISECF9bpQqrHLqAgAD+5m/+Bn9/f5nejIyM8OTJE4ld2rp1K19++aXgbjIzMyV4ITAwkIWFBQ4fPkxFRQXDw8MiOi0sLOTWrVuYTCZmZmbYuXMnZrOZf/SP/hElJSXSS1FE1eLiYnx8fBgdHRWfXkdHB0+fPkWn03H8+HFKS0txdnamurqaXbt24eXlRXt7u/SQfvGLX9DV1YW7uzvV1dXk5OSQlpbGy5cv0Wg0PH/+nE8//VSGDK9fv2bHjh0cOXKEhYUFdDodjY2NfPLJJzg7OwthU6XDdHV1ERUVRXFxsfC4lN2ptLSUI0eOiEXo7XG+ciVcuXKFw4cPMzk5SWJiInfv3mVwcJCMjAymp6cJCQnh97//Penp6eKHHR8fp6KigvT0dNbW1sjKyuJ3v/sdTk5OREdHk5CQgM1m4/bt24SGhkqg6507d8QwnJqaSnh4OJcvXyYmJoaVlRV27txJeXk5nZ2d0g/duXMnly9fFmvX3r17JUJe0WV3795NeXm5gBhzc3MJDg7mzp07rKysMD8/z5/+6Z/S29uLzWYTi1xBQcEfXwqNVqt1KIytwpco68Hbkdvq3+A77ZVChyi0iUK7qO9RP6fVauV71M+8jUR5G5uivkc9h/r/f/j36vP5h9+r/l69HvVn9Xg7mEHZGhQCQ71mg8EgdoW3rRzKFwgIYFCZX5XdRm2ZVlZWxKqgtgCenp7y2aptpdlsFrSOMmAr/rwyLC8sLIhBW4VXuru7y7RUVYMDAwO4uLgIy0pZZtRET6/XSxWlMvuOHz8ux1oFsyrkisoEDAgIYPfu3fj7+/O3f/u3mEwmSTq5du0aoaGhJCQkkJWVJUlAqampQnC1Wq2Skry8vExYWJhsxxRS98mTJxw/flwiztV5p9frmZiYkHNRo9EwOTmJwWBAr9czOTkpTWiTySSfq7OzszDR1JBoeXkZnU6HTqfDarXi6urK7Ows8N3NWpFoPT09JRxDabUUSkg12BUyyM3NjaWlJUwmk5A35ubmJDbew8ODlZUVjEYjDodDUDjKJ7i0tCQWmvn5eWlNqKHK1NQUYWFh38P26HQ68aYqdJCzs7NscxXxVjXSVVNdORTc3NyEfrtz584/nq2fKv9VOvDCwgJTU1MMDg4yMjIivGiV9xcSEiIHYGpqir6+PoaHh5mdnf1esm1oaKj0TGZmZhgYGGB4eFgWAeUlCwsLw8/PD2dnZywWi6TMqimV8lSpfoVOp5OJSn9/P2NjY8JYUngM9V7sdjujo6OS9muz2aRXoFKRjUYjq6urTExMoNPpKCkpYXZ2FhcXF6EuhoWFSUacxWLB2dlZUj/m5+cJDAwkMjJSvg++O/mHhoYYHR2VUFQ/Pz+Sk5MFYePi4sLc3Jwo0lVStOohpaSkyHvp7u5meXmZ8fFxsd7YbDbxnan4djc3NwYHB2lubpaRvr+/PxqNRnpNPj4+mM1mXr16RWJioiCUbTYbXV1djI+P8/DhQ5EK+Pj4EBMTg81mk6qwq6uL169f4+TkRFRUFD09PQwNDUkTXV2cavF4O7FYqclVunZnZyd2u10WlerqaqkQg4KCCA0NJT4+HkDEoEq0ubS0hNFoFPlAWFgYer3+/4Tv9fDwEKtWbm4u/v7+wn5S53BbWxvz8/PipwwLCyMmJgZ/f3/x7k1PT9PZ2cnQ0BD+/v64ubnJsXd1dUWv12O320XrpyZwinJrMpkICAjAxcWF0dFRyau02WzYbDY8PT0JDg4mPT1dEo5nZ2dlEq1Af6qv6ubmRlhYmLCxRkZGxK84Nzcn6B6FJ1L+xtHR0R+8dvzoFZUafyunfWBgIB4eHszPzzM5OSmLh9VqBb6jfarFw9PTE0AavopOqFI7goKCJKRTITSGh4flACnWtzohw8LCvrd4qC2gxWIBwGQySeSW4lZbLBY5gRU50sPDQ/QraiSsFi4VH6/u6AaDgejoaCIiIjCZTKK+Vq9TTUhU8rLK3VN36vn5eZqamujv7xcwnp+fn8gYoqKiABgcHGR8fFy2vnq9Hi8vL5KTk0X6sLKywtLSEl1dXXR2dkqV4+HhgV6v/973Wq1WYXkvLCxQU1Mj5mt/f38yMjJYXV1Fq9VisVhksRsYGGBlZYWNGzfS09PD/Py8IKIDAgJISUmhpaWFqKgoDh06hNFo5Pr16/z+978nOTmZtbU1AgMDqa2tZd26dWzfvp28vDyeP38uwRcjIyPCand3dxf7juJcqXSUvr4+ent7GRwc5F/8i39BRkYG9fX1+Pn5odPpxHCsWE6AWHTi4uLw9/fH09NTBj9qsbFYLCI9UTH3Xl5euLm5yTk9OjrK8PAwFotFcNpqIKOgeb29vXJDmpiYEBnChg0bAMTIrRrw7e3tOBwOtFota2trklCt2igdHR1yjXR2dmIwGDAYDCQmJsoARlVsanA0MDAglWJkZKRcpwqCZ7Va6e3tpbe3F7vdzvLyslyjyrbl7u5OT08PY2NjwqD//PPP/3gEn6oBfOzYMeFsd3V1cfXqVUldVYLOt9lCStbw9ddf43A4eP36tST1Li8vc+rUKdzd3VlZWcHb25sLFy5gtVqpqqqip6dHcBuHDh0iKSmJubk54uPjuX79OsPDw3R2dlJaWsr69eux2+1s3ryZoqIiLBYLOTk5lJaWSnjmzZs3SUxMlOTlI0eOYLVaWb9+PT09Pbx+/Rq73c7Fixfx8fGRydqpU6dYWVmRMMnnz5/jcDi4dOkSy8vLuLu7Mzc3x5kzZ3BzcyMlJYUNGzZQUlKCw+Hg5s2bMvFTdpWIiAgSEhLIzc2loqJCsvuePXuGu7s7NTU17N27V3yMW7dulcqkrq6O69evYzAYaGhokHh4JQadnp7GZrMxMjLCr3/9a1ZXVyW6TIVUnjx5Ejc3N6anp1lcXBRxYUtLC0NDQ2RnZzM9Pc2BAwfw9/eXSm///v1otVqJfWppaWFlZYWbN2+KadfV1ZUPP/wQh8NBUVGRGNRdXFz4+uuvsVqt8lkoO0pBQQEZGRmUl5cTHBzMkydPaG1txcvLi+HhYY4cOSLxamoSGBwcTEtLC83Nzbi6uvLy5UsyMjKIiYnBYDDw8ccfMzQ0REBAABaLhbt370qDPi8vj+3bt7O4uMjp06dl67O0tMS5c+ew2+08ePAAq9Uqlh5lV7LZbBgMBr788ksJ1e3v72fTpk1YLBY++eQTMjIymJ2dxd3dneLiYrq7u8UPmZWVhc1mo6CggPXr1zMzM0NqairXrl0TB8ODBw9ISUlBq9WSnp7Ovn37MJvNrFu3ToYtLi4uYoXR6/W4u7tz/Phx7HY7qampmM1mXrx4gU6nE9G0t7c3Tk5OfPzxx3Lzi4iI4Pnz5/j6+grPPjQ0lJmZGbF2/ZDHj7pQqZF5R0cH77//PiUlJUxNTfHee+9JNLSvry9OTk4sLi7S29vL7t27JTX27NmzPHnyhIWFBdLS0qS8V476vr4+amtrOXPmjEj3t2zZIiSC5eVlMYfW1tby4YcfUlVVRXt7O0eOHBE7i0pMUYSAQ4cO0dXVRU1NDWfPnuXNmzcSqa56MMqaMTExQWlpKR999JHYdbZu3crw8DBra2vMz8+TmJjI0tISJSUlnD59ms7OTqqrq3nvvffo7u7Gbrezb98+3N3d8fb25vXr1xw9epSOjg5evXrF0aNHqa2tZWRkhNDQUFmgOzs7ZVG+c+cOBw4c4MmTJ/T09JCVlSVSherqaiIjI3FycuLatWv8/Oc/l2nZxo0b6e3txWq1YrPZSExMxMvLi5KSEvbu3YvZbOb8+fOcOHGC0dFRRkZGRD3u4eHBixcvyMzMxMPDg/Pnz3P27FnZ6qrPVgVc1NTUcOjQITw9Pblz5w67d+/GZrPx+PFjwsPDhZBaWVkpQZYXLlyQ2KqSkhKZoLm7u1NVVUVkZCRJSUn8+te/Fl3cs2fPyMjIkF6Qj48PNTU1hISEMDExQXp6OgaDgd/+9rfs2bNHWFF+fn6YzWYRmAYGBuLl5cWtW7d45513WFpa4vHjx2RlZQlzaXp6GpPJRHJyMrdv32bPnj3ExMRw8+ZN9u7di7+/P3a7nd7eXjHkP3jwgA0bNhATE8Ply5fJz89Ho9HIjUGn0xEREcHTp0+JjIwkNTWVzz77jKKiIry8vHj9+jVBQUEsLi7i7+9PZWWlJBKdP3+emJgYdu/ezaNHj0hISMBut0ty8vLyMgUFBXz22Wf4+vqSn5/P119/TVpaGv7+/gwPDwuNQzlCPD092blzJ7/+9a+FLquCUMfHx4mIiKCpqQkXFxc2bdrEZ5999oPXjh99oTp8+DBtbW2SyFpUVERNTQ3d3d2EhIQIZkQlCc/OznL8+HEAfve73+Hl5cWxY8ckFUTFbqkoovb2dpqamti9ezdpaWmcP3+evr4+jhw5gsFg4OXLl5Kj5+zsTHh4ODMzM5SUlJCSksKePXsoKSnh2bNn7NixQ8IYzWbz90D+Li4uPH78GFdXVz744ANGR0e5cOECCQkJ7Nixg46ODrq6uiSvztfXl8DAQLF1nDhxApPJxBdffIHD4eC9996TbZ2KZFJ6oP7+fsrKyti4cSPbt2/nm2++oba2lp07d4rR2Gazyd08JiaGtbU1Xr16RUpKCsePH6elpYXi4mLWr19PYWEhXV1dzMzMSHNW0Sju3r2LVqvlww8/xNnZmS+++AJ/f3/Bx3R1deHt7S29kISEBJ49eyZho9HR0dy9e5eJiQl27twpU1XV4O3s7KSnp4c9e/ZgMBj4D//hP+Ds7CwZdY8ePcLd3Z3Q0FBpCA8ODor5fMOGDdy8eZPGxkZOnTpFbGwsJSUlrKysEBMTg91ux83NDb1eT1lZGZGRkezbt483b95w584dkpOTOXz4MMXFxdTW1n4v7cbX15fm5maWlpY4duwYq6urnD9/Hh8fH44dOyYVjdreGwwGNBoNb968oaKigvfee4/g4GC+/vprFhYWOHjwoASpuri4SEtA0Tju3bvHunXr2LJlC9evX6e6uprDhw8TGxtLbW0tgEyFAwICMBqNPH78mMDAQE6fPs3U1BQPHjwgJyeHffv20d/fz8DAACaTidXVVaKjozEYDJSWllJfX8/p06fx8/Pj97//Paurq/zJn/yJED7Cw8PR6XQEBASQmJhIY2MjlZWVHDp0iKysLC5cuEB/fz/Hjx/Hy8tLUq4Vp1/5FR88eMC6des4c+YMJSUl3L59m7y8vB+8dvyoParAwEDHrl27aGxspL+/X/bLKqywp6dHIs0VYiUoKAiLxUJzczOdnZ0SapicnIxer2dwcJCGhgampqbw8/MTLMv8/DzNzc20traytrZGTEwMaWlpcrdsaGhgfHwck8lEamoqUVFR4nFqaWmRCzE9PR1fX1/BrwwPD2MwGEhOTv4er7upqQmbzUZYWJiYW5WHTlUUCtmi1Wrp6ekRk2hgYCAZGRmEhoYyNzdHdnY29fX1wkVXFo2BgQGqqqpYXFyUprqyYSiZgN1uJy0tjeTkZFxdXenp6aGtrY2mpiYCAgJISkoiKioKf39/KioqqKmpUceGmJgYkpOTJVCyra1NXACqmdvY2ChpvmoE7ufnx8zMDE1NTRJTFhMTQ3Z2tvSQTCaT9GGGhoaYnJyU6lb5zFR46sWLF9myZQs/+clPsFgsVFZW8vnnn+Pl5cW2bdv4+OOPGRkZobGxUXyEqmmuRIhtbW3U1dVhNpuJi4uTnqBWq6WtrY2/+7u/Izs7m//5f/6fCQwMpKenR6K7BgYG8PPzIysrSyLdSkpKGBgYEDa6iu6amJiQhrfqj23cuFF8kTU1NSIlyc3NxcvLSxT5vb29BAYGEhsbS0JCAq6urnR0dNDR0UF3dzfR0dFyfczMzMhNeHl5mfT0dKKjo3FxcWFgYID6+npBqiif69LSkmBdzGYz6enpbNq0SbhWlZWVAEIGCQ8PR6/X09TUREtLixQMCh8zNTVFbW2tMNuio6NJTU1lYWGBvr4+mpubJdxWiX3Vz/zN3/zNH0+PanZ2llevXlFUVCTo3djYWAYHBzl37hwGg4EtW7bg7OxMSEgI/v7+XL9+nZqaGvLz8yULLisri87OTs6dOyc5cYAwnS5evEhLS4vQCxTcvq6ujkuXLgkiRInRTCYT58+fp6enR3g6UVFRFBUV8ebNG27cuCFePRWpbjQaOXfuHKOjo4SEhMh2tKioiJcvX3L//n2hWxoMBo4dO4ZGo+Hy5cvMzs5iNBoxm81s3ryZrVu3UlJSwqtXr8jMzBTBpdJd3b59m/HxcaxWK1NTUxw/fpy8vDyePHlCeXk5drud1tZW3N3dOXLkCMPDw1y7do25uTlpqH/44YdkZGRQWloqQ4D6+npycnL44IMPpLekmGBLS0t8+umnpKen8/DhQyGjVlZWkpmZybvvvovVaqWhoYGVlRWqqqqwWCy89957xMfHS7NfiTtv3LjB0NAQ27dvZ3V1ldTUVLZu3Up5eTn37t0jLS0NLy8vxsbG2Lt3L0FBQfzyl79kcHCQiIgIbDYbOTk5bNu2jbKyMqksVNbjyZMn0ev1XLt2jdnZWcliPHDggPDyOzo6WFtbY2JigtTUVAoKCiTsVDklrFYrhw8fZuPGjYJHUXYlf39/jhw5Iqz4tbU1mXwppMr9+/cpLS0V1I2ilSq889zcHJWVlYyPj3Py5EkiIyOpq6tjZmaG2dlZHj58SEREBGfPnsXJyYnBwUHsdjuVlZWYzWZ++tOfEh8fT2trKz4+PszOzlJeXi7IIqUm12g0XL9+ndnZWamK1GDjzZs3fPvtt2zZsoXk5GRsNpvQY2/evMny8jJHjx7FZrMxPz9PcHAwr1+/5vLlyxQUFLB3717m5+cFtPftt9+yurrK7t27BTFtNBp5+vQpr1+/pqCg4AevHT+6Kfn999/HZDJJP0nZJtTdt6Ojg/r6ehErpqamAtDa2kpjYyMajYbMzEwSExOZn5+nvr6ejo4OPDw8yM7OJjIykpmZGWpqaujv78fPz4/s7GxBmVRWVsrdXFUKPT091NbWYrPZBMCm1+vltSg1sRLfNTU1CVguPT2dhIQE5ubmqKuro6urC09PT0kFmZmZobm5maGhIckv9Pf3Z2hoiJqaGqampoiMjCQ7O5vk5GSMRiPNzc1YrVYJTfXz85MG6crKCpmZmWRmZkroZFtbG8vLyyQkJJCZmcnU1BTt7e309vbi7u5OUVERgYGBjI+PU1dXR2dnp6if/fz8aG1tpa2tDavVSmRkJBkZGej1ejo7O+WzDQgIYN26dTLNVJibnJwc8vLypLKpq6sjJCSEoKAgeS2vXr2SHqBCChcVFRESEsKLFy8YHh4mPT0df39/8dmtX7+eyspKuru7CQsLk0azr68va2tr3L9/n+npaY4dO0ZUVJT4Q7u7u6V6joiIkNSbnp4e4uPjycrKQqPR0NLSwmeffcbevXv56KOPxBTc0tJCQ0MD/v7+JCYmCmhRhdZ6eXlx4MABadDX1NRgsVjE9pScnCyY5ImJCWJiYkhNTZXtXHt7OwBxcXGSNvzmzRuam5vRarXk5OSQnZ3N5OSkeCz9/PxISUkhMTFRQH7Nzc34+/uzYcMGjEajeGFVHzY9PV0yKSsqKlhcXCQ8PJysrCx8fHxob2+noaGB6elp0tLS2Lt3L5OTk7S2ttLd3c3s7KxkCaytrdHa2irYFzWJVvy4wcFBPD09hWOm0EPDw8MkJycrou4Pqqh+1IXKw8PDERQUxNTUlLi0w8LCCA8Px9vbG2dnZ8xmM4ODgzJWhe/GsipEQPnDZmdnGRoaor+/X+BqHh4eBAcHExERIeQARRpQuI/5+XkZzUZHR0ustZpw9fX1MT4+LjB9JTsICgqSnDelLxobG2Nubu57kgdFE1DlsKIWKGd9QEAA4eHhYjBVtAFVmpv/ECfu6+sr2z6lq3pb8qBilAICAggKCiIwMBA/Pz8B5ilryczMDDqdjqCgIPEbenp6iuK4o6OD0dFRsYr4+PjI1kGn0wkXe2BgQJ53YmKC4OBgXF1dSU9Pl8BWjUYj0VIjIyMiXI2IiKC/v5/R0VFCQ0NZXl4mNDT0e5PA3NxcVlZW+F/+l/+FsbExNm/ejE6nIzU1FXd3d5qbm4mKihJixu3bt3n58iWRkZG4uLgQFxfHO++8g91uR6/XMzAwINFlY2Nj6HS67/kVAwICGB0dpb+/n4MHDzI5OcnFixdZWFgQD2hYWJiIRlXUWW9vL5OTkyKI9Pb2FllKUFAQCwsLgs9RUW2KHZ+enk5kZKSIQXt6eujs7BQB7eLiIqGhoXKMXF1dcTgckuBtsVjEPqRen0qJ0Wq1ovWbnp6Wa8JkMhEdHS2aNhcXFznubxMhlLTF29tbsMqK69/b28v8/DwLCwsiJwoLC5OU7uHhYSYnJxkeHmZ4eJiVlRWcnJwEH/OHSe8fz0Kl1+sdPj4+LC8vi2rbzc1NsC3KHKnCDVWgwdraGktLS3ISWCwWrFYrs7Ozos5VKmuloFW4j7eDGpRqVgV+Li0tSeyT1WrFYrGIkVQFPygFuDLTqiAJFSag0+nEqGq325mbm8NqtTI9Pc3Y2JhMG5eWlkSZrtVqheOkAgC2b98uSSUqQFK9HvguWXdhYUHCKpTWRYVLuLi4EBgYiLOzsxhBTSaThEeq6HalQFcTQJ1Oh9lsZm1tjampKaxWK1qtVlA27u7uBAQEiMDWzc1NxtNTU1MiZFSBG2NjY8zOzjI6OoqnpycjIyN4eXnx/vvvs7q6ytTUFJOTk4yMjNDR0cHAwADBwcEUFRXh7u7Of/kv/wVXV1f27Nkj54GHhwe1tbXExcWRlpZGWloaFRUVNDY2ygh8bGwMX19fQUUPDAyg0+lERa7X66V1EBcXJ+LNhoYGzpw5Q0hIiDDRpqenWVtbY3x8XAIcVldXRWWuFnqVTBwQEICbm5tIX/R6vQw3xsfHWVxcFC2fh4eHoG8UAsbLywutVktAQAA6nU7MwsppYTKZ5FjrdDrBuSwuLgrGSC3GS0tLwHdSIJ1OJ+eCwWCQ16kIr25ubgwMDIgS3WazMTw8LHjl1dVV0f8pbZ27uztpaWnMzs7i7e0tGjQVvGq32+V8mp+fp6urC5PJxF/+5V/+8SxUrq6ujn379hEeHs7c3BxNTU1iilRbEaPRKM3B8fFx/Pz8SE9PJzw8nMXFRdrb22ltbWV5efl7PO+RkRFpdnt4eJCSkiJO/46ODpqbm7HZbISHh4unamxsjJaWFgYHB0W7lJSUhLOzM729vd9r7CsOuoKWKYe4auwbDAYpy8fHx/H19SUuLo6kpCRWVlYkqFKx4JOTk6Wxr9Ay6mfS0tLk8+nt7WVubk5AaDExMVitVpkeurm5kZqaSmRkJB4eHnR2dsrrVo3aoKAgrFYrr169EnNxVFQUsbGxwHfiUIWmcXFxYdu2bbKgqgBYFc2uQjT6+/upqKiQRBmFtFGVh2KgJyQkUFBQwK1bt0hMTBQVdHt7O7/61a9YW1vjo48+4sCBA8zOznLp0iVGR0fRaDSsrq4SExNDQUEBL168kBipwMBAurq6JA7M3d1dKJOqWtm0aZMILktLS0VNHRUVRWhoKPAdueCXv/wlJpOJf/bP/hkJCQn09fWxvLxMdXU1NTU1aDQaNmzYIJDD1tZWOjs7GR8fJyYmhtjYWFHQj46OUldXh1arJTk5mfj4eAICAqirq6OhoUEyAlTDW7GdmpubWV1dFYa5SsZuaGgQBlRISAiZmZmyONXU1DA7O0t0dLS8htbWVsxmswxiYmNjhRrb0dFBQ0MD8/Pzci5HRkZK019N0JOTk6U6bG1tFV2gyWQS8q1qOTQ3N7O8vExaWhpRUVFERkbKMKqtrU2Y8EFBQWzZsuWPp5m+trbGmzdvRKynEnHVSPb27dsUFxdLL0d5xsLCwhgZGeHq1avMzMxw/PhxNm/eTFdXl0ya1FYwMTGRo0ePsry8zLlz52hqaiI1NZWYmBgAwadUVFRQXFxMUFAQp06dIjg4mJqaGmGaDwwMYLFY2L59O9u2baO+vp4LFy5gt9vJzc3Fx8cHZ2dnoqOjcXJy4tatW1RWVrJp0yaOHj3K/Pw8NTU12O12FhcX6enpwdPTk2PHjhEbG0txcTEPHz7E39+f/Px8dDqdTFEGBwe5ePEiy8vLHD58mA0bNtDZ2SlWBRUKsWHDBo4cOSJN5KqqKsLCwgTKr/hJT58+5cGDB2RnZ/Pxxx/j5+dHeXm5+Ne6urqYmJhg79697Nq1i1evXnHt2jUsFgtxcXGSVZiVlQXA3bt36ejoYN++fZw4cYKlpSUGBgYEDVNeXk5AQACffPIJaWlp3L17l7CwMKqrq+U56+vrmZub48CBAxw7dozGxkb+9//9f8dut5OXlycesY0bN+JwOLhy5QqvX79m06ZNHDp0SAgFHh4eQiIICwvjww8/JDU1lW+++UYuPjU1U5TY5uZmzp07R29vL3/1V39FeHg4LS0tsqXr7u5mYGCAwsJCjh07xsrKijDj09PTCQ0NZWlpifDwcPz9/amqqhKMzc9+9jN8fHzo6uqS6qS6uhqr1cqBAwcoKiqSc9nhcBAdHQ18VwFt2rSJ5eVlbt26RUVFBRs3bmTPnj2srKyIY2FqaoonT57g4+PDyZMniY6O5sGDB9y/f1/Afyr9pbCwUNjrU1NTHD16lLy8PPr7+1laWsLV1VW0fpmZmXIsv/32W2Ga+fj4oNfryc3NJSEhgUePHvHgwQMJKQ0NDZXp9cLCAi9fvhRxbU5ODiUlJfzqV7/6wWvHj7pQARw8eJCuri5u377Nrl27yM7O5ptvvmFpaYkdO3YwNjYmWh0nJyfJsK+qqiIoKIht27bx/PlzampqOH36NEajkfPnzxMWFsbmzZslSSMgIEB+fmFhgfb2duGP37hxg8XFRT799FN6e3sF85uQkMCrV69YWloSe4HBYJCtirp7f/PNN4SGhkog5Zs3bzh48CAGg4GSkhLRQCn+08TEBAsLC+Tn5zM+Ps7du3fZvHkzeXl5fPXVVwwNDfHuu+/S3t7Oo0ePiIiIkDQRgJmZGTw8PIiKipKo8t27d+Pl5cWXX36Jm5sbe/fu5cWLF7S3t5OYmIher0ej0WC323E4HOKffPLkCQ0NDSLY/OKLL9i6dSv79u3jm2++YW1tjV27dqHVaiWzr6mpSXp5JSUlAGzZskVU8Pv27ZMwAC8vLzZv3ixiQrWFHhoaIjU1FV9fXz777DP8/Pz4+OOPqaur48GDBxw4cIDl5WWePn0qVaVWq5WtqsViYf369dhsNm7dukV2djbbt2/n6tWrLC0t8Ytf/IKlpSXu379Pamoq8fHx4mdU/TM1+Xobm1NcXCwRWK2trZK0sry8TG9vr5i9lYSkvLyc0dFRfvGLX+Dh4SHiz127dlFWVkZHRwe7d+8WM7DaNqm+2LNnzwA4c+YM1dXVnD9/nh07dpCcnMzVq1dZXFyksLBQzmPVlvD19WVxcZEHDx4QEhJCVlaWVC4fffQRPj4+fPvtt8THx0tQ7tTUlBBlExISpLJX6vxz586xtrbGnj17RNuYnJyMyWSSal1p5uA7qGBPTw85OTkA/Pt//+8JCwvjZz/7GRUVFbS0tHD69Gmio6Npa2sT2qy/v/8PXjd+1IXKaDQyMTFBfX09R44coauri8rKSj766COZfJw5c4aqqioGBgbYtWuXBAvEx8czPT2Nw+FgZWVFSIcdHR3CyX7x4gV79+7FZrPx8OFDTp06xejoKM+ePePUqVP09fVRVVXFnj17GB4e/l4qsVIWq61De3u79IweP35MYWEhRqORK1eucOjQITQaDd988w1HjhzBbrfz8OFDiaVvbm4mJSUFu92O1WqVbZSXlxc9PT34+fkRFhbG/fv3ycnJwdfXl4sXL7J582YiIyP5/PPP2b59O35+fly7dk0ilbq7uyVQcmhoCEAwLAMDA/j6+hIdHc3Tp0+Flf7FF1+QmJjIhg0buHz5MsnJyWRlZfH73/+elJQUgoODuX79uvQIe3t75XeqrZOygDQ2NuLm5sb+/fspLi5Go9Gwfft2zp07R0BAgGBbfH19yczMpLGxkaioKHx8fNBqtYI3Vs565eksKiri9evXjIyMcPToUR4/fszExAQ//elPJeNvz5493Lt3T+QpagLs4+MjRvDh4WHCw8Pp7e2lq6uLoqIibDYb3d3d/PSnP+XFixd0d3fzZ3/2Zzx69IjJyUn27dtHXV0d9fX1FBQUMDs7K8EXNpsNZ2dnuVEouUdeXh6Tk5OUlJTw3nvvUVdXx9OnT/n5z39Oc3Mzt2/f5siRI7J137Bhg+izVH9MBYyqAVFra6vEot27d4/9+/ezurrKzZs3+fDDD5mYmODBgwccPXqUiYkJ6urqxKA9OjqKh4cHMzMzEmyqWP4tLS0yiLpz5w5paWl4eHhw/fp19u/fT2BgIN9++y1Hjx6Vxe7dd9+VVBk16VbHT/VoJycnCQ4OJjc3l4sXLxIWFkZCQgKfffYZ6enpxMTE8Pnnn5Obm0tkZOQPXjt+1IVKq9VSW1srIrHGxkYOHz7MrVu3iIiIICkpiQsXLvDhhx9KLtqePXu4c+cOSUlJuLi40NbWJkB+heNQfjPlJayqqpJIp5GREfbt28eFCxdYv349Pj4+FBcXc/bsWVEM5+fnc/fuXXJzc8U0GxsbK3oUZXYdGRnBx8cHo9FIdXU127dvp7KykoWFBYqKivjiiy/YuXMn09PTEi1/7949oU0qANr4+Lj0itRUUjHgh4eHiYqKQqvV0t3dzaFDh8S+kZCQwOXLl9m7d69M6z755BOePn0qvYWWlhbWrVvH3NycuPPNZjOurq5YLBZ8fX0xm82kpaUxNDTExMQEP/vZz6iuriY2Npa4uDiuXLnC+++/T319PWtraxw8eJDLly+TlZXF9PQ0zc3NZGRkMDY2htFolLv97Oys3ETa2trIzs6WpJT8/HzGxsZkKqpID9nZ2QQFBfHq1Styc3MltzA3N5d/9+/+Hdu3b6elpYWKigo++ugjrl69Snh4ONHR0RQXF/PBBx8wNjbG8vIykZGRlJaWotVqpZIeGhrC09OTmZkZzGYzmzZt4t69e4SHh5OZmcmXX37JX/7lX/LgwQMeP37MiRMnuH79usglmpqaKCwsFFmBVqulr6/ve7iU9vZ24uPjmZ2dZWpqivfff5+7d++SkpKCu7s758+flwrK2dmZtLQ0/tW/+lfExsYyPz9PQ0MDGzdupKmpScS9U1NTwtZ3c3OTaLORkRGcnJzYtm0b169fZ9OmTczPz1NbW8snn3zCl19+KVjna9euyY17YmKCdevW0dDQQEBAAAsLC9hsNhYXF3F2dsZoNNLT08P69espLS1lYmKC8PBwvvjiC9577z36+/tpa2tj3759XLt2jZCQEGJiYrhx4wZ79+5lcHAQ+E5Jr9wFq6urmM1mIYz+kMePulBZrVYmJiYkG6+goIALFy7gcDiEaBkSEsK5c+dEfzI/P4+TkxN3797lnXfeISoqivb2dhYXFwV+5+zszMuXL0VE+d5779Hb20tJSQkJCQk4HA42btxIWVkZLS0t4tMKCQnh6dOnLC8vi0UCEO/Unj17ePbsmcQQZWRkkJ6eLuZMFXPl5ubGV199RUZGhqB9zWYz9+/f59133xWdi1LRnzlzhtHRUXGWj42NcfDgQYnsUn2G7du3c/36daxWKxkZGYIDUWymnJwcgfLfuXOHvLw8CgoKZHDQ1NTE4cOHCQ0N5caNG7i5udHf309KSgoLCwuUlZWRnJyM3W4nPT1d0qB37NiBq6srSUlJPHr0iLa2NvE7LiwsMDo6ipubGwUFBVy7do2JiQlher///vv8/d//PQaDQbQ4GRkZxMbG4uHhwX/+z/+ZLVu2SJUVGhoq/SWlYlcp159++iljY2PU19cL7vbYsWOUlZXR1NREbGwsFouFwsJCvvnmG6anpzlx4gQGgwEfHx9u3bqFl5cXZ8+eZXZ2lpmZGerr69m0aRObNm2ivLycmJgYZmZm+OCDD2hpaeHy5cscOXJEWhFWq5VvvvmGgoIC/Pz88Pb2pry8nIqKCs6cOSPPVVdXR0tLC8ePH5fk77a2NtbW1vjggw+4ffs2ZrOZ5eVl4uLi2Lt3L7/97W+Zn58nJCSEgIAAAgMD+U//6T/Jua+CJK5cucJ7772HXq9neHhYtuM//elP0el0PH78GACLxcKnn35Kf38/L168IDs7m4WFBdavX8/du3dpbW2lsLAQq9WKt7c3N27cwGw2c+LECcrKylhZWeHFixfk5uby3nvv8fLlS0wmE11dXeLqOHfuHMvLy1gsFnx8fFhcXOS3v/0tycnJOBwOIiMjmZubo6SkhCNHjsj08oc+ftSFSmFa0tLS+PrrrwkKCsLDw4OcnBxxsCv0S1hYGJcuXSIyMpLV1VUOHjzIrVu30Gg0TE1NsW/fPqanp2lpaWFubo6wsDDy8vJ4+vQp8N0k6+zZs9TU1Ahx4eDBg+j1epmMuLm5sW3bNqF7lpWVceLECQGTXbx4kY0bN+Lj40NQUBDPnz9namqK1NRUXF1dWVtb4+bNm5KwkpmZyd///d8TFhaGRqNh27ZtAvtX057AwEC++eYb0eccPnyYmzdv4ubmRmdnJ4cPH6avr4++vj66u7tJSkoiLy+P+/fvo9FoMJvNEh3l4eFBaWkpf/qnfyrAvdLSUoKCgsjPz5feTl1dHfv372dhYYGQkBAuXLjAxo0bsVgspKamcvPmTdbW1mSy5OzszO3bt6XU3759O7///e8JCAhgaWmJ/fv38+bNG9EHFRUVERAQQFVVlaS77N+/XxC9ysJhsVg4duwYbW1tgtk9ffq0cLlLS0slTBags7OTpqYmTp48KYzvq1evsn//fkkavnLlCm5ubqSlpREYGEhTUxP37t0jPT1dDND/5t/8G8LCwvDw8CAjI4M7d+5gsVjQ6XSS9NzY2ChSkh07dnDp0iU0Gg09PT389Kc/pby8nIWFBfr7+zl06BA6nY7q6mphkB8/flyq63v37vGnf/qn9Pf3ExQUJL7Wt9lQZrOZw4cPYzAY8Pb25tKlS+Tm5soU7fz586KPCwsLo7W1VbRka2trBAcHc+PGDXFlHD9+nPv37wt65eDBg/T19XHz5k3MZjMeHh5s2rSJ4uJijEYj09PTfPrppyIurq+vZ8uWLXh5edHc3ExPTw9OTk4cPHiQxcVFPD09aWpq4i/+4i9kG/jkyRN27dolN5m6ujpGRkbYsGGD0G3Pnz/Pvn37fvDa8aMuVFNTU3zwwQe8evWKwMBAtFotMzMzQofs6ekhISFBqozCwkIuXLjAqVOnuHfvnviXbDab6K96e3tJSUmhv79fPEu3bt3izJkzXLt2TdJZlpaWhEao8MWtra0SX6RIBufOnWPLli309vYKMN/hcDA6Okp6ejqvX78mKioKNzc3GhoaePfdd/n666/Zu3cv1dXV0vxX4LukpCTevHlDeno6MzMzdHZ2snfvXq5evcrhw4d5+fKljLcnJiZEHf/q1Sv27t0r1aNyq3/wwQfcunWLyMhIhoeHWVpakt5VdXU1eXl5QhHw8fHh2rVrFBUV8eTJE5KSkgQ6uLKyQlxcHA8ePCAjI4ObN28SERGB2WwWQ3ZpaSkZGRk0NzeLsTo0NJSHDx+SnZ3NzZs3SUpKwmKx0N/fz7p167hx4wYHDx4UhTh8d6d/9OgR+fn5suVTYRkdHR3k5+dz8eJFdu3aJfFW4eHhVFRUiKFYDTcUojo9PV0IETdv3sTHxwdfX1+qq6vZtm2bbLlVM12l+rS2tnL69GmKi4vl2NfW1vLee+/x7NkzZmZmpHGv/KPPnz/n2LFj/PKXv2TXrl1MTEzQ29vLxo0befjwIbm5uYLg0Wg0eHt78/DhQ44fP86lS5c4ceIEb968QafTkZmZSXFxMZGRkYyOjko/cHFxkZGREY4cOcK5c+c4ffo0FRUV4h+sqqoSrr4ynytJTn5+PlevXuXIkSPcuXNH+lXd3d3s3LmTsbExgoKC8PLyYmVlRYSlX331FSdPnuTSpUscPXoU+M7mlpSUJGG8s7Oz0g+Miori4cOHnD59mhs3bnD06FFBGqempjI8PExKSopIKJSI+8WLFz947fjRU2gKCgpkGqSEnwp/qzCsCsG6srIizXOHwyFfa2trrK2tfQ8BrP78NrZYueIBEXtqtVpcXFzQaDTS5HZycvqeGFSn08kipf7excUFZ2dnYQ6px9ra2vfwwQop7OTkhF6vFzGdEvgpd//b7xNg37599Pb2Akh0t/LkKWHs0NAQa2trmEwm7HY7IyMjhIWFic5leHhY3o8SfqqkZCWTUGQBJa+A7zINFVRNbbHeOmbyfWp6s7KyIkm4qtGqVPuAvD8lUFRVxtraGnq9np6eHiwWC5GRkezevRtvb2/+83/+zzJxXFhYQK/XC7bYxcWFV69eERERQWpqKrm5udTW1tLR0UFMTAxeXl7YbDaioqKkQa+mvl5eXlgsFmw2m4g2AwICsNlskjqkLCAVFRXYbDY++ugjNBoNFRUVTE9PS3PabrcLGFCv1wtR02g0CgZZ0QTUueNwOFhaWpLmtnIArKysyHloNBoBRFzpcDjw8vKSfMbBwUFCQ0NFpKyOlXJPuLi4yHmuxJeTk5MEBARICrR6XUtLS9KzVFtAi8XC8vKyYI21Wi0jIyO4ubmxvLwsciL1/OqhXA9qsuvn5yeibKPRiJOTExMTE6ytrXH9+vX/sShiJyencOBLIAhYA37jcDj+o5OT0/8P+BNg4g/f+pcOh6P4/+53KZtKfHw8wcHBYs1oa2tjamoKd3d30e14eHgwPT1Na2urTKKCgoJITEwUwd7Q0BAtLS2Mj4+j0+mIjIwkMTERk8mE1Wqlq6uLrq4u8WJFRUURHR0teNTW1lYGBgYACAsLE4rj/Pw8/f39dHZ2iqAxLi6OxMRE4Uu3tbXR29sr26mMjAxCQkKYm5sTC9D4+Dh6vZ6oqCgiIiIEl9zd3U13dzfz8/OYTCYxUysOVldXF3V1dWJDUFtGpXtpbm6W8l9l8vn4+NDb20tHR4dYdhSOOC0tjZWVFXp6ehgYGGBwcFCaz0lJSbIdVh41daHk5eUJKaKyspLS0lIZuytxamhoKDabTY7T4OAggYGBktHn5eWF2Wxm+/bteHt7s7q6yi9/+UtWVlZEST87O0taWhqurq4YjUZJe56amiImJkYa22qg8fjxYx4/fszw8DAHDx4kJSUFLy8vmbKpNGUl4I2Li8PT01N8bIrQuWnTJpydnYmLi2N8fJyEhAT+y3/5L2g0Gnbu3InJZBKsb2trK6Ojo3R1deFwOPDx8WHHjh0YDAapIF69esXU1JQIYNV2E77re7a3tzM3NydePOVXnZqaEg2fXq8nPj5eou6np6fF9K1i4NevXy+RcmazmcbGRulVKgN+VFQUU1NTTE9P8/TpU6anp9Fqtaxfv57AwEDm5+dxOByCMZ6dnSUiIkKoBxEREXR0dDA8PMzg4CA2m42kpCSysrLE3tPX10dNTQ1LS0tiDUtOTkar1Yo3UKfT8f9FMfT/WFE5OTkFA8EOh6PaycnJA6gC3gOOAzaHw/G3/61P5uXl5XjnnXfk7qIsMkqJq+5QytoyPz8v6Nu5uTkJH1DIXGUd0Wq1Ig5V2XHKoqLX68XqosINVAKtsuXMzc0xNzeHzWaTpGVly1G+JVV1KY+XspcoG4y7u/v3cLgq8XltbQ273Y7NZhNltUpPUc+9vLwsREl1F9Pr9XKndXV1BZDsQsXFUpIHPz8/sVAo3YtKv1WLkNpiT01NMTc3J1WSsnqoJF8PDw+CgoIwGo24u7uj0WgICAjAbrdLvqDKS1RyE3WnVeEI8/PzLC4uCsM8KCiIXbt2Ad9Vtnfv3kWn03Ho0CH0ej03b97kyZMn2O12Qb+EhIRgsVgkI1A1vrOysigoKKCjo4P+/n5ycnLQ6XQyZdLr9VL5KoOsqprUlFK9trm5OWZmZoRPtrCwQEVFBcnJyZw6dYrV1VV6e3vF1qKY4OoYx8TEyPZbcf1VzuDS0hJWq1Xeh9lsxmaz0d/fL+ENRqNRSA+qilfnkmpteHt7CwFWxZmp9zgxMcHc3JzIE1RwLiAWGOUdVTYwdR4pp4Gnpyd6vR5A7GuqqtZqtZLgrRroahcwMzMjSUzKxra4uAgg1abitru6uvLXf/3X/2MrKofDMQKM/OHPVicnpxYg9L/nyVZXV4Wbrd6Y2u6prZOCpWm1WlnMFBdcLURK46MWH51O973tn/IoqQtIBZUqj9zCwoIA/pUHTxlPlWfQ2dlZFiOj0fi9rZE6iVQFoLaTLi4urK6uynZ1eXkZm80mUfTKD/gPn19VOxkZGUxOTuLu7o7FYsFoNMqIOigoCCcnJ9nyra6u4ufnh9VqZXFxkcTERPr7+2Xh8fPzky2qu7u7EDObm5tRxnC9Xi9bBeXnm5ycFH/b0tKSMNjVhfA2axvA19cXb29vbDYbGRkZWK1WqQyVYNVgMPD48WPm5+fF5hMaGordbpcGfU5ODt7e3hQUFMg5sLS0JAuIeh5lclXR5y0tLRKZvrq6isVikQBWlUenTN3qnPL19cXX15eFhQWCg4NlO+zk5MT7779PTU0N69atIyoqijt37uDn5yc3TiXgnZiYoLW1leHhYTQajYz6Vf/UarXi7u5Ob28vi4uLQun09fXFYDDI+ezm5oaXl5dIbd7m/S8sLMjN0cnJSXhss7OzcpO12+1icFbnraLOzs7OyjlgsVjw9vZmbm4OnU4ng63p6Wk0Go3clOx2O0FBQUxPT4tHUIWA6HQ6wsLCxD4WHh4ulilVXLi5uUmfcXV1lYaGBrnR/pDH/6sUGicnpyggG3gNbAL+3MnJ6SxQCfwzh8Mx81/5mZ8BP4Pv+kdjY2MUFBQQGhpKdXU19fX1REREsHnzZux2Oy9evGB2dpZ169YRHR0twaRBQUEUFhbicDiE96Py2zo7OykvL8fLy4uioiJ0Oh3l5eX09fXJeFxFeru6ulJYWCiI366uLhITE8nNzWVsbEwEhnl5eQQGBlJTU0Nrayvx8fFkZmYyPT1NaWkpc3NzFBYWEhAQQGNjI3V1dTJtW15e5tmzZ4yOjpKbm0t6erpEyvv5+VFYWIhOp6O0tJTp6WnWrVsnkLZXr15hMBg4ePAg8/PzNDY2UltbS0REBPn5+RK4qtFoiIyMJDw8nLKyMoqLi4mIiGDXrl3MzMzw7bffMjc3h6pge3p6qKurw8/PjwMHDjA9PU1ZWRlzc3Ns27aN6OhoYR55eXlx+PBhdDodVVVV9Pf3ExsbS2JiIg0NDVRWVuLh4UF+fr5MHlXyTm5uLp2dnRJ1v3v3blZWVti9ezdms5nf/OY3DAwMkJKSQlxcHKOjo1y6dAl3d3d+8pOfsLy8TFlZGYODg+Tn5xMeHs709DS3bt0iLi6OzMxM4uLiePToEb29vWRkZAgS+unTp5hMJt577z2x2DQ1NeHr6yso5srKSubm5ti/fz8FBQU8f/5cvic7OxuLxcLjx4959eoV/8f/8X/wzjvv8Hd/93eUlJQI3FDhiEZGRsjMzCQrK4va2lqqqqpISkpi3bp1ODs7U1tbK0JOpSNTfKmUlBTc3Nyor6/nyZMn7Ny5U+gZSkqiwJHNzc3U1taSkZEhU+qXL1/KeRodHU1zc7PAEffs2YOzszPXr18X6cmmTZtobGykrKyMpaUlMjMzAXj8+DEWi4WYmBh27NhBV1cXxcXFhIaGkpiYiJ+fH/fu3WNoaIisrCx8fX2ZnJwUwmdhYSF5eXl0d3fz8uVLtm/fTmxsrHhOw8PDycjI4PLlyz9oofpvnvo5OTm5A1eBf+JwOCzAr4BYIIvvKq5/91/7OYfD8RuHw5HrcDhyvby8hACgFNzZ2dkUFRVx69Yt6uvrOXToEN7e3rS0tIhDX2mKOjs7uXr1Kvn5+WzZsoWqqipGRkYETZGYmIhWq+XatWu4u7tz9uxZenp6ePr0KREREfj5+QHg4+MjF+Dx48fx9PTk66+/Rq/Xs3nzZnG1W61WWlpayM7OZuPGjVy/fl00RYoi6eTkJBHcW7dupb29nRs3brBp0yby8/MpLy9nZmZGOErx8fGSU+fj48OZM2ckcDMuLk7gfIDoqo4fP46rqyu///3v8fb2ZsOGDVKlLS0tMTQ0REZGBgUFBVy8eJHm5mZOnz6NTqejvr4eQASx+/bt+571JSsri3v37tHb24u/v7/YLTQaDbdu3cLX15ef/OQn9Pb2cv/+feEZqSbw8+fPGR8f58MPP8TNzY2bN29iNBrJy8uTLadS6N+4cQOj0cipU6eYmJigsrKSkJAQ2coGBQVRUVHB3NwcJ0+exGg0cv/+fVxdXdm8eTNms1lSX3p6etiwYQPR0dFcvnyZtrY29u7di8Vi4enTp3h7e9PV1cXi4qIow8vKytiyZQtZWVkUFxczPj5OaGioyBSURUXhmktKSqisrCQ2NpbY2Fjx5nV3d2M2m/nJT34CwPnz52UwMDg4KNW5WmxzcnL4/PPP6ejoYMeOHdjtdlpaWmTYoeQvr1+/5tKlS+zevZvIyEgePXok9h41YOnv7+fKlSskJiZy4MABKisrBaPt4+ODk5OTCJINBgMnT57EbDbzy1/+kuDgYN555x2hLVitVsxmM+vXryc1NZVf//rXzMzM8PHHHzMzMyNDBgWyzMzM5MmTJ1RUVLB7927i4+N5+PAhy8vLEkOn1+uZmpoSK9PWrVupqKj471ud3nr8Ny1UTk5OWr5bpM45HI5rf1iAxhwOx6rD4VgDfgts+H/6PfPz83zyySf09/dTXFzMiRMn0Ov1nDt3jm3btpGYmMjvfvc74uLi2L59OxcvXpRy/MGDB5KA3NLSQmlpKceOHWNhYYG7d++ye/duAgICuHLlikSy37hxA09PT9555x2ePn2KzWbjwIEDYsRUBM3y8nI2b96MXq/n2bNnpKWlER0dLaka6enpVFRUsLq6yoYNG+jq6pJKaHJyks7OTpKTk1leXqa5uVlwHQr6FhwcTG9vL1qtVgIF1LZHoVdU4/TtqaHa2rq7u+Ps7IzdbpdJptrGKjOouoj1er1A2KKioiSPLjIyUgBocXFx9Pf3U1lZSXh4OEajkfr6epKTkyWVRfXN6urq6O/vJzExkYmJCQYHB9m5cyeDg4N0d3ezY8cOXFxcuHfvHikpKQQGBlJRUUFkZCRbt27lzp07QpY4cOAAtbW1tLS08C//5b9kfn6ef/tv/y179+7Fy8uL58+fC7jv8uXLODk5iS1nZWWFDz74gGfPntHe3s5HH31EV1cXr1694l/8i3+Bv78/3377LQcPHiQ5OZnPP/+cLVu2sH//fp48eYKHhwdnzpwRNPCf/Mmf8PjxYyorKzl16hRzc3M0Njbyj/7RPyI7O5vf/OY3ODs7k52dTVVVFUajUaLgBwcHOXr0KM+fP6eyspKTJ08yNzdHRUUFJ06cQKfT8ejRI7FHff3110RHR5OSkkJJSQl2u53k5GQePXoklNfR0VFKSkpYv349k5OTPH78mPT0dPEv5uTkiIJfMbVaW1uZmZkhLi5Ojo2fn59A90JDQ8VZERkZKQ4OJaFQPaeoqChpeCuczOzsLH19fdjtdmk5qDaJzWZjdnZWtrpzc3MYjUaWlpaYnJzE+w/5mENDQ3h5eREeHv7ftzq9vQb9NzTTnYAvgGmHw/FP3vr74D/0r3BycvqnQJ7D4fjg/+53+fv7O86cOSPNWAVYUxMLFxcXPD09BTPh5+cnuXsKGjY6OsrExIQo1k0mk3jnFDgOEEaR+n7VDFag/JCQEOkXrKysYDabGR8fl9djs9kAJGggLCyMgIAADAaDNErHxsYYHh5mampKXo/BYBC9UXh4uASoqtczMjLC9PS0jLoVPDA4OJiTJ08KTG56elqCIKenpyU2TOFo1PN4eXnR29uLwWAQa46a3Lm5uaHRaITTHhsbKwuhss+owYEKQlUBoB4eHnh7e0ui8szMDB0dHULHnJubw9/fX+CCer1eEDnOzs4MDg6i0WiEo33o0CEsFouIErdu3YqzszNfffUVZrOZgIAAjh07hru7uwRsdnZ2ysX061//GoPBQFJSElu2bGFoaIj5+XmSk5Mld66jo4OFhQWhFmi1WhYXFwkKCpIeY1hYGIGBgdL7U329gYEBSVtRlpvY2Fj+4i/+AoPBwPPnz4WzpUzqij0WHh4u08GEhAQCAwOx2+1MTU1JRqCSjszNzWEymQgNDcVkMhEYGAh81wNUr0Xd/FS/T6fTSSCv2nqqaeDIyIj0fZVmzN3dnaCgIKKjowkJCWFlZQVfX196e3uZmZlhZGSEmZkZqU4DAgKEvBAZGSlcqf7+fmFfqaRnm82GTqeT6bqvry9GoxFnZ2dGR0clAHh2dlaa6p6envzt3/7t/1gelZOT02bgBdDAd/IEgL8EPuS7bZ8D6AV+rhau/6uHu7u7Y926dQIEU3HtSqv09pf6d6Vf+odx7P8wSl1NAdWkTWmbVKNefanAxbeb52oyB0gTXOlK1MF/+/F21Lb6Hao5rj5Pd3f3/9PrUnHhb0fRq0hxrVbLgQMHcHFxYW1tTZTvKt5JXXBms1lG+4uLi6L3mpubE4FjWFgYZrMZPz8/AbvV1tYSFRUl0zp3d3eGhoYwGAwSP68augsLC3JnVk3UsbGx75mfVWN5ZmZG4sVVI1klYKtpnEI/K6W3v78/e/fuJSQkhP/0n/6TeBK3bNkiTXSlA1M3gEePHhEaGkpcXBypqanU1dWJ0FXdyJQmT33OKuZdpb+orfLCwoLIX/z9/QUkaLVaBbSnUnzeffddkpOTefLkiQxpPD09ZSutmtmzs7M4OTl9LzYdvhskTE9PS3tCTQG9vb2ZmZkRLZdGo5Gpr9J7qQn2zMyM0Dj0er2ADQMDA+nv7xfzuHputf1aWloSYa2CQS4sLODm5iYDH9WsVxoqdZ6qG9HExATu7u4yKdXpdFgsFhHRqgVT2cSUzEgNo9RU9MKFC//Dp36lgNN/5Z/+bzVT/7WH0WgkOztbFoPFxUUWFha+V0KqC14JFJUYVC0+gFxQWq0WnU4n0gT1paZy6u//4XRQPdSCpSaEamECvidGVRKCt8Wmq6urcjGov1cMJZPJJNPCt1+PTqeT16wWmOXlZXk9GzduxGAwYLFYBBGrpqLOzs4sLi4yPDyMw+GQaHJVJY6MjAimOSwsjIGBASm5jUajBHgq8Z8q4RcXF/Hz85Mt5vDwsPDAFe1AVWq9vb3fS3bWaDRMTk5KtLjRaJQLQWnX1PTH1dWV3t5eRkdHsdvtNDY20tnZyf3796XHp3DFnp6eolVSI/nm5mZiY2MlknxgYIDR0VEhVwYFBWGz2aR6mJ2dxWAwMDMzIyJZxa5SEgqDwcDAwIBooVRqyx/Oe8xmMy0tLURHRxMfH09dXR1ubm74+fnJFn79+vXfm4Cqz0zdfFXFvry8jLe3tyyYk5OTzMx8N3tSZFh13o+OjrK0tCTbLXVDUpNJvV5PbGwsZrOZgYEBwTGrSZyXlxdzc3NCi1U3Y3XTN5lMaDQaodqqeHhVaTk5OTEzMyO5jernlXhUhUEo8aevry8DAwNC/FQ3XpPJJOjlCxcu/L9dLr73+H819fuhD3XXXlpaYnBwUE62tbU1icJOTEyUFXx4eJje3l5xX3t5eYl40svLS6KZ1PfMz8/j6elJWFiYjKABifNW5b2rqyvh4eEy6vb09GRqaoqJiQn6+/uZmZlBr9dLxllQUBAuLi7YbDZGR0fp6elhcnISJycn3N3diYiIEAa6RqNhaGhIUCNvc6vDwsKkrFbfMzIyIpqfubk5tmzZgsFgIC4ujoWFBVpbW6mtrZU8wfj4eInpCggIwGw2U1dXJ9wkxVbPzc0lMTERh8MhW1kFq1ONaxXtrdPpsFqtDAwM0N3dTVdXF8vLy6xbt04mi7GxsXR3d4t6fn5+nrW1NcLDw2W74+HhwdLSEr29vVRWVsoi6+rqyvj4ODdv3pRsR4Xx3b17Nw6Hg/DwcAYHB9HpdPT29hISEkJISAjx8fH4+voK58vV1ZWRkREqKiqExuni4iIM99XVVaqrq+no6JDqLCgoCB8fH+k9qpG66jXa7XZCQkJIT08nMDAQb29vNBoN69ev58mTJ1LRKFBibGwsUVFRkjn47NkzYel7enoSHBxMbGwsJpMJJycnab7X19dL6yAtLY2QkBC8vLxE5Lq0tERdXZ2grRXTXyWHq22Y6rG+LXmIioqSY6msNYrH5e/vT1JSEv7+/sTFxQnloa+vj56eHpaXlzEajeKFDAoKkurI2dmZtrY2UdSnpqZKKIXSUPX39zM9PS2ZggEBAcTExKDX6yWJ6Yc+ftSFSlUpirGt7toqIMBms0lJbzQayczMpKioiPn5eUl4Uf/m5eUlyvaenh6MRiObNm0iPj4em80m6crqw8/NzSUtLY36+nra29sZGRnB399f+gZKtayoAHFxcZJyU1pail6vJy0tjcTERKKionjz5g1NTU2srKwQGRkpk6v6+no6OzsxGAzk5ubKxKaxsZG7d++KLyohIYGAgADq6+vp7u4WwaQSV7a2tlJRUYGHhwd5eXnExMTg5ORER0cH9+7dQ6PRkJ2dTVRUFJs2baKsrIzq6mpMJpP0+aanp2loaBAtS1ZWFklJSZjNZjo6OigrK8PhcJCamirq76GhIXx8fLDZbJLdNjU1xcuXL6mvrxdc7cGDB9FoNAwPD/P06VNJ2VUVR0JCAm1tbQBER0fz6tUrAgICKCoq4s///M+xWCz8xV/8BRUVFYSGhvJP/sk/ISgoiPHxcfmvqnKcnZ2lv2cymdi6datENtntdsrKyrBarURHR4tcITQ0VPIj1QKjUMI1NTWypT506JAkIr98+ZLKykoCAwPZunUr+fn5gqQuKChgz549zM/P4+3tTU9PD6WlpeIH/OCDD1hZWaGvr4+mpibKy8vx9/cnISFBzm2LxUJTU5MwqIKCgpiYmKCkpITe3l6Cg4PZtWsXi4uLTE5O0tPTw8uXL2lubmb37t2sra2JzUsJcTds2CBb/+rqaoaGhnBycmLTpk2SgvT8+XNevXolQb0Oh0MsPysrK/j4+JCamkp4eDgOh4Pbt28zOjoq55dC+lRWVtLa2kpfXx+pqalER0czOjoqFWBwcDAbN24kJSWFxsZGWlpaGBsbk1bHD3n8qF6/gIAAx+7du6V6UeJC5bj39PTEZDJJYoqqUBYXF6WZ/naqi1KJ+/j44OfnR0BAAN5/SE7+hz+n7kaqotDr9Xh6euLv709gYCA+Pj7SV1JTD/UalUPebrd/L4DCx8dHFgZ1p5yZmWFycpLR0VEJn1BjW1Xl+fv7YzKZcHNzk2me2WzGbDaTk5MjARMuLi5idQkICJBwhbm5OQEJjo2NiaG1p6cHq9XK3Nwc4eHhaDQaoqOj8fHxkdfscDiYmppiZmYGq9UqSSlqG6hSTYKCgoQ0qrYRY2Nj4j8cHByks7NTGvwqCUZ51JTaWmFJlE0qOjqaDz74AH9/f/79v//3Up2GhYUxPj6Oi8t3904vLy/c3Nzw9/cnJiaGFy9eiI0pIiKCV69e8ebNG5ycnBgfHxcmupIQGAwGaQxrtVqZmJrNZiYnJ5mdnWV6eprR0VGMRqMMWdT2OTExUYIo1JTParVy/vx56e3ZbDb0er0AFlVz2dPTU7Ztc3NzTE9PC6hRpcAEBwfj5OREcnKy5Eiqvp/VapVgCWWStlgsomhX5MyIiAjc3NykPTIxMYHFYmFsbAwnJyfZraysrEgz3uFwEBISIi4HpThva2uT81BtRd3c3IDvWgdJSUmsra0RGhqKVqvF/IcUpLGxMRlKqF6tqhL9/PwE2/zTn/70j4uZfvfuXeLj45mcnCQ5OZmioiIMBgMffPCBGFXn5+d58eIFzs7OfP3119jtdrq6ugQhYbFYOHHihFAFN27cKKGdT548obu7WxAXqmpJTk4mMTERb29vzpw5I8jX5eVlenp60Gq1fPnll8LkGRoaIjg4mMHBQZlGbd68mQ0bNuDv78/mzZt5/fq1xJTfv38frVbLgwcPxA4TEBDA+++/z9raGkePHpU9vU6n49q1azg7O3PlyhWGh4dZXFyko6ODbdu24eTkRFFRkTSKFX55bm6O0tJSyYf7/e9/T1hYGFVVVayurrJ161ZWV1f55//8n2O328nJyWFtbY3y8nIcDge/+tWvWFlZERFrcnIyY2Nj7N+/X6qRXbt2MTk5yYYNG/j2228lhfrSpUuCUVF894iICP7sz/6MhYUF8vLyJLzUx8eHL7/8ErPZTE1NDV1dXRI4odVqhUF25coVrFYrHh4ezM7Ocvr0aVZXVzl16hRJSUlotVri4+MFuVJaWioo5IcPH4rHLzc3lwMHDrC6uiryF9Xofvr0KVqtlsuXLzMyMsLQ0BDd3d2sW7eO0dFRPvroI7Kzs/H19SUjI0OY/VeuXJEElS+++AKz2UxPTw+FhYUcPnwYV1dX4UGpHMiamhp8fHz49a9/jZOTE5WVlbS1tYle6tSpUxiNRknSUXC6hoYGenp6JGzWz8+P5uZmcnJyhN127NgxtFqtfEbqxnn+/Hl0Oh23bt2SZJi5uTm2bt0KwNatW8nNzRVJREdHB87OznR1dXHz5k2Gh4e5cOGCSFkCAwN55513ADhw4AAajYa4uDj8/Px4+vQpOp2Oc+fOSSukra2NdevWodFo2Lt3L7m5ubK7aWtrkzitH/r4URcqi8XC2bNnef78OS4uLiQlJUkct3J39/b2kpSUJOEI77//Pnfu3MHLy4uNGzfyzTffsHXrVmw2G0NDQ4SHhwuDZ3p6mszMTMrLy/H19RXu1bFjxxgcHKSxsZF9+/ZRVlYmFcbbJEyTycSLFy/YtWsXfX19dHR0CAYjNjZW7uSRkZHfY5KHh4czNjbGxMQEu3bt4sqVK6SmphIWFsbVq1c5fvw47e3tQtYcGBhAr9eztrZGUFAQDQ0Ncle+du0aR48eFeb1sWPHuHnzJpmZmRgMBtra2r5XbdbV1bF37156e3txOBycPHmSL774go0bNwLw5s0b3n33XRobG8UOodFoJKtt/fr13LhxQ7Y1VVVVfPrppzx48ABfX19iY2OpqKjAx8dHGqvj4+OkpqZiNpt58+YNp06dkm3tjh07+Oyzz6T31NPTw8aNG4mPj8fPz0++v7KyUlKBlJ/MZrMRHx9PaWkpqampggj5+c9/zrNnz1haWmLLli08fPhQAidU6IGqIKurq3n33Xd5/vw5q6ur7Nu3j88//5zDhw/j4uJCRUUFW7Zskb6nany3tbWJaffKlSsUFBSwtLTEixcvOHXqFL/97W9xc3Njx44dNDc3C9XB1dWV0tJSoqOjCQgIYHBwkE8++YT79+8TGBhIdnY2ly5dIjMzk6GhIQYHB2XHoNoOmZmZ3Lp1i6CgILKzs7l//z4nT54UlplSlev1ehkQzc/Pi3ynrKyMI0eO0NbWxvDwMCdOnODrr78WXVxjY6MYoBcWFpienpZUakUkvXz5Mtu2bUOj0QjyWDkVEhMT6ezsBBBuWVVVFRERESKSPXv2LNXV1SwtLbFz505u375NTk4Oi4uLYvz/IY8fdevn4uLiUM5wpQienJykq6uL/v5+8XRFRkYSExODu7u7UBD6+voEnhYREUF0dDRBQUHSmFepH87OzoSGhhITE0NISAgajYaJiQmpspaWlvDx8ZGGqKKC9vb2Cn5ExSrFxMRgMplYXFykt7eXtrY2zGazpDUrYZvqoXR2djI0NMTS0hJ+fn7ExMSIlmp6eloCLC0WC+7u7hJZ5evrKw121TRXBNKYmBiio6OZn5+nu7ubzs5O+vr6cHJykrQWPz8/3N3dRTPW2dnJ9PS0BJ2uW7dOxuCtra309/dL7yYoKIisrCwJOq2rq5MIJ7vdjre3N2lpaWRmZqLVauns7MRms1FdXc3s7CwhISGEh4dTUFAgrK+pqSk6OztF0hAUFMTt27dxcXHhpz/9Kbm5uZIyrKQAVquVtbU1wsLC0Ov1BAYGkpiYKCELn3/+uWxld+3aJVOy5ORkuru76ejokK2Hp6cnERERpKSkCO2ho6ODwcFBOX6qSR8eHi5Eienpadrb24WwkZSURFRUFMvLyxQXF7Nx40Z0Oh03b96UBG4VbGq1WmVqqMJmvb29yczMxGQyyXna3NzMxMSE+FdV4IWLiwstLS3S1/Hw8MDd3Z2kpCRCQ0MJCAigp6dHvsxmM2FhYQQFBbFx40YWFxflGlIVtjJOK1eGwq5UVFQwOTkJIOepj48PXl5ejI6OCjVkcnISHx8fQkJCSE5OxsvLC4De3l66u7sZGRlhcXFRGOmBgYGsrq7S19dHZ2enhJoEBgbyH//jf/zj2fqZTCYxppaUlMiFDZCfn09AQABbt26lsbFRLCMeHh7U1dWxb98+XF1d2bVrlzjfX79+LTiUlZUVDh48iFarpbCwkOfPn6PVavnqq68ICAigt7eXvXv34ufnR0ZGBhaLhY6ODjo6OqiuriYsLEy2HQrfeufOHRwOB1evXhW43Y4dOwgJCcHDwwObzcaLFy/E+6RG1WfPnmViYoKkpCSuXbvG4uIiT58+JSwsDJPJRF5eHomJiSLPuH37tkyrNm/ejLOzM8eOHaOvrw8PDw+++OILbDYbXV1dxMXFkZeXR1JSEunp6TQ2NrKyssLly5cJCQkRDr2rqyu7d++mvLwcm81GcXExbW1tgpZ55513SEpKIicnR6ion3/+OcnJyfT39/Pxxx/j7e3Nvn37mJycxGw2U1xcLAm87u7uQlmNjo7myy+/ZGJigps3bxIWFsbExAQffPABLi4upKSkqD4FCwsLpKam8tlnn2E2m3nx4oVMVuPj40lKSpKE7OvXr+Pk5MSrV6/YuXMny8vLnDx5komJCQIDA7l//z4jIyO0t7fj5+cn/auCggL6+vqw2WxcuHABo9FIc3MzRUVFLC8vC5BQffZKzOjp6cm+ffuw2+3k5+fz5MkTnJ2dOX/+PIGBgYLXTU1NpbCwUKZ5dXV1dHZ24uTkJP5KVVncvXsXb29v7t+/T2RkJENDQ3zyySe4uroSHR1NXV0dNTU1klep/Kz79u2jv7+fsLAwvv32W8bGxrh58ybx8fF4e3tz+PBhmWB2dXVRXl4uotd9+/YJ615tv86fP4/VauXZs2cy3UxISCAqKoqGhgYWFxe5fv26BJvs2bMHh8PBgQMHaGlpwWAwcOHCBYaHh+ns7GT9+vVkZGSQmJiIv78/JSUlaDQa7ty5Q0REBAMDAxw/fpyVlRUKCwt/8Nrxo1ZUJpPJcfz4cVGPq6a1alrOzMxIk1xhKfz8/AQgpsgJa2trgs6YmppifHxcJP3wHWZC4U/UuNlgMEhz2mq1Mjk5KY15i8Ui4jjVWFVNby8vL9HZzM3NsbKywsDAAPPz80xPT0sloFJp1XhWNdmVoE6V3Ep1rpTBTk5OuLq64uXlJXqgw4cP4+7uLnA1lQ6teOWqyoiJiWFhYUHGxXFxcTIk0Ov1tLe34+zsLGr40dFRGcdHRkYK4Cw2NlaU96oxq8SN3d3d2O12+vr6WFxcZHV1Fe8/pChHRUURFhYmEVPDw8PS5FdqfcW+Cg4Oxt3dXaqSv/7rv5bmf1pamuB4VBPcZDIRFRXFwsICnp6e3Lp1C1dXV7y9vQkJCeH58+dUV1eLR0/JE9QW2s/PT3Ry6gJWgwClWlf/DQkJQafTSWWhWE8q5292dpaGhgaqqqq+52kMDw/HYDAQGhpKZGTk96CMa2troktSMpq+vj7RVhkMBkkeDgkJwcfHB39/fwliWFlZYWFhQXYS6lpRaUGqf6eU6oqKMDs7K41utRgPDQ0JecTPz4+IiAhRxa+srAhJobOzEzc3N6n81LTOarUSFBSEyWQSS4wStyoIYF9fn5zfo6Ojoi1TVNYvvvjij6ei0mg0vH79mkePHrG2tsbVq1eB74iQo6OjHDlyREIz1Z1cIXzLysrQ6/WcP3+evr4+LBYLpaWl5OTkCFT++PHjklMWFBTE4OAgERERFBcXSyl64cIFPDw8xDyq3P379+8nNzeXtbU1MUAr683vfvc7rFYrb968oa6ujuzsbIaGhsjLy2PTpk3o9XpOnjwJfNcoDwkJ4fbt2ywuLvLmzRvu3r2Lh4eH9MbUluT06dMEBQURGhoqaSuenp60tLTIz/z6178WQWRLSwv79u3D29ubrKwsjh49irOzM7Gxsbi4uHD16lX8/f25ceMGb968wc3Njdu3b5ORkYGTkxNubm5SKeXm5krIa2xsLHV1dZKK+8033+Dk5MTIyAh9fX0SwllUVMS+fftYXV3lzJkzmM1mamtrCQ0N5fPPP8doNFJeXs7Dhw+Ji4vj1atXJCcnk5OTQ2trK/fu3SMwMJC6ujp0Oh35+fksLS1x/PhxgoODhc9eXl6Ok5MTfX19fPnll8zMzPDw4UP6+/sJDQ2lq6uLHTt2kJKSgk6n46c//Smjo6OCn7l79y42m41Hjx4JC/3ly5eEhobKzef999/H29ubvXv3kp2djdVqxcfHh6amJm7fvo1Wq+X8+fMiAh4ZGeGdd95hZmaGzMxMTp48KZQPJZHQ6XRcvHiRyclJBgYGeP36Nfn5+QIT/OSTT8S7GhkZid1up6CggNLSUoaGhujs7OTy5ct4e3vT1NTExMQEhYWFODs7s2/fPjZt2oSnpyc7d+5kdnZWFPm3bt0CEG1ebm4u9fX1bNy4kbS0NPz8/Pj0009xc3MjMjKSiIgIHj9+jN1up6qqim+//RaNRkNNTQ0LCwv4+/tjsVg4cuSIgBO3bt0qhJDOzk7u3r3LysoKv/vd76irq2NxcZHS0lL27dsni/eJEyfQarVs3rz5B68dP+pCpRKD1YqsAhlNJhN79uzh4sWLaLVasrKyGB8fB6C7u5v169dLAsb27dsJCAjgzZs3eHl5CQy/vb2dhoYGPvroI9ra2mhoaJCTSJX+Hh4e7Nq1i0uXLskWUSUtm/+QHWg0Grl48SLbt28nJCSE4uJi/P39hRXU399Pe3s7J0+epKOjg9evX0uen+KeK5LC1atX0Wg0HDx4kLKyMgHiKX/U7du3KSwsJCYmhsuXLxMbGyvShenpaaqqqvjH//gfC8bmwIEDdHR0MDAwICjjpKQkrl+/zvz8PO+//z4PHz4UROzq6qoQCLZv305UVBTffPMNmzdvJjg4mPHxcTnZt27dyvj4OA8fPuTo0aNMT08L/qSjo4Pw8HBevnyJ2Wxm3759XLp0ibW1NfLz80VFX15eLh6w//V//V9JSkrC1dWVmpoatFqtgObWrVvH8PAw9+7d4+DBgzg7O8tnYzAY2LBhA7dv36ajo4NTp07x+PFjZmZmRHjr4+PDkydPSEtLo6CggEePHpGSksL/n7r/DI7zvPO00auRc06N2Mg5Z4AgAkGAJJgzRZFUsCynmdmxp3aPyzUze85uzc7Mjjz22tI4SKKYRIo5iAGBYAABEjnnnHPOsc8H+/nX+H3P2fBqV1XTX2irCDSI7n6e+/7fv9917dixQ6IDHR0dxMXF0dXVxfXr1zly5AgbGxv09fUJujg5OZnCwkI6OzvJzs6mrKyMlpYWdu7cKVSDkpISIiMj2blzJ/fv3xdEjY2NjawsFRtQfn4+7733npw2KrRYZWs0PDzMe++9x6NHj2hrayM9PV0OcoaGhgQHc/PmTTQaDX5+ftTV1QmNMyEhQXTzb731FnNzc+Tm5uLm5oaFhQVjY2M0NDTQ0tLC9u3bef78OcPDw/zsZz+T9+b6+joODg5ERUWRn5+Pi4sLCQkJsgW2srKSWeGLFy/Yu3cv9vb2nD9/nj179mBvby9p+fX1dbZt20ZZWRnV1dV897vfpaGhQbRs9vb2WFhYUFVV9Y2vHd96jurgwYNUV1fT0dGBjY0NUVFRMtAsLy9ndnYWHx8fYfrU19fLHjkqKgovLy/GxsaorKxkbGwMd3d3oqOjMTU1paWlhbq6OrRarYQb5+bmKC8vF+60chTd2dlJVVUVq6urBAcHExwczNra2p/8bNHR0bi5udHb2yul1NDQUBITE9HX16e2tpampiZMTU2JiIiQAFxlZSUTExNCpDQxMaGpqYmGhgZp5CseOAUF6+LiQkxMjBSmq6qq0Gq1bN++HTc3NxYWFigrK2Nubg4LCws8PT3x9PSUoKJWq8XLy4v09HSmp6epqqqioqICV1dXwsLCpFZTWlrK4uIiDg4OZGdns7S0xOzsLMXFxejo6MjfXV1dlTe9wtDSarUMDQ1RU1ODsbExfn5+EqRsbGykrq4OJycntm3bhp+fH/n5+XR2dtLY2IiNjQ3bt28nMDBQVquK7UShZXh4eMjzlpaW4u3tTWxsLK6urvzud7+jp6cHJycnTp06JbMUlUolc8rt27djbm7O6Ogo/f39LC4uSmg1KiqKgoICmdGEhYWh0Wh4/fq1mFgU15+uri79/f20tLSgo6NDUlISrq6uzM/P84tf/IKIiAiysrKYn5/H29ub3t5eSktLRQASEhLC+vo69fX1dHV1YWZmRmhoqAhDKyoqWF9fx9vbG19fX3R0dJicnKSxsVHejxEREUxPT1NUVERfX5+8tqOjoywuLlJcXIyenh5RUVFoNBrW1taoqKiQjqCvry+urq7U19dLmdzBwYFt27YxPz/Py5cvGRkZwd7enoiICNzd3WlpaaG5uVnyUqGhoRgaGoqezMPDA41Gg4+PD52dnXJIpajvXFxcaGpq4unTp5iZmREeHi6LiB/+8If/drZ+Ssw+KSkJjUYjy9eNjQ0aGhpYXl4mJyeHqKgocnNzefDggXB3tra2aGxsZGVlhc3NTcHVbt++nYmJCS5fvszMzAynTp0iPDyc0tJSampqsLS0lBi/m5sbtra2FBcX8+rVK2JjYzl16hQTExNcv36dhYUFYmNjRZ6guOkqKiowNjbm2LFjeHp6cuvWLQoLCwkPD2f79u0sLCwwMDAg/bDx8XGCgoJISUmhs7OTS5cuoaOjw+nTp3F3d+fNmzd0dXXJbEAZOJuZmfH48WNaW1s5e/YsR44coby8nAsXLqDVauXvKH2tyclJnj9/jqOjI+np6Tg4OPDRRx9RUlLCtm3bSEpKYnV1lZGREXR1dcVAEx8fz+HDhykqKpJl/4kTJ7CysuL169dSzu3u7sbKyor4+HgB5NXV1bFv3z7S0tIEt6NgQ5RwpbW1NS9fvmRwcBAvLy+ys7PZvn072dnZTExM8OjRI1EwKR9iFxcXenp6ePToEZubm7z//vt4enry9OlTSkpKcHV1FVWUpaUlurq6lJeXMzg4SHZ2tgzZCwoKMDc3l+H76uoqVlZWcnPz8PAgJycHXV1dYUTt3buXQ4cOyYmara2tRAcCAwNxdXWlvLyca9eu4eDgQEZGBmZmZnR2dlJXV4e9vb1EB9RqNU5OThQWFtLc3ExWVhbh4eG8evWK69ev4+DgIDfFwcFBDAwMmJycpKioCGdnZ7kAXrlyhbKyMrZt20ZmZib9/f28fv0aCwsL6dwlJibi5eVFYWEhN2/exNPTkwMHDrCysiIdSmXlNzo6ipeXF7Ozs6ILO3v2LP7+/rx8+ZJHjx7h5ORESEgICwsLrK2tsbW1RXt7Ow0NDXh7e0uE5aOPPmJ4eFjY7Ep4eGtri9HRUezt7cnKysLNzY1Hjx7x4sWLb3zt+FZXVLq6ulo7OzvBXKjVaulVKQlyRYqgKJWU4akycFTqAkoFZ3h4mPn5ecFzKH9XQb2urq4yNTXF4OCg+NQUFIajoyPOzs44OjpiYmLC1tYWk5OTogdXTriUhLS1tTXW1tY4ODhgbGwsqJqhoSE5itXX18fe3h5nZ2cZQOro6EhPcHh4WO6KSgterVZLP9HExIS0tDRh+7x8+VJS7wqBwNvbW7RcCnddiQUsLS3R3d1NQECAoGMDAwOFELG1tSXH8LOzswwPDxMQEIBKpcLe3l5QMFZWViIHUDJdCtlCo9EISkSx/W5sbNDT00NPT4/wwVdXV/Hy8hKxa2RkJA4ODvz+97/H2toatVotdSVlsK30CScnJ1ldXcXZ2RlXV1eam5tFVBEaGirhT4WmMTk5KZ5I5fepp6cnxWRlfqOcYFpZWeHk5IRarcbU1FQYYisrK5IkX1hYoLu7W47unZycsLe3p6Wlhe9///tYWVnx6aefytB85o92F41GIzkpxeW3sLDA/Py8/L35+XmmpqawsbHB2tqauLg4cfzNzMwwODjI6uoqjY2NcjLu7u6Ovr6+rGKVwq+hoSF1dXW0trYK3ls5JFAw1Lq6unKwMDY2Rn9/P6Ojo+jr67O8vCyoHGdnZ/z9/eUQoKuri8XFRYaGhgTdovQZlV6tgo7u6OiQMUpbW5t8dhwcHPiHf/iHfzsrKkNDQ44cOcLIyAgODg6MjY1x584d4A9J46WlJUJDQ1leXubkyZPyQoSGhpKXlyeZq7t37+Lh4cHk5CTu7u4cOXKEra0tdu7ciUqloqamBkNDQ65evSq+tebmZnJycnBwcMDHx4ecnBxJHispXT09PZ4/f46+vr4M1k+fPo2Dg4N04u7fv8/Y2Bitra3k5eWJK8/f35+DBw+yvr7O9u3bZfiuHG9PT0+jp6dHX18fR44ckYJoWloa9fX1mJiYUFdXx71799jY2KCgoEAClCsrK5w4cUIuHEZGRly/fp3l5WW6urqoqKggMTGRmZkZnJ2dReqZnp7OwMAAt2/fRk9Pj/PnzwszfnR0VNL9BgYGREdHU1lZibGxMdXV1dy9exeAN2/eEBQUxPbt29HV1eXHP/4xm5ubIsz4p3/6J0ZHR6murqahoYG4uDgGBgYICQkhOzubwcFBoqKi+M53voO9vT3BwcEkJibS1NSEo6Mjra2tfPnll1haWvL5559jYWFBZGQk+vr6vPvuuyJjsLOz4+bNmywtLVFeXk5ZWRkRERHSedy1axeAGJ1n/ig1uHTpkvDDZmZm2Lt3L46OjoSFhREQEEBxcTE2NjYUFhbKa19cXExAQIDckE6cOCEXIUNDQy5dukR3dzeVlZVMTU2RmprK6uoqu3btIiUlRbaAXV1d1NTUsLq6yoMHDzAyMkJHR4eZmRlycnKwt7cnISEBHx8fsR3fvHlT0NcNDQ0cOXKEuLg4iSQoogcrKys+++wz1tfXefLkCQMDAxw8eJC5uTl27txJUlIS9fX1BAQEkJeXR3Nzs0QQHB0dRUpy9OhRkVZYWlry5s0bJicnKSwslNiOsjKMj4/HzMyMw4cPMzIyAsDi4iK3b9+Wk7/BwUHS0tJYXFzk0KFDMr/7po9vdUVlYGCgVWgDYWFhgoeora1lfHwctVpNeHg4arVaVN4DAwPY2toSHh6Ou7s7c3Nz1NXV0d3djYmJCaGhofj4+Mjdp7W1VVLvgYGB6Orq0tjYSEtLi2BdQ0NDMTY2prOzk4aGBmZnZ9FoNERERGBlZcXAwAA1NTVMTk7i4uJCeHg4Dg4OTExMUF5eTnt7O2q1mtjYWLy8vGTw3NnZiampqZSOlXlLW1sb+vr6+Pn5ERAQ8CfhPgX9GxoaiomJCb29vbi4uKBSqfDy8sLHx0dmDXl5eSwuLhIZGUl8fLwovisqKoTuGBUVJVEBJWBqYmKCu7s7Xl5erK+v09vbS319vXDXw8PDcXJyoqCggOHhYVZWVoiMjCQyMlJWFtXV1YyMjODl5cWuXbskEKgIDqKjo//EoNLW1kZNTQ3r6+u4u7vj6OhIfHw8y8vLlJaWigU5ODiYsLAwoqKiWFtbE6SL0jpQdFkXL15kZGQEHR0dUlNT0dfXZ319HXt7e168eMHCwoLM2KKiogRap3yNs7MzkZGRqFQqWX0oSnl/f390dXXp6+ujqqpKZKpxcXHY2tqysLBARUUFnZ2dODs7Syn+0KFDtLe387vf/Q4bGxtiYmKIjIxkfHyc1tZWqqurJZjr5OTE4uIiXV1d8rtX2OYeHh7yHlWpVAQHB+Pi4iJm5t7eXpaXl2VuqmwXKysrZXAdFxcn4WXFtK2vr09ISAjBwcEYGBhI2XhsbIz9+/eL77GtrU2Q1aGhoQQGBorlpqCgAD09PTw8PAR33NLSQnt7O2NjY4SFhZGQkICxsbG813t7e/Hz8yMyMhITExMWFxc5derU/1lw3v/Oh56enlYhDSj5KMURpuBJlGyUskRX5IeKTVkpfipWkn/9tXNzc/K1SvZI0V0pd6H/az5KKQUrDChl1aLs05WahLJEVxK+igZIgZwp2yglW6X0+pTsj52dnaiuTE1NJWuzsLAgc62pqSmWl5dJTEzE3t5evr+3t7f8DHp6eiJ3HBwclOdbWVlhfHycwcFB2XYYGxsLLVPpDSpgQWVl1t7ejlarZWpqSmZYm5ub8tpoNBoMDQ3x9/dnbm5OSrAKgUJhFY2Ojkr2yt3dXWwvo6OjWFpayjb3yZMnjI6Oyhb68OHDMg9ROF/KtlspdiseRQ8PD2JiYsjIyGBsbIzR0VG2b98uLLHh4WF0dHRob2+XYreCyVWqJ1ZWVlhYWODi4iJFdCXu0tHRgYWFBV1dXaJTW19flwK6sp1SIhbvv/8+zs7OXL16lZWVFQYGBkRTpfTblIKunp6ebJM0Go28LycmJlhYWGB5eZmNjQ3m5ubo7+/H1dVV8k9hYWFYWFiwsLCAq6urkE0bGxulfKxk7JTysq2trXRnlTCsAlNUzEVKcbqrq0u2pgogQFG1KZ9XfX19OVBQQIoTExNSy5n5Iwp7bW0NIyMjPDw8pODu4ODAgQMH/u1s/QAyMzPlKH99fV22GBcvXmR1dVUqCOHh4SwsLHD27FnpWCnVEo1GQ15eHoaGhty6dYu+vj66u7spKyvDz8+P7u5usrKyZO+fmprK1tYW6enpVFdXixW3srKSkZERbt++jYODA5WVlWLecHFxkS3lkSNHmJiYwMnJidnZWbHQfPrpp6hUKoqKitjc3MTe3p6NjQ1OnDiBVqvl+PHjMotRq9W8efMGCwsLrl69yvz8PMXFxQL5V1Tvm5ubZGdnC+kgJSWFiooKYmNjKS0tFTHqrVu3MDU1paioCF9fX3p6enBxcSEnJwcdHR3OnDnD8vKyANaU6s7Vq1dRq9WyzVO8eQqi5bvf/S66urrEx8fj4uJCb28vhoaG/PznP0er1XLjxg1JMg8ODhITEyMqcmNjY1JTU4mPjxem/J07d0TmcfLkSYaGhnB0dMTY2Jiuri6mpqY4f/48CwsLFBYWCiKnoaGB7Oxs+Zm8vb2lO1dXV4ezszOPHz+mpqaGvLw88vPz0dHRoaSkhPT0dFZXV8UQY2FhwZkzZyTqoqxmBwYG+OKLLzA0NKS8vFzK8h4eHqSmprK8vMy5c+ekqqOwpZaWlvjyyy8pLi7m5s2bREdHCz0zPT2d4eFhjh8/Liv+wMBANjY2iI2Npba2ls3NTfLy8mhpaZGeYUBAACMjI2zbto2AgAAcHR3Jzs5mc3OToKAgnj17hkqlkm3vxMQEN2/exMnJicrKSjnpW1hY4L333qOvr4+33nqLhYUFpqam6OjooKSkhNnZWW7fvs3a2hplZWUsLS0JkPCDDz7AwsKC9PR0ieR4eHjw8OFDLC0tuXLlihwg1NfXSwcxKSkJExMTQkJCiIqKwtzcnISEBCoqKnBxcfnfInf4VldUFhYWWkU6GhERgZ+fn8gVxsfH8fT0JDo6GmNjY+rr62loaMDY2JjIyEi8vb0ZGRmhoqJCktDR0dHo6elRU1NDa2srJiYmxMbGCoStqqqKmZkZWYZubm4Kj8ra2pqYmBjUajW9vb1UVVWxtLREUFCQQPWrqqoEnatsAzo7O3n27JmA5SIiIlhbW6O8vJz+/n4cHR3l5LClpUXemFFRUcKCKi8vZ3h4GDc3N2JiYjA3N6e5uZm6ujoJZSYmJtLV1UV/f7+E9xSMc319vdxNFa2XslXu6+sjKCiI1NRUdHV1ef36Nd3d3djZ2RESEoJGo2F4eJhXr14JsHDHjh2MjY3R0tIiJuCUlBT8/f0pKyujtLSUpaUlMjIy8PX1ZW1tTY6y3dzciI6OZm1tjbm5OQoLCyUL5+/vT0VFBW1tbfziF7+gqamJ73znOxgbGxMTE8OBAweYmpri+fPnDAwMkJSURHx8PCqVihcvXtDc3Cy1KsV4PTk5KYcDlpaWuLq60tbWRlFREe7u7kRFReHg4EB1dbUMgBUN/NLSEjU1NaKeiov7g4+kqamJlpYWzM3NcXV1ZceOHXR0dJCXl8f8/Dx+fn4kJSVhZGRES0sLT58+FY/j3/7t32JhYcHf/M3fiKQ2KSkJW1tbGhoaqKioQKVSkZWVhZ2dnWSdxsbGsLW1JSUlBTMzM968eUNlZaXM8aKioujp6aGmpkbiCZGRkXJaWFFRQVBQEEFBQWK86evrY2ZmBm9vb4KDgyXDVllZiZubG7Gxsdja2jIyMiKG49DQULlA19TUMDc3h46ODgkJCVhbW9Pa2kpdXR2Ojo64u7uLkGRkZETGMgrLrL29nefPn2NmZkZaWpocDDQ0NPDP//zP/2dRxP87Hzo6Opw8eZL6+nrevHlDX18fKSkpbNu2jVevXtHf349arcbPz09YOCYmJkIcVJAjUVFRhIaGCljM1NSUvXv3YmpqyuvXrykoKCAkJIR9+/YxNDQk33vbtm3ExMSgo6NDc3MznZ2dogpX2OUKSrWxsVHCqYpz8NGjR0xNTREVFYWPjw+tra1cunQJZ2dnUlNTSUhI4NWrVzx69IioqCjBf7x+/Zr29nYxECuaa0tLS8zNzRkaGqKhoQEDAwPS0tJwdnamtLSUuro6oqOjZYWm+O8SEhL48MMPycvLIy8vD41Gw86dOzEyMmJiYoK+vj4aGhrkjVlfX4+enp7wuOvq6pienubEiROo1WqqqqqE7ZSZmYmOjg6VlZXcvn2byMhIPvzwQwH5NTQ0sG3bNkJDQwVc2NHRgUajEUGAQrrUarV0dnYyMDBAdXU15eXlcmo3MDDAjRs3AIiIiBDiwYMHD9BoNKSkpBAaGkphYaGsnkNDQ0WWochQFVmqo6MjISEh4kZ89eoV3t7eEvR88eIFa2tr+Pv7k5iYSHNzM5cvX8bMzIzt27cTHh5OXl4excXFUr2KioqipqZGTuDgDxEb5bRwZWVFwoxqtZrExERUKhW5ubnMz88TFBTE22+/zcTEBLdu3cLW1pbk5GRiYmLo6+ujurqa/Px80tPTCQ8Pl22uslVW4jxeXl7Ex8cLgmhtbY2EhATS0tJobGyU7719+3bs7e158uQJ169fJzIykszMTHx9fSkuLhZ/oELgbGpqEmGtgsXR0dEhNDRUsnwlJSX4+/sTFRWFtbU1169fZ2lpiczMTFJSUqitreXu3buyGPjhD39IQUEBubm5REZGEhgYiIeHxze/dnzj7/C/8FheXub69es4OTlJYfHWrVssLCywc+dO8bopwks3NzcmJiYYGxsT7jgg7HMlaevj44OVlZUE7CIiIoiNjaWhoYH8/Hy8vLw4evQoc3NzXLlyhY2NDc6ePYuTkxNXrlyhvr6e/fv3k5SUxMuXL3n27BmhoaFkZmYyPDzMs2fPMDIyIi4uDj09PVpaWiRxbGhoyPLyspiQFxYWMDU1FcFCQ0MD+vr6JCcnY2RkJAPr3bt3Ex4eTn5+Pi9evGDbtm0cOnSI+vp6KdK+++67TExMcP78eXp6ejh48CCGhoY8fPiQ/Px8IiMjycrKEhyIk5MTcXFxODk5yRG1ojqys7PD29ubpqYmybpsbm5y79498vPz0dPTY+/evbS1tfHw4UNWVlb4wQ9+gJOTE59//jldXV3s2bNHlFGKliwjI4OKigopP2dmZuLm5iZ38pCQELy8vHB1deX169fS5VQ4+F5eXgQFBclMytLSksDAQJaXlykoKMDCwoIjR45gZGTEjRs3GBoa4ujRo4SGhnLv3j2Ki4uJiYlh165dlJeXc/XqVTw9Pfnwww+xtLTkyZMn6Orqkp6eLvOrzs5OYmJi8Pb2FlCeYtJRZp5KH3NsbEzya8XFxdTX15OamkpMTAyGhob89V//NTY2NvzN3/wNdXV1fP755zg6OnL8+HHm5ua4ePEiXV1d/OQnPyEgIIAHDx5QVFSEt7c3KSkpDA0NSVnc1dWVjY0NBgcHmZmZEYKIwqVfW1vDxMQER0dHNBqNkFft7e3JycnBysqK+/fvs7CwwDvvvIOPjw83btzg0aNH7Nu3j507d1JQUMDHH3+MjY2NnA7/9re/ZXh4mJiYGJycnHjx4gWDg4OEhoYSEBAgRiTlM6BEY9bX10XCobD7i4qKGB0dJTQ0lKioKCGhftPHtx5PMDMzw9rammvXrrFjxw4sLS2ZmZmRZfrp06d59uyZZH4CAgIwMzPjypUrpKSkoKenh42NDa9fv2ZxcZGjR49SUVEhd+/09HQMDAz4+uuv8fPzQ6VSERERwcOHD9na2iItLU1YREVFRQK2q6qqQtmWKk5BQ0NDKfqur6/z+PFjTpw4wdLSEhMTEwwNDQml4MaNG0K6DAwMZGpqSjxzKysrGBsbC453x44dFBQUCOZm9+7dDAwMUFxcTHR0NCqVCn9/f37zm9/g4+NDVlYWHR0dbG5u0t3dzZkzZ+jv76enp0fyQH5+fjx8+JCkpCRMTU2xsLCgtbWV5uZmfvSjH8nAXqFJxsfHc/36deLj44WFXVVVRUdHB0eOHKG3t5fNzU0aGhoIDw/HxcWFvLw8LC0tWV1dJSMjQ0Kde/bsETPO1atXyczMxNbWVl4XAwMDBgcHSU1NFa5RdXU1aWlpuLi4cPv2bXx9faVn+fTpU8bHx9m2bZtk3h4+fMju3bsxMzOjvr6ezc1NVlZWOHjwIF9//TUjIyMyCzQ2Nub27dskJCTIgUh1dbXABV+/fs3k5CSzs7NSdv/kk0/IzMxEX19fwq2K6VmxKzc0NPDhhx8yOjpKUVERCQkJbGxsoFaruXnzJubm5kREREhRvqmpiXfffVdO6JRSfWpqKo8fP5YwplLCr6ys5M/+7M8YGBgQLHd4eDg5OTl88sknIrAICAigra2NFy9ekJOTw+rqKiqVisrKSnx9fYmNjeXVq1eYmJjQ19fHvn37xC5+9OhRHBwccHFx4cqVK7i6uhIUFMTIyAi2trZ0dXXxne98h5KSEpaWlkTRFRQUxCeffIK3t7f4CpaXlxkYGJBVo5K18/LywsPDgy+//BJvb29ZYHyTx7deSvb09CQvL4/Tp0/z5ZdfkpWVJYNe5cNz7tw57ty5I3vy1tZWcnJyuHDhAm+99ZYgU5Su4OnTp7lw4QL79++nqamJjY0NEZCeO3eOa9eukZyczOTkJH19fezYsYPLly/z7rvvCnHUxMSE8vJyjh49yhdffMHx48cpKyvDyMgIX19fHjx4wLlz57h48SJZWVn09/czOTlJQkICV69e5cyZM9y9e1dK0k1NTezbt48vvviCEydO8Pz5cwmCPnv2jLfeeouLFy+ye/duiSmEh4dz9+5dTpw4QWFhIQcPHmRqaoquri7ee+897t69y5//+Z+Tn59PdHQ0Go2G+/fvc/jwYS5fviwyAq1Wi52dHVVVVZw6dYqvv/6a5ORkmc+Fh4fz6NEj3n//fe7fv09wcDCGhobyJr1y5QpHjx4lPz8ff39/WYnt37+fwsJCMjMzxUTi4+PDrVu3CA4O5ubNm4I/6e7uJi0tjYcPH/Lv//2/p7e3VxRM9fX17Nixg5aWFgEfTk9PExgYyNOnT4mJiSEvL09oAu3t7cTExPDy5UtSUlJoamqSAGZDQwOZmZnU1dWxZ88eqqurmZ+fR6PRUFJSwvHjx7l69Srx8fGCXk5ISKCwsFByZgqbvbe3l8zMTO7cuUN2djZ1dXWS+6qvr2fv3r388pe/RK1W09bWRmNjI9u2beOnP/2p5LgCAgLE+LNnzx7u37/PqVOnqKmpETlHdXU1+/bt48GDB+zevZumpiZmZ2eJi4vjd7/7HUeOHOHGjRuEh4czNjYmXcSPP/5YwJOKXKKgoIA9e/YIXLGpqQmVSoWPjw+5ubkcPXqU69evEx0dLTuOt956iytXrvCDH/yA2tpa4uLiMDQ0pKWlhV27dnH+/HmR/iqkh4cPH3Ly5EkuXbokuTJF2f773/+erKwsLl68SEBAAAD9/f3s2rWLmzdv8t3vfvcbXzu+1QuVnp4ew8PDkr85d+6cDAAV9tL+/fspKChAq9UyODjItm3bcHJy4t69e8Lv3rdvH83NzVRUVODl5YWenh6JiYli1/Xx8ZE08aVLl4iLixO+eXd3N2/evOHo0aPMz89jZmbGy5cvMTQ0JCcnR9Aoz58/Jz09HU9PT7kbd3V18fbbb9Pf309nZ6f49/bu3cvdu3cFkRIYGIizszOXL18WKYMyHC8qKiIpKQlAAqQbGxskJiaKDeTOnTv4+fnJyYuy2vrwww+F6PDq1Sv09PR46623qK2tlZM9Pz8/IYsq29Rdu3bR3t4uZNW5uTm2b9/OhQsXZNVoamqKvb293DUdHBwICgqit7eXwsJCUlNTAYRIamhoyHvvvUd/fz8ODg60tLRIN7KtrY21tTXq6uo4d+4c8/PzvPXWW1RXVzM2NsbMzAzh4eGSMLe0tGRubo7IyEicnJy4ffs24eHhGBoakpWVJYcSERERwhm/evWqNPsVfvnXX3/NiRMnMDc3l0zR+Pi4MJU2NjYoKSnBy8uLxMREamtr2draorKykn379mFlZcWzZ8+wsLBgbm6OkydPcvv2bRobG7G2tsbd3Z2dO3dy/vx5LCwssLW1JSsri5WVFT7++GPi4uLQarUSZC0uLiYpKUmK1Hfv3hWm2uDgoLgDjxw5gp2dHd3d3ZKLU5DKHR0d9PX14eHhwU9/+lNevHgh4tHt27eTkpLCw4cPcXNzw8jIiHfffZe6ujqePHlCbGwsZmZmpKamcvHiRXR0dFCr1aytrWFlZcX58+flPe7s7ExraytVVVV88MEHTE1Nsbq6SkVFBU5OTuzdu5eZmRmcnJyktB8dHU1LS4vo0X7+858zNDREV1eXWGsyMzO5du3aN752fOul5OPHj///pGF6e3uLdnpubk7CitPT05iamuLh4YGPj8+f0BI7OjoYGxtDpVKJokipToyOjsqp2crKCjY2NjIrsfqjzlqhes7MzAiawsfHBwcHB9bX1xkcHKS9vZ3R0VFRTGk0GmxsbNDX1xeSZX9/P1qtVlTbGo0GCwsLlpeX5TkmJyfR19eXEKOjoyNarZaRkRGhk25ubqJWq3n77beFGa5Ydnt7e5mZmcHQ0JD4+HhhUCmrxO7ubsbHx9nc3CQ8PFyW9Ar/anR0lNHRURoaGvDx8UGj0cgJnqWlJU1NTbS3t4tLUMGzKDp6ZYakIIy9vb3x8vLCysoKd3d3CXEq/bWNjQ0x8ezbt48vv/yS+vp6nJ2d0dPTw83Njfn5eaqrq6WL6erqSkhIiLCMlNevt7dXLlQ7duwgMzOThoYGSkpKsLCwoK2tDRsbG3x8fNja2hILj4KrrqysFEGrYlZRaKTKFlrJXIWHh6PRaNBoNPT39zM2NkZXVxeWlpY0NDTg5uZGYGCgUATMzMw4f/48VlZW0kjQ1dXFyclJZoRjY2MUFBSwsrIi7j/lGB/+kO4uLy9naWlJ2E++vr5SwVLmtC0tLQINNDU1JSwsDHd3dznU+NdVJz09PeLi4vD09ESr1bKwsEB5eTkLCwuCUbaxsZH6lL6+Pg0NDcJ4X1xcFJuzslJbWlqSoOzk5KR8ZgIDA9HX15c6m/LZVECR4eHhHDly5N9OjkqB1CmzlqysLEFq2NjYMDs7yxdffMHKygpqtZrp6WmysrJIS0ujqalJjB5Xr16VrM/W1pac5r18+VK02ArzWymg+vr6otFoePDgAY2Njejp6VFbW4uXlxcnTpyQaoJCQ6yvr8fV1ZWpqSkCAwN56623pGFvZGTErVu3hHSoUqlwd3cnJyeHjo4OamtrgT/UgiYmJoQh5eDgQEpKClVVVSIdqKurY3V1lbfeegsHBwfgD76+iooK7t69i7+/v7gI//zP/5zw8HARiVZVVXHv3j2SkpKwt7cnPDycs2fPsrGxQWlpqcgWcnNzJTLh4OBAZmYmExMT3L9/H41GQ0dHB/X19Zw+fZqoqCgMDAwIDAykqalJOFMK//zYsWMkJyczODiIg4MDQ0NDfPbZZyQmJpKcnIyZmRkpKSmYmprS0NCAk5MT09PTooWam5tjeHiYyspK7Ozs2L9/P+Pj4+zZs4fAwEAuXbokJ141NTWEhoZy8uRJVlZWpOt28eJFEYdWVVWxZ88egoKChDml0Wi4deuWJOZNTEzksKKoqIjGxkYhxJqZmZGVlcXQ0BApKSnk5ORw6dIlvvzyS/T19Wlubsbd3Z3Y2Fjc3d0xNTXFz8+PvLw8Xr9+jUqlws7OjpGREXbs2IGrq6vM927evMmLFy/EAqTMGzc2NqitrUWtVksMZ9++fbJqO3PmDK2trTJ6UFLxH3zwAREREejr65OVlUVNTQ33799nbm6OgYEBJiYmOHjwIO7u7qhUKnx9fWlpaeHBgweCxF5bWyMtLY2VlRWKioowMDCgoaGB27dvExsbi6OjIxMTE5w9e1YqNUqYs76+ngMHDki/MysrC61Wy0cffURnZ6eQQ7Zv305WVhajo6MCaPymj2+9QmNpaUlQUBDBwcFyVN7S0oKZmRkRERFSSamoqGBoaAhnZ2eio6OxtbWlu7ub2tpaFhYW8PPzIywsDF1dXVpaWmhoaEBPT4/w8HB8fX1FDqG04aOionB2dmZoaIiqqiomJyfx8PAgMjISc3Nz2tvbqampYWtri8DAQEJDQ+UN1dbWhpmZGdHR0Rw/fpyXL1/y8OFDBgcHcXZ2JioqCjs7O4aHh4Uf5OfnJ5zxxsZGGhsb0dfXF++cUkvp6emRO72bm5solZQ0eEBAAFZWVpSWlgohUq1WExUVxezsLK2trbS1tUnX0dTUFB0dHYqLixkaGsLQ0JDY2FicnJzo7e2VWouVlRVHjhyRI/a6ujosLS3l51ByZGNjY0I4CAoKYmBggFevXkleJygoCJVKxfr6Og0NDQwNDUlpVuGCr6+vU1paSlFRESsrK4SGhvKXf/mXLC0t0dnZSUVFBRYWFsTFxeHi4sLk5CRlZWWMjY1hb29PTEyMoFimpqakCmRtbU1CQoL8/IoRxtnZWf5dyockICAANzc3CT8qcZHk5GSsra0FHLi2tkZYWBhBQUGo1WrKy8slh+Ti4kJ8fDzt7e00NjbS29uLiYmJiBCCg4MByMvLw9jYWAK8xcXFDAwMsLW1JQcC8AfxxujoKDY2NgQGBuLn58fAwAAvX75kYmJCclIGBgYSiLW1tcXT05PAwEDGxsZ48+aNsOlTUlJwdHRkampKfkYFNWRvb09rayvDw8OMjY2h0WhkRPHkyRNaWlowMDCQVdjW1hYlJSVSZQoKCsLFxUWwSb29vYK00dXVpbi4WGiw0dHRxMbGsra2xrNnz+jq6uKrr776t7OiMjIy4siRI7S1tfH69WuMjIyYnp7GxsaGw4cPMzY2xpdffilyBYXdtLW1xRdffMHGxga7d++WHJKxsTF5eXkMDQ3x9ttv4+LiQm1trQDSenp62Ldvn0DCFGzJ9PQ0oaGhpKSk8OzZMwoLCyUNbGhoSFhYGE1NTdy4cYOgoCDS0tKYnZ1FT09PJAze3t6cPXuW+fl56uvrAWhubkar1XLmzBn09fW5e/eu4Ew2NjbYtm0bDg4OXL58mb6+PhITEzE0NBRCxKNHj6isrCQjIwNvb2+pADU0NFBYWEhaWpoMeRUBQFNTExqNhmPHjkm/Tk9PD3Nzc/T19dm1axfr6+vcuHGDgIAAscMogb779++zvr7OyZMnAaQz+ObNG5aWlvjwww/lA9vT0yN9vJSUFFJSUrh58yaNjY3o6urS0dGBm5sbOTk5FBUVUVRUxN69ewkODmZycpKVlRVycnJwd3fn8ePHQuxUTMmOjo7cvXuXly9fkp6ejpOTEwYGBpiZmVFTU8OrV6/YuXMnaWlpghaemJigvr6ewMBAGaY/f/5cyszKDLGvr49bt25hYWFBYmIi09PTcsJ64cIFVCoVf/VXfyVGZOUDPDo6yjvvvIO+vj6dnZ2MjY2xtLTE4OAgO3fuJDExkdu3b8vcdWJignfeeYesrCyuXr1Kfn4+GRkZMrYwMTGhq6uLS5cuodFoiI6OpqurCx0dHaampigpKcHb25sf/OAHDA4O8uzZM6ksubq6SrPj97//vZTQl5eXiYmJwcjIiPz8fIaHh4mNjcXe3h4TExPUajUXLlygpqaGgIAAvL29ef36NdbW1rS3t7OwsCDonocPH1JTU4O+vr44ANPS0sjNzeX+/fs4ODgIrtvDw4PW1lZ+97vf4evrS2pqqty0lpeXKSwsZGZmhnffffcbXzu+1QuVsbEx165d48CBA4yPjwsN08PDg5aWFubm5ti9ezf379/Hx8dHBpOPHz/m1KlTNDU1MTk5KaaSrq4u9PT0SEpK4vLlyyQlJbGysoKhoSG1tbUcOnSIN2/esLa2RnBwMKOjo6IKCggI4KuvvuLAgQMMDAywubnJyMgIO3fupLCwEFNTU0JDQ+VFs7S0xNHRkRs3bvD222+zuLiISqVCq9VKMFGtVuPj48OzZ8/w9PRET08PAwMDioqKeOedd3j69Kmos+3s7CgrKyMwMBBHR0fy8/NJSkpiYWFBTroSEhK4e/cuvr6+IsaorKwkICAAY2NjHj9+zJkzZ+jt7cXY2JjS0lIOHz7MzZs3SU9PJygoSBA0AQEBDA8PU1VVxf79+3n9+jUAZmZmpKen8+TJE7Zv346pqSmtra1oNBosLS3lgn/27Flevnwp2we1Wk1+fj47duzA0NCQqakp4uLiJJg7NzfH/v37+d3vficBx3379pGbm4u7u7skvi9cuMD777/PxMQEHR0dqNVqXFxc6OvrQ19fn9DQUD777DMiIiLQarWYmpry6tUrDh06RENDA5OTk/j6+gruRkdHh+zsbC5evEhKSgpLS0usrq4KXaCkpITFxUUSEhLo7u5maWlJ1OO3b9/m9OnTtLa2otVqmZ6eZteuXUKHDQ4OprW1VdLZdnZ23L9/n2PHjtHT08PCwgJLS0u4u7tLtcnPz48HDx6gVqsxMDBAR0eH6upq9u/fz8uXL2WLNj09TVdXF/b29hgbG3PhwgUyMjJYWFgAoL6+nu3bt3Px4kUCAwMJCwtjeXmZoaEhYmNjcXBw4OrVq2RlZdHV1YVKpWJ1dZXk5GQuX75MRkYGhoaGdHZ2YmhoKPO0vLw8du3aRUFBAfb29rJFvX379p9c1JSoyNDQEENDQxw+fJh79+5J/MDQ0JBnz57JQqKmpgZfX18JGn/Tx7d6oZqcnMTNzQ0dHR22b9/Os2fP5L95enoC8PDhQ2m5BwcHc/78efz9/TE0NBRjyvz8vHTyVldXefToEWlpaWxtbeHp6cmFCxcIDw8XXdDLly+Zn5+XCsrq6iq5ubns2bOHtbU1nJyc+PLLL4mPjxfj7cuXLwW1urKywsrKikQGxsfHxfGXmpoqw/WysjLW19dJSUn5ExLj6dOnhf3z+PFj0tPTpWSqpMZ37twpPKHS0lKOHz9Oc3MzRkZG5Obm8vbbb8sJYF9fH3NzcyQnJwuxs7q6mh/96Ec0NjZiamrK06dPiYuLw8bGRsD7enp6REREUFtby/LyMtXV1ezevZvnz5+ztbVFT08PcXFxMttS/HE7d+4UxMrs7Czf+973pNoxPj6Or68vGxsb1NfXY2ZmxszMDOnp6Tx+/Bhra2tmZmawtLTEwsKC5ORkWU3Pzc3JUbkiFlDyVHl5eZibm+Pk5ERKSgpXr17Fw8MDrVbLzp07yc3NZWlpia2tLdzd3RkcHOTrr79Go9Fgbm6On58ft27dwtzcHAsLCzIyMigsLGRjYwMDAwMyMzMZHR3l0aNH7N69GysrKzw9Pbly5Qrbt29ncXFRMM9jY2PC91KG8++++65khq5fv05KSgrm5ub09fXJaxwZGYmenp6QFPbv38/GxgbGxsbk5+eze/duKY0rck9l26zQQI4dOyY90k8//ZTMzExB1jQ2NhIfH09SUpIk5ouLi4mPjxdG2K1bt3jrrbcwMTFBV1eXoaEhKXcXFRWhp6dHeXk57733nuQXy8vLyc7OZm5ujgcPHjA6OoqnpycZGRkUFxeLdu3kyZNiE6+rq+Ott95iYGCAyspKeZ7k5OT/Lad+3/rWr7+/n/HxcSFVKiCuvr4+hoaGJDGcn59PV1cXhw8fRqPRcPnyZQYHBzlz5gzW1tbcvHmThYUFsrKyBAusUqnkNE2hEyjW3Li4OCYnJ8nPz8fV1ZVDhw7R1tbG9evXRZRQXV3N48ePiYiIkMKl0tq3s7Njbm5OAGRKjcDFxYXKykp6e3vJzs7Gw8OD69ev093dzdmzZ1Gr1Vy+fJnp6WmOHTsmy/OtrS3JXA0ODsrqTEdHBwcHBzY3N6mpqWFtbY0dO3ZIYj00NJQ9e/ZQUlLCzZs3CQsL49SpU7x+/ZqWlhZZ1Smqdnd3dwnaqtVqxsfHGRsbE0zsvXv3aGpqIisri4CAAC5dusTc3JwA+T///HOmp6fJyMgQpMrq6ipubm4YGBjg5uaGt7c3fX19aDQawsLC6O7uljyUIht1dnbmwoULTE5O8v7776PVarl06RIzMzPEx8dLh1EhZTo5OQlLvKurC1NTU1JSUuSC5Ofnx5EjR6Qjl5WVxa5du6itraWiooIdO3bg7+9PT08PHR0dIo1VYiqtra3CnNdoNFRUVNDR0cGpU6ews7Pj2rVrzM/Pc/jwYRwcHISyun//ftbX13n16hUqlYqQkBCmpqakPNzS0sLq6ioxMTF0d3dTVFREWFgYhw4dEkqot7c377zzDrW1tTx48ICkpCQSExN5+PChYH5cXV3RarWsra2ho6MjcDt7e3s6OztpbW0lMjISa2trPv/8c6k22dnZcfHiRQYHB9m3bx+rq6t8/vnnzM3NERYWBvxhRLG5uYmRkRHLy8sYGxsLpVbpfra3t1NUVERUVBSHDh2ioqKC3NxcQkJCSE1NFXKnl5eXWKfr6+vx8/PD2dlZQtJK/OibPr7VC5WBgQFGRkYy/9i3bx/GxsYCN3v33XcFNAewb98+tFqtqNPVarWoqZSTQwMDA5KTk5mfn+fu3btYWVlx+vRpRkZGuHLlCmq1mmPHjjE6OkpBQYGou5eWluQod3l5GRMTE7y9vRkbG5Oszd69e6VLFRUVxfHjx6WWExERQVpaGiYmJjIQV4akilWnu7sbPz8/oqOjefPmDUVFRWRkZJCRkUFubi7Pnz9nx44dJCQkUFJSQnNzswDbRkZGRNs0PDxMcHAwQUFBUrY9deoUycnJ3Lp1i4KCAt5//30cHBz4zW9+Q3V1NTExMWJf2dzclKNiBwcHYZwPDg6SlZWFu7s7eXl5jIyM8MEHH2BmZsbz58+ZnJzkz/7sz7C2tubx48fMzs4SHx/P+vo6o6OjzM/PMzY2RkdHByEhIQwPD5OXl4epqSlvv/02Go2Gr776ivb2dsrKysjKyiIyMpK2tjbm5+dJSEiQ2oiurq7MNqytrTE1NaWmpoahoSFOnjyJt7c3V65coaurS5DO9+7dY319XeYznZ2d6OvrCxrX0dERfX19CgsL5fm0Wi2/+tWvZCZlbGzMf/2v/xWAjIwMTExMKCkpEfKqvr4+a2tr+Pn5yXZUqePk5+djbGzMmTNnmJiY4N69e8IjGx8fZ2BgQGY3ShRFwS8rlZO1tTUKCgqIjo5m//798v6KjIwkKSmJ2tpa7t+/T1JSEnv27JEIiMIRUzA0S0tL9Pf3o9FoZItbVVVFeno6+/fvp6SkhPv37xMUFISPjw9Xr16lpaUFjUZDQEAALS0tLC4uioouICAAtVot0tvw8HC8vLx49eoVlZWVHD58GFdXVz7++GNqa2s5cOAAcXFxdHZ20tPTI9tIRRL8TR/f6qmfmZmZNisrC1tbW4yNjdnY2BAMhRIEnZ+fF727jY0NarVa/tEKWlgJ8imeuqWlJekc2dnZ4eDggIODA5aWlsKb+tdZopmZGVZWVsRm6+DgIIVaExMTACm7KtwjxX6bnJwsTjRHR0csLCwkAzM9Pc3o6ChjY2NMT0+zubkpcxUHB4c/8Qzq6+sLf0sxHE9OTrK+vo6tra3IDoyMjCSFv7S0JCjZ4eFhgesrp3jKhU3Jv7i4uEikQyEwjoyMMD8/z+TkJGq1WuoULi4umJubS6nYwMCAqqoq5ubmGBoawszMjIGBAfHJKThaa2tr1tfXhfhZVlZGQUGBKMisrKx4+PAhi4uLDA8Ps7CwIFUoRdWlbLeNjY3F1qzEWOrr67G3t+fWrVsi8sjIyGBycpK5uTnhjys5nrGxMbq7u+nr6xNKx+TkpBiDXVxcaG5ulhufMvA1MDBgbm4Oc3NzjI2NsbKyIiAgQDDQVlZWLC8vS65LT0+PhoYGTE1NhUJhZ2fH0NAQAQEBfPDBB6ysrPD8+XOGhoYYGBhgeXlZVhnBwcGsr6/j7++PhYWFGL4VEsL09DStra0sLi6iq6vL1NQUQUFBAHh7e+Pi4sLKyoqguRWKiNItVRj5hoaGMitSHIK6urriLOzu7mZ6ehqtVsvY2BiGhoaycjM2Nkaj0Uj8wtDQkLm5Odra2uju7mZhYYGVlRXMzMyIiYkRV2FoaCiLi4vMz8/LZ+5nP/vZv51TP2NjY5qamqipqWFhYYHLly9jampKT08PADt37mRzc5MTJ07IiY+3tzePHz9mfX2dly9fUlRUhKWlJeXl5YJ0cXJykpxTaGiosJ60Wi0XL15kfn6e8fFx+vv7hfGze/duoqKi2NjYIC4ujlevXslx/507dwS94ezsLILMv/zLv0RHRwc/Pz9sbGwEaTE8PExfX58ciW/fvh2VSiWI3NXVVamWDA4OMj09zYULF9DX16e8vJyNjQ1iYmJYX1/n1KlTWFhY4O3tTUBAgJiQL126xPPnzxkdHeXatWtyhBwQEMDJkyeZmJggNjaW6elpenp6cHZ25rPPPmNzc5OxsTEpeldUVJCVlUVKSgomJib4+flRX1/PxsYGjY2N/PznP2dxcVHswFZWVlhZWZGdnY2pqSnp6elSAFepVHz00UfCjs/Ly5MgZ3p6OlFRUWJKUVYZBw8eFIb3gQMHqKqqwtDQkI6ODnHN5eXlyYBcq9Vy8OBBDAwM2LFjh1ivHRwcuH79Or29vZSXl3Pjxg2ZE6ampkrae//+/SwuLsoq9xe/+AVmZmbC9vL29mZ9fV2Gzfb29gLGGxkZ4dmzZ1RUVDAxMSGnW0tLS2g0Gk6fPs3k5CSnT58G/lARS0tL46OPPqKxsZHi4mKxX4+NjZGVlYWhoSGZmZn4+fmxtbUlM8PBwUGWlpb4h3/4B9bW1hgeHsbc3Jzt27czNzfHd77zHczNzdHV1cXa2povvviC/v5+Xr58KdGcjo4ODh8+jLe3N/r6+rz//vuYmpoSHx+PtbU19fX1mJub8/nnn4v0Y35+nmPHjonHT4ESBgcHU15eLhfW+/fvY2hoSFNTEy4uLqSnp+Pq6soPfvADEegaGRlRXFzM8vKyZBq3trZoaGj4xteOb3VFZW1trVW2ewYGBujq6goVcnV1VU685ufnmZubE3qgYugF0NfXx8DAABMTE6EnWlhYYG5uLjZYPT09VCoVW1tbrK+vs7i4KKZZ5fsuLi7KwHFjYwMdHR10dXWF0qAgWJQQqKmpKZ6enmg0GnR1dQFYWVmRn3tsbIwnT57ItmN5eRmVSiVCBAMDA4yNjTE1NZXvaWZmJuheIyMj9PT+QN1RqVSiwVaG52q1mtnZWWn1GxgYiPlDT09PLL1KfURhwyt0SQsLC0nQm5qaMjQ0JCtFrVYriWI9PT2ptGi1WjFWOzo6CmpYSTUbGBhIZAMQgqcy4Pb29mZ+fp6f/exn7Ny5Ez09PTY3N7GxsREd1MbGBvCHMLCFhQW9vb0iSzAyMpLVYklJCc7OzoSGhpKcnExfXx8TExNs27YNR0dHZmdnWV9fFzRvX18f6+vrzM7Osra2xujoqJR3lYuWwktSqJnKYFtHRwdbW1tCQkIEZaxYaQApiCuHBHp6ehQVFYkCq6ioCIAPPvgAExMTEZJaW1sTFBSEqakpm5ubMps1NzeX9+rMzIycKPf09GBjY8PAwICgc9zd3QVPND8/LzRV5WdUtqumpqbMzc0JwkhXV5fp6Wn6+/vp6+tjbW1NUvPwh2rU5OQkFhYW8hopnyXF5DQyMiISCENDQ1ZXV9FqtZiZmQlltbGxUXA1yue7t7eXgoKCfzs8KgWP29/fT3d3NyMjIzIA9/T0lFDd+Pi4VEYUlKwytLWzsxMURldXF729vWxtbeHg4IBGoxG1ttJ9U2o4Stzf19cXR0dHtra2ZFCrxBOUlYyCUV1YWKCvr4+mpiamp6fx9/cXiJ/ypp6bm6O3t1eSwQp2xt3dHTs7O8ldKTUaxT5jYWEhq8axsTHq6+tFFW9ra0tgYKDwvENCQmhubmZ4eFh02VZWViQlJYkdeHR0lO7ububm5oTVrVx41Wo16+vrDA8PS25GsbaEhITg6uoqZeHV1VWpJllbW+Pl5UVISIjYTiYmJkTqqWTdFCibstWdnp7GzMwMrVbLxMQEZmZm3L59m4WFBTnZi4qKwt3dnY2NDcbGxlhdXRXjjkqlYtu2bZLoXlhYELpGV1eX1GMUu48CbVNOIZULs/LvMzAwYGlpSSS1MzMzglpWsDjKzfDhw4eCly4sLMTT05PQ0FDW19dRqVTMzs5Khkuxtvj4+HDu3DkWFxelgpSbm8vw8DBBQUHMz89Ld3Fubk46fMpN1NHRUXYGzs7O9Pf3Mzs7K71IhV7g5eUlHPTOzk4WFhYYHh6Wm6FarWZxcRGrP5qWlW0wgLm5Of7+/nh4eODr6ysmJwUlvbCwgEajQaVSiaxiYmKC1tZWOjs7GR4exs7OjoaGBgl6zs3NsbCwQHFxMWNjY7IFDwsLIy0tjdXVVWZnZ3F1daWgoOAbXTu+1QsVQF9fn5xmhYeHExQUJFumkpISnJyciIyMJDo6GhsbGyoqKiS4Z2NjI4luhbypcKwUK0hlZaUIRZX6ydzcnAzLHR0d6e7upqamRtjTChurpqZGTn9iYmJwdXUVUJuylUtKSkKr1fL69Wtx88XFxbFt2za2bdvGL3/5S2pra1laWpLj6bm5OSYmJrCwsCA6OhoPDw8GBwd59OiRGGzCw8OJioqivr5ecK8GBga4uLgIkXFmZkYIpNbW1pSXl5Ofn4+9vT2JiYmkpqbKNnpmZobh4WEyMzNZW1vj9evXdHZ2YmVlRWxsrMgwq6urqa+vx8HBgejoaOGfr6+vi9vQ2NiY8fFxKioqaGlpITAwkO9+97uYmZkxOjrK8+fP6e3tJS0tDWtra8zNzUXE0d7eLpjd1NRUXFxcGB4epqCggPn5eUJCQoiNjcXOzo7p6WmZhRgbG+Pt7U1HR4f8jElJSRw4cIDw8HCuXbvGo0ePRA+WkpIiHTSlguXv78/Y2Bg9PT20tbXh5OREdnY2Go1GhKklJSUEBATg7+/PxsYGKSkp3L59G2dnZzIyMtDT02N2dpaWlhbGxsZwc3MjPT0dXV1duRBUVFSQlJQkPHyVSiWz14yMDKKiorhx44Yo4RISEti9e7eo4err69HX15f3q7J1ioiIwMHBQcBz9+/fR09PDycnJzn6b2xspKioSFZPiphBCcNqNBrCw8NxdnamqamJu3fvYmZmhoeHh/gJq6qqWF5eZnJykoyMDCwsLHj9+jU1NTVYWFgQExODo6OjkGyfPn1KS0sLqampODs7o6Ojw/DwMJubm2g0GkJDQ5mYmKCiooLR0VE5bfwmj29166evr69VqgyKg03x1/X39zMwMMD8/LxsLVxdXQXCr1KpxM/W398vfj5zc3NcXFxwc3PDzs5OQHbDw8MMDAwwPDzM8vKyzB+UVZuZmRlbW1syuxoaGmJmZgZdXV0sLS1xc3OTkzLlzers7Cy5kZWVFSwtLbG3t8fDwwMnJyeMjY3laL67u1uMLgrszNXVVVyGysqjr6+P4eFhZmZm2NrawtraGo1Gw/e//30ZVCv5l4aGBlZWVkQgoBSs3d3dcXV1ZXl5me7ublldKYFZRW6goHuVEOTg4CC9vb2oVCqpKynfSynMKgP/2dlZQdusrKwQHh6Ot7c3Pj4+bG5usrq6KoSGpaUlEhISsLGx4cqVKywtLclKzsTEBGdnZ86dOyeD5I2NDaanp4UUsLKyIkIOZ2dnyYIphypqtZq8vDzKy8ul5KwMyhV7j1arZXZ2lubmZhk2d3R0iCFIgRsqxfHZ2VlqampYXl6WiIiCuJmfn0dfX5/R0VFJ7c/NzUky3NjYmKCgIOzs7OQ99OrVK4aGhti9ezfLy8vU1NSgq6srF0RFpqqMH5T+obICVQijiqJL8TI2NTWJqmprawtzc3NRp7u4uLCxsSErGcWmPD09ja2trZiOlQCmEt9RttGKD9LDwwNnZ2fs7e1xcnISkN/S0hIPHz6U8YidnZ2s0AwMDASTrOxmFIehRqPh17/+9b+dYfrW1pbcDZ4+fcr9+/fR1dVlcnKS5uZmEhMTOXLkCDo6OtIva25u5tq1a2KFqampwc3NjZMnT+Lg4ICuri7R0dHMz89z7do1WVFUVlaytrbG8ePHCQgIYGNjQzp5d+/epaqqSpTxPT09YvNVyAHBwcEUFxeTm5vL1taWNPjDw8PZu3cvenp6uLi4sH37dnp6erhz5468yevq6rCxseHQoUNyl83IyADg3r17DA0NSYB0cXGRvXv3yrI+LS1NlspjY2OYmJhQVlZGXV0du3btIiwsDCMjI3bs2EF0dLRwtaempuRo29vbmx07drC0tCSm4oGBAQoLC+U07fXr16jVaj744AOMjIxwdnYWy+7Dhw9lG1pYWEh/fz/JyckSyj1+/LjYgKuqqhgcHOT+/fvcu3eP2NhYIiIiWF9fJzU1lYiICFpbW7G0tEStVnP27FlCQ0NFKb60tMRXX31FaWkpO3bskOfYuXMnBw8epL29ndXVVUxMTMjPz6egoAB3d3fc3NzEpff9739fttgeHh6UlZVx9epVlpaWZJDt5eXFj370IzY2NmRIXFNTw40bN9jc3CQ5ORmNRoOXlxdHjhzBw8ODly9fsry8zPT0NF9++SVVVVVYWFhgYGCAnZ0dO3bswM/Pj+bmZrEnlZSU8Pz5cynMFxUVkZ6ezuHDh5menqa5uZmgoCDKyso4f/68XERnZmYwNTXlxIkTIuTQ19dnfHycX//617S3t2NmZkZPTw+Li4ucOHFCDigiIiLQ0dHh8uXLVFZWyuzN2tqapKQksrKyGB8fFxlofn4+jx49kvnTxsYG2dnZ/PVf/zVarZbFxUUhavzjP/6jnHpWVVURGRnJ6dOnMTU1ZWVlBSsrK9rb2/nFL35Be3s7gYGB8hk8duwY8fHxTE5OfuNrx7e6orKystIGBASIzmp1dRVdXV3MzMywtbXF0dERGxsbLC0tBRWi0DSVoKIyB9DR0cHCwgI7Ozs5GjYzM5OvU7ZbygpocXGRtbU1CZgqcQFbW1v5uv+rrktRGcEf2O27d+8WzZPycyqhPGXIreSnnj9/zsbGBkZGRjg6OorqW4kR6OjoSKRBqRPNzs6ysrKCvr4++/btkxWH8vvw8/NjenoaQIKzCwsLoi5S7v4ODg6YmZnh4OCAs7OzzCDm5uYYGRlhZWVFKkNGRkbCzVacdc7OzqhUKlQqlRBYARFYKKRKJXcTGBiIhYUFAwMDqNVq2XrPzs7y7/7dv6Ozs1MkBnp6eqLGUkzPq6urTE5OYm1tjYWFhRiDIyIi0NPTQ1dXVywzSizi2bNnYk9eWFgQzMvm5iYhISHY2dkxODiIi4sLHR0dLC8vC3VTX19f3pP+/v5SCVL0WZubm+jq6jI6Okp7e7sMhPX19RkaGpImhdI3dXJywtraGl1dXdbW1mS2qTDUcnJyBIAYHBwssytFxaacfE9PTzM7OyvyBB0dHQwMDADQaDQSibGysmJzcxNra2shpra1tQmrbH5+HktLSywtLSUDpqOjI4crSoZwYmKC1dVVRkdHmZubo7a2VvAyAFFRUahUKhwcHBgdHcXMzIzZ2Vn6+vokJjM9Pc3y8rI8p/I1NjY2csi1sbFBZmbmv50V1b++iBw8eJDExEQ2NzdJSkoiKCiI0tJS+SDevHmTkpISLC0tZTuTk5MjUtH9+/cTGRkp3SVDQ0Nu3rxJZWUlurq6FBUV0d3dLWldXV1d3nrrLZFTenl5YW5uzr1796TzdefOHVpbW/H395fM0ttvv01ISAgbGxskJydjb29Pfn6+1BguXLhAS0sL9vb2orT+4IMPSEhIwNzcnEOHDuHo6EhNTY1cFC5cuEB7e7v8nCsrK2RlZckF+8yZM0KVVGZ4d+/epauri/n5ef7lX/6Frq4uPD09ZS7wve99j+XlZRYWFqT7pQRrm5qauHz5MuPj4zg5OdHR0YFKpWL37t2sr68DcOLECQwMDOjq6sLW1lZa/MrF9vr163h4eEhEQ61W873vfU+YV6GhofT19XHz5k2JKPzjP/6jEA02Nze5evXqn+BtFHSuk5MT6+vrnDt3jrCwMIaGhsSkfeXKFSorK9nc3KSwsJCenh6Sk5OxsrJCpVJx7NgxsrKymJycxM7ODktLS65fv05lZSWrq6t89NFHVFZWEhcXx9bWFv7+/hw4cIDQ0FDhmJmZmfHo0SNmZmYYGBjg448/pqqqSrhm1tbWHD58GHt7e8zNzaVh8ObNG7nB/eIXv6CtrY2lpSUpjX/44YeCHfrxj3+MsbExLS0t+Pn5odVqefDgAe3t7QwMDFBUVCSBWkU2+tZbb8nJalRUFKampty/fx8dHR06Ojr41a9+JSeuTU1NeHl5cerUKVG5K6n6rq4uAeN9+umnAu179eoV1tbWgu9OTEyUqIUClezt7eWrr75CT0+Pnp4eqSUpUEVfX1+OHTtGSEgI0dHRBAQEMDo6KkSMzs5Ofv3rX3/ja8e3eqGan58nIiKCnJwcXr58SVlZmQzqlDlSQ0MDU1NT4on74osvpGi6srIip169vb24ubkJAzs3N5fMzEwiIyOpqKiQ420FK2JhYcH169fZ2trinXfeYWFhgadPn2JmZoa5uTkGBgZ4eXnR2dnJixcvSE9PJy0tjSdPntDU1ERUVBQmJiZsbW0JB2l1dZXTp0+L503hTSnmZSU9HxgYSGJiIrm5uZSUlLB3714hh66srLCxsSEXbJVKxeXLl9na2uIHP/gBXV1dPHv2jPDwcOAPEYD4+HhGRkYoLy9n7969BAYGcvPmTYaGhti2bRumpqYMDAwwOztLVVUVAQEBnDp1irGxMb7++muio6MJCgpidXUVR0dHadGnpqZKfUlBKSuDUgcHB5EyxMXFUVtby89+9jNMTU2l0tPa2oqjoyObm5s4OTkxMTFBQUEBDQ0NXL9+HV9fX/7iL/6CwcFBWltbZT6inO79x//4H+np6WH37t2srq4KwkQ5HVaqGjdv3iQoKIhjx47x6tUr8vLyiIyMxMjICAsLC4yNjampqWFmZoaf/OQn2NnZ8Y//+I/Mzs4SFhbGxsaGrJ7b29tlGzc9PU1JSQmHDh0iMzNT4hwtLS1sbm6yd+9eQe+Oj4/zV3/1Vzg7O8vFXQkAJyYmMjY2Rk1NDYmJieJfVIKUCndMX1+fyspK+vv7ycrKwtTUVCB8aWlpcrq7vLxMU1MTOjo6pKen8/TpU2pra8nOzhaCrHIiOzY2RlpaGhsbG/yX//JfxFoECGt+eXkZPz8/duzYwdOnT3n69CmZmZlCvejr6xNjuYIZysvLk4vf0tISV69excrKipCQEHR0dDAxMaGjo4PXr18TFxeHl5cXd+/e5d69ezL2+CaPb3XrZ2RkpI2JicHBwUHS6VtbW5KeHh0dFei+sgVSUstqtVqWk0rdYuaPWvGxsTE5+leW49bW1jg6OsoA1sTERPbfCnx/fHycmZkZ1tfXxcSsvJFsbW0l2b6+vs7CwgLu7u7yNcvLy4IitrW1FYOusnVZX1+nrKyM2tpayQUpX6Mk4pU3t729veSdFD/ezp07GR0dZXZ2lsHBQTw9PZmfnwfAz89PMliurq5iSFa2UGtrazQ1NcnWQhlIm5iYyHOtr68zPz+PkZERk5OTtLW1AYhteG1tTS7O3t7eki0aGBhgZmYGPT09UYor20llJnbo0CEiIiL47LPPmJubY319nQcPHuDk5MSpU6fw9vYWbpfyu5+dnWViYoK1tTVBASvECuW1DggIICgoiMjISMrLyyktLRWyRVdXF319fXh6egqhVYmsODg4sLa2xtraGisrK3KA0dvbK5ZmpTVgYWEh1Q8TExPZASgHHt3d3ZKjMzAwwMHBQY77/fz80NfXx87OjubmZiYmJmhra6O8vJzDhw9jaGjIZ599BkBiYqJsV5eXl0WYoMQNlJZCd3c3GxsbeHh4yNhD0aApuTyAsbExJiYmxNasHEzZ29sTEhIiHH1lVqirq0t/f7+YmQcGBiSxroxDlFGFRqNhdXUVc3NziYqMjIwwNDTEwsKCVKCUNohKpZLT+56eHgwMDMjJyfk/u/VTqVRGKpWqTKVS1apUqkaVSvX//uN/t1GpVPkqlar9j39a/4++l5LEbW1tlVxFbm4ub968wcPDQ2YmCvfa09OTnJwchoeHmZ2dxdTUlOvXr0uSOi8vT5bFi4uLpKamsnfvXpaWlggLC8Pe3p7c3FxWVlbo7e3l0qVLMlNqa2sjPT2dsLAw9PX1OXHihGi0FefZvXv3AHjz5g0NDQ2EhISwtraGubk5Z86cke5cdnY2nZ2dsg29evUqNTU1REdHU15ejrm5Oenp6aytrZGYmCjiTbVajaWlJbdv32Z8fJzh4WGuXbsmfbXGxkYSExOJi4ujvr6ekJAQvL29KS0tRavVUl5ezqeffsra2hrj4+OS1l9fX8fX15ejR4/i7OzM1NSUlKwVddG1a9doa2vD3Nyc4uJiwsLCOHDgAADx8fGcPHmSvr4+0TXdunWLV69eSUNAq9Xi7+9PZ2cnZ8+eFWjcyZMn0Wg05Obm4ujoSH19PV999RWrq6v89Kc/lRVjUFAQxsbGVFVVyb9lbGyMzMxMpqam0NfX591332Vra0tuPF988QXnz5/n0aNHfPTRR3R0dODn50dvby9JSUn85//8n8WLp/C5Wlpa6Onp4dKlS6Kdr6mpISEhgRMnTrCyssLevXtxdXWlu7tb1F2KJai4uJgbN25Igl0xbvv6+mJmZkZcXBytra2MjY2xtbXFb3/7Wz777DMRq+rr65OQkMDz588xMDDgz/7sz9jY2BAd1s2bNxkZGZG4CvyhvqVsEXfs2MHi4iJpaWkkJiYCfyDAzszM8Pvf/565uTmKi4tlS6YEPL/3ve8RExODvb093t7eaLVaqqurMTExITc3l9LSUkxNTXn27Bmrq6vCXAsODmb//v2MjIzQ19eHqakpn332GXV1dUxMTPCb3/xGTEvd3d0kJydz8OBBFhYWCAkJwc3NTSgaz58/Fwv2N338D1dUKpVKBZhqtdoFlUqlD7wC/gI4DExptdq/V6lU/y/AWqvV/of/3veytrbWGhsbs7q6Snx8PD4+PnR0dFBeXi7uO7VaTV1dHVVVVdjb2wvetry8nPb2dtzc3OQFe/36NQMDA/j7+xMbG8vc3BwlJSVMTU0RHh5OWFgYw8PDvH79+v/2nKWlpRgaGpKUlISTkxONjY3U1NRgY2Mjz1lZWUlraytubm4cP34cR0dHKioq6OnpISAggPj4eBYWFqisrGRsbIyIiAjCwsIYHBykpKREUtfK1qqmpgZjY2MRVjQ2NlJbW4u1tTWJiYlYWlpSXV1NW1sbx44d4/DhwwBUVVVRWlpKcHAwx44do729nWfPnjEzM0NKSoqYXO7fv8/Kygq7d+8mJCSEkpISmpqaxHxsampKf38/paWlcnKop6dHcXGxnOAEBwdjY2PDgwcPBJvj7+8vH57GxkZCQ0OJj4+ntbWV1tZW2WJHR0fLCm98fBxLS0vq6upoaGiQY/qKigp8fX3FrqvglHV1dYmLi8PY2JiGhgaGh4cJDw9nz549DAwM8MknnwixIjY2lt7eXh4/foyLiwtnzpwhPj6ely9f8vTpUxwdHcnJycHR0ZHCwkIGBgaED+7o6EhZWRllZWX4+fnh7++Pjo4Ob968YWBggJiYGFxcXOTi39fXh4+PDwkJCczPz5Obm8v4+DiHDh3C3t6ewcFB8vPz5TU0MDCQ97SOjg6ZmZm0tLRQUVEhdS0bGxvm5+fR0dGhtLSUoKAgdu7cyfr6Og8fPqSzs1OQwpOTk5SWlsrqOzQ0lKKiIoFDKtWmpqYmOjs7sbCwIDs7GyMjI6qqqqivr8fHx4fExETxTLa0tLBjxw7MzMwERWRubi433aqqKjnxjIyMJCwsjM7OTlpaWrCxsSEyMhKAwcFBampqJIOno6NDZ2cnpaWlODk5ERUVhb29PZWVlfzH//gfv9GK6n9p66dSqUz4w4Xq+8BFIE2r1Q6rVCo18Fyr1fr/977exsZG6+joyODgIGZmZgQHBwuQX7n7rays4OHhQVBQkFAEGhoaGBwcxNTUVGy46+vr/7evCQsLw9rampGREaEDKMAzb29vNjc3aWtro7m5mdXVVTw9PQkJCZGvqa+vl46V8jVbW1u0trZK0tvX15eQkBBsbW0l2zQ2NoalpSWhoaF4eHjI8zQ1NbG8vExfXx9+fn5YWlpK2nd4eBhra2uCg4Px8vISTXp7eztbW1ucOnWK/fv3o9VqGR0dZWhoiPb2dqytrfHz88PNzY3p6WlRIBkYGMjvzdLSUmQMyvF+bGwsvr6+zMzMsLm5yYMHD1hZWZGskImJCdPT05SXlzM5OYmnpycRERHExMQI17unp0eyQO7u7hgbGzM0NERzczMlJSXExMTwgx/8gODgYK5fv05bWxsXL15Eq9Vy4sQJpqamMDExISIiAg8PD4kIKMVVPT092WIqBeCBgQHgD0XckJAQGXBXVFQwPDwsstmIiAgxC4+MjEh2LTAwEJVKRU1NDZOTk0xPT+Ps7CxC2LGxMcrKymRbpdwwFI6ZkkdbW1tj586d6OrqsrKyIm5AGxsbPDw8cHFxwdTUlMHBQZ48ecLS0hIxMTGo1WqRvirFZ+XUND4+XuSdz58/lwyYEpodGhqivLycxcVFVldX2b59O6GhoTg5OfHy5Ut5jR0cHEhOTsbQ0JDR0VGqqqrkpFZpAKysrFBbW8vExAQbGxvY2Njg5+eHo6Mjo6Oj5Ofni3xCieesra3JsF8RlCrNj8nJSdrb2wVcqIwhdHR06OrqoqCgAG9vb5ydnUlISCAjI+P/fIVGpVLpApWAD/CxVqstValUjlqtdhjgjxcrh/8/X/td4LsApqam0qsLCAggMDCQrq4uXr9+jampKTt27JBU7IMHDwgODiY2Npbg4GAJeCp74MbGRurr6/Hw8CApKYnl5WU5OYmLiyMzM1MA+Z2dnTg7O2NgYCBHuOHh4URERNDf309ubi4GBgYkJSWRkZFBWVkZJSUljI+Pk5iYiKurqzTMPTw8sLGxoa6ujpqaGhwdHTlx4oRkZhQxpTLfUQijypu9vb2doaEhMcmOj49z69YtAJKTk4mMjKS2tpahoSFev35NVFQUFhYWcvKVkJAglZHHjx/j5OTE22+/zerqKgUFBVy+fJm0tDRCQ0Oxs7NjYGAArVaLWq2WjBf8QaOucOHv3LmDjo4OCQkJHDhwgDdv3tDT00NnZ6eQJOfn55mdnSU7Oxt/f39qamooKyvD2dmZ2NhYOYjIz89ndXVVwohKFEDp1IWEhGBhYUFubi79/f0kJiaKX1AxUG9tbWFraysHDUo6e3Z2llevXmFoaEhMTIysVD/99FP27dtHdnY2+vr6TExMMDg4KEFdlUpFdXU17u7uZGRkoKurS25uLgDOzs68/fbbNDY28urVK16/fk1SUhKDg4My+wsICBBf3507d5ienmbbtm2kpKQwPj5OcXExbW1t7N27F41Gg4+PD319fRgYGMjF68WLFwQFBXHkyBG8vLz48ssv+dWvfsWRI0cICAggNjZWTr2V9LliS4qOjpY501dffYVGoxGO+fDwMC9evODWrVscP35cZldDQ0Oo1WqCgoJob28XB8GZM2cwNzenubmZV69e4enpSWJiImfOnOHBgwdotVqZpXZ3d9Pd3Y2Ojg4nTpzA3t6ewsJC2tvbiYuL4/Dhw1RWVgo5Njs7m4CAACorK4VE4uvrS2Nj4//T65M8/qdO/bRa7aZWq40AXIE4lUoV8j/7BFqt9ndarTZGq9XGmJiYCFTMwsKCa9euyalFUlISvb295OXlER8fL1Cy58+f09XVRWZmJisrKzg6OnLv3j1B6CpIkq+//pr4+HiCg4Pp7u5mdXWV169fc+zYMQwMDGhpaWF5eVnge52dnbS1tUny+/Dhwzx9+pTZ2VmMjIxwcXEhNjaWy5cvCz7Gz88PCwsLAdgpNY++vj6ePHnCjh07pLuoMMaPHj2Kt7c3VlZWFBYWYmxsTHZ2Nq2trejo6PDixQvi4uKIiIigrKxMLsKHDh0SwaQy1D1w4IB8mBSqaEZGBhcuXGBlZQVfX1+8vLyIiYnhypUrjI+Pi2bMzs6OS5cuyQfV39+f5eVlbty4wfHjx1lcXMTExET0YopOfnJykp6eHhwdHfn+97/PzZs3gT+c4GZkZJCQkMDFixcxNjZmdHSUHTt2YGBgwJMnT1hcXGRxcZGcnBxOnjxJY2Mj6+vrDA0NYWJiwo9+9CMqKipob29HT0+P0NBQDh48iJmZGdu2baOnpwd3d3esra2F5rCwsEB6ejpTU1M8fvwYf39/jIyMyMnJITc3l87OTiIjI1lYWCA6OpoHDx7Q399PTEwMAwMDGBsbc/XqVQICAjA1NaWzs5P29nZu3LhBWlqabI8VZdsHH3wgBzXDw8MYGRkJSVUB2nl5eXH8+HHu3r2Lnp4eJiYmJCUlERgYyPz8vISYlcjF9evXeeutt0SUW1JSQm9vr/DT3d3defToEdPT05w7d47+/n6io6N5+vSprKq6uroAKC0t5dChQ/j7+8tKSvm5rayseP36NZ6engwNDfHjH/9YZoeKlis2NpbPPvsMS0tL3N3dsbKyIjo6mkuXLskKNi4ujs3NTb766iuOHz+OVqvF1taWqqoqmpubiYiIQFdXFyMjI+7du8fc3BynTp2iv79fWPrf9PG/FE/QarUzwHNgFzD6xy0ff/xz7H/09ZOTk+zdu5fKykocHR3R1dWV0x0F2OXt7S1zkKGhIbRarTTSDx8+zI0bN8jJyaG0tBQ3NzehFGxubmJra0tLS4tIGZUYhBIEVF7w4uJiYmNj6ezsxMbGRpbzSlCtvr6e7Oxsrl69yjvvvMOtW7dITU2VX7yy7XN0dGRjY4PZ2VlcXFzo6enBxcWFzc1NBgcHSUxM5O7du5w5c4by8nJ2795NVVWVmFkUcoOdnR1NTU1s27aNp0+fsm3bNjo7O9nc3BSzcmBgINeuXZO7qLIVVeoVXl5e9Pf3k5SUJM9ZUlIiJy89PT0EBQXx/Plz1Go1NTU1jIyM4OzszNjYGMbGxjJPOHr0KP/tv/03du/ezeeff05ycrIYbZT5zcTEBF5eXhQWFuLv78+bN284fPgwurq6NDU1ERkZybVr1zh48CAPHz5kYWEBT09PwSkrEQInJydmZmYYGhrCx8eH/Px8vv/973PhwgU++ugjlpaWCAgIEEqDs7MzJ06ckFmfnZ0dP/3pTykrK8PDwwNzc3M6Ozs5cOAAJSUlHDx4kO7uboKDg4W0YWlpiY+PD/39/Rw7dozHjx/zve99j+fPn5ORkSGnqz4+PnR3d+Pv7y9bKUtLS0ZHRyW0q7xu58+f5/Tp03z22WdkZmaK6urx48dyyAJ/iAgoNIiEhAS+/vprfHx8CAwMpLa2lh//+Mc8efKE7OxsHjx4gKWlJQsLC8KHT09P5/bt2xIl2L17N6WlpWI8GhgYwM/PjxcvXgh9VDm5XVlZISIiQhoBWVlZ3Lp1ixMnTvD73/8eT09PEY8qXVDlRE85uFBebwcHB/r7+0lLS6OhoYEf/vCHvH79mj179rC6uoqdnZ1w15Rs5Dd5/M+c+tmrVCqrP/5vYyATaAHuA+f++NfOAff+p55QR0e41QpZU5EizszMYGNjw9TUFNbW1kxNTWFvby+p5bm5OWGNK2gJfX39P0HArK2tYWxszOLiIhYWFkxPT2NnZ8fExIR46JycnBgdHcXR0ZGRkRHs7OzkOZUqgxKPANjc3ERfX5+lpSUsLS0ZHx+Xu6OTkxNDQ0O4urrS39+Pm5sb/f39ouZycXFhbGxMOFnKz638LpRj35mZGezt7RkZGZGviY2NlUxLS0sL27dvF2V3V1cXfn5+tLa2SsfM2NhY6JEGBgasrq7+CU1SGRY3NDSQmJgoMtKuri7S09NpbGwkNjZWtjtra2syxFX46TY2Nvj7+zM1NSUXWEdHR5qbm0lISKCtrQ1bW1va29sJCwuT09ILFy6QlJREXl4eCQkJTE5OCvzN09MTIyMjOSy5cuUKUVFR3Lt3j9TUVF6+fMnZs2fJzc3l7//+77l58yb79+/n/v37vPfeexQWFpKQkEBDQwPe3t4ym1QS+YqFOCAggIqKChITEykoKCA1NZWbN2+ye/durl27xqFDh7h06RIJCQlcvXqV6OhoKioqcHd359mzZ+jo6MhqUEm+azQaoSPU19ezZ88ekXmUlpaya9cuvv76a44ePcrjx48JDg6mtLRUhuy+vr60t7fj4+ODubk53d3dGBoaMjs7S0BAAM3NzcTGxtLQ0EBERAS3b9/m0KFD3L9/n5SUFO7fv8+RI0e4c+cOMTExdHV1yWtsa2vL/Pw8w8PDDA8PA0gEQVHeR0REUFJSgp+fn/xcT548ITExkVevXrFt2zZyc3NJS0sTaUllZSUGBgaoVCr5LE9OTmJqakpfXx/+/v5SqlaMQt/08T+zolIDz1QqVR1QDuRrtdqvgb8HdqpUqnZg5x///3/3YWtry4ULFzhz5gxffvklhw8f5sGDB2RkZMjpR19fHxYWFmxtbTE7O4tarRY+9IsXL9i5cyf379/n8OHDXL9+nVOnTvHVV19x9OhRbt++za5duygsLCQuLk68ZmNjY8LsUVY/bW1tRERE8ObNG7Zv305+fj7Z2dk8efKEPXv28OTJEzIyMqS3VVpaire3N21tbX9SPlVkmQ4ODnL3bWxsJCIigoqKCokoJCYm0tjYSHh4OFVVVXh6etLT04Orq6sUURVekjJLU2oqarWaiYkJPDw8mJqaws3NjdHRUanwxMTEMD4+ztraGuvr60xOTjI8PIypqSmTk5P09/djZmbG8vKysL8U5baVlRUWFhaMjIwwOzuLVqtFT09PwHyOjo5/Qn8wMjJicHAQgIsXL9LW1sbIyAjLy8v84he/YHx8nNevX+Pu7i78ooGBAd577z2B9t2+fRsLCwvevHkj3rvOzk62trZ4+vQplpaW3LlzB39/f27cuMH+/fu5e/cuWVlZ/Pmf/zkJCQlcvnyZPXv28PHHHxMYGEhbWxs+Pj7ye9HR0WF8fBw7Ozu6uroIDAzk6dOnJCYmUlxczJ49e6iqquLw4cNUV1eTlJREa2srGRkZDA4OkpCQIAiWra0tfHx8hLluaGhIRUUFrq6uVFZW4uzsTHd3N66urrS3t+Ph4UFVVRWOjo5yyKHYk9fW1tjc3GRhYQFHR0dhdI2PjwvgTyGOKkIMAwMD4Zcp86PNzU3ZcYyMjDAwMMDq6qoceCh4nM3NTVQqFREREZK8V1ZNMzMzmJmZ0dfXh42NDYODg7i6usrzK7Nkxd5ka2vLzMyM+AdVKhW9vb1CowgPDxeN/cjICO7u7nR0dGBnZ/f/+AKlPP6HFyqtVlun1WojtVptmFarDdFqtf+fP/73Sa1Wu0Or1fr+8c+p/9H3mp+fZ+fOnTx+/Jjdu3eTm5vLzp07Ze9dWlpKVFQUzc3N+Pr6MjQ0hJ2dnSBVFXaO8gG2sLAQeJnyp8KvWltbQ1dXF61WKyHL1dVV6TqZmJjIXEbh6ACsr6/Lm8XFxYX+/n58fX3lzlZWVkZiYqL8zAUFBWI4SUlJ4fXr18TExFBTUyMZH1tbW1ZXV7G3t8fa2pqBgQECAwOprKwkOTmZvLw8Dh48yFdffcVbb73FpUuXeP/99/mnf/onjh07xieffMJ7771HfX09P/rRjxgcHCQiIoLy8vI/uYi5uroKZ6q3t1esygcOHODrr79m+/btvHnzhh07dnDv3j127NhBUVERiYmJtLW1kZiYSHNzs6w8FQStclQ/NTWFrq6u3J0V9djs7CxWVlZMTU1RXV0teTh9fX3W19dxdHQkNzcXjUbDxYsX8fPzo6ysDAsLCwYHB+WD09nZiYuLC42NjXKBz8nJobOzk3fffZdXr15x+PBh/u7v/o6oqCiZPQ0ODhIUFCReQWW1trCwgKmpqcz41Gq1pL2V9LwSSBwdHcXU1FRW+mZmZrL6HhgYICQkBAcHBxwdHZmcnMTIyAi1Wo2fn59wnXx8fJidnZUBdkBAAI2NjZw+fZqSkhKOHDnCkydPSEtL4+bNmxw8eJBXr14RFRVFRUUFsbGxtLe34+7uTktLC1qtFq1Wy9TUFM7OzrS0tJCcnMzjx49JSUmhuLiY3bt3i3Ls008/5W//9m/5l3/5F06cOMHVq1d57733ZA769OlTEhISaG1tZXl5mZWVFQwMDGS1n5SUxOvXrwkPD6e0tBQ/Pz++/PJLPvzwQ65du0Z0dDSPHj3C39+f4uJigoODqa6ulpNNb29vZmdn2dzcZHJyUjhxSkD2mzy+1QqNqakpU1NTciVXhoZHjx7lzZs3ElZTq9U8fPiQc+fO8ejRI9zc3FCpVJibm1NWVsbx48d5/Pgx7u7usmWcmZkRSYKDgwPu7u6izTY3N5dSaUhICA8fPiQ9PV0S1RsbG4SEhPDVV19x6tQpKisrhcLo5eXFkydPOHfuHC9fvsTGxgYzMzOMjIyorKxkz549lJeXSwWnt7eX2dlZgd2tr68TGRnJ8+fPyc7OxsTERBL1iYmJXL9+nR07djAyMiJokqSkJP7+7/+en/zkJ5SWljI7O8vQ0BC6urpcuXKF48ePS4VIrVYzNjbGF198QVBQkHC2/Pz8ePToEd3d3RJ/6OvrY/v27XzxxRfCb5qZmaGsrIzMzExu3rxJTk6OkAgGBgZIS0vjiy++4Ic//KEchxsbG4sTLjs7m9HRUfr7+4VZVFZWhpubG87OzmJu8fLy4uLFiwAiMa2qqpL8k7OzM2FhYSwuLhIVFcX+/fsxNjYmNTWV7du309bWxo9//GNCQ0OJiIjA3d2dgwcPcv78efbs2UNtba1YjaKiorh9+zYffPABTU1NchLm6+vLr3/9azIyMigqKpKVkxKPCAkJkdfS1dVV3IdxcXGUl5dLp7GwsFCG4SsrK+jo6LBjxw5++ctfsmPHDrq6umTVpGyDfvrTnzI6Osr09LTsGFpbW3n77bcZHBxkeHgYf39/JiYmJLqwtbVFf38/+/fv5/Hjx/j5+aFSqTAyMqKxsZHU1FTu3r1LRkaGcPWfPn0qCrKEhARqamro7OxkZWWFgwcP8vLlS06cOCHjDgUhPDw8TGRkJFNTU3R3d4u2XRGXODk50dbWxvvvv8+rV69wdXWVZH5JSQknT57kl7/8JVFRUSJg6evrY+/evZw/f/4bXzu+dcyLgszV09MT/ffKygodHR1kZGSIsn3v3r3cunULjUZDVFQUFy9eZPfu3ejq6srFrb29nZ6eHjIyMqiqqkJfXx83Nze6u7tlNqNSqVheXkZPTw97e3spbyp85927d9PX10dzczOnTp3i8ePHAOzevZtLly4RFhaGt7e3dJaWlpZoaGggISGBnp4elpeXsbe3l62UwpRS7rL+/v6Ulpbi6uqKh4cHjx49Ij09nfX1dfLz8zl79ixVVVX09PRw6tQp7t69i7m5OTExMXzyySfCuqqpqcHS0lLkAgqfSAnZKUHLhYUFUlNTyc/Px9LSkqNHj/Kb3/yG+Ph4Abj91V/9FV1dXVRUVHD69GnKy8tZXV0VcaZSWerv78fGxgatVisiAcUa09zcjI+Pj/j89u7dK6bogwcPcunSJezs7AgLC+NXv/oVFy5cICcnh7m5OZnddHd3Y25uzpEjR1CpVAQGBhITE4NWq5XhteLF8/LywtTUlLt37xIeHo6xsTGPHj3i1KlTtLS0MDU1xb59+/j973+PtbU13t7eXLx4kczMTBwdHbl16xZJSUmicVLqMkqFysHBAa1Wy9zcnJwumpubo1arefr0Kbt370ZfX58vv/ySyMhIhoeHefbsGefOnePu3busr69z9OhRnj59KpKMoqIiGcQPDw+TlJQkSOPR0VGysrIEB+zv709TUxMzMzMcOHCA/Px8bG1tiYqK4le/+hWHDh1CrVZz8+ZNzp49y/T0NE1NTRw6dEgCzT4+PnR2dkrQeG1tjY2NDfk3T01NyUq3oaGB7du3MzQ0RHV1NT/84Q9FwnHo0CFu3rwpLoKLFy+ybds2bG1tefnyJUePHqW5uZm5uTl8fX0ZHByUmhbA8vKykE1aW1txdnb+xteOb/VCtbS0hI+Pj6AoHBwc5AOuUqlkhmRlZcXS0hILCwt4eXlRXV0tJ3etra1kZWWRm5srva78/HxOnTpFQUEBZmZmREZGcuXKFU6fPk1VVRWzs7NkZmZy9epVdu7cKTjdrKws8vLy5FRJ0QK1tbUJ2XJ6ehpLS0sZgCvAvPHxcczNzTExMZEjcSV5rtFoyM/PJycnh/r6ehYXF9mxYwfXrl3jP/yH/8D4+DhtbW0cPnyYzz77jKSkJPT09Hj58iUnT57k0aNHqNVqwsPD6e3tZe/evfK8Go2GlpYWXF1d6ejokA6issRWlE5OTk5SJNbR0cHb25tnz56RnJzMzMwMU1NTbNu2jcePH5OQkICVlZUckf/617/G0tISKysrbty4wcmTJ3n8+LEEFRXbdWdnp4hQnz9/TmRkpOR/fH19efPmjWypv//979Pa2sr3v/999u7dy9TUlJzWubq64u/vT0lJCYmJiUKU8PDw4NWrV8TFxTE0NMT8/Lyw8JWbgpubGxsbG3IAodArJycniYiIoLm5merqajIyMvj888+Jjo5mcnKSV69ekZaWxq9+9Ss8PT2xsbHhn//5n/nggw94/PgxKpWK/fv3U1hYSHR0NAUFBYyMjJCcnExRURHR0dH09fXR0NBAVFQURUVFmJubMzc3R0dHh5wwKnPHzc1NOjs72bVrF1lZWfT390u4U19fn+DgYPmZnj9/ztLSEh4eHnzyySfk5OTw6tUrWlpaOH78OHfu3OHUqVOYmJjQ1NQkN7jY2FgCAwPZ2NjgxIkT9Pb24unpibOzM7W1tdjZ2VFZWcnExITMVy0tLdHX16erq4uVlRUCAgKYmZkRQurdu3eJi4tjamqKnp4e9uzZQ2FhIdu2bUNHR4fm5mY5ody5cycAd+7c4cCBA9y6dQsbGxsCAwO/8bXjW+dR+fr6Co9KKaQqlEKlDKwEBdfW1v6keDw1NSVbNWWwqfCo/rXqanl5mZl/pdSanZ1leXkZXV1dTExMsLW1xcHBQciIRkZGEo9QCssKw2pjYwNHR0eZUajVauzs7DAyMhLEhyJ3UP5dCpxOsfQ6Ozvj4OAgyq/8/HxmZmaYnp5mbm6O2dlZZmZmRDZpbm5OSkoKISEh8kIPDw+L/EHBySjh1YGBAWxtbWVbam5uzs6dO1lbW8Pa2lqW/l1dXaIXm5ycxNbWlsHBQWxtbYmIiJAZn7W1tcDclOW/MtNQWER1dXVYW1vj5OQknUUDAwPS09MpKipienqatrY2OWH6zne+w8TEhNyAenp6ZAhvbW0tkgK1Wo2zs7PcIBTha19fn6wiwsLCqKurQ61WS+zBxcVFoiPKTERB8bS0tNDW1oaRkREbGxuYmJgIxVStVgvxUldXl8XFRWFC9ff3Y2BgwNTUFIODg0RFRaGrqys3TeW9oPDCNzY2JJe1sbGBra2tmKTX19fRaDR4e3uzvLxMbW0tKSkpaDQarl+/ztTUFK2trejq6uLm5ibgPHt7ewICArC1tWVyclK21xsbGwwPD9Pf3y9xibW1Nezs7DAxMUGtVqPRaBgcHMTd3Z3l5WXR0q2srNDQ0ICFhQVjY2OYmppia2uLkZERGo0Gd3d3ITJ0dXUxNDSEgYGBjEr+9Yo3LCyMlZUVYmNj5aak3ODb2tqYnJykr6+Pq1ev/tvhUSkDZScnJ/z9/UlOTsbR0ZH4+HhhJT158gQdHR0uXLggQc7AwEAGBgbIycnB0NCQ/fv3i3dNuVB0d3dTUlIiKWAzMzM6OjpIT09ndXWVc+fOsbm5ydGjR6XS8vTpUzY2Nnjw4AFjY2PU1tayubkpMLSEhAScnZ05c+aMmI1fvXol5WiAK1euYG1tTU1NjQTj9uzZg5ubmwRbFYa2UrxVLCXFxcWEhoYyOjrKyZMn2dra4uzZsywtLZGWlsbQ0BA2Njbcu3eP8fFxOjo6WFxcxNXVVZRUBgYGnD17luXlZdLT06mqqsLFxYWPPvqIjY0NPv30Uzw8PPjd734np4VKNcjV1RVPT088PDxYW1ujurqaqakpSktLmZubE636wMAAwcHB9Pb28vd///eYmJiQnZ3NyMgIrq6uQvmsr6/nyZMnVFdXU15ejr29PXp6emRmZnL9+nVReZmbmxMeHk50dDRhYWGCx6mrq8PJyYlbt25hYmLCb3/7W9zc3PiXf/kXGRH85Cc/YXJykoMHD8oFTk9Pj6amJra2tsjNzWVubo4nT56wsLBAYWGh1GXOnTuHra0thw8fpqenh8jISMrKysSesrq6Sl9fH/Pz89jZ2eHm5kZ4eDgGBgZ873vfo729ndjYWHJzcwkKCuL27duMjY1RWFiIk5MTTU1NwjdX/JXBwcE4OTkJNDAvL4+lpSXq6+spLCzk2bNnZGVliRJLSc9rtVp27drF4OAgm5ubvHnzRtj5HR0dLC0tMTMzQ1xcHI6OjuzevZvp6Wk5zYyOjub8+fNoNBpu3brFxMQEDx48EC7VgQMHsLW1JTMzk7CwMGxsbCTaoejSOjs7KSgowMPDg5qaGpKTk5mbmyM7OxszMzP27dvH9PQ0bm5uPHz4UESzz58/p6WlheHhYfz8/LCysvrG145v9UJlbm5OdXU1rq6uwB+QIsqy+sCBA9y5c4e9e/fy/PlzwsPD6evrkzCoUr1RBsDKyYjCnwoJCaGvrw8TExMsLCxoamoiNTWVO3fucO7cOS5evChbmNjYWHp6emQoPjk5iYODAxMTEyKUVPI34+PjYvdYXV3FxcWFqqoq0tLSuHbtGufOnePChQscPXqUvLw8Ab+trq6iVqvp6OggLCyM+vp6wsLCGBgYIDs7m62tLbRaLZubm6yvr7O0tISLi4uoue/cuUNWVhZffvklWVlZNDY2yp2xtraWiIgICgoK2LlzJ9evX+fQoUO0trYSFxeHgYGB0B+XlpZobW3F29tbitl9fX384Ac/oLa2lvj4eFpaWkTuamJiQkpKCjdv3uTEiRM0NTWxe/dumpqaSE5O5s2bN5I1W1tbE+qjVquV4a1Go6G3t1eY7gr3OykpiYGBAYyMjDAyMpLXUbGpaLVaWYE2NDRw6NAh/uEf/oFTp05x//59wsLCKCgowM/Pj+XlZUEN19fXk5KSQnV1NSkpKfT394tSbGRkhLm5OeFqra6uMjQ0RGJiIlevXiU9PZ2rV6+SmZlJcXExNjY2LC8vS8zg2bNnvP322zx//pw9e/YwODhIcHAwAwMDwiYbHBxkfX1dKAhhYWHk5+ezbds2+vv7ZQuvxBVevHhBRkYG9+/fx9fXl+rqak6ePCmGZiVWoAAFt7a2mJycxNzcXLqjlpaWMqKoq6tjbW0NHx8fnj9/ztGjR/noo4/Yt28ff/u3f0tGRgaVlZWEh4f/iQWppqYGOzs7enp6sLS0/BN2/+LiIs7OzqKE09PT482bNyQnJ8vWTkmq9/X1kZycjImJCePj4/j5+dHR0SEn/BEREd/42vGtXqgmJyfx8PAQPdb09DRPnjwhISEBlUpFfHw89+/fZ35+Xk601Go1ly5dEmB/amoqTU1NVFZW4urqiqmpKampqVy7dg1DQ0PW1takoPnw4UPs7OxYXl7m6NGjvHr1Svxu3t7exMTEcPfuXYyNjRkcHOTIkSPMzs7S1NQk5MRjx47x8uVL1tbWaGhoICUlBQ8PD2nDd3V1cfbsWfr7+1lYWKC5uRlHR0eys7OpqalBpVJRUlLC4cOHBbTf39/P2NgYp06doqenB0NDQx49eiTadmXbWlVVxV/8xV+wtLSEs7Mzb968YXZ2lrS0NFQqFfPz89y6dYvY2Fjc3d2ZmZmhoqKCwsJCEUR6enpy+fJlPDw8sLa2liN65QKop6fHzp07+frrr2WgrfQuv/jiC+bn59nY2CAtLY319XWePHlCeno6KysrZGRkcOPGDXR0dETLZW1tTV5enlzcv/vd79LU1ER2djYff/wx6+vrEpS0tbXl66+/Zm1tjcnJSQ4fPkxHR4cYjz09PUlOTqa2tlZMwzt27GBzc5Ompibm5uZYXFzk/fffp7e3l7a2Np4/f46TkxMnTpwQlNDo6Cg/+clPMDMzw9TUlJKSEkH7KFvTL7/8kuzsbNzd3dna2mJqaoq2tjbefvtt5ufn0dXVFavyvn37RPhw/vx59u3bJ6l5pZqlVIns7Oy4ePEiwcHBmJiY4Obmho6ODgUFBezfv5/GxkYiIyP5/e9/j0qlwt3dHUtLS2xtbfn444/x8PDAxMSE4OBg+vr65ADKzs6OoKAgfvvb32JlZcX4+DhRUVHY2tpy9+5daW3s3buXp0+filnI0tKSsLAw/umf/glDQ0M6Q/v7AAAZLElEQVSGhoY4fvw4nZ2dFBYWMjU1hY2NDUePHuXFixcigMjJySE1NZXy8nKWl5fp6urie9/7HpWVldTX14tIIi0tjerqailn79u3T3DK3+TxreqylOT3pUuXCAgIYM+ePaJyevXqFd7e3hw5ckQA/H19fdKjUlAcSkjy0KFD6OvrU1JSQltbG87OzsTHx2NkZERpaSmtra3SZTI0NKSyspKBgQEcHR3x8PBga2tLqgTW1tYyp1ACcuvr6ywvL2NnZyfuPYUR7eTkhLe3NzU1NTJA9/HxkfKrEjiNj4/HxcWFN2/e8NVXX5GYmMiuXbsYGBjg6tWrfPXVV4SGhnLkyBEmJiYoLS0VXMp7772Hjo4ON27ckAFxSEgIW1tbsq0JCwvDzc2NsbExfvnLXwIQEBBAWFgY09PTPHjwgPX1dSlgz8zMyHG1p6cn1tbWDA0NSZVFad+rVCoGBgZkQG9paSnKdnNzcxYXF1lZWRFTkKL3CggIIDU1lYGBAXp6eigqKiI2NpaDBw8yOTnJ9u3bxSR0584dAgIC+E//6T+Rl5cndiHF/Pzy5UsuX76MgYEBkZGR7N+/n46ODv7u7/4OX19f7OzsSEtLw8jIiI8//hgDAwMyMzOJi4ujrq6O3NxcdHR0eO+99yThXVpaCiBb5s7OTmpra1lfXyc6OhorKyuZqywuLmJjYyNUh4mJCZHUrq+vC+9dpVLJbEk5BW1tbaW7uxtfX1+JzCh9xvDwcNbW1nB0dKSkpASAzMxMfv7zn/PZZ5/x6NEjEhMTUQCT9fX13Lx5k/DwcGJiYlhbW6OyspKnT58SFRVFTk4Obm5uPHr0iMrKStLT0zl48CBbW1t0dXXR0dGBhYUFmZmZWFtbU1tbS319PREREQQGBmJjY8Pjx49lRezn58fs7Cyjo6O8efNGtsB2dnZ0dnai1WoJCgoiKCiIpaUl5ufnxUK0tLSEu7u7BFQVzLWPj883vnZ8qysqZXkcERFBQkIClZWV3L59G19fX06fPs3CwgJ37tyRN46pqanczZRyrI+Pj2RVvvzyS6ysrDh79iwGBgbcu3ePyclJIiMjZQmvq6vL1NQUHR0duLq6smvXLqamprh06RIbGxucPXsWZ2dnHj16JPB9tVotkQaAlpYWrKysyMnJQVdXl8uXLzM6Osrbb79NaGgoz549k/qGs7OzhE23trak8rJnzx5sbGz46quvaGpq4oMPPiApKYk3b95QVFSEk5MTnp6e8iFYW1ujqqqKlZUVtm/fjpeXF48fP+bRo0dER0ezc+dOysrKePPmDRqNhujoaAnwKbaepaUldu/eTXR0NDdu3ODmzZskJCTwzjvv0NfXR2FhIe7u7kREREgS2dPTU2y6mZmZ7N+/n/Lycj755BPUajX79u1jaGiI/Px8AfSZmZkByIW/tbWVoKAg9uzZw+bmJrdu3RLbT1BQkBiCR0dHGRwcFNGHh4cHtra23Lp1i4GBAc6dO0dqaipVVVV89dVXuLi4kJ2dTW9vrwzly8rKMDAwIC4ujrCwMO7fv09VVRUZGRn84Ac/4Pnz53zyyScsLCwQFRWFVquV7bxygujn54enpyetra1UVVURFxfH22+/zcTEBCUlJSwtLbFr1y45aR0fH5f31/+3vXMPivJK0/jvQCPdQCNgINyUpsFwacVwUyQ1mmljNCEz2IqOE28xl8kfk9nNVqZqJ5WpVG3t7B+TbFWmaqZSSaayo7msGyWkDEkloChe0AQVkAYE5C42aHNLNzSXpvn2D/o7a6aS2VkVA1v9VFF8fF8333mg++1zzvu+zxMfH4/ZbMZqtfL++++TlJQk1SxKS0vp7e1lzZo1+Pv7097ezsDAAJGRkQwMDBAbG8vDDz/MiRMnpJbYCy+8gF6vp6ysDJvNRl5eHjExMXR0dEjnalXaJSMjAz8/P9555x0plhccHExFRQVDQ0OYTCZWrlwpTVH8/Py4fv06UVFR0huyvLycpqYmNm7cKAua6+rqSEpKYsuWLXL5PD4+Tm1tLWNjY7LJva6uTm4jZGZmcvbsWT799FNiY2NZv369XKaOj4/fcey4p4FK1RtyuVyy6laj0RASEiING+Pj4wkPD5dqB9nZ2UxNTckis/z8fGpra6mtrZWa0R9//DHj4+Ps2rWLkZERDh06RHp6Ok888QTHjx/n3LlzFBUVkZiYyHvvvYfb7Wbv3r3Y7XZKSkowmUyYzWbOnj1LQ0MDZrOZqKgoTp48yf3334/ZbGZwcJDa2lrpZmu323E6nVLW1eFw/M8f1bsUUjNIqitMS0uLlJjx8/Pj4sWLxMTEkJOTI2VjzGYzCQkJfPTRRzLANTc3c+DAAUwmE0VFRdTU1NDT08Mzzzwjyw70ej2vv/46IyMjlJSUsG3bNgoKCigtLeXSpUsUFBQQFBQk1Q9UZ5TPP/9cOuM0NTXJF7KaelatkhRFQavVysxYQUEBOTk55Obm8tRTT8maoKamJuLi4sjOzqa5uZm6ujpMJhOhoaEUFBRw6tQpmpqa2LNnD2FhYVy4cAEhBM8//7xUEk1MTKSwsJA//vGPVFVVyZnp22+/jcvlwmKx0NbWRk1NDbm5uZjNZj7++GNu3rwpXVAaGxtxOp3k5uai0WhQFIXw8HA8Hg8ej4e+vj4CAwOlUunk5KTMiqrZ46amJsLCwli7di3nzp2jsbGRvLw8bDYbZWVlpKamkpeXR2lpKTabjV/84hfodDqqqqrw9/fnwQcfJCQkhKNHj5KVlcX27dvl8qqwsJCUlBSqq6u5dOkSFotFKorEx8ezatUqzpw5Q3V1NZs2bUKv11NSUoJGoyEpKQmHwyEzetHR0TidTtl8rMophYSEYLfbZXH1zMwMQgjpw1dXV8fMzAxbt27FZrNx+PBh/Pz8SEtLo6qqSkq3JCcnU1xcjFarZceOHXR1dfHaa6+RmppKQUEB77zzDj09PWzdulXunS1evJj9+/fT1dXFyZMn7zh23NNANTo6ykMPPYRer+fYsWNkZGRIverS0lIKCwuZmprCarXK0oGIiAhKSkrYsWOHtL+amJjggQceQKPRcPToUbZu3Up/fz/T09O0traybt06XC4XlZWVUrQ/ICCA8+fPs23bNnp7e6XVkr+/PxqNhoqKCvbu3Utzc7PsvVNT3pWVlezZs4fGxkY53V27di09PT1cunSJwsJCOjo6ZLPwli1baGhokBK5DodDmkzu3buXkydPyupxVeq3oaGBPXv2UFFRASAVEdrb27HZbGzfvp36+nrZva/Kg8THx2MymWhubmZwcBA/Pz+effZZ3njjDQICAqQ999TUFOPj4+zevZs333yTpUuXsmjRIhITE2U2cseOHRw4cACj0Sh71NQsp8Vi4ezZsxgMBkZGRsjIyKCkpITs7Gzph6gqQjz22GN88MEHsj5tZmaG8vJyKYqntopcu3aNDRs20NDQgM1mo7W1lX37ZvvcL1y4QH5+Pn19fVJYcevWrTQ2Nsq6KVVYsaysjGeffRar1cr4+DhxcXGyyrylpYW8vDysVitarZagoCAMBoOcDaxfv57a2lpZR/f8889z9uxZurq6yMnJkRZbN2/e5NVXX+XYsWPEx8djNBq5//77pUfj008/LTOdU1NT5OfnU19fj9PpZM2aNdTU1DA4OCgtvA4ePEhKSgqbN2+mra1Nbmg//vjjvP3227LGSqfT0dXVhVarpaioiHfffRej0YjL5SI4OFhW9efn51NSUkJISAhut5vExEQqKipISEggKytLzrJGR0fJzMzkvffeIy0tjbi4OIaHh2UAt1gs/PnPf6agoED6a7a3t7Ns2TJSUlI4duwYaWlpcrP/xIkTFBYWYjKZ+Oqrr2Qgj4qK4i9/+QtZWVksXrz4jmPHPa2j8vf3VwwGAykpKRiNRmZmZmhra6O5uZmRkRGWLFkidZcVRZHXHA4HkZGRmEwmWeDX2dlJS0uLnLGkpaXJa+qG5q3XDAYDU1NT37qmKkAmJCQwPT0t76dq9ZhMJnbv3s3g4CCdnZ1cuXIFl8tFVFQUJpOJ2NhYWch35coVRkdHiY6OZuXKlVIZoLOzk7a2NhwOB3FxcaSnp7Ns2TJcLhc1NTW89dZbOJ1O4uLiyMnJwWg0yizg5OSkdIrJysqSDaP9/f1cvnz5WxpUkZGRTE5OMjo6Snl5uSwCTUpKkv5u1dXV2Gw2AAIDA4mKimLNmjWybKClpQWHw8GKFSsICgqSGcT6+nquXr1Kf38/SUlJpKamYrPZ0Gg0JCQkMDIyQllZmXTY7e7uZmxsDL1eT09Pj/ToU/+XiqLIVh2n0ynNFiYmJkhOTubBBx8kMjKSoaEhrFYr58+fJzw8nLi4OB544AF0Op1sYWpsbOS+++7DaDSSkpJCYmKibNJtamqit7eX/Px86T4TERFBbW0t1dXVsm5MVUXVaDS0trZSX1+PoihkZGRIn0KXy8XRo0dxu9243W5SU1NltfzExARVVVU0NzcTFRVFdHS0XE67XC7Onz+Px+PBz89Pmqfq9XqcTqfUdG9oaOCNN95geHhYqhDYbDa6u7ule1NsbCwxMTF0d3fT1tbGwMAAQ0NDJCYmsnr1agCmp6cZHBykqqoKrVaL0WiULtKtra10dnZKEUGDwUB6ejoREREMDw9TW1tLd3c3Ho+HNWvWsGjRIlatWsX169c5c+YMNpuN8PBwqXG2ZMkSmpqa6OzsZGpqiqCgICIiIli9erV0ku7o6KClpYXi4uJ7J0V8p9DpdEpERAQTExPSRFSr1UpRelXDRq/Xy4JKdaNOVZgcHh7G6XTidDoZHR2V01mdTieNKyMiIqSZZFBQkNwvmpqaYmxsjOHh4W+ZPapFpGr5g6ooEB4ezpYtWxBCSFt5j8cj3Uzsdrss2nQ4HHJJC8gqbrUQU50dqrxUi6wPPvhA9j+qv1fV1srMzJRSMKo3XmxsLHq9Hr1eT3BwsGygHhkZkdbsDoeD4eFhqZQwMjKCXq9Ho9FgMpmktIoaWBctWkRAQADd3d1SI2tiYgKHwyF1qAYGBggKCpLGpENDQxgMBjZu3Cg/TcfGxqipqcHj8UizDavVKpfs169fx9/fX+o9BQcHU11djdvtljNlteFcq9VK2RqNRkNMTAxBQUFERUVhNBq5ceOGlA9WZUxUfS21pkqr1eJwOKTDTHJyMm63m8DAQJYvX87k5CQ6nY5r164ByNeUquZqt9tpbGzEYDAQEhIiXV3UAuWpqSmZpFBnHzBrDqt+KALSgl1tklf3PmNjY+XsqKenhyeffJLU1FSOHDkiVWFVQ1udTofL5cLlchEYGEhvby+LFy/G4/GwcuVK+drSarWEhYURFhbG2NiYTBCozjHT09PY7XapmLF48WIcDgdGo1Ga86rvnZCQEKnv7na7pWmt3W7H4XDg7+8vLelVw4qlS5dKC7bg4GDi4+Nxu91s3rx54RR8BgYGotPpKCoqIiAggL179zI5OYnZbGZkZAStVkt/fz81NTU4HA65T3P48GEiIyPlJl9gYCDLli3jRz/6EWFhYfzsZz9jfHycgoICOjo6MBgMXL58mf7+fpqbmzlx4gROp5NPPvmE++67j6qqKrKysnA4HKxdu5akpCRSUlIwm80ye9Te3s7KlSupqKjA4/FQUVFBQ0MDra2tnDlzBq1WK11frl+/zhNPPEFYWBhms5mMjAzi4+PJzc3FZrORnp7O8ePHCQ0N5ciRI9KhRJ3ZqZvPNpsNi8WCx+Nh27Zt0pg0IyMDp9NJeno6DQ0NhISEcOrUKdxuN2+++Sb19fVcuHCBxsZGaZ6qbmS/9NJLeDweNm/eLBu4o6KiqK+vJzg4mJKSErRaLe+//z6BgYFSobGvrw+Px0NmZiZCCHbu3CkdnG/cuEF2djYulwuAjo4OKisr8fPz491335WFutHR0eh0OlasWMHk5CRlZWW4XC4qKiro6uqit7cXm80mxdx++ctf0tXVxXPPPQdAWlqabGA2GAycPn2asbExOfM4dOiQ9DBUZ1TffPMNjz76KBEREezfv5+JiQl2794t3Y9bWlqwWq2yMFg1AlWF4IKDg2UiJScnRxpZ2O12tm/fjkajITs7m5aWFqanp7l69SoVFRXMzMxw8OBBhoaG+Oyzz6SUcmJiItHR0TIREBAQwO7du2WZiWoe0tLSQklJCc3NzXz99dfExMTIesJvvvmGhx56CEVReOyxx4iMjMRgMEgzjISEBE6dOkVkZKQsFyktLeXy5ctcvXpVqpF0dXVJN6Rdu3YRFhbGunXryMzMJDY2luzsbIaHh4mIiODIkSP4+/vz0UcfMTU1RX19veygsNls5ObmMjg4yJNPPsno6Kgswl6+fDmhoaFS3eTLL7/81v7t7eKeBypFUaivr6ewsJCDBw9isVjkJ6DRaKStrU2aWE5OTuJ2u0lKSuLEiRMUFRVRVlaG0WgkIiKC8+fPy34s1Zp7ZmZGFluqom1qSnzTpk0cPHiQnTt38vXXX0t78La2NmJjY5menpY286rVk8Vi4bPPPiMnJ4eZmRlqamrYsGEDX375JStWrJDpWUAKya1atUpK+q5du5YPP/yQffv2cfz4cZYuXSo1gGJiYuQyT6fTsWjRIi5dusRPfvITPvzwQ1566SXZOrJp0yYqKytJTEwEwOFwMDo6KpuRH330UTo7O2WDbXFxMRaLhT/84Q/yDa/W7FitVvk39/Pz49y5czzyyCN88skn7Ny5U84Uk5OTpayH6gLc19eH2+2mvb2d5557jra2NpxOJ2lpaTQ1NfH0009z+PBh8vPzGRgY4PTp04yOjkrNdLfbTWFhIVVVVVI2pby8nJdffpk//elPWCwWrFar7PnUaDSyfSQgIAC73U5sbCyff/45v/71ryktLUWv1xMWFkZnZyePP/44/f39hIaGSnPU9vZ2WSBbVFREUFAQVVVVrF+/nt/97nfk5OTQ3NxMd3e3lA8ODQ0lOjoau92OTqfDbDZz/Phxfv7zn3PhwgUMBgMGg4FTp07x4osvyqZxtQ1sZmaGvLw8qZU2NjZGa2ur3HzeuHEjFy9eZGJiAqPRKDOKwcHBsto+ISGBqqoq9u/fT3FxMQ8//LC0UbNYLPT29pKcnIyiKLI+Lycnh+LiYlavXk1XVxeVlZWkp6dz9OhRXnnlFaxWK6tWrZKmrursXa3/Gxsbo7GxkV/96lccOHCA/Px86urqGBsbIyEhAbvdTnJyMqqbVFdXF2vXruX06dP89re/5dq1a8TExBAdHc0XX3zBj3/8Y2pra+84dtzTpZ8Qwgm03LMbzi3uAwZ+6EHcJfi4zE/8f+KSoiiK/naffE8LPoGWO1mnzicIIS76uMw/+LjMTwghLt7J8+/p0s8HH3zw4XbgC1Q++ODDvMe9DlTv3OP7zSV8XOYnfFzmJ+6Iyz3dTPfBBx98uB34ln4++ODDvMecBSohxD8JIRqFEA1CiENCCK0QIkIIcUwIcdX7PXyu7n83IYT4Ry+PRiHEi95zC4KLEOI/hBA3hRANt5z73rELIV4WQrQJIVqEEJt+mFF/N76Hy3bv/2VGCJHzV49faFxeF0I0CyHqhRCfqMa/3msLjcu/ennUCSHKhRCxt1z7v3NRVQzu5hcQB3QCOu/Ph4GngNeA33jP/Qb4/Vzc/y5zWQE0AEHMlnMcB5YvFC7AOiALaLjl3HeOHUgHLgOBQCLQDvj/0Bz+Fy5pQApQCeTccn4hcnkU0HiPf7/A/y+htxz/A/DWnXCZy6WfBtAJITTMvsltQCFw0Hv9ILBlDu9/t5AGfKUoiktRlGngFGBhgXBRFOU08NfmsN839kLgvxRFmVQUpRNoA1bfi3H+PfguLoqiXFEU5buKiBcil3LvawzgKyDee7wQudzaNxMMqJvht8VlTgKVoijXgX8HeoA+4BtFUcqB+xVF6fM+pg+Imov732U0AOuEEEuEEEHA48BSFiYXFd839jjg2i2P6/WeW4hY6FyeBr7wHi9ILkKIfxNCXAN2Aa96T98WlzkJVN49j0Jmp3axQLAQYvdc3GuuoSjKFWan4ceAL5mdtk7/zSctXIjvOLdQ08ILlosQ4hVmX2Mfqqe+42HznouiKK8oirKUWR4veE/fFpe5Wvo9AnQqimJXFMUNlAD5wA0hRAyA9/vNObr/XYWiKO8qipKlKMo6Zqe4V1mgXLz4vrH3MjtbVBHP7JJ9IWJBchFC7AOeAHYp3k0dFiiXW/CfwDbv8W1xmatA1QPkCSGChBAC2ABcAT4F9nkfsw84Okf3v6sQQkR5vy8DtgKHWKBcvPi+sX8K7BRCBAohEplNGlT/AOO7G1hwXIQQm4F/Bn6qKIrrlksLkcvyW378KdDsPb49LnOYCfgX7+AagPeZ3eVfAlQwOyOpACJ+6IzF38nlDNDE7LJvg/fcguDCbFDtA9zMfpo987fGDrzCbCamBXjshx7/38HF4j2eBG4AZQuYSxuz+zd13q+3FjCXj73v/XqgFIi7Ey6+ynQffPBh3sNXme6DDz7Me/gClQ8++DDv4QtUPvjgw7yHL1D54IMP8x6+QOWDDz7Me/gClQ8++DDv4QtUPvjgw7yHL1D54IMP8x7/DS8AIy1Qa9UWAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#imgProc = util.random_noise(cam, mode='s&p', amount=0.3) \n", "#imgProc = util.random_noise(cam, mode='gaussian', mean=0, var=0.2)\n", "\n", "imgProc = np.empty_like(cam)\n", "imgProc[:] = cam\n", "\n", "for y in range(0, imgProc.shape[0]):\n", " phi = (random.random() * 100)\n", " freq = 0.2 + random.random() * 0.5\n", " for x in range(0, imgProc.shape[1]):\n", " ab = 0.3 * sin(2*np.pi * freq * x + phi)\n", " #imgProc[y][x] = ab\n", " imgProc[y][x] += ab\n", "\n", "\n", "#io.imshow(imgProc,cmap='gray', interpolation='none')\n", "fig, ax = plt.subplots(figsize=(6,6))\n", "ax.imshow(imgProc,cmap='gray', interpolation='none', extent=[80,130,32,0])\n", "ax.set_aspect(2) # you may also use am.imshow(..., aspect=\"auto\") to restore the" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "fd = np.fft.fft2(imgProc)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[132677.07535914 25016.60838305 6147.11709598 ... 4085.52916886\n", " 6147.11709598 25016.60838305]\n", " [ 25066.65417129 19541.75343598 9145.32163144 ... 808.97141446\n", " 6738.43083639 3152.60558925]\n", " [ 11137.55329964 3613.4198853 6904.25438954 ... 1428.41869862\n", " 1122.98196133 2107.941468 ]\n", " ...\n", " [ 4992.42635006 1904.49286412 3504.60795915 ... 4361.64845702\n", " 5873.82753665 6273.63999646]\n", " [ 11137.55329964 2107.941468 1122.98196133 ... 4051.91436462\n", " 6904.25438954 3613.4198853 ]\n", " [ 25066.65417129 3152.60558925 6738.43083639 ... 2051.06194541\n", " 9145.32163144 19541.75343598]]\n" ] } ], "source": [ "fdp = np.abs(fd)\n", "print(fdp)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0006906887627903621\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "m = np.max(fdp)\n", "copy = fdp / m\n", "print(np.mean(copy))\n", "norm = (copy - 0) / (0.01 - 0)\n", "norm[norm > 1] = 1\n", "norm[norm < 0] = 0\n", "plt.imshow(norm)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(512, 512)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(fd.shape)\n", "w = fd.shape[1]\n", "h = fd.shape[0]\n", "\n", "prop = 0.9\n", "copy = np.empty_like(fd)\n", "copy[:] = fd\n", "\n", "#copy[int(h/2 - h/2 * prop): int(h/2 + h/2* prop), int(w/2 - w/2 * prop): int(w/2 + w/2* prop)] = 0\n", "copy[0:h, int(w/2 - w/2 * prop): int(w/2 + w/2* prop)] = 0\n", "\n", "\n", "\n", "new_img = np.fft.ifft2(copy)\n", "#print(new_img)\n", "plt.imshow(np.abs(new_img),cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pojedynczy sygnal - zmienny w czasie" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e94fc765cb1744db9f4cb6cc2d229ade", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='scenario', options={'1. Zmienna czestotliwosc': Scenario(), '2. Zm…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "\n", "sc1 = Scenario([\n", " Signal(amplitude = 1.0, frequency = 0.5, phase = 0.0, yTranslation = 0.0, color = 'blue', \n", " changeX=changeX(5,15,10))])\n", "sc2 = Scenario([\n", " Signal(amplitude = 1.0, frequency = 0.5, phase = 0.0, yTranslation = 0.0, color = 'blue', \n", " changeY=changeY(5,15,1))])\n", "sc3 = Scenario([\n", " Signal(amplitude = 1.0, frequency = 0.5, phase = 0.0, yTranslation = 0.0, color = 'blue', \n", " changeX=changeX(10,20,10), changeY=changeY(0,10,1))])\n", "\n", "\n", "scenarios = {\"1. Zmienna czestotliwosc\": sc1 , \"2. Zmiena amplituda/wychylenie\" : sc2, \"3. Mix\" : sc3}\n", "interact(plotAll, scenario=scenarios, samplingFrequency=(0.25,10,0.25));\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spectrogram" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "74bce17ed7164e62a82200afd2cf8216", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='scenario', options={'1. Czestotliwosc': Scenario(), '2. Amplituda'…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "sc1 = Scenario([\n", " Signal(amplitude = 1.0, frequency = 0.5, phase = 0.0, yTranslation = 0.0, color = 'blue', \n", " changeX=changeX(5,15,10))])\n", "sc2 = Scenario([\n", " Signal(amplitude = 1.0, frequency = 0.5, phase = 0.0, yTranslation = 0.0, color = 'blue', \n", " changeY=changeY(5,15,1))])\n", "sc3 = Scenario([\n", " Signal(amplitude = 1.0, frequency = 0.5, phase = 0.0, yTranslation = 0.0, color = 'blue', \n", " changeX=changeX(10,20,10), changeY=changeY(0,10,1))])\n", "\n", "scenarios = {\"1. Czestotliwosc\": sc1, \"2. Amplituda\": sc2, \"3. Mix\": sc3 }\n", "interact(plotSpectrogram, scenario=scenarios, samplingFrequency=(0.25,10,0.25), windowSize=(4.0,10.0,0.25), \n", " windowJump=(0.25,2.0,0.25));\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#https://pl.wikipedia.org/wiki/Okno_czasowe" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 2 }