Skip to content

Instantly share code, notes, and snippets.

@fjenner
Created February 28, 2017 23:09
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save fjenner/2acd9a3ff024601e2f1a9b50d82f7721 to your computer and use it in GitHub Desktop.
Save fjenner/2acd9a3ff024601e2f1a9b50d82f7721 to your computer and use it in GitHub Desktop.
FIR Filter Demo
Display the source blob
Display the rendered blob
Raw
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Display the source blob
Display the rendered blob
Raw
{
"metadata": {
"name": "",
"signature": "sha256:5d68430b3c7d9f263eaa4105347f24172b6b28a123604f45be1ffe59bf5abf66"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# FIR Filtering Demonstration\n",
"\n",
"## Some initial setup\n",
"\n",
"The code immediately below just sets up a few things that will be used for the demo, including generating the input signal that we will be working with. These lines do not directly relate to the filtering aspect of the demonstration."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import Audio\n",
"%run DemoSignals.ipynb\n",
"rcParams['figure.figsize'] = 10, 8"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Foreword\n",
"This demonstration presents a very contrived scenario that is unlikely to crop up in the real world. I would have demonstrated a more relevant application of filtering (perhaps selecting a radio station, for example), but I instead chose to work with audio signals for a few reasons:\n",
"- We can directly observe these signals using our sense of hearing\n",
"- Audio deals with real-valued samples\n",
"- Audio is already at baseband; no need to worry about mixing down higher frequency signals\n",
"- Allows us to concentrate on the FIR filtering instead of getting hung up on these other aspects\n",
"- (...and audio is of personal interest to me)\n",
"\n",
"Despite the contrived nature of this demonstration, there are still analogies that can be drawn to more common filtering applications.\n",
"\n",
"## Problem Statement\n",
"Given an audio signal containing three melodies of non-overlapping frequencies, use FIR filtering to isolate each of the melodies.\n",
"\n",
"### Knowns\n",
"- Sampling rate = 8kHz\n",
"- Melody bands:\n",
" - Channel 1: ~146Hz - ~785Hz\n",
" - Channel 2: ~932Hz - ~1569Hz\n",
" - Channel 3: ~1864Hz - ~3730Hz\n",
" \n",
"First, we will look at using the Window Design Method to generate low pass, bandpass, and high pass filters to filter each of these signals. Then, we will take a quick look at using the Parks-McClellan method to filter the signals.\n",
" \n",
"## The Input Signal"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fs = 8000\n",
"specgram(input_signal, Fs=fs)\n",
"Audio(input_signal, rate=fs)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 2,
"text": [
"<IPython.lib.display.Audio at 0x5988310>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAHfCAYAAABu571YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x5988330>"
]
}
],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Window Design Method\n",
"\n",
"#### Low Pass Filter\n",
"\n",
"First we'll take a look at creating a low pass filter to pass only the \"channel 1\" audio.\n",
"\n",
"From above the above list of knowns (and the spectrogram), we see that channel 1 contains frequencies up to around $785\\text{Hz}$. Channel 2 starts at around $932\\text{Hz}$. This leaves a very narrow transition band of $932-785=147\\text{Hz}$, or around $0.018375f_s$. We will need a steep rolloff to accomplish this.\n",
"\n",
"The first step to the window design method is to design an ideal \"brick wall\" frequency response in the frequency domain. What size FFT should we start with?\n",
"\n",
"- Consider a 64-point FFT\n",
" - Each frequency bin would be $8000/64=125\\text{Hz}$\n",
" - Frequency bins around the transition region include $\\{\\dots, 750, 875, 1000, \\dots\\}$\n",
" - If we made an ideal passband that includes the $875\\text{Hz}$ bin, we would ensure that the desired $785\\text{Hz}$ signal is in the passband, but since the stopband doesn't start until $1000\\text{Hz}, this means that channel 2's signal is not completely in the stopband\n",
" \n",
"- Consider a 128-point FFT\n",
" - Each frequency bin would be $8000/128=62.5\\text{Hz}$\n",
" - Frequency bins around the transition region include $\\{\\dots, 750, 812.5, 875, 937.5, 1000, \\dots\\}$\n",
" - Great! We'll make our ideal passband extend up through the $812.5\\text{Hz}$ bin and begin our ideal stopband at $875\\text{Hz}$. This unambiguously places all of the channel 1 data in the ideal passband and all of the channel 2 data in the ideal stopband\n",
" - To create the ideal filter response, then, set $812.5/62.5=13$ bins on either side of DC to 1, and the rest of the bins to 0\n",
" \n",
"Let's give this a try..."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"N = 128\n",
"response = zeros(N)\n",
"response[range(-13, 14)] = 1\n",
"\n",
"stem(response);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAlcAAAHfCAYAAAB9MP2sAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAgAYJK4AAAaJKwCAQeIKAGDQ/wdkebXyqyrWIAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x8421b10>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now to get the filter coefficients, take the inverse FFT of the ideal filter response above"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"coefficients = real(fft.ifft(response)) # Numerical error results in a tiny imaginary part while taking IFFT; discard it\n",
"stem(coefficients);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAmUAAAHfCAYAAAARNq+pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwP8H+58mjS57lCwAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x86fc6b0>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We're not quite there. We're interested in the coefficients centered around time $t=0$. Since the IFFT considers the time domain periodic, we simply wrap the signal (see Figure 5-18 in the text)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"coefficients = roll(coefficients, N/2-1)\n",
"stem(coefficients);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAmUAAAHfCAYAAAARNq+pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3X9wJ3d93/HXO6dYVwg0lysgsC+YEc4EkpLYCeYcWp3S\n+vRVUAfTSQfHjRuCDeOUWLomTGt8usuJsW8a0oFyUkhwsZOhKWAyqdsxlrF0tNWJSQ22wbGdcEds\nFbe24QxjHBLSOdWy3/3j+5X81feXvt/v7nf3vd/v8zGjudv97ur72Y++u/v67ueznzV3FwAAAPL1\nA3kXAAAAAIQyAACAEAhlAAAAARDKAAAAAiCUAQAABEAoAwAACCBxKDOzSTM7Y2aPmtkNDV7/ZTN7\nyMweNrM/NbM3Vb32eGX+g2Z2X9KyAAAAFJUlGafMzHZJ+rqkyyU9Jel+SVe5++mqZS6T9DV3/56Z\nTUqac/f9lde+Ieln3P27CbYBAACg8JJeKbtU0mPu/ri7PyfpdklXVC/g7ve6+/cqk1+WdEHN77CE\nZQAAACi8pKHsfElPVE0/WZnXzLWS7q6adklfMLMHzOy9CcsCAABQWEMJ12+77dPMfl7SNZLeWjX7\nre7+LTN7haSTZnbG3b9Ysx7PgQIAAIXh7l21Aia9UvaUpH1V0/tUvlq2TaVz/yckvd3dn92c7+7f\nqvz7HUn/ReXm0Druzk+XP8eOHcu9DEX9oe6oP+qvuD/UH3WX108SSUPZA5IuMrMLzew8SVdKurN6\nATP7UUl3SLra3R+rmv8SM3tZ5f8vlTQh6ZGE5QEAACikRM2X7r5hZtdLWpK0S9Jt7n7azK6rvH6L\npN+StEfS75uZJD3n7pdKGpF0R2XekKRPuftykvIAAAAUVdI+ZXL3z0v6fM28W6r+/x5J72mw3v+S\n9NNJ3x+tjY+P512EwqLukqH+kqH+kqH+ukfd5SfROGVZMDOPXkYAAABJMjN5Th39AQAAkAJCGQAA\nQACEMgAAgAAIZQAAAAEQygAAAAIglAEAAARAKAMAAAiAUAYAABAAoQwAACAAQhkAAEAAhDIAAIAA\nCGUAAAABEMoAAAACIJQBAAAEQCgDAAAIgFAGAAAQAKEMAAAgAEIZAABAAIQyAACAAAhlAAAAARDK\nAAAAAiCUAQAABEAoAwAACIBQBgAAEAChDAAAIABCGQAAQACEMgAAgAAIZQAAAAEQygAAAAIglAEA\nAARAKAMAAAiAUAYAABAAoQwAACAAQhkAAEAAhDIAAIAACGUAAAABEMoAAAACIJQBAAAEQCgDAAAI\ngFAGAAAQAKEMAAAgAEIZAABAAIQyAACAAAhlAAAAARDKAAAAAiCUAQAABEAoAwAACIBQBgAAEACh\nDAAAIABCGQAAQABDeRcAwGBbXFzV/Pyy1teHNDy8oZmZCU1NjeVdLADIHKEMQG4WF1d16NCS1taO\nb81bW5uVJIIZgIFD8yWA3MzPL28LZJK0tnZcCwsncyoRAOSHUAYgN+vrjS/Wnzu3K+OSAED+CGUA\ncjM8vNFw/u7dz2dcEgDIH6EMQG5mZiY0Ojq7bd7o6GFNTx/MqUQAkB9CGYDcTE2N6cSJkkqlo5Kk\nUumoTpyYpJM/gIFk7p53GVoyM49eRgDJmUns6gCKzszk7tbNulwpAwAACIBQBgAAEAChDAAAIABC\nGQAAQACEMgAAgAAIZQAAAAEQygAAAAJIHMrMbNLMzpjZo2Z2Q4PXf9nMHjKzh83sT83sTe2uCwAA\nMCgSDR5rZrskfV3S5ZKeknS/pKvc/XTVMpdJ+pq7f8/MJiXNufv+dtatrM/gscAAYPBYAP0gz8Fj\nL5X0mLs/7u7PSbpd0hXVC7j7ve7+vcrklyVd0O66AAAAgyJpKDtf0hNV009W5jVzraS7u1wXAACg\nbw0lXL/txgYz+3lJ10h6a6frzs3Nbf1/fHxc4+Pj7a4KAADQMysrK1pZWUnldyXtU7Zf5T5ik5Xp\nGyW94O4fqlnuTZLukDTp7o91uC59yoABQJ8yAP0gzz5lD0i6yMwuNLPzJF0p6c6awv2oyoHs6s1A\n1u66AAAAgyJR86W7b5jZ9ZKWJO2SdJu7nzaz6yqv3yLptyTtkfT7ZiZJz7n7pc3WTVIeAPEtLq5q\nfn5Z6+tDGh7e0MzMhKamxtp+HQD6VdI+ZXL3z0v6fM28W6r+/x5J72l3XQD9a3FxVYcOLWlt7fjW\nvLW12cr/xlq+TjAD0O8Y0R9AZubnl7cFLklaWzuuhYWTbb0OAP2MUAYgM+vrjS/Onzu3q63XAaCf\nEcoAZGZ4eKPh/N27n2/rdQDoZ4QyAJmZmZnQ6Ojstnmjo4c1PX2wrdcBoJ8lGqcsC4xTBvSXxcVV\nLSyc1NLSTSqVjmp6+qCmpsa2xilr9joAFEGSccoIZQByUTtY7E7TAFAEeQ4eCwAAgBQQygAAAAIg\nlAEAAARAKAMAAAiAUAYAABAAoQwAACAAQhkAAEAAhDIAAIAACGUAAAABEMoAAAACIJQBAAAEQCgD\nAAAIgFAGAAAQAKEMAAAgAEIZAABAAIQyAACAAAhlAAAAARDKAAAAAiCUAQAABEAoAwAACIBQBgAA\nEAChDAAAIABCGQAAQACEMgAAgAAIZQAAAAEQygAAAAIglAEAAARAKAMAAAiAUAYAABAAoQwAACAA\nQhkAAEAAhDIAAIAACGUAAAABEMoAAAACIJQBAAAEQCgDAAAIgFAGAAAQAKEMAAAgAEIZAABAAIQy\nAACAAAhlAAAAARDKAAAAAiCUAQAABEAoAwAACIBQBgAAEAChDAAAIABCGQAAQACEMgAAgAAIZQAA\nAAEQygAAAAIglAEAAARAKAMAAAiAUAYAABAAoQwAACCAobwLAKC/LS6uan5+WevrQxoe3tDMzISm\npsYyWx8AioJQBqBnFhdXdejQktbWjm/NW1ubrfxv52DVan2CGYB+Q/MlgJ6Zn1/eFqgkaW3tuBYW\nTmayPgAUCaEMQM+srze+GH/u3K5M1geAIiGUAeiZ4eGNhvN3734+k/UBoEgShzIzmzSzM2b2qJnd\n0OD1Hzeze83snJm9v+a1x83sYTN70MzuS1oWALHMzExodHR227zR0cOanj6YyfoAUCTm7t2vbLZL\n0tclXS7pKUn3S7rK3U9XLfMKSa+V9A5Jz7r7h6te+4akn3H377Z4D09SRgD5Wlxc1cLCSS0t3aRS\n6aimpw9qampMZlL1rt1sutn6ABCRmcndrat1E4ayyyQdc/fJyvQHJMndf7vBssckfb9BKPtZd3+m\nxXsQyoA+0G4Ia3caACJKEsqSNl+eL+mJquknK/Pa5ZK+YGYPmNl7E5YFAACgsJKOU5b0e+tb3f1b\nlSbOk2Z2xt2/WLvQ3Nzc1v/Hx8c1Pj6e8G0BAACSW1lZ0crKSiq/K2nz5X5Jc1XNlzdKesHdP9Rg\n2brmy3Zep/kS6A80XwIYBHk2Xz4g6SIzu9DMzpN0paQ7myy7rYBm9hIze1nl/y+VNCHpkYTlAQAA\nKKREzZfuvmFm10takrRL0m3uftrMrqu8fouZjah8V+bLJb1gZockvVHSKyXdYWab5fiUuy8nKQ8A\nAEBRJWq+zALNl0B/oPkSwCDIs/kSAAAAKSCUAQAABEAoAwAACIBQBgAAEAChDAAAIABCGQAAQACE\nMgAAgAAIZQAAAAEQygAAAAIglAEAAARAKAMAAAiAUAYAABAAoQwAACAAQhkAAEAAhDIAAIAACGUA\nAAABEMoAAAACIJQBAAAEQCgDAAAIgFAGAAAQAKEMAAAgAEIZAABAAIQyAACAAAhlAAAAARDKAAAA\nAiCUAQAABEAoAwAACIBQBgAAEAChDAAAIABCGQAAQACEMgAAgAAIZQAAAAEQygAAAAIglAEAAARA\nKAMAAAiAUAYAABAAoQwAACAAQhkAAEAAhDIAAIAACGUAAAABEMoAAAACIJQBAAAEQCgDAAAIgFAG\nAAAQAKEMAAAgAEIZAABAAIQyAACAAAhlAAAAARDKAAAAAiCUAQAABEAoAwAACIBQBgAAEAChDAAA\nIABCGQAAQACEMgAAgAAIZQAAAAEQygAAAAIglAEAAARAKAMAAAiAUAYAABAAoQwAACAAQhkAAEAA\nhDIAAIAACGUAAAABEMoAAAACSBzKzGzSzM6Y2aNmdkOD13/czO41s3Nm9v5O1gUAABgU5u7dr2y2\nS9LXJV0u6SlJ90u6yt1PVy3zCkmvlfQOSc+6+4fbXbeynCcpI4AYzKTqXTnpNABEZGZyd+tm3aRX\nyi6V9Ji7P+7uz0m6XdIV1Qu4+3fc/QFJz3W6LgAAwKBIGsrOl/RE1fSTlXm9XhcAAKCvJA1lSRoT\naIgAAACoGEq4/lOS9lVN71P5ileq687NzW39f3x8XOPj452UEQAAoCdWVla0srKSyu9K2tF/SOXO\n+v9Y0jcl3acGnfUry85J+puqjv5trUtHf6BYFhdXNT+/rPX1IQ0Pb2hmZkJTU2OpdfRv9vsBIIIk\nHf0TXSlz9w0zu17SkqRdkm5z99Nmdl3l9VvMbETlOytfLukFMzsk6Y3u/v1G6yYpD4B8LS6u6tCh\nJa2tHd+at7Y2W/lf8uDU6vcTzAAUXaIrZVngShlQHKXSES0v39xg/lEtLd2U+ErZxETz33/PPTel\nsQkAkEieQ2IAwJb19cYX38+d21WI3w8AeSKUAUjN8PBGw/m7dz9fiN8PAHkilAFIzczMhEZHZ7fN\nGx09rOnpg4X4/QCQJ0IZgNRMTY3pxImSSqWjksp9vU6cmEytE36vfz8A5ImO/gB6Iu1nXfIsTABF\nQEd/AACAgiOUAQAABEAoAwAACIBQBgAAEAChDAAAIABCGQAAQACEMgAAgAAIZQAAAAEQygAAAAIg\nlAEAAARAKAMAAAiAUAYAABAAoQwAACAAQhkAAEAAhDIAAIAACGUAAAABEMoAAAACIJQBAAAEQCgD\nAAAIgFAGAAAQAKEMAAAgAEIZAABAAIQyAACAAAhlAAAAARDKAAAAAiCUAQAABEAoAwAACIBQBgAA\nEAChDAAAIABCGQAAQACEMgAAgAAIZQAAAAEQygAAAAIglAEAAARAKAMAAAiAUAYAABAAoQwAACAA\nQhkAAEAAhDIAAIAACGUAAAABEMoAAAACIJQBAAAEQCgDAAAIgFAGAAAQAKEMAAAgAEIZAABAAIQy\nAACAAAhlAAAAARDKAAAAAiCUAQAABEAoAwAACIBQBgAAEAChDAAAIABCGQAAQACEMgAAgAAIZQAA\nAAEQygAAAAIglAEAAARAKAMAAAiAUAYAABAAoQwAACCAxKHMzCbN7IyZPWpmNzRZZr7y+kNmdnHV\n/MfN7GEze9DM7ktaFgAAgKIaSrKyme2S9LuSLpf0lKT7zexOdz9dtczbJL3e3S8ys7dI+n1J+ysv\nu6Rxd/9uknIAAAAUXdIrZZdKeszdH3f35yTdLumKmmXeLumTkuTuX5b0w2b2qqrXLWEZAAAACi9p\nKDtf0hNV009W5rW7jEv6gpk9YGbvTVgWAACAwkrUfKlyqGpHs6th/8Ddv2lmr5B00szOuPsXaxea\nm5vb+v/4+LjGx8c7LScAAEDqVlZWtLKyksrvMvd2c1WDlc32S5pz98nK9I2SXnD3D1Ut83FJK+5+\ne2X6jKQD7v50ze86Jun77v7hmvmepIwA8mEmVe+6vZ4GgAjMTO7eVdespM2XD0i6yMwuNLPzJF0p\n6c6aZe6U9CvSVoj7K3d/2sxeYmYvq8x/qaQJSY8kLA8AAEAhJWq+dPcNM7te0pKkXZJuc/fTZnZd\n5fVb3P1uM3ubmT0m6W8lvbuy+oikO8xssxyfcvflJOUBAAAoqkTNl1mg+RIoJpovAQyiPJsvAQAA\nkAJCGQAAQACEMgAAgAAIZQAAAAEQygAAAAIglAEAAARAKAMAAAiAUAYAABAAoQwAACAAQhkAAEAA\niZ59CQCLi6uan1/W+vqQhoc3NDMzoampsYF5fwBIC6EMQNcWF1d16NCS1taOb81bW5ut/K/3wajV\n+xPMABQNzZcAujY/v7wtEEnS2tpxLSycHIj3B4A0EcoAdG19vfHF9nPndg3E+wNAmghlALo2PLzR\ncP7u3c8PxPsDQJoIZQC6NjMzodHR2W3zRkcPa3r64EC8PwCkiVAGoGtTU2M6caKkUumoJKlUOqoT\nJyYz62Sf9/sDQJrM3fMuQ0tm5tHLCEAyk6p31bynASAPZiZ3t27W5UoZAABAAIQyAACAAAhlAAAA\nARDKAAAAAiCUAQAABEAoAwAACIBQBgAAEAChDAAAIABCGQAAQABDeRcAQDKLi6uan1/W+vqQhoc3\nNDMzwWOGMkT9A0gLoQwosMXFVR06tKS1teNb89bWyg/oJhj0HvUPIE00XwIFNj+/vC0QSNLa2nEt\nLJzMqUSDhfoHkCaulAEFtr7eaBde1X33Parx8Tma03qgurnyoYeeaLjMuXO7Mi4VgH5AKAMKbHh4\no2bOqqQlPfvs7Tp1qjyH5rT01DdXHmm43O7dz2dXKAB9g+ZLoMBmZiY0OjpbNWdZEs1pvVLfXDkh\naXbbMqOjhzU9fTDTcgHoD4QyoMCmpsZ04kRJpdJRSdKePTSn9VJ9c/GYpJL27LlKklQqHdWJE5Nc\nlQTQFUIZUHBTU2O6556bJElvfvO+hsvQnJaO+uZiSRrTpZe+XpJ0zz03EcgAdI1QBvSR+uZMmtPS\nRP0C6CVCGdBHapszaU5LF/ULoJfM3fMuQ0tm5tHLCERgJlXvKrXTeb9/1tO9lvf7A4jJzOTu1s26\nXCkDAAAIgFAGAAAQAIPHAgXDA7Bj4+8DoFuEMqBAWj0AuzxmFvLEA8oBJEHzJVAgPAA7Nv4+AJLg\nShnQoTybpxo/gJwR+6OI8Peh+RQoLkIZ0IG8m6cajyjPiP1R5P33yfvzCSAZmi+BDuTdPMWI8rHl\n/ffJ+/MJIBmulAE7qG4OeuihfB/4vXm1Y2HhqJaWblKpdFTT04woH0Xef5/Gzaeruu++RzU+Pkdz\nJhAcoQxoob456EjD5bJsPpyaGtPU1JjMtPUgcsSR59+nvvl0VdKSnn32dp06VZ5DcyYQF82XQAv1\nzUETkmg+REz1zafLkmjOBIqCUAa0UN8cNCappD17rpLEA6kRS+0D0/fsybe5HUBnaL5ESFFu6298\nN92YLr30pJaWitF8GKUui6po9VfdfPrmN+/T8nL9MnnerVu0+gSyRChDOJFu65+ZmdDa2uy2spSb\nKye1tPRieaOeZCLVZREV4QkKrT5/rT6/eZWVzyPQgruH/ikXEYNkYmLWJa/6OeXSrO/Z8ys+MTHr\nd911KtPy3HXXKS+VjrjkXiod2Xp/qfza6OjhbeUdHT2cSRlrd41G0/V16VvbkUd5spxOQ6v6y6M8\ntVp9/jbfv9nnNyt33XXKJyZm/cCBY7537zsz+zwCeanklq4yD1fKICnW1Z76flxLko7r2Wel5eXs\nv1m3upuu+bhQR0N8848wwnyRRa+/Vp+/zSt5ed4NWn9lbK7hcnnVZ6TjHiDRfJmZaDt/dXn++q+f\n1Le+9XKdPfuRrdfzbFKo78dF6OlW3iPMF130+ov++asPjXHqs1FT6sMPX6tXv/p2vfzlrwx3nI5Q\nHvRe34aySB/maP0oGo+9dfO2ZbIOPttD4lmNjPzmtpBYK8pJJ/pJO1qfoqJpp09hnqJ//upD4+aQ\nMi/W58jINfr2t3dnPrhtfWBc1dmzIzp7NupxOv/+d5HOq32r23bPrH7UZseM6n4LF198rY+M/EYu\n/Xwaadwv5ZTv3ftOP3DgWOb9pOrLc6xhP48DB45lUp5G/WJGRq7xSy55X8Ny5dUHpVGfocZ9em4M\n06fMPbs+RXn3IetVH65WfQrzKE9t2Zp9/vIoT63mx74rXfJcj9UHDtQe97Lrf9lM5P53zY7TF1/8\nL3M5j0WmBH3Kcg9dOxawjSNJ/Ycl/52rWv3Of8qlfDqHNy5PvqFxp87UWYee6gNj9bbnHXpqRQkt\naZUnaiiLWp5NnYbGZp/vXpWtVWjM8kaU6jJNTMz6nj1X1rxv7XGx/JPfl9N8y1Or8Q1Y+Z3HIhv4\nUBbtyo/7Tt948g2NO+9cp3xo6LrMdrb6kPji30vKNvS0czfbprxOwu2+f9FCC6EsmXbKk8fdwq1C\nY6t9v1dleXH7a4970Y7LsVpYIl5ZjGrgQ1m0Kz/1B77akJPtgWjn8rmPjLx7q7kw68vm7Q47kMVJ\nLvoQCJ28f9FCC6EsmXbKk8eVqUjlafyFtLxvN25KzaYrgns7LSrZfll23+niQr7nsciShLK+eMxS\nfWfX2ucTrmpo6NN65pnP6tSpOS0v36xDh5a0uLjak/LUdyAd08bGP9fevb8kSdq793TD9bLqnFv7\nKJZS6ahuvfVX9ZWvfEyS9JM/+YaG6/Wqc3398/paP09ycXFVpdIRjY/PqVQ6kurfMfrdbEASWXy+\nO9k/O933k2r82LTyMCFf/eqtuvXWd2w7Lmb5CLX681j5kW4vnjc+po2Nj29bopfPMd280WB5+Wad\nOjWnZ575dQ0N/VrVErFvMimsbtNcVj9q4+tmtCs/7TTHRe4nlVc/j536xTSvu/S+LUa8UtZpH7es\ny9ft+w/KlbKs+nBFuFLWTfN/lt0Tmm1/3n+7zfdq1f8u66be7m7SyO7KYmRKcKUs1QDVi59moax2\nZzl27GNh+i20c2KvPRAdO/axnu38nR4oo95RmN9Jpb272XoRCtLs4xY1tPRqOm3dlCfLPlzdlye9\nfTvil5pqzbY/r79dJ+exrL8s73RxYbP8WZ3HimTgQlmnJ6qsP8ydntgjXv2JeEdhVgE70hAIaZ7k\nIoaWXk6nrZvyRHzMVS/37XZO5O2Wt1cabX8ef7voX5Y7Pfbk+ci5aAYulKXzYel9c2G7J/Ze7/wR\nD5TdNMlFPck1m05Dmn+7iKGll9Np66Y8WV6lj1BfaXyJyKO5N4+/XfQvy51eXMjzJpJokoSyxCP6\nm9mkpI9K2iXpVnf/UINl5iX9gqT/K+lX3f3BdtdtpNPOqpsdNRcWjmpp6SaVSkc1PZ1uB85GIx3f\nc89NbT1vrtedb6ON+t1qpOrN5/U1M2gj1Ef726Ezg/b3S/oEhEij2Pf6b9fNcb/2OaabN1X0YoT9\nTs+b3CSVkm7TXDkMapekxyRdKOkHJf2ZpDfULPM2SXdX/v8WSV9qd11P6UpZo+k0v40l7fdThH5S\nadZXt3+/rL8tdnvlofefre76uEW8ktTL6bR1U55eXKWPfuNHkub/XhwL26mvrP521ZKex3rRXJjk\ns8WVshcpwZWyrlbaWlm6TNI9VdMfkPSBmmU+LunKqukzkkbaWdebhLKkJ6q0P8y92bnSbV5NcqBM\nu766bZIr7kk4+YEyjT5uEeurl9NpSxLS0/oS0e83fqTdZNhufWXxt2uvbO2fx9IOQUk/W3neIBZN\nnqHsn0n6RNX01ZIWapb5nKSfq5r+gqSfkfSLO63rTUKZe6xvY2n0+4l89Sft+kp6pazZdNoi1FXS\n8rSaTlveIaxo29eNfr/xI69jTV51leQ8lnaATasFKo8bxKJJEsqsvH53zOwXJU26+3sr01dLeou7\nT1ct8zlJv+3uf1qZ/oKkGyrNli3Xrcz3Y1XT45UfAADQJxJkkbytrKxoZWVla/qDH/yg3N26+V1J\nR/R/StK+qul9kp7cYZkLKsu0s64k6c13ndJ/Gj2sD8r183KZXK8fPazFu041CvY7/pQmZmWV31P9\nM1k6ItP2ZduZXrzrlF4/enjb73r96I1dl09e/p2b5SxNzG79ru7LE6e+NrdvsnRE4weOabJ0JFFd\ndfrejcrSqK6j1FWvfpKWp9fl6/ft66Y8rT5f3ZYjybGmF/XV7NiQd321Oq7mcaxpdd7Ju666qq8C\nGx8f19zc3NZPIt1eYqtcYRuStKbyVa/ztHNH//16saP/jutWlsuo7TxZ5+nNy7YHDhzLvd9IEeqr\nF7opS9p9wIpSV928f9blSyr69qX3ee2+306/91FLs76idsxvdN7Ju67ck9VX0ZWjVXe5KtGQGO6+\nYWbXS1pS+W7K29z9tJldV3n9Fne/28zeZmaPSfpbSe9utW6j90n7VtvqW33Pndul3bufTzxExuat\nymmof3bm5jPOjmqnISOkYtRXmjaHI5FuVql0pKPbwlvVdTfbF72uUGxpf76SHmukZPtfr6VZX0mP\nq2kfa6R0zztpf7YYIqM7iccpc/fPS/p8zbxbaqavb3fdRnoxXkzth3lzvJd2Dyy9PBAl/TBnUV9R\n1I5rtLx8c9tjnkm9OXBErSv0hzQ/X0k//632vyj7QFr1lfS4mtXD4Ds5LzVafqdxNds1aGP0pabb\nS2xZ/Ujq+a226TzuIs5DsbO8NbmT5t3N7UpzlO6kdTVoTwhIszzRmxyib1+E8hRh/2l27Mi6vqIN\nYdFe+fI7jyWpr6JTgubLxKGp1z+VjUu1z1atTg9MRRnstVf1tfn72z1Q9nLnTzocScQA22w6Wnmi\nH0ijb1+E8iQ91vT6UUTd9Hnr1RfAzd/dbR+uaIPRZhWou6mvoksSyhI3X2Yh7cuqtTq9rNzry9Bp\ntO33sgmt0ybDXvSl2JT0Ejl9wDDIkn7+e91E1Wmft143pyY5rvb6WBPtPCYl7yY0kLpNc1n9SEr9\nsmqtiN8wau10ZaqX3w5rdVpfvfw2nebdjr0W4cpImuWJ/u02+vZFK0+tCFd/Or0SnvWxucjH5Tzq\nqt2rnkWnfr9SJqV3ZaWRRg/RHRm5Rt/+9m5J5St1l132Gt177zcl3azvfOesRkZ+U2fPfmRr+V4+\nFHunK1NZd7bt9BtWL79Nc6ULyE+v979Ojx1Z3vEX7bgc/TzW+KpnSe9618ckjXHlbFO3aS6rH0nb\nvh31SnXb98UXX+sjI79RlehP+dDQddsS/sjINX7JJe/rWZ+tao2/0ZzyvXvf6ZJv/ZvVN55Ov5Hl\n9Uy0Il55aDUdrTzRv91G375o5akVoTydXgnP8upPtOOye+zzWP1Vz1Mu9e5GgzxpEK6USb29lba6\n7btUOqLpu+lTAAAMcUlEQVQHH7y56tVlbWx8fNvyZ8/epp/6qaO65565npVpU/23v1VJS3rmmc9K\nkp555g0N1+vVeDCNvpFtfsNaWqpfnqtZALrR6bGj1bEpbdGOy1Ls81j9Vc9lSb3pa1xkhQllvbys\nWqt+Z8t3ELydP8zZjgfT6EC5f/8FlfFuxuouk/f6Rg0A/WunzuLVx5r5+WVdffX5+tKXev8FMNpx\nuVa081h9YGZw2Ya6vcSW1Y+kzJ82X39ZOvuO/dXqL+G3cxm4982DzctXf5k8y8vSkTrfVmu3OSir\n8kVv3ksq6vZFGXer2/Lltf9svneUY03043K085j79ubVPJp3s6IEzZe5h64dC5jDkb+9HT+7nWuz\nTK0/zKd8794rM+kbUCvSzr/THT69HjCxWZkijOnWTXkaTed5Um5H5O2LNu5Wp+XLY/+pFulY4x77\nuBzxPNa6fPmWJ02Esh6oHfTu2LGP9XQw1k7LFunDXN+Bs3a6/NPLGzU27XQTQuTbwLMoXzehoHo6\n75PyTqJvXzo3yeQ3PFAewwFVi3SsqRXtuLxZpqjnsUbly7s8aUkSygrTpyxrkZ9fGK3jfH3fivz6\nUux0S3zWD8ntdPDLXpcv6QOoezkQcBqib1+nf9+s6zva/lMr0rGmVrTj8maZIuyXzUQvXx4IZQUV\n6cNc34FzQkNDv7btTp+sbtRoPK7Rqv78z09L0ta/tXp1EI80pls35Ul7/V6Lvn2Rx92S4u0/tSId\naxqJdFxGMRHKkFjjuzHflMkdULXqD9qrGhr6dNVt6r+e6UG805Nwr2/pTxr6eh0ak4q+fZ0OJ5N1\nfUfbf2pFOtYAPdFtu2dWP8qpTxmKK1Ln224eA9XLfhZJH0sVsd9MtSJsXycPac6jviPtP0ARKUGf\nMiuvH5eZefQyIq7x8TmdOjVXN//AgTmtrNTP74XFxVUtLJys+iZ/UFNTYzIrn+I21U5HK8/mdLP1\noyjq9kUrjxRj/wGKxszk7tbVutEDD6EMSZRKR7S8fHOD+UdzH8w2r1DWbXnyLl9S0bcvWnmk2PsP\nEFWSUPYDaRcGiGRmZkKjo7Pb5pX7wBzMqURAcbD/ANniShn6XtTmtmhXRqJfSUoq+vZFK8+mqPsP\nEBXNl0ABRTsJRw8tSUXfvmjlAdAdmi+BAnnxgcrlPjtzc7+3bXpxcTXP4iFjfB4AbOJKGZChxcVV\nHTq0VDcO1PZxn2Z14kQp8yai6FeSkoq4fZE/DwC6w5UyoCDqH5uzvO0ELG0+RudktgVDLvg8AKhG\nKAMyVP/YnNiPLUJv8XkAUI1QBmQo8gOVkT0+DwCqEcqADNWP+1R+oHI1xoEaHHweAFSjoz+Qsdpx\nn/bvf7W+9KVv5T4OVMSO8GmKun1RPw8AusM4ZQASixpa0tLv2wcgBu6+BAAAKDhCGQAAQACEMgAA\ngAAIZQAAAAEQygAAAAIglAEAAARAKAMAAAiAUAYAABAAoQwAACAAQhkAAEAAhDIAAIAACGUAAAAB\nEMoAAAACIJQBAAAEQCgDBtzi4qpKpSOSpFLpiBYXV3MuUbYGffsBxDGUdwEA5GdxcVWHDi1pbe24\nJGl5+Watrc1WXh3Lr2AZabX9U1P9v/0AYuFKGTDA5ueXtwLJprW141pYOJlTibI16NsPIBZCGTDA\n1tcbXyw/d25XxiXJx6BvP4BYCGXAABse3mg4f/fu5zMuST4GffsBxEIoAwbYzMyERkdnt80bHT2s\n6emDOZUoW4O+/QBiMXfPuwwtmZlHLyNQZIuLq1pYOKlz53Zp9+7nNT19UFNTYzKTqne92umiabY9\nzbYfALphZnJ362rd6IGHUAbkY1BCGQCkKUkoo/kSAAAgAEIZgJaKPrhq0csPYHAweCyApoo+uOqg\nD44LoFi4UgagqaIPrlr08gMYLIQyAE0VfXDVopcfwGAhlAFoquiDqxa9/AAGC6EMQFNFH1y16OUH\nMFgYpwxAQ/0yuGq7g+MCQBoYPBZA6vo9tPT79gHIB4PHAgAAFByhDMA2/T7Yar9vH4DiYvBYAFuK\nPljsTvp9+wAUG1fKAGzp98FW+337ABQboQzAln4fbLXftw9AsRHKAGzp98FW+337ABQboQzAln4f\nbLXftw9AsXU9TpmZ/Yikz0p6raTHJb3T3f+qwXKTkj4qaZekW939Q5X5c5LeI+k7lUVvdPd7GqzP\nOGUJrKysaHx8PO9iFNKg1l1ag8VGrb+iDIYbtf6KgvrrHnWXTJJxypLcffkBSSfd/XfM7IbK9Adq\nCrZL0u9KulzSU5LuN7M73f20JJf0EXf/SIIyYAfsXN0b1LqbmhpLJaRErb+0tq/XotZfUVB/3aPu\n8pOk+fLtkj5Z+f8nJb2jwTKXSnrM3R939+ck3S7piqrXu0qSAAAA/SZJKHuVuz9d+f/Tkl7VYJnz\nJT1RNf1kZd6maTN7yMxuM7MfTlAWAACAQmvZp8zMTkoaafDSrKRPuvueqmW/6+4/UrP+L0qadPf3\nVqavlvQWd582s1fqxf5kN0l6tbtf26AMdCgDAACF0ZM+Ze7e9JYkM3vazEbc/ayZvVrStxss9pSk\nfVXT+1S+WiZ331rezG6V9LkmZaCJEwAA9L0kzZd3SnpX5f/vkvRfGyzzgKSLzOxCMztP0pWV9VQJ\ncpv+qaRHEpQFAACg0JIOifHHkn5UVUNimNlrJH3C3acqy/2CXhwS4zZ3/7eV+f9R0k+rfBfmNyRd\nV9VHDQAAYKB0HcoAAACQnrAj+pvZpJmdMbNHK+OgoQUz22dm/8PM/sLM/tzMZirzf8TMTprZX5rZ\nMne5tmZmu8zsQTP7XGWa+muDmf2wmf2JmZ02s6+Z2Vuou/aZ2Y2VffcRM/u0mQ1Tf82Z2R9U+jU/\nUjWvaX1V6vfRyjllIp9Sx9Gk/v5dZf99yMzuMLO/W/Ua9VfRqO6qXnu/mb1QaUncnNdR3YUMZVWD\nzk5KeqOkq8zsDfmWKrznJP2Gu/+EpP2Sfr1SZ5uD/P6YpP+mmgF+UeeQpK+p3KwuUX/tOiHpbnd/\ng6Q3SToj6q4tZnahpPdKusTd/77KXT1+SdRfK3+o8vmhWsP6MrM3qtyf+Y2VdX7PzEKe+zLUqP6W\nJf2Eu/+UpL+UdKNE/TXQqO5kZvskHZT0v6vmdVx3USt2p0FnUcPdz7r7n1X+/31Jp1UeE66dQX4h\nycwukPQ2SbfqxYGNqb8dVL5R/0N3/wNJcvcNd/+eqLt2/bXKX6peYmZDkl4i6Zui/ppy9y9KerZm\ndrP6ukLSZ9z9OXd/XNJjKp9jBlaj+nP3k+7+QmXyy5IuqPyf+qvS5LMnSR+R9G9q5nVcd1FD2U6D\nzqKFyjfvi1XesdoZ5Bdl/17Sv5b0QtU86m9nr5P0HTP7QzP7qpl9wsxeKuquLe7+XUkflvR/VA5j\nf+XuJ0X9dapZfb1GlaGYKjif7OwaSXdX/k/97cDMrpD0pLs/XPNSx3UXNZRx90GXzOyHJP1nSYfc\n/W+qX6s82Z26bcDM/omkb7v7g2ry+C/qr6khSZdI+j13v0TS36qmqY26a87MRiX9K0kXqnwQ/6HK\nQNtbqL/OtFFf1GUTZjYr6f+5+6dbLEb9VZjZSyQdlnSsenaLVVrWXdRQ1nTQWTRnZj+ociD7I3ff\nHDfuaTMbqbzebJBfSD8n6e1m9g1Jn5H0j8zsj0T9teNJlb8l3l+Z/hOVQ9pZ6q4tPyvpf7r7M+6+\nIekOSZeJ+utUs3219nxyQWUeapjZr6rcheOXq2ZTf62NqvyF6qHK+eMCSV8xs1epi7qLGsqaDjqL\nxszMJN0m6Wvu/tGql9oZ5Hfgufthd9/n7q9TuZP1f3f3fyHqb0fuflbSE2b2Y5VZl0v6C5Wf0kHd\n7eyMpP1m9ncq+/HlKt9sQv11ptm+eqekXzKz88zsdZIuknRfDuULzcwmVe6+cYW7n6t6ifprwd0f\ncfdXufvrKuePJ1W+aedpdVF3LR+zlBd33zCz6yUt6cVBZ0/nXKzo3irpakkPm9mDlXk3SvptSX9s\nZteqMshvPsUrnM1LzNRfe6YlfaryJWpN0rtV3nepux24+0NWHkz7AZX7M35V0n+Q9DJRfw2Z2Wck\nHZD098zsCUm/pSb7qrt/zcz+WOWguyHpfT7gA3Q2qL9jKp8vzpN0svzdQPe6+/uov+2q6m7v5mfP\n3f+wapGtuumm7hg8FgAAIICozZcAAAADhVAGAAAQAKEMAAAgAEIZAABAAIQyAACAAAhlAAAAARDK\nAAAAAvj/ZY3w3iTv8p8AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x86fc950>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We also want to truncate the coefficients so that they're symmetric. Lop off the unmatched 128th coefficient:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"coefficients = coefficients[:-1]\n",
"stem(coefficients);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAmUAAAHfCAYAAAARNq+pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAhlAAAAARDKAAAAAiCUAQAABPD/Ads9EIb3RbprAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x8a45030>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We've got our filter coefficients. Now we just need to convolve them with the input signal to get our filtered output. From Equation 5-6 in the text:\n",
"\n",
"$$\n",
"y(n)=\\sum_{k=0}^{M-1} h(k)x(n-k)\n",
"$$\n",
"\n",
"Here's a straightforward implementation of the convolution operation (of course, we could just use numpy's `convolve()` function, or do this in some other more \"Pythonic\" manner, but let's be explicit for now):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def my_convolution(x, h):\n",
" \"\"\" Naive convolution implementation\n",
" \n",
" Args:\n",
" x: the input signal\n",
" h: the filter coefficients \n",
" Returns:\n",
" the convolution of x and h\n",
" \n",
" \"\"\"\n",
" M = len(h)\n",
" y = []\n",
" for n in arange(0, M + len(x) - 1):\n",
" y.append(0)\n",
" for k in arange(0, M):\n",
" if (k < len(h) and (n -k) < len(x)):\n",
" y[n] += h[k] * x[n - k]\n",
" \n",
" return y"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cross our fingers and try out our filter:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"output_signal = my_convolution(input_signal, coefficients)\n",
"\n",
"specgram(output_signal, Fs=fs)\n",
"Audio(output_signal, rate=fs)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 8,
"text": [
"<IPython.lib.display.Audio at 0x596eeb0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAHfCAYAAABu571YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvVusbcl1nveNqjnnuuy9z+nu07xfWk1REi8grQtlmbIj\nN2U5MQTHipNAeQiMwPCbX/KSAImf+GQkeUiQPCQvAWIngAM4gBEkiBFYtq6Gqcgti5Is8SKKpJrd\novre55y991prXqryUDWqas411977XEge22sQi/v03nPNWZdRY/zjH6NqiveeoxzlKEc5ylGOcpSj\nfHfEfK8bcJSjHOUoRznKUY7yb5IcwddRjnKUoxzlKEc5yndRjuDrKEc5ylGOcpSjHOW7KEfwdZSj\nHOUoRznKUY7yXZQj+DrKUY5ylKMc5ShH+S7KEXwd5ShHOcpRjnKUo3wX5UbgS0SsiPyWiPzf8b+f\nEZFfEJGvisg/EpGnimv/SxH5AxH5soj828Xvf0xEfjf+7b9//F05ylGOcpSjHOUoR3ny5abM138K\n/D6gh4L9F8AveO9/EPgn8b8RkU8A/xHwCeAvAf+jiEj8zv8E/A3v/Q8APyAif+nxdOEoRznKUY5y\nlKMc5V8duRZ8icgHgZ8F/mdAgdRfAf5u/PffBf69+O+fA/53733nvf8m8DXgJ0TkfcCZ9/434nX/\na/GdoxzlKEc5ylGOcpR/Y+QmzNd/B/zngCt+9x7v/avx368C74n/fj/wcnHdy8AHZn7/Svz9UY5y\nlKMc5ShHOcq/UVJd9UcR+cvAa9773xKRF+au8d57EXls7yh6nPc6ylGOcpSjHOUoR/lOi/derr8q\ny5XgC/hJ4K+IyM8CS+CWiPxvwKsi8l7v/Z/ElOJr8fpXgA8V3/8ggfF6Jf67/P0rhx76K+7H+eVv\n/DS//I2/wK+99Oc5ff4uZ8/f5fS5ewgOwdPQ8WO8yGf4TT7NbyOA4BmwvMSHeYkP80fDc3z1rY/z\nB29+jJfvP8ezd/6EZ++8yntv/zEf50t8nC/xPF/H4jAMeIT73OIet7jPGReccMEJb/un+YPdR/la\n+wPcc2d8pvlNfqz5TT5WfZkVl6y5pKGNd7G8fv5ufu1rn+PXvvYCX37rE/A08AycPX2Pj975Ch+9\n82W+//RrfJiXeI4/4hnewmHwCHe5zdf5CH/I9/MWzyCxzG7AsmHJlhVP8Taf5Pf5BL/Hu9PQwz1u\n8Qof4BU+yDmn+Jglfu3V9/CV3/sEX/m9T/Js8wYvfPIf88In/gkfeCaQkX/n8y/zVz//Sf6Y9/MK\n7+dlPsi3+BDf4kM0dLyPb/M+vs17+ZP07zWXWAYsAy0NmzgSX777CV58/Sf456/9Ge7JLVgDK88P\nnnyZHzv95/zI6Yu8y77OKeeccIHgcRgchi/xcf4FP8pv8qO889YzbF8/YfP6CR+4/TLPv+trPP+u\nP+TD9lupdTbOGcAXfvvP8asvvsCvvvjTdO+v4SPA88C/BP4F8EX4qZ/6JX76Z36Bz/3MP0aMxyN4\nhC/4z/Lr/s/wBT5LTUstHQtp+Qh/yEf4Oh/h6zzLG7yLN7jDm7G9Qk8dx/v9vDx8iK++8nG+8srH\n+fqrH4VGoBGWiw1/9t2/yp9916/yo8+8iOAxOP7e57/Of/D5j7NjwTvDU7x49yd48d5P8JXNx1jd\nPmd1+5ynT97i43yJj/ElPsLXOeM+Z5yzZBPvYrjLLX6XT/G7fIqXeA7iiFgGVmxYseEOb/KDfJUf\n4iu8lz9J/b7ghJf5AC/zQd7h6ahpwjmnURc+wJoLPssX+Cxf4Dn+KOnaN9vn+cXzv8gvnv9FvjE8\nj2l6pO55b/NtPtn8Hp9c/B4fti/xNG/zDG+xYoOlxzJwzil/UmhTGMMP8GZ/h/u7M+5vz3jOvMSf\nWXyBzy6/wLvM60nXeiq2LNmx4Cv3Ps5vvPFZ/vkbn+VudYY565BbPR9d/gE/svgtfrj5Iu8z3+Y2\nd3mKd/g7n/8Wf/3zH8Rh+Bd/8Bl+5Ys/zS9/8XP0H7Kc/Kn7rH/4Pk+v3uYOb/IMb/F9fJOP8jW+\nnz+kooc4ur/+a3+WX/pHf4Ff/oWfYfeawDstvLODdQOnDZwu+Lf+4i/zuZ/9x/z0z/4Cte3SvL/B\ns7zOu3idZ+mo6ajpqflD9/18zX2Ub/jn+ax8gc+aL/AT5v+LMxVm5jXezWu8i9d4N29yhzd4lrf9\n00gL0kLd9Xyk+TrPL/6QD9XfKr7r6anpqeip4jPDv0tRvbAM3OYut3mHEy6ivlveeuMOv/r/fI5f\n/Yef43d/50/Bh4O1bz6y486nX+POp17jA8+9xKf4l3ya3+HDvMT/8vmX+euf/yCvDu/lVy4/x69s\nPsdXth/Dbw1+K9wxb/AjT7/Ijz79Ij+w/irP8BZ3eJMFO3Ys2LJgx5INSzasuMtTUXfeyx9/+YN8\n6x98H9/6B8/xjHmbn/qrv8RP/fu/yHM/9M24Qh2XnKRxe5kP8g2e5xt8hDfbZ9lertldrPk++01+\ncv1P+cn1r/Hu6tU0FkSfIni+8usf5p/+H5/mn/79T/PGy+8nGPWn+b4/9y0+9R9+kU///G/x/vf9\nMU/zNk/zNhV9Gs+v8oO8yGd4kc9wyTquXEfDLmryjh/iK3ya3+HT/DYrNlFfPG/zNG/wLG/wLO/w\nFO/wFHe5zUu/8zzffPEjfPPF7+e5j3+DH/rM7/ODP/4lqqrnn33+F/nJz/80X3vjh/jK65/gq699\nHPfrBr4A/DNCvquKH0/IaR2gPEzl+JG//CI//O/+Jp/6d76Yft+7ii++8hl+65Uf4/de/jT8DuHz\nJWAbP7sWui9D+2UYXgH7Mag+BvXzAU0sgQVgY5tM0R4X77EBdlvoXgqf4R6YD4N9Dqp3Rf9S3McS\niqP0PgOw088W2lfDZ+jAvBvse6C+Nb6PmblPD7ThPmcfucf7f+4lPvBz3+LsY3f5eT7Jfyyfnh/A\nK+RK8OW9/1vA3wIQkT8P/Gfe+78mIv8N8J8A/3X8+X/Gr/xfwN8Tkf+WkFb8AeA3Ijt2T0R+AvgN\n4K8B/8PBRklPddpTvaelsjvqd7fUJy01XVoMVTIffTSMYbF4JJqKASsD1gyI9VB7jPVYcaPvWYYI\nmupo3g2WgYYdLU38jaOyA3XdsfAtte2opcPg8Bhamvhcj+CwMmCMQyoPNeFjQazHmPB3dSbaHwUS\n+jzLAEC+0uJj22o6Krqi7zqZPRVD6peOh7UOOfHwTByHtcPaIT5Tr3LpuRVDdAk9lh4TM87qQLTd\npSF3sW1GHGJ80CwDUjmoHaYaMGagkiEBrp4qGkkfn9tT09HQ0TQtw1lN7yrqdUu17KikTw5cDVjU\nVIwMGBufW08+TfhpqjD+FX1yaB6hli4+tw09kvH46piE54YxE2x4Li6Ml3TYRY/cGqB3IAJiwBL1\nLoOHloaWmpYm63vTUp/sqOst9WpHXXVxnvtiPiXOSB31xqV22ehsSD0j6GIcV71HCVjD71zSW61B\nyOujdNNjXbPSY+yAVANiekzVY+oeWw1Uto9j2I/6oHOW9Ww8zrV0NFXLYrGjkR1Nldd8SxN7Ge5g\ndJ1ZB5VHao+pHbbqqaoeawYqybqrvUy6dtphP9RSDR3cGajudGFdF+0px0ydKYAxha5ZA8aCNCA2\n/HcV1vrcOu+puGDN2zyNSfrTU0lPbToaH8C/jp8v7FqYT1foZPi52ZywuXvCcFHzzO23aW8tMLWj\npWFHQ0+NLWyDT60ZB+r6Ox2zIX4rrXvpMQuHnHq4DZwQnFUFYsIaLO2PznnoX0ddtzR+S2O2DNYy\nVBZhwDbBTmdLp5+eemQngqj+mDj/UgHGI9G2GoYCOu2vg4qO2rS4xuK9oTFb6npHZTp6Ku5zxj1u\nUdFzFsPxsL6EjFqCdw6BTliHast0HEvbrmuhpktroJ7Rs6m+6P1U9/V+pb0zNts1Sx/720c9ddkO\nlk3Xf7viowNcqkXU5TC3ffEHwZgh+LipzR30IzDUYFYwnIJZQlXtX69gx5CB4EC+bhBwFvomKJyp\nwUruU+FjE4jT+0jRnl7iWq3D720FlRnfR8fHpkWR76PjVPlk01XHH0auY76monb9vwL+voj8DeCb\nwM8DeO9/X0T+PmFnZA/8Te+9fudvAn+HgC//off+/z3cqJ7qpAvg62xHddJSrbsR+KoLx6COKYBU\nMzKYRlxSELEl8FFH7hiw0fXW0bAPyREriAsOJbpNaamMAjehi99r6KijozbGjZU8fkrwlZ2RzjCp\nP7qQByw7FgzYuPD6+JxuBLLCd0sDk42sqQbM2iPPgFQesyrBl6QoyzCM7lHTJfCl416CrwFLS5Mc\nm4ljZaxDag/GQ+2gGhDbY0wGcw5DR70HosO8ttRNS39W0dWWqi7BVzluamTDQlCQvbcoIwCTyiWn\nnCEK4ZnSUvuWWhR0TMFPBn4lVEmGXXrMcsDcGkAc9AY6j/iod8YllnDLMgKwJjvepqMyO+rllrpu\nqSPwyM9Xh1jR4WIb/QSM+gImg4l/L3VlBMonOqjzm+diDMBGuiYDxvQBfLkBUw9U1UBV9VSmnMv8\n/KxDPgYRffp7TUdjWpqqpTE7FrKjkQBEADpqLlmnNVLTRV0L8y1VBF/1gLVDakMJJCjB11lP9aEO\ne9bC2lLd7qjtYWc4GjdxUdeASsBUgIAxAXzVOdAqx03wsR8nvM3TrNiyYhNsjcRxiIGA6rrqWl6n\n4zVuvWO7WfHWW89y8fYZH/Av0y4a5MzRUnPOKZesI4d/SU03mvGxcc+gIdjSAL4CsAiA1iwcclaA\nr2VYXybZ1j5+S/XSp/VR1y212VFXO6SqoKowvscsApDXcc7gvMdhkv5nQJKDazERfBsf2pACjNy/\n1IakbwHousbgrFDLlsqEOeipeJuneYUPsGTL+/ljzrgfQ98SfJmkTynYL3RE57vsSw5CYkC/B/RD\nP3NfXQxUhZ4qzU1FjzVBB0V13yhU1nsPYz0tP6VfGhiDL/2oWB8CCZMJAe2jEZfW38jeluCrr0CW\nQVnMAqwdA8ES7CjT5OPw7t1HwVcETSVgKkFceR8FX338m7Hx4gjEFMSV91EQVzJfBfiSGT/+MHJj\n8OW9/xXgV+K/3wJ+5sB1fxv42zO//03gUzd5lmXArnqqRUdze0dtWmozNuBzDjG4whxZGxzGhIUp\nVqMzXSgufgaEeuRQKwY83SiasWYIkSm75Ex00H3kwNThGXGB+UrRMWlCxfj0XHV8whjc6DPDvbPJ\n0UWlDFe54IG4qEuGJhpT65CVh1shODfLvJgchh994QRlvkyKd8dOaGpktH3a2gTgZAjMlyWAL+uR\nyiE2jEkZ1WXj6Pacfl119KalWVgqaalsH6Pakj1xaYQC4+byWOtHF3hyiHmMVUrmpWRrSsdbPrec\nIx2zigFbD8jagXGwkUCbd1nvShbmB154X2ZiZKCqO+qqpfG7AASlNMzDnk6otttRe5QT2ncKttAL\nta7Tvs05i7pYY3u6ZhxigwM0dggO1MRPEeRMWTOdu9JRJxBqWxa2GgU/CtaVhUksmjgkOhipovO1\nAXyVhlHH7UdeOM26s+qpmo76mR1iKmrbUpn9ed9nWcnsrgVMZDgh/DSSWW7J6zzZwehIWxY0dGke\nEvNHO9I/tUm6/kvm0OIw3uF6y2635PLihHa3wA8mWiSJocyCJTuIIKTU4lKmjI1HgUTUcxmQxsHa\nwxkhjK6Dfo9ta/585oVVAl+V7WjsjqbaIqbGG4/1HaYOOjPu24CNwKsELGWgGHRQbft4nWkgbvbW\ngTJfHd4IvpKRTfcIOxaccxqD8prSAssIfGla0u3pydSe5zWVma8MUBVwjm1LnpEsaeZGOugx4tHy\nme974UMhMC2vKe2hYczuZEpxBnyNdbnUFWNctPGM/Vz5MXUEX2uQRQQ8jG3zHPPF9D4mMlZNAF/G\njFm8wseO7uPL+8S1KlXsZwRfduY+JfNlivZUBJ9mwnoofeGDyoMyX981sQw00rI0WxaySymEko41\n+NF/U0TzDyI1LYHt2iXXqxSviomRehNBWcnA6aLS9FT6nsx8yD/LhZkl08weic5vGPU0a9VhKdeP\nGKDysCgWiuTI7MdfWHO3iFRLgzVNcWTKvEv9L6+4quKwBM4NLQt2e2BOmYlaOgaxeCM00qYxKg2a\nKVbqlZWOcxHd6M9z6bnMDfhkaKfRbGacwINEJ2Qc3hiY7B0JtYotp5zzp19YIVyiqSjV9wWB8SlZ\nvjwuffh7HLepnisgM2k2yjUzZlkzkzKO2qcM5xTAlD8PGZ2py9D76fXqcKZr2BZrrI7rSfVlzWVi\nQqYBylWiurpgx59+YZWfK47adKzY0Ekd0sYyICmgyn2Y9lUdYx7169uh92rYcYt7vJvXkr5NWa1y\nzKeAK895bJHAenXBs0+/yi17lztPvc56cYFlYM0lApxwmfSm7Mt0/Mr+VgwsaFmyzWst5NhCGj8y\nXhP8lkZEn/OZF07SaOq6X7LFGIepHAt21LYLYGIyzmM7NAbDMw8c6W4uCSjtmqZtQ+mG9ld1DWDJ\nlnfxelqroX5LAxZTfLJByXZhSH2sI7CeAjAFSCXbXBqmMsBS3ariug/VYYvDShbl+154bv4Pc3bw\nGtv46GIJuemI1OcU5lpRxSupqYdt8Nw8fm/kyQVfElJ/S9kmZZ464BwF6YL1e87iOgmLrENoAdiy\nRFjGiEcNccjr13QM2Bx546hpWRHaqLGK4BEJzvgQAJtGRvqcwG7mHL+mZADa6JYeZK1oW6QmFxPm\nwC0Zqjxubg+MTFkwNWqhXSGVsmWJZ3nQKZe/s4S5XUfwodBgyrw0pkV8MIJWxnO/b4SnSZTRw680\nMmW6rYzaS0ecDa0ad8EV6RAgjLOJ0ab4vVEQfHSCLcpKdNRhTGSg9l1ItxXsRxlwqBEOBffTmHhs\n6OsRc1vWdbkEKacgawo4xuBr/JybrK+SRSnBhKaRylRnyQaU6z2z3GEDQcml6dReJXpPBfo6ClYG\nGhOAgJVYsxedtLI+h/tbjvzNgZdHWNByi3u8i9dHHFEGn+NUv+q4YRykJFYqgq/FMztk7Xl2/Trr\nxWUEXxuW7BLkVmg+DljH/VTdsDEYXbLNeqFZt5j9uc6XjoFUntuF7DA2sDeND6y2kWnAXOrn2B4l\n+z5a1z6UWSZAH+6nrJmuAR3HEvSWurZky7O8wS3uJQBmKevkypxUqQMeW/QxBArKJI4ZvZKp1kCo\nzHPk3+U0o9qNh2ZaDhEBeYLydY9NVGEUfDVkSulBRR3Xo4Av7XiZn/zeyRMNvmrpck0EWvcSFK+M\nfqfG5KbOQa/VYmu934BNzkGvUoemNQj6jIaONZcs2cby4TotIJlTeBk/WxdlyWoF5iuYkJou7Qq8\nZD1i5K5TnXSd8ZH5IutwwXyVYGbKfB1iv+rU244diwgmmivHvWQ4FuxYRRDRF+OWnHCsy1IQPq4Z\n2gcMB597g8hOa0JyhK3RaRmFZsNOBCOBkR4znSKB+XLG42eYr1LXQhXOOo1JIwEM5Hq7YaTjGXxt\nU+J5vy+u+P4+86VF+bDPfCkEmv5eAfq+Kh+e6xKelOCq1LVy3ervlZEI7c+bMRSQddRpZ+2YgZqX\nctwMLtXOGHE00rKSTWDBRqUEpUOcY77GT7gpAPMITQRf4LmM83/BSepnNSl3yAGRL+aieLbAyeqC\nZrlj7TbcMa+zNhdYHMuYTrMMbFmmzxz4GrN8FCzVLiWHgcx8xUL7efC1f/8SBC9lG8CXicwXJfOV\nR1XIJRrTNPBI99L6DoFm6RvyevbpfgridHyn4OsW91jQMmAS2+ST0y4/47aWANMyjIC1QUs6xiUM\nOY+Rxz+PYKgyU3tZEhAPJXN28DvKesGNqNJrRcd+WpT1MFJuq/yOd/5KeSLBV1gkfSxJ3hVpiGK3\n1cwinGMDrnsOhJ136vyDcdYYcQxAFHyVRlDrAgwukdshBcWY4SyadV07FQzg4dKt2bg1HhiMxRkT\n0nGTxar/nt41RayWAMBMrEkqHNcUymVHkI1Uuhc5QtbUaNhwYEffn5fMKpT1FGOH3yeAEkDwMDKO\nc6L9vhKApXk45BgGGroiMr7C2BdwZnSnQfCdwe8svhNw0+g49HvHAsHH7Rk2tSHvuNwHu+EOJjnC\nMilaOlOdl3BN1pM8EPszolUnZV9M4aRyIFJ+rpeS8Ro7lTGLWLKd+vdyzlXH9lmvm7VD68UMoXYs\n9C+yqxJYyJLdNTe8783GYqxrHWG34zs8Fff1hnrTEmSWO4yzZsto7PLzYecb2qFh51bc4S1aafAi\naasEMBq3uRZCXtf6U6vyXDRgIiBar9xQ1p3fSBKjTRvmXgKoGNfP5hErgbm2M6+5lEJIH5HcFP27\nK/o2teVl9kJ1TdenzstQ9H9UnCT5SWpT9HlhTZcsotq1np587EjJco1nIzNg4Z4m6f+0Tu9amQs+\nr5qvOXD20JIcD2OFeRgpz8ewebJv0r7yOtE26T2/d/JEgi91hqFWo+XQsQqlU8yLLZv7q6RUbmVe\nMpDYT4Epy+Oiodb0TU/FhlUsBi5qI6bAKzZnvLRkb6mpkajp8V6439/ifn/K4CsW9ZZlveWW3EuL\ncD8in4JR8CKhMLKKwMuGCDHH7OMxK6M4Tb+V7QyASehYJMem6bOrmS818CalKku3XxpGBV8DduSI\np048P+8a5ivOg8yCL31uixa97qcIxs/Wq3wxwb4X/NbiLit8Z8IunfH0JyNafkAdUxfrucbRvqYn\ndHepMnA5lZKNuc6Hw8T0Zi7YzhF2hqpDvD7o79jhjQFJ1pCb2bsxq5WdU6520etKp6hzWcVgKzvE\nhiGBTh3VeX0r+6FrdMdiFEjkFNEOj6A7xXSr/qPKGC7lNu5Y8g5P8W3el+a5ZGm0pnQMOGwCAqVd\ni2QPl/0Jl+0JQ1/zdPMO729ewZtQOK6lCofqpfR+Y+bLF+u6GfUJ48PRDro7rLRvVyhG0INhxPwq\noxPmZWwPlVHUsdH+7wGQ0bPHgAVIYza152pTBsIudbUvYYNCkwKkXL81Y9RFUqpTg0oXg8pydEt/\npptGtE/jXM04AKbwMTqXumv3RjKmER/s+un4PrQ8TsZKkX8Bvm4qQgReZcrxWPO1JxopqDMqjz/I\n10xrIFRdb85+6VXlhvpwr2mxZ94S76KhViOmzrSlicu2zTe/sqZv3jyrkarowMO94RZ/vHs/O9/w\njLzFM/atwIAl8DW9I6kPZRTpC/AlxpFfJKBJDZPuUAKh0vi54u4Ok4xUcA7jMd2X3Bo9nkMZDj1e\nooyMtQh9wMQodcx8Ted4zm6M5kF3X8aelGAtP7dL/Z0DYOWzp2WzeKCPrNelBS94rwYiO4UAOlfs\naEbAbuqYDMWuvvjsPuoZkHRyqkF5w7llyaaYszGLkuc+72/V+ppy/jMAvzmvPAVeJTDU56meTYGe\n/q5Muw7YeCjDCiDpzGGgn12agghNHZV6XcXxDr/XmrMHqxm9yThkXRO2LHmHp/k27+OES064YM1l\nGoPpTmq1Z+MtIOPg8XI44Y3du7nYnfEB/wobu8bVhg0r7nPGhhXreBj0ku3MaOVZLde7ApEEEMXv\nM1/qx65RjKBTekRKXusKvso6pxyIautK3R6PQ7x5KvHYD5DKYzrKHdVqy80ouOuoucct7nKbinzO\nl45O3LI+Yl4kPVdGjL5NnHKe25J9zPM6omZGkKwEX0oMPJBmjm/9YNdrlx8JgD2uWi1l0Dxhe+sN\nmS+ZfrQ9wyO05/HIEwm+9PDInIbZP1ahPN8oSCaqxw4m3HFf8lIPoC04hXzsgxYqK8fRx3oURg6p\njEhDWlTyIw+A67n0QV4fuS7BesfgLBu3YuuXrN2GliYxG3o9xXcPDGg+8iFuPy6jLyb3yOxbpsin\nSTeKMctFvPO9K4cjf1f2nElmoLr0xgDHOAU1jRXTv2WSAppO/8hmjtkIdQqaDinB17Q2ab9XhTgJ\nAKy1ucPVeFyDvgRAUILbzPTu0jhNdyyG0TW4QqmmEF6djl47ZhLm2aLxNaT+79eelT2/3gVMAdgc\ndCtBbp3Ar0u7fEtd66Px1fKDq9pQzlfpiNWGlPU5Hj3GwY8CKx2daepwnG7U9XPYxhj02AaHQ2hj\n3VpNzyKCobI9Ze2ZpLnJdyz7CJ7BWXZuwWZY07oG520aMwVQ2s9p6+bGbBpolEAZPUBZgdeMfSuZ\nx/LelpzN0Pko045lwKhPnyT2KbdXFQ8rQNAYgE1BvrZBaws1AAx6kUtQtiyp6VJdan5Q0enC+U+t\n+RTQakq5BF/KeqsNHtvPEoDtM8Y3lvHSH//+qusfm5TA6VF3KeqR/A95H2W+9GiYx9/ZB5InEnyB\n1sDoLiV1hPsHiqpjUFV1RZpmzl2qqKIbXKL6c0lkPlJPl4LW5Iyj8nJHoMZlESTsIe65VqhbGAMB\nrTlamg3PVG8yNJYtSxZ12JlVph+mBi4v2qKvEs+/seFkZNHzkQoCvwQapSPQsZ6CkIqw+0yjOR2J\nmzjEKqYblNXUw1JNAUK0jwF8hXRgqRtTNorpmJcTPcoU+PSsfD894qCd9HHsiEsDrrM3qkWbAu4U\njWenoIXf5S4yjyTwV4KvkPLIR180dCzjBhTdFDB1NNq2MljJujIes5LxC31n1PfyoNkHYYPKfpXj\npv+eHlsSHGI4cjbU+Y1TzfmoiZD+KfmRq9uUHb5uZJjT8bC+tfh6euRKTutmfbmKd5XRb3MgF36/\nZsPTvMN7eDUmknZpDKY7PRWABfZkXGuan+E5qc559+JVnpK7PNu8ztqeYxkSo3bK+YgtLEseAEqd\nLwHKIpabp7+L+i8/Bl6TNTcH4nJavWXBNs18Cb72l+64TWM2fm7YfSq4D/Oktn38pgLtW7YvqmuB\nVT3jfmJhV2yifwnQfA51avBXjlsZuJaBjO5c1/bl4Gv/zR0BboT1uYhvXBkdNTG1NQ8q5fg9OtF7\n4AGadnhU8DV/zMfDtalMO37v5IkGX4GW1jTMMHLA41OUc33E+Hymeb6ijGaDw2/TPXKdRJXuWYKv\nsgA81CyfbYC9AAAgAElEQVSEHWo5kiqiryt0RIrnjw17NjRL2XKnepOlbNn6Fa2taaU5CL4OPice\n+qrbu43Jx3SUTNc05aaGQp1RdiZ6MGmHAG1MpbkIWBXY7kt27At2k6Mm9PUpQ9rYoDByynyVhxrq\nNckYTyPxEhClgHXKfGWjOZ2HMgIdG0afwE6av8lz8vODvhlccmiQjw7psTHQaONhmGGsyl2+JgKU\nZXyz4ZQNKfV0vFkiPDn0ad8hKuhsCiagnH/duTUFX4fZwLGUDrQEPTq2Javc02Lj03S3I2RdW+MJ\nNTW6O/b659pi3GwMsLSPepZVBnT6uqb9Q4/HIHx/A8ah5+s601laseEp3uG9vFqMnox0UOvdMiAJ\nujYNBiAEEyfVeTg7q/I8W73Oib2goueEi8TcaJp8KOyaw6R5mQIFDQQ0SEi7rOOhpmi918QfKiie\njlkOptt0/IXWJWbGc8x7CeNAa7whYhLwxKMmShsD0BdMYqnTuus1MF+54L6m4xb3OOV8ArHVaZed\nz/ZXfNZtBZSH1pOKpvtL8KXpb533vOt0y5blfLD3oDiktImPsHny5g8rx+xhUWIJ5B6lVqsEXUfm\na1YU7DTxANTpYlaDPI0GlWYOMj+4pc6G6Kgtam1cXDBLyjoEbQ/ooXw9WjC6jocYavXSCHhdCcD2\n2YjS0Cxly7Lacse+xYYlb3KHN+VOWqLhHocdov40+HwKeXwlR2a+8vviDjNf5ZEF2ShoJBfO+DKx\nHmmS/hu1jeQQF+ziS3vzeVfl63BKw6cFsXofBePhFP8I0jTtOB3zYs2WxfZj8DXurz7nEPNVfn9k\nDMnPmkwyImNdswyx2mfNlsWI+cr9ziyIMl8rtizZ7DGNJfNVpgv1b2X7S12b2+BQzn+ZBpvq2lVS\nMitTtrCsZStLDAb0vRPjOpwSDPSE3YI51T2va9qCkO4JzJfgE09d3ncuNTUFXvvM16G043ixGxjp\nzJpLnuIdQh3bMr48ejlyziXzlccpM9DTvp7YcxY2nJv3LK+xlgs0zaW6dhmP57gkp7rmUmNT5kuP\nNUmF4qUPnAt2OMx81YWOz6Udc4v83n0sufRkj4Utma/JvGntaMl8qa7rGJQF99pvvWYbX+jtE8os\nma+ivxPmK9SrjtfTtOarBJwlkVCeHVjq/uioiRv4lyvlUb9/Y5kyXw/LNk3B18PeowRfR+ZrT8ri\n4/KE5XIXkhrsaSF2aZCvcg/lIvURAKhxVmAT6kw0OiFFaOWOpAAegmEK34spPn21wxUsaQlIyt+F\ntmfHZcSxQFhzQUfNGfdSym8KDmadooARn1+tI3mXnDardECloRR8MuJ14Yg9ksZqvEP0MBtStk8L\nU8tnKxOjqQ6VKQAYfxQsT1NB4/6r7SzPAVIpDVwJXHP0XB7tcMUzrId6QBZDOHbCZf5Vn6kbFcDT\nE94xVjJQJfhSg1uO+RDhaQm+y7HSa/RZZZvzmOUKSd0sUqYzpuBrnAbbn8vDQzIGun7UgiAl8C1H\nqnQ2qmvat1CbGQKXcpv/dDoCYzQ+DkbHpHSUpdOfsnTlzyw3r3fL56tpO/2oPyUILJ3s6E0Z6Zva\ns7Ilws4v2fklG7/ijrxJZ2pEfAIPgo9rTWKBQAAhegZVyYLpGGRdK+tL40adG9i16ZiVwGcZ044e\nSVmDklEeA6isdyUUTTqUGDdd22N9K9dJqdeOzPtn9i3omh5upHWGYZ70YUW9V3rweD7UFmobS10r\ndV/Ht8LGXf3jDTRTW1nOxcygXy9zYEsmf3vsMpcOeBgpo9oj8/UdEy2A1oM4Dy3mufOfSiN3lZQL\nfIipDN1jmeuN8muJIb/Qty4Wip4LM1CRK8aGeNq5z3p3RTvmnMfYSQVGaM0GgNvc5YSLRJerUVbj\nOfuMePhnevdk4RCmDrqkzwU9lV1PWA79VsOkP/MWanetOpc70LKDy2e7aV2USlnrYcjAUQuZp8Zq\n0vkR8FIDnR0NI6BfzommDrqUjMrHNuzPEWAdUjvMog9HTXQWXE73hUg88H75gI0MBPREcZUp86RB\nQi5EdqN1oQ5T21kyiKW+67BA2H2ph5Yqk1mmfjMI6pOuKRN8FfjadyI+tSAnsVXX8kYD7ZWyDzoH\nus2+BJRGU00zQECKJ6iulbZCmWwN7vQ7pUw3XJQqtV+uvi/lvGttp85hYItDC9WmKLNXMjEZvs9r\nuEe4dCs2w5phsDxbvRGAtPVpc47uZNV1rZ+c5ApBZvg7CaTqERUJEMX1I9fatMMsa5nK9Eg+ZDVd\n64txyy2EHAz78uEFoMj2x6frR/pCftVUOYM51RvOauziG070O1qMv0cXGW2CHz2zBLVTe6q/y/0J\nnNf4vLO89SDMQ97t+EBHTexPyjxB+x1lwKaM1aPQdI8DfD2OurHHI08o+MpMgKYLdGHla3IN1hhw\njOsGDkkGdA4tBdXjD/TbeXGEVw3pAtIiThPB10BFSzhROp2OLm5Myx9kvvze72BscEPKoWfFJQ0t\nt3mHNRfooaD5usMOUYxPdQlGfPEC2n1XokZKo+F82G1bMH4mQoMmGbhscK9mvjTy17OXlHJXNrN0\niNqeccy7744OgoGCaRYFYCPQMk5rlfcNrxUh1WWVY5T1pHCR1iPNgLgeqPDOgJsC/QUblrG8XF9c\nnXeBTdOOWdeyQ/SEAn19Hfw4Ss6grmecnp46RAis3qY4xqF0zqDsmwLAfV2bZ53m58jH9mk9X2iP\nsp1tAicOkxgRTbNoei63scv3PuBUpro2TefN6VrZ6tkUVzHjV0ke7zEAUzC/YYXuZlXro+CrLADX\ncSurNEvxCBfuhDf7O1z2J3yYl9iaME4tNZecsGXBKh7WoXOp4EuDTg0NpuOmeqrnnwXmi/A5uNzy\nGlPR8T6UWi/5LH1hfHkOGpBsbQJUI9bGj1jtEliW4GtaXgCwSOzbgMOyYcU5pwg+roxNoWJC2nkw\nAX7aawVf2Y6Ma0r19+VZf2WRfvkJ81CPwNcj1cbP4ZbvCvh6VPbrcZzPVTgD/CO259HliQRfes5V\nyXxNDb3WckzrIK50wqP/LI8TGKf6pn/P4KBnGd/jqL8bm5jCsZfM1xXzOxch5qhv/ILkhvAuxTPu\ns2KTfq+jMxela98z8+Wwkh1Q+d2yvyWY0si8LoCStjk743Gdxlw/5/5ejnNZZ5JqG9J3w+zM7QoK\n1xwAfaPAK4POMfgKTmGqayXrdBj4FbojAYBR+ZCCjO/2LMFXCa4lzTep76vIboIycru9Mc/jmJ16\nHtMy/pfJ9X7vHmW7dEdajZ6DFY5CaArQMtW16yU/t6zTyo4psxGaYgTSOisd8zhA8GmdpXlOmah5\n4DfnhMM6yrqWR9XszX85bjdLPea02fjUqTwmZTpOmeTx8Qul8Rg/0yPg48Gevqb1Db23eM9kfeqG\ni1Bf1430eawb80xfUQtXllMEVJjHvxjt+c0d8zo+TTvOvfNz3O/RIIc1piUFMrZr5TrRNkztS2nT\ng56FIEGDgfF4JLSV7OqcbdP2C5MXihfjm628HaVfSx3R3l5b9jAje1cfYr383MWHbvKgUhrgR7lZ\nCboeR9rRk99S8L2RJxJ8hVRQADqnnMff7acEFmyp6Mi7iZSonQCACVus99MFqYqfz7EPEcaKTTpg\nr3TIen02zEOqXbGREduLyPf6mI1LaQjyTsANOy5SbFQu2mm91zjCPpx2TMZJcvpBF3ToT5cMRVkT\nEp6fwWBZ0K3Ren4/Yx7y2XZQvtvxMgELi0uG+YQLpocRqigTownirA+B0Tsw2KN6rwxkclHrVNd0\nrpu4OzG8YzQ4xdKNlsDAe4MbDL43gfVC4vEXwQEEXdukFHIZAesztA2lLqielTVBqnPbUYyfj8ud\n0xsFASo1HWsueJq30tiW76VzGNaRLZnTtUOAN7OCugQCi0ERROguzpBq3qVx0O/pgaBlzZkWausz\nDgH9Ut+08HwVbYWOlQKvEy5GTIjOq8OwYpPGX5lAyLt/xwo29mDZvriRroUxv+Q2dwuA6IojL9wI\nDJRp3jEAV0MmrMwlz1Zv8pTc5U71JidGdzteRrtWj+wVkFitoOddbEM+lkHHJ9fcRn2SCHgtI+A1\nrUnTfpVj1hA2BZQ6rr8v9St/f2wjxzpdDIMhBVZlsKytLlPpesyFnrGVdS1nNARYoIfvjs+XnCjY\nyMbngCWsUV0Jpa4puwXjMoF1zGpo23UMyvP/NHV+6Pl59H36eZMgYfLlfXD20KzY42Sayvs8Ck03\nac+DvKboMcsTCb6UjViy5YSL9NvS0AYjtUtRukYJlklUPqs8eWGHwlaNeCTVv3TULNlym7sJpDjM\nCKzlQtnQDnUFaqBE/JXKq85hDnytuKSNRcL5o+ArR0lTFuEQ8wWMmC8rmeHS5+op/g27UYP1GpvS\nJH1y1JBTQi4q9XUOUb9/wiVaQyb4K8GX9kyZmNJIBX0YED/zWpiC9RYT6lZCSsehGqVAf6preizE\nIqZstCi25DPKM+WcF7wzuMGCiwBEo2MJKbYlPatY16V86o5F2jVb9lsBhzqP0iHqrNuRfmQnn2oP\nEzOW2Zesa+Gl7c/wdkqX6/EOqu/qFNTh5Zc8Xx+L59SiTyPmkYJRGuL6C+nsErStuYyAt03zoGUA\nmu7Ojnpez8bgaxMBlDrEHcuoa/l1MLnfHkm7mKfga7rJJyva+Pmm0BS9uirA11CMuqdFSxsU6Oth\nsqXtmWPy1mbDstpRmZ475k1O5DIxSifxudonLSDXcVT90rP0VG9qwgGjay7TirbSY0vmKzbExzSc\nFylc41jXynko15ky6/us7jxDOAqcCt8uI/ClrwMKa0xrFkOQFWoLXepAOHtNAW8T61tPOS+sXT1q\nT5ruPeCjhzUr+AqiuraOYFj7WAJ91bWyf8KYMRwdyaHP3StrGbOZD4wppr7qkYGJ3uCGr0K48h5l\nofyjtEWL9WR2Hr9b8kSCL8HPOsRSTGRKprvg/BwA2WO9snEsj0zQ72ihqaahSnZH/1vBl7axpkus\nWXr+NcCrNCwqVWQC1BHP0fBzzFfphGfHtKiJKBksFR2DYDxsAnsanQ1YdKdUmSayDGziGV/6PrSr\n5hUya7nmIrVXgdUc+Cp5nbIGqRw3S5GCGj80rf0wBvkoAYUTc0AfQjoiwMot64L5GjDo/srcfjLz\nNRjwBuLrhTL7k7f/VwxpG7umuFZsRhG5Av2S+VJQovpYsgF5Heh5VUOhO/O7PE8i86U1fuOkh0Qg\noLrmR7p21Vz7QvGngUGdqujc3jyqlMyXpgYNjpaGc07ResQyNTMnwXm1LCP40n4tIhs2Bbxl3w+B\nL3vFOlMp13ZIuYZ7BuZrQ89d9ExBBZKhfbt0kG75TAVfY+ZLwdclSxP09w5vso72SA/PrehTGHHJ\nGsivVFNmUQOCKWBdc5l47yoyX5Rpx5HzH8/5GHzlNG8JdvdADWPbOM98TUBQbIMRl4JKvUZr6Mo6\nwVDLWYKvyxRQr9gmyNXScMEpF5wc9icj5isHlrrZRYONVbQvU6A/XmftbDCu2Rb9+2w7Jrr3UMCr\nvOeh/36oGz4u5mvasMdwnwd9R+RjlCcSfK22LSf2klv2Pp2pZ68xOG65+6yHDQvXJZbJCFQyxDcI\nzMXGmeofvT7Ix3NeRAtfbYo6ljG5o2DohItRSqTyMYUnOUJN9PzkFOi0JLxgvaN2PQvfJf/h2HFm\nLnjKvkMlfVpEOW3kWftLTocLVm7H0nfpWbX0WH1v4wzTN6Lx/UDl+1CW5AObdmrOeUreYSeL5IaB\nFKGfcs4Z91n6bWJDLEMAqzIUbdVnZtCnr/8JbRio/EDj9SiB8JeVbDjlfjpIVqXc8H/b3ePUXbJy\nLSIuYRzre4wPRw/sSWyUwVO5nqaPQNsL3sOJ3XDL3Kc1zehrNXoMasvKbVm6lsb1ODE4CTVbtemD\nQ0KgA7YC5yOLnMBP+fYCdQb65rwTLpJzLnV8GcFf0jcdM5EE/pS1DUxcOQOx1sd7Kj+wcD3LQtcE\n4cRcsrP3MaKneI95h5XfcDacs57q2tBjB4f4eeCzx1r4AeMdxnlW7Dgxl9ySe9Qy/45GfedhGfFr\nOrRknq4CgPp31bUyjbeSDWfcp5N6D3zpz9vuHifukqUPZw0iQdcqF1++fYVjMs5RuYGm77BuSLrW\nmR293dCbahSwlaD3lrvPid+wdB0+3t8hVNJjTHxuATq1GHvHggtOE1OT39qZgXVgnM9TOk51qyyC\nr+hZ+MiI+Q6RCkQDHJd3O2oTEvAK/135gWZG107NBVt7FytjsK32eOl3nLlzToYNK7+jkp5Kegap\nEQNODIOU1WqkOdCSCstAHW2B8Z6BHWvZcCoXWHGjAENFA74McHLasny9115APZl/413StfQ6Jy+c\nyIatBPtyla6dukuWLjyfaNeMOJwYWsnHX8zpeAm40sqQdMHhDzM/H6sUD3tQpmnU1tyzR2vo47rP\no8sTC75Om0s67uEPHmviuTXc56TbsOy7CLA91kBlo0OS8SyX/5XPuXIYH4CY9bH4V3a46Aj1sD1d\ntBB2x2jarfY5BTZ4k4rZR7uCJrtbfSz0s4OjGfoAHjVjJIaz+pxOapZ2x5RGBli5LWf9BSfdlpVr\nwXjEeBo7YK0LJ1CX4B4oQaf1QzZSg8cMnkF23LLndFUdI/EMvvTJKzac+fvBSPk2O1cJjjW/X3Ea\nJZbGwUUj1VO77BBBWMuGXu7jxYyMTPnt2/4eZ/0Fq34HxuMsOCtUPtazzBkWBV/eUQ/BIRrvw5g7\nOK0v6aoaZ8aLMde5DQF89S2LvseJ4IxgxFPZHmNjhN8LbATODVQS3iWbwNc4elf20amRRhLbWuq4\nRu0LdjQ+M37ehzSPRsKavlA4EhjLotDa9Sz6lpXboVkbK562uqSXmsrmI0v0fgAL33LWn7PuAvgU\n1TU/ULkB46dAv5z6Euz3VIPDDsEhntoLdlWTdjPr9SqBiTwv6joVgs8f/3BIjA/Prp2+zy88aSWX\nnEkdgPRE1/TnbX+P0+GSZddijMNFQrNyqmsF+7L3XE8Vda2SIelaX0UW3dgEjcpaN4Db/j6n/SXL\nYRcDNhjEUNvA6Ghcoi3dRlYLhA/xrcSkGcZMtz4jgAqXai6VJdXxVPDV+BbrB7yRyFsM6biJPfCV\nsJDHuoFF3411Dc9ZfU4vFY0d7zbUuVz4Hbf7+5x2l6zcDmtCENvZAbHgrGGQKul5GoTk1/WwoB7r\nHHYIYOvEXtLZOgGiKSfU0HLKeQJfmi4e0PctRNA5LSOZ2JoA9HuaoWXhYx+90JvwfOcNg+Sgcgy+\n7nPaXbDqW4wMOAvegjGewVh2Uu52nF9wUkxICnWn7ZyrWTdBN79zWKQwxg8CvvSrUv7H42zP91ae\nWPDVcYkzBqnnix3Fe24N5wF87TqwwTAaGw5gFePxMoUCmX1JQEA/Pvys6Gj8DiS8ymQuUtLISGuk\nFMxYsQw+vquwrI0ogRd5l5J1jqbvA3h0IC4wd52c4y2suITJUhM8je+CQ9xtWQxteutFXcWaDDtX\ndJ8ZmMA89VSupxo8tncgW1o5x3nopB6ldNRENL4N9RE+pMLwIeK0PjJ9U4co0bDGyFR3BtnojGvf\nUnuta4G1MXiRmKbZR90e4cxdBvDVtnjrGYBBMviSuYWt4IvARiy6DuscMoAMRF3T+q3xWOvPlduy\n7FoWXYczgjOhhq5mwKoz6ojgS2AVDU1dpurKKp+gP4ET0JqYHUOxJEv2KG2E8H1ivpw3adwh7HpT\nBky125NB56LvWPZtAgKVeDo2DJWloi1MZDbgjQu6djLRtUYK5msy3mW70+Z7P1ANjrobQAyncsHg\nDa3U+3oDMdWySelt/XtejdenHLUtlR+ofUcTHWLWNXNQ1wBO3SWn/QWrtgPjcBYGC9YNWH9A16IY\n76iGoGs1fdK1YbFlsGFk8nmC5XEgRPbnklXXBhsmEXwxYKUsTA9937LkLk/R0nCXWwX4ysc1+KIA\n3MS0v9Z/jQPUvCGm9oHVx0d2GZcPj7bx8aXTlmCXq8HN6lovF3grLOx29Dz9NL7jdLjktL1kMbTx\nOZ7ahQIBFwGr17BwFGDles5g2waqPgRjnVwyGMtCdnt6Bnmn8TKmHFW/8vloxSuNrmCPjI9sp+tY\nuB0SHZC3gheDGDdi9Es5cZsAuLctYh2ugsET/o1lZxbprLs5mTJfKZBStmmSgdkDQA8CiB5IShZg\n0pabfv1BAdu/IvJEgq9607P0u1hbc6CGyfsAPrYt1W4I4MuCr8IWYbEEJDP9HqVz8BjvMYPD9p7K\nORrpgRYrLl01nvUyhRco5tqH1JO1DlO5HB3OKn1c/h7M4LGdo2oHZABCdoK13+I9LKsdc1L3PevN\nlmbbUbsBKvBVNI7WIwdn1YezvrzHxMiwah1V6/F0nAwb/ACDsYxBajBGle8Dpe7bzDJB6LedB30K\nwDToQUCcw3aOug/pKLWHXlqwBmsc/oBDXLVbVu2WZtfj6ohtRajc/E7PNOkm6IwZHFU/YHuH6UE6\ngq452UuhZegpLHc7ml1H1boUlWLji7WLAuSkKT7lY9LZYhaHHQaqmJLC68n+Doe+z3K+34JjEcGq\nxeErh7NDGHfyMQxTZ6pihjjm3YD0hHe6CaziOquq8oyhLFXfs95uaTYt9TBAHXXNzBTczzFA+MA+\nOYftBqqdA9+xGra4QehNBTPP1RqhVNuoumZceDepKQODwyLOY3pH1c3pmlyta92O1W5Hteuh8rg6\nNMO6It16wCmI82F9RR2XDkwHC9fR+13YnFGMePlf627Lsm2puyGXDhqfdS0Nt/a/BNvKdgZG20Zd\nk8g+VYRdjS5uYNB6Lk9e85aBhWupXY/1Dl87XO3GpRR7bD6xHyHlOtU1EVj5Lc5DM5TMV+53NfSs\ntzsW25Dex0ZdqyObr3M3GmgixijAphuCXd2FNbaqd7jKsDDVrI7rG1VGm5jE0ZshsG8mblgJNRqz\n/Q9zDrYP9rx2me30tsXVl0jlcTKva8t2x3K7o95GXWuirinY9TKrZ6UKyvS3JTidu1B/esZfPvTv\nh5Fk9A/97brvPqZ2PIHyRIIvLqDqHItdC82BmhIPi7alal1gHGoC6GgIi6Im9E6Vzfg9DRUFIzuP\n3TiqrQPpw9dFzxwax0pjF+divVcoQjUrj6wnFxfPzPG9hLRRD+yALdCHj8FT73qWmx2V7ZmTanDU\nbY9pY8sakIZQixF82RXio2Pw2NYhGw+XHusdje1YVxIYx4L1SUY5pgsr70bg0jYes4R4TufhRa7/\n2YPZgt1ANfiUmvAygGkx5nAXFn1P1Q3QgSw9BsFbjzlQ7pXnP/7TBcAlbRz7FqrWsay7oDuTL6uZ\nXrYtVRd0TaJuSR2DOX11We1h7ZBugErwlYmgLOpL1LVq66h3ISlYeUf435xbGLek9j014d2cbuWR\nVWAgSuZI05D63lNR2mKQ3OcufIKudaw2IaVVspwq1eBo2i7r2hB0jYr0qplpjWHqR4wyjA8ASLbA\nRQCCTdXj7Y7BlDVf+bnKjlYMI12raodZeuJ5q9eKDKprPuua0z90Udfmx7yJuiYdsABZghUO61r5\n3MgKSR8/O2AHth1YbDt8A0zmW9fasu+o+gH6qFsWTFXo2kg8SzY8HQH4U7wTUrneY1oXdc1hPXjv\ncTim7KiCtpJdbFxL7QOr69YeOYnzU4KPaXAJeC/QS1hjW5KuiQ92bdW0VLY8wy/cN4DagabtMZ0P\nqlBHXQNsFeqp9o6a0JvEIE+cw/Qes/XIRSztsB1YwyAdczpu8CNdU73uake1dJhFPN0/HtQ8W05C\nUCnZgdkEoM0QAZk4FlWP2C3uwNlSTddTdX1Yo00YZmugMo7adPEg2OXhgvuJX1PdKIruDl4/mYx9\n0POgrNO/pkzV45YnFnzZ3cDSQlUdOGPFkxgMBoLjbAj/rsln0MAVClqAr/ue6jwkACo8XnpKNZ5K\nMlQxXekrwv6W6JgOK3p0ldFIsRNkQzZSzlNXPWL9Xg2SinEe2w+YweV8PYRUgL7b+lC7ffi+GRym\n88gG5BxM72hMh7UuFZMX5HUeK+9yfVd0DHbtMMYji/JBc32Pf+rBbMOY2y62fyDsRJSOWtzBhWuH\nkM6R6EjFemwjGOcPgy81kkSf2wYjKRtgA9YOLCzYPV3L8x90bUi6JjXIIgL+RRhYaTycDOAHUsVs\nGocwfrZ1VOeO+txReR9AeLEL75CE+CHudqtg8B5Te2QxZkI0TVLHM62E4BD9INDGPrcEXRs8te1D\nRG7MnlOCqGvDgOkLXYs+mIpQA3bg/YoeCal075A+rDO5ANN6FqbDmn1dS33RtzGUumZgt47M8h5Q\nPjBuCvQvwLaE+euDrhnpaMTlwuSJqK4xeBgCke7rm4EvfNS1PgL9DXAZWOKFbaOuzQd21TCktLiv\no67VEXhN+i34uCsx7IC+zd3wpgYPduep7juac4f3Hu9dEUpl2JPZN/0NoZTCO7AwCJhFyCbouXVz\nzI/aNT8QdGwbf7aB5a/tgFQtzWxGIgSF1eCCXRMCwPZRx5pcq1oeqZKBF5nV7xxm6zHnQdcwPZX4\na3TNI4WuiYFu7bDisI2yYX4eeGl3XARfF2B2JF2rxCGmozI30LXew4oQFFShfrmp8g7KFFBdAbzG\nTOpEwa4DRdO/PyyIug7oHeXJBV+VDFQysDhEPWq9gX4WwDJEGiwhBQhqLJIS+NHtjPfRSHnqt/Vm\nE7lOeTwMC4NpPHLi86jOsD8ai3hPZr7UIUYjZaSnlv7wc33xKZ9VBYN/JfPlA8Azg8e0HrMB7oNt\ng6EJYf6BPpfPVZbNgnUReCl9fc2iS2zE/eAg1EhZBmoZQhsOPV9/umAgzQIYPGZgfufdIeZrC1wy\n1rUDmzumuiZR14z+W3Wt9sjaIXbAdyCtCddrVK7M131H884wHs9DMvM31wh97TAn2XWqaHG1vrYI\nlHdpFwsAACAASURBVI0gO8TIwpje00gfUu3T8faTf6uu6RxHFkBgZndt5hfE+5j688jWw7nHbkOq\ntWFmnueeW+ha7Rym8aQDrK6TgRBcxefSEXTNT3Tt0Bzo3ENgYvqoQzdgvmQgs14bgq6hutbl+0+f\nXxIWMag0kd2ensoheJZsw25lzveZr3NH/faMrl0HHqO4RgLwOvWhrKB8t2MBQLye8xVZ1qRrUd+k\nD7uxa5ln8/f6Xuia1DFtTsl8FR2Q/MNEXTNbj5x7zCboGtJdv85U1yKTXQ+OqnGYkyLlGgPO9Jkw\nX0bBl7J+fawFK21rKar/fvKpwnzbylHXXdrgNTriRAPLvVuWQfOB5x3yLXPg66rrD8kReF0rTyb4\nKvL7B0q+gug1swV8RUlqoHtAfNqiP/oUDjoZ2xsap72arvz4h1fA6xzy9Blw7TPGPS6+UxrR0tFc\n1ba9f0tIG17TEP17TklN7nMTx6C3n57ZV/6cm4upjujvSl07QLKO2jS5d66Ii0cFlFui47VaD5NG\nXu9RBg83kSLVk5ydgpz4BC3i9shol1tiW8v+FxH7tXKdLgvFkSK5PRABWATGon1QHb/J+i7WQ7iN\nFE+QGwRHsu/cHlTXSid3U9tQ3qdcY3C1rpUyanNW8nI17+K7QrcseS9/wo5FXmuPqmtzcy4zf7/O\nmT+srsW+ewyD13dhFO92nNgAX3wode06mz6rD8GoJaBXzmNa21kHrzTb19l07YPapHh/J4ZeKtp4\nnMje5pCH8TFzNrP8+ajyuO83d/9H8a+P8tzy5yPKkwu+Yirq2sVaAqfk0yPwSrsrMviicIR5PUg4\n0sLEZ94EhOizYZ6CfpRFcZ1jKO/9ADtH1GWVj0LIzkX7fhMjMZFy3K/68gwEHMt1467GqTRSZdsO\nOYtDgOxhdG10rzH4Gl/rR/qg4MyX339QXRNC/mtSq6SjqqfAh0MxQ9G6w2TgNQWR17Fvc7o2M3Up\nLaMgDJ9AVzqRoUzb6Hg/sK5J7Iawd25Qcf04wDrQx5voWqlvh5jR60THriL0+zpdm/YpARBimjp3\n1iNs42GtAHe5HcGXjM95gofUNcZjO+f4rhqXKQi6qa6Vc+nDzl49pGXuqAmIoMtIWh/h4x9B13Rd\nMX5X79TeFz5ltj/X9RvmdS2CLz3DrYu7HfeA58OAgfJ7Wk7w3QIxj0O+28DrO/DcJxd83YT5MsXP\nvcFQVssn8OWNnwS/BfOlCq+L9KZGyk5+Tv9+04maGturjEX5vBuArynk2YvkdMFf1/epMb/yKftS\ntuDABTczUiVgnANUh5zFtA/qEDUbcFNdK5xN6FN+2+E+AGNinGXcngfRtZHhl3Tf8OcMvsLhBlU6\noy45bGWAyntdF2zcRNe0W8VxIvnXGYTtzcVD6tqYtZ6M5+S6mfNm8rNvEmiU6+NRHF0J9OF6XZs+\nKzFf00QzbFhyn1t01NzjVgJfcVIeg67N/H261g6NS3ntQ+qa9+iBJQXzNf5eIERDf70IXoHSI+qa\nfjnVWc2lXIt1PwvArnu+Xqc6UgAwJ4aeOgLsenzUxBSAPYhuTq//XgCZh5V/DYAXPKHga7duMG3Y\nrmzMAY0VwjZsK0lhpfLpvK+SDkYBmG4Vzm4hHLJYCa4R3FKQLiza60oTUhtqoAa3EHwteBN2El0X\nlSfDGOsLvEg4viCeB8TgkQNd90YYKsNQGagFWw/YKhTH+muVI55/ZsLhpK4xsJSwVbv1oXDeHfBI\nZV8mtQ/eFP1KF0/7rOwPYAVfEQzSlHW7wim62jDUBlcbZBGO9hATTrq/st8TwznUMY1hLLYaQs2b\nOZwL8tpPK6H2JdYgpRQgBpwJmyg6E97t6AXEj8CCs1FPmtCmVD9znaiuNYJbgqvBmeverhjbrk4p\ngk1v4tjHmiR6jxzoujeCq8Ia8TXY2mMqt+eUE+Aq32gQj9vwEnbQUoNfxuMIOo+07qCOH9S1imLM\nZXyttnkEzghMiH5X9eABdG2oLWbpMHWwR0HXrxZPbKeBrq7oXTjOtKp66q6nag8bGK96FQu/pXDI\nud9XL3Qf59vX4JtgasrAQbO3kv6jENHvBZvo6nCocH6HI+P5mfl4I1CBk2ATg6758LlS14K+URHG\n2/p5AFi0tXyml7DGXG3olz7Uo7aBtXooXbOTa2ZYrxEAUwAVD1j2kXXTYycOKc5QWfrGBl1buGDT\nTZ9TqIdkpAZXaOWhudKvTYHY7P2fAHnUtpXu6UGA69StPYYxeSLB1ztPnbFsdyy6lmXbzl7jBVwl\nDJXgbXjTnvUE5a8lGcgSgKV0SFRSjwngqzEMJ4ZeBBPP45H+GvMaFdbX4GphWMCwNAzWplOzZ+nh\neDKjl2CcaMC7cFCoQ/AObB8LyIf5NgzWsK0WbOsFWFiaHUvZjY3FIYnGcLAmLHZfMZgK03qarqNu\ne+x14AtG9UcsCUcrSHLBB4Ysjr6J4GNF3pk6dYQHmtDVll2zYFs3VE1P0+xobBtOHz+wjXtkOKNh\nbKuGTbNg45fh7LBux6qd8QqxHb4SXBV0LvkwdVIRePre4LcWf2HBmOj0JemhE4OvBbcCF48hCLsO\ni3bOD1zQ90airhmGpQlOhvFr1/VFxVrvlSL2uFPO+6hrIngPtvNB3w/omjPCrq7Z1TVYWJiORrrs\noK4wQj6+CWAg6JpfGxCDWXrqdqDu/MHn7ula/PgVAbzK9OLZYQu6VhN1lLGeXaNrbV2xrRdsmgV1\n3bOodyzqXTjn7cBO5CQRePkKttWC+/Up56tTTtsLzrpzztrzw9MdQb6zkbTXBpa6VjR7yRY9fuGM\n++m9gq4W/DICgHiUjcSzBBOAUhK8GAvVtaExDAuhX1uGKr9BlDm7RrG+rSSgHc4RC2lv24Xz1mbn\n3Adda+uatq7xFTT0LKQLBfc2vEljdNREua4j4+Uk2GC/hMGFM8JsG89SdH5eVQ7oWtIZUwCrKesl\nRWBpQr9ZEAK1mCouMwqHNmq0dc1FveKiWdPUO9bVhnU1INZRSTfa7Thqs6JnmWQ19N+HTuWfkzlg\n8TiA14OAnO/FfR4joHoQeSLB193bp7jOYFrH4gD4QiLoqQMDVPUO6V041K4OxmseeAWlTEyEGIbG\n0GOoagnOsPP4K5gvfYuOl+AIXA1DI+Fjw1F/fo/5CgshZA8iULESHKKEiK+vopntXGjDgQhxsIZt\nveB+cxKMqIM6Hkp4vUMksXNdY2ltQ7dosJ2D1lN1w8HnThdlCpwW0cFJdgxXSjTOrEhUvE//V/yc\nka6uuGyW3G/WLM0ObzzWdDEyP9BmjU4j+PIVtLbm3Jxw155xu72PaR3Ldjv+auHhXA1D1LdqcOmo\nCyoJxtmD7wW/MXBh8U3sow2N8IQT1V0tuFU8Ib9wiGrI95qvbZDARAyN0DdC3wS91zPkVZ/1NHwF\nX+mAUgX6Epzynq4d0PfBGnZ1zUWzCrrjBOuGQGrdIOWtrFffWAapGOoq6lqLPeSIdd5m5pBFZO2K\njTOzzy2APgq+VNdkdOFB6eqKi2bFveaUpdnixVOZNrCX17GVEkCUq2BTLXlbnuJ1eZZnuzep2p6z\n9vzgo30VTtJ3kQlPoKlWMJ89huDjC8LDi5lvcS+8RkfCfdwydlEZ9VjbUzLFSlKWuuYWUc8Wlj7a\n2GGwAbSXti2BkAhAlM2vw62GytBWoU6p7sB0bi+wTfbUCG1Tc7lYhnnrt1RDD8ZjzBh8ZdRYtMGE\noGKoLMMqBLd26VnsOuzOQQRfe+vsgK75RQb6Xvu4l46VZPcwIUhjEX2QjnPsXyKDZ6Sta+43p7zV\nPMVaLgDHQjZgHJXJux3Ltz2UbZ1UOKomZcbzpsBl+vcnFTA9rvs8jns+pDyR4OveU6fY1rFod/j2\nwKgI0REZusrAzmN2Aq0EFsYUqijEVAgpQoDMRgyNYaiFfmWiM+LqtGM6FLRwypUwGMNgbDBSmBkA\nRlyocSFXgm+CMxkWQrc04WioFkx7mJ4frGXbRPAF1G3Hut2kVMd1iqTvJuytZSc1G1lQx5OZXdti\n3HWa6LMh8QQtisyXPnzOxmSHGIAEeo9UO8G1je8j+LrXnDJ4wbqWxSCR+TrwpdJRxHRCu6g5b9a8\n3dzCtgPLdruva1qn4QPAHBpD3wiyiweWdsp8SWK+2EXmyxNoi9jveEZ20BURhppwDEIv6ViwWcdQ\n6pqCr9pE9srsMV9VfLedvhMysbzKfEVd65dBB5KuHdB3Zw27puaiWQYH2g6s2l14G4OO0QHxkWFz\nGHpr6eqKlia847F14UDNQ+BrMhFpzVYEZrtIO87rWtQ3Gx3oIo6EBihcr28B6K94pznjxBusa1kO\nwmCv0LXU98hgVbBZLni7vs236/dg2yEAr0N2DRLDOthgC2QHdJJSxuWICJ5FcdTEKfep9R2GleCX\ngbGVgbCuPfEdlR5vQLzkaoyo717C0Tn9wtA1ho7wQjU3xDfiHnDoGuwq4PU2sLTdosJZQVpP1RrM\nNKsQdXwwhnZZcblY4kSodgPL7S7cfo/5ivdQRlRU30wIgK3BLUNQbneOejvgnbbv6rlL946p9mTX\ntN8l6y8ToF8RAgQi+LVRwzxXKs2urrnfnPBG8zS3nGHRbzgbBDEOK/mcr72jJkbAYQy+/n/u3iXW\ntmXJDhqROddn733Ofc/vVYExIBpQEpSEZIMldyxkGkhGNDASEi3cwEhIloAGLdMqg+Qe1aDjBjSM\nkUCCDh9hPjISSDRQYejYFF8JkCjL1O+9e8/+rM+cmTQiR0RkzrnOd9/3TtWsWm+fu/eac+YnMmLE\niMhIGean++6HdOXNd3zG9Rr3fx/P+TkCL+ArBV8HnDGnjO/yW5x2N0pZiy5IyAJBQUkF16miYMLL\ndMCc1NuSBKTUjv1pB7WiMV882JY7hWaZUPKEWjOq5LakuNCDoq+azyOokGlGyjNqgh5+KpoUWWQD\nfJlvogesnvMOz7sjnuod5kkN6iIJLzmj7jLqqvCltmRJem9qyggZOE8TTtjjmvPNKsradO03k7KV\nLalYJOEx3+G8O1huRJ8KQH+b9bDbeZi14jHf45QOmGVqp6Ct3x9zvuY04TTt8a7eY6pLMNJUrbkz\nqLENl2mHOWXsRBVRkYRz2uOadlhSWud+cewzUKaEyzThZbdHycCULnjAE2oCHvMD5t2wHJisDSBN\nMyQvSLJgzgV5V1El4zztTdbAXKoDgKkCrS5SFU0YnmXCRfZ4SQXLpDJW0oRaUgfMN9sgFdLCEFUq\nrqIQa8HU7bSMCbkMQVYB5pxx2u3xUo6YJ8EsGg46p4Q6teSibr508JaUcE0Z6vQvWLLgtNvhRfa4\nlgllE6j7XJcma9fW1oqEqyS8Sw94me671/Zz3m9l4Ocp3+GU9ljES2r0c+1hliqCWVTWng53uCK3\nXc2+9nUNjC3X1ujcJhxxxq7VA7umHeY0YZHU29JBmZeUcM0TztMekgvu5Qk/xm9jn844TQf8Zv0F\nxFUR89RSnpHzjJRmpAykPYCU8LJzvRZH6dzKEJxxwC/iN3HGEYtMOKc9nvOdjlzKKFU/eu6sxsAK\n9He1Jt+dKhWYCpAWVFT48fI39Bp1WwDaKmuqj/QQ8YRr2uNxSg0VcJQFpWYsNaOkpIyfAFlmLFlw\n2U24YMI1T5glm/axqAZ8roukxvf6mlhkwjXv8bgHpHi+2i3Ir2dhqmSc8wHnptdW/d5Iup9Txmna\n43F/xLXl3GlqQEvvqP2h2HEUnqc7lATc4wlHOUNSxRV7nOVgn67UxBaQeN+1Bb7474Tvb7djfO+Y\nL/e5z3mt+39OoIvX1wu+ZIfvpjeYpR2oNqwWEWCfTvqRMy5Z53VOO7zkA66i2bUijbLO7YyuFn6s\nDUbMbQiK6DmS53SH03SHa9rreY1V4QSNkYUrq4KWQ37BIb0gy4yr0MhsMF9wb7xAQdY57/GMIx7r\nvXrJAsyScWptmBMPHe7vT2nBlK7YyVW93FRx2e1wwh5zmm7nPrX7F+RmvBV8CQoW2eEpHzFjp+Cn\n9t61rh0/HDq3ggZTnfGU7nDKB1N6tw4q5tipkjrgEfcG/BZkzDLhWnUM10qqtSHPyGluBQcXFEm4\npD2uaUKRvK1kmGSfk+bx7PdYMrBLVzzgCUva4d30gJ/KD1btJXV6yC84phcc5ISU9QS9kjJO2cFX\nZaLtAR5ybLXlSgO9FzmgZsFZ9rimAy7lgGvdxY5utEEgUrBPZ+zTCZNc1SBKYyRC2LEYLyCYWu4P\nRFnOE/Z4rgc1CE3WLvmoxjrtwjvRCmbqYcC7dMZOLpgwaw7YtMdJDrjOE8p7vHmTNRAotgOlZcJL\n3mOWHUrJJtc2BhVIUpGqHiSdqxbnnOoV53TAOfuW+05OyG6b2yDqqOz2eJI7nDFZqY8L9jhD+15o\nyGvDBVWfk9KMlBYc5YRdDeCrGeNOQIfP0sDXadfAV3rGj6GpgKd8wG/KL7T3KP1bJaFUzUE9ygmH\nJmsyAZIENSecpj2ueQpATS+Cr4SKd/gGJxxU1tIBMmmbL/WAS1VZyzIji55He6l7LWFQJ3OosizY\n5SZrmC20TaC/3kzkIf8iov3GDi91ryyUJFxlwjkfccYdrsl1ekHCBXtc6x4iBXf5GffyiEmuKA18\nnbEz8LU6XCi0YWn6POqPWSZcs5ZpKDV7jhZtymBbdphxwAlHnNRJzHsr3WI6fcj9okzN4rJ2RbZU\niEs7Jv6Mg45fe69UW+GouQKp4kGecMAJkioussNZFICdWi03KzXBvn9EpKMbqxT+veU8fB9XbOeX\nvOc1gNcI/n6OAOyrBV/ndMR38hbf5W82vyOoeCPv8BaPANrOLxFcs4bRZplskUnWw2JTKo35csMw\nY2rbeScUEbyTb/Bd+gYvuLcQTkIJCk9rzhQkZCzaBnmHI17UOxR/5ragOPN1yTs8pyOecKdPloKL\n7PFd/gbfJq3XI+0ObbO2+4Azfig/xUFO2OEK5IpzmnDGHld5P/NF4HdtgSlAQdUlJTzJPb5Lb3HF\nvjNs7Hk2v7IdRFtVrZzlgJPsg2d6e4VUCGbJeMkHvEt6EObcgOAFB5xwwBnHAXw59H3Ao413kgUF\ngovsjY3ottb7Awx8XRvzJVIboLjiW/khHvMDvs1r8KVlGoBv5Dt8I5OGhXOFJGCpGWfZu6wxv2gP\nZb5Sz3wtyDiL4CoTRIBn3OMZ9zjVo7dznK/quVxv5BFv5BFHebH5YSAmMl/kjA6NBasCXHPGS1Kw\nzxjTVXZ4TG/wTt7iHA5LjEBuhwt+IN/iB6L5JiULTmmPFzngWibUGwcF8zm6xnpAfZUdHvMbPKY3\n9vuRLWXuGkOozHmZMeEsByyyDfI9vSCwEXLAY77DhJ0CUxG84A5PeIMnPHTPibL2Bo94K9/hASdk\nWSAALhLB1whC/BOZr5SLMhp4wZO8wbv8Bo/5bdAo1Q64Lsh4i3d4K5OBYFTdvXeSA2Zj/HyMzzjg\nCQ+YMeEddC5V1vZYcoakgmc84Lne44wDdnI150UDlmrYeXzPDlc8yJPKGl7sPfPIfA0GlWkc15xV\nRuqh/a1ilklzLOWHeLFDYIEFE16q1uif5IpflN/EHickKcp8pYwzdrjIhEWmxoqva+qpg5NNl7DN\nF9njcXqDx/wGl9r02nv04wFnPOAJD3hs9x9cr20wXzz43GVtj6d8hwumQdYe8IQ3g6yxlRX3eMaD\nvMMbPGEn18Z8KZvJDx17u/lTQMTW938W4Gt83/j5nOd8Thu+9P3fw/VVgq8CwUn2eCcP+F38gc3v\nKCBCC1LNGraSBFUrergKwVdKjQ9INbwjWfiNocWCjCe5xzt5i0e86ZSjmjMHbsyvERRMuEJQLGxG\nT2mrBpGzX80blD1OOICp0xccFATJWzzj3t6M8OZ7PGPflERB27EpgnMIJd66amvfBfvWd33mBTs8\nyT2+lR/g1Azx+BwawSNO2CNhgXqbDCtFun+k9dlnBV+T9h1ab2FuIPgZd3huqm80iPwUADtccI8n\nZ2ggSsmvTx3ulGVJCdek4Zgsi4W0LrLD44asuSEuZpR2uFgx0QW51d7R3Vw1Vz1iaF9anaEK/T9n\nWZOorKlSPuIJ93jBXZe7tZ4zHphdkTEjwc8FnC0U4WPkUN2vRTKussMZe/veGXs8yhv8RH6IZzyE\n+x18HaEA/x7PmDAr6JGMc1XGr2zKmue6zZhwxsF2aQkqTjjiUR7wE/khzjiEu/xZu7aS1ezo5gAy\nMFeurwjahl1dBk4lK8OnR5Lb77U21gO+xQ+7UK0M43jAycaiNFmbGwjYlDOCL0mYm6ztW4icIeCL\n7PGE+67XV3NrpjbfM/Y4m3y7rJH56BVL5MIoawwDQoATDnjGHV5w1+R4j4wFp8bIXOHMp56KgJbp\nNYe53Gm4l+xPW1d2gkPbsT03Wbu0Z6p+2Tf98g0e8cbeRebrgr06cq2e1bU5w1UkzPfGxfkWYBFn\nvnidRRn2nza9RnmJssaVl7FgRmr2QKXl2vQkQ65d6CzsstSd89rvE/bNIYLJ2iPe4Fv8wIDhKGsL\nBDucbUzUlk2mXzavD4KI9+RTjvfd8qFeA6B8Kej5EHj62OdtAcGf4/VVgq8X9QPw1FJIty4qs31b\nugzn6al2LXQGscrE3PVFhUTgFQHIEhTBCUf7uzIAV/sQiKnRn8L3sj13kbBYw0RTRbINVBY0d+cW\nDjnhiGfcN5C0B8NIu1YRVMfnxcajAn0FZDh48O84Nc8+su8n3OEZ93iHN4F5IizVzxG6G5DjvSAj\noRjY7I7+2LgiU8PvC2DgckE2L340iPw5YcYRJ9zjuWMkrx+hpMhwXgzs6t3PuG++bi9r3DWYMTdF\nqLLhQDCFPgNIFTIVyL5lr1cfQ/aXLJYZ9CCLF+w75ex5dhUTrrjDS5erR/kr0NxA3Qml/8VRHkPs\nlDWg4owDHvGAn+KHeMRbM0K8BwBmTM1kO9tWIc3BeT/QZ8FXMh189gvuzBgpu7uG6wecIajY49Ke\n5es2fkp3YoD2K4LHGp4e3SgFhUdjjKKs8UPQqbK22F+vwbi+r++UtYpkfeccO3hsDE2DmlfsjH2J\n8zwWGfVMVD3bcWpz/4AnZCyr9RPHYjaZqfYzYzEZFFQccMYdXnpZk6bX0gBCDPCiaUbqtT0IAM44\nGAMU1xnHmqcxVAAXHPCCe+xwRcE1pEdUk/FOXkyvZ9PHfPYFe7zgHu/wFi84YsviTtCE9tQSnzhv\nQDXu1fK+YvV8ie+WoNcmkw46SKcmaxEYRr2WsZhey1hs5c9tvR5wNgasuzZAhD8XzVGsm9/rnnHr\neg2Q8rmAK94b2Mbud18C5L7gol7e0l0fe32V4Ou5AYEtg8groQTP+GxDoIt+cgZBYABMUu3AF0HI\nCL7ODZg8NRbmip0ZIFV0s+0kI9jrwFdLuq9bITCEvC9ET41shIbe+H6GpioSjnjBHU5IqHjGM55x\nHwSgmIcWDWIUDoI+p7OPdu9Le98j3nbMV1T6b/CoIQk8dQadH4ZNnKkb++yhFX4i07JgwgkHPOJN\nZzzYD0AZkTs84wV3xkQCsHyI1RXZCKTG/hy6e2/J2r6Fug5QBaqycTCQ4mPTAGeqkGlB2s0oJenu\nqqoGifLmihUd+FIjcdcpVze7BfsGTB18qQGmcyDtLeTAaKYjG+JMLw3iEU94g2/xQ3yLHzSmY7Gx\nEfTgK3rSI9DfushqUJ44bgRf3+EbnHDsQF+8l8CL8rOE8fbk77SpUGs3eiOHrQb2lkHkZw/dkME2\n8lpVGr/Rd+qX0tiU1MCAMjmprQHt/ak5XGcccI9nnHF4L/iKobcDzlZq4r6BrwgoHexT77DabM/6\n0LhzzgkUCdyuDYRsAhBEvZaDXvPQ6Bb4IuhQNv0CtO8mLI3xlM5p4b7eMGH6DlGWMwJIgq9n3OEd\n3jR9uXZKCbyiU2mbsBqYWoHOUGLD5Sxb330NVVybrD3iTSdrCG2ZMJtei+DrigkCtHjOFVZq4gYL\nFAGdHXj/vrww9X7f//cvASvfF+P1uW16hWdE7vRzgRfwlYKvl48EX/TOyMgAtWUlBRAiUOarFhvo\n28xXNi7t3EDAT6E5Cm/xzsBNrLnCZ0zNGFHpGj3fsV7R+/Zk5GtThhUwBXhqUOsd3uI7fIOChDfY\noyBjh9lAWVSeEXyFgEz37mgUTqbenPl6xJsuJyMCLAB4g0dTxgS4PRvBhNheqkemx5mvYi2dkTfZ\niHgpK3CPE44WygJg4Pd9tb6c+dp3oG9L1pwVAKYwzxfsbczZZmP7EoBcILsFMgO15jaGYmyAMpiz\njS338hF8PVs4ih6xwlqyIx7ezQakGXaM48GRHpmvOK5kGb/FD/BT/LD99WqgjWPwgCeTNbIOlw2g\nP16R+WKOZMbSMV8nHI1hjIpMoOF1DxNtsF4c9w0l2gMvHQ0FIS303diI0SBG8HXAGc8tLMw50zlX\nWXuf5o7MF8ExwQDnkDsIF2RjuqlrCHzY/5718rxKgsQjTnjAc3POis1zBN9rByiZA5tQrB2R+aes\nqWNKRl9W5RaseDTWie8EX1HH8IqggsVhuT4B3dTEtnMmzaGMrJsl3Pc6/dxYtMeW37eVFMFxiMA8\nOkgxN9iAZ+i7hR2DjM6YrA2R+SKoGy8F+q7Xopxyjj9caqKXYWp9GCt8Q15/VszXawGwL03efwX2\n6/ct8wVoHlD0mkclrxS7e4tRycTdKQB01yKWljTbl5kgk0FD4zS87nohjT9htrAYQ55ogI3Kgvd3\nhsko37AFHswimoxRoZpkaItlBAD1itguVTC9Iub49DlXYqPmu8mih6bKn4E7jjUNQBQq0uI07hzj\naFDiTseOaxP/sMwFFTM93Nj3U/OQ+Xz2jYbjHs+4BFaAF/PesJFn1zrRdiWlBvr6vKQoa7wYjojf\nY/4Sx2KBJwGXklCXjDJnLR8BnfciLQ+myQXbzlDprTaoN85wop/beMLRgBuNOQ15vCKzssVGuHGC\nbAAAIABJREFUzEG+mICdUUyulwZYLsGxoMEvDaLp/49hDTdcyjzcY0EGk+ejc0Fgo7lsLql7XMz4\nz40pSu2bV8QdaNtAn2t8ac6NAoFkEh3H+xYb8YCnLhQ8ApkoW6O8OdDRIDDXyglHvMNb/A5+bKuU\nv4+fczgsO4KCCDo5Wl5q4ogf4FuccDQZo6xTJ8WmUqaYm6Xyoy2PrGVkvpTRX28mcseSYUeXc97L\n5zH3in064NzmOiNhQUxLoF5Z970ff0+4zyGSQH26CykD6yuhWIg15hJGh+XMTVwD68eC2aWVbhnZ\nZepHyvwt8MWDs12P6vob5WHFuFLdhTNVo8ysZHRrt2PEDht687OuDwGlzwFkvfB+WbtegQH70uur\nBF8MQXGxbuFLhi8i+FJl4gmapYGfVAsm0V2L0s53iHk2VBlccGQ7ji2cOeHaLQZ6aHzOJewOVEWz\ndw+RwIs739B2HDYQdd0AX0zynJuynLCgGEDsgVf0CiPgjGPZ4/TeGHNUOdZPeLCQ3rjjLIKAyHq4\nJ9/nfJlSaMDTFZr3OwW2htv/I/iK/dLQ5zuccehCJwCwOlWAV1ACzM0oK8ZtG3wdcDbQGxnDCIZj\nv0vJKEtGvbJ2VG3HwbhSjsnozB2iHFFBRxlXhvdic0/mLcrLHBiKeEUZ+RjwFdmuxd7V5ymhvdnD\n6tHLxur9ZD9oZAuS9TOyStxVTHkk+GK7eXEc3VCuc68iy6ogYNfyJp29IvgfwVc0WC/NWMZ1QgfI\nvndDiUeWyTVDaeDrG/wuftxmQ/tOI6s6jbt+HSwQSPmc+ss0V0zDU7+A3zbwFQ21p2I4TCJLVZr+\nmtv3U9M2lwb04zpfbq2zNkKe37iWNYKQF9x143OP5+BALN3csd10OB1w22upaNCncWhPmTjAiAb1\nYLxi1EBDhov1g7r4jAC+Mm7qFYLOTwVfPDhb389cs9xFQshyd2xvsy9Rw3v/bgCw8d8crBtO62eD\nk48BNx/7/NcESl8JAPtqwRcXKxfqCL4EtQUcj13eSAE9RFeQScpKudMwxBweAM1TrcZ6pEaHa/L7\nPa7IOOLFFIAazeiRyIaSiuyPJ6VSQcXSDpfm4VAZAdx9RMah9wIj2BrBT/wZP4spiWzyFpmvZ9yb\nqjvgHNRez3xRgd4CX/ajAd4iMeFfQ7V9KGvNfNHQ0wN9wX2XD+N9VyZocwG1heX5fgkSvkg5iOFW\nhr1oPCPbVxoHw7ZZv2tGWSbUObfdjq2QZWD8ivXYA8acE8o7L09CJrhOK+XtspJXXnGUkQ+BL27k\niJtB+K44v/ZsyWG8a6ybaRfZkwv2LXlaZYNjzTCrclNzcCU0iZzAJ8oaZXdBz26PE+4hIN8Qw3Fk\nnyjzcUxjasBpAF8RnI4GfFTea/BVIBCccMA7vMXv4kdgZfojTgPr5UwHjWpkvqI+5Hg+4R4zdnjX\ncjZ9zPpgXWyhzlG2NcH5ZT7jtckj3+YbieQGA+HO3RjijuDr1EphcHwe8GTO5oRsji5l1tf/Ot+N\nbSD75OHOuJGBn4PNS7x/wtw5GMXW2+TgR45aQ3EIO9bU65Vl6DfQp5KsEubtO8fmjE1YmnxqrhiB\n+FBqIsqcAbCR+dqQzzhvLK46Xmn496eCkgBMbwKczwE8XwqS4v2vUXfsC6+vEnxxAb2f+aq4BIFk\nTgc9FoaCBDWo4T6h2PMfNCEW8OROJ9CLsWIESg/BAymmtCLzFbZkM9wIOPszhN+6GkiDUWA7APd+\ned+o4G4bozEB2cEfR5UhtRgKIsCgcY7J9TQIkc3qw72N/WrGmX2P+SbeVvXIve+HYPDQjdNzA19x\nzAAMTCPWC8rGvpV8CFonGoZ4xRw6zrPe515tDLeWJQFXQb0kYFq05hfDreKAtQ/R9Hl4sQ0LMu7w\nYuMZQRTndA7y71311RLvGY33mEMUf09ACjjAW8laCz+JnTPFFersXjR0XINsBz+1Pc8ztMbcqD4U\n5CV+t0BFn98YwWccF8paDO/pePm8nHG0cF3MNbKQa5CtW+DLx8zvZX5eCqAqzn/se+zdOF+2xlqL\nAM8lVFmL6QY+v37fOG8O9MiKxRD9Ep3ajf7GORqdgShTEXwBsDUUJTfKoeuKDStpjhVa6M9lqtrI\nuByMKSmAsqwccz+Si7uB3+Cp5f4+y70n3ducO+CMoJFjNrJ+t0qrxM00BPge5u/XdNf3m8NyIw/p\nfeDnNYHI+J40/G7r58c+7zXatgUGf5ZtwFcKvuipUFh9UXuvM/rdfePC93CcfnfqoIMn+PIeGAPR\nsxMOdvYrVso9SlWjfC93M9WR9ULM9+JzPQEcWIMg+mw09FzIajx2q3v7sF9YgLUHYIu4AiKDE5Xj\nDtfOExZUU1IEL65gEAxiKL1g1wj8uBL7MfFxZg0yvTMapWfc42Tgy68F02YuSlxkzDkblW8EvLHF\n0RsmsFev2DPVFsL5mlAX0TP7TgCO0GKsAXRy3BTAefJ3DIGz/Afg7KyPqXv9lL3YFwl/GVnKCMB4\n8W98N+UmsgXr/9ZvXaMh/oA2GoEd2+u5ll52hN+MICSGRGmYooN16509UPE+q7zkDoDFdnL9R7Yh\n7l5bbB6CfG2UlIlsZ5Srezzjx/idAIZ6cEL9ok6hAyKyKw6W9W8HnDE1fcYSLL5G9VMNrPYlKOLm\nCmUJ+1SFcczqaO2H9TXqYl4ci5hHxpxChjtjCQnXCUB0pLtSE52B791lzsI6zJpXuVPUawzpE3w9\n4g1+Bz/G7+AX8P/J34ZHeYMl5XWZiXA0Gtcnw8IEX77D3GUt/qS8z5hs7dJusbjwFTv7W9/3fjrQ\n+rpyS+J346aB0t38wauf5Y+6YfvzqdeX3j8+40vv/0IQ9lWCr6gUe+bLe5uwDOCLv+UCdOU05i5x\n14h7GOTHUvDu+nDNpS2eGOaJFDiVxRWT1cMx8GVXv+MvMjpsBRUU82E050dDf/SMOD6XpjbYghF8\nAYPHVJ39WczgOXCLCbELsoWiaHgOOJuC8DBRsX6xUOSafaM3vZ4boN99qoCyL/pIOWBY9NzyH+LI\nsvr25sJo/61J+QwfOvPl8hZzvmo313EHkvcvMnnSgS9pB1kz7OjsC7NDijGmW0CAshnzF91MRk++\nr+tGZjfKd2S9Yj5KlMHokY9tcbDvW/h7Wbu92ycamREMsY1shxsMH3vKPOWNz+rzf0bma9s8xN/F\ndUQHj7Lo4Gu/Al/6nY1dnsN/Rpn2fFLt3z2eoQDzaAZ5Db76fLaeqaTDpy894IJspSYcfHE1qqxp\nuoMmtcdAZGn2N+GKJUjSetxWYNaAp3Sg07/neoBy6P3V78SaZONWITo2cbcqn9yNuzFfka1zV52z\nToZ1BF/R0Y/zrODrF/A38Yfwm/jb8S697cFXe39kvhwY+zzdkrUojxF8EfwxiLnDFUecbLOP6fNN\n5qYOvxq+uwXaRl35niuuLL7vg1d893i8z8dcrwHcbj3vZ3HfjeurB1+R+erBV+kSECMA8oXvhfm8\nYKZxFQBGJirbIoq0ezSOMSTQMzmw0JudY8ewY7j8uQkRDvJJEQSdccQel+YB106ZXwxG7jrwRaUi\n/UsVeNXAPkkfionKn2eQ0fOmGhlDQfqefvdoV3rBLpXYMSQcDV7PMDrrAqDbGfeCYzOK/YHIyuTJ\nWpEMnjk3OqTwxSu89IbfWk1Jx3nuwyPJ5rKg1fXShA39Wau/V7KBOI7G2HfOO8dbQcIuyGUfRivN\nrdhivtTgb4cd45xHByCuP98Igk7uCQFjOPBjma/IwrG9gLM+lHOO/cg8sv5RfE5F2iwvMoKFEUCw\n71vsOlkMDwX14GtVTmXDMMQ1Edk6AGAN90cUcBNPlIG4xtg1btLxMJrDJBrnO7yAxWljaD2Os+aR\nLh088Mywfjfn1ph11dgC8BkBr7M/sHdHdpfP1F3kvpuUwCMykJToqItWAMSqzBOoaU9cD/WyFuWd\nTuUFe5MxQAtZf4sf4Lfwi/iJ/AE8y72DLz6VOx2l3wwhwRZtga/xQ1kju0V5ZwkOjlWUw/eBAY7j\n8MsPg6+PvAQuVx/xxW3w9Lng50uusf+f04b48wuurxJ8jczQVviAQKXCK4ZzwUbq2vmWPtdrq/Ci\nKkxWO4qHAXueSTQKzDvie2JQ01mYkAQpfZHXCO5oQPlMVQLAEx4sHBYVoBe5TKYueqXp8lEhevxN\naQotJcx1wiyxFo0bcRoO/b3mkcQdaYDnnyhg45FOrezCajcUlWnujAyrSJdhjBVcOfjS53qydEHu\nlGdsz011EIxi7VUYYjkC/3o1cBEBJrADU4XJ+Fk4cAfgriBdZ+BY9HzHMAccrwJBGoA8Fa8CHDeM\nMT9qlDmGbpwr8ByiHoQ58I3Ah/0jM+zjoeM4gjbdqJDCvTG8sx7s3sB7qQwyO/H3nlulvyPoUWPp\n5QYImCzEbXmVtZtjX2O+OzIyDnFnXBzTuCa5k1T/OzJf79ntGObbeSV0beGHu3bjmopsX2RnqJv4\nnMi4Ux+dccABZ7zBI3jsV4WXeYjj7joTEAMJPRj3nbUhfy+enzo4NgQ+cew5Tpy7OP8LEvbYB4ct\nZg3y9BAWqXVguMrzk+ZfiqcvbDkJXMNbzgb1R3S2KvRUjx/hd6GHPd3jOyk9+EpiOn02PbJHwQwE\nGdiStehMReaLc8TvUV92UYUw9lphxzV/Pza1Xx9Jbi3X7eumbPc5ax+8vhQ43QJxH/vckX3b2mjw\nM76+evB1aYtvzNNhFecRfEWzSsNJ0yXGBjhtH3c3xZIAfG/cjRYVJz/OENVO6XQ5X7yal9h/b62k\neBwJ4OBrQTb2LmFpxqpnPdaMUzACNaGUxnjVvhAg0O+UZH8rBDxOaQRfW4ojKrFRQY9KiF6gz1dt\nBsMBLq/FQlK+I3UeRLcHA8MVDEQV96LjvV5vjbdUG1vKlzNQOnL8DplE7CrkboHUGZgqWo3VbkwJ\nQDjX8TOCL76JNdlmFFxCu8wgwtV8ZOeUy41J5M6+UKlX+PmovDK0jIcDcD+9gD3y8PH7NV9k8cY1\n7bKnO+tiSMw3lOTG/lFGpgBOIrvspjvKWhxbv2oni9Egcicl6wwy7HsTfAX52jZSOgJsh7K4ylNF\nnRWNrPd96p7ljlo/9txtLdAiyDq+GdcGqKTJGuUvyhf5i8X67XmlMT0DQDvMXPqzHQf2iw5B1Gvs\nWwR11JE9qPAH8vQG6j5qytU6D8xXPOJH60HUpqN9Q1TUMbwi2KWMcp3c4QU/xu/gigPeyQ+RZVnN\nd0zjmFvqhGas6gyNDHPUB/xwgxVzHEkYUE77cPQoe27F+M6KqH8LkDbyYeMzbl0bMt0DvA8gn08F\nSR961nDCwEffx3tfsz1feL0XfInIEcB/C+AAzWD5j2utf05EfgXAPw/gt9pX/9Va63/e7vlzAP45\naODlX6q1/lft9/8wgL8E4Ajgr9Ra/+Vb7/UaK5MJ3JhLFMFXpD+jsoi/YyaXPl+/FZMi44Kg8XdP\nuQeDI/iKnooBRZ45l3rw5WUGuKXa810iM8LEyic84HfwY1ywx307eOmAkzFfcUwigNJ2t59VmS8D\nX9InX28xXxEgAnqsD8FXNKTuVTevre06rMPiiCEw3hNDwQkFkV0cdwWpkfL5G8EX2bHViuoWnnuc\nEabFvvhtPTPkrKhgB2mPLOjyPCYAdwWSZsTVPXq6o3fds4FeQd/BVw+WY3jO2TkHjATwBGWjUYyy\nDqyZrysWG5fRSIyy9r4rGvkReHPN6Hzmxpx6+D0aRANag8Oi5S4kbGxxeYljxk+cBTI9cbMBQUIE\nIM58eT26LSdny0jF3axsy6kd6fSINwFGzpsO3gi+oixER+kCLQmxYMIP8ROczXF0JzN+P4Zw2Y8R\nIETmi09SVjutDZgBr6jbelkbHQz25YKLOZEOH8h87axsBiu8x35E+18FzbEaQR8BSwwFr5kv6r+R\nYb5ruXRn3OG35A8iSekMeU2eQ+t93Nu6EpTV+o7rL7K5ccdj3DATmctuzUX2C4SskdiKrFc1kLqS\n2/hzvDZATrSXHxF47NfG5wKez2W94ns/hzH7Hq/3gq9a60lE/tFa67OITAD+OxH549D5/dVa66/G\n74vILwP4ZwD8MoC/E8BfFZFfqrVWAH8RwJ+ptf6aiPwVEfmTtdb/Yuu9LpR+2PCCjLlOTdCqgS8A\nJqiR6aLCiP4cjVX0hvidGH7jIo9KVr1XPw4ohjIcPHgu1zYL1QObW94QQMDI8pB64GwKCzIalzhu\ntwyihR0lYUkJS1UQFun8CNoiUIj9iAvPwUNfauLDZzuuc0rivLOwIb3yCEa0rdnYk67vW7sdgc47\nZ2gk9mmLHdkKO3KsCCTjOBWEo0cyNN+rwmucYf3eURbYhggzIhiI4fM4ZpEJobmtYQ1QLfsRR9pD\nn4vY6z4sp0DI29CN9xYIsRHyJ0YZi4bODX8yxiByizw9YGTY2D7CAptjm58+L6wz2E2KyPRsrT8P\ntY719KSb+yhb62HwUG8cC86h1+0vDdyvC8guYMX5rfXjVpHOpQDgFoTtMfOyKbFNcd07cA1y3YCE\nvXsj7OiOjYOwxcZsDMvthnGOOsYd3jmAL7LvN/OYWGkePdCMIFTbRAdgZ2+M74/2IOYYHuWEnVwh\nqfYV7kPYMY5XabJG5uu6IWszJlyrA106rxwbjjnneDPfy9icPgE+un7dPePYDV/Z/k41u/vZ1+eA\nnY8BSZ/yHWx87+cIwj4Ydqy1Prd/6kknwE/af281+Z8E8O/XWq8A/m8R+T8B/DER+X8AvK21/lr7\n3l8G8KcAbIKvuEgv2Gt+EpV/M2gahMmtE+61sygqWRUCGCoyrZx/ALc3x1KjkZKPuwtJz9NrYkVx\nKgUFf9UW91qhhPHEOn9s3OGm/9aDXt/iO2QsRpOTAYpUfhy3aBhssajFMOarVK+1xe+tgWLPeFDh\nR9CE8C8P82wn3I/GQ+eqL3rr4IveozZdjZQGUQDfscSaSRL6vlqMVFC591JjnyMI9hbrFnh+h+xX\nHC8HwU3p1oSq8RcEd9SYgegcRM92ZBEZbhjBFxkSzk8EMyx9okbq2rrNPEevZk4WgPLsSdzx95PJ\nsTokZEMme3s/z9vaS+yJ6znuWVZ3tkpbexE4AdJAxdK9e1nJGcIz13lH/Fvvkqm8ubF2ee8/Pj63\nQee6DVGnMDEeQGCeYGMY55MJBjLI2+jACHjunzqX93hGhp7A4DCgdvfyhI6tiIGvaLfMURfoYeZB\ntlc1rxzoxNQOhgQp55S9WyBew46T1fxjuZG47zcImq8xIVDuJZFA2Ne6l02hPAqqSXpkka+YMOGq\nx9Oluqpwr9GE3rly7ciC1tzJTadScK0TrnWPS93jIgfMsrO1wLmYm65S9i3sduTYDyE4rk93Qzau\nqBvr8DP+vf1bNoBXtALf+/UpAOxTGvS5973S9UHwJSIJwP8E4O8F8Bdrrf+ziPzTAP5FEfnTAP4a\ngH+l1vpTAH8IwH8fbv9/oQzYtf2b12+0329eDpncI6CHIFIhtTYPwavRU41lZF0o5ts6+KKyrc3A\nAEDczAy4h5GxWKI7F8JWWICJ8Vxsbly2wVfMS2DSbayyz+BoauArY8FDO34jVvOPCdG8thg3LpKO\n+aq+S4/KPSpzbWdvKOlBRoNCk6GLnUzDdqkJZ1/6UgNkcXoGiB6i9kBwMVgHEHwdUMK8zzJtM19B\nSfIA3Ai+CGKpZOO4RaDoQSQawj4Hx8xcC/GiKazxaKVYY45ebQnywNBC3651AvbImLGt427eCJMX\nMAtMmvz0ACOCsuhcEHh5Plo1sOfzu32NzBefG9mJaBRjnssI1AlYmPfmzxilbdwRSfYSm++cW6g/\nAod+XFLXXmeebl8xzB5P1zjihIwFPD7pAmdDtlg3H78eUMZ1dGjrg6Um9CD2BGawkUnkO6JM82cP\nhvtNHLEQ8Dbz5aZ4ZL+cj+mdq1iQdAt8qfwz52vCjJcwOxvAS2DM1+h8+ryq/BME8ZtRRmJJogV6\neknCATuZNeRI5ivoFNb5Ystc3ilrTiboaSZ6XbHHuR5wLgecZY9rmrCIO0jermJh1xX7FYGg9dbn\n7uba7PH19u/jfw8V9H2Uv4AN+9A1gqMtgPSl4OkrZ74KgD8sIj8A8F+KyJ+AhhD/tfaVfx3AvwHg\nz7xWo/6jX/kb+C38Lfw2/gae/sQ/jvyP/HFcyw7X2sCXAEUuLWwGTDLb0l9QAi8VzZcrHV8k7uea\nRwE3GFQ4PfjiTkhnI1QpVsyd8nxP8nswQmP+Ez19Mhixxtc7vDXgE40kr94j7l5sOV+LZJSaLeme\nJmXtefabAkaDNIYrvHTGGPqkGncF7H/vq+RvhoKqaJIr6J1vlyaYsUORvL2QmneozJcnkjv48rCA\n3+JhR8oEDSj7EAHCgmybGuoiFp4Qae8RCXMzArk+H4r11aIxjqEoylzPIrgB4axF3zQGvHp5iWU2\n+7mgbEVAoOuCQc0R6N++1kzd9gHGytiUbmxjvyJgNSAQrwB010DFzfcY6q3dGGA1FjR6NOQfZL4C\n0I+ZahJmIuoYz3Ptj+qK7MKaiQbIrfCoIiZrj7IW+8K+jcbU+7ctD8Z8QTrWq3bsroPVWGlrZJ7i\nPKydtV6nLJjsWSlIqwldAIBRP0W5I1MaWW53JPq1w1QPjnGFbl5JaYEMbBOPF6Iz20cHelkj2OZ1\nrWrTLmWPa9phrrEWX8bVZMXTEAx8ReZxlZc1ACPhv8OXtsDXFpCR+Kc6/PoDwOs1WKX33T/+/ktY\nr09s5+P/8dfwv/3vfxWHH73gjP/hE17s10fvdqy1fisi/xmAP1pr/W/4exH5twH8p+0/fwPA3x1u\n+7ugjNdvtH/H3//GrXf9E7/yR/Dr+GX8L/UfwP+Kvx/X6w7XywHX616NmgBVMpbdDpiAPBE4qXcb\ngwqepKmsAMHMA55waIoqehl9SCR6yr0yp2fHbe80ygQQTEyVVtmexYiiZx0N+6gkXDHlzjBRQcR7\neEWvLy61ioS6JNR5QpWMMvlyZjAtKsHIDsR2RgAa2xkTk6PysVwBU87xGTxXc2CgWoj5WnfGIu3k\nqsd6SH9/ZIL0vzdKTUj4OXjo7JNn4fRhx3icShyHZVCJZiwvGfVZP7IvwKGg5h4MoI21oJrsmHGr\nHnIQifLkNakUaIZ7BuM1vqNn6piHQ3lxoO7f9aK67qxE1cuV1ow/t7i3pN41D+XvYmK4JoeHvlU3\niFkWA1k0Nwz/RqaKOU8W4W0HuEuTuTg+MV+tZ776MhRcM2K9c3mLYWeCvnpLgSfYmEfGjHNHBjuC\n0ILUtcfBF6wd/L23V5/NzTcMSx1xMqBLOeAmhxFYrZdLn5+n/U4GnjrmK1wRqMUcK2dZfTegO4y3\nrR2Z/wc8QcOOdEgcfsW1zSKrnHf2o2fuU7dmOQIEv2jt5Jmj8cpSkKTP96JOGZ/rYF4bN55TyWux\nMerZ2ktIuYjAK9oAlfPqsg8vUmvz2hgrT7YHT3IbJ/11r1vr4jVA2GswVa/Q3ze/9Efx9/zJH+EH\nf99P8KfwR/Af/vl/65Of8aHdjr8AYK61/lRE7gD8YwD+vIj8wVrr32pf+6cA/PX27/8EwL8nIr8K\nDSv+EoBfq7VWEflORP4YgF8D8M8C+DdvvbcgmSGa64TrdY/r6YDr6eAClTLKcYLcAdM0h7slmNKY\nOO+KdYcr3uAJe5zBSuOeR9InfxIwlGEBRU8qeplAq7YOsV1YUsUKQUaQ5e9xZo0L2T8egqIRcPDl\nBlKfcoNtq4JaMsqcUdKEUtTQM2cusjnRwIztdG90h6WNG5V+LDNhoDIaxaCoFij1r8aigJ6aKa+q\nXmApyiTtUztcOvdMUWSv4iaKtSDDwF+xUhMeIIiGz28pJhMsmsgrzn8EEMt1QnmegO8y6htAcgUO\na/bAx9LDupR3Y3fD+MbcPvZ1bEtcOxGkx6ThCAD53egAoEGaCL4i0OL70Z4HEa8oEkB2J3sB7MQT\nFKKccfxmmVRWhfLuSdLca8ixsODTYGD8EPeeXe5LTcSEe8/5AuLO6L4Ibge+IvuzAbxM3qQHOQRf\nL7jDO7wN2gXmAHi2qoOXUV5UR8H+pmVnNEXiiBPe4p3JJucvplzU7s1xXv2/1MHpD3EvSDfPT40O\nSgQ6W6HsGZMBhVtXQsEBFzzgGTMmY4NXR0oFEOScYq/XnDPqwThHdg7PpD5jKsih/VdC0XUZw46A\nla/h6SjO2vvMje/lFW1NnN+YihHdO+6ERwNecb2NLuUKgKXaz9mHfr7G9ZqA6bWetzUGP6frQ8zX\n3wHg32l5XwnAv1tr/a9F5C+LyB+G2rP/C8C/AAC11l8Xkf8AwK9DT3n9s22nIwD8WQB/CcAdtNTE\nZrI90Cvka90Z+Lo8HpX2FQApY5EJsgOmw9wpei43B18qsCxnecS5Y768mKMbOEbLowfrwMtB0rkl\nzRdkUy2k59EMUkXV0B96BiImRY5s0xgaoWLrwdc289UbSmgi+JJQ54ySMkppocfOC9tmviKgIkuk\nCqSal+71kCYbG16qFz3vSYGkM19+PHLBUhvzVSdcy07B15J8PNEzX5QVZVV6Jqy7BmMYwxIub2PY\nsVh/RrZgy4teMKFcM+pLRn03NeAVj8NJAcyNY6rPY985+4v07A1lMJqT3llwVg4AeFLfWN7E+92H\nVQUu7byPrIe7LgNr0gHswD6FK4IvMl8cPXOyyHbKWvZm8/+ZtzPmHtEYVZO1cf0401FtnJgIHedd\nNzU4v0LHZ5SXzR1/G8BrBLgEX9/hm5A9eu0cgD7fzZ8z9oUUBkHtjAlv8S7URvRiLpF9K+Mcogdf\n0sbnAhYEdmegbvUdPfM1svs6n5Otsbnl9nHTydalzNfZmK+4QWWzyKr0xwvxmoMcLXCHKYIgj3Yo\nWHvGPd7hLSbM+Abf4YATkij4whDm07qNnsASmSuuus5Jw/bu9FGv8fskEhbMN5kv2hkPMNnKAAAg\nAElEQVSuvRFI+/fqNuD4PkDIlmPyGqDpS9r6fQLNz7g+VGrirwP4hzZ+/6ffc89fAPAXNn7/PwL4\nBz+mURqCSVhKxrxMWJ4zyk8T6u8mLVyZgbLT/J508ERcQFUVk09ZogHw/U27Br6YwMidkgINV0al\nH+em1IRSG9PV8kxESgN5c/BVWh0Y1BCKoaFiyHRUfjHo3jMGMczIN9CzoULhnTQt0j2z/bMAmAWQ\npMwX1uBrG2CsmS/uehspc7ZnVIzxirW4aEC0zYJSRee8TJiXHcqSUJaMpe4UfFV0JwQAkaHb3uAw\nGkbeH43p0nLg5tr2vTagqAwHLHTcq7SxZMiEOWWULMCuanX7pDLgx6/0icxxrJeate81I6dsW87j\nHEToE9/Pv3kyrjMbDPXE6ujjnK2NsLMI64LEIRwvPo9boIvzw3cpqzTbbjtrQ9G1vkg2A7eEmk3e\n/378bQ2J/zb2bXRcegDCMK/+5Ljp+hVj0OI4jX3aqvQeBW8cY8rdhNnYFGPYKosfT1iE1ftdpkem\ndQzwMalfQYqfWcuW9PpGGzvOV3QyBfHUEMAK6nC34436T6PeiB+us6Vm1Z0BMGxdGQVT23mYQn87\n7RkASKyy721KXZuWOumnOZAAUNrRQBAdkx2uuMMLuDHCHESyXtHHY+Fm6ddpJwOVaQV8bxvvFg7R\nVBp3UIF+41d0tlabDQwMrvP3GI7svv+pgONz7xnvfw0QNjg4n3WN947P+RkCsq+ywv0CAq+M+Tqh\nPGbU307A3wKwgxa9OFTIriK9ocLRSxfPBayhzuVH72lqjBiBF31DJliScia7Y6ayAYOlZtSUIKma\naai4dMYkoSDRE08VtZABiq1cS1D0Zvnf3MlZkMxr7BV7rAWE1TMBQGptZw6K1qVZXCHwGhUmDXtU\n4Do3PF/SA1IM6o4s2XgRdAJANK329yooS8K8TJjnScOksyqtmjLqrgc8HJcVG7N1SQ/cRvA1LxlL\naXNOgCwCJIbWPH2YIJQ/6e0uu4x6B2AuwLFCdsWUIjklHS+VV4YRmKi/LKkxkkkNgvR1uBKKyW00\nKDSkrqCLmWVnJvtE9605d2DiLMFo9kbtJeF/x2sE5xNmPOAJCcU2F5SasJSEZclYJEFyNnAUQbXA\ng1i9o7C+HHRul3wpSM2Z8s0nqPqsLFnrtW0AC/5cvTcOCRkR9IY/Mhl3eIH6QwFcV0Fp4HuRjCVp\nzaf4/ij7MXmfB1UJCu5wQoYW7KBMaL6QJ7lHbeFd8B3LV3v+FcwKVWek6YMoBsnXygi8IrB3GW/j\nkJYexNiYwYA2+ST+e4tT8/Gn09A7V5H1XerUnLtWYKg5yUVSK4otmDDjDR4NfFlx6ZH5YpuT65Xo\nBPWOkPad7+3GXYAki+aTNfBFMB13yZLlpu6I4w96jDYCaLNZfJ4/F/R8KdAZ3/0l7fg+nhV/9yXA\n8DOurxR8NQ9pnrBcM5bHhPLbAvxNaK39I4A7QB4q0o8cfLkyuraTAy9I8IKs9OXjTkhu32VOh6Ca\ncaa6RW01soqG7CrUIGdxPkHAw4B5+HAzV7ao0Hk3ziRE79RBDn9Pxo7/3TM+am5luG9lkmqFtAOf\na1KAs9wIO1ZrvSfUR8Ojx5aImbYE3yW6xaQMzTDV4K2nck++I/OaMc8T6nVCuSoTUHZ9ZfYYCnqf\nIY4L6ib4KhnLMmGes9H3SLAkf8oV36JjHneoTbjIDvOUUO4A1AVy0LMdpWM7E4TKHAt47Ix65I2R\nLDS+/S49GlIag36XoxfljeCZZVq2wFcPsMc59hClJ417CKyb0/C/q/ke3jFhxj2eIah4xr3lbpWS\nFXhKRpGKklI4soWbZWZjuJ3J2Qb6kfkac+I6xo3Aj+CrCpY0o4qzjL18RZAvvXytTnTwdTSCryNe\nsMMFZxz9YG/K/jJhzs58Oju8djzIzbPO1w4X3OEFDHX5iZzFgBXHLOoMXhyzK3YNzLnRN5Z1rPMV\n11Y423FkCyvEwVfNKJPYbuDIFFHGONIj90qHzWaiRRdqWGNRHuKOQ2PeirJfDFMvKZv+mcSr2kXn\nzthdsl+8rMiqt5tjbrCpAetl0ffaralA8oKcioK7Ns8ZS5drxuvSNkAIas96dcxXDaM4aMXXAiqf\nev/IWH3uM/n9rWd9ans+9W/fw/VVgq+CZoSWrEnMLxn1UYCfQoHXBcAMpFNFmj0HisK7w7WdNngG\nK+2oIiMz5mmtBDcMP7Ke1shC1SqmOEi7E9j5QlUmpGO+Qpx9TEgGojmrttiNNg4gJYKqzoDAd7XF\nhdb9u0KZrxnqqZY0MF+1U5jxWJToKdcGFgBgQoK0OmRs0/vAV20DEI2lKRKONsd4zlguDXxdJpQ8\noSwJtSZLdn4vy4VhnGkgIGbUo1JbqsraPE86b6kCBag0EGbqnf9R5qLfRr5MGfWoXjqmAongK7TZ\nQ0Zh3IwBSpqXV9fFNEevOgIQl6Ugs9BaSQLcBF9bTCWBg+/09L9F2fT3bc2Fs1Rxs8gBZ5BhrhAL\n52sZlIRURwO+zkvrR3AAQeiZr7H0ST/euYW1J9Si4GuXcxdW81562YFVzlF8/wqAubwRNMXNQLYL\ns4GveWlhxxRLTXBzjecNUS/Q2O9xwRGnwJRnxKy92J44nvFinpce0H2xcYuyUnADfEHHr9QYggvj\nTnA5a0pJlQTkdRscOnDUF3C7ywoCS9Cp4nMTx20Ev3OZTI9TPxcklOQ5tQeccQ+tLU7HxXR5ZL7E\nma/t8iOtFU3WlqWd0tKuCVq+Qlk1zhFMRo44WR8UlN0IO66WQT9G+svAgH3K9ZqA5EvZqi2m6nPb\nAGw/72Oe+0rj8ZWCr4RaVTGWeUKdEvAgwI+gLZ4A2QMpF0xJ87sAmKAq63XGHV4sGXoJ4TmP5c/o\nDVn0unoVa+cjLrpQeY8elHsXTDKP+LgVEIn1n/1nvNdDR733zu3ifNLW0zkO8b/NJNemBKugT4z3\nHJFonNi62lZwTGCm8QC8DtT7Qo5oypmGUwHLvnnl+vdSkwLDJaPOCfUswFmACRoqhYO2OHdUVloE\nEevFEbzzCDx4lfbOcp1Qk+d2lJRam3v58JpmrAikErekjJqANC3q1Zo3Gvvt9clYIoCGi+xLrdtG\ncsaEZ9ybbFAVR6aH3425aBUOvsZdf2F27F6Tn8r1ACSJoZTxDNV1CCvK/8oAItYtU1nj6QClqJGu\nEAtnUeY9oTnsrG35WRKMi89T7t4pjQEi6FuWhHnWUJSPews7on8O4YD+fihp8gHgdQ0sacxa8mO0\nAjhZsjJ/bf3RCewB5QStYs/n7Ew/VIjlvHJNJpRwTNstsJ3M8XzGA3jGwQhgrK7aCL7Y/pJbGC9Z\nbqzJQFEHo5Ssjk3dZmhU5nh+agX3Q8eg4yBw8OOF+r9H8M+8ymXRnxBl3pSJS3YChifM124dWn/T\nxnsb4Iw7Gk3XxJBraQ5vbfmFSczWeCJHr6c6Bw9x04O0PmyvOxvNLeAl3Ve2fz/O8+/la6sPn9q3\nVx6LrxZ8lZJRlwl1zqg5gC9eCUiTgi8yT7xXTaFual/gO6U4asyTyJgh8C3lkeWJKcbm1bXSB9FA\nnlroYEHGAWcccQIDdlsArGcwIpPBJd6f9zaH8BKNFUN18brlzWrbAfDYm6q9Y/Iu+1i6VrV/BxaC\n2//PbWSZNJ1QhjITHiobrwgUuPMptZwOoIYipRn1moBLAk5A3Qvqom0SOPii5w8AWRoY2/KQ+FM8\n9NiBg8Z8lTlDUoIkBXElO/iijOjPbO1nduEFe8ySVS7zYuGQ2G81lBMAr2ju7GMPvKI8UmaYJ0UZ\nTkF247MEtVPYtRlWArCopPl8lx2dIQL1igSIM7D81raiZ2/dA+/n3Kv428aW2uSmAb1aEmpp4DIR\nfCVbv3yGg33OcTUj5EwNszw1aJmMRRNlGYuynXNx5muRhDL1jM8Ypu7k+4bH7PcmSNvwcEVfu82f\nBXfs5oQl5wF8kcX0OZ3a+gPQ5EKPKGMy/x1euvuZ5UonIDpm/HnFHifc4QkPXUpGlP9t5ivoxyUp\na5dSl7PGDQVlybrGi6Appg0JkvAv18gGACN4tHXdvi3jbseQZNJyvjoQJGh5vNS+2YBq5F8357oB\nsXGH7tWS+cX6XuJ7q+rkLBnIQHSzRja6hLXrepari+2oXfi2W5cNYFq9ybEf0X/aAhe/n4DXlwCw\nwY68xph8xeDL2QhMArxB27HXPqWBL3Hmi/dG5sszizxnRVCN+aIp6Y2d/saEmIaIXnkRe9cJR7zD\nW1yxwzf4roG6seiDX73/5h9+X+ll1hlSwHOyDQBcL3NrVq9At41hu8uAlzNf3DUVvVtjvaoDqcgA\nnHHAEx5MMbO0hhnTqBg2e6/vZi7S1ABwQjHwVZbUwJcAJwGOgrpomwAP9cZw8wSl79+nQG6Wmoiy\nlgskCWqGAe04xgA6YOPZhXs1Nrkilch6mQg1A+qsTzSs1Viv5OEbcCerM18XHLA0GafcR1aE4xHb\nqKyIg6+0IZ8cmR6Y+XoglKEsbD2DQ+1caw1P7kslOPOVe3mrpZ1BGsZCuCJyf5/lHzG07+NJ4EPg\nNQIeZb40xD0vkxrEIihtY0f/nL7CfceGBPkKA2CjyRxJjkM0pAQ4E+ae+VrSav7psMSx8yKruyYX\n6gA+4MlACttKx02fdZv5esHR1jePN6NmWBrwGsGXAh9ndwqShU1tjUWdXrLp0C3Wiz+ph1l5Luqo\nldAFxyqCF46VyQ1B0DLku7a1zvkuSBYhifalLQZ/53CwNsuFcIQF1VIKyqLj47I2KwNWXV+MjtcS\ndGXHfCmqsra4hIU1bWkv1UDYirEdFfUt5/X3w/Uh4PUxAOx9QO4Tr68SfNEjrksCliZZewEeoKdE\nXqHga1cw5Rn7eukM6wEnPOApKB8P0QAKvh7wqLta6ksAF5MVZ4zbe3tV1a5GmfM8tQUZd3ixYoAJ\nXFAVdMm5wAjAYs4Zr2jU+J2Y/BkVy232YbgEurNo0p81S/cWAcxIzcFYqUEMHib68FtUlG5uN7g3\nMkDSGy4Ptwq4b7IlUTjQvgB1FpTFc5ASioEvjidTs7c8aSpMZ0TWzFctCXVJpo+qFKCIPW4EKiNo\nBgQoSZnaa24grobkXJ8z7lgax7JCDCAbIAs7RFUWLpggxvyNzNUoOxHmENyz/z5jkc+CA8HS3s28\nt1BH6EOyR0eakCHOOQFgx2DQz7FqxD0cjP2LTN8IUIPUhbWyEWpjiHvOqIsn3NcltXmX5rO4XonP\n3uz5oCTY/linnPMYQY2gao4hWd/SwrDD+oohKO79pOwTxI1sVSfnIKPXh00pLxquvFoZHncCY9iv\nZ5xs+iosMsBw/dZ415IAG+O+DXHc+mFdr5RuzAXwsKOEfrrTuKAVQq5TS2sIO0lTG/O2+mkxYv/R\nwJ0Br5vFdL0kSpdOsaxlDYvqOR9Zz8+boTUkKbvRFq3GfwMI3FybI9D4END6VJCxxRB9CVjZuv+1\nnjP+/md8fZXga8bU8n+agALa0mP7uQNQKtJhwS61c7haoueCbMdr+O6vuDFZY+z39QX3eMYBJ6AZ\nukU09+MqE6Z2gHUMP3aXqBK9xzPu8NKa6EVWCb40ebu9eShESYUXjVMEBgR3E67GepxbXoc34/3g\ni0YTU9USHaxTIzQM+iyHgTsffypQAaTqc26xdkDkO1z9aLpYtWKEBFASlBv3hnaBWoKvawNfRdUh\n4CUXCL4ANHARDp0N8xQVNGWkB19q7FASqlRIErD0AMcnKv4Iml0pFmAR1EtGOe+QdjNkt0Cm2oy4\nfpxBms2QrqB9YCkJwATV2IhogMbwSFTke1ygO+x6o+xgwqt58fdmChgCplEZkqM7QxCNbDfgykhy\nY8aE2aDgM+47uRke08FIHTflMfhdGlRr33DGYwTamyukAigJWDKwZI2AFQF2DfyHNoxsi/fx9uVj\n6bl+MyZj5fdt44HlXjZjXOeMyhy08A7fgRxBpzoi+5Y9llAs6T7Okc937IvLtX5XWZ47vFipBUYH\nqAX7tIIwzRwrykz11dKNRxUFXgHgcqRjW/j9KOfRWV2FAdu/Y3h/lAOuWE1naSCI31k851BQzWFx\n57C1n8n2ninQ9Z998LURnJmSgGuTNUDHYpcg1XUq+6eSvsMJnl5AvtSeLaEtQ56rBOkLv7wNMr4E\n1Ny6vg/gNQK7L2lb/Plzur5K8MXkyFpEDbBAAVeG7tpbABQg7wumfMWhnk2pQ4Bj26J7xCksxGgq\nqh5yUk84WCFW0crqssNLPWKSxQz65lxX2Dv2OBvoKi00l2SBsDYMGS+JJiUyE7MpiWjUovel9WEE\nPLqi75FfI0OjSqNCMoB9tQXLUIF2JR56G8IafiaSArDQ9t7gx5o2ARhKe3rwEFm+gCBG2zjmi7V3\nLmjMl7ICS1VjG8OOHNGN8q7jwNwsNcFEfxQ14rWI5oDUXmY4NzEDzxmMCixAvWaUk4YdMC1t16sO\nhrZ9boBkfd5eJ15MwBex8dddvHo2qTMgadW2qLDphMQwbTxTTuXMGS2AG17UkHLsUNExt73srVkn\nNZ5eKiUChxmThfy7fg/iHEED747J95H5Qu0N9/hZreAqCrbb5g7LiVzEwFdsQx9CW8/X1sX3xjD7\nvpUQeIvvAgw7qIpYMV/9s2J1dgKihGqrlsVBI/giUOF5g2P5GLpLGcVY/DMOuMMLDk2vjRtquiuA\nj1LEUzPqIM+QBnYD+OpGyWXK5acHX9rfjXB3m7Jx12EEnrQpBr4i85Wd+VInRw8qF8DGnGd51qHO\nF+y9sae+nghK+U4DfRWQRaCZEpQwgi+YHnawfsEF+87hNAAWxHscm00AVv37m//9pdcWaPoSEJaG\nNr5G276C6ysFX4H50pC/fnYw4CUMO8qCXbkioZpfnFGwr5eWI7S+BBX7esG+an2c9kvMMuE53WOf\nrpbAncaF7g9pC/WC+1a3h4nXvC/FmDtv2wBgGYsZ0REYkB3T72v1ar38GQi/2eqrMV+7CqSqhz0P\nZR9KCzfyXMWl9mHHyPpExsffsj7eSPvbjLawBy28iHXpjM5I6gM1HLNonppX869d2E1BzTrPKs5V\nVNBj2LE2sIFFgCRuiAfCM4KcrpcVCtiWpEcMXXLzaqXrThzLuFlgE3hBDE9wh5lzk1czphGgj22L\nu3oJ+CJ8BmjUYlck5J8J6bqVrN3K+eqHvS+VQsDkrOWaTe7GARv5VXBnofvbBvMVZSqymPb3RYC5\ngQGGuosDgwi8euZrI8AtW/+OoU914xIqctuNyBwhQW3yru2pi+q+kW3rw46+FuiMMEcr9p/f8Wes\nwT4hIpP1jzi1Oep1i30GBsLD1JrTVSdZvcPkidGM2oPcce76oV3D6aHx5tyUbn2LjduMqQNfWIJt\naONdK8dUz/cEKgrCIdmt6HIEXz4WI8gnrG39LALMw3tbDeZk7JcHdilzGTMAd6qs7wReBgb7tRTH\nyRLuec8YIPi+wMiXAq9+ONdA8UvaFX/+nK6vEnyVYABUfsjYqBHHglagTwU3zwVSFqQFmEpBmRPq\n3JTr5tXOeRRV4U4nF+R9QT60UgE3jGP7JSrEdp9NFg4Uq9tC4FOlNop9rURGcBODb2RFmGg5t23p\nvkgj60Q4s+GVCyCpIE0LJC3tOIuhO1VB77XucS173X5fxAUeDgTJvhAsxnIYBFbbo04A5mc7rnJ/\nCFYjxZ9llS8WzQEAK1K4WuTd4t8en2qGF6okC1bGwWcn2a7PF9zhpdzhVI44LXtcFz2PcgRuEfBo\nqQk1uJzX+Pw4Hxa+aX1nKQHKHABTyjFkEXMDdQi8VEEELSNwcnPhux3j3I/gy/MaceM5nO3YLpdw\nBrPEB8r7H+aKbU4odoh7BDU2YBuX92gAUJbWAD12i/M1YMI47/F3nZBtGBktP6D3psYqTbgiNybp\nEW/AciXW0MDq18q1pBeT98c5jPqBjBXHJAJy7uAbwSxBqYdnq63rM/ZIW4zXhiEl41WWtMpZs5sI\nQrjWKroHxRU9rocx2aG7KAIbpSa6kibIPueBQKptvFlCRnWT6zeWdjDwEl/fEu5HcOyOTuvLqt/a\nBqn+Lf4hBYjMqIjv8PWCr9STjCxsOUNWZ/JzQdDnAqfv+3mci9ds28/4+krBV3KPgUg3NfZmgf6i\nhUFSqchLRb4sqNeqR+icBfUiqJft5wta3SJZkFL1ZPRdxfRQkKeCvNNWREZnq52q1HYGTKxivuV3\nAYwc6bu3Gavx9zQ6VgEdPJRVBjU0Ml8p/Lu9UyokFci0QGRR9kv8vWzZUjMuZYdL2Wliau13OzKU\n5TxCBF/vr/MVjRi3Y5NGjypXF5MydMg6N5U1t8AgsPu0gsBIEbTdAGCRMxwaF8AXBuDVGwCCJoIv\nBV5HnOcD5mXqwdeq7xl+SM4aJMX2GJsQFDt3PMUE6zEXZgtg0RAQOLLLa9aqNtuiHbBKAHUtszxu\nxZjcYcdh3+O5GUQ/4obfublJAj3bE4EG18T75M2vuLIi+CILAwdc0TjWXmbjWHX6YPTMTf78XtcL\navEJvthHm5AiwCxW9mIMdcawYwy5jmDU1kMwxgRfbFMNDS82817MNI57p2d42+hjtc0K1cDX4Eyg\nORQDAHHYsXZNgVGaPqLUBPpSE12CQNtVi0XH2b/UgGNlCZl9kHfXdsZ6DWFHCGV1PH1DW2lOTIHL\nWoWGHAuGHhN8zRbx4BzPDQjaiFnOl69DjlZsW8d8uYn4uOs1gc1rAK8vAZJf2fVVgy+SXsp8VSAX\nQBrUL02oyHxdADkVpBNQnwG8ADjdfocYs1I1nLkDcCiYckE+6DKPzNeWiVBjcLDFfo/nDkww58sY\nmXZthWzcPHiSLBkiy2frvtdXO2d7toGijp1Ms4Kv3PPO0u5dSsa17HGtezMANSBHgi+GSSv60gmF\nXuKNVdErKK1ZRbCasTjw4sd2aIoVMoxsDin6DnxtAS/+FGdUunZZvg/0ndztFpgfNwZe7+wFd3ip\ndwa+lsh8DVef1ZGaQdcnjgBCHQ904T8WcWRY+h7PFnodwdeY18af/OaWh8zvGajVs6DUSFQg1V7W\n4pj3cswedAe7WM8iaOq3Wazbw9bE8hJ9scmP07zvZ77E2CaTgbK+N/ZxVc18wyAQDGjoaLFcLx4n\ndMLR5m/C7MBvAVCklYMZSjWYSe4dHToDNPrjDmrA611Rt4xjHAGxoNo4FyQD+jf723ZqYgEq63it\ndjsGABLZn+6tWwBMrP+UbRuXbm3LzVIT3e7tIqgj87WIhXljoeLo4Fp5jZhwr1/qdllSZ0d9Tl1S\nB/Cl/167D6pnZ9uUEcuzbDFfZL+2bEo8ZcUA2Kdcrw1wXgs4/R4HXsBXCr7ckAfvhkwIigMyClwB\nZAbSuUJeADkDOAO4wXwB6OPlXAwCPbaojhWuejjhXv3SvNkYWphb8dBwKIuEhdAZpp61iB4r1SK9\nHwIeGoL48UuwafkFSKkgTwuyePX17v7m6ZuCCmHfCHjGttjOTgOquLm44ihueeddNzIC+KoaKrX7\nnN+JAKN7Tj9hwTv1MeTVMQFOjw1NcuaHzNOuXpGvBfWUsLzsUWct0JqOV6TdAskhFAoyjSrZEcBW\nSA880QMvvj8yq2N+T2RC6ACMzJCBXJPBUfFHyXMWJf6G1wp4DVgkPpG5Q5OZdPrxwZxGBi1ca7C9\nnudoXDoAGb7LfxuIjgaQgIs5hrUfgy1wPOY9jfI+ghoy42M4OK4/A18LsGUlrS10imx8PbcvMqLj\nGHbPGGad8uKFeWUF7F1Gx343vdPKk7BMyNZ7hw51f91q4zhWN9e59CAoOktePCIAbm7kAhR4bRzn\nFaMQOueyYr5YGccb4rIXe1a7ufW5lgZER5swtR2sPLsX8BQD6zfb0uZlU5euB9vv3/rTKHavEdp7\nDbDF58SfX/IM/vvnCOC+SvBlx2CYt1Fb1fEC1BYMNFap6YNWEwonKPBqhVhvXlwAkT7PXAxr1Rsl\nVFCRJB7QfbWtyYKqu5eG73uZCTdarIHE2mAwA6MqgIovngPnBfy2FttKven7pSLlglybMuV5YoNx\nYje3njIacBr8hBLAZk9327/D/f6cpeXADAnCAkhSsFVztdpkEFdQPBw9Bw06ztFtg7hdsXx75OLj\naEprK2mpRXx31xnyLCiPE2TSwr9yXJD2M2RaH3dEXkpQg6Fr2J9Agoo7GGBBtYKP8TB4esMe7vAD\ntrkHrjQPwxmRCGTD+9qAjcyO970Mv7ul6P07yfqr3vxiwdN2vqosfQizzb0Z1CB3zA+M7ASAcLxQ\ndG762klRzq1vHdsU/l3XIDTKSGEuQZJezlby5iyMrmcHzSwDwg8IBKm3toY2srBhM0csQ3DEyXYp\n+m3ShevWcBsQaMkXnqIwhTlarY2tPocNC+a8hftuScsI1P1fLnX8/arURGiLhx37PhIKFSSrXWcg\niG0n+Kq+e9jf094ewc6Q80XWjS3PYa0QLHfAmvMb5tl1mxf82eGCbEx1sc1c5tC1NkkIO45255Yz\nbj/r8HM9KV92vSbwGh2e12jTa7XvM66vEnwtyCiiFaxJqRKAuYxUR/sRfL2gq4L/wSsge5kBLBVS\nXFGPc2PKvRZMuOIOJyuuSkXae+i1WVVvL1UC82H6IpTOSMTFWKDV9GPYaC0z2ypOpBrzNWFW8LVh\nTBFCXfExUZmxPWpQ9BiYlUIENgWaz6GC2jUPncFWGJKuVh6j7hSASfIxScFscRQ8G6ybrK4dVMSr\nUhMD2Ni6omfKkg93VcFXegbKux3ymxlynJHvZ6RcIDxmCLBwp4JpNcCcT4JOgADdwzScjwQ/8JfH\nZmmCcEbkAncNfAHKZFzBXDVn7NbAKs7PejwimOG1mu/3jBuZr6Vl0xBA7hqAztygEuvgtWrctY0L\nYQzlzp4fWS8zQL4ZJa7FDnjRLg0ArPIzGPL+k3zObgKvvuAnDXoOoIghSANfEQkRwj8AACAASURB\nVAjewLVeQwvWhl0AShzbCL4K0prFQe+0iMnLhHM7eYJy7vmmsa/Ua+w3wZcE5iuOB29e9QiE/D1b\n1AOvuP5WT7c2CaoM4eVwp9byEw87ErgVLTcTD2Gn7iUXVSHOfMWwYwB+3k51NmzDRAR99H0Itrtu\neO3HXWO+SnPUtKRIz2iCgNCGdQRb79FqUV5H5msEX68Bdr6EQSM45L+/5NoCcT8H4AV8zeCLI2LA\nq0JarpIyAmqgOwGiIgU+LqmQSC54T/pzME6DVyEoSBLpYWUkeEiuKQgzpNVYDS1UGqso915Sbyw8\nLDl6VFEZ8YqKvlt20sKOrXaZbjboSprq86TPcRhr9URACKDLQQgu3Ed6FdU+kWUA2jgloLbQIz27\nmINBwGeATm4o5L4D9oQ4Rh3YaMZ+q81BjbshqNWNjqiMym4xBkc2nuXmu6KDP4KuYkIMOdJ4u6zp\nCfPs8xhuEXCziBuwyFrG7/VmMrgZtkPX+84VYDJ6q7xH10+v884Dm+O+PUGsh1dD7t4WUFg31YGX\nzp1gHOONawRexn5F8HDr0w3TTRnfAjqpIStB7Rm8AL7qDfDVAUcTmeikeRHO0exGQDP+jf+l4Itn\nCDoDdAvwGgCzl4iCm+pj2L8/woE4W+zUdntHPXUTeKEHvOxT94kbLRooqFU3G8V8ulFuupyvjvmC\njUHvsMD6WyOwHjd3MJqLOrbU9Kzuw2S6SXhBKLIanY/4le7aAh4+4Nuy/Jrg5DWAU2ToPvW94/0f\ntFHvedYrXF8l+LKrDYoZstSSF9sSQ6qoqaIkIO0A2QO4w02vsbuigmPV/ANQdgklZfOCOqPcASg1\nKNzirQyGXqmBM/fixXbC955539BxAfL5/A3bxDywURGtDWn/ewNeBvD63Ws7ueKYTziXA+Y6mbc7\ntovFLhdkP9fwligNbIYyGmKwNQX2Ko6z73gEJAFJatd27xtgqv19ykNcOUaDCMDPq4vemSX++6Po\nRV8x4YQjnuQe1/0EeVOwkxNw1DCjnhu3IFFhh/sjYPUdTIq64hjF0CA/Ot57AJ6k70ygytSCZKcg\ncF62jLEMz/cWNjDtRcagYXjfylGHdkVnoQPiG6MdN4T092C1bml8yTyUBliicd2+HIDxGvPfzADO\ncOC1kAWR7lD5LWP8oWuUNX6umMx1mEOpkQi+FMD0xrzCE61jvp3LlJ7fuQvp2XFut3aJ8rUc53FT\nA3cjc9UZ2LaPbAAw/bxvtPrV65IYxw3onck4DqMsQ9DV8CvDMxx4kf1qY92EuRYFX9eQkai7imfT\nfNbETfAVp5B5sOEcxZFltX9zna2gvbU9bk5iOk4YuhZ2BPqcrw1p5RxxAY/Xp+yA/L14RdvwaUt5\n+xmvcH294GtApZIKUiphYRXUVFsZAgATkA7Q0GFMRLx1xTyPnd6PPVD3giX7rrTomTFnK4nnyiyY\ncIIgt4NyuyNnoocIZxHIfLWnumI18876XV6NnAHKkbEYwz+3jAQBIQHYCP4S9Kimg5yxlwuwAEv1\nHZYOwHSTwdL+xSykzd1nQqe098poMLzUBL11OMBtc6gVpXXcx0KDvMfWwwdKTaAp6LVHPgC/FIFX\nzwpp23c44YhnPOB6mIBasNufUUSwSNLEe1TbJBAvNYBecqGExnrOV9SVLhcFXusrFlb1vKra5IR1\n4fSzxXY5jIrKv/2ltlVWRVlbeG053ueGGPbvkduIowb7a5/QfIudiqtBw8SpRW2mbVnbeIIzqxss\nSgQ7c/jvUOYhfkbQ/zHXCLwANEO6s3nswCDbULHJHEEAqcXWLzdnXDGZRmE4N+YF6nd2N0tN+Oru\nwdfZcozYd1I1YX1EB2PE3R85NqOiHgHYTRA92Ig4z/H7LNGxoOWjcd6brjDwVXcWEI8niQDqnNWt\nUhOpf7++j4fXB31chk8bKx3KNfiKgJjzsarTZnauagqirc4b9FAc6vEnbvz374drkJNXe9YXXl8v\n+AIC8FJDlrK6K6U2oU4FhRXbG3OFAk/Szu95Nj3epX1/ArATlH3CkvJK0HlGoRoZKiQ05mIHgSa7\nZsy63AlwRE2N23f350fWaqSdBUBB7hRnNKBj2JFGbT2M2m4HL+u8iSwLdnLFoSXslppwKftONTsM\nLLiCrJ+eLLdtEN1LjgCsQozF8RDUbIjDGDLbRk3Wa9kcN/2HUYtr4NX93sfQ1J2EzR0dYF573Mpe\n7Iz5uuwnYCrYlROulx2W6w7LdVJ5rT0w5r0slcBxjYYkhvHYt8iCXrBHQbLwI+eD/OgleMmU37KR\nND0yXxE4JahHXiu0Sn+FyTwbavd1Owz9OZ3soa7exv/azOEJ4xWZGsrNx+bouSHrQ8udQYyhoEZE\n1IH1Gtv88VffXzodZxzxjHvkAAusPdxxGe7jvQCC/vG/RuO8DynzMTxPmeCzxjXgIGUK4EuLIHdM\nGtcFD43fAl8fBGH9u7eurb7rEG3MfQOBmtfe53w5V59RavawIwFQAkpJWGqykSMAc1eh2hqtWVY5\nX94cAU8KSS33V9dSe9cga1K8d3E98rcRfF0C+OreG3Qkn7M5pu8DDb8fARcv+pgj8Pwc9mtlS77s\n+irBlxrE6N0E4211SypqEpSccc0T0h5YCiBJMOdJP8kLSsbRElTkZca0LMh1UY8mA9dph/Nujzmx\nXlXq5qgf+5izpf55PD9PmTLe0Bspz/fyxPHR86GEsDRAQrGAQuzHFhC5CcCwBni84i6bqR2tFBcy\nW8e+8/uakKvt6g2pe1+y0Q7e74CwvYXzS/ap7eZR1q5TpV3735vf05QUq45TgbnhGbzozUf4/ExM\nuMcLDnLGlFquzQzgKaG+ZOBhUfZuN96rRiwadZu3EJZlVyL/swtBEd9wwJ2Ai+X98HecZdtZGA19\nd40gk4NGLeVyazM77q4aQrTjyAFYyTzlhedfRjC39RQC1e7vBljd4sd10OXnmZyFr4+MxIJVyK8f\nqY7PsDbc/LR7PGldZUAr0YdrSPz3yuewsRvzHfl3Hh21MwjW7772VyRri/ePPSotYV+PFzq2n4d2\nTm4HQyWs7w/0Pb6h+z7QjQ9/EnRw/uLH57Gff0gIO7ZjzCgLXn+r9aAmL/TaxLsWPdeX+3C3wp3W\n7veEHQHCLx97+9MG0DcAGO7lutUZOFj7CYBN57EtLS0j1vnS3lOzefpLHeblo67PBRlb+vSGfHzy\nc77kejWg6Xrxc6+vFHy1qwkYd3Zb0npLZK5JsCQFX7IXTdLeJ5zkiJd0h1M6BjXso55qwaGecSwn\n7OsFtR0Rcc07nKY9rtkrRm/PFhmCEnYXXQdl4RfVtYUtgxKd2r29++jQRQFRxYI55JZFxblmGcZr\nDbz6oBdBXh7qBI1eWOQSxu3yrLw+hkG32hFLaGi4zPvSgexOucQDrT3PifN724e2CbB+xArYNmNx\n59aNB3HO9u0A4zd41HPw5KpM5xXAowDvWqMPCM6CG1DuOGSJzQvLhzCMV2u3dd3fe2kHuV9AGSzg\n+Y6lgXhNbF8w22jF3XBxZ63DZP/vLSnyYeG3BSsjeGPQeAdlLobmM9yY/v/svU2MbMuWHvRF7J2Z\nVefcc9/r13+0aQsBagtZQkK0LE+MUPMjMbCAEYwQEp55AEPsmT2xBAMGTDxCwiCB7BFYwuLHSEYw\nQC0ZkJBbMmJgpG6L/nmv37v3nlOVmXvvYBDxxfpWROysOnXOfV0P3ZCyMitz79gRK1as9a0VK1bo\naRCogMraRhokWPB3nSl6b22NqvJNeLNwCpVfl+eraHIYMDbvXZDnhpY4Y+UMz3cRljKElFgwW3u4\nS3vzIDIhyjj72ZhB0yoyRXcCW+yU+a3VC5h/yWkwrrjDI97iA+5zCmGccK6t2AM+I6XaQrukHrIb\nc0wl6MhgVEO1bYNeTV5tOcCdbFCXHXOaiUs64YojePyXN71lbHfAV5ZtZmAIuuzBF78XI8v81CaJ\nZ6zFH3fFpUT9ur5Lni8/o4OcslIM2V0D6UZ5KWDT+bA13z8nvuwGmH9Rm9q6P0M9vcPk48orBV/q\n9cqvmstEA7djjs9a5kNeojrkYyK+Cm/xNd7hm/CFQCEBX9jwNn2DLzDjPj1kaymUQOp4whLn1m7p\nCqf5ERfc40NJiMcM4o3gDKECx1gBGAFI9jZpUCufQCt5xrVOaQ+2MrWUcnv+1DEAM+ah0O4PzfYC\nMQMdVGEN5OD5vERh8Vuj5yvdNGEo6+6ERVna4LIjFY96T0xQ72RKV+EcTAk6ZRoafnuCfnnMH/AW\nR9yHx3Lk0oZwAfBNRPrDCThGhHcSRF/uV/rmVAME5gZCEkLeRSnPJfjKCvGxQpe8xMEFoxUJlsyT\nnlICLzvQ2nsZuP/OjBRPiN6o8LmzjPfGlCMvt+CrLs8PPdvGe4BPcWJnWwYDavTGOEykni/ujm0S\n6g7yfDHVhPa/79PgK7dhA64P9HwdyuLWXIwp4M7AlwBB9XyF0tCR54ser2NZcNb53Z52QH7pl2DN\ns3qPR5wFfKmBpfKi63f0/fecIdzzhMJTvtzzfHUGXgBQNs2QM7lxhP+viHkThZ6xWO7dknm+LrLT\nk8vsrt2DDPfGc35Fowbrt+Ard7TxfFkfV0x4wD3e4w3u8YB3Ze7qEVWe7t5sMlMqxycHJtX+VCD1\nkvvaOvYA1VN1tSDupaVt14uKzoP/n3m+ADSDROs2ZRCWyrJjCFjDhGucs/eqCLkPuMdX+AI/wffq\nBKAlBWRBvlaFvVUxZg57GyEPwDw4oOoiaOH1DhEHlPaOFEIrTCxtgwLGFmSZT8AH3GeB5a8FPHBo\nhZgpd8sp1i5r6JSudAC6PujSxHhIey+dPqNabhJwT+GiMV+j55DWu6UBYHrvhtgIg2SgP7TggwKW\nYEbolXLqCSbqRUoWQC+K1C+DEZxBdjqiSzPRCnZPR0/jVkHpkoUCVlIwYNoZsb7de+N3627lH99/\n4csWgDX1pmYUci5AJgFEBWytgayfM4eVGtplR83zxdMFGnVm7RhU3CoUASDk2AVzHTszcBIrru0I\nW+qWnUe082OxVU+w+ofYZrZhFDPnDbDFLVOrceQMq0F/TVbXYfGj8EzF27avlz8y3+u8Zj8zlfyy\nI+O9mGgVLuYLHHOpcGSEDNs+vKyZEyPwBTjwZSNl7V7KzljTKYPnTqmGaLDlvh074/Xc8tJ70s77\nxwIfXpcwvudj2qbtGNXxAjD2KQDsVYIvKiYDXbAlRwFiW4hYwlwtYQrlC454xB0e8KY64zfYjiXG\nKmVLJy/h8H4FNa3gq+2Q75lqQoM8W2Vi5yOaXTcGHnBih0uMzLvDYGubRyWgs6FbqxRbwLVnQaqI\nHt1vjEY656BcxkkMYzIGRT0BHkgAqN7BVE81qF4h8kWllrWvgs6bAtLPrlbA81qfad6D3iwUJ1xL\ndExOsRFyDrXTivjlgogr4hcrwjG5+m0ss+lM4YrSb5TnjvKrAanwwMG1KYA7uvzpB4QZu7yMVD0E\nHNMWpHv6ep5yy4WdajR6UfEDBkJ4deWXgcdLn03DiHObPKdJMUfPNq6xTElOmg/ivWy3o+54DLvP\nqYMwWGrkO4EX8wDaeNmZrZXVBmdL3gKvpA15iz4SXW6esLpdou1otcBW5aj22wxK8TSy/9VTXQzj\nyisKCmx+puqpGrXFjFj9vok88/Sv87sBnWXzxJoitm0qZ1AGF/MVtw2HdMVdeqybWOzEiGJ0qILW\nsRaWynTLKUTsR9S8Z5XPrFNOb5O+Byy4wyOAgAMuCEg1cMAC7lM+o3fajO7PBQHaFxumMQj5BGDy\nrZW2TS9t26ifP8XySsFXUcBAYXYq45Q9CwJqlhJvBNgEPeOIR9zjA+4lAmKqltyhxDaccaoBpQFb\n5UMFSLUI+FPLfMEE4IQFU/WAxbDVdlaFCgtWb1NNsJt8rlltUfICWZQMXD0adB4xWhpovSctSDIl\nnWA7Cve9HBQy3PVHIe1jyfZMFQ++EkK9Bwqyi0AJU6oAbOSNa8Ex2hQjrbUtglLrcUU9rY6Wqpjs\nMGMAmMKGeLdg+vKKOE8IX6zAcXPP4L0tBK+PHQJ2UydbAX15rLNJgQKiqNwVLhifjHeIZqO/t5Tb\n8Va+0Wsrn1Mh74y19deDr1qvHLk14lvSbQNTmxwLwCjHkA35TOE6qUWfdjL80Cw7ZodlD7wSbHF2\n8KihVa/9Vn5njKR5aUpp0hAoDdV734JpPY8xLxbe4Yoj3uAD3uI97vBYwdfIqxTQjroBOm9UsZ9i\n5HCeN+CLj8h1J5ufbg6OgF8PwJSGHJcR7dv68r0R2xaxpQnrlpcd21QTcdtw2K51g0FAkqXWG94+\n+M+5nTlfmO9RMG/byPPlqs8eyHs8ls05+btLAdb1zGPSmwBsZ/7tlsYOGX4/+v+1lNFYfEo9fwTl\nlYIvs6qNyPyfCipbtitmiQFBEdCn6vmiYFoxVVc6Y2coxG0pxyubVhm0KRMA1LiaCTNOOFeHf2xi\neIoUcoqsBT8EQBSGtD4vJZXDUwrRlhVTp1Q96LJXEu7z2Y28SDR60KuQgYCBr6nr116hML1WCxGu\nX0HANuJW/t+6rPzu3h0FWD8PBOYIeLGuEdCmcGeCWN0AMaF4vsKCeF8O1p59WzUOaxV6AfC7/YIf\nZxaCvg0BR1wRcS3jESVvGoPZ/fK3p5sphQDLnN2OtdKkegBKcXO0tnU0Mr3ni/9X4FXrGVaCBEvR\nkT1fx6KMxp4vr8RtuW1GRDWqUspJLptlR2wKFD0I4x7Zpov23glyD764F9HmknigSUYFYPBggjW2\n48OFwisOOdYVX+AB9/g5/GFV5q3nqwVgkO84+9luetBqIk8N3nb9FwDW1F47KJ6vsdZTTuw9X0Pv\nXaV9cEf9VAqniHWbsG0RaQ1dqom4pez5Qu/5os7YHePGoOO2Jd3RntqxZXHLjtYrLvveATXNRNZV\nTZLVuAHzaoD3Y8rPMvgaGNOfXMcfQR9fJfgKdaLqq/wm3hGEgC343Wuq4K6VaQ91iYvZ2TUXUqtY\nWqXViiuKh4hNVOlSs0vfAiCqyNgeO4et39mjwoC/7ClVBXO9cFVVYGky8m+WvkF3oGnxCi0rdnoQ\n2R938CuEpweCgR5IJllt22oB1OqFQlULo/FxJmRPeDt8txxKPBTgclSH/9nAMc/Qo6V8Qk5Mu4QZ\nl3hAmAxAgrxa6sj8sSJ1Pbm9aBDqc8+SamJzIM7SAqvasvFSXgvgsqMBS9/T4P7bA/pKupbzcp9s\nfrIPPiWLPdU/3VODKToIxNgqNqCdp43foTN28ofQp5lo4n9C01fX4WcK8Ha+c2exa3EDvDTxptbR\nxssBAHMLHsqO6xlXvMEHfIFvcI8HF7+lsrKlPUMouCJA+aPpcNp5CYKuCrxsGfmpMgaCcLRv+915\noppA/1G/jL7BjzkN4m3DlNa6cYFpZCjLuTSOahC6h5huEp3g0wfVjnmvZiWhN3I1H+MkoQT0bOeH\nmYFaA+qlzwGpnAqSvDzbw7vY+c2NSmq+e0Z5Dqh5TlWfu54WcI7q+JYB2asFX7bjrffDV69IoPfL\ng6/2iAy+FHxxyYhudbNsve01UgS8Ju/44/b/a/mlVanj/qnC9HFPulCSJ/EBV3DJxcf1YPiMzjJU\nusIDMBYV0FHobXV5qhA83eOhCsQNEVPtOx+aKlhW4GapJrbam67NVVgo7PMbFowGox5LHSUh5Cjg\n3oSPVyotOLB0CZbnK+dEeizRg8e8/NgEj+szLFdPqt4cpW/fKJZUrOGz2/7fKnYPfrxy43VWPB08\nd4wBmNKj5UOFkQRKnI8EXhz3dseejSO6NpFfJqxlvq71iSjHMvHdYKwu1eUTHNh+AvCU0KeaSIBm\nl7dxH8xlKv12l2NTVCnTf3fAtZhq2c9Rmy0xX0ob3j/yyJuy33Ash6+vmOoC7VR2Vo7lmM11Jk1+\nxF31dt3joR/zavxK7qh6BNzzvTDjWduD/1ZWuv639Hf9yiAWCbaJQj2d5b6QUgZfKc/rOzxW8KXy\nroY13Ew1wWi+RS4SAKY7HMvxQiPwxSQkk4z3BScnXwm8YpUz7ZzcZIc9OoNSiOXfBz8rsOtH6Yni\nvRbjIoB0R22+vno+sbxe8IXGupLfUuB76E6xJ/BS8MWlMTJ26/nKAp1xHZz0qtTHSiZiwwkXvMUH\nnHCuOXv2PF96n06ydpKb1UNv1FoBpi4/tkK4VVqjz3qotwryNvFlr/r7eAr1YHAZ0YL11StiY+jB\n1wUBKCJmanoDOK9XSF2//ZjcKGWSZc9XxBZiA9zsmupZldQmSt8MOpcKvpgL6YQzzuGEKay7O/dy\nv5fqTXjAfRnXPYr7LtDTeFdSTWhAsKVi8MsurNsUw+Kop3RswVfb7z3PV0NmdyfBF68/4FqX+lv+\ntfHo+doMp1g9tlVBlyNWFDJypilApZFVW9kF2wN6riLpM/SaPdPrRVqR9scSFHHCGWeckJDPewSk\nLVtyni/SvZ+j+UWP6BGXeoeO34YooL8v5JalGKWPuMNbvMdc+I1e9wy8bE4a8CpjUDbIWEDdflHe\n7H/Tq3r55PpxYxycPCzgq+b4kmXHsCXn+brDI97gAyIssbWFQWCcaiIo+FpKupc8FqHsfK5ikSCs\nhmrZOHM8CdI1r9fsUk3kMYhxE89XC+TKZ/HCwzaC6uD3n5sy0jXkm5vlOfU/x6H2064n4FsFXsAr\nBl+ML9Adj+VHN68p3FnMqe+Pycg5dTLDHHHBA+7rLj2NJWijncSssecXIeTd4ZpNpwFG9KIEY+LW\nld6DL38dALRCdw/g7X03ejZ/i1VU7HvtSJ98WHMGqnpPd28ViK043S96KkC9V1zq+/3fqbURzGlv\nwnHZJCjvtVWlIQ0nrJjSirglYAlIS0QKm7OQbQz6BjoFtOM5aZ+7Ca+oV0CjiXh1u7zeguhbZcSH\nwJgXFXQDqmvsWS3fA2i8g35cu00JLT2bsVLyeZDZlEYJOgBGRe2ea5tmOgG+C8KMbyfYcpTNvaY9\nopBDc+Ay2zAaC+yMQRu96ejmriW9yTv52giesGHjZwAMAsKyUM7L7dvwTFOjV0LLF9o+IyrQGol9\nXTBA8QQArrGJOuZFwWbw5XPQDWVlSBl47Wa4V8OhmV363Oaz7zmfy7x93KW/uS4SDMZpywBsZKC2\nnvdbNNr5Pux9Xzv1zHLTOi7lOdX9tOq5qaSeUf8zyqsEX5WBxcqq6+0b6k4wtdR51wh80ftF22nG\ngh/gh3XJRy0720k19YJLAk6ZUHRF3l3pjYk+YDmFonyCB1dtny2vflYZGuulsTN8762RHpj0gMte\nNo28otF3bWFW5JagALD0CSMrtr0fyBFmDBCPFcRJ+12cQnLpPfaAYWnKvoAJlNMDYe6WG/dnHZ/O\n4Gn1ngLAtkRsjzPW8xEhASlukD0FCEhyfcK15CXnb21+q7af9NgqgPL5u1cE4S56I+k53fRZsFQU\nnnx9QDfk+/b/FnC19+i4tsaNtqVPrkrgZYYR6U4jpY0bG40VF/Gzx0y0Jj0RTbqJVF4EYH06hB0u\nb0GAKORYOT4vRXHXGg+krx1O6JYdATiatUZOpsuMM3jo+Fw9yTpmSrd+3HKDI/LpDacSZ0r+YY8j\nNpcUFzRmAmwJLPpx7GhUH9fvfrXLKFn0ZAIz/rpNFoN5XyVFyaxfl98IwHTZcUuIKcd9cY4+4q4u\n0Tv+HCw76rxVM1wa0/Naal4DYrG/S9ngoxtMQgBi3DDNK2KUjSu3UMMTAPXmPZ8JcPzMlj2D6xPK\nqwRfVTA0FpalbMgMZsLVxLwPabWdIvmsrGNVXu/xFhccq1AHUIWN7kirwoFCpgrT/EsWoids4G7K\npYpKioAk8SjqMeutWg/cVFmxT0qjEcjS39prCbyiiL0sB/pcPm1dFPQ5tcZceweESq+nwJf26YoZ\nF5wkjmVzoEsBtyW1fYZgUQHf/Za6/vhraCXeBmB74CtdI9bHGcuHI+K0IR2Xjp5LiRTUUajPTybo\n3f/lXj7XIInBcv7PxVRyGEGugmO1zPfGuv2+TWr7HC+s3dvztP7ul2g9ranMyPsEA+0SnN7Jz2bO\ncMb6M1RDt+QI5/mqiVaDAR+ln3SiA141ZUp9el7WWgvvd2kTnDck1WVHkwp2bSs79MzXM07VgNQ8\nX/TyGyTl/dabCVtdeovYKr+1nvIYsncrEbyUWK9YPDGjJLluXgbIOYwjcJtb1K4M6AqFq3egCFnL\nVmR3DUxHsl2uCTXJakwG5plhXhPO0vMVYmoO1qbBZvydQ0+aeaG8pmBsp3CGrrAccUvd7RjqkmOc\nykt2gg/n4ksBw3fAy5fPSI9XC75UAbexPyZcPUChSqIwsmXHIx5xwge8wQe8AQC8x9sqyNWzpKkp\nutiXCqA25/layzbgOzz2cVMBkuE+VeHVehfM62DiKBtoPscXlcAe+Nr/vgVehK2TAKnbY0Lw1XoF\nkyiGWyXVluS9oUwRMld/mrcwHQh7QslXIt7I81WPeBKpV4E1Pt7zpZs2kIC0RGyPB6zvj9iOC9Ib\nDzIAgEcxuQSOvOaJOJkNsdIsb1a4uPGMVbLHwj+xgDU04FjBOAV2C9J7/umXHW05ZM+Eb8et9eLU\n57tlZu/VVqCiueGe4/lqlXb9NiF7v0YxXy7ua+SVkW/D4BVRr1HwleOAjlhKfjwFQqqQeUIC51zb\n/nbZ0fZbz/iAN3jAPR5x52ISNSWK7rNN0vBYwBdzH9IY1V1/7XFQiTFEoYAbLjvueb4IvqQnSmcP\nm83zpTzQjUsY1S3AroAver4CgU+pInu+1rqjlnOau0cPuPqYLw0nqGcPe8/XCtm81Hq+2s8D3rVZ\npzppZo2Z3lOhTxPzdbN85/l6eWn1yieWVwm+TLA3VjFf9YghE0x+2tpSAxmXFtw9HkoG4TMC/NZr\ntc5bsOPb57cUa5DlLOBrVEIjWHyqCRPuvJvLSROmar229Xi6+V2FVm8PMdSd+QAAIABJREFUzuhT\n077civlaMOGxCPaIrYTmnquQ1rxdcKOhotaO5jnhPN7BRa+BxDFUQdnUpUJ7V/CI56sdC7ZzBPJb\nycjnWuD02cWIYErAYQNOW34fPI8CfkV0I9AD5+SeSc8J01sQbBGYM/M7Bb7xjb0brxHcGxgxCOZB\nh4cwuuzo4bfXf6mjlR7sfcWMCb1X0AMW9VnxmBvUNiQEM2KamLG9MevmZev1Uq8E+vkSHGWeX/Re\npm8ISPQjgcv4dSnU0TBzCAAXi6TXcHcdN3IcccEbfKj7vDPNTQa2wBrwAFFTLhiv7cu0Cm5i8caE\n3lOqsjxvfAG2VIBuXRmwJfSMYY2PSME+ZABuftvqQb5qCiZn6706tSXGjvMzSju4I7vKoOFuRxsr\n26moh9ShX2YU0UP68JlAqvscF9hOYZPR2YCfwoYprpjCihj6zQit/nTyyDsbb5dbv+8Bs736P2by\ntNd+7npGqyQvqe+F5dWCr7p9NqZiXfQADDCxwWJTWL1gOTswBdSbkiKA1l1oJvkoFqEVeDnf01pU\nXs69ZNeOAcweENHt/7F6EvJfKk8udCrAGU02LQrATEF6u4pyhPmnusz+UlbMeMA9vsa7ItjztmzS\nqgVfXpV7BUTw5dJsKLjWGKDg+9Yu2/p+7hTNI1L6r+CjBV/5VAVUgdUCCrafCo87JHHYgOMKzKkm\nm2zH/IALgFATYwZJH8K2WD94b94dSk8Gf7nCYsHOONXkq+af9FGQntfaI1xssacFYPSW2L17wMTu\nZJC5gq8MvI8ulmefX0wJ8vsFG+jDndAczD3gW1Vq7HtC8N6IdtlxcD/b2oLj5xYDSgsCcroSZgbM\nux2TrV6lJPmf7LkGILws4RkeTDVxX2K/FHQ84s6NpwLejCcIvq4lwsjAl47PHvAJERLz1S89tvMs\nAUhbPv6nXlMBWB/bRvo7ANp4vBS4c3zqukEBKCEncvPDV4BXTFtdquXSa5UrlEWD3Y6MSTXAtpRg\n+QaqK881LOTBF8pIhKLbksyfrfYxhg0x5n5NYUOrD6qcrDKsGTctH8fOvp6Rd8yc7Plzaq55rjft\n26hn1Ae95qdUXin4KmxbJnFViIAb6CRJVlURW5AtxUmeUgReX+KrCr64dV0FUhtbMAJRVMJ3Ja/O\nEeca8PrU4dJqWVExEhLxPvKY5flawWMrFDQ81/Nlz1YA6Lc3e8t65Pma8YA7fIUv8Qbv8T38pOSc\nCjVIte+vKgrrN4W7LilUS43vLQiTurznqzUnuwYMJ2mlTxNjBnluaK4nrbglnTE1QMrHfNDzNfe7\nHdWCDaIQSZv6ntQbC4RKs2vNQaRxPq3ni1vUjb+854sjHHE7z5dve+/52kt2uwdUyesXSa7bGinq\nPWs9X7FY/YQJ7TLYSHi24Kv2TRVhC8A671MfT/MSOa00ARIuhZ4rJgNe9MQMaGnK1f9mAPfiIAvb\nySvJBQGNdwSoY6OeLxqWtrqwM7+Kcayer35cvYHDY5zSFpBiAFOFMN3PHvhqAUZtQzWU/LNjAV4u\nWILjrvMz2djc4wFv8AEBqcZaARgH3NNLX8fW8tjVTS4jr1cjslqQz2PzOBf0sHPKx4it9G2rXmCn\nDzg39jZBBLwMdLV1jEI9tNwCPE/VvVfPxwCm0TUK4n7KoIvllYIvQ+y67NRup80ylOIjww7zE9Dz\nNTlFNcOyNgegKH0rukOS8SXtbjsyvQpEfp9onWpyv2Z0WzASi8BJ0N1IOj+9KG7r6ev1CnX0uwIv\nFXKhPhHdhPUK0dqu3sO+pO7eTng2hcJFx3zUl95/LP/uvBQMdnXVavq+tLTt+AFrXgKYF8TTgjjn\n+JdRHSNvoOtP8G2zBcqte27LFYx7ZGf8kjKX74zXfJ922hla7w8GETjjF40HLt/E9j7xLLZ0HdKm\n+77nU40ZGs0JuawHYMzJ5HijNcDE69IWpxTama+X9fwlE14eIfOx6Rfkd9KHtM1Pt806Y5r2TQ8w\nXlMjsrtXAE8AnKE0NlwEgKEYyVvEtuqGpnbcTLbuUpLzupnbBr68nA2M8+O4ByCUvGoqnxTsVT4l\n8BLPV5iSPH8wpqisMN7p2BRd+aBc9TvgBagFyuFxuIj7vwUrHwOAXgpORmDvJfW13q+XeqoUbH4G\nwGXI42XlVYIvAMbQIWEv1wgLWYxgiv4VzRVstk8rRrjYlu8744SHcij3UreCCxBolFG+5yhxO0As\nW5Z1kvFIm5HypZs8gW51SwNhuy7zWYrqlRhPtjF99JpWKdnvirSszyggd8aCN/iAhFDjnRiHpmkw\n9kAYBSoVwhVHxOKeb9tZ62oUqwehDhk++cr81Mev7B3NPGo9RTn9BAQxB1xxmK44HK44hCumw9rl\nO0oIsl08FYOgB0FKPj4xwBLZTrKkEcsyB5NsAihB+Vya24rVvFal3PJey4OxnKMZRRlyNhnN7Cij\nPaXOe225k6CgpWgyI6sdfyrqOpfnymt7JRvjXnHnqEnjtdqQNgB6K+yi3va9h9Dq38t0X7UuKt8Y\nDwXfF8qKAgCVlhyFduysbzMupT6dHZqqw+92VBLk/xQWZ/7OC5DuNIHSbx9HZPTY9bCwgwVgpZDl\n4bpGrHHCFs28oCRQgK7042s4Fju6glSIkGVHSTWBDSXmaytzdK4bIpysJfDqlh1tLBTs5v4YeFZ9\n4F6D9pLjCQmXUi/rrACsAq+PSDUxumTfSvgsQOWz1PNS0DWqg59fWNfYKPu48irBl7N266TqO+kV\nsU1QW6Tw4fB7tjonc550p7JH6I2ruzQsM724ePOEyLvXDuC5dc/xfI236nulkdf+uWjS5tMaT7YR\nqOqFdgtA2pra4ygUfNFzyGzlmgrg9hw2q3xFPsqEAejqDTNBnwqAMQCoyivqtf5BlW/EJEZrWdst\nN4KJB9TdYBs5KvgKCw6xgK/pimnKu5DawlgO7cveMjXnAH8n+DJAtJa4Kos/y7tIT9gQ6zXtWYrK\nawrA+H2NLWIMTrDZROmtZ4C2PKzvBF95p1+/s60C7AI4+uE08KSvW3DZeNzODe2Utio/AWDZMZOc\noXXjQR6EyWf1wuTHmWyiQUhOrO0h+Gt2Oypw03FjoSFgv+Wr29hXxsm16zf9Pmi7hysE5hku3itd\npt8CRp7qjla8N3ever62KWKrSW11hls+MjV6nFzuFKiXfQQr6vkK6oGK7EpCLB5PAlXnBctWddaY\nqjUnjne+l7Khmw+jDPe7rMXg/ZwcpeV7NS7sPN6x8ePoP/IaPQU+Phdg+tT6Plc9n3ovlJQ9zT+m\nvGrw5SysndICJLMZfL6vNm9XC76o2LLn6w4PuLeJB7NuVPFRIVragAe3vAJ6vEZ9q3V5T5TFtxCk\nzN1RSG19o7r5/x4AYxtH7BOKoNSAdwA1Vov3se+a66pKlG7I7Lm5X5YwUwOhHfCqL8osheU9qHUC\nprY9ATEYcMYIfO2YoMMe+NxTBF8zrpinAsDSdci3GUTEyosc587z1Tn0qFBsw4XyGY87OpW4Q8Y4\nMiatB1+5NQr0O2AeyqvOqPxi2bu3pav6njnu1kG5L9g9+s6i3ps2Jm00UjpHs66L4vlJemm3JFRZ\nvmlTMyhPvFLlOfZUQXvONyg0a9rBuC+FIgkGaLUfKtsUMJBPVeZx1rQjoCsG3mj1u+hsNULlgwGv\nXZo5uqUMttaINUzYtoiUYukfmjmx1dqGY187k1x4CPvGtkRsiGnLAIt5vugFqsc55R21Cjzrbsey\n7Bj2PF/BwBe9rAb4COp3XrUrNj85EuwzxzjBACqvaeei1uc8ynuenltTqQVtLymfw3P2uer5XG0Z\nas6PK68XfLnYgebVeGSo+DMY8sJkBMIIFtrJqQuTSlIHYKRNCkY0tuUD3gAbsK0R6zaVbdgaw+YV\nE1NN0Fo36zUr9YitBmDawdo+NgHwFnHrfbAJ6t9ZZum79ljp3qbG4C8EBBsiYjKvn9+15QOoGXCv\nQf4qLOoZi9XK9t65oaC5zVRV8I+FlFcqoyBu0lKDkjk+AVmgb1vEss05/mtaO9B+QN6dpqHEGbw3\n1pTyfrDn6g5LCmfyzIy17E6zZTb1LPIePoNgxPg899IHbPtxY1EVHV1vvBLQuaFjz5QsqoVGwIvt\nYAqAVeZBEq+m0kuXUgkaXaoBFN7UWK96wLZ54dT7QoODrDTmrdGP5g1hjrYJK+7xINA78sJuJxzn\nHd9JM6WRyhBbijJvkYE+9cgorfN39EY/lIO1I7aSFiOPRF3e4tyINjfVWGKgt6dZeQ6vrwddhwJ4\nNdaslW2eB50e0AFpdAVpY8H2KptkgBpa06Pk5ab0+YmDtdXYMVont6mi1dk2f+x+GnYsdiKIl0Wt\nDNU6SR+Vox9V2mD678pnK68XfFEBlYNaHQijuzsg73gsSoRixNz7Y+DlrQg4BlcB7bwtwSc3jSV/\nzElSTVSQktasiJesiOd5cRaSVwwmOAEfyEwhAFxLvpd8NE8rqIxubQC2gabY1EshTYWvOWRaNK/K\nm8BDBSutbOak8QKuVYimjE84l3HLLQ6hWKAdCGIr8ruCFG2jLY24xtOUrJ6I7t4KtBLqcUaSv8d4\ncnPtzzvMLJ4pbQHrMmFdJ4Q5IUamSPAeJPLYtSxUd3xf2wTH9wRfd3gsdyTEsuuPaR3ukIE0l4ET\nfIwIAdQIKJmqaJcHddmRfOoXAn37PfAn35BnXNZw9rehAdtDYNImwOTpFHX8VDY4Hvc+HeOhBJdk\nVWO+Ep/cekqT3dtq8BveAYKfM06l7xk+Mn/6BtkRJ8cLkfZqrOlSHOlECdcCB4OQse5EzvywSVNT\nmRoEXznsIh8svcph3eUoKzEI6pyJptyV/hyTyoPB0y1tESnEBoD5OWL3914eLmOq19RAs9GsWyIn\nABJnPfN82dy+Otnk5MjoYO36PFtm97yGmy/tu+biYxu4ZKxza88AUp7UcQov8WB9Ds/Xd2VYXi/4\naiZ5ZaxggofHfuhygtmrY9BFq7luA4YxPtDGUxDS1X+dgpmw4g6PeIv3NYs0PQ5hS9nztU75DC70\nXpCslPJk5y86kcxiz1l78lFGRwcERrmXcjEFpHWOlFKETy7ISV/HQtrMbe2tly0H5x6rcggpIaTQ\neL4srQXBF2Bu/uG43/B8RRkbWX0YMZRYf/vAjcek1J1brhJTxHONrDoXILoipISUArY1YllmxLAB\nU8iHDQsNLS5wxSMSNJC6jiFBX6PMmGSVudU2BFzRby1hegBuk9dx90HzbaybTyBB0pmh4MGXetNG\ndSrPqLc0e+54DBeaNhi9s47MyywTFhxxLWlDswdpQ8zeL/gxVSWsbTRAosCrAWDOaPDRUB4Wet6q\nX+x4vugd5py/wyPOyJ76BYdu6ZMk0fxqIyXL+cRUE+qxYUvZWi55B3mA8qaCL6byOOJSJUj1mIfk\ndjcmwHm+dL7rLLJ5jbKhNFTgZVBbA8l9G/tlNvTjAAXMlkeRci60sVeQd9hqxj0eASQwF5vb7XjD\n88WIPsY4bgjgcVF1jAfYXd0Gc/US20abFVNjsHjP1wh8VXrXnIWlvaPptle+A13fWnm94GukgKuw\ntqK2dhbT6tfxaSYtkmp0v1n5tH70SS1Tj0AMf5uwIqZNBGhRjmGpLnn9XmOeNJFe/m6HNnUCarta\nf7ZdqW32Qk7ru701X62tLFghVLf6dKu+WnAtHfm7LWmk7gXxerU1DRo4ttLk+1H/Wl5zzw5WhbUX\nriXsZVoCtvOE7ZKDqdPM59Ur6v0t39VehuZ9QBMbqyxJqTR5GPAoDkTBr7a/HY+eqlR63kNLAM0X\n+zFahuS1amC0ufWEigOqKJRSk0GWtAbj28bT+TGHpR1Qr9eG5vkcc6VbU0Z8NwD5rUfRUZyPEOU8\n4vSePiMcQYhpnMd71dvou9DzicFvGZfOKCpPDv38Zb31PQA1cXEK9Qgn7WNwo5vK01uaS28LoKhH\nhwWVY8bnEVuRyUU+qfcrIQMkNyIdMvMAjKUBX77klgf9V71d5bkq2RRkzlhrmIlBUy/PR96vdkxr\npz7F8/Vd+ezlVYKvOtldjJT9NrqaQqKFFbYEmWEKFUlmaLjrsgcNxcNwrizNooKEzE+rtlU2MazV\n4zXHBcd4wSn0x+lwXxH7x98BBpiOdrv4yWrtMzrlPgFo7lP1ZQCPE9oEFfvZqnwgpxkI4LmTdjLj\nSDGMhizBzkckiDNAoUs8KtB60d4pXyVC64kIftwc3dr4roGwsWcasNc0IAkR2zJhe5yQPsxI4Qoc\nAnBSCqcyFpmn9MDrSrmGVqYIbHPHtcSIseYzTvga7/BjfL8ugzMezPhlDDr79xakMQ5lqaksANSj\na/jiWPh4FwiHXCvtxkB7G5EdgHmONGFyR7emtOOsPa/AS71NarcM+NXPLIE7I76L/m41B4GcQPOM\nO1tytEsFCDTAXh5mz7edoOQlC6rg6YJT+f2AJLTvjTSUZetHvMEDmIxXeU1zs9VwgAK+6iYdoXc7\nHiF17p7ump7GI+kgFhHp3RpOsFmXL5W7W7QqnxN4GP0Jocy57lmDg7WzBzDU8aB+kUEcvkbz0h5n\n42sHazM4pM3htx8D3AGwjykvBW3flSfLqwRf7QQPYX/S6gQjmGqBF6MIADIst6BT5OffuHzJ5R3u\nShopLTK2xp9oIPQU1nz0A1bM4YpTyIHSczBwpdYLBRuXsahsN5nQbS6tUbtUsCod9HnqO2ijxEb5\nYszqsjr4HU/sSwjO03CrMD4s56xaXHtMzPoxb1W1WoBCgLGQUM9XoLfQ7ovYvEW/WwKMrxR8RWwp\nYrtOSA8ztm9mpMME3Ctwz68sSM0jqx6c/aeSbqHswjqIoDXw9Yf4ObzFe2yINfDeVNctftH/+6OD\nNNaPZQS+EkJnXNhGlEX4d4NXpR5St4WLMRkMHJ6167Htr4GXAqUYcM8YK1WKXS22E48XBX+ZKWbG\nFjowoDFnAczvRtlUi3hEWhBBSpnRZXxB2UD5sRbO5IFSeX7mUakH2NdH0rek4OsDZlzLPDVe83K5\nNDSmEqNm/YWru+ezW6U3rdq533gPK/ji3B7JNamhDbhvxp0GTgY3zZzRMWZ75XghvV+Niu45BP3J\nGz2eRvn/Fnwt0HCZ3vOl4KuTjfr+3PId8PrWyk3wFUK4A/A/IdvvRwD/dUrpL4YQfgDgrwP4xwD8\nAwD/Rkrpx+Wevwjg30EWa/9uSum/L9//OoD/FMAdgL+VUvr3dp9Lxm1iftrSW7790oQBMPMCaDyB\nha7nX1AEGB9Ioda1rbw2RKyJgi8vK85YcIgl7QCuOMUz7sIj7sKji5eK2DClte784r3c0m9er7kq\na/ZBxZC2DTAV0y7RWNyPwjqf5WoEoIzG5j1jndnr5dtV792Rt6mIjXqmnQgqXfIY+zP8U4L91L+a\n71UZOroFpldI1UO2125tqXokN0SkJSKdI/BhQnobkTZtAoWzCVLWqe+3emx+0tkFsF9wxHu8xdd4\nB8DOv2uXAJ+jBNvrcj053uyYDHwdcMUxXHBXNgDwLh7kTCoxgPiAa/F8lE0lQdVor3CV6uSzvd3K\ne31QL4/yS5UYo4B7UcTqbcrvm2urPHA3wSrnKbkly4wJF9iGCHlYs6KmnmfT+O2870PU8+taYe8B\nXiL2hk0el3xc2gUPOJQlZuW1Oi8JwErcV5K5ZR4581nVMWkMGwOz4/HTYoZ1IxkKGGK77GijVq6J\nt1+73425JUJ2YSEKvJplR3UOaJQgW+vGtgF7ISXX35HsI6BTYw/Ixq6mEN/zfDmCvwR8fVe+lXIT\nfKWUHkMIv5FS+hBCmAH8LyGEPwPgXwXwP6SU/sMQwr8P4C8A+AshhD8J4N8E8CcB/KMA/nYI4ddS\nSgnAXwXw51JKvxlC+FshhH8lpfTfjp5bgRff3RZiuN8AL7K9GrfMyRrY3AofKpiErV67YfWM6xRE\nuSptuF8ecb+ccUpnTNOCaV5wimf8XPhD/Or02zjHE+7jI+7DA97iPb6PH+cA/XTG3XLG/XrBXbqU\nQO8Nc1zceXVU7Vx6Ue8T31lUwHIybohVZekk5XaEiIgJtgNtEiDY7lwaeTSy8t8AHJEQq4KtwgUe\nzFAscuee7uDxQJqgOwOihOCCq0dKpBDBwHrQRoQGgPWgtX7uPBc9QJzqrs+y0xEB4bRh+uKKQ3zE\n/PaCeLCt8lx+0nPf+NJlaxXCRrGtAiAuK3IsmLbge/gJ3uOty8MWYJsbDtVHaYHvbZxIK/5DAGJK\nmNYNh7TiGJZK7vtwxpfT1/jB9EM8xlNt+Tt8gy/wTaZN2hDTijktOGwLpi3hsK24CxccpgVxLuPr\nYI7CjUxrKn8m9WWb6UUeAcvQ1GN9dUNiXoj6SoX1NI6RSk04dAT2G0VF3mcQdk7bYO1SHvDt6MFy\nu6ykvzPFKueVplc4FA+WhVX0MV9Wj9/RzHQwKmeqgcL5JcuPnuZqHIrc5LyaEpAC4rRZImXHfZ4T\nCDYc8Bx6czhHU6VHHfuS+qY/WNueHGBL5S3ITSHs7Hbk7nWjXU6lbPwsDxp6WZXfmW9MjWY7QxY1\nYlLHezQPnmNsfWvlOaDtY5p2q74/ino+Q3ly2TGl9KF8PCKz3R8ig69/vnz/1wD8HWQA9q8B+C9T\nSlcA/yCE8H8D+NMhhP8HwLuU0m+We/4zAP86gCH4crEFkZNRvktiRYXeXt4DYOVyET4m2Oge5n1M\ngmmMrDUXYZVW3F/P+PL8Nd6sD9hOwBaBUzzjB/FH+OP4bQABh5i9BCeccY8PeIMPuNsecbeccXe+\n4G67AHNCOiTM04Io+aEURCXkHUutcmLR7/i97YJboAk4YgnoTGVCH1qAJuCr5u6BgZ6AhCOulbIJ\neYmiLulUIddb2bTYNNUErbk6qEXA1106Ms4BjRA2AsiLij2Y1ap81Etfe3RIeTnBXeuV+VzpWryU\nISKcNszvLjieHjDfXSv4smal6hUCgDNObllbjQ7tEj0n7W5HAqgMvn6MB9xDRwlFMR9wceCLT9vz\ncG4ISKJQ53XDYVlxTGsl1V284MvjN/j5+KPiwcxjc4cHvCX4QvbsTuuKw7oA1xVYIu7iBYfTknPf\nTSoP/VznLstZYiIJ1hOCKdawwcVO1TFVsLwVA6uBHgMApt6IPp+eeOhajxfsXfuh3j+dnwxr4HIs\nyjKoZrg3/gsSS9fIIViqCfPDrgi4goYBj8rmHOjBjk8LQqDPOL/EeZQKAHOH3ntvvILWOqa6oSXy\n2VuRdVtNF6GcqL2s1wvIEELne4Ia1xlo019UgQ1lU5NqQk8iyef/5lQTVYcEkSO67BhMPsZKu0uR\nrQR00t7W+yWihwCO402epqHLo540zIOgbOTh/iMFXk+BryKaP6qJozo/Zz0/5fIk+AohRAD/G4B/\nEsBfTSn9vRDCL6eUfrdc8rsAfrl8/mMA/le5/beRPWDX8pnld8r342eqIqrMPVZQrTD14tIvbJDq\n/hsTkKiTzSejhHuSgq/s+fre49d4d32Pc5jxeJxxFx7xg/gj/Gr8bZscwaz4CUv2fF3PuD+fcb9c\nsJ3yOu0cVkxFGNHzRevVe0n62KzW88W+5hBtn5eJVi7rUO+Ii+8QwNF6vtgfIC9PUNhSqFQHFHrv\nEo/EAXicxyTqQEZT4rAUQLM9dSQVeNH7xXiU4vni8kC37Fhqr/9LEO3I+2WLf9eqlLcQEI4b5vmK\n4/ZYLPpVnmF0VgDGZe36ag51Vv6kQrzDY12GiNiq5yunCXhTQFgEwd6xWOIEK6y193wZ3Mj0Kgph\nXTP4WhcOC+6nC97Fr/Hzhx8K/M/LkW/woXq+pm3DvK04LAviBQhn4G664hAXxMMo+LsFTTnYX5eA\nEvJy/FyW+Xtlo4DCe77ccuUQeJFvzdDQ5UsCCea3cnw3ABCWnmT1MaHQjP9NWxIBoD0fQDde7PMs\nAFuBz1Tl2IYP5bg04zcrLZ3opaPni9zOyeJz8QGpmysW08f5VekX/CtOGyKTtbprlQtauT0wugDU\nQ75F+vskq+XeAfDh8yjbmLeR8YUJASmG3WXHAA9c84YXi9PtysDzZXkALdYrP4KeL8vAn9u67/l6\n1QCscQR+VH1a5+eu52Pr+sTyHM/XBuCfCSF8D8B/F0L4jeb3FG5HKX90+Tt/6X/GD9Nv4YfbL2D5\n5/4sDr/xpwCMx7MFXy3geu4ru3EphlrxZMV5wFLCtKw4Xq44Xi7YTgnLli3yt+E9foAfVSXYPu1N\nesBpveBwWTBdC9iKwDTleJgweY9E23MFIPZdqjRQpZ5KG0bBmbxHlxYVtu5NIlXUbiFDJ0QVMD17\njGjceRcDFR2q52tvXGoF1etVnuvOdoQDU0o3zXCvtGzb1j7QAZYJCBO9Dh4M6PIDhbyvwejdti1W\nZdYDM81L9AYf6u8rpuJXu1bwzehHPq31fAWpu3pGUkLcgLgkxMUU1zwvuD8+4l36GhcRIxNWnErO\nqRkrprQibhviuiFegemCfO7lKYmHST0wHrArnZQee/mefH09xzhatx6IuuMx7T6fdHLTom+4u7YF\nQoCXU8IiNRBbAYszDAZK1bgrAO73VFvf37s/m0YKu+NRiccNHc+ia6OC1hBS9nrGDdOU361Ym0y+\n+Fx4rnVubnN+D2SJ9NtNS/CrMdfUz5RBU2iWHVNZnRnRU75veW1AXwX6fY0G/gEUYLlia8NFsEpP\nNjdeLW8+qwwNi51r9P+n6nwuYnjquZ+jno8ppZ6v//7fxW/9vb+N+597wDf4P15U1bN3O6aUfhJC\n+G8A/DqA3w0h/CMppf83hPArAH6vXPY7AP643ParyB6v3ymf9fvf2XvWv/CX/gz+/vYn8H+tfwIf\ntl8DZJeVUtspvlJaoUZ3cn0Fn0mGkTO2rCc72NRKdk8t7ykhbAm4AuEKYAHClooCOuMNPuAdvnYC\n3MDXexzXM+J1Ay5AmIB4AOIKxImWrwVb0q5iO82y9uArX89g9tz4W05aAAAgAElEQVRSuqktlmF1\n9+n9Tkg1vdYXEzZyW/YCOex4R8gYGAzgmZXcmeQVQtrdfdi2Y9CJbryyVE51pyMVNkclP6+4PZCe\nnKiqFOhj6BdCR8o6Vd4CIMsHYrUm319+Tzpleh9qu6nU55KVG3gAYwS5bMQs/HuAzwMMHwgPwDxD\nPJN5A2LYcNiuuE8PeFuWswCAB30fimdwSitiSggrEBYAFwAzENbULO956rX0zqcnTJXPTNEYs3kA\n5sGuzuW6/ERF3Lzo+XpxEaDvOXarfWEMp1sulecbAPM1jPqXN3Hk9wMuABi1mn2sG0J9lvKTqvXN\ntZK+3anyKOnm4kE/SqkL7xXgFae87BhjP89zv2xTCyX1XqoJS3tBGZNbbBsVPI/0A0Y6mFwDzMuU\nECzeS7RmmAC/25HeRTOyhqBvCMDUY2jgz2QM5zzz7uWabcVirSs4AZKwOTUA7GPKrbFtgdnnAjha\n/1NteEk9L61L7n/3T/06/vF/8Xv4uX/iR/iz+FP463/5P/no6p7a7fgLAJaU0o9DCPcA/mUAfxnA\n3wTwbwP4D8r7f1Vu+ZsA/osQwn+EvKz4awB+s3jHvgoh/GkAvwng3wLwH+8/eV8Qt1epZQSg+79c\nmN9CyCkBggIvXcDzO9h2FTzMTsKKjA0vCWHNQfj0RrzF+zqJveLbctD9ekG8bAgXAAcACxDnDOBi\n4mTW8HjmiOKWc+/5gihoHlqNIngTNP7LeqwWHq303rL2KpLpOXgQOXMwOfA1OKOO7wmWm2gvjoWW\nsmXRHl0h4vSG98G+MwBm1iXMG8bg4Sd4TxWUAvVuJ5Zrgo5nrPcD+4dU69MIrHPepaPzYualjqUu\nazH1g/5OU0Lb0nu+yDGb70W2SiwtwwbEkHDcLrhPD87zpTv7as4v8sMClDAkYE2wBJM6mj3tW7Cb\nGpr5K1saJveL4+IKdPTVAqaPBGEOeCl4zu3V1LSaPqbSWfB/Dx5R69SyVvmQqnJOsFQTNNo2xG6+\neakUHG/m+1f51ZR5QPFixVTsmzGAcqRplhunyTxfoZk27RwLyIC78xi69B5KmwAFleoN6w1Lb8hr\neEelfQh52bE9WHtC3fVJiWypJkornvB62QhoqgzU8cmAzqJrp+IioB6YnfeL4SbIsXTs2ad4vp76\n/VPB0XPqf05bnlvPp5bPVM9Tnq9fAfDXStxXBPCfp5T+xxDC/w7gb4QQ/hxKqgkASCn9VgjhbwD4\nLWRR++fLTkcA+PPIqSbukVNNDIPtgYHVeaOznBz6fwuaEoJ5wEKfYag/RtVeN9uYigW/FO/Xmr+L\nyMdyMFfYyCq/S484bFfEZcseswUIK/ISjxgomtTTIgL4S259SzdezytykL4dwDuK9aGiogAYKR4P\nwGIFeQsOYDLaYBcL8PJ9J/jiuYZ9wKhY982yY9ueZlDGwCtrByfg2rH0sSh676gYDfQ9pZj5LAUE\nXe4UFWd9Z6oJ78loaW5eCi5XZWVEIa0gjGq9vX90+K6O8/h5tFhgYFrAV4gbDltOTXBtxEj1J6d8\n0kNAykCHhgry597z1Redo5YNr5wzuNN+z0dWj/WPKQeS9U1STWQM4UHps0oD/kdGRcaxUzWOqoxx\nwMsAjs4G3xtrkwISPW0gz9GDyCABUTIX25nvo0Nj9dXW5e8mbsvPuWcAsJgQY4n3mijR/PizhTQ6\nJ6ixJVcWz1f+nCoAazngFo+Nnzk7GrudjoOzHUlFjulW6Faf+wT4YhstxGCrD1IZo7sqOZ7ZyLF8\nida0VMdrKBufU3bvSx2/f/byuer+HPWMjPtPbNdTqSb+TwD/7OD7HwH4l3bu+SsA/srg+78L4J9+\nTqNU8bYBz3CfP0IwdvXr/3TqGnjRK0xZ2QTm7ymE+tpCLMtxdqakJkYFbO4dcMQSJgviHAxoEOVK\nq4+bykeeLypgZudnqyNWEMQdBzvfAANmdVmhobECNSoMJmW8Yi27qUJeLnGKrPckMKDXUk1sQt9+\nTFuw0CoPuVBeVYuW34hoPd9UhdQolHbXIaunZ8d2O5Yl3ASk84TlfMT1eofptGA6XcEVOe07x8lS\nTcizitekpvkoO6k0tuuIczUXCJw5LiNwpccAabC/mhlufEMB0k1cj6NvDNiCeQqs5BZFJGwhYosx\nXxeDnTGnBHXFz3NVl1kF+6Wo26rU6G4xYqvdoaCyfcm9Skt7nvIVhnO37RU92DSCAlKVDwtmmysF\n4Hp5lyWOHytrA4E1jT7lMQZrZ7pFD6xrk/N36jW/wyO4ycPLPqFJyLJii7HZ+OA3CgAwuULPc7k3\nYiufey+lJjIOuGICfP+dkWTjpM+1nd4F1OzsdkQKgOx41LGrr2GqCc5VS+B9LPPMQ8UnQKnoGG7G\niEglNIMbLux816l4NidMNayAO01NxjUe7BeCr3Gc7GfEWy1pXlrxa6vnifJ6M9wj2bbkhgE8GPuY\n0oK4XLg1OQMcP1X6Z0ptTTB3nt60S0ywqrCkSjxgzUt1MZj1lud/HWxVHG7HkbTbC5q17IizVAQb\nAiLWqmZvgS8LCrako3UcVDljgh4gyy38C+aSQTqVA4tD9SSoYDSQ+Ah6A7KK6T0ZJIbu4mqBYUKw\nCaJAtiyJ5O+5lU1rVoCT3GHB+rnlg0n6oF677RKxfHPE5cM9Du8e827Ho1nFBPkcM+aHV++ldtto\nttbdcvd4KElN80UaX7LBjo9pac2xomcsYZznizxD3g41ngZul1eKmf+ZvER+Qd6tVXYOh4gthnq9\n2wI7HGk/z2jq2JE5Ey7IMYO9GTWqk3PI0oIkhKE3jwaDx1Ye9BMKdRI6NO+OIgpSUx0L0r0mcm7a\nYL0joFWfvRkQk8xF5UlNE8G0FupphdRNeMeDpMkf6kl1srPOk2yKOYNhAIJqUl0xKnKKiX63ah4a\nD75MLjVyuPBSYBugu7ibVBP1bMdmnFM37LU91Q8VBHw1Ge6pn7i7kvPNjPjn6SnjVS49Wo47IB/r\npuDrinzahT/Sy8ZomI4nwhkYTxbtq6ur91Z+UjGFy+WA11PPt1ReL/hSsNUBr9EW9efUC7QALH9P\nQREQkbOuK9uqsFMQUsVAEQApaKCqCQ5dJuDy4SWsWMOEFGKd0IkArDSWnhJOQM1xpJYSy1Ssrrty\ntAzFWg7AztDq1IAvlvaMsN7jiNpvxo5Y21IJBJejNJgsUpaWWLfmEQLMmzEUFs2YD4GXDrACrzYG\nRf7Xeipg2V1K8fewDz6BI7CdJyxfH3H5yR1CXDHf9YqLC7UUqJq3rfJzgNvOzzxRpwK+7vFQvT85\nd5P3EhlI9EqZ487rWjDbhdrTe6j0qEs82UNGb68OAVuzhikrLYKv6I2LUTFQod488vbFxUk9T/Sb\nATPBzrssP409X3UYPN+2kLBp9A3Pl583ekg5vZV1+Ae5xlh4MoeXXbbjlcl3yZO6PPWAe1QDCToP\nUOvSUAKCr2NN0kqIr3J5Q4wFZgcPClvZRJlSUwYFC97v95cTrHKzUXQyr5MRNFaDz3PIeWpez3Lv\n8Iih0LXCuKD4lCijh6kmjM/aRMpPmwj2FIJHFGor+MqeL43nzP8dym5mk5MtwEYjG59oTEtbcX5o\ne5/j0Xt28cj35XV8aj0tMP/UNt0orxJ8sSjwsu9YPCBguRWn1VoDptYtEesZRzzgDR5xqlOYbRnW\nOAPpWGTmIS+vrJhwxgnf4Av8GN9vlGv+L4aEy3zAeozZ4z0DacpJWlP0AtsCjUMVQipclV45KPtQ\n3dUqEE7F16LZ7CnC26g3BTj67gNKuZAi48UdoEwWuXnvgVpo7Eu9t5ncVag2SnBvLIZKsH6mxT4K\nbE8WLCzPHD/Ct9GA2BVzzCccxNOas7fXZJI9cG8DqF1bSt9zlvXx0qC2wS/j2sKcAa+LBN0biBh5\nEWtb6UwswjrNsHy5CVgOEz5M9/hx+D5+hO/X9tBDV4FSmLDFgG0KiIeUDyqbcn06TjY/PLCgV5A0\nazc5tIBzVFLznvkUFocz8nztslgyutx6lWvoUcoB3FsBwaHO1dp+iT/jjte+P2HwiX2zHF7t91r2\n4jn35pjR1/OpGSsbEOMwRKRX1n6u12XHQniTeW1rvOzz40DDIEmqiT0DrqFGsl91s4G2niBwDSXR\n6oTs1a8EzYw05r92Xu+XTF8mA/b5FzmP1xKgEOBDBrjUTJlO+tyUlZ9YPgqLmM0yLjpBnyLSrXq0\nvs9RzxNlCHI/orxa8KUKKKhAa4rh79av1d9AYtGOI7vz+hUTPuAtvsYXeMB9XTjcKykC6QBsb4Dt\nCKSiWDZEPOAeP8b38Qf4BXn+ZouRYcVlPmI9RWxTvjcdspLagsXT0PLTZUcFX5xs/P6KA97jLR5w\nX5UgYNbxEWe3NEGaKcy7JTizpyZ7B8nluY2iRLic0wRVa/3smy5NOMHNXVWhv1fH2Q2uDbIHXUVb\nal0WD/G0VerGXO7Ky3wlW38443h6xPHdI46HR0zN8ULkvZwWgKkmDlWYtgBMAQj7zpQBtkwZqoB+\ngw+SgFf5IydZncSCJg1HIHu0ZJQKWKockYDrPOOr6Uv8bvgl/D5+sfbxhDPe4Wu8w9fmtaD36whs\n9wlbBEq2jEpNHTq2h8oISGB6BnpmNOYrCL36YtRI0PWWxgNyA3S1HFINgydebBc9lDxXYiveC9JH\nm8RXm3LEQEHfNtZvQdkWqkAvoaaM2FMWNNK4a5Z1GxV7cFV3B+9Moj3jqg0jUPjHJWuleyvnc6Xl\n+TXUwH5NQPXj6xwbz3flNgVgJnfXsnyOqfBN7UhyxyMpzRL2ad0Xi/digpCcwf7iljFb4EXwRaO6\njbP7tsAX2/xkCc37M297sp6XdqvFEi+qJwk/vby8WvBlwgvVshheBA+41FvVX21bebOl5a1pApev\n8CUecI97POIODzfbmI4lvGktAKqCrzf4Mb5fFBOKUFzrQcR34YLLfMByF5HW4jWbgXVCjpGpbcuS\nRYOM1aPVer4uOOKbAh7f4EMFaLyOy448boiCpwVeXljmz7QEr41ItdxVRbgVzxfqWXk6MjxcOJaY\nBQaK9s8eATDlg06M7nm+EpWl2bf9LtHnTyRtZSieryMuOJ3OOMZHHO4fMB1WxMPa3NWnmmACXP/y\nIMQ8VrHsXEOtIRZvyj0eXExgAE8hWItl7PN82ei1nry8zFl/C8XImLNXlpdfphlfTe/we+GX8Q/x\nK5WGb/EeGyIOuBalVSJYpoB0THk3aDFa8jQ1QebbYn0Ecv69awO+zHtoqnk0VqS1j4upF+wCsHZU\nVB5VwKEviTekwUhez/P4iBXnSt1OVjk25Jyzaz1nWCEtuAuWy8zqIeRnVc5ayC8EX/SQ5p2Gfm5W\nEKYxkTfSTIxkdwBjJ5vNHuB2jT7Hoo5c5ZeY6vZwAsFMc6NbEQJ+3F294uESzyplm3pw05SAJDSc\nNjCFDZ+ncb69LN2nkS6VctR0s0yqlPHgi/n8eB97+e2Dr2cWZdtPac5nAU5S1yfVY+P70vJ6wVcp\nYzdyLj172/Ta82foVSqYc8zSEQ+4wwe8xXu8Ab0Ku88PAdshYA0RS4pYp4A0ZWH4gDt8hS/xI/yg\nTuQJK77AN1gw44vwHpf5mGPDthxPsE0Ba8wW1ha8gG6XQHVZif2lsOZ05fX0cvE8RcYIZOvWrOXR\nEld+HqkN1wa20MVkOM9XkmB7CyZVIMfUturpceBg4PliPztuqIqwscQplOvSyCg/VHv9uKiicOAr\nXHA8nPOrnFnZenTY7na3XiuoW1qYJyorFYsTs7Qm93jo5oBZxmfM6M+AGy87CsgtDU9TptiajDCX\neMRX8Uv8Xvol/MPtj5VYng3fCz/BCRe8w9cVeBF8rYcIxC17dedQDko3xVjHUShsnlLuxJsb+mma\nlPFY+fEqz6rnj/rXE6mqKnXd7k/JNWUKwkZD0zewT9ykUsFX4/VSfml71soj1mGA3mTgiNf25BmB\nvB7iTE8U7+28X25H8YhWA8D/hDd7tKQ8HgtUz1c93Lu2x/fURMMYoJNWSzEIeQ7mtUDZFWVn+qQM\nExCm5DLcWx+CoxWftFeMLzTJhwdfALA213iZvjhaduDrY1z8vnEvLzonPgfw+lz1fGJRmf5SAPYq\nwdfIWmgVE4uqreeUkfVEQbMWKw8yiUZgToXENRzwGE+IWHGNxzJRCeTu8R5vqzDhmvwRF1zDjHM8\n4nE64TGeajDyNWYXd25fFtIzAAY1K1DiBCRljkXp/SJ+v3ju8s44DbK+x0OxbFcHfOx8MNvMwPf8\nV0FaqluqjyWtBQo9YhIANjwgOBUhv1QLezQfbKwNLI28c/X6btkn1QN87ZqxJTpMM+EEuedJLyTV\nd0pAfIXxjuc1AmZayO0OVrD5stOUqSZOuOCEx0q3vBQ5lUOEDoN6ch1HnHGPR5zwWDc5AAkHHKo3\nSHlcAXaKmfcuYcY5HevIvMc9vlq+hx9efxF/EH4JcV4xzStCTPj58MOaroLUucZDTkgJ4CHc4RoP\nJdkxeyzAplHwuY0osOuAM5J4jLSGfnzVQ+y3/2cAlt3WaPJ8qQo1b6n3sNELhvG79CNKP3JsXo7P\nc6kmWBwA8wCZCllTRANmXGmwt/KaAotbslVpdaiRo5duPAKSpY0IWz5UXoxkB+Arx6BuZOH9fUSX\nzvZQ+wDAxSzW9iv4BWqcYqzyQjcSrXUMkdClmthS5tPRYfdA3jySYqjHh1XaRduxqV5HW5Ho6T0q\nRn8LD6BXnCl9bCnZn9RLGa9jCfTHz7X8+azyGYDKd2VcXin4ki1H7ntVZ4BiT2Df26WlvVaZk2vm\nWQiY67udONVNHSZcwgGP0x1CSljjhCXknY5XHPGIO3zAmzpJGPzMJaJLPOAxnPCQ7qrVdg0HbCFr\nKRVOUxW5EZObektt50HA1yPu3E5J9veuKO+pKhUTGlwC9EqMI0KBmHddsS+nElit7vawJfC0Hnq+\nPHihxZbj0Qir+vHuvTHtS3lDvV/1uJHQ1Cfb4T1fJZ9qQsCPXuc9hGs3Fsw2rx4HtcX1ENxH3I15\nNmQFwd1bqrjf4APu8Vgv5XJ5v4vNPh9wwR0ecIdzBV8JwFVOGGCpqrBG3APrNOGCAx7TKd8bAj4s\nb/CT9Xv44eUX8Qf4ZUynK2ZcMM9XPMa7PJ6heF9CPu5qm/Lu3sdwynxe1a7Nxxaw5L5bEDLTpiwl\nvs1KD/IVtOhOz6T0ab1fUlesL1umDkDz3PrlUFGxzXSMMT6HoKaOf9cOwhCTU7rVQNvgAZMHX/xM\nQLEVhd7ySQu+5rL8yNMSSDM3B8KGWM5lbJcdeV3L360B1Bp8lDVcIqU3p00U7Ggf7bPWmw0MO1g7\nINWjm3S8UwqVujyxg/GodfNImLBFZE9XEPA1rQWA9bsdVYI+VQy88fxVlNFPNb3EjNVJG0ohgi8a\nDFHGstJKgerHOGrUozto9Xfl5eWVgq/eUlChSu55iddL31thkhDE3T4S42becvnnGo8ZPCHkXYuw\ncwvp+aKHg7E5F3yDa5hxiUc84oQH3NU2LOFQRTU9TARYW4EtXkiu2IpQzZ6vrwAkXHDq+guY8Dfv\nmdVl27E9vUklwM4Wm0sgNy14ppqIaStJDBOwheH5fTz/j4Jdg4FHYx6bcRqBLwDjJQitNvj69L4u\nuepgCUVBF4GXvufEq9fi+UL1UbCyCIsPy14rJs3ti+YX0+XDt/iAN3hfv+WixJ5XI4Pya4lfzC9S\n8FICq3k9795CrOAPAVhDxAUHnMOxXvN+u8/g6+EX8fvpl3HAIw7TGXfTAx7SvXm+SvqVazhgSTOW\nOOMRpwzGwliy+3FHBbY0DhbkY61GM78H+sbfOdUEl/qS7TB0rySZNajMvAehe+4AfLX8TqXI+XfC\nufK+DJa0oTcyXCoYV7/tMNX0J+Q1KmbyWx9WYDymQE492xumnrYlUar2t+17y9OW52sT7xeBJiql\nCBI1zU4XEuE8X7T0vIHk08EoAEP1fqUUsCXbpf6+zLIZC97iPd7im+r5wmR9BoA4bWLQmefrZakm\nVjAW1+JBLZn1gqV6vQxmBZxwdp4vlUkdUH2J52v3no9Bcd+Vtrxi8DWexMoLfFfWHoGxAFPE+nv7\nGVBGn3Eq1kZCcO2oSorTJcy4CmgjGLHjd2x5iUsN9JwxHxgtQNsBlZ+gQJMlpoQ5rTikBad0zedV\npgzWEALmuOIa9PgSo8ecrrjbzrjfHnMcUNgQ44pjuOAQVsS4dVRRRabChZY7X5XOMdkxHFG9Bbk+\nW0z08WP9UgV73fKBXyZzjKHxN/Ib2zbiqZFrvlUc3QX1kwGFdrk6IeSNUU197Lejm3QhSN0Q2hzS\ngmM64z49lqOMIpa0IERgCivuw4MbN949pxVf4D3epEeccAGTqJ7DFVNYRJkk1GWbAv6yVyBiCROu\nYa6t2uKENAVgTkBKOS4saGC4jXH1CQabFxrUrHTU2dvOU46aB8ItGM+vdtdmJxNUAQ8z3JMP91gg\noRu00SDKvFHvjV9sq80uqSb0QZ7XWwCkdFZ6ki4JuiFmn69HtDagas/2nl8zWtt2jeaYm4NdWgr2\ng+lwo1tO1XEczvvi7R6CPn0OAbcnr6uXxqXJuOKZjxlsxWierxi3IjN9uox2vBy/DIYgpoR5W3FK\nV9ylK9a0YksTYkyYwopDvFYQ7Hkn4G57xP32iPvtjCmsiGHNB9/HBVNYa0xaFwv7nHITfAX39qqK\nLTfQoepLkOtCcw92fvvM/XzF4KudxH7GxBEHY2fpUQQhgjn0R+LigCve4n1WdmVnILf3e4FnPhC6\nrPlszcysi1MRm3MXb6IiqPYWsXgokNq8RgEJ07bhtC44rVekNSBtAYewYp42nOYLlqgHgxtNpnXF\nabnieL3miTltiFPC3XTFPC01lkOBT28RX6qlRWVa6Z5dFTmVwJxs4tdWcFeQgc4ECw4dCU8bWb8t\n3f0agiVAbBB6KOPOGJWR5X8bbFkLlKZK2wC/22lNPFtzqxM3IDk+MbrtKy6FMVNacdiuOG4XhDUA\na8C2TZinFafpgus0Q9UoVe2UtiqcD7iWDR3AMV4xx7WeIqEnPeico8eVW+gBIEVgOiw4vnnEKT1g\nOiyI8xVTXGvCTaXHFXNVHOrdUMCwR/PsE5lrOxLs0HDjGyuEDurV6561B7xaUTMqav1xGUfBfwPA\nuMxuHs+ASzHKNm05N6roklgdiT2gah6t/KzNeVYZOE6jbjTHDGxZaINGMHq69gCsnb+eVOTjrTu2\nq702y7pYk7wGpAYEyQaF4Xj45+uyNgZtG5UcW/mISZY7gSxfQkyYphVTEvA1rSIz8zjlg7AyU2Sg\n2bRzUOK24bgsuFsvuN/OSFvEtgUcpyuuhwnXOfNKSuZNJxWPyxWn6wXH5WpgcEo4TQvmmfO7cM9L\nwNfufQMD5LWVp0DTHvDC4PvPDMBeKfhqvV5JeEBZb7wbSP+vFlbJFzZWc6YMDrjiC3xT82MFoACn\nXmDZop3G94QKvNoXBaLa7KYUcjGBzOeZMKzWa0qY1xXH6xV3ywVYArAAawg4HS+4R8Qa/QRlmZYN\n82XDfC5PPSSEQ8Ld4YJDWHIMRxdobi58VSK5r4dqqQYUsDUn4ACEGTnIOtg4kna6s0gFemsN+3b4\nOnoLOHSeL1rZCKigYAS+niojnjHgxToMVG6YsKWytV+sLxtLW27t+d2XgISYEqZtxXHNAjpcgbgE\nYAs4zWdcDxPWFNDKhoRsVR/WFcctH3S9TcA2AcdUPJguQeZWliuMC1UZ19kVgem44DTl/cEhblk5\nxdX67Mb50IAu7yUbAwJipFhBCgGggq+IVPzTxgrqMbE+RBgwrZVbWhS+P2c15SmvlwxEnjt5CY+L\ne5eySF3BROuJE/CFhlZt4fJz3o5wrc9UI5A0YFiF0tnorQlh7HzaNhXMczxfRqYCHUNZ9tvxfLEw\nZxlgQfaTjG4nHYTWKiP4Oz13qjNuFfLVXYmrrHQPyAeCT5sDX9OUwU6s8z84fVH11w3+AIC45Tl6\nf7nizXJGWvPcXg4hp1iJ5JNQeYWyfb6sOJyzXA9Tkb8TcDxmY6jmNHwJQLp1z2sGXgPvZlfCzueP\nreeF5ZWCrzHw0t/zey56xd5dFhDaU1AnMyf8EZdic/lYGlpgKqgorPbAV+uo96G8HnboWr8+S18h\nAdO6YV5WHC8LwgXAJc/LdS05x6aum5kOCxAfgemx0O8EpA04YslekGksQDWGguk3cj8bJRryxMcR\nGYDFvj6FdE8tH3kvkB9VP+4w4NV6HwKGQt+1pslw72j2xKwzvvAxKwkh57WCJXhlrKACipEftu1l\nwIZpWzEvCw7XK6YzEC9AWIHjEVgX5Kzxo5KAaQXimru3zcB6AA7zUoSz0rcZgwA5NN7iflIIiPOK\nw3zGoe6gtLgko0cs4GupNTv6tPN0wCfm5w5V0Su4slrsqhYwkIpVLbdgR4FXM9y74688NvB4sTB5\nJnOfEYC5fb4D4LVXRrzS0lO97OqxvNWfVqbxFdBnTX/K89VLrVSPFsps1fM65R937upxSbs8U+c3\nP9tcTNVLNuDrjqb51W7O4E7iuut4Wh2AncLayBT9JP/psuOgxFTk+fmK0/UKLMgG9THguAFLYiof\n5DyKeu/ZZDoO5XUEDnHFNFPKSBs+pjwFrEa/73mIaIS2n/fu/VRP03O8Vh8LwD5jefXgy6Zb79bu\nrCC008z/ZkLDdvXxewpyKpgsUGJZBWifQSU7ElbBga5RYX26R4490/1MgM9mnAPx57xZZw3AFcCj\nvDYgTECc87LQkLYrEK/I90bkSc6lDmYed+OQP+mSZ5RWzliKsCzb/2NCOGzAacuHSs+2FZtjR09A\nPg5nlWep8NaXLbrsgRR3+HO7a1GC71vQ5Z7dLFt4PuxHWpV/14eU8jgli4VTAMuEqVfh8ZslAeEC\nxIf8Co9AOOfxq2O+A7gB2HE6EQj3QLwDYgBiBOKk3kQzEKccG1sAACAASURBVNS4Ia+yn7p8qvE4\nI1BArxm/tePF/Rxt6Wjz0+4gmNNnWSv7MWv9z4WUFQQMX278LTiALezGasfz5b2JBrlSDY7OZgwU\nHBHzJuN7tsWDTWuD8qPmespLaOeacFXBcw/yjYpZ9qW6KaYFVe08YBvGv+0/q20L+czkoQFtts31\nvwG+IRgPcAm93SE61r+W5oFhFccSG8lnHXh8mPBRQI7HIgDTOvI4GHvs8gvLhiyTz/4V5oR4CJgO\nNBpSf2TtNb9wRT6+6678wPCPn1bh/Any3hYFVqN79bdbHjf93N771P1PlVYWfEtevVcPvnph4SUk\ngRDLOPLA6mUG7yh3UUiwxlAUi1mMHtx5EaSu+uim+wgEtuJY8/xQXFDcs23cOTOVmZRSyIDpErIC\n/gDgfZ6AMZhnekjbhJwGYkMe/TUDMgSgnNHsxoAufBNdttuRhcDwikOOLzgk4C4hHFOOKQu6nZzJ\nHJdq2ZqF3c/IfT5ogJQG+kcg8MBbvuIm3k/UvlXQxbxgRYh3dJNn+yUvL9jtHUAKeawCEFIW1FTm\nhDudQtmb6VsGX+E9EL/O4AsPRejGDKLSzq265BEOua4YM2CLkyl6tpxHbrEp5Ff1oHgwbikF2rFR\nhZr/12Nf1ATq6Wzz03JW6RIalTJq9/zOWJ2ldpapgL2944V2ABhPIw2kqX+4AwN9SgWCiLX+D5Ux\n7vnJ9cXAgfGa0lg90rrUSi9OQKoJLmp4QCMldbzIk3mOXup3Y2MkW24WLdYDsxEA2wN+6vnKY2x5\nGHvAbfSml7alm+52HPtaFXxZbB53BfOeIy6YQ4lphO0Kn7C6cAbmPySvZQNc2jwC6rmz2RCmPH/I\nrwAgxgRMofAFOuFe5fkG4A28If3cZfSPLaH+yaUFP08BJ/Z9NO+Yg+1WXW09+uynAOBzylP9+Azl\nZwx85engae2n0+gurZeTrLfm1jqO9Ha1AkkB1Ch+xU7T63dztYUTk9eyqHsdMMEaseGMkmcpBaQV\n5vn6AOBrZEuJE/HWhGNHj7DJOQO4B2VYVWah9t8rW016CABXHPLBKTHlHXCnDMJyUkLGRPDx5vkC\nsJ9uQdpwC4TV68UKxtDzldxkYr1AGub1QvPcW54v5ZCAXqkz0H8u+1sJdrI3wvJI7Q5cyuArfgCm\nr2AC+lz6cUtI0LkyAbgvwPQIxGNCOKSa9VsNgxQMTI3AF0HQcBzkO/N8KY/3O7ba+5UOjKQ74IJJ\nltJuPVvHSz1fFegz0/ke8BLPE4GTweOEer6fCvnBK6+C67YaM9EYq1VLgsw/DyIpoxR8sb8EWZpW\nAsjAgOc0jsasrUe5mMClHpAu9FbgNbm2+uXgFhz78UXXjhZ85XZsDny5/qvnC6gpY9Qgag2lEegD\nzMglHQm+OLyHUNJ4BEt5wvoV6LepJrS/rrTzVT1fDwC+yS/Ll9jy+eCfUOoJyMBrgeze/cwl1T/+\nu9aa0tIaLFpFe99z6xm1Kz3jultl1I9vAYS9SvDVl35URp5bK2qv6jde4DhlU6ZZC35a8KbKyMR6\nzlmuYicNOa3t1b5HwdqWo2VssZTuiFDyacHHrfC1N+kUoEzN9ZXhUr1U+23+in4be41fihumw4r5\n7gpMCdO8Vs+XCkC1Clv63nq19Ov6FZHjzHTpsXzWhJltnFU7Mhh+3wtSrYPKjqByQ+y8KLlm9aOo\nYjZJ1JoOtHjDClsqLnEhtcl7Rclcz9ws9TXt0z4ZNSxgnYVL6mw/r2kNluoRlT71/kJ0zzUfnO1w\n1V3Fo/tGSn1vDAOSP17I7XYc31dpFFIfQI3mc6WngVCd2/xf6V7bUUGYHwOt1xuCBoWUpzKteVai\n90yOSmtUsH67tzU1CdTgejWivQM/BSSNlvkJ+PjZJQpt2lNpTvAV95fwbSzGv3FHakBeUn8sa3cJ\noQIqgiqek+qBqAE7T7N+LmPklVEe1DlaAFQYN53EtdcohpHP1PfnluJN7I75G6wO1H7IvXt17t77\ngvZ9lnr+CMrPCPhqLePeOtZCBbc1k0CvVyEI+cULx7FiYP1MsblgQqwgxB9DC1e7tjF0bQC8kM6W\ncajPYdzMkDQj9+uo7E38nXtGQoaCmTYld1ollO3Y84LD6ZLTEZT0FVF6RkXKFB7Afp6gPQDWCuEU\nQl52cwH3AsBE4NvZBQrkVXFDfttXVq1C9EsWfWxSVpoRCyypA9Cn2QjSNjcwIw8NoMy711A2sgcM\n0n76Gmy3o/eGKJ+y7xxXXc5i2YpKu5ZNK4QInhvIEb5TAT5oPs+FuQNgewDL+mTt9QoRqJnOqaQ2\n8TQMeE2BoaMjlV6DCfgs0o78YD4w8UTxWC4Bf/p8HUa47yknsrfogEsdlwTmHETHi+048jcu75Lm\n41QTBriz31aXe+kJGsdC9vm9bNzzUmfO5h6xVa+dAkHOmVpocAHdua2jMW8pyd/otQrIS7SPONX2\n5KPQLGPjVOO5ElovH9tIT7YGbDyrtODlOTJdr9d62uv3vRW36yyWnwPKNwyUW3Lmu2LlZwR8WTFR\n0YskFk5Bm6jj672tpt4qVTrt8wke/Il+KzaY8/l27qL++R58qbJjPRaIupPn5rlMPgJeT5QRAMtt\niiWW5ICNLva4YTosmOMFiKGmHlCvmd17GMRjPA28SLuuxCAxX6k7LoggkBnHtX+j/t7yqqrSAnz2\n+js8lmXYU7f00EbF5Hvb8HMDfh0HPgXAbpUnBKIFKRMkmxKz+YTSD1NqVMTt+HCO0PPFZBUefLFB\nfX95T6j32JJjOzp7Y6ht8fc0gLZ6kFMGZeWHXfOu3b3WeRYUcPfgq/Wwt1W3pZVlyodKD87DDHIt\n/rSl2Wgu2Ri1y+ItBN/qmOf7DNS185n1RkiaiZTEk6IzKYO/ezwgYqsbclowVe9S8FsIx3pHMvQW\nSNd+59NJ7nDAgrf4Bnf14OprBacsEX5JkzRTrRLhlhXGZTSvW/B16952bo8MsheDr153Pmmcfge+\nniw/I+BLxcZtWONVtUYakatHKl0Fof4dC3gTQZZxuAVxN9iya+se+NJnMTdUnZcU/hG2q4WB87mi\ncVHvUMnDZZ4ivcj6PAZBLS1z4Xbsw5QPl54DPV8+FoN947P6uk0KjSCw3V9oaafq5rgzAq/mvbXK\n+/pVqIxG0PdYPysAO4S8RLGFOKCd9qQHXqGp13Wb4z0BBck8bRVHIB0BnALSCQgz6uYC7ZNypIJP\neulaz5dygAIwHd+lgi8AJfjbQ/HxPGlp1qt+myc6FreKtq/u/nTAC0WHW99bWROQ6gHObs4MhBLH\nMSHg6hLqWntqnc15g+pZ8KCJdXpA4gGW51+dZ8+Je2q9TayrTY5T2148PRnE5Ja0y/o67zzwMp6n\np4lgSE/SUB5wGqCCL1SvttLN8ZF4wfV+to9HrKHyKHd9Ljg4z5ekmhj010ra+R4jxrIX5/ah+W2v\n8Hq+q3NQ318KvgC0CWwNkA2u/9hnteJ3RJvn3ntLBHxM303FPfPhH19eJfjaU/gKSVg4tdu7Rx6t\nthZVfFQeFOPboB3+maOoodYeuD3abKcDEU3bdIkPOCCnAEimhI/IO1wm5C3G3HJ8K9CSE+NQ7rkr\n9UwhL99Ja/STA1nIW9H12w0TplCCTtMFKUSoW14j5HgupC4OB2x4MUOH5GIf3DJjSQBagdhAGFrA\n/R7JvCJhjIgqsxaITXHFlmI58sOUFnMIXYtYf17/kGfrHYC3MEF7ba4ZlDQFrHcB211Eugem04Z4\nJK2UFkF4EugNlpGRMKZRAPN85UPm+bvNM0vi8NQ8oeKeEGr844ZDN3fGZGt35sn1Lc5vhHc75vpd\np2Bah3TIDwjI+fAuyOdiMibQDjjf2fHYSCOLuuuXqHVe0VOYEOucQ8NrOmrKrzpPDXBcqvRsr1G+\nZ7vsDE6CLS8VVWqOvN0ENv0JBt54y2OQyg7nzGnZoDCZaYBqq22oYyNjx7pzctUzZqx4gw9gslU7\nM3PpPF/s7+TodnHXuByCDfCr/3N+cxMUjWON490rapCdyusIA2JaPhaA3br+OUCr/X5vzo3ATlt/\nbOp5qs5Rm/Y8hLfa2NSjpv9TBt+t8jMIvlpx67+xaW1Ttb2WLnwVqnavKQUPrTwQ2dACJy9iei7y\nRXsziqWhIGJv1hIrs9J9H5F3FVKJnpCDM58DvlgI3sorzQEWSWxMprRTC/qAJPEhU80mNGPBMVyx\nIuazAxsARsF+wgVBlPHQQnxuqRO0eL2qxysL5Ri3egxI+5wQUl0KAfYBmHKI7qDrgBzyEueEFSmE\nDL6k/7az9jTgsxv9I1heYZbxFSaYdsEXsL2JuL6NSKeAFIBD2CQ/knloDGRZIDX9Hp5PW3epnyuh\nSC1d7mKKkpH36lbJc8GU6rUAr+fcbzOMKRgawKZCduBFVGBh4zMAX+1zCf6Rwde5QK53+Los1F+7\nuc9nh3q4t+eLNqmsghLdZcfR4EHvmXanOh4trxEQtwYSg8wp28zXb54xPssMCwIR9Y7ty/Q2nYYC\noUmAUxvMb4TO4CsgAdGuJY2Y7rpqgkGyU3rd5gK2FGQaKNQTexV82ZYjpVsORDGDxa1UbPJgGwQD\nX5zrJ/jg+71CbxnrOJT3Fnzx+R8jYp+2jZ73e5Dn6vto7qXBvaO59hSQe057ws61T9TR8vRLys8I\n+KIQTI4HR3CsBVD6O0GTkqud0LRCNcEepAa19fplE+MSrxD2B2cPfLXeogk8I+9QUiokD54CbLvy\nFbctJTIWJysn/YTi+TIAGOrlHoKacMo+wisOmHDKAihk6y9ilqQbJrS5NJet/yQ9/DRmRsmuzxxf\nMQCxeL7itDXH6Hjr374ngXqCqZIgkOg5oFwTNkzBW/FTUYaHohA35OOZntVf9XwBJmRX+E0Go3IA\n1i8Crl9M2I4B4ZowXfOZk3aOp8/nZp4v61W/7GgPNLp5+mrSTObpauPenuo9eYYew0fcYS/2qy95\nppL3soyfniW0W49L/b54tTplqqV4O0IArpjxAff4Bl9gluPL/j/y3i7UtqZLD3qq5pxrrb33eb+v\n7W4i/kRE6AQiQosXuYgXARW88+dGBPXCCEJAg3hlrlqF3NlIbgKioEEiiIooJBK99EIaQ9SQ1kjA\nH2xsOv3p973vOXuvnzmrvKgaNZ4xqubae5/zvp3TbcHca+255qzfUWM8Y9SoUewo7wVSX3Zuvoq6\nV1atRTKnBHylavk6VqAnYyFAScbHl6PBcjTgqECpkeVLQLvnVwJ2fV++dqkFTXYVWmcOM9+k/6ca\nzLVtqFHKEsuUkRSdIJc5veKEM0444wEvAFB771CBrJxwqsyV44ixVT9ia08GoZURiGDL6YwCuORo\nyOQ+9yaKzH3+FGuYL/c9Vi/uqy+1fnmQ8xbQ5K1ee9aqPfA26q/XLF/vAXGdVHxf+irBl6S3IksP\nvnSRQZkza1rCzDKK4zeX1B8NpGEgmIZs8ISRQBnZ52w79sAjv8PP6Q8ZaQpYDxNuU4mSGQKwpYh1\nWbCuM7ZkqVVyiEiIecMk56xNBbBclxnrPCGFUd1tzRjgBghQBTGgAjDEXyJCtU9mnjo2urRktXp0\nfQbskHrVgDGloglPqVzsdO8Y/XhspFymCg+r79Ol0JiAM/kUgMNwFOjpvKeKekzPPOF6mHHGAWkK\nSIeIvEXkGMrVmewqeJ6AfMzIS+mflALWHLHmCdvEMb18TCqGYffpVGHaYGhcHqP9X3uapNCZKEXy\n6S0Tvu/s+xKUVVTd9uOugNsH4vX3kQAdpgKaDnUXn/g0DeMASj1atgyBdYw8DQo/YnDFYRPkk/Pc\nry1DHVW/LLfbDKABZDzE0qZxsKTOPpTKSLJZELg6XqH1sy/lstyI1JbQ92kwY7SbgcuV8lTRYIvg\n2nibJGtZ07GQU1bNzurQslSri7QrBmxLxO0447pMzR9xzRPWvGB1Z4cxvUuU/TmsQEDZ9R2KfEhT\n5Jc+D3y99ttbntlL78Ute5aq7yONcNQuGPvySny14GuPmfo0EgrsIdHMvm2CqQlaBKHdtahBUiVH\nDzvYEqALSRp5ewSqrP3ofv25/Sx82nMBSHM5cPWapuZTsOYZz+kRz+kRa15aidL2CRvmXJcT8q1E\nXK9LdNepgC8RxNxmj/ALg5FJXQBqBkfaLtrfCtm63oOvVC15AkoiXXsAZ5+1VmEYE8K0FfAVU7F4\nib8X6m7HYJks93XtWiqJ4UIfQGRUL3letOCMQIKEHdcL0GcLq71gcw0B6zThcljwEg9YlxnrNmPN\nM1KI7TJ9Uts1hQ3L4VIDRW5IEVjnCTdMWOOEVJea2frgVQihAm6ztleobDAuNI8BsTzbnPdArfzH\nc4sBxgiA9fSioT/TqIaOsQaAnN33qK1r5PhevT9jxQkv1bJS/Bw5PIuvi4SdsEqKpTwLviQ4acYJ\nCr4AtNknZ0qO+KlSeewu5p/KVRV8sX8V+53x8qhyZQvIeNwlaT4MaGz7lQ/m6mZQ56cEU648uqzW\n7akPfqjUzWPDhAuOVLYuS+75fEk/ZGh4Dq11ApHDMKUYcVsmXDBjyXOjgzNOeMkPeMEDBHn4+XLA\nBadwLiG4a0EZAbdlQppq+98ClEbpXsV/KBD0NyPds3Z9vnHrbvpqwRdgJ+aItY+mkxUfcnit1+rL\njpYM2Qp/qPqM7GcpDEt3tmgeCkB6XZCZGFPsSDDs1V/u+2dEFAbkcoD2HHGLE655aladS17wHR7x\ns/xjXPKpTXtmaAdcmml9hsbgusYFa4xIwdbJMknbIhF9EufaW74C/PEeunzD1gyxeo0EqRfGu6n6\nd2HaECaUyPoCvORcx6DU4Rm+B2B79fBCrxMIUKAvTHquAgvI0MVXpRlt4367U4gFfIUFz/MR13zA\nNR9wy4dCr2EihcFS1xJu+BC+wxRvCDkjx4A1hrJIVUGbABoRQnY53qnpA4rde6Zvi/Z2abs+M1Jb\nGAiIYJS62uWkffAmtCZAP3CVvdUrj+j9Ttp7iO7LWX8Pdc4F5MZjmhLTMf9sMmMoPKJDdpcQ2mPQ\nxfyDE9PvGIDpETvMVXUZtzgRifq6wB7nIyX4Ocbt8P/7HZdc125UZCczMp0hK73HfUbWL1cPwFq+\npN8s/7K+cJJmA75y44dWgXldeqcpYA0R12nGJWtQ4mec8C0+4Nv8I3j/UOGbT3jGFgA5AD0DyCHg\nFiK2+D1Yvj7nvd9NKbtP/9se2Xxh+krBVz9JR9/16XuWr16rV6aF9pxMOFnjZ8GYXUksJnmKsdXL\nL60o/fbMb+TzdTcFIIWANU64YW61ueCAZzzgO3zACx5aXZihnXCuS62p+uqXPrli/0ik0HpRrX76\njGqGzIB9lGq/e8kDrR542bH2QqLvk6IFh7rsyMCLHe0tqND2ybj4OsDVZ0/QS2ILgPS9OD0zkLFC\nwe8M6+k8I2CNMy6x+NZdqtecnNl3xaH5Vvl2HHHBlG845rLslUKh2VuYaY6ge0/roLTO9VHgaOk7\n0Fs63qLw8Bv3kh17ARmc797So6+jjmThBC1vz1gTUE9DH46z2mwy2lftOJsC2tKk35zhgbtpcrN+\nqSP8aD56iaDjof0j47UH3EY93o86g2MFXhPK2YU8vmr5Wgfz25c7lma6OqH+XuoXOABvsqmGLF/B\nPT3myGaoUHikWtqUtrndvAmhJHGriG3+WoV1F4C5iqQQsE0TrtOMA3RTxBkHfMQTfoofNwVE+ynV\ncQ6IWHGoO2hRx3El4wM19H3pdxJ0fSm42QNKb8nXv8v65A9k4fsqwdeIQYyEwoiBAGyV2gcT8inO\nuLkKyw0TrugZVj8Cdipz7UZljurIz0vyfmOsMbIZnj0QJMeri8PMuqU8Vyx6N5xa31g/pDHwsmPB\ngC4ita30CbHTDoVZsYYov59wHo7xe1Jja9WyFaekQVYFeMFqttLr/Wjc21JkLVNseZEksYkEeIrm\nvkC3o0eUA4szQrO2vrbRQGhkrVbaC7YGtCSfFzy0I1EkSR03TMXaGc6IuQr0oP6NAge5LE/bCg9L\nYprdA6UiSNVSYoHCa0nyYcupWHgyggHzI6WG81Gra7/MBwFeHOE+2/ekxg0CBqCFNxlXvrVU6ILP\nXZRfuzATGxCSdfIXPjDaWQuoIObjeOQd2VkpFn3uV5+XKALCE3UeKwiLdJ/HUa1DVtnyY8lwuMer\nCtRs1EW7csHxwmQzzYSNAjpruWyJs1CcKtBAmz2zluvLux0XWnaU5VEZh7nO0KWOdalnenW3o8w7\ntbqVcbhhwRknPOOx0Yr209bKlMDOdh6/ZUPKV5BGStCXgJ4vtVaNANgPkL5a8DXqtRHoGmtw7B8y\n3k3F2gkziWvdOmg9w5SE9+wjkvYc7kdJQeI++JL6sTBXYazgKyMY8LXVoeVnRdg+4KVOTIlpDgO+\nvJbs+1mENW9vL5rWTNav++BLIsGDyn5vUn0yFEtDLFow6m7HZu1qfl583QP24xlrtVlreQHU583G\nL8u1j9YmQJlZe4A9bmOogrqAXG8RKeDrEZ/w2N4RumngK5xxymfEoABTQjZISSMIBQgPsnTqrQNW\nqLLQKsLBtvHtwIuBhSylSfna/9ZqqPUWOlZfT8mVGmKDrFbrl5TNdbBcIN+1JFgQujW64HolxEYL\nXA/x+ZLfRA4xIOMkgH6pu+wkb55zl0Goif05wDv3rqQIynj24EtAD+8IZH7FgKuPEOf7TXZRS+uZ\nD+s6g4Cvaaqgq4aTYSuzbADQE2id1bJmL6Cv9GOxJQPKm8Tfa8Fo2VHpZMGKY43zJTWOyAq+Ql82\nggDx2Hh06bHUTsp4xmMDz0r7WwPYj3huS6XyDPs8/yDp+wQle5an94Cn7ysPzusHTF8t+Oq1Mi8g\n71m+rHgcU4kyWEC9AyK2ygd7y5cSttpBfI52pf9t1q8R+GLhxuBL6sDgS569Ot81SRxnKCO0Y2+s\nYFcfpL0+54kdnMYlwIstWwLQ5GKNWEJNZKgFaG887yfq58qMEVCWImiHo+3VfcHTj6o84wWqAinJ\ni0EnlyFxf+T3pYIRGRtesN5LMt5XHDpAcMPSQhkw3XB4hhc84CU8mKUvqRUvxrF4g7nn6fQ+nXAf\niTVhBOxeG1nO44Br82EqfjV7kcWtysT91ZawRtp2WRk1Mbb88g4QNEr6vWWcahmT+TtXiyjXSzec\nuHokIGRrfdkD6VJHVYSstYxjigkk4nf3xjASrcqsZUDP4ALorW9Mn8yvR2NlE+0OpBmpVjne/FLA\nVoxbF8h4XB+d4zpGrKgpT9NQE2VJX3xmRZGUpDuZrfIlSk/ptzpbFH124UkU8k6VLrY6t2ecK/hi\nXs/g6wFnXHDqeCj7PP8g6fsCJz+U1UuC1cr9z8njBwRgXyX4kvSWyeoZuRexnFd5XqahtTAJWysM\nqzArYWYbYsuNtXcRVBy7aFT/vREc1ZMFhjBdbw3je7JshDpRX3DCR3zAGafGrDdMOOPUdvCIf5Bq\nUvv9Ji3ghRe1CapFTd5hny8WnMykRBCwJsfg0gKh7OrS/xKQjRaMKWByjNgK0tKD/TjdS7bnxf+C\n22j7jpcdr6b9Pbhma1xP8/vjosDZA/EAPcZnqsuUFlR5yCdU1Nt1xx5HvXXU95b8Ln2+v190DOB4\n/Eq/9aFjuEdGfedzHy47GstXhp7t2OfSPgfBOt3Dpi+F5nJtA1uaW31zLsCr4zV9+b53WXniJUoB\n7cKbvLUWsBZCBcvijqB1ZFofWb5EuWD/TgYLb5lndo5ZBdEDap3zlU6qwiVjt0unwV0oyjf7fLGF\nVQG0xj6TpLH+0NWTedprUlxaXebxjFDBbuGRwYA5gV3AjADgXKO5GTCPDJ7v1MHvS68qGKYRvyOg\n5V3pB6zLPjd7W/pqwVcviPYZvBUoPejyjMbrRzxhilXmAllLn7A1Qcud7S0CbEnS+jOjvA/A+H8u\nSxgBM1cFXjIJS2krZpyrBeQZj+2thNgsXxO2Br44nEZyfdcLeo2SVLTrAuqudXMCM3fR8oUhe2f7\njNCsOKw1jgAYjx8Dr+JkGlpNY8iYphpQIJbwCj68BcNuponXw3x6oaDLl7rcsjpGr+UeaNkVUPCl\nAI6PY7HwUoBvolpK3RmA+yXoEfjisS0ljJ3texDM9ApYrjsGyfqpwAOm/NcsZ8mACAECbJ3184oB\ni6UZod+BMBoAMAtAuVVKb103uLQXWy6jLGVxqImA3KLaS318qAkW6Lb6BTKVcwPm9ozQmlcMPQji\nsSpx+baaR6Fy9TOym0lY2ZAVA+vblqjmAapc7Cfp7+jqx3xaOlyeiyE1n68YlYNpTrTyUZ35ghs3\npTcFrH4usXWxd7jXY9HUKqvHUb1lHYTpe21li2U8VwtkBPN++X7BEbfK0/X0DAe+XrPU7g/K6wCM\nF5e+4IS43z3Jy6bPa/BXC74AaznaG/vsnvJWBc5Ln98DXxETUtMjJLdC1HYCWeAVIbGuvFB5DXor\nQxFoY9vO4Mtb6mQPjuS+VsvXd/gGn/DUGGFCxBUHXHDEjLVO1qUyVinHRtnydUzUp6LpsfCXZQlh\nUgK+GICx5UeAm1+mGAlhIENFvCX7ZsmPWlaOoYEvDyZGmv9bBIOMSU8x2j4eNwYObPmyllK7cWEc\n40x6oeeAKjLUHdgCwAKQZ6zG+pEpz9460AcwVfr1drF96y4DJBFAFOjBPMP9a6GSzlI/D7i+I3vg\nqJ8MbfvlifpZAFBu9Wa42dooAvwNR6/04EstlWxVAvJdq0HPV6wtVuC/AHp/jJMN67I3VrL5CI0n\nCJBgMLzncK9H6/iTH9RR/jVBpS3KdRWYx87t2qxhJqZc50+N4ycp+edluEIrrCW2fAm/ZKXtnuWL\nFQQGizqPXucv8h5bsAv4LbvZF1whh9TLfTmvU5Yci+uHKu/d/s4vAV/3frN62P8PwJekL2vsVwm+\nehHDv0mDPUVYKumF+OudxJONNUJbl9FykMCRcVu0JNJpkAAAIABJREFUZv27eteWN9JO7bts+SpJ\nvDHEh0ryTihBA8844YgLOeWr820nnIZtKSyBt5qL8JC6st+DhrlNxs/J5ncPFNmkQKH/JaBowVMs\n5ykW/48NHiiNlj/4f9/T/hm1WfXCiOlnw4Sp+nvowbz2zCeJXNUzaQb5/SYMvsSC+IIHfMKTqYN8\nF78dzcMKNW1fv9Q16v8eNGH3XQa/AEzd/XNcirUt5+55yYu/qUzt56l9flAUW76yBV59WzNapPQ7\ngolbOlIeYH7RugQKdcH9M+Jn/u4I7N17nztD6Bmw50gKMOHNNAuubTYIaGPLl9/tGA21Ydg2+c6W\naHYc4DFoz1bA5cPY7LV7NG4MYfd4FFu+GHzJMqsvR/mM7MyEli3lG1ZmFakRaJbZX+b9VGtyaL6+\nrEwzT6/E6DvvddwweFUV3lde/hxM0pOk/b5vgRlf30fayY/55VuwxSh9peDLM4gR4xgzEKt7WK2D\ntRjWqn0OQrRbZTte6Fsh1GvyvaDoBWrPiPs+EHO2DLKGldClKBtYs0RTP9ZYXsIwb/VZsX7xwcTS\nl71/gO1LOSxX4mWLQz3XS7RktXwp+GINURzuH/BiGNdIK7e1EVOD7TX5podZA9aalCDb50fCp1nP\nBqNiGD0BroxQbU0lRO8Rl+ZzsVbgVfo3mWVHEUgZqEzzYKyCe+0Wq88KPSsxQ5ztH/FT/Bz+H/x8\nEw5Snli92GpkZ5DuRCv3RiCcd+WOeofB0j7QHVmnR7TP5crvPHYejHorlX3bCva7AKxavUb8ZkQv\n3Q3CjwxICy+ZqkUjNmVExneDfbd82noDujzt+5WVAJ5Dcg9As4zqnLd9BOjuUQCVji4tHIz0u9DX\n0W0e4I00M26dsiGBhnsFa/wdUAu5XWq2z9s1jJ6njyzrZtyAegh6qnxKDiJX/9SMALEtHnA1PHdx\nc036R8cX1RqXhcnshJropZcP/2OfmZripSFjeF7mfp6FYIn3LVYwAWDm7Ns3ArDX0ltA056thX8f\n5fWl6YcEdDV91eDLphEj1B4RBlLoW7SYAkGEAXoBOlrq8ow9OYatxM24Nwxrqe3xT/as3eYv31ID\nLwxOVLzZsyczCpM74YIM9VOTSXyrm6h9dG1tN9dQW2MXF3XXD/tzyTKiMLAjLtUI3lu+YrUGPeAF\nshSXEVwN7Mh7qlB2VEc+ZMScMIfiixKDgi/PmHthuids7YzTXg9A9XlZWq9eqIyplSxt95GyBewV\nwMx18rY3pljpffW3uWHBJzw18FUOInnBEZe2NMRhRniDhoBZ7UuGqkwB5Vm1SfQzlGeEKj3a3zKG\no4AfVjXhtst9tawAMMqDtf9wffYBVEa4y1xDzgDS8F2tWddw95OKShWWS6ubLAuy5Zrr4Sk+AFBX\n616h5LAvqGXKYvSEhCsOHfeRQoUW+digpc7hEg6mPJ0wEfi6mNkqdZO91hJtUNIEDcnAYzQaL6mV\nd2no617+Z7cGP89Z6TEUZ1BEpe7AAOrW5pcoVVMDXzpmsr9cY4Cp8iNcOyDvh5pwPWCB1yj2Ymgj\nJeBL5oPMUxl/6+cYFPy9B0TU/vFgyyoGn5GE1k2IF/qNn+FrBMK+b6DEdQv4/vJ16SsGX/6eaoDM\nkEYMVwRuAQUyqnbHzsgCxuBLfgGsI72k17X2vv4ycixwxvkosbPQEcYoT4wtXxuOOFP+sbVrZPmS\nJDHRfAtV9FtnW9bwYmXuwj6KhnipMCU3Zu4tX494BqBauQU9vke0V1QwyZwtM6RYvlYI6OFrcuP8\nFvDVszxZ0ig1EvAlxn8BHbH2ZUIBVmyJErAmSyMrJidQtV6sCavlS327Mkp4EQFfP8Ev4Bt818ZV\nWsAbNpheePyFx/jlTQX7NtTEiAfJU0w3VqCOl1D31VqpA5pglzqxJe7e2zy+XRIGy6An154bRLnn\nvurgYge+lEYz9HxKmUOFN0VEZsGtHr5sUVq2jo6lHG/5ygDkQG+xwrCDv62jADC7VC3gS8H/auid\ne0YDCFswIkkUj9fmH6cEjXslXJmVbeX3yVG48nXead3ZdNmqU+ODLdVl4oRLpa9Cawpwr+AlULF+\n87LroRzc1VQtiUnWSH1g/RL+xvOD1UffU6xM8+YNbqGholCud4gsVKKrlsHxmH1Regtougd69t7/\nUqD0fYO5nfRVgi9Je5NSEgMY/4sVuBk+ypAwRNFqZBKrdgg48nWCZCyuWbBwG2yLepubJK9vi8DT\nJZa+Dvwu78FjbUpifUmsJGHjLBjHfcxQR3czCmNlEBcr85IAqpJ/RG4Mm7VzWZZjkOktkX3fi/M9\nK0Lil1LsQol62OqR4+UHX+Yo2RHRp3QJ9Ywb5rbMJ/0mVj4B0EX/PyEDuGKBWL6YanxdGHx54CIC\nXZaIZFyEtgMy+fhZwK27KJUKWCm5R2us+lit2M8cpq1egdE8xkAHUIfyG/SgaD/nR3TC5YwpqT1Q\nhOEKYMslyj21xNaeeoKFqVRHBGvLILfTB854wBM+4ht8hw/4CLP7krTtsinPuh1kaD+PLDzMKwQo\nyBwry43iO+SX920rPa9SgJsNuHjAi6EJoaRi8S7BXhUcoqNaPy4+CX8W/1VROTz09cCL22brl9HF\n2yLcL5a/0mdTO7Fjw4yys7oAUn8qh/A7uXjjTbHLbmTZptTpHKGNjP1Pj8Hjuc+WL7Vv2iXl3mrm\ny3xDes/zXwJUvg/A86V5vBPEfSkA/WrBlxArf46SWkTkf9GU+wOCrQAXp8WlMQ4GYaUO3vxvO9tr\nGb1u1b8nLECXNUNXf72EHajmLEyEn9fv1tYjSRiwd84su+1EEx4zQW4bIACrRGwHNF6R/Fac7a/N\nkiYtYXO8sJiiUZbcp53xGvlhabtD+xYbq1wJ9KXdi8eRGZ38P0oCa8W0Dyj4OuEFcwunOrecFHwV\nYWiX/xQ8TbBQ3NKLt3lYMTbVpeYHvDRfvGJVKZZHAV8+6KK3PoU6otxPni493Y0YkI6NX2fRnuzf\ntG1nQ5K0PyM0q+048Xyzd1lJ6AS+gK8NGmG+f0rz90tIvQnetPAFD/gJfgE/wS/gF/HbAFBPmXBB\nTiqjV9pP7bbSul2IFloXHgEUK5QcZaQH7oiLwXi3o4W7VuAz6JvJIqb10jof69E6DDh4fo1GnT/5\nviiM4lMqyjHTHoMvP7f52TZrBvHZpE5SZ55rrKTOWHHCxYzaTODLbyoSPqc+nbmjE/lfpYTdxCC8\n2a/TKPjSEM7Cz+24hmF5b05vfeeHAl5vzY+f/xwAtvf+IHlc8LkA7KsFX8BbGtezSNETfTQvBS7l\nCd6uKyQvExkAAbB9/czDAi5VQKB/L1NpI+fmPs8JuTIEZSRsAfJWM7X5obW1mKjF8qVmagmlyEyw\nT5aJbW26e98xWfo4VNM8gy+OkSN9LJYvz0D7XtXeFRuAUIUaH1ITOrqL0y43vsXytZdYIMpRtsIg\nxdJXbF5F9ADK9A+4YG6WrxnnujWcPbF6W2huQtULAgvaQwW8JSq3gA8B3AJY+HRJHdcI9r3iOeD7\nSOig75fxPB3PGPmNAYW1njHglnzY6rtn+dI80rAeXB8LDmtltnKFDSbCvR9/KacBsIheQAX9PSDj\nGY/4bfwi/k/8XUiIeMQzfgE/ae1qdaifIRf/RbbEK/+y9MzgS5UgVUJ4BpTfeoumrThbvsr7YsUq\nc78sy4nli0c1AARCNhrHbKjWvjGmKwFfoiyKYmdBoih8upTLlkAP1NrSmYwdJZ1/Njaa5BGQW9v5\n7Mi5zn9ebpQWqGLpzuQM7lNr2MrUcdIwKzyWxSqoO9u3wWYKswN/Tw96Lb33PV7Gf28SJehvpuXL\nl7/7vioWn5u+SvDF7NKbqu10t5/le2+29YntGwKSsnvXs2wvYPbgwUgM+RG09pc98KUMl39nBibs\njN/lPIW1yeTViaqTOFSK43e0zbbPBGyIn4O0jZkGoEsBDHjZX6xox1f4c9f8rr97IMzTBgO44O6P\nrF6jcvqkPc9lsNAQ5+NHvNTWXbHRtApIONWlGPU1TFVsik1i6tpox1SAl2XQCkD9eXsliZfNBUes\nWODPehttsOBUaI/psu+Z10Ar91Vva4yGbuQXW4fRvZFPmZ9nfR/auUJPiMPvJt+Z3/Q1b6lbYqT7\nwdLvPTDa+j7nzvrFHOqeFZfrKyC6/FfsIQzktA0eyvBoWTurvC9Lb9bXVJPMB9nhK3XjMxA57QN0\nnu3WN5GfKvNpNeCrKEi6mcj01SjIKh0DxTs0pfcyQuNbcoaiJFYqTzg3ICaBZiXfiGTpZID/eUUE\nGC3Van+I5UuCq0rL2So3pLnPAV+v/S7PjAXyOA9vaZI5GNFP5fckzuu9AIzr9CUg8I3pqwRffRIm\ndK8nlFUBDCIsYBLRKxNXjtLgcAQsoPeEy32mofUp37QuVsTybhSYp0sbbP1lMqK1JxrGpKEYrJAQ\n8MW73nhisq+BvOvBjlpFUrP2iLC/4VAZzg1Lta7J7ioGX1KDskT2TJaaUio7DEtfcS8xwNKt7No3\ncp/jl71NWO3HH5PyeSv5hA0pT1iqrWsNc4OOoqFK7gEZJ7y0JdeH+p2PTtkwg8drTFOeIhm4KweU\n5Y0M2eW44Iyt+rB4i5Eu0ctStmXYDOEtzfva9vVXOlWq1cV99k0czSUPqD1dJER3f19OKA91FnJm\nruzzlXuhbWgkDC5/Xl/Qef+ET/h9+C1M2PCL+G18g+8gEeLN0WUZCsDgrW1j3ybuJ/anBNS5H+hD\nTfRWKAWBAWrRKcuLoXZRCTVh561NC254yp/wgJe6U7I0bKlL78qLraKpJeunb9dUre3+mcILNJRN\noBlojzvaEIIDQXWsZIwFSBXgpb6WqpLCAM8JEllxxQkveMIzHvHcQFwGMIcbprDpkifTEf3DipXc\nsUqlWsEk5Iy4OTA/2Sng+087QBKABS33ABiDpS+xmkl+nM/nAjB+dzcPxhufl75K8DUWL8Iw1MzO\nifVUzsc/w0CDwdeI0fp6aD6szXurVW8l8HXhSbaXB78nTIUFjdrAonmXy7KgMxoG7E3q4h7KLfDA\nhwEOR7BfsTRt74pbs7Cx6C5LIYVtnHDGI17wUHc7CoOboOcfSv0VgDEAZPBVasr3LXBKw+8egPk+\ns3QnQL0Ks1z7PwesYcaWZ6RgqUjHNVdLwLXuILtC7JUXHFuAVK2Dp2vLlC2NWfrRJ1Orh4T/4B1R\nmrf2syxAe7Fsvznw4voO5klpfV9XqSVHYvOJwY/uVpOluFjpxW8M2FOSBvMsEwATq5dYvnIe7nY0\n9XwFgElQzQDgCZ8QkfAjfIsnfMIHfGzLgmL17KxernwAlf7s1gvhD7yrT/qdl+MuOLZ+H/E0SxEZ\nElahLKeXXAIKiHpAbKDOpwU3POIZD7mCr9rFhwoTdH575UHHywMrgOP2seVfQWlp+0YzRUNNaLgJ\n5/fFtBZ0Q4G8U+ZPWVBkmmSF1yqVZzxW8FU2eZU3FuFrIw2BLF8jecDjK32XEGnExaVgz4XlB06j\nNjGAGRtI7XMjAPY56fsCch50ubxYmesB79vT7xLwtccsbOInx++oxi1EbfeQ9VaRkWDmsuT7qA5c\nM54KKiLHE4apWcGg2gyKZaO3fHmtifNk8NVbviwT9FZDBSAaaUrAxIIbVsxN+zxUM7iAL23HBgm0\nKLGoHvHcAMINS7fs6MeALW9yieWQ7+3RTr/YO6ar0e+lXA0uG6uw3DBjCxMsOFIQA+jShCxdHKtv\nyEd8wEd8MALFcwumlVEZNjyIbjQJlR5E6MoZnJYu7eG/KrJ0Din1ei1vT8nhuSLiUeCdxiJSq4JV\nKfw4eEun0O/swNc9LsuM0tTfM37x+XLnO1qBH7T5DLrYCtCeLAU84RN+hG87Ba+EUHCzrzWlp1nr\nWK5+RN5CFKCWL7ZQ+5AuI7rnfj/UczECjkgQv6fiVH7ckapLvuEJnxoAk7Fdwsjydd8wweDLBpDV\n5XB5RiFI4ZHC0xl8ybKjY7Et1IRYvo441zhmEXMLOqF9zDyX4x8K+BLL4NZodUUM6bMtX1K2LP1q\n2Bn29xIfXh+s+XfA+nUPgO1NyxHw2vD5iMQDr/cCMM/C5P3J5ZH5sc8HXsBXDr5e+83q3r0wuCeA\nhYiLL8xYGPOuNJ+EobPnTiIqtPmVu/L8KGzAqJ0WiIxZ5d67/LR/cwQQ30JEbIGMOWPKCVPeEDYA\n6wXTmrHmG7ZQxCWXGpER6xlsy3TFYb5injds9RDsFEpoUhb/XC8vBEdWTo5APRp7jscT2mjpKN6l\nu5QxpYwlp3oIcgFfp3RDTi+YUoYdda37lJVBL/GGZbohTBmXuCFOCSEq7LHjp7M+m5razRqpiRzZ\n3F6g7qWeUhqQjcVTkqc/AZndMpujghHdWYrSMRJRWOZbpPnCioBsDtkHxl4w9YoS06etkQddHRgr\nnVaWHcXyRWNh36zC2haqwsf5gQnditIiZd/fOMALtNp+VQS2xr9udXylT1ixBAotAHL0zPhsx67s\nnDFvGw7biofthjllLGnDmm5IISIFu2uW04QNj/GMQ1gxh4wcgBwzlpAwTakcfh0sTXMHyjhLXQXs\n8Sad1Phy2Yk5GWoabxbRxW6SpASYm2zICVNOmFMCtoSwXTGtGYe8YQ3XtolF8x3ztdKk8tn5fA26\nn2e+KMoAKEyMj3YvzxmbXje/3eC+H4u9953XwM4IlI2Q+HusVl/yrs/nHf5i9+TFW9JXC774s/9d\nEu/4s09bFstiSpdYZLW+5GS1XU4jYKeCRffrWWgwzo/Bl7dASVle43W6cauvByDjeu73o2f8bwNg\ntAyZEqaUMF0zpjNwOBdfqIxYl+Hse20X12HDdLohnjbkKWCaEpI5i1F3NWore2HMLWPNlJmvjLuA\ns6kuT7DvXL+po++vmDLmLWHZNkAU2AycblfEK3C4yTKMvt2AQk4IuTL2Q8J02JAXYFlWTEHA1/iq\nxVArLPhia5i0sgj3pR4Cc0BEbkza04sFNVboC+1ZGrEj4mmD72aodZYv8Y3TZfDeR9Nfvp4jwCy0\nCWTzBEvZDnhJRWnpcW+3o8zNRgBs9fIWjcCiVKx3t9ZuL0x9GtO7hlQBYMAXg7JYaV2eUbByf2cv\nj8G8JhyuK07XK5Z1w7auSFud1xKwc5BiSDjMVxymFfOUynMRWKYNc86IcwamHiDrUJQek/nsj/NR\nOpLQCry0qFCE+0xKiaN2y1iFWnJOmLaEadsQb8B0ueJw2bClYvEqfM3yWeZr8bRiOm3IE0pw0lgV\nGm9x2wFgDL4YpHtFSeSOX4hmpcn07Z6F6rX01vfYivWW5+799h4Q9X0Ar3eCPy/bPxeAfbXg6z7w\nYijSAxMlYy+2WJtUzZH3znGH7u2+4xJUmNio4hgMjNwRBrxn+RoNLIsY/8Rb+m8EKPeA215SJlaY\nlDCqeM2IzxvCxwCk0CIpZ8oytMmZgYeMjIw8F+ZctOlYD8NmwW/L9pYAq4H6I1ZsnWVHoLAqK1hf\nDzURMzCtGcuNuEsGpvMNh5cV+SLjr7nKjZByiR+FjHDKCA8Z2yliCRumSQJp8niPxr4HXkLZ7NUm\nzrjlZL5D8/nas3xxPwZoyI447It9urPA1SooPkZZgjoMa/iLvu0j8JHAs753ELHgT+GYjI3yCroY\nfKVcrjtzqFi9cpdNSxHVuqOjJotE0qr9YLF2nmk7LOgECrC6kj+Shp7QMBTc9yD+Nk6llJgz5nXD\n8bLi9HJDvq7IFyCvAYgFTOWdUGshAPGQEJeEMOc6cYB5SkXRmPyY9sqAXBGpgS8GGGLfklA2I8sX\n27WVLjRoLY+b7HaM9YiymBLmLWG+JODTBjwHYAuFn4Vwn6/ljDyV8sOUEXJEzNXSfsfypaOv81Lk\n057la6uWr9XNL9+fJvvPAV9vTa8Bl3znOf7/vX5f3wcAe3c+uVHY56ZXwVcI4fcD+LMAfl+tyr+T\nc/7TIYRfAfAvAPgb9dE/mXP+C/Wdfw3AP4/Czv7lnPNfrPf/AQD/PoATgD+fc/4TwzIHDLiHCVY0\n93l4EGJFGMxda7L1Gu8o9bXrWfWoHiPfq77mffsLMGSa6HtmX2Rm8zkSnq+BL84jICNuGfGSEa8Z\n88eE+B0QvwPCaOs9TMWR1irjAKRTxnZKiNN9nztrO9H/JfFGANaUFaLk6hdiDx8G1PJ1t/0pI6bS\nbrGQYAPwvGF+AfBy52UxZQN1R135P4aEOFuPJ/3uwbIF/NwzvfIhednP0Uzi/3muKPiQTRMBe/zI\n05fQfOGjGp+ILb2JBItd+rTJCk+daQYIuXvSRyq01CrQB6+hJou/V8bu8UIZNEbcwYNpHIIoDbqc\n+xrIl7aohSu0MtnfUfvXA2jP4wL1W+mb0bKcaWtOiGvCdEmYnzfgjHLdUCx97OPmUwRwoGsBMAPT\noVi9YmZwPPZTlf/Zj1N8SHVsl7Y0xz6VqlyV9Q3jJ9fifNlxKv/X3FPhafGcMX1KCJ+A+BFl3o7a\nzXztpnwtnAAcMnBI1N9Zy2yfvaRjwMzHidnkaXzPf9jx9vcCsJ3newnyxjRiInt+Wu8BcAzctje8\nP8rvXr7u3d4I9P70FsvXDcC/knP+H0IIHwD8pRDCf12r8qs551/lh0MIfwjAPwXgDwH4OwD8NyGE\nX8o5ZwB/BsAfyzn/Wgjhz4cQ/tGc83/1WgVYzLBVcx+a3YNMfhHEx82y2sNeLkyVOrH6+vgkE2a0\n+2zUbgYZqgnHYV1ZGHuGpkw/m+f7do3Bb5dWID4XwBU/AuETED6iO7PMFQBkIFyBcAPiFYjfVIvk\nUrRitPoCfWCOtGvhEud/CfBo+7C8z7G2eoD9igbDE/usV3ih/197N0BBW0axDJxwv59NkpqO3hBI\no5G1b1hwqDtRvbWPc2SAX3LSMxPF/ijlem7sgZfWRbTz8fK6+FuuWMCnMcDlIhf7/cjitJ1/9j2Z\nY2w5iNRGsxwp41NjfCErF2E+YWFD64ByRcpn0LdMw6IoyBwej4l1ZMhACyzgQ4CqF5SlbY01BaPw\n+WV5LrdYtTPCloELgGcU2n4BcIUf/j4x+DqiqNkPKI7LKddDy3XDkO1TC76438WCGpCbxU8AGe9S\nZMAGoAUzbn6eBVnvt2Mrczp8W/hZ+FT7YL3TduZra+Fr+QmIH3JZfvTspYGvUHziglJIcrQro8z0\nI3NVLZv74Ctnkkmfa/ki66BtwmcCMK2gdbZfURDJnqP8HkCSxLuW287lwXOZnt8rZwQIv+f0KvjK\nOf8mgN+s3z+GEP5nFFAFjIfyHwPwH+WcbwD+9xDCXwfwh0MI/weAb3LOv1af+7MA/nEAHfgaMS1/\nKdMaafPjVHjknfg9QNMy2Aq2J+oUrLB+GuDrJPkUYRQRiI2+Rr4sdCxI1EuSOl2GNmE1sTWjD/o4\nqscYENQ2r0B4BuJPgfBd+Y5noCrr+ykDuFQGdS6rEvGQET4o+9Aalf/sgpVusubt7nJgdYknxEEZ\ndezsjijfzjekjLK54AzgWwAf6/dLve61GejAF45AeOKFsVeLB0NFBURK28DaKLCAL4nB1oMvthpp\nGbY3gqm8zcFbofx9QKOUi5BUYRrbEcybEcK2HjwPdR7MrmZ2fgroG4GvYTub1py744WsglbaNATr\nzsxYdtBl00cWfG0NTPRJn2OgJMd67cX5UpCRW38J8NaD7/3GFe3JAk7r72tGuOQCup5RPi+tevup\n+PcX8HVCEVwzCq1n6XktVUZthAuKonUDKt+U4MUMvnTfnwZt5nAzDL4aPLkDQsJawFf8WeFreAdf\nC8TX8gbkGQiPaGC+Nhutwe2GlTIrJlxwrCFoEiREj7ecvmr5EuCVBSpBlYS3pgq8esn6hcBLKsRK\nbQtyTHUcAa3XQJPPpxeD47yzy+dzg7W+Mb3L5yuE8HcD+PsB/HcA/giAfymE8M8B+O8B/Ks5558C\n+Nvr75L+LxSwdqvfJf0GFMTZcgwpWl2fnwGsAOIc9lQUz4BGBO1B0YhBKqGr8GPYwJ9sWShCJ+xa\nvqxw07oqFPFiwR+UPG67F51DLWlH8PYgDoCAr58B8VsU5nwGyOi0m0IFK+EMxCUX61dW2MhljQQX\nAzBJJRrPrVt25EUm0f39MuNrO8Bas2UynlGA1/9b2oFrvV5LshNONj59AMLW0/Z+suDe0mCvVFwb\n8OqXWkuT7HzyKo6KxZ5etFN66wnnJ4IyI7QjWAA9+FssX6U8n7utiziUM4X6cgGdwyKg9VxL725A\n8y3nttMRuQdMChp9ybDshnc7ogen1uttDL5KmepzKmElRsdReaWEFUo+d5DH1+6stSA8ou7mXXOh\nbVlS/4Ty/2vb9wV8LShzYkIBYe3cTK9EylqeZip0JkeZZQTMdbtCQCbgvkD2zQrMZnAakQz9x2b5\n8gNIaSvtDd+Wq7X/DXwN58LbwguQY0Z+ANKGujOaOkwwP1m9mOK2Cr6e8VhD25QTMti7U/qOfeGG\nPD0HINc+rb6470pRq9zP8x1CeAsr49e9xWov63uA7F4+/H4YvD8CZH758nsGXsA7wFddcvxPAPyJ\nagH7MwD+jfrzvwng3wLwx76PSv1nv/JX8RP8Jn6Cv4rLH/2H8eM/+staDyI+r/FyEuIUZi1kKfdX\nzGY5jy1gHphxuV7gsIZuFwPGzq2yxLJW8KUOx329ZXIBMBMMphZhcMeLlh7AetDKE5c/vQBq+VfN\nvjEy8QV5C5FGoK6PVT8KDyZQ28I10/aNlozntr/vYvqT2RrHJhMaKtUZL0V6+mrtjTvXW9rNVz3q\nxFuQRmX3iZm2fUt6RwBOROqW/mRUPaDyyomkEfjyQF2fz11dBFrzMoqAhoyAuGNp5vk+CtEyqkNC\niR33XEP58vKNrbv8z2ruilCRgoNn+hYvXb2627EE21yb1Ua3NOy5N5Rslb4ZZEu/HXBtR90cccYJ\nlwZuxQosEdGl/QJgeZz07x0Zw+187fiXN84iFDbSAAAgAElEQVQLSx/ML1nB2ghw63wtAU1fqmW3\nBFQ51hMk7EKmVySyWr0G49W1l6+38jWLZvsy/L1WV+XJE8p5sE8oQHluZjeRYDJuvKGi55/D9F7w\nNar33m97dCFg5l4fenHF9+Taq/semNq7XstnFC/MWMAyfva//GX8j3/lL+Lxb3nGb+Gv3WnYfnoT\n+AohLAD+UwD/Yc75PweAnPNv0e//LoD/sv77GwB+P73+d6JYvH6jfuf7vzEq75/8lb8X/yv+AP4a\n/gD+On4Je7ua5NMLTSFi1ap6bUuWJQrjt0uQ/GmF31ggemGwJ5RYGMnm6N56xYKqcIEMiTnGnIyF\nr9edJBhreY7niK+ZbZkVqL4N3RT3wOstAATuefF7GNRO5slIGPvl2KLl33DCxfQTw0kGX3oXhn1p\ncmWOdrdxO+5FcubKmLaXcrqyHCWNLELaS/YJ+Y214tGpBoXH2BbLfzzOPWDpv/v+4lbpbkxd8Gfw\n5UG0H2P1c9Qgodsd8MLgKyG2Q8w9+LJ6fJlhBXiVHRF+NoRGjbWNnhacUBUhX/ow1lz7jRKvzTfp\nFd7lKeBLDrfWo72udN0QYHmTgC9ute0LaohvF/9/T4iOaNw10SsIHCiYT7EQa54ARwu+SuR9sXYf\nGviSINQDXuzbslf/z5nbGLTb53kX9OkDEWsFk1sdO4ZcpQcBWenQnZ++vR193Wv3XnrtHf/7yNrk\nQZVP99D/a8DpNaD1lmXD0Tsj0EX///gP/jL+4D90xC/8PX8D/wj+Qfy5f/0/2Ml8P71lt2MA8O8B\n+PWc879N9/+2nPP/Xf/9JwD8lfr9vwDw50IIv4qyrPhLAH4t55xDCN+GEP4wgF8D8M8C+NN3y67T\n1LP6EaO2v1kGV+6XxOBLvrOTpve1GJfVWwQYmtj690BNHe7nTijY0AG680UcK0fi2fcNL5OM66Oi\nRUVKDwH4nd4aKNYgWGb1liRWL/kMRVqNAJivmV9ukfui9XvLFyc+9BaUqwZd7cOKvAo22YL3WnLa\ndKghCfZB1z7XsE/b+4CCL4lo7pcmhPZHY+0vLs+Xo/0FU1cBXlwOAwFAd7MV4VrW6kYgWwSvDznQ\n07cFX1ccGvjq689J1hhuEMvXaO4yhXb0wN0R7Qhx/DWu5wh4ae8KPQqcsAFmxfLFS2zipi10nmAt\n6wK+xhTmW0vtGwGxvfQK8LIttKsFPOaiNrAPm9RRwFdCrFs2bg582TKk7QU0Zx0z385RG2R+v9Xy\nxe0eAS1fruuTwo8S5upgx873ZX6o/CtzwnJD9mY1Vd4DgK+l14AqP+PBzqgibwFA9+699u4IeI18\nt0ZtGr3j36uX+i++pYLj9BbL1x8B8M8A+J9CCH+53vuTAP7pEMIv15L/NwD/IgDknH89hPAfA/h1\nlP0Lf7zudASAP44SauIBJdTEcKejb9CevgoM0D3dZ0Y/YC1msrPvhECdvfdG5Y8EoC+Hv9u3hHJf\nmxljoWjL7cv2dRjV21sm9trehPsUcTvOwFMstojDhmkp/iLtLa8R1ZSWiO04YTtGrA8R6+Jd4G3y\n4+R9vgR8HXHBA15eBV+i/aswk6Crvt+ovyRa9wTkAwoFrwBuQDjW76PEkzUA+TEgPwLbU0A6BOTp\n3nhJFnuwyALWfnwjZHfb1gF3gLkmvzsCHvcSQ3kW6wHquyTWC0ls3SiO55aFeQDm7+3VwffXXkBT\nO1esZOL6j8rsdsyNpm1ACzWRoZZuho/93NT/C5iS8x+LKsUbTcR3TkVuxoythtUt/o+lZ6fB2PMu\nS4XNrSYByFNAPgD5gYDmhBLj6l6oifpcmFB2Ox5RpExbZmfgoD0hGUq7+dKNCWVslgo8y7Mll3J4\n/aUpVzLW6u9IqvHomJ9QSkhTxHqYcHlakHLANOcSDmbLGt9rh6/luc7pQ0R6BNIhI02ocQ/DPiAz\n2amFUoCnKOw8z8o3XcLuZSCNtwlMtjNue+k1wM3Ay1+ABTp8z3zP0APlQ73Xdcw4mTIpn7yTz1sS\nnbNaiCLYOteCPyNnk96y2/G/xViv/wt33vlTAP7U4P5fAvD3vV6tkZ5tAYz8KoyEwcieT4gkIW5Z\ngmLA5ZdBvryLtQ0sRA71fD/Ra307veYfAKyk5/heCd3TVnQbIGHEJGu+vXVCnueQAQkR6zxhfVrw\nkiOWhxseLhecLhfEXEFKQB+MsH7elgnnwwnnwxH5Q0Y4JYS4tTI9uCyt4ZjOa9N0JS24tbPV9sDX\nCee2E4pH1o7BTgpAjsBWHYhzDsABCCuANe865IaMEvusRk5Pj8D2GHF7jFifAtJix2JU8ChKPL/D\nT/C9osCN/EKk9bYfJN2vT187nweDrhk3HKBxtqQGDKBFsIyUFtbpJVSE+LGpULXjJ3mNeILU18PN\nYuJYEKqpwwN+yw+