cgddrd/CS39440-major-project

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src/template_matching_scaling/notebooks/motion_displacement_wiltshire_inside_15cm_obstacle_scaled_exhaustive.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Terrain Motion Displacement - Wiltshire Inside 15cm (Obstacle) (Scaled - Exhaustive)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) IPython Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* \n",
       " * Force prevention of output scroll toggle.\n",
       " * Original source: https://github.com/ipython/ipython/issues/2172#issuecomment-53708976 \n",
       " */\n",
       "IPython.OutputArea.auto_scroll_threshold = 9999;"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%javascript\n",
    "/* \n",
    " * Force prevention of output scroll toggle.\n",
    " * Original source: https://github.com/ipython/ipython/issues/2172#issuecomment-53708976 \n",
    " */\n",
    "IPython.OutputArea.auto_scroll_threshold = 9999;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%load_ext ipycache\n",
    "%matplotlib inline\n",
    "\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.figsize'] = (12, 8)\n",
    "\n",
    "# We have to add a reference to the parent folder in order to access the modules.\n",
    "import sys,os\n",
    "sys.path.insert(1, os.path.join(sys.path[0], '..'))\n",
    "\n",
    "import main as templ\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "from tse.tse_matchmethod import tse_match_methods\n",
    "from tse.tse_matchtype import TSEMatchType\n",
    "from tse.tse_datautils import TSEDataUtils"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2) Calculate Displacement "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Skipped the cell's code and loaded variables results_dict from file '/Users/connorgoddard/Desktop/CS39440-major-project/src/template_matching_scaling/notebooks/cache/cache_wiltshire_inside_15cm_obstacle_scaled_exhaustive.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_wiltshire_inside_15cm_obstacle_scaled_exhaustive.pkl results_dict\n",
    "\n",
    "config_file = \"../../eval_data/calib/calibdata_23_03_15_11_07_04.txt\"\n",
    "\n",
    "image_pairs = [\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG1.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG2.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG3.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG4.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG5.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG6.JPG\")\n",
    "              ]\n",
    "\n",
    "patch_sizes = [50, 100, 200]\n",
    "\n",
    "match_method1 = TSEMatchType(\"DistanceEuclidean\", tse_match_methods.DISTANCE_ED, None, \"r\", reverse_score=True)\n",
    "match_method2 = TSEMatchType(\"HistCorrel\", tse_match_methods.HIST, cv2.cv.CV_COMP_CORREL, \"b\")\n",
    "match_method3 = TSEMatchType(\"HistChiSqr\", tse_match_methods.HIST, cv2.cv.CV_COMP_CHISQR, \"g\", reverse_score=True)\n",
    "match_method4 = TSEMatchType(\"DistanceCorr\", tse_match_methods.DISTANCE, cv2.cv.CV_TM_CCORR_NORMED, \"y\")\n",
    "\n",
    "match_methods = [match_method1, match_method2, match_method3, match_method4]\n",
    "\n",
    "results_dict = templ.start_tests(image_pairs, patch_sizes, match_methods, config_file, exhaustive_search=True, use_scaling=True, plot_results=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3) Tests"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 1: IMG1/IMG2 - 50px patch - *DistanceEuclidean*, *DistanceCorr*, *HistCorrel*, *HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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8S7q+xwDK9X2FNLBvPilA/XOl69EZucd+l3x7TNILpD/IV1Uq1/attp+p8DwP\nAX5p+9nCbR7py8wh9H0V31chrATitRtC6BGqvmZG75Jk2yv0ZFbbPn26hpGCnc8XUzzUqsGkQYC/\nIQXRW5N6HU8DPh8//YW+qNrrvBca0va+ihSPsDJR6/LXbnzOhxBq6e7f3H4TTFctp1Wbknp/W4CP\nuMUHN7CZITRFnwmmQwghhH6uu39z+1OaRzXDgIWkFInemtEj9EGS7teKS6YvkbQy5DKHEEIIoQ/o\nN7N51FAKpu8HtlKrVnOL3+zlNoU+wPa43m5DCCGEEFZuTe+ZzrMv3CNpan68ntJS0w9LuiZP9dZM\nw4CFbvFLpNzpMU2uL4QQQgghDBA9kebxVdKCIKXk7OOBa22PJS0zfXyT6y/1TAP8i0j1CCGEEEII\nDdLUYDovWPFx4Lcsn2N4H5ZPe3Ye8J/NbAPtg+n7SHNNhxBCCCGE0G3Nzpk+HfhfYEhh28Z5nl1I\n8xRvvMJZnVBrlau8bzfgzTxN0gzSwhot3akzhDCAxCqQIYQQamhaMJ1XAHzW9j2Sxlc6xrYlVZ2b\nT9LkwsPptqdXOKy0yhWkOUUnlu0bXdh3CHChWjXCLZ5bx9NoGEn3AV+yfXNP1tsIkp4EjrR9fW+3\nJYReUOszJoQQwkomx6XjG1VeM3umdwT2kfRxYC1giKQpwDxJm9h+RtII0op2FdmeXEc9tVa5Ku17\ngjRx/2tq1TTSanq/rv+pdKxSwCnpsLxtJ9sd5mpLGg08Dqxme1lh+wjge6RlcQeRVkO8CDjN9ssr\nltRwlVZZDGGgiJX0QgihH8mds9NLjyV1K2OhaTnTtr9he1PbbwU+A9xg+2DSEtaH5sMOBS7vZlWT\nSEtJ715hlatJwGygpbDvUuCT3ayzkkYGnG0Th0taj7TU95rA9raHkFJXhgJbdqrQrGzbQJgeMYTu\naPuMiRSPEEII5Xpy0ZZSoHkqsJukh4Fd8uOuF9rihW7xxErLxeZtD5OmxCu5GvigWrVed+rtLElP\nStol399O0l2SFkl6RtIP82GlFJCFkhZL2h44Glhk+yDbswBsz7b9Ndv/yuXtKOlOSQsl3SFph0K9\n0yV9T9IM4EVgC0nLJH1J0iPAQ/m4CZLulbRA0gxJMVAzBAB7IfbECKRDCCFU0iO9krZvAm7K9+cD\nH21GPVUGIxZn88Atfkmtuh7Ym+WzinRURt1NqLGv2Gv9U+B02xdIWoflM4zsREpJGVpK85D0E1Jv\neuUKU88lrho3AAAgAElEQVT1VcB/A78H9geukrSl7QX5sINIKSIPAavmbfsC2wKvSHovcDYwAbgL\nOBi4QtJY22/U9cxDCCGEEAag/raceGmg0J6kgUJQFkxntVI9KpVRDwGX557dBZIWAGdQOfXjdeBt\nkjaw/bLt2wtllFsPqDVYci/gIdsX2F5m+w/Av0lTEJLrP9f2g3l/KTg+xfZC268BRwFn2r7TyfnA\na8D2nXj+IYQQQggDTn8LpisNFKoUTN8A7KhWVQpeuzrYyMC+toeXbsCXqBwgH0kK2h/MaRl71Sj3\nBWBkjf0jgVll22aWnfNUhfOK2zYHjin7IvCWDuoNIYQQQhjw+lsw3W4wYg6WhwKLyo6bS3ruG3VU\nRjfbUzHtw/ajtifZ3hD4PnCJpLWp3It9HfCJ8oGDBU+TguGizfP2tiorNaNwfxZwUvGLgO1Bti+q\nUmcIIYQQQqCfBdMVBiMOAl5xi98sO86k1RBXmK6u1oDGRpF0kKQN88NFpMB2GfBc/rc4S8ePSYve\nnCdps3z+KEk/yoMEpwFjJR0gaTVJE4GtgCuLVXbQpN8AX8gDIyVpXUl7SRrU3ecaQgghhNCf9atg\nuoJKKR4lFYPpBqs2Xd4ewH2SlpBWifyM7dfynNEnATNyusV2eRDhjsAbwO2SFpN6qxcCj+YBnROA\nY4DngWOBCXl7sR3l7Vr+wP4H8DngF8B84BHSAjcxt3TomHQW0nSkaUjDers5IYQQQk+S3TfjJUm2\nvUKParXtFcto1buAC93iFaZ5U6u+AHzALf5s91sbQmN15nXe66TpLF8h8I/YsUJgCCGElUZ3/+ZG\nz3QIobtihcAQQggD1kAOpu8HxqlV/f0ahNBssUJgCCGEAau/B5JVg2m3eEHet1mPtiiE/iZWCAwh\nhDCADdhgOruP5asPhhBCCCGE0CkRTEfedAghhBBC6KKBHkz/iwimQwghhBBCFw30YDp6pkMIIYQQ\nQpcN9GD6QeBtatXqPdSeEEIIIYTQjwzoYNotfgV4E/ibWjVNrbF6WwihiljpMYQQQgUDOpjO3gC2\nA/YEzmxWQyTdJ2nnZpXfTJKelLRrb7cjhF42lrTSY1M/K0IIIaxcBkIwvaiDYxbnf7u1elulgFPS\nYZJuAbD9Tts3d1DGaEnLpPYLyUgaIelsSXMkLZb0oKTJktbpans7yflWk6Sxki6W9JykhZL+Kelr\nklYpPLe7y87ZQNLrkp6oUN50SfMlrdHA5xJCV8VKjyGEEFYwEILpjnqmfwE8Buzulm4tOlFXwFmn\ntvXhJa0H3AasCWxvewiwGzAU2LJThWZl21brfnNB0pbA7cBM4J22hwGfBt4PDCocurakcYXHk4DH\nKbt2kkaTfjF4FtinEW0MoZtipccQQggr6LfBtFolYAgd90zfCzzVzUC64/aknutd8v3tJN0laZGk\nZyT9MB9W6rlemHugtweOBhbZPsj2LADbs21/zfa/cnk7Sroz9wbfIWmHQr3TJX1P0gzgRWCL3EP8\nJUmPAA/l4yZIulfSAkkzJHV2MZtW4G+2j7U9L7fz4dzuxYXjpgCHFh4fDJxP4QtEdghwXYXjQ+gd\nsdJjCCGEChrSK9mXqFXlvcOvq7U8Tuv4PLe445MqFFNjX7H8nwKn274gp2qUAtedgCeAobaXAUj6\nCXBp1QpTz/VVwH8Dvwf2B66StKXtBfmwg0h5ng8Bq+Zt+wLbAq9Iei9wNjABuIsU4F4haaztN+p6\n5rArcHwdx10A3CLpOOAdpF7r24HPlR13CNAC3AG0SNrI9rN1tiWEEEIIoUf0u2C6FASrVSOBf7jF\nI2odr1atAiwBNnGLl3SjagGXS3qzsG0N4B8Vjn0deJukDWw/TwomS2WUWw+YW6PevYCHbF+QH/9B\n0ldIqRHnkYL4c20/mPcvy5kepzj3sEk6CjjT9p35mPMlfQPYHrilRt1F63fQzpLZpKB+N2AXUq90\nO5I+BIwCrrC9RNIDpJ/Yf1JnW0IIIYQQekS/TfMg5RR3lOKBW7wMeIQ0Ur87DOxre3jpBnyJygHy\nkbm+B3Naxl41yn0BGFlj/0hgVtm2mWXnPFXhvOK2zYFjcorHAkkLgLd0UG9n21liUgB9OPAZUhpH\n+TU6FLjGbvtyczGR6hFCCCGEPqg/B9P1DD4seZjuB9OVVEz7sP2o7Um2NwS+D1wiaW0qD2C8DvhE\n+cDBgqdJwXDR5nl7W5WVmlG4Pws4qfhFwPYg2xdVqbOS64BP1XnspcDHgcdszy7uyNdhf2AXSXMl\nzQWOAbaR9O5OtCeEEEIIoen6czBdV8901qxguiJJB0naMD9cRApslwHP5X+Ls3T8mDSQ8jxJm+Xz\nR0n6UR4kOA0YK+kASatJmghsBVxZrLKDJv0G+EIeGClJ60raS9KgDs4ragF2lHSapI1zO8dImiJp\nSPFA2y8BHwE+W6Gc/yQtpPMOYJt8ewcp3eSQTrQnhBBCCKHpIphOHgLe3oQ2VJsubw/gPklLgNOB\nz9h+zfbLwEnAjJxusV0eRLgjaXGZ2yUtJvUCLwQetT2fNHDwGOB54FhgQt5ebEd5u5Y/sP9BGgD4\nC2A+Ke3lkCptr/xE7ceBHYDRwP2SFgKXkObkfbG8Xtt32y7OLV3adwhwTp6x5Nl8m5fbNql8Du7Q\ng8pXAGzWioCNKjdWLAwhhNADZDdqauTGkmR7xRk1qm1f4bhWHQVs6xaXzxJR6dgPAme4xR/oWmtD\naKx6X+c9SppOWgEQ0nzLG7d7bE9sSj1dLbdR5YQQQujXuvs3tz/38nU6zSPPTR1CqKx8BcBmrQjY\nqHJjxcIQQghNF8E04BYvAF4FNmlqi1Zykv4iaUmFWz3zS4eVX/kKgM1aEbBR5caKhSGEEJqu380z\nXTCM1ONcr4dJA/fqmSt5QLK9Z2+3IfSiFJBOrPq4WfX0djkhhBBCDf29Z7ozvVH3Au9tUltCCCGE\nEEI/1N+D6XpzpiEtox0DEEMIIYQQQt0imF7uTmDbJrUlhBBCCCH0QxFML/dvYBO1aniT2hNCCCGE\nEPqZCKYzt3gpcA/wvmY0RtKvJJ3YjLJDCCGEEELv6O+zedQdTKtVZwFvBc5Qq7Z3S+em0pL0JLAR\naSnspcADwPnAWU6+2IlyjrB9Q2fqbzRJawDfIE0vNpK01PkNwHdsz+zNtoU+TDoLGEua43lSn52S\nrrydcAZpZdJ7gKdJK3luAcwCFtOXn8sAlD+v2/7/an1ed+bYEELoin4ZTOfFVwbTuTSPscBb8v0z\n6fyUWiYt432DpMHAeOCnwAeBIzpZTl9YPOYSUhB9ACnAGAQcCOwKnNOZgiStantp4bEA3FeX3wzd\nMZblqw525X3UU4rtPIsUSA8BPkr64rhh3rdp/rcvP5eBqDOvs5XlNRlCWEn11zSPQcCrbvGbnTin\ntFra63RztTTbS2xPJX1oHyppnKRzJX0XQNIGkq6UtEDSC5JuVjIF2AyYmhdDOTYff7GkuZIWSrpJ\n0talunK5Z+TyFkv6u6QtCvvHSbo21/OMpBPy9lUkHS/pUUnPS7pISvnikj5KCir2tf0P28tsL7b9\nK9vn5GNGSroil/uIpM8W6pws6RJJUyQtAg6TNF3SSZJmAC+RfgUI/c/KsupgsZ1PA6/lxy8BC/L9\n0pfx54Cneq5poQ6deZ2tLK/JEMJKqn8F09JZSNNfPIk/D3+FxZ08exLwx99eDq98l6uQpiEN605z\nbN8JzAZ2IvU4l3pijyH9cd6AlBpyQk4FOZj0s/IE24Nt/zAffxUwhtRbdjdwQVlVE4HJwHDgUeAk\ngNxDfh0wDRiRy7g+n/NlYB9g57xvAemnbkiB9O22n67x9P6Q2zoC2A84WdJHCvv3AS62PbTQ3gOB\nz5K+7MyqUXZYea0sqw6W2nk88Glgh/x4R2A9YAkwnxRknwccgTSyd5oaKmh7ndWRttGZY0MIodPU\nV39pl2TbK6Q7VNued04n/5w39W0s3vthD+1svf8YqQXvn0spiP4jdl0/CUp6AjiyPNdZ0m3AVOBt\nwGzb35LUCmwDHGP7sXrKKewfRvojP9T2Ekn/B7xh+6i8f0/gx7bfIekA4Fjb769QzgPAf5fqkTQC\nmAmsDfwaGGT7gCpt2BR4IrfhpbztZGCE7cMlTQbG2x5fOOdG4Cbbk6tcwlBQ83UeGkc6FXgd+9uF\nbeuzPM3jSexXkX4GvIR9Qi+0MoQQQhN1929u/+qZzj/nLVqTB4/4Tx7qSgGrL2V+vtuonwRHQVuZ\nJT8g9SBfI+kxScdVOzmnY5ya0zEWkYJYSL3aJfMK918h9fxCyvd8vErRo4HLcqrJAtKAyTeBjYHn\nST3O1YwE5pcC6WwW6bmWzK5wXvxUHvqajwFXt9tiv4D973x7NW/9CfA5pEHlBYQQQhjYmhpMS1pL\n0u2S7pX0gKRT8vbJkmZLuiffPtagKicBf/zw4bQ8v+4KAWxdPjWRn92yKU/QgJ+pJW1LCjBvKW63\n/aLtY21vSUqHOLqQIlH+U8GB+Zhdc8pEKde4nm9Qs0gzElTb9zHbwwu3dWzPIaWGbCdpVJVz5wDr\nqX1gsRntA+hKP3n0zZ9BwsCU0jY2A+7o8Fj7cWA6cHhzGxVCCGFl09Rg2qlX5yO23wO8G/iIpA+R\ngqof235vvl1ds6D6K1yIPfGfm7AanZvJo82j6/PIzkfySBcDaQFIGiJpAvB7YIrt+ykEv5ImSBqT\nZ7VYTJpKb1nePQ/YslDmIFLe5nxJ6wInV6qziquAEZK+KmlNSYMlbZf3/ZqU57xZbtOGkvYBsH09\ncC2p5/p9klbL535B0uG2nwJuBU7J5b6bNGPJ7+q5PiH0EbsD1+G6Byr/CPgfpP72i14IIYRuaPof\nBdulkdRrAKuyfKR8MwOroUBXe5WfYvl0WJ01VdJiUq/vCaQ/vqWerOIAxDGkYHUJKSg9w/ZNed8p\nwIk5/eJo0lzVM0kzDtwH3Eb7Hl6zYo+vIc0qAuwG7A3MBR4mTdkHadq+K0ipJotzudsVytiPNHDx\nItK1/BdpQZtr8/4DSKkic4BLgW8X8rwrtYkq20LoLSumeNT2d9JsHzs1pzkhhBBWRk0fgKjUi3M3\nqbf1V7a/LqmFFGQuAu4iDcRbWHZe5wcglo5p1XHA+m7x1zvd3lYNIwXUQ9zSR0dnhn4vBiA2mbQq\n8CzwbmrPWlN+3tHAu7Aj3SOEEPqJ7v7NbfqiLbaXAe+RNBT4q6TxwK+A7+RDvkvqwT2ygdV2ailx\ngOnT0ypZN+zMy/vcCi++yZDOllGvaityxUpdYaXQ11c5rNS+FVc83Ap4ulOBdHIB8G+kL2O/2Oev\nRQghhKbrsRUQbS+SdBXwAdvTS9sl/ZY0ddwK8hRrJdOL53VgKCn9oDPGAh+W4IS3s/ib97MpTQqm\nqb4iV6zUFVYGff11Wql95dseonMpHok9D+kW4FOk+af7+rUIIYRQJnfsjm9UeU0NpiVtALxpe6Gk\ntUn5u62SNrH9TD7sE6R83BV0Y07iYXQ+EG5bJesHD/MiKW/6vi7WX3ddtJ9+L1bqCiuDvv46rdS+\n8m230PW2n0ta9Oi8KnWFEELow3Ln7PTS45x+3GXNHoA4ArhB0r3A7cDUPFPEaZL+n6R/knp1vtbg\nejud5kFhlayFb/AEXR+E2Km6ylI5YqWusDLo66scVmrf8m1p1dH1SQMKu+JK4N15ar2+fi1CCCE0\nWf9aAbF0TKtuAU50S9sMGZ2ru1WTgVXd4m915fwQuisGIDaRdDywKfZ/daOMq4FfYF/ZsHaFEELo\nFbECYmXdmRoP0mweb2lQW0IIfcsnSdM5dse9wHsa0JYQQggruf4cTHdn8GB35poOoX+Tfoi0JN+u\nQRre202qW1qkaAvg5m6WFMF0CCEEoP8G010ZgFg0mwimQ1hRWkL+s6QVTUeRBunegrQd0slIjyCt\n36ttrO0TwBXYb3SznAimQwghAP0wmFarViEtwb24G8U8BWyqVkXOagjt7QfchP0E9mLso4FzgL8A\ng0mzW2zTmw2sKi0gdSjwpwaU9giwCdKQBpQVQghhJdbvgmnyH3S3eGlXC3CLlwCvA+s1qlGSfiXp\nxEaVF0IvOYw0Ndxy9o+x18f+MjADeGfPN6suBwBvkgL/7rGXknrl393tskIIIazUemzRlh7UYb50\nabVDUi/as8DofH/S+PFt01uVBiG+UE+lkp4kTbn1JrAUeAA4HzjLtpnMqsBH1aodqbG6YS7nCNs3\n1FNvs0haA/gGaeqvkcBzwA3Ad2zP7IH69wC+Sfop/VXS9fyR7amSDiP1hv7EqWe0dM6+wGXAeS4s\n96yUmvAMcLPtjze77f2WtAUwDriqxlH3Ae9tQt3dW2lQWgc4JZ+7rNvlpvM2A85E+o+YFq/vK19h\nFjiNWHE2hNAA/bFnup5lwEurlu0JfLxw/8zCMZ0dhGhggu0hpD+ypwLHAWdXqPPMiiUsL6cvpJdc\nAkwg9eYNIf10fxewa2cLkrRq2WNJ1VNoJO1Hmrv3XGCU7Y2AbwN7Fw57DPh0WdmHAg+TrmHRp4BZ\nwHhJG3e2/aHNIcCF2K/XOOZfNKdnut73TzVfA27H/luDyh1Lmkd/6y62J/S88v/r7r6mQggB6L/B\ndEf50sVVy+4t3C+uYNblQYi2l9ieSlpa+FBJ47iQMdyQ65nGCZKulLRA0guSbs7x5RRSID5V0hJJ\nxwJIuljSXEkLJd0kaetSXZLOlXRGLm+xpL8r9SCW9o+TdG2u5xlJJ+Ttq0g6XtKjkp6XdJHyrAyS\nPgp8FNjX9j9sL7O92PavbJ+Tjxkp6Ypc7iOSPluoc7KkSyRNkbQIOEzSdEknSZoBvAS8tdK1y0H2\nj0k94OfYXpKv6c22jypdYlJP87+APfJ56wE7AFew4peRQ4HfklIQDqr7PzKU+wzwuw6OuR8YR40v\nS13U9ZUGpcHAMaQvt40q9+XCv7Hy4cqh/P86Vq8MITREvwumPZkZnsz2SK52G/8R9hz/ERj/EbYd\n/xF2K9xf0HZcA6bHs30nKSjfice5iSU8AOzOHXwul78BKTXkBCcHk3pQJ9gebPuHuairgDHAhsDd\nwAVlVU0EJgPDgUeBkwCUgojrgGmkXrQxwPX5nC8D+wA7530LgDPyvo8Ct9t+usbT+0Nu6wjSoLST\nJX2ksH8f4GLbQwvtPZA0E8SgfG4lbyel11xSo+5SoDaF1FsKKdD7M/BauwOlzUnP8Y/5dgih89IX\nrVGk11919nxgCbB5g1vQnZUG9wNuxn68geVOIg1kFOnLYej7yleYjRVnQwgN0e+CaU1moiZzCba6\ndWvcXNNzgPV4k9e5h0vzh/brpCB0tO2ltmfUKsD2ubZfcprOqxXYJgfKkHppL7V9l9OgqAtYPmXX\nBGCO7dNtv277Rdt35H2fB060PadQ7n45bWJ9Us9vRZI2BXYEjsvl/pPU81sMVG+1fUVu/6u5nefa\nfjD3dL9ZpfjStGpza12T7DJS6sYQ4GDgvArHHAzcYXs2aaGOrSXFlGad9z7gnjzwriONT/WwF2JP\n7GJu8mGUD5rsbrnpvP1IXwq36kKbQg9zixe6xRNLgXP54xBC6Kp+F0xTX5pHPRoVTI8C5pdt+wGp\nB/kaSY9JqvTzM9CWjnFqTsdYBDyRd21QOGxe4f4rpJ5fSO2v1BsHadDlZTnVZAFpgN+bwMbA86Rg\nv5qRwHzbxR65WaTnWjK7wnlP1SizpDTgs1b9QFuQfhXwLWA927exYorHIcDF+fgXgOmktI/QOduS\ncubrcR89OaNHrZQSaUvgHaRfZ5rhDnKqUQghhIEpgunqur2kuKRtSQHmLcXtuYf4WNtbktIhji6k\nSJQPnjswH7NrTpko5RrXk5M6i7TaW7V9H7M9vHBbx/YcUmrIdpJGVTl3DrBeniWjZDPaB9Dlz6Pa\ntnIPka79fnUcC2nGlKOpkMsraUdSasuJOed8LimvelL5oMjQoQ/QuWD6XU1sy3IpjedxpHFVjqhn\n0GR3fB/4OilnP4QQwgAUwXR1s4G3dHLhFgFIGiJpAvB7YIrt+ykEv5ImSBqTB9stJk2lV5quax6w\nZaHMQaQ84PmS1gVOrlRnFVcBIyR9VdKakgZL2i7v+zUpz3mz3KYNJe0DYPt64FpSz/X7JK2Wz/2C\npMNtPwXcCpySy303cAQdD07r8FraNik4/pakw/K1XEXShyStMOLe9k2kHO+fVyjuUOAaUs/kNvn2\nTmBt0gj+UL9tSQO16tEzPdNp+saLSDnaRxe2C2ndvFrjoVRL8WiE9N7+E+nXkRBCCANQBNNVuMUv\nkwYWbdiJ06ZKWkzq9T0B+BFQmu/YLO+ZHUMKVpeQgtIzclAIaS7cE3P6xdGknteZwNOkIOU22vfw\nmhV7fA1pVhFgN9KUcnNJ08aNz8f8lDTzxTW5zbcB2xXK2I/00/hFwEJSHuz7crshTZk3mtRLfSnw\n7cLc2JXaRJVtKx5k/4k0qPKI/LyfAb4DXF6pfNs3ennOqwFLWhP4NPBz288Wbk/SfuBi6Ii0EWn+\n9sfqPOMBYCzS6s1rFJC+WD4P7AJ8AmmTvP3npNSqecCj2PdWOb9RWoCDkcY2uZ4QQgh9kFJHYN8j\nyU4DAeva3ra/Vb8FbneLf9Ot+tME/5NIU+dNaMYglfJFBGIgTCjp6HXeo6Q9gWOwP9qJcx4B9sV+\noJt1V15URdqKlP8+DvsFpF+S8u0fIH3xej92I36hqredd5BSne6mK4vKhDad+VyMz9AQQiN0929u\n9ExXNxZYF/gPmjehfywaEFYGnRl8WPJP4P0NqLvae+TjwOWkQaUApwNfBH4G7N+jgXTyBmnwbryX\nu68zn4tVj1Wr+uPftxBCH9QfP2zqWQGxHqUJ/WfSvAn9B+yiAZJezAvTlN/+o7fbFlbQmcGHJdcB\nuzeg7mrvkY8BV7c9sh8hpRsdj31PA+rtrNJnzhMMsPdyE3Tmc7HisWrVaGCWWtNCVCGE0Ez9NZhu\nRK/UJFKe8OVN/OlwwC4aYHtQXpim/FZzzu3QKz5A/YMPS/4K7IG63Tu44qIqaSDuDsAN7Y60j8I+\nu5v1ddUk4G/A3Ejx6LbOfC6Wjt2D9p0op5B+KfhQU1oYQggFq/V2A5qgUQMQF6pVP6CJsz7kPxQT\nm1V+CN2WBvWtSfUVKyuzn0CaD7wX+EeX63fF98iHgX/0QipHdfZCpF2A2UhjsB/t7SatrDr5ubgM\n+DtwDzBfrZpAWn1zJ+A00oDrqU1oZgghtIme6doatXBLCCurrYH76dpI5atJ6RiN1j7Fo69IK4le\nSMwU05P+QAqYJwKXkGZH+iXwTdLUoON7q2EhhIEjgunaIpgOA907gAe7eO7ACqaTC4FP9nYjBgK1\naj3SAPFJbvHtbvHJpGkKnyJNf3kX8Da1algvNjOEMAD0q2A6L7AymDR/cyM8DYyMUeFhAOtOMH0T\n8B7UwGAmLQ8+mDRbSF/0L2BMD8yxHdLKsNe7xS+VNrjF57nF+7jFy9zi10kpIDv1WgtDCANCfwsS\n1wVecYuXNqIwt/hV0oIlG3e3LEn3Sdq5+62qWPYySRWXDZd0oKS/NqPeMCB0PZi2XyENytu1ge35\nOHB1F9NOms9+lbR66pjebsoA8EnS6pO1TCdSPUIITdbfgulGpniU1JXqIelJSbuWbTtM0i0Att9p\n++YOyhidA+NVyraPkHS2pDmSFkt6UNJkSet01C7bF9jeo1DWvpLulbRI0nOSrpc0uqNywoC1NV3v\nmYY0Xd3/IDVqsPMngcsaVFazPEj6EhKaRK0aTAqSr+rg0OlEMB1CaLKVfjaP6dOXr4C1w3q03DZ/\nxWC6eAwwafz4+lfUAtYHzlGrZlF7ha1qS2h3qK3OL2F+mTa17ZPWA25jNG8wgZlswAIu5lju53PA\nFqQlxuurRxoDnAd8wvaNkgaR5gLudE++pNVsv9nZ88JKJKVnDCJ9oeyqs0nLuk8GTuygvsqrHS7f\nvyFpdpBrKh7b0fn11NEYlYPpnqm73yr7bL4YmFH6PK6xEmJb3nRPTj8aKzOGMLD0h57pthWwjhnL\nyVTume7OilqrAePqPLeq3HO9S76/naS7cu/wM/yZPYEP8zvGkwLphbkHenvgaGARh/E0G7A9sCef\npsX212wXA+ndJD0saYGkXxTqbesdB94DPGH7RgDbL9q+1PZT+di1JZ0rab6k+yX9r6SnCmU9Kenr\nkv4fsKS8Bz30O+8A/t2tlAp7GXAQcBjSRKSxebq9Sjp6n+4L/DWnUlQ6tp73eU+sOvoAlXumY8XT\n7ilev1bSrx6V9rVd25w3fSdpXvKeFP/XIQwg/SEYalsB69VlLDvzfbxt+nRNmz693aCnulfUat2a\nLU7fBn6yDYuOGM3XgRfrPZdCj3IFxYDkp8DptocCWzAuz+F7CP/Mxw21PcT234GPkv5odPQc9iIt\nrvFuYH9Je1Q45m5gK0k/ljQ+90wXtQBvJfV47wEcyoq97Z8h/YEY5hQohf6rO4MPl7OfJf3K823g\nSuBhpM0qHNnRa/yTLA+gKh1bz/u8J1YdrZbmMWBXPG2Q4vUbSvv5o2td27tJHQk9Kf6vQxhA+kMw\n3bZa1lqrMGrsYIaxYm9A2zG1UjwAdlifWe8ZBtsMY+jBm3Ma8EPSz9wdrcYl4PLcM7xA0gLgDCqn\nfrwOvE3SBrZfZgx7AX/kmorz064HzKXjVcFOtb049zLfSIU/HrYfJ+UPjsplPSfp/5RWlIP0c/xJ\nthfank0K+otfEAz8zPbTtl+rcS1C/9CYYBrAvhl7HPZY4ALg4ApHrbjaYYk0lLSa3bQax1Y/v546\nGuffwNsrrP7YE3X3Z6Xr9zlgsVv8TIV9lT4f76Xng+kBu7ptCAPRSp8znYPjiQAX/kWl3N92vQHF\nYzqy+iptaSKlMt71/9k783A5yir/f74EwhIIa4BAAmELIPsmBBAaUEARFRdgEAF/LuOKIzijMzrT\nKQw9mKwAACAASURBVBwXEHAZGQVFVhlcQBRFFpUGkUVAAknYISHsYU2AQIDk/P54q3P79u2leqmu\n6tvn8zz93Nu1vO+p7q7q06fOOV/gsQQXRAPea2bLJI4lHQt8vMa2HwNOAu6RNAeIzOwITdeUGts+\nB2yQQBWs8otlEaGzyUgjzW4pjyNpV+AXBIGD/wA2YHh+bC3Vu07yZ53+YmvgpymMey5wIdI3h6WQ\n1FY7LPNuoITZS3W3bbx/8m06xWwB0gJC4fIjPZ17FFO+BirS+wkO8oh1dXadQbjr1jNc3dZxBovR\nEJlexpfu4v9mL+ABEkSgG1Adxe5EuKVm2oeZPWhmR5nZBOBk4NeSVqZ2FPtPwGGSGqWQtIWZ3Ubo\njLBNvOhJoPL2e61b8flsSeakQfci08P5O/AmsGfTLaWtkc4Efgj8JAVb0sI7eqTHjlQ50024D5gU\ndwBxHMfpOqPKmX7yNVb43Ax+2YEjTaFgLxYKdkTFGI8D6ynqWmsvJB2t0JkAYAHBQV0KPBP/3axi\n89MJLf/OU5xnKmlDSadJ2rbeFNRw5CXtLenj5bklbQUcShA2gPAj4t8lrSFpEvB53HkeTMKPuw2A\nh7o+dohGn0fIya83//5IfyC0NnsS2Aqzy+tunz/cmU6PlpxpK9qbwGzCXUbHcZyuM6qcaVLoM21F\newN4FqjXgaDh7tR2Rg8CZkl6CfgucKSZLWY6r7I2P2E5btFyWiDprWb2AiGC9wZwi6SFhGj1i8CD\nFfPUm7fy/xcIqmEz47n/SCjoOiVeHxFuS88hyDWfT+OiSmf0MhV4mPTaH14AfJDqXumSkL5JaKl3\nKbAxZtMxezolO9LiHkKPbqf7tBqZhmzyph3HGRD6Pme6ivEMOZjd5DFCqsdj9TYws01qLDuPEIEb\ntt7MahVfAXyOz/M+YC6wFeH2JGb2JCHPut7cY6qef7SODbMJznS9cV6lIlooqVC1fsQxOqOWbQjR\nvHQwe5ygzHkR0lGYLUJaiVA4vCWwG2bPpjZ/+txDSBlzuogirQ2sQfjB3wruTDuOkxoemU5GJ3nT\niVCkNQmiFu+wou1MEBt4a5pzOk4D2on+tcqxhNaTf0IqEn5Ergjs3+eONJR7TadQ6zDg7ADcacWW\n23K6M+04TmqMxsh0XzrTBEf6N1ZcJsRyIyG945qU522G50wPJjsC30tl5OFKgB8GPkdo17g/Znen\nMmevGH5sY4B1CLUQTgUdKAS2+yPvLmAbRVo+zqFOhCsZOo6TBHemk5GqM61IWxCidNtULL4R+Exa\ncybBzErU7ujhjGZCNDXNyHRZHQ7gx5iNphZilcf2XPzcnemRVL5OZ5K8jdyOwHWtTmZFe0mRnojn\nbeUHW7t2Oo4zQHiaRzIeBSalMG6ZjwE/seKwIqubgT0UuWS303Mmxn+fTGn80awOV3ls1xDyv52R\nJP4MKNJKirRh/LSTH3ntpHqM5s+q4zhdYrQ5amk50+UCxLTYDbi+coEVbT4houXttZxeExyWSkGV\n7jKalQCHjg1mESKbzkhaUQj8JDBPkS4BNqf9wtgbgENa3MeVDB3HaYqneSQjtTSPOPK8C6HgsJpy\n3nR6XRUcZyTpFh+OZiXAymOT7gf+KVN7ckqLCoF7EfLqxxDUaF9rc9rzgKIiTbaiJVJydSVDx3GS\nMGoi04okgjP9UgrDPwmso0hjUxh7c+BFK1qtvMqbSKIS5zjdpRedPAaB+/A0j26wJ3C1Fe2HVrQv\ntDtI7BifBxzfNcscx3EYRc40sBLwphXt9W4PHFd/P01QhOs2u1I7Kg0hMj0thTkdpxHuTHeHB4FN\nkcY03dKpiSJNJrRLfLhLQ34f+H+KNL5L4zmO46TnTEtaSdItkmZIulvSt+Lla0m6RtL9kq6WtEaX\npkwrxaNMR0WIkmZJ2qfGql0JxS21mA1MVKR1moy9VNKmddZ9WEEcw3GaI61GaFN3f9am9D1miwh1\nDxtnbUofMw240Yrdyd+3os0lKMh+uhvjOY7jQIrOtJm9BuxnZjsC2wP7Sdob+ApwjZlNBf4cP+8G\ndZ3pUkmTS6Uq2eLWaViEKGmupAOqlh0n6a8AZratmV1fY9fdiCPTkqbEjvFyAFa0JcCtPMRBks6W\n9ISkhZLukTRd1VLMNTCzn5vZQRU2vTf+gbNA0jOS/ixpSvPDbx1JR0m6TdJLse1XSNorXjc9Ptbj\nq/b5Qry8WLV8k3j5/6Zhq7OM7YDZKcqIDxr34UWInbAn4Q5dN/lv4LOKdL0ivavLYzuOM4CkmuZh\nITIDMJZQPPICQc76vHj5ecD7ujRdo8j0aQRRlE5oVoRotChwokhjCLfUb69etey/F5jJr/gh4Vbn\nHmY2HngHsDpQMxpddz5pc8Jr/kUzWx3YBDgDWNLKOPFYDYtXJZ0AfJfwxbUu4bU7g+Fy5vcDx1Tt\neizBAal+LY8hdEc4Qkold90JeIpHd7kfd6Y7YRqhdqRrWNFmEq6dZwBnKdK7uzm+4ziDR6rOtKTl\nJM0g5Btfa2azgfXMlvVTfhpYr52xSyWdVSqpVCrpilJJa9DYmV4b+FSppFXbmSvm0f/Yiq+ceble\nPOO3mv+x89TSrds4cr1//P9bJd1GxIucwspMX+bolyPXL8YR6D24lMmszHJmdrSZzQMws8fM7Itm\ny9QSAd4Rp868IOmHFfMui44THKU5ZnZtPM7LZnapWahsl7SypHMlPS9ptqR/lfRoxVhzJf2bpLuA\nl8oR9BrHujoQAZ8xs8vM7FUzW2JmfzCzL8ebGSG9ZRVJb4n324bwo+E2Kn5QKIiIfASYThDCODTx\nC+8kQzoLqQScDByANA/pBqQr6CQVqzxup+OkNV76jCxC7L9jyARFWhnYFjhOkUqKdIWixq+XIp2V\nZFsr2ptWtF8ARwJnK5KLUzmO0zZpR6aXxmkek4B9JO1Xtb5hNDdOBSg/ClWry8pU7yQoUzVyptck\nOGEfbetAAo+utyKrbbkaq2+zOhO2W52/1thGNZaVqTzO7wPfpcjnOZ5LgF/Fy98W/13dzMab2c08\nyaZsy3Jxt5JGHELIv94eOFzSQTW2+QewlaTTJRWkET8uioRo9abAQYQocfX7cyThNV/DzJbWsWUa\noSD0N01sBriAoej0sfHzavYm/Oi6gvBaHZtgXKc1yufTqoT3fzKhJVn5/Op03E7HSWu8tKkVme63\nY8iKXQl1I5uR/PVq6bW1ot0AnA5crEgrdGSt4zh9Q+wDLfMxOx2vJ32mzWyBpD8Q+ik/LWl9M3tK\n0kRgfoP9pjcYtlqZ6lDgpVJJjVItflAq6QdJbC4UrNp5fXRx7Do+/AqvzFywzPEtI+AySZW5pmMZ\nmcIB8DqwBS8wiTW5xcxuqRhjOG+yKqthhE4ijzcw+dtmthBYKOlaQhR6WOGhmT0c/yg5gSBEsJqk\ni4HPmdkrwIeAT1volfuipO8D/1U5BPADM2tkB4Q7Ac82cLZh6FgvBG6Q9DVCP9e9gG9VbXsscLmZ\nvSbpV8C/SppgVrOdoNMe5fNpKeFH9gJCKlGnym/dVpDrN0W6Wu3x+u0YsmIaIV+6/GMkyevVzmv7\nHeBoQv1Kt/OzHcfJIWZWAkrl59V1Wq2SZjePdcqdOiStTMjzvQP4HUORxWOBy9qcYpkyVaFgLxIi\n0wsKBVP1A3iR4ODdBHyo1jY19qnmsZPu4cUZL/Lo355lm7OPtUeq1hvwXjNbs/wAPkPtaPXHgKmc\nyXF8i49LaqTK9RzP8DThQt+Ipyr+XwSMq7WRmd1iZkeY2bqESPg+wFfj1RsQcsPLzKsxRBKxg+eA\ndeqlgQw3xx4ltBD7FnC/mT1WuUH82fkgcfTezGYAcwnvv9M9jgJ+DbwZ/92B7qgUdlvtsN/UE+cB\nExheLNxvx5AVbwVuoTUVwpYVC61oS4E7CT3/HcdxWibNyPRE4LzYoVoOuMDM/izpDuCXkj5GcIoO\nb2fw2IGuVKYaT4imDaNU0nIV635CiL7+uo0pn375TVb/4p1MsqItTrhPzdQMM3tQkb4EHMx/UwR+\nLWktaqe8/Il7+QTvYlfa/+FREzO7TdJvgG3iRU8CGwH3xM9r5REmKbK8CVgMHAZc0mC78utzPvAz\n4Lga8xxGeP/OrOjksQbhh9j3E9jiJMHsRaSvAjtj9qF4aefKb91WO+w39USzJUgPExy1u+Jl/XUM\n2bEj8LVWVAg7UCx8EHemHcdpkzRb4800s53NbEcz297MvhMvf97M3m5mU83sQOteZKZezvTqwMuF\ngi0Bbibk4bVM3KbuCTroNV1G0tE8yQeBa3iTFwiO41JCT9qlhBzBMqfzGnARH5VCkYykDSWdJmnb\nelNQw5GXtLekj0uaED/fipAec3O8yS+Bf5e0hqRJwOdpsUMJhLQeQnrIGXErvlUkrSDpnZJOrrHL\nLwh3Lsq545W2HwucTShE2iF+7AXs0OD4nfbYnOBUON1lNqHloJOQWFRlfeCBHk3pzrTjOG0zmhQQ\nV6e2M70moSUfhPzFCaWS1mpzjnKEKSn1CiwP4lxO4STeQ2gfd6SZLY5bCX4D+FvcleOtZvYCe3Aw\nq7A2cIukhQTRgRcZcnyq56ict/L/cmvCmZJeAv4IXAqcEq+PgEeAOcCVhIhxs8LH2gdudjohN/tr\nhLz4eYS0l3JR4jK7zOw1M/tL3Jt82fFI2gDYH/iemc2vePwjtq+6rZ7TGe5Mp8NttPkjfoDZHpgV\nBzF6gTvTjuO0TU8KEHtEvcj0GsTOdKFgS0sl/YPwxXZ1G3PMIqREjFAUNLNNaiw7j7in9rD10/ko\nofvGtla0J6r2KRK6agwtu95mKNJzHMbeVrQ5NeYZU/X8oxX/V9owm+F9nqvHeZWKThnVHVRqHWMj\nzOwi4KI666IG+32k4mnNCnsza5Rn7rSHO9PpcBvhh6qTnF73O3dn2nGcthlNkel6znRlZBpClXe7\nUaJZhHSDTtkNeLTakW7CrTQvQnScTnBnOh3+AexIE6EjZxg7EooCe8VzwHKK2r5r6TjOADOIznTD\nW66lkiaVSnUFWWbRndzHgwlpCq1wK7B7F+ZulZo505I2imXCqx8L43xrp/9wZzoNQl3IE8BWWZvS\nR/Q0Mm1FMzw67ThOm4ymSEkjZ7qyyPE24NQG4/wLoQDwsBrrZgFvUaSzCL1PFwFH1WrBVCoN3ybu\nPlLmYOArDWxYRsVcKwFKMne3iPsw1lQGi9UYV0tr7kEmfo9RpCtI+T0emlTLAxsT8uW7Md6wz2nD\nFnCtbJvG/r3hNsKdpVnNNhwkKq5nmxLqKhYSaiHeAszssTllZ/rvPZ7XcZw+p2FkOu7AcIikkyX9\nQtLF8f+HKH+3LJNGph8GxpVKWr/OOJsD7y6VQseLSqxoC4FnCcUxzVS2aipxKdJbCE7L3xodTI1x\ndieI3myZYG6nvymLVPTyPd4IeIqhItBOaUWJrlNFwH5QFPQixNqU37tKxc0LCGlwL/fYFo9MO47T\nFnWdaUn/SUgteDdwL6EP8HmEjhiHArfFqnV5oWkBIkChYEb4YtulzjibE1pZ1RMFmcVQUVwjla16\nSlwnAGdY0V6vs1+jcWYnnNvpb7JQyOt2ikcrx9Dp8faDomAntRqjmfJ7V9YIuJXQ8aeXxYdl3Jl2\nHKctGkWm7wR2MrNPm9k5ZnaVmf3RzH5mZp8CdqYsQpAPkkamoU6UKBZ42ZTQI/m4OvPMJLSUa6ay\nVa3QiCKtD3wA+FGjA6k3DvBX4A8J5nb6m/IPuV6+x912pltR+etUEbAfFAVnANsijc3akJxRfu+G\nFDdDtNqdacdx+gaZNdbkkLSSVd36lbSOmT2bqmGSmY2U9ZbUsoiI4/QjtT7/qSGdDjxJLK7kpIA0\nCziG0CfdqYMi/Qk4zYr2xx7Puz5wlxVt3V7O6zhO9tTzOZOSJO/5VkmfNLOb4gk/AHwb2KLdSTuh\npoMdaR3gXivaOtXrSiVdBXyvUBi6MJdKmgLcUCjYpKptC8BJhYLtUyrp64QixA2BccC6hYK9qEg7\nAj+3om1DCyjSKgT59L2taPe3sm/FGJsANwIbxNXnjtMtNifc+XDSo5zq4c50Y7Ynm7ueTwOrKNLq\nVrQFTbd2HMeJSdIa7yjgB5K+I+ki4JPAfuma1TL1UjygKmc65hFgfKmkNauWV97q/l/gQmBrwpfg\nDvHye4FNFWnFFm38AHBbu450zNz4b73WfY7TLlPxtnhpU+7o4dRBkdYlBHla6cHfFSra423W67kd\nx+lvmjrTZjYT+CbwaYIT/Vkzeyxtw1qkkTM9Imc6LkKczUgBlmXOdKFgTxYK9u1CwZ4i5O/tCGBF\ne43g1E6lNY4jFHG2TXyxvwmY1sk4jjOM0JlnCu5Mp40XITZnW4KMeFZ33h4ko7uujuP0L02daUln\nE3ovb0dwCH8v6XMp29UqLTnTMbXUDOsVYS1zpiv2TSzeokgbEyLblyfdpwE3Ant2YRzHKTOF0Bbv\n1awNGeXcBWyJtHLWhuSY7eh9f+lK7iHcjXQcx0lMkjSPWUDBzOaY2VWEfsc7pWtWy9R0pksliZDm\nUavCfybtO9N3UL+1Xi2OAS62oi1uYZ96XEf+0myc/mZLQstLJ01CIfe9DKWMOSPZlmyFbaqv9Y7j\nOE1pWoBoZt+VNFbS1sBS4D4z+1j6prXEMme6SnnwE8DrhULNns6zgA+Wn8SO9+bAQ5UbxeNtBWxf\nKmlCoWDPEKLD30pimCIJOO7i3bmzVFKJ2oqI1fs0Ujm8HVhPkSZb0R5NYoPjNGEq0Ekuf3NqqRT2\nh3Jh+9Q+vnKqx81ZmpZjtgXOz3D+GcBprSjN9lKV1nGcfJIkzeMQgoP5A+CHwEOS3pW2YS1SGZmu\nVEP7EbVTPCBO84idaID1gEWFwogq7qnA2wiv1QXxsluB7RVppQS2HQC8uu6KrEUXFOGsaEuBq4GD\nEsztOEmYSvqR6Vqf6X5QLuyEWsfnRYh1UKTlgG3INjI9B1iLIGfeKwVPx3H6nCRpHqcD+5nZvma2\nL1AAvpuqVa2zOkPOdKUa2snUcaYLBZsPvAFsEC+ql+JRHu854LcAVrRXCLdrd25klCIVgIuAr0pd\nVYS7Eji4yRiOk5QtSTsyXfsz3Q/KhZ1Q6/hcVrw+GwELrWj1AiCpEwcr7mTorm0vFDwdx+lzkjjT\nC82s0sl8mPrFfllRGZmuVAxcntr50mUqixDrOdPl8b7P8A4eN1Knq4YirahIn4r3O9KK9ltqKCI2\nYNm2dW4ZXg0coEgr1FjnOK2SfppHbZXCflAu7IRaxzcLmIK0anZm5Zas86XLzCAETpIqzTa7XjuO\nM8pJItpyu6QrCBcLgA8Bt0l6P4CZXZqWcS0wntBwn9hRPQIg7iPdKMpRdqavoo4zXR6vVNI7gP+o\nWHUToXf0aeUF8W3KE+LHTOAAK9rMaruaEV+Q625rRXtakR4mFIPekGRMx6lJcOrWBualOo/V+EzX\nWjaaqH3MbyDNJNzVuj4Ls3JM1p08yswA3mZF68r12nGc0U+SyPRKBEd13/jxTLzs0PiRB+q1xqsl\n2FJJZYu7bWncZ/dOYMeKHOsbgT3jAkNiEZefE1QTD7KiHVR2pFPCUz2cbrAF8CBmS7M2ZIDwVI/a\n5Cky7R09HMdJTJJuHsf1wI5OqedMN4tMzwQ+XSrpFELHjj/V27BQsPmlkl4l9OSdQ1BRBNhYkV4E\nfgM8D7zdij3p13sl8D3gaz2Yyxm99KL40BnOrfgP4VpsS6jRyZrZwFRFGmvFmp2gHMdxhlE3Mi1p\nuqT1GqyfKClKx6yWadeZvpvQM3tvYK+4KLERfwQ+DMvUCG8kpL1cT7gAH94jRxrgFmArRZ576XRE\nL/KlneHcBOyFlt3lGnji+o8tCNfkTIlVbh8idBZxHMdpSqPI9G3AxZLGAv8AngQErE/I91sMnJq6\nhclo5EzXTd0oFGxhqaQPAX8oFBI5wd8FrimVdGqhYK8RnOlTga8Ap/RSAteK9roizSL8GPhrr+Z1\nRh1bAtdkbcSA8QDh2rsJoaDbCel2c3oYjGhGOdXjjnobKNK2hOJDgDutaL/ohWGO4+SPupFpM/u9\nme0HHAn8DXiT0EruBuAIM9vfzK7ojZlNaTdnmkLBfp3QkaZQsFmEi2z5AnoBIT/65F460hV47qXT\nKR6Z7jVmBpQIbUadwJ6E4ERemEGV0q8iHaNIa8f/rwX8HhgLvAKcqUhr9txKx3FyQZKc6UeBi3tg\nSyeMB6rFVqB5mkc7nAb8slTSMdfuGyubZcethBaAzigmNYW1kGbgznQ2lAjO9M+yNSM3TKNBzUoG\n/Bm4TJH+xYq2VJE2Bc4BFivSLcCrwKVWtC8BKNJ2wJGKtBOuhug4A0eSbh79QLs50+3wZ0I0Ig+K\nVx6ZHgzSUlgbD4zB7LkujukkowQUPG96GXsScslzgRVtBkGjYN940TGEVMeVCT+Cdiek95U5FzgO\nV0N0nIGk751pRVoeWJEhFapK1qSxaEvLFApmwOPx06wVr+4FJirSGhna4KRPWgprEwkOgtN7KvOm\nBxpFmkj4YZe3OyTnAsfF+gHHAnPj5fcCe1V1+rgGmMzQd2rW3w2O4/SQps60pL1rLNsrHXPaYjXg\npTo5y2lEpgG+DjxBMjXD1LCivUnI7dslKxucnpCWwpo701nhedOVTANujqW888RFwHuBQ4CXgHcT\nzsNpVrR7Kze0oi0h1ND8A1dDdJyBI4kC4v9QVYgB/LDGsqyol+IBCQoQ2+R2YFGWjnQF5VSPP2dt\niJMOKSqsuTOdLSU8bxryV3wIgBVtviKVgJ8CJyc4D88j5H1vFAc6HMcZEBr1mZ4m6URggqQTJJ0Y\nP6Y32i8DajrTpZJWItiZRqulB4HJ8RxZ43nTTru4M50tJWC/rI3IAdPIoTMdcy6wNkHdtiFWtLsJ\n3w0fTNkmx3FyRiOneCwhhWJM/HfV+LGQfF0sGhYfxjnOXaVQsDcIKohbdHvsNrgV2C1rI5y+xJ3p\nbHkAGIe0ftaGZIUirUjo53xr1rbU4fdAwYr2dMLtTwNOVOSFpY4zSNRN8zCz64DrJJ1rZnN7Z1LL\nNHKm00zDuAfYmiBJniUPAmsq0rpWbKrg6DiVTATuzNqIgcXMkGYAOwBPZW1ORuwM3GdFezlrQ2oR\np2vc0MIulwPfAd5GUMZ1HGcASJKusaKkn0i6RtK18eMvqVuWnNVpU7ClQ8rO9DBKJX2+VOpdd424\naOcvwMG9mtMZNWxAKKR1sqOstDeoTCNHLfE6Jb4enw6cmLUtjuP0jiTO9K8IFcpfA/614pEXetlj\nupIRznSppIOBHxBeq15yKfD+Hs/p9D+e5pE9g+5M57L4sEPOB6Yp0pZZG+I4Tm9I0s3jDTP7UeqW\ntE+WzvT3SyWVgE2BeYTbtV8A/qtU0o8KBXsoLfW6qnE/DZyhSKvm9Xapk0vcmc4S6SxCV6StkdbA\nctEdqGfEecXTyFdwpmOsaIsU6cfAF+Me1TWv/6kpmzqO03OSRKYvl/RZSRMlrVV+pG5ZcrLKmb6X\nkEqyL6FZ/16EAs29CLf5To63S0sRq3LcUwjRnXd2cXxnNCOtQigy9i/w7JhK6MQzjtB+bdDYiFDg\nPjdjO9LgDEIbvW2of/13tUTHGSUkcaaPA75EcNZur3jkhfGEhvrVpBqZLhTsFWBx/LTszM8mqF59\nF9itVNIepKdeVz2up3o4rTAReCoWD3GyYVHF3zzf/UuLPYEb6whu9TVx949fAxPiRbWu/2l9NziO\n02OaOtNmNsXMNql+9MK4hNSLTKddgAjwN0Kl963AfcDehYK9WCjYq8DvgD1IT72uetzfAu9UlIve\n107+8RSP7Cmfw5cCm2dsSxaMquLDGpxO+B66hNrX/7S+GxzH6TFNc6YljQNOADYys09I2gLY0sx+\nn7p1yViN+mkes1KeeybhFt2LwHZx/+kyjwEbpqVeVz2uFe1pRboLOAD4Q7fnc0Yd7kxnjcXnsPR5\nBrMIcU9CjcmoxIp2jyLdClxZy1lOUdnUcZwekyTN4xzgdcKFD0IrrW+kZlHrrEYGaR4xdwPrAUdW\nOdIAjwOTUp6/mkuAD/R4Tqc/cWc6PwxcRw9FGkfohpSnlME0OAP4WNZGOI6TLkmc6c3M7GSCQ42Z\nvZKuSS2TVQEiBInZ3QsFe6TGuseADVOev5rfAO9RpCRdWpzBxp3p/HAXsB3SmKwN6SG7AjOtaK9l\nbUjKXA1MUaStsjbEcZz0SOJML5a0cvmJpM0YKrxriKTJscjLbEmzJB0fL58u6TFJd8SPTgRH6kWm\nU8+ZLhTs1ULBHqiz+nF67Exb0eYRZM736eW8Tl/iznReMFsAPA1skbUpPWRPRne+NLBMQfEC4Nis\nbXEcJz2SONPTgSuBSZIuIqjtfTnh+G8AXzSzbQjFeJ+VtDVgwOlmtlP8uLJ105eRSTePBDwObFgq\nST2e17t6OElwZzpf3ATsnbURPWQfBkdu+zzgGEUDdefBcQaKJN08ribk4X4UuAjYxcyuTTK4mT1l\nZjPi/18mCJ2Uo7XdcjIbFSBm5kwXCraI0Ppo7R5PfQlwWCwW4Dj1cGc6X5SAQsY29ARFWoHQj38g\nnGkr2mxCcOXtWdviOE46JM2t3ZDQXH95YB9JmNmlrUwkaQpB7etmwoX085KOAW4DTrQ21L9iBa0R\naR6lklYAVq6xfJjiVKEwcs4k2yS07awL38rYU+7jN3ddp0Mrq7m7NUctrGj3K9ILwO4MwG1UJwFa\n9nkrK3VuRHCmT0X64KAp7+WUEjCd+OKatTEpszMwx4r2XNaGtEObyoXnAp9RpKtHY19txxl0krTG\nOwfYjiBIsrRiVWJnWtKqhAb2XzCzlyX9CDgpXv114DRqVDxLml7xtGRmpapNVgKWWNFer1q+BrCg\nUBhx0SorTkFQnKrVlijJNkmY+tirjFtlDHvXGKdbc9TjUuB9uDPtBCo/b5Mrlh9AOp8/p3UeAjJL\nGgAAIABJREFUiv9uBjyYpSE9oED48dCvtHP9Phf4DOEO78/SMctxnKRIKtDFu4FJItO7A9tYm9ES\nSSsQUg8uNLPLAMxsfsX6nwKX19rXzKY3Gb7V4sMkilPdUqVa9Oxi2Hgcc29+vufKV7cAn0thXKc/\nKX/eFgCrE9KixuPKa/nBzJBKhIv7IDjTZ2VtRAe0fP22oi1SpMOB6xTpVivazNSscxynKXFwtlR+\nLqnYyXhJ8mpvBd7SzuCSBJwN3G1m36tYPrFis8MI4ift0Grx4TLFqQapFUm2ScJRZsz+yEb8spHy\nVTdTPCp4kMHqDOA0pvx52yH+ewzh/DjQUzxyRYlRnjcd50vvCVyXtS0d0JZyoRXtbuBE4OI4RdFx\nnFGCmgWc41D474CnGGqJZ2a2fdPBpb0JRSZ3ETp4APwH8E8EkQIjtHL7ZzN7umpfM7OGFxxF2gk4\nx4o2TPCgVNJBwImFgh3YzMY0KZX0CWBaoWD/r5fzKtKKhOjjqlYcISbjDDrS0cC7MTsya1OcCqTN\nCQ715NGaN61IuwNnVl+zBwlFmgfsb0Ub7XcgHKdvSOJzNiJJmsfZwNEEae6lTbYdhpndQO3o9x9b\nGacBjdQP8xBxy0K4BSvaYkV6AtiY0X/L2GmdtxA66zj5YhDypgv0d750N7gJmMbofY8dZ+BIkuYx\n38x+Z2YPm9nc8iNtwxJSL80jdcGWhGQhKV7mQWDzjOZ28s3WwN1ZG+FUEaLRJeA9GVuSJvvQ3yke\n3eBGQqqL4zijhCSR6TtisZbLiSXFCWkeLbXGS4lc9piuIJPIdIw70049tsYj03nlW0AJ6SrMZmdt\nTApsDtybtREZcxPQ09Q/x3HSJUlkehWCE30g8O74cWiaRrVAXtUPy7wArFgqadUM5nZn2hmJNBaY\nAjyQsSVOLYID/a/AL5HGZW1ON4mL7jYkBBkGmRnAZoo0PmtDHMfpDkkUEI+LHx+tfPTCuATkOjId\n97nOKjrtzrRTi82BeZgtbrqlkw1m5xLErL6RsSXdZnVgqRWtVgBkYIh1Ee4A3pq1LY7jdIckoi1b\nAv8LrG9m20jaHniPmf136tY1J+8FiBDypjcE7qte0U21RYYr3C0kiOLsrUilePz5hIhkK6pdzujD\nUzx6jYaf5wnbEa4CHI70fobO6aT75pUNCdfD3NKKumEn2zKUN/2n7lnvOE5WJMmZ/gnhtuOP4+cz\ngf8D8uBMj6f2LcO8FCBC4yLErqktMlLhbhHh9SkvfwaY0IW5nP7Gnene0855PoGg8DqZoXO638/b\nfkjxaOW96mTbi4BPtW+m4zh5IlHOtJndUn4SKyHmpXdxrtM8YhqleXRNbTH+u6BivI8z1Bf8VkKe\nXjfmcvobb4vXe9o5z8v7vNLGvnllEjmPTNPae9XJtjcBeyhSku9gx3FyTpIT+RkFMQEAJH0QeDI9\nk1oi7wWIEJzpjeus65raIsMV7srKXLcR2lAdCBxOG6pdzqjD2+L1nmXneQtpGkcBs4Hz29g3r/RD\nZLoVdcO2t7WizQeeA7br1GDHcbInSZrH54CzgC0lPUFQLPxwqlYlp1FkOi9fPDMI8s0jiB3ojm/b\nxhfy8jiV490L3F5xoe/nW8ROp0jLEW43D3prst5ibZznZi8ifRH4T8z2ScWu3jOJoTtkuaTqWpr2\ntpcQnOw7W7HRcZz8kaSbx0NmdgCwLrCVme2VI9GWEQWIpZKWI0Ss8+JM3wa8pVTSKhnM7R09nEo2\nBp7HBrubQh9xC7Az0gpZG9Il+iEy3UvOAz6iSEmCWo7j5JimzrSkb0law8xeNrOFktaUlIfiQ6id\n5jEeeLlQsCUZ2DOCQsFeJUix75rB9O5MO5V48WE/YbYQeBjYMWtTukTuu3n0Eiva3cCjwNuztsVx\nnM5IkjP9TqvI1TOzF4BD0jOpJWqleeQpX7rMTcC0DOZ9gOBAOQ7AVrgz3W9kde1Ig34oQOw15wLH\nZWyD4zgdksSZXk7SSuUnklYGxqZnUkvUikzn0Zku9xTtNbOA8Yrk0WkHYDPC3Qqnf8jq2tFVFGkl\nwvX6maxtyRkXAwcr0ppZG+I4TvskcaZ/DvxZ0sckfZzQZP78dM1KTL3IdF7ypcvcBEwrlaReTmpF\nWwpcBry/l/M6uWVTQtqA0z/cBOyRtRFdYAPgyfia5MRY0V4ArsGv0Y7T1zQtfDCzkyXdRcjrMuAk\nM7sqdcuaoLEv/5SvLL88X3/jN5rOUWbLHOieCbYkVcAqFOzRUkmL6VFksMqus4CvAKekPa+Te4Y7\n0+0p8zlpoJoqpkcBDwHrIY3D7JUGI+SOquvQ/9Bi8WErCoOd0su5anAdQVr87B7O6ThOF0lURWxm\nfwT+mLItrbHSi1uzeLyAdzJcfaqXaR6tKGDdSMh97MVt9kq7Xga2UKRJVjSvpB9UpDGEbh5zK5Z2\nS4HT6ZxaKqZnYnYE0kOEQuJ+a6FWeUxrEn4ktLt/2p/PLM+FGcBHejif4zhdJkk3j2mSbpX0sqQ3\nJC2VVKu3c29Z+fnXWTweRqpP9dKZbkUB6yZ6l/tYadcngcuBw3o0t5NPNgCew+zVimXdUuB0OqeW\nimn5Pbkf2LLnFnVO5efrD7RefNjLz2eW58JdwLbeIs9x+pckOdM/JNxufABYCfgY8L9pGpWI93zy\nPwlfPAdWpHhAb3OmW1HAuhnYPX2TgJF2XYrn5A06tfKl21Hmc9JhhIppxXtyHyFy2m8Mfb5gbVrv\nMd3K9bVTejnXMKxoCwmqwlv0cl7HcbpH0jSPBySNMbMlwDmSZhDycLNj0i0CZlU50hBypnvSfqkV\nBSxCeseU9KwZooZd1wDnK9IEK5pX0w8mmxLUS4doR5nPSQerq2IKITK9f28N6pzK65AiTSIEFNra\nP216OVcdZhD6iXvrSsfpQ5JEpl+RtCJwp6RTJJ0A9LQrRR1GqB/G5LE1HsBzwCqlksb1emIr2qvA\nVcB7ez23kxu8k0f/0q+R6Upc/bAxZWfacZw+JIkzfUy83ecIeWWTgA+kaVRCavWYhpw604WCGeHL\nZMOMTPBUj8HGnen+JeRMq7etNbuMC7Y0xp1px+ljmjrTZjbXzF41swVmNt3MTjCzPAg/1OoxDTl1\npmMeI3ypZMEVwN6KtHpG8zvZsgnuTPcrzwFLgQlZG9IOijQGWI+QF+zUZgawk6K+/sHkOANL3Zxp\nSTMb7Gdmtn0K9rRCozSPvBZTZeZMW9FeUqQS8G6CEI8zWHhkul8xM6Ryqsf8rM1pgw2AZ61oi7M2\nJMc8TghurY//6HCcvqNRAeKhPbOiPcZTOzLdM9GWNsgyMg1DqR7uTA8S0jhgdeCprE1x2qbcHu+G\nrA1pgykM72/uVGFFM0Uqp3q4M+04fUZdZ9rM5pb/l7Q+oa3bUuBWM8vDl/JqVF10YrnuTJ3pUmm4\nklahMKzN0qPANpkYFrgc+L4irQJ8jyrFr4xVwJwq2no/aqsabgLMwVzKuY+pX4SYMyXL6s8tFc70\noF9jah1/xbKNCN+z+RJIcxynKUlEWz4O/J0Q0fwgcIukj6VtWAJqFSCOA94oFOz1DOwpU1bSKisz\nVpJpZNqK9hxBlOAgatvZyHan97TzftTax1M8+p9Gwi15O2+r7ZnCUGQ6b7b2mkbX3U2AT2Rkl+M4\nHZCkm8e/ATuZ2bFmdiywM/DldM1KRK0CxDzkSzdS0nqMIangrLiE0I2llp2uiJcv2nk/au3jznT/\ncz/12+Pl7byttmcKQ8503mztNY2uu/8AVlWkdXpuleM4HZHEmX4WeLni+cvxsqypVYCYh3zpZUpa\nVSkekH3ONMBlwCHAsYxU/MpMBcypSTvvRy1Vw5GCLU6/8QCwKdKYGuvypmRZ/bmdwpAzPejXmFrH\nX152ACEV758yss1xnDaRmTXeQLoA2Bb4bbzovcBd8cPM7PRUDJPMzOq2CVKkvwJfs6JdV15WKmkf\n4BuFgr0tDZs6pVTScsCrwOqFgr2WlR2K9Dfg61a0K7Oywekh0u+Bn2J2WdamOB0gzQXegdkDWZvS\nCor0EHCwFfvL7ixQpLcDJ1vRdsnaFscZJJr5nM1IEpl+iOBIW/z4LeGW8aqE6HBW1EvzyDoyXZdC\nwZYCT5CdcEuZcqqHMxhMwSPTo4G7gKxbkrZE3GN6EjAva1v6hGuBdRWpr95nxxl0GrXGA8DMppf/\nV7jFuKqZLUjTqITsSuguUkmunemYcqrHQxna8BvgK4r0KSvakgztcNImqOZNAR7J2BKnc8qt0y7J\n2pAW8B7TLWBFW6JI5xPS8E7M2h7HcZKRpJvHRZLGK/SqnQncLenf0jetMVa0N604otVXHgoQm5F5\n3rQVbU5sx95Z2uH0hLWBN3KSS+t0Rj9KTk/Be0y3ynnAh+OovuM4fUCSNI9tzGwh8D5C/8spwEfS\nNKoD8lCA2IzMnemYSwjtDp3RzRTcmRktuDM9AFjR7icILO2ZtS2O4ySjaZoHsLykFQjO9Blm9oak\nxlWL2bEmHaZPSJwFTI2i9286bdrv562wwhsLGSm+Mnyf4Y345xO+QBYBR127L6cwXMDgMWDzTmzs\nhApbBWymSF+sEeF3ekyKYhYbMyDOTPncZehcG3bumeX+rlUz5gLjkdbB7Nm8ibXUYQowN09iLXmy\npRaxfasD5yvSTi6o5Tj5J4kzfSbhIn4XcL2kKUAecqZr0Y2c6anAvuPHP88KK7xR7gl9JnBEs33i\n/58BJlTst17FujMJLZAKHdrYCZW2vkTIPf97duY4MZXvS7PPWytMYUCcaUa+htXnXrde02wwW4p0\nJ7AD8GfS+8x0kynAzcBe5MfWvL9uUwmvGwzZl3ebHWegaZrmYWY/MLMNzeydFuSIHwH2S9+0tuhG\nzvQiAGlp+QdDEnGBykb8M6r2q27S/yjZpnlU2nMWnuqRF9ISs5jC4DjT1a/haBQIqUz16Ifjm0L4\n/OXJ1jzZUouyfa8BP6pallebHWegqetMS/pI/PdESSfEjxOBE4Dje2Vgi3QjZ/oo4Jd33bXPDtQX\nX6m5D3AgcDjDm/JXi7hknTNdaetFwAcUqe3eik7XSEvMYgqD40wPvYYhpaP6+Wig0pnOm1hLLaYQ\nPn95EmvJky21KNv3I8J1unJZXm12nIGmrmiLpH82szMlTSf0lx6GmUWpGtZGA+1SSbOBIwoFm5WS\nWR1TKmkMQbhl1ULBXs/SltiJngMcakWbmaUtTkpIM4GjMbsza1OcLiDtDJyH2XZZm9KMuBvFImC8\nt8ZrHUXaDbgQ2MqKTdTVHMfpiE5FW+rmTJvZmfHf6e0OngG57zNdKNiSUklPEfqvzs3SFiuaKdKl\nhFQPd6ZHG95jejQyG9gMaSUsOxXVhHiP6c64DVgJ2I5Qs+Q4Tk5pmDMtaX9Jl0q6O378WlJe86Wh\nD5zpmKxTPSq5DDg0ayOcVFgLeDPHKQBOq5gtBh4AtsnalARsjCsftk0cjb6AIODiOE6OaZQzfQhw\nNnA5IV/rw8AVwNnxuqZImizpWkmzJc2SdHy8fC1J10i6X9LVktbo9EBKJa0ElFMo8k6enOm/A1sr\n0risDXG6zhQGJ196kLiT/ug3PRF4Imsj+pzzgKMVaYWsDXEcpz6NItP/BrzPzM4xsxlmdoeZ/YzQ\nb/rLCcd/A/iimW0D7AF8VtLWwFeAa8xsKqHF01faP4RlrAG8UCj0RW5ZbpxpK9prhFuIu2Vti9N1\npuDO9GhkJrBt1kYkYCJBfMRpEyvaA4Q7Ee/M2hbHcerTyJlez2oULZnZXcC6SQY3s6fMbEb8/8vA\nPcCGwHsIv7iJ/76vFaPr0C8pHpAjZzrmRmBa1kY4XWcK7kyPRmbRH870+sCTWRsxCjgXOC5jGxzH\naUAj0ZZFba6rSSz2shNwC8FRfzpe9TRBXKEtyqpnO+xw7Vaf//zxq+y3H1cQq51VKKJtSsjd26jq\n70KqFAvLLbSq1dS63FrrMfIlFXsTnpeXe2IVtC2BV0imgjYFeDBtu/qBUaYgN4tQlJYrql9jQmT6\nb5kaNTr4FXCqIk0AvsHw77SF5PDzPMrON8dpSiNnejNJl9dZt2krk0haFbgE+IKZvaSKtsZmZvXk\nyeO2fGVKZlaqsdlUYN+VV36FZ56ZBOF2WC3VqMl1/lYrFpaVpdJUnMpjZPrHiiRvwZQ9irQaQU4Y\n4Gkr2htxG8MDGDr3knwmpwB/SsXI/mM0Kcg9BqyENAGzZ7I2poLq13g8HpnuGCvaAkW6GjiE2t9p\nefw8j6bzzRmFSCrQRTXqRs70exusOzXpBJJWIDjSF5jZZfHipyWtb2ZPSZpIiA6PIGFbvkUAq6/+\nzKKXX15zFYYrRJUj6AsIzkn131sJionvYKSyVJqKU1mrIA7DivaEIr0CbAHcn7U9DjcC6xD6uy9V\npP8hfHGWf/TdQ7LP5BQ8zaPM6FGQMzOkWYSOHqWMramk+jUu4TnT3WIG8BZGfqfl9fM8es43Z1QS\nB2dL5eeSip2MVzdn2sxKDR7XJRlcIQR9NnC3mX2vYtXvGEorOJbQnq1djgJ+eeyx0XelpfczXO2s\nrBr1F0JV+e7x82XqhlQqFg5P5UhTPe0pYN1SSY1+zPSaG8lX6slAokgbE9KeNrSibQC8m/Aluj4h\nT/Ye4A9Nb5tKY4FNCKI8zuhTkMtjqkf1a+w5093jHsJ1oPwaL/sOy+nnebSdb47TkLoKiF0ZXNob\nuJ7QLaI80b8T2rH9kpC7PBc43Kp64baqRlMq6RTguULBTh5pB/8g5JmuAHyM0D7vBbPsChZLJT0O\n7F4o2GNZ2VCJIh0PbGtF+2TWtgwyivRJYB8r2tF11r8N+K4VbdfGA2lP4IeY7dx9K53MkT4LbI9Z\nLqN+irQ84Tq7shXtzazt6XcUaUvgCivaZlnb4jijkU4VEBuKtnSKmd1gZsuZ2Y5mtlP8uNLMnjez\nt5vZVDM7sNqRbpP1CMWMtdgEOAy4itA3+0/AAxLv6MK87ZLHvGnv6JE9BwNXNlh/M7CZIjUr2i2Q\nrxQAp7vkvaPHBOB5d6S7xkPABoq0ctaGOI4zklSd6R5T05mWWJNwnM+ZUTRjUzM2JbTju1DimB7b\nWSZvzvSdwBZ+sc6OWJhhf+DqettY0d4gpC0d2GS4Au5Mj2aCM11ZzZ0vJuIpHl0j/lHyMKGwz3Gc\nnFE3Z7dBJw8ITTjek4I9nbA+tSPTmwIPmzEsn8WMGyT2Ay6T+BRwOnCpGUvTNxUIzvTkplv1iLhj\nxBMEB/+BrO0ZUPYEHrSi1SzIreBKQgT7gpprQ770NLyCfvRi9hzSK4RrSB4lu9fHiw+7zT3A1oTA\nh+M4OaJRAdxpPbOiO9RL89iU8It+BGbcLbE1IUr9X8DOwH+kZuFw8haZBniEkMfuznQ2NEvxKHMV\n8E1FGmNFW1Jj/a7AA5j1i4iR0x7lVI88OtMeme4+5SJEx3FyRl1nuk5P51xSKmk5QiuxWhG9us40\ngBlLgEsk/gr8Q+I6M65Kx9JhPEZwevLEPGDjrI0YYA4GPt9sIyvaPEV6BtgRuL3GJgU8xWMQKDvT\nV2RtSA08Mt197gben7URjuOMpGlrNklTgW8SepquFC82M2tJuCVl1gYWFgr2Ro11mxJ6dDbEjPkS\nHwYultjVjMe7bWQVeYxMzwM2cvWq3lHxWr9O6PN9S8JdryWIItRzpn+IqhTpulPom3tSVi/NjqH3\ns6x+N57gUOeRiXjP+pZIcN0tp3n0Jf694oxmkhQgngP8GHiD8CV9HvDzFG1qh0adPBpGpisx4zrg\nh8D/Sc1/aHRIHp3pcppHWb2qrCbppEf5tX4H8HpcYJiEErXUm4bypf/K4L6Po/W4y8c1GdiL0Ge6\nWSFqVnhkunWafW7vI3TyyZM+QSuM1vPScRI50yub2Z8IPakfiVUJD0nXrJbpijMd8y3gNSDq1Kgm\nPAFMLJU0JuV5WqGc5uHqVb2j/FrPAa5pYb/rgbcpGvH52RF4OM6XHtT3cbQed6X6HcAdwPI57ejh\nOdOt0/Bza0V7lfCa5umucCuM1vPScRI5069JGgM8KOlzkt4PjEvZrlap1xZveUL095GkA8XdPI4G\njpU4qGsWVlEo2GLgeWDdtOZog3mEyLSrV/WO8mt9OUHcKBFWtKcJX6w7VK3ajSCKVDn2gYOS4hGT\npnppllSr3+1PEMNaO0uj6uCR6dZJct3t51QP/15xRi1Jbhf9C7AKcDzwdUKe3rEN9+g99SLTk4Gn\nzXi9lcHi/OmPABdIbGnGK90wsgblVI+8RHDmEV6zhVY0b6vWA+IvlSMU6XLguhZ3LxFSPf5RsWxX\ngrALsQM9cO9j7ECPvuMe/n6Gv9L9wJbAsxlZNQJFEh6ZbpnytaDJZncTOnr8Nn2LukvC43OcvqRp\nZNrM/m5mL5nZo2Z2nJm938xu7oVxLdByW7xmmHEtcANwYgd2NeNRctQ9w4q2CHiJoF7m9JatCV+U\nrVBiZN70roTbqM5gcB/5E/JYDVhqRXs5a0NGITMJqVyO4+SIps60pGskrVHxfE1JvWgd1wr1nOlN\naNOZjvkK8AWJDToYoxEPE2zME94er8co0krAhgTJ4Fa4jsq8aWkcsBn57fDgdJ/7yZ8z7VHp9Lge\n2DeO/juOkxOS5ExPsIp8SwuFTeulZ1JbdD0yDWDGXOAnwH+3O0YT5pC/YpJyRw+nd0wF5rTQyQOo\nmTe9EzALs5bSmpy+5j5Cmkee8HzplLCizQVeJX/vueMMNEmc6SWSlkUqJU2BnkluJyUVZzrmW8C7\nJHbqcJxaPEz+nOlyEaLTO7YmFBa1w80Mif/shqd4DBoemR48rqNWW0zHcTIjiTP9VeCvki6UdCHh\nNlOvJLeTkpozbcYCYDpwmkS3b615mocDoaCoXWf6MViWhrQrcFtXLHL6hQeBzVCuWmx6ZDpdSrgz\n7Ti5omk3DzO7UtIuwB6ENkz/Yma5qRwvlSRCe7n5MEL9bFNgbifjx+NtCexMqES+uJPxqpgLbFQq\naUyhYEu6OG4nPAK8LWsjBoytgcva3PdxYJdYHe8wYCOk3wxYK7yaDFNcO/Xx+by8wRTKapDTdQqV\n6pDTbdjzvmmpZ/YK0jOEu0lzsjYnxiPTXaKOamAJ+LYiyYpmGdvSdJ3jDAJ1I9OSto7/7kJol/YE\n4QK5kaSde2NeItYEFhUK9lr8vFJlaU1iJ7sDpgL7AKsCZ0ms0OF4y4htfpZQfJYXPM2j93SS5vEE\n4fPzFmBlYG9cXazM0LXgfR99F8PV16rV2PpZnS1vqR4eme4eIz6Xcd70a/Q+b7rROdLP54/jdEyj\nyPQJwCeA0wgR6Wr2S8Wi1qlO8SirLN0FrB6LsHRCpWrTqwRBl3M6HLOSct70vC6O2Qme5tFDYmng\nzQmFZO3wBCHNo1x06OpiQwydu5de8CJBsr38+ly0bF3t5/1EuT1eXroseWS6e9RTDSwRUj3uzYEt\nzdY5zqinbmTazD4R/3uwme1X+SD8+swL1c50WWXpq7SgfNiAIRU5+CZwQpdzp/NWhDgfGKdIeVO5\nHK1sAjwV9/huh7Iz/QdChHLQ1A4bMXTuLlr3cIarIlarsfWzamJZuCUveGS6e9RTDSzR+4BWIwVD\nVzd0BpokCog3EvKFmy3LimHOdFn9TOIYgihKR1SqqUlcHS8+kO5FgXLlTFvRTJEeJaT29DLqMahs\nRigia5f5wJpLxPZjjJPckR5imOJaEahQX6tWY+tz1cT7gUOyNqICj0x3iQaqgVcBpyjSTla0OzK2\nxdUNnYGnUc70xDhfehVJO0vaJf5bIMiL54VGUuIdO9OVmGGEtJduqiLmypmO8VSP3rEeHUTxrGhL\ngPlLxVvxTh6DygPAFlkbAaBIY4E1yJG8+WjEivYkcDzwS0Uan7U9jjPoNGqNdyBwKqG46bT4/9MI\nudR5ao3XyJl+LIX5/g/YVmL7Lo2XR2fahVt6R73Pb2ImLmS+jLUITpUzeMwDNkBKcqcxbdYFnol/\n5DkpYkW7GPgT8BNXRHScbKl78TWz8+K+0kea2c97aFOrTAD+UWP5JOCKbk9mxmKJHwGfjh+dkkdn\n2jt69I6OItMAB8zhtfnjmLPBS5Y3MaXcILEvsBbwJnC1GYszNql7mL2ONJ+QO591IfNEPF+6l3yR\n8P33buDyjG1xnIGloWiLmS0hRKLzzFrAczWWdz3No4LzgMMlVurCWE8D40olrdaFsbqFp3n0jo4j\n0/vNZczdE9yBqYfEuoQCzWMIRcRfy9aiVJgLTMnYBgjFh54v3SOsaK8R0g5PVaSutW1tF0VaW5G2\ny9oOx+k1SRQQr5H0JUmTJa1VfqRuWXLWAp6vsTw1Z9qMeYRowHs6HatQMCOILeRJCdHTPHpHx870\nro8z/ropvNQdc0YlBxKi0YcB7wI+IzE5Y5u6zVzy4Ux7ZLr3XEl4/z+VlQGKNFmRfkQopr5WkSZk\nZYvjZEGSHLsjCX2mP1u1PC/O3whnWmIcQcCiVsS6JlXKiTUV0Cq22ZTQc/o8ieOBhfX2ScgcYJNS\nSZ+rtKFQyKwzwzxgowpVq3If7HCc3vqobaqVwuiCM73ZC6z/+6nM/noX7OsW7SiiJdmnTaW1gwkO\nB3z4nVez4oJxvL7aHI278FYWTXiBflI8rM9c8uFMe2S695xJ+B48VZH+YkWbXW/DJNf0Vs6xeNud\ngW2BHxEEqL4CTGekz9Dy+I7TLzSNTJvZFDPbpPrRC+MSUisyPRl4LO6+kZQkCk7lbSbH/68E7NVk\nnySU86bzoiL1GKHwtPJ4u3Gczsj3uDNnWtpghSUsd+f65K2iv53PcivnYKJxJZajspXluPkT2eim\nFdn86jG867N7tGhfnplLPpxpj0z3nqnArsBY4A5FOk+RpjTYttk1PdE5Fhc97gnsAqwIbGBFewo4\nCfiQIr2liQ2j5dxznObOtKRxkv5T0k/i51tIenf6piWmljM9idZTPJIoOJW3WRD/7ZaqmNDgAAAg\nAElEQVTq3COEHOVcqEjFeXjPA+WK/PLxurpV51S+x58mfH6f6WC8XV8Zy0xTriTpob3PcivnYNJx\ndwGeNYsFnJaMDefs47ss5fdntWpfnplLPpxpj0z3nspzYirwAvWd1OrvsLbUDBXpCOBOhmprlm1r\nRXse+BYhUl6ry0guvuccp5skyZk+h+A07hk/fwL4RmoWtUCppBUJv8ZfrlrVTr50EgW08jY7xH//\niXCbrFPVtCcJEZ1lNmSY4lFmHvBthh+vq1t1TqWi5grAi1a0NzsYb1fgFkInhzzRjiJakn1aHXco\nxQNgzgG7MWffR/ntzz7Ca2u8SH8qHtZiLvlwpj0y3Xsqz4m5wJeB7eoUAlZ/h7WsZqhIuwPfBf6V\n8F1ba9