{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# make the ICU OLR anomalies maps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Nicolas Fauchereau](mailto:nicolas.fauchereau@gmail.com)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from matplotlib import pyplot as plt\n",
    "from mpl_toolkits.basemap import Basemap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import os, sys\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from datetime import datetime, timedelta\n",
    "import monthdelta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sys.path.append(os.path.join(os.environ['HOME'], \"pythonlibs/\"))\n",
    "import colormaps_functions as cf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from netCDF4 import Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### defines the plotting function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def plot_OLR_ICU_anomalies(data, vmin, vmax, step, date):\n",
    "    ### ==============================================================================================================\n",
    "    title = \"OLR anomalies for {}\".format(date.strftime(\"%Y/%m\"))\n",
    "    ### plot for anomalies     \n",
    "    fig = plt.figure(figsize=(9.5,4.9))\n",
    "    ax = fig.add_axes([0.03,0.05,0.92,0.9])\n",
    "    m = Basemap(projection='cyl', llcrnrlon=ll_lon, llcrnrlat=ll_lat, urcrnrlon=ur_lon, urcrnrlat=ur_lat, \\\n",
    "                resolution='h', ax=ax, area_thresh=10.)\n",
    "    \n",
    "    im = m.imshow(data,origin='upper',interpolation='nearest',cmap=cf.gmtColormap('purple-orange'),vmin=-90,vmax=90)\n",
    "    \n",
    "    cb = m.colorbar(im,ticks=np.arange(vmin, vmax+step,step),boundaries=np.arange(vmin,vmax+step,step), drawedges=True)\n",
    "\n",
    "    cb.ax.set_yticklabels([str(ll).rjust(4,\" \") for  ll in np.arange(vmin,vmax+step,step)])\n",
    "    cb.set_label(\"$W.m^{-2}$\", fontsize=16)\n",
    "    for t in cb.ax.get_yticklabels():\n",
    "        t.set_fontsize(12)\n",
    "        t.set_color('k')\n",
    "        t.set_ha('left')\n",
    "\n",
    "    im = m.contour(lons, lats, data, np.arange(-90,0,10), linewidth=0.2, alpha=0.8, colors='b', \\\n",
    "                   linestyles='solid', latlon=True)\n",
    "    plt.clabel(im, fmt = '%1.0f', fontsize = 12, alpha=0.8, colors='k')\n",
    "    im = m.contour(lons, lats, data, np.arange(10,90+10,10), linewidth=0.2, alpha=0.8, colors='r', \\\n",
    "                   linestyles='solid', latlon=True)\n",
    "    plt.clabel(im, fmt = '%1.0f', fontsize = 12, alpha=0.8, colors='k')\n",
    "    m.contour(lons, lats, data, 0, alpha=0.8, colors='w', linewidth=2, latlon=True)\n",
    "\n",
    "    # draw the coastlines\n",
    "    m.drawcoastlines(linewidth=1.)\n",
    "\n",
    "    #draw parallels and meridians.\n",
    "    delat = 10.\n",
    "    circles = np.arange(ll_lat, ur_lat + delat, delat)\n",
    "    m.drawparallels(circles, labels=[1,0,0,0], fontsize=14, linewidth=0.8, alpha=0.8)\n",
    "    delon = 20.\n",
    "    meridians = np.arange(ll_lon, ur_lon, delon)\n",
    "    m.drawmeridians(meridians, labels=[0,0,0,1], fontsize=14, linewidth=0.8, alpha=0.8)\n",
    "    plt.title(title, fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### set up the proxy so that python can access dods if the IPython notebook is run by CRON"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#os.environ['http_proxy'] = 'http://proxy_url:port'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### path to save the figures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "fpath = os.path.join(os.environ['HOME'], 'operational/ICU/supplement/OLR/figures/')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### last month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "date = datetime.utcnow() - monthdelta.monthdelta(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### set up domain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ll_lon = 135. \n",
    "ll_lat = -50.\n",
    "ur_lon = 240.\n",
    "ur_lat = 10."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### get the data through DODS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with Dataset(\"http://iridl.ldeo.columbia.edu/SOURCES/.NOAA/.NCEP/.CPC/.GLOBAL/.monthly/.olr/dods\") as nc: \n",
    "    lat = nc.variables['Y'][:]\n",
    "    lon = nc.variables['X'][:]\n",
    "    ilat = np.where(( (lat >= ll_lat) & (lat <= ur_lat) ))[0]\n",
    "    ilon = np.where(( (lon >= ll_lon) & (lon <= ur_lon) ))[0] \n",
    "    olr = nc.variables['olr'][:,ilat,ilon]\n",
    "    lon = lon[ilon]\n",
    "    lat = lat[ilat]\n",
    "    time = nc.variables['T'][:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "time = pd.period_range(start='1974-06-15', periods=len(time), freq='1M')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### transform into a Pandas DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "olrdf = pd.DataFrame(olr.reshape( (len(time), len(lat) * len(lon) ), order='F'), index=time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "olrdf = olrdf.ix['1979':]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### calculates the anomalies WRT 1981 - 2000 normal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def demean(x): \n",
    "    return x - x.ix['1981':'2010'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "olrdf_anoms = olrdf.groupby(olrdf.index.month).transform(demean)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### get the last month anomalies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "latest = olrdf_anoms.iloc[-1,:].reshape( (len(lat), len(lon) ), order='F')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "lons, lats = np.meshgrid(lon, lat)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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j0Wg0WGpqcNodIfWlrbIfsE9K+GhBHF8ujuWWq0sZ0q9xGVkb/uJDEdHGt8+obfSv3SH4\naF48RqOP82Y2jWil4M5T3r67X+vG+CHVTB7ZNAtrY0oqy/A5fCTHKUb9onIjd76ey+NXbSMtQTlX\nl1vwxEfd0GokN5+dh0Ev0Rq0LTXbLBp9+JMSXpc37DrS2/geVGnRcfPs3tx+3m76dLUFrePztO2+\nVV1iZ8733Ykwejhv3J6Q6pij9q/f9Prg5w2JfLI0k+5pdUweWsbAnFq0AZdqT2khmVnJREccHE+h\nYNFcLDYt/3yxNzefm0+/7LoDjhtiDWH34/P4mj1WW6flhqdyufmCvQzssb8/bbfGmWaLS3X88//S\nefWpQmKi97dXU6vhl98jWP5rJJu3GxnS18aYkXUcM6SOCHPL77XdIcgvNLCrwMTOfAO78g3k7zUQ\nH+ele7aTrHQP8XEeEuK8xMd5G7a78raQm9MNvT789bm+qDZcvzZ8nzSO8L9Pog3fQQDhaUM9EdZv\nOQBSF951WL95I4N6Np8r5Iwrcnj3hfzgn5O2XAttGyZjHU1zqoRA+JfOX6+tFcNDhnHtPF4P2/J2\n0X9A0+VByu/0ax8msXGbmYduKSQ68sD7iDc5vHtlTm6PsMo7Pj03rPLtwXRWqzbF1hBNthtREu18\n6v9/MFAipWxZMHQi7RG5RShi9lj86Tz9freDUeJutoXnUdwbalor2FbKyytaL+TH7XRRWVqG0WQi\nOi6GqJhoLNW1uJzBMrS2jBAwa0Y1vXs4+c8rKcyYUsNZp1SjOQxyzplNkkvPDS376qwTSnju4y5M\nGFaFrgU9unb7JjQewcShowHISHJyxrgSXprXlfsv2YHDreHR97uTEO3m+tPzW2zrcEVKeHFuV6aM\nqGhW4LaXs0bv4a73BjO+fykZCaE9ZNWj1cDEQRWM7lvF0o0JfLosg9e/zWb8gArGDywnJc7FTxtW\nMtF87EETucGIjvBy5fRCXvqiC0//fStGfecZM6SE2Z9lcvzQ6kYCNxhpKR7GjLQx96sYZpxUy4rf\nIln+awQ7dhkZOsjO5PEW7ryxlAht6KLBbJL06eGkd293wz6vF4pK9OzKM1BUomdPoYF1G7VUViuv\n6hothcUvMqjvnSQnRuwXwbGKCM5Md9Oru/Ng6QmVFnjnow948q7gi8mlBKdLg9GgTkQeSlwuNx8t\nnMcDTURuSbmOtz5NpKjE0KzA/asjhOgHGID1KFkoHwYK2J/S/W3gLSHEeyixuO8G3jwEQ22gRZEr\nhDCjZL0BxX83XQjRG6iWUpYIId5HWTCWhxIM/G8oC8m+actgpJSrhRArUbLftO0RvxWSkhJZ/fsq\nEhISQq7jdDhwFjswRZiJTYjH6/FQW12Dx+1uvXIThva388w9BTz6Uhpbdpr41xWlRB1BX6b+3W2k\nJrr4cXV8i9bcIbn98Dkan9f048pYsTGez5em8tvWWLql27hqWsFhIfTbwsJVSVhtWs6Z0HmJl2Ij\nPEwfUcgHy7K5ecbWNrVh1PuYPKScyUPKyS81s2RdEne93ZecVBsDup5IYqypg0cdPsf2q+HndfF8\nvCSNi6bu67R+flwdR0GpkZvO2xtS+XNmVvP32zL5alEMI4famD7VwrBBpZiMAUKlnREgtVrokuGm\nS0bw+4mU8Me6qSTG1lBrdVJVraOqRhHAu/YYeH9uHBFmH6edWMu4Y60Y1GCMh4yLzj2v2WNOl8Cg\nk2iPwAf6Q0WdTcPGHWbyCw2MHmYlMzX839ymGAx6zj35tIb/q2u1fPRlPEtWRjNtUg3XX1La6ozM\nX5hUlKQvWUAdSgbN6VJKL4CU8lshxBMoyWnMKBbdew/RWIHWLbn92J8BSAJX+18LgAeklG8LIUwo\ncdGigQ3AP5pk8AmXF4H3OTBPfYcRjsANxGGz47DZiYiKJCEliaqyCtyu8H/hkhO9PP7vQuZ8kMSN\n92Vx1/XFdIs7ZLGSwyYUa25TSy4olsXrZu7hlv/2ZvpxZVw0peiItT7tLTXy0ZI0Hrlye6dboScP\nKuHHDams3R3HkG7B3UlCJTvFzqWT93L++AJ+3xHHy1+v4dOVUzjl2HQmD68kOzU8a3FHcuW0Am56\nqTejB1TTI6M9t5DgFJQamDM/nfuv2h2ytTg12cvzjxSRlOg9ZBY4IeCrRZ9xyzX/oHv2gcd9Pvj9\nTzPzvo3lzY8SOHlSLadMshAf1yl2ApUWaMmS63AKTKYjx6DRmUgpEUFu/vWidv1W5bVnn4He3Rxk\nprq59bEu9Orm4LTJVQzpa2/zb0e9JfeOHv354rt4FiyO5fhRVv770B7iY9XvTEtIKZegLDhrqcwz\nwDMHZ0St02LGs8MVIYRsj09uyHia/xYZTEbiEhOoKivH7Wr8dBnMJ7c5fvwlilfeTeLyGcVMPrZF\nt+UD6Cif3FCo98mtpzXf3KY+uYFUWXTERXmC3qSOBJ9ct0dwx6u5TB1ZwYkjW3d/aY9Pbj3r8mJ5\n7+ccHr5gHTpt8+0F+uSGwp7SQnSRmaza3JUfVseTFOtm8vBKxgyoJqITfpBbu98sWRPPgpXJPHH1\ntoaHh47wya2o0XH7S90554Qyph4T/DPb1Cc3VNriVxqur+fmbVtD8snNL9Cz4LsYfv4limOG2Tjt\nxBq6Dwx7eKpPrp+O9MktLtNxx8MZvPVsM/71R7FP7p9bNrI9bxf9e/amb89eQYu+Nz+Bz76Np3c3\nB4N62xnY206vbg4M/gdSh1OwZFU087+PRwjJaZOrmXCMBaNBhuWTa3d6eHNuOSv+HMfgvjYuOqOC\n9OTQr0mgT64QgvikROosFpyO4G6MObk9wlp4drB9csNdeHakcYROFB96XA4nNRVVxCcloWvDYpB6\nJhxr5dE7ivjku0RefD8Vp+vI+LzNOqGEjxen0Nxvzdrtm9iwO/j0enx0cIF7pPDRkjQSYtxMHRG6\nf3d7GZRTQ2qcg+/WpnVouz9tWInPV8AFk4t59ZbNnD2hhN+3xnDlf/rxwudd+HVzDA7XwbtNTBhS\nRVyUh7nLUjusTYtNy32v53DSsVXNCtyDRWl5OfMXLeTl/81hy/ZtIdf7eP5cnCHMGmVnufnH5RW8\n/tReuma6eOjZVG67K5llK814VSNVp/PORx80e8zhFJiMfy1Lrtvj5tk3X+HxV56noHgf9z7/BPMX\nf0ut9cDF9tMm1vDBM7t49JZCzju1kgG97A0CF8BklJx8fC2z78/nynPKWbkmisvu6MbbcxOprGnd\nOOLzwZJVMVx7fybzfpjLAzcVcdvVJWEJ3EDqBa7X42lW4KocejorhNhfAqfDQW1VNQnJSVSWluHx\ntO3LkpPl4plb83n23TRue7ord15RRFpS+32POpPWfHOD+eQeDWzMi+SH1Qk8fd3Wgy7UzxuXz8Of\n9mdMn3JiIzvm8zF+wHGkJyYDilFoRG8LI3pbqLLoWLouji9XJvHMp13pl13H8N61jOhVS0p85302\nhYBrTt3LrS/35rh+1WQlt+/Hw+kSPPRGNkNyrZw5sayDRtk6xWWleDwestIzAMWC7XK7ee39/2Gp\ns5LdtStPv/wil5x7PmNGHdtqe+fMOB2jIXSLdky0j7NPreGMU2pYvjGW+V9GMeetOKafbGXqZCvR\nUUfeDN6RQIs+uU5NY1/uvwDlVZUUlRbzxO33kpWWwYDcPvyy9ndcbhdnnXRqI7eFuOjQnsKEgKH9\nbQztb6OgWM+CxXH8/YHujBxgZcakKnKzG7tcSQm/b4zkf18kY9BLbryoCKPhBHpkt+PeEiBwa6ra\n50Km0rmoIredOOx2EIKElCQqSsvwtmUaDYgw+7jziiLmLYnn5iezuenifYzo3/Lq70PNeZNLeOqD\nrozqV4vRYMfucBAXrYTIC+aTe6RT59Dw3GfZXHvaXuKiOs1lvFnS4x2M7VvGJyu7cMXkXR3SZnPR\nFeKjPcwYU86MMeXUOTSs3RHNb1ti+HBxGvHRbkb0rmVE71p6dbG1aca0JVLi3Zw7sZiXvujCQ3/b\n0eZ2PF547O2upCW6uGx6cac/lOwtKuSTL7/gtz/XoNfrSUtO4aQJJ3Dc8JGYTWYWLFqIpc7K3Tfe\nSkRMFP/76H1+WrmclKRkcru3HGbo4/lzueWaf4QdQkyrhbGj7YwdbWf7Tj0LvormimvTGTvazuCB\nDnrlukhN8R7RMyuHE6365B7Fltyqmmq0Wi0xUdF4PB50Oh3b83ZhqbOSnqzMzIw/5jgsNiu/rPmd\nE44bR3xs21yE6slKc3PtBWVccEop362I4+FXMklJcHPaCZUcO8jK9nwTb36RQnWtlktOK+O4IVbs\nDjuPzzkwukLICEFCUiJer1cVuEcAqsjtABw2G0IIEpKTqSxtu7VICJg5qYrcrg6eeCODKaNrOO/k\n8sN2NW6/bjZGD6zh6Q+7cPzgD3jy/dksfPod4Oi05L62IJNhubWM7BOe73RHMmNkIXe8M5i80ghy\nUtoftizQktsckSYfYwbUMGZADV4f7CiI4PdtMby6IIuKWj3DelkY3quWobkWoswdMyd+0qhylq2P\n45tfkzj9xPCvt88Hz3+UBcD153RuBI96a9S+0hIy0tJ5euZZpKeksmDRN3z38xLMJhPHDR9FQfE+\nEuLiiYyIQALjR4/lwy8+ZePWzeR279HsYhwI35IbjNwebv51QyWVlRqW/BzJ0uURzPlfHG63oFdP\nF71ylVduTxfRB7rS/+WREvL36tmZZ0Cvk4waZsdkamyZbcmS63BqMB6FltyK6krenfcZ3y3/kRH9\nB3P/jbc1HBvYqy+P7yukqraGpPgE9Do9A3v1Zf3WzSxf/SvTJ05t8XMfKtGRPs6cUsnMSZWs/DOa\neYsTeOn9NAx6yfnTyznhmJqG39Gm0RXCQggSkhIUgVt5aF2fVEJDFbkdhL2uThG6KclUV9vxtdGi\nC9C/p51n78jj8TcyuG92FlefU0pW6uEZfeHSU/Zxz+vdyS85hVdv37/0+2iz5C5bF8u2vZE8dW3b\nwnh1FBFGL6cfW8AHS7O544zN7bbAhRsnV6uB3l1t9O5q44LJxZRV6/ljWww//RnP7HlZ9MiwM35w\nFWMHVmNuh9VKo4HrTt/Lv1/LZfQIO6mJobtISAlvfplGSaWBB67afdBiMPfq3oO+PXsRHaVcy1FD\nh7Nx+xbKKhXf7fjYOLZs3//5SYxPICkhiby9rSf6aKslNxgJCT7OnLnfJ7K8Qsv2HQa27TAwd340\nO3YaiI71kVsvenu56dHdfYBA83qhrk5DrUVDnVVQV6nHatVgtWqwWDVY6zRYLBri4nwM7OegXx8n\nkZFHlsgrKdPy50Yza9eb+HODmQizj27ZLhxOwYtzkhgxxMbxx9UxbLAdg75lS67zKLTk+nw+tu3e\nhd1h5/qLruC/779JjcVCbHQ0Xq+XqMhIBvfpzxeLvuaKcy4EID05lfTkFPaVluDz+dB04BOoVgtj\nh1kYO8zC3mIDKQnuA6KiNBcnt1