{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('..')\n",
    "from fastai.vision import *\n",
    "from audio import *\n",
    "import matplotlib.pyplot as plt\n",
    "import math"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction to Audio For FastAI Students"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This guide will assume absolutely zero understanding of audio, because it's what I had 3 months ago. There are lots of good resources out there, but nothing that really walks you through the basics of audio all the way up to what it takes to train state of the art models. If you have some experience, or find this guide too slow paced, check out the [FastAI Audio Thread](https://forums.fast.ai/t/deep-learning-with-audio-thread/38123) for a list of resources we've found helpful. Full disclosure, I am not an audio engineer. There will be inaccuracies in this guide, please message me [on twitter](https://twitter.com/MadeUpMasters) or [FastAI forums](https://forums.fast.ai/u/MadeUpMasters/) with any corrections or suggestions and I'll happily change them and credit you here."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Like deep learning, audio processing has many hyperparameters and concepts that can be confusing, but will play an essential role in training models. The goal of this guide is to introduce you to some of them, show you what tweaking them does, and give you a basic understanding of what they represent and why they exist. If you don't care about the details, check out our **Getting Started** notebook. After that see the **Features** notebook to view what the library can do. And finally check out the **ESC-50**, **FreeSound2018**, and **TensorFlow Speech Challenge Notebooks** where we show you how to use the library to get state of the art results on real world datasets."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Table of Contents\n",
    "1. Audio Basics\n",
    "    1.[Basics of Librosa, Audio Signals, and Sampling](#Basics-of-Librosa,-Audio-Signals,-and-Sampling)\n",
    "    2. [Waveforms. Amplitude vs Magnitude](#Waveforms.-Amplitude-vs-Magnitude)\n",
    "    3. [Frequency and Pitch](#Frequency-and_Pitch)\n",
    "    4. [Mel Scale](#Mel-Scale)\n",
    "    5. [Decibels](#Decibels)\n",
    "2. [Spectrograms](#Spectrograms)\n",
    "    1. [Spectrogram as a Visual Representation of Audio](#Spectrogram-as-a-Visual-Representation-of-Audio)\n",
    "    2. [What's Inside a Spectrogram?](#What's-Inside-a-Spectrogram?)\n",
    "    3. [Spectrogram Parameters and How to Fine Tune Them for Deep Learning](#Spectrogram-Parameters-and-How-to-Fine-Tune-them-for-Deep-Learning)\n",
    "    4. [HyperParameter Cheat Sheet](#HyperParameter-Cheat-Sheet)\n",
    "3. [The Details](#The-Details)\n",
    "    1. [Fourier Transforms](#Fourier-Transforms)\n",
    "    2. [Short-Time-Fourier-Transform (STFT)](#Short-Time-Fourier-Transform)\n",
    "        1. [n_fft and hop_length](#n_fft-and-hop_length)\n",
    "        2. [#Full-Explanation-of-STFT,-hop_length,-and-n_fft:](#Full-Explanation-of-STFT,-hop_length,-and-n_fft:)\n",
    "        3. [n_mels](#n_mels)\n",
    "        4. [top_db](#top_db)\n",
    "4. [Coming Soon](#Coming-Soon)\n",
    "    1. [How to Contribute](#How-to-Contribute)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First let's grab our data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_url = 'http://www.openslr.org/resources/45/ST-AEDS-20180100_1-OS'\n",
    "data_folder = datapath4file(url2name(data_url))\n",
    "if not os.path.exists(data_folder): untar_data(data_url, dest=data_folder)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The simplest way to listen to an audio file in Jupyter Notebook is Ipython.display.Audio (imported as Audio) providing a string filepath as an argument. PosixPaths won't work."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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/+//3//f//////AwAAAPz//f/2//v//v/6/w==\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Audio\n",
    "audio_files = data_folder.ls()\n",
    "example = audio_files[0]\n",
    "Audio(str(example))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basics of Librosa, Audio Signals, and Sampling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In fastai audio, we use torchaudio for a lot of our operations, but for general audio processing, librosa is a much more mature library and is a good place to start playing around.\n",
    "\n",
    "To read an audio for processing, just pass in a filepath to librosa.load"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import librosa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "y, sr = librosa.load(example, sr=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most libraries will pass back a tuple with signal (y) and a sample rate (sr). \n",
    "\n",
    "Note the sr=None, librosa has an annoying habit of \"resampling\" or changing the sample rate automatically, unless you tell it not to. More about resampling is included later "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample rate  : 16000\n",
      "Signal Length: 52480\n",
      "Duration     : 3.28 seconds\n"
     ]
    }
   ],
   "source": [
    "print(\"Sample rate  :\", sr)\n",
    "print(\"Signal Length:\", len(y))\n",
    "print(\"Duration     :\", len(y)/sr, \"seconds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Audio is a continuous wave that is \"sampled\" by measuring the amplitude of the wave at a given time. How many times you sample per second is called the \"sample rate\" and can be thought of as the resolution of the audio. The higher the sample rate, the closer our discrete digital representation will be to the true continuous sound wave, but there is a point of diminishing returns so bigger isn't always better. Sample rates generally range from 8000-44100 but can go higher or lower. \n",
    "\n",
    "In our example, the audio was sampled 16000 times per second, so our data is  a 1 dimensional tensor with length 16000*time in seconds = 52480 samples\n",
    "\n",
    "Our signal is just a numpy array with the amplitude of the wave"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Type  : <class 'numpy.ndarray'>\n",
      "Signal:  [ 0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00 ... -3.051758e-04 -1.525879e-04 -6.103516e-05 -1.831055e-04]\n",
      "Shape : (52480,)\n"
     ]
    }
   ],
   "source": [
    "print(\"Type  :\", type(y))\n",
    "print(\"Signal: \", y)\n",
    "print(\"Shape :\", y.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "IPython.display.Audio also accepts a Numpy array and sample rate as arguments. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Audio(y, rate=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before running and listening to the cells below, think about the concept of sampling rate and try to predict what effect the varying sample rates will have"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Audio(y, rate=sr/2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Audio(y, rate=sr*2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_new, sr_new = librosa.load(example, sr=sr*2)\n",
    "Audio(y_new, rate=sr_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_new, sr_new = librosa.load(example, sr=sr/2)\n",
    "Audio(y_new, rate=sr_new)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Waveforms. Amplitude vs Magnitude"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A waveform is a curve showing the amplitude of the soundwave (y-axis) at time T (x-axis). Let's check out the waveform of our audio clip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7f946e560ef0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import librosa.display\n",
    "plt.figure(figsize=(15, 5))\n",
    "librosa.display.waveplot(y, sr=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that there is nothing special about this graph except that the x-axis has been converted to time using our sample rate. If we plotted in matplotlib with plt.plot(y), we would get the same figure, but with sample number on the x-axis instead of seconds.\n",
    "\n",
    "Amplitude and magnitude are often confused, but the difference is simple. Amplitude of a wave is just the distance, positive or negative, from the equilibrium (zero in our case), and magnitude is the absolute value of the amplitude. In audio we sample the amplitude so our signal can have both positive and negative values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Frequency and Pitch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most of us remember frequency from physics as cycles per second of a wave. It's the same for sound, but really hard to see in the above image. How many cycles are there? How can there be cycles if it's not regular? The reality is that sound is extremely complex, and the above recording of human speech is the combination of many different frequencies added together. To talk about frequency and pitch, it's easier to start with a pure tone, so let's make one. \n",
    "\n",
    "Human hearing ranges from 20hz to 20,000hz, hz=hertz=cycles per second. The higher the frequency, the more cycles per second, and the \"higher\" the pitch sounds to us. To demonstrate, let's make a sound at 500hz, and another at 5000hz. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Adapted from https://musicinformationretrieval.com/audio_representation.html\n",
    "# An amazing open-source resource, especially if music is your sub-domain.\n",
    "def make_tone(freq, clip_length=1, sr=16000):\n",
    "    t = np.linspace(0, clip_length, int(clip_length*sr), endpoint=False)\n",
    "    return 0.1*np.sin(2*np.pi*freq*t)\n",
    "clip_500hz = make_tone(500)\n",
    "clip_5000hz = make_tone(5000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Audio(clip_500hz, rate=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Audio(clip_5000hz, rate=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "500 cycles per second, 16000 samples per second, means 1 cycle = 16000/500 = 32 samples, let's see 2 cycles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f946c47d908>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 5))\n",
    "plt.plot(clip_500hz[0:64])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below is 5000hz from the same vantage point, this is what is meant by higher frequency. Of course in real life this is a continuous wave, but since our digital representation is discrete, capturing it starts to break down for high frequencies if we don't increase our sample rate. The limitations of digital representations of audio are laid out by Nyquist Theorem, which we discuss later."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f12a0235860>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 5))\n",
    "plt.plot(clip_5000hz[0:64])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So if that's frequency, what is pitch? Pitch is a musical term that means the human perception of frequency. This concept of human perception instead of actual values seems vague and non-scientific, but it is hugely important for machine learning because most of what we're interested in, speech, sound classification, music...etc are inseparable from human hearing and how it functions. Let's do an experiment and increase the frequency of the above tones by 500hz each and see how much this moves our perception of them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "clip_500_to_1000 = np.concatenate([make_tone(500), make_tone(1000)])\n",
    "clip_5000_to_5500 = np.concatenate([make_tone(5000), make_tone(5500)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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z+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+Bj7MBxHgVpsakB2iX3/f4l9QHZsaoFaHEf7MPgYAAAI5wXP5Lh/pZSVwIl3ggGAd4LAiZSVf6XkuAXPCOcAAPgY+zAcR4FabGpAdol9/3+JfUB2bGqBWhxH+zD4GAAACOcFz+S4f6WUlcCJd4IBgHeCwImUlX+l5LgFzwjnAAD4GPswHEeBWmxqQHaJff9/iX1AdmxqgVocR/sw+BgAAAjnBc/kuH+llJXAiXeCAYB3gsCJlJV/peS4Bc8I5wAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXPAAD7MIFaQHb/f0B2gVr7MAAABc9/pcCJAYDAiX+lBc8AAPswgVpAdv9/QHaBWvswAAAFz3+lwIkBgMCJf6UFzwAA+zCBWkB2/39AdoFa+zAAAAXPf6XAiQGAwIl/pQXP\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# first half of the clip is 500hz, 2nd is 1000hz\n",
    "Audio(clip_500_to_1000, rate=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAQHZ/pQXP/38Fz3+lQHYAAMCJgVr7MAGA+zCBWsCJAABAdn+lBc//fwXPf6VAdgAAwImBWvswAYD7MIFawIkAAEB2f6UFz/9/Bc9/pUB2AADAiYFa+zABgPswgVrAiQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSVAABsasCJ+BiBWneC+zAcRwGAHEf7MHeCgVr4GMCJbGoAAJSVQHYI53+liX0Fz+S4/3/kuAXPiX1/pQjnQHaUlQAAbGrAifgYgVp3gvswHEcBgBxH+zB3goFa+BjAiWxqAACUlUB2COd/pYl9Bc/kuP9/5LgFz4l9f6UI50B2lJUAAGxqwIn4GIFad4L7MBxHAYAcR/swd4KBWvgYwIlsagAAlJVAdgjnf6WJfQXP5Lj/f+S4Bc+JfX+lCOdAdpSV\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# first half of the clip is 5000hz, 2nd is 5500hz\n",
    "Audio(clip_5000_to_5500, rate=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that the pitch of the first clip seems to change more even though they were shifted by the same amount. This makes intuitive sense as the frequency of the first was doubled and the frequency of the second only increased 10%. Like other forms of human perception, hearing is not linear, it is logarithmic. This will be important later as the range of frequencies from 100-200hz convey as much information to us as the range from 10,000-20,000hz. If we don't account for this in our data's representation, the lower frequency info will be squished out of existence. \n",
    "\n",
    "Fortunately, scientists have thought about this problem and came up with something called the mel scale."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mel Scale"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The mel scale is a human-centered metric of audio perception that was developed by asking participants to judge how far apart different tones were. Here is a formula from mel-scale's wikipedia page that you will never need, but might like to see.\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "And here is a table of values that represent some examples of frequency in hz and their corresponding mel values. Note: Someone please tell me how to make this table horizontal and maintain the headers :)\n",
    "\n",
    "<table>\n",
    "  <tr>\n",
    "    <th>Frequency</th>\n",
    "    <td>20</td>\n",
    "    <td>160</td>\n",
    "    <td>394</td>\n",
    "    <td>670</td>\n",
    "    <td>1000</td>\n",
    "    <td>1420</td>\n",
    "    <td>1900</td>\n",
    "    <td>2450</td>\n",
    "    <td>3120</td>\n",
    "    <td>4000</td>\n",
    "    <td>5100</td>\n",
    "    <td>6600</td>\n",
    "    <td>9000</td>\n",
    "    <td>14000</td>\n",
    "  </tr>\n",
    "  <tr>\n",
    "    <th>Mel Equivalent</th>\n",
    "    <td>0</td>\n",
    "    <td>250</td>\n",
    "    <td>500</td>\n",
    "    <td>750</td>\n",
    "    <td>1000</td>\n",
    "    <td>1250</td>\n",
    "    <td>1500</td>\n",
    "    <td>1750</td>\n",
    "    <td>2000</td>\n",
    "    <td>2250</td>\n",
    "    <td>2500</td>\n",
    "    <td>2750</td>\n",
    "    <td>3000</td>\n",
    "    <td>3250</td>\n",
    "  </tr>\n",
    "</table>\n",
    "\n",
    "When we visually represent audio using spectrograms, we will use the mel scale instead of frequency on our y-axis, so that our data is reshaped to mirror human perception. **If you're getting bored, hang in there, because we are so close to the fun part (spectrograms)**, but there is one last piece to human hearing puzzle we need to deal with.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Decibels"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just like frequency, human perception of loudness occurs on a logarithmic scale. A constant increase in the amplitude of a wave will be perceived differently if the original sound is soft or loud. \n",
    "\n",
    "Decibels measure the ratio of power between 2 sounds, with the main idea being that each 10x increase in the energy of the wave (multiplicative) results in a 10dB increase in sound (additive). Thus something that is 20dB louder has 100x (10*10) the amount of energy, something that is 25dB louder has (10^2.5) = 316.23x more energy. \n",
    "\n",
    "The lowest audible sound, near absolute silence, is 0dB and we refer to other sounds based on how many times more energy they have than a 0dB sound. A dishwasher is ~30dB, or 10^3 = 1000x louder. Here is a nice chart taken from: https://boomspeaker.com/noise-level-chart-db-level-chart/\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "The range of human perception is vast, from a base of 0dB up to 100dB (an amount that will damage your hearing), is a range of 10^10, or 10,000,000,000x. A doubling of energy will only increase the dB level by ~3dB. If we don't use a logarithmic scale, we would squish whispers and rustling leaves, and even normal conversation out of existence. Thus is it is important that we measure our spectrograms be on the decibel scale for most of our applications. \n",
    "\n",
    "Deep dive for decibel scale: http://www.animations.physics.unsw.edu.au/jw/dB.htm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Spectrograms"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spectrogram as a Visual Representation of Audio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remember how it was impossible to see the smooth cycles and frequencies in the raw waveform graph of our first audio clip? A spectrogram is an almost magical way of breaking a complex signal apart into it's constituent frequencies, and then representing that as an image. Before we get into how this actually happens, let's see what they look like and how to generate and play with them, because this is more important for training your models than actually understanding what a fourier transform is and how it works. \n",
    "\n",
    "Librosa allows us to generate a spectrogram with the melscale directly using `librosa.feature.melspectrogram`. To demonstrate why the previous discussion of melscale and decibels was necessary, we'll first display a raw spectrogram with `librosa.stft`, then a melspectrogram, and then finally a melspectrogram on the decibel scale. \n",
    "\n",
    "sg = spectrogram, this is a raw energy spectrogram. stft = short-time fourier transform. stft returns a complex result with a real component, the magnitude, and a complex part, the phase. The complex part is typically not used in machine learning applications, but there are a few papers that suggest it is useful so you may want to experiment. For now we will discard it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f12a01ef320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sg0 = librosa.stft(y)\n",
    "sg_mag, sg_phase = librosa.magphase(sg0)\n",
    "display(librosa.display.specshow(sg_mag))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we use the mel-scale instead of raw frequency. `librosa.feature.melspectrogram` can take either a raw spectrogram and convert to mel-scale, or a raw signal, compute the spectrogram, and then convert. We will use what we generated in the above cell, but usually you'll want to pass the signal directly. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f12a01ad9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sg1 = librosa.feature.melspectrogram(S=sg_mag, sr=sr)\n",
    "display(librosa.display.specshow(sg1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's a little better, but most of the information is still zeros, and we know our original signal has lots of info, so we must be throwing away too much. Converting to the decibel scale using `librosa.amplitude_to_db` will fix this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f12a0165a90>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sg2 = librosa.amplitude_to_db(sg1, ref=np.min)\n",
    "librosa.display.specshow(sg2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Okay, this is starting to look like reasonable. But what does any of this mean? In the next section, we'll add on some axes and a colorbar legend and then look at the underlying data structure and see what we're dealing with"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What's Inside a Spectrogram?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Mel spectrogram')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# code adapted from the librosa.feature.melspectrogram documentation\n",
    "librosa.display.specshow(sg2, sr=16000, y_axis='mel', fmax=8000, x_axis='time')\n",
    "plt.colorbar(format='%+2.0f dB')\n",
    "plt.title('Mel spectrogram')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can see, just like when we plotted the audio, the x-axis is time, but now, instead of the amplitude of the wave on the y-axis, we have the frequency. The y-axis is also no longer linear, each new tick doubles the frequency, with a max frequency, or fmax of 8000. Also, this isn't a line graph like the raw waveform, instead of a single value at each timepoint on our x-axis, we have many. Every point in the square represents the energy at the **frequency of it's y-coordinate at the time of it's x-coordinate**. \n",
    "\n",
    "Take the point 1.5 seconds in at 1024hz, it appears to be cream colored meaning the energy at that point is somewhere around 80-85db. Meanwhile at that same time, 4096hz appears to be purple and have about 40dB of energy. That means that at t = 1.5 seconds, the sound with 1024hz is around 10000 times louder than sound at 4096hz. 10^((80-40)/10) = 10^4 = 10000.\n",
    "\n",
    "Let's check out the min, max, and mean of the spectrogram. Remember, the units for these are all decibels. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8.394913743935916, 88.39491374393592, 26.87306640048965)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg2.min(), sg2.max(), sg2.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So it looks like spectrograms have a built in min, mean, and max, that's nice. Let's see what type of object a spectrogram really is so we can see what else we can do."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(128, 103)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(type(sg2))\n",
    "sg2.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Spectrograms become a lot less magical and a lot easier to work with when you realize they're just 2d numpy arrays. We no longer have to remember and call random functions like librosa.display.specshow, with a little tinkering (converting to pytorch, and adding a unit axis) we can just use fastai's `Image()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Image.show(torch.from_numpy(sg2).unsqueeze(0), figsize=(15, 5), cmap=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`unsqueeze(0)` adds a single axis in pos 0 so we go from 128x103 to 1x128x103. Images in fastai have 3 dimensions, the \n",
    "first, a channel dimension 1 for monochrome images, 3 for rgb. This is really black and white data but the `cmap` (colormap)\n",
    "param displays it to us with color. In `Image.show` it defaults to None, but lower down fastai uses a default colormap\n",
    "called 'viridis'. Try changing cmap to 'binary', or 'rainbow' or try an option that doesn't exist and matplotlib will give\n",
    "you an options list in the error message."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spectrogram Parameters and How to Fine Tune them for Deep Learning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remember those hyperparameters mentioned in the intro? Our experiments indicate they matter a lot. If you don't understand your underlying data, you won't be able to create good visual representations of them. In fastai audio, we do our best to give you good default values, but to get the highest accuracy possible out of your models, you'll need to be able to tune it to your exact needs. Let's tune this one and introduce these parameters in the process.\n",
    "\n",
    "Here's the same spectrogram, but with all default arguments made explicit. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f94641d88d0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y, sr = librosa.load(example)\n",
    "display(Audio(y, rate=sr))\n",
    "sg = librosa.feature.melspectrogram(y, sr=16000,  n_fft=2048, hop_length=512, power=1.0, n_mels=128, fmin=0.0, fmax=None)\n",
    "db_spec = librosa.amplitude_to_db(sg, ref=1.0, amin=1e-05, top_db=80.0)\n",
    "librosa.display.specshow(db_spec, y_axis='mel', fmax=8000, x_axis='time')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before we get into the details, here is a cheatsheet with a brief summary of what each of these do and some good defaults.\n",
    "\n",
    "## HyperParameter Cheat Sheet\n",
    "\n",
    "- **`sample_rate`**, This is not the place to change this, you are just telling librosa what your sample rate is. **Usually it is predetermined for you by your dataset but check the resampling section for more info on changing this.**\n",
    "- **`fmin`**, minimum frequency to display in spectrogram, **this should be low, anything 0-20 seems to work well**\n",
    "- **`fmax`**, maximum frequency to display. **This should generally be 1/2 of your sample rate, but can be set to 8000 for speech.** \n",
    "- **`n_mels`**, How many mel bins to use, this will determine number of pixels tall your sg is. **64-128 are good defaults, but try various values**, bigger isn't always better, test for your dataset. Some evidence suggests upscaling the image to a larger size is more effective than \n",
    "- **`n_fft`**, The number of samples you use each time you compute a Fourier Transform. This is the width of the window and hop_length is how much you move the window each step. Increasing n_fft will increase frequency (y-axis) resolution to a point, powers of 2 are faster. Also dependent somewhat on `n_mels` so 20*n_mels is a common value as less than this can produce empty mel bins (black horizontal lines on sg)\n",
    "- **`hop_length`**, the number of samples between successive frames of your sg. Determines width of image (# samples/hop = width in pixels). Good defaults really depend on dataset and the duration of audio your sg's represent (if they are longer, a larger hop is required to fit on a gpu, but you will be compressing the data). If you go too small, you can get blurring. Anything **64-512 can be good depending on context.**\n",
    "- **`top_db`**, Distance between loudest and softest sound you want displayed in spectrogram. If you choose 50db, the brightest pixel will be 50db, and anything that is 50+db lower than that won't be displayed. **80-120 is good.**\n",
    "- **`power`**, Honestly not entirely sure how this works. It's set to 1 for \"energy\" spectrogram and 2 for \"power\" spectrogram. An energy spectrogram is more detailed (less energy required to show up on the sg) but you don't generally have to worry about this because if you are converting to decibels (you'll do this almost always) it is factored out. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see there are loads, and I'm sure it's overwhelming, but the good news is that most models will train just fine with defaults, only a few of these have a big impact, and they are all pretty easy to understand, it will just take time and changing the values to see what effect it has. The bad news is that I've been lying about our starting spectrogram. Matplotlib is stretching this a lot for us, but unless we save the file as a jpg and train on that (slow) we will have small images. So let's use fastai's `Image` to see what this really looks like (hint: it's the same dimensions as the underlying numpy array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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Xcd/p3iWy07U4bKaAq6JEyYy3zBiV6nOeeOh61njYqWHadum+vVH5Tx1h6Vfhqvy2ajKlunKOlWOjS19bed/P0nwj4duLLUbrVZyzyXMredFs2YAA9MY9fxr6w+HvgbX9a/Zz0zWNMj0WGeI8Nq0ypG0O9gsYYg5dzg9vrXzj8P8AQtT1HwfqWpTlzdWl+xN0w+YKRkHd2GTjn0r6k+CFto/ij9lG10n/AIQzUvEd3blmmtLOVkdH3HdKcdQnQDvg8Gvw7xZzSthcBhqtKXwYmlGTtFpJxe/NUpwS1XxTj012T/m3NpxzXMK0KzUnTUopLm1cYRcbcsZO1tF7rlo07atfHHxW0K5PjyO9sdNg0+RbkPMhkDeUQSCEyOhyfesu21O5tLzXJZNSa5Zr5NsnqnlIMEdOua674n27N4wSVtBvFiWZfJluGcFOTgPnqcVzGpadLJea5qEFuiTrtKqi8EhQQAP73av1vA1FUwdLm/lX5rzb/H79z6nJsZDE5VQpV7NKnFdH/wAvY6N3lK3zVuqe5FYBBrNyqORK8KL8spVe/wAo7Dbxz71z/wC01ZPdeGrcXO9YIbhJTB5wkO4AnJHUEA5GOc4x0q/ocLXV9fakBJEvkRpLEqMxXBLDAxnJzkn3HpWz8T/C417SEtb5YjE0W4O6kHdtPU8ZNdbcYYqF3/Vj3sLiaOU8V4OtUlpG1+691bbq9npa/dM8z+GaofDMUs0xBaJjgRsSgEjdTg49+lZniQvBJdjRNYeCe3jkZGQAIckMS2fXIycgk5xit7wVp93okc/h5p5Jo7RnAmRiQUzkAkggtg49TzXP+NrWbwx4ae+tlW8vdQd0KyYP3GxkKxXnbgHkdOnavSTSZ+pYSrTq55UtK/PJcq0s0/e1utFy3vf8zz7VrKeaddQvbyC5ljjKyqUYLuGGU8Htg4z61QluYppxZyadON9uJXtppGliCk/Mw5U54/nxzTYNTvBqE9wPM33VwDO8nzRIy4BIK5/vYwc4Pp1rOube51Mi61B5yLd38hbeVEf7xLSNu6dPbHrWbfY/VKNFrSb2X9aLz9NPx1byex0uwt72NbdfJnYGRkyUYrgKpHQEEDkYwvU0eI9dbTdEi8qdZZHnUyLFuGDtOcMAQV6Y71DcabBdzJbyTu1qERmhfjLjqSecKB6cfNUMr6Kge51U3FpZCTbEttPtIkPUDahO3g8H8e1DbHGFNuLd3Z3/AMl3v6EWh+I5JYhNLeTpBAcgzykLI+3G0YBwfx6Y6morPU55NQivZdPw0rnai7Yy3HJyeDgHgHk4NV7m7j0mwe3s7cATpG+yIs8MbH+LcWJzwOOelWbSJNX06W9n2sUkD/v2WQFyAOcdR7ZyPQioTb0OuUKcbztZPT+vn/wCWW7s9Rurc2NqLyaONjdQ3a7s8fKuR8h65H069q6nQbWx1TWIJZL1iyorz2sbbhtU4G4IODznCgdDk+vAWR1CGYS3FkkiqPnMbJF0H3ScYJHoR2+lemeAvEOhNplpe3oie8gVlhiidQrkt9wkDI4/Crpu71PNzdVKGGvTTe601et/w87K3fQ3fiBNeWPhrzrT5kUMUI5QkAbSwAzgZ9c8V0v7Gdhp9w+u2s2nTXknkh5mV3+uVUjhcHjkjj2rgvit4in1uyjsbWW2sYnjwqEEjI4IB24UemR+leg/sCQf21q2oW+ry3aSQwEefbAbsAgKpQcBeD+XvXNmNRU8JOT6K/5dj8x4yhVwvhljKtT3XZN2buvfja7Vr+dn/kfTPw8g0u80PUbWGWS2Z2cmBSD5m1sc8enNen/s4xo/hy0i+y6tLCLmUSf2Le+XKpw4Dbf4/pnJyT2rx3wu1lpWr6ncXcs0kIuXVVlUALxjvyOea9Z/Z302CXwTBrsX2cLBfZyS5KruPzIU+63P3zwPxr8c46ppZNXbk7SlC3q4tWvZu+2tmfx1iIShjJVI3cXKD184Xa1etl5niPxS0tLz4wW9k011Ikl/IpeUbMgFj+8B/i4wR64rP8Q2N7peqa5cWOmqYPORD827BMa8kjp2rrPjyraH8arW8uZ7qZXu3k3Xlt5cjA7h82PlPJHzfxda5jw9eNr0fiuzhl8sQ6ireVgfM3kxkEMeOhHA9K+7yzETq5Xhq6+F04fi1f5r0PrsNVr08BQrb04U4p3vbXEcreltVZf5mHpVjFeeZsZdwiUEAZ568H19eK7v4x+Dj4Z8FpdTRrJPcQhoEkk4AI6H0PtWH8PNE06a7vLy6ljhW2gALM5PPOAAAQf0rG/aO16BvCbgzNNiMCQ7yeo6cDIH0rrqutiM3pQpytGLvLTe60V/67HWlWzbjHCYSlJpRnG+nezt00t5rc8+8L29/bW/2q5njdXuH3xgHchzz/Fisv4pxb/DRnu4lLNvCr5uzZkj5sgc+tXvhvOyeGYHS3csqsXJHCneevB57Vyfx9uojotmyR5ZpS8pWfCs4YYGFOQMmvp7vnufvmW0KlXitU9rTaul2Te19Nt9397PL9Su4bTUIbW8tsQw242iM7WRwQzu5I3E8D29R0qP7Bq01/LqKxRyCYgQtOy5ORjg44HQ4OPwzRqVgga7iW0e4hLCVriN/nzgbkyVywPTGfQcVXs4dDjui76soNtua2SO54QFehzzkYxgVL3P2qCXs7x3t2v599Ndwv009tSnt5o7maRisSxvB5uAvOSEK4GMnjOOKtWusz6VbSXRkfM9wdz3DGQAjoOobOMeo4PSstriEqY9P1WOTfIEW4nt13wjdk4Y8sOfTvitK31PQblVbU5Y5iwLMY7NJADnj5TyuR7mknqXUhaCTTa/rpbQow6dE11LFqNkFknhHkQIR5Zbn5dyjAPf15p0OnW0NqlmHWG8UHzzEq4I/uklsHgZyfzFVNkg0eKOWBnjMW7k7sH+HucKBng4HFQrcwqsdnmG5dwMXGwfInPyheOeuc1N0jo5Zy6/0v62L9ow1S2ltYYyT5bBt05VmXoHJXI4wRgZBzk1qaXpep3eqra6qSphKyRyQqqADqxPA68cc8jPFZzajaWNgRY3qbl3mOF8BuQM/qTgAnpTNM1m+Msb21qtx5zAtGJAGGAOAeOT19etUmk9TCpCrOMnHT13NvxLDol1M1nZW7EXLfvPJfMzOvIILcAcdz0PbgV9Nf8ABMDQ7+/8dXby3eoRPEm0PZNGLlflJO0H5ZOgJBwTXy3qGstqEX9kNYFCxP8ArZsHpyxIJ7/1rvf2SfH3iHwf4zvNNtpzEGVWAWcoRtyAck7l6jBH8q8/OMJUzHLK+FpS5ZVIyina6Ta7HwniBlOMzTgXF4Wi0pcqervdKUW/vSsfWHxE1JLW+1JG1iaeU6pMZ5Ly38lyuTtLIOh6DHrmuz/Zc8fTWsVjoE+r3EcLytGRHemIuOcAsoIOPRuK+Ytc8e+JtY0+8KiO4dr+UtNJdmUNzn75+/jPYcYxVz4F/EDU9Ku1tJHVhHcAxjO0sCM8A4weo9/xrx8z4Zhj8hngqjTdt7LdRsntbTpp93T+ccd4d46nwxUmpJ1KclKyt0j5Wtvaz6bnsP7Wt/8AaPiVp0TpcRfZpAhX7Q/GW9GP6AlfSs34TNb2uu+KdFWSVhNexs47BTBEBnPTkN0rm/2gPFFhNqum63LcoXGDFDIOM5z/AHsfr2rB+EPj7VLrxHrd9qEsWZrlQGhl42BABgbjzV4HLJ0uHKWGX2YJfNSv/mc1Dh/HY7w+U4qyUNU9Pe9upK2mttbv0PW7rSn0O3ubCGAeZcIGUCQ5IwOQf8a8/wDjPHps3h+TT5ITARAAsJUDHHX/AD6V2V5qL30yX8AmZkshtJm/M9a8l+MfiDw3reltNrNw1s9qNrbbggyYzgcHJHXit8so1XWUpbrf1/pHDwJl2LxGe0Zzu3GScnFXalstL7aW8r+pmeA3ttNtZoP7UREW4kV4yygONxOSTySM/wD664r9oCPSn0e2dLJrnfdMskoYElOQoA3DA6fl2rK8L3Fvr013f6ROEtWnYW0bXbb48HBJXrkknjNZvxS0m50+yhN9IxmRsxeWGH2jjOBx1AGcc+lfRyirOR/TuW5LDDcRqvKq+dvWNrP4etu19d/mlpxUd/dQTzXdjp8sZZPLRi+AXxgHDAcjPTGOKgxq2lhkWe3jE0m9GlcMylfUMCfTk+lSfb1SX7Xd6nKqyDzFjlXcN3cBcDb3x/XFLZ+ZbadIkc0aGUs67TkgerZGOBzjrXPufpfwrZdP617FzUYLZbZDZ6i6PJLvjKSl3f5ORzgYzgA+3SqUviDUrONY4rxhEAFjeYkhiBzyM5IPsMZPrzFb/wBn2U9vNCYpFUEt5MxDk+oH3t2eR7ZFTT3Fta2qn/R5yzbmSXapJP8AFw3PTHU079SVBKya5vUj0yYT2C2aW/mh/wDWKtvtbaM5wwYZz3H8qjuLNVR2ST/R/NwMEkDgEA5GTyMYz3qlBLE88YiVdoUqElJAbg88DHtUoeY27JqMrrvkUh+fkYDqenbA7/hUXujpcHGV0TR3M000X2uF1kbcbWSJgFKkYCKMHH507+ynXTUke5gjhRnLcguxBx75Paopr0tNHDdyySeW+EcKcOQcZJYipLK8WzucRs80zsWeHOBu59OCQOx4601bqS1NK8f6/wAv8y7qMLCLy1tvKDQqmZDt28DvgnP6deK9n/Yg+HY8Ua/d6pqESXEVpF5aM0ikZJJO0568DkEfzrxbUdVupLtA80JYR7cldwY5OADwR1Pv9a9Z/Y/1jxVoniPWLXw/NAbdkUmFz5ZZiDjaCfTqCMVFdVJUpKm7Ozs+x8P4gQzCfBGMhhZqFRx0bbStzJPXdO234nsXieCztPDl4bayj8xb6dEVnLMvzYBJIz/9ar/w28D6Le2tqjWcYkCAOpIwWGfUZ/z1riL/AFLUJfhhNd6hIsN6+qXjXCMOVUTvjGfYDHt0xWl8L/E0R1CSIaq8jRRI0Z80YIIOQcdaVSnVeFkoys9T8Ix2VZnHhzEKhValCcrtczvZQjve1rttP5m18ctJtR488O6POhETS4eIsQHODgH15xzn09aT4U/Du0gvPE1nDbIsltqYCwFwxCmCJsj2yT+tc58RvHGlf8Lh8M6je3UbiOR9o3gAAo45B7Zxj3rY+HPxFsG1LxPqsV0gkuNcC7Uk3AoIIgOee4Nc7hioYKMI72X33/yOatgeIsLwZQoUeb+DBt62c3iJaf8AgN7vfboe5/BvwLa3Cahq2pWzBbSzCh2PQ447c9fUV81/ta6Fa21hcvLLJHHMz4lGT8xzyB0A619E+AvH2lxaZfWBaP8Ae2qsdsmcHB/z6187ftX+MvC6+FUtrm0Nw8twVaMDJHJ+f6f414uTQxyzjETrX5XypLokov8AU+X8LVm3/EQVKUJatJ+mrT17W/EwfgT4Njv/AAjC6g3Bww3YIHXrz9PrWb+0x4Ij0TQrO/DiOaK7VFnZiQmc9Rg5Hau//Zn1zQ7zwNDPFFtRGk8qN3TKjecD8AKw/wBsTW4m8O2ltE8m6SfcqhS3QHJOOAOevSvpHWqOv7O3u2P2DB51m9TxQ+p8rUOeV79rM+fNXsYLI3QWCSSzimH2dN4wMjBPOTt69BVDUVtEkjW4YrxxIrknoME9Q34Y6U95YBqLNHbThphiOBTyO459qSWcsWhilJnOWLCUEkg8frzjjHvVux+/U1KNrv8Ar+t+417qBRLZSzpLE0gZZIU+YZAHUjgc/nTbx21GFIpG8pEJ2GeXGccHnGCenTimP9qRYEihCzDl38wEtk4xjp781PMq2LKtvZJM5X52W5cAnoTgEdx61JdlFq25Ut2+0W8iyOB+52xAEcAEE+//AOuiG5c3Mjw2wZHXbIsuCPr2x60y1VYiJ4ldjwIzgYDEc5qZY3tM3EZRQDyoi5C++eccelI1dk2gW3ltx5kN2DIrL5UK5wwPQ5Bxx/k1HAhiuw1yMOPmd5SwP489/wBasxXcdzKLq7nEjISFij4wvXjnke3bpT1u7OTSrmFZo1leRS0pLEuvOByPp7U7IjmktGhjyS2t3JaWkRZGAMkOVO45BwOMke/b8K6T4Y6PrOsapcQ6Tb3KyWoLsI5PLCgn5eg55BPXtWNo0Ec2qrHdy7ZZIpMPFjG3aepJ9uMCvU/2Vr6ew1jUmj0IXaR26vI7OWB5IGMk9hVRutTweIsfUy7Jq9enBSlGKdm0k9Ut3oa9pE118DtNvNSs7xp5NWmWQGT5SRO4wRnvjnj1r0z4ReHEiUXMujq5AILO/UYPHvWMNSbU/h7Z2lj4WcLJrV0REn8J89z/ADr2P4VWtnaeHYjc2aBzG5b5TkY/KuXH4qWHwbdrttrc/mzjriXEYPIa0XTs51quildpNrs9Etj551/R5r749WNnZ6JHCftIwzphAPLdsk8npnn14rovCGg2to/iGKzsmZU1wgRoAyM/lRkncR1zkY9qtfEa2N38adKbRbLZNKVILsRuA3bu5Awuf0rpPAluthrPiOGVIgj64rCJwcqfs0OWHtx+ea1nXcaUZeSdj0M1z6sshw9RdaFJ8t9dKzTbd29enz1udj8AvDl1N4Y1ATQNIwf7+0ts+UHB9O9eJ/tUeErlvDR1o2ASOG6ZXfbyATycfhj8a+n/AIXagtpZah/ZyQxxGBVYSwlsnHoOn1rx79p7VW1DwHL4fgtookaeNZJtmVGXAr57LsZiaud1o8vutx67e7qfmnA2f45+JXt4Q/iVI8ybtyxtZ/O3Tucr+yj4OW98AWk6aYkgkkfDiM8/vD0B/L0qn+2H4UNp4bguFsRGsMmFjVgCx/H8/wAK9P8A2U/Der6Z4BtdKsFgkWKaZElQ4z+9bHH+eay/20fDTy+G4k1CGRGicMxy24P3+vX6V2Qx7eefVm1s9L67dj6bBcT16njVyufue1klq3pZ20vo2rea1PiW4uCl28jzCXrhFJc9cD6dv8arXyrFK8kcfDqMuGGMemP/ANda2vxC51S5jSbC79zyABSeM4GP6+tUWXzIS8V9cFeCYcks3ftjivZaP7CpzTimMs5ra3MaCGRZS4BfGVCntn05zkc+9QXLyuWNoBGhkJASYAfz+lS+akzRpFOCpwWEkf3e3BA9/Si9t7QoqTOYsO2ZNu/k9iRz+dJ7GispXZmUUUVmdQUUUUAKsjqQyuQQMAg9q2/BXxG8ZfD24muPCWstam4ULOvlqyuBnGQwPrWHRRcxxGHw+KoulWgpRe6aTT9U9DuLP9oz4v6dp0em2HirykjnlmDLaxElpGLN1UjqSeAOtSWX7Tfx008AWnxBuFABABt4T1+qVwdFDs9zy58N8PVL8+DpO+rvTg7v5xZ1N98bPirqWvw+KLzxteNfW4AhlXaoXr/CoCnqeoq7aftFfGWyuLm6g8bz77y4E9zuhjIdwgT+7wNqqMDHT1JriaKDWeRZJUgoSwtNpKyXJCySd0l7uyetu+p6lov7Y/x30OGWG28Swyebjc0tquQAOgxgVzPin45/FfxnYPpfiPxlcT28kvmNGI0TLZz1VQevvXJ0UlGKd0tfRHPhuF+G8HiXiKGCpQqaPmVOKd1s726eVj074YftefGr4TaR/YnhnWbeSHzWdTewl2XJyRuDA4zk8+vpgVW+J/7VPxp+LcSW3inxNsiTJMdmnl7ifUklv1rzqio9jRVX2vKubvZX++1/xMo8I8LQzR5lHBUvrDd+fkjzX737+drjpZZZpDLNIzsxyzMck03J9aKK0PogyR0PWiiigD//2Q==\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 128, 142)"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(torch.from_numpy(db_spec).unsqueeze(0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One more bit of bad news. The majority of our important spectrogram hyperparameters are inextricably tied to fourier transforms. So, before getting to play with all the hyperparams and train world class models in audio, we need a basic understanding of what fourier transforms are doing. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Details"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is the point where we really start getting in the weeds. Spend time here if you're going to spend a lot of time in the audio world, but if you just have one project in mind, you might be better off just using the audio library to see if you can get good results first."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fourier Transforms"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remember a spectrogram is taking a complex signal (the raw waveform) and cracking it open so that instead of the amplitude of the signal at time t, we can see the magnitude of each frequency at time t. Behind this decomposition is the fourier transform. Because it is such an important operation in science, and also so difficult to wrap your head around, many other people have done a better job explaining it than I ever could. \n",
    "\n",
    "Here is one such video: [3Blue1Brown: A Visual Introduction to the Fourier Transform](https://www.youtube.com/watch?v=spUNpyF58BY)\n",
    "\n",
    "Let's reboot our tone generator, add some signals together, and see if the fourier transform can take them apart for us."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Adapted from https://musicinformationretrieval.com/audio_representation.html\n",
    "# An amazing open-source resource, especially if music is your sub-domain.\n",
    "def make_tone(freq, clip_length=1, sr=16000):\n",
    "    t = np.linspace(0, clip_length, int(clip_length*sr), endpoint=False)\n",
    "    return 0.1*np.sin(2*np.pi*freq*t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_3_random_tones(clip_length=1, sr=16000):\n",
    "    tone_list = []\n",
    "    for i in range(3):\n",
    "        frequency = random.randint(500,8000)\n",
    "        tone_list.append(make_tone(frequency, clip_length, sr))\n",
    "        print(f\"Frequency {i+1}: {frequency}\")\n",
    "    return sum(tone_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Frequency 1: 5435\n",
      "Frequency 2: 3240\n",
      "Frequency 3: 6571\n"
     ]
    }
   ],
   "source": [
    "sr = 16000\n",
    "signal = add_3_random_tones(sr=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f9464315be0>]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Audio(signal, rate=sr))\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.plot(signal[200:400])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To use 3Blue1Brown's analogy, we've mixed together 3 colors of paint, and it seems impossible to separate them, but if we do a fourier transform using `scipy.fft`. Don't worry about understanding the code below, you will not need to do manually fourier transforms. The only things worth noting are that the FT output is complex with a real component (magnitude) and an imaginary one (phase) and we only capture the real. Also fourier transforms output symmetric data so we are only taking the first half. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Code adapted from https://musicinformationretrieval.com/fourier_transform.html and the original\n",
    "# implementation of fastai audio by John Hartquist at https://github.com/sevenfx/fastai_audio/\n",
    "def fft_and_display(signal, sr):\n",
    "    ft = scipy.fftpack.fft(signal, n=len(signal))\n",
    "    ft = ft[:len(signal)//2+1]\n",
    "    ft_mag = np.absolute(ft)\n",
    "    f = np.linspace(0, sr/2, len(ft_mag)) # frequency variable\n",
    "    plt.figure(figsize=(13, 5))\n",
    "    plt.plot(f, ft_mag) # magnitude spectrum\n",
    "    plt.xlabel('Frequency (Hz)')\n",
    "    \n",
    "fft_and_display(signal, sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And like magic, it spits out the 3 components we put in. This will work for arbitrarily complex signals. Even if we mix a bunch of frequencies together, when we break them apart with the fft, we can see each individual input. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Frequency 1: 3912\n",
      "Frequency 2: 6666\n",
      "Frequency 3: 7402\n",
      "Frequency 1: 3152\n",
      "Frequency 2: 2597\n",
      "Frequency 3: 4728\n",
      "Frequency 1: 7420\n",
      "Frequency 2: 6905\n",
      "Frequency 3: 3422\n",
      "Frequency 1: 1419\n",
      "Frequency 2: 3516\n",
      "Frequency 3: 3537\n",
      "Frequency 1: 7517\n",
      "Frequency 2: 4966\n",
      "Frequency 3: 4644\n"
     ]
    }
   ],
   "source": [
    "for i in range(5):\n",
    "    signal += add_3_random_tones(sr=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fft_and_display(signal, sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try a fourier transform on our example speech clip."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y, sr = librosa.load(example, sr=16000)\n",
    "fft_and_display(y, sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This signal looks impossibly complex, even when decomposed, but that's because we are adding up the energy at each frequency for the entire 3 seconds of the clip. Looking at the above image is the same as listening to a 3 second clip in an instant. We've lost our time component and are now purely in the frequency domain. \n",
    "\n",
    "To illustrate the limitations of the fourier transform in a different way, let's take two 1s long signals, s1 and s2, and add them so we have a new 1 sec long clip, and then let's take those same 1s signals and concatenate them, so that we have a different 2 second long clip composed of 2 distinct signals. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Frequency 1: 6582\n",
      "Frequency 2: 2349\n",
      "Frequency 3: 4143\n",
      "Frequency 1: 712\n",
      "Frequency 2: 4436\n",
      "Frequency 3: 3793\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s1 = add_3_random_tones(sr=sr)\n",
    "s2 = add_3_random_tones(sr=sr)\n",
    "s1_plus_s2 = np.add(s1, s2)\n",
    "s1_then_s2 = np.concatenate([s1, s2])\n",
    "display(Audio(s1_plus_s2, rate=sr))\n",
    "display(Audio(s1_then_s2, rate=sr))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's look at their Fourier transforms. Even though the signals are totally different, their FTs are the same. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fft_and_display(s1_plus_s2, sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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M3FXGNwILyvACYANAmb6tzD9KRCyPiDURsWZoaGiS2ZckdcJTMVL/cbdUlcYNAiLiV4Atmbm2ObnFrNnBtL0JmSsyc0lmLpk/f35HmZXUW56bGlyVdAzu9fKtsJrhrMKq0pwO5nk98PaIOBM4CHghjSsD8yJiTjnbvxDYVObfCBwPbIyIOcDhwONdz7mkrvFslCRNHzsGqx+MeyUgMz+amQszcxFwLnBtZv4GcB1wdpltGXBlGV5VxinTr03vOyhJkiT1jak8J+DPgA9HxHoabf4vLukXA0eV9A8D508ti5IkSZK6qZPmQHtk5vXA9WX4fuC1LebZDpzThbypy7wco3asG5pJvLismc67A6kf+MRgSZIkqWYMAiRJkqaRHYPVDwwCJEmSpJoxCJAkSZJqxiBAkiRJqhmDAEl7eNOVwVPlNu31XXy8w4okTZ5BgCSpqyLs9ChJ/c4gQJIkSaoZgwBJkiSpZgwCJEmSpJoxCJC0hx0tB9n0b9ter9GO7JrprMOqkkFAjXiwUTu9vouLqjOIgd3gfSNJmn4GAZL28FH2g2z6t22v1+hNiDTTWYdVJYMASZIkqWYMAiRJkqSaMQiQtMcgth/XiMHrGCzNdHbHUpUMAiRJXTVdzZz9A6UZy74A6gMGAZI0wPyjLPUh90v1AYMASaoFTz1K/ca7A6lKBgGSJElSzRgESFIt2P5AkrTXuEFARBwUET+MiNsi4s6I+KuSfkJErI6IeyPi0oiYW9IPLOPry/RFvf0KkrrF9uPqqh7XJ6urZjqPuapSJ1cCngfenJmvBk4C3hYRpwKfBD6dmYuBJ4DzyvznAU9k5kuAT5f5JEk1YTtnaRzuI+oD4wYB2fB0GT2gvBJ4M3B5SV8JnFWGl5ZxyvTTIvxJ6AuecVAbno0aXFVs2l7XJ+urZjzrsPpAR30CImJ2RNwKbAGuBu4DtmbmrjLLRmBBGV4AbAAo07cBR3Uz05J6w3B9kFWwcXu8SqurZjqPuapSR0FAZu7OzJOAhcBrgVe0mq28t6rS+8S8EbE8ItZExJqhoaFO8ytJkiRpiiZ0d6DM3ApcD5wKzIuIOWXSQmBTGd4IHA9Qph8OPN5iWSsyc0lmLpk/f/7kci+pq2xmMcgq2Lh2DJb2y2OuqtTJ3YHmR8S8Mnww8BZgHXAdcHaZbRlwZRleVcYp06/NtJpLUl3YxEEah/uI+sCc8WfhOGBlRMymETRclplfi4i7gC9HxF8DtwAXl/kvBv4lItbTuAJwbg/yLUmSJGmSxg0CMvN24OQW6ffT6B8wNn07cE5XcidJmhIvxEp9yN1SfcAnBktSLdj+QOo3Np1TlQwCJO3hyalBNv1bN+0ZLO2XF+pUJYMASVJXhVcdpP1zF1EfMAiQJEmSasYgQJIkSaoZg4Aa6Xn7XEl9p4q9vtfHGo9lmvGswuoDBgGSJElSzRgESJK6yo7B0jjcRdQHDAIkSZKkmjEIkCRJkmrGIECSBpgPI5L6kPul+oBBgKQ9/MOobup1ffIuQZI0eQYBkqSuCjs9SvvnPqI+YBAgSZIk1YxBgCRJklQzBgGSJElSzRgE1IidPtWOdWOQDeDGHcCvJEnTzSBAkiRJqhmDAEmSJKlmDAIkSZKkmjEIkCRJkmrGIEBSE3tcDqoqOn/3/InBVlfNcFZhVWncICAijo+I6yJiXUTcGRF/VNKPjIirI+Le8n5ESY+IuCAi1kfE7RFxSq+/hCSptSr+KPswVEnqf51cCdgF/HFmvgI4FfhARLwSOB+4JjMXA9eUcYAzgMXltRy4sOu5liRNSPjPXOo77paq0rhBQGZuzsyby/BTwDpgAbAUWFlmWwmcVYaXAl/MhhuBeRFxXNdzLkmSJGlSJtQnICIWAScDq4FjM3MzNAIF4Jgy2wJgQ9PHNpY0SZIkSX2g4yAgIl4A/Dvwwcx8cn+ztkjbp1VqRCyPiDURsWZoaKjTbEjqITtaDq5KOgb3uNuj1VUznXVYVeooCIiIA2gEAF/KzK+W5EdGmvmU9y0lfSNwfNPHFwKbxi4zM1dk5pLMXDJ//vzJ5l+S1GfsfyDtn7uI+kEndwcK4GJgXWb+fdOkVcCyMrwMuLIp/d3lLkGnAttGmg2pWp5xUDu9PmOr6lSxZXt+a9DeLl7qOeuw+sGcDuZ5PfBbwI8i4taS9ufA3wKXRcR5wMPAOWXaVcCZwHrgWeC9Xc2xpJ7xDO7gqmLbRo/Pd1pdNdNZh1WlcYOAzPwe7evpaS3mT+ADU8yXJEmSpB7xicGS9rBj8OCyY7DUf6zDqpJBgCSpq2xWJu2fu4j6gUGAJEmSVDMGATWya3i46iyoTz2/q1E3Hn92R8U5UbdV0Qxo67M7Adi5uzcr3/ZcY/m7h21MoZnJmqt+YBBQIz+477Gqs6A+dcUtPwHsEzDIprOJzie+fjcA1969ZZw5J+eG9Y/2ZLnSdLNZkKpkEFAj/sFTO8NWjoE3nZt41+7eXnW0tmpQWJdVJYOAGvGBUJIkVc8rAOoHBgE14sletWXdUBf1ujp5LJOkqTMIqBF/OCVJkgQGAbViDCDVzyA2Axy8b6S6sQ6rHxgE1Eh6KUBt2DFY3dTr6uSxTJKmziCgRvzZlCSpenYMVj8wCKgTowC14YlVddMgNkGSpEFjEFAj/jBLkiQJDAIkSZKk2jEIqBGbfKgdq8bgGsT9fhC/kyRNN4OAGvF3U5IkSWAQUCuePVM71g11U89vEeopDUmaMoOAGvGHU5IkSWAQIEmSJNWOQUCN2ORD7XiVaPAN0hb2WKZB4dOvVSWDgBrxUKN2/B0aXFVs216v0uoqSVM3bhAQEZ+LiC0RcUdT2pERcXVE3FvejyjpEREXRMT6iLg9Ik7pZeY1MZ5xkOorpnNlHmqkjkRM654pjdLJlYAvAG8bk3Y+cE1mLgauKeMAZwCLy2s5cGF3sqluMAaQJEkSdBAEZOZ3gMfHJC8FVpbhlcBZTelfzIYbgXkRcVy3Mqup8UqAVD/P7dwNwGPP7Kg4J93joUwz3aat2wH4zo+HKs6J6myyfQKOzczNAOX9mJK+ANjQNN/GkqY+4O+mVD+f+94DVWeh6+zIrpnu46vuGH8mqce63TG4VeO2lkfriFgeEWsiYs3QkJGwVCWvEg2u53cNV50FSWMMe8hVH5hsEPDISDOf8r6lpG8Ejm+abyGwqdUCMnNFZi7JzCXz58+fZDY0Ef7Pk+rHAE/qP7uNAtQHJhsErAKWleFlwJVN6e8udwk6Fdg20mxI1fOQI9XPboMASVILc8abISIuAd4EHB0RG4GPA38LXBYR5wEPA+eU2a8CzgTWA88C7+1BnjVJnhFUO9aMwVXFCcdet9n3UCZJUzduEJCZ72oz6bQW8ybwgalmSpLUHQb/kqRWfGKwJM+sDrBhN64kqQWDgBrxv4Da8ZaLg6uKDoi9PtZ4dUOSps4goEY8I6h2Njz+XNVZUI9U0SdgV49XetvGbT1dviTVgUFAjRgCqJ1v+9TKwTWAO/7Vdz1SdRYkacYzCJCkAeYVQElSKwYBNeJ/Aal+3O0lSa0YBNSInT+l+rETrSSpFYOAGlm/5emqsyBpmhkCSJJaMQioka/e/JOqsyBpmlVxdyBJUv8zCJCkQWZzIElSCwYBkjTANm/bXnUWJEl9yCBAkgbYlqeerzoLkqQ+ZBBQU94xRJIkqb4MAmpq526DAEkznyc0JGlyDAJqyqeISvUzPIC3ChrAryRJ08IgoKZ27h6uOgvqU55ZHVw7BnC/94SGJE2OQUBNXXGLzwxQaz+477Gqs6Ae+drtm6d9nU9t39nT5X/7nqGeLl/qtQcefabqLKimDAJqytsGqp2hp72bzKB64pkdPV/HrjFXG555fndP1/fgY/6B0sy29dne75dSKwYBNXXh9fdVnQX1ibHNf/7p2/dXlBN129g+AH9z1bqer3Pbc6PP/H/t9k1dXf7uMd/pyzdt6OrypV7b8uTok3BX3trdfUTqlEFATXi5Ue2Mbf5z1+YnK8qJum3zk9N/xe8z140+wfDX/9HdwGPNg4+PGl+/5emuLl/qte/e++io8S/c8GA1GVHtGQTUxPv/dW3VWVCf+vWLVledBfXIb69cM+3r/Nz3H+jp8t+54saeLl/qtT/+ym1VZ0ECDAJqITO5+6dP7ZP+z9+x2UfdtbtlZLebcKga61pc1fnkN+7u2fq272zd/v+2DVu7svznd7Ve/o3325ldM0O7O/Pd8vAT05wTqUdBQES8LSLuiYj1EXF+L9ahzuzYNcwJH72q5bS/uWodV9/1yDTnSP1i+87dnPjnrevG7//bLdyw/tGW09T/hoeTRef/R8tpF15/H5/oQd+Ax5/Zwcv/4hstpy39zPe58tap3ZHsRxu38bL/1nr55664kU1bn5vS8qVee+b5XSz+2NdbTnvHP97QMmiXeim6fU/wiJgN/Bj4JWAjcBPwrsy8q91nlixZkmvWTP9l60GzY9cw9z/6NJesfpiVP3howp//+QUv5E/f+nKWvPgIDpk7m4joQS5VhV27h3nwsWe45IcbuPh7E2+u8YrjXsifnP5SXnPCkRx24BzrRh/JTJ56fhfX3b2FD11666QennXMYQfyztccz+tfcjSvWng4h8yd03Zd23cOc8uGJ/j2PUOs+O79TOUnZNFRh3DaK47lqBfMZe7sWWzfuZstTz3PN+74KVuemvxdqv7u7Fdxxs//DIcddMDkMydNwY5dw6zf8jQrb3iQS9dMvPP6G15yNH/w5pfw6uPncdABs3uQQw2qiFibmUs6mrcHQcDrgL/MzLeW8Y8CZOYn2n2m6iDgzk3b+OULvlfZ+iVJmqwICGD2rCAiCCDZm0YZ7tTYfwXDmXuCywAyR9KSLOPSVEXArAhmzwpml/eRtDmlbs+KxnxzZjUassyaBUEjfaSuQ9kX2Pv5kf1h1iyYPXISq7zParNzzI5g1sjONTav5T0ZPfm/vPwYfuc/nzgqL9NtIkFA69M9U7MAaA57NwL/aexMEbEcWA7wsz/7sz3IRufO+4JXISRJM1Nm48/I8O5k37/w0syQCbsz97kN8Eyy+oHHOfHoQzn9536m6qx0pBdBQKvwZ58tmpkrgBXQuBLQg3x07D/+8A187fbNLDzi4FHpY1s8RPNXazE40kQixnx2JBodzmTT1ufYsbvp62Yyq0SMmXsj4ZEzK7OaAtaR9Y8se1bsHZ89qxGxjszXHLw2ZtubtvfMTe5Zz0halrQEdg8PM1z6MI2c8WHP/Hs/O9yUNmJ4ZIEljy86/CAOOmD2PutofO+9yx5Zxp58tZqP5jNPe9fZfDZq3/map+2bOLZs950+ZjxGT9lzYmHP9BhVD/ZO37thYsx8I9vt+V272bR1eymTRhnOin3rR/M2ntWUgeblAsyZ3Vnd2Ll7mLmzZ+2tC6XwxtaNkTOAzXVjJKsjhsd8dqT+jwzvWX7TPvOieQdx4JzZTXWyTT0Z0aK+7JnUVK/3puWebTM2bWz6yLTmfXrvfKPX1bxvjt22e4f3lj002s9vHbmf/phtPKtpBbNn0bSt993/I+CA2bNG5WP09m2Mz50zi527hvfZtiNltHdfzj3bbsRw5qg8jay7+fgzunwa32Xn7uSA2VGWn233z92Zo85cJ40zcHu/5978ja2vB8yetc+xbLjNcaz5GLa3Lo/kJ/d8dsRxLzyIg+fO3lNvm7/HnuU3pQ+Pk489+9OYersnD037zNi6PfZ4ts+xdqTsRhcUjN1n2mjefu3mjzHLpekYk4w+mzq2ro4+3ozeX1odM1vV93b70+jf22j6zYx9fz/HHB+bl/PU9l0MPbV9zwFqZN9p3ic7OeZO5Pd4ZL8cW3dgdP0ZLn+MR9XDkYKnMb1xjB29L4891s6O4LjDD2LunFn71uuyvFZ1e+8xovkz+6/fY5exJ7v7fK5dXR99bB+1jOb0MfPTNH1kEw1n7qlPOaacR8qtWXO9bvUfYn+tYQ+cM4tfeuWx7WfoM70IAjYCxzeNLwT6+lYjR73gQJb94qKqsyFJkiRNi17cHegmYHFEnBARc4FzgVU9WI8kSZKkSej6lYDM3BURvw98E5gNfC4z7+z2eiRJkiRNTi+aA5GZVwGtb0AuSZIhs1JtAAAJ60lEQVQkqVI+MViSJEmqGYMASZIkqWYMAiRJkqSaMQiQJEmSasYgQJIkSaoZgwBJkiSpZgwCJEmSpJqJzKw6D0TEEPBQxdk4Gni04jwMAsuxeyzL7rAcu8ey7A7LsXssy+6wHLun6rJ8cWbO72TGvggC+kFErMnMJVXnY6azHLvHsuwOy7F7LMvusBy7x7LsDsuxe2ZSWdocSJIkSaoZgwBJkiSpZgwC9lpRdQYGhOXYPZZld1iO3WNZdofl2D2WZXdYjt0zY8rSPgGSJElSzXglQJIkSaoZgwBJkiSpZgwCgIh4W0TcExHrI+L8qvPTbyLicxGxJSLuaEo7MiKujoh7y/sRJT0i4oJSlrdHxClNn1lW5r83IpZV8V2qFBHHR8R1EbEuIu6MiD8q6ZblBEXEQRHxw4i4rZTlX5X0EyJidSmXSyNibkk/sIyvL9MXNS3royX9noh4azXfqFoRMTsibomIr5Vxy3GCIuLBiPhRRNwaEWtKmvv2JETEvIi4PCLuLsfL11mWExMRLyt1ceT1ZER80HKcnIj4UPmtuSMiLim/QTP/OJmZtX4Bs4H7gBOBucBtwCurzlc/vYA3AqcAdzSl/R1wfhk+H/hkGT4T+DoQwKnA6pJ+JHB/eT+iDB9R9Xeb5nI8DjilDB8G/Bh4pWU5qbIM4AVl+ABgdSmjy4BzS/pngfeX4d8DPluGzwUuLcOvLPv8gcAJ5Vgwu+rvV0F5fhj4N+BrZdxynHgZPggcPSbNfXtyZbkS+O0yPBeYZ1lOqTxnAz8FXmw5Tqr8FgAPAAeX8cuA9wzCcdIrAfBaYH1m3p+ZO4AvA0srzlNfyczvAI+PSV5K40BNeT+rKf2L2XAjMC8ijgPeClydmY9n5hPA1cDbep/7/pGZmzPz5jL8FLCOxsHFspygUiZPl9EDyiuBNwOXl/SxZTlSxpcDp0VElPQvZ+bzmfkAsJ7GMaE2ImIh8MvARWU8sBy7xX17giLihTROPF0MkJk7MnMrluVUnAbcl5kPYTlO1hzg4IiYAxwCbGYAjpMGAY0/YRuaxjeWNO3fsZm5GRp/boFjSnq78rScm5TLgyfTOINtWU5CacJyK7CFxg/TfcDWzNxVZmkulz1lVqZvA47CsgT4B+AjwHAZPwrLcTIS+FZErI2I5SXNfXviTgSGgM+XJmoXRcShWJZTcS5wSRm2HCcoM38CfAp4mMaf/23AWgbgOGkQ0Lj0NZb3TZ28duVpORcR8QLg34EPZuaT+5u1RZplWWTm7sw8CVhI42zKK1rNVt4tyxYi4leALZm5tjm5xayW4/hen5mnAGcAH4iIN+5nXsuxvTk0mp9emJknA8/QaLbSjmW5H6Wd+tuBr4w3a4s0yxEo/SaW0mjC8yLgUBr7+Vgz7jhpENCIxI5vGl8IbKooLzPJI+VSIeV9S0lvV56WMxARB9AIAL6UmV8tyZblFJSmAtfTaMc6r1yuhdHlsqfMyvTDaTRxq3tZvh54e0Q8SKMp5JtpXBmwHCcoMzeV9y3AFTQCU/ftidsIbMzM1WX8chpBgWU5OWcAN2fmI2Xccpy4twAPZOZQZu4Evgr8IgNwnDQIgJuAxaWX91wal81WVZynmWAVMHKXgGXAlU3p7y53GjgV2FYuOX4TOD0ijihR9eklrTZKm8CLgXWZ+fdNkyzLCYqI+RExrwwfTOMgvQ64Dji7zDa2LEfK+Gzg2mz01FoFnFvu5nACsBj44fR8i+pl5kczc2FmLqJx7Ls2M38Dy3FCIuLQiDhsZJjGPnkH7tsTlpk/BTZExMtK0mnAXViWk/Uu9jYFAstxMh4GTo2IQ8rv+EidnPnHyV73PJ4JLxq94n9Mo03xx6rOT7+9aBxANgM7aUSy59Fo33YNcG95P7LMG8BnSln+CFjStJz30egIsx54b9Xfq4JyfAONS3+3A7eW15mW5aTK8lXALaUs7wD+e0k/kcZBdT2Ny98HlvSDyvj6Mv3EpmV9rJTxPcAZVX+3Csv0Tey9O5DlOLGyO5HGXT9uA+4c+R1x3550eZ4ErCn79/+hcVcay3Li5XgI8BhweFOa5Ti5svwr4O7ye/MvNO7wM+OPk1EyJUmSJKkmbA4kSZIk1YxBgCRJklQzBgGSJElSzRgESJIkSTVjECBJkiTVjEGAJPWhiNgdEbc2vRZVnaduioiTI+KiMvyeiPjfY6ZfHxFL9vP5L0fE4l7nU5IG1ZzxZ5EkVeC5zDyp3cSImJOZu6YzQ13258BfT+HzFwIfAX6nO9mRpHrxSoAkzRDljPlXIuL/At8qaX8aETdFxO0R8VdN834sIu6JiP8XEZdExJ+U9D1n2CPi6Ih4sAzPjoj/0bSs3y3pbyqfuTwi7o6IL5WnZhIRr4mIGyLitoj4YUQcFhHfjYiTmvLx/Yh41ZjvcRjwqsy8rYPv/PamqyH3RMQDZdJ3gbdEhCezJGkSPHhKUn86OCJuLcMPZOY7yvDraPyBfjwiTqfx6PnX0nji56qIeCPwDHAucDKN4/zNwNpx1ncesC0zXxMRBwLfj4hvlWknAz8HbAK+D7w+In4IXAq8MzNviogXAs8BFwHvAT4YES+l8RTN28esawmNJ282e2dEvKFp/CUAmbkKWAUQEZcB3y7pwxGxHnh1B99NkjSGQYAk9ad2zYGuzszHy/Dp5XVLGX8BjaDgMOCKzHwWICJWdbC+04FXRcTZZfzwsqwdwA8zc2NZ1q3AImAbsDkzbwLIzCfL9K8AfxERfwq8D/hCi3UdBwyNSbs0M39/ZCQirm+eGBEfoVEmn2lK3gK8CIMASZowgwBJmlmeaRoO4BOZ+U/NM0TEB4Fs8/ld7G0KetCYZf1BZn5zzLLeBDzflLSbxm9HtFpHZj4bEVcDS4Ffo3HWf6znxqx7vyLiNOAc4I1jJh1UliVJmiD7BEjSzPVN4H0R8QKAiFgQEccA3wHeEREHl/b3/7XpMw8Cv1CGzx6zrPdHxAFlWS+NiEP3s+67gRdFxGvK/Ic1tc+/CLgAuKnpqkWzdZTmPuOJiBcD/wj8WmaO/cP/UuDOTpYjSRrNKwGSNENl5rci4hXAD0pf3aeB38zMmyPiUuBW4CEanWhHfAq4LCJ+C7i2Kf0iGs18bi4df4eAs/az7h0R8U7gf0XEwTTOyL8FeDoz10bEk8Dn23z27og4PCIOy8ynxvma7wGOAq4o33FTZp4ZEcfSaB60eZzPS5JaiMx2V4wlSYMgIv6Sxp/zT03T+l4EXA+8PDOH28zzIeCpzLxokuv4EPBkZl486YxKUo3ZHEiS1DUR8W5gNfCxdgFAcSGj+xpM1FZg5RQ+L0m15pUASZIkqWa8EiBJkiTVjEGAJEmSVDMGAZIkSVLNGARIkiRJNWMQIEmSJNXM/wdt9r/asWVUDQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 936x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fft_and_display(s1_then_s2, sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most everything we are interested in for deep learning, noise, speech, music...etc is going to have frequencies that change over time. In speech that means from phoneme to phoneme and word to word. If we just add it all together we get a meaningless jumble of information. \n",
    "\n",
    "Remember that the end result of our spectrogram had both time and frequency information. The color of the image at pixel (x,y) represented the magnitude of frequency y at time x. The raw signal/waveform has all time and no frequency. The fourier transform has all frequency and no time. We need something in between. \n",
    "\n",
    "What we really want to do is compute the fourier tranform at different points in time so that we can see the breakdown of frequencies of the sound at that time. The way to do this is through the short-time fourier transform, or STFT we saw earlier. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " ## Short-Time Fourier Transform"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The main idea behind the short-time fourier transform is that, instead of doing an FT on the entire signal, we break the signal up into chunks, and compute the FT of each chunk to see how the frequencies of the signal are changing over time. \n",
    "\n",
    "The demonstration below allows us to distinguish between the signals above in a way that a normal fourier transform could not. Don't worry about understanding code here, we will break it down later to learn what everything does."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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\n",
      "text/plain": [
       "Image (1, 257, 345)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def stft_and_display(signal, n_fft=512, hop_length=128, to_db_scale=False, n_mels=128, mel_scale=False, \n",
    "                     top_db=80, show_shape=False):\n",
    "    stft = librosa.stft(signal, n_fft, hop_length)\n",
    "    real_portion = abs(stft)\n",
    "    if(mel_scale):   real_portion = librosa.feature.melspectrogram(S=real_portion, n_fft=n_fft, n_mels=n_mels)\n",
    "    if(to_db_scale): real_portion = librosa.amplitude_to_db(real_portion, top_db)\n",
    "    if(show_shape):  print(\"Shape: {}x{}\".format(*real_portion.shape))\n",
    "    display(Image(torch.from_numpy(real_portion).unsqueeze(0)))\n",
    "display(Audio(s1_plus_s2, rate=sr))    \n",
    "stft_and_display(s1_plus_s2)\n",
    "display(Audio(s1_then_s2, rate=sr))    \n",
    "stft_and_display(s1_then_s2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To understand exactly what is happening inside the STFT, let's start playing with our first spectrogram parameters, n_fft, and hop_length. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## n_fft and hop_length "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The best way to understand what changes will happen as you mess with these variables, is to mess with these variables and see what happens. First at a base level by looking at the spectrograms and trying to understand and then actually try training one of the audio datasets, but seeing how changing a variable like n_fft or hop_length (while keeping everything else the same) impacts training, in the same way that you do with normal ML hyperparams like learning rate or image_size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_fft = 100\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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      "image/png": "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\n",
      "text/plain": [
       "Image (1, 51, 345)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_fft = 600\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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cAOqhkgWAipIkOdUsAFRBJQsAFRGyAFARIQsAFRGyAFARIQsAFRGyAFARIQsAFRGyAFARIQsAFRGyAFARIQsAFRGyAFARIQsAFRGyAFARIQsAFRGyAFARIQsAFRGyAFARIQsAFSV5WXYfAOB9i0oWACoiZAGgIkIWACoiZAGgIkIWACoiZAGgIkIWACoiZAGgIkIWACoiZAGgIkIWACoiZAGgIkIWACoiZAGgIkIWACoiZAGgIkIWACoiZAGgIkIWACoiZAGgIkIWACoiZAGgIkIWACoiZAGgIkIWACoiZAGgIkIWACoiZAGgIkIWACoiZAGgIkIWACoiZAGgIkIWACr6P32gRqD+cj/SAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "Image (1, 301, 345)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_fft = 1100\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "Image (1, 551, 345)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_fft = 1600\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "Image (1, 801, 345)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for n_fft in range(100, 2100, 500):\n",
    "    print(\"n_fft =\", n_fft)\n",
    "    stft_and_display(s1_then_s2, n_fft=n_fft)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The n_fft is making our images taller, and more spaced out, but the bars for an individual frequency remain the same size. Thus when we increase n_fft in our stft, we have more resolution in the frequency dimension, and can distinguish between more possible frequencies. If we set the n_fft too low, they all get smashed together. Let's try again with our real world speech data, this time narrowing the range to lower values so we can more easily see the impact"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_fft = 50\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "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\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 26, 411)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_fft = 250\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "Image (1, 126, 411)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_fft = 450\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "Image (1, 226, 411)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_fft = 650\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "Image (1, 326, 411)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_fft = 850\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "Image (1, 426, 411)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y, sr = librosa.load(example, sr=16000)\n",
    "for n_fft in range(50, 1050, 200):\n",
    "    print(\"n_fft =\", n_fft)\n",
