{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {},
   "source": "authors:\n- ryneches\ndate: 2018-06-21\ndescription: A quick introduction to SuchTree, a python library for working with extremely\n  large phylogenetic trees.\ntags:\n- python\n- biology\n- trees\n- microbiology\n- science\n- phylogenetics\ntitle: Analysis of giant phylogenetic trees with SuchTree"
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are a lot of packages for working with and manipulating phylogenetic trees\n",
    "using python. Rather than compete with packages like `dendropy` and `ete3` on the\n",
    "basis of features, `SuchTree` does one thing well -- its memory usage and algorithmic\n",
    "complexity scale linearly with the number of taxa in your tree. If you need to work with\n",
    "very large trees, this is very helpful.\n",
    "\n",
    "Let's have a look at some useful things you can do with trees using the `SuchTree`\n",
    "class. First, let's get our modules loaded.\n",
    "\n",
    "To run this notebook on an Ubuntu host, you will need the following system\n",
    "packages installed for `ete3` to work :\n",
    "\n",
    "* `python3-pyqt4.qtopengl`\n",
    "* `python3-pyqt5.qtopengl`\n",
    "\n",
    "and python packages :\n",
    "\n",
    "* `SuchTree`\n",
    "* `pandas`\n",
    "* `cython`\n",
    "* `scipy`\n",
    "* `numpy`\n",
    "* `matplotlib`\n",
    "* `seaborn`\n",
    "* `fastcluster`\n",
    "* `dendropy`\n",
    "* `ete3`\n",
    "\n",
    "and obviously you'll want `jupyter` installed so you can run the notebook server. The\n",
    "Internet is full of opinions about how to set up your python environment. You\n",
    "should find one that works for you, but [this guide is as good as any](https://medium.com/@henriquebastos/the-definitive-guide-to-setup-my-python-workspace-628d68552e14) to get you started.\n",
    "\n",
    "I'm going to start off by loading the required packages and suppressing some warnings\n",
    "that [should be fixed](https://github.com/mwaskom/seaborn/issues/1392) in the next\n",
    "stable release of `seaborn`.\n",
    "\n",
    "I'm going to assume that you are running this notebook out of a local copy of the \n",
    "[SuchTree repository](https://github.com/ryneches/SuchTree/) for any local file paths."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "%config InlineBackend.figure_format='retina'\n",
    "\n",
    "from SuchTree import SuchTree, SuchLinkedTrees\n",
    "import seaborn\n",
    "import pandas\n",
    "from scipy.cluster.hierarchy import ClusterWarning\n",
    "\n",
    "warnings.simplefilter( 'ignore', UserWarning )\n",
    "warnings.simplefilter( 'ignore', FutureWarning )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's have a look at some example data. Here is a tree of cichlid fishes\n",
    "from my dissertation :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from ete3 import Tree, TreeStyle, NodeStyle, TextFace\n",
    "from numpy import linspace\n",
    "\n",
    "ts = TreeStyle()\n",
    "ts.mode = 'r'\n",
    "ts.show_leaf_name = True\n",
    "ts.branch_vertical_margin = 2\n",
    "ts.scale = 1000\n",
    "ts.show_leaf_name = False\n",
    "ts.show_scale = False\n",
    "\n",
    "nstyle = NodeStyle()\n",
    "nstyle['size'] = 0\n",
    "\n",
    "ete_tree = Tree( 'data/bigtrees/host.tree' )\n",
    "\n",
    "for node in ete_tree.traverse() :\n",
    "    node.set_style(nstyle)\n",
    "    if node.is_leaf :\n",
    "        tf = TextFace( node.name.replace('_',' ').replace('\\'','') )\n",
    "        tf.fsize = 10\n",
    "        tf.hz_align = 100\n",
    "        node.add_face( tf, 0 )\n",
    "\n",
    "ete_tree.render(\"%%inline\", w=120, units=\"mm\", tree_style=ts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Loading tree data into `SuchTree` is pretty simple -- just give it a path\n",
    "to a valid Newick file. Under the hood, `SuchTree` uses `dendropy` for \n",
    "parsing. I figured it was better to introduce another dependency than\n",
    "to inflict yet another Newick parser on the world (the Newick file format\n",
    "has some slight ambiguities that can lead to annoying incompatibilities)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "T = SuchTree( 'data/bigtrees/host.tree' )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `SuchTree` object has a dictionary called `leafs` that maps leaf names onto their\n",
    "node ids. We'll make extensive use of this as we put the utility through its paces."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Tropheus_moorii': 0,\n",
       " 'Lobochilotes_labiatus': 2,\n",
       " 'Tanganicodus_irsacae': 4,\n",
       " 'Cyprichromis_coloratus': 6,\n",
       " 'Haplotaxodon_microlepis': 8,\n",
       " 'Perissodus_microlepis': 10,\n",
       " 'Plecodus_straeleni': 12,\n",
       " 'Xenotilapia_flavipinnis': 14,\n",
       " 'Triglachromis_otostigma': 16,\n",
       " 'Reganochromis_calliurus': 18,\n",
       " 'Trematochromis_benthicola': 20,\n",
       " 'Lepidiolamprologus_profundicola': 22,\n",
       " 'Neolamprologus_buescheri': 24,\n",
       " 'Chalinochromis_brichardi': 26}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "T.leafs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculating distances\n",
    "\n",
    "`SuchTree` has two ways to calculate distances; one pair a time, or\n",
    "in batches. Batches are more efficient because it does each calculation without \n",
    "the interpreter's overhead.\n",
    "\n",
    "Here's how to measure distances one at a time :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "taxon 1  : 6\n",
      "taxon 2  : 24\n",
      "distance : 0.446084\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "\n",
    "a = random.choice( list( T.leafs.values() ) )\n",
    "b = random.choice( list( T.leafs.values() ) )\n",
    "\n",
    "d = T.distance( a, b )\n",
    "\n",
    "print( 'taxon 1  : %d' % a )\n",
    "print( 'taxon 2  : %d' % b )\n",
    "print( 'distance : %f' % d )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `distance()` function will accept either node ids (which are integers),\n",
    "or taxon names (which are strings)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "taxon 1  : Lepidiolamprologus_profundicola\n",
      "taxon 2  : Reganochromis_calliurus\n",
      "distance : 0.274808\n"
     ]
    }
   ],
   "source": [
    "a = random.choice( list( T.leafs.keys() ) )\n",
    "b = random.choice( list( T.leafs.keys() ) )\n",
    "\n",
    "d = T.distance( a, b )\n",
    "\n",
    "print( 'taxon 1  : %s' % a )\n",
    "print( 'taxon 2  : %s' % b )\n",
    "print( 'distance : %f' % d )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can loop over all of the distances one at a time to construct a distance matrix..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "D1 = zeros( ( len(T.leafs),len(T.leafs) ) )\n",
    "for i,a in enumerate(T.leafs.values()) :\n",
    "    for j,b in enumerate( T.leafs.values() ) :\n",
    "        D1[i,j] = T.distance( a, b )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the distance matrix using a nice `seaborn` clustermap plot.\n",
    "\n",
    "It's worth noting that `seaborn` is using scipy's `cluster.hierarchy` functions to build\n",
    "those dendrograms from the distance matrix. They aren't going to have exactly the same\n",
    "topology as the input tree, which was build with [RAxML](https://github.com/stamatak/standard-RAxML)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x7fa057c9a080>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 344,
       "width": 522
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pandas.DataFrame( D1, index=[ i.replace('_',' ') for i in T.leafs.keys() ] )\n",
    "seaborn.clustermap( df, xticklabels=False, cmap='viridis', figsize=(6,6) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To calculate the distances in a batch, we can use the `distances()` function,\n",
    "which takes an $n \\times 2$ array of node ids (make sure your array is representing\n",
    "them as integers)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(196, 2)\n",
      "[[0 0]\n",
      " [0 2]\n",
      " [0 4]\n",
      " [0 6]\n",
      " [0 8]]\n"
     ]
    }
   ],
   "source": [
    "D2_list = []\n",
    "for i,a in enumerate(T.leafs.values()) :\n",
    "    for j,b in enumerate( T.leafs.values() ) :\n",
    "        D2_list.append( ( a, b ) )\n",
    "D2_array = array( D2_list )\n",
    "\n",
    "print( D2_array.shape )\n",
    "print( D2_array[:5] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "D2 = T.distances( D2_array )\n",
    "\n",
    "D2 = D2.reshape( ( len(T.leafs), len(T.leafs) ) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We should get the same distance matrix and clustermap as before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x7fa04c09bf28>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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q+n9VNadeJbk18Crgu1X1usFgQlfnNXOpS5IkSZKkaVqOGQq7dttjBh/oq+qSJCfQAg47AsdOuO0nARsAn0xyE+CRwB2BS4DvVNWPJ9yeJEkLLskFwJznJJq2ZMmsVXVhVc06vFKSpIWyJAMKSU4Zdayqtp/l9Dt12zNGHD+TFlDYlskHFO7TbTekDZO4Xf/BJEcCz6yqyyfcriRJC2lFVWXanbi+WUKBD0nSMrEcV3nYuNtePOJ4b/8m825pbZt12zfShlzcC7gZLRvi+8ATafM7SJIkSZK0qE0sQ4EFzFCYQxbCYtUL4FwAPLqq/tz9+aQkj6FlTeyZ5LVV9dup9FCSJEmSpDmYWEBhvaWzbGQvA2HjEcd7+y9aB2336jy2L5gAQFX9LslJwG7AvQEDCpIkSZKkRWtJzqEwT6d3221HHN+m246aY2ESbY8KVlzYbW+yDtqWJEmSJGlilt2ykcBx3Xb3JNe6/iQbATsBlwPfnXdLa/t6t73riON36bZnr4O2JUmSJEmamAlOylgL9pmPqjoLOAbYCnjxwOEDgJsCH6mqy/5ybcl2SbabV8PN8cCPgAckeXz/gSTPBe4M/II2QaMkSZIkSYvW5IY8LJ05FABeBJwIHJpkN+BUYAdgV9pQh9cOlD+1215rCawkDwCe0/3xZt12myRH9MpU1V59/7uSPAv4FnBkki927d0FeDhwGfCsqlpad1O6nklyAbBiCu0u5JJwrmcvSZKkeVmOcyhQVWcluTfwBmAP4BHA74BDgAOq6sKZzu9zR+BZA/s2G9i310DbP0lyL2A/YPeu7T8BHwPeWFWnI2naVlRVZi+2dLmevSRJkuZrOa7yAEBVnQPsPceyQx8squoI4Ijr0PbZDAQaJEmSJElaSiaYoeDLLkmSJEmSlovJBRRWTaomSZIkSZK02JmhIEmSJEmSxjaxZSPXW71wn0lIskWSw5Ocm+SqJCuTHJxkrJndk2zanbeyq+fcrt4tZjjnkUmOSfKbJFck+WWSTye53/yvTJIkSZKkdW9ZZigkuQNt2cjNgKOA04D7Ai8D9kiyU1WdP4d6btHVsy3wDeCTwHa0yR4fmeR+VfXLgXPeAvwLcD7wedoKD3cEHgs8Mckzq+qjE7lQSZIkSZLWkQnOobB0AgrAYbRgwkur6p29nUkOAl4BHAi8YA71vIkWTDioqvbpq+eltCUoD6MtS9nbf2vgVcDvgbtV1R/6ju1KC0q8ATCgIEmSJEla1CY25CFrFu4zr3627ITdgZXAuwcO7wdcBuyZ5Kaz1HMzYM+u/P4Dh98F/Ap4WJLb9+3fknbPT+oPJgBU1XHAJcDfjHE5kiRJkiRNxeQCCqtrwT7ztGu3PaaqrhWeqKpLgBOADYEdZ6lnR+AmwAndef31rAGOHmgP4EzgauC+SW7Zf06SnYGNgK/P/VIkLSdJLkhSk/h09U2kriQXTPveSJIkaeFNbsjD/B/0F8qduu0ZI46fSctg2BY4dp710NUDQFVdkOTVwEHAz5N8njaXwh2AxwBfA54/2wVIWrZWVFWm3YlBvQCFJEmSlpclOSljklNGHauq7Wc5feNue/GI4739