{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "19acc03b-7f02-4869-b068-d856481d064d",
   "metadata": {},
   "source": [
    "# Multi-channel speech enhancement and beamforming\n",
    "\n",
    "\n",
    "Simple, single-channel [noise attenuation](Noise_attenuation) and\n",
    "dereverberation is often not sufficient for acceptable quality,\n",
    "especially in very noisy environments, such as in a car or on a busy\n",
    "sidewalk. To reach better quality, we can then add more microphones. The\n",
    "benefit of added microphones includes at least:\n",
    "\n",
    "-   Time-of-arrival differences between sources enables the use of\n",
    "    beamforming filters, which use such time (phase) differences to\n",
    "    separate between sources.\n",
    "-   Intensity level differences between sources; In for example a mobile\n",
    "    phone, we can have forward and backward facing microphones such that\n",
    "    the backward facing microphone is used primarily for estimating\n",
    "    background noise, while the forward facing microphone records the\n",
    "    desired speech signal. By using the background-noise estimate from\n",
    "    the backward facing microphone, we can then use noise attenuation on\n",
    "    the forward facing microphone to gain better quality.\n",
    "-   Each microphone will feature some level of sensor-noise, that is,\n",
    "    the hardware itself causes some inaccuracies to the signal.\n",
    "    Sensor-noises are for most parts independent across microphones such\n",
    "    that with each additional microphone we can better separate desired\n",
    "    sources from noise.\n",
    "\n",
    "The most-frequently discussed approach is to use microphone arrays,\n",
    "typically in either a linear configuration, where microphones are\n",
    "equi-spaced on a straight line, or in a circular configuration, where\n",
    "microphones are equi-spaced on a circle. The benefits include that a\n",
    "linear configuration makes analytical analysis easier, whereas a\n",
    "circular array can have an almost uniform response in all directions.\n",
    "\n",
    "{cite}`benesty2008springer`\n",
    "\n",
    "## Delay-and-sum beamforming\n",
    "\n",
    "As an introduction to beamforming consider a linear array of $K$\n",
    "microphones with input signals $x_{k}(t)$, where $k$ and $t$ are\n",
    "the microphone and time indices. We assume that the desired source is\n",
    "sufficiently far away that we can approximate it with a plane wave. Then\n",
    "the signal will arrive at the microphones at different times  $\n",
    "\\Delta t_{x_k} $ and we can calculate time [time difference of\n",
    "arrival (TDOA)](tdoa.ipynb) of each microphone $ t_{x_k} = \\Delta\n",
    "t_{x_k}-\\Delta t_{x_1} $ where we used microphone $k=1$ as a\n",
    "reference point. The delayed signals thus have $ x_k(t) = x(t-\\Delta\n",
    "t_{x_k}) = x\\left(t-\\Delta t_{x_k}+\\Delta t_{x_1} - \\Delta\n",
    "t_{x_1}\\right) = x_1(t-t_{x_k}). $ Similarly, for the noise sources\n",
    "we have $ y_k(t) = t_1(t-t_{y_k}). $  \n",
    "\n",
    "If the desired and noise sources appear at different angles, then their\n",
    "corresponding delays will be different. Moreover, if we add a\n",
    "signal $z(t)$ with itself at a random offset δ, then the summation is\n",
    "destructive, that is, smaller than the original $\n",
    "\\frac12\\left\\|z(t)+z(t+\\delta)\\right\\| \\leq \\left\\|z(t)\\right\\|\n",
    "$ . Addition without an offset is obviously constructive, such that we\n",
    "can form the *delay and sum estimate* as\n",
    "\n",
    "$$ \\hat x(t) = \\frac 1K \\sum_{k=1}^K x_k(t-t_{x_k}). $$\n",
    "\n",
    "In this summation, all signals approaching from the same direction as\n",
    "the desired source will be additive (constructive) and other directions\n",
    "will be (more or less) destructive.\n",
    "\n",
    "Trivial as it is, the delay-and-sum should however be treated as a\n",
    "pedagogical example only. It does not ideally amplify the desired source\n",
    "nor attenuate the noise source, and it is sensitive to errors in the\n",
    "TDOAs.\n",
    "\n",
    "\n",
    "![delayandsum.png](attachments/175509409.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98e934b6-14bd-440a-9919-248ae1a67d95",
   "metadata": {},
   "source": [
    "### Demonstration"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e0a6439-9bc9-48bf-806e-4cb44ffae195",
   "metadata": {},
   "source": [
    "Let us import the usual Python packages for scientific programming: numpy for numerical computing, matplotlib for plotting, and our own DSB_Tools (imported as dsb), and define our constant c0 for the speed of sound:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "16bcc8d3-39ae-4ee3-bddb-f5e91f735cb5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# package for numeric computing\n",
    "import numpy as np\n",
    "\n",
    "# package for basic plotting\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "# package for beamforming basics\n",
    "import DSB_Tools as dsb\n",
    "\n",
    "# speed of sound\n",
    "c0 = 1500."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d117cba-4dd2-43c1-99a2-94a2856f553f",
   "metadata": {},
   "source": [
    "#### Create vector of time samples\n",
    "\n",
    "We now define the necessary variables to create a vector t of time-domain samples, of duration T seconds and sampling frequency fs Hz:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "db208948-97b0-4625-9ced-34f6e22275f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "fs = 48e3       # sampling freq [Hz]\n",
    "dt = 1./fs      # temporal resolution [s]\n",
    "T = 0.5           # length of recording [s]\n",
    "\n",
    "N_time = int(T*fs)\n",
    "\n",
    "# vector of time samples\n",
    "t = np.linspace(0, T-dt, N_time)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6bac087-a127-4fe3-b50b-d1c6e5411ca0",
   "metadata": {},
   "source": [
    "#### Create the uniform linear array (ULA)\n",
    "Onwards to our Uniform Linear Array: the DSB_Tools package allows us to create a uniform linear array (ULA) by calling the function dsb.SensorArray(L, M), where L is the array length in meters and M is the number of sensors (here we assume M is always odd for simplicity). Note that, upon successful creation of our ULA, the function will automatically print the inter-sensor spacing for this array:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "65eb35ed-a3e1-49d0-a3b4-de6a61e6d8a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Array inter sensor spacing is 0.09999999999999999 m\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# Array length [m]\n",
    "L = 1.4     \n",
    "# Number of sensors in the uniform linear array (ULA) \n",
    "M = 15      \n",
    "#Our array definition is stored in the object ULA\n",
    "ULA = dsb.SensorArray(L, M)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a076b7c-cad6-41dc-9706-f29a605754c8",
   "metadata": {},
   "source": [
    "#### Create the source signal.\n",
    "We will use the function dsb.create_narrowband_pulse to create a signal with center frequency f0, amplitude a0 and duration T_pulse. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fd025415-33e6-4abc-81c4-858136252878",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.15\n",
      "0.09999999999999999\n",
      "Acoustic wavelength for f0 = 5000 Hz is 0.3 m\n"
     ]
    }
   ],
   "source": [
    "# define pulse characteristics: amplitude, duration, onset time, center frequency\n",
    "a0 = 1.\n",
    "T_pulse = 0.002      # [s]\n",
    "N_pulse = int(T_pulse*fs)\n",
    "\n",
    "# *-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-\n",
    "# narrowband pulse center frequency - try other values!\n",
    "\n",
    "f0 = 5000            # [Hz]\n",
    "# *-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-\n",
    "\n",
    "x_pulse = dsb.create_narrowband_pulse(a0, T_pulse, f0, fs)\n",
    "\n",
    "# acoustic wavelength of pulse center freq\n",
    "ac_wavelength = c0/f0\n",
    "print(ac_wavelength/2)\n",
    "print(ULA.d)\n",
    "print(\"Acoustic wavelength for f0 = {} Hz is {} m\".format(f0, ac_wavelength))\n",
    "\n",
    "# check for spatial aliasing condition\n",
    "if ULA.d >= ac_wavelength/2:\n",
    "    print('\\tCareful --> Aliasing might occur!')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "038e74e8-7b1b-474b-ad3b-02875a37be11",
   "metadata": {},
   "source": [
    "#### Choose one direction of arrival (DoA)\n",
    "theta0_deg for our incoming plane wave containing the narrowband pulse, the onset time t_initial for the pulse, and a signal-to-noise ratio (SNR) in decibels for the array signals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ea7aa5d1-9181-4c1a-9aeb-acf6dc323746",
   "metadata": {},
   "outputs": [
    {
