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Last active April 9, 2024 13:08
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Filtering and analyzing EMG data \n",
"\n",
"### Noel Isaías Plascencia Díaz<sup>1</sup>, Mitsui Myrna Salgado Saito<sup>2</sup>, Ana Daniela del Río Pulido<sup>3</sup>, and Erin C. McKiernan<sup>4</sup>\n",
"\n",
"<sup>1</sup> Licenciatura en Física, Facultad de Ciencias, Universidad Nacional Autónoma de México<br/>\n",
"<sup>2</sup> Licenciatura en Ciencias de la Tierra, Facultad de Ciencias, Universidad Nacional Autónoma de México<br/>\n",
"<sup>3</sup> Licenciatura en Física Biomédica, Facultad de Ciencias, Universidad Nacional Autónoma de México<br/>\n",
"<sup>4</sup> Departamento de Física, Facultad de Ciencias, Universidad Nacional Autónoma de México<br/>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Overview\n",
"\n",
"The objective of this data analysis practical is to learn how to filter EMG recordings and do some preliminary analysis. The recordings to be analyzed can be found in our GitHub repository (https://github.com/emckiernan/electrophys), or new recordings can be obtained by performing the 'EMG basics' laboratory practical from this series. Before carrying out this analysis practical, students should first do the 'Graphing and exploring EMG data' practical."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setting up the notebook\n",
"\n",
"We begin by setting up the Jupyter notebook and importing the Python modules for plotting figures. We include commands to view plots in the notebook, and to create figures with good resolution and large labels."
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# command to view figures in Jupyter notebook\n",
"%matplotlib inline \n",
"\n",
"# import plotting module \n",
"import matplotlib.pyplot as plt \n",
"\n",
"# commands to create high-resolution figures with large labels\n",
"%config InlineBackend.figure_formats = {'png', 'retina'} \n",
"plt.rcParams['axes.labelsize'] = 18 # fontsize for figure labels\n",
"plt.rcParams['axes.titlesize'] = 20 # fontsize for figure titles\n",
"plt.rcParams['font.size'] = 16 # fontsize for figure numbers\n",
"plt.rcParams['lines.linewidth'] = 1.6 # line width for plotting"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we import the necesssary modules and features to perform computations, filter data, etc."
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"# import modules\n",
"import math\n",
"import numpy as np\n",
"import scipy as sc\n",
"from scipy import signal\n",
"from scipy.signal import butter, lfilter, filtfilt\n",
"import wave"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extracting and graphing the data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"EMG recordings were obtained using the Backyard Brains EMG Spiker Box, and are saved as audio files in .wav format. We will use the same basic function as used in the 'Graphing and exploring EMG data' practical to extract and graph our data, with some extra commands to save relevant values needed for subsequent calculations."
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def EMG(file):\n",
" # open .wav file by specifying the path and filename\n",
" record = wave.open(file)\n",
" # extract number of channels, sample rate, data\n",
" numChannels = record.getnchannels() # number of channels\n",
" N = record.getnframes() # number of frames\n",
" sampleRate = record.getframerate() # sampling rate\n",
" # extract data from the .wav file\n",
" dstr = record.readframes(N * numChannels)\n",
" waveData = np.frombuffer(dstr, np.int16)\n",
" # print the number of channels and sample rate\n",
" print('The recording has %d channel(s).' % (numChannels))\n",
" print('The sampling rate of the recording is %d Hz.' % (sampleRate))\n",
" # calculate time window\n",
" timeEMG=np.linspace(0, len(waveData)/sampleRate, num=len(waveData))\n",
" # calculate frequency\n",
" freq = 1/np.mean(np.diff(timeEMG))\n",
" # save relevant data in array\n",
" xx={'sampleRate':sampleRate,\\\n",
" 'waveData':waveData,\\\n",
" 'timeEMG':timeEMG,\\\n",
" 'freq':freq} \n",
" # plot EMG\n",
" plt.figure(figsize=(18,6))\n",
" plt.xlabel(r'time (s)')\n",
" plt.ylabel(r'voltage ($\\mu$V)')\n",
" plt.plot(xx['timeEMG'],xx['waveData'], 'b')\n",
" plt.xlim(0,max(xx['timeEMG']));\n",
" \n",
" return xx"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using our function, we can now dive into our repository of recordings. The following recording was made from the calf muscle during repeated calf raises."
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The recording has 1 channel(s).\n",
"The sampling rate of the recording is 44100 Hz.\n"
]
},
{
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"text/plain": [
"<Figure size 1296x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 384,
"width": 1113
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"xx = EMG(file='../data/S10_EMG_calf_intermittent.wav')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Filtering the recordings\n",
"\n",
"Many EMG recordings include a certain level of noise, which can interfere with analysis. For this reason, EMG data is often filtered before proceeding. One of the most common ways to filter EMG data is by applying a band-pass filter, which preserves frequencies inside the specified range and excludes frequencies outside the range. The following functions are used to pass our raw data through a band-pass filter at 10-400 Hz."
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# band-pass Butterworth filter at 10-400Hz\n",
"b, a = butter(2, ([10, 400]/(xx['freq']/2)), btype = 'bandpass')\n",
"dataf = filtfilt(b, a, xx['waveData'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plotting a small time window (100 ms) with the raw (blue) and filtered (red) recordings overlapping, we can see the effects of the band-pass filtering."
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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rEoTneU+oMqgmT9JZxpivqjilgjGmQP7AlWOr+VkpkqJvw+aGHDanptcrc3w115snqXz9znDP8zpUc71RktqUvd4jKcbwBQAAQHxat6JIl/3nArXO3e7ubN1auvJK6aijQs/tP2eiTvjyTxXbO6sLqUbjWLlSuvVW6fDDpXHjpDvu0Kbp631pvNu3l9LTK7dzcqQ9exq+q/UpJ0caP176y19s2v7gIDHQ0LZtk15+OTzbV26u9MEH/lXCAJCZWXVWmvXrG64vQDLbts0fION50tlnu0E1ktS7eK2+97879NNnRuv2x/rp8NuPs7V19u5tuA4DtRAWBLZ9O7+6AAAcKAJrEoDneU9Kurlsszyo5ov9vMykqNeXVHPsdyWVB7asN8bMCTkm+nqnep7XPtbFPM9LlXRBVNPE4DHGmB2Sppdtpki6qJo+XhzdF2MMQ5oAACBh7N0rDX3zT+qxNSQeeehQacEC6ZVXpOnTpWeflVLc2/6TPv+dDlozRZLNWIMm5l//kg45RHriCVsjYuZM6ZFH1P+sERq+9O2Kw4YMcVe4b9nSwH2tRyUl9ld59WqpsNCW25kwgZIZaDzGSBMn2t/HqsyZI733XsP0CUDTt3Fj1fsJrAEaxrp1/u3Bg6VOnUIOfPppDTh7hI6Z8Yi6b5uv9nsy1W3VNOmuu+wN+Bf7O/QONJwdO8Lbq8p8CgAAqkdgTZwrC6q5qWwzT9LZxpjPa3Gpf8mWg5KkSzzPGx7j56VI+m1U0/iw44wxqySVV+5sJemOKn72NZL6lL1eL+nLGMdF/6w7Pc9rEaOP3STdENX0ShU/GwAAIO5s+mCBjpv6F3dH797SZ5/ZfOaSXYJ5/fU2tUKIcyf/WM0Lc8hY09RMnGgzDoXM3KcW5OmSNy/RoJUfSLL/5D17+o9JpAHT+fPdjEpr10qbNjVOf4ClS23Jlmi9ekn9+7ur3WfPluaG5WMFkHSCnxvjxvm3168naBRoCMEgt/LHJp/77pNuukleQUH4RbZulb73PSJo0WTFWjgT/C4CAAD7h8CaOBYjqOaz2lzLGLNUlQEozSRN8DyvX+DnpUr6myrLNu2U9FAVl70r+rXneZcHD/A877uSHo1q+o0xpjTG9V6UtLLs9RBJ44PBNZ7ndZT0lqTytQZTjDGfVNFHAACA+GKMOt57u1IjJf721FTp7bfd9CWS9MMfSv/3f05z+z2Z+t7/7iBjTVOydav0k59UObuWYiK6cOKVarN3s7p0SeyMNbGCEmbObNh+AOWmTfNvH3ywdN110tVXSzfeKLVr59///vs29T6A5BYsyzFqlNS8eeV2Xh6lOYGGEHwv9uoVOODNN6Xf/Kb6CxUVSZdeKi1cWGd9A+pKbm54e3Z2w/YDAIBEk9bYHUDteJ53tyqDaiTpE0ljPc8bW4PT/2OM2RDS/gtJR0saKmm4pCWe570tabls6afzJA0sO7ZE0tXGmD2xfogx5gvP8x4qu26apNc8z7tJ0heSSiWNk/Q9SV7ZKf+W9FoV1yv2PO+Hkj6T1FK2HNQxnudNkLRVUv+ytvIyVVslXRf7fwMAAED8ibzznrouDomlvvtu6YgjYp/4hz9IU6dKn3/uax479x9aeOgVKiz8jm+CB43k17+Wdu2q9rCW+Vk6Zcpd6nz/K0oLPNUlSmBNXl7szDTLlknFxVJ6esP2Cclt927/76TnSd/5TuV2587SFVdIzz9vfz8l+/err0o//rEbdAMgOeTnS3uiRs9SUqSuXaU+faRVqyrb16+XunRp+P4ByaKkxM3k0bVr1MamTfYLu6Zyc+0X/6xZUrNmddJHoC7ECqzZvbth+wEAQKIhsCZ+DQlsn1P2pyZmSXICa4wxWZ7nfU/S67IBNi0l/TDk/GxJ1xljapLv8peyQTh3SkqVdFzZn6AXJN1kTNWJb40xMz3PO0vSq5J6Seoh6ZaQQ5dIutQYs64GfQQAAIgPkYhK77zLSTtpBg+WV93KypQU6cUXpUMPlfbt8+068/2btXPLPPXqT5RCo1q1ShofUml11CibwWbBAn/zgvHSop+p06jDlJZmJwskO5Calye1bNkAfa5Hq1fHTtxTVGRLQg0JPhUB9SjwFlTfvu4keNeu0plnSpMmVbbl5EgTJkjXXGODcQAkl2CGjC5dpLQ0qV8/N7Dm8MMbtm9AMtm5U4pEKrfbtZMyMqIO+OUvpb17nfPmjbpKcw+7Vt/95Nfqu2G6f+fChdJDD9lFDkATUFwcWlFYEoE1AAAcKEpBwccYkykb+PIDSe/IBuAUScqSDci5R9IIY8yEGl7PGGN+LWmspCckLZW0V7Z01SrZ8k7HG2N+YowpquE1P5d0sKQ7JE2TtK2sj5slTZF0g6QxxphFNbkeAABA3Jg8WekrFjvN3gMPqEbpZgYMkB580GnuumOJUp58vC56iAPx6KNSaaAqaseO0scfS1OmqKR9J/ecBx5QSorUKbArEcpJrF5d9f6lSxumH4Bk35rffutvGz48/NjRo90EYpmZdtIcQPIJloPr1s3+3a+fv339+iorQQI4QMEgt/L3oiSb2fM1N5F6zvcu0qTzXtT6fifoX1d8oN29RrgXvv9+6j6iycjLi70vJ8cfXAYAAPYPgTVxyhhztTHGq+Wfz6u5dsQY829jzLnGmL7GmObGmM7GmCOMMX80xmytRX/nG2NuNcaMMMa0Nca0MsYMNsb82BgztRbX22OMecQYc5wxpntZH3sZY041xjxnjIkRlw0AABCnjJHuu89pzh19rHTeeTW/zvXXS+PGOc1dnvydtHnzgfQQByIvz9aLCbrzTru0vUsXrbri9+7+N9+UMjPVubO/OZjmPh5t3OjfPi6Q93LNGiYg0XBWrvQvYm/WzAbQhPE86YwzpIMO8rdPnx5+PIDEFvxOLv/O7tlTvnKOOTn+klEA6taOHf5tXxmoe+5xT+jcWYWPPy/j2SmUwuZt9d5lr8qpw7p3b+jiBaAxxCoDJdmgGr5nAACoPQJrAAAAgHjwySduugRJKb+/Z/9qi6SkSE8+KRM4Jy1/n/SLXxxoL1GFwkJp+fIY2WQmTLAzatFatZJuuqlic94R12lfq27+Y0pLpZdfdgJr4j1jTXGxOxF59NH+eYw9e0hnjoazeLEkYzRs6URd9vp5+vlDPZTRPsNGz1x/vTR/vu/4lBTpxBP911ixwp3UA5D4gt9n5Vnm0tKkXr38+zY4hdsB1JVdu/zbFffP334rffaZe8Jf/qL2Azr4mla1OUyR63/qHvvcc+69PNAICgqq3s/zEwAAtUdgDQAAAPZLbq7NFLFvX2P3JMk88IDTtKPvWLU499T9v9bYsdpz6Q1u+7//HT6ojANWUCC98IL9X/zEE9J77wWyrbzxhnvSZZdJbdtWbG7Nbq6ZR9zsHvfqq+rcyZ+6Jd4Da7Zv9///6djRxhn17u0/jtI6aAjFxdKOqct1zUsn6LI3LtSw5ZOVkb3VRsutXSs9/7w0ZozNMFVSUnFe377upPmMGQ3ceQCNLlZgjWQ/J6JlZtZ/f4BklZ3t3+7YsezFX//qHjxsmHTNNUpPl9q1q2w2Rtp182+ljAz/8Tk50osv1ml/gdoorCaPP4E1AADUHoE1AAAg7kQitpzCiy9KEydSzrwhzZ8vPfaY9Mor0sMPSx9+SCmWBrF8ufTxx07z1mvv3r9sNVFK7/2z8lp0cnfcfLNUVFSrayK2KVP8n1XffhtVFmbv3tB/X119dcXLoiI7CDpv9NXucStWqMemWb6meA+sCfa/PFV///7+9nXrGqI3SHZrX/hUVz89Tv0yq6hiHIlIDz0kXXRRxWeo50nHHOM/bMkSm2gKQHIoKXEnMSsm80VgDdBQjHEDazp0kE0TNXGie8IvfymlpkryB8NJ0s6UrtJVV7nn/P3v9n4gyqZN9p5//nxnF1AvqnuUpxQUAAC1R2ANgKRXXMzgNhBv3ntP+ugjO/A8f7707LNMrjaELVuk//7Xfm5KdnByxgxp5szG7VdSePpppymr4yB1vf78Wl+y3YCOmnLK/e6OpUulRx+t9XXhysyUZs1y27/+uiy5xYcfuksLu3XzzciXl4/JaddHa/t/x7lWh/de9W1nZ/sSZ8SdYLmcLl3s3/36+dv57Ed9Mx99rIG3nK6MwhrOQkyeLN1wQ0XU6fDhUsuWlbvz86WNG+uhowCapOxsfxB627ZSs2aV2336+GOkt22z2SEB1K38fH+JnPR0qXVrSS+95Ea89OwpXXFFxWYwsCYrS9LPfub+kLVrpWnTJNn78EmTbFK7jz6ysTsvvFB9NhHgQFX3O0ZgDQAAtUdgDYCktW+f9Oqr0n332eoaU6aQdQGIBxs3SrNn+9tKS6le0xC+/DL8c/LTT9169ahDubl2wDdg6XduUtfutb+dT0uTVp1wrTb0Psrdee+9LJmuQ19/Hd6+b5+NYwrNVnP++VJK5b9vdKDJwkOucA5Pfee/atum8g0aibircuNJMLCmc2f7d+/eFYuHJdksAKQzR72ZO1fmwguVWlq8f+e99FLF53ZKijRokH/35s110jsAcaCqMlBau1YZv7xNtz0zXL94qJuue/5IHTv1r8pclNOgfQSSQVi2Gs9Ewss33XCDLwIuOsuUVPa+HjpU+t733HNffVXG2AUpc+f6d23aVBF3A9SbYGBNeebPcgTWAABQewTWAEmoqMhOgr7xhvTFF8m5Gqq0VHrtNWnVKjtJXFgoTZ1q/wBo2r76Krx9/XomV+vTzp3SsmXh+woLpXffJTix3rz2mjP6VZzWQuaqq2tbBapCx84peu+spxXxAo8FeXnS7bcf2MUhyWZ4WrUq9v5VqxQeGXjmmb7N6ECTJSMuViQ1zX98ZqYGFi7xNcVzOahg38sz1qSnS716+fetX98wfUKS2b1bkfMvUEruPnffwIH2iy8rS/rTn8JL8t12m51Bk134Ho3AGiB5xAysGT9eGjlSevxxddi6TK1zt6vX5m916id3qf/ZI6PqRQKoC6FloD77zE1/6HnSNdf4moIZayoWlVx5pfNzzBtv6N23CrRoUXg/Zs+O76ySaPqCpaDKn6PKEVgDAEDtEVgDJBljpNdft1kHliyxz5BPPSVt3drYPWtYX38dPqD91VekZUX8Kymx8ziJGDSXkyMtXx57f1X7cGCmT686cGbNGlsWCvUgZBXlwkN+oIGHdzjgS3foIG3tPlozj7jF3TlxovSf/xzwz0h2a9ZUlk8Ls2v+BjfyJiVFOuEEX9P27ZWvCzLaK++wY51rDVn5nm87XjPWlJS4WbDKM9ZIUv/+/n2Ug0KdM0bFV/1EKZlu1Fbh4cfYGohnnWWXsP/mN9Izz7jX2LdP+r//k0RgDZDMQgNrxo+XfvQjG8gcosXODdIpp0iffFL/HQSSRHARTocOsgOkQaedZmu0RQktBSVJF1wgtWrl2+ft3q19E/4Xsx+5ubEXrAB1oSYZa1gUBQBA7RBYAySZhQvtBE+03Fxb9zdZbqqNkWbNCt9XVGT/HwHxatcu6W9/s3W8H3zQ1vJOpPd2dYEzDFDVj0ikrFxNlIsvdie3P/mE1U91bvny0IilxSfcqB49DvzyHcpicz476V7tbd3dPeDGGysyLqB2gu+dMWP8pYw6zg/JVnPYYVL79r6mYGmkyBlnOaf1nPe+bzteA2uysvzfXe3a+bLxq18///FULUNdM/94QemTJzjtOX1HqvnH77k1Ia6/XrrqKvdCL78szZ2r7t39SW2ysqSCgjruNIAmKRhY03PnAuknP6n+xPx86aKLpJUr66djQJLZF0hA16ZFiV1IEHT11U5T+/a+Cq3au7fse7xVK+nCC53jhy6fXPG6RQtpyBD//iVLBNSbYGBN27ZS8+aV2yUlMeM6AQBANQisAZJIJCJ9/nn4vi1bpG3bGrQ7jSYzs+pyMcEayEA8eecdO8hTbvp0acGCxutPXQsGBo4d699ev54BgjoViUibN2vzjEwV5lbmq27RQhoxQjr3XCkjo/LwkpLY3zOopZdfdpq2dT1E7U8ec8BloKTKwJrCjHb63/cecQ/IzrYrqslXXiuRiBsQOHKkfEFR/deFBNacdJJvs6jIf+/ieVLLi85UUNuFU9W8oKtcJXsAACAASURBVDK6LV4Da4JloKKz1Uh2EXH05EZWljtZAtTatm2K3PELp7moRVu1mjLJCXqr8OijbsCNMdLvfqdmzdw0/Fu21FF/ATRp0YE1XqRUve7+kVunI5Y9e6RLL+U+DKgDwYy+3Zd97ka+tWghnX22c25qqpu1piLz90UXOccPWfmePBNRu3bSD38onXiif/+qVbytUX+CXzHNm9uFCtFYEAUAQO0QWAMkkXXr3LT60ZIlU8v8+f7tPn38K0g3bfIHJgDxYutWae1at/3jj6suQxIvjHHLfRx+uNStW+V2JMKizjoxc6b0gx/YCcJevdT72H66+77W+sFrZ2ng6o80eLCd1O7Y0WbKjjZvnjs+iVoqLbWlAgLmjb5aow+rg6ga+eeAF428TKsOu9g96NNPpTvvrJOfl2zWr7cLzsu1aGGzrfTtW9nWN3Oqe2IgsCa6DJRk/93SDh3hpG7xSkvVL/Oriu2qAombsmB2nmBAQrNmUvdAgqUNG+q3T0ge5mc/V+ped7Yh9Z//UOrgg2Kf2KGDdM89bvs770jLllEOCkhCBQX+wM/D5r+ktEXz3QPPO0/zHvlUm3uMcffNnSs99lj9dRJIEsEg7M6fv+kedOaZTmmncsFsoRWBNaecIhOdDkRS69xtOqvrt7rlFqlXL1sSsnXryv1FRfY5AagPwYw1zZoRWAMAQF0hsAZIIsESKcGV7osXJ1bJmDClpW7K1RNOsA+60ZiYjz+lpf7Jy2T01Vfh7fv22RVR8W77dv+/cUaGDaoZOtR/HANUB2DvXumnP5XGjZP+/W/faEtaaaGGrHxfV756mr77zCVSTo4kadQo/6S3MdIXXzR0xxPUZ59JGzf6miJeqjaccIV6966bH1GesUaS5HmafMYzMsGIBclO6Dz5ZN380CQSLAM1dKhd8VoeWJORn61OuwIf0J4nHXusrynwa2ADCj1POuUU52f2W/9lxevs7Pi8t6suY43kD06S+OxHHZkyRd6/X3Oa8y/5kVIvvaT682+80f3llKRHHnECayom5AAkrOiFTSmlxTrpy9+7Bx18sPT66+pw4Ul65cop2tVhoHvMPfdQ9xA4QNGBNSmRErX5OKQM1MUhiwzKBB+RKr7HW7XS9oNPdo4/fMs7Sk+3rz3PLQfFWxr1JRhY07y5LQcVrWw4BwAA7CcCa4AkYYwbWHPhhVJaWuX27t3uREai2by5rA5ymVatpIEDpcGD/cetWNGw/cKBmT9fuv9+6a9/tVVTkrEUUF6eO4EbLViKJB4Fs9X062ezpgQSNjC5Wltbt9pIw2efrfbQdh+/JR1/vLRzp1JS3NTWixaR+atOhJSBWjXodA05vludlIGSbAaV6AWWOemdlP/MK/46O+VuuUV66qm6+cFJIOzea9gw+3efPvbvHlvmuCcOGeIsKQx+rlXM2wfffJIGbKiMbCstjc/3YvB+NJixRnI/+5mcwAErLpa5+WanuahNR7V46uGaXaNZM+lnP3PbX3lF3Zv5U4cm+nMXAH8WxxFLJ6jN7o3uQc89J2VkqFcvqbRtB0246DUZBW708vOlP/6xfjsLJLjowJo+mdOUkhVIkZiRIZ11Vszzgxlryks65udLs3ud457wv//5NoNxt5SERH0JKwVFYA0AoDHVtBJuPCCwBkgS2dn+m+b0dDu507+//7hEyGpRleDE1IABdu4wuHJk/fr4XOGdjLZtkyZPrix1tHatNGFC8v37LV1qyyDFsmJF1fvjQTCwpvzzq08ffwxAVpab5hnV2LZNOu44W8epphYskM44Q8rP18EH+zNKRCLS7Nl1382kkp8vTXRXUc4ffZVGjaq7H+N5/nJQkrTzsFOlBx4IP+Hmm6W77pJKSuquEwlq82b33mtg2SL0Vq2k9u2lnltC3iiHH+7bNMYNGqkqsKb7ptlqVlgZTZOdXZveNx5j3HJyvow1O3ZIa9aobxd/mrqtWxOj7CEa0fPPywuJri+578HwtEmx/PjHbr79wkJ1+8SfCScrK/nuV4FymzbZeJI//tEmxfvqKxsMmmiiv8+OmhFSzuncc6VjjpFkFz316SNt6nWkvjnyVvfYf/4z8QdsgHpSUuLPfjtk1fvuQaefLrVpE/MawYw1O3bYSaKZM6XlB53pnjBnjq8ua8xSUkAdq0kpKAJrAAANZf16d5wvnhFYAySJHYGFGL162QmeQYP87YleAilYSqF8tXP37v4V+/n5ifVhn6iMkd591x2EXb3a/kkmixb5t0880S64KpeXZwew41XYxHJ5YE2zZu4gF5kL9kN+vnTeeTHfNMXNWyk/o0PoPs2aJd1xhzxPOvJI/64FC+q4n8nmgw+k3FxfU0Hzdio98xxnUOxAdQj88+7aJennP5euvjr8hL/+VTr1VDfaDT7BTGGDB6siHbwk9ewp9dw8yz1x7FjfZlaW/1fB95nXt68TJZ0SKVWfDdMrtuMtsGbPHn+ATIsWUssWRnrpJWnkSKlrV2ngQLXq2U5XTjhP3bfagMBIhAkKHIC9e6Xf/95p3j7seLW86er9u1abNtK11zrNzf71ou/erKgoPjNKAQcqO9sm5du82T7H7d4tffKJ9K9/JV5wTfmYQs9N36r3pm/cA+64w7dZHjj7+Ul/UH5Ge/+xpaXSfffVQy+BxBd4rNLQVe+5B517bpXXaNFC6tSpcjsSkdaskaZPl/a076ddHQ7ynxCJSF9Wlmjt3Fm+rKM5OQSFo36QsQYA0JR8/nlj96BuEVgDJInt2/3b5Sn1g4E1GzYk3mBWOWPcwJryUgyeJ/Xu7d8XPBZNz4YN9k+Y+fMbti+Nad8+d377kEPc93c8l4Pau9c/GJaeLnXrVrlNSZADcMst0jchA/0tW6rwgb/p/jt36YFf7tTbF4xXUXor97inn5YmTdKhh0qpqZXNu3b5Fuhhf735ptO0bNj5OuzojJCDD0wwsCY7W/aL8fnnpUsvDT/p889tkMMTT8R/Oqx6Ekx8MXSof7tnT6lHDTLWrFnj3x3M0hWWtaZf5lcVr+MtsCZYHqdb23x5F5wvXXONtHhx5Y7iYg1cNFnXPzdWR09/WDImrgNI0cgefNBdiSCp8P7HwkvjVScksMabO1dDcuf62igHhWT02WfhqcDXrLEx24mkPLBm1ILx7s7Ro21p1Sjl4xMFGe01/Zg73XP+9S+baRLAfonOaNtu93p13rbYPej006u9TrCc0+TJldlB1vY/2T3hs88qXqam2oyV0XbtElCnjAnPWENgTThjbCaFtWvJJAkA9WHdOvsZm0gIrAGSRHCcuDywplMnqXXryvbi4sRd7btnj/9hOj3dLnouFwysiRWwgaajquCZVauSZ653yRL/A2D37nY1VHASNzg5G0+Cn0vdu/vnuYIDXATW1NCkSdKLL7rtHTtKn32mOcfdptLUZjJeihYc+kO9f9uH/vRe5W69VRkm3/kcTbbMUXUmP1965x2nec3h39fgwXX/44KloCoCMdLSpFdfla64IvzE3Fzp1lulk06K7w+YerBnj/9zy/Pk/Nv1brlLHbMD/988TzrsMF9T8H1UXk6qQmBSTpJ6Ra2Kj+fAmpRIic74x4V21iKGFBPRaR//Qid+cS+BNaidzZulhx92mpeOuUK9zx1Tu2uOHOmmcpN0yEJ/OSgCa5BssrKkhQtj7//iC3dCMF6Vlzb0IqU6ePEb7gE33+xPXyGbWbi86ZtxtymvReAmrahIeuaZeuoxkLiixwIHr/rAPWDMGLdWU4jguENeXuXrdQNOck+ICqyR/BlvJDJlo+4VF/vHB9PSbFBXWGBNsgeSlJZKr71mKy2+/HLoEAwAIERRkfTtt9Knn9rh4Kq+T6ZPj70vXhFYAySJYGBNeUCJ5yXPhHQwUKZXL//EfPnqsFjHo2kpKfEvXA/Kz0/cILGg4P+HkSPt3wcFMhFv2eIf+IknYYE1KimRvvpKev119d/wlVJKK/Mob9mSOIPy9Wb3bun66932Zs2kyZNljjjSCV7reuFxoZOP2rBBevhhZ8KfWItaCikDlZ/RXh2/f0qtEidUJzRjTbm0NGn8eFt6IDD5U+HLL6VDD5Weey7m01QkkrgZ8cIEs4j17i21bOlv67HDrZdmhgz1RTxHIu61gp/tOuoo5zq9Ns2UZ2x0aTwH1pz4+R/Ubc6HNTrvpC9+r9aTX6v+QCDoD39wbpBKUpsp8/o/xfzYq5GQrDV9vnnT9zlJYA2Szdy57oRfdJnEvDxpzpyG71d9yM21zyP9132u1rmBLDPNmkkXX+yck5FROVZT1Ky1Zo+9wb3wU0+Fp/wBEFP0o9Xgle+7B5x5Zo2uExw/jbb+oJDAmvnzfWlpggsaCKxBXQsrAyXZr53okqSlpW6JtGQzfbq0cmXl9pw5/m0AgGvPHunZZ6X33rPDwa+8Yl+HLXAvKkrMRbcE1gBJwBh30LY8Y43kllBZv77++9QYgqWdgpkVgts7dkgFBfXbJ9TeunX+f5+WLRMrQ0tN5eS479mDD7Z/t2pVFoBSxpj4Tb0XDKwZsuZDm/7hhBOkyy9Xi9NO0O1PDdbA1R9Jiu//1gbz+9+7dQIl6fHHpWOP1apVbsaNkSMl3XRTeJrs++/XoHb+KE7S6dZSjDJQo49sVi8/LhhY46Qk9zzp17+WPvrIjUItl5sr3XCDDdaKGs3bu9f+5/zlL9Jf/yr973/JkU0sGKTsBMNIar56idOWP2SUb3vTJn+QYKtW/jJ4kqRhw6Q2bXxNGYU56rTT1v+L18CabtsW6Pip94Uf1Cz8vXDyaz9W4fxl9dQzJKR160Izt8088lZ1Prz/gV37oov8NRIlZWxdr16bv63YZkINySQScTOOnnOOdMwx/rYZMxIjGLf8+2zkotfdnWec4daEKRN9qzXziJsVSU3zH7B9u/Tuu3XUSyA55Ofbv1NLCjVg7SfuATUMrOnUyR07LNfvqB7uoJTkK7sczFhDKSjUtWBgTfRjE+WgKuXl2XV6QYmYWaEp2bPHJqN97TVp9mzGC4F4E4nY929wHGPWLGnKFPf4NWsS47kuiMAaIAns3m1TQZZr2dK/ajosY00i3thUF1iTkeEPODJGlBRowoJBE8OHu2U2gqv8E1EwW02vXv5J8uBkbrxmpIoO8Bg1/xUN+n9nOv/AbXet1xX/OqNi8HqJO2eNckuXSk884baffbZ03XUyxslaraFDywZiPE969FG7xDhabq56THjCtwoqLy95MkfVmfx8mZAcxNnfvSTW/MsBa9fOn8GtfIW145RTpEWLpJ/+NPbF/vEP6ZJLpKIiFRba+erFi+19SFGR9PXX4Q9biSaY9S40HinkQyqrx8G+7WCA6EEHhSQOSk2VjjjCuVbvsnJQ+/b57wObuh07JBmj0/73c6WYQBSW50n//reN2LrpJufc9JICmWt/nJhP7qgff/6zzYAXpaB5O311/N1Vrkqvkc6dbam8gOiSMGSsQTJZvdp+fJdr1sw+wx15pP+2cs8eO9kS77KyJM9ENGRlSBDM5ZfHPC/6s2dv215ac5ib2Ub//Gcd9BBIHuWJ6fpsmK5mxYE0vp06hZZvjOWEE8Lbx42TGyko2WjBqB8VjQBb1LXgc190Vrh27fz7kjmwZtmy8ORva9fa+xDUvc2bpRdesJmBVqywpbc+/jgx56CARLV0qbRtW/i+r792xzdWrKj/PjUGAmuAJBAsA9Wli39Splu3ytSQkn3gTLSHu0jE/dDv1cs9LjjxFQzGQdMRDKwZMMD99wtLxpFogoE1B/vnZJ1JoXj8nS4srFzJ1Tdzqs6bdK28GE9eKSai8yZdqy47lmjZsviaTG5Q99zjTjy3bCk9/bTkeVqwwD70RjvxxKiNYcOkG290Lus98bgGdd/na4vH37lG9cEH8kLKQA284ZR6+5EpKe6i6d27Yxzctq309NMyUz5RUc9+4cdMnixdcYWmfBQJzZYyY4YN9khU+fn+7x/Pi7GyNSSwZnO7Eb7tYMrUsMw3kkInA3ptrFwdGy9Za/butYFdg1d9oIPCVhPfc4902WV2Nvbxx6Xvf985JGPOdOmZZxqgt/HJGPv7kIjvQWPsd1dmZg0zY61dK730ktM8/eg7FGnfUZ0710GnQn5Hhy2bWDGCvGePE9cDJKxZs/zbI0bYj/NWraQxY/z7vvwy/qsdZWVJ3bfOU5t9gSjz5s1tMHsMAwf6x2umD3PLyumDD4heB/ZDeWBN6P3lKac4GeaqMniwNMqfZFKHHVY2xhhSolVff13xklJQqG/B+8rowFUy1lSqaiFmok4ENxZjpGnT7Bqs4O/c9OnuuDaApmvevNj7jPFnAjMmcT9PCawBkkBYYE20lBQ3ICHRykFlZfkfLlq3dqomSLITX61yt6vHljnqlLVCG9YnQb2KOFRQIG3Z4m/r398uDI7OupCTk9jlvHbvdoMWgoE1wcncLVviL9ikPCguvShX5//3KqWYqjMRpJfk6+x3b1BRoUnIOp4HbOFC6a23nOYF59ytSbN7a8IEaeJE/77hw6UePQIn/PKX/uVPkpSdrTHz/CU1gpk7ULWdz01w2rYfc776Da6fMlDlqi0HFfBRycl6+EcLNGd0yGSPJL31llo8Gl7GJxKxiW8SVXCeq0sXfz37CiGBNSvSKgNrCgvdz/iYgTXjxjlNvTdVro6Nl8Ca8u/246be7+4cONCWJCuXkiL9858q6DPIPfZ3v6siOix5bdok/f3v0t/+Jj30kF0xmCgBNnl5NoHDc8/ZTFkvvlg5iRbTffc5sw/5Ge31zbjbnIUItXbBBf6bU0kds9eoc9byiu1kntRA8sjJcQdWx46tfH388f7byn37fNVT4lJWljR45fvuju98x0YTxdCqlX8R0NoBJ6uoW+ChrrRUGj++bjoKJIHye4LQMlDf/e5+XcvzpPPPl6691i4+ueQSW9bO8yQdfbR7wjffVET8tm/vj+GJmSkUqCUCa6pnTNWBNYxh1a0pU2xmmlgLHz74oLJcH4CmKy/PXfx3/PH+7YULK4fitmzxjzfVyfhKE0FgDRCndu+2qzFrssIxmLUjGFgjhZeDSiTBbDXdugUOMEaaPFmH/PgI3flQN93w3Fjd+sRQXXhjV5k7f0me9iZm/Xp/qsguXWywVGqqnNXFiZy1JhjV37evm9q1dWv/hHkkEn+LG8v7e8z0h9Qxe03VB5fplzlVQ1a+pzlz6rFj8eree52mva17aPLAn2vuXHsTHC0tLcZYY+/e0pVXus3vPeN7gzIoUXPLFxWr1RfuBEy3my+p958dDKypKhBj40a78LKweVtNPu8FvXfmkzJyn5BO+uweDVj7aeg1gr9niSR4z+EEpUl2ti1wYGlKmtamDqp48Fy/3j/41Lmz+xlfISSwpuv2xUottcv94yWwZvNmqcfm2eqXGVLw/sEH/SkWJallS+177AX32Kws6f6Q4Jwktnq1DTaJ/l3YsMHGWSZC+u133/U/v2zcaNtiipGt5uujfq7CjHahz0u10rlz6CTb4BXvVbxO1kkNJJc5c/yfNd26+RcAtGnjfpVNmxbfEy0xA2vOPLPac6NLHJuUVK065ir3oJdfPoDeAcklL09qXpijXpu+dXfuZ2CNZCeH+va1FR8PPjgqhnbECDsIEy0nx9adkT0u+NxF1hrUpf0JrEnWkkfZ2VXffyfanEhjWr7c3s9VJTdXmjq1YfoDoPZWrHDHKE86yT8XF4nYTFSSff9HCw7nxTMCa4A4tHixXWn64ovSs8/665Q7CgpUMn+xOu5aJc/YT76aBNYkWumOKgNrioqkn/xEOu88pc/z56dumZcl76EHpZEjpU9CVragUQRXFgwYUPm6a1f/vkQOrAlmfAhmqykXzFoTb+/vrVttJqljvn7I3Xn00XYkasgQZ9dxU+/XihUMVPmsXy+9/bbT/NVxv1ZJeovQU04+2Q1Yq/CLXzhNzVYtVb+NlU/O2dn2QRlVi0Sk+U9OVYsCf5aNSKvWyjhr/wd791cwLXlVgRgzZvi3vz3iJk061w1u8GR0zjvXK604Xxdd5F+dsGlT9Vlx4lW1wbySLUwckNVpiCKp6RXBaGsCcYQxs9VINnqne3dfU2qkWF122Kw48RJYs2WLdPSMR90dI0fapcEh2p1zguaN+pG7429/i79I0nqSnS29+aZbAVCy91TxPni8c2doAigtWeKWDq3w5z+HZKvpoG/G3SYp/Hmp1s46y2kasrIysCZZJzWQPIyRE+x++OHuqsVjj/VneCsocM+LF5GIlL9pl3pvnOHu3M/AGkn68qCr3YMWLw7/8APgyM+X+q37ws1+279/NTfZ+yk1NbREK+Wg6l5Oji058e23ZP2JFsxQHZ0Njow1VjADep8+/kxSu3cn7/+bulRYaKuER0tLky691E7GR5s7N/xZFUDTEZyPKw8sPvZYf/ucOfYzdP58fzuBNQAaTVGR9N57lau9duxwb1Ik2RHam2+W6dRJl/xhpG57fLBuf6y/xsx+Xl06u8tSe/b0D2xlZdUgfXocCU5yVcw9RSLSFVfYKKXqLnDGGdKkSfXSP+yfYKmy/v0rXydLYM22bf6HQc+zi6PCBANr4i2DyNat0hEzn1TzokC9ivR0u9q8Y0fpgQec8/pumKZu2xY4QQBJ7amnnPyre1v30Jyx14UePmJEeJn4CsOHSyec4DQft/hZ3zZz29Vbu1bqM+8dpz3l9NMa5OmjpqWgCgvdVQdHHSXlXHSNvjzubuf4jtmr9YO1f9Yhh7hBvMHrJIoaBdaETITt6GI/xMu/44IpVqsd8z/sMKep+5a5kuKnKtKu1dkaseRNd8ftt8fMG5ueLs276E8qTgvU2yookB55pB56GX/ef7/q0pjlK4ri1YIFsfeFzjmvWROereZom61GquPAmrPPdpr6Zn6l5gU2ooaBeyS6zEz/73l6unTIIe5xLVq4A7OzZ8dnVq3du6Xea7+Sp0DnBw2yf6rRo4e/WtTW1oNUcFjITfkEt4QoAFdennRQHZSBqpGwB+ioKMFOnfy7EnWxQX0qLLTDuJ98YsfIn346fp536huloKq3Y4d/u1cvOy8SbdOmhutPopo+3b/ILiVF+tGP7DDiMcfY+75yeXnSqlUN30cANRdckFU+H3foof7vl5ISOxQX/b2cluZ/z8c7AmuAOLNokRvwsnJloFLRunXSmDHSU0/Jizq4Xc4Gnfvu9Wr9s+ucidVmzdyJn0S6iQwGV1QEX9x7r82BXxPFxdLFF9vioGg0RUXuJH2/fpWvkyWwJrh6c8AAm0I9TDxnrCktlbI2FeiIWU+7O3/608pMNeeeazMaBIyZ/bzmzYvvNPJ1Ji9Pev55p3nmkbeoJC1D48bZ2vBnnWXjCK++2taLT6nubvH6652mAXMnqFlUIBSBNdVbuMBo6PKQSNlzz22Qn1/TUlDLlvlXwbVrJ512mvTDH0q5v7pX6/se75wzYOLD0pYtGj7c3x5Pn0U1FYm4A3U1DqzpXBlYk5Pjv05Kij+INNTo0U5T963zJMVHxpp9+6S+37yptLLyVRU6d7ZB0FVoNayPvjnyNnfHU08l/TLgzEz7rBAtGOS2cqX/+WLfPltG6eGHpccea/ql24L/fdGCmZ8k2Ww1gSWR+S0qs9VIdRxYM3KkXQobJTVSooGrP5JExhokvuBX3rBh/sw00caO9a8a37XLXVQRD7KypP7rv3B31HAS3/PcrDXrD7/YPbCmYxlAEotE7HjAgIYKrBk71m2rIrAmyW9Va2XmTP+E3e7d0jvuGpWktL+BNfEYvHqggs/rXbq45ZuDx2D/FBdL33zjbzv++Mrn0PR0N+t6MLsFgKZj3z5/IHBKig1KlOyz23HHVX3+oYfGXCsXlwisAeJMrEy/FQPeu3ZJp54aYxTZ8l58Qfr97532eJ58r0pxsX/A2vPKHmTnzZP+9KfQc7I6DnJXPkv2CeWyy+JzdC9BbNzojwvr1Mm/mi8ssCbRHhSLi90HjjFjYh/fvbv/YTonJ35WpmRlSSPmvaZWeYGn2rQ06Ve/qtz2POmmm5zzRyx9SyWFpZo9u547Gg9ee82ZXS9Jba7ZY67TsGE2mGbsWOmII6Rx4+wkfo1uei+6yMlnnVaUryEr3q3YDmbwgF9xsbT9i6XqmB1IUZKSUqNyAXUhrBRUcFBOciewDznE/p6kpEhnnJ2qFq88q0hauu8Yr6BAeuAB5z4jkQJ4y+3Z4w88atnS/x1VIWQ5VlbnoZJsINq8ef59vXrFnoSsEBZYs60ysKapfxdu2CAdumC8u+OKK6r9j+/WzWYbce7dcnNtSagkNnOmf7tvX+maa9w62OXVyfLypBdekGbNsuVmd++2FQRjllRqZPn5VQdvZmUFVjBv2CCNd3/Pph91hwqb29mGZs1s0GCd8bzQclCDV30gicAaJLZIxB3DiJVlU7Lfm8H9ixfXfb/qW1aW1C8ssCYk02MswcCab3pf5B60YIG0YsV+9g5ILgUFUsu929Rt+yJ358kn1/0PDMkiqQULKoJ6g89dZFrZP5GIvU8NWr2aYAip6sCa5s39j1WlpYmVrb6mwgJrkmWRZkNZutSfMbVlS5ulJtqoUf7t5curzrIKoPEEqx90727HTcqNGRN7wXdGhnTiifXXt8ZAYA0QR0pKYsdzrFolO2Py05/WLHfeffc5TyKJGliza5d/MqldOyk9pVT68Y9DC3iW/v1JPX37Cv391lXK7HOss19ZWbYgKMU/G0XwPRCdrUayWReiawjn5flTTyaC4MNGy5Z25Wcsqanu6ot4mdDesUM6fNYz7o5LL60MjS73gx/47+oktdm3VX0zp2rmTN6yeu45p2nRyMuU16pL1eWeqpORYYNrAkYuer3iNRlrqrZ6tXTQopBsNccc45/9rkfNmknt21duG+OunjTGnVwfOtS/3fXE4Ur52e3uD3jmGXXXrRo8egAAIABJREFUVqd2+b597qHxLBi02KFDjAC1YJ0nSbs62tIQxkiffurfV20ZKCm8FNTWefJMRMXFTf+7cP0X69Qvc6q748orqz23Wzcpt3U3zR7jZtDSk08mbdqySMR9LPjOd+zvZLAMy+LF9nfv7bfdDEfG2HJSTfF7dPNm/31+167uvaGvFvgjj/ij3ySVtuugmeNurdju0qUeVlOFBNYMWPuJZEzcBDsDtZGZKRVk5WrcN3/XVS+frJ891lfDzhtqI/yCS5nLBJNQLl3qJNxt8rLX7anIGuezH6PKAwf6M0euifRXyZgj3AMpBwVUyWar+dTdcfDBMVJLHqD+/f0PVpIdmCoLggtOPO3dW/ddSGRr1sQOSk7UUsP7I3Cb6wuskSgHFYm44xxdurjZKgnSOjBz5/q3R492K5z37u0PNCwt5T0MNFXBwJpgFuS0NBur3Kxonw5aM0UHL35DvTZ+o1RToosuquOFS00AgTVAHNm2zb1BLrd5s1Q44V3pzTdrdrHSUulnP/ONRIcF1jT11c01Ebxh7tRJ0uuvu7V0JOk3v1HqrTepT19Pe9v20vgf/i+0rIW++cbmxkeDCyZjCn6Re547D+0rlZYAli3zb48a5T4sBwXrBcdLoEPe7KXqtflbd8ftIRP37dpJp5/uNA9f+rZycmJn/EoKy5dL37r/H7858tbQScj9dtllTtOgVR8oo8Auv9u5s2lOyDYVq1ZJQ1aE5K5uoDJQ5aobTNq+3R+c0by5G98mSbrzTjdNS0GB0l58Tt27+5vjJcivpoIDk8GBS0l2NC8k/ceuDgNjXrdGgTUDB0qtW/uaMgpz1H73OklNuxxUSYmUPjlkYnDYsKpTspUpX2E4/dg7VZriz5ikXbtsxq4ktHGjG4jbv7+kzEyNXfSyjp32gEbPe0ltczZq3Tobcx8rPn/HjsqsNk3J5s3+7d693bJpFYsFsrJCg0y3XHxbRbYaqY7LQJU78UTnZq39nkx1yF6TdBMaSC5bx3+sW58YojM+/H8asO4ztduzQd7KFdJLL0lHHWXHJAI3iQMH+idf9u1zB3ObupSvpynFBKKBBg6MceMULiPDqSIXXg5q4sRa9BBIHnl50kENVQZKsoNSYVlrymaag88He/cmxthrQ6lq4p3k4m7GmvTAo1Hw9y/ZMifu2uW/7WjdWmrRws1Ys3Nn/AX1NhXZ2VLmqiK1ydmkVrk2jXzYR6LnueWgqijAAKARZWb6t4PzcSou1ui379Ev/9ZTPxp/qi5561Jd98JR+vXzB2nw7NeVaAisAeJIVaU0vNISmbvuctoLW7TTUzcu1JfH3e2eNHWq9NlnFZudOtmbyYpzCxMjQjsYVNG5Q6l0773ugSNHSvfcI8mOeUlScbNW+s/3J2hfhz7u8b/9bdPNi5+gCgvdSdgBA9zjghMiiRRYU1rqTnoNH179ecHJ7HgpzdN24stu42GHSYcfHn7CJZc4TYNWfyhJmjEjiQesXn3VadrSfbS29Byr4cPrYGX+iSc6q/3SSos0bNl/JdkBiaY8qd+YjJE2zd2uPhu+dnc2scAaX9YH2cnrlLCniS5dpFtucduff169u/tH+hItsCY4MBm6KmPTJvuFFsW0a6fSdh1DDrarWoMTa6FSUtx8ypK6b7GD+E35Pbh6tTRo8SR3xw9+UKMPqPbt7SRsTtveWnjI5e4Bjz+elF8AwdJtIzpuVcoVl0v9+6v1LVfr1Cm/0vmTrtHPHu2r8yZcqU/fzAq/UJngysOmYMsW/3aPHu68dcXnzBNPuPnuW7bU4pNv9TXVS2BNmzbSkUc6zQPWfqr8/PDSe0C8izzznMb97jS13bs59kGPPWaz10TNXqWluRnx4qkclDFS2/lfujv2owxUuWD2nnebh5SD+vbb+Hm4AxpBXl5Zlrig+gqskcIDa8oW9zVv7k+0W1KStMkVayUYVB1t06akvOX3qaoUlETGmrAyUJKdD4leo1JaaoNwsB8KC6Xnn5e+c6J+/Ze2uuPR3rrzoW6666FO6nL7FXZQNmBgYG1Roo0PAYmguNgdd/GNUebkSCefLO9Pf1Ranj8NX9qWDdLll0t33FH/HW1ABNYAcaSqsZJR819Rxmo3HcMH5zyt7V1H6vPv/F7bu4QUM3/ooYqXnpeY5aCCGWuGzP1PeB3yJ5+seLodObJyHievVRf95/x/ywQndvLzpbtDApZQb9atKxtzNUZpxfnq0rE0dNIykTPWZGa6q8+D79swwcCauMhYU1qqXp+7ASG66qrY55xxhjMJ2zlrhTpkr9GmTYnxmbbfjAkNrFlwqC2vUpPArGqlpkrf/77TfPDiNypeMygRbtcuqdus9+QpMAI4ZIg7q1TPqgusCQ5yVJnp6JZb3KibjRs1bO0HwaaEUqOMNSFloLyBAzVqdHgAyeGHxwhgCjN6tNNUXoqiKb8Hl03doT4bprk7LrigRud7XuUqw2+OvM09YP586auvDqCH8Sk6ELfH5tk67a7RNmtjYMbBk9GoBa/qhufGqOMue5LnubGq69ZJRUX13On9VJPAmm3bpOLdudLf/+5e4Prrtbmwk6+pXgJrJJsbOWDAOluaoqmXagP22zPPKOXGG+TVZIZz/Hjp0Ud9TSMCQxdLl8bPZOnevVLv1V+4O/ajDFS5Qw/1L37K7jhQOzq7NYCL3/3ffl8bSBYlK9eqQ1kGxwopKbV6T9ZYFRlrpPCsNaheaWnVY+N5efy/JLCmarECayQ3a00iLDZuMB9+KA0eLF1/vTos+FJppZULiTLysm0G2aOPtmWeo37pevb0D+Hu3Okf8wbQ+DZv9mf66tAhqqxlcbEdt5saUtY92iOPuIM3cYzAGiCOBANExo61f3smomOnPeAcX3L0cZo3zJbniKSma9opv3cv+uGHvlyZyRBY0+vtkEH1737Xt4KsfXt/JpQNfY/V2jNDVt+//ro0c2Yd9RRVWrRIze76uW58+lDd88d0/d99LfXTO1ra1b8PPuhLExAMrEmkh6FgTNghnTYr5aknpJtusuWR/vOf0KeQLl38E7O7dzf9hxUzdZpa7/bP5Ju0NJvBIJZOnUJXhA9cZQebv/mmTrsYH6ZNc1KNRLwULRx5udq3r8Oy8pde6jQNWPup0ovsbGHwsxjW2rXS0BWT3R3nnNPgfakusCb4DBQsMefTu7d09tlOc88P/uFcM14mymqitoE1GjhQxx7rX70q2Yw3Rx21Hx0IC6zZZgNrmup34apVkpn8bnjJjGBu6CqUf5Zt6TlWmX2OcQ94/PED6GX82bu38j3bddtC/Wj8KUrPqjqjQfs9mbrq5ZPUet9WHXKIndju0KFyf2mpm7mqMRUU+DMx/X/2zjssqiv9498pdBCQoigCIthN7BqjsUQTNWqMxiRr1PSyqev+NmU3ve5m0/smphlNYomxxN5LYsEuAgpIF5FeB5h2f38cptxzzsAAU+7A/TyPj8y5d2Yuw517z3nf7/t9lUpyHgQEiI/baARqP/qGVZep1RCW/h3FxeJhlwprsvcCgoDaWie9p4yMO9i2DXj88dY955//FPWb69NHfE+0vqZJndKCBvQoPMluaEMS38cHuOkm8VhGwkxmv+zPtjTbHkVGpjPj8wfHrWbUKBvWkg6CJ6xJTjb/aE5INdHZxA1tpaRELBwJCmIF1R2psK4ttCSsoU/7ztYKqjlhTUvxEBkORiPw7LOkyNGevp0rV5KEVlPPJ29v9nNvzpVKRkbG9TTbBur114G9e+17IU9ZzNmBLKyRkfEg6FjwsGFkghx/aRfCy9goypWn3xHJfssmzWf75ggC8P335ocdTVgjCOJFVfcrp+F7hpNZb2oBZQ3daWbVkLegDY1k9sM//tGxsoJSIz2dJGeHDEHvDR+iW3EylAKRyar0WmJ9/eyzQHw8UcCj4zrWCIKln7TSoMPkvS9h+qNxwJNPAl9+CXz8MXDXXcTpYvt20XPVavZzkbpjuPaXdezg9OktZ7xuvpkZis0jTgUXLzIdWDo+q9heplnxU1EbFOWYNlAmrruO0w6qEfFZuwFI2y3DneRd0pk/IxEubgMFsNeIsjJLVUJjo/haqlAQZ4hmefRRZsh773YEGS3Ru/r6jhVItqsVlA1hTUgIcUg1iXGiooAlS0hSzW44raAii0n/DFo8IAUqK4F164C+GZvZjbfe2qoLlPXlJ2n0k+wO69d7/sS2FZjcanwaqnDnmnnwa6i063nB1QW4Y+NC3DzVAIWCFB5aQ7eXcid0sDssDPDyIj9bJ1mUBh38//c++wKLFkET1kvUfsHLy4l5tuuuY77QgXXFiCxJkYU1Mh2HzEyyHjEamU11Y6eQNgBvvsk+T6cDnnnG/NDLi20P4CldmOsOn4XKqBMP9ujRgtWfbYYNI9NCX1/yOKPvLcw+MWk7sPonvXXeXkZGponAJE7Cx5ltoAASkzFNSkyUlJgnL7JjTdvgFXqEiY0HO31Bj466/dCnoexYI35s7VIjC2taiV5PHMXffbd1z8vMBCZNMotrbLbxlZGRkQS0Zs7cBursWeDtt9knqFRsIKmDIQtrZGQ8BIOBJB+siYwki4gxSZwK3ClTkNVdXK3bLUoJPPggu+8aS6sOejJDVwN4GhqN2JVj9Kn/sTsNHQpMmMAM9+8vrnbV+gRh57jX2OcfOgTjLk4FjEz70OuBV14hfbm2bGl5//Jy4O67gWefRddQQZSLq6qSXuuCtlBaSn5Nta4ef1l1KyYeehMKvY7dMT8fmDlTJJoDWFtTSQccjEYoN/7GDCvovhQ8Jk1ihkwtRnQ64MKF9h6cByEIwIYNzPC5IYsAkOucw1AqgVvYQH/fdJIwl/T55iYEAdAePAofLZVRDQ4GxnEcN5yMr6840GY0WgRRRUViDWlYmB2Cj5tuYvrQKbRajCj8XTTmEa3p7KQ9jjUA0T8vXUo0u488wgaKW4TT2y20Mhte2jqRUEoq/P470FBnQHwWZx51662tei3rUy11wHzUBlOWSgYDsHx5G47SMzEJa2ZvfgRh5ZnsDhERwP33Q7Ce7DYRk7kPAT8vAwAkJLCvKxU9OS2ctg6GWxcL9L+wAT5XORWUzz7LBMzDw1vReq21+PoC11/PDPfO3iu3gpLpGBgMJMHCydKlDLkLXru3A2PGAC+8QG52NFu2EKfFJuiaIE8R1nAdbceMaZeaffhw4OmniaFhl5nj0egjtrvwbaxCdP4RbNoki9llZEQIAkJOu0FY4+XFb+ubmgpAdqxpK3RxWPfuHbewrq3IjjW2MRqbXz/IwppWIAgkYMFpO2+i3jcUgnU/S2tMceuqKllYYweCAKSkAD/+CLz/PqmrPXyYq2OXkXE49L3XHGt59ln2JFSpgE2bSGWzVdFER0MW1sjIeAiVleLrVFAQsctL9M1DYsZW9glPPcVMRHr2BCl9pklLI3dnkHivdXxdEKRZ4Wwv1kElta4eg5N/Znf661+5QS6lkhSWWnNq+IPcnuZXnnpbDog7ksJCEuh4/XW23KIl3n0X6n/8DaEh4qxPR0jqp6cDEATctuEeJGZua35nQQAeeADYbXHC8KhKnuPH4VUkdhYwqtT2tccZPZpM5KwIqcpDcBXxLjx3zmFHKX1OnmRWpQalFy72m4OAACuVuaPgtP7pm7EZCsEoB/k5VFQAPZJ3sBumTmUjYC7CVjCJtuNttg2UCZUKmD+fGe5/fq3osdTds+zFYIBoLqBQsEFzAM0Ka0zPCwxs40EEBgJxccxwRGkajEZpXfeLi8lH0ePKSfg2UhHdoCB2EtYC1uJRo8oLJ4Y9zO707bedIvpkNJLPNjF9CwanrGZ36NsXOH0a+PZbKI4e5TvBPf88UF6OuDjxLbWiQjpJW/p8tk6sWAdoxyRx2sDeeiswYECzdvBOwUY7KNmxRqZD8OGHJMpPkdnnJpz5vxXwDrAqm3/7bcpHvIn33jP/GB8v3pSbKz2BKA/fZI6wZtSodr+unx/pnnDbnd7wuWUasz0xYyt0Ovvd2GVkOgVpafCtFC82jN4+rZ5ntomBA9mxptir7FjTNmhRRGSkLKyhaUlYwzv3OsHyCADJrVh/PgEBgL+/5TG9Digt7TyfTUtUVRHzV/M87M03ge++4+57KX4qvn7oOPasKYOiogL4+mt+gOPiRWDxYvSMEn/IsrCGZc8eYO1aYvJTU0PW5Dt3kjGpFL3IdEwaGsQCTKWy6Vq5cyf5R/PSS0Q0p1AA//43t7CoIyALa2RkPAQ6gN21K/m//6mfoQB1B42Lg3DLLH4SLDqaXwX/m8UZgurk4dEJL2uXn8SMrfBupKLWQUHAwoU2nz9smLgC2qhUY9/kN5j9el7chwP/OSJPuB3B0aPERejgwWZ3M6q9bG/85BNcd+ZL0VBHWFxfvAhcd+QDDEpd2/LOAJldL1xozox7lLDm11+ZoaoRN4qVf7YICCBlnRS98kgFbFYWOk8Ca+NGZii792Q0+gajXz8nVOVPm0ZUn1YE1RYh6sopVFV5RjLEleTmAn0ucRYiN93k+oNpwl5hTYttoExwXKYiT22Hd6MletxRHGus28kAJAHG/Y41WR6LoPtdtIdBg5ihiBJSHSslsfSJE+T/+Eu72I2TJrG+5S3g4yO+RZweeh8EWjidnQ3s39+q1/VE8vMBfU09Zm7jtMQKDCQVRCblSd++5laaIqqqgI8+grc3272Edwq7A3puZz3P6d6dfP+6XzmN2Lw/2Cc//TQA9jvhdGENp0I+NvcAaqvlRYSMh5OaCrz4IjNcEdIbv96+GokDqMyery+/JdTGjeaLTFiYWKCq00m/o58gAF0zOcKa0aMd+0YzZzJD8dmkoCItTezaKyPTqeEozRpHjCMTdWfDmZObhDV0jlku1LMPniDanXEuKSa0WxLWeHuLT3+6OKQj05Kg3t+fhBNN6PVEwNDZ2b2baKe/+Qb47DOg8tfdxGGew57Jb2Lloh3oPmskps9QkEX6Qw8Bx46xCScA+P13dNvwlaiQo6ZGnsdYk50N/MFZzgJkzmeKq8jIOAM6Lxwe3lR49QabH0V8PPDPf1oeq1TAF1840RLYfXS830hGpoNiS1gTtoMNhOuW3I/qOpUocezlZVXJe/vt7BtYKQw7krDGWlHJrdidP7/ZsnAvL2DxYku7FB8foO7meVzXmj5r3rZ2rpZpCxs2AJMn2/TbrAyOwZYZn+Hd/ytCXoaWKE1stAYaseJpRBccNT/2dGGNRgM0nDiPqXueZzcqlcCjjwITJ7LbSkqINR88SFgjCCKxn4nGWazzhU04iuiYpsSayUKzU8BpA3WxH2mvcu21Tni/wEDyHabom74ZgtC5bIbtoTC5DD0KOavgaWwVsqugK/5Ml2O6asguxxoAGD+eaQel1GnRO9sS5O7IwhoGU3mRNWo124uzPfCENcXkoicVO2utlrRjBiyJQBFTp7bpda3nsFXBMageyxGpffNNm17bk0hNBUYnfYbQSk7flC++YFsTTJ0K3Hsvu+/HHwOVlYxrhFTasdBzO+vrl5cXufRwW+YOHmxuG9mcHbxTGDmSWXv4NVRCdaGzTExkOiQ6HWkB1dgoGhagwIa5P6DBN4Rp6wQAuOsu1j5REIAVKwCQQkdPawdVnVeJsNJ0dsPIkY59I85csUfhSfjWV8BgIImWjkpVFXFl6zSFEjLtgyOsMdzAusc5BZ6wpqkVlHXyHug8wob20NgojicoFCQ2HhYmNiGnXUmcgcEAbN4M/Pe/wA8/kHidVGhJWAN03nZQ9jhVyu2gxJw7JxZ16PKL4HX/Iq6qbOv0T3D+1hdwx11KzJlDnXsDBxLbFU4ORvncM4g1iid4nf1zNyEIwLYWDOu3bTPfWmRkHA6dF+7WDUTNxVN7/fvfTLEtrrmmWVMDT0UW1sjIeAh0DqZrVwDJyVCeT2b2vXzDQiYBFhVlJQ685Rb2DY4eNTf17UjCGpNjjbe2Fn3TN7M73Hlni68REEBifs88Q1zx73tAiZB/s+KGfumbcX59hqQWVB7FsmXAvHlcWbqgVOLghBfw+eNpOD76cWhDu5F+jn37AqtXc6sjlQY95m64F2o9eT1PF9ZkpAuYufVxqIycCMHy5cCXXxKBHKfFAH74AThzxizIM1FeLlFb0wsXmHJ4o0IJrwVz7X+N8eOZoZh8i/ItI6PNR+c5XLoEnD/PDF/sNwehoXz3fYfAadcVn0UcKeRqHzHKfXtY17nERDaL5EKs2+kAxKmmpkYs8FUqW+FYo1JxW4QlXLK0wCovZ3JxHoldwpr8fHYsOpppX9cuOLbzkSUkaS8Vx5qMDPI399LWoVc+2zakrcIaSsOFixMeZHf67Tfp9DJyAkYjkH66Dtcf/i+7ccoUYNEi/hPfeIMNglRXA59/zhXWGI3k/z//JAFXV88nDAb2z0gLA+MCSzGE1wb2qafMGZjmxDlOQa3mtp8IOmujDFFGxhP4z3+45bJHx/4NubE3wMuLFfgDIAq4xx5jx3/80Zyw8TRhTe1+jmC6f382i9leYmKAhATRkAIC4nIPALCIVzsap08DH31EtFeffAJkZrr7iGQkjcEA7NvHDCumulFY01ThIwtrWg89Z+valUyr1Gq2vZGz4w579pDbXn09kJMDbN/u3PdrDTqd+DHPBJT+vDqLsIY+L3hzE1lYY6GxkRJ1CALmbHoAATVsouiP65+D9/89iSefBAYMsPGCgwaROR5NXR2mbhI7rXp6DN9RXL7MxnAmTBB/r41GYP166cR6ZDoW9HnVrRuIhRXNkCE2i9/x4osdzrWmY/02MjIdGLrfbnAwiKCAIj96LC6hDyOsERVCJyaynu56vdkan05KFBVJ097SHkzCmsT0LfDSUxmvsDCuHbstAgIsVRBe9yxkP0MAQw9/gXPn2nq0nZivvgIefph/onXvjrRP92DvlDeh8yLNb2NjrZTvCgVJBj3yCPPU8LKLuOEgsRj39MVQ/ferEJfLaY+1dKklSebtTdo5hISw+735Jvz8xAEcg0GiC+itW5mhgujrEJLYijJyTsu7iJIUqPQke5+TwwYcOhybWTHh5R4jUd0lGkOHiqu6HMrNNzND0QXH4NNYLWrP19mprQW6ndnBbuB8fq5EJMQFSVzTVc89erD592aZPp0Z6pu9XXTN7whBALuENXl57JijVW7cVlDSEtZcukT+j807BLVBK97Yo0cz0bjmoT/KP7vOgUArJRobgZ9+atPrewLHjwMD9n2BAA0VjVQqiXe3rYt/dDRw//3s+LJl6B5hEJ3P9fXA118TXe+uXUSr9PPPrm33V1EhFvMEBRFnSWsGnVgOtYFS7YWGAnffDYCcCtZrLKXSvo6T7YYj/u2aJgtrZDyUM2eA119nhkvD+mHPlLcAkMu6zVjqokXsdSkrCzhMRJe0sKagwPlOBO1Bf5jTBmrUKOe8GaegonfWHgBkrePp61+arCyyvDFNH7VaYN06dv4lI2PmzBnQC1CtVwB8xzvpO0mTkMCqGkpKgJIS+PuLh2VhTcs05zJIz9+cKazRakltqjUpKdJpXdMWx5qmOtsODx3/5IVOZWGNheRk8T12UMoa9M1g47VZvacg8763cOONduTOb7sNeJAtfulxagv6ZFriY7KwhkDnmPr3J6msuXPF02edjoiO5TmRjKOhux10VxYDa9awOy5dajvW1K8f8Je/OP7g3IgsrJGR8RDoSW6XLiD9xymSBy9EXh6pMLdG1LJBoeC3mWhqBxUaKk6Y1dezwh5PwbSGHpTKueDPm8eX7tuDlxfw5JPM8LAz3yP9tLwibhVffUXaGPEYPhw4dQpnQyeJhvv04ez78cfcoOX1f/4XoRVZKCtzbcLHkWjrDUj8+VV2Q2Ii8Pbb4rFu3fh9LtetA5KTPaMd1JYtzFDBtbe0ztAhKoqx1FAZ9YgsJg4uej2Qm9ueg/QAdu1ihi72nQPASW2gTPTpwwgPlYIBsTkHZMcaK/LzBPTJ2sluuInTusaFeHmxznWHDokfx8W18kVvvJFxZAkuy0bXckuZcUcInNDBVLsda+g2GO2FI0oJrcyBt7YW5eXuT0gaDMSYDADistkqYkyd2mblX0yMeA5bVe8NzbzFzH71n3/rsaLx5rhyBdi32YZbzd13tyxYeu459rPPzYVyzy4muU23cMvMJE4CrqJFpxlBQLet3zHPE+5/AKZsFq/y2ZHmUTbhCGuiLsnCGhkPpLERWLKEubEISiXWz10OvRe5ETY7b4iO5he7/EzcpkJCxJX1BoO0HXW9z3CENaNHO+fNOJ9bfPYe888nTzrnbd1BWRmwahW7nq+vB06dcsx7ZGcTweh33xH3iQsXPLfATKYJThuo/N43QOXbxjhga1Gr2fabAJCaCj8/cQK6sdH9c3SpQwscrOd+PHdmZ1FQwDo1Ggz8ZZ47kFtB2YbJrfg0kiLj5ctJgV91tSysscLaJdC3vgIztj/N7FMbEInNd67EnNtU9i/h33+fzP8opu9YCqWBVEB25s/dhMHAmpCbYrmDBrENKWpqzLp0GRmHQcfxu+9fxd5oIiNbFs68+CLr5uDByMIaGRkPgZ78hZRncVt8XBhwGwoK2IJokWMNwE/c7d4NgMTT6VYQUg5e2UIQiLBGpW9EQibHFcCONlDNct99TNbMt7EKoVt/8lghksv5+mvbopoZM4ADB2DsFoWcHPEmuiUBAFKm/N13jFhKZdThxj3/hMHguYnb/HdXIaw0nd3w2WeAry87/tBDnC89gA8+kL6wpqqKzeIDqBjHaWHXEsOHM0NRRZasH9VtqmOh1UJociGz5lLCzYiP51fmOAwb4s34rN2ysMaK8sMXEFxdIB5Uq4FJk9xyPNbQMQ76ntbqTlUhIcCYMcywdTsoyV2L2gBdHcS7PLvEsSYggPtHCi+9AEFw/70wKwvmtpkx+RwxAa+loZ2o1ewc4fyYB5j9/C5RMX88AAAgAElEQVSexaEv2Haqns7OncCQU8v5bjWctpkMcXFk/kWzbBl/7kVx5oxdh+kQWhTWJCVBfZFtNl+54CH7X8NZjBkDgRYbVuZBm8m5PsjISJnXXyflzBTHJz+Hy9GW+36LgtwlS9gxK2sSellDFxFJicBMjsLQWY41kyczQxGlaQiqIR9QcrLnFpZYYzCQGhGtlr/dJNZtKzU1pPB2+XKSRMzLI24Uq1aR8IJUXChk2gBHWHN5gP2u1Q7BRjsohQKMa43cVr556ES7uxxrbCX8ecs8d2CPsKaztoIy/56CgFFJnyNqdC9yL733XqJSiIpCz69ehsrKUbW01PUtb22h05E2ZKtXWxxgnYUgQBSLn7zvZQTWscmhzbf8D5MXRjHitmbp0gV4911mOKI0DSNOLQPg/piFFLCOmwAkBZWYaHk8YgRbNHnsmHTnLRoNmd5/8QXw3ntk7nX6NGmrl5cni5mlCK/Tgf9vK9gd773XRgDUiv79KecHz0YW1sjIeABGI5vUCtq3idmvMGoEqrtEw2AQB1D8/Di25jfeyFakXrxonrnQ1eqeKKypqyMLitjcg/DWUS4yoaHAxInte4OuXYGFC5nh0Umf4UKaPBtokbVrIdgQ1dTOWEAcmQIDkZ1NqndMBASwwi8zgwcDzz7LDqesQc/LSUx1tSdg1BkQ+jnHgWbqVNvOFj4+wPPPs+OrVyPSW2yFLLlk9u7dTCSgqks0VEOHtP61hg1jhqKuWEoarasvOhzHjkFB+UnX+4aiMGoEr1De8UydygzFZ++WW0FZodrNEXxefz3pZ+JmOMVDZlSqNupAOC2uYq3a23WEwIlkWkEB/HZQxaQdlLvvhSnkMKDW1aPn5ePsDhMmtOv16cLgI9WDUNybdQtQ/rzS6QFJV5KXB2RnCRid9Cm7ceFCoG9f+17o4YfZsU2b0L9bRYtViAUFrrOfblEU8/33zHNyYyYg38/yOdBzIJcJawICoOCIf7X7/nTRAbSNK1fIx/rpp8DatdJpLSfjJo4dA/7zH2ZYP3AIdox9xfxYrbbDmG32bNYuKi/PXEhEC2vottdSQV9cjqBy8X1eUCqBa65xzhtGRHBtKE1ucHV1zk+8uYKkpObFVAUF4niBvZSXA998QwrnU1kdJgDiQLGKU5gr4wFotdyCnZLBbRdwtwkbwhpA3KYbkNtBtURzraBc6VjTEYQ1nbEVVEMDuVeo9I24fd1duGXbE1CUUn9MjQbe77yBRatnw0tHFA06nXPPp9awYQO5rKWlEWM/Z67ry8os16SwsnSMPPk/Zp+LA+Yi/v9uw5A2hGtx553AuHHM8IRDb0Gtb0BlZccQB7eHdKq+duBA8fdZoSB6MOt7iVZribdICUEg68cTJ8gasraWzL02biRim+++I9tlcY20qKoS/01iNWlQnjzB7sgrkujgyMIaGRkPoK5OrI729wdUW1hhzcV+c7jP79mT46jftSt/gXfkCADWmcvdSZi2YErgJnL6f2L6dP7qorU8/jgz1K04GaUbpR0Ydzv79gGLFkHBmTGlDFyAT8b8hMvFxHnm7Fnx9sTEFjpEPPccqwwDcMPBNz1SIFb4+Xp0Lb7IbnjlFXbMmgceYG1J6usRd0isLJZcZQqnDVRG4i0IC29DWxCOsKa7lWNNUVHH7T9b9SvbBiq79xTE9VG13m2kLXAcJyJLUqHLkWgmxMXo9UDYKem1gTJBdfISERPTxi6KnKrqmLw/zKu0TiOscUUrKIBEXSgiS0iExZ0JSaOR6LgBoEfhCaiMOvEOUVFtsEQSM2CAeIpXWQmc6M+2g7om+Sf8cVAi5YcO4OBB4gwWUcop3eeIjm3SVK0pQq9H4N5NGDxYPMybSrvKBr9ZYY1GA/zyC/Oc08PuR4GVUdiVK828hrPhqFyFQ9JtB1VXB6xcSdpolpWRgO2yZdJpeyDjYurqSACVLuFWq5HxwnIY1D7moV697Fh2h4TwRZVN6wJPEdZU7D/LjCn697cxIXAQnDl3bJ5FTHDunPPe2hWUlQF/UJfGgQPF12tBaN05UV9PjEy++AKie4ItcnK4HXZlpM7x44xSpd43FPV9ndkTmQNnTm6aDMvCGvvR61lxQ3OtoNzhWHP5sjSEADpqecVbu3fGVlBVVYBCMGLe+sUYnLKm2X17Z+zEnE0PmGMVUsiJVFSIBRMGgzmF4xSs3Wpu3PMvqIxU28/AQCRs+7Tt3S4VCuDjj5nhLjWFGH5yGYzGznFe2kIQgIwM8Rivs6C3N2uMKMW5X3p6y8WtqanOPadlWg99Lx2ewnGrGT6cn2Pu4MjCGhkZD4BWjnf1rmWjCwAu9LuV+3xeRxgAwHXXsWNNd7CO4FhjEtb0zWAT9UwjyrYybBhxGKDovu17eVFsi7NngblzuV7OKQMXYN28n6AVvLByJVExp6WJ9+EU5YkJCgJee40Z7pf+OxqSJDi7bAH1F5+wg1OmcBMyIvz8gHvuYYbD130lkhtLaqFiNJK+xhTpibcwLazsglMN3r34HBRGEu2grU07Eo2b2ehv7XXTcPvtLQjTHEVEBDB0KDMclbqnTRWlHY3C7EbEZe9nN0hEWBMSwnG6a6LFa7AtRo0iq34rgmqvILSC9GQrL5dGILI9SN6xpklYY08SyVnk5lo+p5h8jgh5/Ph2X6R8fdmg0/lBd8KgFGd2u9RcBvbv7xAVmnV1QGYmMCaJM2eYPBmtKiNUq4EFC9jxtWsxcyZptaVUEv3TAw+wgTxXtGgRBDapIRLFbN3KLKAavQOROvB2c/KVl4h1qTMxZx7ndUy6wppjx9iEn04HrF/PJnBkOgHPPMOW0QLASy/hNMTC9hbbQJmYNYsd27wZAKv1KyuTpoOI5ggrrOHNhx0Kx4U3Js9yLblwwTO/o4JA2jF9/rn42uPlRUI59NTJ3ntPdjbJ4x08yD+HfH3JLZNOOh87xhb8yEicplb31mT3ngz/QBenQniOgU3ZUroVlBxDtE1ZmbhqPjhYvLTktYJyVvseW8IavR6ScOi1x7EmKEi85KqtleZ91ZFUVwPj//gPBqWutWv/IedXYdgZ4oBJi/HdAU/MfumS8xw+cnPJ/9H5RzAwbR2zXfH881DFNmN1bA8jRwLz5jHDE/54G2pdvWScgtxBaZ4Goaf2YHTSZ7jh4Ju4/tj7iE/dzL3I0MaIubnSuBZZ86ed9ef79km3lVVbSE4mQu733yduU57myCMS1ggCEo7/zO60mC1i6wzIwhoZGQ+ADvj3KTzEREcM3Xvgaje+xbDNynOO5R4OHwbAttqRavCqOaqqgK5lGQgrpyS+CgW3JUWb+etfmaGBKWuQcUZeFTPk5wMzZnB9Ri/2nYV1836CUUXKKerryeTD+lQPDrYzOHv//dxEZcLatz1qElO86yy6Z7D2xXjhBfte4JFHmCGv9BR0u2oRGElKWHPqFKPi06t8kN17StuENbGxTITFS6tBWJklEZCZ2ZYDlTYF5ysRnp3EjI9+YRpTFedUeO2gsuR2UABQs+0PeOkpFUZYGFcM5i5GjmTHfHz4RZd24evLZuBhSf4YjdJb/LeWFoU1RqPrHGs4wprIplZQV6+6L8l20cqAzTrxZ8ZBveomTCDiDxOagAhkJkxn9rvm3EpTpxGPJicHCK7KQ990jpj8qada/4K3386O7dwJP20VliwBXnyRaHejoliXS1e4T1VWitt++PgAXbpY7bB6NfOc1IELoPUORFERWdNUVIh71nt7u9+xxicjWZIXQkEAzpzhbysvB3791fOChDLtYOtW4Msv2fERI6B5+p9M6yFedS0XnrDmyBGguhq+vmIjTqPRdmLTnSjOcr4obVYk2wknphNZkgK/epKN0ustyTFPQRCAbduA7dvZxPj48cTlgy4EM997jEYiYj56lPQXWLOGOJj98gtq127DwfeSoCq9yly0lEqib3/2WWD+fLKMpsU1u3d7vgi8U7F9OzOUHTeFEbM4nYQEdiw/H6ivlx1rWkFzbaAAstS0/tsaDEBNjeOPQ6MRzx9p3C0EEAT7hDUqFRAYKB5zxuclJfSHjmDyvpf5G6+9Vrx4bGLarmfhV18uCccanoC0ttZ559zlywAEAdN2c5xPe/QAli51zBu9+iozFFRbhFEnvmTa9nYKkpKAO+9E137huGfFVMzc9iSm7HsJ07b/A+rbZpOL38KFsA5idO3KhpSSk1183M1QW8uGweLiSByBXn/rdLbXnZ5GSgqwbh0pGq+pAfbs4XaolDTWwpruRWcQUEItKlQq4C9/ce1BSQRZWCMj4wHQGoSYdNaJQHXzNHSPYit8u3RpRojAc6w5fhzQ6bjBK0+b0FRV2WgDNXasYyPnt91GRfMBH20tND/+6rj36AjU1QFz5nCl/vnR10H4ZTXGjG++v8jw4XYWsnt5kZZQFAPOrUF5kucoKer++xk7OHgwt6UKlwEDuMHWa1Is7RHq67nmQe6B41aTEzcJCAigv2L2oVBwq0RN7VAAIqzpaMmgrOWHoBSoKHR8PPnnSjjCmt7Ze1BR3sE+8Dag3stpAzVtGjeY4y5Gj2aTFjfeyJjOtA5OItm6XYGnt4OiK2sYYU1JCXvBDQpiMzeOYMAA5oYZUpULL20djEb3Vd2ZEq4KwYhePMcajgtgW+jenRS/qVSWsZRhi5j9Bqb+iqwUz+8JmJ0NDEn+GQpQ19fYWGD27Na/4PXXsxYROp25LYv1pYqeUrvie0w7aXbvbnW619Zy20qeH3wXAJJoKSpinZuio118CY6MhCZaXMWuEARzkYOUuHKFq4k3c/EiOoRATcYOSkpIAQONry+wYgVSM7xEwoPwcG6HXj59+7KtAI1Gc4mrJzjq+mdwMgHOdqyJiAD692eGe+VbriWeVEggCEQPkcTWCGDYMEvHMOukemj5JfT84S2yRg4OJve+664jLrl33kkSUAsXIvCOmbjnizF45v3ueOa9SCz58UaMP/RvDMNpPPKwgHHjLPcBf3/gjjvECemaGuIA5A70elKDsnkzud52tPWrwykr455EmQnTXS+s8fNjM56CAFy6xAhrmhNsdHZo8QCv8Ip2rXGG4KAl/bO7hTW0+E+lsh1DpWNskiq6czRaLWJeux9KgaOO/PZbkslfvpzZ5F9fhuv//C8KC53ngGQvtnIyzpgPmYoQeufsQyyvGOb111nLrbYyZAi54VJc/+d/UXnF89fpdnPhAikCHzMGWLMGqkYbv7teTwTDQ4eSv0OTko52raHbSLmT7GzxvKVHD+Dee4FHHwWeeILtanr8uOfPcwSBuO/QHDzoWSJaa8HlgAvr2R0mTWrFYq9jIZ3ovYyMjE1qa8WPuyWzlqaYNo2ba58ypZkgcd++bCNajcbcjJFelHiaVX5NDdAni5O8nDnTsW/k708CNhQ9dn7foezr2oXRCCxZwpUdl4QPwMlXf0f/4f6YNo0kNnioVMCIEa14z/vvZ8qoFRCg/5gjVpEgNXkViD7wE7vhiSda1yZj4UJmaEjKL1BYCS8ks4C20QYqIqIdnUE4rg3dSi3Cmqoqz0/mW6PVAuqjnIUvvVJxBRMmMA29u9QUQpPSQmPdTkDXk5x7k0TaQJnw8iKL3RtuIGv2O+9E2/tnmzBlQ6ywdi3x9O9ii441ttpAOaM/m78/17nN5OLnjnZQ1dUWh4GIklT4NVCR6YAAh1b2Dx5MKs5HjiTn8Lh/zyFCJit8tDXw373JI9tkWJOTAwxJ5swZHnhArC6yF6WSlOzTbNvGDNHCmvJy5wfC6KpR0XRv82bmy9gYFIbs3pb7YEEB+x2w2TrXidQN4zg0SbCMjW6b2bs3u048dsxlhyPjLvR6UpHIy+C8+y6E/gNw+rR4eMiQVtziFAoSnKXZvx+A9IU1eo0WoVdS2Q3OdqwBuMJl6/kV7SIkZc6dY68nKhVZysyZY4lthYcD4SVpuGPN7Xj60wSM2vgiOVfo4JkNAjSliM/ei6l7/4VbXxuObhP6Au+9J5qM9uxJxDzW8AQ/zqahgeR7N20CTpwgLmHbt3t+0smp7N7NZMHLuiagomsffqtWZ5OYyI5lZMiONa2AFhXwhDV0eFvUwsJBtBQXtyV+yM0FVqwAvv/euQI9e9xqTNC1HZKJCzqDTz5BQB7ng3/uOYtgeNEibvx01PEvIJRXMC1kXY0tUVdxsePfy7Seu+Hgm+zGgQOJdakjeeUVZsIYWHcVYb8tc+z7uACjkaQ+1q0j9+oWnaAaG8nvf801wE5OnNAWBgN53pw5gEbDOEQ2GaNJAto5sU8f8eMRI8Qhi7IyvtGzJ1FSwo9v6vXumUu2Fevzt/+FDewOc+e67mAkhiyskZHxAKwXV4G1RQjM4vi53Xgj+vUj1eRKJZmPjB/fQhxHoeC71pw8CYBVr3uasKauUofY3IPshhkzHP9m993HDMXlHEDhH1mOfy8PQasF0tPJP+PLrwK//cbsUxMYhd8e3o6pd5JVsVIJ3Horf/E3dixrVdosvr7A3//ODHfd+L1HeJwWfrQGXjrxLFgIDgbuvrt1L7RgAZNU61KRh+iCo+bHklhAl5ZyZ5cZiTOZ1nStgtO3Jk4jDnpLScnfXgoKgOhcjrCGI2hwOv7+3NY/6sOc63InQpt/FREFnIrmadNcfzAt4OdHEhlz5xIDlHbDcdAKL7sIn0YywfA0ZzwaOnDh60vt4Ko2UCY4/TfCSi/aPBRnY53Yi84/wu5w3XXNR3/bQGQk6S4ydy7Qvbcft8XRoDMrPTpwo9UCqpRz6FbMsQxp7ZzBGl5blh07mESVv79YQ6nVOj+IRwtrRAl3ThuoyinzYVRazq2sLL5jjavRjeEIayToWEN/Vv37s47PBQXSEzrIOJgXXyQe5jQ33ww8/jguXQKTdBoypJXvwRPWHDgAQPrCmorDaVAZKJVm9+6uqeLkCWvyLeuBkhKJrPdaoKqKrbPw8QEefJAIvc05N6MRQV+/j0e/GoqBaesc8+aZmcAzzxBR8vPPmzPy9FImN9e1554gAGvXsvO2Y8dIgl52OLEBpw1UZh/SEtTljjWALKxxALQTDC2iAVzjWEOHEun1Hu89L18GfvyRrIVyc4FVq5zXpoXnWGMLWlhjb8y/qIhMBw4cICIhyThg2+LKFeC115jhhmtGAW+8IR58913mj+qjrcGIU8uQnk4MPM+dI9q9s2dd1x5QEGwLxZwhrCkrA3rl/YneORzLjVdecfiaHQMHcguW+2/6r7j/r8TR60kHyg0byHf86FHgm2+a+W5lZRGn2Ndfb3uv7m3bgOnT0UWtEcXOBYG8vBSghTWxseLHAQFs6Co93bnH5GyaE+KdOOE54mjTPS+0/BK6FXNuXLfe6toDkhCysEZGxgOwLrrpncUJZg0ebC7VnDCBaAn+/nfShaPFCjGeBUhTqZmnC2sC0k7AR0tVLIWGOseOeexYbgLL+ANrJdkZSE0FPvwQ+Pln4Ny/VkH51hvMPjq1L1b9ZSNmPBIjEsxERJBcjvW5O2wYEY21mgcfhNFPHDnx0lSTVa2EEQQgcBNbea64995WqotAsoqcljz90ywWfpIItO7axcwsy7omoqJrH4cLayJKxcIaT7JHb4nLmfXoefk4u4ETcHcJN9zADAWcPOCGA5EO1evYdo4YNMg9WV1XExrKDSxHXTkFwPMda+iYDyOs4TVGd+bfnTMvCS8jwpq8PNcv5q0DOz0LOdcpntjb0Sxi20ElZG5H/mnPPflKSoBrzq1kN1x3XftaAE6cyNoulZSYBfgmFArXVrwKAhuoMjvW1NVxXXW8FosDtenp7NfRLZdgXuuzpCTJZShoIVN0NJle0qcX7VYi04FYswZ45x12PCwM+O47CFBg717xJp45botMnMiOnTgB1NQw+pSiImkFpTWH3dAGygRnnt+z8DjUeot9riesd44cEc+l1Gpg8WKqM6FeD9x7LxTP/ANqgxOulfX15Fzv3Rv45BNEhhmYDmWudOjat8+241BeHnGxkaEw9ROjyExwo7Cmb192LCODORZZWGMbqTrW0NcHXqHI7t2sAGPrVufoBdojrGmpzRVAXAyXLSMGi/v2EZHQf/9LDCPteb5beOklxs3MqFBC8+HXjMMyevQgjp8Uw05/i0MHBXz2GakZ/eMPYP164H//c02LZY2GdSMy4QxhTWkpcMMhjltN//58V1NH8MILzFBg1WUYv/3eOe/nBLZtYx2pqqrIOcPMWdevB4YPZ9bW1mj8wpA8+C7kLXyOFHTbCo4fOgQsXoyEeHEBDC1ocQcajcW1GCCxA15tGR26l4ooqK00d12oq+OHBqWISVjT/+JGduPIkc4tFJQ4srBGRsYDsF5cxWfz20BZExjION3bhva2BWwKazzA5MOMIACR5/eyGyZNapslfksoFFzXmm7bl7u/EauLKSoi9sT19UBk8XncuvF+7n4bbv0BiQtH8TpVYOhQYOlSEkj761+JANZmS7PmCA2FsGgxM2z8+FNJ/13KTuWi5yVOK4AlS9r2ggsWMEP9L240z+wlIazhJMIyEoi7lKOFNX55F6E0WlalubmSy2G1mfpDJ6AyUpUOUVFsxMdVcIQ14amd27GGa+8qsTZQTmXkSGaoR5MYzJOFNQaDOJCpUHCmG7zVtShb5GB4jjVNwpq6Otd+3oIgTgz14AlrOA5XDmfSJEZBoTLqodzAuup5CsVFRgw+/wu7gSMiahW+vuD2meXcr0NCxI+dGVgvKxOvSby8rAwh9uxhsxSRkQi9dSJTxWxNt25gqsZdge+QRNT5U720Ghq4rVPdhcHA/j0jIsj/w4eLx8+etR30l/Fg9u0jizIapRL45RegRw+uWI13+WiR2FggLk48ZjAAf/6Jrl3F+S+NRlpJaOPps+ygq4Q18fHMfEKl16JH4Qnz44sXXXMobcVoNHckN8O0iTYaiRPbihXNv1iXLuSznzEDwoIFuDj0TqQMXIBL8VNxNXIwjF7eLR9QVRXw9NPA+PEYH5oi2nTunGvaK5SVtdwd8MIFVvzY6Tl7lvlQ9Cpv5MRNAiAhx5r0dNmxxk4aGsSfjUrFikIA1zjW0MIa2nmhslK8JqyuZltqAuQakpLCjreX9ghrWooLCgIR0NDvodcTDexXX0nwenTpEvDDD8zwyRGPIOB6G/fopUuZofCydMTk/cF8RiUl5Jbk7O9uc69fVtZ2sxNb6I6dQmImK1DEv/7lnJwKQIrG581jhoV//9sjArbl5cCpU/xtOTlWLlWCQByU5s2z+aWrCO2NDXO+w/v/V4h183+B/8f/Ab77jrzQCy/wEyS//Ybhv78qGpKCKy8dAuvenbgR0tAh66tXXecI5QzodRFt8uQJgnedzhJa6XeRo+TuxG2gAFlYIyPjEVgLq2NzOSvrNll5NEFHRAFzVNSTHWsaGoDYLI6wZsoU573p4sUQqMlNUFkuGvf+6bz3lCCmdtbejTW4Y818eOnZqNP+G16Gbt6d3KJEE126kL6b7XXPVj31BDOmzLhIDlSiVH/1Mzs4YABfCGcPs2cz9lVh5RkILyVSercLa4zGZqvKTAmcNhERAYSLk1YKnQ5xBkuG12AAsrPb8R4SQRAAn+OcNlDjx9thX+Ykxo1jrovBpVkQ8gtsPKGDIwgIPNLJhTUc8USPKyTxo9FIpw90a6GDWd7enK8dryylRw+nHRPXsabUklnjBXmdRVGRpV2BWlfPt5F1hbBGqeTaTPf8c7UnuUyL0O89iOBq6pqqVgN33NH+F+e1T+WIA+nAvDPF+PT9OibGKr67eTP7hFmzoFCruEseExwNrksIDFIgvxfbIg9/SmftUFEh1qIHBZHrG0CKVq1NjerrgbQ01x6fjJM5fZpUOPASGm+9BUybBr0ejFvNgAHt0I3yFojHjkGpZNcEzqjSbive6Zx2fNdc45o3N/UBp4jJs6wLsrKknZfKzxe3NfL15Zgrv/oqcU/iUB3UExfu+Texzq2oIOfu1q3Ie3cNfrl1FdYuWIMVi3fhm6eSoa+sIxmuDz5oWQF29Cjibx+GacffMhdm6PWuWTsmJYkr3P39iZECLR5oSXzT6diwgRnKjb0BOm+iYqHN+FyC3AqqXdACmdBQfl6Z51jjaGczeo4bFiYuShUEsSA5NdX2MTjjOuJQYY0gEGudO+4ABg6Ert8gTPrfXUhM38L9perriTm4M5yC2swbbzAfSr1vKP6c8SY3uQ+ABKI5uYPhp7/l7q7RON/JrLm2f821iWorvX79kB2Mj2d7wTqal15ihlQFeS0LaiVAcnLz15udOwFtrRa4914yn+GhVuPSXS/g87+m4Myw+2BQeSMy0iqk7ecHvPkm6RHpzYqEw758E7E5Fofwq1cdL7pqLbTYztb6ICBAfC01GDy38M5gYH9vuubUE4Q1pvudT2M1euVz4hOduA0UIAtrZGQkjyBYFleBNVfQtYLygVUqSf+nttKrF7v6aGgALl70aGFNTUkDYvI4F31nCmt69ICCkxyt/45TRdxByclpmhwIAm7d9ADCy9immCkDb0fyvFcwb56Lcv2DB6PsWs7f/X//c8GbtwFBQOgWTkuHu+9u+wcWGQmMYxM3Jis/twtrTp8We0OCtArLiZsEHx/WPavVcDJmgxQdrx1UdTUQlWVDWOMugoO51bqNuztpBPjcOfhWXhUNGb19uM4+HRaeY41VRbWkAnGtgE5WceIckhDWhJWlmyM+BS7Ut1m71XQvOgOlkYr6Rkdb9fNxMnfdxQzF5exH8TmplVjaB3fOcPPNjKi0Tdx8MzuWlMREd12ZGKJtoc3VbaYyWppZswAAY8bwq5u9vLiXJZfg7Q1cjuO0gzp82PUHYwP6mmzdekGtBq69VrzdVqWmjDQQBDLnPXiQOM/X15N/3IrQpCTSTpanlJs3D3juOQgCaUVzVTy1waRJ7ThIXlvApowVfVlzhhtBWxAEoEsBx3pg8CEtcNoAACAASURBVGDXHQRnvh9/xbIu0OulbatPt07o25eq7t26lSRIORwZ8zd88mQGkqY8T1RdVhn3ZErH268f4O2vJn+bpUuJKiwjg/zM9PAkKHQ6XL/1Rdz/3XiENQmUHZYQb2ggthW7d5PvXNMNtLGRNS+76SYSvqM1r6mpEm7B4g5+Y10I0xNnmX92i2NNfDyrBLlyBT66WtGwTic7v/Gwpw0UQNzbrZ3NGhocX7RBx8WDgtiQuvXxnudoLk3k5TnuuEzQ93PaJcEanrDGLAwoLydz6FtuIUn8tDR4Z6RicMpq3P3LLNy7fDKCq/KY19doWLGt28jI4AoyDo/7B3yiWuhVyWkH1f/Ceqj0/EqM48ed09rLREtrK0fGUITLhYg/sZrd8NxzzZ9QjmDoUFwZNZsdf/ttyV8cU8UhZowbJxa2actq0DB5BlGf8YiLw+W1h/HTgDeh97IoQMeO5ew7bx73dRSCgNs3LoJ3I5m7G43ubzlEC0yaK56mw0GSc8Cyk4oK8ekaGMiGxQsKpF9UaFoCxmXvg8pIff+io4FBg1x/UBJCFtbIyEicxkbLxTiGpw685pr2ZZ0VCpvtoDxZWKM/eBhqAzWr7daNBFqcycKFzJD/1rXulwi7AEGwmMCMOfYJBqWuZfYpCR+Ak49/j0VLlLbiVk6h7v4n2cHff5fkLE134ixCC1PZDZxzq1VwlMT9pCKs4bSVyImbBL2XHyIjHSDA4kz2YmvFwe/MTMdXM7makqtGvqDQncIaAApO5bF+b+dsByXsYJ0eDOMmuCnC6yaGDWO+1F0rsuBXT7JjHUVYQ7drB+D6VlA9ezLnlo+2BoG15N5HJ0KdibWwpqe72kCZGDGCJDisUApGaH/+1XXH4CgaGhB9jHPc7W0DZSIhgRV/6XTA0aOiocBA8S7WbpuOpKGBFcKahTWnT7PfMW9vIgxo+nHWLHZOMXq0e9pAmSjvZ8OxRiKTEnr9RydhaCegnBy54l6qaDTA8uXAypUk6fX778A771j+7dhhlQzct4+44vKUK+PGAStWwCgosG4d275nyJB2Oo6OGcOONVl30E4dUpkzVOZUIqhanLkQVCqiDnEV17MivZ6XxZYnUm4HlZEhfty/v9WD6mrg4Ye5z9sy83PsmP4h9F5+TGWzwcC2WhkyhPMiCQnEvSYzk5tMNRF9+Rge/Wooxhz9GDlZ7WgrbTAQ8cfs2aSX4uDBpO/VmDHEiuP225Gx/rwoSRsQYNFpJSaKk0+C0Hzy3pXodMQA+8wZN+VAMzNZNRWAtAGkvYi3t/Pzwly8vdmeQQAUmRmMg47UE23ugL4ViYQstbXkhvbKK1A8/RRm7n8WI05+bXZndrQAk54XdenCCmtM71lV1XwhQ1WV48UYrXGs8fcXr1m1WjLXRlUVcfPautXmc+NyD+DJn8bgmenJzHU1Lc25IhO7ef11se0iAI1fGI6NfpIrthcxbx6Ta/FtrMaAK3sxaxbpiES7NjpTXN6cYw3g2PmQ7uMvoDKIcxhCeDi/LagTuPIA61qDrCzgZ46zu0QoKxPHVhQKMi0ziWJ8GyqxZMU0dDlhQ3U2Zw7Kdp3CigujGKdQm+aHd94JvPwyMxxUWYAp+yyfobvbQdExp+ZqqTqSsMaa8HByObFeHwmCtAXvgCWmk3BpB7tx+nT3OeNLBFlYIyMjcawDk72clTDleaOfOgV/f/EkvKFB2vbB1qgO2GgD5eyL/ty5MPqIFSPeVaWSbjvkKAoLyaIxuuAobtr1D2a7EBAA3y3rsOSxQCYo6mwi7puF6iAqMaTXc3vtuhvN15zK8+uvZxuOthaOsCa64BgCa4tQXe3m/A1HWJPZh7SBiox0wOtzBHWhxRdE17eKCgkIjNpJ7amL8G2kfonAQNfZ0NuC48aiPtI5hTWGbaywRj2jE7WBAsg5yflORl0hkSipJMlaC68VFIOrHWuUSm5SL7yMZNZKSlzTt7quDsjNtTy2digy40phjULBbQfVZRunMk/iaNdvgW+D+LovBAYCc+Y45g0UCn5blgMHRA9pYYqzhDWHDom/a8HBVl8hnlvNpEkkItlEYiKwZAmZUoWFkRxmS11AnE3dgJEwKCkl3pUr4i+NG2lJWBMZySZ4pZy876wYDMCqVbZbAGq1wJEjwKefAocWfw3h5pv5X+RBg4Dff4fe2x/r17PJ/LAwYObMdh7s4MFsr5ayMuDSJZvJS3dT8QfrVqNITITtPhNO4JprmPfzqSpBSGWO+XFamjQLvjUasd2/QkE6cZj517+Ay5eZ5xlfegUnxzxmflxdLU7mZmWJRQp+fkRDY5OePYFvviGWTjZEUV76BszY8TfM/OBG1J7Paf4Xo2lsBJYtI26q8+eT+xadfdbpgHXrMHDRMIw6/oV5eORIiyBEoWBDeBwticvRaMivt3496ca0Zo0bYgzr1zNDl3uMQnVwLwBurmXgnVMZGUzBWUODaw7Hk+A61lRUAM8/TzKVc+YQEcWnn2LY7ncxe/MjeOLzAXjis/5Qv/MW447cVhobxTFxtZpcV2gHHdO9iRaD9+rFOq856NDM0Nf45oQ1CgXHtaZSIO6etGqWg7qkCD6zb8K8Ufmi19HrJTCNvXCBK8T4c9wz0PoEtSys8fU1u15aM1+5HiNHkrX+6NHibUeOOG9tTQtr6NSGw2Io9fVQfcO6uysefdRlffS8rx+FjITp7Ia33nJN8KIN0G41cXFkfTxmDBBQX4p7lk9B9GUb/cL++U9oV6/Hqh2hzPV/9uwWxKAvv8ztYjE66VNEFZ4E4FqXYhq9nm3n1Fkca6wx5cBEc1u4tjV7WzA51vThCWt4zsadDFlYIyMjcazjWTH5TmrxwXOsSU6GQsFWoHpKBaLfURvCGmcTFATjTNa20LCy47eDOnEC8NbWYt5vi1iLOACKb79F0GgnOwbZwC9IjeyJ97EbvvmGqWBwKwYDfNdzzhVHVJ737UuV/gEKCOhzaScMhpYrIJxGeTlT+Q4AmYnE4zoiwgHvwWmHosrKRHS0eMzdFpntRThmwwXCLWV5VnDuU76XUh0fRZI6Gg2Uh9kWWIrpnXBBwhH0Rl4lGQFPFda02AqqsZGNCisU7SzrtwNOEN/UxsBgYA/JGaSliW+1MVc51ypX9+LhCGsiLv4BIY9f0qXTkXnOmTPSSnjof/yJGVPcdptjM0c