    "    stft_and_display(y, n_fft=n_fft)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since real speech has more frequencies, having too low an n_fft causes us to lose info about which frequencies are present. It looks like around an n_fft of 350-450, we aren't losing any info, but if we reshape the data to mimic human hearing, converting again to the mel scale for frequency, and decibels for loudness, it becomes clear we weren't getting the whole picture (and neither was our image classifier that will be learning from these spectrograms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_fft = 50\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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taMauaDpzilEJxt9N2HxKUbgNjVMWXUk4urDF2vfmqT6/werNccRQIjQILcitCoKmpX0EkpzlyOOrnC5tEMqEcb/D+qjExqDIqfwmsVF8/dbDfPXIeUpej3qS43JnikrQYyJIi+9daM1wMr9FK8nQSkIqQY8LjRk6o4DFYp3Xrh8GIwhvhMQlw/g5aJwUyJEgs2XT4L2a0DjmETQtpRsj1FDj1Xtc+e0K2TXJ0a9cZ6leIXl1DG8AwzFLbhWGY4JB1ZLZEhz6+g4m49OfybH8c4L8dbVX4dCSWwErBToDmW1L66hAaDj5pes0RxE7nRxJoqgWuuy00i8Lo15AlB8yXuiirWCzVsTUQ/yGxAqY/9aI9ZdCjG+JtgTZbUP+9gCvNWDr+TGKt2IGVY+NzxpEIsAIgobEb8NoLK2MKxZ6qMs5Jt9IaB7xQEB/0lJYgrBtGYwJijdjrBT47ZjOQoRMwOsbjCcIWgnDMY/MxhCvM0o7TSn3vwDZQhZz7RZqfgabCTG5EDFKMBmfJOejegnebie9NpaWEYGP6XbTisCTBbzz1xELs+j3r6WF0fYKqZmXHke+/C4y8NMvlMZiOl3U3DQMRyTrG/cVD/tgAbVP40FFGb3pKUy7c7d42QP6uv3nfUQ/+KP6qMKT9xZQu6/omhBpm+4puPbBApKyUEj73AcV1fyEPl9G0X5/7IqnOY7jOAfOjdk4juM4B84FG8dxHOfAuWDjOI7jHDgXbBzHcZwD54KN4ziOc+BcsHEcx3EOnAs2juM4zoFzwcZxHMc5cC7YOI7jOAfOBRvHcRznwLlg4ziO4xw4F2wcx3GcA+fd+4vM5dLsn3uZPNXxI4hhTLK8giqXwFh0q4V6+BSi2ye5tYwaH8f2ephuF+/QPGZ7BzMYfCjTsqpWMJ3ufZlDhR8gc5k0e/GRRWw2StNoVyvoWn0/K+q9mUMB1PEj6GtLdzMsk2ZTlZPj2G4fpEBvbu1nc1UPn0K0uiTLK2n2060dVD6HqJRJbt5GFYuIShlTzO6n/BaVMmZ7N31fi4ewgyGMYlAS4Xlp1umxEvrqDXj2EXjt3bsH9fACyc3bIBWqmEfk8+iZCmq3DcaQ3Lydpv/e2CXZ2NzP0Jx88SmC7S5IifUksh8jmh1MvYGYm0YkGtvuYg5Po7YakGjwPWyzjT51KM2m2x5gsyHm7Yv3tQcgubWMeelxkpyHDgXrLyqSaoyfHxEEmv7NAqac4GdivIs5BicGZHJDerUsXs1DT42wRlB8JyBOkw8z970+wzGfXlUx9ecrvP+P5ph6FUZ5Qes4RDuCJILikmXrswn4hlxpQHcrx9zhHTJ+zMp3D6Vp6WWamr5w05JkQGjI/toGv734fQBezCyxnBT5ZusR/qPK92iYgH9846v8e9Pv8iuFCwwsnB9N83+uvcR/v/BHaAQ343HKqst2UmQ5rrA1KnKhOcNqs0QpM2Btp8xYqUuznSHZjZh4VdI6JhhMJ+SWPNQQJs/12TmbIbehUSPLsCRpHZb0ZxMmX1GYX9tFSUPt7QmyG4KwbjE+6ABGpTRtfumGJrveZzAecfurhnDFp/quYeMrI/wbEaOyoXxRErQtzROSYVVTONRCG0mvHYIVWAvzf+yx+axEhxZbHWF7HmIo8dsCvy3IrxrqpwS5VehPCbIbFjmCQTVtV349oT3vUbyd0Djm01mwJOUEPIu/5ZMUDNazIC1+cUiylSG7qohqFhlD8ziUr6SZnRvHFWNXNf2KZOp7u4huHxJN/+FZwo0O5r2rqFNHoda8L5u7eOYR+tMZos0+qjsiKWcYlXysEozyEitBGFCxhb2yBNmNESIxeDttOg+PIzToQFA6t4ndqaVlQqYnMO9dov9Lz5L5w9fw5ucYHZtEfvsc4qmHwYAcxuiLV9L+ptMjOT6L6o2QzS5mYws5M0WydAs1NZn2IdUKTI3vZ2e/k+FdjY2l/cxubb+vU8ePpG+w2UkzVDea+/2pNzmelibJ5RCeQu/UsPHobp/L3WzMdzI0fzD7sghDhBCIhTnMrRVkubR/XIXnoRbmoT+4mwX+yCJ6ZT3dz14fKgoFSBKS9Y39fkedPJZml7/TV5dL2FGM6fXSPrqYxw6GaV84NwueSrPgS4U3O41pthAq/f8W3Wim2fetxfR6qFPH0ZevpW38YbI+73e2P2Y/6dcVYfjgNNqfQI2NpbV5Pm6bD6Qxv/cku8M7sohe20hLOCiF6fUe2O4HpURX1QrECbrVeuBr7+9jZhqbz2IzAWufrzCsWuK8xQaW/JJiWLbojGXsgqB5EpK8Iagpol3oTVuEhom3DaNCenJN/NktTLXIcDqP/803WPsvX2Tm+z3igk/tlE92y5BkBOWrA1a+mMH4lrhoiLbSGjHS14x9O8LrW4wnsBLK1wYkubRO0s2/B8+fuIEUlqdLN1keVHh9Z5Gvzp+joyN+590XODu/xi9OnqdnQt7vzfDn10/y98+8BsDyYIyiN6A2yrE5KFAfZNiqFUmaASKjUZsBSTlBtRXhrmT25T71ExG9aUFxyeANLaVXVug8MUdmrYscJMSVLM1jEd1Zwez3+1z7ux5IKJ/zyW9oot0RxpPoUDIsK2QCxctNxMomTI1z/Teq5Jdh4q0213+1QPF6Wo5g/L2YoBFTO52hPyHoLSSIROC102MtLBz9f5psvFQmiWBYtXg9gRxB0Eprv+RvD9g9m6F4O6Ez65FfTVBDQ3/SJ9qJiVZb9A6XyV6v0TldpbXoMSyD9SyZTcGomAZ868GoaMhsSQq3DdFughoZag+FVC8OUN2Y+ukCYxdbDCazhN94az/VvHf0MHp1Pb2WHpBKX5VL2PkZxOpmmvq/OoYdK4KUJKUIKwVCW+Ro79wXArW6g41j9M4u8rHToC02VNg3L+y/7p1OXz52GnP+/bQte2VAZKEAxmCHw/uuKTVexXa6H19W5dOUTnEe7J7P35UYcBzHcQ6cG7NxHMdxDpwLNo7jOM6Bc8HGcRzHOXAu2DiO4zgHzgUbx3Ec58C5YOM4juMcOBdsHMdxnAPngo3jOI5z4Dy4fwX8B1fD37f6fm816L1pYu64k0LmgykWHuS+VDZ7q3M/tHr/nlW7H0x9c++2IgwB9n/3Ds2TLK/cv+pXKryFuTSFzD0rWu9diX/vPu59D3e2uZPawTt6mOTGTVS1sp/C4U5qi/2DeqcN95BnH0K2uyAEZmPrQyuWhechjy6ir1y/bwW0fPwMstGB4Qiby6TH+E4qjdMn0O9fxTs0jw19CANEo52ukv7Aquj9FBinjoMxDBbHGFR96qckg9mE/PU0NUt+TbP1pCRoCSrvJ3SnFH7P0puSeF3LoCqoXtQkGUF+eYj//m2E55EsTCJ7MVsvjqFG4HfTVCxiPcJMDSm/HDKsCOKCJSkYDv2pZeMFRW4Z4oIgv2JIIkHUMAD0K5I4L2g9NoJY8MTpm/xU9Sr/7NJn+LXj5zgebbI0nOC1+mF+e/Z7fG3rGTIqpuz3OJHZZGVU4Qc7R9hsFXh0ao3LtQnqS2MILbCVEXInINqSxAWL1xWYME2Pk1u1JFmB8SFopilaslsxxpfkXr/J8Owhgu0u65+roCOYfGvI0lc85v4yTasitUUHktK7u9jba3B8ATGIEcMRenWD3d98ikFFELQso6JgMGHJ3xL0p9J9y3jvfElAWEtrURLVLMOywO9AZtfgDSy9CYlRgsk32tQeziMTCFuazHqfxqn8XlodweQrddonS0S7Ma2FkLBtGJQl5esDBtUAK6A7pejNWqJtgd+1JBkBgjSbgIT8Srr/8o2EYUEx/r01zOY2jV96lMp3V9j60iGq77axb7y3n71ChCHmyYfwrq0hslGaUSBJ7rt21XgVOz1Bf7FA+PXX0T/9JMYTiPQUwHoCAOMLrBRE2wO81RrdR2aINnv0DuUovL6CLeX308mosTE6nztB5g9fS6+5ZgeUTFNEPfoQJhvgrdYgjkEp9GwVtbKN7fbQrdZH9j9IgY0TVKkIgQ+wf83LbBbT6+2nm7mvP9l7HZlL8zuZbve+PkhGEbJaIVld45PIKMKMYtRYCb1b+9hMIQCyUMB0e6hS8W7/vtdnAKgTR9N0W3f6oE+ZQUWNVxG+j67V0+3v7WsfkDEC0v7NZRD4d5jwA8zTp+ksZii910AMhuhrSyRfeIqg1se8fRFvbhbTaCIW59L8crMVeO3d+y6se3kz09jBEN1osPsPnye/mtCd8Zj85m309Bijcsio5JH7V6+iP/8k4dVNTLmAvbqEzOfQuzUA1MQEjBXZeWESNbLsPiKIZ0aUzoU0H47xCjFJxyfY9hAnOuilPNazmNBCMcb2PKJ1j6BB2pHuCMrXNTK29MYVua2EzEqHeCyD1x6iMz4yMahrq4hiAet7sFvHDkeYdvvD7/PoYUw2wrx3id7feY7sH7x697h+THokNV6FqXFErYmtlOjPF8he2mS0ME5wYzO9eK3FjuI0vcqZo6iNOnqyhKp3MWsbaf6suVnwvTS3X7WS5rLaa6csFLCDIWq8sp8nC+5+cfrgF0Jv8RDDoxMEKw1odaCQAyHQYzmsknhXV2Cyir54Je3A7uxn7xz4NF8wHccFG8dxHOfAuTEbx3Ec58C5YOM4juMcOBdsHMdxnAPngo3jOI5z4FywcRzHcQ6c98mbOH8dH1wT9EEyirDa7JfD3i8pOzGxX177zpql+563N5c//eVHrxx4Zy2QLBTQZ49SeziLVZBkBTqEhf/jKubwNNtP5Inqhn5VokNB2LRM/NUqWEtya3m/BPadabA3/scXqLwL2e2E2z+rQADjQ0zHx2spjG+RI0H+lmBUBr8NamgZf7vDYDKDGhkyF9bon54haAy59ht5jG8pH24wlu2ztDbOs8duAvDq5aOousdvfuk7XO5Mcbs9xsZuiV9/+A3eqh/i8vkFTEZDYMhe3VuPJUHGoAYwGoOF/+5lWr/xPFKD39YgYVBW5FdHhLd26Z6eJLPWJS5HhNe30tLiRw9jpWD1F2aIapbmCchspmtnyv/iB6iTx6DegnIBag1EsZCuS5OK9q89Q1RL0IFkWJYkoaByqU/rSET1++tYJSEMGE7n8f7iTeIvP030yhU6n3+I7Fof+/q72BcfAwvd+YjSuS3M8hr2iVMIbUnyPnHeI7PSRWhNUoxoHc2Q24jxG0M6i1lUbJFDi9fXiMSw9UwWDHQXDOGuZDhmUUOIC5bidYmMLVYJ1NCCgbErA4KVGrsvzlD63VcY/twzRN96BzsaITwfrAEhkUcXEM02yebWh6t1ViuIKEJvbiFPHdsvB2/nJjHvXEq3OX0ChCCu5vCafUzk463Xsc10PYw9Op9Ozz+ySHJrBZmJMN0u3V9+jty/fg1vajJdW1YsolutdK1HJoMdjX6oirzOj8YFmx8zqz8+CFhrwRqsNvdvbw3s/SzMh2ej3/e6P44StWZv5ZzWCGvThXQCMGn9d4wGYxAmLUd8518soM3dzmP/fey9nknbn/4HVoA1Aszec+2d17NgRfrz3u/CWoS2aZsM6T5MushPG4k2EiwkRu7vCyOIrSKxEm0F1kBsVbqtIW2AEem+2Xsf++/x7mPYtM2WdH9C2/QY2fRY7f/O3rba7r2ORRi5/57v/B2j03+1vvs8o/dez+4f87Qde8ffGARg7+yX9G9Wa4TmbnldY/deA4TeO2+M3fu87H3Hcr9d93wmQu+1e+/v2DvtEPs/33ec7J1jfc9nZ0x6Ptxpj07fr9V6L9ik26Tn+wNWV+wdF2vs/eeivmdbbUCI+9tqzD3XjL17Lht9z/WT/s3u/f3O9ulxvLud8zfLrbNxHMdxDpwbs3Ecx3EOnAs2juM4zoFzwcZxHMc5cC7YOI7jOAfOzUb7Idw3DfkeqlxCjJVJlm7dlxXZm5sFrbGDwX65AqQkWV1DPXwKffEK3vwcplbHdLvIsw9hLly+O/voU6b+/uu+BwB76gji2m26XzhNWIvZeC5D95Bh7KJAh4JWvVH8AAAgAElEQVTurCWqpbOURkXLxNuG/O0ear2G7ffTlOKjGN1qoaoVrv0Xp5h8I01j7w0sO48LdF4jsgmiFmB9i1WW/JKHDqF6QdMbl0y83kLtNLFRQDJZxF/ZpfPoDDtnPWQC3bMD7EDh1zzOvHiDi+tTJDsZsPDS0+9zfnOO1noBEQt++aXXeLs+z7UrM6iu5NgTK1xbmyDzXgb9dBt5rgAWhlXD1GsQNhLUUNNajMhsJ6ihwfvWm+nx+czj+Ks1rKcQgxGm2YI4xjx6gtXPFwialvZhyK0K1Mgy9bVLiChEz1bh/GVktYLwfZKVVYTnsfubz9A6CmookDEYDwrLlqBj0IEgaGmi9R6NMwUKt4fI755DnTzGzguTjL9Ro3+oSGa5RTyWoTsXUVjqImKDiDX9xQLdSY/+lMDrgY7Sz8z44LcE5WuG9qJEjiC3bpBJen5tvCCQsSCuJnh1j6SgEVZgI03mRoAagtQgR+k09eo7HVS9S/uRCXJffxv9/BmC61uYZguRzSCkTM8Nz8P2B2DtfdeL8DzkkQX01RuYzz6B/O659PopFokfPYqwoJoDxPoWyalD6MgjuryOLeZAG+KZIsHlNZKFSdSV2+iTC3jL25hqGa7dRD95CvHy+fQ838uA/XHLEZy/GS7Y/BAeFGiAdN1Mt59uc0/6/Q/Wqrg37Ttr6RqEZGX1bnBZv39dwkGsCbjzHtTaNrrdJrM5QO12yGxH6Iwks6PRgUCHkmg3nR4rY0F2Y4ha231g/Q29WyPaEWQ2h8gkwOsbwlpAMlQkfUm4K7E+GGWJdiw6hMzmEGyIWt8h2dxCZjL4iSa5vUI0VSaaySNj6O8EyKEgrAmW6hWS3QzBrkJYuFKfpFXLEewq5EjwbmOWlVqZYFfhdQXL9TLshkQ7lt3dDJWdvanGSDJbA/xaD9Efkcl6RBs95DDmzuRYf72BXlkDpe77HLz1OtFOnqhpiIuKzI7BG9r9uiGetSRJcl+dI5skZLc1o5KHGlrkCIwPme2EoBWjQ4XfHKDWd8hOZNJ9A3Z1g+xWBVY3iDwJa1sE/RLWq+Ct1bBxDKOYKFRAFqu8tC5NlAaRNNhYspsj4myIitOfZZxOOQ53s6gRIDyCukCO0uN657P3+mmdHhmDNzB4azVMrU5mooAdDvHXW+n5C/CAcgwfZJMEu7x29/jeOX9aLfyNJkIbbKOFrtfx1wt4UZB+MWsXsVrjW0uysYnn+ySNJt56nWR9AzUYogcD/PUGdwo8PKg8hPOT4aY+O47jOAfOjdk4juM4B84FG8dxHOfAuWDjOI7jHLgPTxAQ4sG5jH5S/ra152N4c7PpLLPllfvq0MtCATE7tT8oKosFCAOSW8uoMycR7R6m0cS024gwRGYi7GC4P8ngk5J7/ijUmZOwtUv9yyeofH+VrS/Os/NCQrDlkXukRmIkneUiFBLCmyFeF6oXYvx2guqNkCvb6QuNjyFqTW78h0eZ/8s+m89kCBtpkkq/JbAe6MCCgCRnqbwr6E8KsuuW4Zhg7nevwsQY8USOQSUgaCW0DwUMKulzOydH6VejWDB1qM4oUTRbWXJvZXj8V9/jenOcUeKxe2OMl555n3e3Zmk2s9iex1MP3+DS9hTxhSLHXrrFlfVJxO0MdqHP7NcC/JbGbw5oPFRAxVB6axMCH33xyv7nKJ54GLmyhchlsO0OyalDNE5kCduG/J++S/dnzuL1DdGbNxC+D1FIcvP2fcdaRhGbv/UE3TmQWjCYTsjf8Egyab4yvw0ygerFAc3DIaOioPr+CL8xZP2lAvk1gzcwyKEl/JPX6X/lWby+oTfhEecEVoHfhZ0nLOGOJMlb4pJG9SVeRzL/lwM2nouIdi2ZmkENDFYJ1l9UJDmD6kuq71jaCxJEOpOtcBOiuqU7Iyne1oS1GH+nh3nvEur0CfT7V1HFIqJUJFle2XujH04U+8EZnGpiAhEGJPNVeOUdZBQx+NzZ9G8jg18fIBsd4tkxrC/xL61CqQCeYjBbIPPeSto3QHot3bwNzz+Kt1oDT6Uz4HbriMBH79YO4Mr5W+T/I32kmyDgAOBNT6UzfI4eZuNLM+TXNVtPeAgNhduWUVFQvh7jt0aIV977yGSg8Zefxv/mG/DsI3g7bdqPThI0EownMKHECsGoIKm8usFobozg9g56ooR9473915C5HKbbTTNKT5awvmL3bGY/Y3NnAUQiCJow/YM2V34rQ1BTyERQumbYfNGQWfcIGuD1LLVHLZkNycQ7MSufV+RWJcVbmtaCYvafvr3fCXoz09jR6FN3Tt7iIUytgWm375vq/nHUmZP0jpQQGtpzHpVLfeK8h0wsfmOAiDXmnUt4RxbRlTz2zQvpE599BLW0ge12Mf0+WLu/T29mGlvMg6cQrS61l+bJbsbERcWgrPD6lqClCf/kdcxLj+NvtrAb25huD+F79H7uMUZ5ide3lF6+xfDULADDik/hUh22djGHZxCXb7nZXc4PzQUbx3Ec58C5MRvHcRznwLlg4ziO4xw4l0HgIN0zcLdfLfADg/33TiT4iZCK0c88QWfOR40s9YcEo9kY0VecPXuL1jBi5d1pzPgI2j6ZNUVm25JfTfC7CbKfkBQChLYEF5a5/F8f48Tvddl8tsDMt7a59UsTZDctMgEdwuT3d9l+vooaWtToTvUtQf5rr8DzjyISQ38mS7TZp30khw4Eg6qgO2+we2erHRthY4lqeKiBoPLUFrvNXJo5px5x+NgmnWFIs50h+4McuZ/fYOudKbyuYPazK9xcrxJeyjA4OWDyzwLCpklX8PsSpCBzZQsSjS3l00Jp9Ra224PJKmztIrIZzHSVUTWD9xdv0v7154lqCUF9CO9c+diMD/XfeoHKuy3WXyrROpVQvugxLMNw3OB10hX/U2/E1E/4dBYN839h8PqarSdCRmOW8mUYFQXZLcMoL5AJdOYF2Y00Y8DE211u/mKW6ruWzrwkyUJYAzmyZGqWJBSMXerQnc8StBKsEmw/GhAXLX5HMHY5IfNHrzH8+WdoH/IoLcVEKy1qT1YY+6MLmNOHke9cTcennn0EXnt3f4zth+EdWcQ2Wphej+SFh5FDjfjBeeTZh7C+QvaGmEKE2m5i/fQE6B8fJ/Pqtf1sDZCmirJxkqZ7euw05vz7aVqoKEyrpDo/cW7MxklzVZ04ghiMaD0+TXs+HVSuPWaQA8n4eUt/XBK0LPnVmGi1Azdu351ddE9Qbf695yn9y1cQT5/FvvEe8ZeeIlpuprnhonB/FpPoDWB4N+gmG5v7P98JzN7MNGQi4ukS7cMZtJ/OPhpWBHIEUd3g9S2bz0n8Zvq3tEyzRQ0Eflsw9+0OS7+UY/xti98xrH5ekl2VVC+MqJ0JmP+DFWytgW61QCqEFJ8++O+9b29+Dr2x+amep04cRV+9gX3hMWpns4yfazOYyNCb9AjbBjU0ZP7qIvqx4zSPZan863cwvR7mpx5nUA0ovLOFKedQqzvYcgHihP6xKpnbTUw2wL55ge6vPEfp1VWGxyeJ8x7R9gDZj5FbdchEJDduosbG0I0GQin0C48wrPgEzYTgrWvoVgsZRXDyMPbiNWyS7Jf//tvgIGdnOgfHBRvHcRznwLkxG8dxHOfAuTEbJy1pkPUZjYXUTwUkmXR8ZXgsXTeSuxAxLFuyG4LytRg1NKhegtcaIHoDbK+flhmo19n6T19k6p+9iX7+DP47Nxk+cRSvM8Jb3QVjsMaAsZj5Sey5C3iLh0huLd/XnjtrfmQ2i6yMoTe3GXz5MbKv3sDOT7H5fInq+wPkt88x/Lln2HnUZ/y9mPachxpC7VGLjAUiBjUQ9A/HlN/2CRuGzc8Yqm8qCqsJm8/4zH+rh2oPEMP0Fpi5uYwdDtN9Fwv33d770HG7Z6zizq2/T2JfeAz/5ibxkSm2n8gRNtLMy90ZSX7VEOcE+bUEr6/ZfCpi4p0RXjtmNBawe9YnaFr8jiW7ndCvekR1Tb+qqPzxRezReUzkMayG6FAitCXaGtI4lcUbWMa+e5vGZxbIfy29zYm12DcvYD73BN2ZEJlYCldb6GyA0AY5TBCxRrS64HskS7dQExPo7XQhr6pW0Lu1T73G6NP6pNfzZqbvz5z+Ae42299OLtg46EKIznokOUWSTeug6MgSZGIAkkyEzliSrCDOK4wvsAKEDZFKIJREJBrRbpNkQRaLDHIeQTFPklNAgMpn03EdaxHaoPMBUghMIfehFee2mIeNTWSpiC1kkYMCcU4higXifECSE8Q5jxBIchKdgVFekWQFVll01mDidLAdCSqbkGT9NABlNUnOI85LkqwlLvjpAskgvRRkuYTe3Nrbdw7uHUsql9CN5v7vslgAwHS7iGIBae0nLnpMch5eMU9c8NNjFQuEhSQLcVakxzgnsVKgMxDnFBhLnFd3tzfp43FWoEaSOCf2j40JFXFOkYQCmVi8gk+cFRgFtpgjzgpkLkecDxDWpkkZcl76eCLQ+ZAkoxAGlK8Q2qAgHayPIijlYWcn/RyLBditIUpF+DEEGxlFiCBIa+L0Akyvl46D3TMmKKMoPT/W7z7vg/WeZKmA3tn9kdvj/Hi5MRvHcRznwLkxG8dxHOfAudtoDgiBqowhslmGxyfxa32aD5XoTkviPPg9KF9NyC01EY12WjVxahLTaH5oTUn/K8+S+aPX8A7NkyyvoKoVTKuzfw9dFgqYdnv/fv8nuZPAUZVLiEKBZHkFb24Wm43QV2+gzpzEZHzUTguby0Ci6R+tpLfGYstg3Kd5RLLwh1v0D5fZejKgejFBDQy7DwdMvdnH32iDFIj+EIRIxyaKRewn3Ba7M2ajzpxEX7zyqQ61d/QwenkNuThHMlXC22yCEDSfmKT88jLxwjijckD2tRvo43MYTxJc32BwZo7WYkBUNwSthDivKLyzicll0q+MS6uIhVl6C0Wy379M93MPYfy0aqrxJf0Jn/zvv4b5qceR/QTv9hZkovT2VKLRE2VMtHcrcZCOX6mtevpZj1fRO7tpkths9u76lr3bnx+8veg4D+KCjYMMQ0QUYaMAHUi8wMP4acli64MOwAQCE3iowAdABAEyE6Hj5L7xFh2k611sFKTbRREyTtDxKF3HEgbQTp//aYgwhF4vbV+Y7pswwIbp803oYwIPGQaY0Ed4Eh0KhBEgbNp2H2zkYwK5l31aILTE+KB9iRftva65545yGCLgo8scC4GIQkSSYEL/gZmOH8SGPiIKIUjbQ+BjpUQH6TEzoUoH96MI4yuMLyEK0cFeewOx97PARgE2VCBl+v4DDxMICEN0KDCeQIcK6wl0IJBhSBwqMHvHMEjHq/AUJvKwQXqjw1qFFQK1d4xFGAIgM1H6+e2RUZiutdr7u+N8HDdm4ziO4xw4N2bjOI7jHDh3G80B7o6NeIcXaD0xQ3a1x2AyQ+uwR25d051RjF0ZEX7vIlbrj8z/tf2fvMDMn65hlUQMRthchniygFfvk4xlUL0RareN2d7dX6MiPA+U2n/Ne8cIzFMPIYcJaqu5X5SOx04h+3FauOvMSdqnyqihIfv9K+iTC7SP5PAGhmh7SPtwBmFA+4Lc+ojm0YD8miaz2mX1Z0rM/2mNpBgRXFvHlgpY30tT6oyNYYfD+wp+3Uv4ATKXSccqnn0Ece7yp1rbEX/pKTLvrZAsTKLqXeLpEgB+rcdgrkC42cX6CvvGe/spf8QTD9M4UyBsGjpziulvrFJ/bhYE5G/1Uf0YjKF1qkT7kGLy3IDdM1E6nToPo7IhtywJ2hYdCnQIpSWNGlqyt9vofIi33WZweIzwO+/BycPofIi/Vgdt9sfe9G7tU68n+iT3Tle+sy7mo3KsyULh7vOUBKUQvp/WX9obG5RnH4JrNxFHDqHfvwqAmppEb279yG11fjzcbTTnQ/YX1UmFOn0ce3MFjhzCvHfpE597p3rj3yQZRZjh8G7S03IJ0+1j4xFqvJquCQkCkvWNNDfZ9VtgNPaFxxA/OP832tYflpqaRG/voo4fRl+5jhobA7g/GWWxiDm5gH3jvXTSQjFiVAoYVDyK17uoRg+bCTAZH3lhCdvv/2STwDr/TnHBxnEcxzlw7jaak04fzgZYKWicyqNGabr6YSXNFDD/f1+m/jMnKP7eK5/4Wrv/8AXG324hry6D78HUOHE1h/fWFezJw6hG54Ep3++95eEdWdzfRjzzCLLVT9PiRAGiN0BPjoEnUdtNzMYWtV99gvLlDkiBlYLtJ3JktzRhU2N8QfOwT35dEzQSNp4LOfw7N0gOTbDxQoHpf/Iy3vwcycrqD338ur/yHLnff/VTbRt/+WmsgHCnz87jRYrLcZp2ppagRiZdzZ+XlN/aRrS7JOsbeIuHaD05S3a1R+3hPMVbI8I3rtL+4mnU0BD+29cZ/ezT7DwWEO1YOocEfhv6UxahIZ5IyF3zKd4y1E9KhIXSNYNVkFuLUf0E60nivEfu7WWSzW3UQ8ewnkSs76K3t+9LU/PjcG9Kmf3y1vd87ur4EfS1Jbwji2lanVoDMVbClPOIQUw8WUB+9xzmpccJbm5jqsW0rMDioXSm4m4dkc2mn6t136f/NnDBxkHUW8g4C0IQdLKogUHFMp12K0Dv1ghbnzytFyBsW1S9S7J3X98LAjxPYrpdvGYXW2888Hmmdvfxe7eRjS60OphOF5HNpmt0Ah/rKWytgRkMCNsa1eilaU2UJGhnCVoavzHEBIqg7eG3EvzWEL8TYuoNVCFH0M7v7bv+ofb8dQSf8tgA+I0hSIGqdwnbBfzGEB1IguYIMdSIxCKMB/XW/tiIqTUImpOoZp+wncVvDtCtFkErQQ3SfQfNEX7bJ2gb/I7C71jivXo3OqPw22k7/U4abIJ2Gmz85gDZG2EDD6EDdK0ORiOaHYSUJHtroUz9RztGH3Tv+NadPGi2cc9Y0N7Ptt4AY9OyB3vpdexgiBd6GMBrDDC1OlJJzN6xElGU5mwbDF2g+VvE3UZzHMdxDpz7PxsH+8JjqPaQ4Wye1oLP+PkO9dN5elNp0sfZb/2/7Z3ZjyTHnd8/cWRm3Ud313T39BycizMciqQkStS1kIWFYawBAxb8YNiwH/fRf4T/Db/6zdgXG8ZCwsJre73y7lqUSIniOcOZ4Zx9VlXXlXdE+CG6aw5ePZweiobrAzS6uzorMzKyKyN/53eECyR6Z/SlAlrjf/1D2tenyGt3EMtdSFJcuwmDkQ/KJ+lnZnjpjZOU9x/4n59wo7nfvItqNr1bzjpEq0Fxcgl97S6mP2D6L39IdSdHTzLUcMbmP1mnMnR03trB1Sts/aTD8vspMjU8+Gmdjb+ZooYx2z/rsfIf/v4rz5t6+TJiMGL/T87S+IujudGyf/p9kFD//QMe/POzRPsWnTnC/RKkINqJ2f5RmxO/HpP1aoS/fBNZq7H3r16jtmNIVhT1zQI9K4nXI0woWP67TXZ/epJkVbD29wkf/5sAmUqcgOqWJO1ZKruS6p4jPiGQBlq3LNI4avdTgu0R6QvLqKRE744RswR7oku2Wif4q9/4cz1wax0rUqFXe5Tbu+gTK9jVJeT+FNtpUDYjyoYvtq3cm5CdbIB1vrnoNCdZqxENMpySqGmOqQeYiiIY5wgH7s0/oHo9yLJjyZ5b8OwsFpsFXipgPCNohAQzjRzFhNMaeUMhjUONZrgowB2hJUk4tchRjBmPUUr5VjNCYIZDnHWfW2VvH3GdufHDqn05TjDOu1EQvjuBMgbdqGGGfjzB1KBHGXIS40Zjwuka4dTAeIosDcGsjZ7kyDgnmNZRowQxmhBMV55l2hCjKXa4Tzg5feT3hOMCJwV2NCaYOsKpRaWWYJyDFMjRjGDaRo4Tgsh/PG0cE8wc4aSgrAqCSYGaZoSNAFMRuPGEcGopGgo9TlGzCJUKnIRgBmVNoGMIpo6g7l1r4dS77PQowY0nBOMGMs5hNMVOJsgoRNce6fIwmj7TXH0m1vjrbg12f4SsRLjRGCklGhAO33ZoMiMYh/5Bo7DIaULQCFHjDLREjmOEqSDLEDVKwDkM3vW3yLb75rBwoy1YsGDBgufOwrJZgLp0Hgb7sNZj/1tdKsMSPSkYvlQDoPeXN7D7I7DuSwsX+3/+I7ofJoT3BuAc5e27R2q6qbrdec2IPncWc29zXifzpDaJ3jjpxbwOXHrJz98gHJWo//EW+uxp9n+wQW07Q/7N25iffZfJ6YiVXz2gvHWbnX/3Y3pvx+g/3KT/85fp/MfH3WhPI7wlvvctVH9CcmGF4L/99kjvSX7+BtX//GtkrcbwX7yKsLD0v+6SXVz1Fk8gmK0FLL0zJjlVp/HuNnZnj51/+yqVoSPtCJp3SypbMbNzDeIVyer/HtB/fYl0WYCDySWDKATCgCgEZ3+Z0X+5QrVvmZyRyBxO/Zf7uMkUekuI/QnJK6f89dWSYJSTrUSkHcXyWwPcrbuIjTXc/a3PLXJ9Wg4LON2PX0Pf2MSeWUUkBa4aEG9UkYUjayusElSGhrSrCKeWaL+gqGuEdZiKpPYgwQlB2QyYngyobZdEwwy9OcQNRzhjsEl6pL51C54vC8tmwWOoi+dgb4DZHyG+8zJIcL9978jvF99/Bd7+4Gt1X+hTG9jBcH4j1OdfwNzfxGUZIooQl87NC1LtP/oO8m/fAWuQr17BvvPlhapfxmEn66OO9TDNWr18GazFfHDdC5MphQhD3Jk1n8Z7oFgKwA9fRe+MKVeaqBv3Mf2BVzld78I/vIP81hWytTrCweClCFn4tGeVQ/c/vYV54yrB1oj40jIqtej//vjiqDptnLEIrTHDIXptFbfcwbz30TPPzxfyiDDao3PkigKW2iAl7A1hpYsYz7C7e16szTpErTJXeVWtFu7cBuL+zkI47RuKOi+u/vs/9iAWfHNwg31cetBGZDiGnQGYoz8Vio1V3L3Pl+x9Ljgea3MijH34BG4MjCbzc9CpxU19/EFmxfxcn+nw+dEliEVUwR2Mze32EVmBy3NcWeKKApemuO09AOz04TlptI9nVKqYu5s+llGtIqzA9Ye43T56aQlTD1j623uIWp1o32AqkqC9RNCPsfUIlCTanqLqdW+tHp5DmvnjJ8n82CqMjryIHgciCH0SSZZDaXD9IaLZwNy5B/sTxME1tKMJLp49Pv4sQy51sQ+2wNqvbcwLjs7CjbYAOHBdPdhCXDmPKC1OS8rmQWv5X/3uyPvpv9JgJbkytyRkve5v/E9R73DYp+2oFN+7RPDrj5CtJuXmFvnrFwnvjzDXbiDrdcrvXCIYJoj+PrPvnCH6hS8ezV6/iP7ro7m/vgh1+SLmo4+PtG3y3bPUPqrOXYDF65cId2eYeojem3gZhcEIEl9Lc2gJTb+9gU4M8WpAq/kyahgzu9ClaCga127AD16h/1KdvC3oRBsMrmhkCVkHsnaFaOQz14qGoLIWolNHs1ZBDMc4a6HTwnRryHc+xhmDeOkC01MN6lmG2es/bGF0jKiL5yAMEIMR5dY29o2rBLd3Kc72sIFEFpbJRoVGp4YNFEWkENahDvR29NY+5Sd3UKsnEGHI8LVlGt0awe3deWbjgm8OCzfaggULFix47iwsmwXAI6qTB21j9NnTkOWYjRXkJ5tHUtUEyP/s+4S/fPM5j/YhslZDrvYob91GfvsqTglMIyR4/x44i9nro184M1fgfJTjbsFyFMo/fZ3oN9cx4zEiCL0AmxBzK8bu9SEI5mqmh3VJ6sULiFlCenkd/T9/h+otY86uIgqLe/s99Poa5eYW/T//EeHUYZVPHZ6eklT2HE6CThyy9K9Hg2Ke1KDPncW2614wbTiZW1361AZuPHludSpq9YQ/9+E+rvDWivnpa4QPRth2Dd65hrh8DpEW2HYNU9OoaY4oDLI/pjjTQ739EaJeQ1SrIARmteM7ZT/SVXrBN4OFZbPgWPkmtHX/vFb13wSeVUL50ay9zwquux+95mtntAQL8bkWlW3/u5pmiMJ4RdK9wZEfIL5OvijZ4snrKrRe1NH8P8QiQWDBsZL+7Cr6+vP3l8t63WcsHaBaLeTpk7gXzyCrNdxuH3XpPCLLcUWBPv8Cdrjv9XCOOYCsWq0jP0Xb71xB3PMZZqrThtIgwxBXlshmE5fnqF5vnkTwqWOtrz4WGH+U9J+9QXwyZPRiDSlC+q/VsUpgGgFlQ5P1qkTDHJnmpFdPEo4yXJL4TLRXX0R1uj5p4lBXaHlpnjAgouipEkWOwuG1UBfP+Uab3/sWot2EU6vosIIdT3ws8eVzqKUudFvIrICXLqKFgnMb5K+cJSJCrPVQjYb/v0iSRZLAN5CFUueC4+XrspOffKJ3DmGdf2o//Jt74mfwXQyOfShH36d4dFvrcNY9fP/hDdJ9wY3yC44lnENYwB0cxz2swufwu/XfhfPHPxzH4XbuifF95s/HxOG1EPaJ62V5eB0f/bKHY3342vz8Dre39rlc4wXPzmKxWXCsVHaS57Jfvb722O+H2Wqq1fLulckEu72LvrMzF297NAXaxYnfxzEW9x2OSUThl2z5EFE8PL4Zjw9Sfb0lcegi+sI6EfP5C1GypLHat/RJljWNTUNtp6TSL5HGkTclyekmptNA5nbujrNJilMCMUseTwVX0hfQAuLqhSOf41FRXa9SWt78xMfVAJGVyLwkvbSKevky5Sd3MFWNfedDTCsi/sllik4Fe6KLHE5x6iAW55wfu3PoEysH++8e+5gXfHUWCQILjpW0VyV6Dvu1q0uw6et31OoJ30ur1YJuC2EtfHwLsX4CW6/AQSFkudpGTbxSp1tdwkk538dxjUmVBk4swRELCbNejcOlSS0veemEMARjHi6gB3GZz5JgNqsduHvvM5Mb0iUBAsoqmAhMINGpQBWKvC5IlwQqVwhbpawrGgfxEXVylelKharpoIDy9l3vNltdwYQaNZuR9moEzzphT7K6gpIKpKA80e/+xkgAAAzLSURBVCZfqqBrIU4J0mWNcHWCO02SlYAmkPYi8qZEpxKn6gShJlnWRPW6lx6vBLiD/nlsbcPaChyzNMKCr87CslnwhTzt06Esnr+vvLywjssyXBxjrt0gPb+MPv8CBNrrsgQhqtVC3+sjmg3QGrHZR2zuHes4xM17mN1dxODoAf+o/7BWxfQHuCzzVtkjMZpDi8NMJg+bj3a8FSBjX0AqGjUf8wCQCoDmfUN1z6JTqO1anAYTCoKZoTo0VPoOEwjiEwGNG2NEpQKAG40JZiVyOJ1X5Isr55mdb+Pefo/s9YtfZXq+FDGe4daXfSzo13+gemuI08J3b44t6XKAOLVGMLPoF86gZ2bupo1PBIjC0P54RvajK4R3+4jtAaYeYn//gZ+/r1mefMEXs7BsFnwKffb0/KbjzqyhtD5yinC8FrD05FP3Z2RNPcmXZRYlJ+vU9zZwScJ4vUKr14NeF3HjNrPVAJV1sVpSNBWN4QZEIUWrglMClTbnx9daU25uH4s7zZ05ibieYU71jmwxxRtVqm8y7xenej2Ekrii8MJlzqF6PexwiDq9AUB56zbu1Drsj0hPNqmOTpJvdAmF8C6os6cob91mdkJhKpCuOEBSNEDm4KTGaci6fuGSBSQnG1S0hN1d3Jl1ZmshwnYI0w1clhNvNJitKmrNJrN1b9O0n3nGHqc8tUzWjahKiSpLso028VqACQVWgYkE4X6L2aoiGi4xWw9JegKVgg0gGjWwgfDWTryEzErikxXq+P8ntbEOWf6w5c+CPyoLy2bBp3Chv7molWVcoOAp0ktrW8Wns6WOEED/shRWnRjKB1uY/gATCnAWMRih1ldx0ruMsq6m+iCB/THZqlfhFMaR9qrIe7u4376HWV9C1n2DUVmvH/m8Pgv77oe+Tcrs6PUc0dBn0B2mHbuNHq5Rw1zYQLVb/m+7uz6FvNPATQ9iThWNWl5CFZb84irBOzchPmgts+f3tfrmhNN/cYdwLIgGjvp9H0CPxpaiLmjetggDOnZEv3gTmfix2FqIKhzB7gy0gnYDJwUqB7HWI5g5otHxWqxCa9RgRmUr9to1V19AT3NU7uhcT6jsWyr7FhtIoonDVBTNexnNu4ZoZKntWGr/54aXva4JxuerYEHPLHp9DbV6gvL23cVC8w1iYdkseAzVamE7BzfhbpuiHVHpto/s+87bmupy99g/5Hlb01hegiInbwrotr00dBRQNAR5W5M1JWEnQnVa5G2NDv2zVN5S1Dot2N6haEVUOm0wxvfSOoZ6nLJTRRz1PFoBlcNfpKJsRyglKDoRutNG5gU2jnGdJmUnIpy1YHeXoh0RddvkLf8gEHbbuJqPT8mlDnYyoWiFiKxB0fCS0FZD0XDkDUlZh7wpKOvMXXNlp4qqVMhaIVlTUrarqFDjtCRvSfKmwHbq5E2JMO7huI8BubyE6dQwtYCyrsDikxgaEt0OyJsSE4EwirwhkIVGOJ/kYEJ81l23Td6SFE2BU1B2In+tu37R5v43u+bq/zcWls2Cx3B5jhweCGVt7xEMUsz9zSO/v/3W1rEuNPrsadTKMsHY4CYTzP4IWQBhgLvzAD68SThxhKMSc3A3NCtNnMT3eDtYBeyNT/z5aYHZ2vE39Omz3YRk7cBCyp+iUal5xMpzluD+PiIz6FnpJRlev4w+dxasf6on0OjTp3DCpwg75eMwdrePSHxXazIfx9GzAlsLiYaCYOatmu4HfuFp37A075VUdqG641AvXUL3Z9g0xQlQhaOsa+Q4RsY59Qc5tV2LurtD94Mpte3ic87oq2G2dyhaIdH1LWq3RsjCUr2+SzSylFVJtW9Yfiem9fGEaOIIxyVFTdK5ltC6W7L8bgyjKU4Czs+JOIwXCoGYxKiXLj1VT74Fz5eFZbPgMWyaomfePWOmM1ScYZ6i7YeLjzf12c38oqCSct4IUqcOEaeYgydWnTp0YlApqLhExjk6idCJwZYOG4q5m07F5Vyvxj7jYnMY1JdxzlGXG508sqVziFniF5FA4WYxKilwcYKwFhXXEXGKi2P/vjhBJRapBDaOfapylmFnD8cBoFI/JyY8mJvDr8SgUj2fv8PaGR0bdKrmx/DHjtCJxs784qND9Uxz9Xlz4WYzRKDRSc2npycWJ0HmFhXniLxEJ9ZLVqcalRTYUKHiAjeboVOHSr1VpJICnYbzORNSYI5Jf2fBs7PoILAA8E/phxX5slH3N2LncE/Z0iT+xy9TGeS+Al58uXPpsEpdb5z0abgH1fjq0nncYEj+46uI5SWCrX3chVOo3DB5bYXKX7+L+P4rJG+8QOtXt1DjhP4PutR2LXm3QnVzhgsV2VJANCiQqz14sIOuNpAnlpHGIZuNZ1pw1OWLiFnM7I2zBB/dP9J7Zj84S/TePdSl86hmA1erYj6+hdg4AY0aRbcKrToEAXmvgjICaUAohbl5l/h7p6ltpsi9EfbKWbi/A6++iFxZYu/1LrpQlFVFZWiYnlbEJyROC7KOpKgpZAlFQ2A6DSp3R4j1E8zON72rzEmCqZdkcNc/Ibi9591QKy3k+7eeSkrhy7B/8m2KVoBZ6zK70MYFCu0CkvWIeFWRrGqStQrJeo39y4q8GQCCybmIoqkYXq2y+2erBBNB2hMII0AFzNYURa9B9eaA/MpJQhFi90ePdUNY8MdhsdgsAHis9YuN06/sftArPdyHN49+3EP9lIN+WIcFjm7gY0ShrKB29yEIkCOvYRI0lpG3NpGDMVEqMXfvYycTxKkNGu/toEqB+9376FFMQIi+u4u9djCm6cxbRaPRM1s2rj/AlSUVVcftHq3OJmwtI+5t4wZD7GiM6/vzVLnB3d1E74zRucV9co8odtgPPsbujxD7E1xRELZXCD7ZxuzvozKDixNUnGFv3yfsniDamkAYUr03Ie9UCCcQ7TuqA0vrZgJKUt8qCacl7r2buL0+laBJOIPqzT7m41sPrVNjcHGMHM0QQYA7RomBwGl0BsE4Q5eSsJ9iWiHBzCCQyAKEE+jUIQtoPDBUBiU2kkRjhzACpwTtT0qCWBCNLbWtjHDsqN+LcXc2CYycNxVdLDR/fBZutAWA7/zr4gRRiSg2lhB/93v/+toqLsu9u+YILonB1Sq9d5rzrsWmP/C1Or0lzLUb6I2Tc60R87PvEt4bIpIMs9aF33+EWlvFjSfYJEW2GsQvrqAyS7waEA0NOl1jth7QBsSZDWyrOle0nJ6URJd6xCc07beB1RWmF9tUGxHiMI70yiWKekB4Ywez1sX95t2vPGeq14Nui/hsm8qNo3UZnpyr0n5TIy9fwLz3kVcVXW5Shgq9M8Zcv0n6kytUaxVs5D+e+txZXK2C2huyd7FKs7JBMBhSXDmNStYwgULf67N/OiJYCpicUeTNDqNLoHKBzAXBBKp7ksEVTfOOJGsLVvJvId/6kORUk6IuEaaN1hcw124AIL99FTFLcbWI2Zkmlf/66688V08SX12jaHrXXNaU6LTCdEMSThzpksBUwFQdKhU+2zDUqFwxPgfBRFLWHXmvQJYBKnEULUnaqRJOvLS1/vHL5IEk2tlDvHAKMUuwu/1jk7Ve8PQsLJsFnrxAViKvS99pwQPfuVlUKpjBALWx/rkNIB+lvHyK8Lfeijh8mpSVCGEddjpFRKFvPJlm6E4X+/51rxJ5zyss2vHEu9G6bUx/QMWE6AcDZFSnen0HtTmktpVi90feKniwM7dQdG+d6BdvErZWEHe2cIMhlTICrVCFRTabyLRApgZz6/b8HL8qLo5xwzHh1uhzG2c+iV45gbh53zcK7XZxw33c3U1Uf4Ld2gGpCKoN7PvXUEJhpzPseIqqVTH3H8ALJ6ndGCKMQRlw1RD5wSeYwZCgu4KpKKwWLP/lNYqTK4hSUNtx9H4zRvzDO7hzGyz91XWKjSUaf9jCDodUYoj6Obx/Ezd+qGoqSwvTGdIClQrizvF1X4hyiWvU0ImlMixRuSNdUTghqAycD/IbgU4F0VBQNPCqpEqgCoiGApErqruOIHE4KagOHap0PgY1yb066eY20jrM5vZj1vuCr5+FZbMAAJskiDDAJikiLef9NN1BphNHlE9W+afdbzZJkcInProknQfrRe6/HwbsH8UlBy6bLMelqc/4ynJIUq9L/xnIwh9bZWY+fpHmyDDAJSki0DhAqGNMwrTmqaSlZf6wXsVl2TzpYW4VWYNIi4PX8vlrhxlnKnOIvMCmGTLNEWl00OXY+KB6ZpG5xCUpsgClHCp3yKzAACr3c6tyN3eLuTRFSPmp6+Cy3GcnBiGyON6Ozy7PUZl92EwTX4AqzMF4C4HSvgBVFu7AQnPIUiBzHm5T+O1V4ZCHX5lB5CUiO5jHY5D+XvDs/F/qRLgzMYh3PAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "Image (1, 128, 411)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_fft = 250\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 128, 411)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_fft = 450\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 128, 411)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_fft = 650\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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zZlT0FxoVob6RBqO5jnQXhu27BfNvZJ+HWmIrFQaVMv2pxbeaxU9/TP+o4fDIkrU0P7GE5joyWc20ULgOklEUW8+4MpgpMy40kDn56MD9j2YsvhoxPzn86c/DoiLMDFlJtbYUmE2PjhrbR+ztgewM42VNLASCGZ/Jj8+JlcGflIwXtXQPGcyUpeM/eIGtcyeUj4J8tiLPG8Kqxi8dw6mRLkUL/VCuM/VtkEp+UuBnAgG/49ftmLGTLIwdpelQUTjwcSWQ245Q7BM6SfWOrSU08rNYKoYTi52g3AqdFgu5NttnVP59xxXLY5elIM9a4qx4oKrSsXLX14n6JpKsZvbVnjArBNVF0X10kE7MDpni5RbKgjCzgCTxcpup7yKpEFrML5zQNUnWQwfZdKnQTFdz6fasYjwRaJqNUCnTXKg0HaWbOPuLf6IJc5SyhPa7+wPXQ5gp+ksJatNplFdUd4qrX/Ts3i4YzhW+NtgxM3vhmZZSMIdz/XBd42lmPMvyuaOmuskM50AdidEw7QvsTUGxlvX0LWy7ihdfXHB5tebPzz5FA99MZ3wVzvi7/h2MjvxD9zZvxjm19VwUO67jgk0q+Mxf8Bdv/pQ3/YKXtytePz8lV4luKLi/nrPf1+R/XHA7NGy/XnI/1fBZg+m0oJK7grAtiL3F7g2uU9gexnOwh2OD0Am6DDNIxRGpjJq3/3dPf2lFi/rRM0GfJxJzrhM0SVKUbyzl7RGVKonNk48kVjCKcZVRK09WsNvV6G9qiQ8jsWAmxeHdQG4S2YFbC7U0nGUwsPw8oyfYPyvAwHAhCEN7RXhngGcD/klgchq303RXhv4KuseKw2PLNJO1qO8ifqbZvZ+pLnt0FdFFon1vy+zxgdPTPWeLA2dtx2I2UFce5yLWJIxJZKDb1ARvCZNB3ZYQFCqp437SzJ8fm70KYq1oXyVCo5iWimmhmb1ImAlpIIeM20WMh+HEkgrITigYMx33n5HkmkopvnbMGC/P7Owf9ownpdBwStAKSJwWXabYRtCSm77rzDnSREK3yzPwM4NKimqdcF3CeEVxyBTbJFTUSrRX38gzTk4RWi0o87s9WQmy1UGop++ou2w1mCN6sbIm01z273cI2IxQ7jL1bWT10QY3Gar7TCzlvSrJ5zZvJrLVZK1RKZOdFu18G6hfdMccdESbx/ygg9yzHTImZFSSPDacCBLRAZIT+nBcfUfdZ6bTgnElKKa+j8y/6omNk1jSgp5CLeswLSyzlxOzz7ZoU5Cc5vCkIBaiKdvpaoaZMskd9YV8JHnf3OL6kXg2J5cW82aDWVbYSqOnTHkvAn42CjUItfAdJWWGiOk95vk1+Z0rbJexfSS0FrcZyM6ggfJuwjfVsQJLoBT7TLGZ8IsClWQjZQPVOgpENZLIVRKYW+7Sg9YRKkVyGeMzbh/IvcJUoolUt4H9U2l/VBLYaIbMuBRh1YzSSdghY9YwzaDciFgp3GsU3nFI2F42kRkyzWsvnevCMC0XZK2o7oVmq28D4zFRl/cjuSwwQ6DcRLTXD+gsWUW5TqiYjxSfQ3uFHUQ8tUPGHqIId2sRs32jZZPuI+PKoCdJfipIsef9Z9hNjzuUlPcKP5Ngzkq65FhnEdKjIZaZaQEv/rwh1FLUQwuHSjOsSozPD5SZPUgQ6yDFNpZZmoBeKJU4GVJQuHuL3SvcDqYF5EmDt6ggBbxSnneKG5wKHFLJLtWsY8OX3RkvDwsKE3k1LulTgW8MY3LsfcnBFyidUG1AqUxbjyiVicEw/CChbSIMFibNeCkBqXtNbCPojPKaOEscWth/IPSnPwPlEqNJ5KjJQaEOlqwTqY189S8d+js6IEpH7LYwvRNIFxFbeVLS+BPFOBlUb8gmg03c/RSUV6igiLOI8po+FaSDpdqoY7GRZHN4lilOBooisL9p8fNMuJooGk9ZeqafRrQCpxNGJ+YmUpqA1YmZGwHYThUvmwW7RQVZkYKCjcPuDf1VZkjQXxXEKqOWI6tZR+PEmKHJ9MGxHwtm5SQFLVj2Q8nkLdNoHzRZwjFpR4UZFSSF9opUiHGhuzSoeGyWIvRnokmodGSlTrTswQnskMhWP6CIWCrcQahuFJTrJDzisfeTptSTlWI8dRy+11DdJ/woibVci0lBRdkfw7lDxUx9M9FdlbSvI/2JIVuORohjPvAZXwtlpaeEmdSRds/YQZOMwnUJlSFU6oHOnz8XA00yoL3QZa5PmF7em6xox/Y6ok8cWcOw1GgyKkjO0zEzzmVNquuB8bIV7cbJPpO1yhSH35tUYil0aLn2hNpidxOxcdgxkzqh/3UU+cN4YSyEDs8oJ6hHqF9hQ2JxpCS9UIm2F3MRWfZ3dT0RGocdEiodJYptpD83D4Uw1AZbiHRS3wT6cyvNGGBjaTCjLHgsJBCygnh7h+4H1GpGNob45hr99jlm1Lh9wL1c4x+vyFFhugmVC/KU0FNC+YgaAvHmFr53ifYR5SOxbFFjJBuNIqF7jw4lxUF0meREXNS9J52V0qX7TFTy0FWh4fiAtRedyXWJ8mZgPKsAg1fHzmIMKJ9QsZAid31AXxboKIseSv3AeZopY6ZMX/3eIRYqQ/NmYppVUhSOpgcVM/rYGYhYF+nnYliITmBmuY5Mc0P1usc3LSqD7iZyaSAlim3A9oK0prl0EcXOQ8yy4WYGHRRuH+kv7BG9Ce9rD5GsFKGSICnuJ5IrcQrGhVQv7TOpKTC7ETMl6psMSvhr3ypCK4WGIhFmPPDQ40kmW9GlIqCCCM+5E9otNBk/E6QVq0R2GbQU+sMTgc14jZoU5a16SEyxSaDAHGQzWZ3QKjPXPSs9slMTRiU+D1dsfUU3FmynirmtedkvWNkOpyNWJ0obuFztyfw+6RY24qPG6IzRiW4s6LoS6yJaJ7w31EXE6ERMGnVUzZ2JhCToQauMUhkfDUNfkHaWrDK6DkSTSQeDnqRoqKwwPWAzzWJg2fSkrMhZ0U2O/bqBSWPqSK4iaTAQNLhEnowsy2CobzLJCEWZNcQ2sWoHVnXPrYlMZ5arpqd2XoqKCCoUx9elCRQ6UB7/+GyojccngzWJEDWjt/ReBOg4i6gkXXg2UJSBWTExdwNaZUIyjNEyTI7CSqEevGUYHX6w5F6yhqoiuARJobyWJJslLjJCs4wrYUm+KxCh/g5RyPtCIzqZHvIRGRzdgVNCB0W5SUftQ9iVVEij+V1yVD5hfGI8dfhaU98FdDTEAuobz7QQvVWaK0FDHE0gzbc9yTSCFmL+fcH3GY7GHkG10rQCmNGgailOZB7+ZK0on2+YlmdoBZClIe0iyssXprlDpYzdjsRCDEjTrCCp72g+cZRO7dGg4yNhJns56+N1Hd/rthFyxozp6ARMmC4QKgMxEyuLnjJOy89VANPI7+aj+SIfTTZmzJIPY5ZctSqPBgJFMvph/+qYsWPCbAamZ3P0lCEnaaxf7hmXS8lxPotJZVGQDZS3E8OJEbNBBKt9orjpUIcB/3RFqK1Asne+Ry4coS3E7ts0pAx6TNjNSL65w8xr1BSIv/mE4r13yEbDeodqa7KzxJ/9GLQiG02al8Ra039vju0ieowMj1rskASFaEVWiuqLG4b3zgmVplzLgz48duyfSMVe/m7H8KjBDAnfCqLIuqa6GYhV/ZBsY+vEoFCLrrH94YlQfKN0TKkV/jVrCZgkzBbDSqEWBjPC+r3qwQmyeafAdZKkprlEo58pbv64lg7suJFQmeFUKMn7H86lu/CZ6bxFx0R0mnREgdko6mtPcXOgfzp/4FvD0WUSK4Ho/ZliOCnQAYYz90BjhkpxeFbTvB5RU8LuLdPSPrjgdj9YSeDtpbh1F4bhHKbHE7qIlLWnvZy4uZ7D3pDf6iErxoMV6/DeoTuNXhyR0NnE2emewoaHRL/uKzbzBp8UeV2ge426GjiYEnPQxDrhLnvK0rNTLXpnuSz3pKyoVODKJE51z5txjlaJPz/7lH8qnvLRzRU/WT1n5TrWoeFPZ1+iTzIJxaXbAtClghs/Z+1rauOZGenu97HkEATF1mbCqUhtPE5FzDFhR1F+GZPFZ8OYLGtfs54arruWVzuHbgIXp6Ix7fqSblvBYAirjJo0qMz3z9/w4fyaRk/4bHg5LPltdcnLzy64OtvgdGLTV/Sjw08W+1XFdBqFpugz/YUmtBm/ALWY+PDkmh/NX9JcTWiVqJQnoulSwSY0GJWYmQEpWVBq//CefazY2YpTd+C6mbGeGnZTybac6JYleEOKilgZipeOZdtzUe2xOjJEJ0UhaYZ9SYxSlMdNhdkaTn6nuPvTAEWibCdO5wfu9w3p+YL8B3tyhmFfcP7/OO7+KDGegjmaMIq1FJrmVaa/UhTbTPdIUd4JCuguDfrYeReH9CCY6yD3uHtWcPLbAzyumX22YfOjFbu3a9Ge5iL2x6NTq9wl3HWHbxeMZ5ruQugeXcO0qFAB1t9vOfn1ls0fLBgX4ogzk7jfklN054ZqrahfDzKiYfSDOak/M0eLeSRZg2/g9j+6oLqLtH/7BfnJObEtsOueVDpUEmPQdFIyvj2TAmWg2EkD1nw7EBvL4bE7sjWw/tGCZKUY21E0p+ZFT2gd5RfXxNMF05kYBPzcEOsau490b7fEQlPdeFIhxTY26sHYoY4o5/DIYIfM/KsR/Ze/JPxnfypGh5ueVFrG01LW4dI+oJ7qeqB7d0Goxb2btSI6xfb7CylGRwTYn1nGuVzb1NbEUmEGOPnv/xrzB9OPf652HcoH8q8+pdA1OivUZk94eioVcNPDMJFXM5RS2NcblFLkeSOWxKygKlAxkR6dEE9nYtP7d7/FuBLtE/bNBn8+I1uF23vs7Z40q6jedJjdSJwVlM/XqNETT1vcNkiH3Rjmn+3BuuN8gtijx5XBTpnm1UT19ZpcF6TC0H7TUX92A0VBWBQko5j9w7eopqG495Qvd6SmoL6eKLcJc3QP2SEz/3IglRbjYfl5T7k/OncmSe5Fl5h/tkdrK+8tfs/xVveJxRcDJmpSoXB9pnkzUb/qKa973Ms1+jAxXbbiz3/RkZ0hzA1xVlCsJ0wXSKUV54qH6nYkzC3ucAy6gwRd9WKPnRSz394QF7XMPm0FxVTf7rB7z3jZCPOQoP52hx0htpbd+5n28Z5HJztWTc9Pz5/zs6df8eG7L3jn5J73zm748PEbFvOe+WlHe3WguOrZTSXNYuDPnn7Bn558w7uzW+bFyJgd19+cMj8/cH65pTgZmSbL4nxPddExaUM4OD58cs17VzecXO346PaKXlccVMXK3vGxP+N/u/8T/mHzjMtyj9aZy3bPeXHg1HY8LtcsTc+l23LptrRa7Jj7WPN5d86//fgHvHt+S6kDAUMfC66HGWOy1DZQG8/cjLRmotSeQgcq7dnHikMSrv/Ot3y2OefFeolSULSeqvJM0TBMjhAM6a6kvDPEeULNAvOTju8t7rkqpCAdYklA40xicXbA6cRuKrl7tUS9qIhOUJ6KWuiWSQty1Ao7KKYZPL2858PmDc+KO5amJ6HZx5qX44q/evM+33SnaAOvxyV/c/Mud3HGbZjxeX/BX755n68OZ6x9w7f7FV++PmPb1fhg8IODm5LihXDo+Wqkrj3rseZ3r664+6vHvKorNq/nmCYQrytyleDgSE1C/dGey4stT842rJqeITicTTRv7alLT0Ljo6F/O0IllvNUZ9Ii4peJpPWDdbu/OjrorHqg2vxC9kx1F3BdoruwYuVthbbFGUKt2b0jCUwfaRs7ZswkaK1aR8pN4PC2zLqAmBFcL+hl+dmAX1h0hFS7B1tzMqL/rn59T1iWFIdE/WbE/MMnpCfndE8rfKNxfWbxRU+qLalQNC9HspM8NPv1Nfl0jt4cMLtecmBpML1H73uK245cV/hWnFuzv/yYcrSk0lLcHFDK4oZM82oU16zPLD4/UP3iM6ytSU7GLtSbNflkRmwc9asetxc9yu4DqTTESkYrVIb5xxtyKc2pjpn69YDrMtm6LN/xAAAgAElEQVQaXJeov1zDO09ACx1ntgNxVhJmUoxmz0fq14NYzt9soSoJR7uz7RM6QvtNB9qQnGjGs68O2EmhFJT3R8kggf/xW9jw7Qt0VaHaBvvWU0EnOZPbGnt7IC1qiAnVVKiQ0EBatrCUQSP16dfk994iW43e9iLE+SgFajFDTZ7UlMSrFcVmEuswgFK47UisHdQOux2lWJ3OUSGjg7hdtNfSKXQRMymKu4HhqiZrTbEOFM/vSHN5GMX9hO494Wp1hKASTNMHV5g+YD57iSocblkLlZcy9ctexDanyYWmeTNJhzdzFNc9VS3Dq7aL8iCXJaaPYBTNa0+2mmI9Yu470qxEt5bqLlM936HGifTF12QgFQX60SVuF8RS2jqSE5uiOtJ+uvc0d3vG750SWsN4WmL7RLER5Gf6gB4D/rTBjJFcFRQbj56E8kiFQaeMenGNPW3Q6ygGjfMGd32gvnaoYNEq07iJ82rPwg48LtasTIdTgeIovMWs8dkwZcMu1dw/bfHZ4FTEH8Wmja+56xsu373lvDkwcyO3Q8sYDMt6EJrHRu62Ldux4oP5NSe244+XhrkZOLc7vvTnvPAn/M2Ld/jw7Jov+zP66Phmt4JTeLu6A+DzcMk+lpQ6YFTi1bjkzThjiI7L8y2f787Q6hSfDL133O0brI28qeeUNnBSdlTGE5JBq0xtPPdTzU0/Y1X2vNgvuL2bod6UjJcj7XxgmBzDrbjZ0jyiNKiksPeW+CgyDI6bYUapIxtf8fX2hMJEYlbEpOknRz849MHg9jJvoIPCdorQZKaluANVEj1M7w23Q8vLacmQLV0suZ7mvBlnbMaabS8d46/SY3w0dGPBfVeTsuypGDV+sqSoSJNBdQY1KaICOylMLw7HdK+ZKvn9aTLEdcG0yoTBUp72zJuR+myDVplhZQWF2kBtPTFr9lPBm9sFxiSW8x6lMn1fwNrBSrzaetSkIgm/lo/i9iSFIxaAkS7et4IYkoNhpUlGKJhwtP6qJJqOHjPUPGgPxS5RXY+ExqLLTLLmaN4RS75KIrS7rccvHKAZLgpsn2leDmSncXvFcJyV8jND9/YCe6Tlzecv4MkV9s0Wc1oSnZgY3Bev8fO3ZM7GKIqNDE2GiwV208PkoSwwa2ng4+kMZRRqc0CPETMdhVqAm3vcviSXBTpkgoNpVchw8ZAwu4G43WNvd6QnJyRr0I/PhNY7Dsbrr16j3r4ilfaoLSXKmwm/cHRvLwTdv54wvSfMZNanfd7LvFNbYe7FGWlutqR5CznTfNujRi/ySeskNzYCGsqN5Ae3FV3dL0tUyJT7EbMdifMSlTLN8w59GEltidse5QkAtVygioLcVBCiDGcWDtWPkEqwhmwqlBe+ULoCAzlTrJb4VsahVVtJV9571DgJvTROZGdEuNpP8vuFhSSaTSqtGBMOUYpDYWX4LIpNkSQTvHqKqCGjhvDAl+qYIETivCI0BrdLpMoSG4fKR6+4k8FIs5cikusSvZ8IJzXJauwUUbuBNKvw8wLb+eMgnyVVAiOzBj1FUqFRWXjOZLQMklqN2Y3w+pq8/N5RXAzo2zV51qDqGlJCzVqys+gxgLbCbx+HZLMV+3HWGu0DZgjEWlw97hAxQyBZjYqJXFhxtoxH8XsMqCHIIGtp0PMKMzQPZoNUGEJtMU0h/HN2GJ2wOmG+0y5UpNUjjRopVEQfqSaAlDWHXHBm9mxTzY2fszkm/XhMcufNgVXRU+pAZwsqFyhNoDIB7zxd6TE6sbQ9V06S2Hf/vfYrbvycEOUUgdd9gU+G223Lbl4xlhYfDbe+5UW/ZOkGrI58czjhpmtpC3mut13L4C3TZElRE9YFlImhKUBlNvMKZyJTsBidWFU9MWu2Q0lImtv7GfmuZPZcs10amEOMCndnKDaKrpBnRD4mTAUpacZo2fiKF/slr18vqWYTxiRJwF1JHA12EM3AjMdOfgRVQXJiqTW9zLroSdF7xzo0jMly51ueH1bc7Ft8NIyDEyfYoSRHhbaZOBjctcMvImoWyKOheu7IJsuU/0Y9mG+ETgF3UExRkZIiRQMawpnHNRMn845ZMVFbT8qK0gTGaB90Lh8Nh7EgeU2OihA1Wie5Hi+fCce5H/1dEB3RycOMh4IIWQvHr6QePcyC/f9nhtTRjSaOqiw6UBaBXIVEcjL7cWQVH+Z1QEw9cuKHES2hkCFP3QeiOTq2QsatR0JTEys5OcAcJKbSskF308PnAeS2frBky1yRDGymysBWSaNeOMgZJi/NewJCRMXj2IZWqNMT8u5A7gaYNQ9D8tmKPu32ATVM6LY5zunoI3oQMKBSPrqHZa9mLblSBbDbAT93olX5jNlPmJc3+B+/JZrpuicsazAK+gE1q0Ap0qwAo9D3e9S+Iz49J5XHWaBS7snupMFWQQxNYlxImM6jN/tjXlWocMwhMWM2HaofMe/+8//m5+lsQZrXMrj5u8/RJytSK0UGo4mzkjgrsV+/QSmNP29FmJtZwvlcjq5xmjAvxJH2i49Q1pHWa9JuT3r/KWFuUUk6DpUz5nqNUoo0r4SOOv6faicJGfCrErSi+uoOpTT2xR3+rZXMl1gl1r+ypHtc4ueGVEqBSIXY8Hyrf+/m2numt89Iiwrzq8/w717iF1KY3HogW02cydEz46kjNJowF6gtr63YM//tvyO9/4RYybSynzv8siSfrwjzAu1lnmZ6eoI/b4hPzsiPz0gnMyjt8Zgeg/unLxg/uBAYbxXFNuBPasYnczFZZEFl9Tc7/KoitMfp3cYKstIKc7sjrlo5OaFxTEtLbJ38m9P4mWNaOXGvLRyg2Hxfs7g8UDvPZqyxJrO0Ayf2wNwM1HqiUYGFnjjRI0s9cm46Vqaj1BOfjI/4m+t3WZU9SoHRmWfNmrPygFKZKVuMzrRuojBR3mMyj5stP2xf8l5xzZXdElH8pn/Kbw+PKHTk7eU9f//t22yHitevV8znAxfNgUMs+dXmCd8eVnyzPuHTV5e8GuckFPu+ZL1r2D1f0N81+H2Bfl1iXxXixHJgXpd4pRmfz/Afz9mFku6m5S5UPDnZcN4ceL2fY36xIBUwrTL2bMS5SEoabgrGi4TyimJ7HFibZ/RcLELzZqQLBb0vUC7TbyqCt0z7kvkvS3ytKNYySzEtIVXi/LS9IjsRr2cvZH4pNlBd9IzZ8snmgt+8fMTt7YJhU2E/bojB4F4WuFcOu7ZMTlG+cvhlQilF+3HBdB5ZfqSpbxD2YJ85+81EfyaIW8fjYON5Yr7sMS5i68Dp6YFnJ2vemq1ZFQNOJ4qjKaMLBYepZIiWTV/Tf7pk/nTHNDkmbynLwBSs6GDxKLCXCeXE5mV2hsUXiuH82Lt2isWXieFMrNjfHR1UbDPxOKSpjuK7Dvm41xWzrweKnZzCUd0MDFcNw5llWmh0Eh2k/egV/bOFNL1ZgdLYIRIac9RfFXFeEBrDeGJlf89kb8RC6DiNJjw+ISwK/GkluaUQC3taNg+nk+gI5v/6Jendx8Ra5kv09kB4ckpqSmhrsju66L5+iTpb4VeOVGhyVWGMRTU1/rQhOY3pI7aL2D7IKS4hwuUZaVEznZWkQlN+fQdGTknBauLliulUqGA5eUCRmoJ4dOeqBCZC/vWnxA+fEiuD0gbtI7oPcOhgVjM8WzGdFGQtzjVmNWFVMS2dnNqhNTpm3Nc3pEWNX5YkJ0ebudcbUluSVo2gnbnBr0rCsiIXBrsdya+vMR+e/dnPY3usaL/6HPPkEWneEBtHapwIXZUgBa0tavKYr16TLk+ItXjU61c9xe9eoJpGXEcnJ6iqhEfnxB+8xXAmXUT97Z5cCIxUtxtUWWJ2PfbVPf7xklxY7P/7W/TmIIHiCnTOxKXQZPF0hp4i9Rd3hNOWVCjCTAJGH23XKJj9/dfkkzluL9790Aht5efCLaa3LiSoYsZtPbkWOFjcj9iDZzwtUFkg8vwfXxFPZqicKdYeO19g1z2UkshToWUdnKL9vz8lny1BK/zSMS4N08rKiQZHfWe8LBlPHMMHF7QvRuzRHjmeFYynBt8asjMPGw1ncDcdxf1AagvMkChuDqS6YHi2RPtE8eU1eSYdV2jluIv2V6+IKzkOw45iAe2v5CiL6UQG+YZo+fUv3uV+UfC3m/f4ZHrE/3n/Q/768D6fhwt+Oz3iq3DCy7DgRVhxG+f4bLn1M/7663fIVuN0Yu1rvj2s+Hx7zudvzjn85SXfNjXX3YyXb07YjyVXyx1awzY13McZvxse8xe/+SmbUDFQUJrIrB7xGOHQTWJIji/Xp7x8dcLuUDOtS+b/VLJ3jv22xk8W/brCjGK/dXtNeS9JvNgq3vlXBzbfL1j+VjN7LpZZM2iWn8D4ByOX8z0hG17crhha0IMmVZnoDUFpUlYEq7A7IxTuTmGG49Ehq8hi3jEGy/rQcPh0hS9ldikn6bRDpSjvNG6PHHeCOAFVUpRrmUspNjCeitsvFXCwhuu7Bd3zOWrjcGvD47+C+z+Wif14NeEbSE9G6tXA6p0NTx7dc3a+Y3ziGd60jCcKvxAkdfpbz/qDApVg965Y1kMN6a2Jy9WORTViTOL95S2NnVhPDZ+vz/n4m0e86ma83CxZr1v6lzPGb1vyIjB/tCcmjSsiTTUxBUv6asb5LzQJw+rXGiaLu7XkJEefxELhDorVp5lpoRjOFMUOFl8m2tfHouRFW6nWSfRUD6vPR2JlRB/4+Ibx8RwzJtCa4Vx0XNdl0Xv+17+n/7MfYMdMuY1kqyjf9OhffQaXZ5gI8892ktuOE/scBz+bf/V3FMszstFyckghdmXtZfau2IlGoUJm9tsb3Ih085fn5FIco+71lnSxJMwKjI+Yj7+W47zGgDKiueS6kgLQBxTHo3CGgHu9RX/9mvzJl/D8NerxJXlWERcV47loRiqDyYb8y4+w7Ryz7khtyXBeiEalxMFaf3lPmlfoBPWrEfe7b4k/+wHTyhFLccMVH78gPlrJMT0nLbH+/TE5uTAiTywbspFGuPz0FfF8RjifYe8H3Oev0NUR5fmIvtmgbrc4D7kq5LgaczwC7RBI375E/ec/+3lOpcXsR7HcLWv0FFAhEVaVOM+cIVmNe7UmFw7lA6mpGB+16Jgpv7wVKLfv4HxFagr0V69QZUl8csZ4WspF309ik/YRXl5LxTw7IbUVqbbY6x1q30FdkZ2V10B8dEKqnCRgf9QnnMHddaTaEWuHCgl7s2N8dvJw2oHpJmJT4JeFuCLGTHnTy+eMATX4B9g7XbZSUAf5/NBayusOvTkwvX0GMVN8eU14/i3KFejvv0tsC5RPxNYxnhVHyk2CtHq+pf/eEt8e/eibQP3ZDf3759JRWTn6xAyJYuMfAuE7CqK+mTD7iTAvKa4Poiv9f1S9145lWXrn91tm22PDR/qsLF/VbJqmG4mASIkXAngjAXoIPcbcSO+gl9ANrzSSMANQEtlsDpvdZHf5qnSRGZFhjt92GV18O6J6AihUISsy4px99l5rfX9rNfq718TH9+gPSlxuRGm2qgVSKGXT1J3kYIVEk77bEsqUaDXtfsbNpwmbzztG85rD8TCNDPj/el2gTWQyrml7S5n1pNZhVMRHxSxrmKc1Lzd7nL3dkxcaEVy+0yinMRtNTCLpQtPNRBrtR4HR8Y4i7Wmd4enegtJ2fHV1TNMlFFmHNYH9omLZFLz75hB7UtGvM3ThCL1h9FVKP77lNwQzMR30s0AcZLgoUK0mvxTZZrIVxVfUcurrJmJsDSm4P9nw3uE1ISq+OTsmbBKJclCgek1UkWQpXozRa+FUJGgS2n3onjbE2qIKR2zE9JbOWroqgaAwSwkHNbXAQbobJL+FRPooB6M3cppv55rmUE74/SwQ0sD83yyb9yJ+7lBJYDSTz+vBaMVhtmVm6ztVWhMSzrspv1ne44fXR8SgsLkjDj6b6IeJw6u7NIR+Fjj54IqTUtRoLhherWesNiW+NehFQkwiptboDroHHdmoY1S0hKBZnk0xs56ibOl7Q7vISa4tdqeYfxuoD7Vk0BkJG9U+kuwk+qgfiwCmvAwSsntRUd8fUR1ZEda8benmCcXbit3jEX0h6ERx1dFNJF6FKBE2thElVNSK4rwSjkHJAh4Sg13U6Kqh/uBwkB0H7M4RrR6ENR3dLCXZ9MI5zHLsoqI/GKG8RFsBwj9kCfr5G+KjExFA1b1QDXVD99G9OzhLuUj6zRtijKhCqIm43aJmU7pHB+jOY98uZO2ZlMKPaEW8uJLfdXQgxH7dEusG9+webmTFr/dqgf/me+yTR4T5mH6/wJUGAiSbnvTFFd2zI/qRJdk5kl99T3xyn36/uJOOqwh219/x80RIXl7SPz0W2kKB7oPQD63HXK6Io2Lgtg3mZkvcVbA/g/MrsBb6DjUeE/NULDFGkVxV+GmGvd7hv/oWy+B+janFj1LcOEF3Bt35OzlyVAjMNB/LBFT3qK7HVu4Om4t5igqBqGXBVFY0+XrboCcpQSkJbes9qumgLMB7wTXnpQgHlCJORpBYVNUQdztQGl2NBFPMrPh0Ei1Q29UCk6boSQldj9rVoPZkkV3UAtdVHTHVRC0QlnJBoONdg2o64qgAqwdORkhGu+3ktbpAmJYS51L3hJVIbmMvmK5uevSmBitmzn4wrSknEJ/d9kQz3PxtIFqD3Tn6qR0ylwbZdSqLo2nCXQimzwyqt/zuVzQaNZ+B+5FTUWHge4ZpyFQOU3W4aS448K5GWU1IMpQfzLOtpm0SGMMsbVi2BW1viTcZrvRsVcRfFFR5QDklKQMObj7ccn9vRd1baA3J0pC/k1O07oa8NaBPIvmVbAy3XofdTcHOl2TnCW9/5jkohZj0TtMZS9vDJGsxOhBzLyfiTkQbqEh5EVlNoZt7mDhsLkm+k6y/84QAdM5QnySEoGl6TXTDhfZiPFROoXrFOHEiGIgGm3r6mBJTL5llyqIayXXrx5F+JHJVNTjZox3MaGkgLXpi7rBWHPbea+EzjBhefYrwDb0SrmbgfaIVL4rEtkA0Ed0pdCvP4/rDQDzo2N/bclhW7OUVh+mOo3TDvt1R6pZcSybcxudUISUzgyckdxRlix18Rb0zkpBd28F5zn/BQ2g1mDmrHN9YdOIJc4mucMagek2SO7LUYXQkBCCJxABta0XzYwQe9EVk81hCXEMq90W6iXey5mbPim+tl2vhC00/zyV3K5UloR8PHhk7hHCqH5+VaCUa5dayEM2P/jcAXTvcJBW/SetR3hPtkGmWqiGIV7hXU4uQSY8SfGEHr9/gzHdhSIcGXfWoTYXSY0gTObwNC7V2HtXbQTatIURMHyAfuO7EohZryDLiuJTrH6Kslz4QM/l5KIU2w+ssUlTdCYwWImbX3tkZVO+GB1/WS+Uiug2SzLxph9zGIZlAKULdQGrvkp/v1mul7jYWFSNkwrvrXmBKXIDcDmu/rIuq7oAUQpAPygfh9lMRHsQiI47yIZmkRy/WxHwfjEZZiyUESfPMZYySwDqD8hbTRqyWRc6NLP3YDtCTRjcGs25RIRBGBaFMCAcjudnrnrg/E/L+i28w898n2kSIv64nXt3Ao3sQI/7L74j39mRx3R/dXQj1xbeYowNUWRBevkGXJTw8Rr98C8cHIiQoC9wPL1BZRuw64r+TCHO788RvfiB+9gFmuSXd1OjjKd08w00yzLYTjHM6IowyfG6xi5r+qBSVRi5Evh+luElKVJDcOELTYg72Cas1fvAfgQSMBisxFqaLaKdo74/JX62A0UDWe/rTGeYff4v5b38KUeSGIVG080T07DcdunW4ckSzZ0kyTTo4pQG6/Zx+mpL/6ys4Hou0uffoXU375IBoFNmbNeHbF6g//pSQG/zRTDbq4fM1TUQ3Gt9nhAPFNK3RKvD6ao49rsUJ31jIA6pTpAsz/G4PXvFmMUOpiF0ZTKXY/6Ln5rOEfjCHdrOArRTbxzJ5PPy/ay7+pMC0qWSJfeYYRSH0e2/wTuOtJkkcrbOkxjM/3bCrU8x+K4Sz0+zuK/qZR++3nOyvORrqCQrTY1VAq0CIGhc1O5fS+ITaJYSohsoCQ90lohKrU2ZFw2mxYetS9iYV764KWVDzni71dD4npAJF1acB08pmgQZXyMJ2eLxmXtQkA4Zb9SlGB7ZVJnBlqu/8V6pX2EpjajW4yqE5CUIea/GkJBvop7KZjR5smBUNH84veVzccGi3zMyOqWn+CyFHHw25GrEJOeOkJbaafNqwX9aMU/Ed7fqUZVWw9sXAugNjJ0bOqGm6nJu6xHtNPmkp8xaj5T1WbYpzmjLvyBKHH5zj48Md1S7DXZSYo0bgQxvpsyjxSMNXspGA3eI63m2yPpPTdTdRdCNDN5ZE8tvE8jDEO+0eFIQhWDRqMXLepogEK9ewswqfDAGVF0tillDfEy60eOtRm4o4HaH7QF8OZrooxkfTBsI4R/mIGxn6cTZE2ExI1p2YJEcJuhIExE8zwuHDu41QZwZrNPFghM/Ezyd8K/T39wYDa8S8fQdHB3THI/qRRXlDTGaoLuALiy/ksKnn8vtlY5bQ0vjgCH29Rm8b3PFU1L5JSsxk0U9uKkyZol9eoPIMf29fVK6ZQgVDdnxEn4psPKucTFWXa8KokOFgmFaa9w7kulvZwMzrt/Q/fYwvMtmg1y1qsyPmcqKMbYeyhvDwSIQPu2bglsTraJeNCKRcEB7+o2eov/qr/zV2MyHTVYB04zGNxD3YjZwefS4xMyFP8LnB1A57uYHEgvP0JyKxux079fdnxK5HH+wRy1ymolEmb3I+oj0shosxuGOBZNWRXKyoPjoCILuqMW9vZMetG0k2ffqY/t6efP+rK2LToCbD6HY4pjkc4LIukq4c6eUOfbMR+e/DA/qpRIMrL85/UznBUYeTkS8lRvv294fU4IbUartzJD+c4x4f0+1luFIC67Jlj+oD3V4q0Q7A+PmW1UcTOTUMhrFbx69ykezVAnc4EanmOKH8tzdUn99D95HsYsv2g9ndzxqdt/jMDObVwXXdD0kDjUd3AV31ko9UyGlO1z31/TGmC9j/+C/on36MOruk+8kjbj7J2D4Cd7/jTz/8gUfFgrfNjH98+Zi+StGJh8uMOGSDpdeGaAdl01JRf9oQvSJ/kVGcR7ZPh/fYKIGHAoxfiGO8PRjUN0pyv8o3keVnkfy9DVoHdt/PePrTN/TesPnbe9j//orWGbZnU3StSJ9uaeuE0aThaLxjltacFhtGpkWrSKI8ISraIHLuTDtCVHfSbBClXaI9+lauBBgVSJTnqh/zT9ePWVYy2SXW0/WWZpFLtE0toa6xCGAlhDIGRf4ipXnUMT3c8ef3nzNPal5U+/z8i2cko55+k2LWAsHFeQ+rBNMo3NyhnCa7MPg80s89JBHVapKVxpURc1pzur/mp/tveFZcMhsk6QBNTO/k51VIqXxGQLHxOW+bKe/qCW/XU7bbnHLUcjjeYXVg02Zc3kxQFxnpQmNa2D3xFPe2VMtCIMgIKg0cH6+Y5zUxKlwU78yuS6jblHpRoDpNstTEZxVxSE0IXqGuU8YvNNV9gU2jiiinsDtNca6Yf+dQIXLzSUJzNEA3G/G43T4ncrKWwMjbnibtIul1ze7JeOB9AsV/+BX6/SdsP5qLuq+PdFNDOoR5RqOG+pNIuuoxjaM+Laj3xX8y+64W4hsY/fYCfzSTCabp2b4/AwX5dYeuHf00xfQB3fq7uPxkUePHmTyPf/dL1B9+jt5UNE/3yd9uUbuauNrgPnuCboZ8yFmGTzXZdUM/F6jb/Kd/pv/rn9FPRLacbJ0ovKxC9eFusjOtUALKR1HxbmrCtERf3ODOLzDzGTw4lWnmt98S/vRz6pOh4mAndQ99Ket7cdmTvVoSX78l1DV6PCZst7i/+iO6uR3UljLxhESJFPyyukswUb1HXy4FRjs9onm6J9aQnSAqvkhwIysJCoOS2H79GvfRQ2z25Rnq4/sSDd547OWG+PIMfbAvO1iZo2clunGYxY6kqgnHe4MMVxHzhOR6B9dL/MU7zKOHxBAJmw1hs7l7wO1H7+OOpmII2vYQrUjmasFWTd0TdxXZZUU/z0U3PiqIaYIOAXN0JONcKkqQsD9Bv3O4H15g751i8pT0toxt14sGfbXDvT7DfPQ+unOUv5LNwo8S0jdr4qs3EALm/il+b0Tybku6WOMfHokkW0H+comfy/gbTvbxpUwh+U0ncuQuoF0gXXTYzNDOE6pHUlomrl1ZbG3tSf/tBeG9+4T5iJAZ+vEQIfP4UFIPCk31ZEq27MkCtAciZ7Y7JzddEwSzPRijWo/64jvUk4fENxfoskCv1sRP36c7KNE+iq7/2WPUYoO7vEQ394eQz4hOAts+Q5eRw2zLe0c3nK1m7FY5+UrT3O/J9hrcvsHXluRdIjE3XmEyT/OwozmVaJr9X4v5jqDoZ5H6WFFcRNr9IYZ/N4SW3gRWXtP3hhgs+ZMNVgUmeUv/NxdcLSbEswKOWymOShxPD244zLfMkxqtIjuX8ZvtPXzQrLuM3DrOl1PytGdWNOy6FKUktqYcYl5K21HajkzLxpNqR6I8F+2Ey82YepcSGkubO7jOyG80/TQQ8oGzWOkhWThKMOY9Bxp2u5ydy5jaBqsC08Mdu10unM2w+aIjcezw2lC8SuinkfYgkC00amEkrfmdJl1BN1P4B4HDYsvItlQh5XlzwJt6BsDrzZzVrmA2qgFYbiUMU+tAv0skKsgrsitDPcl4PhpDGqDRJEvD/GsIRiYPu9FUoxyViGxZ6Ug+6ui95rvzI8mXU1E2Iq+wNxamnmgi3ZEj/a7ETQNx5FGNIV1q8ps4wDdmSHAX2DFbyUIq3VGyoSivGJ8Jh5MvBNqZfbnh+g/k4EqEZOfk8LSqGH8f6ec5yU2FevYY1XTYrccX0p8StXQ05Tc9dtujtw1+VmBWNWqxJjtrD3QAACAASURBVBk/GBY/6CfyDJvWy/r2zUti74ifPMXWAVs70u8v6R8dkJ3vUE0r/V7fv8Q+eyx8TdOLpPuzj4gx4g8nmMYLKhIywsFEJMqtJxaC6iTDZJFe15jrDfHDZ3gXGb2uMOcL4nQ0cCiR+OIMPnhMTIxw3F8/B2PQ+3ti31hu5bCdZWAt6mZFXG8wjx6gr7aMWocvEpLLLf3RGA5SEQZc7uBmSaiED1dpgn3vCWrVYBqLWQtH3+/n+FT2BDXAkUopQpYIRLg3xc0KTOWwmxZVtcSzc3RVUXz2Ef3RCFdYgfme3sNe77AUOaoLciGqDq4XhKaB5QpVlijvYT7Cj1IMyOhlDDFPoe1QxqC6HnfxTu6RroM0ETzRJsJvaEPME0JuZEdvxRSpWy+ZYeNMoLOul46cIFhpLFIRJ1CiRgVumuNyI0VQvf/RIBojZrnFj+S0Yjat4J1aY06O5cTUOOJYcvYlv83hqwplrZBxvYzcZOlgXnW4cSqmVj0Q4WrwxSgkd00r2SQTg88l2UB+fhy6YPyP7yXRcHIoN2DvidN0wEu548fcSEJDYz1IxAdNfhx+v2k9XF6jixTVOuKA8aosBedQRTFkKQWCktwnVbdyHY6O6K1kk7lRJEkc13VJMvccZht244y3mwk283Qf1lgdyVJHmXcs3UggrFZj0sBk1NCmlmaXQpuye6gI5kcPhCsjuwey0OhWFmlbK9ZPpOsoSSSnrEh7ZpksnIkOKB1wE49NAjp3lFnHNG2Y2vauwbP2CYumEG6mTamsp60S2jqh6RL63oiyyXq2qYRUllkn1QPak2p/B791wVJmHV1rCToSB2e/vA/BtHUP2VIUXKoUnqFLQemI+R2uKNOOcd7SO0MboQNIAsYGQkSeAQPBRmIaJGPOiTdFDX05IQOtI1pF2mAJseCqHfN2N8UHzcX5nOQi4eI0RdtAXKfYjb77bKS7RpFdg/Kavh84ilqUYMWVo9k3hE7uLaUQjipqTBJIrMd5g2ssemkFGlOAlWlFlf72cZPelVbjbYQhlLWdq7tAxtt/xzDkiTHwIYPfByNcmPbxruCtORU1q3RbDaKLPqCch7ZHd/J8hzyFMpVk9VuPzjAF2U13R2Dr1IIPxL5HN560C4jPzwi8teuhd0Qf0NMJfWrlzYFYFZRChSBcsLU/Fs9Z8c7ophNyP7V3vkNd96D1kASi7/IQhcuNqLYnTHLhNxJ5HdEoQYliHJKcA9F7zHaA0oyGosAvFqjxCJVY4q7Cr9bo8Vi8fEajB5RHNR1msUP5UiahTtAq7aKIopy7u2/jroK9mRjyxwKtqXaot5ik4lccD7WyQT6rmKd310lFUN3v8EgAXY9uJQlfPpsINyusP5iI5vqHNxIPc30zzLMSS+Au3hGfneJzIRf1raHTKPSbC1SeE3shKlUiDJ8aj7AP7hPbjrBcoecz3DjD5YZ0OKngcvS2RtUtIU9AQ6gqdO8GLw74kRBxKjUiSZzawTfjUeudfLilbCDuhxfYaSlczrYi3Czh/gnhYIJeVajlhv7xEWiFbkT9AaAnE8I4Ry+2+ItL+OmHQqRfrujmx3T7OaaS8ZYoI+7tyYsIernFHc9wI8FFtYvkbyu5Pt++Qo1GxN2O9mcf0Nwbky5b9NWKcDq6+yDMxRKOZ4SjbCCWDcqIoixqeUhBDJx+ucLOZ9A71MkRIbGo+RRWWzieS3TFqsbtFeje487eYJ88gqM9ESIoCBNHkfVcfHNI/uA3PEpu6AvLz3lMXnTMioa6t6TWM0471tsCZj2+shRZz+F4R90nvHOa0Kc0xw4VpZBM9Qo/DrhJxOwM0xew+jiirhXNkWw6ZdYxyVoS7TnOtqyHHLM09ej9GmtlI5qkLftpxci2tMFS+5R1n3OzHuE6gzaRtkkwSSBc5Lguw0896ZXBjSOxVbhGsTr0QuoPG0A67jiabTkuN+wXFW1vCUHjW4EMXSH8g+4Udie8VLNnaA409//PS778nw9Q4548k/v+NpFgnHR0ucBxbSpqMKUiDvA64soo/UGpFLmpRvprxEkP/SiSDZvqzmVsXMZlPWa5K2iqFLOwhDSiKkuwAu25sWwGIXXQa2xlGL/1bIwZhCmKbCE3axhSfdNNZIdCJwFrPX1QZHlPljiqNoVeJNso4afcLKL2OtLMESP0rcXNPMnSoFcCCSoP7VySxfWw+EsyukDz0rqp7syaUckkl91E+kIkstuHAyGtb0UABlsZIaKVHMBilkjz49Caq4YFWlo8PeqLH3C7HeZgXxZWO7T9rmri9y8JbUv64TNxxC+3xLoRXvh4T1p3kVqSeFBKkKZSxK4jXN1gjg8JiRnSRwJqscadX6D/4DMh4H2Aiyvig+M7sZEKCWbTDEKeiFpuCMdjoi1F6RbAFxZ1MJGDd5EQQ8DszfFnb4ltKwfmgzksFsSqRiklIcfDQTMWmWxWo4KQWkzdEt5dobs5YT5B9UGqsbUc6EPXY+Yz/HpLaBqsD/hXZ+hnTwijHF21xF/8K8mf/B4+M/Tj5K78zdQO8hS9qeTao+Rgnybo+UyEA4C53hKSGa406LrHX15inr09/Pc8PKF7diQxL4/voe4do6YTGdEen0o/ApCsGszVGqUMbp5jdIr/4SXm8AC9NyPcLCSu4f4JYT4izkboyYQ4GdEdlYRMWvQ0BvvmGv/8JTx+QChTkTJHQ5iO8GUiTaA+4gtL+sVrwsGEfpbc1VJrbYnTEl2UxNkIY1PCuKQ7yOmPJ/iHBzT3S9r9lDAuRP02TCbmX74mPj4lPr2He7gvAol5QXh8QsxEIFA/neFzQ7bsSb56hekDocjoZ1IdGwqD7iJhWkgMiR9qFiIoJW2FOmriqKD+yQPauRE/TmpxRxPy8x2ml1NScrnBnc7oR4Z048nPdyTfnGHSAjeyNAdyqrJ1wJYT/NEEPx/h56Uo6c4uwRiaj07o5ikhs2L6bJwoY3YVKk0hTahOU8KHNffma/7o2Qt+Mjrj0+wtP8nf8t8cfc1fHH3L+9MrHk+WfD475/nugI+P3tFqw/unl/z56XN6DBe7MffmG+pCQRYgk3TueMsNW4hTR3MEsfSUn654+P4lTz45588Pn/MXe9/y0fgdm5Dztp7z9Xf3wAbCizFMe3bbnJ1L2R9VrPqC/+fl+3x3dUiWOaKCthXFmTYRv03ILq3UMmw03V4k5gHVa/IbxXv/y7/g793HDOnLcZOyXo7YpJZR1nO5nMB5jq41YRTQvWb2jZJI/CgE9O2pbfGTEb6MMPY0Vcrp/hqrI4uu5NfPH5IXHS6YoevF4loLmxSzM4xfK5oHImU2NxLLkq40o7NIu6eYvoDqUcBrzevNnO8vjlhuS4wNeGeY/DalfugkcbzVFPd2TA52fPLgnEdHC7Y6IbwpWPzM0U1g/FJTn4pgRaGojjWji0A31dQnkB1VjIuOrrekqWNXZzTXJWba0+959IMaPwnYccd0UhOipl7msEsGAYn0usSRp59EbKUHsQO0BxE3uZUCa2a/fMv64xm7x+BL4XOKd4qj/+0f2PxXj4RfqCIxUex/1VAf2aHrRkGeiRo0T+j2xEYRE01y00idiVNky47sxRX9xw/RRwf4kz3a0zEYgzEpar1DTcaoJCUcz0QplqX0j/bpHsxx45T89QrjZM3Jv76gP57ixyn27QKVWEFBJiX6xTm6c2AMYb0Wj990hC8tqizR25aYJqTXlaAYWUI3k/R5fzjB5wafGbJvLwiTUtIBMoOuHG4vx5UJJhjUaoOeTeFoX6Czg310kuBen91NJvrBPUGSzi9pPjzBTRK0trIZlAVhVmLeXKHSFHu+BGtEVas1sW2w7z3BH0zg6ACsxs1zsa4cH6KXO/iXL1EPTmUz7SPpN29RxhBHuQwgqSaMM6I1qDRFpxlhbzwo7aRQz00zzMEB5qOHf/3v1cUNajS6g6HS6wr1/Az/+g3WpNiLFcYr+QEjMRpJvYTCpjloRbhZCoQWAmY0Qq8r1NtLwvE+sUxILyuyH65RaYZdN6i2Rz04Rb25QOsEZbSYOXeCQ6oQ0FUnevD5GHOzlcwir8m/fAOFpBr4WS6j+PWS8MNL9PERtnGkX57hjmdDhUAg+cVX6HdLbOMJ790TGXWIJNc77K4XD1Eh+T/JosaXqeSSvV3DaiPtomU6dNN0JOue9Ltz4rgkualIXl2RLXrSXcAu6zuJYShz/EgSacfPNyTrFhIzVFgr0qsatasI09GdYEL7SPf4kJiKBNr0kcnPX6CSRN7n/gQ3sndQpAmKcLpHP0mGSB0oXiyJX/5AqGpi24oM+u01298/pX4g2PvZZk5rU4LRGOWxKqCI5LrnKNmwZyr+YPaSj8tz/mzvOZ+O3zIyLV4ZbBLRQOUSum9meK+FH0giykm6AkFhdpritSXc63g6u+GT8QX30yURxYv2kP/w6lPebSYUk5auk9BHt02x71L6IlKRcrae0387wWvFalPSXpfYq4TsTQIbi+4Grq4eICkD4+cGNxYIbPeH90i3DDXgiu6ew8w7pqOG0vbsXIJfZKQr8eiYVkq6QJEtAC1V2SoqyqtIsy9mz3zeom3kP//whEZbZpOaq28O0d8VpC9SkncWs7Xs/1piY3YPZaElaJmatoqkUozfBkyt2N1T9Fbjvpmgvirpjj2xN5TjlqLomHy64tHJDR8+POfzp6/5vYO3/P7eGQ/yFYXtMUmkOxLRQecsLpX6BDcSlZvPpWQvqaQZtC9kck4ST11nmC9l2g55oBi3pIknz3q0CWx3BfrXE4motyKeGL0eaqOziKk045ci8TZ9HLhBRb6Ao39aU7+/h8+GosJBfVdeRLZ/9hAVxJiZbgPluaObCYpiOvmzkMgi6MZDtFWU0jOlNPbX35O0IsHl9QXGpPQHI6LR2J1DAWaxxb18JXDd/WOByS9u5HlCTuzZZYXa1pAmmC5AlsgmYhXxYIYqS+Lrc1SeE072oBi6sZqOsFxi8xLtFKbpUXWD2dSEl2fE8yvU6QHRCvyff/kW65QouSYl9maH+tVXmHIywGpIMkHVEt5egA/oLIOrBf7Fa1HRdk4QkfmMeDgnjDPC0QwFJMsWc3aFf3cpfzfNCHsTiaaxkgagZlPUbILe3yPsjYQzX8raa6oes+sE6Xkug4TtZE3jn7+AZ4+IpVAAyeUG890Z+u0N6sUbjEnw+xOROje9eC2nExEqXW2wWCOYP4L1qzCoDrJMSPk8RTkjOKXWd34OvOSUxSKTMWoYn3QuhkyskdOA99Ai36MG70pu0XEkF/fe8R1nQmJF0hcjel2jNuLF4GAOxggE1jooJMvHtB5nNW6ckpweYccjegae42RfnMbDl3p8X/TuiZDyt5E4qu2JiRWzapRRNxSSlKp8RFUNHO4T8xS9qgjpVCJnrMY/PBJcdsBeVd0OpGAvY23Xw6wUrPT2tSiFXbW4icQ9xCIhTsfYVU3Ixnd5aSqIHNNnQ+vnwyOZyg7mwvWE3/m88hTVObSLIisN8rpj30nIap6hZlPibHRniAtBHPJvdjNeZgckyjPVNV009NFihnj7RHkS5TA60EdLc2umAVzUaAX93KMrDcqIR8aKx0Y5Icp9EdFB1E0BRRsS+mhYu4LEegm8bBKiH7gxr3CjgE28ZKZ1Am+pXhOjdPH0pYf3OrLsR/wZIHgxl24fGKLXrCYG3WiKd5p2P+ImnmzW8GB/xVGxpXHyfvzc0btESgQVxAQIA1+TM0Sri9xWsrEUXWspbM+HD96RWce6zQVK9NCPZWOJCjaPNbYWU6jcA3EImRSuw+XSG6SitHO6ItLNI+NZzclky9PxDVNbY7XcQ4ny5LonG3w2/dBOlWpPmfS0vQUtnirlFT6LhEzIcV8M3TIqEqOi3mYkuSMC7X4gZgGtI31vCEFjTCAEha8s3TwQi6GErh0Mq4nAk1FBP5H6AOXlvRDkH121KFcMJmaFGwFKrpEejLI/ZgUObZpKUhfstr+zFqgo0TV9LhXqylvS0yNCmYmg6JOn9KMEVxhJUa97CEGe7SxDHewJstI42ZwQH2Cc5MLddB2qHSDzrkf1npCUd5mN+slDwjjDj1MIYGMUH8uwjuikEw+hUj+uiUEIdt0H8bB0/Z0/xlSSIWlOjkUBv2sI5CgTYPDTqDSVte8uwFhjjg4IyxVqNiUYAyHK+uwjetPgr4QKUWWB2laoxILVYDUhF78hLhAHREnfeSUz8dCEIOsXgHPEzQ5mY+zTx/hbbqpxxNUav17/+PBFyYWMUWLO1FiMsVEJJ2XRWtQFICaoiGi5y1xky8ZI6dOAVcqmA7oN6KqRTDWQF6gNej6Txdso4dRbh/Lt8GbEcR/yH82KoRBdtrnZEa0hjDPwkfjqDb6RD9KWBaGUaUpXnQSGgnAx2QQ3TlDzHGsHB75WuFmBrXp0b/CFwc1LkmFjUb1H1V7w3K4HowfdunBFIbNCDnfi/I1PH8gF+/p79PwTeX2ZcEim9sTEgDHCXbUdoWmEy2oa4v19dOux2+6OWFTfvoTff19CQnMLLkd98R169jFukggm7AIuHyqiI3fcEeNsIII9ZtcLbmo1qmoxbYErZdyNgxJQpakIB8oct1eIACEqfFQo4PnVPonx7FzGQbq9S3vetztmpmLfbhkNGw6AH9IVQ1S03krH0ahHL3N0rehyL058p9CdIl0pmsNIcJrOS35WFVJu3Ih37ZjcOjZAv8pkMoqyScXCk6ZSbuadIWYR3Sj8KGJKR5Z3HE3Ea3PLjWgV6YNh26V3qcttluBaS+NT/NSRTDvm45rH4wX7yY6zZj7cYw5fSgaWCnJa1+3g6UjFGxIaWRAZFtKwSShtx3G+pQ+GXZ/KhpRCP46EUh7ijqFCt5GNnsFUqYIIKFym7qwAR78MnP13kr22X9Y8m1zxrLhiz8rB61bWbYYmsCYmtMjCmQxqO6MjSom0WHqTZLoBeR8+H14DYN9k9PdBJ4E4cSgrPSt9neBMxCYiL9dri594dOHu4nhsIxE6t+/J52AufzSuyqYjcl3b+KFeRKqho5FNL1vEHwUEVoyRt0ZO7SLJuw3h4Zw4uP+xir4Q06h2Cr8nh9aQaPpJcpdbZjYtqmlRu5pwNMfszQnTkjA4/+PtYnp5gypPUc4TqhqdpnLo3ewgBnSeiocw0cS9kpAYKSoDTGMhDKKJrkNtIW53wqF6TwyD0bRqMEUiAqwwHLp7j15siNsdnB7J5/HuCn0ivLJqxDiussFAOoiB0AomI3SIsg4OMu/bgzzXCzlkTiaoPMO9fI3NUkKZC0WQWZSWpzjkopJTtQQsxzxBVcNanSaYvT1CVRGXK8zeFH8o5nrVOdSuxt3y+7+z2aht9aOhdVyIks0KfaD+Wv1PUf3J7+FLS/Lb16gyxx+KeShYjS9l40hvhK+Jqw3x8am86D5IzMz1DrWr8SdCUKu6F6erNaj1Tj6IIsc9f4n+yScSebDYQO9wjw6JRmO2LVFr+v0c3QXSswXu++ciAPjgMX6cSQz/N69Q0wn9kyOIkW6WykgdI9lVR/riivrTU9JFi15sCbOS9qhEd4Fk1Qwb25a4XMO9I6IWxUg/y8U/9M1r1HhE/cGRxJtvpWr1bpFRQtj7XKoBylcb9HIroyqg6o744jXq2eNhnFeY//TP6J9+gh8J52MaL50TbihWm1lRxzQyzvsioZuntDNNupW48ZBosmupYdBNT3NvjN3JBpDcVPhpTn2S43Lpyyh/8ZxYVYTdDvvgPu7sDfX/8KdUR4blXzbsz7dMspbeGzpvuHi5jx71ZEVPkXWs1iOmk4pPDt7xbHTFzFYYIm+7GX93/j4X53NQEZMGccxXkh5MGtBrS3apBcdvFMFG+nng5P0rnkwXuKB5V004u5yjLjKypxvqbYa6SdGdImSRuNdxfLSm95rNvx3AezuyzPH+/jUfTy84SdZoFah8RhsteoD/fndB1sS7srQ+GjSR++mCR8k1B7riOpT87fIP+Xp9zNdvThiNGvZHIgld1TnLF3PsThNsJBx16CQQOkN0Cls65tOK//Hxr/isOGMXMv6Pm8/5+x+e4a8zCIrktCJNHXWdol4VpEtF93sVadZTXZeyYC8sz/73LWd/NZGCsYtI9Tdr/uLR9/y76Xd8kr6l1D3LkHPuZiz9iJetTKIBxS9unuCDphuqFd5dTZnPdzRdQvtqjKkHBdVtz7yBkEbiYcfhwYbcyj10fjMlSZ1MvF+NxTMVYfqNZvWnDUnuSFNH2yT0uwSVBmI1tMg6RXZtUD1kS9kkusmQO1ZBshH/Vb7wLD+w1MeSgbb/20i69hR/9yU8e8j1H8yHDQzaqaa4DozOW7ppQvF6h95UdI/2WD3Nhhr7wZezCGQ3Pav3MlwhPrviJjB6sSUmhvYgoxuLui1beop/+p72p09xpXihTB0oXm/wv/lKDJN9hz09Ie5NBa1oWvzDI8zliva9IxFO5INabtVjVg2hHHpjdu2dDcQ+eki4vkFPJ8QDifEKQ+xU8m6DWm9FqZWld2tuNApddejVDr8/yMA1spEohR+ld4kjdtuh1zXx7Jz42TOpRTnfoBZrwsm+LPBtPyg25KDUHhZkNy3mfIG7t4fqA3pbE56/Rn/0Hs2DiTQmLzrU//cr7OmJ9NgczwSaXFZwdoHf7rCPH+Cev5RDy9PHcmC4XqAP92Vj/9UXmA/eI5YZoUylYsCcL1D7Ezjex/3mK/TNhLDZYEYjbFkS7x3Im2071HSM//WXgiN+9BSzEzlhLMWJqy9u7ggsPRqhjg6IVS0X/8F93L99KW988PHwD79GKYX69EPQkew/fyuwldHYhw/AaMLXzzFJgioL/HqN0QqzmhAzQ/FKUgzUeoc/mtM/PhSdfdUN0Jum+P4Grhf46xvZrduWUFUYIG426PmM5MmpjNc+EIuM/PmN5ItdXmP35zJiXlyi5jPiriY8PMbNM1TV4l68wvII/+YCNR2jHt6TGyuVmyf89c9ks1KKZNWh/v5XmD//qag8rGDGdudJVo2cuoy+M0WZJpCsW7mJQyRMcvqDEtMFSXCN0O+LD8juvCRTtx7mE8Ll5XB8Nag//Hw4PYJfJVx2U65XCbNnCzE03hj2/l/Du/86oabEbAwrm/Hz7/f4++xD8reWbi+QPNjRLnOmv0nopzD/OjB5UXH+ZxnRQnU/cJtLpoJi9DbSzhXBaq5+dcz53j6YiL1JiMcdYSwnw9m8Yuk1cWPJ32k6l9LOLbsqoz/teHa45OPZOx5mC3LdU4WUN+2c3y5OaZycUo9HWzTiis9NzyRp2U927CUVY9Mw0Q1zUw3NlrIIv59fctOVVEcpuy6lcRYzVESbg5Y+SwQ2AoLTxFaDiSgduFmM2D7I6KLBEDjJNkwnFTe1Ra8s4fmI9nGFMYF+HGiNQquINYFiv6Ze58Qk8uYvJxz/suPdH6Vc/2HgMO84SHZMdMM65HzdnfB/LT7jF6+fYEyg6wzWBrLE0XQJ4eux+HUuNfGDjsW7iWz8WcBuDff+wVEfiHFw+0jT7gNvMtx8h0kDjbOMSjnRVo3BP6tJrcc5w8pkRKfJs54IuM5Ar4m9pnxpsQ24HIp3kcmZE9HDsmfzOCfdBvK//Ufav/kTXC4RPspL6rPpxASe3bT0f/wh3UzSSUIiE47pxEjcjy3ZTUf85W9QTx/jckO2CUy+3bD+aIpPZbPoZpZsE0h3AsWlS0f85Zeon32G8pBU4ceIqIcn5F+c0X10j6gknkrdrASZGY/ATERltlyhTo6Is4nUoczHpK8XhOevsMagPnxvINRlowmJhlGGWcn9GC6vBL5uO/xvvsLeO0Wd7IvNo+2IIUDd4M8vsP4BYbHEHO7jTubEbC68ybc/YA4P8FfX2NMT1N5UIPLESkbl1Y1kqa0qkjaRKW+xRE+HAsvrNVhJEgmpIT/fiUrPaPjHf5Uh3Vr0ZAKv3mKnudQlKIX+/U/hZgPOY747u4MaY4zYeyfgA/bRQ7mmqw1+sZB1fzyCSYH5/GPiD6LI5fJSNhv6fsDxvOxkWYqeTYl9L9ryWnDIOBmB0SJrbhrUYivYnvfEpoU0IU5KzN6eaMLTVC5KnosxynvM3h6xbQnrLcQgCg/n5AJOS8n+8oF4vSAeH0ihWttC02BHJWY6BWNQvZOfeb2EGIjWotteiLDbL+/vpqzoPWY6lQuiDTrP5e85J/isF65GH+0Lj3N1A2WBShMZjbse5jPJUitz8c1E8HsjzEfvg/Mi/ZuNiWWGahwmk7oDgKAV+CC+HGsJRt9JkSWzzAtGXKbopifbdXenDF11cLWUkNPUiCk23J505EbHBUiteAcAtdlhnzwSHX3Xi97/Vq7daEIeUEctasDuo4ZuqtCVFsiqB7uW6UR3RgIsM0W7S8W8OZVTZUhg+eGI/CayfSiiAN3/zv/7GCnRAkylMFuDHwUJpswc4/2GMu1ZNxlKCx8TrSa7kZ6U946vKWzP49ENU9vQR0PvDW/aGWfVnE2bstnlGCOSYR8U3VAQt1fWLLKSo3zLPKmY2ZomJjQhYWJqdiFj5Qu2fca6yaialBgV6SBbDl6hmuFUmIlBxOwEwmHcMZ2KRyhETTdUS8eooB2qCEpPOsS+RCOkuTXDpNVZ6GVa1i1sHiQEAzEPd7LwTcjZhZSX3SFXzZiutUQnC30c9YSgaLcZaUSCT+dC3EclZtTbTpnVkwTtI3EkgaJRgy8CZvD0bJvsDorstik682SpyOObxKN1QKso16eXe1Y3+m5SUkFIbd1JvQZRmm2jkRNvG6UALV32rB//CKFrB6r1+FmKbiPWxjunu+kY0sqdwNs/+5xmnhMyRbLx1PdGAqX1EkDZTxJJIVBSra5iHDyATnqnBqtDSI34bKZjsTT0Hr3aEd3gmRogK53nkCTCvVwv4ORQ4Gqt0Xt7snYAZtej216sGAOyE6cjzG4GIYrRfS6m3NjJR1YUQwAAIABJREFUxBLThFhkKB9wl0OI8a4Sn8xIaAVV96i2Fwn3kDMZ1hu0UsQg+Y4xTVDjEeHyWjyRAEd7qCcPxctj1DAEBFTnsJtGILqqEe56mOJUlgnHkmcSwhwjZlWLzHxvLDlxSsk+MZtC34ul4tFD8ezEiBqVqKoSkZgW9WZMNPpUfI42TQS5jV6mE7yXsLgslZKggYhXVYPqerlIiZH/l2X4d5fExYpYNYTlSi5InqJG4n1RZSFvKkvFiBSjkNWjEbHviM6h9/bkYg4mzNuL7ddC5sfEom7xSmNQk8Fs1TsZVxcL/HIlWvxOJhrVODFS3W5IQR5wNZ0MR5sgG4MaFhL/Y5J0LFLoevx6TaxqMeM1LWG7IxaZ9OWMBiVKjFIROy1E+pdnxHIwa7WdqDpaiZQhiNFT1R26LO/MmrdVAup30qxV3RF/eCWTTKJl893txDyWGVTdYxY7mUiHpOl4WyLFYDpLEslFm8soHuxQHOV/7IbPi+4uAysaIWxtrcCLqmj2nWwK6VJ6UexWoVfJnXFTefCJZF+N33QiPoDBGBkJaaSfefzEE5KI9uJbUU74iTRzHI12TLNGFmkVRf6cRIrLSGIC90cr3h9f8iBbMjENbbAsXMm36yNeLudUTYa7LGjWGdc3Y27O5jRfz3A/3+PFq0O+enfMt+tDvtse8kN1yPf1EV8193jeHXHRz1n0JauuYFtltKuc/l3Bbp3TNAmhN9hKk2w0emewK0O60NjdcP1S2dg9moCm9sIVqV6DjajcD5s5oCOYiNZRNBCdBFwS5RQvXSugkkBh5ecufckP7TFf7465qkaEymIuUuyNxbWGrklQGyHPs+Wwgew0utWMXmupS9ZSzCYlggqf3pqMJWXBqjCIARTOGfR6EBtYT572TMqGMpMiNdeJdBwtfNZtIdpt154KkeTNQqBeFwlG4U5F0KL7SPJimLTjj98v+VwigjHtwHE4+W/TROxCNvT2sJC+pkSRbB39WLgd7SJ23WC6MPw9Ec2AnLBV02MvN6Svb0hf36CHGJiYJ+h1jT6/xr14Ld+fJqC0IC2zqaxL3t95WoQ7ET5bFcWwKO/Eb/P6TJCRIOGaHB1AJusEIUp+464iXFxKnE1q5aA+cD5hs4EslT+Hu3VLTSdgLTrPCVWFO7+AtpX1bpAbh90Of3mJvxQFmnSEiXKP9EcOmHfXEr7pHNEa9O3Gdru+pgm6cehtB2/fSZBnnhCyRIycSSI8UVkM67GEkUYnggtzeIAeOHiilLvFIiNmCXE2xpqPPyCUGcp7wm9/wHz8gSzORuOOZ5htS/juhZiLPnpfLswkRwNGKdmkEgtPTmjnGaYPxF+eof/gM9q55POkQHh9hp3KeGqfPMKOn8gHU+bw9JTuVjSgQXU5ZlIQhlpSM/sU3fYErcWB++0VZjKGgzm2LIRfOpiieo//zVeYQ1FrmMMDGBX4SYlOrBQDff4xUakhVdljy4LYtvRjieFP3mzvYCd1uSSs1sRP3xNDayMREDHRmP/4z8S//CNZVDML0wKtFP2B8EPqN9+hjw5RVYZab9EPj+4+oPD+I7qZqN/yswpdtXT3pzTHBelSTgb9n33C7t5QkVsckLy/h8+lRjoZW7KbHLus0Z1n+dGIbjKo2B5Z6W15/FB6PW6yu0Tr0ReXKHfI+lmCyR37o4pxKu78d/mI6sGgLjKRfqqoDzUn/+RYP7L4VFRlYeowuaPPLFEPXBZw8ccZ3SzgR4GQSt98f+DI/3+u3uRJsiS/7/v48vZYc6+tu6qne3oGwyFgA0AmgBwjTaLBpBNOuutPmX9Dd110oU6S8UCaJJNJpACOATM9S09XL7XnGhnri7e6uw6/l9ED5qmqsjIy4kU8d/9911mNMZ66iqkzi4o86TcJzQ8rfnR8x+eTa3qvWdaZJAin0PaaxQn85WTJv5y+5Hl8S+kT/v36J/wfbz/js2NZtMptKpvUuBcn/N6KqTT37Oee+DKibjWvr3NemYDdGFzuyR7vuJhumcYVZZfw7asz6DSTryz784DeJAK5xIForbC1qLpMEyiuet79G8U47bi5m9CcWQyeMiTc1iPqJiK62BMGo2TTWLqdTIMhEqWX1R5l5WTsE4+LDZM3jupc+KBY99y2Y75YP+Z6P6buLMvlSNR4JuByj9pEhNQx+mhD01h2zwxhb1FbjTKw+awXLuXeEO0CfS6NncHI74yWhvSTnvN8w2m249XmiLu/O8f8sCRLO9peFiBrHG1vKPcJvpUo+4cU5slrR3mhqc4U+3OF7mOCPiW53tGnBc1EUc8LTCMwlv3oRKaqVBSvXa5pj3O6XE7C3iLZZ0M1e30a40YJ/SiifBThEiRd/OOUrlCH3MHuOMfse6qPM/p0mGBsDH/6gviLVwejun32VOqRxzF27XF/+Fr+/ekT/PGEEF+gPywO6cXq3TVhXKBPfiQdOInFlHIg7mcZdl3LYbuq0H/6Y1lcf/lb/F/9KX6eYicZZjqCmwWhaWQSms8J41wM65HB7s9FWZYmIlVebPBPjqRO2heCZNxuJdVlWMTV0Rw/ySUiZrsFbTCjAs6OcdMM1Q11Kx/NIaToLhqmuWe41OKfTYl2Hfr9laBU251sqHcLgdNePMF/9pEoXMseH1v8rMDcOVQnxZA8mdP5IDaPqpGNeDZGZQlUjaj8kgju1zAu8OMc8+nZz3+h7zeEd5foz16IjO79FWx26CSViWa1xj7/SE4idSsyxfdXojg4P8KPs8PY5BJDeP5IjJmtJ7orCZFBHx+JJn27k1SB+UzEBvcriUtwHv0PfyAKMsn4X/0eU7eYKJUL/OaScHmLGo/Q4xH9d6/lZ70/TDvBavRkguodejrFn0yFtLtd4t68w2Q57Ep079BVC8st4eKYcDzF1D12sZNCozQWhVoaoyZjiZAIAbPciVzVedznYkSLVuJhMVdLwjjDjWKBE9Z7VJaKf8YY/BdfwocbTCF/72fJIAk00jWRaEwXSL+6ws9GNMepVD8Mk0+8c0OhUyBY6MaWbp5QH8ffh4s2Q0e7A9tCtJMYovibS8I4p/p4StCK+sTQac16leMzjzWevbdk38WCJ3cK7RTFe2gnmunrnmQXaKZGWiFtILQGvdcSg3IrhC8IxGRaRf5eekt6KzCT28qCiwb1pOLZ2YqfTC+Z2oqrZsrbzZz9IsftI0gdKgo8P1nwUXaPBr5uz/n1+il32xHvb+es9xkhKPLfpoTOMP5dRDtWpDeGvggUbyx9DsVbQzcGs9f4xzXRpCVPWy5vZlwtZ6zrjLCL0I3kikV7MXKaWpR0j/+fPekqkN30zP7xjqh0rD7P6AvP6dGWNOq57Sd8aOfc1iNubmb4TYzrNd0qRV8lnP69JlloulTTeEPdxCgdUKUluTeUL3o2Pwy4IqDznlWT8eXlBZcfjmm/GjP+Dxm7U0NIPNFZTTGvmJ9vmc72RNYRlKJtLZSWaC0QHkiZnHLiGVJDbEx6J36j7rjHxwGnDHUfUXYx9UQmguq24Oh/y9htC5rXI7Zdil5EhCAermhtiDeKZqpp50oSBIYiuOJDRTdPqY4tpofRh46o9KSLFuUD1Vl0UPyZFsbfltgWqlNR1OXXAoW3M+Ez26kU/rlYEZeB2f/8/9H89Kl41Hae4l2FSyzdTFJIZr9ZSXlXqsAoTJRhrRgiaVsYvHR8/eaQfOK3O9TJMURG4qp8QFetkOx5gr68w5SNTC5G4yYppmzxv/kDOstQUYRGCfLy5BzdOaLrDUpp1L6WiQOxhei52Dh01aF6h9Iamha33gzKWIMOCu0FoTgQ+OsNOs/R0wkqighvPuCvboS+CEGGgelUYMHdXh5HGeFftCa6WkvEVRxhq176vEYFIc9QoxyTpPhyT2hq9FQKIPVqB3dL/HdvMHlBGOqjlUcgss5J2sCHa/z1jSQ6KIVf3ONu7wS63VeExVJ6hPzL79CzKWpUyIgFQqx3ogEnBMneAfHDOCew2ukxIYkHGVwt+UV+RJiKLFmFgNnWcHmLzjPCbEyYT7BxdIifQCtC04gb1/shSlyhmg776IL+8gpzcoRqFW6zE816J94ec35GWG8IfU9YbXDrDeYHHwPQ39xhnz2W0dF5/GYr6pI0FuwxstJx8Udae7Xc4JYrdJbKKH16JFCd9xgnuvNQZCK/Xu9h/DAie1yW0H96flCs2cUOrBUhwaO5NJ7azwlW0+UxIZbNQXuJTH+YDuyugzgS1/JeKmKbIylNklwphW0dvRF5c7Jo2D9OiUpPVHrpzBnUcqb1xLelpLXOJ/K89lKP+5Ch5bLAvk7QWUOSdeyf28OpNb611KfyepZ5hGmEvMUrfKcxa0OyVMOpNUiR2UQWad1JJXO0UXTE9JlABSrvsbH8+TzfMrE1tY+4rsesrsYie/YKSotuFLtOOJXGR3xXnfJqOaf5UBASj53JSS/+FwvGUY/+WcD2lurjiKgz7CcR+i4iu4PdDwLqvOLRfMtZvqX1luViTKgMfWXEiFgrmrkXiGyIVDF7xd1P5bOvHZSPz+XaddB1htUu51t1QhbJonW3K1ClIdpqgpKSMluJKGP0wbH92KB6DbXCTwIUjkaHwWAzmID3lnoVoyuZYkytpBOHQDRpmI4q8khgrbq37KqEtokIq5j4fvhcDa2gD3DfIRRTyXuk+oDeGXZpRtNETEcV9+sCa6XGW9ea1WdDL9Xgg3Ej6TayW324Ri6T/hqQA05231OfpTRTg0ukqE53QQ5yy70Q1v0gifYQleH7PMNWYmuq04jR2wo1smK2XLRUZzG2DrhY0fz3f0G8kWqOoIWDiTYNfZ5j955+ng0bmRTU6aYnbHZwPCOczg7VIHo8wpflYVoAsVVwdSs8yN09OktwUUw4P4Leywm+6yV70fvvp4LNBrXfY05PYLBlhJ3EuaC/55BVHBN2Jf7qBj0qhKueTb8PxUwTkTpf30kCSJoebClmNsWt1mhjhOd+6LX5o6+wkYT7fnGPOTnBtB1qNoIhagvvsfelTBt9j5pP8fOYoCO085jJSCC/rXDUoW5QaYL5/FP8KEE1Dt5fY8Yj9KQQbubmTjifvSQWhOkINSkwTjLtwocrQt/j7u6w4YHgyXPCkDiq8gwqJblBUSQvTivhIoCw28GjM3waCzn2YGbs3KHZTj6oHr/dotoWNRtL051Sg2GqB20Ey1SSTqCyTPDWphORQpqKlLrrD9gmetBsjwvUQO6HqpLvhyBlPpGVzazr5eezP8IZIwnefAixBFBVI1go4H2A4DFzyR8LXSd5RHlGGCY44LBBBGNwicYnemgIdLJJD6GfPpGMpDAfNuyhIVC3fmjD05K3NvRY+HEm6bidx64bXFLgMn24uR54HuXD4VpHe0/+ag3Xd6hRgTuayKHgcoEaF+KFch6z7+kzc1DloKGtLT5tyJIWP5fIeIDWK7qJeGXMXpHeywkWE8DJqTneyE1qGy9k+sD16FZIaFsOjn0PPvOSLJy1RMZxEpekuqPpLbs2IbmKaM6FXNaVJr1T1M6ycyk74Koas1vlRFtFN+s5muxJbc9JtiM1PVp5ahfROkvZxzS9ZTnNWD6JmOYN5+Mtz4oVR3HJTTMWGfPWysk/9QSlCYlIm1EiD1Y99Lk6bMAifJBTfOg1TRVx60coFQYXfoyptCQD7CTt2CVCohdf3sFfnR8W5hCUJC57wEvqMgooNbPfyvtdPpHQ1PWnipD1ZGkngaLG0fSWppMw1FAbST+4U5K+HUB1stj3mbzP0iUjRW26V9gS2szS1oY+ayAooshJkKmCZu4l5sbJZhVij+okyw0GKEwd6Bf5HOwd9VFEl0nlcmjFvGrXQ1Fh9Ef3nB9EBNFweh+4xy7X9Hl0+IzqzkmH1tZRnUS0Y0O67LFVkNioSGNKyUgzjZdoIaSh9SE3TYHAdKnwF0H7Aw8iIZwjyUVrHP5+idFG1Kq9+A5lvfDodhDf7GtJoB/lMMBboWmkjXPIYgtNI/dplmKOj2QCMYZQVYSuxS2HAsbJ+MAdMxD13xsl15jZFPUQtjnw4qFpCf3wXJKE0AzemKoWgj4E4XjrWgrZnJMBwhjxxwyTlp2MhIKINCqNUFGMMlqEYcMGTJpIJFeksXUvG2tVo5sGjmZyMJ+OMUbgxTAkowSjxGOTZXKNQsCiDSrPcWdTzLIUEuvZGbpscL9/KXK9PMOPMlwWoW+EkNfPn9DNU+xOoyPJSvNWk7xZEq5uCZ9/THdaEPGJbEb7GtIRbpxgFgLNqemE8OhYTiNdgjUaVlv8rpTf+Wc/lDrqhZxAzKcv6E/GeKsxsUVHVj5I92uoa/w4Fxhr9EPC/Q738lv4r36KPxtjlxXq3SXh8TlulPDQxKnqHnqHslZOJtYS0hg/iBpUY2B4U9TlAv/RGc3zI/qRBB36KKcrBiMaciJuPzqRrppiKFTqAt1YstTidYdLNOn7taTJGk35JxfkXy/Yf3ZMOElxqUBnfWbJX96x+otz2pGkOHe5eHKUV7SjQjq+9w73u6/kAxRFmKuFiBo+eXzQ5+u6w//6S8zf/AV9HnATB9YTv8zgL0ueTDbEs/6Qrrw/i9l3MZs6YbUqsPuU9rQnmdY0mwRvA/WxIl0Eoo1j9zQ+qN3sXq6DbiAqwe41zbGiAx49vuXHsyuep3eHThkfFO3zWngNDKaF9E4+7HsXU7mY6/2Y8WyPnpc8mmz46ewDT+Mlie6IVY/G49EHU2odIpoh7UArz7ld81F0j0PxRf2Ml8enfHAzorSjyBq0QqaEuiBEgWACPZpoJ5OFywOqg2g31FI/kNwqHMzdWntw4BMIe0g2jv2p+I+kViLAuMMc99CbwwYw+2XE6i+li0J3itN/KLn6r0f0Y0c0b7Bxz2naMk1rNIFNm7CrE8ptSvJtio/l+Rx92XL95zEuC0Q7UUv2I8khc6lw+904ULyXzfDuSFFc7Dgb7fhkvmDdZrxdzFBnwrPBcH7Tgb6zqKWlz4MU6WkwO1ENtrOAj2H3eJhAMknJltDciOjf/wH/L/9MJvtCTLLiVRETZ7Ks0V0s7aUjhUtjop1svtWPC2wzkM1DukA7MZITuHe0U0s3Gh1EAcGIEGLyf3/H7q+eUz/KycIj4XoTSVb2sSGUe9Szx4RpTjuK6TOJk4nNj3C/+j32+UfiVV2VuOMRwVpCMpZU+tshY2yUoDnCgKwb+wrKCuYTyFJRov3wB6Jk++Y1KrL4YcMysynqaC4xNk8u5GCbS5KBvTg/HH7dStYJ8+wx9sXHEALu3Qd5Y5RCJwnq0Tn9m/fS7TXwU6ooJBLndiE2ls8/pTsdEWmxYDxMc3hP0AY3ToluNOF4JhOcNSKZLhKao6HldycfdJUm+PUWnl3QP34x3AgnYnlY1dB7+lmOygNWn8MgiTafzf/6F2G7g/Nj6W2ZDt3bt6uDFE+1A7xTxLjjCerilH6SyPR/s5XemJOx7OTaoG2EGw++m7IR1cKuRGmLWZe4b1/JTu8DzCf4LBLzaGSHiImA0pqQZfgiIkQWO5kJpLXZo7zC3K5w377GpJmMn4/OcJMUn0g3Dt+8gT/7Ef1ESo6imw3u6lqct9++k+6Jb17D/QpdFPjNBj5+CkmE+/Jr+PiRaNZ//zVmMoYkGmA3TfT1B3RSiOrLgGkC49/dYTuNCkrqWRG8WQHZZYWPLdGuJ7paYytP82RMdzGheTyWhIDTgm5scKli9sWSfpzQTgzVsxFBw/S7GtME8uuGZNWjvSbeODmVeEj2Hr/bidLv4hj3+EhG8Zu1ZLtFEWYypnk0ZvdUEyzYtaV93KEiz7ZJaYPFBQMoMtsxihtmacV0XKGf1oynEsbYbFLihRlURgqFZvaypC9ifCTy2j6HbiJJw8rJlNM96ZhOKkZRy6Ib8bvtI16Xx7xfTLHfZpidKLSShWL3HMKsZ9NnODRvl3OOR3v+1eOv+dfzP/BxckcbLFfdjLt+TOUT9j6hDhEBRaQcc1vyNF7yWXLND6IFp6bGKsfap/yufEwwcDHdkkU9AUXrLG0wJNcWUwnfkd6K6sonskBmdwjcV2tcCsWk5mRcElnHvo5R9zGjt9AcKZqZPmR51ccx9Skw7vGt5fzfxbgupo8V9bMeVRmS64j0XrH45xH7p474uGaUS2tm00Xcbwpur2e0X49J/jFDVQJ7RjvZpNrCDMozmSzRClspRm+HmJexqA1dCrvnAX3WMBvLhKiVpEJs6hSlAt4Zum0MBlxn8NuIECFVA15hSiNTYSxTSnqvmH/VSJR+kFK0h6oB9ewRpg8kX19TfjodDlMwfiuTg48tyb/7z/gfPJVk6ACjSyeCmFhqspONI10KZxLtnMDIy0bCea2ieLWhepRL7bSF9tmcqBzSEGYJ7Ul2mKZcZtBFIcWKSXSIpzJDgoo+OxkaPEXR6r/4AxEWvn0nPMS4QG1LdB9gucIt7lEvnuE+OsUfjTGLDf72Tg6vY0k4MB5BYYZJyMxm+NuF3JvjEViL+/YVfrXG70r++MtMRoLSVDXh4hh1dowej9HO48u92FQ+eYyfj1Fnx6gn5/iTiaA8dYd++gh3VEgP2DiBR2fo0xOILfr1lWQrFgl+NjrIpJXzoqyNDXborNHLHbrIZaJ5fEqIhQ/SLhBdb+U6Oun3sndboVGUQp+fYsZjzKdP/9tfqKOZxHS3DlX36LKGfSWSuDgSGCuOUNZIH7YxBK2x2xb19mrAGpPBhNgTclFamH2HXqxF/mwMal9J/EvdHKR8Js1QaKJ1Q0gjIeSUwX+4FolwHIk35fdfo5SGahgNlcKvN/jNFqU0/vJaElK1lhecCASH1oPEUqHbTp6ntYcMoNB1IpF89piQDSfh2QxXyPRj44yw2QpXNBvJCenqFmtitLEk79YYhxByvcdsW/jtS0ySEYpU3uDUSiHTu+VQdLQiHI1pp9K1nty3+ETTFVrC/6II1QdsM5xeHISh8gGj0L0nebfC7ruhD11hnUyF9A5tLKSJFDzdr4R/Q2DFMC3YPYnEUe6EW+n2Me0iY9skLLcFyypj3aXsuoTGRfTeyPTRW8oqwZcR0VqTLSR/a/JKOtK1V1K41MiCI3lfajB4QjMHFweWXcb73Yx3yxmL1YjgNXprsXtZNKO98AFVrqiDYdum/PnFO/58/oafZO/JdMf77oi/27zg18snvNyc8l15wnU74berx9x0Y77bn7D1OWuf4zA0GFY+5daNed8dsXY5pYtZVxnrKmOzy6jXKXprMY0WqKmSOmNbcQiWDEZ4GIVCdRo369EmsKtT6kU+hIIq4o285uxe4KigZAPyhQMUTW6JSnXIYrM7zfQbgdjaI/BTh4mlOXS/ynA3GaxikluBspKNSMnjdSBeD/xIL14occUrolJ4kemrlvrYCndTCzHfTQNq3BM0fLiaiyeqEtGF95puExMtLXpjpe9mP6QytIp4ZUhWCpDfpXuISkW6cGA06V0rh6FtIFuIPjratKjLW6rPzyR9w8lzTtY90bbF5AUqSg6coulFmRZVAdPJ9Ucp7N6RXpeYLtCPYoGVjaKbJdg6DIinIlt0xHcVdi99M7qVTpl+JIkopurhzSUajdl30nq7rdFlI/YN973sTmuDUqCmYyHUu56w3kLXHZRu+vRYDrZWY5wi3K8lEXo6gSFg011do6IYXeS4+3vhm32AqhJ05UFG/F98PXTWqDwT24VWqKaXaKyylGT9LBXh07A+A+haRAjkqcRbfftBph+jMJsKtRBxFkph7jZoZdC7iv6716LmTTPhsz/coJuO/upGBFl1gypyzKqU+8AFqYtBgTXozV4EXPtKhGZRhJ+NJBstGCMYf9XKRd5XghIkseBv3eA47b3I7SKpRNZNh69qTJGjqg7di4nKp4NIoHPfXzylxKtSVShrUaMCM5BfqqzlDTzKRf8dWUIvF0o/hMb1PWG/F4mgF+Jf5/mAUcr39b6RwqQH3X/doY3B56JUUVkG1ooRyXl0luIGvNMPPT226sRrM4SN+jxFOyd5b5FBlcODN60UJd2vDrJqFYRE7Pse1fXodiAyDULStR1kiYgUXBAT31A1660SdVoQLFwHhgKihwA+MX/6SMuCttrKuP4AHRQJ0dFcxmMthj7twhAGOHiohsIo5VNZOBUHk+f8d4rySTwEKkZspxF13pFl0j0P0PRm8FoIpKFbIc7tssJNEuzeYVqRXgcNajTcrMNkoGtNVcXs9wl9ZVHD6TgctUPW1XBzdQL9BMCowCyr+NHokk/iW2amZOFGLPuC9+WM93cznNMEr8hHDeU6ZTnP6J1mP4/ZZAmawN4nRKqnC5b7ISjMB8WuTHGdJlQWvdfiM1JBpM6t8GHeKOKt8DfeiA+EoCSbyyspTKsjTDkYeK10xjzwJ94IrKge3kfj6QtPcm+GwFclCr7bjv2pFaOk8QQv3hazsoxfSRHVg4yZwAFWUmHwPA3Tl+oH4cZWDiwu1rKpGfmZqBTY7cFbo0pL3Vna1mLt4EmrZdGPtgP/YsLwngvfYxp5nT6S5/9QLeGt8InRrj+Yj9u5rAcPgpyHr2A4QNkhTzBVj2kiQvogg5YAW5do+vwhX86JrNYawkTgHeUHI6d/uPHFYKqcQ7VB/jzAyX0hC3GwGl83qK6D3U7WhkRM6GhQZSvZid4LaV/XMqXEkRDfIUDdfP9aBp5CoFF9EAaorieoVGApEG+LtTCUGKvI4uta4vJGwkP/lxuOiiKREWvJVsQMCfwD740ePgOdiLcwmqDi74VYDLz0conqH0Mk/hiaBqIZ9OIl0kX2PbwGMol5L1BeUotAK7LCMSl1eGwAnBd/YBLJGp7nkhwAhCSWA7dqhsC3tqN/9ebg6LcfP8Mdj9G7Bne3QD1/JMbD1UYWV6NlGioykeWBEETvLlH/7FPRXXe9BFLGorc+1EQrBfOpnPwBvnkLTy8O8S5Wg04S+bkQBB8+PsIt1wdWltitAAAgAElEQVR809+v0BdnYqZsO3TXw81Cph7vJeZhMkHHEf7zZ7LxdZ3wL7tS3qDJDJsNPp1U4vl5eUd4/kiMZnupdG1nx9JZ03nMVStho1ORW7sfPAHAfPkadXKEH6WSB5TEEoMRpNo5RBp3MZfXnp1KsqwSfHl/PqQAKBEJZG/W7F9IQGS87rCrivaswG4ayo9GBGUxH5/jikjynQy08xjdHh/CUn1iZFJ92FzTRCbUv/uC8N/9tTRG2gA6EOLA6d9v8HZKN1LkV4pmFgMxu7OMzcihIi874CoiXmn6sXA2xaWQs6r3+JEQuw8bne5EVGAr2E8Vo9eaTZwI1DhkjoUkELzCFR4WBt0Isd5OFePJno+n9/zl7DU/z7/iY1uxDcK5/GF3ThG1ZEPZW+sMm33KyemW+1VBlrd8fXnGm2TOm8kRd7uCcVYTaU9knDjim5jkVzl9Dqe/ctx/LsnOzZHkgukOincV9z8umL1s2X4k6ejNVNGNAt2RJ4scnTP0ZURcDUo2PWxSVlOdSHAtHgIBYz1x0lFN5JDnI+EmfBRYP49I76WOWplAV0WYpcWWGtUHijtPdaRJ7z3NVFGdSaSLaUSUgZYNwNSQ3QZO/vevCY9PuPqXc9op9Kmoo2bfejafaNwuQmUtZ58sJH3BaSLjcE6UdN1ZR59bTKNwJx04BbUlaKiGIrz0TuC5YME0nmZu6Z5lZLcd/OMf6H7+UwnJnCQk5ye4mEGaDd6oIUjS4/IEnxqiytOnhj4VK4AadEFqSCjQrZPwzV/+FvXkZ5hW7qP9iaJPzfDZE2uAjwpM3R94BDS0s4g+VdjUYoNHFTl+V+Kr5SF+xu5a3FffYJ89HZqHY1mMn56LIdTHIhjaV99vNokZIO0/lkwgitnTKbgIc3oK0xGq60XhGkcorekvr2QjOT1CH83wr98dSH/76IIwGckBuJeG4qAN4e5eortOTwmpiKx0WX0fFfbPfyRrjXPQO8K2xH7yHPcgFskTqRiwWg71k4kMBJNcCiV3OxFAxBE2Tehfv5UkhLOTgcuJ8fNM5NkuYO6QEM5ZQX8yRk9zXDIkH0SSOmFe1D/4hb+5FWNRFKOskdFvVBwgKfX0XMajqsW9eSda8S+/k7yyLMXdLfBliZmMUZMxelcNrviesK9huUalKfp4jp5O0GmKe/MOnl3g8gg1HdMd5/S5lWjwd7fw/LHs0P/wO0wxgjzF5DnkqSyavWCY0gtRoKZjmIzEnXt5jf7sBWE+xT05lmRTY2TMW20lNmI0IoxzGYv7HjcrhmTXCWbXYm836HqotI5lkvOJlAaFaYEvEuzNCoXCTVM4msqC+9uv0OenqO0eXTWol2+JvBUlyD9+BRcnA9ej0R6StQOtGH+5pj0WHbvPE9wAq/nE0E8SvNW0RzJpJssW+/Id/kQ2pPzDHp9a6tPvc41M4/GJwZ/O8I/mKGVwL7+l+5u/YPuxwY09yokhkiiwelGQLmD6ylGdGYoPciqafRXI3xnS94bk0tIcgxv7IbJefClEkkxras/244h2JpCTTwRG68YKDLTTMPx7wI8detYRTxps7HD7iOKtQilFtnBUx5qLH9/yt+e/4t8UX/InsSZWhld9zH/cfcp/+Lufsvr9MU8/u2XXJmyrlEezDVeLKdPJniTqKbKG1c2YVmus8SyuJ2zuRmxfT1leTeizQDML6EqTLCHZBHYfycImMBHsnsXCqU0M2dIR7QL1iaYbwfQrxe5xII57us5Kt0sMptJkCyHAbTPAW5GiOQ6okfBDrrb0BcQrCbB0ifiTNp8gadE7S3Jjmb5UTN54+kwdcs22L6D6yOGPOnwuE7JpNbOXnnYmfIipYfUXx2w/yWinInAwzdCI+ZEiv1TEK83+CCajSvpvnGGa10yyhtFFyWhc08aSTKCjADt5PtWF5JsVVxJrpJ3wUt3IYhtJqQBwLy5oJ8LtpdcVzUVBeWHlGrVw/LtasgNzSaWILtdEG4eyEfWJph1rbAP5VS0etO/uhYiPDP7FY6n5yA3t1IjpOBXoMtl5edxY+DblAz6PUV+8RB8fDzFRimgyQy+3cDRD5xn9ifCnpmzQ8xmqHVLVxwXq2QVq36BulrhXb0Tt1bbYJ49R5yf4cUp8uxd4zgV01wtnczQVywhyVvPHY0IWo/cN7sUFflZg4wxOj/CZ8NOcH2GOjlCPz0Bp/Lev0bMpereX5+QkkcBvdoR9idrX6G2J/+gc9egUfXoMX71CTUaE+Rj1/lpgu90etS6xjTtkOpooIRQZuutxpxPcOEHnBfpoLmjWzQKKDDMeo4qcMMrwRYzqPdG7BcpGYDUKjfv2FfrsRF7r12+pPz2jmUegFOnff4354aP/5hcqig7y4eADYb9HD93V7pUYehQKtdwIx5FlkmQaD2Fwmy1mMpHdfrvD3y/xVzcCyTl3kPKFXXnI0tFJjLKRbAK9SB8ll0gy2EIivTNWGdkIh6wjFiv5AOwrIfWbVmLBV1sRFQySaemUEfOUaRx6tROVxeE5IMGi251Ac5FFOYgvVxLVsN6gxiN8kWKWO4mecaJg085jljvIJM1Utw57J7yOnk0FLjAaNlv0aCRv1mpHKEvUfCrFbKuaaFWhg9QM1BeZlJ7ddWTfLNBYlNKktzWmketjKy+wy5A9ZVclWj10XQh2Gm064t+/Q9+usHUv71tQQt49OcNHmvrIyml02hElDu80dmnIb6Cey+k+3opbHqOEaNWK4saxPzciC+4U8Voz/7rHVh7TOJpjSar20eDtqCC/CVJApgQmHL2DdqSJ1gbmHaOipncGrlKyG8juPPXM0E4Voxdb/nTyjo+