m6yLeqrq4CQrgcOB5/Yd+gVwxOBQCEmSJEmSFqMJDnlYs2CfpSzJvwCfAY6gZSbcFNge+CXwsSRvnV7vJEmSJEmamyU55GEOWQgz6WUObDzieG//RZOuJ8kuwFuAz1XVK/vK/iDJ42nDJ/ZJ8t7B5SYlSZIkSVpMJhhQWDKZA6d3221HHN+m246aG2E+9Tyq2x43WLiqLk9yMvB44J60jAVJkrQIdZORrphCuws5Z8mFVbXpArYnSVpilmSGwjz1HuZ3T7Je/0oPSTYCdgIuB747Sz3fBa4AdkqyUf9KD0nWo03s2N8ewI267ailIXv7r571KiRJ0jQtyklSJ8kJVyVJs5nYHAqsWrNwn3moqrOAY4CtgBcPHD6ANqfBR6rqst7OJNsl2W6gnkuBj3Tl9x+o5yVd/UcPDF04vts+L8lt+k9I8nBaMONK4MRxr0uSJEmSpIU0wVUelsyQB4AX0R7aD02yG3AqsAOwK22IwmsHyp/abQffRPwrsAvwyiT3AE4G7gw8FvgDawcsPgN8HXgIcGqSzwHndec8qqv/NVV1/jyvT5IkSZKkdWpiAYX5Zg4spKo6K8m9gTcAewCPAH4HHAIcUFUXzrGe85PcD9gPeBzwQOB84IPA66vqNwPl1yR5BC3Q8DTafAkbAhcAXwYOrapjJnCJkiRJkiStU6mazPC4h9953wUbZ/eVU//jej1mUbNLUtf3satz5b2YvMV6T+3XeOzX9HiN1w/L4RolSfMzwQyF1ROrSpIkSeOb9OoTE5yY0RUjJOl6aHIBhaWzbKQkSdL11aJcfcIVIyTp+mmCGQqrJlaVJEmSJEla3CYXUFhaqzxIkiRJkqR5WG9iNa1atXCfCUiyRZLDk5yb5KokK5McnGSscYdJNu3OW9nVc25X7xbrum1JkiRJkqZlWc6hkOQOwInAZsBRwGnAfYGXAXsk2amqzp9DPbfo6tkW+AbwSWA7YG/gkUnuV1W/XBdtS5IkSZI0TRMLKNTqJbXKw2G0B/qXVtU7ezuTHAS8AjgQeMEc6nkTLZhwUFXt01fPS4FDunb2WEdtS5IkSZI0NamazKS7e9x87wWbvferf/7gdZ69uMsQ+AWwErhDVa3pO7YR8DsgwGZVddkM9dwM+AOwBti8qi7pO7Ye8Etgy66NX06ybbk2dj/vxeQt1ntqv8Zjv6bHa5we+yVJWkgTm0OhVq9esM887dptj+l/oAfoggInABsCO85Sz47ATYAT+oMJXT1rgKMH2ptk25IkSZIkTdXkhjxcs3DLRiY5ZWQ/qraf5fQ7ddszRhw/E9idNpTh2HnWQ1fPpNuWJEmSJGmqJhZQOObqjy9YGlvyiZEBhTnYuNtePOJ4b/8m66CeSbUtSZIkSdJUTW6VhwU0hywESZIkSZK0Di3JgMI89bIANh5xvLf/onVQz6Ta1iKV5AJgxRTaXbBJUYELq2rTBWxPkiRJ0iK0HAMKp3fbbUcc36bbjprnYD71TKptLV4rru+zWC9w8EKSJEnSIjWxZSOXigVcNvIsYCtcNnKdWKzLTy3Wfk2S1zg99ms89mt6vMbpsV+SpIU0sWUjl4qqOgs4hvaw/+KBwwcANwU+0v9An2S7JNsN1HMp8JGu/P4D9bykq//oXjDhurYtSdJCSHJBkprEp6tvInV1Q8kkSdIitOwyFOAvmQInApsBRwGnAjsAu9KGG9y/qs7vK18Ag5H1JLfo6tkW+AZwMnBn4LG07IX7d0GE69y2hlusbzoWa78myWucHvs1Hvs1Hvs1Hvs1nsXaL0nS/CzLgAJAktsCbwD2AG5BG27wOeCAqrpwoOzQgEJ3bFNgP+BxwObA+cBXgNdX1W/m27aGW6z/MFms/Zokr3F67Nd47Nd47Nd47Nd4Fmu/JEnzs2wDClraFus/TBZrvybJa5we+zUe+zUe+zUe+zWexdovSdL8LLs5FCRJkiRJ0vwZUJAkSZIkSWMzoCBJkiRJksZmQEGSJEmSJI3NgIIkSZIkSRqbAQVJkiRJkjS2G0y7A5LWvSQXACsmWN+k1pu9sKo2nVBdkiRJkhaQAQVpeVixGNf/nmBgQpIkSdICc8iDJEmSJEkamwEFSZIkSZI0NgMKkiRJkiRpbAYUJEmSJEnS2AwoSJIkSZKksRlQkCRJkiRJYzOgIEmSJEmSxmZAQZIkSZIkjc2AgiRJkiRJGpsBBUmSJEmSNDYDCpIkSZIkaWwGFCRJkiRJ0thSVdPugyRJkiRJWmLMUJAkSZIkSWO7wbQ7oOXjoes9eVGmw5z5nh2m3YWhav1FebvIBmum3YWhjtrlXdPuwlB/t8FNpt2Foc5bfem0uzDUCVduPu0uDHXx6g2n3YWhfnzp7abdhaEuXb3BtLsw1HlX3HzaXRhqkw2umHYXhlq1Zv1pd2GoT9//PZl2HyRJjRkKkiRJkiRpbAYUJEmSJEnS2AwoSJIkSZKksRlQkCRJkiRJYzOgIEmSJEmSxmZAQZIkSZIkjc2AgiRJkiRJGpsBBUmSJEmSNDYDCpIkSZIkaWwGFCRJkiRJ0tgMKEiSJEmLXJKtklSSI+ZRxxFdHVtNrGNTthSvaRLfpbRYGFCQJEnSspNkuyTvTPKzJBcnuTrJuUn+J8k/JrnRtPsoLbSlGKDRdN1g2h2QJEmSFlKS1wP70V6u/S/wIeBS4FbALsAHgBcC955SF4f5LXBn4OJpd2SR2Rd4M+3+SFpgBhQkSZK0bCT5V+AA4BzgyVV10pAyjwL2Wei+zaSqrgFOm3Y/Fpuq+h3wu2n3Q1quHPIgSZKkZaFL494fuAZ4xLBgAkBVfQnYoztnuy4F/LgZ6v1pkmuSbN79eZfunP2T3C/J17thFZckOTrJWpkPXdnqzn16kpOSXJpkZa/vo8bdJ9kwyauTfL9r49IkpyY5NMmtRvT5+V2/r0zy+yTvT7LxkHIru8/NkxzU/e9rkuzfV2bjJP+R5PSuvgu763zIkPr67829k3y1uzcXJjkyyW27crdP8skkf0xyRZLjktx9SH1DU/STPCbJsUl+l+SqbjjLt5K8aNj9GCXJU7t6LuiubWWSTwx+h0lulOQ13T29PMmfkxyf5Cljtrd5knd37VzdXf9nk2w/pOxe3bXvlWSPJN/s7mX1lXlcko8mOSPJZd3nlCQvTbLeQH0FPKv749ld3dX7DXZlVvb/eeD8v/yGB/Y/MMkXk/ym+y7OS/LdJPuNc2+0OJmhIEmSpOVib+CGwCer6mczFayqq7rtaWnBhF2TbFtVZ/SXS3J/4K7Akd3b8n470FLyvw68G7gj8ARg5yS7V9XxQ5reB3go8EXgOGCth/yB9ld05e4OnA4cDlwN3KG73s8Cvx847a3Aw7o2jgF2BZ7b9e/BQ5rZAPgGsGlX/s/A2V37mwAnAP8H+B5wMHBL4CnAMUleWFXvG1LnfYBXA98C/i/wd7R7c9ckjwW+Q8vI+DCwZXfsa0luX1WXznJPnge8Dzivu8Y/AZsBd+vuyWEznd/VEeCDtAfsP9Hu4x+BLWj363Tg+13ZDYCjgQd1fX43sCHwJOBTSe5RVf86hza37q77b2n3+xPAbYEnA49M8sQu2DXoSbQA2FeA99LuV8+bgTXASbRhIRvTvuNDaN/Bnn1lDwAeR/stHQJc1O2/iOsoyR7A/9B+M1/o+rApbfjOi7o2tYQZUJAkSdKSkeSUUceqaq23uAMe0G2PHbPZw2gPkc8DXjVw7HnddthD8x7AP1XVu3o7uoflzwOHJ7lTVa0ZOOfBwP2q6odz7Nu7aQ+A7wVe3F9fkpsB6w85Z0fg76rq1125G9AeYHdNct+qOnmg/ObAz4EHVdVlA8feQgsmvB94QVVVV+dbaA/chyY5uqpWDpz3COAfqupjff39L+DZwInA26vqwL5j/wa8AfhH2sPuTJ5PC6rcvar+0H8gyS1nObfnubRgwveAh1bVX+auSLI+LUDRsw8tmPAV4DFVtaordwBwMrBvki9V1YmztPleWjDhdQPXfhjwbeBDSbYcElB5BC3j5qtD6nxkVZ3Vv6PLTPgg8Mwk7+pl6lTV/l2mx92Bg4d8Z9fFc2lZ8btU1Y8H+jHX70KL2LIe8tClLpWfdfuZ9vcsSZLU2bzb/mbM8z5PG6e/V/pWf+jezj8FOIuWhTDoFwy8Da+qo2hv5e8IPHDIOe+fazAhyWbAU7u+vWowOFFVl/Y/CPd5Qy+Y0JVbRXvABLjviOb2GQwmdG/m/4E2oeW+vWBCV+eZwKG07IZnDqnvO/3BhM6Huu3FtDfr/T7cbe8xon+DVtGGtlxLVf1pjuf/U7d9/uA9rKrVA9kozwYKeGUvmNCV+wPwxu6Pz5mpsSRbALsDv6ZlkPS3dyItW2FTWqbGoKNGBBMYDCZ0+9bw16DMw2bq1wRdMaQfc/0utIgt64ACsKKq4mfdfqb9JUuSpOuPqtp+1GcdtrmKlpZ/C+CJfYf2BG5CCwIMe4ly/OBDfueb3faeQ44NZgfM5D60f89/e/BhfxbfH7LvnG67YsixK4GfDNl/J1pJzkd1AAAgAElEQVRq/4+r6oIhx7/RbYdd57A+nNttf1RVqweO9VZx2GLIeYM+1vXr50nekTaPwN/M4TwAktyUNozl97MFd5JsRAsOnVtVwybNnOke9OsdP77aBJzj1DPyN5PkFknenOQnaXNr9F749TJ9bjNLv+arFzQ6Kcl70+akmMt3qCViuQcUJEmStHz03ipfl4eo9wOraen0Pc+jpdZ/cOgZa89d0HNetx02P8J5Q/aNskm3HXfJxGFj4ntv1ocNkfjDiIBJr/+jVlno7d9kyLFhmROrRh3re/N/wxFt9Zc9iDZc4VfAS4HPAb9Pm9hxLkuBjnNf53MPJlXP0N9Ml0HzPdpcFVfQsjwOpM1b0MtQuNGwcyelqj4LPAr4IS2T45PAOWkTiD50XbathWFAQZIkScvFd7rtbuOeWFW/pU0qt3Payg+9yRg/V1V/HHHa0BUWgFt322EP1eMMF+0FBtb1W+ZRfer1/9Yjjm8+UG7BVNWHq2pHWlbJI4H/AnYGjp5DtsI493VS92A+9Yz6fp4DbA0cUFU7VNWLqup1VbU/8KlZ+jPKGkbPwzc0aFJV/1NVD6Zlv+wGvAO4C/ClJP/nOvZDi4QBBUmSJC0XH6SNq3/ibA8y/XMl9OnNh/B8Zp6MsecBGViar7NLt53rxIujnEx7wNu5S9NfaKcDlwN3796GD9q12/5g4bp0bVV1UVV9uaqeCxxBm4dg51nOuQz4GXCrJDMOVaiqS2hzaNwmyTZDisz1HvR+Cw9ImyTzutbT747d9sghxx404pzeUJNhmSoAF9Luy7BMkRmzP6rqsqr6RlW9EngTbX6Nh890jhY/AwqSJElaFqrNWr8/7UHmf0alv6ctdfeVIYeOBc6gpdM/BTi9qo6bocltaEvj9df9WNrD3C+AYctGzlmXGfFJ2tvrtw0GL5LcLMmMy07Os/2raWPkN+Kvkw/22r4DbbjBNcBH1lUfhkmya5Jh83j1Vma4fA7VHNpt3zd4D5Osl2Tzvl2HAwH+M20FiF65WwL/1ldmpKr6DfA1YCvg5QPt7QA8nfYw/7k59L1nZbfdZaC+e9KWMx3m/G57uxHHT6ZlKOw9UOdewE6DhZPsPCJA0svemct3oUXMZSMlSZK0bFTVm7oHnP2A7yU5kTZB4KW0h5ydaYGAtSYNrKpK8l7goG7X+2dp7qvA25M8HPgx7Y3xE2iTHD57xISN43oJbejFC4BdkhxNm9dha9oM/o/hr5NArguvoa1W8ZIk9wGOA25JC7hsBLykqs5eh+0P8zng0iTfpT1Up+vjfWiTEQ5bkWPQB7pz9gTOTHIU8Efaso4PpgUI9u/Kvo32pv2xwI+TfJk2KeSTaUGMt1bVd5jdC4ATaIGJ3Wm/wdt29awB9u4yIubqw8A/Awcn2RU4k/bbfhTwWdoKIYOO7c75v0mOBC4BLqq/Ln36Tlow4T1JdqNN5nkP4H7Al7q6+x1Ky944gfZdXA1sT7uHv6IFxLSEmaEgSZKkZaWq3kB7CH8XbTK8vWkPUY+kpa8/B3jAiNOPoD3cXclflzkc5STa2+Eb0R78H06brX/nqppXdkJPVV0I3B94HS0b4HnAC2lj1A8Hfj6JdmZo/wLaw+RbafMVvJL2AHwysEdVHTbD6evKa2iTEd6LliGyN20yx1cDu45YReFaqnkmbVnMU2kBklfSskuOp82n0St7NfBQ4LXdrn+iZbGcCTy9ql49l05X1S9pwwbeS1tB41W038xXgZ2qLTk6Z1V1Li0o8j+03/NLgC1p9+Q1I845GtiH9lt6OS3z5FV9x38OPIQW+Hg07fd2Fe03cMpgfbShDV+n/R6fQwua3Krbf5/u96slLMMnbF0ekpTLGi6ch6735EX5YzvzPTtMuwtD1fqL8naRDSbxMmXyjtrlXbMXmoK/2+Am0+7CUOetvnTaXRjqhCs3n73QFFy8esNpd2GoH186KiN1ui5dvcG0uzDUeVfcfNpdGGqTDdZann1RWLVm1BDq6fr0/d8z1X+7JdmF9hb+o1W15yxlDugmwJOk6yUzFCRJkqS5+5duuzgj2ZK0gJxDQZIkSZpBkr+jjQ3fnpaC/qWqOmm6vZKk6TOgIEmSJM1se9qY7z8Dn2Zg5QZJWq4MKEiSJEkzqKojaJMxzrX8N2krC0jS9ZpzKEiSJEmSpLEZUJAkSZIkSWMzoCBJkiRJksZmQEGSJEmSJI3NgIIkSZIkSRqbqzxowZz5nh2m3YWhtnnh4lxGuh54z2l3YajVN15/2l0Y6jP3vPe0uzDUWRuunHYXhjrnmttNuwtDff/irabdhaEuXXWjaXdhqLMv2nTaXRjq6msW598TV1y2OL/HDW5yzbS7MNSa1b53kiTNzP+nkCRJkiRJYzOgIEmSJEmSxmZAQZIkSZIkjc2AgiRJkiRJGpsBBUmSJEmSNDYDCpIkSZIkaWwGFCRJkiRJ0tgMKEiSJEmSpLEZUJAkSZIkSWMzoCBJkiRJksZmQEGSJEmSJI3NgIIkSZK0SCRZmWTltPuxmCTZP0kl2WXafVlXuuv75rT70W9av8Uku3T3Y/+FblvjM6AgSZKkZaN7UKlZyqzsym21ML2arCRbdf0/Ytp9kXT9doNpd0CSJEmSlrk7A5dPuxOLxMm0+/GnaXdEs1vnAYUkFwAr1nU7kiRJkrQUVdVp0+7DYlFVlwPejyViIYY8rKiqLMbPAly7JEmSrieSPC7JR5OckeSy7nNKkpcmWevf1UmO6IYe3D7JK5OcluTKJL9J8o4kNx+j7RsleU2Snya5PMmfkxyf5CkD5fYHzu7++KzeEI/us1dXZoMkL0ny5SS/SnJVkguSfD3Jw4e0/Yru/COHHHtIktVdv24ycGy3JF/t6r6qu29vTrLxiGvcvit/SXd9X09yv1nuy5zbSPLN7jpukORfk5zZnXNOkrck2WCmtgbq6n23W3f38ufdd7uyqztduScnObn7rfwhybsG71NXbugcCknWT/KCJCckuTjJFUl+keQDSbbpK/eXeSaSPD3JSUkuHZwDIclTkny7r66fJtk3yY3meu1dPX+f5LgkF3XXfWqS1w2rp3dtSf42yUe6+3BF99/O04eUHzqHQvff0fu767+i+85/muS9SW4xTv81OQ55kCRJkubmzcAa4CTgt8DGwIOBQ4D7AHuOOO8dwM7AfwNHAQ8DXg48MMkDqurKmRrtHnSPBh5Ee3P7bmBD4EnAp5Lco6r+tSv+TWAT4GXAj4HP91X1o267adfnE4GvAX8ENgceDXw5yXOr6gO9k6rqHUkeDDwhyYuq6rCuX7cGPgpcCTylqq7o6/PzgfcAlwGfBv4A7AK8Gnh0kp2q6qK+8vcHvg5sAHwW+AVwj+56vjHivozVRp+PAw8EvgL8GXgE8C/AZsDew9qawdu6Nr8IHAM8BjgQ2CAtU/vNtO/geOChwIuB9YEXzlZx971/qTvvnK7ffwa2Ah4PfAc4c+C0fbryXwSOo/1Ge/W9CdiXNpTg48ClwMOBNwEPS7J7VV09h34dTrtPvwGOBC4CdgTeCOyW5KFVtWrgtBW039tFwAdpv9GnAB9Lcpuq+s9Z2twc+B5wc+DLXbs3Bram/Xf3LuD82fquyTOgIEmSpCUjySmjjlXV9mPUs/8MhzcZsf+RVXXWQD3r0R6QnpnkXVV10pDzdgLuUVW/6s7Zl/YA/ATgn2kPYjPZhxZM+ArwmN7DWpIDaOPN903ypao6saq+2b2Vfhnwo6oadp0XAltW1W8GrmVj4ATgrUk+1h8gAPaiBSTenuQE4Ke0YMKtgGdX1al99WwJHEp7YL1vfzp/ksNoD9NvBZ7X7QtwOHAT4HFVdVRf+ZcBBw9ewLhtDLgDcJequqAr/1pa8OWZSfatqvOGnDPK9sDdquq3XV3704Ih/0ybE2H73r3p3t7/EHh2kv2q6g+z1L0/fw0OPLmqruq7xhvRHq4HPRi4X1X9sH9nl+mxLy0wcd/eNXa/xc8BjwJeRQsujJSW5bJ3d84zBoJI+wP70YImhwycejfab/5pVbWmK/9m4BTgwCRHVtUvZ2j6SbRA2Mur6lp1J7kpLdCnKXCVh2WqSxGqhfhM+1olSZKG2G+Gz9CU/MFgQrdvDX99eHrYiLYO6QUT+s75Z9pD0LPn0NdnAwW8sv/Nb/dA2gtGPGcO9fTOu2owmNDtv5j2YL+ClnHRf+x84O+BGwKfAv4d2A34WFV9cKCqf6BlGrxryNwArwUuAfbsS4+/P3An4Nv9wYTOu4C17vt1aKPfq3vBhO7aLgM+Rns2uveQ8jN5Yy+Y0NV1EfAFWgbJe/oDLV1A4FNdv+88U6VJ1gdeBFwBvKA/mNCrq6r+OOTU9w8GEzq939m/9wdMut/TPrTf4lx+Qy8DVtGCSFcMHHsjLUvgGUPOW02773958K+qs2lBoRsyOrtn0GCbVNVlQ/qiBWKGwvK1wnkkJEnSUjNOFsIs9Yz8d1D3hn/LIftvQQsEPAK4PXDTgSK3GVHlt4a0/8sk5wBbJdlkRGo+STYC7gj8dsTEfb3hAPcc0fZQSe5Cu5adacMdbjxQZK1rqarvJNmPFkzYl5Zu/4Ih1d9roG/9dVyY5Iddu9vRMgN65Yfdp9VJvkPLKphPG/2+P6TP53TbcSeTH1bXud12WDZNL/iwxSz1bkcLbJ1UVefOUrbfySP2z3S/zkjyG2DrJBt3gaW1JNkQuDttyMTLW2LJWq5ieLDk110AYdA3aUG82X6/X6BlT7w7ycNoQ4BOAH5eVb7AnCIDCpIkSdIskmxCG8O9Ne2h7cPABbS3tb05C0ZNbPf7EfvPowUuNqaNLR+mly3xuxHHe/tHDdNYS5IdaQ+WNwCOpT2s/Zn2lvoewGMZfS2fBd5Ae5v/gaq6dAJ97pWf6T7Nt42/GBG86WV+rD+ivlGGPXyvmsOxG85Sb6/fv52x1NpGDdeYy/26Xdfu0IACLdgS4G9oQYBxzPbdDs0K6qmqXyW5L20YyB604UIA5yR5W1UdOmZ/NCEGFCRJkqTZPYcWTDhgcF6Cbnz6y2Y491bA6UP237rbjnqA6z926xHHN59DHYNeR5uvYNeq+mb/gW5M/WOHnZTkxsAnuj9eCLw+yVFVNXht/X3+f3Poc297qxH9HXbt47ax1PSCHqOyXkYZ9ba+/34NG0Iyl/vVO/bDqrrXDOWGme27nfV76oaPPDXJDWiZEg8B/gk4JMllVfVfY/ZJE+AcCpIkSdLs7tht11o6kTZh4kzWOp7k9sBtgZWjhjsAVNUltAfA26RvmcA+u3bbH/TtW91tR71tvyNwwWAwYVRf+xxEe5D7D+BptHkCPjVknoLeGP5dBivoMj3uQVsZoje/QK/vw+7T+sADhvRl3DaWmtNoQYW7JfnbCdQ30/26I20Ixtmz/BYvpQVv7pJk0zHbv12SrYbs7/Vn2LwPo/qxqqpOqaq30Ob1AHjcmP3RhBhQkCRJkma3stvu0r8zyT1p8wnM5GXdqgS9c9YD/pP2b/HBCQ2HOZyWav6f3QN2r55bAv/WV6bnQtqb6tuNqG8lsGmSu/XvTPKPjJhYMskTaSsnnADsV1XH0FZRuDttWcx+HwWuAf6pe1jt90ba6gQf7Zto8ERaBsfOSQazI17C2vMnXJc2lpSqWg0cRsskee9g0CbJBkn+Zowqe7+P1/Wf1/2e3kb7Lc7lDf9BtEklD+8CN9eSZEWSYdkL6wNv6X77vbJbAy+lDQP56EyNJtm+W4VkUC/z4fI59F3rgEMeJEmSpNl9mDaJ4cFJdqVNSLgNbbm9zwJPneHcE4AfJfkULbX7YbQH8VNoD+WzeRvwcNpQhB8n+TItO+DJwGbAW6vqO73CVXVpkpOAByb5GHAGLWvhC1X1E9oyjA8DvpPkv7s+3ZuWCfAZ2hJ9f9G9Wf4ALVDx9O5hF9rQiZ2BFyY5tqqO7NpfmeTlwLuBH3Rt/JGWgXA/2tv3V/f1t7pgxteAI5N8lrb04j1oK0l8lTZunr5zxmpjiToA2AF4NHBGki/RVq+4LbA77fd4xFwqqqoTk7