WEIC4nHY/XpwrcIwhV5HYgNqsVIQRxORlU7S5CtmOlR3yMl4ev\n38unixK57emu9OlmZ+akSgbmtj10Smeg1cKt5+/h5hd60rurly6pitWtIy25Xh+8vyiNWpuWvl1t\n9MmuIz3RddCuQ3m1nte+zOSui3ZjMhz6H6nj+5WyeF0qf+xMYETP1pN4VFt1bNobjV4rSYlzkhzr\nJML/YxuKJbclkuPcnDSqgpNGVeB0CdbujOaH1Qm89U0Gx/WvZsrwSnp1sbXpvcpMcnLamFJe+DiD\nB6/JD7mNTxcnsXZ7FI9cu/ughf3yer3ExSgZLOstU9U1NezM282lZ58PQJf0DJb/9ktDHZPRSHRk\nJKXlyuxPS9asjrDkNkdSopekRDvHHaNE8/D5oKDMwLZterZtN/Dz0gj25OtJT/eg0coGIetwCCIj\nJFHRPqKifESbvMo2Svk/KdFLTlc35ZVavvgymieeTSIzw83A/k5F9PZ1En2YxfSttWhYt9nM2g0m\n1m40Y3NoGTzAzpABDi4+t5q0lP1uStW1Glb8Gsncr2N59uUkjh1hY9SwS/F6CTr75jgKfXI1Gg09\ns7uRkZpGdkYWi1f8zHvzP+XvF1wGgE6rY8qY8bz64TtcesYsdDodkRER1FotRJjMaDSaDrHkBqNL\nWnDDUJuMOk8+AAAgAElEQVQsuX6B6/N4qbEeupk8lfA5YkWuIDyxYfaWht2HRxt+2DGXzYrQZBDX\nK4uaqmrcztAssNogoWp0wKzz6zj9LBs/LIti9ueZGA0+phxvZdhAGxlmR9uEXl3LVjG708G87xcy\na9rp+8cSb2y2fFI8/Pu6fdz3UhcS0gsZkGtn/cZtCKtkUkpKWEPTxzXup6pWy6tzU6mq1TF6iIW1\nu+L44McM3F5B3242emU7yM5wkp1iJyXeHdb1CDV83n/nd+HEY6vo092JtST8RVdtvX9HtKAALj+x\nkFe+yea4gVb0uv3nUVHaeNGF2yN48LO+mA0eos1uymtNlFuMGPU+kqIdlFu+Z8pgLdOGhTe2yKjg\nt46+iXb6Timluk7Hsk1J/Of9THQayYxj9jGmbwUGc3hWm5OGFLJiczzfLY9pNZU0KBb3hcvj+M99\n+4hv4TMblDBC/wXis3kQgA8aLFMer5dF3yyiX1ZPUojCV2YjOzKFkn0l2AoqMUdHogfsFRbi9ZE4\n99W0KGI//vgTbrn6OvQR4d+TNGGGjNIAOUYHOQNhqj/8mMstyC9QxhcV6SU60keE2Re6G8iJShvb\ndxtZv8XMgnkRPPl0ApnpbkaPqGPWaeH5Nkp9+OZ54W7e6PDFNzH8sDyanfnKd+O4ETauuaicQb0b\nr/An4OsVb4BpY12cMqaK3XsNfPZ1HA899SlzF7zI5OMtXD6r8QOo0yWw1Glwe0Af5Osj7W3w8/eG\nL5qbpibfvsfETf/pxuM35tG/R/DvgCayeamQnLDft+XME6fz2CvP8/cLLkOr1SJjTIydOJ65S77l\npU/f5qKzZxEfF4806EjKTENGK9/RwBH5IsN/mNPUhT7T6bLb+GjJ19w7cVRI5Q1GA1Ex0Xi9Pqqt\ntWi0h+esqkpwjliRezhjranF5/USGx8PgK2uDnudDelrmxXQaJCcPMnCiRMs/LHOzPJfI/l4QRw6\n4WP4gDqG9bcxuK+dyIj2Wxm7jB8KQHxMLGefNANtiA7BvXMc3HTxPp6Yk8Hw/nVMO34QEa62r16t\nqtXy2feJfL8qlokja7nxgn2YDJIZ4xWhU1qpY/OuCLbvNfHlT/HkFabhdAm6pjvJSXeSk+EgO91J\nj0wH5nbGe+2RZWfJH/GM7FtLpvHQJUsIZECOhbR4J0s3JjJpcHmz5SQCp1vDmccU4JOC3aXR7CqJ\nYmdJDA6TlpykiaTHSQjzobE14iI9TB9ZzLQRxWwuiGbOohz2lpm5cEpRWP6xWg1cf1YB983pxvA+\nFuKjWxYC1RYdPbPsJMUfvHhZe/YVsjV/J1WWGmaMn4rJYGTN1o2s3baBh/5+O6CI326ZXUmKi2f+\nz4s4d9pMAH7dsIaTxk5q1Up7zokzOs2SGwoGvSS3W/siXRj0kv69HPTv5WDWDHB74IMFCazdYA5b\n5HY0ifFehva3k53lorpGy55CPc++nkxtrRazyUdcjJJGOS7WS1yMB5dbQ2m5jrIK5aXXS1KSPIw/\n9iL69bKSnnLgw/CooTZ+WR3JVbd25ZxTqzhhnLWxgD5EmI0+emfbiTKHfw/wer1oNBqEEEgpGTlw\nCMkJSXz6zQLOOulUnC4XRoOBG666ljnv/Y9Hn3uaiqpK9Do95595dusdCIHBoEen0+N2u9uUfKkp\nBr2Bc2ee0XIZowGT2YzJbMbn82G32aizWNvdt8rB54hNBlG0c3VYdbS+4E+ooqIKTUUV3h7ZB8wx\neTRtSCABuL37/RsNRgPmyEhMZjMOu506izVoOmCtJbwfECkhf6eG1Rsj+GNDBFt2mujexcWw/jaG\nDaijZ7az+QVrnuZvZs++9Qout5sxw0cxZtj+J13ZQp1A6uwa3pmfxBeLf2LioFr+efbgsESNVRPR\nSNyeNbmCxLjWLRzS46O2Tkv+PiN5RSby9hnJ32dkT7GRwb3qGDeklpH9rI0ErzcMC9fKDTHM/jyT\nmSMKmDqsLCzrbEfNxH22/Cvmr/qOU0dN4ayx09m4J4rXFubw1JUbGiIcNLXkAvy+M5GPVnSja1Id\n3VIsdEux0i3FQoTRyycrv2BU7jC6p+aENZbmLLnNYbFreWZeLolxHq6bvjusH/eIJBNvL0yjpFLP\nrRe0nI7X5tBw5WN9eOnRQpITwrSMtSEY/449u3n2zVfRa3WMGjCUmRNPwu12c9tzD3HZabMY2W9w\no/JLfl/B96uWEhcbS421FqPByDXnXExKQlKL/dz/36e45erriGqDJRdNGz6AYSZBaAtSwo33Z3HB\nGVUcMzS8RZQdbcltDp9bYqnTUFWjpFKurlVeJoMkOdFNcqKH5ARPQxrYWx++lyfveaDFNjdvN/LB\nF/HkFxg4a3o1U8f7ExrUtOEhogMsuaHQkiUXoM5mIzIiAoAFP3zHB19+zvtPv4yMMTXMbtjtdtZu\nWI9Op2Pk0OBTRxqdFl1cFHqjAYPBgE6vx+N243G70Rn06HQ63C4XLqcLl9OJyz9TGo4l12a38fjz\nz3LvA/cBipuQ3qBHp9ejNxgwGo34fD4cNjt2ux1vk9Cg4Vpyu3bvqyaDOIT8pUWuNr+AqAeeQUZG\noKmowtOnJ54BvXEP6IO3e1c8+pg2jS9Q5DaMWaMhIjKCyOho3C4X1lpLo6fScEUu0ChzjdMl2LDN\nzOoNEazeGEFJuZ7sTCc9uiqv7l2d5GS5FB/FEAVrIKGK3HpWrq3lzY+TiIlI5prTCshOa/n8qiw6\n5v6czJJ1iUwcWcvpk0oZcf5wAPIX/taqz1Zz46ut07JqQzTL18awebeZwb3qGOsXvAbCu1kVlRt4\n+PUsMhPtXHlSPuYQ/XM7SuQuXruMf756D9HmKFY8NR8p4Z53+3DyiBJG91Us3MFEbksUVBSRGBNP\nlCk88RSuyAVweQRzFnenrNbIrWfuIDYyNBEakWTC6Rbc+EwvLp9exKh+BwaSD+TVeRlEp2q5+PTW\n/ZUbD7Bt1l+frfF5PPfBHFxuF+dMOZUNO7awq3API/sP4diByg/7zoJ8lq77ldioGEYPGUFa0oEu\nPVabBrdHEB+jjGnzru3k9uqBXtcGJ9bDVOSu2WjmlfeSmP1o+NEvDpbIDVdErt+yiYH9+4dUdutO\nRezuzDdw5inVnDS8PHwf8k4UuVJCZY2OXYUmalwGpo490Bd15drf+fzbr8hMS+efl1zV4F974S3X\nMXPySewsKaRf7z5Mn3pS0D50RgN6sxGDyYjebEIIgcvjxuUXsk0tt0IIDEYjBqMBg9GITq/D7XLj\nrrXhtjtwOZzKwJtBo9MitBp25O9m8KgR6PV6NFoNHrcHt8uF2+3G5XQdIGwbtaGK3COKv6zI1W7f\nTdQjz2O/fBaucccgai3oNm5Dv34Lug1b0FRU4erfD/fAfrgG9seb05VQ78TBRO7+wUNEZCSR/tWn\ndbW1OB3OdovcptTZNOzaa2TnHiO79ijbohI96SluemQ56N7FoQjgLs6Q3BzCFbnfLPsBaZG4PDP4\n4PtUJo+o5NxJpQcs3KoXt4tXJzBhSBXnnlpDYpwHt8dDj+lKkPxV73zVEGexPeOrF7zL1sawZbeZ\nQT0sjBlUw8g+lpBXPVcWOHnz+65sLYjiX6fvJCupdVHZmQvk/tgRy8dLM3jsUiXSQrgi92BZcuvR\nGTV8vDSDFZsSuP3sHWSGcP0ikkwArNsRyXMfd+GFf21rMeVwYZmBf7/RizefyAtPNLRR5Hrr3Hi8\nXvQ6HVvzdvJ/sx/H7fEQHxNLRnIqfXJ6MmHEaLqkZjTUEa2kr/7lzyiefTcNrQa6ZTrZmncnl5x1\nA/16GshKc4V3XoepyL37P+mMO7aOqeNbfmgJxuEqckOx5DZlR56BD76IZ+tWPWdMruTkcdWhL1Dr\nIJHr9Srfm92FJnYVmNhVaGJ3gRGfFHTPctCnl5OLZzbO8Pjb+rXM+eQ9powZz5knTm/Yv3rjOh5/\n9UXcXg/HjBzFlRddQnxcPBqdFr3RgM6kiFqdyYjP48Fld+K2O3A7nHjdnrB8chXRa8AodBjMRnQG\nA26nSxG8dicarQad0aCIaaPSbnVlFfc+cD8PPPAAbre7RUEbDFXkHln8JUWubuM2op54ibrrLsM9\nakjwPqpq0GzKQ79hM/oNm9FU1+Du3wf3gH64BvbDm92lWdHbosgNwBRhJiomGinBXlKJ0xJm8ocw\nF5Q4XYI9RQZ27jaw0y988wqNxMd66dHFwZjhVsaPDP6DE67ILS4vw1flIjkukSqLjje+TmdLfiRX\nnlrEqL61VFl0fLE0me//SGD8kCrOOL6MpFh3o4VnS1evotpay6nHT2m1v3DHV1unZeXqCJati2Vr\nfgSDc62MHVzDiN4tC15riSLKlqxL5P0fs7jkhL2M7d+yxbAzRa6UcNsb/bhgQgFDetQe1pZcoGHh\n2ZI/lev3z5k76Z/dsq9bvcgFeOGTTAx6ydUzi1qs89BHuYwdYWHK2DAEVDssufUWLIfTQZWlhvSk\nlh/KWhO5oLy3FdU68oqMLF+zC7t3IHuLItlXaiAt2U1OlpOcTCeDetvp27OF9/0wFLm79xi4+6l0\n3nhmb5v8Ug9XkRuOJbcpOzfAhwsT2bQzgpknVDLt+CrMpub79/nAView2rTU1mmx2rRK2DabFrtT\ng6P+5VK2yj7RsN/ecEzg9mhITXTRPdNBtyxlLUO3LAeJsUoK9mDuCm6P+4CZhZ178rj18fs54+RT\nuez8CzEkxqAzGdEbDUgkHofLL0KduB3OoOtU2rPwTAiB3qxYhQ0mxe3A43ThdrjwOF34vF48Hg/b\ndu6gz7BBYfcDqsg90vjLiVzdmg1EPfsa1n9djWdwy3HyAn1yNRWViuBdvwn9+o1o7HZcwwbjGj4E\n15BByOj9wjZUkVuP0WQi2hyBRqelrqIaR02IDu5hitwGAgSh1wuFpQZ25hv58OtEBvexcdU5peia\n3NPaYskVVsmk4WMa9v25I4pX5mcSE+Fhb5mpkbitp2l0hVAJd3yw3ye3tk7Lqo0xLFsXx7Y9Zo4d\nUMtl0/YRE3ngj2K9yAXIKzHz7LweDMqp5aJJextFOQiks0OdLd+UwKI1ydx3wdbD3pIbGF1h/e5o\nnpvXnYtP2MvxA5t/UAgUuRabluuf7sXtF+bTN6d5P84/y5N5+/NEnrtnb+jXv4PcFUIhFJEbSKBP\nrsstKNinJ6/QyK69Rpb9Hs2owVYuO6scczAL4GEocp96NYUuGS7OOa2mTfUPV5HbFktuPfU+uXlF\nBj76Ook/t0YwcVQtXh9YbVosdcrLatNisWmos2kxGXxER3qJivASHeElOtJLpNlHhMmL0SAxG32Y\nTT6MBp/yt9GHQadsTQYfJqPyMupli9+TFn1ydRoMUREYIszoIozozEakz4fH5sQtvbidLjwORWCG\nQmdHV2jqkxt2X6rIPaL4S4lc/ao1RM5+C+sd/8DTN7fVOi0tPNMUl2BY/SeG39eg37QVT7dsRfCO\nGIojq2/YykZrcaI3m4hMjENr1GOrrMFebWnRv6gjRG4gdTYNT85Jx+4Q3HH1vgZ/QGifJTcQl0ew\nYn0sA7rXNRK39RwKkRtIbZ2Wj39IYcX6WG48u4DBuY0fOAJFLoDNoeXlhTkUVZhIi3fg8Wrw+AQe\nr/Ly+va/3F6Bx6vB6z8mgSlDyzhnXBE6bdu/h14f3PTqAP4+LY9kY/ORFoJxqCy59ewtM/H4J7mc\nPa6I8QMrgtYJFLkAy9fF8P53aTxz4/ZmrYDa1Eiu+b9sbry0hP69QhT+h7HIbckn12rT8MoHyWzd\nbeLmvxXTu2kUhMNM5JZVaPnH3V2Y8+QeomLa9rk/XEVueyy5TRee7dlnYOXaaMxGnz9smyJkoyL9\nwtbsRUvn+eTC/pjPmkgdQqtBZ1bcDHRmg39rxOfx4rE5cNudDVvpT4YkY0yt9HAgnS1yVUvuflSR\ne5jSFpFr/ulHzG98iPWuG/H2zAmpTsjRFZwu9Bs2Yfx9DYY/1uLzCJzDhuEcMQLXgIFIs7nVJgJ9\ncnUmA5EJcegjTNiranFabXiCxdvtYJELimX3vQWJ/PBLDP93bRE9s5VxdYQlNxQOtcitZ822KJ7/\nJItxg6u58MSSBjHVVOSC8hyyLi8Gt0eDViPRaX3+beNX/TGdRqLVSpxuDa9/k02dU8cNM3aRHNv2\n8Djfr0ni9+1xXDlhQ1j1DqUlt57dxWYe/bgXz1y1gUjTgUKkqciVEh55O5seGXZmTQke/1qfHsmC\nxbFs2GbmzmuLQxvcYSxyQ4musPT3KP77fgrTJlRz7imV+2djDjOR+/oHiUjgyvMqQNu239fDVeR2\nhCU3LDpw4ZmUks8Xf01MVDT9+valR8+eaE16DFFm9NFmhFaDx+7E43Disbv8WyfS2/y9t90iV0qE\nxYKmthZfXBwyKvgsqWrJbRuqyD1MCVfkGr9bQuQHn2C95ya82Vkh12tTCDEp8e2pwbT6D4x//IF+\n+3bcvXrhGD4c58iReNPSg1YLtvBMa9ATER+DPsKEVq/H41D8mNz+m4vX0saYrSEIwmV/RPHSe6lc\nPauUCaMsHWbJbY3WRO7OvXlERkSS1iRLV0eLXFCsui99lkVxpYF/zdpDdpozqMhtjZaM+j4ffPVb\nKgtWpXHlSfmM7NW2eKFuj+D6lwdy9aSNdE0K3bf7UFty63nl62xMBh+XTD4wRFhTkQtQXGHg5hd6\n8vJtW4mOOFC86NMjsdkFl9+ewwv37Q0tnNhhLHJDja5QUaXl2bfSsNo03Py3YrLS3IeVyK2zafjb\nrV15/oECUhI9R53I7UhLbki0R+QKgc5kQBthoKC8hDsfv5/MzExS0lJZvXo1/77hFgb17IPH5sSL\nB58r/M95iyLX60VTU422sgJNZSWaygq0lZVoLNXK3xXKfgwGfNExaKqrQQi8yUl4U1LxJicrr5QU\nfJFx+JKT8cXEtjqLqlpy9/NXELlHfTII0/yFmBd8g+XBW/FlpHV+h0LgzcqiLiuLuhmnIWw2DOv+\nxLR6NVGffYZz6FAsF1yIL6nluJgAXpcbS4kyhSs0QnHgNxkxRUWiS05ASPDYnbgDpop8no4Jgj92\nuJXMVBcPzs5k1x4jF59a2nzc3SCs3bK+TZbc5rDa6rhn9pM43U7qbDYmjhzDcYNH0Cu7e8iZy8Il\nJtLLHRfls+i3eO56pTuzJpcyvkdhh/rYajRw6jEl9Oli5fl53dmQH80FEwrCXoyj10mmjSzh27WZ\nXDl5W8j1Vm77lVG5w8IWuR3NrPGF3PxafyYNLqNLcusPEmmJLkb1q+XL5Ymc14w1N8IsmXicha+W\nxHLpmcFdIdqLlPDz6hjGDK4N6/sRLh9/O59bcq5rVeQmxnt54J+FfPVjLLc+1oULTqtg2qTawyYV\n+MIfYxg+0KYI3KOQtz/7iCf7t82S22loFDGri1BcDbQmAzqzAa3RgNfpwmN3sfK7BQzvN4jrZ12O\nx+7ibaeG2bNf4u/nXkqPrJxW4+QegJQISy3asgK0lRVoy8vRlJehrSj3i9cKNLU1+KJj8CUk4E1I\nxBevbF253fElJuJNTMKbmAhG4/42rVa0ZWVoy0rRlpSiLS9Dv2ULun0laMvLEC4X3qQkvEnJeJNT\n8GRm4umagyc7Bxmp3ONcbhcfffE597ZR5KocWRy9llwpMX86D9PipdQ8eCciMfwf8Y5IBhGIsNmI\n/GIuEd98g+3EE6k7/QykP4B2vSXX5Xbx2Zfz0Wi1TB0/kfjYuGb70XgkugiTspo0woQuwoT0+vDY\nHbisdlwWG15XkDS0YVg9a60aHn0lA63wcdvfioiODK1uR1tyX//8PUoqyrnryhv5beNalq5ehc1h\n54rTzyctKQWf2xt2/nOvw4PVXkdhWTG9u/ZosWxhmYFnPuyCCRfXnLKbuKjQf6RDHVadQ8srC7Mp\nqTZy44xdZCSGZ9mxOTVc+3x/bj9tPalxoVmcDxdLLsDXv6Wwekcsd83a3uiaBbPkgvKe3D67B6/e\nvvWAkGL6dOV8ikr03PJIFm8+GUI4sTZYctdvM/Pi2ynMvnNneAlCOsmSG0hBsZ6n5qQRHeXjn5eV\nkBAXxvl1giXX7YHLb8nm/n/to3tXvzXsSLTkCoHQiKDT9Ifakqs16dFHRfgXgBnQmY1o9Do8Dhde\nu+Jm4K5zsHzlCnpmZBMXpcSCf/HDN7HUWbnzb9crzXq93D37CQbm9mXG+KlEJzWJGe/zoakoV8Rm\nZbnfGqtstRUVaKoqkEYj3tTU/YI1KQlvYhK+hES8SUn4YuM4YIUz7YyuYLehKS9HW16GtrQUXcFe\ndHvy0e3NR0ZF48nOwZ7VhY06HblTTsCbmhpyaNCGvlRL7hHFEStyS7f93HwBKTG98zn6P9Zhvfcm\nZEIcEbYdYffj07TNP9SnbdkHV5RXY/jwG0SdHcftlwFgM+UAULSvhNVr1zPvy2+x2x3ceev19O/b\nK2g7HnFgP1qtDr3BiMFowmA0I6XE5bTjdNhxuRyKO4U3vJuI1wtvvWRi1dpI7r5+HzlZrX/JF/60\nGL3BwOSx48Pqq+mPntvto6hEz1OvzCYrPZdpJ5xCfKyHkvJN/LD8OwBuvvofbctK6/HSZbSSkWrP\n8rWtimSPB977IIZFq+K47ux9HDMg/PierSElfL0invcWpnDxxD2MH1QVVv3/fZVMVZ2BKybvDqn8\n+z9/zogeQ+iRlhNWPwZj28yWPl/z9xuPV3DXuwM4Z8xehvfc77YRGd/85/W5z7PJSnJw5vEljfZH\nZO1/0Lxvdhajh1iYOrrllfxCF/69/sk30umeZOG048OzFEt3ePfdB996jhtOv5woc0RY9Txe+GJ1\nF75eGs+15xYzdmhon1nRFpEb2bIAX7Q0mh9XRvHwbfsa9rVF0ABtc8Fo4bPXLE0utzkiiqiYWAQC\nIQQ+6UP6fPi8Xnw+H/+4/gaeeeYZvD4fPp8Pn9e/9SnHW0K0QYMbDV70RhN6owmDwYQE3E4HHrcL\nj8eF1+3C693/QL58xSpee+1V3G435515MmfNmILX6+WLr5ewYfMOrr/yPBLiYwH46rulLP55FTdf\ndzHZyY3fJ+3qzZhe/RRfaiIyOR5fUjwyKQ5fsn+bGAcmI0K2wZVHhn8hpGjlfuTzIYor0OzZh2Pb\nHu6b9yNPp6Ui6mx4u2bizcnEl5OJNycLb04WGJr/LLu1zRuegpHec6Qqcg8hR5+7gpSY53yIbstO\nrA/d2ii01+GCTIrD+Y9ZEMTKmpGeSmJCPBarlR0780hJDs8S6vV68No9OOyKX6ZOb8BoNBMZHUus\nPhm304nD7sJpd+ANMaSLVgtXnVdOj65O7nwikxsuLeW4YS37fQ7tNxCNPvyP1+49Bv7cZCKvwMju\nfC17i0zEx3kpLLZTVFxKaXkCVTVaqqqzqLWasNnnsnbDNvr2HEd8rIfxx1rp1yt0i8jPHy8gb++e\nkKzAOh1cdEopw/pYefq9TH7fHMXVZ+xD14HT1ELAtDFV9M2x8+hr6azfHc3V05oPT9aUE4cUc8tb\ngznjmAISooNY8Zswrt8xxJjaltmvo9FpJRdOyOfNxTkMyqkJ6ZzPHFfCPW/lcsoxZZibiW88Y0Il\nb8xNYcpxNR06bV9r1fDrukj+dmvLqYY7grMmTsOoD18Q6rRwwbRyRvSz8tTbGaxaH8V1s4oxhZtZ\nq5243ILPv4njqvPCi/5xuKA3GImJjcfn81FVUdqQml2j0aDRaBu2l1xyERLQ6XRoG/Zr0Gg1SjYv\nl8ufzcuJ2+0O29VKq9NiMpuVjF8GIz7pxu104LLbsNZU4vM2Lyo9Hg/bd+xkxskTcDpdbN2RT3FJ\nOWmpSaQmJ7Ju4zbWbdrOhDEjAJg2dRxvfTCPvYXFZCd3bUjPC+Ad2oe6l+9u28U8FGg0yIxkvBnJ\niBH9mTVqAJYBgxGWOjR5BWjzCtFuy8Pw7TJERRXusSNwnXQ8vqyD4OKo0qkcdSLXuGARui07sdz/\nL4gMz+px0GnytFgfrqWgaB/5+QX07JFDcpIicl0uN98v+Zlff19LdtcsLjj3DDTG1qM2eNwuPG4X\nddYahNAoFl5DFFEx0fh8Ppx2Bw6744D0icE4YYyFrHQXD76QQbWlgpPHH5jmsZ41m9aHbMl1uQXL\nf4vkqx9iKa/SodP9l6nHT+HE8dGkp1iJi9WzfstU7nniEa67bDTdunRFSigui+P19yOIjtzJ8IFD\nqazWoA/Tl7VbVle6ZXUNq07/7jaev2UnNz3TnW17zPTrdmDK6PbSPdPBJVMKeebzHM6buI/EmNYF\nK0C5xYhGI7G7tEDrdZZuWsWIHkOIMh9an9x6Ki0GnG4tNqeWWF3rVqBIswePT2BzapsVuUP72ih7\nQ09tnZbYqI7xWQd47ZMUJoyyBI2n3NF8uuQrbjj9cvRBpndDoXc3B1efXcLDr2Vx3knlZKSE9nlq\nL14v/LgyinfnJtC7u5Mh/Tv+u9LZ6PUG4hOSqKmuxOloPH6f32Jbz2uvvc5jjz0etJ2GlLQGAzEx\nsej0ejxufwpblxO33dWstVer1RIVG4PRZMRhs2Ovs1NTWY0g9EWmOp2OySdMoFuylg2bd7C3sJhl\nq9Zw1owpDB3Uh1/XbOCPPzcxqF9ugzW3W3YW23fuYeyQrg0C138yIfd7uOF0uXl37g88PGAwMjoS\n78DeeAf2bjiuKSlHv+QXIv/vaVzTJ+GcOYUOtWQcJQghLgbeAq6UUs4J2H8TcBvKPMinwLVSyraH\nDmonnZ+78SCi27QN09xvqLvtmsNf4Aah3pq4YeMWnC43w4cojvEFhUW89MpbfPL5V4w+dgRbtu7g\n0f+8ELYVQEofToeNmqpqSouKqamsQkpJbHwcKRlpRMVEt9pG7+5OHr+9gI+/TODThc1P2wztN5BB\nfVv2TSsu0/HWJwlc+q9sFi+P5oQx20hJ+hv7St9m2W930zfXSVysHp/PR+8euUwaezzPv/4yoNxj\n0zTyDtoAACAASURBVFNiSE7QUl27jnGj6jhtqoXcbgfnuxRp9pEY48Ht7pyvUF6RkZfmZ3P7ubtC\nFriF5UaemteLyyblkZkYmk/uuH7HkBqb3HrBg8DXv6cx95dM/u/szcRGhjbN+d73GUweVt7iNRIC\nIs1e7I6Oe68WrYhhR76Jy88Mvuito2mrJbeerXkmnvpfBvdcvTeowP3h12X8su6P9gzxAPaV6rjt\nkUy+XhLLzVeVcsd1JUecNtJotcQlJFNTVXGAwA3GRRee3+wxKSVOhwNLbS3l5WUU7yuitrYGn89L\nREQkyWmpJKelEpsQjzkyQrEGa7XExMeRmJqC1+OhbF8JtdU1OOz2Vt0fgpGVmYFWq6Vf7x5kd0ln\n09Zd7CsuIzLCzJhRQ7Babbzx3hcAlJZX4nK5GH1M8KygRypGg54LT5/U7HFfahLOWdOxPnkHuk3b\nibrjSTS7Cw7iCA9/hBDxwL+BDbA/WLMQ4kTgdmASkA10B+4/FGOs56gSudJspu6mK/GltB654HCl\nuKSMXbv3kJ6WTK/c7gAs+WkFlVXV3H3HP5l6wnhuv/k6qqpr2Lxla7v6crvcWGstlJeUUlFShtFk\nIja+dX+jzDQ3T9xZwKKlMTz3Zgpzv4tj3qJYvvwhloU/xvDNTzG89elO3v1sJ0tWRvHTL1Es+y2S\nlX9E8suaCH76JYr7nknjpvuzcHsET95VyAM3FxIXu4n0lGReePBxai3/z955h0dRtVH8N9t3k02y\n6QkJhITeey8KCopiBSwoiKhgAxUELAiiqCgWrB+KXRQLKqigoIgiiihdOgQC6T3ZZOvMzvfHUhJJ\n2dksCSDneXguOzsz925md+475573vFY++GLJiT51Wi0jh1+F0+Vi3msLyCvwLns6XW5aN69as3y6\nodHIuKXAz9q5RVpmv9WEWy9Jp31T36rf5ZdoeWJxM0b0Sad7c991vOt2/UlOSZ6/Qw0IZBk+W5/A\n2n+imHndbuLCfQvQ9x4NYltqCCMG1O6DazJ4KLcH5naXlqnjnaXRTL89s+oKY6cBX/z8HU63fw9w\nhzL0PLEwgcmjs+jUquoqcZ1atqNpoyZ1GWIlrN0QzJQnEujXvYznHsmgXUs/7Q4bEIIgYAmPorys\nFKfTt/F/+NHHivpwuVyUlZVRWFhATmYWRfkFuJxOdHo9lsgIImOjkT0e8rKzKSu1BsRJxuPxoNVq\n6NTOy16u27AFgJ5d2zN6xDC27NjDtNkvccvdM2mcGEdCfHSd+zyTcJzJrQ1yVDjlM+/BeekAgua8\ngn7Jt97syfMAeBpYABQAFSfBscAiWZZ3y7JcDMwBbqn/4Z3EOSVXkJomNvQQ6oydu/ZSUlpK397d\nAdi1Zx+H0o7SuVM7kps2RpZlwi1hHE3PPHHMcZlDXSBJEoV5+VgiIwgLt1BcWHOgFBUuMm9GBl+v\nDiM3X4MsC0iSN7dD8gi43L1wutVs3GrC4xHweLzbPR4vs9anazkz7srBcCJIUNEqpQUJjRqRGN+I\ne8bdzqznn6FPtx40S0pGkiRio6J5fOoM5rz4HM++/jLWsjJkWWb0NSPq9Nn9hVYjI4qBDXJLy9XM\nWtiEqwYW0K+tb8FqqU3NnI+acWn3PAa2UqZ5rE9NrtOtIr9ES75VR4FVT0GpjgKrjsxCIx5ZYOZ1\nuzEbfZtEJA8sWpHAzRdlYKpGplARJoMHu7PuQa7DJTBvUTy3XJ1HUqP6W4Hzl8nNyNcz66NE7rg2\nh54dqn9gCq/BxUUJ7A6B/30Uye79BuZMyaRZUoOtUtYZoTGRuF0ubOW+J5jWxOT6AlEUEUURe3n1\nJavriuOyg1YtmrJlxx72px7B6XKhVqmIi43inVceZ9+BNKIiLMTGHCOMxNM3nvpGbUxuJQgC7sF9\nEDu1xrhwCcHT5lE66S6kZk1P7yDPYAiC0APoAtwJjIJKZffaAF9VeL0diBEEwSLLsrIs6gDhnApy\nz1bYHU6W/7SK5s2akp6ZRXRUJB3btwFgz76DaLWaE68FQWDDxk1ERoQTHRV1YlsgIMvyiUDXEhFO\nUUFhjfuHhUjV+o+u/GWNYncFS2golnDvZNutY2eGXzSUuQue590XX0OtViNJElERkcyeMp1ym42M\n7Cx6d/U+DPjlrlBHaDUexAAyuU63wBNvN6Z7GytXXVCA3QeC1eZUMXdxM3q2KubKPrmU1XzJTkGg\nNbm5xXoO5ZooKNWRXyGQzSvV43CpCA92ERHiItLsJDLERctGVnq3KqBFfBl6rW8XUZbh4zXxGHQe\n+rf37b5pNHiwBUCu8OZn0SQ1cjKkb81ODYGGP5rcnCIds99L4ear8xjQLfBOIP/G/kN6nv1fNG2b\nO1jweDpGw9nn3HMc5ogwBEGgtETZD+rDjz7mmWc6nqZRBQ4ejwe9Tseg/j1Y9OFXTJzyJCUlZUy5\n+2b69uxM+za1l70/W1FRk+sr5AgLtocmov11IyFPPI/zogHYRl0Fev8lRGcjBEFQA68Bd8uyLFcR\newQDFW+OxxN3zMD5IPe/CkEQSDuSzhtvfYBarWLY0MHoj/14bOU2NBoNKU1PLiX+un4jHdq1RuOH\ne4EvKMovICwinPCoCIryC/1aIvPHXUGSJNRqzYks3rGjbmTLPzt4+e2FTBo/gXK7DaPBQIQlnAhL\nOI0b+V697nRAo5ZxBYjJlSR49oMEYsJd3HJ5Tu0H4E3Ym/dpMsnxNm4clFX7AVUgkEyu1a5m5sdt\naJ1gJcLsJCrESatGViLMLiJCnIQYRSo/9CuH5IE3v23M4Rwjj4w+4LPG02jw4KhjkLt2o5kd+0ws\neCit3rWlSpncglINs99L4ep+uQzp7XtyUkUcyjjCsAmjef+pBfTo0KXa/Twe+OpHC0vXRDJhdD4D\ne/kmsTlTYTQHozcZKcjIAYVVaevK5NYXVCoVbrfIJ0u/54+/tnFh/+7cPOpyEhud+24CipjcihAE\n3AN7Yu/ck+CF7xM25THK7r0NsWWzgI7viU+VlWZXgrTcctLy/LsfHMNdwHZZljdW2FbxblgGVJxQ\nQo+1p/8puxqcD3LPABj0Ou6981Ym3nYz36xYzfuLv0CSJO6981YOH0k/EfACHEg9zMHUw4wdPZKw\n0NAazlo3FBcUEmoJIzwqgsI85dWilLgrwPEA15vBmluQT2xUNEaDgWl3TWLqnJkYDUa+Wf099902\nkUH9Bigez+mAViMjBYDJlWV4Y2kcTpeKGWPTffImlzzwwtKmhAaJ3HbpUb+DrkAyud9sjKNH80LG\nX5xW7T5+5MqcgMst8NKXSThcamaN2e+TTOE4vJpc/zOkM3K0LPw0hicnH8VkrP9lAyVMbkm5mtnv\nNePirgUM65UP1O7CUhUkyUOZrZxpzz/J2ve/rHKfohI1z78Xh92p4oXH0omNOrs1izqDnuDwUAoz\nc5D9+LKeLUwuwK69BwF4++XZNE6outz8uQh/mNyKkC1hWKdPQrd+I+anF+Ac2BvbjSMCxuo+NvGS\ngJzHF+gHP6/0kEHAQEEQhh17HQ50FgShoyzLk4CdQCe8rgoAHYGchpIqwPkg94yCVqvlmiuHcc2V\nw0jP9DJzA/r14qef11FqtVJYWMxLr75FyxYpdOpY2blAu/0ftIcO4+jbG0+kMm/d6lBSVExIWCjh\n0ZGUFJRXWeGnOihlctVqNdl5uTy38BVSmjRl4phxqFQqUpKaYgmz8MuG9Tx4573079nbn49yWqDV\nyLgDwOQuWRXF/qNGnr77sE/esB4PvL68CaIkMGVEGuo6EJSBYnILrVrW/hPFM2NODwtR7lAxb0kK\noUFuZtxwEJ2PvsHHURdNrsvt1eGOHu71im4I+MrkltnVPP5+Cr3aFHPNgLo5PzRrnMTRNdVXlvzr\nnyAWfBjL0L7F3HhZAeoQ36uxnYlQazWExkRSkpOP5GeC0ZnM5KozszB+vxrx5ktApaJju5Z0bNey\n9gPPMfjN5FaEIODq1xN3+9YELfoITdpRxBY1V808R3ALcLxKlgB8CXwOHLcQ+wB4TxCExUA2MBN4\nt57HWAnnlLvCuYSEeO+TdZeO7dDpdIy9/T5e+d+7NE5oxJ23j8FkrMzOyEEmNIfTiJg8BctDMwn6\n6BMMa9ai3b0XoaTESxf6gdLiEpwOJ5bkBFQKvAK37NrB9t07fd7/aGYGM55+nObJKdx1y3hUKhU2\nu40xk+4kPCyMd1549YwKcAHU6roHuT/8Ecaav8KYffuRU0rTVgVZhvdXNyK7UM/UkYd8LhJRHQLl\nrvDVhnguaJfvUwEKpSgq0zDr/RYkRtm579rDigNcAKNB8kuTa3cIvLEkmthIN5cNLK79gNMEX9wV\n7E4VT3yQTLukMm4cXLvjhL9wuQXe/DyK1z6OYfr4TG6+ogB1gGxE1VoNIZEWLHHRGM1BAcs3qA2C\nSoUlNoqywmJcDv8fZJS6K9QLZBnDjz9jmT4TKTrqrPa4DQR8dVfwBXJoCGVT7vqvBLjIslwiy3Lu\nsX85gAsolWXZeuz9H4BngZ+Bw8BBYFZDjRfOM7lnPIKDg3hk2iSs1jJKSktJaBQPeBMHqDCxiCnJ\nlE6+G1wudFu3oz1wEP3mraizv0edmQWyjBQfhxQXhzsmATE+Dik2DjE+HtlsrvHGV1ZSioAWS0oC\nRakZeHxgOZQyuVERkcx7eDYxMV67GkmSMBlNzHpgGilJZ2Ymq1Yt1ynx7M9/zCz+Ppqn7z6MJcQ3\n5ujL32LYccjMnLH7MehODYodLgfLNn7Ptb2Ho/Eh8ggEk5tTrGfj/nDmj9tep/NUhdxiPfO/acGA\nDoWMGpjt9/xs1MsUlvgWicky7D5oZNXvIfy+xUyHljbuG+N/376gtFzNt79HkFOoJynOTnK8g6Zx\n9hOFJmpjcp1ugacWN6VxjINxl2aetrEezdbx7NtxxEa6efnhw4QEB0a6oTMaCAo1o9HrsJeW4bRb\nMQYHYY6w4Ci3YbeW465D8FkbwmIicdrs2K110iuecUyuYLUS8vpbqDMyKXryMaQmjTFIZ2fVuUAh\nIEzueQAgy/KFVWx7EXixAYZTJc4HuWcJzOZgzBVKFKtUqqoNBXQ6XD264erR7eQ2WUawlqHJzEKd\nlYUqIw/D5k2os7PRZHqtyMS4OJw9elI2YmSVAa8trwjZ48GSkkBxagZSFSWJK0KpJteg12PQR50w\nOD+uzz1TA1w4ZiHmZ5D7z0ETL38az6zbjtAo2jebpV+2W1i9OZKnxu0j2Fh1la1XVrzNp799TdvG\nrWjXuFWt5wyEJveL3xsxtHMO5mrG5C/Sck3M/7oFowblckn3uk3MJoPE0eyal/sLS9Ss2RDK6t+9\nQf+QviUsnH0IS+jpq2iWX6Jh2boo1myy0Kd9Ce2SyzicZeDvPSGkZhow6D00jXOw98hbjL34Dtok\nqYixuCrptt2iwLOfNMVidjPxCv/12TXBZlex+o8QlqyIZMwVeVzSv+4lkgWVgDEkmKAQM7IsYyux\nYs/JP7Hq5Cy3o1KrMAQHERoZDgLYreXYreV45MDpokMiw5FlGWtB3Zn6M0mTq92xk5AFr+Hs1YOS\n++75zzkBVIe6anLP4+zCWRvkGpwZivaXVcr1YrLKvz+PSlJeujLEulXxMS69gqIXeqCpAE3jgUQ8\ndMEDuGUZymyoM3MJfu8rTHl7cNw2gn9nP5XEtMKKhOi0Eda6CQX5+Yhi9exjh4G90NhFZIOyv6Gq\n7HjApzCw8PixbO+PhKPCzK7RgFtU1br8Z8+r/H1IzTIy96NG3HdtKolBVuzVxG/lxSeD351HQnhn\nRTwPj9yD3mOnvJr5ePKwCdx32UQEQUAUaw8EerfoTlRoOGqFwl611rv/kVwjO4+EctslR05sqwmm\nIN++DzsPBzH/m6bcdnk6F/YtBxRO0FLla2vSSdjsqlO2ixL89U8wqzeE8c8BI307ljJpRDqtkuwn\nLqunFrMAlUa5DCLbaWTpqnB+2xzCRb1LeHV2GlHhx39PXk9SWYacAi2H0vWEbBnFX4cS+Pz3YMps\napLinDRNcJDcyMmm3UEYzPDgrXlo1KcmmQkhfgQ3WjWyDHsO6PlhrZnf/wqiXSsHz8zKpkmCm5Oy\nvJMQLb4luKnVakxBQZhMJkRnOVZrLm6Xt9iCqgo3A4fLiaOgEI1WjzHITGR4LC6XiM1mw+FQUmTi\n5LUXBAGNRoPBYERjMFCQn4dsOvW7qZOVJYWPG30tRsk/LbRKVi71Eaq6B7tFDEuWo1v7J7a7b0bs\n0g4DxSDWoR8/HyrUfsyFHpU/wbjvv0G9Ts9NVw/2o49jx7vrp8rheQQGZ22Q+5+B5KFOmUW1QRDA\nHITUsim2mXdheuZNDK8uxnH3jVQltLPbbMiyTERkJIUFBbjdVd8wt27dik6EiwaesppxzkCr8VCm\nMGM/I1/PUx+ncMdlR+mQ7NsEejTfyGsrUrj3sgMkRNQ8aah8sWaogPV7/qRXy640M/rHmH+2Lp4r\nemUpcjqoDX/tDeG1ZY15YMRhOiSXAXVPaDIaPJXK+qZl6Vi9IYy1f4UQH+3i4l4lPDj6SIXiJKcH\naVl6Pvsxki0HzAzrX8z/ZqcSZq76gU4QIDbSTWykm1W/f8iUMRMINgVhLVdxKNNAarqe3YeMhARJ\nTBiRgwLJfI0oLVPx04YQVv1ixu0WGHqBlf/NSyfcUjdGW6fTERQUhE6vx26zkZ+XhyD6HkSKbifW\nYifWkgK0xnCCgoIIDQvDbrNhs9lOeejWaDSoNRo0ajVqtRq1Ro1GrTmxSiRKIpIoUVRYEJBKYgDv\nL/6MTnOnBeRciuDxoD6QhmbbbnS/b8ITFY71+UeQw+qn0MvZhJNMboeGHsp51APOB7lnONQ//o3U\nozVYzKe/M5MB2yMTCZoyD/W2vUhd2lS5m8NuB1nGEh5Obk7Vnq6dOnVCYz+77YSqgizD7kNGft0S\nyrotIdww1LekrbwSLd9tiObnrRGMHZJOrza+LY0eyjHxwrIW3HRBGq0TA2812LdVT6JCw/06VvLA\n9sOhXNErcElOsgwLv01kaLf8YwFuYBAT4WZfmoFFX0WzY5+JwlINg3uW8MzkIyTEeBlz2X36Atyi\nUg0frIjm711mrhxYwD1j8hRZkY0aegV6nZc9NQd56NDcRofmga9C9cemIF55L4ouHR3cObaA9q0c\nAZE/qFQqIiIjKbNaKS4uPhFU+jUByTJ2ux273e5lhU0mIiIjKSr0enqbTCYMRiMeSUKSJERJQhJF\nXC7nif8HKqj9N8aOHnVazlsb9Mt/RPf9L7h7dcI+9lrEjq3/8wlm1eG8Jve/hfNB7hkOaWiP+u3Q\n5UYoLUdqmVTjbg6HgzCLBUEQqpwwzjUm91C6jl/+DOGXP4LQaWUGdi3hucmHiY+qWU97KEPPZ99F\ns3l/CBd2KuT5ibuJDPVtuXBLaihv/pDM+IsP063Z6bEZrAuTq1bBXZcdYsGyFObctJuIkLo7KwgC\nPHbzQeYuTibIIHFFn7o7PwA0jnUx954jrN0Uyq1X5dKumS1gjgA1QZTg23URfPZjJIO7F/O/h/YT\nZPQgGJXdej/7YTlTRk9QVPFM0ThFeH9pBOs2BjNzchatWwf2AdXj8WAtLcVgMGC1Bu5hTZIkrFYr\nbreb8IgIPB4PtvJy8nJzT+j7T+L0V2BrECbX40G3ah22B25DanHm5jCcKTjP5P638N8OcmUZ1Y6D\nyCFByEn/HTPsmqD9YytShxYQZKp1X1EU0Wg0VUoW/GFy/2UY0eDIytPyy0Yzv2w0Y3eoGNjDyiPj\nj9I03lkjSSLLsOOAiaVrIjmUYeCSztncekl6tcliVWHV3xF88mMMD1y5j+bxyjK+80oLMBuCuOCx\nK7n/8olc1+/qavetC5ML0KtVEbklOuZ90ZzZo/cERLbQONrB3Fv3M+fDFAqtWm4bkedTgYzakJLo\nJCWx/vR0m/cE8eZXcUSHu5l37yESY3xLMKwKFZncQCO/UM28N2IxGjy8/PjRY44Jvv8Sy8rLaT2g\nB7fddhuPPPxw9fuVlaHRagkLC6O4OLB2bA6Hg/y8vBrzBOoDDcHkav7ZC3odUvOkeu/7bMR5Jve/\nhf+mT64so9q8F/2jb6J7fwX6ue+j2rqvoUd1RkD72ybcA7rVviPHglxt1XrJrVu3sn2n74UBSkpV\n3Dm1ES53wy2xuUU4eETPsp/CeODpRKY83ZjCYg333pzDO08fYty1+SQ3qj7AlSRYtyWE+19oyuuf\nx9GvUymLZu7n6n45Pge4Hg8s/imO5X/E8Oio3YoDXIBnvnyJCx67EoDMopqlBOv3/El2cd0Cv+E9\ncmjRqIwFy1LqZKlWEZGhbubeup/9GUE8/3FiQIpu1Bc8Hnjpk3je+CKeccNzePyOtDoFuOBlcp2u\nwFtobdlp5L45iXTtYGP2/Vl+WYJdfvN1ACxatIiioppXHEqKi9FotQQFB9e4nz9o6AAXvExufUP3\n43qcF/c7L0/wEYH0yT2PMx//LSZXllFt3od26c8giojXXIjUozWq/UfRvbAE99hhSH3aN/QoGwxC\nbiGqo9mInVr7tP9xJrcqKGVyv//JTOsWDnTa07+kCFBiVZF6RM/hdD2p6XpSj+rJytUSE+mmZVMH\no4cX0Km1b0vadoeKn/4KZdkvEVhCRG4Ymkf3NmUn2Edf84tdosDry5qQW6zjqfF7UTv9C2r6tOzJ\n+j0bWf/UCtSqmj9AXZlc8M6t4y4+wnNfNOedVY0Z1T+DYKOERl23a2k2Scy6+QALvk1mzttNeGis\nbwUzGhKyDIuWxZJdoOPV6QfQB+j7HGgm1+OBJcstrFgbytQ7cujURnkW/HF8+OpC+gwfAsALL7zA\nE088Ue2+sixTWFBAZFQUoigi2QOvK25I1DeTK5SWod2yE/sdN9Rrv2czzjO5/y38N4JcWUb19x60\nX64FUUK89gKk7q1P2GR5WjbB+fBY9PM+BLsTabBvTOa5Bu1vmxB7dwKdb9nsotuNMahqf1Ulmly3\nG75bbWb2tKqT2OoCj8crO0g96g1kDx1r7Q4VTROcJCc6aN/CxhWDimgc70Kv8z0oyczT8d1vFtb8\nFUa7ZuXcf2MGbZL9CxbK7Gqe/TSZYKPI7DH70Wllyv0k7nJLvTrW2gJcqLu7wnGoVTDpyoO89HUK\n099tS5lDjUHrwWwSMRtFQo61ljCP9/8msUIrEWtxVilJ0GllZtx8hIVfx/PwG02ZNT7N58IZDYGv\nfo5g274gnrn3UMACXAisJtfhFHjq1VgcThULZh0loo6uCYnxjTi6aSeFane1D70V4fF4KCosJDwi\ngmK3FUkMfJW8hkJ9a3J1azfg7tYBOdh/n+v/Gs5rcv9bOLeDXFlG/fdutEvXgMfjDW67tTrFAxZA\nbhKLc9Z4hIKSBhjoGQBZRrvubxx3+M5EiKJY7aSrhMn97c8gEuLdJCe5IUAJ9eU2Fe8ujeTnP82E\nBEs0TXCS0tjJ0P4lJCU4iY0UEfxIRPF4YMveIL5dF87eNCMX9yrmpampxIT7P1HnlWiZu7gZHZJL\nGTsko86OcXcOHce1vS73ad9AMLnHYdJ7ePi6/YD371TuVGO1abDaNVjtWqw2DXaPjuIyDUdzDZTa\nNFhtGgqsWprE2Jk26lCVTL5aDXdek8mnP0Yx7dVkZt12mAQfC2jUJ37+O5Rv1kXw7KRUzKbAMs6B\nYnJFEZ5+LZbQEIlZt2YFNPkuJMR3uyq3201pSQlhEbEU5mUgn5IkdnaiXplcWUb342/YJo6uvz7P\nAVTH5ApFpRjfXIJgs+O8ZABijw5V2miex9mFczPI9XiOBbc/A+AeMQhPl2ZVBrcVIceEI8dUnvCL\nSsr4Y/MeBEFAp9UQFhJEQlwkMZFhp234DQHVoXRwupBa+s7oiaKISqXyVl/71yTlK5Mry/D1ihBu\nvDZwiSh/bTfx2kcxdG1XzjtPHyLUXM0EqiDGtdlV/PRHCN+sCkGrlRnev5AZ49LrzNalZhl55pMU\nhvfOYXjvwDgJON0uft21gRG9h9e6b6CY3H9DpQKzUTpWBe0kJa2vohiEKMErXzfhycUpzLghtcrk\nNUGA6y/OIzxE5JH/JfPILWm0aOz/EnugsXVfEIuWxfLUXYeJsgSeaQ4Ek+vxwAuLYlCpYPK43Aaf\nv+12OzqNTGh4DMX5WQ07mAChPplc9Z6DAEitm9VLf+cCZFmulslVp6UjJcbhSYxF/+0ajO9+gWtI\nf1yD+yBbzvsNn62o9yBXEISRwM1ABJAKPC/L8tZj7wUBc4AuwCpgniwrKLXi8aD+a5eXuVWpcI8c\njNS1FQgCgqx84tm2+xBffv8HaenexByjwVuJRafT0LVdM64c0otQc+0uBGc8RAnDW5/juuyCWh8E\n/g2Xy4VWp8P5r8pDvjK5u/bqsdlUdO9c94CltEzFW59GsfOAkcm3ZNO5DjrD48jI0fLNmjB+3hBC\nx1Y27rkui7bJNr9zPDweKLFpKLJqOZxj5KPVjbjjsqM+++b6gq2HdjB/2asMat+f8OCaH8YCyeT6\nC40aJl+dxlsrEpjzQTMeGX0Qs6nqJfQhPYsIDRaZ83YSk65Lp0ebwHsHK8XBdAPPfZjAjLFHaRIX\n+OQwqDuTK8vw5seR5BdqeGJqJqfJiUwxyksLCQ2PwRwWibW4bqWbzwTUJ5OrX/0rrsF9zyecVYHi\nkjLKbA6KSqxoNRqiIkKJsIQgCEK1TK7YqQ1iJ683vLt/d1SpR9F//yvmSXNwd22H69KBSC2S6vmT\nnEddUa+3OkEQhgBTgKeBrcAo4GVBEEbKspyDN/gtAMYAU4FhwLe+nl+1MxXt17/gHnXxieC2Lvj0\nm3XERll4bNL1qNUqRFEiLTOPbbsOsWz1Bqzldu4ec1md+jgToF/yHbI5CPel/RUf63a50Gm1pwS5\nvjK5X68M4YpLS+tsEfX75iBeXxxNv25lvDYrDaPBf4bV44HNO018s8bC/jQDQ/qV8Oosb9lVYZU3\nDQAAIABJREFUT2nVsgRZhnK7isJSLYUlGgpKNBSUaCks1ZCTBYVWLUVlWoqtWoIMEhazm3Czm2nX\npdKqsXIHhZqgVqkJD7bUGuDC6WNylUKlgjsuS+eD1fE89l5zHhtzAEtw1Q9JPdtaCb31MM9+2Jid\nqSXcfGl2wKp9KUVOgZbH32rMnddm0b7Z6UuiqiuT+8kyC//sM/LM9AxFuvP6QGlRLpaoRhiDQrCX\nlzb0cOqE+mJyhTIb2r+2YR1TvT3gfxF2h5M1v2/j3U9/oNzuJDEuEpNRj9Ggp3WzRC65oDtBJoNP\nmlxPciL2u0bjGHMV2jUbMC14DznIiHtoH9z9uvqcu3IeDQvhdFV+qbIzQXgP2CfL8lMVtn0J/CTL\n8muCILwEvCTL8mFBEPoCfWVZfraK88ilOz45tYPjn6WK4NYfJnf0lFe579Yr6Nr+1OWgzJxCHp3/\nIZPGDadTm+TKfXmU96XyKGeAXPpIxcd4cTIiUG/ZjfGNJZQ/NxU5tPqqaiW6VlVu1+v1BJnNFOZX\nZmFycnLQ2EWiI6OqPWd2job7Z8bxzoJ0jEbvtRPKlGkti0rVLFwcRepRHZPH5tC2uYJa9v/67ufk\na1i7MYQf14dgNHgYPqiYAd2tlYKCfwe5hSUalv0azg9/WJA9YAkRiQgViQhze/8fIhJMOeFmNxaz\nm7BgNzqNb7+58iLlulO3q+qFj9mfPsvVPS+jY1LbStuP5mcQFRpOsFFZ4orO6F9UWZVcoSJkGb74\nNYa128KZNeYA0WFudKFVTyal5WpeWpJAabmGqaOPEBtx8tqojconINmtLAGrtFzNtJebMqxvIVcM\nKFR0rGBSFqzuPrifZvFJfgW53/4dxderQpn/SAaWUB8/o1b59RUtRsXHaGTvg4FKrSE8Kp7Sojxc\nztpXYETBnxU05XOdTla2UrDjn910apOkuB8Aley7rl+38me0O/dhmzL+tPZzHGrJvwdxf47zqHSK\nj5EF7+991a+b+PzbX5l40+V0aptMZk4hWbmF7E1N59cN24mNDufBCSNJy8ihtdLEM48HzZZd6Ff+\njHp/Gu7BvXAN6YscHVHjYeGtL0OWZZ8YN0EQZOdPU5SNqw7QD37e57Gdrag3JlcQBC3QCvjgX29t\nAI5/2zKAQYIgvA8MAvZXdz61gprnAIKo/Md2zUVdWPTJCgRpMK1TGhFkOrlcmBBpJC+/iEizFpVU\n+abs1ilf/lVLyi+FoEDJUREurfdHKRQWY3rjc6wP3IkYkVhzX0LVfbndTnTa8FPe37ptC3oHXDTg\ngmrP+e33wQzpb8WkleDYc4Fc7tsNWJbh100hvLU0msE9S7j79oPotTKuTJ8OB8BV5qbMruaP3WGs\n2xHO0TwjvVsXMWHwAVomlCMI4E6DiiMqyfM+jGQXG1i5OY6/D0TQu2U+D122hejQqh9U1Opj9xAR\nnMUVFao1Q6VWfu/59/OdKIlo1BoO5abxwLuPsmbOV5XeX7/nT/q17U5YiLKy0W6nfxn5xQW1f/oB\nTVNxWe1Mez2Z+y/fRYd2VQcnemDa1fv5dkM0U15I5vZhR+l9TPah86NEr8rg+3KCwyUw561EerYr\n5arhZYDCiVnhKtNnq79h6h13owtSFryv3RDM5yvDmfdYNmExKmRfrdH9mPbUxQoeMI9BDDsWGHug\nsKgES3gs+fn5SLV43qrwI1CTlRMJSgPCDz5aQuen/GNyBXy8n8sy+h/X4RhzrV/9+AO3xr8cFEnt\nj+uD8nnNI3jn5s27M2nXri0dunRHkmViG0cQ2xg6d+vJ1VcNZ/azC/nsh03sPZDG3PbdlXWiBle3\nrri7dUaVlYvu+18wzXgJqWUK9ltH4omNVjzu8zj9qE+5QhheCvHflEcRXn0uwPvA68AEvHKGU1jc\n+sSFvdtyIC2bxct/IzYylLhoCyaDDsnj4XB6Ho3jI2kc7y+b2sDweAhasAjnxQMQ21XN0voCWfYg\neSQ0Gi1iBSugzp06oimtfqKy2QV+Wmfm5SfTFfdZUKzh9U9jycrXMnNCOi2THLiLfA9qXKLA33vM\n/LwxlB2HzXRoWsrlvXLpnFKKthaW9VBOEN9tjmdPRgiD2+fwzM1bMRvPTEur9IJMXvpmIet2b+DL\n6e+x9dCpxTn6te5JjKVmJqIhcFGHLAw6keeXt+XxqEMkxVQdQAkCDO+dS6vGZbz0ZRLbD5kZNyRd\nacipCJIE8z9MJC7SxZhhOXjD7dOL64ZdiV6v7FP9vcPEm59EMXdmDrExZ+Z3tCJcLhfW0lLCw8PJ\nz8urslz4mY6xo0ec9j7UB9MQbHbE9i1Pe19nG5okxrFrbyq5+YVER1Ymm/Q6HRq1GrVaxY0jLq1T\nP564aBzjRuK48Qp0v25ENilfxTiP+sEZVfFMluVcWZZHAENlWZ4gy9U/eqdnF3LLQ4sUtEXc8uiH\nitqpT3/EyEt7sSc1A48s88qH37Nh636eWbicwpIySq020rMLuHXG/yq1t0+dT3pWnsI2n/HTXlbU\n3vbg86Rn5SluJ94/i4JX3mbcbxs52L8HE++fTUZWTo1tZmYWkybfX2V7y9hbyM3NrbR9zZq13DVj\nCpnZWdzz8IOntN+sKiE7bwyimF75/dxs7n36kWrb/Wm5DJnwJJaQVARuxGw67H0/P4f7Xp5da7vt\nQCH973qez392si11ArNu+onsoltJjNrPQ+/MIaswl6lvPlFlO+rJ53h+eRDbDt3NtCt/YEvq3dic\nmTz2ydPkFOdW2z66+Gmy/Wgf/vApsouUtTnFucw81u/CVe9z96XjaRrdGLWgZsO+vyu9P/OTp1m5\n+SdmvD+X7KJcxa1f4yvJY87n83xq1+yYysUd/+SmZ55lz9ECpiz0Xp+q2mDjYTTqG8guzGHoQy+y\ndkspkxfMIjM/x+d20vzHyMyrvR318JNs21fIwfTxZBfkcM+ch8jMyVbePj7D5/adLz7hnlnHjps1\no9b2UHoO46c/TK/Ou5n/+mQys7O4d8bU09se+x0rajMzmTz5vhPtgQMHGDt2LKXWskrbT22zuHfy\nFEXt3fdNJzMzW1GbkZnNXfc/6nP7+lsf+HQ/raqd8MATZGTl1t5OnUtq57ZMmDrX+3rKk4raO6Y8\n7VertB//+5tHRlaewtbbX6d2Lfhm1a9MfuhZLrzqdt5f8g1Xjbmfr75bw5ARd5KelcvXK9fy5gdL\nmfjAHO/fX2Fb6XoUljBu5VrSy+3VXq/zaFjUmyb3mFxhHfCwLMtrKmyfDiTLsjxBwblk66b/4XC6\nMei1J1rnwUyCv/kDW2IU+pQEbAkRGCJDcTjdGNUuHC4Rg07jU+twuln41WZsDicpjWO5YnAXJEmm\ntMxGRJiZIJP+lP6Pt1bZXOX2mtogjahof4Nei82tUtyPQatGXLSCoLQM8qfdhT4yHIfThUGvq7GV\nTQk4nU70ev0prdEUjMcjUlpScmJ7cXExnnwbCfGNqjzut40RbNohMO0ua6XtujIPTpcLvU5XZZtd\nEMzcNyN5c1Zmpe2qchmn24Veq6uxXbs1lh0HNUy9PhdrUXmt+1dsn/w4gX7NCmmbmINOo8Mlunxq\nJdmtaP/jrVt2o9focIoun1u1rFHUT05xPpZQMxFmi6J+NIJG0f7HW9GhUvx3+HJrE8wmLSP6H671\nOuk0On7dYWTJr81onVTA+MuKMBlsPl1ft1r0ab+CEpG3vm5Keq6HGWPziE1yodfpcbqcvrd6g6L9\nU4+mkZiQQLApyOfj/tii5qOvGmEIcjB+tJ3kJqVV/n6rbA0+7lextTmU7e90ookJOWW7JEnExsWT\nfvRItccZ9WrF4xMdCj7/sdakw6f74/F2/4FUWqYk+Lx/xdblKPdpP9WLb6Pp2JrSvt2889Vp6qdi\nqzMEKe7H4XRh0gl+HOfwY3zmSq9/37iVzdv3YrPZcYsSkkeisKiEO8eNJLlJAkfSs0hOburXdXIq\nHF9Mq0HnNbkNiDMl8exHWZZfV3AeuXzLm6e+YbWh2nEI1eFshNQsVIezwaTHkxSL3CQcOSkGT1I0\nhNauE5rx4jL0QWaiw0PYsHU/IcEm5j90EzqtV+Gx9Ps/6dW5OY1iTtXf+qfJVW535VEpXCaVJAyv\nf4pc6MD68CRQsMRiV1evN4qKjqWoML9S7fjvf1hVoyZ303YjX64IZe6M7Erb5YKa/w57Dxv432ex\nvDjtcKXt7iLf9HavLE0gOd7OZb0LcJUp09s99HZLru2eSvO4mitW2F0OrPYyokO9Uha1H9pa8E+T\nK7qV6dk+Wfcl/dp2p1m8MncFSfJPD15epnzZXA4KY/qilrx6zy6Cjb5pgSWtns/WRLP6bwujLszl\nsj4FtRbZUKLJlWX44Q8LH66M4bYbCrioj0JXAIWa3NkvP8fUO+4muJoKg9VBkuCnzeEs/iKM5slO\nxl5XREK8D9fAn6+spHwukcKqvofFxsWTk51VrWRBhfLvkT+aXKXHTHnoSV70U5Prq/7XtOAd3B3b\n4L6gF/iRl+FP4plH8M9JwJ++6qLJrQib3UFhUQnWMhtGo56kxHicLheiKDH3hbeZO/M+P8amQDt9\nDFEtLjgf5DYg6tstcTEwRxCEncB24Fq8etylSk+080AGPUY+Tt/OzXll5k20SIpFMJvw9GmLp8+x\nDHKPByG3GOFQFqqDR1Cv/BvN4VzQa/EkxSAnRSM3jYEyOwQb8XTyuiSUljnYsuco373zKIIgMPHG\ni5k2bzHPvfUNj9zltWx5bfEq+nf3X8ta73C5Mbz0EYJbpHTmFNAHTkeoVmsqBbhQuybXEipRVKI8\ng9vuUGE0+F8daf9RE5f0LPDr2FKbxif97a6je9mVvpebB9ZvHXtfMe2DxxnebSj92/Q6YzW5FRFj\ncdGleSk//B3Jtf19K/1s1HsYe2k2g7oWsXBZPD/+Hc7EqzJokxQYmy9BgEv6FNEqycZzS5LYtsfE\nnTfkYjKenspd/mhywVuw6eKBZQzoXc7y7808+Hgc/XuVc8PVxVjCztwqY6IootFocLvPrpK/9aHJ\nxeM5741bBcrK7eTkFWAJNRMaEozJaMBkNJx4Pysnj+Xf/8r40VfVWZNbEaojGXhio0B3OjMBzsNf\n1KsmV5bl1cDzwHi8AW8HYPIxj1xFeHfpOgDWb9lPl2tmcfnEFykq/ZeDgkqFHBuOp3dbpOsH4J4x\nEtcbd+F6ZBSePq3A5Ub9w2ZUmw4iVzDa3JuWQ2KsBUHwLrUAPHj7cA4dzWX1+u3Y7E6CjHqiI0J9\nHq+QW4jmj20IWXmnWFeddjicGOe9A2oV9mnjAhzgqpE8p7JrW7ZuY/uundUeZwmVKPYjyHW4VBir\nqIjlC2wOFdmFOpJilWeBw/Egt/ZJt2tKR24aMNKvPuoDeSX5vPTt/wD4bfef5BQFptLa6cRVfXJY\nsTEKp1vZ5J4Y7eSJ2w4xclAuz33SmBeWJJJfErhn+6R4Jy8+koZaLTP5ycYcPHJ6ktA+XbEMp9P/\nUsZ6nczIK0pZOD8DnUbmrumN+HvrmZssI7rdaLRnnw/p+4u/OP2deGTqXPv7HMT6P7cw94VFvPHe\nF8x/7UNef+czPl66ku9/Ws+B1CN8u2od2/7Zi9Pl4uMvVta9Q1lGt3ItwTOfR31IeQL1edQP6r3u\njSzLXwB1vhPMn349byw5Ie1l7cY9pFz8INu+foLEuBqYKUGA6DA80WHQsyVVLX66XCKhZiMHj+SQ\n0jgGUZSICg/hust78+P6HRzNKiQ+xlLzACUJ9YEjaDbtRvP3ToTiUqRmjTEczgBAbNMMqU0yUttm\neOKr95KtM8rtGJ95G09sJM6JIwNei1ut0VRp91MbkxtiligrVyFJyoZkc/gf5B5IN9E0zl6rg0JV\ncIkCLlGFSefbcrlwBjMtb0x4Dofbuwx7NjC5AI2jHbRIKOenLZEM66EsKBcE6N+hhK4trCz7LZKa\nVudkWa507fKKCvjn4F56te+CUW+o8hijXua+sTms3Wjm0RcTuP7yAq4YVBxQss1fJvffCDF7uO3m\nIvr0sPHUS1HcPLKYoYNqlt80BNyiG61Gy5lTuNk3nGdyGw47dh3AZDLStmUKxSWlWMtsHM3IYf/B\nI2zevoe/tuzk0ov6odfp6szkCmU2jG98iCo7j7KnpuFpFBugT3EegcYZUtzRP5RveZMym4OYvpMA\ncLpEWg17iDtvGMSce6/GZPSPVenVoSnxUaGYw4IBUKtVyLLMxX07cDAth/e//IWx1ww89UCbE/WO\ng6i3H0WzaRdyWAhi1zY47hiB1LyxN5qTZYTsfDS7DqLeeRDdlz8iSBKe1klIbZoitW6K3CgqIDcx\noaQM49y3kFo1xXnLFYpL9voCTRVSBfAyuTVpctVq74RbUqom3OK756rdocLgZ5C776iJFon+LVeX\nlmsIMYnnxNxi0Bn4dtNqnvv6VSYNu50B7XtiNgafeP+4DvJMC9Sv6ZfD/M+bcnGXfL8eVEwGDzdc\nVHO2syAISJKEqsJvZd+RVBYt+5jbrryRC7v1qfbYC3pYaZnkYN5bcWzbbeKBW7MJNgVGEvDpimVM\nveNutJrAsJttWjqZ91g2s5+NISdPw82jAhuU1xWi240++PRbswUa7y/+gk5+anJ9hiyflnv52Y5w\nSyjxcVEMH9oftVpNuc2O1VpOYXEpKpXApm27adwo5gSTO3emfxZs6n2pmF5YhNitA2WTx/2nZAqC\nIEQAy4GWgBZIBR6XZfnrCvvcD0wDTHgJzTtlWfZ/GaqOOGuDXLvDhUGvJdhk4MNn7+DPbam4RZEu\nbZLYdTCTwpLyU4Jcl1skK6+UJvE1J4ap1SqaJkQi6bxJHhUn+ysGd2PXgQw6tW7ifS+3CPWW/ag2\n7UW9/yhS8wRcPbriHDEEOaYKhkwQkOOicMdF4R7cyxv05hai27EL9a5DaJf9guB0nwh4pTZNkSPD\nwKhXFPgKBcUYn1iI2KsDHwcH8dCAcfz06bM0bhTj8zl8gVqjQZKUM7lwUperKMh1+q/J3XfURP+O\nRX4da7X7psc9W9CjeRf0Wj1dUjoQY6m8ktD5vosA2PziavpMH86yR94jJuw0rjb4iOaNbMRHOFn3\nj4VBnZRVGKsNRdYSflj7C5f3v4iQoJMBf5QlggnX3ESPtp149bN3KSgpYsTg6kt5x0W7eW76Ed5c\nEs3MlxKYe396QHS6gWJyK6JRnMhzj2fx5PPRzH8tkskT8s+YSqWiKAYsoK9PnGdyGw7DLxlASYkV\nj0dGrYYgk5Egk5HYGG8CcGhIMI0T4vxncj0e9MtWYVj2A/aJN+Hu1TnAn+CsQBlwK7BflmWPIAhX\nAp8LghAuy3KZIAhDgenAhUAW8BXwOPBQQw34rA1yI3vfQ/9uLQgNNtKzYwo9OybTu2Mz4qJPrcyS\nnl1Iy0tnVNr2z1ePkJwQyRerttAiKZoOLRr51G+82cSrVw9AveMgqvdXIpSU4+nUDGlwV1z3jQKT\nXpm7giAgx0QgRnZDvLCbd1NeEepdh1DtPoR25XqEYiuCS0QOMiCbjMjBRggy4gkORg4yIgebkIO8\n2+RgE7JWg+Gdr3EN6Y37ygsp++wH8gtLuOneZ1g0fwpJLQMXsGg0Wmy2U6vJ1cbkAoT5kXxmd6ow\n6JQHDbIM+9KNjL88Q/Gx4NXjhgSdO0Fu48hG/Prkcj5Z9yXBJmMlJvfjqW+w/dAuBEHg3stuRas+\nc24TV/fNYdHKBAZ2KAyoLNFiDqWwtIhb5zzApOvHM6BzT9yiyD8H95AQHUfnlu246oJLSMuqXXun\n1cBdo3N5bXE0s19pxJzJ6Rj0ddPhB5rJPY6wEA9zH8nh+dcjmfl0LI/cn0uIueET0iRJQhAEBEE4\nq4pC1AeTK3hk5POa3FMQFWEhKqJqGaEsy9w9/jpapDTxi8kVSqyYXn4HwWbH+uzDtZbyPVdxrHbB\nXgBBEFR4rTDygeNM7VhgkSzLu4/tMwf4mPNBrnJ8MO8Oxkz32oh9u3bbie0Jsd4veXp2EW89cQu3\nz3zvxHsPjBlEflE5H3zzJ+2unsuIizvjFiVSEiOrDXKF/GJUe4+i2ncU1b4jqDIL8DSNw9OqMe7x\nl+NpllBlEsDclz7iiqF9aN86WfFnk6MsiAMtMLDLyY2iBOV2hHI7Qpm3lW0iQpkNwWZHVWyFjFzv\n63I7rqsH4b6oFwC3jBpKQlwUX33/Gz0vv4cDm1dhNvtTbvFUeDW5pyZj+crkFhYrC3KdThURYcqD\nzfwSLbIsEG3xL1vbavPKFc41VNTkFpWVEGQw0iaxBW0SWwAw+oL6Kx3qC9o3tWLUe/hrbxi9WhcH\n9Nz3jBrHwC692bpvJ3TuiVajIS0rnVkLn+eyfoPJLshDRsbmsGMy1Jy0JQhw1425vPheLE+8Fs9j\n92Si1/kfrJ0OJvc49DqZGZPyeOdjCw8+HsvjD+YSG9vw33W36Ear1eJyNdhKp2LUC5Mre/DP4+2/\nC0EQ6Nqx9bFXlZlc7R+bQJJw9+tR5bGaHXswLXgb18BeOG64EkFz/gFDEITteCULZcCwCnKENnjZ\n2+PYDsQIgmCRZdm/ZdQ64qwNcq8d0o3hF3bihXe/54k3lp/Ynp598u/42HOfAWAJNpLxzWOkl9lp\nMXwOcycN55Yre/HF6i3MffMHlv28nShLMBOv7YshuwjV/gyEfZloU/PALeFpkYinRSLuPsPwJMd7\nqZpakNQ4lkaxgSn5K0kebnlwAaVWG2s37CA6IpQx1w5i4liv7tig19Wqn7yofxcG9+vMMw/fjj5A\nAS543RVEqWp3hdqYXEuoqJjJtTlUNPJDk7v3iFeP6+8qX0n5uRnk/rb7T/q17Y7ZGMyKv39k/e6/\neP3OZxp6WNVCEOCaftksXRdLz1aB05FKHgkVKto3a0X7ZietAa+64BJCg0P4au33jL/yeoKNQZgM\nRrILcklNP8KetIN06tyB7u07nXJOlQruG5vNs2/F8cybcTwyMRONn3fc08XkHodKBbfdVERMlMiD\nj8fy6JRcWjZr2OBSdItozrIgt140uefdFeqEfzO5npgogh9/EWvjBDyN40/uKEkYPv8W/ep1lN87\nDrHTMWtSP3x8zzXIstxBEAQdMAFYKghCS1mWy4FgoKTCrscNxM1AgwS59VoMIlAQBEHOPvDnKduX\nfvo1C157l4eHXkhudi7TVv504j1nj84gSaxBpmlcLAmJ8XgiLJQFm5jyydd89c8eHJKHqclNmHHZ\nRajbtsDZtgNSXKxi/ZPHj2cHNdXfyO+d8ihLv15R7fsfvjmfiy/s63NfiotIAE7hVBmIWq0mIjKS\n3JxTHeBycnLQWF1ER1Yvjfh6ZQg5eRomjKmgr8yvOTHs2Xfj6dm+jIHdKpvvuwpqtgV7Z0U8ZqPI\nyAtPJh45SnyfPJf8Eo9aJXNZx6M+H3McHo9/vzGbvfLDQ7lTw8otCRSX6+jVIpfWjYpPmev0OmWT\nX3pBJjER4ZiNQRRYi3CLbmIt1Rf+OA6PH8b/AJIfx+kNlR+EPB6Y8UE7brrgCB2Sqi7CoFH4dwDQ\nmTRsT92NSqWiXVJLXKIbrVrDgczDvLNyCQ/feC9mUzBWWxnT33qKyFALjSLjWL/rLy7tfSFjLq2a\nxXOLAs982Bi9TmbK9UdQq0EbY1I0tt0H9pES29ivIFfQKLt/bdgWxIKP45l0Wz69u/qeqOnPErpk\nrp6dNgUFodVqKSk+lbHXcqpEqjZoZOVeDWqPsmO27dxHh7an1z89ePYLOK4cgti5HWqP8r+DWlJ+\njEpSXkgDQNSeOm+cDsiC73OuKErsOXCYNq1PXifdT+vRL1uNdd4MMBoQCooIeukdZLUa26RxyOEn\n7UKFKj2Zqkdky4sVFYN4dExvRedXgsPZJaRln7xnrtueXudiEIIg7Aamy7K8XBCErcCTx1y0EAQh\nEsgFIs4zuQHAui072JeZzS3vflJp+/4tP1EcbAC7g26FxagKinAXFqEqKMJcWMzCqy7h1el38212\nLi+++ynzX3mb2JhI+vbuxeqf1rLkg4W0bdMSjb80TB1RVnbqRNO3dzfef/0ZmnW+iLunzGbf5tU+\nnau83MaijxYzZvRIQkPMdRqXTqerlmXZunUrOqdcI5MbHiax54CygNvmp7vC/nQT1w/Krn3HamC1\na0iMbDhDoy2Hwvn092TaJhTRJKqM7zYl8tGvKfRukUfvFrlEh/rn/bt+z5/0bdsVs7EpEeZabPHO\nEKhUMKJPBq9+l0LPFoUM7ZxDQqR/n78iJI9EalYam/fvIPbq8USGhiN5JPJLCsktLkAQVJTZbby0\ndBGRoeHMGnM/apWaKy8cwlvLP6a0vKxS0tpxaDUy0246wtz3knjliwQmjVTuqfnpimVMuWlCvSRj\n9epYjiU+hydejCGvoJgrhiis5hYgiG43RuOZ6+VbFd5d/DUvPjWj9h3rivPuCn7D6XKzeOkq5j56\nMsh1De6LevdBTAs/xtWvO6Y3PsR56YU4rx4ScNvN2vDIvdfVW1/G7v5VffsXNMDxIGUn0ImTNrEd\ngZyGCnDhHAtyl3zxLQC7/lqFTqshOLjCsrwsgtGAp1FstZ52lwCXDB/CkqXfMXnGU6z44UfsdgfD\nrh59Yp/dW9dhNBjQ1qNR+bsLX8DlcqM7lvr87cofueOeaZSUev0tr7r8Yp/Os+bXP7hx/AMAPD3/\nVYZeNJDpD9xNfHwMIebKAa/D6URAqFEHqNPrcVcT5Hbq1AmNtWamNCxUIjdf2VfQ4VQe5NocKg5l\nGmiW4H+1qzK7BptTjSzXf2Lzx+uS2bA/igkX76VtopfVurhDJkcLTHy5IYmVWxJoHlfCxCF70StM\nyuvbqicxYcrLUDc0erQoonl8GWu2R/H0F61IiLTzwJX70Wv9X0pUq9Rc1fcSCkuLuf/12VzacxCZ\n+dkcyc3g2v6XEmw0sXTdCjIKsnnhzlmoVd7JLyMvm4y8bLQ1PATrtTIPj0lj9jtJfLAmXGSXAAAg\nAElEQVQylttvVRY4XjfsSvT1aFXUMsXJc49lMnt+LAWFam65rqjev/eiKNbrfTYQGDf6qtN6flVG\nNqr8wvNBbh2g12kZfe2QU7bbb78e80PzML25n/IptyO1ad4AozuzIQhCT7zWYRsBNTAJMAAbju3y\nAfCeIAiLgWxgJvBuAwz1BM6JX4rT6SK2WU8APlg4n3BLaOUAVyGuv/Yycvav58A/G8g4uJXOHduf\neK91p/4ktepOo5ROvPjKm/WW+aur4O3TsnkyE269iUbxMWTv/4Nn5/imAevTs0ul16t+/IVBw0bR\nqtNA5i/4X6X3hl19M7fcUfNTnsvlwmQyVfIUPY6tW7fWWPEMoEWKk1Krmj83+87WRISK5BT4PvHJ\nMixcnkC/DsUE1aEc8LDuOaz7J4Lnl7ckq6jqogCnC20bF5ESa+XtNS147+dmfP5HEvOXt2P+8vYU\nlOnp0SyPrskFGLTKNcPr9/xJTnHN3rFnKizBbq7qlUnrxFJUgoxGHRit3K2XXs/UURPJyM+mWaMk\nrr/wSob1HIzT5WTpuhXcOOhqTHrvd9bldpGel0W7lFZVatMrwqD3MOOmI/zwZzh2p7KI8dMVy3DW\nszY1LlrkuZmZ/LXNxNLvfK/uGCiEhIbicNSdoQ80hBIrqsPpCEUl8K9r/u7ir6s5qg6QJLR/bSV4\n9guYH30WV68uiK2aBb6f/wiOM7mnQK+j7PH7KX3xsfMBbvXQA6/idVQ4AgwALpFluQxAluUfgGeB\nn4HDwEFgVoOM9BjOek3ukqXfct/0JwD49rNFdOvSvupjZOUBgKjyBsqyLPPzL+tp07olMdGRZOfk\nMu6O+9ixczehIWZmPTKFIRddiCXMOxEEWpNbHVQe5TopURR57pX3+GPjJvILi0hNTTvxXqP4WB5+\ncBJXX3EJ8SnegDjz4Gagak0uQLDZjMlopLCwsFJRCF80uQDbdhp4cWEUrz6dQXCQp1ZN7vK1Fo5k\n6bnnhsrSg+o0uT/+Hc7y9VE8d+e+U7LblWhyAdySwDfrIvjm73j6tc7nqp7pGH1gTgOlyS2xadmU\nGonTrSYp2krjyHKC9JW/13XR5CpBQ2pyT4zBA4tWJ5FbomfaNfvQVSgQ4a8m9ziGP3oL+9JTWb/g\nayJDvUz3N3+sZu22P3h+4mMn9tudtp9v/l5Ni8RkRg663Kd+Zr+dxJCLbAzs4XulsfrU5AIQclJG\nlFeg5sE58YwZWcSgftWPOZCa3ODgYAxGI/l5VVe3ayhNriojm+BZLyIHmRBKrQhl5V5bx7AQPKFm\nNrtEOjZL8r4OMZ/YLoeGIBv0IEkIbtEbHEsSgiiBKIIoIYjisW3e1/yfvbMOk6Lw//hrYnv3bq/v\n4Djuju4OKSVsRRBBEJSvYoPdAiq2PxtsFBNBVFQUDEJABQMBaaThjuvcjpn5/bGXXB8hKO/n2Wd2\nZ6d2dnfmNe/5hKIgZeagX/oTmj0M3/mD8ffrUan5wOmY3JCONia3ITreMbmeP15q1HY1RqZetx91\nTO7JrlMecpu1608gEDrRV5eMVjbPUUBuje8Hgyz8agmzXn+HvftCsPjb6iU0aZrU4HWdKMiF8sQz\nTdNo2rIHAO3btGLbzl1l09hsVhwOJ+m7/+TjT77gnqmPs3fPnmqrOJhMJsLCwynIzy+L0f3+++/r\njMkt1StzolBVuPXavDohd+d+I6/MS2DWA/sqja8Ocg9mGZj2dksev3Y3SXFV91VDIRfAXRyk0KXj\n87WJ/LXfzmVnpDGgXU6tdw+PFeTWRw2F3E9++YL+HXrQMiGlQfP905CrafD+iiQO5Ji599K/q1xs\nHC3kKqrCh0s/Z+I5o4FQCaLftm9g2fqfmDo+1GHxYHY6P6xbTY4zl3vG31Rj298jtXxdBH/sj2T6\n5Ix6b9sjM5/lrgk3YDU3/A7V0UIuwIE0HQ88mcBt1+XSp1v1/9FjBbk6vZ6IyEhys7NR1eovIv8J\nyBXTMrA+/CLe8SPwDynpfKcoCA4XQrEDsaCYW2fO4ZWR5yMUFiMWOUKub1ExQlExgscHsowmSyBL\naLIciveUpdA4KfTQdKXjZdQwK/7B/VBaVf//PA25ITUEcl1uL4+/+C5PTLu1Ues6Dbmnlk7ZmFy/\nP8CChYsrAa68Yxfy9l14R5x/QgInZVlmzKjhjBk1nP5DLmb/gUP0GXQBXbt04pr/TaBbl05s3ryN\n3Xv20qZNK84/dxivvD6b+Lg4Ro+65LhvX10SBKHMqQVYt/4vho++GgCHw8lZA89AVVXumfo4AEVF\nRdjtdoLBIKIoloUpeDweFEUhIjKS4uJiPG53vWJyS3XNuHxuvq8pG7cY6RpfO+SmJnpJz9bj8QqY\njLUD0w9/RHFB39xqAfdoZLcEmDRsH3syLcxd3Zwft8QybuABUmJdjWo3+0/qVIzJzXfoeH9Fc/Ic\neh4cvbNebnpDJYkS/zt3TKVx4dYwDmSlsXLjWiLD7Hzx87eYjSYuG3whJoMRVVWrDd05Un06FPHO\nd4m43CKWerb9PdExuUeqeWKAh+/KYsbzcdxxfQ69uh6/JEyz2YzL6awRcP8JiYcysD7yIp4JIwgM\nrtDaWZLQ7GEhxzapKRPvvA7fca6ucFpHp5pick/r36lTFnKT2g8AYMaDt3PDNeMAUGKiML/5AWJm\nNu7rrzyhWZG/rPgagJzcPJb8sJKvFi3moRlP4nZ7CA+zkZObx2szn+P8c4edsG1qqHp278KBHb8x\ncuwk1m/cwsqf1tJ/6Ah2bf6ZPWkO7HY7xcXF9D3jDLp17crcuXPL5vX7/eTm5hIVGYksSQ1ycs0m\njSmT8pj5djSv3l1QK7zq5BDo7jpoonPr2oH4r902br3sYL0/f0PVIt7FtMu2sWZnNG8vSyW32IBR\nrxBhCRBuDmC3+LFbAoSb/aHnZj/hltB4fQNhWFEVJFFi5dbVrNn5GxMGjSMpOhFN0+qskVybKlZX\nONmlqLBsYywLf23KsC7ZTL5wT4P349GobbMW3DT8Kt797hNiwqNoGp3A+b0Hk5ycCFAvwAWwmlQ6\ntXHz60YLQ/s56jXPiayuUJPatPDx0J1ZPPpCHHfekEPPLscHdI1GY41hCv+ExIOHsc54Cc+EkQQG\n117e6YRVVzitRqu66gqn9e/VKRuusH/ravQ6XdUTi9uD7bnXUKMicE2+pnye4xCuUJMqxuQ6nS5+\n+30d/7tuMgCLPv+Ybl07V5peEER0soYk6RAlHZIsI5Y8FyWZoM+N111EwFcZ6o42XKE2ffjxZ7zz\nwXz+3rUXgN9+/ZXY2Fh8Ph8vz5zJpSNH0rJl1eQHURSJiIwkLS0Nd3ousVH1b4jx/OvRWDQfN46p\nWne3omZ/Fos9LMjoc8rr6x4ZrpBXLHP7zDa89+DWGuumNzZcoSapKji9MgUuPUUuHYUuPYVuHQXO\nkucl44rcOvSyStNINw+O2lbjTYfScAVVUxEFkS2HtvHjltVsS9vO1EvvJTEq1KXP4/fy7YYfWL9v\nI3aLjTH9RtIqoX6d9k6VmNz9WWbeXpqMXlaZdPZ+mkbVnpB0tOEKdcnt85Qln+msDfcK1hyIZcXa\nMGbcdrhe0/+TMblVtmWXgcderAq6xyJcQa/XE2a3k5tdezLkiQpX0O3fg3XGi3iuHEXgrL51Tn8i\n6uRW1D8WrhAIIm3ZA6qG0qUVyNUbSidjuMLpmNxynQ5XOIllNFQ9CC9b+Qurfv6Nxx68DTH/2Lb8\nbKysVgtDh5zJzs2/88LMNxg+6opK72ekH8IeEYGm+FGCAVQlgKoECfi9qMEAqqqgN1owh8UgihI+\ndzFedxGq0rj2tPXVlVdcxpVXXMZ1k+9h8XfL6dO3L08/9RSXX345995zT43zqapKXm4uf/75JwZR\nJi42Fk2p323H6ybkM/mueAZ0L6Zjy5pPSG2SPaxeH1brsjbvsdEp1XlCGwOJIoSZg6HOaBXy7Y6M\nydW0UGMHt0+qEXAVVUFRFQRBQBRECl1FfLp2IaPPuJQd6TuJCSu/ePhg1VyCisLVZ03gUP5BPlv7\nFTefN4lwc+37CKp3cjUNch16DuWY8QVFFEUgqJYOBYKKQCAYGqpq6TgRRRVQNWifWEy31IJj4rJ6\n/SKf/tqMX7ZHcfnANAa1zz0pqieVAm5jTYLeXVy88mEcRQ6RcFvd/4+TwcktVbtWPqbdnsXjL8Vx\n9005dO907Bxdo8mE1/PP1aOuKOlAWoMAF/7lTq4/gPTXLqTftiJt2ImaGAeA/s0vCJ7RCWVQV9TU\npie+xmIDddrJ/W/plIXc6vTE/73K9r/3MOPB2yG24S11S09YR3P7tyZFRMbw8sxZJCcn88DU8uzs\nhKbN+PKzuezYvpWrrqi+Y5LXVYjXVYikM2A0h2OPaU4w6MPvzMXvKQpRyVFKEELkoGnlJ9y09MO8\nOesZLhlzDX9u2MT9DzyA2+Ph6v/9D4Drrr+e8PBwnnv22SrLa9WyJeE6M5FJTShMy0QJ1O2kh9lU\nbhqTycy5ocSyI6shlKpNiofZC+NqrVm7cbeVzi3qn71+IiUIYDUGsRpr3ieSKJUBer6zgM/WfsF5\nXc8mzBSGIIgYdKGLvOyiHDYd2MJjY6cTaY2kZZMkVm9bw77sg3RN7ljntvRv24cISxQ70mzszrCy\nO8PC7gwrGgLJsS6MOgVZ0pBEDVnSkEUNSdKQBBVZVNHJKqbScaKGpsHKLbG892MyvVvm079dLq0S\nnI06723YG8FHq5Pp0NzBMxO3nJRtlRt7rDAZNHp0dLFmvY3zzyyqc/qaYnKdbpH12yw0jfOTlOCr\nT8fxY6L2rctB956bcujWCNCd/8VnSDYTl44cWTbOaDKRn5t7LDe1UZIOpGF75Fk8Ey8jMKhPvec7\n3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N3IC2/E0K61l0nj8omOrAWgS5xco9mGNSwSt7MQt7PuRLyKTq60cx/mF95BC7eF2uwW\nFCE43Wg2K1pEOKrdhpqYgOfqy6tdlv771cibtuO+54aq7/1LnFxxwy5085bin3wpQrOGdzg8Vk5u\nrVJVhLRchJ2Hkb9dS3BQV4IjB9WrJNlpJ7dx+i84uf9ayK2ovYey6XLRvWWvdbLM6y88zN4Dabjd\nXnQ6mejICHp07UCbVino9aE/zLEIVxAEAWt4GCaLGVexoywp7EhVhNwhl17E7r17qkCuqqokd+8A\nwJvPz2THgb20ad2agQMG8MvaNZwz7OwaW4tqmsZXixZx+9130r5dOxZ8NBdRELFYLFx380243W5m\nv/Z6mUv74+pV/O+6a/l55SqaJTRBkuvnyiS2CDW6mP3ai1Wc3FLJskxERCQ5OVVP6kdCrqrCPU82\nZdgAB+efVfng4vYI3PV4IhcOKeLM2P1l49NzDTz0QRvuvmwP7ZJqdodqg1xNA49fpMChI9+hKxsW\nuvQUOGXyi8vHSyX1cV0+CbdXxGZWCLcESx4BbKZgqPOZNTQuzBzAbg3V0zXVko1/JOTWpkJXMblF\necSFxWIxVnXaa9KHKz6jb9setGrSsJjc05BbroqQC5CeY+DJuckM75/Dub2qB92KkJtbIDPlyRRe\nn76XiLByICxySnzwVQy/b7Fg0N/OC7dNxGZpRIOaOj7X3nQDb36egNcncuNlGbRL8RwV5AJ4vAIL\nFtn57kcbl5xXzIjzijAaqvnu7eXjJEnGao9GkmQcRbkEfDWHPBwZrkAgiLx9N5rFhBoRHgLeI/Iq\nagIh8XAW1odeoHj201WAqqGQO+WhN5j12C0NmqdsO44j5EprtiD9vg3/7WOqTzyrcz0nAHJLpIp6\nKHBgeOpD1M4tCIw/p07QbQjkutxeZsxcwNNTq17U1EenIffU0n8CciEUkzt0+P/Ysn0XAJdcMJTu\nXdoTZrMSCAQ4mJ7JuvWbuXLsJYy4cOgxi8ktlSzLWMPDMBiNJVUNvPg8nrJyORUhd+bs13nu1ZmI\noki3Tl24+ooJXDD0HGRZ5rYH7+GLJd8wf/a7eFC47a47MZlMNEtMZN2ff1ZZb1xcHFlZdR+o77rt\nds4dOoxrbrqRtPQ0mjdvzoEDB1j6zRJat2rVYMgt1b69e6pMI0kSUVHRZGdX3Qsk59kAACAASURB\nVK4jIRdg70E9055twmtPHMQeVhn8MrJl7n4ikZuH7qJzSvkt4o17wnjt6+ZMuWQ/AD6/iMcv4fWL\noUdAKnmIeH0SntLxfgmXV6LAETpoRtoCRJQ+rAGiwgMl44Jl4ytWCQgqUOyWKXLqKHbLFDplCh0S\nRa7Q6yJX6FHskil0hTqfxUf6SIj0lQ0TonzER/gw6xre8EMNNuz/fNrJrbiihs8CVSEXYH+mkYff\nbcGsW3dUGwpQEXIBXv8kDr1OZdKlOSgK/LDGzkffRDOoZzHjL8zlUOZOWsQl1VjhoVbV43NpGqz6\nM4w5i+Lo1sbFNWPziaij4kMVWaveWTqcKfPegkg2bc1j7Eg/F58tVWZPe9Xfg8FowRoeiRIM4Cwu\nIBioCnJVILceqhGENI2wGx/EOfUW1KQmld76tzi50oo/EXelEbjhklMDcgEcbgz/Nxc1MZbAtRfX\nWpXhtJPbOJ2G3JNUjYVcgGEjrmbz1r8BuPCcM5nz6pNl02Rl53LHg0/x/OP3kxAfc0wht6L0RgNG\nkwmDyQiahtfjxV/gKKsjGwgE+H3Dn/z06xpemzMbgJYpqfzfw4/Ts2u3suWoFn1Z+EFMTAw5Jf3e\nrxg7jpTkZL76ehFbtm4FwGKxEBERwawXX2bWq7OYMO4K9u3fj6IoDL/wQhLiE7h/+jTmLfgEgOTm\nyXz83vs0bRI66NcXcpcu+5Grb7it7PXyZctITa3sEoqiSExMLFlZVWOVq4NcgNnzoigokrn3xqon\nnb+2m3jy2UgevepvmkSVH/SXro9m+YYojHoVk17FqFcwlgxNBhWTUcVUNq7kuUHFbFCqwGvZth/D\nxDNNCyVgZeYbyMg3lA0z8gxkFBiQBI34CB/xkV7iI3wkRIRA2GYOIgoaoqghCpQ8Dw1RVQQBJEFD\nKBknCjUbIQ1xclUVXD4Jp0fG5dfhcMs4PDJOj1QylHF6JUx6lQhrALs1dGFQ+jzcEkDS6u9Ol+pU\nhFyAtxc3wR8QuXlEWpX3joTcnAKZW55M4a6Jh5m7OBq9rHHj5VmkJoZ+zzNef547x16H1XzsndyK\ncntFPvkhmmXrIhlzfh4XDy6k3lxdDeSW6oEnX2f9ZiMtU6Zxzdj88njdaiC3VCaLDYstgoDfh7M4\nHyVYftF3TCEXML3+IUqzJvgvGlpp/L/FyZWXrEXIKSQw8fxTB3IBPD4ML3yCZtITGH8OWlz1oRan\nndzG6TTknqQ6GsgdPfE2Vq9ZVzY+a9cvlaYbe82dPDPjbpo3a3LcILeiZJ0Oo8mIUW9AkmV8Lg8+\nlxu/y1OWdOT1+bjv0el8sfhrzuo/kKYJTVi26kcWzJuPIAgMGjoYgP978mnufbC8EPm+v3dX25Hp\nyOoKHo+HfoPPJL+ggGHDhvHRu+/hc1eG2vpCblFxMR26DWDJl/MYf/XNFBQUsHrVSpo1a1a+fkEg\nLi6ezMyqJ6qaINfrE5g8vRnXjculbzd3lfcXvi+y+LdYnrh6JxZj/Ryok7W6AoQAOL9IJDPfQGaB\nsWRoICPfiMsroZa00FU1AVUtHQooamheVRXQNFBUAY2QCSJLalnnMknU0Eka/uAeTIZIjDpbqKNZ\nSVczWQrBsssbAliHR8btkzHoFGymIGGW0NBqCmIreVhNChZjELdPotCpo9Cpo8Cpo9AVGha5dBh1\nChFWP3ZLALsliL3keaQ1QKTNT3SYH7s1UMm0OVUh1+mRuGVmGx4Yv4/WiZX/P0dCLoTc3J/X27jm\n0myG9K5cAq+0usLxcnKPVLrDwhvzY8gvkrlxbDZd2tbj/18L5ELod7nmDzPvLYgkNjrIpHH5pHap\nA9IEAbMlDLPVjt/nxllcgKoEjznk6n5Zh/7HtbimVQbUf4uTKy9cBUGF4JghpxbkQihp7rOVSKs2\noiXFERzSHaVnWyq29zvt5DZOpyH3JNXRQO7zs+bgcnt59e25zHjwFiaMvpigouD3B1j4zVIOpWVy\n15SriYwIPyGQWyrRHUCUJQwWMwarGZ3RQMDjxedy4yl2ggYH0g7x9ofvsXP3Ln798w8AXp05iwvP\nv6CsBJimaTz86Aw++OjDsmXrdXqWffc9SUlJQDnkXnPj9Sz/8cey6S4deSmvvvQyfm/VWLj6Qi7A\ntTfdweYt27j55slMnTaNTh07Mn36dHr1Ks9cTkhoQkbG4Srz1gS5AJt2GHn2jXhee+IgNktlUHds\nzued7xPJyDPywNjdddUbB05uyIWGxeSWrauacIVS2FVUgaASegSU0OtPf1pA5+TeJEa3JKAIBNUQ\nLAcVEUUFq1EpA9mKSXWN2g8qFDmkEPg6dRS4QuBbUALDeQ49eQ49xW6ZMHOQKJs/9AgPEGn1ExVW\n8toWIMLmr/U7PhkgF2D5+gi+/z2Kp6/fXSlxsjrIDQRD35OxmnbWJ8rJLZVo1YWgdIOVtxfE0CbV\ny6TLcoiJrAV26oDcUgWD8O2KMOZ/ZadHbzdXjs8nJrr2C1NBEDFbwzFZw/C6nagFO9HUhoXz1AZC\ngsNJ2I1TKXr3OdCXT/dvcXJ1Hy9FsxgJXjLw1IPcUgWCSH/sQF6+DiEtB2VQF4KDu6M1iT7t5DZS\npyH3JNXRQK7P52fmmx/yxpz5GAx6hp15BoFgkMzsXJomxHHvbdeSlJgA1JJ4pmkIbg+apfoEn4qQ\nm374MGaTiYiImhs6QOWYXABBFNCbTZjCbQiiQNHhbFSlMvTc99QM5n0yn0ULv6Bzp8qxsPn5+XTv\n04vIiEjyC2rO8gbY8ddmmqWmUJyfj99b/UGzIZCraRpXX38Lq35ay6yZL3PjTTcDsPibr2nfvj3Q\nOMgFeP3DaLw+kTuurZy05ticj6LCk/NakhTrYeLZ6XVu538FcmvTyRiTG1QEilwyucV68h168l0h\n+M0r1pFfCsIumdaJTm68YD9x9qon7ZMFclUVHny7JUO751eqtlAd5NamE+3kVkw88/oEPv0uksUr\n7YwYVsDIswsqle0rUz0ht1Ruj8Cny8P59rswzjvHwehRhVgstf/mBVHCYrNjMenxO7PxFWegqfW7\nc1MXCFnvfQrPVZeidCx3Yv8tTq5uzmK0pjEEz+196kJuBQkZecg/rg+5u01jCAztjdK7faULlJp0\n2skt12nIPUlVJ+QWOdF99TOBK84GOZTlUAq5pZr/+WJuu/9JHr5vMr17dCapWRNioyvH+1QLuaqK\n5Y0P0K/4Gc0eTrBFc5SUJIItkgmmNkeLtOMltmzysy84j127d7Nr63Z0ulqKkbtrdiUskeGYwm0U\nHs4m6Cs/QAVNMr379SU3L6+s0UN1cjgcXHP9tfz11yb8AT/h4eFIosiqpcsJDw8jKi4Ol8OBx1kz\nYDYEcgG++fYHptx+P8FgkN27/mb222/zxhtvsvSH74mJiSE+PoGsrEyO/P3VBbker8DN05KYfFUO\nPTuXhy2UlhBzeiQefLcNl/TLYugJKCFWH53MkHuqVldQVPh2XRxf/RrPVUMPMbBD5Qu5kwVyAfYe\nNvHoBynMunUnNnMIyBoKuf+Ek3ukMnJ0zPksmj2HjEy6LId+3ZyVY70bCLkA2DVyciU++jiSP/40\nM3Z0AeefW0wth0oAzFoexvCmyCY7fkcWPkcm1BHvXRfkGud+CYB3/Iiycf8WJ1f/2hcoHVJQzuz6\nr4DcMgWCSH/uRFqxAXF/BsFB3QgO7oGWGFvjLKed3HKdhtyTVLVBrpBXhOGJDwj27UBw9OCyjJsj\nIRfgrfcXMP3xl5l6943cesOVVcpvVYFcTcP81ofI+w9RPP1OxGIH8t4DSHsPhIZ79oMo4UttSyA1\nlUBqKs6miSxe/yeXDL+k2vjYUtUGuQAGq5mw2CjmzH4bLRDEarGS5SjgvgcfAKgVco9UxZjciNgY\ngn4/jsLaa1M2FHIzs7K5+fYH+f3339m6ZTNms5mU1BZcfNFFTJs2lT59zwDgt1/XlrVBhrohF2DD\nVhMvz4nltccPYjaFfr8VO56VlhC767K9tE+queHEacg9OZ3cI1VbTO6+LBOzFqWSHOfm2nMOYi6J\nxz6ZIBfgjUVNEQS44eLQHYZTyck9Uhu2m5m9IIZwq8L1l2eTklgCTY2E3FLt26dnzvuRZGTquPqq\nfPqd4aoxYbI0JleUjRjCmyIbbfiKDuN3Vl9rGOqGXGnLTkwfLMT5fw+Ujfu3OLn6F+aj9O+M0qf9\nvwtyS9cj6BCy8pF/XIe8cgNqXCTBYb1Q+nWuUpXhtJNbrv8C5J6yHc9c5qoHEjE9g7DHZuO68CK8\nl5xX5zIiS1rlPvHcG/Tv05PuXTtQ8RSsUwrLX2gaxjmfI+0+gOuhyTz96pu89NYn/PH9O6T2GUaw\nZBohrxB5z15Me9OxLv2DqH3p3BxUUNcvR2nZjGCfzqgpTauku/stdcTxavns3bGDyXfdTs8eXSkq\nKGDX3gMkxMdz1bjxCIH6l/uRDKGYW5s9FoEAbmcmUh2/BFlrGORu2vgnkyZdQ0xMNB06dqLfGSGo\n/fqbb2jXrrzdbJ++Z9C5Uyfef/897HY7arixzmV36afR9S8/b38Vz5QbQq17bS3LO/e0bQn32bJ5\n8f1WPHbbIZKb+Ks9WWq+hkOkpjSiOoCucbHd9SmCXmUWw5EHdMgrlHG6JQx6FYNew6BXMRo0dLLG\n79uWMCCpN81SEutctscnUFgsU1AkU+DSUVAshZ4XSxSWPC90SOhlDYtZxWpWSoYqFrMSGhqV8udm\nFYspNI3dptT4cdWimk/KXZrBK50PMOereKbO78RdE9Jon+LBk1PPtrIVJDXye/LUsn2lurT3Qe6a\n3ZGBbTJJifMgWxp26P3kmy+5Y9y1SKaGO7mKu+HdzCRvzfN0ivHy4o35fPdbJA8804T+nYoZf24W\nEbENX49QXL7PUyQ/j13jZMM2M7PnxPL1J1ZuuDyblMSqIOeKCeUXEACHJ4CsdxAek4wsN6Uop/o7\nOCZ97cAabNMKMT0THKFGEgBBuWEdwWYvWMmbU6MaNE+pFKnh360m1tyKt5K8CqrZiiYaEAINg7TQ\nehpxAdNINQbCNYIQbUIZPRBlZL9Q84uvf0HevJPA9RdXOpYGvD4+WricZ9o27O5VqVSpYReop/XP\n6pSF3OokeH14Lr8E39Dq2zceqb937wOge5cOpKY0w+vzVel6BoCmYfjgS6S/9+OafjOYjWX1bXud\nO4m8Hd+WbICAFh2BEtkRpVfH8u0