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@emckiernan
Created May 17, 2020 02:46
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Graphing and exploring EMG data \n",
"\n",
"### Ana Daniela del Río Pulido<sup>1</sup>, Noel Isaías Plascencia Díaz<sup>2</sup>, Mitsui Myrna Salgado Saito<sup>3</sup>, and Erin C. McKiernan<sup>4</sup>\n",
"\n",
"<sup>1</sup> Licenciatura en Física Biomédica, Facultad de Ciencias, Universidad Nacional Autónoma de México<br/>\n",
"<sup>2</sup> Licenciatura en Física, Facultad de Ciencias, Universidad Nacional Autónoma de México<br/>\n",
"<sup>3</sup> Licenciatura en Ciencias de la Tierra, 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 graph and explore EMG recordings made from different skeletal muscles during various physical activities. 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. "
]
},
{
"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": 62,
"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 various modules for extracting data and scientific computing."
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import scipy as sc\n",
"import wave"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extracting and graphing the data\n",
"\n",
"EMG recordings were obtained using the Backyard Brains EMG Spiker Box, and are saved as audio files in .wav format. So, we first have to open the .wav files and extract the data. We can also extract the number of recording channels and sampling rate."
]
},
{
"cell_type": "code",
"execution_count": 64,
"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"
]
}
],
"source": [
"# open .wav file by specifying the path and filename\n",
"record = wave.open('../data/S10_EMG_calf_intermittent.wav', 'r')\n",
"\n",
"# extract number of channels, sample rate, data\n",
"numChannels = record.getnchannels() # number of channels\n",
"N = record.getnframes() # humber of frames\n",
"sampleRate = record.getframerate() # sampling rate\n",
"dstr = record.readframes(N * numChannels)\n",
"waveData = np.frombuffer(dstr, np.int16)\n",
"\n",
"# get the time window\n",
"timeEMG=np.linspace(0, len(waveData)/sampleRate, num=len(waveData))\n",
"\n",
"# calculate frequency\n",
"freq = 1/np.mean(np.diff(timeEMG))\n",
"\n",
"print('The recording has %d channel(s).' % (numChannels))\n",
"print('The sampling rate of the recording is %d Hz.' % (sampleRate))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, let's plot the EMG. The following recording was made from the calf muscle during repeated calf raises."
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": false
},
"outputs": [
{
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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": [
"plt.figure(figsize=(18,6))\n",
"plt.xlabel(r'time (s)')\n",
"plt.ylabel(r'voltage ($\\mu$V)')\n",
"plt.plot(timeEMG,waveData, 'b')\n",
"plt.xlim(0,max(timeEMG));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can define a function to allow us to quickly extract and graph different EMG recordings. The input to the function is the name of the file we want to analyze. "
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": true
},
"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",
" # plot EMG\n",
" plt.figure(figsize=(18,6))\n",
" plt.xlabel(r'time (s)')\n",
" plt.ylabel(r'voltage ($\\mu$V)')\n",
" plt.plot(timeEMG,waveData, 'b')\n",
" plt.xlim(0,max(timeEMG));\n",
" \n",
" return"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exploring the activity of different muscles \n",
"\n",
"Using our function, we can now dive into our repository of recordings and look at the EMGs of different muscles recorded during various physical activities. \n",
"\n",
"### Bicep muscle\n",
"The following EMG was recorded from the bicep muscle during repeated (3) contractions with intermittent rest periods. "
]
},
{
"cell_type": "code",
"execution_count": 65,
"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"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1296x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 384,
"width": 1103
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"EMG(file='../data/S10_EMG_bicep_intermittent.wav')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following EMG was recorded from the bicep as the subject sustained a contraction and gradually increased the amount of force (i.e., recruitment)."
]
},
{
"cell_type": "code",
"execution_count": 28,
"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"
]
},
{
"data": {
"image/png": 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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": [
"EMG(file='../data/S10_EMG_bicep_recruitment.wav')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Study questions and exercises:\n",
"\n",
"* How do the recordings differ when we look at intermittent versus sustained muscle contractions?\n",
"* Which features of the EMG recording change as the subject increases the force of contraction, and how? In other words, how might we quantify motor unit recruitment?\n",
"* What other exercises could you carry out while recording from the bicep muscle, and how would you expect the EMG recordings to look?\n",
"* If you have recording equipment available, record from your own bicep muscle and then extract and graph your data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Tricep muscle\n",
"\n",
"The following recording was made from the tricep muscle while the subject performed tricep dips."
]
},
{
"cell_type": "code",
"execution_count": 36,
"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"
]
},
{
"data": {
"image/png": 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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": [
"EMG(file='../data/S1_EMG_tricep_dips.wav')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This next recording is more complex. It was made from the tricep muscle and included the following sequence of activities: (1) for the first 10 seconds, the subject was at rest, (2) then for the following 10 seconds, the subject turned their arm to activate the tricep isometrically, (3) then the subject changed position, and (4) finally, during the last 20 seconds, the subject repeatedly lifted and lowered a bottle with water inside (i.e., similar to an overhead tricep extension)."
]
},
{
"cell_type": "code",
"execution_count": 38,
"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"
]
},
{
"data": {
"image/png": 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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": [
"EMG(file='../data/S1_EMG_tricep_twistWeight.wav')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Study questions and exercises:\n",
"\n",
"* Why do you think the tricep dip recording shows a high level of continuous activity despite the fact that the dips involve an up-and-down movement?\n",
"* How is the tricep dip activity different from the repeated tricep extension at the end of the second recording, and why?\n",
"* What other exercises could you carry out while recording from the tricep muscle, and how would you expect the EMG recordings to look?\n",
"* If you have recording equipment available, record from your own tricep muscle and then extract and graph your data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Forearm muscles\n",
"\n",
"The following recording was made from the forearm while the subject repeatedly pressed a hand gripper exercise device. It shows five contractions in total, with the last one sustained for a longer period of time than the previous four."
]
},
{
"cell_type": "code",
"execution_count": 39,
"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"
]
},
{
"data": {
"image/png": 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r/zrHH++9PSlzIst99/lro5yEXQBnpqRNVJuQ8oykCyW9n3hvJZ0t6Z+S5kpaqtoEFivp5sTySSHHCSBi6Qf7TDcoVlvNX5vpTyT26OFvewCoJltvLX3wQWHbksgCVLb0IRyLkesm1f77e1s/00X6888XHlM2/fu78YK9sNaVwQUqRZMm0oYbSnfeKb3/vrT77nFHBMCLW27JvqzUz9lLPT4AAAAUb+bM4NoyJnsiSYsWUocOhbV76qnS4MHeY/CqU6f86+QalcNrH9nAgfWHIMrVRjkJLZHFGNNP0l5yCSl/SBpurd3WWjtB0nvJ9ay1Z1trT7DW7m+tXVvSIElvyyWzDJL0rLX27LDiBBCP9C+bTAdfvyWydt3VjbcmScOHS6uvXlhsAFAt1l3XZaz7RaczUNnat/efUFyIiy/2tl76MeeTT6TNN3fTgwYFF88jj0iNG3tb15jy7wwAotCqFQ8YAGFq0sQNdwcAAACUoj33DLa9MPpiWreW5s2T9tor/7p+KrKEIdt903btoo0jKmH+uVOfZZtqrZ3jZSNr7f2SNpX0mKRWkv5tjOkafHgA4pR+c6RFi/rr+L0x0aCBG9f9jTek2bO9bTNggL99AECl+c9//G9DIgtQ+dZaK5h2cnUwrLmmdNJJ+ddPv0hPfaLlX/+Sdtih8PiKQSILkNvcudLrr7shi+6/X2rZMu6IgMqU7dy81M/Z079HJ06MJw4AAACEJ+i+k7gTSeLef7ZElmx/Zy9//yFDCo8nbGH+ubdJvFpJl/rZ0Fr7q6R9JH0raVVJ04MNDUDcunevLVe9++5uHPZ0F1wg9ezpr8OzWTOpVy9vXybNm0vbb++9bQCoRJts4r/sYql3igOoLLmOOe3bS489FlkodZDIAuS2zz6u8luTJtJuu0kffxx3REB1KeUOaUlq2LDu+yCrrAEAAKDyGCOtv378McS5L7+JLJkkR7aQpO22k664wl9cUQozkaWzXBLLe9bar7KtZIzJWLzZWvudpOvkhhgaYIyp0KI4QPWaN8+Nvz5vXublHTtKb70l/fBDsPu97TbpuOPcTY/GjaVrrgm2fQCodCSyAMgltRTrBRf429bPRXrcSGQB/GnVSjrooPzrAfAn2/fRkCHSUUdJm20mPfRQtDF50auXG+pUctXWNtss3ngAAABQ+o47rvYcctKk6Pfvty/oyitrp/v0KX7/2frl/VRkmT3bJQRtsIGrdOz3IdcoNQqx7TaJ188zLPstZbq5pGy3qZ+UNEFSQ0nbSrojsOgAxK5hw8yVWMK21VbSsGG170eOlO67T7rzzuhjAYBS4DcxpZRPbgHE76qrXPW9Hj3yD+PopQMgruS5k0+Wzj8/8zJr4y8nC5SjMWOkm26KOwqgsmT7nmzYULrssmhj8cMY6amn3FCnAwfWr9ACAAAApGvVyg1f+9130tprR79/v4ksY8dKXbtKn30mHXKIv+3DqsjSu7f05pve149TmF1vfyReV2RY9mPKdMccbXyfMh3QKO0Aqt1qq9V936SJdMcdLqEFAJBfq1bS5ZfHHQWAUrXGGq4Sy+jR/i/wC63Ics45tdNjx/rbZzZnn+2Scu66K/NyKrIAAFCcDh2kww+P5yYEAAAAylNNTXHnjxddVPi2hTzUNGCAS2IJgt9ElnLvuwozkeWbxGurDMuWpkxvkKON9inTLYqOCACU/cDdvXu0cQBAqSjkhPbII4OPA0D1CaoiyymnSNdf75JOpkwpOixJLtn58MOlPffMvLzcOwMAAJWB7yMAAABUqjXWqJ0OIhnkjDOko48ufPu4z72DqMhSrGz76ts3+H2FmcjyjiQjqVuGZa+kTO+Ro43BKdPfBhEUAGQ70B97rLTOOm560iTpnnsiCwkAYhXXsB0AkC7TxbCXY1TDhq5DY889pZYtpQcecBVhdtop+BiBuP3zn3FHULi4O/2ASlQN5/K33x53BAAAAIjD/PnS8OHSjBlSv37Ftzd+vNS4ceHbRznMdKbr55Ytva+ba3665L3RYqy/fvFtpAvzz/1i4rWlMWa9tGXzJf2ZmN7fGLNt+sbGmEGSRmRoDwCKkq2Tp1UrafFi6aOPXFYmAABAJSvFIcIyXWBfc03t9OjR3trZdVfp2mul+++XLrlE2m23YOJLxQ15xOHNN6Xjj487CgCI1l57SQcdFHcUAAAA8KN58+Lb6NNHuvlmV0WlFPphvMaw447h7H+PLOVBiv3btG5d3PaSt6HB/QozkeXRlOndUxdYa7+RdJdcxZYmkhYYY2YaY45M/NySWN5AkpW02Fr7coixAqgSW2yR+8uzpkbq0sVNV8NTTQAglcZFAIBodeggjR0bdxTeHHKIdP750oknStOm+du2SRPpuOOkkSPDiQ2IWhhPOAFAodq1i2Y/xkizZ7t+mo8/jmaf5eDYY+OOAAAAILuJE+OOoD6//eC33Vb3fa6KLI0bS4ceKg0dKs2c6T+2fE45JXs1mWIrsgRRaSaMRJZGwTf5/z0m6XtJbSSNkjQjbfkJkgZIaiWXzDIy8ZOU/NP+KemYEOMEUEUefDDuCAAAAOI3alTui9RSSnBr3Fg66aRg2zSGpGUgDqV0bAFQvG7dpK++inafa68d7f4AAABQmJqauCMozpgx0rBhdefl6ktr0UK67rrg9p9+/Zyrakqx19oNG3pfN9u+yqoii7X2D7nElGMlzTTGNE9b/rGkXSUtTcwyaT+StEzSAdbaJ8OKE0D1+L//C6Y8FgCUuwMPrPuem7lA9SmVm8lRxZF+nCuV3x+oNnz2gMoyfXptp/dpp8UbCwAAAJCPn2vSTIk4ubYPu489V/vFVmQp1USWMCuyyFp7b57lLxhjeko6TC6ppYukxnLJLY9Iutpa+3WYMQIAAFSbCy+MOwIAUXvhBWnzzWvf57uQnTZN2m23cGOKEzfTAQAo3qabSi++KH32mTRwYNzRVB/OZwAAADKbM0c64IDikksybZurIksYiRxeFXteuMce0rPPFtdGGIk8oVVk8cpa+4u1doa1drC1dmNrbS9r7c7W2nNJYgFQrK5da6eP8TlIGRUKAFSqNdes+54OUKDy9etX932+z/0uu0jXXuvG3/3wQ6lPH3exftVVwcbF8QeoLnzmgcqzySbSoEG5O/URntNPjzsCAACA0rPfftJ770kTJtSd7+eaNNM9wlzbB53Ikr6vQiqyeDVunDRggNSpk3RvhjIlvXvXXTeTsqvIAgBxmzfPXdT37Cntv3/c0QAAAJSGfBe4xkijR9e+X7hQ+vNPqWnTcOMKS9BDC5HwjCiMGCHdeGPcUQBA+bj9dmnYsLijiNbEidInn0izZsUdCQAAQGlZbz2pY8fCt8/U95NrCJ44+4qK7edadVVp/vzsy+fOlY44QmrbNnsidRiJLKHlyhtjtk/8bFhEG72T7QQZG4Dq0bu3dMcd0uTJUuPGcUcDAJVl8uS4IwBQKL8XuA0blm8SSyZUhUA5SH9yrBLw2QMQpvTKk9WgcWPpsMPijgIAAKA8FFuRpUEDl9Dhdf2oZPu9goqpd2/piSfc/dY2bTKvU1aJLJIek/SopClFtHFuoo1HgggIAAAAwRk3rjJvsgHVYMiQuCOIVtCdCdyMRxSM4f8aACAeuZ42BgAAKBfFXFNn60u6/PLM82fPLnxfmfiJvRT6DsJI5CmH0UtN4gcAAAAlZJVVpClTpPHj444EgBePPy4NHChNnSptumnc0ZQ3hhYCAJSKwYPjjqB0VOv3cxg3Ll5/XVptteDbBQAA1aMUkivSFVuRJVsb118v7blnQSHVs8oqmfeT61w32++1bFkwMWXTtWvt9JFHBt9+OSSyAEAdbdvGHQEAIFW1dhgD5Wb77aX77pNOOCHuSGrF1alRip0pqG6dOsUdAYBydeaZLkG1bVvpwQfjjgZRSp7PhHE91rOn1L9/8O0CAIDqUQp9xsX0/7Rs6X3dQw4Jrq9p883daxCJLO+/H0xM2dxzj3TAAdK550q77x58+6WeyNI48fpHrFEAiN0VV7hXY6Q5c+KNBQAAAACCcMMNbnztBx6ov8yY0uj4A1Da1lhDWrhQ+vpraZdd4o4mXiSqBmvixLgjAAAACJaf88Xjj/e23pZbFhZLNsl+AD/9Adl+r403Lj6eXHr1km65RTr11HCGpmwUfJOB6px4/THWKADE7ogjpA02kFZdVerbN+5oAAAAUE7CSga47TZpn33CaRvVYd99pREj4o4CAFDOwkrgWWedcNoFAADVodyTjNu397Zehw7hxuFFtr91o1LPBMmjZCuyGGN2lrShJCvpvZjDAVACttuOJBYAAIBKUu5DCw0bJp13XjBtoTrl+79Y7h1/6agwAwDBWbEi7ggAAEC1GzHCPeRTqtKvqcO4xg66zWR77drVnZ9rqKNK6ztICiQPxxhzXY7FG+VZXqcpSatI6i6pT8r8xwuNDQAAALml31Q64QRp2rTCtwcAr6K60N5qq7rvmzaVfvstmLYrtbMA0cj3/4fv2PLWrJm0fHncUQCoVPfeK02fHncUAACgmt1wg/Tdd3FHkV36NXU59eHsuKN0882177t3z75utt+r3PsUgiooM0qucko6I6mDpEMKaDP5J/9F0lWFhQUAAAC/Jk2SHnhAWrzYvT/44HjjAVC5oupA6NbNJejdcYcb4/jww4Nru9w7BVC6yqmDDfVtuqn0n/+URplpAJXpww/jjgAAAKC8rl1zxVpo/05Yv//GG9d9n2uoo2wxNCjZsXm8CTJ8k/aTbb7XH0n6XNLe1tqPAowTAAAAKdJPdFdZRZozR+rXT9ppJ2nq1HjiAuDdnXfGHUHpGz9eevppaZ994o4EqJWvw2uLLaKJIwhjxtRO77pr5nXKqYMzCGutFXcEQGWq1CdO/WrdOu4IAAAAsqu267+gJM9p/VSTybas3P8NgqrIMivDvEPkqrQslbTAYzsrJf0sl8CyUNIj1to/A4kQACK2227S++9L776be70775T22iuamADAq969pRdeiDsKAF4NGRJ3BIWJ64K63C/kUTny/V+89lpp222lZcvqlhQuReedJ33/vRtK5/LLM69TTTeZOc4ACNvIkeG2z3EMAAB4UcrnDOmxhRFrWL9/p05136+5pv8YWrYMLp44BJLIYq09NH2eMSY5nNBrmZYDQKW75hrp11+lq692peyzKfcvEgCopptSAIIVV2fHCSdIp55a+PYc9xAFY6SNNpI++MAlh3TsGHdEua2xhnTbbXFHUTo4TgDhMYbPmCQ1bRp3BAAAANmVYoJLGEMLBS0ZY6dO0oQJ7l7jUUf5H1roooukmppwYoxK2CMjleB/UQCIRqdOUvfubkiOXFUNSuXLEUD5u/DCuCMAEJdS7BwoZePGxR0B4Hj57K6+euknsQAAAAAAkKrc+qoKvVe3zjre173ootrpW27Jv/6UKa7y6bnn5l4v/W99xRXS3/7mPa5SFVoii7W2QeJn97D2AQDlol+/uCMAUA3+/ve4I8ivYUOpQQPp7rvjjgRAKdh223j227x5cduXW2cMShf/lyoX/7YAwsZxBgAAlIJs5ySleK4SVEWWU05xr+3aSSee6H27446Tbr1Vuusuaf/9vW+XTyn+rYMQdkUWAAAAlLhiK0N53b6mRnrrLenNN6UhQ4rbJ4DK0L+/dMQRrordTTfFHY13VNQDKp+fzkgA0arUjnq/+DsAAADk9tNPdd8Hlchy7rnSq6+6fu62bb1v16CBS2DZc8/gz+V69XKvjRsHmyQTp0ZxBwAA1Y4bIQCqSbducUcAVKZyvZFhjCt3ClSrXJ/dcv1cV4qGDeOOAIBfPXvGHUG0+J4AAAClrBTOVW691fu6K1d6X9cYaaON/McTpnnzpOuuk3bdVWrTJu5ogkFFFgDIohS+ZAEgCnEd7/bYI579AgBQKrjmAIBgTJ3q7WnYMWOkFi3CjycKYX+H8B0FAAC8KOWhhfwkdJT7Q+fduknnnSftsEPckQSnqIosxpjrggokD2utHR3RvgBAUnRfWqXwZQ6gusV1kt6I2oAAAAAAfMrUj/LXv3rbtksXVwK+U6dgY4oD/UkAAAC5TZpUN7GjQY4SH+WeyFKJir19MEpSVP+sJLIAqEh8OQIodxzHAFS6IUNcidZMOAYiLNygjFexn23+/YDwZPp8+fnMdeworb229MknwcUUpw4d4o4AAACgvlK4JtpuO+ngg6XZs6XLL8+9Lv07pSeIoYVMBD8AAAAISdAXFXfeKTVrJvXqlXu9SngKEigl48a51223jTeOSnTNNXFHAFQGOgaB4vE9j6TkdVzXrvHGAQAAqlspDy1kjHTjje5a9Mgjc6/L9WrpKbYiy6xAogCAEpTpS7Z/f+nDD6WPPoo8HAAITdAn6UOHSr/84qZzlWs87TSXDf+//wW7f6BaXXyxdPrpUuvWUuPGcUdT+q6/Xho1yk1ffXXuddu1CzsaAAC8ueGGuCOIXxA3RSrhRkXnznFHAAAAUDlK5fxwl13ijqB0FJXIYq09NKhAAKDUpH9pvfeee8rl6qulsWPD2w8AlJt995UuvdRNJzuVM3Uupx/v1lxTev11V9obQDDato07gvIxcqTUpo20cqW0557+tm3dOpyYAEj77CPddlvcUQCla911446gNPlNbin3vpju3d25DAAAQKkqhYosfsR5fjhvnjRmjNS7t3TccfHFUWqKrcgCAFWjpibuCACgNG2zjTR5svTkk67Kih+M5w4gLsZIQ4Z4X2B5L8kAACAASURBVP+AA6Rbb5VWXZVOBUSj3Dr9ijVhgqvS9o9/lEYiS7nf5AaQW7l/xl9+2Q3nCgAAELdSHlrIj5Ur49v34MHSl1/Gt/9SRSILAHgUVidHuX2ZA0A6Y6STT3Y/AFCpZs2Shg+XNtpIWn31uKMBKs+UKXFHAKBcMLRQYQ9bNW9eOwSsF/RXAQCAajJxovTII266f/94Y4HTIO4AAKBURXXBXu6dJwAAANWgSRNXwSXfkA4HHxxNPAAAVCsSWQrz+ONuSCIAAIAolFtS7PbbS9deK/3tb9KNN8YdDaQSSGQxptz+GwOoFtXYqQEAACrDpZfWTh99dHxxVCM6OxAUekvKG/9+QLT8fuaqsc+nXz/p9tvjjgIAAFSabOdhTZtGG0exjJFGj5Yuukjq2DHuaCBFPLSQMWYrSXtJ2kpSN0ltJDU2xvwk6StJL0p6XNLN1tqfoowNAPKhIxIAAJSLsWOlZcukH3+UTjkl7mgAIH4TJ0qTJsUdBYBSUY2JLAAAAFFp00YaOjTuKFDuIqnIYozpY4x5TtJTksZL2lpSe0lNJBlJLeUSW/aXdLmkT40xZxljGkYRHwB4QScHAAAoF02auASWyZOlli3jjqaycY4IeBfn5+Xss/2tz2cbKF3FPGiU3HabbYKJpRI0iL1mOwAAqCTt20svvCCtskrckaDchX6aaowZJek5Sf3kklaU8lpv9cRrC0lnSHrKGNMq1AABIIuoKrBsvXU0+wGCQidX5eFGDQAAAIBqsvPOwba3ww7BtgcAAFAu0u+lHXaY1LVrPLGgsoQ6tJAxZndJ10hqKCl5i+RnSQskvSrpa0m/yVVk6SpXqaVPcnNJW0iaZ4zpb61dGWasAJAu7Bu7xxwj7bOPVFMT7n6AoC1aJG28cdxRAAAAVDaGNo1Xp05xRwDAq5496VspBg82AACAIHFugaCE9ky1MaappCtUm8SyTG5YoTWttXtba8+y1l5mrb3WWvtPa+3R1tq+kvpKeiTZjKRtJY0NK04A8CuoDuXp03lip5z5LU1eSTbaKO4IEDRulAEAgCiU+jnHsce613XWkUaPjjUUADmkH0seeMD/8SXoGyxR3rApprJvpr9TtthL/ZgNAADideut7pVzBoQlzMEBDpa0tlwSy7eStrPWXmSt/SXXRtbaV6y1AyRdlZhlJJ0cYpwAkBFfvsiFZA6Uqttuk7p0kfbbz/s2ZMkDpalFi7gjAIBglfo5xyWXSIsXS6++KjVvXlxbXE8C0VlnHf/blPrxKN2AAW44pG23lWbNKrydcvu9AQBAaRo3Ttp//8zLuBZCUMJMZBmUMn2ctfZVn9sfI2lxYrqTMYZBDAAAJWHuXE7GULqGDZM++kiaMyfuSAAUa5VV4o4AhZo6Ne4IUAk434yeMdIGG5BICFSDckvo6NBBWrBAevJJqVu3cPe1eHH+dQAAALIpt/MslK4wE1k2Sbx+K+nffje21q6QdG2G9gAgEnzZIlXjxu61QweXKABUkqhulLVqFc1+gErBTezy0LJl/XknnBB9HABKy/rrxx0BULlK8Rzp0EPDbT+o39lLO717B7MvAKWrFI+jAMoXxxSEJcxElnZywwq9ba1dWWAbr6dMr1F8SAAAFOaRR6QJE6T5892JGSdnqCRhJu6deWbt9I03hrcfAIjLqFFSmzZuevDgWEMBUCLWWEM699y4owCQSfLaZ8cdg233wAODbQ8AwtQgzDuDAAAEpFGIbSdviRRzq4/bhABiQ6ICUm27rfsByt3hh0e7vzPOkHr2lNq3l3baKdp9A0AUWrSQXnlFWrhQ2m23uKMBELf775e22EJabTX3vm9f6eWX440JQH0bb+wqj7zxRjDtNWkibb659MILwbSXjqrBAILUoIG0YkXcUQAAkFuYeZdfySWi9DLGNCywjY3S2gMAAECB/vEPadq0aPfZsKE0fHjuJJabboouHgAIw9prS0OHSs2axR0JKgmJ9eWpW7faJBZJ6tMnvliASlXM8TF121NPLT4WAChHDQu9YwcAGXDtirCEmciSfN6ktaThfjc2xjSSNCZl1qIgggIAIAicnKHcNG4snXaaqxxQag48UBo4MO4oAAAAisd1AlA+qHKSWfI4xvEMqFzt2sUdAQAA+YWZyHJv4tVIutgY4/cZlMsk9ZIbouhja+1rQQYHAABQTUq9E7KmJu4IpI02yr8OAABALqV+zgUguxdekFq2jDsKAAgflSQBhIlkYQQlzESWmyQtkUtEWU3Sk8aY8caYnLcpjDF9jTEPq241lvPDCxMAAP/ooAYqT69ecUcA1MV3DVDdOAZUBjpxgfLRs6f0+uvSDTdIp58edzTR6dgx7ggAAEA549oVYWkUVsPW2t+NMUdKukcuYWZVSVMknWWMeVzSK5K+lvS7pBaSukraWq4Ki+QquUjSE5KuCStOACgFm2wiLWIANQAh4oIiP240AQAQrmr4ruWcCyhfxkidOkkjRkjffy/94x9xRxSNAQOkpUul+fOlk0+OOxoAAADACS2RRZKstQ8YY0ZLulpS48TsGkkDEz+ZGLkqLpL0rKQh1tqVYcYJAH6E0TF5663S+usH3y4AAAAAIDoksgDhi+Jz1qaN/23KNVnPWumBB6Tly6XmzeOOBgAAAHDCHFpIkmStvUHS/0l6TrVVVkzKdOr75LyfJJ0paTtr7U9hxwgAmaQnliTHSQ6jY6Jnz+DbRLjooAYqT48ecUcAoBrst1/cEQCIEtcNQPD4XAXLWqlBA5JYUBm22iruCACg+nBuhrCEnsgiSdbaV6y1W0vaXNJkSY9J+lTSL5JWSPpG0huSbpQ0RlJHa+051toVUcQHAJl07y5NmODGCp42TaqpKa69LbaonR4zpri2AADB6tJFGj8+7igAVLqaGmnjjeOOAuWCzsDyxL8bEL5rUgahD7J/Jf3zO2pUcdsHKY5qLxzPUI7KtTISAJQbjreIQqhDC6Wz1i6UtDDKfQJAMaZMcT9BmD1bOvxwqUUL6bzzgmkT8aFDBwhWnJ+phg2l118vPmERALxo3z7uCIDK8dhj0o47xh1FbnTwAsHbZx/pssukL74orWT0cv28l2vcQCb8fy5N228vPfFE3FEAiArHYgQl0kQWAKhm3btLjz4adxQAqlWuRJFqv7jo1IkkFgDROfhg6a9/jTsKoDLssIO06abSSy/FHUktEt6B8DVoIB11VPj7qZbP88qVcUeASjd4sHTPPdHsq9r7N0rVY4+5YzeAypF6nlQt50yIXmhfHcaY1mG1DQAAAASFG8ooVXQEVKZmzaTOneOOAuWAY4A3pfZ3KrV4AHhXyp/fQmLr1y+YdoBiHXGENHlyNPsikaU0cewBABQizBzIz40x/zbGDDbGNAxxPwAQKS6IIHEBhvLD/9nM2reXxo2LOwoA1aZnz7gjAOIRxrUU12cAwuL3+BLm8aiQttu189YOx1FUEv4/e8PfCUCQ6HdGWMJMZGkqaZikuyQtNcZcZIzpG+L+AAAAUOFOPDHY9m6+WVp11WDbBAAA1YtOXADlhhvaiEJU34/8f0apOv30uCMAgsXxFlGIYlQ6I2kNScdJetEY86oxZrwxZs0I9v3/2LvvcCuKuw/g3+EWeocrvYpUkSYIgoqIFRAVC1JEFBSwoSKiiNhAEeyKoEbBgtjRGGNXjC1GTTQxmhiN0SQmUWPevGmvyr5/zD055557ds+WmZ3Z3e/neXg495w9M7/dnZ2d3TM7Q0REpAVvUBPFr0MH4PLLTUdBRBQdb/gQpVfxdQKPd6LkCnrdn4T7BKVi3LEj/jiIdOF5158k1Fdp06iR6QiI4sO6mFTR2ZHleADPA8g1hUXtv4EA1gD4VAjxhBDiaCFEQ41xEBFRSqxbF08+bdvGkw9RnNJyk0IIYOZMdenxwoqIiGyVlnM3EZFNCuvWctcCNk0tpEqQGHkeIlXiLEtJOA6JiNKGbQbSRVtHFsdxNjmOsx+AHgDOB/DL2o9yHVoqAOwP4B4AnwshNgohxuqKh4iIkm/OHODkk/Xn06KF/jyIKDxeHBEREVEQ27bFl1dxO4XtluTavNl0BBS3sMdru3Zq44gbf/gnItKPbUJKG5ZpioP2qYUcx/nMcZzVjuMMBDASwI0Avqj9ONeppSWAEwC8KIT4UAixQgjRU3dsRESUPOvXm45AYkONiIh047mGiKi8cj/ALl4MTJkSTywA6+40GTbMdAQUt6AdOpo1A5o2BR55RE88Ubh1xCpVR7VvrzcWojg7S40bF19eRERZxo6wFAftHVkKOY7zE8dxTgXQCcBUAA8B+L/aj3OdWnoCuBDAh0KI7UKIuUKI5nHGSUTkhSdoc+K6Kcybz0R2yh2bPEbJVldfbToCSgq2J6mU6dPr/p3G852Jst+cd5QopF69TEdAtvv974E//AHYc0/TkdQ3a1bp96uq6r83YYLeWIjitHy56QiIiLInjdeuZIdYO7LkOI7zreM4jzqOMw1ABwALAbxa+7Eo+LcngFsA/NFEnEREpbRqZToCitvo0fXfY+OMKH784Ted0vQE6GmnmY6AiEyrrAz/3Rkz1MWRBX6n8oi7/cDrhPTgvsyeoPu8RQs7pybu29f9sz59kj8VEiVPnPVp+/bAypX+lr3xRq2hEBERUURGOrIUchzna8dxbnYcZ08AfQBcCuDjgkUEgMZGgiMiKuGww4Bu3UxHQToVX2Bff72ZOIhU4o14IiIi/WbPNh1Bdjz1lOkIiCiJvDq32dxxXlVsQgA/+pGetIm8xHlPokGZX71uugnYsAE46aToed1xR/Q0KBt4X46yhG0LUsV4R5ZCjuP8xnGcFQAOhxyhhVU7EVmnuhp46y3gmWeARYtMR0M6FF9YtG5tJg4iqosX/URERMmm6oZm587A0KFq0lKN7ZX04L6koMLUcZMmqY+jnOIRWfhjE8XBpnK2YAEwfz5QURE9reOOi54GZQPbFZQ2hWWa5Zt0saYjixCiRgixWAjxNoC3AOwBwKLmDRFRXtu2cg7h6mrTkaSbqXlt/Vxcf/ed/jiIssTPcZdbhhdHZCuWTfLLphv5ZC/WKf6UO55UbsexY8svw/2WHtyX2VO8zxcsyL/2mq4nioULgYsvVptmubJbVVX372bNwqVDROSHWx1DRMnG+xoUB6MdWYQQDYUQxwghHgfwGYC1AAZDjsSS+7cDwDPmoiQicseTdbxM3UQple8HH8QfB1EUvAlZGutx81g23XHbEFHamKjXVJ7rX3qJP8YQpVlxfbH77sAttwAnngg8+qiZmMIoV++1aAGMHy9f9+oFTJyoPyaiOPE6yg5jxsj65bnnTEdCRG5GjjQdAZE3Ix1ZhBB7CSFuBfAnAHcDOBBAJfKdVwDglwCWAejuOM4BJuIkIqJsKr7gLXUTiBfFRGr5+ZGJx106de1qOgIiIjtkoXNlGtaxXHuE7ZX04L5Mpueflz+eLl5c+vMg+1UI2YnllluAXXZRE19Yqsvj448DTz0FvPGGmulViIiKrVkj65nddzcdCRG5Wb0amDcPaN7cdCREpVXGlZEQYmcAswHMBNA99zbk9EG5pviXALYA2Ow4zk/iio2IiIgoy2z4UclUDPyBwqxjjgE+/NB0FEREZkye7P05z1FqqN6OcU5lRGZxXybTPvsAL78sX199dbDvmtjnQgSbZtVvmuU0bsyRWCg+rE/t06cP8KtfmY6CiExr3RrYuBHYd19g+nT35Vq2BP72t/jiIsrROiKLEKKVEOJkIcQrAD4AcD6AHqg78so3AB4BcBiAjo7jnMZOLERE6bTnnkDnzqajICIbqb4xS8nQqZPpCIiI1PJ7PrvhBuCuu/TGkiQnnhhsebYFKE0OPNB0BNnVsmXdv9NSt9jwoAJRobjLZFqOZZ2CdvSj6FSXyxkz1KZH5KUy4LAYbIuQKto6sgghHgDwRwA3AhiFup1XAOANAKcA6OQ4zuGO42xzHOdbXfHYQAjRSQgxWQixUgjxfSHEH4UQTsG/HiHTbSiEmCeEeEoI8ZkQ4j+1aW8XQpwhhGgRIs2xQohbhRC/EkL8rxDib0KIXwghrhFCDA6RXgchxPlCiNeFEH8WQvxbCPGJEGKbEOIYIUSgsiiEaFD7vW216fy7Nt3Xa/PZKWiMRKSfEMDcuaajCI5TC1HaZbk888LKLG5/b8U/rlB6sOzTokVAizJX6mk8P5cq+82aAWvXhk9z6tTgeeqUxv2WVXHtS5YZcw4+GOjRQ74+4ACgUaNo6YWtb1gG7BK0c2WcHnzQdAThsZzbpU8f0xFkj+pjgA+Lkgq5csl7FGQrnSOyHA6guvZ1ror+FMDlAPo7jjPKcZybHMf5SmMM1hBCXA7g9wAeBXAhgEMAdFCQ7iAAbwLYCGAigM6Q270DgHEArgbwrhBirM/0qoUQtwB4CcAJAPoAaAqgBYABAE4H8KYQ4qIAMR4B4BcALgUwEkB7AA0BdAMwBXI6qReEEL5OvUKILgC2135vSm06DWvTHVmbz3tCiMP8xkhE8YjaIOJFL1F4XscPL1aI7LRxo+kISDXWt+Qlq+XjkkuiddxbvFhdLMUOOij/enDgR3okXsMkV1z7LqvHvg0qK4E33wSefhp45BHT0dgnq/XXvHmmI3C3996mIyDyL6t1CNljwADTEWQXj39SRevUQpAdWP4J4E4A+wHo4TjOeY7jfKA5XxuV6tMfqRNP7QguTwMYWPvW1wBuA3ABgJsAfF77fjcAPxBCDC2TngBwB4Bcv3MHwJMALgGwGsArte9XAlghhLjUR4yHANgKoE3tWx9Bdq5ZAeBuAP+qfX8cgB8KIVqVSa81gKcA7Fn71r9q01lRm+5Hte+3AXCfEIIDtJJWPCFnl9u+X78emDUr3liI0oBTCxHVtX07MGaM6SiIKCiVP0hn5XwXdT11jmxz003A8OHAoEHAli3+vpOV/UaUFm3aAPvtF300lrB01Bmsh6Jp2NB0BOnDMplMRxwR7fvsqJktixaZjqCuTz8FLr7YdBTJUa6eDlqP8/gnVQLOahXIcwA2A3jQcZx/aMwnKf4K2enkzdw/x3E+FkJEOZxvQ35Ul5cBHOo4zpe5D4UQZwO4B8BUAM0B3CWEGOw4zncu6c0EML329f8COMxxnGcKFxBCzITs7FIB4HwhxOOO47xaKrHaTimba5cFZOea0wrzr+2M80MAfQEMAnAFgJM81nktgP61r98HcJDjOL8tSG8JgOsALIQs35uFEDs7jvM/HmkSUUyycOF68sny3513mo6EyD8bjk1e4BDltW4NjBtnOgrSwYb6luyV1XOh7uMiynbt0QP4yU+Cfad4fYrzr6kB/vzn8DFRfFhnU1xU1/9ZPZ+o0quX6QiIKA6TJwOPPWY6inQYMCD86IW6dOkCvP666SiSo1zbgW0LMkXbiCyO4+znOM5mdmKRHMe5yHGc/R3HWeY4zgOO43wcJT0hxEQA+9b++RWAIwo7sdTm+S8AMwB8WPvWAADHuaRXATklT86ZxZ1YatO8C8Cagreu8AhzCfIjsfwIwKnFnWhqO6FMA/BN7VsnCCFKztAohOgHYE7tn98AmFbYiaU2ve8AnArZsQeQ0w2d7REjEVksyI3DQYP0xVEKb2pS0tg+tVBxDNOnl16OsqVTJ9MREOlhQ71LeqhsI7K9mU4fZHGM4oTiMZh8M2eajoCS5v77gebNTUdBZIeo50Hbz6OrV8ebn+3bI424zf1jp1qyle6phUif2QWvNziO86dSCzmO80/IUUxKfa/QPpBTEAHApwC+55H3lZBTRgHAuNpRVeqonaaocHKNSxzH2eES488BPFj7ZwVk55tSZiBfZh9wHOcXLuntgJwOKYeTfBBZJEgDMkiDJ+pwl4XKPUVZahkiIlJv5EjTEQTDcwOVw5s5FERWykuDlN2ZKj4XFP/dynNCZcoith/0adzYdARmsEyFN22a6QjSKyvtGqK4sK4vz/Z6Z5ddTEfgH8sbmZKy2wXZIIRoAGBywVv3lfnKAwByVfY4IUS7EsscWvD6IY/ph+A4zl8BPFvw1mElFhsKoGvt678CqDe6S5H7y6RXHGO5dX4awNe1r3sIIYaWWZ4oFJ7A4+W1vc88M744iJLI9vqq+OLS9otNUserbPbsGV8cREQq8PzlzUQH8bjbQLa3uYhInzDnACH81Rsmzi88p1HSHHus6QioENtERN5sOEZ0xWDDulE6sCNLMvUC0LL29d8BvOO1cO2UQ7+s/bMBgFKz1Q0reP0jHzG8VPC6VCeRwvRecRuNxSW9AUKI6sIPhRANIadG8hVjbX6vlImRiCwXpMHTooWZfImSIk03IXmMpotX2Vy2LL44bMIynl7ctxQEy4saaWoDUToFOdarqvTFQenBei+69etNR1BaktsGccQ+YYL+PLIk6j6zvS7q2zfe/FQfAzZt3yTXTSbZtA9VS/O6UbzYkSWZBha8/o2PTiIA8KHL93MKO4n8WkF6he+VTc9xnL8A+Fvtn5UAipsR/SCnHQKArx3H+UJBjEQUs6Q0ajm1EFH8io8zr2NM5fHHCyt7HXYY0L696SjMYLlMP+5jKoXlwj+b2+I2x0Z2Kj72+/Sp+3eHDkBFBVBZCTz+eHxxpUFS6lVb48xyfXbyycDbb5uOgoLKcpktpPJhvzSrrARWrTIdRXrw+Es2W9siROzIkkwdCl5/5vM7n7p8PzfaSeuAabqmV+I9vzEWLlecptJ1JiIzktIgSkqcREF4XVDaUOb9xJBbBxviTZPevU1HUFqbNqYjIFKP9RcFkcabwaWOgcPcJhdOqDTuN4pX9+51/z7wQODDD4Ff/xqYONFMTJQsrIfUGDLEdARE4Tz1lOkIpCTURbvtFl9eSdgexQ4+2N9yvM7NJu53igM7siRT84LX//D5nX+6fL/U337S9Eqv+D3VMapIryQhxJul/kGOCENUTxIboBRcqf3MfU+klp8RWXRcIPFYlk8hmeI43AdEZJcGBu+SZPFG4Nq1QKdOevNQfZ4ZPlxtepR+F16Yf33cceWXP/fcun8LAfToIf8REZE7XlvKzpCjRpmOIjlYZryl+frk+ONNR5BuaS47FK/Md2QRQqwWQryv8N/RMYTduOD1//n8zr8LXjfxSM9vml7pFaepOkYV6RGRAUJEa8TEdXHhZ2ohSr/iIb3TzIYL9+LjjMcd2WDWLNMRUNrYUN9mXWUlsP/+7p8PGxZfLFlUfAzEMRqL6jbF+vVAy5ZyXe68s/7nPM6T4b774str7lxg9Wrg7LOBq68uv7yto+WRPqrrDV5LUZKcc47pCIiSKY42p988ktb+7dGDowAHxQd9yRSDz19aoyOAvgrTa11+kcj+VfC62ud3GhW8/mfRZ/8q+rsadTuBBE2vOE3VMapIryTHcUo+W1U7KgtvaRJlRJApTii93n0XaNSo/HJJYfvUQn7k1kHl8ZeUdU8r2+vSjh1NR0Bpk6tzWPeY0bcvsHUrsHmzviHXuW+9pWH79O8P/OY3wD//CXTtyk6PSRVnZ5GqqvqjrBQq9yBFGo4bU+LedtxXRKV5Xfd17RpfHETFvOrt/v2BX/4yvliCSuI5Z8gQYMEC4KSTTEeiz7ff+h/52IZ7Yn6ncQ9a3mxYN0qHzI/IklB/L3jd1Od3Ckck+XvRZ8V/+0nTK73i91THqCI9IiIiV4ccAjRsaDqKbEniBTilX1O/rU6ihNpnH9MRxGvqVGC33byXsemGm02x6BJ2HU1vm7Zt8z+8HXJI3c9Mx0bJwzKTbVFHrnVLUwVeo1EcVNaBrE/VyvL2HDKEU/oB6s8DDRoA8+ene/qrigrTEcSH7QSKQ+Y7sjiOM8dxHKHw380xhP15wesuPr9TuNyfCj9wHOc/AL4OmKZrerWUxqghPSIlstygTzM/Uwtx31PSeJVZG8qzzRc/3bvL//v1MxsHxW/RIv/LtmqlLl8bjkmiNPL7tJkptsZloyDbSneduu++8eXXs6e+tEkfntezQ+e+5jmCks7t+GDZVktlPXTssdG+n+Tzn98RNYJI8vbww8/65Y53VdtiwYJw33McO+oeG2LwK+3ll+yV+Y4sCfVeweteQgg/+3Hngte/KJNmn7jTE0K0A9Cy9s/vAHxQtMgHAHbUvm5Vu3zUGIki22UX0xEkTxIaPZxaiLLGhgsnm36QKvbqq3Iaiu3b1aWpstNDVCbrMxvKnpunn5ZP3Pv15JP6YiEiNYLcXA1LZb2WxvamiXpfd55x7qd3340vL1InaBlJ47GfFba0bUeOVJMOy6J9krpPdIw8RKWp2s5LlwKTJtkRiym2H2+2x2cDt22ka9tddVWw5ZN+jBDFgR1Zkuk3AP5W+7oFgF29FhZCtAEwoPbPHQB+VmKxtwpe7+kjhnEFr98uk95oIcqeGgrTe692lJj/chzn36jbOcYzxtrOPWPKxEgU2ezZwODBpqPwr3t3oFcvc/lHbSTmvn/ggdFjCZMvpcfy5d6f80LCbnEfkx07ArNmAe3bx5svmdW3r/9lH3pI3Q8GlG5jx8r/bTnPBI1jyRLghBP0xEL2lIs4pbGdrXOd3Ka8mz1bX55ESZamerVc3bJpk5yyoUsXYNWqeGKi9Jk/X0+6to8QS/Vdfnm2pkgphWVT3gtTSfUImccd5/153O2AxYvjzU+lNLWZKF3YkSWBHMfZAeD7BW8dWeYrRwDInXZ/5DjOFyWW2Vbw+nAhhGszRQjRCsB+BW89XGKxtwB8Vvu6DYAJZWKcVia94hjLrfMEAK1rX3/iOM5bXgsThdWwIfDGG8Cf/wxUVZmOprzf/ha44AJz+atqEN17r5p03PiZWoiSa/hw4JJLTEdBxYKMcMVjkuLAm1akWk0NcMMNpqOI7tJLgREjTEcRjc7jm3VHMGk8p5soA1dcEX+eSRdn2WO9QF6EUFNGZs8GvvgC+NWvgM6do6dH2TRrVvw/5xHXpAAAIABJREFUxOoYzS7L9a5N625TLEElOXaVxowpv0wQKo/3DRuAYcPMxxFF0stZ0uOnZGBHluS6s+D1yUKImlILCSEaA1hS8NZml/ReAPBp7etuAOZ45H02gCa1r3/kOM7HxQs4juMAuKvgrQvcRmURQgxAvmPKdwDudsn3buSnFzpSCNHfJb0GAAp/qr+z1HJEqlRX8yn9uLVsWX4ZIjd+GtlsiMfv9NNNR0CmcK50yoqPPgL61E66akv5DnO+69BBduROItVPAJZiy75NO5vaajbFosvZZ5uOINuyUMbSIuw5wM/3/CzTujXQuHG4GIgAWc5WrpT1/rJl/r7TwMJfmNgeo7vvBg4/HHjsMeCpp0xHE067dt6fZ7mcV1XJEaTYRoouyjbMchmk+FjYzCA/HMd5ErLzCQC0BfBg7RRC/1XbieUuALW3S/E+gE0u6X2Lup0/rhZC7Fu8nBDiWADnFrx1bvEyBdYA+Gvt670AXFs80osQojuABwDkxrK43XGcX7nE+EvkO+JUQ65z96L0KgBci/xURV8AWOsRIxHFKClzg7OjAyVB0GnNvMqsDRcerVrV/Tvtx5hN62d6/5vO30bcJunkNiWISVkra0lr49kUiy5pXMc0rpPJ6WnToFyZKPd51upqIjKrRQvgyivlFFVNmngv+7OfAV9/XT7NuM6NaTwHJ5nJqYmOPRZ48EFg0iRg4sTg37fh3Juk8qxqdLE4HXqo6QiIyI9K0wFkhRCiPYD1ZRa7SQjxz6L3bnAc5wWX5U8A8CqAGgBjAXwohHgAwCcAOkBOKdSxdtn/BTCztsOKm80ADgZwFIDmAJ4RQjwJ4MeQZWWv2nxyLncc52W3xBzH+asQ4ngADwKoAHAqgIOFENsgO7j0BXA48qO7vAfgHI/4ADkazOja7/YH8J4Q4iEAH0BOJXQogN61y34LYI7jOH8rkyYRWcrURYOfqYWS1jhXJczFH+kxYwbwzjumozBD5fFnqp6x4aZIjq31ma1xEVFy2V6v2HRuSLLu3YFPPokvP9vLFZnHMmJO3Nfy3NfZNmUK8OijpqOQmjUD9tgDeOaZYN8LWoarqoDmzdWnG9bQofHkQ/4MH246gmhYp/u/PnEcf8uqmv4r6nVT167AuHHAhRcCF10ULa1SKiuBb71+ibVQuW3K44FMYUeW+DSF7Fji5aAS733fbWHHcT4SQkwEcC9kp47WAOaVWPQzADMcx3nTK3PHcRwhxGwA/wBwPAAB4MDaf4W+g+zEstwrvdo0twkhpgPYUBtfbwBnllj0FQBHO47z1xKfFab3pRBif8h1Hg3ZCWZmiUX/CmCe4ziPl4uRiOJz6qnAu++G/z4bTGbV1ACbSo7rlSxpKUcq18PGbeJ1AWVjvJQ+JssZyzjZih0tylO5jdJYF8RRhoq3m+7tuGNH3b9tnGKB6mvUyHQE7tJ47GdFmDqu1P5u2hT4xz+ixxNVJX85CGTYMHs6snz+ObB2bfCOLEH5ra/iqNfOPRcYNEh/PrZTsa2nTYuexpo1yW8TqS63PL/nz5NRrwmifv/88+X+WLlST0eW7duBMWPUp2sS7wWQKQk/lZDjOO8AGArgJADPAPgDgP8D8CcALwM4C8BAx3G2+0zvP47jzIUcfeV2AB8C+CeAvwP4JYDrAQz304mlIM37AQwAsALATwB8WRvjpwAeA3AsgHGO43zmM73fQY4Mc2zt9z+tTe/L2vRXABjgOM6DfmMkouBatAi2/EUXAYcdpicWcldVVX4Zv9auBTp2LL9cGHPnAosXx3NDOasNb9unFrJ5KjHSy20f2FAuiXRh+TbL1ro/i+VCx77wM7qiSsU/0hS3v20tb0GkYR0K7bYbMGCA9zL9+6vLL23bj/Q766z674UpR1HrPyGA554Dpk6Nlg6p47cchJ3SUuc5U3dduHq13vSTQsU+7Nkzehpdu0ZPg7zZ1r6IM56oI7vour+dM3q03vSJsoT9qmPiOM5vIUc40ZH2fwBsrP2nKs2XALykML3PAVxS+09FejsAbKn9R0QBqGpUzpsHrFvnf/kVK+T/QS6obGuQF4ortiuuAJYuDf/9Z54B9t5bXTy6jBkDnHAC8OMfAy+7TlpHWWLz8a9C2tePiMhGubo3yT/SkGTTdp45U7bX//Of0u1uE6PQkLft27232ZQp8jrMlCx2asuyUaP8XQObKhfjx8t/nTsDf/iDmRjIXqyviPTh8UU2CXq9wesTUoUjshARUShpbozYdKFwYPHkbgHttZeaOABg5Eh1aRXzM7TkHXeoySvNZTftdOw7m473OLz9dv33bD0mbI0rDrvuajoConTyU6+YHuaaoot7H7RtC7z2GnDDDcBDD8Wbd1zSVq7LjS66bRvQr5+6/LLcpjHN9rL77LNAs2amoyDSj/VgfLitg7H9POHFpthZ7pKvXHk69dTg3yFSgR1ZiIgUSUODrXNn/8tmqaFicl07dTKXd86IEcCqVUDfvmbjyFKZ80Pl9vjiC3Vp6fTdd6YjUMdUebZtnnubj+sg53WV69GiBXDTTerSo/QycfyYbO8OHCg7CkRRLv4gbeE4pOH6QhfbRnkcMgRYtAho00Z/XpQ8fIKV3Oy7b+n3WQbcLVtmOgJ3adhvutqX//63nnTd2L4vXnjBdATJN2iQ/jwGD9afh5c4y/H8+aXft/meDWD/sZ4Ws2cDZ5wBPPyw6Ugoi9iRhYiI/iuOH+2iNDDjapzG8bSuXzY0yN94w+6bRZQdn39uOoK6BgwwHUFwpeoUW29MmI7LVP6//rV32dpvv/hiIX1Ml++wTMbtOHLkC1369AEefdRs2yup5cI2xfvQ9Ha1oT1PdmMZ0UflCKUAsHlz/nWQqZaDMl1v2WzPPU1HkC377OP9ud/669e/jrdcx30MBX0QoUkTPXGoYnsddNllsgOxbmedBfTooT8f0158EVi/PloacZcZ28uoXzatR9eu7p9t2iRHkJs6Nb54iHLYkYWIiP4rizfQwt4EaRDTGbRVq/jysoFXGcxi+fTCJzvN2LpVHpNNmwJ33hk+He4PKWnboWtX4Kqr5A/eutTU6EubiNz96lfAsGGmo6graXWkH6pu1qZx21B6sbyaM2MGMGmSuvRmzpTXA5s3yyeTi+n8QcqmH7sovYrrq+uuAzp2jJ7uAQdET8NmCxbEk0+rVvHkY7MWLYDzzgPmzAH694+entc5unVr4Oc/j55HWHHV+3vt5X7vuXnzeGIg88aP53SHZKcM/TRGRERU18yZcmi8ckpdOFRURM9/8uTyy1RUAD/6kbxAGzs2ep62su3mrm3x6Na6tekIgj09bXL/HHUU8NFHwIcf2veDJ6lVqpwJASxezKGgiUxQUfdn7fyeBDr2iW37OQ0/PvvZpkOHRs+HUzORatXVwGOPqUtPCHk9MGtWth44SQIV92iiSkN9X6x3b3n9G5XXVNVp3G66+Bkt2bZ2kC6NGgFvvQX87nfAIYeET6dc+WvcOHzaxZK4b9q187ecEMlcP8oTAnjmGdNRENXHJjcRkSKnnJJ/vcsu5uIoR1WjMi2N07jXo2tX4NRT5Y2vm2/2953Ro4Hbb/fX8SXNeHOjLpVlN2nb1nT907070KGD2RjCcuucYZJb/qbjKsXWY2W33UxHQHEzNbWZ6eMyav6m4yczuN/jUW76CT/efDN6GjYqVwZZRqmYjW12W7htB45qmLdmTfjvlrreadQo2PLFcp0UWYbzwlxXLlzor1OBrdesOjRq5D0dCqkxfbq5vEePBnbeWT6MWkrS6xXb4rehUyhRsUrTARARpcXy5cDHHwN//jOwYYPpaEgllY3KZ56xu6NTFvjZn2m88PdabxvX17aLubRQsV1HjwZefTV6OoAsezaWv6BMltcOHYC77jKXP4UTtdzff7+aOEyqrAS+/TbYd5JQX0SJMQnrF1Uc6xhklLc4xHGO0J1HXNuwR4948okbO7JQUKbrLZtlfduUqy/mzAGWLIklFIpZVZW68t+rl5p0KJhK/hobuAyvWyfvQT3/fDrve9jQBiyMQWU8NqwbpQNHZCEiUqR1a+Chh+Q0MAMHmo5GPxM3D3Q0gPysR6llwq5/lE4sxXlOmybnK04DP9vTpgbwqlWcJ1Y3m/Y31fX00/Hkk6Sb1HHGWnxs/P73wKBB8eVPdlA1IkvQsquyrH/zjbq0gkpK/cJzIVE2JKVOIrNYTuxnw3m7e3fTEZAfYcqK3+94LVdZCTRpAmzZEjx/iq6iArjqKv/Ll6v3bahzcnSdo9I+2pZt53aV9wdsWzdKLnZkISKi/wrSAE5zY8TkhcD8+e6fFW/zLVvkNEU2Ou880xHotWwZ8D//Y7aspH1qobhisnHd4xa0LDXgFYRVN4y4P8g2l19uOgJ3Nh27pWThnMRpTvU58kiz+Weh/IZVXF7LjarF8k1EboLUD2HqkqB1OeureEXd3p98IkcTHzlSTTxpljsWVJfxxYvVphcHk8d5797y/+L7HscfH38sOrD9TFQeb3sSEVEiTZmSf3366WrTNtlAD9KA1fkER1RBnwKy7eaHbfGo4LVOO3bEF4cbP9v8Zz/TH0faldrOpjtkpfF4y7nwQvfPTjstXJq80UEqBT3+/Cy/eDGwZk24eFTk7+f7OusdDsfsjXWYPtdcoy/trE7NqctBB3l/zm1JqtrsLEuUBDrKqe1tKFPHZqdOyR/hIkv1Wrl1tWlbqBgxqFjhKORjxtT97Oqrg6dXyKZtF0XXrtHTKNwWKu8P2F4PU3KwIwsREYWiuzGyaJF3HjfdBBx1lJz/d+VKtXkX55uWxi0QXyOSjVX7dOni/lmTJvHFEdbnnwODB6tP11RZtSlfW+s4G+sRlTEtXRrue7buLwrGlv2oI47qamDJEuC449SnHVXLlvrzsGXfJoWNdX1SdepkNn+WfXflyjmPg/TgcUC2u+oqYO+93T9PS32UxmMxLfsmKbi9gyveZhdfXH+ZsMdmVRXw3nty9M8PPwSaNQuXjm2ilrP169XEEVYa61qyDzuyEBFZYued48lHVUM8SEPloouCpf3UU8D113vn0bkzsHUrcPvtQKtWwdIvZNuPurpHZImLzbGpZPvoPatXy/8rK4ENG9yX27Qp/zrsj+uqpb0M2XSxp3IOXJV527SNdEh7Gad06Nw5/Hd1HMPl0mzRwv2zNm3SMwQ1kW3SPsJaVDpGv6JkadAAeOCBaGkkvW28ZIl8IMlmjz5qOoLyotYPixcDzz0H/OMfauKh+Ajhrx7gOSSYOOvWtO+b4m3ptb5htnv//vKeZW66oSjSsi+CjoheTlq2C6ULO7IQEVniwQdNRxCM3wbnlVfW/WF82rTy3+na1a7pL2zp7JKkG1c2N3xVxhZ2n1xwAbBwobo43CxdCjz/PPDTnwIjRrgvd+CBwLZtsrNLqScm0ixJx5UuNh+vtmF5oax55RXTEeT5qav69gVuvFF2Wil06aVyerrck3u2Hsu2xqVSFtYxjfwMbb94cf7vkSP1xpM2bIvF67vv9KXtti9/8xvgiCP05ZsEa9YACxZET8fv8bJuHXDPPcHSnjy5/nuqfyS0QYMG7qOy6nzIgXUdqcBylB28bihPxTYqPKa4zclG7MhCRGSJwYPl6CK6jR/v/pnqi4Hp04GzzwYaNsy/t+uuwPz5avMJy+/6xtmICzI6gc0Xbzq2mYp5PwE7GuXLlwcfqaiYn/0vBLDPPsDAgeWXnTJFHpvV1dHiioPNZd92KjoJcvvXF7Re6d0b6NBBTyxEKnXrFv67Os63fuqfhQuBxx6r+96UKd5T7Kmkcr2zUN9mYR2zont34MkngQsvBO6913Q00t13m45AYjm3y8MP60vb7RzQo0f0tFmOghk8uHTHlKBuvjl6GioluRy4HR9JXidKP9tHYraJ6m2lc9snbdua5PUgptd2ZN1OqrAjCxGRReI4wXfpAmzeHD2dKLH6HYlC9/ZwnGQ3XMNsn7gakW751NSES2/8eO9OWEnUrp3em6ikhq55d20aYYqCi7Id16wBnn2W+yLrktz+8Ev1OjZurC5PW4+/LJSLYllY5zjKm+48/Ka///7AypVAx45aw/Ht2GOBLVtMR0G2+egj0xHUV1wXZqFuVE1XPZiEBz1MsrVNlUbc1vFyq4c5VakaLM92Kt4vy5cD114bLi22ZUgVdmQhIrJIXCf4WbOAHTviyauUpDVk0jRfqp/0C2/2rlqlLp9WreT0NUE98gjw9NPqto3KbRw1ralTw3930KBoeSdZnE+7v/66urwKJa0eLJTl0Qbc4vW7HkIAS5akc4hySiYVQ/znNG8ObN2qLj2gbnzXX682bV1sameQHZJ8zic1io9lHttmJbUdxrpEinsqm6wdryxn9tp99/jKY+fO8eSTRP36qXlAVAUVI+6qpLq9E6U+euCBaHknhe79feihQGWlufyJAHZkISLKrCQ0NII2WB9+GGjUyP/yUX+Q1CHI1EJh+LkYPfpo+UPUbbcB55xTfvn99pMN20KltuGf/wzssYe/OAsdfDBQURH8ezZTUcZGjYqeBpU/rgYMiCeOrMrajVLeTCfbTJumJp3DDgP+53+Ao47Kv6fi+L76amDjRuCZZ/yd9/y27XQOgRxlvYs7qRZOz5lWrNPSKcp+rapSF0dS8DiIV9iHNXRiZyd/1q3zv2zWrjNyklh2dMRs+3YIUz6nTYunXHfrBsybFz2drB6Dpg0dajoCb3vuKf/XXT6OOML7c1vqCNuPk3LxcWohigM7shARpcySJcCcOcCGDcG/G6SBEaWhFbYhU+57U6cCf/97PLEkycqV8v+GDYHrriu/vBDyh6i5c/11IOnYETjwwPppFMvdlL7zzvJp5nTrls2b2X4IAfTvbzoKfYr3exaO1TjY9sSODfkTpcXuuwf/jtfTVVGpuCnXsKG8kT5hQnx5m7yZuOuuwOLFcirQa6/ldAaUTS++qPZHGBt+IIja1hkxQk0cWfa978lz3vTpwEEHmY4mnDDlyIbyr8pttwFnnOH+eZrW1Uu5chB1O6i4NgvafuH1YHk33hjfA17vvgs0bRo9nbTu1yjrFfS7Sa/XiuPv0wdYsUJ/vu3alV8m6duWKEvYkYWIKGXWrAFuvx2YP990JNGFuTjQ+YNMHHQ0pFesAF54AXjnHX2jSxTH7bXvDjmk/ntuy++6a/iYolB5wX3ssfrST9OFV/G6TJyYv/gcMABo3z7/mU03RMIOTW5qHVTk20DxFUSaynEcbCr/FB7LvV2efVZv+q1aAS1a+Fv2qquATz8FTjtNb0ymqCr7rAvr0r09yu03laNJjB4NvPRS8O+labRCIeSDKRUVcnuccILpiJLv+OOBb74B7rknGfUH2wn1zZolr0OCTOmpAvdFMtm+33R2aIha9v22WdOO54pgSm2v4lHB33sPqKnxn6ZN66dLEsoZkWnsyEJERP/lZxqZJGjZUn8eJhrTYfMUAth7b2CXXdTGUyjq9rDt4iQXz+zZ0dPaZRfg5pujp1OKbdtNpaoq4LXXgJtukj8w6rq4i5ruo4/K42vmTDXxmBC0HDVqlB/5oU0b9fHkTJ6sL+1iixb5W85tW6k6FtesCR8DkW1MtpVGjszXTzU15Ucw23dffTHNnQt8+aX8MZrqy8LN2yyso+rjPUx627fLH7rjsmmT/2XLlYFS05/Nnw98+y3wyivBps8ls8IeC7rOmUmuf6ZPj/Z9tpnNjeITdBrvJJfTsIJuZ5Zn9W6/Xf7PbatGqe141FFA377y9YknJv/hUx1sGEVLZ3pEKrAjCxGRRUw3nufOVZue38aP6h8r3W543HKL2nxIsnGqEi9BYtu4Edi6NXqeuo7tHTv0pGtCqf3SuzewYAHQoYP3d089NXy+UffN4MFyxKMgU2apyDcsVcfmD38oh/d+4w318ey+O3DKKfF1ZFm/HpgxI9h3dNVxS5boSZfsY6IOmDtXX2ffUsdE8To2b55/PWWKnjhyqqpkJ8jly+X/cQ3FXkrjxupHsqJgTLdL//d/67+XO8c1baq3I5Uqprehbb78Uk2H9xxuX9LF9D2mKMaPNx2BFOT4tOFYtiGG4nIXZAQGKi3Jx7KNmjYF5szxXsZtm8d5jMWx31ev1pd2ZSXw1ltyJJaNG4N/P+y2ztLxYmJdCx/QOP109+VsOB9ROvB2ChFRhh1xRP71hRcCDRv6/66fhpLfxtSee/rPN4oTT6z/XqkYSz0RZwNb4iglrcPEN2wonyAIqmPH/OtSP5CrWE+by0Pcrr3WdARqLVpUfwhW27RpI38U79UrWjqlyvGPfwxcf308Pzyfdx5w8sn5EWYKJa2THpGXhQuBW281+8TXD38I7LSTfCrvuuuixeHHkCHAJZcAgwbV/0z3OTTXSaGiIj/iIesPqXjayNat1edhW1v+vvvqv3fvvXKKk7ff1ju6mSkmynuYPMP8qAIATZoEW57HP5WT9jJy0UXR0wg6spGf76gWx/kmKWXl4ovl/0LIByC8jB2rP56kM92WSZvCDvZJOab8ClpWzj23/DJRpnRr0kSOjhmmfc5yb16pfbB1q7zGfeQR79Hfuf9IFXZkISKySNyN5xtvlD3QTzvN7FPgquc4jrodbb2ISVID0Gsben0WxzqW+kGrnFatgi3/9NPAvHnAli3AzjsHz8+vJJWJcqLM+WzrMevFK+bx44EHH4wvX9PbL2w5vvRSdXlXVgLr1pX+jCgNGjeOvxNl8bJjxgCffw68/z7QvXv0WKL4zW/0pe04wF13yXb2yy8D3brl3ye5Pa64AthtN9m5KmiHgBzT566omjSRo0j26WM6kmybNy/c93SXv6SXb4pO1TWkDWVp772BFSvizzet590g6zV4sN70vSxfDnz/+/IhhTFjvJcdPBhYuVJNvmllsjz362cu7zjYMPJKWthS7yZp35WL9b334okjiK5d5fXcoYeajoSygh1ZiIgs4tXgO+SQ+u/17Bktv512knOCXnutHFbRNrbNL13Iq8dxFLY0+qMKetEQ10VGx475J4O8FMdT+CTtDTe4L5czcKB8wvOYY/ylH1ZaykspcXV4StIFri5Rt8EZZ+RfL18eLa0gzj9fTh8SxIUXun+mq15XjWWWvJx3nukI8mw+R33/++6fqTjGWrSQo+CMGhU9rTQ65xzgpz8FTjghfBpe5cvmshfFhg3un5Uqt8uW6Z/Gi/xJQydsitcxxwDDh0dPx4b6MOy9JrfjxG2dit/ncRbPVK1u21kIeR9zxAh/6Xhdp5mmY+S0AQOCLR/kWFY9sun998sRNYYOZbsCkGU7at3qd7rXcvm0a1f/PVN1X9B8bTg/JUEc+1NXHjwPkyrsyEJElBD33SeHoC7UpUu4JyxU8NMY8bqg1ZWnjjRLNa7Hjq07NVPWJeGm0aefAh98UHfaH78mTgRefx149ln5w1SOyQsvG7exSnFt26xdPOsoNxddBJx1FrB0qb9haXUqNZVXofbt6/6dxCeq037sZ4WOusdx5EhFP/858NVX6tMPKswIaHGZNct0BETBFZ/D4hS0zrLpXJWEtp5N24vMKC6nVVXAq696L0NqHXSQmnSWLVOTjpty9cWBB+ZfN2gQfMpanfVRnGVY5Xp07aourZzmzYFt24Bp0+qPDFpKkG2Xm9ZSlUGD5KgQb71lflRFHXSUS7eHC3Ll8okngLZtS3dEKbRggftnp58O1NTUf1/XdaafZVTXHzrrjKScU8NMq6czvyBGj1aXFmUbO7IQEVnEqxHVpAlw9NH1399/f33xeFE5l6Vtwzj6iVsI4IEH4s1bRSNbR0NdxdMIcVxAdOlSdx7coEaOBPbdN1y51LV+Sbnw8kP18X7XXWrTU238eP157Lqr/jwAOfLA2rXA5ZebH93rxhuB1avdPy8uZ0GfVgs6AkyajlFKBiHkqGCtW5uORE5dmRvpyM8N+jiVuulLdlmzxnQEyeenbTV1qpq0bPnhIq7zrq2jT1K6BG13pk3c94mGDVOT36pVwN13R48niG7d5BROF19cfzQ4r/h79Iiedxaud3St45QpcrSTSZPUxjBzZviYTCs3DRWgpg7Q/XDmxRfLffvDH5b+fPRo4IsvgI8/9k5n6lT3qdmuuaZ8HBROnO22csd2HLGorOM2bwY6dACOOoojOJE67MhCRJRgSb0hFrWDi247dtT9O6nbuZQuXdSn6TjqRmSxZVvrLnucWqi+IOviZ/uVG5nDtKuukjccGzYEbrtNTx4//nH990wfYwcfXPfvqPEUl5uWLd1HhamuBo49Fhg3Tv5dUeFvhKVTTsm/3rhR/m96O1J62d7BIsgN3ZYtgXfekTdpzzxTb1xBxTV9HYW3ZAnwxhvAli3Bv5u0OlpnmfPaFpWVssOZCkHW4Ykn1OSZJkkrsxRe4chK7BAVTLn1b9Qo+Hd0OfZY4KST4stv4kTghReACy6o/5lX/Xz++cGWj0rF/iic6jlpcg99hFmH3H4pt39GjZLXvUnUsaO/eyOltkHxe4XTH4flta3LleWKCjnaTvGIFEGPr4oKOQJu8Qjtbp56Sm29l+bzjtu6TZiQ7vXWbdYs4I9/BLZulaOCEanAokREZJEkNZRUXtz6Xe+kzPNps8aNgXvu0Z9PmraZF9PrudNOZvPXKa5ta2ofdusGfPgh8PXXwKGH6smj1M3cUuL80fbxx+vnHVf+27cDrVrJ0bQuvxx48UX5pIibXNlYswa49lrg4YflqExRmK4zyH7vv683fdWdx8q937ChHDbbNlFGaAuLHWSCGzHCfQh71qd1hdkeCxfquw7zWv7AA+OditCGY4/llXIeeki20aur6z6pzzIS3dq1piMIth8PP9z8fm/WzGz+xSoryy+zYIG/e1om7lmW8/77wLvvAosWBU/fhnMZoC+Ol1+W04H366cmvVWrvD/XdU0Ut+I49txTT/p+t1fhFG1E5UjnAAAgAElEQVS5c125tHWzZV+FVW7bB50+jiiJ2JGFiMgiSW9c+aX7Yj1I+n568qfN4YerTS+uYT3jZFMZ9XLjjfmpUUo9fUXlqTzevX4YLRzVY5995P9VVe6dTXSVQduONV1Gjqz/Xm6Y7ZoaYOnS8jd5cmWjcWP5xLrf6ReI/HCre3RPCZT2No5fCxfm699DDlGbNrcxUXmqjztAtnHS0hE6K+21LBo7FvjkE/kv6DTRPL94Gzq07t+mt1e547hnT2DuXPXpxq1UPGG3/fPPl5/uqEEDYPr0cOmb1Lq1HCF50KBw38+NHG3b/lelsjL4tL+FirdL48bR4imVZrn3dRgwINjyQtS99xQnIeS9lm3bgBNOAF56ye7yavoc4Ve5bdiqFXD99XJ64SuvjCcmorixIwsRUYLpaHTdequ6tFQ3WONqAKuaJkc1Vftbx1zbxbF5DR/I4fzVGTYMeOst4Ac/AFauNB0NeQ2DO3SoHA52yZL450wvx5Y6Lgy32O+/X11atmE9mRwnnph/3bWruTgA/uharF07ef7ctKn+UN1JW5e0K/eDVpaYvLZSnfeeewIrVqhN02bltl/x5zzXp1tNTf1RAbnP60vi+bhwP/btG2x5v/yMWhIlD5NlcexY4OOPzeWv03PPmY4gPVTXDUHLfFx105Il+emogpgxI/8QT8706eE694RZ1ylT5G8LI0YE/64OYdbBpvOPn1hOOQX4+c+Bs88ON60d79OT7diRhYiI6jjhBHVp+W3sBB2mXlW+bk/tDR5c9+8wN9D9TulRzCt2VY3HBg3klBqqCKGv849NFw9RlBodQpXBg+XwnWmbezSJF0te09QAwNFHy2lqOnXyXk7luhcOsX399ck8pmbMcP/MbVt16wYcfLCeeExL4j7MqssuA8aPl/X0tm2mo1EjTeWvf39g9mz7htWnujp2BC65xH2KIT/SUm6T1Dby03HjoovU51tqG9m4/22MieyXtXITpM677jp9cYQ1f76aaVIOOCA/qu7556t9MImjgMZj+3ZgyBD3z/2UdVvaADbEoSKGKGU0SP7F+ZT7u1DY+xnV1fVH5jj/fP1Tq+ooGzaUN92CdnYu5/LLw8cSJj+iOKTsJw8iIkoCW5448xrWf+tWYPJk4JFHgCZNgqf9+ONAw4bR4tNpr71MR1BX2i9Ohg+XT1P07QvccYfpaKhQWoagd3PaacC11wI33ACcfHIyL0rvuEPe/AsqzqcP016HUTg1NfLpy5/9rP5w96qMHp1/vWyZnjxsovpGHyXD8uXAb39rOorw9tvPdATBzZkTbHmbjz0d5+ig62vz9iG1SpW3sFOJqJCmNqrbcbRlC3DqqfYdZ02aAG+/Dfzxj+7L+Jky4rrrgAcekFPLXHqp2hjDxFQsi9N1B1XYXg8rt011b1ub72Pawqa6xqZYbFK4XdyOmbSOQtKqVbTvV1d7/01kAjuyEBFRKCZ+8IuzgX7UUcCjjwKHHhru+/vuC/zud8Hn7k1iY3nAAHVx29LJSYc1a4D33weOO850JMlgaioxG/Ipt+4jR8o6qqJCDsv/+OPuy1ZVyc4sixYFH4baFpWVwLhxwb8Xdd967QfeMKKowgz5W8qWLXI0vSuuCN9mCSLMjcA48k+CJMduoyTVw2E6xQfltj2CbqdHHgEeewy45proMUVR7nhp1y6eONzoPp6TVL7JW4sWwObNatJK6nmkVy+96Y8d6/6Z6WOpUaPyo3a6+egj4Ne/BnbZxX00YXKncnvZcOwNHx5PPipHb9al1L7V3Wm1sHPAEUeoz6uUwnUKWp6TMGLzN9/U/Vvl/ao0jXIUd93frx8wcKB83bev92hSRHFJQJVGRJQdts7LGZbf+Eyth+58a2qA9u3VpWdLIxuQP5gBclj+BQvqfx60Z7vtZZnIJkLIUaO+/VYOy5/WKXSisqHO1FG3sb5Mh9mz5VzWUXXvLucgP+cc2bnNFBuON8CeOIgKlSuXNpXbvn2BSZPq1ye2jUDyzjvAkUfGn29YHE0qu373O3+jsqV5ipfzzzcdgT8qtpVbGs8/X7/DjeN41/89e6rptPeHP7h/pmI0lSDbzYbyaKNy22XWLP+ju0XZxk2aAKNGeS+jq81iU1sopzCm55+XDw/cfz/QtauaNHUaOTJff3TqJO/d6ha07L3zTt2/X3wR6NNHXTxpoaLebNnS/3S6QgAvvQQ8+CDw8sust8kO7MhCRJRg5S58dTLRkFHdMaamJtr3Vdhtt/zrnXeOL9+ozjkH+OIL4Kc/9d8YJiLzStVvpi9MdZ3HduzQk24pbtvQhukMyE4NGwLXXx985DbTWP7KMz1qTVbY+IOHjXSNmqgrH786dgQmTvQXh43nYpbf9CouGy1b+vuenzIRptyZLmtTp4YfkSRuOs/f++wjfxgkCurBB+WoTrlyaPp83KiR3vT9UPFwnJ+pZwoNGSIfHpg2LVg+plRVyemZV6+WHUSSMELLmDHyHrNqvAYDevQAfvEL/8u3bg0cfjjQtq22kIgCSUAVRkRENk4HEWWYPr/Tx+i4AMsN5d+iBbBkSekbS3He7Ln7bjnUbq9ewLZt3suavglVrG3b/FyZxbF16RJ/PCbwgsiMtG93x4n3qcxydcuECXpi0S1qnWlbnUsUhe56M656OY5RDXS1YVinmJOWdoNto6LYJknrW1wfJCl28sa6vi7+COYui8c9jw+7+SmTZ57pfxRIm8u4rs6DQUWdzthrPfr3B849N1kPTeqQ9HpHVTns1k3/VH9EurAjCxFRAjz0kOkI4qXzCbcbbwSefVb2RK6pkU8IRRkWMqqBA4Hf/Eb+GzDAe1mbbwIVb/M99lCTjh933BEuLxWSfkFEdrD5Bk+SrVyZf13qqe1i3A9E9ovjvHvFFUDjxuWXc+vwwrrEPqbba+Xy1zWdhc6OseXwOCBSz3RdZloa6xXT+zTMQw5JYdN6RBlFxe+DgCr4SbtzZ+DVV+W91TlzoqcXZlkVdUGLFuHyDqo41iCxF8blN0bV9WTYeFUJm2aazhdpWheisNiRhYjIYvfdJztdTJ7svoypBk2U3utVVd5/Rx3S1Su2igpg333zPz5UVwNvveUv3Th4xX7iiUD79vL1McfEE49fQZ4qVH1xc9xxatMjCitsudc5D7kKSb1wHjNGdnQ7+2xg06byy0epm3Te/MpaZ1ay25gxpiPwpuJY3Hlnf0Mv2/QDSRYl9dxUio1lKU3bVwduHyJ/bKzf3KiYKjRJ60vpFMf5affdgYUL/U+dZouzz86/3rjRXBxJorNO2333+u+pKr9pqovZ5iQCLJysgoiIcg49ND91i21atw7/3b59gX79gPffB3r3BoYPVxdXGO3amc3fr2bNgHfekT+u7LWX6Wj0iPK0gs44iOKks/yFSTupNwGEiNbRLeowv6q+17x5uLyIVLnrLmDpUmDvvb07V6dJz57AqFHA668H/25S68w086p7u3cHPvkkvliiiKNsuW2rOKb1KsQncClr/JRdlu/gbN9mNsZnY0xpF+eDYGnlZzutWgXsuqt8sHHs2Pz7LPNqBN2OvXsDb7yhJ5YobDvmWD6JOCILEVHimWpgtWlTtzd7KV4jq7z0ErBlC/DKK0ADno1869ABmDCh/ig2SWKizE6apCddXlCoY8vF4ogR+ddTpwb7rqp10DkFQanvmi7Hto6EokPS4iUCgBkzgM8+A+6+23ybrVx99dVX8cQB8HhOkr//vfT7btNDqWayrOjolOnXI4/U/aFItSRPiRFkNEvKBl1lN60PwPgRdJt26lT6fV3Hp8p9blsdkpS6mKKJu5NrVFVVwOzZcpTuQkkur7q3sc70V60CmjaVr5ct05ePTtOm+V+2Q4fS7yftOCIygT8dEhFZzObGihDAlVeG/367dnJ6nJoa9RcNSb4ISWrsNsd98cXA7bcH+47N60N63XWX7Mwydixw/fXq0jX5QxIRUVrqmXLn548+iieOMNi2MOfWW/OvN2yQ/1dUAPfcYyaeYn7LRtDjWAh15S5MHXLoofLhhYYN8+/ZOtpoEFOmyPITBTuyUBhhjufTTpMjjDVpIh8kSpIDD4wvrx49gDlzoqcT9Fg23TYolb/OmOKs69JSrwZdjyjnWVtGVwsj7v0ddt2CnP93283fcl7pq6Jj+/bsKUcc374duOwyffm4ady49Pvl2s8TJgA33QSccw6wfn30OEyfB4iSgFMLERFZJG2NlzinXrBV2vapG13rqSLdCy6IngbpZ8tx37dv+OFNVQ4JrGt72LKds0rF1E7ch5QV48ebjsDbTjsBf/hD/fenTy+9/Oef642H3O3YkX89f778YaBZM2DgwHjyt/V6QOUPmF7fe/xx4KCD8q/9aN68/A8JfmNVuf332Qd44AF16RHp1rw58NprpqMIp2tX4M47gcceA049NVxnvnJ69AC2bZP/u/2oqYvKNr1XPdekCfDPf6rLyw9erwSj8jy1bp26tLJCdTutbdvoadx9txwJXbcJE9SlFWY7du8u/6lWrg4aNUre+wub9oIFwb/ntn1mzQJWrPDOTzfW2WQ7jshCRGQxmxsSpRpgHTuqTVvHjVSipBo7Nv/0Z6dOQIsWZuMhc1RPLZTkOlPneVLFdrH5PE6kko6yXjiKho02bCg91dIhh5Re/uuv9caTNUHK3Mkn1/171Kj4OrEAQKtW8eVVyHHseLBgwgTg44/lv/328/edBg3kFLRBxHHOHTfO/xSvzZrJ/0v9SKRzGklKryyWi5kzga1b605TprITW4MGwODB6b62LhwVq1gSpk1KA53Hbu/ewJNPytFkn3yy7lTJuqX9XBYk/lwHIiFknRU1zaOO8p93WMcdB9xxh79lTR3TOvJ95BHguefsGTV51Cjvz+OIhXU22Y4dWYiIKHVsaoAl/cLNryDb3GvZ3r2jx6KCjfutWTPg+eeBs88Gnn7azhijCFKGkrjuSYw5LjbV2UnAspQuLP/uevWq/1658t++vZ5YStl99/ojeM2c6T7liNtILaRecTkZMsR92TiOwYsvznd+OPHE+p+bqteD5jtpUvi8OneW/4LYY4/w+QXx4IN60n37beC+++RoD+Xw3J4ePK+bU+o4Kn5vzz3VpKtKGsoL66/oomzD994D9t8fOOUU+X8UJstj0o6F4n22YIG8X/fGG3U7sNp8fNxxB9Cli7r0VKyrqu3lVZ7GjZMjVYX5rg7l1tnmMkQUF3ZkISIiZWx44g9I9tM0Sbt4y2nXzv+yXut4ySXRY0mzceOAK68EBgwwHYl+vFiLT5K3tak53IPMUd20af7vI4+MFhNR1pU75uNuAw4bVvdvr/iWLQP69JH1x4036o2LgCVL5P9Dh8bzVKuX3r2Bn/xEPqFbat8nof0vBHDbbbIcb9pU+nNblbtOOfzwuudqVbp1k+f9Umk3alT378GD1edPlFZR6pu5c9XFEVUS6n4/bF0PW+PKkjj3Qdz7u9T0v/vsAwwfbjYOUsNru6ps8/q5JrS5jU0UF3ZkISKyWLnGSrkGa2EDOu75foNQ3fBesqT+zUHSa8aM/FOWRx8dPp2uXdXEQ+nGi/XwktzRL26qytlTT8n6cbfdZEc0okK8MWUv1eea1q2Bn/8c+OorYOFCtWlnUdu23p+vWQP84Q/Aa6/5nwpGp8GDZYea6mo96fsZiaBY0Oulmhpg1SrZ7k8SP0+o77OP9jDqqKqS05PtvDNw7rnASSfV/XynneKNh9TheT3bamqCLa+qvHilY9O1s02xUH2sv8JT/WBn8ft+jx3uQykp22HhwuTESmQSO7IQEaXYpk3yQrpZM+CJJ/TkUfhEy/r1atKM2ojr0EEO5azjybqgknahHnbbN2oE/OxnwPbtwF13yff22iv/+bnn5l8nYQqZykoz+VKejmNn0yb5g0HSRTkuGjXi9BZudNU3Y8YAn30G/PSnwadVIMqaXMfrq64q/XnSb/RVVwOtWpmOIrmWLpX/N2jg/QRjrg3RsaO+jiMmqGgbHXyw/L+qCjj9dP/fS/Kx5zbdl2nz5wO//jWwejXQsiXwgx/Ia+uXX+a1SBYl7b5BlpTbN8cdJ//v2hWYPVt/PIA8D6oQpNzdd5//ZQ84IHgsNuPxGU7YtsOpp+pJ1w33r7vctk5yOzCoqA8V+/1euU75fuMJYtEidWkRxYkdWYiILKK68TxwIPDpp8Bf/gLsvbfatHOxXnUVsGIFcMstwOTJatOOol+/aCODmGL6Auqxx8J/t21bOfVN7sbrpk3AlCnAnDlyGHIvNlwUTZuWf33xxf6+E2fcpsuGTcJu99mz5egYWXfiiXX/9nsBrYPN5drm2Cg9WM7q+uUvgTffBBYvDvd909vThvZMml12GfDQQ8Drr6sbut10mQlCRfm6915g40bgxz+Wnf9NxaFCkDhUdQzRue4HHSSnbxozRl8epF+S6pS0KT7OGzasv4yOY/h735N16jvvBB8JOWx52b5dXx5uy5ebIvXJJ4EmTWSHnuuuK71MnOcPW85VgL4fxv2krZOu9brkEu/RC0ula9P+jlPYkVv8ivucltX96EXlNlmwQH8eRDqwIwsRkcXKNSSEKN+orK7WO81Oy5bARRfJH0bZ8Em2n/wEOOQQden16AFs2wbcfnsypjO59VZg7Vrg6adlJzA/dF3UXX21nnSTJMv1ieN4r3/UbVNcbi+4IH+eKO7kUmp5ipfum1OUDbrrVFXpd+8ODBumJi1Kn4oK4LDDgBEjTEeSXM2bA/PmAUOGyL/9DmlfjolzU6k8C0eZGTo0vliIokpr+65du/LLNGgQ7J6V27bq3Dlft3XrJh+y8ftdL+XqwwYNgN13Dz7iWpS20557+l/Wa51VtN9yaey/P/D118BHHwG9ekVPl7KrZUvvkfdsUHzP0NbR37KqsN5T1ZkvR/U0UnGe/4N2tiSyBTuyEBFRKG4NsFGj8q/PPDNaWmm9mROXY44JtryqJ1vDcNvXYcrAokXA2LFAmzbAww/7/17LlsBZZwH77Rc8T5WeecbsvqDwktr5pls3OTXYtm3qpojzy+ZtFiQ2nq8oLJuPgazjvkmupO07nfGqStumbdqlS+n3hZBt6DvukNcDDz4Ya1hEVMJZZ3l/vtdewIcfyn/duoXLo7B+eu45YOtWOUJKRYXekTCiSuP1Q1UVp0YLw6ZzrE1mzCj9vurtNWBA8HxGjJBTBLZpIx+Icyv3SW+HmS6baawngzK9D4hswKYFEZHF/Fx029ague8+Od3QiBH+n6hlw1SdDh3kaB4ffACcdprpaErTvb+bNwdeeklvHrq0bw9MmFA6ftuOddLHz2hcKjkOsMsu8l8c+ZXK30Yqnl5Use2K42BdQGSXvn1luwtwH66ZyFY6RifQqbIS2LLF/XMhgOOOk/9M4/k6m7jf8zp1Ampqyi/Xs2e0fArrsdatgaOOipZenJIwcm05tl7LkXlRHwy56iqgWTN5XF9+efDv+9W/P3D22XL6xc8+8/+9DRvkP1JHR8efpJ+X44if9TjZjiOyEBGRUt26AddcA8yc6b+xxR/p1BFCjsRy4YXyYi+L3H6MT7q0X1gUD3EZ9ok8Ko91bGncLmRC2uv2uJnYno8+CsydK0e0Gj06/vwp+XSWW1VlMu5OtqV07w68954cedEUthWonLDHcxrbA127ll8mzDGl8jg0fUyfcw7QsGG47xZOxzR9uvtyqqfVyCLT5aSQTfunXCxRY62pAW6+GVi9Olo6flx5JfDpp/rzSapS08RxCrFg3I4HG9rYRLZjRxYiIot07246Av90XjxluZFm00WpLqXW0e8+32mn0u+vXCn/HzbMffhRHXSMjJFVTZrkpyM7/HA5z7gbW+uIoUPVpJOlcpCldSXyK+4faUsN+9+8OfDss/HGkVS77ALcdhtw8sn2np/IXZLOQ2FiXbBATv1aVQXcfrv6mOK0225Anz5mY0hSeSGi+kx3nCnWuTPw1ltyJIi2bYN9d/t2YNIk4JJLgPHj1cUUdH3Z9tGLP3KTSbnytXQp0LSpfL3vvsD11wMvvlh6WZVUtLuCpsFjisg+7MhCRGSRiROBvfeWr884w1/jiTfT3HHbpM8PflD6/QsvBL76Cnj9daC6Ot6YSJ1164D//Ad44AHv5Ww9tps0kfOyz58f7AfguC+U0/RUns7YvNL2O5KYzduO7HXrrbLjZpMm6tL0qmeuvLLu35deCnz9tbxJmWU8fikNmjYFXnsN+L//A+bMUZOmqRv8/GGB0iwJ55xVq9Sn+dVX+ddZnT5hwADg6KODj8yy++7AY48By5d7b7us/oircl9HTavcNm3TRl/eJkWdWkhXXmmiu3zk0u/QAXj3XeDxx4EnnwROOQXo0kV9LHHsx6T91qJim7BDHCUdO7IQEVlECPnj55dfAldfbToa82xqOMYlC+tcakhKN8WN6WHD3Jdt3RqorAwXE9mjujrZF1Hjx8t5kqOOqBDnNkjy9iZKulLHX9++wCefAH/5C7DffvHHIATQIOCdAtYjlFSFIxINHmwuDj94nBGRSTNmAJddJqfTU+Xdd/Ov/d4LCXLPxOZ609bYdMZl6zqb1ratbI9UVgKHHuq9rE3b0KZYSNK5T3r2BA4+ON77ribKmG335VVsA9vWiSgodmQhIrJMRYV3b/w00tWg4kWVnSoq5DC4hdioLo/bKFl0Pn2UprpNCHvLdpxPkFF2uZWdhg1Lj8jSsCHw8MP+0u7cOf969uzgsSURj0UK6qST5FOlU6YA999vOhp72dj2iKOjXzEbtwPZJc1lpLISOO88YP16f8vHdU5O6ja3tc1SOEpOkjz5ZN2/k1Yu1q4FvvkG2Lix7vtJW49CKjudFY7+MW9euHiCsmnbu23L4hhV1yumt4GOetJPmqbXO2fQIHtiITKJzy0TESVcGhs0aVonW29OmLbHHqYjoCRLUx1RStrXTyWd28qr/uY+orgUl8OvvvI/5dCTT8oR/vbeG+jfX743Zw5w3XXytdsIaUku340amY6AkqZxY+D6683GYPKYc/sBJAnTEPbsCdxyC/Doo8Dppye77qL04PV/MIsX51+HPYaDTAeaRUG3gcqpLYvp3B/7768vbZtktUw/9pjsfNyhg+xQV8zW7RK2Xstqmyar6+1m2zZuEyKAHVmIiBLP1sZ6EGlYB4qGDXNpt91MR5BeVVWmI/CvXJ0Y9/FiqrNIHN8vZGs9pPspK7Jb8f4O8uPCwIHArbfWfW/FCuCXvwQ+/xz43veix2ebDRtMR0Ckj8n6v9w5Mo5zaKk8TjxR/ouK51YyzU8ZtKWcRj3e775bdqzt0wc4//x487e1vQ/Ys38bNzYdAQVhc5lWOcLpkCHA669HiyeoOI5Jv3nYvJ9zkhAjkJw4O3YEevUC/vUv05EQmcephYiIqJ4GPDuQJWy5maNT7ofEli2BG25wXy4pF1s2KfxB0+9UHLp47T/b920WjkMiU8od/8OHq82vbVvgqaeAd94BRoxQm7ZJ69cDjz8O7LWX6UiIglNxnlXVlsilw3N/dLa378guSTrmosZ67LHAP/4BvPuubJfErVev/OtFi+LPP25ZnsbWzeDBpiNwl6S6gNJv3Tr/y5qaBkgHmzoxNW4MHH64fD14MDBggL6YiGzFnyqJiKieH/0IOPBA4KKLTEdiRu/e6tIKehPAptEJKB7HHw98/DHw4YdAv37uy3HfBjdvHvDMM8ArrwCHHGI2lrhHDtm8WV1+utk6Wo4tPywWx5GFm8tZUq6cLV0qn1gWArj55nhiSqKTTwYOPth0FETJw/YlUXIkrQ3oVb9UVZl5gMpx5HRkEyfKa8UFC+KPIW6s5+uaNAl44AHTUWRDnNf5OurHpNW5Opx0Urz5cZuXdt99wNtvA6++CrRuHfz73K6UdOzIQkSUYLouSEePBp54Qg4/b4KJBtby5fL/3r3ljyGUDBMnms1fVVnt0QNo105NWpQnBDBhgqzTTOSti58RGmbNCp/+BRfkX+vuACQEcM01+b/nztWbH1HStG0L/PznwF//Gv+NxCDSeHMsjeuUFVncd6WuC7O4HdyoHrGGSLUkPWFt+jiIeh9s4EA5Ot3GjWan0Rk50lzeWXb33bKTeBBxdgYKOpWfzVPtBrmXkNUOV6brUy/TpgENG5qOIrpmzer+HbUTZdiyGuUBpYoKOb1WkybAddflv3vaaeFiIUoadmQhIiLj3BqBcV7IXHIJ8NvfyqH2ixu5UQRdh6xcvBVfOPTtGy4d09vLphsaZJcgZaP4BmrfvvX39/z58rjZeWfg3HO90+vSxX/epZxzjnw6cfr0utMz6TJmDLBtG7B2LXDttfrz80vlnN5EUVRXy+nnbJbGYyCN65QVad13cY70mLbRwNJaJig9jjoq3/n+sstKL8NyXFqQ+sl0XXbbbfJp+ilT5I/EhWzZv61amY5AL9NlICqd5SRo2l6dsRYuTEcnCN04Krd+EycC3brJ1+PG2X9dXc6wYXIk/bvukvfQ/GA5oaRjRxYiogQTAth7bzN5q2wE2XKjtHt32bs5yZJyUV5RAaxaBTRqJH8sdxsxIynrQ1SOV1lu1Ai44gqgTRvZgaTUnN0nnihHZPjFL/SP3tOsGXDTTcA99wCdO+vNK1f/T5kCnHWW2o6EUfFin4iISAr6hLiJGIiSrKoKeOkl4B//AM47z3Q0VEhl3TN3LvDVV7ITf0WFunRVGTgQ2G23YN9JUkeiJAh6DWpymx55pBx1pUWL+lOg9uoVbyw6rt1VbNu494/J8mDr9qqsBH7yEzmt3BNPqE8/Krd19toWY8YAM2bYO003kWrsyEJElHCTJgFz5sgpcbZuNR0NJcmQIfnXJqZTWrYM+Ne/5I/lvKFRHn9UT7Zy+++cc4Avv5QdSACgU6e6n3fuLG8QVVfrj6XYqafmXwcdhjlJotRDbt/lcUtZwXY6TlwAACAASURBVPM4UXh+jx+vc4rqY7Dc+cvESAI68/D7Q0D37vpiIKqo8H6wJmnn2rjawWxvewuyfZ57Lt7Rv0wIE2/Sjr24VFYC3/8+8Le/yQdvouA2DmbSJPm/zqmm0qR9e2DyZKBp0+hpcRsTxY8dWYiIEq5BA+D224EPP5TD0VJehw6mI4hfkAb1vffKYRUnTwYuvVRfTGnGi20zsrDdd9oJuPBCoKYGOP/8+h1bVCq3PXN1xNFHy6dYiCjd4qxjV6zIvz7jjPjyJSLJ7w8gxctt2aInHlMKr4WOPLLuZ4sXy/8HDgSOPTa+mCiZ+AOXfjZdC06fbjqC8oKUSRNTwbhNpZVVNpXvKNIwzXocMYXd3zZNyZyjY3uFTTPKcRR0VCq/THYSTEu9QtlVaToAIiIKz8aGvgqqGlhnngmsXy+n4zAx4ojt+vYFtm83HQX5xQuPZAuz/1aulP/iyMtLRYXsTJN2Ng7vXQrrAkqTpUuBb76R/y64wHQ0RGbouqaLcr4oPie2bFn370oDdxN1jJyWM2gQ8OSTwLvv1n+qfN062dGupibYyHg8X5Nqttz/aZCgx2KL66r994+e5ubNsvNFq1bA2rXR0zPJRF1e7NxzTUdAOUk+byU19kaN5DQxr7wS7HutWumJxzRV+zHo+fKGG4BTTgF69JDT+119tZo4vGLK/W3DuT2pxw9lR4KankREZBOVjRxdjba2bYFf/EJ21rjxRj15qGZDA9Ym5bYHG9tE0Zmsd2w6hvfZB2jdWr7u1Qvo0sVoOK5OPz3/eo89zMVBVCjssdykCbBqFXDllXL6NCIVbDq36LBsmf48mjQBDjpIvu7TBzjgAP15mrb//sBZZ9XvtCME0K2b/LGJqJy01z+A7Og2b558PXo0cMQR8eYf5NpFCODll+XIKffcI6drjWrYMOD994HXXlM7aqauazKvdA85JF/nDRxYv/6LQ9wdo2w/RsuVg+HD6/5ty/oUx2FLXFHEtQ5PPKFvFJBCHTvqz8OU730v2vcXLQL+8hfgvfeAdu28l+V9e6L4sSMLERGForPhpvJioWNHOX1Okp4aiiINF4tBmL6AmDOn7t+NGqmZemXAgOhpELmxqZ6IegyrrAOqq+WN7iuvDD4/vN+pGMIoTqN3b2DbNjmSxX33RU+fSAXT52OiLLn0UuD44/Xn88gj8oGAN94oP2pZHG2LKHmwjqI0sKkNv2ED8OmnwIsvyh8Qr7kGeP75usv07h1PLOW2y5gxshOLqmmAbNoPUTVqJDvkXHst8PTT4dJQcc0UpzAx2PTgx7BhcvTpXr2AW25Re6/T5HraUDZMadFCTuNcSEc9s3FjvrxcfLH69E3WjSraxe3aAY0bR09HlTgfIM7y8UfJYMEAckRElHVuDaYsNqRs+lGXyrv0UuBXvwL+/GfgttuAIUPUPK3Ztq1M74QToqeVRqefDlx3nXxt64gUxT/4jB5tJo5SWE+4699f/isnzps0pfbXlCnyHxERZU+DBsB++wG33+69XJjzfeH5rbpaPhBgC7ZfKAmyUk6FyI9eWFWVHzHw8svlVDEtWwKrV5uLj/Juuw2YNUu+nj+//uf9+sl/ZKdSdcq6dfIf5WWl7o1i5EjgzTeBP/1JzTRrWVJRAXz3nXx9zDFq005T50giXdiRhYiIiCik9u3rP3mmyty57MjiplcvOfLNK68ACxfW/1zFkNFRNWgA3H+/HN1j6tR4bw4GvRDmhXOycH8REXnjjxn+cVsRkUpLlwIHHyyvkzt0iCdP1mPepk8H/vpX+fDN2WerTz/oVE+UDWk4LnWMrqozLz+GDIknH9NUb8/t2+VISAMGALNnq0mT9SGRf+zIQkRERNZiw57cTJ4s/+U8+ihw2GHy6eH77zcXV6Fp0+S/uNl206hxY+Bf/wIWL1afthD2rS9RFvF8TRSeruMnbcdllPVJ27Ygstmuu+pN3/TxrOvaQ1e6FRXAqafqSZv0i1LezzhDTvsVR15plIT7DF271v273FSQOunYXmHTVB3LmDFyGrYobJqijChpFM6iR0REpEaWG1hnnpl/PWKEuTiIkmbyZOC3vwU++siuaXwIePdd4KmngLVr1adt6mZAEm5qEcUpy203IhN4HgqG24soPeI+ntnGoaS66KL48io+TnjcxGP8eGDvveXrBQvkg12UDOXOZW3ahE/7jDOCLc/jlWzHEVmIiCgUlTcP0nxjMei67bGHnMP4rbfCDfvKxidlWW6edi/FT6hUprA1bFs90Lu3/Jdmbts8zec3okK21TuUbVksj2HXufh7PG+pk8VySBSFqnosqRo2NB1BOGnZ/mnUogUwbhzw0kumI9FPRzlMQtkWAnjmGeCrr+SUbqZjITWEADZuDP/9deuCjcZEZDuOyEJERMYV3zDNNX6zeCNVCGDuXOCGG4AePYJ/P4vbjCiIrl2Bfv3k6w4d8k+vEEXBupfSxOabkDbHRhSWinMIz0NElHRZr8duuy3/OujT9Fl03XX51xdfbC4O1YoftGnSxEwcSZPl+qOyEqip4XWS7dz2z8CBdf/etAl45ZVoI003KPrVP8vHB6VDCp9BJSIiIkofXpSqIQTwwgvAY48B+++fzhFZSD8ej0Rm8CYckeTnPNSunf44otpvP/kkMQB06/b/7N13mCRV2bj/+9m87LIs7IJLdMkZBEQywhIEJSNBkCCCr4J8+QlmQYIiSlCiCkqQIIKwiAgSVBRQAcVAxgAq8AqCsrKwZM7vj6p5p7Z3eqZntrurevr+XFdfc6r61KmnZ6a6q04/dU65sUhSmbbZBq65Bp54Ag4+uOxoqu/DH4bXX4fXXoMjjmh8u6GcS666Ktx//+C3G4opU2DjjbMvsqdPhxkz5q+9wVy3lnme7Tl+/8rof+jkPo9Oin3aNDjnHLj00ux9bf/9y45Iqh677iWpg5V5ot9JJ4Xtsvji867z9zR/vJjt5e+ied7yluHdOej7zvDme4GqyPcdqb3qfRbstx9cckl2rvPBD7Y3pqH45jdhxx1hzhyYObP/uvPzPuN7lFR9VT1Oa++WH8rIuY3aZZfWtT3cjB4NH/tYe/b1la9kSZfPPZdN19HqEXNuuim7+WbDDeedGlmdpdH3tYHqdUIfgP+r/evvb3joodmjVYbD/5e6m1MLSZIqp6odGH0555zs54gRcPnl5cYiSaqWZnyeddJnogZvjz3KjqA5/D+Vhq6ZnxUXXgi33Qb33QcTJ85/u622/PLw4IPwt7/Buuu2bj920Ktd1lij7Ag611CP01Yf35Mnw5VXwk47ZSOmTJjQ2v11mqWWarxuFc4XhxLDssvCn/4EjzwyuNFfhmriRNhhh/aPrGbCqIoaeW896KDe8llnlRNDM7eTVE2OyCJJHazMC4VmnhTWa2v8+Obto1UOPRTWWgsmTcp+1vLkef54MdzL34XUnfwcGd523jm7q/M3v4GTTio7mqFr12eUn4Wq54ADsjnloTUd6e00aRI8//zQth05EjbbrLnxNMJjU8qccgrceiv8+99w9tllR6Nm2WOP4ZN83EzXXNPefrs992zfvmpNndoZU/Z1qm6/5u3U13/GGbDaalli8iablB1NZ6nSuXOVYpH6YiKLJKlyek6gDjsMvvxleOUVeNe7yo2pP5tuWnYEklRNU6aUHcHwYyfD8DJyJHzta2VH0Tna2cnbqR3K3er007M7ppddFrbZpuxo5s8DD8DSS7dnX7X/50P9jPF4kTLTp2cjN8yaBcstV3Y03cFz4/IMdiqkoXxWTJmSJctMmQKnndb4dvX+L7rt86pbXu9wex/olNczcSIcdVTZUcyrE35/3XJsSs1gIoskqXRLLDH3cs9QrYsuCnffDXfeCXvv3f64pCoxIUDN0uoL5quuyu5YHDUKrr66tfuqCjshJKlckyfDsceWHUVz1Jumwc+aoeuELzQ0fCyySPbQ4HicqseSS8KTT2blCy7IpnUaLD8zu0sr/t6teE/yfW5wPI6bY6Dfo/+XqroRZQcgSRq64XJCt/ba2dD6AIccMnenz1prwYc+lA2xLXWbQw/Nfo4dCyecUG4sGr6afdG6++7w8MPZHOLvfGdz265V1uegF/rS3JxaSBq6oXyW7bgjjMh79JZcMrsjdihqj6kqX1/Oz/Ffxuvy/UoanCq//6i9fvxj2G03OP542GGHsqPpbIP5LGrm73qwx3O3fGbW+710y+vvZm97W9kRSJ3LEVkkSZUwcya88AIsuGDZkUjVccYZsN12sOKKDk2tzrLSSmVH0Fp2tGs4G0pHqp2vUntNmgS33grXXQcf+EB3HIOOTihJ3WHNNVs3sme7Py9rR6Cumltugfe+F6ZNg1NPLTsaNapb+iM6fcrLCy+Egw6ChRaCs8+GVVYpJ45uuE7Q8GYiiyRpSJZdtrntjRjhqCvN0Oy/i8o1alR2x600GIO9SC3zIn+4vGc5B7u6Xbs6x9p5TNnhp6qp/Z/cfPPsUQWtOl4+9CE47zxYYAE4+ujW7ENSNXT6F5bqDO38f/noR+EjH2nf/oZi661h1qzmt+t5dKZZv4cyfp9V+Bt2+vv7gQfCjBkwYUK1E7Kr8LeW+uPUQpKkQdtww96pgFS+007Lfo4dC9/8ZrmxSKq+si9SP/3p7Ofyy2fTyc2Psl+LJEnzy8+y+s45B66/Hu69F5ZaquxoJEnzo5s+77bdFs46C1ZbrexI1Amciqm5qvT7WWaZaiexSJ3ARBZJ6mBlnJhNmAC33w4jR7Z/3+rbkUfCXXfBgw/CWmuVHY2kqiv7rpaTToJHH82+lJowodxYhqrR32GVOlCkVlp77fbsx2NK3WKffcqOoBpGjYJ3vztLfp0fvndI1bfDDkPbzuNbqq/sa/92Ge7vA93yd+wm/k2lxpnIIkkdrB0nPbvvPvfyIotkHYqqlne8A5ZbruwoJFXBYDtxyuj0WXbZbJqA+dWNF//d+JrVXo2+J5x+elZ3nXXmf3QlSXP7+tfhqKPmXlfl9/8qxwbVj08SHHssvP3tMHUq3HRT2dFI82e4J1ZUTad8ztf7v/D/pW+d8netuqpMRSoNlYkskqR+nX122RFIkgbDi/3Ws6NJw1mj7yFHHAEvvAC/+U1zEtMa0c73N99LVaaFFuqdik+SusHUqdk5xTPPZNOySPOj3vXaxInt2X9VziO9bh26bv/dVeV/eLhq9f/XlVfCmDGw6qpw9NGt3ZfUaiaySJL6NW1a2RFIkqQe3d6hpmpZYAGnm5Tm13D4osDPpnn5O5Gk6thnH/jFLzxvrapu+cwcDud8VbXMMr3lD3+4vDiqYo894MUX4f77YdFF+6/bLcefOpeTQ0iS1EJepLTWhhuWHYFUPV6Etl7te7u/c6k9PNbUTdpxHbHBBtndmq++mt2lvuKKrd+nJEmtVvsZetllQ2vna1+b/1g0MPtONb+uuw4OOwyWXBI+/vGyo6mGUX77r2HCEVkkSYPixYXK9p3vZCfja64JRx1VdjRS5xlO7+PTp5cdgTT8mCwiVVMrjs1x47I71I88Mvtph7ekqtt447mXF1usnDg0/J1+evbFuJrne9+DVVaBrbYqO5L2aNV11XDq02mWtdaC22/P/scWXLDsaDqL1/+qOhNZJKmDTZpUdgRS++2/P8yZA3/4A0yeXHY0ksp06aW9w0OfeWa5sUhqPTttNRw12nncqv//DTeE006DdddtTfuS1EwLL5zdeX/AAXDbbTB6dNkRabg64gj/v5ptr73goYfgrLPmXu8X6f0r4/fj30RSVZjIIkkd5iMfyX6OGAGnnFJuLBqYJ/6tMXp0dgxImtdA7zvD6X1pk03g97/P7rw5/PCyo5mXX7pLkoaqkz6vOylWqZNss01v+TOfKS+OqtlhB7joIthss7Ijkapt3317y2PHlhdHrXHj5l4eP76cONrN86XBGc79KVV6bf5fquocNFSSOswZZ2QX6yusAGusUXY0UmutuGLZEUiqujXXLDsCSe1iJ5skqZtcfDGcfTa8/e32/0gavAMOgLvvhgcfzEZfq4pll4X114ff/AZWXx3WW6/siKTuVaWkGqkvJrJIUocZPRre976yo1CjPBkcvBNPhM99DpZYwrvOpKHwi97q8G8hda7a43exxeBf/yonFqnqvOaRWmPaNPjiF8uOQlKnGjsWvv3tsqPo289+Br/6FWywQTWvm6sYU48qxyZJzeag/JKkQfFkWa322c/CX/6S3TGy6KJlRyN1hg99qLd87rn91/XLpubzs1HDSZX/n0ePbt++at8rL7+8t/zVr7YvDkmSJA1Olc9nlZk4EbbdFhZaqOxI2meofTH24Qw/VXqPqlIsUl8ckUWSJFXO8suXHYHUWU47LTtupk+HGTMGt22nXLSOHw8vvZSVd9ml3FjsSJLKsf32MHkyzJrV/n3PmAF33pnte9tt279/DV/1PlP8rJEkSSrHNtvMfxuN9rV0Sp+MJJXBRBZJ0qDYoSpJ1TNxInzyk2VH0Vo33wy77QaLLAKnn152NNLwVeVzvbFj4a67YOWVy9n/BhuUs1+p6vwCRpJUJVU+n+0Gnfr7/8EP4OCDYdVV4Ygjyo5Gag/P41V1JrJIkiRJqrxNN4V//avsKCSVbaWVYPPN4bbbyo5Eao56ncd2KkuShpNu+lzbaquyI9BQ7Lxz9miVesdApyb+aOj8m0uNG1F2AJIkDWdl3TEsSY3yAnrwuqkTVt3H/29Jw80qq5QdgSRpuLv6apg6FbbcEg47rOxoyuX1RGt1Sx9Ot7zOsnm8qupMZJEkqYUOPhhWWy0rn3BCubFIkprDDhVJkjrHBRfAmDFZ+dxzy41FkrrVcL+G2m03eOYZ+NnPYMKEsqPRcGKiQWdYcMGyI5CGJ6cWkiSphRZYAH7/e/jvf2HRRcuORpLmZaeIpE7j+5akwVh/fXj4YXj+eVh77bKjkSRJ3aheMpfXNp3r5JPhk5/MyldeWW4s0nBlIoskSS02ZoxJLJI0nBU7npZfHv7616x8wAHlxCMNd3b2ShqsZZctOwJJUrt4rih1pkmTssRjgD33LDeWRnz847DiijB5MmyxRdnRSMOTiSySpEHxYlCSpPquvx7OOQdmzIDp08uORho8z/Uyw334e0mSJEmt43XV4P385/C1r8FWW8HKK5cdzcAiYJddyo5CGt5MZJEkDYqd+pKkbjdp0tzLG27YW155ZTjzzObta/TouZdHjGhe21KnslNYkiRJUiepdw1jX3uvddaBiy8uO4ru4rW1qs5u0DaJiFERMSMiToyIWyLiiYh4OSLmRMTjEXF9RBwREZOH0PbYiDgkIm7O230lIv4ZEbdFxP8XEZMGbmWeNjeNiG9HxJ8i4oWI+G9EPBARp0fEWkNob1pEfC4i7oqIf+Wv/e8RcW1E7B0Rg/pfjIgR+XbX5u28nLd7V76ftww2RkmSpG5gJ8n8Gz0afvQj2G47OP98WHLJ1u1r001h8cWz8sorwzLLtG5fknrZoSdJktQ8nltJQ1Pbh+OxJKmbOCJLG0TE/wBfAhapU2Wp/PFu4LiI+H8ppUsabHsN4HvA6jVPTcsfmwEfi4h9U0p3NNDeGOAc4OA+nl4tfxwWEV9KKR3bYIy7A+cx7+tfJn/sBBwaEe9LKT3ZQHtLkb3mTWqeWjR/vAM4MiIOTild00iMkiRJ3cpOkKF5z3uyR6uNGgV33gk33ww77ujfS623wgplRzAwjwNJkiTV480b6iRVvLapYkySupOJLO2xDr1JHAl4CPgV8CTwBrASWTLHJGAycHFETE4pndVfoxExHbiFLGEFYBZwNfA3YHFgt/y5ZYAbIuKdKaXf99NeABcB7yvEejNwN9n/yjuBjfPy5yNiZErp6AFifA9wBTAyX/UocC3wHLByHuN4soSbGyNis5TSrH7aWziPadV81UvATOARYGFgZ2A5st/3lRGxY0rpxv5ilCRJ6mZ28lXfMsvAwX2lmUtN8vnPwwknwDvfmSVMVZ0dq1K1eExKkiS1Rzv6cOwn6h6ex6vqTGRpn2eArwPfSSk9VvtkPqXQRWSJGACnRsTNKaVH+mnzfHqTWH4J7JxS+nehzY8D3wV2ARYELo2ItVJKb9Rp7/30JrG8AOyaUvpJTZzvz+McCXwuIq5PKf26r8by13QxvUksXwf+X3H/eTLOjWRJLWsAXwH+p5/XfCq9SSwPA9unlP5WaO8TwJnAoWT/3xdHxAoppef7aVOSJKlreJEqqdbxx8OnPgXjxsEIJyCWKqnKXyhUOTZJkqQqGOr5kn04krqZXVTtcT4wPaV0XF9JLAD5KCR7APfmq8YAH6rXYERsA8zIF/8D7F5MYsnbfAnYF/hLvmo14IA67Y0EvlhYdWRtEkve5qXAyYVVX6kXI/AJekeiuQM4vDaJJk9CeS/wWr7qgxGxYp0YVwEOzBdfA95bTGLJ23sDOJwssQeyqYY+3k+MkiRJktT1Fligc5JYNtus7AgkSZIkqT4TUCRp/nVIN1VnSyn9JqU0p4F6rwHfKKzaqJ/q+xfK56aUnq7T5hyyUUz62q5oC7IpiAAeBy7oZ9+nAD2vZ7N8VJW55NMU7VdY9YWU0pt1YryfbEokyEZv2bfOfvel93/2qpTSA3XaexP4QmHVfn3VkyRJ6kbeNS2p033sY7DuujBmDFx2WdnRSPNn7bUbq+eXIZIkNWZ+PzPPPLP+c+ef31u++ur69aRanstJ0uCZyFI9xRFbpvRVISJGAMWZy68coM2rgJ6vLDaLiKl91Nm5UJ7Zz/RDpJSeA35aWLVrH9XWAZbOy88B84zuUuP7A7RXG+NAr/kWYFZenh4R6wxQX1KDttmm7AgkSc1kZ4qkTjNpEtxzD7zyCuyzT2v2YdKf2uWII2CVVbJyf1+cqfq+/GXYdFO49tqyI5EkDdVDD8Hhh9d//qCD4JZb4Be/gN12a19cktQK9gmq6kxkqZ4lC+Vn6tRZDlgoL8+mdzqiPuVTDj2UL44A1uqj2rqF8h0Dh8nthXJfSSLF9n5VbzSWOu2tFhFjik9GxFiyqZEaijHf368GiFFSg667DsaPh5VWghNPLDsaSZIkSRoeFloI/vhHeO65/r84qzI7wDOf+hTcfjvstFPZkUiShqonubQ/W28Nm2/e+lgkqZlOP73sCKTBM5GlevYslG+vU2f1QvmvDSSJAPylzvY9ikkif25Ce8V1A7aXUnoG+G++OApYuabKKmTTDgHMSik924QYJTVohx3ghRfg4Ydh8cXLjkaSJEmSho8xY2Dy5P7rOEqQJEnqBCNHDlxHUvsdcQR88YtlRyENzqiyA1CviNgWeFe++DpwQZ2q0wrlJxps/vE62/eMdrLwINus214f6xqN8Ql6R5qZBtw3n+0NFOM8IuKeOk81kIstDW8jTH2UJEmSpLZwlBNJktQpNtgA7rorS8494ICyoxleykhm9jx0+FqnZu4K/9aqOhNZKiIipgHnF1adlVKqN5LJgoXyiw3uYk6d7ftabqTN/tqrXdfsGJvRniRJUlcaVXMF4EWrJEmSJGm4cBSz9vvhD+HSS2GLLWDhhQes3pU23LA57diHo/nh+6M6TdcnskTEScCuTWzy2JTSFYOMYTzwA2CpfNUfgM/0s8n4QvnVBnfzcqG8QD/tNdpmf+3VttnsGJvRXp9SSuv1tT4fqWXdBvcrSZJUWZtvDosuCs88AyusAEsvXXZEkiSplp3MkiSpUyy2GBx5ZDn7XnNNuOGGcvbdnwi4/HI4+WTYaacszmbwHFHNZGKUqq7rE1mAxYGVm9jeoPJNI2IMcDWwQb7qCWDXlNIr/Wz2UqE8psFdjSuU59Q891LN8hjmTgIZbHu1bTY7xma0J0mS1JVGj4Zf/xp+/GPYdVcvWiWpL743qmr8n5QkDScf/WjZEWi4+OQn4fvfh0cfhdNPLzuaue29d/boz0DneGWcA5os01r+fqXGmchSoogYDVwJbJ+v+iewVUrpbwNsOrtQntDg7oojksyuea52eQIDJ7L0117tumbH2Iz2JEmSutbyy9txKEmSJEkqx0knta5tkz+7yyKLwAMPwOzZ2eizncakBrXTllvCmDHw6qswdSossUTZEUn96/pElpTSgcCB7d5vnsRyBbBzvuopYMuU0p8a2PypQnmpurXmVqz3dPGJlNIrETELmFyo+++htteKGFvQniRJkiRJfbJDWVXj/6QkaTiZOLHsCDScjBuXPST1b4EF4NZbYeZM2H9/GDmy7Iik/nV9IksZCkksu+arngZmpJQeabCJBwvl5SJiRErpzQG2WaFQfqBOmxvn5RWBPzahvR4rDtAWETEVWChffAOo/V08ArwJjAAmR8TUlNKz8xmjJEmSJElS5Xg3uSRpOPFzTZKqYeONs4fUCUaUHUC3KUwn1JPE8i+yJJaHBtHMX4H/5uVJwJoD7HMRYLV88U36TlL5XaG8SQMxbFYo/36A9jaKGPBUtdjegymlV4pPppReZu7kmH5jjIgR9Cbm1ItRkiRJkiRJkiRJklrOxD6pcSaytFGexPJ9YJd81TNkSSwP1t9qXvnoKz8qrNpjgE12B3reGu+oM5LJtYXybhFRd0CpiJgMbF1YdU0f1X4HPJGXFwG2GiDG9w7QXm2MA73mrYCF8/LfU0q/66+yJEmSJEmSBs/OeEnSQJwiT+pbFc+jqhiTpO5kIkubFJJYds5X9SSxDHXKm0sK5Q9HxGJ19jse+ERh1cV12vs58HheXgY4sJ99fxxYIC/fkVJ6rLZCSikBlxZWHVNvVJaIWI3exJQ3gMvq7PcyshFlAPaIiFXrtDcCOKaw6pK+6kmSJEmSJFVRJ33h10mxSpKGPz+XJEkaHkxkaYN+kljuH2qbKaWbyJJPAKYAV+dTCBX3O54smWTFfNXDwHfqtPc6cyd/fC0iZtTWi4h9gE8XVn26tk7BycBzeXlz4Izau3ftxQAAIABJREFUkV4i4q3AVcDofNWFKaU/1YnxIXoTccaQvea31rQ3EjiD3qmKngVO7SdGSZIkSZIkSZIkqVKWXnru5bFjy4lDzWOyndS4UWUH0CXOoTeJBeAGYLuI2K6Bbc9LKT1f57kPAr8GFgM2Bf4SEVcBfwemkU0ptHhe9wXg/XnCSj0XA+8G9gQWBH4SETcBd5P9r2ye76fHl1NKv6zXWErpuYj4AHA1MBI4HHh3RFxLluCyMrAbvaO7PAh8sp/4IBsNZqN821WBByNiJvAI2VRCOwPL53VfBw5MKf13gDYlSZIkSZIqwyHdq+8d74C77y47CklSLT9D1UkGSmrYYAN497vhhhvg0ENh4sT2xCVJVWAiS3usVLN8wCC2vQroM5ElpfRoRGwDfI8sqWNh4JA+qj4B7JtSuqe/HaWUUkTsD7wIfAAIYLv8UfQGWRLL0QMFn1K6NiLeB5ybx7c8cGQfVX8F7JVSeq6P54rt/TsitiV7zRuRJcG8v4+qzwGHpJSuHyhGSZIkSZIkDU23fmF4wQWwxRbw4otw7bVlRyNJkoajCLjuOpg9GyZNKjsaSWovE1k6XErp3ohYhyw5Zg9gNWAqWSLHX4CZwLf7GdWltr1XgIMi4kKyZJbNgCXIkleeAH4CnJ9S+uMgYvx+RNxOlmSzE7As2YgvTwN/AC4Hrkgpvdlge/+IiE2BvYD3AW8D3gLMBh4Dfgh8K6X0VKMxSpIkSZLUY//94be/zcoTJpQbi6RqWn11+Mc/4I03vDtakgbSrUmP0kAaOTZGjICFFmp9LD2c+kZSVZjI0gYppS1a3P4rwHn5o1lt3g7c3sT2ngK+kD+a0d6bZAkwlzejPUmSJEmSehxyCNxzDzzyCJx+etnRSKqq8ePLjkCSJEmShicTWSRJkiRJkgrGjYOLLio7CkmSJEnScOIIVVLjRpQdgCRJkiRJkqRe48bNvbzUUuXE0YipU8uOQJIkSc1iokVrOXWT1DgTWSRJUlfafPOyI5AkSZL6NmECHH54Vt5xR3jHO8qNp9aJJ/aWL720vDgkSZI62SKLlB2BJFWXiSySJKkrnXcevOUtsMACcNNNZUcjSZIkze3MM2H2bPjBD6p3Z+ynPw3XXAO33w5bbll2NJIk9Vp66bIjkBq3zz6w+OJZeffdy41FkqpmVNkBSJIklWHlleHvf4c334Tx48uORpIkSZrXxIllR9C3ESNgl13KjkKS1CnWX799+9prLzjpJHjwQTj00PbtVxqK8ePhj3+E++6DzTYrOxpJqhYTWSRJUtcaO7bsCCRJkiRJkoa3jTaCww6D66+HY45p7b5Gj4bf/haefBKWX761+5KaYdFFYcaMsqOQpOpxaiFJkiRJkiRJkiT1qThSxCabDH77CDj7bHjsMTjooObFVc/48bDCCtWbmk9Stb3jHWVHIKnIRBZJkiRJkiRJkiT16YILYN11YZ114KKLyo5Gklrj/PNh8mQYNQpmziw7GklOLSRJkiRJkiRJkqQ+rbAC3HNP2VFIapXFF4d//jMrf/CD5cZSpjXWyEaOevVVWGyx5rW73XZw441Z+cQTm9euNNyZyCJJkiRJkiRJkiRJXeimm+CEE7KRl7beuuxoyjV5cvPbPP98+PznYdo0OPjg5rcvDVcmskiSJEmSJEmSJElSF1pzTfj+98uOYvhaYgn49rfLjkLqPCPKDkCSJEmSJEmSJEmSJEkCE1kkSZIkSZIkSZIkSZJUESaySJIkSZIkSZIkSZIkqRJMZJEkSZIkSZIkSZIkSVIlmMgiSZIkSSVYYYWyI5AkSZIkSZKk6jGRRZIkSZJKcPHFMGpUVv7GN8qNRZIkSZIkSZKqYlTZAUiSJElSN9poI7j/fnj+eVh//bKjkSRJkiRJkqRqMJFFkiRJkkqy8splRyBJkiRJkiRJ1eLUQpIkSZIkSZIkSZIkSaoEE1kkSZIkSZIkSZIkSZJUCSaySJIkSZIkSZIkSZIkqRJMZJEkSZIkSZIkSZIkSVIlmMgiSZIkSZIkSZIkSZKkSjCRRZIkSZIkSZIkSZIkSZVgIoskSZIkSZIkSZIkSZIqwUQWSZIkSZIkSZIkSZIkVYKJLJIkSZIkSZIkSZIkSaoEE1kkSZIkSZIkSZIkSZJUCSaySJIkSZIkSZIkSZIkqRJMZJEkSZIkSZIkSZIkSVIlmMgiSZIkSZIkSZIkSZKkSjCRRZIkSZIkSZIkSZIkSZVgIoskSZIkSZIkSZIkSZIqwUQWSZIkSZIkSZIkSZIkVYKJLJIkSZIkSZIkSZIkSaoEE1kkSZIkSZIkSZIkSZJUCSaySJIkSZIkSZIkSZIkqRJMZJEkSZIkSZIkSVLXGjWq7AgkSVKRiSySJEmSJEmSJEnqKkcf3Vu+4ory4pAkSfMyx1SSJEmSJEmSJEld5ZhjYPHFYZFFYNddy45GkiQVmcgiSZIkSZIkSZKkrjJmDBx6aNlRSJKkvji1kCRJkiRJkiRJkiRJkirBRBZJkiRJkiRJkiRJkiRVgokskiRJkiRJkiRJkiRJqgQTWSRJkiRJkiRJkiRJklQJJrJIkiRJkiRJkiRJkiSpEkxkkSRJkiRJkiRJkiRJUiWYyCJJkiRJkiRJkiRJkqRKMJFFkiRJkiRJkiRJkiRJlWAiiyRJkiRJkiRJkiRJkirBRBZJkiRJkiRJkiRJkiRVgokskiRJkiRJkiRJkiRJqgQTWSRJkiRJkiRJkiRJklQJJrJIkiRJkiRJkiRJkiSpEkxkkSRJkiRJkiRJkiRJUiWYyCJJkiRJkiRJkiRJkqRKMJFFkiRJkiRJkiRJkiRJlWAiiyRJkiRJkiRJkiRJkirBRBZJkiRJkiRJkiRJkiRVgokskiRJkiRJkiRJkiRJqgQTWSRJkiRJkiRJkiRJklQJJrJIkiRJkiRJkiRJkiSpEkxkkSRJkiRJkiRJkiRJUiWYyCJJkiRJkiRJkiRJkqRKMJFFkiRJkiRJkiRJkiRJlWAiiyRJkiRJkiRJkiRJkirBRBZJkiRJkiRJkiRJkiRVQqSUyo5BqryI+Pf48eMXWXXVVcsORZIkSZIkSZIkSZKkSnvooYd46aWX/pNSmjLYbU1kkRoQEa8AI4E/lh2LpIaskv98uNQoJDXC41XqLB6zUufweJU6i8es1Fk8ZqXO4fEqdRaP2eFlOvB8SmnZwW44qvmxSMPS/QAppfXKDkTSwCLiHvCYlTqBx6vUWTxmpc7h8Sp1Fo9ZqbN4zEqdw+NV6iwes+oxouwAJEmSJEmSJEmSJEmSJDCRRZIkSZIkSZIkSZIkSRVhIoskSZIkSZIkSZIkSZIqwUQWSZIkSZIkSZIkSZIkVYKJLJIkSZIkSZIkSZIkSaqESCmVHYMkSZIkSZIkSZIkSZLkiCySJEmSJEmSJEmSJEmqBhNZJEmSJEmSJEmSJEmSVAkmskiSJEmSJEmSJEmSJKkSTGSRJEmSJEmSJEmSJElSJZjIIkmSJEmSJEmSJEmSpEowkUWSJEmSJEmSJEmSJEmVYCKLJEmSJEmSJEmSJEmSKmFU2QFIVRURywEHA+8GlgHGAf8E7gIuTSndUGJ4koCICGBDYGtgI2A1YDGyRM3ngAeAnwEXpJSeKitOSQOLiLWA3wKjC6uXTSn9rZyIJBVFxERgT2BnYA3gLcCbwNPA34BfAD9JKd1ZVoxSt4uIycC+ZNewawFTyPp9/gv8CfglcHFK6f7SgpSGuYiYCqxXeLydrE+px5YppZ8Pss0RZJ/B7wPeRvYZ/DzwGPBD4NsppafnO3ipCzXzmI2IRYFtgS3JjtVlgUnAi8D/AncD3wNuSimlJr0EqWu04jO2zn6uIPvc7fGdlNKB89uu1G1aecxGxHrAXmTfCy0JTAb+AzwF/A64FbghpfSfocavagjPmaR5RcRhwCnA+H6q/QA4IKX0fHuiklQUETsB3wCWaKD6y8AxKaVTWxuVpKGIiFFknXrr1DxlIotUARGxF/BVBv7M/XtKaXrrI5JUKyJ2Bc4Dpg5QNeX1Dk8pvdbywKQuEhEfJrtG7c+gOuwjYimyL7436afaf4CDU0rXNNqupOYesxHxY2AbYGQDu74T2D+l9OcG6kqiNZ+xdfazG3B1zWoTWaRBatUxGxGLAaeTJXgP5AMppYsG076qxxFZpBr5G+zZhVX3AjcCc4C1gR3Jjp1dgGsiYvuU0qttD1TSasz9hdpfye4y/QfwEtmdLzuS3a02DjglIhZPKR3V7kAlDegzZEksrwJjSo5FUkFEfAb4UmHVw8BtZHeVBrA4MB3YtO3BSQIgInYErqJ3+ug5wI+AR4FXyO562x6YRnbc/g/ZHWt7tz1YaXgb18e62fn60X0816+IWBi4GVg1X/USMBN4BFiYbJS05YBFgCsjYseU0o1DiFvqVs08ZrekN4llDtmI3n8AngUmko0ivEX+/IbA7RGxaUrpL4Pcj9StmvoZ25eImELvF+/2T0nzp+nHbEQsA/wEWDFf9SLZ6MD3kY1COoWsj+rtwEpD2Yeqx0QWqSAilgfOKKz6TErpyzV11gF+TPbl+AzgKOCktgUpqWg28C3gwr6GSI+IcWQZuv+TrzoyIn6UUrq1jTFK6kdErAkcnS+eCBxfYjiSCiLiQHqTWJ4ku9u7zy/IImIs846qJKnF8ilHzqE3ieWHwAdTSs/W1BtH9nn7uXzVXhFxdkrpjrYFKw1/L5B1pt9TePyJbAqgtw6hvVPpTWJ5GNi+OFphRHwCOBM4lKyP9+KIWMGRg6WGNfuY/TXwdWBmSmlO7ZMRsRFZMto0sn7l84F3Dilyqfs0+3jty9lkU9Y/A1wBfLRJ7UrdqKnHbH49exO9SSznAZ9NKf27Tv1lgTcGH7aqxqmFpIKIuAzYJ1/8bkpp3zr1tiV704RsXuK3ppRmtSFESbmIWAt4opF5DiPiBrK7UCHrUNi9pcFJakg+pdCdZPOk3g+sS3bXSw+nFpJKkk9lcD+wEFlH3noppcfLjUpSrYjYkOyLM8g6C5fs70vsiLiD3ilKvpRS+ly9upKaIyL+Rm+HfaPTlKwCPECWpPYasE5K6YE+6o0gGymt57j+Qkrp800IW+paQzxmt2iw3obAr8hGSANYK6V039AilTSU47VOO7sAPVP07QOsDBybLzu1kNQkQz1mI+I04Mh88SsppU83PzpV0YiBq0jdISImArvliwk4oV7dlNLNZF+8AUwim2ZIUhullO5tJIkld2ahvFEr4pE0JJ8iS2J5k+zu8ddKjkdSryPJklgAPm4Si1RZ0wvl+xsYieH2Qnlq88OR1CT70ttve1VfSSwAKaU3gS8UVu3X6sAkzavRL+JSSncCdxdW2UcllSwiFgG+mS/+KKV0eZnxSJpbRCwKHJYv/pnekb3VBUxkkXptS++8bfemlB4ZoP73C+VdWxOSpCZ5rFCeUloUkv5PRKwO9NwtekZK6e7+6ktqn4gYD3wgX5wFfK/EcCT176VCuZHElEUL5b83ORZJzbNzoXzlAHVvIfu8BpieT4ktqbrso5Kq5Uyy6b6eBz5SciyS5vVBYGxe/lZK6fUyg1F7mcgi9Vq3UG5knvDinWx2EkjVtmSh/ExpUUgCICJGAhcCY8g68cykl6plQ2ByXr4zpfRqRLw1Ik6OiAcj4sWI+G9e/no+3Z+kctwJ9HTkrRARO9WrGBHLAXvki69hkppUSRExFlitsKrfPqp8VJZfFVbZRyVVm31UUkVExI5ko6ABfCql9ESZ8Ujq0/aF8m2R2SsiboyIf0bEK/nPmyLiI/m5tIYJE1mkXqsXyn9uoP5fCuWlI2JSk+OR1Dx7Fsq3160lqV0+Aayflw9JKc0pMxhJ89iwUP5zROwN3Ed27K4KLEA2veaqZHes/SEiTosIry+lNkspPQ18o7Dqyog4KyLWi4hFImJCRKwaEZ8mS3qZBLxK9vn7aBkxSxrQKsDIvDwrpfRsA9sU+6hWr1tLUqkiYklg48Iq+6ikkkTEwsC5+eJthbKkishvhnx7YdUzwM1kN2W8C5hGdqPkNLJZN74OPBwRa7c5VLXIqLIDkCpkWqE8YOZtSum5iHgRmJCv6hl+TlKF5NOXHFRY5UWJVKKIWBU4Ll+8IKX00xLDkdS3FQvlt5Mlq4wCngKuBf5BNgz69mTJLAEcCUwE/qetkUqC7PgbCRxKNuTyR/NHrdeBG4DjndJPqrRB9U/lHq+zvaRqOYXeRLVfNDC1vaTWOQNYHHiZLMk7lRyPpHktSXYzVY+LgM3y8k/JRiV8DVgT2Inseng62cgt66eU/tS2SNUSJrJIvRYslF9scJs59CayLNhfRUntFxETgEuB0fmqa1JKPy8vIqm7FaYUGkv2hfhR5UYkqY6FC+WN8p9XAgellP7vPDkiPgF8BvhivupDEfHDlNL17QlTEkA+R/hhEXEZcAywXZ2q/wB+CdiZJ1XbUPun+tpeUkVExL7A+/LF1/F6WCpNROwA7JcvHu+X3VJlLVyzvBnZgAK71d4cGRHLk924sRLZSKSX0TsiuDqUQz9LvcYXyq82uM