jJV3o+bJL+GX1Cb9cfUx+VLGfBqZZzaPRhtPRjtO05Een12xdSh51ZLZn89Wcixf3jJKW3VczqSQeKqKdBmUC9t6SLoKYFKcDDLaRKWXy1tEVsoBPvi6JVw37RwkuU1SnHOTg2gR8Y0luJZzS7mXRS5dOYCsU7UTRpRJVE91EqF7RjQNu7Ampl/fECH+T3WiyW4GS6mPN/rGiOfH006FTxgBOofaGZGFI7xiiaRR9IQkQIYJ0ISKNYAQSszUQFC4TAUeY9cSJTGdNHbNZ5/RaMtw6Zwkoemdwmxi7MwO5L3xQcS2LelQGxu+kqGz03Q4dFMllSUjEghBvesy+RXuGgj/ZBNKlJ1o2Qj5v9nKw7R3KRDTz4f95MEO8Uf10TH0qcVDRvgetSL+7R0WJHNqUJrt3jL68J950KDVAV92wMD46JcSWeNlgS4m2Cpc36DwXu0AImPsd7qtvZF1brcX6EUWoTYm/vJaWS0AXBeb4SA6Rg9FR7WtBf7T6PoLr7l7u0d5976bPhMPAiFn8IbZfL9b4l99hZjP6eS7J+kpjgiJcXotVJATC7YKw3Ulumhapsp7PIIkOdSd6JI+vdxWhlMwyMyqEZ7pf4jfbA1Sm01QO3sOhWrW9lFuWlfhxogFhqhvJi/vtNxgliImuGkzViYjMefESpTH+bA5aH2KEOJpiQxqjQpDRqdxjJiNxs4Ioxh6+eiecS9PIwlFkcgEf8MUkkdA3pVBVTWga3HYLIUh4ZpbiV2tC5QQicw613qLSSDwmOHQjXQ/oP6oXBqkoSFMh9KtKSPaBBFNxLEqNBx9OCDI2liUMRF+wZpDyZagik02nlE0n1A3KWnQZQ5Ecsn5CCJIpFIIQbs5h1qXAVHkiE0gSySmmbsWLE8eEcT54juQx0Fo6NPpYYnTcsNBNpJemL+wh0+yhB4ROwvAYnoPuPbQSGqhcIjlo85HwZPv2IBKI1wKJMhVVCW2H3uwJkcWfTegmQ2fP91YouXEij8sD1YkmXQS6sbjDlX/giSS/qysEx5fSL+EFVB/QvT9ks4WhXMzUsvi5wfsajGw+7Xh4rIlnWtRM0kYIaSX9JlEpXhA7pHNoPF3QrAO8bC/4/f4RWnl+Ov/A35yveRrfc2x2UvBGQCvPapbjkXDM6wuZ/i7bKclf9Qc5976O6XsDQdGeOBapxmVO6qRbTTcyaCcbY5+KlPf+J2MhoR14M5DRraaPDXrIPlPhexjR7qUewmUa20htctvrf/L/ZOMYZLshCCeylxIy08g1qY/U98Vlg8+JXrxZptLEGzkcuEGFFiIIXppFm5lcz6AYCveGj3Ms+XYmkvy2yDh82lE58Vrtm5i2GyKkgtRQ6x6Cll4hlHCFykkGmo+Er/Cxxe46Qmolht+D2bRC0tc9upMXHiw0c0u0M3ijCOPk4CFrjmPh/EKgTxXdyGAqRTMRdZpLFOgE1QfU2WQQFHhs7dGNl+j++YRoWdGPkyELLZag3c6hd83AxwThS4YIftU5GAobQyvZjQ8y4VCWB2hLF8WQBKAl62w8Fh4njWWz3NfCmzYtbrPBFjkUA8Gv5Dop5wloKVbb1fLaSzF3hsiI984JhUCWEu48YbMRMZO1st6OC5kihgw0tW8kqNPqg99F1S16VKCPZnIQ73rUaiPwoHMHDlyVFSoT9ZraN7JGbnfye6wBJaKjEFv0dCx7g1YinjJaBAxG4sSCVqIKrnt054dKaY89FO9Yizk9RinFg/UqtO33K5L3/2TzCUb6XB5wS5VLJ7WyGrXNoSwPZJOaTwWS2+7w+z3uYXMoS8kmS2MIGrsaVpih80G3328G9D3Bi+BANfJCVTRgp2Up3JA1Eomz2eK3W2xRyJRhDSEeNhKt0XF0KHzzmx391TWm71HRqRCA1spm6LwYTLUCr+i/eyXT2I8/wY8yQmIwyz3cr0W8MJeThd7s8Td3w3XJpSFvnKLtkFbde/pCVDF9Llc73jq56bTCT0eCpbpAiDW0PebDAr/eEB3NcY+O5FrHBnuzASU3qrld0z2e4x7N0J3D3G3h7l7SF07+mWwaw2KpHLC3OOsxkaMbOZq5Yvatoz6xAyks/ICLFel9z/bp0NlRy4KYrAZT57qhOcnoE3XoGJm86Vk/t0O9gLyt0Q6qM9ns1LxllleM44ayjXGZHyAX6bU3NfRes/cJt65g5XP+4+YH/HrxmD8/ecdfjr7js/iKU90w1opoMMb5EOiiEhcCDtgnH9h7yzfRKSPT8KGZcVWPWdQFd7uCqorR8wY/VVjr0DrQ7BK6iRYDaSFT2kPDpa2Hz30URCCx1/gQHRosXSwhlcrJwcFlmq4wKBeIN1B1imA9fSFCEBV7aSgdNo9kKZBeVMpG3UwV3TQQUgc2QKckFLQassFqxei9l8qJWLO/kMfRvfic+gK8FeWaHGiESzMV7J95YhPoeoM1wmX5TNKky1UhNQmFAwW2lQOG6uW5eQtdLn4wl0I9MyRbh8st9s2S9ukMHyuZetcl3fkUu6kkTmkQTbQjLT32WuEyST9wqaKeCfRmmmFTTMUc/NBoKhFOhmjnqM8STOUHHlAMoGE+wU1S7Ns7jJ1Lttc0F5nuej+sSw9lZMP0U8ra44YUZv6Yewnhnzj2VZrIxuK8ZJbV9XCgPpWOrnfvMaenB6VaqCoxlicxynvMvkWVtfy9rKSi5OkTfNtiTk/xxojRtZIDZrAGPRnhFvfS6DkqxKydDJvbcPD2b95jTk8Ik0EAkwzCgiTCj4bYr86hsoG/3eyE0+l6+vcf0JMfyeF0u8PXjVAjp6fCJwWpNwlaYc6OCW8v5Xc8lDSWFWiFjgR2Vr3kpvHhGn1yBIsV5kX5/BehqvC7ncBRzuFWK5Enj0aHMZI8FafoeEhOvluKSmK7w1ycS3mYVoMb2IkkOUmwz57IFKTkFBT28marKAbvxONyNPRvf/MW/+4D4epW5MS5ON/VeETYDGZPbfDVHj0aoc/ESORublGPL/DTXG6mEFBZLqq6Ryf001Si+FGYVYmf5Lj58No2OxlDH19IakHV4O8W4qJNEihr3Ou3mDzHbzaSLDAd0c9TkTlWnZxSyhIenclkcnuP3wyQ4/GckEaSwhobdNsLpIUs+MFqotKRfXOHCXIC8NmAgwaZLEzZwf1SiMzNBuuVpL0mBj9OcZmQtv3JCJdaXCaSb6005AXq4kSquD30uaUrFO1c+IIuBZtJFlnvrFS6DknBoHCpqE6SjaTlNhON6RXpPYzf9RR/uMV9+TXqyQW7Z5E0TrpBqqqVdN1PZHLqR9BPHX7iGM8qHo/XaBUo+5iyj/HByKJeQHMaSI5rplnDvRvxvj3C6MBFvuVno9f8i+wVP4wsJyYj1zERBqsMsbIkSlPomLlJOTYxE+0Z6RVKOzY+l8kcxdV6QrdJmM73TEY1edpijKdH0XtLeqeZfd3TTgzNPOBy2QC6KVK1nMqmEy+NRMpEnhAkLw7ApXK9XKZwscBo/Uh+JuQOlctCHl3HmFpUhi/+7YZuljD5rmbzIqI+D/QT+X96JzDd6A18/L+84+iXa6pnE1nUa5j+p3ds/2SG7hXFB3j8fy7Z/CA75Jb5BEl+TmTBb6fStFnfFuy7iM7LhNa1EaG0JAvD6DuD11pSuzt5nGQtQgOXKvHFILlr41d7TNXhcwnPRAt3GDJBApQPuCKmnulBeg/xTnwvfT5sHkeWdqIxnaQAPMB28c7TjmW60h7inSd/V9Ici+Ak+b++QJ1IK67PYlwe0Z+MJYnjwz39+QTdOvj2ndRDjxOwGn00R9UN/v0lOs+gaeW+jSNRuI4lZkvH8SHZPlQVJpYNRx/NZaOZjOBuibu9FZVsWaKjh8eYSLLAoNhSVUu4ucN/uIIHbsdoadWNxGKiyxb15hJWG9R8AmkidEYAd78UdGiUybWNLCyWkvEWRbAtcW/fY+Yz3DgV5MNqecyqoT8aQWTR2z3u5lY2r8fnKKUJRQpFLhUMdkhjscL36pMjSYFpevz7S+GsLs5R1oqNpShQMwlENsudHPSTBP/qrcT8fHb681/o4yP5ZQGBlIbCM6U1ejaV+OzTY/q5hLGpuiMs1/JEf/gJfppjljvCt2+FaLq6xpyeop49wk8ySWP+w9foopAJwFrM00foo7lMNQ9xNUkiURB9j358Tn9U4I5GAhVd38qJZIDLdDFCWTOQ/QVhNpLCsjyWxykr2TBGw6hZOenhNlYW3tZJGN18KqGgeSIyzM1O8EylJC7ndC5EXTx0/CzXYlqd5RIXoxVuPiI8ORXIq+5wb9/LiUlp9HyKXm5R727QSSrmqchgqh5d9djaYVc1/fEIs9oTfv0l5n4nFQJtgH/8EnV2gsoy9NmJaP61xn39nXiAioT4i1eSuNoH4vuaEFt5/N+9QqNwxyPs3Q795WtsXLD+PKU5CvTnLXpn6ZUiHTX4GJpM085F5RTtFO1MJMCmVZSPjGSe7eDsP5cCl+0a1OMLFLD5JMXHMH4n01C8C9Qngyw0knwtszUk5xVP5yuMClyWE24XE0JtGL2WWmY0zH+vWDzR3LmCV/tj3lVz+mD4H47/np9nVxzrmG3o+Kb3/KZN+Pt6zj80U37bFnzRTnnrDHXYUoWaFkcZDG/6Y/6nP/ycKPLs+1gMjJEXXsJr6jZiv09xjYVWo2sNDGGTg6zY7hXJUtGNEP9MFPBnrSgm7yN0q8gvYf6ypS9EriuLqsc0UomsWo3eGRFZdHrIsxNV4OrzlOYI1p9ampMgmWStIru0FJeKyWtPXAb2zyf0pyNZrCPN9H/9BxZ/+yO6sfAzPlKsfpzhY4j2kN0JHOoHWBM9cDYWmZgag1pH9EYRthHKK/qpvI/5lfBtyUpy8Oojxfyrjj7T6Hbg5m57bNnJZF+LJDcY8c+ZStz7ZlPTnmV0Yz1kqQVML/CsbIKaLpdNLFgJnfWxXPs+09g2cPSbLcZp2okkwkfbgSM5PcbUHfZ+h9nVEsY5GmKrcrnnUOqgfEUrzDfvUXGEPxoRHp2AMfgPN3IYjmP0Zy/wp+JDUUph0gwe4LXe4W/uZA3LpW5ARZGsGUYL5dD32CePcVfXA9QvVSOMcvSDFaTrJLJGa/p3H6Szputx7y/FIlLkYvwcNjmJqukJTYtJU9RqS7i+Qx/NZN0rctzNHeZojjIW3lxiHeimP/BLDCkCumzw2y16PJIpp2kFTcpjQiobBdbIRvj47PtNJAS0F7pCPTqXIONihLu6lu6vh6JNYwjXdwI/eodVWssoBfSP5vI5bHrM0Vya5PpeGjPv10Sbcgij1OjzU3QQvFbvW/rXbyVKoetloxmiZ4z3sgM+ugBjpHDHe8KuFJJ/vxeD50OEtjZChPUOs+9Eu/6QdfbHGnAglPtD14SNY8Fc319LB0QcSzvoZoJedAdCzZ1JqZG534kIYFSIzvyrbzCnp/S3t8JfbbeEqkZXDTiZgPx2Jx+uIsOuG+FwtiV6NpZagrql/+61SAQHLxHOEXpHaFv8718KZHZxTjia4vMYc7+DmwXRfHowY6k4htkE1XSCD5cV/flUum5mGXa5R2+2sFxjkxj32VNU76Wy1Xti79HLHf1WlHfWaHEXf/QYtauI1xNsJSqxcNRiTKDaplLtPFQMuAS2hcduDMm9ktOoleBFFRSbH2Rkd04igoqI/eP0kGdVXmhsFdg91egOkqVAIdUFuJEjAu6rnE2Z0t7mmJ0maqRPJ7uWE287UZhvMro3Gf3fLviz0/f869mXPLNrSh/4f9sj/u3dz9i0Gb95/4ijaUnvNMvFiCePlrigeFRs+G55zM/O33GS7Fh1GZ8cL/iwm7DaZkS/GqEzkV7rNfgM8pKBjwC7Fwm2qWC04lDAJXXA3y/q3mloJLpFeVmQvVXM/jA4wb3H3O9oPj5mf54OkFwgfRsfIM3mSJQf0UY2224s0nS7NmTXivE7T7RztGPD9Lf33P/5MbtHZjA1wu3/+DOiXaC4hP3ZA9w0GCeXgeyuJ10JRJUuHeWFoU8NjYFgAvHC0J44tPEwbQXa68TfUp1CdiMkeJ8Jub/8PEK3kKzELNnMLKgcW/WYTY2pOuymJmiNzyLsr76RyR/x/5gukN51ZN/ckUeW3Y+PaUea+Vc1mxcpfTpwfw08lLGZNqDrHtM4TGOkxXbX4SNDdLmC1Qb38QV612DvtgQ7lTXjP/0a/dd/Ko/zk88JzqHrVtRVNwvUh2v086cS+f/8mTj1H9CYqkPfLemvbyQuJook68sYqTBRCr3eCbry+QuYFiJGWm/RRzNQStbPgfdxt7fYJJafn0wGhVcOzqHHY1QsSJIeS64kD2Ghy6V83xjMyQmhrum/ey3DwXzw101GUDWY6UQSneNIlGn7Sjhga1CbkvD7l7IOK4WZTAgDF+5XK+HY2zNYbwjO4ztR5OoshVGBW9yjRwVutcacn8nGs6uhqg+Nom65xHz2ifz+bggaDQHzfPfRL8QnowVGsxqzKoXEiiP6dx9kNOudTBXbHe7DlZzy40hkeOuduPt9wIwHPHG1Hhz+m8HIaeQClKUswFWN3+8PQXI6z9GzGTqO0Gkip/eX32KTTPTbSv1TDqnrRWZ3cSoKMGtQVYNfLkVFkqXyONaiBr+Ou7rGxqlE/g9R42FfoYocPRlLFlqcoOJITEneS75RXki76LaU08ndvZxglJIx834t1QS1CA/0VErL/Jt3gqcafVCxyOIT8B+u0GcnhCxGrbZwJCo2k2ZymrFWFG2lTJjEkioQIk1IJL7dL1dobXDzkZzUFhsRJqSJ3KFbUaEobUR2OR/RDxXS7VjiVkzRi7/nOmH6lcTFeKMkkgVFiAPtDOpjgYDEXKrwVqqefR7hMkO8dTQzQ58N7u/tsCorWbTdA96eBIgCdRPTbROSG+mBR0GyVow/OOKdbGguUWw+9Tx7suBfHX/FT5L3GBX4qjvhi+oZv1x8xN0+p2kjqm+n1JsUNe7ZbjOyrOOmHGGN52o/5jc3j/l2ccLNZkxVJ/RlTAia7E5RfBD+JbuT5+nSQU22FZJ+dO0oPvTEO3GzZwtPM5c6hWAktBMUqpXUARFKaHwm76FyQBrTzmOauUCFYjyU69OcePwQA2P3onxzqUyT6Z0iWQdmL/eEyLB7bFj/qKA5GohyNWyOajByVvI40U4mL93B0e8qmuMI0z68PsX4bQcYmonCF9JDhAmY2wSXiAjB3kWY/5+x9+qVLMmy9D4zO9rl9atCpurq6i5OT08TGBID8IkvBPiv+o+RAz7MC0ewyWF1T1VlZWVm6Ktcux9pxodl7hHZAqADiYi8EeHiuPvettdeoo8w1kYxEsUqRKKA9jUhKvtN0J4ou6+xDyuI0FnIHP0og6s5oUi1azSG0YcG13qMsdjNHpvkDFVCc6HsJNsTHTTEWsvWvUgVaXI+mePkO5jsWuxGBS3MJzrEPW600M4dvLyVZdXyoFrVdIS7R8JOO2Q7n4uN+uFOj9Hrscz+SPh4D5cXuPlMC/yuV03Jc32805RQ5NiqkogyTQhpip3EffFqrSX6bKL9b99HeP7AsNlon+EsplaOlXFOj++syFDxlrx6CbeX+OsLwnSEHSkWwE4m0uq8eYf1kf37tBRaMy7wpWopy7VqUd8LEdofGB4fsV+9hCzVlDaZ4F48U93bbGHo1YzajlO4pru6BIwYy1GKwnIlcsh6A15pzIxHCoLLMlxZYrIc95357/4W0D8OYJxUvsZapWQejuq6o0oXYrcX0yXLYkZMeY4CNWWp0/9cxdaOx5pa9gfhgpkWZASws4miDeJ4aMsSMx3DuFIU8/GITSR68lu5qbrLS6l5T6SEZ9f4UY7pPOHNe2ldjNNFrRtRo4Hh4UnkBmPxq5WcqstCAUmJaMoGIApcw3aHX691apjPddoIWoaZPFemRJLA/ZPYHKcPVpooM2cxUzOrKn3AIsnBXV1inl3D7SW8uGUYK5nPjEb6guYZw+VEGeGJk3tB3RK2O7kBvPuEK0f4Sql5rveyIE8S3L6RoMw5eFrF09EY45yojuuN4rrHGd04wTXKNfFT2cqzSxi9F0SGsRSPFtMKBsJyZpnlS0sm6Jp8E8i2OnEDHG6VISNluWirfQn9WHEGSW1gMJPNtXAAACAASURBVAxtArsEe9DU1E1EKrj6rbJZJt+v2b8q2X0N+Vc7/vubd/yr6h2lbfmhveb/2Pwl/+fjN/TecexSqqJldHMgmzf4YMjLnqZLmFc1y23F/mlE/tsS1hm+cdinlHSjSa36oMI+ed9TXzqaCxXo9Bio7gayneKM08cj6b6n/OMjx6+mdGPtD7BxB9JbLffX0pnYnujf1Qlu9Z5uktFVhqSJy3avDKLm0mui9GrI3VjNK1sZyodAvg1gLM084XhraadqMMVDII9MNDvoPUrqk0hUTWXIlRXTj3TAMF5U5eNVItbhIsC0J616sDBYvUdu6ygeRZI4WeHYQbopgGITKJ481pvzvmaItkz+9z/gbKLP8yRnKOUWn719wtqEoXQMhaYy2wX8P3xPMpowjAv6SpZNxcqTbgdpaQp5DpafjgxlQroVaccMkP23dzqM7g+wmDHMSjXyIJd62wfccq965pQyTCl7LRsP0XY80rI+zwlFrvrhA8PDk5rGdIxpO4Z378+uyv5w0CHaKQOHhyeGj3c445Q++ukeawxmMtbhsWkZnpZigA2KODBJwvDpHpdl+OUKhgG/2eB3e2xVYkfV51r38pn2Lkcx+0zby4omNqVwOOqwezzK5DNJ1WBSEaRMtO7q377XIdwY1afxSHUrizZemdxT/GqlxnJ9ib2YYbou1j8ZFBMCdjZR/clz7ZnSVI00QIjaSh6jbKUs+BwIDgwPj1K2Xi/ENjvU+BB0UfOcYbnUBBIZW8nzZzrV5Lm6sTG4V89VoJ5W+GfXmKrA1TV+vcUVRaQTWsJmp2XSeASPTwzbLeZY417cgjEMj08ktzciGmSKmh7uH3BXlySvXhKaVh+Ugyh89tkNIc9gMcOu7efIgO1WuptRBZ0ssofVmuRiTnAlZrtXLHah2FZKUaztRM0QkPjp9kZj73QienPXK4/bObh/xEwmZ4sKOl0LfYAzgh8wWcpw/4C5/hXDSPnj6fLIMMnjiKvog6FK8dlMpoBtD7MJ1hipjIFkf8RMRH8OQfRbu68JP78T0+7m6pxZTggyCcxzfUmihc745yPdLGPzbUIYZG8vNpj0JrMfvDzTKkO3E37eV5HS28oyxbVB3lXrFtspCZQQT3tBCvb9S0M/ls1Juo0hW0D+JHitHwXqm+hkYATxTH5uaa9HihwGxmXDyDWshhFP/Zg/HG/592/+nMvRgW+mT/zZ83u+yh65THYA1D5l73OehhF37ZTf5s/5wV6y/w7FNNtA11lsqsiDp1sHJrD8Hw3QaldzcBw8bL9OYj5PimuqSBmfi5p9QMFwSSDdyGEZVPjz9YA7erqJo52m2M7hOk/+1HC8rPBJOMND7VRMKzpLurb4HHzmcbUaje2hnhvacSKCQfUZXnItFE+D3MC/iEl2bbTWiVCa8ToAWMQOS2rP8dLSTuJU1Fl6A6GNFODWUNxZ8lVQ8+wEC9pB0ebNxMlSZwgUjx196aI3mb6P5puv5P7R9RgfyFYy3Q1ZSvJhibl+fnZKT/aOdDpl+N33ZIt/w1AUuNZT/f6R7nZKZrXLGQpDfVti+iDTXhutYZ5dYrdHqJTIawaP24q6a0GITJpEK5eG9vWFGFVVSnIX8O8OhGHADXNB23kKrsLUPc57WdgAZ9uXJNq1xJvJMmg6+ijzOH1PgahFTNWolqvzvtmMR4pY3u7OqwH77AaONf1eO20zGcuFpCjOLFrTRx1SjLyn6wi7lmG51PrhJP9wjlDXquchwGIuR2kg+eoVoW4YPt2pxq0VR80wiJV7ucBkGe7iQs8hTbR/mUxIRiP8coVZFJjnN7LX6np4Wsny7ORWkjgd0DsxiP2uxn/4+MtmAzAsl+KF9/25YNuqUojO5UIeQoN0LGY8VkF7eNSOp+uU+QJYP5EXmPeYxQVuPFbnXq3PnmamyAUdXV9LUFpLdGmqiuT25vxmmvGIUGS4i7kuTAj4j5+wfS/Ms+tgVMGnB7he/OL1uPlMHj3DAFWFs4YhskrMMIgLv1ppTL251GkBBIMVqcZzkE9QLO7BOexmr+UZCBZ7fDqHINmqwh+PJF+9EhQWqd9uMoZ1DDRLnZgoaw8PK/rHJ+xiog+Uj27ZH+51nW6vSZ7ditL9uMRcihEY1huYT3U94s7LhgBVSViuP793eX62M0+e9gz/8AfM//JvSQ6GtrMEG41KI3yT1CEKMnvwgXaWcLy0Z32OHQLlYy+H51GCHRy2Hs77h2DQIryPbs/ToFiDXKfjfClobffa4CsfqbiGZgbZIlH+fBehNG94d5yz6iqWbcm73YxZWfM3l2/5m9HPvE4fubQHcjPgTGAIhkNIeBxG/ME+40M9Yz0tYLpn8JZDm+K9xVmPs9EHzARCMAze0nYJ3cThe8tQO8xRGg8bqcxEUe0p58Y1YmidvcGcwdWekAhq7CoLuGimKhq17TTxuYYYxWAg6mva9LPWZvSxZ/N1Qjf6TBe2rWjh4/falWTr2JVtEs0te1nj2Jy+NNFzLpyniPHbGp9a0oOjHxnMvaWrU/oqkDT/SN9mYMjifXSQL3vcsce76HVmoC8jqQMrL7Sux8/Hij2OWpHkSWFc1A3+Vt9P1wRc7ekmKfz1dyLJODXL5DDA04o0BJIqZ5gUHG9kyVJ+3EnUuW/obsbSzqx2+NkIt9yePchCmasAWkt3UYIzMFMuizuKHBSKHHdxgd9uVWgnI+ygz8QwK4E54Q9/wn71UsyzyUSTSZ6f82jIUiEip6YxmWhfDUJ7DrUsa6JGx10uCMdazLSywJUFYT6JbD2PHVWaaDLtickzvaY3HzCLOaHM5U8Zs3LOOsdTo0G77BCfT2g7zHIt0sN0omiFJMFNp/jDQU0y1glAdO3YuNwJyl/vdBgfV9gk5uL4QP/jz7jZFIK8Kvs7kbhMkuCe3aqZAsRE1MSkGaGLF8463GxK/+79L5fx8ZTOqIR9HNfqRkvwPBe3O2K0CgHzgoD2R6gbwmQkqGq7F/y21bTid3tlLfzqW42vtSJGTVEQQtCC/+vXgvPqVlNE2wkL7ntNLZdzpYDC+U0+xb0mL18QZmNCP4jiXBWQpzjnzuJPbBRtHY/CmUOv0fV6EcVVkcVijTQ9VRET+DSWBmuEvcY3C1DTMXGHs91hn90wTCIk9tM7zP6AuZRPmtns1fy8Jpn0TvTEUKoR21Elxl6awP6AyTOGXN50yV9+hzcGuz2cPyD+4UnTTTQPPO3EhuWSpCyg7Uhev6K1ciY+dFaTxUnoGcT8KR96yt++x1/N6CZTiqWnvO+UHzKS6DFfdqTLmn4milNSB/o2hqi1gWoN9ZWRXco4qFC3hmQfSI8hBq1Fd+V7MY+aiWW87TCFtE2r9Yj/uK20uAayrOffvfiJf1295VmyZgiWn3sRWwrT4YynCwmPw5h1X9F6FZ9ZXnO/H7NdVthoNukSDzGPxtpACNAe5H8WvLQvrjGk25OIUcVeU5ka6+yPnnphBSnuBBHLVXggcQbjRfM1MRyvnSjFspsaDiNiwzCRECC4il47l2ZqNVFayJYhUuFFQCjvO1w9KAzPyQ25GyV0o4Tqj0vSWUqyN6THQDOTiDL0sH9ZaPppAtVHz5Ab/APUl3os4wWlZpuYjDnTBFXd6bX1Y6W25o8NyepA82LK4C3ZqiX53RvC88ha2jW0l5UaeZES3n2UQ/HtQkad24HssWYYpbTzjOYy4xRSF4yBm0sd4qJnYfHUMqQKTrRLuYGYxUiZUpMRvkjBjLDrPVjLUGUQE25xBtPG9/wQFNm8O6huvLzFcKt9hzHayZ4c8NsOe3Ot5zN4wfu1Px8q3e2NmkKE3910irmYnaeZ/qc3knbEJb+7vsaMI/X+WGOvFoRxJRTp/T3BWNUwJ7/H0LbRYWWg32xIqlK/f/sOOxphri9VD7+42ShNCfuDYPvTmqPtCMuVssgmE9WVzec98uk1fdm4hscnXN+rmSSqmWfdY6J6MyyXclIAbFlqBzaZxGspivyp8SWnZZubTER1axrcfA7B4/dKlWMYGN6+V7fqo7ByPGJ40miYvHwhBe1yJc+xusZcL+SU/OETphWjob+/j5he0IU8jaZdL874uMS8ek54XDI8LdUsqgKzO4rt4Ryh67FlIWgsRgpwTp60sYGI6XEaHTFGZnZpgj3U+P1BMN3zZzAZK3ogSSAKPJPnz6LDQYvZ7nE319rjHA4kWQZth39aCnfNM91PWchv8f4Rvz+Q3Fzhtzv88SjVbmT8+eNRpqXbHe7qUmKqyQT38pngvKeVUiMvxlBewrHFbA86YVQlXF0IQjOGoUpxh04nj9OIXhZyPsgz4cTL5ZnMENYbLTQnI4JB0bmdIRRAqthnd1TDqf64pPvqWvh3ZAKZQUXKJwHbBtGrHzekTUlwDteWgp1aeWY1F2o0JkASM1eCheMNDJvP9vTuKO2GJizoK8foXU3ymxH+x0KQ3tjDqOcvnt3xbSnB7N/XL/m5WfCxnnLoMwqnuGSAxHrebOcUSU9qPc2gId6mMY2zM4TOYjqjcDEbCE4iSTUGNQHXEJfjgT7XhJOvPdvXjm4E269EXQ7GkO2geGhJtg3mpw+4716oiScSL7azVILQDPoC2rnMTU0XdziD4Ebbyaamnei1uC/oxem+J1k3CgBLLO0sYcjlynBiy+3+coFPDJO3Hccr/XmwahjtJLonN5EK7fgcJR0EDy7+vmMoLH1p6EaGIZWeJjhFlLujcmLwAdsMJPsO85/+HnN1qWLd9ZgmkFoVevu0JWQZzjmGMo3kEkdyiJZUx4EhU2Jt8emILxO6qzHu2NGPM3xmSfY9wRnaWUbe5NoH5TLHtds97e0NYZrh5kV0Vuhw6x0hT3Erj5+pqDOgQj6OULi1dFcVthlw378T5JQlmN0RHleEJJFNS99rqqkqTNdCWWgPUrfSwFxdKoL+4UnuAonTFBNdAc5EJUQqGB4eRXkGNcgkiWnCIzgc6T98wsRo6PBlQxmGz792vWq2MRjntAMvCkLX4bIUBi9do3UMy+UZXvfbLaYqSV6+OAvg/6XbEIPPWK1JstdCkGLEtJ1MCMcjw1KHZTedyhh0u9Xa4upCTb2RuDU52c+YqhSOGLygGcDUHzCukMtxpwIbul7Oy5Gddu5yx1on9NVaD3jidDt3VtK6i4vIEW9+Af34T/dYazV2XV7AYi6sMk2i9YPBTsZyn04z7X2cw5QF/oPyvAFx1C/m9A8PuKsrOT/P5+q+FxcK/kkTvSlBr5GuV5cPAdpOTApg+Ic/6HV0mqhOdt79m7daLua5pq8370me356T7cyrZ7iuh2OjD0QI9G/ekoSXkDiSr1/rcfvhrOU5ESjOsBxgt0c12kOthlRVGomvF7h9h3vY6D6G4fxhcVeXWsod5dQdmkY/m4zlim2M7rPrIxSmXHmTeHxu6KKQs0mh+5+vSWoVuNHvH2lez3F1TzdNSPee8ue1FMptC+822MWc9DCjHWtC6caC5AiQbJXoabycoocycCw573LypZba2dar8OQqzuW9qMfdOGAuj7y8XPOqWrEeSt43c34+XPBff/8aV/X4ZUb26Giue+ykw7qg6ABvMC5gE481mq4YItuuM6QbS3KQpggEc7lGu4p0P5DsFaiVPcr6BCvDSdM72eynMSQuN7jGMvkP72h/84qw+I6QGJJth/t/vsf9+huKpud4OSbda6ozQfoavCGLIW3yLtNnIFhDtpLjQ/Xwhe289/STkm7szjYxp+TK41VKvurYvso5XqVycMg0rdghSHxq1Nz3kVHnmkA3jlPTNlD9sGT1N1eyt2l1311l8M4w/bkmWdXy96pyXN3L1+v6SofIH99iLxeCw99+wF4uBKVXgt9NM0RbGr2+ZNtg254kdfjUEVLHkCqQy92vgRntPKcfJZ8hQuewuz1DPqUfOfpKGsFk22F7ETEghcVYi3SvaI5+nCoa/ac38O/+mn6U6tBVD3ICuV6o3tw9YBZiVPnVWghFRH9sVenQ+fLFeRIKeWwecSd9cl4+1RIQw61/917OAjGWmZOr/ZfNxHv6T9L6BI9q5XCKTjBQFp/vY7k6N5AQY1MAMWinU00VrcdkYEcyVg4nxX+SEKpC+3djvoii1s1NpwwxxM2ORnJN2Oz0PoJey+3N+d/aopCtzuGIr2tMXQseTBx2s5UbwYmN5nd7YYBXF3Il3R01cs2m+vnFDFOV2FKZB2G3E9vs+oqQR+uGzfazEGlayTY/4oVucRGhneYMc51uJkkYnlaiXk/HhDzB//hGDJLdXjuHshAkF0003fWVcNSyUHe9u5f53GyMvb2GPMNFQWeoG9GsMYRbja5md2T4+Am/lTPBObO7LDHjkX6N+yLaFr/b4RYX2DwDawXhlQXu5kpU4+VGKECeEd5/UjPdbnG3N9jnN7o+d/ciNlzOtdu6X+J3cUkYAuZyLn3Qm3cKL8pyNZPdDjAiTwDm0xM0DUOMfD0pnc3VhRaHxmBnE+3H8gKmY/x8TJjIF27444+YF7e0s4Tda7CTHpf1NKWhz0X99YVEfENmOLweExLZ13RjYfQhF00+zMb46wtMktBNM4WlHQKmV+PK1oF0r+Cwdq7COPk5eqTVMnSUrkYn2+quJXuq2b+uON4Kgqpf9rx8tuL5aMO6Lfhvq2f83btX3G8miEIJpJ4Bi2sM3lhIPGwyZr9NKd4msEsxDxnJQ8roZ0V6u9oy/SGQbTVJTH9qGb/vSPcw+78+kr9dka5rkuVBC+f3D9i39/Svr6ivBYcNpRyVQwKmN2RuogI4VuKp9WDmM2w/0C4KDreO+sqeo7N9Jgp0vhbrr4+0aFdD9eCZvmkwxtKXn1lZIUvxqSHdD2SrDusNxUPNkCsmvZ0l8XGM4qzjPq4vDEOlCap8kLt3cwHNQhBhujNM33ie/s2E463heGXoK3NmJBZrT/lup4X8Tx8IP73Fbo9Yz/mzaMdj7WIHL2ZVPOWaIifsdgwvFgwjh2uDzDIHr5h2Y0ifDtF1QgFhrosajjwjezpiWsVZ+LEandyb4xS6arD/+e8x87l2Ovc7Fds8VSJnpYk/pBb/7QuG3MniZ6QJ0TgnU11vogmnTH7N7ZWU9RFmCpG6bOJCPExHhCLFzmbYNIv7GE0foa7P/mru+vpsB3Y6HNrxWNB9kctIGMRCjTtl3UeLHZWRaWp1bfte9arrzrug8+MdG5IoAiey00xVRR+0Ane5wI4qyUOONTQN/lB/HhxQ1LS9voy7+kKss1YGnqFuxLZrGtxkLJf/UoMKJvq7DQPhcMReX+qaZrLHOTcbgLDf45JULz5NdGcmBu2cQssel4RTga5b8cGfVpiJzOnsVMIkemGeoW40OdTSqdgs+8UFctfXevOGXheyKOTWPBpB052nFnwQhz06G5hh0GJuGPTB8IPovnke/ccGFcQslW1EXWMvF/hpJTfUQ3OmMruLOTbLMC4RjpomhE/3ejMPRy3tri+1/NzucDdXmvbWG8GCzmJOizprJSotCz3edaRjZpnohVmGvxgzjHPMdKz7/eo5/mW0lDm0hKcldhQFVPO56Is+Oiw0rf5/PsVezAhPYqKEpsY+v6V7PldEd5mTlCNoe4a3H0iyTE0xddj5HF9lVD9tWP51hR8PGAy+lkWJ7QxDHminMnLsxoJ56oX2A+VDL7eCT1tM56W1qVLSXa8isvUU6wETRA/uxhafyeIFKx1KthVJwPbS8CgPBVmVVym7lwnbPx+wf7bn6xeP3FQ7Huox/+3Ncw7fz2A6UJQtRdExGx+pu5SQe8JoAG+wmce7QAguJoDC5GfP7KdevnNBsFe2D0x+akgPSmZ0dY8NKCJ9VAJWn+P1Rl+o188YRinHawcu0rxzkRmSg2H6U8tQOFwdGP2wInnzgMFCmqjZPFOT8qlOqraLLsq7aIcf5NRcPQyM3uxprgqyTc/+WSJtVG4xGKoft4LnygQ7RGPP1JJuO4K1HG4dIYX0YCgeAqM7uUefrnN6DHSVlXYKJW0mR/CZXA6G4tQMAyFReuroQ0f2pzvB6iffr3gQOxVYdzHXjjZN5BycpvoOt62YkS9v8LkjOQykf/yo03qWEBJLstxz/GaGzy3ptif53c80v3kps9oqpV3ktPMM13iyt0vsYMn+4R3ZpsWu9tjxiP52yjBKCWWK29QKc5yNsIcG83e/IyknymIpbIwhkOwhOfTYTkjE8MefZCFzs8BP4qFzu5ebcrSU8auVkJRBMhAzRO/IqPA/36yYWXZUEcpCDWXwn9cIdQNRYEqaatpYXOigHJBkpCxVi3b7MxxPJ/LVP7l55decgsuIoZOhrvV4FzMRNVYrQhN3716rhxMS4169kM+kc9LkrDdCdw5HkttrTFXqz8aVXPTrRq8ny7AnNtv1pT4DMRiTYcD9+ezf/a0dj4Qfxo7J7oDZHTRNRIrhyW9HgqYMY12k0+oJGusIm+3ZsVgGnxB2e+XjfEEXtEXx2UE1S0VXTqX4N3Ujl+PtnuHxEZMmsnsIgbDdS2h0fXm+UCchkS60V7zBao3f7nFJQrh7EIxUFvQf70iKEntotAQsCmxZ6HVOx+rQ/aBGFXnlJ02Qn1byGjse1XwXc1G32x7/7uP5FMf+gJnPzh+EUGS4bSOr78elFoBloRwfL2O8YZyLzrppsOutpsk0JXQ95nqBf7bQRFYWZ9jSjwpCkUqkmjjMr77Gj3PsMU42bY/5+MjwIOsKfMCsNHkStINon43ZvUzoM4NvHOW7hMlPgfRAjNHm7CLcjQ0hjWK7CK0kj5rKjLMkj3vsvqG7GilVMdFUktaBvhSNNyRqPkp6FCV6qKSAz9aB0Z2SSY+XDuPh8Hrg1fMlz6sNhyHj+4/X+H2CuW54cbXm5XTNrKwFC+UdadaT5z0hCcwmRyaTmnYa2E8tAUszsxxvNHGM7jzV/UD1sSF7+4RrPe1liS8S2aZMEoZC1zpZyu3CpCn98wvq64wh4wyF4Q3J3lDeSfTpjp5s02J+/xPDcoX1AWss+2+ntDNdw9mPnvIhUH1SKukwitdhF7j4vsb00F7mHK4dh2cyRk0OgWLlKR5a+pnCxlyrxb3pvYgO7YDrxSA0vaF4CpQrT1/o/cw24DqRDIZM72m2Mlz9tlOeU9TolI+B8buAt4qcqO49k//8RoW06xUzMpmIoVoUOtGHIAQgSc/R66YoJA7/8AkIuKkiNjDaM7HZYbGEMuPw7Yxu5HBdoPz+kfYvXtBXSdQtnVJqg8SgPZA5HcD6QeQhH5Q3lUTH4XcPCkq8X2K2eyEedw8kJGCdnIkbT/HpgP3+Dby/ly3U9ZUoxoOKsAlBTcYoit5YK1i7afTf4xK/XEVB9xQT043d1SVuPsMvVyJHeEFcSs/15/vwy5UE8Ks1Fqsddt0oITMWeeWMzfDr7WfmW/ReU0PLtKeO05SmpCRqDU3UxUwxRlOcnYyxVwutJQ6H831ChNz2B2llRpWalDHxQC6igBlVhPVWGsiq0J6qKvRQqw1czjFNx/DHH/FrCfvdr371v/4to1In28cnYZBxPDuJI4e7e3XZKDSi7c4vPhwO8iDzYmnYUaUl22wkml4hhWk4yErFH6LAM1r529FIxm+g0c45GYHGfUM41vrAnrDJrtN4Z4xwwIuLSBzozhfMJEmk/GZynAZCI3M9EwL9+49xeb7ShHaosUmCf1qddx2nsTm5uRL2iJENd5rqFAJKzzNGmdzxOZweG2v0gcVot5KnEofVLWCia2zAHjsM4J724ryDpkgM/mmJm80IZaYAtTLBYLCfnjQBWottOhhXDNGENHnUCdw2PdSN6OLHOCbPZ1BkaqiDp19UdJUySgiKJp6+8bhOepHrv9sRXKrlcYxJdg2AIV91uKXo3yZEK6Hlhv75jKGw5Os+NhxBc82FPft09SW0FzpB91XA9obqPtJzY9BYuRzY/DnMLw7kSc+mLXh6nHD7csVf3nziebXhOGT8uFxwv5yy2xcc9wVDsGR5jzGBMu0ps46QBY6ppZ96vFVj6As1itGPW/x8xOGrCfWlpgeMobxrRcPdtTrdziaYIpeuyVtsELWZoJ1TtoNyOTD+L+9wOOxOOg+TxojxY0P9qyuauSApBjXtIVPeUHIEgggIfelwA7QTRzPXNcy2gfmfatJ1h2ujtmaa4hOrJNjMiZmWytQyWMGZ7VR+Y2bQ9JjtfRTi9lgM9YWln8Dx2tGNNcXmG1HfbXSPzjeB6q7DdQHWW/zhqOKZ59E4Mjlb35s0ld/Y/SOhUTTIecdZt3C7YBhl2sm8vSdsd4JYek2TQ659TXIkxmvokGJ8IHtqyN+tVOx7T7co6Se5ILVRgYkRybb3uB8+fmaQHnWqN6MK4xLp+dYH0nVD+riH93dQaN9gC00fYblWkd/tCattzMEapLCvKgj+3GBPNzefYeazWKA1zRrQOqBtcfMZdjbTn/W9poDJGLr+82ohykPC4cgpaVM7bmQaerPQc3SykDFFIXjuYgZNc3Yd0K5nwBhDcn2Fnc8JqzXD05PIDtcLidqdIyxXvxgETJ5FCYomGNG7GwWwnXN+xHYNda19TdcRHp5Uz68upAtqWkGNUZjqftX/+m+NsfjHp3+6SzFGHyJj8budGtJujz8eFcplleN9yoABNSRqGbqBkRPqaiUMMTYLY4x814ZBHa+s8NOxJqD9AZOmYnfUjeJJ21YvLD6/0x7m7GxgJWLCquu68VhjXZqJrrg/iiFRljAd4cYjKW5P95cmckY4wXunUTU+js1yWK50KvGR9hxp3Pr7Xr5C8d8aRHMNm52mpNlIzarrNX4OXhYyxxaz2QtmSRzmWNN//CQsF3QqOdZqSONK4Wg/3Z1PLabtFP5UFIp5bXTNQ5ooHiHRr8P9vbDWywv8pJBe5mmNv5wSnKW5EC7vOkO+hOkfdyS1cmrKD0fGbxvynZqR6yTAzNcd4bd/EOQXoPvuhubrekYZVwAAIABJREFUBd00ifsFR/nQYtvAUFqyXaCvooFlEMOqG0cjSAtDZklqmPxpTz9OaaeWw6uAzz27rqAdHJNJzW8Wn3iWb1j3Jd8vrzj8wwV2mZC9SynfJtSVoz1k1NuC/ZBR98Khk8yDg8HJ32uowDuLNTn5Yy2X4FLeL+nBk+4HbKdQPBuNHU3dyqK+zBnKBNdFFpdX48q2nmSwcvaNbuIEGJYrwvFI/TevFGpm1bRtp4nRRBfjbBfI1570qKm4iVb7+TowedOKedUNHJ9V1DcZfWnoSytlwrqjrxyHGzXMpFaDaGfS0/QjvTYzyEE5OQ7sn2fUV4ZupPfBdZquMEq5PGmJipWneLdjWFQwn+CyXEtjZ1UY93uG9QY3n2rid04FPkkIm61O4Iej3NoXFzLLHQI2zbAuEcPJWu1uKzHe0v1wjlruR7oOST3gxwX9JGMYZaS7jmTb4A6ddDPRWR1jcH2A2VhO8HMhBRSCvMmjlCCGkPndDuscpirwTyvVwqbR98pr94q10CloDMA/rdTc/D+qFaWcmI2XPZbqkpqNvZhLEF4Wgj23O3kgzibYJInPQfuZ0Pci94xGZwdp+kEH/RgkKVTHa63gHBwbPV5sGjbPdX+TMeFQnx1VIB6QI/xH232uhUmiGue9DvRPS2ha/HodBf1ag9jJWEQrY89JARireuUSDR93DxiD6nPXkZjZVA6mX/KsT09pMhZF0Hs4PVHnZDSJHAe+5JGrQEYhT2SQnTqtKQrtd7r+l49l3ZmFZQbPcKxJXj7Xlxs+P+7p7/pfPtfh8QmTKp0zBHk6kSa4qwXhaUk4GIWJXcduWzeE5Rof+eLyIXL4L33XfnERLGG9wTeNuvbpxxczwt0Doe1+8XxsVSk/ZrXGXVzQ3z2QFDl+XBHKjKFMFSL18ZEQgsbQUu6qoetEJ6zkYoAxn/MyrvUlDYuZPhxFKndVYwj7I25fyo3AWtzdUnCocwyRYBEaQYf9OMMUCen9EnfoqC8KgpPdSXKA0YdGxoafNvifFAEeBo+rXtA9V0F2XzCmkq9fE0ZSdu9eKb4g3Qo6O16W+FR7iHwVSHf6eYgFdMhUaE8ha0MB/SST1fw8IV059scZh9ua19dL/vXFey7SA+/rOX//cMtqOcK8qvGto61PAVin0DdD8WNJNwm0uWjNPlcUtsSKgXYKu5eO4iEnWzWYPmUoHPmy5ZRnMlxOoNdeyhRJVHF7MbhGlsOtPOakv3Fk65z0aSth7afdL74b4UT1HzQtdKWo1Umt+yofBk3epaWrBGkVq8D45yNu37L/ZkI9d/JNa2D8tsWn9uwcHqzhcO3oRvKtCy5j8la5QiEmrSZHT7LrON7m2pU5CVNdLQq6yaPQ9HCKfNb0dXw9AQPlz7XCCCclDAFTN2e2Z5iMBAEtV9irBcPHO7FP6xp/jMzTQlRmd+hpryrMoiR7v6G7mYDVIW3ILe1FrhwgL9isfLujvaxEvigt6W4gORhZN1lpOty+wdsEnznsuFDTd1G8kyYMk5x+NMYdepKHLTy/kRbQGIWEbbdinalCakczHX+uXTFIMRQZ9ptXOkhud2czYIh+hZEIBcj0M5IJhrt77HF8NtwlBHhaweUFpsjx6w22KhmiV+RJwZ8YQ//xkw6paYIfBv15VREOB7FZ01Ryh9PzaDuSy8WZ8WZGJcnoK5G5DjX+/gH//Z/+2ZIX+l6Gw512lSG+dyZLIUnUcAeFxYWvFJftYsAkuTR3Yb3R/zt3ro9JOHHIT+Ng/EK4aPAWElGMT4XvXHCNJfnuG/27T+EsZLTzWWRK9AxPK9z1pbx/Nht1WmcJcYAySYJJEtnBTCaEUlQ8f/+AmUzoHx7OF8BdX2tKaRqZeO4jSy2L00vbYZ0VbFfk+KqA6rmyuT/cYb56gd0d6H/8WU0hqoFD35+ns3/2wnctQ6Q9uhfP8JOS4JFJX9TnuNubuO+K6tzLEUN87uLaHzGjEn+yzdgdxYjrB11jK92MrSrMLGGYlpimw11dYaqokblf4nJFroZxKWihU8BRsrgg3D0Rpi/w0wzTTZXHsYtmeZdzwqhgyBN8YtSofvUCM3hZkHQGU+ukvfx1QbYJZIuMYlQQfv6AqSrcvsUnFUMqjUbytId/9RewO8DgGXLBMO0EupEEoxgVq76CehG9wKLPlkgHajIh0c9HHwfqy5SuFGOquDfsvvY8W2z41xfvucm2vG/m/L9PzzAm8OJ2xVeTJYvsQBcs265g0xUs65LlrmJflrhNQnEvCC/Z23NGik9hSKV3aS5TfJLhE2UuZWsDicHuWvppTjtLcLUsYQhQfajJ7w+4Omf3smAogsSFMXFVKaotfPsa6xT5a44qPqbn7LKA0es3Xtc0JGCaSHneRRFi4zk8L+iqKvrOydssOYpsUf3hgfDpAZNn5J8Skpff0k2ki8m2gcN1EqcvObQ3U8fxMsF2AdtA8UDUTuk9yZcBH1NVQY3QBDjcJCR1IJvmuL/7WZ5fVSltyHIpuCqV2NgsLgjbL5AC57CjkmHVgpP9TF9l2CbgGk/3bEJXJecJd8jgeJngukC+6ulLx+7PpthW1PVgoBs7ICfd9tLhbFvs/YqQX0ez2hS73BE+3osV+ps/p6/SaLkkixVur4QoFLlg5lGFdU77h1gHZceVnREZQGme8ylht43f94WQg7JQk+p1X+ZwkH3/4GMsQc9w2lVPJuA9w8MjSZoK6SGuEpJUB8X3H7XXydIzSmOnE5EyNjvsdPy5bjlLqD8TBmzU9ITHJcNmoylpOhHqYQ3+C5KWSTPsbKLaCYTjUauG89QWnTaK4hxx4B8eccZi5hMxXM/yi0iqKLTj+rIRJ8Onu3Phl9ZDDSB0nQzhkkTMh/ii/H4P+72K2GImjPHUub75Cj8qMWEhO5cQ1FmtJWw25wv9i1uaila32WCaRhDb4GG7/UUDODWrYbvFnrpnp1Ez1HUcdR0OqWdt10Oe4R+ehLE+rWVYeXuDf1pFhlwNB34xCv9LN4W9eUzTC4I6HPB1g7sooGkUDXta2M3GJKMS/7jUnyUJ5nEl54Asxe/2svc5Rnr5utJJYjZW0zm0ol0WOX4+1mm6iVDik0RW7vpSFt5VxfDhI/bPviFk9uzEbN5+ONvyuMu5gt6W+0g1jeMzmmbwigjuRxJcJjtLtrWU0wmjeY5PLaY/HUZUuOqv56SrBnf3BMs1/tsLJXJasA2UD16+Xx4Igo58xlnnYQZNO83C0CdAgK6yFMuevtAX5fAskD078O30idJ1vKkv+O3Tc6q0468WH/lVdcfY1bj4ZehCwnYoWPYVH6Yz/jRe8P7dgul/Snj8K0F42VrPyccIZXuAITU0c2lOjDd0o4J848mNYfciEzkiNs7kGOgmKYk1bF/nUeQYJ5SjInAZ5SRDwHhPeyVINF0mpEdPv5cvnGvDGUIrlgP5Y4MvHLaVYNK2CqurF452YqITciDdB8Zv26iBGQhFTviLrzGHFp9Fq586aFdWxvtfiURwuLayqBnkcJ3tAu3YSHw7CQSn5+Rq6GJGYrZWMidAUnvSj2u4VSLlKR7eTeU64rZR2/EFGUi5TuY82ZxC1FwTyN9rX2O6nqQqqF+OSQ5e3nvR8se2nnzfUd+WZ/Hq6GPDkFp9Ln0g3bTYH94RkgT35g5zdUEoEoabGS5NVBvun8jyVMmXxhBe3YqYM85JrKX/8Q22yPF1g11opwpgdgeRArKUkGYwyWFSYeKuNByOZ/9BM3iG1ZPgppsr3OKC4eHpLOY8xaTYSJo47Z8JQXDklzTmaO0/RNv/08/sVOr80Indp5TlVGa/TvtGWwo6YxjOTWA4NYcY12KSVPdXFGcD5fD49E8P3VHwH0IQ/Dgd46qS/t17aX2iptFeXGiQSJRUTNerjn9x+0x9jrHPxkR8cToVlNO0mLLQk4x0O1uInmci88yW5XnPYHzQeLlexwvg6D/eSaOSpr+4oCc6r1vMNRk0UUcT458BUYuHITI4giwhrBVuWEpRT1koe/twEG46kyYorDdqPDFXhqaRAvhG+6CwPxB8+CUTo6rOF+nkDBvi4/v1BhdZKaFtRUA4LcDSBJNlWnjOJnpjNjs1uhc3woh3e+lnJnEnEznpdlTBbCKn6EPN8Lvv9aV4fqUvRMw1N1kmFs16jXn1HD8usLkWowYwwUig9riFfvi8mJtOBS11PXZzwDYDpI7DVyOCFfW4u/QMlcd2lnwt6ms7N+xeJeyfOY63iXQbORH6gfz9lrCYYqqSw+uK45XFpzoVy/5ep2uAfmSor4MCu1KdqA16DBVc0YebmTsnSe7/rOfXrz/xzeiRLjj+y8NrRlnH/3T9A389ekNmB74/3vJfd6+476Y89GM+NlNqn9F7xxAcnTM8fW3xc8Vu5w8yu+xG0TGgNWq4GIqVJ1hDX6qxuE57E59qGkv32oM0i5T9y5R+ZKjuveKZO1nhJ8cB18qt2PRe8RKZ00J7momY4HU9TgFzo48NyeOeflpQ3yjjJj3KiuZ4afGZlvazP7WKD88tyXFQZMF1QTeXuzLOYTAUS8+QKmwsWEURmCCdTUi0hzEylgYDx1tNWMlRRAXXcnKOkctAYihXnnTvSVZHHXzmE4Z5BanDrKVROzki27nSbE/fFb/V/spNp/jrOcNIsF5SD5imp7+eiknnDdYH+srRTZOztstYQ/njCmsTsqcGWyt+OqQG23jcscP2IcY159jdQXqkJMHujjqoZhmMx4QswY8zfJnqAFb38OYjNs+0uylLucefXT9kCnzaV7uJSD7+/vHMtAvHWhOM0/fQzmfS08V66Q+HSA6YCvXxQZNHAHt7HS2wOJOSTrXHjavzDgaiuHI0grHiBej7c700aQYEDQchyFIruvSfi/31JaYVFdpezLXvHstcM/xLawRENghteyaA0GoQMakMPG1kyYa6lhylabSj+8JoFCCxRQFpqhEqGluSpRqD2w5zexXdAoKmiMMRnJN/WizO5sWtxvSPd780ozwccGUhhf1J4PTFzY6Uy4BVJCpfXFiIzIgix/tA6Fp1+2T2iwW+OdTad5xwzDzX2GsNLOaKZfZeli5p9tl2IklksbKQnuXzOOrEEW87BQrV9Xm3g3Virx11Db5U75+eu7tciIp5bHRKmk7EyvE6GSTTF3q+u70WbJmMRelk8X7Gc0EnBGvl0TYZ4f/0BlsWJK9eMpRpdL4NMJM3nN0e8Q9PDMejcNeTud67jzrFjEaYr17IjqMbcLWnmSYkR+j3luAC6dow+VkU5HZiYo6NrGxASZUyZgx012OJ8bqB9OCxnRa5pykmOUjbYQaJFJOdwWaCQXavBZ8FG0iOp1O4Tu6cPgYBmiHhQz2jHhJmec2/uXjH83TFUz/mv+5e8nefXrLZlvIy26aE1ONGvRw1tilm1GMTL7bjuGP3q4BpLPmTw9Wcc1O6aALpOk0FZgDXDIzuwDaedNOSfFgyPLvgeJPSjVTAtW/S7qOZWar//ffY6YT+9TW+yuRyfDVlqDKCEeXYdoFmbrGd/NRs0xNSGYD2RZyi+oR64eQecOcpHjvyd2v8tKS+KaivszgheGlS1kdZ6jeJbFluE+q5xbXS7BwXMgOd/KGnnQoOHHJDvTBAIN3Lj628D5rQopGoTzUF9rnBllapvP3A8Nvf4X7z51r2T8ewXIoo1ERY3paylIlmvm46xVzJQ8tEs03TDTSv53Rjh+0yWQJV9pyV044tppLgNRkrSmQoU9KPazIXxZ8R2vKrtZyGq0q7j8RhSmnaXPUrFcX1juF2juk99j/+A/bX3+pQkGdnuOfkthzKDHu/Ors4+7pWps1uf64XWvpfYL/7Sju+JwnYT2iRnc+w04kE5WVJGFeaoj58FGp0uRATLDJt3fU1WMNw/6g98heN4sTG7d+8FQo1mahWWKfDurFnZwI7ESR2EqDa8UjT0Ganx4qH6TCfKEyt+5cbzZe3sD+cc8gAwXinQaAoBP09PMo5oes+W2jFnbH7dvj134o3XgJiORAFRHgvJla0jCYRrz3EkwpEdlk3nDvb6ee2LOUaEAu1X200RX7RcKTtGRjuH+R3lulJmVxZMHY6EdMrLlltVSlUbbOJo2Qnb5+zpUQXR9KVlpTGQpGLbtw0ytL+dIe1NmqIbHwsTWYm15LO+M/ebfbi4kwHP33A8F50wtlM/kXzOaaU15Lf7XSq6Hrtk/Jcsa7WfobZ9gdIUvmYbbay3bmYEFLpS8zuoJ0U0hcYHwh5hu17WZUHsEmkN292MCpFw7ZWmo7Li3PmTmhavb4swzy/obue4KsUt2vl0ptmuFZYuekN+QZu/v17yh9XlFuLMWkM4RIbLV/C4vct2bI+s+7srqa9GtFcSNHtE2iuAs1VoC+hfID0CNV9YPqjx3SWfmzODsjF42d83LUy6XRtYP/MsbYpy66kyjr+av6BF/mKn5or/rePf8kPy0uqvGU+PlIPCcm4k+mlCQz7FHt0JE8J9jHFH1PCYDHDZx8yjFHIm1GzaCcxWXSnPQUYik8HknVDyBPCqMAeWpqbUnBUL2eEZiG7GttCaSb0z2Z0s6gl2bfY9R7bikklK5yeeiHtDMbgyxTXQUgcQyHrfZyaWb7xTL5f0y4Kdt+OaRa63+pjTfHjiuynB+zdkvD2E+H9PfZmwfFlRb2QgDPdweiTiAQmaGJLDx7rNcE0c73v6VbNXw3IcrxWkitIc3Oagmyw+HGJvbyMKIbHj0sSFIXsLrTsDh8+Kb/l1GiqUvuWUcFQSYjqtg39XNqM5DiIstwGQjTUNRjy1YDrAu08x2eOpB5wDxt99nORiNyh03c9BGhbHfyMlVShyLWjxNA/m9Fe5IqrtrqOJE7aFuekQbm+hDzFbo/0b97+stjWzed8mZPEIT5PrLwH/V51081EgT7JOcxijglBMhJjJO5erQit/NnC8Xj2WuREOvpStHmqQaffn2ptCKKU950QDmv0ZzGoLTSNmGyDl61MmkiEW4s1FtruFxOVCq37J2jPl7leZ41kUWh/tJf20G92JLc3mMSdIXzgPBwkyauXetJFjgnZeUQKbaep4mmpwnfSCwzDOe8AZHPj94ezgvR8/5uNBFWxu7nLhcRHg1dHtNEzLY6Apiw/MziiWAqkoD1NSaYqRYuezxnWGwj/dNdiEiUB+hjdauoW//CIef0CrMX5oNE3cVryrTZyl352i5lOcD7o4px0PJPJ5w+Wc5/tZRIlBoaux5QmRjBc0H+604WO2OnpdYTjUc1nOiHMtBz07z8JW3UO+/FRLJY0gW9eyV8tU7JhcBZ76ETK+PZrsYE+3itT4vkVPnO41UFfqiKPPm0Zph+wiwtIE/nPHRuSbYMvoyHgh0fs8zHBWtINmOiPNVxOsD/fYQ8tkz/tGf9s6aYp9aVs7LNP0cV2uRFceDhi/KVep9V//azH5J7h4Ni/SCieBL81UxEJFFcswXD56Olj6mR6CJR3DY//qiTdGtq7guu/euJ/WPzEV9kjT8OIP+6uWBQH/nrxnq/LBxZuTxcc66HiXTPnd+tbNhc5dZvS9o6uc/g6PUcd+wAmE5bkUxOFjFqQdxPtLIwPgGX/bCo6sJfgcvyzdCs+JpX3pf6tWHWG5jI/s+yyVUv3bKYvaCKacju22LmmV5/JtscEQzpJKf+0xPg57STauayUGLn5yznNTKaZ2TaQ7uSqTJYSpmPM/oh7pSkzHFpdS7T4z3aCBrOtZ+jkb9bMHC6mYNqOs3OBi9HcfSntk4uWOu3YUD0M9IWlnSayjLnJSPce23p8ZknLZ6TOycXYGsxuJ4ZUVSqn5TThlDluktEXjnA7Ibs/0s9ykn2HzxzNVYrt5EvnnSFbNdQ3pQgPG0/yEA+6+wNuVCqM8XFFmE/xNzPtrY4d5uOjghyzDPKU/npKc5HpIIianvnpA+bFjeBo0HL/cYnt9P10l4tzBtY/V2dC3wui63vs9aWkBSfvsVF1htCSZ7f6/d3D53oQD91uOsaMx0oN3Sic7EsG4/+vmx8IjWKl6Trl81wthIo8PGpaWm9ksOysGIJ9j/8CnQpte0ZDTJZKUJokkqNY0cLDco2ZTUmqkv7ugWG9wVgjhnC0L8MIbrSjkRpZ91mCkpDIkkDJlltOFttn2Ap+aZP9RaaN32yFTx50Eg//iABgnBND1g+E/QFf1yTPbsXEOjbnRhS6VnkSsyl2Mjm/YeF4JDh7Htt8zL02owrW/5QSjVX0NEByMQcr/RDWnj3DGFey2n73XifPxYXYJGMFL51dTlHnpu8/N1L7ebEmUoJo3sPT8jyRnU8EMc3Pjkba2/Q9n+Nstcg7LQ77H34UdXSv9D/7zWv9vY/3WB+0AxpUNPykFKXzxS0nTzWfOcLlGNv2Cq26e1TDjDk6YbU5swXN8YjzgfD6lvC1/NHqhaUb6aSbbQLb78ZMrMSEQ5ngjj3Fux3dZCYa7NcTRn9/p5H55hp/dUG67XG12G7GIjitN6QrR0gUvuWdlvTyAxO0ZmLOS75RPsv4D2s2v5lFDUkgfbHnu8kjlW35ub3k/1694iI/8G+nP/Is0elp7zO64OiCo3Qd30weua/HMIJtV/DT/QXYmEXktaxIN+b8PucbxQS4JjbLqDUZcu0y0n1UbA8Bd2gxXkFqro3po8h+p3zSSbR47DBxR5McewLS9PhU0KSotUR2XoxZNoA1FD88ks0q7ObI8bsFh6sYk9yJLl59aMi+/0CYT6hfTsXEOg4kmwYzBNrLkuquA1I5Emx69s8zulL7oWwzMGRqZrsXolEbr4aT7EV3Tg6GdBcYf+jpS00Z9dyRHgP5qmPILFnj6UsJSH1mcLUgFDuuCM7hf/2Vpt6PSxlLnmpC3ZLeH0gt9LOSfqbwwKFSPEJwBjox57J1SzfLaacKa/OZpb8akziL2eylOel6wrFmuH/EjUcMf/0d+2/G8PWYbNOTbBrsUcme6a4nXdWY3RGzP9IvlzhnRTf/wizYf/h0hsmx9myhf2o8JlWY4+lwfHJRhrhjBoZP9xAiw2y7054r7kVsUZxNiIfVWhk6Xaef/TMGzHYiC7BTbQu7/S+ei7u8OEeygAx5yTPCenuG0GyMGvjnGpk/HPQafSR0RfjN3VyfGXMnykeIkGDy9SvtvaNfpd9G9+jhl9IUd30NixkhT0j6n95g8xzfSmHv//HeZDQSOeD0xDY7XJri92owzjnZHoxHDDE85/zBKsRdP+1SXJbRf7rD/X+EvdeyHFmWJbaOchke6ioAqUqxyWmSM7Qxmxd+XX8VP4JGM/KBxu6prupSmQlcXBHS9RF8WMc94gJZ3WGWDwlcxPXwiNj77L3UuCHGEoOG/LlGsPbt6DW9uPiGTpTryQF5mohkmc+UPb8/IJxrXtfdHULNIquWS4TXPcfIsuSqEOAIWjfErBJDc8bbm3l/O2lcpqlmakRT3njoe7qrpimFk7HhhJGgnSwKiPf30UrDIxQpYMkyQghz9oR+/272kMPNhsXpzz9Sq7RcktmxKICKY7u9X0aGmIfed0j++InrzLIg/TR+qFSa8kQSDwFCKRqqWgdXJOhv0jnbpLsFxhWTI81ZwaUlslcHbwSy3qF/V2JYRO2HA+Mavv8GODeQpxpilZG1FALqbwGROkjjMW4k0s8a9TdM5NQNFfyqIw3Y5cDoOAlIC7gV30vTBPg04P3qDCMdfurX+LfzLR6yE/7r8i+oZIv/3r3Hvzb3+P3+DkoEvNYFQgCKdETdJcjTAd5LBC8ROgV1VFBdtF+StM0Jmrkx1d8s11cCEI6n/vpeAwLIXx1046FaB59qeM2GFCQ1RXIg284lAskxwCcSEoA+jzC7dsbk6g/3zMSxpEoLMITNlgJBaGSPBrKhiDdEzYRpAsqPI/R5gH7co/vdPZr/8t2cwBmkgLABPuG1jpVCv1R8jQI4/CaJAWpAvxIYC1KYvY7Y0MjX4lLM7EFd88+7dcSQFA8iQYITiRYYVnoOWiPOZLD65j2C9wipQn/D9zEfLFS94cl6Qz9BbCvYKuUE0sW1upbwigcc1XsEAYjRQQ5crUkBJMcRw8rApRXSYYQvM/hcQ1U51E+fIaoFxspwerRA+hogOwv3L3+E/h9+TQ/DpkNIDDOuTDLXqymBM/Q9fN8zFKwouH2Z8mvWKx6WrSUF+GqdhGjjIxTDxWYn9qmIa00rHK3ZhK7q7C9Z/M8SE8ky715eoYTg4Teu6C+stB3UzYZM2/0h1rWWmFLEyWDtGwxIZhlEVcHvdnw9wwh5swG6no03rtLCMPJ32bcTnrq9YU28YssJrWfMeZ6KgoeoW0AvoH6Df/ynEHU2XwL4fAj+w5QZ1UJK+j3FHSx3i4F4xBcvRq6WcW9J+xmywjzZKYOFuo2+SnE1NWE1M7YRd5bqjiQFfz7zBjvPFxjTPf255ui2KAnKlQVZYQl3tZNnE4CL3U20lwnW8nWdGwL73tMdehzn65maiADH3zByHzqpbCdGCmIBEULwNXQdpOE6Cyd6QMF7iE/PkFJx6shShCVZIe5uCbcumV5qUuDbB4TVgjTyOZtHwucauh5oKDo6+L/+PJ9gcDhBbtdkBA0Dwm4/uzXAB1KeFwV8mdHQcD8ASqO7kRirAJ8EqI4mlc2Dot1JZeAyiWEZTQuHAFfl0L2H+8Of6Ul1v4EQEv1WobsNwNJCKWbH5I+KJIO1has8bA7m8WR0fU4P1L7YVJBBo2i1cv6BdjavY4HHdoll0uF/qT4iEQ7/2r3D//G3f8RTW0GIgH2dw3uJrknQ7HN4CDRPJexPBUKjIQfJ8UEAwZDirAZOWOkpzKaMLokuCR5QltNLcnDI//AE9XKCXxbo7hKq6yWQnMjYcjkZZmOhoAeg+MMr1ODi5zRAjBbND0t6nHVk4Q1LhrB5HV2eP/V8/UYBSkINHtJxxWUXBsNDBbugqFGNAcVfj0j2PVTdw64y+ETzleeuAAAgAElEQVShvTPoNiRceENnCBlFpJAivn+AqT2UBYQVGJcMbxsXAS4nS08ENp5xSTabtKSIu0zS0oelAWPFzBuvBDRSmJcz3KZE8z7hRLJIodOCHm79ALy/p4hbiEhocCTGhAA5egStMKw1xoWCXVIAmr6OyD/W8JmGXSi4XDFcUAo+rxQImyVCkaL+NsO4iNPm2UM6D3VuEW5XvODPz/wOuFhfHCMkWAsuSnq5InnHXxXY0PUUUE5yECGiRyRtYkJP3JjU5oQH24TR8NPk4173s9D9S2xE3d5AakPTyrvb2T0bkaUbmjbqXBxCGzcVWiPYKFOJTcGfTsAwXDAgS7PiYCeBo7g8f9sxu0vRXy1YN3ulyc2aP9P3cPv9HKFAOITsXllVs05TKM0kgJy1ShhzoYUDX8dCf/mYRY2T+lkb4jVKzp3dn05QSs7YChCngphjMD388XxhPvgYEX27hXr/Du7zU3yzGI42m80tSgJoEwMthBmruR5Hpw/DpGCdsAooCdH2b0a7YO3b65r+7ovdrNCadtwTGWKy5ClLgvtNi+Ac/MtrDI1j7oVarwCTUMU/eRspxkAjycne8Z705DJnTPRff4Z6T4q0KxP4ZUG1vwtQQkCcuGITNxvoI5gXZD3gAZlncLs9m/It459FG3+nvLJHHweEnpiWquko4BOF5GBhahWLCrNnTO1p168RExuZiyIdMCwkEniIbpw1A3L0OL9X6G5YwPwhgbxrkN+06JcD/KAgjgbB8H1VPQH2iZnlDWDOAc0tC5kcBbLPAva4xOeqwrv/9BkL0+Nf6gd8bitIEfDDaoffLp7xTbpDJkY4SDQ+wad+hT+e7/DXwxq7pwrZX0knHheclnxOPYxL6bZsCzlPK1wpcaVm6oB07+FSif1/e88VYeCpv/gcMJZA/Z4nf1NzUksPHqr1sPdLuExBnwaoUxdjionvuIC4hiNO4hUbyrDN0W/4lcyfB+iXFqLQFMxWCrr1KP90hi8MT8vDSEHd3RrCBbR3JmJAgOo4nekGJG0Y3mvdhTmPSN+VsFkKb0iayM4x/hoTFkX9EBSnouwlzNMM71OIhIuA9MSJLhRZZEnGtWPrIUYHrCo23X5gs8n5RLLpuKq5qeATHYkZvGY1kBU3LjQgM8jWIrMBw9LQt+7YQTy+sj6MI/x37/hPLcWoqndQuxrh/T2/J3WLkKaXKPiH+xk/FZ+e5qwXtdmw8P6S2FtEV/d+gI/srynteAp0JO33ErccnKNHoQ9vNX3eXTYt0eLHN030keOaXuaXGjdn1HQ9AEM4Q5KazbwaHtZkVVFWEQL8y47RD0UBYaihdMcjD6AR2hBpiuAc69VU99Yrbm92h8tEE6csSlMmFuAeQinqBrse7umJ+PeihH/kpss9PQFPgFY3W0z2DKFp5pO+bzuavW3XHKPiFBDajl10u4Zar+D2BxrQRd2NXC35Qvr+zVpM5jmV+lcPX5OIoKIAyh+49npj8eFihkXXz8l3Ppq/yYc7yGGc6YmiquZOjTyD+3kP/XBHOvNmAwRPu5x/J5kOuFD1RFGQ8VJVEGXOnfDnJ/55JAeo+9t40w/8YAAcmauSoleAX7Cup1BMK4wfthDOQ72eo/+TAv7nX5MMIAXk6Gndn9CuIywKhCKFsAvg01MkLOTwZQ55buAm99m6AVrGdiNJiA0BmMRk8+PxGf54pCvDr94RmI8xwCJEPcmnngwqLSGcR/19geMPij5qAig+ObITf/0dRE/H4GHFdVJyFBikRLgV2C5qBACPLys6wCQeYYihXQ5o3gkEFdh8vEC6D8ifLbqNQnIU6KUA7jooEfBTvcapT2GdxH+5/xnv0wMWdAZFIXusVYNEOPwmecKvshf8cXGHPyzv8OfNFvUhg4jZNwwtkwiNQnIgbuENQXExxnVRjugoQHxtzMmUEx6cfKJuRQQC6j6hYNS0ZA8OK0MA3mrIwdAdXNNNwRakGas2rrAKoHkQcGkC1XHSsVmKbKHnVZbuAnQDWu2vDIISaD6QyaX6gPS5J94RG5nNJ1NTBqapgU1xXAiMhQTCEvU7g+a9gEsCpiydKV9uYp8hRI1RjMb2mrk2uvXoV+qyzhMgPiUl9KmHaejIkBxHhP/7X+BiXoqUAkgMvCnQ3xj023tOJwCGpcJQyvk1uZT0cJ8KnLYppE2RPzNFtF8rJJVGAQBdtG8KAabxCFLG6TTwO/fjJ1pnNS3EeomwqqAinoIQeDBLDPS33wAhwH58hHLucsC9rg1GA4mh0/qOayOZZwijuUg4AIrSAdY87yh/WC+h02/mcLVJ0OnONdRmNZOvfN/Pa7ZwJYVwxyP0t99AVFW0kWnnRiSMnq2zhDZQ2/XFjRtgQ42NEIju09MAEU1KIQQPMHFCsj/9/JaVtllDfPOOdjf7w1yn2R8snUYMDQFElrIeXw0D2u0OQPBRBbqe7aBlllJAVJV8004niLIkm+pUz2AUgAth4HUXtSMGwQeyMCJFGQDFjM7NdjNAPG2fzpwQfsGfDd5Tn/LdBwqpFiVUliI4f+GNCzGHNoWeU4wyGvBubkTAdDKQb55eFgX9v6yFe3qJH4we+v07+Js1b3bTwf34M4K13NmOI9wTAUX78RFqu+ZuVCmotoN7fkWIqaJyuSAondCCQpwbaIAivIT+ZiEK/3RNGjkAuILkATk42NuI7Tyf+AGqa9jIoAvbFdS7e5p+pglNH/secoqh/gKDE2nKe5jSosNlGu2tQXLm+mRYkvqa7Q2SXYB+qREyw1C1+D2ScRof7kokjyf4RYbmQ4axCrAli4M5CrQvGXbaQcoAV2tIKzB/xxVxA2kB0Qkq1RviRwicEI6/kmg/WGgZ8OPHLXDUyD7U+H67w8dmif/n8Ruc6wz2bGCWPb673cNIh0Jzen5sKjgvIeJxOXQK6qRI5Y5+YLoFkscQwX5iBebM5FKvBHTH6VE3AulugOxGPP9vS4wLrvqWf/LY/U8SLmVkguo8Xa/3I9RxIO7wvCOZ5r/dYNIhSRswlgK2YDGHYCNY/GThUoGxlOjWXCkmZ17fUNFo0yVRVHtw0UnAo7tPIceAbMdUTRktgIaKk0f+Ql+0bqthMzFPUDaPa0XH/3RLCvc0Ydgcc0x2dxObWZDo1jK6QyA2nAC9ayGbDva2ojC19zA/7xBWy2iMG0/WZcYpSAoIBKjGIhiJ5EhyhewcfKbQ3TAkLjnY2NwlKfohwGsGygWlMHxbQjqPIARsFp/XERt1ywx6s0IoMvh3GwQlofbNXDfw+Zl6uPWKjLDokP6lyFH/+gfaxgzjvJUQWsN3Hb3KqgruEGNGJlsb4CK4TAz852fI7YYYbVzTu8/Pkc0V6+G0slfqQiiYWGbWwj0+IdiRRK00vRRzHyMEJs3QMAJ5zsDL6B59XbP5y8IFNz/GsLkJh/LZTIaaf3wYZyjhy82QzDJKVaoSUzQ4gmcDBxCOJ2h4xxd9PRJaS5UrEGMHoo7mcJytYq4ZYPbjp3jRilTYKakupvXNVOTJSiFNgYnd9nDPC56EUF+sxgDMljOioK2CSJLLdDKd2r1nqFsb0zZLFlS/P7BzZykwObjGoisXsZFGPERGcgHVuIAYRrJW4r1Rmw2dY69tGLxjXPXpfEUQ4BtEEarmCkFJ2G0J4QrIzkL0jvqfYOCX8ffXHNvHW3oepZ9OpHXebSFGC/eHP80nDfVwj7BZXkgO0f4i9D2ESb66h0DUKa2iD0nfw7cdkr+9oL95h8OvNIY1MFbRcXhrkL4aJKciWtVT3BkkT8nd2UB3HsKWbIgp8RVXeoSOQk5hBdqfFggLBwRAddzTh8TDZSQL2DwAMRtGt3HNlNOGJCgAmUcIAkJ5JO8bbBcN9l2O12MB+5QDlYVejMiyEc1o4HyKs0rhgkDTJzi+lsBAEaPsJXxsCoFcVzabM80eXSKhW093ZSegegfZO75fIx13/TKHTzihBCVw+h4YNy42JIXj95r4CAxkwYKeFgbq9x1M46E6OhLYQmCsAJ8EiIZFPCiguVdxggpIj56kg5NDc6fRr3nqlwMpzcnBYlxouFyir3gCVgOnrLEi809FLzrVc61kzkwzVYPH+RsDbwJEpD7rjvqjcUmvtOmadMOJ1RbE80QQ8XkZWR2UQL+SqH+zRP4z9V+6iYedVQlxPPH7qxUtmYyEOQ5QHTGtsTKwhWLy6OMZ7XdLDEtFFp4DhqWG6jykoeiTkeYWLpNovi9Jxz94CAQkJ4ehol5NNQNjpu9WUI97SCFgNwV8lUGKDcLzK0SWkebbpbO48roGqZstxLKiDddI3GQu2rGphMhYVVsGHQbv4V/3cx0QRl+in61lfk3cztC2ZnjD5A19z/iBNKXJ6XqF4ORcU2Ylf2JmprBvO4hhmAF6dzxCRcrzL/k+ztTtM7Ux0iTsAVIR1J/qXPBcqSnF1zThPl88grXcTJ1OM1FA3d0SW4urOD2vjEzCUWy08w5SJIZdERRgBhuzFq66ndqsAB0t+p0j730YacsQ8Yrppaqoer2mF197AgmTkBVXVTP+IfKMI94wwj1zVSVWFIm5pxeyRrSexzphmBaHECjKTFPuHPv+jQ4o9D3cMHD6anv4193lJLGM1hMDi7darzjlaYVQt9yNxjdFLha8N6cz3VrzDOLuNn4wRgKDo4XPC+LTPjCzve0p6MwyqCJhZG2iMa556jP7ns4N6yWdabueItmJ/th0wEdGHvySDmD60ohFeSFuKAW/LOCqDHi/IW5zalH++YzTN2uMVbSsaVmcu7uA9h5Qg4RLAsbKQ3gxr9ukZaGQjvRcn3qIzMGDUwQAiC3TNPvOYPQCspcIJsCtHDrN07RqCNbnOwdhgW6jWOQ6QB413CqgXHW4q84YnMLnpyXSYsT6N6+4LWoUekAiHW7TM+4THiZOLsNzv8D/he9wfC0hWgXZR+D4ENljKYkJ/VLApRpqCFA9oDqH7i5Ft+Gfec0ibk4urhZjdLZhYcbCIlgSDKQDsleHbqMgUyB9jbk/dzdQYyApwZJmHJQAajLapunBR/KCHOkOIKxA/c7A5ryG7JU4hs0E2t+lEA4oP1lk1pGC3HvYTM8TiRpCNLZUUAPp184ICC9jrDWbr24Eho1DSLgTUyc1a3CGbfxzJ6AbPjenOK73VBeQ1AHZ0wAxeoimh4kuFbAeIklgP36C/u7by+qmHaHaEXadITkMUD1p8/27imLW3YWs5I0keUAqYmtj/Nz0HsIGxhX0lhIAIWb9z7jKkH46IUiJ8dsbJn4aCSMAeEB8cw+0A2RdcTujFGQIMwNWLRmZEEKAeHr9xckAwIyHzF6Q55pRygDXUmXB9X9dE5pYryC6lDCDVG/kHtPDvbzObNUZjpCKLDDLcLVwhYlPKz91ewN5u4V/3VOwfX/31XXPiv71ijiSUpcD9HVkQnQi8QdKXAj8Z3O9EVrTVcZ5NtHJWSA2p9C2zA2LtHId+j6uoWjCOYFeAMcm37YExbJ0/kcAG4PIol1E9BcTWQr/9IJJY/K28tFSxn9ZGK/2orLM+TuvppbQEiibG9ItG0k4nXljlCQr5XaLENlhMBohNdzFTqrbyUrj+hGnAt92lxNDPN0gMUDbXVxLD0eqY0umeapoPR6qkjRW76GrBQH5rufpIOX9CamBTyk2cws2FmUU/N2SItfOQrweEDZLqM4iKMOG9rrnmziMkPe3wGZJWrWUQN38IlVcLZeMQyjiDtZxV+v3B0glgd5C+Y7itmHkaqDuUDx54idCQrcC1V9YZLtbMpVcFiB7Cd1Gh+afOkbq+gB1HCDfmemWAp6gNyQgZMBm0QAL4BNWCEMKUSsEFRDWI/wgoWvN5hYxgMnwMtlzdTLeeSTa4qUuMAwaST4iTwc4L/B4XqDtE/Stwc32jP/93Z/wffqKhepQyAHjg8Q/63d4eVnAFgLyYGAL4kqcUELM8wGcpV6k+MkiOSoyonIZJyFiHWrUjEIo+eWUI+BiY/WG/mheC5jWI/vcw3w6EDBPEwwLCa8i3VgDsudrnSIHeAOBbGfhFdlkNidukdd0NejWvB5v+LN6IhiFEOMFVMSkLtiN7qJ4VRF3cmlc5Y2ArgWGB4uxCnECJKjlKgenPTBKQAeIxCE0/G5kz4ykCJJsvqT2yD/1MP/GlXXYruA16d9ydAjLBdSwRVjkkVGWQBQGsnewJUkBcvCMZu4tp5FcQ4we/U0SV2NM8MxeHFTvoZoRPtUYKzpYi9HD7BvYckPxsZfInke4ZRZjwBn9jADolzMp0P3AELNlLOpPz5SBTCuixHAddzjSFzFi1F8+RFlywxHpyeGK4TUf0qNMwvcM1YMUbGZKxfiPt9k4Ik1Zy67+XEjxBoL48iG3a0azjLFRj4zKeNPMhGDTyDOKSfuB67E0gbrZwu0OUKslRJZCCgm320Wo40Sq9NXrn8ShZBif+JrT6NFniGH5q8lqNuIMXfeVbUG4LtQtU+zmDrpaQt5s+KQxCS+MlqfnLxLs5uf4IpxNljTIlEkSV2MXGxwIwb1lTJwDeFJ3Mft7tstpWoS6npMDYa/Cy841TwATVRqxG9/cQGrNiW4ykAO4a/R+7siI1g9qveJIOAxcieVppEdboO3gPz/DH89kqN2ugLKADGCmuKSI01UpfGGga57Ahk3KovoXRmEjJefflxlczjWAPvcQUhLsX5ackP7yU/wQytnnbTIPFdpArqMw9nyeG60wJr6HHa0rEk1Ar+lgP2zQP5QIio3GZSCI7hmdXH7y0SlZQo3UyCSngPLHFrJ1/OJ+esbwww2ZWUmIJ+CoD4BASAMyQ++3fjQQgwRKB6ECRKuha04EySnAJwJJHRhtXAnUv/EwVY9h1Bj6BDfrMzZli2Obof7DGk2bwjYGYVRorcGP3Qr/3/Edfn9+wPO4wKd6iXYwMKljjk1g3AC8gPQC5iSw+rODbiOLqWfEuWotso810sOI8g87ZLsReqTX2OG3GuONQ8g9hJUQI2nQcAKqFUgPns7OnYNf5nDLHHJ0OPxDgbFCjMEG9OTA3wPZ3tExWpLlNSwVgXwhSDVPmao5RrbZ8i8Wix8HJDWpv/1axenywpibDETHhYBdRCzGAeMymnvuAhAEhncO+bKDTB2qTYO86jGCPnemHKESB1cbqFoRX4rJopOZJ+nVgr5kqxLCOqhjS7YkwAOhMTPluf4uR7/VGCuDKXLAZbFJZhq2NJxmAoAA5J97CFCDA3CChKSJphoCpAvwqQZSjX6bYCxlbOCsG+OSNiv60EGODvLUzimWcJEppxX8y25OnhR5DhlTfv3nZ4aZrdeQi8WMr0zR16FtZ+B9DmWMzSYMI/zhwDXyekVcuWmoLex7hIEBe3CxQUQ6tNA6NhyQ7XV3G+20mJI5M3YnY+TVkofc0xnu6RmTLGUy0ZRlycPxMFzwIGuBYYCPNXWqf4hrPSElJS/TurBpKHm5YtWFpoVMEmpqJhuduqaNWF2TNCEV1Gp55fr8Hzxm/ctkt9B1LOxp5GEfjrzJ3pMIEDUrlydQXz9fFenCQ/9VI5qai1wtyd9ereis6j0/4d7x76fcnZHGmaHrmO4Zx9Y3cdEmQbAEuYSmQ6682V6Ks+BpQ+YZC/vpxLH1ZsMvymiBSCkW/UBCwTBGnGaEWpRAlhHrGdjxca6BpoUeAvTrGeLxhbkZXkAdOoRlif77LeyG+pqgoxGhC5AeTEQ1hlNK9CaaY57zDEJFk1Abje9ik0bEb+b70veYbSV8AJYL6ntCwLhO0N5wdTVswXwWKSIbCEj3Dt2NgitYYNIDIINE+uOOqYFZBr/MUX/LNYccJGRMfRRWYkyA3mq0dQohAVlZ6MTBNQbCsjFJi5i7wgJjmoD2TqG/Y5RzCALlokNuLE5dBiUD8rsGDw8H3N8ecXt7xN3qjJuiQaZJKuitwc8vK/R1iuGYAq8pxCC5CsxD1NrE6WHg7wyaaxs1Bgy3OVxhoCyZWLIZYR4PeP2vS7ilA1RASDzkeiSj7sQ45vTE1+EKDd05QAkErbD/B4N+G9jQJRuAbknTHZb8t94wJdOlLKzZjoenbs0GQWwFMG3AWHEitKWk91d2aTbJgboaBMAnsTFIapvUEPN3UoHzrzxC5rBY9PhmfUCejHBBwkEgSR36zsCdmQshrKCr9GtkLbYBuqe+yGYSycmjfUgxbjKooCBGj5DpqBtSkC8H2Ic10zgDP+PDkl5w2c5yAvEB5kzFf9CSuqJKw0XmX7ofoWuLYWswrM3cfIQHxpVBv2LTKj+OkD7M0dIIgPSAW6S0qnHR/84HfseiEwG8izVHEWc51zPeLEpGCszFO2HsiMzzN0mXc1Jwms5eigg8xExOzapaQCgNdbOBXFbEkK8Ovvr+jtegLxk2EALCOZK38py19vaGzvejhTDmynrGUVDqqCUK43jxUovx9aFp3tZd5+YGBu9n27Bg7bzS803LA3DE+mWWRS+2ATJLWacL+kRS28dUYqHUf9xsZFVR4DQFDIErNzaJIXbo4TLJxKgCmSS8wBB4+l4s+O+ioEkuK75x01QhFTGd6645jvNJQcY31h8Ol7+PKYDCmK+b1XWjiw+1XUOtVrwGSysK9/IKoSRkWcy2EGH6gAEUWdUNwm7P1ZMUcD/+fGm8ziJY2mxDxdxt5+Heb+HXJfztCv5myYya3Z4c/cRA1QNEtKNxmwLBSKjWQrUjbdATyRUXmK0REmorZNcDCBCrJTA6+N1uFt2GcYwf7oDgHPT9HeT9LZ+j6/j6tEZoOmJxz7topS/R36Y4/QoYby1QOdiCWSdjJeCVRHdPMF9YgeKJZpKhSDE8LBByTmnnb828ywcA3UqkrwLeagxaQMgAoQOUIujvO430WcPUiE7RIq6ABIaljNMWf7+pBqTGoe4TDKPGw+qMVdahHRP89LJGbRMY7ZFqi5usxj9UT/hd9YT36xM6rXF8KYFAHVFykhAhOglEIe6U/6L7uHLSsfCnEspT4NjfFxjeLXD+VrJZjRKqVnCSnmvmoGBqZvno3rNwngaoZoTwAa//OYW9sfClg01oRCqsmC1yCMJH3U4TkB0cxlJiWCgkTUDxZKF7UrJdKiNNnUaVQVMU67JobXPiGnRYixn/8ikAzxyhIIHuTsB926FatcjTEccuw9O+QpI4ZInFYDWsVUCjoRqJ5CCRnATMMSCPcQwuJakgPXlkn1v4lNEA0gPmr08QQsGX1IuFj5+BmzU92w4jG3IWX8fZxQlFkkUWnQqCjPcnapzUEMWfSsJlklin4vulOh/XhYD0AvpMmp8A13Tq9Qz9+cA49jHaR/U9namdg1wUxEXLAlgtiDe8UsMy4bJzSGSRc8KJhXyuMYsFkDIx90un+zBSqQ87zuyt0HYUbY7j7CKiPrwjoejjI0J9ZjNMU8DxABz6nhEFPkR2YKBwVCr45xfWJSEZ4RynrEtBV6wVfydSQC2XUJv1vLUKTUuSRJLAn5sohnWxXi+4MrTTJEcPSSEEJ7CpgQ5sWv+hqFOkSaTGkfosy5KrpRg34Jsmnuzxdue4WtKwc1EiHI5fgdiTsnTaWyL4GTt5ewFkm7n9niFBb66NN20G9qML6y9SqAECXcsFwoTfxPHQHY5QqyW9yUAW3WQ0OpEZ1D/8FiFPIAYLHeNaVWLmuAIA8KczXF0zFc9GMZsQsFUKvyog90eEkimbrkiAzfewOXPWpaO631YpFfTnuCbUkvTZNjLcrGMcbNvNDMLQ97Q6j699fv3R2HOKi/V1A3V3w1HYOq4KhQCUwOoPDbptCZ9oBB1gjtHB2QScfwW4hN5lwVAxPqw00tcQ9+0O3TqB7AGlBVQv4LIQ/4vMr1ECjYJsJcbKAYaBXgD92NJDQL8Sc7DY9HdyFAiZg3cS+88VzGLAdlXjtS6w/1wRS+gV7FOGv1QZYCVMRRr075ZPSKXFb1fPSP9Hi0OX4Vhn6DsD+ZQg/xjdhX08/TsW8vTgKcBUAsnRQbUsTMLxorwGpsAXc+QaTTqg+BSQHAPyjzxQ+Tyymx5f4R+2pAgnHtwP8feZM1+712AeUEKxp+48dOMiPZwHp+ZOz3lC+bOFdDz8eCWQ7kZ4ZZj/Es9ZugM6gTitEY6xJXBcSqiOeFVwEqdDjpPIEXoFOIHnxrB57hTMCEZpSwpXi0cP0/D9MbVH/tlBdQ5m10IcaxQ/PtELK+FrF3UL3Q8k1uQZP+OFghx573XUJXkjqcmZkjwzQd+4MSakgg4G9TsDCGbB5C8O5sB1txziKdqlGNaaMQafj9wWJJqbBiHIJruynZpwBt+2UHlG/MJ7iKadPd18XdOyZtqQJAlrxHbN65riCSLFeTpAz9EkcwG61McvPdFkVUGWbGChzt78vDse3wjORRonG7QzW21iC88s1EinlosSIka7u6cn/nl3Vaejjc7EInPnGqLtGD/dNJjC74K1xPUVcRuRptyYXIlZYS3sx0fi1VMY52hneraGVGwIV2yC6caFcXgT6ykB+H10K32445sU94LCJAgTkKX1zIAQhs3qq4eg75dQtL+Zgpe+FCDKCXCKTDKRbed9oExTmv7F6xYptSsqMaQCxps0WSzM6XbTSi+EmeYcRkvV6/4AkedvWFxiCiQaLGAd7MMKoneQr3s+j45OBX3CwKg8h3g+zGl/SksMNznk8gfYjGpwhABzZipj+tzRMn028QTgA9S5hzicOS1O2RHjwNNe0765V2634yQZbcZlFU9iH68MUr2Df91DFTncwxq4X8HlBuOSTbz6ySE5SbR33HkvfvJwqUD9XgBLQA4CiAK+dD8i+fMT7PsNG6ILKB4JPruEJ3afsNEMaw8xcBXl7geYbITtDMJI6u9YXiKVbQZIRyNImwn0Dw7CeLhBQRgPbRxeDyWck6juzrhb1Mj1CC08bJA4Dyl6x/f3//z4A+o2QZaxcY+jhrMKwUq4wqO7E0h3AmbPtSEQGWYlTwbjpcwAACAASURBVNTZzqH8fz9yJbmqIFwe45wNoD2LeEJCBZtPQPE4YlwmMOcxAtwZTPoeshuhOoGxU2y0ikXcpUC/Iv1aeDYScw7QZwd9HunSvKFZqlcC6dFDtwH9RsFrrsQWf+uYDfObNMYWcELSLT8bk+h00sQExfdItwLuYBASDzFIZK+c2LxSDMiL1PSgmXcDIOp6OF0kh4H4SqLmVZF7/Azxuof67gMPVh/fMqFcTpqzGjzM0SLZ1xCdxXBfYlgbjKWCTQVMw45pCzbPdG8RpEBzpxnQ17FJ2YpaHNUxoM7mCrIPMKcRflXwgGCp+xCnGjZuAq7rnUhTRrArCV83/O73Xxx6Q6BDSsdTulwzoBH2qnBnKdzr/k1TmetY9Id0u9286r6WYVyz0cLpNFOYf/HhA2tg08wH3cmB5c0ljwPcbuDvLkuyz4CZDq02G4jNat4++Tb6+Cl1EeBHaYdaLiG2a/o0WmLzsqB5MV1KuF5UyxgM2XasRTcV9LKCe3yC+g3+0z/JahELv+LUEl0Fvhy1wjiSaiwlu5cQsZmoN4ly8OxsakXXYYb9LJi7cNVIQtPEcc9wvBSSAskrbGhK6vTn8+z7M13XhEnMzxfBqdCRVDD5qwmTzHtGPinzK2Z69Kqi4WUkQoRhZP7NtN+Ukjb60QAvpIa+ZB4Ulq4rhCrn+J1nCFVOoDQIiH7A+FChX2u4TCE5WZ5aWzYaWyr4TJNh8/MLJOTFXbhuY1aFRXjdU9SqNRAnyi8fc8OegLq2neMS+IW6Ie4VACEEhrsS3kj4RKL+oFG/kzh/Dwxbz5WW5YpDeIH+JsAuPOQokD8Di7/UEKeaDKNUw+WKnlmCKymXAT4L8aQukOwk43iFADIPk1q4USPZ0TeNrCnMRAHpYmR0zuaWVANWqwYQwDBq3G9PWGY9eqfxdF7gpSlx7FMMVmORDsi0xfvFEduyxRAUXp8rmH8uYD4amJ2CVyQzCBdXMEN0d45YhInvDwoavTJyABC9w+5/zeGLAHgBfWLyJwCke6D6W4dxlVDlr2XUInno5xPqX1eAkzB7hfwzcaN+y8YgRzLSdEM1/1gq1O9TdHcE/pOawXI2ExiiX5kaIqHBAa40OP2g0G/pSOAyoN8A45rvgTlJBt/FA4CK5qGcTPk+jxsHv7Y03mxkXOdRVwMwG8c0gfiVA6eouMaBkAiLHPLuBnKzprvEuZ2DxoTWxFC/f4dhxSwf4QEoieE2i4F1AWNJDEeNEVORdGzwRsAWCsnJY/HXDgL83PL3g42uUOjXCsNSAUZBBkFCQEd3aGjFw+V0AI0PfX/HZN9+4Fo6TfgdAWm8UpsZuxBKzixW9APEomDjkWq2p5rwnDfZXdsND6FKcZq4rpVXh99LTPMXLidSUbguJYRWfL6EhshCylkTo9YrvsaJ/IAJjmCKcbhycZmTNb3nSnBSXHv3FcEr9D388XxhEwfi3tKYqMmh7IXwynjBik9noOsBEb3R3PPLvJKSWUbQ7ItpRN3dMWO6H/jGnM5zBjbE15NLsHbu4nKxYLGWAgFcmalbalEwDm+ER2EYIdcr6BWLP6yFe9nNz/nvPaZp7PoNElKQQfeFJ9GsZLeWu8+Y1UOHZvuGwcbrGiC3G4Q8hegiPXNVQgWCrcEodB8qahai5Tuv3yH5XEPvNcfzboT/89+g7m5hP2wRVEbwsoumoHUL+fjMETjPGEh1d8vpqaE/2ny/pSK/PyaZvr0ZVxNiXBv6l1eodw8IC57I0k9n+CIBDkC/KtHeCtitxeK2hpYeza8SDKcE8qzhVyNZ7m0Cb8BJbfUe/dpEllCkSZe0zFcdMBrAbkg3dbmCLx1M1UNrj74zED2V98meHlwUHpJFZDOJ7DUgSInmH0YY4zA6hcxYvH84oXcaP7+u4BzNQW2nAScgjEfTJTDGYVW0+PXyFb+6f0F78zM+/maFn45L7F4XCK2GbOiBRq8zB5tL2BQYhETx2SHZDxE/IF1XdZYpj6MARgHhBHTDxipGnrZlZ5E9tnClob39qYNoe1qz2w8IOmDMA4YNJ0WX8n75hI1VWNKVIYDs1TO1VDDw7PxO0bz0HFD9GJ0GConu1sBmvIfT2tInXGMGFRBMQP8QIKYG4wA0dFAIEggp4AoPqAB5iBR2xfXbKJikak6x0SCuOcEVr9n3nPLPLQ8fjuy4KfFXv38Hv9vz0GkSQHHlKMdplRhgczYY03ioMUD3cX1WEtyXY4DNaEyafW4huxHl4wH2tkL7IeeqcRQYFpIGqSTZQe97qM+7aJvv2GROp8uaPHi4/eGNywjANRkSM+tj5ikjBMhFCV9zfeSbBniOTK3YjNTNlmvu02n+/sksxiZPhsFR5O330ZLm6rsrMhqMyjTavawJzIszM8NQ5HwdZ7qnqO1mtvVXtzfEWQ7HmVCgbm9Jtoh409wIpwjvmCT8S9PYXEbLMlKcL3UT3s0yE/e6h/7wjiQqy0bl9wcKeRPDdX6eXggCqlowk7rICfrExjOzLLyngPBwiKCQe1PM3rxZkRJ4XajnCWHqtk3DL6Di1COzjF05MXzz+4Hj2bQOcx6qquhDdNWdJzEqmRR+xmHm6/L+q+v78hG6jjY9TTszMmTMmpHGcCrrewgh6ZXmPcTPnxlJ3ZE+DaOhTwOEUDQJfDwA+xNZYnUD8byDDBGsrBbw6xKyHZH86TOSQw/RsDkJHyj2TBLIzYq6omiTIbSCKBezq7PMUmZPRDbef/jwHiLNgKbjlCYE3DKnGWftsfjZob436AvAQ2BoeEIS1QhpPPxIm/7N7x0AgufCc5LxGuhuCNbKkXiACACcAKmyEqqVcJ2BOyZArTlZeAE5CGSvAdXPDAsTDui2Ev1GoPngIQqHsTMwqcVt2aCzBgEC36/3+H67w7vVEQ+bI97f7vFhu0eZDeidwrlL8dNhjVFqWpkExX+rAJk62KDgJowpubC9hCfgDSEwrA1cpmBOI/S+hfy8w/kftwiSNOfsJcYlhIilPA2k/UIwwfblgHA6Q65XOP7jEsMSdDFYWvjcQ58UhMVMSHAZqeVqoOu0HgKGUqLbcneumwA1a2tipHUpo/ZHwBUB4zLAFWTWic2AdDlA5hYW9J8zJ4niEwApMC4Bu3KADBCdismXMZm1FTANnblNHeBT0D1g5MrPnC30oYuCZEPLmOOJ93Ai2rzuZoBdKImwruCiFih76hAUSRmm4QSenAjqT1OLqenogBgVLQPQ3+WwG2YKSQekrwPsQjP2+sceumOOj/7XH6l6P56Z4KnoKYjIEGN8SvJm/aTu7tgonWeTWhT8jk81RMg337cwjgjOX1hgbTv7kQml5jX+RIwSipse37Q0rCxyst5iFQ8dtYGyWtCx4nUHHM/wbQsRIxDQD9T2hEDxZxLpyQHzRHVJPCZVOTQt62RkDPs2UrQnN/2/89DvHng/rL1sgyTd6+HIiJVJAgw93OMT/JEuAmEcWbeHEcIYCGs52dD1k3xtAPAxM+GNhYK1b8Cnf+/x5QQydVPfNLxh9oqOHEOK3P7AHWJZ0POrbTEFGE2ZNF+6D/DNHhg8NoFYRfEV0WCmNl9n7WjNiQGX8DP+MEVU0wnNdx2FXdZCTEmaA1lfwrnZ80icMuBmA9PbeAoZI4PPIxQERtG0/P9FFFzGfW/Y7Ukf/nBHVlpVwv3+jxfq9TDCnk70KnJn6ORhjnMVSjHBNH44v7w/l5vAKYgxuQlwqhHqBsJVqL/NaA1igeKjwLFI0ecG6iyRPUm07zy8ClCD4J4/EUhfBuocfnxiUf7tOxx/VcABM3juDZlpsqcOJQAwB+ICrvAQo4CKVi0UVmpUP/KzIyyASVXfKqSbDqu8QzMaFGbE9+UOHgJ/PNzi48sKzkqkUewpRECVDnhY8Et06DP88dMd8DGFanktw42DyC18LiCtZAJmE6AbGr9Ohpaq4zotSIpzUZXQDU04pSVZYFzyeqXFZZL5w59nDHPalcuRljDBCDjLHZbLiYtZxwlCtQIy+pkxJkBiSjMVHug2Ai4XCFKi+tuA5KWFanP0WwOfCLTvA3zhgcRDZRZSBHT7DPKsICJTMH2lw6ZLOAHJ7rKZUE3EnwTNUScfvHHBrJ7s1cW4aQvzwgAzdYjfrTSBXFZwn5+hyuJiCQVQayPoayaHED3kNMaFjk2rhSxThIQTjMsnNiIQ0olM4OBSThlBC3R3MY+psZB9wFhJnD9E/VrrgPsbyIdbiLql5ZWSNMktC/jDcU4PBS5kAVjLzB2tmUJZNyzoRTGvAmdr/4k56x3ZrGXB5wweoixnF+WpJs6u8QDZq4brNLoP+Ld1c7TwUQco1ys6nkT8XL9/x1oYBZbueJynp+taFvp+fo1vmqpS0SVa/iJrF4juCYjNdH/42v4qRluHfoA/n6HWa+iHe/jTeRad+kiqmGovJxvnouJTzLiFnDjbM7js5y/OxEj76jEpXr/c940jKcpaz+PdHM7T95CrFS24uy6m/S04DkYQDPHNmaiEEx0bMaRsphjG6WtiSMjVcjbME0KQwRHY4ESeMSM9nvCDpU3PLK4COJUAV1RsCiFRt9GbKLn6oDj4j58QXl6ZeZGnFzbKiTYVYbOkePNlDxlzy0UUwoo8g5AS6tBQXRxTP8MUb50w0paaGjdjMqFnxsa0txZa83dNrg5x8lNFfqFaNh3C+YxQ19DSwC9LdLcKp+8k6h8csBkhjIfPAmwqECoLsx5gtUD2MbJTEg1XaOp1FgVsZXD+VsGV3GGogV5qrggQI5uUHInLqJ4rqOQoUXwGiseAbEe9Q4i03n5DLERaAbt1KBY92iFBCAI3RYPGJfi3/S0yY/HD9hXfbvd4qE6wQeHUZXjZL7CrSzTOYJV3eL8+4vbDAavvjkjftUDmMXQJ4CSSnYRpEIkKNHiUnqutYan4vRASIdUY7krYQsJNFvmW1UP3XHtpK4m7LRdUqVvLnPmbDdrvF9TSxFWX7CicFIH3JgjeG+lASnEgyK96To82pS5ninH2icS4StCv1UwMGJaCE80gEXoNfzLIHjXMSSA5Cegump96Uq8BUIAbAHOWyJ9o56MGruWSI41VhadORXeXE74+jfysLbJ5MoemC7LfLIFEE2s8c28v0hRhW/FzIwV0M86RBj4zOP+Q4fyNQb9WbPwtmw5doD18KuGNRPoycLKqHXTjYBcGqvfIP3c8DIq4kh095KmZCyOkjGQh+QunecGaIsBtCgLX685F1hXX3Gq5hNpuYlZMOgvhRV4AyxIqIe1ZpMkFM1aawHnAhSptHT3SJoH6ddGPGpfpZ/35HEXzIw+NSjKocqI0SzXX2Dc05y8MQaeHNIaTTYyCnprnm7odCQPz7/2iKckso+PMlKrcMQ3gDQ18syH9OvaQmfrs6xqoazYYH4vcl6mdWUamwvH8VUPhbwyYsmZ+6TE3ri9/ru3grjzS7MdPPBWtV1CRwXFtE+HrBiqJ6Zp2jB22nz1/AMAPI0SIbDIhgCyFO55nptbEWrvOGL+ehvT9LemCz89vpjDf92xWaUqH1U+PX01yarVkxz+c5saHGD+LJCqpmxZwHvbp6Q1Fcgpessdj/BBc6NVBURz1FTkgBCZzrldsZsPIhNGqYh5PzQYWmpYagCQeLL57h/Y2B0JA+dHRJDJRwLsG393sUZkONigkktf242mNz80N3CcFOQBeS7jEACKJXmOA15wKgmLhtBIIJkAeufefIqF1w6LotUBSO2RPA5r3KbrN5SR/TiW6BwudWXSdgZQBeRLw590GqXa4K894yE8o1YBcDZAi4D49Y7/IcR5TPLcldnWOvz2vgSDwbnvEOmsBDEi1RZEOeHxaAWD6ZnIOMbMmzNk2qqfj8kR88AldmG0uohNAgB2naYA0ZUaee4j3D9Qz9QNCYjCWAuOSmTBiPSDJLIZOwzcaQUmYPdeSugmz3oYNMBIn9nSmnphpCEAyBnRbiWGJaPVPLdScG9QJ+CSy0TyQ7gVkDxTPHuJTwLCQ6G7JTPOKmI8cEZ2fo5WPYtMRDuhXCsnZEww2KoqXWS9EniMcTmRzpQqwYsYOfUeLJHXawhgFSMCnCnrfwS4znL9N4ZIL3sLgN4mx5Oeh6OiDpntHsPnMyGhbcNLR5xGwDAOUg4PaN8SQhmEu0KEfZvbs9Jhw3jAOsxElgxUtREKG6LXdyzUNWRbFnOIb6npKZCDYfq5pphlD0wDwz2LWzFwzvrCpmWoAgDjZmAtMAJAddjzP/1YtSiDPIrb9Ol+XiEmf7sp+bP67xEBF5u10HcEHilOjn6XIc8giJ/4zXasQFx+4KOZXN9tZ5zj//qriwTZPeZiO90urzYarlbZlMc4zyCta3pua5jxdoHEZs2A08Y6/B97LeNKZQoEia2L6ebVekf31RXZE6Hv6eS3Kt8U42m2/8WlLaN/g6/byBN4h9HEiidbmU+w17SXefujeXHJZEpsBoL/5MAcZzbGnzkFopinK9eoNPRyI2pxrT6MkmbPJQ9OS6ZamwEglso873mmUnyNl12uIdRxntYJsOviX1797r33bXSzCC471YcKtooccvENYbYCCp1Hhc3Q3MbDrxWKoDI6rEv82aGjjkCQWtws27XOXYso3kS6g/MjmbHMFl3Et5JMQnytqRlqexvNHUpxp7hgwLnhazl880h3XqubM05NLuEYydUDyqmC7DOKhhzEDjnUGZxUGY7E/Fvjv/gG+oz5ElhZSBiyrBiEIJNrhZtHAB4F9k+PlXODn5zXcICFUgNKefl9xZWZqD107mPNIv7qWQV++oJWQbEe4MkF/m8HG074taMOvWyA5Ooh+5K79mU4RMxi7ruhiDRb2rldw2iM4CdFLCBcnwUj9TncBYxFjmmPuTXcj0G8VkmNAsfPQjUd7ozCs6PqgegG38AiaqzEx8n7ruKqc3BmEJ+ie7kbU7zNa6ERNFZlqgIz5QqqPpqHyQjeemsFwl8McB5ImlhX84xN810NnKRX61nNVNBd0EmtsQcxG1xauSCB7i/KTQLc1jOYGkBwsyQMZqc3Dip9R3XjIUSKoBKrzSF96BBVdvZue2DKA8b6CuKugdw3EqYH79JmH1+2GE0V0YRZZ+hagl4JGkuNwMcq8cld+831rGvqlRYKTFOLCWpsYsEq9OZCGL+qqkJfYjfnP8pzPEQJZspFsJbMsXq+dc8cQUzHneijjYfTvaA1FDFm7bjR8MW8jXvzpxJiS60iWeKiVRTH7oU1O/iQj3GCyxXLPLzPxSlYVRJpAI/gL3TeayX19heJNtoGsaJ8QnIc0ixknkctFjALdvUnkRPTYud77iTRlEY55CuFw4ps2xRlEkMt90RD86YQvrW9CtNaWeQZEg0wYPTPmvpwE5HpFivLxxMnmXL85Xfi2Q/j5cWaozR+UaWcrFXxzlZMTXaGnver1hAWAu+C+J+h4s6YXUwgI6RbQEvrYwD8+0RAwzyguPZ3hDkfISLfkB9BdrDO+yJrghV9Nm0K82UlPJ0x1dzc7vIrRInlp0N2ucP5G4mUrMNxYiIUFvMBwTjB2OWpXMdjsSWK1AxYfHczJwry2ED99RqIU/PcPeP7P/Dnh2WBimB+CAOoPLFzCA8OKq5zslWFXw9JAWNrHqz4g3VkKW2sPaTUOvxNwrwkaYyAXZMX1pxTCeCjtoasBSWJxUzZYpy2k8Nj1BeohwU9Pa+TFgFXRojAjcj1CIuAwZPjpZQXzqiKhQeCcKuhWIX9Rc1EWjhocNXiENTECl5IWDBGxGseprn7QyP9GWqxYLYGqZPbT7gD1cAuvifEIHyCPGrbWgIj0axMQUupdvFLo18wPUiMwlmwEcuQ97DcC44L4jsup4GceTiAhIzLQfOIB0M9MDqQuqyEA0aDz+H2G9l2ANxwnggowZ6aXBgnomjR01fNw0K8E0gMAkIrstUAQCeOrG6Y9InhuEXIDaRSkkG9qQVAE+lVHSjKkhNzXEGOOouPfB8PcGm8ksleHfh2B6YDIUBPIPw9Q51iPanoxuk2J+ruCGTgnB9V5jN+vkOwzyNfdfMqXRTG7xQOAjCSiMNCMN5xOl4iB7Xr2T1S3N18dLH3dzpuPCTMWywpwDvaRIsrrdZZaLsng+qU6Gx+z6DTLqKuLxpq+62ZJBhA3RVMDjId6URT0XrtqjNP04fcHuKcnqM2GsIVScJPjwC88fkleMU9dNf9OVRUPyHEzJkzyNnRujPW8H6Dd4TiPT1+NdFNR947roBiHzAS4Fv7lFf54hrrdQhU5fATTvrro624uBNT93QxmiyyLws4d36g8g9t94aw60XgjyE122DCvl9zxiOul3sxV/3tOAscTV1rxTZSJgR/iKcNGHGjyGYupdQDf3Ovo6+kRhhFI46Q2OSIslzFwrmAsgJTkm7uIK6VMFkTDhM0pFTREyvmb3yHk5YML0PrnjqcItN18L4K1bzI0pvF/cpsNo+VEdm5gPz5Cf/cB3bsSavC0lTECtpRYftPgt9tnvMtOkMLjdSjx+90dnpYrjM8Gw0ohf5bIVhrit0tan2wkxsrDFw5BSdhSQTggewk02Iyso35J9plueUJut3R6JkDv0W0U/F0EgWMcsW6pBbFlQBgTZrAUvN/2mEDVEi2AH98nqJcJfli94nfLZ0jh8bIs8eNpjY+Pa4SoWjfliDwfoFRAX3lk/yxhGo8xZqUEBaiWDVk3jkaRiYTqPZKnGsN6NQfJuVxgWIGYRw2uMKWgfKBuEXyAuruZX4/LJsqvQEg8Qu4QnIDMLRAExEnNqzYZGftB0J0ZAMYq0GWhFRjjqs2nXHGJCfM5X+6fiIdXb7jCnCYHl/Hfqi6KbRMSQBC4TgPACImFQHvLn9ENMCyB5MimyehpAZsp6CIhXffuFr7M4TOF4CXUqgKuSCvy1EFlzLxxiwTdNoG6z5B97uByzQlGkJgRlIBqHbIdMa5uSyFrtvdcw2UaPlNw9zl056DqMb4WUsJ17ZC91Jw2F+VcmH3T0L9xGOcDrixLuqJ03YXtOnmZOQ8I+abRCJNwQzO5xUcClHcOwjkmVRrN7coV5OCOx1lIDnxNprp++K6DsPZt8f57zNqojRGJgdAVqeZZBn88XoTs/uJ2MmfxjG9/v0gj1hwtb94QreIKLgzUW3Ib9tYZZuoTYWLYqWRufOo3+Md/mv1zJlFR9NkitnKlNbGWzp9lCbEouU8s8rno/UdxywBBI7EoCTxFX7P/n7T3WJZsWbLDlkfEVqmOqLrqvW6gG2gDBxjAjJjQOCU/gR/EP+SUBjQI9Ov3rqo6MtUWIThYHpE78+Spqktus7KqOifFlu7h7ktAfWdIwKyoT9Q0BaKYodTiqhMBKf/8gqBV9rOnt7lZrylQ16laaeIqJmsMMUgH1RqKZRAmVU3tH1U/peDldDYAozwOO7VSVSx3X14JE9TjKgSuqiIKzBjCmENkP/PhicCFVUfE2suWrbaUih4cB4rT6QYZRwY13d/4+oo46KosQzJVuw4g1JrQUy7HBWAVVVXY/dMG2z/bIgoZa2BvKjz5DsEYrOsB99UBN82A1CY8oYZ7UtdNKxhXgv6jQWgE410inNkTXuv2QPdIkIEA8A2DlklENyVHzohRz3gIobwAK596l1AdAERdwScCBpIDcLSQnUNaeZjbCfZ2hHMRh2ODp6HD47jAw7DE77s12srjZn2E6zzlYgAcdw3CUwv3amBHDuOTAdTkE3ZMqF9GxIYCmfXrSO+UMUCMxbh2gGHQ9is+I80zUIUK7nEP9D3iywvMhzvEH++Rmgq7v28QGiYaOG05RoFMBskbwLOdJkkQusgkEgkY8CsgNkC14xwkG9m5XhRuTgVrvyDCzA4CtxPUrwJ3ICy7fiFkGYbJfvE5wYxE1sFkRB3JorbHGQjCeCYvGO6PRErq2CnqQD7AvOz5jG0WmG4bJGvgtiPSwyzZfP8R022HVPNenDYOoTWINb1mIFDCs7A1awT100gxTWcwdQbjhtppzbOHPXqEhUNoLCSyKqKn0ITquYd51QG+su7zJioSmVfq6XjUzoCchuEh8DkahgJdPgWZU6wocVKfR6lrpEN/VX/MLBYwXXNG3/jidjGYl6ZhrFSyPBQYBGjcG0a28DSexT0RYdn0MnkPs1zwdw+PSodQQc0QFRKuRpUXbcMUYlH3j/v9F0Yn5oRWm9tCm7Y9aYUBZP8aU3pzBbGQTypAktYT+52EGbMaKHII2uukn8OqeNSIc0wUhwMrBvVLAHCay+gB5upEAELrPtwTdaFSDmkcz6CF+TPyCqPsr+LBYW1B25nVsmT05D3sncrmPFBnCGLUnyEWn580g1OXUnJWfaQs+w+2zaRtgM0H+nU/PELGkSrXlQOcRfj512JxYKpaRT4JzUzjjrOqtuXNYw2wWpbZVsxlci5bY4IYodmdZTVT9jEj/NbrIhWOZoG07BBuOkjg8Lj/mODvPBYfDvjT8ogpWPzzL9/hv/w/PwEusrg8WritRfeJJl7NS4AEtpWOHx367wRJLJFnmkCmji0fAKXvn1fO7pBOXInnCcePVfFcyY6L00oYZLca2LuE7meL4Y4QXzk4xK1DqBOkDXCNx7Idcd8dYCRBABwnh+eXJeLRQeoAp38m61C/cj5klDtSvwZITAi1wXjbQGJC/UCBSQBIrYP4iOqYENUIzS/UD6cGZIqIH+8A3ME+b5EqB3Pkwm3x2wrGn1BjbkeNstCSlxQ2HnERgGRp1eAivIUamhFhFitWhgz4gnGjfJokxZ9m2pzkabL4pgS+JjRMFL4lN8r1tDuIR1GTOJS5WrVHAUq4A1tnxif1b0qnPwFcKIGoJBn02RIAlYPdbOgceUtFERMiEPje9vNU7o3x1qkxHDk2oSYqzw4V7DEgqztE3T+j+oPVdkKsLcwUUO0E09IRqm6FTpGTJ/9nBld+A+U158Abce7U6blSTYg7MefzUL2AId7xefsSdQAAIABJREFUm8mxIT4fzme62czswz2f+cNR5yEGppuZlWW1lnFUtCkrrkJmz3E8BoitisU1jOUCf5zI2dM2nxw4uy5WC7nl59z149bKiLpo5uo55Kw8I5gzcpHyPM7c3hB19fBIZANw8mbIB3WxlS+ZfRktA5Tteuw5PxHDuUzXUfZ/hsAwiwUShrP3p3HkZxvLv9Vbwt7eMksq/PBaRs0inG/2NV/4cSIJ0tGNFCFwdiPCGYkRZEZxvrDm9gZpvYD0Y9FJsxt1CZ2X1CpmJ21DX4m8CtLBfEaGwAdgt+fQPl8cFSHNMjsZgQLniv5RaSPmZKGoEHN7Q/fQ3V4lIrSV9913EGfLzMZ+uAdiOiX27ZbWCm2F4YbD1fpFkKzFIS6xbEf8u9sH/KePP+MYKvxy2OCX5w361yXaT4LDj2xp1K8ksJqRkiLr/0FyJF0meYzDLZOFmYDmSX8uQLSsYmgmRvMrSYBXjTQzRSz/NkJSB/EGhx9zoOTf1V7gPqkFbsOg6DuLUFf4/Nji6W6Jv/vuCT8uX+FMxMPiiN+2K+x3LabXmmoDk4FfcE5BNFosn2MmunhWWwbR2NgSZJOjr41NCjW2UOBEgtsOgDOQ0dNuXATyukdqa2z+0sOODV02vwem28Ah/I6mdKmyiDUVCsRbhCU45D9ahDsPcz8gjhbhpUJQ1J89GFYkA6sxVjq0hnBHYLhT2wRLPpDbcyFgJuD4gxrjNZFAjgORb3ZkO65+1aRqOSuxQ0L3aUJo1YVVhUlNoHICAJLCO7aJjE/FF8osFoj7I8w4wb6OgBXE2lK9OibUTwPqh54oN2PgbxtaXje0gKieByz+OiJ0tNkwh4mVzl3Hym4IEE8l6uTAtmdDewPTW/JgmobP2XwBnZ/hysF0ujA+HN7+fjaHlYYW86kfeGxdi6ht7GxjgpTYklL0aFEseN1xIVgRdy7WqBeVK4vJ8LoriSjmOKGjjDSN5+OOxJb/XIQ4PDxSTaBtuHjPr+1agld++3SWEHM8L4LCT0+sgNqWhcfhlBzfcwWGCOdgIbxF9yplw/7D/t/+n+kwK7UMjYlMXRH+VldASGWH7Yd7mKZ+UwamidVLOrB9FdU+QIwh9HM2hDId4YDz0jSjOHjQ1ekECbHx8fmFSfAdElJJRNNExnLXFT+FfMBmtSL3JrFaKl7euVUVArku93ecbfQDxAek3aHg8inPrWoIue2YW2WCYvWMSfk1yo9BIJ9H6pp6bOsVJCVEZSeb1YqJ43CgC2hdA3VNYzkVx7OLBRNKYqmOENTrfALGUbXqquKhkZ0C882QeTp2tQIqRz+RH9esPARoHwTNo8Fuv8C/+jUG69C6CTd1D3HAi2/gPlVsqTi23ABCgetd1BMAxEbgF5wB2SmhfaLs/vovPeptoJLymFDtAppXj+p1gtsOqI4J7ecR9TbQJjlE2D6SHT5xZgAR/R2KzpcEsJ2QHSwtEJPg5dDh59/v8PtxhW3fICWBcxG2DUCdECcD2xvUz0Cq2Ou3Hqi2vuyf7T3VAEKCPUywrz3iqkZojTpgGowbASxgRsH6fxxhHrdIywZx1RYFZjkOCLcr9B8qHL8X+CWPxUzUK4u1osbANlpsElApjLzisaWBYqSpjrBbC3s0cL2g/Uz0Wp7HuCMTBjXbmOxjxzmH2yvCrIdaUWtV1jEpuaNg9TeqV69+HsnEVxkho0hEAKj3HvWTmpGNEXIcSdh+fIJxFYxYuJcB6b//K2NKCER6WQs0TTExcwMTtOk9UkM5bbM7Uujz4Yj6YUS187A9PaLsECiPcxxgdj3s0cPtJya81wPca49q51H/voP5y2+Q3x6RfvmkzyBRpNJ1KsvfnNriIdCB9+MHVhf9wODpT+02c38Hk0nUTukPxlCcM8tbaSWRxS1zPJLsAOo1TqlafW53Z3sQsY6L4hlh1H7/nbb0p/OKYwY8KH41+f+H40m1wDmkYUJ8feVMam5QWdWnWJvHCBozTTbIbBrK43xhy50o1NWbjlPeziwGzrLWLHvSYe6OAIAn+slcIq4ABuI4Q0sAisSa/T9DrePT87s7DYA+486dWPh5VaHDNanpPlmUSgFkEqNZr4Cuhd2sOUf5rAKWKRYdJKlq6hQ1DTWQZhVTOvbI9s5GJSfysH3uv20WC0KYVUE2vb6eHPGGEeH5+YTJXy55A+k8Jz4+nVRn64qW1ssFnCpXJ2sguwP80xMTfNtS9qRl7zUzmS9napfcKGTGs+VDZgCE3R7WCBKAm/+6B7BEf28wrRis3V7Q/V8ttulHPNz+SB+bBDRbweqvEet/6VE9HtieUPsCf9dh91NLteFDwuKRLbTkoCrRHtOafjfGM0izv0PGeLKWq+OUgD4hLuqCBlv8OmFaWzXoSqzGDCCeDpZZQl/2ZMcnAwz3BtNtgFlPSEkwbBtgNLA7C0jiPCRxQL74FMqswO0Dk7II7GGE2Q2I65aVl4+QfsC4vsfxznKA75jsjCfIAaKtG6HsvYTABUvXwAwe7XMgN8RQWTrUQFgkRMd2VP1kEOtE99KRMjTJJdijxXgbESca0xmFNdcv9KepDhG+NfALJmDf6QzqCLSfBX5p4Zd57gIgUd6f3CBBeuXr7cBqTTwAqYvMvzsEdL8cWbEZ+jbh8ZnPVbbZaOi4mx6fYZyFDBP8MLDL4TqCinZ7GHNaQJrVkuaEMcL8/sBuSFNDtifF9aQutXh6Ae5uOEPNwT0lGhh6ws5TUxF2PXkqPKurZUacvtFPzFtWiB9ojmjvb1WWS5Fgxx4yWxCXeJbl/VX5vkjzi9CfS4mf4dMnPsNXox7KscY5ukyVouE9v79ybKkr3447wLbal1p3+TVFK3I2Fkk+u/m+PS/h4RFmnE6gghlgbA7aytJeGAYkFSJN3sNsNnTt1BhNBYE50xSnQGoWHQ15tjvE3Z7BX2crpQqaISXmvy/bbB4E4OSkmXkzy2WxNHY//cDk0tTc8Zggzp6dSNO1xepU6vqtcVoMGtTJ0E3HnlWKMcXOlSeXTPvyeQo6AFBWGWa54Mrl5eXtsE8HgQKwDTYMsJs1ARN79ZTJXKIP95DvP57MjTTJ2DuauWUECMYJaGltHf/6M/2ANhs9lhdK83z8wOHd6znCL1/DopxwyfpNSZ3/XFFkFWMgN2tUh4TlzyPaZ0H7xBV6dILQMThVe8HiF2D9t4TFJ3U6FR0CRg2wlUX/QWcuA1fMdkpoXhPapwA7BvbYE9j2CAn16wj3OsBue8KBPz1B9ke6nU4R5qg6Y8ayNRSBZAROxTNjDcCIkhmZcEILDuwN4PYG2Dt4w4G8aQOw9kgdzduqrUX9LOgeImG8jppc2bjLLyuYyGOMrbqlGovh+xbDjbacJkIu3CGhe4gkgf7+xMQ0evbIPZPO+NMG/Z2DRCmk0GRBSPMksL2CN7yUNhivKivP2BAUIGCCqLZ6rrXiyJJDdgCmjRRRzqT7GS1I9lSNPtvz53akCnToqBI9rXmeqVygnx+BaV1TxkXnk1LVvF/XS7aa+4FV/cc7jH++RbhfolqsgUOP8PjE+7xtkLa7Ut0jRsRfPxEws1kByw7x44aCk9sD7+NFh1RVMP2I8Je/wjgNusaQV7M/UAn96Zncsq6mB9Riwd8bKQaPYk4AgLywzcrwiAEIeo8eewbJ2fODeKG9CAXi5PgTWclIVcO0LV0toaofCefivhdKKznmpolinma1pLrAkeK7WZcsJ8T8Jyu+XG65ayOGiUaqGna50JnwdeM0iOF3L1cwuoig2ZvneUs4VUHQGZKzGvMDYn/kawJnjNl6mnEu20LPDtwsl+wz6vAZwLno3Ozfdrk8WRN4tR6N5wi299pegFY5dcUhlXOUK9nu1I1Tse/zRGIo75GDuFTVKTFqeyq30tJIPoY0dblBpG1PUjtqmpTGkYH72hBQuUBZFifvg1nxIUl9z+/Rfmvqe85PFOXGuQrx7DJ5ym1r+c5krZbPxhBVN4yU6FFzIhEeIyD0VFGhP7G2tPHs/Z0K3mVzNRX9u3bes/xNPtYYYcUCixahc6h2E+qnAW4UdI8RgEGoFV7rBIhQGZEAcxhpDpfUpqGfILYmKuqQVFyR7PvmeYD7v/+VcvtCy+X6l1fY356oO9c1kGFE/O0Tb2wfYIT2DDBCCZQAzkqU12I8sPp5ooHWgW0h1xNIUL+yHZSsIHZAgsD0FmmwcA8Vqt8rIBoNpIL6hQHVKlDATGTqV9sJsbJkygOwvWeLJzm4SdA8RzTPHotPAZt/3qP7L7/RKO3xCaLmdBIi0nGgSsaPd1S/tqxqqgOH8JTvYUBnttEkkx08LRNoWEXaViRWc2YSVDs99pEVyfF7Qf9BW2eqHEBuDwU1xQvqLZF+ABFnZOsrOMBTmLQ6MKEntZKWxGH9tOL5gLNURfiwwHTXAl1HZFoCUDlMdx1iZejJ8y//epJROvRs7WZZGKuVTF0j3m+QFnXxoBFrgJYsdBnpZCkxcUHaD4ifHrlI26yA5YJWAF2DpIRsCewW0J32qAvRE7o1aZfBLpfcH+8ZWxRwQz1ENXgM8dQiE1NW9fnfZr0+iRNr0inxKwQYZeSLdWdW9fM4eUoePcVMZ1WINJw3M4FQZ87U1ZvuEpARb63OcWccJ12k8/cd5q7IuUpMh2OR9iqOzNPJ2vosfuuMv3RorCE1xrmTvUm2mD4cIf+7/B/lEzJDNQ/JqYpKBNm1ofwZ+uzygDMzPpM0w3mv0d5sADFsNb2HHZ+1ibKY5/z17scfyE15emGZnM5PiPvzn/hQPL2cIzpadfjMrbnLauy9Tfc7DxHf/PpKa5E7fypf2WbTAWNeYYRzdExBxO32Ki1j3giJFtx8xvvnSnGhsMZr2nVXtiyJDmsQPqzh1w0H5Ioyk5hgjxH26GFGldh/2SP+/hnxcKBoakpIuz38//wfMNxXHCT/5YVIvJslkjO0xTaGUi6q6I28cLlTNYqYkNqKVcGhZ995y16xrFfAzRrhdoGwrOA7WwiXfkmZl2gB39HILSsj7/5s0N9TCTk1FP+sXg2roGWE6QXdLwbNc0L3GBVVRoRa++BZVISkf2hHbHuP0FgkR2n8+mWEfdgiqaqEbA+sqvVht5sNZLnA+E8/YVo5+IVBf0vElTvSo8YvCFLIKgOSWJXECoXTEysqLyfh76utoHkCEIHmNcI3tPGeVuTzmElgCrqMbb7hlpVgteWCoPtMa4VhYwrQwfUJoT5pp2XZHhMIdzZqMWDGyPukNnCHgOphz+srgumHGxgfYf77z2+IkDCWWmFiVFLfUMYpJaT9kQvQRcv75/kF8tP3dLrtPWKrRMzjBHnVVnJOHF2L5Cykp/JDbrEhLzjVZiC+vNIcrMyF5U0MMm17InZuNifi4hV5mfwaGMKCRVvd6difRISNnCF339veoINV3bk4Is+ldmb/n6NPyz7d3hCmfDjAdN1p5PDOMby5Rjcbfm9ds2LNoAVVjMmyOGm7RdJFp6yWjOszma/8fcViANDMHhJMyxV9PPaFr3JtE2MZIK7I20vbQpzVsrKCXa/Z3zSWGbYfrot5vrOJtW/E8+JuT6HNbB6kLT272cD++D0RWL9+QjyeEoPNHJ8QyuvZY7wOcSQzt9NSOBWjo7zqOW9VcT/fnK9cggOlhYWUToKas0RHi9q+8HtYPc3KXhG9seQ0QNyoMOk4IY3D9eR5RSCVH6ctkZRgBg97mOD2AbGrMK0spqXBcOvQf1fBryoILOKmQ/rhA9x6wxWYCBCIXhFjqbhrhLMnZ4gSUt8dpIR0s0TcLJCWC21DJkg/UuTUEkGUugZm9AASV0siwGrBz6qtCmUa+t17FK/67IciEYTqTlCJfApuNo+GLqItgCBwewM7As0rk0qsSD41PgGWiUQiwQHu8yvsy4EtmsxX8lrJGyY5hMiKTPkPuSWLmCA3a4TOITbkglRH2gMk1WWjmCrbj+7INhpA0IIdtTXZC5oXCmryZ7QhMB6YVkwYdkKBR3MWhZMRmbYg3UALAwGTS65E621EdYhonwJW/3rE8pcBbuJ5TiKqHZdFME+aWW4/wnx+of/Lbg8bAPn98dzpN3Pe2gb44TukjzdUQK8rKmUfe8iiRfh4i7hs+Kx9f8/EYWmPLr88wEwBqW0w/XgD/3EFdA3sSKWSpNbT6fGZz2NFZGfqGoj38D//VuxMIKaoBrx5ZoUGkQC0MlFrk7z4nbXgAJSYls3RitOnzpVTr3p5aiV/8RCW2AhjyIkz5tTKXyw4+3PufHSR45dqVqZ4ioFmsShuoHn2Y9pWq6fTsWY4NWLg9XGnyit3gAqQ4ZBbek7RxkI+2TgV4AOmALFGZcX8GaDhrLLJ2QwAL5AmGmkbrrKtpTvcvNK5sip4d8sr/Ayn/sLK4uxaqCZZGkeYroPU1dVq6uyrtIIIj09vAAppGM4qk69VA6WdqHIc+YaCMdQpujRsq3T11RGhkfRmM3e3BX0i1iKlRNKVXmhMk6rTyun48gCuqk7VjQjs7S1Xg9nuoHKETo8T+6sX7N/L46HpWgQqEnNluYD/fgO/qHRQzCpxWlcY7ixCRpY9eFYtr3u2H0PgnEoM0p8+IqxYGSUrZaaTBHB9QPXLK/zHFfyq4qp4DDBHD9OPwKdHpN2e8kWrBVeok2e1YOiXwguYSY01/NIx8D0PSM7g+EOL6MBBeZfnIXxbtnv2C8AvCb92e0H7GYVjUx0SVn/pyUQHYPqRQdBZDqSPPdLNGnAWftOWY/RLR/TU5wPkOCItGrYYf/tMzoQOjNP/+p/Qf1crzJ5cl+GG85hqRwg3AGX2s1qxQ0R/b3H8YDCtwTVGRXsAiUDzKGhetBJxrEDGW8F4m4i/SPp5R1ZBoQZRZwdg8XtE8+Rhx0jHVlXcNhMrOTtGuO0Iu+3R//0NpiUh4d2vB9jHHXDsObMBkHacUc6H1e91DOyHe+DjPVJXwzyRNxc3Cy46fERsM2TZs52WFEJttX1X0d02WQMzBsSaxFt7GBUcoO2yYSKI5XBAfFE4rvenlb0CZyDmrcFi3n/tyGSgAQy9tb5KYL8W0y5+lqVdMvIXRhBfd7Snfi8WNQ310obhTI2gPOt5pnSlUpPVkoCpWeycQ6ZN274BeOXvzAolGQ6dlQQuuUmXgsJzKbCzZCNNQ+TGLNCdtaY0yKXj8YTNVj4KpvEMH/7mJIu5/rsvbZfff+0lM2maN4iQb/2aP9h6mn93LnmNaqOdVSlOJWOyTcJqeSZaWrg8KpHxXnLgm2dIEABFgbWuzz1sDJE0ACjHcaH7lveLleuxJC/TNLzhnUP8hx8xbQjvJWop0C9Ik1D1eAA+PyF8ejghFv/pH/H6n75Xe2eS9arPPO7UEV4eVjWiNXCHCYgJZgynYJJlM7JDbHZPBRjwK13VWYPkDNFrw4TpfoHQsu0XrcBOEb4jPyM0BuNKyJDXZ9COiQlpwR80T1zN25EtOXeMcLsJdj/B/sJkIYuOQXWiZHxaLehvPwWY512BxxaoactVXxrHk/RSipD//B/R/0Cbi/ppRKpNcTo1E6HLMauJ6OLTeDpZDjdCBWaVsUGidln7HPWYqOYQK87XhjsCCrICt0TOawBAAqu9+jVh8SnA7QLPX2UwrXif1c9e0XQkTybRmdlhgnl4RXp5ZYC6veFC8OWVSWM/B+HUOpyftZZ1MWY/fuA5UrXo0vZSYnS4X3Em+dszr3nbIK5bhK7iLEsE9kAljrCoaSvtI6vQvc4TASaKp3Pvmvlm7+5Ygb+8Uh7moi1ddlv9X6RtCw8F+ELrHPjiItre3b2LIpsngPl5K3JVujD9o/Hqi/uav6Ztz7mMswIhq0/Pj12scgVj/DIiDhfQ5zQMiCGcMhwAs1qVQCiuYjnbdQVim/xEDsyXAuWVRFOyYPHfjqfAp8KeX01OmbWv1UbSz5KuhV10CI/PX/yMnFwR0/tkpWv7DO2HhlhUXK+RTbM1dn7fmaioCMzNmq1G4Oz8sbQlIXbe7mNiU0ZwfrAvL3AMbzScEnBWOpvV8hwZkxLkZoPwjz9iWtGZ0kyEAUOA8cahv7G0B5iA9kOFbt3AVZWifKjuO64NppVgmhJ8W6NrLcRHhI7XJVYCd4gY2qboXtUvI+R5zz67NYRSG4IDxr//gOG+gpkS6pcJdj9iumsxLelhb4dMYgFSYJCNjeGwfUqQGBEt/x9a6GCeg+5xA1omGwGSQfMa0T5MKhRJCf348Q7m0HFVnRNNPyB9fwe/rmH6APNqkFZc+WGaOFtKiYZTmuiz1cOwqjEtLRF8iT4004paZCRSJriexNdYCaYltcqalwiJBsmwOjMBgHrLJGFCqp89fFtj3NB9MzSUwwkLyskgAqgjsjzOdCA/KFqLlWrKSgDVEyqhjwwIioiOsjHmMEH2VE3PHj9SEbZ/LfDN72l7ewM4p35VN4gfNohtRdShtlDj3RqxdZCJ1QoSYBYt4lqTtxGYwcMMVOSOyxYSI+xBPbJEaK4mgvQvf2Oru67L7/K9Pt/C0xNJ0Os1Ie/viVIe+wI3zp2ZohV2YfsxZ/Rf28x6fbZgP9tEzudJ+rMzoeArVVVRpFdlgasz6BDKwtLcsWgohYWK+2ZS/enLZlbQ83Rh6LGVRxv29paIelVFuXZs5d329oZtGJ0h5KxFti3bCvaH7wB1qoQK2LEvTQy3XS0ZEMexDMKK5M28JXpxMGcqxu/IPVyW5PbujhDg55ezsjCpcnWRdph9x+XFv6Yq/aUtS+yYpVYAz6egfnmTzkvwdNmjBYgGsTrTcu5sIJlCgFTubQI09osromtb8lP5rtyGKyoJzlEWZ70mlyEmJCs4frQYNw5erTho2JVge2D5q0f3r690I93tOBC1FnHVMtCtiK5afFINsu/p44IINNukBmEqsjhFwEegrhA2HdnhIXFWs2ox3laYliRPjlIh3dVsI2kFMC2ITjQeynI/IeeS0XlGTzHJackAnG2fk/JazAjc/jPJiZTuYfvGvOwRf/1dGdwnR8PY9xj+l39C/4FqysvaIFQU8KzVGC8+v/A5yOK2ev2H+wrjigZy1U6PwwKxFnDII+S4BFov1LuIcWWw+zPN0SQkVDt63Yghysx4BuH+Y0UlBQdEm+CXkTp1bQCM2ikkQTg4wJ+bsA0bBnY7cVaVjJSWWbLkNJmjR1xUgDOwI20UTEylPXX1eWloV8yYwEUpwOdIXg+QvkJctgjrFqZmkhEriI1DaCnImeyaiUeYCKvHI2JXIdx3/P+vW1IbYsT0cYVYG3hpUP2bPxG5NnlgGOmLdeHtkrfy89wt6Nric1Xijorzzl2GUwjAiDfzniKGqx2ES8WCebLI4AOpHBev/cA22nC+GPzalmIC/HA6DvXNmSepYn2QFa/l3D5ArAHS+2CpNAzI/B/M5kNIqSyqYe27FVdJNpczkDQMbwhI8fPDGVLizc6MIwUn82BIhLDfroPMy75ZtixeF3O+Tu5Dzi5s9pHJ/w9PT2dqspebVK7IxGS0BDP7+Swjw5DjsUfWGjr