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AHnroISxfvhwFBQW48847AQCPPvooXnzxRezevRvnnnsuamtro66Xni5/Lt+WLVuwd+9erFixQvX5JxMkdIhhpbG7H7ub+qDTCLj2zHKY0/RI02vQbXfhSLsNE4vj858Ez7hK0wc6cyayaaAkdAanrvxCJ1ERnWPt4rWMK8yU0nonewdgcbiRlaZPyDEI4nQmXa/F/icXjdixlTBz5kzp31qtFvn5+ZgxY4a0rbi4GADQ3t4OABg/frysdRsaGjB16lTp8cMPP4yHH344ZJ8VK1Zg+vTpOPvssxWdc7JCQocYVo7700pjCzOQnykKhTnVefjiaCe+Ot4Vt9AJ588BAqmrVosDTo8XRp369uTtkYSO/3EiPToAMK4oE9kmPcqy09Dc58DBFivOrsmL8WqCIGIhCIKi9NFIoteHfrkRBCFkG4+G+3xirzC5qauysrKQ6M9gb05/fz/eeustPPnkk/GcflIxOu44MWrhIxKC00rn1ASEzvfnjYlr/cCMq9A8ckGmAWl6DRxuH1p6HSH+HaVE9uikhTwfDx6vT4pOjSsUz3VKaZYodFotJHQIgoiK3NSVTqeLGv35+9//DqfTie9973uJPL0RhYQOMaxwocMjLABw7rh8YA3w9fH4fTqDe+hwBEFARa4JR9ttaOoZiE/oSFVXgz063IzsjPs6GnsG4PYypOk1KMsW/yBNLjXj3wfbyadDEERM5KauYrFixQpcc801yM/PT8h6yQA1DCSGFV7eHdxnZmZFNvRaAV12F5rj7FwsdUXOH9rHJlGGZCl1lTW0vBwQKzmsTk9cxzjWLqatagoyodGIgon7dKjyiiCIU8Hhw4fxxRdf4Pbbbx/pU0koFNEhhpXGbtEMHJy6Muq0KM5KQ1PPAFr7HCjPkV8NMJimMEKKkwhDssPtRd+AG8BQj066QQtzmg5WhwftFkdchmHJn1MYiDxNKRX9S4darfD5mCSACIJIbdatWzdkW319/ZBtiR4/M3HixJQcaUMRHWJYaejmQiRUzJRmi9GQeGZRebw+dNnFTp7Fg0q/gUC6LJ6mgbziyqDTIDt9qJCRfDpxGpIDQidgKByTnwGDToN+l1d6HwmCIAhlkNAhhg2Lwy1FQypzQyMuXCC09KmPtvT0u8EYIAhArmmoCKlMQNNAnrYqzDSG9eBIPp04DcnHOvxG5KKA0NFpNZjkr0qj9BVBEIQ6SOgQcHq8+MOG49ha353QdbkROT/DgAxjaJY0ERGdTpsoQvJMBui0Q3+VE+HR6fALmMH+HA736bTFEdFhjOFo+9DUFQBMLhGFDhmSCYIg1EFCh8Drm+rxy48O4PqXNuNHf9uRkG7CQFDFVRj/TIm/sqg1jmZ7XOgUZEYQIX5x0mlzqZ6WHqmHzuBjxJO66ra7pMjX2ILQXhiTSxNvSO53efDcZ0dwtJ3EE0EQqQ8JHQKr97VJ//5wdwsWP7cxrpQShxuR+YDNYEqy4o/odNlEf05+piHs83kZ4navj8HicKs6RqTSck4xj+jEkbriaavynHSkG0IbG04p4amrxImS3689imc+O4zbX98GxwgNOCSIU0UqmmuThdHy3pLQOc3ptruwo6EHAPDH789BTUEGrA4PPj/YHvfa3ARcFTaiwz06wxfRMeq0MPtTZty0rBTeDDB2REf9dRwP6og8mEl+oXOiqz8hosTh9uJvXzdIa/5hw/G41ySIZIR3Ee7vJyP/cOFyiX9XtVr1nedPBVRefpqz9mA7fEz0glw6tRg7G3vw+7XHsKuxF989pzqutQMVV0OFDvfotFsdqkunO2IIHQDIyzTA6vSg2+7CuELFhwga6Bn+GIkY7BmutJyTl2FAul6LAbcXrX3xdXgGgH/VnkRPv1vqGv382qO45szysPeIIEYzWq0WOTk50iwok8kU9xBhIoDP50NHRwdMJhN0uuSWEsl9dsSw8++DYtrq0inigLgzKnMBALsa++Jem3t0BldcAeI4BUEA3F6GLrtryHgFOcRKXQGiUDjR1S/tq5SARydG6sriUN0dWaq4Khwa0REEAaU5aTjeYUdzb3wdnhljePXLegDAf146EesOdWDz8S488f5+/HHJHNXrEkSyUlJSAiAw+JJILBqNBlVVVUkvIEnonMa4PD5sONwJALhkShEAYFZFNgDgcLsVNqcHmUZ1vyI+H5PKusOlrvRaDQozjWi3OtHa51AldHjqqjBKRCff79PpVp268h8jRurK4fbB4vCE7bUTCz7jqiaCiCnLTheFTpxdpL863o2DrVak67W4aW4VLp5chMXPbcRnB9pQ29iLMypz4lqfIJINQRBQWlqKoqIiuN3qfHpEZAwGAzSa5HfAkNA5jfm6rgs2pwcFmUbMqsgBABRlpUlTs/c09WHeOHXzTjpsTjg9PmgEoDQnfDSkNDtNFDoWB2YgW/ExuNCJFdEBgG678tSS18fQZYueukrTa5GVpoPF3x1ZjdDhhudwTQ8BoMz//rX0xmcQf/XLOgDAtWeVI9ukR7ZJj0umFOHTfW346ngXCR0iZdFqtUnvIyGGj+SXYsSw8e8DYjj3kslFIR6ZM6pyAAC7mnpVr83TVqXZ6dCH6XEDBD7YW1VWePF0VFSPTob4nBozcpfNCR8DNAKQnxH5GPH4dPpdHtj8c7IiialSfyl+cxyVcA63F//2G8yXBE2Mn1MtTkXffqJH9doEQRDJDAmd0xjuz+FpKw6P7tQ29KpeO1rFFac0jsorxlhA6ERJe8WTuuLCJT/TCG0UszQXOm0qKq94NCdNr5EqxAbDIzrNvepTV0fbbfD6GHJMekwsDniBzqoWPVk7TvSMmlJRgiAIJZDQOU1ptzrQ2D0AQQDOG18Q8twsfwojnohOQ5e/h07e0B46HKlpoAqhYxnwwOX1AQiImXDkxSV0opeWc/jzarojB5udIxn6yvxDT+PpbXTI34dnYrE55DjTy7Ng0GrQZXfhRBeV4RIEkXqQ0DlN4SMFavIzhoxnmFGeDY0gRlrURCmAQEQnXMUVpyRbFAhquiN3+j03ZqMOafrIufc8v39HTdVVoFlgDKGTFSiVV3wMGWJKSl3FEdE53Cbebz5SgmPUaTG9XOy+TOkrgiBSERI6pykHWsSRAlPKsoY8l2HUYaJ/mGRtY6+q9fkYiWj9WUqy1Ed0Ov2RkGhpKyAxqatIpeWc4jjGQMQyIgOB1JXN6VHd4flQWyCiM5jZPH3VQEKHIIjUg4TOacr+ZlHoTC0dKnSAgE9nl0qhw8UL9+GEI9ijo9Qf0sl76ERJWwGhqSulx2iPMdCTU2SOw6MTo3wdAEwGHXL809lbVEZ1eOpqcEQHCAgdiugQBJGKkNAZJfTYXVh/uANelcMpB8MjOpGEDq+8UhPRYYxJBuOSKEKHPzfg9sLi8Cg6Rpc9dldkIFAt5fL6pOomuXRaRTEVq8dPQWYCfEAxxFQgfaXcp9M34Jbux4QwEZ2zqkShc6jNCqvKiBFBEESyQkJnFLD2YDsue2Y9lvxpCx5cuTvu6hiH2yuNHZgSQehM86e0uLdDCX0Dbjg9olE4WkomTa+VIhVK01eB1FX0iE66QYt0v4dHqRDh++fFiBrlZ/Ip6cpTVx0y02NlflGopsSc38PS7LSwfX6KstJQmZcOxtSnKgmCIJIVEjpJjNfH8Ph7+3Dba1ulVM0/tjfhpfXxDWI83GaFj4kf4MURIgnV+WKX3k6bS3EkhEcPck36qEZhIDDFXGlFUYeUuordUZkLFaW9dLr75QkdHtGxODxw+QWeXOQanqXKKxWpK562mhQmbcWZXZW49NVXx7vwxuZ6vLLhGF7ZcAx9/RQlIghi5KDOyEnMyu1NeG1TPQDgtvPGoDwnHb/48AB+9clB1BSYcMX0UlXrcn/OlFJzxJLm7HQ9ckx69Pa70dDVj6lhTMuR4FVUvHw8GqXZaTjYalXsb+Edi2OZkQGxc/LJ3gF0K6y84hGdWGIqK00PnUaAx8fQbXdFTdcNpk1u6krqpaM8oiMJnTBpK87s6ly8W9sct9DZWt+Nm175KmTbukMdeOP2c6L2IiIIghguKKKTpDjcXjzz2WEAwIOLJ+Oxq6fhjgvG4tb5YwAA//WP3eh3KYu0cGL5czg8qtPQbVe0Pk9DlcT48AYCPh2lTQMDc66iR1sAdb10vD6GHn9EJzcj+lgHjUaQjqEkfeX0eNHrj3bETl2p747MK66iRXTO9Ed0djf1qU6N+nwMT76/H4DYn+fbZ5YjXa/FpmNdeNb/u0wQBHGqIaGTpLyx+QRa+hwoy06TxA0A/OyqKajON8Hm9EgjHJSyn5eWxxI6/tJwpY3kJKEjI6KjtsRcqrqKYUYG1KWu+gbc4J/3uSb5YkrJMbg/R68VkGuKLqYCTQOVvU+MMcmjE660nDOx2AyDVoO+ATcau9U1JvznjibsOdkHs1GH1247G0/feAaWXzcDAPB/nx/F2kM0QZogiFMPCZ0kxOJw4/frjgIAHrhsYojPRafV4BszxZTVB7ubFa/t8zGpWWCsdFR1vl/odKsUOlGMyBy1TQOl1JUMoZOvYrAn3zcrTRdxVlcw/Dy6FER05HRF5kil+L0O+BRU3rVbnejtd0MjAOOLMiPuZ9BppIjP3uY+2etzrA43/veTQwCAH18yQXo/vnVGOW45txoA8J9v16qeIk8QBKEWEjpJyB82HEdvvxvjizLx7TPLhzz/jZllAIC1hzoUlwM39QzA5vTAoNVgXGHkDz4gMKfqRJfC1JUldg8dDi/dVpLyGXB5YXd5AQSMwNFQM9iz2y6+r3IiRuJ+yjswcyNyrPJ1QEzxCYJYJq/kOrg/Z0xBRkxj+PRycYL8npPKhc5L64+h0+ZETUEGlgRFIAHgZ9+YgsklZvT2u/G7fx9RvDZBEEQ8kNBJMnrsLvzpizoAwH9dPhG6MNGEySVmjCvMgMvjw5r9bYrW52mrCcWZMSMV3KOjNnVVLEPo8G/+HQomf3NRZNBpkBlhEGYwaroj84hOrIqrwDH8gk1B1KhD5iwtANBrNdJ+SirUojUKHAwfBbFXodDx+Rj+vq0JAPDTRZNg0IX+Xhl1Wjz6jakAgL98dUJqbUAQBHEqOCVC54UXXkBNTQ3S0tIwe/ZsbNy48VQcdlTypy/rYHd5MbU0C4umlYTdRxAEKarzwe4WRevL9ecAwBh/6qq5d0BR2bSaiE6XzSU7JRMwIhtjpnwAdWZkHjWR488BVEZ0eOpKhmkbUNc08Gi7KCrGF8UWOjOCIjpKDMk7G3vQYXXCbNThkinFYfeZP74Al0wugsfHsOyjg7LXJgiCiJdhLy9/++238cADD+CFF17Aeeedh5dffhmLFy/G/v37UVVVNdyHHzbarQ5srevBV8e7UNvYi267C5YBN9IMWlwwvgALJxfh0ilFMBnkv8V9/W689mU9AODHl4yP+iF+9axSPPfvI9h4pAN9/W5kxzCzcvb5v61Pk1EuXmg2Il2vxYDbi5O9A6gpyIj5mgGXF30DYtonWrNADo+EeHwMvQNuWREUbkSWk7YC1A327JFKy+UdQ0135EAPHXnl6GU5aahtVDbcs96fdhwr495NKjFDrxXQ2+/Gyd4BVEQZyBrMJ3tbAQCXTCkaEs0J5qErp2Dd4Q58dqANm451Yv64Alnrc7w+hq/runCo1QqXxwePj6Ew04ixhRkYW5gpO/pGEMTpxbALnaeffhq333477rjjDgDAs88+i08//RQvvvgili1bJmuNZ9YchsGUAcbEP3b8y6YgAAL/f0GAAAACIECQnmMAGAMYGPz/A2PMvy3wnAABWo1YKqwVBOg0gvRvjUbAgMuL3gEXWvuc2HuyL6J51ur04J2dJ/HOzpOozjfh9985S/I+xOLVTXWwOj2YVGzG5VPDR3M444vMmFxixsFWKz7d14ob5lbKOgb3X8yQcU6CIKAqz4RDbVac6LLLEjr8fTEZtMhKi/3rZdBppH49HVanTKEjCgTZ/pl4IjoKU1fKzMjyU1dAUIm5gogOFzpjZNw7o06LicVm7Gu2YO/JPllChzGGT/aJQueK6bF+ZzPx3XOq8OfNJ/Czd/fiw/suQLohum8IEN+nl9Ydxwe7m6UoWDhyTHqMK8xESVYastJ1yDDooImjd0+8HcjFNeJ8vX8Nn38hHwv8/dPwv3v+v3niY0Dj/+PH/w7y/fnfwMC6TDpHfpoh+4IfR/zbqtEE/saeahgTU6S+oPciHJG+GwpRTjryayIT8TVRvpz6fOK7yu8hY4HHPsbfewajTos0vRZ6rQCvj8HLGHw+Bq8vcO3CoM85/hkonXe45/1XxMCC7rP//8O8pcGXIkTcHnq9/DkBgMOePCnqYRU6LpcL27dvx4MPPhiy/fLLL8emTZuG7O90OuF0Bv6QWSximmXFF3XQGOV9uzxVaASxJPfcsfk4uyZPaq/fZnFi3eF2/GtnM0509ePbL2zCI1dNwffnVUf9j8DicEvenPsuGS/rD/RVM0pxsNWKNQfaZAmddosD7VYnNELsiitOVT4XOvJ8Otw/Ippn5f1FLMw0orffjU6bE5MQO8USqLiSGdHxi5UBtxcDLq+sD1elER2euuocxtQVLzGX20un3+VBmz9qxNOQsZhelo19zRbsOdknqyHl/hYLGrsHkKbX4MKJhTH3X3rZRHy6rxXHO+x46qMD+J9rpkfd//1dzfj5v/ZK/Yay0/WYNzYfJqMWWkFAS58DxztsaO5zoLffTYNJCSJJ8DmVeTuHk2EVOp2dnfB6vSguDs3bFxcXo7W1dcj+y5YtwxNPPDFk+/fOrYYpI1P8RuH/xjI4SgNEjtTIjfyIqjlIQTP/Yx9Dul6LbJMB+RkGTC3LwtTSLGSEMcKOLczEvHH5uGfBePzXP3dhzf42PPbePhxus+LJb02P2B32qQ8PwOLwYHxRJhbL7Hi8cFIRfrvmMDYf64Lb64tpLuZlw+MKM2Wn1JT20uEdjuWUlnMKzUYcabfJNiQHUlfyBEKmUQeDVuOvWHKiwhD7Q79L5pwrjlRebneCMSZL5LUpTF1V5IpCp6lHntBp8LcFELtcy7uO6RXZeHtbI/actMjan6etFk6Ul6bNMRnwm+tn4ZYVW/DGVydw8ZQiXDSpaMh+3XYXfv7uXny4R/SgTSvLwn9eOhEXTiwMmx7rd3lQ12nH8Q47umxOWBwexaNLAJXBCoUvihZdCEdwpEb82+V/PY8EIBARkKIE/ugBY4HIN3/p4G/+/JyCv43zffnfU5//H9GiKdGIJ7LFAGiD/vZrhPDvYXAUSu6xIz0V/TURnoxxnOB7GPrvwLUBYiNRh9sHj9cnZRW0/gyDJuieyP0MlKI3g/4uBUeFgNBf4+BLCX4vgq890nvEI4WOfhv+N/Jbcko5JSMgBv/Rj/RB8NBDD2Hp0qXSY4vFgsrKSjy4eDKysuSPIEgGsk16vHLLbKz4og6//OgA/vp1AzqsTvzu5jOHlPn+Y1sj3traCEEAnvjmNNmt8qeVZSHXpEdPvxu1jb2YOyYv6v57msQPL7mpNACoLlDWHVnO1PLBcEOyXKHToTB1JQhi5+JWiwNdNpeslIzcgZ4cHtFxuH3od3nDiuBgPH7RBciP6JT7hc5JmUKnvtOftpIZzQECKc19fkNyLMHGhU6stFUwF0woxK3zx+C1TfX4f//Yjd/ddAbmjw/4dT7d14pHVu1Bp80FnUbAvRePx48uGh9VyJsMOkwry8a0Mvm/2wRBDB8Wi+X0EDoFBQXQarVDojft7e1DojwAYDQaYTTK+6M/GhAEAXdcMBblOem4/+1arN7fhv94aRN+cc0MnFGZA0Acx/Czd/cCAJZeOhHnjZdv0NRoBJw/oRDv72rGxiOdsYWO35+jSOgojOgoaRbIKVA4/Vtp6gqAJHTk+nR6FAodk0EnGbe7bK6YQqfL7gJj4rd1OYNJAUgCrcvuQr/LEzOCUu+/Z3L8OZzJJWboNAK67C6xM3dO5O7WR9ttONJug14r4KLJQ6My0Xhw8WRsOtaJw202fOePX2PBxEKU5aRja323VCk2sTgTv73+DMyoIPFCEIR6hrW83GAwYPbs2VizZk3I9jVr1mD+/PnDeeikYvGMUrzxg7ORlabD3pMWXPP7L3HPX7fjO3/4Cte+8CWcHh8WTCzEjy4ar3jtCyaIwmjjkY6Y++5VYETm8O7IDd39ssq/udCRU1rOURrR4amrQpkRHSCo/FuG0GGMKU5dBR9DTi8dXnFVkGmUHcHLTtfD7Dd4yzEk80aPvB+SHNL0Wkzwj4qI1TjwU78Jef64AmSny6v6Cz7O2z+ch1vnj4FOI2D94Q68uaUBR9tt0GoE3LVgHN6/73wSOQRBxM2wp66WLl2KW265BXPmzMG8efPwyiuvoKGhAXfddddwHzqpOGdsPj77yQIs//gg3tlxEh/tCUS5JpeY8cyNZ6iqEOFCZ1djb9Qy8w6rE60WBwRBXmk5pywnHVqNAKfHh3arM2ZKilddySkt53DB0iEzoqO06goI7qUT+xj9Li+c/r5ByoSOEU09A7LK2NtlTi0fTHlOOg62WtHYMxCzN059pz+ioyB1BQBnVGbjQIsFW+q6I/ZyAgJCR0naKpjcDAMe/+Y03Dp/DF7fXA+dRsDcMXmYMyaPSsUJgkgYwy50brzxRnR1deHJJ59ES0sLpk+fjo8++gjV1dXDfeiko8ichqdvOAPfPacKn+xtRXV+Bs6pycO4wkzVZbCl2ekYX5SJo+02bDrWicUzwhuZeTRnbEFGzLRKMHqtBuU56Wjo7kd9lz220JEiOrEHenIKFER03F6fVIGjNHUFyIvo8PSWUaeBSUaFFodXaMkpMQ+ec6WEilwTDrZaZRmS61VEdADg/PGFeHNLIzYcjhwlPNk7gN1NfRAE4LKp4ZsEymVMQQYeu3paXGsQBEFE4pSYke+55x7cc889p+JQo4LZ1XmYXR3dT6OECyYU4Gi7DRuORBY6SvrnDKY634SG7n40dPXj3LH5Efdze31SVKY4W36kolCBR4eLEI0gv2sxEDx0U77QycswyC6RB4KEjgwx1SZFvpRFdCpkGpIdbq9kDJfT/yiY88cXQCMAR9ptaO4dCOvT+dRvQp47Jk929RtBEMRIQLOuUoALJ4j9SzYe6YjY5EyNEZkzxh8RqI