8Yc3+/aKHrlgvVFSw04URI6wCy1u2sE/iBMR79wbuuQd48knSTsPdt0jfEF8U9hjBbviTU1DhBniV2TS0VpIOLsu4n927W245odbVY9bvj2DCykeg4Lmt9ukDbN8OIbQrNmxgE/mBgaRzbbvzLmo1+XLTHDsmWceaxlOcNlCcVrROxcuLO7+KL00y/9zQAKSznZrdDq2Z6dbNSiN08SLw5Zfsk6ZNg/LVl5ttwUJXAg8c2HyS2cyECcR25bnn2PY9TfTO2Q+/MUOAr75qWa1UVwd8+CFxy3v4Ybv+CEqDHrdsfRxjj34EgG0hMHCg+NCuXmWTV65m1y6guNjyOD3drty8Y+G0gUrrf5v5Z7cKaxIT2bEM2bHGHuj1SlTWH0To+c47zQaywssuovtnLxJFy/33kx6I7YDXBkqhsN0KytqxEyCnAF045ujvbWscawBOm9RvvgG2b7f/DYuKoJg9CwNixX8H+nd3ORy3mjr/CBwf/TgAO43/b7uNGVJs2mj+kEePFjv+VFc7T+RIXxfo2hyHzYdWrICqQvyFM6q9gMces/EExxMSAhy8geNak55OFJsShHbHM5mmd9GX46HVNyKq6DT7JJWKqFHffht79yuZ8Oi0aXYYH6pUxI6SupEoBSNmbXkUCsGI/Hz3FdKWl4u/hsHBNrtuAmCvj1IR0LcW+vsYEkL+p+ulPUFY07U8E10rqAm1UkmcTTs5srBGRkbimALT3tpaRF3h3Ig5lr+thtf7uykiSi88PUJYo9EgMI2TtHGFsAaAevFfmDHFhvVuVC44n8ZGUrF4047/Q9cKzgrqySe5SSxXYriXY+t86RKTHHIr+/fDp4yyEVergQULHPP6nARTQiZZNJuUyC5n925mwVseGo+yriTw5BDHGl5pYmYmsxj1dGGNT7Kb26vYIjwcmnhO79U/OGLRjszBg1BqxVWpDSHdbHjSd3A4LkrdiknkXSpJstbSorCGV24TGen8rD5HWGhyrAFc0w7KOtDk01iNkGKOnYWrhTXXXAOBEpsCQMMKto2lqQJ782ZSgf3VVxIR11RUwHcPR0ziqDZQJnjCmmPHRB+CKxxrdu0SJwu6dLHqOV9RQZRPNLfc4vgDcTCBgUB+L856zoOFNdnZEvmOyAAgy/ojR5rfJ6rwJB75egRGnvqav8OQIWTeFh2NM2dYp5qQEODBB9nkYpux0Q6Kfv2KCol0TeOpyTitaJ0OXT4PYIhGXCF99qyrDsZ+6GpqUfHDyy+zhTD+/sDXXwNKJeP+YJ2kptsf0JXCzeLrC/znP8QqzYbNjUpTCzz6KCle+fhjkiExnZAaDXF3e/JJICYG+Pvf27TYnL5jKcZW7WBEZYGBpCLeGneKpvR6fjuqHTtcKBTJzeUW7JjaQAFuFtbwTsDsbNmxxg6sk6tDzv2EHndP5rfYtUVjI/D992S9MXo0mdg3Z4VQU0Mulr/9Brz3HnHGefttGH5ZjYA6i3rMNCfiCWuMRlbc16ePJcFqgp5ntZf2CGt8GqoQ/t7z7E4BAfjzsZ+wesGvrBM4AJw7hzG/PScacquwJjWV2PRR/HH9c9B6k2qAFh1rANLqhHaeKy4m7SlB1j90nTLnEuQQaHMz2tnDITEUQQA++ogZLp5yl3PbV1MEBwP5vcYhqzcncf/WWy0Wx5pa7CQluSbGW1UlvpwoFE01rbW1wC23ICSXVZgKPj7Apk3Agw+iqgo4ToVyr72WdF61i969gVdfZYZ7Fp7AoPOrUVcHVFba/es4FK7bWDOEhIjdmKqrpem02BL0522aw8XEiH+/khLnOf06gtpaoE8mx63G1Lq0kyMLa2RkJI5Ji9Gz4BiUAjVDjo0FY7nQFvr2ZWfbhYVAZSUTKPcIbUhSEpQG8Z1X2y26/a107GXGDOgCxLN0paaWX0nbQTh/HuidspkfjB01iixG3Uzfm3vjUp9p7IZvvnH9wdjAuIKtPNdPndHy7NNeprN2mn0u7YTCaHCfsIbXBiphhnm26RBhTUyMuJQEAMrKEB0oXn16urAmJMPN7VWaQTuGbQdFtxLp8Oxk20DVjL2pc/al5YiJul3tWMIa+pLDvcC4IkDFEdaEuVBYU1EhrsSJKjwJBZ0FTUhw/cJcoYCCJ/hdzbaD2rBBXIFdUUGca9zOr79CqROfeNrQbo4XkvfrxzorNTYScU0TPMcaRya7KyqI85E1N95oJWA7cIANsiYkEHcAiUOENZzI6eHDrj8YDvYIayIixK0NDAZpumJ0RjQaYONG8VhwMPDss8AzzwCPPqjHC3gTD303FhGladzXKIgdh6zvDwDdu6O0lC1kDw0lLlB0srBd8IQ1J04gIEAsXG1sdH98QhAAvyyOY407hDWcz63H5STR44wM939mNDaFNWfP8qvTX3rJrCqxJazRatmpV69ebTi4cePITf+JJ2zvc+kS8Le/kXhTUBC5KAYFkXaEn33Wcsl1eDhx+LThYjhl5X3cCTKtD3ZnG76CArYtKkDOtVOnXHQQK1YwQ/W9B6As3DIXdquwhjcnyc6WHWtaQKOxfCaDzq/GbRuWQNGeTOvx48Q5KiqKKF1mzABuv52IsUeMIAGoLl2ITdT8+eRm+c47wAsvoPvTd+HvH/TEbesXI6j6srnbaNeu4iV9VRVZ/1iLpPz9yVsyrZcc3I68PcKa6458AHU1e70Sfv4Ff8QsRNrA+fj2/sNccU3oT5+hT/Zu8+PSUjfea157jVmIaLp0w4lRfzU/tktYExhIbENodu0y/zhunNg9rKjIOYlye4Q17V577dzJLrgA1D64tJ0v3DoCA8l5e4DnWpOSwnUmM2E0kuX8jz8CW7cSDe7mzc4VYdOOkNHRQKBXI3E84iittF7+2P+PLebeqYcOib+3wcHkctSqMOHSpdwY2417/wWVvpERGruK1gpr1GrxWlMQPDM+aKsVlI8P6zbl9rZ5zVBTAyTIbaBsIgtrZGQkjmkiGpPPqVp0RBsogFzZebakKSnMwlNqQRguHBeEhpHjXZe89PVF7bR57Dinv2tHIe1gCeZs4jjC+PsDK1dySvddT2AgUDznIXbDunWu6YXREvX1wLpfmWGv+xxYeT5+PBNN8q8vQ9SVU+4R1hiNXJvZzKZ+uv7+bBV8m1CruYGsaE2G6HFhoUSqXtuApkqHiEJOplciwhrFRI6wprM51nCENcK0m9xwIBKA41gTWZwCpVGPqippdeizFzqZwNz2eFWV9KraGfAca0pdI6zR6UhC1/q62r9GQs5aHGGNX3ISsdtooqSELxC4cMGZB2YnP7Fi3Jpb7nK8C5JCAdzQvDjSx0f8tjodKzZrD6dOic+j7t2py8iePeyTXORU2V4CAoA8nmNNcrLjy5jbgD3CGoWCda3hORfIuJ4jR8TJGJWKGGH6+wMBhRnovmACvF57iSlKMXFq2AP4ftFe/Ph7KD76iHTksX49Ly9g8WInaCN5raDOnYNCMEquHVR1NRBWJBFhDcexxjv5JLp1tUxSjEbRbc7tCAIrrDELYD74gH1CVBTw1FPmh7aENXl54vlkWBjMSfBWExAAfPoptFt3o6pLC+qcujpyEPZMZqdNI+uDoiKSWcvJQf0d9zC7eZdeIVX6FHSLiLw898XrmptPukSMLAikHQZF8dS7RY8dEltoK7xCv6ws2bGmBUyhuuj8I5i3fjGUAue75esL3Hsv8MEHaHzmReT1GgcBdsR/s7JIPGrdOpKFP3WqxXbVKqMe155bice+HIzeGWR97+Ulvg8KAusUFx9PBBhSFdZ46TQYk/QJu8OiRaicMNssbqoKicWvS36HwOnnMnv7Y1AZLAsAtxSuJScDa1kH0qOTnofOyxILtUtYA3CLE7HbIiAKCWFrZZyRKKeFNaGhYjMdvd4Bgp4PP2SGcmInInDCMM7OzkOhIH+f3LiJyI2ZwO7wwgs2F5rHj7Pr9BMnRPUgDocW1sTGCERxbnWemGj0DsTKRTtwQH0j9u0j3xFafDpxYhtSKF5eXLeh0MocjDr+BTPPchW0rtiemmHaAczT2kHxxEDW9wfabVDK7aDqKrSIy9nHbpCFNQBkYY2MjOQxTV5j8jgJSEcJawB+D/DUVGbh6RGtoDjJWuN1Dvys7MD3frYdlLB1q/v895xIRbmAEV8/jEArS1Qz779vR1NQ1xH+wK2o848QD2q13Ooml7N5M5S1YnWLzi8ImD3bce/h4wNMnswMJ2Rud0/u5tw5xoJXr/JGdhw5xogIB+rhOBbeXYozRYvRhgY3tsRqJ1V/noeXnorChYcTtx4J4DeNvQYLp0977gfeWgoK2MbLAILmcSqgOgNRUcyqWm1oRNfyTBiN0rZDtUWLraB4kUVXCGs49+CQymyo9CQ615wLenswGomemA4U9NNwypbdJawZMAANiZxWbFauNbYENJcvs4Frl5KXx3X9Ui5xcBsoE7x2UFYVeAoFm6xy1JpBENjWJaNHU/MDnrDGQ/p+BwYCdYHdUB5KtYgwGp0bBbaDxkZxIF+tBlNZb4IW1mRkuF/w0NnRas3dCsxMngxE9xSIQmboUJs9C/QqH2ye+QU2zV4Gg5pMlisr2eveTTc5sP2TNXFxrIqrthbIymKENe4OuF+9UIGgWko8q1K5Zw0cH8/MrxQNDRjmJVa6ZWa68qCap6REfJ3x82s6p65cAX75hX3Ciy+KCkVsCWto8ZAjzIu9Z9yI315Pxumh97X9RRQK4o5x8iQR1UybZsl8+/pixx3f4lL8VPZ5n37KZO9CQsSuBYLgPrcw6xZcNCUlLvieHj7MntgKBfImLhYNudWxhncS5ufD31ssbJQda8SUlQGBtUW4Y+3tUBk5tkjjxpET//vvgaVL4f3OG/j5sT/x0dPZ+GPcs6j3dY4rpl9DJYa9MttcPBNBhRkzxDVc5k5g9K1NKq2ghiT/DL8GKl7t5QW8+SarNRo+HIr//Id5rZDiDIw5+rH5sbPWmc3yyitMtZwQFYXDgx8xP1YoWiG0nMq5Hh85IopjxcaKN7tCWOPjw4qa2zXvTk0lvfsojoxd6jAD9dZgckE8MPFldmN6OnGDozAYbHfSPXjQeS2FaDeYob+/znXB1at98MtffkdeDImNHjhAHHWsdbihoaQNVJuYMoU4cFFMPPgGitPdk4tqrWMNwK4rPG09yVs/W8dJaGGNlMTuNMEph+GjpYKzoaGSKeB1N7KwRkZG4mg0gMJoQHQBpzH69ZzqxrbCq6jyRMcag4Frna68wbXCGr8Zk6EJElv5KrRaYP16lx6HKyh5bzkGXNjAbpgxA3jkEXbcjfTu543k4WwVGJYtc79VCafyvHrafNsZjLbCqbhIuLTdPfoGThuo3NiJ0HmTWacNN+y2wXHlUmRm2AzGehrawzbaQEmkzZB3fDSqQuNEYwqj0XlNqKWGlV2wieKeQ+EX58iT3INQKJptByUBk4ZW02IrKJ5jjStaQXXpwryPUjCiawVpfF9TwwbqHMGBA2yQIDoaCMlje4xj+HDHH4C93HUXMyRYBcJsVRDpdC0WtDoXTrKxLKwvukzmuDw4guuuY8eSkkRzJ7odlKMEchUV4muClxcweLDVDoWFXNtynpBYipg+N247KFvRYRfBc6uxNa2IihJfagSBFXXIuJb0dPH1PSAAGBN9mazRHnvM9sJ+6FAYj59E/b1/bXYeee21wMiRDj5oE0ol190OZ89KLuBee4zjVpOY6B7HVoWC61rTp0ws0rt0yf1LXxO8NlAKBYAvvmDtAMPDgfvEohY6SVNWxnflcVRX8B79g7Hx1u/w7X1/ILNPKyp2fX1JBXtKCnFT4Mx98vOBM8kqbJzzHXRqKgag1QKfsG4StDGhu9pBtbSGdrrgh5NkxeTJKA8UF5m4VVgTGMiqLwwGBFeLs7KysEZMWYkR89f9BV1qOEUKM2cCe/eK+rwpFKSbU1VILHZPewcfLM1H0RvLnLLeUOq0xAEzK6vZeiYvL4sAWaqONSNOfsVuXLQIiI1lvt8REQCefJLraDnx4BsIrCWKGpcbg586xY251z/9T+i9LNdUU6shu+jbl+0jqNcTpUYTtLCGdjBxBLSTlcOFNRy3k/LQPigePYuNa7gA03mZ1ftG5MRynFNfe42xSktJsR1H0mj4y8X20tgoPoxBKWsQ/umr7I4qFUq/XIucuEnNvt6kSa04N3m88w4zd/drqECf9e9x2zU6m7YIa6QmoG8tdAwkKEj8J4mJEbePKy2VZmGh0QjEpHHaQE2d2s6TtOMgC2tkZCSORgNElKaxCsHgYMfaC9twrKEXnpJ3rElOZhwQGny6wG/UYBtPcBJqNYon3cGOd7B2UEJWNuI+eIrdEBYGfPutZJL6JtRqoHzeg+yG1FT3JvjLy4mjEYXPfXdzdm4nHGFNdMFRNBS5ISrN+Z1NbaAAEhBxGLx2d5mZTGzLrYnSdqA+LaH2KjYo7sexcT10yPUH4g44baDKR3TSNlAmOAmzbkXElsLRAUZXIFnHGoDbDirMqh2Uo5OSOh2rcY6IAG6f1QAFL7PCEVm5Cp8lbDsoxZkzwMWLMBiaD4xevuzEA2sJjhj30ti7oVI7ad41ZAgr9C0rI9nZJmjHGkeJ8ekqwOho6vu1dy/7pGuvZZNXEsX0uXHbQXGKBVwJve5rroWGQgGMGSMeO31abmnhLgSBXdrcXLUGXsMGcyuSAZAo77/+BRw7Bu9hg7BgAWnzRFfXK5WkKHbuXCcv9YYOZcfOnJFcwF13NpUddEcbKBP0FxFAWGaSKDFWXS0d00j6Gt+rF0jS8ttv2Z0ffZS5F/n5iYWdBgOZctF6ZrpCuK2Y8qv5Mddj5aLtWPdqMmlLMWYMmJ4+vXqRpPs33xDrhh9+YOy9jEbiyrZqleVXrg7uhSPX/Z1982XLmD8cPcXLynKPaIo2ZqY1DE4V/BQUcFu/4N57mbmIW4U1AFfhFVQqVoHJ900xwb9+i945+9kNo0eTFk7WFsRNWBdo6bwDkDHxQdIPJikJePbZlq/RKhVxAJs6lRQLvv468PjjqA/izC0rK4EHH0SfeNtfvIEDLZcHf39x+9TGRsf+zVsrrOnSBQityELPQk6h1hNPAGBjZOHhIJOBTz8VZ4gB+GhrMGn/qwDcIKx5meNuEh2NkrkPiYbsbgMFkIkOz7XGqs0PrbspLXX8ddipjjWlpVwX92NjnkLXCPck0M1/I4UC26d/DIE6z1BdDTz+uOiDTuVMx6w5wTnF20thoeUQehSewG0bOYW8APDdd+j+4GzMmMF8ZczExfE15a1iyBDSFo9izJGPUHSO02XAieh0YsGIUmlxImoOqQnoWwstkqGLj3x82Po6KbaDamgA+mRy1oxyGygzsrBGRkbiaDRAj8s2Eqa27sZtwYZjjbOC5E6DU9l5OXYcvHxdPxn0vofTDmrv3uYbUHsSBgMa77oH3o2cqNzXX7umEr8NxN7Uj9+nddky1x+MibVroaDk47VdohA42wnV1gkJFh/aJpSCESHH2f6vTqW0lJswykiwWFc6XViT0XEca/xTpS+sqbmW4xzGad3X4TAYuI41uimdfEHCiRpElJJoiCc61tAVQIywhueF7ar7JEdYE15myXA4OuiZkSH+PPz8SHwn5EoaG+3t2dNJfUTsQ5HQB+W9OS4vq1fj8mX272pNe3qVazREk9KmxOa5c0RITlF288K2H1BLeHkBIzifk1Xmns4nOipJQAfze/akduAJazykDRTQgmPN0aNu7TlGV823lJAcrDuD/AAAIABJREFUPFi8T0OD27VBnZacHMs1SqVvxIytT+Kat+603ZY4Pp6Ind96S3QD69MHeOop4LbbLGIaU5G60+sneF74bnas0WrJ+5ls+3U6QJnGcaxxp7CG41ijPH6McQKVSkiCK6zZuZNVxqjVxGmJA/27HTokTmpGRjYvDGwNdAI1VTkY+lffJNfrujqi9CosJBfQvDyimHngAW4mt76e5DLXr2dbTx4d+zcYfagba3U1IyCJihJrjRobXZ/MFgR27k6fhrm5ThSMfPope6+MjATuuMMjhDWBxVmix7JjjRVXr2LwimfZ8chIIqqhJ59Wm60pLga5aY0aRRwdzp8nk/Djx4GNG4E1a8jr/fknUafV15OJ+q5dwP/+B7z0EvDZZ/j2Hxf4Quh9+9Bt/2omgWpi2DDLzwqFc11rWiusUauBYZkcYdrQoWaFHNexBiDreY5L+bDT3yKkItu1wtejR4EtW9jxF19EZYP4PGmVsAbgC2us4lj+/uLrsF7v+EIhWljj6+tAYc1XXzEX6AafLjg99D4mXuoqrAUYRd2HImvKQ+xO69aZi00EgS2ImT9f/Dg31/GFlKZCm6Dqy7hr1a1Q6zg3uhdfBJYsAUA0uI8/Ti5FpvuRWk2+bnfe6aC59auvMsEob10dlO/82wEvbj90nCMw0L40Ji3ol4oQ3F54vzcNPRWQpLAm9yqiik6zG2RhjRlZWCMjI3Hq64Gelzk+2o5OmPbty864CwsRoBMH3yQvrOEkaa8murYNlInuc8eiktf6hFdN44m8/z58j3PcJu65B5g3z/XHYyf9+gHJYzmT8tWr3ZfNXbmSGSqa9Bfn2etxXGu6ndnunPeyxZYt4mayAMq79kFpeH/zY4cKaxIS2LGOIqzRatElnxPUd5o/f9toHM0RtB092nzmuiNw+jQT4dap/RBwkwPbOXoiVMUuAIQ3uah0SMeaYk6FkEP73TUDz7HGSljj6KBnCnU5Gjq0KaHFEYO0vyyr/VROZ11rsHo1E+Cgk3I8rZQ9lJaSGP2KFeT/Vr8Ox60mP3os/K/h3OccCccFAccs7UVoQxtnCWuYuQFPoDllimPe3AV4e5N/JZGD0ODDiSSeP++eAwOb3GupO6laDYwdKx47eBDYvNk9Lgrp6cCmTSRP1tGnGjQmQ8Dgylzc98MNGHOc0ybFxCOPEMuMcRxxF8jf9dpriZhm6FA2keM0eMIaNzrWpKYC778PfPwx6Zhw/jzJu4YVSUxYw4sTpaWhZ7C4hFYKwhqNRrz2UiiaxJPff8/uPGuWTUEy3YaDdkdxVBsogFj6WydlDQar+7hSSb4gUVE2E/4mGhvJr0m3rDLR7/pwKO9Zwm5Yvlz0UKFgDRBd7ahXVydO5vv6At27i43jjEYgM9MJb15UxG8D9dhjgI+P9IQ18fHMkF+R7FhjC2HpUvjWcwShK1cSC0Mb0HNF7vUuMJDES+bMARYsIDHMcePIBYPT+8ZgAEqNXfHLXzahMjiW2a549RX0S2DF0BER7DXKmYnj1gprAGDA+TXs4B3EgV0QbDjWmHjjDUapojLqMfHg66itdU7LYS48t5q4OOC++7itTVsFp+UVTp8WWVPQcUVHChyNRn6swSHCGq0W+PxzZvjU8Ieg9Qlym7CGFj8dmfkGvxjniSeAzEyUlorzVT4+ZCpGf/dOnnTscV6+DHjpNLhr9Vx+u7r580nbKivCwoBbbgGeeQZ47jliejd3bsvrLLuJiQH++ldmuPv6L5zTp8wGbf3e0ft5WtEdrxUUDe2iKEVhjbCTLQ7FoEHN3ns7G7KwRkZG4mg0QM9CjhMBpxKpXfj4cBPPQfliLz1Jt4ISBG5bkYqB7hHWKP+fve+Ok6LKvj/VPTnnGWAGhpyzCEpQMACCIoKBVRRzYM1rWl2/u+pv113D6u66ZkVUMEtQ1wgKSs5hiAMTYQZmmBw71O+PNx3qvVsdpru6q6HP5+NH+lV1mO6q9+6799xzjBJOTrlGPLB0aeA/jL+xcyfkJ54Qhk1durNso44REQFEzpuL1mguUm9uDs5vU1REFoUs867T7j0JhnH+/m9hMQew4rFihTB0oN9ldop+crLbfKR36N5dTJCcOoXMaGWUHpLEmv37YbQoK0bW7ByW0dQRoocPQHMsZ6rb0sK8sE9nEDZQRfnno0u+KFt9RoEge6SdOgyDxRRym2dATHYJ+ViKWONX9qALUIo1VdoQa2SZFdCdYXcb3bVLfEIQbaBsiPwdYd1ZUIDaX5WEBj707qzM97ffOhJETU2MdOAxrFYyVtk99FrtLyc3xBp+zfZXx7XLZH5lJZNIcoYkAeNDi7gYHw/IkgFlueeIBwk1zkChMwXJsWNFEtqWLcDixawhNlBKCgUFzIF32zbWcL5kyZlDrtm6lc3D3Ut+xe1vjEYu1aQDsOL/N98whp9am30wMWSI2NpaWopkyynFcGOjuAb7GzU1wBdfOAqE9fXAZ58xMZLMkzqzgsrIEJkksoz8up2Koc6SQ/0JXvktJweIaqoh94m48UbV1+ELZzz8ZQNlA19T4FV3PMHq1XRoCLC03IwZYEo3PNasYW33TuCV3AJNrOEJ8baiGB9+amIH9dRT4mIVHW0vKuqOWEOwvKKPK4k1p4NiTV0dcx387TcfhPe+/RYSlZ+7/nrgootcPpWPiauqfBcAtJFfWmLT8NWMV8UTDh7E5JOfKGyeDAZ2L/MqFHyc5M88u9fEmqNHkVlC5GOuvBIA+2zOZK/ISI70kJ4OPPig8PThOxcjvfqgJuRXi4UpIn70EdtHnfj0F1IhGE8+CURFCXOU14o1ubniQmOxMGuxDqRzaS5/xrt8jBMdza4pvxBrPv5YUIizSgZsPPtuACJhKFDgLYMqrZnAq8R9V1cHXHYZygqUP3JeHrv/+F7DHTsc+wGTiW0leSKENygrlTFr+U20ldrIkYwMqyLTIkmMTKOJAuRjj8Eap5xojOZ2yE89rcGb0egssSYhQfmdNDczFahQgTsrKMBxfdpQVaU/ZZ7In4jm67BajQJhYk0YYegYVitgbmxFduVO8aAWFh9EAijuqLIDS9eKNSUlQhbBYohAy5Dg2aFEXi/aQWHdOiEZElJobQWuu06wLpIlCdIHizuxSwk8ho2Nxa5hBHHlrbcC/2GWLBGGTmYMRM60Edq95+TJQtU3qeEYmjcFqCu6tZVlWjjs7z/L/m++885nGI2idjeAlLpiRdDe0BBaQTsAmLeKa4REdfkGGekZEkq6n4F2UMS1fmzoVP91pIQq0tOVrawAjFYTUmuPnn6KNbIcXGJNv37CUNopBxnBn4m/U6eUBYHoaKcClE4Va7LG9EBp7jhhPPUHZffmkCFK8ojJ5L26Ulub2LFdVuZFJ9batUIFzyoZsXfwVfzt5H9QxJodO+zZdi2soMxmMUmsSPBSPkNDh3pm4K4j2BJupL1AEL2UvFWsAdg9f8kl9LGKCpZf1jpxKMtifeXoUWDZMnbPFhSwrVgQXbb8joMHmRPvCy8AK1cCQ3d9iOsXX4C4FpUJfs4cNidPn04f1wNiY0liqHHvLk1tNChs2ULvD6Lb6pHYyFkWGY20BW0g0WHf4YzscmXhVA+KNaQN1IoVYlCVne3yWu3WTb14HBUluCD7DH5L6a01ZEsL3TU/ejT7M6+5hjUDYcwYYMAA8cSVKxUPg02s4YtItuIZH34eOuTneXfTJjbx8bjrLiArCxaLch2zFTGDCoJYE1mqZKSHumJNXR0j0q5fz9biL77oxIs0N5PWb60J6Wyhc4PYWGVa0mplDm2+wDl2Odx3OsoGivZACYv+g/nz2W3buzcwfz5N7OOJNf7Ms3tNrCGagOp7j7Q33lIEd4EIcO+9ArPEIFtx/s9/1oRQvWwZ+9j79wNbN1thvu8P4kl9+7IfAGKM0KmU9QTXeSwtiTW86k90R39WSgqEXKZXJHJZBv75T2F438A5qEthRKJgEWuSksS/zXzFVcA8osaybx+63z4dUW2Om7R7d/b/gQNFm9o332RCZ3/7G+PqvPACm6e8JeDX1wOjv/oLhuz9WDyYnc1s5vzlQ+ktsrMh3XefOL7oXbZpCAA6S6wxGEQyit5IJ67gCbEmOlqseeiqTGi1IvZXcW0IE2uUCBNrwghDx2hpAbIrdsJo5bI4XbuKu2d/wN5S7EDkkQOKYKatTcdJSKI4e7zLaMSkBa8tpdu0oTiZJX6v+JgIvEIFTzxBytIXXfEgIqacF4QP5D26dAGKLybsoLZsYUWiQEGWSRuoo+OvQ3KKFrT1DiQkABNFWx7LN52zg6qrYx34y5d7GAyuWiW05bQnpKK0u6OgpIm6IJHVMJYWCYFuqKlltG+miDXBL1bzSE8HTawhlMZOGzQ0kEVRywUXB+HD6BBEsSCjan/I3YOAmIhREGvq68UiUWxs4BIt+fkCmTK+uQqxLayFsNN+7AS4hjd06+aUFNOpYk10NFA8VrSDGrj7Y7skTVISU5/mk4vedmGqqS97LP9LxAyH+0xFa1IWqY7tV+TliTYcJpM9btLCCqq6WqkKlJLC3VsUMTPE1GoAR8KtNI+w4gmiYk1niDUA69W48EK6QbO+nm2DtNxPFhbS89revax+8MknzILlv/8NfAFaCxQVMSGrY8eAhnoZ5//8Z8z58jpEWAgZl8hI4F//YtbEfBVIjxhBNBrs2CFw52oJpxB/orCQHk+vJooTPXsSfpABBkGsST6sZHJUVwc/r8MTa3JzAXz+uXji1VeT1iw2RESQDjsAWJjh75+D36cWFSnXquJi4J13gGefZfMdX2DdskUZNyYmMiuISy9lHFa74oUksb+dB0es4YszJ08G1nqPJwXYwtvcXLGg6Y0LRWOjC/WWpiamXMJfxElJwB//CIBew1SEAwIH4kI1lpxeijWrVimvib17O1EwfOop0iet4MbnPa708wQ4X4uW/P50/9w/iSetW4cedbtwzTWM06FmQxdIxRpnBR0SP/0kDBUPnWn/N6/oTBL5k5KAhx8Whofs+Qjt2wm7RB9w8KCyV2PI7qXoSqmF/N//2f94NVUtr0DtL5xidC2JNfyeykasMRrFv8UrovHatczSisOGcYyQERUVPEFDo1F87/p6MNsq4sZKP7AeNy46D8l1bJGxCQxFRIih5IkT7Lq2WtljWWZpCq9UZAE0vL4E5//yF/FAdDRLjhONnYGE9NAf0BanDJgli4XdGwGALxZsWtrlaQ1PiDWAzu2gduxAZI2SVWmJiiHrSGcygh1ShhFGGC7Q3Ax0o6SbtVCrAciOMOnwIaEDNWAeqd6CSK6XdJ8QNIIwAERGSag4j7CD+uijwH8Yf+Dnn4EXXxSGK7OGAs88E/jP4wO6Xzoc5V3PEg8EUrVmxw5g3z5h2HDd77R/72nThKHIH70n1jQ0AG+/DWzYwPZk774r2oAIIOS9jwyYAavBsesPFLEGxcVCx0qoFfXlnYSqmQ4Va+LjgWO9VDp9Apn9DSR+/lloca5LykXWJKL79EwEQaxJrzqAxsbgF3u8hUvFGjW1Gk10fwlERJDt2mnVTLWmsdGRWPIVfHHTnnw9eVL0nYiIoDuxg4DmGVdChvL3yKg+iJwO1cj8fPZz8cVcb9cLvuvTBo+6aNvamPcIh91Dr0VGRgCKRZJEq9ZsZpa1WlhB8cQloZZCkU6ojlKdw7ZXKc8dC6vE/ZBFRb63WXcSvlhoTJgA3H03U1/gi75lZdry2Pd6WMOprgYWLVK3Y2lpYfXrl15i25+vv9afnZQss0KALAMGqxmXL19AJ/kBluBfs4b9MIFaf3wFFc/u2SPE7loSa1pb1dVd0qsIbxtCJS7gGD1aGDLu3KZI7lut2iv9uILFIhLb8pLrSfUEzJ3r9vUILhEA0QbCH+jSxVHYBFhR3KZaU1EBvP8+I5C0trKt/quvOmyQOPcQAGxpVeUNXXqpOPbzz4oqU0KCcg1ubw/sfpYnBdjWCoOBVq1xh/Z2RoB8/nngH/9gXCtFnG0yAVddRXtLPfaYPVjQnQ0UIPo/AJBOnEC02fElms36W2s8RWsrLVDp5BzqHrt2sR+fw9H8yWiae4PHL+PvoiV/T7WdPZFW3nzvPbevxV+LQbOCsloZE4rDgTyHGo9LS1ZnLFzIVDqcIEFGzptPufgA3sFsZg19NkSYWnDhT4+JJ44YoVA24X87vynWrF9v30TzDQ7+jEvUFGsAH+2gCLWasm5no7TDmpZUJwog+H13XR3YH7xiBclW6FKxHbe9cRYGHVym2HucdZYHyk0Adu70goC3bh26PK5iUfnOO/SeOdBIScGJBY+I4x99xP5YjeELsSYx0fVr6RmdJdYQXNLg4VuxNlQ3/DwdyP7pC2FiTRhh6BjNzUC3Y5vFA2efrc0bUpLFBw8qgjZAx9KkOiTWAIDxOkKqcPt2jUymNURdHXDDDUIB3GyMwtfzPkD3vtEqT9Qnhg4Ftp9FqNZ88EHgPM8+/FAYKskbj/5T87V/b4JYE7t1rdcGs2vXikHuL7+4eILVShJrdvV02EAZDBpYQQE0saaoKOBy8v5G1D5CBUKHxBpJAkxDR8EUwQXj1dVMx/d0BFEcKOw9FT17hUhBS2uoKNbIcmh1pQAisUZRIAmmDZQNRKHP1mkvy755iztDVWqbyrIPGBD8rv4OpA/rRipqDd7DFAZty4ev64Wawo1HlhzffCNkadsj47G//yztbaBsoMj9HZ2OWlhB8fGFIsHa3Ex7aYSwYk17VAIqs4n1O0h2UJ1VrLEhNZXllW+5xe4oYAchfuk3eGPLYjIxrgmF5cvZJVZby67FzZsZEYef74OJAwdY122EuRVXfTIXI3Yupk8cN47JZIwTbe90jSFDxLGCgoAq1pw4odz+ZmQ4PhapWEM0KwUcI0eKYwUFyEpU3tRaWHR4ispKJXkgIQFI+e1rsYKYnQ2cS6h5cRgwQJxnzj5bFFrzByi3r/372TZ3+XLRNsxsZjYTTU1s7nOOcaOiSB6UA6NGiRvj9nbFHkOSRBUJNSKvFlBTrAHE78kducFkYk7ZBQXssSyzEHL58o4TqqqAGTNYTMRj9GjgwQdVP5cuiDWRkQ6PEifktCgrarrNubpBYSFN1j90yEOykMUC3HabwA4xG6Px1czXkJ3j+R7aplhhQ3Gxb02iwh4nRQJuv1088fPP3TYNaWkFxc8/LgkFO3cKC0F7ZBz2JY+zv45HijUA+6MefVQY7vLrp34L+jZuVO6lxm18Gcn1peKJL7xgJ7C1tSnvJ6Oxk6KxgweLG8GGBrutDk8E8GcuwxtiDf97qaKw0GlidWDDuPvtbJpg2UDZoEqiHjKE3Wd8sQpAfPNJXLV0NiLnzrJfd2lpwMyZnpGECD6BiL17gcsug8FEbAieeAL4XQAaZT1E0uN3ozE+WzzwJ0Jxy89wvgeSa4uRvX4Zk9jcutVtVxdPwjkdiTXduyt5ttXVOsqBEjdCw7lhGygeYWJNGGHoGAFXrKGINYWFiI1URua63OTV1JDBekne+KBJF9rQe2ofHO9GtEotXRr4D+ML7rmH1O5dNfkZpJ43zCMGuJ4QFwe0z74G7ZFchqWujpag9jcsFvIaOH7BdcKmTBMMGYK2DGWSzmA2AatXe/wSFgtdKy0udlFsXL9e8AqxRkbhcG9HkJad7VLtu/M4HYk1FRWIrFEW7a2RUfpI6hNIzY5CWS7RvUHZeZwO+O47Yahq1MVBJ3zqBsR1mlHNSFYhdR9CTBaHErEG8N8mni9u2ouf1GJBdXkGCbm5wJ7Bot3CkL3MDsqm3O+T3DbUiTUVFR4IdxE2UPsGzoYpKj5wxBqqWLttGwCRdOEPxRo+iaaIjzZtEqsHublkwUrvcN6rlOS5lpoPJHwl1thgMDDlGmcUF2vDY29vVxYVJAm4807X4lgHDohFi8pKmvNbXk66JgQN69YBUW0N+N2SGRhwQCyQAGBWMqtWBX7d8QcIq2oUFCAlWTlhakms4QkK2dnAFVcAs2YB/UA0yughBs/KEuU/LRb0qFeuxf60gvQWvA1UXh4gfUHswWfP9qjVXJKAa64BJk9m9/sll4jzjj/B/8w7drCGE94S04a2NtZ8sn69cnzkSDdzqySxiiAPrugRTGKNmmINIJIbjh9XJzdYLEyphiLfHNlyCnV/eo598T/8IJ4QEwMsXqwIwHVJrAFIG5PMxtPDDurwYXrcZBLveRKvvUbK26yZ+Diq0/t5tYxlZCjjdif30k6BbB646ipxfiouponfTgikFZTL6fPHH4Wh4h6TYDFG2dcHjxVrAOD222HJVrIZJVkG/qKipOcFrFamkm1DYsMxTPrtr8J5bRfNBKZMsT+mfrdOqbAYDDQLcguzoYqLU37XbW3+U/vnX8e5mYGf+9VUGAX861/C5rMlIxcFA+fYHwebWEMq1thw8cXAsmViZ4cNK1awXMPVVwPr12PkCBkLFgA5OWzNzc0FLrsMWLBA+bTjx92Qjg8dYn63xEltl1/ll2vdn0juGo8dMx8XD6xcKQYkfkZ9PatpLlh0Hu5/OR+Zt81mpKOzzmK5qU8+UX2ulkQ1LWGxuCYbOyMqSuRN68IOqraWbOppnaxhUB2iCBNrwghDx2g7UYeMaiJZo4WeLcBovHzkZDIhvUlJptAlsYYICKrS+6M5PjPoBczoaKD6IhU7qFCxP/nsM5ao4FDcfSLWn/OAXpwcvMbQ8UnYM5j4bd58U/s3/+knQdrfYohA4k1Xav/eACBJaBgvqtZ4RtFnKC1VT/qoCpAQwfOpkRegPdoROWtiAwWoEmt8LZQGFYSEZ1vvQRoxk3xHWhpQ0p3wZV27NvAfRmsUFQl65zIkREy9IDifR48gFWtY3BNKXSmAWN8PCWLNKQexxl/ft6pizS5CWWvoUP+8qR+QmQkcHjFXsOFJrT2K4eYt9sSer9aBasXflhY3CaPaWtL4fffQawG46B71Nyivjb17gba2gCjWKNZrSsVl/PjQsbhxgvNepTSPUGYIkmINnxj0Rf05PV3pEGC1emYJ4i1OnVJur1JT2ftecw3wwAPA738PPPmkMmFrMolxq6uvfOtW/6l8+YLSUuDkgVO4/v2L0OuoaOUAAHj8cSb/EKrS3T16iJ+9rg7pJqW1YCCJNZmZrL42ciTQtV6nxBqAnK+7HN+meBzMWIsnoORltQH/+5944pw54pgKIiKA885j9/vZZ2u7HPTrJ9pBuetP2bRJ6Yqp5rAoYMYMcYyT2tKrYk1CgjLFKMvqBItVq8R1ocvxbZi1/CY88GI3JD/zMM1QNhiYEjBHxNMtsYbISaQ2hkDO1QMUFqof463fBBw7xqy8OJzMGIjfxj+MqCjvLHwkSZwGN23qfAqW3+MkJYFd3OefL55MWLc6QzdWUARx+2hPlquoqmLXofP+xGAQLY8UiI2F+UFRtQaffUbvBb1AYaHys0z/4QFEtSo3T1bJiH03PacY88WORgBVi+kg1kiSdmQAV4o1fErBI2JNXR2zK+Kw+7y7YTU6khg5OV58SA3g1vZz2jTg11/RlKaSQJZlln8+91xg9Gj0+OEt3PG7ejzyCFPTHDWKTce2BhobVPcnmzczSzDe3hrAsbyzEfXhogB4M3sPy023oTaZaDz54x81q0lZ2i0Y98XDuOWtccgvJqRBCwsZ6en++8nPEKqKNU1Nyj+HJ9zx8LdloV/w00/CQlKTkg/jIJ3sb3QE/d3tYYQRhh3G7VvEwb59Ra0/f4JQrck4pZQ49hfr2q9QsYECOinz6GfE3Xg1ZHCZnQMHfGuZ0BBVVayj6ocfgJO7jpMSp21Rifhy9mJERBsF2eVQQe/ewP4Jt4gH1q7V3qqLICoV9rsEfcela/u+TjBNIYg1//ufx8G1K/9ZklhjtQKffioMHxh+leJxoIk1Ia1YQxBrrEP0ZwNlQ3o6SLuV01KxhlCrOdb1LOSNCNw9rnvk5wtWQHEt1YhrrgqZrhQbeGJNRITTA6q6ETAmRAcIYo2NxAT4J1khy+L8GSqKNQYDkDM8G0X55wvHxpc5CKG+rBey7Pp7JnJ0Dnz6qeA/0xifhSO9LgQQwI7C7GzRV8NsBvbu1YRYw88DgmINDw/sQvQIZ8Wa0u6EYs22bYGzKe2ALIvkaV+Lkvw05I1lk6fgk+7O2+akJHavGAyiY6az8GlDAz1l2WA2s9x6sLHt6+NYsOg85JaL3f2QJODVV4FnntFlkt9jGAwkCTf1eIHisZbEGl7VJd0WxlmtdgsIBYj1NiggiDWpRUpiTTBjLZ5Y07NsrTjPpaUxpowOER3tut8tNpbVi/iOe2cMGOCmSG3DxIkiS+jgQUXgEExiDb/e8/GAJ4WjwkJljT+nYgeuX3wBbn9jNEbueBeRZpWgQpKA119nMlIcXCnpBBWEsl5KvZJYE4qKNU1NruNct8Sae+4hJ6WVM1+HJSIaWVnek+VGjxatNijyj43wdeCAOslFtXlg7lzx5C+/dPm5tLSC8phYI8ukOlBxRxNUdbU4j6SnuxcQi/r9bWhIJHzd//xn1090g21Oy1fvwu8xaPfHwjlbRt+OvRZlzKD6u3UGLog1gHZkAL4G45w+yeZcfk6e9CCd+/bbAkNcjovD2gG3Ksb0Rqwh992jR+PD+7bgYN9LXL/Y9u3ArbeyL+zqq5liS8femi+DCcQaWWb5+8mTSebSqdReWP/Ickhx+iSx9x8WjZ/P+7N44OeftZHhbGmBddZsjF/3HCS4uRhfeonZZ3EIVcUavvFC1Y3AagV++w0jfnoeU356HGM3vIyux7ag6KgOmu+JZuvDvachNi70mpe0RgjvsMMI4/RH9G4iY3f22dq+KZEISqtWRhW67J7QObGm+7m5KO1JqDTozA5Kllkt+D//YR1Xv/0qo27OTWRn0P+m/wu1Kfno3Vu34hhuYTAAWZeNw4nMweJBLVVr6ushf/E2JkrqAAAgAElEQVSFODz7hoB+l4apF8EqcTvjo0fVNXw5uCqIlJQINUB2n3JZVDkyEhtzLleMaUas6dqVq3YDqK5GilEZpYcKGx4AZKLzJ2K0vok1pbnnCKoQOHrUg2xbiIEg1hT2mSpIop/RMBpVCB/7Q2bzbINLYo1OFWvSTh2CJDN/a398362tysRfZGRHEcNiIe069aRYA7AGtILBVwnjmT9/Ys9QUgk+Txu9WlvF68QZzvY1Aggy7t7BV8NqiIDB4FToDQQo1Zpt2xAVpSxemEyu/15P4LLLlCLWeNT6rz84E2vqkrujIZkLhMxmReI+EDCZlMWZiAjf4/28POVjLZZ9VTs6Dvz0c+SIY/7au5flO23IyACmcrbyO3YEV3i0ZttRTPzjBGSfIObWiAim3nDHHYH/YFqAsIOKKy5QFFibmnyfb9SgStYqLxeroQkJIvkwWCAsKxIPKu1JghVrmUyEEtBWQjV16lRdJxrOOUepHOCMiy9mMcM0oo/FhglErwGJ1FSajOyk+EkRawI1R7myKQFEOyi+OaepyYmHIMuY9MvTuO2N0epKXDakprKmoFuIRil4UeAKNAhiTVJN6CvWuIxjwaZM1Wty5UrSjn3ryFtQ0oPlUXkCgSdITAQGc6k+Pnw0mdiS+fbbLD37wgtKyyGArS/OhBuFOsns2TTxrUT5mzojJkYZM7e1+W8N85hYU1YmsPrNxihU5IwAwLavlGKbO0ixMdg27Y/igS+/7HRjaV2do+8xwtyKS75ZKJzTFJeJ1VOeRnGx8jvQnFizfbv9x9OKDOBKGTchQSns197uhmxsNjMbKA6tVy9AQ4SDjR4XF/w506UVVAfa2oBjlmwsmfcVPpuzFA2JbmKw1lamYnPZZSxeu+46DNm1BPGNlfZTioo6ctmyzBif06cDN9xAsu7qknKx+PqfkD44yCwkF8jOBoonzUdVOqE44m/VmvZ2YO5cRH670vPn/PWvwDffKIZCVbGGjzuc9/h2fP0129tMmICMZx/CpF//iunf3Yfb3hyDq58ZiuZPvgreJlOWSfXIw32nh6z4qZYIE2vCCEPHSCggEsZjxmj7poRiTXKlshNLy02e1cpe36s1pK2NTK6X5I2H0ahuuRlIREQATZfOE8bljz5WZm6DjG3blK5aZ215DX0Oi0mufQNmY8fwGwAAQ4YE6tNpg0GDJWwbRSRj3nnHv5qszvj8c0hcG1JLTCp6/p6QedYQiXkpKMsdJx7w0A7KVfLEYiEUbQgbqLbzpqLe4NgxxcV52LnXGRiNYlUHQFKN8oPqQd7fU8i7xIJK1Fn6UYHgkZ4OtEcn2hM2CpxOqjUmE9n90XDuVF6gJQzSDiq0iDWyHALEmpwcYWcfZWpGYgOzJPRHskLVw/7IEbH1NiVFQxZl59CtG9DnkTmwGpQZaKmkxJ5hj41V/rbt7Z7Hxe6uadU1tbCQnB9tcVhGhvvuUb9i5EhxbPt2SJIYc/uyZ5Bl8TuzJ9nKy0W5g8hIUYYkRMA3AZRQdlAdrfwmU2A62fn38EcyjfeRP3HC/9sgXl1ETeg1K0tJSLNYHLzyvXuV544axf5zvvfr6gLDB5ZloLKSKUHa+xwKChBz0QSk1RwRnxATw4pX88R9Z8iCINYY9hUIyWqt4gZVshalbtq/v37s6AgSZPTB3TBaHJ0PwSpU8Pd+aioQ8SOx/3TFStEBEhKAmTOVP3lkJCPVjOjY6gwYAMyaJQpHnXMOizs8xqRJ4piTHVRSklLFoLU1cHtafq3nyUY8saa83NGAI8uMU9HYCBisZsz54lpM+flJGGQXi4MksSLn3r0i69EJHhW4ggGiyyKhWpmPCEXFGp6EMWiQct1saFC5JuvqgDvvFIZbk7Pww0X/sD/u7NaJ7009dIipsdiwZo2yr8xqZekwZ0tIfq5MTHSKvbOzSSKjKyUISdLODspjYg2hVlORMwKWCHYDV1R0jlgDAOXTb0FdErHP66RqzZYtjjVj8qo/If2U2Aj4/UXPoSU2De3tSrs50sKrs8jPF5OVzc3Avn3ka/trjTWZlI+diTWSJN4bLlVQly0jpcdLr7hX8TgnJ/jhjCcNLfZrVJKwZ8g1+ODPhUwFxRO5nVOngA8/ROId1+KhF3Lw4AtdccN7UzBn6RyYLpjGchUTJpANcwBQm9wdi6//CbUp+d6t5wGGJAH9B0dg1eSnxYObNwPLl/vnjSwW4PrrBZKMHf37MwU+Crfeqrhh+HupoSG4DQ2egl/jFHt8WQYefZQFjioOCVkn9yLu6kuB3/0uOIWJvXuFDa7FEImj+ZP1o/qnI4SJNWGEoWMkHyQUa7Qm1hAdzQkVgVGs2b+fdQc8+yzwwQdebCa3bhXaZBrjs3AqrQ/i44MfDNrQ4wGiWFNaomSyBBFmM7N/siG9+iCmfv+gcF5jfDZWznwdkCQkJAADBwbwQ2qALl2AI+Pnw2zkMkA1NexC1AJE53npxHlI76rS8qYRYmOBwr5EwtIDYo3JpEw0S5IjgWiDYr9mMpHEmpJxSnWA/HyN71nCDiq2skjxns3NYkJCl7BYIB0UPbekofplu8XGsv9KuhMbKqeuy5DHhg1CJqU1OgkJF4SmmoKm6C92zqSdOhxSxBqrVbnRNxi4AooeiDWSRH7X6dWMPO2P71uVBEEoa2HoUP0EaE4YMCEDhgsvEA98zOTGJUlM8nmaNO00sYaIRU5kDsLxLqxoypMVNIcKsQbwL7GmtVWZSI6MdCrWUWo1w4frg03fCURFKQuRJbmEHdS6ddiwAXjuOeDvf2dd1VrxvwH3CgSdQXy8spBkNvvfwsdTxRpJEre9Bw6wpL1zQQZgxcHoaPH8AqUbkd9RXs4cTl59FfjoI9Zg/L9ntsI8fhJiTx0Tn5CQwLoMZ87U9oMFGtRms6CATLr7G7wSW0SEU5KcsoEi1tmgoUsXQeJBMpmQecLBHAtWrMUX/XpFloqMNsAlaUIvGDoUuOkmRpSZOpXZP517rjLEGTmSudxMmMD2y1deycg3XoEi1jglbyQpeHZQ/HrBE2uSkpS1aKvVoXy7Y0eHhbQsY/o3d2PoHnVF55aYFOybdj+brBctcqsOpVtiDaFYE1sV+oo1/PWWnS1ud5wJLXY8/DDJVP11zktojXWwYzu7dcrNVV4qNhEKgMXwaunYH35gxFbAA9WTC4i9w48/uvxcfJHSX2QqX4g15V0dLKSTJ4FjXKjhKbEmMSMaayc+Lh5YvtxrL02zmaX8AaBH8Rqcu/4F4ZyqQZOwc/j19sdHnHjHnhKuPYIkubSD0kqxxhWxBhCnQpfE75deEsdmzkRJjDLIDbYNFMDWEmdiv8Uizut8miU9Nxa4916miL14sVdqpomNx9GzaDUG7fsC8b9+J94ATqjIHoa3b16P6vR+kCTd9QsJGDgQ2DdoDo7nEPv4P/3J9wS4LAN33WXPmSgOQcKB+c8wBeNffgEeJ+aGY8eA55+3P+T3xhZLaBBOeSFLBbHm8cfZJt4TfPQRCyb5RiKtQajVFPeYCHNsoqpC45mMMLEmjDD0iuPHEX9K6bMiG410MtufIBRr4su1V6xpbAS++MKRIC4sBL7/3sMnq9lASZIubKBsiOuRiZqzLhLG617Thx3Ujh2O4pDBasbsL+cj0ixGLssvexvN8WxHNXp0gLukNYAkAT1GpWPX0GvFgy+/7H9adFER8zLlkHjX9cKY1pAk4PhwglizerXbG72mRvnVJCcDvXsrz1EUJr75Rsy2REVhR/fLFEME78W/IN7AUFKkWceQpigqgsRlMtviUwNfsPcS6ekOqz4FTifFGqKr5WjPC9Czn37l7IMGfuIAkFpTGFLEGpdqNYA+iDUASZ62EWv80RCjmkjYvVs8mbI00Auuvloc+/RTe6ukR37vBPjvhyfEkMQam6c7h53DrrdX7QJOrKGsoHbuBCwWvxJrKBsoe6GSSspr3XygMZwJIKWEYo157Tp89z+rvcv/wAHgs8+0695zVyjtDAJR+PWUWAOIHIiCAvHSys11vAYvnOKhc2qnYDKx3LQzAaF78VpMfmYKImrFyqScns7i9/PP1+5DBQuEYg327dOsgOUMykrGPg+pKdboBZJEztfdKrfZ/93WRlj3BgCVlcrH/Y4STR2jRnXO+yUIyMtjpJpzzhGL5TakpAAXXghcfjmzpvGaW0x1ee/Zo7hIg0GskWXxGqLWC8oOqqnJ0c8zZsurGLP1NfI9qtP6YsXMN/DiA+VYft6LsPYWc5YUdEusISqw0dXHYLA4quehUEDkwcexmZmiuIdArFm9GnjjDeG1rBdNxW951yjGOjsdSBKrTzpj504WLyxbpm7BJMsO7glPzhCINRdeKL7ATz+5DNL4mJmPuzoLj4k1BEm9tr+DhCDLorCJp9vX5GRg+8ibUJsskshw991eyRXu3cv2UFFtDbh82Q2QwH2nkZGoeuq/iknVmVhjV/vrgE/EGsAlsSZQijV8roGfUsqUpSQHNm92sMqccf/9AuFVD8QawP2+m0+z2K/RmBhg/nzW8LZlC7Bwod+8k+tmXot3b1yLhkS2Cc/J8Y+yp5bIywNi4gxYNeUZ8eCePcBbb/n2Bo89Rs/lkgGfz1mCylseZxeuJAFPP02zi194QRG48Gt2KOTo+bXbHhO++Sbwt79592K7d7N9nQuCl99BqBcd7j0NMTG67IkLOsLEmjDC0CuIhLF54FDtV+s+fYSh6IpiGM2OKF8LYs3OneKGfM8eD0mzFLEmjxVt9USsAYDk20VZ7ohln6KxViNTeA9hsSjFIiau/Styy8WN1pZRt+FQP2ZXZDTSiqehiP79gY3j7hUP7NvHWlX8CaLzvC6nH7rMOps4WXu0DByFprgMbrDFrXoIX7hISxObr8rLnRIVixYJryFffjmOVCt3SsEg1qCoSAjaQ8IOimiVbs4fpPuIV5VYs2uX/1vXgwWKWNN/mq4lYoMGklhzJGTkXoEwscYGnjhiTySoKdboFbNni62Ax47Z400+adpZYk2XLsprpblZPAfr1imzwwBkScLuYQ4ycMCJNT16iFnp5mbg4EGhmOZLkYD/LhTrNKVYw2v9hxicE8cV2cNhjVVWZyPqTtnvVxuOHiXV3P0CLYg1gJjT9ueyL8veEWu6d1d+72azuK0c0q/dXgDq00cZYp04oZ3iBy981+fwt5j/wVTEtIlVmvbMrpDWrKGLPacDevcW5+STJ5FuVbIGtLA1clmYp4g1xDobVBDEmu5V2xSPg2EHxYdFXXeGng1UwJGdDfTqpRyTZbtiHBAcYk1bmzJej4oSba8AcQtu6zVqawNSaotw0Q8Pka8vP/oY3n1wD7aNvhWmyDi0tnr2d8myjok1sbHCPkCSZSQ1OGQmQpFYQ9kG8