sz4nX/r4m9o+Hccxxk1jgTQtLtZraLpDvMbKd42Z1mtkOqhklmZg17Z5ZKWh+YUSjY+sP3\n5b+AsWbpVu3HsuL3Ax824+/tjlMqqQCcVCjYPt2yrVMU6VfAr61ov8jaltGKIm0PXGRF27b9QXT5\nEnHO8kUuAtbqQJZ8VCLxNyAyW6ZeWl4+lnD3ZX2zET/G+w9pLPASMA7r6MdZZ2ZEmgvsb0V7OCsb\nHFCk/wC2sKJ9tAtjbQXIinZPHGm+AfipFe2cJvttDVxP+DzM7NQOx0mTJD5nI5IUIC6WtHLFhJtB\nbnq0NurkcXvak5thEucCx0H7zjRDkek8UU49cdJjfTqP4m07xpjJ0GfooY6t6nMktiNE7JcHtid8\noQ/DjNclZgBvBf7SWwtTIAe9pmNHqxufaadzfgw8qEgTY7XElojfy/0JrXF3AZZTpH8mnFOrAOc3\nGyN2vk8EfqVIJ8eLr7KiPdGqPY6Td5KkeUwn3CadJOkiwhfPl9M0qgV63havBhcAR3TYczqPzrQL\nt6RPp8WHq8VjPAw8Tv5SPXqKxO4S1xCuVwVCatp/mvFanV1uYih9bTQwl2xTPdYAFvvdkeyJ85Yv\nAj7f6r6K9CFgBvAD4FLCZ+qdwA8JTvqJSRUurWjnA2cB+wAfBH7uao3OaKSuMy3pfyXtbWZXA+8H\nPko4OXc1s2t7ZWAT6jnT7RQgtkWXek6/BCiHwi3uTKdLp23xtgHuIYgrPQG5K0LsGXHK1fnAb4FN\nzDiW6Tqe6bq1wW43AtN6YmBvmEu2zvREvPgwT3wX+IQijUu6gyIdzFA+9LZWtLOtaK9Z0W4H9ga+\nbkVr6U6OFe30ON3kvcA6dEGfwXHyRqPI9P3AdyQ9QohEP25mvzezTjoPdJs8RKaBZakebRELt+Qt\nOu0qiOnTqTO9LVDORXyCwY5M7xH/PcOM1xVpIiG94xpFqtfK8yZgWtw+bzQwl2ydaU/xyBFWtIcI\n50CivGlFmkRoOPBPVrSrrTi8oMqKNseK9r0O7HkT+BLwHUUa2+44jpNH6n6JmNn3zGwaoR/k88DP\nJN0nqShpas8sbEwtwZbxwBjoaYX+b4A9pI6cmbw5066CmD6dOtPbAbPi/wfdmT4OONcMU6TNCVHn\nXwMnE9p0jcCMpwjXiS17ZWTKzMUj085wTgO+qEhjGm0Ur/8/4AdWtL+mZYwV7SpCXcen05rDcbKg\naQGimc0ltEj7tqSdCL9c/4vgsGZNtwRbOuV7wGvAXyRuJnyh1VVSrEMiZzqJUmMrNFCjeh4Yq0jj\nrWgLO5nDqUvbzrQinXXLBnxoiXhjlzF63w0bsuWhR7GcIh1OztUqa6hAnlL3+amPz+flDaZQrdhW\n8bmXWBn4EF9e64+KXigRIvbft6J9I77Ffa8iTbOi3TTCmMOOXpu1HrxdH9fLzDlgN/vzfz+S2oGn\nz1zgwxnOn6vIdKk0/HOWg3ajqVLrWm5Fu1GRVgXuVKR51Fc7XIUgvHJyjXUj1BLbUEmsPL+/Blyq\nSP9jRVva7Bg6elEcp0ckEW1ZXtJ74uLDK4F7CTnUeaCeM93LFA8IJ/9EQoTrXbSn7vQEySLT3VaP\nqjlefIvP86bTpZPI9NSNF7AGMGHsUvba61HW+dHlrEV/qFVWf+bqP3/fR8vnU6Pjeh9wKyu/sGG8\n7dqEqD1WtFeArwLfV6QJIyxZ66EVmHzLyky+eQKTb0gtItcj5uKR6UoGTWmv3vE+Q6ivaKR2uBvw\nZpVz20gtsZXXdti2cf71C4Qi4aTH4Di5plEB4oGSfkboEvAJ4PfAZmZ2pJn9tlcGNqFb6oedUq5e\nX0zorACtqzslTfPotnpUo/E81SNd2namJy/gzbFL4I3lgpLZPeuw4J8PBfpDrbL6M1f/+aUXzIj/\nb3RcxxHqFl6Nn98PfLJi/YWE1pX3K9JZirTusjVLx4ROH09v8wqP7v22dg8oJzwKbIiUpOVpGuQq\nMs3gKe3VO95yq8RHqK92uAT4QJ11tc69Vl7bWtueS+06o0F7z5xRQqPI9FcIBTpbm9mhZnaRmeVN\n3CAvkemyotN3CDmszZQUa5HUmU6i1NgKjdSoPDKdEoq0HKGyfX47+19zPt9/fDWevX5KUDK7ZGt2\nWLAyLwJHk391serPXN3nLFr3cKoV24aneKwB7Mk2v/gDQd74KWD3ymO3oi21on2OcOfoZeBGRdoC\ngAcO2YXZHzRu+PdpfZ7iEXpNh89TVrnzkwjBl7yQJ0XZXlDvWn4U8AdgHLB5jX1uBy6P1RNrjVdL\nLbEVFcNa214EvEeRxic8BsfJNU0VELMioQLibcCnCgW7bWg/fgbcaMZP07axGomNgDuASWbLomSJ\nKJX0DuDLhYK9PRXj2kCRvgaMs6L9e9a2jDbilIN7rWhrtzeAjge2xmxZIY8iXQj8yYp2bleM7AMk\nPkBh+kkUotUId4U+bkV7sOE+kT4BnAS8y4p2h8RfgO+Y8ccemJwu0l+Br2I2Qqgm9ald/TDXKNIH\nCAGfd1nR7q1YfjNwkhXtih7bcxnwOyvaz3o5r+PUolMFxH5vCVW3ADEDW8o9p6+jjUb55K+bB3ia\nR5p0o5NHtUTvLELx3eDw/9k773ApyuuPfw7gRZAmUmxUBVSw9z7GWGJsMVaS2BNji4WYmPZbNhq7\naDQmxoomatCgsdfo2MASiqIiqEgRRVQEEZR6fn+c2Xv37t0yO2XLZT7Pcx+4d98575nZKWfe97zn\nu9dFZ7PT9T2AH2hKnVKBNICm9GZsEfUo70/jaT31pmdShbxpSUs77P5VlXtvQmk0pWOxxfLPS1oe\nlbT8WtIyEiuB+lQVXBoNnJKIuCS0BlprMF3pNI9sLgR+JUKvki2b8wm1V9osSfOIjyhqTL+V87cp\neAvv1gTk/xo2Z5dr9+StY0/1FjWVw2hgU0nLdlgZvdaihDiT6ixC3Bj4VFO6vAp9J/hEU3odFjyP\nxRbqdgRO9mpAV5rHgM7AqVXoOyEhUmINpkXkNhH5VESmZP1tpIh8JCKTvJ8Dg9h2XWkHdMLK9Xi2\nEaqzALERVaZjC55GlrnpAqCj60qHyJ0KThJMx0fwYFpkHSyYnpzzyRozMi1p6crqtg/xXHoBj93w\nSLnba0pXYHLJI4BXgJ1EaqLcZ1hmUp1gur/Xd0KN4yka3qYp/ZX3U5X0Ju/F62jgEknL1tXwISEh\nKuIemb4dyA2WFRilqtt6P08EtN0NWOg4zUr5dANWqVLtush/BI4SYQu/G3gqiPOwFfG1wkfABt4U\nbkK0hBmZdoAJaIv637OBzpKW7mEcq3UkLRsBLzJnt094/Yx/h6gpfxNwICOlI1aasjW8iMwkCaYT\n6gQvd/tc4F5JS8dq+5OQEJRYgyRVfVFE+uf5KIocqVpM8QBAlQUi/AU40/vxSyZv+sNYHCsTTekK\nSUumOsDsUu0TyiJMTd4DsZrvzdCUqqQlMzpd8QVoUSNpWRcTIcl+ORDgZOCv3Pn0vtAm6Ms4mtJF\nkpY7gPNoSvV4I4TLtcBMkmA6oY7QlN4lafk5sCfwZLX9SUgIQrVGHM8WkeOB/wEjVAOVwKmpxYd5\nGIKNTm8CHEuOyluBsnYtFiFGrXgYgEyqRxJMR8hDd/ODbT9hJSNlL2A45V0DBwJHFfis7oJpScu2\nwGE5f94QOBJ4HJMfzuYsRup/MSW13Nq45XIVMJFdrrmDV87bDfhbSHvV5jdAf0QeB44r87wKQ3/q\n6JyrV+JSdQyqPJjrz6tfML5bAxusXM3yiQvZ8dYT1G+5yU7A3yUt75TTf0JCrVCNYPpvWBoEwEXA\n1cAp+RqKyMisX11VdbN+r9mRaY8NseN7AKbk1BtTdsL7/Zg82+Sr6JFRhCq2XZzMwhasvFThfls1\nGyym58aL6QpsRjnfq8im2IOn0AhqXeVNS1oagPuwOrhfZn00HRimKf0473Yj2Q14V5XFYfrXlH4s\naTmZ/X59K28d921tZVkFYlNs9P5AKnu/6A/cWaG+1mTieh4Etdtsu24NbDCkM10BVigv4n/NTTvs\nOdOvzP4TEgIhIg75VTgDUfFgWlUbRSpE5Bbg4SJtRxYxVSvqh4XIVo86DStSD8WVnfIF09VWhEoW\nIcbAovas5f233O/1AOBJCheIn0LhUeta5Exgmqb0nDK3G0bL0oCB0JQ+JiPb3MHhJ44QeaKHKp9H\nYbdKZO4X71LZ+0V/kjSPShDX8yCo3WbbrVzNdIAZS1gyZRHlKIrOw67pRPkwoSJ4g7Nu5ncRSYWx\nV/HSeCKSHSz+gOAPxFofmR6OlR8C6IA/5cJ8wXTUioflkgTTESNpkSOPoc3yNtwP7F/mVPwB5MmX\nzmI6LVXOahJJy3rAb4ELAmyerzRgCGf0D/R9Sejz0j6R2awOw7HZpD9XKsUjqTFdUeJSdQyqPNjM\nn4kL2XHyQua8/DlDy0jxABsAWAycl6R4JNQjsY5Mi8g92BRQDxGZA6QAR0S2wap6fEjwt9CaDqa9\nwPdIEW4FTlTlUkpPXbUIpj071ZzymgV8v4r9t0a6L+zAtw2rtLx8X5H22PV0UpFW84Dukpb2mtJl\nIXyMBU+g4TygF7AdcK+m9J0AprakyKxWuWhKV8hZm89lo9cOgj3ui8puxVFdiMg/oOw692FIakxX\nCC+Ajvx54AWwZdvN9ccLoMsefNGULpS0jMVekl8ud/uEhGoT68i0qh6nqhuqaoOq9lHV21T1eFXd\nSlW3VtXDVTVoebBaX4CY4SrgfBGG+mhbi6PAtehTvbMxwc7T7wBvofpFoQaa0lVYmbeNA/oWN/sD\nPwcWYqprvyvXgFdPfkuiHJkG+LbbZNadsXOkNqvDTCpb0aM/SYpHQnjG03rEkxLWMOpZAbFZMF0L\ngi35UGUq8CvgXhHWKdH8Q6C/69aUvOpsoF8i+RopGwFzA2z3Q5pSh4pRyzLwI4A/aUov05ReFXBK\ntxe2yG5epJ61WfU03WcMiNRmdZhJEkwn1B/jgF2r7URCQhBaTTCNSaN+o8qSKvlTjNFYGcDrijVy\nHP0aWIJV/qgJvGBnNSaIkxANG1NuMC3SDisfd7+P1rOxVfE1haRlK2AocE9IU1sCU0KIteSn9xuP\n0vuNBpEW6xbqjZkkwXRC/fEO0EvS0rPajiQklEtrCqZrJl86F++hfyZwgEjJN+8ZwMD4vSqLJNUj\nWjai/DSPPYDZqM700bZWv6/zgb9EkFsb7eLDDO2Wz6Rh8SoGPLNf5LYryxxgI+8FrBL0JwmmE0Ki\nKV0NvEqS6pFQh9RzMH098H7W77WYL92IKl9j+aGjvJSUQiTBdOsnSJrHD/E3Kg01mOYhadkAOBSr\nIRuW6POlMQVJvuozhw0mfi9q2xVFdTmQUS6tBP1JgumEaHiM8EJMCQkVp1oKiKFx9mFv4KcgA4HZ\n09m02948/1qz54c0V2fKWyrKT5vo+AfwC+BpEdphQfNs4CusxNAV5557+u6rV7fZYZ99eCS7FF7k\nSohlHJuJ6zPgqKMZQoTVE9Y0chTGGoCNJC3Dyac41vTdZM6PvljqzyuI3JD9XRVQLpsNHF2J/Sri\nQ+5nPYEnNKUL/GyXp03TtdLxs16culMPSX94LLCUq+bO5+sN+2fsMFKuKGW3IN92ncC6H+5Q1gGo\nTdoBDyLyCfHf17YHLpG0LKDK6nXFFALjUg+Miiz/mj0XyvWz1vezBHcDaUlLF03pV9V2JiHBL/U8\nMp1RXuoD7D6I94c+zME7FmjzPQqPiPlpEwmqrMYWYO1Blu9ZfQ+eNm2Hvh06fD0ojy9R++n72Gw7\nj753jeXUCPpck8k+3jsAPSh8/Jud296/DcBeRdpm26n0TEKxcynz2RbYfvjdLrdN07Vy8Glb0/Wj\n9Rq3Pfykg3LsBL9W1vr2Sdad0bfE7FG9sA0x39ckLW2BdYCd4+7LJ37OxVrwMx8tz/Vgftb6fhZE\nU/oZ8BxwZLV9SUgoh3oOprMVBpnOpl/8iLtvKNCmmKpSRRUGVXGB97xfV+X0vfTjjwfSr987S4H3\nRegSo5++j838jsw47DiC1AJOaCL7eAONMwv5jn+zcxtY7qNt9mezgb4VrMBS7FzKfLaKlg/Icq5P\nOxYr1n6Th27+lLYrMqNWr3P/Pybn2Al+rfR850k2mNiOdt/WVJpMADLnTtz3tfUpfn5WGj/nYi34\nmY/c6z6on7W+n6UYDZxYZR8SEsqinoPpjPLS1sC9uzPu3WlsNq1Am2Iqc37aRM2ewH1YybxlwCWY\n+tNdn37ad0GvXnPaY4usXhBpzFuJWgnR97E5dDhnfdqpdiqM1CmZ4304sDam+FVIcSz73P43VuHl\nEfJ/Vy2UyzSlS7xtKrUqvph62nCsks1DmmpRU96P6lqz65ybX72Mb7tPyd6Wpb2Opvm1EVTNDdot\nm0ubVcvp5x5W1na1x0isdGDc97U+wNsEPd7RU0whMC71wKhofq4H97PW97MUjwFDJC11oeSakAAg\nqtFWl4oKEVFV9T2yJsIM4ADVxlHfukCEPbDawUuBTxsavrnmiSc63vn55xt1Pfroj87DRhb2UK3e\n4kpJy0DgWU1p/2r50FqQtAwGHteUbuJvAzkSOAPV75TZz0TgZ5rS/5XvZbRIWh4HRmtKx4S2JfwB\nWEeVC8N7VqCPs4e8zWtnzdVXz94/rj5iR2RT4Bk03mtW0nIUcJym9Ig4+0lYs5C0XAMs1pT+X7V9\nSVgzKDfmzKWeR6YbEaENwcqNVR1VXgJ2AY5WZZdlyzqMEWF2z55z+3sS5HcDl1XXSz4GNpC0tIrz\npcqUe56eiE17lktNVPSQtHTD8j8fi8jkNsDkkq3CIKvH0eWj7WPtI34+BHohUkooKiw1W5I0oa4Z\nDZyQPHMS6oXWcqL2Ar5S5ZtqOxIEVT5Ubcylhebl8S4B9hEhd3FlxdCUfoutLE+K6YfHf1k8kQ2w\nQNSP6mEutSLc8n3A1ZQujshe/MH0uh8+Tc93OonUrCR7aVRXYWszNou5p5pTnU2ofzSlb2A6Ek6V\nXUlI8EVrCaZb2w19BjAAGutT/4HS9anj5iMsEEwIx8b4H5n+MfAAqkFUPWulNrgDPB2FIW9Bbm+I\nOZWrzapJbPT6SqwiQj0zFdg85j6SkemEuBhNshAxoU5oLcF0a7uh5wq33AF0Bk7O/EGEPiJcLMJa\nFfJpLtTxSF3t4G9k2tTrzgJuDNhPTaR5YGpmL0dkayvgLdXGKjhx8QEdFrSl08f1mzNtJMF0Qj1z\nN3CopKVLyZYJCVWmNQXTdZcvXYRmwbQXPPwYGCnCuSJsiQUoRwN/rJBPc0lGpqNgY/yleRwJzEL1\ntYD9VD3Nw8uX7gu8GZHJ+FM88GSNV649ld5v7ht3XzFTqWC6Nd17E2qEpOZ0Qj1RtwqIOfR5gT13\nQF5yyVUVVF2IyDNYvu9cCqmBRaWEGIGdX//60eFnn33OfiI8hqd2qMpbIuwOPAGkgZ8D/wUm3i9H\n/Kgvs7osp2H5s+y74+/14lnmSqSqiR8BP5W0HEM+Zbl8+11Zdcl6oRdWsqwwIoKJ+1xcpE2pY1sL\naR67AP/TlK6MyN42WJm9ZvhRUixFjo35NNCLA8/pLdteuIVOOimSGuuRq5iWJtZgWtKyFnZf/Tiu\nPhKCc/lYmdqtgQ1Wrmb5xIXseOsJOqsafuRRduxLCYXHrOuxE3AKcFsh+/mu/yjuCQkJ5dBqgukB\nzOgM7JT53fv378AxwI5AF2yaOPO3XDKqURRp44fQdqZN27F39+7z1gH9HkijDVVmi7Ab0EeVKQAi\nDF+PL9wdmCgAy2j/Ik1BVFT7BPYisiGwbQF7+fqKsv/WQk/g8xJt9gS6Uly+vdSxnQ90lrR01JQu\npTrsCoyL0N42wC15/h7FeZZt4zOEnvScDntcfhuctEsAe6X6qMT1MB0YgMhaqK6Iwf4GwPwIX5YS\nIqRbAxsM6UxXgBVK9nOh0mSf931y/vXzPF4madlUU/q+D/vJsyehKrSWNI+N12JlRjWquXqUjfJ1\n9P62HJhQwEZUqlGh7Sxa1PMrEaVz5y8n5NrwRqmnZP3+wkrafgMwhaFLXmaPPaP0JYuPaHr58qsu\nVu9KXHHQA/is4Kci7bGZh2tQXV3ETtFjqyldjYlpbJv7WQXZDRgfhSFvbcAW0HTuZxHFeZZtw1JJ\nVrVbwejnZgS0V6qP+K8H1WXYCGBc4hdJvnQNs3K1KVPOWMKSKYvYs1T7GMlVdvSj8Jh9rdwGHO/D\nfvLsSagarSWY7vMLrjuNHPUob+q7DzYSeC+wAzACkT3y2IhKCTEKO8OXLu38dSp19Gl+poJv45Rd\n7uOHq0/jpiMyKR65vkQwpTwX+ILSqn3Z+10NdcmaxZsW7wJ8mb+BdMPSeBZQZFrTw8+xHYcFtBVH\n0tIWmyl6JSKTQ4A5quSrbBJc8TCPDWwtwljarFrNN92/49Wxj4KoVUz9MBV7CYmDJJiuYSYuZMfJ\nC5nz8ucMrVaKh0eusqMfhcfs6/HvFK85ne/6j+KekJDgm7pXQBShLfAN0FmVZXkafB84B9X9vd8P\nBv4KbIdqqen2quG68hLwW8fRF/y0F+Fs4BBMBTLyL9VbTDZbU5qsrA6IpKU3MEVT2qvlh9IVeBFw\ngfO8OsFh+zsWOLoa6nSSlq2AezWlkdQ5FuHHwCGqlZuulbS8zc2vdGLuzoerMqlS/UaKyGXA16gW\nzr8PajotFwAbaErPj9p2QkI2kpZJwAhN6bPV9iWhdZIoIML6wIK8gbQxjOypYdVHgH8BDyKya/zu\nBWYetm9+uRGr3nBoPO6wCGiTlCkKRU/ypXhYKtLN2EjyOVEE0h7jgd0kLdWoTx5ZiofHNsAbEdrz\nw2SGPDwdOLDC/UbJm9hakThobfX9E2qX0cCJkpahkpbrJS1bVtuhhIRsWkMwXWqqcRjwVs7ffguM\nAe5C5GVEBsTlXAjKCqZVWYGtev67SOPijsjQlCpJebywFFp8eDowCDiXaKeKZgOr8ASAKszuRBtM\nD8JSFirJa2z2wArqO5iejL2IxEGS5pGQF9eVBteVm1xXDnddaRuBybuBo4BnMFXPcyOwmZAQGa0h\nmC41OrIlucG06kpUr8Me0PcBLyGyXWweBqPckWlUeQm4FvhXTGIuH5EIt4Sh5eJDO+/SwNGofhtl\nZ94L0DisqkbFkLR0xGTEH4nQ7EDgwwjt+WE8Pd7dGNhOxKoi1CHTgY0R6RyD7SSYrhKuK4NcV66K\nKFCNg+OwKlq/Aaa5rpzlutIpqDGv5vROQH9sMeIRkpZ1onA0ISEKWkMwXVg0wFTkhgD568SqrkL1\nWuBs4AlEdo7JxyCUHUx7XIHV77wwWneAZGQ6LM1Hpi1P+l7gLFTjksgeT+UXIf4AeEVTGkn9YRGE\n6gTTk2mzeiAdvngV+E6F+44G1ZVYVZc4psWTYLoKuK6sjQ0CHYsFqzWF6zbWyb8QqzV/POAAM11X\nDglqV1M6RVO6TFP6CTZIUPG1IAkJhWgtwXShG/ogYC6q+SoANKF6P/BTYAwi3aN1LzCBgmlVVgO/\nBk72gpAoSYLpcDSNTDflST+F6pgY+6xGRY+TsBzHqOgFfKPaWFKrImhKlwOT2Gb0e8ABlew7YiJP\n9ZC0tAe6A59GaTehCS9V4nrXlQ1yProGmAbsDJzpuuJU3LnifBcQ4CnHUXUcHec4eiTwE+AyL9gO\ny+3AiRHYSUiIhNYg2tIHKCS53DxfuphqnOqDiOwNTERkZmMbG+nNbDMDuBrVD0vaC0/RYLqEmtpZ\n3rYvinBwvjJcme3HcsTAg3lkdgMrvsKEPvqTuz8iDwLbvbcuX+11slfqrNC+V0L1sH6VFXuOu4Xt\nGCl7YoEIZISG/OxTsP2eBAyTtLwILCZmNTBJSz+stvVDOX8Po0g2ELv2muzFqCbYzPZvOk9gmzs6\nMH5ELc1alUscedOjgdXAw5KWqivMZansLSVHVa/YZxHZzVbdbXYPze2rTF8uAX4GHOm6Mgl7Hh2I\nBavbO45+5bpyAvCI68ob2CLx4fs83+yZVfS7KbAPZR2jPPwSK6P6nOtK9n4+AVzq7cPjfhQaWyiT\nNh3bE4EbJS39NFXVsn8JCUDrCaYLjUw3r+RRWhXpQuBUrCpGpk3vrG1WAW2xBWN+7IWh1Mh0sb4H\nA2tji8CKKkx1ZwENrMgsWPwMS0VosinSC7v5NWz6JdxzH+tytRyAVQ3pnaf/SihP1au6VY8+i1iX\nJonnZ7PypP3sU9n7rSldJmlZCmRqq8d9vH4CjNFUi/zvMN9Zi2A6pL1SNNl+6srOfP+MpcBgETqq\nNopB1BOTgRMitrkZ0B74HrVxDZa6HwY9V/zaLXwP9W+vEdeVQ4EjsZfhnbHjfBf28r2/4+hXAI6j\nT7mufEHT7FPuM6vU/ubbh8Dfp+vKAVhK0XvAXtn2HEfVdeVqLAXkcZ8Kjc2VSZuO7fVYEYEfYS8d\nCQlVpTWkeRRbgJi7+LC4KpLqcuBV77eVQCcsKAVYAewLHItID1/2wvEp0LPIApNifWc++7aIX0sB\n2rA6W41qsvf/+cBUbz//iXd8l7fhy53nsj5NedlgN83sPiqhPFWv6lY92yhfe3UCx1QAACAASURB\nVP9fAvww6zM/+xR0vxcE3C4IPwbuyPP3MN/ZAFoG03GeA022N5hwEm1W74SsmoqJTdQjbwJDvTUk\nUZGZqq+Va9DP/TCIr37s5ruHFuqrpC+uK/2wFLDjaLp2F2PB5v85jubWPM+sCZrr2Sxnf/PtQ6Dv\n03XlR8CdWC53JrUy194YYDPXlW18KjS2VCZtsvkUTYMECQlVpa6DaRHaYfmUnxRoklsWz49q3FFe\nm77YVHV3bDrzOFSfB+6naWQ6NoU/x9EVwEJgvQJNiqmpZT5bAOTm2zVr8wJ7NSlGwhneNi4WwMzC\nXiZ2Bu4970B23eoMvsSmjHfCyhR1Af6ASN9su8Srelivyoo9fnwEI7BFiGfm+O5nn4Lu95XYdxmr\nGpikpTuwIfawyyWMIlm+kek41QSbbD980/vAF/R74X1MQbX+UF0MfIyN8kXFf4B3qR2FucbvLE+K\nQrHPorCbfQ89ukRfRX1xXWnAAs4rHEfHe+3vw76/tzE9gVyOw55V7bCFsuVcay32IUiKh+vKcdgI\n8Xc8obG8++k4uhy4DhjhU6ExV5k0e79eB3asUh39hIRm1LUCogh9gfGqeRbFiayNBaNdvBHnoI60\nAQai+r73+1Dgv0D/qEuZ5eK6MgX4kePom0G2F+F6YJ4qfyrSaHtsQUs7LIC+Bfg/VBWR3sC3qC4C\n8G5aXwF9Gm/SIhsB52OLzi5H9fIgvq4JSFrmPvZPTvve+1wPDPIqLVSi3+2AOzSlsQodSFr2AS7S\nlEY6WiSCC/xRlaqon0la/sGkE1fx4O1tVDm+Gj6ERuQ+4AFU747EXFpuAKZpSq+Lwl7UuK60x+5l\nFzuOTqu2P35xXbkKe+k5zHGaHs6uKz2AxY6jhcTJcF3ZHngYuAj4N/BzLFXwbMfR1TH63BarAX+K\n4+iLPtp3w16Ot3IczV+JyyeSlo+BXZO86YSwrOkKiKUqecwMFUgDqK5uDKTt97eBidhoQNwELY+X\n4X6sTFl+RLphox73YItG9kf1D43CIaqfZgJpaKxb/C5NOb+gOhfVEdio3QWItA/hb6vFexHpsd8H\nnApcW6lA2uMdYFNJy9olW4ZjG5qmYqMk38h0JRnHJk91o15Hpo2oFyHWuvrhcVge8fOuW9NKt414\nVTmOAk7MDqQBHEc/LxZIe20mYGkP5wHvY2t/dsAGO+LkEGzg6iU/jb2R6juxkrRh+R/1fV0mtBJa\nczC9OfEppt0InByT7WzCBtPjgM1FaCnYYKXZbgMeRvVvqI5DdUqLdi2ZCmzR4q+qM7DczMB1RFs5\nnfecxcp2ynbATZXs2FsM+B4wNOauIg+mRWiPLagKNYIVkvF0/ngI0C/vtVQfRB1M12yN6aw6x6dj\nM2YPua4cVl2vfHEGcInj6IKSLQvgODoDq6YzwHH0VCw14gLXlTjLY44Ars59ASjBn4FTXDe0mNDr\nmDhMQkJVqfdgutjoyOYUEmsJz+PAYEQ2jcl+hlDBtCrLsIfoTs0+sFSVO7EH4q/KNDuV7JHp5owm\nqf2Zl87L6PXnx2kL/AbVb6rgQpyy0hniGJnuB8xRpZIj+bm8hbAR63z6DlBrSql+eZt8L8HBqdlg\nGsuvVeBpx9HHsUoYf3Nd+Xl13SqM60p3zO/QNecdR5dkAnLH0VlYhap/ua4MCms7F9eVnbBzYWyZ\nPn6IpUueEtKFZGQ6oSao92C6sPphnCPTqiuwMkVRl5vKJezINMC4jfjIQeQxRCYi8ha2cHA6cABa\nfOowD+9QOJgeC+yOtBAZWOMZcx/HtVvNSiylphrEGkx7Ih6DsaAtSqqhfNgMTelK4DW2+PfH1O+D\nezawLiJdwhqStHTAFh5/FtqreBgBjMqMlDqO/g/YExjhuhJ3ykNQjgUeD1nfOS+Oo5k86hdcNxqV\nX9cVcV3ZH5ulvdZxAqWtXQ38IqSIywRgB0lLvccyCXVOvZ+AxUZHtiC+NA+wUdgTvAWKcTGPplrO\ngWjLyvG3cfIpWKm9U7E6wANQvQgNNJ1YeGTalCYfwGp/JmQQ6bDXLM7+3b68ica3EKgEcY9MbwF8\noKnIR92rnS+dYTxbjIV6DabtvJuG1YcOy8bAXE1V7VwuiFefeSg5L62Oox9glS5+5bpSi+XUTiRa\n1dBmOI7ejKn8PuK6cpHrStmDNK4rA1xXxruuTMZecK/CKnP8JaBPrwHLCHFNaUrnY2X9NglqIyEh\nCupdtCV/MC3SFhj0/JOcqa4MJIDyVV61OWmhFtUVOBiRg1u0bTRTWqmtSJvCI9M+1fDeY9AmX9Op\n11Pst2t3vvjBchqWP8u+O/7eSqX53/cmZgAbSFo6FAicbgfuRORuVD8u2EfhPpspcdVV6bvc49ak\nnrnBakH+9AwDEXmMCilG5qiHnQlsLWlpE1UQlGP/ESJK8ci5Hj6gSsF04/4tXXd7vh3Qhj4vrc2p\nO62Qka8/hvhXcQx5D4iSzItwIcXYknjHZCegq6SlW7XK4uVTEnRd+SnwR+DwfIv1HEfnuK6cAtzt\nurKd4+jnlfUaXFe2Bf4KrIOVkfwaG+jYGJsxLLRdVCqOL2DrfS50XbkPuNxx9A0/fWIj/hOwKinL\ngamZ0f8Q/t2P1dvPV07TL5m86fdCKq0mJASmdQbTVuJtvjYwkGiVr/KpRd2APfDDqG8ValMszaO0\nXZFtBsCvhjHlk9s4acMdmNgZYBntC6lNlbStKV0pafkAGEL+4OklbIHdOES+j+W8no4F739G9T0f\nfYZW4qoSucetUYms7SqWbvkZHWmpGFcZJT+4DFtxPwA7X6O2vynRLazMtjsXq05QDcyPjl9Cxy/t\nLxu/HkT1LxZ1ywC8Q/i86cE0iddU8/psdrxcV8ZiCrZ7OU7BewyOo4+6rtwDvOm6sgC7xx7qOBq7\nsqXryn5YeuAFmLLhaGyxYD8sMF1VZPOoVByzVQSHAY+5rjzoOHpGie1u9/4/1HE0n65DUP/ux/K5\nf1PmAsZsMnnTd4fwIyEhFHWb5iFCAyaoMi/Px5l86aiVr3LVoiZg8uJrFeknjLJdsWC6uF3LjbwX\n+MXbDHthKesAMIWhS15mj0JqU359zl/RA0BVUb0U+D+shOCfsBvmQizA/hsia+XZMjIlriqSe9wy\nv8/7cF3m53xWaJs4/Yk61SPb/nyiW3yYbXch1UvzMD+Wd7R80NVeaufCPhmlufLsxKNuWQ7FFg/7\nJePnJ1T3+sw9XvsDVxULpLO4kIyarc2AjYjFwyxcV/bE1GR/6Dh6h6cdkHl2TQCcEiaiepZlqwju\nhQWfhxQoH5i93RTgwQKBdBj/JmLPzzCVhl6nSU69XtVxE+qcug2mgY0wQZJ8b/OZYDoS5ausqfdc\ntajvAr/DAupCynR+lNoKtfkS6OQJEPjxz7CydzcBz6F6DzDuOO559Dn2nvMghw/9vV5cqsB9KaW9\n0g9l1TuxkdntUL0d1d9jKRz9gAcR6VSgzyY1sXpK8TByj9vVWE7gLt89gZff6cHrtNyvONUcc5XQ\nJhNtNYpsdbJhQN7p4hB2D8HOmbiq8vjzY8Z+2/Hh3nNY1f5+vu08jb9P/LLM6eMw94AoiSKYHo7N\nbFxd5Sn03Hu770oyjqPqODrVcfQtLJA+13Vlw7gc9URNrsPEU7JFTTL78F3H0fl5N27ZNtyzLEeh\n0XF0CfYMG5VnIWBmu4Ox9TajovbPG42+HzjC7zZ5eBHYRNKyCS3veQkJFaFuFRBF2Au4VJXd83x4\nOzAO1ZtjdDHTV1tsmukSVO+L2rzryhxgN8dR/2WoRI7HRFh2RvUbEbYD/qEaTZ1hScuxwJGa0iPL\n31jWwqbf1kf1oCj8qUlE1sVGXc5H9QFJy8PAzZrSh6rmUlq+D5ynKf1uxHY3BVxN6caR2hV2Bm5U\nZdso7QZF0nIKKt8hvXpfYA9V3i+5US1h195ioFsY9VZJy6PA36t5LmfjurIWNqPVy3H06wDbXw70\ncBwNW6atkP0TgZ8Bu4dIZYgN15U22EjulY6j/8r6+6VYPnN74G3Hied+7S0IvcFxdOuSjQsgafkz\nsFBTmorOs4Q1iTVZAbFagi3NUV2FKUxdiUjXGHqYB/gvNWcjvpcCP82qZ/wm0EekDDvFCT7CZWUF\nTwd2bbUl9Gxm4HbgQVQf8P7aA6j4gqccXgF2krS0jdjudyEWqe8dsBfVWmEcorsB/yHcSFp1sGvv\nQ0wdNgy1pn44BJgTJJD2uAQ42HUl1Ki960oH15XnXFd+57qynve3dYCLgfNrMZAG8KTGzweu8KS+\nMwslT8KC6f28f+NiPNDLdWWrEDZGAyckJfISqkWsJ56I3CYin4rIlKy/dReRp0Vkuog8JSZpHYRC\nlTyE+MviNUf1OayawS1e/1EyF3t4+eUCwEX11Sb3WInl6+VbZBKE6cBASUuwBaxW2/pRoB5UyYIw\nHPvOsgVxelLlurya0i+Aj7GUjCg5EHgiYptgK/TDrPKPmneBddjivheox2DaiCLVo9YEW0KJBTmO\nLsJefk8K6cfx2DN1IPCB68oMTNb7ecfRV0LajhXH0eexl8TbvHSPq4GRjqNTHEenO058QlPewsvL\ngMtDmJmMzU7sXaphQkIcxP0Wdzv2oM3mQuBpVR2MKSBdGNB2odGRjYBvUf0ioN2g/BK7iZ4Zsd05\nNFW3KI7IxsBZwG/yfHoN8HMRbyViCLySeB9j+xuUTEmk1sgRWOWS5Vl/q3ow7TGOpsU6oZG0NAD7\nAE9HZTOLmhqZ1pQq8Dw/OL4BGCRS1kturRAqmJa0rAOsDVT6/lqMKJQ37wB+4rrBBgi8VInzgZSX\nLtIfm7HZnfjFvaLiAqzK01igF1YCr1L8DdjEdSU3XvCFd22OJlHgTagSsQbTqvoitogum0OxGxfe\nv4cHNF9I/XAXQtRRDYzlIB4NpCKWGfcXTNuI+DXAjajObuke7wEvE92NfTbFy+uV4klgJ0S6R+RP\nbWB5qfsCTzX+KS2dsTKUiwptVkHGAflW7gdlN2CapjTSFwUROmFl/N6K0m4EuKz17Z7YTFTQe1c1\nCVserw/wkRe81Aqhg2nH0alY+c79A5r4PpaP/rxnb6Hj6AzvJ4g6YMXxanMfjY3ujqik346jy7Fg\n/qqgLzRY2cHDvBe+hISKUo38ot6q+qn3/08JrvBXaKpxVyxgqDyqH2BVNM6N0KrfkenTsFzIi4q0\nuQo4T4QocmY/wmYBgmFqif/FKja0JnYBPqDpHAdvFqVGApDxRDgyTXwpHtsCb6myvGTLyuJiZczG\nUp8zK2HTPAoNYlQFLyUhipFpKDKy6bqytuvK864rV7qu5BtEGAFcXat50X5xHJ0BbOg4+mQVun8I\nm/E4OsjGnhria7ScDU9IiJ2qiraoqopI0JvPgZC3hNRu5E9zaCJG1TlMWvVtRFJRpJpskebYWT/C\nYZ8c5bxsRLYF/rgL4599lV2eGCtHDDyYR2Y3sKIv2WqC6Mv3cGwXh+cmI/PnFLRXiKzjtvF5TPuo\nKxv5OpaF1A0tIPkTIicV3b4WKbzf+YLLWgpApgLrSVp6eQ8foIWaYVHlsJy2fciq5xpGgSxHBfBF\n8qR4VEgpsFhf7wCd6fXmcOZvtacIzwBHluNHsX2IfP9aqnJOAwYh0tZbPF0utbb48B9AF+BW15Uw\nyoDDgTHA5a4r3R1HF+Q0Pxe7fw0EznddWQkoTTOvS4F/B9mBIOqBYRQRS22fTz0yzzbzsVSWQP3n\nw3FUXVfuBvZ3XXEK+Zd1j2n2PPHuNZkye2PD+hML8cYeCVWkGiPTn4rI+gBi1RwK1tcUkZFZP072\nZ6rMbzFqJbI2sBWlFy1lVJIySmbRofoJtpDj51GYW2cGvVd2pguFfM0SZ3mVXdYH9u7Ogj4NrNgd\nC3R2z2yriu7GuC/XZ/6wgvaK03jcHr2LvbEHq59jmWnTzB9sEeLGPravRQrtd6FguiYCEE9K/BVa\npnqUc01ktx1M87SqMNdW9rY/J/91HN+166OvxrzpAc9ujdWX3zeAH8X2Ier9a27PZoS+oLxFzdnU\nzLnssRUm+hH2fPu74+iX2L37fdeVea4rj7iudHVd6Y2tifkYO25tgAasZNxrwPbAlo6jKwLuQ5Dv\nPOx5ErbPg0L2XwgXm/nxc43kPk/Avr+DJJ1Xm6EWqOT9K6EIIuJkx5hh7VUjmH6IprzdE7CTPy+q\nOjLrx/VhezvgXe+BUYy4VZJGAWci4S/oDp/w5fLuoG3y+NokzvJfVP+Ft19tWJ3JzW2hJrg+82YB\nLGetSS3slabxuP3oh1yNpXmUo+7W3B97K/+k2d/qh5b7LdIb2AQLVrOptQAkX6pHOddEpu1s4FFN\nNcutjEqpbQX5Fx9WUuGsUF8uA57LiA4tCuBHsX2Iev/y2Xsfk38PQq2dy5l7bFQqt6dgOeXbAjOB\nFzDBlTtpWnSZfR87wXH045By5EG+87DnSdg+s5UUo7wOp2PfaWbGutg10uL5pimdh62z2DdCn6Ik\nUWisEVTVzY4xw9qLuzTePVj+8hARmSM2nX8ZsJ+ITAe+4/0eFbthgUIp4lSdA9W3sNrOw8OaarOC\n49p+w7fv/J4T8/h6GrAZcJ73+3Dg3hfYK6Mi2EJNsIEVxzzPXrM2Z+qYAPveeNze6s172CiNn2NZ\nTN3wGOBb4OA6m/LKt9/7Yy82uSNUtRaAjAP2yPlbOcphw4EHsKoOuTn6YRTIMtseha2leLdImziV\nAkv15TL4kVXYlHIbwBHhcRG+8H4mililGxHWF+HFrM/uwPJyC+1D1PuX7zxtTcH0e9jLayhlwMy2\njqMrHUfnebLZZwN3YyOJF5HnPhZFekM+P2LaJrI+yVFSDNB/Xryccxe4r4j9Ft9Dzr0mrKJinMQb\neyRUjbpVQCyw0VhgLKp3x+NVWb7sh1XX2JKQB9l15VXgXMfRphcFqxgyHtgd1enluca+wJWqwaWl\nJS0bAhM1pesHtZHl0JPAv1C9PbStaiIyBngmV3lT0vIUMEpTGsdCvbKRtHTA0qv6BJXclbRcBvTS\nlJ4cqXM0np8jVdkzattRIGkRbEbFYaT+CZu6HYVV+FgNHItJNJ+LDRaMBm7A1qjcAKwH/KACLwP5\nEbkQWA/VC8reNC1vA8dpSt+M3rHy8JQP5wObO47Oi7GfdvVSkaM14LpyGrCr4+iJQbaXtPTHRn43\nyJk1S0goyJqsgNgcS3nYjWpV8mjJM8Aq4IAIbM2hZY7jFcBV5QbSHs8B64kQWL4Vq8TS3aszHJar\ngRExCN5UDhMfOhAbFcmllhYgZuqEv0TAqVBJywDgp8Dvo/Qri5qqL52Llzd9M/ALbIRuK1VuV+Uz\nVb5Q5QZMIOlm4GJV/uj9/VNsJmYK8GIV61SHGZmupQWIOwMfxhlIg41Wx2k/oQUuljcdCE3pTCwF\nLXf2LSEhNlpPMA39vH9nVdWLDDYaPQormRSWj8gujyeyN5bT9+dgrrEauBX4pwjDRVirbBspXYUF\n1FFIgj8NLAfGIhJlDeRKcgzwVG4FF28Us9amxsEWSQYtIfVr4C+a0o8j9Cebmg6mPW4AjmWkdFOl\nxcyTKv8BuqtyW87fVwHnYDm440QYWhFvmxMomJa0dMEWXdbK9HRcZRkTqst0oL3rSv8QNh4lKZGX\nUEFaUzC9KzA+bEpFxNwDbIFImBFgyK41LdIGC9Iv9IRignIx8Fss7zqoet1cwtSazmDf2d7YiMRd\niFwb2mblORGbzs+lK7BaU1oLgi3ZPAEc6AX75bIflvcXF7UmI94Cb6HTA8DpBdtY4Jzv76rKlVgJ\nz9dEWCLCIpHI1VML8QGwiXcvKYc+1E69dEiC6VZJVt60E8JMmMGChISyaU3B9DbAhGo70QyTk74O\nuCRkCkO2cMsZwDJCBjOqrFblYWwR6KCAI2QfEbzEVq5Di1G9DqvIcggiR0VitxKIbIbVXM0ndFCL\no9Jgoz8rKVMNT9LSF+iM1VuOHBF6Autio6e1zijgTEnL2kE2VuUuoDsm3bwj8AsRLhOJ+b6suhir\nzVvurFLNnMuuK72w0XU/C84T6g+XcMH0a0BfSUsUM6cJCSVpbcF0FCpYUXMN0IOmihtBsGBaZDsg\nBZwQ1Qi8N3p2J8FkxqMZmW7u0EIsD/WGiGXZ4+QE4J9o3tzKmsqXzuCNLgYZvdkbeD7G0cntgQle\nKlJNoyl9G3gDODKwDWWZKktUmY7VzHWwGaO4CZLqUUvn8v7AsyFqOyfUNi7h8qZXYuuWgsrDJySU\nRVUVECPDRn23pZaC6eZKRz8FnkZkHKq5NYj9qFnNafcVw4CXgSXA7YiYimB2eR0f6koFFNbuAJ4T\n4beqtAgIi6iyRR9MA6hOQCQNPIzIAajOjryPqBBpwBaivY14KpW2OHQwsHTTs3nq/fVqYzQvQ5aC\nWCestOLVZWzuYA+6uKjZFI+818Gzf2zPgGevFeESstXYlIWl1AzzfP65CMcCE0S4XZW5Me5OJph+\nvoxtqrr4MOc+uZgYUjzCKgsWskPWPSGM3dZK1vHKVjVc23Wlv+PozIBmnwD+IOkmhd2g1YvKocU5\ntE/z7z4pidc6aS0j0+sDgilU1QrZSke/w3KT70SkbYm2zVWRRDrseSAHrepAx9VtWRsrq5Wr+lTa\nTpE2qryLCRQUeosvZDe6NI9cVG/ABGlejiDnPE6OxRZP7kjT8Wk8XneP5WfUyNR4Fhn/tgf28Erl\n+cUh3mC6lhcftrwOJvxsLTacsB4NX+dTYyt1Pea7FmfiVQGJayc8go5MV/Nczj5ehxJ8rYffPsIo\n1OXaSZTvipNP1XAZ4VI9nsQKE1T6uCff/RpIawmmLcWjthYfNlc6Uv0PpqB1WMm2GWzE/cW2yzi8\n3WKWL+8B5FF9KmnHX5vR2CK6craJZ2Q6g+o1mIzv04jUnqKVfT8jaMrvzRyfxuN16HFMpvaC6ezv\n8y0sqC5J3PnSHjtQoyPT5LsOlvT+ijm7wuCH810jpa7HQp9fCnxPJHgdeB/UYzCdOV4TsXz/mTH2\nEVahLtdOonxXnHyqhtcQLtVjLvBNlr1KHffku18DaV3BdG2RT+noaiw4LNg2Z/pvf6AB+P7KLkxe\nPIhnya8iWKzPgn3lTDuPAfYXoXcZ28Q3Mp1BdQyWQ30PIqEVJSNmXyxVKlPdInPcG4/XvM70pnby\nTDNkK5m9iFXC8UOs+dIibIhJCddGecuW5LsOhvPRLhM4+PRn8n5WXM0w7+eqLALSwJ9i2g+oz2A6\nc7wuAKZ7VR/i6iOssl+unajstlZaquTC44QbmQa4DZhKMEXWoBT87pMUj9ZL61BANOW5h1C9K16v\nQmIpHu8BP0K19Cp0kaexhW13uK6MAf7jOHpPfO5xIzBflf/z1d7SA74EOsReLktkGPAYcD0mVlP9\nE1fkceA+VG8r2CQt04HDNKVTK+eYfyQtxwLHaEp/4KPtrZjq5Q2x+CIcDvxctb5KWklaegPTgPU1\nFapcZZNNoT028rqfKm9FYTOng3Wx3NQufq4lr4TiYmBDTelXkftTBq4rPwa+7zh6XDX9SIgX15VM\n6uauQfOmJS1bYcqk/TWlNb+oOaF6JAqIRi2OTLdEdRU2dVVayMXyhLfAalVDfhXEqLkG+LkIHf00\n9pT0vsaqlcSL6luYwuXxwLUFcs8rh8j22ChKwRc4LwCpJcW4fIwHdi1Wb1rS0l/SMgr4IfBUjL7s\nTXkL4moCTemnwJsEVJTMa1NZBvyFaESf8nXwJZaT2svnFt2AVdUOpD2GYC8vCa2YKOpNe7L3nwP7\nRONVQkJ+6j+YFumEBSz1cnO9HdgFkTGI7Fyk3fnAX7xa1ZCrghgDqkwDXsECVr/MJf4g31D9CNgT\ny6s9pyJ95sNypUcBKVSXFWm5HrBMU/p1ZRwLxGxM9n5Avg8lLX2ASV6brTSl78Xoi0O8ixvjZCyW\njhQlNwKHi0SiMpqPacAwn22rneKRzWCsTnpC68clfKrHaAqvB0pIiIT6D6ZhS+CdAjV+aw/Vr7ER\n5/HAvxE5qUUbkU2Ag2m+8jdbuCVOrgLOK0M4It5FiLlYztmFwCkhhXDCcDgmLFIwvcOjlury5sVL\nzxmPjfrn4wjgP5rSCzQVX4lCEboDm1C7lTxK8S/gMElLp6gMqvIFcDdwVlQ2c/gvlu/vh1oKpoeQ\nBNNrCs8TPpi+GzhE0tIlvDs+EBFE1sn5aahI3wlVozUE0/WR4pGN6leoXosFKn9CpHNOi8uAUagu\nyPpbpYLpF7Eanwf7bF8pv7J5CVuotkOF+83Ulb4SGOGl7RSjH/Bh/E6FZhyFFyEeAdxfAR/2Asar\nUpciHF6qxwuEEHApwDXAz7yXjagpR7SnJoJp15U2wCCSYHpNYRrQ2XVlw6AGNKWfA88C8avqinTD\nXlI/B+Zn/XyKSFlqswn1RWsQbdkGUyGrbZoLqszH5KeXYg/gXwF/8NrsiAlpnJ1joSJBqyp6yy3b\nfLVqVds7XXfiOAoIDDQKTux/3vpsf3N5i658iMsUbaOqiIzGpu5ez9vWTx/l+zwEC+C/Bc5D5PUS\ndn+FSdo+RoUEA8ohS7ylARNwyf28N7ALcIGk5XRi2gfvXDoI+FqEbgUqX9QkWcdwKTYCdoWk5USy\nRCJy2pR1DFV5X4T7gD9QQEW1lDiM1yjf9fAa0BeRDVHNW6M/y/eNsYoEhe1Ffc3lZyPgK8cJnrsd\nlTBLrRGX4Ew1j4/jqLqujAd2dV05gJbCLn79G41Vgbk1kCO553ZzEZ7M83wQ3toCYALQN8vPx4B7\nEdkJ1aVZ9prtS1Lto35pDSPTw4Ap1XbCB9mF2w/K+n9H4AxENsfSP7YB1gb+nLP9p0A315X2cTs6\ncOCb7YYMmdgVP+Ivc3cZwifbHVFmF4HEZXK4EzgGkbULtI26UP7m2OhpR6C7T7t9sYd/rRbrzxyj\nXYEt8qQoHIrVfd2TePdhMHachsTYR1xkn2eHYYtxoz4XRwI/EWGwDx/8oCmATAAAIABJREFUX0/q\nS3I5s90mNF9gWYlrrpA/YdfHtFYRjbgEZ6pNZuYsn7CLX/8eBwZLWsotB5mhmBBL5nm+IfZ86Oz5\nl+3nntjak+tz7AXZl4QapL6DacuZHQYxlI6KnuzC7ZOz/n88ltYxDtg56+/Nirs7jq4GPqEC+clt\n2ugSgDlzBi3I9SML25+ve79N35cXFGhTiDDiMoZJjE8GDinQNupC+QO9f4uJ5uSSmfmp1WL92cfo\naeAZSctRkpaM30fQlPMd5z5kUjv+F2MfcZF9DH8KjRLgkZ2LqszHRsIu9+FDuddTqVSPzHaLgYtK\n2KuEOEUU+dKtVUQjLsGZapNZ05FP2MWXf5rSFVjlpRMC+lBMiCXzPM+s21qU829mm9OBvRD5LiH2\nJaE2qe9g2t7qlqD6RbUd8UG2UMbRZBdxV70S1XWBnhQv7l6p/OThy5c3PHDGGa/IPvto10JtgHsZ\n8vDBtFnVr1z7lCEuU6TNrcC5BdpGVyhfpB824vAAxUVzcvkMKyVXScGAcsg+Jw/GArZzgPclLb/G\nHmCHZtrEuA+jgXlYTeVaPE7FaBJeseNzPLAEOCDreOW2CcJ1wBYi/FaE3IW3pcRhmrXJOW+fBPYr\nUmoys91C4O0S9iohThHFyHRrFVCJS3Cm2ryO3XdPJEfYpUz/7gBOkLQEiXtyz+3se+epWOpf5l65\nNbkCNPac/xq4BBNuaylSk6R41DX1LdoichBwLqrFpilbDa4rdwOPOY7+sxL9iXApNr17jCp5TxSv\nPvFCrCj+l5Xwq6lzaYtJC/8R1bEx9jMKUFTLqvkraVkIDNSUljtyX1UkLTth+blfaUpjHy0R4Qrg\nK1UujruvuPGuh8nAOZpSN1LbphD5GDaLdbYqpRbA+jX8JvAzVF/J+3Fa1sLqyXfyRviqhuvK48Bf\nHUcfrqYfCZXFdWUicKbj+BA7K4KkZRLwS03pf6PxDBC5HOiB6ik+2rbHFqXv72knJNQIa7poS72k\neERFpStn/BEbCSoYUHml1WbQlAZROayaxgjgCu8mFT0iXbERkdwc9uKbpaUbdn1V9gUjAjSlr2lK\nj6tEIO0xBHinQn3Finc9jCaGuraqfIzl7W9NtFPCpVI9NgbmVTuQ9khqTK+ZjKNw+c5yGE2U16bI\nAGxk+g++2psuwQ2YjkRCK6Leg+ktqY/Fh1FR0WBalW+wlJSLRNi2SNPqBNMAqs9ggVhctXh/Cjzh\n5WiXQ39gZuwy662D1lY3+C4irjmdQZWvsHScKEvwlQqm+2PS5lXFW3y9EXa/SVizKFa+sxzuxq7N\ntSKwBbbe6dpC1XAKcCPwA0TiEmNKqAL1HkyvaSPTH1EptUEPVaZjOV43FGlWvWDauAC4EJGm2tgi\nnRDp6/0Eu3GK7I2Vt7sywNb9qYEApNYRoR12rN6vsiuRoSmdTzw1pzM8BWwvQo+I7L0MbI7IegU+\n709tnMubArMcpyZGyBMqy3hgd9cNJ9SlKf0MK0W3VWiPRHbDRsuvLs8J/QIYA5wc2oeEmqF+g2mR\ndrSi6WGfVEMgBWykbYAImxX4vLrBtOq72AK6mxH5JSLXYTfMl7AKEeXXFhU5GrgPOA7VSQG86k9t\nBCC1Tn/gE1XKq1Ve+4wmJgljb8boKWzBUxQGl2FKc4XUEPtTG+fymjZ4ktDETKxaRhTCJ+FTRkTa\nYIJKv0V1aanmefgXVi0poZVQv8G0LYz7BLUybmsIVQmmVVkJ/JPCZYWqPTINqq9i+aTfxxZLbYlq\nX6w+9GGeMpU/RAYDfwX2QwMvVOlPbQQgtc4QwldnqEUeBYZJWvrGZP9+4IcR2iuW6tGf2jiXk2B6\nDcVxVLFBneMjMBdF/vWZ3r93Bdz+JUwwaUBIPxJqhHpWQKyPfOliqmCFPiu8zWdAJ9eVjo4T6G24\nkYzK1fTp2w781a+enL1oUc+v8NTTMopqF154/Pb9+7+zeuXKtZYNG3bVj956a/fbRfh9nioClQmm\ni6tQDUf1PWCfZtuofoHIU8BDiKwm+5gWUqGyShZ/RfWNEKpu/bGp/pohjBJfLP7YefYdoF2llQ+z\nVN6CqKm1OJbknIue8uEXwH8lLe9R5vHOUjVs5l/W9bk5sLsI47FFrs2UD32pIjbnCeAqRPpn97kh\nc+fzs+0Ou+eetQ9cPrLhlAZWtFRqq4zyIdg9P5ZKRrmqf+R8n61BTTAoNbQPdwD/dV35nePoypKt\n8+Bdt1sDW0paupV7D3zzcpm6ogsbt7uMjn3vxVl3gq4u1LbocVNdiciDwA+AURW8hhJiop5Hputl\nlKKYmlShz/L+3Xs7jypvejCw9+DBk/qcc86ZuQpMg4G9e/ee3WnIkAldhg59pecpp/zuVkw0Zt88\ntmYBG2eJfcRFMRWqYupRo7EbaCHFtmwVqtHAsTTliAdVA+tPbYzmZVNrymaDsRmmflTen7AKZH7O\nxeVYnm+Q413Mv8HAHoBgcu/l3Fvyo5pZ1Nesz9s56SA6ft51/aUrezWwotBxqtR5Fec9P+i9pVy7\n9UhN7IPj6FTsJa9QOpIfBgM7AR2w4Lwslndjw8Wb0+nLnWkz8yclR6VLHbexNKV61MQxTghOEkzH\nTzE1qUKfFdsmqmB6KcCsWUMWXX31Tbl9LQVYsaJhJcCMGUOXTJmyx55YoHlSriFN6XJMdCPuxZHF\nVKiKlQp7Emifp20+Fap3gLGoflqgT7/0p/aC6VpTNsv4M43K+xNWgczPuZhRQ5xUpu1S/i3N+bec\ne0sx5uf2+ZM2t7xBp3nIqobmfogIIt1D9FUWrivrYJU84lqoGvTeUq7deqSW9mE04dYiZPZlIfDv\nsrYU6bHWV3QA6DiDJV2nsKfPvgodt2eBoV5Vj1o6xgkBqOdguh3wZrWd8EExVbBCnxXbJqq86eHA\nvS+8cOTWS5Z0y1VPGw7c++STJ2w3efLec15++fCht9568SzgHmA3EZ4W4Xs5SmyVSPUorEJVbFpM\ndSVwEzCV/IptO2HT3OdiK6xHFemzJDVcYzoKJb4oGQ58AxxVBeXDFgpkZU5f5x7LfMf2WOx6vSPA\n8W7hX+71iQ0oLAL+nOf4+VFFzOV0TMntJ5ltPzvm9BEs67r0M3rvjl0jZ2O52lOAmYgMIsA1EoDN\ngWlBp/d9kKv611rVBINQS/swBjjAdWXdgNtn9uV6YBvfW4kMBMZtdgU3dZ3MnB4vM3TgrTrLZ1/5\nj5st/H0MOJzKXEMJMVLfCohrIK4rlwBLHUerohYnQgNwDJACrlG1dAhJy23AOE3pLdXwqyS2qPBl\nbOHHKOAlVBWRPsDj2Mj1CuBZVEPVrJa0bAPcqSkNX36pFSNCJ2w0tJMqBXMP6xlJy9HAyZrSYnWc\ng9sX9gP+BmyhyvIIDB4G3AKciOqjkpZ9dpnDleNvpRcmk67AB8C1wGaYYMWuqMZajcV15STgO46j\nP4mzn4Tax3XlH9iLVeBnoKTFAS7VlJauXW2VwyYBt6J6bdA+C9g+Ajgd1TCpKwkRsKYrIK6JVKs8\nHgCqLFflH1hu10gRtvM+qn5Fj2KoTsdSL54GbgNeR+QsbGX37agOQnWLsIG0R39qL8WjFhkEvN9a\nA2mPx4HdvNmKyFHlaSxN5sxSbX0afBAruXcjIs+OuZdTn/gnQ4ELUd3cu0YO8arc/BV4j+YzOXFR\nL2l9CfGTAs51XVk/hI3Xga0kLWv7aHsy8AVlquD65Elgp6yUqYQ6JQmm648pwD6uG5mCUyBUeQ9T\nHbxXhK7YaNUm1fSpJKpLUP0rVo4tjS1kuQDV8orul2YT4MOIbbZGWpvyYQs0pYuBR4DfxdjNL4Hf\nijAoEmuq47Fz+NYtPmOn33yX+1C9O087xRRCv4fIdyLpuzBJMJ0AgOPoDOB24KKgNjSlS7C0vx2L\nNhTpgj0rzieOaXwr7ftfoqoZn1A1kmC6/ngZG/Ws+iIFVcZg9XSfZNYen1PrwXQG1dWoPozqYaj+\nK4Yekge/PwbTOmtM5/IL4FhJZyl0RogqU7HRuvtE8DPS5sfoclTv2vJMxv1tR54r0m4RphJ6NSJt\nI+k7P8Ooh1KoCZXiT8Chritbh7DhYhU0inEh8CSqE0P0U4rsqh4JdUoSTNcZXnm8EcAfQizCiJJz\ngWcYc//fWN1msKTDyb22EuqjBnr1GUwrH5kG0JR+ji1GvDVGEZe/Yccy2pxOfylL/8aqEUQhqNEC\n15XuQCcsxS0hAW9B3/8Bt7qutC/VvgAu4BT8VKQfNmgV56wS2ICUg0jnmPtJiJEkmK5DHEenAA8S\n/0VeElVUld+ztOe1LO+8DhNO7Vdtn6qJpKUtVnlgTZK5D0qrT/PIoCl9Gatdflks9hXFFgPuKcIV\nIpHd2wdjKVzFOlfgfOBiRDpF1G82w4C3vYGEhIQMN2F1p68MuP1LwM6SLhiMXwpcj+rcAp9Hg1Xv\neBk4KNZ+EmIlqeZRC+SoH7nPFVbfylJVWoWVdFvXT7koPypWhVTTMtsuWrTu9vPn9129fHmHZRMn\n7rvjrbdePKuZUttp263Po39ZxUe7TcAU2+ZjI1t+VdhKHpuSZYP8tC+tPNlcEbGMUkWSlk2xld8T\nMvZrpAxdaKJUUPTKKi4EBqiyICIXSxK3mlsx5UFJy+3Aj4EXgSPKPX5+VA1FuAMrtfU1sI0qn2Vv\nO5YjBh7MI7M9JcNm12fmPG/sp+vMlbcMGLDnyZMZP5FtBx7Ik7P/zml9s7bPVUK8C6sDvQEhryNo\n9l31BF51HD25nO0T6p9S16vrSjdgIvArx9F/F9qOPIqWb14uU7/syqC1V7K45yS2aSx1Z8+BHbBB\nkbGYfkIkyoQF90fkVGA/VI8JYz8hOGFjznqWE29NZNSPwNSPeuf8fkyBtouxC95PSkFuH/ku2kJt\nBgN7d+36JV27WunkFSvavwj0bbbN55tB9xlr8dFuu3vbfYY9CIv1GYXf5bYvup/e//vk+dwPWwLL\nyvS5Xij3uyhGb2BFJQNpjyj3oVz7A7B77j4B+/bjez+gi/czDhoXJQ4G9u7OAhpYkTm3C12f1k+P\n6Qz5pOMKYene2zOJv3Bmn5ztc334DfYiOR1TZoTg11Hu/i4pc9uE1kHRc95xdKHrynDgAdeVhx1H\nlxXYrsUzdXk3NtAhtP0Gui1aSeZ5ltl2W+//+xP+GeZnfx4ErkKkM6qLQ/aRUAWSNI/aoBz1rezP\nHqfUauTCfbSgX793VhdosxTgm2865ioiZttdxIJNYb13M7VuJwCTS/UZhd8B2pdSngyqigdNQhpB\nt69lolTpqtbiw7iVxvxcuyuBCyK2ndtmItBOhKOz/96G1dnnZqHr02z0e37OOvrNJwBTGbLoNG7K\n3b65D6qzgRtpCqDDXgeZffkGWyeSsOZR8px3HH0FE3AbXmS7FnZkpdVlb/cBq3LUDNfOahvFMyyb\n/Puj+hnwPCaIlFCHJMF0bVBQ2S/PNHRTWxiPTUeV1UeeqTJxXblo9Oih+xxyyN9foqVq2nDg3gkT\n9stVRMy2uzXLO77KTjc8hkmL/x04mvJV2Ar67XOKzU/7UsqTWxf43A9bYnmxtaQ0GBVRKihWa/Fh\n3GpuxZQHM5/9BzgqYtu5bfYFjgRuEGHTzN9fYK+mczvr+sx7Hew66tVjj9bLgHvHcuTWi+jWfPv8\n18Zl2Oj704S7jjJ+3I8JxbwSYPuE+sfv9XoVcL7rNi6AL6loue5EduwyibnHfsg3m/RlXpatGVgQ\nXewaiWN/RhNOKj2hiiQ503WM68oewCjH0Z1C2OiAiS8Mxep23gLs7Dg6s1xbkpbdgFGM1GuAU1VZ\n41SdJC3vAMdqSutB6r5qiHAlsECVS6vtS6WRtGwPPABsoildEWtfwpnAKcBuqpSlUuidy8dpSt8o\ns9OfYrnhTtjavK4rewGXO44PpbqENRYviJ6M5U4/Wc62kpb/AedqSl/yFtDOAYagOj8GV4s4Ig3A\nXGBnVGdUtO+ERAFxDWcSMMx1paHcDV1XuruuXAzMwqS093EcfRi4HBgTxCa2+GhTLP9rOxHiKgNW\nk3irwgewZtRODsuaUmO6BZrSCdjo15EV6O6vWDWOsoSJJC0dsXN5aoA+bwPWxRZChmVH4H8R2Elo\nxXiVXkYBv3Nd2dd1ZW/X9V333KWpRN6RwAtBAmnXlT6uK8HXoakuB+4mphKTCfGSBNN1jOPoEuxB\nuWU523nqiQ9ji5X2cBwd7tkCuAZbfR9k5fxnQAMjpQM2lfWTADbqmc2ADzXVuAgmoTBrTFm8AlwN\n/DLuuuxZJfMOFOHHZWw6DHhXU7q8ZMuWna7Ccpyv9EbbwrADll+akFCKe7CR3d9iL3S/9LmdS1Mw\nfSKWblEWrisDsLztX5e7bQ6jgRMQSWKzOqNqX5iIzBSRN0Vkkoi8Vi0/WgH/w3/edIaLsID5BMfR\nZgGN94Z/MXCe65Z3QWtKFRud3gQv/0uEsA/TeiJRafOBCO2wkmzF6xe3bh4F1qG0AltoVFmEjbhd\nLMJLIhwhQqlRu21oWnwVpNOnsZmHMwPbMJKR6QRfOI4udxw9znF0X+BA4ALXlV4+Nn0J2HlaD9kM\nS3d8tJx+vVncMdgz73zXlfXL87wZk7HKNUlaU51RzbcfBRxV3VY1eM5vAq9TRjDtunIQ8CPgeMfR\n1QWavYCV3Qsif5xJ9XgNeAOYKcLvROgYwFa9kciI+6M/8Ikq31TbkWqhKV2NTUtXpEqFKpOw6/Ja\nbMTuPRHOE+F73k+ummq4YNq4APgNIt2DbOwpvPZmDU0HSgiO4+h7wD+AdKm23mLqaW1X/3975x1m\nRXX+8c97t8DuwtJBqigICjYELKAwlqDYYoKKXRMTTbHEEtsvyXLVxFiwRyP2EgtqYostKqNiB0RR\nEUWKIB12ly2w9f39ceYus3dv37t7d/F8nmefu3fmzDnvnXPOzJkz73m//B140HO3SAjPleRmYDVG\nuOgBzGRVapg1BlZevB2S6VcJdoFh80l4Ztp1JR8TZeN0x9H10dJ5s9PTSe1GvxgY6ikjHg8cDhwC\nXJZCXu2NEVjlw0T4sbt4hHgUOECCMrg1ClOlVpVnVBmHiSqwN3AB8CfgZRFyfMmbP5hW/Qp4GiP7\nnAqjgXmOo3XNssPyY+UaYIrrysh4CSctZsEO5RwGiS2Idl3JcV25EPgWE7XmF95986/Asa4riYas\njYQZTEvLuoBZ0kvGonmIyBJMHNI64B5VvTdsv43mQSPFpEZqYqGwOq4rHYFNQE/MrNMwoBrzhHwW\nJuD8WszN83xgd8fZprIUTZHJ86teDBzvONrEZ9GnhtdY5cw8UU/QIj2rIa2wKyaG5ksYF5Cm6nAJ\nqLulRLIKis0pKihfYqIf2EgeMRDhIozy4QWZtiVESysj+gnrO9kYtcJ9WzuMol8VcTBLO2VRV7wX\nC0bLNMow1+YBIZtSVr8U6YV5wByPalIPUK4rV2Kua52BYZ2+Yec9L+P73FKfomIr9m9L+8N15X1g\n+DdlVFy2gO8v3oVBB/Tg+5wAm4//gHUbqxn87JPsfNQ3dKvOomPnGj7Cp9gZ4/54E0aY6I/AL/xp\nMBNI/8D4Yl+HiScd89riL+eA41nXYSNTMVoNR9s23Tq052ge41V1FDAZ+L2IHBSeQESm+f6cVrew\nbRBSTBoIjMecr3tCOx1Ht2IWEz6FWQA3EfgJcBtmxnof75iHgT8AV0TJPzzfGuDPwLOuK5EWOEaz\nK+Tm0YAqX2PcPg6MVFYsO9JAS+XbCAlKADM4+jH7ASdKW5yZbpV2ElbWQIz09i6tUGZUO7qzaeA+\nzO+2Fwt2/ow9Z/H8vb+lpmNJ2IA5tfNjxChuAG5Mwb4DMNeNYcDE8mEM/PbCJtfA1qw3S/ujBug+\nrDMDLxzK+MIcBuYETBu6bDhHAhOHbmJgh3o65XYmu3xw/PblunIsJk78Tx1HPwhP4zj6FMaV7W2M\nsFqs+16Ihjy+vowjMcIx42OktzQTEXH8Y8zm5pexwbSqrvY+12Nirjbxm1bVab4/t5VNbCskosp3\nGmZ2ek/v+3LMgCW0sHML5lXUfY6jS6Pk3yRfx9FHMIPvN11XwhdKRbNrMebCEM50oH+M39BSynQt\nrXgXoh9QrEVqZY/jkynBlli0VjvxlxXqO1tIIYJAuuwIqRpupvNXk3j9BzqtO5tFx/QQ4YjwtKR2\nfm4HDkBkSKIHeL6oB2Fm9yoB8pZTOmx6Extas94s7Y8KgOp66m/5BsR3v7rua+aj0KcHdQuvgI8f\ngs9vgLl3U/bBEzzvtcFG7ct1ZUfgXuAkx9GN3r4mbdBxtNxx9A6MeNJO3v7FGNnzDhHsbMhjt+sa\n3Ku2Ytt0i6Gqrn+M2dz8MjKYFpF8Eens/V+AURqyURAi00SVL/w1kTeLfBZmwDob2DtM9Wk3zAPL\n32LkH1FhynH0cYzow30+damIdnkzWauBPAlK17Cs3sZcTCIpLDayI20uHmH5tvDrsqGY32eJT1uM\nMd3SyoiRygr1netonZjTEe0IqRoWUjZ+rfY5mkP/bx4FG+4GHhJhQJjNyatfqlZhVB9/lsRRewGr\nHUdDLmoze73DXjkVTfpya/VvS/vkFGBmAD46dUfmf1Ha0OcOv2sU9z85guLF10B2OZ//5U0eyr2Y\nL6p68IeqHbgI+Bp4E+P3Pwkz4H0KuNGbkW5UBpHvzQswb4iXY655FwOvuq50iWQnMCm3pEF1cRPm\nzZWlHZARn2kR2QkzuAPjM/gvVb0uLI31mW4jeIPor4BfOY6+Fy+9BGUu8Fst0kYhD0U4HHgEOEGV\nd1rE2AwhQfkVME6LNJX43D8aROiJcYXppkq0aDI/KiQofTH9a0BbeLMhQVkInMw0PRLzavpQVZKP\nN90oUzkcKEJ1XCLJXVcuBoY6jv6uWeVaLIDryu6YhX3lwAuYwWv5kH9Q3+8lHs7aondKUI4A/qxF\nOt67543HTEBt9NJfg3nj+9MYkbDi2ZGFccGcgFmsWA/MdZwIiocidwHLUL0hlbIsydEufaZVdamq\n7u397R4+kLa0LbxVyg9hZr8TYRERXD1UeQ0Tlu8ZkYzMxLUkdmY6MfYHPrYD6W1oka7GhKNMRlSl\nRZCgdMe4Y30B/B1YB7wkQudmZj0L2BWRfgmmdzAuHhZLs3Ec/QLzhrYIE27x1xMmcdLAZxictZUH\nvGSzgBESlL6Oo+o4Ohs4DOMqMhfjJ31WqgNpz446TCCAGZi3Ub/EDPIj8QpmMaOlHZDp0HiW9sNj\nwPFeeL14fIN5gm+CKm9gXpndLZK02Exbxg6mE2Mc8H6mjWiD3Axc7C1kzST7A59okdZ6DzxTMdLn\n74jQJ+VcTeze/5KAxLjPX/rtlMuzWMJwHK13HH3JcfR3jqPvBGq4CPgnqpUAnnLty/jaqONoNUbe\n+0Fgis9Pujl2qOPonY6jJwBHAd1dV/aOkHQWsC8inZpbpqXlyfSF29JOcBz9AfiQxPwevyHyIkQA\nVJmPUUZ7SoRw3+r2ih1MJ0abGky7rnRyXTnJdeVU15Ujw9YFtCbNEUpKJwfgqx9VaoHfAq8CMz31\nylT5NzAlgXR+f2mLJf0YV9OpwJ1he5oIpniD8BsdR9OuxOnNcj8MnNlkp2o5JojAweku15J+7GDa\nkgwPYWJqxmMRUWamQ6gyE3ODvk+kfYv3SFAEM5i2YfFi4ImCjAY+yrQt0LAW4EHMa9cjgZuAe1xX\nmjNgTAktapZQUjoZB/gXV6GKYoRdqoBpzcj7NWAMIj3jpHOwLh6WluXvwK1okwe214D9JCg9WtGW\nh4FTPFnycF6FRlF1LG0UO5i2JMPzwK6uK/vHSfctsEsCr6wvwcRm/n06jMsgfYBKLdLSuCl/3OwJ\nLE9ztJbm8DuMiNChjqOnAvsBO2LCV6Xu0pA6zwCDJdgs9bSUkaBkA2Mxb6AaoUodxqf7LBEmp1SA\neZ3+b0y8+1g42MG0paUQGYd5aJwevstbAPwGcExrmeM4+h1mAipSv3oVmGzVENs+GVNAjIeN5hGb\nMGWmdZgg8SEFphuIorgUS+ktERU415WzgHOA8d7CxIhIUFYB+2mRrmiyr7Ha4f8BrwOTVZkTJU3S\niogtpqgYqaygHAjcoEWJRSpoy0RTtkyHOp8I52Fe4SutVDfRcF05BBPm6gDH0cW+7TmYxUa7AWsw\nAkgXE6dfNBffed8LMwM8jzSc9/B+QNi1oZEK6dDXnuXo3xzB6lEbGf7S92TVNKl7EZ7H3PRLMQOA\nzeH5RDEkZEc9Rqp8b1S/D+0Ou/bsD4x0HKNFYFUOLZGIpw7cCGmUtitmHYCDasn1z8rCrrn07ZFL\np+JqKkpryAsupLy8lg/x2n+orG/K2DlcSTFqmcn9ll8CxzqOHufvC1kVnHLQ0XwJHJysgqglOZo7\n5mz115mWtBFSTAJYj5ENB6OY1Me37x6Mb1ik45LZF+IR4ALMyuaZMewL+U03GUyHlVPGNv/pfVQb\nguonYkssmnt8MmxP/tL+8zbQ+0zX+RsH/A/jH9haddMI15VDgSAwADjTP5AGE7PddWUT5to4ADMz\ntKwV7PWfd9imltbcssL7QfRrw6DZe/HdpHx6LsonqyZa3XcBcjAy3z2jpIlnx1eYkGOnRdlf0TCQ\njvwbWq29WNo0yVyrwvvXXqG0XXPpO7wzXQB6dqAQ4OJd6Hb1wkZ9cBgwcVhnuHAoAwtzICeQ1uvj\n08CNnihMg611BdxDaHa67QldWXxYN4/2i191ab7v/3OJrQqW6j6gYcHEJcD1rit5MeyLtQixUTme\n//TbGPnyhG2JQ2sqo21Pg+lEFDdTJbS4LSOqdd6K+ScxinxDHUdfjpI0ZN88zOAxFAqrJe0NP+9L\n0lRW+LmOfu6HvN6FxUeAp4gYMc2248u8z9XAb5K0YxJwMCL7Rti/FBNRIdZvsFgguWtVKK2Gp62t\nNzHUy2vMvkVl1E3/piHfRkqbyysonR6mpBijzIRxHC0DHgAupGmgAmWxAAAgAElEQVR7f4HMiDpZ\nksAOptsv25S/aFBMCikwxVJzS3VfA46jszB+lU18znzEWoQYSe3wKow/5pAYaZKhpRQVI7E9Daaj\nKVs2CxH6AoWYh6zWrBsAXFcKvTIvcByd6ThaGyN5yL5DMYtuv6Dl1RH95/19YEU6zjtNz3XEcy9B\nyaf/xx1ZMf4/fD8hVt2Hjt8Do2q4ArhdJO69xK9U+APmwflmny9oaP9smobEsyqHlkjEVQf2cT6w\nBRPXuVFbmlfC2PklrHhhNQfOL2HF0ysZVVHH05g3vqH1QUYtdAN7VdQx8/PShMpMltsxb+1+E5b3\ny8BwRIamqRxLC2B9pi0p4cmhzgX+z3H0qfD9EpRjMCqIRyaapwhXAaNUOSF9lrY8EpQ5wO/CFR8t\n2xDhROB01dZb2BPCi9rxBFDiOJrILKr/2MGYdr6T4+jmtBsXAQlKR2AlMFqLdHkrlTkZuEKLdGLc\nxP7jhDzM4H+aKs8ncWAW5rxei+ozoc2uK18CpzmOfpqMHRZLVEQCmBjnn6F6RcKHBeVY4DpgLy2K\n+fCdNlxX/gV86jh6U2Nj5BagHNU/RzzQ0mzapQKipf3jOFqKmRG/03VlSIQkccPjReAWYF8RftZe\nwuV5EUuGYyKYWKLjYEQIMsE5wK7ARcke6Di6DLO6/+w02xQVLdKtmMWRZ7RWmZjwW68me5AqWzBh\nxpIL6ada5x1zAyIdAFxXugGDgAXJ2mGxxOAyoDON3QgT4UWgmLC40y3MdODCCGHyHgLO9B4MLG0Q\nWzGWlHEcnYdZfHFehN1Lgf4SNDfKRPBuzL/A3Jw/EWn9WcwU2BEo0SItzrQhbRyHDIQ78/ykrwVO\ndBzdkmI2N2FucK25YPtu4DwJSmuJGqU0mPZ4Fhgkwr5xU/pRfRPjQlOESA4mNOEncVxwLJbEERmP\nCcV4Mqo1yRzqxX6/CbjE0xJocbx76seYe6DPGP0M2IgVcGmz2MG0pbk8Cfw8XDlOi7QGs4gqqdlp\nVd7ChCULAneK8Mc2Pku9O2ZAYImCJ0PdF/isNct1XenENj/plFfCO45+ggm9lYh6X1rQIv0Cs/Do\nqpYuS4KyM2ahZUr146kk3kZqgjMXYqK8fNf9Qy5EGwvGWCwpI5KNmez5Pdo0RGuCvAh0B8anza74\n/BpzT/1p2PaHSEw0zZIB7GDa0ly+xMTF3SfCvvmYmLJJoUq9Ki9iLmBnALeJkNUsK1sOO5iOz0Tg\nXU/4ozU5F5jvOPpEGvKaDlzaynLjfwbO9ga7Lclk4DUt0vq4KaNzP3CYCIOTOkp1KaoO8LPaAg4a\n9BgFzbDBYvHzS2ADRigoJbRI6zDuh62mTOo4ugkTam+Gt2YjxL+Ao5CMCEpZ4mAH05Zm4Qm3/JvI\nfmUpDaZDqLISOAgTOeApETqKkCXCsSK0lZXNe2B9POPh0MouHp74yoXA9WnK8kXM7O1BacovLlqk\nazA38htaqgwJSl+McNJ9zclHlc3Ao5gBTNK4s5i/eSQ64FlOR2QPRLIQOdpGMLCkhEgh5u3mxTQ/\nysJDwIESlGihXtOO4+hHGFePpxr8p1U3YN4Et3fF4O0SG83D0mxcV8ZibqS7+VURJSiTgCuYpouJ\nproWR6HN+z4c2AXIBQouvfTsrMGDv6wdPnzuu9nZtVMPPlijqrpFK0eVknSoJEpQPgfO0iKdl+yx\nzSEp9a8M4roy46uv9jsVtOyqq15aXFraq4liXiLKmymUezJmNvmbVPMNtws4CZjsOBr++jXRfBKu\nK58i4lZgJ+CvWqSPJFqm73jTtiOE2ZOgZAFv8OlZnXn+wXJS7Ae+fpSFWUMwWJXIs9zhaoZef980\nlpzPr6OrcxjXYwZBilk0FooaNLlRWLztWRVRIqrbNmo729XvTZFXZPLCXqzrW01u9VscOvZPeu3y\nN/6vX3Fun82dO1VuyRr4184135bvVvIWh479M9f+Hwle//39/vgPWLexmsEYN7UvtUijLkZM5ToW\n65jPrpeFm0cytD4byGaOZrOjVFNZ+DkDO25k8G7XbRM2apLPwWH3UdWS7brPpAGrgGhpC8wBCjC+\nzl/5tn8G7A31AQgkqroYrtDWB5jgfS8DOvbv/x0jR36Ug4mVG0/xMVo5U6NsSxgJSg5mkL8wmePS\nREsqFaaN6uoOI0eM+CgfyL/wwt/3ufrqmZCa8mbCeK4Yl2IW7KRTRfMXwN9cV/o7jv6QYj6J1pX/\nmNeA6RKUT7RIE21riZzTPwF1vHBveQJpEy2rBPMm4q0E7eoDTNy8G/R+i0WoPuJF91iAmZmbiIn1\n+zoi432LyLZnVcRo6rZttp9ngl6s6zuGeV0AqujwLjAot8/mzvV7VmRtBtZdXJoz7uoPe3n7lpD4\n9b9h+2XDWX/5gm3nX4IyTov0/SgmpdImox5T05W+dZ0axmj7A2gulI6B6iW8CIyJkU+ke+L23Gcy\njnXzsDQbn6tHowVaWqRrga30XBRLQS6eQpv/+4cAIkah7bvv9tx6wgkrN2NmDaLlH62caNuSYRhG\nXCPVKBHNoSWVCtNGcXGfPIDly4eXTp8+A1JU3kySiZiHu9Cio7SoaDqOVgLP0FgGO5l8kqkrf9kn\nAVcAT0tQuiRZZsSyJCgFmCgHZ6HZ6VQbvR44Kwm7KgHWH0R52a5cBoDqvah+6Ev7JWaGfikif/CE\nXrZnVcRI6rZtup9ngmpyqwEWMLLiPQ48CECrs+oAChYKw6Y32pfM9b9h+3VfN1IXvgi4xQuHGolU\n2mTUY6TWKDPKloa1JqYN1FHZcRO7Lrq0UXShRJROt+c+k3HsYNqSLp4CTomwQGs+p02+l+iKd/EU\n2pooPX7+uVFoe/jhv4zbuLH/OuAlYBOwjG0XjHAiKb81V4lvdzLnL52M+lfG+N3vPvx6yZLdP33n\nneP3qqjoGrcNpOk3XALcnIZ8Ix3/EHBWkgsRU6mrbW3TuGg8gIl3/a4EpX8ytkdRUvw58J4W6Uqa\n3w/8ffR+4FgRCuOmNa+ZT6nqyXMVQ9AtA3ktStoDUZ0AHI15sHgYoxS3vaoiRlK3bWg72+HvTYm3\nOHTsLCaueJ7jRv5Jr10O0OuuLr/s7oouvO3oY2dXNNqXzPW/YXtJzTZ1YeBejCtTtPjvqVxvoh7T\nbR5ju8xnRfe5jMLXBgI17FTTBa3tzC0x8omkGmqVRFsQ6zNtSQve4GIRcLq3eAIACcrfgK1apFe3\nZPmeEtvjmDBGb3qb3wHeVqVFGrkE5VqgTou0qCXyb++IkAOsAfZUJRm3iJRxXdkVI0c9uBlxpWPl\nH7GdtwZerNvLgN8BR2qRftmMvN4E7taibeqD6UKE54AXVbk/kfSuK1Mxqofx48qL5GMWYeVhQp6l\nHPLQsp1hBE3eA/6J6sMtUkRQRgGvAFdqkT7YEmUkwsopcuXy05lW05WejqNlmbJje8IqIFraBJ6r\nx0M0fcXbrIgeieIJvhwPPI1ZC9AR+CcwV4TTRAhXlEoHNixebA4GvmmtgbTHxcDdLTGQhpjtvMXR\nIlUt0usx0TfekqBMiHdMJCQoO2JmuV5Mp30+ZgDnJxEfPnHBGNVKzKz6u8BsRF5AZJr3ZwUtftxc\nCdRgFsMjQrYIJ4gwzfs7obkFaJF+inEj+7ME5S+tJeYSzoB/c2PX+dTkL+XWTJRvaYodTFvSyaPA\nia4rHX3bWmUwDaBKnSp3qvIXVa4CRmAWWZ0FLBXhJhGuFuFykbTEs82km0d74Oc0I8Zrsriu9AZO\nAO5q4aJC7bxbC5cTES3SxzB+289IUFIZIJwBPKlFWpVeyxp4FRN555B4Cb2Z/sNJRn1RtRbVqzFR\nLp7ztgaAxxH5VbLGWrYDRCZilHhPFlRFOAf4DjgfGh7q/irC35orAqZFuggjNHQccI8EW1UZ1TNC\nawc8w01VfTjNdWXHVi/f0gQ7mLakDcfRFZgwVv7QYd8BvVpRFrkBT/zlZVUOA47ERBqoxcgWvyXS\nsEo7abwFXP2BxWkxdjvDE9k5jlYcTGPir850HF3XkoV47fw+YLbrysB46VsCLdL/Yfw4b5GgXJjo\ncRKUPMzD5UMtY5npd5iwhIkIXewFVDiOfpdCQZWoPoDqNFT/gon6cyUiLa4aaWlDiAzACJqcJega\n4HbMwPp4VSaoUqTKNIwI2CHAv0RoVr/1YsBPxISC/I8X2alV6fIl0wc9Tm1gC//x4upbMogdTFvS\nzUP4hBs8BakFwOhMGQSgymeqXKvK1ZioI28A73szFX8TYd8kszwE+FiLtDbtxm4fHACsUSX5QVIK\nuK70wQymb2yN8hxHL8cstnvfdeVI1426wr/F0CKdDxwI/EaCcqcEpXes9BKUHpj1BO9hHnpbkn8B\no0QYGSfdlaRrYK/6LWbG8BykiRRz+0OkHyKXI/I37+9Izy/YEkJkJKY9Txf0W+BZzBvDg1T5xJ9U\nlfWY6/Zq4DMRHhdhh1SL1iItwyyKzQL+mmo+KaNaNvBJzi/8ihF533NvxDQiPRG5yNeGfo5IW1UT\nbtfYBYiWtOK6kodZoHWy4+h7ABKUczCLpg7IUBi5iIjwc2BXTBi1XwJjEvXvlaA8CHyqRXp7C5rY\nbhHhFqDYe3iJiqfuNRUaBl1fOo4+mmx5riv/BCodRy9O2thm4LpyDHANxq3hFuCxlvLXjoYEpTtw\nHSbyw4vAqihJfwb8B7iqmdLhidkl/AkYqhrZv9x1ZTzwBLCrF3YwXQUfgHH/2A/VZWnLt7UQ2RsT\nhu1YTPSF5Zh1ID/DrAW5BXgUbTvX0lZHJBvj0nXr5+xx7V587mBmiu8BrlYlpguTCF0w4SanApNV\nWZSyKUHpCcwDfqdF+lKq+aRK6Ug5/ctpPNT7Le4a+k8uQbUakV0xoS+nAs9jxKsCmDe0O2CuAzW+\nbGqBf6OtKz7WlmjumNMOpi0pEa649NFGPuiaS9/aeqr75XFtt1xOO/Rt5tdvS7MFI+qyLnSMFmnJ\n9c/KwtBx80oYO6wTr/q/P7CMxspVRVoip01eSMG6vpfus7rTEOldUVeTVzVv3qFj77//2uXxFBUj\nKV95aQ4DumJEWK6Lecygd87g1KNWcs/cT9k0rLghTQKqc9HOX3PVstKdJk75MZX8RMi+/PKzSidM\nePaL/PzyjTSth3XAUIwYRSHmzcUsjFvI7kAd8LmXf7gC3KDwsl1Xnsa4FrmYAWWjOvfSNFtlMVoe\nnt+vg1n8eChmMPtNtHIi5RMt77A2Fe1chD63Ap2A3kA1JurFZO88d8fMyBX4zl/Mcxur/UbC10dC\n+VViHlbPw8zgNfy++oDc8Ml9nNT3ZZYMfAYHX5298wrr6jsyOPxcJIXIJZjB1gRUqxNIH257+LmN\ndb4anbdEw46FFPwGsiK3G5s+y6VuCOahrAMmXvftqG7y2ShzGL1sKN/2K6QsW2FlFrroDQ4Z2JWS\nPn4lwETKTyfhaoSjmftquDphQhlFUchs+K5a8pWMWDWUxTtspUPtcxx3ZQ25f9+Nr2pByt/ikDH+\nssLtCldCxKzruBP4GuiJv/37lXrDru18e8QHFKzrS11uNUsPHcuEvw6gLudtNuxSSXXhVm+bKauy\n22hKB9VTm1fF0kPH6puJ3adinabPr5eF1V3pW9WDTrnFVEgNeVV9yc5bDgSoy9pCYPh0bu+4nr+