8x3LPD6gRjgE4joECmwRYIGgNhd8HjjT5qgkd98jKMiqJgBVKfGxliql+5PwcIpNLkHIOXlitJ8QHBJebRzeG8tNycpkOuzK7ZnGyTXjLLR4rqSE0Co6S2CIIgkgESOinAOWPzoNcKaOoZwLGO8GJEjRGZwyMCdZ3RhQ6PIBRnpSkSIXkZBqk/BBcZkeDREiVpK3F/BVEjmzqhU6Bg1ES7Ci8TIL+XTp1UWp6hKCrFWTBRrKJaH0bodFid2FrfDQBYpNKfQxAEcaogoZMCmAw6nO8vS39vV/OQ59utDrT0+Y3Iwyp0Al2RlaDVCMjLkOfT6bQGqpWUoDZ1pYRAZVdsMdWqMnVVniMai0/GqLoKVFyp6yh+4UTx9+mLo51Domxr9reBMWBmRTbKo5SfEwRBJAMkdFKEa84sBwC8u/PkkPTVR/4J59PLspGpwIjM4UKnvssetcSc99rhvXeUILfEvFNFDx0gdLp4rBlGqlNXGfLFlNKuyBwe0emwOuFweyPux3voKPXncGZW5CDHpIfV4UFtY2/Icx/vFX+f1FZbEQRBnEpI6KQIl08tQYZBi4bufuxoCJ33888dTQCA684qV7V2RW46dBoBDrcv4jBTINCJV2mVDxAQOrFmRQVSV+oiOi6vDxZH9NEAUupKgdkZkN+rxx3UFVlp9CvHpEeGvxIsWi8dNT10gtFqBClKGOzT2dHQg41HOgFA9qgSgiCIkYSEToqQbtBKfolVO09K2w+2WrD3pAV6rYBvnqFO6Oi0GlT5ozTR0leBSdnKIzo8QiM3daWkhw4gNqgz+6NZsXw6UkRHpQ+o2+6KGvkKNm0rFVOCIEijIKL5dNT20AlmgX9I59pDosnd52N44v39AIDrZ1eojhYRBEGcSkjopBDfPrMCAPDB7ha4/A3vVm4XozmXTC6OqwmbHJ+ONHIgjohOLKHToTJ1BQR1Lo5xDMmjo1CE8HJ3r4+hb8AdcT9eWl5kVlY5xuGjICIJHYfbK004VxvRAUSho9UI2HOyDw+v2ot/bm/CrsZeZBi0+H9XTFK9LkEQxKmEhE4KMW9cPorMRvT2u7HuUDvcXh9W7RTNydfNrohr7TExhI7N6ZFEiiqhI7M7Mve/8CaDSghMGI+eWlJrRjboNNIohGiGZKm0XGHaiiP10ukNX2J+oqsfjIlT29UIQk5RVhqe+OY0CALw5pYG/Pc7uwEA910yQbG3iCAIYqQgoZNCaDUCvnVGGQDgkXf34oG3a9FpcyI/w4CFkwrjWlsyJEcQOtwTkmvSRxxDEQ3JoyPXjKygTw9Hbok5Fzr58USNoniN+PiHYpVigVc6RYroHGgRp9RPLjGrKi0P5nvnVuOl782GUacBY2IV123njYlrTYIgiFMJCZ0U4/vzxqDIbESH1YkP/dVW15xZDr02vlsdK3UleUJU+jbkRHR8vsCwzQLz8IgQt9cnpZ2UdF7mcAEWTUy19qkrLefw1FWk7sj7msWeSVMVzDSLxqJpJXjrh+fim7PK8PzNZ8Gokz8WgyAIYqQ5JSMgiFNHZZ4JG356ET4/2I53dpxEm8WRkG/gXOg0dPfD4/VBN0g4SUZklZ4QOR6dvgE3vH6Tb/4wRXT4HC1BAHJUCB2ejuJiJhxSabnCZoGcWE0D9/sjOlNLEyN0AODMqlycWZWbsPUIgiBOFSR0UpA0vRZXzijFlRHmXqmhJCsNaXoNHG4fmnoGhkRu6jsTI3T6BtxwerxhowZcoGSl6WDQKY9QFcgwI/O0VU66HloVRuGyHFG8RGvox1NXJSqFDq+6arM64PL4Qt4Lxhj2NYtCZ1qZ8uaQBEEQqQalrghZaDSCJGLCpa94s0A1peUAkJ2uh14rCotIDfekiisVRmRAnhmZiyml5esc7p+J1uOmTeX4B05+hgFpetEzM1hQtfQ50NvvhlYjYEJxpqr1CYIgUgkSOoRsovl06uJMXQmCIAmRSOkrqeJKpQgpMMv3z6iNtpRmc6ETOXUVr0dHEARMKjYDAHY39YY8t98fzZlQlIk0PXlpCIIgSOgQsolUYm6Ps7Scwz0rLRH8LWrHP3DyM2IP3WyNM9rCU1eRIjoDLq/UmVlteTkAzBmTBwDYUtcdsp2nrRLpzyEIghjNkNAhZBMposONyDkqS8s5AZNt+P4wAaETX0TH5vREnBPFoy2lKkUIT1112V1hj8H9OelBnZrVMNcvdLbVh4772N+S2IorgiCI0Q4JHUI2YyMInRNxdEQOptJfNt3YHV7oxJu6MhsDJuZI6TEpoqNS6GSn62Hyz6IKF5kKTlvF0+Nm7hixAupQmxW9/YEIlRTRIaFDEAQBgIQOoYCxhaK5tblvAD1Bht5Aabn6uUoAUJknRkMaI5RNB4zC6lJXgiCgICP64E1uFFbr0REEAWVRDMltfoGlNjXGyc80YmyhKCx5VKdvwC2VnE8rpYorgiAIgIQOoYC8DAMml5jBGLD2ULu0XSotj3PIY6yITkecER0gyJAcIaLTEmfqCoAkdMKVmLfH6QEK5mx/+mprvejT4R2Ry3PS40ohEgRBpBIkdAhFXDa1GADw2YE2aVs8wzyDqcwLDKtkbOj07644PTrBrw03i8rt9UlRo3iESHkUQ3KgtFz9NXDmDBI6lLYiCIIYCgkdQhGXThGFzvpDHXB6vOh3eXDQH0mIN6JTlpMGQQAG3N4hYxoYY3FXXQGByqtwYyDarU4wBui1grSfGsqyI6euWi2JSV0BgYjOnpN9cLi92HFCTGFNI6FDEAQhQUKHUMSM8mwUmY2wu7z46ng33tzSCIvDg8q8dEyP8wPWqNNK3pjGQZVXdpcXDrcPQGJSV+HMyNwoXGROg0ZFV2ROaU7kXjrxNgsMpjIvHcVZRri9DP/5di0+3CPONjt3bH7caxMEQaQKJHQIRWg0Ai7xR3U+2t2CVzYcAwDcvWD8kPlXaojk06nrEH1AeRkGZMRRlp0fxYwsGZHj8OcAQb10+obXoyMIgpS++nhvKwDgJ5dNJKFDEAQRBAkdQjGXTS0CALy9rRFtFidKstJw3ezyhKwd7NMJ5ki7FYDY8TceCqOYkbkROV6hEzwGIthrxBgLakgYv0cHCKSvAFHk3HfJhISsSxAEkSrQUE9CMfPHFSBdr8WAvyHe/7dgbNghnGqQSswHRXSOtNsAIO75TdHMyPGWlnO4UHK4fejpdyPPH0Vq6O6Hw+2DQauRKrPi5ZuzyvDZgTZcNKkIPzi/JiFrEgRBpBIU0SEUk6bX4oIJBQBEY/BNc6sStraUuhrk0TnS5hc6Rea41uc9eMKZkRNRWg6IXiMeOQo2JO89KZq2J5eaoU9Amg8AcjMMeOP2c0jkEARBRICEDqGKJfPHwJymw4OLpyDdkLjhkTx11dg9PKkrHtHp6XfB4/WFPNfWlzj/TLheOnubxfEM08qomR9BEMSpglJXhCrOG1+APY8vSvi6PHXV3DsAr49BqxHgcHvR4E9lTSiOL6KTazJAqxHg9TF02JzStHEgMP4h3ogOIPbS2dU4OKIjCp3p5VT+TRAEcaqgiA6RVBSb02DQauDxMbT4q5aOddjAmDg0NJ4eOgCg1QjSqAqeDgMGG4UTENEZ1EuHMSY19JtRThEdgiCIUwUJHSKp0GgElOdyQ7IoEo5yI3JRZlyDMDmTSsSo0KFWq7Stp98Nl0dMZSVC6Ei9dPzpsOY+B7rtLug0AibGGZUiCIIg5ENCh0g6KrjQ8RuSeeRlfJxGZM6kYjF1dKgtIHR49Kgg0yBNOI+HwWMgeNpqQrEZafrEeZoIgiCI6JDQIZIOqZeO35dzuC0xRmTOpBJxneCITiI7FgMBM3J9px1urw/7uD+HxjMQBEGcUkjoEElHoMQ8NHWVqJQPX+dIuxVen9jQL1Gl5cHHyM8woKffjXd3nsRevz9nOvlzCIIgTikkdIikg1de1XXa4fR4Ud8ljn+It1kgpzo/A0adBg63T2pMmMjSckDsNfTDC8cCAJ5fexS7m6jiiiAIYiQgoUMkHbzPTG1jL37z6SH4GGBO06HInJixCVqNIImmg/70VWuCuiIHc8u8auRlGHCiqx+dNic0AjCllIQOQRDEqYSEDpF01BRk4H7/zKY/bKwDkLiKKw43JHP/T6LmXAVjMujw//mjOgAwrjATJgO1riIIgjiVkNAhkpL7L5mAiyYVSo8TXZIdbEh2eXw40CIKnvIEzaDi8KgOQP4cgiCIkYCEDpGUaDQCnr3xTFT5K7CmJrhaaVJJoMT8470t6LQ5UWQ2Yk7QNPBEYDLo8ODiyTDoNPjGzNKErk0QBEHEhuLoRNKSbdLjzR+ei9X7WnHDnMqErj3JHyGq67TjlQ3HAQDfO7c6IT10BnPDnEpcP7sioak3giAIQh7DGtH55S9/ifnz58NkMiEnJ2c4D0WkKOU56bjtvJqEN9krzjIiO10Pr08czWDQafCdcxI3hX0wJHIIgiBGhmEVOi6XC9dffz3uvvvu4TwMQShGEAQpqgMA35pVJk02JwiCIFKHYU1dPfHEEwCA1157bTgPQxCqmFiSiS313QCA286rGeGzIQiCIIaDpDIjO51OWCyWkB+CGC5mVeQAAOaNzU+42ZkgCIJIDpLKjLxs2TIpCkQQw821Z5YDAC6aXDTCZ0IQBEEMF4ojOo8//jgEQYj6s23bNlUn89BDD6Gvr0/6aWxsVLUOQchBp9Xg+jmV5M0hCIJIYRRHdO69917cdNNNUfcZM2aMqpMxGo0wGulDhyAIgiCIxKBY6BQUFKCgoGA4zmUIjImTpcmrQxAEQRCjB/65zT/HR5Jh9eg0NDSgu7sbDQ0N8Hq9qK2tBQCMHz8emZmxJ1F3dXUBACorE9ssjiAIgiCI4aerqwvZ2SM7/kZgwyi3br31Vrz++utDtq9duxYLFy6M+fre3l7k5uaioaFhxN+oU4nFYkFlZSUaGxuRlXX6VAPRddN1nw7QddN1nw709fWhqqoKPT09I94weFgjOq+99lpcPXQ0GtErnZ2dfVr9gnCysrLouk8j6LpPL+i6Ty9O1+vmn+Mjeg4jfQIEQRAEQRDDBQkdgiAIgiBSlqQWOkajEY899thpV3JO103XfTpA103XfTpA1z3y1z2sZmSCIAiCIIiRJKkjOgRBEARBEPFAQocgCIIgiJSFhA5BEARBECkLCR2CIAiCIFIWEjoEQRAEQaQsCRU6L7zwAmpqapCWlobZs2dj48aNEff94osvcN555yE/Px/p6emYPHkynnnmmSH7rVy5ElOnToXRaMTUqVOxatUqxcdljOHxxx9HWVkZ0tPTsXDhQuzbty/+C5Z5/GBO5XXfeuutEAQh5Ofcc8+N/4JlHj+YRF33hg0bcPXVV6OsrAyCIODdd98dskYq3m85152K93vZsmWYO3cuzGYzioqKcM011+DQoUMh+6Ti/ZZz3al4v1988UXMnDlT6iI8b948fPzxxyH7pOL9lnPdqXi/g1m2bBkEQcADDzwQsj0h95sliLfeeovp9Xr2hz/8ge3fv5/df//9LCMjg504cSLs/jt27GB/+9vf2N69e1ldXR174403mMlkYi+//LK0z6ZNm5hWq2VPPfUUO3DgAHvqqaeYTqdjX331laLjLl++nJnNZrZy5Uq2Z88eduONN7LS0lJmsVhS+rqXLFnCrrjiCtbS0iL9dHV1xX3NI3ndH330EXvkkUfYypUrGQC2atWqIcdKxfst57pT8X4vWrSIvfrqq2zv3r2straWXXXVVayqqorZbDZpn1S833KuOxXv93vvvcc+/PBDdujQIXbo0CH28MMPM71ez/bu3Svtk4r3W851p+L95mzZsoWNGTOGzZw5k91///0hzyXifidM6Jx99tnsrrvuCtk2efJk9uCDD8pe49prr2Xf+973pMc33HADu+KKK0L2WbRoEbvppptkH9fn87GSkhK2fPly6XmHw8Gys7PZSy+9JPvcIpGs182Y+B/Gt771LdnnoYSRuu5gwn3gp+r9Diaa0Enl+80YY+3t7QwAW79+PWPs9LjfjA29bsZOj/vNGGO5ubnsj3/8I2Ps9LnfjIVeN2Ope7+tViubMGECW7NmDVuwYEGI0EnU/U5I6srlcmH79u24/PLLQ7Zffvnl2LRpk6w1du7ciU2bNmHBggXSts2bNw9Zc9GiRdKaco5bV1eH1tbWkH2MRiMWLFgg+9wikczXzVm3bh2KioowceJE3HnnnWhvb5d9fZEYqeuWQyrebyWk+v3u6+sDAOTl5QE4fe734OvmpPL99nq9eOutt2C32zFv3jwAp8f9DnfdnFS83z/60Y9w1VVX4dJLLx2ybqLud0Kml3d2dsLr9aK4uDhke3FxMVpbW6O+tqKiAh0dHfB4PHj88cdxxx13SM+1trZGXVPOcfn/h9vnxIkTCq5yKMl83QCwePFiXH/99aiurkZdXR1+/vOf4+KLL8b27dvjass9Utcth1S833JJ9fvNGMPSpUtx/vnnY/r06dIa/HWD10mV+x3uuoHUvd979uzBvHnz4HA4kJmZiVWrVmHq1KnSGvx1g9cZ7fc72nUDqXm/33rrLezYsQNbt24Nu36i7ndChA5HEISQx4yxIdsGs3HjRthsNnz11Vd48MEHMX78eNx8882K1kzUPmpJ1uu+8cYbpX9Pnz4dc+bMQXV1NT788EN8+9vflndxURip6x6ucxvOtU/Fdaf6/b733nuxe/dufPHFFwk5N7kk63Wn6v2eNGkSamtr0dvbi5UrV2LJkiVYv359yId+Kt7vWNedave7sbER999/P1avXo20tLSEn1swCRE6BQUF0Gq1Q9Rfe3v7ECU2mJqaGgDAjBkz0NbWhscff1x6o0pKSqKuKee4JSUlAERlWFpaqujcYpHM1x2O0tJSVFdX48iRI/IuMAIjdd1ySMX7rZZUut/33Xcf3nvvPWzYsAEVFRXS9lS/35GuOxypcr8NBgPGjx8PAJgzZw62bt2K5557Di+//HJK3+9o1x2O0X6/t2/fjvb2dsyePVt63uv1YsOGDXj++efhdDoTdr8T4tExGAyYPXs21qxZE7J9zZo1mD9/vux1GGNwOp3S43nz5g1Zc/Xq1dKaco5bU1ODkpKSkH1cLhfWr1+v6NzCkczXHY6uri40NjaG/MKoYaSuWw6peL/Vkgr3mzGGe++9F++88w4+//xz6Q8rJ1Xvd6zrDkcq3O9Y66Tq/ZazzmBG+/2+5JJLsGfPHtTW1ko/c+bMwXe/+13U1tZCq9Um7n7Lti3HgJenrVixgu3fv5898MADLCMjg9XX1zPGGHvwwQfZLbfcIu3//PPPs/fee48dPnyYHT58mP3pT39iWVlZ7JFHHpH2+fLLL5lWq2XLly9nBw4cYMuXL49YZh3puIyJ5WnZ2dnsnXfeYXv27GE333xzwssRk+26rVYr+8lPfsI2bdrE6urq2Nq1a9m8efNYeXn5qL5uq9XKdu7cyXbu3MkAsKeffprt3LlzSDuBVLvfsa47Ve/33XffzbKzs9m6detCymr7+/ulfVLxfse67lS93w899BDbsGEDq6urY7t372YPP/ww02g0bPXq1dI+qXi/Y113qt7vwQyuumIsMfc7YUKHMcZ+//vfs+rqamYwGNhZZ501pBRywYIF0uPf/e53bNq0acxkMrGsrCx25plnshdeeIF5vV5pH6/Xy1566SU2btw4ptPp2IQJE9gbb7zB+vr6Qn5+85vfsMrKSqbX69msWbPYRx99FPJ8b28ve/DBB1lRUREzGAxs/vz5bPPmzUPWUfsT7fg333wzO++886THv/rVr9jkyZNZeno6M5vNbObMmey3v/0t6+npCVnz9ddfZ+PHj1d93a2treziiy9m+fn5TKfTsYqKCnbzzTezffv2jerr/uCDDxiAIT8333xzSt/vWNedqvc73DUDYC+88EJK3+9Y152q9/t73/uedMz8/Hy2YMECtmrVqpB9UvF+x7ru0Xi/e3t72UsvvcQmTJjA9Ho9mzx5Mlu5cmVUDRFO6Ph8PvbYY4+xkpISZjQa2YUXXsj27NmjSJsIjDEmP/6jjA0bNuDXv/41tm/fjpaWFqxatQrXXHON7Nc3NTWhsrJyuE6PIAiCIIhhpLGxMaa/bLhJaNXVYOx2O2bNmoXbbrsN1113neLXm81mAOIblZWVlejTIwiCIAhiGLBYLKisrJQ+x0eSYRU6ixcvxuLFi2Xv73Q6Q8xMVqsVAKT5HwRBEARBjB4SVfYfD0k1vXzZsmXIzs6WfihtRRAEQRBEPCSV0HnooYfQ19cn/TQ2No70KREqefXLOlz823U42m4b1uN8tKcFz39+BMNoNSMIgiBGMUkldIxGo5SmonTV6ObNLQ043mHHb1cfGrZjdNqceOCtWvxm9WHsbOwdtuMQBEEQo5dh9egQpycujw/HO+wAgI/3tuJwmxUTixNvSHtrSwNcXh8AYF+zBWdV5Sb8GARBpCZerxdut3ukT2NUYzAYoNEkVbwkLCR0iIRzrMMGjy+QSnph7VE8e9OZCT2Gx+vDX75qkB7vb7YkdH2CIFITxhhaW1vR29s70qcy6tFoNKipqYHBYBjpU4nKsAodm82Go0ePSo/r6upQW1uLvLw8VFVVDeehiRHkUKtYLVeSlYZWiwPv7WrG/ZdORE1BRsKOsXp/G1otDunxgRYSOgRBxIaLnKKiIphMpqSoChqN+Hw+NDc3o6WlBVVVVUn9Pg6r0Nm2bRsuuugi6fHSpUsBAEuWLMFrr702nIcmRpCDfqFz6dQitPQ68O+D7Xhh7VH8+vpZCTvGa5vqAQBXzSjFh3tacLDVAq+PQatJ3v/YCIIYWbxeryRy8vPzR/p0Rj2FhYVobm6Gx+OBXq8f6dOJyLAm1xYuXAgmjpkI+SGRk9ocahWjK5NKsnDXwnEARK9OoiqjDrRYsKWuG1qNgIevmoI0vQYOtw91nfaErE8QRGrCPTkmk2mEzyQ14Ckrr9c7wmcSneR3ERGjDp66mlRsxvSybACAzemB1elJyPqr97UBAC6dUoTynHRMLhGr8yh9RRCEHJI5zTKaGC3vIwmd05jh6D3