{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4b1b36d9",
   "metadata": {},
   "source": [
    "# Wave turbulence in gongs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2cc6b20c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy import signal as sig\n",
    "from scipy import fft as fft\n",
    "#import scipy as sc\n",
    "import scipy.io.wavfile as wav\n",
    "%matplotlib inline\n",
    "#%matplotlib notebook\n",
    "%matplotlib widget\n",
    "#for jupiter notebook\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9796e975",
   "metadata": {},
   "source": [
    "# Acoustic measurement\n",
    "\n",
    "A microphone is available to record the sound emitted by the gong. Use the Audacity sofware to record the sound. Save the data in .wav file format that python can read using the scipy library.\n",
    "\n",
    "A quasi-stationary forcing can be achieved by hitting reapeatedly the gong with constant impact strength.\n",
    "\n",
    "#### 1 Perform a series of experiments with different forcing strengths (and possibly different gongs). Document precisely for dataset. Make long records."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6b67f1bf-b717-46ab-8e6f-0a1e5bc4aa4f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "D:\\M2TMA\\TP Gong 150926\\stationary regime large gong\n"
     ]
    }
   ],
   "source": [
    "cd D:\\M2TMA\\TP Gong 150926\\stationary regime large gong"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d669b204",
   "metadata": {},
   "source": [
    "#### 2. load one audio record (use the function `wav.read` from `scipy` to read .wav files). There are two channels but we will use only one (whichever). Plot the signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8c90b0f1-62b3-49d7-9d57-8676785532c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "44100"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d2c431eb5300455f9ad912a53b29f932",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rate1, data1 = wav.read('weak stationary pulse large gong.wav')\n",
    "rate2, data2 = wav.read('medium stationary pulse large gong.wav')\n",
    "rate3, data3 = wav.read('strong1 stationary pulse large gong.wav')\n",
    "data1.shape\n",
    "plt.figure()\n",
    "plt.plot(data1)\n",
    "rate"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a08054cd",
   "metadata": {},
   "source": [
    "#### 3. Stationary regime\n",
    "Compute the Fourier spectrum of the data, in the quasi-stationary regime, using the Welch method (`welch` function in Scipy, read the documentation of this function). Plot the data (choose between linear of logarithmic scales). Compare the different intensities and the different gongs). Optimize the values of the different parameters of the `welch`method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d047ddd2",
   "metadata": {},
   "outputs": [],
   "source": [
    "f1, Pxx1 = sig.welch(data1, fs=rate1, nperseg=44100)\n",
    "f2, Pxx2 = sig.welch(data2, fs=rate2, nperseg=44100)\n",
    "f3, Pxx3 = sig.welch(data3, fs=rate3, nperseg=44100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "40381dda-24f7-42e5-90a1-1c0f0fadb7a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "44e0d9e9536146f086bddcd305d75ab9",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.semilogy(f1, Pxx1, label='weak')\n",
    "plt.semilogy(f2, Pxx2, label='medium')\n",
    "plt.semilogy(f3, Pxx3, label='strong')\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb952b26",
   "metadata": {},
   "source": [
    "#### 4. Transitory regime\n",
    "To study the transitory part of the signal (at the beginning), one needs to compute the evolution of the frequency content as a function of time. The adapted tool for this is the spectrogram. It consists in computing the Fourier transform of successive short time wondows of the signal. \n",
    "\n",
    "Compute the spectrogram of one of your signals (use the `spectrogram` function from `scipy`, read the doc). Show the result in a figure. Optimise the values of the parameters to make the figure more readable, especially at the beginning of the relevant sound. To make the computation faster, it is relevant to restrict the computation to the most interesting part of the signal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "2fd746c5-ec3b-40cd-9d47-37641bcd05d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "D:\\M2TMA\\TP Gong 150926\\impulse regime large gong\n"
     ]
    }
   ],
   "source": [
    "cd D:\\M2TMA\\TP Gong 150926\\impulse regime large gong"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a964237f-0ff7-4bcb-ac66-2b8740083be4",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "rate4, data4 = wav.read('weak single pulse large gong.wav')\n",
    "rate5, data5 = wav.read('medium single pulse large gong.wav')\n",
    "rate6, data6 = wav.read('strong single pulse large gong.wav')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "a8dc58f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "f4, t4, Sxx4 = sig.spectrogram(data4, fs=44100, nperseg=4410, noverlap=3505)\n",
    "f5, t5, Sxx5 = sig.spectrogram(data5, fs=44100, nperseg=4410, noverlap=3505)\n",
    "f6, t6, Sxx6 = sig.spectrogram(data6, fs=44100, nperseg=4410, noverlap=3505)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "c24fcb9f-0f64-4828-abbf-e379af4f3f94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0f9a1335427b48a79a04a027c07a23f6",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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2lUCFKFXMMPur9Sd45ohlYGh5/XMAzDMEYaE4A2CzhiKCWUf+f16uslJN5WocKMCkINnsuQ2MtBDt/DKEQbRGLxLIZWBAcJVfR6fQAz3XnCxV8OoSpgUNPoUvd6jrtmOEGODxsbhmEYhjFS2CyviOFaVJEbh/7YvPe4bS1IEHp5e7moaORRt34hoT6C29z6Koi+GaYAjQEk6ha7yG4AFYe8jYTnDajKOAaFkhvC7m1z2OtXODE2KcQwDMMwRgvmAEYUq5G7VoccuWuQszYTOXmlbr9XMQz4boapNxIq7PgZEn/5QCb0PwCN9e780465nld40udev43E32QMwzAMw4hcTABGDKnAe0iA9aKcvM3I1UtBxR2FQCkkL0Vh2muUmthY4bzegDvXHiToCtz7JwiFce+A/nvd8b3uORflAs5DTl64yxceCoZQeNowDMMwjNGKCcCIwSuwmIzE27mo79/bKKRbjPL/LoaOeuTa7XNTQKoUuR107uYg8ViFnEDca68lTBCYhQSfNwGkkFAe4OSw4040F9gyCwzDMAxjNGMCMGLwKn89wfU2CuVGE5rhuwC5c09A9ELkDC7S9jRQVXBh2DnjAG8Syyok3rLcuj1I6E1GItCrIMY9V7nXhYR6BHokYRiGYRjG6MUEYMSwFlhMyJHzKnv7kfvXicLEc4CLoX8DcgQ7YepM15/5QbctG00J6XfnvZZQeHgTEndJSOjdh8LOTx9zPxcjF7IKNY8O52QFH5Y7aBiGYRijAROAEUWAkIiqQQ4eQCUKAz+IikCCyBG8HKiDxgfgbFBIF2CHO5c3t/dBJOZAYd59aLLIK8AyiJoWdizIjexFAtTr7xc+NeRYPNG69wT7DMMwDMMYbkwARhyvEBJUvcc834ymd/QjcVbl1sZDbwsSiSmEHLvssPN2IldwjnudhYTeozAQINRbEHfeXYREo3df0Ug8hp8XQi1jLDRsGIZhGKMBy9aPSDxBdTMSYg2E3Lwi4F6GjoUDibliQo7d00jU5aNwstcKJgm5fbnIJfS77Wvd82QUaq5g6HSPHELC8mQTQ+yvm2EYhmGMBux/5IghBeUAVqKefn1IlC0hFLb1wsIzkRD0egN6+FCIuBRYikTjo8jRywYeQEKuHAm8HCQCc9x5Y5DD6Am8fYTGvO1CYeBX3NrwUXCErecD9huGYRiGMRxYCDii6EECrhqJtCAa7+a5eJVI/E1GAq4UiIMsPxJ6MdJeUcXuHI8iAQkSdRlIpM0jVFwy2T2/jZxGb/8id5znAvYT6g94MnEX9yH7DcMwDMMYDqIGBgYGRvomIpWenh4SEhKAn6KOy6eTFCS+MpHYa0Ih3iRCEzu8sO+tQC9MTdKygXVIfO1Fwu1hYAFEz3SjhOuQIIx355uMxONMQu1eQMKv010jGwnStz/CvXu9C4MfttAwDMMwhoFDwM/p7u4mPv7Y+fVjA3MAI4ZV7jkV5e/VIlHoiT9vYgeQGQMkyWgbuAuJvrMg6kZCjZo3Q38p8BQShtOQqMt3rxchYeid24/CvV5eYS2hOcFeH8DwSuFw9mLizzAMwzBGD5YDGDEEkACrQtW3XgsWr0F0HxJs50JDBdADHZ7w6gRq4Jxi6JjmzlOIHL8K91yFikq2uW0Qqto9FzmCXo5hvjtHDBKjnaiX4IMcX3zi4eUKGoZhGIYx0pgAjBiuRSLqPmA5UIab74aKL+qQkMtxod0yJMxWo2IRP0wAOryGz1nABndsrfazC4m7OuTazXHXmInEYI97hLeE8XjQPfczNCwN+mtm4s8wDMMwRgsWAo4YtiGBV4zcQG8cm9cGxsvX2wf9AVQFDKH2LcB+CLV1+RlyAZ9GQu8pNB94kzv3AnfOXe56ne76J5ryEY3Cx17YuPOY/f3IOczEMAzDMIyRxwRgxDALhWCrkGDLQGKwFwm2CuTetQPTkQjzcvJWA5XQ0YOqQiYDPohKd68fRi1mpiM3cLK7znuEijySOH7km8dM91zGyZ2+XkL9Cw3DMAzDGEksBBwx7CMUWt2GRGCpe25C4WFQkQhIjHUiUbgBfKv1p90bD4kroKsaBlpQiDcHOX+ew1jnjnuCUOPnh8PuJc7di5fX10NI3EUjx+9EOX/HhoYNwzAMwxgJzAGMGDpR3z6PIKGCi33IYasCkiC5EIWA41AINweCm1zLF6ALVDHcjwTbfyPnrwAJx0UoR3AJgwUkgBxCCM0B3kOoP+AclE+4TPdwQifQxJ9hGIZhjAbMAYwUJhbCgULoDaB8u1qUUzcdOAe5dtFAKXT0IXG33B3cA+Q7TbYJWAjchTZMR0LuZsAHybdBxy6UD3itW+PlDXoFJF5BiKcoIVT5W4WcRMMwDMMwRismACOF1gAqzFiCRFkTygOsQEKtChL90BWAxFzousvti3Pr+5FD53OT2G5G+YJe9e46IAs6qlBI2AsF34yEX3gBx7EVvv2EGlX3E2r8bBiGYRjGaMQEYKQQ54dYVMnbD5BOaErHOqBQ4o8kF+L1weybYXsl5BXAVmDgKWAx9NahvoG1SOAFURWwG9UWVQwDNWi0m+fmZRHK8/NyAL193iziwrD93rzgT4onLA3DMAzDONVYDmCk0FsGHe2uxUsAib865My5XL6pfmAF0AN5q2F7u/ZvwaXvXY7y+bKQQ1eIQsFewUgMRPlhACTw/KjQZAmaMwyDFcQE3aMWOYbXujXZnLha+OP+rmHizzAMwzBOFyYAIwYvXFuIwrNJSOw1INGVC42gsO99En2UoSKNeqe/3gOipf/odeeMc+fI0esBUH5fu7vuNWg0XKqOZS9y+4oJOX417t6SCI2IOxavQbRhGIZhGCONCcCI4W0Urp2M8u18SKT5UTi3HqJAYszvBN/bMCtfz7U9EJ0OZEBdnVu3GbjRnSMGCb06iIsHal1nmbeR49iARJwnPkuR6MsklB+YRWiM3InodGtPJgQtI8EwDMMwhgP7HzdiKEbiyguvemPamlAV7x4YmA5khloC9vugA+TyrYX+ZRCXDr39MMUvPfcu0L8WyJKAHKiDXh+wEILe/OEcoIVQzz+vwGMeQ8fCeRf2CkLC8XL6PqgZtIV9DcMwDGM4MAEYKfhyIJiNHLQst/EpVAwCkAJxixXZjQZ6S4Gbpduic6E/F6iG3nSgHppz9QxIyE2DgQCDhSC0Q7Qf+jvduvfCrutR7i6WhESiJ+7SGSoAvVYzcOIG0YZhGIZhDCcmACOFYACFgJ9GgisO9fkLoLBwnMQf7dCbxGBY9gJgO5AHbIlxRlw5UC6B5wN6O4E7nOBrR/l+AejfhMLLDSjfL9ztw91DLxJ74fuOLQLZgy7kw9rDGIZhGMbIYzmAEUMKqtgFuW37gAeQ+LtY26YCpEKWFxoGtt8B9MBOgCroL3PnWAT9NdC7AU0CiXcVxqkovy8aOX773PWawu7lYvfcSyj/zwecq/OeEK9q2DAMwzCMkWZYBeDvf/97iouLmTRpElFRUTz77LND9kdFRZ3w8Ytf/GJwTUFBwXH7r7rqqiHn6erqoqSkhISEBBISEigpKWH//v1D1rzzzjsUFxczfvx4kpOTue666zhy5Mjp+uingH3ArSj3Lx81hV4F7IW4aUAnNLYAAagLoLFu65BreB8cApJXQ2KRaxeTgYReExJy81Arlx5C+XpBVGG8DU0bgdD4uXzUHsYL+3ph4F0f8BlMABqGYRjGaGBYBeDBgwf56le/yv3333/C/a2trUMe//Zv/0ZUVBTf+c53hqxbuXLlkHUPPfTQkP1Llixh586dlJeXU15ezs6dOykpKRncf/ToUS677DIOHjzIa6+9xsaNG/n1r3/NTTfddOo/9CmjGIkyr0VLPxJv+W483GTgYUJj23yoTUwvcDMMtENHQE2iGzeh5MB8YCYKK5+DBOM291iEQrxZaL6v13S6HYnF94An3DkWIedwM6oaPvcknyHnU34HhmEYhmGcCoY1B7CoqIiioqKT7k9LSxvy/j/+4z+45JJL+B//438M2X7WWWcdt9ajrq6O8vJytm7dSm5uLgC/+tWvyMvL46233uK8887jhRde4I9//CPNzc1MmjQJgHvuuYfly5dzxx13EB8/CmfZZudAbRCiF0O/J8aqGOKq5flhy3pguv5kM4CDSdDaBzyKwsgB7acfCbUn0OK1KM8vG4k6L9ycyVDh9jYSjecwOFqOJJT3F17scSyZhHIDP2idYRiGYRinm1GbA9je3s7zzz/PNddcc9y+DRs2kJyczFe+8hXWrFlDb2/v4L4tW7aQkJAwKP4ALrzwQhISEvjDH/4wuGbGjBmD4g/g0ksv5fDhw7zxxhun8VN9CmqDqJVLNRJufYRmA+cD6Wr+7FsOeYtdx5W7oLUdiIHkm8G3KrSWpwlVEBcjgVbhegCG9/Lbi0TerXob50eiswqNiqsiNE94DxKDb3P87xZ7w16b+DMMwzCMkWTUVgE/+uijxMXFsXDhwiHbly5dytSpU0lLS2P37t3ccsst/Od//icvvvgiAG1tbaSkpBx3vpSUFNra2gbXpKamDtmfmJjIuHHjBteciMOHD3P48OHB9z09PZ/48318HkAhXZDIqkJOnA+5eH1AkbRZk3fMCrf2KejIAuogajEMrEP5ft5Cr0LXD72b3LZilCMYRO7hEh3TW4qcPK/XXy9yAre5tV6VbxJDW8Fk8unnAxuGYRiGcSoYtQLw3/7t31i6dClnnnnmkO0rV64cfD1jxgymTZvG7NmzqampISdHocqoqKjjzjcwMDBk+0dZcyx33nkngUDgY3+WU8ONKEybjfL9XPNnilHe3zpgPbAcWkshsxgampAQy3cNoGcq+lp3MRKMu9zxQRTmrUMiLRPlGuLO/RQSeF7BRwpDCzp8btteQs2cj20E7cMwDMMwjNHBqAwBv/rqq7z11lusWLHiQ9fm5OQQExNDfb2aGqelpdHe3n7cunfffXfQ9UtLSzvO6evq6qKvr+84ZzCcW265he7u7sFHc3Pzx/lYn5INwGoUdn0CFWhMRi5dAMiA5OXudbbTapORqEuXLpsI1LUgl64BKAKqgXjkBj7trrWUUG5fExKa8aj4A4bOAZ6OCkA88RfeBib894ttn+KzG4ZhGIZxKhmVAvDhhx/mggsu4Ktf/eqHrn3zzTfp6+tj4sSJAOTl5dHd3c22bSHBUV1dTXd3N1//+tcH1+zevZvW1tbBNS+88AKxsbFccMEFJ71WbGws8fHxQx7DR3ZoSAdzIOpGQoJskbadD3AN8KjTXg/CxCwkHoEzQQ5flh5T41GlSAaQi9y+BUhEJkHiauT0+ZFb6DmAjyJhGY2cPq8qOZ+QiDyX40e7mQtoGIZhGKOBYRWABw4cYOfOnezcuROAxsZGdu7cyTvvvDO4pqenh3//938/ofv3pz/9if/zf/4P27dvp6mpid/+9rd897vfZdasWeTn5wOQlZXFvHnzWLlyJVu3bmXr1q2sXLmS+fPnc9555wEwd+5cvvzlL1NSUsKOHTt46aWXWLNmDStXrhydFcAAE2e6SR+LAB8MbAjbmQXcp9qNqHRggZvi4desXxogWAbNAPkwMR5IhcagnhNBVb9VyKnzA/ugKwA87XTbbcgFBDmHe5DD2ENoCohXnQwqBIEw1coH9wEctdkIhmEYhvGZY1gF4Pbt25k1axazZs0C4MYbb2TWrFn8/d///eCajRs3MjAwwPe+973jjh83bhwvvfQSl156Keeddx7XXXcdc+fOpaKigjPOOGNw3YYNG8jOzmbu3LnMnTuXmTNn8thjjw3uP+OMM3j++ec588wzyc/PZ9GiRVxxxRXcfffdp/HTf0r2g0K3WShfbykKu+agMO6tQI+b59sPiQuBoJvusRriityYtzqntQJ6TQp0rUOiLwcVjmxAod9r9AhucNtqkOjL0nHkMNTlCxd7HvFh248vzglxrFtoGIZhGMbpImpgYGBgpG8iUunp6SEhIQH4KS6+ehpZArOmwY4mZPUtQoUfWci1y0G5eTVIGBZrVxtwBtCxS/umLodG5OqN97YnAaWQuMqtLUNiMxO5ewtQk2fcddvdNRpQUYpX3ZvD8XOAOWaNYRiGYYw0h4Cf093dPXojf6cZi7tFConTwjRUEBV/FDGYz0eG2xcHUcUwgAw+HzAB8M2E4D5o7NHGYAwEq1A1cBUwzTmB81BYtw+5fT5UeHItoRBuL6F8wHBh14SKQ8L7CMa5NV7bGMMwDMMwRppRWQRinIBeoL8OiatOoBDisoBNQCVSez3AHoWBZyHtNR7J/OC9SOh16mTRAPkQVYBmCichgfcwEpNvo2rjFPd4EBV/bEAFHucigXir23+zu37lCW4cTPwZhmEYxujBBGCkUABy+rwWNw2uKXMQibWnkdP238Ac2AH09kDHXdBcD7NuJCTSmqC/Rc8ZALsgKodQE+d4lBOYjUa+FRGqOO5HYWFv7dNI3D3g9sWc4OazP8IHnPwR1hiGYRiGcSowARgptAN5ECqW8CEXzody/5a414tRLl4lcB9MuRmSp8FOkPgLwpQcNYYebPb8CpyNOy7bnede9zoFOYflKCfwXJ2D5Ug9RqO8wMmoJ2AQuYnheGHiczl5Icjek2w3DMMwDONUYwIwUmhyD5KAQpia417PAeqRa5fiQrs+ZBn6oTkAB4EB1/JlSq50XG8fsNm1gsmC3gCKG3dqHTciZ7GWUBPnVCRA49BUkhYk3J7WOdhDSDQe2/Mv053v2FDwB1UGG4ZhGIZxOjABGCmko6IlloIvHxq9nnuPItctFdgn3RUdLy2XDMT5tTvTBwSguc8JyRjtox4JyXMJhXV90nPR+YQme8xBws+b+FHsnr0cP68xtBeSzjzmAzRwvDMIlhtoGIZhGMOPCcBI4QBOa1VDsB0Vg2xDQuxtVJzRIydvAtJbHWXQ+wCwyRXtzoOJMZAGUOVcv1IkzHJQq5eLgQDUBdRDMNErj99GKL9vEZoM4s0lxt1cDqoCvpnjxV42IYFpGIZhGMZIYm1gIoV+oL+C0Pxe595FTYOBmagnYBIwHTqA2cB2LyfQpz/p/l51d9kSgGg/xOWr7997wMBdaFE6EnUZQDZ0bUBuXqe77mSUkPg2ch0zkSuYiVzAbchN9CaBgERhi3udRGiEnGEYhmEYI4E5gJFCawCiCpEQKwfuALbBF0Gqbh4Kvy5W6Hc7SKyVaX82MKsQOnok/vqbNOqtowcG1kHUzUAGJPpg4gpU+OFDE0c89y4fib1y5Dy6imLmoF6BnqgLF38gt9LrG9iHzQQ2DMMwjJHFJoF8CoZ1EkiyXyl4jWsZkquHD03qqAK+hZy2fqAUfH4I1iBnDiTmggwav8kxChcDNKwHFgL3oYriaUisVaACk0xCTaG9SSDe5I8kd08pyEH8b1QQAoNFKzx9ar4HwzAMw/jU2CQQCwFHCh27oMMTctei8OtdwFKIToL+PYRElx8Sc6CrjFC4FjT/dzISb9dATDo0tLiWMFlAjxONAUKzfjNRL8BNSIHuAW5Azp83Hm6Bu586t20OIXHYyYnHwxmGYRiGMVKYAIwY9iKHLohcumxgBdAO/U854QaDbl9XDSQXQUcNQ0Oy+cjZexr23wg8DL3ZSLQ9DYdulNt4mFCBLy3umHi3rtNdJ84tqnWPICoQeZpQ4+hMd69eCNgwDMMwjJHGcgAjhnhUhXufe9+EevE9DeS6UW/t7n2Vmj13lIIvB1X2xsFsP6HJHfkQDAJ+mLoQhW7jNUP4KNBbJX03BRQGTkehZa/J9B73GlT40YRCvZk6N+VuXwMhp9AwDMMwjNGAOYARQzZMBFozUS5fC3LceoEaiL4R+vvQbN5t0AwwXamJ4wugIwu2B5xT2AQ8ClNzNQGkthTl9+UDVdCFzt1bA70ZMGU5NJe6a8ahCuF+lA8Yh8LH25AL2I7Eajje1JJ4Qk2lDcMwDMMYKcwBjBjug9YNqA1MPRJgtW6G717ovxe5ezFIbLVD3DT1/OsAeBAohuBTkJUB5Esc1oJGuBWi/MA4yMpHLV/agQegeRfK4/NE3ys6FzegkK83xi0ahYfjCM3/TXKv93G8+Is7Jd+MYRiGYRgfD3MAI4ZlkJjh3LkkoBJ8CyFY4fYXA9MgEehPl0lXG4Q9PlQhvAQJuAI1eeYGpfFNAZpjgPVIXG6GungU3o3XdXmYUP+/FCTmnkZ5gb1IyKWgsO8CFDLuJVRwUkdohnE4vSfYBq5p4cf5cgzDMAzD+BiYAxgpZGaoaTNVyAHshGAnElnzcFYedK2H83Cu313wTTQ6bpbX1iUGNZHuVGT2PCA6A1X6PoiEXwYSexUo188PySuA1cgpBIlQT8AVu+OcCB3s8+c5gzORqFsS9oE+aAawiT/DMAzDOJ2YAxgpNICaP+cA0ZC10BX8tqOQ7DI3v3c5bG8HXypM9UNFJfgKYEc7EmKgqSF7IbgaKpqAICQWQ9dkJPpmEaocjgMCTlAed0OEZv5WATdq7eB2b009EotPhB1/IpGXzaCQNQzDMAzjtGECMFIoAupvg/1ARzvU9aAQbRJyAPc6QVgGpKo+pDEXyHUneNBNAFmHRN0y4D1VCQerNBUEINGvgt9aL9TbjxxDT9h5M37zkWCLQRfLClsDQ9u+7As7psq9PtFcYBN/hmEYn1281mHGaMAEYKRQDzRUoQKPbUiINSGB5jVo9ihCjZszgKchzQ+NN0D/XShkvAeJtuWud2ATKgTZoxzDM4DkVdJ2rRtQ7z9v2ocTblE5MHAHEnWvEOr7l+9udh9DZwLHERJ/hmEYxtjDxN9ownIAI4XDKJcvOR0ps1eQuMpAP1QLIM+PnL1twCqYkgUX+bV7djxMvBmSl7oTpkIUrhA3Hzl4i4BKGXsdTW7dZHf+TpT/dw2QCQMbUK5fkjuuCv0+0YTEXyZDG1B7xSInwmYDG4ZhGMZwYgIwUkhGmqpjF0wtRqILJJ4yYMpM1XhQiYoxUNu+ndrN9gC04jTYrZBVBANroXet1k6dicRbJrz8FNCncDOT3TUK3cEPI8G4yD3K3XGpDM3r80LAnuhL4eS//QU/6rdgGIZhRCz2y/5oImpgYGBgpG8iUunp6SEhIQH4KWqqdzrx5v96vQCbkOvWiUKtBYAPolOhPwgTfdDahCpx89XuZT/Qux6ylkNdJWQXSBR2wGD+XpwfYnEOYBPQD9GFmg4y4IpHToof5SD2IzfQ6/tXiIpLDMMwDGM0cAj4Od3d3cTHHzu8YGxgDmCkkJfqxrI1oBFwpeBbDSyD7OVQlIEaQrcAPv3dLsmAKfk6vhVnwL0NdXWQWSBXsSPgTLpztS4V6HBNoDMLgCroD8BAH6EWMLeG1lOswhHmoWbR29AJPfEXTWhknHf8h2GpqYZhGJ89Pqj9lzHcmACMFLb0qTqXYkj2AzdDMABRGdKEZSCh9TbkuWMe26Q+fyARRxly6fqgoR62AsyTK8hy7WsAknMhMVd5h4AmfnQSqtJ90K0HKIWuXUg5lqI4tVcpDHID70Ki8KO6gNYH0DAM47PHtJG+ASMME4CRwoIYjXWLznEh2zrN9R0IKIUuDmmv6HzYAnS1A/lw0K2d7QcK5fpNmQk8rSkicbkMtmmJBuiU8OtqgeYAcDFMjdd2MlEORyfwgM5PIQoLP+puNAvYjCqHw+klNB5uctj2bAzDMAzDGF5MAEYKzwKb1zknr0ltWIIgQdYCE4CGTs0ELkZreFBiMC4LtlcB/dCxFpprIOo2oErHkQ0EdO6JSdDrtXGJBuKhEeQeVhEK5/pQu5cKVGUSjYTdZGTzeyFgz/KfHvZhwvMIrfefYRjGZ59orOBvdGFFIJ+C4S0CSVFvvg43f9eXBMFNSJCVaj/pyJXrgcz4UJvARCT0GusgL0v5gTtAP4ybIGsp1LUDLs+w2WvovARZ9g+gIpNMJOwqUCi5FKnN9UgEZrptSajXYHgfQNdn0DAMwzBGHCsCMQcwYlgFHfUwNQbog2ATEl0ZkLgaOAfi8oF7ITEeGp6C/qd0aK92Q7R+CdvRh/LyfgN4I+X6nPgrg2w/Enjx6hXIQpQc2IvEnw+JvhokIgtRX8KH3T3tQUUh4X0ATfwZhmGMbawIZDRhAjBSmAWsmAaNlShsGkRibJOrmciH3hZghSZ5RC+G4sUScP3VsB1gj8ReVgywBBIXu3M8AFPSXTh4G9QGkECMgYFdQA8Sez3IybuWkLi7Cwm/HOQGdupeThraPVkz6HAyP3yJYRiGEWHs+/AlxrBhAjBSuABYB4rreu1UnPsWDUzxwUXpQIN69uXpJQMB5NzVqYF0RwDqApCd7trCzAHyobnaCb9bNTOYeUA1JM9EYi4/7Pk+VBkM+o3Oj4RhqbtoFSfuFzjd3Uv+h3zYhg/ZbxiGYUQeH/ZvvzGcDKsA/P3vf09xcTGTJk0iKiqKZ599dsj+5cuXExUVNeRx4YUXDllz+PBhVq9eTXJyMuPHj+fyyy+npaVlyJquri5KSkpISEggISGBkpIS9u/fP2TNO++8Q3FxMePHjyc5OZnrrruOI0eOnI6PfWp4E0VeJy5HzaC9Stom6KqRCGwAfDlyBL1OKiV+JMhS4RvARFcN3IEaRvtSgSy1ffEaNk9Dz2Rq6hzZkFhIqAI4B/ByJnp1DwCsBhYwtA1MODHuuRrrCG8YhjHWsCKQ0cSwCsCDBw/y1a9+lfvvv/+ka+bNm0dra+vg47e//e2Q/ddffz2bN29m48aNvPbaaxw4cID58+dz9OjRwTVLlixh586dlJeXU15ezs6dOykpKRncf/ToUS677DIOHjzIa6+9xsaNG/n1r3/NTTfddOo/9KliCzLlWr0Q6wYn5jLUGuYcoLUPgjXSZFsCUNfn8vsAfBKFk4Er86G1HuUSVgGvKGxMEOKKXDuYmUANtG4ApqkFDfWoxQvAvahIZDJqAROv9cTjZtKdAC8s3M8H/0Ng4tAwDOOzhzX5H00M659GUVERRUVFH7gmNjaWtLS0E+7r7u7m4Ycf5rHHHqOwUGHQxx9/nClTplBRUcGll15KXV0d5eXlbN26ldzcXAB+9atfkZeXx1tvvcV5553HCy+8wB//+Eeam5uZNGkSAPfccw/Lly/njjvuGJ0VQcW4xs0+mJ0E762CxgCQD75C2N4HcTHQ2wOsV4/AILC9Hi7xw8s18GQckA6f9wH9qhRuiANfvmYMUwWZhSqOiiqEgRpIzHG5gaACj5lI9GUiq3AaEoboeKrQpJByVAW8GbmCQaRMq9zaaHe+E4V77bdEwzCMzx7bPnyJMWyMuhzAyspKUlJS+NKXvsTKlSvZty+UNPrGG2/Q19fH3LlzB7dNmjSJGTNm8Ic//AGALVu2kJCQMCj+AC688EISEhKGrJkxY8ag+AO49NJLOXz4MG+88cbp/oifjNK75NpN9MH2gHrzFfqBOdC7FvgZzAB4BYqWS0MVAbOnKUJ7ZQ6QDj6fE5Lt0NACs2e6C2yWaOwHxgMDZUAOdAXk/tWVgs8T702oIKQFib9tyP1bhIThBvfecwtrUPJvHKF+gDlYrp9hGMZYYvKHLzGGjVElAIuKitiwYQO/+93vuOeee3j99df5i7/4Cw4f1kyytrY2xo0bR2Ji4pDjUlNTaWtrG1yTknJ8qXlKSsqQNampqUP2JyYmMm7cuME1J+Lw4cP09PQMeQwfNwPToNW5flS6jixuSsdEP2xZp6UvAjRBWRAmIrH4JkBQ7t6FwKwC4BxpuSAaL5eM3L7toDy+O3TdLdUQXQxBL/ycisK5VUjYBd36Ovf6bYb+oL+t+6GJUHHIB/0maGECwzCMzxZJQPtI34QRxqgSgIsXL+ayyy5jxowZFBcXU1ZWxn/913/x/PPPf+BxAwMDREVFDb4Pf/1p1hzLnXfeOVhYkpCQwJQpUz7KxzpFrEWCazVy0l4BOjUPONkvYRi1QkLw88DUDOAuKG3XdLa6AHwvCQaQcbcT4CnXWPou6NigiGwTLgUvF2bfBvTBJbnQv8vdwybgaRST9nr7ZaHQcCcSfqs5XsT1ufW9KDT8QdgsYMMwjM8WWcBtI30TRhijSgAey8SJEzn33HOpr1eOWVpaGkeOHKGrq2vIun379g06emlpabS3H/9bxrvvvjtkzbFOX1dXF319fcc5g+HccsstdHd3Dz6am5s/1ef7eBTDgnzISgJyAT9EJwG3qrULfoVt96MobCPAIpiYCm3A9/zwZB8QhFhgoA85czFAHPiWwqt1cgHPB6h2IhF4OQCJM1GVcD5qAVPpdkYjcbcWWIFCw2uRS+hVA2eiSSIeXg9BK/YwDMMYG6TA1JG+ByOcUS0A33vvPZqbm5k4cSIAF1xwATExMbz44ouDa1pbW9m9ezdf//rXAcjLy6O7u5tt20Ihxurqarq7u4es2b17N62trYNrXnjhBWJjY7ngggtOej+xsbHEx8cPeQwbEzNUqVvX7nRTk5v0UQGkqFF0dhEEW+DVPqAevpelY78BPAlMjIE8H2zvUcEIfpmJs1e5Qo9dsKNHDiFAfxWq6vW7noEVkJjqtnnTPkBh3RVAgJArWIOEodefphS4+AM+YM4H7DMMwzAim/7TPzHV+FgMqwA8cOAAO3fuZOfOnQA0Njayc+dO3nnnHQ4cOMCaNWvYsmULTU1NVFZWUlxcTHJyMgsWLAAgISGBa665hptuuomXXnqJHTt2cPXVV5OdnT1YFZyVlcW8efNYuXIlW7duZevWraxcuZL58+dz3nnnATB37ly+/OUvU1JSwo4dO3jppZdYs2YNK1euHJ0VwCCB1gRQpjS72RnA5Wju7yrN9p0BRKdDcgywD55sgtlAaQXQp2KOLU0QFw+9AaAODgAHkfM3ZTGwLWwWcI+7aBX0u21d1Ujo+VCl7z4UO94EXINcwiQk6HoJTfXwwtbeawhV+56LBOPJ+gcahmEYkU2YuWCMCoZVAG7fvp1Zs2Yxa9YsAG688UZmzZrF3//933PGGWdQW1vLt7/9bb70pS+xbNkyvvSlL7Flyxbi4kLjw+677z6uuOIKFi1aRH5+PmeddRalpaWcccYZg2s2bNhAdnY2c+fOZe7cucycOZPHHntscP8ZZ5zB888/z5lnnkl+fj6LFi3iiiuu4O677x6+L+PjkoErzgBogu3VEOVCqA33AmXw5AYJxYMAFRCV4URjFRCjAty4DDgbmOIaRA88Be+iKSATAIJqG0MVEnPVKHfjmrAbuVnrWIQmgfQp/5CHkePnQ0UeXp7gPEId4K/l+DYvXki48xN8MYZhGMbop921KTNGC1EDAwMDI30TkUpPTw8JCQnATznt3nayX+l6bcBAO4MCywcE64BUKE6CMjQKbqBS26KynDOIGyfn8gW5F2bfqIKRsvXAciTM7oWJt8kRrAWog0uy4OUm5PIVQtxM5yAuYHAiSFQGDKxD4eBo1IOm1N38HLc9G7mGhmEYxthjGRocMBo4BPyc7u7u0Rv5O82M6hxAI4yJKIR7JhCVqrYsAMFSNMotCUprYArwHaCwAGjX+lhgR52r8PVLNBbeKEex7A4oXu7GzPmAmzVtpLYKogBS4eVdEJ2h6xADvWUony8G/TAnwUATRK9wN9tPSPxdjNrDZHBy8TcdhYHjTrLfMAzDiHxGi/gzwARg5FBboxBt8Cm1cgHIA4VZqxXWpV0i8U9ARSfkFagopB0gCyoCiuoGO124twKiboPSMghWuh6DMSikm69oLUnAZpcDuM29L0L5fNHIBWwH9kL/A4RCxR6vMHQCyLEiLxqFib1JIYZhGIZhnG5MAEYKcTnwcj2wR25dfwts6VSoNspNPbmkCLbUwI4AJCfBllKYla59RcBsP5TWqZWMD419uxrIcoJuot+179sAA3XwHK7i2I/y+JahquNqJDx9wGaInobCvPtQHiDu/fSw1yA30Kv29Zp197t1oYkvhmEYxmeR6R++xBg2TABGCjOAxGnAIghugsx0YC10rIeBADT3wcvrgMkaETcBYA40A83VEnZTgLwsRWMfe0rvk1GT6Dw/tG7SaF9uBLJUDRysRiHcTuTi5aA+hKVItOW7JtFeE+h5ukdSCbWE8foyvkKoEjhc8O1hKFYNbBiG8dnj2H/rjZHEBGCksAU4B9RWpc9NVCsG4uEiPyTGQPIKva8IwhUASaq7yMtVHmCHO8+7AIvV4PlZd/4WgIUSg7S4/D93foIwsQhYClOyUBuYm5EI9EK765DKrEGCr5SQy+dV+Xp8UD/AaKwa2DAMwzBOLyYAI4UinJG2DZIXw3hQn7458GondK2HjlLUfPku+DVq9tyLev1Nw7mCfTrfAiDT74qXl8hB9FiVrvYw9AFZCj/vB6iD5lKY5Sc06i0TWYq5ELccOXvxnDis69n/TcdsD88LPHYMnM0FNgzDMIxTjQnASKEPhYGz8uFraHZvVgFMTEch02lwUTFExwNL5BYuR4W7tcCdASh1Y9q212nbRJwo3OYeAVUJP45rCh2vC58PBJvQRI8aTQvhZ+7GLnbrcqC3CaL87manuf1ezl8mIfv/WEfwRMUfXgNpmwtsGIZhGKcaE4CRQkUAdiPHruwOFK4FWgEqIC8fXm2X7rpkmvL7tgCPubFwLIHvx8OUGzUirqEmLBzcIGGZ51cxbhBnvGUotPxqDQrtFofd0DVIeD6MZv/WqMn0QBXK8/MhEecd1wDc6o4NnwGc7Z6PdfoaPuk3ZRiGYRjGh2CNoD8Fw9oIeqIfWqtV8TsDRVF7vabOTRoNtxNFUw8hEXcREogNALsge6aKPjqAdGTUNQENQfUAnIy6wGwBqIGpOdCItFk/wHogX8UoXd64ODRVpLkH5e4lIUcwbP9xxDHU9ZuMS2o0DMMwjGHAGkGbAxgpLAUuyYWBHoVvZ4AKMerVpHl7O/T3QQGhSWuvdkJDIGSyBYGtqGdgGfAWCicX+iQU9yLxlwxcmaPQLzVaw10optzgxJ/X2gVVGgNq8lkB3MuJc/e8cXC9x+xvP8FawzAMwzBOFyYAI4W716tqlw3STlt2QZwPfNOgvxNIhdkxsLkKqFTU9ZIkWOCH2mpInAkNd8mo3LIJ2KTztAAvoZDxflRschR4ptoN7sjQ+Dlu1rUHKUBOXo6r4agC/BC30O3LDFsbjVrDhDeDTg3bH+Oe533y78cwDMMwjI+MCcBIoWi5qnajV0G/S9TrDUCwDKhXuHd7KWTmw9QCdWHpBTYDK3LheiDzZhXixi0E+rT/1YBaxrQiR7ysSUW9V+a6SuNohYypR+HdGGAJqkDuBWqgt4XByt7eFp2bPYQKQHJRNUq4Axge8vUsy1cwDMMwDOP0YwIwUrgC+C5uJJvPPfxAkcTaqy3gK4aGPoWHp6KRcARh3Xp4DGm3NJzeyoGOIBT5YXO79p0PUKMK4mea4PMA/QoJAyQWues+gUReEnL24oFVumZUOqH8vhr3XA/sQqHeD+oBeO4n+moMwzAMw/h4mACMFCqBO9cDfuX0TZzpimlb4E2AIAQDUBgT6pxyPoAPopYrJJyMtNkEIHMaJPvk+l2ZqmN3rIe8hQoBz8pwod9q5wDGQFcQuXjnQlw6sBrZhT6gBhoDMOBNDHHXphC5f0moGiULhYfDe//loEIQ6xJvGIZhGMOBCcBIoR64cjlQ5tq/1ECwEzjLCbVpQLZcu7J7oXGt9NYsYOABuC8Arzap8CPPnTMGRW6f6UHCLtedCzgDVQonF0FvJZr/24SU6HJXgVyKnL1+JOpSUEsYb5RbFnIKM5HyXAA8jaqFw6uufFgVsGEYhmEMHyYAI4UmnNNXJwGXnQP4IDoJutohEaAAngOybwSuVV7ffuCiVVDsV7Vwc422NdwFrX0SeZnxDDp1ZwMvb5CQbEXu30UFkLgYorNQPl+NWr/4ipGwK0OlyfHIalzqbroG5fU9jBy/zUj8ZRESfJm4OXSGYRiGYQwTJgAjheXAbIAble93NsAu6K+BwlQ5doVJcCnSU8Ux0mJtqLVLaUCh3dk5rs/fzRoV9+q98B5OQFZDbRBYCmV1oX7NdUAX0L/JbahU65dgQMfQgBRqPHIF3wu78RRCDaMno5s6tu2LVwXswzAMwzCM048JwEjhKeAZ783bEnGJuXpb0adUvGrgmU16nYycvulACXCJXyJxe0A5gBeh0W2JN0LXU+rtNzEXMn1AEIqzoLke8PoIrgUWuotMRqpwOhJ3K5Dr5wm8ThRSzkHzgBchcZeFBGL4lI8G90hiaF6gYRiGYRinC5sE8ikY1kkgq/zwLNAaRHl3vShs2ycnLxaFbetagH7Iy1De4ETgANB4F1xys6aFfBGJwCbUKBo0aWQ/KhwZD7xBaKII7ZCcCh2V7rrFcgy7vJu71z0noRLiaDRb2COTUBFIHyee/VuMxCFIcbYj8WgYhmEYpxqbBGIOYKSQjgw3NqH8uUIkkmqht136qc6tLc6QGVcA1G6S4JvtxF8GcgGrUUg4yg/4oXUXBHfJOawISgxmguLJne7EPgZbtXTVo5N0AjeiIpS3kfMXQ6gRdCYSffGERsD5T/ABO935U/SZTPwZhmEYxmnDBGCkcAYSclOXEgqhViKB9SA8gssRfFg1Gc/UwTP1cNFCCbrtAZmUBcD3/eorCDBQr8gsM6FkJpS2ANHwTaC2D4iBWVlyDKNyUSGHl8OXi0RbHSQX6zjiUBsY7x73IjFXjQTidBTPPpZdyG404WcYhmEYp5sTDWw1RiNvoZBtI8AKZ7AtlouX4ZdAqwW4WePctmfJJHyshsHcuglISG4Egs49pFBOOFXw2BxkNfbpWlExMBBUJXAGajLNMohOBV+qawUD4IeOgJ7Z4J4rdM7BCSA+t81rDu0RjdrIxByz/VwkGA3DMAzDONWYAxgp9CP3jnrAp1y9dqCxTAKtGfgeUOSD0vXSXB3AxByYOg0K/YrmPgxcCJAK2YVqKdPYDuTDxBhpRV8MNFS7C2dAc7Xr1PIzoBr6+1RAwjLgGs0R5lbk4hWiXD6vGXQSsA64i1CM2hsJ530wcDZkGCb+DMMwDON0YQ5gpJAO+APADRDlg2cCwGSYtUL73wIOogKOuOVwGInEsnagEs5cDFcCW9HAjSKgrAaohqxVisz2AhVN6K9Fkuo5MoCYXNc6phjl6G0CLnfrmqD5DmAZ+GZCsI+h7Vwq0Mlz3Mn2ojnCx5KDRKOrQjYMwzAM47RhDmCksBH4Fz9Ex0vYXeQHcmBHQMKttwrqNskVzEAm3J1ByE4FcqXBzkYuYms9lFVDXA4QL9G4GajocQenA9Ogow+2PyDx58Od9GF3kiByBKcBtwGpEKxTRTJ9DHX59gHlbv2j7mIgMQkSkvXudRBrB2MYhmEYpxcTgJHCN1A7l35UzftqHZCt0O6fgMx8YKG0VAtABcz2SU/NypD+Oht4F8ibBjQpjLtgKWyvU7uYWfEa75sI0Ke5wqxSV5ZgHzAPuAGmpsIlSQy2oaEF5fAFXYeXHkLh3nO1nU40Cs4znZcg8QiQim7Q40RtYgzDMAzDOFWYAIwUZqMiju8DA+3IkmtXhNVz9i5C7VvmAUWFsB2ZaYcIVf1WAmnAJYthaoa01tQsOYSHkNvX1QOJMaFi3wyQgMvRNRuBl+vRxWOQK7iLoc6d1zrmbeDisNdezt8ThPIEvZBw+PGWnWAYhmEYpwsTgJFCOoy7qkc5fPggOwNIlVvXuwvWNcFrKDz8ZMBV9m7SKLg69/41JBAh1BC6AmjcpKrfQyiXMCtejmNtAOhxx7Sj8O0TQACpwskoLFwMUTMhbhpwB8e3cqlD4jETKc1st931FKTXvU5y77MJCUXDMAzDME41JgAjhdfgyDkNUBeEi+KdOIuBrk4gCzIzYOABuX7FfjcruBZa6wC/0u62IyfwVTTFoxLgKZi9UEKxsQ56+5RL2ApM8QM+eDUggccKJOBu1rlJRYUhwEAT9FZD5m0ojuyJudUop3AWcvj2uGMXEKr09bnXnnCsPXXfm2EYhmEYx2ECMFI4G3g+B6b6XI7fzTLUMpMgLwYa1gEF2vYccgJX+KHEtVfJctsqcSFdFL1NXqzQchDIyoLkGGAhbF+rNjLfi5EQHKgD1kP0YuA3yNHLRn39SpEb+Ao0eBW8c1COYA0Sg7VoGojHZrcfQlW/3nMKQ/FhGIZhGMapwxKtIoV/CKuSnT0TGiuhIUczehuqgBUy6NZVQVR+aDRxA3AJEnnluLYuaOSb1+D5KDLydqK+gA1A3VKFhF9HbqAUIvQHgYXKSdzutWzJhugYt8+HBGEdQ9u5hOf3JaEcwRZC4+G8bXB8CNnawhiGYUQ+XuP/0cD/GOkbGHGG1QH8/e9/T3FxMZMmTSIqKopnn312cF9fXx8/+clPyM7OZvz48UyaNIn//b//N3/+85+HnKOgoICoqKghj6uuumrImq6uLkpKSkhISCAhIYGSkhL2798/ZM0777xDcXEx48ePJzk5meuuu44jR46cro/+6cmbBkyDopnKycsrgotSJeZW5QMBWNcHyflwE3BbFTyLHMFvAJsD8BUk/KKBryFheAAJvdKKUA/nuoAWfRFoKFPPwLwcJOrKgBiFk3nQnSzf/UwXo2KQeo4XbfmoByBI6F2MHEFvAkh4I+jpn+abMgzDMEYlo0X8Afx/I30DI86wCsCDBw/y1a9+lfvvv/+4ff/93/9NTU0Nf/d3f0dNTQ2bNm3iv/7rv7j88suPW7ty5UpaW1sHHw899NCQ/UuWLGHnzp2Ul5dTXl7Ozp07KSkpGdx/9OhRLrvsMg4ePMhrr73Gxo0b+fWvf81NN9106j/0qSIfVfmWPQANTa4VTJ/2PQAavxYjV+/uCiBaXVbOBtYDt/iltc4GXi2Vxno5AJcCW4JwUaHE3xpc7p/7QU0sktibDrAQhXIDbvpHPnLvNiDRV4ryAm90N52CQsOrUch4WdgHegXYRsj1Cx8Rt+eTfUeGYRjGKMbSeUYTwxoCLioqoqio6IT7EhISePHFF4dsW7t2LXPmzOGdd97hC1/4wuD2s846i7S0tBOep66ujvLycrZu3Upubi4Av/rVr8jLy+Ott97ivPPO44UXXuCPf/wjzc3NTJo0CYB77rmH5cuXc8cddxAfH3/Cc48o1Sjs2rIKGvvk5MXGqH8f6H1tEIiGwsLQz1m5Oy4BhXt3AhQrF/BKvzq4ZPvkFNYBdzepwjgjCXYDXXfAlbfpXJnxCg+T5PRhDxKF9cA5kOxXRLcxQGiWbzS6mXJUauxRjNrAdCKB2A487falcHwY2DAMw4hsLJ1nNDGqi0C6u7uJiopiwoQJQ7Zv2LCB5ORkvvKVr7BmzRp6e0ONg7ds2UJCQsKg+AO48MILSUhI4A9/+MPgmhkzZgyKP4BLL72Uw4cP88Ybb5zeD/VJKUQi7WyAds3+PYzS6FrroLYKSnxQFCNd5Zlx30Gh4O1omkjdJjmJOwLSY9cj4fgY8F0k/uaj0HBXHWTfphzB7TjxB5ANrVUMVuvGrQKaoKMTGptQlbBX4duv+6UYNSi82D1KCRWBPMXQfxjSP803ZRiGYRjGhzBqi0AOHTrET3/6U5YsWTLEkVu6dClTp04lLS2N3bt3c8stt/Cf//mfg+5hW1sbKSnHVpFCSkoKbW1tg2tSU1OH7E9MTGTcuHGDa07E4cOHOXz48OD7np4TzbQ9TexEhRzJoFjuOjjfzQFuzAKaJAbPBq5FeYLVqF3MCr9enw2sWaio7Wt+CcCvAck+PT/Qp1Fuz7njbvHDvwObXaiZIEz1S3z6gN5sXWRCLvQmoUKOOEJ5fQDFkJgBXWvdPh+hEG+pe97H0CKRegzDMAzDOH2MSgewr6+Pq666ivfff59//dd/HbJv5cqVFBYWMmPGDK666iqeeeYZKioqqKkJ5ZBFRUUdd86BgYEh2z/KmmO58847BwtLEhISmDJlyif5eJ+MQ0gATgDwwewVULpeYdpL3LaXO2WkVSLBmAqs8cO6Cpl1892+u1GBR0dAQvEKdB5+ptcHUB7gnQHlG9IJbAL26j76A+6mXoFLcqG5HaIy3LZe1Ch6DgoDl0JXNSryKEQ3mILCvpPDPuDTYa97GcW/mxiGYRhGxDPqBGBfXx+LFi2isbGRF1988UPz8XJycoiJiaG+Xq5RWloa7e3tx6179913B12/tLS045y+rq4u+vr6jnMGw7nlllvo7u4efDQ3N3/cj/fJudo9Nq+HKPed5C3XWDYvNLsgCSqCiqB+EYnAGCC5EB5CxtseYBVuusetEnvPA80tOsfZSATOAM3rbUdKMgMmZjkBmgO9NcB0l1MYhDNwM4STUEHKNkIVX+XAe0jY5epcrCU0Ag6Orw6LJ9RM2jAMwzCMU8moEoCe+Kuvr6eiooJzzjnnQ49588036evrY+JEVUPk5eXR3d3Ntm3bBtdUV1fT3d3N17/+9cE1u3fvprW1dXDNCy+8QGxsLBdccMFJrxUbG0t8fPyQx7BxNa71ShEMVGtkWx/AvdJTyalu/JsvZJ5lA3fqENagFLzJSPxNACbGQGkQWgMoDFuskO99qGk0TwBBDfEgC1rvgLoyiCuG6ByNfutqgbgM6O+BLi/5EJTn57V98SElmoWqfbchF9DL9ZvD0OqwZehDdWIYhmEYxqknamBgYGC4LnbgwAEaGmRXzZo1i3vvvZdLLrmEpKQkJk2axHe+8x1qamp47rnnhjhxSUlJjBs3jj/96U9s2LCB//W//hfJycn88Y9/5KabbsLn8/H6669zxhlnAKo2/vOf/zzYHuav/uqvOPfccyktlTg5evQo559/PqmpqfziF7+gs7OT5cuXc8UVV7B27dqP/Hl6enpISEgAfkqo8/JpYoVfom0nUNEHxTFq0BwHvFwF+NSrrw24CrizFJKLVfAxAYnDycDdNRDIkQjc7s7dAjT2wOx4nf/zaH/QXac0AJf44WVcH88W5NA1ABngS5IY7e9jaP5fNVAOUX6JVnxI/GUgZzGIRF7Q3Vw0Kh7JdK+tHYxhGIZxOjgE/Jzu7u7R2fljGBhWAVhZWckll1xy3PZly5Zx++23M3Xq1BMe9/LLL1NQUEBzczNXX301u3fv5sCBA0yZMoXLLrsMv99PUlIoXNjZ2cl1113Hb37zGwAuv/xy7r///iHVxO+88w5//dd/ze9+9zt8Ph9Llizh7rvvJjY29iN/nmEVgC/5Fa79NjLSxiOhloF00ss18FCOejPv6FHLlmko7a4SibzFSPQ9U492VsLEAmhtR4JsmkbNNQJTgcZOYC18zw9PBoBrgCAkT9M9dTyAhOBSN9CjB6LjVTU8gLvwK6hfYBWwiFCxxx63LRxr/2IYhmEMByYAh1UAftYYVgH4S7+efwr0umrd3gAU+qXdZgBfdftvAF5Fbt4v0d/zvwnAf/glELeiPL8KFIXd0gNF8YravoXcvzPc8Q0BwC/zLghqFpjlBF8lcutKgQL3+meo5Qtu+zIkBONRLmEFYSc7CXOQU2gYhmEYpwMTgFZqGSmcjeokDgDZMRALvOdXbUUsCv3uB+iD2hi9noLE3jPA8364rB2oge8X6e/+DDTr95J4dV45hESfl3r5NQA/HETh5kyg4WngVlcE0u4cxCLgUULuXikSccuQ6FsuR7EJGKhx+6pQcuLTyBmsY7Cv4KD4i3PHDzYgNAzDMAzjFDCqikCMD+BHqKHz+UgnvYX68YEaQmegVi6+GInCJuBCJOquBi7rg++lwiVFOkc5En+HkUHX0BPKCdyPXMUW4Fu4XxMC0NDixsRVALkQvVjrEzMg2g+JN6IKYFAuYAVq8vyUwsoDfSjnrw45grtQO5inkSj0BKQ3C7gXE3+GYRiGceoxARgprHGPHQEgoJ5+/cAOJP4eQcIu2CdnLwY1jc4E0oC/i5HQ2wrchMThQXfsFYAvHpYD9wMddXL4dgKvuesX+4F4aK5DDl2T+gG+ixzD/k7oqkGibwFSkAvdznSgHpK9ApG3UQuYPWiOMAwWlIDbHt4CxuZHGoZhGMapxARgpNCEJnys8IPPLyG3AGA9lFYCQWeWPar0uvHaxG4UAv5HVA1cgCKvB9CM4NoyOYpBYAs6xw1Zqiju7VPot9mNjeM+yM6SCxiVodm/XrofSUAm+AqRu5eBev3Ngah8bevwGkiDKlkg1OplLxKNmcdsB5sfaRiGYRinFhOAkcKZqMDjWSAYUEj1VVCZbwFk+dTnz7dCYds8d9zmAPwcFX9ciIRhA3L3dgNXFqlqNxmYiMy3Xne97BjptEv8bgSdH2rXQ7MTZB3I8GuoQPFin7q5JGcg0XaNLjwQICTiVqMQ7za3HyT6OpGl6Y2dC8ccQMMwDMM4lVgRSKRQiLRRDHClK8woq4S8AoVh56EcvmAA/tkvoVcaUAuXbwP97bAgVaIxBukxH2rVVwA8BpTWAT1wUa7cwDigthQSi6EriNRegWYHd1TqJL1FEFco0UgLNKQqD5EmVOixwF2oU85l8CmkKoOEWr6E5/mdSOyZA2gYhmEYpxJzACOFZ4Cr+hS6fQaFc1cVKNLasEvTO16t0+zfQ2jc21Q/PIncwKhUhY2LkVjsD4SirV6u4KosKMlVrmH/vZrskVes8HGcD/WJQc5fXgG6eI1+jcgDstIhOkYilE5U2BF06+oh2I7EXgPKA9xFaB5wIRo9txfFus31MwzDMIzThQnASOGrwKwYtYOZBTxZJ5OtCfj+TGAXfD8L/gR8ByjDtXN5Ci5DYdgrkIn3GMC1sGOTIreHgO8CD6D3V+MqenMkOP8G6K1AYdtHgWrY0glkQVaOHMQtfbqX/mok5nyohcs0d0wGEnf9hNq9vO22pbgbewIJwgdP2ddmGIZhGMbxmACMFKYAO4Kq6J0A0Knef1v64JFqmDVT7Vs2ozYwoJDw9xfLcHvIL4G3GGkyUmHWQhgo0/zfOyshCrmEZyOXcIEPatul3TIL4fuFCj9H5cLEJKBFom9zJUyJgWAlkIti1VnIGqxEIq8cyHEPUP7fdGRJ5rptc9zaBVjY1zAMwzBOHyYAI4UJMO69PrV6KQC+ly+hlhiDS8CTMPw+KhSJA+5BrV0OAo+jjisbUIHHFFTwkVckrXZDgSKvk5F+q0dicEqq+v+9B6xHzxOA1juAGAi2QFaBa0JdoHP5CoBspEZrUUNovztptrtIjLuBGpSIeC6hBtCbj/nw0zEMwzAM49RhAjBSiIYjP4lX8+dngSdbVNBxCMgulKh7zD3mo4rfOlQBPAEJxw5gnduXjtrApCGnsBwJvyak0bb3KWTc3APZ6XIBB3bBy3XQ1QNTbkMh3nSoCwxqUOpx5l0TIbcvCbiDUNVJMZoWgtu2D4WDT0QcEoqGYRhGZBP34UuMYcMEYKTQAJQQmtWbl67tmSitrg05g/3AY53wgzK1dUl269f2SDyuQ1HZLZ1a24RE5CH3Oga1iPleDLwIxMVL/J0BxM1EFl+/xs+xKayO3F2vfxNSkr3Af7t9tTD1NlQYEtRa2sM+WDY6UXiION9t85SlYRiGEdnYv+ejCROAkUILEnK5qAfglj6JvxnI/WsMyum7AYhOUn+/f2iRSZeG5v3+M/r5uwrwJanVy44+GKiGL7rrRANdnfDkU+oP2Fuq9jBZSPRlovy/hh6gVqKPW4HJrqo427WBKSSUx5cFjQHk9r2NGkWvIlSG7ANmonBwk9tWjxQqhCqFDcMwDMM4FZgAjBT6UE7eSyh0OzFG9RIHUC7gGp+cvVrkFM6CQQG1EVX29qNi27OBYBVcBPAzmJoLFbugolOC8edJcMNiFYJQA2TBY5Vy7xv6oDUAyfHAMucAdkL2THg1CEyTmxgNGjniNTC8FXzTUKuXWuA3aBwcKPevxb32RsB5PQJBH9QwDMMwjFOFCcBIYSrSSNNRzt5s1Ox5N3LmHkYFH0dRbmAFcEeGjruWUOEHSI9NzFeOYJxfff6YCXFJagdzEHViacHNAAYogMY+Cc/v+ZVPuCBDzt5FqRKX0T4gAANAf5U7STTEpQJBZwg+gap9s5DIuxhV/Wa468QTiitbvohhGIZhnA5MAEYKGah440yAIJS2QEcVND4FFVXq/ZeIUuqmoTDvbcAPUQj4p6gFzPeReItGYm8GsDQAl6Acwjt7FEoOVkPpLjmC3CVX0Rcj968coFLPUX549SmJySkgh68FbVgCxEBvGfC0GycHcvxeca+DyBHchgRfDXINs1G82gsTe1iDaMMwDMP4tEQNDAwMjPRNRCo9PT0kJCQgdXXm6b1YsV85gHVIAxWgdLndSBz2I+HWBFyKxFg08BrSUNHAfX2QHKNxvM+iopAMZMDtQcUjs5IkNA8Bj/TBDTG6bhPwcqe7gT5UrFELcfnQ2wlTkqA5ABP90NqO3L95aBxcP3AzEneegHs67MNd6875sNv/cXsAxmHJxYZhGMZH5xDwc7q7u4mPjx/pmxkRzAGMFGag3L2DSNA9hqp1u/pCQu7VgNb+Grl8zyBhtx85g38Xo9YuscCOGgnBiYQKTC5KkojciDTbPTEy5x4pc/o2CQm/AuUAXpIPvfXALl1vqh9aq2BqKqrizQIKYerNQABN/KhGQvAa98GuQWJxG2oP4xV8hI+p/rCR1Sb+DMMwDOPjYAIwUkhA2ijYAi8HgT45fRNjoGOT9NajfliBhOJrwA7UvuUbqO3eM8C6ShXi/jxH4q4feKBKx7wKvBxQ0+jZwE1ARQskFkGZV7DxnnTd+cDLAOlQVABfQZXI2fnQ2OnW9gNBaNwEyX73Ph21g9mB8v82I+FX626ywR2bH/bh+zEMwzAM49RhAjBSyAY+D1ySDlN9Gr3WhHPmamWsLetUgcgM92At/B0Sd3+H3L87CuTwvQU8Uy/BuCpfFca0AH64G4nFOIBHoeteWBCv6GxWOtRVQYUL02b71IMwG6Dajfl9zx28DoWMa6GjDgm/GhTurUNiL4iE32RUHAJyGb1QsbWAMQzDMIxTjQnASOFx1Jj5i0Cja+r8FqrCLfK7aWlrVf27H5lmvtV6X45CtBlIc53j3k+dpuKRBwLQ2A48rdzBQqTPMoGS22DijbC5TFqtbh2D4iwOqC2FHe1yDylwovEJ1LAwCPQ69y8I7AKWge9GFE72oQTEJSjM2+MuXhP2wfdi1cCGYRiGcWoxARgptCABdxDwxcu56wVYpHYwBwD8qrT9ChJva9xzEPh3t+YbqO1LPwoPU6XcvYtSgULpttt2SZt9A+UavgusKkIO3l64JEctX9KBxGIgRvfmNYsmU+clhUFXb2oOavuyztV4pLp9T7hHOmoBU4HEYCchF9By/AzDMAzjVGICMFJYg6Z8HEL9/vbjOqRkySBb2yRR2Nyj918BHkAh2RjgMAoLtwH/ggTlXmBKvhzFDODKmVpLhoTc2jJd+7vIYcxMAlbDy9XaXheALjRVpOIOFZx09EHhUuBcJNw6ta1xEwrt9iNxGM3Q+b8+QlNA+lFRSBDlBxqGYRiGcSqxNjCfgmFtA7PKH2rH0od6/aWh/L7HkWZq7lPl7rMo368Fve5FIi4NVQ7j1ne41wfQuQuRK+i1kDkbGXI