qKEbcl460fS+m5z9A00kE+3UlMKA7WpP6J6kF/SHQHDNqJJNv\nupa8THeV2/31lclqR9YbKMypWt7oWKh7lw745WjOOftsLhs1iquvmVT23oaNG9iyeTMDBw2ioKCA\nLVu3cv/9D/DGG6/Xe/mTripkyl0JbNzkpmvnqifBHh3cjL8ol2kvNUNVBVKbeWmZ5KVFko+WSV7i\nowONNe5OGmkaON0iOQU6cvJ1ZBfI5Dn0ZOfL5OTpyMmXKSiWiQwPYjGr+P0CPr+It2SoKKBpE1j6\ncyQWsw2jIQTABp2G0aAiiuBwieQXyRQ6ZDQV7GFBIsIU7HaFiDCFiPAgLZN8RIQHsdsUwm0KAUXA\n5RZxuUWcHik0dEsUOSTSM3Wh9zwiLo+E0y3idEnIskavTi76dHHSpZ0bU3WNA2qQUa9x8+gMftti\n4+n3mnFu3wIu6X6oXsmHJ0o2k8Llg9J594ckHhm/s8Hzjx56IQZdPYHmBEiS4MJ++QzsUsS8pbHc\n/Fwrxl2QzwUDC0ojxBqtbu3dzJq6n+9+tjP15UT6dXVy5SW5hFtrhuigP0D+4SzCY6OJSIilMCsH\nTW3gsVEnE2zXEnnTjka3971m3EXVv1HoRDyUjdquOUe9gxohwesH44kD1X9UsoTaqy3+Tqnon/oI\ned5yglcMK3vboJO56pIB/+AGntaJ1CkbrpC5a+1RLycYDJLYrjIQH9iyCoMhdDDQKYUhwJ37NfLG\n7bgfnoJmC11tL1v9B5df/xDPPjy5yoGt1ttOmoa4+yC6nzYgr92IFmUnMKAb7kFD0aJqT04DiGvV\nHwBH7n4EXSSFWbkowYbdSjKFS9jsMRTkpKEq9Zu3oU7ukh9WouoiGTp0CD6fj7btQglnP61eTWJi\nU6KjYzh8OJ02bdtVmu+bz76gU4cO9VrHH+uNvPlOBLOey8RS5Khxuvwiid0Hjew5aGT3QQN7Dhpx\neURSm3hp2cxLaqKXFs28JMb6j2ySVEWNdXI1DQodEmlZetKzDKRl6Tmco8cfCKG2KIIghP6LokBZ\nJn6l8WLoPadHJCdfR06BjChATGSAmIggMZEBYmOV0DAy9DrKHqzxMykKvDn/Y3q270OzhDZl8Ov1\nifj8AsGgQLhNIaIEbE1GtdwQkRtJkDUcb9Iydfyx2cLvm6zs2m+kQ0sPvTo76dXJRYyuasm4mpRf\nJPPivKY4CjVuG7mf+Mj6u0KNdXK9jvpl+asqTP+wLed0z+Gicxv2f3r0nZe4Y9y1WE+Uk2tsGIgd\nyDQw59um5BbquH5UFt3b1R12BFXvPBypYqfIx4ujWfV7GJdfkMdFZ4UgWo2peT/YoiLQmwwUZOSg\nKuWfvS4nF8DwzTKkg+m4b54IgKTW73OU6rZpL/Hm1FGVRwaC6B98GyE9Dy3WjjKiP8rAqrfRG+Pk\n1re+nvGemfhuGYOWFI/sq9pOvS412sltYP0/VVVxuLwUOty4PH5iI21ER5S3pV/5+w6WrtmCXicz\n5rzetGvRJGT0CDX8Xh1uDI9/gDKgM8GL+wHg8vh4ZNZCnnnw2kZ9JK2Bnym84+X/mnAFQRBaA88C\nZwAS8Adwq6Zpf1eY5g7gXsAMfAbcpGlaw+35Y6T/JOQGAkHumf40a37bQDAY5HBmNqIo8MCdN3HL\nDVeWTadTCjHMX4L8+1+4Z9xaBrilKna6CLNWPTBVB7lfL11Li+QmtG/VHICpz8zhtfcXAbBz4nCS\nd6ahJDfDN6gv/gG9wVT9bfvVa9YxeuJttEhJYu3qX7HawyjKyauxKsKRkvU6IhOiKco7XG0noRrn\nayDkZmbl4JejiYmJYcKEK5Fkifffe6/s/aioaByOYtLS0sricyvqgbvv5ann/g+Abes2YKmhnekL\nsyIxm1VuvrBhjnSRU2LPHh27DxnZc8jInjQj+UUyKU19JMX7CLMq2MwKNotCmEXBWvLcaghiMSsY\ndNX/b/wBgYxcPWnZetKzQzCbnmsgPduAIGg0i/PTNM5P01gfTWP9mAwqqhaqaasRqm9L6fPS8Vqo\nJi4ldXFNRoW4Eoi1mCpDd13QcKT2pR0kymYnzGqre+KKOsaQW1Eut8j6bWZ+32Rl3WYLEWY/vTo4\n6N3eQdtkT51RHKoKny22sfCneK46O52zuuTXK/LjeEMuwO7DZp5b2JK3pu+t8t3Vpu37d9GiaXKj\nYnJPBOQCiGYdv2+xMnthHM0TfFw7MouEmNr3TX1/rwcO63lrQSy5BTI3XJ5N1zNr/0LN4TYs4TYK\nMnMI+kPbUB/IFQ8exvrETIrfeAoEocGQ+9fW3fRJrey4y/NWIGTkEbjjMoSdh5A/W4WQ7yA4ciDq\ngI5lt9KPJ+SapjyL96FJaLGRJzXk/vDLFuYuWoPL60cnS7RqHseoc3vRpU0zlq3dylfL19O1bRLF\nLi8HD+cxYXg/enRIRtWEmnNe8osxzHif4IgBKIO7lcTkHqZDh8bF5P7HIbcX0BH4AnACDwGjNU1r\nV/L+ucD7wGAgo2S6XzVNe6D6JR5//avCFeqjomIHbXqcA8C1V41h+AVDGD72RlRVY9nKXypBLn4/\nhoU/4HjloSqAC1QLuDXpuTcWsGn7PlZ+9jxnXXZXpffavL+IrC0/olv3F5ZZcxCCCr7zB1e7nEH9\nQrfR9uw7SGyzJmTsPYA9Npr8zOyyg3lN0hn02GOjcRRmNQhwG6P1f20tc3KfeeYZ1AplfnQ6Hb16\n92bnzp3MeOQR9u3dw7Zt27jwoovLplGUIDqdjkAgQPue3YiOjOLBe+9j1CUjKq3n2v8VMuXOeIa2\nN9Impf5xmOFWhW5tA3RrW+4Sujwie9KMpGXpcbgkCoplDmYacLik0O12V+jWu8MtIQA2s4LFFAJg\ng14lO19PToGOmIgAiXE+msX56NjCzXmDikiM89d6u7VaNSImt6FavuYnBnTv3XDIPY6ymFUG9nQy\nsKcTRYEdmyX+2GbjxXlNibEHuH5kJs0Tav79iiJc3DeHjslOZn3ZnOUbopgw9DBtkxoGLMdDLZu4\n6ZpaxOc/xnDVBfVPavp0+WLuGHdt4xLPTpAEAfp0ctKtrYuPFkczc14CT9168Jgsu3kTP4/flsZv\nmyw89VYT3uiSRYS95osEd5EDTVEJj4kiL71qZ8WapDZLQDMZMX6+BO9lFzZ4O+fM+4Y+Rzi54rqd\nqH3ahS7wdDJamyTEpevQfbQUX4dkiDz+/z3NbkNe+juBcecc93UdjcxGPdeNOYsBPVoD8NDMhSz4\n9jfapSaw6vedJMZFMumyMwF4eNYXLF75Fz06JNea1C0EFbQYO9Ly9SiDu+ELBPngq595ppGQ+1+W\npml/EHJvARAE4SVgmiAIEZqmFQATgbc1Tdte8v6jwMfAPwa5/zknN77VGXTp1I7FC95CLjlh7Dtw\niDOGjWHGA7dywzXjyqbVKYWYn3iDwIDuBM7sXe91VOfkappGZIeRtc6XGG5jw7BBqE/chyoIlSo9\nHKnSsIVunbvw3deLsdrDyTtctSRXqQxmE+HRkRTm5KGohdVOU5uOxsmtKEEQiI2Lw1yhFNKCTz7B\nYNDTuXNnRF85CGqaRnL7ygmGQ848i7dffR2pwj345SvNLF5o4oX7D5CVl01cVHSt+65s+Y1MPNM0\n8AUEnG4Jl0fC4Zbw+kTiovzERwXQyZW/g38y8awunYxO7pEqTTxTFFiyJpJ538dwVo8ixp2bjc1c\n/XdYmnimqLBqUySfrEwgJd7DqIGZxNr9WIzBKqGRJ8LJBcgu1DN9XkfeuH8XYZb6XficCk6uVKHK\nxKZdZuYuieaZ22qH3Ib+XgEefDGREaM99OxWx0WtALHNm5F9IA00rV5OLoCQX4jtkRfw9+1O4PJh\nDfofVufkkl+M/tkFCHlFaGEW1O6tULq3QmuVWClk4Xg6uTjcGJ79EC3ajnrNoErdwuqjE+Xklsof\nCKLXyXzz40Z++vNvRp/Xi6+Wb6B/95acNzBUE37Rig0sX7uN6TcPJyoivOpCPD7kRb8gr1hP8Py+\nBC/oA3rdaSe3go62uoIgCCOAVzVNa1ryeiPwhKZpn5a8jgJygKgSCD7hOnltgeOgx599DYCv5r1e\nBrgAk6ZMRa/T0aNbRwKBIAWFRej1OhZ/s4SzO7em1YrfGgS5Ryqifch9NBl1eLwBenRuxaA+nflk\n0Ur+/O51ErqNASCtyEHM54vh88UArPj6fTq0bVntMrN2/cLke57jsy+/IKl1C55/5v+YMH5CtZnF\n5rDQrbtSt1c6AfkrFZ3cirJYrfi8PsaMGcOCBQsAGHP55ZWmWfntD6Qkh67OD2z/m9/X/cHoK8cD\nsGLVSlI7huJ4d/21Bb1ez+BBbr5fZOSHNeF88+ODDOs3iBFD666u0VgJQijZyagPEm1vXGmdk0VH\n4+RqGhQUSWTk6MjM0ZGZG0p2i48O0jrFS+sUL9YaILQxkiS4eGA+g7oV8dG3sdzwZCvOO6OA4YPy\nsNuqBzlJhCFd8xnQoYDv1sUw68vmONwyLq+EXheq9mAzh9oRh1lKX5e2KA49jwkP0Cqx/nHBdSnW\n7ueMTsV8tTqKK8+vueRVRZ0KTm5FKQrI0vExUFKb+dh3QF835GqgBALo9DoCvvqHBGqRdhyP3o31\n0ZcQvU58E0fUG3Src3KJDMP/yESEIidabN15F9Xp7U+WcecT75Kz7j0M9Wh4UEU2M75p12B4ZQG6\n//uMwO0jwFJ3JZt/QpqmoS+B8K2707FZjMRGhhEIKmXjAWJKHPCCYncZ5AqHc9E/9wmCywseH0rf\n9nifuh4iy6tknHZyj40EQUgEXgHurDDaClSsR1paysMGnIbc4ylN03jlrQ+RZalSBYVrJt/Pth27\nALhozPVERtjJLyh3Ou+/+QpmpGchFBSjRdRcTiavoIi2/a+gf+9OzJ11P0a9Dp1Oxukqd0A93gBD\nB3Tns7ceAuChO0KhEYXLZ2Oa/iY5d93AV/sOcSg9k6dffIshF08kLjaKTb8sqnadzz/5DGcPGcoN\nt05hyu23YQsP5/yhZ1dq6mCLtGMwGcnLyEINNtzRaaxKqytUlCAIWCwWcnNyaNEitcZ5zzr/HPZv\n21l2C6p3z17s3bK9DG5L1bZ7F35euoImCQncNDaL6bMSefmBGURH/Gd+1lWkqpBbIHM4W0dGtp6M\nHB2Hs/U4XSJmkxqKK7aEyntZzSpW83lk5tjRNGMI9syhaUpdTq9fICtXFwLZXD2ZuSGYzcrTk5Wr\nw2hUiY8OEB8TID46QJsUHxk5Oj5ZHMnugwai7eXA2zollOTXQBOpisKtCpNHZzBqSC6fr4jmxqdb\ncVaPQi4dnEdsRPWuql6nMfyMbIafkV22nzx+EacnBLxOj4w7IOP0yDg9Ek6PREaeAZdXYut+K9Mm\n7D2moDt6aA53vtSCSwbl1cvNPdmqK9SloCIct+oWqYk+ft9TvzJOAZ8PncHQIMgF0OxhOGfcie3R\n5xFmf4r32sugHneHaqyuYNA1GnABmsaHGhXpj+bPo9fhu20cxvc+Rff4PAJ3jYLohpVIO2opKsKe\nwwgON7i8qN1agq1y59DS4/53P21mx74MZkwZiVxy58gfKDcVjHodvkDl/7sWHY7/7rFoFgOYjdU6\n1id7dYVH3l1z3JZ9MD2bg+n1u7CuTYIgxAA/EHJxP6nwlhOo+KMqtdhrzgw/zvrP0MAXX/8AwNmD\n+/Ph/C957e25HErPLCsFBrBu1Rds3b6LAWf0xOfzM+XOqTz92sd0mTWd3h0pXwAAIABJREFUc2oB\nXIBAQCG1eRN++vUvknqNq3aanp1blwFumXx+TM+9j+fy4eg6t+eyzqEqBHfcPJGJN93Pd8t+Yvb7\nn3LdxNHVLvO8YedwYNvfTLzhWtb+soYxo0cT8PkJBoPYoyMRJIm8jGw0tWZHrdjh4M/1fzH4zGP3\nx6/OybVYrXi9XhRFQRRFzj3nHF577VVatKzaqOO8EcP5/quvy15LksSB7X/z8YL5PPBwaB8qisIZ\nQ85k069/0CJJomfHdLqP6gPAkjfn0ql1uyrL/TcoqEB2no6MXD2Hc3Rk5oSGh3P0ZOfrsVkVmsT6\nSYgNkBATYFCvYsKsCi53ScmukuHBw3p+Xv8LUeFnoZOTQ+NdEi6PiCxrGHQaHp9AXFQIYEsfXdq4\niY8LEh8TwGSs2a1TFDh4WM+OfUb+3mfk21XhZOboaN7UT5sUD21SvLRJ8ZIQG2hU+HF8VIDJozMY\nd04OX62O4rbnUunT0cGoIblEi7W7fKIIFqOKxVgOPzWFK8xfEcdPm+3HFHLjowL07VjMop+imHBe\n3SedU8/JFZCOk5Ob0szL/BX1u30e8PnRGxvnWGo2K66Hp2B+8g2Mr8/De+NY6iq/Uq2Tewx0/pnd\nKd409+gXJIkEJwxB+m4d+sc+JnDHSLTkuKNfbn3k9aN75UuEzHy0+AiwmNDaJqEdAbkAG7YfYN7i\nX7n8/N4kNYkiI6cQm8VAela5GajTSeTkO0iIqRCqoNehNam9TvHJ7uQ+MGXsCVuXvf2lDZ5HEIQI\nQoD7paZpTx3x9lagK6GqCgBdgKx/KlQB/kMxuctWrmHGUzOxWi1ERthZvip0tTRm5PkcSs9k2t03\n06Nbx0rzyMECbrz3WT77+kdmPnE740edW+s6NE3j6Vkf0qp5PN+u+J0vv/+lyjR33TCaabeNL50B\n46yPQRApvuOWam+JnXXRVbRKbc6bL82oEmfqDZTHu975wL18/tWXHNy1l6jYaFRVRQkq1YYvlDaD\ngBDgdu87BK/Xx/wPZtOrZ7eyEmqV9sVRxuSWxuLm5uSgKAqKohAMBjEYDLhcLrr36InfX9Vt2bN5\nW6XQklJNvuN2vvluCQBnDhzIR4++TH6RSpcRocS8iLBw1i9cilxLl4t/shlEUIHte03kF+nw+gQ8\nvlDpLo9PxOsX8XhDQ69fxFvyPDSNgMMlERkepElMgPgYPwnRgRDUxvhJaKJgbECN2epicjUNPN5Q\nGbEwq1L9eb2RMbkeD+w6EILev/cZ2bnPiM8vclafYsZelF9t2EFtzSAqyuEW+eanKBb/HEmbhGJG\n9s+kRZP6/25rgtz0XAPT57Rk9t1bq3UnGxqTC2BrYiYzT8ddL7fgjft3lbX7rUmnWkzuLxttrPwj\njKnXpdc6T2NicoMKjL6nLXNnp2Gs5SILQtVk7LHR5KZl1Dsmt6Ik1QVeH+an30ILt+G55cpa69xW\nG5NbTx3XmNwKKq2uIP62E/n9ZQRuvhCtY3Kt8xx1TG6hE/1zC9ASowlMuqDWmOD0rAKemb2YgT1b\nM/q88jDBhUvX8cmS3/jkxcnw/+ydd3gU1fvFP7OzPbtJNj1AgNB7FRRpUhSRn4IoiCAgAoqACIoi\nFqQIKBbsFRWwgwKKCCKoCKKA9F7TSe/J9tn5/bFJSM9uSAJ+5TzPPrM7c+fO3TZz5tz3PS/wwTe/\nsf94NB8unFC5u0IpXO0xuVkn1lVrXNWBf5vh3ror+ALbgD2yLJepX13grrAS6A8k4XZX2C3L8tM1\nM2Lv8Z8hudVBYcWzTdt2M3v+2+z84V2CAvyr3K8w8UyWZe6dupifd/wDwOB+3XjvxZn4FTg1qDbv\nQvXrHswvPILdUL/cvtIzsrhh4EhycvNJPluSNBcnubFxsfQeNJDOHTux/eetyLJMXmb5pXqLk1yX\ny8Xgofdw/MRp7h93L1MmjadB/Xpl9rkcn1wAg9GIKIpkZ5Wf9DZ23Hh27dpVZv2IO4fzypIXy6yX\nJIn7Jk7A7nCw4Jnn6BDgroA0YMLDnIne4x5DFWpuXZPc3HwF+08Y2HvMwIETPoQFOwgPsqNVu9Bp\nXeg07kpkWo0LjdqFTisXrHMVLbVqGaOPhLoCCzNvScOKNV/Qq0t3WkWWH/tdIWow8Sw1Q8l3P5vY\nsdeXoQMzGTYwswRR95TkFsJqE9i41cDGv0OoH2RleK9k2jbKq1ItrizxbPb7LRh780U6Ni1bJrq6\nJBfgjW/qE+xvZ/Sgym2drnafXChJcv/Yb2T3YSNPPXCx0n2qQ3IBHnmlKQ9PzKBVi6p/GyGNG5Aa\nk4BW5bnLQiGKLMTsdvQvf4KsUmKZOR4qiIst1yfXQ3hKche88Q3LP93IuV/fJSiw6utRaRS3EBNO\nx6N66wecI3vj6tO+wn0uh+QKF9NQLfsGqXd7pOG9K41vzsmz8MzrbhFwzqQhXIhPxe5w0qFlBBqV\nkhc/2oTFasdZcB6eNnqA2ysXz39HV7tP7lVOcscDnwJmKCoQKwNtZFmOL2gzC5gD6HArulNkWfb+\nJFlDuEZyK0Hxsr7zX/mYTb/sZt5jE7h9UOXT+sXdFbJz82l8/RiemTGa6ROGoS1QSRWnotC9shLz\nC48ghwVhV1Vc+WzGky/wzfrNRB3Zjr6Yf25xkgtgtVpp2aUDn773If373sQb773Dqi8+Y9+OP0u4\nERQnuQBnzp2n/6A7mf/sk0yacB8Ap8+cQ3K5qF8vjI7dbuLjt5fSvm1L6oV7NrVVXMktreKWB0mS\n2LBhA7OfeJIFzzzHmXNn2bRlMzcPGMgriy/NiKzf+AOdOnQkspHbbzgjM4PON95A3243svrFN1m1\nYS3z3nqpqH3sr/srvMOvC5KbkKJm3ylf9hw1cD5OS/vmZq5vn0u3dnkE+FVBPv5j7goXk1WsXBfE\n6SgtY+5IZ0CPHETRe5ILbncFh1Ng51ET6/8Mw6h3cmfPZK5rkV3hx1oZyf3+z2DiUrVMHxZXZtvl\nkNzENDWz32zCB3PPYKjEN/ffpuT+uteXAycNzB5fOyR3+bcRtGhmZ/DNZW86SiOgXii5GVkoXd7b\nmZXwyXU40b2+CsHuwPzEA6AuS/zqQsn17TCm6PmnL89gwhNvsmvtUjq0auzR/qV9coWL6ahe+Q5X\nqwicI3qBqey5oLokVzgdj/qN73De0w/ppk5Vtj8bk8yDz31KaJAvTsmFj1aNyc+HiXf3pX2LBmTm\n5PP7nlMoFAItI8Np1STcPT4vSO41JfcSvCW5/0ZUSXIFQegC3Ae0AoKBBbIs/1iqzYPAnbgz6I4D\nL8myfKHY9mBgCdAE+EaW5Q+LbasPTAG6ACbcmXmngfdkWS63/uWVILmyLDP1qVdY8/2vNG8SwfAh\nfakfFky7Vk3IyMrm3U++wyXDJ68/jcmgIjk1k6eWfMSGn91hESteeYy7buvjHn9WDvo5r2N9aARS\nF7fSWBnJNVus3HjzKBKT3SenQkW3NMkFaNSmRbl9xJwoKkhCcno0QUGBqIupEVnZOfgaDUUhEUnJ\nKURFx3Ls+EkWLH65qF1ggInje7dU8qm5UVzJNRqNKCpRcYujuIVYaaSkptKtj9s6LebkGbKzs/n0\ns9Usf+etojZHf/iN9nf0o1G9ucRcXEr90DD+/vqncvurDZIrSXAyWs/eY0b2Hjdgtoh075BH9/Z5\ndGyZj1btxU1lHZDcq0HJLY2T57V88m0w+RYFD9yVSueILK8/ikILMXDbiP190p/1f4YhIDNzeDT1\ng8ra/FVGctOzVcx8pyUrnjhephDI5ZBcgOVf1Sc0oHI199+m5G79y4/j5/XMui+x0n2qS3I37Asj\nLkHJtMlVh/oZA01ITiey5ZzXxylTDEKS0L37FeKpC1gfGI6za8kQt7pQcpd9uJ4X3v6WfRuW4ZRk\netw1h4S/P8Ho41kyXrnFICw2xO//RvzjKNItXZAGdwPNpe+zOiRX8dcJVKt/wTF1KK4OFSca1wSu\nKbnVwzWSCwiCcCPu4OHTwEJgqSzLm4ptHw88AMwHYoFJuAOP75Jl2VzQZgGQAPxS0MfrsizvFwRB\niVvOjgU+AlKAEOAG4FCB8XB5Y5KTzu3x6o1Kgvd312pnRonXVpudNz74klfeWU2Avy+tWzQhMSUN\ni8VCYrI79tVHryMkOIComAQG9b+R5k0aMvquwTRv6lYecToxPL8cR/tW2EYVK36gqPoEFdbMnVR1\n5uB2fI0GXELZKTOL1cofu/aQlJxCt64dGTjEHcR+8fwBAH7/YzejJ0ynXaumPDzhLm4b2BOjoWzg\nfyFkWSY6LpFuN48vWpdwrmJ1tBBJyalIDgOhoaEENwgn/WISkifuDpXUm5dlmceenoNarWba5IcY\nft8owkJCeWrWbMZMngBA1J7DLP/wXd78+IOi/U7v2odeV/Y9ykoFkgRZ2SIZWe5HVpZIbr4CgYIy\nugq5YAkKQUYU3dxTFOWidYIC7HaBQ0d1/HNYR3Cgk+5dLHTvYqZZpB3Zr3oqiIj3CqbCy1mhqOhY\nTIEh+Pp6p+QWD19RiEpEpRpRqUYhqnDY8nHYyk/Scjg9O44sw559WlZ+7k+gwc4Do9JpHunF52Ev\n+1uTZdiyw5fP1gcydWwqva4rqQLaYipPAH52RVOG9EijR9uSYUD2PO9t5FTFSOTFNA1zVzTn3Zkn\n8NGWfxN1KvZctZVcUe09YRVU3l/3RN2l89HmXf6ci9PyyL2VhwgIeu/HBnA01pdPvwngtfmVK8UA\nWl8DaoMeS/6FKtuWRkUl2pUHjqL/5Buk8BAsD9yDq2CG68jx03Rq09jr4wAonZ4loDscTroOmc6m\nlYuoF9GwGsfJqXCbkJyB+qufUZyOwXHvIJy9OoJCgejwIjlellH++Bfi1n1Yn3oAV+Oy4W+VwaWo\nXRcRp1Pi5LlY2rZpU6vHKURgq0HXSO4VRJVnTFmWdwO7AQRBmF98m+BmOvcCK2VZ/q1Ym63ArUDh\nt9UKWCLLsk0QhB+ANsB+oClQH5gmy3JhhkIycPSy3lUtQatR07pFJNMmjmTY4H50an+pUEFcQjIb\nfvqV7l3b83/3zqB5k4Z8/v6Ssn2sXoes02Ib6X01nQtHd9CkfV9adB6AwUfPmSNlY1h1Wi2DBror\nwmz7bScAD00ci93uwG63ExvvvigcO3WeaXPcZXNnPjSKJ6ePK6HsFkIQBCIb1iP65B7Ono8iokG4\nRwH+Bw8dRcBIk+bNsJotnhHcKiAIAsuXuse8cNlSUtPSMPgYigguwJof1jP74UfIt7j4+MuPAGjZ\nqxvvLo0jI0sks4DMZmYrycgWyc0TMRokAkwSJn+JAH8Jg8Fd8EF2geQScLnc3NsluZ9LBaV3JZe7\nDK/L5SbB7dtYGTcqk+DAku+17ozbQKEQUYgiCoXSvRSVKBQigqDA5ZJwuSRkl4RLcj//9fdd3Njz\nxipJriAIiEoVSqUKUalELfoXEVuX7EJy2pGcdlySEx+/EAAseRnYzLlcCt