3LhfICdWtJart8eoNLgLflq54ADikvIklkHXUb5OXDUkqzygxGUl21X4DdD7y/mMQCkFJ6M6V0InBxYfVnWh2cpHlFxIbAiWTDK79Ilnx2HHA08G3gf4Hl8joPRMQGfbckqQLsn5KGmYjYCDi/sOrolNI9ZcUjdbOImEzviN2/B04tMRxJ/esrQfvDfY3wnVL6K7AzvefPb4+IrVsZnFrPRBap10uF8pgGtxlXKM+pW0tSW0VEkF2Q7Jqveh7YJaX07/KikrpbRKwMHJ8vzkwpzSwzHkn9eqlm+ZSU0mv91P9SobxxPte4pDaJiP2AO4AtgJ8A01NKe6WUjk8pnZhSOoRseOVT8k2WAG6MiKXLiFfSgOyfkoaRiFgL+BHZyKSQjRx8cnkRSV3va2Tnw68DH8xHN5RUTbX9U48C36tXOaX0MFDsc96hFUGpfUxkkXrNLpQn1K01t+JdLrPr1pLUbmcDB+fl2cB23ukilScfIelCsg72WcBh5UYkaQC157U/669ySukRstEeAAJYpxVBSZpXnij6LWAk8BhZ8vaztfVSSq+llD4JfD9fNRk4oW2BShoM+6ekYSIiVidLMl0kX3UFcGBKKZUXldS9ImJ74MB88dSU0u9LDEfSwGrPa29t4DO02Ie1bpPjUZuZyCL1eqpQXmqgyvkQdMUOhaebHpGkQYuIs4BD88UXgO1TSr8uMSRJ8AFgo7x8VErpqf4qSyrdPwvlRG+SSn+eKJSnNjccSf04nN47vM9NKQ00EsNXC+Vd8mRTSdUyqP6pPurZPyVVQESsRvZl2qL5qqvIput8o7yopK53Xv7zz/SOGiypumr7kJ/os1b9OvZPdTg7LKReDxbKKzZQf4VC+YmU0vNNjkfSIOVJLB/NF18E3p1S+mWJIUnKFKcuOD8iUr1HzXaPFZ47ro3xSt3ugUI55Y+BeFepVI6NCuX7Gqh/b6E8GTv2pCp6BHgzL0+OiEaO02If1QN1a0lqizyJ5VZgsXzVTOB9TmEila4n8XNF4KV++qaOLWxzQD/9VpJaKP/e9fHiqkY2a1E4KoGJLFKv3xXKmzRQf7NC2SHopJJFxNn0JrHMAd6TUrq9xJAkSepUvy2UR5DNHz6Q4p3g/2puOJL6sWChPJQOuzcHriKpnVJKLzP3zVb99lHlIyttXFhlH5VUonw6oWISyw+AvU1ikSRpSIp9VI2MVmj/1DAyquwApAq5CXgZGAesHRErpZT+1E/99xbK17Q0Mkn9iohz6J1OqCeJ5RclhiRpbn8AvtNg3QMK5avJpgjraUNSG6SU7o2IvwLL56u2Ai6uVz8iVgKWzBffYO4EcUmt9Sy9I4quBfx4gPprFcqvAP9pRVCS5tu1wBp5eY98uZ6tgIXz8t9TSn4OSyUpJLH0TCd0LbBnSum18qKSVNBo39TbgLXz8l+BO1oTjqQGzAR2zcszIiJSSv3dxDGjUL67dWGpHUxkkXIppRci4gfA3kAAxwD79VU3Iram926X2WSZ9ZJK0EcSyw4ppZ+XF5GkWimlH9DgZ2VEFBNZPp5S+ltLgpI0kAuBL+blj0fE5f10wH+uUP6JU25KbXUXvdMLfSgizkwpvdRP/aMK5TtSSo7IIlXTZcBnyEZG2yMiTkwpPVRbKR+N5ZjCqkvaFJ+kGn0ksfwQ2MMkFqk6UkoHNlIvn966J5Hljka3k9QS1wLPkSVuLwfsBXyvr4oRsTKwe2HVzJZHp5ZyaiFpbp8Hei4u3h8Rn6itEBFrM/cdqV9JKT3XjuAkza1OEsutJYYkSdJw8TXgyby8JnBJREwoVoiIERHxWWD/fNWbwAntC1EScBG90wMtB8yMiCm1lSJiTEScytwji3699eFJGoo8aaWn72kMcHVEvLVYJyJGAmfQO/X1s8CpbQtS0v+pk8TyXpNYJEmaPyml2cDxhVXnRsSM2noRsTxZ0suYfNVNKaU72xCiWij6H31H6j4RcRhwdmHVH4Ebyb4kXxvYERidP/cL4F0ppVfaGqQk8i/OTiysug64rcHNr0gpPd78qCTNr4gonpwu64gsUnkiYjPgZrKpNwGeIptS83FgCvBuYNXCJseklL6IpLaKiC8DnyqsegH4EfAQ8DowHXgPsEShzhUppb3bFaPULSLiqj5Wbw8skJdvA56pef7KlNKVfbQ1BfglsHK+ag7ZXaWPkN2RujO90wC+DuySUrp+vl6A1GWaccxGxGSy43KxfNVs4MvAqw2E8HhK6YpBBS11qWZ+xjawr+OAY/PF7zgiizR4TT4vHkl2HrxTYfVPgF+RnQevkT/X03/1JPD2lNJTQ34BqgQTWaQ+RMThwMn0vun15Tpgv5TSf9sTlaSiiLgIOGCgenVs6fRDUjWZyCJVS36Xy3eApfqp9jLw6ZTSGe2JSlKtPMn7WHrvPqsnAWcBn0gpNfIFm6RBqDmXbdTxKaXj6rS3DNnQ6Rv19XzuOeCQlNLVQ9i31NWaccxGxHTgsSGG8IuU0hZD3FbqKs3+jB1gX8dhIos0X1pwXjyObFTRDwzQxt1ko6J5I/MwMKrsAKQqSimdFRE3AIeQZQguQ5bU8hTZHOSXeJeLJEmShruU0s8iYjXgQGBXsrvCFyW70/RRshFbvp5SerJuI5JaLqX0pYi4mCzRe0tgNbIRG0YCs4A/A7cDF6SU/lRaoJIGJaX0j4jYFNgLeB/wNuAtZJ/Dj5FNX/It7zaVJEnScJZSehk4KCK+RXbduwXZqKOjgX+RfXd7BTAzOYrHsOGILJIkSZIkSZIkSZIkSaqEEWUHIEmSJEmSJEmSJEmSJIGJLJIkSZIkSZIkSZIkSaoIE1kkSZIkSZIkSZIkSZJUCSaySJIkSZIkSZIkSZIkqRJMZJEkSZIkSZIkSZIkSVIlmMgiSZIkSZIkSZIkSZKkSjCRRZIkSZIkSZIkSZIkSZVgIoskSZIkSZIkSZIkSZIqwUQWSZIkSZIkSZIkSZIkVYKJLJIkSZIkSZIkSZIkSaoEE1kkSZIkSZIkSZIkSZJUCSaySJIkSZIkSZIkSZIkqRJMZJEkSZIkSZIkSZIkSVIlmMgiSZIkSZIkSZIkSZKkSjCRRZIkSZIkqYtExHERkfLHz8uOp5NFxHoR8Ub+u/xuG/Z3QOFv96lW70+SJEmSpDKYyCJJkiRJkiQNUkQEcA5Z/9qrwOfasNtLgPvy8tERsWQb9ilJkiRJUluZyCJJkiRJktSBIuKiwugcF5UdTxfaB9ggL1+YUnqs1TtMKb0JHJsvTgS+2Op9SpIkSZLUbiaySJIkSZIkSYMQEaOA4/PFN4CT27j7HwAP5eX9ImKVNu5bkiRJkqSWM5FFkiRJkiSpi6SUjkspRf7Youx4OtQ+wPJ5+YcppUfbteOUUgLOzBdHAp9t174lSZIkSWoHE1kkSZIkSZKkwTmyUD63hP1/F3gxL+8VEYuXEIMkSZIkSS1hIoskSZIkSZLUoIjYBFg7X3wKuKXdMaSUniebYghgDHBIu2OQJEmSJKlVTGSRJEmSJEnqIBGRIiIBBxRWH9Czvo/HFjXbH1d47uf97OeiQr2LCus3iohvR8TDETE7IuZExL0RcUJELNxHOyMiYu+I+FFE/DMiXo2IZyPi5xFxcEQMun8qIlaMiM9HxO0R8UREvBwRsyLioYg4LyK2Gmybg1D8vV+dUnqzkY0iYlxE7BcRV0XEX/Lf3RsR8WJE/CN/LWdFxHsjYoEGmryqUN5/UK9AkiRJkqQKG1V2AJIkSZIkSaq+iBgDfBU4rI+n18wfB0bEFimlR/NtliJLuNigpv4U4J354/0RsUNK6YUGYpgInAYcxLz9WmOBhYBVgEMi4hZgv5TS0w2+xAHlSTe7FVbd0OB2GwGXAcv28fQC+WNpYFPgo8D3gT0HaPYW4DVgNLB8RKyXUrqnkXgkSZIkSaoyE1kkSZIkSZI6y035zzWBJfLy/wL31an/nybt91v0jvzxLPAI8GYex+R8/dLAzyJidbLkjNvoTd74G/B3YDzwNrIpcSBLZrkQ2KO/nUfEW4AfA+sUVr8JPAw8nbe7BjAxf24b4NcRsXlK6YnBvdS6NiRLwgF4A7h9oA0iYhXg5kJcALPJfn+zyBJwpgIrkCWlQAOjKKeUXoyI3wAb56veA5jIIkmSJEnqeCaySJIkSZIkdZCU0naQTf1D7zQ3t6SUDmzhbncgS+B4gmzEkOt6ptSJiNHAZ4Hj8rpvJRu1ZUuyJJZfAYenlH7X01hETAEuAHbKV703IjZLKfWZGBIRo8hGdulJYnkJ+ALwzZTSc4V6o4H9gK8Bk/L9XxYRWzY6BdAAtiyUH0opzW5gm5PoTWJ5GjgU+GFK6fVipXzEm83IRmIZ32A8d9GbyDIDOKHB7SRJkiRJqiwTWSRJkiRJkjSQKcB+0S8tAAAHiElEQVS/gE1SSv8oPpFSeg04PiJWAN6fr/4C2YgrvwDelVJ6pWabf0fEnsBD9I7Y8gHqj3ByFNm0OwDPAzP6mkYnj+WCiPgd8EuyUWE2B3Ynm65nfq1fKN87UOU8AWf7wqr9Ukq39FU3pfQq8FPgpxExssF4/lgorxcRI5qUsCNJkiRJUmkGHKZUkiRJkiRJAj5Rm8RS4xuF8hiyqXc+UJvE0iNff35h1aZ91YuIscDHCqs+1lcSS03bfwC+XFh1eH/1B2G1QvkvDdRflGzqoB4DTkUEkFJ6o8F4ijFMJBsNR5IkSZKkjmYiiyRJkiRJkgbyPHD5AHV+S5a80uOWlNJjA2xzZ6G8Qj69Tq3tgbfk5X8BFw/QZo/vFMobRcQCDW7Xp4gI5k4UebKBzV6qWV6nz1pD90TN8vQmty9JkiRJUtuZyCJJkiRJkqSB3JNP21NXPjXOfwqrft1Au/8slANYqI867yyUf55Ser2BdslHj5mVL44C3tbIdv1YiGykmR7/qVexEMMs5h415bsRsfV8xlH0XM3yYk1sW5IkSZKkUowqOwBJkiRJkiRV3lMN1pszyG3m1Cz3NWrKWoXyOyLixgZjARhXKC86iO36MqFmuXa0lXpOBs7Ly9OBWyLiceBGsqmG7kwp/XmIMdX+/mpjlCRJkiSp45jIIkmSpP+/vbsLtbSs4gD+X40KUw5JSVNh39oUpQORhYRikBZUU1HRRYJBH4RdBIEQEXXTBxRB1FVUkNh40YVFhYZFH1BiOMpQY9mFZgaVlqHYlM00s7p4N8zraTr77PGcs989/H7wwnqf83yszb47rL0eAIB5jmzTmjrJ2NNH8fNz6tfnnKzbyxNxslz/R3d/tapekOSjozXPSfL+2ZOq+lOS7yb5encf2OwcAAAAYJW4WggAAACAKdusLiNP9P9gh9e879zowu7+WJJXJtmf5B8nmfLsJB9McntVfauqztng1mtzWJsjAAAArBwdWQAAAACYsodH8Ze6+8NLyuORDF1mzpq9P22Rxd19Z5KrqurMJBcneU2SS5NcnmTXaOo7k5xXVZd297E5267N4cFFcgIAAIAp0pEFAAAAgCn7yyjevawkuruT/GE0dN4p7nO0u2/t7s93974k5yZ5e5LfjqZdkuRdG9hubQ73nUpOAAAAMCUKWQAAAABW0/FRXEvLYuvdOoovWVoWg7tG8fmbsWF3H+nuG5O8NslDoz+9fgPLxzk8mscX2gAAAMBKUsgCAAAAsJoOj+KdS8ti6908ip9bVVcsLZPk9lF80WZu3N0PJPnFaOiZG1i2dxTf0d3H/+9MAAAAWBEKWQAAAABW059H8QVLy2KLdffBJD8aDX25qp66pHR+Oor3zMujqhbtlHP2KP77Bua/ehT/ZMGzAAAAYJIUsgAAAACspjtG8d6qet3SMtl61yZ5bBbvSfKzqnrJvEVV9byq+nRVfWGT8vhlThSY7Ehy2Zz5l1XVzVV1ZVXtWG9iVb05yeWjoXULU6rqKUkuHg3dNCcXAAAAWAlnLDsBAAAAAE7JjzN0ZXlWkkryw6o6lOT+JEdH8z7e3YeWkN+m6e6DVfXeJNdn+GHW3iR3VdX3k9yS5J4kjybZleFKnr0ZikxeMdviuk3K41hV3ZjkfbOhNyb53jpLKskbZs8DVfWDJAeS/D7JI0nOTPLC2T5vyYkfnd2T5Jtz0rkiJ/63d293H1js0wAAAMA0KWQBAAAAWEHdfbSq3pPk20mePBt++ewZ++J25rVVuvuGqno4yf4k52Qo+tg3e7bTdTlRyPLWqrqmu49vYN3uJFfPnvXcn+RN3f3POfPeMYqv38D5AAAAsBJcLQQAAACworr7liQXJvlchmtvHsrju7GcVrr7piQXJPlskgfnTP93hq41H0rykU3M4edJfjV73Z3kynWm/zrJJ5Lclvnfy18zfI8Xdvfd602sql0ZOrhktu/X5uwNAAAAK6O6e9k5AAAAAMBCqqoyFPFclOTcJGcnOZyhIOR3SQ5197+26Oyrk3xj9vqd7n7bBtbszHDl0flJnpGhi85jSf6W5FCSg939nw2e/4EkX5m93tDd717oAwAAAMCEKWQBAAAAgAVU1RlJ7k7yoiTHkry4u+/dprMrQ6eXlyU5nqGDy2+242wAAADYDq4WAgAAAIAFzDqnfHL2uiPJtdt4/L4MRSxJsl8RCwAAAKcbHVkAAAAAYEGzzii3JXlVkiNJ9nT3fVt85pOS3JnhiqLDSV7a3X/cyjMBAABgu+nIAgAAAAAL6uHXYddkuN7nrCSf2YZjr8pQxJIkn1LEAgAAwOlIRxYAAAAAAAAAACZBRxYAAAAAAAAAACZBIQsAAAAAAAAAAJOgkAUAAAAAAAAAgElQyAIAAAAAAAAAwCQoZAEAAAAAAAAAYBIUsgAAAAAAAAAAMAkKWQAAAAAAAAAAmASFLAAAAAAAAAAATIJCFgAAAAAAAAAAJkEhCwAAAAAAAAAAk6CQBQAAAAAAAACASVDIAgAAAAAAAADAJChkAQAAAAAAAABgEhSyAAAAAAAAAAAwCQpZAAAAAAAAAACYhP8CpJhLhgOntbkAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1296x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 384,
"width": 1113
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"EMG(file='../data/S2_EMG_forearm_grip.wav')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The next recording was made from the forearm while the subject participated in an arm wrestling match. Around second 14, the subject lost the match."
]
},
{
"cell_type": "code",
"execution_count": 42,
"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"
]
},
{
"data": {
"image/png": 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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": [
"EMG(file='../data/S2_EMG_forearm_wrestle.wav')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Study questions and exercises:\n",
"\n",
"* What muscles are found in the forearm, and which could be contributing to the EMG signal?\n",
"* What other muscles, besides those in the forearm, might be activated during an arm wrestling match? Would you expect to see differences in their EMGs during this activity? \n",
"* What other exercises could you carry out while recording from the forearm muscles, and how would you expect the EMG recordings to look?\n",
"* If you have recording equipment available, record from your own forearm and then extract and graph your data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Jaw muscles\n",
"\n",
"The following EMG was recorded from the jaw muscles. For the first 50 seconds, the subject chewed a soft, gummy candy. Then there were 10 seconds of rest. And finally, for the last ten seconds the subject made a forced smile. "
]
},
{
"cell_type": "code",
"execution_count": 43,
"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"
]
},
{
"data": {
"image/png": 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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": [
"EMG(file='../data/S3_EMG_jawMuscle_chewSmile.wav')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Study questions and exercises:\n",
"\n",
"* Which muscles control chewing and smiling, and which could be contributing to the EMG signal?\n",
"* What differences do you see in the EMGs recorded when the sub
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