73vnxBQ6/3m0Xzl+rfhOXKDzJrptauouqKcTLZFVXMCDu3qyWJcGETFSb9Ve/iKbLSJaqPg3qskaUsC3g/3yPaVPDLwyGjUVoiJJKRtB/l3D8KSGZBHcwJGbKBot/noA//0hYqg8IC8dWiwbBaSEYNo7GXxPnIdEB48ai+xxRP/YMLj5CXvcwvmUVtGowfLeAGRloD99zRV/tDKo9SZxmUh2yxO+KOq+IDoA+P5l3M3wQRJsKpLdUOUqbCR1w/KFG/exhe96zsbaQZQfzw3eInx44E8stCCH6bVyLVgINpgXbYEsRtC87wFqKqK6WCEreNXe36G8MhlvBNNF1c7w9aZUly0RJhB0RcWNtitlcaFCqIIlqFzAwAE+d4PCjweGniLAKgItwC4/N+gBrEnww6McKKdE7JQ0GsSZxc1yzyssnrdonVDt+7nDrUBtB8+lADbzKsj01jJQ+uV3DDBNBAVfa1iWGGEsx2Dwj6VqED2u2UEMAnEGqHfqfWgIQVAZHEuAXVAXPrcYkCyQDwAjswSNuOvQfW/glZ03dbz1kCOj//gahNrSc3g6wD1vIM6tm0zQI2yt0B31W3Id7fr61nLde8AbfHB9OiQUiRHdOI+KOhEaxtlRBiOmstR0zX2b+7NsWGTVWZty5XX13x4XurJXHD5ot2v307kwpTSPCb7/ze6qa10aFOdM4XY8jih5Mkz+bd89FQYvET0bcWqvou5khJd/1dtWflUOlpr1p3B84TJ6d6PnOiBHEYYDtOtjvPhQxubjdlj7oewdf5h3x9LO8X8XZTlfQ3wpMiIcDMFcXKAcmpQ2VdYnOKoisVnoFopiGASkDAKL9cuswf9zMFtUsFrww2y1kdCXRwDnYm82p4lAIZV4RxR1KdQkR1Uia7ddXYNsZwp56Q6DB/sDWY9Ugfn+H0LIt5RuDaIH+XlWFLYfM1augfjGonxO6RwofQoTosckDzkKmCHdMiDXJgFGDgx1RWj0SAbcnjFp6D3PoOWR2jitQAFDlgFgJ2qeAcS1FDj/UDM4ZJgwwEItPMEmH7kuosjKDlUyAiYLQJcr757yfADNQEVkU2eYOHu75wvvo/o5D6QzBNpxjZdUADtJ1JpIS0mYJ4/1J1y5vzsIvBb4DTKX8FocyU0na6nKeFc+0YJWSlajzDCfPXyCaNL3aSNegl9AkSE1C3UyYgsV2V6PtRixb3qt7SeiDQRgriAfSeJoDSQDbipJKJRGdIKxqKihMnLGlDXlmiIngiUVXzAFN0yDs9iq5EhGHgQCXkeAXWS4QPqwRK8NZUFMhtA5+YelndKSsTmi4yLC9IgMVxJHniH5pkG5dEQJ1e5Ixjz+0em2oeiCJYAf0isIKGhu+QLdIjYJR8szw2mIuc/fqWt06DcE6KVEWZk5k1xa7TBnDfjFSmEOY1+sT6vashcVc6uexAAAgAElEQVQtLzbni/OiupJnKdmw7ysVUY5fcbslGq6uEQ/yJvlZhTNfJqM0DBQgvtje67qolO3FThUb1aEwVkWZp1ermtlJCRfVhlks2B/MxmJXBnDStfSxucTjZ7QWcMq+FwrUX9yuvSYlFPG65Q3RKvOk8YXKLfdOxTaQRQNgqf1ro0qoRyZkEYTd/jRz0eHe2UXIQ7XtFtkHvAjuec9qMJvIzdSmZbkgGlAVFBDpYfGlBygee8hombAyd+DuDrAGsakwrR36W4vhjqtcv0g6UKZmVmwIpa1fciVhT+iwRYtYOwwfGgx3ZK0joYhmJpzIku4QYPsA92lbJFz8T7ecEQ0BZgwInYPvTDEsk3AK7JXKq3jVXE0GRWMs1NxvDo81+EcUW+QkoMClwoEzsz6oOjLRdyDkVsmqqBxQgagmY09yJvrdOQGO6jpav1o0vS4QLlf61mJaAuOtKl1PPEd25LnNx+n14bU9Z1yhRmlnVlugApRHAwACsUDySau1hOQSmuWI2+URMQmWDe2yD0ONQ19jOvK6xVXAVBtINLBHth2Rx6cC1IekoADAdw7oQLVraPFohU6mMZJ+oO0yVHTENXe3rBJ//lV1/irKQIUAuV8jLhdI1mBa02LA9hH2SN6OKFgjOtpwJxG4nioPfmHgm9M9QEM5VulJgGlBbhjnXAJfWYiviy+MXa9Pzrgqq282K95Dnx9I2Na2aZbmurppR2EucPu17V3E23haOca9OhpfiUOX8SALgsZh4Hu0TUYTyRNi7XJ7AwLAda5kmTV/YZ5tFouz5+LalsnzpY12lr1jQOz1pFxkMn6DPXnbzxESGZM9708q7DNf4DOIXg6O48QLoT87Q03o578pZ8uO59UHvbppmTpdd7K82M4ggOv1G0RFtmku+5LSiQTpPYfFedCuitW26yCLDtbIu+22zKaGMTCr5el1SSGCVU3Co7Vn7bLY9+pjk0tm92bGZb/7DsX2dXYOU4qES1uD8PgMaWqkmzW2/7BQWC0f4NAkTB88zNIjBUE6ODSfLJpnBkg7JVTbEal18Lct+RsxEco8aXsqKm8kgsPmmvIqbg+6M9YVknpexIpBIrRWZWLYDkm6uiXnhYH9+MGUlX0mP0JbaUgMPMmqynFN/bNJgXmmFyAKA2rkH3skV6V5nuBeB1oWLyu4PWB/f2abUxGHUlcw6xXCMJDgOAEQYPd3RudUQHWwWALU1vpwX+7n1A9IRtB+TgidILSJSdwBgMB3ERIEVtt7dqC2GbQVmOHb0waF0GlGQBxgA+2ixw8BqQuoVyO6ZoKVhMpE+Gjgo8EwOYy7GjCpgASa320R1hTP5Ecip0CiQaipzF0nyvAYn+B+f0F62XIlny3egZNa++sOaRoR//Yzz3vbEqLv6YHi/vwnroYFiJVB/UTPoGlNgAkSE7jveNz5OtvBoDoS8j2teH7syGdSoiBmoqlP8J1g/5OF7S2abYDba2DO82TtEuS2/jypxP0B7qAqG+8kmlzFiQjMdx95G768Xm2JnW2qKWlub6iO/PnhpHGYP9vIuzOPNwCk2XeVee80IryGQpe4uhvfiGIrMGZV87/WmnuvipnnkxzvTqTOL8jKSB4mlT6Xst8lKyRTq4j8k+rMxKsMCd/R47GbDdA0ENUaQ0KRYzi72FmX6B1yYrafLnbTxhRbgrNjUcz424MU3jyb9amKy6Zys+9MA/V+4nav1QQgoGK2UWXX+PJyRgB7c8zffWSlNk5AVbG/rxj2LOLJoaSqzc6T77xnrITZeXsxHQ5UXb0GSmgbyHqlBLUe6eMt9n/XYbylB0poARMBmQxwsEjeUEG5AiQYysD0DLRuO5AhPgbYw4hqO2L40AFWqLelSSLrdtkxIVWGvjDWwu4HtmrEIDYWsTYQQI20KGcfXTbQQvHHMdNsxmGgrHb+HgJVUGYbyIwGdtAhfBeRukjBS28KydFMgsVnwp0BwEyRUjxFeiTxfjSmKD/g451qwwH9R1ZOtufnNI8joCoJsqBUChzbPc4ukMSywtLWXlS0mHihXA20Kkyqbg0eU+hS+cPKiORKCN07ww8j6sWEuvZoKo9lPcKahP3YYN/XiNEwyL9WkMECUWBHlbBJwLRmZSSakP1CirdN1o2rXj1JrfocSa2EQO+RRm07Z06FcyRDz80PLQnd0nUYflzCryhIKgDGNe0GYsWWqRuA2AB+KeVax0rdZLuT7lu2p6bXkcAEnjc7UkUiOoEYgfMGeHgummFncUEXuDRjnJRMPSD5wHmLqjaXuYwPJUGk7R6SIknhMZ6G51fiaY6Lab+nfI7GFanqt52bswfXXieLz1+yWJyOKaWiLD3/7vfebxYLxp33NNNUmosq12/VB8xyST3GGbF+/l1Z5uwM+jzfsbPe3HszgYz8ahrEd2QYzEIZwpftKoCtiRDY2tGbMV7MI8537ISesB/uuTp4fikSNMVZL3uhz16fE+a74AYd9hklbF5WevNjPsvmwh4pNODPz1XG5ue5lelaDlYBxKdnDo7Xa5gPd7CrJW22dfWQ9zcTt+xmwwSYE30+typx/i1beH6B7PZs4QEwhwHNa0CoLcQrZLamAnGqE2QUVM8G9VaKvEnzOKH6fQvZHYCFErx2B6TVAq5P8AMNtlzPVkgmg5oxoXk4rajEB1owNBXMEOC2ZOrH7zt4d+L01KJIuCEiWkJyowWqAx/2aBUcUAOxEUro95zfkJEP2AODEYxWBOGkcNy8JDS/HyC7I4wPwOSpSL5cQpYd0rFHeHrmvaWaWfufaux/4kwB4OeZCeg+jXzgoIPfLPyqqEy//DtyfsD9Ei8wg4EZRVtZNHszOm8CFFyxZdCMlZR22bRRH6GjBt7JYJxqxM5AJOEwbDKTACEY+Mkh7iqYwOpPJu6HO9C2e9xJUdBmlQgm6Yq8KePp4xO+u4F93CH+/CtbUF37tj0kwpigrV25u6Ui9DACzmH6sMK0tGwRtu50HqNWw/VsJqdioLGiFcOoxFYJuQpjqy9EJpnQUJYnOlWPUNVq8REys3Qvi+CsBFIW0EK3XT15ySfK63+hbR+esxV7/TZhzDmGYgqpHNay3b7dnnxqrm0ilPbB9VZXIeJfWVzOyZhfmuteld5S+kVUJWcA786BzigYV5JRXpi8STZZHhpf2LlrG1ETOHPDA3DGM3m7l6Hg19M0npWTV7fZQYSHx/LvFMIJuDBHkqVwVTPozb5ny9RhKI6iZY4CfHk+FOmcCWXglsppRnArMhDe0zxNbzbTthTYVEXtsjISeVueGimIOnt7Sz01LdupZnACHHyJ3Zy8h2RE3uMzup+XQOrQTxbVHmpWpYE8+9ZbBublX3tU//VnDoaHgYbY3sP/9jv8//afqYTcMFjm3rnxWdyS6ruxsbC7ETgc6Yza1Kimjn3/cUI3eoRlQ7LeklDo+oUkvVRZTKFGtEwc0bFFBxGkIxNHqBTm3CrBUdt6bs9jMkHbUlpxiQeSCMz+CDQ14t2Gfk2PT0jPI+L+eBYIUiTzP1cC9kj9MTsC9uC5qIIuQPJ7xgizWdMdUz143BEICyAFQfVCcUy/4Iwm6fm2A1uEvuOMJlmtbILA9pyJAUD9LEjWIVYJ9e0Ry2bEMDns9i1S0msZdCVuEkxPuRzbMzBnwEHU7zZZacXSGZX8JAN7NJBQQdYd5B//HuaJRE6pHKH6BVJfsUOwWhYfKrH2RIwFaCshtBOnwgTbX77TxFpznmZHwO0T/JLnxgSUihbaTjXD6Th8lytxoN6rJ9HBE812d0NAiqHidDoczwOxSFEoydbHZ8+/VhjvJQaCnbpiR1Leq+3x5KdCPn9vK8z7PCdJiYoF+yskdZ0hvzczylBlXhMdz3tP59RraLz5R6uq9tlr5v9+T1/tys+yMPEbNFoWm3tjCf3Olln0Z/akl192TaerGPZwWJ8RbYD2CFN886C/u8VQ5kfZthTgYPw94tR8ppNbgm+kH75VhidvVQXRFbDpWqS6Log8oj0o8ZBCYOsh704GBCwXpVqbn6M0jWX1BJwSuHQdq0GtbNJ2izMO0ztbPr7w8AjrHFYvG7T3S4y3NaaVwfEDobHuAFT7hGYbUb942D3bdvHzA2AMws+/lBVgaPieZBjA3THqkJ+GaG47QPY9nA9U7FV0V6oriitGRw8UH2GPE2LryOLXOY8cBkg/wlUOw7/9gP5jpRbCTCp5lkEgAGACg1fm4GT146TD+aSr4+qQCL9tG8Rlh9RYpF6KEZQRg/B04k1AyPsxI1thdgCyt06yQkmb3R6ZCc83GqTVAsePlNGxI1C/MGnAaDvI8rxZ5OoLhSuULGdpRaQzsJrKOme+Y+swrTy8t/j0uIF1AXXjMU0WomWSNwmpBqJEuCcD1+fW1MlRNdTaphv1+u8AkFtKo7gbg9AYVLsJ9vGFc9KugaQNoLNHqSuk+xslyFL40i46bR0J7HGCPVbwjYHP7bCaIIkkUpxXk3Z+hjsphGIzoKD0YqOLBce5VTI6VxyAZh/hDpHqFxV11ZLOkyCC+LI9mx+LtVwkWwtZrSDenxHL8xw5fY3yoK6bmXNS5qpa5RWuStuU+fI8zsRxgjHm1Mm4kMaZd0u+JT6ZtjnNnY09jS0uYMmXW4mb76B+aUOv+nCGcj95QS3Wnn+nQsk12Rgy2UMomftb5V7+qGQC33Q9I6bI5DXP1GcJTOVr3gz/54HZe7yndQSgBOn5SoFy2zMW9HvKrsqCji9bvEHUOXemzByeeVNnkMFV5WwtsUWTUmEBXzlH85UJwGruWnlPIyNFHH3DtUnbHWSc4GKEPTRojcHyb/Rw96tKV44R1WMP+7SlBYBCK8t1EIPmcw/zbxx75wvB4nNCtfMwPpJot6rhkvrXdw2MtYiPT8CnR1h/g3C/Qlg3kCEgLirESoUtU4LdDUi/fabC94fv4ReWMOiK85ji0mnzfEh79gPgVbM0B+5c0cRK/x0SpJ+QdgdC2p0pOnxi6d1uvD95MGW02ABgBNoHwqm7xwD32wvnaKpBRTVv9YRXOHesuT/kypA3lGHGZnZ72AGotxGH7w0kCNxRVN+Nxxpa7ZEloHkCkrWYRsG0d0hNRLAWoQlo2hHTZOF3FeyLK0P3JDxf2em0fiGyT7QCEs/vSU5QvUTU2wh3CHCHCfblCBkm6iVWlcr1JJi6IrBIrzNEqLHoPcLDE62X7+8w3raYVla13KDK0TqLaU4LA4n6dwZEZMpdryhC9doRvSzR5WSjaLZaIC9soWWlEXt7Q/RXjEheA6nOOABw1ro6LYTLc6IcqxxI+cPTs1eez3GkkkQWzUzp7awkd0NmW5b2AU5trUuIc/nOazPnd7YzNYIYWNFckbD60vamM5WtFXRBdamPdqb+EkMhzbr8g5yx38vc7zrc5S+fi2oC35R1L0mPkp0+Z9vZd6qkvulaYLVkAJ/G03drMnrPiS9bTKeLNtObxHphEFQqoH5ACsfz5KfVFIBzHpCeg/eStv1wz69SjakycNSb+g1Awlpqq2kbrggIziVBPtyTGazn0M7L8Xc2WS6B7+8R1g2iM5g2FVFgx1gCkTsGmO2BK3ZN5CnMznMMlP1fMFggAcd7MtApuBlJClzW1LM6DoTIfrhHWrDnb/YD4qJGXFSY1pSbbx56mNcj8ElnWTsS7draIVYdTGM4r7FSVt+hzVBhkgOTVT8Wf2q15EBmVCJGJuVB+EDV2n7gYmQiXLaYBSpRrXkNJJd66qoBQPN5QHp+RXh+LpbdRYlDqPRrhwQ7sO1WbwnlNcoJSULb7pjJnZGVTLXL7SEmGxME5kBts1Brch0Sln8DhqPBtEoYPibAJISjxWG7hEwEA8QuIi4AGUUhw8Di94DkQOdRD8SDzkv0MRZNBMkB1esA87xH+uV3LqDGCXH/t9OzkB+fwwH2r78gjROC3v95LiHrFdx2gFtYAAZ2iLB9wO7PBAfV24QwchFR7ahEndFpfsG5jDukk85bYgsutwmIUOM5scdIeZue1YOsVpzHiVCwNut65edO9zO7+ZZtZhFyhrDSVmkhNAI0HcP7C733dBjTNJbOyvxnl1vuwnzzFsN5spi19ebH964GpSbi+WLXtHSiLV2a/NJZW/8arfIqQOBym2fda5tZLk5Cku8kmTyQm5/kudhbNvf52pamETFFlXq5uBhfytbXTvLlPl4RDiy2qRpszmwR5tXU1Q+crYRSKoqpc4HG7BiarWXfWLfm/biQ1ilK2LNzkGGnAN7vqeb35mP6/h6Hf7NBbAS+NZgK0sfCeFYH9dKgae7RVA7pX/7G5Gjs2XeYkaROgCz0esckM95UlBXZeiSnAWJqidYaJ+DhCWkYYW5vaBdcqXYYwGvmLO2yFx15LzqAr3YBZkwEDJBjC9+eeDQAYbvtXwKmhdHZDpSzkQqwYFwZxJsl5KBuhz4g7fYUZcwqEJNXXtYSpm3IFxqsIu1UQLO1kM0Ktq6KWVceqKYQkPYHLH6PAOi9Yzzf2z4FuKOHTBHjTa1qCFLmUaGWoswggWrNEjgIN2M2s6MMz7QUYClwrxaARWwSYhvL+Wg+2TKPofUCW43VIaJ9iRzM21SAFRIBN0RU2wC3n2Ce9wj/7X9cf8Yv7rXLYXZWHc4Butp6ogWniHFdFZBHckoGDlRM6D9yPrX8LcIf2e6bVrzH7DMKeXdaiM7nWCGawMpaQoTZ9UiPT/CXKimRySGF91Fe+YUpngf494bu7yaZPDs+HIrkf4kzIoX/8zUxXuk6Vl/fuOWYlpGA/1+2rBSQj/lMQaBS8m6mZOA8Hs4X69+UbL42N7k2kJ5rrQEokh9nW64MtP/3R/DfRofhb4hPM1mRN5XG1z43BIhx51VcgTx/BUN/9QMTHe+cQ3h6YgDLM6X8WSFoyy8VYEUe6gJcCV2rjmLfYw6oKFUiTq3CNI5XESR5pSKrJeRlh+qwwGQcmj6gfgX8wmBaUGl43ADDjUV0gmrbwv7wHczkkRYtE8Fx4AxmN6DadRzo7xLaRw+3n1C9Kku5thTFrAyHxL8/kK3uHFWSJ5phuect7GZJVeeD8oq01y0igLOUHjm2SI1FbCkcGmqDqiZMdlRfl1BxBd8+egpM1oZzFYD+NxaoXzzMp2d4lfCwm005P0Wxu3AwODCuf91CpiXhzE/64B3Vo+lwpH/J3AURQKprdL8PkFQTmfc4wC9YRYbGInWO+mqfJ1pSqzU1NhZp1BW/DtNzME3ChFrtIsa1QfuUUB3USqFj4C6tO2iLaWTbqX5NaJ9jgQ/7hjOP6siKoH6dKN9fUelZ9j1kf4Rdrwvy8l0gypWFTux7QFWVbUV7gOQq6sr5hNWvHv7ZFA04iGBcAj5IkfBZfPZwg8WwkZIMk5J47ZiKCkJ1SFSqONDUDgP9hMqsJIRSfV4qK5u6YuDUpblZrd6+Dqf53ZdiozhHSHBMZ6aPKQQqlJSb49uEgBHDWau+LBpnwpeX/BYA70Ka82zpXTuDrO0WwtVEmIaBnZGqImn2Ss6m5htHGu9Cn0vL5gvBOjNwr53woNbGZcCU0psW2TwTXhqI5YN5b3vvRi/qz/EkhV3Iou/Ih+djyftCZ7rm67L/37BdcoyS9yzdL27USxWD0899cURFTOfs9PnrlD2c9LgvW4XA6ebL351eXhFTgvv8gPruFuhaxEVLvbP9EbAG0999gO8s7BBh9gMJuMNA3/dSjQli8x0/WlftSKwi7EhPEvu4Qx213zyMiLlqOPaccTjH6tlV6ldSkXuV5XBqWv4iRKTGIaxbQqsbTSCGLp2+ncmvJAbS0BjULxOqB/WVUbM4OQzAw9NJpaIlNF30GqXj8eo96G8XGD7UhHi/9JTtAU4ITjFAPJ8pyqLDcF9j2FiFcleof9sjtQ5hWRXZj9DSgbR6nZBqyrdITHD7CeNdg2lp1dGT/BR3jIiVUHF7KRhvgWlJQquZBNDrkWHBvkuwI62lqyMtFepXD/FOB++CaWXglw2qbUD31y3keUu3S6Cw1aWuTgZiumr+UqyYt51wOMLuVKfMGiTHKGWP5FjRpjqhG4D4yioPgiIO2j5xJpPnYCT2ykkvT8VNw6KGDIuiyWZVIh+BorTi3pIe4zixTQ9tryu5+nJjwnoHjJPJvN4TNXvBDSx+Vl8pqK5uM53FMmd6h6byFoItb2JGmUPO2vYZEZe5Ol+ETc8tJS4sDPK8Oh/omYJAJm6mjIh6Z/taRiwHMwznCelb0V0xwdyskXT1cQYF/spM6OqMJK8ovpA45gnvj1RDX9vKiiUnvLzauNiXLD2RFbRzDzVNI+Iexbhpvp00z1Stexrfin9eHmdMEHNSMAYANA1nRxe9ant3h+q/jbD7A6/5olMkzO7U8qsYRNznLZa3DaaVhTtQ/8weOYiVYUT66y8Is9WXWSyQUoK5v0PaLKl9t93Tc76fYHu2L8OPdxhvGKTqpx7JGgZnw6Tilxa+NcXHJVZELyVDuHO1S5g6g+HGwg2N+rMkNA8kpcqP38E8viD+9ol+9VVF6LII0NQozZNZQPVLh2nBFXlc1DBafVFyfc+2hZIA8wMrhkE0Wq6+oxNs/6cbVjMvvigpUJBTgLVD/TqhfjxymF1Z2GMopnPkEVGV+eE/dug/CvyC+m+xIak1AohNhBkMqq3K9hggVYTt2V4AGIS6IuS9kULAlQRMKwvz4wp1ZSnZ4yystWxnTh6IiXJLs+uaZ3qXnizJe1Z7KcJ8uEdc1Bhvavis3D0mjGsauFG5m+cpaYQKtRRRUjskrWwIKohqJGemBCgaLVkuMnDXwQGQT4+Irztk/l2WegJwrhSiz+l8v68OEGZB/+z/ACAGZtEWW/A8a5aWklZJqRG4qH6/aXunzf7F7Ss6krmNX1Rj5sKa+WtzG1DnxW8AA1fGIJex+FTZ/JGenl4s+QpZCEBpHX2T77VuaRqpk6ayOOIcJK+c5hf5j0KT39ny0O6bL+Af+W49hmKs1XVsnV287OzcXwqATiNCTkJzX4vM42nbImtTSuhLo6T5Smi2ojpTvRahHI8quSJGXoeYgCrQErZtiiaUWHNqp/y7v8P+xwq+A6q9IEmNypH9b5sKJv0E+6Jils4i7Wkxi+8+wG9amNHD7o+cmSw7pK6CjLze2ee+/2FBFJNqkhVBSu3OTgtK7oy3CuO3WVuLgckdSWCsdxHRGaR1A7ul/bb76Qd+iLMM4t7zwc6qAea8LZuViKdNDf8DW7rdrweYmXJGGgbgcARcBViL+sVDokr3G+p9JRFMKxIbs7V1dPydOZ7ud5kCJETE2hEeviMUPLU1kukQazqQUjxVkJqItPREaRlgNKZosGV+StQZTaoMpiWrwZy03UDQwnDrYPsaNiWY7ZHVpbOQGM9XvRlZ2TaE/4fwZpUrzkFuNhj/3XeYVq5YQUQn6G8NIc/CmaFkvFEe3xnum29R1BOCFkp+SRh588hqh2AKgT0Soi26yDM3a57PyRfOWprGc8RWIvzZLJeI+/1bUICqhLx5ZjFrZWfit0pKFXKlxoAv6i/Ot2u8nivinPNz/KXFNsAZitmsmAiPJ57RG4mx2WeS9Eoqyhy5xw8UvNmhd+JjSTbfcvDzAXo0wlbbsX//vdojLXIHlzyWr20xvN8X/gOJ5mur/T/i6vnmu68pZs+/T48ht/Dibqe6aJa20VlV+2s2swDOZMRn0O6CrBGDQiB7I1tuC6QXYgqiBMgtgYqBVU7eLdloia3FijfbOJWHs0BHAcSuop/NkomgeaFnjYSE6AxMU0OWqijpubKTuqYvyui5DG9qJGcRNg2SNbA+wrwcIK2DVAam52eOa8rN2FGhw5GziFAph+VZdLVMmKyZEtwRqA7KvegDeT+jh2wPnLPs9rAfqWeW+h5pnCCtVfXtqfAhzHKJ+qGnjpsFhjuHcUkNty5wRpe2WyRtvcTjscwXDz9UGG6IRmu2qaDi7JiIPlN4dnWgcR2JrSrhFCL8qqJIqSXp1R5ph50VoQntFiSXAEejNF4jBm0TON+AcqFOnj9qraH/j47X0PWpKGJbEaTKQcYJ6fMTW+KqFJCylbARDeC+AGvKrZvdakOAu1nBtyvEjlpodswcIgFAmZl8XQEUImyoWOkkhTi7oyZ9rYaS43GJHierRDq7YrMEQseWZx2oCG8NTGwLT6SQIN9ZeH5tMfpejEkXi0BR9QDgfUABgC8SSK9t1+ZKl+OQ5GkJkQJBVsa50hqduy+XpKnq+Sey68X+XHNgfifOns9svlJ9nIloxnSSdfgCm3S+aviym+cVuG/+1TWl6IzG+lKSVEYwcIIkXlXk/cL75xYBZT/fY9XmH10rMafxze/jsT9z2vwivHz+fdmZ9JIYC13dXDr95e/U1fo1nL+9u2OZP01I+4ESQ1UFdC1RYsejBtx4vgrUoerUOZgxwYmwenidqBQgAoRZNRoj0m5XhFlhDWQIgBXEVQuZAux+pCDngfsBEdoIhAjAKvqKVYHxCbbi39RR0wQq1EyzYyJZcmKFVJBuAPD5meelrmCWquOlyUVESjUTp9k1shZ+VZeWT3WMqJVAaD+/IH76TGLf5MnbEbYkzP2dWiSw0oqHpCTEpORDD985arP5CJmoBWhGhZU3lXJTiNYKXQWzYGvDHQFEFHuBpNpwYulDZFwE1sB0cJDBwO3ZHJTIBOSz3QFQiJHZEiI0gsMPNdzGof00oPrlWVtRUpQDkkjxmyI4pUV4fCrtUlRUNo7bLcx6Bb+qESuDaKWg6EKDgrjznc5fVLmbO8tqLFnOotyB19h3PHbXU2mAyZHwaAjgO4tkWpgpwOzoCJqm6f15tGosmqa5bqx4CTvOcesCOlxaqJeo0il3F05gnkswyem1///mxSmmk8hvoWlQoDONB2A6dVjmHMMzsmtdl7nz1fP1BwZP58nmW/uH6TRbECvqg/BOAP8Dn/keNPmaUnRS0lyW10mTL13PzSwAABiPSURBVAoEc0x5PBxOInt1db3/qtubCui9cvdb2mgilJVJ8TT/ymiXYaCkx80a8L78/ltvrj+qc3T+gtk51uMwyyXkZo24oVSOTIFAAAAyTARK9MN1Je0YEAfCnKuDinQeE6aFgz14mOc9JAv0DaPO7zyDkHPAMML4gLRZIi5q+A0tgM3gkSpHdemlw7SkG6aU4GgQVE6Hdgii3jcoAAGjiUYSA9m4NKiMoHnoIX/7/dzSQgTuTz8BFUVlw/MLTEpvYKbh9RUv/77F/idWT/WzhR0SGiN872rJ9vLkS2ARx8H04pOH8VadOD1CQ0BDaAWhqdSMTeCdhXEGfuEQa86GQmMwLlWPLRlAONy2Q0B/L5g2EbFNBAQcDRW7bQLqiOgNEAVQv5sMF2ZllYr/UFLR1WQ04LdMQu6YUNUWkAbuoWIytRayXlP9+fH5NJschuJom7ynt03XFhn9FCKFVyuBCYSg+5byQjnBUDFBk56qawtR45TuaZJCxJPyf6goHjpB/4GvrV9ILra9RfMa0H6KgBWkmxXEWTLoL54j07bFIuQMzJS7EJbCoXE/e1bfiVtf0pPMn5mN0bLU17vbt7btL193oekI4Ms6bJfvyQTSPM+/tv2BDtOXoc+ZqPUeX8NamM2KQ9Fr7/2Dw6/SE50zUMsvr5zwNJPXV78RslsvUBffYP9s1mvqlF2ZebwhRX3LltLJqyZvMSAFW0rW8PhckC9f265xgE6/VAfQLNNzJhT6fsWIlOB+/AFYdAg3S/gblU5XMmSybMFUTz3s54aK0v1w8s6ZrepCa6kZtuSQvtH8mpYtK4bBn5SUjTlpurUN4moBf9sitLzf7BQRFhVbIDX1szg4ZlUw3PD/Gfo6F2RMAqSKcwq/FJhh1m7TSzd8aFE1fw93d0PI8qu2MCuH1NaQ5RLWWsh6RSFOhUUDAIzl97Hjg+qQsPxlQrXzRfdLllQQiA+PFFHUhc7uR4fxlm0011u1deacIjkgtvRryXBeSUC1jzDHgGllS9CVlN9jgN7DHSmfE1YRdj3BVZzVjIODmATnAmIw8INDbAK5RdbBeMHUUUJnWklBEQIa8DVxJ0V6hcrC/Ps7LIxAnl4pubQbCPRYr08zgDkfTKuf0mYDEK3BsDHwC6IFCfRg8osqy2N7wbhUGwaT6NVTJcAlIAhiY1jJuQRZAvh/Wzuz5UaO7Ax/JzNrwUaytYw8ipmww7f2+z+KI3zj8IWtmdGo1SSxVlUuvjiZiQIIsCmNK0LRFAkUakHl2f4lFcM/cDshLCB2UkEA4qNKHu0OpGnCfHrCPD2qAnPWHivw7HKf63Ytvvs7t+v2Ok0HYST5y5nKG/DQbFb4NVfeur1H1PzwAculwPB72nC5i3RLggd0PX0/2HxNB2gaz4KYxcGyKIT+DkTXPaLUBXb8+mYURJRzOnOAS3Lj9XYVBEsZmwo3ouzTWl00jLktgndjqzLk1hJeX2/3fbOqdVWqnqYPBeaKUsub/e5bpGkIv34594TF6D3I51W5Nldk0Mp23mxInx6IfYt/7PAZWmqmyPjgQDTj9csVCyvIf/yqrZHS350FsdAZhk9SFxC/MJhNiz15HYbvZnLnjxsldKak1cui0bZZKLMLHZqz0XMZHtWqmtzWKdVMMmQPHmbulep5UvTDGp/9UZZlHiEk09CsLcu0ofnJ1xYQxpCKsKQsSMseMUah5zERtlukcWeZmaRtsPFBOTHulx4pCUtWDygUAPnxe6a18l+syQRM5cAqlNnotQ69klNNgO454heG4zddbilpJbD/gyU5sCdLu9M5qJl0f9YFFt2Ej6bmAymRhzYJjhayJI0Zdcg+baQatBXn0NgllQLKQdUOCrbothb/aYnLABIZenjdKoS9UBZmzyohEF53Zwb+dsu0sQzfSK1eKndogiGrWkcLsY8kp8KhukOQLiCSSEshDhb77BQw0uu9j448w1MkojtlxFlRrshS/WmadP64PyLW1KRPyizT+0ttxq/w9qou2JWs1MVWEGjXc9Uillkg1gVs0bg625E8W/noumryDLaOOu4c802u0AxhVxPuvO7e1YZ7Ry0F9Fw/ROr80JZUgC6+Y0d6Nypfw/lmN7ZKOFTuzFTLXUCrh0GHeyYlbV3kY7nbk50f9g2E1q2Zxr2tzjr2h0qqfO+9cyG9mwHxvcAzEwUkRBLTJYdnViLf49rUQJM9LOKqq1Biki7sfqGosiIDozOSBQv/L8jLXnkSWTWiCLcqN2J2qE4Hy8lk/owVTGuxLxmRE9QS2H+/ISwUmeQOQSGr7VkNWAEBgl9RM/7ikilRq5nQ54XRzFsIqlgcem1N2SOZ1Ki9fIDpocUcN8jPv1Ag2iYltRCGSlgNzy/KPXANaRhojpExS/QnK0oyFLXJDp+/nIey5V5kQqrOHPJiboXhSeqwXiJVrViinufwoGi+Um2MD+qBU15vO6lcIkQlXMZ9i3OB1gUeH06MwWIkEaLhODacXEMYLPGUYcYuB5y1unzGBrClvCHbMSRSo8iCaSmE3mF3gmBI1iCbtT5vpxOy6GGcNNkKQVtox9OZcLxYZBvnhO+VNJxcqpYByWpLNLZJz90k4ipAFMzBEKPT158MxkuuetDrOAluBHcsFVSWFHrxmtyAVmPbXV0nEKPItHHSGZ308OlRW7/zjk1KmlyV57Nk+VfJ9XvB4EwXaC8APrXFNfuZFLSCm6usfFQCzHtNBgtwo2Qc87XFZLjzOL3Zh1ku3/CmxJqb1i+m7yvB3KzXF4aa19s/Fmzm7aoSBWcXxGw2F5n1e33Mi8V+Lox3A/0gfaelb/HqzsHqWhDuq8c8z1YKRPme9XU5p75XJFXWycKIZsTeE0/DVzHwhXdxfSyXlUj4OgCi2DLf+AJe6y8VBEwZ8kkm5cmyh5SQMRIfLKdPlnGjsNGyCMUWRi/ExpHMmm7Z4H428LKrrQVp1FZ6WqeszptlVgzaJzcCnYUI6bs1xITdqkI26MKKCNNGBUBT0TsDzVo7qoto6PR87ahopbBIxEXUBVISeAONSrTYX121hQ4tmKX28U0AM1iavSHJkuX2B51NdY1ySJxySZIzmHjFSTKW7svEtFDztGkhjI8632j/7Y/0v37JFfpU72sKAZmCGr8FKuJLbRIgLs7yM/2vWjWpgRr1+sRGAwIG7Clh95ochFaY1mqglhqd2UyjQwSeDxkcYyIxGsbBYW1UZYFVYHwU/LrwcyIYdM6Tg3HRHzOjqOfOoG1De/Sq8PC6hVNelEZNfGRhsu1AW9Fpdr3SrHwc4ftvmFYa6Or5ZV5NaRNqkpHnTwer36OcSNi9JXZ5sTDocdtE7CX7AwleqCTZ+ALDNw3II267wBwnTEFhxpjtD4wGneORdDiqhE3hxM0y/0uAVMgW2Nliefxgy2oG5rn1t/l23YL/yHbxntnaXI/5Yn/Nm/2+EdIEHVHcQ/KW5yIliOpvdK/leLEiv4m4t7YCh50rB8wYsxcHst2eS7J/ZLsIavEt4fQG9vyNWup8dzOttzOh6aQQ5a67iwqTpiWlpE6YZTO2Mtw5HC45LDeqq0ocg8u50lUlkmICf54ZAWdi4TBo1tJ12IeHN1IS15VVNYZbrSqZMu71obIxKbMaVSkw3uGzPbHLHAg76eB/WhncweFEoBBIc49+8Tlw/N4RG2hfof8S1Fd+CFV+ZVpnx8qDetOA9tJjoyWRHfTnqdO5hfFKWqznYagLEhHcQRcsL4bkFHmFQF5tVME45XZRB8Goo6Z6wegCFxbqu0PjNJsdjgqGWC3UHC7De+u9i4Hm73vah0ZnH40GBQnKZpf1irTbZ4uOSR1s2xZ53bP+6RPHwdSWX2lZSYD+F/03tHrMBdYbG4hdbrW5DI92Z4KjxOxvM+QZ22jxJ8vURLX29oZ0ytc6VykkcFtL91zmWDkhQCs1tQdFrbwPgmSYcfualBQ7euxfP5P2B2S5yC6PU9WTM48P2B++J00T4e+fa4YtTYscTqx+Gki2I7b53mZFa634soGcN7Xa0dmWAhtCn/TeJr1e2IS0gTRaGFQhuwAg3CHPxAwMT1q9Nylh20bvsTFq6+Fcdt/NyutZfiXMEowyzFf6gUGs3Jewup4vz1BdQLV5B+2MAJdK97e6MleJ6c1xQ0kq5xynd9p/t2DXt9VVunNleqVxafq+6qLFw0HRbl/j2ahdau433gs2V9jwetL3IvoHUBRFxiIWwhO8uVF3ocZ39j/XDNJ9n87mbAVJV36+uonEdDdQ3VRhPRw0M4I3RMoU75z7V66JWS4V034aFA9fFoIygG5a5OmR5Kz6p+TjulAheHNR3hqyFSdJaTbYfWbUh6R6WFmpuUjCmCnSfj5hf/6iA/MiHpq/nM3e0+wtoc/kyecR95xJYI3FZTQRgJwmdW0EUv9Is51UbUCE6bGDLFZpp8S01EUlWm3zSFR3SreXipzSHZWLl7TKyQg0laAXJLdqdK4DbgeLz5HFX07EzUI5N0NWPGgbkrOk1kHSOdxcwUJe9zTbNaFtMNN5htRsvdp0f3rSQ9ofFDwTImm14PC9YXxUu+XVXyLdi85koqUy4eHcLizyK3ouGlSMpwZMd9RrYzyYQaVfMImw0kDTtB5aCK0lTEYXZNEBu8RszmbRYLI36uCZjdmKzpgdUNh51lVDIDWW9FBaZwOcdtA47Lff6OzmYcP04ydIiaZp8P/zv/n7m4VJnbZGkwV75Gze5hTUETqtamJLJuTmzy3VT9DgkwTM3mqAaiI4Q/IgR0Ph6PheaPdnGLQ9NchmpdXNaSCtlzon7FuscwoWiVqlmNWKNE4Ki588ab+f+dq88wDnwArU5D1lU70LdfzcDbrWLpuPD8r7xTUUdZf692vR4JxUlv2bpfpjpZR+sxkmnNf3Oez54jPysZrVUrtMNyDgpb2WTrOZTRnO320/wZtF8t785YKHMfvQi9/N9Muu+TM3S8H8t4vW0j1Jlnn/tPQTrx0w5yXm1fuUjR/rwK4ez415SvKe+PyCrJaYzZpQAoK1F8S2CyRKIWaWIFEqynyj1Pnz5qnpZ06jPtRtWzNSAGLCrBaX0Mx87rdK23g6YbOiASKEzmqVkWclZgi440R30oRCTqOWyk+Page+XmOaRudPkhepMdG9RMLCYYYGc/KY3SkvMlarh3yseI+MHmMEv+nwS1uFMhWBpqzykD1pJEjNuC8w7BFwIFGQIS+aUWgzJNaO50U55XaMK9fXKNRbDic9puw/z7JX2f8QL/WfXMPh339k+yeXs/FsCZC0SlNrgVBbSMVaNy47pgdh2qiEfrOV3NoAm83eQm4hSgAlO4JkgKU7nE3F7KjzJ/GptqJim+pAXfpAvxixNjIMDTEKYhJ0IQcuo9bSa8mkSK2aSqvMDtqqM6O6Xdox4buzGvW0brDbXC21Wd7HGtKgPljpac3wjZJR7f4B+evfziReZxkfXVa0BtozmjAsEyHPaswohEUkrT2micTBIjtH6oO2H71AH5B8r5OXi6+ERLWQjnnW1G2jKkM40ZLdB61gJq9VTpbGkoeNPmOnU83U566d99ra9fkWU4fz8XiC6XIuc36INSDdmu+WVn2Bi5vVSp+fEM4ArA/QJC7aYRm+XZGk9cDl5hpbPKuKVcbF8a1Wdd/Je/XVymChN2ICrqkoxcvIInI7G8/8kHtosfn7pXG3+5fXULhb2PISkGY6YvPPq8TEG8f3XuvvHg/ILJeZD3F546pS9fVn3SJe5UhfxBvr0PFaIfVWAL0ifBbod9VUemeTRU/qWjgV/wjd57XHhLRtVhd4WwWKc8jTA/6Hx6pTNZWZxpSwnaEVYXrsQaB5GbB/84SioZY1nooOVh3Yt3nI/8MS4xPNa4f9VR/W8M2a2FrMFAmdZfzUanbvFOYLuoCXBW7ukVM4M9EmxJ7nCdEBOeuuK07MC/WU0Wr+LNxYnDGTMUybBnNqsMWvJ0VSiJhTp4vGfIBqlGex/bPj8Adt5dghVyGNMG0amk8PME4qJVOq/mHAbA+0zw8kI9WW+oK0WMaIeaZTTcBEA0ydZeXXRgfG6fOqltHonKOLmCbivWUcGvzBIXt1IEtNbjOK6qdFp0FXiZx6XGbUa6fmY4lTq+3IYlLmBm1vxkWDGRqtBo0QvjxndQpBQsAOWhnLFJB//WdkGIl/+zvxac32R8f4oC2x5GB6DAppbqISUU+WuElapQYhDg2y8Cz+tCUlIQSDc0FN4UZHOlrs3hCWkZD5Ru7VqF22kM3YFCQiYwQfFeI+KJtewQGaZKRhqB2Cqix/9R24UIYuvL+Y6nghnk6Y/OwV/t/1WqIOnrfLo3jKyD4jMN2AXX+EVnLN/5lJ6Lx53fx/i4vwDTV9s+iJu/2b4xHXVN03uFzr5uvYOdiUxegesTKl+22h+esmr9FsjrW+QkGoo99lv/DC7vTiTL7eirs15Lo44TvZyC1Zjd+7XQbCr2sFpRByANcFo2RDxEQMb3up13OktD8ik6JOKjHMXwapKhGeUv3iz8t48/TI9E9PTI8tx28tfqk2y5CDzYBKw2SRwyTQv3bYp0fC84sy4zcbzOMDp+8adn8WQp9odooms6Oai01/XJD+tMBMiWlpqmBmQZWlHCSSGOykQ3dJZZHNJ5P/VTtmXRRjCwRt+fhOM1wz6jHo8FhfowZwuuCo/paqufgFHL+1dJ+zRM+3T6RlpxpgbUPYdBgrZ82pqAih0OXPAJIIsUuEhbCbHP3PDWKM3vPTCWJUcm+XvWqyhbVeY3XeDIs8P4znFpq6lCosuWyFxMpJ7ZrdIeVrooHAHgzBJVIDIeQ52NLDIhBOOtPQWZEGkNCpmZsd0PZTaVdZiMJ5jpPbke6Q8F60HXUQ4maJ4QAvr/rMZSSq2Z1w+x4JEfnySvKaUMliQcoKE341I+AOBkaUN7T2uPWEsRGRxDQ4ooBpIl3jaV3AmojNJd1+bBjWDcdDixUwNhCjwdNhT1aTjUYYNmAmg1859R6aeiQk1cbLZoDSNghr1ecbJ03otrvLtnoMZ8HK+Tb7fekOFQDTtRcOcAbq5NbTdUJceGjStFWm/wxDdoA7E9mLM/G8hXVv3bw1dig0jBjfBrbC4RPRcUQ4rx9npNuVdXXfZzUSf7G/j6HRYiANH0BD5GD1ZuZzhYKIw9uIfkui/PdwdcxqVe0BvkbE+k1yEPdu3q3fi0Fad7PdVwQJ4zCcRUqhZkPz4SHM+qbXRK/NitTlzHu7vZkk3YM/AyoTv1rWxcUvz7a81IUmMT6qN4wZoV0bMJ/orcFm9A7TpM6G6Z818270PzuqqZdfGK1QFrpohV7bTkVE0Q5kPkRe7FJCkr6+VCbaNtJ5RRFotCPEExpURkGmfJyTIN7UAXKZefj+/JkIpBH6FzUvM7uTos9WvcrS+4xAc3ofS+vCfvctWEv35QxqSAKTVSdQd0iYnVouUPrkGTiTFk0GXiRM1EV8fNBrUeYTxbJaGfR5pjHo78MiV0L5nJKhtsGM1zbbZNFKYMxcGgHJrTOCwGzNU5UFwR01kYhWgSC+lzNpFT2W2qRPqqPWPo/Y7UnbqinBZk16frl8DpKCCZIPCqiJEZqG2BawAhW6HAzwNGKbiJhI30/lNuFcRNYJkYSPBpsT3qO3jN4RgsFPeZ/KdiVFucj3JCnfxh0j7hi0XSr6ewCyvBBA6lrEeBVQNaJWCjfmnbcfqrejAbPZIG1z5iPOtmqtfqdjdDFeaJuzGd+FukGukD6oT3ZN9qz8xBuePWU/yXvMekU6ns77Le+fy3llOPgFOXa2nYPNP8I0/a3bjc/6PYHl1hb3+wu9sf+37d71ufX7d4LzG6TY7Lw/ig4BSL9+QRaLd60g3tviMCBfXmisBR7pF4bpZLIciCJ6bK4eCgqsBqEQlSyWhUFBqwagLvJncUXotgE7qTSLRHW2tCdtE7VbffDtqHwI4yPRZha9M5ASfqnqBNq20tdHJ9gxEq0qBusMRCuCJPo57ngWtyyIsaKs3L8Eul9G2p+e8f/136qG+7LCtQ3kIbdzBhk8KT9QabcHY1j/NJJMd5ZV8UKzTTz95059gERImZ9TNvtyoH3dIEnPvX+O+MW5aolO6jB8WmtrMIm6aSIaUGyryYAdyLOrVANQ6BQCbY4GOSgqK9mkEOXx/DkSNIC7g9B/Tqz+EhQdaCAsbNVvK06mZSAvSb1zml3EjB7ZHUkvr8hmXb8DtaMQz+1QoEpGpd0OM3javQIjEGF8hNREGCz+6MBFpl2rn5t9bhCwLtK0nmlyhCAEb4mHvHxFhT0HgKDzsO6Lts2610i7Vc8eu5+wu0HnNaAQ9xCR7f6sghLjzFyNj5ma1Zv49pl/V2A33QHzXL/sHYmZ37xu3pg530tIL952R3D5Wq3+LrgM+D/UtBAOvkvr5gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "Image (1, 128, 411)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_fft = 850\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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xpcbmEjtJI6pNBUFJko1DNgZXpUgXhngwJJS1x+bxXsevLaqH6dcNPlP49JbiS7CZRHce+fefIe7dwUx0pEq/vsSc7NDt6FhoDuh59KZDhFgU6S6Qv7iBLCVohe7iuNONZ+///Bw5nlCedYg//pP/KXQ7SazC7ACflhbZ2S1Xq+Y1flLQnJRxkchI7aRLBz7yjj4TW0Sh+kCyciRrS5AiajZDNaAbF7WNXNFPNe1U0U+HROMjn15ce6rTjvpOFmmzhG3G122Ii3KY1L6KwS4M/LzwsSLLlgPcVXGzu2SoguQtVIz3K3xMKEHG6smlkfbZVi82oGuozi3CRljbDfSG8JAMizFdWLKLDTe/tUM/icElzifD5veMPj2n/uiI9V2NLcUQ4APlhaWbqi2lECmGd3D3FsVJF9GTT2LFCAOKSRnQY6xOsmVg+pNz+vu7rB5mtHsDyumGKj2FfhIDYtABaQSqFuRXMP3G0BzGAJYtParzNHsaUw1BY6DFbBED0W2SEhaaew4x7ZEq4HoFi4TiTNIeevxu5KjyUc/vPXjOSbbgi/URPgg+Hp9Tqp6TZM7K5/x6c8JO0nCSzjnUKxJhWbmCz5oTfrk44Ww1ZrkuUMqjlKdrE8J1RnYjMVUgqEG7CeDTgDAxofS/gT7yK4Ef6AmXxI15G7S73YDZcTFQ1pLyrUTXMRlNXjrWJ4r6TojFTAI+iahANYJkLbCjgB15ZCNJF4JsDqaC+q5HHrakqaXvNf4mQy8kuhEUF4H6WGAmHp8FVCNJb+K4g4LDn/YsHya4TLD7ecf1dzNcDtWbwOWP4n3pjcBnkSJMloLybUw8ZjxQtV1EY7oLzN+T1A8spJ7kKtJP5siQVj1V0VGkBiUCPghcEDgvCUHgvKC3UUdzRhKchF4ijEAYQTqX5DOG/TlQjw1MnlvqQ4Wt4tpNVxEp2CwGpeKsoz3M6CbvEIvwcT3HPRrRxu0a102kaNKVgwDLx3FPRWryloaP1Xs+M9hCYUtJX8UiMWgQNiLVWxrolj6VjkhnDwFfuoApJaYYmBH5Lt4Q3iERYEsjqx6STSyKdR2TVLejMMXw2bevV7xjiwYmoTrr0Isu6iz7CX31GyirD1SnsUDuJjGZqy6Q1D5qvUKwOUkiqhxQp9fDe9v4/i3CS2OCvn2dNDHeBfEbNJh7N8Z07ckvO+qTGJdvEaUYqHbVR6pT1472IKUfR/Qa5xPUg2/92b8JScxQEU5Fjln+1c9I0oKQJYQixScKn0ZxXzeBZO0ISkaOXzJAqkFfaALpoic5nRHyNN6IC0gXED6AjE8q3PK6IW521UZYvfvjU9qH0zjYXCAtjN5aksZjyyjO32bvfOmp3lpCMoxlSDiqh2RlkcMDips23p8IEeLu/OMl3UmFSyIUd6lADgktTh7vuHEtkEFQnvdRBJVxzMWNZ/LZDf1BQX2vxGWxQklXMejfcum69YgkISiB7ofPsHHebC5JmhB1EAcixHuGmLSUZfvQlWEL5XUXKK4cDIsjwtsIX5VK0X/1KeLuEUFKlI33UtwE1g8EZuoBweFPoJ9KVAt3/mbD7Ds5fqD2ghas72l8Ijj8aU1zENFSPovVrivClnJJl4J+Eqk/32r0dUJ1GgVsVwK9RK00er/l471zvlu94Q+nz/je6DWZtJSqp/Upn67v89enj7FS8bab8n+8+B554Vn7nF8tT/jszR26PkG+KjAo5MscsdQEHTdVuhjWo741BdzSTQLdCFQXq+9uPzB+AesHt5RDXAO2BDMOJGuJcIKQxAWgG0F15tncVdgR2FFMMqoVCCfIZpLyDMxYIJ1AGoGrfERE6/h8ujsWmXmsUfh1QnqtGL+Iz9sWguauw08csrL4kcOmAuFiAr35tow0ixLMP1KYKXTHjs0HFj0x7N9dsPdgQbrf0ihJ/jKlPgnUjzz9TqTafCowVdyn7QFwt2N/f83uvSW79xcc7S7ZH9WUqaHQllxbtPRYr9j0KZs6o+tSTKfx1zlqrsFKyjeKZCURXhB0ROn5DbhioIM1dDtx/K6IwToG9jjnACFVVK82CKEihdPH/ScCJG1EpO/0XJi86slmPWaiMSOFcLF6lwaSJr4nm3uSJho9ghLoJu6vpAngBzoeUIM+6fVAf80t5ZsaO4rrHRELUhEEuo/IMgy0nOogn/stIhMu6ktJHVAmgAKfScSQGHV/u+djzBUexm8d5aXDllFXDonC5QnpssenUdO5peZ1BwwshvSxWE3WDmkC6U2LKxNcEbOA7uPaDeIdJScCTF60hERhC4Eg3kO28DERqSHmmMD4eURAtpCx6G4DrlC4NBrD0lUgv3FxbSXxWroL5G9XMW8kUaowoygZiP/kP/1fwq3gZIv45JONJXt2jp/dIB7diwG66TAnO/hUoWqDvhouqBT+089Q7z+JwW7TENoOsTvFj3JCopDrLtJyowx1s4E0IQiBm+aYcUJ2WSOMozuqQIqto+xWqzGl3AqvqvXRCWQc3V5GUALVOPKXc+oP9ugmCtUHxl8u8T/7NfKTj3HjHFsoXKG2rpz1wxI7aDb5jUO1js3ddDAl3AppYZvBy4voROl2Ne1U4tPIn49fG7odTT+OGydZB/b/6pTmwyNc9s7wkF92pKdzwuyGcP8EcX6N/eAu/W4KAfLLFvGrrxGP7tGdjBE+oDaGzcNyEOY9LpfveO88Iqdk48nf1qAl68Fpli4d+WWDqxJwAT1vWX5rSnFpuPhhTnsYMIcmJigRoI3PXS9VTNYWsllEjJPnnnZP0o8jf3+LHL0GMwm4PKAaQTYX1Cd+4PoF2UyQrAKbe2DHAV84RC8ZP1jypw8+5w/GX/JBesFYWAyCS1fwrL/D36+e8NPrezyezEik4yBdM1Ida5dx3o15W0+ZNwXrJmNnVFMmBuMUmz7Be4mUnrrNaOc5IouaBcuEkEekQjdEmNSjykGHUz5ScsrjA9RtRtfEElWqgLeC0Oht9Z7NJGYSCPcbJqOGVDt8EFgnsV7StgnBx88JgLdRfA1OIjYxMOKhvE3GGZE2e9xwuLtCisDZ1ZRwk1LeW7NX1ezlNaXu0dKhRCCVlkxaCmXIpSERDhckN7bktJly2YxorabuUlbLAnGd4gsfqUQvkJVhf2/NndGKSdKSSEfjEk7XU04/PSZ7vCJLLJsmo7/JEb1g8kyRrAPXP/QwsiADwUjEOhovfBpwKeg2mi6i3hWG6lpgq4hytiyEi0hr7+dzXJXSHOdDsRbF+KCi41X2Yauv3hZVyTqK+s1BEunGmcWnca+qJmoRkfqJQf02WMp+iHWVxCtBNrdksy5KBo1h9XQUxfVuYCs+OyW0Hc0/e49+otBt1GmSeUd7HA1LysTrpiuDsAHZWfjFM4KxqA+e0N2bRmaic+h5TXtvQnOUDMkqUocuEdsCcvL5gub+KGpNim0Rn6wdxesVYr7CHe3SnpRbPd2nEny81q2uJQKxMM8FxVl0/bV7aotkdBtI53YYh0c4T3K2oL+7Q32Sxdgl3hXL+WV0Jqq6x6eafi/FpRFd6U3ca7ZSEcX0nnRuWD3KsUNSFX/+nf8+iLYHY/HTESHXCOsRnQEfCEUK1iPnK/zBFJ9r1LLF/eoL9JNHYB1YS/ARF4a6QWgN+zv4cRkztZK4MnlXmXSDs2pwdAAIG1CtRc432IMxZpJsJ7GfRNFNdYHivIvOj718oL9ixSKsx2dDIPHxM3RtsGWCy6OmEd0W7xxdNnsHTwlsnV23Dpgoig/Q2gwVUXjnNts6gcI/hdPKRBEuwsvoJNOtQ9h4z7cGCuED2fkGvn6N/cH7uCxWDdtqTwls9s7Vo7sQE24fOfJbN02yduhNpKlsGXnqmJzU1qTRjyX1oaK5E6K2kjmKnRZrFNYokpcZ/UEctOgleiVJl4JuJ6BbgVeB/siS7bYo5fFekiQW5yTNKif0Ej3TSAtmGiv69CYaBtRhi/cCv9FUhzW/f+85H1ZnfC9/yT29xATJL/u7fNHewXjFZ6tjvpwd8Dt3XrEwOaXueVJes7YZS1twP78hl4bWJyxtTuNTJAEt44LvvaZzGo9AC08iHam0JGJIPr/xZYLCekXnNRubMutKLjcVszc7kHpGuzVaepouoVtn0MYKXi8l8v01Hx5fcr+cU6kOExQX7ZhnN4ds/uYA9YM5RWrojKauM2yjkUuNNDHZpItYjZsRmCpQfDznu4dn3CvmZNKihKeUPVJ4Op9QuxSH3CYXSSAZ7ssExdrlrG3G2mUsTMG8K1j1GXWX0nQJptd4IxGryJ3sP73hsFoDUJsU4yW91azqjL5JYiLpFDufxoC1ehJ1ULnXkeeGtk3Y/X8Krv7QIBJP2Gh2PtW0h+D1LeqLlXOyCex+0TF/L0N4MJVAt4Gj/++Smx8cbOkg3XpsLpHu1rQTjUajFzXCeIT3tCejrcbRTaP765ZiSpee0c9O2XxyQrsbtdjbrH+7r5PaM/2b16x+eI9+PDht7fCygRaKLtfoUgWo78XEcpsgVB8pd5/EcWQLR3ZeIzctvsoRxiF6Q8ijxbk/qjCV3jIBqo0UtV51uCKhPcyiUUO+i0m69aRzi94Y5DencLhHyBIIgf6gxOWxmL01Krhs0MiGuGkLuaXXb41MPomSgu4C+ZUhvdzgiwSfaWRt8IWm28/ie9XgApwZsudX1B8fb9FY2LJZgzvORkTrimgiuEVTEONmsrSIf3ny3waA0La4+QJ9/x5oRVit8Q9PCIlE1gbhXEQyWiJ6i2j6SN94D1czRFURpiNCGvtthHH4n3+GOjqEpoXjA9pHuwQtSWct+nKJO5gg5xtEb3BHO8hNB9ZhD0YEJWO2BvTGYCYptpQRest3bovsxpB9c4U7mGDHKXreEf7xl/B7n2BGCcp49E0TxyUFat1hd8s4sbmm303xqUCvHbq2NHdygoDytMXnivoojU4tD9ncUbxcYQ7L2B9znA18fwz42VVDdxh7WqSFfNajrxuEsXA1g4M92kc7kf+ctfhCb3uYZB8TZr8Tx5PNDXrRsX4yHlxN8aFmly36YkHIUvCe9tEuSEF63SC6YYGXGe2dCp/EhVh8dY25M+Xs9wrW71myvYYQBEniuL8zJwQRdZCzMfmppn3UIzOHrzV6pnEnHXnVM60aTqold4oVqbRsbMarzQ6nywnWxgwpZUDKKH73vcbVGlU4DveWhCAoEkOhDa/mO/xXH/yYj/JTTNB83p7wi9U99tJNrNKRlLInkY6RajnUK0rZxVoiSNqQcG6m/GJ1j//47Cl/9NEzjrIVPgg2LuOqq5AisJfW7OiakerIpUEKjyLQBk3tYmDuvGZuCp4v97lelwPCEYQgkNLjnKTvEtwsI51JuiOHyB0Hh0s+3jvnfj4nkY7apSxtvg30ndOsu4zrqzH5lxnN/YgGhJGotSS/jIHQZQOv/c8W/P6953yrestxsiARltYnzNyI5+0Bf3f5EOcl7+9cYYPk6/k+B+WGvaymtgnP53sYp9gtGzZ9ws3NiGAlKnMxycwSsmtJe9ehdjvGo7gO1pscf54T0kBIok374MeaxYeRKg06EDJPuVczKVtybXFe0lqNdVHLsV7SNim21pGigvg9RFeiqiW6jT97PRgZ2uh+VH10AqYrT7J2uEIOBSi0u2rrLJUuajy3RVakxwO2kEPvkSNZWvppQj+OiSGfu63tWDeOdk9vNRKvYzGHiPpKddrRT2N/YLowpG9u6O/u0B5lkWI3gXxmMCO9TRi3lvLsMrZfkMb3+2kZrdc3a8S6xh/s0t2pcIVC1478q0tCVeBTHemmMkGve4KWrB8UAOTXluzVDaFII0PUWsRijT+YYkcpqo0Z0lUJqrb005R+QHO68Yx/fk73eJ9uN0GaQPlyhR1ndPuRwSmfL8FY7OEY2TvkpsPsV/TTBBEC+UWLrHtclRKUxFYaMx7aQWxkmYpXS+y0oNvPYny6anBFghlpdBvn/taOLf5U/OtwW+XpB/cjukkid4gQEeW8vUIIgX18TBB3js87AAAgAElEQVSC5NUVoesJJ/vRf+09ctVgv3mB/P63cWWCbCxy04KShFTjqjRqPoOVWdjtxw5iXEB0g4Ms1eh5TUg1dpJHof92gf3FT+j+1e/gConeOLJ/93Pk+49w40jZEQL6eoP7/EvCH3wPW0ZHnVr3qPmaoFXUoMoUYT3yqzdwsIs5nhASGTO0HnjLJhocVOeQi5r6/b3YqDoYH4KMC1jWBn71JXzyIWacRkv2qkOdXmPfnkU0t7+Hf3IXO04jovMBn8ltFVectajZBryne7gXHTJaoNpA+XqNWDegFCHTuCpDOB/7n24LNyUjMtx0+CIhJGpozB0896uO0z/eZfm9juPjBXdHC+6Xc+5lcw4GEd4PJHYfdOxrcTkrlzPrK16ud7lbLfi4OqOUPbVPuejHvKj3+PpmnyI1TLOWZZez/L/vkP+LS6q0Z91lpNryYDznKFuxsRkLk/Ph6IJPylckwvGiP+D/Ov82+/mGcdKysRlrk/HB+IKH2YxSdtQ+Y+VylPC4IDnrJ1x04zhep7BB0VlNYxMak3CzLJHSMx21VGnPXr4hVQ7rJal0ZMpyupny7PURj+5e0zsVqat5ChPDaDIE4quK7DShO7YgAvpG44qAPOg43l/wYDynUj03fcGXswOqrCfXlhAEtUlYbnK6RY5aKISPRopb55vsYfQ6NpY2JwH5dM0P7r3mo9E5U11Tu4zTbofTZsLK5NQmoR8C/O1X0yV0ixyZW9LcYozCLdJI1QFqEw0I7/Ya9FOPOO7QiaWvU9R5ih07KCLyU6mnqlqU9Bin0NKzV9VUSY8kMO8KXp3vorRnf2dNCILr+Qj5TYF50IEX6NM0Nt/uGPACsVEUbxW6gfYwxPvvoLgQVOeezXGkyovrSMV2UzEEeChmnupNx/JxjktjYk5XnulPzqBpMU/v0NzJB80lbNFMUg/ashh6zbbMSiCdd/Q7kSq6FcmliXEpWRnUTz5HPLiLuTul3UuHFgVPsjD4VEXNxPiBqRDojSW5WCHqFrwnFBkhzwiZiiinNXT3d3B5bCXJrhrkV68R4zGhzLEHI/qdJPa7EE0Q+VWL+vIN4e5hjG8CVOdiHPUBtekio1Om9Hv50PMGqomuui3qmnXoeUN3Mo7yxNCgL1yk/GRtED5exxUJsrOodYcbDb2TPiCfv8V+9IB+kqAbR/rTrzDfe4qpdOy7m7XI1kRAIkB2FtGaKIsMsVYDqJ0pHO7jszRamY1D3ixx5xfwnQ/wD49jQql7Qqrp3j+OsHdj0KczzIMDzH6JuL9HcB616RFvLnBX1+j793D390EI0tc3iLbH708QL8/gcA9zPImmg4s1XM1x750QUkl3MvknDYa6iRvB/OkPByEu0kl88gGmjAE8va4RTU/3YAf3/u9g83eNVxmgLmOjn60yXBEhrfzOI9TGIHuH0zK68JzEjBP8eHDpTBI4zJG9R9d2m8DSr88JoxLR9XghcAMtKFxAXSy2iQbAXc/QowrRVvgywY7TqOkkEZa6QqOUhKGBVjhQQ9due1wi9wpU57aJULaQvL2JzbSzBeF4D7tbxOf08gL33kncDGm0dVqySO0JUNKjpccPOLeSHXf0grFsyQd65vbLIKl9wnI/Z+ULXpk9Pq/vkEnD23bKT//mfb7/u19ylK+RBJZ5xvo/X6GlR4rANG359dkx+0XNvcmck1GkwBSBlc85NbssXMHD0Q0v17t8vdint4oyNYySKT4ITFC8rnf4anZAqh2TvMU4xeVytKXyujbFrRKycx0dXSOHU4H5y4qrPcMLcYBoFCHziMwxndYcjdY8uXfFbFMyn1XIRUKyEdidgDEaYxSijVqEbAYNRgEq4GrN29kh7j3JNGvpnMYYzfVnO7g84CuHaAdkXkvGz6G+I7Y9OkFGUbrdG0TpK8H6MOOyHcUE6hVXzYirdcXmsiS50TCI1Xbs4/slMQHONW4kaVcJIkT6Mr8U2ybQ6m207qo+BuL1XcVyrJEjT1IY+kOBXGrETs+dvSVH5YpcxarZBknvNDZIOqtZ9hmbLiXJLELApkujMJw4ugddFKlkwN7tCYFoNW8Veh11TjMYN2QHQQfaAzBjObhDYXP8G/Mc2Ub6kSDcz0gaT7qJ+0s3nvrDQ4IW9COF1wwu1Xd0djq3pBfxxAdbvqOF0nmL+uotyQd3CUoijaM5zjGlJFl79LxBHB6AdaQvZ/STY2wSWZVkVlM/msaWBynQ65h8fCrx4xzV9YQiQ2wahPO4YkLI5NAo6SNqE/HG3HyB2DTwvQ+xlY5GqY1HGo/e2ChXXF2jiwI3ygipIliPbA2uSPBlinr2GnFyRHa6JikTzCTdNoW7LAr7LtcwLbYMSvrlW/z+DgD+08+QTx/HwjUkqLpHnV7jrmbI77xPd1TilUDuPUGvDOXXN9j9ivZH7//GiTFu6LtTmHG0ZaedRbQdflrFeHR5ifgXf/A/BojH0shFjXv2Nfr+PfzuKE4KbBGDul4Rioz+eByh5GAflMbHwE9MQOqLl7h5bMRTx0fYpye4Qg+NnRa57hF9PEomVDmuSBDOD/8C8mZFyFLM8SQ2DX31Fnt2HoPwj75Lt5/HZlMb0K2jn+rYfGmjMEUYuMls0EVmluxshd0tEc7D3/4S/4efYMYa4QL5eR0NC5MUU+qBCx0s0v7WDhlIlo501uCqdGumuP261W2SZaw27DR7x2k2cePK2oASiN4SUr3lniFuDNVabJmQzhoIATfK0F+e4u8f0u8X8aGb2MwpewfWR+dKleBytdWsxGD4uLWkexVpg8VjzfK3enYPV4QgWNxUfPjwjI+n57yXX7Kn1+TCkMueSvSUsiNlaK4Lmgs35ufNQ366uI+WnnQgujPpSKRjbVOu2hGLLo9OJuHpvSJTlqfja75VvuU4maMInNkpf798zL//4gO+//gVqXI8mx1w82IX2QnK9xbcny6oTcr5YvyOmptnyMqSZvGz22WGXGiKi2ixlr1g75eBxXsDStvx2+bNW+t3UOB+uOLOzhItPdebkpvTKcUrTXvikLs9OrFYo3GLBLVRyME0IQ2snjrC2FJNW8qsx3lB3WY4J3BG4Y1C1ArZCZLF4KzqoNsBl0UDit6IrXX24FPL/Klm+f2O8W4d+5eMpr3JKb9J6PZ9FGHXMfGlc4EZBYrLaENvDzzlqYzHOx1Ew8bOM08/imtrdOboKxmbiAU0R4L2/Y607JEyoLWjTA17Rc0kjSc2tDah94rGJlytK9Y3JTKNNmNxkRGOOvwqia7MSY/tFMlZissi7YaKjaJ4UBtFcSG2LQzpMrodu12x7WjXm8D4jaObyq2+4rJIu0kXHa7Vmwa16jB7scPVjHWk2VTUf7K5RXWObieJGq8JpAtLerqkux97AG8F95jQhmLWxUQciwBI1i7un8H1anOx1XxVH7aUtm4sat3jiui8kq1DzzaROUkHId54ZG8RTYc9mtDvZJEW7zzpdZxrX0SdXF+tCDcLxKgi1DV+vUE+foCbFpidDOECybxFtjb2+eQaV+h3x34NKIsQtshGmkA261E/fYb9wYe4QkX0tuyQizp+/qjA7ObDiSueZG0Q1mOmGS6NzItex4JctBZfJtv7S2Y17ldfoL79IW6UYSYprlDxHvsIEpLrGjlboaX1eB2pMC6uUOMxfneEqzKk9ahXF4TdCb7K8JMSeXFDaiz+8R52FGmx9KZD/vJr+OBRhJgPT1DHh4Q8wUxybDUc7XIdOcCQKJjNY7J5viY5OsDei5SceHmGvbxEP32Magw+05ind1B39qPz7GpJsWxoH+9iC0lXJO+O8BgCbfnz19gHh/hMR6teIakfTbeLS/7ZD+L33qMbhx3FaiB5M0ftVDQnJRB1k/Tnz+m+/wSfyDjZ6wbd9ITDUTyrLLutXh35eY3oLb5IMJWOPUlKIHw8Bkf2+dB8GZN08XaDMI7m3phuL8ElkYIz4xGqi5UQ752gL5bkywZ7NImJrzagJXa3QHaW9MUV7mhKv5vjcoUQUPz6lP7JEUYmqMZHZLkMiFpRtylpaslHHV/88j6L93N+HB6jpOdqMeJ4Z7V1Px3lK6a6ifrJIEQD/OTVffYmNVUaj5upTcKmS6nrDLdJojahAmKekNzdUOpIwbzVUxLpWNiCZ/NDssLQugQpAvcmS9STQGs0WnrOVmOsl5he41ZJDFyNRNxousojW4keqlhbBso3sUdjfV9Qvo1233g8DZRnMQHrNnD+O5Jcu63W4Hy0OSc1dFbgVgkuVQjl39lju5gcspvAxkTDBEDTJ7RNiptlUe9IPbhoAaYbaJuW4UQJBgur2NrqhYfZxxqXg7xJWDVjUAHRKvKbSC0la8nk68DVb3vyS0m3H3BZwOx6hBH4wtP8dgci4FYJ+VVCsx+NJsVVYHOkMGOB3gzOpzygc8O47GiNxlrF3nTBKOm4aUtOlxPqbyb40kMSE11yliBCQn9iyB9ukNJD2eO9xBgFrRociFBdBJq9mNza/WgRtyVkN1Bceurj2BSrWqjeOqo3LavHBd1Uxl4P9+5IJF27aBKQoF9c4O4dRMRVqujONCCbqPXkf/uM/vvvoVof79XH4jckGtU68s6hly1mv6TbiR38AOnGU352jjucxiNnChXdoK0n7Qy6vkVb8UzH7MU1CIEvc7iNKZ1DL5pIcxdJTDCfPY8xbTIm1A0qT9FaxsQ0SAbCevRNjWg6wmyOWy5hsUQfHyI+OsKOc/pJQtAiFteJwn/6JerwAP/6DfL3v0d7lL0zC60c2dkKsx/1ofSmQ748x/z2B7FRUwrSzhD+/lPEowf42Rw+fLg9/sqp2LCfna/RekA7rY2nyuyNcJMMfbFEXVwTHt7FZwnqw/dwv34GQpJ//B7dyTge3ZUKfC9ASuzrN4g///C/C35a4lMVD1zrDKLuIvd5NMFnMROqVYv/xefILEM8eYDdLeP5YCFadPXVirBYwt4OocyQq4YgBf393WiH80QudBPNBqLp45lqaYIfZbGB1HjkpkUYG/tzmi4O9GiCLSOlJXzYViP6pgEtcVUaz1ybr+kf7eO1RLUOtWhxk4xuL8OnAtmHaJvuHLK3yMbEh1xkmMMKr95x4dL5OFbjcFXsXrzVgmSeI957FDt2e0d3UOAziez81m6oG4cZxYQjAtGO/Be/oPmT36KbxiR92xib/fXntH/w0bbyUib+Pln2Ed76EMfbWriY4R8d0+/lUU9qHcmsJvz6a8S3nmL2y+iDdyGaIxbd9h5clfDiX2X4k3h0TJlEB9usLjBG021ShPYELxCzlLBjkKmLP8uwpVhqm/Lieo/2ukDP1UB5BHQtEF5gqrC1Tve7HvY7ssLQtQlCwJM7V4yTltYlzJoSHwRV2pNKx7LPOHu1B+o3ND0ZECtN+SaehJDNokuw243NmzvPPIunkp0vHctH8TV7nzlW96MNc/eZYX2ih6ZUmH8cmDydczDaYJzibD6mf1sRKotc6ngo6DQiEFXH5khbRiEfAe2xIxQOnBj6NQIi8wQTHXm3R7+UZ5LsOl5HBOh2BO3BoFf0sdlz/MqxuaOwRezvMaOAtGJgDGJAtlWg33eoaU9Vdozzjp28YS/bMNEdWjo2NuNNPeX59R7NTQFWoFeKZBWvZUcBW8RrBwHca7h/MGcv35Ariw2SN+sp57MJbpMg14rsWqI62Nz3sNOjU0dR9PggWF+XqMJRVi3WKpqbgvx1Ep1nq3jAaD8S9JOYWLN5wBaRJXBDw2GyCozeWtJZT303x+Zim2RutVObv3N83aIK1Q6U+kRHY87ZmvYkMjGy9+h1j5rXuJ0yshOdoT+sonbZOJLTG/ykxOxGId6nkmTZw49/jvzkY0Kq8Yl6t+eMjVpMCNE8VeaIticsV+ADHOzi9kfbZkgC6KsVXF6D1vj5gmBtZIwOprEgffacYHqQCvygle3uQvBRx5lUYCyEgDmeYCsdk8msRZ1dQ5biDiZ0+3nUgTykc0Py2Wv67zzAZZJkbUnezvHjgn6/fGe8cFH7ETZSsaq2kTo72YvtEkPyDEIgB2fydk6M22pQOBfnoesReUboe3AO9/69GIO7qJepTY+4niP+6M//56AaR/r1Of5gSndYvrPy+kD6Zk4oUuxuEekZ41Cz6LBw9w/BBeQ3rxFFQagKQpUTpETWHaLrCWkSJ6uMh16m1w3yeol99RqkQn73gyhEBUhOZ9D1hP0d6HqYLxFaE8YVocwIqY4IbEg2YtPCco2fzVFHB/9kstS6Bw8hU3gtcbmKOsvLK9zpeXzQgH7yCHOyEzUciDD15QX+/6fqvXrkzNI8v98xrw2flplJX3a6Z7pnd3YW0GABQdKFBOhCH0JfRN9MEHSxwsqM3+7psmRVkplME/61x+jieTM4Q6CBqi4GGREZcc7z/O3rZ/Lh8pFQWCHNBsLfnJ+hRqV82JTGfXlJ/Sz/V1lQnuyhFRFBovHJkI7deHxm6KdG+CQ4hI0SkQTaIUVad5GkcgecmIBAcC4QigQ3Tg9Bo6YZEpSNwtQ9+v0n3JeXAi/sJBW6O86pzxJWX2uac0d5tuf5fE1he1zUfNqPuftlIUbG3EOnsWuDrQXqaK86xscVeeJwXrPZFNh3OZN3HIIHTRvZvOXAS5hakd9Hqkvx3jTHkXjRcLzYkRjPcldSPxQCEY17zo42GBVZ1Tn7XU50mugURIVZWUbXivYo0p561KB4UlM5BJWKhKBwnYVNgtlpTCtZXbqPNMcC45QfI8u/9Dx79cBxUaFV5NN+zO2HuXB4mSc6DVtLfjukOmhINkPG2WPg499o/Ek3GEbkV1J2FHkvmWxVht+KaVNG4sHXsFdkq8juJQeX/+hjZH+hBtWXbB0xiZz8F83df3IUi5pp2XA22vF69MBVtuI8Gfi1IcR064VL+8ftFf/vhxd4rxkVLUZHfFD03ggE2Sb4ncXsDFw0PD9ZcVaKr2fVFtxuJ6xuJ0Lot5qYBuzWoDvgqz1H0z1GRVpn2dUZ3unDD9s7MaomKyMquwhuJBDZ6ENk9l3F5ouC+lQg6mQbmf3sxGPXevZfTGlnckZky+HwbQP1qUBi6T5Q/lpRXxZDrtpnD4jpxEFffNhDgP4oHz5/Dnu/wx2PaY+zA2Rt2sErs5HvWz8Vv4juBekwOxHZ+MKiuyBkd+9R3aD+mhX/ZgiPqaWfZbIRDRmQ6WMt51Nih3Mk4OclvhQptN22Bxj86XutdrUIekY5qmrhYYlKUzn/ipSYWkGGfniHenmFPxoRMgNeBn4VAn6cySZkFLb22G1HyMTUmtxXqLbDnU3lY6kQqiRGoVGqjvBP32G+/YL+dCTn47pFr/eCQq3WcHIE2z3h4RFzdUFcb/CbHQSPffua/nxGTDWmcuhNLZezUehdg81/XtJdzdj/7moIWlQHf4juAv2zmbzBiSbmCu0MIZ1h6lLSoWMkvLoUwsoOE3XVyRscI6oXLkK5AbusWuJ2i/nqrfAS//BHzF/+RvKFXp7I72sc+n5JrBvUfIb/7kfM6Sl6VMj/p7UQ81WDu/0kb1wnkJsbLhVd96h9jXv3C1op7O++pT8qaN+cYo+mmKYjGoMbp+jWYf/wnvDlc9w0Q391idmLGMLNxXRpql5IszxHPa3Q0xJckHqFpzTlPg5x+gn5hy0xtST7BlW3hKMJdhlQcUy2jJhdh5vKh1S7SBw4FpBI7mgT0lVPNAYyLeRfiKSf9qhC5IzJusHcruhfncoU13s4XaB7T8B8VujVntkfGqrzGa4wVIzYj2q5bIJms89RpUOpCF4TtURV6F4Mh3pr2cURVe4ITqM2Cfm9CDVCCd1cTJ8Mg4ruZRr1uWLxh0B9oih7xXZu2WY51nq0jiSzFmsDeSrmTD8cXjbxeAUk4HeylWx+05POWp5N9xwXFdOkoTD9wejoo6ILltonVC6ldgmts/iooEtouoTNlwlqlVImPUfZHhcMK1NgSodWEZt4XG/oO40vNMopXCkwUHsEmy81oQjoJHC8kGDRZPD3VH3KsirQxuMTQ3c8vB+AcsIh9hP5Z6Uj7UmgOWOoFVAUH2ULWP61o/pfdrye7Hg7eeBl8chJsmVuKka6JVf94ZJrYkITE/oBE3p6H0dpT5l0aBUPz6vZZdilRSGzy7ZNaf0c5w3bKqNd5ZTHFXnak5iAD5rWGZHJG0/VpvTDvwP0VUL+S0pz2Usu2krqH3Yv4zBIycBRnyiIpQxVyEXbzRTrNxZzOUV5SW6QDUbRF2pINxZjom1lU6wvZBNJ9gEzmDUPyeitWAd8mYqvTquDR0b957/H/g9/hStFKWWIEIQ4N1UvqlMjvKcvDHqSkKw70pstfpKjtw08LPFfXuFz+/mMJOBH2UERahovyteqI+SWWExErvz9e9TFmVQw5PKa4sC/+twc/DHKjz4HHLuALkviuEBt9ofBV1UNjEpU12N+ukFvd+hnZ4ctCKbowuCtePbyT2v6y4W89rMRycZi//knQt3IZlIU8OqK/qSkHyfo//b3qG2H/j/+lvg3v6c7LtCTDLtpUJkgPGpUYtKUWOaEoyk6SO1CPwivtA9yDnkPVgauWGTY9sUcn2l8LsRcunYku14Sh6uOqDVYTfLYCaY3yjBVJ7d27+TmsoNcr+5l7by5E/XVxTMocvS+RWmNflgRxyX9X7yVSIUQ0S8WBBexm0ZgsBfH+HEKz08xS9kezMmxVBqUL4inR7Ld3N7jHh6l5mBc4gZ9uEQnaGBMcq+xz87BGHxiJEol04S0QHeZmKWqDrQmvL4cHgcx0dJdE8K/kWjrL18RU0s3zw8fGrt3QtgPCQy6C2T3NdXzMZs/W0hMTzt8iHxEN57sncT4hFGG3bSkf/sr4c1zVAjo9Z7w7bkQfYDyQYxWR9khssJnU5m4Oon+9qdzzL4bJJGAD4TMyhb66x0Yg3pc0v/Hb0l2gttnxzXzvKa0HS5qrA10QRH3CboSdVA/CSivGf+iaI4VvlG4iQYt0FBIYX8heVy6U0PCqyLZyMArGWpQnYvv6Py/1Gy/SOh7Q7NLoTZMLreEoNl8t0Bf1qAi7r7A7DT+vCP9NSW8bOF1y8m44dXskeNsT6blcnDB0A8nTja46kemg3QvPzMlqjhDwPMZJjUEdj7jx2rGzXJCknhCULRNQtgmqKBwhUjy/SgIrKdAtZrRO8POJpjjwHG+pzA9D+2ID49T+pW47dO1RIy4SRCPyV7RHkngZbr8rBTDiKM/Gth+6WHiOD3d8Hb+wNvynpNkR6Z7QtS8a0+oQiowls9Y9YVsGt6y6XNWTUHbJ+zXOU2TMBk1GC0c2G5Vou/Sgwy636Q8NhYaTfpg6E48eiIBoUUi763XAaUidZew3pTElXQPocAd9+jM07xqodfoVh9+/q4YlHIHhASyrZfoeYS3ChpaLaZWuYGeTJdxiL9vQCnsukb5SP1iis/FD5dfbwh5iptnmNoRrMaNE/pFgSvNAXZzhUWdTuDk97jCfBb6bKWLSEj9XiD+D0vCuKS9HBOMIqZaElCsxp2M0dMCBkuDXlfEXGTB4Z/+iDk+IpmM8YsJelcT3l9jJmM4OxZ/39cv8XmCcpH8rhYfoo+Yj4/E16fi1XEDMe+jIDHTDD+TDU3NCrm0Oid2lLFsHUopYgjExyVqIeoy9f4GW76U6gcN1bfS6xNSNVAQGdnFGer9B0LviNstdrVFzfPB3AkuL1D/43/4DEtuBYrHGkGc2g53/QHz5RvC0Uj47NZj9mKC9fngtUwTaDvCDz9jXz7HJusWNRaTj2k9duhniX0vqogsBWtQTQebLTZG1GQMvSPOxoQikUPtyVNyciw4pFL/RvprvnqLe3EqyqlUJo9hg0PpKOqK+VhUFZl0ZMT7R1RZEAZlGz4clBCmuMCWJf7jDSa9kj/PR0wtK7JpnEiStzvUqyuUC+Q/3uHOZoTCYjYd+qdfxcj69jV+MRKiblfjro7oT0t060n+6zs4OyaMMlQdcZMMV1hxGg8uZ9067PUD5uqY5rxg+6X4Pw6qF6tQHSSPNVFr3MmEUNhDsZA+/uqAyKjzEdltRWYUzbmYpaQDI2J2cpGF3KLrnvD3f8BcXeI/3RP6DvvqBe58jptIcZvpNOrqBHO3Rh8tqE8TiaQ3iiJ1HGV7jtKKSdKw6zLe3YwkK6mBfhGINtJe9XTHBrvVmFrRH4eDUa+bCf+QLhXzHwLb5zK5+wyKT5FuqnCziBuLW/7ht/lTKBbltGF01jHJxKi5/bZjtSlxD4Vg3pVClz0nf73ktNhzmu8Y2ZYQFY/diHfNEY1L6IPmbjkhSR3zUU3nLCFCkTjGaUtpO8ZJy9S2ZLon045Ee/pgWPUlj1WB+eOYbhoIcycFbWs5mPwoEIPE+IQkEjMxPe6+Dui9Yd+mWBUYmY7aJmSZw3WiQAvJZ0Okm4rvwdQKtCjkkq0me1C4kXBdo+vI4+9gfrTjy/k9r8sHZrbmvh/zc3XMps9ZNgWrfUHfWUZly3afE2/yg+kyu7V0syg9PuuExzyXW98Lf1PcKrJlxI0U3VwTdAQr/TqqVySpZKE9bEc0q+GxClRjMPtBJQa4ccAsE4FwRl7ibxrF6FfZTtxIHaoRnmKmdB/pRlrCHw2oAV57ctTny4CtA+1cCtDMvhf+tmrw53PSVXvo1UIpzN0KPz2jmw9u90TB1JDsPcVNg66FZ9A7GYrd+Hi44BXdzKJ7QUBilhwGslAmoqyt5IANhfy7rjroekFYXr0gjgrJJ0st6q9+C42TjSe1hHyCTV4N33uNvlvhzxb4zMjE7wR1wXn86VwGv/sac78ZDouICRF/8wn12y/lu9441C83hM0O/fo5ZAk4j+odoetFAd+0kCZweiTLQIzivds2dCcjemNEpNIHVN3i9zKMmdNT4kzO3XTTy9CaW9pFJmkRnUffPOBubjHTKepoTtzuBDI7ncoG2Xrsw4748RM6S1HPz+mOCgDHfz4AACAASURBVOJRLu/f2RTnAhYvBWCq7mC5QRl9kBkbgDIXjfeswAywUcgGWV/rJeusbnA3t+g8B2OgbYeVbrhozs8I85Ec8vue7McV7mIhW9B374hfv5bf+N07zFeviEmOGyWEf/cFqgtod4YKgW6cykbho0z11qDnM6gb0l8fsfMxuADvrtGjEsoCdXIkSEYIhGkJWonhtOmITYt9dk5MBAvFB0gs5nGPLjPcOKX/81eH19HPJIst2XTo//sPxH/3jQTlLQr8xViczGYwjW16kk87KZO7OhaVntZglCjsRlZEC30k+1hJmdWJaNR9NuIpADTZOrIfPtG9PRXOrO2xqx2xyDDffAm9wzy/ID4soe0OfNtTWZ1+dyvR32VOSBTrtxo/62k7S+MTxqZlYSuyI0f2jePDZsquLMjHHeOixXlN3SZ0lPTziB335EVHOFH0ncXtJDp2+ZXkhYVUvA79VAlRriBpFC4X+IjMk6SOapNjTOByvGGctBS2EC4oaIz1lK8bLiZbrsoVx4lsMlVI+aVa8Pc3l1QPJSoXKW6SO5oq5cPdgDNvDMsiDOm8kWTRkmYOrQOZ9cyLmtN8h1aR09Ge699bfGsJlUzu6VJRX4Shj0eJZ0WL4MEVhubSoc8aTsd7RralMB1nWaA7Nryzjs22xO0TVOpJ0kH1Zi3KCdwasiDvkxPYKJooScRppEh7MuPoo+G6nfOhnvHHu3PqKiXsLaoxsOhYPYxROmJ6RYxgNpbRr6CcJt1AcR+ozi2u+Cw1No2EQ7ZHopZTucemDnsUsNaTWU/rDF1jsQ9WQkzLSD8NuKmHzGMyD53BK8l4e5J4Z8shqdxFpj8LhO4zRVTDRB1h9kNFfTbGlRCzyP5SOKx8KdtGc5LQl/Jeu99OSHcjko0n+3WF6nrxbNw+Escl3RdnIsAp9SEFPd0F8tsa/cM1alSKmz9LiKOc7FNF5gLKe+FcrJigzc1SshxnMgD6VGNAhmgfhXe4vUONxzLJj2QDIAhfQ+/+jZDKLmtCluCnqQzAi+KAUoCUj+lOo6sIVsKDo9eEcXkw0+u6R2dXqNtHlPOoMoc0Ba2IN3fo6YS43+NWa8zpKWpcErc74nKFPjkm/voRe3xELHNiZtGdJ9nJcJw87HE/v0dlmYgbtEKtd9jbe9REkltMl5C3Hj9N8aWl+c1zzBcX9EOUjzqbSQizEfRL/ek9lAV6PCKsN6i2R3cp3kpDs6kd6m//BfPF8//ufwOFrhriw+Nnf8xiQWxatLH4uRBR0WqUEle66hzq5oFw+0nIo7YlOofOM9Rsil7Mhd9IUljMcHNRSWE0Kkkw61r+zrNjSA3KB7RNwFqZXPa9KCISeVFunIq3xyiSvcf+80+ifnNe1BBpKiRaZtFlif/pPerkiLAYozcVar3Dnwr/pBuHrlr83T16sSBOCtnc7peEZ8fyIUgtvhSiTbeeZFmTvL8jzkfC0bw4E7n03RYSKybQZHD8/7LF/PABihz/0zvMfIGfZrhJKiGmDztiKaIIW0tHZUy0SNCBZO+l0toIvNmfTQbCzxH/7g+oLCN+ekArRZyUqN6h0pRwMkN3HvvuFmMEX9UBSSs4GkNiWX+pUacSpzsfNXw9vuUyXWF14LpdcH1zxOvn96SJkKHjrKNxCU6DSgOzWcW8aBhlPbs2I6xSYjLIcL34WXwZ8UVAtwLBdYvI+FqWmva55+Roy7OjDa9mS46zPa1PuN7N2FY5xgasDaQ2UCY9I9vjMFzXcz7UcyqX4qLBaYXWEaWh36YkH1N0OyQPJwNn1GtMo7E3KfaHnG6dU60LHtqSR1fQxoSIRObXuxycBi25d7qX5GbdKYp7KcEzLbiRwo+idPWkgXHWkepA5VMemjGttySJx+QebSMxKLwzUBv0IFMmkY2CIIVjyV4NSdISDhqU5rEf8aGasWoLQtC0bULsDKZVpLcJLovYZYKbeeLY4/NIfRHFuLhX0vM0kYRk7Qb59bBtjD96tq80auQATbdPZbLUEecM/S7DbrX0leQQyoCZdmSFG4ZvOSCze0OyEbNmSCEmku7bzZT0PY2HcMlG4mh2z4e6izwOU7PIzYNVtEOO2VPNg9gUBJpNVg1hWhJzizuZ4heDNeGuRkeNQuJZkr2UOfrrD6gkgbFwG/6P3wt/c3NHvH/E9lHQm5+v0UWBynP8+VwSRIJsPyERxaiOgly4Dx/R2qDyTPiaukNt9qi2kzT3xAyJ617k0FrgRrPrsN99RJcFunbYh+1BKKC9XMIhtyitMPtWCHtr0I8b3M0tsapQaYZKU5TWKCK0HX69EZirLKHMiccz4rNjKDJUWeJ//gVtjJy1VYepPabzKOfRyqC0IlSV/PlZhipyic8pc1Tdojd7dFDoNhBzI75CPcBqmxr+8U+Y6ZRQpKjFFJUkqCfxVu/gh18ws7k8pnLotsfG/+ef0H/+Lf3FHHU+k20jBCGjnCcUg+x314np84d32JdXhHEJ8wlqLxErZj7Dr9ZC4E/G4mwvMtRmT7RD/I1WB/WKWm9xt5+wb14RrJi0YmIPk5AK4g0xVY9+2KAuFoQkE317oolvrtD3a3mu1hK7TgjCicWPEsJ//1d0yaA+mWboRuTOqveo608wGaN//2e4QdjAJEOdTUXVZfXBP5NsOsyf3oPShFcXhGEaCYDWCn8k03T20OJKuQzdNCdxJ6jHNebPvqI/KXGlcEbtSUGSJ8LbJJYwLTAfJYXBNF4UJEu5HM1iSn9aSoAfEJXC/vYbef+O5wdBBj6ANYRSqiDUfMCX1zXh9o6w32PWGzLziqjHaB04m++4KETVdGo3XNolL5498svxEdftgl+rOS4Yvn84YX8vW0Q5bjkdyfr9y3JOlvVwDq4zxN4QepnUdSsR6H4c2HwLsXTsv+hIU8dl3vLN/BMX+ZpEeW67KXfNmMdNif9Qkt9p9q8czU5Tv02onagLH/Ylu01BVvTEiCQRe0W0AeVE4ZTfy1TcLeTQ1b1UHyQ7yB8D5a0ENzbblGZtuX+uSRJPU6ck1ym6E1jL1IqTf/Ss35jBICxpxSAFZf1M44G6TVk2pZS19RnX6xnVNkPbiN9bVKcP3iDTyDYRUlHXPcGSyks6crKFkBrWo1KyyrwiVPJnxFxuiWQpUMjT1uuOe5QNjKYNRdqzb1KaXyYHeDN/fErgkIqO6tSSVIHq1BBtQBvJsaOIBK/ZLkvsXQoLR3fqxP3fyzZqrafvDeE+I1lr3CTSTwfzsB0UvL0ie5T3yY041BD7naL8ecP2+eIQbGs6ha2g/BQO1ejpPhC1Yvz9mvWfzaUbZjg39Ic7OJoRj0aSbtwFotXYTUtyV6G8J3z/jvjNW8zXX4ixskhQLmDMG3Hqj0rhOUYFpFPU5Sk+S8TC4QPpj3fEPCWWGeqna8IXLwYz55O80qC2Ff7DDQQvlfZNg+l7LGeEXEIyzac1Ok9Ru0oGzpdnArMlmn4xKOWGCCyVJ2gnj4vGCMejQC2mmFZK79SoICZW4LP1Dn8nTcciwgpwv0SXhSAoucEA9upC0ki6HppWBlrn8ff3KJsQ+w6d5+inDSixn5GXxRhV9+iHFUZrYIHOLXrggMO+Qn/xmpCK9QWlCFmCdl5M89ag374UgU+Q7DbeXGLtxTMhmYymnxjUOCHZdNjrB8LDI3oxR01GspHsKuzFOf50Jr6cxmAqIaZiJwoZZa0kQX+4FRz0xTN8kWCXNUnvCWNRd7ibW0kX+PFnuXAmhTzRpiXm9vBBIUb8yQyz78hbcc7qqiNkCd0b2S7MtkEvd8Q4wGttxPhIc1HKlxtIb3eEH96hXr8gvL4gpENcTR+wu0b8OkUieUOtI1xJJbWuevxqjfnyjZi1XEDvgkBx/yyVAPgA3mPyTLYipUQ0MRkN9QYSNZKtWkzd42YZ3eVcTKJ9IBxNZGuMn+WI/vIY1XvBRPtAsulJbla4n96h/vov6Kfp58tws8edz8RPdHANt/CwEtUJ4DebQQIZUSrSecP3m1PmSc3ENFzZJa+Tey6TJU2e0EwTqpCxOSuoQkofDYaIR3HdLihtd/DJ3P66QO8NYeZwecBshPOIJqIrDd6yeLbiq/kdb8oHLpKVSI77Ke/3C364PmUyrameNVQLg6osphGy/lGX+KDZ30mCeNNpcJr0zpDsFD439GNRc03eB9Kt5+73Cf0kki2HLqQPns1Lg2ni0E4ZCWUgSTypdVBAVeQkHtKVTNfLryXHK7+XniEUdOih/CsSc0+Ztyybgp8+HZNmjizpaZKE5E8l+dCtYloOFbm7lxDTJ0VWRBvZoLJlxOfCZejbTO4SHUkrRXfsIYBdJbhpINpAtmi4mu65HK85y3YUpqP2Ke+rBe9MoG4S3D6lTqxAdXNozhIpuKsttooHlVyWiQKxrjLUbvh8JIFi0pBakZT7oKmqDD7mGK9wE0kGKG80zXEUI2sU35Ct46EY8KlbKd0Ftt/MDp1XyssFmC+jdFal8jhJTo9sv54dDJf9yFC9nmMup8OW5DGbjn6RS7vmx41M0oiAJyQGtygOYh9TO3SW4r7/CXN8BMcLYjIckloTUjFw6s4TZuPP39+vX8r3xSri63PMdCxGdGuxr54PT87B/YPAcK1DmUGgoxVqVwnvnWfCRw/et/R6RSwz3DynP5uQ3O0ksPi330gO5JAGH7ME2pboPaYooG7wdw/oUSnIRu+wZyfEo5mgMLn4YJQLqH2D++VXeb3PTglHY+GKNhWGE4hBloI0Jc4nkuT/sBV/43wiKuLNHndzi312jt43mLsG9+s18esviBcngvjUPdzeEyuRbHP1DH8+lyXhcYddbujfPJN8NKuxsevgwy16+grl9dCH4HHXH9CjEWG3Jz4u0W9f0r8+FzhNP+GwFs4W6F1NfHgcLp0OlVg4Pz0o1XTnxPNihOtxRyP0X/8FIUaZLp5UKkUmL9QFzOMO9+PPmNNTOJoNyjDNU2T+040q+WIlqY+ofU2YD2XtQ4fFkywxFAmxbYVImwzTxb6D79/LB/VoQTyb4WbF0Ishh3wsEsyffQU+kNyuZQL4cIt6cYH7y68O4Xj6/S3h+59ErlhVmItnhOO5RHf3A6k+yMF166UKIDWix69aTGKIJpPq15HAZv86Qtw2njAbEf/m9/hMDnOJ9DDEi8Vh7T+0B7Ze6rfLEr2YQ2LZD2m1RMVqW9D2ln+2F7igeczHzIz4KABy1TM3Fc+spA8D9NHy4MckSvpbbpopuy4jmXS4Ppfssdzjj3twWiZ7IJYiTR7bjpmp0SrShoStz0m1YzaraLoEbQImVQTd048UWSKSYu8HSGIjGVjj95rdy0A/l3ia4lbTnERu/lNEOblUihtFdRXJHiQLTPcDBJZFzEXNs8WWRV6TasdjM2J/nBPajGf/uac5Nuyea5qjSDdT2L08Pl1LbwkKzNrSHVuORxWjE4EhW2fZAKNfxdfTTxAoqxaELmRRcBkb8WPQzpA9DFtKrrBb6f6Z/Qvc/3VAX7acz/aclHumScNRWjG1NWPTMjENme4xBPpoWPsSO1QpfNxPuWOMqwxJrfC5VH+rAK5W6BlEG/GtoY4ZWgeUDsSRx5eQ5P0hXUGreEh29lPhyNARVRvao0gY4mkC0BxH8sH/FIep9qnVwdaB+Y+BxzQhzsTztLtSpFuJNfGpfJdn/98t29+dCR/QRibfbemOc7qp8F3t3BIvs8H86UmDkPx+VmCW0uv0xBMkv9zjT8Wzp8sSNR5JRXPvib98ROU5SZYSpyMxdy9XcHEGiUFVDtVJELAvLOFsghnlh4TmJzO7AcJSOCUNEjycZ2KPuLtHVTVqPsZo8dLEMhuS8wN6UHiZ33wNIWC//wBHM8I4k4qXLBNFl/eSnB88sWkFIQoe8gw/zvAj6QfTnSQk+O9+FE5GG1TdDlaNBH8xhyjLgRx66vNZfjpD71viz78Sux5zdoI5O8Xd3KLuE8zVM8xvvyGU6eCb6eDDJ/xyefjjbN2icoEUw7QkLgT10a14biwnR8TMQpCmN8Kgovjdt6C1TOhK4Y1C9178G4kRLfnf/wH91VtILPr0BFVVsJgRyoxoJO3UXN/LzT8eQWIJVssPxQmBG3IrsTh3a6I1hPlINpphUwrLJWZcEmaD3K8dfCcuoP/Pv0X9N7+nn6U0F2NsLfBRtHIp5e9WEpmzKHCTDPtXvyW0XtRZyzWcn8Dr53KwZ4MRalkTM4Mfp+jWo/75B+KXLyXRYKhZ8KdfyKVrJBGaEOB4js2FdNOLOf7+Ae081pwItnq/JswnYBTmh4/Ery7pJwntWUmSGuztipAdgZItzM2LQ91B1NCPLcFo8dVUkiunHzbyQcxS4uMKfveWfiI9QGa1w8FABAapYBhJLEsImtGoIQJ/+njGrsv4B3OFJrLrU4yKXI7XPMs3vM7vObVbRrqli4YP/YI/7C/40/qMfZfS9lZ8F0EUatGIN8XsBP/O7xX7F5bHXcmHYnbonVn3BT9vj1hVhXSt/DoS4VQZyG8t7etW8tC8pmssqpVcsJgH2v9YsSgbTsqKUdKiVUQPl2TnpZem6hN0K+2S+yqBXmMmIm64mq35YnrPyLTcd2P++OmctOhpnyne/08JqEi0Dt1pxu8U/Ui8Rt10yN9rIt0MirTn5eSRo7TCBQkL/ciM9VfgR14iawDdaLIHkT93uYIedK2xW6mmlhpxSLfCe9z/Tc/ouOLrk098O7nlZfbA3EiOVRMTumgJUVGFlLUrWbqSvctYdgXLthRFnhc+ZfHHyPpLTT+RNGUxtiq6uSJ2mrhO6EcelUqXkU4DfZUSPyV0NsoFoyPpbYI/9uhxTwwKWpnio5a6APUEoToOpYf/uso92TrqcxHAqCADkeme4M1euMlSs/qr80N7r4rQnhVDDIsjXTY0z0rqIyt13NbAV8fY2hMSTXOaH/pWUiBJLOoPP8Dbl6g3L/BlKsKAuoc3V2LYPvArClXnxI+fnuZT9GgkaEyeCqdaJvjMHKpPlIuYGAn7PXwUG0KoKszJsZx/hfiCzOMGNRmJOvb9NeqbNxgf0XcruaheXMq2dTIX4cH9hrjbE9sWnYmpU6UJqm0xpycylGtNKMQjaFYVYZLLa9gMkv/JGJWl+OuPmLNT9FYRxyV+ksmWU3X4aS684aqC61viy0v46pVcit6jlht0UaBnUxEwFIlQJutGBvu6Plw0Zj4D5+D795jphDgu0b1DjwrCKMPPS6z/l+8x33wpCcOrLdE5VCkYYSzSzx6aZUX44WeicyRXl8TZGPPbb2QTWW5EhXD1TPC69Z642R1MQGiF/3SHshbdzeX2X67BGPTpETFNBDccLran+mYQWC5aubhoO7h/RBcF8WiG+uu/kCywp4a6psd8WkuqdOfkIFZyaejeo7cShYMPUAgRRtXAdEQ0Bl179K4i9qlctEYRf/NWkgCMBjXs9ubJiexJ7ivCv/yAej58YPY17uONQIPTUqJi/uufUCfHYKbSDfHtc9CQrsUB7iYp/fwcUzmB+0YSaKc7KS5KljW+TLGbIb7cGGJu8edzeU1tR3x5iS/tYZOLiTzXp8nDFjlFbjFtQddKXlyW9NhRw/X9HNcaaA1mIr3TH/7pnNEXa45GV0wGCXGqHY1P+GU75+Z6gX1IiCYe+n6ijahOoVtNsv/sIp9+p1kVJT+YY272E+mcaVLqXUZsjUz7E49dWqb/YtlfRZSVgjbvFfbnXArZFh3Pz1a8nCw5zzYUpqcNljZYtIqHcrTwr5z9Ho0LhnrIX7vMV7xM5fDehpy/iy/J057V4xhlIpNXIpBp2oT+ruD8/9rz7n8u6Y68kPpeInli4VnkNc/zFWfphjYk7L183n0eMZXGn7coEwnW4OoE0yiw4tmJTtNPIt5B+VEuHNNGdi9gerrj9+fX/OXkV16l90x0zTYUvOtO+NjN+G57hlaS3H2zn/LLhyP00EMTdgmq8Cgb6CeB9ZfCO6WPGtuAyxHT5awnL/vPBXj7DKUjoTGkN0M0VKewe6lX6J+30lraGdTOEJOImwZ0IyKKdK1k8xsy4J54Dt0LTxZsit0HlDMSxRMgXUVmf9hiHje0b04FMu6kHrkvFaYL5B93uFlB8rCXKf2kwDYBH+WcaOdDM2Qb6I71oZVT94b+2Rx9NKab5UNzpcRVqYcWfzSSCCwl0SzJp+1BhQtgplNRsH7/Dj0qIEkJmw32S+EqQjH00FwcYRN7+L7ZpsPffBJOpCwJVYUyGq21xNx8K2Z2vd4TNltR76426FEptQRGSUixtahLUcriAzFN0F+8kqE4EahNbxvUZifnaGLFLlLm4j0shySXyUtBTHsn52uIcjZ2Pea+F+qid8QsQ3mPm0qAsN22xO1OzmGtJWJs56Ul9P6R2HcyyP6rX7FpZRNTA4zoxH5itqIKtOb4SPTaiRWZ83c/Hh6sJxPs6bG45UFeVJbhPt5i2pZ4eUo0Fn00Q80n8pdsK4miGR6vR6VM9lkGWuF+vZY/asgB8n/6QbDF8xORGj5s5XAvc+yL53K4Pq5Epme08CfWHkI17aYV7NAHwiSnf3EsnpTOSf+LEZWHXu4ID4+SXxQjoarQk4lE8mcpyhiJcnj3C+art+iqk9V6X8nlmyZSEpemcpn85W/ww00fnTuE6Kksw754jj+e0E/FXazO/j1u6L8xjXh3/FfPCYn0Ykg6NUM0+GdVmsR2i1Ta1L18+MsUN8k+T1fzXCbJoTtc+YgePpyHL85igTuZHGLM6RX7TyPqQcacpA63SaU47QJ5zlmk+7sF746m6FYT8oCad3J4Ok1ylzD6ZWjtMwrTRapzLT6POMSxbGH8IVCfaJJHQ1VP2U2lQMzepZinC+qyQelAbwN7k2BqRdc/SVoVyW83nJQ1V+M1b0YPnCRbQtR86iZ8tzvjZjehTHrmWU1qHCEqcuOYJzXzpGKWVUx0w8Q0HJsdR2Z3qDjoSkt3YflhdMK+Tw8bUmo96wjf/a8p6B49QHrBaZQVBeGmy8i048jsCEZTFSkvzxb81J/g1wmxNehxjykd/Sn0UWFLR5r1+JGmG6WEVcLuuab4FKkuFX7sOJvs+KK8P1w0q1DyD9VL/vebr6i75BBDo1Sk7RMZEobEZUr5IEWniWkkJJHJz4N3aszQeCsXcpF1jDMZeJq8o+0tvTO0uZSt0RqSpRTX5yNJiK6j1HkoL36i0a+SBmBrKB6l9iMqUZlpB+XH+tD8WJ/YQ3eMioAGN89ws1O6uaUvJBsoJCKjbrWBN1Py+w6cJ4yKoZk3Mvl+x/7NGJcr+okMT4fkEy9bh/3uV9w3LwSOTgaMubToo9EgLzYEow9+ObNYEFvxffnNRjaJy3MxcGol59xqi24azHiEP5qK7+/q6PPlWjuMVrh3v0gt9OkptC3up3fY1y8Ji8lwMg+kWd8Td6Li8j/+LGfHyQyOxpJccH1LdI5QVdjnV+hJCftB9VW3hOUKfSE9Y1EplDW46w/Y1y9FCHEvw2Z4cSacjh8e6zzh5hO+aVBJSnQ9Nk1gITmZbppj37yAH98T93tUCMSuww10iTk/E8Wf90TnJaV6v0dZi1nMBQlqOtxP7w7nkA3rDSbPUUVGLFLMV29l4o+RsFzhrz+iX14RixT17VtU57DDf1ebiidnZkysGEDHBeb8jFjVctEk4iKN3qPLMeY0JTYNoarkAgHCZocpS+F4qnrYSDSMCnkeTyvlZHLQldOISs1df8AD5vgIbU6INpekgKdytMahHlbiA5pMwHtZ/5SSH3SM8oYlhliM0L//M9Rqh/vTD6gkRRmNv/2ESlLM+SmkCfp33+LGslq7RYn9zdfgA+ZMkqv9KBcBhQ9S9fxU19oPAoZnp4TEHBIPdCdlSvb9J9zLM3TjKO63dM/nw5qvxNT18kI4oM6TrBqJNk81dtUcNkK9rgQWMBpzfIQqS8JiTD9NqU+EeFe9JmZhaNWM8rkf0n3txhw8IKPriK2EJ4nG0Fc5vgzoVjH7EzQnoJ2ivAm0c3VoTyXI4RYNrL7S+GxI4G0UKlhJAT7tSHJHWXQUqWSKbXSk7TRP7PC4bA4H/28Wt7wp7pmYhq3P+dDO+XF3zO1uzPKnBWrR8TGd4npDHC6E6aTmfLLlotxwlm05snv2NmMTcka6pY+WPhp8VNQu4WE7wjtNkjq0Hg6DoKBThF4J5LAx+FEgPat4MVkxMQ2p8oAnU47C9pgk4I08VquINgGPRVUGO2+wJhwiX6IWcUA/VfSTSH5Sc15smZiGJiZsXc6HbsGP+xOWu5L++wlu7knmDURFv09IlsLhHQISdgm6los6WGiOFcXtUIdexEFeHLFGNoTH7Yi+N+R5T9cmJKmjnMol1J5aChOwxtM5izKDIKAW/rWbPYWGRpK9ZAL205R+ZDBNQLXSnmkaTdTJ57BKRCSQPFTUV5NhWOIQQaO8RD/pbqjKmOT4cXqI1Np9MZZakV4qo91kgL19pD2WiTtenaGrnjRESeJIjfjdBtTE7HuSIdbqaVg052ciMS5ysWH4IB6fqfhgVJGil1vC/SN6GMJ1JVywP5kKLTAuBVYKkdg0B7Uu7VDgWOaEcYmyBtY7YiUQqX37Gj8byeYyXAoYI+Kj+Yy420FdywaRZ8TFTC6a1Yb4y7Wcu7Mx+i9/g0tFqqzyUxENdA7TOfTjVhKYT47l7ANUYjEnR8T5RJIMtp3kthUJ/OYtquqId0voHfbqUp6X93JhDvzUE7cUmga6njgbEcoUPfoW1bSo3mGjG8q32w7ddJBYqXdWCjXgbnG1RS3DoQM7GoO+X/6btVNPJqjLc0KZoY9mUNWQJMRxAXmKWkryqcpzIaYamSDM6akQX3lKmBaHG111vWCTgK5HIvKYTeXyub0TeTX/6pe1qLrFrncHCM79eo29eEYcl9g3r8QFfP+AzjL0Yk5sWsJyMEOGQFBavgdaDmq0QVlzMFaFhSg3XU/9MAAAIABJREFUQEQUAaSYbFFiP20+F8OFgP3De9RiJrJvI5fSE0xA+FwnayvJoPNlQnz7DN15zGqHPxqLxHtIKoj7SgQGgF038MtHbJHj3zyjOy4HjFxh5rmkuO5b4ssL9LZCP2yw44xsbShvFN1CwVHPZFxjTWDfpNBqlONzlpeXsi/TCiyinUhZfRSie/kbRbqG079t2bxKSfZQPRNi2A7elNU3ET8eYup7TbISr0nUwNYyOdlyPt4B8HEzpb8ewcQdfqSnoz1fTu55lq0Zm4bKZ/zT/lISjvczfv7xjGTWoo87glP0jRUvylrEErvrnNXpmB/LY6wNFFlHYgLPRluelysy3fPYj/hudcqHT3PMx4xoInU+dLIM6QHpRuJknmTH1TygFKzbgrUvGJuGPhpuuqlUZO8SiTKadnLROINKAuq4RalI7wz1Jqf8LqWfRbJHDmkTyeBvuu2n3PZTVn3Bx3rGz8sF9X2JmojZtF/lUkVQGfJ7SaXuDOQr+Xw+VSCghfNrjxSuED+MzyM29STGk1vHfFyxb1PaNiH0mmAURkcy6yhTyc7btym7ZUn+c0o49ehGM34nMGlUg8x8JT0opnK4QuNKTfVydHCuH7pkhqcWNXSnEuU0/rmiOSvpJ0O2YTeEZS4bYqKpL0b0IykDm/7jPZvfnUgeoVf0czkn+tnnyo9kJ6ostd4R7+5kUD0/ISzGQ9OmFm5kvcVvt4dBFueI2oA2wpt4L5Ln8jlRawnLDBH1Ug5d/eGOuN6gFgOkXaTim3l+gX5Y4T/eoEcj8S8OHkb77BwWEoZ5kDHv99g3r4byyoB54nMuztDDFhKa5vD4OBnJOdd0Mow7J79/MIfGYYvR2wa13YO1+JtP8PwC8/UXohgbjyRcU2li38PNHXYqCBVtR1gMm9soQ9lBHauUnHODMi7crgQdunwm/3s6t11APQ1UeUYsM6z58s1A5jsxRzoHy5XwItOxkN+DBE99ekBZK7DSuMScn0HdSKTM2QI3yqTY59016vIcvxiLWutxh79/OBwiZj7DHC9kGh8VnxOdn7akUvw0KImE4Pk5uvdEH+SWLIV4U1rLpjNwPnQ9YbUWwm74exgyjOh6eYOvLqQa2mhwJSaKnydqmSb0cnv48MSHJX7Tot++JBiDqlqJfFIKvW/QZSZvfu+F3xq6wpULkgq93sglWBYkNwKD4Tz+fC7xEMsOe7clfrglfvtaJjdATQr6WU43NQSjcKUhWfz54UJx44Q0tfCP/wJvntEcS5XB05fZ9AmmzbF1JNlnkltU9WRKsX8mOe9xqA3Ww4RLHmhPJKJGYknEn1J8CgMEAc3pIN1NAz4NdFg+/YcMNeSkPSmT+hGsvgY/8eiREy7AGPq5iAiSlSZ+WXM+3nFebPFR0XrL/llG7Ax+4jFp4KzY8ra448RuaGLKz80Jf39/deBk7KTH3ZbChZRBum48uJEYSomQ3CagEkIHOyVR+48XJT/lRwfIbPUwxjzK1mdrmdSfir5sM6jQnBDduystG0VvuK9Kln1JqTuakPDYjdjuCszIwUjMj+1Wyt3SnaKfRrpT0EY4lfrSYyrJUBu/9/QTQ1OnXO9n3NYTdl3K/XIifFpU6EqTPWr6sUTSuElAHbXsjyD0BloNmKF2WuoEkrVi9kPAZ5LisE/BNJqmTPEzTWElscB5w+7djDjtISqW6xGoiDGB4DVun4BTkrg9CAFQYKtIP1b0Y8X6bcHoYyeEvVX05cD3dpFkD6Objvok/zwgDhuOzw3Vi5HAb1tPUjkh71NJRBZDt8anomJb/tWpyMR7yXLMPlVEq6melyIuABgZzLMZaSMbWthuMWUhkHkv32X3syhRzenp4fBX271sE3bYDLQmTseDNSFKKoHWgh60HTh3SLxXbUd8f4368jWxSAinc6y1+E93h5esy1JSnFOL0pLd6D7do0cl7t2vmOkYdXFGOJ7C8ZToI2pXHS4aeZJKNp+2w328Fc9PWaLPTiQB4GaJCQF/cUSYFqIQMwbO5/SDatXsO+KHW8Ju92/TXrxHHS0kwqbtMLcPn30+t/eoUYl/dgzHE7wL6MVULuC2kzPbOfwPNyLRThP8w6MgLJOx1EKrXSUJoOOSpzhstBaiyofP6+WwMdA74qcVqizhufhoQmYJmZHUz3//tbwhIaKrnphnQph/uifs9/j1RniXqkZ1HZRnB7OlGpUCx623KK0/fwge1wKxHc3F8Xt3T2xb2UCSQjayxKKSM2wjL1wIN42qGrn10wQ1GqE69VnFdXmOz0TKqGonf/fFmVwuZY4GMS+FgHIeOkeY5vSjiajo1rXIFIc4nJAalNWoPBUD2XAJxuUav1zKZX08HVIREmACA5+ifSS9WeNnIymHelL0BOnIAXFbR6NxL0eoq3+PK5TE5KgBwopyGUo2pWxN9mGPOxkf2kV1D/4+Yw1MpzVGSz1wvEvQe3HQP5kZRx97IWzHms8BbvFg0I1Kka/FRBmsIpbyfJOtoi60XGoR2FnsXuPOOuJpz9XxmhejJVPbsHG5xOC3ltgYSAKz6Z55UlNq2YCrkLLtc+ouYV9lxCAXpnbyd5lG5MkhgWJjaI8D6VoPMR1CivtxQM06fG/YVCkm84Th+Ul0DEzeB5q5Jgzvga0iiz/W+NyQv1vSzM/lsFWRedGwdTnXzGmDZddnJKmjviuF9/IKU2myRzEwulHE7ywhV9IRFOT5V5eB/ZXItHRUfHicyQFfWexjQtozRABF6lc9OnekuWOSt2gFrTNSWtemmI5hCxOFYExg+0pjK5EYJxtFexxRmaf3mtqJcCK1juxyT99Z+l1K8mAxlZJMuDJKdFVEKrIbhf3/2XqPZsuSLDvvc3HUle8+ES90ZmVltSgAbBCKDQPIOQf8T/hXHJADjgia0UgCjW40qquyKiszMtRTVx/p7hysc29kEQyzNEsVL6707Xvvtb51MDSX+iiEQiMx10K274WayvT9zw+RbBewXaS5yb8IWKz2R6d492Y2ZtlvZCjvVjkxMzRXXkXGG3ybWPx2x+6XcwZvMDHi2sgwL+iW8hEtvjtQ31YME0t7lWPCNZmzpK12tnYxk0Pg+LPDO0qCHIsMU+XKanGWtJxKNXv/hKkbeK5AyFRk2KYj/vheI67rK43MphV8+7W+Y/tG5+hIV9G/dDJRjgQWACaV9j9bEQHI8i+/zzkMUf98KgZXl3r97h/1e8Zf6UR97gd5dDI/IpYcJnP4jZRjaTaOGK3FvniGr2UriQ+PxKbRTvzmSl/zfmC4u4M7NCG6vSYW+VlebgzQQDoeCQ+P5x04MRB3Oz3l6VQezMc1Pn26l4msLFXNjdGN/uER//YVZB7/zdfaybjR5zIErL+SisxbccX+9nfYX39Ld1We5bf5Yw2//SP29kamzeoVfqf5JN5JzZB56Ecx/sVC89QRaTO8+wk/3jLi4Ug8HPHLhaTWkwmhbfUkD0fIMuzNlWS+n+5wr55LwXFstPQ/MYSOetHNKHdMmZRu9mEtcKh1+JfPYVLqcbQ9bjPOWRcTTN3hv/9E/81zhokyL8yQJAkfPUju0MN6S7q8IM5LzJBj+wF3vSJeTGlXxZcupSpG42bCHIPyILzFHwOui3RzpyK064nekn9/oH0+VQR0AhAOJN8GirsjMVdUrImJ/NPurGRJVgZI28u9bQJ0c8cQLZkbX/8E03ew/xpJsNeJ/euc8jHQLs151s9gMUdH9VGkX38cZccX2huZk+t+axlCTqwCZt4TLxJsM/Jlw5vZEze5RmiHoeDDw5J0dNjOQm3Zz0ra6NnFkiZl/Nhc8t32mu39FLvXqMhECLPA0GnM1S8Srv2Cm2luIsla2ptIXPYsVkfmZYu3kW1TsP7xgmQT2UYy3jBJ3P+VjEqn4LRiDYfXpeCQz5eKlu4MIVju9lN2bUHpJUo4tDn1rqD86JU4Oaiw205rKBMMfuPx7zOaFwOpCnSFHPrWa2c21B679cLYGBXSmEHzYiBbNVzNa+ZFizeResjYNYXyc7Y52ZM4ZcmBcQqwSxZCJWOpr5USmwyk2vP4ecFxUeBcpD7kSlY1CXrD9J2hWEfaC8vxuYLdMIni0VHej3fOGbQX42j3aLAdtFcF7dIxFCoOxdPICNzXhOIWE9yXvKyU6OcjL85Dsiou5SO4WvndLiRsac8XoMNXM0mhx6W+PtMRk7STam7Kcyd+wt6kzMOLG/jlK4YxAMxtvygWAZ1pKWF2R1Jd61z5x3+hgMTsGrs9Ej98xl6t5HfLHO7FLelx3AdPJtjbG6gKTVE+P4jP5r7Ex7vVkrTbEUe1mslysR2dxnZuudCU5uMdcbv9cmYVmUZnzbibHQLn9cep2ISgsV/XEw9H3NUlbphjKylr6QdMiPimkxLYGnh+w3AKmFsttIIYFBbHEDQJ+vYXMudXuVR0n59IQ8BeXwgV9tNH7d9B6uPVEmeMVL/9QPgogYPJcnyqa+xqBcvZeYxlLy+wsympbtQWPTziv3oj6d56R9xsSd+8lZt/dyT87g/4b75myOwXTHYmJ651TjuW6jVxkkOhyFRakVS12/GYphPB+fVLHZBljv/FV6NvI0g+WJXqViYFzCv8ck7aH4jrDTbXi5HyDPfmpeaIh1r/PL5gyRpxhDJ31tebbsDuDl8I1TEwvBuXbfsD4XDAFAXu2Y1SReclcewSXB/J/uZ7mn/+jSCaiGtW3G2lUKty+kWhkLNnk7MHyAyRbDOQPR7pr9TFYAyu1q6lu56KLlDrC9VPHYfnupE0l0tRE9okxU0jWnf5/RPxj+/wF0v88AVFnqqCVErNNv28Y/fmhugT/TJCMBz3BcvlkcvlgfovOupfelLvGLY5u290CNvea2czOWGsddO2YXR+g1zjSbdbFSABIA8vLd2FRoHuWc3y9YbXyw0vyu152d8Ej3Un31XEHi0hWDZ9xcd2ScDy7njB+8eFCt2zhuX8yKJsuSoPzLMWS6KNQu0fxvyWp4cZXcgxzxq+ul7zi8UDl9mBfSj4m4eXTP/o6OYyPKYskVzC7904ipOke5cJv2MibH5RaQlvEvHg2a8X7JNwNMNlLzn7T4opP8Ews71iBda/lBIwTCPDRcSUY+BbK25aLNUpmtpRfVIRb1fpXEDtrOdycWRZ6EZ+6HOeDhXHz1MlcgYoHkeWWa5RaD8bz9wkDw9RuTHF2uCPnlAmWpcoZy3VtMOYJPPm1LL7hWUXVXjDTF4b01qiPwXRpTN6xgYd7KEwNCtHNzPn+PP6Jsf0E1zuGWZjGN1IFsgOMPnDFhMCm39yRTtHablmhGAOokUXTz2uGTi8rgiZoXzosSHRT71EQG0gOaPsJy8RCjX6b4Mox8REWpSKDgDsXGuA+LjGLOZifJ0zWDz+zWtSGmO0q4xYLrCLCantMT981ARmWmEWc9huiccj8Q9/xK1WmMUMxv0y3klV2/ektiMe6nNwo61KSFFdQAyYsjjvm0H7HLPOsZcXJNDexzrJpPtBTDPnRrFVIIxKsdPv5f4et1yQuh7z/JnO0t3hix1iPsNMclH0+0DqOtKxJn74eK4F/uu39DcLsEZBcV03XvAP2JsrzLNrbD/IQzl6cU5KYdsMOO8I796T+g6fQsAUuVq77Z7UNKTbG4y1xB9/kpT39SvifDRVOkfqB2waVSIrqR/6KsOEiHvYw3aPvVgo7vntS+x6R7p/wi5m6mjWO8mHn98Sb2+JkwwTKmxVkD7encd28fmVOqdtTdju8V+/GQ2jmqsn7zCzKTYlFcZJKRVaH5QuVzfaCc0K7K4h/P3v9MbPxUiiHyREODYSOHivN7xS5LKdTrDh8svC7D8rxS5M1dH1uWX47749jwxMhOgM7VdXmLeXZ6e/5KCoOP24kdv50BH+8z/g//Ff4PYO9+Ge7s9fUl/M9YWpLNl2wO96+qlugyZ8ISIMpaScrtOozBwbwVA3W8x0IjhgPtJpH3a6qaQ0eoYSyj+3xN4RoqXKGi6rI95Ghmhpn3l2bcG+Lqg3JZPvBNw0ZSA1jnyj26Y/QFYnfJsIueKN7aA5fbcUQmYfrMY315ar6ZHXkzWl7dmFkk/tgo+HBd3mJAax5BtLe+l4aKZ4ExmS5b6e0e8KZrd73lys+Wb2wMtizcS1Z38NQEyWPjmamNF+5WliRmYCL/I1N15jh3fdFQ/tlL/5Z1NStFRlLxlxk9HbAtNKRqsoc926QzUW2E6BYCmzMO+xXjf+zEZC7+iXjvKTI2rNQrcY9xatZN6pDJgsylA5iJ1mOx2AAO5oyTeJ5trQryLMemzVc1FJXHB/nHCoC7pjTmqtsnL2AlbO3ke2X9kRiKqYh/pW3LF+qtFVMpAd9ffNZWC2rLmaHincwKHP+byekYKF5y0nfpIDQmcxB5GeuwsZRLO9YfojNDcj461O5LvIUDmCH1+3THxD4E/ox8lo/NbdTrFdxHURExXp3Y3S6ZgZupmykFyfcUoPPsVB57uekFn5y2Ii5vacDeOaMKKMMuzVQmP6PuCbQaOxzw+CR/6jb+lGZanpI5kxhL/7jXw2dY0dBnUs/ouKzSznEv6AKPHjxTR1vTqGriduVID8i+fgPcPne07xzzAKquY6D91ovMaOi/qfdyx9R/h8h799pgLYdYQxMFIVw0uyXde64I4djy3LMaq510U786RytEN8MueRm93WmJF/yWKGLQvs9TiqyzxhOTkjdIgQHlWoTFUS51PCvPhSXIaIu99h2n4EmzqJBYy+A56UJKlbzgivrvWD2qAkuOurc4U7RY6m6hJuLsT7Atz9HtMPhMmIZpkU2N2BWIyjjrG6m2EYO5nm3EWkpENP6pAMby3uMIPtVk/GWmLuSasp7i+/hWMjw+jIaRs+3+NurkQnuL1mWEjp5tqe4Q9/FGhzrjwYux8Vaj99gBTFMULtpy0KYtviX7+Sb+b+EV7dakr14em8APRfvSZ1Pdl/+Qn7i+f0MxUdfwgUHxToFKYZft8xzHKhZoaEP/TCyYwScRMT/eUE/u0/pS+ljEnP3ypLPCWq9zXDPKe50c8wITH51Go8F/SahVlOdAKGJmvOyj0zn8PNinBGpB9Ju/24C/uSKmhrjWcA2s7zwIQyG5hkPaXvmWcty7ymm3q285L9TY6PVkqqoTwnJIZSOfH5NuIagSaHSiZF0GFrey3mrQtYEtu+ZD/k7PuCp3bC+lhhGku2sZyiflM0bJpRWkri/cOSN2/v+dXyjl9O7rjOdrQx41O/oI2ewg6UtseSyOzA3DXc2pa5q7lyey5sTWYix5jRxIzSDYTB8fx6Q2YjzSASQp9n+LVT9owZx19j4TkFgWVbYR36iaGaCIIZomF3KBmA6k60gcNLq+LUJYbyrOgmNQ6/9vja0M8jsUyY3pJvDK42HF8kuouAvegoqw5rI8emYN16Yu2xO0f5YMmOEE6+6R4Oz+2Y2ZIIFdS3Gm1NPifaC0M/03PpltBeieR8ijRwNpK5QFEMxOBICeIxU2GMBlpLypLMrQnsOLo8vlDX52oodlF7l10ijEy4ZKF+NSV/VATzyU+mnBsZKk1MVB8b+smE3o+y5C4RMu1qMIl8GymeWtrLYowYiZg+kirFLhcPDc3LCd1M32vXe0mvI9Sv5pgoQ6c99qRJhn19C8eWc8z8mBkVq0xm9X6QaGp/JPzmd1+gm4sFrJaixIdAOhzl2fvmKygzfT8fNyIJ3NxojwP42xvi0/pPFv3h870mNtejZeLT5/9qPAaI6L7dCTu1nOPmU4kGtjvtoZdzjQm9HUnSSSKGtoOPd9irFWFW6Eye5NjZryVq6gdFT18siBdT0sVU8QB7PUZdVpU8apsBc6ixz2+1655WkkYblB3WiVuZZhU4d77gpqrQpKnt8O5X34xofkWmmj7KwLPbj4fX7Bw5KrOeJY3yXzcSolOeyYBoFS5mZi/03w8dfH6EqZRtputJXX921oZPn/F5jo+QKqEg0ptr3GLK8Jvf4/KvSdlEj2m9k+M2Rs05vbDc4dNn7HSKaabYIpNUb5Jj/+mvJVN2ZvTdFFpy1bVe5KBbhhll0GYxHU2aYG4uvgD6ri9J6y2mz0iziT6E3isiYd9hd4cRzZ3rJvx5h6lbnFsyzDKGiSXkJf4YyDZy+5sf3tP/i1/RLQUELO862lXOUI3Gs5cVthNR11jNndtVhhsjr/2hJ7s7KFdjWZK8Ybiek9WvJN08KfmMbpOmHBVAmdcXtQel8EGfWbrDhKE17CuNkuysZzJtmZUts7xjknUUfuDYZ2zrUodwnnCPhmyv/Hd/DORjiqNtDd1S4WHB6c8B5dR/3s94rCe0g+OwL+V4n+gL5o9fBBEEw3o74f5hzstna/6b1z/xi+kDv6o+ceX2rMOE3xyf87dPL3g8VvgxVTJGy7JqWBQNbydPfFXdEzNLcJbcBJqUEbHcFlu+fXHHtit4PFa0bUZ3zDC1GwUDjAvrhG+gvjGEXAWjfEwUa1gvPGEubtgQHEPnMcFQPxsl460OXjukc3E+j+EyvX79VMF6rjVUHw2hguYmwUUvs+1gafcV7iEj3xvyrfZhxWNi+YcOO0R2rwuGiWH6MfD4516d9jjqzPbpjDyygx7TMNG4svCBfV3wtJkymbQU2UDmAkM+0GwL/KMf9x7pvAuKucLeJh8M7UrjRjPo8xRyQ74NTH+/oXkhBZfto0ZqTjEAp/TOUyEPpcM1AdsOZMdIyNUV9hNDdkj4NhIyM8akl/hDIL8/ECc53TInlEaXrmpKHPeFKr6J8oPsAu2zCdEbuosMLrKxY+3JH7aYuiU7tpI3j278cHtBmuZSp1YFflpBiLIxeQdNS3iU2Ce1LfZiSZyWhBGO63KPB3UpY1dhYiLdjV3HdKqRVd+RejAnkoA5fUj+62JjvNfuelqCt5hJgXWjgXO5IBaZzroxNA3Aeot5I1K9rXvxJm8WyhWLEXPoSZciuthdI/Vd00mll5JEYSFISbxYMGy3X3ZT/YD93WftoQpNUNJoojcxEt59IPWduq6bS6jm+DS2UHbfwONGo6cQ5EMpc30uzOitOXbY959Jr25JVYY9Sj5nL1c4a3AhwtOW+NWtuhVnMJdLyaYP9VmmJ4OkzFNkHrvZk9qceDNXCNGsVBfhnQrNOEs1zmJGgQApSdmx2wuwmXnc5oAJ5fn5mJ8OuGeXKgQgxlChDxHDQNwfiPu9ZNqz0SXcCOsQ87FNXs2EmvCOmHtJn3d7NQiLqdRmZiSgJsUypP0BcznHtUGa/fHmZDcywcZfvRkBohIJHJ+fBAPjQrlP5Jsef7+nfz4njJk+aZRBJ2soNkdAvoLkDC63pMOR8PSENwZzdaEsj+++5wQvBbB//deYwRCrRJxLC28GxRgXv2dM2vTU85L9PODmPUXZ4VxkGBzNvsBuvQ7Hh6gDbRcofnjEpBWuy4ie8/uv566Mlf4xZ73PMIMQ+2mqbJd09IJTlpBvNI45BsPwWOIvG17P1/yr5fd8W3zkwh1Zhwkf+gveHS/44x9vcNOeUHuZLqc9m82EctLxe3vF7eKWt7MnKtfjTcCaRDfuduoh49PnJfZzgR2g6JUo2i0TyYPff3k/ikftJGImI2N0GovFaKi7jLbJMPc55Z3ieCcfhd6P53RIAz6KPmAScaKsItdBGLu5mKlTSbkW9X3nCY3DrT3VJ8P8xzgGkqlgbL7JsZ2oyq6H7VeemJ9UYbD4YaAfUyyTgzDKuU2SBH3oPc4HjI3Udc72/RwzG/CZ0jdNgmwj9dqwiPIdHSyrv08cXuhxuEaqtxPNmZhoXs2lglzXkjCPaZPD1I8AX/3eU2edf/dRXrhjhZtYjDNkx8T87+5JeUbzakY/c/LVGBmM7b4jc1IbtisVnXw9EHN1+/m6xz3t6F+u8IcBv64ZFiXttRIok1d2Ubx7IHUd9mJJulgIotkG3G4rYYFTFHLqe/kMc48pc5xzxKe1OpFhkEJrJH/YTEKquN4oHto7JYLeXJM6dUQne4bJctEKvFf42D7+SXdjp1Ps1Yo0KQlFBt6KC7lviNudRniTUquDdc3wx3f4r9+QqkL8ss/3mJe3Ov/cz8yiYwfEuE5gM+LFRtpLSkmme2OxZUnYa3cdj0f48Ek8t1e3mtgAdl/jNgcFVOaZ9ut5Rlivcc+viVWGj3/zX9QaZp643Usl4b2yEPJM7WLbYYqRl7SYKR9h9IyY6ZTh3U+qeIv5GFg04PqAfdwRPt9puT4M55mlKQt5dSalnuh2p4PbGuXo1BqD+TevsaibSK3MS246VWt7d4d/9RLz/Bl0vR5Do1tGGgbCWIT8fIpxBnNsRWseIZnEhLu+xEwqMZcWFQmrwpYUUeCedqRJyXA9U155PWDu9mecTnJOb36M2IeduolJCVcX2M2BYnMgn1bioTntt0wfsNua0lpiXp1NaK5TwqXrEvm6F/Dv5QK/bfG9nNGxyuguNcIarmbE8gvpeag85i/eYpuX9NUpgM7irq/lBSgLdYMnY3IHJlpC9bPbJkLqxwyW3yV2bz2hcvS+pLNo3IM4W8lp+V99TvhdR7ie0y29khadId9KHXTyqxSPiZg5jY0y+UDKT47uMhKmEdtZJh+12K4eIk82cf3miW8v7vnXF7/nn1V/4MbV7GLGf+5f8T+//zXOJG5fPdEHC3P5WvbHghQcXeexNvJhveDHuxUxGaFmzJe9V5YPpNoz/UkjMzNoqe5qdSb5NlHsZC4sNhoZ+kNk/auM/noURgyOYXCEXUZ+1ILedoyKOJTV4uHid4H6uRE02SViEegXVgDLQX+dUC5EiLXXaO3Jkq+/dJDCucAwUQR3zES6tp0+Bybqz/dHjaa4Ldm98fRT/b902ndma0tvctxNzbSSOKAfac9Nk2GOjmGurBmNzCJ4iC1sfzF6mPYw+SQcEagY9ws9iXyTcI97upcXUoyVjlDa897m54FuYQws9Pue0op3NpTfGRp/AAAgAElEQVSG/a+vxg4zUawHkZw/bnRzHy+cKbMa3ZaG7lU+xhok2quM5K7J1o28cye3fxcVG2ANqcixiznxcNSIP89Ipcc0GvnHj59lr7hYYqZTXbz7cMbEnFRYqdceyA5RcM59SzyIDZb2RyhznWGdQh6xFpflOg9DIB7ATivM6gJ3sSTePXwpRpPJWU3mtofRh1jCsSbudtgQJI6qirPsOPz0QX7CzEuhuz8SHp5wz67PDDUTpDYjKF76dN4na84eQTNRwbBFTvp0h51NMS+fS5lbaYWQnJVR3dqxQEVi6Ul/8ZXM+8bQj6xL94359b9LbUuqaz1565Q1fTJDOisFl3PYuiW8e69x2ofPmDHcR6OpHlNNBGw7NKqg464n1Q3GGOxirmS5upbHZrUkTnOYTRiWwnf7Q0f6j3+vRb41hO++xxqLmVTY2UwF0BgMBrru7GWxlysZUZuG8LTB31xhXj0nLuXBwVmsz5RMZ6yK5uzLIj1OCnUzY16OXe91KGVe7WWSIIGqgMUcco993MrXMi30GPqB8N0fcLlSONNmS3raYH2GbQf4h+9FPijlMnaNctddl/D1+IY5M36BLLEQzjxOchnb5rp5ZPtecQdljusixZ0QNcM8I0y90gV7hUuly7lC7hKw23P4yyu61VgEnMYpKZdfptgYZh8DyVpCZSgfYfopMXuXKDaG4FVkzuotC6432OTIn1qGWU5zaRkqI75VPi6lHYSJ/syYj0j6aWS4DjAfMF74Flc78h2U68Dmn0T+yav3/NvV7/hXk+944xsyA+uY85v2Bf/X3Vs2hwoMZD6yP5a0nacqe9o6ZzpvdHA+VeDG23SwZO8K3KMXoDOoWEdjlX0TE6FU4TmFpQ3VGGPhDa5XwWlXFhDpeJgolyZFQ0JkatcZ8j1nI+hpn9JdRijieEBZRTivLb7R3mP2LnJ8AbEA21rytaO6N8zeK1SsW1iaK8vxhaF5FulXgTBJYxS5YfG9ophdpzTO/ZuC4zNHv4DkhRaSFAuK7fgezSPOR0JU0SzznmnVkS9b7HRgGC8G+IRpLPM/KH9GiH8RnzHgBs6IGd/KKD2sJoTR25WvW9rLnH6hz5AdoNgkqs8NKRelw62PuCHpsz5Rh+L6xPR3a/yhJ/3ff4ddLkizkjAXuLefekJpxg5/7KJrvebJjeeEH3cL33/AzGcjvQN9T7pBeJrJhDQtAINtBag0mW7oZjFXp9D1cPcwgja1yLdliX3+THuKbYM9tLqEH2vsbAqXFxqjWR3mVKXOrPUGc3sDsyk2y3QuTEphweYzXDVe3kMgPTyKLQkQo8RNIRL3e1LfE7dbrLFa8F+t1FVsdhhUUGk74nZL3O1IjxuRYg61IhCMUySMMcT5lDQtMEWpcxpgJJfYxVwNQiUDvm167A8fsVaha6YbCL/9PXaxwDQ9bt/Q38zo55mgq+83AnGmw88cqjEQnp6wXYepSsL9A/7rtzpkQaIB53BjhSZGdUZOjtu42xPrBmPHyFJriLuddiOTibwrsymmLInjbiEWerLJGoZFgf3Xf8WQEqYNePMGRrQNzo4acEntwsMjNiWsczIx5RlcrTRHHP05Zoiq3ieD6sOjvDSTCg71+AEYR2hDxG0buHtkeFyrHXUO93mjP28lff0pcydeLfTP6EObvBMAL/OSVeeZHrO1im6+vVE+eZXhDh2m7khVTns7pVsqoS/bByb/cEf3+nL8sum2FAr3Zf6d6Ybof/+B9PzqnF1uhqikz08bwnff49++Fq+p8MTrOWY1xbdJcb+zCLMB6yOxt6RaB2p96UgeskOi2Ci4q59ZfJOo7oUnYVQ1mWjwx0S+GWhvJjQXToKBSkXGtVA9KRL4eCsDY74VrHOoLLyqKctee4nGke10YO1feqxvuM4PvMkeuBqNnY/R8w/dLZ+7OUUmb0uRDdzfLbB5wAB1nfPtV5/4tJsxrVpW8yPbY0nuA3WbYY8FoUpKoDRWuS4TOdybKxXI6AVALR4Mrle3lazBHwZCNZprM4kejEs4H7CTSA+49SgTLySayA6RmOu2bnpD7LR892uPGaC9jONYJ9E8R+PhVmKBcoyjblaG5kbstDANpCJgRtIDjaKi/RGaS3mM+jncX+jn51t1WKf3wwQk4FiOu7FxydH3jqF37KNhWnVMCokHMhc4ZjndPsdEQ/0sYXsVtHw3mnrXSXiYkYohVdKW7u0l0ftRRTkqJ3t1vILOgj322M2euN7Ay1vc/Rb3bAJLFbV27rDfXChw7cU/pwd8HXD/4bfw7Vuyjy39yyX9zDOUFtclinuFFJ4C1kxIuGMkvXimx7jpNGFoBo28lwvCcgrOYHcN8fc/jCOsCjOd6vvbdsTH9dmsiDG462v5YMb4EdO0X6YbL57pzDmKjYYx8qvMCmI+heenMLmEnZfYuhcp+dMd6duvGV7LWOnqHruRP9CM5ILw00cJoUaDJyFg5jPCpNDIsg/YchyFpaTz8vQrBkmof/bPKc+Is0o7bqPnZo2R8XWUgqetEgHszRV8Oo0AM6jbc0Knf/NaqrfcKwE5Uwccckv7doXn8kJVa38kja0bxqjadf1IZ04iIK83hM1WB+qk1L/fHQnb7ZnXY6cTzOhuDdutOqWLJSlE6buNwc3nxKNkhWkxEwhvUjLczAXLK53a0ZBI3hE+fpIBqirP883TXNM4q27m/VrJdbMJpm4ZfnqPu74iPq71wo9ofv/mNel4/FOc+NUlrrtQ13RsCLs9/vZGiy9niJdz+XHe3ekNr0op1t680BJ030pKWeRKzrMWe2wIP/6kOe1qoblv05L8Uvk5kxybe9rLYpxHy9jpukj48Sf8coqJ+ei36cnGN364vSBWnuFmoWTQkCA3mD6SHwfM+KE146yZv/0d/qvX9LcLhqnHN5IwYsC4iHMaoyWn8VJ3YfCHEVkzaISEhXbhxgRGLYTNIHmtHZWa1R+eaC6v5a0avoxzJncanbYrL7ZarsMuXPUsJi2TouPY5rQWyrXUQ4NRF2LHmd8uZtwlFZr/9enXrLsJf7a6I7OB63zP9ds9E9tRWAE9H4cZm8uKw1Dw7njBry7uaELG37x/Sf1Vjyn0mOyotEptQT819AvoFnoMxVrjnpAZjE/EiJJsRzXVSTUXj57BJoxNEA3Z1lI8JlwH8z8c6FYF+SYwFIUKRmFJRmKalEOcBkwZ1Hn1MstmexWay9+0HF7k7N9amutImg4qMsGQGhUvd7AU94bZT4KhdhcjbNOcioxRMXOjUX6A8kHS6u55YFL0VHnPtOjYNwXHXUFtE93g6HsnAknvsDvP5L2lW4xjyCRiRLGN5+4VY+gXmYryKP33dSD/tCd5S/UhcbyeYwpdVqI3hEVBnOWY6yX2bg1eBOeY6bWHRMgt5V3L/m0pKXWfyG7+Ea6O+KbEHXpZNwaFDLq/+R329oa87YnTUVL/uBO3sA9ioh0bzLSCPD/LmE0z6IC1RhLjdYeLCbqC+PR0PnPcYiF/DZAenrTzOeXMgHw9JxLyZou9WGo1AZIZjwe6imCnSdB4Ztn5XGmhXlMOMwoTTnJnW5aiIGQZeC/PY13jVhcCgp4yt1YTFbD398TtXjy2Ihcu6+eqtxAwx0aG1l4xA+ZpK7/NWFxSWcCVEjhTCKMMWrul8McftXa4uiQ8PuFfvyK8uiTllmzd4jY1cSb/kDd1q5YwBrVtIK9NP5znhn6qjiQ1oj2f/jJ1S3x8UscyqUjTUtHM/QJOKIUYMFUlid7IyjlhFmLT4p0jjXky2U+PysGZafFuulHCPJ1qdhlFP/0T1UYSzsG/uFWn9fmBYbsdR4El7pu3kuplkhgHwDQz/GSi59PLpOSzjLRUu+xWFwwfPuKGgJ0pIoGuF5TPe1JVEP/sLQR5WIbvf1B3VxZyIu+2+v1Xl6TFTOl2s0J5O+/u4NU13aokVE4YjjpS3jWEicLlwl//Y4kUvMHmFmfQyPL+EXc4Yl89Y5gXhGUpo9X44T2RWrtvX2DfPiPtGild7h4xN4qetsPI+dpZ0r6kv+mFbZkG6meW5W8lWx4mhn6WkR3knbj8Pz5Q/0+vcK08Fa4xVHeJ5e9rbDtw/OWKfowDdjVkR8ltH359yvmQMqpd6VbsZy2rSU3pe6xJ7IqK7VcZxXoM3koiC7zvVzQpo0+e/3R8w4fjkl8t7vg3i9/yy+wzL33N0jrKMWsopEQk0qdIkyK7ZFjHnPfDin95ccvHdsmndsFdPePuMGV/KEk3Ddsrg3MRZxJD6zn4nPxRC+iYSxDQrtR9aQ+VKO4tfWeIe6tO0Sa6VcT2KjgnVVB7lTH/vmbzyyn9AsgTsRwPbZ9UOFqLDRJqzP+o/d3DX5aSKa8iqRo9GntP8WipPo1jSa/XtdgG2qUfdzcG02svN1QjJy0oBmDyKdKsROLGS/RRd1+QNW4ZadqM4+NEQFMgjQmj3SKRr1XY6mvLUI17v0zGznwvE6v/f37L8C/+TO+jsQwXFbYeGGb5eWeY3NhhXeRku4H+siB+NWUorFJL60R2SAyloV1aullFKPR8FT0xdpi5xcy8iOq9fGThn/4K9q32r0isEl9f4eoe93QY6fQTODakQeIld2zOS/0TXsZ4r7RMZ7GzEaZpjNiMeSaw7/6gM263w1hDOjZCvGi2+uW8HA3pDJHsg+Ld/fNbdTvrDZSFRFPTCcEYyY23tQRHo5fn7K/xXiDOzAupNbr104dPmPkc650K0WpGenmNeXlNyP3oT4yYqwW27tR5db26plMRCYHw8EQaJHji3ijFeFKKYVllimP54f2fXPzDw6PiqgslobqQMG2PaTvspztSiLivD1//u7TfjzubpEX8TrNAt1hoBlcIdGlWS8mEu550gnKWpXTac8UBmHY4PwlTVbjXL0nzyVn1kOrmiwoiRez1JXFWYax4QeHTHXGzwVUVqcy1iykK0k6tdmpaUjOaMOdTjPMara2WpMUEM50oriAExaFeLRmWJWGSYfuI3dakSU5YzSRUOLaSM99eaxlWt4S7e81R80zd3Gd1NOHxSdDRyzlhlpMKB9bj3TguW0w1JuwH4m4PXT/GLGhnlDIVVsUESC5soxaaJib8vsNvW30hrZHZrQm4fQP3T4TNBgPYkLDJaCQ3l34+lo5hnjPMvJRgmZWc82JJuh5b9gShtByf6eYYSyVfuixissjgDEOhQy8UEAtDtIZQGMLFlFCOMQa9JLjVY2Tyu0fssaN+O1dIVgYn1H3MBZ/sF4nuItE8g/4qkJ51PBtjmZ1N1ENG02V0Tt1TP4c4jbhJoKbgMcz4Q3PDxHX8+ewz//3iN/zL8gPfZo4rV+GwDCkSiAxELIbSei5cxZXLuXaRC7shtw27VFHHgiFZtl3FsS6YTlsu5kcmZYf3kYikzO7gmL1LDBPDsEgMU+gXUoKFKtGvovYZxghgaoFosL3F14b2KqNbOrqZ5fgio58pmTN5MJOAqQZSMpja4fcW1yuErHwU3LK5NrTXkThRJLpfe4oHS/lomL8byI6iCxjAjoqwUH4RN9hh3Ke0InSHahy1lULX9DMIvSP9OKHdF9RDNqZ8Wmhl3J3+qNGNa8Vyc53eVxtOkQW6YGTHxOxdS/ZwZPjmOcNktEd0CTtEUmZx+572apT4j/sVk4wwT5nC47qFY5hwVl9q/JeongIht7gefCtyRvkkIY0JUH2/xtcDthP2p78oCfMC1wbBbkdsi+nEP0yTXCSSqpCfpq5VXE6xAMZoRbC6EHo/z1UUxsgTY63M01cr7NUKU5Yijjw+YatqxGFZTXq82IppZKwZ6zBZJr5j1+EuV5I3j6Ir2wd1KXWrUal3UJVSto0Huyv02FPu1WYfa2hbaV/6HuMs+IxUZsQyU/exrrGHhjgrSYXH7htNgK4uBQctC9K0xDy7lMJ4ovNUN7+jismY2EzTSg6+XGCLEoZBEzKr8Eyz3mNPSpymUfCcm031A/OMtN3ryd8+G0nPEQ4HKb+++XqUtXmpF2LU2O36UvLlz09fkC+M4WjXK8mXDzXhpw/qDFI6M4FMIcSM24zju67HZJ7UBsgzacotuKf4ZVZ6amhGRAP9AFV5Vj6kKpOVoe1IY36E3Tst3wuljxLB7Vp1C8sZdkT12EOt2WTbkgA3labcZB5ixM/nDD++U6d3MrumRHgugrUZInZzYHj/kRNJNR1quHsgHQ5K0LuYw+ClBgGlbw5BRerYMPzwk25KxmCrSkl/b17DfIavKtJ2R3h8In34SPb1W1KRy+C1Wpz3NnFaCPT3ux+w8xlptcDta8LnO7r/8a90KFWJWETM3jEEg60GTBEZZlKj2QHKzzocB2voW0McPTOuTczfBar3IuSmp0dItzL79Tro8kOkHsUCJukWi1F2Tll1OJPYtiVPx4rt4xT35CmfrIK9PJg+4zv7jA+LBTEabpc7/uryJ/7N/B/4VfaABX7TB37fr/hN84Lf19c8tNMzyfnPZp/5y+o9z/2aqQk0acF33S3//vEbvl9fUuW9ohWAw6Fkvy81UussdBbbyLkuHpxMjLYTMcEGaFcaUfWLSJxIKuyfPNlGtOwX/8sn9r++Yijkvi42ARMzTBjn7qUTvdkmbGcIpQyPzTX0U/mVhqmW/37ryJ8M0w+JyV1PtlXEcnaMCgob0S7tQmpDSc/lC0pOnabr0rkYgVR3ivE29KuArS1260mFQJuu0UUhWZj9CN1cvpd8q0JYPUSpDd1IkDhGbKdcKL+pcY18c67uZZEYsfeuS2eWXrGTyqyfylsTZyJunL0y4+sfCkN95cmOkcmHluQN3SKjn3myncZB/c2M7KnGPu2w1mLCjDDJCaUnXc/l7B/N6lirg/1hrZv5xVzQzbqD0V9oZzPM7TWxLPT/IrT/8OnujIYxG5FOKHIt7otCeJi2Pe/AjbOEE5SyHDNyhi8+v9S2OkeNPWNkfv5Lse7py7k3aG4dn9baEdU1MSUpxcYY6lTXGncNA+aPB+ww4F48l5fSO4kYxl92MlERfXgknsDGFwvVgyLXWZ95FeVjg70fgZ5H+RXNdCIk2HSiYMyxw7FVqdiDMYsMwJvp5OwIjZcjYbnt9Ua0LUwq/HJBOhyVVVBqxmlXF1JKOKeO5XD8UmgWerBmdyCFSEpR/DXQmw6q0CO5+f/7y06nOsj7IKOSl0LuTDm1UlCkegxh227x3uPaHuqfOXSfnnBWHVWsG9yr54TVHCzYY6NMhsVcEsWj3qDUdedCkuoGM5moPjdS7PnXr9QqNmKqpaeNdPDeKWRp3BGZovhyK4gFZhgYfnoPP41I85uVMBB1S3raSP3nnH7vGEtw+rClMicuJ8TMYYdL7LaWJ6rtoCoIz1YjtVoafjsETNsRBnVYyjGf4Pxz/D7g2jGx0yVSEZW+2TloFKoWRw9oPzf4g6V4MBRGN+OQa4xRXzn8sSQPieEv3yriINOtvb0wozRXKqvyztBdQLfUlyZGy6aWeqx9rPBrR77Rct52UKwTzaUh/7uC/Z8bnr964s+Wn/nr2Xe8chv6ZPmP/Yr/bfuX/Kf1S+4OUw51QQyWvs6oFg0f5wv+vfsFfXA8m+xY5TVDssRkyX3g7mlO+FQxeSdlkhlORUWdZij0OW1X2k3lm/Hy4HT4+aMO2mE6EpwH/bvsoGLcvL2guO+Yrht9hq3F32b4+kRJNhSPYwGroX72RVV2KjTRJ1ytbmf2LjH91GNGWW/IDd3Mj34fPX7XSdjRzQ39dPyq9FLETT8Eqc9GtNLhuZNU2ZsvO5iJmG1xpiRQektvHPs3huIJkjE0l3pd9i8drk0Ua5mPh8piFwowy55qaHt825OcI5Y5dl+TskpMtDp98Wd9PpKVnvp5ScikcOujHV+LdAZ0qvuHULhxXzbm3dwfiZMMt9PeI01lZbC7RrT2EHGHTgZob4nz6Rfbhvc66Lses5L9w1xe4IpizIXRxdps9+fE3jOh2TqpzYzR2TcMungvZ9jtQXucyUQqWnNBGoIu8MOgEVxR6JysSgW1hYita60hioLUdcSm+f89H7FOxaxp5M+Zz1VovM5iTkZuazHeyww/DLo0Nw1pu5OyLEQVjLLQn5OS8r7G6dNJ2n0qSsmYcxonxuKfXZ/FTwzD+Yw2xmAulmAt1rpzZo8/dSP++S32UsRhun78gYa43Wm5HqJmkMZq/HR5oRnkaNiMKZ2fOHl2hlieC9DVpbAvbQdte551nn7J2yPuGkB6WmMentS1wJ9iHKKybezVJfbZ9fgD1EoOnz6rW7pYiprqLJQlNvPEj59xIRKXM+KkVJF4XGsuW+R6bnmmnZCzpLohfL7TC9112mFt97jZFLsSrdUsF6SHMXo1JeVmrFZ6M/d73Uqs+ZMPTbi7wzYN5sUzFa6Z5q+AfD+zqagMXU9ab7D1BJt5GPPH46TAHXJRsasSpgUJOXdNO4YXjSbOeDhoxuoc4WqOawL5LtFvLc0kYvNxlLPzrP6TZLX9PArmaGGYKc+mWxmSEUXC1Yb2wgA5xcKLwnuItBeOqEv5GcYZnQ7vczyBS3SNp2s88ejJH7QXGGaJfKMbc/mognh4YTB55BeLR/7b2Q889xua5Pl+WPK39Wv+fvuc7+8vidEQf5ziOuB6oK0z7pliTMIYuN9NaQ45bDLSfNBdonG4oMc5+Sz5uUk6RIdq3BkcE65NuD4x+eOBflUSSkt95amfqXMwYzIpBoYy4TONGY/PM/K9kiGzMbpcB6b8NCapsCULh9fyHrnW4A+cuxPbGbKddmOz9x3NVUY31RhMznnOZkrbQ1ZHsseEr8fuZaJiP/0UyPYDobBnMcr0YwAcu8ISK4lATDCYdUYc90Nu53CNno8d1Wc2JMLYNYE6nqF0Y+fkKI/yqJg8U8deSgyDnyq9tk9kMZHtA9ljA0PE//RIXj6jWypOwKSRSgC4HrLDgKvjuVACZ9hvfz0he6qVqWJFcY/FDLuvsc0gMc2yFC/t0GEe1vpebHeEptWuej7H7pxc/WP8fDrW8v/FBLOpghCbVsVgotEYWS7Fa64xlXa6GpXb8o3Gc9u9VFzTCQlEZHZWzDKQR8ZaFZuL5Tk5mJTgZ2ibkwArFXrhTdvBepz2WEO4u5co6DRxmc+IM8mXzXwKu5EVOXZpw+d73GyKe3krGXUI6kjmM+1gfpY/Bgi/s1jootx3hPVG+WLjCDIdjqoRoG4n82NRzfBlQXx84mQjY/j4Cdf32PlM+QkxygRYFHqx5uOhfzjIiPTpjtg0Qi8ApyjnsNniX9xibq6w85miAU6H7slt6xz+9kbVc7cnHg56AxdzVecQz7sZjjXxcMSWBe76St3MQTcHEY0zzLElfPc97voaN58T9srM+bIb+tKGxh/f4Y6X0r9XBTy/OTv/6QdSilJiHDWjtLPpaMQycFCBTCnBdq834HIFzyRTtL3mlmlaqdPJvMZofXcWOZgil4F2XhEmAqC63Iv5VuRwew3rnRaDkxK7uiB8usNsttgih2dXxGlBvF7inSTQtlaezjlffLsXoO/mmrTfK6PCGsxiQiwc2T4xeQ/dxUhKGIvIMDXMfkxjdg1nHEnMRUa2ncFvDJNPGrVJKCC5dVxlo8JoZIBZqdpSqWAtDBQPlqE1xFGZ43uRBU4/O98kqvuA3/dsvsk4vgpcXe55M3niwh05pJyfhhX/4fCW//P+K5rBK5ysCMRZIA4GMpGU687hyoC1kfTjBMcI0NxY/FGPJ1mNk+wH+WlM4Nwp2EF7iOKpJ3usSZkje2pwk4zm0unxBrmyT6NpX+s5mATRaeyoL00izAtsUOfhGo25QBLk5CFlkeAM9XOjQz+C3xvKh8TkLtAtPH1lzombJkrWPP0QzqOmkJmztydkeo6hNOxeOWwYCd4jJDVlioxOPpGmAzaPpN6Sdl5ihVY5PPmWcycRCjAN474kjh2gVaz5Q0vK5VBPH+902XpxzTAviLklDRG/aSmAbpFp3zPNcK2Fp0j2VNPP5toJDODrSLYP9DPHUApYOvlhqxTMkHBj2qZ/OBB//wOpKjHXlxrXWTOimQLuEDFNrxwaLy+KqVt9t50TlWQ20/8POnfajhMY0xQqKAyB+Lg+E5tPv1y/1CX6FNc8m37pJiaVfn+eaaRUNxrBbba4+ZyUEvHhUSKBw7gWOBWLQtOR1Laa9EzkFzRJcnO8k5ouRP3Z4+gfkPq3bjCHGjOXWT6FeC4SWCfidFGoKBQWi1THeHf6OEtkdUpHfhpjs1erc10wzkqVPCmVErDdk1qvTq/rz1MjjMFeX34pNsCfqLJw44hnvNHbsSLGpoUUcc9u8NdXeiNOaAMnrMuJjppmE8zVBX57IO0P2mtMJ+eCw+hONc7piYCeXIyEuzspz7IcP5uePT2mlIGTMW3ThCTy6p/98vxY/KE+F0PGjsvkucZkYwaOX8zP+6R0OJC8fDvGZ/pAWadC4pyKnnUiuFalJNGAHQKEEWFu9AGncF/EALMJdhh9S/M5psgJNxfEiW5CtpeONmVOrtyJQJ5ciwdnu4D1Dmetbhp9j7m5VJOQqSib0OkD97QmRd1oGDOBVHlG3MR6g+tucU1g+duWz/9irvm4G8doVaRdWfK10PghH5fBzhALQz/5cgiD+GDZITL5QaPN4+3qPEY7QZjrZzI9apcEqdLB5Y9ysYcq0V5K6ZQc9FMFwfXTQjfnZc+r+Ya5a1iHCXfDgu+bK367f8a2Kfj64pG//qff86p4Ym4brEkcY84xFBxjzrqf8MNxxW/sM4b3E8JUMu/+AtJkfJC9pX715TtgO8jXGgEenzuyvcP2hcZdrdRRQ6VldruSMMCO+UBGESws/jDIxLgawadRu7RsH4hOCsTY6Tm3l0Yy814Gz1Am4rg3yUZj6PHaUW4izZXEE8LESJp+wvCDxVoVtqE0tBdWozQDtlfxMsMXVtvx1tFejvHXyRCDFICUUVDUg4jd0Rsmd3zy96EAACAASURBVMO4sJdcua8syVqKTWD2+x3tswn9MpegJYF5eYvZ7LQkLjXKsn3E1B3WW2KRM5SOfu4oHoWhNz99JltVgMf2kclv72nfXuJaKcyGqWX/qyW20+OH8fnPS9yza9K0EqHYGeVr9QMmjcipGLG7mjgr6V4uZdBtNO6Lv/kO9gfc65fEm4vzd9vUPfZpqxVDkeks/P8UGlMUGl9ZSwrxPNoCTWpOKi5ihPvH8+9319fqhpqGVAfR5a9W0LQMHz9p9/PiVmO8MWFYSrZx55Rn2kk/rkk/Q998eWBWI7um1SV5OSfdXimG/nJ1ngBZOCvXUt8TPn0+0xL861c6k/JMSrUyx+9lGfHPb7EjToxRzUeMKrSTSo3HKccnBGLdkB76Py02MHY4rWb/w7gjsaOxib7HXV6MALoxDbOutQQaVRVcjb6cplO3cPrlVfF+ni7nVivtKsY9zrngTCot09uW+PQkMUFZCvcwQiXDjz+NP8RpRjifa2RW5KRj82VBdxIjjIUoHo7Q9+OHMWlf0/XY6VTm1RilSPl5yudu7MxSxN1ci2RdN6raWabntdv9SQcF425mWuHevuZEl3X3G2yRqfDWGq2lvQCA5tUzwfNCkmru3QcVsOkUu1iQdpIxO8bYg/GGQ9TsNbUtbjrRa70/qLUdlHvh37wmDYHs3QMYQ7GdiVdWeJKP423WnJfZRKh+3GFC4PDtim5mx7hhHYDTjy3RW+rXc3wTyLcBX2vWDowGVf1NzHU4DlO9Pq7RX7HgzOnyex3YITf4JpIdEql1fDzM+d/jNwDsu4K6z7ioav6HV9/x68l73mYP3LgdpQlkJtInS5Mcd2HOD706zsNVzmF+JERLNzhiUtKmNWNYGCjHJRm6ztPfeBldW4tpxlHSACdemOjP+sz6vaG6l2M9FDJhujbQXRSEytItHPVNNo591H2cXiNfC3DpD/pZJ3imO2r/45pEP47N6mfKgnG1xpPVfaRYB2yvtErbWe0wPm2J05Ltn8+FwLH/L2Fv1uTWkmXpLZ/OhBkRwSAv71B5s6ZuU7faWq8y01/r36ZXWZtepDbLqsrKrDuSjAEIDGd0962H5ecAQbJaMKPdgTEcHADuvvde61sK+QuZaioC1ScP7QVDxQjt4tGgXxDt786cyYVcCGmdKVSPEcOMc61856F9hJ3bCTtTfzdPTD+BaT30Tx8h91v4P7wls68LsD8/Ul47nyFuZzCt0D8WBGIVhm+2sC8ldBdgDc3VsSqQ//MHHg5//AbdTcFcnn0H+2HPVNyKRA2ZlYBSMA8vbN0llA3qlkyxmznEaIgd6RAB5kTis95sEB4e4P/60+RFkapALDLEzRJ6d5iG5Ob+DQHFSl2hamgWvzZ7QoTdEO/Jijwcpja6ns14uK3ZWtfzGQG/hhWFub2hKACg52c8zH96Jj4mz7iYaw21WQGHE1DXr9aeMRFYvOdcZ/9CAkEa2gNgB+h4/GKjCvsXIJk+zWYDnVOFpxYLYDGD/fFv+PzqFvF5x5mP0Wn+01/W3NWCrcV+YNXl/ZebjbL2S1WECPRqySeeGGXxeCQkbjEnVWB08BudpKCGqXfDkPJVSC3VaadTxiC8HKCOCubbbxgVkJhDSJsdMd23kxlJZVkyEwWe4rUid60q+AKkkCSMJ4ikW8cobZxVHJYnpy/CVcusLLgh+cB+agpZg7OTIUsv5nzBjObXx3jR2n+20UAbvqmOR+i3b/iBGDzk908s3bcbOo/PzOrRZQG9O0E/8ZpUnhET7jIgz/jfxyMjsYuMIgefY0wTBTjXiocj0RttxwFdVSE2LcKHT9DbZMzarjD/tcP+b0v4gZgV5bmgRgc0W4tiFzizWc24AR0C3MuAUFn0C4P2JkO29yh+PSEs87ToUQ4LjASCiNO3Bs1MMCw44LU1T+ymF/gZT/W6Z6WkfaL91szrUY3Bx5+2+Chb4lJcxHp7wo+LR/xj+Tve2AN6Mfjn/h69GGQqwKmAAIVjKPFpWGI/lGi9RWYCzkHj8DwDvAI0f57SJGtPwWEd200QBTXoaUA/Od5TRHMokBbri8lx9ZeBQ3ijYE8DVLTQGUGYehAE4WYKcNYRSgUdgOIxtcaEGxrADUV7YCjTxn2k6RXg4NydAtxhYOvKR+THDsOmQP9+hezjCbaNyF9I3ewXarqGbmVQPnksfu4ZSPa+QHbQaG4VfIr0Lp7Itgs5cHrLeUx+oDxfeYGt2epUzQC/KRGdTtyyPWS9hOo8jNbw84zS5NsV1C8t/M+/QN+vSXnuA8yhg9+U6NcZ+k1GcKvwvaPajqKdH95x7lV7VjItgxdVbaD1ld8upQj73z7Avruf6B5jW00NgR4k4UEOnx6BuxvgbgOzXrD9N1YSg4ceAZXW8JSePuvT0Fwp6MWch+AkjtJVxa6Ls1OVcr0ujJ0aqWm61u/f0TApAjzt4FNnRS8FKjjE4ymhZDTi6QzdkU4dT2coRxGReP/l2pPWArNeAXnOKmfwrISGnqo45776fdePsKOHcvRJYvCQumYYm7WXhM5iAV3oCSKqHBV38dwkBXJS8ymX0e9SVRzGj8OpwbPtlHZCOZ14Yz1lz+b2BnI6w3/8BPvNO37Py3GqALBZURlyCJAUuHONSZBEf1ZFztbbrECcl9CLanKwmvfvKL+rW8qJU09TlyUjVOczyLxMWnPHTWnwUDFSJryYsSdZZAR9AiyHT2eE8yeWg+sVb6Q2U69Rbdd8gzY9jUmLOaRuEHZ7GGvp33necQZTFYzPHhVsz6m3uV1z9iXs/V4/4rmBjgIYA7/bsXTdrLmJtT3UakGZub5hZHZCXuh39wjb+ZRlo6sMpu5h6vYVuE8tZlTTHE/ToE8n75EESqPbG0ILxQjgIiKoPpv/mjAo0wt1Jbt0ekKN6J5tQNX1sJ86hB+2pAYMXAxNDxy/M+jXbKPZmoNmMYJ+BRSPSEoj2vFVICtLFBdkdxKUH0hGDiUHxvl/eMH/+uY3/G31CVoJ/rm7x1+aO/zr8QZP9QxGR/TeIHceWgkOTYHb+RmVG1L8dYQrBwxnB/QaKtGrGcTHPcNETANxW9MwaduYWorpPmigvWGbqnmT8lxawDUWs18auN85hBZL5ldclPDLAs3bHKJJjW7uOAeDlgnEOarZdM8/vlIpTpqbc74LyJ9a6HaAOAO/yNFtHXyuoKRMFwe0280EpOzneiJF2zPv7eE7Bx0A0Rnd/zo9/0hFW/EsKJ882rUhwNNy829v2GKyDdE0dqAnxDQDq4rpDc6W2XiSVXUH5RzsH35AN88wLCwAC5cRwaSHSHNm4EamRNB/u4F6u0IoiMEyHcPQfFkic3eAj0T6B4FxBsMig9gl1B/fIA7MYDG/PgJFTl9NmXFmk2CRar0C2h6xzOC3Sz6fhyMj1HNL/93jM8SmKikZukdbCJLHENZArRawRQ4ZBqrWksLX3r+Z4uzNfMbqwFmoPIl7kol+bEHZxXxaA8LDI3Rq04kP7P5kvP8y9DTJJ1WYTlEGapwvJ3c/4jjeMDRvpkN4bFuY1RJ2ViEejq9UZ58/Yl2zcno5wH7zllk+AFl2RjMpOVV1o7oOUaBmJZM8mw7h40NK6kzzCWSO1cTLEeb+DqgU5OmZZZK1kH64nMCXCwLguo4zjpYolXEzse/ecmHvh1etM11VQIxTi4t5Dj1U2xHBAHDmUDDuFP3AkwYAs1lNsaexrqFCgNa8xrFFFdqWJ/meN1U+P1nc3lDnrjWNTCI0Jyl10b5rxQ3jlMrLtClC+AL6X3693Niu4+6/2UxSSby9g73ZcHN63nOD3L9QjVcUfJN7T1VIFOjFgvMUa6GcQ3xJuPHUDpBRYQeW4NpZYigOZ8Rn4n982mjMesWS9nDk/MkYluXOsdIBoNZL6EMDd8jgDgbtLUOxmLECdMvk8SgVutUa2Tmi/NBO6h9tFNzZw+4a6B2NtvF4RDYvkW8sxGj4ilLnkJE04A5AvmOvvb2lLPf8XqW4YoXiQZAfI6rfWigf4ecZfOFQPnDw/fKPEe5Ng7fLIzQEf2nu8NxX+HBe4qcPW0hngKCQPRr0twHIA5QWSNA4fZhDdxpxFsDgJMVo6aSO0wPgjtzc9MDFWokgP0RkhwDTBNhDC9UOiFUOWI3zdxWGVqACZyihZEVYB43sxQGy5sIGQHceZndGdmrh53d8nXpFqXguiDl/Z7anvDg7yZTpE7KRbcbr0UNEzDkD8Yscw4LSZzOMPhcu2qIVhjnD3boEXTUtN6yYRARmEPRJuBEybkYqMFZhaqM+epg+zZicgs85vyl+PU6MQF2TM4YobN1+fKAaqe0Qz+eJm5gIP2yfxTTEV4Dd1bAfhxQrXNCQrBV0avnG7QLDpmQmS8eKaAzqCk4zqqGyUF7g9h0D0HJLI+P7W4pnAEY754Y/wxiEzRyhssQrdQH26cT20KkGPp4pGihLhKtZy/hQ1lI5Ngqf8hxyPl8W7dQZUi6bnPjhcGAoZGpvTa2ytuNgXStWEA2VYOI9QtdBj2vZ4KmWzTOY2xuExyeug+OMGclL7TqEw2lSDkMi59XDl6FsKPLJvP6KlzZe+9gWs5aK3MMRaGh8DXXNje3q6wFMIgojN8Bmxbn8rETYj4ePyIAc+/Ye+sfvubumEsisllDLOSRzsEmxNarKzO0tVFVgzHzA4cTFVWsO8LVOsmKqusbW0ucP8YxR1aslF2ylgKalZ6Us2IYrCujFAvF04qK7SSyzxZyVyuMTF9Y0+Ofpioq2yVhkDGSzZNbLy2naOK4fZrOBWpQJ0WMuc6njiX1PTWxPOBzIVHv/js+3adnqShvEdO3zGedSXc/eZ1UBmyXbX6dm0qADgMxK6LJAfHhC+O0DzGY1SZj1KIzoesiOM6nrE4nZbCih9nxT2vs3k+NZFjPIfYL2nalSMe2cVGYXoQsPpQFvBEdrCVps6AMxA3D8m4rVShspFlAWtjCwqxLK30B7hl6ZjiolFblp+QITlLK9u5zSi0c68ceER7FAc6PRLSrMPnnYOlBdlSnUbwXmpsO7zQEL1+L3ZomH8xz7QwV/dlBZgMoCxGsMCw23MxQAuAjVGJS/Gcx+EwwzR4S/IDnUue/kL0D1MUAHIH8eYF86RgSHCPnv/y/s+29430KA/vgAtVnD/+2Mpsk8cd4KmeY4za0lsduybeVOCsAMaojwlUZ9y83YHS8GS+UT3aEE6rmaBvnFc0R2DAi5RsgUorOIbdpQFJA/dSgioxtUiMSyOKBbaTR3GsM8zdgGnie7VSIuD6lluSBFIGYCRMY8l08Rx/cWPlU0o4Td9ISVukMPdThDHh4R23ZSTYWa80GzXJLbBdAQfjjQgpA5qrIMlY56EJiG2VFhRX+fOXZAZuArAyUG+u0Guu5hX9JBKUZuMhXVoUz8ZGvPHXvonz6S4QVMm4xkllzDIUCMQiwM+nfLaeYUxzRQzClkqOmJCw+P0PMZzNs3X0QxSxSKc+ZztseNhlovYE/1FAcN4PVivVpy0fcB4eFh8rVIngF3W3oS2/YyWJ/WRm5MOsPUjppwXSKvNsJ4ZuaMudmyEmpaxK7jupX+KGtoZTmdJyXcq41IKej5nLOkdCBWlrLw8bCvXMZRQDo8a+85uxIBEi0dITLsreLvtEXxembjP3yEEQFS+8m8uaOKrOvZh4yRN/PKza9cBpU56MUc9n1qp4lAHSiRloExAPHlwP7d9SM9McQ46c6n3mlZcMikNJ+0Z3jaeFNj00Jnjj3M8cWtiZwYpXsocig3h9bkD6ksQ0wvplLqchlpF1cuo5pCa7agTvSo6NWC2Iq2pb9nu75gLVq2CMR7vgFnJVCVMCVNVXFecDEYAuWGMSKWGT8EuYOZ/x29AZmd+snxxFNWfDlAlSUjafuB7tzEa9LrFbM4np4v5q+3t0SvGw3de+jFDHjeI/7bL3wtF9U0W9M+wjaA7jVzXrQAXsPUCqbjabjbkvhseiDbC1zybxRPHtmOkD0ACKsSiILiY0MvhY/IXhz6pSWiP2MvnsFXXFSzfcLAW84vACCLhC6KUqjfKjTvA+y2xf3miMIOeGzm+P1pBfVvJfz9AF14GBdgbcTQW3ivMBSA8kzPFJdQOSeF7CjTgPz0jtelvSA7CcrHAbpLslMNflBFw/yHvyM7q+l42Fhy6KkiksKMm6eKwJgJxA00wEYg+3QG/vIzYYZlDp8T/SOWz9ueea+B1IY7C6KhU3/20aP4cE5zjwz9nKZZ02vkhzBVm6FIbZ5EsCg+dejWbM/Q5JnutafZdgpPk8v8SXdqClwjF49VFTQQ0rWqlxTS9nxmNTt2J7oOYfSQKcU2SlkQz9+QsYhkJ1CBbTfbEMVkP+w50Nd8zSU38CV9QKYhgHbYlFOQ4Rg26GqP7KdnOKUgaZFWSkHdbODnOWJpERPJQJ1Idtf7M/TjM/DuDYbb+dQOHl9zJQJdDxQDhMDP+3LOw2/noE8zLuaOqtaw2wG73QXKKcJqrv2KCXO8N5ZRA3rGn+V//wjlWDUgz9gyy+nGR8NDMrEzdjpQjws9tHnlUxwfk6hqtZw2rnAl9FLLBWdP46H/sxhqZR0RW8mbJ8OA8HyZ4ZvNhp+PZB4d22jjQcPcbvmZyTOgG6BOlITL0HNmo4qkmR484tMz5OGJTJ9U1cAH4GkPv9txl53Nkoqrxwibk66H7F+okqjKNFQTwFroTXlx0Kb+Z0wKCmUtT+TDAP/pEbppL+7W8U0c4/R9lz5mMhNdGZ9iXV+GViMl+nSGubth2VvX0DqpuLSilFmEsx6TVB8+XFpvMUy9UMkzqLKAfEyVyGYJhSVVGY9P04fP+A1VIjFegqLqnmKJw5EtBq3ZkhIBvGFKqCSEzqmGeXN3mZ3dbiGF48DSR77IRl82p8xBtx1ku6IHYaDfRgUqAv3zjgiN4xF4ObCfbC1s00EPM+hW8QMFwB00ln8BoqN8ViwXnWHGtprpVUqvNDC9mz6cuvNQQyCrbZ2jz/U0CwCoujID1U08WRPMCQB9xXaK6dJi6xS6Jb/fbDp8d7fDKmvQR4tjmyPscpgfGnyzPWCVU+7cBYt6cGgXlvHMgZQApQT1NsPLtoB7tnAHhfreQffA7ENE+TAwm/6xhhSW7buyYGXiFFQo4c4e2ccT4q+/Qb17g+77LZ9D4O5pW0AFtqbynSDfh2R89dCnGv585iHnbgVfXG0sR8H8twHDwqC+06ROz1Nkw4lMvOMfF5y5FJgiArJTRPGxg6+S/H5gaJc+9ZTUK0Vz54mbvOkErmFrrnjmRqkir1/3rLx0D1akAnTLK7baQCGEKIo6iocW8usHpuLebEnyuD71ilA+e3fHNWU2Y2vcaMTTC2JdQ7+9QSgto7o3C5hPO6jew9/N0K1dktwL9C5guKvgC851VESKHAYQgXCzYJCZNdAHvtFGejMiElGjoyWg7abrwbGGdQZYMn7AdAH22MN82FFEtJhD1kvOfrt+CmrTdzdQZYH4woP26IEZ22PjQxcFJBiIH2BWS24UdcPvS4GO4+ajixwy+FeCLHOzZbrv0DOaJZnddVXBzGdsVY5pm682CTtdk3iCOcfNhxdm2FVJ65lNeWXXFQv/RzLw+3ZS1enl8rIe6mRiLcDDd9exapun+bgPwHC+FCdPz9OabPXf/jB5ReKnh0kQEI/HVJl4KhiqiuoGY6hGyEbk/4mcsvQDzd0dsFlCCmZ9j3rw6yekq2q6MRgVbJE7dWya6Wfp2cjc0NDWIibmkHYuDbsDe4nJP3P5BWZKA7XLxdQKQxTI7uWV/Hp84c1iMSEipv/tMmr4k2sXPvDEkDnO0K1hqNKsIoOxpRxa9cOFCNCmcr7IgPIWqFvobgBGw59RMIcO+lSziiwKvsGGAfFwhB484rKEn3FxMfUA++mFu4BlvjnKnDgOEeg+qVP6AfJyYFJn13EwuZ7zA5kk08VO0K01euhJaSUaU9wzkNIXK7aMxtgA0Txh6nNzuVd1C+1zqG0BPQjsacCwJJVzqBQ3Gg3YM8GWp/epigAmHEx2oETXNcBIHAhRow0O9ZChGyw23+/wbnHE3HWofYZfXlbYPS6AQQFGYCqPLON7OHcemQ042YizK+EXBqbWqH5lsmN761D91iIscrRvcgwz3gfbCorHAfZMs2ysMuj//I+Aj8ieG5jWo7kv0K7JcmPqKRf14lMNM6a2nptL5sh0o3iPYwb0S85D3IlChFCAbb5CoV9ZenqqtNjXgtnvwyWLxUf4OWPBfWUgmxxKANt4mFZQPjFlc5ippPCTpGAkxdu99AhZibpQ8HOgznWih/NayudIBV3OlmL5sYOu+1dS2dGIrYoC9u090ylHkvrhQHLFYg44x8NeiIiGUQAqRJj9Cf6334FfBfZ/+Uf4kpLq8b1nT8TzRJf4co8t7APjmqVw8MsCsi2h3iyobjt1DPXqPPT+hPDbRzK6Qkxg4GTU/Ol32JTqCwBht2fuThoHKG94eG5byG8Xf40uCpibi/cudK+rmJGSwnVzuBy4x1b4fAbMZxf12oYtv7E7AeD1wg9MsdNiLfTtFtisoEegcTLSj3HOcjpPr8/1nFyVBUcYxyPCQ8s52v0t14S2h26uWvImbXRNy06M1lC5gTTNF2u4pP1BA7wepaBut4zPBih2KovL3vDH5o//TXmyzeQzVYKeMS1OWUsSdO9TSTRAWbpvEeMElQPA/mDbQg+BsMkjDZ2qLNluCnG6+QgBcj7zjbickfAchK2rLXlf8XikyqPrLr9HkXQ7MsSUdYl6kNRqI9IhJ29M6hrxcKJSa7OiAk3pqSpS1iKOOePXjxhopIwCHM/s20ZGGjB3nAu3ChFhnxRIfc90QE9UhbaWfd2M7T0VkwfJGKh2gD7UnJwWGRQU233Xs6GHR1hHXpoeIszuNIW+qbYHDmcqbjID1THiVYqE0ShLpgKe2NLEdk3CdqTa0EaL5s5NYWdUIyms/qVFvuuRP7Wo/vyM2b+dkPeOvXsPEoaDwP3yzDjumw36H27Q3c/QbSzJvXNLP0VgWJsKybQ5v2wyfiaJLs0FNlqFLFU3zT2xOYPSaINFEI111eI/bj/iXXlAEI1fT2t8+m0D++hQfjBQvUYIBv6Uoa1znLsc7eCgtcDlHigCQg70c4VuxSF9yCyKfUDMGUVMEyRnFLqn0oqoegXleX/9ukTMNbKTwASk1ltCq5w8n2/b85TnPRezv3uP+t7Czzi70l4xNnqWBuXJlV8+etgOGOYGw2yUkQPVg4c7eeghonlXoX6bo1tb+Dn9I/nBo19b1PcO/TKJEzw39n7JP5wRMQ9GjMbxO4t+CwwLga/4uYoGEKcwVBp9onibAch3A1Va797ALFcwBT/Po0AEPvAze7dN7nIDBb7PICmtNwRgtWBYolWAczDVDPp2C90NSSCguSkGXJI4ZxrRUtQhVY7+lh4b3UfYXQv7fIIa2J6O4zxHaeDNFvJmA9xtKWqqEj+sKtmxOde0ChgzVRBxf0Dc7ylPHgkCMaV25nlqmYcvcC4AIE1DXFeRQ0Eh/P5hoknrMqc4aM22m9aaa9pyDrVZkbDsLDtKir4Vs16n/07dmK5nOrEIqdJtB+k6DupH8kp9kWGrjKmfqiqhYiRVZVw3g/DnJnWeNDw4akeVm0qznPD8jHiqgb4nzTrLmAhww3uqnOU8uqViViHN0gYG00nbpVmVh52UZZ9RlXlVxNRPQ6vUIxxBmZ8rGABcSkJtoDOHmAZh2jEHARJfVSEqpzMWXU/J3+nM04O1HMR95XGNZrjmB/EvhVVNUXAz8R5qPps8Juh6xMfnVye0kUb9tUfsOijvLxVf08CUBZTWkE9PX1ZJuJwqlMsQHx6hPcnUYg3ies688t2BJ5oQqf5LMNMp3TNcsjDip0c6fRPqRo0pfFrTU/T4DC0bItPFQn98fkXgHh8Go3y5gHl4Qb9yqa2VECE1UD1EmPMAszsiPu3gj0eY+zeI9gbd2kxtDnfg/bLv3kJixDC3qN9wQK17Os27paWBUQibdKeLt8Y2QpKAIOXDYBpemz6ieNDQfY7mjUO9HvDH7z7hx8UjSjPgua/wT7s3+PjbGtACvyTnSwlgTxpiAfOs4M4WeuDPH2aA5MKCMv0JOWXI7V3GDfXRMvOnY2tQNEOsEIRxEkYBQeD2LaItcXqfoVsngOgAyLOgyAxsQ/e2HI/TiZVKKlZxAO8FQCGA6RNeBlxgGeXADcg2gur3lpvMfYluRbGAGShPzvY9uV+nDr5coVvoxC1jgmb1ENE3SVBwjCh/bxFzg/M3GYkQPSaitTtdAKSuJuEZKqnYCsPXrfPk7y2qRLCIiA/Mp+es9jQNumOTZolpvqBnM0YIhwg1CAUNdwuYc4+QU1E2ZdJkDA8DCOy05wExN+jXWTKLRlbxGgjbOdeYUzJJ56SY6OcjD16jLWFVIawKkjn2Z6jlAiZtmJ93NaAUF/EkN76sFRGqyGkA94Fq26s2WPj0CL2c86Sf1qOpWzOiYoocYth+1CFQEj1QJKXynFXFLOH903zmWkg0ri1qbMM9PLLjcnXoj01DAZe1XEuMoWk1ozI1Pu8hn/1MgN0ZNVKktQIaRURXBFtwY7tuGJgJNC/pNzocp2pLzjVnR3X9KujSSt9P/b3rhy4K3mhnoVQ5tb2US7kQeUb0QQjUao+L9zi4igGxDfw5iT5AWKd7paCQruPpeDZjFRICUQp5fnnxtYFZzmlw9B6xri8BR+PADOlmFDn7rnnGU0PdMpUPAPphWoSvb8L/1NyUKAPQBvb9OxpItaKBtGn4/Iy5Sg6lEi52HY1XGU9CyB1RGDGy/WQN9O0NX5wi3dOioAR0xpOIDmEqgfG054ltMUdcMMIWTc+WZmUJQ50VkCqDxgo2I9lghPLJrERY5Agl5Z4x204QxzEu2B0F0QD9TYHMauhZCfu0p1k0yV+j5alTB+EwOH2oTiGMqQAAIABJREFUhpkmlDEZA0epLcBWXHQcSpsWGFMexQI+dSjHYbavUhjXIHBHhfqPHj9884QfF49Y2hYHX+DX8xrHJke1afB2dcTM9fBR49AVqHuHus3QnTP0B4dsr9OMhOZJW0vC6rA1CCQPyX2FMX3TRQHqAbrt4LczxEQaDjkR+NlhQPnnRzR370gFSKFejFFQNOuKAKs5bGRLsytTWzXNHLRPGJYUgGYSlHM0xWZJ6qy9oN9krDQWml/bcSNSQWB3NcKf/hVSFsjWJeo7hmT54gLiHIGdooDuNr9sKAeBOyTScsXXKN8LbCcJE5O+zwDntxnMICgUYH574vwvyyASuQDNZgkAW1CVebjMJ3SRT6wxyQ2GZUa1nheYNkDMJUjQl9xMVWTEszvyvdfeFjApq4ZKRQPRFbLnFjHj7AUxAiZFjThDO8a//IXVxh/eJxUbgDZS4mwMD22GHEM9ioeqBLBMw3mqbdMBeej5nPN8EjWZzWZSu6o84wKvDVTf8zB9TVCOaV6dNsDQdTBp7YIx0z2TtkNoiK5Rzl4UYLOKrvymmTYXEp/tq3VcGZOMlaS7qDyHvt1SfOXDl4y3kUCtFFuEn7XzrtdM6TqEvofRhmrkrkfYvQAxwP7wHaTIofsBard/VZDYSc42ypOTYkJG1IwPlzYWLt4YO7vnvCJEqHNNpcO7N5Ain4Zz4xsMXY/w6fFLvXpSssUE11R5/uqNOW0IMbAX3KacCM03ha6qyfMTnneA0pydvBzoqcmzi9qi6wHnSE9tW0oBvef3/f84aQGkYR/fwOqF5fc4M4K1l+tWNF9pEZJjG1ZX+PCImNQrkrhw6KiJV85SYrma80PiI9swRQ65W3NxOjeQU00RxodP3KicJaCvHxC/vYdf5RCtYKyGO9XEhRcFRQZWU4AQBCE3HOqXPK2GAgiZoNsCEIWXP+bIDjmKJ8H8tzm9C06nlEQgiMIws9Dv1jQwqjTXKa+ktp5/or0sWHGKDx4ltSQOxIyt7eA4qA6ZRr9WOH8fcP9ujz8uudGcQ45fa/a5/4/v/4wfiiesTA2XmvyDGBxjgd0ww+/dCj+dNvj5YYP4l4pqLMdTvOku0mfbphnJtzYplASmtcjOBUwX0a3Mpc0Y+PUxU+hXbybA6EhdVh6ccWwq6CIDrJ5mbbqPsJ1MlZ6YRE5OjvnZry2rTkNxApRi0N3SJAkzJdG2pYAg33mYLiDOcuj/9PfMMcoN25ZpmD5U5NvlB7LuGCvA18Odifkf5mpi2IlJh4+WIWUqcMZW7Pk6mUGg2wBZzKD6VDHMShhrKaN9Sid/Z6duyGugZAXvuGEzLvoMXadZxXaOflsQVXQSuMOAWBjonkKbbqvRL0gzKB96Vj+5QSwtdOOhdydg9wJzqqFu1pDSIby/5SH14wPU7gQXRoilRnh/i5gZqCgwhxb4+AhJcwo1K2nuBLiO9ck0WZY8bFpzUVw1LXlmWcaWed1w0Z7PYPJ7yOnEe3J1uB1n1qOvD+OY4qrjI2kYL00LnNNaLJbBaxkmBRi0SSnTiipYAGPEgEjyPiU7BEIEciK9zHpFtVuWhE9th3gl777eYHRVXWwmY5TKwxPCw8OEA7NvSHqR5Ncc79n1Y5I+X0sYp41nCIgJnXKdJzOSoLE/sszLcyiJwPEMfeIOHs81F2ZrEQ4H3mBnX3lDZOihjIZZzqeS+99b9mNKz9NjydkGtpwSysWAw7V4PnOjMQZyOE1ohxiIu9HzGWMB6pa78VcwM2O7cMTUiPcXqeNmk0i/in3Nvkfc72HWa7b+2pZQPaV408sCWMw4EA1hilJV1l5aLGWSWMYIvavhf/4N6u4GckeKrW5STo9Q9w7H5FTJHE89hxPUwx75i5taheM8SkKEPpygOtIV9K9nmLJE/8e38HMDdxY0bzC52U2jYRtuGudvFOq3eeKCJUSLADjwVK2HyKydik50CDcY03E2JZqqpmiB+q1Cv+KCpnsiUSa1Xs+vs52g2ZIB5gvA3TV4OzvC6oDnfoafzhvkxuN/v/sz3rgDBjH4H/U3+KfDGwTRMCpCRCG3lxPerOpw+F5j6AzQaUYaiELIk4QZnJ24s8B2AUOVPC2GbUeAm4jxKfb4HMk7SwDN+a+RLUClkJ1IwDZ1onC3PazQZKiGQJxPag3F9MlzjaD61DM2Oc/pMQkCV3v4MptiDIpDxOz3gcZOp6FDxLBwiFveeyrLPOa/9PClga9ozg0Z5y8qsl03zUuFG1e/IHsNOlGr9/x90LzGkCu0a6DYc5E3dc9W2WaJWGScZx3PFxZhnie0FZ3yJG8kk2NVskWZs0UW5xmN3yVJANlzi5hbdJsMzbsCuhdYTTHE7K+pzR8EUjoMi4wqtYEtROUDkIC9encAzo6n+LqFP5xgXAZUBVA4Wg1s8vvUPfD7w7R4i7VQHY3m4+cn7PeYQh9H5lfTArMZI6Or6tIBGb15qbKLTcMWX1FAlSXikY59lXJk9IKHWK30q1bZFLlyPXLIMiK1bA7rHOObk2pN+p7fI0K5eUKCjQd88QN5lu3IdMygN8mIuX/5ohAYH+L9RWzQ9YxKGAY+L6Ti43zmJr5PHssYET4fbyDhalRatKD0xWfSkjOm1+nmivBUnuYb44DMLJeU+gKQ3csE7wRS5VIWRDz0A+LptaFTFwX7lZpD9s+DgkZac0y5EwB38HF7kLYD8o7DssCesMoymsoyB5Q59M2a6P2mvRiPklFJz1guX8+rdJGzdTV4xK57fU0jgC8hea4zdsYPlLnZXgQE3idlGTHbKAvYitBA6XsiLJKTGFE4I8jcJHHURQ6RitXOck6eE8Ao7SqHKMUPRVlgit1+OVwOBdYCWk2tQ7PZTEw203qokPGUWbOlBUUoZPFIx3pzo9FtFbqFIKZTuEkpjqHUCIVFtBXMuYPp2QqKLlUxji2rfpm8Ead0/xyl1e2NTMos0yn4gYv+yP86RwOJCvuOGJY2WMxsj39YfsTKNNj5Gf5S3+L//vQe+/0McrLQrYbkAimYnKl6DckDVBZhioDoInor8LWBPSq4g5oUeMClhTV6Z0wbMTsHRnOnOVb3h1v4gj6dcfYTzajQ0yg/CvT+hLiaQTLLHPkyw7ApyYZrKePtFxoIbBdyuG2pQMs1tBfE3GGY0VRrD6xkssczJLMY5iWGFIdsugh7GmD3DcRqiDEIRUXxQ57agmfOYnQP5C9EzYiikdYnwadpFUxzSVnVntVMP9cUilpGAygv0C858OmJc9DMTUF/wJXU1lkoYVQykOgWswpIQWgUEAm679asBiMPKCFLkQ0C9Eu2Dl0doRvP6y41dDPQFFvRAC5WU/XaNGy1Rx5EJY0BTPkDN6OuT/wzD/fpxL+3hlaL9PnVizlkOeeadKwRPlyM3ypzFxZiDEBdk7/47g3/PnUT4rmG0oqm0DynSGC15OYyq6a1UxnNilApqBShAu9JAFD6i7VH+p6f5YTsglZTKiZwwYHp2ewSyJYOxUi8Mr4YHDfA2bQufn2j+fwRj8fXa2UCNCulpk7RxG27IhCMLUPzY/yH/wYoXlyKJ8bgEQ+HtJu7V4MhlbIZZMQodN3kTZErRZdeLKhWSL3DsD9MA+/pYquKP+t4pinLuaR0s6QEzGdchLsLwRkKiF0/nSTkfEY8nSaVHIkBxKhoTWMShnS9IVDtZXSarUgqm2dsyWUO0vaINfMhlDEwizkU1GVjSWA5s90kt3RG1V5RkCY/UqWFQzlozeCiSAWJDAOVOam6Ec+5TFyU/CBAsV14OFA11g3QgklhEx4foaJAQ0G3PdEdRTZ5hZRIMnwuJwk1K9U58O4O/maOWDqonqdw1ysqgKAY1nUGqseI5f/5r8h1Be0T9bhTcDXzWmYfIqoPLUwfqNCKguZtyVlAGrx3N4L2BvAzChCqh4hiJ9j+jw5D5WhuNFRluTNgOy7YShRsy+THNrM4wuHoM7ydH/H3y09YmBaPwxz/19Pf4F92t7BGkOcDogO8UQR22gh4DXs0yB4t3IOF1BZoDdSgGQmQYJum5+8OGdVaKgDFC8PUdBBkjy3s7syKTmtIZtFtHDdfKPRr/gllkih3zPjwqxxwhiTk3RFaaShtYFuZ1F7R8Wcorfm6K4WQkz7AXBcCUIvHHqGyaN6V6G5ISc93HtWfPsL+/AT9+yPCL79BQyPcr1G/zQjftHx+RfL+KElomybCeIEv9ISvsTX/PhQK3Uajvtdot0TfuDNg00xJiYLWFihKDpDTxmKyHBiGlF6pIfsXhKenlIW14NqhFOKqgjhWFSqw9afATdO0ATqRoGGQ8n8owfZzhzBm2bw0ZBZqss6Uj2kz6S7rUQikJqfWjmQO/m4Bv84Rcwsd2DLlZwZU0y3mjEROkuDw6+8TCgvAZZwgwkF/VVF9ldSxI9QXIjDLBRfgZBNR6WArxxPXyHRwlSQEkmGgKCDPuY40X+GVfXYtCHye0nbJ9G55CO57QkxbHrCVUuwG1Q1HEk0L9D0goEXiK1XI9UPlOcx6leJgGEcwpiUjRq77fQ94GsnZwWq+6BpZc3tDVUlZAiX4jeeEd4kyZW6/+uXW0rwkclEddB0mjAJStXC1C5rlEtCKxOckrRux/FNfd4R+ek9a8lBcHPRtCz2jWVSneNKv3xl1eZIhQuoWGHrm5CS/jnKp/VbkkFPN7JykkdeGfVIZX8ik5Bh7rOI9N6qxHykRUKQBwGhmedc1UH92LSMGYlbRxBqFMkXNzVB/2k3Vj2zXzNvJHSTjQF91A+WD377n7+l6fu1qzpNdy9YNkuaekuwArJZQOlFjD2dYgPSCbgBqQXdXIH+hMCDkasqqV9Yg+/MnuIcZYunQ3ZbwM/a4890A++nAuVJqFeogHIIIUzeHdQCMQA2aszSvYRuBLwmjzF7YbtNeYNvLmzI7Rag07yk/aLQ3wB+2z/iPyw/Y2jPqmOGxnyO3Hv/l/ld8Xz5jZRoEKJxCgQ/dEj+fN/j9sES3tfCDQQgasTVkog0q+ZAVJOXvAPynL2msHBIyRomBvncQvUwelgjbCELGmUg0rOSiFWbGJI+MaMs5Th9p2J3nCDM3mRanz4hTGLRARQ3lBcWnBqbLEQqdZicBohXqdzn6BRVlrhG4XYA99ZyPpkrffvctkML0oHj/VKSnxp4DUUOOSjef4gUYUibJ28JFvl9gCsazDTjTy6hOU4I0wC8BVTK/po8MAFyVsFVxiRWJATp9tqXrphaRWc4gZkbjLCzcIZ1+fUSYOYTCpORXDwT+zmFO0YPuI9xzzTZeiNCRVRqaFjKvIH/znl/XeuBxR2SUROhZheH9FsM8hfb5CFgNPByARAnQNxtWYY87nvpBX4yMc+LPHzHlyJzP0N7T2FjkE2EAjlEA0vf8vHf9FBR5/dAJxYWuI15K6/8pGPPfe5C2nKW0Tg29ZK5VPDIpdJova32Z91wRrMd16lX7LvkPkacYmMFDVRVMkU8ji+uHGmG/LQ/qkgz/48Oqspx2Vqkb7lBJcnzN9hmHUSbdVIkRqBtWJ03z9Rfk6kmEVF6ZzZoLYj9MzlvpOoTBE/JZVdPNjl0HrfUFjdF2UKsl9CJBQz/7ndcMNmU0N8O6oaok+XtUWdLc9PuH6fmMORYIEXKuX/WfefGXeIMRbid1Q+BnMpd+VWSQ+rwqySeV0Zy3ZI6tPaVooDqfuXmFANU01OMrBTw8Q3mP8TVClk1xCkprZnQ4g1A6qJz0AH1uSd/uOqj5nK9d00wVlzocWcVuV/C3c7Rrg/aGLRftqRZTQeB/eENVT8oXsXWArwyH9wsHs6ign/bk5pU5TEfQZnRqSoBGVNAN225xXMzv2GZTPr0/0kaTnWJiiXkcv8vhK6C9j3hzc8C31R5OBTwOc/y1vsE2q/Ffb3/CnT1Aq4g65tgHnhznpsP76gWV7dEGh8Y7PJxmOPkKorkwRmF0gGnxCjUzym6jUUBSiVEUkCCdyVN1ybRJhs5A0UHxxIooe/FJiKGBynF47zR8qdDPVRInJJpAUpYBgD62yF9qUopzg/a+Qrei3JzUBbbTir8+Q2YF+nfLNLiPMKceSMKAfBegPWdfOgjO77JU5QhcHYHU5hzVgwD9VboXFM9ANPzaPFV4VNyxAsrqCOUjdAKzhtzw9ZRE4FAKsSog6zljyg81YsqeUo4EdxsipMwQ5vmE25G5m1A1KgDKa7i6R7fN0S/5/0UDw80MVmsKCwIxVuF5B/n9A+x336L74xv4txXwwxK2+Rb2mEChQg+UrtkOlaZF+PgJumbwVzifp/ZUPB5pu4hU044HZRmo7lLW8jM5DGQUnuupZa0M14dXBsjTGeLcKzf/eICPxyNUWnP/vXbWaMwcs7ykbad1aoxyhsiElTE3q4soI1GYpe8vdIGvrFN6zANL6xBymtUlcgQxHa6HHmo+h/3hO7YlU/tyYjW2VxgdpThCWTIJ1fqff5n+YvzF149RcjeqwuLxCC1kmY251Hq9gvKzCVlx+WYNINLo6Sj7Dbv9VNnoxYIy4RSX+rXEuZE1pFwGEXmtmNAmlZ4Z5YWn80WVVhaUCKb8hlGAQOl2eq4xIOz3dNlnHK7r9Qrxw4X7JB0jZNWI2AEuVc64QSY+2+cvpFmvoNYruvY1sReS7o9YYWndD6TGnrjhqNmMEbQvB5rE5qmpXpGbJLlDLEhXRhSYcwf7L7/xTVAUFCk0LQGISlNXn+6vKhNWosjgNxX6pYNrBI1GAi9yYNzeWDQ3M1QPgafJk0e/dpPJ0PSg4nC9nJL6suOCcwyAYMc8QpmIAAvfp4TJhFwhE4wKrpgp9HNQ6toJdEcWm/aAbHsssw5NcPhrc4Ozz/AmP+Fvq49wyuNP7Tv86XSPvxy2OLU5us4iBoMsH6CUQGtBjAp95yCtgTkagjFHIUPD1lG0QPUQYM9UB+mBvqGRgD3GQ+s2oLvJuVkkdZo7XjJ8Qq5gnvjfWhFaac49P5TfbtgeS3Jild4HMQOaWyZjunqB7KdnAD3EsXLI94CrPdzDGaI1/E2J9scbOvElfV4HTEPvbuP4Ogg39frGTADSkCv4gq28MYJAe16TL4G4YL6OaVKQWp7o1IbGTu0565Fcoy/0tAEwllpDt0u4D3vEysEvOHx2zkA/8QCpCraVZM1Wrm6HizemzAApWNn0ETrEpBYMiI5AN9MRQjrcVnDPXLPEGajVHGZ/RFzNMcztFPamvVBc89snuNViGl5Py0davCfl67goe8+5hzGcz4xCnsVimqtIT+o916Z0GA8pMl5pICbqwIiIMRrIsomU/Eoo9dmselp3E4VEQkDcvUCXqYU3qnzT98Yo5DfebLmO9MOFNZnadwBe01HynPaSNLNR40F8GBD2LxwPZDTLSwiT5QQAsH+ZNqc4qt3A10Npdg6mqqgfqOgL8QrE+e/If8UPUK6ceGiINHPS5c44Z933X4Tx6IK0Zn79nlSBVGbFtIDrxZyiBO8hXbj0AccXIMn/zHL5pekKmDY/pG6dWS6B9Yq/43hKF2ImYymACb2DEZcjQhz/4cANKl5KfyhFOkEUwFwqvGvVnPQDULzOqxkf4YXJo0j4bZU2HRmFA9ZwuJ87qJs1YungjWaFUuZJtEFPj2iVKAnknum2T6dAmeZD4lOw1GLObIy2RXh4wkiLDbsdr6fIoPuA4qFBKB2aTYF+lSTIGZlf4QScvjGAGNiWSZM+zTSiURg2BazV0P/0E08txw3swuD8VjP50zCYTJTA9Ar9MiLOAoIChk7DvbC6cGcubNGqtBhb2CYiWg1pDP7taYPHukLhPP6wfMZNdkIdcvw8bPH/7L/Bz7s1N5TWQc4Wyiu0OoMYgeoV7EmTzpPm+SOhGS1JBqYe8f0yxQKIVrBnzqIAwNYB2S974HkP/7/9CIi5cN9OgMyoniMJ2qJ4Fiz/9Qzzac85XKQYQsW0uBsCL2PGzqNJ0Qai1eSD0N2AbK+I3Hca/f0cITc0fGoF00Tkjw30/gzkGfyKrK9uqa8k2ZKqBLbfxopTB4E9R+hBo9lqxj6MIhCwuhWrkB0w8dzUKUVi53b6GaIwMfR8rqCHHPZQYFhm6LYO0QB2aVHmP8L92wNnA2VB3E6qmsfQM9V72FOPaHP0K8uDSU9BQnYcYA49/CqHn9GwGe0M9uzZMjMK8XbF8LiFTlXYKKu3MHk2IafUy3EC6l7HOE/r3QhWdpaKOmMoQwamtUblOdcEpQEJ06H01drnqqtZd0YfTNcj7nZfry6QBu5jCueI6krBZ189jI/XPPQTpFNCYDpnIk1D66kwmB4p+A3GQCVYMnlqwyQikBA4bijMtHZcP+KJIgaduakKVInhNnIsJQTE0xlGs6X/RVLnl89EXl3oOCwCgNCzDRbbFhp4pUCIbUuF2TUC+/PdPM/p4r29Qdztk1kzTNkIAGDmM/YMRb6kBXz2iF1HY1bmpvRQtmpep+Z9wVKLAdKFL1hHuqp4GksCg5FaTRSEY1ndtEzQHN+AySmtxmqnpyBg1Kojcxxseg9pPbBasDo41TAvHC7LrEBcloiZJWSx64GXUyrRZ1CeqHWMfGulIU0NvVlDCiZ8qn4AvCXF4fq+SUwo9R6iNbRWyE6CrlaAcHCevVAkoCIXkZApDEs1tWJCrtCtHcx5mKrE7jbH6b2BnwO21hhKAzvvYdcd+pmHeA3UhnHKkb9He8qefcnNxnRsPXVgxbD4k8OwdNj96PDDuyd40fjT6R4PzRxWRazyBv/5x19x605wKmAQgzpmeOgX+Om8wU/7NY5PM7iPDtmBEl8/j4hOEAqFmFP40K8MRJuLfHs63ZMKDQDdf7pDtG+4gLacM7UbjeZNYr41CTjaMg/GzxzC97cwrYd5OiJkY0wAEggTQFLwAUiR2xrnf7iBaLrm3Y7kgH7u4EsNPQjK3xpuXokQjuOZ75fMoL53bIsJYDqZwuxG742OgK0pDMkea4R5jtO7itdfK+gDqzVRvJ5hloQU4OboaqFHSYNKujT3EQFsJ5xRzRhSJgqJLC0Me6sKVnMhTBXJCL5VXT8lVmo/zjgx/dOXFoiAPVP6zblOJNV5d+CAPHOQm++me0kfV4A+NVSXpVAyCQRNStuRfjEjvkleDlPry9xsJyzL560tXRSc/3r/hfFxlDePc2yAB1TVZUkdFr7YaHRVXSwWfY/YD/TsJT6ZMoR6AphYkeI9K5GxSkpiJmXt1NKPTaItNy1i09D2kV1oChDhnCi1D2PbkSKlFK+pSuOVw/GVuvWVEV5o3FfWQs+Xk3BMjXPiw5Hdo3Sf7ISMBogZGBfk1HLSyzl35UQSlb6fKKq6quhrGbNURLiIeg/p+tcInOtheXqEwwGq66icWsxpyKzr14QB76l6GQZWV6nvOBk6Q0R4TJLgPOfMqeumnrgqWIGZ9Xoa2H11vvT5Y3wxtQEcJZE6RSwoywAh8R7mjjn3cmSQksoc+6vzGfQb/p0eyJQbwZ2xoq9A1x0k6f7lZk7tfwIVmlMHFIoQwoJVjoTIeUzTQm9WnP30A8KYcZ42QwmR1zH2Wa9nZy+HKXfIvnsLKW6RnQKjjwPvmW0E+c7D7eltEqux//sZ2i1NgNEozJvAudPdDVSI6JbEpBDJouBnGmYdsahaiCi8nAr4o4VkEdB0gOsOaO94oicuRaHYCYpdQLsxgBLU35Br1gwOPx/XCFGjsB7fL3e4zU6o0mo9Ny3W5gwDQVs4/H21wM+LLf68ucNfbrY4HkpueEqAqCBBYbAamTdp4I+JpgAgGVQ5a4qGG5EZqOaSMPLNElqlYDssOoWqYXxyyFPpowHVFVR65ZiqDtMA+VEwzFQy1SrsraNHSUhksAnGOeJp8peAMHOIhgrC+O0Mou9ges7UxgA0GG6mBF4CQ5ZirRXQLQ1sqzHMF6jvDIYlEHO2UMUCiLxmAFPgmRq4GZkOsFHgziQM9InOPX6x9txY8idAVAExCu7kYT7umR2lDT8vmYO/m8HPDPCmnDaYfmGmViwFDoCJVCZ2qxwqZnDniJgpRGvRLx2KhwLm+QwYDXsekJ3MtDErH3ngfNhxTTCG2VizcsLJqIHdAAA0fCcjZBx5gp8/jOGJfwwUG/zUjUE66Cqjp+G7pPXQ5DlnHVeBbMS+sD1FsCV39klgBJAAfbUm65ttEkjVk8AKADs1qQWorIXZbjDlh412j9JdqpzrAiLLOOoYrzcEquY+B43e3gBjNtc1NUZpVkJZ6gL1A/lwFaMSxhmODTuqoMx6Tc9L21IXngxMYytMQuALtVywPTOC6FQqhZPAgAE9HPqZ25v0yeUCMyZiTsykdANj0od/dUCWeomqLLnJjYsuKDNWqdWlihQQNA7sRkPTVek5DfyvHpMmfdS3p9adfXdPgCYAdUzZEzqZSpM5EwDCwxPMZsVgs6SFl5fDRUufeqNqMWd5fKxJF8iT6cxHViJKYLqBROgQETYVF+EhIlaOefbHyybpf/oF9v4NXcN3t0zRc5YHhuFShX2uJKTAI8V7lwWGVY6QaRT7tBkltEy3sXB7Dq3DpkLIkhExtYPc0dOsWLKS6tYawwKIORe4bKfRljliVFBKMDQuzRgUVKpsxmgB5VMVcZRJKBAt0NwrhHlAbC0+HteA15jfn1C6AX89bvHfz9/i+DSDag30psNy3sCaiMoNiKJw7t0UOQAB1JnUZ3dSPCm3bBnZmsRmPfAemI6mVaq6+O/kcQUMlcX5nUXIee35XqY0zJEjBvBU7Z7OKZ5jB7MqoaLD6C0CWC2MyBwVeO+zU4Sr2bIaqpRmemaVGa3C6X2GkOTK+THANvws+Mokf0yqoCxNtaHg/c1OguwQ2GbKiIXxFSkG0SQl0pD8NmmeBsXvn66vUGhyVjh6uFRoIw7HHXroU4thUSQTaYTbNZw9JmyVcg5hXnLeoxRbeseB7ysvqD4wjdPPHYYZF/HsxdPXlTw4bKNxU/Izh2iTi5NNAAAgAElEQVQX6d9tUgOOLUsSu828gmxXkMIhag1dd8C5gXQNPzcitB+c68sBWV/c7yrPYe5uJ5L7CFiVsQUVAjsIdf1Kgftq3ZGIuNvzELpeYYQGj5EFse0wxrVMhvFIKLEaGZNpvRm7J3o+n65XZRlntkOPsH+5YKyqklTmvv8qy3KcW32NhP/5Y2RNjhic6f8nc/5I+OY9YuvP3N1MCJxUv8kXPTkAjDX+nG46eleuyrERi6Lms2lYP/b/Ykr8nEyZaTOSvk/BZMxKCLuX6edfL5AMAwqTHFHajkFinwcHafVqaK+qiqqxNMAah/qT0mzEMDjLmwTAKI2w26XSNeVZtB38+AIvV1Ti9Veb4lWZ+LWH2awpy8wTkTb5AhAjdN2y0iktIIBNra2wKqFE4J7OUC8ntiBCRHx4mt5c9u09ZMGyWnnPD8J1mf6VYCVurCUkRkoiH5/gtnOc3zrU9zpFHAsEQPPG4PRuheoTlUf9UsHP0kKpFJo3DtnBIDMEK/oK8JUgFhFqoGfHvFgMtYGkJEg9KERRgBHETKBOCdmS8fXTPYUCoiW1cYRRzgBUFpGvOpTZgFOX43Au0O8KKK8gWYRWgrYn4TlEhSEYeG/QnnLgmLhkQSHmgt4KJdCWg/TsQFmzaJX8HjElQEZCG+sBKgUIdn+3ZrVRMvGz2wh8xWsUrdGuFaKxyE4aIeciaG/mMKcepi2gCzAnqBzbh5xpjevMMFMXWXId6ZvqIuq3Dv2ci60eAHuKyPaeKZ6lxlDqdBDARAVQkRun8aNs26d5k0K7NRM5QAeVpNZIIWtAdJd2lum4OccVZ07RpTA6z78XAwxK4fR9hSoz0PUAqzkTE6vZvokE5MqCA2t36GGPYIz4wtHv00XodkB/U07xCyrIxFFTkmKtB4oFxBDpE52GPXu44wCxCr7QaXPWMD4irOcwuyMVZVUGKRzUegHsXpKnpZ0UV1MrKn1+zHoFldrT8IEHzw8fX3+wYoB4xWCxNIOKh9Pl8BwCZ7sjr2xMDh7X0s8/ryLT7COeTlAmZ1uvp7+QIY8VyftKIRxSoOX5Uq3E0wl6GF7Nq7/2iF1Hz2BZsusxrtNj5HMIk3dqkkx/7ee0LeKny7qsiwL6ZstuzrlG2L/Ajou7shajT2a82aMzVZk0yA6BJebYhlKKzLCUcYNRkRGJFB/LuvExOk7HBVM+73sqNckNJakg9GpJmWFCtes8h03ZGHI8plaXQjw3iF09bXpI0a3jQJ58oMtuLd6TML1dkzl2TeidlYlKwPgEs5zzGlJyHb/ITNc6wvHi6cTKoWRFJDECzkENHnFWMEfdR6i6Y7DT6QwV5jCWdOFYWIR5hmg0TMNmuFTFVOqromBctaWxSn798OX86eqhi4IEhuQbUvMZ4t2am1685yJ67lDsSxy/1xiWkZvAoCCdQnsnaO8UdKcRKoGvkgdHNHyRBsiVgQqUTscyQvIIcQQphjJCLwdYE+l3URYqKoiLCA5oHBcy3QP6qOAaUo6Him2qbP//kfZmy40kWZbguapqG1bS6e6xZFZlZXaLtPQsfzHzB/Pn8zJdMlIy2VmZEeHudJLYbFXVeThXFQYQ9IioshdfCAJmgEGv3nPPIuhqi2gjNvcnrOseUzB4PtYwJuLDPz3hXXPCwg2o7YSP9R5bRxuNp3GBr8MS/9/uHf4+PkBaA3fkoml7FhkYwl+MdqYiv3rhYN03lh2EB2cgQ0Cxm0gDrvV3qojxLmTHAj+xgLkuUJxZCIq9hz0SwrGjzjxGyUUDEJie8FyiU4eCgkOJXGjbdyV8zceXR841fCnY/UulPmcB1YvPLsnjgsN3UdZdKIDunvBSNOxExiVpz+MqKLNOED4GxIIbA9saUtYt0D94sicnJVyMgkFEk155Ta6NaL4MMKcR5tQz2CwETXQ03Fyq04CEADmODBFclSh29DoLlcW0rmDGgOYzNUaJieMrg9Cc47ZpHsuiI4GOBKGygL4fZqApJwDI6DH+eM/QNidwnYd1NBOWroc9zGbJyt4MXQ/77i5vRPHl+ZXzcl62NFIBlp1bZpGa1Xmt6Hv4/R52vaZLQVkqxdpfzkL0SLZWiPFyg7w6Ewf87pqYUDFNVoQmvEZgE5V7/vxa5LJzjLFAmF5tUFNxC0dej1ksLsYQmeQF5MYC6pwA4cxGRAj3AXA5A0adTuc4YKIkQwRybd2iEQK8uycgBHrmHFsOtG54jiUq8luHaRoyGObpm7sDYipIxgKbDXHVo3YsJZke9uGeswpraGDpLIWLwBmfvD6n4DWnZzj/zNjs9Br74QwX7g46OFSK9JJDNFH7GVFbcAA5qA1NrQWDXzIzTAilQ7xbwCwqxI9b7vi7Aea5oz+aMRCNVpbnPfzXJ2Kqd1vGdUcGT6Efboq/pCgzO42XHGGWTd4MmN2JxS5EzYOPqP9xQvmnLXwj8GobUz0B1TPQfhQM66huwwLbssiU+4DqSTVZAiBWxPsDIJOSDbzAFR6bJT/Pl7LG9NjAHCxtZRYeUyVwz1zop0ryLrZ6oaapfxCYysMHg6djg3G0sDaiLCaMk8Xfnu7Q9wXCaPCnHx/xv979jO+rF3xf7rBxHSrDL9nPj1sMjYO0BvKsC6lQsNjfn7sJRIPqiZn1sjizv0JhMaysOg2ol5wAMgiyi5oO092Jfyn2I8q/PQLGYPgDqc+QM5OLTgYRZlAtz6QK/6OHHQJD0SyLV7UjlDcsDYbV2X2b3QjnGu2Dyc4MyfATUeDSHEnJCV5nOO7EohMWHjCcZYkWQr8I8Eu9JhcBGxEjxaDVM/Q5oQJMUsPLf/2J9/u7LWLtEH0khNNUMHKX55W+KZShJ/DKdjKamCnDRHp/aem0sHa8JsMiU+8muP0IM0zwi5JWNwDMaYA5AeNiTSsgGBSHABkCRH3QiheNOzn0kN2Bc4dpygt4ONDpI69R08TMmGFgHlZiqV584SQHtPmvz9ygK+PWqFaFnc+Uqcai7N20+U7q++vnTZ1QOmJCim6toUZlExU7MIAo0IWhcXpoXeV4eQQ6okhVwj68g//6RMpysubZ7ei/dgCvc34+fY+o+sMEq9HlRXOAyoKzbF1bzzDajVyWXOnUKSC3mGJg77dnJfzhmCE1OkaPN58rXlXOxG2n7UG8uXjO31ixr3Md5udtlkvCSek8up4L/1whW5RcfFWgxYz0WREK/pz1XRYcaq6WOVc9Ngw2M7qDiU/PbIu9h/vDj4ibJYAt5NiSCy8CGAO/0ByOboKvHfyy4Bfs0w749AgsyVYLhUEoyeYxmxXM5FUM6mha+PyCKAbJFykROeI05ghXsYai07aDYASshsh1PbuugrYWEMH0YQ1fO7otN4TSonDHb/uI+3/1GFYG3b1BKHW+cogojmqAeOz4fkxLiBdE5dembPthV6EtPJpyRFOP2K8dYiwQK89B9ChwHeE0Z/S0Aofkp+8EYTXBAei7Aq7wuFu3KKzHrq2x+2kNe1QvrTrirz894O9f7lBWE6piRFNM6CeHbnSo6gGjCRilwAAy5tyBu/PFLwFmAnzBQTw7khHlpyPEe0Z6rxfw2wZf//sS4zpi3PL8TWtgT4aUccPcHN8YlM8TzBQw/sikzu5DRShyoTOUfYQ9RiUaUMvDeQR/f1xZdjgaVDc1Bv1GxZVjxOJLwOqvJ/jaYVw5QmxAZtSJB5J3W3/HvxRHFrZJU1Orx4j+Hgi1h6tHhswVjNPu2hLTaGEcswn8ycEdLBmKzZlJGJxgXIIzxT9/p7DjQEo2cLZsUtr/tK7QPdBJwSRvuBAhCwvbWhhfUlcDwIwBxX5C9TVgWjp4jese7kvYnu4DpicU55cVoxXUSNVMvIdiaTAV9Juz7Uibm8OJNi41SQeiokgZxhzFbNZrrm8A4m7PmOd398Bqme3009o4n4VczDImehUmGN+sGJMdDkfGtH/jEKsQm+ptqL9TQ2CViCRKdOp4YtfRVPPGvDbZBWUCwDBABmXnXRWvbLxZ19n4OBlymrrOVGeAdHCzXFLjo0JT/3Tl7q8el79OfU6/MBd3Rs4pTNfTnnqazoM1EVbwX8EKL0RFb8BA6THsYIpznneiFaYAIVXHvmlhMzviOCAcQbfW9ZqdSYiZ/55a4sQSsQ/vzjfdsVU4q1K35xekgDkRk621JUTuKlqNiV6vULwU2adIPt7TMmaYEO6W8N/TMcD0mokTYtZ4yKImuyPFLtQ1KYVQ9p1z7EB1QxCPRxYtFWvFEReU8XA8wn74gKjR3RIihjuXM06CpTMz6c00lzxnrbA+pOG+TCEXVdcqPCXc/QrAnXJncNpX6FwJPxhgMJD1yGaoszCdQbBn/YkkzYlwtiGjwXRyMJWHazxiFBy6CkYiNj/ssa57FNbDiKrwJSJEwWkscBoK7A4N/L6ADCwKReA8IhRMp7SdoL8zdJ3Wuc245m57XFNfVL7UMMce9vEAyDLHJwNAWHnE0pPp9sJY4/bewLYGoazg2gkyBIxLQb9lR5SgMtcCtqPb9aihchKAEOU8dG8Dc140RdQqbCUB6D7WQACio2FnZg0HdkrBIkNrDKkTRBPVfZpdq28CohcsmwHbpkOIgm5ymCYLMRFjT1856Q2iZXcFw4KZrI18KRjWBhKU7RAXKPcj3JPGhotws9T2jHAYUgxCytwRVDuvFO2IYjcgFJZQZmlURMuO1x1o4DlsC4yrhkLgkVDasHG5iJV7j2KveTNB/ccKi1A7yKqGeTkBX595s3U9SUcJIrc258VE7/n9EnpGJnH7xXoo5nJTrHqX+aIc+x7UOnK2nAkT6xWLgPqLJSpymmVLA6ItOgpIM2+xlg7VK5oPpxm5VCVHHX1/wd69cNSf2YJ965jrkExdExq7Dpiz9mzbs17DKqEsHI5nx2m1/vrVYpMzrPUNwTDmBM70IheHYoxJAZscm5OSNsePahGZO4OaprmY8+TYAxEYayFhzI4CAHK2TuKp/9ph77YsWIcjby7f58ps1mvCZ1GH5+mNOhyVq95l2DA8Pc047VP+MBhENwKbNcKPHwCnaYOB5oF4Htkh+QjZtfR42qzg63VeFEw7wduS+PX7Fewx2eQIcfCWFhVM6RsRHvdc4LVVDqcTxNMwNSeeti3808tZMHs80gYHgNusUC4KHH6s0H6MmLYeKALGSdC9tyj2gvKFO/JQRNhOUDo6Ik93DcKHJUO+hgjT06dLdGdtB0H1aNF9EPiNp0lm7WFcZCMMPqY4ks01KjxkKzKO3AHwpcH4LsKtB8QoOHYlrA14vzqiNB6HscTnPXHj7aLFuuzxx+UO78sDjEQ8jw3+bf8e//aP90DLGaQ7SYaZfAOl+pKhVWgsdbBOh9Ig9l07+MqoNUuCCkloCPp3M9D40o6c8UiIsMcR5thjXC4wblOqKDCtDOxJUOyTAFPvabXyKY/sHlNcdnEMWHzmLGhckKkWrEG5DzA9C1Km+0ewCFXsOiDsQnxJkgb90IDuQ4B86LFediicx9OpQdsVWDYDmmpANxSYBsvx1iBwJ7p3V88R5ZHPEQoyyopThDt5zT0S0vgD6LyRiDGBtjp17xGcwbgpSO3VI1hBLA2FhMo4S4UmJblGI0w9HQOmklRpU0hO+bQj51y+IkJgeq+fjYd5OZ0RByOkC3cdpl8+ZUcTd39HGN4aujj//EvW1c0hrPna9mq9LAuKRg+Hy6VxtuBn3d0wsqCpdMHebSErdlpJe2iWS3ZhItmJPhUd6PqYBKhhx9lzjhu4TjtOTLdvCEtlteR60vcI+wOhQWuzg3d6Hs5wZiiW94CpuRmxBtFbOgposfvVVTr5esW2ow32gnYNtq5exb5enMh2zdzuLchGuILp/G5HSKuuuXD6QP+uGywqxHg7tjr9WN+4BMvdfA4AfnfI+OqF2PR4hElWEwoTJgFVSBX7L//Mm8MHmIEzKdP1LMBGztW87+GqCqYvgUHybiosKthd8rIPJAx8WGc/KKO58BRrAradIL0yQ3xk9vgwIgbiq3EYzuSK6CH1Iu+wkokqCk1a1d0YvMDc35PZFwIHeADKL0es/u4wLSyGiQJH2xHC8VVE/xDzTjtRdMe1VYU6Z0hWI48lcOGlcDJyMRdAOgMJFFH6BQfRacG2LdB8CRk2soP6rDmL/j0AFzB2DsOuQrnpURUTvhyWOO5qxNZBRoFMgmO9BFzEv60f8E/vn/HDYofGjvhh8QL7h4DPd0scTjX6UwHZFVj8w2SRYnAscGYAmq9eqbmAbQOK3aBGlYR/oklzKsB0AnewMJNQDPtzwOLTCLcf6EgQI4WH8h7BKbtOSBIwIzvCxeeAYWXQbzUOumX3YVsP8YQJQyFoHxx8SSFo/eRRHCbOk5yg3E0IRYF0W9s+Kh37vFBLYHE9rpKVQIQ/OezbJU04JgOZBM+mhnhBsTOoj2evO9cBzaeIaq8L+MgC4w4DzLHndfYD5J4WTXJsqTF5IvUVdY1ot/CNU2oyu0ky/zS10xlMS6vstMRKFI2Kpls2ULDrOwQ0v9DbLM3L/KbEuHAwY4B77mGOnXoResioKZNz2cZc6J1Ypkptnp6f+XWd6V74vlkgBEaBzNYmKUpl2mqe0TcWdb/bZSF4nEbqXMqShrlaILJH5NWmfk5K8s8vsJuYC+ecfBVDZHicRkP7JwZFXpyTSkeyGP94vJhxS6HJhkKHfGjQWowxz/TP+WfT2SEhxV+r1Q2geTaZNnx1Etd4JNQ+O6loTVFywbuxuPs5ZfoGZzszK4xc0gRvPA72zJ5I3l/hdGJ3pPARgExljsNIGCuGS5PMNywfaKLH2IEkWJVFk6NgRQ0Y4zACZQF/t4J4DzNOfO+MBZzA2BWwXvFG2x2ZlWEMYrGm1cbdj5gaC6/2Nu7E6F+3G+FeWoSqQFgo6SLQkkaetcjWFZJOKSYq5ewIp5P6vunAtakRX3YZTgOQ3bRlvWSkwcd7DKsS08LCdgH3/xop9FuRtZUy6E/fSQ5OM/oxFTuP8tOB59w4NF89zGiVpSXwDaGgaRGBgp1AqAPC1sMUAXE0wERbEt8A/dZAojoQB8Jb3Qdg3HA2EicDKQJiEByONSKA1bbF3fcdGkcvtBgFx7GEVxjt//70A46nCtYGdlLBwI8G8GTE9e/YtVVPKUiNhYeQEFCcApp/HCD//gvwcI9irIBYE05yukgNkXMjJUdULwz7SgF706ZCqH+gpqcXhMGwkwoqsYfQg01FkVC7/3I3wXYeYYqMDFixaBQnuhcwJrqk3ubriGlhmZZa6hxlwY4pONLZk9lo0vmYCXAHwRRsZpoVBy0s5jxzO+cYseMKRWKgBdjThFgaDvyHKS9opm2ZJKtOGX7HHb7dbuAXNNyUQAJF9UsP+Ijx/QLjusC0PDPOoNdiPOB2E0JhMGzOP5cYMdxXKgqmn5ovDL9Tx4lWLKnQ9NQBXrBf0xw3ZcIkE8rgNUrksivIg/YYIOs11wm1eWGCsNyefQNnpOcNT7QLUtTphLmD/vURuo7QegxnyO6WDU7w2VrMNHXOI8sxCGlEkBwU5uc+s/fy48A4lfVKY11aIAYWE42iToYA0jDSPk4TNT51rUy1EzsbxpSWrIzHlov6DVfl9FgAXIitvUjZvDhRY/kBpg9MIbR5jIB/elJ6boFkSvQqs1toOBn6q93F1QcE3BAmpUNEn+dGxyMq1CwLLuRtyyFh22ZGV/J/k9USuN9CSodoLUWf+qbGWncAMSIWjrb/A2mf46bEuOIXzJ08iuOEKIKpsRhXxKUBwH3ewZysBjxR2xEnT+uKr09ntfIN24t0Y7z1XiSaojgGJmGzgN+UhDNWNgelDXcRoQgwI/Ndms8sOIwNVhhtp8K5Ywsp3QXkIZGzFl/QhyymKOaOBWiKAmwHuMpjCgIcjBYoGnRWLxxiJ6NL0xkEA5T3HXNrgsE0GWyWHWo3YfAWj4cFxtHCmIhFPWBRjliVPX5Y7tBtCzx1DT5/3cD8rcbykQvyuOZsalpE7uIPFHeaiZ2DawMQgeFhgaL4ETJMdA8GkKIUOIgXhCKyo1MR6Lh0iBsuiK6dYAaP4hhQf7ZwB0cYLlAw2X2IGO4E5RPQPIZcENoPBaaqZHcSlf0VOR9p3yWnB9UHWUG/NWg/yIUIc2oiC40AtiUM5msAwmvm8ypMZYHhISAWAfAC98L71QzI5ySB5xFKUtuxYL6MRIon5Z8/wnz3oIsNDVrD7qA+W44R84YQF8kQBVxpCJ9Z0UJ4NvekaJSF0qvxZ/XCjs5XVuFOyamwY+MwrK1aCjnUjxZu30N2AzeAZQn77v6scwG4Tt1tSf7pOoZ/VUoCUtupBE/PrVr85890MdluYN4/QNoW4UVtXdRua/59NJsVpChI6hkGbohvsHYTMSm0V472OmRHklPUNTfPL7tL+rOuz3OIb57CPD/841fIy07lEe1sIXk9a/e7XXbp5wkJKeyF5nJFoi9zBConP+uYw8VxuGAP5Dfq6gXtJulpKMb81mCfV3vuIqSqzsM1fXFmKwj1KVcqf7NZw2w3XGjn5IP/6KE+Pm/+zHsAxTkuAArNXS3oUhQ5WwaafpdcVf26xrRm8iV3fQPkOEHaHtU4oXK0nZBuQNwfIMsF7A/3zKiPpEXLgWFKMg6kYYqhMrdpaA20379+z40FrnIjbl5m3yN4T8vvqoQcWhT9SKKCb9DdVRhXEePHEfW6hzEBfV/geORwPRbJLZdiu2ll0f/5Q4YB+w0Xu7QTRgT8IsIvuID6wSAsPexigjEB02Cp/NdYg3JP6Me1xP+jgC7HK0F8p8yXYFAVI94tR4zB4Mt+ie5IN8vYWcgk6OsKu8ajqgfcL1v88/oJ/7R8wnD/Cb/8uMbP+zWOmuxpTwa2J5RV7vj++ZILnh2A6mmEDAGhtECKdh4iCRO9diNqz5MWYtt6lKeBbsS9h9mfIG0P+yPp76GK8BUQrbIg+OmQSaU2/slVwLUg5VlSx0VBpe0jFl88ZKKqv79zKkg9Q4K+QnY1CGU8dzhggTQKe4ZKtCgFRImQ1sIMPI9gI1AywdOdwI3AFGEGJbBEpSzvOjr7amAXCka1Jzg9qJUTnM3OAgicawUrNNe0Z7FmsgwirBoVYmbURfEyovh6QnlsMf7xAcNdQfrzxGRPX+pGQCJ96T69nAfi45htaJLpZegYNXDxlbrbnv3K+ktacmJ+pg1x6Po8lwB0LlyUGlymzs+q0g/H0xk5KdxNNCfNVcVamHd359C1rmc3AxCxOR4hZXEOoBwGvrZoHk5iqek6m+ZN2U1a3a8ldSffWj9urTGzvyc/NLNZn92v246vUzH5ODp7ntmY5TJHQyfM/8JY88TMht/kK3Z1XC+QF7nWiV4HsFrHQPpejBkmS4LTND96HUUgv7rYfut4VbUB0guN8LWLgvS/YYCMFTACOLUc7gGQzQr20MP05P6Lcvnx6ZEDwf2BVOXlkl84DUazTye4n2i/nd4XeEYumLVaBSWLjGSUZ0223YnDiJjMPn9DtGv0npZCp5ad3GaFuKxgBo/7/9EiFA3GtUPvAowLCIMFbATWI1le/Xm3a4aIqUneazrzUNotwO7GdgLxFGXKKLCtQ3AOwUR+ZI5znaRQbx6J3wcraB9ocjmtPGIQjJ3Doh6wLPmFq6zHvzx8xeK7ASEKhnAeP/be4eupwZfdEvuuwvvVEY0b4YOBswHNssdYThirEr1xiMYAUVXqHoBnwfGFgd8UypCa4A49XLuEO+jwO1BzZDtkbzXfWBSPI+LoM1svdnTtDmr54xcBseaCa44WZjSYFjr8Vmq5a9llmSmi3xhMCmO6E4fg0dCJQQIQahYXX6szgXahoYrAZoQrJ8RgMHUOcrBwPTs5X/GxfqmFZjQ07pwI+Yl2ebYlfOcLANGoHimgaFWw6gziqub92XVcmKaJwuPjiY4eNUlGMvuemp7MMtd60v01xM3X7FoAneloNpAEIJQW7T9tIH4N21NoG53QrmfHMDfxNAW1X4/0ZAMJSdI0FFRqiqQsNQjsZZfXD/v+4ZwfZelLiKODUWgI5nLGQUkH8lrpn1/OAnmdZSdWV2KwJcKPff+Aa7eBtM6axUL9JbVQG413DtTQpTUgtEduSB2p0KIamtj37IRKdeNPdmExsItJn8O3WMMijF8xArQdyQnjlAtPnGmU4qmFPxwunkuKkvMnYyCTFpvM5srWCa+511mF/x84zhY1NxZFY3SH0cOKcFay3dC1GAA0mCe3hzdmLkkMCn9W48br3cjV687Vr+GG6RxiQAyGO7WOhpTu/o4sFR9o7DeMbHm/PkO6nvHQe9Kj4zCesyTU3hz9APQ+28wkqjTV1QvEP3ykE/OpR/zbP+Cfnxnn7H1uc426E8AHetiVJeTuDG2+CSXq78qioeZhGIFuwPTHO3TvCgQnqHYRzS8GnS8RCrLLEvQSTYSb+G8zcTBcPLUwL0eg69H9n3/hrlzNqKNNwkXkmV0U3U0XglhzTmA7LmrTAjh9MGgeA+nAHZ9HBkGsBM22R+E8xmBwX7e4K/l+/NKu8fevW/THEkUzoig8qmLCqhrwfkHcdTdU+J+f3iF8qlE+G4QiYnwg6y40AfEgqF44o+HiBhaKACrR0y1R0H/MnQyAs7nlsIFaw4BD/ZcDwqcvCGlnu1yS8tsBtiI8GQvObGIZMWwCA9hqMuUQz2y5ULKwlQd2E+OCWpvgBM2jR/2pQ7Eu0G8t2vcW4yogNBGx9jAVO8JxX8E+O1iJSmQQuFPkbA6AadNCRLaaGblxsB50OTDU1rDT8jrY90zNPHUUdUcuKqgqLuaW4mgpKfKDCOApsrQdCwKswFdWEzhbGtI6o9HYhJaDE6LggbobQmx0avA1O6XiOLF7bgTjkizC8mVCYQ3sf/0z0YTDURlbPMew31+62evsOrbq/1WUEGczEefc6dxAc0RyMqb/+qzftVqZYzPrLZUiZN9JnWewuyuRphkAACAASURBVJiZDytZIU4MTkyPyz6WWgCismbTc5KNdlm4cKVdTMN7KR1p2Hg9jgCQ2cPo+4u57/yak3YvdB3sZgP77j7P09P1+nHIG3mXTyANpIyh95haGryy2NaTCFdV7FvHdd7D/EhaFqs7jvD4xA/OGoSX/WwHEXIBMXXNxEudAV0M3RJUp9jn/N/8OVvgOE4kMdwgL/CBV9BbjJh++vlsTSEUVdKEVMVUqR1XG5+Ikrhp13Ous2JRkE6vyWhHllL+jh2MZpLLZs1h3vEEUxZqea7U5hR3EGPmwSfR1rzNP39onJ9JWVKjM47ZX65cLzBs7nD6SBis/+ARG/rMBzEYLRCaAFQeGA3FexPQfiSxwL1r4PYD3ZEdsoU+ImcZ0Z2LFnfqoP7jIKpGj6ieA+wYlelFfc+wIixke0F88AjBYH+qsah7jMHic7fCvq9QWo8/PTzBfgjwwWA3VHg+LPD8tITYiOWqw7tFi//y/WfE7wS9d9Tg9CVO+wpoLUWsDujXBuOCjsFFK5l5l2nJruFuv+fcIs0xGG9NM1EAiKsFbPE9wuMTF7Xjkc+5P6deSiA7LxpWLJmNg2irr+mcOkdKHV9xjDkp1JeC9odaqcZki42DztNGB+wdadQdKdbJAJVwG5NKuSNQyvREnzgzRGWvsUBmaBTgbGXQrJimgJk8nY67nho0Y3jvqp9f7Hv6DVYVd/KCM83/5GFHapv6Dwu0HwtmJqnlTHEIJIcY0quT+WZxmiCqrWEGkEGxG1E+RYzbMjPvYlXQ2DYxOD1dTriRvFq7YoBpdJfe9UDXMxl3DqsDZ+NeMefNXTLPrGu6WrcdIfYcLe+pKdTvXMqfefOYWdTE/Z7mnnOK+G73Gi1SGchvOjRS5Vurd15Tr5nGF685ZaH+rU1uRmD0XN35F2ealTRYulb8F2WuZv8Z2Or6SDhq+kD941eNEFgBIyG3C7bGMMIUxdksDsjOBvnc1Y1VrAayOcmRrom1low7X2Vpp+ChEC/N6VLOjghvOGvJ+LraGZjVih+EmoAmzFa0BUaM2T7m2gA1Z4AnCx1jM5Qo1iJ0t6NdY4pq0N8Nx2Pm52OcqYbrClg0cMbA/+E9hnUJ2wUsfxGIN+g/AquHEz6uD2ic5mioUPKpa/BTdYf9VGHxD0GwJDjIQ4FpKfBNpJZDbxtRhhbU2d+1/LdNzC/VTUAiyucJ3fsCg+62i2NE+z0wvptgbMQ0WriCRefTfoVFNeD94oh31RGV8ajMBCMBU7Q43JV4HhZ47hp8PS7wj8ctXOFxvzphUYzYWo9lOaCte3wtlwinBaIlfJXFmlZgEM/Qmkh2HS5OPHeaVJIWntyI+cu8QPNwD/NwD/iAw9Kiv6deyS8i4rsBrvDwo82iSXNQN+yoRAsNWeOwXFAcWHjGZcrQYZd5+mDgm3OhksCCDgAmaJzyKsJ4gTsB4iOql4j13wPad2QfhoKvFwoAkOyAPWxUTNopDbkhXc2MAdnx3QfkKPkQiNE3jNFglPELN5z7A+xuA0QQelNHjf6hRn/nGMcNZP3OtDSYKnW+3occaCcDM5mmdZmjHIr9BDN5FC8DzOjpkP68UwNMw7VBZ6E3vz/TdGbeKqFIIl2XTV3n7/ichixVlcWZYX+A0U17aDugp0eYJEJV8DA4IUZ3aY9148hd1qjxKsl6qucG85oQkEyG82giaSOv1q90zlISzruwvlH7sYQKmSXFoox8vvx90rRJqKJDBEWn6bXMek14Ta1z/OcvlITYzYZ04a4/43zW3uxE5tUzi4qMeVsfox+cuIILf8rNufDpqUlfvsqOYJ51n318LjqUGC5IA1JVMM5x53DxJGeLnIxrzuZFbx1SVcyssBY2Ca/alov+3PpGBGiaV6FurwgN1urNMwJtmyMSEMIFxJd1QhPfe3t/T9grRcAOA+mc/e33en5d7OxKpAyfZJ0jRQEkr7aXE8K7OjPl6qeAxd8sTtMG/7ZewFQezWLAqub57NsKsXW0oR8iFr/QLSGUBsePzHyJLiIYQbETFCPysL18iVnvkSKKxXOBX/40MAL5SWB7qx2SoP5igFhgeDAI2wHeCI6nig4Bpwq/fN4ithbmZFVDEmDWI+rFAGMimnLEdtEiNHQd+Py0xtg5YDBAGYgcdRb1kaJA10XUXwbY00D/rHFipLdaICFGhLoE4hJ2oKllvxGEUmCGiKINcLsO2B2ItSe6/jjlxZ8MO8HUW0wAKd2TEgNKIG65W1984lAfQFbpjyvBuBQ1vQxwp4DdvzhGehdQV4TIWY4yAM3IDsYqq0x8gqS0mKwF44oztlBEje6ma7fxhEHPLD3qf8wUEQqyLJ0VmNMAGR03XqcTbFFARo0UVtgmbwIri5D90NjVlC8DWXwrdXoOyNEJwfJ+mGpBKBxp18reNENA9VUZT1OAaUfOVkoHv22AbQN7HCCPzwj7A6TgJjLZqlxrTPikZNhmOyt+0W+aZaYAyKhdgB+ny41pgqludCLfOnI+ToiqC1QXg+RHmYxNtXAghmx2CdyGz6DXYaqKhIFraCz4i6ISjkd2aFdH7Hv4cbpAvcSRkWY3K3aPbYtJkS8mlXINd0l0E7WzeHMuc+UvhsDduWnqbNBmqkohtrNVQRpOSZTL51bPMVku+Oad2ldVGMG/8ku71SrGYQBcQaiocHkYGTu28Nm2Jb2uGmrGrjvfeLMjHI9v6nFCuobZednNhqZ243AxbMznN020aalKyN2WjtJgmy/G0AH6ZUfosippXXE8wr/sIPv9WW2sLtS/6YjhdWyECNXB6XOcPNxxwvG7AqfvBMN9xHA/ARUZZGFfoP1SoZtomFYcBXefgOZrwOKXAcXXFuaXr4AIdn/6M0WfQe3qBy5siTjQ33NBpb0Kf+ZOEfWzh69sZrXZIaB69pAponpxeCwLhMrAjxXGhYfU9MKJk4GYCLuaYDYDqnrEtumwKns4E7Dra7y0NV4ODZzzWNYD3q+OqOwEIxGHoSKb7WUF13K43r43GNY1ql0BMyzOotWIzL6CqI6oUCho1IW+JCOv/G6J+udH2pCUJTHt046wU6E6FQ+4rw6hsBnFDWVEdAFhEsh4FngCiVnGzsQMyPMKMyj7CpyRBafwkQCxiJhchO1MDsUr93zPxVNL1L0XDNuYc4oA0IG6Qw6SK/e0l0n5OlEI14kBv7e2hHWGWlXdhSfDTfERpm2AoJCRmtjKxPgG2xLulXaAORUoXlyOwQ6a9lkegKkxGcbzNcP8ip1H8eV0dpYGMP64RX/PcDnbc5YzrUq4dQX37y6TBeiPuMzISBwKdl6aH5NzraDsMmvza1wEluH1DMduNtkh/9Ys2NRERL5lrTWHsGiPE/L5zAtCnKaz2DMlbJZFnqNcnJNKT/xuB7vZwGxohzN3u399Iq/Xmjy7mjHtYoL9bjxPCnMDAJeiR3P49luHZixIU3PG0HaEtwzzrAXgzOVG13DtFp0qYOh7GMOW1T8/MwStqbPo6NYhRZmrfVp4Q9dddl0FtULXwkc+2CPsdtlJgMl7rwkE5xecqYz1jbsuyPk6QqRjaurgEjtEix9p1oQfYkFVL8aJduAAIS5rgFHO/m+l7mwezze5vdsy6A6KL4/K2x/P9j9Slpk9mBIBs0Znz523/Lc/w9cW1Z4LfrSC4buAD9+/4I/rZzxUPIeXscbf9nf4+ec7jMsSw5bJic1jAftPa4RCCBEtA0IdgUlge0H5TNuVasedcdqhJksWCUD7zirExkVtXBqE97w5k2bEHQUyAn5yiK1FqDlDihHwuwKytzhWEe37Cu/v9/h+ucd/2X4BtsB+rPD3wxafn9b4/HIP2Ai7GlGWE6bJINYewRqsfvKY6vOiZoZwHko76jnsGGA6j2jLnO45rgVTM5tTqT0Ru2o+mdluQAoy6ccpMjkWkZb+JgKFVonRIlqgfxeV9UUYyXYCGGqXQsGig6XCX446H+MjpKObQk4M90pkMCxaUc7EBvHU38RFzGw64+Wcvim0EOoLdVNI3VHUv2t3FCqLsCrhVivY5RJhUSHUZEFJ3+Tvif/yCPvhXf5eDe8a+NqQkXacaNG0sCo6jSosDag0smHY2LP+ygf4DW1lopPsJRgsnQYgQHEEo7WPHSnMesRphFk2hJ60eJjFIif9xtbnc4zjlAkQFxvftEtIG7eEmhyOkIQQ3Th+F5v3xmb7zSOtl1UFKUrYWWT0BeIxt/YyN+bVmlAcZ11a/lFi0xnKMd5KPc4IjbLW0mPctRtznhncaPsStGU/PEC2G1hNuESMFyyENw8dnMui0ZjpczFIrCtparjNOtt6XxQBkTPDIcU239jpzwuPWSzyjZGEVDdFTleDsCSiohdbyPOgVyw3nQsB0IH+8cxlTyFzIZwdAEKgWeeU8NeBUEtTU/T2/KLGf/qhx8g2fVZ8/fML5NhSNGvkjEPPh4hZFKvxEbNZnDgHe3+HYVPj8IeScwHhLr34XODzdI/TxxJ/vKPly/vqiKUbsCoH/M/FPXosUe4F3dYgvtOdfpVmMKQ1MzcmojhyYfOq+RAPFVOS/VQco9rrU09RHs6DYBwYFd2+N8CGtNngVeLeGUQXERuP8MMIayNEIh6fV3g+NGiqEcYExCioignfvduhWzu0Pd2Mu2OJeHQon6j16ddJAxIRhSJD1045U8UdNXZg9HCngKm28GZGivBc0CUCeLdF/Ou/87b64TuEdUMLnkFgCp1JlKm7FMAboKezgHjRLgfwkZ2GGYE4K7zRqqGndjri1R16EkzLiFAm+IsU50QosF2qpHxO10a0Hwiv+kqziiZk+CxaqGWPUq0NNJRN35MT2KWke1NNJskos3SEqIq80TLrNSGuptDBP8WawfLP5ABte43brgTGGJQvY3a+HtbMUpqaCvXjhPKpx1SWKu4k/GZ7UbZkR7ZkCJQcpE1lZEaLWEMmayLeJEeQtPGO8e0O5BZ6AfA7Fuybo4VbTgK/60iBa8kdZXYuiTxkVsszEhJmn03aNMcI6fssVD1LKQZ1aiEEf30NnIP/uq4vM96u7HpcWjBTHLK52/IXkh31DQuEoPS+5Ho6Z2ogxszjFufIWU92DpEDK0nUuGF43XqlHb3igDD0D5K64uvNkjpvZUtcX2Acp1yN8+e1PFOPow/ZNid5GvHc+HezXHCY1nZ5VpLmRhcUw26WugfdzepwPrzsIAPDz6CZNeH5hbMdYxlAl7KBlBVoVquM90OHfXGasjI4F93ZtecsjWTEpx+8f3rKuxJpGqB2PA8dyA5roH8I8PcTFnctttWIyRv8vz9/wP84/Ajo4mJ6A9sK6mfB4lNA+TLBdeyKHv+XEr4W+NHCjNz5mvFcWJJ+0eiijEhn4qJlobF9yA6/TI0MGDY0WpQIuCMhFJm4yx+XkYXtZIGdgy8jYuVRrAYsmx7vFi0MIg5jiUNX4Xis4Y8OcBGm9JBkORM5T0p+bMlCKFrBtHTUa3QqCjQCOAPbeRQngR1EGXTInUQoODSXP/2RtGCFiZY/9ZiqGuNK83BqZYBFdjzjMsIvfaaERxu5IBeCSa1xZKT5piglWVQ4SyGxwB15jr5R525NBaUmCHDlbCcbk2tDBALdHVLHaTuwS5qQNwjJkVn0uc7/ZrGRKfD73Pd8vahFWwR2vUboe8aR62MBwA0BrvWIAkyrAlNjFNLjwhitQFTgarvAzYvRRFUVgJqOqaDRGhrVxgK+VOujgpCedANid7hAby6g9dn//eZDbf6Tt9kFtPaN5/kWaywJQtH3NOZUfU1e5/L6diMvLD3/NCE7mfQ9X0uEm3kAol6UCAGSxifj2RkhhggjQlH/rbTfunrlBnPzUP3R/HBmu6aQ8HBU2xjOYr7V7mWvrdmHZRaLc2qb3ixSFnzzaqVBjgNPYgjcUYhBohdnU7q5j9c0ETZbLQkvpcJ2i4wwq/jX55rOM4mtsmvqcsEh/zQhtuOFxYOpa5j3D4h1CRmnTONMWG+4ckC1qyXnNvOqn1W6db4mdNQlRHWvNmoNFE/8vziNhBM1be+tz4FOC5usBQi7A7U9hYN9IFQR1JNqbiqKroMcjjCrJcb//pELTguEnYGEAq0LuFu2+NN2h8XHAZ0v8Lld4ZeXNdovC5TPDsEBL38xKA4lbEdFffWsXUyyGVH6LFXvyGLF4pRmH7N5iGdXM9VQXUVE4SOWP/ewQ4mjM5h0MYR2TeWOZAJE7S5KUJ/x4vC1qXF8X+Hj9oCH5oTvFnvs1zW+HJbY7RuEQ0GNjyZ2+lrgW8B1QXfv3DRIZPcgU0ConM6ajHq3RaA6z6T4eMJv0ehiV5cQHyDdgOLvz1i7d+jvHfZ/sBjXFFPSiFQNQa12N6NqcFKhGARhMwFNgF8aSGuJxnoam1JkyxkL2WhnKjULTlTITxlsOk9rP2on5ALMxGC81NHYXlB2EdU+sPPQjJhy57VTonmmeC5sMnL2K+s1g4lAqCtb/IQI9D3MoSND0Qr8suR7HYHiZUD9DxaqWFgaaq4ci7cAtvcodhSQAmDBEsG0bfQ9001i0uDAwBQGaAqIMzAhwKiO5pZb81wq8avD/ISUaJbUnNZ8ccxin7Mg/XSCuAJZpKndIMCNMYbx5vnxAfHNQnWxudztKJRPm98YueG2lpY814SFC4lHyLDb/DnT8WZHpsabCOHNNcvN+d5SFuwiNOuFzx5yJgJ0l5LgovkRTic1kDu3azgh036vQ9CuMcG3PmCqct+u5OcTmDHPdBd/fQOkQXvsB0YdGJPtwFNLmjJyEAI7kqNDSDkTAAvDlecPLOnJLCQMMQvDmAVk6fwAS8sb5zgzOrXU0RjD1E9rEA5Bi7RjTEBZZvtxce4iJyjumTSYnK5JW2ckN2G4IkNtCPEctqZedMVuhPnIayiOQPkiCJ9r/PLlI375YYPv3u3w0JywLTtgC/wUBNNuhfqzQjkNcs5Iuadr87hg9oqvwIV0iBRMHgPqxxFm8FkbQREhFyTTTyi/KhzpDB2Yp4CisqheBK7j602Nemeprgc4D7OD42tKEPTPNf52qPA3ibBlgDEBkAjrPOydh58s/KGAUfabL4F+axmxrMFnMuki6iMjtEPQwrPknOEUYQdDjzfRLm5pYQ4nxGWDsCp5bYcTxAcaSS7pFiARMB1xt1CwGNjh3AGGCpzneLDAToaZOUVALAPkZOEOZI2Ve3YohPFIb06fjwQKbYPCZGFSn7SWGwDxgnGjTDQAhReUjxH1U0C5YyZMLAymmjO95NZsBrVk0i5FWnbucb+HdRbSNtSZfP6qeUvsfCTZmHiBaweyPdNhBTAR5tTDdAOKTyAJQX24GPOuHWE/0namcBktwDDCfdnrPNQD+yPDy2JESN9V3Rhm4WG2sqF7u1mvgMWCm0kjmaY8d6enfX7gZjJGPuZWcdA1ydR1tviaF4xbK5pUFSNcBl0zRGDv7vh0c+LV1fFqjnzFiL1FXLr9ROfHmO2Gn+ncKfuNQ4zkgnqLKADgMmLgZj4NQN60shzysOmWRcwNAdD1m5Cp1sfTqzYWuKqm81Z1lnvDHYHhDXztX5Z2/GXB2IBpyvk17ABm599x4U3Z6GSknKnSsaewC0Dm2ueqndgfheNzd2xZzZIdjgTPbkO5+zkILmXKzGdcqROsa1gVrMIaxGMLfzhmm/DYdtwV6Rf32r/u11wespODFqzy379iXX6AmQr0d1wEgwOqRwPz0wIHv8DTEsTzI2cAqy8R23/rUX46clHVbnj/v39AdzejAR+QDRVp+Bg0Z6RQu36jC5WBHTm/EoWrBECsWHjcfsRiipiWjGSeGsk6k2za6IBggXIvMF/ZSfX3BuOdhywnxAiMbQE5WthW25AiwgbAjIL6MaJ+8TzvPbtYiMCcRhj1j0u791g6DHcOw9IgxwzofeyOVK7HquQCOXo6YfiAWBUodgOqhcH0bDRojhDj1LBQsENROGvPGURwOLPSGlKO2TmS1lwcgOqJ9ja+5OwlWmDS6OfiANSPfN98ySKXZjhmAJyAwXXmzDSLFujvGDGdZim2CygeO+pXYqRJrOrjIEaj1GmaG5+e6Yg+TfAv+3NMyTQRQUmeh6cTyUXJ8qSlm3ESYPKeLQHtENH1OWuG7szq0dbrZlQDBvlZTfBfn7MJaI64/8aRqMwoNPlS5Q4A3mRbmcXiTBq6gvEzO0zjld8UkF+dQwTYKSQVf8q70XRekbP2Jr2v3+zG/oN2Xv7xa9YRffMwlhtuJVJkIoHafJ0JAm/8skkDbe/PeQ3KdMhD8avFXowg4rLgXC9+r9yI9flMWbAFN4S1wu5AbPLK4Xj+YXLYdskki32P8PyiN1gLiMn6ntBddlepkKHtMqwFnKG3RC64OSRUA8+oH4RYA6nXOdBo7hJr3z+Q4j2MDERStkqiSSYqdHYTmCbElxN1Pu/u+Hsve3acOlMLzy+3jfyUe5+K38URYu6O4ukE0/UovxxR7BlH7RuHYePQ3ZkLllW5F5QvVPo3X0bY3hMPXzZKyyQMZkYAcla8u456juLoYZXhEx0XNhlpUe92HfNDQuCMw3vEzUrV1wEmRpi7JYCSEFZkciiHxCQTyIjsAjCuoC7MQPlo4Q8Wfu2ZI7MZ4TdA9AYYDOzecoAekAfSEJe3nLJyKPYOpp8QrYU45g1NFYfUadBe7vl61UtkWFcIMM97bqocNVYoHMZNiWB13lIraUKLeA5Qi+w4zMj5Saj4uDAjN+X5l/qYMZGTsJ/t2VUGdd4WhfnE63wod38kHxR7FrppIRjXQPfAi3dHQfVE2NBprszwroZtCrh9T+v+WVcibU9rp6ZG/PAO05aIhv14D/n7J6IEaSOZxNUrjTr++890RW4axM0KYVGxm3zaUZvWVHy9cUL49IWMWHVmxjDSg+3U0kHjXmfOhYP9+J6OGfO5xPxIhJrZehVOp0tR9a8cF7CS+oWd3Vems5eY/vzNY7axfkX8ST83whnLbywc54DHeOEa/SY0X5Rk6SUbmuPxjKTcKliqUwIIAeZssxgQRyI94lwOrXxVbJJKPuej6JNeK1dj8DnhMg7DpQX3bzzMes30uROzEHA6nSG79DrXQqoLrQ7FVokKnSNQ0xBu9gFKMrBUCmNU9Wv8RmvK98Nl+Cn/n1Iks8GeUouvdz45J8MHvo6GDpmGHyisRQomitPEnZ3eTJLYdsoOBJBzLMySHRWMZLpmtrf4hjXQ9VDUPz7BViX8B8ZSuyNDv6qnAtPC4vi9w7BlpzAtOAdwvYU9TTAD8WWqrQXNP46QaUEqa2TxoYAwwu1HFP/+CBSOOTrq/yYve6AqEasSMnnGbMcIGcezGWJVwpwGOAEkFhqqJiiOpMUCnLEwex7wRYL4BMMdC49p2WJJBGccIxlftIWhL1t5ONNtZQqwY+AcQAShYtiX9AFm32FlDTNZUocwBrh9D/P5mUmJmdXDmWWcJlq6TAESWCxxiHpNLBa+SqmULBypm0muAL6J8DXp0YyVjvC1zq709u3uDQWaBpw9KePNlBR2Fnv+zA6Rc7ri/LqIQPkMhFJpzj1JHr4kCSI4ycJLu3ZwJw/bMVE2GoHpPNzjgemzVhAKdn6msIxdThtEk76HQTt1B7Ns6A24XjA8MDLVMzYVJJQkyfQDN4S6CQm7PeIwEMVYLfJmLioEjXECjCFRR7Uqc40Kv1CEnqVeXKwfmcEFZPbYPEH49joxs4m6YvimtUCsza/z6ghnsbZXd+Z5po0U9DJjAQl8rTdiU+bnPJdtXGzSb4wZOLIY2JEtGtimPmuFbhS46zyxdJ7AeSwyd2aQ/0P+r/wsiQGWFq63Tiq/WLLOfotr/Y0PJ9s8/EYKYIKAsgbHcNcvzlEQesO12X54YDHbH87dyTd45L/1PN7Kk/k91wFj6CTtw6sOMQm/sk5ozkh59YRXO44bu7VvHWa9hlkugKpEuF9jWlcaf6zYuLry2uMATIFkiVOH8PkLwjCSSQdA7jYY/vgO09JBpoDysYN9PiA2FQfmukhIP3DhiJEDZXU0iIkx6GzucuLhmIkYZrUEHu4R1jWmdUWDSgDBEroDyATzJRdjM1GIePrOoL+LmJbUtKShOtMvyfwqn6nYr7+GvPibidlDtg9aJOK544kRCBGh4RfLniaYZ4WHRIBTe3HPmcUC8ofvMX1YY1oQhmPiJDs/X5KhxnyW9BrI2pjgAGSaNVlqqSOqnkgxt11ycWYUdCiRHbqtEgjEU6OT3KOLU0Rx0FmbpmFKiJme7vWxyXHAjhG2i5yzaZFNQlczBLgnxi7HqkRY1tx0PO0x/fVvr+87vcelrs6bKp0PS1GQndkP1Mc83HFTYiVDUTJMkOc9YlChc2RwVwoYzK4bSgbKG+ZhRDwef5NMI2torshLN79HM7gp5btkaD2tdW8N/ucvO+tG0r+B15vu1yfw+ntv6vpXC9O3ns+UBTe+1p7PYxa+lkYD85ly0hddi1+BKxgtRYlmC5mZSPDWkW1XbhwXeh0VcsI5tc3+hmr1rdcar3DJ4OG/POYdw7y4pVQ5eO6Wr+csAFgw9PSvO5dX1zKnhwP8kgDfjKB+8zpS5/FWDo1IttJ48waZ31hiYNfL/F7HYXhtMvitYyQMIQDM52eUuxJhs8Dw0GDYOkyVINoCiDVcH1HsPdzJQ/74AHvsIfuWWHrXM9cksHuEFYR1gxTXGwtNLQWAle5gQwC6kQWsY8BVXNSIVQmsFhBjYJJbcNNwXZsCoSqAEQcGOe8kZcokiq4vBPUXzo98abIOZlypTiXQ0iV5tkUriEDW/FDtHmCmANNNkENLC5vCIdYVGYpqGR+rEhBeC22B3LkDblu4/RFmu0BcFzkFNArV8dGoan+KMGmOrWuL7VmE5r5lmZKsPmoIUD8x/k5xBGJ3JlAQNov6fFGp6VFnZ0orVpft1KnZMcC01J0MW5qupo7RiUFxmGBVh8SkTA/Zn2gcKQZ2z2ufycHsxwAAIABJREFUZsmY2SOwaYCHO8S6YhfWcwMThxGyXrH7tZYbFOA8h+lGQq1GELZLTH/5XrswD/Nyok5Ngwfjbs8OxTnAaSBhz0IDSxeRBBXdPC6ozBMX3hkqcB1BP9+gZ4aZpvherHVvzLpNnTjeFiY513c9kZGC89okZH81p9amgOv37L229CxLuhkAr/U/M3FqLk7KGk6d4KvVRM6zozmiFacJMk0wiwXs3d0rQsNFZwNjs66EdjQp0Fx32Ub4Av+BTJtbF/e7Dl2cxRXstn7lHHIndHUzmcXidSv7a93A9TnPscpbnHcdFErTcMA5jGoXTh1Mmg+lgp6uCzi3oRf259c7K+XNi3Pnm09dsefK3bffHCVZaJGWpgbutwjbBfySAXGJNTZuCgxrLjSJ+lr/fIT8/TPFpt4DRQGz3SDcreG3NXxts0r+rMhnVr1vCoTKchEfPBepdqBp4v4AaWouRho2R0uUWdejn8V012ThoG2pPh/WBXzFYfik8JB4sCtQvc+4ogofoF6nfGFwmkSoN9qI6mc1WuyHc9RF0i7UJbvABXfawRmE0sL4ALsbYA6aFTR54HmH8PUZcRzg/vgHDH/+iHHjMrFhXJoc35xIBqmzsaPa+Y8R7TuH7p1o5g27lqhZNpytxLOpaQSGrcZxA3SWtjGz1gCF0nqgegpovlArxZmVzXCZhMQ4o//duK1ypkzxMqD46YmRGbMOIirU9Wt6FfvhA3C3ptCy54XHhpuUaAygbETxXinV/lzYNQU3FlaZavqkRiA9Hy/eAypXQOpk5qaTV98FnsCvrEfzgvCNucfvPnQtySSKvr+Msr9+eGLL+t/hLjD/vRAu18Q0C1KCw83XnXd52kScZ1JvfNbaGc3ZsxedjRgBxhF+//YbKYvFpXmkziVuuSffPP4DrAgAuRBczx0yP35Gz5a0y3/LBeH6mpK9zFuN2vU5J/riTLF/ARvqoDAeDjBhcf7/rr9gxUhRwq6WZ6M9FWu+evlXWTsRYb+/CUXS1VqtbGbP++p6VG8U+x44HiEve0jhUH54gP+wxbghVCU+ovk8MvogAKafGHcNnPOJhhH+f/sL2u9r1WNEVM8Tyi8nlcEDsXSYVtz12Y4Ry9J7QlIxkvq9XNB+JF8MHRekH7k7jTEXHPfcworAbyr4hkP94jChOICsN53jDCvJGTvFkV1OKCT7gRWniGoXdIFld+PXFWw7Qp46hN2eQriUtHpgpLdY2sO4Y3ueSQwjYYdK8XZ1HgeA2HUssCMrsG09yhemVAanuhjRLka7liiqUfLUMqUOx47KRhtITnAdmX5Tw27GneiAEB0YYQDCb8NasigTkSSLcWUZOBZUbFnwfFzLzYBEAD6i2HFuZvoJ5uueBJVh4M5bTBb5Xfsf8sWvGKr7PTWwushJWeaiLtZw7tJwJy4twwVjUyEsa4SGxZqaJrpAh0Jp2SKQyrILTcLEpM9Ljs5XBxljJXfo30Q3HO9HNcH8zx7zTe+10DOLxm+5UytF+ybh4RvHm2LSufhSxxNvpnImr7ZpOhuUvjWLujL2BG7BaFcurQkKyIyGBI8lrvgb+db/meNmJsuv/pLJf+Yo1DfsxOev82b6568cZrG42OFcu1bzPy/tLi4+DJGzWLX1r1pbcUWOb01zHeASu721u/pVV+uZ+GpetO0fvsf0cYthVbLITAHuMCKUFsPWYVzSfNJMQHlYoLlfoPhpSbjCB7SbAv2WiZLGC6amwLRgmuI8Y54iQJ119AHFfoB5HgnFWQvUCkM4i+G7NaaF1R38BNuO8MsC48JxcfEp20UhoTRnioBr1bBTDMxE2m9KFJ0WJAYkU01Eg/o5oHyeOKNRDUXcLKnj6AfEiZ+R1DXisoZfFDBjgBknDr29R7Q9TKHC6KPOm4LngrZZY1o6jEsuwL4yubOJylDj4J5uBqGgXkmiqJ0Pi0RyHmCaps5RxojiFDAuHEZ1cfZVZBx0TSIEwG4IAGQUmM7oY61+FjpINul9MRBPwaUIzp3DqadGDSAF15EWHm4NkdM9nWQC1tJH8P4O8d0WoXTUz3QjpB8QNgleBWJBQkdc1BpHoJBpP2kHQzgTBrCjskKtaHcXgcdnslJT5/JGLks4HmELkowCbmzs0vdKIerkYA+c0ZPfJARNR5oZf4Nw8Gud4ZuvNe9SvnGYuubGbhgv9Tgi3x4LXO3GxRW8DjE0QbY2M4BvPU8uNtd4XWJyJe60qWvSbosCohHJrxZPTZGMs3Cv64HXbzl+i22E3dDiJbbdZaEI/lcjBOav87ssKhI8ptXcz10EfmfHlqzBEeXVzAmRUNh1F0bmzjk7/Te/VsJXew4o566ydrOCLJcIqwUkUpR4em8xrnWBBrUXTM+MqJ88mr/uYR6fCZm0LaSuMGwshg0H3WZUNXsE2vcuZ5K4NqJ68bAdC4GooBPOwn//QG1NiBRAVg7j2mGqaXUfLf+dd/9GznMYtcCZGnVWdikDhsVtWiod+Io+zME3UL0ErP56UhhHuHvfnRh+lijxGrhl/9sD2j8sMawsjI8odxVNO33kzOrTE/znL/yV1NV4D/+w5gysUfdrIWTG0DlBFL72qJ5x5ZGRBf3a0oXB8nxdF8/MNZsozoKpNuxkrDLVmkjD0iJAXIS4AARhdo5nMJ0ZAOOBcWHgywjj+X4lDRPjlel1JiEyHgANrA8UTAJkK72VYZ/gWuDcYRvLGeHuCNNUiE2JsKggleNGRAL8skQoVXlfsZONVrJTdFiVCK6mIeihJwzblJiWFQuTM7DfP8AuF4R5+wEyjvBfn26ep591PXPdzCsU5FrB7/2356MJZZmvf1fsrTTHmseIAPjVgnHzmHUpb5kLS1GSuefceSZ2dc5vrmUJStO8nQQtI85E/t8IW8vF5tXiNaPipZ+HX9IX7/bJxGFg1zPXxSTq7u9lcF1f9NW/f0smjWnUvSD5qel1XTxuzrj7NT68GMTAXet/5pCiZJvf9RQ+4ermUopjokaLWtqErjtjq9/4UK+PLBS7OAmhtmm7wfTdHca7SmEnUlZtH+FrQX8X0VZKoR0E1dcCm+UdNv8POLBNQjoh/BN1PuJLoHtHdX7KQgGAccWFq3xsuUMdRsgwwkwe0ZeYNjVCWSIaoLu3OTzM9gbFUQ0hwdeJguwkEM05AAzQRdcqldfwHIzevkEt+5lpLxjWzGYxPWGZGOipZe62CF+fNIDLAn5AWFYY1hbDismXXqnCxgPV0qHpRuDrE+M2APjDEbHvMd5X6O5MppDbIWJanAu6mdR2RuG8YGkOGlSLE0o+NqpOxp00xiGQZHD4o6C/jwgLj+gC3HrEctHDavDd5A3GwdH1YWIMeHTs8FLxztobNUeNay701WNHQWthVcnvIYsa2K5g1LXcf32+Cdcmp/QEF0tdcT64rHWhIs3ZLytMS6eiVe1YQ0RoCkKClkSQUNlMdpAhIDQFhh9WOR+pfOGMaXi/QPh+CduTlm6/7GAUxpbCfUMeMMFs1nlTGfb7tzuQG4Jyce4s9E7+YQluSl3gjJV2syP8xmGWy/NG9xvf/zedBkbGXJ+f0J7pym9pi2bMtOy3BpzXKczei+Avwt/m53hb1AlcQGapUCRRUO6ALq5CTdyaknikCht/yw78ZhWeVdHfDanhN8B7s13H9Wu/SdtOb9zvoRdfUSgTwSJO505QnINZr88tbYxnC51bcxzdTfzWI0dZq1dbKqyyXiPcrRAqxzlHwTjm/p2q2nUIXbwYuBNQf2X+TP2phyiDCN4DTQ3XBriOohDjZzCPfgR2JNRle+pupPcwx5YBTUJHZzgLMwVa2QRBeaA5Z1pwqfdIO3qF5SY+N0D9jS8xi6ZGzpuZFprbojMMBA0V69lxBSewbYR7bjncV7w/G9N2HWJryYgLeBVCljJvYuFg391TvDu798eVZXFpAAQ1J53RnPM5T9ql1ZLhr8w60wIregm+ZJFN7szGA2ESoKEtzzg69EFQFB5VMaEqJrSuRA/A+1Izh87vI+YoSZobWWBaFjC9gRn+/+a+bMmRZMfuAO6xcMnMWm53T49GMxpJbzLTs/7/O2Qas5m7dldVblxicXfoAXCPIJNkMrPqmo2btXVVJZOMCEYADuAsQec6GR2WxODLLXi11PZaJkTmtnaKRc6JKg+6vUFcLwDPJYFpFVspLDuY4nOdgRMqj4NRzL1UK9rYTgoOlKSYrY23HhCtktygoqoURedpRcD3/LOj3CjVLsMs/r02sC8xI8YDPxy9eeQ8/41YL/w83l3otpzz2QLxWYPKi8uux9yZ8/h3s2EbjmdVmcR6tM4d/9lkA1hQgnFsiPRmuhT0U3yhycNtq3IUMZk+z0ukFC9aYNGerFayauk1WPe3Lqpr0Amy12tfFBk/ABnjz2wGS4asMZTZgRR4vuEOzi1cvKbEdNAmzSraBfFj8Oi5a96pJX2vlsWzQR+v16Bli7CqMXyosP/s0N8Rwkr5GiQa31KtVQCIELca5FPjIG2FLN2e2hq7P2gVkjwK+z3PGThApWC2Cpd137bac180iL/cqYlY1MAQF16N1LIGVgTITcmLEpkmmwZCqYEAbZPFVqG8pUUWAAqkxy8o/jAwoiSMx5J3zRAgLSpQb0KaYvL5wSCnwwBEKRUcoFVBbhNSAhrGSZ+P0BKGWyCsM0oMk8pyT8XfB9AKw/VSCKo6ewL8Rv8c29wS1MwTG0JqTGOtjWhveqwXPYgEYnCtPjh0XYUweNVYaxKGO4b3QPVMKPTBMV87TSZCCrZINYNHB88MzhVJbyrp+XnJ6EbnQCtTUn/e6PObK/mnZ9DtErHySKtK39uSjOtVjUKTqfrUJE+A3VOJTXan0WueVRd8L2XzkblBfq9JRluzVSF+c9u+IDjmDkja7fS5Nq6XdN2rs5g3t+KPlj7jkyCxjMMLWPXZZZteVXSBJXZNfuxYZzKnAFEn3v+imduFguEqHpDFnrPJ5sUvH7W0jomRxRPh6MtJXadS1hcOprjRnX2BvD6Ay5XKtdwXkZfw4qPjf/GlkPnxZHHRrtOEHAKyVhuvV1pG9v1JYtP03goAKLI6x8RMSRPEcMbGlbkddpGKmMpad3cLEL8U7SMGr1XlWtsZLcb/8gmb/7pA/4Ew3BFCq8Ew3AVQk/SQOofqwaF+0taN6mTpjjT+dDPxNwYxjS3dYatUzWyu0BD8XvvucAyhyga/bMgph7iYBv96YoRqJ4g24B9uqIAACs+ELGgnDdoRAlRAakQDe54PD2oqluHYasxFpR2VFYVTW4GJwN82KuKYv4+qBq8BDAFu1HONLbD5SZULKCqXZ/nnGs57uI8f9YOtK9B+Deg+GVy6EZstCciZl4xVg1plKP9nfp65ZZi15tiSQoqE7g+C4UOCrCPq1YC6CvAuwpEgJMYQHMbRY9xXQGBkJenqmVBtqFRO6ggKTRI2Q3Cjghaq56A8oKc98NtXPS/oxgrjWNpB5fmxZ4vbVmNFjEjDCP+HhVoPsFaz1dMAcYzhQ4V+zRAms4DWY8rnnwEUqQKGtRJ5czsyJiq8KMBQdksHt2bUW7OMyJJVR22rY6uO9LQB5yDenYk5tsnjRavCnVmh/QoVFWoaBRdJQnzanK4M3lCVHP9OTn652jm13joPOhfbr32vzPG5WNlMrz7Couebit3kDZNfamV0OQii80M0AxVQXWklYNXLOdjfxZXbeHUFwILwqXbfmQGYDAO4aVSfzcTjTiXc+PAIqvaHJE8icOMB9i9L6BPn7D591OMw7hLn1gP0+qUMpY1Rr4+JgL445nxT5fmNHd/JlaJCQ5cLVc+VhLDUAfxwY6zzSj1MqnuP5BXNBKdSKf1HFXUEtHVDQ4A3W1+EiMVdjdhU6j+TJqmaDLV1gyA2DNw1cLWDe+pVEXmISDWrwyVm84MwoaNIVGcNHQASQ2RpFaWVgQbjsDJJfdL2kBvtPRtBXCSANZBzp5I14nUuFY0MyVkI1BSF9ZcF8KT6dX4BGUY09yN4VKuAbDGQQRFSnpVkit8VKAQs/u0e4j/B7T3GNWG4A8Y7G+IbubR44jQaZV2n55IaKLKsQnHM5JEKkXNcC3Ab4OsI7yNqH1GxtZUiF8M4YtH27Z4Pki5g183OQyHUhGorcKO2L3HjwVFJq+K9wrsBhSUDei/PW7uGqBSrggDoLOPpGfLLB4S1zo1ymyvL4hRY86jHFOv8d32NmLRPVkhInsCNoedEvwM1YdNEKUwYbzy4X8Pd3yE9Pp3ekFoCkTCWDV1+vrLiRyFVZuBH3yOarQdSmiF1z6uTnDNufM2n5tV1NMN9S/wsM5YLSLxTn1F+/5Ie4+z3r0s25y5AMhTCBQQDr9cmnX8ChiyiX1ynfWAiQhqvgBAaqRHJEFvWSgLTJM9wgmh5UbJB1L6UgdIOuBaaSL6aertzt88MPuh73Qm1zbRL2O2R9nu4mxvw7Y2ey9PzYTlr1Rd5fyg9IVKqS21PXIdMi09PgKnPupsb1A896g9etcoCFQXiaIGNR4J70h1w/SSoNoL6KaD6ugU975T74hg0BvhtgO/85GcT9BhV+kXnNfXDAB4MpWiESao93BbwxpcYqhq5p+M69VnJrPbsVeL3VBBnCgTQ1hoPulPPu/+8UkXFFyW7WubqoHrWOZT7tlGfoWFQYdbKqx1ECMop6XvdOP2f/42nf2kUeZelA61l53uB/6KBKm33kJmsu/uHnzCsbeBvcxcKBLb/q+Wy/SDPhOwYeQebY0xtzbASpIaK0oD0jBAsuSbGZt/Y/J2QIiNFgnQO3Nusw+yiXa9eRKE91Eljmx3FiuCjzU0AxLsVmAnpb1+QNhvVx4rpRPDmKVg3tV3LCLpZIdw2GNdsKDyeqlQopyhWhiYMAJMYeZaQFgZZB4qcD5m8IFd6n4RW/ZkgQIxaGfsEcDcebnwzSXz2rOfnfb6xO6ukLhPyq8SD7F9zJsYUqsUMBZY649dd2KBm1ZOTJE522gY86tToB15Als1P5QzZ9diI8lICvchRsirrpBCnHAXN71nHM5zjJX0PeQOySn9JDt9XYkFuvbhwc+z5uaH6bOD/HmbwXPhzLiNe1KOzbcA4KvfC7lLyyrBlS5QQKeKn84QpSXRnLVJQMhnVUiwRrlB1nQ5MEJ+e4P96j2XlwL804OgQn4HYaosimTxK8aMXoHmIaP/fF92dxqjGeCkCiwX2vzRmlKYWAxrctcJxo7LRIUCqjHTXDZDHJzCgfXIRuDHAPS8grRLo4tIXkUfuAqRxCMsKbg+kSttvqtQsqDdQd03z0hmXuvtN3vr6YSI0UkBpW7kOOhjfd0BTA3c3oEULed5o8p/rWYkGvnGt8xexyiqrNPOo0vaSEYT65Sn0eVXrztxrUFQZGq2E/F7beap9ZoNxe08FC1iSqaWoNjszQFMEFmOMhHgXUNUBbT0iJkbXVwhj7usbugC6ieDRfG3MzG5u1cBGMM3abMqRYlBw4GUFYAnmn+G3Nxo4nVN9wocHvUebRjlkSXQmGYJCbc2OgsYE1wlkoSi7POhXCwpMyDtTgMggD/FTUsoAjay+4HfKRcrXh6MSduunCL+1inW1BO+0KzHfiR+gZzNJPBOW37KS2tqfUzjRz7pcvZyqMi4y9dNLb7HpF098zoznc1llhM+24d668vV9kWyKMsArQprlmPJco4hgvaMMnLWjSjAFrvKgyOsQjleVh/yUPenJzzf14neXsYBVV778ObNqU9eBWf0dCCNSf3jDxTEUu1UCXs5w0qE0RRluNg2QXHlg3tp6DH/8E3w/YP3lBu3PtxjXHv1Hj/5WkwZtBX4HNE8J1XNAfd/p4HQYDzSW/L/+i4lIUtEfc73ZPQ+C+mmEv9+rS6NVD+l5o4ThyivYAACsSlI7ZAe3HYGoPjK83QPDCHe7Qv/rLWJrfiv1JF6ZB+kUDGEWp6RZEqcAnMEDUVTvbRNUGr+tdVaRkqoG1DWo3h+0Jt12VJTdQEobycnGbKURk0Lj06FH/P7XBYYbDaaaIAR+Oyk9U1SgHMcpiQgDMPRdbKQQLjURkSU4Awy0CfCCoa/QdxWcj2BWVBqEkAiII0MqQYJWgb7T6zGuoZVaA7PKtmTUEerneTIiDLcVXOvgK4YPUdWVTZGY93u91000FUTgpw3S4wT8obSA24/glUe68VpNZU6UtcVyYklO411sUF7jekwVbT21AYc7A5QE5SJxrxbfrjckWUKZqwA4uxOnugKtVyDTVXzrM5Wh3lkF4AXtQw4rq+N4I2HUdv5qpQkvHCa911peL85nPneek2tfA1u9Um3NJbsgCXlmnRNUTqoZaQumWbJ5Z8/vverHp99M22oHPJa3JoBj4tXxypn9CAgAvH4umfCV9t3p3uTcVye/t1WKLxLI/HiYXhipnXrdixvzxA03h0Fek6jTwyM4RXgR+IcazW9eyXuVU/Vnz+AxoXoa4L4+Q7Z6nOQcxB4WeXiC734BJULi3HtXyRoedFYS19kfSXf/7L0ile4fdWO7XiCt1Mckfz4A8BjBQ4BsdrpjXDUvE40lmTJMDkC1F7McwAHEGBbUMqhAk05SnS/HkyzJzNKbb1KppKVxFogBB91R+72g3iYs/7iFbLZFQp8xtWQUxWdIPwuafieqc8YZKaf/kWShTGBcK7Ch2mbEHSCsrU7VDwPqJwBwiHtGXDpInZCcA9cRropIQog7D352BXjAYZLscR1QWRKLjQXtZB09T6ifk5Jx9wl+N8I996runM/VZhnF0CtX+EwAs977+71C/X/5CeNdi7A05YJBk1msldCaGq3k5GhTXZJwmiqdVNqReh56XphaixbdXBeUH+R0xpznoSef93wuucV/vC7FI548bLL2IM7Nq0/MjPIG9WJnQhLwlibQ/ByPFE1+yJrP14nU82keB0NAvL8HMK9sflDb7LvX8Rd5YvaicjR8EhN+zfsfB+lr3yN1PSBnksa5ncqZfmg+h7TdvbghTq1c8R37/cxXcUEdjGx5qo97/DufP0I+f0Ba1oiNQ1hXGpwTbMCvhmD8ZOrO5UGdVWdMykJfTMZd44ow3ji0v0cgKIRYaq/S8Dsjun2809lIEmA/AG2l7SaT7vfPg85S7h8Rv35TcqBzqOufINyAW+UG5TZMrHVXHDMsWHJVY4rQ1moRByC30QbVAJMQtAUGgPa9mm7JTCjV2pv81KF9aMEjF/Vmdfgc4X57RDiG91sb13cJruOSIPxed+BpREkwCqmmg7lXtdHvIiwJaDSQuqDgAcBahJ2+brgh9J8Y4QaacKJH2lSggbU1xkBcCmg0qZ9EqDc6T+PIiD0s+U0VavYPijWj/jbA//YEuX9EvEB2jL//Dn5+fgHQSfs9/HaP6nmhUOpAxfag++BUbTsAbq/H4Hq1QcgWDCotZBD4OCELfSeHxnPG5+JetAW77VXMk9kqV0skJxj+5xw5y5o9ny/QqqaQAJx57vPvnOLtZM7KrA1/8uOveM3fZZ0Q43wBhHhlo/8+NNrxj7N52Ctl15s9FU6tnJ3fOue5Zl06xuK+d+YzrzmWPEAEDv11svzDBZWFUyKHx/yaa2V68vfpPn1E/KefMHxqi1ZXaGjinhjSq9o5pNqhrjzo3//8MoGNAb4T+J36w7he0DwmcC8Yb7RPn31hHKCmWCYjgqcNRBJovVadOMHEEBcocGS9gs+yHpXXSmsTwMGBW5OuqWYik4DCaneC9t54KH4afpPNQpIRBMNNjSbPxEJUSLt9P/N2MjUNaLuH29/C+4kHBEBh3OsF3E+fdTc7mgKy2XAs/rTFuLzBcKPnWO2UiOj6BLdX5QJl0E8yPKmymZTt8nmwGZHNVHLLyO+1yhnXCv8GVCU71gIxAzWKBP+sdgp5DlJZovGdwI1Rqy+vmVtBFPozv1XFbne/Rfrrb1epDR/vzosLZKUbjuppUEkaAvq2muZVmAAlitojkxQScFZdaEh15B5RBExjo98nyGR3EuBt1kfdAHl4QrAd9nydrF6uXBeJ38dr5rT5gqJh3ZZrVFZKrL2W1D2TDHq3B1eeY5kGXBbjpKou1ew1863vQ6PlH59o5xyTpxRBdeFN3tguU902nIYwvnfuIsp7OLa2BvB6D/PccRp7P+10xiHZTiAfZ94NnDvuc0n1+HjmO4+5v8VJJI0BEZKAnzu4hfZeeUiomRAXjP6GMdwShhugHx3GBeN2iKi6z/B3VkHlGcsYUD0FVIsKXCsqq36KqB8H5dUQIdUOqWJFDu0AMY4BOVafo3EEfXtEZeZbcKweN11fDLKoqoCYVHpk1yrXZ6mWBalixGZqrwkZbDYK6ucIHpIlHBNrtHvR7yLqvzwh/OWv5ftCkkO3w3zZ+h7pb79jsVqgXjfawtmriCR1g0L+nzcnTbLc1ycs7xpUG63k/C4qadGOGwAoCOpt0H93jLhgUFQgRP0spYorkPIMvjBYMH5j1E9aVcZ2Pv/QVhUP2jJTYzjbEAS1Jwh2DG7QWUf1PIJ7q0CHANp2oM0OyD34mbf8Nau4QI4B5H4G1x5SMRIz/DZi3SXEhhXQIZo4eDm1HTmoOvfYMcKCirVAmWONOoNTCLqg2iYlED9sIJtdmaXohWZ9Pk5QIw5m1TkJvJNMnknYAA46GC8qm2t4hPmlJ2DT+gHnUbYXk8ylTftcZWX3Etgg4zCpPp8BPsyv5+lkk70Izjh0HhzoGe+UYgB28I8X3uuY1PjK688O+I7heteuXP4mRXzhyFb1vSuTKMs6V2pe+BxerQAbXJ9VmD0iqs0VnQ/fzFQNxgHxMYI2W/g/VqiWS9B6qfLuMeJ2u4esl4if16pHNSb4x06D6nZXzKHSGNTS1xkfogy4dXdKYwR1I9wwcXJU+kWVgwUVyGNSEGbzLKm070/JXDLNAAsApK6QlhVS7SCVtqZUYp+LhIu2ifTPyRFcSGi+dYpjMVFH9Oqjk56VQFR9EstdAAAcTElEQVQId6YWcEqZlz/cYfi0xHhTgZKg+QbwswICMIwWSI4QKeyQPt+i/1BhXFpLC0DztdNKvfGWADX5KHBhVD24jc65eIgYb+tiSZBnGjxqG2q4YfR3hPFGjeFKFWftQkqqhTbc6t+TI7ie0D4kuH0CN1JsCcKCEdsafudR/74HP2w04IoU/UNUlc66bAj+OrrJBsoxgjY7VdOWBlQ5uF6Th69YNySmBlDtqPw5GcS92ie4ISdd/XdhKoKm5TuvVOkirRbglIp1QbaWPpcoJUkBKCmV4fI5XTrnYxL29IPviykH63u7O6d4M8YtOrZ8PrVO6i7m98nIZluHySYnhxNeBC/WNW0skYsJ6dwiJt0R2I72mpMuH/lewMIcHPED23NX7/7OtfCSItoyC/ekP/orjqrH73fw3klJajSMkN9/P3ipu72F+/YANwZt8zWNzrCHofCrFJGyQ/uXDSiukBoGjwK/DaB+1GQzjJCv91ObzzYzqCrwpw9ayQRrq9n/qQdQeYRfPiAuKzVJ2wUjOapgozAQW6fEzFoD07hS9WeQKhv7rcCNhOHOwfVN0dqqnke4RwJ9+gBXVYjf7pWvUFdAUmUHyn5AMSLzRmS9RFhXCCvWyqKvwE0NwgDUFah306A8c69IDdZyK08ESDVj/+tSZw777Mti5FYCIB5+H+Efe/AQkGr7+16NxLLKwu4fF9j8gyuGaZkAmik7wqJ8KSOIgvQWECJw0MTHC9a5iLUiVccOkLUDUouaAX5WAUtVKxf1NCFSQchwqP4O4KW6Rd5kcaPmc+sWw8dGW4YG1ggLNkDHhDAsyDM/meFl8AQZrybDyTmIVm+mXBEbB7ptAAbobz3S02bSD5vFpYPZS4pApIPq5uw6F9MyofVgrjlT0c+znf8sc/Kjzb0kecHdu1pCZ7aOY9Jhsrk2IWSl0PmXcm6944LOdwQZqvfqTOg71ntsEN70/rnPCkx6aafkgM70Yc+1w+bSFNdC1V+s/BAMyhNy6xWwaHWYmhLkeTMJK+67SdAz96CNOzD+wxq7nz1ipf30tiJUnlXzrK/B3sE1jfnDm05WSlqlrFpQSuCUNNnUlVY20IBCIoiNw7j2CC1P5mcyBSbxyq0Z1zoEB5RHEhtVZ0ayQfpWUD/rsJ4XmsTgHNzHD3o9cmU86q42c5cAFKRaGeSTICwc4n//BIigehpR/ccXrfwcAzEhbbYgx+DnDs19Db/nMlcSG6/ERomNuc0HKJSaQipAD4oRSOpSSaOAH3egEME/txBvbPuFFFFOqROkSjrPGFUWSCV79Lplb5/kVWYn1vrvGYHmRmh1fOPBsUE1RmAvIDEibwdVB5g/kzkuJHnRVimClf/4C4af1dsneeV0xco0z4xbk1UD5tcp84CEgbjQ5JIVv7O0TbUh1FHUpZV1M1Df66yQqkoh2aJCwjSO5bl68dwQT1bx85hwiuh4as27F/NrMq/+ro1lbxgLXBMDlGRrTp/5/E5scMvrs1o1APT96zSSC+u6mU1e8wwYqey2LxqUzWHFrwANTq23WJ++d/1Q+Pap9zf2OYAJYJB39063um86z6MbsBjevXZj5p/bA5CNpUQ0qM5tDbK0cCEnEinuP4USSIp3hq8w3Dr0d4zYAG5Q5We/jRromXXXv2xnopYq4kijunaqm2cFLBqFSTOBuwDeDUgVg1khwDqHmMAAiUQ5Hj2QvAA7lakR6+OrsrPxaXY6j/DbAP/c6xxi12lCjVH5FYBJkiS9PikdIADdwzOa+zVIGhXhXLG5kyqyDc76WzFN0iZMCH9YY/uryflEhWYXmHM/PcE8ShGldH2E1F7bbI41QNcMVzNoTODnXQEokCgIABCd0bAoNjjpdcuQb/0QlM8GsmjlNMdKTluP2orUF4lzSixOo7Ye93tNNsc79Iz0OtHfl3GA+83DrRvEhblrJnUh1Wou20GIcmwkJxlt7+VkBIG5lc4AGjyb38R8zECqHahnYLUA2lqdPwdVE1BrDOOFZKpAjlFnzBDfHCuOVabzwP5aesIbYuWLYzsxDpFgpGOe8RFz/DhxLFkdgKoa30vyfFuyOeLhXHPhr4H1vntdkfXzsLzMPE7ppX3nZ1y1jt/jmlblte9l7wfgcnk+21VJHw96rdmMDlHVbmGDe+SqqR/OPhz86YO1lMSguED9GOGfew1yMWqSyYdhXvXqpZ6MyEn6mUnAu1FbHyFBvA3Pk84UeBRUVmlkky9xUhBpQtC5DAPcZzdLFIb/wW5710F2e0VImRmUDKMGo5SAygPhMMDQssW4rjDc8HQ826RD6fsO6W+/Iw3jJMsumqxSzUX/i6MgDSjEUtebuKmJU9KYwCEBIQGOkBqv7cKFM7QY4JYVKDZwfQSFqnBQUg115CQATgAvQCsQAOPAoL1TQVSDDQuZDI6f2kUcJkRXbBjd5wpu5dF88/C/xTKnIdFELzKFEXJusmlPohJN2Yys60EfbpFqX6q4ZFpnGdQBniDs+r3bPUNTMqGom4h5VeP3CpmmaJWZtdrCwgHSgGsP6rS1i3E4L5opovci3KRm/SPXccL6e7bTTsSYAls+Hkuck9ix9tl36bbZeluyObXe4u3yd1jFr3vG1p4vGQdA/CTnEt4w3zjxftcfmHFpjqqW/OBlaXOJF+Qm3rPe8T3wagX69AGyUOIlBbXdBaBD791eB/oX3tvvIupG21tusF1p5eDud6B+UOUAg0xKCDofqbwmnRAg6yXSeoHUekMXJQAj0rJWrxODA4OgrTRzqJzFOUVhGdtcpWikkCWF1ZHSeYLfBvDvDwh/+nP5XfIe/HkWGJ+fDyyA8+r/9Sc8/o8aw61WAn6n+mrVLqF6ruEXC7WGHsdZ+61G/WWH5cJhXKk5WLVLCmyoSCWCvKLUOOiuUyqGLNXjhYMgrBzGZW63MSAVKgK6T5WKet6YcCoA7lQpQCoBfILkCmfkQnrM8xthrbICUNqT2VgtVdm4TtuP4hoswhru/hFErJsFZsh2W1QWBDgIoGm3O5DAEu8gtSl9s36WSgxNCSab4GUCZ+EhVaqkAACpseREAtep8Vyqgf2tttj8Tt/XDYz62aH5OsAPAbJsdVcf08vhfe42MB+gEIHDdtJblE3OroJG/Y6+1DtWfgavfr1VQW+wzzq7vivZ5P6ffGcvb3pDG6xdmwxeUwvIL8tV2CVfhh/tl3OGrattFVekzTNZ8NX1Gk+JZm3Na/3Q2cF9/gRaLxE/rJEWvqjuZtFLSgK3GeC+PEGeNrojPHp/ahvEBWNYqR4ZjwAHRvNVVIrGO2AYQZtdqaY04XrQagFZLRDuWvXJIQLHhOgY5FkRRVYVADr8H2fGYzloZWfOovFFqvMG0YSjfwaqHTDeVaB//gn+dgV6eNZESqzXr/JaFDhW8chxRPzytZxrbOZDfK2Wlr8H1A9KeIRjkG+LZTmv1yAi7H9dY/urK2205lFFInObSgM9Td81gMxzoRhNn0w/s1greNYW4Q4Y7oDUJvBqhPP6MMbI1i1KSEJIg4EpVgy3YVBiuB7oakZoqSgsADA3UxQIef4PtMAy/gr3py+QEIFxDxlGcNtO7ZpjMdq6AkUGoJyrce3RfXAIyynBhQWKLE8WTBWv7TQw1KunVkM/JCD2DDZVb2GtbDMwwvVkhnlU7hFKos6yTxtITODVUhXQ96runmwzda7b8JrY5JuXyI/rmvyd17Wtw9d0Nb8r2bxopX3vxbsyeRyvnPSyHetct+u6NzjSGsqKyjYMv9a69SoxTAMCHMxHrllzAAGZb41zqvfUKYRWhqEQuA4Gk2euqft4B3y8RVy1iLeqIJBRTrGZdp+89KhrD9/1irY6dhMkQn/r0H8kU4uG7ihvarhOd/K8Z7s/luCYSt9cmlqtfzlbEySk2iGuuBzHuJycG9UaWWcQeTCeJWu0rSKQCvpz0nmFuKndoj4yHrFmNI1DPYbJgdAxxDtQdCBeQJoKFGq4ENRavO9RbQKaJw+OGsj8HogtY7irwcNKYdCDWRSYKjl5r9bTxn/hEQgdHZi5ZYVl9ZTRa1FtVfanv+XJnbMh9He68eDgUW0V4q1ET4HzCXWjz+Q4unLbUiamjGwKAjpXE54qwjyzUQFOg0+zXks3aAVGyaF+aMCf7nQDMQZgs4Vsd0ZWPHzujs3FnHPoPjp0n+xesZe7Qb8b5QcBqEUTD4t9h5Zo6gRyCWlBSL0D7xgU1RMoNZp4wAAH5Sb5TsxyQNRZFtBOyBiBMeizDRQFdWobnaeE8D6FkkvrGJl7Qh3l4N8NhFOu5VtsA6z9/Vbb6RfrO9Bnx+v722iz9W6Oy6V1ok2XIb85qJekl1/71jLrlHTEBfz4weHd3OgQPd+4OTmdWcV2oOve3RNWolVStNP8s+b94OPB5PF7NA1ovUK8aQvPI3nCeOcQWi4qAoCqCMSWsRp/hvu2VLTVviuOlLJoSourBCxSeC/IawXgGa72KsYZlegpN0uEuwVSaxXNmAmgSnTM9sj9HSPazrcgk2xWmWoc7IBzTGUAqRH0n7Lzpfb01XRMd8+pZqQPK7jNDunhEVRVqiAwjiA2t85+UI8iW+65gxtahGY6z2HF8J5QP3ng4dFmXBOoQEKYKrCZiOR+wUWaJs+ZyldJhHElGFd6QqkihKUm20LoHFD8dCAAdQ6h8WCXsGhGrNseMembhsjoa4/eV0idM5FSJbiGhXFzPEp1AOCg0lEHVPXdCQuHytxVkQS0XGpgHAcgtVOlkGHFM8CANB7VTjCsBXFBGFbTdylepu/VQA6lHZigg/5ARiYm8JCvjQ28Ewzmrai7WBEqUQUE99wXhr7su6kVljsGkgBf6fO5WuimJ6WXm2l7zg4g0dcG85liwMnfOTHXfW/H6NWZ+oVOyUlU27nZ0uyavGZp/UOTzfEBZojddyWgk4J1fDqof2cf9RrZnVyRKFlTyWIw4qYMgyaoS0Svc4TLYxw+cP6mNA+OS8c4x8QXcc6Zojc3pjIdFRUVFrrjHFeG+MreKSY5HxYM4RWWjYf/4hU6abyZeLcoltLJCxyRDaqh8wIACU5htR+W4JBA+8OLIAyEpSKUUj0F5lgT4gIYVziwfeYIQOzfcnslC4yxIALgnZuslBuAl4SxV+M0FcJkLFYO6zGCiYC2gTgGFg3Ea9VJjkH3E8Sfvz6hflwDosP6ca3zBgUZtvjwl1+R/vzXF0FK+T32lVjVlc3PcmKnAFRbS9QtpgfZjj8sBJOkvhEYHWG8VY6NVAmIhBAcOgKG4MohpMSIkUAsIK+mbeMdITXqYZRqC/ROICwg0T49JQIHKuoDqsMWiqAqdnsl6Rqhlera7k9FOsE5sEnak/cIt61Bkwl5N6dVS74RoEmXtZVGYboGFAEMXAAQags+tdYoaALShKW/N/aEsHLAL2tUrQfvR/DTFrQcdH44V4jIlItkZE7TTztZiWRU5zkqw6X1n6F1JrOdxPGPTgInzmS9AzI+TZDxE+slqfOaC3ElUfOH9jjLm8q7PGcO1kwvaC4Bnt1HL/2eJAGCVT1EgFtPLbHvLFdfVCJHGP/8b9L3EIMq83r9om14fLMcaHt5r9ew78GPT+B9B1ovAdyAYgU3OIQFlx1zHrZnb5Vx7eEfnFYnttvxf3tEe6+e88mr/lZ7n+C36sSp/XSHsHC6i+8jOCTwoMeVHCnUOQgSzeRkaGLK56pJaLaz73T+EU2aHjkIJQ2SNGaINJkhnIAHTTRq7mYzg8aDjVhKJo9Di3ZKOE1Tknf6+g3Nt89I1QLD7XR8GYKblq0G27zRMvfY1X/sIG6FYTXNmIKh53jIcy49R4Im02yPEM0wTXK7UPRnlP10hpkm2sBIW4euTaDawAGDtppKqZ4A3zGqRzNtAyFYkNcKVV9LgeA7hZX7TrXU2nt97vnBFMC9B5pGSan7vaIJVwvQpw+6IXl4PNgUVn97wqJ1SL4uEPasAACeqmnpAYjObTKZE7A5EmB2BID4pN970LKWgmqpwcAF1V6FRMPKAdSiYobb9wrgqCudJxFBxhGyCYog9JkrFKZn8FRsfIuE1ZnElJ2OfwhIKHPfriVfvoW/k4Eyx52m2XV5Ld7PMItXEpbmH/Qj1ls+9w3vCeLCJXkhuzNvN70gV16oW4+JlyKQfYcs5fGjYIxF20ykBCwA5b15tVJ3T2Zgs329EsqHezTkTAB4DVBo4J86UExwQ6WSKUHAMRW5F44C/9TD/faI9PsXpGG0GxuQzQ7VNlmSIrjO9LW+7HT362eJWAQYVRwRdQWuPaqYtCXDjPG2Vm4ObLhvQTJZiyW3xLg3Nv7R3kB79mIB3WBo2UogV1m17prrTcLyLz24D5C6Ag0jEKCE1sorWo4NdWXBIA0j3OMO1apCbCuzZ7a5ySigrgfdrPW763t17BRB98sC+89KXuQA1E+C9j4WkdDQTugvwNpWbmoLQoz3InrubtB5EY8C8So9oxWQVnq8CAoUIEFqHOLAwKgioLBrmg3YuAd8IuPf0JT87GccTHPMlAXgSMVUiRRcsVd7c3dzo+f98x+Q7tRdku9vEf/vv+kpGNcurB3CAsUpNItppkor2IwwTJWU1mJGzwEo7q0uApEYskiA16pOnO5IskVCrBUGLaLzP24ceNkqmbfXexBEoKaGqypIPyBb01Ot3JLsrvmm+cfx/OVMYkr77nTMOW5zHb/fKc7iUdutgI/eWnkdrdfcOqmqL0Kjc6dlSjbvISz9iPXWz71WJkdmXBKiyY75tWrrjSgRGQbIqFBet15N+P3vAEtc1DaD7oKobXQHJmn6LGLwonmh6XWulyp9DyxaICmfZZKBIRApudBveyVdjkFlZ4wfQyZsSN6D2sYEHDXY19sE1yXIogLFqIPZ+XXN/w2jSrH4GnFdI7TORCipmGpll0oAxc45y8uXQJwMphW1RZYRW37LaB6scjBOS0Z0Za968aSSOlkqB1CUVT7elHRDYcv9z/+G5//1B3Qf2JxArRQxGRyKqeyIJSaACTIM6G9V2DS2Wo1QUkvkPPjnaO00n88RhTszKQ1QaSGqArS2QJNBgmOr7TFqI6omgFkQI9utocN1EQCBkRpVUKZgic1LaS9qy0xU8XuvBnjZqjl5ILQOftWCOm2N5daxxBFEhPB5jeFDDRKgdgT32y3SvgPVFdJNi3FhgqnNNHMSr+egttlqfxCXCbKIICeQkUED62Yif++5qhECjLg6X2GhVRPAaJ7s5nEEqdykCRzMXiLL7JhrrOx65QUxvc21M4OLiK7jIp4J3kUFHjOgT4zTZveK2HJRZPTSKbyiQn8QT64AdV0W4jx1ANfKofy94XzvqRzktLba2Yz8DtZuDOPhTuS19zhxncps5QrrWFosVJwSmHlypJeJxntTgH75ecqv+Yjw8y3GdaU7zkYDII8M1zB8ZaRKMQg0gPjH+6k1Z7MjSuZZQ0qujAtGqhrwTY3qeSjAgLRqAa9y/nFVqQTNgs2/JE1e9AEYVoS4UOIfJQJi3tWhuFuqiKO2x8Cz4XbSFhuStV5Yd7jasrOqhxiu9/CrBm7XldkDmeK0AKB+RBqn67n/14/Y/Oow3uhxZFtoqkzb68MaDpgQaU6/o/YhYrglhEATATZNY6asZQZLMBS0ksgcoTzHSh4FTCBeK8spYAtQKVorBAdJhNQ50M5KJCf6n61YC+o92dtp4sntPGHS5FWZ3I8Yd2lUgVVxZKRXA0EYKtLd3oKHAL830mcfQX/4BDeMkO0Om39eo/vMKivUWpJcpcIJAkMTBwCwmCQWgZcB/jaCSJAS6T4gMkLvgJ4LtyjeRKSW4LaM+jEDCBQs4PYAjckUK5ToLZ25x9aVcspmG0XKwq/jYdw7J2+V/136XjeCWRvvjfGwqMADFrt+TCfp2k39qeSRkbbJrLQP1ql584l1dbKRt0B0X0s4J6qTXPL9MJ7LFeuHftZxi+2K15dBvpXs5HXwLuMrs7BxgGw2Ks3fHyaXF+gZm02dalXyT58Rfr5F/6lBf6fggMxncaOAB4bvFUTgRoGvGM0YwTc3iPeacKhpkD6u8fxPHt1nhbO6njB+UeipG5SQKG4xkRgrFPn7kjgS4PcMNwAx/3tukREsKisE92DHb4VFclIkW8SG3KkGxlsNoq4HSKig1iAKlx1uGX5fw/0mILNOoGFUheBFDTQ1eH9TuDaxZQuS9tlexwXaTiNUz0sse93hw9QI3M0NYs3mVTO1Al0HQ5jpSYhVXUIAJ0XYJWPWF7kWm9P4DnB7vU/yAF88IXodoIsIiATcRkiVIIMDxilxwLg6YD0WyZpp0HkQHHR3O7sVVY2BkBrVWkvrVrtcXa/tMwBptwNvenhT7HAPG8jDkwbdpkH9FOA/qE1AsmTLHUNGgTQEWUTwMiiQAabrFhnsBHUd0FYBjhMcJ8TE2A8VhtFjHLy2SxlIkRC8hxtUUTo51c3jwODRQ9wSFFvwqEAV6npFKI7q6CkhqDp1TAp/PmpzXfKcOvj7a12U2XyY+Ehn0q5n3oAetMJOoW6/Z4NPBG4anBU8tpbeKesMAC/mzZlbdayufT0a7S0VxWsnfkqD5wcFfmoa7bW+0W/jh68zCXfuk3KQJPr+arFRblsNjM4B2x1wSsYcKBXdqW+Dl0tlcxMhtvrwq3oyLNAT2GkwFrZh69YhNYwFEZz3SE9PSPsObternlZlMNREZr4m5trJk4tmM+O9ICOrxIb2dsxswpD2c9fPkoyh0CbbYg30sdXZSdbX0t+lMliORlLMbSt1yxQ09xHVtw5gDZ5SOXCn1yWLgXKlfX13c4Pm64D2o4MbqAzwU2UJZDCk1hiAlBTtZIPVYC6m4gEEQIhUpbmaAAM0SwJF/y1YMrWELKZxpug9s3UYFSyRGku2vQ7LxVm1IKRahqXvaNcgTdpxuaKMtc3CDE5d+k2C0t5TKHGnOmMmnEq9s5Y1lzYpRdE2Vd9DYlTFDDeJbBaJnUWCrAJcncAuoqoMRUmabIlE4x0JQlRPpP1QIURGCA7RUHdFusuO9eA8RzWr8/uolY09HyRGrE3a8oSvdGa33+vFriqDwL8N7FTQi20LVNVp7l+GXoucB3tZpZXN1SAnhv+XlKlfW/beF1t+oqhMSHp5nCfi3DG3Kq8fCn3+z7B+ONP33QdyOuGe+yIAXJ3QU9cB3x60B755H4ol7XZwX77BE6FpHIAK46ASHzl4UkBBQE1oML2xZbst11mWTZmF5F0zhSl41s9qjBVashaMdXUGdaxUO2CB30S4PiknxdmO3mlLLtYaxHh2iSiqadiw1vmJxlIpwYzzQBu5zTf9rt8L2i8Dqr89Qf79T4ghFIVxAOD1CjK2Wml2OhiOmy3q//iK5c0/oO+dcl9avUauA1Z/Daj//Yu2Y7oe8eFBAwmA5jFiWBNirzDo5jH77chMOmaaU2XZ/JwIZADY5IA4Tuem8GflI1GAkhwNFKHfnRTVa4J+H27QllLzIFj+FlE/ZesGM6CrJ9maktiTiZk+R7jdqLpyG3PMPSAe2rCRbFjvnaLUAGDfwW8Dqq1TpWtR7hAEQOcQe4dIHmO+3wzOTgRwleC8fpkxMlJgSO8U7JBQ0HY8Eqo9oX6govBdPydUz1HbuVsT4rRjhAiw79QG3DYGIjIRur9zw/oWm+lLr7kY076XSH9FvDwLjnjDZ/9/VkywrexKvxUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "Image (1, 128, 411)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for n_fft in range(50, 1050, 200):\n",
    "    print(\"n_fft =\", n_fft)\n",
    "    stft_and_display(y, n_fft=n_fft, mel_scale=True, to_db_scale=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that our images are no longer ballooning in length as we increase n_fft. In fact, they aren't changing at all. This is due to the way melspectrograms are constructed, and somethign we'll cover later in the 'n_mels' section. If you go back and try it again with `mel_scale`=False, you'll see that they still stretch, but what appears to be additional information that we are losing on the mel_scale is actually information that is disproportionately unimportant to discriminating between sounds that we care about. \n",
    "\n",
    "Yes, we will lose the ability to differentiate between an 8050hz sound and an 8060hz sound, but this is an ability that humans don't have and will never impact your models accuracy on a human-centric problem like speech-recognition. That being said, keep in mind that if your application does depend on being able to differentiate between sounds in a way that a human cannot, the mel-scale might not be a good idea.\n",
    "\n",
    "Now we do the same with hop_length, using an n_fft of 850. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hop_length = 50\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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rC28lOMV+Mub8EfO47NOJalOPta1SLXaU4t377dO3zPIrjwr4G1PVYYNI8DO8ltLvhkuIf9U2CuV3cg4YjIHQkZrvPDFh4T0OWGPUPAqzO7gb5SEAJrUvvjt4BmjWG7+H1vB84Bkll6DPXIVv1rvPh5+0h8ANPtIdK1PSZdVuGGVVY4QxGeSDhAQMjkV5+f51xFSy7mjltap/djUTk/PmUkl6No5KyzLMHCnWnKFOKfvTlVmvO7s9Ou1u/c9L+EnwT0fXLVLyLRPDkkciApZ3VoAwPu+Tn/vmvSbf9nXwNDZibxP8BfB8hx87wyIyj8WjX+VebWvxi+DllCNf8MeDIYr1UPlPeMXZPYYJx+FY3/DUuueIYJNL8QMkSuxVF0y2uE2jtljg/jgV/Jmc8P8AilxNmE6+FlUoUk1zKcpwqLV/D7HELmSW7k7tn2eUZ1wZkOE5KyVWrbRwtKL/AMXtKWnyO0+I3hX4R+EdNZ/DXwssLaQcb9NsYHCe+SAOKyfAr/De109LzX9A/t9JZOZGtbFViB9wVGB7En61594k8deObC3ebwz4ijEJGVjayDSA+5aQE/mDUej/ALRviHQbXyZrCS5mxy9xCCoP0yf519jhuBOIpcP/AFeFadabesvb1I1PnKV5Qt/dm0+tz5utxLgK2b/WnTjBdvZwlFfJWUr+aPaPFei/Av8Asdr7Sfgnp1y+zKhLaI5/Hp+teI+I/DmqXN+0nh/4BRpaS/dWz0ZVZD6lwxB/AVR8QftofFCCQWmmKEZmwo0+zB2/UEHio7b9qP8AaM1mIwf8I3qkyHgT29sq598Dn9K9rhfgXj3hig5zVOopP/l/ja8ml5LmUfuNs3zLLc6tJKUI22hSoU0//JlL8DK1H4W+J1aSW4+E2p3AZsrFIlugX2G3Bx9eaowfDfxPZuSf2fp5kz1admH5N/Sr+r+Mf2itauobpPh1f3EiEtFdXOno7RHB5y20j8B3qjf+L/2uZC0Z0TXLZUHyukC7W4/ujJAr9Nw9biGVNQnXwifVPEVPw5aif36ng0cFTabXMo+cory1Sf5evmRajoPiwoYdO+ADIwODiyJx78gA1lt4D8fXnyXvwWvZwTyYNNZNo/r+FQv49/aX0+6eW78O69uUAeekUo3n1C8gflT1/aI/apsoAdP0XXUAYL/pNvtbGRlvmHQDJ9eOle1GhxJThbC/VJPu69b8+eTOqhlXNL37Jd/awXpvUjb7vUztT+Dvjq5d4NN+CGpqduRJdWMjISc8DgnsOwHNZT/s6/FbUtO+y6p8KpUZl2yINMwjHuQCSMH3P1r0r4XfH/8AaK8T6wbHxHrU9uM48l4uXHqMgfyr0PxLqPjWzspNZXUNSMzR8/6a+zj0Rm2j8BXm4zizjHJcZHCYiGGUpWs41K0/xfL+p0SzNZa5U6UpOULNu6l06SU2vuWnc+YT+yn46jZDqPgExwoMbXiiUKPpmpV+CPh+1n+wXHh/y7gjlUlUZ/DOf0rt9W1z4k+INTa6vtQuJIlORGsu1x7en60X/jqfTLPyr61uIXxjccO3519fTzfiSpGKqSpyk+lNyVvXmbb+45cXxVn+KlGNKtL0jJ3+dnv339Tza/8Aga2hBxpPgUiKQl3KOq5Y9SRwDn1Jrnm+Dy3EksOr+H/ssEx+Y2kjRv8A8CMZ/XNd9feMdbSWRozfzI/zB5iXT6YBJ/Sm+DNUvr/UJWubYR/NwVhdA3/fQwTXv0sbmtHDynVcXZdG7/i2e1R4k4owmEnWlUvZL3uaXN/6U9V6PbYy/BP7LM8iofDOh313akNugWaORJCTncS+XJ69+5znjHQP+y1r+mWzWVn8EruGE5ZmSOJEySSTgHqTk9K9T8GeNvF/hi08vSdN1O4z93Fmm0fQqOlTeIfH/wAZdTVrhl1KzAHy+VPs/NX+Wvz/ABXFXF88xcKXsFT6OdSal/4DGS/I8mfFmZ4pe0xOIqym+zaXk3Zq7Xnr5nhi/ADSLac6Td+FnjnBLLbtJEp+oVMHv6Vl67+zvcT3caT+CmWGOVXV5HRhlWDA4Y8EEAg9iM16zrXxJ+JFtbkXGpXcrgch4YWc/kMVwPiTxL4+11xJd6VcPtbduZI8nHpknFfXZbmHEVeSlVlTS6+9J/cnb8bnXl3EXEtWu50sVp3nO1vNLnNbSPBngHTrZYdesIZZFH3THu/XFY/i5vAySCw03wzHub7rmAMF/PFJDq9/cr5UslzHIo+ZJchfzxg/gazNZi1OVlzossrscLLaqePckEV24fDVVieerVk325ml91/1McDh8W8bzYmvJvV/G0r9/iSa9GQaJ8Grjx/feTb6WPMHCyRkKx55wvOBwO/4V0sH7Fev+H0fUrXwdqc8kuC/kwSy7j24QNSfDfxVqfgPVk1C8lVZMZCYWMHHfklj+eK9ptv2vfixHZxWnhnRnl835YngtzIOmeSoIA46nH6185xRnHHuDxMY5NTpTp9faTcF96TPVnxDm1LESoVMVUhS05fZpNSS1avKS7d7eR4rYfsf/GnfPd6L8KFiaU5xPZ+WHbpuZyAx+ULxt4x1q2v7IXx/iRotP+G9jExycJJCoJ9/mz+leuTeOP20fG7v9i07UFjbHlGKNUU+xyD/ACqfT/gZ+2Hqd7/alnaRxTzYE007xRsBg91XLc+pHevlqvHvEOBg3mePy6g+3tZy1825x/I6lm+aYqaVCE6vrG97LT4edfe9+ux5PZfsW/tFC3QL4K052LIJleWGLI3DcwILchckKRycDK9RuxfsGfFFbNw/h7SYQ5JZJ/LAOeudh5r1Vf2YP2u7zbcXmvaWrheXmuvmB9iORWf4j/Z9/aG0S0kl13x7aSxgEtE9zJOPpzivEj4n4rHYiNLD57gOZvaEKkm/T37feRjK/ENKm6tbD1YLe691fP3enQ8U8UfsU+PdDsDZ23hqzeIYCQWEcaoB+Lgf56GuCb9jjxZ4atZIbKFrOMtlYzdSzhB02qm7CADoq4UdhXrGueH/AI0Xt39g8O62QkZKyKJCA3sFPArA1b4b/tECQLCkkMZGZLmKdAwP+70PfnP4V+n5ZnecwhGOKzDDtvXZxf3Ob/C5nlvFfECpWoY6EFLV87ctu/u2b+9u55NH+zD44spLl5teaWOWbdDGluLfy02gbSQ2W5BOTj72Oldp8Lv2Y4vEEOLu3jefO2ZpLoOWI7sQevFWtT8HfEfT5hNq/iNQy95Hj3L7j5TXrXw50e61bS0j/tnym24JkbYD+IrvzziDHYPLPa068NftJNpf5lZ7x1xNVwsYLGQnzPelHkastr2W/wCepyz/ALFsRws9loiqgzHJd3xkKt/uEf8As1VtQ/Zb8FwTx2niPxDYBt24eVpbOisO+7GF/E16Tc/C/wAK2kh1PxT4uT5Tny4b0SZ/77HH4VVvpvhzBbPbab8MLzVxjBF0zbH/AAAIP5V8NR4pzzESXs8TOourhSjBJ/46s7P7vuPmXxJnnNG+JnF+c23521dvwR5rrH7N/wAHNLjN5dfEG2j+XaXW0zx2HXH6VgyfBH4Hwzf6P4j1O4E8u52ttPaSORunPysB0HpXq8/ijQ4XWKP4Dm1YkBW8p3UH3C4P51q6RrnixFYQ+FdB0+L/AJZyKMNj3DD+tenHP89oUeapObf96pQj93JGo2bf605/QVni6nynuvuk9H6fqeT6h8B/hpcWPkzeGtQnt2IZpRN5GccgnaVPasZfg98M7FWfSPCOoTxyPvEjX8lwinAHyguQo46DA6nqTXsusavryS+dd6wiuFOJVU+QPqolGao654pnuNKJtb6zuMr9+B/LB/EH+tdeEzzNpON25Xf88rL/AMlSf4ehwUuKeIIR5frVVpvb2k0vXT/P5HgniT4Z2v2pIvDksNoYnDz2vkBpHU54wT8uT39jVe38C6VYrLJBpyWs0x3Tulpy7YAyxA5OAB+Ar0e98ZeJrSPYPCkdyM4LR3LM2Prgn9aig8ZXdtZl73wvNB3/AHkxlP6819jDMMx9mk4p/wDbyv8A5/gfZUuJ+JFhYwdppaaVI8z1vrrd67cybR5MfAGkSam1zcahHDM44aOYo8gHquASBn361btfClpppea1W3nLHLyKgUn6k9a6e88eW+sXbwW9rLvV8CN42g/XuKkutfvbKAzXVsDGF5jWAufzH+Fen9ZxbS5lq+lz6epnvEM4xhWi02kuVyXytbX8bHnN9d2en6j9q0RhI88hjkW2svMjLrnJd44zgjGPmYDjHWrelXsclxJcXtnHBKcBnFvHuYfgSfzrQbxpHf6u0UXg66VXXiaRZtpP+4VAFMvV8pvtc3h6Jmzx5cDD8xnmu1Sk1aUbfNH07r1JU40q9Fxk4rXng5Py0lbTbUrJF4eN7LqNtFE106BHmksAGKgkgEgAkDJwM9zVW6Twc7st5qdvZXDr8zInluw9euavQ66GJjt/DlvG/dmjKfrg1leILvW7MedotvbNcSSLkXMsroozyRhTjjPHAPqOtVFSvbVfNHThKWInX5HKUH0bnHp30aUfVP0ILix0LRrVL3w839oyKyjzZFM7lNw3AM0inpnksceh6VqCw0DWjFcar4U3pGd6Os7q6t7Kv+NUFl8UagotrqaBQR8zQMF/9mBFJaaPF4ek3w22pTFh80s2qu6D8HkJ/SraurX19f8AhjurRlKNpVn7XWzUndp+acEvKy6vQ1dfXwS+kSLNH9mTYQzXcLMoHuCRxXOW/gTw9dMt9pupazPlgwWDUZo4umOE34C+3SmR+J2n1mWGTT7VjH/qxGGdmHuSoAOewJpPEXiq6+xEzW9zYqpzlSmGHp0bg/nVRpyirXfzZ2YLL80wajQpVJXlq7yTWvlbmfyNWLw3NZI3k6UiM3V13Mx9zyCT+NT6bYeCdFUT6xbyrJuJM95M7AFj0BkckDPQA46AVz3hLXpfEFs0sENndBHKgRXGSpHY8nBqfVZ9YkuI4bm11K0j35MljdwsuB2beM8+wNOUZS0b+4K+Bxs68sPXquL68srP7r3fpt6m3rmnaJdzRyQjHB8qW3sHdkz334IFQ6Nb6eJpgIpJ2ibYzXNlJGW4B4ZgAw56jjqOxqiviCFf3Ftql95g6JMyqD+lURrOqT3EiXvhO4hOPlvLadJA/wCobP1XH1oUJJWuTRy7G/V3SlJ2W13Z79m03/27Lzsb8fiHTNEWZLrw9a28e4kBbYfP6nCMxP5Cqvh/XvDevxTQeHbGGzj85jIq6RJDlySWOGC5ySTnuTXHXui6dNdNeXWs6q8zNlEmmRSmP7quCo/KtVPiVpelFNHksbmSZk+VBcRb2A6kAEZ6joKHSS1W531cggqN8MpzqO19ZJK3W0pPm9W9Oh0dxpGmWsiSCQJhsyMbB3yPbDDB/OnX+gWF9EtxZ6gyEDhxaHeB7biMVysfiTUGd7jTPDl9JvbLLd3Cx4Htgc/iarnxXrqXoil8OXMKMcEiSNx/6HVKE77hDJc0ck41dY93H5q12zftrfRdBvopdY8XrOqq27+0LPdNkkYw6EBQORjBzkc8cxeJ/HvgWxcNZXQS62/JcjQ55+MjIBQf1rA13wxJrjC7S0jiYj5pTMA2KxtU06/0KJf7Fgu7xx1hjuVEbf7xIY03T63PWwuSYLF1YVKteUp7OPuxj87K1vXfqjrtMubO61A6q+uLfM3May2qrJCpAyqgKGAOM4JJrXtrfQ7/AFLzLu+vw2z5Unsx5a+4YLn/AMeryO48Rala6lFDD4MRL1zu8uK7iDOB16lSfyr0KHVdQm0gfbvD9wxKcxqyE9Pc4oavsys3yath1CUZtcysrOCaXklo16ct/vOo+x+FrONvtmt2Z3HoFPPsQzEGrunPoD6ebaPRIPL5URzRR7WHrhSRg14h/ZurnV2u9O8O+JEi3kmyWa1WMn8HyPwNad/4h8eRWYgsfhezlSCo1TEoJHOfkZqzlTutWzhxPB8qqjGOLcm7PWUIW+6f46+R6WbtI3On23hK3FvEAAsDSQD2AGApH44qxDqvg3RtNbyrXSdJyWdxKUKhicsTtYZJJJJzzmvK77x58UW00DWLew0tehCQPLkegAIx+dN8JHQobuS+1TxLeF7hs+VdWyqM+3GcUexUlrp/XqOfB85YZyr1GkntTc58zXf3uXz2f+fea34i8F2ttu0vVIkMj73/ALPs8rMe4OEfr+fvVq1OgXWl5trZ4g65xDEyfoQP5VwHjTW9D0KNdR0uC3llBAUNHgt+IBI/KobfX4dWnh/tfUbPTI3HyS/2oFl3egRkIP559q05Ela51w4bcsFCcJzSu3d6vTpypXf4+Vjq7PTZtNnmbzJL2NpMwW5j2bBgcHLkNznkAf1rptPufDNzAItQ0xBJjlfLY4rkU1rwxpTo8fijzpMYVNkbFv8AgRH9a09L1a/1SMXMtoxhZf8AVyXAJ+hC5X8jROPMjy8zwdfEw558yS+1rBt+S0T+71ZuJ4f8HXdw15fWTzL8u2GczNGpU5UiNmKgg85AB4HoKsXD6Xqtm0MemWU8X8MNxYsDkH+7IRnke1cNqWsSSXTeGvDmlw2TBCzlLnYUBzhtiEEgnPcVIZ9N01c6jqJhuzDh7xbNlGB6uwYdexJrP2N9WzklkNeSjOdWTe8Y3cml3tFq1+6d/U6TW9P0HVdIEPiSdLPgEx/MqgjsVRzke2cUz+0PCkOmi1OrxyqUwXS3JQ/gSePxrzPW/EMetwtaN410KZQw+zXE+oxO7EfxYMW1SD6A1raTZrJDEb+6vL0bfmltXjeM/hgZ/AVcYLuez/q46OFj7avLRt8qVkvTmin98rnU+Fbe3nW4sBrwuIY5dsMMWjNbJGmAQoJ+V8DuOO3akm8Jbb4TvrL2NjGGElu6geYeMMGWT5R14I59sc8vrOoW7xBbDxXqOmJFKFZZ4RbK5yMKGljwc5xxV1jp1nbedPpk9xK6/NMgLbvclAKai+jCWX4qE3VhVa59LcquvPW0b+au16nQwp4XR1k0xHuwesy3MrL/AOO5Bq/Yz6SshktLdVTo8ZsHDE/7zEA/lXn9r4pSy3QWd5PasrZKeXLJn23SD9B0qtZfEiS61C5E2nzysh2g+fOysPXYyqo/4Dn60OF+oVeGsbXUrSk0l1er9VpH0tseiX9lZJm40fULfT2lkDz/APEuDmXgDnaeuABn2p1tI1iRBbeHILmFyTJLFGqcnqSvHWvJp/iJ4miuXs9N8PyCN3/dpFp01tj1y6hwfyFdV4cvZr20N1rmg3djLjBk+1hmPuD/AIgUlBNWJxXDeKwmGTrT5l0V05eV+WUZO3TV2O6gsrW6ZfsVvaWcSZ8yKbT2GT7HcB+hqfyIBwPEGlj2MD//ABdebT3emL5n9l+I9UafnDyyDj2HGP0rjp9a+LyzOsHiS/ZAxCMbuMEjPBx5HFRKlJdTLD8HYnGtuOJUEuk4u/3ybb9WdRoHifxHrtgY7bVJdMmAw3mwM6g+zOq5rH8V6D49eM3t38T3kWLll0+xJdh9FY8/QVh+FtSSzsF02yuDfDBCuLQxxj24PFRavaW+nn7Xc6fdKXYbhY38yqPfaoP8q1bTVz9EpZasPjm6XLFX0XJFt/OXvI0fC+sapBKZtYj1qaLOFMulyeYeepKsf5Vu6nA9wFutF0K9aVscvqbW355Ocfga5f8AtaXQLU3umeIrxlC8W13ept/N8H9RTZLUeJrePUvEfhu1uMDKyx3+0AHv94g/rQnpY1rYRzre10ittL6+XK+X8zqtV0kWunfbdQlsbWXb1u78yID7lioPNclrl78QrbTZAl/BbRr0l06IncPYLkj86ltI7yNFk8Fq7o55Zp/tEK49P3gx+ANSiLULnUYovEmsaI8kbBhDHp7yyrnjO0EkfXFDd0Vh6X1Z++4z62a1Xy963zMLwumv+JrKTT9bXUJE6b5Gdi/v+8yKt23w7ktVPk+ItR0yJH5+13aRqR6jYTj8hXaa/wCAn1vTVjstQTeTx/pj24/IA5+lYdx4K0LwZYf8VF4iPzHAbDsoJ6cknFTyW3+80hm9HENqjPlbfwKLfzta34HQ6IPB9taxafcsb9gOJpJVmGfXLHNT6x4g8VaQRF4b0oXaSH5TK8MaRj045/Q155d+ENZWVtR0XSo9QhbmOSK8Cvj2+Uf1qm/h3xFPAZLq2vLQqfu3cwnH4bm4puT2sc/9j4StV55VVJdVLXX/AAppr7j0nS9a8UTxTDxDZTxDrvlaDyx7KUwcfUUzw1eXNlczGGQSWzsWTZGmxfoVHPrznrXIeDNMmf8A4mDeLb5UHD288iuv4AMQK3o9WsNRLw6frN4vlHBkiliKMe4wCT+eKuLujmxGBp03OnFKzte0Wkv+D6Mf4k8TfD2fWEsdfuYfP/gjVp1HPrj5fzqTQ/DPw9j1MazJoU5lz8ksN3K64/EgfhWE9noF7qjQ6rYTyTgZS7ewBH/fQGOPes3VHGiakLa58W6lNFcNtjgitwAn1Oen0FS31aOuOAUqSo0qk4u2urs15W2+Z6F4o/sXVtPaw0qxtEyOZL618yMfXDCub0f4e+JIANW8Oavp8sRGUWxJaP8ABc7azLS11fwlE99pOmTXET/MdsbySH3+ZsVUb4ieMJLvzJ/GN3pcOceRNpu0j2yBzSlKPXcWHy/G0KTp4SpFx6895X7ppXd/kel6Jq/ime0a1vbie0kQbSRbqOfbcMGqreF73U1eDxX46ZonbERngSF+e25GwfyFYD+JdX+wpfWaWmpuoyJbqN92PbCkioLPWvFGr3CXjafptqg+9vMrOforbcfkaq6PMWWYiEpVKbjT80o3T8uaPMjodT0SfwVatc6c013aKo/c6Za5nJz13eYM/TGaWTxdez2MfkXcdpE4wX1S5aKRfwZeT+VcrrOp65q92bW3vNWKrw6QRCKMfQsoJ/A1mN4P1e+k23Gs6v5Q6RxW7Fh9WLHNJyfRHbSyynUpqWLqJy3va/3q9r+f4HQ2umjS9UbUNZ8YahftMxMMdpbzvGg9DtJU/U1vQ297Nm7GtXEcIwY4lhMD59yzAH8RXH2HhHxFpt/FqC62VtUH7xL7crY/DOf0q3rnjzwBLCLGfVhNMpBBjmmVM+7IMYpppLXQrEYadepFUnz92orT5cqS+9nfWVnF9l+2ajd7jtyC4QMv/AlJ/nXNNr15LeSWOj6C0lllj/aF1qbzqST/AAqrE4z2yMdBXOTavqk1mL7TfHFvbwlf9Qtwqxj/AIGY936VLoN3e3bgR/EmSVsfPbW8yuM+gcqD/KjmuzmpZQ6CnUqSUvK00l9yWvzsd7Y6lpVlpyRqLiOV8L5ljp0jkMeM/MrY/HgU65utVkHky2l00aAZnuY41Mg9trLj8hWJp1qwnija41Zps7kDXszIf94pxj2NaPiPTrfV7D+yNb01ZvPBURJe7WbjtuIJqjxamHo0sUru93q3uvNK66edhbT4heEdBuWtrzT9TWQjJ3CaWM/TGVH0FULr4vRNdmLw/qFnaJLxHFcac0EjP/vPw35VUh+FdzNIsZsb6C2QcK13Jz+Ifn8qqymw8IarHo/hrT9MkmLZngdCz49SQfl/Ec1FtTtpZfkdaq3TTqztdpyTjp3vdL8fU67QdU1o2bz+LPFdm6sxKFYUQqOwJBwT78VX1CbSHnAOpK0Zcf8AH8AyP7KQ3HPtWdcLfnbquqfDGxvJIxmMw2m9x9Cals7vxN4hmS3/AOEMu9Jt1IZpGlRM+3ytmqVk7HEsLCFR1U1FdbSpqK9FF8zf3G150kFi6t4WtTGB8rQEybh9Nv8AjVfw4+hXFnJpt9o1kQxbfZ+UoGCe67F6+4/OtJwkChLWztLq4UcLNfbT/I1X1K31e4tUudWmjslTJeC2nSRGGOhZkB/LFGj0PMjUhOLpv3eZ78zvfpaN2/noAvLuLVlttG0qBGRCFtxqpQFcjkRg4/EitV9LvnZNTuIHgkVfmjiET7vqSufyNYPhmHUBMLh7k2FsGYCN40YuM8NkFuD1GCOvI7Vs694aXWLFpNK1xUn2kJOtv5hU+uM1LsmcuN9lRxUabkorZytJ/Ju7X5s5rxNqvjO51WG30qWe0gyRJLOiAe3/AC0B/wDHT+FZ9/pmptOLrW/G9ruHEUcV48Wc+o37WP4V0tp4LNtEv224ea4fgyvp8hUnHUjkCoY/DXjIasLe4l0WewY4YPbtHJGPUcMG+nFO8T16GY4GjFRpShFRW9knLvZuL/Q5LQvDFxqPiAkeLpIGXkQDVS+8epUkjH0xXWXtk/hW3fUru70/ylTLyG3+c49W3f0rRuNO8EeEh9q1TxdaWDSHHEEYyfQfLk1n6s/gnVoGhl+KUEqSDiOaNBx7YwaSlG//AA5nVzWWY4iMkp+y0T/dS172cYW++55hr/jyTxPqwfQ9Ce6h5ViCkW76Erk/nX0H+yVpo1y28jVPDEmmi2lAiEkwLONo5yvbt+FeJp8Kvh/BqaT6TP8Abl80+cs9u7Bvp86gc+xr274K6ydM1mO0021tFATEnkuWZQOgx271yY2FaeDnyuzaOXxLq0cTwhVw+ATi+W93eLVvJvqrrVeh9sfBq+8M+E50XV74R2pA3hrUEL7lya9p1Hwf8A/iLo+ybxZZQM6/K8r7cH8CK+UvBPiKxmZVvru9j4A+V8J+taHjzQ7zU9OafRg7gr96FWLf+O1/LHFHAdfN8+hXhmFXCVb/ABwUeV+qlo/vP46ynOY5YpYXE4anVjJ68/NdX6pxdz1e9/ZC+Gl3dkQ/F/Q7l1kLRQrcmMAds5dyT78Ump/sQtqlosWhS+Gr9sjLTaoyge4+Rsn8q+d47jxF9jaC5ttQAX5SJ7NkB/MYIrmtQ+KHxM8PXT2ulTa3JEpzvgmYBfYcDIHtXvUeB/EedlheIVKUf+flCm1/5TqQ/M+gy+jlmY4h044NRcf5cROP3OV1+J9P6b+wL4t0q9e/1TUdJjiI+7DqDMPyKgCsPxt+znoenSm2nlsCyfxvqeef9wda8j8C/Fb4p6vb41DxLqsKnos1y+ce+TVfx7Jd3uL/AFXxVdFlzwWOGPqcdf5V25fw54iU80tmmcU520Xs6Dj9/wC8l+Z5+Y08sWYLC0ac6c1pzOrKp8lywX5/Mv8Ai74cafpd0sNzcSbFbKvZS7UH1+bJrMm8LWcsJWWOOaI9D55B/NjXCjWr2HU47aTxLduGfO2EPtx/31x/L2rq31ONrDH28529ZBn+Zr9OWDx+GpwjOrzPvZr/AIb7zXF5VmmAVNe3ck9VpJW189SebSNKskSGK4i2njy3xIx+hZgK7b4ffsy3PjXU7fWtO8XafEsbZEE8WCMjGchuv9K4LRtK8I6wBHqfiNhJ1ZIptnP0U10ul6bqNgyweEtTuxGo4MUgIHtgHP6V5WcvMXhpUsHifZVNfelT5o/i0cVbFzwVTkdSTbupKUXFNPtLX77H0Jb/ALL3huxsI5vEXjmzCx4Zo1WN1OOf4wawPHd38O9CgfR7bRra7jVMG5uHj8r6fKc/pXLeAfhH8RviFKsuqXVwLXPVpZUY/wDoP5YNdd4l+B3hPwLo0l5qE5LhST5peQn9a/DuejgM4jh80zeWJrX0p04KCTb/ALkr39WYYimqmDdTCYVU4LeTblf0crL7keU6pqunzyF5LK0Ntg4W31QhfoARj9a6X4eSeBIrLbrPw8R4VOVWe7MobnrzXDa5ZaHNcSXEEccTgnbNFbsgx+ZNe0fA/wCEXhvxv4fin17Xim5eWjYg/wDjwr73ivG5bk2Qe3xU6kYXSfLz8y9OR6v53POweGr4mtClhfib2lZLTrq7df8AgGff/G7wD4duVtdF+F+nArx5uwEr+QNZGtfHPxpq86nwpaarCF/5d7O2UIfoxTn869e1f4dfs/fCTTX1KWxs7uWMFt1wi8nr/CK5Kf8AaVt/sslr4S8GRQMOI3tdPaUe3QZr85yjMcszaKxOUZRUrxWjqYio4xfnao5v7kj28XhJ4Gfs8ZiYxl/LTV383TUV/wCTHnl94++N17Bg6T4oVi2VIgl/nEBx9azG+Iv7TyXH2a48PeI1hxxcpDgD2wSWrpde+Jvx51aZJrPQtd27s79PsnUEf7pU4FVrr4q/tEWsexdA16MAfeksCSfzX+tfe4ejW9nFfUsDd9HU2/D9DChOjFN+znJPZuT+/wCNW9Hcw5fi98ftOg3JNrRKfeM9jg/+PJz+AqjZftX/ALRouTDHobNGMYNxY/O3XJxt+nv7eu//AMNHfG3w5iXUbeWVQfmW604KT7c4rrPCn7Tnxi1x0Fl8KNOvCO8trwfoQP8ACnjsJiKFB1amR4OrHv7aEF98qa/M9HB4rB0Yt1Ouibcnb5Rqq7+RS8D/AB0/aE8Q+W0fg6C5Vz82608tgPXBUEH2rW+Ilp4o13Sftnirw81oyjdkXzRAH8CK73SP2mvjH4d08XPiH4OadAgXL+Qm0L+LYri/iH+2RpPjKwltH8F6Y8q5XY43gMO3ANfnOAfFOK4gjVwOQ4elSi9Z0cRCbXra0fwHmFPJ62Dly42o6nSDozUd9NXKT+eh4b4k8RaxpiPbXOl30a5Ko9uXmJ9+hrBTWNa8pmXSJ5I9uRJcZDE+6soArq9U+K3iOzumvdI8IWUaSNmRYbVEx7ktjNUdY+J+t6tZEan4Nt3BXkqqt/Kv6Ewf12EIp4aNnv8AvFf7rfqeXhaU6dFWoRld786X4Xun87eRw03izx0LlpdOt5fJBxtARh9flJrd8H+IrrV8Pr1kjOjnaZotpH04BrFHxR1XQi1rpPw6ZIYhiMQWiqoA7AcfyrpPhp41vPFoW+1rSnsi3W1ngUFPqef0NexjYVIYaU3QSS6qS5vwPoM6wmIo5XKtLBwhBWSlGcXPXuotvVb9D6E+Dus3OnaBH9l8NTXq7eFgZ3b/AMiGo/iukOs2P27U/AMluqfMTcTsjD3G0kZrc+CPxh+HngrSFtNb1SyiI6brpn/Vun0rQ+M3x4+G+u+HZo9NfTrjKH/WDI/Ov5cq4jPaPHn7nK6jg5fxVKaVm+3wnkQw2Cnw9zyxaU+lPlTd/W1z5kutY8IXV2ZbHwnqcxjc7WdiRkccbv51U1jxNYbAH8HTRY/5aTMPl985q5feLfBtpqT39xfpbAnhIYdufxJ5FU9U+LHg/VSNMsbRbppPlyHUn8cg1/R1GjWcoctCbVt3KWnzdkzkw+ExVaUZQwtSUUt+aat31so+fQnsrCC+tPOuIlkBGQpkyBWTq2ppo6yLDGy4/hE5f9B0rsPD2u6BZWEdqdJJYgBf3G4f+OqAKzvEdndXsjmHS7cROPlIt9mPrk1NDFy+tyhVg1HpdpI5cNilDFuNaPuX2bt1+aOV8E+LYLfV/wC0NUt38snlLic4P0X/AOvXvXgf9oSWwjGn+FPhj50qgYk8jAb6HHNeHeGPh9qNrqJn1rS9Pe187cghnOAM5B2kcH6H3r334e/tJ/C74Y2qabb6DHPdIgJU8n618x4hYehj8J/s2AljZ9IRm4RX+Jpr8T3MVPL6ucJ4Wpyq2sopzUUrbKMW2+9+X1NyXxr+094wtFuNE8DavYZGRHbSIPwOePyNY8/gn9tXVbjzzb6nAG6LPqqIq/8AfLA/hWnrX/BQTX9TzpPhzwj5BYYQocH69v51xd74z/aC8ZXZ1CDULxIZTkxS3eFx/utnH4GvzDJcm4ww0ZSxOV5fgYdPaXqyt63X4tm2PrZRRmkq9etJ66tU4/JOUn+COwPwL/ae1eFW1Xxelnx87f2y6sPxUms/xJ+zx8WE09vtfxdkLAfdj1Usc/Vq529uviVb2TQ654ltLRMY+a83fp0rgNUlk0uaS4uvG0NwrNlVhVlH6Ng19TlGUcT4itdYzDRSeip4RNP/ALed/wAzx1icBUvGlTnzedRyu/RU2vvL3if4ffFDQ7prqbxWI1jPDR3CyMw9zjiuXvvF3j26WTTbPxiHmTgxtdAn8fl4/Krkfii+8tlhukjQ9SsHX65JzXP+IbqbVI2+yRktn5nWRoT+g5r9Vy/CV2lHFxhJrZqEV961/M7cuo1p1+StCFlazcY6f4tFf77mZrWj/EqdhfT6ikjqvMYucIfc8c/pXofgP7PLo8TalcphkHzeYSp98gmuC8NzoszLdLI7A48z7SHA+p4xXsHwu8R+FreBIdXv4g54H7zzP6U+I69bD4BqNPmt/IrP9To4oqV3QhhpQilF7whyqzXlfT1sRW1n4f05zqFvaW9wx5xDK4z+ZxUlz4j1+/tjHaXa6QgPyu1xgY9e1dP4j/saUfaNKukuSR8kL2QC5/3ghNchq82k6cv23xN4dWbHIjggzj6HAJ/Kvi8HXjj7TnTbl0UrN+ijKy+b0Pi48zrJP3ndeb/O33iW1v4lmXdd/EiG5jxztuzn9KpXtvo0rmOC3n1KQHlhd5UH35zTLHxT8NLq88618DalFMO5DoD+Y5qbXPGMP2bbb6PFbR+skZckfgQa9inSxkayiqUo/KEP/SG2/lY7K1HExrpcrTfTSP8A6S3+Bk6ndXmmoBZ2j20nRI1k3L+Iyuag1QapfWBM96yHHJjVQf1zWbrfiC9voDb6Fbsrt0LRuq/n2rG1bTddk04rNdbDt/ikL/8A16+kw+D0i5tRd/V/1957+Byty5HVlGEr9dZfdrp95Xa4vLe6NpDql7Ac9WuFJPvyDTdZkvbWzaaTX7mQBeQ5U/0rz2O38cLrj2/2yS4hUkmTy9ijnoMkn+lTeIhd2MK3d9q+oxhDkrbqWB+oFfTLBrnXvL7j9chwvTWKpRWIhJtJ6RTb/DmV/PYveDbm01LxE17PqOMsQixgPuHv8vynPoa9C1DyRpzeUjyHb0STYT+orynwL4jtNW8RmCASTCNPmkmtyuDnsdvP516JqxVtMYF1XK96zx1O9eJx8X4GpTzmjCV46R07LpsrnNX99Jj7PJqL2x6LGL4GTHoSc8/iaz5NVLMNNFhczswzumnkK4yM/OFIzz071zljp9hd65OLd7R7lJWMcsoR8gnnAVgcA8dun41uXcl9piI40GKZv+eqrgD8M5rv9lGOn/APsJZZh8JKNKL5pNXs7Q1avfo2vWV/JGX4p8IeG0tWuXjnRs5CC4mdc/7ozkfhXPado/iqwYwtrNulux/dkXaoV9AFKfzNdNrU2p6pajfBYI3VfPiYgH8siqll4H8O3V2uqXV6tzdRD7kEmQp+h6VvFuMfef6n0mAx88LgHHFVObfp7S3a2yXq2zOtPAGrLcf2lJHdXMyklZprhApB7YixkfUUv/CRX2lagbCbwU0s6pkzCNlQj0DHj8M10tt9nSYC5vzEAAY7feUceudrkN+VUvEGq3VxOlpaRRkBgSZZFwR+KsaFJydrCpZjiMbiPZ14Kcbd5QsvVOzXktPM5u+1D4g6/FNb6TpSaPLn93MkJlBHqflUZ9gTWTdz61okAtfFvjxVmcYDSRMiE+mT39s16BbarLDMsLanI2RgwxCLavuc4asTxzo+pXbLqemapbl4gcRzs21vqAcH8qaep6eX5lD6zGhOlCnB7NJt36e9KMnb8Dg4vGXxF0CddH0M/at5Pl3KWcjKo/2meQk1qt4t8fxWiyeIJbOSfsyaYz4/BTms/S/iH8WY7/7C2laVdRq+11smAYD/ALaEVsa9q95b2v8Aat1ojrOi5/c4yfbjNVFJu59RXoJYiMamGpXl1jJOT9dI2v5GZJHfeIxv1LxO0TfxC10t4v1bJH51Y0jxdoXhu5Ol2scSIuTLPczNE7N9CgDZ9c1yNv8AGLxz4h1MaLBpwsw3BL25dgPccUzWfAls0zavrOpxSyScss9ttH/ji5/M0ua6vE9L+y017HGtRi1pGLv+SX4tndxeK9L1S9eJNRtwSPkYX285+hXA/OsTxLo/xGmut2i6vb3No/30N0VkA/2Sm3HHvXNaN4Nhu5WXQLxVKn5opkmSM/QHAatux8Of2TGbHWvCsdzAQSXttPTyx7EBiSfwovKS1J+qYXAVL0Zpu3wyim/ldr8GalppXjRbSNbbwmtyyj799qbbh+e8n865/wAVaxreg6lDd+LPB2nyQ7gqkyKWjz1O4rn9a05/szuklrrUmnKeI4xK8TfQK/H6VQ8TfEPWdHjFrLZ/uAQDeX0AlVvptPX6iiWi3LwtOvPEaQjK99Pei16Pma+5G2njTwT/AGSI4rjT7UMvCNKmPpzxWc3inwl4ege8TwzbuzHmS2mHze/yD+lRaT450nUrVYhdaTdO3VJwIDjvgbSf0qlrnhLwRe3n2q3MltckHi3iLRE++MZobbWliqODw9KrKnWjNJu+7f32s7etzsfBmvabqUJvbW6to4pORFK0jSKe+S7fpgVY/tXSb7VpLJNUWVkHzG2YDy/ZvnJ/8drxzVYNc0G8EGmWkz4OfNt4XiQ+x2Hn8TW/onxD1G0Ty/Fmq2MMW3/Upbu8n4kE4pRqq9mGJ4e9516M73Wi6r8G3+Hmd5ca7pHhm5ZIpYZppBlUS6UTyew3bQfzpk+qRXhSa5ub6HzPvRTyyOV/79kgfnivP9fk8N65C1/4Y1FBKDlnlimUH6E4xVLwz4m1W4uFtms5bvyXG4wX7wqB7lWO78qPaWlYqGRRdL2qb51vdWf46Hb+Lr5tKg/tDRvFe2dFO2KW4kZSP9zeAT7msjTfFni3VdKeXW76YowOPs1sFbH1RjVrU/GvhXctlJe2VldADLXFk8uB/vDbz+NZXiHyp7J73w94kuL2TqEhv9ig/QEHH40Set0zXCYdKnGFWnrfSUo/qla3ndmfbeItYRZBow1C9CMR5d7blyP+BfMTUmiaD418ZXDS63brFbBuYZozBj6HaD+tQ+HvGnizf9lutcihjjGGCSBpfzO79am1z4hWk8ZtVtr69kjPMry7Vz/wDr+VZ3i1dv8Ar8T1p08VGbhSpxu/tatr/wBJR2Ok/D/bbhbjUVtreP8Agt75Zg4/2g6E/kazNX8cHwvfjR/BviC4mkjIV7aKzRo0H4bcfn+Fcz4U+IurtfFL/XILS3U/6p7ZSCPQHg5ro7Lxt4BfWRO1xGzFcSzSXssaj6Jt2n65FWpxlHR2PLqYHF0q0vrMXVja6SSt87p/gzo9F+IOryvui1W1ecAeZFczlSP+AjOKf4o8R/ETX7FrXStPtyHGDPb6hH8v0DKRVKe48L3d3HqGneI7PBXCw/aXIb6LvCn8qLjVlhtJft/imOwhA+RodOVSo+rFgfyrTQ8X6phVXjWp0FzL+aL0+SSv9xxcHwo8aapqv2i7tIOGJkknu0mBPuoIrs9OXV/Chj0201aBCB/x62KwqQPXBOfyrntRsv8AhLoFHg/xbNdyI3zv9p+zk/UBP8KpS+G/HXhdo7660droxHIkfVm/Xlc1mrQ2R71bnx0VTr1ILtBxs/8AyZ/od03jbU7aYpbX2oPInLpcac5U/RiAv5GqX/C2rHWp20bxLpE8e47VELSB298x52/nVbS/ik91YrFq9xp9k5GDDNIrk/rVJX0DWNT+06J4Oa7fP7y60u+RRu91DD9apu+zPKp5bh4Sl7fD2a2lFpW+dor8zcS200xyx6P4T1AjGVl1LVn8tvoS7MP++ao2914b8Eyyaxq0OmxMV/5d0eeUHuPMY5I/AVS13RfsoE2v3F1DZ4Jk8/UWVo/osanP51WsPCngSaJ7jSdfsJ0wcxm1Mj/iScmht30OinQoeyfPOTjLeyk7+TldpfcWbr4q6L4iv/s1jrOsqjrtEKwRrGPfKjePzq7oFzqmnNLHY+MbW4J5WC8nMhX22lgf1rkJrbSYbl7KPw9dTF3ws2nadJAQM99x5/lWjpPh/wAQ6DMZ9O8KajqEUn3kuriMbfzGfwqVKV9TtrYLBU6HJT91PpLkd/m+W35noVle6P4h05rbV9EshJyHSSCJg3vtDNwevJzWXL4dm81vK1dEXcdqLoy4Uen3a5DxFqcdqUn1L4fXdmo+9JHfSR4Hr+6yD+OKpjxX4EIB83VR7f2pL/8AFU3OK3OGhlFeCcqLlZ9LKSXp77J7DxdD4Uszbx/Du6iz0Wa4eZPzPSoNP+I93czm2Ph+x0+KQku1vaPuJPfgYz9ayNN8V+HHkC6zp2o44xLFqbsR+BwK6BbHwVrVn52n6xdzN/duL5U2/UcVnGUpbM96rh8PRk3VpO76+81/6U196LFsvhcXKi3n826mOTI1uQfxZUwPxrc1XxLY6DpQjlFtMzjCpOVYE/RmX+dcFex6ToUqNZ6hBLMGwHt3jeQH/vlzWk/iu3niCan4asL3aPk81GMh/DZVKdk0c9fA+2cZayj5uz/G2n3HXaX4phsLMRaT4IaIuMmS1gQICe/3qw4PiTr+j+IntpNJF08pBC/acFR/uEnH4YqlHrkt6VkhtdQtl6G1jkULj0xIVqS91uy0mNn0bT7a2umH+unlgyD7jdTctNGYQy+hCUlKlzOXdv8AFtt/cbuo+ONMeVbvxVoJSNcFTHBJ8p92Bx+lUdc+KGhXUSQaI37rOHVJQHx7KyHd+lZVmPiJrsLDVtafyCOqRwbWH1XP8qLfw5faOpnsPCWl3LA5Ej3YLZ9QGAA/Cjmm9hwwOApNc9uZbJS93/ybqRX3i8p8+ifZ7V2PzNfb0J+lUbHTf7f1dLjX9YdJd2Y7iKZTGP8Avts/pVy9lvNWt3XXbk2SgYa3URbB/wACK/1rIg0LQyfJtpbSZycKLnUQM/TZWcm29T1aUacab5fdl3Sv/wCTP/hj1PSX1LSUgtI9csZIiQDJdOgY/QAAE1f8W+CdB1/TPMvPD/2+RRlVs5ghJ9iWUfrXmP8AwlfjTwpbrbpY6akAGBIqmQAfUsTUMza14rnTUU1+yjI+99kd43+mOa0dRNWseDLJcT9YVeNVQS6rr68trHc6PBr3guxm+26E/wBnVj5FvHNE5ROw6L+pP1rC1rxHBq9+t9oklhbSLxMzNGJUHpkBv50i+KdOSzNhrXhsXUacNJdyEAkd8OoB+tYmv2Oo6uyT6HbHT4BwE89Qp+mz+tEpWjodeEwf+0OpWVpP7X2X8uZv+tTX1HxmYbERLr63Y6SOt+EK/TavNZ2nsmq2rSW/ilpIsnMepWwdf++jWbpuk+IdMvVk1aZVgJx5s12mwe+GPNdANPgE8d0vizSJccrbxxoGb2++M1CcpbnbOnh8MuWD31ul/lFr8Ub3h/xbqtjpPlpo2n3SoMKbG5XB/MKBVfTPEG/WHvvsWjxjdmf7bqhkeP2C5IX8MCotU1G6vNNCQeEdNuRj5kuJowR+TEZ/GuV/4S+30XUVNvpwtGQ/vLeFVkT8MMBVyny2uzgoYCOI9o4wtJ+d/vXNod/4v8QeFNd0Y2sl7pswkG3bHfbQT6AgGuJuroae6Wtlfalbxg4LyahJFGB7Erhq1ofir4mXbJZ6GZIscqdPVCfowY/yrT0b4m6Xrcrabc6ZcQXDDJF1GHTP40Nxm9yMPQxeXUnFUuaO/wASdvlY5/TLa0vdSVbrxol1HJw0D6gwI+h3f0rtovCXgzS9M82FIumS73LMf++uTXMeJLLTpCg1mPTmXfmNo0eMZ7ZVOD+JqK+1rXLazNpp+yNSvym106UgD69KFaN7orEUq2M5HTqOK6rRL8Er/cdHp+ueE7lDpulabPdMowZDI+3/AL7YHNSQeGtBjlKXV/dIkmWaG4jMiDP+0RwPavOdH0vxGdTN9DZXlw/8bz2flhh/vk5H5VrX+pxWkDwyQAXJXmKXVpSP1IAoVS6u0FXLHCpy0ar131u7/Pb7kdbLHLYSRf8ACJa7YW9rCfnZL04GO2xcD8zx6Vt2nibxFdhfK1Y+WBnz41jKN+JJNcB4E1TXdOmNxFpBMDDPzajFIoPtuy361s6t4om1tWhvNMsDbhcPHcIjBv8AgSOcflVKSauebi8tlOsoSjGaX2mo3+e936uxsX3jfWba6lW11D7TKF/1Vvebm/74YhRTLLx3rehK+p61C8ynnbO6R7R+ZFcoviLS9KtGg0KDQ4Hz0N+wA/76FZr+H7fXrsape+LrB7ocrFa3sa49gcZpOfY6IZPgnBxqwUYvS/Lq/wDwFaLzueq2nxM0zVrAag+kSwArkOLhXU+/ysRWdaXuoeJJf7VsZZVVX+UBYxvUHpn5+D+B+lcTda/4606MWejTToyAciJZEI/3ihB/CtLQdX+JMk63U1poTuR96VvKk/P/AOtTUtbHH/YlLB05To8qvteV9O2qe/qel6TB4JN2JpvDI+3MgV54rTc2PTdtHFb2m6To1k73f9igM3WWSNFJH4DNcHD4m8QRWv77xDZ20+PmT7WHUH8hWZHrvibW5ZLe18Q2kk4yDPasnyn0PJolG58rXyHF4ty/fcset5Tf3aJJej+R3V14g0i41mXTtP1K2S5jjBaGSR2Cg5wSnA7HmlPiD+zlMITTFz1eN2iyfwH9a88itvibpbGTVPGcgUDJkxbbB9Sw3fpWa/ivxAs8qazrU2p2h6PZzwkr7fIAf50aLdHdS4YpVUowqRnFJd22/LSK9E2eoQalb6lbl4dZbcGzi01Rn59O35Vn2Piy5g1SW11TVL0IB8iSWpwR/v8AKmvO/D+n+CNduWn0bVdTsbwH5jNcruP4Nk4rSOo+LvDmoLY3msLqFnM2FeUh3Tr2WPGPqaE1bY6Xw/h4SnSTu7bSjytf4XaSf3nT+OPCXh34haeY5l8qVDmKe5BwG9cKwJrmLbS/DHgGFbfxDr+nTMW2w+Vprls/99MSavaj8Q9N0aJbe51dd8hwiTWiYz6cLUb/ABF1EWZQC3XK8SNboFH8qb5b36nTg8NmtCgqOrpX0V7P5Nxb+4o6raajr2oJH4d8RaQqFdwhk3rJ/wB87hXoX7Olh4h8P+J7iLXILdVmC+XLHHt3kZ/22z+leML4x1Kw1g3urWenak4kLQSW8ERkiHouFH9TXp/w08bTW+oRa7qviCVbY8i0voUj8s+2FBP0OaymlVhJGfFmXY6rkFbCxScZQa2u290lbr/iR9Z6FbapdhGgRmXH8LgD8jWpq/jH4g+FLTzdK1ARBB9xgMfyrkPhl4u0Pxbapc2Z4AG2TcOfcA12msai9hprHykugF4WRlH8q/OMfRtjVSrUoyV9pJfrdH8I5hQxGXZx7CvS96Ls4tW6+pgW37VPxNswTewxyKp/5bxKA3v34qU/tlaTcH7Hrng+yuXJwQIFGfxOK5S48X+BVuXfVdIa1mJ+dYnUg/j3rPn1T4R6zM1rD4mt1nYZ8mRkJX8BzXc+G+HqjvPA8vnFNfjFo+7o5XldbXEZdWUbbw5mvvXOreeh6LpXxq8Ia8ZF0XwDbWcr8u6xYyfXI4rD8YfbNTje7V7e3bqp5YY+nFcvo+k+GPD0btYeJbch2LbYcL+hNYPjXWY71Ps8Hi2eA8/u9iNvH+fSu3B5NhMPib4ZNL+9zSf/AJM2Rg+GcNiM6UsC5RhprOE5P7rL02sc3461rV7TVVTTru1Dq4BYrjcSeAASoP8A31XX6FJ4kmtEeV4HGBuV0HP6mvOPA+lWOn+KXkbV764aaQ5ju1KJnOcrvB/IHHtXrbaa01iBDMq/L22n+hr6HFuNOMYW+Z+k8WPCZdRw+CjFOy+Nwte/le+nr6DrzVdCsbQS6xFaQFSMMwGAe3QV0vgDx/J4Yk+2WiQSA4Ky4Yk/hiud0OG9tk8qGJZD2Mjpj8sCt7SzbeYsupaXbNKvBeKFCQPTk14WOp0KtCVKpHmi91f9P+CflubLCewlSlFz1v8AEvlZPVfe/Q9V079ob4sakq2OganHH8vCpbMP/HsEVX8U6x8StZ0xn8V30koIySW6fkBWN4a+Knhjwmgt9N0OL7RjqYlHP51F4l+MPjDXoXV1gt4eymJDxX53SyFYfMVLB5fSpRv8bUVN+lk3+J8ZVpY7EJQakl0Um/8AO33RZ5prXjW7i1GXTYZvPMUu0h5sk9PYYNfUX7O/wv8AiD490yB/DniqKwt2AyDGGIHsc4/MGvk7xb43m0/USF0aKVnP33jjCn8QP517Z+zt8Sfi1MLWy8MeIrWztWHzMzKDjsegH6V6XiLlmbYrhaX9nSpUqiV+aqlOO38tnd9tD7HM8tw+Fw+ExeJoNUftcs0pTbS2aWmqfZ6n2fY/sieBEgj1j4ieIlvJYlyRLN8gPrt6Cue+IPiH4f8AwzsDD8NvB1tqcykDbaKrPjOCwGOcVL4NbTHsUuPiX8YIrtSvz2zzQ7T7EYrfX41/C3wVD9l+HHgVNTnzgNaWQlBPrxX8BqpxdHN+THTxGZ8r0pwTw2FS7OcvZ6emh941wzUy5PCwo4BNfHJ+3xD9Ix5tX52Z4rqvxD+O17K19pNvqcERI8q3ttAaUj67c/0qFPG37T/mbY9N1WQ7cqJfDjRqf+BFcfmRXr2ofHv9svUmkTwT8KLW3i/5YyC0hGR7h2BzWHF8Xf8AgpTLma98CxQKCQYljs5CR65B478Yr9Gw2cYt0VGeX5NTa+zUx1Pm+fLSevfW992j53+xMBKLnDGZjNd44VpP0Uqt7eiOGtvi38eNMOdY8FxXBTBkWfTcD6A8L+prbg/au8feHrI3U3wVso0QZaSRQn4524/ImuuX9ov9sbRLXPiH4b2zlRl5Lq0t+fwRq4zxZ+3b8U8tp2qfBS2mkztLw2wUfXgMKdPKMw4kqqH+ruAxEL6ujmFlb0TivS5nHEYDKr+yzjFUqnRVcIk/vc2ct4n/AG5LvxjA2m3/AMKNschKebDI23vkghenHWvLfEnj250+Frzw34XtolJJb7YrM3/fTZzXWeJv2gfHniG5knTwRdR+YOLcwQlE+nyqfzNeceIfEXxee8a/03wQlwXP+rkh6f8Aj2K/f+DuE8ryWgqeHwFPDRdm4fWXOLfzlbTvsfDZljMZnmYxnVqqo11qOMLr9LmBL8U/E3ix5EXSIkVHK7hb4Bx1x7e9YGva5qdqxh2kM4yEeXP6da64+Lfjm4ZLvwFZ2qgcOtorfoOa5rxPqHxEvomFz4TaQkctBD5Z/DJr9Yy9UoTUY06cY/3aikevgqFCnjko06Kj2VaL+d3o/S67HJx+Idf00u5hjkQsTgZ4/JaueFvFd1r0rSW2+22vjcjck/RhVKTXviFo7C3svhxdTqBlpLmdD+Hc5/DFXtE1/wAV3U5ur/wa1mBwQ0SEn34BP619BUjGUHaMfXmX5an22Mw0JYSc/Y0rtaSVWnf5wUpbnr3gHW9tmqXkPnSDj/SQnP5U3xzq+rSxMsFlaQRd39vwrjdH1m1VTLqVskS9ctGqf4Gl13xvaJZk6TqUJUDkLtb+tfIf2O/7S9rGN/W9l9zt+B+U/wBj4qWY2p07pvteK+a0OR8XarZ6e3mvPbNCz/O8r7hknjGT69qzND1nRJ9YgWK8iEgkG2N1VM+uDg54zWd4t8SnXb/ZbaqjBARJavYB0Y+pO3qMeveubuNa8WwTrbQ6PbeXvGZE0sgAA9R1Ga+7o4ZuhyvRn73lXDc62WKnN8s3F3vJRtddVJa/K11ax9P6TNp500F7gr8vVDWNObv7a76dc3Fymf8AVEHj8yK4vwz8Rb23sY1nmdTtGcW4/kRXQ6Z8QbrUZvslm0IyPmd4QD+mK+TllmKwtWckrp99vy/U/FsRw3mmW16jcFJa6va1/Rv7ifXLXxfPGi2NnPEpYbsMq4Hvk/yqW11Twn4UiOoa7FCZQMu7sOvuaW5kzDm41BHduoUsOfwJxWIfDej2kranqVtCXJzkXLNkf8C/lWlOEK1LkqOy/u3TfzHhY0MRR9lXbjFdKatKXk23t8n6G4/xtvb8+R4L0cN/dliRSB+JqufEfx51gkS3Ijiz8oaXGR/SsG+8fXmnwmLwr4fJwMCQRd/51mSXXxO1+IS6h4qWxQkFo0ReB3GW/wAAa1p5Th6a5oUacfOfvS/U97DZFCnTco0aNKD61m6k/wDwGP8AkdPd+E/HlyzXd/49kg3KAYQ6uoPqMjP5mue1GzuYLg2d/wCJ47vLjEUNum7HvuJB/KsW/FroztNceLZXcnMiwyg5P0J4/Cs/+2NEacanFq7tInQzMqj8SP6162HwlWOrkmuloJf8E+ly7I8bbnVRSjbTloKOvTW17eerO7u5NYSx8ux0c3GRgB9uPx5FY+nWfi67cW+sJDZBXOI7N3I2g8c4HOMZH86oaV49tNZ/0W2uopmX7wg1BeK1L7VdTt7Tbp5hQnp5t5/XFCpVaXu2V3/X9aHMsBj8vbw86UIzk95J3Xnq2v8AyQ1JligQRfbGVu5ZOD+ddb8NtXsrSdLay0KNieRPGoIz34FeS3GuazZJ52snTXwfldm3kfnXVeAPGeoRSBWW3jiYZ80XQHP0PSuHMsvnWwUo7/O35W+48jPeH8X/AGVKaal5qWjflZK9uzufQq654ktbHclyShHCtYAgf984rGu7KXWg1xa3Vj9oI+ZiGj5/HNcjFrdy+LuLxesYxyP7QOPyJIpt/wCKRPbH7TrUsiD+KK4R9w/KvzqhkNWhUbpWTb1ai/ua0v8AefmbwteTUdX8n/kaN74f8YWTl/7btpU7rHKpI/H/AOtXO63cx27FZLkXM68+X8jFfftXMa3478OW10xt7u+hkzjcrk5/4CR/Suc1j4hJcSCKXVDtJ4WTCs313LX22ByfF6SqNfKHL+Tf6H2mV8I5pipxm4NK38lvxV7/ACt5nSar4kvLBGk1G4Ei8gQpEFX8etYl9420p7HyhELclcbYssB+QrFufEdlAoZJJlXHKReWyn8MZrJ1HxC1zbloLi4CsOAlosZH13Yr6OjgIK11+n4H6JlnCtP3eem9917q+7Vf1uUr/WDpt072msTxFmLkR2xYN9SQf0qo/iTxFqsTPfX1uLUj5fOiYMw9wwGK5LxPqq2d+BYxzalOkm8xsySvHnPIVjx36VbtfEGrapbbrqU2cSjBM8BjP5MuMV66hE/Y4ZDCFCFVxi3p70krr0Vub0v8jpPh5cWMfiF1tb2BFK/LHGoAPPUYJr0rVrtBpzcM3y/wmvD9A8T6bY63HPDr0N2CcKtoATn1OD/SvQ7jxprL6eBYW0LZHHmzKv8AOuXE0JVKkZI+S4uyDFYjNKVaC0svi93bzav+BwXiXXri01dp7SSeFEl+YLZzO5Of7y8YrpPBvxTsdfuDoahnnjAD4GcfXH3fxrEvvHGo6PrSjXdASSKdsfaLeEsUPvtHT3rr9J8RaXBb+eHjCEZwwJNb1FeNrXPdzmlB5dCNXCczt7sozT107Ru/R2Jr/TvE0Lm70+aDycZaNrcsx/EuBXO6jr2rzP8A6F4WvbmeN9rpbXUabCe7L5n+JrU/4Wd4T+0FRqltFzjEzrGSfoxz+lPvPElzGhutPt94fo8N0rfjhiBWcPaLdHi4OnmOHkliMMr9G7w+Ta3/ADOTvL3xn9qQ6tpVzFE5x5XlPJj/AIEi8fia1tJvdMuM2uoOIR0GY5UP5n+lInjK5uHe0v8AUfNbJ4+0RZHthSDXP+J/HGo6W32SHTp7gSZCNEFAX6tvzW9pNWZ9RTwuMx6VD2UYPo4tpeq5l+Z2c8nhzRLR7q51S1WBFyWljJIHqWJrm7vXLXVbgXnh/wAR2X2cjIijgVWf/gRyMfQfjXL2GqatcQBr3WRaN1EJuhIfxyST+dWbLxDZqDb6k9q8nRZo4wrN+HX9acYW6nbh+H54RynKbqS9Fa3o1ZvzTLl1rghu1SfQrJnZv3ghw0jj1BytWNYPgGfTzaailvG0q48q5cHd7YJOapxTyvGYIre5ff8Ad8yJ8fmS1ZV1pvizS45JbXQopCxyBJeRD+YFU7HpQwlGc4pTdNra0rX+9vYyH1PxVo1+9h4XvLSRc5hjNudoX0zwBWxNfaq1mLrxbqqIgQ+ZbJGjI31+XP5GuMvvEuqadq32fxJptlAsjfefrj2eJAPzNWtU0228SWH2fTrSF4nH+ti1NCf/AB+s1Lex9TVwUG4SqJK+80k2/n/T8yC88W+DAWtNG0PTHQnGxg0BJ/EY/SnrcWdsBdX+q/YYWHMMerTH8F+YD8hVaw8Ax6DtuLvwtc3Dhsh2vVwP++D0+taWswRXGmGR9MtTCEO6GKLe/wCYNSua12dj+qqSjSbae7bT/NvX5IzLrxtoTRGz8PJrF1IOku4yc/V8n9Kz2l8YaneQjUr0Wlv5gyLu8WMuM8jjGfpisRrqTTroz6Q9/Zxg8ptPH6/zrpvD+pWetWnm6vAtyVHyzXlrCf65qFJzdmehPDxwtPmhG67vVr9DutOtfh/b26G48OQzTbf9dFCrf+PVyPjfRLeXV4tQ0bSbYRK2XN3d5QD/AHSTj8qpz+JvBZU6XfTXESrxnT0EafTCk5rMj0bwxq+oeToup3Jixlla0RQPqxI/kaqUk1ZHn4PAzw1Z1ZTn87tW/wDArI7Mjw1rmjeTcmxcheRHLlQfqRWNbfBya8ia905llJ5jUSqR/wCyiqMlvD4aRymti1A5CwTxFm/ALnNRab4v1O88y2uGnmhbgSXE4AI/4EcflQ5Qb95am0MPjKUJPDVPdv1X/BX4M2U+F/xBs4/th1xIsDiCSYBfoQGIqtqWk3kNpjxN4wt7J8/KLRjlvwXlqzLCFE1L7M19dBWOVtbOZHXH+70x+FaGt2+rWcKy6dZ31siclltoGz+AOc0tLbfiXbEKqlUnHXZqKj+bd/uZC/wY8aaqoudOvobyFhlZJJWU/kwqaz8Aw+EW87xOtxC23mdJkVB7A5z+lRRar8QtTsyNN1O/CjtdJFGD/Wl0tPiPO32a+v4LaDHMkyxOppJQvdJjc8wacatWHKuiupffr+RuQa/4IktWgurCG9jUcM8wmY/8BC5rmtdgsGvRfaZ4ZWC1X5vOiAQj8JBj9K1T8OLm5bzl8XRQtnO6z05UGfqjDNSXkvifQofso8Wo8Sr80raaSfzO4E1b5mtV+RjQlh6dS9Cbk3um5W/K1/l8jQ0EaN4h0zfbeFbQyAYSTUEjZW98qelWdP8ADtzZxeZqfw70h37S6aisPrg4x+dcNqXjSwunEF8s92F/5aqyx8/7u0Va0XxDY+cL6bVZbdEHyoJlZh9QRQpxbJq5diVFyTaT6e8/uamn/wCSm7qNxpXhm9e+n0ize4JzBbRKwkA/3dzZ+oAqez+KNtLbGPxN4OvWiYch7FWRR9cDNNtfFj3ZS40nx7GAvWC5toBn2yef1qa/8Za/AguI4BM/QYvImT/vkOBVX7PQ5J0XVtGrTvLvzSi16XWnrdmZ/wAJ34B+3LBoWkfZ1lOD9ntlj/Mgg10un3uqXTLBYPB5BXn7RIHP6nNcjqPjCfX3bTdXkg049rhCyZP4Y/maq3upy6NGjaP4ysGHR5PJV3x+TE1Knb+rHTUy9VYKKVpf3m5r1vY6XxbpfiO3nim07xJp1sgP72JmjXI9RlTTRrviZrYQaJ4jkDD/AJaWtnG6k/XFYNz4mWexE08mhanLj5PtFrHGw/76I/pTrNPEdvbG+t7Hw3aKwyQsu0/mrf1o5k3oCwklRUayi2trpJP5WbfzRdex8Y+JZGj8Q62SkbcpcaWzRt78qM/ga2NKvNB0C2VLe7MLBgJZLLTVjGe5Pmdqx4fFPjy2gEUVusKE48yGE3Kv+O4kVQvNK1LV9XXUPFj2yQp92R5o4931Dc0XS23FLDyqrkquMYLZRt+Vjub7x5pbWhuNI8SpctGMtGJEyfyIA/Om288fiqyXVNJhYXLJgT2oid1/Hdjj69q4nWdM8KFf9Fj0sNj/AFgu8f02n8araHrniO1uRat4j/0ccLDY3MW7H4EU/aO9mYRyikqHNQdpL+ZdO3urX5notp8O9aZwmv8AxCiu4nX95Z3lsm4+ww3H605vhh4MDEf2DAcHqFhwf/Hq5DxHqMdzY+X/AMJNcoxHzGWGOT8+c1xzWNoWJHjOPr/dk/wpSmova5GHyzMK0XKWJcfKMLL/AMlt+JPb+HtS0uM3l9BpkkY5PmXCNx7bSR/OrNnrvgLYRqWjTM5/55pGUX6cKcVGfD+v6md+szEBOds6gA/98sKRtL8O2EXn38lu2OscSOTn6iUj9Kxs1svvPpJOFRWnJt/3br/MsDSfDs8o1O3mcwE5WOOzYbR9QrVam17SUQQabqt+4HVXmiVfodw3D8qj0jxRosNsbf7TFAmCFjNqXP6Vj3lhot9eNLYa0u4knZ9kc/oEqm7L3TONN1JtVeay26/foWbm6F5k22kR7l+9JFdAyD6MVq1pni+x0+FrKaa7iZePMklErA/98VXtbi50yPZceHBfp2kuIti/gCop1xL4Tv2SXUdNfT2U8xJb7Vf8Qc0rtaplShCS5ZRbj3TT/C7ZreGdX1S9uGum8QXM8Ib5Ul2Qg8+u/wDpWv4la8urTfAsduwHFwbqMkfjzXDzax4UhdoI/B8Eig/LKb2YZ98BqktNQ8NlSLq0s0U/dXNw+PwJxVKppa5z1ME3VVRRat0sv0f5olvtSvipivNVubkL3WeRV/SPn86xLiG5iH2pJQyMequTj655rRuf36FNHl3ZHEcWEU/8BYlqqHw5rSL9oudPkij6s7pgAfSspXZ6VH2dNbpeWi/DQ6DwXbeJY7Yz+HtTtm/vwNCrHPvgE1qv4ltonMPi/RZ1lDYWYacqgn/ZIGTXLWF5ZWqCLT9cuYZOv7lyiZ99zVDqOpa2kyzXd15jAfLOrt/MGrU+WJx1MH7eu3K3rZxl9/U6GXWLDT7r7XZ2qxx9pLmzw/5u1U9c8R2eoxeZFqF1FIBwYrkAf98hqyzJe66pS41tTtH+rLuc/wDfXFVrBpluvsMcFu5LYzLGhP4E0nNm0MJTi+Z/Ev66ovWd1LJB5+o3Ru4l58t5uT9dyGtYeNNVsrLOhaZNAgGAPLiKfl5eawtd0m5tEEptXC938pQP/HQKmttQ8Gx2gjn0i5MuOXVlPP4mhSadr2HUo0asVJx5l26fddI0LD4h3Mysmty3Dux6W1vAP5pmr2jT27h5tGF5BKSS3+j2rMfzUVzunSxG4MlrZySIGyP9AR2H45A/SuqsdYhv7XyJLWWIoOZr3TEx/wCOkVUG3uzlxVKnSX7uFr766fcRzah4gtdUia41yF0J+aKWzgMv/jo/rWjrT6JPCLi6utVjkUZzFbuq/iUX+tRWtxqm0rpOorOufm/dFR+GXqjf6fpd27Sa8k8bg8G6vP3ZPtl601SONRjKab0t/Lv91jIutebUH+zXV9pkiBsIZraZmH4lc5qzb6yLaQR6j4ms0gHSO0jlJ/EY4qhf+Fo5AZ7C8tipbCpblpM/98lqhuPBuqWUX2m7ZFixksGwR+DYrG809j1OTCyilzW8rL+vwNu6+IDWbLb6LrE7oRghBHEB+LR/1qw+j3OtWg1K71+G3YrkvNNEzgf7yKK5AWFs8ixw3TMT6qo/kx/lUyWF7YTrILWG5A5EbksB9RxmhTk9xSwdKFvZPll3srv77I6WwfXJH+w2ni5fKA4m3xsp9s8NWrHomrW1r5l9ffaogMlYXV9/4Op/nXPWXi5022Vv4bsraZuDLHbKoH4kGodQjmlm82/l0+aQjjfP938Aoq1JWOWWHqynZ2ivRNvzui6fEfg6O5NjfeE4VUnaW8mNWX3ODxVw+G/DroJNIvLS2ifq5Tey/i7/ANKwnfRrdA9xpWmvgfM0F4WP/fJIqd9T+H8kIeHSjHNj7zbwB+AJFJNdbGkqMlZ0+dd+q+5s7LRfDD6RbCbSvEdzNkZ2xWkRU/jj+tRpoUGs6ojeJJGikU/uZR+7P/jrEVhaL4g0DTowba4utzDG+K3yg/ArWhBq/jC9UrY6y0sBPyqLFFOPTIK/yrVSi0eXUoYuM5ScrX+01Z/grfebHiLwHHPbLbWvi94lbq0sjNj/AMeFQaf4W03wvYMtzr6Ss2T5lvpmzP1bBH4mue1Gy1N7oPe3ttbyZzuNirN9ck4rf0+98OtaLb6zrNrOwHV1wP8Ax0AfrTXK5XsZTp4mlQjF1HJdUoq/3pGPNPrmnSPc6bDZ3Nqcsxu41Z2/75XH86tWVr4k8TKq+F9f0i1cf6y3jZB+Y2ZFWru81QXIgt9Hsp9OYf6y32Kw+pdj/Kp7HRvBbRmbT9NgtpxnMou0JB/4C+RS5bvcupXUafNy+90dlL/wJXWvyuT2GieIfCKtfX/9lGZ/v3UsqFmPYcRqTTdau/G9xCLy38UaZENvEbWCD9SMisqeXxQt15OmzTzQZwZlKyKo+kh/kTW09vbavpxsZTcySMuDthSP+VUtVZHLOm4TjVq8sm93yrRejen4GDp/w48ReJrj+0fF+pQvEOU8qbA/75CgfrW1L4CsRYG3tta2xquAqacj8fU5zVrQdB1HwvCPLtVkGPlWZX4H/AML+lZXi3U9Q1gG1uvDmjxnkI08zbs+oDAilyxitVqP6zi8VieWnUXItrcqS+Tuc5faNY6ZK66vZT3EAPEzsbdQP90Zz+QFdFoOk6VPZiTTNNvyg5jMjo6fhtIyPrXM6dpV/o0zz6loFheJj/lsiIq/jt5/Kuy8HeMgbcJZXOg6cikjyCpYfoFqYWvqd2YyrxoXp+9brzafck3f5Hsf7PvjS2tdR+y3kqwhQqt8qrvb6DJ6CvoU6t4fvtOxIHfK9gP8K+VfA+uWEOuRXJjEty6/6yxg+Rh/P9a9y0HXtKv7FVvrK8X5eR8y/wAq8LOsBGtUjVV7rsfyX4rcORq5xHGwhKN0r2tv5apv1/Ay/FF14Asb+S21RrqBWbgySAKfpXJT6b8I47tp7Dxpb2ckh5MsvzE/8CJH6Vq/FGX4e2do+oXfg6XUCg+aOOVjIR7ciuBh8I/s6+IJU1C68Najp8qkEbIHG0/UCu7DxkqKac/wf4HvcNYJf2XGu54uKas+SNOabX91y5vvR1DeFdJeUXNv4vt7kL9wgrk/kuK5f4g6heaLZSXFxqkkdugyWWRAuPcmM4r0DQl+Hdjpqppmq3UyKuFzBzXA/FfWvB1yxtL8SqgPBnhYKT+B5rqo1JSm009O6se7w5isTi86VKpCpOEesqai7enR/I5HwdrEEV1/bWl+IdQ1BVb/AI9ovLmRT6DYgNeq6X401+7sVYaM20gZEhkQ4/Ba434K2+gxa/K1tI0qbQY/NQqAPQZHIr3Ky06DVEFtZ2MO4jqyg1ni68KVueN/MPEHOsBgseqVXDc9knzSfLZPpZJbdzmNG8axW8oWLS7eCU/eZlJb/wAeANdPZeILq/Hmf2lcYA5SMRlfyAzTrnwD4gtF8/faqo7F/wCnFZ4a3sJGW60S5llA/wCXUplvzNeZKeFxPvU7N+t/zPyrFVsnzVueFinLykpP/wAmt+D0LhaeS5FxBoyzS9mJ2H8QTTdVh125tma8EkKY+5FEGP8AKnGCxuIlm23NqeuLiLeR+RqK91jRLGEot4GbH3mtyKhXclyrX0f/AAUcVJTlWj7KneS02ba+d5RXyOJ1K21CW68mDWLkIW+ZLqEDj2G0GvZPhR8ONX12ygMfjP7JCVGY5F28eleS6ldadc6iJDKly5OUROce/IOPzr2v4Fab4PvLm3Oq6HqF1OVH7mLJX/CubibEVsNlEqlNtNK+kYyf3ScV82elxxicRDJqKXu66+5F/fdJr/Fy37XPU9E8AeFvCqJdyGTWLnA2wxuzBj/u9K7fRfHvxx0+1MfhrwPp2iWqj5JrhBu+pAFdH4Q8PXsWlovh3wraaRFt5luyu4e+Af61a1Pwb4b1SMrrdtq3iCUj5rfT2Kx5/wCAkfzr+Q844qwGY4mVPMKUa9n9v95b/tyM6dGP/b82fC4LLMfRj7WhUcG1uvd+5uMqj/7dgjy3xd8bPipbytHr3xvjtnHWGzdgF/75Tj865e3+NfxZklLWHx4uZ493Aa+kGB6dB+ua9g1P4XXixY8OfsyaZJCBwdWvcOfzf+tcrqvgDWLdyt9+yvoESjq1vq3P5CSvo8lzrgipRVKngqHpfL1/5L7zX/gbfmTiMLnVKMp1a9W/e1e33ys/yOSvPiL8YtXtt0PxTSV8cJPqJYH8D1rjtS8WftCWRZZ20u8VicvFbjn8hXS+MPBWl3m6P/hQTwkHJa3vWbafX5q4W88E2NpO4fSdTsyekRkTj8mzX6hkWHyOVO9OhSiv5fZ0X+NKp+h5VPExhf28ue/88XL7m6kZIxNV8Z/EO0dptZ8KxeYST/oaOSf0ArjPFvxz8X6PgQ6PfwOTgBywH57sD8a7S98PtZOzpfXe3sjyuP13muU8YxxTWpilhDBuCWkLV+kYClgJtL2UWvJNfg2z7XhxZBWxkPa4SFRPe3PFfc5SX4mDJ8XfjJqEKzWlykaHllmk3fqGrA8WfFb4xiMR2vjCxtXDZkE1vK4K+g2kYPvn8K1o/CFiVLLoVoVI52MwY/8Aj1Zd/wDD6xkmE9r4YmYg5ZRckZ/8er3adDL4vSnFfJH6tl1PhCnibvC0klt+7pv73Kf6HDa78W/jRDco1nrUV0Gf5pInUbB7hiCa6z4afEHxFqLF/FnidJ5QxCi2jcAD0Iwefxp82kPaKVt/hSCR/FLqCKD+TGpNB8MWHiEMt94ei051bBS2lywP+8DXQ1QcXpZfL9D6bMMRw7iMrlH6pCnFac8FRcvui5P7rHoNh4g8OXTf8TK5WXA4yoJH6ZrI8e3XgV9PeeJJlcKdskalSK0fDujXGm2yWemSRbUUDdduztj65yaz/iDY302myQyXNiXKnCAEZ/WvOpKmsSuVv7/0sfleWwwMM9gqVSSjfpO2l+sVFpfeeP6t4o8JaXAbn7XqE02OFN3KuT+IFY3hL4kXvibXYtEtTfWc0r8Qy34mG0dTyDWtd/D+O+3T6hpmnFyPnh85pAfbtTPDnhPRtJ1yG7sPA0NtcxN8lzAq4HY8FgentXstSvof0TCeTxwdSyc52dm3FpO2mjS0v2TPbfDujSQWkc880jlQDtEakH8xW1a+PNKt2On3XhxpdowXFumP51yen6vrD26Q/wBnShSOXwMD8jU95ZyxWbSR26FiCf3rY5ryKuHjVl+9+Vnb8j+fMblVPF4lrGu937vLK1tf7r/M39T8X6bKcwXEVsgHKlVQj81rntX8W3s8gg0xHuyehedSn44XP6VyF7ql1a3JTxHqkNvCzfII4wV/OrEOq6YzrHaeJomU9Vj5Y/gtdNPBUqW2p9DhOEcLgIxmlz6aaScf/Akrt/NHTpf+KTCf7Ru7O2jx/AeR+Yrl9fn0+WRooPEt7LN3jtt3P5ECtIQaZeAf8U7LeMOQ90xC5/4Eahu9X1TSEZriPSLG3UcFJCWH9K0px5ZaL8l/mzty+ksPXvTglLsuSKfytVm/wMWzstVRvNh0d5QP47qORmP54xTzLqQuwieHrdXI/ht0yfzOaz9f8TwX8e1odTv1PIfT4lAH0Oc1yumavbaRr0VzYeEvEivuOJb6+LKPqpfJ/Kun1PucNl2KxVOU5xSlZ2Wv4t1I/wDpHyPVPDNpYSSG91zSJbWToWSAAkfULXV28ukW0G/StJmuCf42k/8ArVz3hjxBqOqWmL37FGpHCnJbHvzUt5cWtg222y7Mefs0JP8AjXDVhKpOz/PT+vmfmWZ4fEYzGyp1bpr7Kk3G33J/+TM0b+W0ZTPf2Vyox9wxZUfnVTw3F4b1e+eNNN3lG+VktcEH67cVVmn0Kcq99of2iQdPO3J/PitDw/cpJciGytZbWMdRHlh+hpSi40na6+ZhVozw2XzUVOLtvzWivRJ8zOmjtRo8X+gaJePn+I7cD+VZeq2d3qA83V7m9hQHKx2qjP49a0i2jQp+/iupWPXzJn2/lmqVzb/aMmK3tVj/ANvUZF/QE159NtSu/v8A+HufI4Oco1vaPR/zPf5XcvyKQOlW8B36hqYA/wCfm3H/AMTXnfxM8daXo9q8+i6HPqEyttDRWZcqfUjH8q7y+s9IVdrNAGB5WG9L5/BhXK+LNMe5tJI7CC2jyDjfBz+ecV6eHUb31P0Phf6lDHxqVlKSvs3yr52imzxHVfil49vbtQmkWsQB+U3dhMpH4hVAqnq/xK8e31uLaK40+RicFLa6Of8AvkkGu1j+H3iCOZ/tUQkRuT5GokD/AL4PT8DXO+KfhN4nsJDrPhfTIkkPMhnIYn6FiRXU1O2jP3zCYvh+VSMFGmrbbWv6t3X3GVomt+J5IGGqm9g28hvsC7AfY8k0W/jLx1Lem3j8WCS1J6TQCNx7DKim6bpnjC9Zn1y3DheFFrFEW/8AQf61h654bu4rhr9NG1EAHltRjCoPfg5IqG5JLc9qFHB1arjNQv6Jr5XszqvCF/bHxqkl5ZiWbZk3BaJj9PUV6tqupQrpJePTIpCEyAyE/wAlNeI/C+60G28UR3F1eW/mlSNkdu4Ufj3r2ttSsrm0Cac1uXI+8pUkfgQa0pvmjc+Q4poKGPpPlbSS7pf8Mc1oXxAmu7j7E1xeWbhjgSWTLH+LNFxXa2dhqN3aeff6nHKCMgRA/wCGKxoLGZHE9xrTSuOif2cp/kP5VvaZNcxw/vIwq46i1A/mT/Kqd0j5fOKtKVpYeKi+v/Abin+Zz8OgRDWHutOghgYn582SkufUkJn9a0bm2uLdS91KkajqfsbNn8M1pTzWE6+RHqkokP8ABHbDP6AVWu7PV7U+fHaWzRgZMksDh/8Ax00cxy/XqleUefTor6N/NrX7jnprC0+1i/sdK+0Nn5me1MI+vKVW1bW7u3kHleDNPkxwGbVkBz/ulavXHxF+z3n2HUrZinTcLQhf/HgT+tZHiTxv4esULWt5a27PwPMXaM/U8U79z6HC0MbVqxjVot6aPmk1bzaa/IdY2kOr3P2zXPD2mqY+YwunrIU/4Hjn9Kq69q8FneCOxsL2ZgOFsreZQo9/4azNGv8AxtdbtR0XTzeo7cNBPC6n8sGpdSXUdTPka54W1K2n28zxWk6qP+BRsKLq2h7EcNGnivfkmkrcqlt/265XJrHxxeK5t38K6nIynhrxHjB+h5zVubVfBmpypJ4gsb2JlPEfkPIgPrlV/nVTwf4d8SWsjSQanHNGT8n2uMqUHplyWP41seIGghtT/a+oWspXkxreiP8AkKFdrUxxDwkcVyUt+8JSv9zi0vw9StP4x+E+mWzRrqG9x/AIXkIP0YHFc9f+MPDN3vMFzLbY/wBXJcLGiH8MY/SovEM/g7WdOM2nNYCRM4M965AI9fmFcbpWnWl3qhfV7zTEiB5EZ8zP4rn9azlOSdj2cvyrDKnKpKVS635nd/JWOhPiK3vZvIvvFUOwD5fsaksPc7SB/wCO1ka7qCgiLRPHFxMejRXNq4/lHir2pX/g3RY/N0iGyuJDwFhAXn3y/wDSufn1/Vprky/2IqoTyBCx/UEZrOctLN/me1haCb5oxaXZ8q/C1xV0vWIG+231laSxAZZmWJAffOM/mKuaf47023ZrfUNOmEYXaFt3iZfyKf1pIvHxt8RafoIMg4bc8nH4BjUkviHTNbBtNZC2kj8KwV5APwcYFSml8LOicak/41PTyev3K5DFe2upXTHwlDPBK3RWNun8lyabf/8ACc7DBrksAhH8V2ke0/jjNSalotloloL2zkjuyOSwhRT9ep/lTY9SsdYtANQsrOMDo08vz/gFxRrswTi7Sgrx7tXa+/UoWemql8rXTrKGPymxjRwPwK4rY1u08QPp/l2Om37qB1k0+Egj/gIyKz7bRNO1SQ+ZfWsMKnhkTa38zVC+h0rTLrbpeqvcAfeBjZAPxBzS+FGrXtaqs9V3Tt/kjrPDGreIbLS/Ij0KWcpw3lXQLj8GBP4VFNrVtNd51fw5eFv791piOw/HA/lWFpWq6Yl0spgmaUdGF2Yx+bE5qzq09vqc4aXWzabRwsxWT8itVzPl3OZ4WKrtuNr9Ve/4Ni63epJKVsdauF/uWiaZs/wz+NRC7uJ7RLK7M0bE8brIID9SKy3un0+6Y22qPIf+esJK5/E80+XWNf1SM27TzToeNhXf/Oo5tTtVBxikrWXV6P8AL8zpDZ3N1p4tX0i2l44eHUFBH4cGshovFdkpsTFEIzwqSGI5H4nJptojWdr5V54OuJuP9c0ZU/8AoBqpc3SFxa2qXKKT/qZEVj+GAKbat/X+RFKnJSa0a+//ANudi5F4e8SaehvrjTbbYBk+akbg/gM0llqun3kuLizWJl6G3tIyD/5DJH51INWmtNPNtLpuEIxmWBouPqGNM0SyWeT7Tb6E7bTlWXJA/EuKXWyG23FyqfJrT9SyjeIbwMlpaz3MP8LFUTA/Fagj0zQWl8vWdSnius8Rq5bH4hOKfeXmuG6J+23dsijhUQlf0Y1pWvjhLGz8iSJXIHMkyjc34bs1Xuvcyk68Y/u1v2dn97TX3IkXw7q91bYt9N0m5iUfK80xLkfUAYrktYtJrO+aCexWBgfuIxI+oJJrWnm8E6nK17c3NzFI3JjEZIz9cms5piXddI0uNow3yuYPMJ+u7OPyqZ2aNcMqkJPm/FW/G7T+SLWi6DpdxbfatUuJl/6ZxJzV5NF0K2+az1yRTnPlSXqxH+WayG/t9V3LaNFnoYbZYyf++QDTodH1y5cS3dizA/xXblcfqDQmuxU4ybbdSy7XRsprl/bubZr+BrZR/wAtIHuP1Ix+tTZj1S1M85W6gH3VttP24/NKrWVo9jEbSbQ7KdiMr5V3Kh/PNRRyeJtNumksba605MfdjjeYH8TkVd2tzlcINvksn3ulf7tb/IattpkUgb7Y9vHu/wBVcXLKP++VjrWsfC809zHdaPq1kIzgsq20fT3LYP6Vn3fih7yMQa7NLI4PBaN03fky1MfFENlYmOC20rGPl3RM7H65J/nQuS4qkcU4rl3+TX4o2fEb+E7K0MNzoaTzFcO1n5asPf1rinHhjecW2ogZ4BdOP0ps41LXJs2ejjIPK2UBwT9Bmj/hFvE56eHL/wD8A3/wqJScnojfDUKeGhadTV95f8ESzt9NuSVFpeZHeJ1f+gqK7t7OBii+fkf89AoI/AE06302G6QmHUFLj+DyZCf0U0f2LdhS7lUUdC4Zc/mKiztsdl4qXxFnTINFhQS3V5dB26CLygP/AB5qsT2ejxt5sksyDOVJ+zkn8AwNZdu9rauRe2Jm54HmlR/KryfZJrf5tKiijP8AEt6B+ecmqT0MpxkpXu/wGXV9aXMf2W3glnz0dmIIP0JbH51f0aO5tYSuqzXu1h92OZNoH4kn9Kigm0yxUPba1PaOOghm8xT+VUdS1nUrpj5usNNzwygqSPfgU721ZLhKouSKsvO9/wArGrJ4c8MvG11Jq/lEnIRrlSf/AEEVRum0y3Ty4NURh222KMw/His5bubOJZGde4Y5/nmrO/Qnhx9kdXPcXR/+N4pcyeyKVKcH70m/uHW7h1Ii1O4x33xLj9XqNryfT5h9l1HzADypHH5cj8qZOlvAvyCCTPT52LD8sCl00qr7nhgI7mRhkfQMwFTc0srN9Pl/kaMus6VeWu3U7O1dwPl8gyI38sVmMrIcxWpRD0E+D+uBV24tYCPOhe4ct/DGAB/46GFRLol7dAslqIAO8xZc/i3FU7sin7OC3svMg06IPfKkyoy5yw8wAfzArZv7TRJIV8m9jhP/ADzgZCSf+Asc/lWbDomqRncscBU9W8yNx/M0+3ma0kaFrVXbozCyDY+nIoWi1QqnvyvGW3Ye/hmSAC5mEph6k5RT+rf0qQWVw8IOjfb09c3CkfgARWZeLCJjtMgJOSGgCY/AE015xs2oFYY5zCoP5ildIvkqSSbd/wAjftbaUgQ/2fNdTnq11acfmat3WjX0cIe88N27rjJQyTL/AC4rmre7WKIAajdRsOgjHA/8eFE2p3so2vqt047B3P8A8VVc6sYyw9Vy0a/H/NFm9utLuD5IsTahDgoty5H5Mpqo90qAwW/MZ6GUZIqFZPnEkoD88qxPP5VbbV9kYjsrfyB3AlZgfwNRe50KDjotfn/TLGi6Usrfa18RQ2m3pJkj/A1Nqeua1ARZW3i171G4IG7/ANmHNUrC+lluBEws0U9fOgXH54zVy9h0mzjM6/YZXP8ADG7Nj8A2KpfDoYzj+999X7Ky/O36l7QvBVtcRf2jrd2Y1xkx+UMfnuFNuYdBWc2mjoZg3HF3HGD/AN9Fs/lWXHPpzRmWKa5R/wDnnHEApP4f1rX8Oa2uz7Nqcc8AJ+RrW1iXP1LqapOOxhVjXi3Ntvy2/wCHGP4TGnxNeqsjjbnyllPX/eUAVU0uyv7q4MkGg3yg/wAcLH/2cEGvQdP0e3uLbzU8U30CEZ2u8bf+y8Vg6x4Qhlvttt4laZHPINyh/TFaOnbVHDRzGNSUoTevpL/hvxMC90BJbjbNZ6kJCP8An1Q/mQ+P0pYNFjgYKugTM4+7Iupxo2fpziux0L4beJtOTzPDuo2is/JMsik/lkVt3Ok3enWiy+KTbs6jl1vXTn/gJ/rQqV9zCrnNKMuSElLyTd/usvzMLRtG1y98tIb2eEAdHvN/5kRj+ddKnhm9hiDXl5M6gcvBcPn8ttN0O78FNCR/wkKWMh/i/tCZjn8Sat2f9iadObif4h3VyWPy7LWWTA9vm/pWysj5/GYyvKo0k1bpyS1+aTX4memm2RvhHIl9Kn96e3YqPx21b/4R3wuswkiMMkpIwgSDP/jyZrZW38OaiRcXvi15Iscw3iJGp+oZSao6tqvgzQSPstrYqueJLLYW/RRT0OCONrV5qnBT5vJNL8UvwHXnhfQ57YS6vo1s0SjJVgjZ/AACsG6vPADv9n0kR2rqcAwLESfwBNal38VfCQg+xrcTTORgoIHJ/wDHRXOT67pT3JurXwlc9zvCupP4HH86TaOzAYfHu7rxmu2tl90mPufEmvaXL5eg6XeTgDiWeJAv4fMtDfFCWGNrfxHPbWshHCeZI5/IDA/OsDXvEttqjCCPQLwFW/hhOfwILVz+tXWo3C7I/D00aY+/cQszfrxWUqjWzPoaOV0K6XtYJPvpf77/AKF+78T2A1WS9h1eKRGOQptJAfzzVa48YvcP5Uvh21nRT8jyRuzfX5mNYhl2nE6Osg6OrYx+FWoPEF2yi3vrqR4e4A5I+uRiseds9z6pTilZXt8vysTapc6vqMRaK0kjjxyiTZGP93PFaHgTRfEc0/2ixu0iQdY5pcA/huFUZ9c8PpCY7DRLhHI/1pv3H6c1N4Winu7ncmqspByTHdsjD/voYNNW5yKqn9WkkuVeav8AqelaF4g8d6XfR2uoLD9kz80tm0eV9yPOJ/SvffhJ4ivtUsFTTdUt7kA4PnMVZT6YOa+f9Bs3uXje08ZLG6n5hLarK35rXsHwyupbaWNJtS0+5JIAFwDAxP1HX8qrE0/aUGmfh/iNgMPi8qklCPOtfha++6/KSPUPEGj+Iryxbbd2ERK9Wwf6VwE/hP4gXE+2Cx0G+jLYd0YE4+nrXr+j6Drmp2AMGgac4K9tQJ/mRWNf/Da9nv8A/S/BESndkzWuoZx+Ga+cwuZ0qMpU5Sjden+aZ/PGRcTxyvnpSdPTyg//AHJCX3P5GNpXgKWPTx9qtoYTt5CsFxXA/FDwZaIxQ/ZNzA7ZZJAxB9uK9mn8FvZ2XOn7AF53y8/yrxb4sWTNem1t9Pe6AfDIs6rt989a9DLcU8TWbU7r+vNn1PAebYjMs+co19NW9Fb8Z/mzA+Cfwmx4quDJq8koYBiv2jOOT6YxX0VoXhW58NwrPYeV2J3nJP4k14Z8KdJuvDWuNfaZpbRNKoEiG6LZI9yTXslr4m8QSwiKewCL3Png1GcRxE5KMGuXqmV4qVs2zHNko1oypcq0fKumuiZ6Fol1Ya9bi11DQ7iZsYP2ecCq2seH00plFt4euIoe5nG8/ma5rSbnVVkW5tbjyiOflkUH9RW9F4u1y7H2O5vWCjjLzLj/ANDFfE1cHicPiOajJOPVNy09FsfhlfCVcNUapu67JvT+vIxtb0KK9QtY2cTN3ChM1zOs+FPJiae+t5QAPumUKo/ALXpUkltHbZS9tN5HITr+jGuG8YT3cjsRdIqj/nrGxH6c16+WYuvUnyLRLve57mQZjjXiFSjKy7u9/wCvkedapFbrcMLPTELL0ZnYfqAK9I+EXirXbQRJp/icWZAx5MKguPbPNcJqdzppco11CzE/MIlY5P510/wuaSBxHaySRgtnCWrfzNe5mlOFfL5RnG681dfin+R+hcTpYjh9ucXeOzev/pX6Jep9G+F/iT4ugjjeWFbsAczahfYA/wCAkYrrYfjzr0MX2ea7nkXHEGmiONf++yK8l8PDUZdgtmiaTH/LYlm/IV1ENlrtxGUvdPjlUjpO5I/BV5r+fc64byCtiL16NN/cn8r3S+SR+N4bMsxw+lKpJejf49fxN+5+IOj6pMW134Xvdqx+aS+8deUfrtB4rX0jwh8PPE8S3Nh8EJ3J/jtfHpfH/j1cBdeGWjTdF4dgUg/8sfCjy/q7c1Y0v7Rbsqnw6pA6mbwpLGPzV68vF5Jhvq98vrTptdFWqJfcqqX4HpUcyqRd6sIyXW8IX+9wk/xOm8YfCW3jt2k074deIrQAdYfEYk/pzXjPizQDYXbRyx67GASPKvGDfrtOa9jttV8Lz24tJ9A08StwVe/ubT+eRWB4v8AXF3CZ9H0K7RTzix8SxyA/9/MGvT4WzjF5ZW9jj5vycm9fnKTf4mVdwnNVMPt1SS0+6KseK37aRb5jk05ue7ysp/8AQK5nxBa2hjLRaJI6Hqsd03P5AV6NrPhfVbaV459H1RCP+e80Mo/8dJriPE+jTx7hc2auvdTCw/lkV+15Zi6FZpwlf/t6/wCrPfyLGU44lJyd/wDE/wDM4a/stFtkaebwJLz1LXrk1lQ6voW1hpvhqWM55Eep9/oa3r2ztWDJDayKfxx+RxXL63p+jxEi80uN3P3VMWQT+tfWUeWa1v8Ae/8AM/a8odHFLkqObf8Ajk/wc2inrMR1EMt54X1OVD0EWo7cfirA10fw+0e/lsVj02xktApwEnkaVh9SxJrza/06SO/a7fwnawRjhZIZ2ViPfKrj869v+Alxp6eG4HWcRg5ODJuI59T1ox9SWHwrmlc9DjapUybhr2tL3tUrXbS0fRSkvwNPR/CWp3cuLy3iOP4zOUJ/DpTfFvhCS0sXkMcTjb91yrD+VdXq2vWtlhxdQSf7MqAiuU8c+PJrXS5JoYrY7VztjjPP5V87hq2OxFeMkrI/Essxme5jmNKVKKSbWmqX4/8AAPIvEejm83O7wEK33YrswqPyHNcrpK21j4xtpLdreZC+11gvTKw/8d/rXQ6x4otdVna9kubJFPVPKbI/Sqvw/wDEWh3Hj23tBqiXS4P+jJbldp9c/wBK+uu407s/p3CPHYTKasqsG+WEm4r02va1/P8AE9X0xNNezV2kkU46N0q/Atmy+ZLcWqgdAIcnH1xXT6Svh27sljXw/K7Feigf41na14Nilid7HRltyehmyP5Gvl/rtOdVxmnH1t/mfze87w+IxUqdVSp67txfX1v+DOM8W6D4W8Q27W95efLnlVO3d+Qrjn8C+DbBybMtBIOhhvSxP4E13Nz4cewkxf2AlP8AetwT/OsvVrKeMZ0y0iiPczyYI/Q17NCokklJtfI/R8kzSrhqaoUcRNwf95KP9esWYVr4d0u4iCTm4nQ8E3UqBR+FTx+DraMD7BqEMCZ4S2thJn8dtXLG0vJH8yeeJnH/ADyDv+hwK1EW+ii/4+324+7JtQD8hmtp1ZJ6M9DF5ri6U7Qq/Ldflb/yU5PWPA2o3eAmq6mqjq0EkcQ/UE0uieFra1uB5vmXRT+GRmds+5A5q7qmn2l3cl2lgaTsRAxP5k4rQ8JabrP2goDGiD7odSc+/wAvSqlUcabbZ3V81xNLLG5VUrLa3L+KV38jW06zFxAFXTViGOjxkH9VpLu3ltlIDEcfdQAfqQK2f+Ed165QCGVBjuqNW3pngPVpoN7W7M+OWRWP868erjaFH3pSX3/5n5hic9wmGl7SdSLTe12/xZ5o93ezOYntLlR0DLMhz+dX/B/hK+vNQNzJrF0iZ/1DOg/kP612t14EuBITeQSxkdHKAH9TS6Lp2j6XfgXcZu3U/KJD0/KnUzKnOi/Zau3TX/gG2K4uoVMDOGEVm10Sl+asvvT7Fq28O3dsg8qxkfj721Tn8TTbjw3fXsZFxpg2ns8kQP8A46prtdK8az2EGzT/AA9bgY4a4DEfqT/Kn3nxP1eOFlurTTXH9wKw/kBXyjzDNfa+5RT/AO31f7rP8z80jmuYurdRXNfu7/gzz2PwEnKppbqx7b/8UFZ+sfDO52GaS3jiUckSkNXX6l8SNSbcRFaQL6RbuP8Ax6uS8R+Prx0JgkSRvUIWr28JVzapNOSS+d/+AfTZVieKa+JTg0r+bf8AwDmZ9Aks5SPOtSqnhY8D+tVdZubC2sWE9zax4X/lpjH8qztZ8Zar5xllSPrznKgVzWvfEbUPszx2wsmOOA9tI4/ME19LCjVdnI/ZMtyDN8XOnKo09tml/mZGn65o8GvyXUJ0+ZXY5NpmTJ9+Bg/hVzxh4u0+40p4LfRraZ2UjZLbHB/NTXIH4m6o949nqGmaBKg7+RMHH4FMfrWPr3jqbT7ky2Wm2sgYf6iNQB+pz+ldN47s/W6WQVK+KhUqU3eKVvf0dvS1jM06w1jU9aMyaJp8A34YR2bp39MkfpXpeiW0NtbCHVFuSSMYgiOP1rkPh/4k1XxH4hVbnTEsgoyCkZGfzNeuJPqFnAJBqu5QPuMuB+YFEWktA4nzCvQqQoOKTtspP80pHN/8IxpXn/aIri8jUnpIQP5Ia1rHUdMsZBahWmGOs92pH5bM1eXW7y+Bja1s0B/jW5G4/hgUW2nWc7ZutSVW7KhOT+INDemp8fXxlSrBxxV9Oid/yin+I7Ok3REkEUKyekcbE/mFpU0lLgmRpbqMj+9Kdn5OtP8AsNjCdzsrJ3aTkn8zUivpqIQsKpH3ZGwfyAqb9jypVXFfunL8/lr+RRu7HQplNtqN3GW7FTET+tc5rng0yuZYPE0qwAco8EbD/wBBrozf+H4ZTE39oy7jx5tsWj/MLUT20NwT9kjsgD91RHz/AOhD+VVFs9bBYrE4Sd05Jf3krfJO9h3gCWwsbEQWwhk29XjhHJ/A03x1LdX8BijhKJ3byf8AEVoaNDqNih3zadGp6Anaf51z/j7xG2jr9qvdWsYkB5Y3DMPy7UlZ1LmGEg8Xn3taaTb82/yjY42PwrrKzulstskbuSXMGCPrucfoKz/EngS5hhMjeIhluShukVT7Y5xV3Uvina3sBistQtpT2Ktn9Oa4fWvH3iie5MB0ywkBOF8y0+b88L+lE5QSP1PAYfOKtTmlaNummv3/APAFuNN062QwRaXFM/8AE0WsFj9doesfUdIsLTMqRPk8tE18igfhgn9af/b+vRTFpni03IGZVgcg/wDoVSfaNN1W4QXLPqk3dkjkXH6isG4yPpqca1J3k7ry1/4H4lWwvL2+iOl6TpdurdM+ZnA9clqmTwNFZp5useJra1fqEjVpG/StW6tNbhh8rw/pK2+R8zea+R+G41z1+Na026E9/b75v+ezhyR+eB+lJpLdXKpznVb9nJRv00bf33RfXUfDGnRG2utSvdQb++qsgH4M1YztDdX5NhBOQTlRvAb9BTpLq6uZUm1d5ZIx0+XOPwyKtG28NXUJe31hoZeyT2uF/wDHQalvmOiMVR1d2381+C/QmsdPMj7bhtxx/q7i+KEfkDVe+s7j7XixS34/h81GI/FgCaqpa20M+2WRJjngK5jU/iwFS3yJFF5kdlCh7NDcByPyovoUotT33NbTZ9YsEMuqW0PlgcL5aEn8f/rVHqFrp2owmazup45G6wBlA/I7ax9Ntpby4z/aEcB/vyS4P4d6u3NvqszGMaslwi9m3YP5jmmpXWxm6SjUvzWfz/4KK76fDCpCQTySA9JYSq/mrH+dRPdQRIY005Ef+In5v55q4Jry0QkeG4Wx1k+zll/Xiqz6hHO+yTToVJ6hVVAP0z+tS7I2i5S3V/mP0y/eOMxQrbK5PWS3LE/iBTL29N2MSXKoyn7oiIB/KtCCZYrbZpmi2rSN/wAtFlLgf99HFJbN4itGLbLFiepM8IYf98sDTs7WM+dczlaz82v+CQWk0MlurTwuT/z0+37B+RyaNRh0uOPzY723lY/wO8jEfiOKkuLbVby6Wa4e2yP7rg/zzVi5t5bZFuFs7Vsf89lDZ/Aqop20JckpLX5XKmh3E9zm0h+0Fj91ItxUD/vsVc/srVLGYPqVpcRw54ZJgPzUs1SvrkssYs7TQLbeRjccKo/AcH86yNUivoLkS3aQbieI404P5DmjRIS56k3dJX+bNTWNZ1GCEJZ3cqwgcqI4z+oOaxXubac4TT2aRj95pWbP4Vbj0x7hRc3GkzKoH3oJUUfkR/Wqz7HkP2e4uCF6CUAY/HdSk2zSlGnBWj/XrYu28uuzWn2S30mOOM8FkgGf1NWLfS9R0KI3tqHckfOI2/oFP86yrSJZZSl1fvED3jZW/m4pNTtNMtWC2V/JMe+6NQPzDGi+lwcLy5V18nr87lsXV3qt6LmTSmkZD1YtgH324qS98Qatcv8AYZntbbHQmAjP4kEis2G8tolw+lwSHsWaT+jCrVpLe3H71NHmki7LC8m388mhSbHKnFO7irLb+rk407SooBPq32mZiMmW2uE2n/voVSa5zOINGluEQ9FmmHP8hVu6k0bBdre+tpAOVjjAB+pJzVOzjtJ5WjVCXJ+Tzec/kRQ97IIbNyv89v8AInSx+zvu1i0TDc7lnQH8gwzWnpi6FeHZHpk9wo4+aBBj8Q+arWOlXUSEvduuDnYs/lr/AOPDFJdSwbCotLA+rAxkn8RIP5U1oZTftHZP7tP6+80b+0gtNt5BrslgqdImiZv0xz+Zqg3jPWFYqviS6IB4P2ROf1qKx0C21BALZphITwVMRH6yCr3/AAh/iYcLK2O3MX/xdP33sZ/7NDSpJN+aX+TMjz7KzXfZy3KPjgMwx/Kn3b6zqFmHltbhlHO89D+GKpPf3srBpbuRyDxvcn+daAm1u5twrO0yd08hQPzIqE7nXKLjZ6X8zMk8zgumP+A4qSy8sS5doR6eeGI/SrTx/LgWp3D+BoAc/wDfKj+dRBz0TSArjuqsf0bIpWsy+bmVi7NoRlQTm5tZMjhLadEIH0bFQy6LZBQy6pFGccxySBm/8dqohiuZglwRH6sFAx+AAomWC1kBtLx2YfxBNuPxBp3XYhRqJ25vwFubOGBCVkmPoWt9qn8Sf6VFDDLKcxwuwHXYuaml1XUbhRG9/OR6POSKcmoanYsGj1BiPRZsj8s0tLmi9oo+ZG8jyP5BllI/uySYwfxqyfD0yRfaJL22Cdws6sw/CoGjvL2T7VPNE5PJ8y5UH6ctmnC5GDa7YrYZ+Zo95J/U5o06kvm+y/U07ePT7aw+TW1dyP8AVyxxt+W5qrQXetDL2uswpjpGZ40B/D7tUH+xxODBPK2Dy20L+XNTSXGjlf8Aj3upG9ZJwMf+Omq5iPZ28790v+AWrjUtUdDHfWqzAj70M3/xBxVKH+0gjJaQyhCeQqH+eKiSWOOXzEiOOwL8j8RiphfX8ynOpSIvTaZHx+mam9y1DkWiX9eWo+LZbrtZYMnqtxGxP57R/Ooy6W8m4OuG6i3kIIpjIQ+ZIsBj9+TdVl9O0tovNi1ePIH3Apz/AOPYo1YPljv1Ikkt2ywubmMfxFU3f+zCpCunxx7bO+MznoktoB+pY1XSUJMFB81c42ynAP5H+ta8dlDeW3nPp+mQKvVzcsxP4I1NK5NSShZv9P8AK5SeO4a3+fTkOBw6yDijSoLORi94rKVPDLbs4z/wFhUcj6db3G+Ao2OhRGK/kxFS3DXqxi482NF6jESI36ZoB3attf8ArzJb57i4Vre0u5pPRPLl5/Asaz306/jOJLKUfWM1qWvihlt/szW7TMR1kl21mXl5JcXBkMarg8J1A/OiXKwpe0i+W1kXLT7CIfIl8PyPIByxuyh/LFQTQiA+fDp91DtOQzS9Pp8op+n67cWUwdGMI7tbqFJqXWPEF/qabZLqWWPHSVzn8g1Hu2Faqqm2j83/AMMSQ+K9TRRELq6mTujXL9KdN4jSaPyLexFsWPzSCZWP4hhVC2uLuO2McN6FB6RrjJp0dzawqFu9LDEjlw1PmdtxOjTvdR+7+ki9JcX1tbebbeL5lGPuRuVH/jrH+VTafP4ou08zT7oTnu/7x2/8eBqhH4hlibbH5ojHRFkC/wBDVgeKtTlISwgeM92R2Zv50049zKVKpbSK+dv0SNzRk8UQyY1HVo1Y9I3k2/ptrdiTUBH5huoIierxwA/qCK5CDXb2Mh9VbUpT/DttkT+YJNOudfuXxtsZI17G6tixP5AVrGaSOCrhatWfT5JW/r5HQandQXKm2m8fwpJnGxbdXP05aq1jF4osWJtPGAji671tYwT+Aya52SbSjMJ7yS4Bzk/ZrdU/pmrD6/oLxiEaTcTrjGZAMn8RS503d/myvqkow5UrrzjG36E3iTVdYviLSfWm1EbuVFiAR+JBxVa2jsoYdl/YXxHdBIG/QJgVJHrmj2cW2LQ1hz/z2Lsf6Cqk95oNwHljsndyfueSAB+K4P61Dave5004OMORRaXlZfloiC/ms4JlbSorq0OeWmOMD8KcbW4nHnnxVbFvRp5AR+a1At1pcr7bvTGTHTyJAv8AMH+dTxy6lD+7sJb2KH+HZFn9QRU7nS00klo/Oz/EbHe6nHIYV1UXI7pvdgf0qs7JNNsns0h7nYrAn+f8qmuoNWZzcSTu4H8Ukq5/LcaP7XvbeHYlxIGI5w4x+W3+tL1KS0vG35Co2nSv5EOmxKw/5aS3RA/XFbnhxWWfy5o1hT0tZxlv++a5uPU7yJjJG6Bj1YRLk/jikkvhcfPdQh3/AL4wP6U1JJk1aEqkeX/gnrngXw0mr68jW9heu0ZBElxfyIPw2v8AzFfQXhDwfrLQRosE4HHDWy3A/nmvkj4d/E/X/BWqi6tI22OArCNO35Yr3Xwt+01qtxGiQ2Ts2BnFs381bP6U6vtatO1K1/M/GvETIOKcbZYFQlBLdvX/ACPrX4c+FZ2tI47vTrTGBzc6bcRD/wAh5rtYfh74ZJE9zH4MZx/DLr9zC35OK+V/CX7UHjnTAHsbm5tef4JJkH/j4IrvdO/bE+JU9t5Ta/c3HH3GitZP/QgDX5pnXC/FWIxLqYarFJ+ck/zsfy7jfD7ifCYidSvTTu3tL/gno/xA0bTLS0eLT/Dfhwkj79p4kD/z5r54+JGjK1y4Oj6UXH/Pe+LA/iRWz43/AGgPHesxO0+mscj750+1X/0F68d8WfHnx3YT+SL5o1