/\nwhFuo7rgr7cBe2KuCSWY60YVRmkYYMPCK+lcsgfrcjbTcc/LWZ5bmv7239awCoiWTNFITalrLn2H\nd6YLwPwSLu2Wy5pj+3Hgc6vYzUvzb0xHDH2/B5jqP65GeTcvi0L/dyIpVxWs60u/eV3694Fdu64u\nBKipMQpY4XaRmBJUH4xkM5hBXD0wIOoxhSufpnRQNZuG7R8n30QV7pqtltUCaeKVH0uNbdLgwV/W\n5ueX7+tL46+HLZjQZgCvOY4eAeC6cjiQ720f731W+rYNDPv80HXlJUw0iBzgJxHKSqf6V8Q8vAgf\ns4BZrisfAfsCQ2KUk4waZzw1vPBPf5rdMOc61La7xEgbnk9zlRBD+byJic+7BE/FDbhn1THskVVF\n5wHPshdhdZb3A+srhjTYlWpd3ezldx2J+W5Hsj3WuY2WJmF7/Qp+bDs3IXZrNJAGUFVkdJeubA7d\ntwcAAw5idn0HqgOwTQkwkfLTSbgaYWfKCsPVCRPMKvb1W+T7nenQJ5cayaUmJ48tNwzjm63783E+\n0LGK3EZlRVBJbHQ/UWWqCH8ARnnbotVjY7u8exAAtR3e1SIdJBftWE2frzoDnan1lZVfDPnFhNKS\n+H0qKtVd6Vs+3LtP9jQx3bt9CCWjQDuYcd3Cq5gy6g96US8ZHekchF8T1mMe4gD6b+0NVX0prOoL\n317IgJFXN6RJW/vf3rD+V5ZUaaSmVFtv1JqWVFCxoJSDgIvP2JGdcqQhzdlsU/Oai6fAFH5chHya\nqjbVGeWrqspCBViyZGTFggVGAStC+kSUoELfP8XMUpR738uBy5scc+yvv2PxEavC8oiUbyzSqpbV\nAmliHRdPje2szp2Lv/f+XwJswCzUAfM6cbXv+JNi5L/Cl7Yu7HMF8BgmjnVoJqql1b8SyWOj91mL\nmW1KNJ+4amw0VcML//SnCT8XsdJG2tccJUR/Psdj/Nh3DW0rKCg5d8WJDNjpARBtWmeVg5r8huQx\nr1zPAqYk6D8d7TyFrgVrfGmqoqRNyt6Qgl/9tuAScfMJHVNGQagffLqZwmqAhQyrDCkBtjbhaoSR\n1AkTJNq1eQ5mvDJuLqMrAeayT/11XHV8PYGKaGVFsCNSP1vpfYZe068BvhQhusKgdw9i7cgKVnhl\nlvUzbaU+C/p8cRdmxheq82ubpE3sPhWVkDpiVrmxudMi6kZcC4ULqQXI2kxtwXc4cc5B9GuBmM/8\nZZQNmw6Y625N2HHpum5sF9jBtCVVGikuzSth7PwSVry3gZH3n6nLHUdnd8rmnZMHMYdtKmxHYl4H\nvRF6hRx+XPh3fzkNr52XHjqWpRNXPPPcbw6cP3/iivfeO27k/fc3vNqLp6gYK80hqlyHWTw3E6M6\n94oIBzekKVxxOLmVR7HDZ6fGzDf+K/K0qmVBg7vBHRif9bnAVa4rkRZ+pqoMGFPJz3Vl6Isvdrvx\nggvO+2mPHqvmYWZFVwBLMbOTH2FmMEZHKT88/z2BMZjY4b/CzHIOCe1zHL3WcfQmzCK8iOpfvvzT\nobKYSB6hNJcBj7mu3Br+hxn8f4Opo8tcV3aLkXcsNbzwT3+aUBsMP6eR0jbZl6yLR5it2/IxfeNm\n4ENMu5z00kvd9tvah++7zWmshNhwTM6239AsRUwzs3sycC8ikz0Z8kRsfxrjT7sBKMbImd+BiZ89\n3/s9mzCvyOex7XqRuLKcSP+9+ex/FeTVLGD3nxBeN1HyCan+vclhIVW8Q+7j7F2XsmPJMBYX/4m/\ndkqo/DQTrkYYSZ0wQZooZGL8eysVsrpSPPdYXlj1Pw5b8wqTd56n+/wnVlkR9sW6H0zA1O8dwEHA\n874Qqo2v7d49iEXHjdQ3vTJD2zbucjT5GydiQsLOZclP9mmSNrH7VFRC6oj9XuDALvNZMfBpRuVU\nMLPfS+xT+Dkr6/N4f9UUbnNdKYhxDqJeC7p8bj57vsseORXMxFx3/4tx5TiCaNeUdurikQ6sz7Sl\nxXBdOQT4BzDSccyCJwnKIMwM8J5apK0p5pESIpyKEcmoAi5imtQA/9Qi3aOly3ZdOY4EYvX6OADz\n2u4RzIxaN+AXmMHs+Y6jn7eAjYK58VwMjJ8375D53347qvvUqdMfBWY5jn6W7jLbA955OQXihl/s\ng6mj+ZgBNsCzjqNvt6B5rY4IPTADz/NnzZLzMQs1W0SlLkLhx2IWiWZjVBPdKOkKMQuRL8T4vd8M\nPI9GiNhjBuYHYNq9g4nscgeqK5ukbXzcPpjFhUdhIp78BdXi5H9UxLxPw4QkPB7Vd9OSZyaRhmvL\nHdXkvF9ARY9acnYAfqpKes5Z1KLJwbgsjMIIBCnwsCoJL9CToOyOUUv8tRZp4nHU04AXKu8+jB/0\nMY6j69OSscjFmPZ7JKrblcaCXYBoabN4A4q5wJ8dR/8b2i5B+StGHS/ihSlLkOP6MXhcD7oN68zC\nTtmEVq3XYaIVvOn5qbYKIgSAY4AZ/H7Et/Ra+JwW6U0tVZ533v6IWbh1C9tcG+KxGHg19ODi5ZUD\nnAn8DTjJcfStNNo5DhPTtTNw64oVuzx6xhnfvANcocrr6Spne8cTOfoZZuDdAbgUuMRx9LGMGpZm\nRDhgl13mvnTXXfvXZmfXDnScBBYGpq9wwUTHmAGMRfV7374dgQswbiH/A25Bk5CKF9nJO/5M4C2M\nm0AkdsfM8N0O3Je2QXRjWw4DHgd+h6ZfKr7VkIZrS+Ea+tzWj1UnKIH1wOmqnvtEi5uAYPx/e2Mm\nKS7wyk94YCxBmUBdzr+574OHWT36AVW+bCFzm+DdR67BzDqfD7yelvumyEmYupmK6qxm59dGsINp\nS5vGdeVU4GzH0YYZVglKPkbBrYnE99mD2fOn/Tiuqp7KdzawatUW9u6Wy8IcoTIvi6xDe9MvL4vN\nIryPmS1YBtznOLoxPK90I/vdcRgH/+U17vridsr6/82LW5pWXFeyMAPog4HJjhNnpivxfB3gKeAP\njqNPpCG/n2Pk2s8DnnEcrRfhKkz0CEc14QcASxiuKyOBlzFKjje05oNjS+K6MmDNmsEvv/LKWTs9\n8kjRJFU+aHUjRC7DRI2ZCOyDmVk+DHgQM7OceiQMkS6Y6BDR1FVXAy+gWhNlf3owofVeAm5A22Ho\nTjHXlnrkvHwqN1bR8TaMLsDFniBQhsxiHGYh/a3A3aoNvsL+NAUYhdE9vU17cPBfRrLH49U8PTPA\n6n3ms03o62PgiZZ+OHBdOQGjBJwFzMbcNz8F7k352iJyMOZ+cgGqT6bJ1IxiB9OWNo03M7oE4+/q\nj/25HjMIXuZLexHm5nYa8I7jqHoxPI/FzNgVAGeM60Hn3QvNopE9upA3opChAeEVjD9XRDPSMYCU\noNxERc/O3Lg+gFlY9Rpm8UUtRixgliopdygvRvdjmJBFP2uWv2jk/HfHDNLuAG4Kv5C6rhRiXA5G\nhB1aDjzoOPqF60p3zGvwXwFHO45+CiDCBIzf3BhV0vIA8GPGdaU/5hXx25gHoHb7cOK60gHzyvxY\n4JHTT1/09sqVw2YAQeAB1YYFUS2PET15ETNLXI8ZGD2Aalmr2ZAgIuyKcTsJRVyYDTylSiKh/nbE\nSLS/DVwb1/2kpZGo15ZwCoCDp1H05yDTLsRE6bkOeKw519Z0IcIumHZ7OOZa6m+7HTAhIN/G3O8U\nWM2Imf/lxKkXo1xIWb+NbB5YgiIs+mkhH/6hN7V5/8XcQ0LUAs8Abrp+sy98564YefVzgXdozrVF\nZA/MObgF1ZvTYWcmsYNpS5vHdWUUNFEYHIZ5rfoesBbjOzoUOMJxfK9gw5CgCGbWdhdv09juuRx/\n1A580yGLqgDUDe3EvNHdWBQwrSeAeW3+KBBM9UlcglKI8T0epUX6vQi9MRfOHIybwy8xsX1Dqlvf\nAvepsilSfuG4ruyP8dH8HjjTcTSm6ECquK4MwAzSltH4dXQeZlb5dczNwH+e+mMGz8sxF+PngGmO\nY2bxRNgRU4+/SuYVqCU2ritd8BZfAVc4jn6RYZNSwnXldkxYzDMa4mcLewHTMItHZwD/UI0qNpNe\nRLph/J1fQ9vGQ4oIIfGiCd6mQZgFbPfTWLRlN8xDfFy7B7CiwwzOGT6J14dnUf9fzKBnTnNtnS6X\nnDCUxVfmUp0fPzV0ZGvWWD4ZOJfRKz/ggDWKaCfKi4/iv7N3ZmmT2d3JvBx4lclB4DfAf9rCIDoc\nT478CBoHcVDgzWiqrxKUXIy7YE/vuKOoy96ftXt+gwbqqC7Ywsfnvc/C4ysw95OtmCgmkOT9JB5p\nu7aIDMTcTz4ErmnWm50MYwfTlnaL60pnzGxVPmaW6N+Ok7wfoSejfBTmhlOICcNXjSeZvFMBq2bs\nw9HZARYCRY6j3yaZf3eMz3EXLdKTI6YxftWHduu2Ztg551y+f/fua/crLu6zY5cuG1YGAnW1gUBd\nfb9+333Xt+/StRFiCozAPEzcDNzl93luCVxXumJeR/tlZeuB/0V7kPFmFw8HPnEcDYWrQ4TQK+Xr\nVbmj5az+ceKd9z9ipNK/wjwEgXl4edxxtFX8R1PFdWUKcBOwT6S+LcJQzJuOUzGiO8WYgeLzwCuZ\nfK2fKiIMAs4B+iZ4SAATUWEhxo2gBvOW7QXVhvUiobz3ounERCxGdKX4rCu5btUveWDHtfQpe5eD\nHlpLn78UaTCuu8nV8pduA1lxW19W7wfQkw29+/ND4bsc9HYFBQnNdtcTqH+M0xa6HOwfCO6FWaDr\nQqPFhAWYB6yjVNnuFy9LUHbFLLIE8wD1a+BT6nJu4dpKRbMHY2aSx2Hula8DFekou2PH8sDvf3/R\nHo7z9Ii1aweVbNzYrwyga9d1a3feecGS7Oza8Ae2kBDUO40mpczD6Z8wk2NvAGeibfu6FAk7mLZk\nlFhKiEM78UaHLPqVVjN6XRX1PTuQ0zmbzypq2X1dFfXV9VTNK2Hs/Wfq8mhKiL07kNs5m8+yAxTP\n3cSQTjn0CVdHvGI4owfnU1+rVFXWUVqYQ6/uuXTaWEVN91xy11dR16sDOQL1XXMJlNVQK0KgY4DA\n1nrqG33WCR2zlK311NcrurU2IB2z6wP5WVBdT21ugKyttVl0zK6TGqWmXqnbWtUhKze7Ljs/u16y\nA6J1tdmUlvbcmpdX3qG8vGtdbW1u3datBbUdO1YUFBZuoLy8a311dZ688sovKw488D/5hYWbND+/\nNGv9+oG1W7d2qtu8uXt1z54/dOzTZ3nO+vUDanv1Wpm9fv2A2oqKLoFrr31iU1lZ9yq2qd11Biou\nvfTs7oMGLdItWwoa0lx55WmFffsujZrPuef+sdugQYu0ui6k5/QAABMDSURBVLpj1DJDn1u3dqoL\nBp9aVVbWI99fZv/+i7P6919cX1LSq6K6Oq+qsrJTaWHhpl7l5V07XHPNk/NLS3v1J4qqWHNUCZNR\nEWwJIqhBRlJmjGlPnN8Qnm855jVyX8yCKDCv/zdgBiAVmJtdo3bh2xf+mUjaZqWprs7tHgjUZX3/\n/a4l/ft/92qHDlv7lZZ2G71u3aD6bt3WFRQX964IfW7e3DM3GHxqZVlZjy1PcFKffqzqUUFB4FT+\ntaGY7vnxyryPs7sPZ5HuyLLsHxhQW06nuo10rx7ADx0HsTznBwbU9mdldqTPcjrVTeWpVZvY1rZT\nPRcPcUbXHVleMJTvdDV9q/uyKnc1/Zp8VlBQczb3X7OEIZswPrb5mAfqeKqLRmUugmJeSO2vL6s7\nraN3RW/WFYQ+V9GvupL82nwqdTiLCvPYQgnd6vOpDFSS3/BZQ7ZW06E+n8qsAsoDOdRSRxZr6V1T\nSGn2JnrUrKdnaRmFpd3Z1CtU1hbyqqIpH8azq4JOtcV03bIDazqXUZh9Co8vmM7Fw0bwVX0pXXJP\n5sn5G+hV/BJHDenDmhZXegxTJ4ytEqo0KPI2qCH2nfsqBev6sqVrB559cj6VvYrD0146/suCIV2r\nKjdXZedf887wyvKO63LIK/6MrNpS1g/bi67f9yZQG6Cqc809r2/OHr4Bdiqtk+87Z1GWm6WnTO5Z\nVdKpOoecigA1+fXkVDb6vGTPksCAPJGquoCW1WpV77zanD55GlhXmSW98+tYV5lF6HNLbUBzA6Ld\nO9YGunSop6xK6LlZ6fiGULufsrafUKUBrakL6I6dawNZAWVteU59TnatbKjoWN+zoCqwoaJD/bCs\nLVl5a6C6Jqv+1Xf2PeiGZ99/vyXqp6Wwg2lLRnFdcdmm3DRzURmHhxQMy2up6pTdoKoUkfklrPjD\ncTronhelxKeguMKvhBiirIaazjnkhNJc9JlRmLplL9i7q0lTUo12zSVmu6moRQuyY6cJUVkL+XF0\nQhNJU1LSQ7t23diozFmzTqBbt3XsvffbcdP6j7n66pkAZZibOgC33OI05BNKc9ttB9XtuefsrGj5\n+MuOVWaIt9/+ee20ac82/FJ/mZFs99kaYqbqNnWs8LbjOJqwclakY5uTX7KElRVOQvYk8BvC8SuQ\nRaNRu0hD2rSkKS8vrOrUaXPMa0GovbzLgTUH8l4OwFOcwEnMjJS8UZmzcHBo3BbX00N7EbtNh3iW\nn9cez7PxFIHj/s63OahuApH7XDizmLjiYHUHieCSXJ3PpLFi3kxVps6R0SU+RcWIbKCH9oxzTjZT\noIVUxEwTKZ9ZTFzhVz4M/b5k7XqKE+jDuob6DLUBf7sI5R0rz1QJq49YfW6mKlPl3NElDWqISyeu\noENZYcP3L06AZ2Y2Seu/Z81aB1cv9OW6pWsNeSU5oa+zHgQn7LFh5q5ZTD0puqdP2D2Rrk2W+jcm\nUppes6C6G5TunXg+Iao/zq2ddFlVTvyUbYfmjjmtaIuluURVQuwQMKv1t9SaxRWVtcbPL/Tdp3IY\nVQkxdAzwyQ9bzOrpcHXEmvpt+a3eanzKymuMn13455IKKr6vjJoG/+eSCioWbexUE2lfxDRG0Zfy\ncqPMGPpcsmRkxerVO2/yb1u0aJ+66dNnUFOTWxsvbfgx3rn+0DsvpUBDPv40gUBdcax8QsfEKtNv\n16233v1upDIj2e6zI5Y6VnNUCVtK5TDZ8mOpgMWzJ9ZvSEax0J/mwzhpkknbrDRbtuQ3tK8OHbZ8\n4N8Wq20L9aUAc9mn7lxmNMk3UplVmLZYislvASMrlmDaYmhbtM8FjKz4LY3bdqrnIgvT5xIp06fW\nl0ydR1XMCyndxSrzuzjnZAEjKxYyIm6a8HxiKR8mY1eozkP16WsDDe0iBVXFZElEdbSJIm+DwmHo\n+6p96nhpRsS0VTUBBfi6VHT6N0BVg6LlJ2waasrYas7PloB5NivxBrJzenWs/83YPTf504R/bq0x\nxyza1LF+1RbjRhPtHrZoU8f6pZs6N7rP1S2FYdOhTKOnqfQ+Q/Ox6p21wGLhjY9GR3s43G7JmjZt\nWqZtiEgwGJw2bdq0YKbtsMRm2bLgfzGvwKY6jpbc81FwpsKUOcWMGdWNh4GdP9rEqZuqOXp5JRMG\n5dMj9H1OMWM8lUP8x91/pi4PfQ8dA0x9ZQ2P+NME3zZl18OphTkmv1VbmaEwZfZGjqxTJoV/xkrz\nwme7n1itdVNe/XrI0bmd1zlzihnzyceTHw4UbDgztC1mGvdnR+dWdXdmzz7uyLq67EmhzzlzJo1Z\ntWrIDNXAlNC25547b8KiRfv2qK8PnFpYuPHoWGnDj8EsVHraO+9TgH6hfPxp+vZd+kisfELHxCrT\nb9cHHxzzSKQyI9nus2MK0A+YGq7sFd52mtPumptfsvjKCv2+ht+ZqD1xfkOTfAmr8xTTpDu/qGk+\n+ujIUzdt2uHoOXMmjRk1yjXXAm9brLa9E0sfqSMw5R+cN2EOjdpQ1DLrCZzanY1HP8dxR9aQPel/\nTBqzhCEz6ghMCW2L9vk/Jo15icZtO9VzEbI9kTJDbgrBIMnU+VRVSnzHNPSrh4PLZsYqO5Fzkmqa\n0O8J2eD/fcnYFarzUH362kDDufXn3RL4z22MOm8478Hbls2kPjCFJZPG6JvXLm/4/sl5E1hlbA9P\nW1LS98jevVdOevi9A45cvnLIJDaMmEDPRebaPv8Xj1AfmMLXxx1JffakJWXjTuyRtWrKrTs4U+lY\nfMz93Q8Z84mOv92fJvxzzbfjTizsvmrKyx8cMqay26LbFaaE7l3Pznamkld8TOjz5Q8OGfPtyp1m\nBAo2nBna9tJ/nKl5JcXH3FvlTK3uHznNzS8fcXNBj2Xjr/8yR8b1qmdzRadvc7/SLq/Oan8uHtD8\nMad187BYLBaLxWKxJI0cdtUeOb2+/selR7980KAO2TWvfDRh0PM3vhxNuKjNYn2mLRaLxWKxWCwZ\no2Dy5d2O3u+dGb91PjyxPQpN2cG0xWKxWCwWi8WSIu12AaKIHCEiX4vItyJyeabssKQfEXEybYMl\ndWz9tW9s/bVfbN21b2z9/XjJyGBaRLKAOzEKQiOAk0Vkt0zYYmkRnEwbYGkWTqYNsDQLJ9MGWFLG\nybQBlmbhZNoAS2bI1Mz0vsBiVV2mqjUYVZ2fZsgWi8VisVgsFoslJTI1mO4PrPB9X+lts1gsFovF\nYrFY2g0ZWYAoIlOAI1T1197304D9VPV8X5q2uTLSYrFYLBaLxbJd0ZwFiPHkU1uKH4CBvu8DMbPT\nDdhIHhaLxWKxWCyWtk6m3DzmALuIyGARycUoDb2QIVssFovFYrFYLJaUyMjMtKrWish5wGtAFnC/\nqi7MhC0Wi8VisVgsFkuqtFnRFovFYrFYLBaLpa2TqTjTD4jIWhFZ4Ns2TURWisin3t9k374rPXGX\nr0VkUiZstmxDRAaKyCwR+VJEvhCRC7zt3UXkfyLyjYi8LiJdfcfYOmwDxKg72//aASLSUUQ+EpH5\nIvKViFznbbd9r40To+5s32tHiEiWV08vet9t32snRKi7tPW9TEXzOAgoBx5R1T28bUVAmareHJZ2\nBPA4MBYTPu8NYJiq1reu1ZYQIrIDsIOqzheRTsBc4DjgF8AGVb3BU7XspqpX2DpsO8SouxOx/a9d\nICL5qlopItnAbOBS4Fhs32vzRKm7Q7F9r90gIhcDo4HOqnqsiNyA7Xvtggh1l7ZxZ0ZmplX1XaA4\nwq5IETx+CjyhqjWqugxYjBF9sWQIVV2jqvO9/8uBhZgGdyzwsJfsYcwgDWwdthli1B3Y/tcuUNVK\n799czJqTYmzfaxdEqTuwfa9dICIDgCOB+9hWZ7bvtQOi1J2Qpr6XqWge0ThfRD4Tkft9r0r60Ths\nnhV4aUOIyGBgFPAR0EdV13q71gJ9vP9tHbZBfHX3obfJ9r92gIgERGQ+po/NUtUvsX2vXRCl7sD2\nvfbCLcAfAf8Mpe177YNIdaekqe+1pcH03cBOwN7AamB6jLR21WQbwHMTeBa4UFXL/PvU+A/Fqidb\nhxnEq7tnMHVXju1/7QZVrVfVvYEBwAQROThsv+17bZQIdedg+167QESOBtap6qdEns20fa+NEqPu\n0tb32sxgWlXXqQdmGj40pR4u8DLA22bJICKSgxlIP6qqz3mb13o+uYhIX2Cdt93WYRvCV3ePherO\n9r/2h6qWAv/F+ADavteO8NXdGNv32g3jgGNFZCnwBHCIiDyK7XvtgUh190g6+16bGUx7jTDEz4BQ\npI8XgJNEJFdEdgJ2AT5ubfss2xARAe4HvlLVW327XgDO9P4/E3jOt93WYRsgWt3Z/tc+EJGeoVeR\nIpIH/AT4FNv32jzR6i40EPOwfa+NoqpXqepAVd0JOAl4S1VPx/a9Nk+Uujsjnfe9jIi2iMgTwESg\np4isAIoAR0T2xkylLwXOBVDVr0RkJvAVUAv8Tm1w7EwzHjgN+FxEPvW2XQn8HZgpImcDyzARImwd\nti0i1d1VwMm2/7UL+gIPi0gAMxnyqKq+6dWl7Xttm2h194jte+2SUF3Y+177QthWdzeIyF6koe9Z\n0RaLxWKxWCwWiyVF2oybh8VisVgsFovF0t6wg2mLxWKxWCwWiyVF7GDaYrFYLBaLxWJJETuYtlgs\nFovFYrFYUsQOpi0Wi8VisVgslhSxg2mLxWKxWCwWiyVF7GDaYrH8qBCR8kzbACAiroh8LSLzReQD\nERmRxrwHi8iCsG3TROSSOMedKyKnx0lzlojcEWXfVXGOfUNEOsdKE+PYN1M91mKxWFoSO5i2WCw/\nNtpKcH0FTlHVvYF7gOtbobzYCVTvUdVHm5HPldF2iMghwCJVLYtnRxSeBH6d4rEWi8XSYtjBtMVi\n+VEiIo6IvC0iz4nIdyLydxE5XUQ+FpHPRWRnL90xIvKhiMwTkf+JSG9vey/v+xcicq+ILBOR7t6+\n00TkIxH5VET+6anexeJDYIh3bHfPps+8Ges9vO2fi0ihGDaGZpA9Bb3DEvnJvt8+REReEZE5IvKO\niAz3tjfMXovIWK/MT0XkRt9MtwD9vOO/EZHrvfR/B/K89JEG5KcAz3tpB3uz8o+JyFci8rSI5IlI\nF2/7MC/dEyLyK+/4FzBSwBaLxdKmsINpi8XyY2ZPjITsbsDpwBBV3Re4DzjfS/Ouqu6vqvsATwGX\neduLgDdUdXfgGWAQgIjshpEUHqeqo4B64NQo5YcGuEcAX3j/B4G5qroXRur9EW/7e8CBwEjgO+9/\ngP29feEM8Qa2n3py4+eybVZ5BnC+qo4B/gjc5W1XX5oHgV97v6GWxjPSe3u/cQ9gqoj0V9UrgC2q\nOkpVI7mKjAfm+L4PA/6hqiOAzRjJ3lLgPOAhETkJ6KKq9wGo6lqgp4gURMjbYrFYMkZ2pg2wWCyW\nDPKJN0hDRBYDr3nbvwAO9v4fKCIzgR2AXGCJt308cByAqr4mIsXe9kOB0cAcEQHIA9ZEKFuAf4lI\nLtANMzAN5ftzL99ZItLD8xV+F5gALAfuBs4RkX5AsapuiZD/d95AGO/3FXmfBcA44GnPPrzfhS9t\nF6CTqn7kbXocONqX5M2Qu4aIfAXsCPwQwQY//VR1k+/7ClX9wPv/MeACYLqqviEiJwJ3Yh52/KwF\nBgJfxynLYrFYWg07M22xWH7MVPn+r/d9r2fbZMMdwO2qGprFzvMdIzQm9P1hb4Z2lKruqqpXRyg7\n5DO9M2Ym/I8x8lXgHcxg+iDABdYDx3vbkyGAGYCP8v2NjHNMuD3+81ZHahMz/pluCX33XGJ2AyqA\n7hHsaCs+7xaLxQLYwbTFYrHEoxBY5f1/lm/7exhXB0RkEmZ2WYE3geNFpJe3r7uIDIqSd2iQ+mfg\nOC/du3huISLiAOtVtVxVVwI9gaGquhSYDVxKcoNp8WaUl4rI8V4ZIiJ7hqUpBcpEZF9vW6K+yjUi\nEm1gvUpEevi+DxKR/b3/T8H8boCLgC8x5+DBsPz6ACsTtMVisVhaBTuYtlgsPzY0yv/haUL7pmFc\nIuZgZoND24PAJG9h3vEYV44yVV0I/Al4XUQ+A17HuIhEtUVVtwK3YaJhTANGe8f+DTjTl/5D4Bvv\n/9lAP+8z3u8M33YqcLaIzMe4tBwbIc3ZwL2ev3U+UOrbH+28zQA+j7IAcTYwxvd9EfB7z02kC3C3\ntxDybOASVZ2NeVD4E4CI7ABsVNWKKGVbLBZLRhBV+8bMYrFYksXzda5T1ToROQCzmG6fTNuVLkSk\nIDRwFZErgD6qelEz8nOAqar6WxEZDLyoqnvEPKjx8ecABap6S6o2WCwWS0tgFyBaLBZLagwCZno+\nvtVsfzGQjxKRKzH3iWU0dnFJGlV1ReRPsk14JdmZnKnAT5tjg8VisbQEdmbaYrFYLBaLxWJJEesz\nbbFYLBaLxWKxpIgdTFssFovFYrFYLCliB9MWi8VisVgsFkuK2MG0xWKxWCwWi8WSInYwbbFYLBaL\nxWKxpMj/A33nufMpatBsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1119e86d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_pair1_50 = results_dict['IMG1.JPG_IMG2.JPG'][50]\n",
    "\n",
    "final_results = {}\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for method in results_pair1_50:\n",
    "        \n",
    "    if method not in final_results:\n",
    "        final_results[method] = {}\n",
    "\n",
    "    data = results_pair1_50[method]\n",
    "\n",
    "    final_results[method]['displacement'] = [o.displacement for o in data]\n",
    "\n",
    "    final_results[method]['row'] = [o.row for o in data]\n",
    "    \n",
    "    \n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['displacement']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['row']), np.array(final_results[result]['displacement']), \"{0}.\".format(format_ids[i]), label=result)\n",
    "    \n",