7geZdkDxTjaYLkJCsd2trUTVxNNBYB9lZUNuC2rpcjOLJS1FOYDFy/Oah2PS5SAgWuhve82m/KcMwDMP4EKwNjDmAkcIDldJH45Gb1wKsRS7fGjTqLTsG7gT+Fo2FawMaqxWanYGKP85HQjAaFdqm4Zo9A48EJeT8SFR63VfmAxNnSvhdiAThlgB0VCj/r79GoefGTYDPFYKco9e8AlGrgEdR35kqd1KvEfRijhd/nuvn48NbwBiGYRiG8XExARgpPF8goZeBWrTMQKN2M4AfroXnkFC7AWmmGUhTLciVvnoN5fK1oXDu5iC8CWyulKBMBkp8cgVLkGnX5q71QLWO3QmUBVyk1o9izakwMUe/TBEDeRkQBXAXgw2dBwCWQVwMcvuuRaoUpFSrkWD0ij186KaDwEyGTv+wSSCGYRiG8WkxARgptKFQ7WEUlt3qtl8EMAfOQ8JsAjLSfg682iIBVwE82SN371y37pc+iboNBQr17kDu4AM92l/i1vmB7FzoD+hayX65hllAYq5mDbducubdPN3jBIBbkYhbpPvMjIdelzvIg0A7Uqq1KEZdRUgU7nI37RE8yWvDMAzDMD4JFl+LFPqRUKtELl3zJji00PVNztWaje7xDRQG7k+XjsoEYuMl4Ly8v7uBC9z68cAdwHpgQzwsrYMrstQIuhDX7uVWeGQdsEI9/4JAVwC6FukCA9XATGiN0X32x0DvLlRV8rS7zxtQ+5dpyPUr1L7BgpEs1AomFSnKc1FPQcMwDMMwTiXmAEYKCahQ42zk6hUthLr1CtV6oeErUIXwbCTQXkd5e+WoQjgT6an7KtR1pRr1YD6KwsVNyJy7JUvFI2uAP6Eef1fGQPIKIBBayzzIyoLZM2FKLnCXKn770Xxg9qFEQ6/PX5PbFkCh3E4kAr3Xe5Hw8/ID38aVJYdhIWDDMAzD+LSYAIwU/uSe64ISYGlA0XKFdQ8i7XQ9Cr9OR2Kxok9iMAPppjYUKr6nUG1eZgCsU25fIRKL81AByKtNitIeQg7g/0UhYvxK1+tvAl+udN3n3XWZA7NjXEF0Pcr1exq5ezlIzM1xj1pkZ/Yg0ZeE7MqkYz54O+on6GEhYMMwDOPT8vmRvoERxwRghJCwpo2U//0OrPFJT6UhQy0TuXkHgH9AodY2pLWKY1T8sSWg/f+MxOABJPoygQUrVNn7JCoE2YGE5EMZchsL3DE/wI1/q5ZjSIbuoRaJzNoeIAm2V0EjqHjjQSQCdyEBmIFufhturhxy/ha4xxz3fh4K/+LW7/uU355hGIZhhHNsdGnsMawC8Pe//z3FxcVMmjSJqKgonn322SH7BwYGuP3225k0aRI+n4+CggLefPPNIWsOHz7M6tWrSU5OZvz48Vx++eW0tLQMWdPV1UVJSQkJCQkkJCRQUlLC/v37h6x55513KC4uZvz48SQnJ3Pddddx5MiR0/GxTwndd6ex7++/ILdvGmr3Eo1CwLe1y0zLRhHXSiTmYpG4S/ZLezX36fgONBt4Agr1Voa9zkP5gb9C00PeRWPndgJRrlnzdIBN6hk4EQlPb+ZvVL5rUO1DFSRlQA5kpkKhD9iAxF0REoBZSCz2IxsSpGLHZl8mwzAMYziwCVPDKgAPHjzIV7/6Ve6///4T7r/rrru49957uf/++3n99ddJS0vjW9/6Fr29oT+o66+/ns2bN7Nx40Zee+01Dhw4wPz58zl69OjgmiVLlrBz507Ky8spLy9n586dlJSUDO4/evQol112GQcPHuS1115j48aN/PrXv+amm246fR/+03IlcvqiUcQ0gNw5gO+nKjK6H4m7l932PFTYUYSqhl+Kgd1AK/A3SESejRsj516fiZy9/cghrwhI5OWhdi4XLZZYvGGhNN4E3M2kQtwKGHhK4egoUBg4C7JmStNVVCJ3723UJuZRFCLe4J6rkAvYh2smaBiGYRinAROAIzYJJCoqis2bN3PFFVcAcv8mTZrE9ddfz09+8hNAbl9qair/9E//xA9+8AO6u7v5/Oc/z2OPPcbixYsB+POf/8yUKVP47W9/y6WXXkpdXR1f/vKX2bp1K7m5qo7dunUreXl57Nmzh/POO4+ysjLmz59Pc3MzkyZNAmDjxo0sX76cffv2feSu4MM6CQQ/vIT6/U1HYV5/NXwvV2KtBRVt/DMScC+iqt8LkZ7yjNSvIHfwb4GV7nzXovS7fuAqNLBjRxkUFUnD7cdVD9dAYY7S8ppQTmA0yhPcDfTWAXFwUTq8GnAXLAQ6Ia4YeluAzZC8GjoqkYIsB65xN/C2O2H/KfrODMMwDONE2CSQUZMD2NjYSFtbG3Pnzh3cFhsby8UXX8wf/vAHAN544w36+vqGrJk0aRIzZswYXLNlyxYSEhIGxR/AhRdeSEJCwpA1M2bMGBR/AJdeeimHDx/mjTfeOK2f8xOzAYm+7cAP+sC/AUpyJfZ2ozy8Z3GFGmhEWyFyDfejJtFpqI/gUaD/ATl/zZ3wCNJc/ShtrwNYXaSmz99F7l8csCBH58p1565z594C9AZROPcVeLUeTf24BsWkp7tfttIBH3QEgMkQl+v2n0XIzkx1xy7SGsMwDMMwTjmjRgC2tbUBkJqaOmR7amrq4L62tjbGjRtHYmLiB65JSUnhWFJSUoasOfY6iYmJjBs3bnDNiTh8+DA9PT1DHsNGE/qFZQJwiaumfSwAjyERdgi1emlGY+Ean4Ivhm1vc49KlLt3wyodn5cEP0b5gltcha0nFu/xwy+Q0MsENlfD9grdyx4kFHfUqRl0lE+hYrJR0UYSEnOdgE/H5+FuxvX/612Pwr6bUDXwuSh+vFb72Yu1qjQMwzCMU8+oEYAeUVFRQ94PDAwct+1Yjl1zovWfZM2x3HnnnYOFJQkJCUyZMuUD7+uUchsSXqUBCbQV0yTQOnpUtRuNhGAWygFcsBj+A4m3l1Ao+B9RtHodcF8NBPxyDiuBt4D/8MlNnIDCzE8C/Z0K+e5YD7NygUyoqHIR73aYmCUhOAFo7YPCmRCd7266AsWQXV+/ZFDzwQr3gTz2olDwzLBt2UhE5mIYhmEYxqll1AjAtLQ0gOMcuH379g26dWlpaRw5coSurq4PXNPe3n7c+d99990ha469TldXF319fcc5g+HccsstdHd3Dz6am5s/5qf8FPiQ6LrFrwkdb6E8vpJ4tXqZgNy+/W7fFWjCx0WEwsBNqML3IeCOnNCs3zQkKkuBHyEx+Z16dWYhTmtWLYcdnUAGFOarKGVKqq6b7M5PJ7yBxsbRh9q9VABLoSGg89OACj2e0npWowkhQaRWQWHhWre/iaF9AA3DMIzIIe7DlxgjwqgRgFOnTiUtLY0XX3xxcNuRI0d45ZVX+PrXvw7ABRdcQExMzJA1ra2t7N69e3BNXl4e3d3dbNu2bXBNdXU13d3dQ9bs3r2b1tbWwTUvvPACsbGxXHDBBSe9x9jYWOLj44c8ho1yVKV7pxNO6SiaGo0cv6B7PR2FgP8Wib8JSEs9B8zuhx1r1ejZ65xTizTaa8AlqDl0OhA9TTmCha6x8wOuqGMiUFGnXMTzkXjsAAbuUKuXAoBMmBWDFGSRjpvqdyHiIqRm96DEwHYkCm8mFO5NItQSZi/WB9AwDCNSsWrb0cqwJlgdOHCAhoaGwfeNjY3s3LmTpKQkvvCFL3D99dfzs5/9jGnTpjFt2jR+9rOfcdZZZ7FkyRIAEhISuOaaa7jppps455xzSEpKYs2aNWRnZ1NYKMGQlZXFvHnzWLlyJQ899BAAf/VXf8X8+fM577zzAJg7dy5f/vKXKSkp4Re/+AWdnZ2sWbOGlStXjt5qoH8A/gnUUPk9eDdJvf3WroeS5XL9soAu5AQGUVFHCxKClcCeaLhhtXr6XYDcunQ0OzgNFYNUIvfwHuBvqlE/viw5jy2o4OPKLBWTtCDB+HINRN+mqO2rQOJS2HEvygGMBjqhrVD3xVpCTZ5B+X+F4PNBcI9eU+9uDLd2GlKphmEYRmQRh4nA0cmwtoGprKzkkksuOW77smXLWL9+PQMDAwQCAR566CG6urrIzc3ll7/8JTNmzBhce+jQIX784x/zxBNPEAwG+eY3v8m//uu/DsnH6+zs5LrrruM3v/kNAJdffjn3338/EyZMGFzzzjvv8Nd//df87ne/w+fzsWTJEu6++25iY2M/8ucZ1jYwN/hVoftDFHL9aQvMSlfo1avgvRaZaV4Xla0o9+9qYDNy4NLRVI9k5A5OA8rq3QsU2n0GeB7YiJy+8aiAo8Kdr4NQ3l8ZQClMKYbmAOT5YUs9ZE+DWtcWJjsdajfAlKXQXIEKP+YhW9PjYkJj4GpQS5iPSgrmEhqGYRgfHWsDM2J9AD8LDKsAnOrX39elaIJNJQrRFqCQ7jnItfs2qsotQALQj+YIn+2O2RyAFX4ZbY8S6gtYgRo/j0eR2xXAZcgl/AlqK5Pvzj3PnasOIAirfQohdxAaNdeGzL/mAFAMvhwIeuXEdUjg+QiNiQui8PAGredRlEeYilTtybC+gYZhGMbHZQZw5ZgWgKMmB9D4EO5Gou3uKom5DDTRIxppzxJUwPEQ0FiqdjDl/aqhuC0g0ZYBTPRLg121HspqJOiqkag8gMLFvUgYPg8sd9dvQyHmxnvhgVKl8FEGs30Sg7Vu7at1mifcWgbN7ejCcW5iSBZExaBq3yQUQ56MqoQLkAi8GLgPicJp7qLzPuCLMfFnGIZhfFyCI30DI445gJ+CYXUAX/Lr+Rk0p7cfibcLkMOXhoTYVcgNBOmnDiTWHnsA9v4lTI6FXyLHbj4SiKB5wqQqTPwjFP69HrWM2dID34uHJ3vg++43pf3uMQEZdB2oDQxV4CuQW3k20BsA/Aoh70E5ivQgkTfdbbwWFYPUun37kDuY6baZy2cYhmGcSiwEbA5ghPC5rxx01bhBjXBLRo7bBGBHvYyzv0Uunw+NftuDXL3zgZ+vgt2xQE9onnATagp9PkCqIq/5qIH0N1AfwPlAIB6eLIPseDWefsQdXwtsrpeTngxkxgAFECzT3OB0UIuXdnidkDDlPve8F6L8yH6ciZSklwcYdBeYjIk/wzAM49TiG+kbGHFMAEYI7z8/HtIGAJ9E37eQQTYLWDNtsNcyDUjYvY7E4DzU3Pn/uv3fi5czt8etnQJcVq19qajrymEU8j0M3FYpF/D7RRKT/e6YurtcW5fNiuTWBrS9CJhYBLS43oANag/T765HPVKaOVo8ENA2H8Ayd2M+5A5ejE0DMQzDME49fSN9AyOO/c8aKUwAHo9S+NarzN3t9k1BhbXTCc0L/ick2C7uAeKVI7jHrdmIikMOI5G4Oldi7fPIVXwMFYKcCbyaKaGJO/Ycd35WyPWLullj5K70S3h64+feTdc9kqRQdJM7R38FCvHmIKHn05ogSIEucs8tqHQ5H7URCK8YNgzDMIxPg0WWTABGChOA81C+XzkSWecgcZWM2rOkoakdV6K/2+OBwnj4LgrpdiCxdj7qK/gtd+7HkSs4w51jitt2PkAnvOz15KuE7AKgGu7IVR7hQAuQrt6CDQE46ocdfRAXAw1NQB3UZ0hoNgRQyxa/tuNDyq8UCb9eNAM4m1DuX9Wn/eYMwzCMESO8D+DFhMJVxkhjIeBI4W7gX1ARxQHgGqChRZXBj3WG+vot65PQawO+j8TfHlQgsha4sA5uR6l5APm7VFjyU/Sz+Td9EoOZ7pgFM4E6nX9KgZpEr86VOdcHcBZU1Ci8G+eHHU9J/CWDVN82aHhKDuBEP1Dg9j2N8v38EHUj8ARy/uLccaAm1NNPwZdnGIZhjAzhuXbHj2k1Rg5zACOFa4HZh1XFW4jEWVW6CwPXw+5caAT+I0brG1AvvwPol690FAben6Wfx0eAiiZIngnPolqLg8DPYxQa7kBu4nNAVJZMuZc3QMdS/a2JQeuSk4Ak+BpqCp29GGrLoLeWwbYu2QW6n9YeIAs6mtyH+hkwHQbO0XbqUWi41O1PQuo1H3MCDcMwIpHwUOveEbsL43isDcynYFjbwET7Vf27Exlkk5Emmgy8h5o+r0GCbwIK54Lm/x6K5nMJB3l//XjoBv7ZPZrcelBo+FvAi0j4XdUHN8RIPK5ya59EuYIHkTE3AbhvPeQtD52rN6B77cdFeAPAHIgqgoE6ZBtmoEbPy9DCdWgWcBnQiYTfNmRDFqIRKIZhGIZxqrA2MBYCjhSyUPh1PBJ37cj9i0Pu3k+R4ZaKeir/I8oF3B4Nt8P7fzsefuqqnoJ1OvZM5PB54d4X3bX+BVjhwrj/F/UD/I67h4uQKfdIUGKULInC1oC0XKFflcDUqR0MwJQiCcbkLJgyE4V2c1Cen5cHWOZeNyDxB+oJaM6fYRiGYZxqTABGCo8j167Iva5A7lwTEn1+NAWkGgm261FFbwWh8XBvR8kpfD5L4q4XNZLeDqx215kKvAusd8f+HCf07tU6f5nuI9PnpoGkQl0VMEfi9Cgugvs0UKe8wOY+qKuDjnporocoUFg3CIlefsg2pCDPBW5123zIEcz/NN+cYRiGMSqwnO7RhAnASKEJKKuQQVaIijy+hyp1n0dFHb3OLbsdRVknoD6A01BD57ujQ9XCzwB3r1MfwXRUIPIwyv2bhtrIXICKPXrXwq9vlNM3sUjC8PtAa4sutCAfEoskTg8hp9DnB1ZAbylcEqN1idN08oFSOZdUQVfA3eQc9+hE84BvdTe2F3MBDcMwPgt80Fz34cZKIEwAnlJO41+oGQPwd4UK1+4E7kQh3LVI0DUDj+ZLM53fL5fOy9P7CRKQa/sk0FYgB/DRFcr3S0f5g73I1StrUapeHGr2XLRaLV++QqjVzG19MDVdYq8cicXHgC0BHZsJZMYDPl072uc6AbQDF7u+f8VACvhyJSDZ5m7icveh61GeoGEYhhH5ZI30DYRhfQBNAJ5SPuwv1Lmf/NQPRKl13j8CrcB/opBsf49yAn1ueyZQEQ2bd8nNa0JFHHXAmhjlEdaisXFno1zA7e4a96BZwqvS4S0k7Ka7bXvQtjOAvwGKY5RrOBk5kn8C6ITVfmioCfUspAoa2/XV9G8CYiAqHvq9Yo98CK6HLjdHmHnAf7uL70PFIsVhX0QShmEYRiSSM9I3YIRhAvCUkvIh+9/+5Ke+4TDn/vse5fU1IOE1H2ATrO3U4IyJwKtI9P3LTO3fihzDz6OikGdQO5gfIMPyQuT+fW0A5g/oPIeAR/qUOzgBCckMVCl8FIWNDyDnMNvdT+NamJUkR3JqjlrEDJQBfkhO1S9+ExfqfgfqdPG4DJTA6OX4LUHCb4f7gKAG0ZVhX0Rn2D7DMAwjcrBf4EcTJgBPKTGn79Rtsbz9u+kSc3egatzHgVXLoShJLuBOlBf4DVTEsR25cx0oV/AoyuObjxpEP+vOXQvcHgV3Rmn9BCArRpXF5cD9SEjuRQ7iDnS9x5F+Ox+4Y7UmgFAvsViKqn8JQEcA6mpUKZy5Aom4IPTWAw9C9DR3oScIjYircDf3NKEu8iCxeOwQb/tHxTAMY/QzmnIADROAp5S403fqC/qkiRpQHt7PUZj1ASTKgkiI3Y3cuW8ih64eeB21eNmMzrEfRVrT3Pu33DmyUXHJdBQyXoUcwbPd+ia3fqK73lWo8ng3cFs7zIoBzoGXO3Wu5iZUngzMzgGugYa7IDofeBB807Q/DqDGfVDPRV2C1OiCsG0+FCY+9h+Rzo/6LRqGYRgjRv1I34ARhgnAU8qek2z/sNDwR6AqRuLsSiTOtiAhR6cbs4Ycu8nIwctD/ZOLkCt4EarcXYcKQK5A+gpksFUAfxOQtop26x9ol0j8FXIAz0TCrxDpsH8HGt3ouYmpEp0XJUGU58g9CpcAeX7Y3gl56RB3c0gnBzcBZc7g88LATUg9noOqSTYDM70DUKXwsZgDaBiGMfqxwovRhAnAYWHfpz/F/cAjAYm3PLdtO8q7awL+Iaiw7/fd2jOBHyGxWImEXSXSVd9ukXvXhEK5/xe5hc/74ZoaVfxeBdySKtH5I3e9NDTy7VkkICcCd8So+GS22/5qp65d63oAViIXMTNJojUZzTPGzQWmEPrvBYKaIMLlKK7cgoaGLyIUDo5D8erMY74ccwCNzyrHpjsYRiTTN9I3YIRhAvCUkn36Tj0DVdimI4H1ECqO/REa0VbiY9zsHom3s5Erdwh4D8at71Gxx5lAIvBwutY9gxz5IHBbi6p7V+Ro7Uakz5YDtyDX7zIUSr4aCbtWpOPykJhsB/KSIBhksFDjTLeu4SkVgjS2SzhS7w54xV1kOvSvRf9A3EtoFFx4uLcXxaKDH+ELsx5PxmcBE4DGZ4mxOXJttGIC8JTS9BHWfMJw8JXAtcjlK0f65nx3yQ3AAThSGQ93Vkugef39psORq+PdmLZ+GWuvuXPtRoXJPwZ+ma7q4EuAwgE5da+hqPZ3yiQo49yjDemwPCRCZwO1wVBYeY0PaNdc4POB/iBkL4a6HohLhdangCc0Go4qmJrk8gE7gfvcSS5G4q+eUNjXh0LCH2WguIUajM8CndgvM8Znh9qRvgEjDBOAp5SP8ttN+G/0HyN3bQWq8n25STl+tyPB1UGosvdMYEUuZEBCZptCxAeQkRYNNETr/SNVEpHXI6FXCTzirnM20BAl9283EoElRfq5fdXtP+SOqQM2d6po5Ab3ub6CJopMnAaJfjWGTvS5MHC8jvctVrh3P0AcNLr7YA4q/khFDmA2cv282cAnywG08ULGZ5mZH77EMAzjY2IC8JTyUZypzpO8/hB+4Z6zMyScKpAofACJua+45zeASui+P03O3LdRW5YLURPpm4C/y5eD9xzSVJmob19G2LWeQddJR4JzBTAFCcgrkCDc/gB8L0mh4wy37xUUrm7t05i3qX7l/HUFoSGgcPCVaNxcfyVwI9CiSSbkoFYwne6E2cDNx3wR2zheOJ+o+OYUFN4Yxqig5sOXGEZEYAV7owkTgMOG51L1fuCqk/KQe25BwuxBJLQ2IDG4AQm5a5EQOxM+l3qQc47ulYB7Bs6p2Ksw737U/Pl84D0UcV2BijwqURj4PDTe7UykxZ4BHmnXthbUR5DlOncRcgd3opYzHaCeiPN0DYJQ6ANyVF1ch9NsWcpJ5GH34dqRA/g0aiTYCdzF0AkqhXy0RtCnoPDGMAzDOIVYwd5owgTgsHGyFjEfkXPgc988CF1Ncu1SkZv2MrAUuXLRSLC5IpD328fT9e4ECb5keK8tWaIx6B7NyBncgwTcL9yxVw3AVNQ4+nwk+J4FrkyFddV6Px7l+qWjGg6A76BCj6twrV7KYfMGKHHzgC8phlerYfsdMNAJbIKuB4Br0D8MM1HuXrE7wV7kCoZPUKnA8kgMwzAM49NhAjBSmAXvvzkeEjPk0K1DzhvIvZuAculqkYg7H/gHeP/H4yEZ0mc2wKuxEnslwJ8G5OztRKHi95CrlwE8GyVhNxv4m3UhTfZ/gTW5Epk+oBo1pH4AabW9SFjuxOWtT4apSyUeGzbpHomBuNsgKwlYBdGrwJcOviQggNy/Poi6EanJGoaGcy2EYBiGETmEt+0696SrjOHHBOCw8ilm2O5Bwut2VCi7Aom1i4CVwJ0ory4OjWprQbl2QWA/tNyaqf2zUYj4H6Mk4q52789GbuAWVGncj0Tkwyu0PR3ND56GGkB7x0SjOcNXu49XCWwOuEj3PGjcpddXLlQBb3QO9FZBXQCogf4K1zYGNPUDoBwG6pEYhKHhXAshGIZhRA7eRCdQRMcYLZgAHBZS3GMvn3Rc3Nk/7ZAITEbC7Kd3acceJMJmAdMh4adtEoVnoxqKicA3IOH2Njl1IPewAIWGf4SqfZe75x+784Mqg9tQN5adKCxciRzEBqCsRQUeTcAPgYO4/D/UImZ2OpAqsfoGSPDVAJNVIezL0U3TAsENqIKkELgVKc1r3cmsF5phGEZkUod++4fR9Qv8hSN9AyNO1MDAwMBI30Sk0tPTQ0JCAprBdubpvdgbfvgJmvTxU6B5F0ydqVYus1FrFi9Xb757fx/wS+TWHQK+0c856e281zQJvhilwpIu5CRWIMFYQKhX4H7k7F2JJrUVoZ/laW5NE3IKx6P6jSCq/cDtq8PtqIJZCyVW892mWiQoG3EnS3cHlSHHz49CwoZhGEbEcpFf5kJXAP3C/ynz4U8ZC4GZdHd3Ex8/NhtUmwMYKexBAq0NtW+5Zabcu61IqO1xz7ORnnoEib90SF/YIH11fTSHD8XC/ij4NXIJs1B7lxJUFOIqiElDvZgrkZB8pkmh4Ti3LRn1GdyN5gI3ARV9GuRxJi4HsA8WpMLEhQoDByugYq2r4VgHjQF3sw8DPWpxQ4H7wBXADagqOJwThRAysbYvhmEYo5BW3PhPGD3iDywf0VrMjyBxfKyWMOnAN/rVzHkdEm/rkct2CEVLr0BzgHcj1y4ZvvjlN/nT77+iAox/hAOVyQrfpgJLmyS61iBRd5XWsEzHshf94O4FHs3QD/IU9DO8FYV2JyPxVwxcGCNBuXYDFC+FlhiJyjOBhiBSlC36W1ewQsfFAHX5kBwPtT2E8v6q0A/oEygE7OUJnqgnWsMJthmGYRijgmhG4XCmP430DYw4o84BzMjIICoq6rjHD3/4QwCWL19+3L4LLxwayz98+DCrV68mOTmZ8ePHc/nll9PS0jJkTVdXFyUlJSQkJJCQkEBJSQn79+8fro+JxN9HLwo5e3YH9J8hh25tJ3iRZx8Sfi1IlDUB9/VJX65B4i8WEqa3wZkD+L7RBRngK+qC2RnwOAoBP6Jxb+Me7+Hs4g6JyJ0oTLwFCciD6If4OeDJzlD/wf8EvhJU+t56IHsplAagq08u4QUA7RAXA5yjvMSKp9QYuu4OIAU6AuiEC5Dwy0ftX25G4s+bs3yy39o+RYGNYRiGcXrIAr7mvSkcwRs5li+O9A2MOKNOAL7++uu0trYOPl588UUAvvvd7w6umTdv3pA1v/3tb4ec4/rrr2fz5s1s3LiR1157jQMHDjB//nyOHj06uGbJkiXs3LmT8vJyysvL2blzJyUlJcPwCcMLGj7K5BAdc6A2GWZHyblLToJuFPKdgETfeOQMZgKvxEAvfO7Jg5zzDV0jbtwBPjf+vwkmtEEHBFsSlU84wc0HfvtbsBuOHDiLI4fGKZS8H0Vkv4/Czf+AWvZdDdyTpBzaBty4OJ9+nnrbVQgy1Q9FMSpOeSYIV2ZI804shuYalFDo1wUmzkSKtRYSZyK7sxC5gOvcd+D1/gvvCRjOR/0uDcMwjGFji3sA+iV/tHDnSN/AiDPqBODnP/950tLSBh/PPfccX/ziF7n44osH18TGxg5Zk5QU6g3X3d3Nww8/zD333ENhYSGzZs3i8ccfp7a2looK/eWrq6ujvLycdevWkZeXR15eHr/61a947rnneOutt07DpwrPWwuedNXJCaop8z8CF3aqYvfOdgmqAyhcW43E2t3ATkj5yTucFeeu9Sa0/D6T99ePh73/Q6KxHzl/66PVNua5aIWVb4/myO54OXm3I8F5NQr3voJyBa8AbuqR0PsRCjc/jky6VanKA2xC9RzN6OaeAdgErbv0fUyMBwKQna/QctyNuteudtTrr8d99k6G9pG6GMMwDCNC6FgHbBrpuzgBXxjpGxhxRp0ADOfIkSM8/vjj/OVf/iVRUVGD2ysrK0lJSeFLX/oSK1euZN++UJ+4N954g76+PubOnTu4bdKkScyYMYM//OEPAGzZsoWEhARyc3MH11x44YUkJCQMrjkRhw8fpqenZ8hj2Khwj9VJyrdbkyrBNQMJuDagHjVmzoV9X/8CcWf18t6eyTDvMOn/s0GmW0csXHhY1cMz+qWt9qM2LssPw+39Cv3OQ+JyBfC3bk05cv22A8XxMud+uFbCcz6wrEfiLwMYqJT139ECiQVyApMXAr2q/m3dBcyB2mp9vt4mVCFWh4tjo8KObCQGi90X8cpJvqAPaxVjrWSM0YylYxufVfYyOqc3fWWkb2DEGdUC8Nlnn2X//v0sX758cFtRUREbNmzgd7/7Hffccw+vv/46f/EXf8Hhw4cBaGtrY9y4cSQmJg45V2pqKm1tbYNrUlKOrxpNSUkZXHMi7rzzzsGcwYSEBKZMmfIRP8kpGOZeCOdu2iOX7uJO5ePdh/IAM7WfGBTOvUPvW6unkvLld2B/LC3/T6YE3QGgIhb+GTg/WgUds1Ae355YeDYavoH+P/oRqiSeR6g4twUVdVwIBHcBqyUMM4HseHgT5XtkFkBdE5AOXS0ShUUAOdDoRB/tyIqscu/3ga8AledfrPcsdM/empP9R/lhzuoncV4NY7gYdRnyhnEamD7SNxDGoZG+gRFnVAvAhx9+mKKiIiZNmjS4bfHixVx22WXMmDGD4uJiysrK+K//+i+ef/75DzzXwMDAEBcx/PXJ1hzLLbfcQnd39+Cjubn5E3yqT0glvP3nqRJebyRpGoeX0rgX13MPuYCz4Zzb90Il7Kv+AqyA4r/6d77xdeVTkg4cgIS2NgnHDuCr9Sr8KEdu35koDLwCOYItwJ3rdJ2bKuU4MlNj6Srd+rtR7cZraDpIYobcvuJ07X8WYBfMygXioXg5xOVDcj74MoCLIei6Vc8uQAUfARQS7iRUSjYn7Isx58T4LJPEJ20ebxijg/yw16NpEsjnR/oGRpxRKwDffvttKioqWLFixQeumzhxIueeey719fUApKWlceTIEbq6uoas27dvH6mpqYNr2tvbjzvXu+++O7jmRMTGxhIfHz/kcWr48ArWL976JhwaJyG2G83l/QaqyN2OxFo0atJ89QDvbZwsZ+8oMB1K/5/v8trvv6VfepKBn6swhIx+icB/mabcwGvRNZ5x19mCjvkpkLlCa1YVSDQ+DKwb0C919ShH8R6gdq1uuqtaFcCldfAkcClAjet+8yiUtkBvX6iYJXEmsgqB7btQAmKhe8wj5JJsC/tmjhWEhvFZopOP1S7KMEYdVWGvY066avjZOdI3MOKMWgH4yCOPkJKSwmWXXfaB69577z2am5uZOHEiABdccAExMTGD1cMAra2t7N69m69//esA5OXl0d3dzbZtISFRXV1Nd3f34Jrh5cMrWP/0xFegIgrOQWJvPRJyVyDh9TDSTtOBf49SbmALcur2I+fw4naFgAGuh5YbM6EyGt+MLq0vPAylSNytQc2g/wlV+sYC3wKeR2JtNvr5KY/S2mno3AXAgtWwJQATc+GZOvi7LHV3+TUwZZVyAyf60Yf5meYBt9ZDVxMuToxGB7WDL5+wsSJI5XquX5z7wF6LmBMRd8yzYRiGMXyE/9vbN2J3cTyWdjEqBeD777/PI488wrJly4iODoX4Dhw4wJo1a9iyZQtNTU1UVlZSXFxMcnIyCxZo2HRCQgLXXHMNN910Ey+99BI7duzg6quvJjs7m8JC9SDKyspi3rx5rFy5kq1bt7J161ZWrlzJ/PnzOe+880bkM38oZyOR9nmkeTrc++cIdUo52z1KDsNjwJnwufyDfO6Bg/AgsCqVc+Y7sdngjl+2ieBriQrjbo+FH8O45T3KDdyDikquRJXHV7hrvYv0WBDNDe5AbuT57rybK8HndzfVIwFaiVrIHEDO4iFQYUY+JBfCxGmoyqVaYWNuAGIg6IWAvRy+TEI/uL1APB/8W2XvMc+GYRjGyPDESN9AGP/fSN/AiDMqBWBFRQXvvPMOf/mXfzlk+xlnnEFtbS3f/va3+dKXvsSyZcv40pe+xJYtW4iLC/2Wcd9993HFFVewaNEi8vPzOeussygtLeWMM84YXLNhwways7OZO3cuc+fOZebMmTz22GPD9hk/Lr6CLs79+h7l0l0FfBt4HVXf/ghpot3oF6z9sXAlfO6bB3k/bTzvH42WiLsa3mtJ1dofVEqY/XyhdFcdEpb3w5Ht8UN/OWpCv8R1oNDw11DbmWyUI3g7EpjNSAg+XCDh1loDJbm6zjfdMfuBxnqJxRKgqBAOA611KJRbDo1eH5nJyDqchhIX4fg+gP18tB6ANirOMAxj+AlPq/qgaM1wY/njUQMDAwMjfRORSk9PDwkJ3kiOM0/vxar80AAJV7XRfXeawrAXoqKNM5EIew5ogXOu2kvv/jiOnLMOXrqRz33lIO93jycho43uhjQVY9wGvERIOF6IxsgVEprzW4AcuwnIDUxz769FhlwMOtezqBF1OxKT44GGFshKh7oAkAP/Uqxw9LMM/blrQDqvoQxmF+m6bHIXaEDNoiuQW3iiJqKFSPWerD2MYRiGMToYTTPhvgD8Jd3d3acwnz+yGJUO4NjiI/av6wcuhO5r0zSfNw1XVYs00Fb43HkHYTq8FzuZI/fHc87RxbAb3q8aDy3Q3ZSmdkxXDcC/IDF3ab3CsWkD6vc3HYV5L0OCMgMJxGhC+usHwGokGO9H5tx+dx+XIfPuynQJx+/5IasY/iYIv0Lh49o+qA1IaE5AQnJ2kSv86EROYAMK/ZYi67Az7DsJbwzdxAeLP3P+jEjH8leNzwqjRfyB/d9gAnAU8NH61038n41q+Dwf1Un04Zy8IEzo5+yMDt5/eDwAX+rbxYy/f533npuMb7kr8BgPnNnPjMWvQ5sbKbcWuGOawrZ7omAeKgh58DC8hwTaASQCL0RCsAkVcbS5RzQq0N2PNNt7wCoUKn4XOYeFQLFP5/kakOhy9l4GWjtVrBLjfdb/Bl+6O/Fq1ENxNVrkEd6AO+NDvr99H7LfMEY7lr9qGKee/xzpGxhxTAAOGz6GVrB+PI5yBvzJvXkSibAfQcrAu1zwhWoyz2pg3LUquPiv388kliNwJgQfSJQIA2Z8YQe7n/qaCjLecuc4HzmA/cBGCHZMUENoT2+dQaju4nYk2n6AxGEFEn8twEVIkM5AFcNUKYS8o1MfOcNdbytyGqf41UOQSujtcX0Fc4GHIViPRB/AMpTjNzPs2wgXdVV8tN5SH95qxzAMwxgr2HAAE4DDRhCJmaWf6Oh9f/wCXN0v5+8oyvt7HPb92xd44/f57HxnNkda4gfDtX9GzbPn/OT3Cukeht3/79dgCvBN8F3fhe8fu+TabQfaYNz0HjjzCOyHz337oATcm0ggPoYcwzg0HWQ6mhF8ALWD6SdUlTwb+Lt8WNcEs5Mk+p5zH+QC1Ci6w52XheCL13buAK6FzGnI5atXM2l63PfnhcvPDftmsoFdJ/jG5h3z/qMUihiGYRhjg0kfvuQzjgnAYSMbNet79BMd7UvvwjehF36M2uedVyMB9hUgGc5Jb+dzqQflwvmhdddUyIBtf86VI7ddBSScDbwBwd2JBCsSOXtFh2YA18ORZ+LhuVh8hV28/+Z4SO+Xc/fVgApxFyDR9gvgEdR/MA0+94ODcgkLUCj4IBKEqzNg+yY1k74Craloh83t0nNbkAsYREKTfpiYKlFKFfCE6w3YgESgDynQ8LzJbYTm1IVT/om+Z8MYfVi1omGcet4Z6RsYcUwADhveMOxPNgsxeFMiwbJETdM4CvxLjnRPFdAG7+2ezPv/OV4FyVOQqGoDfh7LuId6YIaKQCbObNRxycD9cGBdMmyMhUQgASiA4P2JnH1hB+yOhowB+A+/9NTVyFj7MdKx04GNkJz6nhzJfyd07seBtX1QtFDadyPgL4XCVPheqlrAUK2cwllAXTWQqfNcAkQvRiOE+oBilCToTUXY8/+zd+5xUdX5/3/ijDPNyMBwiZERcIgJhMBQSRQvaZK3wp+apVmatXbZWttuu7XdzLbtvtV222qtTMtvlqWreStM8oJiqKwYiEKgKLdAhotMMzLy++N9hkHTtDS1Oq/HA2c885kzZ845cz6v83q/X+83RybGH2uCTDpq+YnMNipUnKs4lxLnVag4FXQ/8ZAzhovO9gacdagE8Ixj5897WyRwSRvMdmJ4rF7CqnMQN3AWQviaAXsbgW9UwRZEDRwAIcF19B2+luTYTTS1mIhN2A7NYFhcT/c7dxL4pyr5jDrgLiACmm8IhWIIsVVIrt9LreL4/TNwBz6Tx5VQ81aU5AGaEJ77/2bL9gR1luWtSK7hjAyp+acFVgD2VOFzGiAjFSgWhXET0h2EMoT4fdBhR1yjfFDHSXEr4hjuiPyjxqj5HipUqFBx5tHx2nwu3YgHne0NOOtQCeAZh9eMYOCHpOVHoAW+8yOibT/OOcqJ+yqQCeGPlwoh+x5w+KHVeuDKVhgCgeOqqCyIpgUDOtw054Wya21P2AHOsiD2bO9Bw86ucH0rgdOrZPPsSNs3LdTZukmhaZTl7yH+jH5IC7g5yvJMpKTLJQAmuBYhd4nK67sRQlqL5AzWyjAOIjmIOwBGCqF1OpHSL72R4oJDlP1lBz5C4tIdCV1PjiwTo0KFChUqzg10vDYfXcj/bGL92d6Asw6VAJ4RdAcuVZ57zQhOfgppiXnwGwiCfb3tYrKwI8TMDkZaZFAxsBPqdnYjNqoA1kHDzq70SdhADRY2vzxY1MKuQBzoIhrBv03avDVrcX+vl84e3wMpEHF7sRR9LgMe1kq9v6WIuHYH4tkYiZC/rggBPA/4ZKIQSbPyXgvQH+FtFynLM5TtTVaedwVYKeTQzwAZDwFaCE0Fv3iECIKQwnwkPOzFds6tCvMqVPxUqC51Fb9VdBQ61EjMuQSVAJ5WHE/R682pdqooWXKRRDSfQIiTDcnZS4GSt5RchgiEgPm3smtuTwyP1EMhbPnLAJoaTQTeVgVdITy2FILAPScAvvaDz1wYIupxvh8EkS7iL9sG+2Dfg3apEfgf+RyqECPIE4gS+BhSl7AKyQd0KOPOQ0hh7VYhdvEI8XQo212JhKubGmHjp6L+bXRK/+C2LHlPJsB+qC2Dtg8QwmdD9vE4fM5fLcJgvTmWx8PJlIpRoeJsQXWpq/itoje+fOyzYWg6XiH1fmd0K85FqATwtOJ4il5PROaCn5sE22fMBiFQrQjJGtImotiIFULSLofA66swpNdDrZaIqcVYAyqgDsKe24vzQyVsnAKV2dGi3A0B/guU63E6TDAQ4q0FtGCQcG0KkIuYSNKBfyP9fg1ICPdVhAxOAp5GtuM+pORL5grALuaRJ5D31yI5gNci38UvAEzjoXQDRBpEGSTVV5uQzpBiA8YjLuBM5EvbOuwZA9I67kTmmu2obkoVKlSoONM4gC8fO+PHBv5C6Hyc5UPP6Faci1AJ4BnBLCR2CkfmQJw8GdTgERHM23at2U/I1b9GSdi2FhpsXXE2G4noXcy+d+yU7I2DZDDRBCnQoN8hYePPENFsE6LelQE7tPjbaylM68WenB5C9By0d10LtFdJhw8bovAlt8IEhKx1RQjlv5FtSQdmjYJBAcLLhiH5gA8gRazzgG2vCAGNQzZAixLVNcjrXQG/dMjNQV5cpOyvJITw2ZQ9Y0Faoxz9Iz9637aiuilV/PqgtoFT8WvH1g7PF52Fzz+eMLPpjG7FuQiVAJ4ReO96TPgu6HZOzhElRGbz1sHo6hrx71ErNfjKkI4aZkSJ8/bwfVXPvi/tdLriIGFRFeAPLRhhLIS1xRKStZ+BT34BoRB2+150CxsxjKonfHQpzVmhEtI1QPwX24i/aRs4wb0jgIZNXaUEjQshcs1aKfWih8AeVVL6pQ4heFcVSsi3GInMehBSV4aYPpZuhRtnyLZ7APqKClgHMAsqnVB5SPn+3aB/Z2Cm8v8LOTJ/sgxYwA9DwOdSsrEKFT8Xahs4FSp+GagEUCWAZwRLEYbWGd8FvZiTM4EIkeneeyfu3QG4v9cJb1wJdIWQ6/cLKTwPqIXkJzfR57INHF7WhZrtUYQk7qcyO5qwvXtpajRRl9WNLY0pMLKNmgoL7mYjzgeCqKywiht3DcT33Ebh2l4UZvci5Or94jCehKiGZYjqdx9SBiYIGj7rKuaOW4FHgPB4UQdBVL5FWbLNWSi57iZRF8uQwtQzLoRRA5QQ8IMQbgD2Q1s1BEXAxjnK4D2ImhqML2fqeMnzwR1eU5t+q1ChQoWKjlANKSoBPGPYiRCR9A7Lao4z1gtfztqevXYIb8X9YYB01fj3AegCdeu70fx0qBRp3iQt4LYsGUCnKw5CK9Td1Q0cUFsdQkhAHdhbcT4cBA4/+FBPSEQ13NdGf2s2gQ9UoVvQSFmjTbqHfA91I7pheKKesIq9UrC5K6IEjkXI3kpE/VuG5BPqkVDuHY1C6HIA+xAJXfdA3MDjLoRFTiF/KYg6aAMW7QM6Q2UOGGyAAeozkSRibweVB2VMuwvYqezHow04B/A5h0+0n1WoOFfxE0pFqfgd4deaz/xr3e7fJlQCeEYRgjCiH4MJX8i4g7r1vRbe0MoqJgIbgqUnr90l6tziVrgUaqKifDc2XV0S0t0J0ZYyKqrDwaGl00MHIbTVZ4Kq8mOjXzMN+yy4PwvAmRlEYC9xDDMLnLlB1HweBS8C6W2yif5I1DUZuArZhv+nrM8MUA2F++T5EIT3Lkbav30PYJDt3ASsOySu4PAIJUqeKl/dLwC4FAb1RJy/IApqPL68Em9e39Fqau8Or3Xn53ZgUaHi7EKtb6niWPi15jOfS9UYUs72Bpx1qATwjGIDJ87paeJYhpGM2I/hKaQbyDNILu3DYPBvkeGZWoZMXAkREDZxL1ZLJYnW7Vw1/APoASU5F5Fq2Qz74PB/u8A+rdQMzOtGYEoV/C+DgRdk0n/qGuLHb6NhfVcwuwhL2wv7IHH41yLC5flJ/UwbwlPLkdDwZ0h+31+Q9MZrLwQiZJwDCS87Z0FxliiGrIBcJ2zcCkM7w7wDQvqaquX1MqBtBcR3hnUgbDEYaQ1nUh5BJsi+tLtV2rEVX+h3Dycus3EuVahXoUKFit8KvHnv3RHTnopzBSoBPKO49MRDjoO17kEktn0Nc/zQjW0UM+wmcG4KajfAZlUMhTlQMyYKDa3smHsJn7xwnTh9O8PGx4eKgmiDkH77YSD0772Ghue7ootoZP3rl7PxnaHocRF+WSmdNK3iIG6GHc9cImqdA1EG7wOeR3hTf+Bhl1KDEGhABLengXVOCJfPxG8m3D1ECJ52FEwwQHRvaQWnDZZ2dxQLB74Z4IBEDAYBpCJEr1jZI/Ed9k5xh+VeZCChX6/ydyLireaDqFChQsXph/fa25kf3qifTUSd7Q0461AJ4BlFx2LQP01x0mo9lDTa8X+gFvf7AUK0bIC9TQjVeZBs3SakayTs2doD/wm1oqopxKzPoxsYlrqMsOF7qUvuBttgY/ZQ6AHuxQHteXp5z/QjhFqiLWWUfH4RYbfvhYOgm9YINtANbBTyF4f8nm3AG3pfzb9JyvIH9sGNyvf8DrgXyfd78ZDwsyKEkGZukGvDoleATKkX+O99QDHkf6oogK8oeyIYCX90dP127ArixVLkjvNn9l5WoUKFChWnAd65zgKmgLO6JUci92xvwFmHSgDPGn6a4hTWqYaYgGKaa834T68VZWwjsN5PCNj3kPd6P8iFmNu/IbH311iNFRJKdUD32J1seWsAq9+6ghDq6Lt9rbzWDOHjS6EfJI75GkNiPYY/1tOEiZLRF8F5UPN6FExvRXeeG+aA+6UA/JNrIRr57PflMxiLELy7kBD1oAgJEacDJUgJmSGAX2d5PQ4pAzNhgCxnOnC3lPUbFKF883zlpvFShPgFI+aOju7fpRwbe1BbxKlQoULF2YR3rqs7x1IXvzvbG3DWoRLAM4JTd/LZKcaNHhYqLqoIJPT6PWKg6AF9b19L8vZNNGGijlB2fdoTLgfOgz2TJRQ645bn8KAh70AyXAJ8CDpc8CrsWHsJfQJyMfq34EErnT2KgbEuaNbSXBYqRG0sNK8P9UVdpyGGkjKkHMx0YAZC8DK3iwJZpvxtQkK+dmCLbBsLgRXAdAMEBchrZchKgmYq9QEvVD7sDeV5RzfZjGPsMW/oNx/VeaZChQoVZxtOcO4+2xvRAWraj0oAzwiOdaJ148RhYB9xKcXGINZBOjQvDSUkeT/dB+8kcFoVrIGwtL1srkgl755+1LwVRYvbQMz4b4QgRgApcM0t77GOQVS0WCWMDAS+UcWeb+MIe30v2F00Y6JuZzcqqsNJfPBr+MN2qNLLevZJuzlCW0X5m4eQtSwk9DsWGOSSjm0PIL6L6J7wEuIGrkXeZ0aUv0kI0RsFsBRWI0qiA1EO2Qr1QH0hwgK9ZV2yOLLQ8yv8EDuR5OMBnGO3nSpUqFDxO0QrMP9sb0QHJJ/tDTjrUAngGYHXwdqxBuB+TnwH4iMuFmrII1ly/M6HurHd2LOrBw07u0I41FRYGGbNRPdwI4xsJUFXiAYPfdI2EDZ8L7H3bGcLKeSt7UdzrZlhdy4j9rLtmHTN+Heto2ZMFMOsmRQ1xsEmGGrJYodfORFtRgITqzDY62HEbjytWtihFWPJe4ii1/Fr5eqFFKYjjz2AFa9IO7hQYDeiSjoQV3MPYMV2oK+QzLZXYN52JeybIwaSXvEIi/XmjxyLOB/LYNOEOK/PpcRjFSpUqPg9won0DD1XcOjEQ37jUAngGcMBRBr7eSgmRp5MAENKPf4f1oK2De6CTtcdhB166gghJLgONmox0gLAlr2pxFKEjTJx9K6HiKgyVm+9gl3Le9Lk9qelyQC5sPrBK3DuC4LvINfdBz4Zz75gOw07uuKsNeN/MAiA7qN3Svg3sdXXgu4QEgo+T7aRrgh/nQT0nyGm3X6I+vc90AcxgnQFIccWWdfQGZDSU8rF2B+CSmU9LMVXQ7GaI0ngOH6o8nnV05H80CGsQoUKFSrODLxlYLRAz7O5IUch6GxvwFmHSgDPCOz8vKbuvhZm5dWRbFkwAKrAGRgkLeH2+cGVcHhOF2KGf0M1Foy0MGrip9QRwq7XezIwag3lUl+FvKv7wVjY97idiN7FkNiKXVeC3VIidfwuRlruxkPDE11BCyG1+0nuvQny/Gj+MJTm90OpaVTIWrFW8g9TkU4g61vFlfwGsA1fOHckkuP30FbJW+wBZM6SkLAWMXxMR/ILa1H6A/eG4g9gKJA/C2GLqYiz14BPPQ1GHCX7jtp3XkK4knOr+KgKFT8FP+e6oULFuQgnEgI6V7D+bG/AWYdfW1tb29neiF8rGhsbCQwMRBLezjuJdwxAQpI/A9/MJKTHflqajThfVe5cbEhI+FXA7qKPVWztBY0JGP1bqPusG6S4SLZuoxoLlbuiSYz9mh1fXiLveRghaKGAuRWDuQnn+iD6jN5AQWMCzqeDRMHTIiHdp5FuHqnIvJSLL7pajERphyAK32fKemuRguv7lNfvApo+hVHjRTXcAtR/CuHjoQtSC3DNLOBuiA6QUHN7pDxL+dLetnBeeAtBHyu/JEnZuGOF2w3HWa5CxbkCLXIDs/lsb4gKFT8TduQa3A25kX/j7G5OO6KAm2hoaCAg4FwqT3PmoCqAZwReR2r1j476MQxPWEL9d2acmUFCrD4E+rXRf/sadImNUKYHwIOGtIBsWls1GIbUE2MtpgWjhH9rwUQzOCD801L69N5A4MAqcEB8VD6eVg38GbbcMwDniiDfZq+HkH37CZ9aKkSwFxLNTkcIWihwK0LwHMAVsyS/NgIhgw5lPechheBnjJf3ZCIh4HHj5RpxIQr56wGDAqC0TMhjL5A481dIh4/uHfZMOuIi+eg4e64aWfmxnNgq+VNxruPompcqVPza4E3BMaCUdzhHsOtsb8BZh0oAzwi8xYhP1I7s+MgnCVNQk09dWwiU+bGxIg13sxG6trHl2zRc6FldkY5dV4JG68GMgwQKMOMgIq2YUGrhMXAf1rGtOpmGbV3BDDZKMZmbCCnaz5AXVorQlgiYJc+vLrMblZ9HE3LbfilC/aoLekDIS/ulDmBn6PT/DopgcfdM+cpZwLtLxQXsQCK1dyN8bB5SvaUf8p0GAjuA/jNhwkTlW78nOYDbZkH4dHy1/8Yrj1qERc7m+E5fg7Lfj9VTVQ2vqfg1QL1RUfFrhjcfu5hziwCqUEPAp4CfHgLuxs8lgX3a0tliHQAXwcAvvmD9k5e3vzbwwS9Yf+HldN+9k/LqSK6wLGfp2qulOsosyEj4mFpCqSGM6hYLzQ4TVOnJ6P0xZhzM630z3AaMbIUyLRGDi9lXYIcPIf7xbZS3RNL8Rihcibh+dwLXI+3gtIjpQ4sYPBzI73wpovZ/Dzx1CII6C8mrRMhlf+DeWfIFTDOhKQuChkD9bgi/ECp3Q8aFwutWAm0gFw8L8IGyH7sjScXxSJLhsZQSL8lrRZ1IVahQoUKF4HvgaTUErOJ0oduPvKZV/n6e6mSlgsSKrwlZtZ/1b10uNffGgv9dtTgxQvFW9nzZg3TLanJJoe/gtYz9+EPIhVpCqSCc0mobZqMDivVwHtRj5oPqySRv3QTnQUxUEf0Hr8HRYqZ7wk64zUVhQS+MxhbC7tkrrmOA21qlwoodeAj8J9QSOKFKvp43DByubPhnwNudJZfwSuBvSJ5fJpA+E6JnKrxsiOII3qkYQy6EpZmwYha0NSorC0ZIoJfIXYivC8jRTca9xo8m5e9o8mfgp7bjU6FChQoVKn4rUAngacWPqXunpkCVYgPA3MkBreBvq2VIwko8rRpCqKN/WwP+/WqJpJzKCit5B5KpxsLAqV+wMWEodkowmpzs2yqujT8kvMb6gssxmpxS+y8FSrZehBMD44yLCKWOROt2KIOaJ6Mw4wCHn5g4ABYgSl8ONBeH0rBSXMNhg/fKjdVYJA/weUScS1T+ngde3C0GrEsQJbF1llRy6QLEZ0iIed1uoBqmzwReVAjlV0A8GGYA1+Bzpzx7jD22XXk8HuF2oiqCKs4dnHq3IBUqVKj4KTjnCOBjjz2Gn5/fEX9du3Ztf72trY3HHnsMq9WKwWBgyJAhfPPNN0esw+VyMWPGDEJDQ+nSpQtjxoxh374jy4TU19czZcoUAgMDCQwMZMqUKTgcjl/429Xw4yrh8REq/dAoef0i/KfV0tzlNUqx4cwLIo9kjLTg/l7H/MbJ8JmePsFbMNLC+q2X079gDTEU01wWin+PWu4a/DRvP34H1yS8R3N+KLaAMsITSontvZ281/sx7+Wb2fLkACoPWwlMr4IY0OAhvHcpuuJGYqMKCHthr5C8TUArhFy5n7DL9uI4YJacwIsQfvYhQt7u2AADZsnXv/tC6RyyCekdzEzhx98gKuAhEEdvunQHSZopZhNvWRznUsRNbUCkxBmIE7gjvDmBTT9rf6tQcWZxrBxVFSpUqPjlcM4RQICLLrqIysrK9r/8fF9u17PPPssLL7zAq6++ytdff03Xrl25/PLLaWryTfR33XUXixYt4sMPP2T9+vU0Nzdz5ZVX4vF42sdMnjyZvLw8Vq5cycqVK8nLy2PKlCm/0Dfq6FrdedxRP4YwqjHRjOH6epprzfDeTIJwkDx4EzVLoli94Apig4twrg8i/JZSaggj190Hna0RB2be+vLP4IAJxoW8655G4qNf81HBDcSkfkNhQS/ch3UYaaH77TvpfudOBj74BXWLu9Gwvit9J66l8NFeVGZH434jgF1+Panx6wT1kDj/a/g31K3shuOAGfe+ADF/7MdXFDoFMAyAR2aKo7dW+ctFQsZvKs8nAWs2QGdAOxOwSN/g/FmSX8iFSDHo7kgi4QFgMvBv4Mmj9tjRyt/RBDEMFSpUqFCh4veKc84E8thjj7F48WLy8vJ+8FpbWxtWq5W77rqL+++/HxC1z2Kx8Mwzz3DrrbfS0NDA+eefz7x585g4UdykFRUVREZGsnz5ckaMGEFhYSEJCQls2rSJ1NRUADZt2kT//v3ZuXMncXFxJ7WtP90EcgpYNlM+4jwI6befuh3dwAGG5HqcxUGEJO8nplMJOlw4MaLBQ96BZAz+LVh1ldQcDmNap3d55cCdaLQehgSsIZ+eeNBQWWEl2bqNvOX9GDJ6JS70bNw6lD/0fo0c+rLjzkukvp8NUef2I/l/5lZYqYVA4H+gu68R910Bov5dguQCLkZCun9CxLrHkMLQFyu7bQJiCJmjjNci5V/IgZSJkLsA8LqCq5W/C5HwbZayMTOU/3cMBfdGSsYcCyZUZVCFChUqfs9QTSDnpAK4e/durFYr0dHRTJo0iW+//RaA0tJSqqqqGD58ePtYvV7PpZdeSnZ2NgBbtmzh0KFDR4yxWq0kJia2j9m4cSOBgYHt5A+gX79+BAYGto85FlwuF42NjUf8HYmRHFtZ6s6RKuCx8OOKlGFgPYaUetBA3dfdwL+NwH5VOMuCCEysoq4qlPzGJNbvupxt1cmEUIstuIwkXT5JbCe8UwXrGExycB6DAtZRiZW6xhDch3VEWMsJowbskPXtCGoIg64u3t5+h+T+DQG00Lf3WgamfiHdPzKBTK2UbgkHpoHBv4XwuaVwdZt4NWoRb0YoEvJdrOyiHsADW4W3FSFuYO+huBJIssGgiRIS7jVRTL7hIAVEW4E6oBBx/c5Q3nh0ge2Ox+bo/KoAhASqHUJUqFChQsXvE+ccAUxNTWXu3LmsWrWK//znP1RVVZGWlkZdXR1VVVUAWCxHOj4tFkv7a1VVVeh0OoKCgn50TFjYDwlXWFhY+5hj4amnnmrPGQwMDCQyMvKoESuRPL+j0RnJVxtwnDVrj/M+3zYa/VtwOXVS8zi8Fe7yI063C5ohWlcGO/UkBBTgH1FL0PkOIinHhQ4LNeSQSiTlGGmRXEF0VGDFmReEoZOTusYQaRe3EPpesI7yA5EMs2bCebD+y8uhq+T4bZ48mF3ECe/yR5S+kYCtFeqhYZ+Fyheiib0gX8heIELcRoLu1UYJ8doR8e2+3kIE8w/BlJkQDcQhxNGuPHZFIuaFOUoOIIjrtxhfztRW5fnRuZXaDs/DOJLsOZWNOJ5CqEKFChUqVPy2cc4RwFGjRnHVVVeRlJREeno6y5YtA+C993ztv/z8/I54T1tb2w+WHY2jxxxr/InW87e//Y2Ghob2v/Ly8pP6TsJmdnL8NnDHK2LsI4X+nZoYY1lK3wNr6aR3Eb9kG5uXDCY2bTt5Bf0YdtkyaglhjHEJUzrNw0QTetw0YaIXeawYPZ6cxlS2uZPR4CGMaqYM/g/OwwZSA3IACHtwLwUtCbhvDWB19hUkx26i/2Vr6JO2gZZmI8PmL6Pm5ii4FiJuKRYhrgqYoyU8tRRWyr7bVdAT9AjvTQGKwf1FgPDjMiTUGwmsAe7uDPMWiCHkaoSb5SI1A/shuX+mVGjLQvL9xiHkLQMIhtDeYA/mh51AJnZ4buRIguh1/9pRoUKFChUqfo845wjg0ejSpQtJSUns3r273Q18tEpXU1PTrgp27doVt9tNfX39j46prv5hW7bvvvvuB+piR+j1egICAo748+HH6vt1JHg/p/aciT2v96AWUerGWRbjwAyToLg6BvxbKSaGAWTTghGAXcSRQi7ZLWnocJG8fBPTA2Zj0dVgxkG5O5JqLLQqZWQKr+5FTU4U+vNc9P14LSH99tOCkS0H+rClIoWkgHxWF1xBxH+KoQr2fWqHZBedrjgI17dRuTZaDB2TXBIeDkdUwIeREHA1EIIQu4PAn/8hu+w8pPNHHHDrIQn32hAB7/+2QuUsURuThqDIgYiTZB8QBrXVSqeha47aZ7M6PO+Gr16g7E9BMSpUqFChQsXvEec8AXS5XBQWFhIeHk50dDRdu3bliy++aH/d7Xbz1VdfkZaWBkCfPn3o3LnzEWMqKyvZsWNH+5j+/fvT0NDA5s2+Bus5OTk0NDS0j/npOFlTwfFqz2mPscxLFptgoJC6yu3RrGMQlXOjGd6yhMMHjYRHlbNnaw+WuUdTTiR6XCx9/Wrmr72J5ldCCaWOvOx+6HAxhDXkk0Soro7sljQa3u/KJ9nXEf5xKTGp3zC603LqCKFvpxxCqMO9M4Bh1kzc6KAV9t1sJ2J0MSS3wX16LJYa2OcHEW0QAUOsa+g08aCEhi2I0WOn8vWSlOcpANdJCZj3ARdC/N7sLPmFDiR/cFxvSFFKwHiN4JEToVeE8p8LId4i4eMfKIAPInmXdn5YYqMVyQtUFUAVKlSoUPH7xDlHAO+77z6++uorSktLycnJYcKECTQ2NnLDDTfg5+fHXXfdxZNPPsmiRYvYsWMH06ZNw2g0MnnyZAACAwP5wx/+wL333svq1avZtm0b119/fXtIGSA+Pp6RI0dy8803s2nTJjZt2sTNN9/MlVdeedIO4BPjWITux3CsMPCh9mchifup2WsFLdTMjUJ3ZSOf7x1N+AVltLgN6GyN2HUlbKlIYRu9iL99G9cMfo/b73+BVjT4J9eyhRQKSGDXkp640DPVOJfwm0oJTKnCSgUlcy9iDUNJoIAVL4xn49ahkAcuJWeQizPhRjDRBIv90L3aSOWCaHhacgdjen9D9oE0jCancKs8hMglA3/G1ynkXmC6TRzAExBOnAfc+oGohGVIfuCiQlmeCOLwDYby3UIigyJkhYWNUirmB4aOMqRNXDFCBDsqhE5l35b9tEOkQoUKFSpU/EZwzhHAffv2ce211xIXF8f48ePR6XRs2rSJ7t3FRfvXv/6Vu+66i9tvv52UlBT279/P559/jsnkC8G++OKLjB07lmuuuYYBAwZgNBpZunQpGo2mfcwHH3xAUlISw4cPZ/jw4fTs2ZN58+adxm9yvLy+jjhRUWjfOnSd3GRELaJ7wk4ypn5M6yENlGlxH9ZJWDfYQQIFUK7HRiktGKgjlNkHprOadJpfCiWGEtZvv5zhY5aQxHY0eKj8MhqrrhINHu6a+jSp5LCsejRh9+xleO8lBE6vYv38y6n5MoqINhv+ybUUft4LzOC+MkDCtbNdFLljKXnmItzTAmjeGSpt4wxIeZc5wGtI+PcQEh7uj+T67QQGIYRv1HWSJtm0T1RCezy0HoL8LIj+K5AJ8ReKOaQ+C9gMvQKUBixHGzoulPEMQJIPO6qAXifKyRwjFSpUqFCh4reHc64O4K8Jv0wdwO7AHuV5Et7YZ6DrVu7WvUQmwzDRRAl2dn2bBF/7kTjxa8paommuNRMbVUAcRdRjJpQ6Ufw+78mM4c9RQAJGWkginzUMxUw95UTiIIgRrOLtuXdAuosIazn7vo2B2X5MefI/lBNJ1tqR+KfU0lxrJjyqnBBqqTxspe6xbnCbCxx6DBH1OP8dBPvB8EQ9zleDxNwxBAkJv4uk75UheX15wLuN8EGAlGR6GHEKVyHceLEy1gO0fSr7wm+mEMDKamA2cB2E2yRX8AhcioR5v5IxvIK4gWuU5V7n8I+171OhQoUKFb9NqHUAzzkF8LeJjjUAf8wsAkfmCPo6oIzTLWY201l/2eWs8BtP2QEb3S8oAjFJYzOWMjxqOU2Y2E4SJdhZd3gQqeQQM/wb3jxwK3EUiQGESCxUs2L7eHbsuoQECignku5Td5JhXYIHDdMueJMhT65k3s03S4mYZmieFApaD5XPRLNjby/qNLPpdMdByNPTJ2EDpoAmIXiTwLkpSEjeAwiJa0VcwRqEK+cB5cD0AOFnVYiaWAv8n/J6Z6B1qxBIv/HAX6FtlphK/CyyUrsNKguPsR9tiAo4HSF/4zq85lVeVfKnQoWKXyt+jqFQhQofVAJ4RrCnw/MTmUU61gP0kcUi4khiO7wKLINhwZnYKYErQIuHSMrxoMFCNVo8jGMR93V6HisV6HAzI/hlmjCxqGUcHjREUk5Ez2Kuiv2AzytGYKUCE00sXXs1OlzkkEoLRnTPSEHlmNHfMGzJMpKt28AE4VHldG+biNHkpP/oNWz5dAA1a6PodPFBwtL2Sth3oLLx3QD/NrhNCbnagXSkFMxQ4GkkBDwBWI+Ei7cAhU64treUi2lrhCAD7X2D26R0DcXbISUeuOGo/WhAWsQ9i7SBC8B3wcxXlo076j0/NW9ThYozgRPdNKr4fUJtZ6ni1KASwNOCqKP+71X8enRYNpIfv2M7Vj6goX1dodQSSh2JCV9z++gXcGJk9WVX0HfiWjR4WFU9gmrC6MMWYiliCWOoxkIYNUzmAwpIIJYiphrnosNNEXEkUEARsfCqnjySqcHCg4MfJY5dWKjGjQ7393pMNKHDzeoXrqAPW2CsCzMOKg9YaWkysPH8oYSM3Y9/Si2hljpSyYHbgN2Iyv4/oNgPPtOKYjkJ+AwYAVz3rOQCPoXU/HsK+BDpCBJvECWQMjAEQD1S/q9wKaLujQRDT8htBK3tqH13CMn/+wMS7i3El/PXHdiMhIc7Qs0JVHEuQm1bqOJY2HPiISpU/AhUAnhasPeo/3t/mDuVx5GIG9XJ8VvCecORHUljTfu6irGTSwpGnLz++T3ktqTAq9CEiRDqiLSUY6WSt/feyoqC8RhpwUI1+SSRRy/0uNlFHNvoRRMm9LioIBwLNVz15Ae0omEy8zHQgoZWzDjIy+4nPYLX9iOBAqbc8x9KiCHeWsAg1mILLgMg8buvqXu/G4OMazHRRDF26Q5yI5KvN0H5+v0QVfANZRnAsr/KVz8fCRUvQNTBZmAsUDgLeE/hx0uFEIZmgF8w0A2cs8QI0jr7qP2Zia/+n7dziLclXIjyqN5Bq1ChQoWK3ydUAnhacD5C8m5DFKejsRKfwnd0HcAM5dGrDu5ESKK3bZyEKd3oMOOgyB1Lp4sP4mnVEJPwDQ7MpJFN82ETn+8dDe9rmZHwHB40VGPBRBOfvHUd6WRSgZUUclneOJpWNNgpIYl8qgmjBguLGMtLh+9mxd4xODAzMO0LNHgYOPgLCkhg3vabacFI4dpevPXMn/Gg4fBBI270kAwrJo+n5K2LKLypFxRrheS9i9Rs7oGQupGtIrQ5EHNHHpIneBuwUPn6DmBRo+QKzpgJTIbiZ8EvQ8rI1GZC2wKgMxhmSt4g8UfuVsM04G0w/FH5cC8BB59jeCcqVKhQoULF7xEqATwt+A4heYXA2/hyy+xAdwidiTgZvC5ULyYjocqMDstMiOrnbRvXBFxKSfZFbNw6lKG6LBIsBSQEFBBJOZW7olnMWAZ1WgfNWjr94SBNmEgjm+WMJps0uNJFMXYiKWcdg3DOCWLF6PEs3jWJPJJZv/VyJrKAXuRxVaeFXBW1gCZMRFHOliUD2HwglRYM+Ntr2fztILoP3smo+z+l5KaLCL+gjF1f9iS253a6z98pZo6H28T9a0EitTbQJTeKKvi9VkK9uYgJJBchiB8CLwGFK+DFangkANYhY0MvBAaIr2NjI/RPl5USDM6lMqadQCsqn7MMmCkKITZlX2uPHKMqgCpUqFBxBqHmWZ9LUAngacM1SOFhkPAjtLcaqz2EhCAN+BK6DcB8JBdtKUJKLsWX72NS/r8baCIx7WuG9V7GGvcQdiy5hGJ3jLhzM0GHGxc6hiUsI8WyhQISCKMaKxVUY+EP1tk0YSKScvIm9yPmzm94ZPlDJMduQoMHzG1UE0YLRsqJlKLP3q0cUs+E4IVYqSTOWATf+QmRbBlM93d2Urk9GpolFN2TfFHjqvzg+lZRAD8D3cBG3N/rCYmoFpXvJeCBVvgHQgDNiEj3H+DaUTDKIrsus9GXG5gyAEoBvwClfvOFsk+1XvLsLQStXGAMNmU3zkQkxwvx5fh5iZ+3o4gXwahQoUKFil8Kap71uQSVAJ42HEDIWjeExHmJ3h7l/xvwtSADSXQbh5A8kES4rzq8r0n5/35gKzs+v4R1BwYRp9tF2Ji9eFq1OA6bybj9YzbvTWMw64ihmM05g9n87SAqsTKIdTzBQ7y99g7KiSSTdPrOX8swMmnCRDUWVlek0+eCbOLYxedbx5BAAVYqMONg/t6paLQe6kViE2IYBM2YmGz8gObDJvzttWSM+ZgECsg+nIbusUZ4AnhaC7MhZPF+3O9LjaW6V7uJkWM2Ygh5Hl+ruIHAfcrzJxATCBukFGLxLCkJg1PEvMoDSGmXN2R5PlIaph3B4FwBlCl8OgfIwtf5w9sDuGPx6Ax+2DJOhQoVKlSo+G1CJYCnDZkIofDm+ilhS7oB1WDKAAwQP01ZXoaEjWsQ0ncNol51dPwZkPIlcNfwp8kIXkoFVjJYivt7Hf6dmqjGQp+oHN7gVow4GZj6BZMveJd6zPyj+kGaMfHI4Ie4lTfQ0Mog1mKhhpcq7qapxcQt1jcw0EIBCXTqdpB/vvUwJpqwUkF8VD4jjKtwEMTGijR0uAi0VRFDCXMO3Ejdym54WjVo8LB6yRWEdKojPLiCkM/2i4HDDq7v9WLW9W8RwS0eWIRwMC2i7g1ElL5lyJidSDmYv40S40jkTAkTs0BUQILxhXoBvAQRJO7cDeyjELa4HSk02Ll9X/rQMQSshiZUqFDxW8bR7TLPNNQIy7kGlQCeFlgRJa8GX/Fmr7q0HyiGphVAvOJq3aCMcyJ5g03AR/iMHyAxUS3ejhWrGIEbHWNYwttz72BIcBZBONi8fDC1hJBAAS+9/gBRlNOKhkqsWCw1LGIcmaRz1bfLCKUOCzU4MDPWuohIYzlGnHjQ4kFDqmUzM255jhRymbfkZgpH9+KTJdcRyV7irQXsmdsDi66GT26+juTgPEh2kRaQTRFxDB+zhF3fJrFnaw/qvzOLIlcNzStDYSV4WjX0Gb9BXMH/RUK/54H/2FrhwlcDVyAEcGGHXZCnPC8/IPvvRoBZiOkG+ZxrZ3ZQAJVwuwvgBfDrqexnOz6FzxuGuLDD/u6Ym6lCxZlG0tneABW/eRzdLvNMQ42wnGtQZY/TggvwqUt3A08qz3crj32R2idegudt99YXyQHU4gsdgyhTO/EZG/YTSRhNmCjFRt+paykgATP1hI3eixYPDoIgHVzoCaGWWIrIYCkOzLjQMeGChZQTyTOH72dipwWEUU0k5bjRkd+ShMnYxDgWUYYNgClj/kPtmBDi2IWJJtzoqbk+jEjKGf2f5VipIN8/iXySqCmIwpzgIOaCAkqrbfS05FNrCcXRw0zzfaEwHdwpAZR/GyncawgwvQ1W+tE8M1S6h7yPdA5JVP66IvmEGwshKR6Sg2FpvBDHUTNhRQ7tJXM+BKbRoXHKfih3AjOkcwjdgMajjpkdX0gYhJR7j4sWNVdFxZlF/omHqFChQsVphKoAnhZY8ZUheU95nIyoSlp8jl7vYwgix1sQItKK3B1579BqENKibV9XHEW0omEXcWjwYKeYHZ9fgg43JprYuH0of4h9jWrCsFNCOVH8/Z1/4MDMWwv+zCpGkEcyV3USee2tb++kiDhe//IerMYKjLQwlyntdQXNOEhnNQUk8MyB+8kmjfhOBSRQgIVqnuc+nCuCqJkfRUbCx2z8dgixFHG4ugt5b/Vj31/sNK8PldBtM5DZRs1bUZDYJtz2Qz/5aqOActC93ygO4mLgjky4ao4QwX/Fi7rnD/QPkN21wtv393I4CFyFdB4B5TjYkYKCrcANYJqO5Fx6w/OXKh/UsRVcOr76jSr5U6FCxW8Naus4FUfCr62tre1sb8SvFY2NjQQGBiJOhsFANceuzn4N4vS9FMn7Awn55CMkLxhfLmATQkYy8SlScFWbnU+2Xwc7IGbyN5hxEEIdZdiwUcYg1uJByy5iSSaPNQxBi4exLGY1w6jAyt28yD94iKGsIYQ6skkjhmI8aKkjhD7kYqeEfJJYwhgi2cvyliuYbPyALIZS3hiJs9kIH+q55p73+GjXDULuQLquDYLhU5eQ4+5Lw8qu0AqG9HqcWUHQAzoFHuTwB13wv60Wo7GFmq1RQgZ3IIrgq37Cy3KRHMJ/L4UPMiQfcL3yOU6gBGj7VPafaaYsTwUyFyBObC0YLgTnBwjp+woxeazAZ8Q50GF/e4/RRz/p+KtQoUKFil8rvgeepqGhgYCAo/PDfx9QFcDTAivCTLzkz6s0DUDCuVuV11ci5A6E/BkQxcqbf+YlI5n46gEKPsm5jmk93+Caye9RUmHHRhkFJDCBhe1t4rbQBx1uCkjAQg3lRLKaYdRjZhDrWMNQpjKXtQzGjIM4ivCgpZxIEiiggARe43YANn47hHx6kmTMZxUj2DW/J4MC1hHStZbAP1Xx0RLpvRveu5Tbe79A4n++pu/UtdQQRkNuVxE3k9twrg9i+JglxMdu4/CsLrAemp8IpebzKOjqkpZwVYDDT0ifHgLLqiAZmJABM4EvkPXtQGpujwWJIyv1FiOAzFkIm+wmC5yzEHlR6R+MAVEGob0+4xGGm6MKSf+iGICkCqhQcTLo+xPHq5k9KlSoODFUAnhaYEUIiZf4eUOLGxB20jH5dV+H506ECHoTwDv2A26io2QfkVqMAzMfVUwixlqMBw2DWUsuKWyjF0vIaA/PxlFEBku4n2eYzHxMNKHBQwIFlGLjTl7mlrVzSSMbDxrsFJNJOvNbrmMcizHQQoitglRy6MU2/sLzDJm8UlrEdXIwQfcJFMOU2P8wglW8fvs9DGYdNkoJoQ5DYj3xqdug2Q+a4POKERRWJBDy6n4YCeFPlko5mIV6uBgp+ZKF5PwVQcO0rpIyOQp4DfgLYuhtAzbuVlL3XgF6ylzXBUhRlEDKECX2GqAOId2NiLRoU8ZsVo7LNcc5Lr80NuCrFalCxYmw+SeOV1MYVPweod74/FSoBPC0YA9CMvZzJKkAUf+84cZuHDtE7E0A33/Uci8BvJQktlOBlYHWtZQfkGLNS1rGkE8S5S2R5NELDR4qsFKBlU+YwHXV7/Mmt5LKZhyYuWXrXCIpx4GZewc/wdUHPqYMG7HsIp8kEowFVGDFQRD/7HQPkZQTQh1NmKglBCuVOA6bMVPPsHuWUY1FTCMT4N3GGykninIicb4UROHyXlAFIVfvJzC0Hlbqie9UQOC0Kiqzo6EBUf5ykfy+ezcIAXwVIYTXI8aQQGUX5ABDgT9eKFzbMFMEwCYkD9ABcAOi5NkgNB5RBGcCrygFo71EfADivu4Y8t2DrwbjmYCa9K+iI+wnHqJCxRHoduIhvyuoNz4/FSoBPC0YiqhO3ZA8s+7KchNCNnojrGU/P+wF/GPwEpav0OJhc8FgarAAkEoOCcYCqqvDaN4XylDWYKMME02MZjmDWMd/LLeQRjYtGEghl096jyaUOsVEUkJIcB19yWEXsdR8GwmAEwMlxGChhiZM5NKHIuKYwCcsaJlI3cpu5JBKEXHtxaSHX7YEW0AZkexl19yeZDz6MWGj9xI4pIq6Td2I1JUz7KZlrP/L5TRM7yot4LRIp5BHoPvwnfDNADH1/gExf+wAJiEi3sfK+GIk1/DFMrgIIZCtW0XYOwhobQgjnAW1nyLh9llgeEipE+gl1I38sCRBX85sGFitiaWiI4qPs1yd5FUcC0n4mgioUPHzoBLA04KPEPKwHyF7XiWvCSGGWxETCPgm/uNd2PsiRKU7HUPAZhz0TVhLCHWMDV7ENpIpcscy1TKP2Njt7TmBRcThRsdsprOLWMKooRIr+STRhIlVjKACK9VYuI/nMeIkhhIeueBhnuMvbCANKxW8ya2YRVZDh4s8kkky5pM4+mu0eMR5XJFGL7aRTiYh1FKCnSFTV7J069Vo8NAwoCu8Ch60rP7yCrgZeAACx1VJBLYMWAh7KqJBC7rERgK/qZLaf+86JT/win2SLjcdKF8AfwT8bKL4bdwu+7sL0o659QMklDsTGK/sd4MvTNx+h+htH9ex7mJnfnqo7eciCbUmloqTw9FRARUqQCIIG044SoWKH4NKAE8L7lAeeyt/XqLRF7mz740QuhuQif8ahBiCyF4di8Buxmco8RHAAhJwYCZFceqmkkOaLhs3OlzoyCeJOkKwUtHu7n0meybRlNKCkT5sYR5TySWFfJJwYqAFA/fueo3ZTOeZA/dzRcsy1m+/nCZMTGY+ixlLGtlkMZQybOhxEUodyeSRSg7s0NOEiQqsWKghiXyy9qYzpPdKKtdGM+TrlXR68SBNmKTjxw7wt9XSsKgr/gNrYSMEPlwFDj3dY3cSGVwupPF7YJVBlL0NEb6mKVMmiiHkNqC4EHH87hZX8DSAdDD1lN0WCULwxkkZmVrA4DXgvKg8driAGtr/OQPwGoBUqFCh4ufiWOlEKk4eZzLl59yESgBPC15DSEU1PnIBvrv3rYjk9R5CBD/CRxJ3cvx8MJ9K1IdcpjCXTNLJJo0mTDgVYmfESQIFDCGLEazCgBMHQaxPS2EVI0ginxJi+Bd/ZjIfMJ3Z9CWHR6Y+z7TYN5jAQt4JvolBxrXM6TmREawij2Re4B7y6IUZBzGUUIGVrOyRJJGPkRb+MPw1wqihDBt2iqkjhCFRmehw03/wGgy0YLVUYqcYQuX72o3FUIIUiL4WTLpmmAl79topmXsR/Ncl6VBaQI+QvVIkZc8feAZ5fUo8sAHiL5ScwVVAtAXikPBw+SGk6XCE7OoUlOj7AGWl6cCDvl3tBOkicqbwU1IBVKhQoULF6UXTiYf8xqESwNOGG/ihAWQ/kqcxAJ/adCyzQY/jrNOnEs1rnMpsptOLbfQhFxNNlBPJ89yHlQoiKWcLffjz4X/hQUMS2ykmhg2k0YKBEOpYzmgGsw43OjaTyj/n3oEbHTalI0YKW1jH4Ha1sZRoRrCKqcxFj4tdFXEMS1tGFkN4/fN7sFDN27vuIIQ6SrFxFQtpRcO6xkGksYE8emGhGhNNhEVVMGT8SvJe74f/XbXonmgkoncx+3LsJH+8idioAlEJd+rl8XokKvtZK4Qj7eN2IqHg9Qihu3aA5AEWKuOHKbssdwUM6qwM1gphHATiJPEeB293liTl2IEoimcSqgqo4kRQcwBVqDg5BKOqej8Nqm/6tOG9YyybDEkXQv6CDsu8RYg7Yudx1ulTiYz+LaSzGhulbCGFbSQzjsUsZzQudLRgZASrSOgkSmAeyeSTxFCyiKQcD1rySGYNQ3CjJ4MllBNJPWZmMov7eJ5M0rFSobSP0wOQyTDslBDLLpKt2/CgYV72zWBvowIrt8e+QDUWSoihAit1hGILKGMx44iknM1vDabplu3ocOPADGNdmI0O9pXZ2fdFABRBXmQvQrrWQooLXtWLX8aMhICztDDJBd30wuciEJ9NFtJQ5XokZ3AZ4MyBUanAKKWqi6LotQIvAdpUaF2JEC8nogJ+hCiw6Zz5XpmqCqjiRFBzAFWcLvzWW1yqedU/FSoB/EUxH/K96p637+9PPUmlg4Wukxs3OhyYsVFGNmlUEI4HDRalkPRaBvFmy208anwcFzo0eDDjwEoFc7iRJ3i4vcuHHjdXsJx0VmOhmhaM/Is7yaMX1YQRRg2rGcZg1hFJOYsYh40yagmhf9oaUsjFgZnXC+5hWMIywqjh861jyOj9MTGU8PqB2ymZeBHDvlhGEXH0Yhth1BBmrcGNjvSETBbZx2LWOahptKDr5KaPNReeBBtlrCsYRM07UfB3oFIPJW2wzw8uLYPpNtktmxAiqEXIYuFK6JIKQUjYmCbABOuAaxFncX5f0HaG1lZEOrwNX5/mfUhP51SkzmAYQtKCUfNtVKhQ8evGb5n8qfg5UAngacGt+BTAoxW+46l7x8OlSOsygBkIEdFyP08DsIoRRFPGCFZhxkEqOdgo411u5E5e5mPj1ehx4UJPPklkMYQ4ihjNcnJJoQUDodSSQAFLFDdsFkNJIp9IykmgABulPMMDktNHFnOZSjqZ7QaTbfSijhDmr72JuwY/TSTllBPJluQ+9CWHOdzIiOBV1H9hxoEZKxVsV4wuFmrY/OlgYsZ/A0juHzu0mEY3UdCYAECRNo7mN5Q+woOUXZHsJwpgpE3+fxeiAA4CNMDzhbJ8i/L/JCC/BQYFi5qYhVIHejO0jkLqyyQh5A8JExdblH3vdQMf3aFFhQoVKlSo+G1A7QV8CjiyF/B5ylJvePFoeIlhD06OFJqQWKh0sQh0XckE3SfUEUIuKex73c60298ghFr++eXDxFz2DY/wONmksZp0at0h3Kd7nkISmMa7LOcK7uA1MkmnlhASKMCIkxBqWcBEksgnhS2sYgQmmjDRRCTlLGc0ViqwUUY+SYRRQx7JGGkhh1Rc6HFg5n6eppAEXmu5g0HGtQxmHbmkYKMUB0FEUk4ZNuZU3EhgaD0ND3Xlquc+oBwpar0v2y5u3acRwjYR8dRYABc+pS8GiYppEWVvHEL4coFPEAdxMzAQWDELQmdKhZ5QxEnsrIZQi6yzFXAuBTKUw1aIuLa9oeBg5a8YX+/mjsfyVBCGj2CqUHE8qOeJChW/DNRewCoBPAUcSQC9/YCDkdyzeHxK3kxlWROi6IGUhtmKuIK94UUTR6pN6bS3DLt2Jn3nr6WgJYE0o5R/GUIWJppIJYeXmUE6q5nNdBIoIIRa0lmNGx1FxAGQzDasVLKOQUxkAdWEAWBv3ENLFx3Gg240reAINpBHMi706HExl6mYcTCItSznCtLJxEI12+jVbkaRrW/CRhkLmIidYmoJbSeT1YRRg4VcUjBTTzqrKSCBBAoow0YBCWjwUFQdS6iljqZGE85aM526tHDYowWHXkjd00BXhORVIaqeA8kDLERIox0hd5VAbjW8ZoE7NkD6ALgQURbNyuFaiBSkDkeKTA9C+HnlLOW4VSPssBFhkPuRxPyfmpt1vBsDUCd5FSpUqDjTUAmgSgBPAT4C+E+OHSa0I0TBgChGHcO7x0NHMtCBHO55iLuinsdEEwUkYKWCNLIpJ5K/fvsvxl6wgBGsIpP09rDwINbiQUsZNmYznduRmn8etOhxEUsRAKHUYaAFN3re5Ubu4zks1FBMDOVE0pN8irFzy1/m8uBzj+JBQ19yaMJEHr1II5tr9n7KVVELiKOIIuLIdA9Dr3OjwUMGS3hr7x3wkhYsEHb/XgDpPtLqR5/YDWx5cAA81UinKg2H3+4i1XQ+QGoANiMpeguBImAkQgI/Q0rDpCB1/pqV8e8uldZvrfsgPEJIYpXyno2HgCcheqYcstqtQA4Y/gjOV5Rj1ITaq1fF2UfH6gEqVKg4vVAJoFoG5rSgO2LyyDhqeTGi+vRF1L0TkT84UglKb392V9Tz5JBKBktIZlt7z99qwnjsgr8B4EHDINZSRwjXfL6Ev/IcT/Ig9/ACt/Ma+fTkUf5OOZH8q/FeAK5jPjrcrGIETZjIOjCEOHbhQUMCBeTTk1pCeZNbueq5D6glhHAqqMFCFkMpIhY3OoZHLceMgxcb76YJEw3vd2UiC5jFTEqwMyXqXTJe+Jju9+8kliJqtkcBkBj7NduqkyER4ttKOPxmF/o/uAYeAV1KIwyE2Hu2SweQQUgeYAii+qUDyYii9xlCBPOBDzOE9E2JkHZyE5D/7wCpLTMTSmdB7SwktjxdieBfByxC1FmQHExvD+eO5QXU1FkVZwIq+VOhQsUvB5UAnhYUIcaBFcr/DfhIwjgkdJj6E9fpVaLGAdCECTP1zGMqJpqwU0wJMbzZcht2irmTl8klhaFksYoRfDU8ldt5nQyWMoGFGHFip5g8ktHj4h8B91ODhSLisFNMHLsA+CL4cv7Mv1jIBBYzjib8CaWWsSxiKnOVkG4zDsTg4UZPC0YSKMBOMeMCFtGCgaduupsQ6lhKBslsI58kyolkz/IerL/kcgCGXLCKHdmXcPiTLlAOhV/2ghQoIQZSwP1wAGyCXWt7SrHnHogw50Fav72ITyFMB/6ECK6TlDHrEUL4BL5i0HgPzV/BPlPZx0+Kkkg1osDOUQZuVV7frzx6a7KpbrpfL9QezCp+7/gt/QbUfsinApUAnhZcjBC1GxACkY6oSHZ8ip63y0Tf46xjAEf+ML8CQzyiSIn7N5JyCkigBgth1BBCHe7vdbzI3bSiIYMlrGMQGjyUE4kbHXpc7WtswcgSMpjIAkw0kUABTZhYxDg8aKgmjFpCmMVMzDhIJo8JfMI/eAg7JcxmOnHsIoshpJLDBBYyglU0YcKDhgqszM+5icGsowkT2aSxpmUoL1bfTQwlFBxIYNToT7n36yfo03MD+YeTiEn7hoG3f4Hu5kYYVgYvSi6hrkcj3ACGCfUYkutFSH0CIYIOxB/zX5eQupFAP3wk72/AfcqYS5AC0fsQAwlZ0B8IN4hAC8BMMZtwQDleo5ALy27l0duqT63b9+uHWitMxe8ZWn5bv4GTiaqpOB7UHMBTwA9dwJOB+cqrXqfobYiStJkfFuL09jzzuoJNSB26RkRx+gPwNgDJbSOIoYRxLMKFnnUMYpF7LEN1WfyLP7OIsRSQwB28ThFxlBCjGD0spDTmMSDgK+7kZaxUkEweHjQsYCLhVJDuWc2bmltJI5tqwkj3rEbvclNgjCeEOhYyASsV5NKHMqJJI5sUcvGgIa1lI88Z78VKJSnk4kLHLuJYyyDKiCaUWpa5R9NQFcqwqFVMYCEaPNyy9x0mR80lhDo0eKghDANOljOaJPLR0EoCBSxlDLum9oQJEHLlfmydythSkQJP69E91og7xICuzon7+QB4CikIvRMhgnkIF5+NKIUjgXplV28Alq6Ap0dJ/mBnYLHyXu8voj9CHGsR/t66ACHqrcpxmqMcp5HIhSgecaL0Vf5vR1imVwU2IQQzTFnHb+lCrEKFChW/Jqg5gOecAvjUU09xySWXYDKZCAsLY+zYsRQVFR0xZtq0afj5+R3x169fvyPGuFwuZsyYQWhoKF26dGHMmDHs27fviDH19fVMmTKFwMBAAgMDmTJlCg6H42dsdQai/nnJX3ckDDwZkZaSEFLQii+/DIQcdCwJ04QQR6+hJAJhMH2ZwjzSyKYYO2bqiaScd3Q3kcFSskkjlc1cx3w0eLBRioEWFjGOImKpCAjjPabSgpFYdpFHMi0YuaNYyGWJJoY0sllKBiNcq8jR9GWkcQU38x9e5G6MtABgopkmTBhpwYGZh/gHa4xDWMdgttCHXFJYTToJFBDHLuoIYTiruFP3CnOirmMQ61jIBBYwkSlR71KvhJFfKngAAAvVJFBAOZGsyBlPNgNIoAD/N2rplHoQEBUzwlpO4stf464KgH92xv29XnL8/osQtjzEMKIFXkVKxHQFvlCeL1QORdIoeOBTeL4a3gcKq6FtN+3EbGMjlG8AZya0blCO1dtIzcc6pHWct0yMEyH6Tnx3pV6JcZGy3KsGe28OvIpvd3w3AypUqFChQsUvj3NOARw5ciSTJk3ikksuobW1lYceeoj8/HwKCgro0qULIASwurqad999t/19Op2O4GBfCPWPf/wjS5cuZc6cOYSEhHDvvfdy4MABtmzZgkajAWDUqFHs27ePt956C4BbbrkFm83G0qVLT2pbfQpgOcRHQKETkZt6I8lqdkQVcuJzlXo7T5wIN9Cxvdy/28qYySymMJcxLCWJfPJI5g1uZShZrGMQT/E3Ckhor903iHWAhFR7freLWeffz0Q+JJQ6mjChwUOIq5Ys/VAiKWcbydxQ+hGfRo9i/IYV1A7wZy5TWc5onuBhQqltf58LHc2YCKOGJkyUYcNGGf2f2cbk+98hnAru5iXKsFGGjXe5kXySMOPgHW6ijhCqsbCKEaSSQzVh5NGLvMPJ1BV3467Yp7FQjRkHmaRTRwjF2Nn3qZ2I8cXtxafrGkNwbgqSHL7zwL9HLc1loaLaLQb+1Abf+8luvwLhZL0QLpeFlINJAV78QHa04ToRc/0BPR3CxP9GCNxfAYOUjak8IM/ZgJC/MITwVyNK4XyOrBk4ElECL0XyCttXfgx0U96bj68jiVqQWoUKFSp8+LHyWieCqgCecwTwaHz33XeEhYXx1VdfMXjwYEAIoMPhYPHixcd8T0NDA+effz7z5s1j4sSJAFRUVBAZGcny5csZMWIEhYWFJCQksGnTJlJTxaCxadMm+vfvz86dO4mLizvhtvkIYCkE2aB+FhLu24BP7XkQTJ2hyQkswaf4HV0Sxlsg2lv6xds6bjKwn2fbPqUFI2bq2+vppZBLNRbc6BhGJh602CmmGDup5JBDKqnkYKSFx3mUd7/7I43BOlo0Bpox8QHXMZ3ZODFQjL29JVwOqWiUUPVEFkhhaUJwo2c6s6nAymymY6OUUOqwUcZCJmCkhWzSeJB/4EFLAQmYceDA3F4v0EgL1VhwYCaBAoqIw0I1Otw89u1ToPUwMGoNAHZKyCYNB2ZqFkRBOOgSG9FoPTjXB0EtDJu6jNXvXEHYTXupuSBKWsBNRzhYLVL+JasV9mkld9BfWb4QMY/EId1D8oD6QqQ38EwlejsLmAHpwZB5CIkTA3iPc0+E3L2Cj9h3vCB5az32RlTgjv2ieyjnyM8JA5/KRU+FChUqfgsIQ1JxfuxG+segEsBzLgR8NBoaGgCOUPcAsrKyCAsLIzY2lptvvpmaGl/5lC1btnDo0CGGDx/evsxqtZKYmEh2djYAGzduJDAwsJ38AfTr14/AwMD2MUfD5XLR2Nh4xJ9gL9SXIeRtEXJSevEpNHnLjexEmAUISRyAz2CwEyEFFuX/m8E0EyEdX6HDhQcNkZTTghGABArIoS9pyPY6MdCEiTEsoQwbGlopIpZs0pjObDadn0xAhZuu5Q3kkMo4FrGQq6jGwogDWYRTgRkHo1mGBy0JFND1uwasVKDFw3wmU0wM6xjEVOZixEktIRhpoQwbI1jFrbyJgyBy6UMF4TzPfdwb8BrLGU0BCSxjNDZKuY/n0eFiHIuwUUYT/rx9wfXcG/U0RpxMUowqNqXt3cCJXxAycD/unQHoznMxcPQXkAJl2NCNbUSDRxS/VQg3iwP+DLrcRvg/rfzW84F7gauQ/9uBgwj5GwlExiMh9yxxEdMNmA2ZjYjleJby9weEuG1HVLq/IoTsGoS4j1SO4dYOjx3Jnxde8tf9GK/9GFTy9/uCmhqg4qfAdOIh5yS6nXjIEajh55M/FXCOX1na2tq45557GDhwIImJie3LR40axdVXX0337t0pLS3lkUce4bLLLmPLli3o9XqqqqrQ6XQEBQUdsT6LxUJVVRUAVVVVhIWF/eAzw8LC2sccjaeeeopZs2Yd45VkuDYA/q8zUjuuDDkx7UhPM69K5FWEQJLQOtb5GoeQx8mI8hcGTd7WZNCLPB7gacaxiL/zKPfxPPkkcSeviGsWF1GUU0o0ppZmbMYypQeHiRGsIouheNAQGlnbrhAuYhwudMxkFu8E34SlpYZXjHcSQwnlRNKLbUw//1Xu5OX2/MNPmIAZBzmkosNNGdH0Io8k8mnByOM8yjgWYaKJXcSRQAETGhfiQUMIdbRgwEQzl/MFSeTThIloSomknPlMZvXyK+g+eid/WjKb8DGlAHz++hgYAoaIemiFhkVdWX9+V9BCyd44wqPKqVwbDRuR8C5AJFAN7lsDpPtHMRJ1jQQuR2oCliO83F85VP+3HUgCQ4AoifRFyNanyoAAZdlsxGK8CF/f4EPANOWYnkyXkI65n3uOO0qFCrXskIqfhl9rqshP7a4EahelU8M5TQD/9Kc/sX37dtavX3/Ecm9YFyAxMZGUlBS6d+/OsmXLGD9+/HHX19bWhp+fX/v/Oz4/3piO+Nvf/sY999zT/v/GxkYiIyOBdfB/3yLk4JUO7yhGGEYxovJs7fCaFrnjMSBkYKUsNlyoCDw1iLMhC4DZTAfgRe5uL9MSQh259MFOMfEUsJlUbiqdT3F0BEZamNC4mOKA7nTd0cCIxFXkkYy9eB/2g/sovjiCNLLJJ4k3uA0PGpYZR5HBUsqJ5FbeQCsyGEvIQIsHE02MYBUtGCgggSLiSCKf17gdPW50uEgnEwMtvMydWKlgBKtIoIBixGiSRzKR7OULpN7gP3iIvURSiZVxLGLQ6HWUE4llzHzKsFGBlcp+0XADRH5dzq7QINBDcuom8r7sBzu0VE6Lhjmtsru0HsjSwxCI77mNmj+F4d+piT1be4inxqYcjoHIvDoOCRPfewgZsB9sASLO5vUUr0dpqhyHXkPk2npQOQfO6y0FpekBjAGeRW4AvOdAEkIMI5AL1Xzl8ULE6V2Ib3K/FLlxCMDXc1iFChUqfms4uuXpqUCtpHAqOGcJ4IwZM1iyZAlr164lIiLiR8eGh4fTvXt3du/eDUDXrl1xu93U19cfoQLW1NSQlpbWPqa6uvoH6/ruu++wWCw/WA6g1+vR6/XHeGUTclIrJK49RysYUoZIP1rGADnIJL8Hmfi9yk8P5fkMcO7Gl//nNZRsYAhZxFCCmXolR89DEvkMJQsbZSznCtLYAB4oIg4jLWQGpJPBEj5IvIo0shn63UYesj/CWKW24AIm8vKOv/Je4jUYcdKECTslWKlgFSMYzDqmMhcHZuox04s8WjAyhxuZxrto8fAKM3iKv6GhlRoslBNJEA7u5GW2kUwtISxgIsnk8Qoz0OGmGgtm6qkmjA+ZSDZpTOATPmAyHrQMYi1rGYQeN1kVQwnrvZeaWVHsWtuTsMHSRi7vrX7QD2J7bmfXZz2hewFc2xP+rxGC9JDXSuE7vaAY6hKB656F9/4q+X+blMNgVg5ZvaLqhs+EqmDhbLOVXsChgB/AENi2GyFxWsSk483h9OZ39uVIVbcRuUB5C0mDEPuOd6ze0kBqPSsVx8PpnDBVqDjbON65fDKtUuHIHGhVHT8VnHMmkLa2NmbMmMGiRYvIysriwgsvPOF76urq6NatG2+99RZTp05tN4G8//77XHPNNQBUVlYSERHxAxNITk4OfftKceacnBz69ev3M0wgDwBWfCVBvBiJ5PQdK//r6ER+AxJmzEfy0DLxhYWB/83krZ5TsVKBBw2TGj/kvwFjSGEL1YQxj6ncypt40PAuN3I3L2JqdFIc0J0e3+2hTQNFwd0x0Uy34joao3UE1Lj5OjyRni070Dcg+XAVUDvYHwdmiohjRONqagMC6fq/Bj64+CqGkUnXygbeCZ+MnWKSPXkAODRm8khmRMvnVBvDMHscaFpb+av+OYaRSR2hxFFEOZFUYMVGGbOZjh4XMZRgk5grNVjIJ4kWjO3jhfg62EIfbJQRRjWVWNEoqiTANpLZQgpWKgihDgANHrYc7kNdXDcxgKxGHL4jgVsRIe5VRKDTAolAJZIT6DVtZyBEMU85PN4xs/dJqzkn8AlK7cADEBksKuM6hDjakM/uigh+OCHSAOVl+By+3YBtHKkQH+t8CUZIpRP1wvd7QYd+4CrOAZwsSVFx7kM1gZxzBPD2229n/vz5/Pe//z2ChAUGBmIwGGhubuaxxx7jqquuIjw8nLKyMh588EH27t1LYWEhJpMkwP7xj3/ks88+Y86cOQQHB3PfffdRV1f3gzIwFRUVvPnmm4CUgenevfvPKAPzMhL665gf2LH8x0ykaHBPfCVhtEjHCSe+nEEv8fMqgN7H7nzU9ilWKignknQyKSCB2UynD7lo8VBLKNOZTQ59SaAAMw66Fjew1t6XwcWbORjZCafeSDmRuNBjookiYikjmnt2vE5jvI4yjY2e/9sFrfB1n8R25+7lO9ZTm+hPLSFo8eBPE82YuJqP+T8mkUMqUZRTSyhWKqQjCJPR4OFRHqcFo6LyLeRdbsRIC/kkMZn5hFDLX3mOyczHg4Yi4tqLTutxk0R+e8mYSMrJJo0CEkgjm6zDQ6h7qRsD7/mC9QWX42+rxWKspiT7Ivlt70RuNk2gm9QodQMXAxGgu7IR91MB4FIOQRLwMPJ6JvA10n/4qkPwx87w7+20ky5tb6nu40AI4Yp9MDRCovVtToSsIb2L9yFhYvtMKAHavOVkZiKM0Ev0Q5AVFCrnwSKEfS5FCOJ+fJNPb+Xc+BRfYekAxPrsvbvWKss6hkiCObmQydEFy1WoUKHiXMQAfn7PbJUAnnME8Hj5d++++y7Tpk3D6XQyduxYtm3bhsPhIDw8nKFDh/L3v/9dyccTfP/99/zlL39h/vz5OJ1Ohg0bxuuvv37EmAMHDnDnnXeyZMkSAMaMGcOrr76K2Ww+qW39YScQb+cH8NVxcwLXAQsQR++x8ruONeF6J32AYJq/v4vF+nFEUt6ee5dPEuNYRAVWwqimRimvsohx3MFr5JDKdVs+YXufWCF2AYi5oQG2jYun14ZCtg2IpwUjSZ58yjQ2dLiwUIPGI/l/FZpwyolk+DPraLhPT0CNm0fDH+RG3sWMgzUMoRIr9ZgZw1KaMOHAjFVxFBcRxwImkkIu20kijWwSKECLh963F/DP1+/gbweeIiN4KRVYKScSPS6e4GGufWsR997yBP/88mH6XraWzTcNhsdaGR61nCJi2fNpD8aO/5DFuyZBKyQnbCLv036yO2sRZS8CYhO2s+utngROq6KXLo+siqGEWyuofD1advt5YJhUj3NskCh2KcqhvAPxegxFKrw4gZuBD5XleuWQPoEYgz9BDCUpoJRghOJqYCtEj4LSHKQn9G7kYAQrKziE5A96z4EB+IpKa49a3htJTAxQNsp7k+C9eVChQoWK3wNOtRyWSgDPOQL4a8IRBNDvKWibhU9lsQPjkVIhXyESk9cx6g3r3I2UFzm6OLRX+fHh/ja4lTdxoSP+0zIeGf8Qj5c/Ca3gskCusQ8eNAyu3Aw18PXFiVyycwdf90ikGRMLmcBrn99L4zAdizRjSaCAXo070O6G2j7+hK5opnUAvBnwB5LIbyeag1xrqdRbacFIjKuYN/W3YaOU8d+tgAZoDYPygHDMOHie+4iliF3EEUMJ0ZTiTxOVWCnFxvP8hUd5HBulOAhCQyt63O2k0YUOPW48aGjCRDgVPMMD7YWiNx9OZVinTHJIZShZVBNGAgUsZAJOjNS8HMWzd95JJuk4MLP5rcH4X19Lc2Yo2KF/who2Th4KT7TR94J1VGBl33g7aIC/gcFej/P9IOFbEUA/F6zTS4eRr5FuIf9FSF4iItilA1fsBpogsrf0KtYi9wE2JPS7WHnPOsSlHAEszQScoM2AVq9yPFMetEihaYDyakQV3A/0htB4qHUiJPDto87IAchF0aScX9XKnx2f61hV91SoUKFCroNPqATwbG/ErxU+ArgB6TPWsRewFw+CoTM4vZO8AaWxLO2dIUJnQu12JHx3tIpzKZDP7rZn2UYvLFQTS5FSXLkZJwbmMpWhrCFcCREPbVyPNheIhtYQaOmiI2CHm8ZEHQG73VT1CKTrzgZogPpUA0XEEUk53b6sk4hiF6ABGAEvnH87k/mArksboAJarwVtKdx38d95vvIR32YehDalVKNfBTTG66jThJBPEn3JoQQ7NspYSgYvcjcfczUOzLRgJJUcCkgghFp2EUcftqChFQ9aFjCRfJLaawJaqaAJE2lkU0dIe5i6HjPudi+yHg8aPGjIJo3sw2nc2ulNskkjhDpWtYygeVOo5Padh+T3DXERYy2m1h2Cp1WLp1UjxaYTW2GOVohcP2WsGZ99qkcbnbq0cLhButSwDQn1PoSQvYmIGrkf+D/lbvVag5hVwgNgEj5DSj5SpuZ75f9VyimRuxTIEB5nUk6dYsBZjSiIwcrN8AIkzaAbUtDahqiNqcoGbMWnUndHmKi3PeJ+ZcVegqiWV1ChQsVvGaoCqBLAU8CRIeBh+JzA1yATMEjIbgCi2OxBJtitiDrY2GFZh8mcIUhI0IAkm5Xx77atWKkgknJWMYJYioiknBosaJQizXOLbwEN/Cv6Fm5rkfZ21caw9lZqfymX8iQHwzrRpfwwX9sTCcLBQibwwP9eYtPFydgoZRdxDP5OUSubYX90CCZPE3maZAbv2CykKR8IgfrBBhYwkVRyiKSc0B3N1Cb6k00aw1yZOPRB5JFMKjlUYMWFjnlMZRDrqCGMYuxKQeoJxCjh8zKi0dBKKpt5mCfaxyaTRwEJfPKX6xj73Ido8ODATHZjGoMCpHxM4bfJDLtgOfkkUbPXCju0wnOake1er+ze2QgX+vMBmB4sJOxqhA/1QMK8/kie33TgKeBGhJ83AX/DR9zyEDPJS8qpULkVHuktoeFkhBTGI6HhhcrnxgELZyMhjBtAGyBjv1HGtSrbDMLXzMq2fA+05YBfKrRtRW4myhCFb6TyRu9NRMewcG9ESVSLSKtQ8duDCUkL+Sm19H4YaTr3cbJ5zMdDx7CxSgBVAngK8BHAVRA9XIhBbRbtVYczZkqYsBVwfoqwpo4/um7ID7djmRAvvKUfJFwc6LqVtbpLKcOGGUc7+THSggGnKHiVdXwaPgojTkZuyKJqQCBaPLjQY3bVs1qfzphnPxei0QVcvSDTOIw+5ErtPWrwoMF2oJKK4BBCW+poMRoI+p+TMRd/xFvcTCVWen1XyMGATuzSx9Erp5APU8fyLjeypOX/sd2YyGLGEUId6WSykAncyctUYMVKBbWEsI7BmJXiMlkMZQSrmM10buRdJvEh/+Y2gpTv6EHDh0ykJ/lUYOXJRx9n2uNv0IKBxQfG4S4LAH+YEvsfPqiezAjLKsqJpCf5zF9yE33GbCCEOvS4yCUFC9WUum04m424P1R+9GZEbQPhUrcB7yLXih1IWHc28BiQC8Qgyt2HCG8PRfiXGeFYJqTUzJXAGsTj8TxwPfAZQiiLketPlXJ+LM2Eceny+a3KqeLNAQztLCoiZYij3NtzOAmfsjdAeZ6PVzWWC2Vf5bE3clPSHVH2nMq4QkQ1zOTUEqpVqFCh4tcElQCqBPAU4COA/4DQByVvK3+B8qo356oHEoLzloI5uoxAX2QS9hLAJI40ikhIblhbChNZQDqZmHGwhAwmtXzEi8a7mMa7lBGNEwMu9Iz8LkuICbAzsTs9lu6BaKAUDg7vxA36ubznmkqX3YchBDaE92FA8RZYD65rQL8eUcsCYcPFfYihWELGXaA1ELRfISrVbuSGrAaWXDacvuTwJrcxmmXocdNz7S7WDu5LDCVoaOUV7iSScmyU8TIzeIBn2EYyZUQDcCcvs5ZB/Nn9L17T/Yli7DgxsJAJvMNNlGKjjlAcSMkZMw4msJA3uBUHQYxgFSaamMcU8r5NhZV++E+rRX+ei7r13SCijcCIakJ1dZQsuUg4UAPQD7r3lOO1560eougNVA5hV3wkbT2i3l0PnS46yOH9XUQZvFn2Fd8gUdf3ESUwk/YqPpiARbvhtQuFHM47BBmdRXEsVtbvRMLGxR1OB/bBuAhR/7x/5YjDeB1C5nMbkZsKC770gqNLynh7TZ8Kfgv5g17TjAoVvxeodSSPDZUAqgTwFOAjgO8AFcjkOANhRpsR5eVuZHIuxtf9Yw9HtoXrhjCLMo6s+WVCVJliHmwrYgILcaHHQjXWlkpajAZc6FjKGG5snIe2ECEipbBhVB8GzNnSPmfvnNadHv/bAwHwQvTt3LPjdT5NHMX4tSvYNjieXqWF1EcbmMsU/rzoLarGBZJHL0Z+mQUHoTQjHNuBSvwOytf4T/gUBrGWSqz404SFGqJ21tB4oY6ARW7JZbsA2jSwKHgUAHrcJFCAAzMzmUUa2bjQo8eFjTLSyGYhE7BQzVoGMZQsJdexCTMO4igizFODQ2OmCRNFxPImt3Efz7GFFNYyCC0ehpGJGz3rGEQMJby0/AFeHT2daiyYaKIFI/OYQsn2i6APZBz6mFJs7HjhEsiDyXPfQYdbUVpbWcw4ksnjk5evo++da9mcPdiXOzjSRXdrKXuye9Ap5iCH67oIf09SDqcN+BNwF1ALurGNtB7SEHS+g7ribpIx8DDiAfoMXzvMD4CnO5wWEUiDkS0ICYwA8hthQoBsx4XARcrYg4hppbZMVhjdWa51zYhzudYJoQafqqi1Qet2fGWKDuFzJxciG3mkK11OLBsik25VHo+VM2jnyPI0ZxPqRKjibCED+R0c6+bs50I9n08NKgFUCeApoJ0AmhvAT8nhqkIm6EqAMgiyQf1uRH2xI2G4Y9nXj85t8Co2YhR5q62EJPIpIQYdbq4uXYrLAvpcoALahoOfCykNl6us6p9IKPMgomhVAxcgDtbl8MGtV3Hd2k8gGLYnxtLzu1386/xb+HPOW2xPjaVn5S5cgaB/A1EQvaSnB1K27iuEB+iBKOWxFHHVpsDXqYk4MeJBQ19XDm69nuWMJpJySrGhx82kysXUhvszm+mUYsOIk6GswUALTZhwYiSMah7nUdZXDOYj69Wkk4nO5aJJb6KOUCoIpwmTQi6D0OPCjIN8kvh/F67i7d3X4UHDIsYSxy7KsDGa5TRhogUDq0lvLyAdRjVGnFQQ3h6qjqScPJLxoCHvsn6M/fJDzDgw0kIBCbjQU0OY0pPZjQMzu75NQmduwr0jQPL++iEK4iQkVJyr/PVAXMLfK6dHFlJ+JggJLT+F3EP4I1xsD6IaJiMErkrZ3x5lHbuV5xHK+p0LkEnHDnQDQwQ49yEO4gHKG2qU59VIbirgZ1BqGj6LqNa9ldfzlXPVgBDG7fg64IBMSqn4nMtnCkc76X9tOFb4vTuyj39teVq/ZXQs9eWN5vxYXlrHG30V5xZUAqgSwFNAOwH0b4BmJ0RboPRZZBKsAR5Eyrx0Q8Jz3gv8pYhCmIRcTII5UiUJQxL45yMM4XI+abu+vURKPWZu2PIRy/oMo5xIbvvfHHHlvvmIzPXlSGOSq5HrUy6Sh7YDCd02SMi2nEjuKH+bRquOgDfcImKCeFOaEdNDJHwaPQo7JfT8bheuLvCc8V4e/vyf0As+PX8Ur3Ana3aMoioxEI9ij+22og7qYM31/enj2YJbo8PgaqFLxWFqo/0JXdQsqtVOoA8UR0dg37KPvX3CcKMDwIATNzqKiCOPZG73vM4fNf9mUeM43g+4ji2kUI2FW3mDbNKIpBwrlSwlgzSy+QcPkcR2CkhgKFmsYxBZe9N5JGomOaQyiLWUEU0WQ0ginzJsJFCACz3VhFFHKC0Y2LPXDgu1RNxTjPOwgbr3u0EiDOu9jNXLr6D76J3sye5BfNo2Cuf2giGt8IYWwwP1OO8KEtPJUoT4RQIzc+C11CN9Gy8BE4A7CuHueCF2/9cIswJgZjUQAHaDmEm8VWDyETNKJXLTsfAQzOgM/wb6K5+3tBF4D0JnKIrfdkjqKeP1KMWpt8v6Q23KmEPyHmz4khqP7kZxdDj4WA74n9LF4lx1Hf+cvEivRdzAiRUaO5K834hcBzYj+yIClTicazhWCsRPNSV4a8M6O/z/XOpne6a351Ru3IL5YfetnwKVAKoE8BTgCwHvRibJrQhxe5Ifd1j1BlMGNDmRyWWDbzmXIpOBt8ab5ASub5MiyxVYmej6kF36OJIaC9FWIGHXz920pYLfcoTkFSJdLqIRAngQmV+HIeQhBNaOkq4hoRuaIRBao+QTtaXANqifZiDobaeElXcj175IRO2LhqroQLq+2UDxrRHkkMoIVtGCkaidNRyM7sQWfQqDt2wWonGebEPtxf6Erm2manAgXT9vwDUQ3jVOYwhr0OPGRBM5pGKjjIv+VwJ6OBjdCa3nMNnG/iSTRzmRrGMQSeQTQh1udLzBraSyGQvVVGNhAROxU8xYFrGOwe1O6AyWMI+p3M2LLGAiwxSjSih1JClGk3ySGMRajDgpJxIPGnS40dDKitfHQzL4J9cC0JwbCqHQKeQghz1aaNYTYt+PppOHmpwoiHTR15ojquDcnnSfupOaRuk17VwRJJHWlFZ4RSuHeieyvxsQ/lWFXN9CldNBg4R5FyIk70rl9Xe3wqzecozeR4wq8cp7KpXH/ki42Y6vWLULIfvDlHNkhWI8ie8s+Y/5QG0jmAJk/qsvxEdWOivnbjFyh+FV/LzGkkZlBT0Qtv9jStbpCGd1DFP/FjAD2YfHaiWpQsXpwq/5d3MqeckqAVQJ4CmgnQD+oQGiAuQ8XIw8Fm5AZupgpOUbQA5yd7UZmYUHIJOi947rWJPgDYCNb9usLGQCDsxkkk46mQxhDUMb1/NwwGPczzNoPB7cGlHPdB43xoNutHkIaYiCti7gdxCqIgPpurAB12goMMa3h2TXMZg7G19nTcBALi9dz/7oEGoIo5YQhjauZ03AQHYRxxCyuOi7Ejadn4weFwZasHoq2aLpw9DyjdRHGiggAUCpxicFn3sW7+JD+1jKsDEIKduSTRqrGMHdvIgZBx405JCKiSaKiWE0y5l29QImf/wO4VRQiZU1DKXuQAh3B79IKxq0eNDhpoAEFlWP5TrLfBYcmIjJ3ISmkwfPYQ19Om2hgnAs1JB3OJnITuW40FP4eS8p4bI0i7C2C6jJjoJyCBxXhft7PaaAJjR4qNwbCblauVZWI6HalUh+332I6ePvwDKEgF0EFCHq321IPp8FcRNnIvcHFmD2ARgXLOdNW7VyzlwIQUpRRQdCznKAplmIqnwA4i1QWC3nUmiGkLf2WpMgRaVn4Ss27m1HGM+RIduOd+CTkbuEX6KjiDeZsePF2nvxPh3kbyYSji5Gfk+/1gmtI/oiSlE3jjxmv2ac7IRtR+6IFp1o4DmC45msTqei9lvM+TtV5f9U3q8SQJUAngLaCWBsAxxQTqDaDQhDcCKTbSNHun7TkRCbXVnula8l1CuZ/nB07khh27tkMZTb/jeH+osNhFZ/h6fYX5Q1PbguAP1eWNujL4Pf3Ax7kevnQUSQ0cOGfyhu31XK8n6IorcFdk7ojr1xD/kB8fR6u1B+U98D18LeHmFEfVkjytRyYDjyud8j1/JKaB0O2g1QNSqQrm83COkMgQ8yriKJfHpu2AUeqRtYQAIDVmzh4GWdqNOHUk4kA3YohpUusD8yBEtjHeUB4cxmOjmk8ip3ABDpKsepN7KNZC5fsR4uhFJ7OJGNlWQGDMGNjkzSGcQ6rilYwlsJU/kHD/Iyf+ZdbiSGYlLZLPl8JANQTiRmHMRSxDymkkweyxmNBw0mmnChp6I6nOmW2ZQR3V58ugUDV7CcAhJIIp9tJKNFWugtnX81Uyb/h3nfTgeHnyh5Pdqg2I+Q9P3ULe7GsPHL0OFixZfjGXjZF6zferns0wkIcZyEqLcAYyEwsYqG2iBw6IlIKKaiOpzDOV3k1NmmjCtD+Js3J3Ajsl/7yznQPqY4E6anC8H0KJ9TqYzLBZxH5/8dAAwwzgKLnBBugErFLBKOz7ziUh7zvWR0nHKeeyfBYKQOThmSD3sDwm73IL+Zo/NjO/4OMpT1bFC+VDpCjGYALfywM8rJ4GQIiXeMN//rTLihwyDoj1DvJf1bkcl/N7IPfu1u7B+Dd1I/umLC2UbHc/N0ETuv+tbxnOp4Y9T5JD6nLyIyzOb03Ph0zHM8G+iOJJmfTArEsVJPThYqAVQJ4CngiDqA9uFQvAK5QATgC+teg5zIjbTfqWhnKu2/vOrMNcgPbiQSPu5woTHMBGcOn7TNkpy9xreks0eNm73hYUR9VwOt8E14DAkHSvArh/0XS+HmgN1uCIQvwgfSizxClzZDK6wd15fBxZtpCwa/Qtg7IIyoLcq2FQKt0DoeqgNCWEoGSeQzoHKLhCVbYUTif1nS8v9YZhyFHjdX7FjNmsT+xLILDxrMHgd/0TzLLGbyJ17jVe5gM6nEUMLr3M5Tnr/h0WgoIAEdLvLpyevczlgWkUABV1Us4hrrh0xnNuNbFvG08QHWMJRxLOIvPMejPM4qRjCd2eSSQjZpWKhmFSOIpJwtWwcQ0/sbYinCiZGs7SP5e8/7+IQJ2Chj8cuTiL9zG4Vf9iLxsq/R4qEeMzWNFpybgggfXkrl8mhJw1os3znksf3UrewGZRA4vYqGTV3lGp2nHDYtwkUWIsStFpmvs4A/InwnGcnDHIh0W5mNXOMTkc+qRYhcL2X8DmX9uxGOs1J5XzgiHA8F1hTC0HgxiWQi84kZIWL5rwADILw3VBYqLwYgNyCb5cNDe8rn2oHiDfjUv46TzzXKObkUuampA8YgNyvesjNHw6B8XseJ5Bpl/fHI78OraAQjk9hX/NAcdTL9PtMR9c9LjLy/qxMpJmEcn0x1nOC965mJ/ECOZ+Q6FRxNKrXAX5Vlz55g+7w4V/Mofy4MyHc62TzSXwo/hez9nGMwEl9U6OeWKOqLnCsGfl4tT6+CebrPa/hhabPTiaNNNj9l+1UCqBLAU0A7AbQ0wGVKjtQ+YE0ZkrfzIHLiNyKq4E7khO0GE3rL/PoFUDtLltENuQD8FV+4eD/YZ7B1dwImmrB/uU8WhyHnby9gNfLb984fHiTlagli7JiOzFufAylQ/EgEAOGuCtx6PUGLnGIcqUO+QyS0jQG/HOX9enxK4tXw6IAHefzNJ2Ue341wgW3IdS9Z2exocIWAPh92pnbHg5aL1pbIdh2kXaHce34YufRhHYN5sfRv7IyWsdfzPpta+tNk9MfU0kytMYRdxNKCkae5nw+4vj0/701uJYOlZJOGjTLMOCjDRgZLqCOUZ7ifIWRhoZpcUmjCHzMOarAQRjVDyUKDh4VcRQVWtjSmMCRgDUE4iKGEPJJJI5s3uJU983uIsldwM6MSPsWIkxJiSCKfeTk3gwkGJnxBXksvLMZqSpZfROJoIZkh1JF3OBn/Tk1Sb/ANMGTVExlQTtkBG+6VARJS/jdC4EIRIpiLlJHJQgy2/0BKxryBkEeUsVkISSxTjsMQhNx1A/6H5PSVI/UKD8mphRnYOAsiZ8JY4BUnpBtkHf0RApqPQhBzlA3wkr5nkRCyBQk3d8RM5MfgVeUGKCdtT+UECVbek478NgqVcT058oJ+rAnVW4bmWBPt0flMx5sQTsagcvS6OpZxOlWchMriNxPaPuCIm8ffFLyk95cgHUfjTJkbkpAL+8kaeLor423IufVz8j1nyj2KGSh/gV93mHgAcjN3st+h43H9MWX+WPU/VQKoEsBTQDsB/EcD+AfIZLsD3yTrBGFIS5GJbhFHhsSSlMfxQBYYxiutvryTaW9IyYBc+K7NhLmxWQwaXcBlFXK1NzWMImJxEMRQ1oi71oWQuXjgNUS5C0NI13nyfuKBDPh6QCKXvLbD1ybNg8zxi5R1RCnjn1G+Sg5s/1ssPct38U1kDDZXKa/r78BGGb3Yhg43Ia5aunx+mLYB0NKlE12+PCzrnoKQFi1CRCdFYF+4T24+uwA7YfuoWEKoo1tOHYTBsuhhmHEQQi1u9GSTRjUWzNQTSh02yqgmjF3E0YKRSMrxoAEggQJslDGfyYRRg5UK5jGFYaxuD+/mkUwYNRhpAaCABDR42l3BqxiBGQdNmDBTTxMmtjSmEBdQRCsadmRfgiGxnpiAYnZU9IRNejFa3AaBt1WRoCsklFqaMLUXxHZixEQTrWhYxQj25PTgqtQPKCCBOkKIpYhdxAFgognHYTN1O0R95DxElfSm1NmV/ektJl0JLHwFpsyQ8+9GhEA2IefFBGXMpGch/q8Smq4H+AAM18lpalbGZMpxwgxkHkKI2tv4VO1ifCkNX8kJRaNyclmU5/tlReEzxGwSisx1KL+TcOWziueAaRo0ZSon3gF85WmOp2gcy1zyB+X/Nfgmhx4IsVyBT3H0ThpHk4+OYUc7PmduD6Sx8z5lHR/x8/BTXMUzhYRvfIWTIy8/J0csHUwDlP1u5+wZTtL5ZXJPvbiU9g5NJw2vm/tYpOKnONxPBr2R4/dLhLw73kSd7u3+pXBkJ6zjw9t29eekZagEUCWAp4AjXMAT7FKktxRE2fCGizYgk+FWjuzVmgGhvRX1bxxyktvxhcaMymMr0I3/a3uQCY2LyQ1Ipl9lnpy7X8rLtbf6EzqnWfikHr5JjMGNjl5zCqUczMfIaxqEQICPFB6ENbf2Z+jfN8o1cjYiQIYA8xBidgGiBEYqm9dPWUervP+NSdOY4prLLn0cYcqFxoMGNzrs/9vHpoulhl41YaL0/e9vbLo4mSTXdrrsPCxzrAvq7dJ2bu/FYUIiGw+z/fxYbJ4yajRhuNDjRsdaBhFKHS70GGmhRSFUcRSxgIksZALJbMONnnySCKeCwawjgQJKsfHI2ueZNvgN8klCg4fN7wxmyk3/oQIrqx+/gmGPLiO7MQ3nnCDuvfMJ/rn1YSb3fof5W28ioncxNkpZ/+nl9B+/ho2PDiXw4So8rVqanw8l9tHtVLRYac4KJXH011QetlK3U0mQO68NsvzodMVBDi/oAmZInrqJeszseadH+3L/6bVotK00fNhVTomubfCxn5hKJiGErUg5xVKQriCpymu9lNMsEbkhSQYuzYL+Q0QJ/g65OclTjp/3ZkCvnG7+wN8bIUNRtPOA0qUwI0PJHUS40PfAiq3IxJUpv4HoP0Kpd1mH30B4vJC/ZiTUXZ4jY1I6Q241clcwAyFjhcrv4EW8NTDlBPGGjVF+Lxblfd6JomMSfkcy4V0HnHw3FO9k0pEoektOOJVlJ6NYecllxxBYb2U7jpW3dDQZHaD8/5ciBr9G/NgxPFH49af2wz4ZUnE8B+2PbcvRpOZ05JR6TV8/9tl/BV5QPuun5L568UuYULTIHeEhJD1lCL48+BPBhNwAetVWr0LfhPyW9vPj26wSQJUAngJ8BLABtAHQ2igFodv2IXfSdmSiKkN+8N6JqRuijlyDzIgrZIWmUdD0D+A65MfwCnAbhFu4v2IWs1oeaw+p6nET/VSlzElWJKw6AHgNdj7dnR7f7ZEQcA/EvJEnm8kwZN4cgRBCF7Ab9t8TQrfKOvgWMXpMh7XRfQEY/Plmbh3+Em8uuovnxs3gL1tege/hYIqUZ9HXwYZIMZjstHenx1ql9ZzXSLIDiIZvhsdw0YYSWf8wePqyu3hg6UtQA65rRdHEKruiNtIfg6uF5/V/4T7Xczj1Rnoc3sn6TgOIdJWzQD8JgDQ2oMXDVOYymmU4MDOBT5jHFCaygGoslGEjmW1kM4CFXMVU5rX3B27BSD5JzHVP4QHdM7RgpJowQqmjiDjSycRGGY/zKOlkosFDAfFo8eBPU3stwjiKFAVyLwurJ3Cn5RVMNFGGjVKlvqA3XBxJOUXE4UFDLSGksIUybGTljKRP6gZslPHJM9cRdv9ear6MIuayb7BRBsDqx6+Aaa3g0Mo89g3QT8rQaDt7MJmbqMvrRljvvbjc4gg36ZrZl20XcmduhTytUiNQOf6FCFF8vhrYDzOUcjL/boS3A4QkfoWohWblFJ6AmIrrD0F4Z6hcCtTBhGmwsBHSA0QQbFVO7ySkd3JXhJM5lP/XL0AS2N+Tky7SAOWNMDRA+ijHA4Vl+GTDWYhx5CN8+WE34MtP9IaULTIHfA+0HQK/znLz43xBWU9vZeO8pNKbh+glizOU3981ypj9HBlG6oGE7sBH7k42zHii8K+XMGYgsvuPkdbfgjP0bOUunm2zw+mECZkzTqRwem8qvKSpL75yTj+G4xHG02SI8pspc9MWoN6J/IZzkHP/R86P9nz6jjg659D7/u7I/vFur0oAVQJ4CmgngL0aYKwSAnYiZMyB8LzzEdWlDqnN5q30EYdMUM3Kyroi0aVQZKLNQ35b+QeA3fyzbS4p5DK4dDO4fLXx1hoHcvnf14sS9BGizu1FJvtIfKTvYIe/r5Abp0uRTiFW5PcxHAn5upR1rEZCiPlAPOzs0Z0eO/bIRPqtjC3tEU50caWQyYNQmhhO9NpK9g4OQ4OHbhvqIBbpUJKMkImDymcegLZIpYPJ91AaHU50aSXbo2OxUsFCJnDrgTn4KYWtq84P5CXuJpZdxFGkdPcYhwcNqeQQRjVaPBSQQAwlLGc0yeSRQ19SlYlbj4tWNNgpYT6TcaEnhVyaMPEyd5JKDmYcpJNJLn2wUslfqp/lcF0Xrkl4jzh2ocNFIQkUYyeJfN7eeyu3R71MCHX8ff4/0I1sxL07gMBeVQzVZZFAARUKs7VQTSsa8unJ5wVj6JOwgS0VKdxifYPlXIGVCjbnDCYm9RtKXriI4fcsIevAEGKCS6RkTY9WWKgl5p5vaMJEzdooCaFeIg5jvlCO2SZ84dZQFyTqRTkcpbz2IZIzOAQYsQFmDYDHgOeV87EZqRN4I3Cd4gh+baYoxFci58AmhG/9+R8Q/pA83wesaYS7A2T922ZBxkxYegAGBct5f77y+6jCF9I2yzlA/QpIGQW5+8AeodRHfwWSZsjvIQJYWgjx8fK7Oqj8zooP0K4caGcq1/g5SILqF4ii3gh+10HbAWTCBOnWc6Hitr1U2SHI9yUDOATantCqGGS0M6F1NmCB8AxflLB8u/yo/AzQVoa88JX8cAhGCK6XIHqJh/eG0KsIdVe+oJIraQKaDuFTSBuRSX62sg7FmU0+PlWrh2wb8Ud9Vpny/lblJPC2+/PWdERZj3cbAD/kOqJVHpuVY9RVWZ0ZqG9U3mvAR4iV97bPLF53Nx0+twN+kALoPT7e7QtATgRlkjYYwLkbX39Erzrrzb97Dzl2Gzp85+7KepuQE+YQkhbgVYqPNhN0JPNelc+b7uDd72XIhbQ7cgHthu9GBYS8r+T4NwUG5e82ZZu95G0AvnpTwcq6tyPHdLOyrfuU9+5RvivKPvMq1DZlffuQ8yGgw3Y0IufAbuW1zsrnbEXOF6fyPY2y3IAvcgSyO/XK27TIeVFPBy54ACFvXmLZTVm/l5T1wJez0lFBHcdPL/tzPKd4x5PKpHzPvviOdw0y2d2kEsCzvRG/VhyhAGYEwNIVyA8oBJFVDiEn/QF8haE7XliOdQfqVRaGIBe3P4A9go92j6EJEzctnS/nrXc1m5AUQq+q782lL0TIVgNyjVJyBylXHsMAPawcN4QRB7LwK1Q2Oxf5PY1R1mOVz6i6IxA9boIqnbAE0m/9jMziK9lul5y9AuK5/MP11E7yJ/S7ZvgWNqT2YcDOLfLZkQipTZZtauynIyBPXMp77WFYWmpoMvpTjJ1+5XlwEL7ukYiFGqoJI5oyXuZOJrCQciK5clcm/4uNU8qxGFnARF7lDsqIZgt9CKEODxr6kEslVgw4ySeJEmK4ioU4FeXPm+9XgZUXuRs9Lp7g4fbC0eVEkkQ+85nMBBYSQh1l2IiknCWMwUoFo1mOHhfF2ImknNlMpwl/bmQOLRhYx2CsVGDGQQkxxFJEDqn0JB+XkteYRjYlxJB1z0jCXyjFg4YbeZfZh6dj7uSgZPtFXNPzPVYfTiemUwktGNjx+SVEDC9mX0UknTStHH67C/EPbqPwyV4E3ldFU71JQs1j5Y43Pur/t3fm8VFV5/9/kwkzzJCNTMhGEhIJZCHBIJFAkAiCIFgoIC0WRdFipeJeWq1WEXetdV8rVaoVpSJQqEgwSggQiQaJCSQEEhMIZBkzIfswYybz++M5cwdsrfTbX5tW7uf1yiszd+4997nnnuVznu2UUbFtNOZxJ3DsHyRtYTCQ2AO1/jJXXNADl/sL5zgXqBazNSdRu4Qg2r+Rh9kQMf8AAFKzSURBVGHvcNnBZBywrAWWh4rmtxWZEJqAKxH+NUhdexLfVniTEN/QGERL7S2/CZm/ilXZeaqcjarLrAIc62HlPMmveKc6Fo9om0MQE3geEtjymXpOL+E8CdSshKkrIO8wzB8uZaeo9pmn+lKdmkAGmUXTGdgfOtZC+gIoexyJNlaBWoHnKT+6scBuMM8Ax1v4/CV3A4uRPj0WmaC8JM1Lbr7Gt0uE15T+KadPkmZ8pq/dCOkJ5fRJ8Jum6xZO9z30fvam0EhX9/8cITPfpnH8Lm3j/+9gjn8menQo0gC89TABISGnaqe+qUk6tV699fR/fYZTx/JvyvL38J8IfPl7CEfml/90nsx/9LwXAkEqW8FmTjfpfpd2MRF5lm+WfSaacV0DqBPAfwGnEcDEIOn/gUDHk8iAmoLMJkvxJdv1rjQXIoP4SoT09UDYFdBcgbA37/Zxf4SpK/C80U8mxBJkctuAzCctyOTn9YfPVJcHIBo84OBLQ0m+6Yi093CE3D2DTLqz1bG7EWJowqfV8P62Bd9CK1nJUIf4ncUhBG+XetwliNboQiUPaL6GjZfL7h8cVNd6LXADVZmzEUI7QD1HGuK/GAdEwW8niPm5PcNI0CaXENYUkatqfgx5TGXpwdXglB1HnmA5y5VKazuTcWEkljpyvvqU5sEBGFTOPjtWwt021hoWUEY6gXRoewBHU88tPMMSVtFMGA7MxCsy+iS3k8t0sikkn0nMZx27ySaVcqpJxIqdDgLYSybZFPIGV/EMN1NNImWkM4xqfvraW9x67aO4VcrsOmLpwYAJF/vI4MihZKiFOdPeYeP6yxkxr5R0ynhv2xVMmraV/GcvIXhpI9HGBipyRjO04CBHPk/GGN+OqzYIDsLQhQc5UpqMNe04I/wO4cBMODbqiWJ/0fmQCwHLmzENcJLuV0Z+6SVCBlXeQuKRtn0SnyZoiGpDb7fDEYuYpEuQc0MQ4pWMkMV8dd2tqp0cQ1wQViGLfq+GaR2iXfwrojipWAnjV4jJGKTdJKt7vIPwpXTgqRa4KVTIXwCw+WuI7S/axhJk8RGPtJfByJzxFbI4CkMSd/9AtUevj2QrUOGdVMxCbGueUw1uAtAOsRFQt1J+5yZ8+yL/VBX2OVpeJa+JeVCWlA1KU1ilOsFY9TDHVRnexN1Zqlyvj7A3JPtrfH5kXkJ5nFMGIXyT7ql+c14ztleD2IJPg/XNPIynHvfi28ymZzJZn0kAzKmauG/zr/t78AbUfTOn3j8qxx8ZY49zZmZobz2eSX7CbxKe/x9m7n+GNH6TAJ0aVAH/WiDI/8Xs+13uEeGIJqMJIaj5+DSc/win+vh+E0NUGd9m5tcJoE4A/wVoBNDQBu4ghMx5c1dNQBhQLafv9gFC/g7yt6kCvH5HpyYHvRs4RoXnApLfOcKHl6ucfvs7WZb2O144+AveTZ5FGencv/thaIFNs6Zhxc6E1XtFhABoTzPSaggRs2yRXXL9pYN/BdAGPeMkkTMgZjWvJakNKIPA6V9x1BIn2rjuI5gOy2+lOSMIp4nIDW1wjtzHbrCScLCB9ckzeI/53MCLdBBIPpN4tOE+Hoz6Bb8p+B0f5lxATvcu6i1R7CODBqLpxsLylueoC5U9gd9nJjnspJBsDLiZxWZqiWctC6glnsf5JblMZzq5rOYa6ohlFpu1yOAX593OovWvUkQWK1lBCRmkU6aV10Q4RWQRTQMRNGHFTiJV1BGLEZfkFWQMaw5dy9gRBYTQys72iYQEtWrRyRYcFHZn4zppZGxoEf64yd90iRDZAUB8D9aYJuwlQ8g4bw8la8YRPL+Rtici4XIPNPYjJrsKAz24MNFQlEBG1h5KtowT7VhIDxzzFy3YaoRA7Me3rV8kQq6uVPcrA9YipCYNIVRLVdO6Ddm5ZA5CxjLwjeVh6r8DeOIY/DoGHkFI/Vp8O5EE9hcCVwJUfQ0T+/t8CucCG1RamQhk0RKLL+CkCeE0+UDPS0hkbTdExUBDqexTrCl9Pj8lUOo2GB8k5LFuM0JE/ozP+X0FwiivUA8QqiorCDHd7VZ9UJle+004xUTpJWBbkcn9OSR5o8qj+DekJRmZTL2R/CkiK2X844nu1LJOJVJeX+Hdp5xjhkG/ghOrOD3ljQMZX7z+XmdKCL4ZPOG9j1eOUwnD2FOe5Zvk6FTSdCr+WYLjradvkrNTy/lHk/s/C6+Z/Z9JC5So/nuJ8pniPKRjfrO8U9tGuPrvNc2eWv43zdFnim8LkDkT4nimvqT/is+f16z9zeu9qXCG4POXP0MkrBBt/hnj1LrQCaBOAP8FaATwijZIDZKxyoRyM/ga6cRDEHWd1+STh8ySo5AZ87D6rAJD/LOk8J4P1DEHcB6eHUYKcsaS8+SnlN4+gjpiufSFj8TCtAPRnHUhmooU2D5rPJMv+wRmovnwYYOeW8D/MDJXXgknJqj9fodDV5YfAw/3CrmoQcjfXPAMB7c/+G/DFxCQCZ/NlxQyPYvAfwv0zFSE0h8axwQT+UGblOGPTPpvQ/svjAQ97GLlPXewYvdjtI8zssEwh6sP/tkXdRoKH150ARcf3AVAafIINjCXFe88xtHLJUK4wxTIc9zMbTxFDfGEKZOvGQd7GaMRx5lsoRsLexnDFGceO005dBBIIlVEUc9eMunGAkgKmFTKeZNF3MSzbGQu4di4ijcoIotuLGRRhI1w3mcm08nFhYksiignlaW8zL3czxZmcg2vU080zVhx408JGYygkhJGk0URHQTSRDi/33YL7IEL7v2QOmIZRCtjKSKJQ9QTpSW3jsBGCK10Y6aE0Xz6eQ63nvcoJpzkMp2SG8aR9uJnZFNIIB3YCWP1tUsZ9toBJpGPHSubmmaRGFGtAlK6cWLivS8XEn5OHemUUUcsh64dhd8jXZjMLkKCWommnmjq6cZCB4FE0IQBN0Vk0fBkAn5XdBERYaPhy3iJVAb8FncRFmGXbfXWIXPSUsRcbAWuw7fHcSdCPBc74aBKofMDhJhWqWsjkbk4ACGOGYhp+K9IzsQoxAwMMrdsBULAuLwdV3OQyHBS2ix5+FwRMvGluzmgZIxXxw4AlyLz0kbEPD1OyXAfMlcmoszZXj+1lZCywjePtQLNHwAz1LzZjs9Xbi3ELpD7fYIs1CreklQ8Dm+gSzzwFkJqVwI/hsAUtSfzSkTTuEaNEV7StpDTfcC86Wq8/lU/RSZYr2ViPUK4vD53XhP0T5GUP0MRW/16hJiMQoij11/MS2LHIpO7V2MYjhDFSZx5VKdXO3nqJO0lhOmINrU/305mvCTmHxGob5KwLCRKqecb53ytyvoxUo9e4u6VzbuDzamE6+/lmvPinyFOp5KxfxSo4j3vHyU0/3syeWU5VSbl70oZPkL+/0Nr+c+Y8c+kjk6VKRBRmjz8fxNNJ4A6AfxXoBHA0DY4N0jScFyfj29QCUUGQK+Pz258A0kgMAumDvc5VBc3IZ09BVG52GSF0wxtJ0x0GAIZ8ge7RMzuQkxXs5EULajb+AM18P4bU7j0Dx9JfwpHNDFelyETMAFOzDUz6GOH9KfDcjuigWQonTuCUZsPybm75TfPQ5AfOp7JKz6R8eYkMpHGIQter4vjhfDhlRdw8Z92yRjp7f8XgucW6Pc2QkAjlCyL1PUlSPBJODL52pXcA9U9vH2/DRgHr85YxP3cS92G4TAAmmcESB7EDCXLQOT5reCcCaYd0DMB/D+SY+/nTOF+7uUZbmFcUQnOdDhhCaaaRLJb9tJvP1TlxGDFThFZXLI/n+NpkpA6HBt1xJLBPjYzm51MZAp5TOUj6ojlRW5gXft8Pgy6WNvtxI2BVMopJ5Vo6mklhHhqyWU6RpwkcQgTTpqIYAszCaGVBaxlA3P4lCzqemNZ7Pc6CdTyKHfi6DUzxm8vM3mfEkZjxEkJo8mkmDymMotNuPEnjyk4sDCdXOKpZTuTqCaRYVQRTQNFjCWVcmxEMIJKfl96CxeM+pBd9TlcFr2O94quYFLWVvLXXMK0hZvY9vBsou6qEdLX2E8LDAiIb6azJAwaIXzeUWyH4iRB+GCYdNFWCpomEhtRx5GPk8m4aA8dBBJIB01E0PDLBMJ/e5RY6qgnmoZNCZAMfsFdBA7qoO2SSCGQVyLm32KUmRqfv+BUDxzsJ+SyVnWlJch1NyIKwUSE4E1FcmRmIFzoT+ovACF7Q1WZMxCN6RSEFM5RZR9Tf4tPkWVfPiyaJPxgOLKQOqb6dqT63qm+lyBDQz5wGT6z80BEY7q9Sbbd26nu8Qd80ZFR8dCQBwlTRfsRu0IipxOCJGUPydLA6VaVsAPRkH4NrIeEBVBTiwwWnyLjjVcT14IvNUc70vnnIWl5/BECtER99wZehCLk0ruj0ef4zKTf1OJ9U0PqDdwA6eBb8WknhyjZivARolNJwrfliBsCzFIm+nyEENYqGb0BIEsQ4nCe+j4JIZilyPi9GR8J9u6RHY40lnh8CcEvxJfctAPfarfiG89pVvcKPeXYbvW9in/O3P3Nc70k0XvcO1B662qqOs8f3170Xpwacb75lPP640v4fuo7+zYt4z/CGWgXzStU/lGvNi8Q6XzflW/TazX7Z+AlxToB1AngvwCfD2Ap0pFKIXaUaDTKUOHpP0XI31NIJ0vBt7XTVGCCHP4A6DkM44fDJ+uRxv8WpCyBipX02u+j35+Q6NslyGQ2AfGR8xKdcUi/rwCWQvsEI0EfuSAdjkdZGXLQLn6Bs5H+vA+Z8LKQMbYTTiw2s4G5LHC+w8D2XjwGeCV0MUu/WC3lnrrYTIOqtBgSG47B28Ai6Aryk9x+PXD3mHt4qOgBGACN5wYTeVBpBFXAyYlZZgkq6YETsWbsWEk8eIzs5I95lDsZ4yxms2k2tcSzgLVY3XaCKlyyX3CClVZCMNAjJuliOJoTznYmcXXNn2WCzYSq2BjeYQGz2Uy8u5bHDHcwnVxyvvqU0sESwPIbHuR6XqGSESwuXcvzo2T/4enkYsVOCK24MdCNmYvrdlETG0UdseQyHSt21jGfHAoYw17ymMLqlmuYEprHpWzBjINDjCBKBYHYiKCJcPxxU080Vux0