zyC1iMfg7Zr6nhzKMxy3DJV5Jvrq3+bZ9pwFwRxNQxTrQ5F5Ob/wDbX+h2Xwu8LMniRrqTRNEtgy4L2Oob2bnuNoxXs39lW0VkJA0WQOMSV8saD8etRudWRNXunuY24KxiFcH6x16Lb/EjTJrMPbWDsSP7xY/qK9fGYKviZqSlt2/4c9rjbgriXHY+nWqu2iXu6rTzlK56Pc+MU09jby28bsD8oVCx/nWbP4vvJ5CUimiU9hBj/wBmNeeP8U72NmS38PXaHs3kjB/75NYGq/EfxTc3R+0adcCI/dVbhwx/DH9adPLIR1aRzZd4c4iUvepxT7uSf3JNo9kTxNqaRForuYj0JCj+dc14i13xDdSFodYWH1PnOT/hXm0/jnxJHCTa+Gr9iehluto/nWPf+PPEDxFr+KS1x2aZiB+INdNLBU6cr2X3H0+VeHdShiPaL2f3Rb+67/I9SS8uZ0D3YgmdTw828c/ka6fwR4zNhKIrm1t2UHrFJIf0CgV866f8SPFtzOyQa/aNEpwFF+4bHuCuKnm+I/iHSrlbmOxkmOeTBIHJ/wDHhV1sLTr03GWx6uZeHFbMKEsPUcddrXVvvat8kfbPh/4sW1vEqJGUAHRHx+nWuq0z4330KhLO7QDptOQfzU5r4n8L/H/XJkC3Flfw44/eIoH/AKFXY6Z8Zbm7AG/c2OVZhn+tfHY3gfLsY25QTv31/M/Gcz8HM5wFRulp6SPrC4+L91eALeaBpN2D1N3C8n/oVwtbGieLNC1ZRDdaTo9tn/n20uYY/FLg18jw/FJ4yDc2sSAnr9oHP/jtbWn/ABTdVDQxyD02OrZ/8dNeJivDvDOly0VyPycvy57fgfO4rgDiHDw6P1Udfn/wT61k0tVh+0afquxeoCyXqfowcVi6vdQwf8hQ21yuek8UEo/8ieWa8M8O/HnWrLEcct/Ag6sCwH/jpFdOvx0udSiEc/iC65H3WlkP8w1fOLgrOMHW96SnHvaz+9f5ny2NyDOMJL36L+Wq/Bux3Bn8HuTImh6bEcdY9FQH845zXBfEvWdJgt5EtIoRkHoJE/IMSP1qN/GBvnJUM4P8cka/1iFc141uWubZ1h1G2jYjgFef5V9Lk+Syw2LUqkpfNt/5lZVl1etmdP6xpqu/47s881aaGTMqyQpycieBW/k1czqE+opL5kT2RAPG2wZv5SVt63Ddrnz7uJAOsvygD8Stc3qN3ZpGQviWIe63q/8AxNfp1KK5T+nckw8fZrl1+Tf4pDLzULqdNtzNZj/ZFo38g9bPw/8AEs9rI1pb3EEYU8KICoP6muKuNQ02ENIfESMf7yyjJ/KrHhbxRo9lMxu/MuyzfKUkfp/3zitZwjKDiz6bH5NHE5ZOnyOXly9fnZfee16Zeahqkn/H7Dkf3Wx/jWZ8RNI1N9HlzeoRsOQQWz+AIrmtI+JFrpOX0zSJTnnY0zE/+g1leNPjj4gu7V7KPwgqowxvmuNoP/jhrzo4atCupRS5fkfm+B4Tz+Gd054elFQi1vyJ/dd/geM+KrOSfUJINT0CIxhyFdLFnyP95Dx+ddL8AvD1npHjxLia0itbd4CschuWyWJBxtLHHSsTU/F2vaY7zz+FmkiLZ+Vi4A+pUCqmgeO9N1zxDBbmzkgbf9wrzx6ACu5qDe+p/RWMw2NxuUVcMlyxlBptO9tN7X3PtXw3Pp9mqSR6hE4wMr55/wAa6caxpE8GGSFWI6tesf0rwXwP4hTT0jlVGGBw0ka/4V3Vn8Sbxl2xJJKvoMAfyr5nH5TUnUunf8D+MuI+CsdTxsnBudurtH/gfezuZdMs9QjJivUA7CPLH9a5+/8ABV7cTE2mGGf+Wic1QTx5v48kRN3IFLJ46aEbxeKp9WjBrnpYXHUH7r+//gHi4TKs+wU/3fXo9fyHN4Dvn+SaN2GOQquf/ZsVXm8AyQH91LNH/skED9P8av6Z49iuJAyavCX7mNATW7H4vEkQV7uVyR3hzVVK+Y0ZWa/P/I2r5hxLgp8so/KzX5o4C6+HM15cg6gYZI88qUJb9Sf5VsaT4W0HRJEeOEwsP4gSK0te1i7aFpLSabOOP3JArkJLzWLu7/fXkuzPPGQPzxXZTnicVT96Vke1h8TnOc4Xlq1uSCWyuvw2PRrfU47aIGCWbp95Tn+Rqlqnii7lBhW+uCO4KSY/Q1zumW00uC+oyyLjosRx+hNaDTXNsubZ7jjsLcH+dcH1OlCpd6v+vI+ceU4bD4jVqb89PzRR1DWr9swRFz75kH881l2dxqNrf+bLrT2yMeQlqWz/AMCIrZuPEN1KpiubWQ/9swp/QVi3niSbS5WmKTxgd85H64r06MZOLior8P6/A+py+jWnTdKFGN2vJ3+9P8jqrO6imiDf8JG7jHqAao6lJbK5K6rPk9c3H9Kw7b4uWjL5dxcsccbTEufzyah1Lx34au1/fPeqf+mfA/QVnDB141NYv8P8kY0OHM3pYr36MkvJJ/oi1dTKWzHMr/7Utyf5AVmarafaoz/pVu3+zuP/ANasDUNU8K3V0XTW7iJuwkeQfzwKqX1nPdwn7P4mk29QRsOf++q9Wnh+Wzv+B97gcilRlCUqjg/71OX/AAfwsR+JPDltcwlbtwF9V5xXDeJvBNvBZPNZ3iAhcgsmD+daHiDz4W8iT4hLAc8jEQI/Q1jatbQmyYy/ElJOPuSiPB/LBruV0rM/WMkoYvCwh+/um9uSdv8A0n9TmfBui3ev6tIl+1lII2wgAJI+uav/ABM8CT22iSXVlFEjRruBiJVuPTFZuia54f0XVyLnxg9uh/59mAU/gQcfhUvjzxn4MvNPMdv431K5fHEMTLtb2JC/1qLx5GmfaTWYPNacqd+TT7Erffsc98KNW1hfEiRXM1yyBeCyg4/Fq9uW6mnhVFAz2aR1XH5V846frclrefbbZTGRxxKMn67jzXaaTr3j3VYA2nNKoH3WBiU/mSf5VNKaUbbmnEGSvG1o1k4xsup7BDZagrhpYLC8TOQj3ZJ/LHNbllM8UQYeFrFCB1SMk/oteNW2tfEYYhvdRDIB8wLCR/8Ax1sfpVyym1S7l3PNqBP+zBFGB+J5rRrn3PicZwxVrR/eVY2Xbm/JTivwPXBJcMxkutM3p/djLDH4Go400zU5fLg3wEfwyD/EGvLpdQ8aWc6i01e+EXcPNH/RhTNSv/E1wu6HVk8wf89bkt+YCk0ctjihwpUveNeKvs1zaeqd0em6poN/aIZ7a7eQAcKJ1Uf41if2hqUzGKKO1Lof+Wl4+QfqRXCRf8J3eRbRPBI/okssefxZasD/AIWHDB80MqkDolysv6bxTV0tT0KGQzoQ5atenKXpb9Vc77SRrU6lZPE6Q+qGMyY/Hd/SsfxlpFvI2+98T3DEDhobVf6r/WuXsNQ8XW7tLfXV2v8AsxAofy31leJtV13Uzti8QavBt67Sw/X/AOvQ9NTrwmRV4Y/2kasUvKK/NK5l+NmXRc3Fpdm5HcTRCNwPY5P8q5C51d9Ybybm9eFP+mmGH5gCtzWbbXHQE+NYSO63l5835Emueuo7qRin2+0mIPLKyD9WAzXNUbufo2BpxjSSbTa66/qrDLmz0+Bcw37SHuVVcf8AoWalt7mSGLK6pFtHVBGAx/ErVNo4gxEjMCOuwBh+hqa01aW0JQos8Z/hmTNZJpM9CUW49/uLEXiO8icRxXcqIT8xd93H0AFR3TabKzXA1NzIeuyEjP5tUN1fxTsTFYQx567U6frikhiATzbaVXfvG8YJ/I5p3ewlTjHVK33f5CJeyQ/JCI2XsZLZCT+YNOkmcgPNYpkdGVCg/IYoMl/GNzWyqPVrZQP5Ui6hPFlfLiyepVAP/QcUi7dl+Jeh8T3Xk/YroQPER/Fb7sfnipU1PTreBlluFnUj5bcQBAPxBNZYiilbd9rjJbrvDDFSC0ht8SG4gkIH3RMf8B/OnzSMnSpdNB02pWJbNrosKA9d7s/9RUURRlM0b+U4PGw4/m39Kmjv9o/dSx2+OuAXJ/PP86rTys0nmLcOxPUkY/rSbNIx6W/Nkh1nWCnlnVbkr/d89sfzqKO3u7xiYYJJT3KqWNC3N2flW4k+gc1Zhg1MJvHm49ROAPxo3G7QWlkNKS20flPYTox6ksRn8MVK2pfZofKgku1OOjzED8gaSVIcFrmJWb1FzHz+AwaWF2ihytvY7T13MrN/481PYzdmtV/X4kFrcTQObmEyqx6usu39SKc18s0m7UVmuMdA91n+lK6QzvuhtSxPUImf0VuKhkdIm2PYqpHZgwP/AKFS1Rdoye2pMLm1llEcCmzQ9WV2b8+f6Vdh8PmSLz7Sa2ulP3nkLr/Iisoq+wuJEVT/AALJ/TNOsyQ/yXTxE91IH65FCfcUoSt7rt+P/B/Elns4o7vyJWCk9FtlL/zIqfT9J865EP8AZ9zKD/EyFMfgM/zqrJHJ9p3R3as2fvmbn8zU9z/aaRBpmuiMff8AtG4AfhTVhS5rJJmhq+jwWEHmG9kt/RDFISfxJxWJ5ciDzZEVgf7z9fyNNcRnlHZieu5cf1oWNvMCOv4E4/U0m02VThKEbN3LVnY3so+120S4HYOR/X+tMu7+eZfJIKY4YCVmB/MmnRrpAOy5W4Q/3kkVx/IVYk1GJYxbwTW0q9jNYqCPxAJo6Etvmva/9fMpWcHnybQAT/dKsf5VZllgtAFW1hVu+fNDH9RVY20bE7byIn+6Ff8A+Jp0Onux3XJMaDq5oVypWbu2TLqtvES0NoQx6vHM6H/0I1G17DLJ5ksLSn/p5nZv/QcGkV4LWbdA8bFTwzZI/LFWZ2XUYg7XVrvXomNmfxJFPVktRi72GNqVkUEMuh2ij+/Cz7vzLmoc6P8A3bn81pJlWE7biwCj+9HIefxyRR5mlf8APpcf+BC//EUrjUUlpf7/APgkKOq/ejVvrn+hpTK7nDuSPfnFM4pyeZJ8iR7vYLz+lSauxLutQm0Pg+0Of5mp9P1C1sPnayikfHBkRif0cCqTKyttZdp9CKQ8HrTvYlwUlZlq/uvt8nnJawx+0XBP4FjRCmrkCNBcbf7u4gGqoBJwBTjjbztB/u85ouHLZWRblgtlT99aTRMOpEZYf+hVXgS3efy2bKnoWyv8gai6nAqRWuLVt8UxU+scn+BouHK0tx11bwQnEV1G/qFLH+aioafJJLOTJNMWPq7EmmUmUrpalqz0m4u42kB2AdNynn8hULQTQyFdhOO+3j9RSLcXCjak7ADphqUTO7AygynsHYn+tPQn37u4z5S2WJH0FLsQgkSj2BBzRKwZsCFU9hn+pptIodFIkbbnhWQf3XJx+hFTDUZY+LWJIQeoQE5/76JpLUouSl5JG2P4QB+u4VG8spl3tKzMD95jmnsS0pPYdEt0zefFHuOeoUH9KleQsmbyyfr95FVP/Zai8+4k4LEgdQOP5VGWB6IB9M0XC13qK5hJ/dxsB6M4P9Kbxn0FKXYnPA+gxQDHtIKnPYhv/rUiiwssUCDbKjn0EQBH4laYbW6m/erCzg91Ib+VRKQGBIzT087zN0OUJ6EHFPcm1thrROrlCMEdQ3H86bUkwumO6cu2O7EmmKAWwxwKRS2LlhYPcEOkdtj/AKbXCj9NwovrZ9+17q0UD+GF+P0qtKbXGIY3z6s4I/kKjBIOQcGqurWIUZOV7/h/wS1/Ztw6jFwhXsSSAPxIxTZtPktxua6t2HrHOrfoOaZ9rmKlHkZwezscD9aRZwv3YEBHRgWz/OloNKYPcXGcfanbHT5jUipJeNhftE7j+ELnH86fvu7dBcSQhgennEN/9cU9dWvXG2K5WIHqEZh+hOKfqS3K3uo0dOaawg2HSWBHUbAW/XFZmqL9oujJDBOGJ+48WP6mmi8aCXz4LyTzM8sYwP1yas3XiPUbuDybqeOZMY2uDn9MVTaasZRhOM+ZLf1KlsiRlluU2ntuwP5inOrIvmS2hK9mTbj9FqvJKXOQiqPRRT7ZbsN5ltG5Pqq5qLm7T3YsbQshZxDnsGDZ/wDHeKSEz5xbylM9hJjNS3LXCfvWWQnv5tuAP60wXkqpkFAT/dUqf0xTErtaEToQ+CwJJ5/yan/4mFtFlL0Kv91Lpf5A1FC6iTdK+B3Plhj+RqZ47CY5jnkzjqY0T9N1JDk+j/IhExkk3XTs4/2sn+oq3BpFzdr9osbZ3X/ZjBH6sapSKithGJHqR/8AXNNAJ6A0X7hJNr3dDsPBHwu1/wAa362vlDYn3goUEfXpXtvgf9lDToMTy6T5jEDc07Bx+RBr5/8ABOteIdK1JH0fxIlhlsM8snyj8Oa958GfEHxPFAvm/FXR5SR2YZ/Q5rVKUoe5ZPz1Pzbjh8VQhbL8RCEWtnGd/vimj1vwv8AdJsbdYksbSPHZdqfyK10C/Bfw9bxeZcaeXPql2xH5bmrz/S/inrFtEPN+IejjjkySOv67qvyfEHxFqVuXtPF+i3AI4Md6jZ/MmvOq0czlU/ipL5n83ZjlfHtbFOVTGWTe/wC8X48n6l3xX4Z8KaPG0SaMwODy2z/2aKvEviB4ctNYvGhgtoNmT8skcCn8zEK0fip4q8fmJ1OoWjIc8W12u4/livG7278dXF009teFST1kvoc/q1enSjKjTtNuTP23gPhfMMHhViK2LUpPzlJfjb8j1j4J+BNJ0TxO81x9l3OgCq0ydP8AgKivd30rRfsH/Htbn5ez5/pXzl+zXcX76/dL4odJm+UxSMyykeoG1sCvoO5u9FSx4lK8fwxVhiU248t0fF+JlPG/6wwi6kpO0dY7fKzOdufDfhyS6eWfTIJDnjKgf0FUdRh0PT0ZYNDQD/piATUOseLYraZo7a/jVc8mSIg/pmuY1jVRqBLnxPCuOcGSP/2YV1whLds7csyrMK7jKtUko2XWf5IbrniERSmG30MYJwGuYVxWc/h7XNYInNvY+WeQiTOP5AVyvjPU0Mggn8UcZyBCyNn/AL5UfzpdC8aRxRi2lkmmUDG9SV/9nNacyvY/S6OU1qGEjPD2v5qT/No7zSvA0EkX+mWIQ9zHOx/nmun8M+DfCixmC/0pJMH7zYb+YNcNoWvWUjDydfvYQf8Aln87Z/SrureL10iEm1v7iVj3ZWH81NEouS0dj5jMsDnGMm6Easot7WUlb53/AFO9n+G/giRw1rpqLzyAEX+gq5Y/DXws6hRaQke8aGvCrjx/4+uNREmntiEHnMrlvwzHiu+8I+OYprdRqv2rzcfMFLH+SisHTqtaTZ4mZ8L8TYPCqSxspeSbbX4o9Fj+HOgxqEjiiQez7R/KtTT/AIV+H7hQWiQn2lY/4Vydn4n0aRB5fngkfxFwa2LLWdyA215cLkcZdyP1rjq08XbSbXyPzvMMPxLTg19YnF92n+kmdLb/AAt0u1O+CJh7i6I/ma07fwJAq4+zyNx/z0L/AMjXHHxVf2R/eSGRfXbk/qaST4q2FmuJrryz/wBNIyo/MGuKeHzGe0rnzVfJ+LcW/dqufpd/8E7iHwzp9kfntyD/ALUZ/qTXO+PIbWCydo4QMA4YRjI/8dNYMnxa0ubk61Ao9VkP9TXJ/Eb4p+Hm0qZD4rsgxQ4V7jJ/LmtMNgsTCspVGenkPB/EU81puupbq+kv8jG1TWriR2FvfGTB5Dssf9K4bxjfCZWjudSERboNiyAfmpFY1h408LXgdJ8TsGOf3MjD9RisLVPEumi5dLXSZI48/eWbyv04r2pTio6H9R5XkMsJVsovTyS/r7iW5tNXVCdP1gyccLFaKo/pXqfwK0Dw/qegpceIE3XW4+Z5zbT19BxXgGoXFrd3BkjaZef+Wkm/H0PWvoL9l3x3p2jeEo9NeGWZopGy5gZgckng7fesFJu/KtfUOOKWOocOTlhk3O6+G0X16noF18G/D3iDa9toxdP7y3GBXK+P/gNoej6e99Bpfluikj9+G/Q9a7zVvjRp+mRBzAIl7loXH/steW/GP42treltZ6dLatuOCXaRf/Zaik8U53qJKP4n5Hwt/r/isypKTcaN9byb08+h4/r0GrrcvaW5nlGTgIUi2j0461rfA7w1Z3fjxIfFaJbwBCySzsMl8jAz9M/lXLazq0N+7NcTRO+ezNx+cYrovgHd6JafECKXV7NrhTGQghiJKNkc8VaadQ/fczhXhklflupcj+Fe9e3S9lf1PrXSfh/4Xu7FUs9VtmyOMSD/AArV074S2VvH5kMUUnuqr/hWRYeJ/D1vYq8FtcoQvB8puP0quPjJ9kc26XrEA4CHCn9cV59SGYTb9nJ/P/gH8e4jDcZYyc44Wc2r6qSX5xZvX3w8RD+7sEB9BtFZ134CvIiGS0KZ6nzNw/U1nD4u73MhEw92cH+TUsvxVSYBftoUn+GRCKqFLMY2vYuhlnGlBpSV/vf6s07XwdcRupEGcdSkhB/Stq30a/iTBiugAOpYY/xrn7D4gaUAHvbuzPu8lblp8QfDphzFPbnI/wCWa1hXWMv8Nzx80o8R39+k5ednb8jP1nS7uU7AeD2ySa1PCXwouLvF1cwXJLdQsgA/Ig1UvvHOmFC4mI9MZ/wq/wCGviqyusQsnkUdGbeQfwFY4h5l9WtRVmcuMlxTHLHHDU+Xv0/M9H8KfBaGVQ0sBUehYZ/MLW9J8L/D+nDF1Eq4HUygk/8AjorltN+Kkk0KhrJgPQWh/mRU83j2ykTItm3HszMP6V+f4nD8S1sQ3ObS7L/hz8wxMc4nUfteZy9f8mWdZ8PeELYFIVUH1NuMfma4vxLoGlupO+3K9swD+gNXdW8WQSuSbdzn+5GW/rXI+LPFtukLIDOpI6GMgf1r6TKsFjabXNOTfnqe5kOWZtUxUeVyV/n+pl3Hw90G5maaO3LMT1jAA/lWdqvgtbVCkVnK6+5BpmmeK9PhlYyWaOe5M3/160ZvHegCPEulydP+WYZv5V9X/tlOVtWj9YX+s2ErqPv1Ev67nD614McktBbMjDkByD+grlvEmny6dZu986IoHUF1/lXoWv8AxI8H20ZaTzIuOksJH/oVebeOfi94btkLwaaLr0XZtz+JNejSqVHH31Y/UeGavEOLnGNTDyt56fi3Y881DTfDd/Mbma7lY5yDHHIcf99Ka53xXFYRxbbbWZ8A8K8GB+iitHxV4/s9Vcyt4BtV54kZtzD+dY954p0m4txHL4MhU4wJPMwf/Qaicou//BP23B0sVFRlOL9LxdjFMFsxGNQXJ6lkbj8gasR6YHYJBdxSg9eHXH5gU3Sr7TrK/wDtN7pn2iLtCZMY/HHNaepeKfD8w3aT4TW1lH3ZhcEkfhisUo2u2erUnWU1GMW130t/mJBpenvcx2k8pQN94rEn82A/nXq/hH4dWQ01HsoxIpUcvbIQf/HTXmXh7xdcyXcQ1K4jWMMMssbbvz2mvePAnjTSfsMapdvJgdDIP8BXRTtZtHxfFmKzPCYVOjFt9bbfkUbP4cadcSeU8UCt3WGAqf5AVs23wwsoSvlae7c9SIxXSWPirSbo7bjy4l9Wck/pW1Za34XjAYzxy/j/APWqalapDaJ+O5lxNxBSdvZz9Fd/iv8AM49/hdFex+W+mbx6ZH+NNX4aRWR2waU0R/vK44/SvQo/EGgyr/o8VqP9+baf/QaP+Eo0m2bb5Cqf+eiMXH8q5/rWIv8ACfOLiziW/KqcvTX/AD/zOHtvhPqF0vmNcyY7Zlb+QIqKb4T3toxc39xgHhYjj9SDXoK+KrMnc06MvoHwaSbxJZzALEDg9cy/4GpWKxd9YmEeLOKlU1jp6f8AA/Q89k8ATSR+XuKHuZmY/wCFYWr/AAatJpDI9zfAntDqZVf++c16tealCsJKLkEd5mP8647xf4r+wwMVaUYHRFP+FdFKrVqvVH0WScQcQ4vEKNLS54T8V/hvBoNu17HZ3cpH/LR5Wcj9K83miWJQOST35x+or134hePE1CB4XsbmRjkBkh3Y/wC+sV5fdho5GkihdQT/AMtkjUfliitGPNof0PkNXHSwMViviK9jeXNtkQ6gsQPZwSPywansY7W91NU1K6h8tvvSBCoP5AVTaSRCSJyG7hDgfpT7KVUn82W1E4HVGPWskz25Rum1ubfiHRPCWn26y2d/I7nokbZz+dYSxXcZLQJKB6hSKs6hNb3eFtdFFue5Dk5/PFU5YZITiRcZ96cmm9CKEZRhaTbfnb9B8015OAk7u2OgardlY3c8e3yYAMdSY93/AI8wNZ9KQoHBOfcVKZrKLastC5Lp9tbHEwuGP+wq4/RjVeVrQcRwSgj+/ID+mBSW85t5BIoz6gjINPeeCaTP2RR/uttFPQSUk9dSINGTlo+PRWx/PNTQqH+a0AQjvLMg/LOKbNCAAwWNB3xMG/QGgXE23b9tcY7bjikN6rQHZ/MIunWQ44y+4f8AjppGZVGHs1Uevzf402SaWTh5GYD1Yn+dGI1UNvBPoP8A64oHYJGyuFk4/u80ypWuFdcNbR59QCP5GmpczxArDIUDdQpoGr2FgliiyXWTPYpJt/oaa2GYtuxk/wARyadGYtpaUBiemSf6Uxcg5U4PrmgOo7bGq7xISfQpUiW8Ehz9thyR0cMMfkKjlmnlws0zNjpubOKZQKza3FdNjFdwbHdTwaWGRY5A7RK+Oz5x+lAIYYYqD6nNLDMsLbjAkn++Dj9CKBvYsXeppcReSNOtE/24YyD+ZNRrHbGPfIky+4UEf0qKRxK+5Y1TPZen602i5KikrLQVyu75SSO2RToUR5AsjED2x/U0kaSs2YkLEegzTnSVmHnkL/vcfpQU+wtwLdPlgEhx94sQR+lIk4Q5WJR780kkaJ92dX9doP8AUU6MWw++ST23DA/TNHUWliVZL4xEW4kkQ9cruH6ioDIpY+bH9QuB/SnTRrEN22Ig9Asmf601pIiPlgAPqWNDEkNwGbC8fU07yH/vJ/38X/GiMNEfMeAMB2ckA/kRU/8AagHSxi/7+S//ABdGg25dCrRknqaAcHJGfY0E5OcY+lIoKAQOozRSsFGNrZ9eKAHxTlR5bRxlT/fXp+XNJMkanMcqtnsoPH50zORj+lFMVtRWVlOGGKEfZztB+pNJS+ZJt2bzt9M8UhiEjOcfhRRQRjvmgApQMDcHAI6DnNAIxtKj/eOeKGUKcBw3uM/1oAlS+vVIxcufQM2R+Rpk80s775sZ9lA/lTKPrTuxcqT2HJDNKMxwsw/2VzSiIbtjEq3owA/maQTzKNiSuF9A1N69aNA1JjYzhd+YyPaZf8aiGAfmH1pY42kbapUf7zAfzpzDyTh4o2+j5/kaBa7Do/7OI/fCYHvtINMm8jf/AKOXK/7YGf0pA0ROWiP0VsfzzSZw2VH580DS1BSQcjH40rqo+YSqxPZQeP0pWl4wuDnrmMUglkVdgc7f7ueKQaipC7jIK/jIB/M010KHBx+DA/ypDRQGoU+G3uLhttvA7kdQik/ypFnmT7krL/unFWtO1u802QyRsHz1D801a+opOaj7q1If7PvQ2xrV1Po64/nTGh8qTZcNt9dmGP8AOreo6tDqR82a2ZZPVHAH5Yqj2odlsKDm172g92Rflibcvq0YB/rTkWR4yY0zjriPP61FTkjaT7pX/gTgfzoKa0LESWYiy+3cB0Yf4P8A0qsz5J2qFB/hBOKVkC5+cZ9KfCoPW8EY/wCBf0FG4ttSKlR3jbdG5U+oOKeXjjJVUWT/AGzuH9aYXGciNR+dIe455p5cI87PnsWJqwNN1S3iNyq7FxyRMo/rVaM/vFPH3h3xXbpb6bNom6URH5O8qkfrIauEea5zYiv7Dl03OK3tMdssi5/vN1/OmugV9isD7g8U648r7S2z7m44xjp+FJI8Y4ty6g9Qzf4VJ0IayMnUjn0YGk/CpYEgwWluthxwFBpBcSISAUb3aMH+YoHdlvRdF1LXLgWunaaJGP8AEdwA/HNdx4f+Bev6nGBqbQwgnhYwf8mud8BLreoaj5Vnr0VouRkyOBn6AV754D8G+IfJSUeL42z3D8/qa3pxhy8zPjeKM9q5RSbjUjD1Um/wTRw9v+zrqy4S1gtpB/00st361Nf/ALO/jJoMwxRqAPuRbkH6CvcLbQ/FFvADD4lQkDjlTUMlv8TySlj4iiZe4dRx/KpdSLfu2/H/ACPyb/iImc1KvuV6Nl/Nzr/20+XfE/gP4heFZvKeylRO2x3fP6cVyd5b6sk7Pd2kgfPzFov/AK1fU3jfSfitJZu39o2rnB6wJ/Umvnnx+viWDVGt/E4XBJxtljB+uFApyinG6f8Akfq3CvEM86o3m6Tkt+STf4OKO2/ZS0Eatql5fTWS3G1lRRK3C98j8/0r6Nu/DBGnnHh+04Xu9eGfsfWupGe/XQ9S/d+cu9HZgA2PpgnFfRWoaf4vawONRgA293auWvVlCUEml82fiPilmVenxd7NVYxS5dG5p7LotDxnxPpV7FeyRw6JbuMnjb/+uuB8V+D2upfPn8JQs3dgB/PFera54b8S3N48kXiRQ+TlSuRn6nFUY/A/xEunATWNPdf7zYz+or0eeDjqz7DKs/oYKjGcq1NaK93NdPRnht34W1JrlYbXR47dd3SLbk/k1d54X0TXns1t5dLiCbcb5Bz/AOg128/wY8eX7B5fEenoB1+Ra1LP4e6jpcQiuvFFrwP+WaA/1NRGpRT0kd+YccZXiKChTrQlLy53/wC2nFWfgSFLjzS8bOT/AKsK2P6Vp2vgnWPtam0tkjUnqi8/qa6izsrayn8uXW4pD6vIo/pW7o7aQLlWn1iBMH/nsppzrciukfKZjxVjaUXKK5tP5ZflYw7TwHrckamW18wejQg5ras/A16kQB022X/t1zXb6b4h8P2cAzq1u2B180U668Z6RJxHq8QHcBxXkTx2LlKyhp8z8pxXF3EWKqOEcO0r72mvwscxZ+CdTCZit4h9LfH9a3dI8NanbKC9vHu9TAP61q6P4x0hsKmrR/Xza1R4u0tAManCfcy15+IxmNvy8n5nyWZ57n9STpzo/hL/ACOY1iw1VYyFtIX9hEP6Vz17pGsSxkC0hj/34F/qK7vW/FlnNDtg1G1J/wBqb/69YcviO4RcRX1g/wBXB/rWuFrYnku4Jff/AJHVk+PzOFJNUUnfrzf5WPLvGGheJ1t3FilvI2OFJVB+gNeMeN4/iDYeZ/aul2kcRzzFLnj3Pl19T3+pGaIyS39onH8Mv/2VeZfFHWtKSykF34rsEXBykhUV7lCtOqrNW/r0P3LgbijGPERoTw8X3aUr/hFo8R8P2RnsjMGtUJGTgjr+AFVZdH1q6mkwbZkH3SZ9v6Yrce4S8Vm0zUtPVM8N9vCZ/LNaegwzT2hWe7t3I7i8JBrdRT0P2ipjJ0eapp6O+h5VqsWoWNy8DC3GO0bI3/169/8A2Z/DcFz4RgvH8SLH5mWMKW4Ow56V4l8SbF7fXAoWABwfmSXOfqT0r2b9mXwLoh8Ox6g/jmWKWU5ltY2UrG3p0NYfC5a/qeVx3iIf6puo6jhdrVQc++lknb1PUta8K6O0GJ7kXn+w9t1/UV5X8YdN0rTdGd7Xw1awH/npLaKAP/H69x07RdNtVxba6kp9XwP6VzHxbsIpNBnik16yjVkIJlfIrOhXvPkbv/Xax+G8J8Rzw+c0qMpSmr9eeP8A5Ko2+9Hyhcvb2gLStYnd02R4P9a6T9nzS5da8e7LcxTBIixVZGjKjI74ql4k8L6DZxvcNc2rYzzuI/Lmtr9me1tH+ITrFMpQW+R5dz5bfeH5itrOMz+i85xUVw9iatNu6g915fL9D6Vh8JXIsAWszwvT7c5/pWTJoV2CyLpTnnqGZhXZQW1qungm5cfL3vSayo767jmZbfUUUA8bnT/CuOnXqNv/AIJ/J2CzfHSlUaadn15l+Vzmk8M6uHJisUHpuiP+NMvPCPiueEqn2eMEfwrzXbQ38rL/AKXqiOPRZhT/ALQkY3QDePaSqeLqp7I6v9Z8yp1L+zjf0b/F2/I8vHwx1GW4DXMUjknl0BH9a24vhrM1t5cdjcscdSh/ma7i31topACsAPozk4rWXXpHt8mS3HHY1nVx+Jja0UZ5hxxxE+VKCt6v9EeN23wx8R6Tr0OpKtyIUfLKzZA/DdXtfgmwjuLWNVlQNgffjx/Wue1DUHll4dcZ5I2/4103hW+heFYxfydP4ccVx5lXrVsNqrM+e4xzzNM6y6Eq6SlHS6T28ztNN8HalKgeKOCQf7Mn9MVbfwZqEi7JdOZfYR//AGNU9K1LTrQBp9Wl/wB0TYq3eeIbZkzbX3/fV8w/lX5/WlmTrWi9O/K1+p+MTlXc+v3NGPqng64tSdsLr/vA4/Ra4nxnpFxFEwk2EH2P9RXdy63GSd96/v8A6WT/ADrmPFuo2hQudZ2BexnFfQ5XVxkaqVTX5M+jyDE46njoXV/k/wBDhrHwrrUq74rVSCeCMZ/lVkeBten+U2Jwe7R1qW3xB0a3XyhrkZYdvNBpz+PruYf6Hq8IHYlxX0Mq2PctIpetz9Cq4/iaVVuNFRXdqS/QwNT+D17qURS4ABI6CMf1rg/GP7POpW0Mk9jJtIycOoI/QV6fd+JPENwcr4gt1/z9aw/EOo3zWzfbNeRwRztlxXVh6uN5kptW9GfS8P59xbg8RFe3hZv4eWT/AEX5nzL4l8C+LYbqSy1OZduSAYEXp+hrjNX8HXWnOdsM7jnJYAfyzXr/AMRotKe8fGtbGP8AD5zAfpXm/iUR2kTSNGJkA+8GA/XGa9GpCNj+p8kzDE4ihCUrK6WnK1+ZzMkbwIfM02VCOjj/APZqCHy53JuTIVH8W7p+hruvhNY+G/EE80es2ErhWAWMTEjH410fjzwZ8OtP0t5rXS7i1cLxNFKfl9/Q1mqTlHmTO+tnVLD41YWVOXM+qWn53PNvC8Fnc+Iba0jZWR5AMNCrkn8UxX1H4D+HswsIzBb22do+4qKf/HRXz38MdE0298Z24s/EMxxy0m0KQP8Avr+tfW/gTTLGGyjA1aViFHzO/J/WoqVHRoOS/wAz8w8WM7q5fhqcaMmm1/LJ/wCQ2w8B3itmdBgf9Msj+VbVj4JnIDCSLHoYQP5iuj0zw3cXaB49YnUeyrj9TW3Z+CXdfm1v5uuZJEH8jXzuKzeMPinb5M/lfMuMMROTTqq/+FnHx+AL+X5olQ/UD/Crlj4Eu1O258hB7kj+ldhH4LZE3SausmOgS6Ufzq1beAY7wAvqpi9mlVh+leTVz6CTvU0/wv8Ar8D5ytxPiqicfa6f4X/mcXefDwgb0e09ycf1NVpPDMljGRFFBIfaMY/QV6O/w5so1y/im3Ue5/8ArVDPo9rYIY4dXtZh6mXH/stYUs/hU0jPm/7dkvxsc64ixiik58y9Lfqzy2/8H3d4nmSyQRf7Kr/jXI+KPBMbRtHJdoo/vLFz+le13+jRXKF21a1i9hNmuK8V6bZRBo5NahcescoFfQZfmkqs7X/B/wCR9lw3xVjFiYpSt5KL/wAn+LPmz4ieEPDFoGbUrn7R6A15fr+l+Howy2DwQ/3fPXAH5NX014nsdDjVzJe27D0kcE15l4q0PRtTlYQXdojdszEfyFfUK1WNz+reE+JXXoRVTn06vb7uU8NnsxHITHdWjH1ikbmm2GlXd7NmCBnweRGQ39a9H1HwwlgA8i6dIO8jSn/Cse503SftInilsAy+l9gfkQaxdKzP0ilmcKsfd+/+kcprGkajZgS3GmyxIOrOoGfyqinlsf3sjD6Ln+orp9eH2xNn2m1VQOSsuc/iMCudufIiPlxwxn/bDk5/Ws5xsz0MPVlUhrv/AF3I5vJ48t2P+9GF/kTTMH0oGO5P5U4SSKMLIwHoDUHRsNpd77du849M0DaRlmOfpUi/ZCh3K4btg5/oKAbGLK6jC4GO+0ZpTJIW3Odx92NDQvGok3IR2+dSfyzTWct1A/BQKYaMVmVjnGPpTcZqSGQxZZfLPs6A/wAxTZDlt25Tn+6MCkC3GgZ4p3lsRnK/99ClVoAPmjYn/e/+tSxpC45YZ93x/SmDZHRSsF3YAx+OaCB0DD9aQxASDkY/EUqqXO0EfiQP50A7TkY/KguSckD6Yx/KgB0hCjZ5SA/3lbP9cUkUgjfcUB9iB/UGgupGBGo9xn/GkO3AwDnvzQK2hJJN5p3fZ0A9lx/KoyxIxSe1SCD5dzzxr7bsn9M09w0QwB9pIBx3p8EyxA7gPbKA/wAxTVMQ++rH6Nj+lCnD/Jgf73NAPUfc3Dzn50UY9FxUVTSxxw4YzBmPUAAj+f8ASomIJyox9TQwja2gKpZgvr7UOhQ7Sf0NODIeT8pHQqP/AK9ALTNiW4xjoXJP8s0BdjKKcypG3Dq49s//AFqTcP7g/WkM/9k=\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 128, 1050)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hop_length = 150\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 128, 350)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hop_length = 250\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 128, 210)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hop_length = 350\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 128, 150)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hop_length = 450\n"
     ]
    },
    {
     "data": {
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\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 128, 117)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for hop_length in range(50, 550, 100):\n",
    "    print(\"hop_length =\", hop_length )\n",
    "    stft_and_display(y, n_fft=850, hop_length=hop_length, mel_scale=True, to_db_scale=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So hop_length does something to alter the width of the spectrogram. This is good to know, but since image size can be really important to training, I'm going to show you exactly how you can control the width of your spectrogram images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sig length   : 52480\n",
      "hop_length   : 100\n",
      "SigLen/HopLen: 524.8\n",
      "Floor + 1    : 525\n",
      "Shape: 128x525\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 128, 525)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sig length   : 52480\n",
      "hop_length   : 200\n",
      "SigLen/HopLen: 262.4\n",
      "Floor + 1    : 263\n",
      "Shape: 128x263\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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cjc8k2dIhfWyOQQvGz0wk2ZXAFyn5eUuzmxI0JDWg4oiRzV0kFYXADDXKhDgGqNhwZ7+e0xwWiBDfW3gIWlBcxVwLKsaxTyXCQ3nh6AcyXn/cEnKNKSX9WKDuvfdf/jxdutiFTSA5WSDzAtn0CKUjTHp5he4C6j/+mtzlpE9O0Z3DVzl62SCDIDldIJAIIalOe/ILi7RgJim6CQghMJUiWzqqoxYZIrwf/e4KOylJ6kD+b/+RZDwjKIkygeGzDct3S4IS7P71Mc2dIbrnbXEQDvJrS7OT4FJBtvTU+xndWFBeePIrCzoGQ/H0mvTFOdl1j5IpysDw8yPSjYckpTzrsaVCd7H4IGOxyK4t1VGHzzT5pSFMhuQXHSFL6Ac3c/tuz/JRwJZgKokZQRAS3UC7I2h3wFQ6BpoOJGsRCb1eUpzFgzCjgC8929srfjp5zvezE+4n1xgE33V7SBmYZTWH2YKNzwipwCSCre0V24cLxMCS3Krpy4AtA3YYsGOHK0N87bsdjA3ZwzXF/TWhcnQ5yIGlGwU2hwKCwFWB4XtzhndWuEctfmbxQ4cY2aikpJ5wlSF7yfA5dFNBt++4decSi6QXkr0PLnj/4REPPjzm4YMTPr79mh/vv+Kj0Qm75RpZeeR2j03A1ilmx9IcekY7G+5PrtgvVnQu4csv7mKKwNlixOZ4yORvU9pc4/Z7QhLwxAAPSUyM/DqgGyKKbOJ4IALs/P0V3W4ZUc7Cx1juA9LEIqBMQNhAP1IMjg0yCIoLi61i5w86NgrdegSC8dOGpA7IGwSg+kD1i+/Q2eAm8T2D1y2u0igbGLzuKS4N6f/3OcW1wU+G6I2leL6g3ypJNyEWyUSSNAHVBda3M5SF/Noz+uqa7PkVbmuA6nxUGQTkC4tuAwLB9Ks13TSl3c9J6kB1YkhXlvy8I6kDzXZyw8EFyuOGdBnz01aKpPYkG0+3k6E6T1Dxvor/6qP/JYhNgx9XhFQjV21UJOqOUGaERBF++Tv0vTvQ9RACfr5AHu7jZgOCltgqIQjeSpxBCGTvSM5WdHcmCBelIFsIylOD7D3dLLnhGTwui7JoOu+xwwRbROgfVEw2l97Io4q3HdzlseGnq9gBzA0XIfyNxGZv4KSFZBWrbVDxAGTv0X/5K8xf/BiXR+LG64gmAJJNnPl+zwZnVx0u17hM3nSieO3yvmL1jiWZtXgvccsUVAAr0EuFCDB8Blc/sQy2N3gvUMqzuqpQ11G+RYLeCMLDGtNq7hxe8bODr/jZ8LfkwvHv1h9xbSr+j6/+GX/2zrdc9wUfj4542cx4rzrFBMVZPwQgk5aNy+icRktHoQyZtG+lK+sla5dx3Ze8XE65+GKH8tGcEATrqxLRKtRG8s5PXvLB+BSF55vVHo9/cZ/JDy5o+oTNokBeJAgvyM8EroD2nY4//eAxt/I5uTSUsmflcmqfMlQtiXBk0mCC4sIMueor3tRjrpqSxaagaxLERUpxf8X92RUbk9I7xdWqol1liFoxeqxYvudgZCgHHfI/jVn/qCXUmuFjTTcLqEaQbGDn85bFwwwzEAxfOUwZu3hS+7fqhdeCyadnhCpnc38QFaNJVIaypWfwdMX190eY8gZRWsjnDtV46r0EaQKIqHxUJz16bWh3ctqZQpo4PttcoLrA4Oka4RzC+phPUtLcqggaVBvQa0NI5NsEhoh0sqsO/eoCvzPBDjP6SRKVltbh8iiLm0EccX6vgNgs5lh+vMZMC1RrqW/FwqibwOjTI9Y/OHiLmoQPyD5+l36kbn4P2dyjHiU//HkwFv/0BTorEG2Pmw2ijqpklDaqAWQJXC9gZ0a4tUPIUsKnX6DWLWFrjM81+ddHUOQkX7xAjIeItifkKT6VpCuL8AI7UJEplYLqVY1qHdIE8l8+oX+wg2o92XlLOm9RTlAe1aATkjpCv6Als//0GrM7QoQ4ihSXhmweJaF8Hhg/rQmJRngYvqhJz9bIr55jHuzGg9AS984hemPxeUzi/KzDlYrkhlDKXy3IjteYWUmy6tHLDhkEZpSgOk9x1nL+45T0To13ig8OT1GVpXk1IBSeMDWIjab/0YaDvQU/3Dni+1vHSA0rn6EmPflWixhYTBVQ2rO3vaRKDP/h5bt8vHNMExI+39wjIHh3+5yddM2dfM7D/JwPy2OGqmUTMv7ti++zP1gxUB0rm7N2Gdvphv10yZbeMFItAuhCQuNSvr7aw1iFnBikCBircZc5SGCn49H2OYf5Ao+MMHmvxQXJ5fEYOkkoPKKTFBcRvptB4KPDI35QvWQvWdCFhK83B/z92T10Evjrk3dpyHi62eFvXj6kJeH56TabJsN2mvxJjtlyFMOOZZtz+mLGalFie03+MsXl0O45hrdWHMyWpNrh77ZkmcUpaMYCN/DYYeQ0NoeafiywVYgFX4Aysej7JMp1ppLYWUl9mGNzibxpKNJBedyxuVPiE8Hg2JHUkSdzmcTlNyO4iUVBIMhPNthRRrsV41R1kWBUXSBpPOnLS4TzuEmJbA1yVeMHBUFJqi9PQWm44RFUH3CFojjtUOueMCyQl0v8qCS9bBFSoteGbivFFYrJr06wW1VUhr5d4IYZ2UUHOo7lsrPYUUZ+ZSiONrhphcsULo/ofPDdAjvKED5QnrYgJPllRE3aHp/EDv7gHm4yACUQxuG+fAx/+ANE5xDrGr83g7sH+N98DT/9GCEC6v13CUUavQ6do3/3IDKx37uHMA4/KqJXYmOw4wzpAtXnp6w+3kWagPjqGf7jd2Jb29smvW7ppzmqEcjr+kZOTSn/6gv8x+/gCk1xYeje3aV605JcbqgfTLC5QrgI35KrOsqbS0uy7JHfvsTNF6iP3kfeGK5sGfmT/HiNvlhRv7dFfSunPO5IztegJHZWgYB03uMGKcJEQ0522RFkrO5Bwrhq+Gh2wkeDI7b1Eh6ACZqFK7kwA55sdhgnLT8avmRhS86TAVJ67k7mPL+aMSpb9KBGisAPZkfMTcH775xSyY4X/Q6/ubrF96YnnDRDvjfq2EsXnNshnU+ofcq3610ebZ1z3Ix5vNhl0eQs1wUvplMOqiWpcmjh6b3ii9N9dkdrLk5HCBUYTzfMz4aIVhIyj14q1I6l94rXzZRPT28zKRsAlm0kSdQm+gq8hm4CyRoaoHEJV27Aus/5zfIWl20U/399dgjA3333AKk9UnpeP9mNCO1aItwN4jOC3mjaRYYwkjC0qMxR/sGCxClGecd2saGxCc+/3WP/wSWdEYinJfJeS/q4oL3X47VHXKcIC2YMsofBUaDekUgTaGcSm4voJQhg86hEjf76KWFvi+WHY+qDLMqGdTRAgUCEQH5pbyTLGD+2UGSXHfJqRdgqES6g2oDq3FtjEj4QyhyxrlHzOuZECIibP25riDqdI0cVzd0x/VCiO49eRj+DHWfIdBoBq3Ek85bmVoU0UWVY/XAP1Xjy05rmzohk5fCFRm0MatVhJwX5aYMI4IsEfbbEVluo3pO9XlC/O0XXjuSqwWea4vUK0Vn0KkMD6Ht38FURoc93R4S7h/AHHyMagxtkmA9vkb26xuyN4E8/QfQe/eoUe3xC+KMfotc9cr6JppZRiZnkpI/f4N45iJ6FNBIeemNp729FDbV3+I8eYquE5K9/Tfsvf4QZqLejgXzV4vcn2EoTPnmEagwUGr3q6bYLSCVmPEF2PhqNjCc9mkPTYu/sEASoiyV2sYyHdHRGqgRmVuImGuECbpihlhGOSRMww4SQjBA+kjzZ80tCmhCKFDvKSU4WhO1hdBeKyFT/Xn4E2NcL9vWKBI8SARMkl+OCczviHzYPsV7yi2cP+aMHT5kkDaOkxQaJFIG/f/yAP9l7wh+PHpNLw5kdcWUrdssVn57fBmCaNjQu4XfzQ66akknR8OZ6TKIdm00Oxxk+D4TKcvb1DifjKfQSWRnu7l+xO1rz+nyKXGrCVk/bJ4hWIntBsAKfBuxVwbNixnYZ5dHjXxzSHRpEo0hWEtVGriiIQEjieFe8Sjh+NKJxD3ixmnJ8MkVeJMhe4MqALxzCSJwMOAmD5yryOh6GryObff2+ottSJIMeWyuGsw3vzi4otaH3itYlbGzK5aYk227YdNGRau+2EKB72CEAlpogARVNXy4LLO9LpInGs0jcEUcNE70oqvU0P75PP5Q3pLfHpSE6NG3ATGOily82hEyhN5JulmILSfm8IeQp2emadnsKIeDSiDCyyx5XavwgQ3qPWK5hmOPLFGE8QUS1xb5+A3/4A4KM6CZZGsS6RjhPmJXw+2aUx7G/fO5oDwYgBS6NRc9VKap1pL99TrizD18/hbu3YnN+dUYYlDTvbtNPdsjOa0KiaB5MY/60jpAozCQjf7aJdMJnX6Me/Of/w8/DIEcua8T5NeHuQRwnlETNN4Q8odtK6XdKhIisfrJscU+ex4y4u48dpIhEI6yPXyjRMKoQxpM8OyVMBqRnNeLXX5PkA9wwJWiBKzT9ROPv779lnaWH8tkcc2cb+auvsQ/38Kkkue7wVUKzl2NLGaUkLdCtR68NdphiJwV2d0RIFdn5BrM/wj84QO7vwHCAEAJ9XeNGOUhBOu/pt0vKr0+ROiN7NaffqfBakM470Ao/yulnObbSuHGBKzRmpLGVYnNLIGc9T853WKucLHX0QVOT4AFFIBOOdcj4bHWPa1Nyb3bFQPc0LuXVZkrrElqXcDBb8Kg6Yz9ZcGkH/J9HP+bKlPRe8+zxARuTUg56Pju7zarLmZ8NWdkEKQP10ZDseYpPYfo7AUbjykB2qsnPJXKekN6pybTj8npIepYQtg1SemynkZ2kOpK4Apj1VGXPoinoeo2pQNSaZCHJ5lFlsXkkVUWArS8s1x9AV8LpZsjViylyoRE+KlvVK0lxHA1x5bHCS0F+JW6s0JFYNqWk2Qe53ZMkjsnumvuTK3JlWdmc667ku+Nd5puC5miATwP9aYlLQL4u8FYRvAAnSVZRfhUeytOoGqgeBm88qof8Ono6VA/5wjH4bkFI43n2Q0XSBPJzg88VPpFkFy2SOEqYSUo/TTEjjfBRBfNZgp0UtAfFjXNWvlXcklVP0DfkHuB2xogAct0htMJVGp8oksEYnydkpxuSx2/QiwYQuIMZZpjE5ts5fK7pt0vcIH1rVUcJVOfJv3qDOZzgt8fo6xqxNaE7HGNGCTLPcdMSl0W7vDRRgBACsrMN6mqFm5SYQUK/X4LWJCpDvXP4Zz8PUsI3zxC393GjHH2xgkRHgvLpa9z+DJ9Kytdr1LrHFwlqMIKHt+inGap36HmLaDqYr5Bn17i9Cfr1OcFaxKDCDVLUZIJwHmWgH0d9W4Q451W/+A5VDQlCYCY5rlT4u3tx5l1bfJmQfv0GtxdvcPlv/gHuHaIaS3KywA8LzEjjMkV+3iKMp9suaLcSzCgh5Jp+ltFvFww/e4ObDWj2MmypcNMKENFUtTEgFfq6xu5UqEWHsgFXaaQJZFctrkhQraedafodR55ZXh1t8yaM+Yf5A/768j2+6m/xnd3lyE5Zh5yFK/mbFw8RGs7bAc/mW5xejLm+HnB1PaCVikHRsw4Fp2bMf3zyLpNhQ64MpoA0N6z7lLrO6U4rZCsJmwR/laI3UcJMl9HHUFwG9EZSHQWqU8/iEQx3o6Y6X1Skl4o+F3gEOIFeR0TgUxBbPcjAelHgNkkkWAHZStJ17GA+haSOSdfsSHwKjU0w84xkIVG9QBmB7AXNvqc98Pg04B+22AzyI4UrBfu/WHH5/RyEoN2C4f4a6xR7wzW5tnx9scebr/a57gpYJ4jrhORWTZZZ1MBgWk3xMmH0FIozCSG6G9Mbm3i3Ff/e+qKjm+q3fods6UnX0U4vA7hCY0uFtIHi0iBcQPpoftLLFqQku+pBRURACIy+uEJojR3oKJVvHLr1qD5QPl+gFy0IQcg0et7iyxTZOfjtt8gsi/snedz9ES6gVi3iaoE7O0cUBf72Nu1OQUgkunaoNxeEr77DfngbM1To1pN5cYh6AAAgAElEQVSdNYRUUf7mNd0HtzADRXrdoRYbxLrGHIyjgxlBMm8JqSY9XeGqDLVs0FcbfJUjF2vEi2PEbIqtIleXXmxQjwb//Oe+ShE7M0RvkZ3FHI4JUiJ++y1yNoUivyFsAvLNOTJNwXlCqrCjJI4BvY+wLtGRnxAgkFAWyGUNSmO2CnyV4lNFflKT1NErrlpHf3+bZB6JlH6kUV30padXNfpyha8yzK0p0gaStUNNpyAlyeUG9+1T9Ggci0imcbnCjjNU7/FZJNUGT5eYaUY/kNi9EYPPj+j3RxGtOMiuY9ETPpC8OMPc2cJUOkqu//gFcm8nej0SRX68RnWO+iCn3fPsTNZMxzXzuuDqekDdZrw52uLJaptfvnzAiRjhEJwtR8wfb7E8G2CPC8RGkx9pgpeYMvByMePr+R5CQ1Ea5m2BkoHeKy5eTWnalBAE6johWUumX0I/Ekwegy0E6TrCfOEE6Srg04jG6juB2c4KHySb52P6PUt+nOCkIL1WjJ4RCbxhwApJv8q48eGSnKYQBJNvBbqGZAPdVtT7i3MgCKQR2AJUF7skArrbhvLhktt3L/nBvVf8s3vP2RuvmIeM+SDBZYL1rTw6L3ei4jTa3fBo65xB0vP4cpfFxQC9VBRvNP2eJd1tKDLD6nhIMW7xQcIiLkrl11Fdyq6iXOeKSDzm13EPwow0AkhWMSb6kYx+m1zHZaVKMf7iim47wvjsrL5xyXrMJAMlyX/9HFkNo0ciS0ifnKBkGuf/eUv65prkdAlZglg3cDlH5CWuSmOSny0QUuBOTpE6QaQZ4tePCa+PCRdXCKmQZQn72zFnssjnJYsO0fS47z+M3oY+UPz9d3SPdtF1dFiaaSQ4faoIgwK3PSR/fApFgSAQpEQ3liCjK1UEwHnkchMnACkQVYHqQ3zNTYe6/ZP/9ud60YMUdHsVrkpJLmtCqvG3dyBJ0EdXkKXwqy+RBzv4QWQ35bKGPMflimTVwYsjhLW4vQnSecTJJQwruF4gEYggY4HpHHLTIV+fIo3Dbg2QgcgriBhg6bxDfv4N4egUsbOFnUX7W/bZU8JshHAhQqqTKxACmaSI4yj7NLtJhISXPbrx0aSVKEQQuCzq1mZvGBexTuJ2n3QgjUMaT8ijhOszhQwBDnciIfX8MhJKtaXfKelmmmYqGEwadoo1QUhWL8d4Bfo6ITlJcQp86Vn1GZtlwfBbTfUGiouYZCGBZCVgrQnzFKaGIAWvT6ds5kVMwsTSoAheEqwkvdAgYPGBwxWB/gcNHHa0txxGxO6ZX8LmMDpE+z3L3taSKu05cwWogJtZ1DxBtfGa6iQuC7ltAxKE9ky2Nrixw9rIG3VbsQgla4EZRXOVGUbHY0iiwcrc6Zi9M+eTO6/5i/1v+PPZl/y4esGtbI4TiserXWTumOyvEIctYWowSiIaRbVds5XXLE3O2XKI20QTkNeCMLLsba1QymO0wNooO/aJRHYSWwhcBuOXDmmhm0Wvw9ZnS2RnafbyaAi7QQ9moCguLS6X1HtRZu93irgg92pJdziMZrLW0O0W9BON25v+UzKOEvx0iN70+CohpBqSBCEkblRg9kbILMcNM/ppGk11JiCKAjmb4ncn2GGKGo7gYBdxZx9RFDFfAC6uUSiUA9kahLH4cYkygeysxh3OMINoByDRIATFZy9gNIjVOYAfFqRH13GvZZShFh2yblHnc0TbI3pD2NS4s3Pk7UPMdoXe9KjagFaoD5Kf/Ly9PaKfJdhc3ixpKEIicaWGRCKSBH2+IDy4hZ1F7kG2BtF0hDJHNRa5apB5jkhit7WTnDAZIFsDixVhuUa5gFxskL2NReT4FFEUmDvTWH0vVoTffkOaDzFbJWo8Ro3H2NmA9M2ckKe4/Sl63WGneexS374E6+D2LqIq6bdzXBaLkECQnW3QF2ukB9U4pJcUp23cBuyi/GmrqD0nK4PPNXaSkyyj8Sl7doEbl6jOgVQErRA3Bqm0FqwPNWFsmRU1l01Fq6N05qUgWUbI3QZNZzXyLCNbCPqxYHOLmw04gepg9rVn9oXh6mOBlwKlPSrzVHmPCxLjFD5IQhBRYnyw4eHdc96/fcL722c8ml5wZzpnZ39BftDARw3isKPZ9rg64b3DU7T0XDQDlPZIFbCdRvUCM4nuwn4SSKct9/avOJwtSLSn7lOM0bgcXBHeWnUB2t2AKwPTrwWqlYQfrXl0cM4f7z7lJ8Pn3E0vGciOgGDtc87siFf1DB8EW2VNlfa0NqG7LJFWIMaGjUs5Ww3pmoTp7orx9gYmhqIwdFazaTNCECSfDWgrQXKtMWMfjWcySkjZ0keLfQ79JKPdy+mmUaVAirhx7KJzEEB3nqDi0lJ+ZREIulkatxmP59hZFe3NfbjZTrX4ROJKha0S8qMVIVXwqy/w79+Njz4Q0S0Zkigppssen+rIY/3ma9x7t7Glij9nOnIZ40hWShMQWiPaHrRGbhoIAXl0gW4dYt3EkWYUi0728pp+d4AYlMi/+TXy9JqkNtj9MWa7QvUeVVu63RIZBELpiBSkxB9uIXe2cNMKn0j0MhK7QUt0d3uMLW7Y2OPI/KomegGSSxs/7LIBH+BGspTLBvfNE/T9u6hND8ZCmtDci5KLtIHsxSX9rSl2UpC0U9jU2ONT1IfvgrG4x9+hH9zDHE7j7kQqUXWF2t7CZwlBCbqtnCTTqHWHG1cEFbu+MJFFJgTko/vYcYEZR7Y2u+qAjGRpMOOE5QcTdBMZab3uyY6XuHFB9elL7P099Mkc+6P9G9nJ0+7E5yt4XaJrh9seoTYm7pfICL/U63Nk3dD8xYfgYVbVlNqglYt25lVMOpcFsguJMQlmLNE+wn5b3pi0WoFq4+8W9xXylsK3hlqAkIGy7Dh9OSMZd4jvStytHowkvbPhw70TbpdzEuHofOwgle7IpGU3WyFFIBEOH2ICOCSfXtyJrHcQ9PMMIcFWATd0uBGkJ5p+mrCVb8iV4ZcXd2kuC7KThH7LodcSl8UNSNXx1vA1fz8Q9lo+3j3jk8kr9pIFc1fyrNuh9QlnXTRpnTZDVm3G4rr6PZJlMS+jpOlheV2yWo9iwu40VGn0P2eJZbEuMGcFeiWxhz3mgw5ahTAgO0lIwlvXrG7jmOLy6OD8vTKi+0B1bJCdI7ncsH5vit448jdLuoMRet3TzyISDlJgc4W8vfWWG8uu+7iEWPfk8w1mb4QZJdhxEZPtD76PcJ781TpK/L97jJ6M8Xf2ka9OEFmG35lEJTAE8rMmGpGMxxYlycpEFa9McFV8HoXadCBvZNE0wV9eI/Z34Nkb1PZ7uEJSv7cdN1BFSvXgHu7VG+zJKfKdA8wgpd0rIUSToqzjlqboDO7kDHfre1Cm6EVDkAUhUYi6Q1ws0cmii6x/7UiOrglNC+MhQis4v0ansQq6vQmiMfjffQ17u4gkxT5/CYD45CPMNI9MrQtgA24yiNJmqvDnl4gsBe/wRYKbFqTmHv7sgnB7huyiZiuMAxFvRP78mv5wTHJ0jX32AvHJR5F4HBX0ewOyb09xexNwHjtMYtcA5LqnaC3rh8O3z2gISqDr+MwAs1VhRgn9+A4IQT/eZfCXX7P5kw9oDiqkDeRnLV5LxC9+jdrfw56eIX/wAd3+AHxA7U4Rp4FuGInAYdqxna1Zlxmn9TaqE9iRw215zFqRLCQkHmkUzZ5n8CIyzf0EirPAcgeEheELQAay3LA93JDp6G5cvxmRd4Jy1PJg64r71RVaOl7XEy7bikWT47ykzHqcl0zzhmles51uqHRHKXuubcnVpsQ+G2B3evRCR5IwCaiFxlWO/sCQvsiQ7wQGuidLLP067oMEFTATh1opgg7QCfQqroELB6PvrXhncE4uDX+/fMhxPeLNYgxA06RwnOMGDrlRCAlX7QREQM81k2+g3RZ0u4qQetRakeeGi1VFM4/mLHWZoB3YkUefpJgdg7CCwavIu7zdjbEBl908jMbCzmcdq7spoxd9dDZaT/r6Cjcdkl/00aV6foXYH8b17Dw+N6J6vgYtkd+8QI3ei+viOym69gQtkVc1HI5JVpH9Rwjkpov+oO+9RxACfvQBwUTfAXf2Y1NbN7i9cSwKffy/dlqSn9Som81n++wF4qcfI4zH/+ZrxHvvgNCItsNtanTTwcEuybJDdToarA5uHgDTtARr0ffuYEIgv2gJUtDNMmTncN88Re/tEPoe8dG7oAR60cF3r0juHtLeGSNcjppVqHcO//TnyXWHenUWk7WuEdMJdlpBWRCqgjAqkOsOeb0gtB2yKvHL6B9Qe7vYgyl606NrR3q+QRof5RLrcIOUsDeF8QCxv0O3FdlptYquPd1YlBfIT79BliUiTSDVhCyJDq/5BjkcIrSGENeoUQqzN8JncQQQHopPn+G3xtGptpffLEYZqt8cIZLIkSDiQ2FcLsnPWmwVJSx3awukYPD5G8KoRK061LJB7m0jpEQ4D6MhvkxQnUN98xIxGbH4aERz35KUlo/Gx4zTlnWRsBAJ4+0NRdXRBoXLodpqkNsdvZRgFf0E7CBgRnGpSfWSdAn9I4NzimHZcmdwTR8SViEhu7fmve1zPhidMtENp92IX/z6PZYmw3pJW2esLyvsdwPOmgFv5hOO+hEv1jOuXUWiPEEKVpnE1QnDJ4puy5MsJIPXAl1LTAnpgzUPJ5dM0xqpA9dpSodCDw0ic4RWE5IQRwwRl5tcDrM7Cw6KJVdmwGfntzm6mGKOKkwCwShoFclCkSwlg1eQLhRqrRi8huGrntU9jdkzZKOOfKchu/FuFN/kYCV27Agzg8gdPkiEleilJFmLG9IxPkMjqQPD5zXLhxkuj0+QKi4DPo0kZD/WhGFFetmiWoM+usTd36efZXFjFyhPOtSLU6QNhN34pLD8aIUMEtl59Otz0Jp+bwhSIF1AXW8QixXi1gFuUiAAdbXm/yfqzXoku7Irze8Md7TZfPaYg2SSmcxUSkpJUFVJKLTqsbtf6/fwZxW6HxoFNLpVqFapMsUkmQzG7LO7zdMdztAP2xgZQICg08ONbuH3nL3XXuvbzWlfJmGbhvaoxPeLT6EntEbXDt/JUAqwllBkmH4ffT1BO4/SBlZrVIy4m1vs86eEyRSdJHB5izEpMRPNIZ3XhB/fopIUXZbou7kECV385O5VZ8f4cQ+GPUJmMTtH/Nfv0KMhShtCVy759GGH+ezxP32jG0e4vCG2DWY0hKrGnwyJqZE4au0I3/0IShOrCt3too+PUDaBYZ/2oCBag1nWInJ0MvE8RJlj69qJyWKQ4Qstp9mr9+A8Kk2J3RxdlHvrdg/1wxvC02N05VHTOarIiVkqttNxl5gJDCZZNqRv72hP+/jjIclsR8itjHRWnux/vEGlKcoa6qOSZFqBESFLt/IDg1GkM2mj6vO+/KX+y5/Q2qDqhtgtUNYSOznJhwdiJ8d4CMMu66c57Wc1UcF/OHrDgV3zr/MnDLoVLmgGRc2mSVEWDgdritSxmnbwxd5158H1AuW1wXUjBEV8UvP8eMrL3gQXDW9nY7SOJCYwKnbkxvNue8CiKdhZQ4gK11iyNzlBi53ZbjV6bUh/yNnsCu5dwc5YjI7M1yWxNZIUrOTm738IEIRG5RIY9zdk2nNb9ai8xeSeCOKJ2BhCHiGN6EqTLLXE0EcNFQnXu75oA6sctTOYWQKVJgyd6BY5ZDNNPZTWJNlI+MduYfdc2qDgNcpEqlWGWcvhyqglLxtCMIRG0/locZ19JqYrEJqQSSKyHqfsjtWeOCZtVdv5uS2UaH5+XxHLFHfUxxcJ+e2WkCfYXSB92BLevEcdHaAublHbGv/hgiRa4g9v0P0e/mwsOQmj5CH3Ef/6HSbPIUvRqx1qs4VuKVWF88TEottAerNEKSGtuWEhB0SRYNYyLtWbHf7qWqYZRQ7OE5YrlLXofo/w6Fi0PhRqs0Npg6kcyoshMFaV+DC6HeKwi9rVYobyinaQCsNhXmFvZ/hxFzMeoRsPTYN9WIrQuthhXl4dfhM/ewTnh+iDMaosiUMJVCUPa9RPH2A8QAeF8p7YOmkRBj2ZYFiD62Vi/JhtiNd3qNEAIiLKaAUBzGIrbsNkn0evIyrPwHvCqIsbl7SnPVw3QR2M0LVDf7yD4zHusCcj0H4h1ULHkqxb+G9/gM+e0A5SGZ1GJegtv9cGTIpqHM2jIb4whDIRgXLnsdM1oZeTrBzp1QzjwPWE+5ZkJeQ5sVdKpaIV7qBLGHQwlcP/+Aa1qdj8+pj2RcOvTm75TfeSF+k9n/cfyDOPMnC1HFBVKZ1uxVlvxeV8QFI6goboDKqVGXQ7CoSDhuwXK56MFvzdwXuGyY5Xq2OuLw5IfihZq4Q61axDxuv7I2bbkrpKcfMMvEI5TXktIhxA50pR3kn03awt646mjZrmpiSdCr2pcynjPt1IyM2VArYpBjVtNLybj9luc6pZQVim2Km4HkMGdmmwW6l2OjcwO9XMNiWT6yHbdYZeW8xOHkx35Ei7DYfHS9a7DJdq7FbtI/luT6PS1I8d1u4RaRMhjblOFLdjr6FtLOmrAp9HoWclkpnIZsJyiFYQdK5QVIf7nMSNaA3ZUlgftpIIfn5foa8eCAc9GVlGSGcV2dVCHvbRED/uoIoS3TqU0TDso06PcMd9Qmqw/+07bKeHnayJWQo39+hBn3hxA4ul2PbzklikmNkGvW0wkxX+ZIDrpvgyQbmAnW6FihbFBYnWkooe9Ih5Bk0rlbqXy1QZixuV6DaglJLJw7aSkehW7O765IjYlUs7djIZGGxrmT4ua+KPb+HpKVi9j7GLFSEc9ImpJeYJ1j46x4VIM86xiSH5tzcydRgPUJsd8eVTsQ7veqhditrtb9+7CYwGuEFB/m5KGHXxr95gjo5QDwvCuIfa1oRuD+WCPIiznQia64rm+RHaBezlFOXDn8WgQpM9OMzNDP/0mJAnqNZjVjW+l5G+vcP/6gy9c+h+H1cm2K3HrhvMdC0VzCohJga0JnZLXG6wG/mc9rBE7xx08084LD/u7gVJyB52hD/8QPjHv8JnmvzK40Y96nEiQZrLKSFGwmol4qiCm02ft/0jniQTfpVd8iSZsOoWTA66rII8rTPXQROZ1wWXr89wRy1eCRA26giV4avP7vjd4AOHdsUPuzP+9P6UzuGWbZpjHhJ2dYoPmvqqQ+w6Gf9dGOphJFkqxt+33PYTdC2hn+3Jz4p9wBhPnjjWRYCFVAxtDzpXURKG7PmBg4ZNk/Lhbsywv2U1yyg/WtKlHCC7o0i0EmAyOynp148U6iZDbxWjK5j9zmEqRXvgGJ0t+ergjkfFnI3P+P+iYtbtUN3m6Fpx8/cJphJ8G0BRNFR1gllrwmFL72iL0YG6tfCuQzMK6FpL3LgbSOf7mT1AFC5k0xegivLQu2xYPk2w1T61mMv3uXvSQ592xZ/jJHOTPixF9E4t7UmXqBWJj7hvrzBfvCTmor9FK+2A+uKF8EgOe8RUY3/9FfH6Dn1yJHS0yQxVt6jWy5RrtQGtCYlUr/l3lzS/OCP0C9TvfyT81ZeCKHSWsFxi+z3i/QRljBjznpwTRj18J5U2ebogek94coryHh0CsW2hafGjHmaxQe+HBeF+gj4YkdwuiIsl/PIzGa++vpaD5+VT/LCD+XiHzuX5MZ+lv/1GZzmun2J2nvjTe+nvqxb34gQ3zPdjD4NuHGEyQRc5HIwInRwVJOMecgvnxzDoELuFlM0gdup//Q7T7YEPckqhCEWCKy3GKbCakFqiFR6lbiPxu59Qj05kIvGHV/J1+h2a88En1oJO5US0sy0klvakh4qK+Ifv4fYBg8Yf9YmJxjQBXTlCYYmJIblfEfMU17W4bkp1nAm9dxvgyamkNQHsfqxbGHQbMT98QHe7mNNjFl/3aR81bOuUmChsEmmxrENOrloeJTOeJRMO7ZqAZhtzFm3Bgy+EYlR6sBFVGVTH8/xwwmflPRHFVT1iEgqaVuLwPoGsbAlB4dYpqtHYtaY+CtidohlEll9odK1w3Uj/nQhz3YtA/bdbXh5POCw2TJoCe5Ux/CmwPVVUB0I0sru9uam1HJwsGXUFVLt5O8BWinosrsFmGImdQDSRdG7IFlAPleQsskj4qw1fPL7l6y8+8vfP3vD3h+/4Zeeaw2SNUZFgNJuQstlm4k/oBwHfZODLiEOjtZixkk6D1qBVpKoTWq2JeZBgloWYyqFmN9JOGQf5NFDee7bHhpBF6r79xP8Y/b+XbF8OSDeRdOWoh5ZmIL9VUKRXcxHefcSXCfmfriEVQ5M6GKEah7qfYSsnYmJVQ5pgNjWhk8pDmxe0Jz1Cr8A2AVr359GhC7iLS9T5McpFaamNlqTmcICZrqT6bQO6aVHGEFYbYvDgWtTJEe1RV7gPi4rw+r3ocUkiWsaoSzjoE07GhEx0O7PaET9eoUdD3McLdLdLPD2QNma6xl9cgveYXk8mLJ2SmBnMusZyfEAoU7KHnTy4v/3lnqOo0S7AzmG2jSTPeiXmYAxHY0KeSplyN5F4dm7/PNs1CvPxhvD0BL0RvLJab/GnB+jGSYrzv39P+IdfU593sauWmGqSeYU1Gt9JSP7yV+jJSvqtz58TMiN5iIct7ajAvrogPD9DtRbXzXCFQGFtjJgXzyAEwv0EM+/Km72tiYndx11z2tMBZimchvz1LYu/Pd9PEFKyh4pkXmEeluL5WK5wv3shvojNBlOW+FFPjCbeMOhv+OHuhFWbY5QYnr4a3vGb3gXP0weaaHhdHfOH6TnrOkWZALUiGoNdSBagNpb7XZdX2Qk7n/D7h0dsq4z4XQ9/LFMLpSJNY4kmgo1kT1a8HCzopxVaRVzQzOqS+S7n9lGHsLGkw5rPjh/4enDN5W6I1pHds5bqRBOto/eTpR5FXEeCSKF0nHcWnOUL3m/HXBjYPvFEKwj4/EGz7StUrVEO6oEiWwh2Tj/e8rtHH/l3w9cc2SVVSKhiyjZkXDQjpk2Hh6qD8xqzNpTXivUzoRONvovcHivCQ0YYtKjU46oE3nTYHDlUpaHwon8s5T1QXi4JWwnXU3nIJg31QbofayrsNjJ81VCPLdN/kABbVHsC1LTFlYbNiQVlMF+eEVJN25UwU1bI5RNePMH1MzEHpQdyiYUA0zlqsQKjSbQmlCm+m+Jzg3LSHvmHKWohP0eUBbrTQU3WYI3EDZQifvca9cVzYrdE1U4qgtbBcQfdtqhOScwzQpmR7kfxalPtfUUJ8X5KsqtxxwMZhaYGHUH98A7/+VNUt4TNDt3rEbuFuELnW1jIdETnOTQt+vUlHI7QW40flVj//Sv0r79CT+Zi1ywysRG7gPr2J0ySoJ6eEwZd1PUdatAnhoh+d4XKM6LR+MsbTIzEqhZjxdEQDoZ7+pr0nViLbhw8zNBlgf+LX8h/D5HkYoI/HKDXO8Kwg9k51KYSc1MI6PkKfzTELCtoWkyREF6cE6yGbA9NAZJljfp4QxwPiTdT9PEhocyI//pH+OUX+EG+d05WtP0UV1ryqxX1yyNMFSk/LAhlitk0xMTgjwbo+Yb4+EQMMzWoLMPf32OzlGzWZ9loQtDkacubq0NCbbCl4+Z+wJvTAw7yDb2k5nrb5+PbI+zSEDN5uFUtanvUMPje8P54xLpNWVUZq1kJTqNGnt5PltWva7zXuIcCpeD86QN/cXDFONmw83twjg6Ezj7/cK5YuoK+3fHbzgdy3bJ0vyJ4TTasKPOGxaLk9J9rXv/ngqbjUI3GdFvO8gXP8wlLV+C6Hl1p9NDhFSTvZCwbg1Qr3QuoDhSuE/iLs1v+YfiKl+kdN27AH3eP+f3sEf204t+uz2kbi98ZTOHxHU89tmRTQffd/y6Q9mvyo5bNJic4hb1JiRrSW0vzSPiRYZYSi4DeyntXXotmki6FobB+mlM8uD1PAbrXnvz1Hb44JV1GtkeWZBPQTZAW9eszsVsnimZoMVWg6Wo5cE4GRAXNKBVA0GRD/Wgg2LmbNX4ylff97BT3/U/YkyN0CJjzI3w/xR8PMUaMc0xm+Ns7MTct13AwlNJ/vibkGWq2JI76cmgYDU/PxVt0MMJ3xbFrJmvUeovOE0gT9OmxaB39jhwmSKzbrHco54l5LrHvbkG6WMvXDREz3RAvbwgbsU7HGInbnWiJK/mYbVrMF0f/+I0qCwmVvHlPfJhikxysgdlSxBEnoqHKcrFqPszxk4nYPZVCWYu/uRVnVSsnH+MherUTYbAowTlYrvGTGXrQI3Zy7Lohme1wxwNh5O0aYmqxDyvChytoGuJmK1ONbge1rSRN5iP6dopWGv3hFnMvaDuA8PoDrDbosiA8OqQZ5/D0jHaYo5uA2bX4IpFlJz5iNg7XT6WdiVos3FrRHJa4bkLoFbheKuOoymMnK2JdE794yvpJxu40UlUpNvc0uxQzS/BRo5YJ82mXu9eHvHN95puS7E1G/qAob0E5jS9EPO1ci5reuJRlSGnvSszaYA4aVOlptIHWoDqObFDz5NGEvzt8z4vigZnr8M/3L3hourQY5m1Jpj0n6YrPiju+Lq/4PL2jp2ucsixNgbGRPHEErbj+KoeuQyeCgAuN4S/PP/IyuycozZ/qQ9ptCplHZ4HdCLJ+TdppaTDEaCBCc+b4D89e85edD7TR8n/Of83/ffWSyiVMdyWbTY6+FJYoVtqB7N7Q+yi3fsggO9kx7uzI8hZlI00Z8RnorcEc1uRFS1NZVKMZfysc0s61iIy2gu6F/N3VA0MzEG0hWYNOc6qxAFt9LizSbOUxm4bmqEM+3zseU0k5RiXjv87vL2nOB/jSgFLYJu4rY41d1yIEWoufzbDPnxK7JWQZ6vIOEw2un8tosEzRyhInU8x4RJgv0WkqIJddQ1xvwHnibIHqlITjIXq+Jt7cE6dzdK+H3jaiWVhLLHNx4b75CMcHhD/+ifj5Y8G7NR51c4+/uU96+LgAACAASURBVIOmQR2MJDWdpsQPV2hrYbYgrNfYx4+kLdEaP52hh0PioEu4uCJMZ5iX7stv1ED6DZMX6LLEfbxEH4zheIzKMpTWn/zdMZN4tt4/sDQNGIvudKBtiXVDbFpMRx5mVhsZRa63hOVSRqWdEj3f4H98jY5AX6YjWIPeNiJs9ruEzRZQ0nMdjQj9UkA0P/wkJf3VDWY8hvEANxJl1nZ6qH4PBiLcRCs212jUJ0t0fSRhnc73d/hxh+ztA2HYEd/FzRx30MU0Ht0EtA/YRSNtxrYRVff0iOakx/bYUo9BFZ48b3HeYG/3rL6tIr+XhKL3lri1DH4SenY+lcSgbBoSXH7bi6JxeAGdZCc7xoMNxkR2TYJuNKOzJUYH/v3JW55mU+7bPt8uznl/d8B8U3C9GHBxN+am7dJoi9rvJfBoWgwPvsefVidcTIdUzhJR8uA3htgYkoeE7pMVf3v4gSO7YhVyflidUC0KVOGxicd8yEnPdigF7TZBV6ITFZ8v+ZvDj3T3kJr/MXvKzbenbLXBeUO8F65fzKOMONcCh02X7HeZQH68Q+nI3UMfYwNKwWCwhZGjW9Y4L19L7YQXaBpZc1Dc1/hCNmUpr1BRsT0RV1zvw/7BzzRtKQdGutnzILUW23LXyM6UiUM3kd7bNa6XYr1Fh0iykMyP+HcCycMG7idQ1ejxCJWlKK2JZU7sZiilUestFBn2Zg5Ftkcw7kSjSywqTVAoYpmhlYG6Rh+OCaPu3lBViacoy2C7I07ncDCC7Q6u71D9HvHxkVS6B2NJOy+2hB/foJOEWNfYk2OZsO23Y3FygN6J69SMR+A95BkqscRtBd4TT8eowzGm08XGtpHSfbYm9kpir4PplnBxg3p0QuzkcP2Av72TcuPlc/ygg34wxDyFPJXeqyxlvppn6CwllDlx3MVMVsQiQ4Uu2nuJo97cozrlp3bDPCwxMYqT8ugA+/I5cbNFJRVmPBIraOsJpQA+zMEYleeossQfDQm5FfdXIcwF+/4Of36AfXWFPRwK8/Ggg6o9sRRKkN15micHYhUvpd3QLsgprg6wdwvickXz62e0fXnddF6jsgT98QZz1GfwVrP6zFA+3pEljpWTmLLAYvbfXgVtC20nsPjScPg/ZdHNfpEV+SQy+20gFh69tGL/vU84efJAN6357vZcbMoRHvfm/GZwxaFd86ftKXd1lz/++Jik1+BbQ3Qae5+wmSX8z23Gd+kp3aLmaX/Gi86E62rAm7sD4vsOu04gJgE7s8JmCLA7FZ/B1HVYJTk39YDVuhDxMXV4Z/DPapKo2K4ykgdLNlW0XUiMZ9aW/It7ztvNAa9vD/FdD1tL22rSlUIFhWn2q+uUiIT1SIAwrhNIrKdMWrq9iu02Q+lAnjg6acumSdjcl6haYzeSEFVRSF26lpJ6d5J/ckiqIK/hOpp06el+rFg/zklXnmTjMOuG9Z4dmawD7X47lnKR9cueBAu3NeHbD+hOgX7+CNdNSe5WcHMvAmOvR2xa4ao+TFBFJni2qiGOB5irCbFp0OUe8PL0nPCn16iiwF9eyc/yr35B3O3wyyW21xUBfr6RxOTRAe7NO/k5evFMXJe7irDdYlpHGEi1rG+nYCXwYr54gWqdtDPOY27nkCbExOJHJeGgj2qcVPgPM+JyhR6PME+E2BVckO+nm2O++MX/9g3GSK+xrdA/i4rLNappxZJZ5uioMEeHtOcjuUGNEQFk2+AvrqQqGI9EPDkcEYufwyfiOgvdAtUpUTHKvDZJUHkufonNFn95DVqjRgNRhbMUdTCCIkO3TvZiROD1e/TBCPfxAvX5Uwl2WYNZ7P5suCpySPcax2KNMkYcmVWNG3dI5zX2X18RT8aC684TdkcprjSEoxFt38rrvruh+eKEzamlHmhJ4pUJqtfD7FrspmX6dY4eNhRpy65JaTFgItlc0/0oNOTqGELfS4TaGnyhaLuRmEZJZo5aTCYPpmo14aThi+M7humOuc+pnQWn+evn7/lN+ZE6pvxft79g0eRUwRI/lMSoSaYWXwZ0q0muUvwiRX3b4XqYcrEdcrPu0/7UJ1krsonGrgzpUpgHndvI5pHCpXA+XJAbx0U15s3dEaZ0uMaibjOxWnfFLhwaEVPTJVRPHY22fD895c3VEaE2FBcJBOFEcNrQdiLR7ycNCRQ3mnz6M8hXE08bjjobPJrt90MYtaw3BbvWslnuNRgvn1tMIm1HEVJLMRGm4s+I9f6rJcuXBWjIp9IKtH1Lug4SrksMGM3uKCEksrPDtFDc1CiUrEIwCoNBXz4QNht0vy/x/bcX8u9PH0k0e99Wq06H2Cv2GpsSYNJqiyoKlPOfsIkmzf980Z6eEAddcUEu19C2mDYQx31By1UNYb6QA2A8ElF/MpWhQL8L3/6EOhpDWRB6BX7clRbmdkaYS+sQVmvU4VjMVZcPMtn44RU8OyceDtCFcGM/HXDrHfHyBmMS2XjFdIHqdSRPEfY0J+dQSSL7Ma/v4GiMPx0RMllJ1zwdo/a7M82JMAFj3QjyCiQPfjNDb3aoxVpyE7cP8vWTBHd5Ja+XisvSPn4kb3hiiYslcb0V99dqC49OiZlBVw3qxRNCv8R8/aV4Gbxgxtpj8VOobY0Kgu+OWQrDHsSIe/OOMJ2LsaaXEn7zmZipbha03WS/HFZ+R62ohwnb//RrqpFgwLXfrwlTCrNpCZmlOinRLWzvO9StJctaspmME30aKe9a0rW4D9ERtFQU+YPEm5WThzR6TfSK7DqBo5qz4znnxYLCtDTOEHcGe1DRtzuMiqx8zq5NuJ0McPubOJ0I9ThZafLJflenguWXjra2zOcdVsuCkEbhMqwipoJkHRn9sGP0X9+hHGR5w84nXNYjFm1O9ELVVtOU/E4TkXYiOIWuFdvzwOqzgHOat/cHPFwOsNcZ6W3C7mmLerbl8PGcQX+DTj26lQpCeak42p4im+3x+VGxcwlGRXi5od2k2J8K4o9d1CxBbwVpp9ufRVBougpcIFjZX5JPHbtHXUkta4mY6zbiMoVdSxivHltWT4VZMfp+JdhCLz6IZmDpXNZoF6nGKfrz55jhAFU38oBvt+JhMJowKEX9H/eI/Y7kIOqW0MtRu/qTYBm7pbQP60r+7P5X7Jaf4gAqy+Rra5mERKM+fa45PCCuNribW/mDIYLz6GePJCDWTdHbZh9ZCHAwxDw6EzZElMMRH/D39zCZYb78XOwDiRig3NU1cbUibDb42QyVZcT1GvO5+/IbomQHVOuIqzV0S9SwL9bP1KKzjFhk6G2N2Tmag4KoILuYi5Ay7mOSTCKjZSlipkLGN0bj377HdDqEyUxAMWlCWCyJbYva7KBTEC6u4PQIvdqCc6huKeEQY0S4We1koa9NwCby5qwrwqCLfnOxz8dnxCIllHvo7cWDnMJ5ikky3OePaPtCoGr7svpPmUTiqY0EtPJ5SzqtxYyCbDAu7z2912uMVxTXW3TV4ssUX1i2p0ZsuoOGiIIrEYsEIW5I157lc00oAmZpKR4U3SsvuxAte01lfygdN3Cf8cuXlzwvJtw1PV69PkfVhrhO+OLpNZn2vNod829vnsA8RW3Mp5n/zwt8m1EEDe1Jy/mTCaPejuUmh5VQo9oeNGNxFOYT8KXF2Jzly4QwcKx8zrTpcLPu0dx0yK8N+VSRrCLtEOzK4K0ilAF6HvoOv00w73PMVpOsZJ/m4dmS8+FS2BObEjfJSZdazEqL/VrDTBwxTR/qaKi1YbYqUSoStgmjPyq02/srDPR/2u8DOZF/L+5lRWNbavK5p/i4RDtYP91v/Vr9GUUXU0Oy3oekwv7w6MkuVNhfAFYTUsEQStS6hW4Xd9iTv9fre/nc0VDGjpO5YOSGJabbJ364kmfHGHTT4O/uMb2ePKCXt6g8IyyWmNGIuFoTLq/RIBVIkso07Ke3WJNKZEAp0AacI1ayCFcZg9ruiMs1OkmFlVK3IpC+eo8a9vGHPVSvi1FG8kEhoI4OiAcDEfU/3qBtSnx/SWwaobQ9OsP0e8TNlrBaYV6GL7/Rx0cyQlFidmJbEe4eUKMB/vtX8PRMSvq3H4mPjsRQ5Pcl/NWttBG9XBKZkxmUubjDrHgfzHBINBqqGtXv4Uc9bNlBNfuVRL0OatBH163YRTuljFWHYllWPhDffBCr9XqDSRL8hwuU0tArCSdjXC8l/zCnPuvSDqzQoi7u8Y8PqQ9z/EEXX1jszpPfbAiZRQdI5hVh/3GfG+pRQjsQxqXe770of3xA3T5gr2boEIll9sn4tXqh8b2A04pRb4s7cri+x3lLM5Q19O0gQBIxW0NxJzbvpi+3Z7bY238TTeh6Dp/M+YvRFT1Tc1kNuZiM2dd3nJwuaDH8uDxmcjegPFvz+NmEr19+5PNnNwzPlpijhhUJ3muevbznrw4uGGY7fvpwRjI3uH4gZlK5uG7EFZqmp9icJ7geuGDYzQsWky6Vt+SXCdkM+h8F0b45V7Qjj+o4lI3EnZWx7Cph8FpRj2VDVvJiw2lvhYuau2UP97aH3YirMmTsrfWQzcEV+wxEo2n7gTxvSRKPi5qqY2iGkdDz6FbSrPVhJFjxOdidHKy+lHI+WwWaccbuWESd4euW8uOK7aOCsJ9GaAfJWqAwrtR0LitCakjWe7r02oESCnQy26GaVsJUPmJ1KtXq6SGqaWVkWObEPBGQbK+HvpuJHTqRSzDMF5gslzbaGHS3Kwnlxb5l6JQyLRgMUNYSlivCciXCYlWLDhbjnyv5upbfbUucL9GbSi701knbkRf4YUd2o95N8Ld3xPUGdTTGDQtBIHy8RGuDHg7QvR7haEjoyXRF25Q4nWFjiAKEncyIo4GorqsV+sm5GKFysf+Gbor6+jMBYl5NiVlK6OWiek6XxDIXxsOzJ7hxF90t4OMNfjJF/+WvwAVi0xD6pdCLjUYN+oTJlNgvpBy6fiAOOmI3/XCFenIm+sO2IpYldDui0lqDzZ8C4L99BX/3NcEotp+P5cT3EVca4l9//mn5h4qQX64EuPHqPZl9gXKB3aOuADOmzadFsypI4rDtapJ1QG12hM1WgixZiqpa9GJDPDwVYTFCaDWJDrwYSym5HOc8rDtsL7rEJIIRi7NPZZFPspKe+eeFItlMsRkbzrtLStOwcAXX2z54hd7JbXtfdWmD4XbVo3u65rcnV/ymd0nXVBgCHk0dElYnslDmaTbhUTLjTX3Mfz9/ynqY0c1bNuuc1qcop0hWsr8zmv3avEFE91u08QRv8Fn8tLIwqv3mwNwTnRayda0JyopLs6doxy28qBmXFdNdyWzRwa8taQ12K2Abnyv6byOrp9JaBCut1vYsMuxtOepsmGw7rFqDPauIgPYKPbM0A6G1Dn9QbE/VfqW9HDA+VejFlniUfyrdq5HF1MWnJcy6le/lZ6OTClCPM5K1o+3uqeSlxTRBfgYOOiSTDWbdoGpPmC+Iv3qJ6yboIkH99BYTI2a2JJ4cyIuWhbQHxmBGI2kXvMffP6BHI4HLPkykZej3UZ0Su3/OYi3j0egc/vYO++QxsWk+6RTmYExYb4h1vf/zXfEXJZaQiXAe2xa7qAipRY2H2EPZIueGEgIjyPRClQXtmVzcuvWY797hv3om7ThgCV7EiOdn0rM3rYwxncfniRwIeSIWz10rEew8kwMlIC2E86j5St4YpYiJwRWWdFKKqmq1MPM/e4ZaboV19+4j5vQE9eIJLrcksx0Merhehl3sCKsV/LBFJVZGLM5JXPXuAfX8sQimZYF9/gQup0RzSNNPyOYtdrLDD+TNdh1DsnCETJat+k5C/LuvcIVs0w5W0Xm3Zv2ZeOm77zayRj2T5cI+01DkxIcAp0fE3GLu5cT/+UbXlSaWMNsWtEEzyCrG+YZ+VnGX19StFdVfC5w1Glky3PZgeybKuqmBRP7SPuzG3FddJpuSdCI+AteNTHYy4dlWKf/+2Vv+uvcBrQIf6gNy3ZIpR65bHqdTjuySR3ZOogJzX7Le5JyOl4SoaBqLq3PsVpbKKif6hKnArA3Z4ZZeUTNfF6hW8GubU9mYFK3sFjVTi24V7cBjl4ZkpdidRJJBTZG3zFYlzToluU0oH+RryMEgS3pXT0TIjApCF3YnijhqKBKH1YHMOkzu8I1UALHRxDJ8er83j/bmp5V8LGo5QHcvhDMqi5EhXXtUE0i28dPmq2AhpIremw31US549jbs91BULD/rfoLGhlTjyr5kbsoEc35CjPL1AczXX0LTwmxB/OEnonPoZ08+IdhUp0Q9PSVuKuK1g4EwQXSn88mE5N5/lENgtcLvBUhg3/tv4GiMzTOZ5pUl6uwY9fMn1Q1qtiB0MkJqMH/5K2gc3E3h2YnsxZhtILGiSWzEn2GfPyUMBLpjl5Xod49PZUqXWAE5ffHl//5NGJQCnWwc3Dyg9hy7WMoyXaySJJfWhMxKQnJvwVTeE7MEthVxtyPMF9j+QBiM/RKzx7XFxKCvJ2LqyHOoG8JiiVaaMOgKZitNhNsYwDReeiWlUGmKfvaYMO5Kq9PN0FHLhGXQRTkvLcL9WvrG1GDvV8J9GIg2kKxb7HSN7xdURynp0tEMrQRxEmEyRiO4fNDYZSMJzFLYgKZy0C9F9d3Kqe0OuqwfabRTeKvwNwWrTc60KqmwJDbQTUWLWFcZem4p7qG8k/I16v3a+ELK/OYg0CaK6/WAj5eHtM6SXScor3C9QJtA5S1/fX7Bvxu84TRZ8C/r5/zXq8/5aXnMt9NzrtohWzK6tqFjauqYMPFdNon8f803BdUix2wNdqvI5rLwNqSQrkULaJ+0pIlnvcmJO6kKko0ImbsTRex48BqzkyWw6Uywa/XjlrzTsFnn6PcFnfcWu1UcfNd+WuqroqzQ0+0eClvIx0MC6rSmcgnrNsVosYO7aY5eWEyl9yBjTe+9ohmLPTpdQPeixtayrg4lwuPmkbgrk6085Coq2YtipPVQQfSGZOPJHrbUhwWuo2l7YogjRjqXEikIuXw8ZJZkXqFXW8EGfvea+Ei8BjpJ0XmOHg4gRPz9g1QBxwe0x11ilmLrIJ6HIoPZQgJV+4tPaUVsnQSn9r90WYpGcTQQQbN28vkHPbBaEpw/27LrFqKSA2y+3a+G8Kja4X96g3YBNVvBdCEVzHCAqlshTe0vdOUj/tUbVN3IgRQLiTXrd/fEXSWihZVEo6pb0rs57mSImi5QWUriPapupRwpUlFD7ycSTz06EgvmZodJDO0wJ+wPGt148B49GkrfNeiLKFk3gqiyGn0/Rx2P5BQb9mWEua0IsxmxX4hRKkZiKt5vEwIht5iNZDdipwAf0ftkmvJiZIpWYbatMCj369OrwwSf7leg1YHy3ZrqTEItvtDoJpGpRKrl9W7vsGVBLHPc+4+gDcn5GO0S6gMvAmQNvfeWemRZHKQsj0rKToVzBr9ISWtFsg7YVYvZOrQXNH6wAgQ1C8vUD0hmFtULRKeoDgOdC41yiua25PPfPPAfhz/yVXbFq+aUi+2QxbKDbzQm8ywWJbf9LpODDt/mj8l0K9uxXMrt1RA7Sci3SvIZyO1rd1EI0qW0GCEoNlVKnGQkG0XnKkicO4WYRLExFwFzZ/Cl3KIhQRgMuxRmKb13AnMNFlZPLOkqYreR3aHoDsPXAZ/IWnqfSvXiWoPSkbpOWF/0sYc78Ip0oahO5D3uvdE0fdC1Qu3X17lugt057KLGl4noWwGwskw3fXtH+/wY01h0C91v76mfjamHYr1XjSNZO1QwwgJZCHjW3Mzwz48o3y7YPhvIKj2jpXotcvTLp8TGYRYbqaaXa+KjE6ko2vbTdCFYhfJahPZdLULjwZhY1fj7exEh5wshqu+rCQB9IMa/aDRmXcOugtMjVOUI373CfPWZGA1jJKaJiI57nwIgU8giR2XZfrXlXjIoS9yHS8xXn0lUovWyI7fM0GVJ2FWoLMG8uD3+RntZjhvrWmaiWqOc//RPhdCQ3PuPaGOhIyu+efUenWfE1ZrYttIPDXsClB33BMd9NUV5+VrxforKUsJ8Ibn00QB/fSNgldUWf3uHHg7ltadz4mIpn9cpIcvlAGmc0Ku3jezLBMJ3r1Enh8Q8EQfjYk3sluhdjV02aPY4bhTJoqYZ57KQd79sN1k6fD8jvduSznb4MkUpERxleYjG9kb4cUfs5Ksd5nCMShLmXxWSBE32QtxaVP1sqgmtpZ3mNHVCspIJjmkUvTdrqtOSemBQjk+3p91JJREtZFOD6wXsxpDfy8jv7Os7/un4R/5j50dy7fk/Fl/z0/KYJHXkRUOIWoxK3jCrC/50d8L31+e8nh+yqHP8PKO80tLCICj7fBZJNwFbS4lfHUHoBVxrsA8JKorhKFj5/3QFMGyl0mqE6G33W7DaToS1pbw2+xtbPAzrx4rtKbQ9ge8mO+i9b2j6ViqRJKKdIgRNeiC5D9N1uFacpa4j05doIwSpIMY/yIGlBYm434C9H1Nnht2RtCPlQ8C2Zp/4NUKpHgp+Pll58vf7cWOZ4jqWeigHBEqhs5z0aiEHQpnucYMe3Xridkc8ORDfzt0Ef32H7ndRZY6qG8Lt/afLMHYktBU/3kDbogY9WCxReSY+CG3E9HQ4Rg8HhMVSaE7DPjiPmW9Q3svkI01l3P8wwdhE/BCtI1zdSKgLJP0cgoilRSYVRJpIS1M36H4P9eRMMhuZ/URti3lCPD8kPjkhlBbzUv3qm7jdiUuy10OXhSQR81RISPdT4u2DCJXbHTrPUK0TQIYxQqjpdtDdjtBrzo+hV+L6GXbrUJMlKk0kNnowhp+tpputnGpHBygfCLM55sVTwrBD1HII0Dp5I/elWCgTgcAsNlJOWQm1mPFIeH/TlWRAAsTLG1GLL28weSGshzSRpT27gG6FYxAyOTjcHgbj+/tw1r2UlMlGGvJmlImAFQUdplD4QcHiC0tIBD8ftaJzIa7IaKB7GWXUlhkxPRkRxNKdLA7ZnBpiIv14tBDyfey54/GHDpUG2FrKW6jH8De/esP/Ovw9L5OKZTD8P+vP+ePNGWXWsqky8tRRVwllt2Z73UPlgbAzJBcp9Z6KnU73prQU7EY0gGBk9Xs90qigqPsRZSPB7Ve9T+V7Uh6q00gsPdEZ9NaQLiTu3QwjUSnyB0P3QkTW6kizfgLtoRjAkoUm2YLdimC8O5F2RrfSQdudwh07lI7EqBl2d+heS2tl7KnXYtoyDnQtOoluZXt2VApfWpSLxERRHRi0h95HYYfaZYUOiuogFb3h1ZLkbiWc03EXn1tcVw4PhXAh4j5vo0LE7JxEsj2YTY3Kc2IvF65DFH2AYV84j2/ey8GQ52JFXtXSsq83EpbKE6GoFRlxMkc9PkUbS+x3xTdUlIJivL0Ta4D3Qs3eG5tMt4M6PxGx3nk5vCZT4mQmLt/JDJ0JjjEc9MRNrLS8flkSOwWhzLCztfAvjSb88BozkFWQ9XGJ3TisOTz4pJyG1epTkMT8Qhbc6n4P+jKn/Tk7HuYL4sNEWoPVCmM0JGKGiiBsBwVtL8V8fo6uHKYWBBZByh6/3mCKXByV3RJd5pKdbz1q1xDbFr9aYXvdPVdBABt6siQsV/DsEfbDHf7xkURUa4c/HnwqqfTxITFNMNm52E6N9Gi69ejphvB4QN03pKtA9rCjGWafxplKgS+ST7FwFNjKk354kFLw2QluVOIKA1HhDhpJGsZkfzsh5KGlp+kZsqk83NFETK3QbdjvSpByPF2B3UR2x4rMa8JaoX65RqmI8xnKQ0gjJ9mSE7OmiZHX7RFNEOPVpk5xTrOb9Pj88xvuVl0On09xXjNbCeRV7TQxFeKRT+UQEgOSzPvTpYMzQ9uRgyFJHXVfo1cpPlOUDw6XSXvjayP7Nk2kOv5ZpIRkrinuIj6B1XNox55Y7tOCuwRTy1ShGSp0LbkKn0s4qu1BUBJLd87QNJbEeAZFhdGBxaIErFCoZuJdKO8CtgrkV1vMw4LNr89k2uRkghGV+FTyiwlYQ7LewmclrlBsn/XRrdik848LksahG48KGVGJSN2Ocvz+QoqplV0qu5a43hCfnUGA8OaDaGLDgYj4F1ef9AJ9ckRUSi7ZIkM9OYdthapa0Bo/KIjjz2Sva27Ryx1quaZ9eYaKEZMlxNVGTIMfLjCHB7JMKs9wwxKTWtSuEY1g/+tn45UOAX88ImT2U3gS74khQtuil2sJTYYAzmOfPpLVfr1MBPBegmU0wOY5YTr7FK82o5EYopYrorXEo7GUShcr1MkhOktx7z/KTHU0wi+WKGPQRY6erdBKoYdd0RxyI6fZbkdcrgjbLSoVEjWAe/dRJg7bHbFuCLOZHEJlgTk8xO096JanhG4p89+DkUxADkeYi3tJw03mxJfn4kufLwmnR6i6wb15J27K6znhbCQncNalHtp9zx0wt3NsdojZNCQXK/zRQKYa50coF6SN2TmZkGQp+vt3uN9+JrsxAqBBG4/XVtiMTfy0BdmVQmNSTjZr2Wq/1Mcl+52KcpOmm0gVJHNRnzqOygrnNRsPto6YncKowDZa7l3Kf5n9huttn789/ciL8oFDuyJRnotmzGxYcrUbYFXgnz8MaZ/VKL1HtwdL24/4LDL+PlLtzVhNf7+MQkHcGXxqIEglZOoom5zvamZfdnADGdOELEK/JQaFnidkM8Xgdc3t32Y0hw5VOmgMqtZkU03nJrB4oXFFRKUiAEez3551F5n/MtJNHWXWMPUdqiahahJCUISdpZhqQhr3FV341M+7QYYbHMuqu4s5GM3i5eG+KlO0jw+w0w0xkyrPJwpXaIwJVENLPTwgXTjSRYNde2mZf3hD+uIJflCg52v88RD78UHE605JUEoYIUp9ulR/Fhd1r4ceD4mzOaxT4nggVXDdSmswGsrEYyTTJ1N7GcFe36H7vf37ojEgrXZZYg4PUVmKu7jEHI0FMFOKScr/3YiydAAAIABJREFU+Br76FyQje8/7k8Jj15tUW2GfpjhZ3PMozNiIYefXkva2X24xPS7uPkC9buvQUP5ZkboF1hVNcTdTth3bUvcVYTNBjvsy/w0R/qq+QozHBA7OdFHcW0Fj8ozbOcUd3GJbxsJVz0Wf0L6+7dwKAeNX2/QB2PpmbSCsoSmxZ6fymbsm1vso3PM0ZhYZvh9NWCNQG3jdC793HiI+3CJ1U9EiHFO0FufP5Z9Gj+9xT57ArWkO+2zJ/gyhS+ekHy4p/ryjLZvMLXsDWj7Kc3zI3yxB8/OFfrHD8SvnuH6EiuP+y3H7a+fy5j1D7coH2n3mkFyl+BOI6rwNAN5SDZnBp8pirsW9cRgarAbRe+DNMl1TwS1bBHZnii2J4rBW3l4TLdllO/YuYRFJ1KN5PUXruB1e8TKF3xYj/in4z/xv3S/4wvb0tUZAHV8xzZ6Jl7xxo354h/veL054u1yzP2sx+ZvdhjroTFM/iInv5PbvO0bzA60U6RTQ9vkUHrWTwWZr9vI9iwn2UAVIeRBoteVQVWGbKrpXQRmX2XU4whpgHVC56MRXSBI+a+97OWUakEmJflDpO0qQuZpnaFSCZ2iZlen1LclqlGoLBLSyPDHSDVWNF1NSCCfB+yiltUIibA+UfJ60UDT1aQLw/qrMW2pxWq+Fs+DClLlEf9/tt5sR7YkS8/7zGyPPnuMZ8zMyqzs6oEgW02hJUEERBAQdaGX6ufRE0iQbgRQN2yRTZFdXV1TVk5niNnnPZoZL/7tHidL7UACJ0+c8HD32Lb2Wv/6B4NrLXVW4CoBn+Ev/wS31eHvXp2RrA7E2VjzfKXUqNh1hFqZmGQpA+X1RHYKVU1crUlGhbRDxhK7ASQ5m8v68Je/xr19Q3h8Ggxhp3I4v10Ri/zEMzKTEXFUkGRfENdbzKMnSVPC5QL7z/+UvpCnh52OFYJT1VKGAv7hidh3xKc1JGfE+YjgxoT/71eYNMOv1lJV+4g7aCNi/vFb3Be7z/8mDnzxuN+LSnl5CWWOOV/oTX+4lTx7MYMswVRymXbnZ8TlDDO44x4LRnxzDRGZzYYAswl2OiHc3RN2EpjYqwt90MspcT7B5QVxu8O/vhBesVNCcVhOsKvds9nmzb0o2IeKuNsT1mvs9aWyArNE66LpWOuZp7X0G5PRabVqIrhad52kVgAwieS4bt/KHDQEXLSESUk/ywm5VqIhtxgs9vJcG5Vo2H2WCDOYeJLM0yaW5KDE6mjlNxid7pL5U2T6fYNrerafF2IKIrCxPQvsPoP2uuficstFuefQZ6zbgj4VOJkuOxqT8a5d8s9mH/i307/nLzPH2Ob0eNrYY7EsXMmlS5maFXssH/sF665kvR9xebalzDv6aGmrjPnvobkwdLNINxWfwo8EAJJETGfJNoZ2LsfqbipmJSOPzT3sE5K9JX9QAdu/1jhhaktx6xh9iIweIgRJpduZVbdUCYPJV9JJhEzjTtcldB9GVNYRgsFsE6bfWrXnQSws4yV9dx1Mv60x1tBNU1mw9xG3bzm8KgiZeA3GyHOyWVhCrjHKddJimGhIGuVphswy/vsPGJucks+yjxtimSomMUsI4xybZrDZacTeit/jLs5gOiY+PBIPB60hL8+VNbve6sBZI2wiTWG1Fthf5PiPN7jrK63u215ryaaFNMEMOEbc7mA5F69os1OQVAiYUUmYFgqtef+IP5tI33Fzh3lxSRwXmKsz7GSiTeJmB8NWz+wO2Ol4cKqeCOzfynIxPq1I3GyCWcx1Z14uoWkkvW4awldvsUAc3hjOEv7TP+jDmM2IiynmUNN//yPEiDubq4istY4JqSppmOSYJjmxumLfi9wx0KdjIi08mx3ucYdbO5l5Am5bw9lCrdC+oh/yMpKffQ5pQlI1xJt7knGOaXvCFy+gD7iPDxpd+h5++x2uLIivLqGVu1Ta9Ho/v/kG+h43GglfuThTfuD7G1JjSBInunQf8JOc5N0D5BkuRtIYMf/9G/qpx2wS/DJAEWjOxVvwmVh70RrSPSx+1+L2DfZxi4lTXGUY3QW6qcMdFGSLjWTOc3uY8v7jkuRWnUjxO8vfz1/x2/KSry7v+Tevf8W1a/lN5/h/qq/4283PWHcFiQn82/Nf8nX2Ec+EX9Wv+Nubz+i9ovTuHmeE3hAP4i9EqzVisjeUt6JH91MIY49bO/JHw8v/4wOrf3mNCZFsZwipk53aIgwkqUj1QlhCNwm4vWX8o2Xxu15GtE3AeKufFVQEojuSvyLJMF4YP7hYFQG2CXSDGexlJH8yZButRpe/bdm/TMm2Adt6bOvJNWpjd62S2WqAyPimpy8s/cie5nLXypPTeJh9Uym1aiT6dPf2gvTDE3af0r2c0Z9P1Dn3XpbuT+LPhFcXmCGEJnn7RjT/qsVdX+FvbunfvVern2dQFGJIrtbYQqpMWxSQ57o+4aRniMP/Yx3mUefn6PLkPtzin9a4s4UCq3d77N0j/OpBZjPjErcfPEeShPjDexWQt680DvlWTvJPW2ha+sOB5OoCM5tKGm4dbjknDpvLxIzHxCwlfP1WYOC7wcoqSdQ6jQqtY7IU0+gwmySBspC1Vd9rHnKW6AP9D+9PeALGkMxnUmQir7pQy/suNi1hABzdQZZwoaowK4t/XOF+8SUxzUXKGo/04TXNqTuh66Vv2u01ulQd8dffYD9//bz9WC5VrA4Hga6PK9zXP1MIyP2j2GZ5Lkt+ayHP6F8sICxI7rdKD5ovlTh+aHArrwpeJ3B9gdlXugiNOgeCgdrSz3v6qeLUsjUn4PFwnZLuMupXrwipchX2V47gkJ9irvX8ts7ZH3LcTUZSDeavS8P07wqSf7PjXy6/523yyI3P+N9Wf83/+/AZ75/mtO/GjD7fcFNNsSbyxeSRfZ/hbOD+44zJbzJsh8DDvRiDzQLyR5S7kGlt6csIXoY1yQGaz86Y/WaL6TzbP53Lo8IZimFleXgZFchbxtNGZPatJzl4mmXC4TIRl8FLBeovDD6B5CCzFkW5SedQj6RWDdMe5oHYWTqrQuYbFZGHP88pH6Rc7GbZCSjUSbWYzpM0AiXTTU/2FNi/KTVOjA2ukWTV9sibFHBVwO07bbVGhRKyzyfYupeCcZTrjg5KxE4ulR1xfSWwsemJH++wE/F6TJ5rfX//CG9eQJmr25jPSJYLYt2I91AUuAWYxQxrjfwhgrxKY/N8johRGN9spmvaB2ySYLJM/IjeY0xHvNXNixgHUlWLu7nHDzdVk+cYY4g+4BZz0bzbDjeb4TcbzHyGKVp5pX6xffs3pu0xEzENTQD2B7EdN1uZQcynEmbtDsSmE5GpliQ1HioBLL0nbrdieBm1T4ZBQbbeyqylqk6gjbu+wg4VMD6uTjZVJpcyjfUGRmPMuITHJyUYFzk2TbGTMeFphYkR//gE2z2uyGU/d/cATSOB1sW5Zjlr9MuIkfi0ljbeGOkkfNQKCoiHGpNp90s0+G++VS5h6rCrnarvoRJhZTKhf7GgWaY0ZwYz7Yh1wsW/T2hmFpyUku1UjMCTzt/KCLedK2Q3PehCNQG6GYRJoA+O8JTjaoP1hsm7gGuhPjN89mc3/M9nv2TuKn7ZvOH/fvgTvn84w/ynKd1lT0wiVZeybzN+8+GaH95dcGgzzD5h8r1hdBcxvSLksm2kfIjMf1+T7iNpDfWZRqKQRUw4elxajE1wjaebZ1TnmveTAxxeB2IC5a1crG0n27vZHyrWPy+ozy3tTExKE2H0ECS7brWlKe87YiJT4mwbObwQQcsESwxG2aBr4RTlg+zgsCI3adUI2V0lunTvtYrOE0LpyDeedNOQfHjCn41FhbdSZGa7QLb1kmoPdvPJocfer4jTEUxH2D4QxoPO4G4N2z3h9oFQHXBZDg8rrdTbFvYH7GImVqQxWmOWhUbcEIUfTCfqlvteN5RaAiozGonPM4RYG8xJgZl88Rm8eSkORIjDGHI7jCmWeLHETEZSN3uv5zwcZI/fddj5XNZyB+EPeI+dz2RMW9eYoiA8rRRWVZZwvoCywFpHAlphurtHvRmQD17fCyBZbwgfJfqIbjC/bBrM+RKXpVqdeLXvdjHHxNlAZppjRiW0nbCExydZXpUFfrUmFpKkhl/+Ws5O1khvfuwMAOccXF/A9aU+jEofpr9/0vdkg9DEe+J6K3eeF5eY3pMs5sRxifWeWFX695OxcizmBXaw5g7X55gPt8SLM8LHW2zT4F5eCa392efEtlfnc8wdmIu5GW7v4XquoJStoVtYGZukMPnB4DNHfanYONcYqTF9xLWR5OCJRsh5O5UYqZ9AsjUQU6JLyXeGkCnirXj07F4lVG97Xo9WFKbj2+6C/+vxz3moRjRVirkI4CLdLsPnXqDcx4K8AlelYLROTSrVqJBq7i/uO9IPK9x0RPv1VBkSO0NIRY9O93HwuGBYfUXyVTyNJNFByAL7NwOd+ckwvu3Zvy5olmJd5o8wugv0haEvjMxbS0MzN/RFju31WvrcENOAXbT42mEOis8bfRSD1KcqppPHoBiBvcc1AXuQ8XD3+SV96cieatJtQkgtoUhxfY9tAnHmSPeBdOfpJk6msbvB6CRLsL/+TjhRKhKUaXvcWphUnIyUKFUWsJhDkcviaxiVzUhGL/5Okm72e5z3wgQ2W+x8hn98EifHDJyFuhbIv9sTD9UJvzB5LurAaCSqNdKO2OkE6kZj+XaLKy4xd48wnxJ9IB6/fzwiZqnWq9YIvzCG5PO3kolvdvqac+p6Xl5hHlbEtlVuaJoq/OY4h/mbW9zXX0pufVMRdnvxuuua5MW1PgzQ3TfP5Fj76pKkLOW7MB6MJcoc58/xdw8kr18qgcc5eUe6wahzKmWliRH3pz8nOocrS/offoQY9KEc5adX55jNjhgC/e2dsI3ZTLZ0hwPJyxfE2UQfQicF59EWKyYWZhPC4xN2psi8kDkddmsJ45LuYoRZfIare9yrF5KyxkhILC5GTNMRH580N7qBVp4mEsiEyPw3Ox7/Yiq7+QLq84TZt4FupLa8m4nkhIHyMVLcNpgYCWlOSMABhxeRmKKZAshWAgh9JlpzyA3pIZIuas7TPR/7Bd/WF9xVE15P1vyvr3/Jy3RFHVOe+jFP3Yj/+PiW7x5e0kwCJhjxDWrH/nONFdmjYzW2HK5ykq9fkBygnevg1pdSaNpe48f0W2118JFk50knsqXvZsPqe+/AKGy3vIfDQEDqpvpZxovzoXcrg5ZmMeALqezjk0oitOgiwQtrwEJxJ6yhePSE1NCNpahc/OdHDp/Pic4QpiXm40HbrRAxjTYO9VIbo/R7+Uv60lG+39Mula9aX6Qkg9Gw7SLJ1TnkGSFLSNbV6Xqnbuiv5/QvJ2QPC+Lf/ZJk9Jbw+QutHB934tIcndaPm7zhTITDgTCAlHEqq4JQ12I0TibEpxV2NsUu5vQ//Ih7caUxvutVFA61wnZW658Is4iBuK1EmHp5jlnO4GkjV7aRTJ37mzuSVy9wX30hl+sslUcEYD5/rXFkd4DZRBYKzmlrud6IIXn8WXZwwA3rDW4yVtjFxblMWWLE39xLBbacyVhiwBJoWvzHG8J2KyR32HwYazQfxUisKq14vMgY/vt38PgkJDkE0VEPFXY8lpFGKq64LUti3Up7cH0pLfzFQsy2u8fhe0aa54Jo4P72jvj4RLy5x5Ul5nyBSZwiwVqv8JC7R6xzkKe4Q4f5h99rFBrQYFOO9GEZo64kSYVO3z0Qq5rk9StxIPY1269ntFOgs5QfLeMPntFtz+I/PUA+UshrG5n8UNPPZHNen6dC0z24Xi2y0HjJt7sZClrZGLKtaN7rP4E2c/x6/4L/8vCKq/GWf3vxD/wPo9/xdXbPz7N7XmcPJDZw0y/oJpFs0pJMOsbjhtG8ppg2JOOebhppx5F2Av1EPgz9SH+2jeHsH+Np7RetpZs5mktpQfrcDIrUIUym1Z9dZUm3KhrtXMVldBuZ/ijtgvUw+f2atLW0U0dSqZPJt5F84/GZJd0odHf8bUK0BlcbxreBvrCU9x22k56iOysk+tr0JA87+s8vRW/+1bfYtsdfTBUi2w2dsFc6tqt7sm/vSDpHKBOyp5b8w1aqRS/g0d2tNRIfasJ8TH82IuSOpOqxlQyK/N09SSIz2Vjm2PVO2wYnc5XYdZiiJG42w7rdadSI0L//CDHq2j5UGi2uLyTqc6nMZ6v6eZQfFQIW3QDqD+5ntJ18HQ4Vtmo1roRArBvC05M2gzGKxVy3WB80rp8tRKd+GqaCtsU/PBJ2OznMty1hu/tpcTgaSADY6QR7tiTWLf7+QZmBizmcLcR0zFJYbcUPTxJlTGBUtc7PpXXY7gFFx7mrC9lbGUNsxa1wX34u91sfNLONRpirc7HIJiM9b+IU39V1mFFJrGricVW53midWuRSuEVObM9jBY91jZ1ORL/+/p0KSZIoqThJsNsas90TfcBMJwNBKxIv5yLDDMUibLay9x5ms/CkMSlORhxejWjOpTgsbu2g/POQKxt0dNMQMkc/Thh9vyHmKc0i1cW9i+IOXCsXMtlbynuFzLjGUN6rrcfA/tpy/zTlfj3BFT3/+sXv+Dr/yDaWfN+fsQ4FD37Cu+6M3+yuCdGy2o84PIxouoSmTem6hLZN8HUCvSHZyeXJDAKnkMp3MaSG2fc9tosnExQwuF4GMf1EcXrZRn9vMCQ1J7+G4jFSPESKp0D+0A5ahpb2YkS6aein2UB5VkEs1p7xxw6MdBDtXArRdBdp5lpFFk+iKhc3B0w0uC6S/fgko2MDoUxwSY7/w3fw5hrXyDOyOc+ltnSG9KnGdD39xQTXR5JdK0JQng4dpSG+/wiLGeF8SihTsWpbT3q7wXQ9XCyVEFXI+MXEKA8QZ3Vz3e+xea7Q280WOx7jXl1jjJEYa+h+yVJ975uXGkl+9wfM4K8anla6qW626jQeHjEuOaXbq+0KAt2H7j08PqmADHjFpw9hgRY7Hukm+riSu1SlsBsGW0hjDX6jopKYXAfLzjS30LUib1S1DmfT4C7OFeTy9o0OUu8l4phPiA8rgZdHC6s8h8QRZiU2ewXvPuJeXoO19D9+PxSeKcnrV4RCbr0k7iQSIc9kmhGCXKUOlYpUVRG3O2VleI+pG+xsRnhaye369h57eS4Axxj6737UyqftRGIaQn3j40rYRJapxatb4nxCfHlB3FVq5V5f0k0z7CghvdsLuZ3NYD7BJY7+w0e1iH2Pn+TDhSFDl3amiDj98kTlDpnWaK4NchN63GNCqUzLGrafGyKRbG2JSSRkEBJhFclB2Ra2i5TvHO084ieGf3b5ket0ze+aF/z79Rf8/umCECFLPG3vOBtVOBvI0p7aRlhlJEOAjjOQthodyrtIvpEHo+0i288czfLoluRY/ucnzKEmdZY4Kdl/MSGkUF1HulnAeKks86fjpkOHPakj898fsIeW9mJMdZUSjQKXm0WC7SJ+ZjRatZHNZynGpyfGpPGQP0WyXRBImsPhRYbrIq4aDuxazun4oG1F0N0+efOawyTF54biVn6QfsAouvMRnI3wuSISm6sReR/opznOWbpZhnn5F9jGk/3uA25U4udjXaf+OI7mhOWI9P2TuDMfH0RL7nvMaIQrct1kEidW4qGGuoGykPnLdqv4hDSh/8N3uOsLCEGYQOIIN/eY6fR0nZIkGt0TJ/aws/p63xND0HV2lHp3HcmLa/z9owhXnzzCdqsN4c8+FzZXqQvxT0/aeGQpTMckizn9t9+TxKbBLubSlCcJ5BPioJr09w8SS3np5GNVEQbgzy5n4jgMhpTHNWVsGr3h7blGiulUhA3ALeb41VofTp4Rf3svj8gQCH3/zCBjcOYFGa3UzfDGe2I44N9/hBh0wJuG8O33eu6PtxqDxiXuq88xuwP9/QNsNiQvX+BeXEHTEn0gbB5Jdgcp4NoWNyrpv/sRgsd9/SV51Sq1+NjClQU8rekfn/TahkrrtjWz7wpWf2EVMJtH2plh4zKKdcL4ux2hSMk2Pfn7jaLODhX5n53Rl5bDtQ5TeWcYfQzs3lr2r4U1jN9HiidP/thoFbeC5iwyfb2hdB3/YfsFv11f8t23l8qPtBEz7one8LQ5I448Jg3QWzAR21mKe3CVitbkQ0e6l9Q5OkN9NZILtBOQWF1a5qMMf6a7TXK7IVsVBCdh0xFTKD/KF8J6AY2uhvKuH9aEGd1UG5ps60+bhmqm4Bk3eHfabjDCsQNJqRX70dUSQB0NgGe/2Wh7EoI0OOvtqes1xhCHw2Q7mQwbHyi+eSDMR/hS3Jnsu3uar67EP9m04Aw+t/iiUHDRtpFH6JtL7L4hjNTl2VFBdyHnsOxmK9Dy+4+Y2eSnK3zAXV4Sd0+YPPtJN2vSjNj3ysxMEo0aXa+b1mwK+wGYHKTVOIfNM2xZyiPCy5zJOYd/eNSZde7EhYgxiodz9Sw9AE7uUnY6JT48iSdR1SdXKGKQLUH6WiBlnguQ9Ks1yetXIjUNNGmG1QltR2w7ETqGWSi23Wm0MHmu4rL+pN2xTvyDM8mv/bsP2l6MxyI6zWewmJ1AyOTztxoN6oa42eGfnlQULpbw3bsTiguQvH5FMirVnTyuVFm9x683JG9ey7uvacE5ocPHLcV6o1nwbK4VVPCQJJhX1/jff4u7uMBmKaacnYx2j0497uJcP8cYvfYkIb44Jw55H/XZOTEJJKOe5trgs0RYwd6w+fmUbOvxhSWaGckQnW7byOgu0FaWvpAz0eYLi+tESDo6Fm3fDEQyJym3P+94Odtw10z4w+MZu4cRpvASdT2meBshGC7/g6GdpMREWEJIoLyLFI+ByXdaayX3W63Whrk0vPkzfG7oC8mvTW+orwp8buW5uBjTjxy7V47kAK5WRxQdHF5Irj79UVF03UROWzZ3FHeNbAFDpJskVNcJ+1eDC5XXWtV2urvXl+rCilvD/oWlWThszwBKRuzmoCLuHKYs8JuNfESswT88ksym+v24wQO09fRXM4mnEosvHMn5jGTbDJ4PVmrLCMRIuqoxBxmg2KqTSVHr6bOU9sVUWorM0p+NsU2PO1SEmzuSt6/w729+crc2r67lSZmm9B8+Du19K1xtMSfu9/jVwOJ9calDa93zOXLydYVhI3ckSAFhs9NNqq6JwxbFlCUxBIm/3PA8wzVrylJjSoyK5ctzbJ6L19C2JzIW3hPHBe7l9fO2on/3niT/Qq39YJyJMSerebPbS1h1thSCu9nr7ukc/u4BYjhVRlsW+lqv6HE7naiqD8nBfr3BVpWsvRj4BU0rOfd8itntB8MZTh+OSRK9wcQJFOx63PmS2LRQFLjx+AR6xrrGzKa4l9fEMsePFbRD7wnjHJOcYa/P6IvBNSdGwkbeEWG7xfQ9djImefOa/sd3Imx98ZKQOZJVRXx/gwXCYkqYTygevOLteovpxA3wRWT1cwF0R9v0dNOS3G/prucU9zUhdWQrS7tI2L2UPNqnMl1Nqqj2vlPhqC4t6z/vubxSEf7t7SXNhxF22ZKXnXCEuRERy0Z2rw2jj5HyyVOdOfrCkK8jkx+qwfUn4M8m2PVB+aXzmTw0P/0vQLrrcZUl/7tvlO/4ZjSMPZBuhIUkh0i0hun7nvKmplnm1AuH9ZbJ+w7TB2JqiRGydUt8k0pqvdKhr8/Ee7CdCpKrNJa0UxWQfvDKyLZBYqbgicHju1a8kXE5YF5o5K0bXOVxKPAlvpDvgi/c4A9q6BaFVJuZpfhwoLjdyJogSwlfvpb8u9Ya2xwa8vtA88W5OhujQmLqXgfz5bXIgmcLHbw0w9/d4ZoGs5w/d77HR4zCsnJtAMMP73VGypJY5iR5po62KGQG0/zR9w9F5rgJDPsdBE9SFAI4+/75sMc4nJtEHIhBJGZnM207dnstEqZTbSWzVFF8u70wBzuSDbz//kddJNMJdD39u/f62rBhiDFq5HD2tHmwywXmIAKG3+2JXYt5cQWHA+HjraLwKpmExkGX7mZzwmZ3Ak6Ou2G3mCtK73wJu4MK1HxGMh6prR9orISgSjoTccv/8B775WdyCf7hnfwmiyHv01olfT+uYDLW/r41+HEm49nt/jl348W5bOmajuAcJJbEewUDM7hZdb1oq85hum4IE55ha4N3CfmDo7wVoNiX0CzBl5bRx0hRJvKfOOju0pzlhMG4Nd0JrA0JuFq263E4eH1hFfR7uefNdMW+y6kfSqafbfhssSJEw7opqCYpnXdkSc96MqadF1SrhOQAy1+3JAeP29Q0L6b4UoEu6SwnX22Js7EyHnphHWDIHyN9mZCuW/x6g0sSutE1Jiipa/pDx/rLlG5myNaR/Klj+/mIZi5so1gHXOPppxmu9rhtTRhlpIeI32lFaUKkvBOu0o61mSkeJAH3ucDRvhSrsXi/BWPVyeW5up3tVpEHi7kkzdbgVyuxZHMnO4C25/DFjG6kjUd7WZ7Cl4myGDCxxDbPkn8CmFop8qQJlCXJqqE7K0gPPen7J42oiylUItgxHeP6M/zTWgVis4EBQDyeMbtcEjYbws2dcDrrdMM8Gs5eXhJj0IHtOo3Jh+o0Npyeq+sJTSPeRfCYdBinzhYnIPTYcccQ4HAYQqRmAj2zVEzMaot7oZto3AxEv4eV8j/tV59rdPj2BwFsD4/Y/UEsxoEoYbqe2PenH5a8fUM4U4hM/HinMeCTFy1LKkOoGzgchIZ6j81zfWB5TvT+JyabJkkgzbDzmT70tsUPrRgIxIx184xJvHyh7qJqcNeXKj5FJtOZzU5MtXR0wjs4WyjRq/Vaae0azM2jmJdJIgKJMXTLAtukpD88yNtyOibm6WCsEWC1xS6XqszTsTQfvZyfmkEUVD4GzB34XESfaMAM4ORxPWq6HhMm5PeKjA+pgLh0G2WCkgj5H3/0+ELbhBgNtZfH4vLVmp+f3dP6hF++f0mv7bFqAAAgAElEQVS/S7FlTzluyRLP2WLHfWc5lCmz31uqi4TFP1bsv1zQLIacyR8qbNsTPrvC1j3Tbw9EO8Z2DOG0kdGvPooGfH52mqnjQKJqZ450z8lBu7rI6EtDyAzFQ2D0rtbzzwv6cUI7n+LqQLaVG3gzM+SDyWz+1JNUltUiobpUcUl3kfLB0xeWfK3AluO1lry41o1s6Cz9x1vsfIopckUoIjl++PZHYteSXP2VGJIR0k1LP06VtP3jI3FU0F2MYH6JO/SYqiM9tITv3mGKoZMejbC//4HiQynM6jCYFdUKew43d6IqL+Ykr14QN1t1NgxjaVkSq2rY+oio5MqS2DSyjBuozicSFYhjtJjD6xfiOrSdxFNw6uh9q59JOsi5r6/gYom19nkcbxpi16uD4HmjZ8dj4Q52g9kYeHml15cNuqavmp//jel1Nzw+3MW5CsZA7ySRYURs9WZNlip9ygfieivapfcCF5saO5kQL5ZYH7DjCSYGwnZ3El4dd8FmPILOQxhcc7LsNKbY5QJ7cUbcHXRRDivQ40PcC/AfPopPESJkGbQ9cS/VmjFG6s2zmcJNh7HGHBp1JeWQrzGSItTUHYxHJJta1bUfWJmTUgE6ZS56d+8J6w28uhyWeJbDq4x+JAv1+e97itua0e+fGD1FXO8A+Tzwd/8IX7yk+nwhUG+WkG88GEs3FjnIBsmZQw6+cBRPkfrcUr0MdFhitPzzyw+cZ3t+v7lg982c0buE3jm6fca+y+iiJS87Qh6pS0s3tmAysn2gG4uklB6CZm8fJauf5IRC8vKQCvfIDhGzV+Cnf3jk8N++pZsPnAxjCE4dwui2x+fKwHA1TN53JIeO7ZcT6vMEn+uuvfkil+X/4DxVn6kQZHs4XDkOL6Gfai0cEkmzYwL5OmCsw80XuCwnbHcyKL46H+jvBvpOHe7+ANfnhNzhplPsYgHW0k3loRGdpZ2LR2GyjOailPPR/R4C+GmuTcHZnPjiXMBgnsGolKv0dqc7b+/xd3dDcPQIQlTBMOZkugIQq1r6nRDxH29kRLtcwPlCQdJZirk4U47ESLwed3Gh69d7rfGTRO/L2SHbYiPuxGSsIhnjc0ebJM+jcpJg8gID+Lt76SgmY2LTyP09y8TQDF52jX0QPucciZ1NT3l8z9XBCQGta7UrfogBGx7+/kEvLEtFAV0u1eYf/02M2EONX2/F9vrpsz8/1yf72BN1u+uwX7wR4+zj3alTiH80d8W2JTw8ngQmpgT/6999UjwGfkae4x42wh4u5rjVjvDhRlsYa4mZMj2j94S7O9zZIIs1IiaFm1vsMc7sx1tV9kEIg7XEcTLo/se4BrI15PcV9rshs+Nf/BnNwhGcobwPEuo0nv0L0adtD6uvUrEWN3FgDIJrzGm+dW3A1ZbsH0qePk/4b/70W87SPb/fXfLu3RlMPG1nsPWgUfiQ49qcbgKmjFgjjKBZWGZ/qJjtOrkRN56YusEpy+CqDtPn7D5z+FwAJjGqizu2vV0c/BgGKniliL+QSFuR7iOTdy0mRla/mOAzw/imJ1u16tZiQX9kjD4oVHj+h5qQWHyZ4CoGUJYT58J1w89ILUnTEmdjrPf0+4PWeA8yKhK4l5w2TLbxijoAuYV1wkZ8aUj3nmTb0Z7pTmw6T5hI+eaqTjbvj9sTffkIarreY7pOdOfhOrZZKqJVjHo9aSqV5G6vz23Q9MRKrMuw13rc5Fp5xscn3IsrddHGyIpxVGhEGvIqMAY3ncos5vxsOEheo0KM4JyA/f2B/tvvn8/BwGUwgyAsdi0x1ZaEGOFSMoiwWutM3T+e/l0S6/onKKidTlXJJmPY78XWmoxJzpaE+wdCXZ/WItE7tSaHAyZJTwe5f/derU4M8nAYioA7PzvxyuMwZgAiUs1nsrhfbU+e/34ATz59fc/vWkYvyedv5Tq9r06rn9i2Ahf3BxGV+p44novkEiP24lwUa2sUBjIpcPXgznP7gJmMlUZctdor1w1+XuIuFiRuAFHP5nSTjJBZXCJrdlcZkn2kvhpRmJckeU5AzkPRgmm1fg1lSjc1dGMGlqDm6jgoFXUQdKCzNbQTgZUmwOXrFZ+Nn2hCyvvdjPGy4svzB/pguT+MWW1LqnFBcZOQ7mD8nlNmZHTQLkU+yrYdya7Fz5R30I8crg5M/v4jq6/f4HOpSaPT3cz9/GfaiyOwUtsUQzcy8nB0hqTS6rEfOeqlo5sIV7B9JPmHbyFE7D9bEFJLO36WUHeThG5kRaM+6LmPeINrh+CZuaMvLdl7I9cv0B2wzCFPYbioTa4xoC8SukmCqz24gm6U0I8swQ2mM12kPdNn0ZcGM3QPbt8RjZyYAPxvv8H+5Z/r97zzp+2OyXOsGRjAIardj7JAjMf53gfxY0BfdxbrnK7HU2pVL4B1p8IQm0abtvc3UngOMuqw2+vMlOXzJgKg7/FPT7r2ry+gfv6aW8xP48xPyIHOqbCtN1hnZRDddpjXL3CT8clNKjm2P0eQJ7adQL/BayHs9ySzqSic1p7CMOyhEbOx7U7zD0iWHWPEb3YCS3jescYhPhzrTr57/c0t1jnC9z/iXr9UNWtaTFniFjKb8YOm4o8fstx2ornePQxpxyNI5vpFXJ5LF9H3xH/8RphIlgrgaVvsF2+V5NV0CjsdF0JqNzvMdotZLvCHA3z5in6qOwy/+q3u/qkj2dT0s0KyXjQKdHPYv04pb1OWv86xXh4E0UG7yEjWI5mZDjJuO8zcJ5+DYb3naugXgxFsHWjmjsOXHf9icU9qPN8ezvls9sR/t/wDZ04j4TYUvGuW/HL9kl/lr8jfpTRLrUZjIq/G3asEnxlc7RgtU5qZoxvrZxarSLt4SXDPBcBPMmCCn+kguSbiGiWC+UzfU962hMziM0s3dRwu7CCMiuQrT7LvCT97I27CsAXpS1GzTYCnP1HnlK8Gl6eFPrOkklN2uokypq2j2uqyUKhS34uL0vXCBoaME5NlhMTg2kD5uzti4ohvl4Phjl6rbQPVdY7xkfGPNd1c60z3uNF24dUl/uUZiTGw2pGGQHSO7rMLraK/v5EAsSyUELWvwAeZEo1LvaZPbpTxUGHOBGxT1c+JVcv5iUd0xN/EVsxO+ApJIjf0vQxiTZKccAbjLPGp1w0RdeAmzbDjEkI8rVCPZ9OMRzCkYPV/+E7mTmdL3NlCHX7vT+f1WXh1/6DW5fxM1vF5dmqfY+8xm51ivupGeRL7PTFE/LAGOYIfxzHDPz09v9nhEQ4H7FjzjskyMcbOz/D3DzpwdXPiS5iyxMynhIenf7owpCJA9d98K+eqIzD1KOQaBPoAcLbAZdmJ2RiOIKk12KetbMR/8TP920ZUX1OMCdNS7M6bFXaTKwI9z6FpFIe3r8huHfu/eourIr6IxDRSbhzdBO7+KtchH4GrBlAyynnZRE7eCq4dWII/UzEoHgxh+PtsFamXTo7JlzvGScuHek7Vp/wv178lNZ7/8/HPeaoVPlu4Hh8so0XFwYBdJyR7KTxBsmjXBHlHOoGlrhlm+gjVmWV0I4Ax3Qe5K3uvTIhxNgCVEJyKx+hGN4l+lJLuetq53tvkvae8aYmJoZ2lhMtMG5fblqRWgepLC0RsCxiwfRxSyETLPq6BfaHYu+KugfsV4eW57rJ/OPqJCPAzxuguOp3iukBfOB3U1JFsGohQXee4KpBEmPxmDRb6eSknsF1zum7c3Urfu92qC5iMiKPBSnBXEx5X4ix0vfg5XmCpbVvMfiS15lh+IcfiFVdrwr4ScDn4J4TNTtu5ssCs1icdxpEacLy5motzwvuPurkeuQ/7StgHiP6/2am7WMwhePzqGfc4nk3qGgcaJdG4HnZ7aS6MwX9yZrXKLKU4NJMxcbcfnHR73HymN313h0kz3JuXkl8PYR12PCa5viLsn/EIN5udPBlOAORgMKHVzRCu0bailA6mEyZNxcyaTZSN2TRD+5bhzOxkVuHOz4ht94zEWidwxnuxLJHCNHn5Qgd92LbgnIhebfdMlIGTwtRtK+V4jkri3QGuBis4H4Tebnb0N7f6eQzegG9eE2djXKUEpaQyxFZ2cMVTZPOF5fBCBy0Pz+SZ5OCxLcRc3YMPDH4GgzvzTKtM2xr6kWF069WKe8tNPWXfZfzVmVq//7x7w3/8/i3dU45tLWHeQeUwI4/LPX4RaUxKcWNVjNCBs8MdfPKhE//idsPTX7/AF4My0hmCs8y+uyG+vMA0HdYZos1IqiA/xgimj7TzjG5siU6HPttEyrsWV3UcXo/Ejlz1ZLc7wiijWabUSzsUGUO+Drgm0k7sEJsn3GV0q7DbeiFb/W6eki5n2LsV4XyBPT/TTN73WsEN7badzyBAsu/pliXdPMV20oQYH6nPHenBkj6CH+ckm1o2g4kV1XnYKMR0irm+FLgdgmLud7UUv12ra3w2FjD52290