wV+BfgZ0k+A1xG+13dFfgOLcg1Wz2HJ9metgLFWUmOBn5NW9Jxa9rv4YOsPVnnT7prOSXJMbS5Gp7Sbf9l2AoqA/YEnt9N0HkW7bd4B9q9uYohS4tqYRhQkCRJkmZRVecmeSDwZtqD98NoD60vAr7OzAGFVwCPB54LbEVbWu8Q4PVVdeUc2r46yUOBVwJPp40bX0VbveDlVfWJIaftScsc2IOWFh7gN8BPquqrSR5NCwg8lRZsOJk2fOL29AUUktwQ+CTtwe+JVfXrvn6tSvL3wI+ADyQ5papWdscOS/IL4FXAE2kBkHNoD61vGkytr6oTuvt7IO0hF+AkWkbIwxgIKFyXNpaa7nvfg/Zw/kzgWbTv8Vzgc7QgwDj1vbpb/eIlXX03pD2cvw54e1VdPcd6XpzkK12/HkL7bVxACyz8J8OzDS6kfa9vBfamZZD8HHhbVX18Ds1+gjZR6P2B7WmZG7+l/TbfXlU/m0vfNXlZ16tsJKnFujzhYu7bujaNa9/qfW9blEu6bPPCk6bdhaHqgWOt/rRgVt943MmPF8YD3vbdaXdhqHtuuHLaXRjqnGtuMe0uDPX9i7eadheGunTVqMnOp+vsi8Ydwrowrr5mcf49ccVli/N73OAm10y7C0OtWb04R8ae+eTXLZl/uyU5gvYQuHXvQVtabpIU8K2q2mXafdHkLc7/p5AkSZIkSYuaAQVJkiRJkjQ2AwqSJEmSJGlsTsooSZIkrQNVtRew15S7IU3Vcp2zbrkwQ0GSJEmSJI3NgIIkSZIkSRqbAQVJkiRJkjQ2AwqSJEmSJGlsBhQkSZIkSdLYXOVBC6bWr2l3Yah64D2n3YWhcvwPp92FoW681ZbT7sJQN17vmml3YahF268szn7daP1V0+7CUFevWZz/d3nD9VZPuwtDrVl/cU7ovd4i/f+h9ddbM+0uSJJ0nZihIEmSJEmSxmZAQZIkSZIkjc2AgiRJkiRJGpsBBUmSJEmSNDYDCpIkSZIkaWwGFCRJkiRJ0tgMKEiSJEmSpLEZUJAkSZIkSWMzoCBJkiRJksZ2g2l3YMouTFLT7oQkSZIkSUvNsg4oVNWm0+7DtBhIkSRJkiTNh0MeJEmSpAWSZK8klWSvafdlHEmO6Pq91bT7MmnddX1z2v3ol2RlkpVTaHeX7n7sv9Bta2kyoCBJkqRlo3tY6v+sTvKnJN9I8vRp90+SlpJlPeRBkiRJy9YB3faGwHbAY4Fdk9y7ql65Dtv9HPBd4HfrsA2N587A5dPuxCJxMu1+/GnaHdHSYEBBkiRJy05V7d//5yS7AV8DXp7k0KpauY7avRi4eF3Ureumqk6bdh8Wi6q6HPB+aM4c8iBJkqRlr6qOpT1IBbhP/7EkOyT5TJLzklyd5Jwk70vyt4P1JPlmN5RigySvT3J6kquSHNEdHzqHQpK7JflEN3b+qiR/TPKDJAcnuWFfuY2S/FuSnyX5c5JLkpyV5FNJth/Sn6ck+XaSi5NckeSnSfZNcqNh9yHJQ5Icn+SyJBck+XyS7UaUnXG8/bB5ALr78tLu2i5McnlX7qgkDxlWz5B6e/M5bJ3kJUl+nuTKrp5/TZKu3JOTnNxdyx+SvCvJTYbUN3QOhSTrJ3lBkhP67t8vknwgyTZ95fbv6tglydOTnJTk0iHXPtZ3McP1/32S45Jc1F33qUleN6ye3rUl+dskH+nuwxVJThk2xGfUd5rk9kne313/Fd1v46dJ3pvkFuP0X9cvZihIkiRJTbrtX1bDSvJs4P3AVcAXgHOAbYDnAI9OsmNV/XpIXUfSAhNfAT4P/GFko8ndgJO6dr8AnA3cHLgj8CLgdcA13YPyV4H7A/8LfABYBWwB7AocD5zSV++bgH1p6esfBy4FHg68CXhYkt2r6uq+8k8CPgVc3W1/Bzyga+snI+/aeI4A/h74GfBh4Argb7t29gC+PkZdbwN2Ab4IHAM8BjgQ2CDJBcCbaff+eOChwIuB9YEXzlZxkg2AL3XnnUO7f38GtgIeD3wHOHPgtH268l8EjgM27qtvrO9ihn4dDuwN/Ib2G7sI2BF4I7BbkodW1aqB01YAJ3ZlPwhsAjwF+FiS21TVf87S5ubA92i/yS937d4Y2BrYE3gXcP5sfdf1kwEFSZIkLRlJThl1rKrWekM/Rr0PAe5Ee6j/XrdvW+C9wErgQVX1277yu9EeYg+hPWAO2hK4a1XNZSz6s2gPaI+rqqMG+rWCv47vvystmPD5qnr8QLn1uPYD7P1oD7DnAPetqvO6/fvS5nF4FPAq2gMtSW4GvA9YAzywqr7fV9c7gJfP4TpmlGRj4Gm0oMcOVbV64Pi4b7q3B+7W+166t+q/AP6Zds+2r6pTu2M3An4IPDvJflU1MsDT2Z+/BgeeXFVX9fXzRrSH60EPBu5XVT8cuK6xvotR0rJa9u7OeUZVXdF3bH9gP1rQ5JCBU+8GfBp4WlWt6cq/mfY9HJjkyKr65QxNPwnYFHh5VV2r7iQ3pf1mtEw55EFz1qU2Dc6MPOtn2v2WJEka1KWp75/kwCSfob35D3BwVf2qK/ZC2qSNL+sPJsBfhkh8gZalsNGQJv5tjsGEflcM7qiqC3sPgbOUW1NVF/btena3/ffeA2xXbhXtTfoaWpZFz2NpD40f7w8mdPZnMvM+FO0eX8WQh9CqGvct9xv7v5equoj2nWwIvKcXTOiOXUXLutiANungSEnWp2WGXAG8oD+Y0Kurqv445NT3DwYTOuN+F6O8jJaR8uz+YELnjbQsgWcMOW818Or+31FVnQ0cSvt97zmHtmH47+6yIX3RMmKGgsaxoqoyezFJkqR1Yz5ZCAP261VJSwU/HvivqvpoX5n7ddsHJbnWvAqdzWgp9NvSN9Sgc/IYffkU7WHx811w4+vACVV11kC5nwM/Av4+yZbAUbTU++8PSZe/V7f9xmBjVXVGkt8AWyfZuJsoslf+W0PKX5zkR8CDxrimtVTVn5N8EXg08KMkR9Lu+0ndZIDjGgx8AJzbbYdlsvSCD1vMUu92tGyPk6rq3FnK9hv1nY/7XawlyYbA3WlDJl7eRr+s5SqGB0t+3QUQBn2T9t/BPUf0u+cLtOyJdyd5GHA0cALw86ry5eEyZ0BBkiRJy84cX5L0UvD/eZZyNxuy77wh+0b15eQkDwReS0sv3xMgyenAAVX1ia7c6iQPBl7flXtLV8UlST4E7FtVl3b7esMfRi1P+TvgdrTx9Bf3lf/9iPJzvp5ZPBV4NfB0/rp055VdIOVVVTWq/WGGPXyvmsOxGw451m+TbvvbGUutbdQ9Gve7GGYFLbvjb/hrMGyuZvtONx5xHICq+lWS+9IyVfYAntAdOifJ26rq0DH7o+sRhzxIkiRJw/Ue7jauqszwGfZWf6w3t1X1v1X1KNqD4060FPZbAR9P3+oH3RCIV1TVbfn/7N15vF3T/f/x1zsJYkxM1aJmbXVSYigNQhFtEUopNVUHHbR0MPVLRXUwVqkqfjWUSqkxWlVaGvOYUlVjEWIeEkMSmT+/P9Y67Ozsc8/ZN8k9l7yfj0cex91n7bU/e7iS9dlreHtyyIeA/YHfVsT+3iaHfF+pXONzuSblq+ppdKFv9pJyYHlDRLwZEcMj4gOkRvQepF4WewCXNKmnp72aP1eouV+ze173XnRVxz0tnsWqRFmre9pyOEtEPBgRu5KSbOsBh5LakidL+kqr/e3dywkFMzMzM7Nqt+fPTXrqgHl8/q0R8WPgu3nzsCZl/xcRZ5GGIkwolWuM5R9S3k/SGqRu/0/keQcA/pU/ZxvWkCdT/ERFCI05G97f5Bit3nyPjYgLgKGkyRQH95IlCB8iJRU+roqlQbuh7r2YTe558l/gI5KWqnn8lSStUrG9EU/VvA/N4pgeEaMj4ljSah0AO9SMx95FnFAwMzMzM6t2KjANOCmv+DALSQvmoQpzRNLGkhau+KrxZnlSLreqpNUqyi0JLMSsk+adnT8Pl7Rs4Vh9Scst9gHOKpQfSUoQ7C5pvVL9w6lODjxEWkpxmKT3FI6xMGnCv1lIWlbSxyrqWZQ0bGQ6acnKjsqrT5wGLAycnld1eEu+78tW7lyt7r1o5pekSSXPljRb7w9JS0pad/bd6Ascm1cCaZRdlZSwmg78oWKfYr2DclKpbJbn0+ZPnkPBzMzMzKxCRDwkaV9Sg/C/kv4GPEIag78SqefCS6RJ/ObEwcAWkm4CniD1NvgI8BlSI//MXG5t4DJJdwEPkiYgXJbUM2EB3p5TgYi4VdJxue778xwFE3OdHyUNMzi+UH6CpK+TJoi8SdJFpLH9g3P5G4FNS9dnmqSTgSOAeyRdTmpfbJVjK09ouEIu9x/gPtIyikuQlk18L3BKRLxR++rNG0cBG5ImkHxE0l+AN0i9MbYmzatxbjsV1b0XXdRztqRBpBUoHpN0DfAUaXWOVUn35xzgG6Vd78vnMlrStaShKLvkz4MrJv8s2xPYT9LNwGOkZ3J10rWZAvyqVez27uWEgpmZmZlZExHxB0n/Ji3vtzmpMTmR1Fi+hNQAn1OnkRppG5Ia8P2Ap/P2EwvLWN4NHEMalrANqWfCS6QVDU6JiKtLsR8i6R7S/Ap7kZIOjwGH53qnlspfImkb0qR/u5AaizeSVrs4lFJCITuS9Ib6a8DXSRP9XUjq1fBAqeyYXH4I6VouA4wDHs71X9j1Zeo5ETE1X4tvkK7d3qRJEZ8FLiclAerUV+tedFHPtyVdnePakpQUGEdKLBxPdW+D8aTkxXHAl0lJnAeAEyJiRBuH/SOpB8zGwCBSz41nSPfrxIi4v53Y7d1J83qlD0nhpQZ7n+7clzm9lyv/7vheuazMmudP63QIlXRT28PZelS/VVbudAiVBv/5oU6HUGmdRcZ0OoRKY6f2hiGqs7vrjWiUgZEAACAASURBVFU7HUKlN6b173QIlR5/te4w2p4xZXrvfF8xcWLvvI8L9e94D+9KM2b2zpGxD3/+x/53pVmbJAVwQ0QM6XQs9u7UO/+mMDMzMzMzM7NezQkFMzMzMzMzM6vNCQUzMzMzMzMzq613DnI0MzMzMzOzOeK57Gxecw8FMzMzMzMzM6vNCQUzMzMzMzMzq80JBTMzMzMzMzOrzQkFMzMzMzMzM6vNCQUzMzMzMzMzq82rPFiP0YIzOx1CpRn9+3Y6hEr9V1m50yFUmj7myU6HUGnJfhM7HUKlgX0mdTqESm/0XbjTIVRavN/kTodQqQ/R6RAqLbrg1E6HUEm9dE7xKQtO73QIlfr30rimz/B7JzMz65oTCvOv8ZJ657+QzczMzMzMrNdzQmE+FRFL1d3HCQgzMzMzMzNrcF82MzMzMzMzM6vNCQUzMzMzMzMzq80JBTMzMzMzMzOrzQkFMzMzMzMzM6vNCQUzMzMzMzMzq80JBTMzMzMzMzOrzQkFMzMzMzMzM6vNCQUzMzMzMzMzq80JBTMzMzMzMzOrzQkFMzMzM7MKklaRFJLO7XQs3SVplKTodBzvNpL2yc/GPh04tu+p9RpOKJiZmZnZfCM3Aot/Zkh6WdL1knbvdHzW2ca6mdXTr9MBmJmZmZl1wFH5cwHgQ8AwYHNJ60XE9zsXlllLewGLdDoIM3BCwczMzMzmQxExvPizpE8DfwcOlHRKRIzpRFxmrUTEU52OwazBQx7MzMzMbL4XEdcBDwEC1m9VXtIikg6TdK+kiZImSLpN0m5d7LO1pD9LelHSFEljJY2UtGWpXB9J35B0V653Yv7vb0qq/Pe7pC9KGi3pzVz/+ZKWb1K2yyEF+btRpW2LSzpC0v2SXpf0hqTHJF0kaVCr65XrWE3SmZL+l+McJ+k/kk6XtHQuMwo4J+9yTml4yiq5zPD88xBJu0u6I1+nMaVzvFTS4/lYr0u6RdIeXcS3lKRfSHow7/OapOskbd3O+RXqWVHSqfnYUyS9IulKSbM9V6Vz2VnSnZIm5WtzoaQVKvbxHArWa7iHgpmZmZlZovzZZWNN0kDgemAd4F/A2aQXdUOBEZI+EhGHl/Y5CvgxMAG4AhgLLA9sDOwB/KNQ/Hxg91zmdzmeHYHTgMHAl0p1fw/4JfAqcF7+HArcCrzW7sl3cb4C/pZjvS3HNB1YEdgcuAkY3aKO9wF3AUsAfwUuBfoDqwJ7AqcCrwDn5viHASOBewvVvFqq9gfAVsCfgX8CAwrf/Rb4L3Aj8BywNPBZ4HxJH4yII0rxrQyMAlbJ5/M3YFFgW+BvkvaLiP/X1TnmetYFrgWWAq4BLgOWAXYAbpa0Y0T8tWLXbwHbA1cCNwAbArsCa0v6RERMaXVss05wQsHMzMzM3jEkNW24RkRbb8qb1Lsl8EFS4/2uFsV/RUomHBIRxxXq6E9KFvxI0iURcW/evjUpmfAEsElEPFM69oqF/96NlEy4B9g0Iibk7YeTGpq7S7oqIkbk7asAxwLjgXUbQzUkHQZcDHy+7rWo8FFSMuGKiNixFHsfZm3IN7MzqZF9YEScXKpjUWAmQEScm/IXDMvHO7eLOrcANoqIe6pijojHSsdZELgaOFTS6aX78HtgZWC3iLiwsM9AUqLhFElXRsQLzYKR1A/4E7AYsHlE3FD4bnnSc3WWpFUqEgTbAOtHxH8K+4wAdiNdiz81O65ZJ3nIg9UxXrPPjNzyT6eDNjMzMyvLXc2HS/qZpEtIb6QF/Coinuxiv6VJPQruLiYTACJiMnBIrqe4YsR38ucPysmEvN/ThR/3zZ+HNpIJuczEXDfAVwvlv0SaWPLXxXkfImImcBC5oT6XvFneEBEzI2L8HNYxMSJm296GM5skEygnE/K2qcBvSC9VP93YLmltYDPg0mIyIe/zKnAkqTfFTi3i+RywOule3FD8IiKeBY4D3ls8dsEpxWRC1ugRsUGL45p1jHsoWNsiYqlOx2BmZmbztznphVByZKNKUlf6m4CzIuIPLfZbH+gLhKThFd8vkD/XKmz7ZD7O39qIa11SEmBUxXc3ADNIvSOK5RvfzSIiHpc0lvTmfU48QBp6sFseGjASuJmUVJnaZh1XAj8HfiNpKGk4wC3AAxHR3RdQdzb7QtJKpATMp4GVgIVLRYpzE2yUPwc0uafL5s+1Kr4ratSzcpN61izUUx72cHdF+bH5c8kWxzXrGCcUzMzMzGy+ExFqXarS0vlzfbqevHGxwn8PBMa3+RZ+ADCuqqEeEdMlvQy8p1QeoFlX/OeZw4RCRMyQtAVp2MbOpCEWAG9I+j1wWLE3RZM6npS0ATCc1L2/MRRjrKQTIuKUboT2fNVGSauRkg1LkhJF15LmkphBmiNhb2Chwi6Ne7pV/tPMYl18V6znCy3KVdVTnh8C0jwVkBJYZr2SEwpmZmZmZu1rTHJ4UkR8v819XgWWlrRwG0mF14ClJC0QEdOKX+Qx+ssAr1fEsxxpEsKy91ZsawyDmK0tkOcMmE0e1vA94HuS1iANEdgP2J+UMNmz2QkV6ngQ2DWfx9rAlqThICdLmhgRZ7Wqo1xlk+3fJzXuv1yegyHPUbF3qXzjGh7QzcRGuZ5hEXHlHNRj9o7hORTMzMzMzNp3J6lBvkmNfW4nzauwTRtl7yH9G33Tiu82Jb2t/ldhW+O/NysXzm/q319RT2POg6rv1msVYET8Lzf+NyOtWjGs1T6l/adHxOiIOJY06SCkVRAaZuTP7r6ZXyN/Xlrx3WzXiXR/oN49rTK36jF7x3BCwczMzMysTRHxInABsJ6kIyTN1uiVtLqkVQubfp0/T5S0QkX54raz8+cvJC1SKLMIcEz+sfgm/wJgGvCdvOJDo3wf4Hiq/71/NykpsnvpGEuRJg4sx7dqTk6ULUkaOtByKIekQZKqVoNYLn9OKmx7JX+u1KreJsbkzyGlGIYy64SWAETE3aShEZ+XtG/5+7zvxyS9p+q7gpHAY8C3JX22ST0bFa+52TudhzyYmZmZmdWzP2mCvZ8Ae0q6mTSHwfKkCffWJ715fwIgIq6V9FPgcOBBSVeQJtxbDhhMerO9Ty47QtIwYBfgv7lskN7grwpcFBEXNAKJiDGSDgVOBO6RdBGp6/1Q0lCE+4CPF4OPiOckXUAapnCvpKuAJYDPAjcy66SPkIYnXCbpLuBB4FnSRIXDSJNQHktrewL75Wv1GKmXxOrAdsAU0lKcDbeREgwH5lU1GnMl/DoiXqO104AvAxfnFTyeJS19uQ1p+cVdK/bZHbietKzjd4E7SENVViRdv4+SJl18sdlBI2KapM+TJpy8StKtpMksJ5F6g6wPrAa8j1kTKGbvWE4omJmZmZnVEBGvS9oM+DqpIboTaVnBF4BHSXMN/L20zxGSbgO+C2wLLEpqnN4NnFc6xG6kVRv2Jc1TAKkhfyLw24p4finpOdIykfsAb5AatQcDI5qcxtdyvLsB3waeAk4h9WrYpVT2blLviM1IjfIlgZeA0aTlDq9ucoyiP5J6M2wMDCKtuvAMcCFwYkTcXzif8ZJ2Iq3EsQ/pWgH8gbfnKWgqIu6TtDnwU9JSjv2Af5MmgnyVioRCRDwtaRBpToedSMtx9iUlMx4g9TIpL+vY7Nhrk+Zx2JaU2JgJPEcaznIk8HKreszeKdT9VVraPIAUczCLrr2LrHLesfP2YeumVS9oXaYT+j/6UqdDqDR9TNOluTtqxwd759/Nn+jfO6/X2GlLty7UAbdPWL3TIVSaOH2h1oU64JHXlm1dqAMmTVuw0yFUem1S/06HUGnR/u2uutezps/onSNj79vuJ/53pZlZL9E7/6YwMzMzMzMzs17NCQUzMzMzMzMzq80JBTMzMzMzMzOrzQkFMzMzMzMzM6vNCQUzMzMzMzMzq80JBTMzMzMzMzOrzQkFMzMzMzMzM6vNCQUzMzMzMzMzq80JBTMzMzMzMzOrrV+nA7D5x8ghp3Y6hEqXrLNep0Oo1L/PtE6HUGnJfhM7HUKly9daptMhVDrhxO06HUKlfhPV6RAqbb/d7Z0OodKUmb3zr0spOh1CpT69NK5pU3rnfXyzl16vGTP93snMzLrmvynMzMzMzMzMrDYnFMzMzMzMzMysNicUzMzMzMzMzKw2JxTMzMzMzMzMrDYnFMzMzMzMzMysNicUzMzMzMzMzKw2JxTMzMzMzMzMrDYnFMzMzMzMzMysNicUzMzMzMzMzKw2JxTMzMzMzMzMrDYnFMzMzMzMzMysNicUzMzMzMw6RNIYSWNqlF9FUkg6t7T93Lx9lZ6MZ36Sr++oTscxv5G0pqTLJT2f78GrnY6pQdIoSVHaNiTHObwH4xiejzmkp47Z0K+nD2hmZmZm1imNf/xHhDodi5l1TVJf4ApgDeB84GlgckeDslk4oWBmZmZm1jmfnkv1HAYcAzwzl+oz6w1WBT4M/L+I+Hqng2nTncBawMudDqQnOKFgZmZmZtYhEfHYXKrnOeC5uVGXWS+yfP58tqNR1BARk4CHOh1HT/EcCmZmZmZmTUj6UJ6fYKykqZJekDRC0gcryjbmMVhN0vclPSRpsqSnJZ0kaYmKfSrnLJC0uKRf5n0n57q+T5N/v3c1h4KkXSTdKOk1SW9K+o+kwyQt1OY1GCDpIEnX53imSnpJ0pWSNmqyT+Tx5ctJOjtft4mSbpW0SS6zqKTjJT0paYqk/0r6QkVd++T69pH0uVzHREnjJV0iac0ursdqkr4j6b587qMKZfpI+oakuyRNyHXeJembktpuJ+Xr8wtJD+d7NV7SNZK2bFJ+oTzm/fF83k9I+mnePts8DS3ubeV4/XzeZ0r6Xz7vcfm+ny5p6TbPq3EPl5d0vqQXc12jJe3eVSySNpB0VT7uLLFLGiTp0lzflHz/T5P0vvLxgRvyj0fmet46125el1F5ez9JP5L0aI5hrKRjJS3Y5Fp8MZ/3mznu8yUt36Rs0zkUJC0l6WeS7pc0Sel38t+SjpG0aKnsmpLOk/SM0u/cs/nn2Z73ZiTtIOkPkh7Jz/fEfB7frfOMd8U9FMzMzMzMKkjaBrgMWAD4M/A/YEXg88DnJG0eEf+q2PUkYFPgT8BIYChwILCJpMER0eUYcKWG/nXA+sC/gQuAgcARwGY1z+HnpOEQLwMjgAnAZ4CfA0MlbR0RU1tUsxbwM+BG4CpgPLASsD3wGUnbRcTfKvYbCNwCvAH8EVgK+CJwjVIi4oy87S+ka7wbcJGksRFxe0V9n8+xXw6MAj4B7ARsLmnjiHi4Yp+TgU1y3H8FZhS+Ox/YHRgL/A4IYEfgNGAw8KUW1wVJjXP8MHAX8CtgGWAX4FpJ34yIMwrlBVwKfA54FDg1n/s+wEdaHa8duWF+F7AE6ZwvBfqThg/smY/5SpvVLQncCrwKnEO6p7sAF0haISKOr9hnI9IzdzNwNul6TM2xbZvjEXAJ8CQwCPgmMCz/fjyR6zkKWAXYm5RYGJW3Nz7nxAjSc3E18DrwWeBg4D3Al4sFJX0P+CXpGpyXP4eSrstr7R5Q0qrAP4GVgdHAb0kJwg8A3wNOBybmsusD/wAWB64EHgA+BOxBuk5bRsRdbRz2GGAmcAdpONQAYAvS78X6pOdhjjihYGZmZmbvGJJGN/suIgbNxeMsSWoETwI2jYgHCt99FLid1Ahdt2L3TwGfiIgnc/nDgItJDeKDgKNbHP4HpH/sXwZ8ISJm5nqOITVE2j2HRsNuLLBBRDxfiOdyYFvgh6TkQlceBJaPiFnGhEtakTRe/CSgKqGwNilp8K3COfyd1Cj7J6khPqSRYJF0PilpcQipYV+2HbBdRPylEMMBpEb8aVTPR7EusE6hkdrYbzdSMuEe0v2dkLcfTmq87i7pqogY0eyiZMeSkglnAt+IiMj1HAvcDZwi6ZqIGJPL70FKJtwEbNlI5kj6MemZmht2JiVqDoyIk4tf5LfgM2vU9XHSs/vFiufwZ5IujYjHS/tsTboWZxQ3SloM+D2pDTokIm4qfHcIqfF7Rt6fiBiutGrB3sCoiBheI+5WVgc+EhHj8vH/j5S820vSYYXflVVI93g8sG7jPpZ+p9t1ASmZ8KOI+EXxC0nLkJJ9jaTTeaSE0B4RcUGh3K7AhcD5kj7cuCdd+Fx5WFXumXBOPtdTI+KOGucwGw956GGFbj/zzZ9OX3MzMzOzbtiL9Db2yGIyASAi7gf+H7COpA9X7HtyI5mQy88kJRJmAvu2cewv57IHFxsMuVF8So1zaBzrp40GUq5nOilpMRP4aqtKIuK1cjIhb3+a9Jb5Q5JWqth1EnBQqdEzAphOevN9QLG3Rm5gjiH1PKhyfTGZkJ0KPAZsIWnlin2OKycTssa1ObSRTMgxTCQlNKDFtVHqHr8HqSF4WCOZkOt5lHSvFiQ9Sw1758/Diz1DIuJVWiea6nqzvCEiJkbEbNu7MAM4pMlzuADVb7jvLScTsmGkRMdFxWRCdiLp3m/V5Fma2w5pJBPgrft+Aal9vF6h3JdI5/nrQlKo/DvdkqRBpJ4b95ISFLOIiJcLvwsbk3oj3FZMJuRyF5F6fnyQ1IumS1VztOTYG4mmoe3E3xX3UOh5S3qZIjMzM7PumZu9EFpozA2wtqrXk/9A/lyL1B256IbSz0TE45LGAqtIGpgbkLORtDhpibyxTSZsHAUc2Tp84O3eE9dXxPOIpKeBVSUNiIguu25L+hRwAOm6vIfUUC5aAXiqtO2RiHijdNwZkl4AFq14sw2pW/aGTcKouq4zJN1MeuO8DqkLfdGdTepal9QYHNXkODNyfV35ILAIcEuxcVpwPXB4qZ518nFvrSh/c4vjtetKUq+T30gaClxD6g3yQDHp0aanmiRkRpGew6pr1NU1h+rncbqkG0lDHNZh9mdpbru7YtvY/LlkYVsj5q5+p6sSWWWfzJ/XtNGroOl1KmwfTLpON3ZVkdJ8GQeRhnSsBixaKrJCi1hackLBzMzMzGx2jYnrvtai3GIV215oUvZ5UuNjAGkcdpUBbdTRrkZdzVZ/eI40F8JAuhgLLmlHUk+EycDfST0CJpIaxkNI8zpUTfDYrM7pLb5r1kZpdU0GdPFd2QBgXNX8Eblx+zIpcdKVdq4vpOtbPu70ivLNzq+WiHhS0gbAcGAb3u6WP1bSCRFRp5fL3L7mUO96zRNNEnqNe9K3sK2d38d2EgqNc2pnWde5cp2U5ve4izR3xp2kYRTjSOc5kJQgbGti1q44oWBmZmZmNrtGg3ftiLiv5r7LAVUTBL63VHdXx12uyffvbbK9q7reS0oClL2vVK6Zo0mT6q0XEQ8Wv5B0BjUnipwDra5J1Xk0eyP/GrCUpAUiYlrxC0n9SBMJvt4inuL1rVJ1fV/Px+1XkVRodn6NN9pVbbfKRmW+T7vmc1kb2BL4DnCypIkRcVaTY5XN7Wte3Les3eexofZ16Ybi7+N/K75v9/exkcBop0fA3LpOXyUlE44qzz+R51c5oI1YWvIcCmZmZmZms2tMkLdJN/adrYEtaTXg/cCYZsMdAPIQgf8BK0havaLIkBpx3NNsH0lrkFaseKKreLI1SN3ly8mEPrQxjnsuqrqufQsx3FP+vgv3kNpCm1Z8tynpLXXVCh5FD5PmiVg7vw0u2zx/FutpHHfjivLNruX4/Pn+iu/Wq9j2loiYHhGjI+JY0ioaADt0tU/JSqpYlpG3n6m617y471ty4qPxu9bqujd0+7rU0Iilq9/pdjT+fzJUrZdrbHqdsqrnqsoa+fPSiu/mWhLQCQUzMzMzs9mdQ3qreGTuPj4LSX3yDPRVDihOEJgbEMeT/u19TpvH7gMcW2x8KC079922zyAt2QdwuKRlC/X0BU7Ix2jnTfUYYE1JyxfqEKlLfdWklPPKFkrLDhbtT5o/4Z/FiTDb0Lg2v5C0SGNj/u9j8o9dXps8XOIC0tJ+s0yomJNB3wWmkZanbDgvf/40T+rYKD+AtCxolcacBLMMv5H0MSreMksalOsra/Q2mNTkOFX60vw5nA78oUZdV5C63O8m6ZOl7w4kvU3/R0S0O39CrevSTReQ7uF3iomV0u90SxExmjRvxid4e9LPt0haWlL//OMtpGTVYEk7l8rtTEq8PELrOTfG5M8hpTrWIa3+Mld4yIOZmZmZzXckndvF19+KiFfyP94vB26XdB2py3OQ3kpuRJpnoX/F/rcA90q6iNQteSip2/lo4Lg2wjuR9BZ5J+Bfkq4hdeHehTQJ2/Zt1EFE3CrpOOBg4H5Jl5DmPvgM8FFSg+T4Nqo6CTgduEfSpaQG1qdIyYQ/k5Zz7Al/Bi6XdDmpF8cnSOcyDvhWnYoiYoSkYaRr+l9JV5Du7Q6khu1F5Rn2mziU1MDbX9L6pOUwl8n1Lg7sX5rU8Dzgi6S5De6XdCVpFYGdSOPdP8jsKweMBB4lNcRXBO4gzX0xLH+3S6n8nsB+ebLKx0hv8lcn3acppGU223UfaZLM0ZKu5e3ncCBpFZKqoTSVImKCpH1Jyy3eIOli0uSLg0hLRT4P7FcjtrrXpbaIGCPpUNLv5D2l3+mBpOvz8Tar24M0meXPJe2U/1vAmqTz/xCpB1NI2ps0X8lFkkYCD5GejR2AN4C92pjc8TzShIy/krQ56VqtSVou9jJg1zbj7pITCmZmZmY2P9q7i+8OBCZFxHWSPg78kNSA2IQ0l8CzpJnWq7oSA3wP2JH05nQV4BXSMm0/Li6T2ExETJG0JakHwK6kt61jgJ+SEhxtJRRyXYdIuof0Jn8vUuP1MdLqAydWTUpYUccZkqaQrsvepOUIbyItb7kTPZdQuAw4E/g/4HOkxMZlpCUbH+lGfbuRZu/fl7cbsg+SGo+/baeCiBiXx6MfRpr88Puk63MncHxEXFsqH3mSyx+RGv7fIU2y93vgNFKD8fXSPpMlfZrUq2QrYH3gfmB3UjKl3HD+I2myvY1JjfWFSZMBXki65/e3c27ZeFLS5jjS/V6CtKrJCRExokY9jXMZmVcM+RHpd2oAKZFwOnB0RDxbo66616VbIuKXkp4jNc73ITXoryEl6tq+BhHxhKR18347kH4nJ5N+t08EXiyUvSMnqA4nzX+xHfAy6d4eHRFVc7SUj/espE1IPW4Gk673Q6Tk2z+YSwkF1V85pOYBpPAyiW+bn6/Hv596/7x92Lrpktfm1hCruat/n2mtC3XAkv0mdjqESpevtUynQ6j02IkbtS7UAf0m9s7/DW2/3e2tC3XAS1OqJnHvvKcmzPOJsLvlzWnl1eR6hxfHLd7pECot1L93/v9+xszeOTL2kZ2O6J3/A+OtXg97A6sW16y3OSNpH9IwkC9HxLmdjWbekbQVcC1wTETMtS7pcxBPADdExJBOx2K9V+/8m8LMzMzMzOxdqDgXRWHb0rw9d8PlPRuRWfd5yIOZmZmZmVnP+aWktUmT9L1EWm3jM8BSwBkRcWdXO5v1Jk4omJmZmZmZ9ZzLSCsubEea2G8yacLPs2hv1Q2zXsMJBTMzMzOzuSAi9iFN2mZzUZ434dwOhzHXRMSfgD91Oo5W5td536wez6FgZmZmZmZmZrU5oWBmZmZmZmZmtTmhYGZmZmZmZma1OaFgZmZmZmZmZrU5oWBmZmZmZmZmtXmVB+sxH1tw4U6HUOmxRcZ0OoRK/ftM63QIlQb2mdTpECqdcOJ2nQ6h0uo/uK3TIVR69uCNOx1CpbUXebLTIVR6YcEBnQ6h0kJ9pnc6hEoTZyzY6RAqzeylE5YvvtDkTodQacZMv3cyM7Ou+W8KMzMzMzMzM6vNCQUzMzMzMzMzq80JBTMzMzMzMzOrzQkFMzMzMzMzM6vNCQUzMzMzMzMzq80JBTMzMzMzMzOrzQkFMzMzMzMzM6vNCQUzMzMzMzMzq80JBTMzMzMzMzOrrV+nA+iKpHHAkp2Ow8zMzMzMzMxm1asTCsCSEaFOBzE3SYpOx2BmZmZmZmY2pzzkwczMzMysF5A0XFJIGtLpWHobSefma7NKp2PpCfPT+UraJ5/rPh2OY4ykMZ2M4Z3ICQUzMzMzm2/khktIelJS/yZlxuQyvb03r5lZRzmhYGZmZmbzo5WAAzsdhJn1Gp/Of6wGJxTMzMzMbH4zHhgHHCppmU4HY2adFxGPRcRjnY7jncYJBTMzMzOb30wCjgYGAEfW2VHShpIukfS8pKmSxko6Q9LyTcqvKek8Sc/k8s/mn9esccwdJP1B0iOSJuY/oyV9V9Js/54vjL9fVdL+kh6QNDkP5fiRJOVyX5B0Z67vRUmnSlq4or6QNErS8pLOz2XfzDHsXlF+SN5nuKQNJF0laVx5TgBJgyRdmuubkoehnCbpfe1em1zPLpJulPRajus/kg6TtFCT8kMl3ZLPe5ykKyR9qGreguK5NKlrtnH3khbM9+ZfksZLmpTLjZS0ZZ1zA/pI+r6kh/I9fFrSSZKWqIglJI1qEmfTORnqPNOSVpN0pqT/5Ws9Ll/v0yUtXVF+V0nX5XKNZ/CPktZrEufm+Vl7Q9Lr+dlZq0nZRfJ9vjffywmSbpO0W0XZls9k1b201jwuzMzMzMzmR78B9gf2k3RKRDzaagdJ+wJnAlOAK4GxwJrAV4HtJH0yIp4qlF8f+AeweC7/APAhYA9gmKQtI+KuNmI9BpgJ3AE8Q0qEbAGcDKwP7NlkvxOAIcCfgWuB7YGfAQsqLc9+DHAFcBOwFfBtoC/wzYq6lgRuBV4FzgEGArsAF0haISKOr9hnI+Aw4GbgbGAZYCqApG2BSwEBlwBPAoPysYdJGhwRT7S6MJJ+no/xMjACmAB8Bvg5MFTS1hExtVD+i7ncZOBPwHPAxsBtwL9bHa9N5wK7AfcD5wFvAssDg4FtSM9Eu04CNs2xjgSGkobqbJKv0eQ5CbTOM50TPXcBSwB/Jd2//sCqpGfwVOCVXFak52Rv0r25DHgJWBHYHHgYuLsUzrbAMOBq4HTgw8BnS8/TtAAAIABJREFUgfUlfTgiXi7EPRC4HlgH+Bfp+eqTr88ISR+JiMMrTrnpM2nd44SCmZmZmb1jSBrd7LuIGNRuPRExTdKhwMXAscDnWxz3A6RGzhhgs4h4pvDdp0kN9pOBHfM2kRqTSwB7RMQFhfK7AhcC5+eG0swW4X6u3BVbqWfCOcBekk6NiDsq9hsEfLwRa37L/j/gIFIvjUER8WD+biHgHmBfSUdGxIuluj5OulZfbMQr6RhgNPAzSZdGxOOlfbYGvhERZ5RiXwz4PaktMiQibip8dwgp0XFG3r8pSY3G4Vhgg4h4Pm8/DLic1ED9ISm5gKTFgd8C04CNIuLfhbqOAQ7p6njtkDQA+CLpumwYETNK38/2Fr+FTwGfiIgn8/6Hke7D50n38eg5iLXWMw3sDCwFHBgRJ5fqWpSU9Gr4GimZcBewVUS8VijbF3hPRUg7AEMj4rpC2V8AhwL7AscVyv6KlEw4JCKOK5TvT0qS/UjSJRFxb+kYlc+kdZ+HPPRShS447/g/nb6WZmZmZlUi4hLSm+kdJQ1uUfybwALAAcWGV67nOtLb3e1yoxXSW+8PAbcVkwm5/EWkN6QfJL21bhXnbOO6c6O+0agb2mTXo4uxRsSrOc5FgN82kgn5uynARcCCQFUX8xmkxtvMwj5PAKeQrktVL4l7mzTchpEaphcVkwnZiaQG7laSVmpyXg375s+fNpIJOa7pwA9IDdyvlo47ELigmExo1EHqfTGngtTrYgqzNrAbsb1Ss76TG8mEvP9MUiJhJm+ff3fVfaYb3ixXFBETI6K4/Tv5c79iMiGXnRERz1XEc2ExmZCdmT83aGzISZk9gLuLyYRc92RSYkjAbMNxaP5MWje5h0LvtWREqNNBmJmZmfUmdXohtOkHpK78JwCf7KLcRvlzszyUoew9pOECHyC9nV43b7++SX3Xk5IJ6wA3dhVgbkAdROr+vRqwaKnICk12LXcpB3g2f1b19Gg0Kles+O6pJkMQRpHmoVin4rs7m8TV9NpExHRJNwKr5DqfKpdps55HJD0NrCppQG7UNmK8uaL8BEn3koaIdFtEvC7pz8B2wL2SLiUNKbkjIiZ1o8obKo7xuKSxwCqSBuZEUXfUfaavJPX2+I2kocA1wC3AAxHx1kvE3Fvho8ALEXFPjXiqntex+XPJwrb1c1zN5rZYIH9WJcaaPZPWTU4omJmZmdl8KyJuk3QJsLOkXXPvgSqNruoHtahysfw5IH9WvYktbh/YVWV5rPhdpHHqd5KGUYwDpud9DwAqJx8EXqvYNr2N7xao+O6FJsdo9AwY0MV3ZXPl2rRZz0q5ntcK5ZudS7Ptde1Keku+O3BU3jY5P2c/jIg6x+nquq9MOqfuJhRqPdMR8aSkDYDhpLkgGsOExko6ISJOyT837tssvR7aMNt55AQTpARCOe71858u4y5p9kxaN3nIg5mZmZnN7w4jjav/haQFm5RpNMAHRIS6+HNDqfx7m9T3vlK5Zr5KSiYcFREbRsS3IuLwiBhOGqLQU5Zrsr1xflXn0Wzo69y6NnXreT1/NjuXqu2NYQvNXsTOlvSIiDcjYnhEfICU0NiD1CtiD9IElHXUue5RJ07qP9NExIMRsSupUb8eaX6DPsDJkr6SizUSA816zsypRtwntYh784p9PRx7LnNCwczMzMzmaxHxP+A0UsP9O02K3Z4/N2mz2kZX7yFNvm80dv7Vop418uelFd9t1mYsc8NKqlhykLfPr07X9qbXRlI/3r7Gra5NV/WsQRq68URhSECj/GzzVuSJIj9RcYzx+fP9TY5R1TPjLRExNs+hMZQ0IebgmhMzznaPJa2W4xlTGu4wvkmcfak+t7rP9FsiYnpEjI6IY0krWkCaVJGImEha4WI5SVVDYebUnaRET+24be5zQsHMzMzMDH5CerP6f1R3lT6V1IvhpDw7/iwkLSip2MC5hbQ03mBJO5fK7kxqDD1CxXj+kjH5c0ipjnVIPSt6Sl/g2Ly6RCOGVYHvkoZK/KFGXVeQhm3sJqk8b8WBpMTOP6KwBGcTZ+fPwyUtW4irL2lOjD7AWYXyI0lvt78kae1SXYdT/Rb/IVLPhmGS3lqZQNLCpAkpZyFpWUkfq6hnUdJzNZ16yxQeIGnlQv19gONJ53ZOqeydpMRPeXWMw0nDI8pqPdOSBuVVLMoavSiKc0Q0rs0Z5X0k9VFagrJb8gokFwDrSToi3+9y7Kvn59PmMc+hYGZmZmbzvYgYJ+nnzLo0XfH7hyTtS2rE/lfS30gJgQVI3do3AV4irexARISkvYG/AxdJGklqnH6Q9Cb3DWCvNpaMPI80xv1XkjYHHgXWJC2JeBlpvH5PuA/YEBgt6VpS43uX/Hlw1UoUzeQJEPclLX94g6SLSZMvDiIt6/c8sF8b9dwq6TjgYOD+PEfBROAzpEkBbyY1vhvlX5f0beB84FZJfyLNs7AxsDZpAsTNKKzOEGl50ZOBI4B7JF1OakNtRZrgsjHJZcMKudx/SNdsLGnp0G1JwxROiYg32r1WpMTUvZIuIiVDhuZYRzP7s3pC/n5kLj8un9uqpMkzhxQL132mSSt57CfpZuAxUo+I1UkTUE4hLeXY8Lu8/57Ao/n5fwlYHtgiH3N4jetQtj/p9+AnwJ45phdy/WuR5lbYDaiaSNTmIicUzMzMzMySU4BvkVYYmE1E/EHSv0krQ2xOavxOJDUqL6E0p0FE3JFnzz8c2JLU8HoZ+CNpSceHWwUUEc/mt8THkLrqDyUlJr4F/IOeSyiMJzXUjwO+TGokPwCcEBEj6lYWESMlfQr4EemcBpASCaeTrk25od6snkMk3UNqYO5Fagw/RrrmJ0bE1FL5CySNIyUIdiU1hG8krXhwQi72OrM6kvT2/WvA13OcF5IaxA+Uyo7J5YeQnpFlSA37h0nzDVzYznkVfA/YMR97FeAV0nKhP85LJBbP7TpJOwA/Br5Iejb/ns/zKCrUfKb/SJoAdGNS8mdh0sSLF5Ku9f2FegPYS9I1pGu2S973OdKqF1fWvA7luF+XtFmue3dgJ6A/KanwKOm6/X1OjmHtUWGFj3lzACm6u/zhnOzbW7V7Tu/Gc5/5/Ad65SQoV0wsr7zUO/TvM63TIVQa2Kc7Kx7Ne3tctn+nQ6i0+g9u63QIlZ49eONOh1Dp0K/05Pxi7XthepdDZDvmkYnN5iHrrIkzms1p11mPjl+2daEOWHyhya0LdcCMmb1zZOyoT5/wrvr30TuBpABuiIghnY5lXsnd5h8HFoyIbnfHN5vf9M6/KczMzMzMzOYySQMlLVLaJlKPhpWAyzsSmNk7lIc8mJmZmZnZ/OKTpDktriUNT1gsb/sEab6D4R2LzOwdyAkFMzMzMzObXzwM/AX4FPBZUnvoadL8GT/PKwiYWZucUDAzMzMzs6beTfN6RcQTwJc6HYfZu4XnUDAzMzMzMzOz2pxQMDMzMzMzM7PanFAwMzMzMzMzs9qcUDAzMzMzMzOz2pxQMDMzMzMzM7PavMqD9ZjnZ0zodAiVxk5bqdMhVOqvaZ0OodIbfRfudAiV+k3snRNQP3vwxp0OodLyx93a6RAqPb3XUp0OodKLU5fodAiVXpi8eKdDqDRp+gKdDqHS65P6dzqESjN66QT602f4vZOZmXXNCYWeN15SdDoIMzMzMzMzsznhhEIPi4i2Xr856WBmZmZmZma9mfuymZmZmZmZmVltTiiYmZmZmZmZWW1OKJiZmZmZmZlZbU4omJmZmZmZmVltTiiYmZmZmZmZWW1OKJiZmZmZmZlZbU4omJmZmZmZmVltTiiYmZmZmZmZWW1OKJiZmZmZmZlZbU4omJmZmZl1QdIqkkLSufP4OCFpVGnb8Lx9yLw89pyqiv2dbl6dk6RRkmIu13lujneVbu7fI8/4nJC0T45xn9L2MZLGdCYqc0LBzMzMzOY7kj4k6deS7pf0mqSpkp6VdJWkr0haqNMxmpn1dv06HYCZmZmZWU+S9GPgSNLLtduA3wMTgOWAIcDvgG8C63UoxKJTgQuBpzodyHxoLWBSp4No02HAMcAznQ6kAz7d6QDmZ04omJmZmdl8Q9KPgKOAscAXIuKOijLbAj/o6diqRMTLwMudjmN+FBEPdTqGdkXEc8BznY6jEyLisU7HMD/zkAczMzMzmy/k8eXDgWnAZ6uSCQAR8Rdgm2Z1SLpQ0suSJku6OycgyuUGSDpI0vWSns5DKl6SdKWkjWrEXDmHQmN8v6RlJJ0p6TlJUyT9V9KXm9TVR9I3JN0laYKkifm/vympsl2Qh4acncepT5H0oqSbJH2zSfm24pE0JJ/DcEkb5KEm48rzAEgaJOnSfNwpkp6UdJqk91XU2ZhHYFVJ+0t6IN+jMZJ+JEm53Bck3ZnP/0VJp0pauKK+qjktFpd0RB4q87qkNyQ9JukiSYOqrkkzkhaS9FNJT+Rze0zSkZIWbBaLpPdK+p2kZyTNaMwn0NUcCvn6XpT3mZLvzbWSdmkS1zx7xludRy6zhqSLJY3P9+hWSZ/r4jp6DoUOcg8FMzMzM5tffBlYALgwIu7vqmBETKnYvDJwJ/A4cD6wFLArMFLSlhHxz0LZtYCfATcCVwHjgZWA7YHPSNouIv42h+czELgFmApcAiwEfAE4W9LMiPh9qfz5wO6k3hm/AwLYETgNGAx8qVg4N+IuzvX+DfhjPubawMHAb+cwHoCNSN31bwbOBpbJ+zd6ilwKKNf3JDCINBxlmKTBEfFERZ0nkIau/Bm4lnTNfwYsKGkcaWjAFcBNwFbAt4G+ud6mckLib8DGpKEyvwOmAysCm+f6RndVR8mfgPXzuU0DhpESXutJ2j4iyhM3LgXcThqecxkwE3ihRcxfI92nGcCVwKPAe0jDeb6VYyjqiWe86XlIWpN0bZcGrgbuBdYg3a+ruzpX6wwnFMzMzMzsHUNS0wZbRLR6Qzw4f17XzcMPAYZHxFGFeEaQGpkHAcXG1oPA8nnIAoXyK5IabCfl/ebE2sBZwH4RMSPX/yvgPuAQ0twQjePuRkom3ANsGhET8vbDgRuA3SVdFREj8vZlgBGk9sIWEXFDxXl0O56CrYFvRMQZpfoXy+X7AUMi4qbCd4eQkgJn5P3LBgEfj4hncvnhwP9I92gSMCgiHszfLZSvyb6SjoyIFyvqa/goKZlwRUTsWIq3DzCgi32rrAV8JCLG5zr+j/QMbQvsQWrQF30sb9s3Iqa3qlzSh0nJoteBTSLiv6Xvq+7hEOb9M97VefyGlEw4MCJOLtQ5jJRUsF7GQx56r/G5S9A7/k+nL6SZmZlZ1ugm/3