Y8atHC87CKCE0RzaNopp0zZhoZtAOrT9hitJotyVwmhjCUZcWv7DIkRznEQlb7kW4u/vJt2vDCt26onGQjcG3NQSz6HyUaIxzoCA5Ga6O8wkRRwigiYKmibS+8RAmAFjLtpNbW88Bj83tpvjsD59HHttNBnnFBFLHT0Y+KD+UthqwjinHVenBT+Tk94DA2W+Hana1Xwn9Bhgo7/Mna34fAV/o9pxG2Lu7sHn6vYYcAcYr1P+jM2q3R9T1+1DiJbXdB3fA1X+ir/0wEF/ObdVldmMtNP+CC9pRs4NQ+anQHz+eTVINPwkJaf3umPIVn5If+GYkvsYYn4/jG8XlzR1fIMaBybGyPcxQDUy/3itvwfwRVTGqM9WfObzKtXX+wOOdpioJiwHapeedkgJEhlagRrlzzdZfS85pc4b8QXEOLyrtrGQ3h/KSoEgMMeDIw84D8yh4Pgc3xZEG5Dxbh6imfQSMa/f4hH1exXwK8VDVku5mg/jFYh206HO3YpPczcVXySOWV0XiBCPCUrezcBd4N9fTkkE9lWo8hSRCVsh78KBDLv7UUn2r0ZLeO2/AnqKxDdzANDgfaHPqfOeknKiOEWRtRIhHm8pebwRwRHq3hciBMOh5M7CtyJRlh4WI6vgS9Tz9Id+ETIedziQhpKHj6iCj9CtUGUXqePKUjRoFJx4S93H+068ZGeIqt8mJW+Eep95qoyF+CKYvVphr3/oDITkerWf39TUzVXP3R/fO/RqaUORhcHL+EjmefgWH6puGzbD+FnwSYWSzRv9/l1aQW8i6H+Eb1somIE7dALY10L8r0IjgAPaICoIaj5AOlE8vGWWwfwdJJ8ZXyMrPm8aAjVI/XyFLKpWccoAU4F01AnAehi/gLsK7+WhhQ/IBOOPmK861em7kXG5Btl9zjumd+FL8RKEBH3comQqU+e24Iv8vRc8CdBvN0IU/ZFJbAsS2NEDNbOiSPiqQdLH1KgyB0L0PV9S/+Nz2PTnacy+ZJt0ajcyse9H0ovY1F8wPtL5tvx2YMIwRq6uloF6EzIn7AHOgaM3hxN3iU3M2QMRjac/HPy1yjn4MkJqo1VdGMCzBG4PfYSn7vw1/ESOUSzlcRje/eksfrRhs8gSLPVVkxBFwu4GGicEE9beJj6RodCYFUzk7jZJZ/MlfJaVhp0wLtmdz74JKZz35QE83X4cSBuGGwPpLYcAKAlNwYqd2BYbRaEZZLaX0BFkppIk8pnEDe4X2WmYSCx1DHNWcciUxAss4yrewImRCGyUkc5EdlLMGMKwaySunmgtOrmAieRxMVUkcj/3cjPPArCGhUwnlzymYsXORAooI518JrOQNXQQSBnphNCKhW4qSSKCJjIoIY8ptDIINwamk8tmZnEZ63DjzyFGMJYiHFgoYKIWNOPCRBKV1BOt+WAaceHCyETlx2nERR2xZFLMxsLLmZItSbeTgiox4+CToxMJCGsl1VJOcdMYEiOqCaeJXWsvhi6EaD4fBGEw7IYDVB9NYkRcuWyld2sQAS8307lLMUIvkVqHLxVSpOqCX0jbDs+WXItRF6n9nwMgJqeKY6WJwgHsCIG6EfwmKHN3eYKQwEuAt5tgfATGv7bjKgmS9vwTfCmd/oSQk78ipuOXERI2ADF1t+JLqeMlq/GINWEXwoXWIWT1rwghjVH9/krVt54HytrBHCTnpwGP1AIRsq0fqtwZqv+8hfCPYwgxjETGknxkXClGfDztSpaDqh5b8QUBxQAfVCBkZivefKWE4ds6MhLRZHoD4EavENIbJqLRqs7zRzSdgCQqNsPon8M+B76AuP4QGyqR2Wazyu+Yh4yriniFrRDCvE9Fav8AIbo96p47gfPVc6epZ8tXv01AuFAI4kaTp+Qbd8p76ECIureOjql66q/qJU1dU6XuuUe9R9T7i0Hk/gyfgrMLXwBSvHofEcjYuKECElOENzUjC6oqdY9qVV4iMrYNQtrRMfWcE/HtSJWh3kUZMq560ajk8SoPmlXZParahyPzjZdg96jfQ9S5HyI71YTh26XomCrbW+cOVecl6rpWdS7IvBeJvMIm9TzeIKwhyLusw7coc6v/J1VZA1V9UAGDUiTzQMIp5XuKIFC5VIUBNYfBf7hcC9DcDgTrBLCvhfhfhUYAd7TB1iB4pAKeSZFBpQxpsDW7gaGQEiNRjZpJRJlSAkPhQaQzfgXk4ssnSDu8EwQH4Mv7o0moa5AB/36kg01DJqJNCKF6V33/El/qlyWIWdUbtFajfgtGOlKJfO96zI+BJb38MevHXP3sn6VDeq0v9cii1nBKGQnqeDQyuZoQxUAKQjY/VvcIV+e0cXoewkxkgrGqurIiA4INIZzhwCJ4ddYirnv8TensA/BtT8cpMtSo65KRFf8U9XuPyl24W63+BoAzBUxtqk7q1d+UU85zQ08G+NdAzblRODGSXHeE9mgjJqeLHoNKft0FzoFQY1FJtw9JahubIZwOAhnhrKTBFE0AHZhwadu8ZVBCGemMoZiIljaKQ9NYzTXEUscIKsniU8K67TRbrNzPPSSpnIdOjDiwYKabvWQykZ1Y6KYZK5eVbmHGqPVcw2pMOCknlWasNBBNODYM9JBKBRa6qSWeJiIoJ5XreZkOAtlJDiacVJJEOmWYcGLAjRMjdsLoxoyNCMp607nD7zHlAziWDgL5IG4e449u5wreooNAqkgkjykceSyZG+54klZCKCUdO2E0FCRwQc6HTCafEjKoIxYnJhKpYhL52Ajnda7BdjQa/uQPl0DGeXuIop5qEjn07CiYBONHbdee091rwODnJpY64qmllRA++nImUefU0lCUwJis3cRSx8aCy+EgxPysikA6sPWGYz8WAW/7w2hImbaPDgI5Vp6oJaz2u6yL3vyBcPlLsOPnYjqOV21rsAem9xOC58Rn1r0P8UccgBClZV/DW/2lTw9AJqLDwJ1fw039pTzvJNyD+BtOUtdORyb6DUg0teJyrFP9vb8qMw0J1rkGISabEYLnTXVYpfrG3erYEnzbBuYjk3gGMnl7tYNjkEVcM740OiNV/z2JEKQwTieEzUg/LQI6dsPkCT7S6NVUdgJ1L4H/z+V5vMTSS4YrgObVkLjYF5uSiOSTDFNmwiqlgQtUeSWLm4BQSOkvzxCvrtmAaEC3NyGsqhTmjvIRq6pSmDxKnudroPgwjB4u128GehTZdKyFsAUiv+Mt+PUV8EgRsFXt17wSbTenwFnQcQwGxUgAj3mJ0p5+LeebV4CjVj24V0P3ubzQ8cgc4CU1lOILfT8Ig1aobRtBiHeV+lyBaGMfR7SW3tyHn6OZisNWSF3WIC8vYap8DgOavUR7MySugKpj+LY79Gpjf3VK+UVoWzWGrYDm9fhM2V4cx2c6XoFoFScgmlezOv5jMKeAoxRuGuVTCq9TcoUAO72Kkx34tIHeiO8WfFurxiOTllcGbwJ3r8bzdiHFO1crOdYgE9PPdALY10L8r0IjgDe0wYtBQmq6gIrHkQ5TgXSiX0GiGr2rvCaTeWj7p14D4a8dxfZ5nKwaq9Ac2Rkpp3is/eABZFU0Dhlo34Xt741n8vJPhBjNw5dSZSZCpPyVGDMBEzRPCyDsqk7RHqjzGtOCiVzXBu8DwfDh0xdw8Qe7pKwvkbEzHI6PsTJkuR1S4MBPhzHyhWohhsGIxvBCNNeTxjHBRO5vgzp4Z8YcLv94I0TDa8kLuXbFGrBC1/V+5JqmM2/1B1JvcbB81gM8sfseCU75wMGeGRmMu7NEtCplCAG+CHCDJwuKQjMYt61EjvcANXD8JauWqy/uWZv094Hq3SgT9p3n3seje++DLkX43oWuK/2wmSIw0y3pamxyXc8U8C9DTNljRDuYFzSJqe351AVF0YyVUd37ybVMY3bNNp5J+BlLnKuoM8USSCdD6uzsic0gkA4sdFNINnOcG3jTdBWVJHEHj1JHLOdX7WdfYgrdWEilnIv4mNe4lnXMZyZbANkbOJfp1BLPdiaTSTEjqATgI6ZiwM0wqignlSyKsODASjOx1JHLdKJpwISTDcxlKnmUkc4sNvOz+le5ILqAuWxkJxPJppBuLFQzjFlspp4oGojGiItqhpFCORHYeINFXMNqcpmGAwsZlLCdSVzDalaxhFTKCaSDp4vu5Kas3xJIB5uYxWw2U0g2VuykUk4Z6ezsnchNfs+xmVlMZCe1xFNHLPNZRxFZbKyfKz6JN1/BHc+upJkwykkllqPUEUdR01iuiVjNHz5fxmXnvUURWTh6zczx20gdsRR2ZzPVkkcdsZrpfdf6i0mb9xkhtFLSPZpMSzHNWDWN5qf1WbDfRNS0GgLpoK49lqSgSspbUiXAxEve7gB+DcRLVHdwZiNteZGiKX8IIUc/VOfcobp+AEIY7wCieuACf1gG3JkPf5gkJOYBIO8YvBMjE2M84h68FN9OKWHIwu961cYbmuChCLj7SYi9XcadxfiscnsRv8YbEVPxbWYZCxpVucUISTyJkNlahHjMV+NPM/DmWpi/QMYorwU0DXjkLbjmCpF1qhrDXm+CGRFCNh3KZ/GYkul1JOD6pdUwa7E8Sz4ql2STCB0bL2OrFVi1GwiEsFFyzsX4zNlL1P+/qv9bEVLRHyFW6UqeKuCBJrgnQojrfci63KDODUHqw6sV++SU+6Sp+jmIkOTJ6vMDLXBPqE/DlYaQ+ZH4AlwTENeFAapuT6p3chvwlCKpgepdhiAL+iiknVTkw22ThJhWq7poboEZoVKO99mfUM86ERkvWxGi6z9K3v2PkDr+Kz7Nr7/8hFWVXdOOqL/PQ9TGq5FGfiFCnJIhZQFUlCJELwIfm/9cXfMU4v7kgJThULEZX5AJCEHLk9/H/8q3TeUOVZ/D1Pt6CoTEKS3yN5Opa6R4pfotHl/U/27fvfxT5GPPYQgbDs1eUnm3TgD7Woj/VZwWBfwrFQTSiS86sAx4DzEhLPsazP2l09WArO5GiXr/UWSgvRsZDC5B2vtXaBGOnsR+svAKRchcDTjHKW3Wl0ABohEMR9vebfaMP7PpDz8WwvQwsuC5EXGKT0cGDpAFYwZgh+a5AYTd3UnVQzEkfnEMcuGtX13GTLYwaK+DE2PMGJ1OBr7dKwNVD7AfPpx/ARfX7IKDcGKG8u07CfsSUhj9RYUMrnWqTs5RzxUHTitUWkYwatshXxTwcGicFUzkhjac08F0WHYMAXg9dCGJVJHzxae0pxkJ2uKSSS8W32J5AJwYY2ZQgZrx6uXZSpeNYFTNIeiCF9J+SjaFGHGR1F5NWVAKHQQSThPrmM9vdv9OxrUeqEqOIYcCDrqTsXS5cJr86DAFspprWN7+NL8MeoSnDv6ammQfGTxhCcaFiUA6KCGDUtLJppCNzCWbQqKpZ5i7miCbi9KoEbiVerUbC24MXMtrrGQF2RTSjBUTLjoIxIWREFqpJAmQHIZR1FNINgnUUsBElvIKIbSyj9GEcIJPycKpopUrSSKLIl7hepqIYCp5WOhWO6ZksZcxTCeXHgxkU4iNCF7gBhwqUnoWm4mgidt5kmwKtbQ5Zrq1oI4GonmsfAVjUwuIp4Yw7PRgwB834dhwY8CIk0A6KGMUfzh6PWPjCukgkIrrRsNtsDj1ZdIpI59JpFKOFTuP9d7BWD/xeyp0ZTPdmMvGlrlMD81l85YfETWzhgWspRszrYTgxp/3XryCoTccJEz5QjYUJjAs+4AWLV1JEh0EUukaQYKxFiMuytrTCQzqwFYQhzGtnTGhe4mgiWIyOVYfS1p0KbHUiSaRCPKfvET67NUQ81kVbgw0vJEgpMUf0kZ8BkB5Uyq99oG+Bd5hRGvnJRYByiRdEAcnYei0g5IWqDRBCFMzskBMw5eTcReiMZzkgdZ+EOmUaOpbEe3YfOCXCMkZicylylTnd2kXvX8ZKBq+n6syf4gstobgc9/4ANFOLUMIyjElx0lkYWVX48dGhEA2e8c4hIg8gXLwV7IoC73mf7lH/fYRQgQS8QXyRKr7VSBkKx7fuNUIWMF4cTuuO4KIebUKW0s46aFl7F07gaELDnJkSzIxM6s4VpTIiKxSmlzhtDUPwhrZTE+PAX9/t/i4fh5H1Hk12FushIfaOFaaSMqofVT8aDTGV9pxPRJE8EONmIwu3L0G0R6v9pdtGbf6ww+ckGdi6FUH6ewNxF4yBALAHHkCR8Ug2dlny0iGzjzIkS+TMIZ04FodhHFxO66tQfhN6aK3ciDB4xpp2x8p77HZJDJ8Ppph5x2g+rWRBFwuPrthEXYJsgpwQqsJc8wJHFWDMCeeICRIXDpqmuKJjmjA1hKONdROQ73sRmSNbKajNZCQ0FZs5XEQ0APF/jDOCXUm4XJebbD3HTUCU3vgVn95R79BFhF5SDtfh8wHnerzHHy7Cd2DzDvXq7YwGZkPUhCXiZ8jpH/nStltaJdq4/vwuQhsVmRz6gxJ3r5kOKz6HGad59sSMwwo+xz8z1P+97eJa1YivoCxrUo2A0A7rNNNwDoB/D9CI4D3tMH8IGnwBiS60B9p1FciZqKa1TB+MXyinJAHxcuKy4wMmHNUoTHIiuaJlXDbCrjRA+/2w5PaTzre/YgJ92XEFLoFGYQH4ovizVL/L4R9aSmMvqlCSOIFiMZ8NULcbAg5tCKLoaVI53MjZmUn8kxWZLJKQQbiYHyRxyYlj02d34Yv8jgYXs1fxHV3v8nWhyZxyQP5ItdHSl6nKgtEPmVKPrBsGCM/qPY9YzG+PHLgM1+ZoL0GgtSuJoxDJiITQt5Q1+wBJkD7FCMlhgxyvvhU5G9SMpgQEuxNmVOi3p/XjB+Ez/pgPeV/wil1M1zVSSZiXvbWjTdjQQIy8UZDadQIAumQLfTskmanKTSYyLo2Poy9gMntu/hR0NssYRVOjETTwOjuEiotI1jDQpawimIyaSWEcJroIJA46gCoIpGZbKGaYZpJdJizilbTIADKScGFCSNO8plMLfGEY+Pp39/JX342nVUs0TSKsdRpexh7U9AMopUa4tlLJlHUY8FBOalMJxeAaoYxjGo2M4sQWrW/p7iNVMoJ4QQhtLKXTOawQSO2lYwgkE4KycZGOGPYiwknY9iLgR4turmSJM1nMZfptBJCPdHMYhNJHKKDQGJVXbgxUE4q3Zj5iKmUlI7TzKw/vf8FMVWXJ8t2fNdNYOirB7HgoOK10cy69l1qiKeVQdjbrTgdRi2FTjmpODFq9/ukcDLsB/PlJzD4uzH495Bp3Kul+jlSlCw+WquBR2FS71aqSCSVcgz0aAFAJWTQ3W2hs9FKzDnV2jsw4cSIiyLXWFwnTTiqBuE3RFLteMnIsLhKlUrcTcXno6EZAi5oJtZSpyVAryJRyOldCRAJ5sUniA2qo4NA3BgIoZVDj40SWWvB+qCYD2P96rQ0QK3tITg6LbDcJIvWZhhxUSkG3HRj5sjHyVLHnWCeegJH7SCsacexfzaEgPRmOlsDMQ5w4toV5NvpJa0HOv1JS/0MN/4i/xxkofoJQkgjnbDHJL6fOQdodllpeyeSEVeVagnduzFj7w4jxNKKCae0s/pMITX9gRAPfNZPiOHnyTIuJIM5U+rh0L2jRHm0GclMUCHkMja0jur6RGg1CVk65g9hEBwvu+0kRNTS1B1BrKWOijWj4YIeLojbzt72TIwDnLQ9FUnATc10NlqJOqcWC91U/3IkwQ810tYYhjGgW4Kc9oP1yuPY84bIeLNHjWcxMnYExDTTuTVMFroXIETrRuR7GDLPZIBxfjuuJ4Lkun3IuP2EtD2KgXgIWKrKKkHG/OsR7V8askBZp8ayT5C0TT3yrqlCpU6qAMwwK17qLAJRuDWr61arY7HqGW5pgfRQIfXxiGYyBt+iZD++PcI7kUXNB8j4u/0t4Mcwv7/PynspsGotTF4gioUUxI0gU11/GaLtbMVHMo8hKEbI6+Z2yNcJoE4A/4/QCOCmNjjXApf5S4cyIyvv17+Gn/TH+LzqkPuRzlO8G5ggZCwEGAfWJccx+zk4Vh/L0OgajlybLAPsfiDDg+ctPwkUyUAacArU5EWRsLBBOqeXwDyDaAJrkBUPwBb42gYtbRARDZ/Xw3mZgA0qjsKQARC0EuiClochdAnyHD3qfocR4jZcjrdvg6Dr4eDTQxkacATzywj52aDOu0jJ82ekAz+kyntT/b4I6ZSHoeDIWHL+9KloKBPU/byktgYZ/Leg5TekRskzDdofMxJ0q0s0ED9ByGkxEojy821Cvi4EjsLxJ6wM+dguxLYESvNHMOqRQ7ADPGug3wsIaU2ResGgnqkFIXLTkQkpGpx3K83rYfVcA+X844utDFlt5+jicOIet4EN3n9iCpdu+Ejew2Fo/FUwka+0QQ+8vGwxc9iAxe3A0NPDGtMVXPfIm6JJ9od9sSmkt1dQGxRD4ivHwB8++2kag2gl3G0jqMRFz3Dw75Lia6KiKGAioylh1N5DHBwzlAhsFJLNRPdODD09DNzWCxmwJzaDPKZwd8vv6NcF78bO4kd1m9kdO4btTCKHneR8/CntFxqpNIzg/P37eSbtZyxr/71m/i4KGkM09STUNLA1YRIlZLCPDNZWLWZ74nhKSdcCVwLpIJVyYtsb+E3QfYyliPeYzwLWcjPPsIdxvMgyMthHDjtxYqKVEN5kEXfwGDfyPHfwGFfzR+7hfi2tTR2xPModLOUVVrGElaygjljMOHiC5cxnHR0EMp1c6ommhAw6CCSLIuqIJZp6nJgoI50kKrWdWJ7iNpbyihZpHUET93MvE9nJ00V38nzWEs1/sYgs1rJA05zmsJMy0ukgEDPdFJHFBAqpI5axFLGGK4imnnhqyWcSYynCRgRJVJLLdFIpZ039FUyJztNkryUeNwbWlF/L2NQCPv1yIkPPqeQaVvNc703aDi8lBePgZbhrzb00EUE9UZrPaBPhuPEngRoKyOFYYSJTst+nqDuLbEsh2wpmMyvnXVlctIfgdBjpPT6Q8POOEkIrHQQSTT1NRBDCCWq7E0iyVBJOk2yt2JvOQr81lJPKRwWXMifnHXb2TsTs52A0+5S5vk4rw42BgqaJXB6xlkqS2Fs6gR+P+iMdBPJRy1TGhO7V6qRhSwLBUxtpeycSksA4XIhZfXs004NyKSRbC2yqZAQJ1FJMJtHU89GaSyV90eezefq869nMbM3FIJ0yOgikhAxmsoWfBb3B79qXsYWZTCWPTcxmNptwYsJCN62EUMUw5vMev+RxlvEi25lEIB0cIolhVJNIlaYN/23Tcm6OeI6nv7yDx8+5hQ3MBSCEEyQiJN8b4e+Fty02Y8VOGLEIiT9BiPR9bNiVm4KFbrqxYMCNHStOjNQRRwI17GM0o9lHDQkkUUmrin4w4KaVEALp0NxNKhlBItUUkk009Rhw00EgIfjINIiFoophDKKVHgza4tOJCQM9BNKJAzM9GNhJDpkUU0estjg5FdHUU0mS5uPsxp9WQjDi5BBJZFBCNcMIpAMjLow4tQXnqe2pikSSqGR70yRGR5RoixUL3RhxYsKFEyMWHFT3DiPer1aWVO0nORScoxPAvhbifxWnaQAHBok2qRF4FXgPUmbv0/auXb1tqZgu1iErlPkwaeFWejBwiCRs9RFw0MSwiw5QvXakEKfngU9WwdQleKL6iTo8AyFD+xH/mQEIaUlDSJANWXX9CTipgjtW9crx/fiIUhey8puOj9wdRchlOkJsOlXZdQgJ+gmyspsGvAtvvXEZV3z8nlzfA81pAZSRzuSPP9H859iPtod7+1IjQTaXpPfwx6fRmwbrJ8xgNCUk7G4QkufNLRgMxy+yMmSbXVbm1yN1Y0BWmBXynFunTeKSZ/OF8IUi5vKj8P7tU8imEEu3A1MXrB88g3kNH/Bq1CKuO/im3P/UQBSlbexa7MfAol75vQvenzGFSz/4SOq+S9WzCQ5cNIyRX1QLebRDe4pR8jU22KENjiZLUMjIg9UUJI+lgInc7H6OLYaZZLCPQiYA4MLIJLazkxxmsYl8JpNKOblMx4CbROXcvInZLOMFmrGyjvlMJp/tTCKaBhyYNbK1jwym8pG2td0Lrhu4yvgm0dQTSIemgXJh5M7uR9ltmUA3FmKpo5wURlPCBuaqpDU2Oghg2o928sC7y5lAIblMZyxFmBRBup0nuYEX+Ygpml+fATc7mcgk8vlV7+M86PcbZf51adv0uTCKdoss5rJB0/Dd0v0Mz1uWsbhoLb/LWkY5qYTRTDNhWOhmLQu4htfV8G6kkiScGEmkmnTKaCUEK83cetcr/OXh6bzAMmbyPg4shNBKExG8zmIe5dfcz71kUsybr13HHdeu1Iir1yXAG3zjJbNGnNiIIIRWXuF60ikjk2LKSQXETzObQvYxmlZCiKWObsyYcFFPNIF04MaAATdlpLP38wlq1xgPPzvnWVY1LeHyiLUYcRFCKwZ68MfN61zDVPKIRbR2hWQzgkrshJGhJsRDJJFNobbLjY0IhlGFv5qAa4gnk72Uk4qBHnKbpjM9Ihc3/uLjSCz1RJNEJUacOLAoQt2NBQfZFLKFmQSqvG7R1LP5y/nEnFNNvLL77iq9mGmjNuHCKDviHJOAmtSIcuyE4caA7do4Yl6TgJxAOvj04xxfdHQP+EWISZRPgNGIhuskmNNO4Ggc5DM5rkZ8CUMQzVBmD34mJ6MjSthbOkFMqOWjIcRJQEgHgZYOul1mEoy19GAgljo+qL+U8dGFhHCCD56cJ+PilUCGB/zdWGOaCPDr4Mi2ZAkQCgC/uyVZuuPKQbJga0U0WvEQnNxI258iJWJ9VxAki7Yw0NiJvd2Ku8eA63CQaFp7YGiqmIUDIu2EWFo59nGiuP9UQsa9ki+z+tBIMkbsIYAOHFhoIgITTjoIxPZxnIylgz2knFNCxabRGC9oJzCkA6Ofi4ZrE7Cu8uUNtP91CGQ6CQ47QdtfIzWt4PifbaeVEOq6Y7FamjHh4tCX6XCyn2juMpyQb5J3FADWqcdxnjTR+WgYTEXM18cixBVhPzCpB1r9sabJea6TRlytgQTHNIkmu3aQvOfHBsqGQGvB+Jt2zAHdtK2LFAXGanxJ2C9B5PC6WVUhLgL56v1PQgIqp0LwlY207YsUf9kF4BevArrWIW4XtRBxZSlNwefqBLCvhfhfhUYA72uD5CBfxNoGRFvXH/GL2Yo02j8hA9kuxCdnD6IpjEfU050I6YtUf2lIR/KH3qf7UR+qgjCKEdPpFODPsHXXJC65JF+CHbxJn3uQjnoUSf0Sgfjw/ATpTKsRDdbliFP4XUrmaIRcef0Cu4BMWDB4Nb/lV9ixMnp5BQVPjCVn76e+RM0ViGZvmyqjQsliRYicCtAgQ52/Gp/J1o6YD7IQjdsU6EmA7oFGgmpcEhntJalvI6bwLer5vZq4BFVGHL6crRUq8XSJqi8TQh6LVVnR+HIo7j/l2W1qJ5Ldu+T5B6j72MH5Y4n8jXXW0WoaxJACOwwHjwm2hE7h0oKP+DDnAi6u2yX+gwkxJO4/Jvc/DKUXiR+iMwJMdjgaG04Z6Uxv/wj/Gjh47lCSPz7C9Rc9zSt7b6VmTBSthPAWC1nKK4S7bWw2zGIKeUR+0cbxc62EOE9wyJREPdFEU68tKmKpw4mRye272B50AYF0YsKp7WWcRRE7mcg1vI4Vu+Rh/OoYtw1+hCdbfs2a0MvoxkIrIaRTpnYYsRKODRdGSXHjruOXhsd5iN9oKWy8ASa5TGcBawlxt2I3WDU/R29i7W7MVJOIEyP+uDVNXDplXMPr1BFLBE3KaBxCPpNpJYR9jOaTeydz2f1vEU8N65jPo/waACNOtnAp08nlFa5nJlsoJ1UR2SZymc5VvEkVw0ikWm3559SIYRnpRFFPBDaKGcPlrKWILFIpJ4+pBNKhmZntWKkikUKycfUameUn2xTmf34JY87brZniR3CINSwkg32E0Eome6klnlTKNe2IEFbJKbmAd7RdaeyE0UEgtcQzky3YsVJGuubLGUW9tljIYyrLeYKdTCSDfRwiCTPdRGBT9M2smYEzKKGOWMJo5oXuZcRbati/9nzGLiggiUrKSdVIr7cdVZNIBE2sKb2WmFFVxFJHLfFi0iwdCf4wPnU7ETSxcd7l/Gz9M/z+81uYct771BJPFPV0EqjJCtDaEsKk0HxqiaeVEEJoxYiT/WvOx/yDE8QH1VJRMBo6IWPmHoZRTTXDKDk0DvZAylX7NC1sOE0AWjoibyBUBiUqAKoeNwbqicaJiWx241KaZgNu4qmlgwDWcAWplNNKCBPZSSx1FJJNEpXsI4NoGnArH9lnuYmpfEQt8Tgxkko5q3uvYaHfGsJpolZp37yBVZuYzXRysRGOmW6qSWQqeRSRpRZfqVre0+1MZjq5mqbrvtJHeWDUck1L3EA0w6hmJxNJpRyzyhm6hivIokjbb9xADw6lFdtbNIGUrH1U1KcyJToPO1aaiCCCJqq6E+nMCxPf0mQnMdF1HCtNJG3UZ+zPOZ+oghqamsIxmV0Y/N2EWEQDOUxtnbm/9HwCEpvpXBEGtzllkjxphGP9MKb5CKkRJ0eOJpIWt4/yplQSI6o5VDCKmBxZ5Eoy+Cg6e71h7GDwc9PcZGV6RC757ZPFZH/7KDH7Jot7QMy8Ko4VJmIddxyrn138PRdHEry6kbY9kQSPa8TRaSEqtJ4jjyUz4uc7dQ2gTgD/79AI4FVtsED5XDyAOEx/DfwF8UkIUBfsQlYtlyPk70Fk5fgJonX7BWIuDUCioI4jZsdE8LT1g7nw9Y3Q/xdIUMMzMGoCovXaixCjXITMJCOau2h8Ztz1SADGldByKxzugayZcu/jj4mIJk8AYa90cnwpDDkHHwltQ1baP0Jy7s3Dl8alDRyboL0LIjLUMxdB+2EIWiZyNakgrNBg6D9BlXcQIW7+qn66EEK2BCFMy0Teij2Qko5oHlWAC0HqWdZDSw2EehPsT1Hy7UCI3WFwFMtP5l+oc7bhS1FTj2g7oxHt4mZ8KXCCEUL5NtoOJzgRAmmS3+5+6R4eWv6A1JFd3b8MXxqexeo516t7D0eI+hZVr4vVvb11/CU07wog7OedQt7PkSwT/TYgGuTdiKnfquT3+iN6/YW61Hs/ii/Xol09T4Kqu/3AL+D6qKd5pepWuXagKu8cxPdyIBz81VCS9x6B3dB4czCHSCKn6FO6MvwYaOvlYOxQfs2jbCj4ich2DhQkjiVn/6eScicallpe4vWDPxdtacIwujFzfsN+jkaFY6Eba0sn5aHqeNV+DiQOo5gxXL37z+CGAznDKCJLi0JOpZzLWEdkTZvWXnqskBc0SZuUi8ginTJqiSeeWtwYiPvCRleyH9WmRM1/MJVyurGwnUnEUkcYdrIooopEihlDEodIp5RaEshnElalAVziXoWly8XOoPGYcTBufwkH0obxJou4gRcBeJ1rABjNPpyYKCeVJawin0k0YyWaBuxYAUilnFTKuYo/cjcPE0iHph3MpJhiMlnLArIoIp5a1jGfZ7gFB2aNuDsxYcKJExNFZGHHSjT1Wtoh7w4r6ZSyl0yasTKdXDYyFyMuJlJAItWsYglZFPEGVxFPDXbCmEoexWTSQQAR2EinjBIytC0NK0nCip0SMpjITm3LwGFUkc9k6pAILm9kuRYJzwbZ5rCljQ2hM/DHrZnML2ULVSSSTik2Inida7iDR3Epj0iT2qc7pMVBvxo4MGYYI/dXsy8thRHOSga29/L+4Clc+tVHOAdCkWUsOXWfciB2GGtYyEM1D3A8Qeo/rNtOlUU0+Z5YWBs6h8uLNrI9a7wiUGJe9ZL0WHcdJYYM4qnF6mxmo2kusdQxseVTtoROoZ5obmx5nuWhT5BKOVeWr+Pp1OuJpY7nuJm/Oi/lkCnptHbwCtfzIL/BiZGnuI2beU5tSfkcO5mIATdhNJPHVM2qVEo6s9lMEVlkU0g9UQBYcFBEltZeNjKHcGzczz1MJl+ZygMIoZUIbLzIDcxiM1aaeZFlTCWPN7iKLJVoup5oMtiHBQfPchNLeYVhVOPCSAETyWQv9UQTwgmlRY6jlniNGMZShwWHRoIB1jGfZbxAATmkUo4JJ29wFUlUYsXOmyyitCmd1yKuZSNzsdDNpu7ZXG95mSw+VeS2ikG08gZXkUkx4dioZhh1xBJIB05MODBrFoE3uIo7eJQ1XEE8NcS3l/F48O90AtjXQvQlXnzxRX7729/S0NDAyJEjefrpp5k4ceIZXeslgP0O1xOX2MaRm5NFi7YC8d/LRTR9hxHi4I8EeCQigSKNiEnhRvAb00VvlwWy+klkcAzwgAOWmOE42D/sR+iVCJnIAt6Gz21wXgYyae8ABkJLPYROQCb5H6m/CiS/aie+hMktUPDcWHKmfirEKhjxw/MHTkKLDULTkBQVKeoZihGSsAWNnHy9B/qPg6JcyIqD40fB4jEz6BKH+NZNQUjRm6qceoTAZCCOuBfC4fUwfDoSCHI/orEcLr8RDayG9v0QlIxo9+YhZNob+PK2kkmZfg+8MYyRP64WDePb4KgA8zlo2j3i5Bkdh8E8HBgAjjI43AWjxiHEIlk9s1XJ3IUQ02hV11+q54mDg/cMJfmLIxLcopJUk6Hef416jjZ133pV122qEZnUd5vvHTIbIdGo5zKo9pOpZApV7WCgujZK1Zc/PiLqRlwBvObqHvW5TZ3njRY3qPcxQr1TfyX3bHDGydZ4Ye1t+JfB+xOmiKbyTakzrTzVFrRgmWAgC9FyNsH6hBnMK/gAYqErWvJNalGiCQhh7VHf/VUdhavyFVF3ZorG9P1Y0bICvowQ6hxtt5vD0DwrgLCqTjyh0M+NpDiKlr+X0xaz9KvVVA2OIY+pp+2kUk80sdSRTSHp7jKCSlyaNlkLXFLKjYMzhhKGnbmsJ5p6buY5JjTspSoqBoBmwoinBhcmIrolGshUD+0J4gpxIkpSQz3LzcpHMQoHFqKpJ50ywuo66QmG2qAYAujAhYm4r2x0BfnRYIomseqYSjul2pFT6sGTAcWhaZQwmqnkkVDTIOPMyW+8/4H4HPW9AVx2Vadt+LTmTnyuD952FIxv8eGv2tFw1S69+f68Sd+70ILF2qcYKTek8hse5C/O2ZicvbLHuInTcnx6MqDffvWO29AWmp7h8nth6BgJUOp2UGpJ4/xX9oucc5X8QSLLVTN+zxw2MK/uA+iB7QnjAZjY/glPBd3Ebe3PSbP7CMk4UAalWSMY9fEhWZT3wGdRaYxu349/F5yIMlPFMM5v2I8zGAosF3DxV7tEqC9hd9YY4qllSJWdA4nDiKCJsC86pX4OqywL+zs5mDaUEFpViNQgxn1RwqZzpzF77zb2jMlgXFUJmMRX1+sj10A0owsqpE6/RLNgNKcF0IyV5KIjIod3volVdZHG6aleivFZZbxuecOlrJ7h0Bx0yq5NXleeFvUugtX/dlVGl7qXN/DPX6XV8rYnA76xCvU9QMo4EWtmUJ0DpxVMX57SXlDP5g+NgyWbgtXZLPlXy9DyynYN92Ngey/toUbWGBYykZ10q2SZ3vdj6oITg83UEs/7zCQCG6mU00Q4Y0/kERv6tU4A