y9R0SQCIas2RZn96q8Lzg2A6kn5AqJDWxKYCAcshz2Ii+S20EXIg9E0DXp+WZ\na7OVSJKNB7LlRKN/catqX4WIfChKQk5oYSPCrSof9RrTA3TJdUJRUioACxMaI0g5GtrMQfkyO9DP\nNcaDWKUjEo644gM+1b4offiIF5xaWOFrG9uy2/GGdnRZoLHjSte2b/OEy+MBOU04HG84nG84vtwA\n4Wtxn69tc8RtmbAeZuSnDDwmhCkhx1ADtI7LlbL35vRo5pc+pJhgtKbapGS2V1f+W9Jb3snuewMt\n0HkRBr+3i0xMOWonv1X/a8CLTVWxEireno+poMzLaEHcu/K6n77iCPeAH1WvgXqoIkyXgYQXJMyo\nxFoibMAvNebGVb+f9pQVei2bt0T3z7ItKtU6zzt1LC1PiO0tFT73IKgFWCOhDmA4/W/LjNuHA26H\nA06XK+I143C9FoAh84dLIwvQbZ7xfDjhu8MT4mHD4XDBMVgrgBXGKgiZObOGe8C1ga894HBsu4Ys\nBHlLkNUcSrvSDOSHArzyEwGrtPciENdyYQPSY8D6GHB7iNiWiLTc524eFO/5F3o6kneNgGv2PZ4P\nPdh9O/Aaz1Wp8VStGHkQ+FYsHHtn8QU35jJHM4AJS3vH9kQPwLgfynE0o95mK9CMUJ/jOFoG2Hrg\nxZnWz3b+I8qy4w0LLjhClgy9awNv5ohBj8pi9erYls23Wmt1oBfvH7F8iVIpv5+rW74/P0LylpQR\nkENEOgSkp1Ai2R+BcALyikL3S5kHezQRk4ISLOV5sX4JRsgI2HL1RwzsB7iZpdNCP5EotyiuT/iI\nIx2t9IBnsn5dGy3csGCBHCk23u3YjksKBXylp4jbkrE+TgjnjOWyYqq4IE0YRrgPGVjngOsy43I4\nAEvGdFgxzStSjMgxADH0xDewfJWx1VMKrItF9QLLRZ3fMlm+Gl6hGSHAC/W3zwg18UZ2MAZW936X\n3cXI0PgQJYxMe/e1upqyEpDrFkVpbLOAvbENqPkI+MpAMfn6PL7cKPPVgi/LzJXR+yTk6IXHyILj\nGbo98d4eJQRIdO79UXurkJKyi7W+LHGpxW28y469ZISBiveXt3zZN0fCU/vTA1Zuyx5g9cI/I2Cd\nZ5znI14eH7CtEcfrBU/X4ruzxVCYFLc/ox5IDVynGS/LER+XJ8zhBiC1LeWlJVZR4hqrNeWKKav/\nyjGUJccnfNodlxPOWLKc/UhxksI4AKnpwVDatOWAvKAdoVQYbwB2wFcAkK8ZuBYAtj2WpdbbSSHF\nHkS2tNzv8vO0zX5+fj5YuGlLkfftmL8lMavXegBq+VrqaEYkY33i5SU/73yb2AdIfDSt5UtbxzX3\nFqtM5ik/d4rlq1whRNNrPbAViYsefHGoiSAwRzf4HHBB0cs3U3+pRZGhZTlNzimVRfljBRZzDSSc\nKjBhvnas1p9i/bLBiHnzBSuV3LaMgBSKRTYhIM0B4QjEa2nXdgS2Y0BisxqPWQamLZcgzEkBZZbu\nrXXNuYAv9UkLCCE3wL7kW63/iowJMYgCuuGEc6MnSU94xgPOBXzma/OlvOLQ4n+F4MZNOwBCxdsU\nkR7KlW8Bh8sN6VLg+DYD2xQ68CW8bZ0mXJcZ5+WAEBLk1OBUwV0elstU1c/nfctXAVUpR6Qw2slc\nC6tNLpavAfh7LY0sdqM0tGihB1HDZwQ0bVDzIr3zltQsXytEauhS5nsSg0G55cydmRv0+emrBF+A\n18h7cLIHxDLkzKsSyFSc1FlzCCgOyGecsGEih03L7KS0nhGP00gg2vrrKr0GnIRhInZXk2/rSHT6\nYKoevL5t9njQynnxZgRQfWXX4BJWpCnieTkhA1jjhDWIKbxqcjlhyhvmnHCNC0JMOOGleX2wbmdr\npbQQkTHnDcd0w0O6lCWJDCAHrPGAWzxgnUZHcZT0o+07fEjPeNgu6ugeMg5xxRw3hNjTmfTjFiLW\nOOM6H1StD8Ca53LFub1l6p+Bw7JiCSuWecO2hMLAByyVaV7tE956xVQ4tmcCqFaQCx7xjLlZeD3A\nitRKpvjU0Z5Xcnw/+VpxfmLhVcHfC5cR2OlAgQhpSAws3j+oVM75MrhT4VRpXHxxBIvMKAAh9HXQ\nXgpWpRtNL7F+1feLj1Koy4K6i83E5KN8IhLmvGJJt0YdAHAIFzziBR/CRyjcUropy2+f8IAXHGuo\nCQDNXYD7fDRDlAdM2OKM2zTjgqX00RSQU8R1mcvS2jxad8yYcsIx3HCMVyxpa6DjGmesMTaFJa0T\n1rWecDBPyHOx5B3q3H7MZ8x5w5xWhBDxNL3gMn2HGJOJ/i7pIb/gQ/qEx/SCB1wa+D2Heng9zdnR\neOWgfnAtOG1ckWbgkpcyinHBdZppiQ+IubQ55owUA7Yoy+sFgW+YkMJU3hnRSegV4pGy66VPzgEp\nRWzbVCxrU6Hnfen0ZcnPx2FJ9yxe2LmfM5CvKJFsrwAeKwCbx8/vOMCXPys02OQD2o4Jb21jzT77\nfDOQb6UuOQP5iLYUasr+PWr5KkkYqn5yGjFnFVZycO/SWKcXKnKw7xUHPOBFWA442AMLHM+MxyJn\nD4Bpe1jjFw2GmYhsu2agqHmhqwNaLmyFyMLjhnW61+N+kgvD9uBLhOqEDTFkbFPAczhhRQlueQ1L\nXU4o+c65hIJY8g2IGSEmPIRz6++EHvbquOk1pQ2H7YbTdsYh3xCqM+Q6z1jnGWnaEy3Aj9J3+HB7\nxuP1UoBWdQI+zMUTxoIvyytTLIEdL6EcVB1CKeWME875AWecaMToPL2ccAoXPEwXHNKlLr9kw1zV\nQmvHUMZELBbjWG/jURT/n6fqGyO+RhZ8eRAnIn1E6zZ+XXbv9IpGSdJCQEItiF4qQGADW6/2gBfX\nQWlyLJ56y7a3gIUa3JIGuVpmgmCyQc+yaDRt9UK17mIVECe+STIGYrXp5qWAr5Ax5RWHdDW87xiu\neIjP+FB3vikcLC2LyHjCJ5zwgmMNuSI2Q+m34mtm+5f7ufhfZaxxwm1ecAkLcozIc8SaZ5ynI87T\nEddoTV/SkjmveIqfqqC6FB4QAm5hwhZDWX7LQNoi1uuCWz4g5QmIAVNMWNKKh/WCx+2CmBJiSggB\neDy84BYnzFjNqQWSHvIZ36SPeFrPOOZLsbxHYI72uLHheAWrgMjBV1PYkCbgUh0dXuIJL+GELSi/\nnnKltbxhCitisGdvqq9s3ClXyx4BsPGMKKRXwFelqFD7djiyX5pYAQF9J+q9Z/Eaga92L6OArk8A\nzhXoHPv3R3kaV8+Mslv5jALCJqAeOn83Hx9KIlcQl8/lZo4oSx0+j7zHgN+cvmLwZa0//v7oOxPt\nVi1f9sAd/b6S9iRAItcdRMKkRET2kETL0+/9/ZFA8sstZcw1H2Hrvu0W2nGbvaBgCmH4ep9W9ia8\nCDMBWqWOhflIO1KMuIUFl3jCBUecw6laFTUvCQNxymccwrX+X+IUceBJD1zlU3Ka84ZDuuJhPeOY\nbgip+JikHIsGmHNZEhykH6WPBXxdLkDMbRv5ATdMUS0MduzquIjlCwdjdTnjhO/wAR/xwVmxFAg8\n5U/Y8lR0sZAwha31tV8e9yxYwJcPLrqXyogX8/sRl9r36tvIMZU8qGIfJ7ucJyFQ7lu+fIBLwIKv\nldhN742WjKLD4y/5cdtl2W5kNRN61ejmdncrAzAUjUjDCkwoykF3lp0Vkd1s8kMSdCxKHQrwYiDN\nY0GD1yxfh3QzPx/jBY/5pflI+RRQwNdDBV/X5l2mJwjs+diZfkHAGiZcpxnXeCj0l8uy6afwiGc8\n4RyOXdkBGQfckLOcK7m20b1ixhaKYz22avm6LljTghQn4FBDaGwrTusVj7cLsGWEDZhixhpfkOeM\nw3Rt4RdYaT3lC77ZPuHxdi6nXOSyRLhgxRS33vJFXS+R5tnydUBR0LYwYZ0WnHHCR3zAx/DB0PFc\ngdqSbziGMx7wgiUUXz31VIxIgupdqAmmKh4DNQGMZiOK5WsL2LYa5yvubzD70uSVfmAs22oD+jQC\nXfJdLF/5GQWAVWfaQdbaeAyCtjL4upZ8QH5b8k5w+QxB1Qo9zmFBWRbFuE5fkL5K8LWnD8hvr6Ut\nTbjmA875hCWsmOMKhNsQpPREha5M/xtczTTH0Vus8Ki2r5GmA9QXZdQXGJTErVBglamkMUAdWT30\nf62ZHHtk6yTQleNHJZQl3ms44BLKeWQveMAzHikf4IBL+b8yHBGQJc+p2ifGZ12atqSM6ZqwXDbM\n64a4AmEDjssVT5eXsj1+hwE9Xl5wvNwwXzZgRnMEnkJGnDLCohYdT28ZAVuY2lmEcjSMnMH2CU8G\nIDEQKIJYek6Dw8opBwx4PfUwM05eWIPH38KeiBJ6QIJQ2sjmfd+OAP2QudIzo/84P2m/AjB7pigr\nQ+My7LNiuRMIen+5clwPBsbmxIIZ5UicKRfrl3uPQxWYmeNNpNQUyUOtcFuLOcbnOra6oNSnLGVl\nzFtCjc6KvAHHcMMWX7CjWyAg44Rz9Q27IYdYrhiBOSDNEds0Dfkbz3el9WLpFZ5ww4JnPOI7fMAL\nHoZjfsQFS7hWl4IbBJJLQOlWXgZyKktncgROyBkxJcy3DdN1Q6jHduUQcLxdka7ANG+Q8Kuc32G7\n4XS74HCr55guAWEG5iVhOmTEQ+nb4gmRnQWq31RUTiLJWMOMNcx4wQmf8Ijv8E0Hvo644BDKDks+\nW1LB12x9vrIt26vWsjwvO1MTpp7MckDOEWkrY5z4AG0a04xgQ00Atu2vpbc8y7Q/uvzc6KxQgoy2\nCnRyHy9slI/Pq+VT8+CQEXDv7NYnQ3dNJpuHTNGsGX0J3P2qwddIy5ZP32R+dksTLusRL+kReToj\nzKkt/cqTEQkH8VkSh8yOgfdgj58YWSG8GPB3ebmktEMFp4AxuHeLr87ouBPNXcQ718e2QcsakYwI\nBI68LyyhkLSCM9mynhDbGZWXus/qjBOe8YhnPDYmJXkXgdkfo6x5W6uRto3GeQPCFQjPaMwZV2Ce\nEo7ztYCqrodKOq5XzLe1KEiyg+uIInCX+7Ql471Wa+pW+0V2kYn/oFg1hEKmCi3F6VfGHgAuOEAO\ncr83hb1m7D/54rsKpe0mDaWJcmfkmK5wvZ8Tr6UR8NL8CxUAfPLCfr5cD3Yc33uHy9Ej1O2JCBmh\n+AEJJ52g4KsuC4PaIONmy7jfFzr30Oa8xu3qd1a3hysZxJQxrbko8vXc1AOKRj7fabs4qs9IiNMN\n85yxzAkvjxnpMeI2jfkIA8uMskR8w0LL6SVwLSsbtp3lc8WMB7zgglP1CbWAotF5G3wCQqXgEjvv\njNb2kDLmZcNxuWGeUh0N3aADAHPacFhviGsBz/GAYk07ZcSnjDARKHfLf7LbUWZqrIeQA4AcV37F\nEeeqVHIQjxLMtrQr0lwTt5WMYkUsPoY0zm4ImTffSClT+ivL8+3FCl5zqsArRw0nIXlyqAnu9/ck\n11fD3zwytI3qgVNHfs70zDsU/fuj1J6r+eQaiO494So4H9+owXS/1y1vTV8p+OJrpNXuvZfLrpNt\nxmU94vn2iHDIWOKt7rRRFjNVS4RfUntLWQy8vGDM9Gnbo2It1mUrFng9baowlQWfPRGt5UZXrgoQ\nEbl9rKeSGFgVrTK4nERkqBYsv4jvnIAvYc6sIWaEphX65b1MdWBwMGzthnJ47TMQXpRJz2HDKV6w\nhHV3VkwpYdq2otQ8osXeCkth8Ap+VaDIJWO+1Y3+0n8XlKXWC44mlpK1etxMaBEZjysOnR/XvfQ2\noK8O2GXp3O4oFHBrc2BhIXUJXQnSJ68lD7zYm09Ky9S/99orTzB4GgIXVzeeowEaTV9S8VVMgo4K\nJzwAYUY7eUBtIJvrv7caBCyAk4ChqnyRRY1CIASUpfRpywV4fQvg24BjvmHOCad8GxeYgZg3TLnk\nOx8y0mHDelyRc8BtWRBOSi3j/istTJhwreExGBTIgc8MvjifFTOe8AlnnMrSXb1v6DzUyspWQWSd\ndnLQwBllFeoTEG8Zc9wQY0aKHKGf6p4y5rQhbkXRjqeMcASmDxlxztruZv3il+vcDhrMVKhdeB6D\nziv5Eh3r7lXmkGzpLW2fddlxALwQbO8L6D3j1AJHD8+trE73uVoPfb/IM+Zw7c8NNXEXgGUYc+wQ\nYN25X2coRePtwdceCDO/y2TeAXD3EufRglTey4O503s6VNNXCr56wPUezXtLE663A863Ew7TFVvq\nd+aoYNQjLN6TPAAr99QKNaLWPWuAvMtP+v9G7fe9wwsjzGAV5LEVxU5Ua9USfxQBHr3li49sEfAl\nTIOX4TiJHw6DzqlCmYBsHIN30wbgWoHXJ5RNMs/AlEW47ggm36EykSUQ5MZAcGz5krZLPyZEXKo1\nQCx/12rNkhEpO6euLQQA+/GxBXEkUCSNfuOx5N/8fOktT/yspS2vRNyffyMu+NbydX68ZW5LHXnZ\ncQ8MMq2z/x2DN6D4jDXAI75eS71iNmXykiW31X/t680Kl56eEdtscsC2yo6AjJiBuAE4A+E7AD/N\nRXEQ5WEvsSw4JuAIpMeI62HB9MRnVo7Ba6EDcSdYDNCQQLEyv0djtyHiBQ8tzr787pWMAoBS2eQi\n6zgCvlYUi/YLgI9AuGTMuYzo3SR4ZwbwAIQHIEYgPtTYY1KIt3wBzfIlPEvqKbZjtupzn5SAtWqd\nmpq1W/u67HiMNtTEkG5C7YLSz5/whIxg4r21vs5oy7Ypj8PPcAMb6P0cy9drvwuY7jqV2pkH97Nk\nULWfvKAERt0BX5xPl5eApQmFECY08AT3zr3Edcr06cpnTvm5FrCvEny9JzFJBmFpYoZNEUj2PCx5\nxx86DFigwu7A/JsHMsKa1YE20K9vu3Rk+Q6Dqr1tx/eUDFWx7MQM7n/bJ3rmpApHER4AGiMSAShC\nSZbkbpVhX92SWkSJQVSCHt4a0FK/jYzknJCHAll4cPWFaVei3/cSy315h+Lp7SUeBwWU4r+kMZzK\nskyJsy1CVnZnsR+dpSO7fD2ijxGA8bsPOaCmPPNa8nRhqc3SpPc56wFaP8ck9RawMdhiig/med1l\nO9p04Odm6Q9ZRLJxxPSZerHla4Ge5TdI7d0MmN1Og8+Qdew88PT9birER/cILhFQIsBk5zQFUwfU\nNvn58ebU02mGKlpnnLo+l7HTDQVKn+xSEEPCNK9Yjjcs6Yp5rlbIkcCV+T46M3Av+YOROQ10Y3G2\nF7sV0wvzNrEEXnCk7PRc2RXXoSLVh9CBynbD70uSkCSPeK6Boe1ZtOZ7tdKw5WtXkfkc8HXvKKm9\nNBq/kcVNQFM+AHhCQ80CS/h9thgOhV5AcbJ/qJ8HtBPR7wG57uDtgMIIHurkW1CdQPv2fWH6PQO+\nyndl0DkFYBPi7C1HG2k5gN2VBc7HEbN+VzFhIw7Jr1w7f40hkBULWg/WHHsAdn9meDG+9+7I8lVk\ngYpe6bcbFiPsGbjdanhHsYTJ2zPWdm/F3IKqsss0e8JIvl6wtgmzoQdfrwEpPih3dHDqK/2oGw0U\nnEi/yZKM+ICJlWPBrTnWe2sPv89UMAJfHtjoqBSu5C07r9HGSAUolCdaO/skquVTksSo6mnZ1tMD\nKrPU1ih+PE/UP1KPShqBL8mDv7OTe3REEVBRDTvcy6rHDvjq6RFjmiFGHvLIn27UU9B6UBT4wMBD\naL6eJ7qbAn36+fEOgcH8iwW++He+4GFIoxO25jMq7ymUFqtXwjRtWA43HPIN07wWCxgrUF54vwYi\nGVSN5jc/A9hjbwKa5YuVbeZLRbE8dOArImHBlZRWr6CU3jEgm+pcxJOl5Yi62xKp7NbE1j0jfSP+\n6R6YdQAsDD5fo4fgrvekPSDNvwMEvjLKOVQHGFjyFtDUKltBE+RMrGjzeW23I1DfoTAqYYaJPTME\nfp+XfleDL2FgLAiK5SuS5Uu1UH5PLDjivMvgKyM0bWMMvKxAUquAJfmRYBoBMOYCfpJJXfsgm28T\nsIBqXuNaoD1TQMRMTEQhm7BScbxl4OW1w2IBKssO0jcLbgZ8KXPW/vPb74caHDNjb/16TcOf6vsz\n5eEZ9G5fxtbG0vayXJpQdnKJ5UuWXcWuKsCMd3IKvQHWviO/7QER298cUwwQZ18+dEe6q29Lrxqo\n3dhbvmBqwP1h1ZB+joF+j8iU9/5xQqwmCKAM1Ff+kGh51+dVlnvt8UUd9CHA08AXuZ34pOXkCq70\nX2q4UfZ4xvoWdvNd6iECItGnWHtveB18SbtWqPXrneBLs7JjOrJ8Kf8sNO+X0oU/5NqwGBLmecUy\nlVkzBQoFwYDLg68b7oMv6b/XFCsHKHIISEE8ce2Oa+HxMscvVbmSxBb9kQvBLtAGwOdUZaqQ0Cyf\ncCB5mcRWr6zlDfnmoN13REf/znvTPauVeaZarPJcb9DpCyMQHt29lgQ0iUEl7OczAl+mwbLzJqMF\n/vPt+h7SVwm+9gTQ+DfPfDOmuGGZbjguFyzzDTEWQTla+vDMhZnFeLmCwZh9z6b9EeJyR3DsXh9o\n+T2A4rJHoHEEutA9xSXYkgQIiq+S9FqLJXAAACAASURBVCXv8lubZ9ehgtsiQg9NO5zMFZAbgxOB\n7sfFjK+3VCwoChMDsL3EO9qO9TsxpF2mBZn7hXIC9IBm2fbOS64XHGpvlMnPTJktN+yey22Ha7sH\nK5bBC73Is0AC28P66PjaJvuuT/5p3yNWbLyFI43VEVueckbprX6n4aieesmIHKudQjY78KaaGLIN\nNUH+viFI+Qws6GzHlIF6hA5Q3xeAQ4C+KH32VIg9Nwamw+ZqIvLkEchXIJxRD6d+tYtLnQ50Cah8\nJVkoZcGuKljFAuT7vFi9rtiavVGjLIpyWrqrHBy+BD2DskF7Pm1AVpGA4gMm/bzXbrFaiu9eO7Fg\n0D8sT4MCe1FA2dKv1m3dWCRJLPorBX4tqxUFdRjg6aP3kuVLKCEjuJ7bS/VlOUh3MLc7Xv85QGoI\n1LS2d5HInoVpBJxiqEpP6Ou59/7IauXz2csDGCw5SkND2fGcB/XZbcP70+8C8GWZspLoGEpEZMzT\nDafjCx6njzguZ8yTHGDNU0zjsXCYiT5lU+Ze/d7bNslZxMvoOXbM9eXKU0xhXpiy7sXl7QEw/96o\nJ3h5UkCBBVVzZVKLAV+yJMm+dgK+hM1kjLlDJ6TEOfpE/7Pw20sLCkOXzyqUQg2qOSpT+06u0AAY\nIFvRZ/CSa7H4lQVKAacMvsQh/y2BUxkA9H1l6yXPT5VprwCK55OWNcrfL43xc5bO+b0RPfZASBIL\n4ZEP4wh0MvBhBcArRf4qy73XBr70vEMNTxBRj5yZMh/rWP5vxwspBCngq5QYc0aoGz/gLS5VAQhb\nRsi8XG9j6O36vgnwCkWm5lPpljwDse7+C2/h2gFlfpxQdvYesbucyslyydmEVbC+jUfqIwlSHaBb\nmNTvq+QrygWgG1HsLmCEXJYfJTh5rv16RNn9eIEC3lF7GbjJCpYYQ0YAjP5PIbY4fqHWVOYoW73F\n70uS+HTyTufihD8p124Hd9tymZ8wBZc5LOda6pwxYyVWo+rXLD8xH+AxbWV/Dvgy+I1l0RvSa8Cr\njVvQ8RuBHbagDUGTvLeTj89rz4Im9QlBwby3hP9etnxJ2mPIhQmPmXwIGct0wym84Gn+hON0xhRl\ni7844m6NWegupBEzHAO8Upe+fu9tW25sSOMWsQgMEC2oMPA93x9bK7WA6Pe887ytzx6g5fIYfMmz\nynTGlq+yxLuY5xjAMbzluozqaLRiQIEYWx320gHKlCNdE3YimtvSGRKIDYV3f95au5fWOyPwJT3c\nHxlkuYVas5QG2PdKR0lHzS5iFoEpn35kub9544QKAaWf10CW768RnbI6YZfrtb2jVvHTxSI9Lk+u\n4rB8q5v1zw14mZhMstPOLzvGCsbBS5+pjnjtl5QR1owaxkqBG/lmhZQRk/QrWi7S3m7p1Vm+cqxG\njQeUINuPKHGraiiM3SQsyYMv8j/2SXgR9zZbuOUZpvWyqUTfkBER0OZ9ajvLF1YsiM7yVcYjyPwW\n4CUBy19wH3wxEF7ommD61wvlYvmSuVzM4Qx2hE+L3xdbvrw7xer4OSon3z9Y26oNMu9KgORrA30C\nylq+DXgJUu/n9ZCLf26oCXOLDSBvTB40Sd5x5+L3XrV4wY5/xj6IYwC2lx/n4+nle7J6AV8p+GIi\n6xm8/c6WHXl+nlYcpzMe8Al8juJI9+6IuiUpH/C9betyL3E9rdZgn2BtRXx4BGBqPUcAsRemLLyt\nYGQta5TuCVMuQ5izAAt/MRgRZnSrux+t7XEa1L8HX1x/Bl9ZHGs3tICDOe2PSDhkhGMq0a5Lhqpd\nB3Rl6v8MXi3VrI3CGIAtrS0TtuGyX0Zw97UU29ue3u9THddQwCFrz6N3VaGxTNvPQ/+8B+r+2T0A\nxgJegZ7vHSnHzlfeDDC+JKDprbN6SZDTAuDKmaRNWMvZjkQLvJdZfPQyAkLOZdlRwJcwevY1WkHL\njqXGHPduqOxJfWIocnUqFi+cxNChAHY3pQzkygVOGeGUkR4C8jG0WIejxHOM57FXsnQ385H6W8zN\n2SgUI+dzBcglBp0BX2L1m1GCH9d25BXAEpDngLwqddmUmwU7CI+oFrQ8EzbZA1+h+HVxYGgGyIUK\n+mXHsqFGeYD0HVtnmyrcga9AURV0fogCIXHhOquXVrxYvQSA2d7wAzwEUq+m7j2WuSQX9/Jm0XnX\n8gVraXK7fts1Ak2SGLjtWaz26sPASxSqNMjnewJewFcKvoC3A4HsJnlqxCvBU71zrwpNCYzphY3f\nHVV+G4ECa5lg7UVAFAZt8IDLt9N+tzXfXa64k1Qshe47C7oIPXdSGMhI6LJA8vUX5i2Munyfmusz\nM4WxcO5nsZl7U8B2DNgeA+IW2oS85rIUcs4n7KXjdMFpuuA0nVvGGUCq4WVGSdslmxIi3bMWAtF8\nRWBFZCSsxrer7y8dAaYxD5pH/TYCUhYyTG2DwL2lTSlJxtaf/8dAUZLNb0zDe4kBvI//xHo7Bj1S\n+qmvJz9R6HhrgMsuU1YPu1CWHZvPc2OyuVlB+ZIdlwEZMaey7CgbPm4oVhmpdgbCJSOsHJtM54ef\n2QGlTKlDmoA0R6yzWFDKG9fjEbdvDljnw4A7lBRzKhcS5sOKaVkRDxnrIWKbxgF0eUx43vI4Mj0V\nh/tjswgqXScDvJjeGFbz+PEY5gCkOWA9RqwxFsthAlIIxZVhWbCmqb3J82JC8SE7hGs5yzFmIGbc\njhHpEKw1ZWCB4gVuyU/muFrFVMmS5K3XupFCN6TsLTuWci2NSx/tzdX2ZAbKNsd3oKnPAV+Ra+Rq\nFVAVhoyy3JfL8iEDFcAuGfLFc2+u38U3cW/ZEC4PrqdYryXM172lR/k+2g3r8xkCV54/n4fGvlrw\nBSjrBX36J/wWeDMZxZeAepeZjHiEMPDgbb2sLHn9BJSjuEvrwR1joTRqA4O9Mfgag5+3gq97wKsw\nQn1KXcdXo/Fysi7cfT0sE7dLjH4rNwM2y3z6XmpvTAHpELDlIKfAABl4wQHfhQ/4Lnyzy7h+lL8D\nkHHM51KGaJ2HMfiy41Z6XnfHZgMgVOstu0WFJuyh4cVUZ/vMQ1Aef7WFeYCmY9f3PaChVESIjvy9\nNG/pY7srkccnUdu1praf3poYyHrrp7Zf2+RnEAOvaGadzg8+WHsyFA+IqA2gCPd0lSjoVhUwczLn\n6nSP4ockTJwZ9BkFfOVymDmDbb/oWMAXWl3yFLDNAdsSa1klBtbleMCn6QnPpyeiFJvmvLZ5fJwu\nOE4XzNOKdZmQJgVEI94qy25yaLUAJQbzsuR4wbFz34joY3zpmNv/heeZ0wMisM0BKyJuU8S8ZmBN\nSDHishxK1KtwbNblsoO45L3ghic84zEAS7g1cL3OEdsSipVcG26jENDxQmKl0mV+CzxleVESKxBs\n3WZ6TYj2EPdWLhoA0xnv3w80Zjxeed8CtJc+x/oVQBtQrJxSq5coDsH61/k63QNNMn843EvceW8P\nNAmIew/48lYvqU8e5CPPEMfch8mvp68afKlOvveraiyS1PK1NQdbRyrIUMuXxGSasbY19r47x1Yo\n+RSG753GX7NkBKigg8tbBL6/7zX913qPy9uDgiPLlz/rUuvFZ1OOl0GFSa+07CjhK0Za3VvIVxhT\nmgLSEdhmIJLWd44HfBs+4Cfx55F2Th7OK3BYL/jmBnP8V5IJv9uLov0HBMgmAWvlY81YrIaFJpQx\nJwTiTRZYsZ1HdzpZAKZjYO/52nqfHaln3+82RwGMI8sXgy8RyELD+5S1l/YtX/1cGfHIHiDyXBNw\nppYv3eUIeiYMYn0FsX4N8pS+CDlZ8HWF9f+KQDhnxDVVi5lVdxIUTOvo51aHPAWkKWKdI2JKiCEi\npIzz8YBvTx/ws/BzprdB/bLgVs93vOIxTEihuE2tYUIK/fOcEiJuZPny/IN3/F1wbMu4BXyVPnrP\nJpKA3CyTAbkAoDngNgWsW0SIhbOnHHBZFnxaHvBpeqynSRwbbWcEHHHBhoCAFc1eFbaSewjIMXAF\nOgsUL27zePNuR95cI6m3fO1fo3KFuiy19WPrx6xl9R7gxZ9vTbUg7xOrv2UgpDJx2k7D+rss20l6\nK2i6B5zkcw80cbl+2dHnMwpFwnlN9L+rC8+M31OWrzEDZ1HBiDN3vzIDFhbtNWlAz3vbW77Yq5ut\n1Z7GorVC993b0bg13ul5rBf5tsj/ozraurrZD6ZhPQKlB13KJlQwW18iuWRRUnVwXXbUMJtx2GYu\nr+/5gBQCtmnCGiaIJgYA53DAp/iIn8Uf7Vp5TrjgAz7iigUIuWme21QY9B7N2d7t+zNB4wCJYJKx\n85ox9ykvRwI8dgxmdYFGl0V4NOS9ZKy28tZM8NeDZOz0t7a0H/97zMbmozTqAZa1PB8gu33HdKt1\nFCDDPmAjBYHbPhsqlFM5qzBh4EU+Jy3IKewSu6S4JISnDPwciiO4HPDOGziegLCU5U0A7YiYtar2\npS+IpkgQpRiwxYg1zOWMyWpZOIcTPsUnfBvVuuvB1ANeUID0ihtmnHFEQnj1EHc7d5kr2rnNOx6V\nR6H2saX1vWVqGSs/jkDZdbiGsqsQaUOYgRtmXJYDXpYHPMdHnHHEBadmoUuIeMALDrhUP98JAWW7\nkljfM/exE6Qa52tudCn1tH6seknyPm589cArODBQzErM2WUsyialQ8cbW/8NrV69PDBj/V6r13ve\nYSDF7IMtwnugCfT7ns/X3g5Fn5fks1cf0PfX6rPXLgDIr2OF19JXC75GnxausKO8iDoGCWxRiq2T\nJCc5cw+Acci1Wv/rqJatb7wv7B7VKqPz4AWm9tIi6QMvaCQvzlP70NfSalZyl3u8lKwQiX/1rEXq\n5q0X2iZhWrwkZ5mUWFJSK4EB56ifNRjiGsvSnqRrOOI5POI7fGjC3KcP8SNephPOoZw5h6o6bnEq\nywKmR+wISu+xoJA+4AC1EoASsM727DMllMjLkSqMbdt1ea5sYVca0/4CdBcvwyVZehPoa0E7zH9+\nR6zQMI89R9AfA+T+tz0akXNAy7J/eTIO51umvi/lsz8i18EqCVpn9shjcNoG1jv8Bs5Pz+qTFI8J\n4ccZ+FtRQiBI4FMWHD+fER7tvFlwq4L9/+PubUJubbr0oKvq3ns/P+c97/t93enudKejIsnAgA2i\nEMSBGTjISB3pRPEnswwSHJnM4iSoA5FMBEFoIxgMCMFBEKPgIIg2BCVgZ9JqhG76N833vuc9z9/e\n910Oqq5a11pV936ec74WztcF+3n2z11/q1atddWqVasY3NkRrectKWNN1cJSndALUBIe0x0+pnf4\nHl/t0L22s0ZHr8BBL3w/Q4Mbj8n7ChpkVaCup/4gPHLAAascaLBtdh3FcZyilbUu2o44pyOw1Dzn\ncsBzPuGxBTAm3zBINnnrHb6HBYiuddfbJdygjuCryaxLWvoJ7RccRSpDOOjYTkSif2+3m+hhJOFj\n3uYdVUIyuRbHgb7Ie3OsNbxZb1K9ZDuUNeT8XPD11ucUNEWgo9/xv1qUZqcUI2iKNyDEurUOzU82\njK4Be+ArgjB9FXRj+WuL0dfSFwm+gHEV7NcH44tP8VlObIBjr4CF92edsWDrgRhHC9jryQMOPxyv\n92AMP8Dy6Cei/mCx5Ii9DZYWRN7k7x5OGBBgHSo6td546gzwwlodTmkriKcgdQuOq2oFX57iIzQE\nEkpqKjUtuAhAfMYNHnCHD3i/C77ep+/wsNzhOduFvym1WD7B8mXw1AN/tYAYwKDCOvarV7iFu+8T\nAqFJ6nUal1iNnn4a3T43PkFvgUGVBB6MJwz2c4q8YidrIy/rk7SIWr5rAsd4lX324DM38HWHZ9z2\nzRxdSsTy6DkHzC0mmlJ/3jaLOL/ddqlJUfM7keuFjMLse035ZgO+KcAfLXXbkc73IrzTTxekO7bj\n0vyJbcGiYy2DDyzN8tUsTJUgddHxgHs8pHt8j68cn/R2NVlWUMNxXNqCIMqbPemm4EFtpmxeBykt\nnp3S+yIn865ZvhQcx0Vdfc6c+um8fcYRT+kGT+kOD7h30dvo2bch4WvcysGeWh99TV1/I/jqlq+l\nnWSsQcYMuK/ibL+37egX03YwR6TIUC86MPPyP/etX+okBf9tsPp/r1f8eIpRzIOct6brdgT/3DU/\nrQjIrrVppgZeKwfwgGmW2J4I6mb9eLWcUk89fxIxffoiwdcoUJW9PBDhe0IF5ueEVkCihOJKNAb7\nU+uXsm9UCrE1PoSDKlOvVLsFB7lPVs0/E47sn9UG1w6vsvdoaJSMvxaMdPNTeR/wKizzMG0MQbHC\nC2YPvpJrx6z9XTkkO1HI9IITHnGH7/FVVxgxPaR7PKUbt6qlhcAD9Ln1LU40D1YWvJQTnsotHso9\nDmnFKZ2xpdjf6oANQLZ14rYC62L5S19hezqbeDdgWL+jrezQeNxOb41rNZtDxkuY/O5B/Z7Ij7LT\nFLryBxXsGUckbDjIHI1rd6+W0jBbYhuV4jPXgg15jHAfLF8cA9307f07bUhfb8DPFOBcLMacKpMf\nFKTbrV6lg0uHJey3lyut3BZ3rCTj8YLUncEJ7B9wL9Q1Oi1YcY+PzdJTXO+1rmvLSuUtUtBkl55k\nPvVSoq+XQmOmmVvBDEATMF3SoTrNY8O5W5VtW1+tX8+Nns/ND8wWg9lZpjoRBguU8ajdR5vaAr06\n9BF4Eewx6T2WyqVFqF3IUHHr6orlCzB/M14zFEdKxHP7OJNa6erHV1MC7B6ta8/AAym/bh3rjxam\nmAreVg7TtROSBd7XTEkZxsONUyxHfMRM08911VvSFwm+AC9w38ovMwGsqy8LmriC61mu6ulwz/Ms\nuoWjMIlJAVRV1gbK50DFRM/MLG9qtEDPTiogMHU3n2gKiPbo4kuB+z876Qb5NcYIi+VGwa2bPyqg\nJtJvqsajUPZblhlZ6HduvhqPuGvKZpwST+InomJva7Mt9dHbA34LNMajHpZfkfF8ucH3l6/x7fpD\nHA4bbg9PNTaR9C/BLwRUWO8BMLV8qXOuPWWjp7Qj5TXcii4glV9ia1SdqDWEZZBmkBI8GBqT32b3\n/KDtIujhXDUFrfxjyTZcRkCm46e0SahxpRIdazkkEm4iO3p4n698vyH9YEW6rFMn4vzViuVG7b/K\nLdo+tsWA4JYT1pTlVJ0/RHFuW2mcV+zPASue8H0/CVgNaWuTg94CG+lj/OJtteOC0Z/wrbMibivP\nD9YY7T1AvrbYUsDGtgEV9BgQq87/BGNmZxwlH5CGYKc1XFa16G2o18qd+kEA9L6uHdj54LF7crjz\nHa1bE9AXrV76AiqwncvzT0xvtWDt5IsO9zE6IXkXvG2EylCd2mMb9pziFTC9Vk4K5UQfL+bVz7Ny\n8qSsWA5w/QaVT0xfLPgCPKp8DV0SuNjaY5zYqpDWNrGqvN16bHIal22LIg/KKK5wRnuYqRQ/lVSI\n+ePY9W89GlCwF/w1wicq9H3g5ZNvi6L3DKWbP1VJQKWxa6IQ9b1XuKrKdhTKNhf8zPSAlXG2dMty\ncWN47lt+92Jl8ekZt13ARismgAZ5SdFIubrxpG2nat2wYCsLntdbfHx+j+9efoi722e8Tx86+NJ6\n9jnGf2MwIbvtjVH8Gui1EWBOO0DhRz32UyPa+3lTYADQtzv2QAXyHoCdWXnjU8aTesxgVuoVFTv0\nwX3P+EQhzARycXc76hKCKR83pHsCr9U3rJE0fbUinxR0KZDUrWtIe2CWr90tPx/M94xjnxXHBkAI\nzijrEgrOYQwpX5SO6iNHkFjnv3KTBl/dkHHAirUvQKIVyI+qH7NrW8cxnwJx8qNddH2HA1bn30a6\nOs5QABRCTZif29LtW1USZ/H3WoZ5EC3Xync27xt7REtP8vLvGgiLtNubY1fT5wCwpPjE84srSoFL\ntFbx5hGdZ5pH2zWzVBUpp8DXFUFTbMMmeQB/4Xq0vml+3TyZlfMHkL5o8KUi/m3PQkS79yUATKBH\nEUH/HANf9Xg6RaYqI7ZHoZ2JR/6fv9jKmU+ETioDVTMF4sHXW9OoHI2+quwi8LKn/HFoo+e4beBF\nq720HD91Z4CC3279kwLXaPm6tNv8HnG3e6qLwpk2TB1L+zznN4aZ2OT36M/1crnF98/v8e3jD/E+\nf8D5eIJyQBwP7ZMCafvdA5/ZFqVaJar/lx0WiZavuODjaEXFuAe+NPZbgVkLI1/NuNJ41nMYQg5d\ntETOGfnkNbXl4aHSNQIeJ8hDkNVBjhwq+EJekco6Q4RItyvyacOS9LKdeOpU2kkwuAAlp2aJ0Vh7\nxgc8rMCtN5Z7wossMBbUQNP1t7XNCbV67YEvdRAwfehPQvJqsAvU8rUMIxBTpOtMhhjPeL40v8N6\np+oLjnhqc37pwPPU25ZRxvbM7ljsEe6rbEioITsAdKd+b/lSXzbzJ/Oz0o9wr9PVC0TLVy1zDFsR\nx+xTMdRnZ2p5ZvziGF9BbbQ0xTt3ddrHIKYqpNRqpdfHLaEcBUzLTl4mBXEllMX2ZClnb7vyDyB9\nkeBrJkD5i0IPQAV6TbaFNK5+WTZQHSUfcYczjjji3I5oz6wPY1LxoU9dA0UJ3vmYV+0UjM7LfpLt\n0cLaEiG5B2v2pLaW7Ver0qw+VT4RZOk2w+wVaRHfc9t3TjNvTlDBPwOvdRuiCuNL89uIZXJLwvqt\nFikToGzTKP4UrCTJVVPOK46HM06nZyzLBSltIef1l4EX1mPwbAYkAJVjyhuvWRKsZO2nPjNvoXcB\nYEtsTvr3Wp5yX2qLnRs8N9vJWfjL08BsnUb7qIDiXJ/xbjxVxyCcXdC2qvXexAhImE7LC25PT3iH\njziU+WWDd6dHHJdnV+9sxIexSgYGttYwLuni1h7lCNsa5yJPEzMvXzOwM5Mts7lc3O92FtRuwByv\n0iIPxPquAS/m0fq1XQztcm5bjye8uOvM6LqhB1V6+0PIh5JSv1RbLYoJdp+lgi8fZNV824prc1gw\nz047ChWUK1TeasxFP1aeZjb7dmg+rnPeliag0RXZD620xcMs1telvQrQzyqotSrJ/7iFj1DOFn5j\n3hgZX1Uiv19DOYyqv4TnYpyxIr9/Fuqdp58w8OUVk7cc1M/RQwST/wUJLzjhAfd4xB1u8Ix7PICn\nS7xKmzO0gg8+W7+/nmiyJviK7YqgK/epvH/CzCtjP0mZz7v1Wz5+0r7sKTAVlFEBXANgs/by99je\nCDZI03iSyPLXJ3Qb4jXwFesdn50pcRtxtiUhOxodDy+4vfmId8sH3BwfkZe1lxb7PlMsCiKMHqbW\naAXcG6dxvij/+jbQNqZPzcbK2hCczl2dXh6pGrCxMxpzm/+2x6QyK4svh8DJW7HVCuUXSnN6aLiJ\nXjbvAJxtPSbro56YZLrJz7g/POBrfNdjQsV0vzzgJr8MoE/pN7UcJLT7/sxKxV4qr9hM8fNWn6UF\n2CKz19bo+MWk5e4vpMw8wTAre6d6x1Eagf0s8VduZ+qsYJ2XZv16xgmndvLR/EsZtsJCtFQTzgiC\nuM17TtWhXy2U2reLADEmu7XDJNcWLOTDvZLyvdKaSU/oznZdZrRSmlkK8/lzgMPV5xV4pbm/FE8C\naxBiljtYnGEATNtLKxZBHOADoGpg1gjiCuZgkGo+Ai8FYLEcBYl/ACDsJwB8aVJhT0HjNybsigg/\nyaMgeMEJH1Fj5tyjClL61HhL1sjUKvT8tBjX4LFXnGgKvmIP1Rwfwdc1gcnf1AdLa+emlQnOPPQn\ntn5mOVDgNRO8ewI4tne+Ctdc3krnQy4sKDAvrE3AVz2xNAI/biHMwJevPwHwo+sBaKXbps+kguNy\nxt3NA94dv8PN8oQlX4Y2sN9ULN7eM3KPHRLZD6sQFxeQTyN/jqtkfWIGwm2rfu15r4E+/51BV74y\nNpzwgjs8uqfnLTf+W1r9yjPjjJuPm+YHKl/vbztaO+iS4Cxf+Rn3h494v3yHmx3w9S59xE0yy9ds\nzCaGEJoTess5XpxvM0ATk84/lkFfKJ5ezBj5Ut8r1VS5K81pMY9hZSKYiOX7Hu473G9dAnlfR130\n0en+Bi89oCod4gk8++xpAU0j4bdu+fLgK2OTBZ9tt6rPl1nZ2E9aHDehUzJfM6cSErY0HlDg/LjF\nUx9PnZOzNOOogT8IHl6zEGi6BjIIvPhSh3smgh0GIT5oXsy3HZkUNCmIY1gYSBnRWqUgbpNytlbG\nCrN483m1euVQTsEILH/M9EWCrxnIYpoJ+yj2Z8/zPRMBEOOp+FXbeKJMy9NWzph9JhDZStYbr6Ww\n8jwAe8sqUeuf9TUqogg1XmtzBLGqFveOmJu1Yz7XY71j3zyQiHVp/gRv+Tp3y5dXAKaA9i1fdf6X\n3nLjAqMh4Vmk72E547Q84xaPOOKlP7sHgCIIgnuqdD6getvbomG71JWdtmGOU+zRDPAo/8S+QVof\nrcqWZz7Sykf8z21H2pWo5D2o8vaE6yBLrbubqysuYgqSXS00ONz3IUJGwVLMCsF0i2e8yx/xTfp2\n1/L1Dt/jtjz1uxaZOuiL9BIFYHcNjouj2TzVPvJ5c9avdVwEUtQjROtQhoEuncfjAtH4lDXrFTzz\nbcdZm/fkGj+bjLFlY/2+1kn5/YIbPOO5+2ypTPUyHdgLdhoBXUKRcavWbs7C+bajcarJHuvHfpBV\nPR1u4Euvu1N/y+tphz80nt2nAoe35IshW/T5UoC1tK0+rmqSfz4CHeYdygFwKa2cUEYEX1qO244s\nBuQ22EOxrGVSzspymux4dTyupy8UfI1pT+mkLnRGRT6upk3p1YtYPyJjwx0e+6qYISiywBQvJEZ7\nQgQkcyuSB1+McaQrKc1DgOCVpvbquhVE+xytV361WWvN2KZlssa4+psp66gSr81cFVWaNz7DpMJP\nac1naruqD8h5Z9tRAe8IoqmAgNlpR67CqdiiJWKEn6pA7LSoutP6/yOVFPAtO2VzDKrANkug0qj+\nN4swe81a+F/5ZVSA4+m7sa3jy9xF/AAAIABJREFUYqduwPAQi/Gd3wrcdwQ3ClkgWD63v9E9Csa4\nkEuAu8x6EOAA0rbhsK04lTNOxcDXXX7E+/w9fpB+1IJyjunr7QPut0fcbGfk1LafE7CkFTlvc2Um\nyqhaRPa1niroeB/rhhqk08c3M6rZYl8tcsuwINX5rYuT3EdklHmjDJgvBK+Br2jxNmBiEituPVZH\n+0X4aC4hoWPObxN6PLbUuLWgxvli/EcPNm1M4mLdZLP0QcGE1NuXGaW+yuTuTZ1L19OcTwi83HVa\nnwPA3vLMdBGzAWUFSvOUTwv6BdzL5HkCHujvBUgsp9gPKY/bhOpDxnIUNKG0NhWrmFumC8x3bJmU\ns2hZNhc+lZxMPxHgK66y42cDXwCnptkvVLFaCQRf3P7g1SMmxheX16b9TLjbpIz+LRG4qYCzI8y2\nqqGpO7aXNVrf5/SJdDPlvQZh7DdYozO1JhWy6rQ7E64z4TsbT6OYHWXXnqkytxbOfUoIiEwQz7cd\nqVRG8KWKnxAs0qBuugGM75WdgoogAOC2jPY2txyMS+UtOnu0svGjHWAbaMBVuoHBKiHodO2trEY5\nW074sdE26bjz+9kY783NA4ADvOM5wQMvZ07iOO7pkTqlkixqZmDXA7DIl56mQLAG0FAh3+VSKvi6\nnHEjlq/75Qnv8QE/yD9y0c41vS8VfJ0uL8hp69tOh3ypdzWOSLu+FnQlXOkSW482vlunnQaI5nhR\npui2p4Jxo4NRSBeGytvjGOvp2WsQ+Loldcb3XtqZLDYLnJdql7ZVWOe2P8QU5Ud/RQCSbI4B6DRg\nuIlD+19pG33xxsMIrFttuFOHe97rWOT/FQB2Pe088wcBvN4KvhSAJTSwswI4V+CEY0W6SwBNCsDU\n5Vq/R9u/LLwWLI11Rl8ttoO3TygYJL149RPBoL4A224EHGBMpKuTnp+WfiLAF7DHhOaPYs+NaDSC\nAwAdfG3IwfJF9+K5UJgpJ5brY1nFdpsi40katXxFxbW3irT+jO3bez8TjyZEx/55Cquju1m+uMqO\nwk1rfQ2A0f/MLBqz2lm+xfeKG1CABUL8HMtXtHDOpI3CxahkAExoO8tHbzFbz8/PkY10su1Hxomq\nOdgXVbCqNM3ylUPvRhGfXGu95Y7bg7p9N6NQ3Gak8meUd46ygi+Wq740vlTtodLFA6/43R49gWYR\nQPHAi4K2dS2XDYe1gq+TgK87VMvXD8uPcE48MlXc//flA+7XR9xczvXUazNwHA4rUtqcBaQ1rCuQ\nktGu0cqTJYQH5LR88bYOAm3OURtdXYwSgHs5sSHtWr583dx+57U6I+iazT+Vb17eeN5hTi07LrZ0\nO65GaLSLw2ep51fArX1Km6PfM25QY36dO88WqZvJL7YV1HKprPWmuGq2Z3aA115/3pIIDn7sbUf9\nf+25qc/UBpRzfaUE5GXu3N5BFmwa9d8KkNpeYVnrBMFOOXsWq2752oByaZavhMF6Fi1fLQvE4IZm\njZtz+dvTFwm+dIUcFZO9N+aeTYYNIyOrCH8qN/ge7/FUbvFN+hZfp++6olAfDS8g7Ds9+k5QoivK\nsd19DdTrGBX2GGNJk/1uc8EEkpWvQlOVsbfK1G+izSOujH2+6juisYUsGO2+0I3JhGfuQrZM6jWl\nYXG2ItVYk1oU96wRGmn/WtoDpJGjZh5d2kt9V4S+Coh0tJN7cmbt1dHQ4xMjnzM/+dIsAsaLqh44\nvnGuRfBniiXWBwB+9GMfCOTo7h2BUhz3yH+cl3HO2GyPdsb5VjDHOKngFvDVF9VrQXopWJ4K8lp6\ngMb3y0f8/PG38fHwf+GS5ldZ/eLlN/HN+Tssl4K0FJQFKAcgnwryTUE6UF1TQaJdog0gURHnzmNx\nbnr6+pRCHpVPc8liqTiq1jkaR5m/At4ZfwaUYpnKU+rtpFzs6/d+ZLGtnPdcWGkcroTi20RwE0BQ\nSrYNfoNn9/8Wjy4UCucd04zLKmjeOq07MAvgh9aubUsoW+qAhf3XMbMcn5a6hSYXYGZxfbUAW6gM\nejha1PTkcLcSFQM92OD8LHXrkWCn1YkB7LD/rbxpXfLS6PhxW1PrUcvZEv7HNVV7LnXL1yfSMqQv\nFHyNIGRUCjVxglIEeOvTbNLXch9wj9/dfgbf4etuieLppHqfV1QetXwFUfSZYBvU/jUXceMWoB5r\njopQkwottS54CtWeKvDS/yYezKLBk31z8KQileCrCroD7E7MPaE79t5UJB1XE8YtLL6LkMIsXxpw\ntD7L8rgCnqkZjcAd2xVbCeg4ezFqrWJQ09eOg+vIFtkKjO0Z6xpBqG3DzCyAVhsjgdtsGq1TxgnR\nFGNtqNxtJ/5GoKf8OPbDf7sF5TjOFeUSdQJYu+8Nt71nizSltG2zG2TvdGpOs0nBVx/0Vs4KpBcg\nPQD5Bf201fvlI/7Y4TdxWFZsydON6Wcuv4dvLh8qaDsC6QSUU9NFhznQBK1e2U7BkQ9m4Mso5mGv\n0p7WRA9gXjeBGPWXPhs0hI+Om7YttpFPKfT1AFlz2RKS9UdAFZPG4dKQN/q7O64y2f5LqVq+DumC\nWzxJz/11SzoO1r/seqKfeyUJ89OOSNXitWVsJaMUk9fqY2mLJH76hCQAaeD1N+WH4MZx0dXLz6Ua\npBQMOfBF0IQ5WIoACajzTa1W8WTlaxa0slO+9m1WTty+LBjr+DGBF/DFgq994MXPtrKrAp1KwG9A\n+JwGmAoeyj1+t/wMfqf8LFIuuMMjvk7fdTAR6zKOVaVEy1dGBsMmvLbtYYpEL6yI/Z3lN6VkajMC\nTH/1sf/NbycpeEm9R1EMWqiDuk9u4OvSeHIbVmhzBaG2EVONXoDXno2gh+0dV5ocGz39xHIjiL3m\ni2KKi1B0riArqKnPx63DOFpWto6eVwxc96PX76GU5wUfcmD2UjBY6WVAleVFy1Xlgi3UzN82KJBh\nb70gHmXajH89j0FGYwS8GarGfKBT77c4ArBoizCouvUaquKACVOmdr1QBV8F+bkgPQDpCcATgGfg\n6/w9jssFP738qCrzSbpdn3C7PiFfCnAL4A7ALaq/8c0EeFGJdZ8vAxGUdXF8Im3juCm9/SnE1/Uv\n56NZvuB4iHKUz0b5oeV4vldg7WGLz+PdHD7F8qVyxXNA7tu/WpRZvs7tpsh6S2QC7zXNXf7puFj5\n2fW/Wr6ya2efJNHyBbN8lZSAgn7SlVc4eUrupfEX3Xb8cZ3t7YSu/tTKzwWFligFXtzCSwVIweq1\nB5q0jfF7cq6erowgTkNXMBp+DEWhfduzeuWdcmYg7jPTFwm+BsEUftP/uiaYAZI9ZQIkrCXjUg71\nlQ5BQKVQ39i+2TaL1uqBW31fr/ywK4zG7ZA9tWrrKm3XzO6wR8+4/VKV6HxbzKhpgBJIqNd63ICX\nimw479I7jpkXUN48P2svXx76zK1sdIDn9UEz6+FeO8f6RwCs9L8mBE3RxTrUllWXn5HLr/H9vP0z\nWlt7FfBZWwowLd3PrZGPyRHalzgXWP8MVEV62nz0c1pr8MBL43wp8I3WkwjYjNvkiiW1eg3Ota3+\nFhMoPQHpAcAjgKcaauI2PwP5230hvMlL/HvzXQV1A43DKlz9fyKAmYGQ2fe1Gbn/j75JMZnNKY5u\namUYF0TLl41WcvNzJin3FzYmyViehoeJqcAO2uhhGt9mW4z37/csX23X4xZPLQYdmjfdEX7HYG/b\ncU8Otu+GVUrqlq9SGvCC92cjdKa7yK6kn4Aj7R9+HPCVRiNIgpZnljW6Y3lQ1H7M+bqlSbcLsVdO\nwnBacgaMivwftieTfJfmAO5aOREkfmb6IsEX4Cfn3vd72w6ATpIoRuoq5xt8i1/Mv4Gvykf8dP5H\neJ8+dAsUmZ8KfCY0WCa3ZHgyZqZsOE62fXLufgQUIJpHfc90q3BmUVOxO7MCANxuVEU00nW2Qo6L\ntdpWv10YFSjk2ZhURVajQxXVenz7GviYJT8Slbob5rcBqFDcA3zX2g7YfY6Mds3QF0A7JVVOeMJt\nvTpn4g/EcYo0mfHprN2ktwdgc2EfqWTwkc/Mnh3bUFfh9foV68X4bHxRYZCnxxO387li/SzwVi5f\n9uylcycCr9Q5I5k1YLrtKGRjTCB96bNvSau8JKKLo5eu5lsbdMyZZpTWpMqbdDD6egCUpdwcZNnS\nFoc2J2Y86us1/opQKhKKnLsHz+qnmQ/nTMbzGbUIj/qAFigqcGlOArxNtvZX5THpSC5i2hw1PH16\nC1SQBgxZgArAinouUsYCB5ybMcdbhkdAtQOoCZwSfjzr17U82rcDLBzDAmA5AMupnnBcjhWAxVOF\nEdQMW30JWJZazmEFDodWXsiv79VJnla4QwIOGTg2uXxY9tvy6rbjyOWfmr5Y8AWMq+X4vQph/7z9\nOuapx96/ST/CghU/nf4RblO9ppY+Jbq60fpHQEVLVp3+M2Ho22qB+44t7hFgq9OCNCgQ7Z86+e/V\nMfofUXjM12cKRlSNKRWZ6jNVCdMSZrQ3WmlrNL+COzRhn1BkRW25I+1niSCuSNkXWMy0vTx7vymg\n3M+X4LdDzOl4LQtecMJTucV9esBa8iC0DP54OGVgdw6+lB89+LKISxGAacutds/FUTnO1HoBr2mx\nkChlyDMqZVMlRShm2+2zxZNa0HTTzFS6bTfGrcUR4MXIcArVt+qPwu0SJl3VVsYawZcaIXRlrP8V\nSK3+lcpkFPj8ApScuuUrjqvO1xkI03nsR9lbyj1fqCzj4tBkBv2+FLhFpWOj46Ey3FOaxh4oUUub\nZzHqvPZJn5lbyHxvGdrBiRugWb4U6PvZqeE6YqgJL1GNlrGXHfCJQb6k+qeUBsBaTi7GzcfOZKyT\nYG51PKFy48cfa9vRKr6e4pYjLUwdNB3a+1dOO3L+IHy/LALClgaksA+aFDi5rdBc8xW+D+XsbTsG\ni1hqNN/XJq+nLxp8AaMCHkVODDXhV0Wz5xes+EH6Fj9I3/YJzGPKOqkBdEVn5XvBk7HiiAtOOHcP\nrmttrQJkc5avaCqPIMzA1761wIDoCML8bYh+65H1sR0GjtJQj9HqiAXxyiOvlKNy1jEh0OBdgfEQ\n/Gzc9xLrYc80vtFreeLnCEjjM3zRwmbqqYEvLNXyVW7r9mdwxh6VzbiNoSAmKlqW4cGX5/XZ8xwf\ntS/MxEZUxvy8NZsIA3fG+XbtRYuKgaIRePlyjOK65ZIdP8+CfsStxtXNH+brthi1fMVtxySfZ+CL\nAGyfxWy1vcADr6YQpvSSE1wRngN+bu2Noc5jLzdimX68zSpPcMxxYiiYOeCO9doIXVdLHqD73lR9\nV+cZY3ixjZEeCr681X4GiZrWjCCkWYVU1lK28bO3fNl8jdJ2r7cz0FfzV+C1NetX7VPufUsoPX6b\n1tbBc5qX23ucXn/uanrr82r5oqP8AiAvYqVK+472GtqBrw7oUitnAQ7Fyolbj3vbjh14pfo6tvE7\nYB/AvbbtmMlKf8gsX3tKai9xovjvuB3ECT0CAMCHKFAfpCjwtV26Jo8+TDOfJAWJdQxTDzqpfYt9\nvtbfKHyjoLZ1EoQOZeiPlqmR9zV0BlOG3cnHS19nfhbjWHna60tBQXw+tjHyg+bZxH+vBrVMqKbh\nUWlVoLINrVT6jMDE2qXutSyXgnLBimM6Y0krRp7U+svAP7Q2atLV/w2eO61jeI4IqPWzqbSoPPet\nynyvW9a0DI+Aaf5ir/lXD1roHDQBNlPEPtTFInNTL7XZkAVsvW7pHSwH1KcTxdyB1E37zLvhLthP\nBwCn9v8WwBHNqlXLGMBJRyOp/5/x7Uy++KR9NflmV/Tsa2BVIwqZuRhTOTaXVTMo5Ts45xMvh9YG\n9p9wiw/4CmeccI8HZ/lig7eSsW7NBSAvw9VMQ2BmWqBkXZRy6X5fla/sRgbtmVI3UptJfVk7IFM+\niyRJo+rOoAWSl2vHq6AwWLKMkr5tY0Z8WqKVJ/mxHsafcyj6Vx0B3KQ6Xzgfrm07qlVZnzmhzj+k\n+v44KWNv21HbdGh5k5RxDQzqtqPW96l0nKSfCPBFcBWZKU5yPkPlVAUyl68eAKwiurlyKkj9Drd9\nhWIxslYsbnKbKvDH6RUcspzqU+HFXZ0b+yclrc/ofczwk1+Fo6mv+n8P3PFZrjRfcHKrOyaG4SDI\nUPA1e177O9LfLqCdK5ERCBTpwwx8rduC83bEIV9QchNQwjuqwAj7bHEzB6cKIgwMWMCLWrb1/5As\nRlBOc6d/UwzeLhNnNMdEQ2iodUFX29FC6+HcyCPz1dpoCatjbYdEZmMz+zwrO84PP3evgTkDW6Vv\nJZqli7dTLN32rBYzg6ps5wB6ZtuO+huFP1f25/ZS/6+YqCyoKKh0MnZPSKIpOW45Kn148nAvXIor\nAnay02yOh4Hme7k95F56F7VVI7jfg8/ov1kNcaxpXDC5fcYRj7jDhxYKKGPrF02zLSjAtmZcLu20\n42HBtuRG39xp1mV0SvW0YwBfSGgWItp41764NEsa58wIvvQ99xlSnM974GuSFmztxsoX0LM0yqSE\nMvh9XQWGusj4FENNy6cGDIT3Q/nqZ3VqL4KvMBcG0ETAA4yAideoEsTFcva2HWdtyhgB3N6JxhLy\nL+H3z0xfPPhSu018StOM6QhOyDgsTb1PCLwIvm7wjAJv+fJtUgvOeKn0TLFov2gj4/Yj2xtPbM0U\nmYmp5Pqon3W1pqJS6+d7/V9QLV/1kPVp2gZavhSgzoIgepE7o5ttqu5BtgiCdAxmY95XwGs9nl3S\nGO+M7xUYm105tmAEF0pD234z4JpS3SJg1HEdC62fL90Y095qoiKiRdJziCkGvxli2ySYlBkBsfaw\nuE+6HVWvsLEgqXtAaY93bStpBtj3yvEhJ9TyZb6MavlaAkTJgWJTZaQAbA98UWm0E5B4aa+9dINq\n8bqFF+Z7li9tk1gz+N/kzfWLq5PQyyTK6E4Q82pdBkPsxJ1Jm9GaqPm8zPFIYwawtQXa1zMOeMAd\nPuB9t/rGg0kI4GtLufrLCW285av+3k/LsWW5ICXjKT1AZYs1jZQ3MV/1tqvPXQApbwRfuYE/xhwz\ndixCQ3R+Ko6fXkEEn2H5Qpovroa+zfy+CJoK9i1WcduRbVTAw3LSTjmvbTvqPD5hBFIzH7QI4mJd\nfxjBV02muFUFmorwk3UuBDIK7KKg5Er3k1SVatximQmLuIpX03bc//dKPMI2BZnar/kCRZ+00ueC\nWJMBP1NC2vetZLxsN3jY3uEhvcMxv+CUzp1oCfRXG2MIjSsuFRQmmnwfvCDTPs16F2kZ+9vB16Ve\nq1JSQlqMllb3SK/Zyn6PhpHPNL5YQY3BXy1fZwFfTmSG/iqfaGvqf24b6dVIJuQJuEuTGwb24pb5\ntVRl1AidU2hLbbUv8TrNojrwymmmvr0amQEyBVXR8uV9yiJIGNo4swZog2np4kq7pcv5gPPNAefz\nsQfGjOl4c8bx5oLj6WxKALDYRzH1tlQzQ0meGttAAZu7Og7A3AIVX7NEXuO9hn5uG7eqLIkp8vjs\nfWyzlqNAk+DP+3KFReOWsZ0XbGnBttTL48d51l560jFYO83yZTVX7bH4+gJHR9DjubdYTuU1I0QF\nNmmUebS+UVbXc7oyzhpaImnOMVkeaccnpTLkceOgfYtWJs4fgq/oZ/WWbUeCrxMMfF3z1ZptO0bL\n1wXeCjezoLWu976v8my/pPvz0xcMvnzyrD1fcelKxQSUCilCsq2blSm4qxLb8BW+7z5NLD+ydNxi\nNPO81aXiUpVs5dEIwFY3J6LwvJ72FRVbT2sbv5uVfV6P+PjyFX708tN4zLf46vQBh9NFHFE9OK2W\nDAOfs+jSCrOULhqYtC4sknwDedaP9Z6wBoBSEta1gq9jOgMLrx6aQx62ztTJPO3VScD1ghOeW1hG\nWl9u8OxOs+p4ann70ZDsM+vbhqezKKQ6qmP5amPUbSJyhqICTyOdXzxkQcdnv3j3tIkqPo4joSMw\nvxfveqrPGR8pP6YwG2dhaKS3qfjYWhSyuqJdUFfb93Cn1D6WO/yofIMflW8Cv1v6Jn+HHy7f4gf5\n20ofVnyslpYBHErYCwYCNXkycqiXNfbS8bI6Lr2dMZ8mbvV9xDsccMYdHoWHY7y4z0t7QDi5luVG\nqjPu8YALDrjBc7dw9rlSAKwJZa0b4+WQu9P6bM72byYWqIp7jT+nkLWMCz8H7EAnfZ0/8FH1pV5i\nwR6BXha65O06s83n7lMVfs+jJx4/Ne3kSe0Ptz+LXvnDF4FTwT7Y2dt2JFhqd3L3iCPXti2vnXY8\nSDncdtSyIgDTMljOii47ejDmTyKmpZ8I8OXXEHPFxDTak3w5qox4Ik6V1B0ecYsnd23ObCJH4EUx\n5xUoJ7EHFWPkblPSvrVvm25R2ZpdhOLYR6OpdPIWw8t2xMPLO/zo4afwnE844IL7w8dqkm9l2Gmo\nc/um1kdnc60hMqUqX++tVH9Vv6c00ND3UYFB54EtY1sXrOcDtrygbLpKhvvPPFTGe8p/Bv7Ib/SP\ne8YNaqCSW9QTZitOE8uX0tu8vLbQvznonIMvFfNGe20r+UvH2eiW+pzy5ypFYPe6l3aU/9jLNSgz\n59Kp8hLAMfZrn/ac/0oRXf6Mlq89q5fxXEIBNCq3+oe0hwp9ve6BIg18yHf43fzT+PXlFxrvG3bj\n/5/ffgvHcsE327e2SC5AOhakRedoaxtZcAEgW2ccF0KnOMcAk1/kN4aDOcoNGt4PFC4/0wUHPDXw\ndYfHJkH0BlOLDDYDUK+l14BXnNdHXHCHR6xYcMIL6IPV214KypawXRYULNgYrDSU7ZaAO9cL6WnH\nkWfFhaF4yUXg5YFy9LltfZqAPjRn/ySWlCjreGaVGubTknDMZ1m9ruRJ0vYMC7D6VvD12rZjtFjR\nUX7PWhW3HZmWSTkRfO2dmlQAFup5u4aep1fBV0rpjwP46wB+ttXyn5dS/lpK6acA/DcA/nEA/xDA\nv1ZK+VHL85cB/LuoOPEvlFL+h/b9Pwvgl1E9If52KeUvvrWhKTBmFOBM22QKaRnK1Hx/dJ5f5x6H\niGbvqLhMjVgkoVXaEAV+nFQKlCgYFSZ4VXF9xozAZHN1q6WNR5TrL34Ve1mPeHj+Cj/6+FM4Lwfc\nHz9iK9m1VYMwAsDa/EFoEYlbkDMAtu8vkkO+faihqY9HyVjXjPVSnW5xTHWlmpR6fqKUK3T1NPZ1\n0tKnlq8KvtTyZeBr1j8DYDOAMAMdIwDTrRjdctzjMeuHKnfWS8GuI1jaONvWagzh4Tl1H4B5a6ed\nxItzdJ/2pqJZ1zXL19xfUyx0DuzAhKwi9QzgZhStD8c7/M7pj+D/Of1juOyI0Hxe8c3LdygvCWUr\ndr3dsYjlq7j52kNNpNpAAlxvsxr51vOLWb7oqH3Apc9RDxJmlq9bfMQ7fI3vOmgn3dVn7HOA11s+\nqzyn5UvBl/Jnva85oTTwVbYFpagf5NzyNUaah/Dn6FUJbMhl6+LDga9wOELntLVgbvlS8KIXNVNm\nz+bap9Fd5mVnwE/IzsZcU0Gt3SVeHRQBD2Bg5xp4kiDEfVFEwMSrZfWU4h5oUhAXgRdDvxwwb88y\nKafE31Qyf156i+XrDODfK6X8HymlrwD8vZTS3wHw7wD4O6WU/zil9O8D+EsA/lJK6U8B+NcB/CkA\nfwzA/5hS+pOllALgPwPw50opv5JS+tsppT9bSvnvY4W6Ero2aVXBaLp21Jzf8RvGw9HfKcxNBY2g\nwFtvvCKLHi3aD32vSrz0tnuL3JjXQpJqybxQW2tWBRqVYPTZWJYL7k/f4wf3v4+X5Yi740MPl2AC\n0XrLliil56xIAOhXlqS9CanrlqdrBxFqNQnYMsq6AFtqcoaWARrv/crat3BUYrP2cFx4+m9Dbkfi\n30tp3oOKAIV0jA7ncamg7VhgF5iTL1g2+d77OJlVjc7/5KnYL8/H0YplbdkDNXGcIw2NGgP0gUJ6\n0sn/t3r1DlSevuMW7wFn10c+H2UCEHmn2PVC6vOllq+UcFkWvJwOyMUU4ePhFh/zO3yXvsZFoq9r\n+pC/wuPhBi/lgKWsNbDqVrAe1ClcesxJ3SwIuu249f86t43e2kOlHb+j35TKs5mlkbx2wkvjFwX+\n4yJ27wWMasl/3gfF5AcCPy6G6YMLKbE+mIC1fdIAptgJzTGL8wUEZTrvEzBavoQovd0KWmudmIKY\nlFGBeC4VeCdP76GcSH+edgTG/vTqpB8dsX4CXJiWG2lTHP8OwEu3Ea+Bptm2o0bLJ1rZ8xub+Xwp\naNI2RQvaniVOty5bW1JG3y42efnp6VXwVUr5LQC/1d5/n1L6B6ig6l8G8C+2x/5LAP8zKgD7VwD8\njVLKGcA/TCn9GoA/nVL6fwG8L6X8Ssvz1wH8qwB2wNdM2dqql8/FFUIVIrYloVMvnnpSy4EqNAp7\nbcXYNm9JAmzVEyMx+TWQB19nHOUIf+n1antlNGDhKeokMijG9tfLjwHbTvLAyytppkM+493N9/hh\n+j08pxvcHz9iyZdWqxfAJpTH0AHjWM5oVvMr+BqTqabZinQYm7YKxiUDW4a5N9jzqhhm9UWei+/5\nnzzCrekn3OI7fN1PBB5xgZ4wjVYLi2Bt4Gu+UDDHWyrEmE9BCm8MIK2XBr70AIkqaO1P6nysY1dc\nf8mnUXUbB45CKEI5pfbm+Cby6ubq1aj4dXZvDSxc3gS+Yvu64rri87XlhMuS8YIDksiYp3yDj/m+\nh0GYpY/5HR6XWzzjgENJyKVaT9YlYcszTQxRQBUkGM3iPaDXw8b4LUgDM6/5bBF8MVQKwMWc2i05\nenOAMgOD8b0uSOx5k8mU3tyVADABX2hzHsDa6NQUpcmFGpikt72Fmoik53uj+LjYS7Xg6bZjq6pb\nwSjXhtTBDz+XdsfoZhdXJx/DT2WcHzuCHrFqTZOUQH4ve89OUognNhvn3rc94MWp+NrpQp2H2ClP\ny9kri+1lvav8rtcfXbMVH4BwAAAgAElEQVR6zbYdFQymODqfnj7J5yul9E8A+GcA/G8Afq6U8tvt\np98G8HPt/S8A+F8l26+jgrVze8/0G+37sR7p1Ey46PuZedaOoFsspiTPZ5TGE7byJglpzYiixbfN\nHNDVZoJQR570Q9/T8hVDOxj42ob+esuXwTGCP601yhdV8nocvSDhuFzw7uZ7/NTh9/CY7nDMLzgk\noytVoo4B2+/jT3laRDDBpyhgZwpE6RSBYxT/1sAErLm9UpNFI5AyNX+9Pu2n0h9AV/AKvj7gffP8\nemr8paeTLCm/qf/K+OJCYsURLzgG8KV+Y1nAF5NavlYsAvB9f6I10sbOzy8CoLm4Ga0GvhaqWj7t\nQ45wURXLIJhS6wetOBccersUfFFhK29j0q6+zRN9vkTRbLR85SPUrPKYbvB9eofvroCv71MDX/mI\nrQBLAZZSsOaELU+sxKy3Cf+odJVm/E5ppc+rpVPBzLVtXtL7hJfu3F4pN7pwDBaVCX1jPXt1xicp\nU2j1ObV4HrQVD4k3DVAghvoN4Is2pfWL7RArxtV+NSaO/Sqlluf5OkPlDwi8tN5m8cpLCZYvW26O\n87J96ouHbShX6dvH6g/wXseEWpaNd/KLhz3L1zWgw/e67RhBE90CZtuFr2076klFlvWaBU3LKf43\n5Zf/3yxfTG3L8b8F8BdLKR+SBAospZSU0ue1YK++qZgYAYzaFVRpqjCO23fG4rOYWHPApW1SC1K8\n/gQYBc2s7hng0N+ytJETUAFTbOGsrJlSnAGLhIIlXXCzPOGr5QO8BWUfjOyJqpiuCbQ9gDPLt7/l\nBbcKTltq8qgM5e0nP5H2ntUxVqW4YsG5HIGthr1Y8upCdVxLszZan/Wy49l9iJvjR6YKvtYG2pae\nV8se+xjn1zVejX2IVDH+G3/RlqfOz77f3vJFIEaFVMHC5iw1lufseKX2xwKPopWBXGzrkStcWp6Q\nsKWMNWWcsSBj6X19Rr08/SPe7YKvx3SH53TCBQtS2dr9fcCaMswnvPj/rS2821E5I4KxOH90vCB5\nZu/n41c6n5GelDsjE3vZomXs89ZouYmLa51LXGCMtyoIvZR8BEbFc2189e6Yiy6QDZjsyqheZYLr\n2oSszOnOJ/aL04vLyxhjBEdRpswAZ6dZD7Lq59r4vLTqk088FncYoJep1jMFdhGAEeQAHuR8yrYj\ny6FV63O3HVmWgq8ZeNvbdiTQX4pYyD8f9rwJfKWUjqjA678qpfyt9vVvp5T+aCnlt1JKPw/gd9r3\nvwHgj0v2X0S1eP1Ge6/f/8asvl/+K7+O38cDfh+/juXPPONn/8w/1SeuCpmqb3MVcO03CvToaKxK\nkwJct1FU4HtFYCeTOj2gFgELQFmk/M3N7hLKLE7Y1dVdaXzFy0C2oT0EelX4auDDWnK0bBmtRiAS\ntyDUUsKYVaSTbsWS7qYItIc2zZVWUZBVxem3wkyhsE9j2IR4Ws4lTrQNQClT8DVmsT6olcqUztj+\nArsJ4Am32JDryVA84LIe8HS5w+N6j3wouDm8IC37wFMByCzVfuuFx5dON1V5cDSqJRekvgW6Nl7L\nAsAi2bS02E4qgnj45JoFhDyopVfaeStM7K++1N8ru/lXE61cvHaJ/HES/zhrDxcuzS5JhTdsOyYX\ntNIO1Bj4YjDiJ9zugi+9kWBFNstI0q1m8noxy4QYaLzMMxqOvMm54XnULzzjNuwInNTypQdGfF3z\n5MfOvmN75s946aFtJ/iKi4o5v0kpyXqVwqu/iZep71iEXpMfe89zbDtc7Bd6EygxwyYO99YX0qDe\noXvBTBeglzdv+7yBof43pSaTnaUn1imWr+inFbcdXwNN2ry4pcgtQ7Vg7YEmBXGz9qSd+l877dji\n9P3+//n38b/83f8JX73/gH+Af/QpBO3pLacdE4D/AsCvllL+U/npvwPwbwH4j9r/vyXf/9cppf8E\ndVvxTwL4lWYd+y6l9KcB/AqAfxPAX5vV+W//lV/Er+FP4NfwJ/B/459scjE6MVN5VRFNxtCJHplW\np6taxZj2/G4igDPwZfeAHXCRzZ8FfipZywgwdDuHwfTqgPjj4dpGmt4ruBTB3cqO+SLwUhpR8ev2\nFdtyxBm8aJx0UZ8iL4o96LoGJCL9juJXohYNezYqF4tVNiQFXwRgEwVjjytQ9MohtlnbHcFXQb2S\n6q484sP6Ho8vt3i63OGmPOOr9AHU2cZLBiSo0K/RjdZVBV60APkjH/yG7fTBgi321ebGDK6M+cpf\nt5eVH5lzPINp46UjufVZ42eZ0lcVmG536vhxhMizt3gS/vELBeW3qhDNcuwUhgs1kRormQVCTzOf\nm6vAE27xgtN03BR8bWkBSrI7B5O6ADQKpVJBAbcdk9FGeSPyivGVWfJ1S98WM56P9T/fc/EVb2hg\nG6w8n8Y55mVNTHEOq/Tg/FLZc+1mhZh8nC+Mz3QlW/x30sxPBV2xbyanxLM2YQK+6udkUxEQGpxx\n6HSZAq/+/w3WrI5CPwN8yWEE9tGTR+bSHgAD9p3bFTRxEQSMgIm/zUDctW3HWM8m72fAK247MokV\n7Kd+6ZfwS//cip/7hd/EP48/i1/+D/7G20na0lssX/8CgH8DwN9PKf3v7bu/DOA/BPA3U0p/Di3U\nBACUUn41pfQ3AfwqahzZP99OOgLAn0cNNXGHGmpicLZnihMsChxj7mr58sd7U1c4cSLp78dusTKB\n5plclYlXEN7ydcHSBcTBidU6fqbitV96uohpBrz09OPSVu8KDrW811aLTHHLRy1fLzj1nmtfqbxn\n8MeDmXEc43c8qab5omDVPhoIvhLrppmF7cqzed2RF/ZoNMsD2GXXavm6wyO+X9/j6XyHb5+/wfv0\nAefDMZRj45lQuiVpj3ZGKw9EzPdr6TJm5IXUn6fzfW7ux8rdlFJqifC0qP5rPFgR6XFtzOw569/e\n/YRjfutzPH3MctXyZfzjF1xaHsHghlQtX7n4LYS2IjbLlzoXqOXr+Cr4esYNzs2GnZA78PJyRtqY\n0LdAuS0Z+6t8YjDUFid6mGWsa5wH+h3p/TbL11yBz/hgXmfkdPvsfaZMHibk5toV5d5ej4xSHrTA\nlK11fgAvnwPAlNeGeT0BX87qJd+rpTluvQ4ArG8jvtbWMtT/tk6V0eq1+yz2AZiCprdEuAe8z9cC\nA1TXTijOth11y1EX6Xt5+RlSJyS/grMfI73ltOPfhWdVTf/STp6/CuCvTr7/ewD+6dfqjIJTk5/c\nqswALl0jaIkCOKFaW2rgSLu+AgDu8CgWA9YZBYdZYKiYLg2GqdAzwDafGjrJmIfKfG9bRv8X0I5h\n9b01Nowvw4TdaOKOlrK6bePtinmoLwmdtC4NTMsYSa85A6PnNn5X4Dh7diZ4E8ordfjnlE76nqcI\nGZCXr6+WDzifDjikM94fP+BmeZ7Smp9fu+cw9l63/gjRK2YYrXc+v8KZ7ChpliuzmnkK28Xauv1X\npOS50vXwAEi9LN/riRN1L9vulcylIJXG3wn9cmoqJ+MFjW+24a60oMmlXZScElLKWHa3HdGtBJQa\nPL4DGbczjg1gjduOBeiypcJe47nnZhGzMSD4CtaDAMD8jII9IPT1CwkNuJoaUH+7tlCPVrOmzqDO\nHGyR17UPMd8sqeyx9yrlJKXwv71X2jo5SpAys0ChOJpzG9u3+XpSOelkDetbgvtKNunLOsjHtuBd\nfVna1WQAbm9oDdw3K9uyvY7TXB2jQz/Lc69cFxAlAhgFUrPTiXGLj8CJIEutXnvgS8GQ/mfd9O8q\n8tI2HrDfnhLKCfPzx0lfZIT7uHJlImPq6odClsluHeTpr1EpEXzxxS0V1n2D517eHpjgVKBLdIIH\nEZo/Ckv2JYIvAq8TXpzgiuXBfTIRwX6N4G8EITrZtQ5T0WZlqgsF+yb3995/Z08gs27bwrHNWh0L\nD698MmAQo53PAVjqpY2/sa3XlNGMZqz10CwECrxu0xO+Wr5HOSbc5Gd8dfiAU34Z+FeV0v7VVCPf\nMx/5lONR+7FvRdIyCElm/JEDnUwWmu+V+ZrFcYpchElrWB636zVu10SxyPw+lAsOZcWyrVhStYJt\nyfw2T3iR/CYTMjbc4wE35RnH7YyU2inbFs08vRLh3uhsQBcouLQtoZd2zXwEJwUJL31hR0uf8b2O\nt/IWXJBVT12bI7NQw4DKGNKOgB3IQ52vJQMRdiLZ+Cby2DjXxzE1zTeOttGBwAOAs+RvTpu6TFMQ\npnPG1eic1OG/k7ZXOReXeq+DsAi+erMYy0tlSm6+hwKpVQ5z6zfOYwBtq/J1a5aCr5Q3IGsk4bek\nxpdJF/5eJ5rvWbHxiBYkYD88RAQ0WoYCOGC0WO2BJrV4xDmuFjHdflwmZUD+sy1/2MEXJ+EeaNCV\nkW5LeFC2dmEV81D5M649t9pOeOkKLiqnCMRo+bo0Dtu3AsWRMiFNgawAhGBsppCigLN663vdwtQ+\n+JrhylCBMbN8oQsxvszyFQFnFMgI7VUARr8U5t87yxgBL6DK5pownAvL15SQjvtIO1P4DnzhCWVJ\nOKQL3h0/4jY94Sa9TOnM+q+Br9gWpR1g28ammDDNt5cfQFNyttKeAf3oexW3DBXk7gXC5RNanm6v\n65zx9K4tPuKCY3nBqZxxKBdsOWMrGTnVbcfVSXhvvb0vD7jZGvjKBZdUl7o5bchq+UrwEe5lzGj5\nYt/M8nXCuV25ZIvk+kmt6gUWTJnLQg9Ii4W+CFsaRt35y0YquTHheJK3OE9fAw/a97UBHvMnmy9k\n94CX+eGxFzP5EMfcYh3uLcInmSalzOjEn2eWL+s3NUWNlCjg+A00Y79Jf5afWlgId/AhbZUPMbqJ\n6DzRsl1tzfKFNMcCXgaUbqH6FNNXQjsU4L6zZb/bNlWrUwRe1yxWccFBcUCApIApTfLOwBfkv5bB\ntGHeFm6R5lAG2zWr5zPTFwm+9ibb7PuZslK/D1pt9oBbNPnuTlgY0wE6GWwU9gXSXCFdE6hRCb4m\nNKOVZz+PfW/9tvfe6uXbT8rGrdoofLUtunbUvKoM5rT0vO3bwjJ97ymFEjCNPvwWxfMWWmsr1O8I\nCciLHVxYJLaWCuX43Qy8zkATlZK1YswzWylf29L141aG716jAkJ7Z2mP01XpRABF9ZexYSkrjuuK\n43pBLsCGZwAZR1ywJS54dL5sNagpqhX7Jr3ggBoGvSCh9KP9xUJNGBJywMcsvrpdfMC51AXbGUfk\nZPOIEPSCY3NDsIvnbVE1mTOqtOTKGqN0nAHR8ujHbW+8owKPv3ExyNOx+puPch/7MF+wRHmWpK1j\ny5Qn6p6C514//2uBYrVK1oIipbr+anwsVwZ75WlD+ZTku1mK/ZwBvsRDFfyq3euY0/xAF8cgjm1s\nd2K/riTj921s29VkNDPKCr25aIgWr+hXN/tNwY5aq7i9pxaqCL5eK0dTxgjiNN/e9mVMoU7VWp+T\nvkjwNUufojijjSYyNQHGobnO6mlFnjzUAKCq8ChCvJ+U3S/H56PfWuqc4wWjKkw1Nfv8lviNTkbW\nPZ7g9JahuQKsGyqL+PTEDQ5uE5EuunWifgnXkgp25lX6Wk/3AKwX3EqXLmz75NsDBXPFMKOPfva5\ncws1cMIj7sAj/bd46n3UK6t0zBhAI36/13cFXhccuhM0N8Fof+RJVJ5GrXyfW3sM3JHHrG/R1mg8\nqf/VWjkq0TnoV4AFjPM3+mVy43MK0EpBXguWc0G+rCiXF+QzsJalRS33sySVNqdKweFwxul4xuFU\nsB1Qr3Jh+SqAd7YdOU70iEsALqWBr3KDc2onQNPmWq4LFNc24akMiYQelVfU3TDtE7k6AtkK9hhq\nwuamb8s4N1ZkvDRftgQeSFr7k/507b4K9/wQfxt5Qfmo8kRdtHhP0MmLJwXFSsH4aHU2hT4mtO2/\nuuVcarfbAQuTDtaOrY/7tRTncLT2swhbEFo9ey9uUtuehtcV6mv1SvOsvuDY/6Y8rCv0a/Lgvq8X\n31+zVqm1K8E73vN7qrW3giYFWQW+bfrbtfZomxR4KfDdo8kr6ScCfFERReV47RmzfI0K1jtyop9Y\npIIDIArUTvclqYelAFVI0Ek+NcWn23Y2fU0IRoXIdiqYsb7uMb0HITGvQhXg2mRHV+B6coqKXFej\njGpWet9t++haIpBQC0D8HZ3G1wWT9YjKCMPVIbPVoo6BlTDSB658ax/hUb2V4MaBrxs8N1+gqrKS\nSA8q78oXfvVOuqjgV3FOQEeaJRThNY6R2RIhfajyyvx9DAyRg1mHt0zofwWAPnzBOEaaPMiwxYTW\no9uO5lQdgBcK8rZhaeArPa/Ijy84Pq0oWwtYmjwvoVQAhlKQbzcs9yuWtOGSee0U/VSKX6HbJHfj\nrtQCapyvcznheTvhkg5Y8oacqn8pAYpF6/Mca582rBH8ygpeAaWNyQjYlVYa1b5een/uCyceGDCQ\nO4Kg6pxfg01wEVr98qrnX3ThuJb0GS+lPL/4WUhOq3NNLfDmERpkQBvDAsidmVFXSF20PuUNiVcF\nSYBT403qDz0fPKYZBPXyV76L4GsHDGWZcdzuLZgv6F9zuJcGiGx8O1hwQC/Ihmn5BDpqyObjr4Gm\nGehi/rgl+JrPF4ddrWjapm2SN26DxrYHh3s/sz89/USAL+BtDJOaWFGBpNsF/F59WMw5d8VF7lk0\nq5ZXlUxct9dnTPAp+OKqRSejKn22SYHLLCr/TJB5lWD9UnfcqOzif91ajCEuohLkidIVuQdhPUie\nuQK2pCBCtxxn47oHuMbfbJ3ZK+TbZP3zrfCfRqWoAMyvavjr2pytn3GDDfWC5xs840WCIsZJGXuh\nYQGoVupfT0sFrKSZ8VoFLTZu/o5TtF/Hbc35aeI9IMWxI9AcFwdaJ4bPUdErELSYZeMWNp8xyxew\nPG44ftiA7892rUzcIlDB+66N4BEoh4J1KfWSazZMFcAGJ3gLjL8UAlzKAeftiJftBpe8YCmVMjUP\ntx1ta51lsX/q8mDEKr0vJXs6jbT1CFHLBAxwH7ql9ILcDgVFEKRlcG4/4wa3eAKANj4JZvmy5/cU\nz0z+aMv9gtT4Q31162eTZ1qf+9wd2R1JUEJdpHG/SzGXesWhAu4uRoyeVwLbSF1+JviFm48pl7YA\nvqayrtZtQag96I3AK4K6WXJA7RNSz7cjq12a+XkpKd4CmjgPNa9aqYC3bTvq5o9uYWpb+ezM50vL\nURAH2MXaEx3xKemLBF97oCP+xu9jsMq507sRyU7qVTX5hBs84B2ecYN3+Ih7PEADe3qvHPqn1Ak6\nu9fQiwq/CtzrqyllUToTUKP9qOJJV5Bwx+51wjJvgVoyLDjt1la2MwGn7bTtXPPG0AMDe2OoQkWB\nhW65Rn+lvXJ8EkXalalfCSoIkBy7Y0HgogqBArUg9dhsN3jGGce+dbaiRj5/wH37/WXghtIgkgJQ\nWhx1hc42v+DUHbwZT2xzraR82Vw765jQSncKfEr+JUyI25EjAFKQ7dXunE/8HLUndSsu+l36/GaB\nzZcN6bEA3xbgA4CP7bUKATxL2OsCpBUoZwDvgfRVQV4KctnMB0dPMS1aXuT61rItY10XXM4HXJYD\nsCSgCCVKxpoXbCmj5NQUae056RYBMXRFL1up5MSaZ0b38ZMC8eo0PwuDM4LlDVlOcZ76oYEqF1ju\nXMrp55kchqtvX1YqHy6dB3aS898qUAuWLcyC9ZHWn1xQb8JIFk4B3tLLsWddegdkb4LUSR7hifD+\nFPMF8NP9sNxcibDU679OvQYiMy/lns2DSC58BvjaifM1yGPl3whyCMgiyOFLwQ6Fmp5MhLxPO2XE\n7cIZiMOkrNe2HRXIaZ8cXT4v/USALwUT+kwFpLY+ArwD854i4ARJjdLPuMX3+AqPuEXGihs8OcWg\nV/VwchYckFGG1a3aTKydPhzCTGyqaFJ/mDnDax1+I2vcwqL5XoVLamFh/QkuVQbXX1unNRWqCSvA\nRIhXpPE0XBS6swke+x75hDM2oZgPT0bIZ6NDWik/7QE83XLVunna8QbPeMZNH6cVSwdf9Tm1EAHk\nH9KKoSKWoQ5r6wuOWNt5yjs84mt814W8JQ8SCZhKV6bHySKh1rB0p+b9sCxJ6ED+tzkGRGtdTPye\nVjwulsjj3M70M1T6tG5IDwXpWwDfAXhor7VXMCY25QXAGUjPQFob8Lqv/mAuzhfziAD2Peccb+Dr\nsuByPuKyLb2uCrwStpKwLQu2hSCzdBrpYRPHf8m3R7cdFZYaTT2AMrlkwAUAeNrS6mTuONc4PnaK\nk+CLKZ5JnssFL2dUDoxDFPtUGum95QtXykAqKLmZJsKpRZNRwe8ulQa4ElBK9QMM4IsXt6tsrQBv\nBK0koPJLGTR2sSuttB2Tfpn01OW4SX6WlVNBVgB2LXXQuUEuF3019TZO/dXG8h3eLjDgxd/2Tjrq\nHFQxyKQLJM0zA07Mew3ElU8oB+Fzt3xd4cs3pJ8I8AVMkH+jLoOcRjXhn1PqU0wwQGXGE27wPd7h\nAe/6VSXqFxa3kVaB8xfM3ULh2jsaJj2EMpHIFqof1d7g2kord0W+CufsgU914mbLCWDjKlbzRtGy\nSjmmTPbLeKvlaw44x/bY77aK1EtyPbU91Jol4yB/AjS2Sy1fGgmc4OsR96jX3jz38TXR6WM20RY2\nB56pRVK/Q0LB1/gOLzgGboztRO9DBdnHZvkyPjVK21U7tMrwcwReGpfLj+Lr46OjoIuVaPnS+zxd\nSy+lWb5QX4/t5eMJz9MJwDOAhyYw7wryN+jcKlMZ4GdhDwM1qX8upVm+Xg64HBZ2tF2e3X7HgpIy\nymJbxQdceriJyJG97qXqxpIAHtCoMHkCIoJ83Hp5ZvniEo7HaSwvl21W1szyRctuXIiOPGLvq4wh\nlLrmPjECMPokzvwEp6lbvsSPD3tcWTWmWXMqnZOAl9KpZyHOu/xLBpSVbkhWH+d1dKvoVjM5ZTnb\nMvQaYdQbOr9z3pCXrZ+avJY6gHolLtiYb+tt9PwSWqfgaq/hexYr3QLc8/kqsAuxZ6Bpb7swtkW/\n47PRD031xwzEZQB5HLtPTV8k+GLybFi/UUAV4U79Nvqz+Oc8zCld8TDa17Fdymt+BzMQomMYNyht\ng8aSiQ8VXxrxiMCF1gUqPSZviYuxkai45kYAT8/5wYWYLwIo5mcPFUQYJXU0/Lf0reOpSltB+/K1\nrdeA19B+RlleSjsB5PuWQvlz2vjP10CFClt9GfCFo4bm57iav+G49RZr0bUw6yFAJPcrr1qL5j55\nOt5+7Od0GL8beeTaWEX+5ROjb6PN+56/lHpR2Qu6JQtn2LbjfvNNSCcALwXpUnX11PIFoPRtR98q\nnW/bllDOC7aXBVtZsKWCNRegAFtJKFvGmnK3fAHeyjfz53RtydapcWbAfTOBF6Hz4/vZLNC5bYdv\nZnNzLlu11JFn/Df6LrbBvOtMUmqvXLltsZUZPyvbkmmauvWnVJ4iv7UFG089xnp6eWnWt5i8xre8\npYO33py07Vi//GhqS/q8UH+vFOqalFTrex2kDfkn26VWLnpbhrAtkRwz8DUDTQQ60fIEKUeB115w\nVJajKbaLeaIPmVriZiCOp2wneuFT0hcLvsZJ7y1FqtCrk7ytTOt22rHn2hPstGzd4wEFCfd4wNf4\nrl8xBBgPaLvYJjq4UyF6MGXWtyJtq/8Bbv1VG4p3lJ5tm1JRqaWICmFpJV6LiIyBbgSY2iduy/mk\nkzp3ehvrmR0lrugtdz0vtbaNDIv2xdWUArlRoWzA8F0QBqkAeQWWFVgoiBH6dx2A6RhoOyIdGDDz\nGTfON6aOxTq9mJh0j+XbuPIZD2xOeAFPrN3gaQC+HM0IqjPqxeX1toSlW+j4m46bwjulAdvJ382y\nMloqZ2OmvMgDLjW0y7mPeRzvOTToBPHCV3/DTlYRyglNT2wFKR5bd/VchzTYMsolA88ZKAtK3rAd\ncrV6bXVbsiz1s9LT5p1dUd4tLNovGQqdQ3sgZ7Y9Xq3KBhtta3cEPPx/whl3eMI7fMQtnhrvxTAy\nlMMz0Kxd4bxVq9wcRHmesf/ACLxm8z4vbYGRittRy51rLU9OdZtOF7YdfDXiJ9jOQ297SmYFUfw3\n3Y6r7fegzZ5NjRFz9gsmJo4qY/uxL9HZgPUraaveAOJk0O3D+rm2ASXVgwdIFVSgfa80zBHFaLmt\n7GYNCjYBnzjXcniv85k0noWaAPyJw9e2L5XlYlllUs7stOMMxNHna0aQT0hfLPgC4mQbV3oUZgfU\nYCKcF2cc/eTCXHARvN3hAQecsSH3+/oW2DWuMQ/rt3u3zPfMTjklFGmvAi9Oz7X54xjQq2WqUlJL\nQbxuI6oIvXQZ4EQcrwVZHN20XybmI/1ZFsGXQeHU77dT8Rlpn5vVqwaqOHcLmG2pKGjbU+h+te0E\ncapCIh1WmjamfPNaIr3is0pLOsA/4dYBMI7RqQEMtR5Enq1gNYklxPsWsp8nnJHa9uYtnlGPWJCa\nCwp8hHtVZAe5dJoWXeVHf+LSylBa2Phn94wBOQMGEXhpgEhuu9GTiMplNrY7A2PCVa1VUcDOBL4C\nsFLE8gVbrffnk8R9mgOwsiXgkoCXdlThkJHW3K1e25qwHRZsZTxlmtuIlxZXsMsTxmwKEe4jTVTg\nR3p7qVMhl4F6zu8ZaQnWz7jFI97hod6HiXM/wOPnJyZjZpYk4xaN4RcOGGDOa34eGAVie+ubUuf8\n0oBnJq+af5rbuZDYWDPwZZvftn/B65kKUuefwXqUrF06N0qnRMubSr1VoTvvb/Ul9GN/OaLmy9ms\ne6QdQU/wc6MWNOwQ+0/AVprLW6khN4r/nimjtnlmMWP9ORVstNzOth35fuZb9dZtR6X1a6ApljNr\nS5Ey4v8oU+LnLPTfk1dvSF8w+IrC2P6PQt6vcDSwYJz6ypRUYbfNpTmhdIFDEBSVkgIiA18MZrn0\nF08IjclEVwVrBziKNQcAACAASURBVLmiZO74rpuZfJEStb++PTPBZSvoTVpqQC0Lt0Z20vIieKDf\nFhCDOFpe7cOhw1Oe8OPdqXN/Fr/C9ttnTningrRsSMtqPhxBKL41TcEdAOU6Xkml18gAQL10+7n1\nM26Bo9Mgg1dcrV1RRTWfUVot1b/sBs8dePO0KgJYV3ofcHHgK25tKhBTwDnykM3EEWjtv+JChTd6\n1tAHi9TDsd1ZSzaBWw6oEusA4Ajv/+H1lyXNk1v7N7oGlmHbsZZnozADX9gScK6Wr5KqFWzbct2O\n3DK2tb7Kpjxtcqj614WwLjuWL3afkGqWouXLA6Ui415LmVE5oXQ/xboANX/GaNGeUUWg6ZS31Go6\nzi0PdaNFNsrD3uaEaj1q4MtOOSdXHoY8wfKVtuZnZzyui1wnlyaWrkhHpXWxH8z6xMj29BtK2kuj\n4nAow/WfQKm4E5exLT2vblNme19o+drgvmciqL22XclFTA94OwM7ETTt+WoROF2zWL1l+zLmnZU1\nO30Zty8nIC71xdFcT7w1fZHgyzZURvClHeWpFAUvQD3yPx5QpoAyuxStTxSD9anUBWSUghFI0EmZ\nlh+2/Yhz2/o8dKUyKiZe0FytE/xeLRQRcijwi66vtIQxOKK3/HHbTnthedjv4ijvBbduN5J2FUCO\nEev3lbG1a21brnUc+eu4MlbLWYZX6MoLOW9YlhWH4wXLYW1+IPFIgvV1ll6bRPy93jd47g73/saE\netfgsV8NUnofaeliWbsn32SEllbXqSlCWozIayOgJdjJbduxWnQP8NtHOl5xyypKmyTvlXfm48Ux\n84m8cm6AdRM66Dgbrfk3YTtmXN4D6Y8UbHcF+am+UkGNiZVb68wg0nOXBSgnoBwTyvsC3MML2Om2\nI7oyM+7J6Nb1LaGsqH5nC1AuCduaUEpGWXPdlizGeYSd1efLRmtYrESrXmvQFmge+dfqqdG8+HSB\nHXDQRZ2n+5znY99jGbMx8/mSm3F722uxPXaiEq4Gb/yQOZLM5ytagXTJ2uuahnxgqTZW3D1RX78Z\nzfQzLV28B7TPBAKvbG32Mbr8HJvRU3WRmzPSl2vj2Wm1tFGhBaz9VpYkW5Lz/s36zbL6XJptO/L3\n2ZbjZLHRAdxoBZhfrB1Bk5YRgVisZ5affdFyEPLtrBM/JX2x4CtOX1UE7HcFX8sEfJnPVc1D9vXb\nIRROFsQygb4y1dzu0wi+qv/NBUcU5DZlL/33vZNBplgv/eQcv6efBaAGfRVi3vLFmGPsH8WWgi8f\nKsOvqqiEvbAllcf+sp0EALrNGq2Vo1K2EzN1y9VPaOZMiKcN1a9F4aiAr1RP/iyHFcuyuvvS1HTP\nejQVV/s43rEvPKDB7cWlj3kFO+QFgnylOTfIE8oQBX3kswrQeRiE28/criPg0wC5pM2h8+MLNuTe\nRu0/22G8DOmrPaUqIAKBOL57Jigq75fWmxF8RfrbqGzHhPWrBOQFy1cbDk8b8mPl5lLdrsiumhUo\n9bftmLAdANwk4LZ4K1MUriJYIwCpY1lQNtgBgENCWVMHXNgy0ADYVihtcgOem8ykAL52LF86gzaZ\nAcov9pvNQ5tntUDaV3V8ZkpVy9T+a3uvgQWflxbZ/XHW8nShRKIYJ+7MkbSZ71QYN8DiF/Y5Rjyk\nlpyEfrrUnCOOTg7baMz5lAVxvJMwkoLEjK3hMQIvfc2T1trxgQK64LQ/BWAJfru1tYHzpudJPv9e\nINehjriQicBLfbJmoEfLieKjhHKubV3OytlbU8+2PT3OtXKUBWaA8TPSFwu+1KeEm1NeeJjl6wUn\nx3wMfQB4pUmLFmPgcFJyC2lDtRaseOkTnsmXY2uq0vLTfyM3JRkjv8dXVZxrq/m5i1R1co3TMgXa\nmBKkxc5OSiZ4y9cIckbLl1m9vNBU8MX66eNk1wUpvb0g0D7XyW8r8hT6Y20eBbb3MwrCIJVq+cIF\nS16boCNQUyDvr9Ox2tBo5kE73FP189JtOGr5WjtQKkj9OwT6cjQSGKZE4y+NfeYhhVPzISP44tal\ngi/v02X5KhicW74As6CZhdXLHv2syth4Tcd7LpPIK9XydeojMAPmgJd12zED74HtXUF5BvJTQXls\n6nUR8MU8pY1is4xtB2A9JCBVZwBVNNfAF9utPUxAdaRfE/AClCOAS0ZZS9PgzfLVwNhWMta04IIN\naIs0c1EI4GuikJQTojzQ/9WqqoB463UoNI8HOvaSgj0rw8KEXAcLPvyNjjPzavshv5vdvfS6Itzp\nebrP0VYXW+HkX5H2F+R276OBFqkcdavZW77I3wQs1g+VraaPTK5q4JbigI/7DkVOQO6PBYSKSqsk\nJt7XotB3WmXTEUhAKqXTpfdHBta1NcxPV5eCI49HDcDMAJj6bgIe6PAzYFuRsRy1gs3KmVnP2EYt\nZ/Y/hXJY1mCd/rz0RYIvFcyqJvYYYFQAIwOOzxHK8XLoCxKWLhrV5LwHntRRnorQTTBpz5jfT1pu\nk8Z7+Gi1KbC7/PyLd+JBSnkbhVX4qZA1pTDS1Ys073Ona3KCqT2Bq+X4/oSVl9Q5+8+0pBVLWnHI\nFXylxPoxPK/tAuL8HEFB5C9tGUDwolt3ai3ygrm00SIHMlZaGXjNA1+9cF3BVvxs4Cv1LUt17I7j\nbm2j3PJzJI5D5IX42x6v6xjE+TnjWWtrrnf2pYRUqm/OmjLSUrn9sixYl+wUSC4bltJcBxi9PBfe\nt47S4kyWmRAN6FF70mVwSXXbcUUFYdTFJVV/sC3VekrtKRcoNp4j3+v1QkiQIKsclWvK2dOX35CO\nVZZ5np+Ng14vRPcJ441xzo3lzKC314Ax/wyAxQXLFHjwFbbzXk0CVPpXyRbz8/YAszk9a8+sH9pO\n7w7i5Z5v5p58nPTfybI0fc9+Dk7iaRyTkWQzUDfJM9t2VPCiAG22xR5BVwRx8cqgWNZeOfp/r5y9\n90x64jEDs9Ahn5q+UPAFmBLke53iXCGZtYHfF6RBSMwYnGtCO6xfHZdv2sYIy6BDeQIhkgdghy5a\nzQKxYQaLfb4qTrkdcey9LaghL2obqZq3Br+8w7SGAgTQN7HY6xkl9yhNQUc1biWU/rfIZ/Vx4hEF\nH49q/G9KrPS8qauVa+O2D/r6eDbgdcQZSyL4snL2FH9MBotmgMvoRSsOrYcVvPNo+iKrZeM7BbSk\npALe1/qsvMbf1RoZwVfckrQ2+P+saax/tuApfbt9rhwMiCsN2Y5jC92pID8qPKXzimo9ytuGvBWk\nUrAuGesp4ZyOeM4nPOeTm3MHrDiW6gJw3M44lAsOl3pC14Gc6O8F7K5oyaOJH0oao2e7h61PejDj\nFk+4x2MLAcITn1J3VyR+zqZpRczG7WluLVcepA2Gi0Sj0bysCw54xC0+4h4JWx8rHT8NPTECKQV9\n3gihYNCAdXLfG5Uj1DEf1AH8yXbezFcpglHQClV8sNPSrnSq9DSLMvOyP1GPxHliG80y35qFqXfM\nMk8T6c02zACedWcOvHYKrpau156L/ZPDS9fKdiBILVYKwmbWpSRlIORHyF8meeM24DUQt1fO3nvt\nHyyft1h+HgD7gsEXwOlXOrX8BF5EIfH7gtR9wPS7uBKh07QBnHr8/aafVCOIIizxLu5oE62eRHtq\n2zsGYphqyzl9uQrNoBpWJc589OnxAQ8XV7/6RnDym+UtTsR9yEHaqGOw9dsoHwUllX0V0Mfm1j0R\njkEAsmyexAPM6nYNfM2A1wC+cMEhX5CTbtsqWH99kqjFabbqZHvpv7Q15cltvYJqQeBFy37J4PmX\nSjKGJol9t8Ak1c/s2I7/A7ZlSD7hGBQkJ8CVVhF4Kf3Huv14cGtb6aMlGa09/RSsM3xBtDRoPcYv\nC7aSkLaCZdtQSsK6JKyHChQe0j0e0j00ejvDctziCbeXhHwuyGu7pDgDW4sij9ysX8oWu860HN1U\ntx0rcharl/zXaJ2ooW8ecI+PeIdv8C1uWhw4WiTRFFxKpUW4T60Incmm5GOrzDpqty1syDjA3B/q\nliO3+jEt64IDnnCLB9zjiDPu8Nh50ssX4wvPIwZFDGSN9iKT6ZHCnYAobSDKhEcUgBAc9BoCKHHg\nJLUdhbQN4IsUJm9Tr6hcVqClbba6zPOO88SBvhCmogObgQ6jny0AN4fZbi0zLmTY2v7shCavJaXp\nKw/W18zniwAsApyZrxVC/hmI2wNwe+Vod/X04mvAa6+cZvkaKf5p6YsFX36lEYFXFDqXno+TZ6bE\nNVX/r7paNKWSu3IwRldQEBXj1o9nn/DSch57rdYiv+TRLSD6rdESQKsCwRcnM1q/tE9RWc62HQBg\nNtXiiknbwpNZCWv/1Y+LFw4z/7ZZXbRkcIxosdSwk1FAaL9mIExpekgXHNNZgJCtwt9q+UKoZw+I\nEA5xrBT0ViffS2uXVzu+JgNyVDaxPn2R100pmH+fWr4YX0nHR3s367GOVexvnEuktz03gsWEEXwp\nGNSTcxGUGshlCJdq/SpbwpYSLvmAl8MRj+kGH/AOH/C+B7kF0C48f6izphScLhekLSGldu43NUf9\nnF7ddow/dorootcBr/E9Qc1HvMNduL6s04hxkrpSSl1yjJpobFWlrZcrHKd6rdEh8P4IrDfUE8hP\nuMU9HvoYzcD0bLxmIKmEHvh3VoLykv5OKs3mYEIFFXuyR7/rPBaCjfI5bb/K3lmf9upQ3k9QH2UP\nEmO9MUX5Oqu71zeN86U0DG1/y9bspL+vyk0FVHuWpk8BO7EDBHHA9XLifI7NjuVcs37tlZNLiPP1\nh8jyZf5QMyafg6lraSYkqDwBNPBzAEGBMv2sFipYqjYCB4aQrJchmzIdSzG3W9ZHixijo1+L2WV2\nt6XXA5Cvcp+8Sk8/6a1eLbdac049dIa28QALykFh5k+Kjv4SSvuCauV7xk0Dqi/dwhe3n7yCn1u8\ncugjQckNnjvtNhkDE9B+HNnaGa/s0b8Cxwtu8dRptcloesd1DxhZTuyvCe7iniW38GxsBVa+NwXc\n+rSDBQs8+FKgY/RdHSDaE7QKzvl+Fo/Oz9FZik9ZeyK/sF+VJ2+w5so7BQlrrr16aheOP+C+b92T\nzwjuT+mMl8MRz6UdWFiAkku9+mdBlYB6RyQdeAHXRuWckhKwpJp372qTigxQF3QX3OMRCQV3eEB1\nvw/8ToE/ONwrVeY+STYXF9RwRQYcaFVdmx3M6hxBtYU10RPXLGkPhHj5NgP3lieO7yx8hsn40p9J\nXReOM7hM55Z/wtNstnAbdcN4I8AewPNUMbDInqRJO/XpWK4+z3K0Vn1+tkhEaFEs81PSDHS7NvQ4\nY2UOXPa2Hffe6zojh8/pE8qB5Iv/Wc6nbDvGdrmTqp+XvkjwNQrwOvmvKcZrZWky5ZGR2lqR4GtD\nEhW3T1ZCghUegNVLaY+4tNOPZq+LK0641aROfrW8zRS/UkitL1RiuuJlihYl+svV03jWT54cfcEJ\nGRtOoIXQn3bkaR9GeudlwTO6R/D1ghu84Llb+xR8zfJGABa/Y1LFYXXGcAgaSNbUD2vj32i14fPs\nRwWjNc7XY7v02p8FzaH9Knj19tH9Ax1aN3ntjAMAuzy9tL+0gMXTjgq+tkAL9DZ565jSXpMpQss1\n+qmNfYllkJbX5he/raBhwUs61e1BpAp8mnCol5jf4RF3/bQy21W3Hp9wzke8LGcccMSSEhgVfTsk\nlCVZcEamIHhnbS0ESRK81TU+FRcl/4AL7vCAE15wh8e27aonXNtJvaVYeQnyKxCBV0y0WisfcM4B\nkAWSzgC/INPQN7UMW8wVqCXZgJe+f10d6bMW+87PfcA0pMlaeqzNwFTkNwXNke9fA1+aT4FhlGex\nfstHfzvrA5/bq3emx2bga6+8a5a/WZmfkq5aFQm8miVoF4CR6d4CdhTL62+zbce3gqZoPdPP18qY\nldPqr0Flza/1c9IXDL68eXkGwD63vNJFTd1UPPdwCakHpbxWA1eDelNbQumWL4tjFK+pMTEws3wl\nFGf52rOUAKaYqGy4lTGzfJkjvH2mjUbLXbHgGTfdi8ue5braLsQusNNRBFJeuXu6Uzk84wY3rQ76\nvGj/NM9o9fJR/pW2BF83eHa0YJl5MqqEIEDkjvnJLvaPVhVa2Ug7Cx8Q67X2sk4fFiAqEfMZYb2M\n5wYkrN1Uw/AiHHP1+aLl0vjIgyXjAdovZ4pG+c+2AZddy1eMbReT9kl5z9eplq8DXtKpLm6Wdn9m\nqm1Xy9czbvp8ANCtkud8wEs64rCcq1Ep1RmyLRnlkIBDGi1fATsMgCKlajU7Tp4fLF9JFgVmQVZu\nTKgKDAR1UqZyRKSXAW2bpXoYQ0EE5yh5gYsMa7ZavurWPXlG56im2ThfA4hWr/JV9MT0/dJnCrZQ\n1gimIl/N+GyUj3Naxm3HOC9iYslcVMbXNfA1A3Qe2HnQrGXq/7228ZnXxiemN1u+eLsAAUwEPHz/\nGthhRzXqT/mMciB5PSE+f9uxlZW65WufF96SvkjwxXSNKZk4UZg4efbKmwGeMbCClpGkZKuTLzoR\nV2Wvz46Tx8CYd0pWpRkZfZy4+v3mWqtWKT7DHrBe9pO12grT20E8MBj1y2x89pQp+xSthaTxa8ol\nyxPeErb2thxk1f6CU7fKnVrMNgOOvhdGF6PzEvhD+8InuUUbLUDqlzVfmdZ1/9LFdH3+gnjHYwUJ\nrKcAuIFd5q6u7pB2J8nL76LQZU+tHK9YFQCNwr5KRnJfwnjHqI65JoKAt2xTK19sSP0kGmlPujzj\npoMwjUz+Dh/xggratnZtDJKUmVLz+dK+AiXzcuaRLp0aGXXb8QjgUKrFKtOis3VlwfEhWLdT1LZc\ncjyWC7AUdAuC0GYm5FUuXLOA6PfWn/GZeuPGS7+5QU/8qSXIU4dKyPobAc/seeUsPxf9b6NMGa05\nUW5GWr0FBMX8YznXLV/2fZT7r4O+mPZody1ot+a9lj7V8vUaPULhBryKPJbk/2tgZ5Z3+8RyUihj\n9h/h+WuWuNguOe24N4ZvSV8s+NoTNlERUsnq81Gw83mCrngE31R7TXsk5TcU/gmlW0Do9E8hVuCt\nL1aGCk2DIbM+e2GhF2Wo5erS11m8T5BmfQN71iulGVfJVQn7QIoRRF2j54K1W7LU2kR66KpUwR1f\nul00oxXb6JXM5uim4OvcVMczbvvdhp422dGFtiq7mdOfEoyTbEPGM27wEe/whNsO/mk5KEi728cG\nkBNWnDsFD+5sFcfW6HLB0nzunnqohgssSjzHItKdvxEgGuCt6dDqz4hhQhBGyOKn++2QeOJxvi2M\nxmNvA1/kF+O72ttL6/fRbZG/NCdxvj/i3C24GzJQamiZVFoYhpTqnYwJA/hC1i1Dn/4/8t4expZl\nSxP6VmTm3ruqzrn3ve6W+G0ERmOMNBISxhgY0xZCwmCwEAYYDBLSSICBgcCZBqSRMGgDhMZBAxqD\nkXAQIM0ghIcQqDVYSG21+NHQAubn9bvvnKrae2dmLIwVX6wVkbnrVNW7fd+ZS1ztW3V2ZUZGxs9a\nX3zrJ2p7RUxyHgCZABkVdlp3uU4RmACPnrPo3jiP6I2ngUHgGYUty8I+jf0UN5K97x7vYeEas7W5\nL2usZw18sWc5KxUSIqE5Tj2A6Nkm+85l3haY7IEFbWpPzdV7Nolb7M8eKLsFvvb6MzJ+LwG7ti26\nubeXpS+VXi7yiLKhkf9vB157gPA1JbYmrojN8wlWBrRg6a3mwr1731NPXMA9uJOuntcwcQh1MNrx\njcELfflqwRewvzOIg05lTr+GqBz32C8usJiXKyF3TEyMFvJpKmEUuOsGLLLKhZIUBb9WYef3OevV\nhiRvfa9icYEgVfg6EFkbqwd31qgtj+0nYLXaTIEtRUjk0Kot8GIxIeRql32ZwNxCvJ9Xe62C1gzS\nwsj2u1bYoamHV/W71Qi+nnCPBROecIcHfIZC4ECq75seMLS+UuxPXsP5dcGxmrs4/4bCHAjcfNwK\nKXsPKsipwlY/+69/NzcXTbjDM8iiWDuiM28bGWWsypaB8lGxnuWbeqRkf6WD0wgcDXbxKJWtQugD\nIgTtWay3gZf3FecU+3bAWoEX6yH7RQaMAR0EX6uWiD0tjKEEFS4KTTFfRF0oYeZ5b9ReSeJmx8nY\nqpQUqrlGQSoPa4ZvDg4ltQrrakAvgVfHfO3Jj9hXcUMZz4XlNdEsbmsQTR1xDHjW7AnnktJkrvCw\nZ6tfAgDxsw+8qAEjbLtdjwO4CEC3/bDXpv77CLTiu98CYFyJt943FpdTxrJzFfTXtNe30nILvnqZ\nv8/Q9UAv1hmfR9n62nLrveMYlC+c+boFnF4Dmr4EwPDKOjR8Yhvf6vPFOqIZVNAwX+8tXyX4emmi\n7024KBCA28g+CisKrJ4x8CXECJstAKMSUUhVjnGhCDT4V/gS0NqGKIT6nV67WNhmBVNoRDfVVqi5\ncrzVn74Ao38MFeneYu37n+sA8KABCnUHbtK0LwoNr8ef1QOvXhTFvzropJBz8EWTieVsQ2U++Pd2\nnGMrHAyPO+A8CmXeFc2O1hfteZ+eJiQCOFc5PhfbnTbTMPB5ChRu03rSAO/cAJ/I2MU3iyEA277n\n7Nw6FbOt+yrBvvf5yNXSqg1+Yl8rUFvE2iNQ6Oeqr20PKGBajgi+mJWd/l9HXHDGqfgjDjUvV5MP\nqQhaGRSQ0M7KfPUtC3M2wZmvUe0zZCAny8Jf6oH4O0ZWtFWsZWyYqZ3M1+5YtKWdR9ux3lPStn3a\nru0U2hhNjv3Gia3Yqvp+trDle/IbiFIm/s3fdKPeN/OwlXu3AMK2H/bY6Fsfk3fcYNz2fdr2Sz9e\nt9vXl9jXnD9779nW9zpW69YzX75+v+1NXRF87QEnx9tfBjsvATD9Qh2R4fJsUf5dD+JeW0/0Yytr\ne28dvaX8XQe+4t9jhJsV3y3fmqitEjL2gCaMC44NexEVc9yBELhRwcW6o/KNgqYXBAAw44AnKGYc\n6sImEwcAvVKjaYx5nOhdhFD/EUOZO3uikG0088JYslfzuTSNmBls3uwCHXy0RsB9Mcw22DuMga+g\no3ocp1553BI4CRmDriW2dCmH6Tr4sgziT9UM+oBHnIqprn0PF1bW1rUonZIZvSbg7f3oUPvpAY8N\nKCOg5fEsjBqLCoxPIIBzU5DPq9Yk59Frh9JvPgelQA//UFiSIYu+Z32fRv+0yNLtgbU25tTPC+S8\n9Gdsfb0494bCrBxKmhHWRe+xdn34+PAA8rmu9kPd9PATAdgz7nDB0YCZHCqc4JE9WiSnJIWUQ9hr\nO4ds5/5J7/Ad5rgY24VxBUZAUi7h9hmSjHGUG2YJlyhdbjfJVs/I57vKa8HPdr21LLvLgjiP4jy7\nBVTiJ5f+FtgZkVzDe6b4CJqi+wYBN7+Pz9oDZZGSiORECyx8XXCuxvndQp/9NDZxzQLRurBuNmj0\ncewZ99juVlMMYOJlrf/Xm/d+CYBFYqEHePs2g71+jSDqZXDWl9SN6M3CoXnJ7PglsPMl1ov1vCbN\nxGtA3HvrSd017yxfJfiKQlwQ+b5WSDj4uoA9QVaqFRAtVQ3E3ZVggTvv2rEfbfLKXuxxoQLY+Fjw\ne/qh3QJApogtH9gFuaqSqSjfyEnEd2d72G7mmaJgJdMTzWX9LpFHMjFTOu8lgGHU1ACPlvPn7psL\nY2mf5/11LAYiO0i8PTuzV95b4FvGQUv7dcEoi5l5RMDs7wRfVDYPeMQR5w2bFUfG5lLMwL7d+cf5\nY4l1zxV8cTzp/3XBEVPZEAzV74tjNlbg0PaZ91M8LstAlNVxDIeuc55NxTwUwRfn66334JyiHxVB\nWmR4e6VKw+ZSIJuPHZoxupWkxdqzNu0ke7y3PiL/yeu4tvfAF79/xh3u8FzBV+0dsXVSj4AsKScM\nbIVElik3oCnOwroWBWYiHLM53g9ak6TavEY9b7AvrM+N4GWca3tWYMhAak2dtzc6zsSyLv49Xu+p\nb1pIGedfHAdnVtvN7q1NbeRADVCyLe02kM/a9krcbrh8bt82grIo2/eYXSDOzP4de/AVN2a++VC4\nrm0lXt+iOEbRxOv9t3dvH0DVzpk479oN2f779/f3/RwTjby2tPLvRomg5fs0OwKt6bAHX+81XUZk\n/556vgfgBXzF4CuyJsC+kDA1QObLpzgjnrZCoi2cUmtgvk54rgohhU+c7GQM2Na4oKkU91gcQGpd\nDr6OEGgN8TbmiYqtFSpUgQnbcyEVUswyqT6/f9MetI7B4ZvmrENhvsx/rD24OUGxoo32fMlc2QI+\n83lhvqNUmK/Yb6kR7u1urgG+umDS4o8i1ktTrf+59IkpDmO+2ugtAr8WfK31mmh6oWkzEvoRfHEs\nyeJlmD/YHZ5hjNwa6vBs51ccNsAozqsIiDmehw582XdzaO/cjEzP9vXzcQweVBGIR+aLMzfD0kzw\nOCzOtzgLWuar34GbpyHhkAOGvc2JFwIumhlbjzwanw18xchHwvwZE64yFZkQQH4BO2nMSLljvoJ5\nMvYY21ejEqcMDMmZLxsoJHH2qi9RUnBWC7Tk+cpIwwppTJ9R8vQch4MsFjLv/N6N9O3Y7inq+N1a\n24jKBL8E5NvtFr9xIJXju26eHZmvqPmAqH21Xs0rfFPcM19s4Vqv8FZGOc0+cxkUzbZxxFp/sNhv\n27520NTKL7uCxZ00toApjnf8zns6ctHt+tkrbb+3vOJ+YX37riw7D/j+zI64UcdbzIVfAmC/TD3x\nul+ifJXgy0qcmC3livAdBa9f7UIpIfpc+QI2RWlH55gJx8xwK1JQWNsdhdTrPSGlKRN3rt4Tjtud\ngy/mETbBp6pemHXMKXCKDrZr6FQQe2sIS1+wT1MDXFDt9zHtgcAFUsM6wRmjPXC7p+CjwOqBDRmd\n2FvtKLY7uwRF0owhZwzq0Y4KwSHNOMkFd+m5gskJMz7iE+7xVCNSOUbslxYYPjcs0lTyHcUd4x6U\nj8zePZ6wQmIrawAAIABJREFUYMQDPpf6rhAACyacSy8yMGLGhGfclfba2BkwzRXI9fOHvkxNP+qM\nKS84wA73toOC7SS/QbYnJXAd9L3c/z1KF5NHNKvPMHBrs53zoR//nlnxer3vnVtxR/5eoUWAzDFg\n3+ytNbt3a7ZpzFcCO2B5WJEC85WSmf/ie7f9Uu4djKVKgyAV0KQq5ZOsngbEeXiMwN0TqoKVbAdE\nj7m5t5cb/s6RCGj9vqIi9k3YAG3GY1/pc/TIaNKEzSdGBR7XKeVqH5MX678F9mJ9e/dsWdWt3OlB\nHYFTbEl/fR3zMHf7Ty9D997DR2b/ulYWxntvm+gjSOzHtgeDe75ofVv4vNaE+GUWjM/cWmF26jDF\nsQVde7j6Fth5ia2S8Jy9et5iduzrecnsyJ/8ndGOO33+lvLVgi9fLIRZ7Vl9Aib5PFThzP6KTtCo\n9XCRUCB7EswDZtzhjAG5+gcxh9SewHBgsha+zHbzXLIx6WgE863AWCvgigYURhoxNUJUaDFFBr1f\norAiwIjvHQWppS/g92j6wMCRMy/+bC68VphHgRDZsdtCYt0AsEMxr7FX4j1RpTYeZpqRsiKtGSMP\nx1XBcZhxN17wkIyNchPkM+6L3xffjWZpZ4iuOBXg1LbvWvszqgi+DR362fYTzvgW3+GAK+7xhLsC\n+hRS0yCcCjczYMUf4ad4wj0+4wM+4DMe8LkGDIzFtBeVAB3KMxI+4hM+4hNGXTDlBdO6YNLFhEJS\nrDIYAwOtP1k4mlSWa2Om72c71xwDU8zsG0WyM5i9N2BvnnFDvs8hjn0PM+z7mMaDh1ETQPebDF7D\nTYszSz6f6/sX8DUMKwYN4GuIwCe2JEjt4hyfxmz3jyuG0SIdVRM0K1JJPeHzxfqZa59zkXMppYwh\nrRiGtWuDgxuPI26hD8emj3b0fpAyVw+NutgCcrYu1U0emfa4GYjwL9ZGSZAR2Z8tuLkFvKyt3s8u\nb3pw31obUjOrUOcWwrN74NXPzfh9lGO9bNoDObFHvE1tBHuUhdu72m/Y7j5fYPRBjevtVptYY8/e\nvaX0fR77rCF/IvMVgU7PZEmteB/4vOSj9VI9rzU77tVzC4ThRh01z9d2U/GW8tWCLytx6vffmQC+\nlogmVwP7R+w4+IpCy4TyhCvuwCNJzFgRWZV4f2TTRqw4hqSEMfqK4Isj1u+CyJSc8IwD5rr47/CM\nY5flnu8RAQ5BQuydCBaiUopile8dBZwEgTOWa9xYsWWy2JaXdowu0GhS82dMNTLRwGPrA7XdqTaC\nVtWYr9V+SgZEBYdpximZv1dCLocrT6WPz00uNoM2HunK8Pp7PJaWLLWNY2GTYggDzW8RZKcC3Aes\neMAjeMrniKWaGVcMtT0nnPFz/ASPeMDP8GtIyMU/7VJ6fqn1mjl5wBPu8Qkfa2DIAx6tFQRfeYEm\nIKsxOCnlktG9FdCcFxE2Jwx1vONKAwjeFUOY1WaGtD7YU4Rb8OWss61PLcoNiF6KUYFG5ovz3fOe\ntQdFswYHX7H9zjrUXpDSR0NrRqqsk8SeYn/4yxC46QCkwUCTsV4KTVIiF2mSptF1LAAp18CKGjAj\nWtsiScMByGQQFfQRaleFuTLEZM9RVhGAESDn0CexEOCxz0d4MEbsiVtr0yWMm4Ip/6JZcA9wRZjv\n+tEBwy1Hh21QUStjKdf2AFicm3vzlrLKQeQ+yGG/tSCLwK01tfbPjbOq7YXWD22f/WrNjvvFx8ra\ntvf8l8t+iMcO6IjgJQKWvXIL7LwEnH6IevaYuJ06aob7H2Oer3YxtoPM3SiFEKefLxFtJnyskyVO\nIwIDmqTiTqOdbt4W7mzG4rDsi80PuHXhs8+eUWDSLZilFwC3wNce0Nk6iPsz4ztJ6LtogvTnxr1r\nC35i3zrclabtLhy0e5+tydRHLbKa7U60+akZaVGkq2LICslAyoojFtwNZzzoIw5yreNAf5XIZLXv\nutYz9z6UzFsEoTQB9j4jPSCkguod5QlkMgbMxUl8xIJ7POG++L4BqEBiKgxs7Hm2Z8WAX+AbEKxy\nPhyKyXFaFozripwEIkAaFGksrFdgvqI41vCcuEvndb3IjeNKSJN2xtkFtsMpgTNfCubQMxhmGybf\nFsTnR2aRprrevBbn315QRVyDjaJMWvu3rj8p/mDNyu9kB4HbuGIYgGEwEAdFNT1G5oughPnUOHbN\n+i1mxwFrZ3b00epnYNyecy7HEsfFQXU7nv3vkRHnJo9gyufKFvBwrOJ1HLe21fHTm8wigIrM1zZ6\nu1+DvdzrwVlsw2vA161nsd1xbvRzhaMTVXN83/jtXonyfM/9I+qQPXnf1u7tSZu2f7nwuXvBXxvw\nFX2+onlv/yX3AdNLbNVr6onmS/58TT19W77k85Ws8r1+f235SsHXdqIxHL2deO52G9WK766tuKpw\n3yMq/OioS6XGNBLenu3i42RkdBtVvPmf9fQ8NnUBPEvRj6jhhxGMe4sq3ssggSikTjhvxEF898gc\ncFcsyGA4f9/OKIxiWTHgjBO+w7e44Fj7OxoftmcxOjM544BcAGoEG317+al9vwByBtITjPWybsYo\nM+6nJ/wEP6/mwIxU+IYVjOTkJ7bpiDM+INX2EiQy+OEJ9yENxRX3eK4mJDKdMbo1AlDAzMF3xRfs\nJ/iumkF/DX8HVxzwAZ/xU/wMv4Y/wkd8qj0FtMyX+SReccEJP8Uf4Sf4Oe7wjMNyxXDNkBk1Ofow\nKNJJke4y0qE3O/qa4Hpg2pFo2mIfRjYjV1Orl34TEEEYN0lcDZwZrgAjoGuFO+dGPBxaIbvrY09h\nxbUSo4IBQKWwTcnerL6LEPhoaJnVVoFkYalGrEAChsIwWr0CVTSm3vgebGPM8k8/PQNga2iD3+vj\n0QJK8oV8xxSu5rgBdu6sr1Hd7e/oImD9vxfwENJjhA83nnxmlEnxHdpn7bFinH0t+OqB9p58ivW0\nUtrlYZyfe9/tgxgHTtt7fZYANCOPiBC179++5j15Hd+H9boDyLZdt0BAfMI+8/Zy6Tfgsd74EwQs\n0efrLWCnpdVa0PPeengc7pfq6e/v6+kBJc2Osu2Xt5SvEny1u+e9nY7xWwxdN7AEcKq1iqalfaMy\np0KJx5Mwkq1f5P3zuTAyBlxxBKBB+Egdp37EXTiQ8ThiqeDHTG/X4puxtwPj4slIG/CVisDdA46R\n+aKgZB4fA5FRGfQgYjvJVgx4xh1+gW/Ao4qMNYw+Xj07p6XPLMSACjHunoFegXe70UUhF0A+G8jg\nq07jjPvTE77Fd1jgxxe1sMHzeEXDx7GkvnBQ5oxWLuDrHk/VlGiRjMZecAxc8bU7ZwVwXyIwV6TC\nej3jgCt+DT/DgBU/xc8qG3bCJfSW+7sp7MiiD/iMBVPJZnXGnT7juF4xzCvSGdBFgVUwDMXUe2jH\nrZ8bfM+pmpf4f9mMIlObLJigQI2U7N87/js+LwJtB+Mtq9EXbpD61Bxxne+tb7YlznVeWwFhUiTt\nmC+sjTnBlTjZOoKvFYMsUAFSAU4QlNQnZQMZABQDgwi8bK2m0tPlKbJikG0eunbL535sESzTF87e\nxZJEELRm+NFAUfluwZez3pRgnAMx2tRlROTetnnrevBJ+iFurvdl/T4A6fXnHgDr53q/qWMfxeCN\nXs64aRf1iS6/tsDNx8F+41jEEtvp7WuTDfdyPs5hjiOad2k3OXuFjBd22v6a4ozbFnw179ib7l4y\n8wFb0MQ6ImP1WnPhLQDHevjzvfXwvibVhM/Tl1/0dvlqwVdPRzvKd/t773ged+q+h3JAFoUz4M6u\nzA90wbEeF7Qn3KX53f5tgn0M30QFF39DuN9qXQNIIIMCtOArlvjsCBq5UMmQRGET70vwFAsmmL0+\nuvf3gqoHYCxkvn6Bb7BiwB2eK6hNQQHuAxIPSojXxz6K79TcvyrkrEgEX4UCno4z7lcDX+56K4j7\n36E+dQk+W2P1CfN5YteT0XrCoUQtajUV0lxJ1vSKQ8PUxRKJewKWASt+HSs+4hMYnRkPwXbfHOc6\nPpRrIxA46BWHdcZ4zUhnAFcAV8WQFMOkSA+tEI9giO9BsyzbyWvNrys16+pa3tfK8wZ8teNNs2Os\n09WFsaD784urJyOFXh3qnKCpN64NAsk4Z1rwFRSg2D2DkDm30ip7lzomecq3qbgqpOJDKe6XZd3b\npuuI/RfZLzK/gsJ6iQc1bNvgMyQqYJ8vqaadiTJirfLQQW9c371s6ZU+mS+uhQzmE2vr6MEX+7Ll\nTXoWSCHN+LclbjSjJujb27c7zp++5ihX+LetjMLus/aYr94kx3GOc7qFoH4vY0n35nH82QPvfvy3\nscrtmHpf9czbl4u/3212rVy4TTXxWnNh/z3wenPhrXpYIoh7qbylnsJ8tdzm28tXCb4AZ436CXRr\nhxAFCxdU3y39ggXc8X0u/j50no/C3QXEFoZb9Fe/YH1f53uitg3e9rX+jexLdJpnOxUtPR4TovK6\nNiu7t7NXWNH/CaGfTYCm2soIVnk/W08/qY/4VB3AKewBNPewTQCqco+7zF449H5hDQBbFHIG8BlG\nK08ADsA0L3h4esKcBqj4uPe7aKqjeLx6P+94fUw48RFPuC+JHkYoDlixYMYVV9yV+RPBYiwRWtCk\nKfCzEdknfHa8fv97/4zrgvvLM8ZcAN8M4KnQ4h8MrPasQOwPjokDb6nzYCksV8wdZ0Ee1k9xDjWs\nk5YalWvQQM6IBZPMTb6yhHZN9Gs1tjMCh7hR4He9Eu3ftb0jrqc+95J2V0Yd4OBmEPosbhVTZK9i\nNCLZ16GsJcqJPko0ygt0/dSCmBbwRjAcZ5+Bom3fxv6La5Ylrtfep3Svnq060q6dEcg4rxqB5J5K\nY1/tPXtP5u3d34/7HvhymMxNlGxkbzS6p679exuwftMe+7z/LrZ1T8/FSMe2p24jlFtj9ZoSDbd7\nbe8ufr3Z8UtgB6+s50s5t14L4t5ST1KgBMXIFxt4u3y14Csul5YR3J9I/J2LKi4uV27+TVSCWhb1\njKlGnEVTZpz0fA490Giy4U6KwpSsygrbMffAm0KDEUpMVcHnu3Lync0cvrPIzOemDxy40eHYnhQF\nA6+zd/Sz5vi3NUyJKEzIE/Fpd3jGN/gFfh1/B5/xoSTbODR+czFiipFmjPiKkVQUJ1HwNco8Cr5V\nIRcFHgEcUBfNNM94+PwMuezlCrL51EfExnMGt9cDqwz2QcJJS+pOnbFiRcaCVWYbeSksnhblonuj\nzbFwBRTFaK8ueP3e91EUDpJxjzNGWawvVgDPZcJ9C6T1NvCKzFBkQu27sXrIGdvBhLGXmruM8DUj\nJFzVbIdYq/3Odo6y4CBXnOSMC461LT1LEHssshTRTzP6FnHtcl33PjC9UuwBSH8mprMILcNAycv7\nnb3yc/9iiaNqwTVz2di5lyDAqNGhkUlpZ7wULYiO7zsghvn0KWDsKiYejjNpr7+5LiNMEmj9jnIp\n3ncLQNi9ZE8iSHETpydWbgFYX2jz6PugB6zxuVEp9oAmPqeVMWt1Z7FrUnm2b6Xj5iqaIuNcjcxa\nBC/bvtsyiLHNsa0teO0/+6WfR18Canv3v6Rv63dcLu8xO95++NvMjrfKW32+bhXeP6Dz+Xpf+YrB\n13bgfQK8NBlQl8w+8NIqTGJeHPpiWKqHS8jbJWFxc4H7EyNbFvdNdp0rd9m0s82qzsKEoDQ/RHaM\nbbD8Ylfc4Vx3YQqp7fAUEVJVRty5MgeW5U1KVagCnleJi92Bl0V2spxwrqxXQsZ3+AbPuK/gLfrj\nMV0DFSe/p28da6dA3mO+6u52yZCzGvN1DwNgAhzmBenyjKNe0a6gfYER93Nt6XbxYp9BV/ug3Z1n\nKb0rAlEtJ9O8LNx83sZZu3fP/vcNuEyK8bRivCvga4GBrwWQqzbMF0tUWAAq+OJc4ziR+eN85jhG\nIxDvb8ZKM1JJhMu2jrLgkK446gUHad0ENjtobNlKziMGyMQca7w++mLGVerzZ61XcD0RsHjftOa+\nKJOj/I5t2wMfBGNcRxMWHEsOQeb3M+A1Nm2PTBBHO7rb9z5Ido+fUuAywu/n1SuciZTmbQiQ2n6m\nnxjlJdAepxZlceyd+K2b/LvoTtDdoGfEFD3Asz5ErS8CsHYuxzHowEE3t1I3Pg6efL4l5LLx2DKT\nPl9yGIcoK9egC7S+s3Tt6OfOnjrn82L/ReB2q2yB13aefqncum/z3Z7Z8TWpJl4Ddr4EmtKNv8fr\nXptq4jVlgDFf3bx/a/kqwdceyOpRflSgkb1ohbEvsL6jKI5oShPYLrxNrGm8VzvxfPcdd07xsGDW\nFYVo3M+wUHCSSRBoAFBMbugUdhsTmZu/sR0Jrc+IP8ffNSZrFViYP8Fef0+7i24z+7vZ8YBHPNQ9\nrHuVtceSAO6/EfuM/dkr2z2zY8oKzAqcYYvlBGAGhnXFMK84LnjvWtiWW5pXv3DN9/X815QR7ZEX\nV7TgK+8HTfQCP5ZeHvZAyBljNGugmpgL+ErqnZGSGjgtdSmwaVe/meoVLBUa4IeYO5hoHbj5Di3j\n0ULrqDRZeqAa+8rf1+9zZqO9p2WvuM7nwpK3fmmpe8et3PCJFzdx2z7yEzHi3wgw+Hu0IsR3jDKl\n34T18sDbQwm8D3732tqCJpdX/J5vaSA51e/6jfStPotjzn9HoL8FUH5/D8TY+lbubiMl+3bt663e\n54r2gO382a7J/XpfClbZnydvE1Avrc+mHk6qPsP9rfJ9mAtfA+K+r3ri5QM819cvIey/SvAVw5Bv\nTWLAJih3Z/ZvAJDuuvi7oBUjFhIcTRgR1sQ9GotCasSXQGti1rh3i6UVopEOj21D/db7oDUfuACw\n95gx1iCBuFtz1UMlwZ3/0jBd1+KcyzYYGDLTCMFV9CGL7YqCgM9y5RyTqfYHPnsaEK090R4RZSxB\n9LZqFZWoQjLMvHaBmR/ZgV+iut9TXlrU/PuvEnyt5Xlz+fkLAJciNLNaUtoOxHLdAKhg/1ACCgAL\nTOBRSRlpk6CWaTWGsMsndzbqglFXpGxgiyUj4SInfMZHfMaHwIi+JNz9XoZKzJjqodm29tvIv975\nOfI5QLud47x/CXy1Wz5vW4Lnd+tlUl9PZNkoh/rAmB7c+DsIBEMZmdTV7c8kWIqALr5DlJMAIKrN\nNfUtpX2XjDZCsu2DFgC1R3K5lYDydPu+LdN3C3zva/J9ANb+FWDAQZTxPeB28+favXtrqrw1T+N3\nnKvR7Lh3nX/HGbz9e7yf/RjnYZTF+yVqNLfevKVsNyOU+KFlkTnyoFZe7j9959D+fqv0G94oc2M9\nXwJMvVx+bz0sIdoxdWP2lvKVgq/Wx6qfuFGRRyXOLjAg4jv0VlC10VMCbQhxRngJthGT/N0ORz4C\nEJxwroKtB2Btm730QNtADO/od6E9+LLFM2PCGXc441T9SPxctRSeQ0WxFh+vCeYDYhGV9Mui8Dzh\nDABN4EFc3FRYpPl7JgGBeo8Ain2357UQhXMEX2Oj3NcAvhRY1cCXwExtZh14PXX8mtIPGn/GxRx3\ncCYhf1jwJTDg9QwDYp9grOAIMzmqC16ymxntiQJTAd1UBXZyQwRfZwwBfF1hh1TbUVxLnV/K8VJj\nvcIRiVAkXNIRn/QDPssH3OEpKLvbSg1olTfBF413Bihs7uWgyFmrKUNPNRE7LoIelpZB4ZB6K9m2\neEQQ2xrXfgu+uAmKUaeMWm3NwFsWJxodnbmJcNA3nwQWGUxby0+TAqIwkhEcV+ClCoQUGbfAJz98\nr7jeydpT40ZOEvWbPSf822zZdhuttebYZy0Ijh5xPue34Kt1/Pd+3z8fd28zynEl+GJfv3Sv93Gv\n41qmta1l256+77wPI2O2Ze1eU/r6I3nQzIoIvniJX9o36vVA5zXg65ep5zUgsC9Jy/FC/cp4W/lq\nwddLrFcEX85YeTcwX5MngHCB7MT6UHfD7d6rX5q+kNnddkjyCRlDPUi5bzELJy1N4X3xxRYFvIIO\nuPGoirh4FtihzM844VQW+rEIdLahNReYTwj77FpAWCpMFzO67zFfFA9sb6TaXRh6hFcUxJ7GIG1A\nKuqb+t965qtnA0SznZ+zwkDHCgMbJeoRE962kF5bbjFcFDqC10XnfN/F8K73x7l8ToAU9qllURUL\nnPkSoIIvrguahO/xBIU0ASgzRpxxV+aM+wFxjUy6mG9cVqQ1QvMBF3Xma4CdY9qbUvaKM18G/CLz\n5RsNqstcZyRBB9d6q8xfw3z5mu/XNBneCmiC0ufaa8GXX9+vgXadbk1oPXPkDEbL8PF90D0nfsby\nrqJowFeVGjvM1y3gFWUBmfe4YbMlsfe+W6ZvCwqi7I6Wh3Zk+jfkNRF8k/0i+NsC7tYfDXCTZ3zn\n/jlxbHlf1Cvx2j3wFedOD3C8/Y4QeoPul8FXDDLykXhL2VubPUisjabZ0V9wKyspL99S9ur5UqTk\nH2c94XihTT+8oXyV4MvKl8EXF3x7tUdhAS27FH2o4mJrlb8fMcTSM3G+B3bKn3Ah7rB6TBxBDJ/p\nmfVtAMlAmIAoLEJZggPWGrJ/whkP+IwBbeb2mKbC+wUFjM6gGz7/ziShZ5ygkJqv6w7POODS1T03\nTJxxaQdk2LmYD3iEQuq4RBCmkGL2NF+4Kw74Dt9W0UATFP8eAVjLDGQknr0Xu3eAga+772HqxcK1\nNcDZtRw+v2rmK8P8vHrhNsAOfy6Z1u0Q+qlEL/oYEVBdcahV0uzI8WQACBkxqtK7kiw2MswjZgx5\ntajUsIMZJOOgV5z0GVdMdVzdX8j9M/3VmBXeKipHUHcKpFXSPRBiiYqnBw09C9JyEdsi2DJffWv6\nzQlLUmNvB10BgQd0dKbh2P6oZF1u+fPiJq33C+03N2S8aJKO72R+LFJBQfQTpVyLDHVU6Fvmq80n\ntgfa2nqCv5cCggQV+2aPg4sAJPoh8u/cbNPM1oPdGGTRmj75PvsHa7/EfO0BtC3A3oIfxR7D5PVF\nfcex70HnLZDkGy8N7/n6kmrf8p32KIZ68RZY7YGvzY3afqfYXvSuenbe9Puopx6sfaMfXlm+WvDV\nGvwcXfbgKwpPXhk7xCfx1pnbwZeACSOYTqFfYJFf898FBF9MeEowFQURCxcx34CRZHFyMyQ8IWPU\nBUktagxASQi5YpIZ93jCt/hFYSXWqjBb4ec7JwM0C0jG81mWV/2hRo/dlUzup3LA91TBlx04Hrm5\nBXY8EsHXB3yqYxeF91jC6tlzc2EOmRmfjNuABWvxl4jCvFE8YhnIJZ5mn2CM1wnAA3YW0ztLBFNj\n+JBp+hrA1wqnVVdUB3wZtYAvmhrtGKwLjg0wBgyAm3D21LM0Oxr4ulb+6A5LAei5mrt9TWZMumAs\n4CsF8DXKilO+4CM+Y8VQTJncIDlQiICFgNEc1G0zYjh4CgqnVVRRUTp4cVDC0s5Pj+KNSvOWaI2m\nNj4vFm5AAPeJrM9VHgifgSTQJFglNbIpArde3rkscvjh4MfPLW03X1KmysAGIqlaG8I7QWBnU4qz\naJRvSwHoPauT4LaEKPN6INGDBPazy2Ey224fSpogYhtiHg0ezZmANHXvMWDb6FXOkz5QyTcBcRwI\na2+xR+3YtyxzC/45fq1NxebzHlPa1mUbm3XThz2R0IKvaMresryvKazfI+i9Nxuav8riHeHXmx37\nIjAqluOqAugb66kKP1y0R0r1/96tJ4Av7X4C9T0JwH6EzJcDsH0WLBfexXPm8Go32LU5hOJON05q\nLTvDKyYcYakKtuArGhZzXZgRfD3hHo8FyDzgsWHmvH2uYAh4bGEZIJwLM0GBysgxABiSMV8TDHyt\nGHDCofaPCWBnIuJ+KDJ6FJZmfjziO3yLFZalnqk2jrhU5osAjAwWP2YGOiJjgB27w7xdJjrI3pHV\n4ph+xgdccMTP8RPc4Rnf4ud4wAwBsGKtILg1YZTxkwxJ2aNqevD1AfsL/D2Fjv0ZbtKc4OBrxa/e\n7MjozgVmdmT04wBIOXNQYMzXBQeccSwJQQi+pLJeRzhrfAjgy9itXMdkwhVjVbAR8BhjaakmeuZr\nxUnP5XikoVFQVDQ9r8HZs9b5sFRgs2VS2lxYsZDxZhoNrm+usR58CejSsO9UEmXJrX0v747SCzDm\na8grxrUAG0lIGOqa7JlrPq8FMK1pVcrGyoMm0PykjErIUBVnvoJZWAqbrMlBSmSj6WtnzBe3dZGR\nNsMuE8jG9u+xM1vwxQ0tSlRsQq7nY77EfLXBSRGAePRlNOFtHdRb9k2bceBRZS732/tb0OQR7NQP\nfiLA1qHFNwhtbje/nmyVG889DKxlbnvgFd+fwOm94GvPNOwbnzAQoq3ZEdiXhRvAo/7hBra/6K31\nZLnNoH2xHgDlrFYDgp0FSyLwen/5IvgSkb8E4J8G8DdV9U+W734HwL8M4G+Vy/5tVf1r5W//FoB/\nCaaa/jVV/e/K9/84gP8MpiL/qqr+6zefuQu29j4Ik67fZ+yfl9UnIQTcvDGXQ65Zw1574q6XJR78\nG/2/+npY+LcolOP1FqFmQnrIipQtDGCUBaNaskr66NB0RKUUz9ujEqEw4TFMXMiMygFMaBxwxQOe\nSg6wuUbB0Zw5YIFqgmqqSl3EhPQRl+qsz2XO3R6FMQUMj+KhGCXTQkE/YoCfxbiEMbZ8UWnIbYqF\nBKyHAetdwvowbKjvfiy+NCYsKWfIWoDEQYEJkINCF4Gu9smSqukI3WbwS6VXkHx+bF+v3Nln1ZS+\nZKQ1Y7hmpDn7s4+ATIqUWn8vAg6yjf2O28bMox0BB2TmG3YO0Y+uktbC4U56xZiXrdkxKaa84KgG\n7FnaPEi5ATwEDVG1kmJsmY6W+dp7J17H4ek3YnXMEZmvGDncjgL78Tb48sjGdsyLUixJaNmuGCW8\nx3z177InB9n2LykF+ns1DveqkGTMV9xmbiVuy2T1INTzDHr7Y9tbcBTGUJ35ojm0Xi/be9mve4zX\nfh+oMT8IAAAgAElEQVRE+d3mEbsFDj3Wk2tna3bk9Vvt49/0YCmWKH/356zPkdZ/a8sm9u8dAd8e\n+HtN2QL+2L8teJeS+f1NhUCHriQZbkV4Uz0BeEVLxC9TD1hHbgFY4t/bcX5reQ3z9Z8C+I8A/OXw\nnQL4XVX93abdIn8CwD8H4E8A+AcA/Pci8luqqgD+IoA/q6q/JyJ/VUT+KVX9b/ce6INNgdkCLb6w\n7QNO9XDpdoHeBm1xorvy8F22Cxns1mNmOWN+EjLm4Cz+AZ8h0ApY+oWJ8B7R/MncP3f6jGO+YMoL\nxmyKP6022BNWHNKMuUnB4Iupz6tFIdoqd1QzJQAwuWaG4FQA1FTaTiVdd1ZqQBA544Qr7tMzPqTP\nWGQoLtCmVMk8uoCI5hJnOAy0nfENPuGhKHr2BpVbLyjHYcYwZeCkzjwJcDke8Hh/j8eP99DkYxdH\nPME50Ti+WzFmn2O+4JCvOOiMNK5IY0YaFEsesOTRPlJ6XMbNYo/KinO2Za9dsPpsj3Nvn/cV+I50\nmmfcz8+4O59xnK/V901OinRUDMlYETuR4DuMJaLVzrPkOHtk6VRA1bE43MdxYNBGHBfOLTo1H/WC\nMS+QRRFJX00AdKvEt2uzHRHOzWuJcKS31dZ9wNwA4hrfmLSKZBd4uoFbZsetN01I0wAHb7dEbxs9\nF2SNCHJKWIeEPCSotEqy79s4j9hnqWudrZsBMw7hXRUrnDehi0MFaOqbewCwvYPXHn286FbAfmGq\nkRZQWBtjQmWfr1sA1rwLo2M1F91ZrpEva07B9nghynS218HyummTjZWDE95v7Czh836f8/nxmW5x\nsdKyau293Czwd66l+EzKMN98AJFx7N97T9fw/XpZ+priK4D18Unt78Z6Zci4Alq+felRZI7ImHGs\nuYmFQAl4fqh66r0RfDnzVetJGZD8x+9wr6r/g4j8w/vN3ZR/BsBfUdUZwP8hIn8A4E+JyP8J4KOq\n/l657i8D+DMAdsHXy3sv/5jZa6hChfeN1fV9m0eoV7FcNJG14sLt1R5gk5F5q1ZY3iyqLB7QHJOm\n9uCHvyfkYtq7Nk7ld3jGMV8xrQvGNSOtMOZFMqa0YlE/l9EpZS2Ly4/AHdAeHMv3Iejhx555Ln3o\nPAOVLVkOge1I05qRVsVRLrhDAV/Vx80OneY+zYSe7yKpkMgc3uMJDB4ga0ZhH5UnfQEUwJgWpGk1\n/nStr4XL6YDv7j/i73z4KTS5Eo7Qj6BzrL5vrqSiomGPPmgxJOsThrRiTAuGtOKSj7jqARc94izG\n+V2CwzqFD0WU15jrdwBqWwbk5vlR3SriNsRBAP2tTvMZ+ZwwHRccr9f6fJwAOSrSYOb5ezzjW/yi\nzDf3p+McjAAkI1Xmi4yn+5u05hnupMnZHGHMl6zZwVfZ0WouPkXY+klxbZD7i8pFkXAt2xMCnwgK\nndWKvbVVUA6APfDmlmtA7O+tUnPm61ZpzWABRItgTQJIOYP0BvjaU6rst/7dTDn3jvBapUGUa1UW\ndNhGAAPHuvXxigwhz8D1OUAncpMRJlO0zqMoO+M4V9lYQFdMyiuFMOTPWyXK9MhGRe3RnjW7VEkU\nSw9iCKD879s+j23gsyIX2MLPrSN+X7bfcy5Hzo7RmpGZawHdLaC+10+vKT5+fAYlWLcqkhooGdZd\nU92mXjJUCD/DU21+BuD0q6yn3FvrCec6buHu68sv4/P1r4rIvwjgrwP4N1T15wD+fgD/c7jm/4Ix\nYHP5neUPy/e7JQIp2Qy2L2YeNWJH3Ph5gCdIA0p64LU3YePucG/30C8iRu5ZolNLWHqPR3zAZ9zh\nqRrtmPOlr8/8aq54wCMOxeSWoLjTJ2O+lgXDkpFyAdpJMeYFB7XotD75KKOvqFidXnbnX04oMmQK\nwR3OWPCLBoBQuQzIlR0RaHUWHpcVx3TFfXrCR3zGjLEydxQWxkMgKGsXS0xjwPB/PjmKt7ij9eUv\nmNKMNGXICe7vpMDleMR39x/x/378jQZ8RW+JqfgItk7iGnifsYI1RcK3+A7fFtVyqL5OC55wwjPu\nio+fBSw8dWGWUWnHcYr7SPorjlgqZxnNcADQinzfGBDof7w+Ynpa8OH0aHnPeLhtAF9TAboKy0vH\n8SDwZYRr7ANGOx4q7PHDwBXup8i5wX4j85XWwnwRa64FfKEVj3F9Ab6bjqbEDCn+aqfCdZ8bhjf2\nrbNfPeMaZ5EfcN4zX31f74nYyHzdKj2A4ptlSRX10Iwawdee6TEyObfAV7+WBFojmS2gwhVvb1kJ\nk7Y+i0ExPHKNaUFsDLhCnPmyOeBO4aynByrtWAfmK+dyFqhfC/2yYusBBtBaMwi0ONZ25W2zI8eF\n7FUEOVF/NO1ETOhrI0BZuLcR2CtxvOOciDywb+B7/Xib+Yrj8x7w1TNffOcWVNtkksJ8aZYvAx7R\nCmJ2ixam6UtAjnXcrEdCPS+96BvqKcwX4DLlPeW94OsvAvh3y+//HoD/AMCffWddm/Lv/86Mn+H/\nwc9wxbe/PeIf+u1/ZAOkKPwB0sacjBmHTcRNS9/HHaSAZkRjXiKrBAB7i5Tf8xmk5O/xhKnkGGuz\nj213f4CxBRccm4U16oprPkKXhDSXMS7ga5CMSVac8hVzekZOCQe5QIT7om0aDXtPJsL0/mLIswsN\nF//xXU/5jNN6xWFdkcqCWNIITcBRrvioBtySWC29kc3b4IK2BxJxAVK8RefWaHpjYs++zDLiWe7w\nSb6x9VGeYJDJeJ57POO+BEK04GuqID6mdx2w1MCJmP16gZ0u8BkfSrSohSrE4gerDxumkQJ9xYAz\nTnUcWpO3m5Oo6qIAp2I0kPgJiwaz5wrIqhgWA8qHZcaSLsiSMIi/R8/6DDwQGxkQIEmurDLfX5HM\naRtuNgdg5jQknPSKQ762zBeAnBKWPOGi5iYQmel+nXH+RSDC9tp6W2p7pJtjCjpMR//H1kRqz9sH\nX3ubLxeybdvIgO+VofYX6vsJbPPCjyQT5JqkqTO+M7r7+02gz2VfL7yGcimy4NxE9WbHJBYBSUaT\nufl614OeRYljlJHC6tm6DLDv4rsNWP3YKdWqx+jUDNXCDvpGzkekBa7x3flvbriYCIhXx3bFe01O\nrnZSA9aNv9kt5qvPI2b1b/3Ibo1rf8RRvIdzO/Z13HRHmRLrj2O01/evKT1wjEQIaKpLpp8kmY+p\n+b9KCViUAurbImSPboAdRWCabtQjxdT41nr6QMq31pOGFX/rf/x9/LX/6a/j2/QL/Dr+yxd68HZ5\nF/hS1b/pDZf/BMB/U/75hwB+M1z6D8IYrz8sv8fv//BW/f/m70z4A/w9+AP8Fv43/GYQHdQuWhcW\nGZwoxN0cEtV2uyuKE90Omn5GQsaxHDjdC41+MfQCTko9U8eq3AJf3K0qpOResuk96IrLekJeBkgB\nX6Tfh6JZNc/I4zPSmDEPYxVQrJc7p2gWsmioNiElmh7qAFH51yHPOM0XHK4l8mlMWMYETcBBLvgG\nJSFhyIwdVSl/S1BI8e1odvNSTFFym22M7bzDGaPOjaAGDOycccInfADgTuIXHMu+/VSVyR2eEX3y\nGa36XE4MOBc/wg94xFoYs6gQ+azP+FDqvisnHvgYXItBb8FU5wWDF6YSEbYEVRXtK3GuRD9EpvyY\n4KxGxoCzngw0F+AFAWQG0pIxLgt0BbImYLCAhb6P2WaCL77vhBmrDM2cN5mrNXkrgVrWhCyCAxYc\n8hWJ4KssWR0S5nXCWc2zUErW/L3s5j5HHZAYa3EJ88qVsTQzSsC0FIy884Nl7E1daXt6hPjcaHba\nW7/cyOzJCRYHXw6mE4zhGRf7YBTomLEmD4qJqRr6ufASAON7cgZSBozBNWIGE83Coh07ny/6XUVg\nyTVDAHcLgCmk6ZcIzPu2R5apKnUeGwYTIyqwdDK1D8zoxrxdPfjqmSk+y/MUzrgWQOkMv49nbNug\na93AUzb1z4llC764WWvnM+vo5xrgObh6/eKb/dYk7X3fg6MefHlb+ue/prTgy9dBbWMFLRkpZeRk\n3DMKi4qyYZfIXkWgcwPscNXwfuCFetJt9ulWPfgl6klDxt/7p/9R/BP/5N/Gbw5/A7+FP4P/+N/5\nr17sx73yLvAlIn+fqv7f5Z//LID/tfz+XwP4z0Xkd2Fmxd8C8HuqqiLyCxH5UwB+D8C/AOA//OJz\nuoFuvR98581F3u5Y471el7MyvoM94IK7ImROxcfJGJdWIfYLMAJAOrDbM+IBsO4I3JfW1DUU36kF\nl3yCEnzZBgqQskBVkLIJxjFdsaShzCOpQpbRlxSiXHC9emNrqST4drHtU15xnGccnlfkQbCkhHmY\noIOUVBQXm9jS9383lqrN4rV7pCjtmBYkw3P5bGEcD5ZBt05WWOb1T/hYlcCEOZgG7zHAksf2qp7+\nLc+4wyMeCqi6w2/gb9fdfBRcZKyYMuNcTDssGakk7bjHBcfq03bCucwGq+uCI55wjzOO2IukIkDn\neJKFG5CrSuFpC6sOaHRvUqQlY5rVnN9HQFKumxW2s340YdIZx2wm8CnNOMolgPGgEEqi0NiLuSTn\nHDVbgALBV2Fu8ygBfFmusSOkAVCxcG2SeWGf2Rwfq5ktOtMnSH0rHpt1m/nyqOWxWbutj2S/eYtt\nex3z1W77hgK+pmtJNZFy8657jFEPxHrgY7DKAGqEHjzNEkBJonwCQD+rjvlKZL6cRYr9ItCwRlsz\nKecIgCoPI2DbAFB0DFXZlFVGToEs/m9/d9cDe3J8DxTGjc+EucrZKKsa1kxLyh41udnKpn3mywFd\ne1wUV82te60NdkVksCLQib/TP5SbiV4X9fVHewbKWuOm+7XlVt0VeKn9TEmRJSMN0bwnBl53TJAi\nubJfN8v3Wk9ZPSrQLM34CwrweoH5ivWkYfVo/xe13svlNakm/gqAPw3gN0TkbwD48wB+W0T+sdKc\n/x3AvwIAqvr7IvJfAPh9mOj9cyXSEQD+HCzVxB0s1cSusz0QFHVH+fYfCp6Yf8pVd5z4+wIe4NR3\nNijW73/XTT12PXO8W6JTjxubdpUW6wLQPKlXglgFWIy9wGIfASCDAoNCJgWOGcMxYR2lpjqwM+x8\nMpBqd+WTmxZ5+25/P14zpseM4SkDQ6ptMkdu42UArW24NXWprC0SWbk5NyghA1YZEJ2lb5XpMWN4\nzsBVPSxZgEUHXPSAZ9yDLGRGwhknPOEen/EBD3isQCaqtpjHiADsEQ8GauAsqStT9ym5FvBzxqlR\nLHPJqXXGXVVka1CxACpwoy+T+7j5CJDTEFgyVKY3uJRkEYqEWSebN2S+VlOs6UkhRwWSQkeBjIpl\ncNNwhp17uGA0pZNXTNmU5phWrGlpGEkBkAo7FtMU1LEXQTorxs8r0qPaMUcEySOcCav1tZurxqQQ\nFC2DNUyJDJUJ5Laq35Rxxx83Z4NSwVrEYQQ7bZ5AP5KIfqNxvpBx4/0vga/KWhDUqIEvBq2krNXM\nu8d87Yn1+M0eU2K9aBwRZ6mE9iiSjR3dVuJ7ZdT2EIS6cWuoeQnjswmwWKLLxrbtPj4RyKeSd4ym\nUFEzg/b5MtuavA96c1x8Rg9se0Zu248tC7YHnnoQAniQUZyXt4Cnv5N7KMaNaQsM0LSrB5ix7Xv9\nTXYs9v9bSj/HYt0Cs7gQiKWkUG3H3lIT3QBNXwI78Wk3QNOXzIWbejL1VAe+5BXgq5SUMlJSe4cq\n4N5eXhPt+M/vfP2XXrj+LwD4Czvf/y8A/uRrGjUsRmFKF1VAnw6e0tiDpCiuA1HYTFZO4ihkL0VJ\nXjFVJ2SgFxb982j8HCp7dS1+QzwuaLsMvYUJ2LQ/I+GDfsYxnzEs2Ryoz7BDk8Ph0TIo0gQMU4YM\n5QnCE3As8QXg+bxSeC7Cm/G37ff8q2KYFemskDOQRDEeVhwP1pZBVqTkdlEycDdmRg0jj3M1yYos\nPHQYoZ9vzI3vMtLPFPIJ7lw+AnlNWHTEpeQQ47gZJzCVHG7tgbc0vnoM5Fh9xDiOZDHDWyAVcHeH\n55Kp/4DP+FCMlWfzFanv48EVd3gGgHBgkwVqePb12C7vBTrvLhjwVMAlVQ6diFXFgNe1fATmy7AA\n6REYk82VISniLJywYi39NeUZkxY1IhmDoDMHqylKaAe+fPzlCgyf1A74XlDzsKUx4zhf8ZCfsGBo\ncoy1asoLI9NWjMjQaoKlD599v83nR1mRYMf4jEofHgOTGVL44RmTzBUMxzEGUFlj1uZsrEc9p6DY\n4r0O/Bx0jXmtCZOV58PBTX2jLE2dffBFK9+8tRlSZFCM1k0FkNj8JWDl+quMevPi3n/RPEePKZ5z\nwTVA0BPbQ8BCNrkBWh1YqN8VJo5+zKJAblKTpNrzLrdaALgXqBDNiwJP59NHqZIdTXAT+oqhWJm2\n6UsieOs3ZpQlkWFiHf29vpHziPgYV4wy44zTdcnY92cEgP08tuvo8/V+8HUL4NVSzHYeNEETX9ns\n7SQq5fzfqQx1d15+qgJI+/VIzY6/f2/8yXyMvbRp67lVR+mTlCvweklXfal8lRnuh7XsYkIujVaw\n7icTjF0Rp34bmusDTjs9GY8rDjiV5KWx/hhe71t5KYstgcfVnksU3Iypiqu9qMt+IceJ/QGfccwX\npHU1JfoZpsguqCwPEpAGA2FGeGgRFIqx7FbZ/lh3O4W8vPS9LIp0VeBqPTulFSkVBm5UyKAlpYre\nxl1hQLajY2JH5XW7M3kE0me1fhkBWvvymrBky7jPDNMDVjD+81ojWVNtZjRYtYqGJj1X7mwrYGCI\nSWUFiismPOIBAi0BF23GajOx2fWX6oEygSDLfTLc0EVxF3eufqJAqnPyiAGZzq0Zfrj2CmNMz0A6\nmKBLaW3YyTgboTRrl7kuuYxpq+hF/c44Uzj+MgPypJDnArLLqQDpmHFYLrjXR8wFNEY/oj2jNfvB\nQLA9Zy3bCx4HxvHcbnLcJ2bQFVOeMYibwSbMmMTZkM08gxYgxBxsxZel1EAl3isl1s8gDTJe45ox\nFMZLoMjJQGsFX7LWBMpU0CZbqJ5bfi8+TZFKX7TAPSOV/xQW9ScQspZZd8BX+cCBBKMezzg1vqmp\ntG7o+o5jyo1M9I1rN7MdICs+aCWIzN5QEQAY6h1x4+hy1AGUgKd70GiH5rq9NsdxVBHXAYUJ6Rkn\nlvhv6gOCr7jR37uX70T+i1GWucxrH2F/2/jefKey+uAg1WcxHfWBNmHva0sfyOA1a/OdiLFZafA0\nTfyhiKZIVD0hN3WGbn/erKfMBnnh3lBHvePFem7VYSWJIkl8/z8m5utXUYY128ulLWjZW8SAy40N\noq1Tt6Vpo2CP4OuhOFmj1NruMNrnxZBkheCMUz1eiDmSBK3zrAM5P6plCkLcmK+LM1+PAH4OlByk\npR7uHNBy8wA8+dX3VHiMzoJyGO+KMa/GOPG4nbeeUt+UN07ca/jQxz2R+ZpwwQEj3IHZM5952g8K\nxB540WxszNchKPc2A31ksgTmf/UZH2CHiz81/AMVNcEXWQT6oJEd8d6I0MEZBnt1O8LKwf0Mmjug\n4uDr2fpHngF8AmTYyyP0fY5LuJbsG9Ne3AE4AcN9xmG+4l6fMAexE30M+zqpzOhC348VmUygVQZU\nuQQ2oy71oyLQJJjEc51F5ivW4b6fLfMFuNN9ZCKidKJ/jgELA17jHORHOZJKkJG0+GcKzzL13GnO\nZ7R+TtZWa29MExOvybCDi2g+9HtAAdaUGnUIl20EX494wAXHAHSYzap1LOdcJfPF+b8FXtH0WJiv\nEiPlom0r9Xt3Do4DU8Ja3zGTGwMnWqZu3Gkzj+Bhv63SRn33gCfOA44pmVomrk5w/8EIFH2G+3s5\niB5ra7bv7mPb6iUjA3rmi9d9H2bHfpOxAWOiSAkbs+OPsZAUcgD2vvJVgi8AvijR2t3jh9NiLuYh\nThGK6XaHQhHq1K9Aq4JWWNThPZ5wLHmE/N6WMeMSVCAIYLuOYdnxQGguFLuut9m3k7ii8gxXZM8w\nENaDbLeu/vEVtoP+OrSOFXMfRvyS4OuNZQkfgYE/hR2LooJVh9rXcccZfXCi30oP4k2Y04k5+O3U\ncbJ5Rwf9XFicOzzXORMTXvY7R+Z28yhZ1DYRXER2lcXm1gzgCRmpOpTzRIKEkkRrgc2ZJ1ST3w86\nPgGso5jJMQC6CNY8YFaDPJH1tb6iGGMvM9fUXQUkTEbLQ+yZl49jyNLLCVPoJk9UAGTFkFZMacFh\nuIbNlifjHDE2+cR6tmOEJagleIxsuC0PP0Ei6wDNUsEF11DKaoylKMaSxPcg5EV5aHkAkoFJafz1\n4Ln7AN+ARrnCOZkh0Cx29l3Yp6kCOSes6m4UfFceS2a+teV6JCj8iDDOVPLGDDBh1DnBq7M19i6D\nrh7pSA+GjaWH7x/NuW2Agps7JyzgsU8t48TzSdfOVy/OxaGA9SkvFhlczFEJxk72pkNrh/nW8pQP\nS7S9hJns90WA1IN19t1Yo6vbeU1w2QPB3uzav1fUd+8FX3vMV32DQgBI0kY/ub0llreDla+tniSr\nfXZA6VvKVw2+uP+PijR+/Lx1V6MUEuZN04Y6VzME2rMdCYoWjHjAY4l4pOs6nSF935Hhzqf03mKd\nh5LlPUYt9c9hS+OuIr55zZFC8HWGKVMCobaj/nhLDs/V8An+Vn/sbdhrTy7Pru1quc1+hxgVaEab\naqQFXwbIDyWCtTVxK4YyK8lCrUhgElNGv0WGLc4Dgq+hgLXI5pB1c2XeFt7L0xMI1e4KQGjA1wUG\n2H/IcWEhuMgwYEyfvFmwrgOu6ikPaI5y8OVmkww7eN4AbqoKDQDmYub1HGRbU9Bml14AGJ3Mx8I0\nHdTyn7GYH50ZrGP2/8iWcz4xqIMCPD5xDOxV1gRkgayw8y55WLua6REpYxjWwsZdg2H6GpSeHyjO\n/iEzxUi+uGG0a7x3OCczkpmp2Y4wbjknLDo085Cs7YC1zlN6TjlOounXTLVkeU84V2ltZts26SdZ\nmZTVHO7bINPaob6B9cS+/cfBl8GYqCei3O/Bk80FN1kOumJaVxxySTWRAB2M7aB5ON7voGkuHr+X\neioIWxA521vgKwZcTOAB2lGa5eANFt/rhwFfu2uqcwmyRdDWTx0a73uPme77qYdv8MvVM0jGILlG\nPP6ozI5WfMcRKeeegYjHZ1DhUjj2kyXuFuKOyYSARaOR+fKw7VQXQGqea9wD6+ZPHhDd78Z7Bi+F\nxUUFBNjcrf47PfNFgfm+sX5ficq0B18EYL8KJS8wf6+SzkDhjrID/MBjKpAefPWMWGS+hqJYR2xN\nxna/RRtG5usez9V36BbzBQCHosgEWk2QMw7gvFpvDK6BFQpmV14nPOMQwVcE7HHcfugi5dkFfOki\nWNYRsx6KL5BN5FTBlxnH4gqZcQAzlEdHdJptCcoOZP7qo4OSoRkra5PKYEBhmiqAshL5BAN8frg7\nGTIHX5fm3lii+S3rAORk4CswtwLFkMwsPMqKUecKush8ObBrDwwnn7JgrACRPogsMYjEQVsJzuiY\nL6gU5otpPPw9aGZXSIUX17Ay4lE6PfPFxBNRNvdmyKS5Ml/envYnfZf6qMU23xp9zcZghoycsjNm\nW+aL/oHZThJZjG3NoyBLsgPqd5kvgq9LZb1OuNi9pQVe/2uZL+qmVkYxl9trma/4d2MB387SsO/6\ne2vLw/mGkQXrrgq67+1tcEac9WyZuLfXs/Vbe23ZS4j7nvJVgi8KyKTaDV/7iRmdCW6iY2F0P2yV\naLtzmIqQyxgac6HuPhdlCnFJ8fDqDJ4daAsg3oHNs63+BHfqtlKdLZmRl59o/vshzeqKbTsi+GK6\nhx+qRFOae1rXXu2X5R7IemnBuXliuXlPfN1YP+BsA2eKO8RScPBom6XercX0zVQb/fP4Lyr9yHA0\nBzjHhnG+kGX5oUoJCAFdpAJ4t7y4voq4frnBQVixMe2LcdjtwfdR8PWm4c3YFkduC8w1ADZKtrxm\nuDRr1McvVVng7WtzfB1xRcb+5I8pI+jg3oOvNAJ5AdJSzKB5KUl03eRN8yLVq4FwO7wacIXSburs\nd4Z9sO+uJVJx0RE5p9bsCNu8LAV8RZtCVOqsLwYl+WamZXrj7N07jogbo4Sy44zzNAEx+tKNRq3c\nplN/++5+nW+CfNPds8t7yUuTGrNh1JeBMpoeI8Ch+d9zm/VtIG3QWlu8331tx014A067ce31VwvK\nt/qGJ4+8B2i0Wi7qU2d9HIRtgQhb0L7te5iv1pqBd9XT6uR+br229Gzgj8rnK2VYEsCN0muBF23j\n9L3gJ/pptAO2PbstKtTocOlOuPsO/IDvRn3xrVUwxtzD/f1cZGQ+AIA+LQw1Vj6aju2H0JTv2af+\nxRJ3oPFD4EMQ9EMV+plNMId7Ovzf8H+LQip+olKPrCn9Uuiu676DLtwSVhyLwz2TqzLpJ0uG51ri\nc8wYbnUMcAdp1JoVblLM5X73lIlzylmHhCzJQqgTPAL0CFPyM37Y+cI2sB1hfJJE1rl1ZG7Xoqfn\noA+lQmok8YAVD3is669nlRtFpGLAa0HN6C4ABs2YdNmAL6pKRaqK+oxTo6BpcjzivFnfLGTkDrhi\n1AUpa2NuBOC5thZgHDIO41yPz+I7XUoeOJ664HXPVVIomONvqnJE4MdmMQr7CffImnDRI9Y8tGBH\nitkRlrlwLJGeHB+yumSa3OTrZ31ys2F9dtzI6hFjNcfVdRnzxkVZ0zG2HBfOk8iA0dzv2eyvdazi\nHIlWjxZAhY2WWAR5HhjdaqxpQrb8TsX0yEIHfsoUuiTEiEr2Qc981TlarmHao7lsyFMd3/awcK+z\ntZwQnMf+srX0PeT50p75ctNjXDXSTSrGYcb12YMdhjL5PX2x3uHfomfo7Xr6+9uf7V/eVs92Q/4j\nYr7sMGmteaFufaawm/C4sYR+NxBLXMTc0bowAEyhUdy7WO4nblwEtgvzFKs2Vdz3JxbWQ4BH7y98\nry4AACAASURBVDSalHoTagO+gB+WxWDZA2DSfX6owr44lg8d/m8AsFvgq58HvVDz2eRRUBw9Hg5+\nwhlPuAfQngkYBQ2Fp4Mv+7afYd6V8T7fMNAsGdvr4FEcCHO+HEuFP7TJcYCDLv4c4E7LnYkkMidx\nY8L0HDyRgECCa5bgK/p97q5RFcgqBr7Kn0SAIZP5ujbNj3waleUFxzqmY4UnW9YsFpqhJswGMHJ2\n1prtKGZiWYBhXCsTNxZHe4UFAT3iAZ/wsQp6M4deK8tu1Yy4ImOAMakCBT3InnHCE+7wiHsoEq56\nsBMRGlAulfkyM2WuZvdoqqPMclnr/lw2/GsBIMfSD8xol7EUkMMxZN2m3NH4eaGylBFMeE4sMl9k\nvxJy9TeLJyLYevVM7752HAQZ+DK/L0h28KVSmdKUzc9na3Z0UyY3EVznERzF5/eFc4vBJEu43426\nnsSVJbKIEXzxGrKy8Xihd4Gvkvsv5varbJdq8P3ybSHfzP+/f8pLrau7tl1XLau3X48GULb9SwRd\nv2w923Ob31e+WvBVHWRfBF9+lEVUrbHw6n5H4DjdQ5ft75ZfB3BnXpa9yUtb/BjaQnzeM1/9MM0Y\naxb1IwYoLuABEkqFGsFXEdY/KNiJpReQvyrwdQqfVzJfUfFTSO4xX1FQRlOBLzOpgv+u+HkJUIE2\n63GGzRgsgm3OuWh6iW114BU9aaRpPbM/sf1K5kvQMl/ADw/W4/M5NqmAL8kYhNzuNpI07k8Jvu7x\nVE1mz7iDQHFXTtQkM8TEn7vKhSZHgq8CUp35Yhp+KxpGIYIvyht3jL6+CL4IAibMhfnKbdCKPcwc\n8AUYs52jSj8zm6MOvr7Dt4W/sjMRDk0UJvNSTbU9CbkA1kNxf7fjrjKkMF+pmRsqQM4uyTYMVWD9\nKG/j/GQhmL7gAI88vwTG08EX67PEnNrIFylm6wjICWOMYXPWi/0VmS8f/vZAesrnKJd7FwNIAV9Z\nLP/YanM3pf1oRxrEWW/cUEud4y6DbpXIfHGT5++eNv3cm4T5TnEOk420OfF+5qs/1aKOvLjM6qMz\nX1v6jdd7IU0vR1jeWueX6mm3vz8y5gsKz/USBHL8JNBEZ2ArMl/cnY5hosf74o4EQDX/rRiqgPMD\nsoE1oFzusOgY6Qclx9w8cdeRm4XulGXGqTr2W8btCXP5bjZ/A7II99YnuIOnfNhLIRAZqp6Z2gf5\n+7+HkoeEZRqwTAmyKsZrxnix8PDdNtwqEn6+4rk3C4HoATZ7La2/JXxNikjO9wqdQiw6Tje77wB1\n+gOfBQDURnLFgIsc8RkfKktwKiaoCPb3HEN9Dq6g0zTbtAcgKsAqfzF/nLXWssgTntMdlnH0uYLS\nP3P5tEmn276P/b8HYPu/7/3eX0MGLvl3MinGYa0O5YwwA5wh8KraFAETZtzjqV4TN1z0T9LCANF9\noG6yNEFX8X4o7U7ImMYZJ73YWgv97SB7qeuSAPwZd/WZPAljr4zFp2/GZD5Wa2qZrxjAIsCQV0xq\npmxPlWNA86f4oyoryK57WoNrkGfm7kBZBgD3eC4m0gtOeIYi4aN+wiFfm+AdO15qximf60kMPOWB\n84955TgmewrNgDPDoAwcMt8X+43fV/CgGbJqA041wdLHINV1Yfey7vZ4qAhECIL6dcUND8eShS4j\n9TSCNWNYFGMN0FBIYrqiPs/XGt6FG/GlrFE/eYDz/Bb4agIV1CJ7k64YdMWgthm7yFpPFel91Ahu\n+zrZVxyb94AvMrcpgC8zw5Y1Krnp/7eWlvlq2an31hPLW8Hcl+rp+/6tfcryVYKvmkV7l/kyBUgm\ngR83PwhOOJdOae3uUaBH58AFY/UnsZ2RRZBREcROjrtyhbhpoZqy/KAc7giA/azzzIvv+ccyTnLG\nJDOSFHBzhCnUPv0T/WoimOnNglSCCH/vf/8CcF8PCdf7EZe7A9Kccfx8xfA5Q7K6gn3NvO4V+3s3\nDCF3VFPXiC8m5QXc54/f9SawuINr9ppq+8isilUGnPWER3moJg/3O/RR98HpwddaNg/Mtz0hKpl+\nJ0iARr8ym1HW6gUjnuUO6zC4aXqEAfWYIiQC5Tj20bcmmm+1u5avw5+3xjJ3HzIZB8UwrCWP1aH6\nfVnT3KG95TlipNda11zcNHHLRfDFPuZYq0oBX9KY2dKwYlrnIitahUjw5WcdXCv7ZgdUy6vAl94C\nX31kXwLSuuKg1+ZoMwC4w1MF9nE4GHNIExsZlmfcV/+wY+G7jKU9477kiPtGP+GwzqjisWx2x3XB\nUXkSgz0hghf2DQGU91V8lVxYP2O7yE3RJEYGsTI3RbFX8MWXzOKHKSNVac/o4gi8IqiLbBE35BG8\n8Wc/VhUQqmJYLCHukJ0F4NE5fhSYldYTc4X7/SqY5DUeuH0LBEQz+xEXO9g7GxiUchrBNCwYhhZw\nvRTt6EEAthF4D0ioZkdVpDVEUhY3gjREH9mXmb2XSr/hfG+59Y5vrfMW+ALc3PujBF8UBiytQgJI\nsK4YqjOq7xX97L2t0othui6wlmL+u+CIezxVAcGrYxRaFDwCxbFkqDdBM1ZFGcEisxgBaBYOhQd3\nZABqYkdBx3wd4Mqxd2bWnQ9NlhGg9YBn77uu5DvB9ZsRT98cMV5WDD/LyH+0WMLIt+b5ior9/Wyt\n37fCGI0F1ferZ7168EWhTGG7F9EozaIKzKsCSc2/8CwnfMaHqlQMfEU/sqHOx57B5TbBfOHbVAB7\n7aUpYytqLS7zOd1hGUabDyPMHNs5U1fAKmhZlwgECouIhBaUxbJnao7jyTxjV7iz/wqkwnxNMpfU\nEGtlB9y06w+IGyUHGH7mIE24Pn7OLxOgKqQ5qL6yxgqkMRv40i34Yom5m55wX8GXBQNcGvPWXlHY\nqQRrHhx80emej6QZNJvPF4FWLluAU2GuDrgGx4YRx8JmxTYopCaffcJ9Ndt+xKdGTn7MHfOlAFQx\n5gUnNfd88mo8MJ4AxabJNlcWC0HpHZ6RkPEZQ81aRjDrKyMwX30OQwUQmC9PNTFX9q93uKerAPvi\nFvjiHGGhDB6wYsiF9bqqJeUdFDqYPkpQY6Nkbd63Zb7WyhC2EbrYgL5Y6K92h2cc9YIxL9aWnM3/\neS0gUVakHQAWAWQEuaQm3lvq++UCAksRqAEwbd/9veDr76byo2a+KPi5YMzJkuHM1BUR3PQmIme5\nyEK40nN/E9NDFilEwUqhbgvF4FmvnOnLI/DdTMy3TJ8eehPFnWOspx8804Uhcm0A9AQbJWsIZAB0\nFOSjfXSQ0l8CFAdVc4IEZNASNurJFYl+hA9U1Lx4exan5Tgif0iQB4UcFFgNhGgWy4EzCpD20Vcz\nJUUsu7iwnUCfkK9eWu/d1pvK+XhpyQ66ZkAmMl/7wGsPiLXPjOCIHldl3NXrjdf3gL7NKmSFZhp3\nyvUw/Hi0VYzQbdu5334K8lEWO+h11DYiVgAdBDnZXNIEYBDvXKZ+yAk5lx3dkDEM5nCpKrBz9bpx\nKFOIh6grpCpvUUCuivSUkR7V5l8BX3oo81ZS6ZOYQ43gyeGu1P9LA9DIarQbqT3fzDKHSjRhNcGW\ndx8OK475gns84nBDDBIsHHEt4zUEEHGpOf32StziTTpjyKunimEKEG6kFBh1xQlnfMDnANxTTVh6\nxAXMAMbEqofSPs6UjAF3OOOMMxZYzsIHPOIjPlWTVtaE+/yIcZm9P9RMa0Ng3y441RxozqC42e7W\ne8coVUGuPlkKqb9Hf8dJF6S8tswXrH/sOLNc9pxbExtBTuSouZGJrgUEBD2zHMc5timpmq9XOREh\nC8q/9x3u45r1uWheg56uI1dT+V6Jcxso87+MC+WPeykT2rXR23HDFlkasrDvKcZOFvYrK7ivT8XZ\nPrKBEfz+mEvPer2Xp/tqwZcvPKovY5AAqgJD9gBqlCAjv5gNm7vpuENmaDDFPCGZmy+HpkujGcoZ\nMIDHM9MplsKP+2+6c99SpEBJwFhUDp85YcEsE3JK0KkorTK6HGQdBPNpwHwcsQ5F8BTwNQQBkWCO\nolksKewsE1R8F2jrW+pJ8XsLWJNdfzpfMS4rJlkhJ0UWwfUwYp5G6Ivgi29uoDKL1EXrCpOqlk9u\nIYdfAUzXBYeLGeqEjM4I4KiQcR949YI7RgjF6NLtPQF4BaDIhJYPeKz+gjPGyrygjChnbEygyHoV\nFhH2GR/whPuSCOAZnoeIZreMXBgHKrHYHx/xCQ/DI8ZxdvCVbI6so2AdE9Yx1TMN4+Awum3NJZFp\nuuKQTBF5rGc0ofoPFVcD4EZJM4bzioMumOYFg2rdOORjwjxOOCemTFAwVYInMI6nWRhw9VQsbS6j\naMaXej9nWsiXprZhaPzfFBjXFXfrGd/oJyw3FCJlxVDMSCNW3BdGx5mgW7ten80f8BkHvba5+rhx\nKEvA/Nqe8Q1+Eea9J9/0OWQzeArfc/6uGPARn5Bg0aDf4Bf4gM/VX8xYMsFpPWOcFzRWUwWGlezb\nBSs+Q6C44lBc9Z9wxKWZe7f7zH26LPFrxlpMgxG8WZ9aNKgwFQd7b1WkbFHkAmkABvvfzzaVKruZ\nIiia4Tif43yJpQ2UgjO7ZEmz5ZwcNFezYnxfyrF2g65AsWBYpPOhfcZO4WbMIh7H2pacBFI2UBIi\nLmNfAx5EwF4mK//LsFHsP6YCiZ4HBF7e1yY1fuylBV77m/nXlK8XfBXE74qzNUyg7KoofJziTThW\nh16PGutt5K0RyO8ncxXBgO+tokO3K2+6a7KY0pTw7zhA/jufGX2FjjLjWsAXCvjKxeSYLBIaOQmW\n04jz6YB5tKSsWekIu2DUGaMCg64YM7CK4JImnNPRsjUHbob30lGZTB4V3LhmTPOM43nGmFeMskLu\nFMtg4O98OGBN+173kevL4l4BdSyUQqwFWexbml7iXu70fEWCYlpL+FphDnAAMCjQHXnhb9JS9PyW\nIKOdDSX9SDkPsDI02qZBeMAjzjiVsQze5RV4GYdGU0Q0EVlkU5tG4IhLAA5keleMkLoB6OfxR/mM\nh/SIaVz8OJ8E6GT+evNxwDImqCRkCfs0tc3CRY3bgSruxXjlEYpFWpMJwYDfLmCOccB3yIdxhizA\neF7baLpjwjyOuIiBr7HYJ3smLwJugi8C4zg/osDrma8mWELVzdP0RFBgXBac8jM+IoWxa0ucP4cS\n3dqDvlsltvODPuOgVwcYBIITGvB1h2d8c+NdfYNmMyRmcI9cSELGEWcsGHFXzH9HXOqMgQJ36xnj\ndTXzsHh7h9Wyux9Lpnz6utWozc6he/+9zSm++rCW5/v2p93oTDBWUFZFrF4GO/dx1LmsBVd2dGyP\nmxGF+ddxPdLXjdGVMXqzHzuaQpvxFCPpS+UN89WDr74+zhkp7Vwx4FC40ltzRuCpia44VH2iRjNZ\nbQklqIij6VGaAOBuDy4hALxq3G4VbqoSrRUsinr2cnSC+P+D2dEtZ+83OQJfMfgylB2Xa1CC5bKx\nRLkk5BDX4Q6ZEUj0lHVkuCKJG58WFYMDr2jm8ESpdLy2Z2gdkn6xR3ARfQJIZJ5wxiITVJIdy3IC\n9AHQEZDi35RFcL0b8Xx3wGU8VLVMyv8IhWaFrgosigUDzuOEx+EOOaW6cK2r7V6aUOmHQxbveJ5x\nWGacrleMuprCmIB8SJiPI55PByxpnzmIPNIa+jgyB72JkRPa3dKHtg8TMK0L9Fru4C71iA3z5RyJ\njyMFBX1B4pjvsWWVPQnjacyX+dMQgCdMIPDSApYI/CPzFZ83l/QJj3go+axSnV8OSAQMHIk+Lvx8\nxGfcpyeM41IAKGoS2vUuGUN6aCMqWejreMapvOeKQa9QqB3vKwcssp9SwKLqxrJDlzqT1yFhOK84\nHq6eFiUB+SBYxhEXMaOUOZY7C+vbqxZ8xUOeATRjGAF7a3YMqzgrZFHgqg6+AAzzitN6ga7Z1tru\n/CWLIM0OP0qBPdO4t8E+x3XBYV2c9SIQPKD6gI264C4/Q9Zo0mBKlNT0Qbsh9ByHK4YalKBAjThk\nmxWWcPa0zMZ8XWtjAQHSsuJQmK9DYJUic0xpeKuQaWF/HeBmuhhVXsGXFuZrzZ3ZUZGyHXIt3fNM\nfvBkknJ5WVecyzyPso/K3ANfvd8tAuiie0bKZL6WBmD0Tu7+vYPFFSMurwCvXKN+brAYY10+Bgi1\n9i1ZOI4ItU+04gAe/PGe4uZE7fywEcyO0eH/xw++ok3gx8d8VVu3G63iS7ofVZsegCn4orCgkRBw\nujwKFIFWp9QJMx7KAcmc0C1oih1uNdHZ0890zFU4xF3R3m42AkS+yR0Y7WhmQZmB9GTgC8X/4DqO\n+JQe8DP8FM841mdRGCVkQIBFRshgpoNH+YDP8lDAaevDEd8HZeFzSWm64DhesRzE3McGtkOwyFgo\n8jbBKH/2xj4qawI9qSDMI4Q43tGNtGEAkuBwmHF/ctgGAXRSYHCl1Y6VMyMZQlECYwq3vla8NjHs\nPLtwzUjAAOSUsEg0U6fuqWwa5xx9TgzWTgAe8Iif4OcYsJppKjiWV/aN4wmGjnuAx4DVMkwPaiZq\n+gWKOxybL+Ohisdc98tDBTxxs0K2aZYDrnKou3Et/dZGGA+Fl9PaNkBwSjN0SC5dBEgp4yBX3OP5\n/yPv3WEsW7YtoTEj1lp7Z2bVOefe+z40H4HTTkttAEaDhOhnYCAhARYIAyHRXhtg0jiocVp0Gxhg\nIGHwaYMWbSGMFgKMBzithzAwaKuNRvAk3ud+TlVl5t57rYiJMWPEnLFyZ/3Oqbp1zg1pV2bt3Hut\nWPEdMeacY8KIyigSKlfnKjePuLgDALWoagPosc8IlHqc2VYhJwVewUBPC1pJr40l1kdjFK4XH5GR\neexm9Lcsu3HsTfcV6Y1aftbH9jrBGbALkB8rlm836HH8rh/5IpM+snIW61lRG6PPOei9XPo3UIHp\nVwVyUQPqDQyajMyGpVw6w+cuFD6vrsQBP2mt+HnW1frFzf387IILprqNPl/B5Mc+ZX1ojqMZNa71\nxvqdIajN3+2hM1/7A1YsTIQt0Oboan2CrTe2tUO16MwIonityKJHW01sk7exQrHdbvSEuW7IVc10\nD3OQyc0nM02j2TGH9SA6/cdD/scWMtqpas8QYe9b3fy+W5ij7wdHfM95W6t812t8/9eJ8iLs448p\nXyz4gl733wE4N31ZAtw3S/sWyJ9+nrZLswHdXn2Lh35qvMUDeqLiYcGLy6ADKVLye3DljyK7uvvS\nzQ2DkwQwunzBBSK1OTDDkvBOgB7MDLlOE96kF/hT+RkecdNiks4twsgmggLQZMPjjCNepxd4jZeo\nSANzElX5I1jqJiUR3EyPKIeEWs23XgCopOaAbIpnka3wbcGnZeRruCQDpgRO80hsN26wXGw7YE0F\nt/MjyjFMFTEzG9KOsert7Owl67VnwugAHoFaapFGqexNCmZGjdGt4xGAm5ObmvnNFMbnHe6xwfKJ\nHnFqm4kOYzkab5eWcNn8YNpdLEs0dFYwMp7jzh36j51ljX4lAuAOb3CHexxxso1KUgNtTO3s4GvD\n3CQ+j60fHcAxKnASxZpPFogx+eOnVDHLBTfygNqehZtxBQNcPNSBY2nPvhhjOIOpmiT0b/xcT5S8\nVchjA18bOnObqmJ+LJBfuE/l0zKC6DiP90zgtW8SeKStIq1qQOu+vR5gG3x7palingok6/BdSmjs\n7xU/U1FD7fZrVgWzLHDO5Ra0gtzuf7a/5EvBUs44wsWAAQzzw1t39HDctxHXOX6eh839+njQyyhC\ny+qHaFsCCHI9gJvSUv+LRQu+wBskuOBqwpj95NpGOfh8MUDj3H5SJDiZ1MIefPnBxO+xj522eroa\n/bUSgwiOeMTSpCZS1Z50fJrVknuruX9MfZXeO96P7Ua/yY8pBrKa2TGAL/P5GtnApy49b58fT0f1\nWMYd/7lPxJ+f5zo80IxR8R9evlzwFcp+Qpu5ws0L/pmKfWQMIdSegSDESKi4gfm1OPi6hAVrrEMa\nutJzjMVOiJMxUuxe71FyIj7fDR4H5ittgBZjvjQB9Qhccsbr/AI/l5/hHnd4gTd4ide9PgsuULHN\ncssTHnCL1/gKr+Ql6BNH4cVD0BWKTqs0cKVUsU6zDbUWmp6qMV+lMV+XBqjGc28aruXa02Rh7OlN\nwfw1AGd4uMHy87H9D/mMy2whE8OQMSc3iNBQo09q5H3j0ajRMdd9rWwcZTXTR958JFQxVrGqn3T9\nbhHmjY7xPnK9z29x3/r81Mdv37BB5st5tSjuy1HZnC+M+QJMMb04+IpRvPy/ufbftGte8DW+Nb+c\n5kTvoHrpPlcK80UxqPaip9yh/9ENHlGQsciKLc3OfLUHz1KxyIobPKACLSCGytsGutg/kenghsk5\nSzBvvj2KBStyOOVzHHVzSVEDX6+tXXAAcATSo0K2grx9mINwvM/7fp6bNxKAN7C6vIbLcVzaWFPy\nwu9/r/1n9uDLP2O/QQC5UciNGhBVGNAoiulcsNQLjnBTM+Aq7gLts2Y0g46HzrgObvAskc7UOAM0\nYxuZLy6QQQ6FB6YoHsu125wY6M/lc4Xzm3WIwU37EoELyHwRfDUfSsnNDIptAF8j6IqciBtLWSf6\nJ18rMTWSMV+rHfw2O/xJEUyomHJFnkf/1T3rFX0BN8w4f0efr4ymxTYwX40J3NUhsqzvPpw8ZSFZ\nxtH0Xa/zLvD1IdeRHcx+TpPn3eXLBF8tzDg63I/dOTJLNsGoR+2nLGevInDj/0bfLpuoY3Z7/t3v\nPwIsXimaRGKduInETo3PM2787VpSkKQao5HMXxhqwEuzpb2oOaFI7gCFaVcE2kPPBQZEuGDe4xY/\nx89QGuBh2haenaJJgSH1G2bMsmJNGTW3FqzGFJSUcBFjQhjtGZ9ZkQZ/ONfjXgZgEheuuOmeOzQ8\nts/aJ05yxCXPYLay3uZZgLeIrDq4ujbJxs859GknvsHna9SgiuOK1+Kz8aciNeBjuQmnPs4US3Oy\nj88+1tl/J5MwbIACXNKMkjOqtmhSAVbJuKQZJzm0FFY0/XpevoSKpB45VtRmQYFFR9LpnnXjmOBm\n5scdA8sTNru+ZOuPKAycFUncT4XPj/ZUjAyNc5LtEjdsH2OMffa27oxl2HxTKZBVITTztUhD2dRY\n5bN+xNr5gV+IyeAj+ArRj9K0nFD3136fe71vfRoAfGH3xBFm/rwAUi0I4bBeoBvXN4FKAyda3gK+\nfG2O86pqwtaYGZXUuey4Vk5rwbxuSBf1AIAmqZPWFgSwVVStmNRCI6Stj/FoBeiwdtv61+ae2hr3\nHPChOGrGhrw2lpIRqRWWQaMoci1XzY5mSXFgR/MoWbq9Jt21EnXLTHhWLSVWC7Ki9EVk6+N3fE6N\nkisJT5XvP6QItCU/f575suPQ6BP5XcEXgHdeZ4Rnz4OmeK3v4zoEmZHn/JjyxYIvtIhHPlxkL1gi\nw0IehzovcztvMZwoNj3ZD7TPRmd9gir6dgDRh8w6Z9wSbSPYW9XHTdM7b79xX+3wtgDp1F4C1Bmo\nR9PV0gQkMcHKBAs2YMTcixYiTrPOhA33uMMjbvAn+G2smPE1vu2bsYEi97/J8NDoCxaLlJLJWJFm\nc1QF1pRxlhmPctPYqQhH7cVkyARezMM3oXQV7EMLgyf4I1tGxuYRNwBcauAsB6zJT8B9LCQB5KlC\n/AjADGSb6KBHqyqiArWzMAOwkoYjBEhSO8PIurq/ofTvsysLck/V4gnYS2+zGWt/ng6cd4DQrppx\naSwtQdARZzykG1xyE27IAq0GjM/TjHOy9o9+OpTKWHDBQc/d6TmhoqpARXCWCk0G8iMwBmgiWRtQ\nNKYQ7TmLZFRJpisW9zomQO/rXzyPOicxHojGw4n2VqYpTK9uaJF7TdpMbKu6n9UJT7W/PmWheO0E\nNzk+9mZ4mhXgUxZTp7bnPqAL4kpWTFvB8XJBPlXXGgT8ENLAP0ell/HAwWlj62xuY1vsYInSWX0o\nkE8V82lDOlW0GIx2LSCdLJ0ZpoJUVszF2BxJCsmmwaVhXA8HIvH1qCKh6vNO50KhULXUaXktFqRB\ns2M1sH6N+YqcSm5HQlv7lj7TuYe8zefL/eEAVQuMkAa8xCjzlpze50WUIYnAJx6yuBe+DQi9rVi7\nGPjaj01zuHezJ5/xKQx/WmQ/Zq6UdwG497lOBE3f13VGrvNHCL6M+XpeSNHmLpkaT7x7xtI1cxz4\nRFTL8wAnrm9kzjwA0cU1YWSn0Cc8t/TRAXUPtLiZINRj33FPOpAiq1MDXrOgzgKdbFFMUnuUDpkl\nQcVPW9QlJ6XCBC0fcYM/xW91FoS0tBsYaYq8dJaDZqdNcteJqm3R3FLCJS3N22xBNMeyDWg2ZPaA\nUwNgxwarKB7JqNWy60/6K0UAfJEFa5pQZDQh1BYNFM2Ne3Drp8YNHk3pfR4jFL2vwngTQIWnSYOn\nFyygPwy/nzBOdHNUt0zXc2/vtZsRI6sTma/9ocP95yZ44psFj3JjgDTIeZwx45wWezVdLY5Y3p+p\nZCbdTASUm6YkpFyhKh18RVbOHHolLPfjRmt9IZ4CynamHfhycEvDYkwmnjtAt5A8Z9u8DgnXD2WR\nHbC8gdVBF4dM1Nv61OAr5rp8DC8Cry38/jnA1woDXQv82Q8GvuSiWM5bA8/GfDn7q2EU7Tez9o76\ni73LPiWjL/5HyFmRT9XA1yN8fIginQG5AGkq0K2irskm4QRgaixeWAW8VurmS6CnKXrO7NSFTFWR\nLoq0VgjFcFu/kPmadR2iLCP77amNbP18xA0ecdMPO0x7d71beB1ppgVANgNewqoLmS8HgXvmiyRC\nNNF+F+bLfL4KpNYr4Ct69dLo+mGT6XkvrA8rn/M6kWW8HnryfuWLBV8INKvzSyOjEE82bto6YsO9\nTfar4IumDgIwF+hzDzILoWWrRp8gFkIzuk/zlBFLZL3IGkQgOYKV0PF8uAwTWT00ANbMnOg3vAAA\nIABJREFUjkjS2RfzeJj6JN8C88eSUXDGAb/CNz3tyB3uh9PKgrkBNVtgu8lQmplKUgcgALCl3M2O\nZxzCQHQwGc2NEYCx3txcCT4YiUhn+3MDbvYMDr42ecp8EUi/nflyd2GaLeP0iea/tBsvceBJYL7G\nqFEa4caT1ijgu/axxu8xFNzG0PVnsPahD8ehv4pknNMBq0woKiiSsEnGRcxp/tx88vjc0VxxxAlL\nc3im0KUoUCUjiUKTS3FwjLOdct+ZmLOoRXxJhkbmK4zlSJaMPNcecrqWGvMRMqE17z+Fsfsc8+Xg\nS92PJ6rM71PafKoi4XVuLwqcsg4BtHzyulza/Wd/yQxMW8F0LsbMZXgfKgaT01uL4vlnaYx+/1zF\nGP1Js6NYffJZoSe1xAwMTtBQ77cF8SVfq+Rdbjmsi8L7h4K8bQxLcebrOfCV2q4i0G5V4Hob14pr\nZbCAtPZOG1xIWhDmynXmi/OAB1jugc8BvvcpPOjIFeaL2mdRVDe/1yB+G1z58r8bGfkfH/OFcAC6\nsgmx0AmU5++EiqUt2HOLdIlmnITSvFYufXONrFRFwlw3zLVg0tK1VZJo958S4aZhYGHFAqo3RxNp\n7Jzo6LnfTBGeE1ADOZIsrLCdflKF+WEcbDJq0PO0ZzZ24BYPmBrFvI8SPOKEr/AKB5y78vUd7geW\nIIIAh1JmhqpJLE8ebIOm9kwFPSb8Odzhc1RqAzxkn/1LQMEFIyrO2+cpQGC1AswnacUCKr9Lew/Y\n+2ONPwEHwgr6emg3ucZxpqgtzUhrf7TFvLSIzxQXQ9fCscizkX+L0VRjpOm4GHtd/QwfxwslUAj8\nzHR47ifq0jS5aEIR1GYudcmKuEDTTFgkmaiv2El7k9z+P9aB8yU6FLP+g6EhhVeYzHuZguG0D0pN\nWE1jf8QxTo0+AsHILo/tGIwWEfz4h0Yw8DlK2EjDo7pv3Oeqg7T70ayWYRvrPYCfP62rfCgofBv4\nkt3nLrBIVAKvm/ZiftKft/cJmhW2a+3A/LPPGevzrvoSCNMcLej5UkWdMV4C6ivIgf0pbW5v7jyP\nR2SUzvK/DQhxD5iwmZkvsqHtACOLj/kot8G6CNzlZL/2fkwRVfO1q3UQwYUA0qU3uNd9OPP1Qyxj\ngMGPEHwBI1t1DXzZll86gLLT/NzlIvZmPwKMmOaFpSKhaMZcN0ylYKoVlbR7qkhJDYSFOnm8pK1S\nkVWgSekacIzgiwCMGznNNtr2vrTBnNw3dN8vSAM/7bkod3GLe9MuakAm3vuIE77Gt7hgwdd4hZd4\n3ZPf7oMFoo+PQlBTQtWEqgJRW437JiyjQC0BLn2C4jPy6pFRcnOWR1pyCtMUaH3HKEET+LxgxgR3\n0S7w5LURcLmAhvt52SLloGmcRL5pd6255nfR65SBNDkwoAuyjYh4PmWUl9+LfcXTczwAxPG6XzA5\nvum/wbZacMZBTGOOsI2pm6SrIsbEwubLWJBdpyxlVG2LtDbByjQuoxyzPi4SfIQ459g+7OBL4xUG\nSNTqxB0mvhOV09xvMqOEbW7qEIsMJus3zjkFraDDhrwHQp+yRDCSnnldA4ifqpDlIftH0HEP4BdA\nk2tzhXc+w/uWt31Wdp8pcMmNDANePwF0BuQBkJ/DgFkcJrHN3nKf4c/vA7744hep0JBgmn9q4Cqm\no7LDQMKMhAmlhxUVZNy0BOV2ibczUL4/aPe/HJ5ZAZkAVAUPPXsWjox9bpGTXJe377DNJyhy3ZD2\nIriCngLQzY7fjWX7oRQ63Me95mPKFwy+RtDlC7WX2ADuAJ2bp9JT5ouOwnYyGBOu0nQ5q4GvXCpS\nEtTsjIQkDRuafY+mtYo8gC4Owj01GYFYZJkoF1mRXNEYxnzhYht+ZToSstMi/dkzSme+agcYvtUd\nGvhaMeMrfNtzvkV2jua+gfmSAAsk9ROZ/80ZK0a8sW8i0+Hsy8gL+ZSNwbuuk7VnEwGmnVmgYK40\ngz3ofV3Dc0Uzr/e1JWVy9SDX+SJAbL5/TVxQGwhTNOClPiavAdjS6IwK6qp5ImSKOkaPjWvgK7Ky\nBF/saz7R0jTCklRUdVNmjyZUaeYXbxe2dXeQR0KR1Een9b/0PKARCLJ1GGTC+1XuiJHRIfhS9Kdw\n4OYsKGd7dLqP7FWMJrZxug+0n3rdolkfQGeqnwAbmkI/xwoYnemvMV/716csZLwYyReB2EP7+Rrf\nHQQ+B3b2gC62xR2AG0B/AjMbvm7g69Xuu/uf37VE5ivDfOEWqwsyzCyr9HVcEdNR+XFSul7fseXA\njHJDY0DX28vUzOWgqY+vRe0gGNacmDXDWDgX9eGa/F3NjoMOm/+hqf67yn4O8+7HXCLYjAoIH1q+\nTPBVyTbEczblBr1EEOOTwJmkuJHFjXK/QBM0JbhEhW06xnh4jj9rbAbk2yZemznM08hE1fQIHvab\nirbvWP2i+Sp0aFygu/nGNZw8T54xQlC08F+/z4QNB7ngKJ5gl/Vk3bhA7NkJu18zuTVzY2xzfs77\nIMqESv+LMWK+kVZYKhA3GY08p2/OpfcLTxxjv7sVJRq2ovLWCKr8LvGerIH5vLVaMJ8ZI466Vc1D\nrNO+v+BsFsVDKTEbc+TROTb6Z7D+bMdr5jQ3D9ud7JDRopwkQ9XuGdPykC00YD31EZnUnOpNJF9B\nS4eZ2dW0qcTnWexhwFlD7p1d21qegh0RSk2MYfERfPkslzaeE6hkz/uS3YzWM875yKj1lwU1d30v\nUPJhbv8/4K2AR9mA7ZF6N7/vxq9wM9YK39gPcBPbLVyOYtp995n79HqxOs+Y+Z7Un+ZFqu0TjKH9\nfMTbfam+70IQnGED6AjrmwTInwL4Uxj4+pTMYGy7CT5WCMaO6IeABRfUXSW4htja6i4GXJcJgqiZ\n91zhPJt0RarFfNUiO1mtQ1XHiGuCOgLAuLbHw/7HlOfBlwazo4Ov73KvH0rx6M4fo9mxpbtIXWri\naVSgb3C2hBsQWbCFaL+9CSfyMACG9+cW/j9hhSSG3Ft1mOaIUgX0kPXDq/ErtPPHTdYNUKNSNzfS\nvZnkgHMb7I1hao6vOqGpuPumdMIRD7jt56pJN9SakbVYIt9Wx0VWzLJiSmvX7dm3J0tcHBwKtb+J\nNAro6XBzcGNH6dG0VDGHZ0wNeNzjRTgb0usY4XvuTxD9Kq7RvRLutdfziswprwPQwX/uIGU/XhgB\n1W/TOlykIgtV5Z5Xreb7ETRFcFVAJfk5gMWY55Dfln61PeTlXytM606QAUGXT2F02dbuZexg7YAW\nRTAVxVwadFKBSsE0VaSZekoAWUVGWikEkZECyF7RNxIDQ5GSYpINi9jmFQMVaI2LXDfg+kj7Q8ze\ntBwPNoh1gAJJIQuAWx1NbbcAvmqvZ8CX7sALGvv53iCAmzqdyh/gDt3nVoe79vPQXsvuu1fuxcOQ\nptbmPCDsSAel07mfToxJ/xMYqCHoIjDks37OwsNlhgHCEyDftvd/AfP5GqIgP3F9CL4YGXsAUBnk\nQbO/l/g73Rv8sP/0UPb20tZrvSBrHYEXGeQ2IAnuqOvI6+/3F+5PH1sEcPC18/ki80Xi4rsAkR9S\n+XE73DdKXGrkUMYX4E7DTJnCtCcckHGjG79vZQ++ACC3+N6a/KQr0EHwFXADChXLAfQYNM8N6Sf1\nuKnGyTFeszlLaoFoSysyNQAWwJdCsGLCI464x233ljrihKoJU9lw0Et/yllWzHnt/kLRxMb7on/a\nmcK4yfciAtUmcCjekgj9FL9BEGWLhdWzNC7ohOPgnJraKsN7U/jWwZefOByQP+U/9wCMHBwXx+i0\nTdFI9tMA1rWODq/tRRDnCXmvL24RIOXQ3xy7PBFfsHQJiggmFILSaqbhipG9YxCCfbZFpWrqYqf8\nfGlRkgVMPL/ioBdIEeS1YtlqE/QV1FSQpSJlY7/c+OmbEMEXFa3Z58NJO2z8kiomKU3KRPqzoj/d\nKDXB56FJln1KdiGGel9jCDsAywosagDHhyrwNYDfAvS38OwqSPDV3Bx7mhc+1/Npidoz816vYezN\nKwwphXAHEzxtAEzJhMXv8j57AJbsVRvlSDHOoSQHYN1b4gIDxmeY4CuFZxndxw3/c5Vofp1gbfTH\n7W/UQ/scwJD1mODMZALwErYXwZmvPcXoTLr/j7/FNd6FWa4VH/kzVpN+ifkuA/DijCT4iqBrb7Ww\n+358w3Xma+fzJYKW+LyEdeu7sWw/lLJn7n904EuKdvG7eJLlZgq4OjoXaRKuMSSeIOwaeIsnBlLF\nWQqEx9uo/5IcgFkdBNomVG3fjeDLeaDUNwjei5NyChsuSwz7b/uuA69mDiDkozGrNmv/pjNUpevR\ntA9jSpu9Guig+YagNDKIe+ZrHFjtf8IJHhklaqPX3qrWBx6ZQ9ObCY7a/9A2Yr+D3ykC1Ji4dTTd\n2qdZj2h2dCOWb94RCHfAAo8GHJgvBOYrOI/T9Ey/qmtLWwSvez0qtnfMeWlt5M/th4bejcMIZts+\nba3csx90B3x4wuwo10Axx7wp8sqQTmDKBXmqXdsJoQ2vgRz0Ora5JopuemydKmJzyxyW05PvAuPz\nRXAcNxebdRb2lkId9vXqfU7m64hh89afCPR3BPXPAJivb04qTchTDNjUKg5w3uXwrehjR34JyGJA\ntqcUWmHAq730haC+EOiLhvgY5HE1KMAOhzU3gEgpjYL+QTJjtQGw3iUngdwr0i8UMqmDr3Oo18fL\nQn14kWdegAPBT72f7wHgAuunI7q8xQh26u7rHJc+B+Maz3nxnMyElQC+6mqZGeiX5x8xZhoeQMZD\na3Tn4Lx5+/3ev8x7s2Pbl8zsuAX3ld8M8DUe239s4KstXJHKdOA1os39iYID0uUO0sCoXGPCuNgL\nFFOpkMuGvPlyTmmBpF6HXXXbicXBVHDZxsjCeP0V0k/2aDVcYAk5VJM5eF/MVNAF95Iip4KjnPAS\nr2B5Cq0N7uQNFrkAGSiaDTzCT8651dsEWe9waaCRm1d0CI3sCuFGdDRlWzOqZsOE1M5YzjyRIfSg\nCLbPjA03eBz85AgIjYliL/kGG/s9wnCWeK+9mWqEVKkvpgkVFC0dAXr8DgaTlc4y5Hbkaw/wY11d\nCT+OQw9s2LNaY/u7cKP196GP7yNOzTxnQQ6RaeQ92U/cIGgSP8oJOa3QSc1A0W5XkkAzuqI24N6W\nzoWOG4qC0f9X2g02CA2LRPA4ziOafzm2OGZG5quAWnSxzeK1BlY5VWO/GKzSyrZknOcF53mGPgO+\nLE9ohUhF1YxSM6pawkrKzzxXjLmyWi7ziiWtWLA681bH10UmXLLVh5RbH9s0dyMw1cnqhaTIYofD\nVLWPqYqGuJKhLotmTUARHKYLDnnFIn5AG6z+72tW/b4K24P3jlpg+3p8inrFa2p4hfpYYniLIswD\nOuVIHA+xwHg4icz189WwT826Im8FuOyYr4OgFt+r9n5d8Qj2PMP2YUUAzHpxK4AvBD3ReKzH51Ru\n+XUVWjx+nFITZBieiKw+dZjfp3ugCXHaAQte2Oa5gLFdgJsvoUDdNsgqyBcAokavJpgJZsJQB+nT\n7SmwcqLE/x4nSJys8a8XrNjUHKcRVI6xKWoSEx/MG476iJfChNR2zTvcY04XQICiqbN2KtI2UmP0\nyIBEOvwacNjXcxQ2lQ50ecpKmPt6ad+L0YC2cTKhsuBxdx+CIJvKBlxttpNZc5aJ0gJk2UZWNAIv\nnhL3z2Lgq0Cw4YID9tGOCTS2tcEYo0yLoNan4OvaQSEyOUx9FcGuu46PwMv/j/6EF8zQwBZGh17r\nD+7mNiYIvAi+aI73906Y0gbN6mdkbWxJbuMf5N8cNMY2jRHDrEOK7dauac78bhTOu2f1j44weT8W\n3fE+fs5b0VI8BbO+VEiuT8HXPOFxOeLNcosyXd8ysjA4wMSLz3rARQ82xmT0d9sXgTZTn+JuegQS\nDHxxLO1eK2bc5xu8mW+tRTT0fv/hq0WWzerQcsGmFhTkgr6TgUcxVEWeXWvCy+keOSuWtKuP25aH\n+37SEsEoF4+dmf/qjv4p67YHYC2jyCRbO+z4Oujjl0fwKHtin9jP63eVmdIOFzgLqYCuglpSPwTH\nNSDOSz8iffciUAODtQy+ZxDz+ZrU1vQPfcYfcolBQz2q/KOu8yWWxnx5UPsIUSJgGL9GodXLzrlZ\nhs/YdkKneWe+FAlaVshFkM/aowxzBtLsYDD6Hrn+lB/dIoTZvzOaT55u4CsV0FXM9NDMALICMivk\nCExqon0v8RrR1n4n93aaVUtpw7Qgigi+jPki4xaD9vnasz+RkYrFo3/S8EycgpaE2v7K+9D0yJdf\nO7U0OGLMX9/ERz85BwA0nvpCEzfpaF7cm7gq0jCB7CQTN3eHaX2MBXZAS+rMV5TlwK4evBL9u2Jd\nvK2um3pH5suecu1m5tTZQjJ3kSHk/T0Kyf3TIkA8yNmYr1xRktehCKDZzIZsZdaDz4Xd/SKbNc64\nMD/V+URnSP35IliNYzPW+SkvGflPCaMpgi+FzPDNFMA2ZzzMR3w7v0CZr4f3eRKnFScc8KiWkr4f\n+mTr9b/ysN6PE7AkY3a7L9cefMmE+3yDb5eXFuwT1g8+mj9XDU4WG1JuSv7QPrMs8KiBM9T+fi0J\neao45oubTvfgh035ucBXdCyPgOs5HbZPUbfdeWEYUhKZL8sI/Pxl7G+2tjsj7vvE9fESZ/1UjfkS\ngi/2z9oOfZqHNZv3skPwlYj571iWlvt1AOliPl975us3BXx58NfzPr/vvs6XWDY0ATfXK3oOwLCz\no0N2dIazRd03hnES2CLOgcsro/nCxAnp0hcjAIybTfSbeq6u8X2W8f3SzZut0qZsnJvbUVWgCqpM\nuMgBZzn0sy60WRqqIrOuGswS4rKw3ccttFV0CLdba3gi3/yAaPZjS/KZdPekAvR7xGyK7B+2wL4d\nNPTQ+J3R8d7ukHefiSBk3xfXmEf0Z6CZTcxnJ26UbTzwYJCvPA/fi+3ENokh4ezfKfTH3lRuDJGJ\ntyqMOVSsoKbcGDHoQF6gHeyxsPUR6rXphGM9Q7cECSROSq3vJZpNXPOLzxajHWnqYP6+YYOk2Uw0\nbA58+WIdR1rcXKTvys5S08DhUMwZ12EtkIKU1HIBcmgrsGVLy3Qvd9jkOfC19UPCihkXmXutjf04\nPLvZZPFDTckJmgXIgnoE6sE20bRUpMVMmJtMOMkRb+QuyLkAqT+fj6gExTK4CGTQo/4RNzjhBmcc\nugUgasohWWqwmsR1zlpEXwc9e9+rT1kKPPpzC3Vo+lqgr2ts5ufYsO9SuNZTmmSG+ePZeRBSFNNa\nsJyBWt99c4oSlQ6+mKHjbVWwXp7PBfmiY+5RBdJWMV8KDpcVKRXTpMTWDoIJzI6bUS15+fdQRBXT\nuSCd1cVuAWuTWjEFn6/fBOAFmNlx0h+r1MSmPZfWPnv4/ifLeB4eoz8IvigzQCdI/1TuG2OFjNFF\nHMMt751/q4SNKTUQl7tpLkau7eu6BzrcmCtSi+RqJ2rBoP8jWZFUgJpwSjd4ha/wGi9xaClmjnqC\nbgm5KObq98ypIk82IWehpMaYUgfAjsWx7daf1UEFX5bmZwYlAQRubqXJlQ3peu9ujOX3InyJwJV1\niJ+wDc1FdFmcgxojHUeTpJuqWYfYZ/F6CjEQzIijAMRTA0JjbrVtOHXW1hLXY3XdbEdfLMqFuDK/\nNM8O8/DgfRnMwU3VfFAM+EQdIfqxOaPqCnQc7zd6ws16xk9O3yJvPj5zVmQocvZoxgiK2ELUu+nt\nxbanr1HYNCUrUiqYZEOB9O9yPOyZLbJ1XNi5rfBeMUiCoJ/XiMAtSzGz44TBtFZTxkUs9976zDI4\nYWuRqOvwHs3jrs/2tDD4ZsJmU6ABnXqTsC4Z2yFjKgVzLUi1YJMJZzngHnehtetuTPmBh3OKfc/5\neI8XeIMXeMRNF/Td53nt4CUCrwh2zIrdOu7q431/ZYPrjjGlD+vGNENkLffM2PdVt2hmZDssMBmS\nG7tP2iwB+DIBdXo3sLHe26e3e9f3bDbkx4p0qUAdDwx5q1guK/BgTFyqBVmt/6smC6Bpfppv80f8\nkCIK5PuK9KCj5EdWpK1iqg6+/Al+3IVBcflJJpEPvM73XK/vp7RoR0uTMpod4ibKEgd4BGEOvvz0\nEU+CFlnNJcx4bpWW18ddjgItH1kve/l2P6oYc6PcnwjiM8S/cZOcW7BAB19NgFDIfqkCJeOcjnil\nX+NbfIU73Fuz6QyUhOli4IsRZzmrTdbsju50dvcmn1pijCVs99Fny1qqwmW4mebH/MdGdszP6Vau\nMU5R1JUmuLGd2LtufmYfWvqo2j8ZKeAR7kTo4N9nX+37jHUWGPMlFX4it4r160RmYeojycEA+m/O\nIQrM3MjxEf0Tpd/fQa71xFNpEDI7MY8bIxwJKC/t/xWCMw54wG2XY1kx404f8JPtW+h5wnT2MVpm\nRcoVeaGgsAx9Glla+zuQOM+YiymhhcZzAGgXhiyQTttHxiqOnanDx3PrDWslAuUI81kHlmhK75IZ\nEXwpUHLGJS14kBusmHGtxPUiiuQSfD3i5lnwxe8fcB4ARXmRsH6Vcf5qxuEeSPeK6aFYgvSWiDke\nziioOwGgmj99LK0t197fGya8wQt8i69xj7umtm4vfj6hGrOWG/PVmJ0uLHoD1xr7HMzXpd0vY0is\njQXGPL2E++v5YvJpwVdUuG9RsrIB+VyRkhqL+V6XJaP/YaBEHhVpVcju0JdLxeG8Ynospt9XtUfF\nq0oHX515/j6KAulBkR7VtM/CWDaH+63nXQU+z5D5dZcJW9c+S7CI6o+7zpdYutkxJp0ZT8iRNeJP\nQrXILPiJvIEvdearMkN1w1oaJyFfBS2sdtwkCCb8yi57sd8k9/WPiyv/xgV0agxKn6yk4LvZEUAR\nlGnCpWmbMZVE1QQ06YCpWoVNVLUaAGsZ6A844Q73gQGUliLJfZNYrplNqQFPOGSgYgTErH8EX/7e\nmLybwDOazWIZMxNwY+Vpy8HXyJK6D9c106XAfdn24L2raqn66VN6ZWwcaKyPMV8E5d7X3hrYtY1A\nO3NF1WyH5E8lLziO96bOKCZMIDlqmFnrUWT11AD2BQdz0C4LdE1Ivn4iQS29Vjv8eKv4vLLPEXxJ\nO4aEsb4zW0lSZOERJYqsjubmyHy5Q7EzO/uDzCjj4nOum3EpHZPU5UIUqCnhIksz0S24ViLw4v9Z\nR4KvOFdiif6QmsQ27AnQowGw7etsZuRNgBNQUsZFDnjEzTP+l8DWNOE2TB0Mxr626FbTc3vEzTDW\nqAdlEUTi5jUe8ACTvHgJtK8iHuijptmHHPSVHXPluwqYXxN3ITIrBINftxfZOX63JdVWGTf7oY4I\nn3+fStK1gKwbGUBDvZCTIlcAm37/Js99eYQBHWqvtTqmU0WaK7qLYvQb5H4lu9d3LQrTg3todaIb\nTMXAfAG/GawXABPX1oJca3Pv+bjyRYIv29z2flVPwcve/HWPO7xpqum3LZu8bVpmGkm1tgSpFVI3\n5ArMWrGlgjWvUBUctjPyWrq+Sx9P4fe4qaOBFYIGOjaPjMZTxfe96ZGLuLaQfBgtZz+ZdLaZBaa0\n4bY+4Cf6SyRsMDfgB9zg1Ni2Oiw8UaGfpjDqPXkb5rC5ugNQZKoq6LPE3Hzm+BsBML8DUDdrvE6U\nswDM1LnXn0q9bdHei+ArMECqgGpbD2yjpZ9SCr0yurV73Szy0h3in2NT9+PAIh2nQUtratfaM5oA\nBpAR6xbNldJbK0FRhnbjtWgyj9eLfl8O9ul6ayMSAA64QPAGB5z71n4rJ9ylN5inFZH8kQkmrSI0\ngbpimoMNN79HnjJrc/6OApGAmUPUzLUVe3V8n9scjzH61PYUsnBb/6y3YRnaKqP0tCe5FssWsRMP\nrUpAuvTkx7Hv+dvcPkF20cDN0l6HASSzDgCam37LkyoGwDABaVUsrwqwXjCfi5mXElDEEp2fmx9Z\njGQjq+nO9FPLx5H6+JramlORkWASJNEsHt0wmDGj+1M10FG/FtSfAvqymdybq4VpnUkTa9UPA18C\nMCPG/rsqgDQ2RRQWFGGNaICLOmjUaGusSxedTjswlwS15SOVar6v3qd4FozIChOfpd9ZxQgE6f5B\ns+ynBl+tPrjAxi3H7rnV60373DWy4FP46xEMsi4XWATouWIqZL4+HoT80MqiF8x1w1QqcjWfzY8p\nXyT4AsGCPg++EjySUdqieI87fIuvcYsHWEIfnsa5MVRDq6WYX1Sp0JqwTSbvUEWwbBfkSxkpcHOB\n6sVP3G4yjKd1nnrJLEXGZ898ESDGz6BFOvaFgCeyGzu45rmYyQi/hGd4vOCIRzDVQ69rm5QuEDv6\nW10HX3sGi1ufA17AGDWLttkLQdCEJqBbNL3ICD1YWPsTjp0JMj+oPfhySYqBBW0LugUT1AC+3NC3\n97tzNtTAIwFgDmhBIT2JeDx9Qkxsc9On4Mv5odCXiKHJFAHYwuGB46Id52HMF0Jbsj9opnSdIWf8\neKXcnquidnOaQtq2fW7j1UbfDc54kV9jmraRJaB/oTDwYWTi+MyebitabQpSrbZxR/CVPDpqCvVm\nK3F8cE5H1wK/l4MsAs6nc4jm0OKCxaVaXYLPUBWLqt2Dr9gnBNT0L6yQzhpeGoNY+5FGOiAWaD9Q\nbJgs52ZzcM9rBdYN6VU1X0wx8FVTwiZT9zHjM0aWmHVdG6zinHV9QVtTFlxwhwfEMhyQGhDEgj6+\ndQLqN0D5bTEB2gLkYhYITYLSxFpTlQ7K3lU6aGssVfxuF689NeC19eFv5QAzOb6AJ7ieWj2b6HQH\nXwpABDXbCyrIRU2ou/q9nq3nGUj3MFBDoEEgxvlPRiz6w32qwnsqPPvACvdFO7zle/gE9WNdSAi0\neZ3OFdNmfKz0efzjZ78MfBXkrdoc+chcqF8u+HoP5ov+R6UtdgRf3+BXqM0vgiamY3DGAAAgAElE\nQVQRKAzM1YqpVKS1Im2AFMGmgk0EVYC5NLXvhu77nviE+fJNlkatmNSUG+x1M9poPorgC5Ce5qWf\nMla4n8METLXgVh/wDX6JBae+2RB8deDC+sawd4zSGtE45+Ar1jdKTewjA409Kg3ImcmVXk6eMJvS\nmvyMXdXuR1+kB9zigBMsTdIIAJ9GXfpzJW2BGVKQcgRdfI3yDtzkPeLOQMqEQ6izMZCC6hGPof9r\nTQF8mVfWPiqXz0j2xPN+OoByXmIauMax7Y15Iqu6NCduti2ZSj4bDVAW+XToz7M0I3XUBTrIihfp\n3pivWLKBL8qTOCgahWT3JlzAZFDMLxEj85V4mNpgfHEJYCoyrBZiMc559Ltz/mj43ZnlBkC1IHen\n2NLUubW7ECADqgkxOb23uI/NI06gyY6mRvONdLGU2OtxA2JPG/hKqCmZ68BjRTopplOB3AK4UeAG\nqOLs1hEna0tsHeDb3+YOvhg4QQAex9ctHjtDtn9R+R6TOPiyAQL9WlB+S1B/WzBtxtJpMbBTM1CT\nQIsiVTxNZXStCIISf/huBF+PQFrhh10W+ny9gKWGoh/WDOgC1AWDcr8KUCag5AaCV0VaBVDPUvAc\nLJCH1ialsWBkvqj6z7MOE4B/avAVXE06A8b2YYTqp2C4nivRBEtWTkfmK5rHf+xlwdqYL7VApY+M\nbfgywVdPrP00KpAnwu63BdskI+iJL19M3f0ZsMmmbSKJmDRDroq8AbKpTThGa7WJGcHX6IxrJ+Sp\nn0ldAZdggz4ZwAi+jOew3zZM2LSg1gRlmHHUv2m/awGqiqluw/P3KSzipTNnLBXdh27036K3lm13\nvvX5FNqb0a6B4Gg6Te1p99+JAJPfjWYmBxdrB0VehxDl2sDWpGZvJ8uSsg6J2NMzrwhAo8+Zhnr1\nsRaZrwi+1cemm/metpOxMwn0RRv9tXT3ee8FIG4UDm1igAE5tt4uvS527QoynLn7CLE/0YZT1mJi\njlxQecdJIZNaNFVgO439IXPpTv+xhgm1+1hpMM9YmpwRtO3NhRx98bniiIvjJrZO7y+YwXZCaSx3\nQSrq7AhfpZkd9Tnmy65q/o9P3QUAdJOly4c4iBRoZ5Z7XzcnaJ0FKoI6CdKikNmAKZmvMw5urhxG\nibHPawOM+wjdvb9mRuk+gPw8tf1Kyk36An3z1lmwzhNOy4z1kLHkgiWb2XbLCSUllCRIVZGq7sDX\naBroI7gBPU3a1i+xl4otUWLXW5YCmQpyjCKMLA8jHmegLgnnZcZ5mVGyWD+rRZxptjVdoNCcUJu8\niIqZI0fwFda4WjEvFdPUAp0ucD8nHn65D3wOCXcCrIzRBMm/RYbwc6AdJnxn4EMFIIq8Fcx1a5YK\nIK5nP+Yy6wVTKRYUseJ5JvId5csEX+d2cikeoQM4dU6fKr5nrM+pKdw84thOgR5ibQseNYhqAkTE\ntG60LfeqSExQy1N7nHBtA46gg0CLjE40C9EPI5r1otCmRxoSFrZEy1pRSoauycFXNH1WQEvCWi0x\n9QNu+31XXFA1m1N+cFAV+mqETc82TbJuEW6N55c9k+TvP2Ul3ZwocGOMqWZFvpDPH6PIbvHQAUv0\naXKzVNu4q6WAmkpbdKGAmolM0t7kOIKu+H96XbkJ9kp6oOb3EtsSQA9cYORb7v5i3nKjyWw0ebKd\nItsora3ZWmPcp6+x9t2pf5fhHRTeZJv5mGPi7hUFEyooLmwAXldxUwvLAshcWzRPQewJyulGls3m\npABooqZJzTwULqlt02Ao/B4Mj4a78L3+1/HwtffP4yFMkMy0Wc21IDEiDHAgDaCWhK1OuOjIfMV7\nRtOem1i3BhQzzjgEgISh9qPkjEtq6EGw3SVsObUDRAPLkrCKg0GyZjEgxORsnpq7IysXj1VrC7A4\n4aY7OSRUbDIZE8fVXwCdBGue8ZBucZIFx3xGwQWzblglY0sZRVKbZwZo9zzHtQOaSEVK1uhFMqq0\no0jLD5tyhaYzcjqbCZYlSmEc0JmgkjIe0w1e5Tts2dbcRVdk2YxdTRWiFSW3JVMNeFUkY9+uoJU5\nFyBfkHOTdzjDkqG/hgOfGHTzuZiv5uzfzY6CzwcAY1nCi4zcYtGXs14G8PWbUBZdkUuBXNT65SNT\naH6Z4Oti7FOuLgYKRF+TGoCVYkLuwOsWjzji1Hyu1mEx6iCuAS+dbGGbSsW0qZ2SCbzoI8LBvmO+\nCCA4mStcNT3GnHHxZHh63EC4RBX4yTVDUWq2KChOOE46WD1qNfD1qEc8toVVIdh0Rml6LwNbk2wD\nGmMLgwPusJrswZdvL3vwtb8OGRH+3TYMbl3ONLH/Ds0HaV+ryOZFAAY003FRzCvvC2NUkjNfe8AV\nf0bmK3KkBET+nNIzBAzgSxr4auKC9BWLbcPn9xYdWT4ybdGMGzkXB65jwmj6640GWIIfZ4N5D/qy\nxYTzjMYVKLQmA18nYHARKgo5NnNuX1nYEwRfLpiqDXgB6OALeWfmmbQxX+MBJkIrPmv86fKp3q58\nVgC9dyNjNunWfDtrY75CTVpf0m/v/IT5Qr/f1kx7FtJBnyqbbQVpYKBiMQYu935x+RETWN3uEi53\nE3DeICfb7KskbC1SsZsrMYryMmrV9Ns8eTOBlrs4WFtacMCxRWVKW6NMU6xG5quBr0te8JBu8CA3\nxo6JoDRgt8rkY4c5Y8NasZ+rvY/FAfqKGVtyUFklYcobpqw4pnUENQRf3PQb21NSxmO+wbf5a1ym\nCUc99/U+i2UdSC0hOpJAVVAkD225B2CHae3plrLCwNcbAN/CBWDjGvCpMUYOrwJPmh73gsDEf9L6\nCLwPCISPrRpbwVxXHNs6bh//8QMw5t6UVd038CPKlwm+VvSkndwe4yZK1sHZBMu5dYsHvMAb3OAh\niAuO4EvQ6HACMJjatDGpRoNLUQspboNdxMyglBeIrJebTFIwQVGNxzZD32SsNnuTKJXHCzJWVdSS\nzey4wmnmGFZczGeFZsfo8K5VLD9M1IhJT01lXfMHbvDagCeL0x5kcW4l1ObkvjcxjmwPt43oZE/m\nklFkbJcY0YXWs/sTVVKTQZi2BmiaL0cSbT5fBF4EZ+nJM0STZ21tzzr78xuTwvbuRdBBHv364uaK\noeb+JRfxzU+Ab9zARkbHk/vEazrAMiYK/fvOEI0cp4twxHop2jhZZTQ7Jp9/efd5Jjx3ADUCRDKq\n4AYYW0G0KW87wxm9rPZ1I4fpuNcB39RGK5+LAF9hpqhUDXgliiPvTI+qDmT20Y4se1AeAUZt5rw4\nrvffBUL0bjNhaxbURVBvxVKIbdb2VdzhPpod/d5cK5z5Ynv38aCpJQN3lrXAzZFkvzaZUCW5+aoB\nlSIZZzngQW5s3WsgkwfHCNzjOOQsv/YaTbV+NOXhYEkrjrKiyuPI6ET/pgl93alIOMuC+3SLUzqA\nCnsb8pDqjGwX7zOskTvwpTnhkFdoSubTscIOI/ewzZWRfoE5/aSFB35GopIMIPByGvzTA0FgBF93\n7b0DkGvBomv3UfxNKYueMZUNQt/wHxXzVdH8etwsRRX3Qzcp2m5BNuAWD/ga30Kg+BqvcIMH9ES2\nMB+PWTdbmIt2HyjVhCoZJ1mgs2CRFUvZMF82H+Rq9u2lXlodWI/zwHC1Dw8AMUEbI/eACSYLQXdd\n5xIU9w2MVU2otZmD6OwpcE2eBKSl4lDPuMMbKLRzGwc9Y6obZKvupwCY83R1tiECH0Iki0Fj849A\nKWnzJdLaowsn2VrqFn9WXpM+b5HtMVOf/T63SFAHgFYi90VAtF9dJLBRPeJKYemTarW6isMN2z72\nTvemKH+ARykaE0akaxeVDsRDNQTQzUDu9Y3ZvqtwhXs6PxfksBU4O+ppl0bwRUsHN4u9idcFKoyd\nMOkDqxG90PqzPPPqGxzHFwAs5kOXpbR9L4K+wHwpIxYbQBbzI8ulQs5mwmdJk2JKBfO0oiTX+fKr\n6tCC1tBPV7V4+FEYoHPg7G1ivoGAxHESzEaa3IcqiqxG9ia2ewxCoYcd+/RaGXy2mCRbm5PyKwHO\nFqqeivdndE0AgHhoY91qH08enTzriklbxGoDU1XI7FpQyAkHbHCwohSStgcamHKyZoq7LqfB/vc2\nkD4GOVfjAZPP1HNKYsxHyudVJDeDRvBFdoeHUNavAJik5Qk1xi8y72T/tqEt40rrDHy81YZTT+sU\nHvLp63OUCPIi+GL7fG6zI9udJrbWF5MWLHrGDR4/c4V+veWoJ0x1RVp11GL7wPLlgi+1kzeBCiUI\nCHoWrH2qVyTc4AFfY8KEFV/hVQc59glbDGmOSAXAViGboFbgtMx4XA7YJtM+yrVidqum5UfcNix1\nHepxwAWlbQSRVyG7RbmJGzziDveYseIGjx1AprB85QY4imZoaf5egY3ok28yYHrQM17oPSQwMAc9\nYy6bDwp/+N6eJnBJoLT1BWlrIIgbK0uXPu36aObgnqUg5/a+lP68BJ5pAF/cTKzsld2dI+OSTD+X\n1gGhJK3m7NtezMGZsiLPZEZGc+gIvGrvHx5ZtIGVhDlsvdbvnfbn4tswARf/p8BI24HAGj9q0D3i\nZmAe43i2NnP/RpZrLCQ3YY41gi+/v4bNP3K/zkII1BjdpMCsdrJtt5IZkKkipxI/3a5iLWrslR2Q\nAPQUG7lWpE2RLmrOqKz7oshzwawrEjy9ELdEpmJBHwtt5OjYHns2pUJRpbZntW9mrU2nKjBe3oj2\nPTGmZ3sCvtirtYPX0WfP5ghNus+BrwjMlP8oWqRjNaZ2UqSpWtohuJl4D74iqCHgcGmYiqlFdWZt\nbg7iPqbOwWeccDRAIrll8oBv9IFFMfBlK6/NFQ/miKwrvT73/pIcsyvmngJtw4Sv8Aov8RpHnPrR\nAxBsMhnw2TNfVzZ9rYAeAK3O6tk4GJX8IuhLYXRcY4AnKV6HCEh/HcBrf2+CneD2Annme5+q8P70\nLlAYIYENB1xws5M1+bGXo54wl9VIDiY//4jyZYKvAkvaiQ0z0gC+lsB8RWL7Fo8QKI54xAvc47bJ\nLrCY7k9p4EshFyCdFbUISso4HQ44TQckqTiWy3jaUiCvBXNnvlxmMZp3evJaoLNBAJ4FX9yIFQIq\neVeIMV/NHDFMwuYDkUrB0pgvbtgCDXSoDv5iMqMzX6wX2Se2oWuU52FuJ63tZTnoUlWkUjGlYgAs\nOZtGoDMNzJebzgh8YlRqu0sHEnFjvVYECqhCGBjRAFia3UdpL+MxmhzJfPnnLCJsRmrMUQdfkfni\nWBAApfURP4fRpyzaeytMduANXuAVvur3nbHiDvftUwxccF+xCEB4n32duUkbePboOml/j/W72rZy\nhfkSAEwvJAUaALTViR5xY7Rjn2eqyFtFuuiomi9quQx1gxkJXedLn2zfFmk6aROQ1Wd2PiFYcjMr\nQwJyjMqLmxZ9nJqZbRMX+OUY9dE49i9ZHoL192W+7IZozJdCLgW4CHCnkDtrf14z+m5FLTO2TAR9\nNnZsPh3qGYtesKUJRc20SJ+10pgvQIYggjZ4rjJf0eGfa+8cDpnuYJGH3uN4VAhOOOLn+Bn+GL+D\nFTN+B388PMcG84rfJD9lvq6BLx6CNgzMl9fDGbrHllipwn1xeQiPcwcAFli6sQF8xbb5dYAvwEFP\ndH2g6fFzFvYDvD6iaOTIbx7zddAzprIirfXTMl8i8l8A+JcA/LGq/vn23k8B/LcA/nEA/wDAv6aq\nv2p/+/cB/Nuwbvp3VPV/bO//0wD+K1jg8N9R1X/32Zs+AvmkmE8F9bziNj2iyIQkFbf6gDt9wI2e\n+8JWkTBJxSIrVkyWMFhPOOgFk1TMKKjIOKwXTFuBrKYtIyuQNsV8LjhMK7ABy2lDOlWLAGuTIEGx\nrBe8KPeQUuz69RGLrqiSzL9AMkqQflj0goNaXreXcg9t0Ux3+oAX+oCjnjpsSwC+kVc4pz8BSsLL\n8gZz2XzisXNJ1tRGu2vqi4hvia3ExaJq101bkXHBATSL8WTsJ0EzqrAkIcOQW7SSIqXUo5/IrGSU\nbkp1fx6uW65HxWe2x5ma383c2Qdu89dXO1feHtpGsUt67i8/+UZ/Lw/P52mY/cwQAaB5Ee02JmCM\ndqxhE4rgi1u3wjSYbvEABfXF7PtHnJpMCdm66AflTEfvC4zgknfZA05pT0GQl6A9+jceSOa6Iq/F\nnL65foqB2rQo8rE2x3kJIKx2cEDGxSpXYGSKQlKFzrs1aVJISy8kVYLsibFXznrZ/ZJqT+HRN/WA\nYyC2Aef23ST2zBUJU7GItw4quHHThC+Abgkl6LXxHinsdGRsHbwaVOTY2Z7MndHkxuuZD1y77wyT\nRFgUcoAJ2uK62TECGh+re7NZi2yVBsqaczmPNyvcUZ59T9NfB6PNx8jAx455hM9/O4NEXyoPVtkD\nfGqP3eEe3+BXWDHjBo/t4DAa2jsLF1kn/oy+rs0KkVC7awMBGOeBrb+2hkwoKKBLwZj3NPYZ203R\n2LcZJuzagDGYF/RzAZ896OJPBiDwoPS5AGFc/xikocBcNtxsZ9T1c1Nxv96yrBsO22ouA7vMGR9S\n3of5+i8B/KcA/mZ4768A+J9U9W+IyL/X/v9XROTPAfjXAfw5AP8IgP9ZRP6sqiqA/wzAX1LVPxCR\nvyMi/6Kq/g9X73gPpIeK6bEAJ0XNj0hZccgnHMsFh3rBoVzCgi1Y0mqnvpSwlBVLNSG0IgVVNqgI\nlnXFvJUOvBhVOU8bbvMJc1pxfLggP1RzuCRzJBWH9YwX22vM2xmHcsFSVsy1mNN+EnPgR7L8imqZ\nz2dtTvX5Daa8YZOMYz3jppwx160vzFkUP82/RM4btAi+Lr/CXC/j5BP/XZvGFzks+g2VtpDpfiFr\nwETUNqdH3OAed2AuuBVL90e7xQNcQZ2ApLEEyfzCRBSbWFtX2ZtIonmLMMDlJQi8uBBS3f5xp3DP\njZl0E+GI1KZWHv2w2uciuHoKuEYNMPrt2CbqibUdNknbwHV38rVvWrTmCWQsuOgHt6L++y0ekFC7\nnEbcoDxl0Nb70b+vrdt9I49Rjd5Ho0nRTIJo7WmmcWZ0NDVqu/asG6bLBnlQC6vnJW8a+LqpkGmM\nQuzMFDyVEABTeWaes6lCD4oaSKE6AZJrEz2FMajtuwnSnPNDP6siF+3gqwtlJnGBzjY8RLXNP4WK\nCSmb/lubO/twfQF0FdTqIIVP6NGdY0owh4XeFuy958BXP3C0aFxkNVCaBTWjpVgkSN+bMn08ctTS\nxBeHvUBRJAFptsOfZGxia8M5KPED6CIWh+ar2hrfN1UCMJBR29q8cOmSOMPca9EPHpHZZdqZIx6x\nYW4GXro67JzfOWEi8IoHn/YZEcUkpa1826C1ZonGc19nFpx7m1q7TuEZHEWRbVTAk43ftXFzgFsg\n9hpbn6qQ7eNhm3vAAqMuju1zn4uRW8OLkadVDXytJ+TzR3qc/0BLXquBr1q/U9DDO8GXqv5vIvJP\n7N7+lwH8xfb7fw3g92EA7F8B8LdUdQXwD0Tk7wP4CyLyfwN4qap/0L7zNwH8qwCug68HID0o5seC\nfKpI8yOW6YJbZMxbwbRVzFsdnrnkhJItgnEqtUn/W2oMLth5q0hbNeDVAJhuivm8ISczK+THauDr\nEf1EKElxWM+QreCmJExrNamDYmYbzXZi6pnl1cymqVodp7ngOD+iJsG8Vsybn+gFwCIbprngVu+B\nAtxUA3d94u0oX62Coqk7C9upz52wQfqcwEud+apIXQ3NlNGMnr/BI36Gn+MGj8hwKG8bn/QFtmGM\nflqs7UYEBqPpzTdrggZbIBPWFtX1iBu8aTk57WSsOOLUwZfAjZY0R0lVt7O302j0SnoKuOJP+51w\nx/NKXgFffJa4yIlpahn4cvHcbTeVohEtoeIAMrW+QcfNJzrgS/gMejd6Yu0pgOO9WYptBVjaGUaA\nLTj3WNIOvuqGfClID9XzxcEOJHIE8guFLONO059BW9RnAz7MbAA1kFV5Quf3khr4auOYYp1Q9PQz\nXnf7ey7oDukm1glUtTldE4DgVI8GyKpI1/cCZULoPxl8M3QVlJKxqZsdHfoRcozgy2GXM19RW2tk\nqtivtesLIgF6FNQboBwFWBVyEeDC/KLOfNFoTcAVgc8AWmCRkhW5JcWYGgs2dUeNC2ZbZ5qrwSFE\nGXfQk2FoEGR9n2rTRfC9r+9oNNYOvo44oeJbmGnfNcw4MxTSGbcnoGYPwNrHDFgZpGIwC9rzub+c\n9YzN77kfVEdzsBU3Hzfmi+CrwkVOBZ8vvdC13I4Fxsbdthfw+Uyi1AE8obNuosBcCtJ6xuGyvv37\nP7KSLhaAl8snBl/PlN9V1T9qv/8RgN9tv//DAP5u+Nz/C2PA1vY7yx+296+XE5DuFfhWkX8BpKVg\nnoE6A2kD8mo/Y6lTo/MTIJv9vecLI1UazQ8tZYNswHQpwKktRq9gIcYRfEEx32/IrzbUBcgXM1um\nYtfWCf0E2X1MKAkhwDRvWNqJIa0wFf1wWJgSME8rbmarU7oH8hmurrzBqfDof6Tov/STuaoJBUap\niep0PX2ICBoo70A2JZoFgcaq9IS446pD4Uk3/o6jMC7H8URs7tZR7oGLeN5dV/tn+LLUNQF88eQe\nnjG++Ew0lNDjg67kfCqCmIHd4eYd0+Qogs4X2ul7G9oMGMFXDK7g5q1A2xRs4Z878+Xs1b4dI6jc\nA8vYt9qEg2dZ+2YzIQZANFOXJigja2NwR0YP2kireiONndvaAlBpV1Sx36t9YCQmbQzlYm2QIrAS\nDGr4gM2jXNo8b3+vbS739FsNfMXrpIQultz7jvM+7BG6iZkd4crve8AcwdfeDzGaCffgy/heG5jk\niSSpr0UToAtMDLkNhnEe7KNonQVlV/AQkVFNLFcFqi4kaqAGof6lHxrM7BgHNcGvC5LGhO2eFGse\nxlnMUBuf3YZQwYxLh4wFCW/wYmivd5Zodmz/tznu+VEBl/Wgywdr5jIc6GD0msO9gbL2Hs2ORzhw\n5z5CpfdPbXpkAu1HBFcTGOhivstwuP7k5RVM84ymz6a+n7eC/FCAX32GOnxJhTpwD/j16nypqorI\n9zoE/urfBfB/AXgJ/N4/C/zz/xSQWqenPRvUigSQ1c1SFa6ZIhhPETF9DwcUYIPsNYZcY7IC8kd2\n3fwLA2zCSZHN5DIked0tGjK1+ie4iGtcy8WukbLVSV7BQSBF/qi1cgekUjHXFTc4gaaSjA2HejHx\nt7Oi/akxEUDazHGep95bPHR5Aiqgf4VXPRCgMzK1YC4bDmXFFEL/JQlqzqg5NX8J9Aa7ZqaKsgoz\n3G8jtS2HUa03TZIjsmjx5C1aR/kHmoYXCwQYVa1qv7f9dBA2A70O56YcGJ2nBcbqDPfi/VY1vyhm\nDRDfnJ2xclDsrtkFMUB/xdZ8cqa+OUZZUbcc+2ZF8xPDGAhSeQ/Ws8BUTlUEq9iJ/7ExnbzeIitS\nFhyXFTg4MpEW+ZgKoGuoyG6/lMhIVIs4bTud58hjyYDOsMjK9nkpbQ9pm3+8Pv+OAFAayQmtZn6C\n2meagHoHcQzG6GbHOOfZpkWg1Y2/7LtrwIuGv1gULtLL/0fmrMKlIKRnt4dl7ngjyI+KXGHjq7sS\nOMPF6zhPQ+BEuGhuDTNWYJO2rghKTtiyKdInsaCJWbZeM8qcpL05vQBVBUXtmaIP4QULXuErPOKm\nBxzFYJ3IfOnQYjTvSWeZ94C2M2z7HKrhADvMv6ym36bu9xhZZwN9nmScfcGQLa4lsbiYrjgLSP8q\naowtMPBzB4Rl4vkSn2M/od9V7mHrv2AEXy8AfN1eQSC33y/eFx9x3+eeAzAgWNt9j7B2WAH8CT4a\nfPxgywb8/v8O/P7/CWuT3/1fPuoyHwu+/khE/iFV/f9E5M8A+OP2/h8C+MfC5/5RGOP1h+33+P4f\nPnfxv/pPwgbYNwDuAP37MKTdROeGCCaWRknHhf0J+Kq7V5wcnI+Rcap+DSlAegNT9+Virn592U+C\n9l2B1T0RGFY8CX8X2DUS2TNuXmcYun6AD/hvAKkVs6446iOkL5IFi14wrZuBrxiAMqllDNDanL8N\nrHHhKiFCM2YUUAgmrQa+1hVTDeArm2lFE0ynB9TteQq8THspmtU8PRTNEzfN1LgX1Y0sQkWyCESe\nSOOJuCuyX2O+zGgaJUdNHHTr7V/D5tA3iOhfFsacbPAgBjHfpSRupuksJMxNPeYadRDK92n2ckZM\n4UCAbckNg4wDW4Ut3HXlmlm2oCmUi/u1nZuJhn11lAuO04aXy4P7kVin+EEhZlkIIEx2YzwlhVDc\n96xPT4QzgKM2espBB+DzNoqySvUX56YI9+g2aTkWdtchKBvmepyzMPBVa7LIwMZ8Ae5X58zItQhc\n7W3ochIOKqxpXLxXWt1EAFwsyEeKmP5eYxG0OviKTBrvmyEtSrjBdW28dV2bNUCRVmCbE8osWKeE\nnAomsXFBfyfAfPWemNNbe2ytPXgIE2iXjHiDl3iJV/3AFGdanKsjHxs9G6MKP1p761Mg6M08+r1W\nW3ckpBaj+ZfXdPHrMUKUCdSvsW5raJu+FxB8cUzdwPakrzCY058t0QLCa7yvv9iv4MCL+1CBsV5f\nA/gpPPcjgeAeuIa96TsxdRV2kP8lfD89wIAowdcvvsP1f4ilAr/3E+D3/jn7Hf/MX8R/+J//rx98\nmY8FX/89gH8LwF9vP/+78P5/IyL/Mcys+GcB/EFjx16JyF8A8AcA/k0A/8mzVy8w5P8I4E+N1ZJ+\n7L3+leFwzkHPARgW5f6+7N7nda+ZKSsgb2ziD9fB7jqxxM1a7Bn6d5+pf988yMQVGL3ZQB++gS3e\nxfx1zDeKbIpiqSumbUM66ZCrT2Zjy1ItWBrrZY71pOVdxTpqCCnEmK+t4HCxAAOWNFsiW0BxaQAi\n5qKLwEvAKD+P9OMJnOK5dHqNJoHRlNHYAK3N7DgyUrIaS5XVJDC8XTzvYD4ueaQAACAASURBVGTf\nIkjj4vzU4V7tXhGIw8aEFLQ0K6baHsFi7NPaQNY+8bv5bs3IHRBFjsPFF6yFnVXhZ5iAm/edsGHR\nS9djK2rh++yXM5bOfPG9o5zxVb5HWfKYHHZqY7G0Q0CcQ/u5xCi0BDtVbPADQwRfS/ss5S3iAShe\nnyXO1cZ6ddCnQPfn4sa0n4c78/8AvhQ9OT1HAwsj6K4xNLFUjMzXvnSmlmOigUtZAbkHcK+2gd3Y\ni9IJe+YrskNkvnpeVN1MYLUo5nNFviiKCjYRbFkwacGkKxZZexoly7BQPBqUbZTQwKhHcEbm6zVe\n4pf4CRJK9xh1hkt60/cIRlAKgm72Ll3BZ/MVQj2J/b7/S2/QZmm4znztwRfhMOtE8HWtEBR25ovg\nywaEvV7CQM9PgWcSIuwHwDg2I1B6V+Ha/4gRfJH5+glsvrZk40M/xt8ZIPC+933uOX4Jn7+R+XrT\n/nb/Ha7/QywcIwS1H6m08T5SE38L5lz/WyLy/wD4DwD8RwD+toj8JTSpCQBQ1b8nIn8bwN+DLb1/\nuUU6AsBfhklN3MCkJq472wMGHDKMgYr06vucGiLyx+5773pfYIOZCURpmiy7z72L2n2fzzxX9uCL\nG5nCnYZrYwDUgUJft7T9PoA8O11S1oLAI4Oq808j5rpvkFRoBrapmbHaFbecUJOfzq+ZbOy6bnb0\nezQfFJoxhc7Fzk0BvkDTqf+JKTBsplLR0if5FuZyF+77FX3TaLDjJulgtPlYXdP5ggG9vCr0oiY0\nmytSHpOB8yUdOD11WrY1mdGfLpyaOgDzAdMDHtifYeOyTW6xOotan8GUw7lp3+ojshYc9dRZkGW7\n4Ob0iPy62GGHnTbDT+wck9fGcASkXJD4Pc6heApXuA/jte/uS5yXzHPH9yN443Uis8DvBrYr1l9z\nk4fBqNVlXOQ6gKc9+JLWA3Gs7gsZHjPxmalceFiYYKsgJQPqU+aLYyOyX3GOMXflVCzdVhNeanNJ\nkYo1aG3O92Ti+gjcrVEK0/Z6wA1e42VrTpd0eIE3ECju8Kaz1vvDBhuXoIqJyOnDSSAXS0J9quMW\nAcQOfJnlwGM+I/iKfca/EQSSfeP7scRDI/bRju2x9CCoN4L6QoaDivYnjmx/ApSsrJmdJbXX06GC\n/dXSSSFHizgexvMRXWqiHsTqdGxtbhuCpZzTjE0zcqpIycSSP7pUIB3sGdKqBjTo/8W96TdL5stK\ntKid3/HZZ8r7RDv+G8/86V945vN/DcBfu/L+/wHgz79Xrc7wB4sL6vuAF+Ap8OHPd71PShWwhZG0\nbzw517dc533q8K4SUXWF5xYjGC0wled+Uk6gQWrvSOqX9GhEwgD0rdvDrumYa+YyeyelipIFlyVb\n0u72fkmCkqWxEZGhAlJvJD/b0tzXl0MNTsyKliZmtCdHmNKZezWF/b24HdNF7dP3oC3L+4is6K/C\nv43MF576lzUgkDYAFwVOFdNSkaUiZ6u7w04OLek/6xNehczVCL4qXPR23xZju7ip54wFq9gxWBrQ\nMdkAxawXTHXFTX2wdFrtHvO64eX9G8zfrm46UPgcYGRXBF3XDhnYfS7BNooIkljo2F+f+W68Nn8S\nfKXw3Qi8dHeNeJ0S/h7WEs1izKDkgb2iVhQhut2aZmpvAJq7nmO+HNBvSLW4GrbAExQHlk5Vugl0\ndNb38ToY80rFtCqmtZ3EElBnQLMCKkgVqCl3v04XydUhLRdfClO1f8AtXuGr9qTaop8LvsEv8QJv\nWniO57TlgcN/OgyJen8ESHuBU//8lX6PY2dwFRkPHhsmpN188Zk45njUoeYcIjyWwpkdHhTauq8z\nUI4J212CHiXc5ynIqzC5IYvMrs33rrkmPLsHeNvlN4p8sAwIwz5IwJ4AnQXbjdWHzKFUbWIyxvLN\nstorre+9dT4pRfsal1Y1tmuDsV0taC0GsvzGlLjWfCrw9WspJzy/4H9I4er5vu8TiHHAU9tk2/3+\nruu8z73eVpwv9/vOCGk2pDkLG6Tih7nA7m9oc5dbvwynxnExIgAJAEgq6gSsecKmIfJQ0JykrwEC\n27q4MJmieWC9GJXY/DYsGXCB7E6mgYPqi3uKgCj6U+wShxPs7XM78uQffXa4aEfmC4BpRV3J7Sib\nqbfLGQa8Jpo50T/IHqE0J1k2Y/h8obW+2CDIQ/sJosa6Nj5sBGAs5oEzo7vqi4HZCRsmWbG03H9T\ntfRaHVivisPDivnbzcAXN+Mb2MpwxGiyuHbA2I/ZCSO4eC7IJTJWzzFfvEc8kOxZr2sALq4b18BX\nIvPlQqEs1IqKPltj5Nz7ga+B+WpZNfo8ZtRcWFdqTaiaejQgv2tN4A3POZBqk9O5mPlfs6IkPr5t\nxKoJq1p+EI6riQ2y87My5svA12u87EAPML/Mb5pAKiMcy5MIUYQ6MmLZRZU5+/YpmVzSIgymPfMV\n/0/mSx2URieCWJM9KLqm8QXsHO55AM+tb1rAU50F2yFhvc2oN36PKGRDdo0ZUW19sza3FGxjNoix\nhIPhbYUcTKhYFB4AcEQHX3Wy+lzuJnvClonkLBMecMSD3JpLh7jt4KNKAbAYe9lB1yN8f9oHj/2m\nlNigH5lX/MsEX2S+vm9Bu7edrNHuF8UYuTg+B74+VWHd6FgezZ8Fzdm79rBrY3zUWSH6Q7UimzZV\n9oKCmLtxt6jDw8hZCFZUR7Bm1Xxybu3XoVYY/y4dGrboRR19beL3att0/NRfOzjp6aHIfBFvlBF8\nOTS183YlAFOaI6WxQNqjFS2dTgBfWt3p3Cvaol0Vulkuw1zDpta7UEHzoTNaLuVBjO/uyf65gr1u\nkhlqO1gd7iPBbJJaFRrXJhZkwbybi67IuoUNGpiKIl3U5lxkgBll+z7OxbwlF2T6mdBUGKUeeIAI\nTOLw/ViuAatrbBo/w5/Rh+yCUTOJYqJbc7jfmQ73G/Te7MixzE3/ObNjBFBJK2Rr4CuaZgOoUPXr\nXQNfffzyVRVpM/N3aeQXqyLNWiUCSN5v9nK1DU2hxn0/2Q4CxdIyNCy4dF3AKC8RJWYiy+4BJhsq\nXPx0MOE2ENXrFNc+jpsIuouNW84BAqs9O+gz56le2Z59i0znAPTDuNMk2OaM82FGPUTwlZ6+mm6K\nCJNdSfO0G4MNno6Y1hbzhjwpkKSzmvtXnRK2ecL/T97bLEmSZHtev6Nm7hGZWVVZtz9u348FCAsQ\nmQeYLTwB7GDPA7BleAXeAGHFCuEVYBYseQhEGEGYuTP3dld3ZUZGhLuZ6mFx9KgeUzePjIzK7ptZ\npSImHuFupt+m+tf/+TodD8as1WgTqzvZlYnETOKAhD745JRBZphEOeS8lQDtMc2/pORd+kKp7pcJ\nvs50nZHnKDc+N8WJEk/PUVzioEvZAh7Yij7+XGk82Q/iEjAXB7Ou3Oojk07V2WXhmFfm82IK91EO\nf6OkpTAVW8k2OiTtBFn1syQKEWAqyrxk5iUbsBP7fp0nlnlmPcwtNEc/ZzqTFcFXB1NFbJEvmpqy\nesItzLQBmQ6+UgMxJsLRvpnWfpGzGgAjh6vrek2YhdihLKakrPZ/IfGYzHHnKtMGmqZSusJ9BAKB\ndRNqkHHWBkkhbpipGRO4923oOjCipbXRMuiMmLW5M5q2wBqA9I1iPPlLlrY5pWklTZkkmSyJ03Qk\nyaH19zQX5FBItwVeNQrETv6ptjNS6nuHF4bfXRTxge3pOG6u8drLe6+MCL5G1mz8jO/zPeY65h09\nvFACvhXK2UIMRQAV9fKgM8bdtYK098fHdC/F55MfiM50NttdwdR2uoPmqOwenekWUrACpsYdtbxk\nhVRd4zjoIpmH+tv5kXxwkFnZIRW0yNZ/XTa3MkdduOWRN3zgO97xlh+rEOvU+mK0KI5Axut92ERT\niG+FvRnx/mbBHHX6ZPjb+2oB3IFuAMH+1rovQb/fw2rNsm5A8wi+msTAFd0f2YgdS06sZeakN6xh\nzOOKZ8YuuYWVaxKCekBanjjJdMZbgTNTgWPJ3aWRs6avvJqJsxx45Nbmp/RYuabjacGuiyQeN6bM\nn5bsEABH9wtjje4+v5yV+yWlcQ17Ifj8MrvtjNXMHd59rhQtFK75AoN+Qh8tsiZe3NHPTg76CHWL\nys8Kou5qAg7FZf7m9X8+r8iDEgPNy20FX2q7YNQlcQCmAXhFRmsuyuG8cnywoNruj+l0EJZbYZ0P\nZEl04NUZLAd1Y6dZWKMjZznWhcMdP7pwLm8WIzuBJ4SJqWTSGE1eDXyltTT9HNf7UoKfL80cymrR\nA6qxgqqgk9STok+2IHb0TdPHJoJzMdZsojSRgvdcMCtoTEL3Bl6VqStjKaqUKjq107JrqXVeDLWQ\nVXNembTUcZCKQ6q4RcUcjK7GKJQjlKSUGkR6STMkdymS0XllOmb0Rjv4ctGhg69RBWCcq3sASoff\n/f94ePkY+BqfHYFfPDSNMq94fcD0VH5kG17orwQ9WZiuuBGP4qtR7Aiu09jv3UtdjK8boNT0vsDW\nthrU3BXuPb8Ivhw0RBcstgFqs7wlwxTWsjTDYVq5vXlE0QqfbsmYY12cVfc0qVk26/kCfPWwV8IS\nWOWRFYz1PtYYFjEWpR/AtsYLpVsVjwyCb/IBfMmNsdyupO9gyvOccUfOJpq84cRBlgY99xjLDfOV\nsTn/fjtfSkkseqjWwluw7teRMwddDHwp5FTDPQVnM3ox0b0fgpBU4UZzHyOf77e0Pio1lucjt0yy\ncqwOdkE5qK2nixxY9MBJ9q08n5sOFG5l2RIXEXx9zj36a0jjQfKFhMyXC7789P05ma8IoKJocQrf\nRxFfXPx9ofxz95ivS9c2FzXm66AraKEoPXxQVuZFt4GSAXkEWTv4aiBBaboCflLbwrLElAuHc+b4\nsDLl0sBXuZ2QWVjVYIcvZ34OdADVq71ZXjjJDfe8xuM5As2M3hdKv9tzLJgYrQEiZ6QcfOVSTdCj\n2LEDMNN7WjjkpfoWMpZoZeacjqRpK8sS1/kK5SBs9IikMnfuHy0G7Y6iK9d3cVGOGzYk9Y3EgFfn\n+qzlU+UWBOVQLGbpVHLVuZMWiw9M3DSvNgdQ4ZwSyzRxmmaWdKiuBlK15ltghvmopkD8Ksw1P4yM\nenVjGgEU9FN6tBKGzmK7h/C9Z8e8y0fugX03FYTv7jHw9Y6NF3+9g3JKF+LvEXzFedSLLLWpH7N2\ndOYrzFnvl5XuaqJahUalcEHDnOrga3JWWLXlI1X/kIW2RulBOdwsvMqdVV44sugB1QTuk827a4f5\n+pb3vOXHti5kJjwGaQReEUw5S+jM1xZwdJ6o9aWrSkTmy9OeOKeyUVLjiHq9bMjNwOGgSwvcfsOp\nuXjx9ShaPvr/ruO3AV8eWeQQmC9uWMKzEXylqgpyLGdElLMe7XAnxny5g+P91FfIWQtZz1Ckq5D4\nfKnvY5bEUpmvmaXSnR14HXThA284yc1PYr4AXsmZwtRBcByrzy2d+hqSkzLR1+cL0pcJvmbMn8nf\nAn/DVml3RwwHbE/KDrKcNSrh+XW4Cl1BeKKflB9CfhPmY+Vb+mLpdYjsGFxuYISyR0AV2+D5LPTQ\nEjG2Vyw7NjiazyhdpBGYL94o6VyYslldpbX6yqm6Y4nSlZDnTpVDYVqVaSnI2Rb75sh2VqZsgCYR\nHJjWgOJzqeBLQm0ruDiIBfctkrbARQ08zZrbibjpQ4lBkumcSQ/F/CRF8PU4erj3k677+ar6Wdn0\nZEwvxgDoNLm+WIgXqphu2Um7qw8HIm5e/QgpKdOUmed+ejVxiFLEtvFbPSEIN2ouH2504aDVPUBV\n0JkAFTdosHiJqY5BJdmYS2YqFnDagFdtvCsilxq6arVWpKSkuTBLRstCKqbnNMtqzjfvM/MfC+nf\nq7lJ9jnprhCiO4Tngi/vp/hOxHfTRX/PAV8j++VpT8R47fcP9bpnG0LpUSjrPgvi26CoMpfCTVm4\nCYp/czIRTEnXxY4UmLJyU1bm1Vjj1q4SrtbcLr5y4GVxODszPbM2Z767QcM9ADQY+7WaG4p5zaSk\nXRRWQD3EWuszJa3VL1hlcI6cmXU1R72yjYnYPXzpBZiatDCXwlGra5vK6C7JYugmifdXZnDRbX28\nr8bxP9KkEs76rkw1ni5WbqmsshZmKcxzZpoySSLzNYezVAVfcd7EOlSdvFVnzmqCzDhucfzM0rRG\n8NDVXN/JAZXEkg5X58uMR7s1r4lTKZcW9l63RFXdOHCWoxl0FOUmux+4zExBEuRp5izHJ0Df00nQ\nboHr+5qzXd8Bv8b8jv2SUqbrxGZ6rM1PTF8u+PorzFf+f8LWpPWa47i4oLnzuZnt4hT9kkQrjTf1\nOgB/qN9F/ekZc3D62/rp+Ts74KfZuBlUcQLQF8bMpfJkFHW6mMd1VB7pL94bbJCvrPUq0je3R+Ch\nr1jyaGLHOWd0NT8y02Ol76UChlkpRzNR16kvKOY5uwYjD200HbJcWRQa4Jk1M+eVQ64uK0waBljc\nOBUDXyqCNEvJ0lggU2BfGyPU9mkpFjT5rMhj6SbPvjifDHRENxOdrbDPqVTguWzX2VSMUYux4KCC\nmEds847MV51D8ghpUua5WNgcaE8b+BLTaStw1EzRiUM5cyxnDiVXKzXQ5BnXHHyTlJ6jKMy5VNBM\nj6cIbY5bWJ0q4hIlTUo6FJMiLnBYFIqYE9pUmD4Uph8K8g9q8Sa8CjfYPP8eA2BtIsUJd+XvK2zt\nRsx17dkxjRaNMf/xb4Z7/NOB1z3b2I4nQddEfoL5SkWZc+ZmXbgNDx+mgkxVrHTlhZQszGvhuKwc\nzoWUBwsB3X5GZXDw4NGnbtWn9t507/RBT8rXF9fPq4dOcaX8tZAmNSfRRpv0Z7y+AikX5rI25uRQ\nrWRLMjhYpEew8EORi/JoRZfmmPlQMpMqRQtJhPO8Ms+ZJRgBCIFdjuBrD8SDzc166Op9Nlf/f3BY\ni609df2YU10TAuhzwOapAW4P7h3nVa1HKd0YYfRV5sljpaZigJOSSaKcpkyZEmc9kmV/vtisq8He\ndCGVbKLYKwd7TebH78zRnGsvhVeLRSXwtspk6gbn9FPB16Gx+CS6WoITJH/7oqy/3rTQD3ULPzPw\ndcAW/r8H/jMMLDloclATa65sTwm3dA/Abun0iIVt+CMGbKJCu280Lhr38jwd6++/q9cN3Qzf8/cT\nvbAVsUgt24OkTuFyEFlCPh8ws/851EHpTMTOiDnwUkBX7WGJapJHjPlaFRZhejRfMha0WC1sywFK\nqe4hCvjqI2u9b9EN+JLVdUSWSjYG8FXstB3BlyZIFXxJMtDnyrou1hCtloM5d/ClHYhoqkHVH9S8\nhIfNVE6u8xU92G/lFkmN+Wrgy4FkcfcX7hesMh9rYL7ifHFm8rEygMeMLHG1Bk1ielwIlAzljBQx\n0Wg2UVSpweLLTPPwLbg40UFrz3YqFg/QYxniQax9411pIXk01bqttTXngjyuppDvDh8/KPIHRf6d\nwv/redZ55mL50arwY8kXZ2fMHDxF9vk5ecbnYho3x4/tKVfBF5TVwgtd0/kS7eDrRgPzpRkR22yL\nXJE5FGFaCjePC/OSW/Dv1rb4yR74WrkZmS9dmaTqFipN56sdMM+0NUUOBsSnXNC1upcRqrI9sMpg\nTGHvz1zWrqSuK7OurGohD1rw6faGlAvwNWlhzoV5LRxWc0qoKqQEj7IaA7VhytTAVwSP3jd78+WW\nTWgx16ucqmXyfM4cc8YswmGaC3MqDbQ683UhdvRx3JNMFNBifthGT/nO/DWjGZVq+GOzSCnMFIux\nmg5Xle5d5/XIiYOemUruYexiisyXWH00PzItyu1pYTJv0xbIHSGnuYVVeklKkfmyL7qS/feYZOo/\nflHWX286YTqkP9a/f1bgyx3K/RUGdqLo4BAuqFQ6xsw4O+NA5YbupNQDg/r/vmgJLWB1eyYqubvS\n/2sM6f/a7lMHQo8GbtrC56zXLWjNS+LiH6LCqyssasjH/f+c2G5Yw4IgigUZX7VtVHKqeTh49A3s\ng5IeLf4bK8xnjEGKCsiKxWv0QLJ1Z5BqTdUUhr2spEw3mcPNimZI7k05Z+bVFl8G8IWDr1r/iUKW\nREkTOU12Ui6ZKZcqjrD7VHo+6QTygDFfof4NfOkl82VVFsv3bH3hcwcBqQzRFDYSxYCSnAP4qguh\nPpq1WKnjLVq9jPduQ0XNUlwMLKVcx6v2J5keT1FoYpPW3rQFXz7eqYKrNhdKzc/FSA5YUgfOgvkl\nm070cEGJpoiufwD9x4BjnAW+6e15dvKF2Zlh75PRz9fH0lMix2uM114270B/tE9WSMnmOYtQ8hbw\nwNbaUTJM58L8WF2JOFinwOROc69YOxaQRZlPhWkpvc2Zfhh0301s4QxqbM1BF9vIi6JZmOdswcsT\nND9dnp8fTn09E5sX6VHNFcFtZUMa06R9vtQ+TmdjrabKXs9rZi7ZnH3OwLRVmk874Eu0sssntTWm\nngp1SkypMB12dL5WtfcsGnc4iz+K3m5pVqMdsFb3DlmM6Tt3kd10UBO/Hwsy7bsI8finG+nBqENX\nneCOzFe3AM2Ukuz9PlXmK6kBYVFKsigU5yvgq1Sr9Rs1qcGUg9jR2x/c65SqR3bmSC4TssLhVEWr\nTaKSTOzIy5mvDfiKDNwE+lrQXwnlF8Z8yYPtGVIqm/xCnbcvE3w5w+Aski/mHvqn/q11E1FoSrwb\np3Qeose91Xd/pF0vyjfBb+r9biZ/F8rz+tRgq3qEcmP/N3Nvz7ueDHQ2NolqNCAucpy3v5eDvfCp\nLlJypNO6hc6yOEAs9jKnDNOpkJK0F1TeKem9MRp8oAEG+QbSfW3bbd28Y1+HU6ZEUR4BeEX9kjOk\nxRRDySv6CuRYkGMVHa5qCyq0hSA6ZZVFSafCdIYyFcpNoRwzs2RmrW5jSx9PCc+nR4z1esfGb1NT\nuCd6uI8NFWQtxmTdbaebiC3Oo1PLlIvpogzB1vOaWI+J/H1imoud5l1pOIgnm36c92FVjnZdAVED\nA0z0YPDh2Q34gn4SLnT2dAQnQRFU1gqeSy3XL8/wA+gd6Hs2fSKKnepe8ek+bMI7sFnvfY49R4ne\n798DXnt/P5HKD7D+HtZ/hCQw38B8C7rIhYUhbMGXZkEfxfrG16IJSIIeXOvpirVjTnCWbXw+wfr/\nPcbCQ2Pbnf2NekNzBf/prOiSmG4VudXO0HsfPWLvwzus799ga9MK3EF6gPRWmafM4bBWi2HtqhAV\nFMtJu7+8VY0hX7UBtzR10xcT0Sd0fGfUgJR8CGCqHmBlVuRmsHZ0fS8/MPrcicxX9Ld4U9vrVn/U\nQEZa0JKM0fN5fsLWzVmRV7GfdwC3ixxzrccfa3lV3aNoMp2vqpnlydcMwQ628iDIeyzKhDvTnUyz\n1WPn7qUGoHJmPtfxUe1A/RHbo6q1rDFfVp9VZ0pO7XAs6mcwIc+TGVlcd63/ZBKUVSeKW8j64U4g\nz4n1dSK//SnBI7++JFNhfl+YU76MSfoJ6csFX1CVwEEcSLkoL8RfjAxB25ycVTqwVUwdwZfTht9g\nLNstHZTdYZuPW2YFcYre1Gs2XRpxEWLq9zXwFRxNSqRsD1COQjlSXdbUWIIuUvVyXVx6xIK6+ik1\n22Kpqk2nTd6B3NFZQl+wvgGp7BevK3tC6AvtfSeRmYinT/+7gkE5mUgmLYq+AXmtyBt7WZveEbSA\n4jZGhizSQ0HfK/q+oEdB39iVprrIJ22x56TYsy0w+QljEt/V7OrcMPDV3QK4Z6NaC6C6qHis4CuI\nfuSopDdbizawoOLtRB5Ex3lJLMeZ89uJo65IMcXsBi5yB50Ije0SN4aozKvUTWk6hDlSHKRyAV7a\nGEVgEkV73sXOjq02P6ngSxxE+v33oBWA8d7yEipr4yzwS0OH7IkFd8RtH03xICbhu2fmU36A5Q9w\n/ieYZpBvYU5gxsIuOOuV7GrkYhv5I7aZupJxPRzpzeWzm2pnQRd7vvn3cvD1Dvg91r/f9aY4n0Qx\nY49pzXbYuAceq4GMRxCIzOCp5vkD7YDmB0k527yZpsL0KjPPpszdrC/r5XNTVlNUT0sx8HWuhhuH\nyHaZ3aM7L3awCphl51mR+3pIcsB6A3KjZkE8Ml+L9nXXpQEOhJzxcd9bDr6Ks4W1RlXfSiMTeF/L\nfYWJIavYcQRfuYIvHcGXj9kNzQfbolvmy42FJrLNlwdI7yA5gJzoIks1Bfm9ZOBLOJxz0xEUpesX\nvcfW//o+enSGhSNrmSlr2vglk2xs43rz05gvA1/mk3EDvpKBr+XVzPntlwkj/lxposBNFfGOcUk/\nIX2ZveYSnABkxDcoXwCPFeDMUFIFI0HnwUGOho2ovW8Ovt5hE/tXdKd6rmB9R2OtgA6qAvOlvsDN\ndHFOVaJmAF8b5iuAuFy9JZtyLG1xb7pgHsj0SHPMKMLW0egjfQG+wxYPj711tg1HnPnyF3Ts7yi+\niq4AWkgjujL/XV2QF4VTuTQmcMAL/eTbUmXl/qhm3BDECJu211uN6aOLdH183td76lxw5iuGFtqK\nHSuT9RhYQc//TfWDNuqIRearir71DHmxWJentwfSSTmcsgEbP6U70Pb1LlqjBRG0HEBcP3Hv2RG4\nRCBM6O8BeHkzGuCLOoUuzi4GvLir4MvZHanvi+tMfir4GupAHLtPEBdukj8X5+UeM7aTnPl6/D0c\nbirwugEq+Gqivlb9GikAA2g+3wmgR4/Gij3l56sUQZ212GO+fo8Br6bn1D3boVS3MaUzvXcwzYq8\nGk7avpa9x8DXr2ngy59LD5BeFebvV+ZXS9UnKp1VqZbVZjFc4YwzXyc10d3tFniVCrwiW+x6cnLW\n/o661EIVea1mmbdhvuwda74JozGTz6NzreMdtl74u1bLzV6fLJ358gParcJ3JiKK92+ZL7d2lC34\noo75t1wVOyrdj6CuYszXj3QJxi2giawfUdYvM2mB48kcWrf33NvyRNR20QAAIABJREFUp9r+ynxp\n0/k6NOZLfY3xkFU3ifWNAbSXBhhKV8CXFgNf59czj29/WY6+5pJJN4VDykzPXId28/mstfpcqW40\ncgK9p/uw8Q2q3uOAJ6UKHFzfAftN6+cmrImn+FI75f2KflKNDJCzCxWAyNnK1KnqIA0hUwTQUwUN\nUwWF8R4XB2bTvVJMnNas92C7sToggktg5ouU19NPir7R+me9NGPuJA62SKU7Re5N6b5tEJ6/n6q9\nf+JG4gA3LpTnUIeolzS+9w7WQp82RibXNsYNNuYT2hLvkUVJxRT+zeVFYL7EtjbzaaZb8VehBeW+\nAF/qDiCtjnoGfYT0Tjn8PsM/mJigiRzjFescxSZxXJwFO9Ln9rV+83mwDuXMtJOo6yA24w6fFxOd\nWYihu6g62yssi0nJzpgxnDNhfODTko9JnJP++VPBV2T5nrngre/g9ADnYqSQObC0TdN9fI0sSPO3\npQl1y8DKYpCN1SpaLSWvWK+55RuuKxnfw2Ag4fNbRTblUqSJomWxuWfvnoQoFHSGyNcyzz8q4Z+r\n1WMNg7XxreVzCju8zGp+suY1m5HGgzLdZo7rQs7GDhUx56FR58uvSXM/tLhOZnURhXauypM7od3o\n4I5AO6o8+HvkY1jBc9E6Xg7Y/P6p9mFwyvqk2BG2+0zp4+MOU6PoMBoNoRWwe7s3ANFcQ8Rnu121\nkkuirNLHOb7nnmdQSyjSDQfWMpnYMRpfLKCrkMvEEhXmPzElSp2T0seiAFlYy8RJb7j/iX7EvrZ0\nrN7rbl2f5GW49ssGX03EFN05QD8RCV2vBjr4clFPBGzD5G0Llm9KH7gEX3Ev9o3a66XGUIgDEgdI\nrnvmcz3RlNabDkO9L53VFFGAtOpW5PcU+HJdtodwX/RrttAX4ch4nOrGcRDW24QITO8L8z1Gn/qi\nF8FPBF++qXsfugjVy60hThqw8TEZ2ZkIhPfAVw73jvn4BjYEM5XVmS+z0JpZm/NY8xxfLaJ2gJI0\nf2c74Kverw6+TpDeFQ7/tDL928I8F6apdD2VWN9xMffNI7bBP31OPwW+BseyjS0c9WQcZBHG6IHO\nhjpzDOQC5wwPa/dwcvLxXfh079UjOBrFjy9cqC6eeyb4Ko+QH6ydKwa8vlOwCAddg6ndTwieUwQi\n+HLXNUVQlYtnN9WrAKqNva81EYAFsN1tByv40qoeEAC7i0rbgud6PH7wcfAVD5zOfudCKrZdJ626\nKj7navumnM3aURemvJJOJg6czpnjstjBLU3kKbP2XtqKHanhgjyWZTjIdfcUffD8HdvEUB3Z8rhG\nxHUciMLQBhBin0/AWtUYiP0c9PzExY6hPx1A+XMVHK+yDaY+kWke8n28z7JZB63M7uk+JvcLmHUy\noL93UI/7l3Uy6lErOJjFbqmsXxj3sqYKvg4drH9iEtTaV+dkZLVzDbf0gTcvyvtrTZkTN7JQ5PHl\n6xlfAfhqVooDa0SivVBQaV6neuMJyTfZ4aXdZb6c3XFmxkFE3ESreLOZ+7u+RKxfxTHOSDTgFVic\n6pDYrGLq9+0ZX3wi+PI13pkvf0nBqO2ZvljsMV91EdbcFSXNx6eiH6rPIGeyomzfwYFv6LEde8wX\n4dkRRPimHJkvb5+LHp3JucZ8RQYhJGkn+7UzX9W8XMTUgi82nQC+9pivHvqkbnyLM1+F9HuFf8ik\nW0wUdDO0NdY5Kg57/V2HxZmv54Iv76cIcF0P0vULHWhN4Tf/zufMXLteYcnwsJik5Z+AO98IPzCI\njJ+ZrgGjn7BQvTjVfq8W+LylTisVihojMTpZbZupSme+oB0CNbMblDumEnWQRubLr5H5Evdwb4qs\n4uDLma9V7CCAbega51cEdwPzJWcq85WZSUwMXuVXaoSMynyxMK2m7yiPynTKHFZFc2GVmUUPIUbo\n6GoiW0xUL7+JHW29Hj3iizNf7jbD2zSFv8u2PX0djw4vEsVouS377wfVjzFfvgBHwONlP8F8TQS9\nN5Uu9vR3EWe+Lp+NsURKSaa3FcGXj4/PIZ8vCVRSq0/W2Qw84gHPmS/tYc1ekhLFgKHK5sCqwFpm\nHrFIJb+kpCTeiDkJfzGbz5cOvhwcXduIXeQUQE8DASNLMAKgeJqqLFrTTYF9BsoXucpmAdtQKp6H\ng7T4Akcg5xKD+L2XE084EbREUBZBFnR2wzf44SVsC388eZ8wisO/y3RP/xEY+XNRcbjQ9YGi9dwI\nsq6Ji+IGEfs4gpRr+UTmwPtjqsxXMY/7k5rLilkzRZQsBsAmFyPqtj5SuoPXloo5ZXVxBQXKCmXB\nzOjvleS6Y+zUc+yPuIH4fInjck1kGeqzAV+R/fKyc7gnMp4+/wdWTgWKGit0Koa1/gS8C93wtado\nB/MN2yVBxZmvK9aOUYzlBww14BYZl71UtDIx8V2C7QEyrDEuSmx5qrl12Myd7GXHRYS+NsUNOpaz\nUq0Yq0+q6ry43VPrkYp5ZT/oYnotq4GolM24RouFIEqp638lBy6tKc5k6baN1MPMAL4auxwPu7Gv\nCHX096YxSmDhhawmjVMLbZeYLx0IXfh2E9mu9f4e1j42v33pgr26AOuVJfdxj3Ucn40RMbJOxpxV\ngO3zYjO+DtQTlFAfY77SBWDTkppz2J8CvgpdD7KNSzVAOOuRh40n5p9/SqIsMqMpXVp1f0L6csFX\nZKb8O0/jJu+byyMb68KN+CrQ65vvnG15gzmNe03vlWidCF0hP9LicUGQ8Jtf8TQ11j+yF/59cGnQ\nvtsDNhFsOks4ikwjGKsbsXwwUKGPIA9V58v7xUVikSF0MUakviNoUnpopsi+jW0lfB+tB/0g6Jtb\nZPn28on6f4FVStl8jB2KVPFJYSqKSEGShSeaSumiyHAJmDPKqFxePPyS0ZgOUvIKs5rOX5sDUWQS\n67o3ZiP7emIrstTh2dh3V3QH27gVOpATLusVLYWruDiG+XMsPUh0v+oU7W/WgIVoYGdUuO+BoG0j\nl8ux2cCI/U2tMSF+sDpgDLUzxXGc61wq0h28bnSQatm9GnJpERvXGGeOvGoFY36qzpWHtIoHI9Hq\nILVqJlngd21Oe6UY228Argtsu6sJK7gDCjbvr9Qg9GOczBjH9aLuERwGpjqOQ6+JOTIlhX4rGHje\nYcm2fr4SmpJF9ojrdjjcOfgaHbRaMJ8IvqSXSwdKWS5FltJG0/IxwB76ILodqoclqq5xSZ2J24hc\nw1W0M24/ifmSycDpsG5mJhY5bJzO/hLSgUyWGU2yfc8+MX254CvqSfh3nsYFx9mUaxRgBCk+uR18\nZWxBfIPJJKIX+bhyR4AX2ZzIWIxWXfE+r8cIRnT439mqsb17gNPLd7AWwVe8wq4qd+Zy4vC+wAnS\nezWHi/R7WvsjS7UMl/d7ZMxi0ORY99g+2LJpI2MYQc1zwVc92U8lMxdlwnwkTbnYCTEJJZUWqqWV\nV8fDg5JPay9Qip34PYqPAqXAmutvApOv335QuFbn2P498DXOkWvPRmAeWI3NHI3gK4qChe5AOFiU\nuTQhYrifE/gaXf65ypS1e0f/JzBf+8CrA6CnmS+pLmSsvPZOjQcU31CrzpG7r3C/drJ57+3LxnyN\nAC0yJrEcF6/3ltkPm7zNV7yBr1RF9qUBs9TAV2WraE4eGvBSpBmpbPwftUPOJfhqwCv2la+7vl5H\n4BXYMWeVmthRAijd9InUPzvw2ogdZeobaWQyPK8Ji3tbQ/pcE1M3EBSYOZOECkU8JPmemNqYr6ZX\nBV2lw8FXrY9uwJeNmEVpkN7e1j9VT40Y3PzTUmuXM4OBZMiSWDjw+EsDX7Kypokyyc+c+bq2E4wA\nJP4fQ/d4cvDlkycyBxMGujx4tS9cvohF5msMgREvf+ZTByO2w8HSHvM1tjeeCF0ZfY/5iuDrg4Wp\nwf2DOZhxkWcEX3AJvs5DGSs95If35cdSZL4ccDljOZ7oxxSZON/UMhafMWe0FCZVpgzzqpSk5AQy\nwVRJrwvmSy1sjwTwRd1s/P5CVdrOMGk9hUbwNYqXYorjF8GXM5Z7z4zJQbbPjagLEvN3saSEZ2DL\neNVNxn3k7Rnl/VxStB2puvJtUFUuRYcbsaM/ewG+Pi521EhX+Doy6kjCFnzVzVKlW99dntdq3ZwJ\nGQ9l0N+nsM55DPeGpsZ3rIIq0/mSqphvCMLVIwx4bWM6pgblajzMEUyF5CHF0gZ85QbmYn9cSA0G\n4BX7OTORJaOS7FQUD291qfN+22O+LsSOAex8jPkagdcGfAmUFIHS9tmYcvMiL535ugK+ygR5cubL\nuEONwK21Wzbg8CWpWTvuMF+lKvz/0pivGxZWmY0p/dkxXw4KXEn4WhrBz3Ca3HSK0pWcoznvSvfr\n8k+YyZezCe75/lu6pdOHIc94RebruSkuML5DOP0Q9b+chXqHbaIOguLv72niJwXTP6gGAuLOGl1P\naU/HaKVbUHqKSq7jAhjZF2dcnjMRY0R4H+sIXJ/qP7focgvQuolJUVIW5kWRZArGZOzvep+sdOOH\n0H73Pp+iiM73qIRZBk4mnlsV5hXU/Y3FU/JT4GtsezQKWXaeGdMeA+B9EPOPej/ev77xRyY3YQpe\n99YntZncYiTwCw9zX1yKTT44W3nAfASKNL0YTy76K+J6LrJdT2rfKWJK0tfAlzNUQVds1PNq+c3b\nPDOJdUosh0SaISUdlhrpTEQ8eY+sa3iX+tSsjJmXWztHwMIQicGDSYoFvq8AQifIE2hy270ubrSp\nr/XcO4gRW3W2kNUh24SVI+P7Hw83fmgYJmUHyNWOcpJN+DbLR0Lpg15dG3NBk2w30+hKp7L6Ze5K\n7p5cj8vFj1r7V5MYQJqFZZpZ01PWjtDiZnq73al4AGBaL9f3clFmkanPh9CPzULzp+p8pdSZwTqs\nBiy7l/1fUlpkJk8TOss2jNonpi8TfEVl+4/5GYob3kBzjye7CzPvXMHJBwx8vaLHDHTw9S3mDNFp\n8LE+UQfhY6zNmCJjEUVJ0WAgshjuld9ZomhEUOhO+OqKqAVK3dzTI6SH2tYIuiJDGBXoY/ui9Y2G\nZzX87mDgOW33cqIYOIptn0oPoW9aHEqaaERWA0wNaCVI0/DdDogRr1MYkxaq6lBPmxV8lWUHfMU0\nArC4OTq1FMH/c905xHke+zrWIY6Tz+N4kpf+nfzJALmDrwP2CkSjs689xVfykAx8WRSJKuZT2YAv\ntzo0UVHQvQobsqa6kT8FviJoi6ynj03Mc8bEWhgQzFLBFxPzbDEJG5CQul3H56Nul/92pU6KmPPq\nCFSS/ZqSMlcx4kRGPMZogjIJZQKkxoq8AF9W8DXwZb921swhURKLamG0Gts53ZT1uCreaWCqAajw\nXNSV2gCvQc9P0lbsGAFYBV96FMp0qbe1AV8yVbcVFSBNiXVOrNNkz13V+dLm7qKNawylFw5P3kbX\n+cquc5akhdvzCW/g66frfG3Esv2HBr6WXxj4WuVAcfBVI+28JH254Cu6OLiWPiauGcFXtAJbDHix\nYo5c/4h1ZGS+bjDm6zu24raY508RO14DX5ER8QVV6eArsixRBHVHE2O5uKTU/OREC7fRnnEPzNUU\n/KJMhnL2mC8HXc8FXrA1BIiM3x6YGJNbZ7q4zZkvNR2tlo/rgjnrVRfxTXzEWrYzXy3Pqg8m0BZC\nnUxktaop3Rfvz09JfgAY9fKeC768bp7XHtM2MsDjXIEt8/Vg7Xf9Xg/n+BIS90tMsZtmMSDu4+nM\nl/nOslRSGhTf2TJfkaVyBeu9ciPzBVsVAdgyHK5/52yaJPI0sUwJmYz5ShsGqzpaHRV+98a+pQp3\nXCl9YL7QznwpJsxz/UhNUsVnlfkSj+0IExLOFmL+9TYLSKyBw58eoNtBnvtr3Fze5+5GZQc/NKMJ\nSTUiinRA2dbiCHP2Q0o1NnAKz+6Ar1FfLLJeJp5Lrc/ylFjn2a5w37b2FXwRQhxF5uvY66STbBT4\nsyQTO4qJqjd1F+ooerTbl4EvRZpBQqu6Akl+wczXgZwmc1Tuc/MF6YsEXx6WQ+4wsPG5koOaB8iP\nUM6gqzFC6Q7SK5oriaacnNnqKI3M0Ai+XsJ8waU4KdOD8nr+Hmoobrgj+HIldjUdpaWKHbmH5DHq\nIviKCv7RlcFYT9iCJu+b6IzwY2A41vka+/aRpHegD6BLZbOqPguZ5hMpgi9SaHPUhYvj5kBtAF9e\nPztpmrXcopAXLDTPp85NZ6OcSXQW7DlvYdyQHHRG1vVj5fqYQ1+gf+zM15zg9RG+P8JtFUO5atAn\np2vvwXPru5eusYkfSe4epCzwJsFxpoZ+ceZrEDs6i0JQvB/AQGTMiuxvakVlVxQ0ggsPRVZSBVTF\nNu1MIqdETsosAqJV/7/WLYKFyKyOoLyxIDS9Mq1zOoINKSAUJi2oYuLA0OndAKArzTvbFe9rzNfO\n5JGqLzapR8+sUSfQznztXTvAK4obXUxcUqLUkHNMhqfU694Enn5FhftUmb3OnHncVb0FfQPltZCP\niZzGiAj2/8KhgpzKTla/YEuaWaR5H7xQuPdIos2dg8+VK2LHbkCUKvNV2TbXdRuZr6qU/9LwQlr7\ntol0vfMr85Vl67vsl5BWmclzQo/SLf1fkL5Y8CUfQN9VRuqzZErbgPQR1ns4nyCf4XiCw4OJ5oDu\nJX/F2IEITNadfONCFz8/lkZmLor1XMzo+k3Qwdey81yhO4nNUEoHX5xtk50duPkzCQNs/u44YHlK\nbDaCprgoPndjjW2NG9tzHn2HeSw/G4sxraZIv9Efc2CYw98uvohsm9fXgZkDb29vEIsW6dLS5QTl\nPRab8lPGPIqeCtuT9nNSBDTXwO7e2MVx8+8S8K6CrwyHGb79Do7fQ74NRX0MVMf6+P8RFMTfo5g8\nPvuc+kfmbgQxe8/W78sHWN/B+iN8N8GrA6Rb0ENldIpYaJaaClV85eBpj5HBmK2Sr4Mv1dTrEXW7\nouuAVIHCkSp27Hnm5A5XFa0TNoKNC+ZrfEfDgVAdMNIV+kmyqYthzOpsuKjFXGw+8RRRi9uY1P17\nSVPDak5KoYkRZRAjugXkpBmtVsf2fw1lLtrnjffTXr+HCaABSGWy9VnVs0pTLz+6FHEmaHQ1kVMi\nz2yfPUB5A/q9kL8V8m0fl/YsXZeruX2gMkYVlC0cNuxYnLBST3rNnUNk3Abw5WxTduAlXZm+MZob\n8EVr88uZr6rz5ePiSVzseN2I4OeaVpkp8wQ30r0lvCB9kb1WTpDuQd7BZ/XfVhckPRv4Oj3CeQE9\nweTsltIVPDMGdtwqzzePz5HGjUfDp19u7ellOvgaLUD9fm/DCqpmmXeuzNf8AfRHtpsfbAHUnijr\nGouhw+f4/cfSzkb5nFTe2dgtZ5gPBhym0Z/ZCL6c+Rp111qmXIodCfdKvUXgrLCeoNxhgYw/hen0\n9MK2f3LeMf89wPsBY0RXmGc4fgdv/wbkO1r0CNljU+ByXvjvfmqPdLwzdaMe4zXwNYrOokgeLk74\nu4C0fr/+AEuB8x28Sga+5AY4mE5XKTWMkGeRzHJMY+YRhFEZF63ATfYHsJTAmvn8i2I+/36GUnUK\nC7U+arEKm/+qgPAbgPKNdk/sOALVunE7AFPXD4piKo+7qBktYj7uioY8tUXEcLjTa6WtXyaqDpeX\nG8ZGKCQVpgrERM2XXiLcH8GXt2no4lGEmEkWb3ISsgp5svZOopWF2jJepfJznrJM5GSgrZi1AdOk\nBtBfC/kt5O+EfGPs2jXw1cV71s8OviIwi89GxrCB4mgMESNXVF1DA18TOQUrS9cXG1hWF0+P7f2k\nVFk8naSDDD+QJvllMl9ppswJvZH+Xr8gfZHgK5+huJjszyBOLiuc7+HhBI9nSJX5mt2hqytyLxjz\nFU+SLxWbvCS5FaEzMK4sf23Uln5/zrbpnDLIAvM9HP9E98wP2zZdA1nx+7jhRRbnL9gn6ztY7ito\nXiBlmN1i0akpB1/O7kWrzD2XEJE5i30QWMBIrC1nWN9DjuDrU9jOKDr8lDn1nPG6ds/O/C0PoA/2\nPkwzvP4GXv8Gjr/ZyW80LIGLzbWxeVFXxct3PU53BrunVDaW4/dE1sy/H8V57D+7TAa8zrMp2x8P\nkI4D8xXFjqXqctFFdJt61vqYQ82nmC/pDjMdaCkbwKMJE5MdKvCi16eoA4Xuf6WJHH3DdeZrBJ8j\nCE00kaX7ELsQ7RUsZ1UoUt1MGPgSpYn3kxYm02BvtYruORIWTWLDfNX6pMqc9Ty1+d4T0Q6+gh7a\nvvrYaLloriayGPNVJjELUelArQQAlhnieVbmayWRZzEDB2e+XkH5VshvLN8sW/2pKHaMzBekC2D2\nlO5VF1nSDzC+1jexo6ApUdLU3F40sWNU1m/MVwCnLwVf0K0do98W7KAyWn/+EtIqM/mQUPew8XNi\nvv7tCnIP6Y91U/3MqWS4fw/3Z2MyPtzD6x/gdixrXMz+ksALzCDgbCADpcWvlCsyZq3Mj55gfajg\nsloAvrqDV38wBqw/MHzK8En4f7x8YdzXrf2zpeVHa9tS4JsC32e4ib7M9pgvX9QdTPk6FAGAMzNx\now3GGWuGhwLvKsO4/AgfYn99CvjaY2o+lvaYxj3wEj+vsZU15ROc7uC0wpRAH+H4Ho6vMH8T32Ag\nKurJeYobN2yVyaOpv5frG4MfpnyDjXUbrWlHnSbYsmARROj+9+kBpm/gcGugqznGrcryWtJW7BiY\nr013hb5trNdo7Vj3P0RpSlLepmjoob2sPIlZxJWZXCxMjBbpTNHOJGnfRBAa+9nFVl61UoEOhRn3\nqzUkoVsMl8r7TSCzkTFJgWwlq9hA235vwKmJHT2E0aDzJapIFqZVzerYmbSsJCOoLoG895mrewyH\nlY2rCZVqdEMVm1LZW6nO/YMzVuQCQK0ys6QDS5qRVJgkgyppBT0p6QwcEuVggGPzbGO9Orhyvika\nIIzMV0zbqAqh/YGtVqBIj0fawJcztcNe5W3+qQr3TawZ1n+rS2rA85eU1jSzHibWVxWs/5zA179b\naC4R5OGjt39yUoXHD8Z6LQVu7+H2BzjGssaNbG/z+zMnVQNgWnW+4mK4e3/p9+cFTic4V/B1+wFu\n1BiOywfr516+IyAbN/u/MCjNjwa+coHfKNxk+C66inCdr70N2g0LoogjnPwb80W9L3j0Xyr4eg8s\nj/DhR7g9s99nT6Vxk4mfz0lPjdXH7hnKKSssD7CucDOb7uO37+nA69v6d9SVi6xXZCiivuAeO1qZ\nhAYOol5PBPIl3B/Fl35FQwXoY+js2BrKmEDuYH4DcgtyMD1BhL4hD36+tMZk3IgdY/8pFbilC50v\nAxBa8wmbYQSMQRyoSViniWWeWNfJwFdO6Ayu0WRcVayCM3Ju8RjWgwi+HABX1soYq8xEdYQ6eKB3\nIJVqMPCE+ctz5fNU+1dRpgC+SDSY6szXhauJ2gepxntMK1DjS0qmx08dQbYfqtxQaodlb+CAZIxd\nMQCWgsh0dIrrf3vKJNZkAcNXOTDJgopFxEhZ4Syks41XOewr3BsA677h7C8DX+6W48lA7IQYmSP4\n8vkiHUxtwBf74YUsePxnBF+1Hl7NQjUq+EWCr0R+JawHmH5W4Msdnz7ai/+5k2K6UOdsh7njAxzO\n5gfoWQ//hZIC7owe6glUtmvUtftzMbcIaz0BHu9MtDq9BCw8p6J/oVSKiVSLmqL9d7kyg9EDfxQ7\n+mKR2DJfcYOK4MuTsmG+lhUe1Jiv+5Mp+s93L2jAXn/+hRnVVqxaX+YC3wh8e4L1ju6/7Bvgr+j9\nGvszAiLY+i2Lm0cERA6mXJnYDVuiEYL/PQ33HTHLoqXW70Mtx8fQxy+CrxnkHUxvMEvmyhrbPmLM\nlzFNW7GjNrHj/tBoobFmGhYoFUVEjAnSAMBiXwQmo1TwdT7MxnxRAyRX5quDGAc3fgUR00Rzit7A\nV3BfAVa2FK2xG4MfrgGkG/NlAEkIfViZ4ZTrTWKZlqQQWK+Wx8h8ac9bVjXlyRCw3lXELhjhqEoQ\nWaCB/SqN+RKmbIDJ41G6d3u3r+zhiHqd3VP8gjFfh1QgrXbHClNjvjqYac9e6HxJHQZzIDvXOJnW\n1I8zX639e8xXs16M19SDuCvbPuLzMV+N1m3gy3TpVn55YsdFZtZj1RMsghw+dVO19EX22rtCD0z6\nZyojeh04rdVqjo+SBX/xNKrafOwV2jtsi8KpWBtfNk2+rORtfKzgsp2SnRFxMeLosMpPkb4xRd0r\nz8NTofkT09VA36LVTZdPnJ9B8r5Manp05dHArB4T5a8E/hrkXkn3deOMYly3xFIuHRhHoOuXu9C/\nqZ+3tRJ+v2821YJIX4O+srIaqVRqPgXze3QrlFtjd+VeSQ/1bakARN4Ar0Fe0Vm09oK4n6+B+Qo6\nTE3GsrmEJraMp0OP4SM0ANV/Gy6ozlxrvEAxPS8tpqBlloUx0JFl0livLbfU6pbTRJ4T+SYxzYVp\nyjWgtcU+JVuAeSnDylbFjr4obvzhZVqIIamsGAoymQ5XSX1VSRmmXLbAIYX8C3Yq9JTZGnUM7dll\nRTX0RWC11OvYRI79vqjrtRdSamXmLMZ8ZVmN6amsoc1PQXMi6yXzFV1YdCDaQ377SD0NviZjzTQw\nTINYObbDnas25osw3xyYan9mW7dPSbIJd9XqhotAf3ngK8tU3ZpU/dAXEkRfZK95uLs/py53fI9H\n/d+fIhX63CmuSYMQ5FnP+bOOQ34OyfthVWPA2inZoyI4kzUyX5Hx8o6JJ8yov+aAolpIaj1Fj/vA\n1558Pq2VBdPVGJv1VWL9zYT+DuY/ZQ5SkJNuRYbOSLkrj3hi97+9kMhkvQJe109hG9Ghbvr6Csr3\nQnlrwCq9U3hvf4OVX14L+W1ifZuQR2X+U+kuEpxhu63lVBDX54YBL3JwlCpaRTVdlKXxRQpXY77C\nW2Ue4Ssb5GyEtz+KuTcER1WI1qnWJxnLVLQFqY4szzZAT8hIP6g5AAAgAElEQVSo1uksM4+HG5ab\nmZvjmdvpxDEtTFo4ZCEtyryaSG2Tah7i47cTx1UqI5bavYpOWPgu74NVSVWva2MgUUXMUlUj2v17\nfvecwfO+k/B9EbcD2AKvpmMn1gbvEzro2fr5GnS+mKtbiBCuB/qhrM6TEUCNAMgBjlW7i2Dd9cST\nzJezV/F9CbEdO/hyYebcgVUUO+Jt31qEEur3KWk3XoF0eLkHvnaeuEjPqcvnyOc5eXxKPm0u+cHr\nhYzGFwm+xlCCf8kU2aW9A9lfOo1lf2ycI0AbVSj+uVm8z5EijloJYllnvh7Zgq+Iqm+wGX/DVo/J\n/94TOwbwVSUyG+f0X3uK6nClVNYLYX09cfrNDL+zE++0FPOyPooNb+ibbOzH+OJEpuwGA0KuV6b0\nMXOjiGysV3kL5a8xEeOdMH1Q+/3GLn0jrL9KnH87GzNXVqb7Ypuvm+k7+Hpd61JBoo7Ml1Ml2jes\ntqEPLIwW2+Q1p0vmC0VFm9K8fc8u+KKJwabGemlJlbmpsEKjIKtvwBfMV53vSzpwP9/ycHPLN4cP\nzHPmJi0kVeacmRZBsnY9q508NuMYQXEVDzaR3gSqWtFYnwNpNRDW5kU0nKjsWUtxod9b7OKC1u6L\nouHgfsMNHDZ5bZmvvAO+SgBfq5iz1E2Zq7Pfl8zXJaDrR3cvmQa+nmC+dGCvXEcy+oWjx2q8YL7G\nedrq1+dYBIefkjasWRgTcySbLsDXDi+7mz5Wn+fk48//ufPpv2oDXht2/AXpiwRf0R3Tn0u642th\nlDr5Xh3B19cEWiLJEz+DNOGracu1FPW829jsMV/xBB075sjGCqyBtjGupTNfQRzmJ24nBp4TD/tL\nTn7AnjDdx1Iq81WgHIX1uwn9XpjvM/pOrC+iDpaLEN2NRAwDM54CnC1z4OYgzJOfshxV34B+A+Wt\neVDXRB+PuinpK8jfJpZfTcyHQnkvlvc6lOUAzHXJmihLwHWsfENRadaOZdwcIhVeAVi0flF/2RJB\naT/0xdA3Gz9VapfnaxLMsQYBaCCdnXGWR4WVidN05H6+4TidySmBmBWiZG2Lq+ydauNCEU8YQQQp\n9Z0ydkkNxEZKverdST3YKNDiSCYDlZtTy567mhF0tT73dtpNUdneLR5bXhofc89kXewYGUsX463u\nLsLFbKFcLfvK65FR61u8h1zq36iD7CvyBwdQzT2Jz5Pgx6377BoU7nVfpHhpaPAZwBe0sXFQd+m1\n/3lg5zlM05eYz4bp9JBQL0hfJPi65c/LOsUD/Ezfe11Xd2S6vxbmS4YrAsnRufjXmmL7oispU97D\nDDWugS8HCR/Ynu6jDzBPznzV7zwM5pta7s8FfPk8uQUOlcSQBaa7wvEPK7yB+X0mnbWjzgZe6P12\noluXujsJZxYz3bLRQfIjffWJgcaDe4H0HjPRPZmbCH5HN6gAEzW+K9zcrKR7ZfpQeh7+Mpdazms6\nKBMCo1UBWNXX0uKbYO2d8aWS0HPNCVjoUfePVfz30F+Dwr093hkcB4ON1XGLxrotRDGSjpt4FQMe\nzguv7x9I7wuvHk7M59zmulTfeHJtIfCx8nF00bLvrf5+eLPH02odXwd2moT1ZmJ9ndA3wqyZuRTS\nGpCf18WBhoNmYTvXNvUNLiYIOk2jl/fWNQ5ao7uJS52vja8ud1oaGMtobRifvQ58uk7anmf9bdcP\nelU+HoEJayGLBo/5DhY1js2m3TXu5IvAl3QwGi3Dhea8dq9NHwM8zwM7/c5recTP6/no5vOn5uN9\nifKiHvX0xYKveGj+3Emwg7DHlHbH8K6r7ff8cwMvhjo8h+CMe0R0fh09AXzNKZIP0aCrMVgf6OxG\nTELf8N1lwahvMhZUwZf35Q0GvqJh388hCXCrFXwVTC/oLiN/AH0N8/uCOPjyzdD7zj3WxzBYfrLx\n32NHOQCOLFA8/bjC9wnSewURi+F5o8hf12cfgEdIJ2V+XwMzn9REjg5wCHWdsBd+YbsxN7FivURB\nO0MQ8dkuANNI8VValJpPSdvTW9Qt9E6PwEuTXdnq0hXre7KsXIsoLPuhjON5hQ+PHN+tHO8XDue1\nv/yLATBiH8XMvY5xHKG/Tw5oW/0xa/TxgBPB13Hi8c2B8ka4fVxIp8VcTcT5EMGXi6eFXeXf3qVR\n5Bj6q3ZjJ662AC2CME8OjNaqS1VqcOwIviyo9SXYeEqRfVvudBWoANUJbABfsd21LubU1IHi1qu+\nxmdD+RrErf7/pyZFukPfwHR268t98PWxPJ+TvsR8nG108BWsOz4pfbHgKx46PndKdJWTGyy84Qds\nTf+S0si8bdb+j6QonoOfD/iKe1g8lF8wX8/JKLJjw2l5j/m6wQiUPaLsa0xxbjXmq4AsyvyhMP1Q\nzFLwTAdfzuC4ophvzN5Xzpgc6r1ugeqd5czXwJZsrmLgC4FpVXgD8g3wKwxA/8E+5aTM7wvTUgxY\nPGC6RhHwOPP1is6INuAhW+arKmxHANZ28fHla6AtNoSej1+EMi/Al//s+kq1LhrEihuxRmdSlJB/\nLUNUOSyLiYnfC3JfSCfdsrzO9O4tBFHs6OPooMjHLnTdxdUUMWt2CZbjxOn1gfw6kbJyeMw14GzI\nM76D0f9bVA/YHJBk0xdNB8fDJg1jFfXCIgijZT81lwlZgtgxArCEhaOSS9bsKeYrlvmUy4cSxrud\n/AfwVUSaS4wIvPqzvc1GzGytPF/CfAlUMBqYL+/XHSbwl5A2zJfqVb+bH0tfJPj6zQFSdV6WDuwv\nFC+lxMREK7cnuw4LTDdwc4STl/WxTfml6Tn5yPZvTVhQU4zOl7iAjyksnrLavVIXUr0BPfa8Lp7b\nK3/v/2vPvSQ9t9xwX1mhLJBXC5R8W4kGFgw9v+c6+IoLWqTQwgK7ufeexugcCrxW+E5qPx6hXAt9\n5YvntTr4Z2QRPtLui/w/ds+1cmMeiul45aqTPsOcsPnzqMh7LJZodDsQTwLXHJzGPnaLuVHJ2udq\nCnnHa7E5HK3tGsP2AQNfBVgU8finXpb3rbOdUay5AU+xrm1H2ShzN1EOIU/vz/E9lG0+m2ciQInA\noK7cTWdJaWLPrvHV72kgooKyRtip9Uda1GKKPdDl4hE8RYXasX4OrCNIC6zZRVv3rmCNSjK3FNNS\njKk8F/PXEvNysLZrkBDK8tSwdWC8nNGqwcYdgG3Zr+5cdU/sGHWpCp350nqQKLNYLMPh2SheHJOX\nN1pa7qWNL629Pnaxp0ys0l1NRJ23fgDoz38OnS8LZcVmnbRXxhXupxdvx19jimLul7vw+ELB19/f\n2kk3fYP56YGnN+rnpDCRpYD8QAtfNL+BN2+hfEM/oSqdOtp7Xz51Y7xW56fumQw0cayL7MlYiF0K\nyxe+E/AI+gjlAcojcID0HaTvsaDCsZxxQ/XPvfrG30dabu++a+3bo/SeKjfko/dQ7kA/wHczvK7j\n2USOP/I88DXWdw9k39E2seMKbxTWBOkNyFuQ73bKeAoY6XCN5b5kjlwra++3MZ9i84RHO4R8C8ze\nR2cMfN6xL56NYAK2G3q0iHDfX1E/yK0aPaJABF1ehjNrdT5zhzFea/0/xmH1OHgOsCKw/VCffU9n\nwfyQ1ZTue5vcPcSuFVP7SraALf4eP8d+ihEVhOCvS3q7m2GHg6xSWY0aq1C27E0bDgezMdKD97kb\nmXgfReYrbvCehz/va83YprFt8XLW7AZElblkbu4W9CwcHjPpUbdi6DHqBFyy0hvQKxcArPWHiNlP\npOr+IvRxN1TYB1/NYSldf0orE6ceC3SS1v/x2WvMV7NkHQDYXtIxn7FfITBNXd8rOnbdjJP4/YOR\nxgs2z1J1D8dDamkGADP9jfnaZSsfT5mpBmOfyDpRXkh9fZHg6+9u6+b2a0zUMG5YT23S11I8QWRz\nsrw+QH4w8HX4LUy/op/0Cl13ZWSL9oDHxSLB5QI3po/dcwBeg76x3+QDtiGerzx7xjaZO8jv6yHz\nDHKAw1s4/I0Bh81i65ve2Ia9+uy172OWSnv1/NRyY3//iJm452o055uKg4Xngq89wDcCJ2dYFjhk\nA18iML+G+dcw//WV/nkKnEaQEWn8vRN/bPtY1717PgbAxnwW4A70DqZ7uFkMhBHBrIOWuCHG9zCF\n/MvQByMb5fp2cy17Hp4dWcF48Inz5Rr7tsfO3Yd2CEbxjeW6tWP9Lnq4bz+Mc6T1586G2dogW+Dl\nB7pBNHapv9WZGiVRPZuCDBupdPzX/HM5W+iAd2IffEXWzuehDs8/0tnC8Z3ae1993jfwBYeyku4M\nQE65KtvHsiPzNYIvhu/9AMZWmd3EbhV8iYEmFXq8SBmt/vaYrx6A2nSvDGzoZOCrHCyw9vPFjgao\nIqh7mvkaANTO1ZivjcixhzTajE3tAwdsP4n5QrohQxiPLfP1CwJfMnUAptU57gvSFwm+fnvEjuG/\nAf6W/jL6S/pc8LVZCGmLYFnh8R4e/gDnd/DqDbz6Fdz8Lf3El+leuKN4aQ90xMVn3Iz8+706j3mM\nG/CMKae9qb+5ctp551nBFsu60K7ZYjs+JgNfN9/C7W9hehvK8g0rWjFdAwMjUxMB1LhpxmfHhXQP\nfMU27IGQ2OdunvoB870D5CiO2gtTEPMZ9CienEdVsVtPICsci63JN6/h5tdw/PuhfrHv4pzda8sI\nYJ4CnntgLa5xI1MwPh/vIZR5Bv5E9yV0z6V47/1Q5xHExc8xRfAlXMZq3HtXPMX+GKMXHEM+I+AZ\n83Hm647OkkVzap+HDTT7FvKRreSpOqcr313RR3KRYxc7OgCMG6ayZXu6UYDEtjijGK1PR7FjZM7H\nA8PInq10wDyO81Pv0ASiyrQq02PZroUxReX/azpeI+ANALlEABYA6YWe3IYx3FqLjrpgUd9LJ9DZ\nrhIU7n1mXAc021BGI/gan+ljHdo8gi8uYzvugqqh7dfA13OBmHm4Zwu+tPdpbuDr5ZZ/X1MqpA0A\n2wlT/6z0RYKvtkB+izFfURS4d+KC/U3KAYaGfA+2kU7/CMfXkG7g8ArSt7U8X+zdmeP3GPiJC/Xe\nZrcHOuJGH++L90RHhLHOhM/70E4HY3uL/0xTOK8HPlLCgnF7f35PP4mPopop/BYBmrel0vCXzAF9\n0xa2bEQEWePmk8KzOdwzHiRiPh9oYqNTtmDXD3WTkYKJZZ8CXyPweereBbSCB32gOiCF9MqYL/6e\nbeDfCCqiHpMnofs3mcJzvknG+RNBU+y/6KV97yAQHVqOulo65DP2lYOujAH59/RoAHFOPsXExfsc\nDPjYervj/BrzjMnz93ychTmzBW/j5hzTOwx43dN9i0VgPDJ21+oytnFvbOPvYx47320VolN13kr1\neuFQq2/JW1cTVmB1qL9dm6Ilquu7OYsv7Aeq9ravbOel9330gef3P7UOP8WWxjRauk7h/sjm1bpY\npIloeBDAVI3vGMMLRcA6KsB72nhTGw4UYjcgNeZn1PkSdABuaTNaY5DxcexiuqjDCNiTgaBMwmNJ\nel4X/ujaUGyNEraz6bmAQblQ6HcwWJm4CL7SR1+erz95/y8cOHPk5oUGB18m+HLT8O8w8BU3kZ0T\nAQz3OEBwgOGLZPDIPX0Pxzcw38D0uoKv77AX3YP23gBvseDCgzXWBuiN7AVcbr4j6IiLi7d5Dr8p\nXfRzV///hu5oKm4ecWG/6XWJ4Cu9Avm2tsf7J+p3wHZz9Bc/bnzub8HFGF6uL/Ruyh9D+ETrKb+i\nw814yo4LTkxxMf+RZgJ/yvBuhT9WUUo6Q7rn6RTXho+sP5rtIsO0wLzWar+Cm18Bf0fXP3I3FqMr\ni3GDfl2vGwwQ1ADym4XW6xk3Mg15J7Z9EkG+OxZ1ZmuP6fA8ouJzBVz6nqpwTxfVxX4b19Y98DUC\nG69bBPZ7m/aYngI0snPPXj7vsHfongaoN+/MCA7KTh57yed2BG3XmJtY//B9BF+N+Qpz5nJL7YCj\n7n7buIgRePk7+YjNA58XDr72RLSROYs+1/YU7v2ZvYNSVNgf171x3EfwFd+XuPbE3zUC0XpVuktK\nAKShSjEs0wi+tgxjr6NEMF7ZtlLdNgiX4Cvm4b9HqPWU+O8ClI1M0wB2tszXdbHXXv0ckD4XgG2s\nP8Nj0drRc9dfAPjahqM6UH524CsyX3Eh2ANf8TQXvXC7ryFfZKoYUYqJ39Jru09eY8DmO2yh9s3N\nwddvh/wjEzcyRT6f9xaTEVyMPnUiYNRaF78KnfX6hu3mFk+8wYO7iDmX5oAFFnbmy4GPMxyPNa+o\n4+btiqIjN9l/zdaX1gigPB8/SUelXaEHVr6h62o5aBpBCEP7Xve8zxl+PMM/njG/UPe1vZ8pKTSf\nmbd+TXDzCsqvMObrfb2ckfNxjHPWU8L6/21tx4+Y2O+O7TwagZePtefvzNo6/C50B3aJPrZx43Tw\n5XpXEei7paj70nJ9r0/ttD3W9xpT8pw0zomY/8dS1YFsLkgi4xPrKuH/j7Ff8dnYphFs7d2/AQWB\n+Wre7e0e0b5Nxvs7e5IQpLFeMq4DUVR7oh88HXQPDl9bPfPwuwOgyMh72hvPTDeSiGxwPNBFrBCt\nWaNRh/fXjpf9Fth8w+okUMxPnfdhreSlq4mtn69d5ijisMZ8uV5YZ3r2mK+eRYzt2Md7r7zNs3tg\n1cEXHl5o9Kx/nfmK95TKTX2KkLDV7Qr4MjcWW17t55wi+Dpz5KWuNr5M8OUeqd9iel+ncI0nAp+g\nUUfBA+nesD2FOSAbnQW6E6dXdOdRlX3Tt8CvLX+JgWajuEhAE5TbRLkVdBLSQ2F6UGTRXo6X5WMV\n3aTfhLLjwv4nuoLj61qXb2t9/HlfJO9pm7OzXlNlY1KMqecbdKYrJDtj6BuzX+7CYY+52DvJHmo9\nX9EZFHeW6PdGkOdetN3tQBRrEvqiLr5aLT81G/N1X+BdMYC0h9t+SvKioYchnIAsULywqEPkOoIH\nOmCN4ppEB08O3D3Q9J4eVASvhX6omNhlAxqwjcwkbPtzBr0FvRXzdv4I8kdFFzjXK59Bqo6UfKrz\nuwhoYB90feoAjYeWyBh/rDqut/YI8xEOKxzHDT5inAq2eWobGZ8b2xYBdPxOxmwMFPT4fDTghe47\nMYhxDPv9bN4RnxflKJTvTZyZDgUR7X6/9gBoVLaPYCiH72J6CnxFfbE4t0edzCF25AZkRdDVJAli\nQc0DkCkaohJUvTnxcaIDjQbWdOvQ9Brwqh1u646LO9UAzwi+zPdTB1C9xB6bc2ul6tyYFxPcRcSF\nLITxMFdwHXBuLDRjpXcBfgjD9AkwSWBX5EhlH93J6l6u10rQi05+Kl2HiP9c+TjrGEHwS9KXCb6q\nlR/fY6yTK8xGpimKtxIdIJzrs99im5qfwqJ+y2Kbd6lipSSYP7EbNgrBGsCXVPcN4nn5olEXLp2E\n9ZuJ5a8mylE4/JiRP61M97oVTTrwgA4YlQ4YXRzoC1HdzFWsLvpb4Lu6Od5hHqYj61VfVMHAF9Vj\ndDpibiZe2/N8W59xvR4HpBGMHungwUVXJbTb8/dxceD1tvZbZVOEcL/3hYsnfEF3xsgBhtA3iLCh\n6Fybuxrz9VDgTrckxOdKcenwbrkFcsZ0wdyc35laZyVv6WxeZBW8TQ/0+eOAyefyNDwTN8ObcG8U\nx0SwEw9hEez5IeEI5a2QvxML2/N7ZVog38GHB3h/htOjzSvJINd8mT3VafHaA10vGaSR+XrmAVtP\noPf27r5+Bd9mmPdY41qvCLw2opkAzjaXf+dz2us51nEHqMSN0QFEY742G5m2+80ha3eyugu86vqW\n3ySWNxP5duJwn5nvV9IH7e+vZx3FjXFN8t99PRpFj3uHLwdqkT3zg1Vkvzz53I7vutdvPGD4Wqsx\nmHZqgKoBrzA2vRldPOngxeJUds7mIm3miPW3A6inma8OwKIW2HXwNYSM8kOdW6r6HleTVam7sdjV\nI2tgcRtY25mvWPZTSWrfNVcT4/zVS/AlQwl73fqc8p+fz8fa0N/mz5HPaPTwUjODLxN8VeZLvwf+\n2v5vjjTjScrFZ3FSCB1gfINtgFEJui5QukJZ7USDYErpkX1y8PUd6K9NpCX39feHkGdTthbWbxKn\n35g3Z9KZeSlMufQFJ+pMQdf1UbpI0Zk5X0jd2jJZXUoFX2miBrelLxDBAkwEpgTJjQwcfL2x57Ua\nMoj3ny+4WvPxYMR+gnXxVaErPPvsiSxYBazlNxWogjF0vgBHkVn08eOAz8sltCt46NbZmKd1rQr3\n2kM1wrP35E9ODrxWzLpSXZ8Gel98g7G1b9gaJYxMywNb8OqMrLN+EaA6mHJxuh8QnPWMeo06PJtC\nvr4n3EL5Xsi/FfQR5v8H0gL5Trl/gB9O8OFkwCt5kPJPTXuD8FNQ8QjaIvD5WFUyzZHs2wXmbC5D\nNsDLkbs/ox14bYrZG8tYx9jve3UcAJiDqQ17oVYBLz3WYMOlRCex43uyAquQXyeW380sv5rgHzAn\np+eyZb4icHMF/RPbg9KoHxZB9Qi+HKRFJ61RSjH6TRxFnBF8xTxc4V5pDFRjv7SCsBYPatvte8yX\nufAYqcmd5IAwY8G1a5kRfF1aHhJLw8SOWxFg2YxwB0dAP8jWw5a4oUSL9RnZr4H5CvMzgtQ9Q4Pn\ngAZv4wX79QTzFTXLns75acDznHzim3I9n40jjxfm09sV+/Lnx3xFMeAbbLP6wKVYLG5YUQfGN/HX\nbBclpQEvXY35KhkP6bZl1Cpj5GDAPUhfLFh+GktQjon8TWJ9kyh3CY2nlihic0enno+y3VidiYr/\nT5i46BvgW9AHuvm8L1yROUmVvRj76zj0zamWEzcUr8ttHQ8HdaO4QrblUWlyvcWAyEQXhfo90Zpp\nCXl4f3vZhP4J4FoTFDX2aa17iauXjPvh50pCNxor1A3A+9znTASPr9nq28S+XUNmt+zP59FaNHoN\n9yvuG6Nxx7inhEsPYvPojdQ4eIqeIN/DwyP8uJgenZxfhru+tLQh4bIxXxq/jOBLILqaeHK5Htm9\nkeUbJ+K4vwsbH0wluJqw/Ed6zYsNOjwBgLlhiDh7tVj++VVi/Xbi8Ids9/vLMgBOXxubf6/oXmLP\neMTbtKdw7werUfS8x3z5fZ5XnPOB8d4yX5X50dSu3h8DUxmq1Zgg3QKo5lR1HKQwR5qF5RWx4zWd\nL59FXUw6iv6icLLencJ+FPrMhrvff8mkhXq3PztQG8HXc5I68GLbNbFNBr4uWxYrImyHpAOv54Ov\nePYa2/dUEuQz5WMtjn3/UtYLfiL4EpF/g9kTZWBR1X8pIr8C/jfgPwL+DfBfq+qf6v3/A/Df1vv/\nO1X936/WquoL6Y+VcYqx41xUNdLd/rI7UzPRGZvxBFWglArAFkhutRbYGDnV1v1Q//YNNeoo1EVF\nkjKfMzc/LsynxOFuJZ31csGKThaXUN6pt3tzAgynzhQs0KQ6AG3iVF+84ksbre+gs1bVH5ZkTOn7\nHVtLxegrKHrU98vHYdyd6sLrlnJyqv0Wffn4WDkg9vkewega7osLcR03V4JHO+7x4v9cKeJacRrs\nDVvm4YzNIVd2b2iNvqnENSlu/t6n0EGd93VkNtwVxLAhXQVfhO/UFpD0J5gmRe+xKA93oCdYFhPj\nfviJffWlJe+GE+ZcuQXK3sM3GpfoPWqn37fp75H98e/j/fH/RtJ0kZO7mqC6NRg3p7jpjsCrOPg6\n9/cv/fvCMa+kf1Lm32fS74vNz2HtausO2Jx14wQvfpy3nvbEjnFOj/0bD2nx/oQd1uK6MLwbDi5L\n6Ju2gVeWxxbGUFbot+39Aawo1Zqve7ZvD8d1tQKfIi4etA6MDIjrVV0r9ynwtXHSUMdRNayfoVoX\n7Rnnpx+0doDXp4KvxtpdczWBA1mbKBEwSavtOH22wsmnyh7zYTefpwHQx/J5DnvW8zGW0v/fxpn4\ntPRTmS8F/gtV/SF896+A/0NV/0cR+e/r//9KRP4F8N8A/wKzE/vXIvKfquolWeFszgOIm4q7fk1U\n+oy9GC1lfJNyyiIqkPrpqYKvnM2NQHMZEM3yz7X8P1AtXujAxMtr4Avmc0Z+hHIvzO+zga9YL9gC\njqiz46I8v99p9/q7YHVMd7Xp93WRdU/hkYGahiuKoir4El/o3tGt2qKytrNS3nde/wgU4mm//i4O\nfO9sAcHj7kXWMIpHYt0i+IqL72DtpMXYrwi+9rDg50pCJzATdL9pb9gCcgdfynXwFWd7bHN871O4\nb5zX/jnmMW54XvGxb7OJrCkF7gT5QZEPSnmEZYVH7Z5WoqTpa03xPOLgaxcsuFGLApvNPaQRtI1i\nx7iv7R1MxnGpYqQNmGqHyMuNJW6mGnTEtB4idcXcrTxAulNTefhxZbopTI+F9KBb3dcRfPn6MO5O\ne3vSU9h0PBTHtXK818Xur+s9D3S3IGHOalN6p4sekSCGrF1cwXXkn/zyAOYN2CoNWGh6YswT9nsI\nVSSV/RrFjl2cGMdsC8CeYr5an5W6lsag9A6CQhkXHNMuQPrp4Osi39QPDuZqomA4+hLodPbPcxxh\n0PWyCXd+Kfn4GEbb1ZekzyF2HGv8XwL/ef37fwH+TwyA/VfA/6qqC/BvROT/Bv4l8H/t1ipjL+KP\nbOPDjSXHzSUCnEe2AGakriP7dcZi3O0xX+9BfmBLl48x5ARjvk6FWYu9/I8gznyN4EtCPr5BR8eY\n1PsH5ktOWLBjpYW+aflFSn8PfBH6o4S2utd870cHgN4PEWjGBXHvHa7AQB4MjG6YGn/e2+jgy+s4\ngq1YVvwM7BcKSfedb3/O5OBrAosYE5kv6H3kG1dUOv4Y8xXb6d/FMYvz1oGXb/RRuXuPbfD7fBxX\nzIFnUQPu7xT5IxZiqDJfj5X5GiWZX2uKBPBJ6lSMIGBkZ3wT39uEGZ5z0OzfBRB3dZwDoOmBeSso\nCK4mtLoUVwqdO+gbXkFw1xQOvkqdd1IPP9OPhakoWua1Cl8AACAASURBVLIdGCbdiq59Do3gK75v\nGu4b3/k98OVrka9nowhyTG7t+4a+DvjaHVmvuGZrBB7SLR1HkEAc3u29GtivkqrocgA2rT3OfAUg\nM4odR52vCJ6vsV5luGcEXxQ2kQpMouosWWRrhkEIwCuW/RLwldCWT8wban+IW1L69Oitj71AGIN4\n18fSl5iP9+HoRPdT0+dgvv61iGTgf1LV/xn4nar+h/r7fwB+V//+O7ZA6//DGLD9tGInIBeJOeAZ\nlTd9ozqH+3xzjyKaHPI4magxZ1gVZu2beVtwfAN1U/XIII06EPUFlbNaLEAZ6hLuaXo90HWCfOHL\ndBGh0AGS1+mEgaVS++aB7YbrgCnqrwnb9jzSX6C4MI5gydGGfzcCWO/PqJ8UL+8jtzb1Nnm5nh+h\n3nvga7wWjIUEbgXeSiVFpQKjcZMENu/Gp6C00J5v1BS1b7H4h9MDNjfdwaozs7G/ogjFr9j2EcyO\nl/dNnPt7jMModtxLca4uGPNZA4frCTMgcFAbsv/a9b4uyJYReEVGNgFtYw43X5tTfu0xXuOc2xu3\ndqvvlgTgtc3CAYSH02muJiroysWMUDhB+gC8q2Oc1Rj7UUfWwZf7gnP1gjOdeX0u+Bq/83UZtrq4\ne8ktv73//TD4wObdKmfIC6y1re4uQl3nS6UvhY4TGgDrfVZUKKWyhv57G/PBYtEZnon/v713C7lu\nWdODnrfGnPM7/Ke11l67997dvU2DdEC9sCMhLUbJEqK0faEXBvQiREREFA+XgggmN5FcKEG8EYwQ\nPBKUNBtsbUWyIDdpE0zHNjsdbGOHpE1276y91vpP32HOUa8XVc+op2rWmHN+h///v//f84XB/L45\na9So06j3qed96y3EAYjB8mHSh/l81cBrG4Cp8/3k1K7jrTOGFEyqz1dfeubNunz7JMKRNiegHgde\nwOhYbdEuE02BhzXY2YYqvXKUVcpDy2dXn99E7gq+fr+7/x0z+yaA/9XMfqMqrrub2XbdJEnvyz/6\nNwD8CMBfBz77eeCz342izGUlMoGMFuzQX0md0Xn/BvBLwK8T+Bq9sxpWJfoaaUJQMNNTdloeYBug\nMY3GsVJ2hOBIwVd7iDbBF5k9KnxdJXESa3fNsU0YkkProWXmDkzWN0o5W9DAred8hjAsk7mS5jht\nIzUtcmKWHY3VkTYtc0TwZcBZSDF4F4Zpc0FQRsiae9vvgZkRmEXadhnT4dpLACdXwPA1gB9KmVln\ntnvLWPFZrb8W20jLpopOwZqym8xTwYNLHibft2wE2/+yAC/61ASvycjbrekejrR4NpMHSRTga5si\nT8wm80I7v2rjtIyXflLm8mnzE+Zr3uyYmZ5oE+u1GYH1CIQrYNAzOTn/9FhxLloJvLSRWnA5V/Ye\n+Gr9xdRtoRX65WqAX85TeYHpl8CYmdn1BhijYfTscB8DYiyAKgLlUG1pNw1NEWO6F+YwK21dM1cp\nHx+AuADiwqazHQv4ihUA8mxGBp3jOya/FnxNZ1MyinxvgaVtL6bP6ozPDohI3dePcE8Ysk8iOscL\nZb3gwfJB41QgdQkU7NB82T8KSb+ruahePlrnuXzU1NjLB9CwsPvy4cTKNjH8P5//bXz/87+JJ3iB\nx/if5xtwh9wJfLn738mfPzSzP4tkRvyBmX3b3f+umX0HwO/k5L8N4Lty+0/n77bkj/5M/vWnkfgy\nxvgq4DOJDlRVUrq6U+UkSkeZr0k/ctJR5ow7LXUGbxUeRSee9nd+9laFBC0tcKDfUAu+ZEcTIHUj\n4FHwxN9ZH7JQ2n5q4lo3v2nb9UBnlE9Hca4hgGK/aJ5sD2XJlLHTdznK30ByKB6BkMHXwoAnBoQF\nMCzSp7VKJJsren1o3r5aRQhIMAJxg+RnBmCl4EulBT4telFl32MUepOt+swoY9H2CZ+jCxL+bqhC\nlujYnsBXBsEEX9Nc32mX901UZ5i2rfYHv2qBT69PegBrFxDTguwTLx9e9UJZrdNHjDtu6bu63gCL\nK6TAss875WZW+n70WPx2cXKTwdCm3Yfg2/IwPU++yOArXgObNbDeGDaxmGsrACYgYVvllp2RMabd\npWYGWDKrTTsmtcEMiCGDLzJfE/iKsInREiA1tXkLkgr71ZoiKwZF+yw0n7Irsz3Xst/EVj2TBrJy\n/2HgawKVVZky2JyYrz4OPwR8qQlVwdH956NG2hq4tvl4k6puk4Df9dnvwu/97O/hJ/H/4dv4RfxH\nf+xX9rZlK7cGX2Z2DmBw9xdm9gjAPw3gjwH4HoB/CcCfyJ+/lG/5HoD/xsz+YyRz488C+N+7mZNt\n4SQyWwi51CmbJjNdvivrcAHEq7xa9Exjq1lSwcxrNN7W+dmabztxtaOwpxz5fY+x4EW2isqXK0Q6\nsdP/h+YEBWstEGCketL8QB0rTVkrb+7V+s4xLLpAUHZGlVs1keRLAR1/b/tNhTGoDDgZEgCzAAzL\nclUhSdhOCkoJyhWctJLb33ObXCGFtVhHYHGNtPHhR5Lnofa5tq1640W/V8Woce3UnKPjS0NVsN66\nWCE4vsAUfDRm5msR056Lc0vtGwwVg/A+insCzR63QwJ2x+cEfrYVcZ0x6rHTA2KU3rvd5KeRJRgy\noWU0KvMRabmY5q91THHvhsx8DV9hmyntjbu59+xtSft8jcmYTY/jBbC+SuByE1FYL4TJjFjAU66i\nafZF0UZGqY8BIaSH8l7mSRBEIOVBTI5G8JWUecsqsWNLsP3SZ33mS8AXd1tyHgSq+ZJsWrlf2bPt\nF1WBVg3AbPp+n7/S7IHfDvH5KnG+tsEOAUxd7rqcqSzlnt2gaRf4qvOpJ/dSaz3uqZePnlRgOR9t\nk3dvdvwWgD9raZQvAPzX7v6/mNlfAvBnzOxfQQ41AQDu/n0z+zMAvo+kFv4Nd+/3/AbpxXuJEvOp\nJ62SoqJSWl1BQ778EthcAFfrFKRzdQmcPQfwJRLg0/APZN30hQD6q1+WCTvSKdPRM13qAKffG02P\nPP+QoII+UwQUVyg7Qwmi+CyGzdDnKdOk4FTL0qtDSxXdBHxZ83fccW9HKdhrIGxSAFkbAFumKyyQ\nHOEXKKcFnKH4tBB4MoI+gSZ3dfYU4xVSuJNszo0bYNwAfp2AC55jmz3cJ4ewIT1w6qjHtZpzWuWl\nzBfBF89qpGnnOpU/vgbGzJieOfCJJ1+6YZWO4wlcKLynst4AV9fpOkc6Wqg6B9Fnrl2i41rHi77X\nOs57QkVqwoZMoSZ2P7oCZZ7YewYbjpfA+DyBlC6jJM/n9y6/vROs3YJCmrWySTReApvr7NcGYCTw\n8LJZAS7ApZt9CU47xfuKBjNPgCoGxKEAGTebAJx5uop5sux2VLZFpbzCnstQg6AWfE2HpQO1jpCz\ndtXHSg/VrhYJVb37oK+9IOXs5kFn2uYxmncNwEq7K3CaM/Pp99tLDqA1EPby0feiQLRWTdXArgDB\nXj4K4up8WN8N0hFDN93EQLk1+HL3/xfAz3W+/xGAPzhzzx8H8Mf3Zs7QD/S1mpOekmrNSy1jk32j\nxgvgOm+tP78C4gsk8KU7Hsm+tQp6ToH2xm/7XesPoUyS1kn9regz5Si+GT1GibsXlS1jG+Sdm1WY\nAn0WmjwriqApY1u/Vmm14GuuvdqVtwKZOfD1Chg2CXhhAOwMsNMMxMj6PEE64eBpbg+CjlO59LxQ\nfa72D+MdOVJgXkssSlTw1QK2Q2TXeOHvu8Ap263XtloH7U8NmpkZMX8OxAsBXxH4hgNPB2C1Apbn\nmUl8j+XiKh0/9XINnDuwVPClc0MPoOwSvU/Hq8ouYD1lw9ARtg2oO4+smIMMnKboLp58o8YXwIah\ndto5q3mPp9fMbzeU701YPgWFI6aA2NwQMsLyRbaKYArYRdNWoDWzX3Cf2JuJ9aLvlUlxpv4o5j7m\nuIv5aOHNbuZLwITqr+qEirK7kAd81wCsV++ez1cNdnZ3S8rXOwODdSDwoi/cdhuk59wWfBU4VBir\nw/Jpi5zyiAK+9ueTzMs1+BoQMWDEAul8x7cMvt6ocDah0+ictJMLJ8Qw833+268z85XB1zpPWNNh\n07rtmvT3jhVs9ay5VWu7sgPqcmn+CnxUgdJXB9hWyvydjvg95uuF3L9PWifbtvwt6GpNq1r+tpw9\nUfDVgjIt1us0GVtAOncwh3wwZYWeIh1A/g2kg8mHXA5uaeepCTx6ivepmUZ8w2wN+BUQLW3QiAxE\nSZP4TYHXnjoeNEZa2TW+NF9+DwCvEvO1uU6K7szzsZoBOF0BJ+fA4hTvtbwIwJfr7CMIYBVx/8wX\nUMCuzsN75gwGqSyAwLbNyM2NtekxpVt7A76uczyzA0SboH3l36UoKASAwZM/YsV8EXgw5hmA7dLX\nptrpikXpKviadh22c59GxzeJjo85fyuvStOCnm3TlQCogPrUi8xkF/A9NPda87TyzN4uyx7Yme+H\n3E46bxEcN+CrF3ZBn7YP7LTfaR64AWgqUveNgYFbbpJPUnaaj7KPPFD9NvIgwdcXuqNvV7jtVtG0\nqyf9Xq5xA3z9Iq2GX0Xg5AJYfJlYjWpVHJCOeTgEeLXPum36uTTAlrOwt/cqU7ZBCtLHWFpjAhAH\n9fjcEnhX+Q9p/5s+t3fvCyRfpU1qDxtyu2Sw5NkHDI7EBL4A8Bzw50gxkLiJIoNUv0QFtipn/dcA\nXqU0l2vgcgSuHLi+BK6+Tj5nlEOqd6f+v6/2E4lXwPVL4HqdxtISwCoAqyWwOgeWz4DF+Z7nqShA\nbBc+/K5nute/Nc9Wn2qe7f298gBYDcDJNXD2EjjxpMQrgNMCMHDy7T+ikhZ8kZFWdnIPkpkUsZxN\naD5vGCocgIGmoGjiHuppjB5qLZ57bR+CsGwDEnA+BbtMAIWnkwE8BnjILVX1pbYZdzvm0wRyZd2l\nDxplbBn0pT3723G+eso7pSzAg+XYbf4rFXYDfGHwfK6jBU+7Mhuz4yisWb/nCPTqT4VE2tY9CbA6\nBIZcCr4CInjMUK8kE4O29dztUa6mwfTdNki8j3y0TKUN9uejptZk/r3dW/MgwdfvMH7SErWDeCvt\npAzMKwCUz3EEnr8Enl8nX4nwGohfApdXmOz700uwb0aae9Zd0s+k0ThW0xE7KjRbZLPSFJU/JADh\nXEUdIvPv83Z7t5qql+ZQ2XOvX+SLux4jEK5ROcfyZAT7ItebYGuBdMD4EmWHn5qUs9JkO/tVeo5f\nAdfXwPWYT1+5BE6+BFbrw3FRVT9+3rD/7y3/LOMaWGfwNQB4GoClJVNjOAfsGZIJd+45PfAF1OCD\n4xHYjj3He3ogSvO35r4eO9Sml6IsXgInIbF6gy6wWuAVMQ0kHtzclRbUKsBUVvgA4EUF5kmbVWXa\nhoB1ejISuj/oCjuIs5mq8PMhgi8g9dszqHtq8fli2AiPqfQWemsQYZoErKXJHlXQ1UrVUhdEwKZj\njdogq33wRTHpu+2dhw0YcwCewM44GOLKEJaOMAADvK5Hx5zYa7/6HgVfpXRWvZC1RPB4IdQN24BB\nPkE3I5RyFLMj/+dnKqM6uPdAk0Ii37q//vXN58M68/ODYr5+QEdmdTy8D8ntFx14vQZeb9IONr9I\njrmvngv17mlFmd+Hdy7bE0pHb4kSIYgMBJEB8OEe6jKncN+S+CY5vnve8ThcJ+f76ag7Q4r3lX3A\neO4dTZUhs1s8osiVlUECXZOej0CMKY9NTHGURgdWF8ByAyxf1fryfZMYc+ykdVJwSwOehORsP4Gv\nj3dk0BuQBEpkgRh/DyimFAWG7UBuJ/nWH4+Arhc7qsNSh2tg+QVwYsnZfqFmx04ZyqKmfeMa6QEw\nbZcDQLMqxqR8rSy0KihQ0mt4AeTFYbRkZtSz3K97D5wtR130hySOtFFigeQtUDb/K5gKGUxZtXhO\nIqY+DTURJdSExPmKYnw1FmAaKy3zFSfg0Ge/iuIuLJEyX3LvtHrMfbowbFaGIYfO8fxy+aT4y3FG\nccb0qeBeQd92KYG5nu/G+VLwlXc7Dhirtgk55xZwlXIBCnRovu2N+xY0tfUred0MxN02H2W+3tVu\nxzcmP7pIn29KoTnq4O4X18nv5TXKPM90D0Wxqi4C9pdN9RZQ65r3WbTe7WZN/qb6Oh7wvcpcGtW1\nl+t0HuiwI5/3QfgebJBCdnxkAIYUL83OUDYuqLRsVG+zhjagxqPjTlPdMNI2YG/zQ7tJpQe+2nv4\n9UtgOAGWoUSMqZ7Z7lrMwGt7iu40Hn/U+03+P0Am5eiyguBBhTPpCxNh1NdTszAu9MVhj38vxFH2\nEKWoOAWA0ezYHnFB4KTsTwK4CtY8ARsvTGcPSBkZKQFpGudrv7RgY+6YoVLhak0w4bKUtjY5zu92\nxPTMXeBrt0TEbHbEFviKMIweMMYBow0IljgwoPatmitXG/ZiqjxcYBvgUkNryj+XTw2n6nxC9S3r\n2QJBBV9RnuzQ4LYfHPhidAdgdg66kxhSxU+QOoLByXvg66EAloOYrzukf19E66HkqH6vdT/ke5W5\nNBo6TgP4v8/tqvhjADDmwT8sgLBCOjycBx6zgmxwjZQO1IfEM2NDAVvquBOwHaesPYaL9ywkPzY4\n0baKlknAmn0JhJPEjla4TNE6kXmlZPmIzsQ6Nzm1TNoeqcyO3LGnIPYQafTuHr7uvRTF1EUlhnzG\nIxnDXTWu2xmSPgG3sH2igG1fGhakrCDmzY59wNUCrwyKxK/KIjBcOWBAuHSETXpCYjm5y3GogNcc\n83WIeXKXdHdTsgndEMcB42bAGAYMISCGAIUxc7INPAmt1CyoT00z8vYrtxt89fKJnXLV+bTgqzzd\npv8w/X7b2f9Bg683pdQYjYCb5V5g8q2emnVaBL+hMtxGWjCln720+vm+AoSesB4tUOJvc314SN/2\n0gAlQsUCxbn5akc+74uw3EsDxoBksl0i7SRlrDSlWDWArZ5Tqmer6mkT3Lm1QgJyj/J3bbo2vpzu\n9tKNJK2TO0XLpBsoHgF2kszNwRpQEpsrA7CyXt6hqNpVAL/T8u0ZFK0C9mg7Q01U0gEH7U8firA+\nYfqvMDpeMYa9WivwqsGXe/ZFGkwO58aWia08ovhthQl47S55z5zVAo+p/4m/oiNcAbYB7NLTxikB\nf6PVOyRnFwmS/23Bl3WAFz/dA8YYsNkMGBYDog2IGG8Evtqr/canbwl8bpdP0QDebYN5MMhQE3x+\nub/Pkx4uDx58vQlzzgI54CKSLniFNK+/yL8fOHe+E7lp2R5yXe5LenXUF+KQ73v5MQ3/X+a/Gfv2\nlaR5H0X19imKv9xAWvgUBXwxWCs3wazkEyghTlpUSq15grTieZL/1zMF9QgqBV80U7ax7ZTdomh6\n2hcHAI8T8zWBr3xVE4xeAEp0+R1922O5bsh8pVsIIqwuzyH3d1BWDVQ+DFHWK3VdE9l9B/NVs08T\nhZUGO39T5ktjhTFbA5AD4tY+XsqL9J5b2NM5kFCd0WgJgNkIDBsH3NN7tWGe6fkaZHUX1Gbd22ON\nbiKhd1/+M8IQx4DNZoGFjdPZl/cJvhQ4zbF77TXXFhw7h5aHLdD2pvb5B8d8qQ/PmwiwzfyvkXwj\nOO+/5/Ekf6zkXYBKhlkjDnmQL88NhdP3wsomhYnRIsul8xABF6nAMxT2x1HMidT+zOscxYfM0I+d\np455CgCj/N8eqaSMnILChdyzwHz8zQYwFXcrVbBZWuq5jW1H1kvLNffcCTMkj5KJeakYnIaBmZ4v\nijokkyqJSh7wsNl+4lwxuk3yEITNSPdDuokUFZ19twievFaF7RFDDitMWQZfqb9MAHdhoKaNSiGx\nwqMclA3oDkSCMvW/KuCsNotZ554OiJIh0I6BOp9dxws1zFqTjmBndx/ke4jop0VPasM4DoibBWLY\nYBxS2AUmnct/Dnil9CVwxr4FxFwemFq+B+Luns/tua5aHqT+eNOF4jx5iWLRMJRF/FEertQr4BuR\nDHcSuikRfAW8/+NFJ7mVAYsh+XpNAEbPrCTAIsOUg9viMQoY4nY7TtCDpCXr9Qylw2hyVHOdMl/L\nfC+pOcZT4JFRCsDU7KisHG3Fqsym7ay9qyjiLjTR9lBT6RzrpXVqG91q1VCDQKoL66afyhKAwVL/\nnTePOETe1fu0T5SYXKGAL7o+86BsBkzl1nQND1TagMArpaOfVw7eVX5nP8gh0jEY4oAU+iEEOduR\nMb70gOtaxau5sQ12GuX7LZ5oBnjV40Xzm4cpGuEeKMwPn8fYV/P3p7bwYPUGmBEpZto4YFwPCXjl\nQLWMIs820vz5/Na/qoAvSGvULdPmc1PQdF/57GLYbiIPFnzdZAK5qXCiuUSxfBzB1/shuka8hZXn\nTqJnmX8o4IvtuTJgyGdlTqY7dahXgLNC0oSPkLQigRdPDNAV8gkSKniMcuSTbs3Tg+xpGzDUIE/B\n0wUKEuYxYC34OpEyZuZrqnA7sXQAWJn2ZVy19ypg1F2eyoj1nof6uwlgwcq9QD3B55AIVXEFICws\nhdI4k6ofyuK3G0kfEvjiUb0BaRicALie4EIJsooYEqii6rbSFcyrMF82pZ/atXOQ+eQaFoA4oBys\nDQ2nEKd76jAVfK7mGTrgqwYf073tQiFn6518d8f5UoatBl0F7MwuM0p6xt9pdj64G3wMifkaC/hq\na76VH1o2MEh5+uCrB+Dm80En534+20+q27MHvu6yw1HlQYKvx0gmkBDSBWB7NYk93++RzZgOal1H\nYBFSZO9B3x19e28rvbK1efbK3Ddu9yfx3n31rNNXAveFbHvmlUP65Kb9mb8PAGMjTtWLmn5fe96y\n3tdjigl3HVPYgpMhfd4q/7lxdYN2mH3WIeOLPzmmQLyPDTilvxeB11xZ575ry9Y65uv71Y7Ryl6E\n7bHMvm19vdrnz12tWP8+xvjaUoi7nrdrJbCj/TWEwBRfLLNe6RGW/YwkPctmltiIITGWpwPwZABO\nQ/p7dcDYMKQxwCaNGXDEXeVu2/KQOfKQeafpb/cUh2/MbbJwYIhpR25ldtTdiy6q1bazd0gFo00s\npka4L8cLpd89CPCyWtkXILVt1vPOs+dAV6vI3SzFZAwGWyBHuE+THqPNz0OKtt7F5wv5zvq5Onj7\n90/la5zvCL58PcBXOX7aBL74xO28ttrC2R6AISDkQG0xmyAPz0dBkQM2n8eh+RhS25vk0/b/bZXK\ngwRf3zFgsUrxeYYT1C9mDxy13+8SSy/1y8t0XV0Dj1fpOluhXrnfdinYvnlzE2GvzNtv7bYCmpvM\ndLmofjGqCMPMvTeRVnH1pK13r46HtE3z/QQYJkWZi9GuzHY966b1duD5FfD8Enh5DTxdAU9Pgce7\nxuZMPt2/5+6569jZVx6a8a6z8l4ACwVeEds+Vteo25jB8l4gUcn8X8ep5+9fSZ4vkZgysl88i1RB\nFoNV0Z+MDNsF6sPjXdJpvXg82TW223sWqOXz+yofno6wPCaf3vx9k3mD6fn+du8VZUFGZpHmyvMV\nEE6B1SmwPEnfVWOzmUtMPo1s21Cu/LhuOfnuVZ9S7Upab/mcp2UcNOURUUJt5HaIIxBlQ4ZtuGnC\n4KahJnBYe7ftEQEEy2c25qCZNsA1TH5zf4n1lYK0zoVyKNVVOJDvdY6t3BCNxMGwWQ3YrAKG04jF\nMmIIYy7P9nFBPj2xLW4LEhQI8juGb+2P81lmzZEA7GjAJoOwmI9vQkSwZHykGBylm3LZPZtdM/hK\nBXFET4AnAIBtB4aoANN06kCdj5mnY7oMyQxqu8FgeeetOis0AS/PU5LDLVYm5A/ueKHvGLBcActH\n6QJQXpj2pZj7vhX5fePA33sO+AbwdVKmnz4CPj5DWaXn8xCnyfA20lsBH6p0+dkLXhnk//Y++tHo\nFn7ayAgu5567T3QC1Qmsza9X71bm0uzr5wiYhCaYsiG47O3QOHSM7Cjq77xIz9xcA89WwDcfpTFz\nq/x7iqJXX/1t3/dt/vvSII3/+Lr4sz9eAEs9gqqNxaVjjyDqdX7eRb4Ivvhs1nWNckg9z20lWFPw\n1foe06+qF5pC30vWOea0NJm+RB988R59x6Iqh94xwc2z5sDNTYEXpbeRoPf4vPMuDkBcAosl8OgE\nOD0DhsdAeAwMGp+trWczv0zgiztZ1e9j5h3cWuD1ROer9m+dR2h2lk9fIx3tla94lYdg3rJaM1+7\n26tuPNTpJ8AdMGJRopZrYNEpaXpWYh6T0VGjzLdmRzVqTY/KwCt6YaLadzQOhvXJgOuzBRanI2y5\nwRBiqvdU3Zq1meuA2ueLcKtmzHZ5fRWfss4zIhL4Wgf4aPCY6hUMcI+IZhXgqcx8XoCTHnhuVpgm\nWMgntMyDOLblBL4yA1ryAWA0FKMqTQUEEWowyP4hEDQgGsOL1Gc7flDHC33HgNUKWD0CVh+hfmF6\nAKD9fk7yGFrHpHheXwBXl8DTJfCtc+AnGPyLPi9tDKKbiL7gLQvQ+753r05KLH8TRLISKh69uPOM\nAS6XM/ceIspKeFO2m/TJTftTvycgoLKmLOU65Fk3EHfAR+DyMhEpT5fATzwCfnLX2JzNDPUYoNy0\nHfa1LeS3mfL4Og/vNeAxma8WNDsCNfhSoE1/K+5YJOjfoB4PCtQYlVb7T9+vNsgqn0fQpiEsFARS\nWEYeJM+2mWO+pkZoL67I291rO+5r++Y2wGsOIG0lyyt1Yb6WK+AkM194DOBjpKOh2jyVVdP3iW1P\nH7kVSj+04EvzUpa9J4YyX6lFQUFY+07z72ukQ+8vgHiRFszrTXJDMStsB5CU7a0AWP6bZscpcrzG\n+Wruc6v3422f0ciKl7/K8BAzGx3TgC1YEIeAzWrA1fkSfmpYLCPQgK42Kn6v6qm71E8t5u9rs+Ou\nZtu9CLF0rtXGgMx8JVDpgNkW4KlBXwGhHgV8Bf4KOOLU3j0QV4Xp0Hyghmm2m1fRSAoIheRVl2VK\nmNsh5HzU9++DY75WS2B5BgzPgPAp6lWR+qToWKGQyAAAIABJREFUC6vRrTlJaM8bJmAVkM54W70C\nTl8mmn54AoRPUE8MpO4d24CHnzr5sAyGGiDoln09GmXfBOfN7zpptH45ZCKuO9eA5Bx9juLAzJ4n\nQGP5JweQ5nmq9LSNyayx7iwHPdPb83/aPtG668Su/kI6OecJuQKkhjr0QetFrAygjpF9AGed2s+v\nJYyUActzYPgECN9GDXJ1DCpgaYES/9ax0IbQJ5DRPFXZzY1HVbB6lqLuLMxt62v57SqHmiDg4Tk1\n2lbanz2GSo/8MZTxdyl90bIcWiftC42gr4sKTaOiY1DL9jqxJqOYqiszVQtGJE2lcPQ9UNanHTM3\nkqKEiu/SfD6VsrAUTTwuAuzcET4B7FtedqAyRIe2uY4hPkdZLnrq605X1Xp8t8fmcx/40sC8/FvB\nV37PEFDmDQcsM5gmDufRIcBDTgZwTOc69s52ZCV5ePX0e8RkdtwgHZMTLVS7+wxpMDhSXCsPAR54\n4LSaHRWAoenImqlyrwfwZD4FYO4YfMQirjH4iOCxmkO2QUx/gcDnxJgApZns0sysU495a/NIhbKq\nDFPf5XfTN6jAjxsBEsAtEmX81mwXy0gTdghAtDCNvQAgWqlx5a9GX7+YmbScT8h9V/LJb04nn35Z\n0hihv52FAgQcKdAtwfo887hbHiT4Wi4SbR6eAfgmagWnqzM9RVYp855ZwpAmpkfpZR5eAasfAicB\nWJ4C4QnSIcKcqFqw0a7YOCmpUuMOqyBli6jPtONEE5v8FGDpapT1MrkXKBMllTgPq+RzGfSSCok7\n085RWLCIYi5i+bmFr1WKQK3gtJyD3MtgWFe5bCy/ptcVsYoyImzL01wvrQ+ZFM3nTOqoipvjZo0y\n+S9QKybtW1VWr3K5rzJgR9pVtjwHwjcA/CQKGLxErbhUQemYUYBAcDKi3pnH9tughExoQVk7ERIk\nacBS5mkoYyKibB1bI/nR5P4PBEgETDxvS3VIq5QVfLTvmzVpKQp6tB/ae3WMtCa5FqTwORqXzAB/\nlcBzjElxu5Z1Bngx+rkE1irlbu/v9cGBUvvkiAntgHuS2TFgXATYI4d/EoFvow610bKKFPYzUG+I\n4NjU90SPcuLYIGhX4N0TvjR6WoEGweX7dtWUjc/K/T9h0tw/BGA0EWm/cDOO4gNttx7ArZmv7PMl\nwMvopG+lvyyjPGWh5uJtYSpew3xVCcr/5hFDHLEaHUNMvFqqWMtY1ebD3kM9ZjARlAMSsGF7Qk1I\nwOEu+JrmOZMFVAZEVhIqK1i1Qy5fzMAt0Ocr5DLl998EOE35eN2eLvkg52FE4iEAkx9YAV8cGwTm\nBYClOljOJ3jMoDsBuujDBMC2vckOk4cJvpZAOAfsIwCfogCsayTwQAbndb4uURTNEkXZ6qQQAHyU\nrwUw/DCBrhNLzFd4igS+GKuIio+Thq7glP3RFTmBzULKtkE5pmVAARE0B6qJRFeCXAEyT0NS8vSx\noQKlEifwoi+Nsm0LlK3+T/Lfj3P7PM8XUEAZ2RD67xTQX9pEX7yl3EvH6lc5PftFGTGdlCH5K3PH\nOFKPUIAAHbYJ7Nh+jAfFOFIryZ/9qQB9hVoxKVhT01gGXgAQHFh6zvoss6Q/heRo/iKXTccg+4T1\n1bLyCBwCtzXKuF6hjB22Q5snAayCGx2PBOgcO/R9epnvzf1v2XQ4fI2JeZiYLzqrt/OyLhhU6kV+\nrURbllLv6QE35tEuTgga5gCFYesZ/gqIPfA1d0VUk7BrvVrgpeDrhsCrZCkO0QpKO3kV5QVEszT5\nLwYMj0b4JwZ8q2ExdB5B88m5hgucE9R10cUsy6ILiUNE33MN/aFHQLXsoQI6mW+JmSKVI01WoJKc\nY74U9OSv2c5hSlD7fJmlDTwkffKN7ijmxaCAqz3kupaaeeuDL+6yTc3mGGLajh+iI7hPJA87SAFY\n/cJpngJKMmA08y0fq5nbpzwyCq3fLwVfeU5Sk10BXthqky7jFNMGClgBR7nxgczYEThV+VR5CGuV\ngVYIMS1sDJMj/zZcLYstAq8Y06Cj474ytdFDdcbmB8V88XgTowJWtoDnwxGQUGh2WqFmytjGA6Z4\nQ7YAwmli2FbIwSU1oCPT6wSkl67madYj+HqEGlSsUVgZBW4KvlozGQ8QVEbHJM+IAug4wV1L3mr6\novMx4x+dSTlb/ykqa6AwRbqjTNtEQSLP7TtH8a8hqOHErqYjnZS1D9mWg9T7MWqwRxbIJB8CKtZP\ng2ySLQsocaNOpCzKiBG48yKA9AS+WP0hLw7wVMo1oh6D7BPWl/XqBTBlBPjHKP42bG+aUhVMarAx\n7XNIfYHSz2QL2d/8fgMY+/x1Vi4ZkNkqvSdYS//Mz/P9NNo2QP3eqMyBrx7AVPDVA3wtofASGK9S\niBC0j+kCMGuA15xWQgEjrRlbrx2iwKuOcD93RzE70qyTSBnD6Ak4BwIQXez0/OuU+Wo3qmh9FAzK\n7thqcbGL+erVR9lmLqausH02KPOOgMcCoCfWCzQjYgu0GvS5AlS0jXM5aIIbPWCcdjsmwGEy7047\nHS2k8xdDhFsdbmJuvLQmR482je0EKAocsOgYRgfWQNhgYvMATD5Q3lz9hyZQM44ZfIUcm0zAijJL\nXeAY5T3ogfcRyeS4AXzMoCX/Frx0AUFfnS8BkwCe4LC8M9EtmxHpcN++2/Le8H6PyW8rhpic5KHl\nkbfftvNJDFz2XRtDLncizaIbEPMOVxd/M9vR/nvkQYIvLABrQcltL6B+2TKbEzbJ72uJFD/GqJgM\n29Q4ZvLmSq1NA2wNlEn2lVcVDaTMhm1fMWUG+D1XlY7EnnC8ObbbBCgABqhNNlreXtl1Qm4V4a46\ns040nylYbE2wu/Joy9+Ym7qsCdlL+vKpM3n7DC2D17dvNVPvvh15Vcpi331tW7QMAZp0Ona0/mxn\nvdcwHcHjywRSxszMDg6EEQgnzfPn9Uv5nZ/KEvG7OfDVGz+9d0PzbO/plC1+DawvgMtYiJ7KmtiA\nJfesGEYexDyTvwLGnjl0D/AqVeehz1bep17dJD13nxFkjS8d/gNg/K28aSIgxSxswZa6ErDsZDg1\nYrAuFlqzowKkfbvBOb7UlMmFB/tTTZlkdRsXCl8DcUxO9xsHRoIHKt+58TC1GdkXq8dPHk/0+YrZ\nhNR1uKeSz6xHCHHqM4JhPmuuEA41syUwZL59h0XA1sBg6dMmcGtT/yvz5zPjbQIUY3IKD4iJsVP2\nTe4j+6pgIubwEdM6pKdTRwKvbK4DvbysBjkZfCnQiRnoTKAHESEEuMe6nL0m9QyEpryyT54DASEB\nMILmXflMwM0QRwFxDoSQYoUF0zYzzJ9Xdrg8SPBlygy0k+8cYNkFvihCkYZNCtxXgS+uZOlL1Q7q\nNk99PrAbPFQV3FNeBTgEKiy/KuzWBEDwtULxmVDfGooqf9aXTAsVXA+E9QDQITueegCEdSL71Zpf\n59qa9ysIVXOwpm8BKqkr+qYBxbwxV0ekuoW8kmtjhR40BntKm/0799xdwKun4Hvgq31HekwrwdcK\naVfZZVrFYkwTfzeM/yHjm9IDt63sA+567z5w0+Q/vgSuL4GLnH6T587q2QpIolWT8dYWqR74ugPw\nIvjiTqvDzI5Umg6LjvgS2PwAwG8BqxPAVomdrerVskP8W5mvuXlVC6CA7pD6tourdnyKAq/mEmXl\nr4G4SZsmSpLcNy0Y3ypLAUVkWrydrzLgGCczEgOtlvqn+zNIMNsyse1moABlaQg+DDHt3GzLHIGw\nTgsBXBfwRRBZYloRUPSf7Q7EaIn5yrHLWrOjml97gCxOMa9s+/3VfhptYr4MKEdnCm3X1p+gi3+7\nc0dhLG1sNUNX16/4eWleqT0JmDwvqFAfmt7moyAu5wVHig/mUhZlxe+Ivx4k+NpSpj2ldIiiVgUH\nTEDGkMDXEJMfz+Dp/8mhn6bGdvu85t97Vq8sFFVAbZ3m6tgDXwRVrcJn/mo+ow9T7/mcqJT5Uhat\nV9+2fjpR3kAhbpmOBkm3qw1b5Qf06aieAjHUzBf9xnYxX6Lszbc3080C87l6qLKae+6+dtgFvLTO\naOqupskWfK2QmC8H1peAX6TJf7jCQ50hDpZ4lep0GYFgCXxtjSO5yHxxFd9uOe+Crxnn/X0grHK4\nz2aNWVYvP1xNTYn5csQXjvXvOMa/Cdh52hCC0x3laP04D5m/SqFvBDAPyrOXt/bJpoCvjQOjtsPe\nNoO0GWqwlsuXQIz4be1ivmL29+G5kgJ85vyvJkZpYmrSFZB2TbbpLdfFhCxIhS8hEThmtvwS9bm5\nvONmgJshmDBfOra9pK++RzLVpXhcmH8HRsDJfo0JfDENQ0cAqADrZGrM8cHaMBVWmf+t27d90GSp\nr4yAy4s/l/r5bbVTMV0SzAFpzvAGsHY349xCHubUysjhFwC+QvExINV9ldPQuZw+A/SnUUpcJwru\nxANK8EWgMGIM+khFrhNsb4XIewlwuEssoDjHc2VAfybWRf0e2pWg+mEpCNXdc2wHkzYgMBtQduCx\n/Dx7L6BECQdqB23dCUjTAlkaoDYf8Pn01cirNGxQdlAGaVeCyNaJfyNp2A8sE9uT5eXf9IWjP9Q5\nym7Al6jHgu4AHSWvCyRzy2tJwzKwrHSGb5XNJdK4/KHkwT7QGHHqcK8AkGOIdeXzrnKZ6Yi/kTx1\n7Kiv0SCfhnrssK4B9WHU2t65vcYReBWBrz35Ry02wOIKGAj831N5tQGej2lPCZt8i/nSvpUJfcvs\niM59u66eNIuCrjP4LIgo6eHIR0NFbNxx4XlIj8Aih0aZLYt+Nwf85wqwp4xbdd2X5678Cb7GZHZU\nfy9eqRGtJBc9bZXOLunKGUqYFmDJjyeHmYBNfeQhx1QLBAqW/Lxm4kHVlZdyEYBFsjXJ5hoUQGmf\n6HvNsTKNl+InWI5W6jSnOKEjJhNi6JnzFHw15jnPB5Z3x4voL7dkkrUYUliIHAi4x6xVrCHjc03n\nc2bn+LS8mMDiLvBVtUMkKE55wALMgGg++UNKlbfyIZvm2XzqlgLpAnk8qQNeDetvLA8ffH2J2vny\nKn9PZ2AqfPUtaOl2CgFIRFI6VKxUypeYH2i9GEK6imJ56XOlipJlDqiVo2F75cnytCZGyLOYP0MB\nqBJnflTg3BnHuE2OEhYBUh5IHVkGLaeyJxp7SXcoEmzyfyp9mkDaegH1BEMQQlMgARKfwXpy88SZ\nfDoKqNCxoM67BCMr1Lsgr9EPQaHgCyhj4xLA1wB+IPnQcb/dNak7xNr+ZhtH6R+Gx+DY0U0eysSq\nOVUBvC4GdDwqmGafKPjaJMX9RQReemKCQ5q73mu5HoGLEbj0jMV10arvukzKHkM6MHiKW9TIHNhq\n5519AKxKZrvvyWnIlCVlk8yOa3e8duA5gcp1+tR6bZWfny0wuglIOkRuQw40fbKIwMkInLqaHRWA\noAA1oENKEAQJUJE+SzGissM9ErPF8x09GHzIgAuZoan8fzCZo3rV2N7ZV5gVA+AxwttC851uFvwl\ndhZ91AjabXboJHCTwNfkR9UCxzyfbH0PASZtR1ZzD4FmNjuapzhoXg/yFizxGJ8KgBm7xWEhMbsE\nyAioyjFtGpic98XhHkCwFFg1msNS2H1ZTNX5TOFlpgNOGbMt3eBkwAQMtrsvbyoPE3yRMmcwTTVt\nqbJWHwFlkZqXdxLeOyKFB5hjvhQAKOhqfbp00tX8MVNmKlxddbUrzxbQQb7XlSTLxfK3fgwEk2Su\nCI50l6WWU8EBmvzalU4LPCG/Mb/Y3KPp27zattT+HJo8+SwFX+cozNjrJv/Y5DkHjhTAsN33MV+n\nkkc7Btvntv2sbeyox5iCVG0nTd8CuTZPttMg97rkye/yOYnjCLyMwBcOfBmRJqm5XWzvkUQkc1X0\nvBmX4IvS9q0yX3m7+c7MNY/2mpPcZ0nflrVzdbZhb6Uv4IvnIdro2ETHa6T1wNUmHwDf1vEQuQlQ\nehN5zuR/6sDHnqIEpeEtUc1RWCNiGLf6sQUEobSt9l1W3lPogGx2dEN9sHYGF46G+dK5uXpuC7xq\nkBAtsVGDS/+TdWtDGxHHTNHVFbzMNDSB1mjwAQixZZ3knhYcZYk9s2arD4ZULmSfODNHiLHSJbW/\nVFOOmMFODEyegFMUsNOMCQBbeVR5VYxVzsu8YuKmfJSF8zD1DzyBfEbNsJCYSpajQM7bAbAHCb5e\n51W/cdu8TmgtS9T7vifyexyB9UsgZqfGzTVw9RoIZNNoZ29NjT0WoC1DuMH3Cj7m8tSJWMFXD7hM\nKwzAssnKGIw0r4qriNa8N2K7/VTJ9672uSq9e9t6t2CnVTxz9w5IB//mPjHezzhgL6WNdo2RQ8ZO\nNkX6FbDJzOIyf7/5Gri469i86b1zY2pXnruYq8xe+hp4dQG8ugZejIlBiV6yUdmlS3tT0KG695B7\n901xu159ILFeEaiZkYapUlPN5P/Se/BNwNaOEhMYVOajHXmVQJ7J5ytER3Rg7dma7pnpk2L2n3w/\ncpNqHzJ2emnOkYwhj/P/VVDTufa38kcxDkk8NbmHcd00hEMByBmIKdiJxTTloV+rujgEVwo6AnyK\nH1avCGIIiINhXAaERQppMYQ4Aa+x8fnaZXZkuInEfPHZpSwVQJLyVXlor7R6QBaHZI50RyXvsQkd\no3rPJnMjD+mGpXpaQIixbmNnS5ZGbkETcr8Y0g5NN2R2sQZxms82OLYJkNN07ea5z5PfXKrOPtCx\nWx4k+PrRlwACEu3YMlkKQOa+nxO+UBG4fgGsr9OLd3UJxK+BSz1/TpmSHsNAacFRC0wO/X4uz7n0\nnTw9/81Vcdgkx2kYEC8Bp8/XbcvZtvGcotiX5y7wiM698r2HdCEAWAKWfbuMTN8l6nLeZexkIO7r\nFILBxkR24Qp4/SLHjrpL/m967OyZF9wBbAAfE/B6eQlcxRKqbU6n7XvsIen1Pv3s3bsrzb5nbWHX\ntj1bU2FEmsQ3Q95u3ik979tl2rupaJ4t6z0lSQCiOOgDIZddNweqZ0OveIdMlYcW+Tbga99r0Kah\ntTytEQtgLeEj5kEr0xa2qAFskz7OwKs9RkdL7waMAQiJEZ3MjrvYURZrS8EDCB1zHoBNGHC1WOJq\ntcJyucHJ4hrB1mJ2HJLZUZiv2X6YWCXPgAJb5TCT43+ml4SF3wakW8ArE8SW05ewHOlMRstBYkt7\nNIxVBk1krJKJsGHorLQU27sslLKD/JgBXEzAiz5aCZhl0DSXD/tyMjvmT6LT6EAGcck/sI3vdnN5\nkODriy9Tw/GanT1mVzs7JOdnZIViAl9XMYMTnYhboDKndW5StkPK7DN/t+k7efJFNE+7OYeYko0B\niIO8V3cp51yafWX25rve93vunRZ6lsH5kK7qrLl95ZwrTytizl1tgOUInBmwvkoMw/oC99fPNy3v\nTfPsSQbqHoHXI/BiDVyOtaV1DnxZnc1e8DVXjEPuxY40vbTtUNUIKrPgiwuYvAL3Mfl9dXc1udyr\ni8O7iOY5CyTU7BhgbtPOuOh98HVoH96muFrsQ+SQsdNLw1e7PJMsFbaZr5l2Y5tVfl+dEk5GpF5B\nM5ABShiSfcBrup0gTcDJXHyujQVcLk7wcnWG0+UVwhCxsjWQGaESEsMKWOguEggkAhBdzJTCcGVg\nM+3YbPIp4Afb7hMKwhhstGHWfHDFuHXeE2gK8DEDnpCBYqhBormlRrS6XJWDPM2F0XJ5sv+ZMF/m\nNaAoAHDbdJk2AMSU15jO+2QaArAPDnz96KvdZNNdxVCOIlwgxQG6vqyDeb+P0i7oGDEDOCwW6vsg\nqqN0PniTYgCeGLC0dLD21TXw+io5pr/vQl3PWJs8+aqnuNs5l+I3TK+i/anS3tdLM5den6XzSHfh\nscV8pYk2HZfCXU8dae+bk5uMEc1zJitO+HCDRQPP+23BlxJoPfB11/dmrs93SW9Ob/PZ5caoWDc9\nsyj7+YIUk2MVzBZtejFEmf6thSX4yoreCTjq+mwJ0dy02FHAtN0LYxhwNSzxanUGLIGTYT2xZOz/\nKcgqyzD33Bjyytu3/L2U+ZmT6rc54KU+aQpkgtbRt/J1BUvTpwEd5ov1VPNlZf6d2LOcR3a8ncya\nyhC2KweCxQmsFtMjdxxNDNpUnpA3PXxg4Ov5/iR3EkMdbFndvN5naScx+mwCewNnvzei701PQb8p\nuUACW2cAXntyMbvYc89DF21LKuwT1CfNtHIIe7EvfVuGOYCgn7dlvvS3EwALk9/nMqV5aQ54EbRx\no4qYLCvEc9CATKWbQMEO5oslbwN6UtXwNKoFygbg94X54t+aht8zosyySXN4IawkaVdvvXul4dK5\njuU0gXSfVff1AqyWevhU1glwKBs1MS68C1j4iJN4jcebVzjZXGMZ1Yicn1cBE6AbEkXqmgLL1kxR\n9HRmIgzTrr1Z5qs3WirwZUi7E5A+8wrCgW1T52TWY/ksswOW8rGQtlrHzFpNAU7RBZATUJo2UVmK\noM4DvgmoyHLxNAIyWMqgkYHTzWGSD/3LCIA/uIO1v8bNV1U3FQKTgHql+D5LO4mpu9qHUL9WVNm+\nybECJOB1Yiko7zWAK/8wmFJ+ch49xfzmTKBu814+rcwBopvc26adk155FRedIM3JVYbtROPAFAeq\njXCv90WUncMt4LrBKkfjfO3z+dL0kCQKvgjAtHqt7OuTQ+Wm79whY6cHzHj2N0M4VuXu9WH3Z4FC\n7T27KpIBmOUdKKagrUq23S+QbxSAYGJpIpTh4Y2DjzgZr4BNxHIcsYwbmJd6aHSpneAIMo4bh/pp\nN2+IEwCb/J4kL8b56oI7PnbI/7BuLbvoybdsC4BNTBOaneeZfQ5t+5Q6T4CJ7+sE4jIIC5Zp0hY4\nlRAY2h4TgCPbPeay8eUSAEfARuD1wTFfnIPeBBtVAXbsZfvfS2EdlTn4EJgvay6K6r038cyAdBJC\nG6XiQ5ElgCcoETw0SkVPegp0l+wDX/cl7XPUEf0E+bw8fXCreCfghVqJqChQ0jAvN1wxVpHRJ8W8\nOw9VwBQFXzz3nmfR75L7AF+3kUPHDptiiXK2PE2PswBsx1NLpHnUE0Y7FibWKwOvKa3XjNl0W+nH\ntl8M5X71L8IY4EHDmRRT5xBHnI6O5XqNMDoGlyjxPeDlM1VnuWWMlphauRwIsKE0wuRHxix2mTVb\nReoht5EuWmwCbjVTJwzYFmhKwMmnQMf1bsUtn7UpH2yBuASYyi5VWJOP+Hi5Ai/1+46W6qYgTpiv\nDwp8MQD8m2RrVIG/aZbtXUgLUD6UOu4CX28CXLar9Q9tvLBeCyR/tqcGPA7AMABhSBu7HozoYD5Q\nxghsxnQ9Dom9tDaflgGJkAl4B/Ol4KvLoO0vnzIZ+32+yshPOieVzZBA5QmA0wVwtgBO9LzStuzv\ngSRwkcihwYHTEThNRAijN0FjfO2q1+wpAtVVZ2D8LoObxH5hAl+VKa1jdtwuVO1TpKFFKgYHQHAH\nxhFhA9gobFu+FHi1rFm3CAp2ps8MNAzl2XpNeTT/t9WcJuKcUX5nfKqzTwkr8NkyX3yfgqUOl/Zh\nXbZAkzd5qelxYCcxj/peANsmzIn9MgkGbmkwZObO9B7M9f1h8iDBF1Cbzd7Gsz5E6YGv911aMETh\nIuU+69gDeN559vssrOOJAU8G4JMBeLYE7BQIp4DddYbQFQ5wuw66w0opXgPxMoUKOV8AZ2FmTlHg\n1QNWc2lbJX5D0eOCJpZiJ/Nlwn5lMGJp89CpAY9PgcePgPMz9FdgWn6gfqEO+X5Obpp+Xz6OfF4g\nYOt01NXiCtgEYDBLx9cw8QF9QDBQhaUgqJkenXuDKK0HpmMGvW3Yhj2KWP2VdJNAZUKTwvJcRxsx\nHYnTZq3P7hvd63bhbr/aXOf5ezmA2ptn8OFzwMvkC4Ikgqwg/l+V+U9AqPpYSblKFQiet0FTDRpR\nL2AiAVjpRwJXLQ9ZrS0GjZN9KKBsYvHuQQs8aPA1M5zuRebmmQ9N2nn3Q5G3saDXMai+Q/rb+y6G\n7OtliRn6eAF8cgLYY8CeAHZyx8x7K4CbdhYLqVvdDqQ5/QKIz9McvFwAJ2FHvykA2uV7tTXJH1aW\n7Wxs+iwr7/35TfdlfUFz41kGXx89BZ48w/wpEnrNAdubAN777Gd54TwfKeaXqZ4YgUtL4GtiAMnK\nzD4rp6tArm21g3mBtbPlF8BWOX8DKMFvt8UBbMWt0l2BmVXh8ywrf8unrVh3xSf1d4PP1b+pZ/It\nbEDL5NAugIa35/Zy7Rsty8w4qRm59ONWdP0KgKE24cftPuKmhKnOYlIswMk6TDTfM2Tw6VM+fR80\nK8x3nnucJ61ove6odB4k+NIA6GZ7Et9SGMGbPgShBfbdAf+eSTs43vf6vGWZxqAX3yE9jehNjc23\nJYZUt4CkuJ8MBXzhMWAfIzmB3ekBuBVjtZUPGx24mT/Cc6STHfLB9taLsaBl4+TfBpdqRdMewLzM\nSQUK2vy6xcxAwmzSFcES+Do14NEJ8OQp8NGnqCfSHvBSkKXtANy879hHmo+mP2Q+1WfyTNxLIC6A\n9ZhOIlkFw2AATNmb3QCMzA3bT0GUlpPvQwXAmIeOD8O2yapAt04BhLnpAL8KpCgA0zHYAB/ucNzp\ncN8sVGqzY7na7ydAm8s+yS7gpc9UZioiDVBgC+Q4GSfZFLALOKWyeJ/10vvbRRE7xQ1uPvVBVV9l\n4XqB1umCoHW7ozxI8PUpgFUAVgOwvG+7Yx601xG49uQTshrS8xah/E6xdrC9bbklgKK/RMxKKuTA\nzA8GMGi9blqmnvJ8A0K63xy4jGmH41UETobEoKxuOzbvUvf7FE7+ETgfgKdLYHkC4AywR0ge+DzT\nRRX0LuFkPMdSHVrfuefM3e/yaZI2AvY6rVxNmSCmaVkmx7Yjfe9ZROOLmTQ3ElFUO0GfMBKGBMCC\nwcwxZAA2LIFwjtR3epsCWG0rDQxGP49a35YMAAAe+UlEQVRB7mtlrp2Zf3tPyyD2cIICa6Zl2y5y\n1mtguAKGEyAsmnlsBzAswKsPfOCYHOsFCqd7LYHcGCw5x5OdNBQljAKsvFu5mULtArNkWni83S62\n9hDZ8bwUt1TYuIb52vL5AmrQ1QPvGRS72/zB09WCx8o45Ps05ZE+za1MyHN5aT65/TwmIOvRsh9f\nzofAu8onj4/RyrEK7W7mqco6sm6ngB4s+Dofso/GfZYwt1GMKaL36006gPY8AOdL4HRAZfeeIuwD\n0+Gab116q9EDJEZgsylbs4cFsFhMi5B3L17aGMDhbXvTFfldRMbCqzFdr5HMc48W6bpNnoDU/R32\nhzsQx3QtA/B0ASxXgJ0BeATgKZIS702wc2IoMQ8c5aB6KutDo3vqc3TyUxDRU8DKEiA//znSKQhz\nUT7bT/X56tVV09xxl4fuXNufp1d/eY5YgGAYzLG0BL7sHKnvlAHgFkg929VRAtZdo0SeXjaP7bVZ\ny8Zo3yrI2yD1QUS//3W8AEV5rlGCMToQrlI5h1UDvlowNdNqBVp17vFWkUo7m6WzFuljlp3+J3Mc\nGZybAK/epyaxBL58CdgCjPN5O9k7R+bKtEySFobpeqCr7VP6jCkA2wWcyDRpn09MHTLwyvOlAv62\nfppPFWk4mXVTHmnQG+/rtREZNIIvBYPVDXcDXsADBV/fAPA0K4Ond/E5aSUPjBhTOIvn+QDap3nV\n/2ghbBHBF/KLTtbobSpLl4GM9OxDyzCOaT69jume1QJYLtMutncurJfs4jl4gnmL4CtGwMf0+TWA\nryLwAsDHAfh4CTxb3TxPVyDxLsaUSAXQA3BK5usUBXw9RZlggQI85iSgKPqI9IJd5b+pZA/pa+1b\nje0RUDECW+mbnWG4Qg7whW3w1Rs/zGPT+a2X5g7HRlRO2o4U4JGTfjdPq/70UJivBQxLOBZLIJwh\n9RuBL6PnniCBKwVHNKlEpH7nKdZa9yqcAKrxu6WENeAYkNr/GiUmmrJczFtAVpq08n1kviIQLoHw\nGli04AtNmWbarbRzw35xrncX9ovZ0rwb0kWATIf7lv2qeLMdsm/eEvA1MV+3mSMOAKYgKKFZjaa3\n6XdpMynfLPM1tbFN83wPM1X9wHd7g3rRk8GQu8GqSX8mr14+9NPKZkVj2q3dWU15+B5qWVxTtxHX\nbi4PEnw9AvBoCTx6lC4Auyc4OyBN/t0zuIqvU/LlNfD4BHh8nnYITTHiLL303OprvcHWyb9brn3p\nemklDc2gs4q682KMG2B1Aawv09erU2B5msIHdFf+9yGH5CsT+N56za1yZNKcvu9N7HP5aPl0ZmjS\n+SYzQxtgcwlsPIGxx0vg0Xm6ZmWuP3v1PnT8HiL7xod+HZMfzeY6jffFaTLrTCHFz5HMjlrOtt1b\nIfhaonaQ4yqyBU27ytwzV+16B9r0AQktE3z12K9WQTGfsZMnhb/vO8fnQCn+QKh9VbqVzH/R5ys7\nH5p58ltdAJbBcwwGHwpAC3BYcIynAfEkIAbDsIoI0RFiLH1+irqN5/pfWY+W9VJwx+B4A+p3tAVt\nvXaOAFaArVK5TIE0m2Rv20v40x2AZFKkclK1Q7AHFbNm5cy5BV47FIU8f/I7Es4tBsM4BGwWhmFw\nDCFFlaonqnwdPOasVEYBkuKZQ8Zwpwi9PCbWqlf13vu271ws386jcnxXX8010iJDmd9W2v5r330F\nX1KerYPH7yAPEnwtkW37TwB8kr/sDZCbKK98nzlgG2AxpLgxIQInZ0DIq3w7Q3rJFwAuAbtEOoBb\nnwf03ysdUHOK4qYg0kRJz70cHByGabKzNTC8QFI+AMIjJHMETQrtKlafvw809kBmrx9agNOksaae\nW9IDc2uU1bGmW6CYTNq8enmzzWjXpxJQWae+D9fpWJqTDbC5SuzQ8ATAx51895Xf5et2fNwX+NLx\nsoulGhOjMFyltOEkK+6s6HCGEnG1LWfvfSQIVuZLx1gPfKnyheSl/bOU8kSU/o9N+h5YY30IvnqL\nj3aS56QL9PtEFYausG8hN41wv3VvjkM0dXt+D/wciE8DNs8CxvOAxesRi1cR4RrYfLTA1UdLbE4G\nnCzWWK3XCOtY+vsc2yBqyxEa22CrZcd0XuoxnzpGWW++y470rvOeJeoDeXug4TYAbCpKgU8GFACm\nz2A5GxBaA6/yUqdbGlBWldkqAMbfogWshwWuFgsshxEr22CA5+I0fma6+25X7R1TmInKt4vzH3w3\nqNi1QG5100xZEoBlmVGer2bHfYuZ6XsrPnj8rjU77niPSlkgeTTladgzppmA3x3lYYIvAxYnGRB9\nmr9s0TInen3hgdnGBlAo5jWwjEC8AhZrYHUGDM8AfAOwZ0iU/SmSr8hzJL8IYBv19/KPkmZuZ1Wv\nnL3VOMEU8+mtinWiM0ysg10lPy/LbROeIPnvrFC/MPucYduy916KngJtrzZN2wa9PPWT+Vwg9Qe/\nZ9tQOc+t2ltRv54Zc5hdYdpxtRiBk8vEyK9OgOEpkn18TubAaFs2dNLcVvjMXeNFk4+AXQDDBdLW\ndpp/WvZrF7juvZMEWTqREkQtsW12oqmqVdy8zgB8lK8RaUHxAsU0qM+gcuR1hgLKlXlpx1VPyc5J\nO9H3gMkBQrYjZibCdZv8Psn188k3wpObxIBU30eG8ScM658asPlkAH4IhN9x2HPH+tMBl99e4erJ\nElgDw/MRy5dIfc2LYyGgNvtqPbU9292obBvOYQTfCoANZVdjD3xpeo7LFWoAvafdy1DwOlq912nA\nNBmcWZtnO76a5/UNUMpoNQAs5+cKRnKa0QKuwwKXyxV82GAIHHCSZwO8Dhky6ou1vUuUA2rmZsP2\nPNB+tw+AVUDTtt/blvnq5pN7cwJwnTx6DNpcvVoAq+92E3LG23a7ozxM8IXEfNkTJAXXTvBsVE7a\n7VbqOeF918BwCayeA3EBLM6EZfsEsG+gpuBfNPm0gxCoBwAwbwZjulYMNXjhRKST1Rz40m2xeYVo\nl2kCCZuc7lm+Tpqy6wBtAU8r2v4qqkB7Cjk2aXp5zoFRa9KwLzixM89H+aKZrJePPlNfME7y7dtw\nkcCJLYHF6xQnKiIxX0HHZk/myt+28YFK5CBRgMvxoj5JCrIBYJPYLqwwhWJAQAFfvFrfHgXu7QSn\nY7adAOfAlzqCtxNyROrTj5EWYtwRBdTsV7s7keVk/Vqz45zw2fRR0vaisGz0qWpX6jfqw5R5ZfY4\nAIAVfyRLwAuWzIoDkonuDIgfG8ZvB6y/PWAIEX5tQDSMHw+4/uYCVx+tsPrhBvFxqAE3ASuBDuvZ\n+sHp/KuLlyvU45p9y3eM81mQ9svsawXEOSbnmC/IM3a+O82pi+38hIpPmgDYVr4t87WVu21lr9+3\n5SUbVbFBANwMYxiwDksMwREtZH1fgFzLfu0e1BSCBzTgSyemW8ghc9hk7sQ2cOK7tPU+6Z5CaU/H\nxJxVec0xaFU5WOAcVFbaZGKfe6x2ZXosfXYXeZDgKxgQlkjb3Z+hnpBVoQxyAfVLwqtdsWffE1+m\nNo8OxCUw0MF4QHIS1q2vj1B3oq74FAxqh/cm+1ZJqALWesQmHV90ccDcahOm4QS3QVktAjUzpMCQ\nz42od6axXHrp6gKoJ92W+YrNpc/SMduWn79p3toeG6T+0fIvcj2VqaEMTT6aFz8XcqmwzmvAFyiB\nkE8AJ1jXl1T7U8uvz9NZRE9313ZQJd76KCloVrMOr/Y09d4KkGn0lGKWIyCNEYIWZUpp2uWYIjPY\nMlCQvxcoJz0ryKLogYQKVHUidSS284t8zybnSdNmu1KF1EWV9SE6SoGftn+bZoPiSB6b324AoidT\nlwMYfae5xKb06Uc3S4oZADCmYk7t6RguHMsfjLALx+LFiBAdOHUsNxucfX2N4SLi5MtrDJdjDZw5\nz+icxPGs76ouWhaSVheKbPPQ5Mn+YR/T4Z5jjn16LfkrIOz5dt6HiL8XHOV8RwKyGTbFmxe0DLdy\nbzKTQQAQuv0cPGI5bnC6ucJq3GDw1LfptnSm4J0jrLeLhUlHtUDx0BcHM3WyCURVUfyZnnN63s2K\nMzQMa2bITBmnTnk4Z3Czhr6XDWByzacHzjjuxu18SrLUsx/cwdqDpdWbnaOAL1Uk/JvUuL70OnFT\nIbZmmAHwFRBDmu+GJeAEX1Tuasaj8x4bX31XWoWuSmeJWnk6anTfTkxUEpyQWv+mJYpJoH2mmkm0\n3GS6zuTqUfkjikmvLZu2X446PSljBZmcEHsgp60jRXeo6DNZxoX8zpdUTUhUFARfj5r8FVixXVu2\nYiH5qHBiyCvwiSlfIbExn6Ds5mKboKnrIGVvd/PoSr43hpQJaEGAvg+tszMBbm/1BmlXnVS0D89Q\nxoWO4RVqdvElgFcouxn57mkdVdn2wDfNZNyFx3zYV0z7Gum9ZF+fNum0nXUxw/bdx3hRFHxh5h6O\nC91NyHtbpbZDKh6DZwfu9fnKytySQkmsSGK+DJjMjrYChssI/AAIX0QMQ0QIDjsDFpsRp19dYRk3\nWH61wXARa6ZdwVeQ77V/gfLetKd5UwnSpN+CLl00r1EUb0R5j2mOfC3PUfPxHbFHK7XPVwJLdf8A\nxoO1pX86nJmI+pChADCOsRkZYsQyboCNYxFHDD6CcRbSM4KU9na1nYDNFL/BUdgwyXdace7JUsd8\n8w7UpxBYnZ6L/uzeMY2biCpERHUmYw+0ci7ggpDhTZB6wbJZn5H8DegzVxy/fLeZj9SLf8Y7AuEH\nCb6CAWElzFe7suXf+tLrmKEy5KTcgq8A+BIppEdMzJczqORzJIVyiWLKOkGtvDgR0LSiNuZR0uhE\nQfDFsqlvCpUEV/8EXQSBV5LnIxSwpFfLnCjzRTbjHGli42TIkAKPcvqvUVajLTvG7wk2qIyVjVMm\nsGUkCJRah3iN66MAQid2AqA10mRMQMCJnSBTnYUpOmlzVXSNerJQBaLC516gMF8A/ARprHyCAljJ\nxrEOfO5Cyk6mhC+0mnjaccR+bE01bLu15NNjMtHkqSChXVBEyV+ZLwIwPvcEaYHyMWqFTJaNoKQF\negqW20UrwRTHKWe2NWozFkHeWW73p/l3mqbad13HRi/MxJz0wFfLsvD3e2G+irKf2k9NxZ30UzEs\nIFpGrJbmTQuA5bEcLiLCjxyLa8A+AfCJwx4By6sNFq9G+GvAvgLs0ks/6oJW3QT4YC3fqnNRmV6g\nMFqt2VfH9CKnJXA7QXqHI8q7vs/seE/SMzmasF9ddjrLNhiqgRxQ2JdqjHSZL8dyXGPYbBBGR/BC\n/LgZ4h0ZF0EPRS9JK2yHmrhhvtVX5X79e0rfMl98pzI4TMFRxbk+5DL2nt0yXxUAhJxr2QDAuXxm\nHffJeqXrgwJfywEYTgGjU7PGflEGQYMC6sRK9MtJtzX/ALAcKXlYAGFAcjZuldwSRaHrpEOlSTZF\nAQQ7S8umlD0RPpVLfk58bAkABsBeAfbSy1EovJ9Ox/TR0ck/NmVpV5gKUFhXKj22H//XlaqCIK5G\nL1FYGQINKmoqTl050HzLNoGUeYFacbLc9Dc6Q1kBv5bvqaz5XPVZoRKH9N85kgLnpSwbAaSCL8/1\nzArA8jgZhjRuuPV9mnAaptAfG+IjAGeW+vKlw8gqUlkr+FJwpoBag2MqO3eJouDYdtrGASXGFk13\nLCf7U8eNAjiCdDU7Iv3tbGdD2fqvbDSBGE3TapZSFpWiOxmV+VJXApnU45khPgqITwxmQLiMCCFu\nR69XU1ULJvh3y5KrMzUVE1C/RyyXLkR0jHNBxrYeJL9Y5+PBsjINaVW+sWlhFmNeVVtGVYOnoKpm\niB4w2oCIgBEDYBHBDBYSiz+FZdgAuM7zyBLw07zIHD2ZIFVJtYBVF0IKwga5J88X8STg+mSJ69Ml\nogesxjVW4xqL5WY7uKuCL86fuljmu7pBWeA24MsXifGLGJJCzu3tyO0zGCwk/zcfALeAkSyFHh/D\nsTICHlM/JCYxKXntn+hyrwE+Btg4wGNAjANGDOneEPL4ssksHD2l8XHIsdxyPhuDjwYfQ1rZmQED\nYMETxvAM4HK7eTCMFjDaAtHTs9O91h+nHMsjgNHyFeRvpHuHPAB05yCFDJnmr+w6UNpzIkf4HAei\nw0NmarnLcjRgE9J43yDNYy+RFv+PUdivXG4fQ2GqYjleyFkP5kMAR/JkAlCpPCQQPTN+VT5Tn6Bg\nDc7J6zofxIDoA0YssMEC8ZY28LcOvszsFwD8SaTu+8/d/U+0aZbZByt8BOAnkBrzNcoKl42hK3Sg\nDLYWtLQ+Pw6E07yjMgcenYLYURkTZNHMwk7w/P/j/FwCDDJVl0idqH4zSsm/Qlmx55ffzwzxG4bx\nU4MPwPBFOi7E4Ol+mhrpND8gDTIqX1Wi6rjaMjEKtsT5+fO/Cnz2syg+Mo6iSAjYTlHAowZO5CT5\nGIkNGlEDA4IrKlnmw35sGRtOzMzvSe77r6RPmI9OygrWdDX3RNrtaxRmUVffCr6UDn+FaaUdFsBi\nAcQhfZoqdzXTZsUfPwbGTxNIGL6IaYzBp/p+/jeAz74r/UGgpAsMgi+CIHWAf4ECsFRBkckckCa0\nFzlPBWise8s6Mp9H0s4Ey5bYYl8khQYyLCeoz6EDavDYgh5lLcieECAPcp+yYATZEYiPA9afLHD9\n0YAQHathg6Wl+FXVeGd/ynj//Gvgs59AAYJkiNkGC3keTWYK5IQddSoNTvJr1ACT+bQsjYw1Hwyj\nDdhggTFmxbwG4iYgxpC+txFxSCDGQ0DM6Tc+YGMLjBgw2IgQDIshLSarhUEGS/4M8Kepb+0q9eME\nWPUdbAG3gqWA8u4QfJ0C8TTg1dk5vj57gnVY4Jm9xNPwAouLDT7/deCzfwT14lhZcDVjMj7TCfru\nBZ4AZFwEjGHA6ANiTEqczucxJDbCFkBYOHxI3402YIyLKf20OADgG0OMAaOn9oxDgC8SEIohPysm\nsJPuM/g6IK4HxM0C43KB0YcEiIMBg6XnWsAGA0ZfII4DfDMA6wG+CcA6g+p1QFwv4BjgCLW+Aio9\n5iGB7jUW2PgCcVwA60Uql4VpXH3+F4HP/iHJg4Bok543/b1hX1rWiwLApofn3zIwnMYC+1EtHHnh\n4EuDrcM0T8B8OlPRefj1JpR7XiPNzV8izdOXSO2zKGDR3YDgCQdGVCAOXLRcIs3ZL3OeV0hH2AwG\nLEKawwYDvMlnk/NZW20G59/UVcvUfr4JiGPqgzWWGN8H8GVmA4D/FMAfBPDbAP6imX3P3f+aplsu\ngHAO2EcAvomyAlJQsEGtiIHd4IvMU0a/4SRNUr4EbEjvwdaEeYYCtKgYY/7/o/w7gdeV3LdG7eDO\nCY35AxXD5o+A8VPD5qdCKo9FhCuvzRkrJCDBiONk1FgmAhqudJQF0BUty8OJzYHPvw989vejgC8q\nHDJ/bAOggITXctEM943cLy+lbMq8KYtIU2rPDLHM9cy7T/E81+ta2pVMSQu+yMpQcdM8+E0U8E5z\nhppEeCn4eomJCQyLBNKXwn5VflMCdn0BxE8Mm+8Yxm+EpOg2EeHaJ+Xy+Z8HPvsnUcY221LNlGRQ\nyTaxH9imZFgUKD9DGptU8gQyzEcVmjLKkDYg+OLiAblNV7luWRGHlTBfbFsCmoV8rwqU45YMF/tO\nwVfLQEmZ42PD9UcDLp6dYDGOCJb8YgCv2UcFX3m8f/4c+GwhZWBZm6NspneHdZfx4fqOK/hiPgq+\n+J7qeBQGMwGDBLImUHAN+GgYYwJZMaxToNScfsSAjS8wWgZgWCCEDYbBsFwk5iuoGTfPO/4M8CeA\nnwPhdV486IJB20xPbmAd2GbK4uf3bTwLePXoHF88+hgXwykQgLPhEri8wOe/AXz2B3JeLnlyDuJ3\nA2rnep3jOPcbgBNDXAZsLIOvzGiAVsEMtgL7amGIQ2IIU3orfZX7xEfLYFcAFPtnSIAnAT2Dr7PP\n0DrA14Y4LjDGRQbKA2IIpa9CwIjEUsVxAV8P8HVW8pvEZGEzAGuDD5n5yqCv0udBxosN2GCZgOS4\nSIAuZvZgkd6dz/8K8Nk/LG0+gaMABMd0duEGmI7TGay8k+oLpSww52c1yesChguwtcEXIdVlGmMJ\nfLG9J6BzjQK+foSkQy6YXwZGg6e22pdPC75oYVrkdg2ZOYuST9R8BHzxXoIvArylwTcJjG98iQ2W\niBMtfDN528zX7wPwm+7+WwBgZv8dgH8OQAW+Fgsk2pwghx18jRpYqamJwsGiDr9qDsi/hdZfiWLy\nHfPnDjpOoAQkj1AUGM0465yPKk2yYEBx5lNT1RngzwzjNw2+MgwvHfjS0knOLL8qX6AwXWqWoVJo\nTTCcwJRFIcjaNPdzwuOEy7o+y889RWFbyIQx3VPJjytLvscauFPTqJJVdoHn030jp3mNBMLUzMjy\ntn4nbV8RyF3lPBSwqZl1IfcR+GRlYBl0IX+apmc9eS2B+CQBr823A8KFw79C8WdhCJNn0t7KjrD/\nRtRj/LHcw0mLCmtAGSM0TRNojvJcDTVCEP0KtQ9l63BPyQotkvlif7GvOdGr+V4/lUFhO2tfcFG1\nkbyYdy5PfGzYPB1w/XiBuDYs15sSJ0qZMmV3tTz692SSkWfxPSBAFKXjrANQTPBqllDG70CzY7QE\nDKKHifnyMZkW42TKSgpZzVgjgUIeLMEMQ8jMF10KuOBCGhd+DvhZWXC2pvJq8aPmJ36n9wgrG08C\nLk5P8dX5U7xenOExXmFti/I+PpL6s13UBYF9JtaAikmUfvNVAirRBoweJgbEgbwBIR+EPaS504fk\nGzdabuMYyjFOlBHJfOhhMh16wMResZ2L2dES4BsNcRwSuEJOw74KlsydFjBmEyHGITE5HOODJQZ1\nHOA2JFZG527U/UOz42YCkplFg02m0opp1nFHM6MCL2W+dN5TsyPkfyUy2I+9d2gyByKfwOBlzLSB\nTDdI+oQsPee0KZ/86UjsmebT+rQSgF1gm7Fiew9APk28AM3Wn1w3uqmljXUai6n5LmbH2911e/kp\nAH9L/v/b+bsPV2x/kree332X6U3Jbcr5kOr2kMryJuXHpZ73LVZ9HJz+rcr73LfW/fNhy00K+t5U\n6gHKPbTdXbMw9xbmvjkxs38ewC+4+7+a///DAH7e3f8tSfP2CnSUoxzlKEc5ylGOckfxG0Zdfdtm\nx98G8F35/7tI7NckN63AUY5ylKMc5ShHOcr7JG/b7PiXAPysmf2Mma0A/AsAvveWy3CUoxzlKEc5\nylGO8s7krTJf7r4xs38TwK8gue39qXan41GOcpSjHOUoRznKhyxv1efrKEc5ylGOcpSjHOXHXd62\n2REAYGa/YGa/YWb/t5n9uzNp/pP8+18xs9/ztsv4ocm+Njezz8zsazP7y/n6999FOT8UMbP/wsx+\nYGa/viPNcYzfs+xr9+M4v18xs++a2Z8zs79qZv+Xmf3bM+mOY/2e5JA2P47z+xUzOzWzXzWzXzOz\n75vZfziT7vBx7u5v9UIyN/4mgJ9BihTzawD+gSbNLwL45fz3zwP4C2+7nB/SdWCbfwbge++6rB/K\nBeCfAPB7APz6zO/HMf5u2v04zu+3vb8N4Ofy348B/PXjfP4g2vw4zu+/3c/z5wLAXwDwjze/32ic\nvwvmawq06u5rAAy0qvLPAvjTAODuvwrgIzP71tst5gclh7Q5cIwcc2/i7n8e6cCMOTmO8TcgB7Q7\ncBzn9ybu/nfd/dfy3y+RAmb/ZJPsONbvUQ5sc+A4zu9V3P11/pPnkvyoSXKjcf4uwNchgVZ7aX76\nDZfrQ5ZD2twB/GOZLv1lM/sH31rpfjzlOMbfjRzH+RsSM/sZJNbxV5ufjmP9DcmONj+O83sWMwtm\n9msAfgDgz7n795skNxrnb/1gbWwfXjAnLWo/7gy4vRzSdv8HgO+6+2sz+2cA/BKA3/1mi/VjL8cx\n/vblOM7fgJjZYwD/PYB/J7MxW0ma/49j/Y6yp82P4/yexd0jgJ8zs2cAfsXMPnP3z5tkB4/zd8F8\n7Q202knz0/m7o9xODglu+4K0qrv/TwCWZvbJ2yvij50cx/g7kOM4v38xsyWA/wHAf+Xuv9RJchzr\n9yz72vw4zt+cuPvXAP5HAL+3+elG4/xdgK9DAq1+D8AfAQAz+0cBfOXuP3i7xfygZG+bm9m3zMzy\n378PKQxJa9M+yv3JcYy/AzmO8/uV3JZ/CsD33f1PziQ7jvV7lEPa/DjO71fM7FMz+yj/fQbgnwLw\nl5tkNxrnb93s6DOBVs3sX8u//2fu/stm9otm9psAXgH4l992OT8kOaTNAfwhAP+6mW2Qzpb/F99Z\ngT8AMbP/FsAfAPCpmf0tAP8B0k7T4xh/g7Kv3XEc5/ctvx/AHwbwf5oZldG/B+DvA45j/Q3J3jbH\ncZzft3wHwJ82s4BEWv2X7v6/3QW3HIOsHuUoRznKUY5ylKO8RXknQVaPcpSjHOUoRznKUX5c5Qi+\njnKUoxzlKEc5ylHeohzB11GOcpSjHOUoRznKW5Qj+DrKUY5ylKMc5ShHeYtyBF9HOcpRjnKUoxzl\nKG9RjuDrKEc5ylGOcpSjHOUtyhF8HeUoRznKUY5ylKO8Rfn/AZLQ+N/IwmwEAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x5b00870>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Results\n",
"\n",
"That filter performed just \"okay\". We can see from the spectrogram (and we can hear if we listen carefully) that the other channels are still apparent in the signal.\n",
"\n",
"To understand why, let's take a look at the frequency response of the filter that we created. Remember, we can obtain the frequency response of an FIR filter simply by taking the FFT of the filter coefficients."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pad_to = 2048\n",
"freq_axis = linspace(0, fs, pad_to, False)\n",
"\n",
"plot(freq_axis, 20 * log10(abs(fft.fft(coefficients, pad_to))));"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAHaCAYAAAA+KizrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x8bc3950>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Windowing\n",
"\n",
"The frequency response above shows us that although we achieved a quick rolloff, the side lobes in the stop band are still relatively high.\n",
"\n",
"Let's see what happens if we apply a windowing function to our filter. We'll use the Blackman window because of it's good side lobe attenuation."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"w = blackman(len(coefficients))\n",
"coefficients_windowed = w * coefficients\n",
"\n",
"output_signal = my_convolution(input_signal, coefficients_windowed)\n",
"specgram(output_signal, Fs=fs)\n",