TN+BGc5/onZlUbEa6QYsckxjSbO1zRHupbJp7BwAA0/wiamqZKHT2k9AhCIIgBkFC5zSl3+XBja98hW8+/wVcHl/C1j3SJkZzSrPTkO0XOCVZaQCAlgQJnRa/CbkkW1x3aqlf6FDlFUEQBDEIEjqnIYwxPLJqL7bUdWN3U19CUz7ciDypJNA3p9QvSFr7BhJyjDa/YOICikd0Ep266rI58f6uZjjcyZ1/JgiCSATr16/H7NmzkZaWhrFjx+Kll14a6VNKCCR0TkP+8tUJrNp5Unq8L4GRkENhhE5JdjqABEZ0/IKJC6jJJWYIAtBudaLD6oz2UkUs//gg7ntzJ+788zYSOwRBpDR1dXW48sorccEFF2Dnzp14+OGH8eMf/xgrV64c6VOLGxI6pxl7mvrw5Af7AQAVuaIA2dfcl7D1udCZHCai09Ibv9Dpd3lgcYimZp66Mhl0qMkXe/QkMqqzvaEHALDxSCeJHYIgRpSFCxfivvvuwwMPPIDc3FwUFxfjlVdegd1ux2233Qaz2Yxx48bh448/VrX+Sy+9hKqqKjz77LOYMmUK7rjjDvzgBz/Ab37zmwRfyamHhM5pxt+2NMDtZbh0SjH+36JJABIX0WGM4SAvLS8OzCnjgqTFEr/Q4YbmDIMW5rRA34YpCU5f9bs8Url6ul6LjUc6cd+bOxOyNkEQyQNjDP0uzyn/UVMM8vrrr6OgoABbtmzBfffdh7vvvhvXX3895s+fjx07dmDRokW45ZZb0N/fDwDIzMyM+rN48WJp7c2bN+Pyyy8POd6iRYuwbdu2UT8qg0ZAnGYc7xCniV81swTTy8WqpUQ122u1OGBxeKDVCBhXFOiCnEiPDhc6XDxxppZm4cPdLQmrvDrQYgVjQJHZiN9/9yxc/9JmrNnfhm67C3kZyd3unCAI+Qy4vZj66Ken/Lj7n1wEk0HZR/CsWbPws5/9DADw0EMPYfny5SgoKMCdd94JAHj00Ufx4osvYvfu3Tj33HNRW1sbdb309HTp362trSguLg55vri4GB6PB52dnSgtLVV0rskECZ3TDB6lqCnIRE1+BkwGLfpdXhzvsGFCnIM3edqqpiADRp1W2i6lrhLg0eFjH0qz00O286GhiWoauN+fzptaloW5Y/JQnpOOk70DON5hQ15GXkKOQRAEoYSZM2dK/9ZqtcjPz8eMGTOkbVyotLe3AwDGjx+vaP3BfXF41Gm09MuJBAmd0wi704N2v1m3Jj8DGo2AKaVZ2H6iB/uaLXELHR5tqcoL7TrKzchWhwc2pweZRvW/dlwsFWeFRnSKs4wAgM4EmZF5ZGiaPyU2tjDDL3TsmDOGhA5BpArpei32P7loRI6rlMFjFgRBCNnGBYnPJ7YMyczMjLreBRdcIHl6SkpK0NraGvJ8e3s7dDrdqB+XQULnNKK+S4x25Jr0Uo+baWWi0Nl7sg/XnFke1/qdNlFkFGSGpnYyjTqY03SwOjxo7XNgfFH0//iiwcVU6aDUVUGmKHQ6bE4wxuL+BsJ9S1NLxfTeuMJMbDzSiWP+1B9BEKmBIAiKU0ijBSWpq3nz5uH9998PeX716tWYM2dOUs+xkkNq3l0iLPWdokEteIo4j1gkwpDMS7sLzcYhz5Vmp8HqsMUvdCzhPTr5fnHl9jL0DbiRY1Lvo/F4fVI/IP7+jCsU3zMSOgRBjBaUpK7uuusuPP/881i6dCnuvPNObN68GStWrMCbb745jGd4aqCqq9OIuk7xQ3pMiNARIxb7mvviHgnRaXMBCERXggn00onPkNw6qFkgx6gLjJqIt5fOsQ47XB4fMo06KQ03rjBTeo4gCCLVqKmpwUcffYR169bhjDPOwP/8z//gd7/7Ha677rqRPrW4oYjOaUQdj+jkB4TOhOJM6DQCLA4PmnoGUJmnfqpvhy1KRCdBYyBaIlRdAUBhphG9/W50WJ1x+Y14X6EppWZo/JVo4/xRqIbufjg93hCzNUEQxHCzbt26Idvq6+uHbIvnC+uCBQuwY8cO1a9PViiicxrBPTo1hQGhY9RpJVEQb/qKG4HDR3TiFzoujw9ddvEYgz06QEBgccGlFj4zi0e7ALHMPNOog9fH0NDVH9f6BEEQxKmDhM5pBC+9HhMU0QECPpT9cXZI7rBFFjqJ6KXTbnWAMcCg1YTtZSMJnThTV5IRuSzQ9FAQhCCfDqWvCIIgRgskdJKQp1cfwpXPbURjd+IiB30DbnTbRQ9NsEcHCEz/PuSfPK4Gh9sLq380Q7jUVSIiOtyfU5xtDFtVVZgZv9BhjEml5fx94YyVfDpkSCYIghgtkNBJMnrsLry4/hj2t1iw9O+18PriMwhz6v3RHJ6CCabcP/Oq1aJeIPDScoNWg6y0odYv3uCvNY4xEFKzwKz0sM8nIqJzsncAfQNu6LWC1ISQM1yVVxaHG4fjEJkEQRBEZEjoJBn/qj0Jt1cUN1vre/DKhuMJWZf7cwZHc4BA8732OEQIr7gqNIePtvCITm+/GwMudcMxAxGdof4cfmwgPo/O8Q7eOToDBl3ofx7DUXnlcHtx/YubsejZDdh+ojth6xIEEZl4K0wJkdHyPpLQSTL+uaMJAHB2jdh99+k1hxIyXVz6AM8PJ3REgdBudcKnMoLUYQ3fLJCTlaZDhkGsVFIb1WmJ0CyQk4iITpvUp2do1IhXXh1vtyXsP/Dn/n0Eh9rEuVp/3FiXkDUJgggPb3zHh14S8eFyiV9wtdrkrkKl8vIk4kCLBXtPWqDXCnjpe7Px4MrdWL2/DU+8tx9/v2teXGuHq7jiFGQaIQiA18fQZXeF9djEojOKERkQzbwl2Wk41mFHS99ASNNCuUjNArOGX+gUh3kPqvNN0AiA1elBh9WJogjnIZddjb14ef0x6fHq/W1o7h1AWU741BxBEPGh1WqRk5MjzYIymUyjfo7TSOHz+dDR0QGTyQSdLrmlRHKf3WnGP7eL0ZxLpxQjL8OAh66cgtX721Db2Au31we9Vn0Arj5CxRUA6LUa5GcY0Wlzos3iUCV0onVF5pRmp+NYh11KQSkl0uRyDjcjd/e7VL9fbX6fUrhjGHVaVOaZcKKrH8c67HEJHafHi//6xy74GPCtM8rQZnHgq+Pd+OvXJ/D/Fk1WvS5BENEpKSkBEBh8SahHo9Ggqqoq6cUiCZ0kwe314d2dJwEA/zG7AgBQnWdCplEHm9ODYx02TC7JirZERBhjON4Z8J6EozhLFDrtVgeA7LD7RCNWRAeIv/IqltDJNRmg1Qjw+hi67a4hgz9lHcMf0YkkYsYVZvqFjg3zxqkfdPdebTOOtNtQkGnA41dPw9d1XfjqeDfe3NKI+y6egDQVA/8IgoiNIAgoLS1FUVER3G73SJ/OqMZgMECjSX4HDAmdJGHD4Q502V0oyDRiwcRCAPBPFzdja30PDrRYVAudbrtLKv2uzg/f+bg4Kw37mi1SREMpnVG6InPiSS35fExKK0Xy6Gg0AgoyDWizONFhdaoSOu0x0mPjCjPw+cH4K69qG3sBANfNrkBuhgGXTilGWXYamvsc+GB3iyR2CYIYHrRabdJ7S4jEkPxS7DRha30PAOCyqcXQBaVcpvh7uRxoUV9+3NQjNukrzjJGjBRIhmSVQqcjSldkTr6/yV9Pv0vx+t39Lnh8DIIQSFGFI16fDhd6/P0YDB+RcbInvplde/1NCaf7uy/rtBp8b141AODNLQ1xrU0QBEEEIKGTJPDKqhnloWmjgNBRP55B6j8TppKIU2QWIxhtVnVppcBAz8hTw3P9E8V540Il8NfkpOtDhOBg4mka6PUxqTQ9UjSoVBpOqr4U3+P14aD/fk4Put9XzywDIJqUHW51JfgEQRBEKCR0kgDGWNB8pdD0FO/Ou7/ZorqkuTVGWTYQfy8dOWbkPL8I6rIpFzr8NblhRj8EE08vnS6bE14fg0aIHJkqlXxG6iM6xzrscPqno1cHDVGtyE1HfoYBHh+LS9gSBEEQAUjoJAGtFge67C5oNQImlYR2451UYoZGALrsLtXpGB59iOZZ4akaNR4dh9sLm1P0ABVEETpxpa78EZ18uUJHxXvFr73QbIRWE76KgJd+d9pccHrURV149G5qaZY0HR0QTZKzKnMAALub4u+dRBAEQZDQSQr2nRS/vY8vzBzioUnTa6VKqf0qv+XzQZpyIjptKiI6XFQYdRqYjZH97Tx11WV3KY5OdfvFUbhhnsHEk7qK1acHAHJNehj9HZPb+tQJz73++z2tfKi5fGaFmMra5TcrEwRBEPFBQicJ2BchbcXhPh3VQscSvSwbEGdgAWL1lMfrU7R+8NTyaP0U8v2pK5fHB7vCMRDdNplCx+81UhfRiV5aDvhLU/3vY7PK9NVef0RnWtnQMv5ZFTkAgF1NvarWJgiCIEIhoZME8FTGtPLw/WumlsVXeSX1n4nyAZ6faYRGAHxMjLgooZNXXMVoNGgy6JCmF3/lehQeo9suHiO20FHv0eH+pEgVV5yAIVm50PH5GA7wiqsoEZ1jHXZYHNTjgyAIIl5I6CjkeIcNT685jMueXo9bX90Cl0dZ9CMcciM6agyqjLGgGVGRq660GkESCUrTV1xURCv75uQFpa+U0N0vfujnZUQ/RjweHTmpKwAozfFHdHqVp/kauvthdXpg0GmkIaHB5GcaUeGfJr+XfDoEQRBxQ0JHAS+vP4aLf7sev/v3ERxpt2HdoY6QWUVq6LG7cLJXjAxMjSB0eOXV8Q6b4rLjvgE3nH4xVhQjUhHw6SgTCZ1WPrk8erQFCFRe8QiNXAIRHX3U/bjQsTk96Hd5FB2DX3es0Q5lcUR0uKidUmKOOKIikL6KX+g09fRj2ccH8O7Ok3HNACMIghitkNCRSX2nHb9dfRgAcOHEQtxxfg0A4P8+P4qj7eqb+XHfTVWeCVlp4T/Ei8xG5GUY4GPAoVZlx+LRnLwMQ8yxAlIvHYURnU4lER1/RKbbriwt0yV5dKIfI8OgRbr/OrkAk0ubwoiOmplde2OkKQFgVmViDMkOtxd3vL4NL68/jgfersXcX36G217dQj16CII4rSChI5NffHgALq8PF0wowOu3zcUjV03BxZOL4PL68NN/7obXp67HDffnhPNrcARBkKI6StNXcvw5nEB3ZIWpK5keHSBQHq40osNL0mOVlwuCEOTTUXYd0uRymREdNamrvSe5ETny/Z7pj+jsjtOQ/OtPD+FgqxW5Jr30+7P2UAeeXnM4rnUJgiBGEyR0ZLDhcAc+O9AGrUbAY1dPhSAIEAQBv7hmOjKNOuxo6MVbW9W17Q/4c6IP0hxXKJaY13f1K1q/NcZ8qGBUp65kDPTk5Krw6DDGpD46sczI4nmI+ygZZ+H0eNHj9wHFNCPnqG8auH/Q6IdwTC/PhiAAzX0O/5BV5Ww43IEVX9QBAH57wyx8dP8F+MP35wAA/rDxOLbVd6talyAIYrRBQicGbq8PT36wHwDw/XnVGF8UaOhXlpOOBy6dAAD4x7YmVevzb/iR/DmcqnxR6DR02xWtLzULlCV0/BEdhR+uHTIGenJ4ibmSqiur0wO3V4yYyRM6/lJ5Bcfgosio0yA7PboPqDRLjOj09LsxoKBMvsfukgTexGJzxP0yjTpMKBKNyrsblft07E4PfvKPXQDE39mLJxcDEOeoXXdWBRgD/usfuxSdO0EQxGiFhE4MVu08iaPtNuRlGPDAJROHPP/NWWUQBHEatVLPRr/Lg+OdonCJlsoAII0KOKE0osObBcpIXRWpjOhw/0ystBIQECpK5l3xHjomgzamzwgIpNA6FZhvg9NW0XoBAUBWug4mg3geSqI6dV3ivS7JSkO6Ifp1xJO++nRfKzqsTlTkpuPhK6eEPPfo1VNRkpWG+q5+/Hb1IcVrEwRBjDZI6ETB4/XhhbVHAQB3LRiLbNPQb/pFWWk409+2f82BNkXrH2ixgjExEsKNwJGoyheFTkNXv6KuwjyiE61ZIKfYfw5KIjpyxz9w1KSu5HZF5hRk8GMoETrRp5YHE9w0UMlwzxN+oTOmwBRjT2AW75CsovLqvV3NAID/mF0xRBhmp+ux7NszAACvbarH8Q6b4vUJgiBGE6dE6LzwwguoqalBWloaZs+ejY0bN56Kw8bNh3taUN/Vj1yTHt89pzrifpdPKwEArN7Xqmj9/dyIHCOaA4hVWYCYxuntl1+x1CajKzKHf8h32lxwy+yOzP05Bm308Q+c/Ez1ER3ZQkeK6Mg/RqtMIzKHz7xSInTqOsVoHB/pEQ0+82pXU68iYdttd+GLI50AxGhjOC6aXISLJhXC42NY9vFB2WsTBEGMRmJ/MsXJ22+/jQceeAAvvPACzjvvPLz88stYvHgx9u/fj6qqqoQcw+tjONRqxbYT3dha34OG7n443V54fQxnVeXilnnVmB6lnDccPh/D85+L0Zzbz69BRpQP8UXTSrD844PYfKwLfQPumB4PjjTzKIYRGRBnXhVnGdFmceJEd3/MKd6cFhmTyzm5JgP0WgFuL0OH1Sl9mEdDSltlGmKmfACVqSsFRmQAyPeXoCuJ6LQrFDpSRKdXfuqKR3Sq82MLncklWTBoNejtd6Oxe0CK6MXioz0t8PgYppdnYWyYhoScR66agg1HOrFmfxs2HevE/HEF8i4iiL5+N7bUd8Pl8SHdoEFWmh4TisxhI58EQRAjxbALnaeffhq333477rjjDgDAs88+i08//RQvvvgili1bJmuND3c3IzvbDp1GgF6rgY8xtFocaOl1YG9zH7af6IHVEb453JF2G97e1ojZ1blY/u0ZmBDFBBrMp/tacaTdBnOaDt+fPybqvjUFGZhQlIkj7TasPdiOa84sl3WMfS2xS42Dqc7LEIVOlx1n+L/xR8Pu9EjvS0mUrsgcjUZAkTkNJ3sH0GpxyBM6dvkVV0CgM7LV4YHL44NBFzuoqDh15Y8addqUR3TklOEDgS7TzQoiOvV+P9YYGULHoNNgSqkZu5r6UNvUK1vo8LRVpGgOZ3yRGd89pwp/3nwC//PBAXxw3/kRJ7YH4/Mx/HN7E/65vQnbG3rCtlUozjJiTH4GynLSUZKdhqw0PTLTdNIwVDCAQXwdD1bxVQKPwz/PNwzZP9J2/2MBgE4rQKsRoNMI0Gk0YAAG3F44XF5oNALS9drAOfpfG7Ju0LkFr88ibEdQJE6s1AQ0ggCNAAgIPGYAfIyBMQYfE/8tnrO4jwD4/198EPsuDUVd84vhWMSPEPJ/0vvL30P+vrIEHFQIeseEQcflDL6PQJjfPYTeC40Q/b6wQf8Y8vuBkF+RlKPfrr6/XKIZVqHjcrmwfft2PPjggyHbL7/8cmzatGnI/k6nE05n4Fu4xSJGPP575R5ojNH/0GcYtDirOhdzx+RhUokZJoMWbq8P7+5sxsd7W7D9RA+u+f2X+M31s7B4RmnUtRxuL37r7zVy2/wxERv5BbNoWgmOtB/F6v2tsoSO2+vD4VbRHyEnogMAlXkmbKnvRmO3PEMy//DONOqQKSOtBIh+oZO9A7K76HYGRXTkkJ2uh1YjwOtj6Ol3yYqgSBEdk8yIDq+6UjDvKjDQU55gK1NRYs5bA8jx6ABi+mpXUx92N/bGFC4A0Nw7gC11Ytn4N2bG3v+BSydi1c6TONBiwe/+fQT/edlQs30we0/24ZF394Y0MhxXmIH8DCMcHi+6bGKX7zaLU7GhnSCI1MLnVFY4M5wMq9Dp7OyE1+tFcXFxyPbi4mK0tg71syxbtgxPPPHEkO3n1ORBMJjg9vng8ZcZF2cZUZKdhnGFmZg7Jg+TS8zQhWmpf/HkYrRZpuCBt2qx+XgX7v7rDvzoonH4yWWToInwDfbZz47gaLsNBZlG/MDfATkWl08rxvNrj2LdoQ443N6Y1UFH2mxweX0wp+lQmRc7cgIA1fnKKq9aFRiROUpnRQUqruQJBI1GQK5Jj06bC912eUJH6oosU0zxDs1Wh0fWvQAC5eVyU1c8QtYis2lgj92FvgHRW1WdFzuiA/DKqxPYLdOQ/MFuMZpz9pg8WdG4vAwDnvjmNCz9+y489+8jmF6ejcumFg/Zz+Xx4ZnPDuPl9cfgY6Jwvueicbh6Zhkq80JFm9XhxuE2G5p6+tHc60CbxQGrwwO70wOnxytGNvz7BjKdQsjjwc8Lg58ftH1wdICnUIPX8TExGuXx/w3x+CNR6Xot0vQaeBkw4PLC6fEOWUMQQtcOPT8h5Lylb/j834I/MuGP1PAokY+J/+9l8Ed4xOgOj/wICI4yBEc5xDXURHXkpJZjrhH3CsHRjEC0THzvBOk95O9r4HGEtWJERAY/PXT/wLsZ6/dvcLRp8H0JR7jfxeCjJOCWJC2uARv+PNIn4WfYU1fA0P/AGGNh/6N76KGHsHTpUumxxWJBZWUlVtw6F1lZ8tI74SjOSsMbt5+N//30EF7ZcBy/X3sMzb0O/Oq6mUNSJzsaevDKBnF+1VPXTkeOzCjCjPJslGanoaXPga/rurFgYmHU/aVRAGVZsv8ASUJHZkRHiT+Hw4VOu2yhw1NX8t4nQPQCcaEjB7ldkTlZ6TrJa9Rtd8n60OfXWySjcgwAyvzvabPMiI6S0nLOGf5REHtO9sHj9YUV8sF8uEf88nD1GbGjOZxvn1WB3U19eG1TPf7z7Vq8+6PzML4o4O052m7FA2/XSn6yq2eV4WdXTYkoCM1pesyuzsXs6lzZ50AQROphsVjw57tG+ixEhlXoFBQUQKvVDonetLe3D4nyAIDRaITRKO+DRik6rQYPXzkFE4vN+O+Vu7Fq50l02px45sYzJH9JX78b//WPXfAx4Nozy6VqKjkIgoALJxTi7W2N2HC4I6bQ2S+zI3Iw/Ntzg8yIjtyRBsEUKYzo8PSQ3NQVEPDayC0x5/vlyhSdgiAgP8OIVosDnbbYpmq70yOVyMca6Mkp9a9pdYivjZUaVFJazhlbkIlMow42pwdHO2yYXBJZ7LdZHFJKaVGYqEw0HrlqCvY3W7ClvhuLn9uAiycXYU51Hj470IYt9d1gDMgx6bH82zNwxfToaV+CIIhkY1jLyw0GA2bPno01a9aEbF+zZg3mz58/nIeOyH/MrsCKJXNgMmix8Ugnzlv+OX7+7l4s++gAzvvV5zjeYUeR2YjHrp6qeO0L/eJmw+GOmPvuC4royIU3DWy1OGQNZuT+ETURHdmpK78IkWtGBpR3R+ZzsZSIKb5vlwxDMo/mZBi0sr1MmUYdzGnivnIqr5SUlnM0GkGagRarQ/Jn/h5OZ1TmyBZrHL1Wg99/9yycVZUDt5fh031t+OVHB/B1nShyLplchE/uv5BEDkEQo5JhT10tXboUt9xyC+bMmYN58+bhlVdeQUNDA+66a+RiWgsnFeHtH87Dz97dg11NfXjjqxPSc5OKzVh23QzZKatgzh9fAI0gVno19w5EjCT4fExVRCcvwyB9w2/q6Q8ZRxEOVR6dTC505HlPAmZk+UJHaUSnxz/pPNbk8mD4+XTIMCS3S0ZkZQKhMteE/S0WNPUMxKzmU1JaHsysyhx8dbwbtU29uGFuZcT9PtsvCp1wHhs5FJqNeOee83Cw1YJVO05if4sF540vwDdnlclK/REEQSQrwy50brzxRnR1deHJJ59ES0sLpk+fjo8++gjV1ZEb8J0KZlRk490fnYfNx7vw6pf1cHl8uOXcalw8uSiiSTkW2SY9ZlXmYGdDLzYe6cCNc8P3CarvssPu8sKo00jDOuUgCAKq8sQP1xNdsYVOU48YaSiTUVrO4R/28s3I/miLTP8MEKiekjPB3OkJdF6WW14OBDxDSiI6cmZ1BRO4F7HnjykpLQ9mloxREHanB18e6wIAXK5S6HAml2ThoSvV++EIgiCSjVNiRr7nnntwzz33nIpDKUIQBMwfV6CqWVokLpxQiJ0NvdhwuDOi0OETyyeXZsU0mA4mWOhEgzEmlaEProyJhpS6sjkjmsY5Pl9gqriS1BUXLDxSEw2+vk4jICtN/q9rgYISc6VGZI40lqM7euqKMYa6TuUeHSDQIflgixUWhztsq4MNhzvg8vhQnW8KMRITBEEQNOsq4XCfzhdHO8M2UwPEKhpAmT+HUy19uEYXOj39btj906krcuVHdHgkxO1lMUdN9A24pTJdJdGWvEz5nYu50MnNkNd5mROI6ChIXcWYNzYYyRwe41709rth8TdulFtazinLTsO4wgx4fAxrD7aH3WcNT1tNKU5ICTFBEEQqQUInwcyqyEZWmg59A27sipBu4B9Y59TkKV6/SqbQ4dGcIrNRVh8ZjlGnRY6/hX8sfwsXKllpOlkdjjmB1FXstBLfR0lqTNw/MLcrFjyiI2egZzB8/lisBo5qSss5giBgsd8E/NGeliHPe7w+fH5I/H1S688hCIJIZUjoJBidVoPzJ4ipsI2HO4c8X99px5F2G3QaAQsnFSlen0cEYvlCGnuUp604AUNydKHDRYScqeXBBOZdyU9dyS0t50iDPWWlrpR1ReZUBUV0og3eVFNaHsziGWKbg3WHOmB3ho46+ep4N3r73cgx6al3DUEQRBhI6AwDF04Q01ef7msd8gHI0wznjM2TPfwzGCmK0DMAX4TUGAA0+n0jVWqEjtQ0MHrlFTf6FiiohgKCysv7XVGvIfgYcrsiS8fIkD/vindFVpq6Ks9JhyCI85KiHUdNaXkwU0uzUJ1vgtPjw7pDoa0L/rDxOADgGzNLFfu9CIIgTgfoL+MwcMX0Ehh1GuxvsWBn0FwgINRPoYaynDQYtBq4PD6cjNK/hae2KhX4czhymwZ2qehvAwSiM14fg8URPaqjtCsyh4u1brszppiS5lwpjEwZdBqpoi1aKvFYuzjTTK3QCUlf7Q2kr/ae7MP6wx3QCMAPLxinam2CIIhUh4TOMJBjMuBq/xDGv2wO9Ojptruw7YQ4dPFSlX4KnVYjpUCOdtgi7tfkT11VxBPRiTGYUelAT45Bp5EqqGKllpR2Rebw9JiPBcRSOBxur2QUVhrRASDNKYvm0zncJk7xnRij1040rvSnr9YebJeaRb64ThxVcvWsMtnTzQmCIE43SOgME7ecK/YJ+mB3i1T58/nBdvgYMKU0CxW56j+YeAkxjxSEQyotV3Gc4BLzaEjjHxSmroBAv55YM7W6VIyYAMRuv9xUHa0xIY9aGXUaZKUr77bAPVORIjouj08qLY9H6Mwoz0Z5Tjr6XV68uaUBR9qsUnTn7oUUzSEIgogECZ1hYlZlDmZVZMPl9eHv25oAAGv2izO/4q2OGVfoFzoRIjpeH5PSWmq+6fPIRszUFR/oqTDlA8g3PKvtcQME+XSiHCPYiKymNDtWFVxdpx0eH4PZqFM0imMwgiBIUZ0n3t+PRc9ukMYzRJuBRRAEcbpDQmcY+Z4/qvPG5nos+/gA1vtnYMXbvTYQ0QlfedVqccDtZdBrBZQoHGsAyJ9gHjAjKx+XIXemFk+fFapIK0lNA6NEdNQakTmxeukc8qetJhRnxt3j5q4F4/Cdc6qQn2EAtx3dc9H4uNYkCIJIdU5JZ+TTlatnleEXHx5Ac58DL68Xq2PGFmSoahQYDI/oRPLo8LRVWU46tCrGWcgVITwlpGTOFUeO4ZkxJj2vJqIjCZ0ox1BrRObE6qVzxC90JpWoT1tx8jONeOraGfifb03HtvpuaDQClZQTBEHEgITOMJKm1+KRq6bgz5vrMa00G3Nr8nDx5KK4v9mP9c/H6ra70G13DelKHI8/Bwh86PcNuOH0eGHUhW9y16nSPwPIixpZBjxweX0h+ytB6o4cpQNzPKkxICB0+ET5wc0ZD7X6Izox5pIpQasRcM7Y/IStRxAEkcqQ0BlmbphTiRvmRJ46rQaTQYfynHSc7B3AsQ4b8jJCOyw3+od5qmkWCADZ6XrotQLcXjGiEs447XB7YfVXKyntowPIixpx/0x2ul5Rd2dOvhTRiZK64kJHRYoPAHJN+qCJ8gNDZk0d8RvGExHRIQiCIJRDHp1RyrgolVeBYZ7Ke+gAovE1llmYdyzWawVV1UpyDM/xRlvyT0FERxAESVAOTl853F7U+7siTyimYZsEQRAjAQmdUco4f/rqaDShE0cJe2FWdCHCjcj5GeqqleR0X1Y7moHDPTodUboWSwM9VUZ0AKAqL3zTwKPtNjAmRn0KVfiYCIIgiPghoTNKkSqvwhiS45lzxeEfzJE8NJ0quyJL6/uFTk+/Gy6PL+w+8VZEyZlgHm9EBwideRXMYaniykxTxQmCIEYIEjqjlPERKq8cbi/a/AJBzfgHTiwPjRTRURmpyPH7gIDIqSUuQtQYkYGAQGq3hB8D4fL4pBRcIoTOia7BQsfvz4mjUSBBEAQRHyR0Rinco9PUMyCNBAAgNQrMMGiHVGMpoShGd2RecaWmhw4AaDSClFqKNGoi3mhLaXYadBoBLq8PrZahKTJ+DXqtoHjERDC84/H2E93weAPRqcDoB/LnEARBjBQkdEYp+RkG5Jj0YAw43hFoHHjCb36tzDPFlS6JNe/qpL+yqySObr+xokbcP6M2oqPTalCeG3nophQxyjRCo6LfEGd2dS6y0/Xo6Xdj24keaXsiZlwRBEEQ8UFCZ5QiCELYURAbDncCEGcjxUOseVcn/MKhOo5hkkUxeukEmgXGYxT2+2e6hgod3iywMA4jMiAKqkumFAEAVu8Tp9PzcnOAhA5BEMRIQkJnFCP5dPyVV4wxrN4nztNaNK0krrX5XCYeuRlMgz9yVJ2fofoYMSM6Uo+bBPhnuoeOy2jtE4VOcRz+HA5/vz/d1wrGGN7deRIAUJ6Tjtw4UogEQRBEfJDQGcVMLxdHSXy8twWMMew52YfmPgdMBi3On1AQ19pjCkQB02lzwuJwhzzn8fqkaEU8ER2pV49tqH+m3+WBzSk2JIzHKFwtDd0cKtiO+yNhNYXqxRrnwgmFSNNrcLJ3ALWNvfj92qMAgDsvqIl7bYIgCEI9JHRGMd88oxwmgxaH22z44mgnPvVHcxZMLFTVSTiYrDS9ZBau6wiNhjT3OuDxMRh0GhTHkVbiKaNwPiAe5UnXa5FpVN/AO5C6GhrR4RVrPAUYD+kGLS6YUAgA+M+3a9HS50BJVhpuOrsq7rUJgiAI9ZDQGcVkp+ul8RIrvqjDp35/SLxpKw6fqVXXGSoSeBqoKs8Ul4k3ENEZKnSC01bxmKqr8sRrCGdG5im/wWMb1MLf93q/H+hHF4+PW3ASBEEQ8UFCZ5Rz23ljIAjAukMdONpug04j4KLJRQlZm3dfPj6oVw/vF1MdR0NCILpHJ9AsMD7/TJU/ddXT7w5JwVkcbqnfUKKEziWTi6Rp8eU56bhhTkVC1iUIgiDUQ0JnlFOdn4FLpxRLj+eNy0d2uj4ha9f4fTrHB0V0eHSkKg5/DhBadcVYaEM/Pv5BbWk5J9OoQ77fDBxcecVnhBWZjchKS8z7lZthwPnjRW/UfRePjzj1nSAIgjh1kNBJAe44P2B4TVTaCgDGFoiRjuODPDq8V0+iIjoujw8W/yR0TnsCSss5VflDRzQc819ToqI5nN/eMAt//sHZuHFuYifWEwRBEOogoZMCnF2ThwUTC1FkNmLx9MQJnZogj07wCAUpdRVHaTkApOm1MKeJRuPB6Sueuoo3ogMEBFnwiAbuz0mEETmYgkwjLpxYSLOtCIIgkgT15SxE0iAIAl69dS4EAQn9gK3KM0GnETDg9qLN6kBpdjoYYwlLXQFi6sjq8KDd6giJrkiTyxMgdMIN3Uy0EZkgCIJITiiikyJoNELCowh6rUYSCTx91Wlzod/lhSAAFXEMDeVEMiRLXZHj7FoMAFX5vPIqkILj3aRJ6BAEQaQ2JHSIqAw2JHOxUJadnhCzLffgDEldxTnQM5jBER2nxyv5jEjoEARBpDYkdIiojB1UYh7w58SftgLCR3RcHh+67S4AiRE6/Fybex1we3040dUPHwPMRl1C1icIgiCSFxI6RFRq/JVXvGngcAmd4MGenf4GgjqNgFxT/HOiisxGGHUaeH0Mzb0Dkj9nbFEmmYYJgiBSHBI6RFQCER0udHhX5PjnQwHAGL9gOtBikba1+qeKF2Qa4+q8zBEEITDcs6s/YEROcMUVQRAEkXyQ0CGiwoVOU0+/6G3pTmxEZ3Z1HgDgUJsVff1i5+KdDb0AgEkl5oQcAwic7/YTPVRxRRAEcRpBQoeISmGmEZlGHXwMONJmk7oLV8XZLFBa32zE2IIMMAZsO9ENANh8rBMAMH9cfkKOAQATikXR9Ny/j+CD3c0ASOgQBEGcDpDQIaIiCIIU1bn6+S/Q5TcJJyqiAwBzx4hRnS313fB4ffj6uCh45o8rSNgxfnTReNx5QQ0MOg1470MSOgRBEKkPNQwkYjKrIge7m/rAGFCQacBNc6tgTtB8KACYW5OHt7c1YmtdN/Y2W2B1epCVpsPUsqyEHSPTqMMjV03FD86vwcvrj0OrESR/EEEQBJG6kNAhYvL/rpiEBRMLMa4oE2PyTQmvVDrbH9HZc7IPnx9sBwCcOzZfmgSeSEqz0/H4N6clfF2CIAgiOSGhQ8QkK02PS6cWx95RJZV56SgyG9FudeLPm+sBJNafQxAEQZy+DKtH55e//CXmz58Pk8mEnJyc4TwUMYoRBAFza8SoTq+/8mr++MT5cwiCIIjTl2EVOi6XC9dffz3uvvvu4TwMkQLw9BUg+oAmkFGYIAiCSADDmrp64oknAACvvfbacB6GSAHmBgmdeeMKqGMxQRAEkRCSyqPjdDrhdAZGAVgslih7E6nEpBIzzGk6WB0e8ucQBEEQCSOp+ugsW7YM2dnZ0k9lZeVInxJxitBqBNyzcDzmVOdi8fSSkT4dgiAIIkVQLHQef/xxCIIQ9Wfbtm2qTuahhx5CX1+f9NPY2KhqHWJ0cvfCcfjn3fORk4BBngRBEAQBqEhd3Xvvvbjpppui7jNmzBhVJ2M0GmE0GlW9liAIgiAIYjCKhU5BQQEKCqj0lyAIgiCI5GdYzcgNDQ3o7u5GQ0MDvF4vamtrAQDjx49HZmbs8mHGxKFEZEomCIIgiNED/9zmn+MjicCG8SxuvfVWvP7660O2r127FgsXLoz5+uPHj2PcuHHDcGYEQRAEQQw3x44dw9ixY0f0HIZV6MRLb28vcnNz0dDQgOzs7JE+nVOGxWJBZWUlGhsbkZWVuMGWyQ5dN1336QBdN1336UBfXx+qqqrQ09Mz4pMRkqqPzmA0GrEoLDs7+7T6BeFkZWXRdZ9G0HWfXtB1n16crtfNP8dH9BxG+gQIgiAIgiCGCxI6BEEQBEGkLEktdIxGIx577LHTrrcOXTdd9+kAXTdd9+kAXffIX3dSm5EJgiAIgiDiIakjOgRBEARBEPFAQocgCIIgiJSFhA5BEARBECkLCR2CIAiCIFKWhAqdF154ATU1NUhLS8Ps2bOxcePGiPt+8cUXOO+885Cfn4/09HRMnjwZzzzzzJD9Vq5cialTp8JoNGLq1KlYtWqV4uMyxvD444+jrKwM6enpWLhwIfbt2xf/Bcs8fjCn8rpvvfVWCIIQ8nPuuefGf8Eyjx9Moq57w4YNuPrqq1FWVgZBEPDuu+8OWSMV77ec607F+71s2TLMnTsXZrMZRUVFuOaaa3Do0KGQfVLxfsu57lS83y+++CJmzpwpNdebN28ePv7445B9UvF+y7nuVLzfwSxbtgyCIOCBBx4I2Z6Q+80SxFtvvcX0ej37wx/+wPbv38/uv/9+lpGRwU6cOBF2/x07drC//e1vbO/evayuro698cYbzGQysZdfflnaZ9OmTUyr1bKnnnqKHThwgD311FNMp9Oxr776StFxly9fzsxmM1u5ciXbs2cPu/HGG1lpaSmzWCwpfd1LlixhV1xxBWtpaZF+urq64r7mkbzujz76iD3yyCNs5cqVDABbtWrVkGOl4v2Wc92peL8XLVrEXn31VbZ3715WW1vLrrrqKlZVVcVsNpu0TyrebznXnYr3+7333mMffvghO3ToEDt06BB7+OGHmV6vZ3v37pX2ScX7Lee6U/F+c7Zs2cLGjBnDZs6cye6///6Q5xJxvxMmdM4++2x21113hWybPHkye/DBB2Wvce2117Lvfe970uMbbriBXXHFFSH7LFq0iN10002yj+vz+VhJSQlbvny59LzD4WDZ2dnspZdekn1ukUjW62ZM/A/jW9/6luzzUMJIXXcw4T7wU/V+BxNN6KTy/WaMsfb2dgaArV+/njF2etxvxoZeN2Onx/1mjLHc3Fz2xz/+kTF2+txvxkKvm7HUvd9Wq5VNmDCBrVmzhi1YsCBE6CTqfickdeVyubB9+3ZcfvnlIdsvv/xybNq0SdYaO3fuxKZNm7BgwQJp2+bNm4esuWjRImlNOcetq6tDa2tryD5GoxELFiyQfW6RSObr5qxbtw5FRUWYOHEi7rzzTrS3t8u+vkiM1HXLIRXvtxJS/X739fUBAPLy8gCcPvd78HVzUvl+e71evPXWW7Db7Zg3bx6A0+N+h7tuTire7x/96Ee46qqrcOmllw5ZN1H3OyFDPTs7O+H1elFcXByyvbi4GK2trVFfW1FRgY6ODng8Hjz++OO44447pOdaW1ujrinnuPz/w+1z4sQJBVc5lGS+bgBYvHgxrr/+elRXV6Ourg4///nPcfHFF2P79u1xdascqeuWQyreb7mk+v1mjGHp0qU4//zzMX36dGkN/rrB66TK/Q533UDq3u89e/Zg3rx5cDgcyMzMxKpVqzB16lRpDf66weuM9vsd7bqB1Lzfb731Fnbs2IGtW7eGXT9R9zuh08sFQQh5zBgbsm0wGzduhM1mw1dffYUHH3wQ48ePx80336xozUTto5Zkve4bb7xR+vf06dMxZ84cVFdX48MPP8S3v/1teRcXhZG67uE6t+Fc+1Rcd6rf73vvvRe7d+/GF198kZBzk0uyXneq3u9JkyahtrYWvb29WLlyJZYsWYL169eHfOin4v2Odd2pdr8bGxtx//33Y/Xq1UhLS0v4uQWTEKFTUFAArVY7RP21t7cPUWKDqampAQDMmDEDbW1tePzxx6U3qqSkJOqaco5bUlICQFSGpaWlis4tFsl83eEoLS1FdXU1jhw5Iu8CIzBS1y2HVLzfakml+33ffffhvffew4YNG1BRUSFtT/X7Hem6w5Eq99tgMGD8+PEAgDlz5mDr1q147rnn8PLLL6f0/Y523eEY7fd7+/btaG9vx+zZs6XnvV4vNmzYgOeffx5OpzNh9zshHh2DwYDZs2djzZo1IdvXrFmD+fPny16HMQan0yk9njdv3pA1V69eLa0p57g1NTUoKSkJ2cflcmH9+vWKzi0cyXzd4ejq6kJjY2PIL4waRuq65ZCK91stqXC/GWO499578c477+Dzzz+X/rByUvV+x7rucKTC/Y61TqrebznrDGa03+9LLrkEe/bsQW1trfQzZ84cfPe730VtbS20Wm3i7rds23IMeHnaihUr2P79+9kDDzzAMjIyWH19PWOMsQcffJDdcsst0v7PP/88e++999jhw4fZ4cOH2Z/+9CeWlZXFHnnkEWmfL7/8kmm1WrZ8+XJ24MABtnz58ohl1pGOy5hYnpadnc3eeecdtmfPHnbzzTcnvBwx2a7barWyn/zkJ2zTpk2srq6OrV27ls2bN4+Vl5eP6uu2Wq1s586dbOfOnQwAe/rpp9nOnTuHtBNItfsd67pT9X7ffffdLDs7m61bty6krLa/v1/aJxXvd6zrTtX7/dBDD7ENGzawuro6tnv3bvbwww8zjUbDVq9eLe2Tivc71nWn6v0ezOCqK8YSc78TJnQYY+z3v/89q66uZgaDgZ111llDSiEXLFggPf7d737Hpk2bxkwmE8vKymJnnnkme+GFF5jX6w1Z8x//+AebNGkS0+v1bPLkyWzlypWKjsuYWKL22GOPsZKSEmY0GtmFF17I9uzZk9LX3d/fzy6//HJWWFjI9Ho9q6qqYkuWLGENDQ2j+rrXrl3LAAz5WbJkibRPKt7vWNedqvc73DUDYK+++qq0Tyre71jXnar3+wc/+IF0zMLCQnbJJZeEiBzGUvN+x7ruVL3fgwkndBJxvwXGGJMf/zm1+Hw+NDc3w2w2J8xoRhAEQRDE8MIYg9VqRVlZGTSakZ02ldCqq8Fs2LABv/71r7F9+3a0tLRg1apVuOaaa2S/vrm5GZWVlcN3ggRBEARBDBuNjY0xjfTDzbAKHbvdjlmzZuG2227Dddddp/j1ZrMZgPhGZWVlJfr0CIIgCIIYBiwWCyorK6XP8ZFkWIXO4sWLsXjxYtn7O53OENe21WoFAGnQGUEQBEEQo4dksJ2MbOJsEMuWLUN2drb0Q2mrxPHJ3hZsP9Ez0qdBEARBEKeUpBI6Dz30EPr6+qSfxsbGkT6llOBImxV3/WUHbnt1C1we30ifDkEQBEGcMpJK6BiNRilNRemqxLH5eBcAwOLwYEfD8EV1GGPY1dgLq8M9bMcgCIIgCCUMq0eHSA621gfEzYbDHTh3bH7Cj2FzevDwO3vw3q5mXDGtBC/dMjv2iwiCIEYAxhg8Hg+8Xu9In8qoRq/XQ6vVjvRpxISETorDGMPWum7p8YYjHfjpFZMTeozDbVbc9ZftON5hBwDUNvYmdH2CIIhE4XK50NLSgv7+/pE+lVGPIAioqKhAZmbmSJ9KVIZV6NhsNhw9elR6XFdXh9raWuTl5aGqqmo4D034Odk7gFaLA1qNAK+PYe9JCzptThRkGhN2jB+/uRPHO+woMhvRbnWi1eKA3elBhpF0NEEQyYPP50NdXR20Wi3KyspgMBiSoipoNMIYQ0dHB5qamjBhwoSkjuwM6yfRtm3bcNFFF0mPly5dCgBYsmQJXnvtteE8NOFna70YzZleng2Xx4cDLRZ8caQT15xZnpD1XR4fDrWJbQBW3j0f3/r9l+i2u1DfZce0suyEHIMgCCIRuFwu+Hw+VFZWwmQyjfTpjHoKCwtRX18Pt9t9+gqdhQsXIoknTJwWcH/O2WNyodEIONBiwYbDHQkTOi19A2AMSNNrUJGbjpqCDHTbXTjeQUKHIIjkZKRHEqQKoyUaRnc7xdnmj+jMGZOHBRMKAQAbjnQmTIA29QwAAMpz0iEIAmoKMgAAdZ32hKxPEARBEPFAQieF6bG7cLjNBgCYU52L2WNyka7XotPmxIEWa0KO0dQjGvoqcsUw8NhCEjoEQRBE8kBCJ4XhnZDHFWYgP9MIo06LeePE0vIvj3Ym5Bgn/RGditx0AMBYf0Tn+DAInb5+N/oGqEcPQRAEIR8SOiPM375uwF1vbMf9b+3Ew6v24HBbYiItALD1hJi2mjsmT9o2rUxswtjQnZjSyiZJ6IgRnZoCsczweIctof6sfpcHlz2zHlc+txH9Lk/C1iUIgiCAW2+9FYIgDPmZNm3aSJ9a3FD97wgy4PLi5//aC68vIAjaLU78ccmchKy/p6kPAHBWVa60rSgrDQDQZnEk5BiSR8cf0anON0EQAKvDgy67K2Fl7NtP9KDdKg58Xbm9CbfMG5OQdQmCIAjgueeew/Lly6XHHo8Hs2bNwvXXXz+CZ5UYKKIzghxtt8HrY8hK0+EH59UAAI60Jy6i0+oXMxV56dK2IrMoPLhoiJeAR0c8Rppei/Ic8d+J9Ol8fTzQ9HDFF3Uh4pAgCEItjDH0uzyn/EdpxHvhwoW477778MADDyA3NxfFxcV45ZVXYLfbcdttt8FsNmPcuHH4+OOPVb0P2dnZKCkpkX62bduGnp4e3HbbbarWSyYoojOC8DTVlNIs3LVwLP70ZR0au/vhcHuRpo+/J0GHRRQzxf4oDhAQOh0JEDpury8gpnIDYqqmIANNPQM43mELSZvFw9d1XdK/67v68dmBNiyaVpKQtQmCOH0ZcHsx9dFPT/lx9z+5CCaDso/g119/HT/96U+xZcsWvP3227j77rvx7rvv4tprr8XDDz+MZ555BrfccgsaGhpgMplidiy+4IILIgqjFStW4NJLL0V1dbWic0xGSOiMIIf90ZtJJWYUZhphTtPB6vDgRFc/JpWY41p7wOWF1Sl6Wbi4AQKip93qAGMsrj4IrX0O+Bhg1GlQGJSiGluQgY1HOhNmSHa4vdjVKKbhrpxRgo/2tGLFxjoSOgRBnFbMmjULP/vZzwAADz30EJYvX46CggLceeedAIBHH30UL774Inbv3o1zzz0XtbW1UddLT08Pu72lpQUff/wx/va3vyX0/EcKEjojyBF/6feEYjMEQcC4wkzUNvbiaLstbqHTbhUjLel6LTKDRjFwz4zby9DT70ZehkH1MRr9aSveQ4cj9dLpSIzQ2dHQA5fXhyKzEY9dPQ1r9rdhS303djX2YlZlTkKOQRDE6Um6Xov9Ty4akeMqZebMmdK/tVot8vPzMWPGDGlbcXExAKC9vR0AMH78eFXn9tprryEnJwfXXHONqtcnGyR0RhCeuppYJIYXudA51mGLe+02f9qqKMsYIkIMOg3yMgzotrvQbnXEJXQGG5E5YwvF60mUR2eLfyjpOWPzUZyVhqtnluGdnSexckcTCR2CIOJCEATFKaSRQq/XhzwWBCFkG/9b7/P5AEBV6ooxhj/96U+45ZZbYDCo/3xIJkbH3U1B7E6PJBQmFovRm/F+wZMIocMjOsFpK06R2YhuuwttFicmx5H9OTmotJzDIzonuvrh9TFoNfG1CedG5HNqRL/PvHH5eGfnSWlaOkEQBDEUNamr9evX4+jRo7j99tuH6axOPSR0Roij7aKYKcg0ItcfVRnn7yqcEKHDIzrmtCHPFWWl4WCrFe1xlpg3DWoWyCnLSYdBp4HL48PJngFU5asfnuf0eLGjQWx8eO5YUeiM8Qup+i4SOgRBEJFQk7pasWIFzjnnHEyfPn0YzmhkoPLyEUJKWxUHQovjeESn3Q5fnOXTvHy8MEJEJ3gftQwuLedoNQLG+MXNsc74RNvupj44PT4UZBowzp8Sq84T127uHYDL44trfYIgCEKkr68PK1euTKloDkARnRHjiD+iw9NWAFCVZ4JOI2DA7UWLxSH1o1GDlLrKGip0iv3bhiuiAwCVuSYcbrOhtS++Y3x9XCwrP7smT8o/F5qNSNdrMeD2oqmnX/IEEQRBpCrr1q0bsq2+vn7Itng60mdnZ6O/PzFd85MJiuiMEIdaxYjOhKCIjl6rQTWPhLTHFwnhfXLCpq7MvMRcfUTHE9JDZ2hqild3dcYZNdp70gIAmF0d6McjCIL0Pp1I0CgLgiAIIjUhoSMDp8cbdyppMEek1FVoGXmiDMkBj87wpK5aLQ54fQwGbWgPHU6BWfQdddjiEzotfWLUqHJQ1EgSOjQlnSAIgogCCZ0YHG23Ye4vPsNdf9mesDWtDjea/SmdiUWhQof7UOIWOv7UVXBXZE4i5l3xtFVZTho0YaqqpIhO3EJHPMfS7FChMybfX9lFER2CIAgiCiR0YvDb1YdgcXiwen8b9p7sS8ia3J9TZDYi2xTaF4ELnaNxpK5cHh96+t3SMQYTHNFRm88dPLV8MNwE3Wl1qVofEEdM8IhQaU6oYOOVXCe6SOgQBEEQkSGhE4XdTb34eG+r9PjVL+sTsm6ktBUQVHkVR48YLg4MWg1yBgkpICBCXB4fLAMeVcdo7g1EdMKRiIhOm8UBxsTryDOFNq6SIjoJLjFv6OrHw6v24MPdLQldlyCI5CEewy4RYLS8jyR0ovCb1YcBADMrsgEA7+9qTsgwTB6tCTYic8b6e+l0WJ3oG3CrWp+npArNxrCzrNL0WkkAtVnVpa+6bJHL14GA0InHo8MrtoqzjUPSY1X+EvPG7oGETDL3+Rje+OoErnhuA/72dQP+e+VuONzeuNclCCJ54F2EU7GyaCRwucSIvVYb/xDq4YTKyyPw9fEubDjcAZ1GwPM3n4Ufv7UTtY29+OvXJ/DApRPjWvukPxrCP6yDyUrTozjLiDaLE8c6bDirKlfx+tyIHEmEAGL6qrffjXaLM2xkKRZddvEXPC8j/DG4Qdnq8Kiexh7JnwOITQn1WgEurw8tfQMRU2hyefKD/XhtU7302Ob0YN2hDlwxnQaHEkSqoNVqkZOTI82CMplMcQ02Pp3x+Xzo6OiAyWSCTpfcUiK5z24EeX7tUQDATWdXoirfhB+cX4Mfv7kTf/mqAXcvHAejTr2CDXyAh0/7VOSa0GZxoqXXAVQpX78jyvgHTpE5DYfbbJJpWSndfqGTH2FWVla6DgatBi6vD502pyohwiuuwr1PWo2AylwTjnfa0dDVH5fQ8foY/rm9CQDw4OLJ6LA6seKLOnywu5mEDkGkGCUl4n/TXOwQ6tFoNKiqqkp6sUhCJwwerw9b68X5SrfOHwMAWDy9BCVZaWi1OLB6XxuunlWmev3WKJEKINgsrE6E8LLxcM0CBx+DD/9USpeNR3TCCx1BEJCfaUBLnwOdNpdKoSNef0kEQVidLwqd+q5+zFc3pBeAmEq0OT0wGbS44/wa7Gu2YMUXdfj3gXb0uzyjZuAfQRCxEQQBpaWlKCoqgtutzh5AiBgMBmg0ye+Aob/gYTjcZoPD7YPZqMPYAtFHo9dqcMX0Ery2qR67GntVCx2P1ycJkUgRnXj73ESbcyUdI4s3DVTp0bFHFzqAmDpr6XOobhrIBWFZBEFYnZ8BoAMnuuMzJPNZWrMqcqDTajCzIhtVeSY0dPfj84Pt+MZM9aKWIIjkRKvVJr23hEgMyS/FRoBdTb0AgJmV2SEmWO5lORxH6XenzQWvj0GnEZAfptEeECRCVEZbok0ul44Rh5jy+Rh6+v2pq8zIQifeyis5ER0AONEZn7Fwp1/onFmVA0D8xnfVzFIAwAe7qPqKIAhiNENCJwy7udCpyAnZzgdw8vJwNTT7fSfFWWnQhmm0B5yi1FUc864sDrdU6RQtolPgF0FqK9WieXSAxDUN3NHQCwAhxu9v+IXO2kPtsDnVleATBEEQIw8JnTDsahQbA87yl5VzJvi7GLf0OWB1qMvttsYwIgOBiI5agdAeZc4Vp1hKXSk/Bk9bmY26qKbseCI67pAUX/jUVaBpoF11P4e+AbdU7n+GP6IDAFNLszC2MANOjw//PtCmam2CIAhi5CGhMwiH24tD/ojN4IhOtkkvRVuOqExfxUrHAPGllbw+JvW4kWNGbrco747MK67yoqStgGCho7w7cofVCcYAvVaIWNlVkZsOjQD0u7yqjgEAtY29AMQ0WEFQKlEQBFw0qQgAsONEj6q1CYIgiJGHhM4g9jX3wetjKDQbw0ZduE9HbfqqNUY6BgiIkG67Cy6PT9H6XTYnfAzQCEB+hB434jHE4w+4vbAqTM1wIRUtbQUE+vioaRrYEpTiCzdLCwCMOq0U7WnsUZe+kvw5lTlDnuONIncnaPQHQRAEceohoTOI4LRVuN4AvJvx4bZ4Izrh0zEAkGsyQOf/cFea9uFRoIJMY0QPEACkG7TINIpFd10KoyFdMXrocOJJXbXEqLjicMHY0qvOzyT5c6qHNmbkEb39zRZ4vMoEJ0EQBJEckNAZRCQjMof7dOJNXUWL6Gg0ghQNUTphXKq4ipK24uRmiO3Qu+3KhEh3jB46nEKzejNyq4wUHwCU5ohCiEeAlODzMdRKEZ2hQqc6zwRzmg5Oj0/1/SYIgiBGllHdR+etLQ3Y1dQLl4dBqwHuvGAsJqgYZxDMriZ/RCdMKgOIv/JKjhkZENNXLX0OxT4dPi28IELpejB5GUY0dg+g267MWC1FdGIcoyCOMRDNvfLepzL/880qIjrHO22wODxI02swuXTo741GI2B6WTY2H+/CnqY+TCnNUnwMgiAIYmQZtULnk72tePCdPSHbDrfZsOqe+arbUfcNuFHXKTafm1meHXYfLqRa+hywONzIShs6HTwSXh+TIjSRKok4heY0AH3KhY4/OhPNn8PJM6mM6MhMXWWn66HXCnB7GbrsLpTnRL/mYFotYoQmVkSHP68molPrT1POLM+BXhs+uDmzQhQ6u0/24oa5lYqPEYzb68Pj7+1Dl82F/7xsIiaVxCfKCYIgiNiMytRVt92Fn70ripwrZ5Tgp1dMQrpei9rGXnx+UP38kj3+aE5Vngm5ET7Es9PFoZsAcEShT6fL5oTHx6ANSk1FgqeeOhSmrnhaqSBGRRQQGMjJIzSyjyGjKzLgHwPhP4bS7sjRBnoGw59v7lMe0TnWId6/cNEczgy/IZn/bqjF62P4yd934a9fN+CTfa248ncb8cT7+1S3KSAIgiDkMSqFzmPv7UOnzYWJxZl45sYzcM/C8Vjin0n129WH4fOp66myx19dM6MifDSHw306R9uVpa/4h3GRObpRGACKzer63ATSSrGFDt+nR6HQ6ZRZdQUEKq+UGpJb5KaucsTnW1VEdOo6xOgdbzwYjpnlOQCAAy1WxRVwHMYYfvbuXry3qxk6jYDzxxfA62N49ct63Pu3nap7ABEEQRCxGXVC55O9rXh/VzO0GgG/uX6W1LDu/7twLDKNOuxvseCTfa2q1j7QYgEgNouLhtrKKzml5Rypc7HS1JUkQmSYkU2iUFEb0ZGTHuORJSVCR5wHJk/o8IhOu9UJt8LKqPouUejUFEYWOpV56chO18Pl9eGwSl/WnzefwJtbGqARgGdvOgN/ueMcvP6Ds2HQabD+cAfe301jJgiCIIaLUSV0vD6GX31yEIAobIIro3IzDLj9/BoAwNNrDksjCpQgV+hIM68UfvDJTccA6sdAdCuJ6GQoj+gwFphzFathIBAwJCupvOrw9wLSaYSYpur8DAMMWg0YU1ah5vMxyY9VEyWiIwhCoJ+OivQVYwyvflkHAHho8RRpQOiCiYW49yJx5PqT7+9H3wClsAiCIIaDUSV0PtrTgrpOO7LT9bjH/yERzB0X1CArTYej7TZ8XdelaG2H24vj/g++WNU1E4rEiM5RhSXHckumgUBDP6WDPXlPnAI5ZmS/0OlWIHQsDg/cXlFExjIjA0CBlLqSfwwuCKM1C+RoNAKKs40hr5NDq8UBp8cHnUZARW504Tndb0zfo6Jx4LYTPajv6ofJoMV3zqkKee7/WzAW4woz0Glz4n/9Ap4gCIJILKNG6DDG8Pu1RwEAt503Rmp2F4w5TY9LpxYDANYd6lC0/pE2G7w+hlxTwGwcieCZV3YFXYXl9NDh8NRVp80pOzrFGEOXv4JKTrSFG66VpK64KMowaGWVi0sRHQWpKz5oNNZ94EiG5F75Ph0ezanKM0EXoeKKM1MSOr2y1+f8Y1sjAOCqGaXIGPQ7a9Rp8ctrZwAA/ralQRpHQRAEQSSOUyJ0XnjhBdTU1CAtLQ2zZ8/Gxo0bFa/x7wPtONhqRYZBi1v9xuNwXDxZnE+ktPpqf4v4bX1qWVbM8vRskx45/tLsBgWTswPTuGOnrvIzDBAEwMcgiZdYWJ3Koi1qUlfdCoQUEGRGVpK68u8bqzKNUyaVmMuP6Ehpq4LIaSsON6cfbLHC4fbKPobd6cEHfv9NpNL0c8fm47qzKsCYaLJXa6QnCIIgwjPsQuftt9/GAw88gEceeQQ7d+7EBRdcgMWLF6OhoUH2GowxPO+P5nxvXjVyTJE/ZC8YXwitRsDRdhsaFYiQAy2i32ZKibymcFV54uRsZUJHfupKp9VIZl+56Suetso06mRFW3hEx+7yyv4A75K6IssTIWrMyHKmrwfDuyO3qhA6Y2QInfKcdBRkGuDxMexrtsg+xkd7WtDv8qKmIANzwoyY4Pz34knINOqwq7EXK3c0yV4/mDaLA2v2t+G1L+vwz+1N+Gx/G/ae7FMUcSQIgkhFhr1h4NNPP43bb78dd9xxBwDg2WefxaeffooXX3wRy5Ytk7XGukMdqG3shVGnwR3nj426b7ZJj9lVudhS3411h9pxy7wxso6x329Eltv9tirPhN1NfWjokid0fCHNAuV9gBeZjei0Of2G5Ogl74D8YZucrDSd1NCv2+5CmYyGfnLnXHEK1ZiRVUZ0lKSu6hVEdARBwBmVOfjsQDtqG3sxO4poCeYf20XR8h+zK6JGCYvMafjxJePx1EcH8atPDmHR9BJZjSjdXh/e3tqIF9cdw8ko116SlYaxhRkYW5iBwsw0BJ9K8FkNPsVI5xz6eiHic0NeF/mpqK8LR6SKfKXxsHCHlXsu/NrD7c/fO0F6PPR40j5hnkPE1wshuzAGeBmDz8fg9f/4EtSuYPAqAgCNIEjnwv+tEQQwxsAgRqAZY2AMYGD+x4PWkfH7N/g6E0miujkwxb9tEdZJ2PkkaJ0ELTRgV1elOhwMq9BxuVzYvn07HnzwwZDtl19+OTZt2jRkf6fTCacz8IFosYjiY9nHBwBocNt5NbI+/C6aXIQt9d34/KA8ocMYkyqulAgdQH5Ep8vugtvLoBECFVWxKMoyYn+L/IgON/zKqbgCxD+0uSYD2q1O2UJHbrNADvfoWBweOD1eqR1ANAIRHWUeneFKXQEIETpyaOzux5a6bmgE4Ntnlcfc/9b5NXhrSyOOd9rx9OrDePyb06Lu//nBNvzigwOSgV4jiN6xmoIM2F0e9A240dQzgG67C60WB1otDmw6psygTxAEoRafU362Y7gZVqHT2dkJr9eL4uLikO3FxcVobR3a62bZsmV44oknhmxv7nWgoigPP75kaKVVOC6aXIhffXIQm451yZqxdLJ3AFaHB3qtgPH+iqpYKBU6PNpQZE6LaX7lBErM5QkdJf1tOHkZAaEjB566khvRyU7XQ6cR4PExdNnkiSklg0kB5WMgPF6fdN/kCx0xilPb2CNr/88OtAEA5o7Jk+XJMug0ePTqqbj11a14bVM9xhVl4pZzq4fs5/R4sfzjg3j1y3oA4n348SUTcP2cCpgMQ/9z7u134XinHcc77DjeYUNvUBl76De30K9xwc+F/Dtov8Hf/KJ9EYz2LTHiN2OGqGGgwdEkabvMCEC4c4r5LZ2F/F9Is8fAtiG7h90vsNbQ9zTce84GHZujFQRoNYEfQYj83sSCgYWNpvAIDRjg80dvGP+3/z4FR3w0griKEBQBGnyNg6893MUFP2SMqR7vM5iEBYkStJDa+zVknYSdT/w4+234vwSskwhOyayrwb+ckX5hH3roISxdulR6bLFYUFkpmjgfvXpq2D/k4ZhUbEZpdhpa+hzYfLwLF00qiro/9+eMK8yEQSdPhFTlKxM6PLVQHqOUOZjiLN4dWV6kgqeu5IoQIBCZ4b1xYsHNyHKjRhqNgPxMA9osTnTanLKEjpS6ypSX4uNrdtpcsqJGTT0D8PgYjDoNSrLkHWNmZTYEAWjsHkCnzRmzvw8XOpdNLY66XzALJxXhxxePx+8+P4pH/7UXeSYDrppZKj2/o6EHj/1rn1Tm/oPzavCfl02AOUqaK8dkwFlVBpxVJS/dRhAEkQgsFgv+79aRPguRYRU6BQUF0Gq1Q6I37e3tQ6I8AGA0GmE0Dv0AOX9CPhZNK5F9XEEQcNHkIvzt6wasO9guQ+jIaxQYDI/oNPX0w+ufXxWNkz1+oaNgsKUU0ZFrRlbQLJAjlZjL7HPTZVdmRgZErw0XOrHw+piUgpMb0ck16WHUaeD0+NDa50B1lAaAAFDXFUhbxerTw8lK02N8YSaOtNtQ29ArtTEIh8XhxtfHuwEAl0yRL3QA4D8vm4guuwt//boBD7y9E3/f1oiZFdnYVt+DzcfF1FOOSY/fXj9L8doEQRCnI8NadWUwGDB79mysWbMmZPuaNWswf/582es8fOUUxSFLLm4+P9Qec5aQUn8OIPpCuJFXTspETUSnUOG8q4DQkS9C8hU2DZQ7uTwYJd2Re/pd8PoYBEH+MQRBkKI6cnw6cmZcheOMyhwAiOnT2XC4Ax4fw7jCDNmpMY4gCHjyW9Nx9awyuL0M6w934P8+P4rNx7ug0wj4j9kV+OjHF5DIIQiCkMmwp66WLl2KW265BXPmzMG8efPwyiuvoKGhAXfddZfsNarylH1YAMD8cfkwaDVo7B7AsQ57VO+N0oorANBqBFTkmlDXaUdDdz8qck1R929SE9HJki8QgPhSV90yU1eB8nLlQkdOd2QevcrPMMj2MgFiJVtdp12W6JQz4yocZ1Tl4B/bm2IKnc/2i2mraFGfaGg1An530xn44QVjUdvYg11NfcjPNOD788Yo+v0hCIIgToHQufHGG9HV1YUnn3wSLS0tmD59Oj766CNUVw81WiaSDKMO54zNw8YjnVh3qD2i0OmyOXHCXyI+tUy+0AHE9FVdp13s1zMu+r5SREdF6qrD6pRlxOtSWHUFBAkdGSKEMaa46gpQFtHhfqRCmT10OIHuyDIiOjJmXIXjTL8heVdjL3w+Fjbt5fH6sNbflfvSOKIugiBgRkU2ZlRk4xbVqxAEQRCnpDPyPffcg/r6ejidTmzfvh0XXnjhqThsIH0VpUvyl/6S28klZkUf3kDAp3NCRi+dkz3iPspSV6JAcHl96O2PPfSxS2XVFSAvomNzeuDyTwhXIqaUNA1U2kOHU6qg8koSOgojOhOLM5Gu18Lq9OB4Z/g5Z9tO9KBvwI1ck54MwARBEEnAqJl1pYaL/OMgttZ3w+oILxS+OCJ++75gQoHi9eWWmFsdblgcYodaJREdo04rjZqI5dPx+ZjiiihA2WBPnnoyGbSyK+CAoDEQMoSO0h46nNIcv9CJEdFxuL1SdE2pR0en1UjjIHY09Ibd59/+aquLJhfFNKgTBEEQw09KC52aAtEM6vYyfHl0aLM0xhi+ONIJADhvvAqhI7PEnH+w5pj0QwY7xoJ/4POuypHoHXCDj0nKjTIiYzDKhI4oQmKVVg+mUIFHR21EhwvIxp7o96Ku0w7GxP4+BQoEIefMqhwAwOYwzffcXh/+VdsMALhcpT+HIAiCSCwpLXQAYOGkQgDA2jDpq7pOO5r7HDBoNTinJl/x2nIjOmpKyzlFMiuvuBE5O10vuxcQEBA6vf5qp2jwwZxKBUKBWb5Hp0NlRGdsgejBqu/qjzoY81iHmHIaV5ihqvkYb3Pw8d4WWAZFCT/b34Z2qxMFmQZcPJmEDkEQRDKQ8kKH+3TWhikz//KoGM2ZXZ2LdEPs0QSD4UKnt9+NvoHIHho1RmROoDty9IiOmh46QCD642OIeg2A+ogO379vwA2Xxxd134AZWWFEJ1cs93d5fGiO4tM52i4KHbkdsAdzZmUOJhZnwuEORG84b3x1AgBw09wqRWKTIAiCGD5S/q/xOWPzkK7Xot3qHDJ5eqM/bXW+Cn8OIFZ28ehGtEnpUkRHgRGZU8S7I8doGqh0NANHr9UgK01Mp3GPTyQ6/McoUChCctL1kl+lK9YxFE4u52g1giQ8udk4HMf8PXTGFaoTOoIg4Ma5VQCAt7c2SNuPttuw6VgXNAJw8zlVqtYmCIIgEk/KCx2jTouLJovpqz99USdt93h9UqfZ81X4czhy0ldNCYjoxEr7cAGhpOKKwxsMdtuHJ6Kj0QiSAOu0RvfpqDUjA0CNP30VTejEG9EBgGvPLIdBq8Hekxbs9Y9j+OvXYjTn4snF1OuGIAgiiUh5oQMAdy8Qh4G+W3tS+qDbfbIPVocH2el6TC/PVr22nBJzHtGpUBXRkZm6UtFDh5Prr+yKFdHpVGkUDn5NtMorm9ODfpdX9THG+svFIwkdn4/huOTRUS908jIMuHya6MH569cN2NnQg39ubwIAfO9ciuYQBEEkE6eF0JlRkY3LphbDx4Dn/n0EXh/DnzfVAxA7KMdTBlzlL1E+0RU5ihDw6ETvnhwO2WZkKaKjXOjwuVVyIzqFKsSUnKaB/LkMg1ZxdRoQKBePJHRO9g7A6fHBoNWoEp3B3Hy2KGje3NKAa1/YBKvDg6o8Ey6cUBjXugRBEERiOSXTy5OBpZdNxJr9bfhgdzO6bE5s8pcHXz+nIq51J/hTIIfarGGfd7i90gd4WY4y3wkQOtgzWnfkQERHeSQkL0NeRKdDZeoq+DUdUSI67RZ1RmQOnysVSegc9UdzagoyFI2XCMe8sfmYVGzGoTYrstJ0OGdsPv7r8kmyh4QSBEEQp4bTRuhMKc3CVTNK8eGeFmw61gWDVoNnbjwj7jLgySVmAMDhVmvYsQB8yGSaXqO48zIQSF0NuL2wOT0wp+nD7hdP6opHdLpi9NLh/hpVQsccuzsyF0FKjcgcnrpq6hmAy+MbUvl0zJ+2HFekfHbaYDQaAX+/ax7aLA6MK8yk5oAEQRBJymmRuuI8cOkEpOnFKqM/3342rppZGveaYwoyYNBqYHcFOu4GE9xDR03fFpNBh0x/Gida+oqnrtSIKTkTzO1ODwbcon9GadUVIK9pIK8sK8xSF9EpMhthMmjh9bGwjQN5D53xcfhzgslO12NisZlEDkEQRBJzWgmdCcVmfLZ0ATb+9GKcO1Z5g8Bw6LUajPOnrw60WIY8f7KXz7hS7s/hyOmOzEVQYRzRlmj+GR6JSdNrkKGi55BkRo5yjHiuARBLvyWfTsfQ9NWxdn9peRwVVwRBEMTo4rQSOgBQkWtCtil8+kctPH11qHWoT+ekf/ZSPCXHhTFKzK0ON6z+WVqlKo5T7O/V0xpFSAWXlquJTMnx6Eg9dFRGdIDAoM76MObwowmouCIIgiBGF6ed0BkOuNA5GMaQHE9pOSdW08Bmv5jKTtdLaS4llPjXb+uLLHQ64vDnBL8umkdH6oqs8hgAUOOP6BwfZEjutruk1NxYhVPLCYIgiNELCZ0EMClKRKeuU4wixCN0imOMgZDSYyqjRjyiY3eJhudwSKXlKiuieAfp3n433N7wYyC4kOPCTg1S5dWg1BX355TnpCuavE4QBEGMbkjoJIDJJVkAxLJmp8crbXe4vdh7UvTtzKrIUb1+oGlg+GgIT4+VqRQ6GUYdzP5IUGuEqI7arsicXJMhMAYijCGZsYCBOB5RGCl1Fai4orQVQRDE6QQJnQRQnGVEdroeXh+TOi8DwO6mPri8PhRkGlGdH48ZOVbqKv70WHG2P30VwacTT7NAQCzH5hVh4dJXHTYn+l1eCEKcQsefumrpc6DfFYhOcaP4OEpbEQRBnFaQ0EkAgiCETV9tre8GAJxdk6vKwMuJNcGc+4DUNCTkcJ9OpIgONwqrKS3nFEYxJDf4R2iUZafDqFNe1cXJzTAgx282r+8U1/T5GD7d1wYACau2IwiCIEYHJHQSRLjKKy505o7Ji2vtWKkrHtFRm7oCYlde8f43alNXQEAkhase47PC+OyweOA+nd1NvQCAbSd60GpxwJymw8JJNKKBIAjidIKEToLgEZ2DfqHj9f3/7d17TJT3mgfw7zAMw31AQQblugcrUrW10CraLaY2aNeaXs5atZfgNu2eurWrabMJ6ulKs6mQ/aNNG2vr9qJNky6bLtKYY5voSVG01NUiBKws2rMInFYYRblpAR2e/WPmfWVggIF5pzDvfD/JpJ2Zl9/7Pn2sPPldBdWXrgPwvtCJdw5d9fTdRt8t+4jvf/HidHSF1TL2Xj3eztFx/OzoQ1fNztPfvRniU+RnWQEAn37XBBHBn+p+UT/3preIiIj8DwsdjahLzNscc0Ea23rQ038bkeZg9bvJig4Nhtl5nMHweTq37INqL4xXhc44Q1fKRn9xk5yjAziGpQCg9drIHaRbnYVOigaFzjNLUhBpDsaF9l78ucGGr+svAwDW3uP9TthERORfWOho5K4ERzHT3t2Pq7396rDV4pQYrw+QNBgM6vBV+7B5Ou3dfRgUIMQY5FVvizJ05a5H59cBO24MOHqSJru8HAAynCuefrKNXIavnP6eOsP7ycKWMBOeWeI4XXz7wTpc7R1AbLgJyzPivG6biIj8CwsdjUSFmtSem8KyOpxuck5E9nLYSjHayitlInJiTKhXJ2dbLaPP0VGGmszBQZPakFChFDoXbb0QEZfvWjQcugKAf1ieBpPRoM4tWr0gESYvC04iIvI//JtfQ//+94sQEhyEPzfYcNg5XJKjUaGT4OzRudzlOuzzi/O9Miw0WcrQ1ZWeftgHXYuQK14e/6D4XXwkDAbHpoFDT0rv7b+tFiRaDF0BQKIlDI/fO0d9v1aDA1yJiMj/sNDR0KKkGBQ/uVB9bzIasDglRpO2M2a5331ZOf5hjhd7zwDAzEgzjEEGDMrIycJXNVhaDgBhIUZ1j5yh+w0pS8tjw02IDtXuHLI/PPQ3CDEGIXlGGJZwWTkRUUBioaOx32cnYdOyNADA4pRYhJq0WeWTlegodBraXE9I/+t175eWA4AxyKDu1zN8QrLS2zLZzQKHyohX5ukMKXSuOebnpMzUdjO/uQlR+Gbb3+K/X16m7spMRESBhYf++MAf18zHvckxuC8lVrM25yc6jpm40N6L2/ZBdYKzuiuyl4UO4Dhj6nJXH9q6+3DPkM/VzQK9mOysmJsQhYrGKy6FjrKHTqoGe+gMx5PKiYgCG3t0fCDYGIQnFs/RbL4JACTHhiMixIiB24MuJ3NrsVmgwhrtfi8dLfbQUbjr0dFyDx0iIqKhWOj4iaAgAzKdvTrKuU0igp87vT/+QTHaXjrKBGhlQrQ3MhKUlVd35hq1aLgrMhER0VAsdPzIfOc8nfPOQqfr11u46dzfRosenYRRlpg3XHYUJcpeQd5Qlpi3d/eju+8WAKDZOUcnVeM5OkRERCx0/Mh8tUfHUXgovTlxkSGaTHq2utk0sPPmgHofpUfJG9GhJnXS80+2XtyyD6orxzh0RUREWmOh40fmDxu6UjYL9Oboh6HcDV0pRVVSbBgsYdos/Z6bcGeezs/Xf4V9UBBqClILICIiIq2w0PEjmdYoGAyOVVBXe/vV3YS1GLYC7gxdtQ/ZfVkpquZr0JujUCYk/8XWq05ETpkR7tVmhERERO5webkfCQ8JRtrMCDRdvYG6v3bi81PNAICFSRZN2ld6dHr7b6PXeSCpMh8oS8tCxznXp6alE//jPCqDy8CJiMgX2KPjZ5QJyf/2pwY0d9xEfJQZBblpmrQdYQ5GlPMsK2Weji97dE5fuoba1k7EhJvwzyvnatY+ERGRgoWOn5lvdRQcTc69dP4lfx4ivDhoc7hE5zL1i+09uGUfxMV2x343d8/WrtBR5ugAwMyIEPznS0s1LaSIiIgULHT8zNCCICsxGr/PTtK0/RXzZgEADp79GX+50osB+yCizMHqGVVamBkRgiXpM5A8Iwz/9QcWOURE5Duco+Nnsob0rPzxsfman+G0LjsJ/1H5f/j2f22433ny+vzEaE0nChsMBpT+41IMCngGFRER+RQLHT8zOyYM//pYFoxBBiz7XZzm7c9NiMK9yTGobe3EnoqfANyZF6Qlg8EAI2scIiLyMZ8OXb311ltYtmwZwsPDERMT48tbBZQXHkxHgfOEdF94OicZgGPnZcC1F4mIiMif+LTQGRgYwLp167B582Zf3oY09tg9iQg13fmjwTk0RETkr3w6dPXmm28CAA4cOODL25DGokNN+LsFiThY8zOCDNqccUVERDQVptWqq/7+fnR3d7u8aGo8syQFBgNwT3KMJudoERERTYVpNRm5uLhY7QWiqZWTNgPl/7Rc3S2ZiIjIH024R6eoqAgGg2HM1w8//DCph9m+fTu6urrUV2tr66TaIW3cmxwDq4WFDhER+a8J9+hs2bIFGzZsGPOatLS0ST2M2WyG2cwTrImIiEgbEy504uLiEBen/f4t7ogIAHCuDhERkR9Rfm8rv8enkk/n6LS0tODatWtoaWmB3W5HbW0tACAjIwORkeOfVt3R0QEASE5O9uVjEhERkQ90dHTAYrFM6TMYxIfl1qZNm/DZZ5+N+LyiogIrVqwY9+c7OzsRGxuLlpaWKf8P9Vvq7u5GcnIyWltbER0dOHvYMG7GHQgYN+MOBF1dXUhJScH169enfMNgn/boHDhwwKs9dIKCHHOlLRZLQP0BUURHRzPuAMK4AwvjDiyBGrfye3xKn2GqH4CIiIjIV1joEBERkW5N60LHbDZj165dAbfknHEz7kDAuBl3IGDcUx+3TycjExEREU2lad2jQ0REROQNFjpERESkWyx0iIiISLdY6BAREZFusdAhIiIi3dK00Nm7dy/S09MRGhqK7OxsnDhxYtRrT548ieXLl2PmzJkICwtDZmYm3nnnnRHXlZWVISsrC2azGVlZWSgvL5/wfUUERUVFmD17NsLCwrBixQr8+OOP3gfs4f2H+i3j3rRpEwwGg8tr6dKl3gfs4f2H0iruyspKrF27FrNnz4bBYMBXX301og095tuTuPWY7+LiYtx///2IiorCrFmz8MQTT6CxsdHlGj3m25O49ZjvDz74AIsWLVJ3Ec7NzcU333zjco0e8+1J3HrM91DFxcUwGAzYtm2by+ea5Fs0UlpaKiaTST766CM5f/68bN26VSIiIqS5udnt9WfPnpUvvvhCzp07J01NTfL5559LeHi47Nu3T72mqqpKjEaj7N69WxoaGmT37t0SHBwsp06dmtB9S0pKJCoqSsrKyqS+vl7Wr18viYmJ0t3dreu4CwoKZPXq1XL58mX11dHR4XXMUxn3119/LTt37pSysjIBIOXl5SPupcd8exK3HvO9atUq2b9/v5w7d05qa2tlzZo1kpKSIr29veo1esy3J3HrMd+HDh2Sw4cPS2NjozQ2NsqOHTvEZDLJuXPn1Gv0mG9P4tZjvhWnT5+WtLQ0WbRokWzdutXlOy3yrVmh88ADD8jLL7/s8llmZqYUFhZ63MaTTz4pzz33nPr+6aefltWrV7tcs2rVKtmwYYPH9x0cHBSr1SolJSXq9319fWKxWOTDDz/0+NlGM13jFnH8j/H44497/BwTMVVxD+XuF75e8z3UWIWOnvMtImKz2QSAHD9+XEQCI98iI+MWCYx8i4jExsbKxx9/LCKBk28R17hF9Jvvnp4emTt3rhw9elTy8vJcCh2t8q3J0NXAwACqq6uRn5/v8nl+fj6qqqo8aqOmpgZVVVXIy8tTP/v+++9HtLlq1Sq1TU/u29TUhLa2NpdrzGYz8vLyPH620UznuBXHjh3DrFmzcNddd+Gll16CzWbzOL7RTFXcntBjvidC7/nu6uoCAMyYMQNA4OR7eNwKPefbbrejtLQUN27cQG5uLoDAyLe7uBV6zPcrr7yCNWvW4JFHHhnRrlb51uT08qtXr8JutyMhIcHl84SEBLS1tY35s0lJSbhy5Qpu376NoqIivPjii+p3bW1tY7bpyX2Vf7q7prm5eQJRjjSd4waARx99FOvWrUNqaiqamprwxhtv4OGHH0Z1dbVX23JPVdye0GO+PaX3fIsIXnvtNTz44INYsGCB2obyc8Pb0Uu+3cUN6Dff9fX1yM3NRV9fHyIjI1FeXo6srCy1DeXnhrfj7/keK25An/kuLS3F2bNncebMGbfta5VvTQodhcFgcHkvIiM+G+7EiRPo7e3FqVOnUFhYiIyMDGzcuHFCbWp1zWRN17jXr1+v/vuCBQuQk5OD1NRUHD58GE899ZRnwY1hquL21bP5su3fIm6953vLli2oq6vDyZMnNXk2T03XuPWa73nz5qG2thadnZ0oKytDQUEBjh8/7vJLX4/5Hi9uveW7tbUVW7duxZEjRxAaGqr5sw2lSaETFxcHo9E4ovqz2WwjKrHh0tPTAQALFy5Ee3s7ioqK1P9QVqt1zDY9ua/VagXgqAwTExMn9Gzjmc5xu5OYmIjU1FRcvHjRswBHMVVxe0KP+Z4sPeX71VdfxaFDh1BZWYmkpCT1c73ne7S43dFLvkNCQpCRkQEAyMnJwZkzZ/Duu+9i3759us73WHG74+/5rq6uhs1mQ3Z2tvq93W5HZWUl9uzZg/7+fs3yrckcnZCQEGRnZ+Po0aMunx89ehTLli3zuB0RQX9/v/o+Nzd3RJtHjhxR2/Tkvunp6bBarS7XDAwM4Pjx4xN6Nnemc9zudHR0oLW11eUPzGRMVdye0GO+J0sP+RYRbNmyBQcPHsS3336r/sWq0Gu+x4vbHT3ke7x29JpvT9oZzt/zvXLlStTX16O2tlZ95eTk4Nlnn0VtbS2MRqN2+fZ42vI4lOVpn3zyiZw/f162bdsmERERcunSJRERKSwslOeff169fs+ePXLo0CG5cOGCXLhwQT799FOJjo6WnTt3qtd89913YjQapaSkRBoaGqSkpGTUZdaj3VfEsTzNYrHIwYMHpb6+XjZu3Kj5csTpFndPT4+8/vrrUlVVJU1NTVJRUSG5ubkyZ84cv467p6dHampqpKamRgDI22+/LTU1NSO2E9BbvseLW6/53rx5s1gsFjl27JjLstqbN2+q1+gx3+PFrdd8b9++XSorK6WpqUnq6upkx44dEhQUJEeOHFGv0WO+x4tbr/kebviqKxFt8q1ZoSMi8v7770tqaqqEhITIfffdN2IpZF5envr+vffek7vvvlvCw8MlOjpaFi9eLHv37hW73e7S5pdffinz5s0Tk8kkmZmZUlZWNqH7ijiWqO3atUusVquYzWZ56KGHpL6+Xtdx37x5U/Lz8yU+Pl5MJpOkpKRIQUGBtLS0+HXcFRUVAmDEq6CgQL1Gj/keL2695ttdzABk//796jV6zPd4ces13y+88IJ6z/j4eFm5cqVLkSOiz3yPF7de8z2cu0JHi3wbREQ87/8hIiIi8h8864qIiIh0i4UOERER6RYLHSIiItItFjpERESkWyx0iIiISLdY6BAREZFusdAhIiIi3WKhQ0RERLrFQoeIiIh0i4UOERER6RYLHSIiItKt/wdKmPGtP3nihwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create array of sensor signals from a given direction of arrival\n",