Q3938S+GlxQ0RcQ5owcYPS9tfKDa28/WnSG+kPSVqpm3E0TAK+32i85/ofIPUSWCs3yhv2zZ+HNpIJufxEUmMf4KuF8nsDSwC/LScTCucxJ/E03FtOJmTDSG+yLyomE7ITgTHAVk2u4dGNZEKO4VXS2/lF8vk8WPhuCnARsCCpgd+ON8sbImJmIzFQw9HFfSJiMqm3Brx9v4qmAj9sJ5mQfZOUkDm6nEzIx6u6hz3xjFeeR05EbAU8QZqMtFjnSFLiy3oZ91DopSJiqU7HYGZmZtbbtNELYV66t9hYLhhL6ro/C0mfAg7I372H1GgtWoE5W73h0Yh4vUk8AEuSupUDrEvqWj6qovwNpC7x6xS2fTJ/1ulmXieehjub1LVu/ry+/EVETJd0I7AKKebyNby7or5n82dVD5dG8qHqjX3RA6Qu+LtJWhkYSRqqcXdETG2xb5WqBvLNzH4vGsa06EFR1p172BPPeLPzaJzzzU1iGAVs1jx06wQnFMzMzMxsfvEc6S30Ct3c/9Um26dT6vkraUfSW9rJwN+Bx4CJpEb9EFLDaKFuxtFOPJDmBWgYAIyravjmBvrLpAZhw8D8WWcZwjrxNDzfZJ/G8IFmKxc0tg+s+O61LmLo6rsFmhwLgIiYIWkL4MfAzsCx+as3JP0eOKzY+6MNs81/0OReNDS7Vs3M7Xs4t57xVve82bwQdc/feoATCmZmZmY2v7gZ2IK0bv1Z8/hYR5O6dq9X7GIPIOkMev5N62vAUpIWiIhppXj6kSZDLPYuaDQsVwD+Mw/jajY8ttHwf2+T799XKtcj8hCF7wHfk7QG6T7uB+xPasDvWaO65Si9vW9yL946fM1wi/dwXiyB2d1nvNU9X67J982eBesgz6FgZmZmZvOLc0iz6e+UJ6xrKk/WNyfWAB6oaGj14e3JIXvSPaR/+29a8d2mpN4D/ypsuz1/fmYex9XMPflzSPmL3OjeJP/4r/L3PSUi/hcRZ5EazhNI8z7UUdXgHky6F/dUfFfXvL6Hc/sZb5zzYElVvVmGdKNOm8ecUDAzMzOz+UJEjCEty7cgcJWk9arKSdqGOV+ibgywpqTlC/UqH7/LZMY8cnb+/IWkRQoxLUJaMQFm7bXxe9Jb8m9Kmi0J0WSFgLnpCmAcab6CT5a+OxBYFfhHRMzJHBS1SFpV0moVXy1J6to/22SNLRwhaclC/f2BX+Qfz+lelLP4LWmowhFVCbS5cA/HMBef8TyZ499J93b/4nd5lQfPn9ALeciDmZmZmc03IuLn+Q33kcBdkm4lTeI3gdTVelNgTaon9qvjJOB04B5Jl5J6RnyK1ND6M7DdHNZfS0SMyI2yXYD/SrqC1PV8B1ID7qKIuKBQ/mVJu5PGyP9T0tWk5R+XAD4OvD/vN6/inSBpX+Bi4AZJF5OGBwwiLRX5PGmoQU9aG7hM0l2kJROfBZYl9UxYgLfnVGjXg6R7cQnp+RgGrA5cxexLRtYWEQ9I+hZvP4cjgUdJyzKuT0oYbT4Hh5gXz/i3gduAX0naGvg3qSfEjnNQp81D7qFgZmZmZvOViPgJ8FHS0nQDgC8DBwGfI00s91XmcFhCXgrxy6TJA/cGvkSaKX9DOtdNfzdSg+0VUmP8G8B40tvg3cuFI+IqYD3gAtIM/D8EvkBKRPyiXH5uy0sFfgr4KzA0H38tUiN2UEQ8Pq9jKLmb1JtjOrAN8APScILRwGcj4pc169uF1HNkO9I96EN6u79TRMyVpdcj4v+RnuW/kIYMHARsD7wE/GYO657rz3hEPEpaneJS0r0/gJS82gG4bE7itXlDc+lZbX4AKSJCPb2v9T7PPrP8vH3YuuniNzrR67C1/prWulAHDOw7qdMhVDriwtn+HdQrLFBnrucetPxxt3Y6hEpb3D+x0yFUenHqEp0OodLjE5bpdAiVJk3vcqL0jhk7bsnWhTpg0YWndDqEStNn9M73Tv/e9mj/29DMrJfonX9TmJmZmZmZmVmv5oSCmZmZmZmZmdXmhIKZmZmZmZmZ1eaEgpmZmZmZmZnV5oSCmZmZmZmZmdXmhIKZmZmZmZmZ1eaEgpmZmZmZmZnV5oSCmZmZmZmZmdXWrweOMV5S9MBxzMzMzMzMzKyHzPOEQkQs1d19nYh4d7ll8vs6HUKlu19bpdMhVFqo7/ROh1Bp8X6TOx1Cpe23u73TIVRae5EnOx1Cpaf36vb/muep6z+6aKdDqLTgqPd0OoRKj7zQO+OaPrVvp0OoFDN6Z8fM6dN7Z1wze+n1MjOz3sN/U5iZmZmZmZlZbU4omJmZmZmZmVltTiiYmZmZmZmZWW1OKJiZmZmZmZlZbU4omJmZmZmZmVltTiiYmZmZmZmZWW1OKJiZmZmZmZlZbU4omJmZmZmZmVltTiiYmZmZmZmZWW1OKJiZmZmZmZlZbU4omJmZmZmZmVltTiiYmZmZmdlsJN0taUKn42joTfH0pljMOskJBTMzMzN715MUNf/s0+mYzcx6u36dDsDMzMzMrAccVbHtQGAAcDLwaum7e+d5RL3fTsBCnQ6il/K1McMJBTMzMzObD0TE8PK23AthAPCriBjTwyH1ehHxZKdj6K18bcwSD3kwMzMzM2tC0icl/UbSfyS9KmmypIclHSNp8Yry++chEztL2kbSzZImSHpN0hWS1mhynI9IujIfY4KkmyRtWayvVH5rSWdLekjSG5ImSbpP0mGSFqio/4Rcz3qSviRptKQ3Jb0s6XxJ76nYp+k8AZK2lfRXSS9JmiLpKUmXStq0VK6vpO9K+pekifncbpe0bxfXfB9J9+Zr/Xw+z2WblK28Pvm7xfJ3fyltX1LS0ZIeyNfudUmPSrpA0seaxdXq2uRrEpJ+KGmwpGskjc/blsll1pN0iaQn83V7Mdd1YqmulST9JF+rFyRNlfS0pPOaPUN5v8H5PjyX93lW0tWShhXKSNLXJY2U9ER+Dl6VdIOkL3RR97L5OXo435vx+RyHtHPN7N3JPRTMzMzMzJrbH9gCuBG4BlgAWB84BNha0sYRMbliv12BHYC/AL8F1gaGAetJ+nBEvN4oKGlt4CZgMWAk8CDwAeBq4K9N4vox8F7gjrzPYsAmwM+BwZK2jYio2O9gYNu8zz+BTwF7AB+VtF5EzGh1QXLj9/vAa7meZ4AV8vF3IV0rJPUBLs3n/QRwBtAX+DxwlqRPRsTXS3UfAfwEeAU4G5gAfC5fnzkmqS9wHbBOrvNqYCawErAV8HfgP3N4mC2AXwDXA78j3afpkjbMx5wCXAk8CQwk3evvAj8o1LE16RpfD9wNTAI+COwObC9pw4h4uHRuBwAn5fpHAo8DywEbAl/L2yDdgzOAO0nPwAvAsqTn4k+SDo2IY0t1fyDHskLe5ypgCWB74DpJe0bEiO5dLnsnc0LBzMzMzN4xJI1u9l1EDJoHhzwceCoiZpbiOAD4FfAV4DcV+20PbBYRtxb2+TUpQbEHcFqh7JnA4sBeEXF+ofzOwMVN4torIh4vb5R0EmluiM+SGn1lnwY+ERGP5PICrsjxDqV5AqNR/+dJDd2H8vm9WPhOwPKF4l8hJRNuBbaMiDdzuSPytq9J+ktEXJm3rwUcSWrgrhsRz+btPwL+DGwDTOwqvjZsQEom/CEi9iydWz9SYmZOfQbYIyIuKNW/Lykh9ZmIuK703TKlOv4CjIiISaVyGwI3AD8FvlDYvh7wS+AlYHBEPFrab8XCjzOA1cvPj6SFScmW4ZJ+FxGvFL4eQUqMDGvcr7zP0sAtwOmS/hoR5blI7F1uvh7yIGmc6s/46z81/3T6PpuZmZl1V0SMKScTstOAqaRGeJVzismE7Mz8uUFjg6QP5Z/vKyYT8rEvIfVAqIprtmRCdlL+bBbX8Y1kQq4nSG/RZ4mrC9/Jn98tJhMadUXEM4VNjWENBzWSCbnc68D/5R+/Wii/F+nt+YmNZEIuPx04qI3Y6nizvCEips+lBvHN5WRCG8d+ufTz8+VkQt5+BykZs3Xpq2+T2naHl5MJeb+nC/8dVc9PvkenA/2BzRrbJX0KGASc///Zu+9wO4r6j+PvTxJCL4mhioIFEYh0EBBIaCpC6KAoKs0KCoqggEAQxAIqTVR+UgRFpYMUQUqo0qQJiNQgLUACBEIaSb6/P2YObPbuufecW3JOcj+v57nPJruzM7OzeyHz3ZnZYjAhnzMBOIYUENuuw5XaPK+/j1AYEhFqdSXMzMzMrDF9NAqhLknzA98kDeX/KGmYd/Gl3HvrnHpPxb5n83ZIYd9aeXtbnXxuIQ1ZL9drMeA7pBEAHya9WS/+u7an9apnA1Ig5fquEpKubSrwz4pjNxTS1KydtzeVE0fEQ5ImkDq7PXEvaXTFV/Iw/stJbX9vRLzdw7xr7qqz/8+kqQfXSLqA1Ia3R8TTVYnzaJCvkNroPZT6bpIWjYg38183yNurG6mgpA+Rpr9sBiwPLFhKUnx+NszbJSWNrsiulnaVRsq2eUt/DyiYmZmZmVXKQ/gvJ70Nfhy4mDQcf3pOcgj1Px1Y9aZ7Rt4OLOxbPG9fqpNPh/2SFgBuBT4GPEAajj4BeBsYDBzaC/XqIAdXFqBiCkidOs4PjK1ayyEi3pT0FmkNgZqu2mIcsGJn5XYlIqYpLRx5FGkth9piiK9LOgM4ojiaopvG1Sl7jKTNSetvfB7YC0DSw7ncS2ppJR1OmtYwHriOFPSZAgQpuLUKqX1rAYUl8rF3RnbUI2lV0iiHRYAxpCDEG6SpEB8Bdmf25+c9ebtN/qmnN6aL2FzGAQUzMzMzs2ojSMGEy4Edi53o3Lk+ohfKqC3OuHSd41X7P0cKJvw6IvYvHpC0Eimg0OtyZ3wKsIykAZ0FFSJiqqTp1LkupS9kLExa0LFmYt4uTVqwsGyZin21OlT1a5ao2EdEvEJay2J/SSsDI4FvkBZFXDj/uSfqTvmNiDHAmBxwWY+01sV+wIWSNo6If+a1DA4ntcG65ekQkraqyPp1UvssBzxXcbzoEFLwZtc8raaY91dIAYWi2n3ZJyLO7CJv62f69RoKZmZmZmadqH2e79KKzvMm9M6/pe/L20/UOb5xJ/W6qOLYiIp9velO0iiILRpIex+woNJCgmWb5e29hX21P3e4BknDefdNedFrefu+imPrdlXBiPhvRPwO2JQ0wmOHrs7pDRExNSJuiYhDSSMWBvDuGgTvJU1BuKkimDCEFEwquyNvt26g+A+TAjGXVhyren5qeW/SQN7WzzigYGZmZmZWbWzejizulLQccFJvFBAR/yGta7C6pPJXB3bh3bnxjdRrZdICeX3p5NpW0lKl8pXbpqb2NvvneURHLd2ipOH8AGcU0p9D6ugeVMxH6esLx9epz915+8VSGUuRPqE5G0krSaoKPgwjjXLosBBib5H0iWIdC2qjOGplP0uafvDxPJKhdv78pMVAF63I49ektjtW0ofLBzX7Vx7GkvqBm5TS7EiailF2EynYs4ek8uiF2rlr52CH9TOe8mBmZmZmVu0m0lv2L0lakfSmdjnSPPJ7gGV7qZyv5bL+kBfie4Q0l3170ucSR/Hu0H6AC4EjgSOUPhf4EGltgVGk6Rmf7aV6dRARl0g6kfRpysckXUqat78M6S3/30nTCSB9PWIUsC3wkKTSVH3VAAAgAElEQVTLSes07EQaUXBmRFxWyPs/ko4GjgYelHQ+MInU3oOA/5IWECzW5wlJlwA7AvdJ+jtpccltSQs/lhcK/Dipne8kLc44jtSh34G0qOXPetZCnToaWEfSrcDTpDURVid9keMVcgAmTy35Dakd/y3pCtKIhS3y9jZKI1oi4h5JB5E+HfnvfF+eApbM1/wsqU0ATiE9I1fmxSFfBtYAtiR9pnS3Ut4haVfSIpLn5XLuJq3fsDxp0ciPkkZOvIb1Kx6hYGZmZmZWIa/6/2lSx/gDwAGkztnJdOzk96Sce4GNgCuBzXM5y5Dm19emAbxRSP86aXTChaQvI3wbWJW0dsJXe6NOXdT3O6QO/N2koMdBpM7ofcBfCulm5XTfIQUGvkH6asG4vN2Xkoj4EWmxwudJn538MmmaxSY5jyp7kO7JEqT1CDYCfpLLKLsNOIHUD9om132rvH/LiDi94pzeciIpQLQSsGeu64p5/1qlT24eBBxGGqnwDdJ0iFtIn/ast+jjiaSpJP8g3Y+DSdf4HPC7Qro7Sdd8D+n+fY20COM2wLlUyJ+ZXAsYTQrufIkU8Pg4acHSfYAnGmwHm4eoYtHVtiEp+vKzjn2dv83ugifXacuH7fLxa3WdqAXmHzij60QtsOigqa2uQqWBasvHizUWqlpTqvWee3toq6tQ6YbhC7e6CpUGj+mtl5C967GXluo6UQvMmN7pQvEtEzPb8z3KoAV660t1vWtWm7bXU7sf1q/+7SbpMlJn8n0R0dVie2Zmc1R7/p/CzMzMzKyfkDSfpCUr9o8ijYS428EEM2tHXkPBzMzMzKy1Fgeel3Q9aZ2AIM2t35y0UN+3Wlg3M7O6HFAwMzMzM2utSaR1GjYnLba3IGmhvPOA4yLi4RbWzcysLgcUzMzMzMxaKCKmAt9sdT3MzJrlNRTMzMzMzMzMrGkOKJiZmZmZmZlZ0xxQMDMzMzMzM7OmOaBgZmZmZmZmZk1zQMHMzMzMzMzMmuavPNgcM3HmQq2uQqVJM+ZvdRUqTZ/Vnr+eA4hWV6HStDZtr5cGL97qKlR6efpira5CpcFjlmp1FSpNH/liq6tQSRcs2eoqVBowsD3/OzFz0sBWV6HSjFZXoJ6ZanUNzMyszXmEgpmZmZmZmZk1zQEFMzMzMzMzM2uaAwpmZmZmZmZm1jQHFMzMzMzMzMysaQ4omJmZmZmZmVnTHFAwMzMzMzMzs6Y5oGBmZmZmZmZmTXNAwczMzMzMzMya5oCCmZmZmZmZmTXNAQUzMzMzMzMza5oDCmZmZmZmZmbWNAcUzMzMzMzmMZJWlBSSzi7tPzvvX7EFdQpJY/q4jHUl/UPS+Fze/Xl/S65b0lhJY3shn1bet5aVbe3PAQUzMzMz6xck7ZM7Rld3kubKnOabc7Ju3TEnOuhzE0mLAVcC6wN/AY4GftvSSpnN4wa1ugJmZmZmZnNCRJwhaTtgO0n7RcSvi8clfQP4DHB1RJzWkkr2nueBVYCJra5IwSrA5D7Mf31gKeDwiDiuD8tpxha9lM+hwE9J93VOa2XZ1uYcUDAzMzOz/uQrwIbAzyVdFxH/BZD0EeAEYAKwdwvr1ysi4m3g0VbXoygi+ro+y+XtC31cTsMi4sleyudF4MXeyGtuKtvan6c8mJmZmVm/EREvk4IKCwF/lDRI0iDgj3nfVyNiXNW5knaXdKOk1yVNlfQfST+UNH9F2pA0RtIwSadLelHSNEkPS9qrTv4DJH1d0t2SJkl6K//5G5IGFNLtKSnyX0fksmo/o3OayjUU6sl5XiTpKUlTJL0h6TZJe9RJPybnP7+kYyU9na/vSUlHSRpcr01K+5aTdGQua5yk6ZJekHSepFUbrPuKuT3+kHedVWiPPXvruiU9mus3rE5e389l7l/Y12ENhdr9y9ttJN2e7/Vrki6UtFJF3h3WMSje4/znv+S1I6ZKukfStnWut1b2Zvk+vpmv+0pJqzRSdt6/naTrC8/2C5Ju0lwwXch6j0comJmZmVm/EhGXSTqTNBLhyLx7PeDsiLi46pycfi/gOeAi4HVgA+AYYAtJW0XEjNJpSwC3AdOBC4H5gV2BMyXNiog/lNKfC3weeBb4PRDAjsBpwMbAF3K6+0nrAxwFPAOcXchjTEON0NFvgIeBm0lvo99Dmv5xrqSVI+KIOuedT2q7C4G3ge2B0cC6kraLiKhzXs2mwA+AG0ntOglYCdiFNDXlExHxQBd5vE5qjzVz+ZeR2ojCtp5mrvsPwHHA7sApFXl9mXSvz+uizJqdgK2BS0j3bU1gZ2AzSRvVRs80YAXgLuAp0jM0FPgscJmkLSPixopztiW11dWkdSZWJV33epJWjYjxnRUo6avA74BxwN+A8aTpJquTfk/m9ilD1iAHFMzMzMxsriHpX/WORcQ6TWR1ILAZcFj++1jg23XK3JPUSboE+EJETCkcG03q2O8HnFQ6dQ3gDOBrETEzpz8ReBD4Pu++UUfS7qRgwn3AphExKe//IXAT8HlJV0bEeRFxP3C/pKOAsRExuonrrmd4eXh+HmVwNfADSb+NiKo59KsAq0XEa/mcw0nBgW2BPUgd3M7cACwdEW+Wyl6DFIz5KanTXVdEvA6Mzvdpe+DSiDi7i3Jrmrnuc4FjSYGDU0rnrEdqi4sj4tUGyx4FjIqIKwr5HACcSOqQN7r+wkhgdEQcXcjnPODvwMGk+1G2A/CpiLi+cM5PSMGdvYGfd1Hm10jBkzXyqJ931BvBYfMmT3moIOlVzT50zD89+Gn1/TQzMzMryx3YHwED8883yp3aggOAGcDexWBCdgxp3YUvdDgrLUD43VowIZf7CKmjvIqkRQppa+s2/KAWTMjp3yIFHwD2beTauqNqrn9ETAd+TXoJWa9ze0wtmJDPmUpaxA8aWIsiIl6uavc8KuEG0tv6+bq+gu5p5roj4jngemAdSauVTvty3pZHnXTmhmIwITsVeBLYXNIKDebzDCnQ8Y6IuAb4H2mhyip/KQYTstPztt45ZTNIo1Jm09XoBpu3eIRCtSERoVZXwszMzMxm1+QohLokLci7HXVIUxH+XpFuIdJIg/HAgVLlPxGnkd5Olz0eEW9U7H82b4eQhvgDrA3MonrKwk3ATGCtqsJ7g6T3k9pjC+D9wIKlJO+tc+pNFftupYn6StoG+DqwLjCMjn2UYfTRooDduO6zga1IAYRDch6DSdMgXgauaqL4Dm0XETMl3Qp8iNR+zzSQz/3FoFXBs6QFSKvcUyc9pOeyK38CfgE8IukvpGu5LSJeaeBcm4c4oGBmZmZm/dHPgY+SpimMAPaWdGlE/K2UbgggYEnS1IZmvF5nf22thYGFfYsDr+a347OJiBmSanPUe52kD5Lm4A8BbgGuJX1uciawIqnz3GHhyeylntS3MMT/NeAfpLfqk0nrR+xACubUK7tHunndlwBvAHtIOjR35LclrVtwYsU6Gp3p0HZZbVHQxRvMp7PnrN6I9A7n5PsGsz+XlSLil/kef5M0VehAICTdBBwcEVUBC5sHOaBgZmZmZv2KpE+S1jz4N+nt9EqkN7b/J2l4acj2xLy9LyLW7sNqTQSGSpovf/KxWN9BpLf0VaMdesN3SYsR7lVeeyCv7fDlqpOypUlBgOI5DdU3pxtN6kCvnT9PWDxe7+16b2n6uiNiiqTzSdNPtiKNaunOdAdIbVdlmbydWOd4W4iIc4BzJC0BbERaQHRv4BpJH/Vohf7BayiYmZmZWb8haShwFmnu9x4RMS0iHgKOIHXwflNMn9czeBhYLZ/bV+4j/dt804pjm5LeGt9b2j+LBt4mN+DDeXtRxbERXZxbdXxjUr3u6+LcYaQvYdxeEUxYhDQNpC9197rPztsvS1qStGjkg3mxzGZ0KEPSQFL7Qdft1xYi4vWIuCoivkJqm6FUP8c2D3JAwczMzMz6k98CywE/jIgHC/t/QRr2voukPUrn/BIYTPrc4xLlDCUNkdTTzu+ZefuTvG5DLe+FSF86gPTFiKIJwPt6WC6kL1xA+lrAOyR9iq4XgjxC0jtz7iUtAPwk//WsLs59mTS9YZ3iApV5EcaTSAGHvjQ2b0cWd3Z13RFxG/A46YsSXwfmY/ZPdzZqc0nblvbtT1o/4caIaGT9hJaQtJmqFxSpTXOZPCfrY63T7lMeXvNXAszMzMysN0j6ImnxxZtJAYR3RMQsSV8mfdLxFElj8qr+RMSZktYhzRd/UlJtBf2hwAdIb2PPInUuuyUizpO0PbAb8LCkS3l3HYEPAH+NiD+VTrse+Jykv5FGL7wN3BwRNzdZ/Gmkz2JeIOlC4AVgOPBp4Hzgs52c+59c3wtz+duTOsRX0sUnI3Obn0z6VOG/JV1GCtxsRmrbG/Of+0pPrvsc0hc+jiCtVVC+N434G3CJpEuAJ4A1SaMdXiU9a+3sEmCSpDtIgRkBmwDrAf8Crmtd1WxOausRChExNCLUVz+tvj4zMzMzmzPyav6nkOb1fykiZpXTRMTTwHdIw/DPLL6BjYj9gFHAP4EtSfPvtyMtnHc8aWHBntqdtLbDBOBrpADFa6S31p+vSH8A8GfSZ/5+SOrgbt5soXmkxmbA7cA2wDeAxYCdSCM6OrMbaXTFqFzPAaR1EXaOiEZeDB4BHARMIV3zTqT1LNantDZDb+vhdZ9DmnIyH/D3iHi5G1W4mLTuwPtI93KjvG/DiHi0G/nNST8A7iZNS/kmKTAzH2lNks3K64DYvEuN/Z7PmyRFVWCh3n7rmd8/tklbPmxXvrJ6q6tQafCAqq//tN7i85U/v90eps1qzwFXH1v0uVZXodLz0xr5ItSc99gbfbKAeY9NH9knXyvrsWcuaM//fs18uzemdPe+mRMHt7oK1RZsz//eM7M9/yk0dq9D2rNi/YykMcAI/5u5eZL2JI1o6bAYpNncpq1HKJiZmZmZmZlZe3JAwczMzMzMzMya5oCCmZmZmZmZmTWtPScdm5mZmZlZ24qIka2uw9wqr5twdourYdYrPELBzMzMzMzMzJrmgIKZmZmZmZmZNc0BBTMzMzMzMzNrmgMKZmZmZmZmZtY0BxTMzMzMzMzMrGn+yoPNMQ9Men+rq1Dp6deHtroKleYbMLPVVai08ODpra5CJSlaXYVK8w+Y0eoqVHpp6qKtrkKlx15aqtVVqKQLlmx1FSqtsOuDra5CpVkj1m51FSo9s/XAVleh0szpanUVKmlme9bLzMzah0comJmZmZmZmVnTHFAwMzMzMzMzs6Y5oGBmZmZmZmZmTXNAwczMzMzMzMya5oCCmZmZmZmZmTXNAQUzMzMzMzMza5oDCmZmZmZmZmbWNAcUzMzMzMzMzKxpDiiYmZmZmZmZWdMcUDAzMzMzMzOzpjmgYGZmZmZmZmZNc0DBzMzMzKyNSdpfUkjapdV1sc5J2jbfq++V9t8jaVKr6mXWVxxQMDMzM7N5Xu7kNfOzZ6vrbGbW7ga1ugJmZmZmZnPA0RX7DgQWB04CXi8du7/Pa2TzohuBVYCXS/t3Buaf89Ux61sOKJiZmZnZPC8iRpf35VEIiwMnRsTYOVwlmwdFxFvAoxX7n2lBdcz6nKc8mJmZmZnVUZv7LmlBScdKekLSdEmnFtIsJOlISQ9LmiJpoqQbJW1fkd/wPKXiVEmrS7pS0mu5jDGSRnRRn09LujWnnyjpUkkfrpN2kVyvf0uaLOlNSbdI2qkibd11GnI+IemK0v4hko6R9EjO+w1Jj0v6k6SPdXYdhTxq7btAbt+ncxs+LOmLOY0kHZDLmSrpGUmHSVKdPL8o6bZcn8mSHpB0kKT56qTfUNJlksZLmibpKUknSlqyIu2FuS2WlvS9XM+ptbbxGgrW33iEgpmZmZlZ5wYAVwArA9cAE4BnACQtSBrmvj7wb+AUYDFgV+BSSYdHxHEVea4C3A7cCfwWeF8+5zpJO0XE3yrO+SywQ67Lb4A1gO2BdSWtGhFv1BLmzvAYYFXgLuD/gMHA1sBFkg6NiJ92t0EkDQSuB9YCbgGuBmYB7we2Av6R26Oh7IBLSG3ydyCA3YBzJE0BPpmv+8qc747Aj4GJwK9L9ToZ+BbwEnAOMBUYBZwAbCFpVETMLKTfDfgTMBO4AHgO2AA4ANhe0ici4oWKOv8e2Ai4CvgbMLnBazWbpzigYGZmZmZzDUn/qncsItbpo2IXBBYFhkdEea2FH5KCCRcBn611ViUdA9wDHCPpqogor8mwOXB0cSqGpN8BNwG/l7RCREwtnbMdMCIibi+ccwqwP7AHcFoh7W9IwYT9I+LXhfQLkTr/x0q6OCIea6IditYnBRP+GBFfLB6QNAhYpIm8FgIWJrXvpJzHqcCDwOmk9QiGR8TL+diPgSeBH1AIKEjaihRMeALYICIm5P2HkTr+WwP7ASfn/UNJgYEANo6Iewp5HUO6t6cCHUZ0AKsBa0TEc01cp9k8x1MeDEmvqvmVjxv+afX1mZmZmfWCQyuCCQB7AzOAg4pvviPieeCnpH9v711x3sv5OIVzbgEuBpYCtqk456xiMCE7PW/Xr+2QtDypEzymGEzIZUwGDgMGAp+rKKNZU8o7ImJGnbbqzMG1YELO42HgX8AQ4MhaMCEfe5k0kmF5Se8p5FFr56NqwYScfjpwUP7rvoX0u5ICRWcXgwnZj4FxpFEKwyrq+2MHE8w8QsGSIRFROQfNzMzMrJ304SiErtxV3iFpWWAZ4L91Ft27IW/Xqjh2Z8UIBEjTFHbO51xUOlbu9AI8m7dDCvs2IE0jmE/S6IpzFs7bVSqONepe0uKDX5H0EeBy4Dbg3oh4u8m8ZgH3VeyvTTWoGpXyfN4uT5qCArB23t5QThwRD0h6FRguab5cx87ST5V0OykwswZpekdRh+fBrD9yQMHMzMzMrHOTI+LNiv2L5+2Ldc6r7V+i4thLdc4ZV8q7qOqt/4y8HVjYV3tr/4n8U08z0xJmExHTJG0KHEXqdP+iVkdJZwBHRESH0Qt1TMmjCMpq1zaxk2PFhRYXJwUn6rXti8BQ0hoXE+jZ/RtXsc+s3/GUBzMzMzOzztWbwlnr6C5T5/iypXRFS9c5p5ZX1TmNqp17TESok59RhXNm5W3VC8eqDjUR8UpE7B8RywEfBb5OWqzyIOCXPah/d00k9W+WqnN8WdK9fLOQHrp3/zyt1wwHFMzMzMzMuiUiXiS9qf5QXregbLO8vbfi2MclLVCxf2TeVk0BaNQdebtJE+e8lrfvqzi2blcnR8R/I+J3wKbA26SvMsxptTYbWT4gaXXS6ISHCqMhOks/P7AhKXBQXlDTzDIHFMzMzMzMuu8s0rD7n0t659/WkpYjfYUgcpqypfJxCudsQpo+8DLpE4ndEhFjSZ9hHCnpu8V6Fcr6iKRi8ODuvP1i7kzX0i0FdPjspaSVSufXDCONcmjFZxTPzNvRkt4ZVSFpPtJnIwHOKKQ/H5gE7CVpjVJeh5JGKFwWEeP7qL5mcz2voWBmZmZm1n3HAlsBuwOrSrqG9OWA3UhrGRwZEVWjDW4AvpeDCHcC7yd9dWAmsG+dBRub8RXgA6S1DfbNCwyOB5YjffJwbWAUeVHHiHhC0iXAjsB9kv5OWuhx21zX8gKOHwf+IOlO0uKM40jTOHYgLQj5sx7Wv2kRca2k04BvAo9IugiYSrrOlYFrSZ+BrKV/VdJXgXOBf0q6gLTY4wak0SX/I32S08zq8AgFMzMzM7Nuyp9hHAkcDcwPHADsATwM7BwRx9Q59T+kBROnkjrAO5KmKmwVEX/rhXpNIA3ZP4i0ZsBuwIHACNKChN8Cbi2dtgdwMmnNhP2AjYCfkIITZbeR3voPIH3i8iBSYOU2YMuIOL3inD4XEfsBe5LWctiLFBCYDhwCjCp+2jOn/zOpTa4nBU++B3wQOAVYL3/+08zqUET/XU9EUlR9LrHe/nnVnLreb937hbZ82G558YOtrkKl+QbM7DpRCyw8uGoR5taT2vLxYqXF2nOU5EtTF211FSo98mK9dbFaSwPa8/laYdcHW12FSrNGrN11ohZ4Zuuq6eqtN3PBWV0nagHNbM9/Cj114Hfbs2INkjQc+Dfw64jw228zm6t5hIKZmZmZmZmZNc0BBTMzMzMzMzNrmgMKZmZmZmZmZta0/v6Vh9fUrhOvzczMzGyeExEPkb6CYGY21+vXAYWIGFq130EGMzMzMzMzs855yoOZmZmZmZmZNc0BBTMzMzMzMzNrmgMKZmZmZmZmZtY0BxTMzMzMzMzMrGn9elFGm7MmzRzc6ipUmv72wFZXodKsge25ALTas1oMaNO1VN9q0+d+8oz5Wl2FSjOmt+fv44CB7fl8zRqxdqurUGnATfe2ugqVBmy5UaurUCkGted/WDWz1TUwM7N254BCL5P0KjCk1fUwMzMzMzMz60sOKPS+IRHRnq8a6vBnMs3MzMzMzKxZXkPBzMzMzMzMzJrmgIKZmZmZmZmZNc0BBTMzMzMzMzNrmgMKZmZmZmZmZtY0BxTMzMzMzMzMrGkOKJiZmZmZmZlZ0xxQMDMzMzMzM7OmOaBgZmZmZmZmZk1zQMHMzMzMzMzMmuaAgpmZmZlZL5A0RlK0uh413amPpJA0prRvdN4/sjfr1w56655JGitpbBPpV8xtenZPyzZrJQcUzMzMzKzfyJ24tun09yftFnCZF0gamZ/p0a2ui/VPg1pdATMzMzMzaxurAJNbXYl+4HlSW09sdUXMesIBBTMzMzMzAyAiHm11HfqDiHgbcFvbXM9THszMzMzM6pC0haS/S3pV0jRJj0n6qaTFOzlnfknHSno6n/OkpKMkDe6NMiQNlfRjSQ9JmixpoqQH8jkLV6QfJOkwSY/n/J+V9LOq+lStodDT9qmtFwCMKJQRVWVJWl7SqZKeyvlNkHS5pPUqyl5U0hG5Hd6Q9GZu679KWqfRa6jId7Ck/SVdJemZXI9XJV0naesuzl081/95SVMlPSLp25JUSle5hoKkj+T2u0fSK7nsZySdLmn5UtqzgRvzX48qtevInKbu+hed1GFpSSdI+q+ktyS9nv98tqQPNtSI1m94hIKZmZmZWQVJXwN+A7wFXAC8DIwEvg+MkvSJiHi94tTzgfWAC4G3ge2B0cC6kraLiHfWEWi2DEkfIHUiVwD+lc8dAHwE+A7w25xX0XnAJsDVwBvAZ4BDgKWAvZpumObr/jpwNLBnrvfRhWzGFvJbG7gWGApcA1wMDAN2AG6VtGNEXJXTCvg7sBHwT+D3wAxgeWAz4JbcPt0xFDgJuB34B/AKsCwwCrhK0lci4vcV5w0GrgOWAP6S/75zzmtlYL8Gyt4J+DrpHt8OTAdWA/Yltem6EfF8Tntp3n4ZuAkYU8hnbANldSBpIeA24EOka/8bINJ92570TD/Vnbxt3uSAgpmZmZlZiaQVgJOBScD6xakAkk4DvgH8HPhqxemrAKtFxGs5/eGkDuK2wB7AuT0o40+kzt1hEfGTUp2H5bzKPpTr82qhPg8AX5J0aESMa6RNSmU1XPccVBid35KvEBGjK/IbRArELAJsFhE3FY4tB9wNnCFpxYiYBgwnBRMujYgdS3kNAOqOIGnAa7mez5XyXZzU2f65pD9FxJTSecuSOtvDcx2RdFSu+zcl/TUibu6i7HOBX9XOL5T9SVJA6IektiUiLpX0OimgMKaqXbthC9LzcmJEfKdUh8HA/L1Qhs1DPOXBzMzMzOYakv5V76eXi9qD9Ib51Ip1BQ4H3gS+KKmqg3VMLZgAEBFTgUPzX/fubhl5GP+GwP3Az8qFRsT4XFbZ92vBhJzuLVJgYgCwbkX6RvSkfapsQ+rInlIMJuT6vkAKTixD6vAWlTv1RMSsYvs3KyKmlYMJef9E4ExgCGkESpVDi8GA3O7H5L92ORokIp4vBxPy/muBh4FPdX0FvaKqXadHxJtzqHybS3iEggG8pj78hE9EqOtUZmZmZm1l7by9oXwgIl6TdB+wKfBR0tv+opvK5wC3AjOBtXpQxgb58DURMavB6wC4p2Lfs3k7pIl8inrSPlU2zNsVVP0JxJXydhXgKuARUmBl9zxa4jJSG98TEdMbvYh6JK0GHEy6hmWBBUpJ3ltx2gzSNIWyMXm7VsWxcrkCvkCaHrIG6f4MLCTp8bV14SbSFyh+kKegXEUalXF/RMzs47JtLuSAghERQ1tdBzMzM7NGRES3F9trUm3I/It1jtf2L1Fx7KXyjoiYIWk8ad2C7pZR2z5fkbauOus8zMjbgRXHGtGT9qnynrzdtYt0iwBExExJmwNHArvw7oiNNyX9gTRSoGr6R5ckbUAKlAwCrgcuJ609MQtYk7SWQNXIi/F1Ot21KSWNTMP4JXAgqf2uId3r2miBPUnTXfpMRLyRr/9oYDveHRExPk9lOTZ/ocIMcEDBzMzMzKzKxLxdhjTUvGzZUrqipYH/FXfkNQKGkTqm3S2jFhioejs+p/WkfTrLb/uIuLyRE/K0hu8A35H0YdJXJL4G7E8KZHyxwbLLfggsSFrLYUzxgKRDSQGFKsMkDawIKiyTt522haSlgG8DDwEblacXSNq9serPpjaSparfVxnsydM99smjJVYFNictKHkkaZrMEd2oh82jvIaCmZmZmVlH9+XtyPIBSUuQ3lRPBf5Tce6Iin0bk0YD3FfY12wZd+Ttp/LCg63UnfaZmY9XjYqoXdsm3alMRDwREWeQ2n4S9Tv9jfgw8Go5mJBV3duaQaSFIstG5u19FceKPkjqn11bEUxYPh8vqwUv6o00qa0l8b6KY52unxHJwxFxCrBV3r1DZ+dY/9Pq/xCZmZmZmbWjP5I++fit/Pa76BhgMeCPVQvoAUdIemdtAkkLALUvMpzV3TIi4l+kOfprkj7NOBtJ78llzQndaZ8Jefv+ivwuA54E9pP0maoCJW2YP2uIpA9IqupgDyFNR+iwqGATxgJDJa1eKn8ful4U8SfFhSglDSWNeOpflKQAACAASURBVIDZ7329cgE2LgZdJC0C/B/Voww6a1OAu/J2rzxKppbn+0gjDmYjaTVJS1fkU9s3uW7trV/ylAczMzMz63cknd3J4W9GxFhJBwK/Bu6VdD7wCukN9YbAo1R06rP/AA9LupDU6d6e9AWDK8mfjAToZhl7kBb5O07SzvnPIi1a+EnSIohju2yAHupm3a8nrZFwsaSrSJ3+ZyLi3Ih4W9JOpHUDrpR0O2nRxcmkt+vrkd7QL5v3rZHzuZvU3i8AS5Laej4qvoLRhBNJgYNb83VNJL3N3xi4kLRmQ5UXScGMhyRdnuuxS67zaV19MjIixkn6C/A54H5J15LWXdiKNNrjflIwqei/pHUWPifpbeAZIIBzI+KZiLhT0s2kxSXvknQDKTgwitTW5ZELWwHHS/on8BjwMrA8qV1nAcd3dg3W/zigYGZmZmb90Zc7OXYgMDkiTpP0BPA9YGdgIdLXEY4Hjquz2CHAbqR55l8AliN1+EYDP42I2b6s1WwZEfF0Xn3/ENLw8/1Jnc2xwC9IHcA5ohvt83vSooKfI9V/EOmrAufm/B6UtAbwXWBb0mcWZ5E66vcBRwHjc173AD8lBTA+TRqZ8ArwL+DkiLi6B9f1d0mjSCMLPkuaVnAXsBkpqFEvoDAd2BI4Ll/jMOCpXM9TGix+n3zOZ0nrFrxCWhTySOCiirrOlLRjLmNXYFFSgOlWUnABUjDg+Lz9FvA4qf2vJT2rRdeQRjtsmtMvRmr/fwC/jIiqr1hYP6bSf9MMkBTd/dRhT86d1+11915t+bDd+XyfLpbbbYMGNvM1qDlngflmdJ2oBQb03ZdPe+RDS4zvOlELvDxlkVZXodITzy/VdaIWGDCwPZ+vFX/Xnv+7GXDTva2uQqVnjqma2tx6Mxdsz+dLbfqBuCcO/m57PvhmZv2Q11AwMzMzMzMzs6Y5oGBmZmZmZmZmTXNAwczMzMzMzMya5oCCmZmZmZmZmTXNAQUzMzMzMzMza5oDCmZmZmZmZmbWNAcUzMzMzMzMzKxpDiiYmZmZmZmZWdMcUDAzMzMzMzOzpjmgYGZmZmZmZmZNG9TqClj/MW7KYq2uQqUpb83f6ipUGjAwWl2FStMGz2h1FSq9Pa09/3M2K9TqKlR6Y/ICra5CpZjZnnHumZMGtroKlZ7Zuj3rNWDLjVpdhUorHHF7q6tQ6aUD2rO9NLPVNTAzs3bXnv9yMzMzMzMzM7O25oCCmZmZmZmZmTXNAQUzMzMzMzMza5oDCmZmZmZmZmbWtPZcxaz1XpPUnivimZmZmZmZmbUBBxQqRMTQ7p7rQISZmZmZmZn1B57yYGZmZmZmZmZNc0DBzMzMzMzMzJrmgIKZmZmZmZmZNc0BBTMzMzMzMzNrmgMKZmZmZmY2R0gaL+mhVtejN/XVNUm6UFJIGtbbefelZttD0vB8naf2Zb1KZe6fy9xlTpU5r3JAwczMzMzmebnz0MzPnq2uc1+QtEi+vitaXRebO0m6R9KkVtfD2oM/G2lmZmZm/cHRFfsOBBYHTgJeLx27v89rZPOKDYCZra7EXOwxYBXgtVZXxJrngIKZmZmZzfMiYnR5Xx6FsDhwYkSMncNVsnlERDzR6jrMzSJiOvBoq+th3eMpD2ZmZmZmddSGd0taUNKxkp6QNL0431vJnpJuljRR0lRJD0n6vqT5Svm9M+VA0nsl/VHSK7mMmyR9PKdbTNJJkp6VNE3Sg5K2q6jfeyT9IJ/7Qq7bS5IukrROKe3+wJv5r9uUpnh8r5T2i5Juk/SGpMmSHpB0UPl6CulXlHSapCfz9Y+XdIekg+ukr13fc/n6HpN0QEW6d+bXS1pN0sW5vWZJWreQblVJ50l6MbfBc5LOlLRiRZ4n5DzXzfftfklT8jnHSRqU020t6dZ8bybk/BavyK/DmgH5eflezvt1SW9JejrXf9OqNunEQEmHSno8t9X/JP1M0sJ12nZFSb+TNDanH5/LXbOLtviCpH/lthgv6VxJSxXSDpcUwDrAwqXnp8MUmu7c44pji0j6YW7HSZLelPSwpF9KGlpK+z5Jp+f2qf0enC9p9caaGSR9Mt/nR3NZk5V+9w6t9+z3dx6hYGZmZmbWuQHAFcDKwDXABOAZSMEE4M/AZ4GxwPmkTvvGwE+BTSWNiohZpTyXAv4JjAP+CCwN7AZcpxRUOA8YDFwKLATsDlwsae2IeLCQz1qk6RxjgMuAicAHgO2AbSVtFRE357R3AT8BDgUez2XU3F77g6STgW8BLwHnAFOBUcAJwBb5emYW0m+c22dx4HrgAmBRYDXgCOD40rUvCNyY01wOCNgJOFHSoIj4BR2tBtxJmopybj73rVz+JsDVOd9L8rWtBuwFbC9pZET8uyLPQ4FP5na7Adg671tM0h3A74G/AXcAI3J+iwK7VuRV9ldSm90HnA1MA94LbApsDtxc98yOTgc+QXq2JgHbAIcAG0naPCLeriWUtBFwVa7n1aR7sTSwI7C1pK0jYkxFGYcA25La4sZc3h7AcEnr5vv9MulZ+yowDDiucP5jpfy6c49nk4MZY0jTIR4G/o80tWQl4Ouk5/fVnPajpDZdkvQ7+kfS78EupN+DURFxfVdlAkcCy5CetcuARYBN8rVuLGnbiIgG8uk3HFAwMzMzM+vcgqSO0fCIKK+1sB8pmPAnYJ+ImAbvBBp+DnyP1BE9o3TeesCvgINqHRRJtwCnAbcC/wD2qHUWJV1I6igeDHyxkM+9wDIRMdv8c0kfInWKfpHLIiLukvQIqdP8WJ1pIFuRgglPABtExIS8/7Bc/tb5mk/O+xcidVoXA3aIiMtK+S1fLgP4IHAR8IVCex1HGvZ+sKRfVnTaRgKHR0SxE0seTXAusHC5fEn7kIICZ5PeqpdtCqwZEU/m9D8kdVy/BnwO2DQi7srHBpI6rDtLWikiHq/Ir1busqRgws3AyOK15OdiaL1z61gP+FhEvJjzOIwU6Pg0sD/pOULSAqSgwyBgw1rd87EVgbuBs3L9Z5TK2CK3xWOFel5KCkx9CrgqIl4GRkvaFlis6vkp6M49Lvs9KZjwC+DgUjsuDhSDdGeQggkHRsRJhXRnANcC50r6QK0unfhSRDxV3inpV6Q1Vz4DXNlFHv2KpzyYmZmZ2VwjD8mu/Onjog+tCCYAHABMBr5a7Kzkzs/h+dgXKs57DTis1Kk6J2+XAL5dfPMcEVcDrwCzDVuPiFfLwYS8/0nSm+F1y0PDu7B33h5VCybk/KYDB+W/7ltIvyvpje6fy8GEfN5zFWUE8K1Sez0L/J30Nn2FinPGAj+r2L9FTv+PcvkRcQZpRMPaktauOPeEWjAhp59MCo4MAs4vdsjzG/rzSG/aGx1CP63caY5kQr0T6ji+FkzIecwgBZbg3fsFsDNpFMTxxbrnc8YCJwIrAhvVKeOxQvogdegB1m+yvtC9e/yOHAAZBTxNx98TImJiRLyZ065Muqb/AqeU0l1HGmmwLGlkR+eVrggmZL/K2091lUd/4xEKcxFJrwJDWl2PZkWEWl0HMzMzsx66q7xD0jDgw8DzwCHppW4Hk0lvWcsejoipxR0R8ZakicCbEfFSxTkvUNERk7QZaVTB+qSpFOW53u8lDw1vQK3jfUP5QEQ8kP89OlzSfDngsUE+fHWD+QO8UOwgFzybt0NIAYSie4vTLBqpb2H/mqSpIfeWjt1TVbe8rQpQPZ+3VaMu3hERL0q6EdgqB7ouBm4B7irf8wbdVFHGQ5ImAKtJGpwDPhvmwytJGl2Rz2p5uwodp1xUtUXxfjSrO/e46ON5e0O+ts7UnoExFVOLID0DO5CegYs7y0jSYsB3gO1Jv9uLkIJINe/toi79jgMKc5ch7pybmZlZfxYRVUPX+9rk2tvQkvfk7XuBozo5f1LFvol10s7o4lh5kcc9SCMbJpGmSTxNWlsgSOsDbAjM30ndympDyasCGgAvkobsL0ZaS2KJvP/5OumrVI30gHR9AAMrjo2rc05tkcSqzmtx/xIVx6raeUYDxxpZnG874DDSdJhj877Jkv5CGr7faIAH6t+LcaRncFHSvag9j1UjYooWqdhXdU86ux9d6c49LmrmuerJM/COPGXkVuBjwAOkESkTgLdJ65kcSnO/S/2CAwpmZmZmZp2rN9e71um8JSKaXbm/txxLWgRyrfJwbUkr8e5b60ZNJA1JX4rqjuyypPaoBVhqHce+fnPb1T1Yps7xZUvp5oiImEQKKBwmaQXSoo77kKYoLEdai6JRS1PdsV6G2e9F7Rq3iIh6IzbmFs08V731DHyOFEz4dUTsXzyQf5cObaAu/Y7XUDAzMzMz64aIGEf62sNakqre+vapvCDhCsD9FcGE+agOJtSmDdR7Q3xf3o6sKG910uiEhwrD0O/I22Y6yL2pbn1L+8vTHeaYiHgmIs4hrffwPPBJSQs2kcWI8g5Jw0kjEh6uuBeb9KS+DZhJ90YtNOPOvN1c0uAu0taegRGqnne0Wd529Qx8OG8vqjjW4R5Y4oCCmZmZmVn3/ZI0hPz/JC1aPihpmKQ1+qLgvDjf86R59MMKZQ4gfR7yAxXnTAGmAO+vk+2ZeTta0jtDxHOA4oT81+IXKy4gDb3fXdJ25czqfOWhN10H/A/4tKRPl8rekzS//v6ImGMBBUnLSqpaN2NR0tcopvNuYKcRB+cvR9TyH8S7n+I8q5Dur6Tn4SBJm1fUS5I2yfeyJyYAC0hasof51JUXkbyc9AwfVw4USFqs9vsWEY+SPsG6CukLHcV0m5HWTxhH+kpJZ8bm7chSHisDx3TjMvoFT3kwMzMzM+u+U0id1i8DW0j6B6mDOwz4ELAx6ROLD/RR+b8idfQflHQxaf2DEaTV/K+meuTA9cC2ki4C/k2a135dRNwREddKOg34JvBITjOVtOL+yqRP8J1ayygiJkvajfQpvcskXUda4G9h0iKA6/LuHPdeFxEzJH2JdK1X5DZ4Ipc9ivQ1jT37qvw6PgTcIuk+4CFSJ3+JXJ8lgOMaWGiw6G7S/b2AtFbGNsCqwG0UvmoQEVMk7UTqOF8v6WbgQWAaKYC0PmlEy6KkdQG663rSc3WlpGtJz8fjEfHXHuRZ5avAR0hfF/lU/t2aSfok5adIHf/aYpL7khaa/I2kUaTftxWBXUjX/6UGFsS8EDgSOELSuqR7tyLpvl1OWg/DShxQMDMzMzPrpvw5uz0lXU7qAH2KdxcsfIY0UuDcPqzCL0mdzP1J8/PfAsYAuwFfoTqg8HXSJwRHkt7eDiB1Cu8AiIj9JN2V0+1FGt7+OHAIcFL5awsRcYukNUlzzD9JCmhMzOcc3WtXWkdE3CRpfeCHpOHtO5A+sXkO8KNOPgXYVx4FfkRq3y1JUxMmAP8BDoyIC5vM76uk9Rf2IgUGXiaNUDi6+GlRgIi4S9LHSJ3wbUgd7RmkhQnvAH5A+vJIT5xCWpdgV+D7pD7llaQREr0mIl6S9HHStewCfIMUCPkf8FvgqULaRyStAxwBfBrYivQMXg4cGxH3N1De65JGAj8lTRvZnBScOpQ0EsQBhQoqfdLTekhS9NWXGPoy7zlh65sPaMuH7dFn663f0loDBrZlczFo8IyuE7XA29PaMz46bEjVwt6t98bkBVpdhUpTJ7Xp4slT+nqqaPcMmtie9RrQk/defWiFI25vdRUqvXRA1SfhW0/NDMiegx44+Ttz7b+FzMzmNV5DwczMzMzMzMya5oCCmZmZmZmZmTXNAQUzMzMzMzMza5oDCmZmZmZmZmbWNAcUzMzMzMzMzKxpDiiYmZmZmZmZWdMcUDAzMzMzMzOzpjmgYGZmZmZmZmZNc0DBzMzMzMzMzJrmgIKZmZmZmZmZNW1Qqytg/ccSg6e0ugqVBi/4dqurUGnggFmtrkKlBQbPaHUVKk1RtLoKlRadf2qrq1BpZqjVVag0Y0Z7xrnb86mHmdPb8z7GoPas10sHbNTqKlRa+qTbW12FSq/tvWGrq2BmZm2uPf/lZmZmZmZmZmZtzQEFMzMzMzMzM2uaAwpmZmZmZmZm1jQHFMzMzMzMzMysaQ4omJmZmZmZmVnTHFAwMzMzMzMzs6Y5oGBmZmZmZmZmTXNAwczMzMzMzMyaNqjVFZgHvSYpWl0JMzMzMzMzs77kgEIvi4ihfZW3AxVmZmZmZmbWLjzlwczMzMysmyTtLykk7dLDfIbnfE7trbo1UOa2uczvzaky+9q8eE29rbeeWTNwQMHMzMzM+oHcgWrmZ89W19nmbpLukTSpBeU6qGJzjKc8mJmZmVl/cHTFvgOBxYGTgNdLx+5vMN8/AtcBz3e/ataLbgRWAV5udUXamJ9Z6zUOKJiZmZnZPC8iRpf35VEIiwMnRsTYbub7Oh2DEdYiEfEW8Gir69HO/Mxab/KUBzMzMzOzOmrD1iUtKOlYSU9Iml5b66Cz+eiStpd0h6TJkiZIulDSB/M2JA1roPxVJR0v6V5J4yVNk/S0pNMkLdPJedtKukrSK/mc/0m6SNKmddKvL+kaSW/k671O0joV6U7IdV9X0l65fd6S9FAp3Rcl3ZbzmyzpAUkHSZqvIs/xkh6StISkX0t6QdKUnPfWOc1gSUdLejJfz2OS9qlz3R2G+0v6iKSzJD0laWq+Hw/m8harfwc65P+Z3Dav53welfQjSYsU0gzPi6mvAyxcmkpzRSm/DSVdVri3T0k6UdKSFWUvJ+mkfO2TJb0m6T+SzpD0vpzmQuBv+ZTjS2Wvm9P0yjOrwrofklbJ1/FavudXSvpITrdsbvtxuc3+KWmjirLfn9vyDkkvKf2ePSfpHEkfbvQe2ZzlEQpmZmZmZp0bAFwBrAxcA0wAnunsBEl7A2cAk4A/k4bgjwD+CTzRRNmfB/YGxgA3AzOB1YGvA9tIWjciXimV/Qvgu8BE4DLS0Pb3ApsAu+V8ijYGjs1lnA58ENgBGCNpeERUXetRwOakzut1wAKF8k8GvgW8BJwDTAVGAScAW0gaFREzS/ktSJquMD9wEbAQsDtwuaQRwJHAR0ntPxP4LPB7SeMi4sq6rZfqsyJwd67jFcD5Of8Pkdr2eOCNzvLI+XwX+AWpXS8AXgW2BI4AtpW0aURMIt3ro4GvAsOA4wrZPFbIbzfgT/l6LgCeAzYADgC2l/SJiHghp10MuBNYDrgWuBSYD1gB2AU4F3g2X9v03Hb/AG4vlP1CF9fX3Wd2ZeAO4N58/krAdsBaSgGsG4FxOc+lSPfuWkkfjIji1JRPkp7bG4B7gMk5788D20n6eET8t7NrsDnPAQUzMzMzs84tCCwKDM/DxTuV3+KeQuoQrRcRjxaOnQrs10TZvwN+FBHTS2XsAFwCHAIcXNi/E6lT9igwothhkyRSh7Rse2DXiLiwkPYgUgBgv1xG2Sb52h4p1WsrUjDhCWCDiJiQ9x8GXAVsnfM8uZTfB0md4T0i4u18zoX5nCuAh0jtPykf+zXwIPADoNOAAqlzvRiwb0ScUarvosC0Ls5H0keBn5OCCOtGxNN5v4CzgS8BPwK+m9t8tKRtgcXqTLcZCvweCGDjiLincOwY4IfAqcBOefc2wPLAsRFxRCmvBcj9uog4X9LkfM3XRsQJXV1bzqMnz+yWwIERcVLhnJ+Rnpu7gLOA70VE5GO3AqeRnpPitVwBnBcRk0t1+zhwEynotWsj12Nzjqc8mJmZmdlcQ9K/6v30cdGHNhJMyHYhvQE/o9gxy44kddoaEhHPloMJef+lwNPAp0qHvpW33y69/SWSqoX4rikGE7LT83b9OlU7pRxMyPbO26NqwYRc9nTgoPzXfSvOC+CAWjAhn3M18AowhNQhnVQ49jDpjfiadepXZUqHQiPerGrfCl8GBgK/qAUT8vkBfJ80CmMvSY32r3YlBanOLgYTsh+T3uhvr47TYqquYWqxbbqpJ8/sI3QMEP2hVj3g8FowITsnb2e7dxExrhxMyPvvJI20+GSnV2At4YDCPELSq2r+c0hz5KfVbWNmZmbWC+5qIu1aeXtr+UBEvErqgDVE0gBJe0u6UWme/YzCv7E+QJrKULQBacj79U3Ut9yhJSLeJA3tH1LnnHrtsXbe3lCR5wOkN/zD1XEthecjYlxFfi8As6j+6sbzwCKSFq9Tl5qLSR3+syT9VdI+ecRBMzq7rnGke7oE6Z70NL+ppA70AGCNvPsfpODKMZKukLSfpDWbCGB0pSfP7L2lgAG8O73ikXw9xfzeIj1by5czkrSTpKvzegtvF571zYDF8ogSayOe8jDvGBIRanUlzMzMzPpSRHRYKHAOmJw72I2qdXBfqnO83v4qvyO90X+ONPz/BVLnGNIc/XcWFJQ0P2mdgP9FxKwmyqg38mIG6a18larOP6Rrn0X9a3wRGEqq94TC/omd1GFKnVEEM/K2w0KPRRHxX0kbkN60f4a0jgSSxgI/iYjTOzm9pnZPX6xzvLZ/iQbyajq/iBifh/6PBrYlTYEAeCmvWfGzinUpmtGTZ7bq3s3o5Fjt+Gz3TdLhpGkN40nrcjxLGpERpHu2CmmNjWZ+F62POaBgZmZmZta5Zkdc1hb4W7rO8Xr7Z5MXE9yXtKDgiIiYUjr+leLfI2KapCnAMpIGNBlUaFa9NplIur6lqO6ELpvPnaOdwjw6Yuc8MmJN0lSR/YHfSZoYEX/tIotax3gZqhfkXLaUrivF/Kp0yC9PtfhyHpUwHNiCdA0/Ji3s+LMGy67SK89sd0laEDic1LbrRsT40vGt+rJ86z5PeTAzMzMz61335e3G5QN5Mb5VG8yn9qm8qyuCCStRvcDincBgUmezFWrXPrJ8QNLqpNEJDzW4bkGvi4i3I+LuiDgW2Cvv3qGBUzu7rqVJ93Qi8FTh0Ezqj/DoLL/5gQ1JgZcOUz0iYlZEPBgRvyKNVoDZr6E2UqFe2Z3Vp6fPbHe9l7T46U0VwYQhwMf6uHzrJgcUzMzMzMx614WkRez2kbRy6diPSIvfNWJs3m6avyYAQF4zoN4w/drieCdLWqp4QElVEKI3nZm3oyW9M/w/jwyofXHgjA5n9SFJ60tapOJQ7a17I4tk/oHUUT9I0vsKeQv4CWmqyVmlUSETgAUkLVmR3/mkzzPuJWmN0rFDSSMULqt1riWtXrFAY71rqE0leX8D11Xz/+3de9jlY73H8fdnhkFUjhU7kRJtOrfLpAPbLm1tOkhISto5VIqyi466dpIOe0eluXSgg4QtkUoqUQy1UWhTITIhh0wzToOZufcf9/2YZc16Zp71zPPMWpP367qea83zO35/v/Wba+b+/u77e0/UMztes6j39/lt1grgweTKMdQClhpCDnmQJEmSJlAp5bYkB1HrH1yc5CRqQb0XU3sdXEh9A73EIQmllGuSnEl9C31JknOob/i3p44z/x2wYdc+pyX5LHAg8Ick36XWXXhcO/9Z1G7yk6KUcnaSY4C3AVcmOZVa82FHYDPgbOp0iMvTPsDuqdMVXkvtSfAU6n29hzpd4hKVUq5KnfrySODyJCcDs6k9QZ4LXEat0dDpp9RpMr+f5Gzqfbi6lHJSKeWOJPsA3wAuTHIKtcjkVtQChDfw0O9pJ+DDSS4ArqZ+/xtRp/xcwKJkDS2W26nJiqntuIU6g0PPmg0T9cyOVxuu80XqNV/RnvvVqPd3NeACYOvJOLeWjQkFSZIkaYKVUo5Nchv1bfMe1OJy5wB7sugt/txRdu/0empD9TXUxtYtwCnARxhlJodSykFJzgPeTm1wPqLt90vg2+O8pDErpbw9ya+A/ajDCqZSG8HvBY5axuKB4/E1akN4OnUazFWojeyvA58upfx+LAcppXwyyVXUZM1u1F4J11NrGBzZo3Dn56g9DXahTi25EvB94KR2vBOT3AAcQk1uPJKa/Pkc8LGuaT/PANYDXkR9FtagFm78HnUqywdn6miN81e3uF7Porf7ZzF6EciJfGbH6z3U638TsD91RpCzgA+y+LSUGhJZfIYPDaskZbSZHJa0bljsftE+Q/mwXXrTYjPWDIWpUyazjtL4rTpt/tI3GoB771tigeeB2WDNsdZmWr7+Nm+1QYfQ05w7hzOu+fOG8/nKnOF8LzDlgeH852j1WcMZ12OPmjnoEHqavff0QYfQ08VffvdwfpFjlGQadcaGOaWUTQcdj7Q0PrNaEmsoSJIkSRMsydqdY8HbsinUafHWA04bSGDSKHxmNR7D+WpDkiRJWrH9M3Bskh9Tp8J7FHUM+JbANdRCftIw8ZlV30woSJIkSRPvCmoBwunUgoRTqIX2PgMcUUqZPcDYpF58ZtU3EwqSJEnSBGuF/nYbdBzSWPnMajysoSBJkiRJkvpmQkGSJEmSJPXNhIIkSZIkSeqbCQVJkiRJktQ3EwqSJEmSJKlvJhQkSZIkSVLfnDZyxTI7SRl0EOM1f+HUQYfQ08IF5tX6MX9I79eChcbVj2H9Hof27+OCDDqCnjK0cQ06gt6GNa7Ze08fdAg9rfXVCwcdQm9fHnQAkqQRJhRWIKWUtUdbtyInGiRJkiRJK54hfRUkSZIkSZKGmQkFSZIkSZLUNxMKkiRJkiSpbyYUJEmSJElS30woSJIkSZKkvplQkCRJkiRJfTOhIEmSJEmS+mZCQZIkSZIk9c2EgiRJkiRJ6psJBUmSJEnLLMm5Scqg45hIK+I1Jdk4SUlyfNfy49vyjZe2rTRWJhQkSZL0sNEaT50/C5Lc0RqOeyXJoGOUpBXFSoMOQJIkSRqAj7bPlYEnA68GXgI8F3jHoILS0Hkj8IhBBzGJbgSeCswZdCBaMZlQkCRJ0sNOKeWwzt+TbA38HHhbks+UUq4bSGAaKqWUGwYdw2QqpTwA/G7QcWjF5ZAHSZIkPeyVUi6gNqwCPKfXNkm2T/KDJLcnuS/JtUk+lWTNJWx/QZK727CK7ybZvNdY9rb9XklOTfLHJPcmmdv2f8Moxz+3HWelJO9PcnWLa1aSI5NMG2W/Kz6/vwAAC/1JREFU7ZKc1WK6L8kfknwiyaNH2X7tJIcn+W2Se5LMSXJZ22f1HtuPOZ4W/7lJHpfky0lubMNQ9urYZv0kX0hyfZL7k9yW5DtJFvue2j0s7fOlSX6R5K62z3Ej31WSZyU5M8nstv6M7u+j8x53LUuSNyWZ2Y47r13jj5Ls2usejnJfpybZr33Hc9p3fk27D5t2bLdBkg+37f7S7sFNSb6V5B/Her5RYhit3sKotSM673HX8uvbz6OS/Ff78wNJDmvrez73bd02bd1hXcs3SXJsuy/3tmf2iiQzkqyzLNeuiWEPBUmSJOmhHuhekOQjwGHAHcCZwK3A04GDgR2STC+lzO3YfjfgW8A84GTgZuAFwIXAZaOc94vA/1F7StwMrAPsAHwjyWallA+Nst+3gBcBPwTmtn3eCzwGeHPXdezbznM3cEq7jm2A9wE7Jtm6lPK3ju2fCPwM2Ai4pO07BXgKcBAwox1rXPE0awMXAXcB3wEWArd0nP98YAPgHOBEYENgF+AVSXYupZzZ45g7Af9G/a5mUO/9XsDGSQ4Ffgr8AvgK8DRgR2CTJE8vpSzscbxOhwOHAtdRv9s5wPrAP7W4TlrK/rTkypnAS4FZ1Hs2F9iYOvzmfODqtvmLgUOo38Op7T5tCrwW2Kl9Z6M9U8vbNOr3tDZwNvWaxtXbJ8n6wP8CjwJ+QL32VYEnAnsCnwf+uuwha1mYUJAkSdLDXpIXA5sD9wO/6lq3LTWZcCGwQ1eDey/gOGpNhoPaskdSG94PANM7G3tJPkFtvPeyZSnl2q5zT6M2zA9JMqOUcmOP/Z4EbFFKuaPt8wFq0uKNSQ4tpfylLd8IOJraIH1eKeXBru5JjgH2Bz4J7NNx7BOoyYT3l1KO6Ipt3XasccXT4WnAN4C9Synzu9bNoCYTPlhKObwr3p8DX0uyUSmlO46dgO1KKee17acAPwL+hdo43aeUckLH8b4C7E1NLJze45o67UutPbBlKeWezhXtnozFYdRkwveAXUop93UcYxVqI3rEOcBjSyl3dp3rGcAFwCeAfx3jeSfb+sCVwEtKKd2Jpn69lpqYOLCUclTnitSeMUtL/Gg5cMiDJEmSVhhJLhntp8/jHNZ+Dk9yEvAT6nCHg0spN3dt/s72+dbOZAJAKeV44DfAHh2LXwmsCZzQ483xx4C/0UN3MqEtux/4AvVF4HajXM77RhrvbZ+7qYmAKdQikyPeQH2D/PnOZELzAeBOYM/WoKUNKZjeru/IHrHdXkqZtwzxjLifet8fkkxI8njgZcAN1ERH57lnUnsrrA28pscxTxxJJrTtF1KTFgC/7UwmNF9vn8/scaxeHgAWdC8spdy+tB2TTAXeBtwL7NeZTGjHuK+UclvH77d2JxPa8suoyYZtk6w8xriXh/dMQDKh073dC0opd5dSFluu5c8eCn8/Zo82zmnQSilOvyRJkobNR7p+L8BbSinH9dh2OrUBuUuSXXqsnwasl2SdUspfgWe15ed3b1hKuSvJb6jDDB4iyROovRe2A54ArNa1yT+Mci0X91g2q32u1bHs2e3znB5xzU7ya2r3+s2pPQq2aqt/NIZhAOOJZ8T1pZRbeywfuY+/aMUDu51DTZI8i0UJgSXFcFP77JV8Gun58fge67qdABwAXJnkZOA84MJSylhnStgceDTwy1LKTUvbGCDJK4D9qAmZdVm8HbcudZjMoM0DLp+gY50BfBz4QpLtqT1MLgCuLKUMZbvn4ciEwt+JUsrag45BkiRpspVSehZMHMdxAg92nZ5OHUs/I8mfSindDe51qP9v7k5CdFuDOqZ7pLjhLaNst9jyJJtQh1qsRR3bfzZ1bP4C6rj6NwGrjHItvXo8jLztn9qxbCSu0RqeI8vX7PrsNcxiVH3EM6J7CMSIfuPt1KtxP38M68bypv8g4I/UehCHtJ/5SX5AfTt/zVL27+u+JnkX8FlgNvBjao+Ne6hJsFcBz2CUZ2MAbp2oxn4p5U9JnkcdHvJyFvVEmZXk06WUoyfiPFo2JhQkSZL0sNW6Zv8kyY7ApdQx+Zt1jY2fA0zp4wXOSHHGx46yvtfyd1MTF29uwygelGR3akJhWY00pB9HLf7Ybf2u7UYSA6P1jJgoozVAO+PtpTve5aKUsoDawP9skscALwR2oxZk3CLJFt3DGLqM+b4mWYnaoP4L8Ozu4ThJpvd/BWOycOT8Pepa9JzVpFlSMmGkl0uvNmjPY5ZSrgJ2bffhGdQaGAcARyW5u5TylSWcT8uBNRQkSZL0sFdKuRz4ErXL+0Fdqy8C1kqyxRgP9+v2+cLuFUnWoPc4/Se3z1N7rHvJGM871ri26V6ROp3iM6ld1q9qiy9qn9u3oobL24P3sTUou23bPi9dTvEsptU3+E4p5XXUIRhPArZcym6/oyYVnp5kg6Vsuy61sT2zRzJhDRYNY5los9vnhj3W9aqDManHLKXML6VcUko5Eti9LX7VOOPQBDKhIEmSJFUfA+4DDk7SOdb/v9vnl3o1AJOsnmSrjkWnU9+a79Eq8Xf6IL3fxl7fPrfpOvb2wL+P9QKW4pvUWhAHJHly17r/pM4s8M2Rt+ullEuAmdREw2IzUyRZJ8mqExTbYkopf6Z28d8YOLDr3M8HXk9tpJ42WTF0S7JKkq17LF+ZWiAS6nCEUbUeDsdQa2TMGCmC2XGsaUnWa7/e2o73nJZA6DzfUdSEw2QYmenkrV2xbceiBv1EHfNpwLu6N07ynCSP7l7Ooh4+S7zPWj4c8iBJkiQBpZQbk8ygNm7eCxzalv80ySHAEcDVbaz8ddSaCRtRexCcTx3nTSllbpK3U2cVmNkK990MvIDabfu8tk9nocNjqGPyT0nyP9QCglu2Y54M7DoB13d9kgOps0Zc2uK6rcUynfrmvDtx8AbgXODjSXZufw6wKXUGhs1ZlAyZDPtRC/F9KsnLqMUWN6QOL1hIHSKy2AwIk2g14Pwk11CLO/4JWJU6BeRTgTNaN/2l+SjwfOo0lX9IciZ1lo0Nqff1P4DjSykLkxxNrdNwRZLTqUVAt6UmMH7Gop4aE+m4FsOhLSl2JfAU6vSUpwE7j+OYpwNXA7u3GTx+SS0++sq27nVd2+8J7JvkfOBaavLoSdR7dh912IkGzB4KkiRJ0iJHUN98vjPJg7UOWlfrFwPfB7amvjHfhToO/lhqzwM6tj8BeAV1toRdgf2pvRamA3e1zeZ2bH85tWE4s+23P7XHwGuAGRN1caWUY4DtqcMZdqbWbngM8Clgeud0j23766jd6j8JPBJ4B/AWakPwM9Q36JOmlPJHanf4GcBmwMHURu1ZwNallNMn8/w93E1NulxDTRC9i9pTYi71O+s1C8hi2nSgL6fWA7iFWiPjAOB51AZ75wwhHwLeQ50+cV/qM3Fx2/aGZb2gUeK7lZpo+iH1ud+fWiTzpcCZ4zzmPOoMJidTk2XvADah3r8v9tjlROB46vP5OurfuWcD3waeW0q5cDxxaGLFGTe0vOwyc/+hfNh+c+Nk1xkanylT+5mdaflZZeXuujzDYd79wzT98iIbrLlc60SN2ex7u2ciGw533jmccS2cN5wd+qbMGdK4ek3uNgRWnzWcsxivfM9Q/vPIWl8dzv+r/3jhKcP5RY5RkqnUGQKmlVLWX9r2kjTM7KEgSZIkTbAkayZ5RNeyUHsyPIHlOO5fkibLcL7akCRJklZsWwEnJTmbWmNgjbbsmcAs6lSAkrRCM6EgSZIkTbzfU8eabw3sQP1/95+Bo4GPtzHqkrRCM6EgSZIkTbBWzHCPQcchSZPJGgqSJEmSJKlvJhQkSZIkSVLfTChIkiRJkqS+mVCQJEmSJEl9M6EgSZIkSZL6ZkJBkiRJkiT1LaWUQccgSZIkSZJWMPZQkCRJkiRJfTOhIEmSJEmS+mZCQZIkSZIk9c2EgiRJkiRJ6psJBUmSJEmS1DcTCpIkSZIkqW8mFCRJkiRJUt9MKEiSJEmSpL6ZUJAkSZIkSX0zoSBJkiRJkvpmQkGSJEmSJPXNhIIkSZIkSeqbCQVJkiRJktQ3EwqSJEmSJKlvJhQkSZIkSVLfTChIkiRJkqS+mVCQJEmSJEl9+38YQ2J5jx5CEQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 344,
       "width": 522
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pandas.DataFrame( D2, index=[ i.replace('_',' ') for i in T.leafs.keys() ] )\n",
    "seaborn.clustermap( df, xticklabels=False, cmap='viridis', figsize=(6,6) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you want to use taxon names instead, `distances_by_name()` accepts an $n \\times 2$ list\n",
    "of tuples of taxon names, and looks up the node ids for you."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading data from URLs\n",
    "\n",
    "SuchTree can also import data from the internets. Here is the distance matrix for \n",
    "the penguins, from the [Global Phylogeny of Birds](http://birdtree.org/) (I've\n",
    "copied some of their data into a Gist post because their data repository forbids\n",
    "programatic queries)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x7fa0440a9400>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 344,
       "width": 485
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "T3 = SuchTree( 'https://git.io/flbcP' )\n",
    "\n",
    "D3_list = []\n",
    "for i,a in enumerate(T3.leafs.values()) :\n",
    "    for j,b in enumerate( T3.leafs.values() ) :\n",
    "        D3_list.append( ( a, b ) )\n",
    "D3_array = array( D3_list )\n",
    "D3 = T3.distances( D3_array )\n",
    "D3 = D3.reshape( ( len(T3.leafs), len(T3.leafs) ) )\n",
    "\n",
    "df = pandas.DataFrame( D3, index=[ i.replace('_',' ') for i in T3.leafs.keys() ] )\n",
    "seaborn.clustermap( df, xticklabels=False, cmap='viridis', figsize=(6,6) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comparing the topologies of two large trees\n",
    "\n",
    "So far, we haven't done anything you couldn't do with other phylogenetics packages. \n",
    "`SuchTree` really shines when you have to do a lot of distance calculations on very\n",
    "large trees.\n",
    "\n",
    "Here, we use `SuchTree` to compare the topology of a two trees containing the taxa\n",
    "but constructed with different methods ([`FastTree`](http://www.microbesonline.org/fasttree/) and \n",
    "[`neighbor joining`](https://en.wikipedia.org/wiki/Neighbor_joining)). One million random pairs are \n",
    "sampled from each tree, and the distances compared."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nodes : 108653, leafs : 54327\n",
      "nodes : 108653, leafs : 54327\n"
     ]
    }
   ],
   "source": [
    "T1 = SuchTree( 'https://git.io/flbcM' )\n",
    "T2 = SuchTree( 'https://git.io/flbcH' )\n",
    "\n",
    "print( 'nodes : %d, leafs : %d' % ( T1.length, len(T1.leafs) ) )\n",
    "print( 'nodes : %d, leafs : %d' % ( T2.length, len(T2.leafs) ) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 15.6 s, sys: 43.2 ms, total: 15.6 s\n",
      "Wall time: 15.6 s\n"
     ]
    }
   ],
   "source": [
    "N = 1000000\n",
    "\n",
    "v = list( T1.leafs.keys() )\n",
    "\n",
    "pairs = []\n",
    "for i in range(N) :\n",
    "    pairs.append( ( random.choice( v ), random.choice( v ) ) )\n",
    "    \n",
    "%time D1, D2 = T1.distances_by_name( pairs ), T2.distances_by_name( pairs )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `distances()` function, which uses node ids rather than taxa names,\n",
    "would be a little bit faster. However, because the trees have different topologies,\n",
    "the taxa have different node ids in each tree. `SuchTree`'s `distances_by_name()`\n",
    "function untangles the leaf name to leaf node id mappings for you."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7fa02a460668>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 422,
       "width": 422
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pandas.DataFrame( { 'ML' : D1, 'neighbor joining' : D2 } )\n",
    "\n",
    "seaborn.jointplot( 'ML', 'neighbor joining', data=df, alpha=0.3, size=6 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Spearman's rs : 0.961\n",
      "Kendall's tau : 0.824\n",
      "Pearson's r   : 0.969\n"
     ]
    }
   ],
   "source": [
    "from scipy.stats import spearmanr, kendalltau, pearsonr\n",
    "\n",
    "print( 'Spearman\\'s rs : %0.3f' % spearmanr(  D1, D2 )[0] )\n",
    "print( 'Kendall\\'s tau : %0.3f' % kendalltau( D1, D2 )[0] )\n",
    "print( 'Pearson\\'s r   : %0.3f' % pearsonr(   D1, D2 )[0] )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Running with multiple threads\n",
    "\n",
    "Another advantage of `SuchTree`'s support for performing batches of distance \n",
    "calculations is that these calculations can run outside of Python's \n",
    "[global interpreter lock](https://lbolla.info/blog/2013/12/23/python-threads-cython-gil).\n",
    "This makes it possible to parallelize with [Threads](https://docs.python.org/2/library/threading.html).\n",
    "Python's `Thread` has less overhead than the\n",
    "[multiprocessing](https://docs.python.org/2/library/multiprocessing.html) package's\n",
    "`Process`, and `Thread` objects can access the same memory. \n",
    "\n",
    "`SuchTree` intentionally does not allow the user to alter trees once they are created,\n",
    "and so distance calculations are always thread safe. This makes it possible to use only \n",
    "*one* instance of a tree for all threads, which ought to give you the best chance of\n",
    "keeping it within L3 cache.\n",
    "\n",
    "First, let's create a Cython function that calls `SuchTree` outside of the GIL."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext Cython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%cython\n",
    "import cython\n",
    "\n",
    "def correlation( double[:] x, double[:] y ) :\n",
    "    return _correlation( x, y )\n",
    "\n",
    "@cython.boundscheck(False)\n",
    "cdef double _correlation( double[:] x, double[:] y ) nogil :\n",
    "    cdef int n = x.shape[0]\n",
    "    cdef int i = 0\n",
    "    cdef double r = 0.0\n",
    "    cdef double xbar = 0.0\n",
    "    cdef double ybar = 0.0\n",
    "    cdef double sx = 0.0\n",
    "    cdef double sy = 0.0\n",
    "\n",
    "    for i in xrange(n) :\n",
    "        xbar += x[i]\n",
    "        ybar += y[i]\n",
    "    xbar /= n\n",
    "    ybar /= n\n",
    "    \n",
    "    # compute standard deviation of x and y\n",
    "    for i in xrange(n) :\n",
    "        sx += (x[i] - xbar) * (x[i] - xbar)\n",
    "        sy += (y[i] - ybar) * (y[i] - ybar)\n",
    "        \n",
    "    sx = ( sx / n )**(0.5)\n",
    "    sy = ( sy / n )**(0.5)\n",
    "    \n",
    "    # compute r, the correlation coefficient between the two arrays\n",
    "    for i in xrange(n) :\n",
    "        r += (((x[i] - xbar)/sx) * ((y[i] - ybar)/sy));\n",
    "    r /= (n);\n",
    "    return r"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's set up two queues, one for uncompleted tasks, which we'll call `work_q`,\n",
    "and one for finished results, which we'll call `done_q`. The worker threads will\n",
    "pop tasks from the `work_q`, do some work, and push the results into the `done_q`.\n",
    "\n",
    "Let's also push sentinels at the end of the `work_q` so the workers have a convenient\n",
    "way to know when to shut down."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "building work blocks...\n"
     ]
    }
   ],
   "source": [
    "from threading import Thread\n",
    "from queue import Queue\n",
    "\n",
    "n = 4  # number of threads\n",
    "m = 12 # number of work units\n",
    "\n",
    "work_q = Queue()\n",
    "done_q = Queue()\n",
    "\n",
    "v = list( T1.leafs.keys() )\n",
    "\n",
    "print( 'building work blocks...' )\n",
    "for i in range( m ) :\n",
    "    pairs = []\n",
    "    for i in range( 100000 ) :\n",
    "        pairs.append( ( T1.leafs[ random.choice( v ) ],\n",
    "                        T2.leafs[ random.choice( v ) ] ) )\n",
    "    work_q.put( array( pairs, dtype=int ) )\n",
    "\n",
    "for i in range( n ) :\n",
    "    work_q.put( 'STOP' ) # sentinel elements, one for each worker"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The worker process takes the two queues as arguments, and returns `True`\n",
    "when it completes successfully.\n",
    "\n",
    "Note that we're not using `distances_by_name()` because it requires a call\n",
    "to Python's dictionary object, which requires the GIL. Instead, we have\n",
    "looked up the node id for each taxon when we created the tasks we pushed onto\n",
    "`work_q`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def worker( work_q, done_q ) :\n",
    "    print( 'starting worker...' )\n",
    "    for task in iter( work_q.get, 'STOP' ) :\n",
    "        D1 = T1.distances( task )\n",
    "        D2 = T2.distances( task )\n",
    "        r = correlation( D1, D2 )\n",
    "        done_q.put( r )\n",
    "    print( 'stopping worker...' )\n",
    "    return True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can set up our thread pool, run it and print the results the threads\n",
    "pushed onto `done_q`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting worker...\n",
      "starting worker...\n",
      "starting worker...\n",
      "starting worker...\n",
      "stopping worker...\n",
      "stopping worker...\n",
      "stopping worker...\n",
      "stopping worker...\n",
      "0.7858568333588076\n",
      "0.7826590873988822\n",
      "0.7844420298785083\n",
      "0.7838968592880762\n",
      "0.7832616169597755\n",
      "0.7810781477882289\n",
      "0.7823715835475968\n",
      "0.7832743632827825\n",
      "0.7862756657001954\n",
      "0.7851411483753257\n",
      "0.7828403864806949\n",
      "0.7833013061598763\n"
     ]
    }
   ],
   "source": [
    "threads = []\n",
    "\n",
    "for i in range( n ) :\n",
    "    thread = Thread( target=worker, args=( work_q, done_q ) )\n",
    "    thread.start()\n",
    "    threads.append( thread )\n",
    "    \n",
    "for thread in threads :\n",
    "    thread.join()\n",
    "\n",
    "done_q.put( 'STOP' )\n",
    "\n",
    "for r in iter( done_q.get, 'STOP' ) :\n",
    "    print( r )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Threaded algorithms are difficult to implement, and this is a very minimalist approach.\n",
    "It's really only good enough to demonstrate that you can call `SuchTree` from your worker\n",
    "threads without tripping the interpreter lock.\n",
    "\n",
    "If you need this capability, you will probably want to study the \n",
    "[documentation](https://docs.python.org/3/library/threading.html) carefully."
   ]
  }
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