+1qIvsLatWtZtGgRL774IhMmTOCVV15h1apVlJeXExcX953XaxrA59tkGyZ/hJhMAev5xwn3s1FRNBrGNUFlhGj8HuyBR/3Fb2EVEOmBVf1E6/I8ME6ifolHIrfSgSvBs6gfj9eL8miCFQ7bYfiFCMn5Et/kZIPjeVZ2MpHLF26EBCh4aCw5P1aRrzaEFE5BCIsTIVAz1efFSL7PUIRMvAT8CRxvgjkd6fBN8LUT+gfjS8bcAk12CBoomsDjiBIUVVR8sApCyUAzqx4ug+FWuS5iJr7BxkuibKp8rzbNBO1FEDQGvt4P/RdB7fMQPx0+z4XzFkHL2xA6HI5XwJBw2G2DCT9CNKQZaL6NtTaIH6cETFDHvcTJpI5P8R0/Xi/lEYwQvy5o2QGBA6G/FRlkvVHYXpLmVN+9k6fXLD4QIT0T1H2mSR1rxG4CQvZy8e3I1IOY6f2B36n68EY/L1V15s37mAJEgWc29LsDHylLhubFar/kYmTyb0OIbZdqDxUS3JP87BEfwe5UMtyLkNTd6pna8OVWdKvn8xKEafiu34RM7L+AmjFRJKxokPtHA1Z47dGFXPvCGl8djQBi4cSVZgY96/D5dIbCnpWyo4r//fhM+IfBeT/kWaZw6fKPhJDeoZ55F74JyAbtTxsJqneJC8KXSDoybxqTYuiZB/7PyPmf3Z5GNA0MedIu50So9xynri1RdXCjfPekQL9tqv53IQsV4GDUUJIfOSLBUedIAnFTLtJ3j8qzvXXzZWLW39AmbSML6X+ZCHFrUfebJWV2Dfdj4Lu9srjYgvSRdNg9eAwTHtkLoVB1fQyJBcd8u+tkSBkHfjqMEFrFT3UP2oII1Oe2U+p7bgaJVBG2rVPecQZyTQocSFb+r7skxVJq+yGagqwM+cAu+3K/0gmZ8OCYXzCdXM7fLSSt+aIAwho6ORoVTtzHNiElR8EzQYjdMKqILGjDkwatoWYMbjeGnh46TIF0EkhiwzHejZpFNcPIoojJX3wCBiFCYVWd0AXN5wYQ2N2JqRg8aVAWOoJRVYekv7RIWql+u+VZj19pZchuu88i4d1VKUXViw1fOhJVh9qWvsoXmGj1vQWfJUO5fXAhHB0cTtw6m1w3XL3bUGjOChCC2Kmuj4CecPA/qtrbUfU+0qFmcBQJRQ0a0dcS8VuhebB69sOShsvrYxrY7pB3UmTHMxzWhc4inVJinXU4TBYqSWJCw17eiZrDL/ktb3EFY5zFfGqS1FHR1PMGi5hMPhmUaC4I6ZSxiiUs5wmaCMeCgzUsZCZbMOAmn0l0EEgGJSRSxXYmM5ntZDZ9xmsR11KhNOKVJGkuEN4gFa9rw6dkUUM8oyjDjEO2vWyvpjZItveMpY7Lu/9MkyVcC4bx5kdd7vwtlq5eSkJTfC4rbrv4Z++3gxW2DcxgenCJTgD7Woi+QlZWFueddx4vvfSSdiwlJYU5c+bwyCOPfOf1GgHc3QYlQT4n1Ex8iUifQG1/5IRzTTJ51oIxU6UXOJpEcGQzbfsiJU1CSRjE9GCNacJ+LAJzSAeOvEF43uonq9pMIAWOXhROXIGN0pwRjNp9iFcnqKAG5dN2IkFyocW3NNCvDXDCiWSzmEycspIdtNfBwTFDSW44Aofhs5w0DpHELPdm3AYDZaST89WnskdwghlLt4Nmi5XoFjv91Krv3dhZZFKM1W2n3JBKEWOZz3sMqbJzMHEoie1HKA7KwIURNwYC6OD8mv18lpBGhOqYZhwMKbBzNCccF0aZtMKhK8GPclOqptLfqcwFs5ybAHCZTIS0OLCHBlBDvJarLpp6fstyLmULqZQDYMZBPVGcf3A/TybfQBKVJCGpM4rJJJtCVrCSV1tupDXUTDFjyGQvG5jLNS1rKA8dxsi6ao7His/dFtOljGYfeUxlEttpIJqxziJeMS0liyIMuHFhpIkI4qlhEK1UkYgLI7/kt1zD6yxgLdHdDZRbUshoqaA+VOp2Q+gMkjhEPpMAidrLoIRxX5XQPFgmtjpLDIlfHaNg8FgtqjKeWjYzi1ritT2Mo6nHonL0ZVNIAaLdjsDGTiYyn3WcIAQTLpoIJ50ySUpdt5/dsWO0VCZh2KliGEkcUnn2BqlE091aKpmnuA0HZu7iYW0CqCSJa3idZqyUMYpsdrOFS8lC9hPeyUSmk0sTEWSwDzf+2AgH0CKB46nhErZyM88RTT1JVJ6W7iWEVt5gEdkUspdMwmliLQtYzhP446Ybi7Zd3Trmk00h93MPT3I7T/BLUiknnhr8cbOWBQTQwZvtV3FD0Av8Lvs3/LTwBfYyhjls1O5ZQgaplFNPNNPJZSkvcRtPaybe0ZQQThMmXFix8xS3cQ2v80vX4zxjvIWd5FDNMLqxkEQlI6hkEK0YcbGBOcxWW0WWkY4RF92YyWQvZaRjx8o0cqlQQSfvM5O7eZgmwqkjllQqWMFKEqliCat4nWv46MuZ3HDOUzgxEU8NFaQyliJaGUQETTzFbWSwjxJGM5cNBNBBEoe4n3t4mZ9zQWExd2SvJEAL/pCE4nXEkkUR93Mv8dTSRDg57KQbC0acRNNAAjVczju8xrWsYSGz2EwJGQCa+Xkzs1nIGtZxGTns5AWWEU8NFjXxP/DxQ9x60aOamfkNFjGIVrIpZB3zmUoeVuwYcbKZ2cRTq21vGEsdU8ljDQs17e4mZgsRoo5OAhnDXjYyh2FU48agRY2Wk4oLI9PJJZfpjKBS8xvc5JpForEaJ0ay+JRUytnAHEZTwgtNN/BkxO28yVVcw+vc7XqQF4w3ksdUtSd4OCG0EkgHZhy8zmKyKCICG2tZwCLeoJVB1BFLCCf484+uZs6779BEBOmUEoadp9pv49Wg67hy2zrumLaSfSpVktcXsJxUsilk8dq13LfgTs0P1YWJdMqoRhYC3oTsZaRjppsjs5Mx/+kEy4OeoIx04qnFRjix1LGBuSRRSTcWppIn+8azVqVxEi11JUlsS50NW3uIiqsjgiaNwJlwUtibzQi/Q5pPsDdZfCshTCKfXKaRSDWVJLGlfSYTg3biwqilpzpEEtPJ5dc3PEXUi5Kg/VC/UczwrOeDz+cx7bxNlJHOTLYQRjP1RGOmm2gaeJ3F3MZTrGIJI9s/YW3wLToB7Gsh+gIulwuLxcK7777L3LlzteO33HILJSUl7Nix42+ucTqdOJ1O7XtbW5vSFP4OCdv6NgQiW+ucg6gOAK5C1ATh+By4Sk451x+fXWwQv2qz8QM28wLLGEk5R4kjl2ks4wUMuCkkmw4CGE4VBnpoIopiMvkhGznMcA6STHVxGndmrqCYMSRzkCqGU+jKJttYiBkHLVjZUTONJQkvsKrhOi6J2sJEdrGRHzKHv9BGMI833MHA4E7cPX5kBX1KOl+wixwiaWDrlrksmLmaZA5yHDFbRdKIG3+2MY10vqCIcfyYP/Me89iz7SJ+Ne1+jjGEH/FnPmECpaQzjW1E0cgTLOcK/kQjUQTTRguhBCvb6XGG8DmjuYuH+AtzKCQbEy6msY2DJHEPD3KUOMx0U8q5FDEWG4Nx488s/kocRyghgz1kEUUjP+CvlDOSNoJJp5T1XEYodnYykdt4GjPduDCyj9F8RTiTyKeAC6hmON2Ymcd6slXm+fVchhEXMRynPy4qSWK08sWyEc5wDtNAJMlqQDPgJpIGHFj4ijCOE4Mfboy4VOymgV4M1DGEKBox4yCG44Ri5whDaSMYA24C6KSZwZwgmHiO4sRIOF/RQCSdBBBFI364MeHERjhRNGrX+hJRm2kjmHJGMo1tbGGG2nbOQY+SxYCbcL7CRX/Njw3AhIta4qjhHLIowo2BGI7TQKR2vRkHvRjoVhHLIPn6DpLMSA7QRjAtWInjCMeJYQjHcGHEgJtg2rRrTbiwMVh7vmDa6CQAMw7aCCaYNi3C2HuNBQcD6VQBJ0Y6CcBf+XcNxoYDM50EMhgbjUQRxxFOYmYADpWvMIBAOrXyuzHzNUZ6MNCClVDsAKfJ4MCMGQcG3HzFYEJp4TgxhGLX5HMos5WX6A2iTfNz876TADq1xVILoRhxcZwYBmNTPmqhhPMVbYQQih03Bky4tATcHQTQg0HJH4KZbjrVXnFmunFgIRwbJwjGSgudBODESCCdtKjAnzqGqN8CVd6/AQD448bI1wTTqj2vNyLd264MuFVb6z19TKU//rjpUeeF0KbqT9KBdBLAAPXdpIJ1uhmAia9xY2AgHZzEwgC6+YpwejHghxsLDnVdMOHYOMJQhnKELzmHKBrpZoCWf9GCQzMdWnBo5brxx6LK6CAAI05cmLBoW6qAjcHEcJxuBmClhTZCtLbWgx/BtHGcGML5iiPEEcNxbAwmmFYae6MY7PcVDsyE85Uinv1xYaKNYGI4rvW3BiK1/mJQY4O3rnsxaO3RK+8AujHxtVZeS28og/2+ooVQQmnhaHsccUFHaSFUyW9W7cWPTgIJoY0jrjgijY181TtYk9MfN7bucMItNuyuUKzGFu3eBnpoIwQrLTQQSSCdqt5cWtt1YMbda8Do58LVa2Sw31e0EUwAnfRiYIBqly6MBNBJJwFaOzLioqXbSqSlgS9tCQwPr6KmJYHQ0BYMuDHhoj8uWgjFjIPGlkgiQxtp6bYSYOmgszuQAEsHrl4jIX5t1B8fiDM1ndbWVlHknIU4awlgfX09Q4YMYffu3WRnZ2vHH374Yf74xz9SWVn5N9fcd999rFy58j8ppg4dOnTo0KHj34S6ujpiYmL6Wow+gf93n/L9Rr9+/U777vF4/uaYF7/+9a+5/fbbte+9vb20tLRgtVq/9RodYiqPjY2lrq7urFW1nwn0ejpz6HV1ZtDr6cyh19WZ4ftSTx6Ph46ODqKjo7/75O8pzloCGBYWhsFgoLGx8bTjNpuNiIiIv3uNyWTCZDKddiwkJOTfJeL3DkFBQf/TA8Z/Cno9nTn0ujoz6PV05tDr6szwfains9X064VfXwvQVzAajYwZM4YPP/zwtOMffvjhaSZhHTp06NChQ4eO7xvOWg0gwO23386iRYvIzMxk/Pjx/P73v+fo0aMsXbq0r0XToUOHDh06dOj4t+GsJoALFizAbrdz//3309DQQFpaGlu2bGHo0KF9Ldr3CiaTiRUrVvyN+VzH6dDr6cyh19WZQa+nM4deV2cGvZ6+Pzhro4B16NChQ4cOHTrOVpy1PoA6dOjQoUOHDh1nK3QCqEOHDh06dOjQcZZBJ4A6dOjQoUOHDh1nGXQCqEOHDh06dOjQcZZBJ4A6/m2477776Nev32l/kZGRfS1Wn6OgoIBZs2YRHR1Nv3792Lhx42m/ezwe7rvvPqKjozGbzUyaNIkDBw70jbB9jO+qq8WLF/9NGxs3blzfCNuHeOSRRzj//PMJDAwkPDycOXPm/M12lnq7OrN60tuU4KWXXmLUqFFawufx48fzwQcfaL/r7el/HzoB1PFvxciRI2loaND+ysrK+lqkPkdXVxfnnnsuzz///N/9/fHHH+fJJ5/k+eef57PPPiMyMpKLL76Yjo6O/7CkfY/vqiuASy655LQ2tmXLlv+ghP8d2LFjB8uWLWPPnj18+OGH9PT0MG3aNLq6urRz9HZ1ZvUEepsCiImJ4dFHH6W4uJji4mIuuugifvjDH2okT29P3wN4dOj4N2HFihWec889t6/F+K8G4NmwYYP2vbe31xMZGel59NFHtWMnT570BAcHe15++eU+kPC/B9+sK4/H47n66qs9P/zhD/tEnv9m2Gw2D+DZsWOHx+PR29W34Zv15PHobeofYdCgQZ5Vq1bp7el7Al0DqOPfisOHDxMdHU1CQgKXX345X375ZV+L9F+NmpoaGhsbmTZtmnbMZDJx4YUXUlhY2IeS/fciPz+f8PBwRowYwXXXXYfNZutrkfocbW1tAISGhgJ6u/o2fLOevNDb1Olwu9288847dHV1MX78eL09fU+gE0Ad/zZkZWXxxhtvkJuby6uvvkpjYyPZ2dnY7fa+Fu2/Fo2NjQBEREScdjwiIkL7TYcPM2bM4K233uLjjz/md7/7HZ999hkXXXQRTqezr0XrM3g8Hm6//XYuuOAC0tLSAL1d/T38vXoCvU2dirKyMgICAjCZTCxdupQNGzaQmpqqt6fvCc7qreB0/HsxY8YM7XN6ejrjx49n2LBh/PGPf+T222/vQ8n++9GvX7/Tvns8nr85pkO2c/QiLS2NzMxMhg4dyvvvv8+8efP6ULK+w4033khpaSm7du36m9/0duXDt9WT3qZ8SEpKoqSkhNbWVt577z2uvvpqduzYof2ut6f/begaQB3/MQwcOJD09HQOHz7c16L818IbJf3NVbTNZvub1baOv0VUVBRDhw49a9vYTTfdxKZNm9i+fTsxMTHacb1dnY5vq6e/h7O5TRmNRhITE8nMzOSRRx7h3HPP5ZlnntHb0/cEOgHU8R+D0+mkoqKCqKiovhblvxYJCQlERkby4YcfasdcLhc7duwgOzu7DyX734Ddbqeuru6sa2Mej4cbb7yR9evX8/HHH5OQkHDa73q7EnxXPf09nK1t6u/B4/HgdDr19vQ9gW4C1vFvw/Lly5k1axZxcXHYbDYefPBB2tvbufrqq/tatD5FZ2cnVVVV2veamhpKSkoIDQ0lLi6OW2+9lYcffpjhw4czfPhwHn74YSwWCwsXLuxDqfsG/6iuQkNDue+++7jsssuIioqitraWu+66i7CwMObOnduHUv/nsWzZMtasWcNf/vIXAgMDNc1McHAwZrOZfv366e2K766nzs5OvU0p3HXXXcyYMYPY2Fg6Ojp45513yM/PZ+vWrXp7+r6g7wKQdXzfsWDBAk9UVJSnf//+nujoaM+8efM8Bw4c6Gux+hzbt2/3AH/zd/XVV3s8HknZsWLFCk9kZKTHZDJ5cnJyPGVlZX0rdB/hH9VVd3e3Z9q0aZ7Bgwd7+vfv74mLi/NcffXVnqNHj/a12P9x/L06Ajyvv/66do7err67nvQ25cO1117rGTp0qMdoNHoGDx7smTJlimfbtm3a73p7+t9HP4/H4/lPEk4dOnTo0KFDhw4dfQvdB1CHDh06dOjQoeMsg04AdejQoUOHDh06zjLoBFCHDh06dOjQoeMsg04AdejQoUOHDh06zjLoBFCHDh06dOjQoeMsg04AdejQoUOHDh06zjLoBFCHDh06dOjQoeMsg04AdejQoUOHDh06zjLoBFCHDh06dOjQoeMsg04AdejQoUOHDh06zjLoBFCHDh06dOjQoeMsg04AdejQoUOHDh06zjLoBFCHDh06dOjQoeMsg04AdejQoUOHDh06zjLoBFCHDh06dOjQoeMsg04AdejQoUOHDh06zjLoBFCHDh06dOjQoeMsg04AdejQoUOHDh06zjLoBFCHDh06dOjQoeMsg04AdejQoUOHDh06zjLoBFCHDh06dOjQoeMsg04AdejQoUOHDh06zjLoBFCHDh06dOjQoeMsg04AdejQoUOHDh06zjLoBFCHDh06dOjQoeMsg04AdejQoUOHDh06zjLoBFCHDh06dOjQoeMsg04AdejQoUOHDh06zjLoBFCHDh06dOjQoeMsg04AdejQoUOHDh06zjLoBFCHDh06dOjQoeMsw/8DIfFcbb0WEL0AAAAASUVORK5CYII=' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.pcolormesh(t6, f6, np.log(Sxx6), label='weak',cmap='jet', vmin=-5)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39e38a06",
   "metadata": {},
   "source": [
    "#### Compare the different experiments and different gongs. Comment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2f3da2a7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "04ffdb30",
   "metadata": {},
   "source": [
    "# Spatial measurement: time-resolved profilometry \n",
    "\n",
    "In order to understand more the acoustic observation, we would like to have a spatial measurement of vibration. For this we will use the Fourier Transform Profilometry technique described by the article by Maurel et al. \"Experimental and theoretical inspection of the phase-to-height relation in Fourier transform profilometry\" Applied Optics 2009. Ask your professor to explain you the principle.\n",
    "\n",
    "#### 1. Optimise the setup to perform the measurement on the biggest gong. Record a few images with static gong and with a homogeneous image.\n",
    "\n",
    "#### 2. Parameters of the method\n",
    "Identify the parameters of the method that you have to measure to be able to process the images to obtain the deformation of the gong. Give the values. Explain how you choose the frame rate of the camera."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a940fd98",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "78d8a704",
   "metadata": {},
   "source": [
    "#### 3. Define a protocol to be able to record the motion in the stationary regime. Record the movie. Give the settings of the camera. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0538addb",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "3216cfb4",
   "metadata": {},
   "source": [
    "#### 4. Ask your professor to show you the various steps of the image processing. The actual processing takes time and will be perform later on"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a67484c",
   "metadata": {},
   "source": [
    "#### 5. Load the data from the profilometry. You can use the `netCDF4` library.  The signal is a 3 dimensional matrix $h(x,y,t)$. At some point, you will have to concatenate the data from several files to have a long enough duration of the loaded data (use the ` concatenate` function from `numpy`). We are rather interested in the normal velocity signal rather than the deformation. Compute the velocity by simple finite difference. Show a snapshot of the velocity at a given time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ebf5e575",
   "metadata": {},
   "outputs": [],
   "source": [
    "import netCDF4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "45a97690",
   "metadata": {},
   "outputs": [],
   "source": [
    "# parameters for this part\n",
    "# Nb files to concatenate\n",
    "Nf=16\n",
    "# index of first file\n",
    "N1=1\n",
    "# number of windows for Welch method\n",
    "Nw=4;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8841d6bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "fname=\"imt\"+f\"{N1}\"+\".nc\"\n",
    "print(fname)\n",
    "nc = netCDF4.Dataset(fname)\n",
    "h=nc.variables['h']\n",
    "#the dimensions are flipped compared to matlab: t,x,y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7ca57f4d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "8ee33698",
   "metadata": {},
   "source": [
    "#### We want to compute the Fourier spectrum in both $(\\vec k,\\omega)$ space. \n",
    "For this we will use the Welch method and compute  $$S(\\vec k,\\omega)=\\langle |\\hat v(\\vec k,\\omega)|^2\\rangle$$ The Fourier transform in space will be performed over all available space but the Fourier transform in time will be performed over a window of finite duration $T$ that you have to choose. $T$ must be long enough to get a good resolution in frequency. The average $\\langle \\cdot \\rangle$ is then performed over successive time windows.\n",
    "\n",
    "As the signal is not periodic neither in space and time, a Hanning (or other) window must be used in all dimensions (space and time). The 3D Hanning window can be computed from 1D Hanning windows simply by $$h_{3D}(x,y,t)=h_x(x)h_y(y)h_t(t)$$ where $h_i$ is the Hanning window in the $i$ dimension. The spectrum is then computed by performing the Fourier transform of $v(x,y,t)h_{3D}(x,y,t)$.\n",
    "\n",
    "#### 6. Compute the 3D hanning window for your choice of $T$. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a226978d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# parameters for this part\n",
    "# Nb files to concatenate\n",
    "Nf=8\n",
    "# index of first file\n",
    "N1=1\n",
    "# number of windows for Welch method\n",
    "Nw=25;\n",
    "\n",
    "Lx=65;\n",
    "Ly=50;\n",
    "\n",
    "hx=np.hanning(Lx)\n",
    "hy=np.hanning(Ly)\n",
    "ht=np.hanning(Nf*500-1)\n",
    "h2D=np.zeros((Lx,Ly))\n",
    "for i in range(0,Lx):\n",
    "    h2D[i,:]=hy*hx[i]\n",
    "h3D=np.zeros((Nf*500-1,Lx,Ly))\n",
    "for i in range(0,Nf*500-1):\n",
    "    h3D[i,:,:]=h2D*ht[i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "803e4ee3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "827f2a1d",
   "metadata": {},
   "source": [
    "#### 7. By loading successive time windows of the signal (at least 4), compute the spectrum $S(\\vec k,\\omega)$.  For a faster computation, you should use the `fft` function from `scipy` with the option `workers=-1` or  use `workers=c` were `c` is the number of logical processors of your computer (for example `fft.fftn(v*h3D,workers=-1`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "863b35ed",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "85e04065",
   "metadata": {},
   "source": [
    "#### 8. Plot a slice of the spectrum (which is a 3D matrix) to show that the vibration is indeed made of waves. The dispersion relation of the bending waves of a flat plate is $\\omega=Ck^2$. Is it consistent with your observation ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "64b8caff",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "beff771a",
   "metadata": {},
   "source": [
    "#### 9. From the 3D spectrum, compute the frequency only spectrum $S(\\omega)$. Plot it in a figure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c55d7328",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cfb89ef5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "190e6267",
   "metadata": {},
   "source": [
    "The spectrum is made of a large collection of peaks. To understand the reason why the spectrum is not continuous as expected from the weak turbulence theory, we would like to see the deformation associated to each one of these peaks. For this we can compute $\\langle|v(x,y,\\omega)|.^2\\rangle$ using the Welch method. In this case, a Hanning function can be used only in the time dimension.\n",
    "\n",
    "#### 10. Why should one use the modulus square and not simply $\\langle v(x,y,\\omega)\\rangle$ ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "415b7368",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "0ddd29ad",
   "metadata": {},
   "source": [
    "#### 11. Compute the relevant Hanning window and $\\langle|v(x,y,\\omega)|.^2\\rangle$. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b723bf18",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "27e6e100",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "ce4614a1",
   "metadata": {},
   "source": [
    "#### 12. For the lowest frequency peaks in the spectrum, show the result. Comment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c0f94dd7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e99de3e7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7896a673",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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