    "\n",
    "# *-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-\n",
    "# direction of arrival of narrowband pulse, in degrees\n",
    "# --> try any value between 0 and 180\n",
    "theta0_deg = 60.\n",
    "\n",
    "# signal-to-noise ratio at array signal\n",
    "# --> 'None' means no noise is present\n",
    "# --> 60 dB means very little noise is present\n",
    "# -->  0 dB means signal and noise have the same power \n",
    "\n",
    "SNR_dB = 60\n",
    "# onset time of narrowband pulse\n",
    "t_initial = 0.3\n",
    "\n",
    "p_array = dsb.create_array_signals(ULA, x_pulse, t_initial, T, theta0_deg, fs, c0, SNR_dB)\n",
    "\n",
    "#Inspect the resulting data by ploting the signals for the first, the middle and the last sensors in our ULA:\n",
    "plt.figure()\n",
    "m_index = [0, int((M-1)/2), M-1]\n",
    "for m in range(3):\n",
    "    plt.subplot(3, 1, m+1)\n",
    "    \n",
    "    if m == 0:\n",
    "        plt.title('ULA signals')\n",
    "    plt.plot(t, p_array[m_index[m],:], label='m={}'.format(m_index[m]-M//2))\n",
    "    plt.xlim([t_initial, t_initial+2*T_pulse])\n",
    "    plt.legend()\n",
    "  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52a0904d-3bc2-4de4-b78e-0a31bf80fb1f",
   "metadata": {},
   "source": [
    "#### Plot a plane wave acoustic field at the same frequency and DoA as the  created narrowband pulse."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b0ccf21c-a830-41b7-86db-6869b2a51fde",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.FancyArrow at 0x7f2399e48b50>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create 2D mesh of (x, y) points\n",
    "mesh_side1 = np.linspace(-0.7*L, 0.7*L, 1400)\n",
    "mesh_side2 = np.linspace(-0.475*L, 0.475*L, 950)\n",
    "XY_mesh = np.array(np.meshgrid(mesh_side1, mesh_side2))\n",
    "\n",
    "XY_mesh[1] += 0.4*L\n",
    "\n",
    "# create acoustic wavenumber vector, pointint at the DIRECTION OF PROPAGATION\n",
    "# of the plane wave (opposite to the DIRECTION OF ARRIVAL!)\n",
    "k0 = 2*np.pi/ac_wavelength\n",
    "theta0 = theta0_deg*np.pi/180.\n",
    "k_vec = k0*np.array([-np.cos(theta0), -np.sin(theta0)])\n",
    "\n",
    "# create plane wave acoustic field\n",
    "p_planewave = np.exp(-1j*np.tensordot(k_vec, XY_mesh, axes=(0,0)))\n",
    "\n",
    "# plot acoustic field and array positions\n",
    "fig = plt.figure(figsize=(7, 5))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.pcolormesh(XY_mesh[0], XY_mesh[1], p_planewave.real, cmap='RdYlBu',\n",
    "              shading='nearest', vmin=-5, vmax=+5)\n",
    "ax.plot(ULA.XY[0], ULA.XY[1], 'ko')\n",
    "ax.set_xlabel(r'$x$', fontsize=15)\n",
    "ax.set_xticks(ticks=np.array([-0.5, 0., 0.5])*L)\n",
    "ax.set_xticklabels([r'$-\\frac{L}{2}$', r'$0$', r'$+\\frac{L}{2}$'],\n",
    "                   fontsize=12)\n",
    "ax.set_ylabel(r'$y$', fontsize=15)\n",
    "ax.set_yticks(ticks=np.array([0., 0.5])*L)\n",
    "ax.set_yticklabels([r'$0$', r'$+\\frac{L}{2}$'], fontsize=12)\n",
    "ax.axis('equal')\n",
    "\n",
    "# indicate direction of propagation of plane wave with a green arrow\n",
    "ax.arrow(0.65*L*np.cos(theta0), 0.65*L*np.sin(theta0),\n",
    "         -0.1*L*np.cos(theta0), -0.1*L*np.sin(theta0),\n",
    "         width=0.01*L, head_width=0.05*L, head_length=0.04*L,\n",
    "         length_includes_head=True, edgecolor = 'k', facecolor = 'g')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56a0a3b4-9619-4965-802c-0adcb1517c54",
   "metadata": {},
   "source": [
    "#### Calculate the delay-and-sum beamformer, \n",
    "we need a vector of steering angles theta (DoA) to steer our array towards. Let's define a range of N_theta points covering the entire [0, 180] degrees range. \n",
    "\n",
    "We need also to define the vector of amplitude shading weights\n",
    "\n",
    "The actual beamforming calculation is performed via the function dsb.delayandsum_beamformer, which takes as arguments the object containing the ULA geometry, the sensor signals, the vector of look directions, and the sampling frequency."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cd514d9e-40de-4423-8b9c-6d1fbe66e218",
   "metadata": {},
   "outputs": [],
   "source": [
    "# use delay-and-sum beamforming to map direction of arrival\n",
    "\n",
    "N_theta = 181\n",
    "theta = np.linspace(0, np.pi, N_theta)\n",
    "\n",
    "N_DoA = int(theta0_deg) # choosed above \n",
    "\n",
    "# *-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-\n",
    "## array shading schemes - uncomment one\n",
    "weights = np.ones(M)\n",
    "# weights = ss.windows.hann(M)\n",
    "# weights = ss.windows.chebwin(M, 40)\n",
    "# *-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-\n",
    "\n",
    "y_beamformer = dsb.delayandsum_beamformer(ULA, p_array, theta, weights, fs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ae4e522-6f81-4b1e-a772-b79e4ecc049c",
   "metadata": {},
   "source": [
    "#### Plot the beamformer output y(theta, t) \n",
    "for a few candidate steering directions - say, 0 deg, 45 deg and 90 deg. If the steering direction matches the direction of arrival `theta0` of the plane wave, you should see a large amplitude pulse; otherwise, destructive interference between the misaligned sensor signals will yield a low amplitude result - or perhaps even zero!\n",
    "\n",
    "It is very interesting to compare the beamformer output y(t) to the signal captured by the center sensor p0(t). The second figure was created so that it superimposes the center sensor signal to the beamformer output when the steering direction matches the plane wave DoA. Note how the beamformer output has significantly less noise than the single sensor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "83ff8197-e9c5-48f4-8f8e-5be592b2efc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Center sensor vs. beamformer output')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot beamformer output for different steering directions\n",
    "plt.figure()\n",
    "plt.plot(t, y_beamformer[0, :], label='0 deg')\n",
    "plt.plot(t, y_beamformer[60, :], '--', label='60 deg')\n",
    "plt.plot(t, y_beamformer[90, :], ':', label='90 deg')\n",
    "plt.xlim([t_initial, t_initial+2*T_pulse])\n",
    "plt.legend()\n",
    "plt.title('Beamformer output for different steering directions')\n",
    "\n",
    "\n",
    "# compare beamformer output to center sensor signal\n",
    "plt.figure()\n",
    "plt.plot(t, p_array[M//2, :], label='center sensor')\n",
    "plt.plot(t, y_beamformer[N_DoA, :], ':', label='beamf output', color='C3')\n",
    "plt.xlim([t_initial, t_initial+2*T_pulse])\n",
    "plt.legend()\n",
    "plt.title('Center sensor vs. beamformer output')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bfe6858-b775-40a9-b637-9ef8008308ef",
   "metadata": {},
   "source": [
    "#### Create beamformer polar response.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "872a2ca0-a810-41d7-bdb5-8e937d8e5089",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create beamformer polar plot\n",
    "\n",
    "y_beamf_polar = np.sum(y_beamformer**2, axis=1)\n",
    "\n",
    "y_beamf_polar_dB = 10*np.log10(y_beamf_polar)\n",
    "dB_max = y_beamf_polar_dB.max()\n",
    "\n",
    "# *-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-\n",
    "# Polar plot dynamic range\n",
    "\n",
    "dyn_range = 25      # dB\n",
    "# *-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-*-\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, polar=True)\n",
    "ax.plot(theta, y_beamf_polar_dB)\n",
    "\n",
    "# add arrow indicating direction of arrival of signal\n",
    "ax.arrow(theta0_deg*np.pi/180, dB_max-dyn_range, 0, dyn_range, width=0.01,\n",
    "         head_width=0.1, head_length=5,\n",
    "         length_includes_head=True, edgecolor = 'green', facecolor = 'green')\n",
    "\n",
    "ax.set_rmax(dB_max)\n",
    "ax.set_rmin(dB_max - dyn_range)\n",
    "\n",
    "ax.set_thetamin(0)\n",
    "ax.set_thetamax(180)\n",
    "fig.set_tight_layout(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70b6cfb1-1a4c-403e-8868-f075b8836522",
   "metadata": {
    "tags": []
   },
   "source": [
    "## References\n",
    "\n",
    "\n",
    "```{bibliography}\n",
    ":filter: docname in docnames\n",
    "```"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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 },
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