3yHIIAN3S30q1rEtt+\nVLPgtTA6tLYybkQGYcHV8yYWBBh8Uw7NGttY+m4YJ89pmXB3Gp7yxj4dM9l52L8Myb1c1Auy0aV5\nDpv+DmbkTeUnR333x088eve/x13B6ao9dwWAyIZ2ouPUSFKVhgc4rDZ8gvyx1GDBO2eX9uS0b43m\nx20Yn3oR2y19sN51G59+sYE3Fs+suQOVg7PRCcQmpDBu5jK2ffd2jfYthwZgm3kvilPRqD/7CeXm\nP7GPGwLNgqreGUByoVr9M4pTsdjm348rzDuCWxew2R18sW47S+qI5F7DlcXlnjHrAYHA34UrCojs\nQaADl0huAjBAEITtQG8u2UtkAq6CbV/IslyXfMBjyLKMIAhExSZw6mwUYSFBRQRXlmU+WPUdSclp\n7Dt0grDQIOKPbS33YqTauRfVvsPkvfy0R56LpaHXadnz23qu73cneflmduz6m769bqiwff++Pbl5\nQB8++PgzPvj4s6L1jz44ig9WrcNa4B35+gdf8/oHX5N2+pcK+1KrVbRtXX4oRHno3Kk9LskXva+B\n9IveJ3xUhbH33MvHq1ei0+k4sfcAOlnk9927mDBrGu+s/JidG35Ckhqx8ptnAdh78CQx8T/Qomlb\nhtx8KwH+TkyBMv5+FbgHXEVQKBRu8qoQEUQFouISeXWTWgWiqEQQFMgup5vMSs4iIis5Hciy7O5H\nFFGo1EX7Dr97JCGhYfj5+eFyuQqIsKuADMsolUpEpQqFQoHkdOJ0OnA6Hdit+UjOTCSnHVkuqT5a\nctNRafToDAHofYOx5mdizcsq084TiCIM7p/LTTfmse4nf2bOq8/A3rmMvCMLX0P1Ck00b2zj9Xlx\nvLYilKeWNWDOlCSCA6omzj3aZrNycz3MVgX6ChTX6mJE32TmrmjO/92QWm7fd/W5DY2qmsk/VwC1\nWQwCwODjws9XIjFFRYPwymcvJLsDhSgiKERkVw1eYlRKbHfeir3P9ehWf4vvjHlM7nu9e8qgFkty\nt2neiI2fLqRHl5JJtY/Ne5Nfd+3nlfnTGdin22Udw9WqMdZFUxD/OoLmrTXITUJwjuqPHBpQ8U5W\nO+q314PDie358W6f2qsQGrWKMcMHXOlhXEMd4XJJbuHtXUap9Rm443cL8S7wFvA88Kssy38AyLKc\nIgjCK8AMYJIgCCeBg8DW4jG9VxqFyuWBw6fIN1u47ebeAETFJvDTL7vYve8wj08dS7MmDdn0yy56\nXd+F8DD321fuO4x61z4UF1NQJKeSP38WsqEaVjEFaBRRj6Rze1ixeg0THnqMUwd3lKvAgpscrfrw\ndVwuF6u+WMsz890JWfeP+j9mTL6HCzEJ3Hz3dACe7tyGrcOmcOtbz+OKCK/2+Apx8NBRdD6hNG3Z\nvEZU3NKIbNSYuY89wdLXXqZN9y74+/nha/Dlxuu6s/ufvTy9dCEvPjOfc1E/smvv34wdYWHAiLdR\nqvpxfWd3bLRc3bhSD2C1WlnxxWqmPTC5wjZKpQql8hJRVSgKCKxC4SauCsFNXGVXEWEtIqKShN3p\nuLS+YOltuMJ3a7+iZ89etGzVshiZVhSpvzarGafTgUsqSQKrcttw2Mw4bGZEpQadwYQprAk2cw65\n2Q4kp/dKrE4rM2Z4JoP75/DlehMPPRnBLX1yad/aQsumNoxeEl5fg4t5MxJZ+5OJWYsieHxyEm18\nKp+SNeol2kXm8fcJP/p3qVnbx3pBNjo3z2HeymbUC7Tho5Uw6JwFS4kNu7YzbtAUgvy0GHTuimw6\njas2udRlwSkJtX7z2KShnQsx6ipJLoDDakep0uKw1aCcWwA50IR51mSUJ86w8pF5vHfqLJZJI3E1\nrD0Vs3d3dyxw4Zk1L9/CqjWbAbhv6gKSjv1YwZ5eQKFA6tkJS7e2aL7fhmbepzj7dsQ5tFfZamlZ\neahf/Qa5fhCOiUO8Lhtcl7im5P63UHtX+WJzlLIsnwNuA26WZXluiUbuGseDgGeBQ0Bf4EtBEG6r\nrPO4hEQmPPykx8v4hItMnDLLq+X4ac8Rl5DE+GnP8fuuf3jlnVUYDT68/NZK4hKSuH/685yPjsds\nsfLld1t4/YMv0Gs1THhkHu+vXMvd9z9ObL6FkX8d4MwdA7lTpyVao2b81Gfd/ZZYevd+Bva9ER8f\nHY1bX0+9pl2KHjGx8QwZPo7DR0/wwJTHiU+4yKSpT9C8WSQArVo0Y+SkuaSkZbL8/a8Y/n/9AFhy\n8ASjT54n7cmXGDfteeISkhk3bX7RMj7hYlF/nizDwoL59LPVnD5+ggcfmUp8QoJny4sJPDhjmkfL\nA4cOsuvn7fTr3YfP3/4Qo8EHm91O/bBwJoy6j0mPz2DZcwsZdNMA9Do9fXv05JkZjzPp8RnEJ15k\n8szpxF9MqJVlcmoKP2//hYTEizw0ZQrxCQkllnl5+UydOpXU1DQeeOAB4uPiuO++sZw5e5aRI0dy\n9MgRhg0bxoF/djNs2FAOH9rH3SNGcPzYIUbdO5rTp08wdtz9XLhwjgkTHyQ2LpbJU6YX/H5nerxs\n26Y1S5e9Rnx8PBMnP0x0dBTjJ0zi3Lkz3DduPBcunGPiZPe43f0nFB3Hk99BTEwUI0eN4cj+Pxk9\ndiJ5NisPPzrD/X1Pm+rRctJs9/c1afYMzJY4Dh0fzazJ+/jq+wdYtTaXnkOfZOLjErfcO5vtu9KZ\nWPD9TnpqZqXLB5+eSc+ux7HZh7P4bTv3zJ9HQmoSD786t8JluybHeXbFExw5n1a0/pF3niUh3ctl\nWhJTX3+6xPJkzFhu7rKfv0/cj15zni+2TWPnkRye/eRJTsXeyUOvLeGRN7XcOucFRsz347opL/Hm\nOhdTlxf0U8FyystPkZCa6NUyPiWRh16c49Vy8sLZxCcncs+Tc/j5z2y++2US8cmX1pe7TLrIpGce\n82o58enH+H5LBt//fD+nziUV/Z8rW144f55xD87y+jzrPj8/49FyzNurGPj0dEacOEfanGVMuGkM\nKW+tZvyYWcSfiSpxPi1vOWbGi8ReTPFqGZeQzNjpC8nMcsfZBvj7YjT6FK0vbzlmxivEXkz1fDn7\nDS50b80wtZLYpAzG3D6X+K+2M2rmW8TGp3LvuCUkPfEed5+J5/ztPRk15wNiL6Yz6rF3vDtOwfK+\nR5YSm5BSa8vJT7zGgF6dGTt9QcHnUrvLa7iy8MpCTBCEP3A7J2wqeF0f2ACMk2X5ZLF2bwAZsiwv\nqNagBOFtoKEsy3dUsL1OEs9EWyq79hyie5d2/LpzL/sPnWTksJtp1TySg0dOsWHzb3Ru35pht91E\n/faDsNsdtGjaiLkzJ9KsSQSRDeuXW1ih3PF5kHhWGjYntOjQG1s5RRQAWjRvgsFHT1BQIM89NROX\nJLHqi2/ZtHkryamXxHcfrYZ8qw0ByFnwKLZRZUtT2pWVV5Epjc0//4opJJKubSr2XiwXlSSeVQaF\nraw6uHHrFqbOfZx2LVuj1WhYNOdZ2rW6NMVXU0qu3WGn2XUdOfjbnwQGlJ3Ok4wlfwMmk7tNZmbp\nCZCSqIvEsxWffuZWclt6HooC3vsmF0KS/QkIDcacm4c5t2r7JwBFbvnJP4VwOuH0eS3/HNGx/4ie\npBQVnVrl07W9ma7t8gkKqHom4dR5DfOXhfDK1LME+1f8GcoybNgVzMY/g5kzOpqWDc2XnXgGkGsW\n2fBnCIfPG8nMVZKdr8RH68JkcGAyOjgWNY9B3R8hLECDyejAZHRiMjgI8nOgUlb+n6mrxLMT8b58\ntSWYlAwVI29Jo3/37MrqJriP40XimdmiYOufvmz81YSvv8ywW7Pp2S3fo5hqY1gQsiIbW753CnxF\niWcVYdbTL7ljcq02lGeiEE+eR3nyPOLZaKSWkZgfuhc5tPz4Vk8Tz4pDEi9dN9IysjD5Gcm3WPGt\nZLawssSzilA88UyITUb11XaEpAx3hTGdBue9A3C1jCg7PpWX1oTUfuJZvtnKotc/Z8mzZWoZ1Aqu\nJZ5dWVzunMJFIB23G8JJAEEQNLjdGN64jH5jgJZVtqplOJwSf+45xAuvriA4yMTggT1p1dytiJ6P\njkcURbp2dHvtxRzcxIKXPyA6LpGO7VoQUT+s1senUqmIOlkUDo0kSVyIjuViYjIXomLY+NMv/L3X\n7aqwdduOonbLnp/BkwveLHp9792D8Y2KY2GQCevdg2tkbJ07tScgrAVYr5gHNLqCcp7HTrvvv4ZO\nGE3v7j349PV3PK6OUxkOHDmEw+mkY1s3kXd5EHPq5+ePQqEgPT3tso9fExjQry+mwJA6O55LkshI\nTiUgNARZlrHkXf70sVIJbVtaadvSyvgRmWRkiew/oGH/MR8+XRtIoEniuvZu0tummaVcUtSqqY2h\nPVN5bU0jXph0rtzKZuAOtbyzdyoNgm0s/iySiUMS6NGs+t9lvlXBD7tD2LI3iB5tsnhwSDwBvg78\nDY4SBPFUbC+a1s+8KhPPjp734eutIaTlajwmt94gKU3Jxl9NbN/tS6fWZmZPTKR1B+/CUxRKEYej\negmL3mDCmGHuJ1oNzg6tcHZohQ3AKaH+8VcMc5ZhG3079pt71XjcbmGhordWfItSFJnzyH012n8h\n5Iah2OeMRnE8CuxOXJ2a1WoMck3jWkzufwueWIjpgEKfko9xl2zbCWTJspwsCMI43BZiC3BbgU3k\nkoVYpXKPIAgtgQeBTUA04MDtl/s4sEWW5bL2BNS9hdjpc9F8/MX3HDxyinmzJ9O7RxfeXvE1Vqud\n2dPHAfDw7CWs27SdW/r1YOaU++ja0bt4n+ooueVZiJXbzuVCEATqN+taabu041vKlKw8dTaab77/\nhbc+WkNYaDA7fv4Oo9FQ5TGvBiUX4Kv13/LkC88DEBocQnJqCv179mHVm+9dtpK74acf+WzNVxgN\nRj5+450SBTeKo1DJNRqNaLRa0tPS8GQG5X9RyS20EBOVIgEhIeRlZ2PJL99urBBVKbnlosBCTJLg\n9AUt/xzVs/+oDzn5Im/Miy03ac0SlcuClU1oGWFm9M1VJ0tGJ2lZ8lkkN7ZKZ1Tfi17lkjoFFZv2\nBLFxdwhdW+Qw8qYkwgIq/r4Xf/4mj949CUM5VnhVobaU3KPnffhqawhpWSpGDkxhQM98r8ltRUqu\nLLv9kjf8YuLIaT0398zm9v5ZhAQW/M99vEvCMzWqhyU/Dsnh3e+22kpuRf3FJaJ/azWyjw7ztLHI\nQaaibZer5BZi6Pin2LXnMOmnNpe7z+Uqud7gmpJ7Tcm90vCE5HYF3i94KQOFH8hGWZYXFrR5EBiO\nuxjEMUoVg6ikbz/cBLk7EI47RjgRd23klRWVgrtSPrn7D58kJTWDwQN7smDZBzSKCOf+e90RFcEt\n+5dom3rmd+/GV4sktxBms4Vm7XsWvW7ZtBGnz8cUvS7PXeHZpe9zITqerb+7P+89O34kokHVCRVJ\nyakEhLVA8FbJrWGSC9C27w3k5JU8Sfe54UY+fus9NOVULfIUDTuv7pN5AAAgAElEQVReCn345bsf\naNmsebntJKMavY8PPj4G0tNScbk8U6H+LT653qC4T66oVBIQGkxuVjbWSoju5ZDc0nj/yyAys5Q8\n9XBSGfHJFpNLZq6Sx95uwWMjY2lfTgnf0sjOE1m6uhEGnZNH7ohGp6n8u7U7BLYeCOaHPWG0j8xj\n5E1JNAiu+v1dTT65pcntTV2yUIolfXI9Pk4pkpuYqmLfER9+2+NLbr6CoQOyGHhjNjptqfOClyQ3\nsGkEeZlnyyRQVgVvSa5HPrmShGb9L6h//BXr2GE4+vcAQagxklsV/usk95pP7iX8F0iuJz65+4FK\n/UgKKph9WFmbCvbLBpZ7u19VSM/Iot+Q0Rz5q/xKV9VF12KkZkCf7nz02ToaRYSTm2dGp9VgsV46\nITZodwvxx7bW6PEvF3q9jovnD6B2pnu8zwtzpwDex+QePHQUU0ie90puLeD4jr/Jy89n5EMTOHry\nOAAd27RDcZlTbCOHDmfN9+vo36dvhQQXQKvTYTAYvSK4dYXtv+2gZ89eXpPcmoDkdJKZkoopJBi1\nRoPDZsNht+OsxWnlCXenM3NhBL/9ZaT/jWUv3Cajk0fuiuP1byNYPv0Mvj6Vx/P6GSSeG32WjzY3\nZN7qFjw58jzBfmVvNBxOge2HAln3ZzjN6uXz/LjzNA6zltNj+biSPrmyDGnZKi4kaPn+jyDSslTc\nU0BuL9dBQZLgxDkd/xzzYe8RH7JzRbq1z2fUkHSua5dfYw4NCqWIq4KS4jUJj3xyRRHb3bfi6NYe\n/VufofrrIJaHR4Pf1ReK8r+Ia+4K/y14lXh2taAqJbewMljxNjWh5JbGpl92suGn32nVrDEvvvkp\nAMtfmM0Lr60gPSPLKzW3LpTcQnhDcgthVwYSExtPj353EBBg4vDfW4um510uF9k5uZj8/Yra14WS\n63A4SExKomFERKVKbkWoaQuxhh1bM6jfAD56/ZJBu1qvw7d+MOlpaTi9tM76X1dyCyGKIhq9DpVa\njUrj9vB12O1FpFdKz/OeoFSg5AKcj9Hw7Kv1eH1eHKFBl76T4hXPVm0JJy5FyzNjo6oMN7TnOZFl\n2LgnhB//DuXxuy/QsoE71lhywY4jgXy7M5z6QRZG9kmkeX1zmcSzqlAXSq4sQ1aekthkLXFpWmKS\nNMQla4lJ0qJWuWgYaqNf18wKya2nSm5OvoIDJw3sPWbg4BkDIYEOunXIp3uHfJo3snoW9uGFkiuI\nCgIjI8hOPe7xPoWoFSW3OJwSmnU/o968A8d9t+Ls09Wr+NZrSq73uKbkXsI1JfdfBuXpc3z2dLEw\nXrMF9N6fBDzFkJt7M+Tm3kiSxItvfkr/3t0ZfdetDLutP5FdbuNCTDxNGjWotePXNYICA2hQL5z4\ni4lEtOjG0gVzGX/fCBo0vw6A8LBQ9v/pjgOrCyU3PSOD20YMY/O3G2gYFFYjyWSXi59/2170XKXV\n4BcaRHpGhtcEt65wJZXcQkiSVMJpQVAoUBcQXr3RgMrfhCxJOCw2HBYbTqsVh9XuZmXVQNNGNobf\nmsVrK0JZ8kRCuYRt9MAknv6wGT/uDuL2nlUnlgkC3HFDCg2CrCxb05RxA+NRKGTW7KhHgK+dGcOi\naBVR/SS7mlZyc80iMUlaYpM1xCZr3Y8UDbIs0CjUSsNwG5H1rPTtkk2jMGuVinZlkGWISVSz77iB\nfceMRF3U0KG5mW5t85h4bzpBptr9byhE0eswherC64pnShHbyNtwXNcenzc/Qfn3UWwP3oVs8q29\nQf7HUeNKbr7FXfjiKrj+XENZ/E+QXFmWOXT0JIOHXyrvmnfPUFQPPIrUsAGOdq2wtWuPs3VL5Fog\nvYWVwxpFhKNQKDAY9Oi0mrohXYKAKKrcFbBEFaKoRCEqsVlycdgqT+jxFj4+ev7Yto4mbXoAMPf5\npfy87fei7YvmzS56XhfuCmGhoax4+z163ToQgM/e+oCbbuxVa8erCjGHTmB3OHhuySKCQ0JYtPgF\nspPTcIhXtpCfkJODIjMbKSwUSlna1bW7gieQXS5sVis2q3s6X5FrQ1SrUGk1qHRatH4GlBoVDrOV\nvNRMnFbvY3aHD8pk32E967f6c/fgrDLbVUqZx0fF8OR7zWkbmU+Tep4p112a5fD8fWd4eW1TfH0c\nPHhbLO0jq6eCFUdNVTyTZdi8J4DPtoQREWKjYaiVhqFWerTLoWGoFX+DE0GonoVYaTglWLc9kC1/\n+iMD3dvlMXJQGu2bmdGo3Tco3liIVRcKpYirFgrSlIcidwUv4WoSgWXpDNTrtqN7cjn2cbfj7NXZ\nM+IkSQiZOSjSsxDSsxCsNhy9r7uqCzJcSdSku4J48jy611dieWQcUruKQ9au4crhX/svUDsuqSuT\nH1/Gdz/tKLH93OShNAwOQDwbjXj8HMZv1yCej8EVUQ9n2+ZIbZvhbNW00tKDNlVwhduK45kX3wLg\n4YcfxKH0R0JNs6ZNiUqyER7pWc1vSSp/HIJCQKVyk1hRFBGVYoklgoDLKSFJEpLTiSRJOJwyPv4R\nZCSnlFtdSiF6TzwLp8H1agUxx3fSqK276ltubm6JsBAK2h06dAj/kDyua9nWq+NIeu9CMLr06M6o\ne+7h62++YewjDxEaHMLeX3736AZDMlSDNFTRb06GmVXffAnA7KfnYBFd6KXqlTUWXd7fpCgcFhRx\nSYhnohFPRyGeiUbIykX2N6JIy8QV6I+rfiiuBmG46oew88AJ+tzcm/BOravuvBicYtUOG+WhOiEi\nCn8HYMEJOG3g9mQS0Pj4YWocjMNuxpKTiuS8FN5hc5nK76wYZj6Zy2NPhtChJzRt4kBjLUmEGoXC\nw2PTeG19E15+IhZ/Y/lESVCUJMDNfSU+nHumWHXXsr9pQfSORK7bvYXHxkxGp/O+VKrS3z39a7ML\nvPNlKOditbwxL476oaXPA0qKLglejg/AFXTJmzUqWsXr7wXg5+vi2eezaNzIUfBZiICxqFKQpKke\nyRUkz1V8lV6HJAo4BO8rTYqid+ejj7/axEsvLvX6OAAahR7b2HGIPfrg89bHsO885kmjEZwSivQM\nFOmZ7kdaBkJ6JoqMLMS0DIScXGRfI64gE65Ak7vN6XjMU8eVf76qxlVfqub/3aWom1LUguy5Um9x\nWvl8/e8saduuWsdyCRqQJLTrNqP56VfMU8fj6NChWn1dQ+3jXxuT+8+WjzD46GjV2+0F2KxxfWIT\nkrEXJK3EH/gOfbELgiwowW5HPBOD8vhZxONn3aS3QTj2/+vnvvMtBU9IrsPhoFErdwxw1Im/0WjU\nSKjpd8vtnDsfBcCxg7vx8618+qk0yRUEAYOvL3qjDw67u3yr5JSQJGcBoZVwOZ3IFSQy6Xz0+Pj5\nkp6UjFwqzlUjVh5rXBNISk7FFNYGwexdXKm3JLcI2RZ6DB6AUhTZtekXFB4E9tUGyVUoFJgtFmSX\nC53OPWuglxK9Pw6ekVwhNx/xTBTi6Si3+fy5aGR/I1KLxkUPV0QYiCI4JRRJqSjik1EkuB9Rp6MI\nycjG1+Bzifw2CEOqH4orol6F06bVJblOhfdEo/I4YwGtIQCdMRC7NRdLTiouyekRyQX47Xc93643\n8trLyehTyo9VXP19EDv3G1n4SDzhwWXHYk/1Pj7ZW5J7MvoczRtFVitcQemvITFVxdIP61E/1M6M\nsUnoNFWc96tJch0OWLvelx+3GJlwXxYD++VX+pdx1QHJ9TEaUIgi5lzvq095Gxd/5NhJ2rTv4vVx\nADRSsfOy3YFuzQ9oNm1zE9hAE66gAFwm/0vPA03IAb7IJj9KxNxYrBifWYa97w3Yht5S9j25vA+b\nETzwAC8PVyPJdTolTp2LoW1r72wTCyFnWvB542OQXOTPnIgcVLYAUHGEtOhzLSb3CuJfS3INPjry\n8iu/uHy6fC5Db3VPX8tCORcHux3x5AV0736BfXAf7EMHliAxnpDccZMfZduvOwGIObUHlUqFhBqb\nzU6n7r3Jy8vnyP4/SyRllYfiJFfno8fo54fNaiU3K7vCjHyhiu/O6O+PUq0kM6VkTGFdkNyftv6O\nf0hTrmvp3d1ydUmumOd9klZNk1xBEAgMDMRms5Gbe2mKuiZJrpCchurwSbdSeyYKRUYWUtNGOFs2\nQWoRiat5fTB6TiTfW7WBvj260CbAHzE+qYj8KuKTEGMSkJo1wj7wRpzdOpSY/rx6SK4bgqBAawxE\n62PCZs4mK7viG8DikGV46ZUAAgMkpgyKq7Ddxt/9WbMlkPlT42nasGR4RF2Q3EWfvsFjYyZj0Hn/\n+R1OMPHqynBG3prB0P6ZnoUOVoPkns315/V3Awk0OZn2YCbBQVWHCNQFyTX6++GSJKxm74t2eEty\nH5+7sPpKruT9eVmQK5hdSMvAd85SzFPG4OjWqcS2/zrJzTdbeWH5SpY8O93r4ygPHEf37pfYbu6D\ndcQQPLH/uEZyryz+tSQXwN/XQFZO5V6Wqcd+QBTF8kluYX9pmegXv4uzY2ts44ZRmN5bFcl1uVxF\nSVeb1q2mc0c3oZNw/7Ejmrpfnzj0d5UFFCRJi1qjxujvjyzL5GZl4bBXfnGviuQCmEKCcNod5GZl\nF62rKyXXP6wNijpScq8GkhsQGIjkdJKdnV1i/WWT3Dwz6r8OoNqxF0V8Es4ubZFaNsHZIhJXw/AS\nJ1qFy7vP4ULMRQIDA/Etjxjb7aj2HEb1y27E+CTsfbvhGHAjrgZhVx3JLYSgUKL3DUKpC8Ccm0d+\nbl6VhTdychU8+lgIs0bG07l1xer5nwcMvPNVKE88kFii3dWq5LpcsPbXYDbvDWbOpIu0b+HFOL0Y\nn8MJX28K5KfdgTwwLpP+fcwe5+DUBcn1CzBht9qw27w/710xJddDVERyAcSzURgWv0Xe87OQIi+V\n3P2vk9xqKbkOJ9qvNqLa9Q/5j07G2c7zgqzXSO6VRc16KNUhtn79Khf2fEP03jW8tuDSHdmEe27j\nxWce8qovOchE/qKZiOdi0H60xuP9Xn9nBeBOyGrYoH6Z7Q+MHwPA0LtHV3mhNfj54hcYQH5uLhkp\nqVUSXE+RlZaBRq9DW4suE+XhwOHjHDh44KpwPKhtqFQqTAEByC5XGYJ7udCu/A7fh59DeegktqED\nyf1oCZYZ47EP6o0rsoFHSkJl+Pn3vSQkppa/Ua3G0bsb5oWPkrvwUQxLP2D2mMfRP/c6YnTFqueV\nhOxykp+VRHpyCqJSSXB4GGpN5ZZEvkYXj07PZPmqME5HVRzz2rNLHk8/eJGXPwnnn2Pek/XLwbe/\nbcLm8DzBzmoTWLKqIftPGnnj6RjvCK4XMFsUzFzciAtxGt58OYkBfT0nuHUBQRBQqVVIdeCRC7Dq\ni7V1chxPIDWPxDz5XnyWvo3ywNFqu5H8r8Fmd/DFdx562NsdqHb9g+HpV1DEJZL3ylyvCO41XHn8\na5XcjJObSqz79c8DNKwXik6noX2/8QAkHd6AWu1WBitTcotgtWGYuRjL9LFI7ZpXqeT+vG0HEx6a\nBUDf3jfw1cp3gUtKLsC6DRt59PG5fLV6Bb163lBhX0b/elgtFqxmzy9Gnii5ACqNBr9AE2kX3QlQ\ndaXk6nwbExIUQm6a58e72pVcpUrltrdSqVCp1SiVSpxOJ3a7nZwKCG51lVz1yePoX/uYvFfmInsY\nglCjSm4pjJ2+gLtu7cMIrQbNl5uwDrsV6x23eEW0a1vJLURhTK5ao8E/MID0lBSkKjLsd62X+XBt\nCH275TD29rSyVbYKcPCknre+COW9edFo1PJVp+Rm5ihZ+EkjGodbmXrXRXRB1VDTPBzfyu+CSM9W\n8tiEJORg77/b2lRylUol/kGBOOx2sjMyEUXPi28U4t+s5BZCte8Qus/W4TIasNw3HFqGV+M4/y0l\nV5GQjPqXP1Ht2IMrIhz7Lb1w9HR7GLu89Ny/puReWfxrldzS6N+zC80i6xcR3JeenVJEcD2GVoP1\n/uFoP17j9r+pAp06tCEo0B10vmPn3+W2iYxsBMCkh2dU2pfT6USpqmbSVRVw2Gy4JAmtj/d176uL\nA4ePs/uPXWj0OtTVyAi/GqBUKtHpdPj6+REYHExYvXqYAgJQq9U4nU6ys7JISkwkLTW1QoJ7OdB+\nvRHbXYM8JrjVQaVKbil89vbzDPu/fjgG3kjOy8+h2n8U43PLUCSm1Nr4Lhd2m428nBxMQUFVzir0\n7ZbLu/Oiyc0XmbowskK1tnNrM00a2Fi/3bPktpqAp0puXLKGJ95uQvc2ucwYmYBKWXsiRlKaki07\n/Rh/Z9pVpd4CaPU6AkKDyc/NJTsjs86OezUpuYVwdOtEzvLnsQ/shc/rK9AveR9FVPyVHlbVkCQU\n8Umodv2DZu1mVNt3I544h5CZc1mqdBkl1+5AEZeIct8R1N9vw+fZ1/CZtxxEBflLHid/4Uwcva67\n5oP7L8W/1kKsNJJSMhgy9smi12az93ftAM7rO6Leugv15h3Yht9TadtX3/iAtPQMFs+fQ+uWzcpt\n07xpU3e/VZBmp8OBVld7IQV52Tn4mkxY82vWO7cidOnYFqfdj5zUdHxDAkmPS/QoEag8KJVK9D4+\nWMxmHI7a890Fd/UtP5MJtUqFy+XCbrfjcDiwZmfjcDio7NS6Y8cO3n3vPb75+uvLHofy+GkUSWnY\n+9942X1VhkE3dScw0LuSzQCukCByF85G8+M2fJ9ajGX0ndhu6XtVXgjMefmoVCr8AkxkpVeulvkZ\nJB6/P4kDJ/S89UUYbZpamDwipYx92MS7UnnspUYMuD6HylNKawZ39xuCRlW5gnT0vA/LPovg/iFJ\nDOhW1vu3prFqfRC398+q8WIOgiCg1mjcjjKS5HUpbF+TPxqtloyUNJy1fL4ojfFjRtTp8TyGKGLv\ndyP2nt3Qbf0F/eL3kdo2w3bPbbjqXQU+2TY7YnQCYnQ8iuh4xKg4xNhEZH9fpMYNcIUHozx+FsW2\n3SgSUxAcTlxhwbjCg5HCQ5DDAnCFB+MKC0b2N5Y9D9ntKFIyUCSmYkxIZoIs47PgTRSJqQhZOW77\ntbBgXOEh2Ib0w3ld+2s+w/8j+J/4Ftf88CtT5rxa9Lpjm6Y8OrmaJxtBwDpxBEJ21Qbu9917F59/\nvY4BN/WiYUTZmFwAg8GH999+jS+/+bbSvpwOJ0rf2lFyAexWGy6XC61eh+y9d77XOHD4OLh8CQkK\nxpZvxjcogOwU77KbNRoNPgYDKpUKm82Gn8lEWkrtqob+JhN2m43M9PTy46grIXH/7N/P3r17ycjI\nICCgcluZSiHL6L7agHXEYFDWrln+z7/vpe+N13kUrlAGCgW2O27B0akthjdWoNp7iPxp9yMH+Nf8\nQEvhxKmzDPi/0cSc2O3RjE12ZhaBocEY/HzJy666rGmXNmbenRfFFxuDmLaoMUtnxdEw/NLUdXiw\ng8G9s/hkfTCz7rj8Yg9V4dvfNvHYmMkVhivsOODHRz+EM3t0HJ1aVL+ymqc4eV7L8TN6ZoyLqtF+\nVWo1JpMJSZIQFApEUUQQhCLCW/hwOZwFloruh+xyoRBFTEEBuCQXaUnJVeZB1AZWfbGWl16sXrhC\nnUCtwn5bX+z9rkf90w58nlmO4/qO2EbcihxY+/9bACEzBzE6vhihjUeRmoGrfhhSZAOkyAY4endD\nalQffCoQfvLMiIkpbkvExFSUx86g2PoniqRUcEpuwhsaiJBvKSCyucjBbiKbG+DH6piLtJ56H656\nIbiCAy47t+G/BEEQPgT6AM2BB2RZXlVq+yzgSUAPfAs8LMuy9/GENYT/CZJbnOC2b92EDZ8uqaR1\n1XDVD4X6oVW2+/yr7wB4b8Vqli6YW2G79u3a8Mf03WRmZVdoJeZ0OhBrmdDkZ+dg8PcjLzWhVo8D\nl5RcgNz0LAIbhKMx6LHlVa0k6/R6DAZ39n5eXh4Z6ekABAYFodfrMZtrR43W6/UIglDC/ssbPDh5\nMqtXr2bnzp0MHTqUhIQE/ti5k4kj+nrVj/LISYTMbBx9u1drHN6gukpucbga1ifnpWfQrtmI32Pz\nyXt0Es7O1TNa9xQWi3umRuWF2pKZmo5/YAAh9cKx5OdjzssnPz+fR2bNRK/Xk56QxLTRE+jVxe17\nrdPITLo7lYbhNhZ/UI/lc2LR6y6piiNuTWfK/EhOROtp07h2Z0gqUnJlGb79NZgtfwWw+KEoGoXX\n/h2sLMNHa4IZd2da1X67XsBgNOLj40NWVlZRtTtwK7sKsaAITsFDqVKh0WkLXitBAGTIy8khP7dy\nx53axFWr5JaGTov9rkE4bumFesM2DI+/iNS0ofvRxE005ZDAy5+ZMVsQz8eiPBeDeDYG8Vw0gtVe\nRGadXdpiGz4IV/0w727oDXqk5o2RmjcGSsbkCrn5KJLSEJLTwEePFB6EXIzIyk6JUedicFbTJ/ca\nOAR8DbwEJSc3BUEYBMwB+gGJwHpgAVAxQapl/E+Q3OJ4c9GjRF5/D317dGL9J4tr9Vg7d+/lg7de\n4v8GD6y0XaH6Ul71sSLIIElSUSJTbcBmtWLAD5XWiMNau+pToZI7sG8/kGWyU9IwhYeQbnHHB5eG\nQlSg8zWiM/nicDjIzs7Gbit5wc7OziYwMBCLxVLjKo1CocDo60t6mvdemoUwGo2s++47QkLc0387\n/viDd955B4PSDLLMPcNvq7oTWUb35Xqso4bWibpwWUpucSiVWEffibNjW3xefR/r0EHY7ril1sIX\nunZuT+K5fV7t43K5yEhNQ1Qq0Rt8CAwLQU5N5Zft2wCYeNdo7p39MOe2/I1GfSlh5paeOZyJ0fHq\nyjCeeehiocMgOo3MA8NTWbGxPi9PO4tYixkO5Sm5Lhd89H04J6J8WPbIeQL9aue8URp/7DPidAr0\nv6FqRdwTKBQKTAUzH6kpKWXCE2RZdldzLHZeLJ14JgiCW/GtZkhUTeGqV3JLQTb6YBs7FPsd/d3e\n2xfiUP+2B8XH3yHYHQWENwJXk/q4GjfAFR5UZLFZBg4nitiLiOdiCx4xCCmZSJERSM0b4ejRCeu4\nYbhCg2o1rEk2+iAZfaB5o3K3F8bkLnn2GsmtDmRZfhdAEITyYkLHAytkWT5Z0GYh8CVXkOT+T7gr\n3Hj7VE6di3Fvo+StRWE7j9wVSsGqrDhZJTMrm+59hnDywO8oS00hFndXANiydTuTH36UqNOHyrQt\n2kfS4h8UiDXfjNXiWba2p+4KxaHR6fD115CTcsHrfb1BUnIqTrsfIUGXHCp8TH6otBqyiiUqiWoV\nPn6+aHz0WPPyybNbKiX5fgU+wqUTvS7XXcEUEIDD4SCvKhXXi5OzLMs0KYjJnjZpDPPmTK1yH9X+\nI+hWryVn+QJEvI8rr013heKozCdXkZqOYelbSI0akD9lHGgufc517a5QKQTQ6vTs2beHoXfeWbS6\nZWQzTked44aOXXnpsWdpEtEIu0PgqdciuL5DHvcMvhTXK8swe3E9buqcyaDunmfHX667glOCN79p\nQHKmmnkPROOjq5jcFZb19QoVjM9mF5gyrzGzJiTRoWXJ81Txsr6eQuXng7+/P/n5+VX/94rBG5/c\nQvxX3RVKw1OfXCEzxx1KcCEO5YVYFBfiEfLMuCLrIzWJQIpsAIKAeC7GTWpjLuIKDUJq1tD9aN4I\nZ6NGtR5yBXVb8eyau4IbgiDsBD6SZXl1sXWHgMWyLK8teB0IpAKBsizXXQZoMfxrlVytOaboedeW\nYZw6F0O/61vx255TtI4M42RUErMnDCpqJym9cxaQZRmnj4HyMo1kWUay5qBSisTHnKdpZMMS212K\nkh/rrTffhJ+fL8/MW8SyJc+Xf0BBcMflqlVg9exkrMj03rrIkWVFNjUEXSh2m+f7e0s09h0+i1Kl\nYmDDm4rWmW3pmHzrow/WIzkd6A3+KFUqzPk5pKelFiWmVfajNOfYCAyJwJbvRHJeGpNL7b1VjQr3\nyV6jM6BSQl5GMqpKU8tA4cXJtDhGDB1Y9QWpUMW953YEQUZl9/6i5y3J3bb9d/r07IqpecOqGxeD\nUFlgtwksCx9E987X+D27CMsTE5AD3KErguj9RdmirDp0qDRUgmdT1pItj+s6RHJo7+/4+Qdw+PgZ\nht15NwB/H95P3/F3EnvyL/QqJfMWxjHjiUhadjNzXZdLROGhu5OY/1EjenfLw6j38P15KTh+t+Mn\nnpg2HZ1ei80usOzDcCSXwOI5F9FqKv/ty1bvP3PBt/xYyO+3+9G0qYMOXSQodTPv0npHZnx9/dBp\n1eRkJOKwW726GClE7/+Hrmpc7hyCd8T90y/W89rStl4fB8AqBnm9j1iNBAuFp4VcQkIhpDlcD6LL\nfa0QcvMQz8egvBCDeOAcyDLO5pFYb+yJs0kjqAE/9uoIUi7B83wWs8PC6vVfsKh9D6+PA9W7sfgP\nwQAUV6AKp3uMwDWSWx3sPRrFF5v2cFO3lrzy0P/Rdc8pTka5/WBf+fRnFk4fWq1+BUEgLiGJvHwz\nFosVUVQQYPInon4YgiAQGhKEJLmYMWcxm9Z8UGVfj057kE9XfwnAG29/yI8/beVCVDQb139Jm1bu\nO0qn04G2Duy28nKzMBj9yfCC5HqLzp3aIyjK/rxyMlMICKmP5HRgzs3Gasmn3DuJCiC7XOTnZmL0\nCyIrvXr+s8UhCAoMfkFkZyR5NQ5Pcecdg1n/w2aP/E1Vew+B7MJxfecaH0dFuLVvZ0xBlxeTWy60\nGiyPjUO9bhs+c9/APPt+XB4Q6R1//kNWdg5Db+tf82OqBMGB/ihkG9d3iOTc8b3MmjOfeuHhGA06\nVGo1yC7iEw7z2x+dSc/4kZXvNyA8zH2T1bSBFZdrEfM/aMGrszpVcaTqYcSAIWjUaswWBQvfrofJ\n38ljE5LqNAE8M0tk/WY/Xn3+4mX1IyqVRcllGSnxyNX0YL0aMfa+0Vd6CLUK2WjA2aktzk7VI/JX\nA9RqFaNGVI8X1AUWvb+l1vqOi79IXPzl/X+rQB7gW+x1YSolNf8AACAASURBVBJS7WfnVoB/Nck1\nW+zcdP/L+PpoWbt8Cpkn4xgVEcyOpAwSHQV3Wy5XxTFElWDT7wf58uejpKVnEmjyx0evQ61WUb9e\nKLcO7E2r5k0w+fvR58brPOpvyOCbeeOdD1n73fe8vPztovWD77iHmDMHgQKHBWPtOSwUwmY1Y/D1\nR63RYrdVz2qtKhw8dNSt5Pa/qcR6yekgLSm22nZiAJb8HHQ+vqi1euzWy0v4MfgHYbPk4bTXzufw\ny/YdAPgafThzLhqL1UbH8irmuFxov/oe65hh1fq9VhdbdhykT8+u+NWGF68gYL/rZlwR4eiXfoR1\n/FCc/SuPX/9hy2989s1GsnJyGT/qClyIZBc+GoEPX1+AUqVFYzCh1hnJTYtj8PD7AQgOWseiZct4\nbWk02oLEq3ZNc/jjgJHYJA0Nw2o++Wvt9k08VL8Zy1Y0oFkjKw/fm1LnCeGfrzPRv1ce9cKqH/tb\n6Dudm5OL2ZyP8n+I4ALMe34hkY0a8OarL1zpoVxDBbDbHXy99nsWzXviSg+lXMx+dEqdHSu8aY3H\njx8HOuF2VQDoCCRfqVAF+JcXg7junkUAnN28BB+dhgZdmvHJhgWc//EFbPPH4bilK+pZ7yN+8ztC\nnOfWU9HxqXyy9jcevP8e1n/+Nm+89AyPPjyOm/v1JD0jizff/4zEpFQCA/zp1aOrR33WrxfOtIce\nYNaTz3HrLQOIOXOQJ2ZNR5Ikmrfrjs1mw+lwsHlL7d3FFUd+bjY+xtqzjOncqT0d2pefYX85BLcQ\nudnpGP0CcUdhVw9qjR6VWkd+TvpljwcgLS2D1V+WtIo7eXAH0Ye3EhoSRFCgCUMFBTlUu/8BjRrH\ndR1rZCye4ta+nakfVgtKbjE4u7fDPH8qmrU/o1v9LVRSYvXVRU+wd9vX3OtJkl4tw+mwkp+ZSF56\nAsbABhzbt50T/2zjs48eplGEjbfeCy/ypJ97/yQevrsbH20Ir5XqqQO7D2X+W03p1NrMtDF1T3Cj\nYtX89Y+eUUOr578rCAL+/iYMRiPpaWmYzbVvc1aXiI6JoUevm2jVqiV3Dbvyv91rqBhXu5J7tUMQ\nBJUgCFrc/FEtCIJWuJS8tBqYKAhCa0EQTMBzwKdXaqzwLya589/9geiEdF59YgSxiaViF4P8kG6/\nAcfSiTgevxtcMpoXP0cz932UP+6GjMqzgk+ciycowEi3zu1wuVz46HU0aRzBLf17suiZR2nXujmf\nfrkOi9XKsRNnPR7z1IceIP78EVa8txxRFHl0+oO8tHgeFouVlu3asOvPP1m+/DWcl1lnPTVdJCev\n8q/WaslHoRBRqauRlOIBDh46ypGjx2qlbwCHzYLTYUdvqJ4VvyAIGPyDyc1KqTGnhsUvv8lTzy1h\nyy+/F60TRRF9QQhKgMmPppERZXeUJHTfbMRy79A6L6awZcdBEpJqhuRXBlfDcPKXzkQ8H4PP0rcR\nKrGSa9ywnvfVCmsRDls+1rxMIlu0x+TvjyDAo1MTiYrRsPGnSwlut/XMICNHyd/HjDV6/IRUNXPe\n3kGfbincP7zuq4vJMnz4eQCj78zEaPD+BlWlUhEUHIKMTFpqaq25x1xJrFm7josXEzGbzfTtXbsF\nXK7h8lCo5F5DtfELYAZuAD4seN4bQJbln4FlwG9ANHAeqCARqW7wryW5N3RoAsCq7//i8WXfVNhO\nbhiCdG8/rG/OxHHfIIT4VHSz3kSzeDWKUzHl7tMgLACtWsWuv/eX664QYPLDbLbQo1snFr387mW9\njzGj7uaLle8DcN/943jmmWcwGD1MDCgHF2LVjH+sMbMXlV+cojjy82pPza1Mya0p5Ganozf4ISq9\nJ0TGAH8cdguOGoxLbtqkMQBPPbeEyDY3MOPx50psj4m7SJ8h47GWskZT79yLy2jA2bFNjY3FU9SF\nklsEow95zz2KKywE49ylCKm1T65rCpbcNGSXhN7PbQ+n1cg8NyeeL9YEcSranWyjFGHysEQ+/j4c\nu6NmmOj5BC1z341k/JDB3DOkbqoVlsaeg3qyckQG9/c+rE6r1RIUHII5P4/srKwrUqChLvDk7FlE\nnz/FpIkTrvRQrqEKXFNyLw+yLN8ky7JClmWxYKmQZfmPYtuXy7IcJsuynyzLE2W5GvY4NYh/Lckd\n1NMd+H7kTDx/7D/LxdQKptHyLCiOXEC5/g+UP+5GPHAa2eiDrNeCVL4q0aFVI9q3bMhHq9aydPmH\nfPXtJjZv28m233ez+uvv+efg8f9n77zDo6jWP/6Zrclmk91sNg1C712agIAKgiCgiOBVVOxeG+rv\nil4VFVGv14sVe7l6USkCooIUAQERkCa99xJCEtKz2V7m/P5YCAlpO5uEovk8T55JZufMOZNkZr7z\nnfe8L1f06MLKNRvx+arvSlzV9wqWL/kFAIM+ghizKewSvyoVNG3ooVWzyuMCVWo1hqjoUhkKapLa\ndnIB5IAfe2EusdZ6GGNNFaZ7K4lGq8WSnIhao8VeEH5O3PLo1rkDAFnZOXg8Xn5atLTU5yqVin0H\nj/Lb75vOrnS6iJj2A64xIy9ISdzz5eQWo9Hgun803iu6Yfhq9vnrtwZwOwrQ6M5ODE1O8jF0cD5/\n7Dnr3F7W0oHJ6Gf/8erPMl+11cSEzxrz0IgM0rO/xeO9MEWD5ABh5wCWhcDr8WCMjiEhIRGzORaD\nwVBhKsVLGUmSmDptxoUeRh1VUOfk/rW4ZK80kiTh3PwxGdmFjJ/8A80Hj6dTqxRWv3wnumNZqA6n\nozqcDvl2RJMkAi0aEejXBe8D14Mlpsr93/+3/nS8XLBh8w6OpqYROBLAHwiQn1/IqBsH07tHZ+55\n5Dk0NZQD0BIbfO255ve1tGjRklirBY1OG1IJ0pI0TvHy4atplW6j1ekxxcbjtNtwOmomofu5VJRd\noaZxu+x4PS4MUfFY6ydTlF+A21G+4xVliiEqJpqi/AJcdgdqXc1OeunR/WwQ/xU9urF2wyaEEHi8\nXl6e9AlfTA1WyJszbymD+vcGIHLWfPyd2hJo07xGxxIqtZZdoQrcI68j5tEXUO8/TKBVs/Pefzho\ndJH4PKX/t6IMMkW+0teAdk0d7DkSRYfm4TmvgQBM/TmRNTtMvPrgMZrWdxMbM7RUgYrzSa9uTuYt\nMbH0t2jFbq7X4yH39JsLjUaDTqdDp9NjNEYjqVT4vU58Xjc+jxufz0OtBDSfR/7s2RX+DNQ5uX8t\nLlmRe4bkeBNTXruH24f14IaxH9LzvnfY43ATo9fi8gfY8f1LNGoQrzhPLkD7ti1p37YltiI7eXkF\nIEk0blgfj8eLrSg4cWLpj/+rkeP41+vBUsT9rr4av89H7qlszHEWYq1x2PILCFQzTvcMEeZojBYr\nhfk5ivLkKqWi7Aq1gSwHsOXmodXriLHEYog2YsvNx+8LutRanY4Yq4WA309Oema5FddqAiEEDVLq\n0atHV1atWQ/At9/NI9kSVSxwJQkaNawHgOp4Grrf1mObPLFWxhMKtZpdoTJ0OtyjhxP59Rzsr/2z\nWi52QUEBi35ewq233IyqFjNTaPUGXLbS7n9EhIzbUzpcpk0TJ0vWWcLqw+ZQ89b0FAKyxDtPHCYm\nKvi/+t3yhTzdugnaMEJzqoskwd/vyOXFN5Jo1thDiybesP5cfr8fv99fXJZbpVIRqQWtPgKjyYJG\nq8Pv8+HzuvG6nbV6faotpk6bQefXX7jQw6ijEi727Ap11CyXbLjCuQzo1ZZn77+OPY5gKiibx4cv\nINPmRmUxzza7izWb9rH/aDp5+cGcxjHRRho3SqFxw/o4nC4+nTKTdRu30q1ze9q1rhkH7t+vBlPO\nzJ03FzhbgtTn9RKXGE+s1YJOX71JYsbEOKLiY8nLyaz1G8j5iMk9F5/HS27GKVx2B7FJ8URbYomO\nNWNOsOIotFGQlVNrAheCN+3nnnqM2d/PJ/NUNgC5ObkM7NSGXV+9w45J4xECjNv3YJz4DtET3sY1\nejjCXPWbhdrifMXkCiH4vwkfsm3nvuJ13qt6IjldaP/YXq195+Xls2XLNry+2gz9ktBoI/B5S583\nEREybm/py2jbJk72HjNUlkQCIcDhUpGerWPfsUg27I5m6YZYxr3XlIZJHl554FixwIWzeXIvFM0a\ne7ltRD6TPkzggadS+Hp2LEeO66plvMqyjMftwF6YS352Otnpx7EX5iIHAkTFWLAkpBBhiKY6GVRC\nxefzkZF5qlr7mP3d9/Tt0xun08XipStqJP44lBCsOpRR5+T+tbjkndySTHj4eu4d0ZuWQ0s/SZ/M\nKiCpXmhO7sbth/ho2hI6tGqIT7MbQ2QEJlM0llgzTRuncODQMTZu2sGPC5ZRVBRaVaVQ0Ov1XHXl\nlfww90fGPvJo8Xq7rQhHkZ0IQyQxZhNI4Cxy4HKG/ipUUqmISUlAkiTyjqQhW2r/2eZ8Ornn4rI7\ncDtdGM0mJJWKnPTMGklbViFCoE5NQ30yg9EBP8OeeJCsYye4YfFy1DPmYFq7nugEK3JCUEz+Z8M2\nnvrHA8hJ8cjJyqt51STny8mVJIkeXdogl/w7qNW47hyJYcpsfF07EG5erKZNm/DWm69XuV1BoY0l\nv6xg1IjrUSvsS6OLJODzwDl5XSMjZNye0ueTyRjAEuNn5i8JSAhsDg02h5pCu4ZChwabXY3NoUGn\nlYmJCmCK8hN9ennnkFP0vaxsCNGFdHLPMGxgEUMHFHHomI7V6428+m4iOp2gbw87fS53kBJCJeXK\nEcHQBa8bp70ArT4Cg9GMMSYWp8OGy26rtcIRf2zaytQZs/jkg7fD3senn/2Xw0eOcuLgFhIT4ysV\nqCqVGpVac/ZLpQFNBGqVGpVajVqtRpJUCCEoyM8plc889cQJli1bwb333BX2WP/K1Dm5fy3+VCIX\ngpkRVk99hr5jJhWva3HdeAD2LH6bBsmVu1b7jqSTnBDLld3bkOEyUmgrwlZk51R2LgcOHWXbz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ELcMHMOnDaQDcfesQ9Dot8XGxPHDHDfh8fmJLhXsEj8lmd7Bx8x7M5mgKCou4+oouaDRqop6e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\n0TNPqM+6YKco6f7VkUr1t5jeSSwapqrMiyMji7yeudRUVxIJN9J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QlEZHo6eaQiwV2qMY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T6EEFizsigpLm7U2J06vR6j0Yi9sLheVxKAX377la6du/Dqiy+RZbECMGXybQzsfxQQd2f4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\n/wG9ggyyati9yAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ba92e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_OLR_ICU_anomalies(latest, -50, 50, 10, date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "fname = \"anoms_OLR_{}.png\".format(date.strftime(\"%Y%m\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### saves the figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10baaffd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.savefig(os.path.join(fpath,fname), dpi=200)"
   ]
  }
 ],
 "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
}