rTtdj7FpcHmO/fwNrLf4uwdMmshzpGkxyznOOY0LdS2ZwODEFqr6NKKbNBOloChE0ism2pZst6I8A9Za3cyPhWU+gac/whE/efintfCKAfMweSZX60/NlAD3pf/F39iiUHdgLWG1wRa5WpmBFRgP2hgYOKm+7HQqQVPfyz/yaAlfFkr0zTJi1+lNzWaqTkNScGzkghN24jrEupFApfeiVVeVxho/sBhzrSiNdfjNltgMOvimVYX1Hnd+LubZqMQYK6GUtfLr2+7UKh0Ljhui96YjmbzcPWBCxEaIaUL4cINLUmwfTtJui/AYWxbqHKZTwttL/LQgXdfYmNBNHKaXocry7x6IeYnxFtcYRreR8bsa2wVC4aiuEmIC9VWkXaiwjD8Epj946nNHTCDbajVqvSTbT5cpW1L+9PyGt8WK3x6u+Q83byiLjs6BtwbjInabkH9MYZ9Ab7GttgvpQZ2KzwzFyuO6SH5TKRItcdTXsm3vpoZ2CRjD6JDTnhUKALpZyRW8jjRLJw0EFldrAxIT+TGO3zc05xnVVY5rIpP/8gH3/S3+h3eYV1fs3hb4QqKzpInDawtgJclODoAVgHq41lo8XwlMTHqDcYnAvyyVn2lREp9WpwNjrMGfTyUiwQx4iApNKFQkk4OnW+TYLogpmqWSbtcybiEMEQmzCTFPaK8mAvLqHhKH7Xo5pI0KeSEM4ORRNWmLApMmutYONbE6yLZgwCtMmhLuH2RVOHyvyXP5P6xWn9zuj+Qu0Qli3QwdPcTq8KzSDEP69uGAMY440AH++OGWS2yeEptWXqygLicEzHisTd/x33599T/9jckzAReD7jzWNWG1khPU4fCctF0fhS5eyOZuJyeohd60m05OenM7Hp3YWmZAYGPXKxUohH8SZDRZJv3/uNTshJESs26kHptNB7nq4JiTJPpz8LjZFHx/Kmphu1Xh2Q+JxCEMLDSRso4OVTiHWS5gPlWx6DyuHJ28G8JspEASULHBaLPS9Uoqsg73tKV9OR3Uk7roR799oFh7iq3B9ZZi5cl/XGEft8TpiP3LFF9Ac+0JowDe4VoGr0ND8QD5EyQN5BtPvbBE43j1izv+evkdzgT+cDjn7XTFv776DX999T0vL9a0qaMpoVsEekUQYMLg1zh4NHQzdSRdaWkucg5vR/SLQmrLkZyrfCYfzKTV4XRNIM5KmrOcZpkQUnNK6irvOgXN9JFs01NfZlTn0lOMPzTYNsgo5XxJHBdUlzkmQPnoSQcr+G40cGMyUalDKtWn7VFkXy2iVMgTybVzRd4nJGLWtr3UsoeDTIcvz/GDojI59Bgf6IZszHTbK8kssRQfdvC4wmI1Ks7G8kZIMsLtHS5C93JJPyRvJ3cbGb9mGXGzkwzah//fNR2DgElblkp5G8bveKh0nW93J2c0kyTYxULXal3/JC/zn3xEdSh2PMLOZsP39LhRSagq4uGgwnBkF+e5bqDL5anDsNMpYb2Wd8NgV0ff64IZClJiRoVoxU+rk078KMKKIeIuxRqMTfuT6G9VALUgYbsV+cJaGOamsNufSE6xaYhuaFecw8xnP1ljusVcqyBrZTKTD5FfAxHKnZ8Nc1Q44Ri2FPBpinxYo2q19E8VHTud6g9pIiALZDPnnAguyznx8R6XpmKBLmYKIkmcQkHKVMalH+9O3oBhu5VgazchXC2pzpw4Cp3wg/7VGeEYNRahG1vK4WfbQ4ftxIjEgOl0NwuJoVkOv3yvOTtfe7JNz/ZNQv2q57PJEwHDP+5e8mfTj/xF+SNdTLjrp+RWX5+mDffVmPc3C2KE0BvyB6HvZvA4iNbQTaCPCtQ5XXTD15NoKB4EPiaVAoVtH+hLS708+k+IKBUNFN+tIHFs/2RBO1Eid3kvJmH9swt4Myd7qPDjlGLl6UaWvrBU58lPSFH9SONUchBTM9tE8q0fisezsjWk2ihkoC7wy1fYXUP8tfQJdn0g6wP9rFD8/Ei4TfCWtOppZ1pXdxcj0n7Iadkf8D++I/yrv6R6cU7yZoF5OMj96kl2c+HuHrPN6Qez2OctghSXsWkIdYObjIUp7A+6nu0gM0BWGLHvP8H05OwU/khqbUcjjUjOiVS1kUXBUUvkJmfE3qvoNM1p9D59/2QycB6C3KtAHYUP2EmmZO+DxIdhN3QMMYrndHlGcgrB+GTWMEkCxkIQfzt6T/Qed3FGeFr95E0cyUv+/kEa9iOTcVjVnIpd08h5d9BhmCTRoXV2UJelWiseDidexbFj8U9rkvlM7lEDkuo3GxWf7fakdDNJgh2N9CENH3zy+pU2LakwBoyRZ1+aatV5NK/d7cU3n0+IRUp/PsST323hXpkC4TCMO4N2xF1eEKdjmqsxaRXZlULafeHw+Zji0eNqQzu2IkANBcq2Pdk2Ul8ayD0xM/jSsl3obp1uh5yMMbjGklSWdBvJljU+Gn6zv6J0HS/TFb+pX/Lv7r/i3XpOdcjJixZrI95bYu1IHxJ5UXZgoiLrpz96TB+pL1L63FDeK9Bl9SejEzPRZ3KwMkHtfPpYY3cV4bWo5raXGczhwmL7jOx9T3SWpApk6578w4buasLhF1cnrkYoEtpZSjtRoarOh3CcxJLuZV9veuEw3VhjkImRaqlVru2EhXRzpWVHA9nlFLdraM9LXJmS/Dg+XXN+lJGsK+kjzsZgZDFPED8DIj612OVI7lHzMcl4xH6a0k6trO7Xe+xmwNQGj0fQ3Tj6cGJF+vVG1nCLuZzOjzhcCOpU0+R0BszRUWzocIGfnCmTZgIa/UC2OzpMIcDdXV1q81Y3OkuTybMBDM/qZ2MMpsjpP3w84ROxlXnscQQ7OV4f3asGsyZTt5+YvXy6EYhRe1MjY1Zj7Wlej70/gRluMSPsDprbO4k97Hz2nPwzHO6TVNR7sdiOH1pdayy5OFcHUA+y2yOQmWXymAjqDMxRltp1ms+G1xz7Tu2R9/qeT2ctL6zENK0YkodahWI6hosF/nyCTVKtmQbkF+u0Cu0U2EvXCTAa3HrDw+Pp9ZvlAmOkpty9UpoUBlxtlJOQOQW+9uCCU1uaJPh5wfYzQ1hq5ZU+JHTnHj8JRCP2U/kg0VW0are3r2EbczoSfjG9pY0J/+7+K757OKPa5cR1RndI6bY55scC01nVSAeuG+zWVoNALkbc0OWUtxXum49UPz+jH+lQ+lKjR0gtk+8P2G2F8YHq9YSYCJdoliI+ZVvIbyvxGKIIVf28EAsxMZQfK9KbDX5WcrhO5c+QadRJ98/ZEfkm0I0tzXmkm8nXwjUaXwAMhn7gR3Rj/b2NlqQOHF4V9JOELJ0oe2EyBmN1QII0HP0ko10okyLd92Srhm6u5HXbR1G9J6Weq5RlXroe8iO6nrjeah1fVYPr0kC2ms6I1ZB2XTfPMugQZGzUdRirRDhTFDIVShz+8afbBDsaSQs0n2OSATcYxoxPRw1hgKJw28lk2NLIHMYWxdBJtGA4mcvayVh4xnp9en3x6ATfdXKxnk4GjLHGfuoh+ZNHjKeKdjSXoFYSlp5sWIGEqLGiGcgfgZMYKxwOJ2EJcBJqnUrQkWUIzxbdLzSahA83+t4QngGZpsEfOxFjBIYO8nGTCrAMh4PauFSEFDsZC+xcrQUGZemJxIIP2NsnzHRMmJVSXK5rdQmzCdZCzESxpe0w50timmC2zxU6DrZc9tDprnmAkFvSDYzuPH0hgK0vpTps5wn5ID7bvk6ASGwc+bym/VqhuaYT/9920BciMPlMm4HJL3Oefu549acbvtlfcFNNuSx3/Ktf/C0TV7PzBd9V5/zH29c8mgWjHxKZw0wD0VlCaqjPk9MaMt0qhfrwZkT/1VcnrsHhWuNOtopku0g/zbFFSvphJawhNcN2Rnd6gN2fn+PqSH5zIEzFdyhuGmwfFFHoHH6U0E3McBAZwEjxOPKnnuyxYvXVAtsYyqF76suBb1EIiziOPbZXt+yaSMiGa8xHdQlHsWBioR1i77NE1GAj6XhfOGztyVatLOBWB7h9EK7FVNGFlUR+uEReIm2rG8Rypg3Eza0sAZLnrht4xgGG69WORpgs1d28aWTefLwRwbOSebBTpGtVZPzzRoFBLBUHn0dATM2qJqzWYmmmWt2rIA1gvRNR8egu9WmXADyv9Qfw3xYF/ccb+o83uK/P/se/sZMh9WZo2d1yiZ3PsKmqjsklg3aXl9jlXCBLkjzToD9pe46Aix3JH++0xcjzZ45435O8fKHq2PbYPNNBPwwW42ny0+f/o8cR1T1acdHKDtyMypP6zWQZ9nwJw+sFCIsJYTHGYAizEn8xo1+Ug6RYhrcmzWTzvdkrmXi1FRml62GlqnvsngD5TW52cLmknYt8k+4j828qyvsWYxz1hVUY7a0nPXjCKGfzdYGJmrFnFztGZcdhXSplqjfYXhuDaA3FSnd4Xxj6Lxtc5nlqRpwVFV9N7sltz3my44v8nhfZmsWooR477oqMMA7EVKSidCs7fOv1X8gY1Inm9HfRGfqJoR9rnBjdBekWrPwRdp+XCsLtBRL2EzlKY8Rb8JOU6iIZbNwUyNq8GtNelBgvp6yQPHtQhtTQjzVWVdcF1aXyL/oJ+JFGq26qzyHbiziVtGKUmgj5qie7r4hliqsD6X/5g+TS4wn91ZT6sqRfjmguc6pzuXCbaMBBfZFhMHQzRz8ryFqjm9NE2ops25OsKri9F9dgNhWRCyQLP1uenKM/xbrccjFsxzp1C1kqC/jd/tRNHN3T46GSDKGqT9kvsdIofwT/3dlSxfVpNXQhdhB+lZjxSKP1oEsK260KjDG42XTo6jupoFsVq+TNayk3d7IrkP4iP00EDCBl4p+eVFmm0ljYosDMJmJJWosbj58dZazRmjJNIUlEPhpEUfhnxVxYb58dlI6PLNXGoqqwaUrcH8QvmIzV+uxEquIIOI5Gz5V4Ov2Jo457eS1+wu3DgBVMTkIXd30lPcduT//t9ye2mFkusJsDYTERcNoHRRyuKqWCgyLzAPfkieuNXHonI1w3hxDx+73EZscddJ6fQlHbs4J8E+hLzcPdNKX8fk1fjMQraCE99IRxQXM9UvRcEUmfLOuzEUniMa0hZgIjiZBuJZvON55oDI/XkdAb3n93zujiwCRr+d+/+zM2NxPSecPZ7ECZduzbjKZLiNFgVin5o1SY6WZwV2oFNJoQMb2A0aTq2XxW0I3VMejAQ1IFkn1Per9TwJBfyqY+yq06GrE6FRTDqR23XWT/KsWnhvLR4+pAyCz5OtKNRKIKKRRPEdcG2okVa3TYrtlGeZq2FYnMBJSnmTDkeaiwZet28KeAdNOpiI1Fqw6JRpB00+FaR3Gn3NPmLCXZ6zON1hCcgRy6i4lIakPIjmkDYVRg8iv8KMNuKgHumy2mLAgPj5ITpEO2xYtriflCGKjRItSFw0E3lk+u57DeYMejE8BIXWscPs79gHGW0Ha67p3DTiYqBOMRbjx6fo6F6NWf3kztaPRTp+pPTGRiNdy0j91DVZHM5WlJ02LmM9x8Jswhdt2JyxD7XujldjvwEJoTWysOY4VWeZ02GJudnKZBbyBNsbOJ/i5JnuevvpdTb9cRDpXaruGOTzvwIeYz/bkshg8qqHCV/5Wz92iSZFmvxI6LkKlLdF/5FN4AIEgOF7QxbvnT8NO44I7LwXAwA8xTV7QomSKkKy6Oe2RkVfV9AMOsrburUkRkhn/+iSMqYLuCMI7YieWSfIe7e6rc5PnEKg1NA78/TCQXuagh3t/A75a0tXMe8tjCXS2oNuw9/KJAdneCbHrIdoD94Semcjdk0sFa1n/GXKSP6ir6bXy+g3x3g6e/K9B9FTBcAf2VRigrjCuJ/jbyJgYF5QXMSuPwOwFXeYggEAYNaxVkLCm4KAV8QYyDsPRr2P+dACoHmXtsVh0OXYnDxxUfXzm4IBEg0I05TvcLiJbmPCEncUkNAvUdjYt06+gVejTIP58ge4fTbyuMK4H+RsDsPLM4K5lp1QXEYgG7ymBrBjGz5MlKz8WrRqA4eGSdR/NewSwk9ADUnw1crWj2I4DhiiNTjmk9ORlDQPuVgqt4zcUzMG4AsyE7VXjK9QdJn48gY+aTaRSPA5vVLkA+E7YfNgueU+/pc5pJ6JNB93VJVS7FhqPPIsZCgMY2vUeQcuKKCCEIqS+pjSqt5/0wjiTeOQ84y0V+s6OIzo8/n1nOznHatqijinrgSDxO79grQMQqcK2o5YJrTkpmqc5BrdeQdcU1OYzAOEZRFzdlJPND5Dl1YdM6qCqOP6N/Rmi7i8f7toN/foaQCmJNqUidWGxCJxim44LKM45f7u/Z6Fit+DMzk79OWgzRHDQcj+wpxM5rakomiGuwFhhH6Pe3BCmVxTQe1dsNF58UF7Br3zTU4L9/nGbFABC8pzxYkU8uWxAS6mpLO73rK56vEKwXtaSU/L5BOJ6gmgVCpmCuajY2pQAcgH7gDqA1/M+f4Lr+HBCEgNAZZFXCHY/AZglzuxsS4s0AACAASURBVIb89gbqqUVQC5g1re5dIfD4D5RWNxtPu7gccIXiJKDyCJVDMAJ+Y5CVFkbkgBMIpccAQLdcCFkX0F0rZHuBYSVx89UemXJ4PlZ4/6tHfLU4Yp13+G39ABckPvQb/D/ye5x+WCM78hzSYmpv6Xq96AO6rQZCDmkrFI+GEnE1MO4cwsLBOQ3hBWwpKfByGiBtDTUAGBDFZcnUFI4LVriA7kYhKKB84ohy/9sCug8on7lbj2uCkwCg3yroSsJHOTuzItq0f88Fm+0VggS6byyEEZADCV1ZQ6+L8sFAGIfssYUY7AUpSTUjxWX27CvYZY7ikYLDIgSMaw1bCojAfoYafLRbyJAfHf08R4vx+2vYZQZ9MtDYEKnYzcaOIXA8f2gudBuB1GSMlnu7Tfwh9R/V1XaiHogsnzJSF6nWqVRRux0QPFwkl8E7qHfvSRQcDeTM0DeVCCL5zMT7drLGq1h6zyUQSe8+kW6gVIR5N1C/C3//j7KuIauCaUkIXGzGXbwh0VSkR/vjWcUp/T686A+ILJ8o3RznUDhTrldEd51OtLdbLCAWC4hFzXnwW8gu58501iqOTj9+YnZSRB0IAOqrd1Ebj1Ll6DoiMlc1AMHyQWcIV6Tfyn0skQDIHz5FM+ENQlVSVuzufuqZiIx2ZSLPIDTVe2QUMhWDBZyHuV7CrOn1uPozACVgtuwhFM8Cqx8c8r2BWSqcvheACpCDBJYOV7sGovCw+4LCLgsHGIXygfW2jv6Ow68MhA44tiWKwiIEgY/7Nf50f4OrdYv3+RErPSBoiU9mAaPkZKvnM0zWc9UjywtfcCIxrjX6G4Fxw+DGTENi+z88ssZj8YdnwFi0v1pyQXlOGVTPpmXeBNR3Bq5UgBQonzh5MEuWJ1kb4EqJ07cqQrQB4TDhJGzJKce4C/Ar1gzCC7jakxeS04y3/sjSRI1A9WBR/b8fePMvK8ADMtocuu0CvsrgKg1XKKjOITv0LB0zif46Q9ASxbNF9akjpF8J5PcN3KpAv9P01aFzHbLjCP1wgvhwTwalFOcMVUrIouAUS6nzWFEIlgL7fWzyU2oRzkMET5RiBO2JiHeYNqEsO79OFJeZpiNlCbHdQMxkEiZLiZRphxBBhYE/iyV9GqdOzVKdMRuxhujiqpz8MM5lxUudu1T7eEKTxSaqSFvLQcMcbDTrL4gsh8j01Hg5v57nl9gRtTgFjKalyIQQCP3Ii42vp3Y7Eg+8n41fhskjQ11f8aJXNUuWpoWLZqbhZgepNPsZZQa3Kuj1uC3JqvvzR/YxtjQsUSbuZWVOXPpo6FnoPDOS7RpytSTWQUqmhsGTMGMdzDdb+ELBLCV5EUZg80dH6LIj4Wn5s0H26Qi3qShHnwGqkwheQi4Ncm3RjTmgOQ7NHxXUwMZe1gY8/50Arg28k9iuOhTa4eGnLcJDAe8lfug2+Ofje3wYNvh4WkFIwEHAQUINEvkBWP7oo9KTR3nfo/zpiOpPT9A+w/Pf5xhv4w04cpyanQSqB8v6d1Hi+OscZh0zmhZRNIZliysVTC0hY+Nx2NAE+Po/nyC9QH+l4crYvBaIvRm+lllSDGe4AfR1j2I1otr2MEFCVvF+eMogTYRXCwBSQIucxkiHliKx0Yag/3aJ9n0OV0pA0xk8FJqaEYZYDEgCqVxFRyzhAnyZYdxl7J20MaOUAuowQO6PcVxYsBH4+AyhM6jbG0CIaHd3dYGWDGlzNHFKFoF8cruBUBJuf+B04dUaoomS3G6jWnuCu0qKKT3vp6w70RSgFIT3LDm6jhwPY6ZzSH28YKj9Cu8YBHbbSSyGZQsDyNujzOkk9SRdpcL1RLkWWf62zkKc5b5CapUl5dhiWeIOB75GWcAfjxdaexfxqW1JVlmv4KNFeWJ1UutygdC0EMcw9T9EphG8pxxb1zP4tDXyBwJPgC3EaGH+51/zGuMMHFLGHkkAorkoMyYP3/f0F4wKOnNwl9KaKtkgCjJJqNkaE9gnaNDApVAQTYfsaKGGgpoBgYjA5hjFbgIgC4ewzxGSgLAnLiFIwLUaombGMFiF7dcHbOsOWjJ4Wi9xGgo8PSwhGg19kvBZgK0D9ElgXAoUxwCzkBCugNgVKD4q6PsjgoyCIKUHCgc85RjXkvJqIoPqLMYNgV5BCoQjUD6ymSgdMwBpEZWk+bceAvp3nBYpE3sUhuWHK9h4NTUDg60FgvYoCoubZYPOZBhLjaHLgEM2EcJEiJOSUqC/LQBRoHgoaGEnBETT0x9koP+m1wL1wXBTGBzMKoNfc0xdPDHbab+poBsuUFNJqCEgO56xBX6ZI5Q3UD/e8b5vOwKQVEZuUar5zXh2kk8BIlKwETzxQCHAH4lIlHUdadaUEnCHw+TUzQZhBE6VBULuIa/o0C20hr+7m1DICUT1mr8cb6t431JS4axkLbKcJc52A7WoJ1JWcP7S8Wq+mOVuF9G9YlJ5moAY3kEoHfkStO8OxlJ8IzZKRFGQexCbnGEcaT7TJ6KI+0UMubqleW5wjlj5BeWwYB3BRyEQhTYS1s2mYc/FFa303Nc3CF9fwa8XZNNVNKARd08IV6Rsq97Al5pzcK2jXqRhIIkMu1QPCgByt+MIq+0Y9IyB6AdoE9D8ZoXj3wS4KwuzJsuQo8EANQosfzJwV0sEKdB8G6HUFsj3ElYo+DxA5h5CAqFXhDxLBhZbs063C6Dc9jBOoS4MrusWT12FQ19iWYz4/foO/3H3M7bbFj8Oa+CYQfURRBQSEQnxbzJFVZAwNwucvldwJUudAAHVShQPNMaVg0P21OH+P1Uw15ZCMDIyPVXEIVgRZejkVGrYMk4MTi5mVoKBRBG+LT2fn52A5jtAfd9iWQ3YtwwoWnmMo4ZoNPKDRPlIDQlbMqAUzzb6WAD6oUGocshupKRc7+Gq6M86BvhCwecKvuC1B0UxX2k8pfSz2AuRdAXXfWCT03roH+4hWwqxoOWurG5vIK93lMi/u6dUQSQhJk+VqcmYYNBDLMejaLOMiuroB/i2hbraQSxquM93ZL0WOYOPCxG5HI1uuo5BIhIc05Gy/fn/9bsb2khaR6RvbJbKsmQG5lglyJIeMUIpKkG9tTBFHumfkQehRgO3P9DKPkYcuaaUdgJ3ALGRUhRkTBr7Ss/BvZSjS/X8jN49/Sop58af+7YFWgCeVmLu1EB//R5hs6RYq7EQMRqH+EHL3RrBOLhVQeuyEOCLDO7vv4WtNDkDFYVG5RAjaUPHZiEE7N3n+HlQ5cr3PfT11YSkFFpTwSp2hLf/0uH0bQ07ZNAnzuvHHa/R5VQ8yg+GC68HqMEYYFZUWxZHDTFIuJUjt6KPSsyIOIfoQt2dCujCYswU/uXuHUKnIUaBY7nEh5s1/uP7n7HQI/7+m0/4S73F8alG/mOO7Ei0pMsFqnuHoDiqVK2FVxJesZyRI23yiifKzevGxM+mg1cAsoDgCGSq7zzaW0mW5ZFKUMKRQNavSUIrHyx8JlA8W5iawi4+5wg1ZUfN19ScsMccd6ccGCUaALKTDJICyBoK7kobUN47ZE891Id7NsNrmg6pIy0T/DfbafoAANJ4StKvFVTnMa45cm6/ysgNeXIoP7WAB9wig1lnyA4DEbLgd2V/+PEM3hOCwq2RYAXgLM4iRMQZUGpgyiJejvfjmpFlCZ+mdHGjQwhcP2m0nzbe4wlYLKa1FKIjHayle30as8dBQ7AG9vM9kk4rQiAHJG7iYRjIbfIB9uOnqS0QzBjt8JLWAsBOakrx4wRAv7uhk+/MXGYS0JwBoAAQuTjT10tHwouLuuZuLAT8yNGgXC4Q8vwM/gjhkoQiRGwGkkOBqmQZ4j0nEYuSpcQpjk+loujssYWQAr7OMH6/g1lquEIgPzhkRwN17OFWTOdlO0I8Hajn4P1krQ5wYpJmz6Fp4H7+AIRAIsy7a/ibDeymgCskdv/d4fQtjVj0T8DpV5Fc5YDiYYBqDcarCoufA8yShi6uAFzJIODfD+x9jFk0l2FDUo1044YOCEYCucDhVGG16fDuuxMy6dDZDKNT+G+PtzieKggZ4KwCPLMX11BrAmDJo0xA9XMD+XQE7BpB5QgZ7e2zI3fjLGIsfKEQvruG7gXsKInFADCs+Tg1BORHj+xk0XxToN+x3yA80HydIT95eM2Jjc8FF2EZYBXYoFaAHADRaHJAniVcTr1KnxPvQPo6mZ/CB/hKQzoP95HGSNAa7ukZareFXdDYpvzcQwwG/ddLjBsdNySec36w6G4iChag41fv4JVgkDOOWUk/wD/GhR8DQ8oEEPzFxjY5S203XBvHI5GPs7UD4EJ53fc95kpQiRYwP6bhQFFcKFQHaymWtNtNkw+13UBsNwj7COCL9u2+7yGlpL3kwAwBWU7UpaekXRhHyKsdxGLBzEFuNxBtzkgzGoQ5FHRRU5wiuluFOYR5ueQCjTbjABWl5Go1mdCELtK2lbyIhPPLnyv1zj/g8w8kR0VR5EXECOzuHyGtA6qcWodZhrCsmaYB8EUGeWhhtgXMQiHfW2RHui75LEPVjNCPDfsNp44YjB+emFa+zGTSmOn5EgCFboB/v4HPJU7fZGi+Exi3HqoTWP0RcEWAq2KqriSbUxLRl4ITBFcF6E4AQWAsFbLVCJNruCqgl/SzVAObnBgl6ncNpAyQImBXd3hoajRdgbIw2NUd3m+e0NQt/vDpBsU/VQgaGDcetiJtu9hTtFV3HuNVhRwg7DgA8NSQcHmAlhyBDjcFBWpOFsUjIKxmdrAMOP1aYPnnANUGjCuJ9rZCUBTLdYVAdyUoX28C2huF7h2Dpc+YMelWQI4CvgiQTkA3/Gz6r2Imd6+gOhGFZRBFaLhZKBvgf/UO6l2Udn8kszgMI8u5SmLc5IAskJSy6WQerfsWCsXeQ7cOtlbRU1Ni2OqY0dTIPzdUIV+vpnGgrGuI5ZKkKACiqiCFgEuO2ogmUd9+M/lWJjJjEomRqyWJhjPJOABne4fZ/wHQLS7aQ6RxZdr5gVnWAmbocjTngcAs2Pgoy5DuYZGT8Bj6M6vTR6s+HYaBzr/AJJ2WniiXi4kh+XKxJP5F4oqn56cOLEKA8FFt2VqmS//G41WjMwWrmFWkiw5mjE3OyL9YsZEzfL2OM3LWfOWfn1EqSdKVsRC/ew9XSIhuBJ4PtL6LtFu5qC7Kny8J3LLBMwLXW+i7I1RToL1dY9wG6O+5eB++KulTqQL8s4RZa5jlCq6U6N7Rdk54wK49ggiABPTSwDkJ2XEEWTwFZG1A1gQsfpYYvvVwTqLIRqzLAZ8PS/RtjtBqjCjRbXK06wz/6/UHfPe7Z/zL9S1+/LQDnnKonozLNDosngNUb2GXOeToIAcBMVAcRvXEMBT3HVyVQT+3zKzCGrYO8AVLoSAoBgswAyoOIephkldS7D2KPWv6xIvwedTLjCWVqASnECciJ+2SBr2yj6ImGaAPiBJ3scwaHA2Jn4+EFFcVs75+mIRbdFToGleExmcdgV1eC+jeRwFfg+zDM+S3Wwy7DABFc6Xle8gnZqih7Sb0ZVKPBqL2apbxfaO8m4gisvbDp6kUV++J2g1mpOhx1GAQSnGjTAs4ThzUu29IEGw69ueisHNy1BZVyWlJ4hUdjwg+xFEpYdBv0g9mvAqa81JBS15fQVhL+kNZApslM4fkejUnRoVh4M72hp33y0UyreFoDKNWK6ZcWsN9vj8LzUYSyVzibd48+aVjkugGSO9WMjZ4BsAUEI97jlk3a+QPLdyygGxHhOc94ANEXQElZb2yTwfkbR9FawigUl+94+s1bWSJkq0Wjqe31a/jtYunPURdw21rrP7co/m2RnOTQWoudrk08L0iQSnJJkSzWOEj9PgoEbLAHbQpI1ov0OSmAZ2mtwrNtwDtGTSWG/ZXfnfzgFIZjJ7to8bk+PC8xn95/ArvFidIEVAvB3QiYDAFdE/3LDVwUjNcF7SqvztBtyv4QiA7sCSQltZxqh1p3mIMsRIKcGsHWAHdaIxbamSWT4FiMhXBVKrn/yldD7iSgcSsaTisrnnv2EMO/cBSzC6owyl7CWkEJeO6mInkhGdLI6BOA9XKFxXwRK/HcDzR2CaL/hQAVGdRjg6uVFDGY1xnhI/3HiglfC7R/c01dO9QPBmM6wzLD5YKUY/N5PomFguIcSQ2J+p58OdxZy9yyKjUJJSMpDwHKKqpuc937OXh3JtLC1Pd3lKR3YwsC9brKBVvCAsA+14Ing3w2PcQSvH3MSsRChNWKQlEzw/91Xt+h6eGG2zCQjgHG0tlCEHVsyKHTvU8lIwp2Wyx/5XAAMSOp5QzEpZkedL1UDdXkJvVlGXI5fJCb5IXTmXdJIM1YcD9DOug9UWdheCpSgUQWRmbQxAS4f4REleQhxbhRHIKyoLYiOj/KYzl7Pd6B//NNdTHJ7ifPkBUhKeKPIcUkiCruoJaLOCfnl4FCVFXlCbvB5h1jv46Q/U5oHuXwxcBxZOEXWhowxs8Oxhknw7wywr7326ADPCKCkdwTOFVT9KTHMnk7HcCWSPijikAI7G6OcF4iW+Xe5TK4r8+vMPTwwrVqseiHPH97hk2SPzzh3cQ/2PBxfnOQJQBuqWBLxuH5EAIFxAKjawJ8LmIRrjc5dW+gfvhZ9ioW8DyhucLQUSjLwQyITAayu0HRcercS0wrMmRWP40IIgCx98AbukhlwbOSsjPOVQQyJ/JmxAeUK1keRMFeIVlJpKfqMOQHQ3kMWprRPQfMpa9HPUENpkNKFIzeuQPPXylz+WcFhCWU5Mkgqs63nPDRkEPAoWUUL//LfDwzM2oLKYSWGRRQnF/mHZz38QeVz8z0y0LyGJFD5OqnJjFabRI1fd8anoDiLiHOLY8ntgHSLDnYSDCMWYhwYxAO19TqaFoL9sDUYVqDjMQWk8griT0nNaqPx6hfod/+MdgLaTOorSUvOQPxCbFl45g7eVIMgRyH+qaKtZ1Bf98mOSwwkgviEmjP7kHRx4FBOjFmcagozkTRdIxw5H745GehhCTloP7fHemsSoFdD2wrMnLb/vpNYRSkD3BKaHrCCCZshGORkMbfx51+2hmo7hrSInwvId73iNb73D8TYnD7wF7YzmCVAJ+a+HzgPpnRaBWTfm7w+8y+IIoQ7uijqJuBHQnoEaB/CCw+sEjPxFTMK45fjO3FrLg95Npjw/NGptywNdXe2Ta426/xMNhCZV5fLfbY/XtCeJ6hPEKvtEoHqPqdHS0MkvSwUORwSwVd2bPEWuxB4pjgMoKGh8FYPzbr2EXYhLAFYF1vEr/joAvNlGJZBSCrts+lxi2/FxCp6H2GuU9jYc5vUGEMlPwprojHyQ7RcFdC+QNIdmqNfw++4GLIcoPuk+faUD7fgOvBHRLiGP7qxrH77igs4Z6ldIGqkntR2QN5Qz1yUJ6fteqc5BNx80rgpjmYEG5qKeuPyndLGPVzTXkYklGc9JnSEIxns5dEwip7SjHONdriFlHaJq4IQn27uJjgjFvTj54X7tXHCCAAWfO3wDA+zfqTcy5Fmm6cpamPx6nWml6cpZP04N/z+GThl0I8A+PkNsN/P54zi6iuAR8IK8j1mXJ0INEqhMNQWKzZD4WnadhE4OtrqjcO+N7BOfhP99BVhVkllFsNn4QKYJOUwgzUqouAqHmVup+GKC223MqVpUMWrErLa5+heG6Qv3gMOw01N/1+M31I7T0kAj41C5xd7yFGiTpyjtNq7uc3ffES1AjO/a6jQ1LSXn49ob6ksMuQBYOZtTItcPn0xLfbfZ4Xx6x0AOsV/hu+Yyfmg0+7Vc4dQW+3h6wKzuU2uInJyFCGaHYnBrIWO64XCJrA0zLRe1V7D1Z3kz6twSNUeAF8DcjVOZhDzlwVNzhHcuk7pZZT/kUnbIVM4phK0AVX8S/BcwqOmgdA1Y/erTvCLlOI1c1BowbZjOiDTBLBd06Np1T6pxlCFV+FgNqGujjCLfIyKFY5TBVVJ1SAuNKwWugug/sKxiPcVfA5RLF4wB9NJC9hfr4wIWm1NlzZbopHJuAUk0SA9NaSl6UCZF4aoi0NZZqY5Hd/FbjG8A02iTSmPdi8JjU05KaU/KynWczclFRnb1t2aPQerKLSPiGpJg2iRsJqrHJPIO8vSE0/M8/QKvtBhBRuzG7bL6ltCUhHP2LcUxahHPtSQjBIDOpNFlmEFojGF6AHw3JWUJMoqDT833AZI76BmoydVjV9W4yp5miYVzowDltSx9GcB7oj1NASmPaEAFZyfsAUsDfP14EB4QwdYMJ6XbnTGhZQ3QDXM6davHB4/7PS/xzk6NeDdjUHQ5tCWk5jqw/jrALRYRhFqAaCX0ihJh2eFwUcgQWHwxl2hQFVsp7iTYvEL7q0XQ5gpf4L/sa/3T4NcQo4DcWy12LKje4WrY49gX+/OkartEQhUNoNIQHimeH8q6H3NMDIWRUc5bfrhCkxrgUEw1bdCP8p6idmfAdDgiDYmXhBCBo5pOduIh1xGR0NxLlI7Ukm68z+BywNXsK+ihJLOswyeSrgfgDW3PKI03MpAYiItVAercrFeymhN4jahdIiNXMNNl7+ELDKwkhPPJnTi/of8GR6hgFaXxPMx41eGSHESKqf/k6h/31O+jPdMQWdUUuwzBckKTUegnfdNO4e37fhPT4mF2QhCW+aNLEyEArSllGEN7pxOd5uqXNiYkvcUOJbDVfT2k9u+dnVgXx5y4NCCL+QUW8jv3xJ2bUqxU0KafmXL+8Wo3kF4gMk92cUPLixOaEEbXdskkzm9vOT/LlewTnzrZdMS30few33N5CaEUK+Uz6e858m76QueUeLsejYRzZvNltGRSqAmo0wOMzVYNODQNY10PExuyXvrj5yEguFpDRPVv3Ds//IUPzbYDbGmBUaH9YobcrZEeJ7Z8CVn8ZUPzxDnldQvynW8CD9OOoiTBsZzoFjxyrBUXl5+LRQZmMdOeHAlif01C1G1DXA75aHaGkx6fTEvfNAttld/Gzw8dreC1w+kbDVjV0V0YtSELIXcHMRlrACmBcCdKU12wwh7aLbuAB+knDF+wPuYWHNwI2mr74XEwYhSAFzCKK+mYxawicSCBICBuNdkbg+fcZhusw6UXoAz+f4pHgLLMgChMFgHUO4QOUkBBlQb0FG783pQj26S1kbyHbAXIk4M0XClKJSabOVgKZFzNWp8Tpb3fwWqB4snC/ukIxjLA//RzH14TK+xPY+zo1k0ASgkdwxbSJXsDsb2+B4C8a63MzqOnwblJcewkTSPd4yhDc4cTFHSHY7uERareD/uo9PVZeSD8izJCTEQWZTJ7mgs/BRiOj0HUXNFc+M86C6xpitQS6noCf21tgGC4DQ9qd40gl2Yz7pnnz4lNKw16FneTfRNdPGcP02scjUFWvgFb8ZBM021yOZ2INmjKikHQt4wdEGzUHcWpZZijqYwZLi/LU+NRfvQeKnKI0HSXyEPxkWy5kzJCOVMv2mUTxHDBcCaxuj/iHm09Y6AE/NDv81z9+A/gcXhdYrL7GsJYwSw9Xe5hWo7wHqntmP2bBm9ZroPlKU1exVgi3GqaOpCNIOJfDLxxE5uE/lzhmBfAt8D/dfsK37/b40K3x3z+8w6f9FfR6hM4c7Mph+UHAFuwPyNFDDYQYS0v8hStIgjJLgCsyBnbnyYWJuAwEAV96QAWIzEMMGcZtiC5eHIW6kt1vV/LfzA4EREMlKDnG8qEgOCpI4jDsgq8TBEeb45pAKNXFHkQLLrRKQy9qhLqEqzLAxXKpaaBag5ApDO9rADXU4DCudbT5CyieLMbN2YTHrUq4G0UkpWTwgACy+5YTremm9MQRlCVEtTgHgrj5vZzEpc3LHw6TN2w63srEp9/9wjCAJfAWaqcmJWrMnLDSvZ4O2lyO08/SECFxmy7WVHr/tiVlO+2U8xKBJ2EgMw2xXk+jFLd/20lHXW1Ziw/DVIOJIofaRPOZqUEiOCmIzZDpSKK0iwXnrEmcMwpszoVjKFwrIKSYoiuQOrUZ4eLR1EZodXbT8gFitBBD7JIVOcLznhbpSZg2vodve7LrYv02/0xEnkNe7dhAyzKERYWn/2WNYcuFfVA5+kLiumpxWzZAFfDZLFA8sOE37CTGHdPr7ChR3YfIKOTnY2vemPmJYCVlyEHITx5eSvgyzv8hACeBjYFeGlircNcu8Tgu0Joc67qHKB2sVRgPBfI7Te+K6IOZtRTflSawwSclzFLBrAj91oNA/Sgg/vKBCNn3Vzj+uqTIigKgATEKwDIDCDlJZ9IBrgJUBDcFSaCTNFzkQdO/s3wCdJ9EZoHqgeWIzwFpo8x/TErVEN8zUHsyi41J/dQCZQ67LdkQ/fETy71fvYerM7iKojPCkzchjYcrJbKWzN5xrdjH6AKkD/AZG7R6DCjuO6jnU2QsnqJYMRvfvusowWbP2JuL+zktzqToLhV8fymwkjbJv3YIrSGUvnzd0Uz+oKGPgwQhIDPNFoEQvKethVospokgEDN55888j9k5C50Bjo/TE6koo7Gtf3ye6nAAcIfTJGyRxihcPO1UC/m+h98fIVRkh6XFdAQ7+yU1+WRBj4mXqLB5rZYk5gGm7QjsEcjVkkEGsUyI9VWI2IqUJiUEGkJgOlwWCA9PnDhETru7f2Apk2iuRUFmnPNMFaOf4dTzkAqyLs9u4sNAAEqCg28o6d59HWC/GXBzdUI3Zvi//vPfA05A9hLlk8Tik0N5b9DfZOivJbxRHA3amMIDU4NQd4hjRuIDdOsxrkkH1w1iLQLYVQD2GUymodYGm8UJm6LHc1/h0+MattVQFTMMaQX04KmqfLDUORgc1GC5gK2H7gLyA3dzAJCjhfj1d0A/QLQDlj97qEFiXAPiScEVwHjl4CsfG43AWPMaQhbdtiKaUrecyNgVfUUHKaIUvYhsVu7iQFTOajBJ+pPJGRu4kaUqLOf+MKmxFlmOUthqmAAAIABJREFURQFvPeToUDw45EpiuM7gcglARqQkOTVZw0mUGjxUz89EWpZYQUkqQB1OUyYw39Gnf8/FktM9HbOEdJ+/VbL7F1M4uViwzH0pVx+RlfP3ooBsUrt2U/NeLBeQ+wNLjhR4pJh6gOl+Tr4aL4/5eWq5WU0OUBjZe7hIT7xDGGa1ymoJ+ACJOCFQivp3ZoTIZrqPZRmFXoiwVOs1UBTA8XjJGtN6QmWmDzMMQxx7GkpqRzGZBPBQ2w1wew1xaiOWfHvGnmc5O8LJiDQEvm8ICM8U50jBxx+O8P3AkdSpecXnUO9uz7LfUe6LEuR+oqYHa4F3GwKWDgKuyCGuA/639z/DvxP41+cb3P1lB2Elnv9GobiiR+Tqz0yZdR8wLukylZ0Cx4CCtvXSsUank1ZA/cnAVPkkoKIGgTwqJbkSsCeFj62G/P4B3yz32JYd/nR/heGxguxJXrIFCVKuir6SRlBLMY/sydaju9XgtggqIynJpmU3YPnTAOEKtN8I2JWHaiVkL8koHUmekhbw1waudPCNBhyDgjQRIyFiwFgE+AWzDN0I2AowG35n2SlOSzxQf/ZkYRog39s4Po34DGuBgk5p0vhpRC6bAcJmMLuSQrk/NBDGwa1K9Dd8fL4fkR0ENwUp4GoNYTx8ZGX6XEHUBdRmBeUcm3gpE4hcIZabL5qLEXshlDqvg/Sr6IyN5JtSZBcCMaFpXpUUL5vjicbgT825VFGKcgg/fThnCHEJuOc9g1sqv717LauwWJwBVPFQv+1++4/BGL5JNI2Zez+o7eZitkvLriGm/CMhl4kbPhuFvkyXgrEIzRtow6iwS/roGWNBBV/F9C3nCDKp2sA5iMEQP+EdAxuYuonYeQ+jIejJn9O7pAIM6wijXi6Boae+XnRphqTXAbxnOnk8TeOsqaypa0CAytlVCSUU2t+syDx8Eji2Ne6LAotyRJ0Z7H0B9SGqU0k24PSAKMvG+r98Clj+ZFDdj9B9QH6yhPY+DSifLXe20cFXGdGWguWBz8D+gQV8CXgdcOwLfDqsse8q7qalhRMCspHIj6AV/cEhay1UZyGNg+ppSuMLBVtJNv8csPpz9D8ocohhhL1a4PgdUZETYcpTaSroAOQhJTUsk4JA/iyRHwkFF4FsU5/xfF3N/kV+IlAsSAFX8zWqO2Dx0aP+2HPM65lN6dZBHwY2G42DaHtIoaDuD9RJcH7ygFCnAaq10ecVUO2A/HFAdhwhOwPZ8486tJAdkZHZ/RHZfoT++Aj88CGWxZ4ZcMIKeMopysUCSYxIaA21XkGWBUfnMuIj5vqO3nEqFr0oEk4o/S2UmtaB2u1YGrwcd04KUWfQ4jSde6ElOS3+uoZ6d8NreaPhLpfLSzUqYIZzeBFJ0sjOPe8v06Y55Nk7BBf18SLtEy+iZMIxcN4aEYoJ4zCLiGKzhtSaPp2H09l6L/leVEzrkRqoIZyp1FHMVi4XCFFMRl1fsRkWG4yTJV7sIaSxkrq9YblxagEpafobR68XvYa5yEuSrCtoxBNOLVY/GHidYdwSwCP/7w3+td7AldwFr/7ZYvnfnqhHsSjx+f/YwBXkN3jNNFlaksLolQGI0UM6BxgHaRWgJarPI9SooXuJcS2gZcQdZED5WcA/a3TfCojNCNNryD2DiVTsAVQPDrqlojR8gDoO8LmGMA7jJkd3rdkYNIBuAxmCHhDxptEng/yYo7yj3L5Zx2lNywxEOLDPoOQZ6WkYGIrngHHFUa0IQHkv4PdsRiYkZNYAaqQIThBAv5MQoYBuPcqfW8h2gGg6hNOJsOHoxyC15vcWN7ZwOAIHmtDI6JSd+AkAgNUCoh+Jl4ibAZyjlgfAcvnpmel4173ZGwj9ALGoIYsCLja15836SUE9rZnI5qSL9tu9hsTQZEnNvltSeeKbhtecibca9unn4dykpV+Le/WYtKmHtPnGx1+KvcSTEnPByhd6diIuzPPVnKcEc1yBWq8g1ytSs6M/H6IvRBotposFAJEIXh0/nJS5iDxCS7v+HIUDa7rJ3y++jsgy/h0tx3wc9aj37yjx9vhEUZrdhqy4ECZHoESY8ccTEW3J7TsdktLg86ZTImWJ4KHLBaoHj/IJEF7CLggHLg4C6794VJ9H1stxYtK/YzqoRqby5RPl2yGoz5jvB6h9B9mPEIcTG63dSPGdjKWYdARSCYgzd6Gix6TzEsgCsLScKhiJ8o76i0ELhEzClYqeFAKAkhivcowb0pmlpahK8TBCPR0BJSGcw/jVGnapeH0ZIJ2Y+grK0PiXDl1AyAB4wr91x98Lz+kFYdZ8H1eAGY5lcxIQVJ7e8t+qBxmYpabStdKExJcF0A2Q1zuM319DbNeQj4couRZ1LktqO8q6Aq42CJsFcGpZimiF8PGO96JSpGY/H7h55Rl3/3Gc1JvSfTDdcp7kwpe6JdPvp/s1TJtimtK9xSmSZTkBnfzhEB21ZRRLGl45XwHcgBPRKrlXXbzmagW5otALUZ64WL/sjYiIQmYJEyxL6IvgIMsSPnXyI9BnMtbY7c62eL9wTBlEwJkeGsKrmatQCmpRR3AU06pJxUkK4h6sg0C4oKam58vFYhK5TR9QCjoMMt25USNACLVzxLFrzWuJxCoMI+tAnTFjaU68MQCoKEs3Z4NOpxFFOZJcvl+V0I1B3gYoI2BrqiojAOXeQR96jgStg9QF9EgEpO4D698fHiCERrbvIT89AmUB0bTwhyOkkKQOS0kncRCPUN87FM8eeuSYMzuxsecLQIwS8qgpkRcFW6v7QFizCdANpxWQAnKwyFrP7OLRYfnTgMU/fWJa3fesy4cB/t0WrlLsl3T8w/AUpwkRs2HWASGKxwhPx3ARBJpvqGblSgK+hCf3IjsF6B5wlYgiNOyHJLs8lxNp6aoMQkj4TQm3qTjNEIDbRTTiH36CQKAgcoTCy7IEdhuEMmcTUykGjubMNg6HI8RmBbGkKnkocojBsAyNWQF3Yj8t4mAMvVZiH0Bm2flxafFpfb7/05oS8s1JxYQHcn6axMk8iyLIYrr3p/UaBwLwfN1JS3JWnodxJIR7RfOnNImYzi1NDaN48xkmPvPKnMaYzjFdnkcgISaXnelHL+So5q/hk434ixRG1jWSxbe62gJ5TnfveKjrq8mMg7JyxRkT/uKYq1/LPLvsdcy+nDAMxKVHSS1Iyf83HcU0I903dP1UB6bn8QOf7RpfSt8ASB+gOgrP2GUGaYD6s8P2v7VY/rFBdn+E/+MPEMYAbQ9sVwhSovrUIv98ivL4tIHHsWEgiwpH4iqCt/ZH+I930CZAKo2QMSX2mYSMhre6p6Wdy5nWhzxiEvKAoOOC60CUppZT0zNkKnpCeEAJ6OPIYBSdy/zzMwPmZoWgFHwhz7Z0EWot4y0z8S48/+g+7v4GbPxVMSi0DAzCA1DkUCw/2MjVYOYiPAlp0nNEqntepwDYlO0d+RU6oz3A/QOSqYyQkn2mRU1o9dORn/OJztd+twJudsCSYLZgzLRRTBwcy94UdRbMNHKfFna6NxJi9lX5ISDrihD+2EiUdf3F/sA0ufM+ZtnDmSsxG9knDoXMM2YwsSc2sUHna8WYyA/iZifjOk1jTvgAGZHHU38xhFnm4Nw52r4BwHjJu5AJSislde+EnIRdvnQkAxAAJDSFyDSMzZekxZc+GFHkU1R7MxjFnyUJ7i81Y+YfEk1CZpJdUiGM0cD3RckA7/mlrldsYr5IyS4/H00x3HaEcgJmU6C/0uhuC9htAZEVEO+uIIWGcJ60cyEh56esJVPd7QqoeUOLfuC0oCJTVIRABGqmASXhKhV3bZYZamTZIA2QnSTyJwlE3UjdUnhFj4jaiPSDVIODvjtANXFBebDP4AOFdayj0MgwQl7vYLaxQy5wwc/QA8skEUQ0uWGjUQ0xMAREz8sYEEIcUXpmDXpgAMgaj6z1yE8e9acR1b1B0JSUD9GmThqWl/r+AP/4zHHsp7vJK0UUBcQ37xFudywF2g7YrOB3S6AuKRvoAlWwpID5/hphu4QynlmDdRQvLnJK0B0bCK0g89eShmnTmAeHabONmaXQmqNFISc16IsMI/plyrKIcm5gOeD91CBP7yG0mkb+qZSWNTU3p/I/3b8xqCWZunPvjNQFmjVFs98sv8jI9fzkREmgUIgMssR1SPqJ82P+f3f/cFGLfekQUpDfHgkn80zEPT2RDz8PLil7+RIOPfAD9m3LmwGXUxKONZfE3MdxEQEgbvLTJD7CXpC4ghnJs9+sIyu0P8+FXl0UjW4gJVCVsO83lDp/HoGQY9hxR5bGQ/3Lj3ytKEYStMRYawjH9832A+y6BJSAanmeuH8E+v6sSHy95VjReqjOEA48enpPbDX6rYKLIjLSBAy7M+KweCKYCCFg9a8Hqj+lHdJ5hGVFTkKu4Fc5MiUgJcFiYhwpkVdz6qIMFay9joQxCwhHA+FxJXH6lr8zq2R+GynZFhhuQA1JAHZBBqqNl1c+eUjjYWsFrwRspZCdDIpnA7PUyE4W+Z8iNyGKkySKcTqS+jOEgOjjbn97FUFmYOCLXfuwXsDnGnJ0gBSw79ZRN7Ik16hp4f/04+U48aUOSWr69f1FQ29+vNmXuMAesDGY4NgAJnq3KAqouuboPLGYgYsMxkcc0dlsOhLNXlpOxHNPm/sFwTCa60x+tvPnJaz2xWvVNRdOapQcj29nB78k2pKAGy+elySx0uvPv2BGs/mDX6f0FySxiI2YfwDBjFSoBtjVPp2QYOFyteKHPX+9OWkmit2EEBhpk26gD6/BI8FPBqby/hHi97/C8K6CCMDiwwhhA1TD1/ZtC1Vf4/QfNrCFRPlgkN9x+uGWRLypxkCMkYR2c4WgI5Et6hkGgICXwSG/a+ja5QOKJwPdkFDUXckovR6QH0UUjgmonhz1EZYF9FNLI58kWDIYyFxDPZ4gTi13EMEex6T2NVpIk0MfLHTrYWtJoFYRYd9ZhGYb9h7UntJv1YOHzyhDrzsBowSl5jWZm6kxaSuJYmCWFrSAOnlOVVoL2VmoxxP8w+PkUn1R6s52bj8MUM+xqZ5nEIMBtIJfVcy+2h5hvYDdVgiCqk9eRFXqRQEV7znhy1cAJrVenpGzs4kAMQwKfial+NcYzUlZau4i/4rAZSymrekLr3fhQo/ZvZy8bOeITammzV0UxdSnu3geZplDWqDBYwJZEPOQAS3imOb5r17sy+PlhV7+UnDRSxXVdc2bYxq5XL423XlxJM7D9AHEY8pw5iPWurpQykmAlnmmhJcqWCGcx1QzBeKpfgQgr69g/+ZrmHUOOTJvbt/nMJVA1hZYlRoq4kj6jYKtAJfnCFpSkCWjLZtZaWSNRfbxyPNU3AWG7zZwhSTLMJMYV1n03WBqHiQ79LrzyE8CpgaCBMYFfTS8EshaifrTSENgKSEjuxXWAlcbBg3jgLpiXR9tDv0wQK5WMKuCGUOWod/yGnQP5EfiQkxNz4fyKaAHA0Uy7c0aoLuRMCv6aLg6eoVqDzFK2FoiCDJHAYK/XKXogg5AdYZBSwhOmYbxcoOw9kxbNhZ4d8WsoGVp5qsMQUl+ZmqJkCk6nzUDQqagRsHvIlMQxsH/4S+s5V9kCr6LmdwLhGMwI3zKMON9mzaktw6RxF1fHK/WywsgYspW31pXKlLCLxibv/T+hjoWyZ3+Fc5BzBoUrOP5Yur2hp3xBHeOu25Ky//am795oWCEl7sdmZMJpp3wFK9eIPwiQQVSsaOr3pCcewvWmrrH80wkXI6jknHOL/VPEptt0hK8vgKuqDjcvNfor1nnZ0faxS1/6KD/9Ikgnd98R9XpCtAdhVnHFRdVfWchbIAYPaAk7DdX3MFcIMVYC0DkVDPKBWwRabiSpC2fn69rXMcxYTpnA6z+EDn9xkM+PMM9PiHR2M3//jv0Vxr5JoPuHPTzAPnHH+Gb5MrsMW40TC0BUIPRZwLOBXQ3khqVnUe/k/BZNJ6J04egBEzB83Q5mZwoPGTh4AYF0ZKsRf0Fyd6JpEisbgTgOcoUm9Wkdei7S65CyhzdM31OxKGBXC/glwXE4AAPuFXslYUMQQjo4wB7xVJAPzYIWQFXaQAV1PffQPQjRNddsnwTWTBia+alwEWwSuJJczbkLLuZZOQTalIplrFf2kynFw7nzXyutyJVRAPPSuC3pBiTm50UgCX94a3H6XSx0/vOTsx+unvd+ZwuOEwX9YtycvM3nZncXMi+xUNFgVt/ajgiSlDVhFN/Yz5MWa7+IjM4n+yLoCUpJJOMO6bXiFp+CbKdQFVfPOZAlAgiwW6D4es1hh2lyNQAtN8EtN+QumyLGu/2W4jVAn5RcOQXzW1HJekU5aiYVP/YQjUjRDdAATDXC/iFRHsdTWRPEspg0qJ0BXfZZF/vcmIehANUT+yDzwBfCAw3JfJ9nMgsa4ikJ2gpAjuuBLxSwJVCWSnUPxcEOo68qfutwrgRcCVBWEHyM5AmxCyFwcpWFJyVhj2JIIH930gMtw6hclhdN9DSYzAaA3J4pVh2LESkZnPqEoSEWWUoPzaczjgqQYvVEuLh6aLEm5qR5YqL9nrNhp4LGN8tKCocNz6fx2xNx+bp4NB/SwxHdnDwmcL4+xtkhxHZT4/A0549iPlaiUze5JP5ajSZMsrkWOX8m+rRwbnXAWG2scnVCknoef77t4SY07pKi/9l85SOV+GCTZ24VGkdpN+9WgFJ+JJy8moSrJhOyDmozWLirYfXWdFlKRFrnpfTjreON8VdYr07dYFfjIve0p28/DTUdOFCa/iuo6T+DPcenL+8TuCvnmuCcaeusd/U3EVzgfY9fSIAoLyTqD8GrH40hGx3A0SRQ3exDLBA3hAurMaArHGQY6SUW+IQhK0QCrpI+RyAAGzJSQENb4ldsAuiDZPKs10EmE0iLkUpNoBK03veaHK9mtTBOZ3gZCFEfAJWC4T9YdoAbI1YDpEcRRUpQI5EaSaPDn5ZoON4DpYCAIQREFsyRU3QqMsBSnmcjIRvZCyt+LrTd6EAu8yhOjNhDYKSFGBJpWTgdwgpKfC6W5MbYQTcMj9Lz5fkmMiBLExiJySGHcuZrHFwlYQrJXU2fQAiq/gitU9HnkFYx4b3S43RKGOAF2TDi1Ho9GAx4SVSlp6OJNwMYJK4n673Sz0IMzJ7mvUTkAYNsyz5ordh7cU1vN4eowVdsBbhC13ZeT2jbm8jWWSYHiurEiGRUuLzQuRP/FtEa+dH2sG/xNmYzmO5mAFVeJ5hHGOq5s9fiBCUnTOzUuXFJEKuVqwVhZzYni+PCdwlqZpj6xzdjUb7lYQrAbo6sVvvHinDFkrqR5jbGsOGTUI1AG48B4b8aYDcN/C7FeymgBwcnaIrFQlHnAwAfH2fRT2EErAVd29piFwEiDdI+BmXc4QZlEAoM5KqMj25KgfBYOMyStdLJ1F3A9yseTWuBYYd+xyQgGr54q4UkHGM6qODdr5HVHUSCDLAFQG+8Fgte9S5gfMSo1Vo2wLBk8glrETWCCCOR5WJ5cVCI2iJvLcIWlEN29IPBVKSEDgMLJFGA9n2CLsaZp1Tr2KMgrpCwucCvqDallkqjFETUw2p7Em09gBXauiqPJfe0cJO5Bl7XFICbnwTHBisuRAHuryxZ41MKRA8y48wjm/36UKIPcEAIT0gJDfpF85y8+e+mpCE8OpnIsupifIGeexVcLhYfDPL71SXyDy7pK3OLLjmr/EKOx7C24HhF5orwLmheJEmRUerlDWo22viFA7HqcEjNyu6A734coTOSPcO/uJaZZ7Bj7zmCTqu1eR+nIx6zpZnEmqzJHbjaoPT9wXa96QyD+8tzW5bjepHDd1R3syXGcKSJRLBQ5hcoXxGRWRYj1CmJqWAXWSTUrJwbOoxZRdneXvFEaG0DABm4wHJXVoOBAwJw/fK9yPhzWUGffc8kcpkXUMNtLlvvpZwFVPvDWI/xbNPUz7S8NZVnDR4xRJm3JBZKQI4aZBAyM7nNSwF7MYh2w3IlEOuHPogMBoN15K5qRoGBio0IWow0JmreKKnJT4/AmZE8AF+zneJBs9yUcEn0dkI6pI2oL/h5zguE9IQyDpqZZqlODd1o1HvsBKwRYb6Lm4oM7GUyZoRYDO3e3Ffx0xZ3VyzlHhDuRyBto5Ql+piEx37jeMV23JvJrn76TF/pV8xKT/9lcfLovgFl+1Z1uD7fpKIA0Dd/vQGL3bdacIBcDF/AUd+PrtARFp21oZ482EpTdKao5/0tt7BPz5PaZaIArVJ5PPi3LIc8moLRDk4Hy3B0rXIqryIrAn7EGYBYzq8A7IcohDwdQFTUT3JZwH6WcF3EsgDxk2A/xg/jt5AODb2il8X000pbdyJBWB2JfJHitIAedQ5IPgpZQC6DVA9rfJcyXJBCv4bMkB1rKfdwsGXgGokpGd24bWEagzkaLnrhUBI9qJGvjewlUT7VSTTDUCoCqDtWDMbg/UfRwSZo3sn0N96BB0gLYlSrg7QDXsfKXhkR56LrQOwMtCZQ64dpAjojYY18Z5qVVSnAuyCZY0rAeMF1GOAWcozjTtKCgprz9WHVPwQfGCDuu1hF9dEa5oAl4mpZDELlkTJp9MVLH+COmdzumep5koBd72C+CG70DlJaX6Sjp9PvIIh2Mk9PJ3FZ+eaDPG4kIlPLtz/BvGXaW3Oegevb3biHl7hk6Lw7Px91DqRwWaYh77/heDwYkH7tn3V0UzYh3nkCzGtexltL857Zm4jioINkvlYKE0tXjw3Sc+9nEJcsDvz/GLqIet62kk4fqKKsHr/jqCR2MBJXhvp8fBuaoR+6XB3d4BU0HWF/LSCexQYtgLjhul99ixR3gvkJ4/8oYPcNwg5EW1qONvUU7eRXAedMA7GQnU5tAvoc2oS6M5DDQJypJqRHiR377gj6pYaD4jAU9sr1teGxKj8EJDdnc6sxggUsh8/AULi+H/+Bu37iBTyLHWEoRhpiGNss/o9M5wQIdKReBVkiHBpIDsCuhOwFWHbZiUQMiD0CqPKsAcQgoBzAt4LiD6R8Di9yY/EQ7B/wYWt+0AQ080W7g9/iYS+mWCQ5P0mdlugKuFvNjBLCZfFpimYGfiMn7UXDBbjOv2OwcJrOpFlDcuL8tlDdIb9oSAQoCajmZdAvov6PXEb5lOF+RqIoEMYw57XGzu4XCxeTS/kYhEbmZdN/lfHi0z9paDSxX38BSHnc3D4K+n95TPPoKZXNZV3r+alr857ng4CE8z05UVcvGXS4vulsSZmQSyqS0/0bMEpCHxgFG8a9hSK4oxtiFATIQXEYnX2+ZwLe7x6Q4fw8ITFz1fwuqDGYSNic5I7YPHsIH+8Y9DUGv7X7zkViI+hFBzTZq8l5GiA/QlKSghjUQ0GochglxmEITLSbEqo3sPnErakrqI9MEiYFdGIqo+1cxRZkSNo6FPmEPkO4fGJn0kIQHAwNdmQIgrfqhEkAc0yQZfH1x4YiFRLxqUrU8DApDKdJibwFMLxmYLaDKiKEW1fwDuF4OLzTLTg68PUSxGejUxXBoxeQjcKalFAfv8NxKmFBOggHTzkdhOhwJEr4wJUz8ACwdexNWDrmB3054wBISI8PZDvwxRMso6mvXQuW1AUKd1jAMvsqmTv4Rey4+AoAvsyK32r1p/35ZiFXK6FV/fgi0xGvKX/EL+7f88RhmEWHOaz07cWdqrz8dct7OYS9anG+VKwmEYqRTGhJd9+TfPlKPniIHBFs2Toh7MSlXPwJhqP7smkTGVK+gwmpNjxGLUqMcnPfelwhwPyf/kZm+EdhtsSp2/o5l3eBSw+WxSfWr53RJeGv/024hVi+moCigcDfXeE6Aa6KC1q9igyai2ETJEMZRzkvoE89mh/f4VxyeAAYPK+CC1vfFfEqYPjH91TZyEUOTUIFwtIIacAr4eov+C4yKUNREmGwAVYLaZGanaM6tIazDL688jSlZjGqtMoUwCu9oBV2B8WyHILqchQdFmAdwHqkbv8uI4CtyLQ+DfuPz6XGK9K5C5A9SOQacgykvOud5DDCH/3wHFnVVAvMlfwOSY5Op8BXgF+wXPVPaLILc+1v+IYNTtFnUpHPYtJX2R+n0lBWbZoj/fFI6FbU98sldqpyTjbHJOO6oW1wguB2Ff3e9w4ZVmypH6rOfrGz6bJRzrkmV+krq9icJirN39px/fui/SCN48QEN6CGn8BUvpFc4/UkPxCRHwLyz6lT4gfgNSX5xGzpPmI6PyCl72Wi+d8KSqDjVldFpC9QfGQc8JQKOjOQj0d2biMX4S+P0G6CjaOIotHw3p3XUGUGaQUCE97iKaC3y4QnKK6shDQ1iPsj/C/+Qa2khwpklsFgGNNabhAQxMDQ0yZpQ1ngROAi6gspptLuETDDsgPAfWP7ZQ5+H6gkE5B/ILuBXRH/EQiXiVClfAsNewS8JrlU34E8gcFYwRC5RE8oHMH12rovaIXRryGLLp8eR2l+pVAfnLIjhbZcw/5QKNmRIcy/uHUIsm6h03N8aULkB37DC4aCSEwY5DuHDjThIWuXfFnmeBY2Xsu0FTKzBbySxepN+9vqfCmyjsu11uaHIQoJnS+uX4ZlTxNJ76E9/krR0oK4DCdu7t/iMHh32hm++8+vvC6ar2+7DR/IWDMF+cXF+XLlO4F5uEVn+NlMHmZ1uUZgGxS5EnjSnW1RRjGy0xj/ryba7jrFeyqgFnqyQtCNQbok+0fJyl+WXDiUMbmmBKke0sRGZEB4npHvdbOwOwquFIhfx4gPz7APj1BFzny22qCXQOs021BunMSiM07ThSEZeCAZT9DGEsbtpnyePnkiOpsY//j7gC7P5w/3xCgeypEq47/RoIZSJYHegjwbVR7skDeRMfqPqD+WaDzEkMW4DsNc8ghRwFXeciBgbN89lSLdmHCcQgX4HIBfRohPtzDvQU4+tOPcDHr830PdeiguwrSMsiUGSpbAAAYpElEQVTYSkzZTtaQpm5WFLaVcVzKUirEbIdmu6oZSdzLNElzwEV2fdH4fqGYNk3UvAOkfp15vOJQzPRb5z21t0aN/3+PhKd4AZJ6Kyn4YkPyrfLiSziFL5Yibx0hXAh1pp/9m443ygqh1IVh6BcDnUiS4mRYvlQHnp4+b+KkTME7wmffOs/YFbbfXWO4LjBsFB2jVLS10wJ1t8X/19uZ9UaOJHf8lxfJuiR1q7unZ2btBQaw4Yf9/p/EDwt4gfXa4zn6kEp18sjDD5FksUqlktQeOIF+UEtFskhmZGTE/4jZpBRANQG7S2gvFvXRaaJ12F2QPfDWiGxd18K7t6hY5b1xgqrE/vgDWIPdemIG8YRsgIsSCHO5TvhSmJGuheBkgqTZJAu3tFK5HqWkpg6Y1kgqrRRxNsG8vxWRl31NCoHp5wDJUGwTxTrgNp5oNH5mCIXCV/LdVd5q9Kuz3UHS4mLlHgyhEK0J5RXlF0F8urXcn/IhYGs9mAybJlJ9aTFf12LWcmaMC4PiWaJwq5ZYGOp3bqg9aC9MVaKQwZobMQ4ql2loofbbM9NEwYJ8/vrIXerZcZJpn86PQUKxBxyeoBPH41zX4ehYJ1igS0M4FLnIqc2wnT83b45l4o6+3OM9xBEuoBe/kMt7PHEuCKP04KLhHJf+9vSjp7oOz2U92ghvPVuX9/bleP/4O55ex0jzoQ8oPWLz6BTTKWoyJc6K3AKTAl1zI9yAagUWg/rwLitlRbr3M1SAyV2guKsxdRAHqQT6N+nl4wpUCJh9J/369R7qRhSyjEG3QVa4KKAnLSZSJKUkQCy9oCe7hG0S1ZcW/df/JNwtBzGdXkkoeY+zFa7TlF9r3G8r9HJNXD5IppTTZ/v2HcYrqrvckbIatMKtO5GBUyoLuUi7tcjckmITRYi2QzocXqG8XLPbSKdlcpfbh5kvUqwC01/3uI3HPuxhtUEbc/xszoxUN2hrYTEjlma4HluLbkTSErTK7LSVdG5larL8fb7uZYv59JAp+wzGzP17P/B0lBrMZ598l/p3ZSH4m6E717+DWXHt7Pfpj6vUkX/LMLLA7fGJzKM5KepV/qAGlVIWwtVH5+7P8ShzOAVJHB149OWPWptPtFLgie7Daf3ihJwi/3cScHKaBhwgpi8YPQQcDoXS4binW4rJZNB9ODVNhTNbm7yFCZst6j/+TvXbHG6uQGuu1lv8nz8QS4Nd7km7Gh5Wwhn5/oNcWyBDliN602A/rwYB3L5YhZaHF0uHTkmguouCpDVxLjZw0YiNXTdV4iztpWWnfKL6vAGrhbL86SuhrgdAlzg3j3rbb+Y0b0uKB427Xw8s1eFeFgXNm4LmWoLY5JctYSpMx+S02M91kTLf2+a2EOcoACXAov0HRXslbUndgfKi5SAdBPGtME2Q2sZEU3+YMP15IxTr3ng5mx0/ZUSryhKaBr2pMUZJh6fW4kVhxRE8mlwQ3qfBGyOavmApHZlYGNKkRIeZoEfbYyRk6lXTQsyU+ucL5s912y6OM7IHT59oNNkvcKAeeW+MdFkOwaE37XhBYDi6gGc46yIHL/3cJ1OjC8Fl/DevKoj2hxkHppNrfRTw9vuDLh884ro/PvjBGyM1gRiTyJQhD8S0LabzIrUWRclbuQJ998D092vBKmRHZ9V2+L//A8iZyGwGb64E1x8CeluTCkf3U/bYrD1+7ohO082M1BsmiuY6qz0vFd1E424dpk6Uv+/Qt2/Q+xpViuKX0iqrcUng83NHN9Nob7Euqwzl79K3wqKTiRULxfbPc9wmCFCr0DA1uJXH3e0Is4LyaysiKsDdX+bsPopadZjELDSbsBvhOkQH7bWi3ZiDw3aT0Aba2wllK1wflbsT6W456GwABzuFHhg0nRLnFc1tOaBPu0nW9FTkyZ/rJHupQfiZ/GxqyQZCqYk3M/RqIwtAT87LYLsekj/we57ZKo8XNdFrbV7EOfrWMbzfKRLr9vB/I1Ljo+sdzbNDcLgQ8V5VUzgZA6X56uqbKqnDNVzShXhmjC3NL5KrTrDnPd/gyXOPA01WkVJlib65lsLlai0M0LaVVlb/Ys0mbD866TRkgRFTWOyPP8j1tR1oRVxUaGsEtDSRbIEIfmrYfyikhanI6D+ob2XySYtRAEpurZh+CaLc3BxMcYnxsPLlLMUrMb4NpWb3r+8oHjps1wkuZCfS/eV9h24TPdBKnKFU5iNkFyqQuoax6MajtjXJzAnTJApQCuJc7r1PIv7Se2BEK/BwEqSJaGK2Vxa3dIL/qApBRg4OUFqe69gLcjYj/vQD9buK6BS+0rSLjNHI3RVhZEKysgXs1btVgMkn4ZaYVotalnOiCuZ9ZrCOiFPGHCmQXZorfTBTRXaav5QJXFp0n/qdNmLQlPE5p3wkXVXiD7vfv2ihvcBLZthrpxDPFiOPYKHPZBDnUFivGd8aGICBF9I/nMHS7wlJceAIovrkncxbnTG9u/fk6E1OKGI22Bk9rGlFc62JJdhaUzwosFr8PJW4muO9FMOUFBHDrMBsW3QX0J3oHfhKipDKSAHN7hH9Rg92m3A7qO4DxbLDPuxR92L6om+uRUszp+l9kba42xMqEV0JhUa3EduzDVOCENh+FPKV20oBz9Zyb0ybpC7SBcKiJDoj7tqhxG1lz05k8LUQ4IMatCTJzto65JVcCVpRKNVR6Npaw/1qoD0n77NKczp69+J2i/26Rt9OCErnaxNNjH5rnZxgNISMRjbUOfwTfkgWf5lNhOC1EwVzTqDOj1jCz4yxhYMQA89gGC4V6U+yX/GEka5dL2d/VKTMczP2KuIvHJeDw9AO7EjdGWzC+Ea8ttXyxP5sKPqNNRNe8fknx6gddzEo9GMUEB7VKkbHTHEUmWczEdtoGlJyIpRj9KN2ayydpMxBKvNm00ovPaah3qEX88ESniQyc6oLpGkxWMEVm6wo3OV2XYMEvww80l0a9Avo/KCbmbyXgqdW0tvuBXdmBe2VyQSvSLFssiRbz/mXlqKk/JkqXidhPKaEbjLe32i6uRXac2NI01KuJyi8zjDo7M6dqkC3M7gHIwS0DGEG6SxoD77S7L6fMAXM3TJviQ4TACcmz8paVFUSHlak2YRopXPSTbSgVU1GcsJwrqRzYMhbbZHEl59VSPh5gVUKHSM8rB69k0qpx+zli+/VuEWZKdKvKMg/Otw4i8n8kkd1mHH9b8wPeWZcDg7jg1/STPiWkav/g6LUaO8r5Ck3MN/OjpdcRy/VNbAsZb9lrubPt6ZeE8nz0DfXohwdo4CNfCAuHx5dq249xTbjDyKoENCrHTTtoYsAqNWG9PYafzORvfCuxc8sfi7Pop3rAc6MYhBfcZ6hrdnNDMWyI/33L0PmZ3/8gRQC4W45FHkBlv8yYfedTPzqa6JcOlyW7yMmlLNMP3tMZ3DbOEy2ZLRgBZTCT8Vwx880vlSoaNBNRXOj6BbyGV1rIpBchKhQnR6uF8hGtgrvhH0arXQPdFcx/4eTlbEsCJ+/HLZhueOikmQRsbACLDMHPEmvg6EzUxTIW538HLyiWEP9Pjt3GYOvNPOfs3/EYgGj90a5Im/RDszhoSbywoL5MK9OC/LfMp7SnOhHipke/rLDnQ8OZ1bJAUP+inGxq3CBUTamxI6PdWqh9+w4kZjrCzFxs724b3sUeM5Q1U+H/fgd8fZK1KOBZBegoPg0w/zy6UiYN04c3bRHGmpKYyR1TUkclrxHTyfE2xu6d1NRrw6RQEEspTPhS0W7yDULm/fPmqzv0P8TQFR745j820/Y3++khVY4lNbYD5YU4kA+i9mURnuY/08rGpZZNBXVoKqSzfeW9koKnuVa5OEFP6GyQEyifAjETH2We6GxGXjETYspPSoYlEokINhIWxq0t/iVGrZLIHoQyUCrJdCUP33E/u0XkY035njV1tnrNXt51DeG9kpYol020lFRTLklsEVSKfqVZi8qUTWKWCbsRnxMbZMkMK7EI9Z+/I602wsZ7QRW/xzM/uzIgq//X+OpLPicrsP54HAOrdin4q9IoZ6NnrmAopR6DIw6uvLjVGmoGTyx7ehluM6SVPSh4nx2jDQs1HxGuFvmVenQRh0rU/X/l95IYPAzi/YJP5Wqe9Jzyk93x6i6ytK8EdKV3WnCVUFqDCZGKAv0vhH/ikpMgVUb8XNHmkNzbfCVfDZalenQOTCUAlUG8acIlQQgFS0qzJguN4KTsCaLx1pUjOhaxG3KtayipobuymB3U8yXu8HvQE0qUZuaQNhDqNUgtSb2dgLq2r23WQFKUd9YzHtpfaqg0C5Slp6uS6SkSFHYmaoTYFIoel6FTGA/kW2I8pCUols47M2VeFp+vUe50Wo50gL1i4L6rRoIXKbJIrsF0i0JCgxQRKgC3lns0ogTVyngrOpO2LMq14AAUtNKl8FZlK0GoNzFLfC5ceI5O/xfXtZ7Q93ntgFnoQdPURT6d/bc784EtZdtK8bnfUVacvS50eTQVSW9+91uKC5dHKfU7ScehJ5OB4emc4WhHqjyYjWqnK7C4caeRbDNZ8R5RbKaWGj27zXdNPMmphr3zx8wvxeo1ZqwXpOcHph/AL4yaKNF8PTrRjoV1zP8QoRkNVHSayfZQnulhso+HDQie25CLBL7D7I9KOqUlakh3sxJv/6O2U/lZc9ttF71SgqKsoo1C0N5b9D7+sCyTWnYp0cncng9T6EfzZXO1ySrtRC+VDblBb+3pKrjZr4nRE2Iio1KdIjATbQisSd2eVK4VAGUE7izn2bjnxhRiznaGFJREDebI1axCgJ62i+y25foxpCM2PQll1BBobZW6jZ7+TudBXJMLd/RtAmzyXaI262I2maOjCoK1PUC9g5GTM0hG0jx6e3oORjAKAi8tDt4Fnpw0h49Mts57ab0MopnsvxXB4cjlOQrZN+OL0gfqVe/9EY8Cd/OeISe2JLa9mxmMCbNAMcCG6cPyjmRUBufZ9TSHOT7XSF+ij4SrWL/1gjJZ5JT+4nC1nPmQbwZSYnmjRPgj0kDezFZRSo0/t0cs21lu5A1B8LESuXeSMrdzbN4ClLd9/Mo+/ekwEbi3uBWogAtq7pQuZOeM//yTtyeVCmZw65nXQbKu07afnNBd258yQ0c3cvBrWpY2SVYFCvZ0iQjl+Fn8t1sVnbq5go/kRpD2xrWKcPXk5IAYBPdXCaxnyaSlUmsEhAEu2EasLu8sm52pO3uYE6UFZF6iXU/E1McyNdkoFeo0tnFG5UzEpuvvYykoFBNL8Kj6Kaa5uOCwhm0MbL4ZHm41LbitdqNcA6jbOBclnk0/ii+xOlhT4haR92UUxJXL+Kc37fz24qntgtZF+Hc716rBzl87qUpmOrdpASddlZCO7coE4KluIjJOHkYR6nUiDDTt4RU4Y759SemN2KTnkjrDUYpCvuWSWVQ0RAaeelMkyvwlcXkSVZ9bimWk4zpD9hdAA3BiTiqboN0JjLpKOlj5mW/VKsgGo5JZ91KAylpkYfrlGg2OtFyhEzGchbVdBKcFzNhXeag575uMe+KQSpNJVCzmVjihQCdZ/5rYN/oTHOWzojdS0DQrXxnP8kgo5zdRCtBxdSKmAy+neBnXrZqrUYl6ZoUDzqv2JC8mN6okF26t1IkVT7Cl3t5yUsROdbOYd7cEFfrAblb/bKjfrMgTDTaq6FboTyD6G3vUk5M4kjuIilpjNcZ4i3FUT8z6LakWBrwBr0QeUBRgHIHbsJ4cqkzXYOT97rfMuiqAmNe1kXrDzHuPFzIQB6dN2f+wzzpwY9n5vLBDu+p7UJeVV4zvgmwpEVhR43NZE719LLy8NE4NRsx5tXn7704CGGIrPp6gZpND45ZZ4LnuA5jyhK9bSjvNKZ16C4Ogq3F1xr9n78MBV2zabG7imiV+EJ+WpOcxWWsvdrVpGmF23SoJtC+n2Sjl5T1JuUFt/teyCTfLp3AJFklswK1CrLPLtYw/bUWoZddLS+HsyStD8zM1Ra3vULfaJJJ0got8sRbPoCz7N+JJH2xTMx+ifhK4bNAa18Q7ZWrdZcl17K9RB884iziSg8leGtJrZYXN3cR7C4LvtZSUDX73DZtBDLNYgYPG+hazPUVaj7H//AWvXsD//5XeU5WtnbKg2skqWyvoUdjwuG+aa9IQRGKCFbk7WwWoYlOET3EMheN207sAcnQjCTX1Lfgz7rKDy/aYatxBFtvO6A7/jugV00fMtuxe/Yog31xoX4EujrUH+Jj/wtkDh8cr/5ACOelC70ExU5NEETiU194aKme38uJ1NsePZsQHrrzGU8/yUfU2HOZTNpsB4tyAF2VB4Xt00AxSidjKd6YSSncfY2uxX8iZdcqPZ0OvXWVIqaJpNIKqaofIYr9e6hobytCkVuWri8w5nuZiVbDz62Y4NqdoniQidm7aNs6kZyWFms42Urla9/95QfWf7ID3Vvo41GIRlps8dorRbeQ4qIaxeloyQzKg0pUzJL1KrcmYynFQDP1uMLTtRZ0QpWBpKQYKA5YCd0IOtJuE+VKcB2inKVlclpDSqKcHW8WNO8q7M5h8yRtrwpiIdu7zkqnQroVCn8VUFUg9fJ0AEVE6URq9FBDCRXUN5p5LRDxZLUkb00PRc7cmn0t7+vJtnUYOVNQzp7PmsfvklIiQxcCOJkH/Xt6bpEeZydPza1zDORhAX0CpZm69hmB2acKKi/tWJypmj4bhE5anI+w4JfOGwOxDqge0Xcu4xnxIciB6Cx5ZzKBSQVb8UMc01qVs+LX0f9sLdy+of1uTv1WVI5to1CpBErsqkA/rLNgrYUIKqXBKDZ9nFOUDr3cEq9F0q69LmhvshZPl7LhjWQB8vlDYFAR0XHM++q+DRgLBVkuvk1QTC3OWbhfynXX7REbb/2jZf8+p9NZEyJdzcVDoxNvi+JB8Ax2n44KkTpIym7rXDeYZJUopJ4SCykG4uRDTV0Q1g7VSjDoV3S9kq6H6eR40SqaawlGppVWabKZ1bvfE1YrTPtetBdqj/nxe9L9A+s/FbSL7N3xJpKKCCaBV5JdNRp33aBNJCVFDBq/cei9IcwEj1F90nm7pyh7aLi1pM0WjCY1Lb0LdtKQmlHRbyx92NsbZDTtxTmQ0gEx+coF+zm1NXlQRha6scfoE7TtVxck5Wxn9h8nAeNbPCrOnuobMprnbn7f09UTsS0/Cl891HS3Q1s7eHQeidgaIytF3/ZcLPDvF+w+FFlGTWEaIfqYNlEYxWQ2hft7iJH645T1P+WCYWGo7hV+OiH9aSrgnzJPpsxcdNt0UHwCetFYnTNRFSBlXkAyMsm6RZ/Oq2Gv3V4bpgAf3qF8EFNZH4fvHCpZ3fu6gYqaq2mJ6TyskdZu5icMvp5zwTeQJEgFpw5+GgW4TohMSYtGZJgpYlAoldDzjlgbVJNbnflhmObwXZKFmIstaSd07uSELZkeVhLgdzV202LWNeleCizlOrLvla33ihg1LDx67lGAry3WBWZVS2E9MSnWVcV+V2AyZ8RvCtxa2K6+MqjbGfqqwjxMoPPophOB2K6D7W54jx4J0fQ/P1GcfKTHkDPkMWdkWCThxVCCc/6XvXTi0fWN4NxqMhn8PV+sPn18tDPZxOl+/BWBQVmLnk4J6/UfW8E9Vcs+Sa/iiRGq/DLXHBZz1GKGqmvS+kTk8xRCW5WyWlZZcdkBCIgGoJhr7P49drsjbraoRJ5g0hokSevQT7IAau5guFXus+e/lwwBCp8DQ581dEKyAlmdtZeUP5SH7oFbQ3nvUT4QrqXIKN4YsgrrxYLqTpykeiCVaZOY0EYpvunFnFge6gp+klfMLLEWLUPWEW3OYDJICiS7UV6RaiN1CRchKJKS7YQwJCVTIt/PvqbSC8HaXUCv9pL1lAVkgRjpakTSXmT0IWdVQREnEXXV4kqPtRGlErHs0DoRomLfOprO0jZOdpsqHQoSiACwrQO6CyKEA4J9sAJXpq6lu/XMO5+8P9QmxgS/c85VMZA6BhzFWNPhJaM3yX0kMmP0oEg2HK9HJ3tPGoEGvy1z+INH8v7/TMw6O04C1lOY83Mj3C0x8CL+fbxf4u6uqG4LwOCnebLkVbt/wQeBWcPQDdBefl+uA4LKSaRGlJPcLsq/lacqtHCVJoZuqtG+b2UmmoWhm8lxJIAIJ0GlNNQFJl88k799IfzXzyLvD6jbG7l+IG62zH4TTwo/Fdeqxc9eGKH7vQT75QPFg3QQymVCh5SJSgJx9lNx+e4VoHzObkwnNnvtlULvNWon3wUlYCNx4laUd3D1D4/dB/zUDPDw3mLP7SJ261HrLWksbhKkJoAVa3kN2G3AbfQQoOPW0ewtTR+UAFt1tMoSvBmMdVQnAaxaaqrPMP0Sqb50uLs9apdX2BBJX8WopteXeGmn4ZHyOjz9Hp6DQ79w8XzSJOq0LnLheP8LzjwCk6ZleVQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "Image (1, 128, 263)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sig length   : 52480\n",
      "hop_length   : 300\n",
      "SigLen/HopLen: 174.93333333333334\n",
      "Floor + 1    : 175\n",
      "Shape: 128x175\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 128, 175)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sig length   : 52480\n",
      "hop_length   : 400\n",
      "SigLen/HopLen: 131.2\n",
      "Floor + 1    : 132\n",
      "Shape: 128x132\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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JQiPnnJWLHqDkcDGMSwv4r2xFrpIkY3kSM01xKreUWIjlQlh3G4Dv0IHemwPcSRy2EwtYt90tx/rQRA7SZkLH7uAEdQBjjOepNTzOx6MsHD2jls7pvu0r979fvtqn16Kxk0fWb+zlv54leDT1j8izvyFdw5VSAuB0kyB6SLkCut8P+JYI9WtPCe5Li1lVVs/JZCqpGSCgGckgbT0wMDpnjgZ9autRsJbC30pLZrW9QoqIMuXYkhWQnGQDuPON/X5cm54e1vXI9Us7vQ20+2ItY1ut12GK4hxvc4PZEwc87SDyTVKSPMx2XPE0GpdFKyb0TtdO6u1e/S/a+x6B8QUGrwm3gvoEaC7LW6EM6FmR41XGRtbMqE9iBnjOR9LeN/iNqlz4Mvfh5cWsJls7OK4sbpkG6ONgjMnuGZgfwr45fXtV0S0uLq61lrq7W4WG6LqjhnjALeXheGKlUwOrKe+a+n/GWqaJrum6fdwXYSd7WwZNgBM0MhhkB9h8pU+wB9a8fNMNQxGIoOpC/K215NWs/wA0/XXQ/DvEXKPY18spzjzwjKpaST0kvYyu1u4uzvf+a7se7fsmm58d+P8AwV4R1m+ji0i0n1EOvAQKsTzXAORzlAFz6Guv+O3xo8en4eXXhTxf4RZWv70XOmXk9v5LpHzFs2j7wCytgnjJUjtXnP7MniKOx+JfgTw7qNzBaWiajcvqM7LGBJC1s3mKSR/FFHtPT71ex/tc/G/9ozxB4bi8N+Mfh1BC73sl3pLfZYj5dmTtUEKckbfmAPzAgjnt/NvE2Ery8WMFSeFo1KTiprnqqlKm41q0nUpK37yUm1KrG+lPlvfmSPxuVOhDKa1T2koTdSSSS5oVIyailVm3anFcsuSVm3JtaWPl3QNZS70Lw+L9ljY6xdIpx8w2xgHb3x8pP1b3pfE154g1LT5NMtSgg09mEttJg+dcyZYIfojJn0A965u98T39lYaHHd2Btbm31UtPBLCHkWNRtD/U5PPuR9JfGWrz2WsxRT3kaQidUCrJtE88pOTk9PlCY68kCv3+ODf1hSSW8muv2unyej82zpjlFZ5jCcYxXN7RxXxL3aj2tvdPRp9XK+lzv9QuLu1+DtvcJJA9vaLMJIWUAyZlbOT3HytnuD69K8C/tvdGptSZZZdTuU+WMgkpApAYHHOEXBPUAdjmvRtZ8WrD8K7OHVL0PKJZQ8UDeYoIdiTt55JAI9SK8m8LeKorYSC8nDRpfSq7SYDK+0Km7Hqo3Z9GBrryTBzw9Os2t5ye1ur+/fc+t4FybEUsJja0qfM/a2XS9uZaaa669Lqy7GN4tvFbRRbiGIakq/aJIZmy0M3mfuwc9QSjDI4yMj1rzKGbQdTg1G3tYI1g8pY7dZJiI4y74OwEfL8mwlcYBYD1Ndl431PULubUbqYCRYmR5RLOABGVXzHLZIA5OAMfdJGM8+Z3MWm6fcT6Zco9tNYxRPDgKx8xI/mdXB7rGMgcblGOev0EnypH9LcOYPkwbTfvOz01tez9bK6S8t+t71v4fu9CuHGvLbXV5ePHbWcE3+rjkU7SHHIxiRMkH/lowGSa1pdQXUrKe30y3hsJYrr7Jexy2+7zFwwPydWBiAzjkgDnAzXPOL+0tbjUGvmt7KxhjCW3kxky71+ZUI6IdwO7HU9iMi7qPiTVb3VILjTr6zlkKL5STAb9gGVmBVvvfOV2jryCDg4lNI92rRq1ZqTabXXVJNdLara3o9b30OysfCug+OIm8Sam8F2s0rLbPOkRKxodmAQ3ILBm9ixGBiivNNdisXnjjTxVFbpGjrFGoEihfNcjaV7c/XOaKHNX2/I5lk+Mkr08VKMeiUXoui0sv+Dck0W9sbG4sIbZjFcRXKx3fkTKELg7fTDBs4LA8cHnqYINUey0m5S8laYSahhZFXiU5QyKWI53ALwQeCeMVC72FrG6apZJPKm77Yrow2yNtYOXUnByNuAe547VSZHZWtxKDb75J/IVNvG3hgGJ6oVwev45NZOTR9BGjCcm35fm3o/np5WOh/t+eXTbO+u71o5HMkirJEiEuQB8hVdo/eE8uOAa0tB8O2mqNLZjWVS4e0MdxdqA4ljZdyOeckAgL79OmMc5qtomq6BZyQylUj/1YlUK4HC4wDjH3Dux0Zep4NzRL8NetHG9va3ktvlzBECoiwpwc8LtC9PQDk81aeupyVqL9g/ZPlevRaa6dNv1sblxY3GpaWDqV7CdNj825ijijUyNtZY+cKACQshJ5wWz3GPf/Hl/otr4G8O65Dfsl9Do+l+dajapl+aNV2jB/iG3A65x6V4JqltCunXN7YWltNbxgboZSpiCmVJG5w33vL6HoG9ea93N14Qv7LQ7m8gddSNjpitMkZMU6fbBjHPABQEe0lZ1otVIS10vt6dfI/LOOE/b4Cs1JxhOq2opdaaupLs/tS1adml29Z+DBufEHxE8LXLWsjCBpJY7cJ8s7RxFvJJPc7VUZ67iD0rrf2oPip8Xmgl1O58Qxauv2p7dLiOQk2k3mEMvOMR8kBfbjrWb+z1YpF8evDei3MJ85LycH5RtRlhcrMOcbVJBI9VPrW5+2L4MtNNvJ7Zvhv8A2EjokaWaXRZbhN+5Wb5jiTGMjsT9a/LsbiMuqeIeFw9alGUvYuUG1BtJ1Jc3Ldqeul3BNae/7rSX8yVlRnnOGnUjeg5RTg03FpynJN6pO17pt97LWVvmjT/Ft7rD+DpdYvGu9Sn1S8W4khJEflpl1JB4bhMYJzls9uNjxXqH9peLbe7ERe2M+PLRc+VFuXLHAwGGGUegU+9ZUuhy21x4dul0COALqF2whMxd7dyqxZXnHzIMnHQlupNQ3OpRw6jpUWPMeXUCrtCTtDYZX3AHmNN5A/2nHcV+nxpx5uaPmvxZ+wPCYWtio1sNGyUaySVtE51JNLl0SSVo2+TaL/xk1mXQ/hfd6xpdtJHOXPkpLDmIyNMquWwMjaBnPsx+nlvwq1PUtQ0yG0v2LyyNKZC8P3Sqw4TG3sxzgnJCkjNerfEbTotb+GptrS0USSN92SQhseblsKTgZAY57FvrXlXwTW8W0u7a9fy7gXrfaUWAFt7QxYPoBnO3HBUjvyLw11B+rPo+EPYQ4SxWnvxqu997bLzsvxfUn1vWtNs7h21XTGS22PmaCI4IVUZGcY+8WyAhHHOeK8sv7mS81SW3trtbgyzRzNchI8tFkBkAKjP7zbs7Hj0r0DxhqM2oNrN7J5AtobR4h5jmOMysIsq3PykPsOG5w3XBNedald6dfyvp7rFBbR3Bt4pFjyGQ8+YPoI0wB3bnpzrUZ+p8P0FCi5Wd7K+t0tL/AH66pPtpsQakuo3EEc5087rS1iM6XcKr93OTz/rF2gepAK9TzQLaOC9h1O9cRjypJEmds8hl4ZQOm052453YqlfTi6lEjRyXEQtkIRSWWJioBye2QmfUAjOdtWLyWbU9Sigt7JppYyVuo3yoYAllXcDx1IGDgkL1wKxuj6bkkopbLW/9P+vzJtYt/DcQtRc6fdyE22VNsQoUb2+Vsj7wOc0Vn6pZa7r9415aaPPcbRtlmt7Vzuf7zFsZw2W6dhgYFFJt30X4GlONOMEpVLP/ABBYW+nsqxSSzopZmkDFcKvl8HOeeSOowR0xzTbVLa8cxSsZFjgyJVKq5G4N3PXlgTzxjpg1DEYrK0kBfDPtyQ5BljJB2YI46Zz/ADoFuDb+fGo8uNXVjtVyck4wOM46k8YyOMYyjVrV6l82qDVEtruQWx8mMXQfObhNyksc9Dtyx5/g9a6f4caKzatL5sVxBAsRWTdMCrqrlQAAMsMnJJAAGe3Th7O8G1y6pI6RgoZhuJI2hVAJ7c/hn0xXr3gzTNPsb8zahrgFpeZaPzWDGQ7EWSNwvylcFMkg42n6VrSs3c8bOq0sLhJLq10Te3bfW21/0MD4patb2UEuhWFqojkLbIlX/loQRIRswvBCnkclj6cfQvhDw5qXib4eeHpL66tiiC0iLxsA6uL8Bl6ng4IHJ+71r5j+KGvWmoeIVu7W0uI7fy3XzTlRIx5Ug9euCce3HSvq34faReN8CtA1r7Ml15F/biG4E+1pGF0r4YdBjA9iATzmufGVeS1na7svmmflXiXOpl+Q5fOL5Zyq2u7N3lTmt299FfW/k7O3sujXc/h741+FvEGnW32eUuXLSOMZaFmfPHKncP8AgLflt/teRaPdaHa+Jz4OvYU1C0eaaKXWjcJNIshDuHH3WyPmXIxiuZsrq7uvGvhJ/OUz+ZIIlAJYERlR0OMY459RxXTftF6Lu+G0Un9iCIQSyRytFE0KcspXdCxJ9dsg+8Ad2DX5ZXp06XFWXV5O0+WUHZtXjzTsnqrpNK107O9rXufyXgq84Y7BQm9Fy/hVmtHutNNGvmfPdtYCPTfDuoXNt5Ky6rdlI55y0g+9n13AlmOOmOn3QKqr4b09PFbXunuzqdSd3jU5BLhjzxnaCzNjpkn+7Wx4U1XTn07wN4fmso9st1qBFugLNuEko2AnoOc4OMdKLPSL/wD4SWPToigdboqoAOM+WQTnrySfwI9TX6bCq05c2nxfdzNfofrrx1fDVq0Zycfdq9dHFVqiXd6cu/ne5r2vh6a88DLqMtuSI2kk8yZlIX950469Bj8OvNeM6DLaX3izUNS8mMJuijt2t12rL+5UFicEsckYxj7or6D8eeIbvwt8LZtBSGFfLlkZ5JQd5YtlgcdgMfTb9a+fPhxrMmuQXrX0NvEi353iBSquViRiQDzglyD/ALtLKqtWtTqTmrLmdtenf59jv8Pq+KxWVZhjZL3HPljZ9G7vTzsv+Bcx/i1oUE/h2eOO4SRI7yWWXJVNxZYBtDDAJyOO54HvXjNtbrZtGUUyMirNJGH+SJGIIUZzvOzJ/wCBHqRz7H8d9bfS/Ddva6dcQILm5d1LKS6ouwNIR6gkHPGT+R8Y1KOddReGaQQzRShI/M4MUbEFNp6nAyCPQ9+cd9S1z+huDvbTyhOb0bdu+lk7/O/+ZWtY380aeqYIlCxJ0ZmLIM8Hk98Z49cVZllkP2pmjZbaaQiV/wCLah5weRuOSo7dqfp7XxVzHaWgXO0R8YMg+UEqenBB7diDnININDFIJHhkYurq0QbmMBQcjB9c8EYwB+GeyPrfikzRTWJtJtobe21uayLR7po1tlcM+4hmyD6jH4UUWnhrUtRVpbOQqEIRxEYyNwUergjtxiin7/QwbwafvNX+X+RkmIXS3Ds+BGq+XvA3kAED6jAwfw7A1IUljgEKuro0gkdXK5VsHG7HzEYznsM+tRtNcuonldlcp8s/Qv8Aw4z9Cc+uDnPGAzRu/wC9kYSTEmZg52gHBPTJOcZP8qjQ7bMesInj/dxyzJvRtoBDMPmzkjIGCccjnqMc1veFrvUdQluGh1UwwtaESmX5zG54B54JbBPUZzzkAVjRaith5TwKoxtZjHyQQR8xOfvYAOOgz65qbRtW+z2ptJoZxEqgzGJAR2wT6HaDj3PtVRaTOevCVSm1b9fw+Q7VWlfUnE0pmLysZ1nJXzHLEibAGAp4HPTkH1r7r+G/htF/ZY0C6ksbB3k16y2NeXjJcCMsh3YORKPcchgFPavg3UL9QWutLt3t1VlVk4KnA4znuORX058P/j74kX9njRfDJd1sbW/tVkTZGFAAERILcjcBj5c5x2YVwY/DYnFKnGi0rTjJ/wCFc17fej8o8WclzTN8rwMMIl7tZN3dre5NLa3X9EevaN4unsPibpN3IV8m2uJP3bZ67du5fyznjr+FerfH7XLTV/g7daxLbWaz3Ue5dluxCP5yhmy8hPzDaWIJDEchW6/G2s/E/W7DxtbX62c8UayrtVpPmYblUkKeMKCCfqcV7bP48m8R/B++0d7kwiI+ZiR/kUEruYHbgdMfh3xx42b8PqtmGExcdHTlFPfa9/zs/wCtf574l4JxuUYvLMWkuRunGVun7xPW1++tr3v5HAeHSLjxf8Pr+9WFkt9X1AgoDGEfymJ/iyM7iO4/SvWLnw/HZ+LI/EZJCJIZIXUHg7cAjnn7xH49a+fLDxolvr/hPT4Ld5o4dXnZr0Nuy5w3AK4xiPGRXvE3iSbWtMit1umGL5N8ax52jbnbn16fpXq5jRqqspR2aafo22d/iBlmZYTGYacfdhOFWD/wyrTl0vZu/W3nqzA+IKLqfg+5tLm9LeZ5weNmI2jOeAeScHPPrXinweSe0e/Se3SZFnjYrknaHtIGLIOvdhn/AGvc16h8Wtci1XSbnSZNUlsrmBnbzSoACkAng8d889OcetfPfhzW9Qm8S3ltoOpzSWsCwhpYmUBpFhUd/ugbGX6DHU16OCg4UUn1Z+i+HuUYitwviaUny8zUrNOy2s01ZO62tr+ur+0ekkWiQR3OolV/tCSKNF+ZQFUNuJ9SVACj1/CvIpNRiLyvLtnRk+USR87sADn26/ngDOa7L4oy+IpdDt49av2QpKW8redkgIGGXceTwTyAQOOo54hbgtKZsJGm4uihQuMnHGOuM8Z9PwrSq/fP3Ph3CPCZVClKSlZvVaLdf5BbzyZH2uSUC4yHlZzgjIAb/awRn8Kku7NrWWOAW/EiZYZbH+sI+XnkcAe+M9ahcyNa5mjDsVyGY5IGT75HX9fpTnjLSyedOXYoFRmO/cfTuenOe3T3rI9xrW4ks+nXDeZPFMGxjKPnI99xP0x6AdepKJ3sA/8ApELvwAjwygAqOBkFTzx7UUDW3UZA4aEwrGW3YaQhTlQoYdc++cewpkkQgcuQrqJCAOcNg+vBx+VMCMcfKORxnjv1pwmkY7nds793mbjkH16/5xSLtZ6DmLTFiwIcoNwwBkdc9OmAP51Zt4Xhu4ZFIcPtbybdskgAHkfr9c++KfmSOzOByVOSOPr/AFqezvJbWUvbSsm0/LJnlcHI/wA47nimrEyUuXQZ86MARs24EgzjIIx0GPf35NfVHw++Fun6F8DfDOo3dlGs1/rVlcMzFR1lSQ5yDjpxjB4wDxgfK7S+ZGUk+UFCUAjGM5PAJPTrz+HevoDw34n1+8+GfgLRx4ktLmGDxDYiaGGZRJDFuxtZSeRtBXjqR69E1N25X6+mun5H594h4fMcTg8LHDVOSKqtz3u4qlVaSa/vd2lsrnX3Hh7SNY+IRs7jTohawQt07yMCc4xgjPOT0IPSu68UeFrHwx8KtSvbFQu6JQpU5AJkUY54Xpjp/KvGPEvidrPxpqt1Zak8kogj8lIzgAeYVwcA4Pfkdupzx2nxX8b6ZbfCe6sLq5xFcrC0cc27LjzkG0dz34x3FXXp1ZShyvRNX+R+S5zk2c18ZlcYVJezcqV42b2tKT1e+vbp5HEfDnwZaahffD68uWGb291KG4nIVVbZ53l5Hb7yADvkelfSXgXwDJdeMbLR3tmEb6luZVcYACn618xfDPxjZBvhlpxJKWU+rzkAMXy7TlTnHzYPGfavpD4b/E62l1m2ush5WusNGAS20oRzj8cV52ZrGyws3R35Xb11s/68jxvFOlxFzOcE3BRqq3b99W5Wv+3F8tLM479sLw7pVlFqN7bHbAJhG8kafdHygDAHXkeua8I/Zu8FWmuw3c+1bhiQDhQMjBGMnnufyGM17V+1b480uz8M66J9LM8s1wqxxnOGyqgjJ6Y6j1x0rzz9kHxLpDW+oW8sCxLHJEI4mk4yIwM5x3bc3+eenA+1pYGmp6yUfm9EfT8G4jOMu8JalTlk5R5Un3Vo/PS9vkY/7Tfg2Xw94b03VHncONQVAXYlRuRmyRjnp/P1xXjeo21vBc3Aj3vBFMY4DkcruPPrjr27/gfoX9tDXIrvwvp0NsWO+6L7hyAVXGeenXjHPPua+dHZRcyn7OI9+SqFv9XzkYPsK3cpTSct2fq/h5isbjuFqNfE6Sbnp/29/wAOMcgTESthj98qcgnPXvmlbyjiNguUBGU6N1OST+H4Y70xpWJwrDODlgSM/wCPU0oJcY4ACfMwHXnPPv0FSfc2FaNpmLgqPXc4GffnFFSR3i2paNbWNhu4Jkf+jCijQm8+iIFG4NnGdvGc0qPKd0cYOHxuVRnPPFNJB5/SgYXDbufbqKRY8ogAjB+fJDZIwemMH86FiZEWV4zhj8gI4YDr3/zz6U1iFAXaM47HOafLcPcrEkn/ACyjKg57ZJ/rTFqIFkaHJf5R0Bb07fr+teleC/h7rWljwZ4pNpGbfUfENmkoUHkPMpUN6ggD6ZPrXnjNB9g++N4uDscHnGBzjOf0r6F8Maf4pX4XeApYtXSS0k8QaY7px+7Y3C7B6jDYBxVKyiz5Hi/M6uAwdNQlFe0lOL5rq69lVejXW6TV7bdx/hjwle3XxO1Xy9LhjzdrhVXIbggn8gAc10/7S+jazYfDeyjSC3EaXEIkZ1CYVpDgjg5IO3jjr1ra8C6Jf+H/ABl/wkHiLXbYpNO/lKpAOFJOTnqecVp/tK6/aX3wxlSHVLXYYIApkmwd/mjbznjkj8qzrV5/W6cIq8erPwPF8Q4vEcc5XClFTpx5E5JStfl5XZtbr+tjxT4caSpl+HUflQtPK+sq+PlPyPP8oYdQME9P4q91+DPgzUU+JNtezQ8zBokXZhcbAQv1+U+teTfD/TLO3Pw8uJb2Myf2xr2EWXlMmfo3phQffNfQngPU0XX7FZ7pQqTl2dH5Y7CTz2HXpXNmNarDB1Iw6xl+pxeJec4uFCtSpaxnCtF3Tul7art+C+W9jg/2pPh5qmq+G/EZhTaLR1OdvIG1Qw5xztJ/HHSvNv2HfDMmq6bq1xDGA63wjcOoJDBOBnGcY/8Arda9j/aJ1wXvhfxBpcWroE+zlp1Mu4klBjnr15rkv2E/D9hfaXqZ02/khDtaSS27SABWNpCzck9y2c471hTr1aOT+1qOzSXftH9TkyvOcwwvgvjHWdrSpqOj0TUN/N79vPUw/wBuHwzDp3hG3nlkgDx3RW3A4Unkk5HfGQPc18qXiSQXjoysjpIwKsMFSCePwr7t/bY8PWFn4Sisn1W1l8tvlLyYHGGOeOO4/CvhjWCn9r3OxlIMrMCjhlz169/8/SujL66xOX06qd7r06n7B4HZlPMOBqXPq4ymv/Jv676lRssS/HJ9af5m1gojUFVYHaM56/49aQlSu75cjHP4elEeCxfgdcDP+NdR+xjWUqcEdqKczjgsFYkd88dsUUgP/9k=\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 128, 132)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for hop_length in range(100, 500, 100):\n",
    "    print(\"Sig length   :\", len(y))\n",
    "    print(\"hop_length   :\", hop_length)\n",
    "    print(\"SigLen/HopLen:\", len(y)/hop_length)\n",
    "    print(\"Floor + 1    :\", int(len(y)/hop_length)+1)\n",
    "    stft_and_display(y, n_fft=850, hop_length=hop_length, mel_scale=True, to_db_scale=True, show_shape=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I don't have fancy LaTeX for this but the python version is \n",
    "\n",
    "`spectrogram_width = math.floor(len(signal)/hop)+1`\n",
    "\n",
    "also keeping in mind that\n",
    "\n",
    "`len(signal) = duration*sample_rate #duration in seconds`\n",
    "\n",
    "With this, you can take any length signal (fastai audio has built in features to remove silence, segment, and pad signals to a fixed length) and \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Full explanation of STFT, hop_length, and n_fft: \n",
    "\n",
    "Special thanks to [Tom B from the forums](https://forums.fast.ai/u/TomB) for pointing out numerous errors in my original. You can read his post [here](https://forums.fast.ai/t/deep-learning-with-audio-thread/38123/265)\n",
    "\n",
    "Feel free to skip this, especially if audio is new to you.\n",
    "\n",
    "Remember how we wanted to split a signal into chunks, and then compute the fourier transform of each chunk to see how the frequencies were changing over time? The STFT is taking your signal and splitting it into overlapping chunks based on `hop_length` and `n_fft`. The most common analogy for this is a sliding window. Imagine a window that is n samples wide. At the start, the window covers samples 0-n and computes a fourier transform on them. Next it slides h pixels over, and repeats the FT on samples h to n+h. It again slides over h and repeats on samples 2*h through n+2*h and so on until we reach the end of the signal. n is `n_fft`, and represents the the width of our window and the width of each chunk (in number of samples), and h is `hop_length`, and how how many samples we shift to the right each time. If you set hop_length to 100 and n_fft to 1024, the STFT will divide your 52,480 sample long signal into 525 (ceil(52480/100)) chunks that are 1024 samples wide, compute the FFT (fast fourier transform, just an algorithm for computing the FT of a discrete signal) of each one of those chunks. \n",
    "\n",
    "There is also another different type of window, one that is windowed across the n_fft samples when computing an fft, that I don't fully understand and may add in the future when I do. By default it is set to n_fft so things will behave as described above, but if you want to understand more, please click the link above and check out the [notebook](https://nbviewer.jupyter.org/gist/thomasbrandon/f0d11593b07dc5ccb2237aec6b4355a5) @TomB created to demonstrate the difference.\n",
    "\n",
    "The output of each FFT will be a 1D tensor with (n_fft/2)+1 = 513 values, each value is the magnitude of the energy for a particular range of frequencies, at that chunk of time. For example, if our min and max frequencies (something we havent covered yet) are set to 0hz and 8000hz, for simplicity let's imagine our n_fft is 100, every FFT will chop that frequency range into 100 baskets, 0-80hz, 80-160hz, 160-240hz...7920hz-8000hz, and will then perform an fft on each chunk of 100 samples, and will return a 1D tensor where the first value is the magnitude of the energy in the 0-80hz range for the first 100 samples, the second value is the energy in the 80-160hz range for the first 100 samples and so on. That tensor is then rotated and becomes the first column of our STFT image. If you are not using the mel_scale, you will have n_fft as the height of your images, but if you are using the mel-scale, the height of your image will be determined by the number of mel filters you use, the parameter `n_mels`, something that is much simpler than it sounds, and that we will discuss next."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## n_mels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each melspectrogram in the last section was 128 pixels tall. That's because, by default, we set n_mels to 128. Let's try with `n_mels` what we did for n_fft and hop_length to see what effect it has. \n",
    "\n",
    "A random tip is that n_fft will be fastest when it is a power of 2 and slowest when it's prime, so convention is to just use powers of 2. Let's set that to 2^10 = 1024. What should our hop be? Let's do 2^8 = 256 for now until we figure out what impact n_mels has. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_mels = 50\n",
      "Shape: 50x206\n"
     ]
    },
    {
     "data": {
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l+HfOfVZbiXyQfKWAKFP1J5/KvnvXtR0HW/F9vY6esaE3ZkEiW43DbHgjd2BH0rTIK2HrYR+ypuK13jb8GfVeGOIy6vleIoxwl9JXqWskrPTz7/gbiXusSaVGTdsiMn3C/wB1s+tczPdQvdPakvLvZ/NUSglSOevHPt/hXWw2duLMwShGhIIUsT8w9D1rnPHEmlaBoMKuXi4l2C2wHcE9CRzjmvZpyipWSPsMmrUZYt0YQ1nKysrd3d9W1/w73OF8S3FpNG+n2IkjVpfL33LhWfZyRkN2x1wetZVze3csvm3ERjXJ++uZFx0BKg4Xvnng81V1KSCeMX2xpgzkweY5ZEbHVucn6A9j3qqJpEUWdxE8gnhKEiUFTjGGBPPpgDPFdDZ+zYbCKnSS3t336XNaXVbG31UpHBCHKEKswLZOM8eo4Hbj8abpGo6qPMhF8oMrbmZW/hPOFIAPAOOf16VjWsAlnL7Vl/eFc+WAVXgBWLHPUk8fl6vvrlY7dLG2bcAFZmwPm9gPw79felzdToeFptci12312Luk+IvMuJ7K51KOWRZHAgBClFBxk4IxnqQQD2pPFmq6fY6YjajKZXmuiwSO1SQDC4zjBx9aorqhLz29s4RovlA2nbuwMAsAM9zjP1q2j3ltCsdikbSgDzHZlyQfXPHX0pXbQ3QhCsp2ttpt0720MfT5xeQQakI1E6qSQx+6ME4O7PbtUUs6rd/bZrFCoVd0xT5XGT1Gcc59OMe9Y1s/nwwwtcPEGQA4XBGcdFHJ6YyeKt3ssxZ2mnkI6KEb5Wx0J9Mf19qy5ro9p0FGf/D7Gk+qSSyESQHevLMRjB7HA4HBHWnwajZW8Yb7W8zLKVAUDsOpA/LuKzhNJfvHNOMyKQNhbgj04IP6UlyLqVAkjRsyqdijkN14GOhx6nvT5mZ+xhs9DQj1OJbyTTodNaEtNviZXOOg3dOhzWjo/iS3s5W2WSqzYUSlSxcnv0wfrXPTzX6LE6xMrInyfMcjjqApz+pq1b3V9bXCx6mdkg/1auoyMDnJOcfmDTUmmZVcNTnCz/M2tU1e3uC0DwEENtk4UK2OTkY59apaZrj2Woo+m2scvlvkxqGQAZ44I6duKpPqd3e6h5IiZy3yoygbGbIA+tIr3K6nDNbxypNGxBkiYbt27ocE96fNd3IjhoRpuDW67n3X4Q/aA8UWvwCu/DcfwwjtreaDd9oklKsBjJBzXFy+PvFL+EdOuotDS3iNqroHnAATqM+p+tcX4j8f/Fu5+FElvc6Jdm28pSZoL9GKj6bP5HipfEF/4gj+FegyQWrym40aJ87/AJmyoOSR9fQV4ODyfBYOtUlCnFOpUcnZyd3a13dvW3RWS7H8t0OEcPTxEZVaVG9TEyikqkpqMYwb3ct9W7PU6f4ZfFb4kaFqkupaNpTeU7Yka3mwc54OO/evffB/7SnjvUNDOla7ocrPk+TduMuvqM55FfMngbQvHmqGCOxuZV8oh5CgzvHoRnj8K9NvYPH3h7QRcwtMzFGJi2cHHod1eZxFkWSZpVjGvSpyndWb0krbarX9O6PmeN8tyx5h7LDOjCpP3fdnNPsubVx1XW33HC/EDxYJfiN5ETyy3U98xCImCTkkjJ4HeoNG8aao3x2iuNP8OPDcppn7yIcsYlK5OMcZJHIrgtN1TxHqXxg0vVL0JAzanKGW5+6rbZPlb5uv9cV1uiXfilv2h7ua5uY3uE0ZzGDGVAUFMEc88/zNfR1KMKdH2dlpC2vyX3H6HjMiw2WYB4eUYSccFNtuT3bhFqyVnHbW7a0a3PbB4ssdWvWi13w6d5iO52Tn8SOtWtO8O+K/EfhmS/tdEd7KMt5e1Sihe3XrxiuLtdf+I/2syNpS3WUbO/5cfzr13QpfHl98MI0+3xG3Ee4RAAFe+OvX618RmznllOm6XIryivek2lveyXX7j+fs1wf9kRg48mrVrTc0mk3tvFd322PE/iH4yltbMrc2EltsiIdZIA6nHpg14Rf+MYL3xJBa6Jp7yXUOpFy5tjGuGj2Hvz16V7l8V9A8d3vgm4uIrO2KRxFmeZBuK8k4y3NfPfw8ttcl+IVhYrDbh5r3LHycBmC9AenRc/U19vlzpLDe5bTezuf0d4ZYbKlw9icTDkbpqV0p3WkZP3tL2avo2/wPTrXVPG0lqippcOCMYMbEY+ma5H4tN4gt/DgGp2Sxwo2TLHAck5GM55r6O8N+EPED2aKILVCBncVA5/E153+034U8QJ4aaCRY1jJBkXyuWwc9Oayw+ZUK2K9jG1/U8LhbjbL8VxVRwsKVKN57qTv128+34nzNP5zW6+cCkTE7ZMAJMwOeMDIPJz60y5upzGLadZtwyVjLfKOOp5yw9+1P1G2v7W0jhnR1GX2g8cDHHHfpj0qrHcN56i4kYyKp2ueoHfJJya9J6H9NwSkrqz3/AK/z/AkRbK1gW2mkkWSQEusLthiOvqfyqS21JrXYziMOQTbGeM56D7zE8n64qhK8+5xcRI6KMYHV/TknPfpSWwm8tmZj8+NryAMVP0/Slc1dJSj7xdSaJFAZhHKreYJMfIuTjPpn0qPVbxLW3SMX14w3nd5RDEn1OQcfTtVeGK1S3uJGDydMxON2e3PqPxx6Uy9vJrIh449mRhQwBGPxBpX0KjTTnpr/AF8ypuZQVViAsI2gHpS2M025V81sbum760UVK3Ouy5WOvJZMA+Y3+qXv/s02SaaPS7d45WUvJ85VsFvm7+tFFD3FFKy9f0Y2WaY3DKZWxuXjd71pQyyzXEZmkZyWIJY544oopozqpcvyLFrx4islHTfHx/wMU+cmXxFcRyHcv20Da3Ix5h4ooq+hxS+P/t39WfUHirTtPHwomYWMII0skHyhwdtX/DumabdeDPCYudPgkzokJO+IHJ2L6iiivInKXItftS/I/kXFVqyyhNSd/rNbq/8AnzLzOk8KIlrc3iWyCMAYAjGMD8K6HxDJJJpsIkkZvk7nPYUUV42J1xcX/Wx+b5prm8G99P8A0lHgWhQwt8WdMzEpzrcpOV/6ZTV2vlxp+0DJsQDPh6XOB1+aOiivoMZ/Ff8A17f5o/aOJJS+uNX/AOYGp/6XTOysCVIVSQPJPAr0Xw5LKPAVuglYAryN3HQ0UV8Rn6TpU/8AGvyZ+A8Q/BH1/RnlHjQmTQL4yHcVhbbnnHFeNfCclvFejxsSVGvTYU9B+6aiivtMD/uVT5/+kn7rwP8A8klmPp/7iqH3h8OdM02SwtWfT4GJjOSYgc8fSvIP2r7e3j03EcCLktnCgZ+aiivxzhWc5caSTb69X3l5n4bwppxDg3/08PiT4rEwxHyTsxLgbeO5rk5JZTp2TK2QUwd3+1RRX7tU+Jn+h+Ua5dTuTW8kjS3CNIxAIwCenSqMsjrdPGrkL83yg8dKKKlnowS5n6F2JmDTqCcLbqVHp0rL8YTSw2kTxSspMmCVbBIwaKKU/gHh0niI/wBdD//Z\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 50, 206)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_mels = 300\n",
      "Shape: 300x206\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 300, 206)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_mels = 550\n",
      "Shape: 550x206\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 550, 206)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_mels = 800\n",
      "Shape: 800x206\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 800, 206)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for n_mels in range(50, 1050, 250):\n",
    "    print(\"n_mels =\", n_mels)\n",
    "    stft_and_display(y, n_fft=1024, hop_length=256, n_mels=n_mels, mel_scale=True, to_db_scale=True, show_shape=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So the height in pixels of our image is always equal to n_mels when we compute a mel-spectrogram(and is equal to n_fft when we don't use the mel scale). If you scroll down, you'll see that we have a lot of black bars when we have too many mels. This is because when librosa converts a spectrogram to the melscale, there are points where it doesn't have enough data from the linear scaled fft buckets to fill in the logarithmically scaled mel buckets. If we increase n_fft, they will go away, but not without a cost. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_mels = 50\n",
      "Shape: 50x206\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
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\n",
      "text/plain": [
       "Image (1, 50, 206)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_mels = 300\n",
      "Shape: 300x206\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 300, 206)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_mels = 550\n",
      "Shape: 550x206\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 550, 206)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_mels = 800\n",
      "Shape: 800x206\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "Image (1, 800, 206)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for n_mels in range(50, 1050, 250):\n",
    "    print(\"n_mels =\", n_mels)\n",
    "    stft_and_display(y, n_fft=8192, hop_length=256, n_mels=n_mels, mel_scale=True, to_db_scale=True, show_shape=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When we increase resolution in the frequency dimension (y-axis), we lose resolution in the time dimension, so there is an inherent tradeoff between the choices you make for n_fft, n_mels, and your hop_length. This is getting to the limits of my understanding, so if you feel you can explain this precisely, message me or post in the [FastAI Audio Thread](https://forums.fast.ai/t/deep-learning-with-audio-thread/38123/).\n",
    "\n",
    "Thanks to Tom B explaining this in a bit more detail: \n",
    "\"This is true of the FFT where the choice of n_fft trades off temporal resolution for frequency resolution as it determines both. You have n_fft//2 frequency bins, but your spatial resolution is limited to sample_rate/n_fft, e.g. 16000/1024=15.625 means a temporal resolution of 15.6 milliseconds. But this is why you use the STFT. This separates temporal resolution, determined by hop_length, from frequency resolution, set by n_fft.\n",
    "There’s still a bit of a tradeoff as while you get an FFT every hop_length samples it is still giving you frequencies over the next n_fft samples not just those hop_length samples, but it isn’t the direct tradeoff of the FFT. And using a window function will balance this out a bit, reducing the sort of temporal smearing a larger n_fft will give without a window function. So you are correct that there is still a tradeoff but it’s not the simple frequency resolution vs. time-resolution of a standard FFT. Thus you see that when you raised n_fft from 1024 to 8192 you still got the same 206 time values based off your hop_length.\"\n",
    "\n",
    "If not, just know that you can control the height of your images by setting the number of mel filters via the `n_mels` argument to `librosa.feature.melspectrogram` or if you are using fastai audio, setting the n_mels parameter in your spectrogram config. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### top_db "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`top_db` is a threshhold for the softest sound you want displayed in the spectrogram (relative to your loudest sound). If you choose 50db, the brightest pixel will be 50db, and anything that is 50+db lower will be represented by a 0. The default value is set to 80 in librosa but we've found that higher can be better (usually 100), with up to 120-130 still getting good results, so this is a good value to add to your grid search to see if it affects your results. Keep in mind that if you are doing voice recognition work, setting top_db to a high value increases the likelihood that you pick up distinct background noise or microphone artifacts that increase your validation accuracy, but aren't actually improving the ability of your model to generalize and identify voices, but instead are learning to identify the speaker's device."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mel Frequency Cepstral Coefficients"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Coming Soon\n",
    " - Nyquist Theorem\n",
    " - Resampling\n",
    " - Mono vs Stereo\n",
    " - MFCCs (Mel Frequency Cepstral Coefficients) \n",
    " - Delta and Accelerate (Derivatives of spectral extractions)\n",
    "\n",
    "...and much more"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How to Contribute\n",
    "\n",
    "We are not audio experts. If you spot a mistake, or can explain something in a better way, submit a PR, post in the [fastai audio thread](https://forums.fast.ai/t/deep-learning-with-audio-thread/38123) or contact us via PM [@baz](https://forums.fast.ai/u/baz/) or [@madeupmasters](https://forums.fast.ai/u/MadeUpMasters/). We are also accepting PRs to the library, and have a developers chat going on Telegram. We welcome contributors of all skill levels.\n",
    "\n",
    "Also we would love feedback, bug reports, feature requests, and whatever else you have to offer. Cheers!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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