Wu+guTQ3AzcQliyJySg5PHXIcOx4GZmqpPWPMHgwcrQ1WJhwh1ciC3ks3bvZr8FT84QrMvHjxcDpcpKWomrA/zp/sqze0SssVodMjDOw2epx9JRUcx+1hMkJwMWYxStWrNxI/Dee569EDpCflnGpV/djtTaIvGEp59Gt4sHK4bKy9n32d6unAcMBoIU5S2oWKvju9SKCMDnGviQiCfWlJercJf++U9xbNgwYPJkgfCqV2INH+erEmucMXo08J//MPWPlSuBa67p3ITSsyfw6adYd9cHaIt2JAQIdz/dwWBg4fShPtNRkkcooz70EFBSIo53QJZZ4+zWrUTu429/U1ViWTnzDewZco0yfyJJwGuvKf0rAbYmvP66/SFfzwuFHD2fv4iNBevEuJeoNwHAxImQn/gTjvUYRx8/eBCYPj0wwXplpdIDsQOH+s0I20CpIEysCSMMvYJKGI8JQMI4IUEwe5asVqQ6ebj7i0nvDF5yG2CsbLeqZ1Yrybi2FW31RqyJmHs5ZG4HFd94AmufWh3UAuL27Y7gqGv5Zpy35inhnFOpvfH9VIfs5vnn++hPqyPk5wM1ecNwNP988eDLL/vvjSwWWN96Wxg2z7s+aGSIxGQDCnsTMttffeXyeVThIjlZeU2YzR338IkT5Os1XLFAkUCIifFcXrbTOM2JNZZ+RFevzpCWBjQm5KA6jSNyyrJurPF8QlUVmahqmTQ15BW+NAFfJACQdqoQpnZZk3hDC7gk1lgstBSJ5pMdARfEmpYW3xWA+eShfQMeaoo1qal0F1WHnWFnraAoRR++4CBcKoRazZGeF6A+iWVQDYYgNPRT3o8AsG2bUCTwRQmBTEwBLPY/DRVrnK8rqzESDQPFfV9eibjn2bNHm8/DF3j8RazhiS7+JNa0tyv3qUaj672gwcAUJnj0PLoKV356FR56LhPjzotmf/zIkYh55gn0i1EmnfminDef9bvvWI3jrbeUueymJiXBZ1DBZ5i39DJSSbQxuxciN/xKq7qcLoiIIJVgsqr3KR4HQrHGLbFGT4o1AEms6XJcSawJhkKgcwFekq2I3/KzeFKYWCPChVICEDxijTPUbAMpxZrNmwHIMi75ZiGiTDyzGMBLL0H621/Rraey+Oai9mdHe7toJ8nX8IIKohKbXOtgyoaaFVRbmzIeNhjYnt+lYs0f/kAvos8+i0Kz8vvxtXBtMDArNlfIzASuv14Zj5lMLOXCK+0IwhexsYxcw4MoUtoQVMWaI0fEjVtSEpJGq6tB5ebSpDkKtu9w+4gbcSJzsHjCI494NEGVl7P/xm18mbaJGz8e+MMfkJionP9sJABKacjnfAyl3Ll7N2C1CjGnv4g17qygkpOV8QlZSykrYwqsPO67D41NkiIWiIjwm7iLz+D3Dfxv6hGxxobISGaXunQpu6m//ZYpKA0fTnRGdSAiApgyhe3J9+8H5s4Vmho0bw71E3r3BiBJ+PECQjmloYERHVXUpL77Dnj7bcZL+ve/nabuF18E/vhH+jkXPY/to24GINqkoWdP4I47xCe98oo9gaDV/aQlBMWaGCvzC6XYso8+CvzyC6Snn8K2f6/DF5cvhimCEFPYtQunLrwKlWUm8Zg/sWKF0NlYld4PJzMG6l6RKVgIE2vCCFlIktRLkqS/SpK0Q5KkU5IkNUuSVChJ0hJJki4J9ufzFfImMWFsHBeghDFhB+XcIanFJk/NA9RtF+b+/UL7QHtkHCpyWMJfN10pNiQlQZoxQxjOWb0U27YR5wcAzmo1kaZmXPHldTBYlbsxq2TAF7PfR3sU+0JHjqT3jaGKiAgWZG4cS7CIv/mGsYT9ge++g6G4SDEkSxLS7rnOP6/fCSQkAIf7EInLZctcykXwhRDb5pnv8ikuBrBkiVh57toVR/pczA9pzy+idj3FxSHJhqeINcah+i+s2DbpJd0JSXM3SkkhgR9+IDYk/ZExOgRaWYKBrl2Fim1MWx1iW06FjB2US2JNdbU4l6akBCe774JYAxBqKV6CtIJqamL+njyGDPHtzbTGVVeJY599BlgsnZb5pqSB+SKYgljT2kr6lO8c5rCOzMoSk6sBAZVU3r7dr4o1qlLKhw6JX3pCAjBgQOffTAfgCVtV/cRAO6+U6CI7pM3n0UqxRktiDZ9wTUhwH1eOHOlI3Ma01ODqj2fjhsUXYHDBp4hv7rghzWbmmfv//h+u/lNfTPv2PkS1s0CxM8QaWWbTyfr1rLGhrAx45x2mUiPLwC+/OL7/UdvewtzProbRKiZTm/MHIW7LWki9enr/IUINAwcKQ2mVSmJNQBVrWlroREUIKNakle+C5LTXD/Sep6lJea92qd4DQw0nBxEXB4xT6d49k0HJBTuR+YNBrPGUhGlrwuGRX/wL+h36Rjxw6632Dm8+v+AJsYa6d3Ul6sr/UQCS6xx/WKgp1vDE8LQ0RmBQVaxZuRJ49VXxhSZOBO68U5he/aEIMWIE+bUDYCSX2bPZHm7kSOWxffs8UKwBaLu2DRtUP09QFWtU1ER791G/SdS+Owq2WM9qjMQ30/8tnnDyJLvH3XSXrl0L9D30DS7+/g/iwfh4pnzT8QdSqlg8CYP83bwFL3cIsE3wkSOaKda4I9ZIkvj7CHal//mPmLTIygLmzRNsoLKy/EBA8hP438z5XmxuVs71RqMXv3FMDPNw/Ne/WIzf2IiNr23H+9d+i0/nfowl16zAmuc3seDyp5+YrVRUFFpbRTtLb+6NYMJmUFHSYyK2jbhJPOGHH4BnRKuoggLlVGY2A19+CVie/yfw4IPke226+HGsP9dxjGzKfuABka1XUWFvZgrF5lc+H5ax6hM6x3399cBf/2oPTPoPkLBr+Hy8u+AXtMSIcqtpm7/D0SsfJqduv+HLL4Wh/QNmA5IUJtaoIEysCSMkIUnSQgB7ADwGYDiAVACxAHoBmAfga0mSvpQkKTT1NGQZ2LpFGDaMDRCxhrCDSq09av+3v4k1ra3qnVJuiTWEDVRZ7jhYjSzS1JtiDQBgnmgHNXDfF/h+RWtAkh88du50qNVc9MPDyKgWSSSNd/8RmZedg/79gSuvBGbN8rxbIVQwYgRwoN+lqEkhktMqsoZe4zXRN7zm7GmQ8oNXcE9MBA71vQQWA8fQLymBK7YXL/9o2zzzSY+iI1Y6aTJ/PopKlbu1gGxI8vLEsbKykPRvlQliTewosfCgNziINUTbGDGnhxwIG6jDvaeGhERsUGAwkKo1NjuoUIBLYo1ebKAAkjidWnMERgvrCvI1WUFaQe3dKyZNe/Yk2pZ0hlmzRPJTZSXwyy/CR/f0e6O+H15SXVGYWL5cWGzNMfHYP3C2/XHAbaBs4KsOALBjh6bEGntCh1L1POss/WSAOwk+R1/e41zhnO6lomJNXZ3ndmTewFMVAqxezfY2Q4YAkyaxmI+fFJ0QSGKNJ/vA6GgmUJXQWIFb3h6HgfuXuTzfYGrHuI0v447XhqNr+WYcOeK9bWFxMc3Z//Zb4C9/cdgeTF79JC5beSsMMtE9Ono04jb/AkNusCaBAIMgziVWKFllAVWsKSwUf/jcXP0lH3r0EG66iLZmpJ9yfHe+kmq9BR8WDT75s3jShAlBYo3qHG4Ua5KTlV9bc7P2e1qP1wqQ4T4mrv1/4mC3bsDzz9sf8tt3Su2ah25toGxwQ6wJNcUanlhjI3lRxBr52HHWwc8jJgZ46y2YrQah8dIfeSKjkYUrvNJjnz7AwoWOmHowJ7BSVCTOW2TxniIDekGsCahijYqaaHa2OjGBSqOpITHRQWQr6jkZewZfLZ60fDlTu1DB8eNAy7e/4KpP5sAgE7Kqr7+usJSmiDU8IYp3su0UJIlWXt21CzExyjx5W5tIiukM+NegxFX4Mo6CeN/UBLzxhviku+4CYmKEObVLl059TE3giljD108yMnyoU0RHI+PCESjsMxV7B1+Fg/0vxY7IMeAZBWVlyvDPV5u6QCIx0TH/fT/1BdQnEj71//d/rDG2A7IspjclqwXnfvYAjA89QL6PfNdCfD/haeG9BfToAcyZI46/+y6A0FesMVrakfYiYYeXn8+UeZzYvr16sevoWLcxWDz/R7RHivuJcRtewsFnP/d6v2MyeRBT2AhkHPYPuBxA6FzjgcZpVhYN40yAJEl3APgPGJEGAHYB+AeAPwP4EoAtk3c5gC8lSdKT4KdnOHoUEhcBmiNjxAhfK6gUuGzw9yaPckiwoaREVYmOgWB+luQ5irV6y20BAGbMEHb2MW116FOwAt98431y1lfYcjF9Dn+Lsze/Ip4wejSSnn8Ss2axjWigLsNAo29fIDHFiE1n/148uHgxcPSoOO4NSkogf/21MCzfcadvr+sjEhKAltg0FFE2WF98ofo8ygoKEDe0Eau+p6sHCxagqEg5FBAJTaoKWVmJxGilX4Xu2fBWK2uf4hAzKjQUayQJKKYUazZt0sZvMFCgdp4AjvafJnhfh+EEyg6qpjBMrPE3kpOFbLJBtiClhq1vviYrSGKNSkek7pGczPyseXz8cae7p7wm1rz5pvAaB4fMsasHAoyjFBQMHy6O7d4tcJF8mc7J6wk4LW2gAJFYcyRb9CjKqD6A+JYq5OQoxz0pMnoLt4o1FgtTE5gyBfjoI0aiW7uWJeknTKDnPuiPWAMAw7rX4rYvppLNBWpIqzmCGxdNQvcNn3jdGOHO9dJoacfly2/EeWuepk+YNAlYtUqcQE5nEMTQ2HIlsSagijWhYAMFqFr35Rzfbv93sIk1PYt/Fk86//xAfJTQA6UWd+CA/eI3GEQiA29h4294Yxs4bpxSNaZb+Sb0PvKjeOJzzyna27t2VRZLa2vdX7f8HiIUiDUpdY6uwlDbDvMEXxuBITZWWZe2mKwwz19AJ4Gffx7o1w/l5UpyiJraUWcQGwvcfDNw0UVsarzySuC665RF34wM5fuZzcocbUyMSpHxbNHCE/v2qQY6gbKCIh1uKGLN0KGQJGDsWPFQcrJ3uTqjUfmdfjf1RVhTCcbOQw8BH35IvsahF1bg2iWXINJMFCDuvRe49lrFEP/5jh0TlfH9olgDqBJrJEkbMgCfa6B4p3yYVF7u9N7vvy/K90RHA3eyXDSvAuYNiUpruFrTvLKB8gB5ecq15tQpMbbkv6tQUauxwUbAao1JwYpLxVwDAKbO88YbgCyjvFw5v6fWHMENiy/AORv+ST/35pvR+o9/wWxxLPaRkS5ig3sJ14DVqzVtfjWb2XXkstbYSTjHJiO3vY2IYkLa9PXXhaDEaHTU2o53HY3P5n4EqyTSNmZ+cRM2feiZXK3FwgwY/vY31iv+008u6o1ffy14eDckdEF5N7auhRVraISJNWGEFCRJ6g3gZaehx2RZHi7L8iOyLP9FluUrAJwNwCbMNgUArUumZ2wR1Wqq80aqez76G06sbxtSaxwy/v4m1rja7Le2quZlGQh1g5IejmKtLok1sbEkK3fEjndx9CjLSwcKtbVswxHbXI1Zy1W6Rt5//4zoGDMYWK5q26hb0BLDtTKYzWj6099cNeC6x3//C4mL3OpSuqjorq0AACAASURBVCPtuuA619niuX0DrhAPElKANqhZQWVkKO+70b+9DAEXXIDanAGK14iIQGCIB9HR4o5LlpHSojQh1j2xpqwMErezMEUnBOhL9A1RUSypcSqtDxrjud+irY1cA0MGu3aB19I1G6PRfs55AVvCQxJU3HEqTKzRBC7soDRRrFHpiAwJXE10V37+ORKilW2DnSXWxMa6INYcPkx2DW0atMD+74gIstYcGPTvL8aGJ04goVl5vXP5Ga+gqlhDEWuoYkaIgS8aVbanAoNEsuzw5vXClBkUYs1jjzH5dAobNwKXXkp6WSQmKrunW1r8t7fsFLFGliHddiuSjqpoa7vwDok0t+LKz65G2xNPe9wZ0dzs2mE2pqUGv1syAyN2vkefMH068L//qWiqn8Yg1q7Io8ovUotOVn5+txcKKWKN3mygbCAUxrpU6INYI8lWZO77RTzpvPMC94FCCSkppLq0s8qsq+5+LeCNYk12NlsabIXLszcRFjH9+gl2nBERosrIsWOuPxdfDNWdUCIhZeqsWBPqxBrnmMb5mhy74WVErvpefIEZMxgxF6Jqub9VX6OimK395ZfTTYOSRN9mNqSlqYQGaWk0wZJSWkSQraBUiDUAE8ZyTikZjUzI01thSOdroCGxK07+9S3xJFlmzKbHHnMs4hUVaFqwEJNemIUoE7FATZnCyHcc4uOVdniyLObW+Xmk01Ah1tg+hzP8EZu4s4IC2BznrDQjyx12ULLM1DF4XHstkJUFq1UkIOmJLJKSoiS7NDY65kd/E2uiophgmjP4/lp+z6Wn78oTOM9th/tOx4YLCEUVqxW4/Xbg0ktRvfR7pNQcRf7R1Zjx1Z1Y+MpA5BcTcRvArqnXX0d9o5JukJTkYjt17rnihCvLwNKlwr3kjxz9qVPsdvj3v4GXX3a9J/MWsuzY+kpWC85d/7x40sUXs/8IOHOnD/abiR8u/IdwTkxbPQb/+UqcKHG/YPz6K1t+rFb22daudVFvJAiO+/vPgtxB7gkr1tAIE2vCCDU8BcDWC7lEluVn+RNkWd4O4HqnoUclSRIN6vQMImFc0yeAnZhuFGva2vyrquKuU1HVDqqsDLzkhdVgRFk3B8Ved50pNixYIAz1LvweifXl+P57/8hFeoJ9+wDIMmZ+fScSG4+LJ/z976Sn/emKkSOB9pgkrD9HlDSMWfouXn20GOvWdeL6r6sj7ZBKpt0GKSK41gW2JNOBAbPEg/v2Afv3C8Mmk3KDaDA48vuS5Eh+pFcdQN/D34qve++9glpNbm7guIMU+SSpQbmb1AOxpqWFJQ1JJj1hA9XYfZDOzOPVkZ0NQJJOPzsoQq2muMdE5PQK70RcgiT0hq2gNIELYk1YsYbDpZeK7TnV1YjfuEox1NzsWccTzzGIixO78GpqOq4nQq67Kr2fQl1uxAjXBSxNERlJWrOklCoT9f5UrImNBasWUNcUZY8RYkhKUs4dLS2Aeex44bz+Vb91yhbDW7gk1nz3HVnUUGDTJuDJJ4VhSRJVa/xlZcVfMx4Raz76CPjsM3E8OZk1F7S1sS/4ySdV2/Xy3nyS2Vp4wCQ7fFi5j8jKAu6+my2DWZW7cdubY2gFB4AVn5YtOzOzmwSLUDpSiAg4FuD2dv/voVUVa6hMvB4VawBasaZih/3fwSTWZJ7Yi8h6jvkRF3dazOmaYfRoccypSM4Ta7RWrHFLwuQwahRwxx3A5NH1GHLgc/GERx8lK/i8NclxInXlDDV1Xd3AjRVUe3vglax9gStijU29psuxrbjox0fEJ2dnA++8Y89jFBYqDwfDTpnYmtrhkpxB2UGpyNRpZQXF70uF26m5mfMJ6sCQIfbz588HLruMcXkXLqRt3NyBJ4wfHzcbuOce+uRnnwVycljuOS8P8e/9lz5vzBgWB6k0frpT8vSbxZELYo0WKhueWEEBYqh06BBYNX3PHvHkjt/i+HFl+Bof7yfLLD/BYBDnbxth1N/EGkC8hpzz1hQJSU/qPp4gL0/pdv3d+KfQOvUy+uSvv8bwh6fivn/1woLFUzBm62uIsKjsdW6/HVi0CDAahRyeS2KrJLH9DY8PPtCEpLZ8uUO8qa4OWLpUKCt2Gm1tjpzQgAPLkVZDqNU8K5Sx7ejSBTjHSbB2/TkPoGjUbOG8nMqdqL3FtYaE1UpzOjduJE4+cYL5EXPYO8TRZBZWrKERJtaEETKQJCkBgE1SQQYj2ZCQZfl7ADYz0yQwW6jQAUGsaRgQZGJN7VFIHf7usuxbByoPvpuED5p4qT07iOLriS4j0B7tWLV1qVgDMAlvTqvSIFsxfNf7qK8PjGqNLLPmpqG7l2BwwafiCRdeCPyesEU6jZGczDYjG8++Gy0xygvRaDVj/Kqn8f33wA8/ePnCr78uXOhmYzTarrvFx0/sO2wbv4bErijNFW0HsHSpMEQlmZ27CGzJjwm/EUFjr17AJZcExwbKBoJYE19Tpngc6CQzjx07mBryG28wRr0gb08Qa0x9QocEZ9v0llB2UITFX8iAINYU9p6qK59qXeJMs4JybqcLNIjCnz+INVYrQRyJlUNbsSYhgXXQcjB+/omiri3Lnn13FPEoMlIZ98oycOp4m91b3BlbR91mLzoYjazBK6ggCFKJRf4j1lBEJBw8KH6RqanBqbr4GZIkEq3qBos/cnbhOiGMqawUO5R9haq9h8mkXhjh8dJLpG0lX2zxF7FGVeVIDbW1jNXCIz4e+P57luiNjGRx41/+AuzcSap/AGDJ5Bkz3P4xvNDJgAHsd59vXII73huHtJpC+omPP86saXm/tTMFaWnCDSKZTOhiUiYK/K1ao0qsOXxYPDloEmJuQFyzORXb7VX7QO95nN0o8ot+Fk8YP/7Mvc49ARVDORVN+XVEa8Uab6ygbMjKAs478SmMbdyknZoK/O535HN4N2d3ijUhSaypL7Hfl/7OuWoNd4o1UW0NmPv5NTBaCfbjokX25EBzs5j/7Qypw1f06qXMbznD5b6eItZs3UqeGigrKIFYU1Agsrby8hQ3SXQ0I8GNHdt5+yQy1nvxRcbYodDYyJr61GTChw9nin0uqvSuiDUpKX7kJXeQkBQoLAQaGzVR2fDECgoQw5DDhwH53/8RT5wwwW7ry3Os8vP116tHrWuyrA2xhs9LOyvWnDihbxKSJ4iIUN4nsmTAtoc/BqZN69TryZLEyCKvvmpPgvG5a7cim5ytGwBg1y4knVTuiXy9l+rrxcZ9WWYpXH8QWZ33oeesf0E8Yfp09X1kBy6+mCmEDRwInD9ZQu5375CLYL8f/ou2D4nGkA6UltJ7otJS4nv8+GNh4WhOy0Vxj0n2x2FiDY0wsSaMUMLFAGyh5y5Zlgn9XQWcmQIixU+vsFrJwLt1SAC7dlJThSg4wtyGhAZHW4g/7aD4TRgvx6lqBUUQa4rylEVa3Tb0GQzADTcIwyN2LAJkOSBOKEVFQPvhEsz4ZqF4MCWFFXXUdpOnMcaOBdpikrFh7H3CsZHb30FOxQ6sW+c+mWNHWxsrLHDYMWIBsob6S4u084iLc2ycCgaKFmVYvFhoxVdNMncgPx9IO3UYw3e+L77e3XcDRqPuiDUxVUpiDeFeEDDU1wMrVzpi2+pq9lgBQklIGhQ6xBpbpxepWPPbb9oY3mqNpiZyXTocJta4h4oF5WlBrKFahXn/n0CCUqw55bsVVEuLMiERGwsYKo+Lf390tGt9db2BsoP64gskxSirHe6+O5NJ2W1oNDrqhvzl0P7JMidPKAazMQo7R7C4MSYGuPLKzie6/QaCWBN/RDtiTWwsgO3bxRNHjNBfBriT4K+FAxmiYk307s1IiGpX1BUsFuDkSf9+FlUVgkWLaLWO884TW2jNZuDpp4VT+QSrQB7uJLwm1jz3HD1Hv/02bS/Wty+wdi3kKwj7VAD48Udg4kSmqkpAloEjXPNi/8xTrJB87bUwtBAMB6OREfSfeea0uc47DYK40qVBOzsoWVZRYgNESQVAv2vbgAEC2yG+ucqu1hlIYk17u3K97Fn8s3hS2AbKNaiCrhOxJtiKNR4r6b1H2N3Nm6fKzDntiDUZGcIiFdXehNgWBxMqVOygZNmNYk0KU8hOP0UQEu+7T1HQPXRIuZ/Izg7ObxcTo56fcmn9Qqlt7dghjiGIVlBUF6cGaqIkscZoZEqBanGUCuTp01nzFc+w4OCKFOLXfExCAi1rtGdP0KygAGZj5FwDiTx5DFj2pXjiQkcNgA/p9cgRpiwOGxuVcT/frNJZ5OUp75naWsd6wof3ubmhGZrzl+6h0hjgyy+Bm2/26nXqknKx7R8/AY88ovgivFKsAVj8TMydCT8tVzxuavKNAMPvwWw4ftw/6q+2eLpb2UZ0L10nnvCga5UZgH2NI0eyFNT55wMRGSnAp59CJgjnEXfcrPpHEX0tdiieIsts38vh8Nhr7TZQgI5rq0HGmVcxDSOU4eQ2B098Ipxb3l1TAvWEAweE7HxbVCLkvgH07JYkt3ZQ/iTW8MlUPidVXa1CWidUDYrzHEXa2FjvfWADCoJYk1F9ALllG1BW5v8EOY9NG6y4fNkCxLQRnZWvvkqSD84E9O7N5Pc2jrsXrdHK3aAEGdO+vReQZc9Zza+/LmgVWyUD1o//gy6K7QaDgxizZ+g8WCUuNCgqEsgC7og1WVnA5N+ehkHmdvVpacBNNyk2JwCrwwT0ciPeLPKEqFgTLPnlXbvEhMihQ0BFBTfAIWa4TiXoCdiINRU5I9AeyWUfamsDI9vlb/z8s9BaWJ/YFTXdhrjLAYVBtJcl1Zej+ZQfgw0N4TWxJpgXhEZWUGTxkVKrGTw4gL5/fsAll4jyh7W16FuklK5zR6yhbI1s+SeeTBG/RLSB2jdwDi67KQNXXQXcey/pwhR4EEn4mMMaW0FRxBo3nV+hBP5aWHOsD5rilApXUmsrsH27EEOqNiJ0EmSx1Gplcno8Jk4EVq0C/vQn8djHHwtJP62INfz+1GWBt6KCJL5j7lyaUGdDfDykTz/FgSsepY/v3s2sWr76SjhUXe0oAkiyFWftfQ9dLx5MqkMCYFWplSuB225z8YecQSDWr8xaZTzsT2JNe7uS5x0Z2bF8NTZyQTnYhiqgXQJeIDKSJGPY7KACSaxxVquRZCvyS34RTzr//IB9npCEGrGmY+Oq1tmvFTqjWIPKSlqhlLBLtyErS5nbq6tTv99lOQSINZLk1g7KnzlXLdHaqtwCR0YqOUN5qxdj2O4PxSeOHCnYYvCqbsF02KM4MpmZbqygBg8Wk9ClpaR0lFZWUHweSeiVpMjRfHerH6CqThgbC3z6KbPYVGOIdKA9Mg4nHvsnpJUrPajOs5fu1o0+pjbeaVBkpF27gkqsMRiU9ZTRW9+AxCcqsrPtxKbGRpGkqEeOMEUYraxUjmVm+ofkYhOqdIatKZQnX4SaDZQN/G9cUgKYjDHAW28BS5a4YQ8C7ZHxWDPxcbxyVwH2Zk0WjnutWAMwmRYOxq+XK651s9k3JTdn9SEe1LToLWx7vNHb3hQPDhsGTJnSuRceNQrSC6ICjrGxnu1ZiS/FFVFIQRBbt44psnIoGKW05wor1tAIE2vCCCU4R3qEIagAZzp8niRJnkzlwQchVXKs62jExgf4dg0gsYYvRmRkKINwq5WoS9XWkgUbZ/UD3dpA2dCzJ5k4GrmDyf8TTi8ewWplSStXG7O6OiDlvZfRs2i1eHDePOCaazr35qcJpk4FFtyXgrr7nhSO5RevwZA9H6G4WNz4C6irA54SXev2DZyDqEF93O0jAwZnO6gjvS4ST+AsKdwRa6T9+zBk+wfi6/zhD0BSkqBWk5sb4DorQawxHitT/B5Wa/C6xNQ8Xp1dAuWD4jIYP0KH7SUqSE1lag1WQwRK8wgLMkL5RfcgfGkLe09FThfpTBT/8g4xMUK2S4IMY2lR0Ahu3iCkiDWEtnlSwzFEtTf6lPgjC9odXvMKaNARqSni4oBLLxWG+2z7WPHYHbGGtDXqgDOZIqNqP1K3rRKeXzT1dgwYAAwapKPEBvFbRh3aC8nqyOh3Nvklyyrf2RlGrGltk1CaR3h+/fab4CjHiRz5DFKx5ttv6czjCy+weeWhh8SKk9XKSOZO0IVizUsviYyCqCj2t7iDwYDWJ/+GlTNeEwnpAGM5XXopS3Y6JSvLyoDotnqM2P4u7nhtOGZ+tgAST9CwYfBgFvhNn+7+85wpINqo06q0U6xRJWpRajU9eujbvoiygzrO5tNANhM4E2vSqw4gtomLkWJjgTEBtEAPReTni63D9fX2Skl8vPJS5FWC/A1VdTNX+PprcaxfP5rJ0IGICHF5UVOtaWlRxh9RUTqKnZzhhlijRS7CZGK8z7ffBtas8Y9ILKVWYy9wFxYi/f9EhWw5Pp4plzhdMGaz6LIXTGLNwIFKvokkMZsOl8X72Fj6QxOFS62soPjfVGg2pZKYBHHVV7i0/TQYmMVmQQFw443CyXVJuVgz8XF88swhZP6/+7zqmFVzHPZ7UwL1RgSxxlfyqiy7yTVwsJEmDBYTRm8VmzVw2232RYK/37p2FXO7egCfOqmqEnpX/dq0yvd82QgZPFkhVHuR09KUFlYWi9PfNm8ea+L84AOUTLoOJzMGoja5B05mDET1hVej8aW38PyDx7FqyjNoj07E8eNiDOm1Yg1AEmukX39Fuqzc4PoSz/A2UM5Qy8F7g+ZmINLUjMF7PxEP3n+/b8yvhQvROoNQ+tqyBXhU2exhsYj8f2cojv2HsIo75xyUpShJ3LqMoXSAcJo/jFBCjtO/aX1lJ8iyXAPAObUSfM8VT+BcOe3Asa5jAi+7RRBrnD3f/UWssVrpxDnvjSl0Ya5fL6ze7fl90ZTg+Jn1GBAKuPFGYWjo7iWIbq3rFLGmsZHlrl9+Gfj734Fly2hLmx0f7MEFPz4mHujWDXjlFe/f+DRETg6Q/dTvyU3mJf/7PRIaK7BmjZsXeeYZoagqQ8KaiY/rKgh3vld2Dr9ePGHpUoWEEp+0Vtxrsgzccw8kWbmjb4lPh7zw9wDEoDXgDZ7Ul19WJsyzgezgtEGWgfJy+tj+/R2JkuZmSMeUJ8mSBENfQo5Wp5Akxzxf0n2ieALVxah3EMSasA2UFyDklJOrjwTVls1ThBSxJjqanHTTqw/6lKgg1S0oxRq1bKeeQahXdNu8DBFmRzDs7rtzpaThTKYYt0FU0KhK74/kSycJ40FHXp6QCDe0NCuI+J0tErS1KcP8qCjAaJDPOGINAJTkiXZQWLdOONffdh9ksfSdd8QTL7jAUQiPjWWSSjzee0/RbssnWP1V9PVYsaalBXiT6CZcuNBtl6YNvXoBW8+6HUvnrRSV92z45BNmVdajBzBpEnrNHo6H/5GBy1fchOwTe+jnAGzO2bBBn3r8wQSxJ0s+oZ1ijVfEGsoSQk8g5skuFWw+tVh86wD2Bs6iDXll68UTxo7VN0FJDzAYaHWJDjsoSaJVa7QCr6Tg0c9HKHph1iy3RSfeDoovrNrAq9UoiB56QhCINatXszpcaSkTmluxwvfXVLWBslqBm2+GREzM7S+9KszpRUXKuSgxUfzNAwlJAubMYZfmWWcB11/v4bI8YoQ4RthBaWEFJctikVu49imCtAYMJopYI5A4+/RhsWV1NRp2FOLVO3bihQfK8c/7SrBqyjM4+/KuXt+7I0aIcWb37ho4MVPNIgUFQuzpay6DyjO4+k5spZy+h75BYiM3SRqNwO232x/yl4IG/Cq/gG8mqKgQbZlycuA38KmSoiJGFnFeSw2G4M5PvoL/GxWkk6go4Npr8fU17+OVhQV46b4ivLKwAA1vfoT4e26GlOS4wVpaxDXXmUQNeKgYN2SIWIe0WtH/yP8UQ52N881mca1yRkWFqPblLVpagAH7vkR0O8Esuuoq315ckhD9/tuoS8sXj/3zn4rF/MQJ139LRUXHXHz0KPDZZ8Jx+a6FLpvCwnAgTKwJI5TgHBp5OpU6l0XdciQlSdpK/QcgcILrhGJNeTCINURySAvFGr5DKi6OxXpuiTVE0bVxxATFY90r1gBsp8ZF/VGmJgzfuRiVla4Xfh6yzIg0NklEq5Xt395/X7lBraloQ79n5iPCQuzUFy1SUpfPdERFAS++KAzHtZzCrOU34niZRT1RtXkz+dxdw65DZc5w/0uR+gDnS3D/gMthTuKugbY2RbcxXwBR3GtffAH8+KPwHr+OewhHqxIhy6FDrAlGQb+hQf19m5o6Ogn41hIALRndvTC11wdsXYfOSmN26FCxpr2dLdE//kh0SB48KPwuVsmAI70uDBNrPAUxESTXlQgdL3qES2INtUgE2xtMxQ7Kl6510grgdFCsAYBp0wSJjYjmBvQ57CDTuSNiuurotiV6Y5urMXznYuG5m8+6E7376LAiJEnk75l9wkGo6mxRiFQeoaT0Y2KC287sZ2Rmil2oaoo16WnKm1VzxZqWWmZLxIMn0txyi6hRX1kJfP+9/aG/u3lt8FixZskS8VqKigIeecTj90pMZL/Xob6X4N0b16AhwcViX1ICrF2LpKJdMFpN6uclJwMffMAI7SHRIRJgEBXNhGNBUKwh4nBdeic4gyj02qyggMA1EzgXW3JLCWLNucR8F4YINTuoDvC2GYEk1rhV5G1tVawHdsyc6fa9+D2VWve57m2gbCCINSl1jj/K38QasxnYulU5tmOH7/GDKrHm9deBX0S7t53D5uPktPnCOC+k0q9f8AlRBgPjJc6cSToX0+gksYYnlXcGfDHVaOS+Q6uVtBTXglERE6Mk2plMLvJrRiN2NvRCZfYwNCR2BSQJOTmd4xdHRTEBdtvWLSYGmDHD+9dxC4rgWFAgxJ6+1k68nWMTEhjJZMTOReLByy+3qwRbLCJPWK987qQkZc7abBbnC3/m3HhF9bo6sbeja9fQ5gH36KF8zK+nFou4NmRns/mEJzE523LJskis8ajEJEnAZZcJw/mHvLPfVkNNjXJ+TU5WpnfMZt9tlZubVe67q6/2CzNFSk3Bnic+hsVASFYtWGD/Eflc9YAByj1xe3tHXPj002IiMysLpllzFWtJRIQHsd0ZijCxJoxQgnN44mlPjXMIo39+nclEdmIe63pW4GW33FhB+auriU9+2RKtbok1RNG1ZrBS9SAkiDXx8az1gcOYLf8FZBklJcRzVHD4MJ3nO3YM+PJLRxBx8vYn0KVC3NjhnnuACy/0/A3PFFxyCSNAceh7+FtMWfUErSxUWwvMny/osJqN0Vg1+WkA+pKNdM7dmyLjUH7JreJJr7xiz7qqWkGdOAHceafw1JqUntg47l5s2sTqYs7JLqNRA79jd6De8NgxxEUrMxHBUKzhNyE89u0DmQwx5et0F+wCNmJNWbex4uagtNS1VmeA0d7Omtu/+ootP2+9xSUiCEnzstxxaIlLDxNrPAW/uweQXFsc+sQavSnWAKrEGkpF0FMIijVGU8eExSEUiTUxMaQ8sbPMr7fEGmceZHw8ezx66xuINCt/gNboJOw75yb9ziPE75lV6TuxhixoE0UJDBsWYC9JbRERIYYox7uOhtnIZW4rKpDZVKQYqq72j6UDwF7Hea8nSUDUis/EDWBWlmhVlJlJJkbx+ef2f/K5RX+RITwm1lDqnPPmiT4jbmArsh3vMgqv37YVJ8f4YNt0xRVM5evaa4NfSdQriIpPdGUxjGbHRKMlscZ+PYWiYs2wYcJ1lVp7FDGtbFPmz+/NFZz3gHll68QTziHsYcMQ4YZYw4eZ/lY0cwa/LLgtNK5ZI15wqakekap4HkpREV20DmViTVK9Q4bB38Saykr6NakcojcgiTXFxcDDDwvn1ib3wNeXvCKQvWRZLJSHLG96+HBxjIhhjUZlsVKWfc+z83GgYEddWireNMnJYgLeD5AkN3ZQTpBl0S1r5MjOh0PdugF3381cj+6/3+vwzjP06SPuQSorEdeqvLh9bdbjiTWebHsGpJ9Ev4OEMtjNN9v/WVqqnA/i4/WrwCJJrvPnBoN/f+OICCbM6oxVnFNzwJtD/Qw+9VZWpsxpVVUpiXpJSY44mP+una2FGhuVrxMT40X/59SpwlCXvT8oGDGdjVf5PHtamni9qynHewq5pBS9jvwkHrjhBt9e2Anxk8/Gjxf+XTxQU8PyVXV1ArGma1eRDFW97gCwWGzowsKFaLYoWZ9hGyh1hIk1YYQSnMMRT3mhztO32xKpLMujqf8A7Pfmg3YaBQVCkNscm47alHxdWEH5Q9qdh5ryhUtiTVsbsGmT8FoVfUJQsQYA7rpLGMqs2o+eRasFD09X2LtX/di+fex4zac/ot+K58UTBgwAnn3W8zc7kyBJwKuvivqTACb+9iyin3tGSX1ubWUyf4R38S/nPYm6lB6IiQl+XdUZvFTqwQsXij7GFRXAS8yigiTWWK2sS9nJMsqGb6f+E+aIGOzfzxpxndG3bxDYz3FxIm3eYkFqe6ViSA/EGj4Zsm8fIB8UiTWG/qFLrDFFxeN4l1HiCTpSrdmwQXlpW62MZGNPXhGS5of6zkBEBDl1hEGBINak1IU4saa1VZxIIiIE9ZOAQ4VYA3S+C4jP0aZVHRSzw5mZGmU2AwDCDqr/gRWINLHf112Sx5VijSQB3TLbcfZm0eN628hb0G1AopgY1wvcKNaYTJ0je5Df12luA2UDf3uaI2JwvMto4bzYbb8p9ofuJK69AdUdK334gXjivHl0hv/aa8WxFSvsk6UWijW8nY0kid3gAFjxmbqW7r7b6/d07l5vTOyCz2/8mrFwvZnnJk5k2frPPxez+GEokZAgtCRLVqsiRxFWrFFBQgK59ttUa/ylRuwOtpguprUWWSeJ7pRx4wLzQUIdlFKCU+5B14o1q1eLY9One1QtzshQ2rlYLLSrDb8W6pZYQ1SKtSbWUDhyhB73FCSx5r77yE3FisveQnt0opAyKTjjDwAAIABJREFUqqgA6usdjyMjvVCI0RsoYk1BgXizQIxTfCXWUIo1ClA3jIbSQJ4SayoqlLkWg4HmD3qDyEhWUCZjQX8gMpIk/MYVKxtLAq1YAwAj9i2F0apMUMhdugAXXWR/zF8Kffrom9ftiliTmen/nDJRElMg1Ik1KSnK+9NsVhJL+PXCeWvjSrGGjzdSU724riZNEti5MTUVyHKyz+0sUY36XHwzi6/Emqzv3ocETnasd29gPGHr3El06QKsH3c/DvQjVP527gQuvxyVxcpJhyfWSLIVWU/cKi4YaWnAvfeGbaC8gF5TdGGEQcG5tOIpZcL59td/aWbzZmHoWNezAEkK/ETWvbtQ0U1oqkRkO8tW+WuTp6ZYk5GhXHxrapw2GVu2iB8gKwtVKcqEVsgoaA8aBJx/vjA8ZvMrHhNrrFZ6j+SMNV9WI/o2kSkrR0QwtkOYhqqOzEzg3XfJiHDMij+h/bI5wLZtwG+/AVOmAD/8IJx3PGcEfjv3IQAsgNPTpoW/V07GdgfmzhVPfPZZoKKCJtb8+c+kRUDRsEtxoL+jc5lPFowd27nP7DOInVlqk9KoNxhWUDyxZswY5Saxrg5o2CYSa2KHhR6xxplAWdJ9ongCYfkXLFDExZoaliNDfT3rvuRwsN9MdO9OJLTCoEF0bSaHOrGGahFOSwv+AkC0gNqINf5SrEkr3y2eNHRo8P/2zuKii4TKTJSpCf33LwfgmxUUAIw6+BGSGpTtRVbJgE1j73ab2AsqKGLNSeVv35kiAanwQ5EhKLn9EMfw4WJy+HgvIiG3bp2iwAj4zw6K/82STVX0mnzddfQLTJ0q7iuqq+2E2ago5dpoMvleTKJIEOR08+GH4tiYMcBokbzkDj16KN+jolJC8+9uYYomr7zCFBiID1Gf2A1Hp94BbNzI4ofJk71+7zMWFDH0lCMuDgixJhQVawCSiGgj1gRqz2OL6XLLNogH+/WDMKmFQYOS8jhwwN7swxNrtFSs8broS1gDeaqaLEnAwIHKMUockd9PhxaxxpEA9DfhTc3moqhIrK95A54skb3nJ+ZRz2HrqFtxpBf7rfmiLd+T1rt3CFtPZGeLBFuzmSRl8gpPmivWEM1/WkoDeUqs4dVq+vQJkUZZfkICEH1UOSm1tPhm8cXnGTy5L5KXLRLGqqZdpyAw8iLYGriB+RWuuOdahGCDBqkfoxRtQg2S5NoOyhWxxpViTadsoGyIiwMmTBCGex9x1Ff8RayhFGvUyKceQZbRfdUicfyGG/ya/8rMBCKjJCybtQh1SQTb7OefceEL0xDd6phsu3RRNnaP3fgvpOwi9vUPPQT8f/beO0yO6kz7vqvD5KCJmqhRFsoCJSSiMIgkkewFL8kE29g4LIvt9Xp5MV6v93NYm7X9+l0bGww2OKwNmIwRUSAQQSjHUZoZTdbkPJ3q+6OmQ53zVHdXd3V3Vff5XRcX09XVQTPdp855nvvcd3Fx9A6wAiGsEViKkKEaEUNUJEmaBrUAJ54hMjkQwpq2mtXIykqBy7nTSTa5SgZOAki8sMbp5C/AgWIx5WJw3nkYGVVfrCwxEffzpS9xh844/AwmDp6gNjZwtLaqmzo5OYoRTqBoLcvY8MfPIm+gnXus9L3vxVRMzjiuvBL47nfJu7Je+JvyOzz3XGA7nxfvzi3E09c+AZ9dWQWZKQYK4IU1w8NQ/q3swDM8DPnOOzE6rF6xFz/yoJLPyVJWBvcvfq05kZw7N4U7kYg/QvGwWliTCscaVrRUXs4vFId38io6x0LrCWtyc4PGHS0z+AWUWRxrenq0F1kffwxFSMdUPAaL6tBVudT0G5hNBeVYM9Cs2r1oVnQJa8xgV6blWCPLMY977LywuHkvf9KyZbE9uRnIylKiWhj8OdqRfm9sc0QlrPF6Me+p73OPOXzGtRgsmWnavHsA5HbSkt5jcLiDFZlY1gyZ7FhTUABs3qxuhlReQ0RkvPsu14M2qnnKNnbmHX2J79bMnq29fsjLI+288be/AVCmhUa71kRVBPT5aGHNLbfE9Jp5eXxxuakJyj/u7rsVwf3wMLBjB16//y08cvs2/NfXOvHgP59C7/d+CaxZE9PrZjTEgOgXhgLGzt1JYc3kJMisZlMrIKcghIhVncq4mgxhjdcbrP3UneLXyyIGSgf19bxCd2AgUDBjp5p9ffE1dsOhKwpqdJSseeKCC6J+PbaPfewY/x5Ykamuxl4yIeoRhcPtkHyKyiVZjjUuF2k6HDWhYgmbz4OK/+8e7hzv9GpsueS/NN9L2sRA+SEEF5QKjBVJGO1YwwlrtBxrEgQrrGFj2gDlPe9j9mNQpj+mhFBf2A8fVJVRvV7SrChqdIsX9+6FRKyZPl4c3GQ7MMA7BJldH1xbq319OeMM41+vrEy7br98eQKdkJJIrMKaykp+I7z/ekVFLuli40bu0JzjWwI/xzpfpd4Xu4br7o4jVvn991HUxW+Axa23xviENDab4j4znleG/73hb3A5eReGmU1bccej56Kyez+mTVOWpf554cJDT2Pjlq/zTzxrVsC9lV1LCccabYSwRmAlQr1ioykxh7azWmVZNn9rZscO7lB77erUqQOpOKg+ZYdWooU1QJg4KKrZeu65tIuGVbj6ak4ua5N9WP/uf0VVJGfre/PmKb8/f31q5c7fYOFhfteIvGGDokoVRMd99wGf+5y+x0gSXrvjTzhdGbRsZi0HUw0bBTUyAmWBfddd3LnSSy/hsr/dBbvXhezJIWx+6QtwfPNr9BM//DDmnltF1ppzcxXX55RBrJIKBlIvrKHGRHa9XkxN2E3dedXGv5hpqSd24x84kNgtllESLne+uRnwPkvHQEGSTCeiMzWEmLdwuB2jA3FUopKEbseaVFNXx4Vd50wOIn/sdMzjHtuALDip4VhjZYh87DnHX0XRUGt8jjVPP42s43zq7PZ192LBAhPvtAaUN8ds2bPJPlSERHzE0iTgPk+Tvfxk12az/mdKg2XLgC98QaktfuYzwMwbCWHNvn2ozFZv/TXKsYYt4s85xDsS4qqrwu/Au/Za/tjLLwd+ZIt08TqNaLqLhPLee+DsQO12MuotWliBeFMTc0J+PuSzVmJX0QU4NeMcjBZMF/ODeAgTZQgYKxAhP1NNTbxCobraGjt6CCFidUfyhDWhtZr6VkJYs54Y5wQ0dju99ptqmuflqecZbjcS5gCpq+m7fTs/aa6r07XTprpa3ax3u9VrNbdb3UCTJBPH8hYUcJM8u8+D/FGl8GmksEaWw+/G13KziYTXq/5srdj1KByH9vMn/vBHcOcF/3CDg8ExdnAQ6OgInipJ5nfPiAhld3GQj79LtGMN55zL2pQACVUxsaI2aml8/Lh6DpiTY6G/PyGgkg4f4uag8bhPsWNsxE3XhIC8rWY1dowvDny+WDfm+nqNebOJ0LrslZQkzj2G2j8gSSl0XTcYNs7q1KmgOC+csMbp5AW8/vPZ77huYSshrGlofhsOj/IlivW7xIr6SkqUS3Do9N3jiSM687HHuEPuczeQmwfjxZ+K216zCn+5/in47PygML17P+566Cxsfv7zwJYtqGzchite+jKu/8unYJMJi7qHHw78MoRjTfQIYY3ASuwM+TmagLrQXAlii6PJmJgA9vK7e9trVqVOHUgJa6YyzBMlrAkVw7AL4O5uKCuFd9/ln8jqwhqnE/jyl7nDZ+5+FH0HOogHqGlV6wEC/cnzzwfmDu3E5S9/lXuMt7gE0u9/T2xjEGgiScCvfgXXF/jfJ4nDAc9jT+CjyitVh80mrGG/K6OjU4vyBx4gK1Erdz2Mr/+4Cl//cRVWfvQQ/aQPPABccw0kSelXhPbMa2sVfVJKjRuIjkZ+v/mENXl5Sq3Dv4DOnhxCwah6lSPbbJYNIfcv0MbyK3C6nNhq8t57yX1DBOz4Gors9UF+6SXueOP8TbDZgoseQRTk5HDbRiTI8LWE+QOYBMs51thsmrv+jXKsyTuWZo41gOJKx8yNJchYtudxuFzhdyNqCmtkGfje97jzT87cgLaG9ZQbsvmg4qC6g8IqI6Kgylt38yedcUZab6GqrFT6zLNmQRkb2a2ksoy6ZvWaKBFRUHavC/UHX+FP2rw5/JNceSUvvDl6NLAdMiWONc8+yx/buJHfzaEDdvp18iR/zuCgWlTgdMb1kpkNce0q7Q9GM7nd8e0MD4UU1lBqa6vYExKONeU9h+DwTCRFWON3IJR8XjoKSjjW6IPqPE8JaySJdq1JBLqENVQM1AUX6IpJoOKgQpvE3d1q7du0aSaPFCLjoJS1j5HCmsnJ8NfZWB1rhoeDv2+714ULtvFzWqxdC/stN3Iue/5GLGuiUldnDa1iWKJ0rGGFNfFevyJGQZ04wT8ogVYl0USWsjFQixaZ/DsbioaAip2DxnON1RUFJcvAk09yh3cv/ww8HuDwYeUzwu7pToTjSyKgpgkrViQuaXrFCvUUz2ZTNoemyxy+tFTdC3C5FJHj2JhaMGm383OKqir1bX8cFHst0Z3wuXw514NwesZR2/oBgNi/S1q9R9a1JqY4qPFx4M9/5g7Ln7kthieLTOie/GNzL8O2u54gFXd2nxtz3vgNcOmlyL/sPKz56P9BAmFf+OUvAxddFLjJzhWEsEYb0U0VWIlXAPjLG8slSYqkYf5UyM9/S8xbMpC9e7kZ01BhDYYLa0wprIlXSe9Hj2PN6dNQVP6sh1t+PuTlK8KKdCzB3XcHc1GmcHgnkf/r/w77MFnmN1/61+dZI324/i+fhMPLr8rtj/zGfJlEVsBmQ9Yvf4Y3v/gXjOWGcR6YPRt44w20X3ijaoFbUmK+QoHDod6h4PNNTaYqKoBHHiEfkzvRD6dHY1Z7663At78duJmdDdx2G3DnncH/Um7aQHz2c3rbVLeNzjWPBmpMzM4O1k5L+4iCfsPMCL7b5iV0QdYy4zz+BBPEQbHCmlBhXE37Djh61Vv83I4cnJx1ESorLVQUMguEa43tVDNxormwnLAG0Nz1H2uxInS8zJ4YhLODcReRpPBh5VbAZiNda1bseQyQ5bC/O7Y5ErjmPv88KazfdeX/wXXXWWSaRglruoL/pliaBOzvq6QpM2KgwkJEZZTte0t1OxHCmhkt25A1wVgdFBcD5xHXbNWbK6O3er7+OoAUOdY8TzjvfOpT/DEdNDSoG1enT/POENQ8QuxriBGiPlE6oG4UGiUSYZ8nJwfK1noWs+cn+Kms5Bxy7T4PKroPJGXN4/9eVJw+iGwX8yUpKrL+HCHZhBHWAPxaOxEmoD6feg4sSRHcFKh1nY4YKD+LF6tvNzYGr1vseGv6TQ5JEtZEitaN1bEmNAZqxa5HUTxAROX99KeAzUbGbgC83sTyMVBAyhxr2CgolWONz0fY6iGhUYbssndgQP0eR0cVsUcolomBApQPK6vqaGlBAdS7fuOZl+gSL+7ezYmnfJINBxcpc9233lKizENbKna7dfa+1NUpwhb/dWbmzMRqciUJuPFG4KablETor3wlvVJcJYmOg+pg9nZXVPDuV+y1ta1N+W6za1HdjnE2m0rk4WdmsyLMjeW75PPxj/OvQ7WuS7p49lnuIjuZVQDHDZ+M4ckiw04b3q27Ab7nXoAcS6Pp4ouBBx9UHdL6XQl4xHJeYBlkWR4B4M+ykQDcr3WuJEkXA/B7yQ6HPM68vM/v2mmvWQUghepASlgzoGzDM2qRFy67j4yCohbj69ZhzOVQiRdycqKwSDQbxcXAl77EHa595hdhLRMGBtTFaKdzanLg8wG33IKstib+QXfeCXwyMRf5TKHwjn/Az756Ai9f+lMcn30xhkobIM+cCWzaBPz2t8rWqfPOU+WUAuZtkpFxUICyI/kHP4j+ie64Q/n3Mx0Dm02x6KyvN0kzgaiyOXvVK4hUCGvYMdE/N16yRPl/aS9v3yvNt2YMFKDWUbTMIKwZ3nkneW+GYGREbRtqt6t7ifMaX+Qe0zRzA9zOPNM5U1kCwio1u7M59qzjJJE2wpqeI4Y41oS6lQSYNy89VuVETnZ5byPqW7eHFQaQjjU+H3A/v5yR163Ddf93Q2DcNz1ENbbSYMeaohNCWIMLL+QO5XzwlqrQOTJizNwl9G828+Sb/AmXXRadcvTii/ljr70GgB8O4nWsiSisaWwEjhxRH5MkxVknDrKzOa0C17dil3FmXQtYAqI+UTjQArs3+KE1ynEy7RxrADoOqnNXUhxr/MIaMgZq7Vois0QQFkpYEzLGJcOxhmr4ajoH+HxKR5clBmu+ujo+DsrfnGfHX9OPtykS1qgiSRG7Y41fWGP3TOL8d/6TP2HzZuDsswHw9d2uLuXxrNObVdwzwkI51hw+zClfEh0Fpaq7tbfzL1BcHENWS/RkZan3jvp86rFozx71r6SsjNxnY15yc0nn6MoB9Xwznrm5Zp2BgnCraW44X4khhfK7f5EpXy1fbr6Nn+FYuxb42teAe+9V9rsken+h3+h32bKEflVSBlt+O3mSX7ew6xyAd+Fva1M+X6Hf54KCGMs/hOC2IQ5hzfi42skuNzc45TTEsYaIgWpc+inYChPzxSorU/9eJyeB7jMvRf9z23C6nLj2aDB0zuWKKIhZ04soqOgxQ2tLINDDtwH4l283S5L0DfYESZKWA/h9yKEfyrLcz55nOrbzBYbWWmUBkrI+BDFBNDoKip1ghg7YZWXqhcDgIOB9i2iynneetWOgQrnnHshMJdjhGgf+z//RfAirqK2pmfq93XcfQESUYPly4Oc/N+DNZjaLFwOe/GJ8cPY/4fFbXsWDX2lC+7aTym7Y228PVPRZt9UERGwaAvudUX2nvvlN4Gc/C1/wzMkBfvlLJZvTCoVRQljjOK0W1iSjyByKx6MeEyUpOCbOm6fUPcr6iFxsy4RQ8xQVBaPlSWHNjh3J/0OE0N6uvl1VpfRP/GuP+Ud5YU3j/E0ALJvOlVqIAbJ4oDluJ4NEkzbCmr7Yo6BCx67KLkJYQ7iaWJKZM4ENG7jDKz9+KOzvjhTW/PGPpFuNdP/9ifO0TgSkY018whp2fVBwVAhrqCKj9PHHmJ6r7pYZ4UoQ2iyd1UQIayjBDAV13uuvA7LMFfHjHec149b8UG41a9fyFdUYiBQH1cJs4BfC2zgoKOD+ZjbZh+KB4E4GIawJAzFuVnXuTq6w5hQR8ypioPRjAscaXU4KjY28nVdhYUz2JJLEu9bs3KnMx1lTqZkzdT99cqmv5w4VDyl21IkU1syerZ5q9vfH5jDoF9acueu3gfet4jvfCfzIXm5bW5VpcGjDs6YmhugQM1JVFSxy+JmYALvrLtGONSphDZVVmYSCBbv09Y9Fsqx8b0M56yxrLYEAkCKqim61O5GRUVCawhpZBv76V+7wyGXazoySZM3Lb26uUke03GfFhLBDwIkTSnJvKJRAtaZG/fvv6eGTFGKOzDr/fO5Q/antsHtdMX2XwiVlxC2saWsDXn2VO9y4/jadTxQ9ksRPHU6dAo4VrMBDn/8Yb17wHUxkF9MPBuBy5uHVT/wAO//9ebLhLKKgokcIawSWQpblowD+OeTQjyRJ2i1J0g8kSfq2JElPAfgIgL9juhXAj5P9PmOCEtbUKzMcM0VBTRtoAmQ5YcKaUE2Jw8EXBGTKsebcczlhDeu+YRkqK+H74pe5w/Lvfw/sIpoK0LDae+gh2mVk2jTgqafSY9d4isnNVcQOobD9Mbebn1wm0Gk1LlhhDVv3wle/Cnz8MbrP+yQ89mC3wlVUBtx1l2Jt+4UvWGd1Qwhr7N2pdayhHLz8v06nE/j0p4GqEUJYw34QLYZ/V1L/tFkYKmS2Q7jdwIcfJv9NTcEurGpqlGvT7NlAwXAHajr4nZeN85Td70JYEwOUsGawJaJ9earRtN2mtgebWVjTG7uwRuVY08WLRSzjMR0Nt9/OHVqy/8+YPKXtHcxeT7LlCVo0vWaN4gZiJRYs4Kq8BaNdyB9Vfh/xOtY43WPIbjrCn7Rihf4ntjIzZvCTSJ8PC06r10ZGxEH5/2ZO1yhq24hrMOGeQ3LOObx1THc3cPCg4Y41EYU1zz3HP+iqq+J70SnCCWtcLqCzU32/pXZjmxEieqm0P9hNN0okQtYprBwFBZDjZlWSHWvqKMea9ev5Y4LwUIKUY8cCk1K2jpYsxxpNduzgj61cGbOVLasRa2oCPvpIPecoLLR2FJSRtQi2tlNWptZ9yHJsrjWDg4Dk8+Kc937E33n11YpSYoq6OnWpqLOTNyS3VAxQOCSJdq1hcq/Y74zRjjWq/W7sjj8gKcVJVijlnxO9+656zmq3W3RqT8R+lXSq/85GOtZo7mHcv59XREgSzvjXazUF3RddFENUjyCtKC9Xf0d9vuicNrOyeOEMe5mPWVizaBE3cDg946hp+wgej34RaDhhTUUFLzLV1e984glu4O2fNhN9iyNEJscJK6w5eVL5z+PMxdYLH8B/39OMxvseU3LMVq8GzjwT/edfjZcv/Sl+ek8z3j33mxgYpgcTEQUVPUJYI7Acsiz/PwBfBeCfmiwH8E0A/w7gOgD+qenzAK6WZdlAnX+C6OjglOs+yYa2mtUAUjiIlZVx3XanZxwFo10JE9awRdDQSV7xYAscbcyWP4cDWLs2fRxrANjv/zeM56krIZIsA5/7HDmDYAvo8w49B9x9N/3kTzxhreKfyWH7hPv3qxusp06pF0IJdlqNC80oqFCWL8f7X38S3//WEH72lWN48J9PYc+WbuBXv7KeioAIipUGB+FwB2eRExPqHVSJJtyEH1AKgwsd6SusgSSZLg6KdQTzLw7nzwfmHeUdwborFmNwWgOmT7eWpa5pILqNxYPNvNDPZGgKayzmWFPadwwTo17i5PDIsno+R0ZBpYtjDQB86lPc39HhdaHwT7/WfAg7by54/Jfc3B8A8KMfWUeg6icri2we+J2L4hXWVHbtg8R2Choa+K5hJkAIWhqa3lLdNlJYU9+6HXYfs/aorY1+LZGTo4hrWN57j9v9Fm8Dkf2cqdaU/f1KB4dl8+b4XnSK+nr1lLK/X/kPUDYyhn58y8rE/CBuqLjq/mDD0CjHGu4z5fDSO/6ttLYmHWv2YHJM/7VfL8PDQN5YD8p7G/k7165N+OunHawyAlAunm1tgbtD6eszfl3LfkfCRnJ89BF/bPXqmF+7ooJvLL3yivr2/PkWmFIlKQqKiptmm56xCmvOOPwMSgaa+DtD3GoApa7NRoqE/hvt9vRaLpDCmkb1+JfUKKgUOdaw4rZjx5RfwxtvqI8vWmTR+RHxdy5uM86xhq0zaDrWvPACf+ycc+BsqMEttyg6Rv/nrbBQSUKNIYlPkGZIUvhxNytL20WMvXyxbt8xC1sliXStaWh+G4D+71O4OrvDwf/72BqwJrJMxkDtWf4Z5BUkVnLBDt1HjqhNNSdzilFw92eUHuCHHwI7d6Ln4Wfwwdn/hLE85R88MEA/t4iCih4hrBFYElmW/y+AJQB+CGAvgAEoQpsmAP8LYJMsy1fJsjyYsjeph/ff5w51TV8Gd5Yy2qdsEJMkzTgolyv+hbnHoxYd2Gy8Yj90sTejhXCrOessID8/rYQ1KCnBgU8+wB//+GPge9/jDocW0Bccfhbz7/sUv6ICgO9+V5k9Cwxj/nz1RtzRUfVGEHbtylrumomwUVAhjI4CXnsW+kvnYKioDgVFFp1K2Gyk/X/pZNC1RpaNLWhFgip4sUjUTiMrWdAThGopWmYQyv633krae2FhHWv816R584D5R/nihT8GyuJ/ktRBONZMGxDCmoRQXs4JExxeFxztLRoP0MbjCZl2yDIqKWFNOjnW5OYqYmeGyqf+R3MLVei1JH+0G1k//C5/0pVXknE/loCKg+qOXVgTKrKo7iQcGy25pdUACGFN5X51VJORwpqZjGgHgBKFpmcySwlr3n2XM7KJ1zEjrGPN1q38QD1zJp8lEiNOJ9/gbWpS/s/GQAm3GgMghCwlfcY71rCfqayuU/wYX1pq3l0TFLNmKfkJIWS5R5HTRjjxGMzwMFDb+gF/x+LFvEBEEBlJot0mpgoQubnqOoXHw8cBxYsuxxqDhTVA5AgTwkjCfIQR1rhcdFkvFqhGGetUEauwZt37D/J3XHEFOVcLp0NcuDDNdsZTcW1MnCArrIkljisUzTUpkDJhDbsHrLVVScMN/WxnZyvuKZaEGGjyW1IQBfUSv+kL11wDQLkWbN4MfOtbwP33A1/7mjL8mrU2LUguS5Zo3zdrlraxHDXEhRKX7pyoicxs3grAWGENwItMo46Dev994PBh7vCe5bcmvI9bU6O+Xnq96utHQYGSSBgKO9XWEtaIKKjosWg3TCAAZFk+Lsvyv8qyvFyW5RJZlnNlWZ4ly/KnZVl+MdXvTxdUDFRdcJWY0sUFMdGe1q9MyONV07PFqpwcfmIXUVgzJbFOK2ENgP5PfxGny8/g7/jud4EnnwzclOVgAX3Frkdx/V8/BYlajd1xBx05IIgLh4NfR4XGQbFOnGY2dWEda7Qa2ex3zZK7SvywW6agFtYAyY2DijThx9gYP8u32SzfpamoCF7nmhqIpvK2bcZ1SXTg9fINSv81qSh7EnNPElm6UzFQ6aQhSCoaUVDDgwZVlROE5k4yMwtrALIaUtDeqLuIHzpOFg+2IGeS6dzk55v7AhgLX/wiZMb1LLu3A3j8ce5Uj0f9Gdn42r9AYisZkgR8//uJeKfJgRj0/JFg8TrWVHUQwhrCdSEjIIqMuYd3InsiuJfECGGNfykxs+lN/s5oY6D8UBEvCXCsCSusYbdFA8DGjYZ2FLTioFhhDSvAEcRAhCgoIxxrvF71uG2zAY6mY/yJVlNSSxLZ7K5o3RV3QzcSw8NAXSu/oQxnn53YF05nwghrJImfclLT0niIWljj8dCx5qtWxfX6CxdqG7dWVJg3glsFIawpHG6DJCuT8XgTQelPAAAgAElEQVRrrn4oYQ27S9/vtKaH/P0fYMap9/g77r2XPJ9KMPMT58fBfFDXhwjCmoQ61qQoCiqaSLZPftJaGlUVZ/B1+5z2E7B5gwNkwqOg+vuB94jvIbOxVpLCREkJMpayMmjGhYWra86Zo+1UV10dZ1+OWPPWn3oXNp/HcGENu982amHNI49wh5oazkd/yeyEi1EkKbxwaelSXhDFCmuGhvhrhs/Hj1dCWKONENYIBGaAcKw5ZRZhDWW1PKAs1uN1cogUAwWod1HMaCHiQNJUWFNS6cQz1/wOPokYpm+6SWncyDLGxgCp5zSueeY2XPPcHbD7PPz5GzcqUT1Cjp4Q2Inm4cPKd2NgIJgfDESe+KSaaB1r0uq7Rqzwp42bR1jDjf3+7c+h1NZG8N02P5IUrDt1Vy7BSD6zZWByki4UJJjeXvVCo6goZFHx9ttwTqr/YOM5JWitX4eqKtIMSRAN06ZxKj+HdxKu1mj9WFODJR1rADoOqqdRd7EidD7oF1OoWLJEe6uTVZkxA0MbruGP/8d/cJ2m0N9PQ/PbWL77d/zjbrvN2v73xHv3OxfF0qwN/Z2RjjWZKqyZMYNbm0k+n2rzQV9f/DvcXS7A6RpFbduH/J16hTVnn82vQY4eRe6welxPqGMNJawxeGs0K6w5cUK5NrS2qo9bXAttDijHGoOjoDi3mixAOkG4uph5cacFMX5Wd+5KqIbd5VLWVHVthGONENbEDiVaDmmes43qQYP9vFkRgKaw5sgRflFdVqY4h8WBJAH/8A9KxAn7PjZvtkj5q6iIWPu4kDemqGSNcs+lhDXs56OvT99zTkwAK9/+b/6OZcs0r7G1tbTeZP78uD8O5iMFwhozOtYApPYkwKZNkZ0vTE1xMWcNIXm9qnlJwqOgXn2Vn/zPmhVeySYQhHDJJfw1s7ycTrTz43Bof8Ti1p0vWcIpQbJdI6ju2Km7Rp8QYc3ICPC//8sd3nXmnQCSI0bRcuVzOGhHP6dT3b/x+fh54eSkOp0kO1uI8cKRZhVOgcCCuN3Ajh3c4db64CiYUnWgRhQUYLywhrUEB5T1ts0G5Iz3Y3r3fv6ENBXWlJUBbbVr8M559/F3ulzArbcCZ54J25WX4d7/rseKPUSTBgDOO09xuAnryyuIh4YGZS3lx+1WxDWsI+CMGeZ2d2G/M5RjjSyn2XeNEtaMqYNhk2mUwo6p3NhPCWvSxAUisNtQknBy1if4E157LanvB+A1ESq7bCLD+tjcy+CzOag4YEG0SBK5nd/b0paCNxM9ZBHT56Mr1Ez8UkohqphlvfqFNaHzuelUDJSVBSNhGP7CN/iDTU3Aww+rDvnH9qzJYVz97O38Y0pKgB/8wPg3mEyI7WyV3fsh+by6mwShMYw2n4eOFstUYQ1AClvmt78V+NnrjW3XeSguF1B/6j1esF9Xp393c3Ex6TGet1stmE2YY01XF3DgAP+ADRvie0EGVuc8MgJ88AETA5dvLm2lZaE2/vSfCFSCjZi7s+NWdja4higA6znWAOT4WdW5K6GbCUZGAEn2oVYIa4yFWgeGNM+Z1C/Do1VZ4azmXo/9RB1vxQpDlC9ZWYqI5oYblCbTqlXAZz9rMREjsfYpGjwFwLhNPpSwhl2S9PWpG2qRGDnShkUHn+TvuPfesH/ba65R6xCqqoCrror+dS0DJbxsalJdYJLmWDM5CbS3c+cnS820ejVd77/00jRxKiLW1OW9RwI/G+lYQwprqBioyy+3iLpQYAZmzgSuvTZYgy4pAa6/PvLeKGoKJ0nAWWfF+YbsdqWfxdDQtDUpjjURr4V//SvXHJnMKsTBRZ8CkJw+7oIFfKQjAJx/Pj//8xMpDkrEQOlDCGsEglSzZw+3yhnNK0dfSXASbrooqAQ51lATbbtdKUDWU/aiIVcRtkhg6WY/govcty54AIcXaKwy9+xB7tZX4PBq/CE2bABefpnP+BEYiiTxPcPt24EPmU2+4XZpmAH2YzIywk8mJyfVDeSsLIubpRDCmqLR1DnWRHTxSuEuo0QzZ05w3X9i9sX8Ca+/ntw3BL4xGSg+yjLwIp842TjvSixbpr1zQBAlhA+t1G5BYc3gIF/dzM+n7flShUYRUO9u/4iONWmajeY4Zy2Ozr2cv+Pf/k211WliAoAs44qXv4LSfsKG/fvf58O9rUZtLVepcXomUNp/XHeTwOMJfnXKew7D6SF2uRPRCRkDIayZ1fyW6na8cVAuFzCLioHasCG2Iv0553CHsnao13aTk/E57WgKayi3mqVLDf/O2e28xmLLFvXtuXNFj8MQpk/nquJZ7lEUjCrjbqIca3A8TRxriCio6o5dmBjX0VHXyfAwUNZzhI+KLCgIvx1aEB6dwpoh5tcfL1FHQe0jBLKE4DIeFi5UmoCbNlnQOZSY0xQNKXZniYyCKihQ/80mJ/UJE6XfPgKbzCyCqqqAT3867OMKCoDPfQ64+27gK18B7rrL+vVbkoICzskEPh/Q3By4mTRhzalTfHGvupouwieAvDxF/ObvbeTkKLcpVwVLQth2lPU2Bn6OR/AbMQrK5wP+/nf+gVdcEfuLCjKSZcuAf/5n4EtfUv6LZqlUW8un/q5aZVC0GxEHNbNZv7CGuv6FUlysHosnJ7Ud/AMQMVD7lvwj3M488jUSgc0GXHaZWvw0Zw657A6gV1hj5s3hZkAIawSCVLN9O3eotS5ome1wpNhshNwRZoywhn281py+shJooGKgQtSraeWiAaUI4nAAss2Op677I1rqw1wZKW69VVGti6tgUli+XH27s1NtVGCzmb/Znp2t3v3gdvMLe/Z7ZvmPFyGsyR9OnbAm4piYxsKavLxgTZEU1uzYEf8WfJ2wZiOBxWFjI9dckW02zL77MlxDJMMIdEIUlx2drcSJ5oEU1pg9BgrQdKzR25RUOdZQwpo0dazJzQXevPDf+TsGBpRuwVQBe3ISWP/ej2l3wbPPVroLVkeSSAHV9K69upsEoedXdWjEQGWyOoEoMpa17ET2RNDLOV5hjdsNzGx6i79DbwyUH6LCJ733LjfPiWfOpUtYY3AMlJ9Ic/2AO58gPiRJ27UGwrEmIosWcd3c/LHT8Jzq0HhA/AwPA3WtfPw51qwRHvPxkGJhTdRRUJSwJk3nhjGRYGGNLNONRUmiXWuiwuNB4Z9/wx///Oej2kRgtyt13rKyNJ/SRYiDYr8zCYuCOnWKPznJtk6zZilN+y9/Gfja19JMU0mtqXuCjjUJjYLau5fPrsnONtyZUZAZZGUp+9dJZyQNLrlEEbXOnKks+S67zKA3Q6x5Z7Rsw/iIlzhZm0jCGklSYq9CCbuWPnQIePdd7vCus+7UfI1EMWeOUkq69FLgxhuBm24KP62OJKxh3X1SavRgAYSwRiBINcRg3FoXlG3n5aV4oUFYQxYNnYLN64570h/RnWGK2lrl4skxFQPldqufy2azvl1Z6CLXnZWPx2/ZgrHNN0R8nLewGPj1r4HHHkva7gOBMvEMt+lq2TJ1XJQZkaTIcVDpJmAjhTWD6qJyKqOgMsmxBgjWVweLZ6C3lClCyTJe/pc38Yc/AK1J0liwhcVA4ZGIgZLWrcOZF5dFtEoVRAHhWJPT22bYjs1EYFlhDVHsLR5swXifvoHPP3Y53OMoC7G9DpCmzZO8PKC9djX2LLuZv/Ppp4FvfANwuZD/ix9g42v/wp+Tnw88/nhkj2WrQPydK7v2xSWsqe7UENZkMjNmcKICyedTrZXiFdb4hkZQ0/4Rf0eswhp2KyMA7NiBfKf6wxHPnEtzDvUm4bzzCSJy0gDOOEO7AGmzWdPcxLRQwpo+RfRshGMNO25lOWXascaKwhqnk1y42vYQ461BDA0BdVQM1Nq1CXvNjKChgT/W3h4ojrGOtCmLghLCmvAkWFgzMaE2K8nODjbeWFeBqIU1L7+MrG71oly22dJDLG4kEYQ17HeG/U7pJaxjDQsRQZZonE6lgZ3SzcOJgHKs6Qs61rDfQT1EjIKi5rkXXCA64oKkIUmKS81ttykiG8P00itWcBOZnMlBOA8RG7nCEE1ahi5hzc9/zh3qrVmCtprVgdvJ/PpVVyvuX/PnRy4r6XWsEcNIeNKkiicQWBRZBrZu5Q6HupOkXCCSn8/5v9lkH4oHW5ISBQUAdeUTdHF3SljDXgiKitKjRxG6e8TtzMPx7/1JadSsXMmdO5ZbhnfXfR2dbx5WFrNpve3DnGzcqF1MCmfFZyaoOKhwt9NRWJMzYLEoqCTlYieDFSuCE/cTs3jXmrLdr+PoUeDRR+lNw0bDGuQECo9EDBSuvDLh7ydjoIrLw62G77I1ElJYQ1WmzSasyc/nft8SNJqHYfCPXZWnD8AmMxXdujrz/bsNwulUipuvbHwQY7ml/Ak/+QmQnY3KB79FP8HPf27NpqwWlGNNd5yONUJYQ0MIXEIdZk6fju/pSw+/B7uPqeTX18cu5p01i/cTd7lQ3XdAdSjWOZfPRwghsqD8ItjxzGZTwucTgMOh/fFctMgE6/p0glAplfYrf+uJifhixQBeqFU01kn7o1s1xo+Ig3Ls352wlxseBmqFsMZ4cnJIQTqamgCYJApqeJhfw0oSsHixsW/GymisfQBjhDXhduuzwhq2tqrJQw9xhwbP25TZUZ0UOoU1SXWsSYGwJm3RiFf24/PxAploiRgFRQlrEuTMKBAkFYeDbKYU7eL7qOGIRVijuZbu7wd+/3vu8L616j6cWdd8ka75IgpKH2nQehYILMyxY0pmTAiyMwttdcECgynUgdSOsIGTSRPW1LTvgMOrXmH4qqoD74u9ELAKTKvCXvD6ByTg2muVSJSmJuCFF/D0zU/joc/twI+/1oFXN/4XiuZXkc8lSDxFRcDVV/MLnbPOUhxtrAArlGGFNKwtYDoKa7L7TBwFNVUkVZFGjjVZWcGc7ZOz+d3ks0++BkApGD39dPxxhOHweoHBQfWxkhIoB98hogk3bUrcm8k0iAZB0VAb9/cwC7LMFzFtNtCONazfuhkgdtjZjjUSJ2rj/y5O79zD38lmJaYZeXnAWH4FXrzif/Q98J/+CbjjjsS8qVRB7D6fHoNjTaBRJ8uo6iQavUJYQwprZp98PfBzT0/sO2MBoOoQUaS/8MLYhfv+rYwMtR07VLdjdayhYnskCcAHRCN/8eKE2kiedx6/hnM6RY/DcAhhjT8KCojfcZL9TJX2acRAWXUzCzGO5hxKnGPN2OlROipSCGviJ0wcVEGB+iM6Ohp7c5ciKmHNgQP8sdmzRbcmFELg4HesMWK9G05Yw9ZOo1pvNTcrsfMMk5+5S/+bS3eSLKwxu2NN2jJ7NmclUzDSpYppjfW7HDYKyusF3n6bf5CIgRKkC0QcVMl+4jOvgderHlcliU7LYHs2mo41Dz/Mq08KC/Hx0ttUh8wqrGGv+exmUuFYow8hrBEIUgnhVjO2dC08jmA31RSDGLFYL+k/EfciL2ITeQrHh+9xx0aXnxOoErCLv7QV1oRe8BoaMPGJK7F3zrXoqFkJn90Juz0NhA4WZ/Fi4AtfUNYx69YBN9xgrX673igoy9fDpk/nCuLOgR7YQ4R8yYyCCutYMzjIz3qdTqCmJuHvK5msW6fUeE7O3AAZ6r9NeW8jigaVotDYmKIxTBSDg+rCVGHhVOFryxa+Il1fHz4LTqAPDTt0szrWsAVMu31qWKG2fJpRWEPssHOeJOKcwuCfz1V1ZZ6wxl80ObDkBrx97r9F9ZjOC65X3GzSDWIcLO0/Dnl4hDhZG3/xa9pAE3InmO9RXh4wb16s7zB9IArm1Z27kDeqbK+bmODF0HqoPfpWVK+pC0JYU9mivpDHKmbWjIGihDUJbuTn5ChW6HPmBKN9b7rJnMO/pSGFNUF3onjjoNjPVHEP4eRm5WwvQliT15g4YU32/o95R7uGBqBKbAqKmzDCGrudX6+z6/l4iBhRAgD79/PHRAyUGmLtUzy15k20Yw2rM41KWPPww5x6d6C4AdlXXRrbG0xnUuxYI4Q1ScLpJDckl/UGN6vE2j8JO87u3s1/aQsLld2dAkE6QAhrKg+/HbU1JbWhn9LERxUF5XIBv/gFd9h3+x0YloIWgZKk3d9MNew1f3hYfd1g6wem6EmbGCGsEQhSCaEsHliuvmiYQuVILNan9RvvWEOpRgEA27dzhzpmrQ/8nK6ONZGyDylBkVU3zaUTFRXK3O/SS4GFC60VS5ZxUVBOJ2knlD/SFfg5lY41qjGRioFqaDAwwNYcOBzArbcCZ5xTho5qviAQuiP//ff54pFRsCk+EWOgxOBrHKRjTSsGB+KwX0ggmpbbrBAOMOcEhRDW5DUd0vUU/h3L0zNQWBNabHjjou+h757vhj3/vbPvxdHv/DHtxm4AyiSCWDMUtxK71cPgbypUUzFQy5en5+9OL3V1yiSTYfaJ1wI/h82GD8fICKpaiQhewiVHF4Swpqz5Y9XtWMXMmvOnDz/kT06CQ0ZxMXDLLcB99wFf+UpapXaaB6KBVdoXFL/EO39nm5tF3RqONVZl2TLIzNw1r+NElF11/RQdep8/ePbZCXmtjCOMsAbg46DYjTPxwDrWkMKaQ8ScUsRAqdHYVABZToiwJnTuqltY43YDjzzCHd658nMoKhHzMw5KgHnyZEAt4XCoywgeT3xRhtSGDwBASwt/shDWGAuxpk6EsEa1DKJioM47T2MwFggsyMqVkJnGaO5oL3DwYFQPjzYpo7RU3bsZGiK+s7/7HT+WShImPvsV7jXMWh52ONR9H1lWX/eFY40+LNTuEwjSEMKxpvsMdea7KRwhEhQFFZVjjSwD7/GONUfL1wV+TldhTVjHGqTvv1uQOiJFQaWdsAYg46AKR4JxUKaJgqKENWkUAxWK06nEqhVew8dBzW0KNg2Hh4FGfYk1UcOOt6WlUCpVhO21pWyprEB5Obd9L8s9irFOc1rW6BLWsBd2M7BoEXeosHmfrqdwuTAV25N5whpVnUeS0HbH/Yrq74orAt19rzMbR+ZvwiO3b8OWS3+C7Lw0bjwsW8YdKm3bpyuWyN9EquoghDUiBirIxo3coTkntgR+7u6O7Wnlbe/C5lMPbPKMGfGrQ1au5A4VNe2F3ROc/BjlWJOVBeWaTQlr1qyJ7UVigG2YCQykoYHbvVAw2oUsl7JYiXf+zn6m8jvTzLGmsBCuekIYtIe4jseJLAPlx5LvHpUxRBDWsPXEeNzMWKJyrDlCuCASwtCMpriY+0M5vJPIG+9NiLAmtMZACWvCztleegnoUEdne20OnLjwDkttKEsa06bxVghud6A5K0n89yaeuDYRBZVCiHjl8t7g+JeQKChKWCNioATpRFYWfGev548T/VSKaIU1djtfqlNtUnG5gO99j3/gVVdhrFq9HjCFQUIYwm3iZ4U1puhJmxgx7REIUkVzM690dDjQ1qC+YLAOEilBIwoq3kUe+3jWBhOAUhRgKsMeezb2O88MLBpYgQm7OLQq7MVuaEi9UBLCGoHRsOMNu6ONLcSlxSSLEtYMtwd+TlYUlNer3vUnSUxOPSWsSfMt0IXXXswdm9e0BVKIlfzHH3OnGALpWPPRR8Dp0+o7cnJE8cJoJIl0rfE0t6XgzURGU1hDRUGZUVhD2PEXtx/SVdV1uYDiwRbkTDLbXHNzrb2jPwrYXTzj41CahS++qFxEe3rw7BMj+NM/Po9TM84BYF5rYEMghDWVnXt1uYv5r4WkY40Q1gShhDXHtwQ6Yl1d3N1R4XudL9JLF14Yv0Kkpoabc9k8bkzvDgr5DI2COnqUH4fz84VTQrqQlQXMmMEdntavzJeNdqzJ60gzxxoArsXEeLrL+DioyUmg5pRwrEkYxCa40HUjO0+JNyYtFHaqqFq7+qGENUQDOqORJE3XGiOENeFccXNz1X83lyvC+Pnoo9yhIwuuQlYDX1MRTKHlWjMF+71hnaD0QK5Lh4d5KyKnU0TxGQ3pWBO/sEZTwOj1Au+8wz9A1KYEaYZ0IR8HJW/lE0AoohXWALyZvUpY89hjtPPX/fdbzuVFj7DG7P+WVCOENQJBqnjrLf7YypUY9Kg71aZwhKCioAxwrIlKWEPEQLXXrMS4LzvQ32Q3haeLwMTpVP/9fT71ekgIawRGE8mxhhXamEL4Fy+EsKZgOPmONVTBS9XDyiDHmgDnnsutfLIHT6O6Y2fg9okTifkbsdeVkhIAL7zAn3jRRWK1kQgIYQ1aW5P/PqLA8o41VVXwlZapDjk8k8AxoomogdsNVFExUEuXpn1sD7sjSSXGdDqBsjJMeNRbUTWjT9MBQqhV2b1PV2Mo4FgjhDXhueACrhtTNNyOitOKNXaswhpsfYs/Fm8MlB8iDqqmfUfg51jXluSa8gPCIWPVqrQfkzIKKg6qX3GWiVcYz36mctrSzLEGgHcZMZ7u3m3464weaUVRyKYFAMrYJcZzY6DWg01NgR+TKazhHGtcLnoNSzSgMx4NYU28NVeAH89C56GSpCMOqquLjEXeeeZnTbnEMQ3UZqjm5sCPRgprSMcayq2mttZamfVWgBAMJjQKav9+vkBbVASsWBHbCwkEJsV2wfn8wa1bI9irKegR1rDmYgFhzfAw8J3v8A/YvBlYuZJbc5jdsYa9Xof2FtnN1KLUHR5xFRUIUsWrr/LHLrjAnFEr9fVcETJ/rAfegfgCmtkFHrnDhYiBOlWnuPq0tiqFgdCB325PH8caIHwclBDWCIwmnLDG50vTKChip07BaLAblSphDTfhDymQBkh3YU1uLtnMW97+cuBnn0/ZlG407PhaUgKykChioBIEUVy2dbTpipNJFprFLkpYY8YLtSQBS5Zwh+V9+6N+CpcLmJ6BMVBAdA2rcDuF0w7CsWZ61164JqP/8rpcQP5oN9+IdTjIz2rGkp+vCFAZ5hxX4qC6u6OqN6oZHoZt5w7+uFG7XxMkrGGbUJrCGhE9k14QwpaSPkUAY2QUVO54HxxDzDU9K4ucq1gJeTnRfEuAY41nG+FWs2JFmtu3JZHqal4w2NcXmJCwDrNJFdYcP84r0KuqlOavQA0Ry1M0eCohjjXshsaohTVPPMH90YcKa3F8zkYhrAkHJawJqe0k0rFGU1gjYqCMh3SsaQy4LRseBUVsQsa6dUJALkg/1q6Fx6EuoEjdXUBjo8YDgugRvWgKa/7zP7kIRADAAw/ofg0zoOVY4/Go+7Q2m5iqR0IIawSCVODz0cKaiy82Z+Pa4SCtlrPbid0nOojVsaa1fh0AZS3CpEShoiK9hPfhLNqEsEZgNPn5apeUsbHgQm50VN2gycvTyFG3GtOnc4cKxoLCGo8nvuJGtLANAK7xmomONQBw+eXcoQUnX1bdphzG44UT1oy10c2GK680/sUFpGNNXl9r0oRuerC8Yw0AiXAZ8e3ZR5xJ43JpONZkgLAmrGPNFBHH93Ri7lyuApM33gfPKaIYpYHLBVR1EOPtokVp/suLASIOau7xVwAov0c21jAi27ZBYga1odIG46InCWFNdUcw09EoxxqnE8CHH/InrlkT2wsIzAklrOk/AcDYKKjSPsLBbdYsyzev7KsIx5gDB2L/ImogfShEbgnF4VCi9limmukpdayhml4iBoomgVFQ4RxrAF7nNDREPIkskzFQe5bfCtlmN+sSxxw0NPDHQhxr2O+NjjReDtaxxm6HENYki6oqztI7yz0WiJk3PAqK2ISM9etjexGBwMzk5OD0LGLe+HbkOKh4HGtOnwawdy/w4IP8ydddB6xcCcD6whp/2ZI1wCooiD8JOt1Jo/azQGAh9u7lFSE5OfCtP9ecwhqAbODmdsYnrCF3F4YyMgLs4Rs1p+oUYc3Ro0Bbm/o+NhPR6gjHGkEysdn4XW3+MSktY6AAUlhTNKbOTzCioBWJsI4GsiyENSEUH/4AuWO9gdtHj/LihngYH1cvwBwOIH/rS/yJS5aQolOBAVDF5eE2utCbYjSFNexFGjCvsGZZ/MKa6UJYA0A41sBuBxYv5g7Le/ZG/RRuN1AtYqCi49JLuUMNzVvh8CgXMd1xUG+8wR3qXHBhDG9Mg6kCZCiV3fvhcCsVSaMca3IwQa4hRTM/zSCENf4oKCMda/wuOCrmzo3vBUxA9ozpGC5gInE9HuDgQWNfZzfhWHP22Ya+RsZDNcnNIKyhdj8IYQ0NufYxRlgTybGGFdawdR8AwI4divCOYfeK2wCIWmRYkuhYE3UUlBDWGI8k0XFQPco4aHgUFCWsWbcuthcRCEzO6YUacVARiEdYM9g9CfmWW/hBOTsb+PGPAzetLqzxly0pYY0gPEJYIxCkgi1b+GPnn48xOVflCJGbayJHCKKBm9eVYMeajz7iVgYDJTMxUqgUgCYmgG3b1A+hNutYGa3sw4kJ9cXbbhcXPYExsJ8j/+Qqk4Q1BYywxuCNmyRho6BOn+aroHl56ackpJg3j2ucSD4fFrUGr6OTk6pNX3FDiRall0QMVFIhHGuKhlq1rclTiC7HGrNWnYl4Helg9FFQGBlBKdV4JGKB0g22YUU51kSM+ks3CAck2/7ohTUul9rFJIAQ1vAsX87NBZyeCcxoURZIRghrupZcFOu745k+nWse2n0eTO9SPh9GOdaUNO3ii6A1NZaP7hEwzJ7NHSoxSFgT+vEhHWvSQFiTlQV0ViU4DsrtRsERYjwXIjdjsZKwhohLESCljjVsXYcU1hBuNS3156C3TPl7mnTvgDmI4FiTyCgo4ViTZDTioIDY5yVkFFR3txK1F4okiWurIG3pX3YBf3Dr1oi5x3qENTk56uvhhtfug7SXqGF84xuqHik7rzK7sKa4WO1EMzyszOdYo4e06fkkECGsEQhSARUDdckl5nWrAcjCVeHpEzE/nc/HLxjYBQWlwB5ZqrY2ZBsY6VYv1bJoY5uL06YJizaBMbCTJ/+4xDpFpM0kixDW5I+kXlijKni1tPAPaAcyFcoAACAASURBVGjInC/9FVdwh1Z0qOOgoojXjRpWWFOaNwG89hp/ooiBShzExbzQSo41Hg9dlS4uTsp70g0hrLGfPBZ196W0eRckMEWN2bP5LbBpSCTHGlmOvFM47SAEVc59RGNVA5cLqG0jYnwIt5OMx2YDLrmEOzzvqOKy1tmp47n6+siGeu8yA4U1gEYc1E4AsTcd2DVl6VERPZMREI410waaIPm8xkZB9RPCUeK1rYYkAafrCMGikcKafftgn1QXbDzTytLi92cqrCSsEY41NBrCGiPqEJHmoWxdh1tvTUwAf/oT97y7VtwOQKlbmL2RmFIoYU1ra+ALJBxr0ghifCvvjd2xRpY1HGu2b+dPXrIkI9begsxkdNk6eG3MJKO1FThGiN9D0COsAYKuNWs+/AXWb/8Jf8LixcB996nf26j6FDYFwGzY7fx1f3AwjTdTJxAhrBEIks34OPDOO/zxjRvNLawhHGuK+k7GHL9BiWq4HjExWcy5SNvaMDc3cxxrRAyUIFFQEywgjSdZhLAmbyj5wpqwDl5UMSSTIoiIOKjqvX+HJAcrR42NETcrRA1rNDKndSu/WiopETb2icTqjjXUGy0uDrGzMRlFRRgtVxd9JVmOKg5CloHpzYQIgmiepyORHGvcbnWR2+EwkRtloiD+9tn7dkT9cFt3J6YNMoJSux0466x431l6QsRBLTjyLCDL+hxr3nqLu5D2lM2Hp8rgXQvE39EvrDHKsaboCDEmrVkT25MLzEtxMVBWpjpk93lQPHSKdA/TQyY41gBAXwMhrNm927gXIOo5rjPXZs7mgGRhVmEN66gACMcaLbQcaybjX+BGcqyJGAX1zDNcAdLlzMOBxdcDEJv8IpKfz2eMeL1AWxsA4ViTVoRxrIlljksJpWw20MKa9ev5YwJBmuCclo+2WmIt98orYR+nN5K7ogJYfOAvuPzlr/J3OhzA449z6hyrCWsAuteYtj2fBCKENQJBsnn9dX5knz4dWLrU3Hl2hLCmpP9kzNakEWOgZJmcLJZtWq/pSrN4sXl7VrFSVDQ1cZ5iZET53bGNXyGsERgFa6iQ9sKakhKuCuicHIHTHaw6pkJYoyqwZHox5MILucWLo+80art2Bm739QG9vca8HCtcrN9HxEBdfnkGdMdTSHU1V6HNH+vBSE+cW9ATAFnAtFIM1BTDM3nXGlDWtwxuN1Db/hF/x+rVBrwr85OTo/6oTkyoi6B6izlpwZlnQma+v9mtJ5SBOgqKGwlRxNKlfHdQoHDFFerFAoDS/hOoPH0AAwM6XGCIGKiTMy8y3mGJEtZ0BoU1sYhk2TlU4UHhWJMxEM4nJX3HDY2CKklTxxoAGJpNREHt3s1382KFze0GgLO1N0oJYoRaF045nlLzlFg3x7GEdaAeG+Nt0yQJmDnTmBdPN0pLOduXLPcY7EP9cW8e0etYwwlrfvtb7jkPLvoUXNnKA0UMVBRQn/umJgBJcKyZEvCoSDerd7NAONaUxeFYoyleJNz9hbBGkM5kZwPH5/CbSYwW1sw+8Rque/pm3o0ZAP7jP8hoaisKa9jSJCWsMVVP2qQIYY1AkGyefZY/tnEjIEnmzrMjoqCmDZzE5ERsqzx2scAVbRsb+QJ8Xh6k5ctwEeFI7nAA55wT01sxNTYbL3To6+N/NaWlyXtPgvSGmmAB/CQrbVxGbTagspI7HBoHlQxhTdgxMdOFNbm5iriGYdXpl1S3jYqDUglrZBnl77/AnyRioBKL00m6Sbmb21PwZsITtbDG5FXnsXnL+YMfR47vcbmAmgwW1thsvKVwqFMCe/2IZD+cFhQUYKR+IX88is8TAJQdE24juigvJxdBCw4ra86oXWsoYc2s5Ahrpnftg93rgs/HNxGiIXQOlTd6WhFyhSJJGeOilXEQNYrS/viENbIcFGtluUZQOMKIA2y2tBEHuOpmYzKLyAGmnEb0IsuQCadm54Zz439ugRrKyXRq/WizRY6tjJWwjjVTogEVdXUZkIcZI5Kk6VoTj9ACiOxYk5+v1ueOj4dcV1tayEjk3VMxUABnHCagoOKgmpsB8Ht1jHSscUyMgGs0OJ28g47AGObN4w5NG2iC3TNpiLDGbofyR965kz9ZuCkL0picHOAYJax5803+IheCLmHNjh2Y/6/Xwu4jBuE77wS++U3yYekgrOnv5y8VpupJmxQhrBEIksTwMLBvjw/eZ5/n77z6agD8IGYqdWBFBbdTNMs9Bndbd0xPF9GxhlJgr14NOByYPVtxPffvvMnOBq67zvQ9q5hh1zy9vbwzgxDWCIyCnWClvWMNQDbwC0aDnahYnbn0EHZMbGEiMYDMEtYAZBzU3MaXVbeNEtaEaiIqTx9AVutJ9Qk2Gxm9ITAYorgstxI77lJMughrJhev5A9GIYRwd/aitJ9oYmdQbE+4hhXb3M0IxxoAIwsIEcOO6OKgyk8IYY1uptaSoZxxRIewpq0NOHSIO9w0a4PxPdDqaqCqSnXI7nOjovsAgNjEzKFzqNo24vOzeHGaTVwFAYhIptK+Y5iYiD0i1OsNPraEvb4BioghTcQB2bk2dFYRrjVU004vzc2QGKcEr90J5zliPDccrSioqQ9ypNjKWJBljaavnxPEd4cQwglC0IqDiqMWIcuRHWskKYxrze9/zw2mw5Wz0dxwfuA2sUdJwKLDsSYWgbEf1rEmu7+TP6mqSmR3JYqCAi7S2ib7UNp/PKb5LSeUcgA4coTv5BcXk6IegSBdyMkB2mtWYSyXaX6NjgLvvqv5uKiFNUePAldcAdvoCHeXfPXVwK9+RY6bXq+63iNJfG3IjETjWCOWzpERwhqBIAkcPw78/OfABz//APbTTHUzOzvQoDO1sEaSyDgo3/GTxMmRCRt7AkTMDF23DrjnHuDmm5X/L1oU09uwBKywpqeHF9aIXSICo2AdkrQca9JqkkUIa5LtWKM7CoramZjOEMKa/AMfIH80KO5saYm/UCzLasea+UcIMey554pBNxkwRSkAsHe0xm2HbjSksIbNEwNML6zxrCCEELt3R942+RHhVrNwYZpdJMITrmGVkY41AMYWxSis8flQ2UJ8poSwJjyEsKa2/SMUDrVxSRwkL73EHeqcvhxjeeX8Gs0IqDiojmAclF5ChylSWCM+P+kLFQXVf1zlOqOX0M9Tad8x/oQ0al7l5AAd1YQQlqrF6IWIgTpdv1LE+iWCigq+WzQyEtghw95lxNqWmv+qUgmFsEY/GsKaeP5eXq9abGG302nGpLBGloHHHuPO3b/qNshS8I9dURH7+8sYwjjWJDIKytmrIawRJA4qDqrniHFRUNR6atUqIZYSpDU5OYBss+PE7Iv5O8PEQUUlrGlvV5JETp/m7mqecR6GH/oTfeEEr3HLy+MSmk0JJawZGlIfM1VP2qRY4E8tEFib8XHgySeVybF/56CKT3wiMFqZPs+OWAjLJ4wR1kTlWLNOncddXKxsUrOCGjQeWGFNZ2fQRQRQ5s/CsUZgFEVF6ong6KiiwA7dgS9J1rA3jJoIjjUiCsoEzJvHNTIkWcbKjmBMk8+nbDSIh7Ex9d/ijKPP8Sdt3hzfiwiigxDW5A91cIvXVBO1Yw27ejUZjln1GM1jKuOTk8CBA2EfZ/tYiCCEYw3PxJIYhTXHjiFnXC1Mk/Pz01tBbwRz55K/o0UHn4zOsebFF7lDR+cqgtaEGHMQwpqaDsUhK5YIn9B1ZV3bB/wJa9fqf1KBNdBwrAFiF1uHfp5IYQ0h5rEqOTnAqbp1/B1hdv9GDSGs6V0oYqASgkaMkH8NyYp644lK8xM2BgoAThJ1QmKjniCEBDjWRHKr8cMKa4aGALzzDhcLJ0sS3p//mcBtSRLCmqjQ4VhjZBRUVp8Q1iSd+fO5Q2W9jZic1O+kR7qCUeuplYTzrECQRvjnMcepOKi//518DOXYxtViBgaAyy4j4yu7KpfiT//4HHpGtZuOVoyBAvjSZFubem7odJqwJ21ChLBGIEgwu3cHizoLKGFNyA5DVh1ous2+xELY1kTsRImCsE3kwUHg4EH+QeuIok8GwBojHD2qnpAXFWmKZwUC3dhs/NjT2qq+XVBgDRV21JjZscbjURT0LFTxNN0hduQvPfGM6vbhw/G9RKgeomCkE7WtRIPuqqviexFBdBBFv4LhDm6ulGrSJQoqN09Ce43+OCjHLkJYs3q1Qe/KGgjHGh73ouXwSXb1wZYWoDt8hKz8PjHmnrWSyZcQkFx7LXdo2b4/oLub38GsYnISeO017vDR+VcCSJ6wxhDHGlmmHWuEsCZ9IUQupX3HAVmOWTwQ0bGGEPNYlZwc4NSMc/g7du3iuwV6eecd7tDwciGsSRhacVBIjGNNRGGNcKzRD/E3LBo6ZaiwRkvgXVSkvj08DODRR7nzXOd+AoPFQefcadMI93EBT6oca3o6+JOqq2N/AUFkCMea8t4j8Hr5ukEkyCgoam2+itjQIBCkEUFhzUb+zj17yDmHxxPBsW1yUqkx79vHPbZ/2kw8cfPfMZEzDT092u/LqsKaoiJ1eYUV/ZWXCxOsaEintphAYDq8XuD995Wfp3ftRUUP0fGb2vnu9apdSAATbm4mhDX2lgQ41nzwAT+qz5vHW7dkCOw/my1iiEQSgdGwYw+74cx0or94MbNjTXs7XyEpL89MG3VCWFO+81U4XcHVzLFj8eWShyb4zGt8ERJ7LVqwgNyFJEgARNGvYLSTmyulmnSJgsrNBdqrdbqMyDKy9xBN7AwT1rCONaHCmkx1rHEW56G7cjF/BxUdFoL8Du9wIK3NLAekmLnxRu5QbftHKOpsRF9fmMdt3cpVBcdzStBadzaABAlriJ2107v2wObzxDTn8q8ry/qOIneCETbm5QGLic+iID2oquLmxFnuUeSPdgthTRRkZwNDRXUYKGYiZr1e4EPi+h4tvb3kRqnJVYSIR2AMYYQ1wrHGIiTAsSaiU/gUbH1nrHsE+OtfufM6L79ddbuyMvb3llFQwpqWFsDnS6hjjaNHONYkHQ3HGkB/XZEdZ52SRxG+sghhjSDN8c9jhorq0FF1Jn/CU09xh8IKS2UZ+Pzngbff5h7nLi7HEze/guHCGgBkQlQAqwpr7PbwbnMZ2n7VjRDWCAQJ5OTJoFhm2d4nuPtb69dhfJrSOBocVGtJCgtNqPwnFsKO1gQIa6gYqPXrY3qddCA/P3wPXSxmBUbDTqIaG9W3Td4f1g/lWJNkYY3mmChioIKsW8fN/qXJCSxp3xK47XLRddxoCdVDLGh8nj9BuNUkD0JYU2hlxxrTqaXV5OUBHZRjzfbt2g9qbISjV50z43VkAcuWGfzuzA07RwuNgspUx5qsLKC9hhBYEdEgKt7eyh877zxj3lS6s2gRsGIFd3jp3j+Ej4N6+mnu0LG5l8FnU7qkCVmP1tdzOwOcngmU9xyOy7GGdJlbtUpYe6YzkqThWnNMCGuiwH9NOlVPCF7iiYMi6jmnyxcip05U6hOGmYQ1siwca2KB+BsWD7YkxbGGFdYUvfY03zEsLsbxZWp3PBEDFSXFxfxa0O0Gurq4KYpwrLE4hGNNWe8RAPELa8q6D/E5lyUldNSYQJBGhM5jDi78JH+CXmHNj34E/P73/PMUFKDt4ZfRWxYUyKWjYw0QXmMphDXRIYQ1AoEOhof5uKZw+CMpJNmHJfv/xN2/Z8lNgXPYHowpG9fEQji7NbYoKM3YE4Bu4mRoDBSg1AtnzNC+v6Ymee9FkBmwBRJWoV1amrz3khQoxxqzREEJYU0Quz3g8hbKWafUMYvxxEH5r8UO9zjmHN/CnyCENcmDcqwZ6bCGY40Vo6ByEXCoULF3L+3AAyhOFwwDC87OHFuWKYRjDU9WFtAyg4j8IHaFBejqgq3xCH/8XBEdEjU338wdWrbvCXR1ysTJUCYfxI70I/OD19qEONZIkmYcVDyONWQM1BrheJT2EEKX0v7jMYsH/J8nh3scxUPEPDyNxAFBYQ2xiSkeYQ0RA9Uy49z0cz01E1TBKIlRUKp6Xk8P323KzSXX3IIQSGHNKUxOaFzDo4CtMUQbBVX7Jr8xFDfcgM5B9aRXbPLTARXl3drKCZjjcd9lhTV24ViTfBoaOFV6/lgPcsf7dI+9bJ2hsoVwkl21SmS2CNIepxOwTakYDi0ihDUffKC4gIWgKax55hngW9/in8PhAJ5+GoUb1A5Q4RxrhofVt4WwJrMQwhqBIEoGBoAHH1T+e+qpyJNdWQaOTNWGG5rfRvFQq+p+n2THgcXXB5wgLCGsIRxrsrpPxTTz13Rn8PmC+VmhZLBjDUA7h/qh1mcCQTxE2nmUCcKa/NHuwM/x7BKLFs0oKCGsUXPNNdyhmp3Pw+YLXoeOHOHTBKPFrx+YffJ1OD3MbqCysowWeSYdDccaIaxJDA4HMFlShd7Seeo7ZFm7uUYIa/qXXZCAd2duWGFNOMeaTBLWNM8gnGY++ojfaemHaMT21CxNw0lHAvn0p7niemn/Ccivv06f/+qrYHOi3M5cNC5IsLAGMExY4/UGx+G6NsKxZu3aGN6cwFIkyLGmZICwQKyr4wd9C+MX1rRQjjXbt/Nd2mghxpyW+nOEsCaRUOvDVqUGmXTHGsqtZtYs0fyNRGkpN744PePw9YTLcwwPe02NJgqqcLgd1YeIecOtt3INRuFYo4MohTWGRkF1E441QliTWBwOUvBb1tsYt2NNefPH/EkiBkqQAUhSsI7SU34GuiuImN9HH1XdJOswu3YBN91EF4x/9SvgkktQUjJV05tiZES7fMEKa1iRqpkRwpr4EcIagSBKxseD4+6+fcBLL4U/v7c3OMBSMVDH5l6GsfwKnDihTH4tIawpKIB7mnp0tfm8dOM3AppN5IMHeVugwkLF3jyD0RLWVFaKfoPAeCLtPEq7AooJo6ACBRZGdQ8gvIVVunPxxVzuin2gD7M7go3/kRGgrS22p/cLaxYceY6/88or1SssQWKpqOAK8LkT/RjpTcIXUgeksIZyeDF5FBSg1PKbG87n76BcRmSZFNYMn5V5who2CiqcY00mRUH1l8zGUCFjq+h2KzvKKIjPWdd84vMo0Ka2FrjoIu7wrGd/Rp//hz9wh04uvRqurILA7YRFE2sIa/Q2fP1rSodnAlWdu/kThLAm/SEaWCX9xzWL4JHwf6bSPQYKCDYpuqcvxWTI9x6AklW+b5/+J+3pURoXDE2zNliq4WA5amv5Y+3tAPi5hxFrW7aeF1FYk0ZOTwlDkkiBlNSqv97qJ1rHmlBhzZL9f4ZNZkR1s2bBtWq9qm4tSaL5pguNuDYjhTWsFtJ2mnCsEVFQiWf+fO5QWc+R+KOgThKONSuJKGeBIA0JncvsX/Jp/oSHH1YV59jvW/FYh+JAHroLys/XvgbceScAxRmHSSzWjINi25dWmudWVQVdgELJyhLX9mgRwhqBIEZ27gS6u7Xv75yav2ZPDmHJ/j9z9+9dehMAZaDfv5/bLGhOYQ0AVx2xIKYWzpGeR8uxhsjjxtq1Gd/MrKqiLeXOPDP570WQ/hQUhG/+pZ2wpqyMm1HmTgzA7lFm4skQ1gjHmijJzQUuvZQ7vKb9GdXtpib9Ty3Lih5Ckn2Y3/gCf4KIgUouDgep8vO0EgXCFJIujjWAIhCJWlhz8iSnYPPaHBhfTsRJpTnCsYbH6QQgSfTniXCmAUA6HHQvyjyhVtzcfTd3aPbBFzCxt1F9sLubzKM/uPwfVbeT6VhT1bkLk+P6HDL8a8qqzt2w+5jJVHW1sPbMBAx2rPF/pjJBWONf7/lsDrTWEa6Mb7yh/0nfeIPbCdxTNh+DxTNQUKDxGEH8UPngU8Iadu6RcMeak4TbE+F+LSAg1vm2ttiFNdE61mRnBz8ny/Y+zp9w883o6VVveCgpSaD4Nh1JsmON5PPC1kM0LUQkW+JZsIA7VN6rX1gT+ve0ed2Y1kwIyIVjjSBDCO1R7FpxO2RWFdLaCrz8cuBm6PfN4R7HhT+9JuDkp2LTJuCHP1QdYnseWnFQVhbW5OTQe3Znzsz4FmzUCGGNQBAHe/Zo3+cX1izb8ziy3Op8YXduIY4sCDbo3nuPF+mw6kiz4KknFsTUwjkCmsKa7dv5kzM8BgpQev4XXqg+VlEh5tCCxCBJ2raAJSVp2Bi020lJtj8OKhWONUJYE4arr+YOzdzxJKSQnXWU0U8kRkaU4kV1+8coHGFsk7OygI0b9T+pID6IHXVSZ0fMyQSJIJ2ENZqONTt2KF+QUF55hTutvWY17EUWCpY2COFYw+O/hrVQcVCvvsofa2pSXCsZ+pcIxxrdXH21UhFj8Nz/HfWBX/+an3yUluLobLV4NWHCmtmzuepjtmsEzmZCzBAGfwOqtu1D/s41a0T0SCZAiF1K+47HHQWVScIaADg5i3e7ogSPEXntNe7QidmXID9fFOoTSlkZr3IYGgJGRhLiWKM7Cko41kQHsc53dibesQZQXGsqu/ejmnJ/u+kmrmYdyeVYwKAhrFF9d2CcY03+2GlI7KK5pCRzFiOp5IwzuEPlPYd0z0tCx9nK0wdgdzODd3l5ZrtZCzKK0KFruKgWYxdt4k/64Q8D4m7/9U+Sfbj2mVtReoxYKy5dCvzxj9wElRXWdBJ7+2TZ2lFQALBiRXTHBDRCWCMQxMHRo9r3dXYCkGWs3vE/3H3em26FJzvYeOjqUqKj/EiSeRcpvhmJEdYEagCUY806YvdUBrJqFbB5s+IquXo1cNttYoeIIHForc+0YsksD7Fzp2AqDsrloiNYjcLrZXYXSSHzekpYk+mL502bwFagsrpbUX8qeP1oadH/N/On95xx+Bn+zg0b1B7ZguRACGsKhju4BWwq4YQ1NtnSUVADxQ0YLGKK+h4P31x78UXu8SdmfSJxTXgTQznW+MefTHWs8X8OTs7cwN/53nu8VSfxeWqvXglvudhVqxu7Hfjyl7nDBc/9CfhwqqDY3w/85CfcOfJnP4dxn/pDmrDvtM1GWm8WNO7U9TT+NWVtGxExJmKgMoP6em5RnDfeC28vcS2OgkwS1oRek07Mvpg/YetWfV1eWSbFk8dnXyKm0YnGZqMjXjo6ku9YQ+1wIASfAgJinZ/VGcOOkSmidawBlKXu0r18RCRWrwYWLOB27Kedi3GiSYJjTaiOpmCE6ARr7Z4TGMvChdyhitOH4oqCqm7/mD9h1SohIBdkDKwmsPeTd/EnbdsWcK3xf982bvk6Fh98kj+3shJ4/nmyzssOlR0d3CkYHVXXAnNyErhuThDLlqkNthYuJIcvgQZCWCMQRElF9wGUnz6kOtbdrURPU3R2AnOP/R2Vp/ndlzn3fJESMAcoLTXvYOybZUwUFBl70tMDNDbyJ5+debECFJKkxKfeeCNw5ZV0NJRAYBSEqzqANN5sRghr8kcUYY0s82JAI6HGQ0mCYnvAVrBsNtrqO5MoKwMuuYQ7vPzw/wZ+npjQtuvUYmAAgCxj0SFi0SVioFIDJawZ6TS1sMY5McwH3OfmWkJRkZsLQJJwfA7hzvRCSDza+DgZD9E4f5Np56+JxOlUN5S83uC4nqmONTab8jvpKT8D/dMYUb7Xq7JpBkAKaxrnXZmRnydD+Pzn4Sohdml87nPK9/db3+IFgDYbvJ//omr4stkS7DBBxEEVHdcnrPF/1+pahbAmY7HbyZiZrFPHY3q6TIqCcjiC16+OqjMxnsO4642MBAV50XDiBJfH6pPsaJp5oRDWJAONOCh27pESYU2mbwyJFsKxJrs7OY41RQU+LNtHCGtuvhkA77Ju1s2gpoVyHT51KmFRUAXDRCeYEt8JjIdo+JT2HYNrRF9RMfTvWdNBCGtWrtT7zgQCy8LOZXpWXQYsWcKfePfdQF8fJsd9uGTLN7Du/f/mz8nKAp55RnPnMDud6uzkS3xWd6sBlLX+9dcDd92l/Hf99UKrpwchrBEIosThncTmd/6FWw8eJ+o1IyPAyLCM89/5T/7OCy4AFi/GmjXar2VmRwjb7ARGQb3/Pn/iokWW2OUtEKQbM2bwkXRZWeQaMT0I41gDJFZYoxkDReW/Vldzbi0ZyQ03cIcWHfwrJF+w+tDcrO8pBwYU++vyXkbgKUnANdfE8i4F8ULsqiscMbdjTfaYNWOggGCkUeN8wlb3hReC/9gXXlDnHQEYzatAe+3qjHTSkyRt15pMdawBpq5lkoQj8zfzd4YKtUZHgTff5E45Ol8Ia2KmsBC9X/l3/vjevcoX/aGH+PvuuAPuGvUiNOG/f0JYU3pSv2NN3lgPSvuZRbkkiczcTILYEZDTqi9WzI/bDdi9LhQPEhNJrZ0HFsbfqJBtdpycRbiMbdkS/ZMR57bVrsFkTrElGw6WI0phTUKjoGRZOK7GAyG+yOmJXVijx7GmvukdFA8xr2W3A5/+NABeWCMca3RCOda0tcFhU3dr2bWlHoRjjUmYNo37XdtkLxxN+uYlKseaDmJ+LIQ1ggyCEwm7bMB3vsOf2NwMrFmDlV9eh3O2/5h+skcfDZuOUVio3szuditeAKEMDfGPsSJ2u9JmqK4Wohq9CGGNQKCDhn0vYOWgeocutRmjsxOY2bwVM069y995770AFCdUrYUIseHKNNjmJFBYs307f+L69bqfWyAQxI8kAZdfriiY/WzcaF43rbgJ41gDGFOA1ILdlRRoTFNFSWqnUyZyzTXchzF3sAszm7cGblPX53AMDACLD/6Vv+Occ4RLUKrQiIIaGUnBe9GALX46RgkrQ4sIhP3ikBOzL4bHzgz2nZ3BOKg/8LtZG+dvgizZ0vcaEQG/KMnP+LhSDA39fNjtmaWL9H8WSKHWyy8Ht8w//TS3fX4kvxLtNasy9vNkBPa7PovuikXRnZybCzzwgLbQN1EQwprylp26shzdbqCm7SP+joULrbl1UBAbhJNMXkdsjjVuNzBtoAk2mdmaWlUFFBTE9JxmJrRRcWIWzUIhmQAAIABJREFUEQf13HPRP9mzz3KHjs9WXCbF1zEJaAhrWFHv5GT8Mceawpr+fkVdHEpODr9jR0BDrPXzepPjWFO//S/8wUsvBSorMTmpdmuXJKC8POa3lZkUFvIDodsNR7/aZpf9bukhdN1ROEI41ghhTfIg8lSyTx7W9RT+z4LN58H0rj38CcQ8WiBIV0j3veuuAy66iD/5+HFMa9RwXPz+95UoiDBIEl+KZPe9sgkmYp6beQhhjUCgkzMe+TqkkCILtSO+s92HjVu+zt+xdCmwSSkuSxLtTl1UZG5HCOecGfBJzNDR3Q29XS52ged0AnjvPf7EMApSgUCQWObOBe64QzHauu22NN/4G8GxJpHCGs1Gltjtp01xsaL8Yliy/8+Bn/UKawYHgUVU9u4//IPedycwCkJYY3bHGucYIawpLk7Om4kTv7DGlVWAY3P57xd++1ugrQ146SXurn1LleJEpgohWMea8XHarSaTdgH5PwvNMy/AZBazhWtwUBHUAMDvfsc99siCqyFLtox0QDKK0koH/nbdE7xIjuInPwHq6pIvrFmwADLz5ckZ7+eiZMLhcgF1bSIGKuMhnGQKu2JzrHG5MiMGyk9oo/3ovCv4E3bvjs4GcnBQMyYSEA2HpKAhrLHZ1OO5ETHHnLDcL6zR2hiSSROgeKCENf1tfAZFlETtWOP1ouytp/jjU81HNmK5tDSzxOKGQfx97e3q74zXG/OfO7JjjYiCSh6EsCa3+ZCup/CPs+U9h+H0MBl+paWiNijIKFhh6MQElLnFb34T/STznnuAb34zqlPZ4froUfXt3l71bYuYVAsMRAhrBAKdZB/YhbP2PBq43d/P5+pl/+VxOv/yW99S2T+sWMHPazduhKmLyFn5TgwVEY4JOgqgANFItnno/G7hWCMQpJS6OmDDBsVlK62hHGtSJKwJXAPa2viTKQvhTGXKljqURYeehN2j/LEGB/ldBOGQDh1ERQ9R7LjuuljfoSBeKMeakU5TCWvYwqdjbIg/ySLdpND+9u7ln+FPePJJJbOasdkaLqjGyZlKfESmCmtYx5qxMc6Ehdtlle74PwteexYOLbyWP+GXvwT27Qs6IYWwZ/mtqucQ6MfhAMYWnIlnrn4MPsmufeJnPgN84QsAwsxHEoXdDixfwR2WP44+DsrtBmqFsEZAiF6Ke4/HFKnhdmeWsCb02jQ4rQETC/nvZFSuNS+/zM0Phgpr0VGjRFVYRGNsbTSENQB/PY1XWMO6atj9lxlqZ4NwXI2ewkL4itRfFrvXDXR1aTwgPFELZrdtg6NX/RpeRxawWYnzZIU1lZUxvR0BUcuR2lo5kVKscVChjxNRUCmG2DFd0KJPWOMfZ8kYqLPOEoJFQUZBOtYAwOzZwDPPRMzc7rvn34EHH4z6ezNvnvr28ePquU9fn/p+YcyXeQhhjUAQA5duuRfFA8FdO6pNGW1tWProvfyDli8Hrr9edcjhAG6/XdGOLFoEXHstsGRJgt60QdjtwEBJ/HFQbPRJduM+3jK2pASYP1/nOxQIBIIYoBxrUhQFFSh4UcKa2trEvRGrsWkTZxORO96PBUeCxX82C14LWQbqthMxUOvXCzFTKiGFNeaKgkpXYc3R+VdivJDJLPV6yebazjPvhGxTOipmFocnkmgdazKJ0ObNzjM/y5+wbRvpTNlXMgct9edwzyHQT1kZsH/pP+IPN76IwSLmWuZ0At/+tuJENVVg1JyPJBBpJW9j79sRvbDGNeFDXev7/B1r1sTztgRWg3CsKe07HtP8XVNYQ7xGOsA2KgYvuJo/6ZlnIj/R3/7GHTo85T4GWGYqZG2SKKxhG/8BYc3/z955x7lVnen/eSWNNH3GHveGbTAGg+nNVJNAChAgQBqkkGRTNm1T2JJNspuyPdkN+9slm2U3m4SQTU9IWRJCKIHQezcY9zH2zNgznl6l8/vjSjO655wrXUlX/fl+PvpYOvfcq+PRLee85znPS8fVglErLX+vXK1Yk/h+rv/YdG3dse61sxeuPqZeuNCoTvxgiyt0m8KafNNBuR1rLKmg6FhTOiyONe2vBCysIaSO8BTWAM5q4PvuA445xtivf97huPmaX2P8ur/KSYy2dKmTwS/F1BSwffvcZ92xhsKa+oPCGkLyIDo+hKt+8lY0TDtCkH2p/ur0NBLXvB2NY/3mTtdfnzbaTDtW1HGpefObHe1NpSMCDHVZhDXpT5cs2KxnI49Y0kCdcYbL4YcQQoqGZdlV89jc0qxiCms8c9QnA6EubAHTeqW11eomc+KTc65y+uo6L0ZHFDY8831zw1VX5ds6EgSWVXWtIz0YGcxzGV8R0IU14VGLsKZKlmmni0Pi4Sie3PyJrPtMNzThodM/Nvu5XoUQdKwxST8Xdq86G5OHbzArjY4aRQ+e/iezQa96PZ+CIhXg23bEa/H/Pvoynv+nXwFf/rKTfmv3buALX3CNtUqeCgqwTgzk4ljTsP1FNE0cche2tDgpmEn9sGaNESxvH96LyUPjOR+q3lJB6c+mA2deala6+2674D/F4KBVeLvlqMtn37e1GZtJ0GQQ1ujCZ11wkSs5CWvoWJMTYvt72f6uPtB/Z6sAPpEAfmKmgXp6/Ztmf2c61gSETVizZ08gwhqlnFcKOtaUGYuwpnP/lpzyfKWuPwprCDH7q0aM/uSTgaefBu66C/jyl/GHy7+Cb73zTvzbR17Ey0e8LudFTiLmWv8nn3T+jceBQ9rwc/783I5Pqh/OWBOSJyu7H8Sbf3glolMjjrBmchJ4+9sR+v3dZuU3vQnYvLnELSwew4vWmoU5ONbYBnehBx8wKzINFCGkVFiWXbWMlkZY4xnwomNNdt7zHqPo8G23oX2oG4B/Yc3Y3Q9j4YEt5oYrryykdaRQmpoMUUpIxTGz/0CZGmRiTCyMWPKPVckybd115eHTP5o1cv7QGR/HWMvc/bNehRB0rDFxnQsi2PeBz2fdZ7xjMR4/ac7dpl4dkIIiPcAXj8Tw8vqLgeuuA975TuvkSslTQQHWiYHQk4+5Z4cy0PyUZQx56qkwZqlIbROLWSfvZ17yv/gnheNYs9XcUCeONQdXnWjmAE4kMPDvN3v3q3/0I0NNOtY0H7tWnzf7HfX2DCwLNmHN3r2AUuV1rKGwJidklfn3SuwuorDm/vvTVos6xEMNeHH9pbNplXXHGgpr8sR2LQTkWKNfk210rCkvy5ZBaYrShqkxoLvb9yFmZgBRCSzZ/4S5kcIaUmdkdKxJEQo586/XXYcHz/oUdq45f9ZZOZ9+qG6A8OKLwNAQMDDg1si1tdVvHKyeobCGEL9YRiDrXv4NPnzDBmz42oehNm4EfvhDo874vKXA175WihaWjLFFhaWCsgZt77c41ljs4QkhpChYhDXNYwcgyuktFxp8zISnY41NWEPHGjebNxvB/5BK4PinbgLgX1gTvvlbZuF559G6vBKwBADDffvzzj0fNL4ca6pEWKMHK4YSrVDf/JanZa467njcde5fz34OhazmjHWBLqyxOdbU26SiHlzqO++qrKL5R97yz5hpmPtjMkBVGLoltZ4LXqcsjjXHHIN4xP1FoQN9dtc+C23PWdJAcQxZn1iEL4mXLM4zWUiMT2LegCW2sX59Pq2qeHTHtfEJAd71LqPezH9/C1+7QeG22yy6t299y6j/zMZrEA8713aVdIOqn85OszM3Pg4MDjIVVBVhFdbsLKKwxpIGatvhr8FkYwcGBpz+7FDa8CYUYsqLvCliKqj0MWl0agTRKc0VsqEBmDcv9wOT/BCBWn+UWf6C/3RQMzPAvP5tiE1pebDb2mpW7EuIF76ENWkEschp5Ur38y4eB+68EzigrfPjM7E+obCGEL+sWWONLnYM7cFJD3wNstVc1ZSQEF7+3E3AggWlaGHJGF9SWCoofRDfObHfFOaEQsBpp+XROkIIyYPGRsOjPKTiaBwfAFBax5pIBE6Pfb/FvpfCGjehEHDttUbxyY/diFBiBn19Pha9T0yg41ZLGijLcUkZsAhrWof32TLIlIVaEtZEIm5hTDwOzFz4euC//suMxG/ciMkf/xLxyFyEop5FEMbE5LgjrslUp9YxJvGmBfj+972fY+9+N7acfE3GY5Dc0C2pswlr9P5ISf7+DQ0YWHmcWf7QQ75273jB4lhDYU19YknVJNtyF9Y079uGkNJUA0uWVM2zPFdsqQzxznca9RYe2ILDdv4eDzwAbEk3eXzuOeC++4z6T55w7ez7Gv3TVR4inumgii2smRUG7N5tVqZjTW5Y/l4qD8capXwIa5SypnF7bsObADj9Bn2hSldX/QrpC6aIqaDSr8nWYYtbzZIlnoslSHGQDWY6qMTz/oU18bhHGqgTT3SlciWkHshFWJNIuJ9/Ivk5sYqYw8onnwQefthdRhe3+oR3YUL80toKfPe7OXVE/+/i/0DjJRcUsVHlYWKZJRXU9u2+Lbv1wd3KbktAdONGJuImhJQWWzqoMSeSVExhjR44aWgA0NNjztjPm2faIhBHAKM9mzsHd+GoLbdgctK9ws7KL36ByIg7QW68qQW46qpg20nyw5KupHV4H4aHy9AWC/plGrIJa7R0VpWKiHmLmZgA8N73OrNof//3wKc+5YgjHn0Uk4vcgf96FkHYHGsorHF/npqCM1l0zz3A2WfPbWhqAj7zGeDGG8vjmFLDdHa6Pw8Pm5Oh6ZTr7z9w+KlmoWWi3mBwEO17njPLzzij8EaR6sMirAlteynnw7Tve9EsPMqy6rxGsD2/sHYtcO65Rt1z7v07AMAzz6QVfuUrRr2xw4/FviUnzn6msKaElElYEw7D6RTbHFcprMkN299rj0WwlIWZGXeINhy2zMVv2WIsckxICC+tfwMAJ92FLqyxhEyIX2zCmr17EQm5B5SFOta0jlgWaDENVMmRoy3Cmmdzc6zxFNYQUmfEYu6w7+SkGYtL35ZONJq/rvCkk0zhjO4tQGO++oTCGkJy4aqrnPzRWSLj8VADbrnsm3js5Pfb5oOqHrVoMSajre7CsTH7INqCPohfvtsirMliFU8IIYFjkZm3jDoJxUsprIlEYE+BsHx58RpRzRx2GHDJJUbxGQ9+FYCPdFCWdI3Dr7nSEdSS8mMJAraN7MPIiKVuGdAnFkLDg2alKppRsmUQAOBMsv3FXzgTaG95CxCNUgSRhh/HmpaW0rWnEvCcxDv8cODee4GdO4FHH3Vu0n/zN0AkYk8XS/ImEnE/ypTKLDYt19//0LFnm4V+hDUPPwzRFnZMHXYEZ/3qFYv4Jbpti6WiN0oBnT0WYU2NpoEC7M8vAMCHPmTUPXz77Vje/RC2bUv2f156Cbj5ZqPe7td9wDWDUUXdoOrHQ1ij38/1xW65YhXW9PSYB+7s5IK5XLEIa0J7c3es8eVC96tfGUV7Vp6J8SbH8q6/H+jtdW/nyvwC6Ogwr4epKbROuPOKFEVYU4uTE5WOTZT7vEUQ7sHMDLB0v0VYc9JJBTSKkOpExHyOecXpg4xThULAa16TuV2HHZb/8Un1QmENIbly5ZXAk09i8Nw3WDfvWH0+bnz/o3jyhGtrdgwZjQkOdlmCS1v8Ba70B9zi7feblWjhTQgpNZaJmObR4jvWWC2abUJFCmu8+fjHjaJVe+7H8r0PZxbWPPEE8PvfG8Uz11wbXNtIYdhSQY3sr1zHmpHqTQUF5GaxSxHEHHSsMcm6Ov6ww4CTT3YpjsqSiqjG0V1rDh2y1wPK9/cfPv4ss/Cxx8yLSOcBc3HG5EkcQ9Ytlgmsxl25CWvicaCrz7JPHQlrZi+7q67C+Ip1Rv2Lfv1RTI3H0b1HAZ/4hDkDPH8+tmx6t6uoirpB1U85HWv2WMQfdKvJHYurSah3f84/WtY0UIBVWPPSurkFK3SsKQKW37d90H3tFJoKqm3EkgqKjjWl59hjjaLQc8/4dvuPzyi7Yw2FNaRO8Rur0uP3sZi9nl+OOAJYZ3aJATjdnFqc+yXZobCGkHxYtw7xn/0CX/34Lvz08pvw2wu/jF9c/j94+Dsv4tvvuhM9i5088TaXx1ogFgMOLLAor/MQ1oTjU1iw81GzEh1rCCGlpkJSQUUisAtrbIFS4nD++cBxxxnF597zNzh4MMN+119vFPUu3IDmizYH1zZSGFZhTQWnghqubmGNLhCZXblugSKIOWwptHRXJQprsu9DF6Tg0YU1gxZTrRTl+vurFasw2K4NnGdmgEceybyjRRgbP5XCmrplzRokIu6Z4+hAr2O54JPpaaDrYH2ngpp97ofDeOaSTxv1l7/yCC7+vw9BPvsZ4NZbzQN+4hM4OOG2aNPvQ6SIUFhT/TQ2YrzdbQsjStkdbTOQVVgzMGB1h3vpyDlhTX8/sF8zP6FjTYFYJgraBrtdn+lYUyOsXYvpmPt5GBoeAnbt8rV7Y+9uNI9rfZjGxprukxCSCb/CGr2PU6iwBnBca4x0igBOtWQ0JvUBhTWE5Mn8+UB4zSo8ffw7cP+Z1+Hx49+N23Yc6apTq2PIaLQwYU36AG/JvicQntZmrBcudFIOEEJIKSlTKig96MVUUHkg4qya1Vj/0i8RedjiigYAW7cC3/2uUfzoWR9HU3OeCXhJ8CxebBS1jPZWbCoosTnWdHSUpjEBUIhjTT2LIEIhc3JSX+FLYU3m+vG4+3oKhZITdaQg9NtPJseacl3TjU2CPSstrjV/+IP3TpOTwP3m8z1+1rkBtoxUFQ0NmFxxuFn+okUo48H0lMKCA/WVCsomrElN0D561NvRt+BoY59THr8Rq7779+bBli8HPvlJ4z5DYU0JKZGwRp/4D4cB7N5tVly1qrAvqlPGF1iCyTbhUgayCmtuu80YyKjVqzGyaoPrGKOj7mPMn59TM4iORVjTMuheVFWoY00rHWsqg1AIh1ZsNMufesrX7l27LG41xx+fDBgSUn/k61gTxJh24UJg82Z32apVwDHHFH5sUp1QWENIARyuxW30yZWaFtbYUkH5DFqlD+JXdpsW3ti0yZWTmxBCSkKZUkHpgRPPVFB0rMnM295mDd4ed/OfmrYiAPBXf2U8uMea5mPPudfwEVRJWIQ1rSM9FetYI1XuWMNUUPmjWwDrExot7gWLNU+uk3i284n34sLJJRVUua7pWAzYvepsc4NlJf0sDz5o3KBGWhYhvHGDxw6kHphem//iHwCY2deHpokBd2Es5qSuq1FCIfPZnxLXHBxqwC/e8F9Q8HkzvuEGzESbXX00karSF1c/5XSssS0MqVUb7yIzudASTLYJlzKQVVhjSQMlF1+MxUu8r/cVKyh6LhjLYqmWgcKFNXSsqUwGVx9vFj79tK99u3YzDRQh6ej9Va84fdCpoFKcc44Tdt64ETjrLOCaa+wuNqQ+4E9PSAEceaT3tra22hWEB5kKauUei5MA00ARQsqBNRWU41ijB6aCxJoKio41uROLAZ//vFG8bMf9SHztP9yF998PfP/7Rt0HzvgkWhbWma1EpePhJFWxwpohS56VKhLWMBVU/mTKrW2buKx1cp3E4/lUHHJJBVWu3yAWA3bbHGvuv9+cvU1x551G0c7VmxGNUY1Vz8TXFSasSWyxLBRat67mZ5J1R7XxcUeEF48De1adhd9d8A/ZD/KxjwGXXWbcY9raav7PV1l4CGt0UUWhY1ursGYfXTKCYnKJxeknSGFNIgH85jfmTpdcklF/sWZNTk0gNiwxneaBYFNBtQ1brkUKa8rCyFozXblfx5qFeyisISSdfFNBBTWmFXFMLK+8ErjwwuAEO6Q6obCGkAJYu9bb1n3jxtpdZRmNAv1d68yVS93d8DPTlf6AW+HlWEMIIaXGOoFffMcaa9DL5lhDYU123vEO4GjTsl7+4s+BZ55xPhw6BFx7rVFnpGUxHjrjT6pJA1EfLFhgLANpmhjA6ECBS20DIj2IGYpPQ3QlikhVWZUwFVT+ZBLWNDXV7rjAi0Ida+r9fAqKXFJBFcM22w+xGNC7eCMmo9pFNDgIPPqofae77jKKdq4+v+6ds+odtb4wYY3YHHhrOA1UCj2mNTYGHDw49/m+M/8UT1z2eSivB9mHPgR89asAzHsM00CVGC/HmgblKiqKYw2FNYExvWy1WbhjR07HyNivevZZ90UOOJ3VzZttZqGzrFuXUxOIDUtMp6k/6FRQFscaXotlYfzIPB1rlMLS3Q+Z5RTWkDom31RQFMCQYkBhDSEFEA4DZ1tcq6NR4IwzSt+eUhGLATORRgzMsyxXeOmlrPunBnjtg3vQMeRW5iMSAU45JYBWEkJIjthSQY05wprpaUApY3MgWB1rmAoqPyIR4IYbjGIZHXWWFNxwA3DRRcDWrUad35/7OUxFWzNOjpMyEA474hqd3l5rhq9Skx7EjE1ZxMXt7VXlD6s71jAVlH8yifK8hPi1DIU1lYHNscbr3qn/BqUKQsZiQCIUwa7DzjU3/vrXZtngIPCAuThj55rznT4UqVtCGwoT1oS3WurWgbBGf/brwhqIYM97/hp3/PW92LL+Mow2L8R44zwMnXGhc43ecMNsX4fCmjLT1mYKuqen0TjuTnEWtLAmEgGFNQEys2K1WbhzZ07HyOhY8/vfmzucdRbQ2OgprGlro+lJIFjSozUdDC4VlCTiszEsF5kUU6RoTB650Sx8+WVgdDTzjtu3o3nMLX5TjY3OKm5C6pRyO9YQkk71RHkJqVA2bXJeqcU7sRjw1rdWlet/zqQeSPmmg0oN8Fba3GpOOKE+Zx8IIeXHI+UM4IhqipUOyki9MDNmRqXDYWv7iIXzz8f2C99vlvf0AB/5iHUyrnv5aXj0lA8CqO3nd9XicW1mi0eVgvQJ6tjkkFmhyk4oPVjBVFD+ySTKqyLTosAoVFhT70KtoIhG3ZPmiQQwMmKvW07HGgDYesTrzY02Yc2vf23MOg22r8DQkiPrzhmKuIkcYxHBbNvmW0UQ2fqCWVgHwhr9GTU6appZdHUBcvZZ+P5bb8GX/7QX//jn/Xjoi78FXvc6V70Bt36DwppyYFE/NB5yO1jQsaayia+yLGLM0bEmo7Dm7rvNHTZvBuAMu2zP//Xr6899sShYHGtiAQhrUtdky2gvQkpTUM+fT8uGMhGe146BTu16VmrOTdkD9cCDZuHJJ3OAROoa/TZGxxpSTiisIaRARIDXvtZJKf2WtwAf/7iTIqqWmRXWdOUnrEkN4lfssQhrzjyzgJYRQkgBWB1rDkKSgYlCA5Be6IGT6IFXzEpLliQjlsQPuz/yZfQtMFNC2ZhqbMMtl38bKuT8fatMB1EfWFbYtYz0+Mk+WXRcwpqJQbNClZ1QTAWVP5mENa2tpWtHpZCrsIZCreKhT2x7pYMq1zWdCna+vM4irHnkEaBPW3n9858b1V488lJEY5zxq3diizsx0qL1GeJxR1zjg+hLlomuY48NoGWVjf6MGh62C2v0oZJ+adrKuroKbx/JEYuwJjZQZGHN1Lh9YYjNdZJkRR222izctcvbcs6Cp7BGKeCee8wdzjsPgOM+tGGDe5MIcPrpvr+aZGLBAkMcERkbdi3QKMSxxpoGilZDZSMWA/YvyT0dlHrITAMltZwagRAf5OtYQ2ENKQYU1hASEPPmAUcfbdro1iKpB5LVscaWl1wj9YBbtec+c+OmTQW0jBBCCiAWM2ZGQyo+a51dVmGNZWUT8aZteTu+e/X/YbDdtFp20dCAX1/7Q9fzrMp0EPWBxbGmdbTH03WhVChVe441TAWVP5mENR0dpWtHpRAOu1c2x+PmRFw6FGoVD/02ZBMlKlXeVFAAMDBvLQ50ae4gSrlda6amgFtvNY7x4vpL6/4eRJwJ4QMLLTGK55/PvvPgIKL797iKVCjkBHlqHP35NTKSv7Cmt9f92bJugRQbyyR6tN892V6oE6uRCupgj1lp0SIuDMmTcFcnxhs1Vez0NPCKJU7ggaew5vnngQMH3BubmoBTT539eN55TowbcLK8vfa1vJYDIxSypvhuG5pzrSnEsaZthM5RlUQsBvQstghrHnss844PWhxrKKwhdY5fYU25XFhJfUFhDSEkZzKmgnr22az7T00BDVOjWLrvcXMjHWsIIeUkQzqoYglrjFX6fXvNSpbgC/GmowM4NG8NvvHeB7BnhYdgc8kSqNt/h2dXuC3sq0wHUR/YHGtGe8vuWKMvGm2atghrqkxRwVRQ+ZPp3lGPqTBEcnOtobCmeOjn5pDlVjU97WhYUkQiztxPKUgX8FjTQX3ve3Pv77jD+A9MRtuwc/VmnjMEIsDA0mPMDVlSLgAAnnvOKBpbekRdrJzShTX9/cBgmgmfiDPJvmCBWzB56JC7LzA97TYtEeFkfFmwCGsaDhbXsSbSx8n8IIlGgUOdq80NO3f6PoansMaWBmrTJtfDeN484MMfBt73PieTMufzA8ayaKp9uDBhDR1rKpNoFNi39CRzg8WRZpaJCchTT5rltI0idQ4da0glUfRQiYhEReRcEfmUiHxTRO4SkedEZGfy9Vyy7Jsi8kkROUdEGBIhpIJJPZB6F1lskV98MfMsDJwB3oq9DyGktNH4qlXOixBCyoUl+tsy5izHLJVjTaTHIqyhY01OpCaxh9pX4H/e8wf88tqfAFdf7QQNL74YuP56YOtWTJ5+rivo2NBgDtZIBVChqaB0YU3jVPU71jAVVP60tHgvzK5HYQ1AYU2l4EdYU84AZDjsCHkA4IWjrzAr3H470JN0Q/jGN4zNLx/xOsQjMTrWEADAoZUbzcIsKRcAWMU3o2tqPw0UYKaC2rXL/bmz07lGGxrczzOl3MYXfX1ugV5nJ93syoJlEj1yIFhhjT5+DfVSWBMkQQhrPJ0lf/97s3IyDVQ6kYgTgpg/3/dXEr+sMF11C3WsmRXWDFuuRQprykYsBnQvtwhinnkGGB217/TEExBNGTfcvsx63hBST+ixKt2ZxquccQVSDCLFOKiINAEqI6tUAAAgAElEQVS4AsCbAbwKQLOtWvJfBeAoAOembRsTkbsA/BDAT5RSmWfpCSElJfVAmmiah8H2legYSrNMTiQc15o0G1GdqSlg/e4/mBvOPjvglhJCSI7YhDUldqyJ9DIVVKGkm4QoCeGJNVfg4s9eYay+H9Ls6tva3CtxSYVgc5Ia60V/mVNBGY41U4NmpSoT1sRizjWQmhibmnJWJdsEI0wF5SYUch4h+y0LRbu6St+eSoDCmspAd6OwiRLL/fePxZyJpD2rzsKhjlXoHNw9tzEeB77+dWfp/C9+Yez79MZrAPCcIQ5Dq48zC/041licd8cPrw9hjX6P0N1I0p9hCxcCAwNzn/v65vQTemooS/eNlALLJHqodz+Q9junXMryHffo50i4h8KaIInFgL2da8wNO3b4PobVWVIpu7Bm8+ac2kcKpAiONalr0upYw2uxbMRiwGjrYgx0rsa8QzvnNiQSwKOPWkVtNjebntWno42BKlLn5JsKio41pBgE6lgjImtF5P8B2A/gJgCXAGiBI6LRX7O7WV4tAC4G8G0APSLy7yKyLsi2EkLyJxyeswbfv8SSK/SppzLuPzUFrKKwhhBSiVgiwM2jpXWsCe1jKqhCaWhw3CNSJBL2Ffp6WZVpIOoHi2NNawU41uiTCrEacKwRyd9il5Pa9knEaNSx1K9HKKypDPw41pR7ZV8q4KkkhGeSQhkX//7vwKc/bcwUjrQsxtZ1FwGguI84jK21iGG2bQNGsqhxLcKaiXUW95saRHes0dGFNemki2l6NcE600CVCYuwRnr2GyJpvR/rF6VMcbnsp7AmSIqWCmrLFvNCjcWA007LtYmkEGzCmqHu2fcFOdaMMhVUJZHq33avsORTe/BB+0733GMU9axhPjZCGKcilUQgwhoRWSMi3wHwIoAPw9HB6wKanQB+B+BbAL4K4G8B/F3y/bcB3AEg3XA0tX8rgD8G8IKI3CwiRwTRZkJI/ojMdQ73Lz7BrJBFWDM9PoMV3Q+YGyisIYSUmxKnglLKDJxIryUYQmFNzqS71gDAoMVMhMKaKsGWCmq0/MIaIxXUpGW2Wj8RqwC/AQvrStg6x+bQvXRp/Tph5SKsKbewo5bRn21+HGtKvbIv/fseOeWPoSKaufKBA8BNNxn7PX7ie5EIO4oanjMEAMLz2jGgOz0oBTz3nPdOSlldbaaPqg/HmmypUP0Ka+hYUyHYJtH37zfEh3o/zi+GW02YwpqgiUZh3seAghxrGhpgd6vZtIm5kEuNRVjTFpBjTZstFRSvxbKR6pt2L/cprInHgbvuMop713G+hBB9fDox4U5BmoKONaQUFCSsEZFWEflnAFsAXA0gjDkxzVMA/h7AawB0KqXWKqVeo5R6j1LqU0qpzymlPpt8/26l1IVKqTUAOgG8FsA/JI+B5DFDAN4G4DkR+RcR0cxKCSGlJNU57MnDsaZzzzOITWkrxjo6gGOOCah1hBCSJ7aUM0VMBaUHTSIRQGx5RLjKKGc6O92fDx0y61BYUyV4XJcVJ6ypAccaAGhqcn8e90jKy5VAJkcdZYpoNmwoT1sqATrWVAZ6mpehITMIWe6/f3rAc6hjJUbecHXWfeLNrXhw0ydmP/OcIYBzLvUstqSDevpp7526u4GDB11FM+EYEmvqZ11fJtea9G5YJmFNT497Gx1rykQZhDXYx8n8ICmaY83dd5sVbaloSHGxOtYUJqyZdayxpYJiLKlsZHSsuf9+s0P+5JNG4Goy2or+w08tUgsJqR7CYfd4Tyl7fKHcC0ZIfVCoY81WAB8H0ABH/LIXwN8AOFIpdaJS6jNKqd8ppSxRZjtKqSGl1O1Kqb9USp0IYB2ALwLoTn5HA4A/geOOQwgpE3OONR7CGptkFE7xsm33mhvOOmsuvxQhhJQLSwS4OelYo6veg8AmrLEGJhkMyRk61tQQVmFNH0aGEoa4pZTo3x2bsJxkVXhS5WuxyzQszs99/vlzn7u6gBMs5o71gh7EyvQcZQCseMRi7r9nPA6MjbnrlNsxSP+993/4S1nz0+y9+s8w1rxg9jPvQQRwnmFWYU2mxT+PPmoU7V9yPBqaIpbKtUmm7kr68EgfKvX3O+OZ4WF3XzscprCmbNisgg4cQFTcSot8Ju8BU1jjOX6lsCZvIhFgcN5qc8Pu3b5/OENYE1F2xxoKa0qPxeKyUMeaRAKAUmgd4bVYSaT60/uXnICZsNbZ7e013fTuuMM4xq7DzkUoxk4uIYDdtSYdpco/riX1QaGz2IvhiF2eguMmc5hS6q+UUi8X3LIkSqltSqnPA1gN4K0Ankx+p+kJTwgpGamH0sD8wzHV0OLeODTk5DG3MDMDrNlxp7nhrLMCbiEhhOSBLRVUER1r9IBXU2LUzNEQibg92IkvdMcam7BG/1NXoQaiPmhsNH6ckIqjaewgRkY89ikB+sRCzJYKqgpPKqaCKoxzzwU+9jHg6quBD3ygvgUihQhreD4Fi+5aoz//yi1s0r9vtGsVcP313jucey52vPXTriKeMwTIIKx57DHvnSzCmleWnlJX55TXUKOlxXmliEbdfWylnLnB7m73fkuXJgUXpPREo+YPqhTaJty5uuhYU7mIAGhrw1iT9jvG48DevdZ9dIw4Q/dWQHfGjUaBMyxOGqS4WNJ8t470IBR3frR8U0FFp0YQndaU0/pNm5QUEecniEdi2L3KMu/xu9+5P99pzpfsWP0qPk8JSZItVjUz417rH4kk+ymEBEwQjjVXJd1pfqCUKtqaUaVUQin1Q6XUSQDelPxuQkiZSAWZlISwf4llKe4DD1j3mxqbweqdZr5Q1/JeQggpFx7OGEBpUkF1jFusexcvpqNXHuiONX5SQekTj6SCWGxq6sudDkp3rInahDX6iVgF+EkFlUh4WMwTAMD8+cCRR3KiXw98UVhTPnSNn/78K/fKPqsI673vBf7lX8yby+bNwM9+hqmEe5aB9yACOOfSK0tPNjc88YR3Z94mrFl2Sl2dUwsW2Mtt5ie6kWZ3N7Bnj7vMYshASonF7bR9zD3ODEpYE8GMo67y0QbiH890UNu3+9pfv901P3y3Wen0082OPyk+sZhx0xUotCXdZvJ1rGmzudUsWWLmqSUlJdXH3b7mAnNjurBmdNTqKrVjDYU1hKTIJqwp95iW1A+FztJsUEr9NJCW5IBS6icAjin19xJC5kgPfu5ZeaZZ4f77rfvFH34MjfrEU1sbcCrzhRJCKoAMqaBKIaxpG2VO7KDw41jDVFBVhEVY0zraY/yGpcRMBVU/jjU2UQ1jtkSHjjWVg34rqjTHGk8R1ic+AWzdCvzbvwFf+hJw++3Oat758+maRaw0NjqT0aPNWp9+ctKeDkopq7Bm37KT60pY45W2yVa+cqX78549wK5dmeuQEmMZP+rjzKBSQbWN95qp4Lu6eFMukFgM6J9/uLlhq791xvozMvagJQ3U5s25N4wEw/LlRlHbkONGlK9jTeuIJZZE56iyk+pT71j7anPjHXdg1oL3N78xBt6jzQvQs+R4Om4QkiRbrKrcY1pSPxQkrFFKxbPXKg7l/G5CiHuMbBXW3Hefdb/Qnb8zC88/nz7BhJDKwCqsOQBRiZKkgtJXEgJgMCRPdKOQwUF3zHdqyu3EEQq5re5JhWF1k+qtKGFNdMKi3qoBYY3NsYYT2sQP2XKgp0NhTXHRHdn0e2e5//4ZRViHHQZ85CPAZz8LXHDBrIpPb3M9iSCIN42NAETQveJ0c+PDD5tlO3cC/f2uoulII/oWbqir+9CyZXaBrE0go5dt2QK88oq7bNWq4NpG8sAirNEn3YNyrLG6ZHD8WjDRKNA/f525IR9hjVKI3He3Wem88/JqGwkAi61X+3D+wppEwkNYw0VaZSfVx31l6ckYadFiGhMTwK23Ou9/anoXvLj+MigJccqEkCTZHHHpWENKBfMKEELyIquw5tlnrfYADXffbtZ9tUW1TQgh5SAWMybCQyqBpvH+kjjWtA572PeSnGlsdE/UTU8DY2kpx21uNcy4VcHYUkGN9JQ1FZQ+sRCtEcca3RHeJoYo9yQ8qQ7oWFM5VGUqqCxQ4EdspALue5dbhDUPPWSWPfKIUbR/yYlIhCJ1JdZqbDSHHKEQcMQRZt1ly+BaPT897RavL13K9Kplx6PfnE6+whpf41cKawomGgUOBiSsmT+wDaF9mvqtoQHYtKmAFpKCCNixJpHgtVippPqnKhTGlvWXmxW+9z1gYMAqrHnh6CsAcC0yISmyLQLTx5B0rCHFouDpAxFZE0RDCCHVRfqDabRlEcaXaxEXpczAVX8/oo/8wTzYBZY8o4QQUi5srjWjfSVxrKF9b3CImK41hw7Nvde1n1Wof6gvqiAVlFVYo5+EVYCfVFB0iiB+oLCmcsgmrCm3bXY+whreh4iN1LnU7VdYc++9RtEry04BUH/n1Nlnuz+fdpoptgWcCb7DDvM+zpFHBtsukgeWhRnNQ8VJBUWXjOIQjQL9XfkJa5RyxxkO22lJA3XaaUBzcwEtJAVhEda0D3UDCDgVFK/FspPex31hw5VmhV/8wkl3qg26xxs7sX2NsxCZqaAIccjmWFPuMS2pH4JYl7tVRO4QkatFhKcqIXWCHuwe2GBxrbn7bvfnX/0Koo3CR7tWAkcfHWzjCCGkECzCmpbR3pI41ugBTwAMhhRAZ6f7c7qYRp9UrEL9Q33hkQqqnI416cKaUHwakSltuYxIVeYX8yOsoVME8UO2wFcKpSiSKDa5OtZUg7CG9yFiI3XfeWX5qebGl14CenvdZb83J5x3HXYugPo7p445BnjTmxxhzPnnA695jXfd44/33rZ+ffBtIzliGT82DRYnFVTLEF0yioGnY822baa6X0OPMazdfbdZiWmgyotNWJNMBRWPu13A/JBIeKRlYyyp7KT3cXeseRWmFmm/fSIBfPWrxn5PHn8t4hFnZzrWEOKQLVZVbhdWUj8EIawJAdgM4DsA9ovIDSJySgDHJYRUMHrw8+BRZ5uVfv1r92eLreErp73RnsybEELKhW0Cf6w4jjWGsGaQwZAgycWxhsKaCsdmaV9mx5r0iYXYpEcaqCrs4+ir03V7XYDuIsQf+njBJtICzMm9hgam5gsa/Rk3OOietNF/Gz1oWWzoWEOCInXuTjR2omfRsWaFO++ce9/fDzzzjFFl16pzEArV5wrxY44Brr7amXPPdB/esMEuwFu+nJqKioDCmqonGgXGmhdgIqY9wCcngT17Mu7r+m2VsjvWbN5ccBtJAdhSQSWFNUDurjWejjW8FstO+jg5EYqg54oP+drvsZPfP/uewhpCHLIJa+hYQ0pFkOEqAdAB4IMAHhKRp0TkYyIyP8DvIIRUCPoEyt6NrzMrPfkk8Eoyj+/oKHDbbUaV3rOvKELrCCGkAEroWKMHNPWAJwAGQwogk2MNU0FVGRbBW+uII6zJdUVfUKQvFvUU1lQhTAVFgsKvWIJCreLT1OQOyk9NuX+PahTW0LGG2HCtDF/9KrPCHXfMvU8X2SQ50LUeo62L+VzLQkODaXgRiwGXXFKVmuLawyKsiR0qTioo68IQjl8LJhoFIIKDeaSDSu9XdR7aifZBTYgTiQBnWlzHSelYscIoah/KX1iTSACtdKypSPQ+7p7Xvz9rnKBn81twYOGcu389Cn0JsUHHGlIpBCGs+SqAPq1MAGxMbtsrIj8QkdcG8F2EkApBfzANtq8ENm40K95yi/PvT35iPO1Gmxdg+HiL0w0hhJQTywR+82hpHGsaDzEVVJBkcqxhKqgqw+pY04vpaX8TsMUgq7CmSk8qpoIiQUFhTeUgkjkdVDUKa3jeEBuh0Ny5sH3tBWaF3/52TpH7q18Zm3esPh8Azyc/bNoEvO51wNq1wKmnAu9/P/UUFYNNWDNQHMcaCmuKQ+oe1G9LB5VFWJP+267eebdZ4ZRTqjJdbU3h5ViTfD7RsaZ20Pu4o00LgH/6J+8dWlrw0h+5t9OxhhAHOtaQSqFgYY1S6lMAlgO4AsAvAKS62Km1ozEAVwG4VUR2i8gXRWRNod9LCCkv1uDnRReZFb/9beffG280Nr24/jJEmyi7JoRUGDbHmmQqqKCdMdKDXpKII3qox6xEYU3e5OJYU6UaiPrBIxUUlCpbOqh6cqzR732c0CZ+0M+lyUn7c5TnU2mwpYNKUQvCGjqMkBSp83fX6vOQEC3esHs38Oijzizkrbca+2498mIAPJ/8IAKccQbwzncCF18MdHWVu0Vklq4uw+IgMjqEhumx2c9BCWsaD1FYUwxSz8WDNmHNSy9l3NclrNnFNFAVSWenkX+3YWYCTeP9AHIX1qjpGbSM6uveYR1Dk9Ki93GnpgC8733ANdeYlSMR4OabMTJ/lVFMCKFjDakcAkkFpZSKK6VuUUpdDmAFgD8D8AIc55oUktz2GQBbReROEblaRKgbI6QK0R9MU1MA3vY2s+LDDwM33ADcd5+x6fET38uAFSGk8vBIBaVU/gFIL9IDJs3jBxFKaJHKjg4j4EL84+VYo5TpWFOlGoj6oa3NiEo1zEwgNjVcNmFN+sRC4+SgWaFKT6pw2N3PU8oMUHBCm/ghHHbP68Xj5oQcQGFNqfByrEkk3Ne4SOlX99mENdnEzHTOIl6kgu6TsXbsWHO+WeFHPwLuugvoc09CTkcasWONkz6KzzVS1YRCdlH6yNwijkBSQSlld1ylsKZgUs+0gwvWmxtfeCHjvlkda/Q8bqT0iFhda9qHnXRQuV6fDQO9EGgdp64udo4qAP0nmJyEc4++6SbgP/4DOO00YPVq4NJLgQcfBC6/3Pj9mQqKEIdchTV0rCHFIhBhTTpKqV6l1FeUUscCOAPAjQD0cHcIwHkAvgNgv4jcICKnBN0WQkjxsCqujz8eOOEEs/JHPmIU9SzaiO4VZ7CPTwipPGypoMacwHvQ6aDSB8xW61661RREa6s7CDEx4Qy0Jibcv2VDA/VLFY+IZzqo4eEytAe161gDZA9YcEKb+MEm0LClFqOwpjR4CWtsAUgRlJRIxJ8IK0Ui4e5DiXA1L5kj/b7z/NFXmRVuuslZ/KOxfe0FmG5oBsD7EKkBLOPI9PFmEI41TeP9CM9oD/HWVudFCiJ1D+pbuMHc+OyzGfdN/bYdh3ahc3CXe2M4DJx1VgAtJAVjSwc1lKew5iBjSZWKpytjKAR88IPAQw8BO3YAP/85cPLJAMw+MPu4hDhkiy0wFRQpFYELa9JRSj2slPoggKUA3gHgDq2KAOgA8EEAD4nIUyLyMRGZX8x2EUIKx6q4BpzE2j54YNMnAREGrAghlYeHYw0QvLAmPaDZOmyx0WYwpCBE7K41ehqo9vbSTyKSPPBYeVuxqaCqOL9Yrrmr2Z8jXvhJ8cMAWGnwSgVV7jRQKXJJB6VPCDc08DlO5kg/h7cc/UYofal3Tw9wyy3Gfk8ef+3sezrWkKqnSMKa9An/thGmgSoWqb71gQVHISHa9M3evXNWrBZSv601DdTJJztOoKT8rFhhFOXrWBPrZyypUrEuTM6C/vtTWEOIQ7a05UwFRUpFUYU1KZRSE0qp7yqlLgSwBsAXAOzUqgmAYwF8FcBeEfmBiLy2FO0jhOSONRUUALznPY6FYQb6FhyNp457h/U4hBBSdqzCmjI51jAwWTC2iURdiFHF+of6wuImRcea4qA7OI2Puz8zFRTxix+xBANgpcHLsaZShTU2d6MUvAeRTKSfw6MtizB4gcW1RmNm/kK8tP4Ns595TpGqJ4uwJohUUNaFIRy/BkKqLzQTaUT//CPMCs8957lv6hnJNFAVToCONbEBxpIqFc+FyRmgsIYQO5GI+3pIJNxCYS7YIaWiJMKadJRSu5VSX1BKHQ7g1QC+CyAVMkmtMYoBuArArSKyW0S+WOp2VjoiEhGRV4nI34rI7SLSLSITIjImIntE5P9E5E9EpDOPY8dE5H0i8tvkcSdFZJ+I3CMiHxeRnGcJRORsEflvEXlJREZEZFBEnhOR60XkuDyOt0REPiMiD4lIb/L/vktEfi4ibxXR5fwkaGxBcqWSG77yFc/9EuEIfvmGG6FCzqoxBqwIIRWHRVjTNH4QkogX17GGqaCKQqfWE7I51lBYUyVYHGtaR8vnWJM+sRCbGDQrVLGwhqmgSFDo55IfxxqeT8Wh2oQ1uTjW8Jwh6ejn0t63XZd1nwNv/Sji4bkTiecUqXpKkAqKjjXFI/0e1LvoWLNCBmFN6rc9zOZYs3lzYQ0jwWER1rQPdQPIXVjTOEDHmkoll/5tCj0VlG68R0g9kylWxQU7pFSUVXyglLpLKfUOAEvgpIN6EHPiGkm+VgD4THlaWJmIyAcA9MBJrfWXAC4AsByOIKkJzt/sIgDXA9ghIu/I4djHAngMwI0ALkweNwrnNzoHjqPQMyJyts/jRUXkvwDcC+C9ANYBaAHQDmADgD8B8JiIfCGHNl4J4DkAfwPgNAAL4fzfVwG4FMD3ANwtImYPlQRGOOykA02RSKR1/K68Evjc58ydRHDfO2/E7lVzpw8fcISQiiMWM2afQiqBpvH+ojrWMDBZHGyONbZUUKQKsIjemkf7KjcVVBWfWEwFRYIin1RQPJ+Kg35LGhx0FkZUo7CGjjUkE/o5fHDNKcBb3+q9w6pVeOXqT7mKeE6RqqcEwho61hSP9L5Q38JjzApZhDXtg3swf2C7e0MoBJztK5xPSoFNWJNMBaULK7LReIiONZVKPsIaOtYQ4k0uwho61pBiURG3ZaXUMBwhx40ichSAfwJwCQCFOaENmeNEAPOT7xWAFwDcD2AvgDiAI+EITNoBdAK4SUQ6lVL/lumgIrIawO1wRDQAcAjAT+Ck7VoK4IrktlVw3ITOU0o9keF4AuBbAN6W1tbfAngYzrl3HoAzk+//SkTCSqnPZmnjxQB+ACCl1d0O4OcABgCsT7axCY4I6Dcico5SyjvxLMkbEefhlJ4aYGoqrbP3xS8Cp58OfP3rwK5dwPr1wCc+geefORNIG3szcE4IqUgWLTLyBbWM9WFqypzYL4SsqaC4yqhgbI41+oofOtZUCbY0bWN9lZEKasoirKniE0tPBZVNWMMJSOKFn/Q+FNaUhqYm51pNTaZOTzu/RzUKa+hYQzJhdcr6+teBxx8HXnrJvTEaBb79bUyGml3FfK6RqscmrBkNNhUUF4YUj/RnotWx5tlnPfedngbW7LjT3HDSSVUt/K85VqwwitryFNbEbMIaxpIqAr1/62exHoU1hHiTSVhTKeNaUvtUzG1ZRFoBvBXAewCcDkeEQbzpA/A1AN9WSu3QNyZTQH0LwGXJoq+IyG+VUi9mOOY3MCequQ/AZUqpg2nHvA7A/wK4HEAbgJtF5DillFd37+2YE9WMAHijUup3WjvfnmxnGMBnROT/lFIP2A6W/D/dhDlRzdcAfCz9+5PioN/AEdkcC+AfAXwgw/+ZFEA06hbWTE4CzenxqIsvdl5pTD1mHoMQQiqOhQuBl192FTWP9jEVVBVic6yhsKZKsTnWjPVhdNQJPpU64FRPjjXp/T2AuauJf+hYUzmIOLelgwfnyoaGKicA6SdtWAqK+0gmrIK+jg7gnnuAT34S+NGPnE74mWcC//zPwBlnYPoe9z68D5GqpxSONTZhDcevgeBKBWVzrHn2Wcd2Tsz1yNPTwNodd5j7MA1UZWFNBeUIa3IVvjUfositUtH7E1NTThwhlCGPCIU1hHjjJaxRyhw/UlhDikVZU0EBgIhsFpGbAOwH8J9wRDWzm5P/7il5wyqbbwBYrZT6vE1UAwBJl5Y3AXg6WRQF8H6vA4rIhQBelfzYD+DKdFFN8pjjAK4BkJpp3ADgXR7HC8NJ1ZTik7qoJnnMm+E4FKX4R682AvhTzDn1/AHAR3VRj1JqJ4CrAKSGiO8VkXUZjkkKwNY5zAYD54SQqsDmjDHaW9RUUNbAJIMhBWNzrOnry1yHVCjW69L5McvhWpM+sdA4MWhWqCFhjT7xztzVxC8U1lQW+m3JJqwpl1COjjUkKDyfYYsXA9/9rqMWnZgA7rsPOOMMAOY5RbEWqXoWLzaKghfWMP1MsUh/rh3sOhLxsHZT6u0Furut+05PKazdboTggQsuCLCFpGCWLDHUFc3jBxGZHs/ZsaZpkCK3SkUk9/kTXVijLwwjpJ7x6udPT7sXvzU08NohxaMswhoRWSUinxORbQDugCPWSPlcSPI1DeDHAF4PYE052lmpKKUeUUqN+ag3DeA/0oo2Zaj+zrT3/6mU6vE45hiAr3jsl85mOCmjAEcY9T8ZvvvLAFL/n3OSrjMukmml3pFW9CWlVEKvl2zjs3BSWAGOu801Gb6bFEA+eUK5upAQUhUsWmQUOamggv0aOtYUn/Z290K+kRFgLK0XFYkA8+aVvl0kDzwca4DyCGvqybEmm7CGjjXECz8uJBTWlA6bi5vuSFUNqaB4zpBMZHuGIRw2TjjGKUjN4eVYoxyD+Fwn7lO4UkENc2FIsQiH5zQXiXAD9i8+waz08MPWfWM7tphpuqJR4OyzA24lKYhIxCqAaxt+JTfHGqXQbBPW8FqsGHJNB6Xfn+lYQ8gcXvGFSlksQuqDkglrRCQmIm8TkdsBbAfweTiCmXTPQgHwLIBPAFiulHqzUuo2pRTTQuVPuqNNl62CiIQAvCGt6IdZjvljzKXqOkdEFljqXJb2/qcZ0kVBKTUAR2CV4o2WaicCWJl8PwDAIr138aMsxyMBkKviWikGQQkhVYJNWDPa60tAmAupgEnD9Bga9Yn5SATosj66SQ6Ew5n1DYsWZbbhJRVEBseaIYuupdhkFdZUcY6xpib3Zz1IwVRQxC9+xBIUapUOm2PN6Ki7rKWldO1JpxBhDUUQJJ1c0oqloAsSqTna2owOXSQ+hcaJQwByTzWTImsqKE7mB4LucrF3+WlmJQ9hzbzHLCHzTZvK94An3tjSQbgzZA0AACAASURBVA3vzU34dugQItPuwZpqaqrqsWitofcpsvVLmAqKEG+8BPSVkt6Y1AdFn0YQkVNF5GsA9gG4GU66If17h+CkgTpNKXWcUupf9TREJG/Se2h9HnXWAkj1toYxlz7KSvK3eSH5MQTgOEu1k9Le/yF7M3Fv2vsTsxzvfi+3Go/jbRARhkWKQD6K63SZXDhMSzZCSIXiIawpViooq1vN4sVUfATEsmXe2yw/NalUrI41BwClyp4KqtYda3RHC6aCIn7RxwuGc4SljMKa4mET1oyMuMtaW0vXnnSYCooEhZ/7jg5TQZGaQ8TbtQaFC2uiUyOITWkPkGgUmD8/vwMTg3yFNQuevsMsZBqoymTFCqOobWhvbtfnPlPglli81G3bS8pKro7/FNYQ4g2FNaQSKMpsjYgsFJFPisgzAB4E8AEAnXC70wDA7+GkElqqlPpjpdSjxWhPnfPmtPf3etQ5Ju39Nh+iFQB42WP/FBvS3m8N4HjpZVmPp5TqAzCY/BgBsN5HG0iO5Kq4plsNIaRqKJGwJhXEZxqo4mJZCDaLxX2ZVCrNzc4rjXBiGo2TgxXgWDNoVqghYU16kGJmxi0qCoUY7CPe6O5HukgLMMcQDIIVD1sqqGoU1tCxhmQiayooCzynSE2SQViTbyqo2YUhtjRQS5ZwMj9A0mOm3ctPNys8+qj5Q05PY9Fzd5l1X/3qYBtHgiEIxxqLsEYtpnNUJUFhDSHB4dXPZ0yBlJLAhDUiEhaRS0XkZwC6AXwZjhhC71G/AuDvAKxTSp2vlLpZKeVjmEtyRUReA+C1yY8zAP7Ho2r6SKvb5+H3eOwPEYkBmJfjMT2PZynz28b0epydLAK5dgwprCGEVA3WlDNFdKzxCkySQLAsBJuFwpoqw+ZaM9pXVmFNOD6FhhltOBMKVbXdeqZUULY0UJxDIV74EdbQsaZ06Hq/ahXW0LGGZIKpoAhJkkFYk0i4ReJ+SU34tzENVNFJvw/1d61Dol1Tx46MAC+84C67915Ex90Do0RrG3DqqUVqJSkIm7BmqDs3Yc0rrxhFamkGy15ScnJ1/NeFNXT7J2QOv441jCmQYlKw3lFENgB4N4C3A0gt7xYAKvkSOKKOXwL4BoDbfDqikAIQkSVw/t4p/k0p5eX00pb2ftSjjs6Yx/62z36Omel4elkQbbQiIo95bDrK53fWFbkGrLgKjBBSNVgca5rH+krrWMPAZGAsW+ZM/KenIwSclT8rV5anTSRPFi4Edu1yFbWM9WF4eF3Jm5KajIhOWvJQtbdXtdokUyoopoEiuUDHmsqis9P9ub/f/TkcNn+zUkHHGhIUDQ2OvjX1nJ6edsQAmSammAqK1CSW8WT6uHNmJvd+XGrC37owhOPXQEl/LioJYWLjqWi+73fuSvfcAxx77Nznn/3MOM7kua9BEy0vKhOLsKZteC8GC0wFpXgtVhS5OP7bRI8U1hAyB1NBkUogiF7Vs5gT0CD5HsnPz8FxSfmOUupAAN9V8YjI3wN4Y4CH/Gul1A9ybEMTgFsApNZnPwng0xl2SQ+d+Z0yTL9VNWvb9FCcn2NmOp5+zCDaSAIg19zlXAVGCKkaSpAKSqk0xxqmgioq0SiwapWhx8Dhh3PipOrwcKzpKYNjTWpiITZp+fIqTgMFONdFODz3f5yZcfpxDQ1mIJArgUgmsglrEgm3SEKEY4RiEos5jjS6S02K1tbyaQLpWEOCQsQ5n9LvNxMTmY3kKNYiNUkGxxqgMGENHWuKj/7bjJ1wlimsuf124EMfct4rBdxyi3Gc6UveaATqSYVgdawpPBUUlvBarCRy6ePqv30kUtXrdQgJHK9FYBTWkFJSDLnyMIAfAPiGUurhIhy/0lkKYH2Ax5uXvcocIhIF8BMAqeSr3QDeqJTK5CWSHt70O6RKvzWNadv0dYhRuEUuuR5PP2YQbbSilDrZVp50sjnJ5/fWDUwFRQipWRYsMIqax/sxMz4NIJhIe7q9qzUwSWFNoJxwgltYIwKcdVb52kPyxJambawPw8NOLLmUQafUSrLGyUFzY5ULa0SA5mZgOM2MZ2wM6Oiwp4IixIvGRrdj2MSEc+2EkkmpbUItBo+Ly/z5mYU15YKONSRIGhtNt7VMwhqKtUhNYhPWjM4Ja3KavNf2oWNN8dHvQ4dOvRAL8AV34Z13OoGFSAR49FGgu9u1OR6KQF10cZFbSvLGkrO6bXivkQooI5ZUULKcqaAqiVxSQem/Pc2mCHGjL9wZS876cgEYKSWhgI4jAO4FcC2ApUqpD9SpqKasiEgDgB8CeH2yaB+AVyuldmbZNd2/PkOowUW6A4zuf69/9nPMTMfTy4JoIwmAQlNBMVhFCKlYIhGgq8soDvUHZ8CXPmBmKqjic/zxwNlnO4Ow9nbgiiscFxtSZXg41sTjcwPqUpES1tSiYw3gCGvS8QpYsD9HMhEKZU4txlzopcfSvZmlWoQ1FEGQbBTqrkuxFqkJLMKatjRBTE6T90noWFM69Gfb4PrTzDHG0BBw773O+5tvNo6xc/X5aFjYaZSTCsGaCuoVxKcTlsoeWBxrZBmvxUoil1RQ+n2ZaaAIcaML5VNxKjrWkFIShObxHwD8j1Lq5QCOVfUopa6FIzAqKUlRzQ8AXJYs2g/gfKXUSz52T5/NM6XSdtLr9aRvUEpNisghAJ1pdQ/me7xitJEEQ67BKq4sJIRUFQsXAgfdj6+GgV445nSFk1VYQ8eaQAmFgAsuAF79auczHRGqFA/HGsCJK2dajR40GYU1HR2la0iR8CusoRCCZKOpyS2mGR+fu1YZACs9tSCs4biSZEO/lzBWQeoSH6mgcmXWsYbCmqKjT8ZPxBuAV73KTPf0v/8LbNoEfOc7xjGeP/pKrOL9rHJpbXXEUkNz48lwYgbh/l4APuNBFmFNaDmvxUqi0FRQhJA5YjF32vKpKUcgz7gCKSUFO9Yopf6SoprykiaqeWOyqAfAq5RSL/o8xPNp79eKiJ/z4oi0989lOea6Uh9PRBYASM1oxAH4/VuQHGAqKEJITbNokVHkCGuCIX1lLAOTpUOEopqqxuZYkxTWDJfYnzA1kK83xxqmgiK54mXXDFCoVQ4qVVgTicylCAOcCV+vSV861pBs5CKsUYrnFKlRiiisaWMqqKKj34empgC8+c1mxR//GLjhBmBgwFU8HWnCc8e+hRPzlY7FtSbWt9ffvkpBMRVUxZPL/AlTQRGSmVTa8nTGxiisIaUlqFRQBiJyqojw9C0yaemfUqKaXjiimhdyOMw2AIPJ9+0ANmb5zvkANiQ/JgA8Zan2eNr7s3y04Zy0909kOd4mkaxTYunHe14plUXyQfIhV2ENg1WEkKrCIqyJDvZBqWAOnxowi0qgdcRirLZ4cTBfREgtYXOsGZ1zrCkls441E4PmxhoW1jAVFMkV/VzKlAqKAbDis2CB97ZMoptiI2KOL3Uhn1c53UWITi5pqxOJuWc64Ai8mHqB1ASW8WTz2AGE4k5wTndG8ENGxxo6rgaKVVhz6aWmReehQ8B11xn7P7/hKsTbOrmopNKxCWsO+BTWDA9DtHzIM5EYZP68IFpGAsJ6LXtAYQ0h2bHFqtJjDADjCqS4FE1YA+AhAMMi8pyI3Cwi14nIBUknEV+IyEUico6ItBWxnVVLUlTzIwCXJ4v64Ihqnvfey0QplQDwq7SiN2XZ5UoAqW75H5RSByx1fp72/goR8QxLiEgngAvSin5mqfY4gO7k+/kAXp2ljVdlOR4JgELtlTkRQwipaCzCmpbRXkMkmC+p4zSNHURIaVHN9nZzpEAIyehYUzZhTZ051tBhhOSK7liTHvTi+VR6urq8x2HlFNYA/hducFxJspFL2moKtUjNEo0aN3aBmk2jmo9jzcwMEJ6ZRPN4v3uDiHX8TPLHKjZtabG71lh48IyP835WDaxYYRQ1HvQprLGkgRppXUKL3gqDjjWEBIseqxoddV7plDJNPKk/iimsSR3/KABvA/CPAG4D0CMie0TklyLyJRG5QkTWeuy/BMDdALZkEmbUI2mimsuSRSlRjS2Nkh/SE7F+UESsoyERaQLwp2lFN3kc724Ae5LvVwG4NsN3XwcgdTv8g1Jqh15BKaUA3JxW9Dkv1xoR2YA5cVAcwHczfDcpAKaCIoTUNB7CmkyrS3IhNWBuYxooQvyTwbGmolJBdXSYZVUGU0GRoMgkrKFjTekJhby7GdUirKETKslGLouAeD6RmiZDOqh8U0G1jlrcVhct4gxwwHi6XHz601lttV446nLsW3oShTXVgMWxpulgt6WiBUsaqJF2poGqNAoR1tBBjxATXTQzNkZhDSktxRTWxOG4mtheywFcBOAv4YhDtorIIRG5R0T+VUTeLSKvAnB2sv4SABcWsa1VRQZRzbP5HlMpdRscMQwAdAH4STLlU/r3NsERt6xLFm0B8G2P480A+Fxa0VeTv6kLEbkawF+kFf2FXieNfwKQShh7LoB/1QVXInIYgB8DSA0dvqmUeinDMUkB2AZ56RbKOlwJRgipKkokrEnPcz8LbbQJsePlWKMUHWsChqmgSFDowpp0x3o61pSHNWvMsqVLyy9somMNCYpcUkHpwhrGKUhNYRPWDDsLO/IW1gxzYUgp8BTWrFsH/NEfee43GW3Dby/8ivUYpAKxCGsa+/N3rBlt57VYafhNdQqYKfqoVyTERI9VHTrk7s+Hw4wrkOJSzFtzK4CNAE5Mex0HIBVW091G2gGclXzZOBrAb4JvZlVyA+ZENQBwK4DXicjrfOx7o1LKa9rhvQAeALAIjqjpZRH5MYBdcMRNVwJI9c5GALw9KaDx4iY4Aqo3A2gD8DsRuQ3Aw3DOvXOT35PiH5RS93kdTCk1ICLvBvATAGEAHwVwkYj8HI7gZj2AKzDnfvM8gD/L0D5SIKGQ85BKD1JNTprB8xRcCUYIqSqszhjBCWtS90QKawjJgbY2pwORdiE2zEwgOj2KoaHWkjYlJaxpnBw0N9aRsIYBC5INr3MJoGNNuTjySODuu91lRx9dlqa48OMyEo+7J4NFOOlATJgKipAkGRxr9AlcP8TjdFwtFZ7CGgD4yleARx4BHn/cVUeFw/jpG7+DgfmHA+D9rCqwCGuaB/IX1oxRWFNx6NcyU0ERUhh6fKGvz9zOjHikmBTt1qyUmgTwaPIFABCREBzxQ0poc0Ly35QzigBQMEU3ANBvKatXjtQ+vyuHfX8MwCqsUUptF5ELAXwfjpBpHoD3Wap2A7hGKfVYpi9SSikReSeAUQDvhvO7vi75SicOR1Tz2WyNV0r9XETeBuA/k+07HMAnLVXvB/AWpdSAZRsJkFyENVxZSAipKiyONc1jfcE71nDFHyH+EXFEb3vdwcbm0T4MD5dHWFNvjjXpaXxs9QjR0W2Y022a9cluCrVKw7JlwIknAk884XxesAA4/fTytgnw51hjE/cxcEp0mAqKkCSWcWXBqaA4fi0JGYU1ra2OQvZznwO+/31nuf5pp2H/R/4WLz5/zmw1CmuqgBUrjKIWv8IaSyqo0U6mgqo0CkkFRWENISZ6fEEX1jANFCk2Jb01K6USAF5Ivv43VS4iK+E4l7wBwBsBxOAW2DwAR+xBioxS6mkRORGOWOdNADYAWADHEeZlAD8F8N8ZXG/0400CeI+IfBOOuOYcAMvgiGm6AfwOwDeUUk/l0MYfici9cEQ/lwJYA8cRpwfAkwC+B+AHyfONFJlcOocU1hBCqgqPVFD9dKwhpLxYhDUtY304NLEGU1Ol61+kVvlahTUdHaVpRBHxK6zxElQTkiKTsCbdvQagUKuUXHopsHat83uccEJliJr8jC05piR+KERYw4loUlNkcKzJVVijFB1rSklWl4u2NuD6652XUoAIRrbC8W9PwvtZFWBxrGkZzN+xZryD12KlYRPJJS9ZA/2+HA4Xr12EVCt6zKC31/2ZwhpSbCpC86iU2gNHDPG9pMjm6wBeD2AcwNVKqZ+Xs32VhlJqc5GPPwngxuQrqGPeC+DeAI+3H8CXki9SRnLJXU6LZUJIVeEhrNkftGPNKIU1hOSEJU1b86izRGV4GOjqKk0z6tGxRilTWMPUPSQbrZqZ1MjI3Hs6IJUPEWDjxnK3wk2+jjWE6BSyAIhxClJT2IQ1o/kJa1J9XzrWlIaMjjU6yRl6CgWrkIULoRoaIGk/XmxiyBnYtrVl3nfPHqNotNMU6pDyEgo512L69Tk1Ze/D6in66FhDiIl+a0xo9goU1pBiEyp3A3SSIptLAPwIQBOAG0SEvXNCKpRCcpdzdSEhpKLp7DRGsbGpEUwPjnnskBupQGYbA5OE5IZFWNMy5ghrhnx5KgbDnLBm0NxYA8KahgZ3Xy0ed/pydKwhuULHGuKXfBxrKKwhNpgKipAkFmFNavypT+BmI1WfjjWlISdhTRIKa6qQUAhqieX62evDtcYirBlfsDKARpGg8Sv4ZSooQrKTLdxGYQ0pNhUnrAEApZQC8F4A/QCWwnGwIYRUILmsBOPqQkJIVREKAQsWGMWqt89SOXeYCoqQPMngWFMeYU1tOtYApshhZMScnKRjDclGY6Pbxnxqam5yiMIakk4+jjUUQRAbTAVFSJIAU0GlhDWtFNaUBP2ZmEofkwnez6oUSzqorMKaeNxaZ2z+ioAaRYKEwhpCgqOtzZ5KLQVjCqTYVKSwBgCUUiMA/heAALhYRNgrIKQCKSQVFIOghJCKx5IOCn3BCGtmU0FRWENIbmRwrBkeLl0zUpMLVmFNR0fpGlJE9IBEf7/7c2Ojo0EkJBMidtcaW2oxOiDVN0wFRYLCdi55TUgzFRSpaYogrKHjamkIh93C5EQiu8sQ465VygrLtFc2YU1Pj3ERT8Q6kGjJkj6KlAWbUM4GhTWEZCcczpwpj441pNhUehj04eS/AuC8cjaEEGInl1RQDIISQqoOi7BG+noDOfT0NBCZHkejnkYmHLY65RBCktgca8qUCiocn0LDjNb5CYVqZomM/t84cMD9mSII4pfWVvfn0VFn3JCeDz0aZfC43sknFRQnDYmNSMR9P0kkTCeHFEwvRmqa+fMNtVh0ehTRqZGchTUzM4Ak4mgZ7TE3cmFIUcg1HRQda6oTsTjWqD3dmXfqNrcPdqzkoocKRb+W/TrWpIvrCCFzZFrLlkl0Q0gQVPqjNn2midJ3QioQv1aGtkAWg6CEkIqniMKamRkPt5rFi2kBQUgmbI41ZUoFFZ20WOS0t2f2pa0iKKwhQaGvGhsZMd1qakSPRgqAjjUkSPymg6JYi9Q0Ip6uNdncT3TiccclMqQS7g3z5jE3aJGgsKY+kBWmsCbRncWxZs8eo2ioncKaSsXv/Il+X+aiA0LsZBLWdHaWrh2kPqn0R+2ytPdjnrUIIWXDbyooW7CqRuacCCG1jEVYEz4YnLCmzZafnqv9CMlMBseaUqeCMhynAEdYUyPoK316tdsfhTXEL7ZUUGPaCJ/CGkLHGhIkhcQqCKkpPIQ1+aSCarWlgeL4tWj4dblIwdR2VYrFscYmnMm2fbB9JR1OKhSmgiIkWDIJa2okMzupYIp2axaRIQBPA3gi7fWsUsrDfNXK+Wnvnw6weYSQgPCbCorBKkJIVWIR1kT6g0sFZXWsYX56QjKTwbGmlMKaRAKITVoscmpoFK9rhHo0538Ka4hf9FRQIyOmcIvCGkLHGhIkjFUQksQmrBnel5ewxrowhOPXolGoYw3vZ1XCYYeZZTt3Zt7H6lizgo41FUq+qaAorCHEjlfYraWFzz5SfIp5a24FsCn5SjEjIs/DLbZ5Uik1ou8sIhcCeBMABeAZpdQfithWQkie+LUyZACUEFKVWCbwGw71BXLomRmgzbbij4FJQjKTwbFmbAxQqjSueJ7CmhpyrNH/K3own8Ia4hf9XBocNINhFNaQfBxrOK4kXjAVFCFJPBxrRvNxrOHCkJKSq7CGjjVVypo1RlFo147MA9vubqNoqIOONZWK3/kTCmsI8ceCBfZyS7iQkMAp9q1Zf/I3ADgu+XpXskyJyHYATwHYBmAawEYAFyf37wZwVZHbSQjJE78dQwarCCFVicWxJnooOMcapoIiJA86O4Fw2JWAPDY1gsjMBGbQiKmp0ky01qOwRofCGuIXXURz6JAZDKOwhvhxGNHHmxxXEi8orCEkiUX40jqyH0NxS90MeKaCorCmaPhNH5OCjjVVypIlmGloRGR67kElIyPAgQPes8QeqaAa6VhTkeQrrKFQihA7y5bZy9klIaWgmMKaiwCcDOCk5CvlaaeLbQTA4cmXXj4N4McAjhGRcaXU3uI1lxCSD37zltOxhhBSlViENbGhYIQ1MzNc8UdIXoRCzoy8lpeoebQPQx0rMTZW/H6GUs7kQmxi0NxYR8IaCiGIXzo73Z8HB4HRUXcZzyfS0ODWTc7MOJOE6SvuOa4kfuEiIEKSeDjWMBVU5VNoKig61lQJIhjqWoP5+19wl+/YkZOwZqhjJVooxKhI/Irk4prgkY41hNhpbAQWLzbTla9cWZ72kPqiaBpWpdRvlFJ/q5S6Uim1BkAXgAsB/DmAHwDYCifNE+CIaFKv2UPAEf78CYCfAtgtIq+IyC9E5HMi8noR8TB8IoSUCuYtJ4TUNBZhTWOgwhoGJgnJC0uAsSUtHVSxUclRjNWxxivZcxXS0uLomLxoaytdW0h1o18Wg4OOa02mOqT+EDGdsMbH3Z85riR+oWMNIUlswprR/IQ1HL+WlkJTQfF+Vj0MLzDTQWHHDnvlmRlgn3ktDrWvyDh2I+VDvxaZCoqQwjnuOPfnxkZg3brytIXUFyW7NSulBgDckXwBAESkFcCJmHO1OQnAUQC8tLVL4KSIujjtGLuTwh1CSBnwuwqMKwsJIVWJRVjTNNybOde1T6angTablTZTQRGSHYuwpnm0dMKaRML5t9ZTQYVCjnhm0GLMA1BYQ/zT2Oi8UhPbMzPAK6+461BYQwDHuWhkZO7z+Lj7tspxJfELhTWEJPFwrNGdEbIRj3uMXymsKRp0rKkfRhbmIKzZs8ewNhlr6sJ0QzOFNRVKvqmgKKwhxJvTTwd27gS2bnUWZ1x6KZ97pDSU9daslBoBcG/yBQAQkSYAx8MttjkGQOqSSM1iqeT7VaVqLyHExJYKyjbfzGAVIaQqaWmBamyEpEXiI/EpYGio4BlApoIipADK7FhTL8IawPnveAlrauy/SopMR4d7YntgwNxOiO5Yo9/T9YkIjiuJF37TVjNWQWoei7CmbXgfHWuqgEIdazjBWD2MLlprFnoJa7ZtM4r65x8OwEmpSSoPv6mg9Psyf09CvIlEgGuucRZiRKO8XkjpqDjNo1JqHMCDyRcAQEQaAGyEW2yzEUCT7RiEkNIRiTgPrZRQPh53OoH64I0rCwkhVYmI41qze7erWPX2QQoV1kzG0TLaY26gYw0h2SmzY02q39M4aVGc1JjapLPTWRRpo7W1tG0h1U1Hh5kDPYVIzV06JE+ypYLSx5W6eIKQFH7TVlOsRWoey/iyZbQX8ak4vE3jTWamFdqGXzE3LFtWQONIJvymj0mhO9bwflY9jC7KwbFm+3ajaGCeI6yhY01l4vda1p3E6FhDSHb08SMhxaYqbs1KqWkAjydfAAARCQHYAEdkQwgpI7GYexJrctIU1nAVGCGkWhGLsCa+rxeRdUcUdNzoYB9CKuEu7OzkDBEhfqhkx5oas91YsMBe3tHBQB/JjXnzvLe1tnKFGXFobnZ/1oU1ujiC3SbihZ9UUImEe3W4CB0eSA3S1OR03NIsCEMqjsjgQQBm6mNP+vsd99Z0WluZG7SI0LGmfhhfYhHWWAQ0XuUD8xzHG/anKxOmgiKEkNqhajWsSqmEUupZpdRN5W4LIfWOH4tlOtYQQqqWRWawcXpvb8GHbTzENFCE5I1F7VFKx5p6SgXlJazxKifEi64u7201pkcjBZApFdTMjHvCIRTipCHxxk+cwjYJrae1JqQmsLjWWMejGQj3WtJA0a2mqPx/9u48zLKzrPf+766xa+oaek53ZyAJSSeBBEHmMCWKEAdAzkEISBhVXhUVRTjnVVQEFD14UNEDeDgSRRQnwEuFl4AgHJTJAGYgJGSgu5PuVPVUXfOwn/ePtXfX3s969rzW2ntVfT/XVVft9ayhFnRW7V3r+a37biZY41y8Yg3vkfmxtC8QrHnggXgJEynYCqoUrKFiTXciWAMAm0dbb7Vm1rFf7Z382QAqNVJimYo1AHIrEKwpHGsvWOOcNHQ6cGOSNlBAY0KtoBZnJGXbCmorBGuq/VqqFZIAQmqFsQjWoKRWK6hQtRpCEKiG+xRAmSSCNccDbaB4MCRV/u+xWsEaP1TT10fIIk/c9nEtDE1VDq6tSfffH984ULHmJK2gulqj1zLBGgDofu2+1d5lZi9K5EyaYGYvlnRX1j8XQFitm58lVKwBkFspBGvW16XRs4FgDTcmgcaEWkF1pGLNmfjKTRasmZqSRkbi4xdckP25IN8Cl+05tdpEYWupVbGGNlBoRiOtoPyJLe5TYNMKBGuCD3rU0PdwIFhDxZpUNVOxxg/WEBTMl95eaWbn5fEV3/pWfIxWULnjX4/Ly9EDdz4/WMO/JwB0n3aDNRdJ+gszu83MbjSz1H7Vm1mfmb3MzP5T0p9LujCtnwWgOY0Ea3gSDEBuhWYCp6fbOuTqqjQ6RysooGWhVlAL2VWsqdkKapOV3jCTDh2qHBsYkC65pDPng/waG6ueO+PtDyXDw5XL5X9b+g9rEKxBLa0Ea7hPgU0rFKw501zFGoI12WsmWBNqbYf86OuTZnYeiq+4887K5VOnpNOnK4bWegd0diy6FqlY051C7UtD17Pf+YuKNQDQfdp9q31Qkkk6JOlmSYfN7DfN7LK2z6zIzA6Z2dslHZb0p5KuKP7Mo0n9DADtoWINgE0tULFGD7dXsWZtrUrF7hyIGgAAIABJREFUGlpBAY0JtYJa6ETFms3fCkqSnv70jbyQmfTc5/JZDq3Zvz88zrwcSpptBQVUMzhY2SpsZWXj/bt8rBzBGmxagb8zR84ei10TtfRPE6zJGhVrto6GK9Z85zuxTU5PXCTX03vuOOhOjbSDohUUAHS/dn81XybpLZJ+VtKApD2S3izpzWZ2u6R/kvQvkr7snDvVyAHNbErSEyU9U9INxZ9xbrWkVUnvlvTrbZ47gIRQsQbAphYI1vTMtBesWV2VxuZoBQW0bMeO2NDw4kn1FNa0uNgn5yon05JWepJsqwRrxsak17xGuv/+aF4mUDAIaMiVV8YfvN25k1ZQ2EArKCTFLPpvpPz+xOJiZXtD7lNgywj8nTk6f0zr641XuBiYIViTtVD7mGr8YA0Va/Klr0+abjFYU2oDJVGxppuFruexsY3lQqEyAGzGvycAdKO2gjXOuXlJbzSz90j6DUkvkVTKxV5Z/PolSTKzByXdo6jSzElJi4qCMkOSpiQdkHSJJD9CX7olvi7pQ5J+zTl3fzvnDSBZVKwBsKmFgjUnEqhYQysooHX9/dLERKwM9tDiSc2P7NbSUvzzSZIKBal3fUX9a94sb29vvI/JJjE6Kl11VafPAnl36FAUpJmZ2Ri75prOnQ+6T61WUH6whr8pUc/QUHPBGiaisWkFKtaMzh3T2lrj/90PnAg8GEKwJlW0gto6enul6WqtoMqfGvGDNpJOTl587jVBjO7lf27150pC4bg0HxYCALQmkWJizrkHJL3czN4i6eclvVyS/6jmfkn1Pm2H3irOKmoB9T+dc/e1eaoAUkDFGgCbWiBY09dmsGZ1VRoNVayhFRTQuF27YsGa4flpzY/s1sJC+sGaqtVquPsFVNXbK914o/Txj0eX79VXS09+cqfPCt0k9LdlaT6JijVoVr17Ffw3hS0j8Hfm2NkHY21Hahk4EahYw4MhqQoFa6pV5qQVVL719kqnJy7UWu+A+tbLbqKfPBkl0kutkG+/Pbbv9O4rK46D7tRKsAYA0H0SzbA65+53zr1eUdWZGyV9VNJc2SZW56tkTtLHJL1U0l7n3OsJ1QDdi4o1ADa10g2MMn1nZjZ6wbRgdcVp7CytoIC2BK7N4YWoDEZ565A01AzWAKhpclJ6+cul179eesYzeLIWlfr6KicSCoWNvyUJQaBZ9e5VcJ8CW8b+/bGh7bNHtb7mGtu/UNC2U/z9mrXe3uh9scQ5VQ1DUbEm3/r6JNfTqxM7HhlfWV6l5o47Yqsf3rURrOFzdffyP2P416wfrOlLpCQCACBpqfx6ds4tSfqwpA+bWb+k7y1+XSHpIkm7JJWKr85LmpZ0n6TbJX1F0ledc6v+cQF0p1rluqVo7rl8/tmMD4cAcmRwUKujE+qf26iMYYVC9NTQnj0tHXL99Fn1r3m/LAcHo9Y2ABqzc2dsaGRhWlI45Juk9XWCNQCQluFh6cyZjeXFxShEQ7AGzWo2WMN/U9i0duyI/t4s+49+YHVeZ0+ekSYb+Bv0xAn1rFXeql8f3a7e0dGkzxSegYHKMM3KSjg0Q8WafCtVmpnZeUh7Hr6tcuXtt0vXXhv9I3/727F9p3ddETsOuo9/TfqfQfzQHOE4AOhOqU9tFwMyXyx+AdiEWnkKjC4JAPJkdcfeimCNJOnYsZaDNXqoShsofjkCjQtVrJnPJlhTKEiDS2fiKwjWAEDbhobiwZrJSUIQaJ5/r8KvaOeHtahYg03LLKpac++9FcPuyFHp4gaCNQ/G20Ct7jpPzOGnb2Cg8nfX8rI0MhLfjoo1+VZ6APXhXVfqSv115cqvfS36fvfdsQTV0sQeLQ7vOLdMxZru5X9u9T+D0AoKAPKBt1oAbat3s8r/446nJgDkzfrOeE96HTvW8vHsGGW0gbYFKtaUWkFlEqwJVawZH0/3BwPAFlDt70sq1qBZ9arr0goKW8qBA7Ehd/hIY/sGgjXru89r94zQAP/3kv97q4SKNflWqjTz0HmPja8sBWu+/vXYqjMHrqxYpmJN96p3LROsAYB8IFgDoG3+Dc3Fxajvbwk3qwDk3fruQOglVHWmQXY8EMrZGwjvAKguULGGVlAAkH9+GKIUrPF/txOsQT31qusS1sKWsn9/bMgeOtrYvoG/fdf2EKzJQr0qFyVUrMm3UsWaB/cFgjW33Rb9w3/5y7FVpy54TMUyFWu6FxVrAGBz4K0WQNv6+iqfhHCuMkzjf1D0b24BQLcr7E62Yk3Pw1SsAdoWagXV6Yo1BGsAoG2jo5XLc3PR9/n5yvFQKwygXCttq4FNK1Cxpudo6xVrCqGHT5A4KtZsDaVKM3Nj+3R21Lu2Vlelb35T+tKXYvtNX/T4imWCNd2r2Yo1pbAVAKC78FYLIBG1bljxZCGA3AtVk2kjWNNLsAZoX7AVVFSxptqTnEkpFKRty2fiKwjWAEDbCNYgKc0Ga7hXgU0tULGm51iDFWsCwRq3j4o1WWg0WEPFmnwrb+H0YKgd1C23SLfeGhuefsQTqh4H3aVexZq1tcplrmEA6E4EawAkotYNK8orA8g725dssKZvhlZQQNtCraDms2kFVbVizfh4uj8YALaAULBmba1yMrGnh78rUZ9/n6LUVqzEv1dBxRpsaoGKNb0PNVix5mg8gFPYw4MhWfDf6xqtWMOkfL6UB2IeOP9p8Q3e8Y74P/7u3ZqdOL9iiIo13avZijVcwwDQnXirBZAIgjUANrOe/YGbhoE+843qn6FiDdC2YMWabFpBra/TCgoA0uIHa+bn49Vqhocls+zOCfk0PFy5TCsobGmBYE3fsQaDNYcPN3Q8JM//vVStMietoPKtvO3PvY+4Pr5BqXxfuSc9SQVX+WGIijXdi2ANAGwOBGsAJKKZYI2/LQB0u979yVasGThBsAZoW6BizfDCtORc5yrWEKwBgLaFKtb4lUZoA4VG1KpY4xytoLDFBFpB9T/cYCuoQLDGHTjY7hmhAbSC2hrKAzHH916txdH4QyQxP/iDWl+vfhx0l3qtoPxgTXnYCgDQPQjWAEhErWCNP7nFzSoAedN3INlgzeBJWkEBbRsZiX2o6Ftf0cDKXEbBmjPxFQRrAKBtoWCNX7GGYA0asW1b5STjysrG5PPamiomJHt7mcTCJrd3r5zXJ6bv9In6pR4XF6WZmYqhgvXI9p+X9BkioNFgDRVr8q38vcpZj44c+v76O91wgwqFyiFaQXWvetfy2lrlMuE4AOhOvNUCSAStoABsZgP7dmi9x7vTPjsbf3y6EUtLGjh7omLImUm7d7dxhsAWZBZsBzWyMK2lpehJ9LRUrVgzPp7eDwWALcJv87SwEH3sKkewBo0wi/+3UgppUa0GW05fn5YnA1VSH3yw9n5H4u2i5kb3qXeQJFoW/N9NVKzZnPxg5+1PfFXtHZ7wBGnfPirW5EizFWu4hgGgOxGsAZCIWiWWCdYAyLuevh7Nj+6Jr2ilak3gxuXazr381Qy0ItQOan5ahUL85nKS1tdpBQUAaentjcI1Jc5J09OV2xCsQaOqBWv8+xT+k+TAZrS8M94OKhScqRBoA3Vm/CAT+Bnxfzf5v7tKqFiTb/719N2Lnyldfnn1HV73OkmiYk2O+Nfkykrlvx/BGgDIB95qASTCv1lFsAbAZrMwllA7qKPxPvZrewI3OAHUF6hYM7wQlapPsx1U1Yo1BGsAIBF+O6jjxyuXCdagUaHWYlK86gPBGmwFy7sOxAcDf59WCARrZrcTrMlKo62gqFiTb/71tF4w6a1vDW98zTXSi18cbUfFmtzo6al9PROsAYB8IFgDIBHVngKTCNYA2BwWxgNlsxMK1hT2EqwBWhKoWDOyEJU1SDtYs23pTHwFwRoASMTYWOWyX/CPYA0a1WjFGu5TYCtY2Z1QxRqCNZlpNFhDWDDf/OtpbU3SC18ovf3tlf0xr7hC+uhHz6UuqFiTL7Wu57W1ynV+ezAAQHfg1zOARNQK1vgTW37bKADIg6WJQMWahx5q/kChYM0+gjVAS6q0gpLSDdZUbQU1Pp7eDwWALWRysnLZD0EQrEGjqlWsKa+yK1W2HwM2q9XdgYo1LQRrZmkFlRk/9BdqBeVcvGINraDyxQ9RnKtE8+Y3Sy94gfSFL0gXXSQ94xkV6Rkq1uTLtm3SbNltBCrWAED+EKwBkAgq1gDY7JYnE2oFFbhx6fYTrAFa0qFWUG5pWX3r3mOhvb2khwEgIX6wxjcxkc15IP+q3asgWIOtaG1vIFjz3e/W3omKNR3VSMWaUKiGyiX5EmsFVR6Yueyy6CvAD9bw797d/Ou5fM6EYA0A5ENHgjVmtlfSLknjknqcc//aifMAkBz/JtT8fPTERKFQ+QeeGeVIAeTTylRCwZpAxRo7ELjBCaC+Gq2gQk9zJqVn/mx8cPv2yjLdAICW1QvWUCAMjaJiDbBhbf8F8cH776+9UyBYc3biIBP4GQkFa5yr/LPDD9tQrSZ/agZravBbQRF46261gnIEawAgHzIL1pjZYyX9jKTrJJ1XtsqFzsPM3iCp9FzJ7zjnUnzmFEC7+vujD4elD4SFQjSh5X/AHxxkzglAPq3u3BcfTCxYQ8UaoCUdqljTc/ZMfHD79vR+IABsMbWCNYODVEFF46hYA2xYO/+i+GALwZr5qYPJnBDq6u2N7rmWJt2di16Xh2f8YA0PNOZPT090v9y5aLlQiL7qBdioWJMvtVq7+cEavz0YAKA7pP7r2cxGJP2xpBvLhxvY9UJJ/4+i4M29kv488ZMDkKiRkco/5ubn48Ea/6YWAOTF2s5AxZqHHmr+QIFgTc9BgjVASwIVa4aLFWtSDdbMzcYHKZ8AAImpFaypV80GKOdXrDlbLDpHsAZbkdu9V2u9g5UtTc+ckU6dCv9ynZ2N1pdZ7+nX4vY9KZ8pyg0OVk66Ly1VBmv8VlAEa/LHLApRra1tjK2v1w/KULEmX2pVrCn/t5eoWAMA3SrVDKuZDUv6rKJQjZV9NeKPyl7/12TPDEAa/NDM3NzG02DVtgGAvFjfc158MBCSqalQkB58MDbcez7BGqAloVZQ8+kHa3rnA8EaKtYAQGIGB6sHHQK/+oGq/Lfn2dmoIoB/r4JgDbaCvoEenZ5ooh3UvffGhs6Mn6/efspiZKnWZHxomVZQ+dRsOyjn4sEaKtZ0t2Yq1hCsAYDulPZb7fslPbb4uiDpA5KeLmlC0idr7eicu1PStxQFcZ5uZuRtgS4XKrFMsAbAZlHYGwjWHD8efzyslpmZ2F/LywNj6p8aa/PsgC2qU62gQhVrCNYAQKICv+JrjgMhg4OVk8xra1G1GirWYCvq7ZVOT1wYX3HffeEdAsGak1MXUxUjY80Ga6hYk0/+deVXMPGFQjXW6CPt6Iha1zLBGgDIh9SCNWb2OEkvLi6uSLrBOfdq59znnXOBO9FBnyl+H5V0ZdLnCCBZjQRr/DLMAJAX/SMDmhvxSl4711w7qECFm9nxAzxVBLRqaip293Db8hn1rq9UPP2VtL75M/FBgjUAkKjzApnmWuNAiFm8W+PsLMEabE1RsOai+IomKtacmngEwZqM+VUu/CANraA2h76+yuV6FWv89VyX3a9WxRr/OqbyFAB0pzSncV5a/O4k/b/OuZoVaqr4etnry9s/JQBpCvUup2INgM1iYECa3X4gvuLIkcYPEgjWzI3TBgpoWW9vFK7xDC2cSLdiDa2gACB1Bw/Gx/r6pAsvzPxUkHP+W/SZMwRrsDX19bVfsebUJMGarPlBGf8BAirWbA7NtoKiDVT+VKtYUyhUVqwxo2INAHSrNN9un1n8vizpPS0eo3z2aW97pwMgbaHe5QRrAGwWiQRrAtvOE6wB2rNrV2xoZGE61WBNXyhY4z8ODwBoyyMfGX+y91GPYqIBzfPfoh9+uHJCcmCA/66wNfT2SqfarVhDsCZzzbaCotJFPjUbrKFiTf5Uq1gTqlZDWy8A6E5pBmv2K6pW85/OuVYLsZffsWY6HuhyBGsAbGYDA9LsWCAE02bFmoVJgjVAWwLBmuH5lIM1C1SsAYC09fdLP/iDG60Rdu2Srr++s+eEfPLfoo8dq1ymWg22CirW5BOtoLYGvxXU2lrt7alYkz/NBGsAAN2pr/4mLSs1hQncdW5Y+Z+2Kd4aB5AE/ymwM2fiQRqCNQDyamBAejiFVlALU4FjAmjczp2xoeGFGa2sRE/xpXHjv2/+THyQYA0AJO6qq6LKNbOz0o4dPL2L1vj3KvyP79ynwFbR2yudnqxSsca5yl+y6+vBSjanJh+hPWnOKCCGVlBbAxVrNr+hocrlUltKgjUAkB9p5lhPFL/vaOMY5weOB6BLhSrWzM1VjnHDCkBeJdIKKhCsWdpBxRqgLVVaQUlKrWoNFWsAIDsDA1GGklANWuUHa2Zna68HNqu+Pml+eJdW+r2bc/Pz0kMPVY4dOSKtrlYMLQxNaXnbOBP4GaMV1NbQbLCGijX541fIK92v4BoGgPxI8+32iCSTdIWZDdXbuIpnlb2+o/1TApCmwcHKD35ra9KpU5XbEKwBkFeJBGsOH44NEawB2hRqBbUwIyn+NGdS+hYDwRpm5QAA6EpTU7XX8xaOraK3V5KZZnZeFl95552Vy1XaQJ07DjLTbLCGijX55F9X9VpBUbEmf/yKNYuLUbEw2rkBQH6kGaz5dPF7v6SXNbuzme2T9ILi4hlJ/5HQeQFIiVntG1J9ffFeogCQF20Ha5yTHnggNry894I2zwzY4kKtoObTrVjTHwrWULEGAICuND4e3Y+ohrdwbBWl62Bm5+Xxld/6VuXyd74T2+TU5MWSmMDPmn8v1Q/SMCm/OfjvU822gqJiTffr7a18KNm56HqmFRQA5Eeab7cfKXv9NjM72OiOZtYr6c8kDUpykv7cOecSPj8AKah1Q2r7dsp3A8ivgQHp7PZAdZmHHqr/KJEknTix0UC5aKV/WOsT7XTNBNCJVlD9C2fig8zKAQDQlcykHTU+ck9OZncuQCeVAjEzOw/FV/rBGn9Z0kmCNR3hB2X8qpy0kdkc2m0FxXWZD6GqNVzDAJAfqQVrnHNfl/S3itpB7ZD0BTN7Rr39zOxSRdVunlkcWpL0zpROE0DCalWsmZjI7jwAIGkDA9Jq/7AWhrxa8uvr0vHj9Q8QqFZzZvwC9Q+QOATaEqpYU2wFRcUaAAAgSeedV31dIKMLbEobwZpAxRq/FdQdd8Q2md51RcVxkA1aQW0NzQZrqFiTT8PDlcsLC1SdAoA8Sfvt9nWSHlBUdeagpE+b2VfN7B2Szi9tZGavN7O3m9m/SLpD0rWKAjlO0uuccw32WADQabWeAqNvOYA8Kz0xEmwHdfRo/QMEgzXnq7+/zRMDtrrAbNhwyhVrBkLBGj7oAADQtQ4EPsJLUesNKtZgqyi1mplupGJNIFgzsyvaj2BNtuoFa5iU3xz8VlD1CiNTsSafQhVraAUFAPmRarDGOTct6QcklZqymqTHSHqjpMsVBWck6V2SflnS0yT1aiNU89+ccx9M8xwBJCvw0Pg5U1PV1wFAt+vtjZ4ACgZrjjSQAQ4Ea06PXxC7eQKgScFgTVSxxi+TnpT+JSrWAACQJwerNKjfu5en/LF1mEX/vZ+cukQF8/7DP3pUmi1+xp2fj/396mTnKt0wgZ+tbdsql+u1giJYk0/tVqzhuswHWkEBQL6l/qejc+4uSd8j6b2SlhWFZvyeB+aN3yXpBufcb6d9fgCSVStYs2dPducBAEkzi/64nR1LLlhzZuICKtYA7arWCso5LSyk8POWl9W3Vnnny/X2xu+QAQCArrFzZ3iy+YILsj8XoJP6+qT1vkGdmnxEfOVdd0Xf/eo1kk5PXKDV/qiHCRP42QoFa1zxcWXnqHaxWTQbrPEr1hASzYdGKtYQjgOA7pXJ261zbs4591OSLpT085I+Kuk+SbOS1iXNSLpN0vskPV/SFc65T2RxbgCSNTVVfV6JYA2AvBsYoGIN0HWGhqSRkYqh3sKati2dTqcV1Gy8Wo0b2x6l7wAAQFfq6ZEe+cj4+BVXZH8uQCeVJu9nQu2gbrst+v7Nb8ZWlW/P37DZ6u+vDF2srUmrq9Hr1dWNkE1pWwIW+eQHa+q1gqJiTT4ND1cuLywQjgOAPMn0Y5Zz7rhz7t3OuRc45y5xzk065wacc7udc492zv2kc+5jzpV/HASQJ2bS+efHxycn6ZAAIP+qBmu++936Owe2oWINkJAqVWtSqVgTCNZo+3gKPwgAACTpKU+pnHg8dEjav79z5wN0QikU8/Duq+Irv/rVyu9lju295txrJvCzZRaejJdoA7WZ+IE1KtZsTo1UrCFYAwDdi3w5gMRdfvlG9diSSy7hQW4A+TcwEIVhYu67r/7OoVZQ4+fztB+QhF27YtfYyMK0FhcvTf5nhSrWkB4GAKDr7d0rveIV0f2KqSnpUY/q9BkB2SuFYh4873HxlV/5SvQ9EKwp355gTfaGh6WzZzeWFxeliYl4sIYJ+fxqthUUFWvyKRSs4ToGgPxgKgdA4q68UvrsZ6UzZ6Llnh7p8Y/v6CkBQCL6+xXuRX/vvbV3nJ+XTpyoGCpYr86OnUfFGiAJu3bFhoYXZnQ8q4o1YwRrAADIgwMHoi9gqypNvh8973vjK7/xDWluLvruIVjTWVSs2fyaDdZQsSafQsGaUmu3Eq5jAOhevN0CSNzAgPTSl0b9y/fskZ7//OB8FwDkTqkVVMG8Ox4zM5WPj/nuvz82NLv9gAo9fVSsAZIQagU1P63FxRR+Vik5XG6cYA0AAAC6X+nvz9ntBzQ3sqdy5cqKdPPNsbTG8vgundl+8NwywZrs+ZPxBGs2H//e0Npa7e2pWJNPtIICgHwjWAMgFbt2SS95ifRTP0V5ZQCbx8CAVOjp0+lm20HdfXds6OTUxZJExRogCYEE78jCtJaX6z/p17RQxZrx8YR/CAAAAJC8c5PvZjq6P1Be+o1vjA2dufR7K/q7M4GfPb9iTekBAv9BAn/SHvnRbisoKtbkQ6j61NJS5RgBOQDoXqk9I21mH0jgMMuSzkialnSrpK8452o8Dg4AAJCe0lMjpyYfoalTXvune++VHv3o8I733BMbOjl5iaT4U0kAWhCqWLMwIym62Tw6muDPCgRrbDsVawAAAND9yv/+vO+iZ+myb/9D5Qbz87F9pq++vmKZYE32qrWCIlizebTbCorrMh9CFWvqbQMA6B5pTuXcJMklfMwVM/trSe9wzt2Z8LEBAABqKgVrTk9cFF9Zq2JNKFgzFQVrqFgDJCBQsWZ4YVpSdNM50WBNoBWU0QoKAAAAOVA++X73Jc/RD3zy5+vuc+zqZ0snwsdANqq1giJYs3n411WzraCoWJMPjQRrtm3L5lwAAM1L++3WvK9q442uH5R0o6SvmtkrUz53AACACuUVa2LuvTc+VlIjWEPFGiABwWDNRsWaJLnTgWDNBK2gAAAA0P3K//48seORWj1wYe0dDh7U6X2HKoYI1mSPijWbn39viIo1m1NPT+1WT4OD/FsCQDdLcyrng2WvnytppzbCM4cl3SHpVHF5UtIVkg4Wl52i9k//LGmbpD2SHitprLh+SNL7zGzGOffxtP4HAAAAlGs5WHP33bGhkzsulUTFGiARgVZQI/MbFWuS5GZnK54IkCSNE6wBAABA96uYsDXT7HUv0I4Pvqv6Dj/6o1ovVH76ZdI3e36wphSoIVizeTTbCspfz3WZH6Oj0vJyeB3VagCgu6VWscY59wpJPympX9IuSeuS3i3pkc65C5xzz3HOvaT49Rzn3AWSHinp94vb7lIU/Hm5c+5ZkqYkvUxR4MYVz/2PzWwgrf8NAAAA5c4Fa5ppBbW0JB0+HBsuhXMI1gAJqNEKKouKNdpOKygAAAB0P78qxokX/oRksdh4xEx67WtjE/hUXc0eFWs2v2aDNX7FGlpB5Uet2wdcwwDQ3dJ+u/19SS+RNCvpWc65n3fOxXshFDnn7nHO/Zyk6yTNFff9g+K6defchyQ9UdLJ4i57FbWGAgAASF3NijX33Re/s1Ead65iaHZsv1b7oztjBGuABAQq1pRaQSVdsUZnAsEaKtYAAAAgB/zJ+4UDj5Re+9rwxq96lXToEJUxuoA/2V76G2dpqfZ2yA8/sLa2Vnt7rsv8IlgDAPmVWrDGzK6V9BpF1WXe4Jz7QqP7Ouc+L+kXFbWOerWZPbVs3f2SfqVs8+9L5IQBAADqKAVrFoemtDToTaQvLUkPPBDf6Z54pvjk1CWxYwJow8RE7E7i4Mqc+taWEq9YQ7AGAAAAeRWsivGud0k//MOVK264QXr3uyXFJ/iZwM8eraA2PyrWbB1jY9XXjYxkdx4AgOal+Xb7yuL3WUkfbGH/P5VUumv9Sm/dnylqFyVJj23h2AAAAE07F4Ix0/SuK+Ib3HlnfOzuu2ND5cEaKtYACejpqVq1JvGKNbOz8TGCNQAAAMiBYFWM4WHpox+VPv1p6fd+T/rUp6R/+IdzaQ4qY3Te4GBlcGJlJfq3I1izeTQbrOG6zK9aFWtqhW4AAJ2XZrDmiYqq1dzpnKtTuC7OObcq6Q5FVWue5K2bl3RncV38DjoAAEAKyqvLBIM1d9wRHwuEbU5MXSopallPf3ogIaFgzfx04hVrLFSxptadMQAAAKBLVJ28N5Oe9Szp535Ouv76aNnfpsoxkD6zcDsogjWbh39d1WsFRcWa/Kp1+2B0NLvzAAA0L8232/3F7yttHGPVO1a5meJ37mIDAIBMVARrdh6KbxAK1tx+e2yoFMrp76+4XwmgHbt2xYZGFpIP1miWVlAAAADIp2DFmjoI1nQHvx3U7Ky0urqx3NNDRdw8869NKtZsXrWq0lCxBgC6W5rBmoKiijKX1NuwhtK+hRrbLLVxfAAAgIY1XbHGuWCw5uHdV0nipheQqCxaQTknO0srKAAAAORTs+1mQtueqePzAAAgAElEQVQwgd8ZfrDm5MnK5aEhHtzJs2avTSrW5BetoAAgv9J8uz1c/L7PzK5rdmczu17SeYraSR0ObFJ6JHUmsA4AACBxDQVrnNtYPnIkeoyszEr/sM5MXBA7HoA2BSrWJN4Kan5e5t3BXO0fIiUHAACAXGi2KkZoG4I1nTEyUrl8/Hjlsh+8Qb40G6zhusyvkZHq/15TU9meCwCgOWkGaz5R9vp/mdmeRncsbvvHZUOf9Nb3SbpUUejm3nZOEgAAoFHlQZjZ8YNaGfDubJ09Kx09urEcbAN1pZxFH8GYiwcSFArWFCvWlOfd2nIm3gZqdYjOtAAAAMgHfzKXVlD54VeyKL/1EFqPfGm2TZt/XVKxJj96eqQdO+LjfX21q9kAADovzbfb90taKb6+WNKXzOz5ZtULElrkBZK+JOkRxeEVSe/1Nn2apNLU1teSO+XNwcyeY2au/KvJ/fea2X83sy+Z2cNmtmRmD5jZx8zsx8ysqf9uzKynuN/HisdZKh73S8Wf03DoquyYjzazd5vZ7WZ2xszmzOzbZvZ+M3tKs8cDAKAR5UEYZz2a3nkovlF5mObrX4+tfnj3lcHjAWhToBXUyMK0CgVpZSWwfSsCwZqVIdpAAQAAIB9oBZVf/oQ7wZrNpd1WUFyX+bJ7d3xsaop2bgDQ7frqb9Ia59y3zeytkt6qqLLM+ZL+RtIxM/ucpDslnS5uPiHpkKSnS9oryYr7OElvdc7d7R3+x8pe35LW/4Y8MrNxSe9rY/8fLe7vF507v/j1w5JeZ2Yvds4d9fcPHO+ApL+U5IdddhW/Hi/pF8zs1c65v2/geCbpNyS9WZL/cfHS4terzex9kn7aObda75gAADSqpycKw6wW312md12h/Q9+tXKjW2+Vnv3s6PVXvhI7xrE915x7TSsoIEHBijXTkqSFBWlwMIGfQbAGAAAAOdZsVQwpPsHvHwPZ8IM1q6u11yNf2m0FRcWafNm3T7rttsqx88/vzLkAABqX6sdg59zbzGxM0hsVhWRM0j5JL6qySylQU3r92865twe2OynpPZIKkj6T6Enn37skHVBU6aep6Tozu0HSX2kjsHKvpI9JOiXpMkkvkDQk6VpJnzCza51zp0PHKh5vUtL/pyg0JUmLkv5O0l2SJiX9iKLKRFOSPmJmP+Sc+0ToWGXeIemXy5a/KOlzktYkPUHS9yn6b+e1kobN7MedS6z4PwAAGhjYuIH10N7v0TXfuLlygy9/eeN1IFjz4P7vPfeaijVAggIVa4YXZiRJi4vS5GQCP2N2Nja0OkywBgAAAPlAxZr8qhecoWJNvjXbpo2KNfl21VXSLbdUtq2+7LLOnQ8AoDGp58udc28qVqj5fUUtoaQo+CBVhmhU9voeST9bLWThnHtTGuead2b2bEmvLC6+TdKvN7HvhKSbtRGq+SNF/wbrZdtcKOkTikI2V0n6bUk/UeOwv6uNUM23JD3HOXd/2fF+SdF/F69T9N/izWZ2iXMuPmMRbX+tNkI165Je7pz7kLfN9ZI+KmlE0ksl/ZOkD9c4RwAAmjIwIM3PR6+P7n98fINSsOb4cenw4YpVrrdXx/ZSsQZIRaBizcj8RsWaRAQq1hCsAQAAQF60UrHG34YJ/M6oF5yhYk2+9fREbYBKQQvnovBMtUo0BN7ybXxcuu466TOfif6tH/c46ZJLOn1WAIB6MikQ55z7Z+fcpZKeLekPJH1Z0nFFVVVWiq+/XFz3bOfcIxuoXIIyZrZd0vuLi59UFJJpxi9po/3TFyT9THmoRpKKoZgXSioVmnyVmV1a5Xwul3RTcXFV0gvLQzXF461L+hlJ/7c4tEvSL9Y4x98qe/3bfqimeMxbJP1C2dDbzYxCiACAxJSHYY7tvUbOvzN59Gj09e//Htt38eKrtNo/fG6ZijVAgoKtoKKKNWkGa9aGuIMNAACAfGi2Yk2hUFlRwSz6QvaoWLO5mTV3ffoVa2gFlT9Pfar0xjdKv/zL0g038LsVAPIg07db59ynnHOvd8490Tm3zzk3VPzaVxx7vXPuU1me0ybyPyQdlDSv2lVkYszMJL2sbOitzrlCaFvn3G2S/ra42CvpxiqHvVEb/339jXPu9irHK0h6a9nQy0LbmdnFkp5cXFxQVA2nmg9IOlJ8faGkp9XYFgCAppQHa9b6h7Ry6Or4Rp/7XFTT1XP2UGWFG4I1QIJ27IgNDS2ekLnCuSpTbQtVrBmhYg0AAADyodmKNaGqGEz+dkZfnzQ8XH09wZr8ayZYQ8WazWHbtugLAJAP5Fg3ATP7PkmvLi7+N+fcA00e4jGKQjmSdEpSfCaw0l+XvX5+lW1+pOz1R+oc71OSThdfX2hmj6lzvE85505VO5hzbk3S3zdwjgAANM1v37T4mKfEN/rkJ6VPxbPCJ6+5ruaxALRhcDD2GGePK2ho8WRywZrZeMfSNVpBAQAAICearVjD5H13qVa1xkwaHc32XJC8ZoJvVKwBACB7vN3mnJmNaaMF1L9J+sMWDvM9Za+/WK1aTZnPl72+wswqpgXNbFDSFWVDX6h1sOLP+2LZUChYU36ONY8XOMfQ8QAAaIkfhpl98g/EN7r5ZumuuyrHzDT96MpgDRVrgIRVaQc1N5fQ8QMVa9ZHCdYAAAAgH/yJe4I1+RIo0ikpCtwQrMg/KtYAANDd+LiVf78j6QJJK5Je1UAoJuTKstd319vYOTctqTSr0CfpMm+TyxW1iZKk0865mQbO4Z4q59PSOTZwPAAAWuIHa049+ulRpYx6HvMYLQzvrHksAG3auTM2NDw/nWorqLXhKo+NAgAAAF3Gn3xvpRUUOmfPnvB44PkC5FAzwRoq1gAAkD3ebnPMzJ4l6bXFxd90zt3Z4qH2lr0+0uA+5dvt9da1crzDNY7XyjHLjzdlZtQEAAAkwg/DLPcOS898Zv0dn/c8ra5WDlGxBkhYByrWrFGxBgAAADlBK6h82xu6ay6CNZtFM8E3rk0AALLXV3+TZJjZdknPlvR4SQckTUhq4PFuSZJzzl1Xf7Otw8xGJf1vSSbpPyX9VhuHGyt73ejzvAtV9k/jeK0cc8FbHpN0st5OZva1Kqsub+BnAgC2AD9Ys7Ii6VWvkj7xieo79fRIN92klS/XPhaANgUq1owsTOtoUsGa2dnY0PoIwRoAAADkg98Kioo1+XLhhdG/gf/vct55HTkdJKyZVm3+OirWAACQvtSDNWY2KOltiiqrjLRyCEku0ZNKkZm9Q9LzEzzkW5xzfxUYf6ekCyWtK2oBtRrYplFDZa9XGtxnqez1cMrHa+WYS97ysBoI1gAAUE8wWPO850kHD0qHDwf30XOfKx08qNX/WzlMxRogYaGKNcVWUM5JZm0eP1CxpjBGsAYAAAD50G7FGn/iH9kaGJAOHZJuu21jrLdXuvTSzp0TktNOKyhCbwAApC/Vj8LFKjWflXS1ooBMPeUBmnZve3fKPkmXJXi8SX/AzJ4h6SeLi+92zn2lzZ+xWPa60Wfnt5W99qvDJH280jFLwaxGjrnNWw4dM8Y599jQeLGSzfc0cgwAwOYWDNb09UlveYv06lfHd+jrk972to1tyxCsARJWpRVUoSAtLkrDofh2MwLBmvWR7W0eFAAAAMhGsxVr/PVM3nfe9ddLR49Kp05Fy894hrTNvxOOXGomWEPFGgAAspd2xvz/SLqmbPmLkv5N0vMkXawoSPMbitr0HJT0ZEn7i9s6SR+WdHfK55grZjaijRZQ90r6lQQOe7bsdaNVhcqnJc5665I+XmmsdKxGjulPm4SOCQBA04LBGkl65SulW2+V3vOejZX9/dL73y89+tGSpFWvvhytoICEVWkFJUnz8+kEa6hYAwAAgLxot2INwZrOm5iQXvMa6aGHpO3bg88WIKf866tW8I2KNQAAZC+1YI2ZPU5RSyQnaU3Sj5daGpnZVYqCNXLO/bq333MkvUtR1ZcbJP2Yc+6TaZ1n0pxzN0m6KcUf8SZJjyi+fq1zrqFKLHUcK3t9oMF9yrc7nvLxSsfcW7bt15o43qk2W2UBAHBO1WCNmfSHfyjdeKP08Y9Lk5PSD/1QVKfZ37aIijVAwqpUrJGkubkEbjrPzsaGCNYAAAAgL/yKNQRr8ml4WLr44k6fBZLWzPXJtQkAQPbSrFhzY9nr3ymFaupxzv2zmX1W0j9Keoakj5jZ9zjnvpP8KebSwbLXt5g11jHLzMrbbL3COfenZct3lL2u25HVzHZKKs0grEu6y9vkLkkFST2SJsxsp3Nups5hLyl7fXtg/R3aqH7USNfYescDAKAlfrBmednb4ElPir4CqFgDpCxQsWa4rGJNW5aXYxf8ek+fNDTU5oEBAACAbDRTEUNi8h7IUjMVpfyKNbSCAgAgfWm+3T6l+N1J+v1mdnTOLUp6oaQTkkYl/UGypwbPf5S9fpLVT+tcW/b6DudcxQyDc25JlWGdp6gGM+tR1Aas5NY651jzeIFzDB0PAICWDA5WLvtVaGrxgzVUrAESFihJMzIfBWvm5to8dqAN1PLgdvX0NhZ0BwAAADqtpycqtlriXHyCvhzBGiA7jQZrnOPaBACgE9KsWHO+olDNPc65h6ttZGb9oTY9zrmTZvYBSb8k6Xoz213rOFvIFxrcblTSj5Ytf7Ds9T3etv8h6Yii9klTkq6TdEuNY7+w7PXfV9nmY5KuKr7+L8Xlaq6TNFl8/YBz7j8C23xM0u8WX3+fmU04506HDmZmvYrakNU7RwAAmla3Yk0NtIICUlajFVTbFWuCwZpxngwEAABArvT1VT70sbZWvZoqk/dAdvxWUNUqSjlXuWxWGZgDAADpSDNYUwpKPBRYVz4FNSwpfpc68nlFwZpeSU+V9HeJnV1OOef+RNKf1NvOzC5UWbDGOXdTjWM6M/tzSW8qDv2KmX3aOf8jmmRmVygKykhRG6gPVTnshyS9WVFVpP9iZm9zzt0ZOF6PpF8pG/qzKud4j5n9u6QnShqR9AZvv3Kv0EbLrAck/WuV7QAAaJpfsabRYI1ztIICUjc2FiXWyi62/rVF9a/Ma25upL1jz87Ghpa2jTO5AAAAgFzp7a3827RWuxmCNUB2Gq1Yw3UJAEBnpPl8Zenjeejtv/yu9P4axzhV9npf22eEWt6pjf+/nybp3cXKL+eY2QWS/kZS6fn6/+Oc+3boYMUQzc3FxQFJf1vcv/x4vZLerY22TTPaqEoT8qby12b2Yn8DM7tO0u+VDf1351yNPw8BAGhOq62g1tcrS2z39HDzA0icWdWqNem0gqJiDQAAAPKl0aoYEhP4QJYaDdb47dv4mxQAgGykWbFmRlHVkPHAugfLXl8p6Y4qx9hT9nosofNCgHPulJm9QtLfKqoQ9DOSnmtmH1MUuLlM0gsUVRiSon+zN9Y57C9KelJx30OS7jCzv5N0l6KKRj8i6eLitmuSbnLOVateJOfc58zsd4vH7ZP0F2b2OkmfUxTgeoKk75dUKnz4YUl/0dD/AQAANKjVVlBUqwEysnOn9OCDFUMjC9Oan7+gyg4NCgRrlrYRrAEAAEC+NDp5H1pHsAZIj399VQu9cV0CANAZaQZrvi3pfEmXBNZ9o+z1D0r66yrH+KGy1ycSOi9U4Zz7WLEKzHsVBV8ulvQLgU2/KOlFzrlTgXXlxzthZt8v6S8VBWyGJb00sOkpSa9xzv1jA6f5RkUhnPIWYU8NbPe/Jb0u1M4KAIB29PdHRTFK7zBra9FNjXo3MvzKNv394e0AtClUsWZ+Wg+nUrFmO8EaAAAA5Eo7FWv8fQEkx7++aAUFAEB3SfM28FeL37eb2SO8dZ9SFI6QpBeZWSwYYWY3SHpZ4HhIkXPuryVdIelXFf1/fkLSiqTDkv5B0kskXeucO9Lg8b6rKPjykuL+h4vHO1E8/q9KusI597cNHs85594s6bGS/lDSnZLOSlqQdI+kDxTP79XOuQabcwAA0Diz1tpBUbEGyEiVVlDz8xuBuJbMzsaGlgfHuYkJAACAXGmmYo0fuuGzL5CeRq9NgjUAAHRGmhnzf5H0puLr5yoKQUiSnHMzZvZRSS+UNCDpFjP7sKQvFzd5WnFdjyQn6Tbn3K0pnuum45y7XxstkZrd95iktxa/kjiXgqK2TB9O4njFY35DUbsqAAAyNzAgLS1tLC8vS0NDtfehYg2QkZ07Y0MjC9NaX4+u23rXalWhVlCD4xqlYg0AAABypNGqGKF1TOAD6SFYAwBAd0vzNvBnFbX4MUk3Bdb/oqTTioIzA5J+XFH45g8l/VdFbX6kqLLNT6d4ngAAAE3xK9YsL9ffxw/WULEGSEmVijWSNNdOO6hQK6ht47SCAgAAQK74k/DNtIJiAh9IT6Nt2rguAQDojNQq1jjnVs3sxyVdKElmNuycWyhb/10ze7akv5O0X+HqKnOSXu6c+3xa5wkAANCsVlpB+eEb/xgAEhKoWDM8Py0pCtYEcjeNCQVrBrdzExMAAAC50kwrKCbwgexQsQYAgO6WZisoOef+sc76r5jZZZJeKenZki6Q1C/pQUmfkfQ+59x0mucIAADQLL/aDBVrgC4SSM6MLGwEa1o2OxsbWhqkYg0AAADypdGqGBIT+ECWCNYAANDdUg3WNKJYxabUAgoAAKDrtdIKioo1QEZqtII6e7aN49IKCgAAAJsAFWuA7tRomzauSwAAOoPbwAAAAE1qpRWUvw3BGiAloVZQSVSsOXUqNrS0bYJgDQAAAHKlmYo1/jom8IH0+NcmFWsAAOguqVWsMbOnFV+edM7d1uIxrpC0U5Kcc/+a1LkBAAC0o5VWUP42tIICUpJWxZpAsGZx2yQ3MQEAAJAr7VSs8Sf+ASSHVlAAAHS3ND8Kf1aSk/RJSc9t8Rhvk/TDxePwsR0AAHSFVlpBUbEGyMjUVGxoePGkegprmptr40+KUMWaoUkq1gAAACBXGq2KEVrHBD6QnlaDNQTeAADIRh5uA1vxCwAAoCu00gqKijVARvr7pcnJ2PDQwonWK9Y4J50+HRumFRQAAADyxp+8r9UKimANkJ1G27RxXQIA0BncBgYAAGhSK62gqFgDZKhKO6iWgzXz87G7mqt927TWt41gDQAAAHKlmVZQ/sQ+lTGA9NAKCgCA7tbtt4H7i99XO3oWAAAAZVppBUXFGiBDO3fGhkYWprW8LK228pdFqA3UtqgqDjcxAQAAkCeNVsWQmMAHskSwBgCA7tbtwZrzi99nO3oWAAAAZVppBUXFGiBDVSrWSGqtak0gWLM4FAVrqFgDAACAPGmmYg0T+EB2Gm3TxnUJAEBndO1tYDO7TtJVkpykezp8OgAAAOdQsQbocqFgzfy0JGluroXjnT4dGypVrCFYAwAAgDyhYg3Qnfxrs1rozb9muS4BAMhGIl1RzewDNVY/qs76ikNJGpJ0qaSry8Y/1+q5AQAAJM0PxTQSrKFiDZChKq2gpOQq1ixtm5DETUwAAADkSzMVa/wJfH/iH0ByaAUFAEB3S+qj8E2KKsv4TNJ5kl7ewjGt+H1B0ntbOy0AAIDktdIKioo1QIZqtIJqqWINraAAAACwSVCxBuhOBGsAAOhuSWbMrcnxRjwk6Sbn3P1tHAMAACBRrbSComINkKFAxZrhxCvWEKwBAABA/jRTsYYJfCA7jYbeuC4BAOiMpII1HwyMvVxRFZsHJd3S4HEKkuYVBWq+JukzzrkamXkAAIDsNdsKqlCQVlc3ls2k/v7kzwtAURYVawjWAAAAIIf8yXtaQQHdgYo1AAB0t0Q+CjvnXuGPmVmp/dN/htYDAADklR+sWV2NwjPVJtj9ajUDA1G4BkBKAsGakfk2KtacPh0bWiq2guImJgAAAPLE//xKKyigOxCsAQCgu6X9fCVTRgAAYNMxi7dy8sMz5fyKNrSBAlJWoxVUUhVrlrZNSKJiDQAAAPKFVlBAd2o09MZ1CQBAZ6RWvNE5xy1mAACwaQ0MVAZmlpelbdvC2y4tVS4TrAFSVq0VlHM6e7aF7D+toAAAALBJ+O2cqFgDdIeenuhBLueiZefC1ZG5LgEA6AxuAwMAALSgnYo11QI4ABIyPBy70PrWVzS4clYLC7Wfyg0KVawZIlgDAACA/GmmYo0fuvFDOQCSY9bY9UmwBgCAzuA2MAAAQAv8YI0fnilHxRogY2bhqjXzLbaDqlGxhpuYAAAAyJNGK9aUqmWUI1QOpItgDQAA3YuPwgAAAC0YGKhcbiZYQ8UaIAOBYM3IQhSsOXu2yWOdPh0bKlWssRY6SwEAAACd0mjFmtDkPZ99gXQ1EnwjWAMAQGe0VbzRzD6Q1InU4Zxzr8roZwEAANRFKyigy+3eHRsamX9YUjIVa5a2Tainh8kFAAAA5Is/cd9MsAZAuqhYAwBA92q3K+pNklwC59EIgjUAAKBr0AoK6HJ798aGRueOSWqyYs3SUuwiXu/p00r/iPq5gQkAAICc8Sfhq7WC8sf9QA6A5BGsAQCgeyXxcTiLZzSzCu8AAAA0pJlWUFSsATpgz57YUClYMz/fxHGC1WomJTP10FgXAAAAOdNOKygA6Wok+Ma1CQBAZ7QbrPlgImcBAACQM820gqJiDdABNSrWLCw0cZxAsGZxaFKSCNYAAAAgd/zKM9Uq1jB5D2SvkVZtXJsAAHRGW8Ea59wrkjoRAACAPPHDMX54ptY6KtYAGUgqWHP6dGxoaRvBGgAAAORTqxVraAUFpI9WUAAAdC9uBQMAALTAD8fUCtb4raCoWANkIBCsGZk/LklaXGziOMFWUBOSuIEJAACA/Gm0Yo0/zmdfIH0EawAA6F4EawAAAFowNFS5TMUaoMvQCgoAAACIabViDZP3QPoaCb5xbQIA0BncCgYAAGhBOxVrCNYAGdizJzY0OndMcq7tYA2toAAAAJBXPT2S2cZyoRB9+Zi8B7JHxRoAALpXx28Fm5V/jAcAAMgHPxxTq7WMH7qhFRSQgYkJaWCgYmhgdUEDK3PtV6whWAMAAICcMmts8t6vlOFX0gCQPII1AAB0r0xvBZvZk8zsnWb2eTN7yMyWJK2Z2Wkz+7aZ/YWZ/YSZjWV5XgAAAM1qpmINraCADjCr2g5qdVVaXW3wOMGKNROSuIEJAACAfPJDMkzeA93Bv85oBQUAQPfIJFhjZleb2ZckfUHSGyQ9WdIeSQOSTNJ2SZdIepGkP5J0xMx+zcz4SAAAALpSo8GaQkFaWakc84poAEhLKFgzf1ySGq9ac+JEbGhheKckKtYAAAAgn5i8B7oToTcAALpX6reCzewmSV+S9DhFIRqVfY9tXvw+JulXJH3BzMZTPUEAAIAWhII1zsW3C1WrYTIeyMiePbGh0bljkpoI1szMxIYI1gAAACDPWmk3QysoIH20ggIAoHul+nHYzJ4r6f2SeiWVpprmJd0i6ZuSpiUtK6pYc7GiSjZXl3aX9HhJHzezZzrnCmmeKwAAQDP6+qT+/o12MoVC9NqvRuNP3g8PZ3N+AFS1FZTUXrBmcXiHJG5gAgAAIJ/8kEyoYo0/xmdfIH2NBGu4NgEA6IzUgjVmNijpj7URqpmT9GuS3uucq3ob28yulvQ/JD1LUbjmqZJ+ongsAACArrFt20awRpIWF+PBmsXFyuWhofTPC0BREsEaWkEBAABgk6EqBtCd6oXenIse7CrHtQkAQDbSvBX8UkkHFYVqTki61jn3e7VCNZLknPuGc+56Se8tDpmkN6V4ngAAAC0JtYPy+ZP3BGuADKVUsWZhKKpYQ7AGAAAAedRIxRqCNUD26oXe/Gu1r08yS/ecAABAJM1bwTeUvf5Z59w3m9z/pyXdVnx9wMwencxpAQAAJKORYI1fsYZWUECGAsGakfnjkhoM1qysSLOzFUMF69HStglJBGsAAACQT61UrPHDOACS12ywhsAbAADZSfNW8DXF7yckfaTZnZ1z65L+JHA8AACAruBXn2kkWEPFGiBDe/bEhpqqWBNoA7U4NCXXE9295CYmAAAA8qiRijVM4APZ868z/zok8AYAQOekGazZragN1F3OuUK9jau4vez1rvZPCQAAIDl+xRo/RCPRCgroqHZbQQWDNTvOvaZiDQAAAPKolYo1BGuA9PlBmUZaQQEAgGykeSvYFb+30+GR7pAAAKBr0QoK6HLBijXHZa7QWLBmZiY2tDC889xrgjUAAADIo3qT96ExgjVA+pptBUWwBgCA7KR5K/hhRcGYQ2bW6sfuR3nHAwAA6BqNBGuoWAN00Oho9FWmt7CqocWTiQRrmFwAAABAHtVrNxMaYwIfSF+9YA2BNwAAOifNYM2txe8Tkl7c7M5m1ifp1WVDX0/ipAAAAJLih2SoWAN0ofPOiw2NzR4Ntm6LCbSCWqAVFAAAAHKOVlBAd/IDbH7AjcAbAACdk+at4H8sfjdJ/9PMrm5y//dIOqSopdR3nXP/meTJAQAAtKuVVlBUrAEytn9/bGj72QaDNVSsAQAAwCZUb/JeIlgDdAKtoAAA6F5pBms+JOkBRcGYKUmfN7M3mNlIrZ3M7DFm9mlVVqv5rfROEwAAoDV+sCY0UU8rKKDDAsGasdmjWl0NTyBUCARrFoepWAMAAIB8a6ViDRP4QPqaDdYQeAMAIDupfRx2zq2Y2U9J+gdFAZ5RSe+U9Gtm9jlJ35A0LWlF0pikiyU9WVGVGimqdCNJ/yrp/WmdJwAAQKvqVaxxLh6soRUUkLEqFWuk6JodHa2xb6gVVFnFGoI1AAAAyKNGKtYwgQ9kz7/O/OuQwBsAAJ2T6tuuc+4TZvYqSe+T1F8cHpH0nOJXiCmqciNJ/y7ph51zhTTPEwAAoBX1gjXLy5U3Qfr7pYGB9M8LQJkDB2JD22ePSIqqTNUM1tAKCgAAAJtQKxVr+OwLpM8PytAKCgCA7pH6M5bOuZslPUHSl7RRhcbKXpcvl8bOSnqLpGudc2fTPkcAAIBW+G2d/FZQc3OVy6OjkpkAZJp7YyYAACAASURBVCnUCqpYsSbUvq1CKFgzRCsoAAAA5Fu9yfvQGMEaIH3NtoIiWAMAQHYyedt1zn1D0pPN7LGSXiDpSZIukTQpaVDSaUkPS/qapM9J+ivn3HwW5wYAANAqv63T/HzU/qkUngkFawBkLNQKarbBYE2dVlBMLgAAACCP6rWbkWg5A3RCvWANgTcAADon04/DzrmvKQrPAAAA5N7AQNTeaXU1Wl5fj9o/lVpEEawBukCNijV++7aYhx+ODZUHa6hYAwAAgDxqpBWUH7ZhAh9Inx9g869DKtYAANA53AoGAABow8hI5fJ8Wc09gjVAF9izJ5aAGV48qb7VxdoVa+bnYxdxobdPS0OT55aZXAAAAEAe1Zu8l6iMAXRCvWpSBGsAAOic1II1ZjaR1rEBAAC6BcEaoMv19Ul798aGx84+WDtYc/x4bGhlco+cbfwJRcUaAAAA5FEjFWtoBQVkz7/OaAUFAED3SPNW8ENm9hEz+yEz4+0dAABsSgRrgBwItIPafvZo7WDNsWOxoeWJyoAONzEBAACQR1SsAboTraAAAOheaQZrBiX9qKSPSnrQzH7PzB6T4s8DAADIHMEaIAcOHIgNjc3WCdYEKtYsTeypWKZiDQAAAPKokYo1/gQ+wRogff39lcurq5XLBGsAAOicLG4Fm6Rdkn5W0lfN7Jtm9gYzi9djBwAAyBk/WLOwsPHaD9b42wLISEIVa5a8ijUEawAAAJBHVKwBuhMVawAA6F5p3gp+haR/kVQoLlvx60pJ75R02Mz+2cxeZGaDKZ4HAABAampVrJmdrVw3Npb++QAICARrxmaPammpxj6hYM04raAAAACQf41UrPHHmMAH0hcK1ji3sUzgDQCAzkktWOOc+6Bz7npJF0r675LuLK4qBWx6JX2/pL+QdMzM3mdmT03rfAAAANJQLVizulpZvaanh2AN0DHBijVHtLxcY59AK6jF7bSCAgAAQP75k/e0ggK6g1nt4BsVawAA6JzUbwU75444597hnLtS0uMlvUfSTHF1KWQzLulVkj5nZveY2a+a2UVpnxsAAEC7/GBNqf1TqFoNk/BAh4SCNS1UrFmkYg0AAAA2Af9zbCOtoJjAB7JRqx0UwRoAADon0+kd59xXnXM/I+k8Sc+T9HeSVoqrSyGbiyS9RdI9ZvavZvZKM+P5bgAA0JVGRyuXz56Nvp85Uzk+Pp7N+QAICAZr6lSsCQRrFrZXBmsIywEAACCPGmkFxQQ+0Bn+tba6uvGaVlAAAHROR24FO+fWnHMfd869UNJeSa+T9G/F1Vb29RRJ75f0UCfOEwAAoB4/MHPmTNT/mmAN0EXOPz82NHb2qNYWV1UoVNkn0ArKD9ZwExMAAAB5VKsihiQVCqr4nNzTQ6gcyEp/f+UyFWsAAOgOHf847Jw77Zz7X865p0i6VNJvSrqvbBOTNNSRkwMAAKhj2zZpcHBjeW1Nmp8nWAN0laEhac+eiqEeV6hetca5YMWa+VHvGB3/awoAAABoXr2KNf7kPYFyIDu0ggIAoDt11a1g59x3nHO/KukFiirYWIdPCQAAoK5Q1RqCNUCXufDC2NDk6fu0tBTYdnZWsRXbtml5cHvFEMEaAAAA5FG9ijVM3gOdU+v69ENwXJsAAGSna24Fm9luM/t5M7tV0n9IeqIk1+HTAgAAqGtionKZYA3QhQLBmonT94cr1gTaQGnvXq0XKnP/PLkLAACAPGq2Yg2T90B2mqlYw9+kAABkp6Mfic1sUNLzJb1M0vdJKn0MKL9jXZD06YxPDQAAoGGhijUnTlSO+eEbABmrEqwJVqwJtIHSnj0qFCqHqFgDAACAPPIn7gnWAN2DVlAAAHSnjrztmtnTJP24pBdKGisNe5vdKelmSX/unDua4ekBAAA0xQ/WzMxUVqwxk6amsj0nAJ5mgjVHjsTH9u2LTTjwdCAAAADyyP8c60/W024G6Jz+/srl1dWN11ybAAB0TmZvu2Z2iaIwzUslXVAaVtTuqRSqOSHpw5Juds59NatzAwAAaIcfrLn33srliQludgAdVyVYczrUCurw4fjYwYNUrAEAAMCm0GwrKALlQHZoBQUAQHdKdYrHzCYk/ZiiQM0TSsPeZquS/knSByX9o3PO+2gAAADQ3SYnK5dPnapc3rEju3MBUEWVYM2xUMWaBoM13MQEAABAHoWCNc5F1VYl2s0AnVQrWFNevSa0LQAASE9qb7tm9jeSbpA0UBryNvmKojDNXzrnTqZ1HgCA/5+9Ow+X/CrrRf99Oz2TdAbAJARCEgKBBBIg3oMMAYQIMiQMQblImA5ynBFEFA5H8KpHxscr5zAqcmS4IMgMIpOCiEhUxisJgYQwBEk4kDnppLvT6/xRv2bXrv2r2ru7d++pPp/nqafXb9Wqt9YO3ezaVd/9LuBAmy84I1gDK8Dtbz9n6pBrv5cd1+3IzI8snTHBmpt/MHtKxxoAAFajqkG4ZrhTzc03z3xIL1gDy2dvOtaMHhsFABw4B/Kt4Mdmbqjmu0lekuQurbV7tdZeI1QDAKx2W7YkW7eOv1+wBlaALVuSI4+cNbWu7U4uvXTuWkdBAQCwxu3Nh/eCNbB09qZjjWANACydA/1WcCW5IclbkpyZ5LjW2n9trV14gJ8XAGBJjXxev+D7gCXUcxzUhm9fNHfduI41N8+echQUAACrVd9xUHsI1sDyGResufnmzPplj3Xr/EwKAEvpQAZr/j7JU5Mc1Vp7Smvt71tr7QA+HwDAsjn22P75DRuS2952afcCjHHHO86Z2vStkcz/9u3JD384e27duuQ2t9GxBgCANWNSVwyBclg+o11o9nSp0a0GAJbXAXsruLV2Zmvtza216w/UcwAArBTHH98/f+KJ3oSEFeOkk+ZMbf3uSLCmr1vN0Ucn69f7gAEAgDVDxxpYmcaF3gRrAGB5+R1LAIBFcOyxySGHzJ2/+92Xfi/AGHe+85ypg7/3tdkTl1wy93FdSyodawAAWCtGP7wXrIGVYVywZvTfpWANACwtbwUDACyCdeuSBz5w9twxxyR3utOybAfo0xOs2fb9kY41F10093EnnphES3wAANaO0deywx/aC9bA8lloxxr/LgFgafnWCwCwSO55z8GfF16YHHZYcv/7J1XLuydgyIknplWlWvvx1CFXXZpcd11y8MGDiQnBGh1rAABYKxwFBSuTo6AAYGXykhgAYJFUJaefPrgBK9DmzclxxyeXfHP2/Ne/PpOMGxOsaS0ZyuOkSrAGAIDVa9yH96PjvrXAgTMamBGsAYCVwVvBa0RV3aqqfr2qPlZV36qq7VV1ZVV9rao+VFW/XVV3W2CtbVX1rKr6dFV9v6puqqpLu9q/WFUb92F/D6+qt1XVxVV1Q1VdUVVfqqr/XlUn7EO9E6rqj7saV3Q1L+6e4+F7Ww8AgClxl7nHQe0+/2szFxdfPPcxJ5445xgooRoAAFazSR1rHIEKy2c0yLYnUCNYAwDLS9Z8DaiqX0/yh0kOG7lrczd3UpJHJHlkkgfOU+v+Sd6a5HYjdx3T3X4myW9W1eNba+cvYG+HJXlTkrNH7tqS5PAkpyV5VlU9p7X2uvnqdTV/LcnLuxrDTuhuT6iq9yV5SmvtmoXUBABgOtRJJyUf/vCsuZu/+rXBbxzcfPPYYI1joAAAWEt0rIGVyVFQALAyeUm8ilVVJXl1kl8Zmv5ikn9KcnmSTUmOTnJiknsvoN5PJvlwklt0U5cleXf353FJzskgqHPXJB+vqnu31r4zod6mJO9L8oBualeSDyb5cvccP5vkbkm2JnltVe1qrb1hnj3+cpJXDU19JclHktyQQUjnrAz+Xj86yXur6mGttR3zfe0AAEyJO8/tWNO+8pXB4NvfTnaMvHQ87LDkiCNy8/bZ035rFwCA1WxSxxrBGlg+4zrW+HcJAMvLt97V7UWZCdWcn+Q/t9bO61tYVQdn0LmmV1Wtz6BTzZ5QzXuTPLG1tn1oze8m+UCS+yS5TZI/T/LQCfv7ncyEai5L8vDW2heH76+q5yV5cXf9qqr6RGvtW2P2eIckrxyaen5r7SUja+6R5G+THJnkQUmeM1QfAIBpd9ppc6YO+tLnB4Mvf3nu+pNPThIdawAAWFNGP5QXrIGVYePG2deOggKAlcHbwatUFyB5QXd5YZL7jAvVJElr7brW2ucnlHxaZoI3FyU5dzhU09X4UQZda67sph5SVQ8as78jMgjW7PHkkVDNnpovSfL27nJTkj+YsMc/SLLnZeXbRkM1Xb0vJnny0NTzuuOoAAAgOfXU7F43+9dzD/qPS5Mf/KA/WHPqqUlmf9CQ6FgDAMDqNvp61lFQsDKMBmYEawBgZRCsWb1+LzMdh/5La+3q/aw3HEZ5eWvthr5FrbXLkrx+zOOGPSbJwd34n1trH5/w3H+QpHXjc6pq6+iCruPOY/dsIxMCOK21jyX5XHe5LYNjoQAAINmyJVcdc8rc+S98oT9Y03W40bEGAIC1ZG+OghIqh6Uz2rFmz2nFgjUAsLy8HbwKVdVtk5zdXZ7fWvv0fta7dQbHOyWD0Mq75nnIXw+NH1VVfX+PHjU0fuekYq21ryX59+5ya/qPl3pIks3d+CuttQv3Yo+PmWctAABT5OoT7jl38rzzJgZrdKwBAGAtGe1CMxymGX3tq2MNLB0dawBgZRKsWZ1+Jsmet/I/nSRVdUpVvaaqLqqq7VV1ZVV9qapeUVXHz1PvtMz8XTi/tXbFPOu/lOTabnxYkuN61gx/WvGZeeolyT8Oje+xBPUAAJhS15z0f82dfPvbk0sumT1Xldztbkl0rAEAYG3Zm441gjWwdEYDM3s61vh3CQDLy9vBq9NPDY2/UVXPTvLFJL+S5A4ZdHY5LIPAzHOSXFhVvz2h3nAv/G/M9+Sttd1Jhj91mNVLv6oOTXLM3tRMctG4evuyx5F6t6uqbQt4DAAAU+Dq0x80d/LCnoaIp5ySHDw43VSwBgCAtWRSxxof4MPyGQ3W7No1+HlUxxoAWF5eEq9OdxwaPzrJGd34kiQfTHJ5kqOTnJXk9kk2JHl5VW1orb24p95RQ+NLF7iH7yY5tefxo9fXtdauXmC9vsf3zc27x9balVV1fZJbdFNHJrlmAfsAAGCN23WHk3LNIcdk27Xfm7zwzDN/PHQUFAAAa4mONbAyVQ1CM8NBmp07BWsAYLl5Sbw6HT403hOq+dMkv9Na+/HLq6p6Tjf/K93UH1bVh1trXx6pd8jQ+PoF7uGGMY8/EPX2p+aeYE1fzTmq6vNj7rrzAp8TAIAVbuOmyjdPODN3//KbJi988IN/PNSxBgCAtWRvOtYIlcPS2rhRsAYAVhrBmkVWVS9O8phFLPmi1to7RuZGQyIfba09e/SBrbUdVfVrSU5O8oAkByV5bpJzR5ZuGRrvWOC+bhwabz3A9Q5UTQAAptCmTckFd37M5GDN+vXJ/e//40sdawAAWEv2pmOND/BhaY3+m9uxQ7AGAJabYM3iOzrJSYtY7/Ceue0j13887sGttdaFfR7QTT28qqq11sbU27jAfW0eGt8wct9i1ztQNedorZ3eN991srnnAp8XAIAVbOPG5Bt3ekSu3nbbHHrNmFNGzz472bbtx5c61gAAsJaMdqwZDtb4AB+W18aRT0B0rAGA5eft4NXp2qHxjUk+O8/6TyfZ83sGhyc5fkK9W2RhhjvAXDty32LXO1A1AQCYQps2JbvXrc+//uSvjl/0rGfNutSxBgCAtWT09exwl5rRD/BHQzjAgdXXsWa0k5R/lwCwtARrFllr7amttVrE2+t6nub7Q+PLW2u7etYM72l7kiuGpm41suSyofFtF/ilDq+7fOS+4euDq+rQ/ayX7OUeq+qwzA7g9NUEAGAKbdo0+PNzP/WsfP+oe8xd8IxnJGecMWtKxxoAANYSR0HBytXXsWbHjtlz/l0CwNLydvDq9NWhcRu7arZJ684fGt9xvkJVtS7JCWP2k9baVUn+Y29qJjlxXL192eNIvUtba9cs4DEAAEyBPW9S7tqwJW96yt/ngvs+PbnlLZMTTkhe+crkta+d8xgdawAAWEtGu13sCdPs3q0zBiy30dDMzp3JTTfNntu8een2AwAI1qxW/zY0PqqqJv5oU1Wbk9xyaOoHI0u+lJngzV2q6vB5nv+0JId046uTXNKz5gtD4/vOUy9Jhn8l+ItLUA8AgCm1p2NNkty4+bB84vFvSH74w+Tii5NnPrM3NaNjDQAAa8m4jjV9oZqqpdkTMNB3FNRosGb451oA4MDzdvDq9PEk13XjzUnuM8/6+yfZE775QWvtW8N3ttb+d5LPdpfrkpwzT73HDY3f31rb3bPm/UPjn5tUrKrulORu3eX2JB/tWfbRJDd249O6xyx0j++dZy0AAFNktK326BuUfQRrAABYS8Z1rNm5c/a842Zg6fUdBSVYAwDLy9vBq1BrbXuSvxqa+q/j1lZVJXn+0NS4kMlbhsbPraotY+odmeSXhqbePKbee5Nc343vW1UPHrfHJC9Msuf3Ht7dWrt+dEFr7bok79uzjSS/N65YVZ2ZmbDRtUOPAwCAOW9ALiRY4ygoAADWkoV2rBGsgaU3+u/u+utn/7LH+vV+JgWApSZYs3q9KDPBlYdW1Z9U1ayXW1W1Mcmrkjywm9qe5KVj6r0xyTe68Z2SvGU0XFNVRyR5V2aOlfpEa+3v+oq11n6U5OVDU2+pqtNG11XV7yR5Yne5I4OQzTgvTLLndybOrarn9tQ7LbPDPi9trV05oSYAAFOm77f/RjvSjNKxBgCAtUTHGli5Rn9mve662de61QDA0ls//xJWotbaf1TV05O8LYOA1LOTPLqqPpDk8iRHJzk7ye33PCTJL7XWLhlTb2dVnZvkk0m2ZnAc1H2q6t1JLktyXDd3ePeQy5I8Y55tvjTJmUnu1+3nX7v9fSXJLZI8NMlw2OaZ4/bX7fEbVfXsDMJCSfKyqnpiko8kuaGrdVaSPT/u/UOSV8yzRwAApkzV4I3KHTtm5nbsSDZvHv8YHWsAAFhLFhqsGV0HHHijgbZrr519LVgDAEvPy+JVrLX2jsFJT3lNkiOSHJ/kN3uWXpPkGa21d85T71+q6hFJ3prkmAzCML/es/T8JI9vrX1rnno3VtXZGXSQeWQGgZdzutuw7Ume21p7/aR6Xc1XV9W6JC9LsjmDMM2cTjhJPpjkSa21BTT2BwBg2mzatHfBGh1rAABYS0Y/uN8TqHEUFCy/0Y41gjUAsPwEa1a5LlzzyST/OYMONSdkELK5OsmFST6c5HWttSsWWO9TVXVKkqcneWySEzPoUvPDDAI1f53kTQsNrHTHMJ1VVY9Mcm6SeyU5KsmNSb7T7e8NrbWLF/YVJ621/1lVH86gY87DkhybQcjmsiTnJXlLa+1vFloPAIDpM/pG5U3zvLrVsQYAgLVk9PXwntC5o6Bg+Y3+u3MUFAAsP8GaNaC19oMkL+lui1Hv6iR/0t0WRWvtQ0k+tIj1Lk7yvO4GAAB7ZfSNyPmCNTrWAACwlozrWCNYA8tPxxoAWHm8HQwAAEyd0Tcih4+F6iNYAwDAWtIXrGlt7lFQ6/1qLiy50Z9XR/9dCtYAwNLzdjAAADB1HAUFAMA0O+ig2WHx3bsHr3l1rIHlN19wZvPmpdkHADBDsAYAAJg6OtYAADDtRsPmO3cK1sBKMF9wRscaAFh63g4GAACmjo41AABMu77joEaDNY6CgqUnWAMAK49gDQAAMHVG34icL1ijYw0AAGtNX7Bm167Ja4ADb77gjGANACw9bwcDAABTp6/t/SQ61gAAsNaMvibescNRULASCNYAwMojWAMAAEydvg8RJtGxBgCAtWYhR0EJ1sDSW7du7s+swwRrAGDpeTsYAACYOqMfEMwXrBntWCNYAwDAareQo6DWr1+6/QAztmzZt/sAgAPD28EAAMDU2d+ONY6CAgBgtesLm+tYAyvD1q37dh8AcGAI1gAAAFNnNFgz+gHCKEdBAQCw1vS9JhasgZVhUnjmFrdYun0AAAPeDgYAAKbO3nasGT0KSscaAABWu76joEaDNY6CguUxLlizbl2yefPS7gUAEKwBAACmUF/b+0kEawAAWGv6XhPv2jV5DbA0xgVrtmxJqpZ2LwCAYA0AADCF9rZjzehRUII1AACsdn1HQd100+Q1wNIYF6xxDBQALA/BGgAAYOr0fYgwiY41AACsNX1HQY0GzjdtWrr9ADMOPrh//tBDl3YfAMCAYA0AADB19rZjjWANAABrTV+wRscaWBnGBWgEawBgeQjWAAAAU2f0QwTBGgAApk3fa+LR18WCNbA8BGsAYGURrAEAAKbOhg1J1cz1rl3J7t3j1wvWAACw1vR1cXQUFKwM4wI0hx++tPsAAAYEawAAgKlT1d/6fhzBGgAA1prR18M33JC0NnO9fn2yzicIsCw2bky2bZs7f/TRS78XAECwBgAAmFJ9v6E7jmANAABrzejr4WuvnX2tWw0srxNOmH29aVNyxBHLsxcAmHaCNQAAwFQa/Q1dwRoAAKbJ5s2zr6+5Zvb1aPAGWFr3vOfs65/6qdlHGgMAS2f9cm8AAABgOexPxxot8QEAWO1GgzU33TT7WscaWF7HHps85SnJN7+ZHHNMctJJy70jAJhegjUAAMBUGg3W7Nw5fq2ONQAArDXzBWd0rIHld/zxgxsAsLz8niUAADCV9qdjjWANAACr3WjHmlE61gAAwIBgDQAAMJU2bJh9LVgDAMA0Wb9+8utaHWsAAGBAsAYAAJhKCz0KqjXBGgAA1qZJXWsEawAAYECwBgAAmEoLPQpq9+7Z1+vWJVUHZk8AALCUJgVrHAUFAAADgjUAAMBUWmiwRrcaAADWqknhGR1rAABgQLAGAACYShs2zL4WrAEAYNroWAMAAPMTrAEAAKbS6G/g7tzZv06wBgCAtWpSsEbHGgAAGBCsAQAAppKjoAAAmHaTutLoWAMAAAOCNQAAwFQSrAEAYNpN6lizZcvS7QMAAFYywRoAAGAqbdgw+1qwBgCAaTMpWLN169LtAwAAVjLBGgAAYCqNdqzZubN/nWANAABr1aTjngRrAABgQLAGAACYSo6CAgBg2k067kmwBgAABgRrAACAqSRYAwDAtDv44P75gw6a+3oZAACmlWANAAAwlTZsmH0tWAMAwLQZF6zZujWpWtq9AADASiVYAwAATKXR38DdubN/nWANAABr1bhgzaGHLu0+AABgJROsAQAAppKONQAATLstW5J1PZ8SCNYAAMAMwRoAAGAq9XWsaW3uut27Z18L1gAAsFasW5cccsjcecEaAACYIVgDAABMpXXrZodkWkt27Zq7TscaAADWsiOPnDt32GFLvw8AAFipBGsAAICp1de1ZpRgDQAAa9lRR82dO/74pd8HAACsVII1AADA1NqwYfb1jh1z1wjWAACwlp1yyuzXuEcfndzqVsu3HwAAWGnWL/cGAAAAlouONQAATLsjj0ye/OTkvPMG1w96UFK1vHsCAICVRLAGAACYWjrWAABAcvvbD24AAMBcjoICAACmlo41AAAAAABMIlgDAABMLR1rAAAAAACYRLAGAACYWjrWAAAAAAAwiWANAAAwtXSsAQAAAABgEsEaAABgaulYAwAAAADAJII1AADA1NKxBgAAAACASQRrAACAqaVjDQAAAAAAkwjWAAAAU2shHWt27Zp9LVgDAAAAADA9BGsAAICptZCONaPBmvXrD9x+AAAAAABYWQRrAACAqbWQjjWjR0EJ1gAAAAAATA/BGgAAYGrtS8caR0EBAAAAAEwPwRo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\n",
"text/plain": [
"<Figure size 1296x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 384,
"width": 1131
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot EMG signal\n",
"plt.figure(figsize=(18,6))\n",
"plt.xlabel(r'time (s)')\n",
"plt.ylabel(r'voltage ($\\mu$V)')\n",
"plt.plot(xx['timeEMG'],xx['waveData'], 'b', linewidth=2.0, alpha=0.5)\n",
"plt.plot(xx['timeEMG'],dataf, 'r', linewidth=2.5)\n",
"plt.xlim(2.1,2.2)\n",
"plt.ylim(-10000,3000);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or, we can plot a larger time window (500 ms) with the recordings in separate panels to see other effects of the filtering."
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x720 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 638,
"width": 1355
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1,ax2) = plt.subplots(2, 1, sharex= False, sharey= True, figsize = (20,10))\n",
"\n",
"# plot raw data\n",
"ax1.plot(xx['timeEMG'], xx['waveData'], 'r')\n",
"ax1.set_title('Raw data', fontsize=20)\n",
"ax1.set_xlim(3.0,3.5)\n",
"ax1.set_ylim(-8000,3500)\n",
"ax1.set_xlabel('time (s)')\n",
"ax1.set_ylabel('voltage ($\\mu$V)')\n",
"\n",
"# plot filtered data\n",
"ax2.plot(xx['timeEMG'], dataf, 'b')\n",
"ax2.set_title('Band-pass filtered 10-400 Hz', fontsize=20)\n",
"ax2.set_xlim(3.0,3.5)\n",
"ax2.set_ylim(-8000,3500)\n",
"ax2.set_xlabel('time (s)')\n",
"ax2.set_ylabel('voltage ($\\mu$V)')\n",
"\n",
"# spacing between subplots\n",
"plt.tight_layout(pad=3.0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Study questions and exercises:\n",
"\n",
"* Describe the effects of band-pass filtering the EMG signal. \n",
"* Why did we specify the frequency range 10-400 Hz? How is the frequency range to be used related to the physiological signal you are recording?\n",
"* What would happen if you changed the frequency band? Experiment with different filter frequency bands. Graph and compare the results.\n",
"* The recording we used as an example is clean, with very little noise. Try running the same filter on another recording from the repository which has a lower signal-to-noise ratio.\n",
"* Are there other types of filters you could use to remove noise from your recordings? Describe them and their advantages/disadvantages. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Processing EMG data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For analysis, it is sometimes easier if we rectify the EMG signal so that we end up with only positive voltage values. This will later make it possible to calculate an envelope and set a threshold for detecting contractions, among other analyses."
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1296x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 390,
"width": 1089
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# rectify EMG signal\n",
"absSignal = np.absolute(dataf)\n",
"timeAbs=np.linspace(0, len(absSignal)/xx['sampleRate'], num=len(absSignal))\n",
"\n",
"# plot rectified data\n",
"plt.figure(figsize=(18,6))\n",
"plt.xlabel(r'time (s)')\n",
"plt.ylabel(r'voltage ($\\mu$V)')\n",
"plt.plot(xx['timeEMG'],absSignal,'b')\n",
"plt.xlim(0,max(xx['timeEMG']))\n",
"plt.ylim(-500,8000)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we can determine the envelope of the rectified signal. One way to do this is to apply a low-pass Butterworth filter, in this case with a cutoff of 8 Hz. "
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# low-pass Butterworth filter for envelope detection\n",
"lowp = 8\n",
"sfreq = xx['sampleRate']\n",
"low_pass = lowp/sfreq\n",
"b, a = sc.signal.butter(4, low_pass, btype='lowpass')\n",
"datafrle = filtfilt(b, a, absSignal)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When we graph the data, we add a degree of transparency to the EMG signal (using the alpha parameter) and superimpose the envelope detection as performed by the low-pass filter. Note that we multiply the envelope signal several times to be able to compare its fit to the original signal."
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1296x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 384,
"width": 1089
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot rectified EMG signal with superimposed envelope detection with low-pass filter\n",
"plt.figure(figsize=(18,6))\n",
"plt.xlabel('time (s)')\n",
"plt.ylabel('voltage ($\\mu$V)')\n",
"plt.plot(timeAbs,absSignal, 'b', alpha=0.4)\n",
"plt.plot(timeAbs,datafrle*3, 'r', linewidth=2.5) # multiply envelope to see data fit\n",
"plt.xlim(0,max(xx['timeEMG']))\n",
"plt.ylim(-400,7500);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Study questions and exercises:\n",
"\n",
"* Describe the effects of low-pass filtering the EMG signal. \n",
"* Why did we specify 8 Hz as the low-pass cutoff? \n",
"* What would happen if you changed the cutoff? Experiment with different cutoffs. Graph and compare the results.\n",
"* Are there other techniques you could use to calculate the envelope of the rectified EMG signal? Describe them and their advantages/disadvantages. Apply at least one of these techniques and graph the results."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analyzing the data\n",
"When analyzing muscle activity, it is useful to know the start and stop times of the contractions. With this information, for example, we can quantify the contraction durations and see how much these vary over a recording. In other words, is the subject able to maintain contractions of the same duration, or do the contractions get shorter over the course of the recording? Or, we can quantify how long a subject is able to maintain a sustained contraction, and then quantify how this changes over repeated trials. Both of these quantifications could allow us to look at how particular exercises induce muscle fatigue. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Detecting start and stop times of muscle contraction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If we plot just the EMG envelope (not the multiplied signal superimposed on the rectified EMG), we can then estimate the best value to use as a threshold to detect muscle contraction start and stop times. We want a value low enough to include the majority of the contraction, but large enough to exclude noise and small muscle twitches. For the envelope plotted below, it looks like 200 (dashed line) is a good candidate threshold. "
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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