    "    plt.plot(final_results[result]['row'][len(final_results[result]['row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                 \n",
    "\n",
    "plt.title('Vertical Motion Displacement - IMG1/IMG2 - 50px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 2: IMG1/IMG2 - 100px patch - *DistanceEuclidean*, *DistanceCorr*, *HistCorrel*, *HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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diLg3Il6tcJxHAb+MiNcKX7NJb2aOwszMzNZoqn7PjK4lKSJitUxmteVmPYlf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\n2jnnnHPOuQH6f00Ea4xkPyZUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b588bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_pair1_100 = results_dict['IMG1.JPG_IMG2.JPG'][100]\n",
    "\n",
    "final_results = {}\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for method in results_pair1_100:\n",
    "        \n",
    "    if method not in final_results:\n",
    "        final_results[method] = {}\n",
    "\n",
    "    data = results_pair1_100[method]\n",
    "\n",
    "    final_results[method]['displacement'] = [o.displacement for o in data]\n",
    "\n",
    "    final_results[method]['row'] = [o.row for o in data]\n",
    "    \n",
    "    \n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['displacement']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['row']), np.array(final_results[result]['displacement']), \"{0}.\".format(format_ids[i]), label=result)\n",
    "    \n",
    "    plt.plot(final_results[result]['row'][len(final_results[result]['row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                 \n",
    "\n",
    "plt.title('Vertical Motion Displacement - IMG1/IMG2 - 100px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 3: IMG1/IMG2 - 200px patch - *DistanceEuclidean, DistanceCorr, HistCorrel, HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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L/Bh4nXR+TwCU+zuWdGHfDFKA+n+1zkdr5FroXfLXC5KmAxeS3iws0W5E3B8R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EHU77nvjHlLF27BKH9lR7btmkDp7rOQ4sFkaSLdiCzGfSgJ1DX8wWmUVVSkeg4e7Ni+uDg7s7S0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\nLBaLJUr+D7/f13m5nwt6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b588810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_pair1_200 = results_dict['IMG1.JPG_IMG2.JPG'][200]\n",
    "\n",
    "final_results = {}\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for method in results_pair1_200:\n",
    "        \n",
    "    if method not in final_results:\n",
    "        final_results[method] = {}\n",
    "\n",
    "    data = results_pair1_200[method]\n",
    "\n",
    "    final_results[method]['displacement'] = [o.displacement for o in data]\n",
    "\n",
    "    final_results[method]['row'] = [o.row for o in data]\n",
    "    \n",
    "    \n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['displacement']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['row']), np.array(final_results[result]['displacement']), \"{0}.\".format(format_ids[i]), label=result)\n",
    "    \n",
    "    plt.plot(final_results[result]['row'][len(final_results[result]['row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                            \n",
    "\n",
    "plt.title('Vertical Motion Displacement - IMG1/IMG2 - 200px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 4: IMG1/IMG2 - 100px, 200px patch - *DistanceEuclidean*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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sjpGaTI8HpgL791oTD0krAOeSaoQ/lQcvBNaqmnQssKDO+LF52ECeADZuIKSI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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114bd0a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_pair1 = results_dict['IMG1.JPG_IMG2.JPG']\n",
    "\n",
    "raw_results_pair1_100_200 = []\n",
    "image_rows = []\n",
    "\n",
    "final_results = {}\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for patch in results_pair1:\n",
    "        \n",
    "    if patch not in final_results:\n",
    "        final_results[patch] = {}\n",
    "        final_results[patch]['DistanceEuclidean'] = {}\n",
    "\n",
    "    data = results_pair1[patch]['DistanceEuclidean']\n",
    "\n",
    "    final_results[patch]['DistanceEuclidean']['displacement'] = [o.displacement for o in data]\n",
    "\n",
    "    final_results[patch]['DistanceEuclidean']['row'] = [o.row for o in data]\n",
    "    \n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    current_patch_data_euclidean = final_results[result]['DistanceEuclidean']\n",
    "    current_patch_data_euclidean['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(current_patch_data_euclidean['displacement']), 10)\n",
    "    \n",
    "    plt.plot(np.array(current_patch_data_euclidean['row']), np.array(current_patch_data_euclidean['displacement']), \"{0}.\".format(format_ids[i]), label=result)\n",
    "    \n",
    "    plt.plot(current_patch_data_euclidean['row'][len(current_patch_data_euclidean['row']) - len(current_patch_data_euclidean['cma']):], current_patch_data_euclidean['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))   \n",
    "\n",
    "plt.title('Average Vertical Motion Displacement - IMG1/IMG2 - 100px/200px patch height - Euclidean Distance')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Average Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 5: IMG1 - IMG12 - 50px patch - *DistanceEuclidean, DistanceCorr, HistCorrel, HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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NFwmvq5N471sJr3Y/JQyEei5HdnV5WiuVmdkTFmLJK5WZ2XsE79SfgC8IMZkHWUWs98XA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5mRK4hQABSuo+3UtpTtB7CRlutasakdwHSGfTOCd+cC+2HR5BAwGj9kvwH78XFbgBc5au2xvLQM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\nC5xdu7UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11bbb8b50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for image_pair in results:\n",
    "    \n",
    "    for method in results[image_pair][50]:\n",
    "        \n",
    "        if method not in final_results:\n",
    "            final_results[method] = {}\n",
    "        \n",
    "        data = results[image_pair][50][method]\n",
    "        \n",
    "        if 'displacement' in final_results[method]:\n",
    "            final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "        else:\n",
    "            final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "            \n",
    "        final_results[method]['row'] = [o.row for o in data]\n",
    "        \n",
    "\n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "    \n",
    "    final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "    \n",
    "    final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "    \n",
    "    plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "          \n",
    "plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - 50px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Average Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 6: IMG1 - IMG12 - 100px patch - *DistanceEuclidean, DistanceCorr, HistCorrel, HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ryF4bWB0YAhwKnC2pfy1FJK0CbAlcXYfelwAH5f93Av4DTKki78vAFaT4/X0l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\nzjnnXI7+H9jZwsdxFszgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117edbd50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for image_pair in results:\n",
    "    \n",
    "    for method in results[image_pair][100]:\n",
    "        \n",
    "        if method not in final_results:\n",
    "            final_results[method] = {}\n",
    "        \n",
    "        data = results[image_pair][100][method]\n",
    "        \n",
    "        if 'displacement' in final_results[method]:\n",
    "            final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "        else:\n",
    "            final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "            \n",
    "        final_results[method]['row'] = [o.row for o in data]\n",
    "        \n",
    "\n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "    \n",
    "    final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "    \n",
    "    final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "    \n",
    "    plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "          \n",
    "plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - 100px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Average Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 7: IMG1 - IMG12 - 200px patch - *DistanceEuclidean, DistanceCorr, HistCorrel, HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2kbR6oephwHMseTOwPdATWFPSp1siUxAEQRAEnY9QptsA27Nt30yyVh4maRNJ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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117ae23d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for image_pair in results:\n",
    "    \n",
    "    for method in results[image_pair][200]:\n",
    "        \n",
    "        if method not in final_results:\n",
    "            final_results[method] = {}\n",
    "        \n",
    "        data = results[image_pair][200][method]\n",
    "        \n",
    "        if 'displacement' in final_results[method]:\n",
    "            final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "        else:\n",
    "            final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "            \n",
    "        final_results[method]['row'] = [o.row for o in data]\n",
    "        \n",
    "\n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "    \n",
    "    final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "    \n",
    "    final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "    \n",
    "    plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "          \n",
    "plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - 200px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Average Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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afVU+++dr0y/K05duYxnDliU1Xv2Y1PXw8fx/upN0g7oHsHiL7TIrL7f6akxr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\nGqDlYuj5BgtbLqdZ29nsVbSMKYWbWA0ct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ioUV0gIXKwz5wXBN0l0D+NxRwHXTpiw6RkH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mfSlUF82D25dK7RR1fAC4Bjg6q8x+xSpJkiRJkuaGgVfUALsANwA/aNm2OnBrh2Nvaf5drd9B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+H5W+h/kUMS9oFzFzd2YJ2u2NrQ+WrwQ51IHnAycGENuZcuZ/S2u7ip4P+4JKeSTq+ibX0h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\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PYvsncCRwKSFJs0ey+rLk96koydP4UidqzGxt4GjCH7RP/irA3V1DpURERERERETq41og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FxQ0xoT9dmS5BfsYODaRoQ0QccRgpogCIKewbFAX2D/rq5ID+IY4D4zu76rKxIEQRAEQediZuNw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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1145a6bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "mpl.rcParams['figure.figsize'] = (16, 20)\n",
    "mpl.rcParams.update({'font.size': 16})\n",
    "\n",
    "for i, patch in enumerate([50, 100, 200]):\n",
    "    \n",
    "    ax = plt.subplot2grid((3,1), (i,0))\n",
    "\n",
    "    for image_pair in results:\n",
    "\n",
    "        for method in results[image_pair][patch]:\n",
    "\n",
    "            if method not in final_results:\n",
    "                final_results[method] = {}\n",
    "\n",
    "            data = results[image_pair][patch][method]\n",
    "\n",
    "            if 'displacement' in final_results[method]:\n",
    "                final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "            else:\n",
    "                final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "\n",
    "            final_results[method]['row'] = [o.row for o in data]\n",
    "\n",
    "\n",
    "    for i, result in enumerate(final_results):\n",
    "\n",
    "        final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "\n",
    "        final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "\n",
    "        final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "\n",
    "        final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "\n",
    "        plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "\n",
    "        plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.xaxis.set_ticks_position('bottom')\n",
    "    ax.yaxis.set_ticks_position('left')\n",
    "\n",
    "    plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - {0}px patch height'.format(patch))\n",
    "    plt.xlabel('Image Row Height (px)')\n",
    "    plt.ylabel('Average Vertical Displacement (px)')\n",
    "\n",
    "ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.1),\n",
    "          fancybox=True, ncol=3)\n",
    "\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}