"Audio(output_signal, rate=fs)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source src=\"data:audio/wav;base64,UklGRqC8AABXQVZFZm10IBAAAAABAAEAQB8AAIA+AAACABAAZGF0YXy8AAClAQIB2//H/lT+vf7N//YAoQF0AYUAUP90/mX+Lv9oAHEBvQEfAeX/rf4d/of+vv8nAQsC6gHHACr/3f2S/YD+QQAFAugCagKvAHr+1PyW/Pn9dQDyAkQEsgNWAR3+bvuO+hT8lP+6A8cGPweNBFL/SfnN9CD0ufjWAnERfyJ3M+JBzEsPUGtOgUexPPAvhiOuGSQUphOcFw0eAiRSJqgiexiKCbL56+3X6iLzXAa7IN47dVBPWChQoDgaFn/vWMzUskemmaatsIy/682j15/aNdfWz0LIf8TFx6HTb+dIAI0Z1i1EONk1biYKDVnvXtSswrG+h8my4OT+fx1pNpdF70lGRYs7eTEqK/8qDzE5O75FO0zKSgk/2iiqCiHpOsrvs7+qbLBcw9zeN/xvFBAikiLmFgcDreyU2enNQctg0NnZN+NT6ILmTN2LzgW+iLDUqmywpcIa4LcEeSquSpBfuWUQXeJI/y4tFk8E2vwFAP0K6RiGJL0pxiaNHEsOhAC89z73OQBtEVkn7TyiTLNRRklAM4QSeOzfx0WrXJvJmcWkrLdizBnd8+UF5mTfT9bAz9PPkNhW6Q7/AxUeJiQuwiomHA0FRuq80TzBG70nxxbesf3EH6o9+VHnWfpVt0l4OrktbyfgKGAw7zmPQMk/DDVjIIUEJ+blyvy3HbGUt/jJVuT7AKMZ2yhQK6ogqguB8WfY7sV3vVG/wcgA1creEeJD3cXRfcOtt2qzNboFzQDq6AwFMF5N+1/0ZA9c2kcwLSgSt/w38VvxvPtFDGkdySnPLcEo7BzcDugDegCpBo4VfSkBPVFKzUwcQroq2Ams5FjBqaXmlemTuJ66so3KV+BB77/0OvHm57nd29f92R3lJ/eNC6AcRCV7IkIUov3f4zLNPb/QvRTKYOKdAiolCkQiWldkNWIHVj5EQTLvJD4fViGJKCgwAjMcLQkdiQQi6OnN1rsethm+7dEV7XsJ7SBuLkEvXyNfDdzxZNZFwFGz/bAGuNLEdtIp3MXezdmxzyTFsb/8wzzUbO9nEfszelByYf9jZFjaQa0l/Qlh9L/omujb8igEvBeOKJQy0zPsLPUgnBS5DMUMmhUHJUE2OUNbRj48tCTvArfc9Lj7nRuQvpBJnrK0jM5J5m33df9I/iT2/epx4YLdaOHV7OT80wxoF4oYpw5p+3HjL80nvx6+18uS5pUJZC5gTkpkVG2HaYNbp0cBMxYi5xdGFbcY1B5DI/Yhchi/BqrvLNglxqe+ZMS51q7x5Q5IJ900STSQJe0L1uyKzpa2oqjVpc6sNrqryePWuN74373bM9XE0NnSdt4f9FsRGDHcTHxe22EiVhA+TB/rAJnp992b3+3s0AHfGNAsrzmqPU05LC8nI1oZChWuF2kgGiwFNhc5WzFPHaD+Bdo3tkCaoIvZjMmcDLc51Znw1QMrDM8Jjf/N8Uzl59213ZrkZfBo/WkHzgqgBVP45uVg06DGycTC0DTqWg3cM1hWTG67dxlyQmCDRwouRhmaDMAI5gt3EjMYYhnLE0gH3vVM4y/U2Mwa0FbeFPVXD7Um5jR4NRonEwy+6SbHMavZmgiYVKGusrTGRtjW4zTom+Ys4vDetuAG6mr7HBNQLe1EtlSkWA1PVDnZGxH9++NY1ibX0+Vy/toaaDS8RRRMykfnOwwt+B82GDYXBxy2IyEqDStFI4AR4fbw1ge3MZ3BjvCO4Z1ruLbYrPfBDqsZaxdvCrX3OuVC2OfTbtht473wx/vgAEv+oPSy5tnY788k0PHbVfOUE6E3DlmFcVF8nXcAZSlJpiolELD+Y/gP/MkFThCnFqMVtAzy/V/ttt8U2dvbE+hU+0QRhiTdL2cvmyHUBzvm9MLHpHyRZYx+lX+pyMIJ2wXtA/Zn9l3xqusc6gPwNv7cEvQpaz5tS5tN3EO2LwgVT/mA4snVT9Zi5EL9rhsbOVFPC1oLWFpLkzhyJRAXYRBsEWgXvR19H+8YqggH8M3SR7YEoJOUd5aVpSa/NN6b/FEUzCAQIDwTTv4Y57bT4MiiyNjRqeDL7z362PxJ9x7sA+BQ2IbZBeZo/ZEcZT7pXItyU3u3df1i+0ZaJ1QKTfWA6zrtzPdQBh0TdhnyFjcMt/yP7ezjWeOo7KL9oRHcIuUrGCl2GeP+r92qu+uejYyhh4iQ3qT7vwfcZ/MiAvEGfwPo+2P1nvQ0/MsLHyDyM6VB50QKPIIojw4i9GTfQdVN2EfoNQIbIQY/UFbOYrdiA1csQ1As1xf1CYAEZAb+C0EQXA5YAynv29TSuUOkfZlznOysncf/5qgExBpPJdkiuBSe/sLlss8awbK8m8Jd0JPhKvHi+qD8J/fy7TPmNOWl7lUDySDHQbJfRHQoewNzrF2kP+seowHE7B7j7uTv7/f//g9cG+ke3RkKDl//x/Kn7G/vqvrxCssaNiRzIn0Tu/iz1umzNpcbhoiDUY9vptzDzuH++r8LrBLUEFkJmwAP+/j7dAQHE+Qj9TFgOBc08iQCDuL0O+D41ZrZRuu5BzAp4EigYElsfWq3XLVGdy0IFmMEl/pj+Fv7lP+9AGz7N+5h2rrDuK/2o4ikobIDzHHr9Qm8INIqXCb3FB375d51xpe2wbHDtxTGntjQ6rz4CgCSAGT8SvfB9aP75Aq1Imw/QFvDb6V3QnCAWqg6VhfC9+fhINmA3Rfs7f9oE7QhzycSJSYbaQ0HANr2Z/Qd+RIDYQ4UFocV0gnc8rjTH7ILlfKCAYD+jBOnmsio6tYGyxgXH0AbChFBBW78r/kU/nUI0RUbIk0pgCjXHvgN3vkI6BbePuD571cLUC3nTvZoBXavcyNjqUhWKl0OgPkB7mLr1u5D9Hz3XfWd7CHey8zTvL2yL7LTvLDRDu0nCYAfhCobJ5cVw/nv2U69Farqoxervbzc09Tq9fyiB8cKnQjbBJUDHggaFP0mBD6/VP5lFm0hZ/BTZTb+E6bz+duc0fnV4uYz/0gY0yuCNfwzACmXGMAH8fri9PL1LfzwA+wISgev/PXoZ85ysciXIYfQg5GP4Kgny77viA/MJKEsnCeAGQMIFfky8UDyNPupCAYW6R5pINoZ8Qxa/cnv4ugU7K36WxNBMp1RAmvVeLt3jWd9S1kpDAjO7YPe1No54PDpkPKz9T3x1eWU1gHIt74evn3HntkN8coIaRs+JH0gABCB9SjWgbjyoiqa6p+LsnfNb+pQA8UTYRrXGDwTmQ5KD6cXUydjOzRPrF2SYqFbGUnLLYsOO/GL27zRntUF5vX+fxosMpZAzkIUOa4m3RBJ/VTw5Ovp7t315fte/EL0C+P0ynKwLpmxihOJ75Xer5PSqfcBGH4tjjRGLXob1wUP9KPs9vI8BrchJT4CVNNdvln5SeUzOB7YDiEJCw17F3gj2yvnLFkltRa9BGn0i+qS6pr1Bgq8I+88aU8AVuhNiDeFFvnw782ns/qleKVzr/O+Sc672MrbxNdyzx3HN8MQx+jTk+i1AYIa0C1BN1s0OSW+DCDw0tUQxE+/DMle32X9mRySNrpGd0tpRrY7lDCrKaopkzDVOyJHsU2RS7s+nyckCRfoNcrytEWsrbG0wx7exPoFE2khAyM3GIsEne122czMtskxz6HZEuTS6eHn2N39zaa8C6/6qaSw0sOh4dEFmSrFSRZeb2SdXHxJVTCPFwoFlPzp/p8J/Bd9JI8q+id/HYgODwAR9xP3HQF0EwIqXD//TZZR6UdoMSARM+zPyOWs1JxbmiykPbbdykXcO+ZB5+7gXNfFz9DODNca6L3+xhWPJ4QvXCurG7wDzOjd0GrBP76ryDPf0/3aHi08q1B1WZ9WHkvpO3cuGCehJ9su7TiTQNJAkjafIdMEYeVwyZe2frAOuEvL1eXhAXsZuCfJKYYfgAtm8ubZQ8fzvbS+XceL0wLeXuJ+3kvTh8Syt2iysLjEy6jppg13McdOomCDZMBaWUZCLEgS0/2/8oXy8PtnC+wbcChLLVYpTB5VELgENgB0BQcUbSjyPExLT05fQxgrIAk/4/O/BaVYljSVMKCZs17KMt/A7bDzMPHr6EbfG9k92i/kgPULChscGSZPJCsWlf5B4y3LwrwlvDPKbuTCBegn7ER6WKlgF152U7JE6DV1Kj0kWCMlJsYp7Cq7JqcbBAoj9OzdAMyXwlrEjdG95yoCwxqTKzwwJif7EU71ddfkvnKwC65AtsfE5dM83n3gfNo2z+fDXb4twzjUEfBLEqg0p1AhYW5j6FevQd4lYQq59NrobeiG8t4DqRe9KOoyIDQDLcggQxRjDKAMvBVeJaE2cENMRvE7UCSnArHcM7lfnnGQ2ZAcnlS0Lc4Z5ob3yf+s/mX2+eoq4RzdGOHD7Bn9NA3EF7EYhQ4Q+w7j9sw0v2u+PMzc5p0JJy78TfNjNm2yaeBbB0gyM/8hlBfhFHQY1R6II1siwxjTBnbvy9fJxX6+hMQR1xHyIQ8+J5I04zNFJeILEu3tzu62wqispXGs1bl4yffWCd9d4ALcNdWB0HTSI94I9IwReDE5TadevWHLVaw9Dx/0AOPpXN7o3/rslgF8GHYsjTnRPag5ji9cI0kZuhRIFyMgFixGNns5rzFoHXH+ptnZtROau4sujS2dTLcz1VHwcAPdC78Jxf8v8qblDN6R3UDkA/Aw/XkHHAsFBpv47OUh0zvGc8Sn0GHquA07NIhWM25md7RxAWCGR1AuqxnqDNIIsQsWEtgXOxntE6EHQfaG4yLUi8y0zwzeDPWVDxknPTWWNe8mtgte6fXGR6ssm22Yl6Gssm/G4deF4x/ozuaM4kzf3uDn6RL7uRIVLfdEAVUJWVhPXzmeG678o+M41k/XMObT/g4bVDRqRa9LhUfmO08tXSCJGEwX1htWI8Mp4ipjI9cRRfcu1/+26JxcjqOO1J2kuBnZBfjjDoQZEBcOCoD3TOWS2EzUtNhx43zwYvuMADL+z/QS5zjZHNAJ0Jvb8PJVE6c3VlnqcaB8rHfJZMdITCoAENT+vfhx/AEGPxBYFj4VbAzs/Z7tGeBp2fbb5uf2+uYQWCT2L7ov/iEUCDbmrcJjpC+RVoy2leCpIcMs29/sqPUG9ijxvutv6mvwff7cEqsp/j0US4RNGEQoMHkVg/lZ4k3VrdXV4/n8sxtTOY1PH1rlVwtLRzhRJS8XsRDFEZwXrx00H48YZQgB8AnTqLZYoK+UTJY5pce+A96x/KQUMSFTIDwTCv6y5mPTysjUyDnSBuH17x/6gfzl9uHrC+Cb2OzZU+Z1/VccAj6PXGlyeXsTdl5jMUdJJwQK6PQ56zftDfi0BnITjxnDFtgLWPxi7QfkruMM7eH9nBGUIoAryShmGRr/Ed4FvBCfaYxHhyaQpqQKwFXczPNrAvgGQQOF+w71gvRf/CgMfSAhNI1BlkSpO0Mokg5l9MTfjNVc2BPo2QHHIOY+dFYjYxBjMFcWQwIsehe8CYsErwZhDIYQWg4KA7Xug9TQubWkT5ppnbytD8gG52MEbRoeJeoi/RTw/vDlos/VwF28ZMJi0NPhhPEn+6r88PaW7eLlGOXO7q4DJSH3QZxf83PGesFyrV3nP04f9AHZ7OzijuSS783/HRCzG00fGhoBDhX/YfJa7GLv4/pUCyUbWCRMIiITWvh+1vuzhpeAhs6DVY8upnjDeeHl+u4LDBMyEYYJgAC6+pT7NQQNEywkWjKvOCY0uySgDYj0F+Ac1vTZqOvxByEpkkg6YAFsd2r2XBlHzC0jFjYEOfoE+Cz7rf8RAdD7eO5d2nPDU6+mo3ak1rJlzMzrHAqaIHkq+iW9FCr7Mt/bxuG2yrGGt7DFR9iz6uf4ZwDyAJb8NPdu9T77oAq2IrE/pVsVcLl3D3AfWks6LRfi9z/ig9m83Q3sov8DE2ghxCdOJYkbwg0nALL2C/S8+N8CdQ5mFu0VFwrd8nbTurG4lNuCM4BejXCnxciL6n8GZxjZHkkbVBGnBbv8vPnb/RIIdxX5IXMp2yg5Hy0Ozfm457Dd+N/175gLtC07Tw9p1nVQc8VifEhxKrMO5PlB7lzrju7e8y33TfXU7IPeJs34vJmy1LFxvHjRHe12CeUfzCohJ1gVX/mZ2TO9QqpIpHar7bzD04DqkfxgB8oK5AhABeUDMAjlE5smqT2YVCBmb22DZylUWDayE0Dzr9uU0TfWReeK/2UYqSskNZwzzyiuGBMIVvsl9fH16PuLA5sINQfi/FXpw86bsaiXyYZtg1WP66hzyyPw1A/XJGUsOScoGeMHPvmP8aDyaPuVCLQVhB4kINgZNA2//Rzw+ejj6036/hIWMrtRWWs4efl3hWc0S/QovwfB7bzeN9uT4BLqafJY9dvwn+Wm1lHIHL9kvoDHXdmo8HUIUBttJNwgXhCu9Q3WK7iNouqZ75/TstzNvepfA4wT/xl/GBwTww6qDwoYhidKO9hOPF1IYqZbb0lKLvMOVPFB2y3RDNW55Rz/EBvrMixB8UKpONgl9A+2/GHwmuwK8PP2dvwc/DHzieGZydmvtZlIjDKLvZd/sIXRDvW7FPIqLzTpL74gzgtd9xvpmeRU6rP37werFZ8c7BqjEWgEUPhg8ir2ygSfHKA5RFa4bB14l3X0ZNNIJCYnAwXmW9MbzRPSSt4y7En2wvif8vHlH9d3y3vHcc2w3MTxYwfZF30e3hhNB9Lses5Jsvyd0ZWdm1yuYMof6oIHZx3zKEcqZSQ0HPIWgxgvIi4yM0S1UqVY9VKDQTQnNQmw7VDa/tII2efqpASzIBk5uUhpTK1D1TBrGAcA0+wX4lHgF+Xe63bvvusJ38nKOLMznoyRbZExnwq5eNpj/X8btC8ZN34xXSE/C7n0K+OI2mbcnOeT+EUKuRd7Hb0aohGpBkv/OADcC3MhHz3rWFRuBXgjc/lfxUHpHaj6w91ayyTFMspD14/n9PU5/iv+M/ZF6QLcVtPq0tvbO+x2/5sPFRdbEgsBH+Ymx+OqlJd6kfqZba+zzTbvMw7sJZkz6TbwMZgojh8GG3od5iamNCpCRUrQSBQ8iyWrCczubNts1LPbs+/aC8op7kIJUkVUq0niNGwahv/46A/a59M81cvaOOBU4WXbJc4MvNKpJ50MmzumKL7v3kECASEZNQc7pDIGH44Ffexu2SXQ4NFO3RLvrAKgE4Ae0SFnHjkXnxAMD7YVZiX1O5xUHWlyc4tvj1w5PTQXqfFo00bBDb1Nxf7VtekN++gFRQiDAh/38+k131baB92v5mD0ggEKCesGdvkS4jXFXKlklbWOx5dxr0LRt/btGFky+D/JQXQ6Wy5OIloa1BjkHZcnaDIsOjk7djMiIwwNFvYO5Cfcb+HC85cPwi7/SddaS13NUD84BRl++VrfRM48x6TI/c7/1crZ5tffz2zDCLYkrPupZrLexQjiAQJpH+4zADsgM2keEgIZ5WTOBMP5xObSuOjtADAWqiTgKsspZCSlHnIchyCyK4M8eU+8Xz5oC2V7VOc3phMu7pHOtLrBtVC/lNNu7CQDNRKvFr8QVwMX893katxv20DhH+sG9bz68Pgf7ifbR8OVq+eZb5NWm76xd9Og+gIg6jzUTI5OX0Q7MzMhuhMtDhURQxqwJc0u1zHiLFYg0Q6I/ETuROgj7RP9mBXaMZtLoVxGYLVUizuFGVD1zNVEwBi3SrkLwwzPLNj02oPWncwGwVK4kLYvvlPPt+cfAzscyy3XM7AshRlU/iLhqcizupq6acjU4Cr+6hmaLjU53TmPMwgrKyWEJT4t2jqrSt9XzF0gWcBIHS4IDfbq5s0du+m1xL4S06Xt6geUGzMkXyAEEr79YelA2pnTu9Ua3jfoIO/y7gLmWNVswEOsN562mjGkiLrv2moAxiTdQf5SBVbyS7I4ICJ7DrICEAGtCNIVQCPcK00s/yNIFagEa/ci8ln36Ab4Has3OE4yXLVdQ1EnOEYWXvHOzyW316pZqxa2Jca41dPfuuG/2w7RnMaHwXLFV9Mt6XcCfRnPKK8s8yNMEN71Utqow/C2OrfsxJzdkvzRG4k1hEU7SjRFgDp0L/0oCiqbMrk/YkwbU6dPWkCkJr4GjOYizF68zrlExPXYJ/MpDX4h8it3KqEdiwgw8CzaUctAxqHKJ9WG4CDn4eS82DzF86/rn4ubmqYHwcfm4RBEN95SUV/iW19LKzO4Ge0E2Pjr9vf9tgrLGOoj7SicJvcd9xHHBqsAyQIsDkUhGDgSTWRaels+TsAzFRBs6ZbGcK15oRyjta9pwn/V5ON66sfo9uAW19rPMM8R19zmafvPD7IesiOsHG0KpfAa1U++97GMs3vDC98FAQQj+D6VUEVWXlGZRfE3Mi2lKC4rGDOZPPlC8UH/Njsiggbg6FXPYL+NvITHyN0/+mUW1SvNNUUyViLdCWvu0NWqxEe9M799x7TROtml2snUGclTu32wh63ctVfK2OijDGovx0rGWRdanEwvNa4ZjABD7wvpM+4z/H4O0R+fK1Ev5SrcIHUVZQ1xDEIUzyN5N+tJblVqVaVH+yxACXXiY78IpjOasJwtq+rA/NfM6n/10fZD8InlZNs11rrYNeNW888EiBIFGL8S7wKu607SGr3OsSm09MTG4ZEF2CkuSL5bW2LgXM9OPz14LYIjISFwJT0tBzRcNTYu8B2dBp7sjtXTxjDEsc5O5EgARRzGMbs7tTdsJokLsewT0PC6UrB2sOe4U8Xb0HjXJ9d60GvGi72wuoXBbNPr7tsPWjAmSixYzVeLSfgw3BPT+L3lW96D4wrzcwgzHiYv4jeMN/Ev4iQPG5kW0xmDJNQzB0OuTCNM3j4/JaMCuNwruh+hupUpmWup2sFb3OTy7QCCBI/+dfIF5RHbE9gz3ffoufeoBDoLeQj/+zPo1dHbvvK0C7hLyarmWAveMJdQQ2UwbMplVVUBQH4rhhyzFekWiR1NJZgp2CaiGzEJKvOs3vvQCM5P103rvAWIIEA1oT7hOWAnhwr86DLJ7LDbo9yi7avhupzKhdbH2w7ai9NNzAXJn80P3JXzyBBSLjhGWlPLUpxE9CtaDm/yWN5P1q7bruz3BMcebjS+QQNFUj8RNOknXR90HdIifC1XOUtBqkCWNOoccvxo2EK3Kp+ElNqYfqr0xA3iZfvrCwgRHwtJ/V7smd0o1RPVvdwj6cn1D/6S/jr2reb906/DTLvvvhfQLO22EWk3iFeDbD5zumv+WEBAiCctFIsJRQhKDowXRB9XIZAbRg5V/FPqVN152bDgEvLuCZ0i1zVBPsY4ZCU6B9DjxME/p4SYApcloeGy4cb915DiaOX14cnbfNdC2aPjovaTD7YpXj9vS75K+jzjJLcHA+wM2FnQoNZn6W8EziFpO25Md1L5TftBGzMyJvIe2R7HJFct0jOTM2YpkxRA9xDWHLd3oLCWqpsUrrbJa+iWA7kVsRtgFZYFL/HC3SjQP8s8z8XZr+ZG8bL1JfJw5+TYf8uYxGfIy9iq9AIYzzxjXP5wKXeEbs9ZNz4DIg0LX/1J+j8AbwvoFgke0h21FbwH8fcv68TlHer8918MKSJYM486ejS1IAUCut16urOeGo+ejQ+ZjK2WxYbb/Orv8RLxeOuY5ezjmOlx96ELGSKSNQFB9UCmNEwetQIv6ALV8c0K1SjpPQZWJgVD9lYeX15bVU6IPBgrUx6TGKoZAh9rJFMlJx5xDWz049Zhut6kP5sEoIiy/c487zIMnB+NJW8dGAoF8cfYPcf1v0jDbs6A3C3ogO006y7j3Nm91IXYcOdXAOAeqDwgU4FdMVo1S4o1mR9RD2oIbAuxFV0i+SszLjYnOxgvBZDz1OjW6LX0ZgotJbY+oFAMVsdM0DUXFY7wvM5AtY2nN6b9roa9osyy1+jb+dgg0WbIc8MfxkXSFecfASEbUi/hOEQ19CRvC3PuotT6w13AtMrG4NT91xsCNSlFskrXRhw9PTK8KpcpZy8pOtJFaU13TFlAISnECYTnuchRs1Sr6LH9xMvf+/smE2QgXSHIFg8EU+4B22LOh8rSzkTYauK36OTn9t6jz/q9Yq8oqRavVcL34FEG/itWSwVfQmRuW+tHMi9wF/wFFv4uAP0JRBcUIzwpdycWHuIPWQFi9+L1j/5OEFgnDD5NTg9ToUlrMuwQ7+oux8erzpxum8WlhLcny2vbsOTS5Vvg8tc30V7Q6NfR53T9JhRvJnkvbSxNHRgFL+kT0Nm/trz0x6vfPv9+IDI9jFBBWPNU1kmsO2YvuCgdKXEvTzgSPzQ/qjXkISIGDuefyq22cK9ntuPJZeWjAgsbSimNKhkfGQq+8NXYVccfv2DArcjT0x3dweD83KvSGsUtuQm0obmJy2Do+QtBMKdOqWEpZi1c0kaJK7sQPvzx8ejyUf0RDQUdaCgmLKon9RwDEJQF0AH5BrAU4id8O6lJWE2TQ1wszwp65BbA/KOqlMCTt59ftADM2eCQ7jbzo+8Q5xPeN9mo2zzmKPduCvUa6CMgIhcVOf9p5ePNu75evG/IYeHFAmYmt0VlW4pkPmFlVMdCtTGXJcMg8SJnKdcvrTFwK+MbfwQ56ZPPOL2Dtk29WdCH68AIZCHbL+gwZyRBDafwt9T8vhSz7LGmuU7GC9OM20XdL9jKzmrFAcGoxWrVgO9YEFMyEk8DYcJk9VlrQ3Emjwn68hbniufv8lUFaBndKdsy7TJPK3Uf/hNODUAOORf1JQQ28EGvRAw7mST4A13eXbpunlyPL4+3nO2z+c6y5xn5hgAy/u/0R+ka4DzdW+KG7nb+dw3HFvEW5Qxk+rHjm84LwYm/DMxv5Z4HjCyPTfZkTG8VbMddCklvM/8h8BfpFfoZRyA8JPMhZRchBUTusdfYxjPABcaf12PxjQ2PJaEzKTSeJqANUu4Pz+G1D6cxpO+rjLoKy5jY498B4KHahNNez3LSQ9+29ewS1jFlTA5dMmAYVS0+gSCZAuTqNN6s3k3rVABJGG0tLztIPzQ65i7YIa4X3BOZF3khwi1tN4Y5mDC+GxD9QtmltqebSI3pjbWc37WN00nvjgMRDWwLDQFs8rfka9wV3KvjofCx/hYJAwy/BUz3P+Tz0SfGgsVP0sjrJw54M/dUo2yjdiNyaGEuSWAvlxm9CyUHYQrPEb4Y2RptFUAIrPUK4oLSnMvxz1XfuPbKEDgnNTTvM4IlPQsY6oLI3Kz4mwmYNqADsVjF69er5MvpJOjd4m/eRN9i6Gr6RBOMLppG+VXXWBZOsjdiGoX8ouTd18HYsuYi/oUZvDKURAlM4UiRPW4uXSBqF6IVehr7IpgqeSzsJIgSw/a81Vq16JuEjt6PgZ/nuUzZDvdADQ0YhBa1CgT55+Zw2fzTX9fF4VXvWPujAdz/MvZ252zYiM58zuHaaPPBFE05XlrNcWx7AHZ/Y4pIOiugEU8AU/nT+4AEoQ5yFYUVuw2Y/8vuLuBa2E7afuaH+qkR6SWHMX4wkCGsBo7kncF3pFySAo4GlyeqO8KO2V7rCfWa9qPyXu1f6y7wNP0vEXYo4D0bTCtPhEWhML8U9vfE4IHUEdY35aP+yxxJOWdOc1iPVrtKJDnsJrMYWRE6ESUWDBw8HsEYpwmu8UbU0bZZnwqT2ZS3pHi/jN9J/nkV1yD4HpER6/yy5oHUdcoxypTSMeBe7pb40Ptm91PtsOGa2cTZF+XI+xQbzz2GXQt08XyfdrdirEWuJSYJOPWP7OLuNPm/BlsS5RdhFXMLJP327pTlaeSU7HT89Q+MIZ4r/SkTG2MATt4Wu3Cd7YqxhsSQJ6aowT3dhvMbAUoFEgJw+x32KvbJ/ZgMvB+RMvs/z0MUPKgpOxB49bXfY9Sy1sHmjAGmIXxA8lfGY4ZiwVV/QRQrrRf0CiUG1weBDJEP1AzAAVPuNdUtu+2lnZp0nM6r8sWj5UwEmBvmJmMkaRUd/lDkDc4awNq818MK0tbiXfHs+f76r/Vl7drmueZB8DQEeSByQAZeHXMdexl0Vl8GQVAf2AAw65HhM+Rm8GIBpRFkHMseqRhdDBX+ifKV7Q7xJ/yICzAatyLVIJMS/fj/15W1Zpg2hoCCro0IpWjDheKC/EgNchNzEAUIBv8H+gX8iwWWFBslNTKMN6AynyOEDXj1kuFX10ba4up9BsgnFUjnYIJt/WufXW5GCiwtFDMDCvvT+k7/6gMqBAX91u2u2M/Bna4ppM2lMrQBzVbr2ghCH8gpUybyFZX8EOCzxsS1SrBttpXFPNk77Dn60QA5ABf7s/Wx9Kn7/gtVJLxAk1vtbhF2v27UWSw7yBhk+ePi9dhD3GrqrP43E6wicSmJJrIbwgyD/j/1iPNt+WgEDRA8F5MVuwgy8VbSubHXlYaEj4G6jZymLscB6c0F6BhLIO4cVBJ/BX/7D/iY/N8HbhabI+sqZymSHqkMMvjZ5gDeTeGh8b8Mvy0kTmVndHTrcpFjEEr+K24PbfnU7LXphe3782L4+vYe7sDeOMxYux2xPrEOvffSuu5dCqEfgCl2JSoUSfml2te+qKu3pLaqYbs40r/p/vzBCGoM6wkpBbwCjgaiEl8mkj4tVo9n+W3gZq1SyDThEp3zDN0700jXK+dH/p4WUSoKNQA1QCtBG9IJs/s+9HX0wfpgA4QJtQgp/rPpBM4hsDmWJYbsg7iQeqpfzPHvmw43IzUrFicmGoAJp/oL8u7x4fkCB+QU4R6AIYEbUA68/fzuTueJ6vT51BOuM0RTCWy2eIZ24GUzShwp+whu7//fatuc33Do8vDM9ILxJOdA2C/Jzb4PvdXFNtid8IwJ+RzPJUIhkw8a9IDUcLcFo1ablqHbs7/NiemyAUISwRltGbwUQBBAEG0XBiasOfFNgV2XY1JdnkpfLuQNrO/Z2b7Qz9VK560A1Rt+MsU/SEGYN+slIRFi/rHx4uwk71b19fp9+8XzBOM5y8mweZn/ioWJiJZgsIzStfYoFmsrdTNcLiofAQvB93zqQ+Zs66r3yQYAFEkbmhqAEgMG1fkJ86D1VAP9Gqg4dVb6bct503YeZdRHgCS1AYPlC9SkzqvTIN/Z6+70GPeA8fDlPtgizdfIzM3b2y3w2QUnF/4eTxryCNPtUs4OsU+cjpRpm1KvA8yX6w4IwBxuJ6wohiOEHEcYLxpWIzkyHEMLUUNXj1JOQsgowgpr7tnZktFh19/pwQTnIcY6A0qnTL9CNi/uFnL/cO2X4/Dh/+WY6yfuEerb3bTKR7Tbn/SS3JFunnq359ie/OwbGzHBOI4ySiESCg3z2+FA2kzdOekT+uQKJRcAHBwZshDlBpIA5QESDZIhGTxEV+ZsjHfdc4VhWUO3HkX6YtywyQvEO8pp2DvpS/eL/k79mfTA51nb4dNg1H3dM+1F/1kOZxUeEeEAHefLyFasF5jKkHGY1a3dzJDvjg+WJ7k06jbSMO0mMh6qGk4efSgwNt1CxUleR286iiTSCQfwGd2v1efbve44ClIoYkKvUspVRkvBNRwaMP5M5+fY3NNS1nTcmuG54Zrakcx/uhapnp15nOKnML/S3g0BUx/PM8k6kjOmIAoHE+3R2KXOQtBm3Ffv+wNNFbAf5yFXHZAVNg+dDnkW9yaHPWJVsGgKcuFtfFtKPWEYV/O81JHBKbyuw3nUEOmd+2IH6Al6A+z2seiJ3RnZ29yn5/z17wKRCU8GEPin4IrE0qnElk2QwZhGrwDQ+vSSFw4y4UBwQwM8Bi/AIdwYKRfoHMknrTPfO3o8ojMjImULoPSI49bc+eJd9W8Qai6kSCtZKlzLUFw5rxrc+rbfcc2lxRrHSs5/1jzbi9ng0EXDzrR2qreoMrLUxqrjeQP2H0gzezmFMYkdYQJu5hDQLMQExdDRDueL/8oVdiVzLFkrHyUuHgYb4B6pKqA8rVBpYYhpSWWNU0c2KRKY7S/PNLxetzjAT9Mf63cBBhGZFs0R/wSA9E3lqNve2a/fWupz9SP8mPov7xTbG8LpqZaYJpM7nFuz+dRA+28fbzszS51Nm0SDNOAi8BRNDg8QnRhDJFMukDJvLushnw8l/OPsmuYK7Bz9vRaFM/FM81xpXxtTBjrbGNn1QtfnwRG4GbnJwV/N79bL2oHXQc55wtW44LWnvLvN4eZ4A5Yddi/3NLEsZxip/MXfTciHuzG888mH4ar9eRj1LDQ4AzrKNLUsbya5JUgsODkzSVNXc16lWltK/C65DKHpOsz2ud612r+81AjvUAjJGp8i0R5JETX+zern26LUn9Xm3Ivm1u2z7u7m99bowdqsnJ03mZSin7ky27YBbyYLQxVT+1RRSk83sSE4DzoEmAJrCWYV4iFCKkorGiRxFkQGpfhW8m32VgWTHC435k6xXTxfAlK1N9kUtu/OzmO3Qaw5rWO3Asbf07zcZd4+2QnQDMfFwpLGntNu6B0BShhxKF0tViWoEXn21tlRwm+1WrYkxdTeKf7zHJ41fUSeSNhDHDpBMJMqlytNMyw/2kpgUaROn0AbKKwI7uc1zAK7prdnwmbYSPSGD/UjPi3UKTQbZwXY7eLZa83yyUXO9tZw31zj7N/F1DbEsrKupSmiUKuCwQ7ivAf3K1BICVgrWfBMbTd6Hj4Irvlh9RD70wcTF9sjRyqZKK8fwxJ8Bpn/fwE6Df4gejjYTSpb8FtDTmgzlg8B6WjGg624oWOj5a91wmnVv+NX6rTo9+Al1+zPPc8V19jmYvvJD68esiOtHG4KpvAa1U++97GMs3vDC98FAQQj9z6VUEVWXlGaRfE3Mi2lKC8rGDOZPPlC8UH/Njsiggbg6FXPYL+NvITHyN0/+mQW1SvNNUUyViLdCWvu0NWqxEe9M799x7TROtml2snUGclTu32wh63ctVfK2OijDGovx0rGWRdanEwvNa4ZjABE7wvpM+4z/H4O0R+fK1Ev5SrcIHUVZQ1xDEIUziN5N+tJblVqVaVH+iw/CXXiY78IpjOasJwtq+vA/NfM6n/10fZD8InlZNs11rnYNeNW89AEiBIFGL8S7gKu607SGr3OsSm088TG4ZIF2CktSL5bW2LhXM9OPz14LYIjISFwJT0tBzRcNTYu8B2dBp7sjtXTxjDEsc5O5EgARBzFMbs7tTdsJokLsOwT0PC6UrB2sOe4U8Xb0HjXKNd60GvGi72wuoXBbdPr7tsPWjAmSixYzVeLSfgw2xPU+L3lW96D4wrzcwgzHiYv4jeMN/Av4iQPG5kW0xmDJNQzCEOuTCNM3j4+JaMCuNwruiChuZUomWup2sFb3OTy7QCCBI/+dfIF5RHbE9gy3fjoufeoBDkLeQj/+zPo1dHbvvK0C7hLyarmWAveMJdQQ2UwbMllVVUAQH4rhxy0FeoWih1NJZcp1iahGzEJK/Ou3v3QCs5Q10zruAWEID01oT7lOWYnjQr+6DDJ5bDSo9Si66vmuqjKlNbT2w/agNM4zO3IkM0R3K3z8BB9LlFGTlOLUidEUyulDcLxy9301Yjbt+wbBfIejzTLQfxEPT/6M9knWR97HeAiii1gOUxBpECNNOEcbvxp2Ee3MZ+JlNyYfKrwxAniYvvqCwkRIgtM/V/smd0n1RLVvNwi6cn1EP6S/jr2reb9067DTLvuvhfQLO23EWk3h1eDbD5zu2v/WEBAiCctFIsJRQhKDowXRB9XIZAbRg5V/FLqVN152bDgEvLuCZ0i1zVBPsY4ZCU6B9DjxME/p4SYApcloeGy4cb915DiaOX04cnbfNdC2aPjovaTD7YpXj9wS79K+jziJLcHA+wM2FnQoNZn6W8EziFpO25Md1L5TftBGzMyJvIe2B7HJFct0jOTM2YpkxRA9xDWHLd3oLCWqpsUrrbJa+iWA7kVsBthFZYFL/HC3SjQP8s9z8XZr+ZG8bL1JfJw5+TYf8uYxGbIzNiq9AIYzzxjXP5wKneEbs9ZNz4DIg0LX/1J+j8AbwvnFgke0h21FbwH8fcv68TlHer8918MKSJYM486ejS1IAQCut16urOeGo+ejQ+ZjK2WxYbb/Orv8RLxeOuY5ezjmOlw96ALGSKTNQFB9UCnNE0etwIw6AHV7s0F1SPpOwZYJg1DA1ctX2dbUk53PPsqMx5/GK4ZIh+gJIolSR5pDTb0jNYJuq2kUZtfoBCzfM947wQMBh/CJMIc3wls8brZYsjJwFnDlM0H28zmHu2M7GvmXt4w2UbbMufY/FkZyzeAUnlklmpBZGZTzjsnIu0KlfkK8J/uSfQS/48MVBo4JpkuczJ+MSoskiNPGTAP5gaiAdH/8wC7A0QGfganArT5l+tZ2f/EObH4oO6WHJV2nK6sMMRQ4KP9ehhsLdg5Sjy7NJAkcA7b9afecMwPwjbBMMri2/7zYA+QKkJC1lOvXWBfrVlSTqk/QDBgIrYXDxFDDlUOrA92EAYPNQqlAdj1JOh72hDP7ceOxo3LedbP5TH3ugd2FNkaNhkNDzL9uOW2y8+ysZ6GkniQXJmOrATImeiACtIpGUPOU65a3FfKTPk7hyiuFUcGYPzz+NT7zgPmDsIaFiUNLJUuiSypJmkepBU1DpcJlQgbCzAQIRbOGgscFBjmDYj9GujEz2q3QaJRk/iMhZDwndizoM/R7ZMKPyLlMbw3YjPwJcURMPrs4pXPIMNuvxLFQtMF6I0AqhlLMPJBD00qUeFOukfJPUozNCrkI9wgvyBoIiwkOyQEIY0Zsg1A/trswNtszSLEicFQxgLSBOPI9igK4xkZI8ojLxviCdbxE9ZRumaiv5HYiuKOmJ1GtRLTY/NtErwsrj/PSfpKUkT8N8Eojhn+DPQEVQL8BMsL9hRfHgImVCqNKskm+h+5F+8PcQqfCBQLfxGbGmckcixIMOctJiT0Enr7+t+Ow7CpwJV3inyJG5MyplHAEd6T+wkVSic/MDQv5CRfE679W+fn00jGe8BBwxXOTt9v9JsKCh92L3Y6nz+KP5s7tTXSL5wrHSqKKzsvzTNrNy44gjSBKzEdmQql9eLgG8/gwha+msEQzdzeWPQuCtkcKynPLKYmAhea/1Pj2cUWq5+WNItYiiGUO6chwYPeyvudFV8pgDWvOco2qi7BI6kYsg+ACs0JXQ0RFDQczyMXKcUqWyg9IqAZVhBtCNAD3QMZCQQTHyAcLjg6rEEpQkQ6vymqEU302dQBt2ueJo43iEeNhpzFs8vPyezoBtsaUiZKKCwhrxKN/wrreti3yr7DacRhzD3azOuC/uQP+B2MJ18sGi0hKz0oOSaDJtspJDBnOPRAtkeUSt1HpT4BLx8aIgLj6XrUzcQPvV++kcgl2nXwEwhJHaYsgTNmME4jpQ0X8inUvLd2oEGR44vDkOieKLSLzb/nov+vEmAfTCUnJYwgohmyErwNGAxDDtETihuyI2Qq+C1cLVMoiR9/FEsJOABf+zT8QAPwD5ogsjIpQ+NOO1NzTglA3CgYC/PpOMnCrOuXDo0zjeWXSqtqxKLfLPmxDb4aFx/dGnMPPf8z7WXcfs9hyObHy83R2ATnIPb4A98O7BUZGT0Z0RehFmUXYxsgIzkuZTuiSItTw1liWVpRtEGrK4cRWfaE3T7KEr9wvXLFytXs620Efht7LXg3rDe3LbEa9wDW4wjHK645nCOTjpPRnButzcHp15Psfv0/CXUPxRCiDvwK1gfhBicJ2g5OFxohYio3MfszvTFwKgIfPBGBA2f4QvK88nr67ghfHBYyxkYEV9NfHF8HVC0/hSIqAeret78ip9CXHpP3mN2nKb151TPtEAGVDmYUaxLCCX78R+3f3rHTcM3ZzKXRpdoN5s7xAvxFA/4GbwetBWIDdwKsBDoLghbpJd83EkrHWU1kdWf0Ya9T0T2uIngFy+kn02vEYr96xKzSo+cLABYYAiyvOA88cjWYJZEOX/OA12y+C6tWnxmc6qBLrP27Ys3y3Z/rKPU/+oX7Y/qy+Fj44PoeAQELhhflJOcwUjlhPCQ5vS9qIVoQXv9r8SLpYejm7y3/cRTsLC1Fm1n2ZtVqCGTHUro4uxh49uXVsLq7p7Ke158GqvC6f89W5Fj2GwNCCZcIBgJh9wHrWd+J1gHSTtIL1wPfdeh18U/44PvX+8b4C/SV74LttO9y9xIF3BcKLgJFuFkkab1w7W5YYwBPKDQNFnD4C98JzYjET8aq0YjkzPvBE64oVzd9PSg6xS0FGpUBrOeJz/i77K5CqbCq6rHtvGbJH9Vg3jzkruaJ5kblruR35uHrbvW5An4SwSItMXI7vD8LPXIzJyRhERD+Yu1O4hPf0+RZ8xYJTyN8PslWqGhVcUJvUWLbS3wurg1N7f/QurtWr1us+rFBvnXOjN+o7or54/54/hj5ZfB95ozdZ9c31UbX/NwA5YPtoPTA+PH4H/Un7rflCt6F2Ubau+FO8D4Fqx7GOTxTr2c+dPZ2Lm+kXXFEvyZZCB3tcNi8zB7LPNNY45v4gw9vJCY0TzzAO6MyWSI6DS32JuC6zbXA5rkMufy86MO+y5XSC9eB2DrXRdRG0RvQetKO2a/lPPaoCawdoC/rPHtDIULbONwodhTG/jzrIN0C11vaQOdb/BYX9DMQT7Jk1HGXdIBsilr5QAEjRgRV6B/SlsNzvSq/GMfa0rrfJ+sg84L2KPXh7znoIuCQ2RPWitb32n7ikOs49H76zfxL+hHzN+i42x7QIcgsxunL8dmb7/8KOCm7RuRfenEwef51UWgAUgg2Ihg2/Mvlh9fS0qbXoeQ69zUMJCDlLyA5ljo+NDwnmhXsAdnurN740mTMnsqAzFXQPNSL1ijWx9L7zB3GEsDnvG6+1sVn01rm5/x/FCoq/jqZRItFoD3zLdQYdAF662raKdGE0ejbTO9TCaUmakPWW7ps9XO8cK1jsU6kNOQYyP4k6enZ4tGy0PbUlNwr5Xzs0PBE8eDtjefb36zYzdOa0q/Vxdy45rPxhvsNApwDWf9t9R7noNbMxq26AbXGt9bDudii9KYUJTVCUn5oM3X7duhte1txQlQm+wr58xPk7dzL3p3oMvicCq8cfCvGNEw38zKxKFYaKwqK+m3tIuQU38fd/t4D4QvileDC247T3chavTezx6wOrF+yCsA71AftpAfTIFY1dkJzRtJAfTKnHYEFyO0x2ufNB8tZ0ifjZPvwFxg1Hk+/YrFt6W61ZqZWPEGBKYQS6P578AXoOeXc5hHru+/q8jrzD/C06ULhZ9gO0fnMYc2z0mfcD+mL9mICNAoiDDMHkfuO6orWmsIWshWo66bJr3rCZt28/dcfxT/UWRdr1HG9bfJf1EqlMQwYjQEJ8VHo8eci7/X7tAthGzgoMDBFMpMuMyboGrAOYQNT+jj0GfFq8DDxJvLh8QDvZeiG3b3Ogr1trOKeZJizm+Sp1sEn4Ob/uRtWL644hzg2MoUqICYJKJYwWj0DSt9Rj1FDSBQ4YyVdFUQM9gtOE4EeaihMLHAnJRrDB7D1vuli6ErzugjyI1M+FlEIV89NfDY1FS3wGc6ntDanN6ZBr+a988zY19/bz9js0D/IZMMoxl3SLecvASYbTS/YODs17iRtC3PupdT8w17AtMrG4NT91xsCNSlFskrWRhw9PTK8KpcpZi8pOtJFaU13TFlAISnECYTnuchQs1Or57H9xM3f/fsoE2QgXCHFFgsEUe4B22TOjMrYzkjYaeKx6Nvn7d6fz/69bK82qSKvWMLv4D8G6StHSwRfU2SMWwxIRi9qF9gF3P3z/9wJWhdzI+UpXCgVH9QQGgLc9xD2f/4aEBwn4D0+ThxTv0mMMgIR9Oojx7Orupxim8Sljbc0y3fbtuTR5VTg6dcw0VzQ6tfW53n9KRRvJncvaixJHRYFL+kU0Ny/uLz0x6vfPf99IDI9jFBBWPNU1kmtO2YvuCgdKXEvTzgTPzQ/qjXkISIGDuefyq22cK9mtuPJZuWjAgsbSimNKhkfGQq+8NXYVccfv2DArcjT0x3dweD83KvSGsUtuQm0oLmJy2Do+QtBMKdOqGEpZi1c00aJK7sQPvzx8ejyUf0RDQUdZygmLKon9RwCEJQF0AH6BrAU4id8O6lJWE2TQ1wszwp65BbA/KOqlMCTt59etADM2uCR7jbzo+8Q5xPeNtmn2zzmKPduCvUa6SMgIhcVOP9o5eLNu75evHHIYuHGAmYmtkVjW4hkPWFmVMlCuDGZJcQg7yJjKdIvqDFvK+cbigRL6ajPTr2Vtlm9XtCH67sIXiHWL+UwZyREDavwutT9vhSz6rGkuU3GC9OM20bdMdjLzmvFAMGnxWnVgO9YEFQyE08DYcJk9VlqQ3Amjwn58hbniufv8lUFaBneKdsy7TJOK3Qf/RNODUAOOxf3JQU28EGuRAk7liT2A17eYbp0nmKPMY+1nOWz8M6q5xf5iwA+/v70Uekb4DHdRuJw7mn+ew3dFhMXBA1x+qPjcs7UwFu/AMyT5fAH8izeTfpk3W4fa1hcTUelMWsgxxZGFdYZfyCfJFEinRcnBSDuetenxhnACca514bxqg2bJZozFjSHJpANTu4Wz+61Hac6pPCrhroBy4/Y398C4KbaitNiz3TSQt+z9egS0zFkTA9dNGAZVS4+gSCYAuPqNN6s3k3rVABKGG4tLztIPzQ65i7XIa4X3BOZF3khwi1tN4Y5mDC+Gw/9QtmltqebSI3pjbWc37WN00nvjgMRDWwLDQFs8rfkbNwV3KvjofCx/hYJAwy/BUv3P+Tz0SfGgsVP0sjrJw54M/dUo2yjdiJyaGEvSWAvlxm9CyUHYQrPEb4Y2RptFUAIrPUK4oLSnMvxz1XfufbKEDcnNTTvM4IlPQsY6oHI26z5mwmYNqADsVjF69er5MvpJOjd4m/eRN9i6Gr6RBOMLppG+VXXWBZOsjdiGoX8ouTd18HYsuYi/oUZvDKVRAlM4UiRPW4uXSBrF6IVehr7IpgqeSzsJIgSw/a81Vq16JuEjt6PgZ/nuUzZDvdADQ0YhBa1CgX55+Zw2fzTX9fF4VXvWPujAdv/MfZ252zYiM58zuHaaPPCFE05XlrMcWt7/3WAY4pIOiugEU8AU/nT+4AEoQ5yFYQVvA2Y/8vuLuBa2E7afuaH+qkR6SWHMX4wkCGsBo7kncF3pFySAo4GlyeqO8KO2V/rCfWa9qPyXu1e6y7wNP0vEXYo3z0bTCtPhUWhML8U9vfE4IHUEdY25aL+yxxKOWdOc1iPVrpKJDnsJrQYWRE6ESUWDBw8HsEYpwmu8UbU0bZZnwqT2ZS2pHi/jN9J/nkV1yD4HpER6/yy5oLUdcowypTSMeBe7pb4z/tm91PtsOGa2cTZF+XI+xQbzz2GXQt08HyfdrdirEWuJSYJOPWP7OLuNPm/BlsS5RdhFXMLJP327pTlaeSU7HX89Q+LIZ0r/SkTG2QAUN4Yu3Gd7IqvhsGQJKanwT7di/MhAU8FEwJr+xT2IfbC/ZkMxB+fMglA10MPPJgpJBBl9a7fb9TO1uTmpwGqIWNAwVePY2FixVW1QXErEBgtCwQGOgdhCwYOEwsMAOvsRdTCuvSl7JranB+sFsaW5R4EYRu9JlUkdxU9/nLkI84ewM28wcP10criXvH2+Q37vPVr7dfmseY38C0EdyB0QAxeInMgexp0VF8DQU0f1gAw65LhNeRn8GMBpRFjHMseqBhdDBb+ivKW7Q/xJvyHCy4atiLVIJYSAfkC2Ja1ZJgwhnmCqY0HpW3DkOKO/FANcRNnEPIH9P7/+Qz8ogW0FDQlPDJ6N3kycSNjDXb1tuGY14raCutxBoMnqkeAYFBtJGwkXi5HvSx7FM4CyvnH+Lz8PQHVAWP7Ee212GPCZq/TpCOmJrSszObqfggaH9opjiY5Fsr8IeCfxpm1HbBQtpHFT9lZ7FT64AA4AAn7n/Wh9KL7AgxgJMlAnFvvbg12uW7OWSk7yBhn+efi+NhF3Grqqv40E6oicSmKJrIbwwyD/j/1iPNt+WgEDRA8F5MVuwgy8VbSubHXlYaEj4G6jZymLccB6c4F6BhLIO0cVBJ/BYD7D/iY/N8HbhabI+sqZymSHqkMMvjZ5gDeTeGh8b8Mvy0lTmVndHTrcpFjEEr+K24PbfnU7LXphe3882L4+vYe7sDeN8xYux2xP7EPvfjSu+5dCp8ffSl1JSoUSvmo2tu+qqu3pLOqXLsy0rzp/vzHCHMM9AksBbgChAaVElQmjj41VqBnDm7vZq5StzTCEnzz+NxB02zXZeeD/r8WOyqsNFY0WypCGuAI8vrE80f00PqUA8AJ4Qg5/qfp5s0AsCOWIIb3g8yQjaprzPLvkg4qIykrDycnGocJsPoR8vDx3/n9Bt4U3h6AIYMbVA7A/f7uTueH6vL50hOtM0RTCmy3eId24GUzShsp+ghu7//fatuc33Do8vDM9ILxJOdB2C/JzL4PvdTFNtid8IwJ+RzPJUIhkw8a9IDUcLcFo1eblqHbs7/NiemyAUISwRltGbwUPxBAEG0XBiasOfFNgV2XY1JdnkpfLuQNrO/Z2b7Qz9VK56wA1Rt+MsU/SEGYN+slIRFj/rLx4uwk71X19fp9+8XzBOM5y8mweZkAi4WJiJZgsIzStfYoFmsrdTNcLiofAQvB93zqQ+Zs66r3yQYAFEkbmhqAEgMG1fkJ86D1UwP8Gqg4dlb6bcp503YeZdRHgCS0AYLlC9SkzqvTIN/Y6+70F/eA8fDlPtgizdfIzM3b2y3w2QUnF/4eTxryCNPtUs4OsU+cjpRpm1KvA8yX6w4IwBxuJ6wohiOEHEcYLxpWIzkyHEMLUUNXj1JOQsgowgpr7tnZktFh197pwQTnIcY6A0qmTL9CNS/uFnL/cO2X4+/h/+WY6yfuEerb3bPKR7Tbn/SS3JFunnq359ie/OwbGzHBOI4ySiESCg3z2+FA2kzdOekU+uQKJRcAHBwZshDlBpIA5QESDZIhGTxEV+Zsi3fdc4VhWUO3HkX6YtywyQvEO8pp2DvpS/eL/k79mfTA51nb4dNg1H7dM+1F/1kOZxUeEeIAHefLyFasF5jKkHGY1a3dzJDvjg+XJ7k06jbSMO0mMh6qGk4efSgwNt1CxUlfR286iiTSCQfwGt2v1efbve43ClIoYkKwUslVRkvBNRwaMP5M5+fY29NS1nTcmuG54Zrakcx/uhapnp15nOKnML/S3g0BVB/PM8k6kjOlIAoHE+3R2KXOQ9Bo3Fjv+wNLFa0f5SFXHZIVOQ+gDnsW9yaEPVtVqmgHcuNtg1tUPWkYWvO31IXBGryjw3fUG+my+3oH+Al3A9T2iehe3QDZ59zm53H2jwNGCv0GnfgB4a/EyamhliKQoZg5rwfQD/WqFx4y5kBpQ/U79y63IdsYMBfxHNEnsTPeO3Y8nDMeImMLofSM49rc++Jd9W4QZy6iSCpZKlzMUF45sRrc+rbfcM2kxRrHSs5/1jzbi9nh0EXDzrR2qreoMrLUxqrjeQP2H0gzezmFMYkdYQJu5hDQLMQExdDRDueL/8oVdiVzLFkrHyUuHgYb4B6pKqA8rVBpYYhpSWWNU0c2KRKY7S/PNLxftzjAT9Mf63cBBhGZFs0R/wR/9E3lqNvf2a/fWupz9SP8mPow7xTbG8LpqZaYJpM7nFuz+NRA+28fbzszS51Nm0SDNOAi8BRNDg8QnRhCJFMukDJvLushnw8l/OPsmuYK7Bz9vRaFM/FM81xpXxtTBjrcGNr1QtfnwRG4GbnJwV/N79bK2oHXQc55wtW44LWmvLvN4eZ4A5Yddi/3NLEsZxip/MXfTciHuzG888mH4ar9eBj1LDQ4BDrKNLUsbia4JUgsODkzSVNXc16lWltK/S65DKHpOsz2ud612r+81AjvUAjJGp8i0R5JETX+zern26LUntXm3Irm1u207u/m+Nbowdmsmp02mZOioLk027kBciYMQxRT91RKSko3sCE9D0IEogJxCWUV2iE0KjwrEiR1FlQGvPhq8nT2SwV3HAs3y06tXVVfM1LsN/4Use+Yzga33asArYS3nsYA1UbeJeDy2nHR/ccxw4vGTtMI6MwAJhh9KIstjSXREYf2yNkxwk61RLYgxeDePv4IHas1fkSVSMlDDzo5MJMqnitXMzU/30phUaBOmEATKKUI6+c3zAm7sbdywmvYRvR7D+YjLy3MKTkbeQXx7ffZc83mySfO0NZU31fjBeD31G/E2bKtpfih+KofwcvhwQdcLBdJFVlNWvNNJDjNHjIIYPn69Lr6qAcaFwgkgirJKMQfuhJdBnP/YgExDQkhkjjwTTpb8ls5Tlgzhw/66GnGi63DoWyj6a9ywmPVuONT6rTo+eAp1/DPP88V19fmX/vHD64esiOvHHAKp/Aa1U++9rGMs3vDC98FAQQj+D6VUEVWXlGZRfE3Mi2lKC4rGDOZPPlC8UH/Njsiggbg6FXPYL+NvITHyN0/+mUW1SvNNUUyViLdCWvu0NWqxEe9M799x7TROtml2snUGclTu32wh63ctVfK2OijDGovx0rGWRdanEwvNa4ZjABD7wvpM+4z/H4O0R+fK1Ev5SrcIHUVZQ1xDEIUzyN5N+tJblVqVaVH+yxACXXiY78IpjOasJwtq+rA/NfM6n/10fZD8InlZNs11rrYNeNW888EiBIFGL8S7wKu607SGr3OsSm09MTG4ZEF2CkuSL5bW2LgXM9OPz14LYIjISFwJT0tBzRcNTYu8B2dBp7sjtXTxjDEsc5O5EgARRzGMbs7tTdsJokLsewT0PC6UrB2sOe4U8Xb0HjXJ9d60GvGi72wuoXBbNPr7tsPWjAmSixYzVeLSfgw3BPT+L3lW96D4wrzcwgzHiYv4jeMN/Ev4iQPG5kW0xmDJNQzB0OuTCNM3j4/JaMCuNwruh+hupUpmWup2sFb3OTy7QCCBI/+dfIF5RHbE9gz3ffoufeoBDoLeQj/+zPo1dHbvvG0C7hLyarmWQveMJdQQWUubMhlVVUCQIErihy2FekWhh1HJZEp1CajGzgJNPO23gDRBc5D1z3rrgWEIEk1tj77OXMniQro6A7JxbDEo+KiFKweu9bKodau273ZGtPpy+nI/80H3Rz1rRJHMOZHd1QvU0tEHCtCDWPxk93u1azb7uxMBQwfizSxQdlEIT/uM+AnbB+SHfAijy1ZOT1BlkCENOAcdPxz2FC3NZ+JlNeYdqrsxAfiY/vtCw0RJAtM/V7sl90l1RHVu9wj6cr1EP6T/jr2reb9067DTLvvvhfQLO23EWk3iFeDbD5zumv+WEBAiCctFIsJRQhKDowXRB9XIZAbRg5V/FPqVN152bDgEvLuCZ0i1zVBPsY4ZCU6B9DjxME/p4SYApcloeGy4cb915DiaOX14cnbfNdC2aPjovaTD7YpXj9vS75K+jzjJLcHA+wM2FnQoNZn6W8EziFpO25Md1L5TftBGzMyJvIe2R7HJFct0jOTM2YpkxRA9xDWHLd3oLCWqpsUrrbJa+iWA7kVsRtgFZYFL/HC3SjQP8s8z8XZr+ZG8bL1JfJw5+TYf8uYxGfIy9iq9AIYzzxjXP5wKXeEbs9ZNz4DIg0LX/1J+j8AbwvoFgke0h21FbwH8fcv68TlHer8918MKSJYM486ejS1IAUCut16urOeGo+ejQ+ZjK2WxYbb/Orv8RLxeOuY5ezjmOlx96ELGSKTNQFB9UCmNEsetAIu6APV9M0P1S7pQAZSJvtC51YRX1tbYE6jPDorbB6TGIgZxB4mJCclMh6/Dez0ZNenurikopobn6yxmc6b71YNKSHkJuMdRQkE70bWScWUv/vE2dFp4NrqaO3H50vdxtNu0YTanu8vDYUs7kVIUw9SJkQXLxYabwtrBmMKWhPSGzEfrBsBE68J8wRdCPMTsiOvMIgzOCdKC4XkvLsrmyyLgI8bptrH7uoSBn8TeBIXB2H4dO3k6izx3/xUCD8ODgw0A8n4nfN/+bEMlCoNTKJnkHTIbcdTmywGAm/encluxjrSG+aP+X4Fjwb1/YPwcuSx3tzgmeiY8N7yaesx2qbDe68Qpm6t5cY67rMau0EwWkBf1lEXODIbPARC+Y77rgctFz8jYSf5IkgZ1w/1C0MQVRvwJ9kumykzFaHzuMs1p6yPZIs9m126u98SASYWPBv6EWkAiO5O40/iu+od+HsE+ArsCa0DqP0k/o4JVSAxPjNbR25QcMBeuTxFEuXpRM06whXJzdzy9K4IuhFCDhcBMPAQ4jXbXNxn4tnnT+cA3kPNfbpmrT6tAL6R3qYIhzIKUs9foVkXQ1IkQQdf9A/whvmDC4kexSt5LyAq1x9hFooS+hVPHuUlAyahGbv/OdwZtwSaII1IlKCtDNJo98UThSBJHBELjvRH4abX9Nnw5SP2TgQLDI8M7QiyBnkLUBoMMjNNk2MPbZBkFEoOI+n4GtbfwqPCCNPi7LcG/BfDGxgSgv/76iXb1dPS1EHaht7f3J/TPcWoty6ynbrR0oL36CADRcpaIl2XTDMvhw6O9HXohuy0/QgVViojN8Y4/TDHJBcaMRXXFuAbhx7OGC8Hd+oHyGuokJS0khqkXsSs6oMMDCHSIxEWA/6X5FjSnswM1NHkffitCJQRTBOOEfARSxlkKcE/KVauZJZk+1I/MqkJSuPPyG7A3cot43wA8hjxJGchehBi+ODgadDpyQ7MONK81nXVu83fwgS7ubw0zEvp8Q6BNGZQT1uyUsg5nhiD+bnljuLW70UIgSMcOWdDJUF8NU8mqBk4E98S1RRhE2AJxPTd1xG53aDwllafxri63FUBghwlJ14fAwk37JrSHcSGxIzSvejU/4YRyxq2HKgbLB1bJdY0HEicWBRfaFbkPfoZMfOK00bDIsYR2t/3iRWEKb8taSHjCOzrv9JFwzi/BsRGzD/Sa9IHzQnGisMsy4zfvP5lIqNB6VMEVA1CoSMwAgXo9tz04zv6dhhZNcFITE5zRt01PCONFMsM9Qq3Cn4GD/qp5NjJhLChoEGgIrGuz9DzYhN0JTIlexOL9ufXNMEiuXTBytYw8tELzh0iJvEmPiV5Jv4tazuISstU61OMRPonNwRW4ojLDsb/0sHtcQ2/Jzg07i6PGY/6w9pUwhu2UrYOvzTKItIK1ATRiM1uz1HbRvLrECgwb0e8TzRGcC3sDMPuctzI2wrt9QqVLENIylaIVeVGAzEvGx8L7wKsAIL/D/r67KrYi8Gfru2muK6Nxfbl8QbRHmUmchuIAeDgtcP6somzz8RT4dsAaxvsK54x2S87LBQsAjLAPJNHM0x1Ra0x2RML8zvYScsm0Ebl5AMWIvM1xjgnKUsLdecZx8ix4KrcsG6+3czB1hba0NjO15ncwuoLAv8dPTcIRitFIzSvF5L4yuBb2JziE/1LIERCr1naYEZXYkGhJqUOiv5T9wb2UPUS8MXjzNEqv6ayHbL9v+PZ/PgOFIMiYR8fC7brvsptskuq5bQqz7fxeBPCLLM5FjuENSwvHy02MVs5d0CtQPk1OSC4Aw3ojtVZ0vTfb/ppGbAyhj19NeEbQvcz0S+zkqPXo5OwJsNw1ILfSOOd4r7i1Oh5904NJiXBN4c+NDZrIJkDEOkB2mbc4fBoEtM3yVYJZ+9kWFKpNVsX9/6g8AbsFO0C7vzpTN8t0P3BELv/v33Rl+utBu4ZYh6AEVb2v9QEt4ym2qjevRvgnAYFKIc94USaQIs2TC2JKT4sijIRN3M0yidBEhL51uPU2S/fFvOfD4IrBD0zPT8qJAhm3026oKH9mauiU7Y7zS/gBevR7V7sQew88gMASxN2JrYyyzJTJcgNrvM54C7bI+gGBaAqvE5uZytuwWF7RnMkrwQj7pPjJuOl5+jqgOiL3wjTisjPxSvO0OCk+MoNYBhhE8D+wN+Mv0+o7qF0rxrOPPblHQo8UUtxS8VARTK1JiAigyQqKoEtrCnOHCYJePQA5qjjju/MBhQi4jemP7M0+xfk71DGgaXglNCWP6gQwsnbke5c95X3CfSW8o73xQMoFOgi2yknJSEVqf7E6ezeCOQj+rUc5EI1YuVxqm38Vm00Wg/F8IDeltmA3vHmjOxv66Pj3tjU0J7QYdoP7NT/EQ4zEFEDqek8yseunKCKpeC9Q+RhD/I07kzwU+pL/Dr4KHMchRj9G0wityX0ISEWWQWa9WvtLfELAXUYWC+6PNc5mCSOAPvVT6/llSOP7poHtArSY+wc/ZECe/9Z+f31DvmVAhAPARlaG9YTSgRc8rHlMOVO9HgRLDbPWKhvA3RXZMFEnx3Q+Ibe29LY1FPfNutI8nvx1em739vYnNkM4yvy1QAYCPACivAK1Y24oaQVoUSxxdIN/sYoDEl8WANW1UWfL60bAhB8DpkU6RyOIcQeiBSfBhT7qfdO/4wQoiU7Nlg6OS1TD4rmhby4mxqMqZCZpnXGuOb8/pUKxQkSASn3GfL19Mj+LAtQFI0Vmw1o/0fxr+pZ8dYGhydjS2lo0XX7bgJVbS4WBf/iM8/Gy47VteVv9NH70vmq8I3lQt6Y3qjmrfJt/ML9QvP63ZLDrKwOoo6p4MMQ7OYYvD/TV/xct1BiOdYfUwzGA3oGdxB8G6oh6R8XF44LNwPxAkgMbBzjLLY1YDBnGqz22MwppzOP1YpZmm+4Atw/+7cOlBMXDFL+mPGy68vu6vgLBXgNUA5eB2z86vNz9AkCKRxrPfdcT3F6c3RhBz+vFPLsDdEnxufL/txG8cYAaAZ9AYn1eOgH4FbfnOWD7vvz2vBF493NRLf+p3inQLl22wkHyTGLUVxfollvRPcnsw0//f35XwL2EMseMybjJKUcWxLAC84M2BUII58taS6fIAkEl90mtsqXkYrYkSar8s4e8zQOWxryFlgIBfan52viUuc784IAjQk2CzsGAf/S+z0CkhR6MEhP+WcwcidpjE2GJev6KdgJxVHEH9Mu6nsAaA4lEKcGzvYu51ndrNuB4A7ni+nV43jVTsJyscGq9LM5zl31xyAQRkRcw16wTnwyrRO0++rwvPSdA7wWsiZMLkEsWyP8GKISbxOnGsEjFyiKISkNy+zxxvmkG5BXjlOgBcE754kIlRyiH30Tif5D6UDbotj94PfvWP+2CbIM4wkaBkgH2BGAJnFBSVtxaytrHVh8NUwL/+MqyYTAKsrI4Ir7JhHtGsYWegdC8y/hcNZ+1NPYP95S3+fYvMuLvG+yP7TIxffltQ6PNqRT1F4mVmo9Ax0h/3bsiemC9dcKkSE4Mmg4GDQlKWsdIhabFTQa8R6MHSQRj/ha1xC14pqZkM6Zf7R42Yv+wRmFJJsdRQme767ZZc5y0MDdtPCcAmgOiBJkERwQLBTeIIE1N01oYGxncF2EQgocQfNw0qLBDsQY10fzyQ68IPIjZBjFAn/q19ZXzGTLh9A01l3XyNE0x+K8l7nhwpzauv3NJDpGTlk0Wa1G8Ce0BhXtWOK56Pn8vxdSMJ8/d0JHOhAsFR45FfkS6RTLFeMPmP9X5QLGlamEmLyYVqvjy53xGBKXJM0kLBRC+WXdj8l7wwHMQN9v9pcKLxebGxQb+BpDIC4t4j/TUqNe81z6SgErEwT13wzISsIsz4rpQwhAIbEscCfAEy74Bt1gycnAYMKwydrQO9N0zxvItMJwxXbU0+/jEno1d07gVmdMYzLzEGzyEOAd3zzv0woZKRtBr0w/Sto8niobGrYPDwz/CyAKVwFE767VWrozpX2dDKeTwKfjnwaYH60nNR1FBFDlS8p2u8y8BM1w5kwBqRbJIi8m6ySPJJUpPDXARD1S6VbbTUk2WRQr8FHTs8XMymTgJ//5HDww2DIRJIIITeg1zK2657WOuyjGms+70wfSxs2VzOrTiubwAlQjXz/5TjhNVzruG1z7zuL72abjz/zKHeI8iVEJV7ZNWToPJHcRSgYvAkUBFP4i9C3iE8sUtZ6nd6hTucTW+fgdFoklqCKTDsHv8s8FudOxJ7xz1GDziBBkJVovMDDZLA8rwC5GOCREXEzvSno8ACIRAUHiUs42y9DZbfUhFZguZjm2MWkZSfeh1By6Bq3ircO4Pccb09DYvNjJ1o7Yu+LL9vERuC0dQnpIGj6QJTAG4eno2d3bzu8yEMYzkVAUX4dcYUsWMoAYAwVm+jX30va68xnqrdkmxuu1nq9lt/bMLOtxCXkeZiM7FrH6Jtn2uymsm66ZwlriMAWLIsU0tjqRNyQxPS0tL3I29T7PQuY8TSuGEBPzYtvq0GHXJ+1/C5goqDofO8QoEAij4Vq/LKm+opyqQLt0zSXbk+EV4jThcuS371kDkxuoMVI+lTzqK90Q4/Op3unYueVoAkonIkpxYWhnjluOQk0kAQln9gnuOO2a7rTsXuQ/1qLGzLtju+nHWN9c+0IT6B6iGQ8ELuSPw1es/KXusvHPWvW1Geg0pUJyQ987XDKBLN0sEjKeN+838y4nHDwDG+uD2yraauhfAuIfAzdMP5E0XhiE8dzJJ6v5m+WdYK1uw17YlOZb7Bzs9OpG7jX5GAt5H64vcjWGLVkZ9f495wPb8d919l0ZYz8TXhxt42hxU4QzEhI4953nSuM35lTqPOp945TXTMurxFLISdck7tkFGhZLGBYKju6BzRixmKJdpx6/FuTzDPAv4UVNTL9FWThBK9YjyyPKKLotIi2zI/gRd/wt6vjh1+cL++0Vhi9tPvg7lSZ0AlHYp7JumlSUjp94ttzQ6ebY80L3wfQN8mD0HP61DTgeQCmqKeQd/gj88ZXhLN8W7iIMDDKjVf9sqXGYYlxEcx9f/YnlE9tC3LHjv+pO7L3mZtx10pjOa9Sl49P3tAncEYgLs/aC2Oe506TvoA6xLNJf/GUl6UNdUnFQtEKQMGsh/BnZGqMgyiUdJSYcZgzx+oHuxOzk90MN9yXsOPA9njAYEuboBr/PnrGP/ZNpqHPFHeL+9pAA/v8c+ij1EvZx/ukLLRlKIEQdChDu/FzrVeNt6ooBKySJSU9n3nQabrZUkS9mCJ/oXtbY0m3acebu70vy4ezw4v/ZWNed3Wzrpfs3B+gH5fpC4rjErKsdoJanLsJZ6pIWXDyLU65Y102BOQckoRQDD2YSVBrPIPogNBnVC0f+x/a9+aEHWRxJMN86nTWYHnz5os6WqMCQdYxhm9K3z9gh9VQGkQq7BOH6mPNg8+z6EAdBEgkXixL7BYP2g+vZ6xf71RevOxNdRHKNdHxibUAhF+3wbdb0y3/Qid5c7gX5vfoM9CTp3t8b3ZTi/u3V+Yj/Nfrp6HrPn7V/pJOj87UI2SMF1S8rT8RcrldiRP4qVBTyBh8FhwyXF/0fSyG6GmUP5ATeAHgGtBRjJsgzVDWMJv0Hfd+Sto2XOIphkf2pRsxW7mcHihLnDzEEhvaY7TXtCPUTAZMLmw9SC/UAK/bl8Zr51w4wLvFPcWo7dfBr4k/KJ7L9xtsuyfnHy9Ro6HP6YwSmAyL6BO1p4rre0uKi633ze/Qh6yjYuMDtrBqlxa51yinzqR9dRZdbSV4rT+803xivA7j6ev7zCocZviPCJbsffxXDDIYKxRBPHU4qWTBCKbASce/+xlWjzY0GjA+eV75/42YDZhaOGT8P5/1p7TzkL+W87gX8HgenC7QIVQFi+xn9bQoNI/FBtF5AcPBv+VtLOHkNHeZ+y7XCRcuM3/D26wjmD9YKJ/3/7KDg4tu93nrlYOpO6Bnd4sqst26rL61FwMfiuQ0RN9BUMGDNV/s/QiF8BZv0PPLV/LYOaiCWKzwtkSYmHL8TuBH9FnEg+SfXJnQYiPzA16Ky5ZZIjOmVGbEl1sD6TxXmH/cZIghS8sngTtlg3R7qzPlkBh0M7QqMBs0EFQvbGy015VCGZh1uLmOGRlQeY/QR0w/C+sOz1ZfvNAh3FzcZPw6U+zboW9of1YrXQ92f4ELdNdKvwiG16rB2u+bVJ/zeJelIllyDXAxK4SvMC4HziOla70ABABieKzs29TU0LUch9hf0FD8YBx4yIOwYPwW+5oHDbaRUkueSmaZDyKHuOA+vIVwiPhMS+9HimNIEz/PXDunL+ysKERFYEUIPfxCMGYArHEOaWetmrWSuUB4u5QRI36zGl8DwzBrm6wLAGZYjKR5QDJv0p95Y0NTLFM8b1VbYL9XFyybA2LhNvCXOW+0SFDQ5RVOWW4tQRDZLFdb3eeaE5d7zwwsLJQ84L0ANPRgyxCQaGqgUmhNDE9wOugId7tfTk7n+pXueR6W2uLnTju/aBY8S1BTrDgAFk/v09WX1EPm8/tkDjAY2BoMD6P/z/LD7UvxI/pQAQgLFAh0CwABX/3D+Tv7c/sD/kQABAfcAjwAFAJb/aP9//8L/DQBCAFEAPQAWAPL/3P/a/+f/+v8IAA8ADgAHAAAA/f/9//7/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAD/////AAAAAAEAAwADAAEA///8//v//P8AAAQACAAIAAQA///4//T/9P/7/wUADwAUABEABAD0/+X/4P/q/wAAGgAuADEAHAD2/8r/qf+o/9H/IgCPAP8AVAF4AWEBFgGrADsA4v+v/6f/wf/s/xUALgAwACAABQDu/+H/4//w/wEADgAUABEABwD9//b/8//3//3/AwAHAAgABQABAP3/+//7//7/AAACAAMAAgAAAAAA/////wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAD//wAAAAAAAAEAAQABAAAAAAD+//3//f///wIABQAGAAQAAAD7//f/9//8/wMACgAOAAwABAD5/+7/6v/v//3/DwAfACIAFgD+/+D/y//L/+X/EABBAGIAXQAqAMr/Tf/S/nj+Vv52/tD+S//I/ykAXgBjAEMAEgDm/8z/y//f//z/FQAiACAAEAD+/+//6f/u//n/BAAMAA4ACgADAPz/+P/3//v/AAADAAYABQACAAAA/f/9//7/AAABAAEAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEAAAAAAP3//P/+/wIABwAKAAcAAAD2/+//7v/4/wcAGAAhABsABwDr/9H/yP/Z/wEAMgBWAFcALgDn/5z/dP+H/9f/SQCvANUAngATAGX/3f7D/jf/HwAoAeAB4wEJAYP/0/2o/KD8Cf65ABcEPwdRCbQJTwiNBToCP/9T/cv8hP38/ocAlAHYAVsBbwCA/+r+2f4+/9//cwDDALkAZwD5/5//e/+S/9L/GQBKAFQAOwAOAOX/zv/Q/+T///8VAB4AGgALAPz/8f/v//X//v8FAAgABwACAP///f/9////AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEAAgACAAEA///9//z//f8AAAMABgAGAAMA///6//b/9//9/wMACwAPAA0AAwD3/+z/6P/v/wAAFAAkACYAFgD5/9b/vf+8/9z/GgBuAMUACAElARYB3QCKADIA7P/D/7v/z//v/w4AIgAlABkABQD0/+n/6v/z/wAACwAQAA0ABgD+//j/9v/5//7/AgAFAAYABAABAP7//P/8//7/AAACAAIAAgAAAAAA/////wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA/v/8//z//v8BAAYACQAJAAQA/f/0/+7/8P/6/wgAGAAgABsABwDs/9P/yv/Z//7/KwBOAFMAMgD0/7D/hP+K/8n/LQCPAMIAoQAuAI7/A//V/jD/BgANAc0B0AHaABn/NP07/GX9twG0CRUVwyL/ML09DkeLS5hKdkQkOh0tBR9gEWUF5vtS9c3xOfFI83r3IP1cAzAJlA2ZD40OGApPAq/3EeuO3WDQw8TZu5C2kLUwuWrB2M293Q3whAPCFmkoPjdFQtlIs0r2RyJBBjezKlodMhBdBM76LPTO8KzwZ/NU+Ij++gSaCmsOpQ/CDZQIRQBc9aroP9tOzg/DproAtsS1O7pNw4DQ/OCl8ysHMRpgK4s5yEOCSYRK/0aCP+o0TyjnGucNbAJa+U3zivD58Cv0Zvm7/xkGdQvbDosPDw1IB3L+IvM55s3YFcxHwX65nbU6to67b8VO00fkMve7CoMdOi69Oy9FC0oySuZFxT25MuEldRioC44AAfiM8mTwX/EA9YH66wAvB0EMNA9WDz4M4AWJ/NzwxeNj1u3JmL93uGG12rYKvbPHNtai58X6RQ7FIPkwyz1sRmtKukmsRO87eDBtIwcWdwnI/sT26PFY8Nvx5PWl+x0CPAj6DHQPAw9RC18EjfqK7k3h/tPXxwW+lLdMtaK3q74YyjnZDutc/sYR8COXM7I/gkemSiFJV0MDOigu8iCbE1EHFf2j9WjxcvB38tz2yPw7AykJkg2aD6UOYgrhAoz4J+y63nzRr8V/vOW2kbXXuKzArcwm3CHudAHaFP8mnjacQiZKyEx/Sr1DXzmQLKce/xDPBA37VvTv8L3wWPMW+Bv+bgQOCgYOhg/9DSsJKwF39trpZdxPz9jDJ7svtpq1tblswkrPhN8E8oEFnxgDKn04GEM4SaBKd0dGQOU1aCkFHPIOTQMC+rHzpvDS8M7z5vgu/5cFEwurDpoPZA3jB0z/KvRY5+vZGM0VwgK6xrX/te66cMQB0sLikfUaCQAc7iy/Oo9E0UldSmtGlD68M/8mkxmuDGYBnPjh8nHwLfGc9P/5XwCxBuYLDg9yD6IMiAZs/ejx5eR91+jKW8DsuHe1i7ZXvKXG3tQW5iH5pgxJH7ov3jzgRURK9klARck8gzGOJCMXdgqV/1L3MPJa8J/xevUe+5EBwgeoDFoPLQ/BCxMFePuc72/iFtXJyLq++LdRtUK35736yNTXeum2/CwQgCJpMtg+B0ePSmpJ9UPnOjovFyK6FE4I2/0j9pvxXfAn8mf2RvzBAsgIVg2MD8sOxQqFA3H5Q+3337fSvsY4vSi3UrUfuJ2/ccvj2uzsTACnE6Al+TSuQAhIskq4SIpC7DjkLKAfWRI4Bjj8D/Ui8XrwxvJj93L97APBCfANpg9PDq0J3QFX9+DqgN1l0MjE0rt8tnq1Jrl5wQfOCN5p8OIDFhesKGs3XkLgSKtK4kcCQd42hSopHQIQMwSt+hj0x/Cx8Hfzavih/hIFrQp2DqQPtA15CB8ALfV26AvbHs7owoy69rXMtVa6esO60EHh7/N3B3kaniu7OedDjkl+SulGXj+8NBwoshq3DUQCPvk784Lw/PA59H/52/88BpAL5A58D+oMFQdA/vvyIebA2AfMKsFNuWC1BraBu6DFxNPv5N/3OQurHQQuSzvCROhJgEqVRpA+OjO9JYwXLQoF/wr3qvK28YXzKve3+2wAzwSYCIQLNA0ODVYKXQTT+gTu/t54z4zBS7dOsmuzlLr1xjHXu+kU/fgPZiGNMLc8REWsSZ5JIEWkPA4xnSO+FdUID/439rLxfPA88lT2+vtAAjAI0AxED+AOPwtYBIT6c+4k4cbTmsfTvXe3S7W8t9q+U8p72VTro/4NEjMk0jPcP5hHpkoNSTRD2Dn5LcIgbxMqB/T8ivVX8Wrwe/Lt9ub8YgNRCa0Nng+MDjAKoQJP+Pnrot510azFcbzGtmK1qbibwNTMlNzN7jwChRVKJ1E2nUGCSLJKSEi6QdM3nitKHhMRHQVe+4b07vCW8CPz7/cV/osEQwo8DqkP/w0JCe0ALfaT6SzcKM/Cwx27Lrahtca5i8J6z8TfUPLSBe0YSCqxODhDQ0mXSl9HIkC6NTkp0xvCDiMD4vmd86Hw2vDg8/34Rv+uBSULtQ6ZD1YNxwck//rzJee52erM78Houb21CbYLu5/EPdII49v1ZAlGHCwt7zqtRNxJVEpTRm8+jzPMJl8ZfQw+AX/40vJw8DbxrvQV+ngAyAb3CxcPbQ+QDGkGQ/248bLkS9e7yjfA1bhytZm2d7zWxhzVXeZs+fEMjh/1Lwo9+kVMSutJJUWiPFMxWiTwFkcKb/839yPyWvCq8Y31NvupAdgHtwxgDyYPrQvyBE37au874uTUnsiZvuS3TrVStwu+LskU2MLpAf11EMMiojIBPx9Hk0pbSddDvjoKL+UhiBQhCLb9CvaP8V7wNPJ89l/82wLfCGUNjw/ADqsKXwNE+RPtyd+N0pjGF70St0q1LLjAv6vLL9tC7aIA8xPaJR41v0AMSLFKuEiJQuM4yCxnHwMS0QXa+9j0MPHd8H7zXPiJ/vYElwp3DtYPMw5gCXwB/fae6lndU9DAxMu7dLZ0tSu5kME0zkvevPA7BGoX8SidN3pC50iiSstH4kC3Nlgq+BzRDwcEivoB9L/wuPCJ84L4vP4qBb8Kfw6jD6YNXgj5//70Q+jY2vDNwsJyuuy11LVxuqfD9tCG4Tr0wge/Gtwr7DkHRJtJeErSRjo/jzTqJ38ahg0aAh75K/OD8AnxTfSU+ez/RwaZC+0OhQ/uDA0HIv7D8tLlZ9i5y/7AT7mPtVK2y7vOxcjT1OTI91ELDx6xLhc8ZkUeSiBKs0V5PVsyeiUNGEkLQADK92/yYfBy8SX1sfodAVwHYQxBD0sPGQyhBTb8evBd4/3VlMlUv0+4WrX4tk29F8i11jLoXPvZDk0hazEfPp5Gd0qiSXREnzsYMAUjoRUbCX3+kfbQ8Vrw8/EM9tX7TgJnCBcNfQ/0DicLHAQ1+iXu5eCb04HHxb1xt0y1x7f1voHKutmf6/L+WRJ2JAg0A0CtR6lK/kgVQ605xy2OID0T/gbR/HP1TfFt8IjyAvcA/XsDZQm6DaAPgg4ZCn4CIvjG627eRNGDxVS8uLZltb+4w8ALzdfcGO+IAs0ViieFNsFBlEiySjZImEGnN2srFh7iEPIEPvtx9ObwmvAz8wb4Lv6jBFUKRw6pD/IN8AjIAP71X+n32/jOm8MCuyO2qLXfubbCtM8J4JvyHgY0GYYq4jhZQ1JJk0pJR/8/jDUGKaAbkg76AsP5i/Ob8OHw8PMU+WD/xQU3C74Olg9HDasH/f7K8/Hmhdm7zMrB0bm1tRO2J7vNxHnSTuMm9rAJjBxoLR07ykTnSU1KO0ZJPl8zmSYsGU4MFwFj+MLybfA/8cD0LfqRAN4GBwwdD2kPfgxLBhr9h/F95BjXjsoUwMC4bbWmtpe8Bsda1aXmuPk8DdIfLzA1PRRGU0rgSQpFezwjMSYkvRYZCkr/HfcV8lnwtfGg9U77wgHuB8YMZQ8fD5oL0gQj+zjvB+Ky1HLIeb7St021Y7cuvmLJVdgL6k39vxAFI9kyKj82R5dKTkm6Q5Q62C6wIVUU9AeT/fL1hfFh8EHykPZ2/PEC8ghyDZMPug6ZCj8DGPne7I/fVdJqxvq8CLdVtUi46r/dy2fbf+3jADkUIyZkNflAL0izSpZIS0KXOIEsOB/1EeAF9Pvj9BHxgvDi8o33o/0cBOkJCA6oDzgOfAmUAfz2euoY3QTQeMSau2O2hLVWuczBeM6Q3v7wegSmFyop0DejQgBJpkq6R75AhTYgKsEcoA/fA2768fO68L3wl/OX+NT+QQXRCooOog+ZDUQI0//O9A7oo9rAzZzCWbrjtdy1jLrTwzHRzOGF9A0IBRsYLBs6JkSoSXJKu0YVP2E0tidLGlcN8gEB+RrzfvAR8V/0rPkFAF4Gqgv0DoEP3gzwBvr9kvKd5TTYi8vawDm5ibVdtum7/cUF1BvlFPicC1Qe7C5EPIJFJ0oXSppFUj0rMkYl2hcbCxoAr/dg8l/wfPE49cn6NwFzB3EMRw9FDwYMggUM/EnwKOPK1WfJMr87uFe1B7duvUnI9NZ76Kj7JA+QIaMxST62Rn1KlklYRHY75y/RIm8V7ghZ/nj2w/Fa8P7xIfbu+2cCfAglDYAP6w4SC/wDDPr17bLgadNUx6O9XbdLtdy3Hr+8ygDa6es7/5oSriQ3NCpAyke6Sv1I/kJ+OYUtQyD3EssGuvx49WXxivCa8v/26PxdA1UJyg3YD9QOZQqVAtX39+oZ3YjPmcOEukO1ebRpuPHAks2A3bTv+QIJFpsngTa7QZdIv0pDSJlBkTc8K9UdmxCzBBL7XfTp8K7wTvMi+Eb+tARfCkoOpg/oDdwIqQDT9SzpwdvFznDD57oZtrC1+rniwu7PTuDl8mkGexnDKhI5ekNgSY9KNEfbP1410ihsG2IO0gKl+XnzlvDo8AH0LPl5/9wFSAvGDpQPOA2PB9b+mvO85lHZjMylwbm5rrUdtkS7+sS20pXjcvb7CdIcoy1KO+dE8klGSiNGJD4wM2Um+BgfDPAAR/iy8mrwSPHS9EX6qwD1BhgMJA9kD20MLgbx/FfxSeTk1mDK8b+suGm1tLa3vDfHmdXt5gT6hg0XIGgwYD0uRltK1knwRFM88jDyI4oW7Akl/wP3CPJZ8MDxtPVn+9wBBAjVDGkPGA+GC7IE+PoG79Lhf9RGyFi+wbdMtXS3Ub6VyZXYVOqa/QoRSCMPM1E/TEecSkBJnUNqOqcufCEjFMgHcP3b9XrxYvBO8qX2j/wKAwcJfg2WD7AOgwodA+z4q+xa3yTSQMbcvPm2V7VduBDAE8yq28ntMAGCFGQmmTUeQUJItEqFSCtCazhPLAQfxBG1BdP7zvQI8Ybw8fKj9739NQT8CRQOqA8sDmMJcAHO9kbq49zTz1DEfrtXtoq1brn1wbHO1N5J8cYE7hdpKQI4xEIQSaRKpkebQFg27SmNHG8PtgNO+t7zs/DD8Kfzrvjt/lkF4wqTDqAPiw0pCK3/n/Ta52/akc12wkC62rXltae6/8Ns0RLi0fRZCEwbVSxKOkREtEltSqRG8D4yNIInGBonDcoB5PgK83rwGfFw9MP5HgB2BroL/A59D84M0wbS/WLyaeUA2F3LtsAjuYS1arYIvCzGQ9Rj5WH45wuZHiYvcDydRTBKDkqBRSs9+zESJacX7Qr1/5T3UvJd8IbxS/Xi+lABiQeADEwPPg/0C2MF4vsX8PPil9U7yRC/KLhVtRe3kL17yDTXw+j1+24P1CHbMXI+zkaDSopJPERNO7YvnSI8FcEINf5f9rfxWvAK8jX2B/yAApEIMw2ED+MO/QraA9/5we184DfTK8eHvVC3TbXttz6/68o92jLsi//sEvokczRPQNZHrkrgSNhCWDljLSYg2RKnBo38RvU58XLwo/It9zL9rQONCdINow9sDusJOALJ92DrBN7h0DHFG7ydtm6167gSwXrNXt2t7yEDXhYKKOw2CEK3SK9KDkhSQUw3CCu2HYoQpQT8+jz0xPCS8EvzPvh9/vYEkwpbDokPpQ2JCGIAsfU06eTb485mw6C6obUxtbC5AsON0Ezh9vMsB6QZQCoaOIBC6EjzSnVIkkHWNkkpXhrNC07/PvZn8dHw0/M9+a//3wXVCvkNCg/yDasKJwVc/V3zieeb2rPNMcKEuei0LLWUutTEJdNt5GX3vQo1HaYtDjubRMBJPko8RkU+PDNLJroYzAueAAz4mvJz8Gnx/PRr+sUAAgcZDB4PWg9eDBcG0Pwq8RPkrdYvys2/mLhntcS217xmx9bVNedR+tMNXCCgMIk9RkZiSs1J1kQrPMEwvCNWFr4JAf/r9vvxV/DJ8cf1gPv3ARsI4wxtDw8PcQuTBM/61u6d4UvUGcg3vrC3TbWHt3S+yMnV2J7q5v1UEYojRTN4P2NHoko2SYFDPzpxLkIh7BOcB1L9y/V28WfwWPKz9p/8GwMYCY8Now+1DnkK/wK4+GTsDd/f0RXG0rwQt4G1ibgvwB7MqNvP7VgB5xQUJ5E2SUJ6SctLU0mWQnM4ByyQHkwRWQWi+8n0I/Gu8BfzvvfK/TgE+gkRDqcPKQ5aCVsBqPYS6qbcl88fxGG7T7aXtY25IsLpzhXfkPEQBTUYqCk0OOZCIEmjSpRHeUApNrcpVxw/D44DMvrM863wx/C288X4CP9yBfYKnA6dD3sNDgiI/3L0p+c62mDNT8IoutO18LXCuirEpdFX4h31pgiUG5EsdzphRMBJZ0qPRs0+AzRNJ+IZ9wykAcr4+/J38CDxf/TX+TIAhwbICwUPgg/MDMYGsv0r8h3lq9cTy4vAJLmwtbG2T7xbxk7UU+VR+P0L7x6/Lys9QEZ5StBJvkQgPAwxpCT1F+ILKgFz+FHyRu+j71jz0PndAdgJ5A9eElYQ3AkVAAT1CetG5A3iiuTE6vHyAvs3AZkEGQV4A+UAlP5S/V/9c/7x/y8BvwGGAbwAyf8U/9n+Hf+w/0oArgC9AH8AGgC9/4n/jf+9//7/MwBMAEIAIAD5/9z/0v/c//P/CQAXABkAEAADAPr/9f/2//v/AAACAAMAAgABAAAAAAAAAAAA//8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQAAAAAA/////wAAAQABAAEAAAAAAP//////////AAABAAIAAwADAAAA/f/5//n//P8CAAkADAAKAAIA+f/w/+7/9P8AAA4AGQAaAA8A/P/m/9j/2v/u/w8AMQBEADkAEQDV/53/g/+e//f/ggAjAbUBEwIjAuMBYgHBACgAuv+G/43/vf/7/y0AQwA7AB4A+//g/9f/3//z/wcAFwAbABQABgD4/+//7v/1////CAAMAAsABQD///r/+f/7////AgADAAMAAQAAAAAA////////AAAAAAEAAQABAAAAAAD//wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABAAAAAAD/////AAAAAAEAAQAAAAAA/////wAAAAAAAAAAAQABAAEAAAD///v/+f/6/wAACAAQABEACQD5/+f/3f/k//v/GwA2ADwAJQD2/8D/nv+l/9z/LwB/AKEAfAARAIf/Gf8D/2L/JgAPAcMB9AGDAZQAhv/K/r3+cv+oANkBbwICAo4Aff6P/JP7Gfw1/mkB0wRtB28IlAcuBQgCGv8y/bT8gv0T/7IAxAH4AWEBWQBa/8T+xP5B//f/kwDbAMAAXADk/4v/cP+U/97/KABVAFcANgAFANz/yf/R/+r/BgAbAB8AFgAFAPf/8P/x//n/AQAHAAcABAAAAP7//f///wAAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAAAAAEAAQAAAP///////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAP///////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAAAAAEAAQAAAP///////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAAAAAEAAQAAAP///////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAAAAD/////AAAAAAAAAAAAAAAAAAAAAAEAAQAAAP7//f/+/wAAAwAGAAYAAgD9//f/9f/5/wAACQAQAA8ABwD7/+//6f/t//v/DQAdACIAGAACAOf/0P/L/97/BQA1AFsAYQA5AOH/Zv/i/nb+Pv5L/pj+Ef+X/wgAUABlAE8AIgDz/9P/y//Z//P/DAAdACAAFgAFAPb/7P/r//P///8JAA8ADgAHAP//+P/1//j//v8DAAcABwADAAAA/P/8//3/AAACAAIAAQAAAP////8AAAAAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAAAAAEAAQAAAP///////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAAAAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAAAAAEAAQAAAP///////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAAAAAEAAQAAAP///////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAACAAEAAAAAAP////8AAAAAAQABAAAAAAAAAAAAAAAAAAAA/////wAAAgADAAMAAQD+//v/+f/8/wAABwALAAoAAwD7//P/8P/0/wAADQAXABgADgD8/+f/2P/X/+n/DQA/AHMAngCzAK0AjgBcACUA+P/b/9T/3//1/wkAFgAXAA8AAgD4//L/9P/6/wAABgAIAAYAAwAAAP3//P/8//7/AAABAAMAAwACAAAA/v/9//3///8AAAIAAwABAAAA/v/+////AAABAAIAAQAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA/////wAAAQACAAEA/v/7//r///8FAAwADgAHAPr/6//j/+r/AAAbADAAMQAYAOz/wP+q/7v/9P8+AHkAhQBRAO3/ff84/0b/sf9UAO4AMwH0ADcAPv9x/jj+yP4BAHgBjgK1Aq8BsP9a/Yn7Bfsx/N3+UQKGBYEHrgcNBjcDGgCt/ZD85fxN/hUAhwEmAtcB3gC2/9n+k/7o/qD/YQDeAO4AnAAXAJ//Yf9u/7X/DgBTAGkAUAAaAOT/w//C/9z///8bACYAHQAKAPj/7v/u//f/AAAHAAgABQAAAP7//f///wAAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAAAAAEAAQAAAP///////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAP///////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA///+////AAABAAIAAgAAAP7//f/+/wAAAQADAAMAAgAAAP7//f/8//3/AAACAAUABgAFAAEA/P/3//T/9////wkAEgAUAAwA/v/s/+H/4//z/w0AJwAzACoACQDd/7T/o/+8/wAAaQDiAEwBjwGZAWgBBwGQAB8Azf+m/6v/zv/8/yEAMwAtABYA+//m/+D/6P/4/wgAEgATAAwAAQD5//X/9v/7/wAABAAGAAUAAwAAAP7//f/8//7/AAABAAMAAwACAAAA/v/9//7/AAABAAIAAgAAAP///v///wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAAAAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAAAAAEAAQAAAP///////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAAAAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAAAAAEAAQAAAP///////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP///////wAAAQABAAAAAAD/////AAAAAAEAAQAAAP///////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAP///////wAAAQABAAEAAAD///////8AAAEAAQAAAAAA/////wAAAAABAAEAAAD///////8AAAEAAQABAAAA////////AAABAAEAAAAAAP////8AAAAAAQABAAAA////////AAABAAEAAQAAAP////8AAAAAAQABAAAAAAD/////AAABAAEAAQAAAP///////wAAAQABAAEAAAD/////AAAAAAEAAQAAAAAA/////wAAAQABAAEAAAD///////8AAAEAAQABAAAA/////wAAAAABAAEAAAAAAP////8AAAEAAQABAAAA/////wAAAQACAAEA/v/6//n//v8GAA8AEgALAPr/5f/Z/9//+v8hAEMASgAsAO7/qP99/4z/2/9QALgA2wCXAPn/O/+2/rr+X/90AIkBFAK4AXYAvv5M/d782P0FAJoCeASiBLQCKP87+4P4TfgM+xcA2wVnCioMkQpDBtkAQvz5+YD6Of25AHADTgQqA8EAS/7l/Bb9nf6hACICdAKMAff/i/76/Xz+vf8JAbgBdQFwADr/d/6L/mf/kQBsAYMBywCo/7L+a/75/hIAJAGfAUMBPgAY/2f+if5s/5wAfgGbAeUAuv+x/lT+0/7s/w8BqAFnAW4APf9w/nD+Pf9uAGcBqAEPAez/0/5U/rH+uv/mAJ0BgAGeAGz/hf5g/hH/PABJAa0BNAEeAPn+Wv6U/oj/ugCNAZQBzACc/5/+V/7p/goAJgGrAVUBUAAj/2b+fP5Z/4sAdwGiAfcAzv++/lP+xf7Y//8ApAFyAYEAUP93/mn+K/9aAFsBqgEfAQAA4v5W/qX+pv/VAJcBiQGxAH//j/5c/gH/KAA7Aa0BQgEyAAn/Xv6J/nX/pwCEAZoB3gCw/6v+Vf7a/vb/FwGpAWEBZAA0/2z+c/5G/3cAbAGmAQcB4v/M/lP+t/7E/+4AoAF8AZUAYv+A/mP+Gv9GAE8BrAEtARQA8f5Y/pn+kv/DAJABkAHDAJL/mf5Y/vH+FAAtAawBTwFGABr/Y/6A/mL/lAB7AaAB7wDE/7f+U/7L/uL/BwGmAWwBeABG/3T+bP40/2QAYQGpARcB9//a/lX+qv6w/90AmgGFAagAdf+K/l7+Cf8yAEIBrQE8ASgAAf9c/o7+fv+wAIkBlwHVAKb/pf5W/uH+AAAeAaoBXAFaACz/af53/k//gQBxAaQB/wDY/8X+U/6+/s7/9wCiAXcBiwBZ/3z+Zv4i/1AAVQGrASYBCgDp/lf+n/6c/8wAlAGNAboAif+U/lr++f4eADQBrQFJATwAEv9g/oT+a/+eAIABnQHmALr/sf5U/tL+7P8PAagBZwFuAD3/cP5w/j3/bQBnAagBDwHt/9P+VP6x/rn/5gCdAYABngBs/4X+YP4R/zwASAGtATUBHgD5/lr+k/6I/7kAjAGUAcwAnP+f/lf+6f4JACYBqwFWAVEAI/9m/nv+WP+KAHYBogH3AM7/vv5T/sT+2P//AKQBcgGCAFD/eP5p/iv/WgBbAaoBHwEAAOL+Vv6k/qX/1ACXAYkBsQB//4/+XP4B/ygAOwGtAUIBMwAK/17+if51/6cAhAGaAd4AsP+r/lX+2v72/xcBqQFiAWQANf9s/nP+Rv93AGwBpgEIAeP/zP5U/rf+w//uAKABfAGVAGP/gP5j/hr/RgBPAawBLgEUAPH+WP6Z/pL/wgCQAZEBwwCT/5n+WP7w/hMALQGsAU8BRwAa/2P+gP5i/5QAewGgAe8AxP+4/lP+y/7i/wcBpgFtAXgAR/90/mz+NP9jAGEBqQEXAff/2v5V/qr+r//dAJoBhQGoAHb/iv5e/gn/MgBCAa0BPAEpAAH/XP6O/n7/sACIAZcB1QCm/6X+Vv7h/gAAHgGqAVwBWwAs/2n+d/5P/4EAcQGkAQAB2f/F/lP+vf7N//YAogF3AYsAWf98/mb+Iv9QAFUBqwEmAQoA6v5X/p7+m//LAJQBjQG6AIn/lP5a/vj+HQA0AawBSQE9ABL/Yf6E/mv/nQCAAZ0B5wC6/7H+VP7S/uz/DwGoAWcBbgA+/3D+b/49/20AZwGoARAB7f/T/lT+sP65/+UAnQGAAZ8AbP+F/mD+Ef87AEgBrQE1AR8A+f5a/pP+iP+5AIwBlAHMAJ3/n/5X/un+CQAlAasBVgFRACP/Zv57/lj/igB2AaIB9wDP/77+U/7E/tf//wCkAXIBggBQ/3j+af4r/1kAWwGqAR8BAADi/lb+pP6l/9QAlwGJAbEAf/+P/lz+AP8nADsBrQFDATMACv9e/on+dP+nAIQBmgHeALH/q/5V/tn+9v8WAakBYgFlADX/bP5z/kb/dwBsAaYBCAHj/8z+VP63/sP/7gCfAXwBlQBj/4D+Y/4Z/0UATwGsAS4BFQDy/lj+mf6R/8IAkAGRAcQAk/+a/lj+8P4TAC0BrAFQAUcAG/9j/oD+Yf+UAHsBoAHvAMX/uP5T/sv+4f8HAaYBbQF4AEf/dP5s/jP/YwBhAakBGAH3/9v+Vf6q/q//3QCaAYUBqAB2/4r+Xv4I/zEAQgGtATwBKQAC/1z+jv5+/7AAiAGXAdUAp/+l/lb+4f4AAB4BqgFcAVsALP9p/nf+T/+AAHEBpAEAAdn/xf5T/r3+zf/2AKIBdwGMAFr/fP5m/iL/TwBVAasBJwELAOr+V/6e/pv/ywCUAY0BuwCJ/5T+Wv74/h0ANAGsAUkBPQAS/2H+hP5r/50AgAGdAecAu/+x/lT+0v7r/w4BqAFnAW8APv9w/m/+PP9tAGYBqAEQAe3/0/5U/rD+uf/lAJ0BgAGfAGz/hf5g/hH/OwBIAa0BNQEfAPr+Wv6T/of/uQCMAZQBzQCd/5/+V/7o/gkAJQGrAVYBUQAj/2b+e/5Y/4oAdgGiAfgAz/+//lP+xP7X//4ApAFyAYIAUP94/mn+Kv9ZAFsBqgEfAQEA4v5W/qT+pf/UAJcBiQGyAID/j/5c/gD/JwA7Aa0BQwEzAAr/Xv6J/nT/pgCEAZsB3gCx/6v+Vf7Z/vX/FgGpAWIBZQA1/23+c/5F/3cAbAGmAQgB4//M/lT+t/7D/+4AnwF8AZUAY/+A/mP+Gf9FAE4BrAEuARUA8v5Y/pn+kf/CAJABkQHEAJP/mv5Y/vD+EwAsAawBUAFHABv/Y/5//mH/kwB7AaAB7wDF/7j+U/7L/uH/BgGmAW0BeQBH/3T+bP4z/2MAYQGpARgB+P/b/lX+qv6v/9wAmgGFAagAdv+K/l7+CP8xAEEBrQE8ASkAAv9c/o7+fv+wAIgBmAHWAKf/pf5W/uH+//8eAaoBXAFbACz/af53/k7/gABxAaQBAAHZ/8X+U/69/s3/9gCiAXcBjABa/3z+Zf4i/08AVQGrAScBCwDq/lf+nv6b/8sAkwGNAbsAiv+U/lr++P4dADQBrAFKAT0AE/9h/oT+av+dAH8BnQHnALv/sv5U/tL+6/8OAagBaAFvAD7/cP5v/jz/bQBmAagBEAHt/9T+VP6w/rn/5QCdAYEBnwBt/4X+YP4Q/zsASAGtATUBHwD6/lr+k/6H/7kAjAGUAc0Anf+f/lf+6P4IACUBqwFWAVEAJP9m/nv+WP+KAHYBogH4AM//v/5T/sT+1//+AKQBcgGDAFH/eP5o/ir/WQBbAasBHwEBAOL+Vv6k/qX/1ACXAYkBsgCA/4/+XP4A/ycAOgGtAUMBMwAK/17+if50/6YAhAGbAd8Asf+r/lX+2f71/xYBqQFiAWUANf9t/nP+Rf92AGwBpgEIAeP/zf5U/rb+wv/tAJ8BfAGWAGP/gf5j/hn/RQBOAawBLgEVAPL+WP6Y/pH/wgCQAZEBxACU/5r+WP7w/hIALAGsAVABSAAb/2P+f/5h/5MAewGgAfAAxf+4/lP+y/7h/wYBpgFtAXkASP90/mz+M/9jAGABqQEYAfj/2/5V/qr+rv/cAJoBhQGpAHb/iv5e/gj/MQBBAa0BPAEpAAL/XP6O/n3/rwCIAZgB1gCn/6X+Vf7g/v//HQGqAVwBXAAt/2n+d/5O/4AAcQGkAQAB2f/G/lP+vf7M//YAogF3AYwAWv98/mX+If9PAFQBqwEnAQsA6v5X/p7+m//KAJMBjQG7AIr/lP5a/vj+HAAzAawBSgE+ABP/Yf6E/mr/nAB/AZ0B5wC7/7L+VP7S/uv/DgGnAWgBbwA//3D+b/48/2wAZgGoARAB7v/U/lT+sP64/+UAnQGBAZ8Abf+F/mD+EP87AEgBrQE1AR8A+v5a/pP+h/+4AIwBlAHNAJ7/oP5X/uj+CAAlAasBVgFSACT/Zv57/lf/iQB2AaIB+ADQ/7/+U/7E/tb//gCkAXIBgwBR/3j+aP4q/1gAWgGrASABAQDj/lb+pP6k/9MAlwGJAbIAgP+P/lz+AP8mADoBrQFDATQACv9e/on+dP+mAIQBmwHfALH/rP5V/tn+9f8WAakBYgFmADb/bf5z/kX/dgBrAaYBCAHk/83+VP62/sL/7QCfAXwBlgBk/4H+Y/4Z/0QATgGsAS4BFQDy/ln+mP6R/8EAkAGRAcQAlP+a/lj+8P4SACwBrAFQAUgAG/9j/n/+YP+TAHsBoAHwAMb/uP5T/sr+4P8GAaYBbQF5AEj/dP5s/jP/YgBgAakBGAH4/9v+Vf6q/q7/3ACaAYUBqQB3/4r+Xv4I/zAAQQGtAT0BKgAC/1z+jv59/68AiAGYAdYAqP+m/lX+4P7//x0BqgFcAVwALf9p/nf+Tv+AAHEBpQEBAdr/xv5T/r3+zP/1AKIBdwGNAFr/fP5l/iH/TgBUAasBJwELAOv+V/6e/pr/ygCTAY0BuwCK/5X+Wv73/hwAMwGsAUoBPgAT/2H+hP5q/5wAfwGeAegAvP+y/lT+0f7q/w4BpwFoAXAAP/9w/m/+PP9sAGYBqAERAe7/1P5U/rD+uP/kAJ0BgQGgAG3/hf5g/hD/OgBIAa0BNgEgAPr+Wv6T/of/uACMAZQBzQCe/6D+V/7o/ggAJQGrAVYBUgAk/2b+e/5X/4kAdgGiAfgA0P+//lP+w/7W//4ApAFzAYMAUf94/mj+Kv9YAFoBqwEgAQEA4/5W/qP+pP/TAJcBiQGyAIH/j/5b/v/+JgA6Aa0BQwE0AAv/Xv6I/nP/pQCEAZsB3wCy/6z+Vf7Z/vT/FQGpAWIBZgA2/23+c/5E/3YAawGmAQkB5P/N/lT+tv7C/+0AnwF8AZYAZP+B/mL+GP9EAE4BrAEvARYA8v5Z/pj+kP/BAJABkQHFAJT/mv5Y/u/+EgAsAawBUAFIABz/ZP5//mD/kwB6AaAB8ADG/7n+U/7K/uD/BgGmAW0BegBI/3T+a/4y/2IAYAGpARgB+P/c/lX+qf6u/9wAmgGFAakAd/+K/l7+B/8wAEEBrQE9ASoAA/9c/o3+ff+vAIgBmAHWAKj/pv5V/uD+/v8dAaoBXQFcAC3/av53/k7/fwBxAaUBAQHa/8b+U/69/sz/9QCiAXgBjQBb/3z+Zf4h/04AVAGrAScBDADr/lf+nv6a/8oAkwGNAbwAiv+V/lr+9/4cADMBrAFKAT4AE/9h/oT+av+cAH8BngHoALz/sv5U/tH+6v8NAacBaAFwAD//cP5v/jv/bABmAagBEQHu/9T+VP6w/rj/5ACcAYEBoABu/4b+YP4Q/zoARwGtATYBIAD7/lr+k/6G/7gAjAGVAc4Anv+g/lf+5/4HACQBqwFXAVIAJP9m/nv+V/+JAHYBowH5AND/v/5T/sP+1v/9AKQBcwGDAFH/eP5o/in/WABaAasBIAECAOP+Vv6j/qT/0wCWAYoBswCB/5D+W/7//iYAOgGtAUQBNAAL/17+iP5z/6UAgwGbAd8Asv+s/lX+2P70/xUBqQFjAWYANv9t/nP+RP91AGsBpgEJAeT/zf5U/rb+wv/tAJ8BfAGXAGT/gf5i/hj/RABOAawBLwEWAPP+Wf6Y/pD/wQCQAZEBxQCU/5r+WP7v/hEALAGsAVEBSAAc/2T+f/5g/5IAegGgAfAAxv+5/lP+yv7g/wUBpgFuAXoASP90/mv+Mv9iAGABqQEZAfn/3P5V/qn+rv/bAJoBhQGpAHf/i/5d/gf/MABBAa0BPQEqAAP/XP6N/nz/rgCIAZgB1wCo/6b+Vf7g/v7/HQGqAV0BXAAt/2r+dv5N/38AcAGlAQEB2v/G/lP+vP7M//UAoQF4AY0AW/99/mX+If9OAFQBrAEoAQwA6/5X/p3+mv/KAJMBjgG8AIv/lf5a/vf+GwAzAawBSgE/ABP/Yf6D/mn/nAB/AZ4B6AC8/7L+VP7R/ur/DQGnAWgBcAA//3H+b/47/2sAZgGoAREB7//U/lT+r/63/+QAnAGBAaAAbv+G/mD+D/86AEcBrQE2ASAA+/5a/pL+hv+4AIwBlQHOAJ7/oP5X/uf+BwAkAasBVwFTACX/Z/57/lb/iQB1AaMB+QDQ/8D+U/7D/tb//QCkAXMBhABS/3j+aP4p/1gAWgGrASABAgDj/lb+o/6j/9IAlgGKAbMAgf+Q/lv+//4lADoBrQFEATUAC/9f/oj+c/+lAIMBmwHgALL/rP5U/tj+9P8VAakBYwFmADb/bf5y/kT/dQBrAacBCQHl/83+VP62/sH/7ACfAX0BlwBk/4H+Yv4Y/0QATgGsAS8BFgDz/ln+mP6Q/8EAjwGRAcUAlf+b/lj+7/4RACsBrAFRAUkAHP9k/n/+YP+SAHoBoAHxAMb/uf5T/sr+3/8FAaYBbgF6AEn/dP5r/jL/YQBgAakBGQH5/9z+Vf6p/q3/2wCZAYYBqgB4/4v+Xf4H/y8AQAGtAT0BKwAD/1z+jf58/64AiAGYAdcAqf+m/lX+4P7+/x0BqgFdAV0ALv9q/nb+Tf9/AHABpQEBAdv/xv5T/rz+y//1AKEBeAGNAFv/ff5l/iD/TQBUAawBKAEMAOv+V/6d/pn/yQCTAY4BvACL/5X+Wf73/hsAMgGsAUoBPwAU/2H+g/5p/5sAfwGeAegAvf+z/lT+0f7p/w0BpwFoAXAAQP9x/m/+O/9rAGUBqAERAe//1f5U/q/+t//kAJwBgQGgAG7/hv5g/g//OQBHAa0BNgEhAPv+Wv6S/ob/twCMAZUBzgCf/6D+Vv7n/gcAJAGrAVcBUwAl/2f+ev5W/4gAdQGjAfkA0f/A/lP+w/7V//0ApAFzAYQAUv95/mj+Kf9XAFoBqwEhAQIA5P5W/qP+o//SAJYBigGzAIH/kP5b/v/+JQA5Aa0BRAE1AAv/X/6I/nL/pQCDAZsB4ACz/6z+VP7Y/vT/FQGpAWMBZwA3/23+cv5E/3UAawGnAQkB5f/O/lT+tf7B/+wAnwF9AZcAZf+B/mL+GP9DAE0BrAEvARcA8/5Z/pj+j//AAI8BkQHFAJX/m/5Y/u/+EQArAawBUQFJABz/ZP5//l//kgB6AaAB8QDH/7n+U/7K/t//BQGmAW4BegBJ/3X+a/4y/2EAYAGqARkB+f/c/lX+qf6t/9sAmQGGAaoAeP+L/l3+B/8vAEABrQE9ASsAA/9c/o3+fP+uAIcBmAHXAKn/pv5V/t/+/v8cAaoBXQFdAC7/av52/k3/fgBwAaUBAQHb/8f+U/68/sv/9AChAXgBjgBb/33+Zf4g/00AVAGsASgBDQDr/lf+nf6Z/8kAkwGOAbwAi/+V/ln+9v4bADIBrAFLAT8AFP9h/oP+af+bAH8BngHpAL3/s/5U/tH+6f8NAacBaQFxAED/cf5v/jr/awBlAagBEQHv/9X+VP6v/rf/4wCcAYEBoQBu/4b+YP4P/zkARwGtATYBIQD7/lr+kv6F/7cAiwGVAc8An/+h/lb+5/4HACQBqwFXAVMAJf9n/nr+Vv+IAHUBowH5ANH/wP5T/sP+1f/9AKQBcwGEAFL/ef5o/in/VwBaAasBIQEDAOT+Vv6j/qP/0gCWAYoBswCC/5D+W/7+/iUAOQGtAUQBNQAM/1/+iP5y/6QAgwGbAeAAs/+t/lT+2P7z/xQBqQFjAWcAN/9t/nL+Q/91AGsBpwEKAeX/zv5U/rX+wf/sAJ8BfQGXAGX/gf5i/hf/QwBNAawBMAEXAPP+Wf6X/o//wACPAZEBxgCV/5v+WP7u/hEAKwGsAVEBSQAd/2T+f/5f/5EAegGgAfEAx/+5/lP+yf7f/wUBpQFuAXsASf91/mv+Mf9hAF8BqgEZAfr/3P5V/qn+rf/bAJkBhgGqAHj/i/5d/gb/LwBAAa0BPgErAAT/XP6N/nz/rgCHAZgB1wCp/6f+Vf7f/v3/HAGqAV0BXQAu/2r+dv5M/34AcAGlAQIB2//H/lT+vP7L//QAoAF2AYsAWv9+/mv+Kf9WAFYBpAEWAfb/2v5X/rX+xf/4AK0BfwGAADP/R/5A/i3/mwDOARwCTAG5/yf+bP3+/az/sgEOA/wCYgHo/rL84vsE/cD/8AIbBRoFqwKi/qH6efhn+Yf9vQMWCn4Oiw/6DMMHrQGj/AP6LfqD/L7/eQLBA1YDqwGg/xP+jf0Z/lH/mQBtAYoBAwErAGn/Bv8a/4f/DwB4AJwAegAtAN//r/+p/8j/9v8dAC8AKgAVAP7/7v/p/+//+v8DAAkACQAFAAAA/v/9//7///8AAAAAAAAAAAAAAAAAAAAAAAA=\" type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"<IPython.lib.display.Audio at 0x8599090>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAHfCAYAAABu571YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMgUI7lAvOQMZeGmQJfmlTtLv7IzZRnL8IVzLrokb1yfwxekD8O
Display the source blob
Display the rendered blob
Raw
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment