{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "68b85a06",
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import re"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6767d536",
   "metadata": {},
   "source": [
    "# Wordnet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c0704a9a",
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from nltk.corpus import wordnet"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8df8b5c",
   "metadata": {},
   "source": [
    "You could call \"Wordnet\" a lexicon, but it is really much more.\n",
    "\n",
    "It is often referred to as a *lexical database*, containing large amounts\n",
    "of information about words, their relationships, and their meanings.\n",
    "\n",
    "Wordnet contains:\n",
    "\n",
    "- nouns (including compound nouns / collocations)\n",
    "- verbs\n",
    "- adjectives\n",
    "- adverbs\n",
    "\n",
    "It does not contain articles, prepositions, determiners, particles, etc. It also doesn't contain separate entries for grammatical variants, but will generally map grammatical variants onto their root forms.\n",
    "\n",
    "Note that Wordnet and its software are free under a BSD license.\n",
    "\n",
    "There is a similar database for German, called GermaNet, but it is available only under restrictive, non-free\n",
    "licenses. It is part of EuroWordNet, which is also only available under restrictive licenses.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "411d6173",
   "metadata": {},
   "source": [
    "# Wordnet Significance and Alternatives"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d240d2c1",
   "metadata": {},
   "source": [
    "Wordnet was originally created by psychologists.\n",
    "\n",
    "The word relationships in Wordnet have psychological reality:\n",
    "\n",
    "- base level words are recognized most quickly (\"cat\" vs \"feline\" vs \"sabrecat\")\n",
    "- defining properties of categories are processed/accessed more quickly\n",
    "- deficits in anomia correlate with these kinds of categorizations\n",
    "\n",
    "Limitations\n",
    "\n",
    "- no pronunciation (that may make a difference with homophones)\n",
    "- not a full ontology\n",
    "- no statistical information (is this usage frequent or infrequent)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e245eee",
   "metadata": {},
   "source": [
    "# Synsets and Lemmas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "3fad5785",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Synset('cat.n.01'),\n",
       " Synset('guy.n.01'),\n",
       " Synset('cat.n.03'),\n",
       " Synset('kat.n.01'),\n",
       " Synset(\"cat-o'-nine-tails.n.01\"),\n",
       " Synset('caterpillar.n.02'),\n",
       " Synset('big_cat.n.01'),\n",
       " Synset('computerized_tomography.n.01'),\n",
       " Synset('cat.v.01'),\n",
       " Synset('vomit.v.01')]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordnet.synsets(\"cat\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "143b7d7b",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Synset('cat.n.01'),\n",
       " Synset('guy.n.01'),\n",
       " Synset('cat.n.03'),\n",
       " Synset('kat.n.01'),\n",
       " Synset(\"cat-o'-nine-tails.n.01\"),\n",
       " Synset('caterpillar.n.02'),\n",
       " Synset('big_cat.n.01'),\n",
       " Synset('computerized_tomography.n.01')]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordnet.synsets(\"cat\",wordnet.NOUN)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13f1f803",
   "metadata": {},
   "source": [
    "Wordnet is organized into *synsets* (synonym sets).\n",
    "\n",
    "Each synset represents \"a set of one or more synonyms that are interchangeable in some context without changing the truth value of the proposition in which they are embedded.\"\n",
    "\n",
    "The concept is also used in other contexts in artificial intelligence and knowledge representation.\n",
    "\n",
    "Each synset has a definition."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "be751349",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cat.n.01 : feline mammal usually having thick soft fur and no ability to roar: domestic cats; wildcats\n",
      "guy.n.01 : an informal term for a youth or man\n",
      "cat.n.03 : a spiteful woman gossip\n",
      "kat.n.01 : the leaves of the shrub Catha edulis which are chewed like tobacco or used to make tea; has the effect of a euphoric stimulant\n",
      "cat-o'-nine-tails.n.01 : a whip with nine knotted cords\n",
      "caterpillar.n.02 : a large tracked vehicle that is propelled by two endless metal belts; frequently used for moving earth in construction and farm work\n",
      "big_cat.n.01 : any of several large cats typically able to roar and living in the wild\n",
      "computerized_tomography.n.01 : a method of examining body organs by scanning them with X rays and using a computer to construct a series of cross-sectional scans along a single axis\n"
     ]
    }
   ],
   "source": [
    "for s in wordnet.synsets(\"cat\",wordnet.NOUN):\n",
    "    print s.name,\":\",s.definition"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98733fd7",
   "metadata": {},
   "source": [
    "Each synset has a unique identifier."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "fe446527",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Synset('cat.n.01')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat = wordnet.synset(\"cat.n.01\")\n",
    "cat"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d1bfcce",
   "metadata": {},
   "source": [
    "As with a dictionary, we may also get definitions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "881d69f2",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['the dog barked all night']"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordnet.synset(\"dog.n.01\").examples"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ad9da04",
   "metadata": {},
   "source": [
    "Each element in a synset is a *lemma*; that is, it is a specific root word\n",
    "with a specific meaning, kind of like an entry in a dictionary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "f6cfc012",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Lemma('cat.n.01.cat'), Lemma('cat.n.01.true_cat')]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat.lemmas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "260f9faf",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['cat', 'true_cat']"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat.lemma_names"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11109dbc",
   "metadata": {},
   "source": [
    "Make sure you keep lemmas, synset identifier, words, and synsets apart in your mind."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "532877bc",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Lemma('cat.n.01.cat')"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordnet.lemma(\"cat.n.01.cat\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "e1fb898b",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Synset('cat.n.01')"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordnet.synset(\"cat.n.01\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "0965d18d",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Synset('cat.n.01'),\n",
       " Synset('guy.n.01'),\n",
       " Synset('cat.n.03'),\n",
       " Synset('kat.n.01'),\n",
       " Synset(\"cat-o'-nine-tails.n.01\"),\n",
       " Synset('caterpillar.n.02'),\n",
       " Synset('big_cat.n.01'),\n",
       " Synset('computerized_tomography.n.01'),\n",
       " Synset('cat.v.01'),\n",
       " Synset('vomit.v.01')]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordnet.synsets(\"cat\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e58dfd9e",
   "metadata": {},
   "source": [
    "# Word Relationships"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ae8400b",
   "metadata": {},
   "source": [
    "## IS-A Relationships"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9797ad1a",
   "metadata": {},
   "source": [
    "One of the most important relationships encoded in Wordnet is the \"IS-A\" relationship.\n",
    "For example, a cat \"is-a\" feline.\n",
    "\n",
    "This operates similar to inheritance in OOP (in fact, OOP is based on these kinds of\n",
    "relationships in natural language, brought to OOP via AI)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b55090f3",
   "metadata": {},
   "source": [
    "These semantic relationships are defined between synsets and referred to as *hypernyms* and *hyponyms*.\n",
    "\n",
    "(Note the analogy to *synonyms* and *antonyms*.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "0f379267",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [Synset('cat.n.01')]\n",
      "    [Synset('feline.n.01')]\n",
      "       [Synset('carnivore.n.01')]\n",
      "          [Synset('placental.n.01')]\n",
      "             [Synset('mammal.n.01')]\n",
      "                [Synset('vertebrate.n.01')]\n",
      "                   [Synset('chordate.n.01')]\n",
      "                      [Synset('animal.n.01')]\n",
      "                         [Synset('organism.n.01')]\n",
      "                            [Synset('living_thing.n.01')]\n",
      "                               [Synset('whole.n.02')]\n",
      "                                  [Synset('object.n.01')]\n",
      "                                     [Synset('physical_entity.n.01')]\n",
      "                                        [Synset('entity.n.01')]\n"
     ]
    }
   ],
   "source": [
    "s = [cat]\n",
    "indent = \"\"\n",
    "while s!=[]:\n",
    "    print indent,s\n",
    "    s = s[0].hypernyms() # <--- navigate up the hierarchy\n",
    "    indent += \"   \""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "375e1ce4",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Synset('cat.n.01')\n",
      "    Synset('domestic_cat.n.01')\n",
      "       Synset('angora.n.04')\n",
      "       Synset('tabby.n.01')\n",
      "       Synset('tiger_cat.n.02')\n",
      "       Synset('persian_cat.n.01')\n",
      "       Synset('abyssinian.n.01')\n",
      "       Synset('tabby.n.02')\n",
      "       Synset('burmese_cat.n.01')\n",
      "       Synset('tortoiseshell.n.03')\n",
      "       Synset('egyptian_cat.n.01')\n",
      "       Synset('siamese_cat.n.01')\n",
      "          Synset('blue_point_siamese.n.01')\n",
      "       Synset('maltese.n.03')\n",
      "       Synset('manx.n.02')\n",
      "       Synset('alley_cat.n.01')\n",
      "       Synset('tom.n.02')\n",
      "          Synset('gib.n.02')\n",
      "       Synset('mouser.n.01')\n",
      "       Synset('kitty.n.04')\n",
      "    Synset('wildcat.n.03')\n",
      "       Synset('jungle_cat.n.01')\n",
      "       Synset('serval.n.01')\n",
      "       Synset('ocelot.n.01')\n",
      "       Synset('leopard_cat.n.01')\n",
      "       Synset('jaguarundi.n.01')\n",
      "       Synset('margay.n.01')\n",
      "       Synset('european_wildcat.n.01')\n",
      "       Synset('cougar.n.01')\n",
      "       Synset('tiger_cat.n.01')\n",
      "       Synset('lynx.n.02')\n",
      "          Synset('common_lynx.n.01')\n",
      "          Synset('caracal.n.01')\n",
      "          Synset('canada_lynx.n.01')\n",
      "          Synset('spotted_lynx.n.01')\n",
      "          Synset('bobcat.n.01')\n",
      "       Synset('sand_cat.n.01')\n",
      "       Synset('manul.n.01')\n",
      "       Synset('kaffir_cat.n.01')\n"
     ]
    }
   ],
   "source": [
    "s = [cat]\n",
    "def print_tree(s,indent=\"\"):\n",
    "    print indent,s\n",
    "    for e in s.hyponyms(): # <--- navigate down the hierarchy\n",
    "        print_tree(e,indent+\"   \")\n",
    "print_tree(cat)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa0fc14d",
   "metadata": {},
   "source": [
    "It's useful and easy to display such relationships graphically with `pydot`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "1b51bd28",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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HyrwbIb6DhBwhhBjEqqurycnJYdu2bTQ1NREfH8+PfvQj4uPjcXJyGujuCTGo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\nGDlERETUlf4D7mFvGJp/zJcAAAAASUVORK5CYII=\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pydot\n",
    "graph = pydot.Dot(rankdir=\"LR\")\n",
    "def add(l):\n",
    "    hypos = l.hyponyms()[:4]\n",
    "    for h in hypos:\n",
    "        graph.add_edge(pydot.Edge(l.lemma_names[0],h.lemma_names[0]))\n",
    "        add(h)\n",
    "add(cat)\n",
    "def show_graph(graph):\n",
    "    graph.write_png(\"/tmp/_test.png\")\n",
    "    clf(); figsize(10,10)\n",
    "    gca().set_xticks([]); gca().set_yticks([])\n",
    "    imshow(imread(\"/tmp/_test.png\"))\n",
    "show_graph(graph)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "443cde23",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PnxfdVMK/EgGPIAhCAxAVFUVISAg9e/a8r/N//vlnxo0bR2VlJR999BGjR48GIDY2llde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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pydot\n",
    "graph = pydot.Dot(rankdir=\"LR\")\n",
    "c = cat\n",
    "graph.add_node(pydot.Node(c.lemma_names[0],color=\"red\",penwidth=\"3\"))\n",
    "for i in range(3):\n",
    "    start = c\n",
    "    hypers = c.hypernyms()\n",
    "    if hypers==[]: break\n",
    "    c = hypers[0]\n",
    "    hypos = list(set([start]+c.hyponyms()[:3]))\n",
    "    for h in hypos:\n",
    "        graph.add_edge(pydot.Edge(c.lemma_names[0],h.lemma_names[0]))\n",
    "show_graph(graph)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ae5a4c9",
   "metadata": {},
   "source": [
    "Q: Can we create a German equivalent of Wordnet via the English Wordnet, translation, and statistics?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0a7e056",
   "metadata": {},
   "source": [
    "## HAS-A Relationships"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69effe6f",
   "metadata": {},
   "source": [
    "Another kind of relationship is parts/whole relationships, or HAS-A relationships.\n",
    "\n",
    "These relationships are referred to as *meronyms* and *holonyms* of a word."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "dd7c5ab7",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tree.n.01 : a tall perennial woody plant having a main trunk and branches forming a distinct elevated crown; includes both gymnosperms and angiosperms\n",
      "tree.n.02 : a figure that branches from a single root\n",
      "tree.n.03 : English actor and theatrical producer noted for his lavish productions of Shakespeare (1853-1917)\n"
     ]
    }
   ],
   "source": [
    "for s in wordnet.synsets(\"tree\",wordnet.NOUN):\n",
    "    print s.name,\":\",s.definition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "2e9016df",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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70IhLb29vOAgNDAwwNDREZ2cnAwMDzM3NsbS0FL5PaPWYVqslNjYWrVZLTExM\nOACFhA5E9Xg84fk4brc7XE9IbGwsZrOZjIwMMjMzycnJCd/m5eWRk5NDfHy8jNwIIb6UBB4hIiS0\nkiq0v45arf7MicoqlQqNRoPFYmHbtm386Ec/wmq1PvD61Go1BoOBnJwcUlNTWbt2bXiS8McnCi8s\nLDA/Px9+OzQKEwgEwqM4nwxyoVGfmJiY8PPT6/Xh0aJQeyp0hUaVPn4buuTIByHEVyGBR4gIcDgc\ndHZ20tDQQHt7OwaDgdLSUjo6OsIjHSGhJejbtm1j165drF69Gq1W+8BrDAURs9n8uROWfT4fS0tL\n97SbQi0nv98fDjt+v/8zA09sbCwqlYqYmJhwmyy0KWLo7dDHCCHEtyGBR4iHJNS6cblcXL9+nVOn\nTnHkyBGSkpIoKirCbrczMzPDyMgIfr8/fD+dTofdbudP/uRP2L59e1TtFxNa8RQXFxfpUoQQ4gtJ\n4BHiIXG73bS3t/P6669TX1+Pz+dj9+7dPP300xQWFjI/P09PTw/19fWMjY2F21uhzQXXr19PUlJS\nhJ+FEEIsTxJ4hHjAvF4vHR0dNDY20tDQQFNTE+np6axZs4atW7eyevVqkpKScLlcHDhwAKfTyfj4\nOCqViuzsbGpra9m7dy92u33FHwMhhBAPivzrKcQD4vf7mZ2dpa+vj9OnT3Pp0iWGhobIycnhmWee\nYdu2bWRlZYU/3mQysXPnTtrb22lra2NmZoaamhp27txJWVlZBJ+JEEIsfxJ4hHhAXC4X586d47e/\n/S2NjY3k5ubyne98hxdeeIHU1NRPHWsQExNDWloadXV1TE9Pc/nyZfbv38+ePXsi9AyEEGLlkMAj\nxH3mdDrp6enh/fff5+rVq4yMjPDkk0+yZcsWampqWLVq1eeeyK1Wq6moqMBkMrFx40Y2bNiAyWSK\nwLMQQoiVRY6WEOI+UBSFYDDI0NAQTU1NXL58mYaGBgKBAKWlpTzzzDNUVlZit9u/0mN5vV7m5+eJ\ni4tDp9M9hGcghBDLmxwtIcQDFjoHanFxkVOnTnH48GHOnDlDbW0tzz//PN/73vcwm81fecKxSqVC\np9NJ0BFCiPtIRniE+JbGx8e5ffs2hw8fpq2tDZ1Ox+bNm9myZQulpaXh1VWyeZ4QQjw4MsIjxAOg\nKAoej4fW1lYaGxtpbGzk7t27ZGdnU1NTw65du8jLy5MDLIUQIkpI4BHia/L7/czPzzM4OMhbb73F\n+fPncTh9EjzUAAAgAElEQVQcrF+/nhdffJG6ujoJOkIIEWWkpSXE1zQ8PMyZM2f493//dzo7Oykp\nKWH37t3s3LmT9PR04uLi5PRuIYR4yL4st0jgEeIrmp2dpauri1OnTnH16lUGBgaorKykrq6O2tpa\ncnNzH8qhnkIIIT5N5vAI8S2ElptPTEzQ0tLCqVOnuHjxIj6fj6qqKl588UUqKipITk6OdKlCCCG+\ngAQeIb5AMBjE7XZz9OhR3nrrLS5evMjWrVvZv38/zz77LBaLJapOLxdCCPHZpKUlxOeYnp6mra2N\nd999l9u3b+P3+6msrGTz5s2sWbOGnJwc1Gq1LDcXQogoIC0tIb4mv9/P4OAgt27d4sqVK5w7d47k\n5GRqa2v5zne+Q3Z2tqzCEkKIZUYCjxAfEwgEcDqdHD9+nMOHD3P37l0qKyt5+eWX2b17NwkJCZEu\nUQghxDcgLS0h/p/5+XkaGxt5++23uXr1KomJiaxfv54nnniCwsJCkpOTv/LxEEIIIR4uaWkJ8SXc\nbjcTExNcuXKFS5cuce3aNex2O1u2bOGxxx6joqJCzrUSQohlTgKPeGQpisLi4iKDg4M0Njby29/+\nloGBAXJycnjppZeoqakhLS0t0mUKIYS4D6SlJR5JoRPOT58+zZEjRzhx4gSrVq1i+/btHDp0iKys\nLMxms2wkKIQQy4TstCzEJ3g8HkZGRjh//jznz59nYGAAq9XKtm3b2Lx5MxUVFcTGxspycyGEWEZk\nDo8Q/08wGMTlctHb20tjYyNvvPEGLpeLwsJCvv/977N+/XpSU1MjXaYQQogHQAKPeGT4/X7u3LnD\nv//7v3Ps2DEMBgPf//73eeaZZygsLJQdk4UQYgWTlpZY8QKBAF1dXZw7d47Tp08zMTFBUlISTz75\nJDU1NeTl5REXFxfpMoUQQnwL0tISj6xAIIDH46G1tZWLFy9y4sQJ5ubmKC0tZefOnezZs4fExEQ0\nGk2kSxVCCPGASeARK5KiKLjdboaHh/nFL37BmTNncLvd/OVf/iVPP/00lZWVkS5RCCHEQySBR6xI\nnZ2dXLp0ibfeeovp6Wk2bNjAvn37qKqqIiMjI9LlCSGEeMgk8IgVI7QK6+7du1y6dInr168zNTXF\n+vXr2b59O4899hgWi0X21vmKQnsVeTwePB4Pbrcbj8eD1+vF7/fj8/k+devz+QgEAuH7B4NB/H7/\nZz6+SqVCrVaj0WjCWwBoNBpiYmLQarWfeRsbG4tOp8NgMGAwGNDr9cTExMgWAkKILyWBR6wIgUCA\nubk52tvb+c1vfkNDQwMajYZ9+/bx/PPPU1paKudgfUIgECAQCOD3+z91GwoqHo+HmZkZpqenw7eL\ni4v3BKCPX263m6WlJeCjwOPz+cJ//iSVSoVWq0Wr1aJWqwGIjY1Fr9ffc4WCjV6vx2QyER8fj9Vq\nJSkpicTERIxGIzExMWg0mvAVExPzqb+TUCTEo01WaYllLxgMMjExwbFjxzh8+DBtbW3U1NSwd+9e\nduzYQXJyMnq9Xl7wPiYQCDA9Pc34+Dijo6OMjY0xOjrK6OgoDoeD2dlZ5ubmcDqd94QhIDzKEroN\nXXq9Hp1Oh1arDX+tQ6Myn/W1D4WqQCBAMBgEwOv1srS0hNfrDY8mLS0thS+v10sgEAgHGq1Wi8Fg\nICEhgaSkJJKTk0lLS8Nut5Oenk5aWhqpqanhg1/lZ0CIlUt2WhYr2uzsLD09PXzwwQdcu3aNiYkJ\nqqqq2LZtG9XV1WRlZT2yL3J+vx+Xy8X09DRTU1P3XDMzM8zNzTE3N8fCwgKBQCD8+x5qNYXaTSaT\nCaPRiMlkwmQyhUONVqslNjb2U2+HRtJUKhUajeZzW4ihltnHA8/HW2Ohy+v1ht9eWlpicXGRxcVF\nFhYWWFhYwOv1hu8fug19/ri4OOLj40lISCAxMTEciqxW6z2jRGq1+pH9ORFipZDAI1YcRVFQFAWH\nw0FzczOXLl3i5MmTaLVaNmzYwA9+8ANyc3Mfqb11Qu2nUAhYWFjA5XIxPj7O8PAwo6OjTExMMDEx\nEW5PAWi1WoxGI0lJSdhsNlJSUrDZbCQlJWGxWLBYLCQkJITfNpvNEV3GH3qes7OzzMzMhINb6M+T\nk5NMTEzgcDhwOBy43W58Ph+KomA2m7FarSQnJ2Oz2UhPTw9fcXFx4UBnMpkwGAwy10uIZUYCj1hx\ngsEgXq+X3/zmN7z99ttcv36dxx9/nIMHD7J7927i4uIeufbF9PQ0vb293Llzh7t379Lc3ExXVxdO\np5NgMIjJZCIjI4Pc3Fxyc3PJyckhPT0du91OSkoKOp2OmJiY8MhO6Pr4aE/o7UgLTYYOBoP3vP3x\nKxAI4PP5mJiYYGxsjOHhYQYGBujt7aWnp4fe3l7cbjeKoqDX6ykoKGD16tVUVFSwZs0a8vPzSUlJ\neaR+hoRY7iTwiBVlYWGBjo4O3n33XT788EMCgQBr165lx44drFmzhlWrVq3oF6nQROCxsTF6enro\n6emhr6+PkZERJiYmcLlcxMbGYjQaiY+Px2azkZqais1mIzExkYSEhPAValUZDIYVufliMBjE4/Gw\nuLjI/Pw8LpcrPBo0NzcXHgUaHx/H6XSG22MGg4Hk5GTsdjvZ2dnk5+eTl5dHZmbmPfOThBDRRQKP\nWBH8fj+zs7PcvXuXixcv8u6775KYmMjGjRs5ePAgRUVFK7aF5fV6cTqd4fk3DoeD3t5e+vv7GRkZ\nYWpqCp/Ph06nIykpiezs7PCVmZmJ3W4nMTFRWjQfoyhKeNL20NAQfX199PX1MTg4iMPhwOPxoFar\nSUxMDAefgoICkpOTSU5OJikpiaSkJAlAQkQRCTxi2VMUBZfLxfXr1/nFL37BhQsXsFqt/NVf/RVP\nPPEEaWlpkS7xvgvNU1IUhYmJCVpaWrhy5QoffvghN2/eZHp6GqvVSmFhITU1NVRWVlJeXk5xcfE9\ny7zF1+PxeOjv76e5uZmbN29y/fp17t69y9TUFHq9nqqqKjZu3MimTZvYuHFjeF8nlUolwUeICJPA\nI5a1YDBIU1MTp06d4ujRowSDQUpKSnj22WcpLS0Nzz9ZSTweD6OjozQ0NHDjxg06OjoYHx8nLi4O\nm81GRkYGeXl5rFq1iuTkZCwWC/Hx8ZjNZkwmk7z4fgvBYBC3243L5cLpdDI3N8fk5CQDAwN0dnYy\nPDwcngxttVopLS2lsrKS9evXhyc/CyEiQwKPWJYCgQCLi4tcv36d8+fPU19fj9/vZ8OGDezYsYO6\nujpiY2NXzEiG1+tlbm6O7u5uuru76ejooKmpienpaVQqFTabjZKSEgoKCsjPzyc3N5fExET0en2k\nS1/xvF4vk5OT9PX10d3dTVdXF729vQwPD6NSqUhMTCQ/P5/i4mIKCgrIzc3FZrOtuCAuRLSTwCOW\nHb/fz8zMDD09Pfzbv/0bN2/eRKfT8aMf/YidO3dSUFAQ6RLvi9A+NAsLC0xMTNDZ2cmxY8dobGxk\ncHAQnU5HdXU1dXV1bN++nby8PBlBiAILCwuMjIxw/vx5Lly4wM2bNxkfHycjI4Pq6mp27txJVVUV\nqampGAyGz914UQhxf0ngEctOf38/p0+f5tVXX2VqaooNGzZw6NAhKisrsVqtK2ZUw+1243A4OHHi\nBBcuXOD27dsEg0GKi4tZv349mzZtwm63k5SURHx8PLGxsStyNdVyE9oWIbTqa2hoiFu3bnH16tXw\nVgBlZWXh89tKS0tltEeIh0ACj1g25ubmaG5u5syZM9y4cYPR0dHw6MbGjRtJTExc9i/4wWCQpaUl\nWlpauHXrFrdu3WJwcBCfz0dSUhKlpaUUFxdTWFhIXl7eil0yvlIoisLCwgLDw8N0dnbS1tZGa2sr\nY2NjaDQa0tLSWLt2LevWraO4uJikpKRIlyzEiiWBR0S9QCDA1NQUzc3NvPvuu1y9ehWNRkNtbS3f\n//73KSoqWvajOqEXxtAE2DNnztDQ0EBfXx85OTnhE93XrVtHQkLCipmb9KiZmZmhq6uL06dP09DQ\nQG9vL3FxcWzdupUtW7ZQVlZGcnIyJpNJgqwQ95kEHhHVgsEgi4uL/OEPf+D3v/89H374Ibt27eLA\ngQPs27cPk8m0InZNDgQC3Lhxg+PHj3P48GEWFhYoLCzk0KFD1NbWkpGRgV6vlyXly1zoQNSlpSVG\nRka4efMmb7zxBq2trej1enbu3Mlzzz3HmjVrZD6WEPeZBB4Rtebn5+nr6+PIkSPU19fjdDqprq5m\n+/btVFZWkpWVFekSvzWPx8PY2BjHjh2jvr6egYEBzGYz69evZ926dZSVlZGWlobRaIx0qeI+c7vd\nTE1N0d7ezrVr17h9+za9vb1kZ2ezadMmdu3aRV5ennzvhbhPviy3xDzEWoQAPmrvTE5O0tLSwuXL\nlzl27Bh6vZ6NGzfy3e9+l7y8PCwWS6TL/Nampqbo7OykoaGB999/H7fbTWZmJtu3b6euro78/Hxi\nY2MjXaZ4QAwGAxkZGWRkZJCTk0NWVhYnTpygs7MTp9OJy+Wirq6OkpISUlJSZGRPiAdMRnjEQxU6\nC+r8+fO8/vrrvPfee+Tk5PDyyy9z6NAhkpOTl337KnSg5aVLl3jjjTc4fPgwycnJ/Omf/ikvvPAC\n2dnZMn/jEeT3+3G73bzyyiv84Q9/4M6dO+zbt48XXniBPXv2oNPplv3PvhCRJC0tETUCgQCdnZ0c\nPXqUkydP4vV6KSoq4qmnnqKiogK73b4iRjwGBwc5ffo077zzDhMTE2RmZnLgwAGqqqrIzMzEYDDI\nC9sjKLTv0uDgIDdu3ODs2bNcu3aN5ORktm/fzosvvojNZpMzz4T4hqSlJSIutGvyrVu3uHDhAqdP\nn0aj0bBu3Tr27NlDTU0NZrN52YcARVHo7Ozk4sWLvPXWWywtLbFmzRp27dpFXV0dSUlJMrLzCFOp\nVMTExJCbm4vJZArvlH3nzh1OnDiBXq/nscceo6ioSPbtEeIBkMAjHii/34/T6aS7u5vXXnuNy5cv\n4/f7+Q//4T+wZ88eysvLI13ifRF6nqdOneLIkSPcvn2bl19+mf3791NTUxPp8kSUSUlJCe+e/bvf\n/Y4333yTV155Bb/fj8lkIicnR85EE+I+k5aWeKCGh4f58MMPeeWVVxgbG6OoqIgXXniByspK7HY7\nBoMh0iXeF8PDw7z++uscPXoUv9/PgQMH2LVrFwUFBZhMpkiXJ6KQoih4vV76+/u5dOkS//t//29i\nYmLYtm0bP/vZz4iLi5P2lhBfg8zhERGxtLREW1sb586d48qVK/T19VFTU8P27dvZtm0bFotlRczX\ngY/m7Fy6dIn/9b/+F2azmY0bN/Kd73yHzMxM2WtFfCmPx8PQ0BDHjx/n+PHjeDweDh48yJNPPklO\nTo6s3hLiK5I5POKhCgaDzM7O0tvby4kTJ7h06RLT09Ns2rSJ559/nurq6mW/a3KIoigsLi5y48YN\nTpw4wcjICD/4wQ84ePAgpaWlkS5PLBN6vZ6cnBxefPFFFhYWOHbsGL/+9a9JSUnBbDZjs9kiXaIQ\nK4IEHnFfLS0tcfnyZX7961/T0NBATU0NL774Ik888QQJCQkraoje5/PR0dHBsWPHuHLlCk899RS7\nd++mqKgo0qWJZSYmJoaEhASeffZZ1Go1//AP/8Dbb79NbGwsBw4ciHR5QqwIEnjEfeHxeJicnOSd\nd97hwoULDA4Osn//fh577DFqamqwWq0ramheURRcLhfvvPMO/f39VFRUcPDgQYqKilZUqBMPj1qt\nJiMjg9raWv7kT/6E9vZ2Ll26RHV1NSkpKSumBSxEpKycVyARMbOzszQ3N3PkyBHef/99xsbGqKys\n5LnnnuOxxx4jKytrRYUd+Ohk97a2Ni5evEhsbCy7d+9m3bp1chq2+FZMJhPFxcV873vfw2Qy0dbW\nxuXLl3G5XJEuTYhlb2W9ComHTlEUurq6eOutt/hv/+2/MTg4yM6dO/n7v/97tmzZQnJycqRLfCD6\n+vo4fvw4AwMDlJeXc+jQoag8Eym063MgELjnCgaDn5rc9/GPUxTlU/cNBoOf+/if/Byhv/u8CYSf\n/Fyf9bhfVOtnfcyXve+zvhZfVGOkJCcns3PnTqqrq3E6nbz66qs4HI6oq1OI5UZaWuIbURQFh8PB\n6dOnOXr0KL29vWzdupXvfOc7bNq0iaSkJGJiVuaPl6Io9PT0cO7cOdauXcvatWuxWCxRtWeKoig4\nnU4aGxu5desWXV1dTE5OEgwGMZvNZGVlsXnzZioqKsjMzATglVde4ciRIwD8zd/8DcnJyZw5c4bm\n5mYmJyex2+383d/9HTabLRworl69yo0bN2htbWVqagqv14tWq8VqtVJWVkZVVRWbNm1Co9GgUqnC\nk9rffPNN3nvvPXQ6HT/+8Y/ZuXNn+OvndDrp6uri3/7t3xgeHiYnJ4cf//jH5OTkYDabw8/v+PHj\n/PKXv2RpaYlDhw7x7LPPhr8Ply5d4p/+6Z8A2L9/Py+88AKXLl2isbGRzs5O5ufnSUhIoLCwkNra\nWqqqqkhMTIzAd+rz7dq1i6mpKU6ePElrayvJyckygVmIb2FlviKJB0ZRFPx+P52dnXz44Ye89957\nuFwuCgsL2b17N9u2bSM9PX1F7yg8OTlJb28vAwMDPPXUU5SWlkbV/IpgMEh3dzf19fWcO3eOpqYm\nBgYGmJmZQVEUTCYTdrud7u5unn/++XDgaWlp4ejRowCsXbuWhIQE3nvvPbq6upidnaW4uBi3200w\nGGRsbIyrV69y9uxZbt68SU9PD7Ozs/h8PrRaLQkJCTQ1NdHZ2cnExAQbN27EbrcDoNFoGBoa4ty5\ncwQCAbZv305NTQ3x8fEAzMzMcOfOHU6dOkVvby8lJSVs2bIFi8USDjxOp5OmpiaOHj2KRqNh48aN\n97RNR0dHw8/FYDBgs9k4cuQIN27cYGBggIWFBeLi4sjJyaGvrw9FUaisrMRqtT6079OXWb16NcXF\nxXzwwQe0tLSQl5cngUeIb0ECj/jKgsEgS0tLjI+Pc+zYMd5++236+/t57rnnOHjwIHV1dZEu8aHo\n7e2lv78fgOrqanJyciJb0McoisLCwgKXLl3iX//1X2lubkZRFAwGA4mJiajVahRFYWJignfffZf8\n/HyeffbZTz3OyZMn0Wg0dHd3h0dsUlJS0Gg0uN1u7t69y3//7/+dtrY2FhcXMRqNxMfHo1arwz8n\n165do6WlhevXr/N3f/d3WCwWjEYjCQkJpKSkkJSUxMjICGNjY4yNjYUDz8TEBE1NTfj9fmJjY1la\nWqKpqYnVq1eTmZmJoiiMjo4yPj6O3+8nJSWFlJQUEhISPvNr0tzczKuvvsrNmzfxeDyYTCaMRiML\nCwu0tLTQ2tqK1WolPj4+qgKPzWYjLy+PzMxMWltbqaiooLKyMtJlCbFsSeARX5nL5aKzs5NXXnmF\nW7duodPp+Nu//Vtqa2vJz8+PdHkPhaIotLe3MzU1RV5eHmlpaVE1d8fv93PlyhXOnTtHW1sbAHV1\ndezYsYM1a9YQHx+P2+2mr6+P06dPk5WV9ZmPMzw8zIYNG/jhD39Ifn4+FouF+Ph4bDYb169f59Sp\nUzQ1NaEoClVVVTz99NOsXr0as9nM/Pw8zc3NvPfee9y5c4c7d+5w8uRJ4uPj2bx5M/DR0Qr5+fk4\nHA5GRkYYHBwML+efnJykvb2dpKQkjEYjBoOB5uZmpqamgI++B/39/YyNjREbG0tRUdEXjnw4HA4S\nExN56aWXKC8vJzk5GbfbzbvvvsvZs2fDo5VlZWVs2LDhfn47vrXU1FTWrl1LQ0MDQ0NDkS5HiGVN\nAo/4UoqiMDAwwNWrVzl9+jRNTU3k5+dTV1fHrl27SE9Pf6SOTxgeHmZpaYn8/Hzi4uKiqn0XCAS4\ndu0azc3NAGzbto39+/ezbds2MjIy0Ov1+Hw+CgsLyczMZNWqVZ/5OOXl5ezatYs9e/Zgs9kwGo3h\n59ne3s61a9dwuVxs3bqVffv28fTTT5Oeno5er8fj8ZCXl4dKpUKj0XDx4kWuX7/O6tWrPxV4Ghsb\nGRkZYWBgAPgosDkcDnp6esjLy0Ov17O4uEhnZydTU1MEAgEA+vv7GR0dRavVUlBQ8IWBJysri127\ndvHkk0+Sm5tLXFwcPp8P+GjfqPb2dnp6ehgdHb0/34T7KCkpiaKiIk6dOsXk5CQejwedThdV88WE\nWC4k8Igv5Ha7mZiY4Pz585w8eZLGxkYqKio4cOBAeDPBlbbk/MuEXnizsrKiau4OfBR42traGBgY\nID4+nn379rFr1y4KCwvDH6PT6cLzVz5PbW0tO3fuJC8v71PvGxgYoLOzE4AtW7Z86hBYo9FIUlIS\nPp8Pp9PJpUuX6Orqoq+vL/wxocATExPD8PBwOPC4XC7Gx8dxOBzs2rWL1NRUhoaGuHLlCuPj48zP\nz2Mymejr62N0dJTY2FgKCwu/MPAUFxdz6NAhiouLw2e3GQwGNm7cSE9PD7/85S+ZmprC6XR+pa/x\nwxQfH09mZiaBQACn04nL5UKr1UZVyBZiuZDAIz5XqHXw+9//nrfffhtFUdi9ezc/+tGPwodiPmph\nBz7ag8fv90flSjRFUZicnMTpdJKRkRE+pPXrysrKIiMj4zPfNzs7y9TUFIqiUFhYSG5u7md+XE5O\nDsXFxcBHIXF2djb8vtTUVAoKCoiJiQmP8IR+3oaGhlCpVBQXF5Obm4vBYEBRFAYHBxkcHKS4uDg8\nwhMXF/elgcdqtVJQUIBOp7vn7xMSEsLzfpaWlsKjPtFEr9djtVqJiYlhcXGRmZkZLBaLBB4hvoHo\n+tdaRIXQpNNz585x6tQpzp8/T05ODhs3bmTHjh0UFBQQFxf3yA6rezwegsEgRqMxKgNfaA8ctVpN\nbGzsN3pxDE3s/aLHB9BqtZ8b+mJiYsK7Tn9yrxyz2UxaWhpWq5Xh4WEmJycZHx+ntbWVkZERjEYj\nBQUFlJSU4PP50Ov1DA0N0draisViYXJykkAggNVqxW63f+EhrTExMRgMhk/9vKrV6vD3L1r3uImJ\niQm3E71eL263O2prFSLaSeAR91haWmJiYoI7d+5w5MgRmpubsVgsPPHEE2zfvl0OxYTwi+RnbcQX\nDQwGAzqdDr/fz8TEBAsLC+FWzlcVExPzuUFGp9Oh1+vxer3Mzs7idDo/M3A4nU5mZmbuqenjj5GY\nmEhmZiaTk5PMzMzQ09PD3bt3mZqaIi0tDbvdjt1uZ3x8nLS0NBwOB01NTdjtdmZnZ9Hr9WRmZmKx\nWL6wtahWq5ftiEhos0RFUVCpVFEZsIVYLiTwiDBFUZiZmaG+vp5/+qd/YmJignXr1vE3f/M3lJaW\nYrFYIl1iVDCbzczMzDA7O4vf7490OfdQq9XYbDYSEhJwu93cvn2b7OxsrFbrp0Y4QiMFX3ekzmKx\nYLVacblcdHV10dvbi91uv+dxFEWhr6+Pjo4O4KO20ic39jMYDJSUlNDX14fL5aK5uZnbt2+zuLhI\nSUkJcXFxaLVazGYzpaWl9PT0cOfOHVatWsXCwgJWq5WioqJPtapWkqWlJWZmZvD7/RiNRiwWi4Qe\nIb4hCTwC+Ogf1paWFt5//33Onj2LWq3mz/7sz9i5cyclJSWP1CqsLxMfH49Go2FqairqAo9Go6Gq\nqoqOjg4aGxt588038Xg8zM7Ohr+PHo+H4eFhLl++TFFREY8//vjX+hwFBQVUVFTQ39/PyZMnw7su\nFxYWYjKZWFhYoLOzk7feeiv8/vLy8nsmTsNHk5tLSkpoaGhgZGSE8+fP097eTmpqKqtXrw6PSplM\nJioqKujp6aG1tTUcOHNzcykuLkav19+3r1+0cbvd4UnyoT2MJPAI8c1I4BE4HA5aWlo4fvw4t2/f\nJhgMsm/fPvbu3cuaNWuiap+ZaJCamkpnZyfd3d3hORXRMp9Jo9FQU1NDd3c3HR0ddHV1cfz4ccbG\nxsITgL1eL+Pj49y8eZODBw9+7cBTVlbGli1buH79OiMjI5w5c4bFxUWys7MxGAy43W76+/upr69n\neHiY9PR0amtrWb169T2PYzAYKC0tJTExkZaWFhobGxkbG6OwsJDy8vJPBZ5Tp07R2tpKY2Mjc3Nz\nWK3WFR94Zmdn6e7uDm8caTQao+ZnTfx/7L1pcFtneqZ9ASSxkSBAggQBruK+SSJFbZQsyZIsqbV5\nd3fi7sTdlXQSJ5VJZaqmZpI/PdVJVVLZepKpqUknqSxOL26323bbki3ZsraWqJUUJVHc950EiJ0A\nseP74e+cIW3J1kKJpPReVW8BEgHwADg85z7Pcj+ClYYQPE8w0ryl69ev8+677/Lpp59SWFjI4cOH\n+fa3v01GRsaKrX14WCgUClatWkVzczMtLS1yWksqzl1qkpOTWbduHePj4/T09HDt2jU6Ojq4fv26\n7GGjVCpJSUlBq9Xes9iBz9q8/X6/PKdLSl1Jg0Al/x2VSoXVaqW+vp6dO3dSVVW14HU0Gg3l5eVk\nZmYSCATo6elBqVSSlZVFdXW1LGR0Oh21tbWYTCb8fj9dXV0olco7dl89TthsNtra2jCbzeTk5Cy7\nrkCBYCUh/nqeUGKxGKFQiJ/97Gd89NFHdHZ2smvXLvbv38/WrVtFrcCXUF1dTUFBAZ9++ind3d3k\n5eXd0cBvKVAqlWzbto2cnByOHz/OxYsX6ezsxG63A5/V4JSUlLBz5877EjxJSUlUV1fz/e9/n48/\n/pjz589z/fp17HY74XAYlUpFdnY2dXV1bNu2jf3791NQUPCF/UmlUpGTk4PZbCY9PR23243BYJAL\nlqVCZJVKRV5eHhaLBb1ej9frJT09HbPZTHZ29mMrAmKxGFNTU7S1tbF9+3Z55plAILg/Hs8jheBL\n8fl89PT0cOrUKc6dO0ckEuHw4cPs3buXtWvX3pdvy5OExWKhsLCQ9PR0rly5QmFh4bISPAqFgszM\nTBlpLcQAACAASURBVNasWYNarWbNmjVMTk7i8/mAzyIm2dnZVFZWUlRUJD/vwIEDcnFzTU3Nl75+\nWloalZWVKBQKysvLGR0dxefzEYvFSEpKQq/XU1BQQElJCZWVlSiVyi+kYhQKBSqVisOHD5Ofn8/c\n3Bw6nY6GhoYFURulUolarea5556jqKhIftz69evv2J21evVq/uzP/gyATZs23fG9rFmzhu9///sA\nsgv0cqGvr4+uri48Hg+1tbV3HAMiEAjuDkXiDqYOCoVC+D08ZsRiMWZnZ+no6ODkyZP85Cc/ITMz\nk2eeeYZXX32VVatW3XP78pPKiRMn+OEPf4jNZuPXf/3Xee21155YI0bB4iIVgb/55pscOXKE3t5e\nfvCDH7Bx48Yv9RsSCJ50vkq3iKPzE4Tf7+fatWv83//7f/nRj35EWloav//7v8/v/M7vUFZW9lgX\nfy421dXVfP3rX8fhcHD16lVu3ry5LJ16BSuPaDSK1+vlxIkTTE1NcfDgQYqLi0WnpEDwgIiU1hNC\nd3c358+f58MPP8TtdrNlyxYOHz7Mhg0byMnJWTZFtysFk8lEXV0d9fX1TE9P8+GHH1JSUvJY15QI\nHg0TExMcO3aMwcFBCgoKePbZZ8nKyhLdWQLBAyIiPI8xiUSCYDBIR0cHn3zyCUePHmVgYICKigpe\neOEFnnvuuWU5AHMloNVqKSgoYN++fej1eq5cucK5c+eYnJwUqWDBfWO322ltbeWdd95Br9ezadMm\n6urqhDWEQLAIiEvRx5hoNIrD4eCNN97g2LFjeDweXnvtNV5++WXq6urEFeMDkpqayje+8Q1cLhdv\nvPEGf//3f49KpcJisYiImeCeSSQStLa2cvToUc6fP8+f/dmfcfjwYVFXJxAsEkLwPKZ4PB4uXrzI\nL37xC65fv05FRQU7d+5k586dFBYWCrGzCCgUCtRqNTt37iQYDPLGG29w9OhRkpOTOXTokPiMBXeN\n5EP0wQcf0NPTw7e//W2eeuop0TEpECwiQvA8ZgSDQZxOJ+fOneP06dO0trZSXl7Onj172LVrF0VF\nRaLG5HPMzs4yMjLCyMgIc3NzaDQaeUCmWq1GpVItuK9Wq+X7SUlJlJWVsWvXLnp7exkfH+fo0aNo\nNBrq6upE7YXgK3E6nXR2dnLkyBH6+/spKCjgG9/4BhUVFaJQWSBYRJ6oM18ikZBbPmOxGPF4XJ5E\n/PlbqQ5j/n3pxCW5yUr/lu5LXiPzb6VJzUlJSQue8zAIh8NMTU3R0tLCv/3bvzEyMkJ5eTm/+7u/\ny7p1674wvFHwGS6Xi4sXL/L+++8zMTGB0WgkIyMDo9GI0WgkPT1dvq/X6zEajRgMBtLT01Gr1SQl\nJZGVlcULL7zAv/zLv3Dy5ElmZmb4vd/7Perr60lNTUWtVt/Wi0bw5JJIJJibm6Ojo4OPPvqIn/3s\nZ2zYsIFDhw7dlyGkQCD4cp4owROJRPD5fNhsNux2Oy6XC7/fj9/vZ3Z2Vl7BYJBwOEwikSAcDhMO\nh7/wWmq1mpSUFJRKJSqVCq1WS2pqKmlpaaSlpZGamkpqaiomk4ns7Gyys7PR6/UPNbrS2dnJ8ePH\n+dGPfoTRaOT555/n137t11i1ahV6vf6h/d6VjkajoaCgAK/XS1dXF8nJySQlJZGSkkJKSoosWCUB\nK/08OTkZlUqFTqdDq9WSnJyMz+dDrVbT1NTEzMwMmzZtYseOHWzatInMzEwRXRPIBINBTp06xbvv\nvsu1a9d45plneOGFF5adAaJA8Ljw2B195+bm8Hg8zMzM4HA4mJmZwel04vP55OX1evH7/YRCoQXP\nnX/1/VVX4p8XQfMjQfORhJBer5eXwWAgMzMTk8lEVlYWWVlZcrTgXkkkErjdbpqbm/n0009pa2sj\nKyuLr33ta+zcuZPa2lpSUlJEZOFLSE1NpbS0FLVazdzcHPF4HGBBRO5O3680M0qj0aDRaEhOTiYc\nDuNwOAgGg3g8HjweD5mZmdTU1GA0Gh/pexMsP0KhEP39/Vy4cIHTp0/jdrvZtGkTL7zwAuvWrSMr\nK2upN1EgeCxZsYInHo8TiUSYm5sjEAjItw6Hg8nJSUZGRpiYmGBqagq73Y7H4yEQCBCPx0lJSUGj\n0SyIysyPzmi1WlQqlTxk8XZCJBgMEolESCQShEIhAoGAHCGaHzUKBoOEQiEikQhJSUnodDoyMjLI\nzs7GYrGQl5dHYWEhVqsVo9GITqeTIwZarfZLxYrUhXXr1i3efPNN2tvb0ev1vPzyyxw8eJCSkhIh\ndO4CKcKTmZmJRqMhEAgAdxY584nFYszNzTE3Nyd/1hqNBovFQkZGBrFYjObmZkpKSojH41RVVYmh\nrE8o0WgUv9/P0NAQZ86c4f3338fr9bJ161ZefPFFGhsbRUeWQPAQWbGCJxKJMDU1RWdnJ+3t7bS3\nt9PZ2cnk5CR+vx+lUkl2djb5+fmUlpZisVjIyckhJycHi8VCdna2PCDz87U3n6/PuR3zT4TSiXF+\n/U88HicWi+F0OrHb7UxNTTE9Pc309DSTk5OMjo7S2tqK0+kkHo/Ls4eqq6upra2ltraWiooKLBbL\nbdMg8Xic2dlZjh07xo9//GPa29vZv38/L774Irt27UKr1Qqxc5dIwjY/Px+LxcLg4OA9e+koFAr5\neyouLubll1/m6aefZnh4mLfffpsf/vCHNDc389JLL3Ho0CHS0tLEGIonDI/Hw82bN/m3f/s3bty4\ngVar5Q/+4A946qmnKCoqeqynvgsEy4EVM0srEAgwMzNDd3c3PT09DAwMMDk5idvtJhqNotPp0Ov1\nZGRkkJWVRXZ2NhkZGXJxqVRTk5qaKkdQHvYBZn70R1pS5Mfr9eLxeHC5XNhsNhwOBy6XC5/Px9zc\nHGq1moyMDKxWK2VlZVRWVlJRUUFmZiaRSISxsTHee+89Ll68iMPhYPv27Tz99NPU19eLVtb75H//\n7//N22+/zaVLl4jFYne9/0vt6Wazmaefflqu2cnLy8Pr9dLW1sapU6cYGBggFotRU1PDjh07qK+v\nFxOwH3NisRg+n4+rV69y4cIFrly5QiwWo7S0lB07drBhwwasVqswFhQIFoGv0i3LNsITj8eZm5tj\nZmYGm83G+Pg4Q0NDdHV1MTIygtPpRKFQYDQa5anMpaWlFBUVkZeXR3Z2NhqNZkmjHAqFQq7tyMzM\n/MLPpfdot9sZGxtjcHCQ/v5+BgYGmJ6epq+vj97eXrq6urh16xZVVVUUFhYSiUTo6enh6NGjJCUl\n0djYyK//+q9TUlJCenr6ErzTlUU4HCYQCMj1XF6vF5/Px+jo6Bfquu7E/EhgTk4OZWVlrFmzhkOH\nDrFhwways7OBz0ZQWK1WsrKyOHnyJJcvX6apqQmPx8Pk5CQNDQ3k5eVhNBpFOuMxIhKJ4HK5GBsb\no7u7mwsXLtDV1UUoFGLr1q3s3r2bHTt2yKlzgUDw8Fm2EZ5wOMzw8DCnT5/m448/pqWlhbGxMfR6\nPWvXrmXr1q1s2bKFNWvWkJeX99iMR0gkEkQiEYaGhrh+/ToXLlzg4sWLdHV14fP5KCoqQqFQYLfb\nyc3N5dvf/jbf+c53MJvNogPoK5D2Z7vdzuDgIJ2dndy8eZO2tjY6OjrweDwEg0FisdhXvtb8bq2D\nBw/yrW99i3379qHT6e4osmdnZ2lvb+c//uM/+PTTT5mbm5PF6ubNm8nPzxdpyMeAeDyO1+vlwoUL\nfPDBB7z//vtotVq2bNnC66+/Tk1NDSaTaak3UyB47Pgq3bKsBE8wGGR6epqrV69y9epVOjo6mJiY\nwGQykZ+fT1lZGRUVFVitVkwmExkZGej1ejQazWN1lSRFfqSUl8PhYGxsjJ6eHvr7+2lvb6ejowOj\n0cgzzzzDiy++yFNPPYXJZHpshN9iEA6H8Xg8DA8PMzw8zMjICMPDw4yNjWGz2Zibm0Or1WI0GjGZ\nTOTk5NDd3c2RI0fkeqzboVAoyMzMpLKykueff57NmzdTWVlJdnb2lxYjR6NRZmdnGR0d5caNG1y7\ndo1r166RSCTIz8+nvr6ebdu2UV5eLjp1ViA+n4/e3l4uXbrElStXGB0dJRaLUVFRwebNm6mvr6e4\nuJi0tDTxdyoQPASWveCROhf6+vrkFE53dzcej0cuPK6srKSyspLy8nIKCgq+9Cr6cSQej+Pz+RgZ\nGaGnp4fu7m56e3uZmZlBqVRiMpmorKykrKyM8vJyysrKZEO8JwHpiloShy6Xa4FYtNlseL1eQqGQ\n3HaekpJCRkYGOTk5WK1WcnNzsVgs/OpXv+Lv/u7vcDqdC6wHpKL2pKQkampqqK+vZ9OmTTzzzDPk\n5+ffcw3G9PQ0XV1dXLhwgfb2dvm7LC0tlfd1qXsvPT39sRL0jxNerxebzcbIyAj9/f10d3fT3d3N\n3NwcWVlZVFVVsXnzZjkS/SQdtwSCR82yFjzBYBCXy8XQ0BC//OUvOXfuHMPDw+Tk5LBz50727NnD\ntm3b0Ol0Il0zj3A4jNvtpqmpiU8++YSmpiZsNhtVVVXs2rWLF154AavVisFgeOw6P6LRqLwikQiR\nSIRgMMjw8LB8shkcHGRkZESO4kgdcLW1tZSXl8uisLCwELVaveAk9OGHH/IXf/EX3Lp1C5/PJ/8N\nqNVq0tLSyMjI4LXXXuPgwYM0NDQ88AksHo/T1tbGyZMnOX78OJ2dnaSmplJRUcH27dvZsmULpaWl\nsluzlEYTLA3xeJxoNEooFJL9dFpaWjh79ixtbW34/X4sFguHDh1i7969NDQ0oFKphNARCB4By1Lw\nSOMdfvWrX/Hpp59y5swZPB4PJSUlbNmyhe3bt5OXl0dmZiZ6vV5Y8n+ORCJBNBrF5/PhcDgYGhri\n7NmzXL58mampKQwGA/v372f37t1s2rRJHmuxkpFa/ScmJhgeHmZgYIDe3l76+/sZGRnB6/USjUZl\nT53CwkKKiorkKElGRgapqamy/5JGo7ltwejFixf513/9V44fP87U1BTxeByFQkFRURFbt27l1Vdf\npbKyEqvVumhzjgKBAB6Ph6mpKW7cuEFLSwvt7e2MjY1hNBqpqKigsbGRjRs3UlpaKtJdS0QikWB2\ndpbe3l6uXbvGhQsX6Onpwe12o9PpWLt2LevXr2fjxo2YzWYyMjJIS0tb8X97AsFKYdkJHpfLRX9/\nP5cuXaKlpYXp6WlUKhU1NTWsWbNGvgqXZg8JvhzJj6e3t5e2tjZu3bpFZ2cniUSCwsJCNmzYwObN\nmykqKloxHVzSe5JGgEjLZrMxPT2Nw+HA6/WSSCRQKpWo1WpMJpPsXC35LeXk5Cxwsb6bE09XVxdH\njx7lH//xHxkZGcFoNLJhwwYaGxtpbGxk06ZNpKWlkZKSsujvW/KWGhgYkNO7IyMjuFwugAVGldKS\nDCvFSXXxicVihEIhxsbGGB0dXVADNj09TTgcxmg0kpeXR1lZGWVlZZSWllJYWEhycrL4TgSCR8yy\nETyS3f6tW7c4f/48R48eRaFQUFNTw9e+9jWefvppcnJyHsqJ5ElB6mw7e/Ysx48fZ2hoCK1Wy+HD\nh9myZQtVVVWYTKZlkxKRojaSU3EgECAYDBIIBJiampKjN5OTk7JxYzweR6PRYDQaKS0tpby8XK55\nyc3NfWBRJxXN//mf/zlOp5Pa2lpeeeUVtm3bJnfIPQoikQhut5urV69y6dIlrl69KkecpPcumVMW\nFhYu8JfS6XTynDfB3SF1R853bvd6vTgcDtnUtK+vj+npaRQKBWazmXXr1tHY2CgXIwuBIxAsLctC\n8MTjcaampnj77bd5//33GRoaoqioiN/8zd/kqaeeIj8/X+60EgeN+0dKdYVCIYaGhjh58iQ///nP\nGR0dpb6+nueff56vf/3r6PX6ZfE5x2IxZmdn6enpoaOjg87OTnp6ehgeHsZutxMIBDAYDHKHXklJ\nCdXV1ZSWlsriWFpSbcuDnuRDoRATExP84Ac/YNWqVRw8eJC8vLxHXkcmicFwOCybV3Z3d3Pz5k2u\nXbvGzZs3mZmZQaFQYLVaqa6uZvXq1dTU1FBTU0NOTo7w9bkHotEok5OT9Pb2ys7tXV1d9Pf3E41G\nyc7OlovV161bR2VlJenp6XJqVNQYCgRLz5IKnkQiQSAQ4OrVq5w4cYJz586h1+tlp9nVq1djsVjE\ngfkhEAgEGB0d5ebNm5w9e5be3l4SiQQ7duxg3759rFmz5pF97pIQm56eZnx8nNHRUcbGxpiamsJm\ns+F0OuVZVHq9Xi4ONpvNmM1msrKyyMjIICMjA5PJhMFgeGjOtFLEqa2tDaPRSFFR0ZIbWErb5Xa7\nsdvtTE9PMzU1JX+OkjgMh8PEYrEF3WfSSBXps5TmhS31+1kqgsEgXq+X6elpOUU6NTXFxMQENpsN\nl8tFLBZDrVaTmppKeno6RUVF5OfnY7Va5c9Smof2pH6OAsFyZMkEj1RU29zczMcff8yFCxfQarXs\n3buXPXv20NDQIELuj4BgMEhzczPHjx+nqamJUCi04DvQaDSLmuKKRqPMzc0xOzu7wMnY4/EwNjbG\n2NgYExMTOBwOfD4f4XAYnU5HVlYWeXl5lJaWUlBQIC+j0Sg8S25DIpHAbrfL7dCDg4NyfYnH40Gh\nUJCWlobRaMRgMGAymbBYLPLJen4KTEqDSeNWlkvK835IJBIEg0E5TTo/ReX3+3G73czMzDA+Po7T\n6cTtdssT7QHS0tKwWq0UFRVRXFxMcXGxXCguojgCwfJmyQSPx+Ohu7ub733ve/T09FBaWsqf/Mmf\nUFdXJ7pMloDJyUmampr4q7/6KxwOB5s3b+b73/8+eXl5i9JtJO0rs7OzjIyM0NHRQUdHBzdv3qSj\no4PBwUEikQg6nQ6r1Up9fT2rV6+murqampoa8vPzMRgMD7wdTzKSp1V7ezu3bt3i1q1bdHV10dvb\ny9TUFKFQCK1WS05ODiUlJXIXW1FRkbzMZvNt94flGMn4/PFJiiRKw3lHRkYYGhqSi437+/uZnp7G\n5/OhVCrJzc2lpKSEyspKVq9ezdq1a+U6NyFuBIKVx5IIHpvNxpkzZ/jJT36CzWZj8+bNPP/889TW\n1oor9iUiGAwyMzPDrVu3+MUvfkFnZydWq5Xvfve7bNq06bazvr6MUCiE2+2WPW9GR0cZHR1lfHwc\nh8NBIBBAo9GQnp5OZmYmOTk58jRyKS0lpa8kt2xRsP5gSCd8aTitz+eTI21Op1Mu/pa63Px+P36/\nn1AohFKpRKPRLIgKSYN3pSX9n9TWr1ar5VlxarUarVa7KFHbWCxGOBwmGAwSCoUIBoPyCgQCzM7O\n4vF45MihdN/r9eJ0OvH7/czNzRGJROTolTQ4WIp05eXlkZGRQXp6urwPSveFb45AsDJ5pMNDo9Eo\ngUCAU6dO8cknnzA0NMTu3bs5dOgQW7duFQeSJUSj0ZCbm4vJZCIUCpGUlMTZs2c5cuQIkUiEnTt3\notPpvpDOkE4+TqcTh8OB0+mUHYztdjujo6N4PB78fj/BYBAAg8HAqlWrsFqtsotxQUEBVquVzMxM\nMRn6IaFQKGQH6YyMDPn/4/G4LHil2hW73S6ndNxutyyAQqEQLpcLn8/H5OQkSUlJ8kpOTkalUqFW\nq7/0VtqHJHfqO0VLpMLs+ZPpY7EYkUhELtaWbj9/PxaLEY1G5VvpdaLRKOnp6VgsFtLS0sjMzMRo\nNJKZmSkLb2ktdjpXIBAsbxZN8EimXD09Pbz11lv09/fT0NDAd77zHaqrq0VUZxmgVCrRarXs37+f\njIwMpqenOXXqFIFAgIKCAkpLS1GpVAucjOfm5nC73XR2dtLV1UVPT488zd3n85GUlITVamXVqlXU\n19dTW1tLVVUVJSUlGAwGkRpYBiiVSnQ6nezd83mi0ahsfCitmZmZBctut+NwOHC73USjURKJxG1X\nSkqK7HmkUChITk5Go9HcdrukVvBIJEI8Hgc+i0RKry91bc5fKSkpcs1XVlYW2dnZ8n2pMFsqLs7K\nyhKdnwKBQGbRUlrBYJCWlhb+5m/+hqmpKTZs2MDv//7vU1RURGpqqjjoLCOk2VNDQ0P87d/+LQMD\nA5SWlvK7v/u7qFQqRkZGGBwcXNAiPjc3h0ajwWQyYbVayc/Pp7CwkJKSEtncTyqAlVIeootlZSA5\nn0uRFUmESKL382M85hcFS/fn30YiEfl1pefeDkkQzbcTkASTlCqbvz9pNBq5uFqyIrjdrUqlkv8t\n9j+B4MnhkdXwXLp0iaNHj/LWW2+xd+9enn32Wfbs2SMOOssUaSbQBx98wNGjR7l69SpPPfUUsViM\nmZkZgsEgsViMpKQkUlNTMZvN5Obmkp+fL19ZZ2dnYzabxayzJwRJGEWjUVkYzRdI4XCYcDhMNBr9\nwuPvRHJyMkqlUhY8kmiZL1yk2/lLIBAIPs9Dr+GJxWL4fD7Onj3L2bNnsVgs7N+/n23btokD0zJG\nqVSiUqnYs2cPgUCAzs5Ojhw5QiKRICMjQ57aLVnml5SUyANJBU8mUkTmy9JUAoFAsFx5YMHj9/u5\nfPkyFy9eJBwO89//+39n/fr1izZYUfBwSU9PZ9u2bUQiEf7yL/+S0tJSvvGNb7Bnzx70ev2CdIEo\n8BQIBALBSuWBekilYYfvvPMOgUCAjRs3smnTJkwm0yM3FUwkEvyf//N/eP311/nTP/1TRkdHH+nv\nX6kolUosFgubN2+msbGRWCzGrVu30Gg0cluyVDMhjCIFAoFAsFJ5oDOYy+Wis7OTS5cukZ2dze7d\nu8nNzV2ScHcikeDYsWP80z/9Ez/5yU9wOByPfBtWKjqdjqKiIvbt20daWhotLS309PTg9XqXetME\nAoFAIFgUHkjwDAwMcO7cObxeLxs2bGDfvn0i7bFCSU1Nlc0h7XY7p0+fZnx8fKk3SyAQCASCReG+\nBU8sFqOnp4fm5mbWr19PeXm5KGRcwSgUCnQ6HTU1NVRUVHDq1CmGhoZkfxSBQCAQCFYy91W0HI/H\nsdls8myaZ599ltLS0iVrTR4eHub48eOMjIwAn81zevfdd7ly5cqCxxUXF7N3714A2tvbaWpqAmDD\nhg2UlJTQ3d3N5OQkHo+HeDzOvn37yMvLk58/MzPDxMSEPKAxGAwSj8fRaDRkZmbKs3lu51gcj8eZ\nmJhgfHycyclJfD4fkUhEtvQ3m80UFBRQVFRESkrKI2/ll0zdqqqqqKur49///d8ZGBjA4XCQnZ39\nSLdFIBAIBILF5r4USiwWo6+vj5GREZRKJY2NjeTn5y/2tt01169f5/XXX5f/7XK5+PM///MvPO6l\nl16SBc+pU6f4oz/6IwD+9E//lOeff54f/ehHNDU1MTAwQDwe55e//CV5eXnE43FmZ2e5efMmZ86c\n4ezZswwODuJ0OolGo2RmZlJVVcXWrVt58cUXKS0txWAwyKIlHA7j8Xi4cOECZ86c4fLlywwPDxMI\nBEhKSsJkMtHQ0MAzzzzDoUOHZNv7pfAvKikpYf369fzzP/8zg4ODDA0NCcEjEAgEghXPfQuenp4e\n/H4/hYWFWCyWFT0f6fz584yPj3P69GmcTifBYBC1Wi0bGLlcLn784x9z4sQJbty4gdfrJRQKEYlE\nSCQSOBwOrl27xtDQEK2trfzWb/0Whw4dQqPRkEgk6Ojo4M033+Ts2bMMDw/j8/kIhULE43EUCgVT\nU1OcPXuW/v5+rly5wn/9r/+VmpqaJRnHodfryc3NpbCwEIfDweDgIBs3bnzk2yEQCAQCwWJy34Jn\nYGCASCRCWVkZaWlpS1qsXFlZyfe+9z3efPNNent7SU9P59VXX8VisSx4XHV19W2fPzQ0hFKpZOvW\nrZjNZtLT09FoNJSUlGCz2bh27RrHjh2jvb2dpKQkdu/ejdVqRa/Xk5SUhMvloqenh66uLpqbmykr\nKyMvL4+NGzcyMjJCU1MTH374ITabDavVyu7duzGbzWg0GqLRKC6Xi9bWViYnJzl37hzr169Hq9VS\nWVn5KD6+BSQnJ5Oenk5FRQWzs7MMDw8/8m0QCAQCgWCxue8anpGREeLxOCUlJUvuqFxVVcX//J//\nk+bmZnp7ezEYDLz++uvU19ff9WtYrVZ+67d+i+rqasxmsxxdaW5u5tSpU7S2tqLT6di6dSuvvvqq\n/Ljk5GQ5OvTee+9x/vx5rl69yqpVq1i3bh1tbW2cO3eOrq4uampq2L9/P88++yzl5eWkpaURCoUY\nHx/nnXfe4dixY9y4cYPTp09TWFi4JIIHQKvVUl5ezuXLl5mYmFiSbRAIBAKBYDG5b8HjdDpJSUnB\narWu+DlKmzdv5lvf+habN2/+QsHx8PAw586dY3Z2lgMHDvDbv/3b1NfXo9Vq5UnMRUVFHDp0CJPJ\nRHt7O0NDQ7S3txOPx7lx4wZtbW2o1Wq++c1vcvDgQSoqKmQjP61WS1paGr/xG7+BQqGgpaWFtra2\nJY2sqNVqCgoKaGpqwuVyLdl2CAQCgUCwWNyzUonH40QiEfx+P5mZmRgMhhXvwJufn09tbS2pqalf\nSM253W6GhoaIRCI0NzczNzdHRkbGgoLiRCJBOBzGZrPhcrmIxWLY7XYSiQRTU1NMTU0RiUT46KOP\nuHXrFnq9fsHvSCQSzM3N0dPTQzwex263L6npX3JyMkajkUQigd/vJxqNisnnAoFAIFjR3JfgkaYi\nS5O0V7rgMRqNWCyW276PYDCI2+0mFovR0dFBZ2en/LP5U1nn31cqlfj9fhKJBLOzs8zOzhKJRGhq\napJb4b/s+X6/n2AwuGjv715JSkoiLS0NhUIhf9dqtVqYSgoEAoFgxXLPgicWixEKhUgkEiQlJS2J\nZ8xio1Kp0Gq1t/2ZJEQSiYS8vop4PH5bw767NfGLxWJ39XseFgqFArVajVKplL/vlJQUIXgEAoFA\nsGK5Z8GTkpJCamoqycnJcmprObrxxuNxEonEA4sxqU17bGyMffv2ceDAAXJzc78yqpWVlYVG/J3+\n4gAAIABJREFUo8FkMmEymXC5XPz2b/82DQ0NZGVlfeXvLS8vf6DtfhBisRg+n49YLIZOp7ttqk8g\nEAgEgpXEPQsepVKJSqVCo9EQj8fx+XzLRvCoVCpSUlKIRqOMjY1RWFhIZmbmA6XcLBYLdXV1OBwO\nIpEISUlJlJWVYTab0ev1coRLEn8ul4vJyUn5+WVlZZSWltLc3EwoFEKv11NbW4vJZEKr1coF38Fg\nEJ/Ph8PhWPLOqFgshsfjAZAnpa/0KJ5AIBAInmzuq71KqVSi1+uJx+O43e5lI3jS09NJS0sjGAxy\n+fJlUlNTKS8vl0/YGo0Go9F4T69ZXFzMrl27uHnzJpcvX2ZmZgan08natWspKCggPT0dhULB7Ows\nU1NTdHV1cfHiRdLS0li3bh319fX09PTQ2trKe++9x9TUFA6Hg9raWrKysuRuL4fDwfDwMB0dHZw7\nd47Dhw/f0TfoYSN5A82v5REIBAKBYCVz34JHSvMMDAwQDocXe7vuGYVCQXl5OUVFRdy6dYs33niD\nX/7yl2i1WvmEvWvXLv76r//6nl63oKCAvXv30t/fz6effkpXVxc//OEP0el0Cwp5pWLuubk5fD4f\nGzduJJFIsGbNGjweD6Ojo1y4cIGmpiY6OjrkyIkUfYpGo4RCIebm5vB6vWzevHlxP6B7QOoYS0lJ\nIScnZ8m2QyAQCASCxeK+BE9SUhLFxcVMTEzQ29tLKBRa7O26L3bs2IHf7wdgYmKCwcFBeYQDQGFh\n4T2/plarpbCwkJdeeomcnByuXr1KX18fNptNHhEhRY8MBgMWi4V169axbds2kpKS0Ol01NXV8dpr\nr7Fq1Sra2toYGhpiYmKCQCBANBpFoVCQlpZGZmYmhYWFFBcX35Np4mIitaJ3dnaSmZlJQUHBkmyH\nQCAQCASLyX0LnvLyclpaWujr68Plci1wJ14KFAoFGzduJCUlBY1GQ0dHBzabDb/fTywWAz4bjClh\nNptpaGgA+MIIis+j0+nYsWMHxcXF1NXVyQNGp6en8fv9corPYrFQVVVFQ0MDq1evlh2oc3NzOXz4\nMBUVFbS0tHD16lWGhoZwu92EQiGUSiWZmZkUFRVRXV3Nxo0bKS0tfUif1JcTCoVwOBwMDAxQXFxM\ncXHxkmyHQCAQCASLyX0LnoqKCrKysrh8+TKdnZ2YTCZyc3MXe/vuCY1GQ0NDA1VVVUQiEbm9W2rx\nnt96fvjwYbZt2wZ8VvtzN1itVkwmE1u2bFnw+vBZmk9q01er1QvSVYBc7FxQUMCBAweIRqNyJ5n0\n/OTkZFQqFWq1esncqycnJ+nq6sLtdpObmysEj0AgEAgeCx6ohqesrIysrCzOnz9Pfn7+kgseyT9G\nrVZ/5WNTU1NJTU29p9dPTk4mOTn5vifDp6SkkJKSQlpa2n09/1HQ3d1Nc3MzhYWFlJWViRoegUAg\nEDwW3Fe/tkKhkCdqV1ZW0tLSQk9Pj1w/I1h5SBYDHR0ddHd3s379ekpKSpa1OBMIBAKB4G55oJkQ\n5eXlNDY2MjQ0RGdnJ5OTk0vqECy4f6LRqNwWPzMzw549e+6ryFsgEAgEguXIAwkei8XCxo0b2bBh\nA52dnbz77rvy2AnByiGRSODxePjpT3/KxMQEGzduZP369XflCC0QCAQCwUrggQRPamoqxcXF7N+/\nn3g8TlNTEzdu3JBdegUrg5mZGVpbWzl//jyBQICSkhK5w0yIV4FAIBA8DjzwmHODwcCzzz5LSUkJ\no6OjvP/++wwNDRGNRhdj+wQPmUgkQk9PDx9++CGjo6MoFAqUSiXt7e0MDAxgs9lwuVz4fD6CwSDR\naFSIIIFAIBCsOB649zk5ORmz2czu3bvx+Xz87Gc/Izs7Wx7rIFje9PT0cOLECY4cOYLRaMRut/Pj\nH/+Yt956i/T0dCwWCyUlJZSUlFBaWkpJSQn5+fkLHKwFAoFAIFjuPLDgUSgUqFQq1q1bh9frpaOj\ng6amJlQqFQaDgYyMDDk9Ilg+BINBnE4nR48e5fr16xQVFXHw4EHUajVOpxO3243T6SQQCDAyMsLI\nyAiXLl1Cr9eTlZVFZmYmJpMJi8VCVlYW2dnZZGdnf8F/SLBySSQSRKNR5ubmCAQC8gqHw0QiEflW\nWuFwmHA4LEd3E4kEsVjsjtFehUJBUlISSqVS3meSk5Nl+4aUlBR5ILB0X6VSodVq0el08hLDbQUC\nwd2waO52RUVFbNu2jZGREY4dO8Ynn3xCXl4eGzZsWHIXZsFCQqEQ4+PjXLlyhU8++QSlUsmLL77I\nr/3ar5GTk0M4HMbhcNDX10dvby8DAwP09fUxNDQkT41PS0vDbDZTUFBAYWEhq1atorS0VB7gqtFo\n0Gg0aLVaVCqVEEHLDEnMzBcq84VMLBYjHA4TDAZxu90LVjAYJBQKEQqFCIfDC26l+9LvkF7ndigU\nCtnbSto/5gsbyYRTrVbL97VaLXq9noyMDDIyMjAYDOh0OlQqlfxa858/XzAJUSQQPNkoEncoyFAo\nFPdcqxEOh3G5XPzt3/4tp0+fJh6P89/+239jx44d5OfnL8oGCx6cgYEBjh8/zg9+8AOysrJ47rnn\n+L3f+z0MBgPJyckkEgni8fiCq/dIJILb7Zbnpw0MDNDf309PTw9Op5NIJIJGo6GoqIiKigqqq6sp\nLy+noqKCgoICkQJbZsRiMWZmZpicnGR8fHzBmpqakqN8Xq+XeDwuL6VSKQsPSdBKt9KSjD8lQTPf\n4Xw+0j4WjUbl8S+hUIhgMEgwGGRubk6+le6HQiEikYgcFZJe32g0YjKZMJvN5OXlkZeXJ5uh5ubm\nYjabSU5OFvugQPAY81W6ZVEFj3SivHLlCsePH+fYsWNYrVZ2797NgQMHWLVqlYj0LCGBQICBgQE+\n+OADmpqasNlsfOMb32DPnj3U1dV9ZRQmHA7j9/txuVy4XC6cTiczMzPMzMxgs9mYnp7G6/UyNzcn\nFzcbDAaysrKwWq1YLBasVitWq5X8/HzS09PF/vAQiUajeDwe7HY7drsdm82GzWaTvzOv14vP52Nu\nbk5OL90upZSamkpaWhp6vZ7U1FQ5ajL/sfPvJyUlAcgF8HcakyIdL6QlbbO0JDEk3ZeiT4FAgNnZ\nWXlJ+9vnnxOLxdBqtaSlpcnp9ezsbMxms7yys7PJzMwkKSlJiCGBYIXzVbplUQc2SQfNjRs3kpyc\nTDAY5MyZM5w8eZJYLMbOnTspLi7GaDSKg8sjJJFI4HA46Onp4dSpU/zqV78iFApx+PBheajp3aSc\npBRBRkbGgv+fnZ1lZmaGkZERBgcHGRoaYmxsjPHxcUZHRxkaGiI1NZWMjAwyMzPJzs6mpKSEnJwc\nDAYDaWlppKeny2t+ikNwd0hCwOPx4PV68Xq9uN1ubDYbU1NT2Gw23G43Ho8Hn8+H3+8nKSkJtVot\nfzcmk4msrCxMJhNGoxGDwbDge5HSlZKgWQpisRjBYBCv14vH45GjUNK/HQ4HDodDFnU+nw+73S6L\nH71eT3p6OgaDAbPZjMViwWKxyO9Vuk1LS7urETUCgWDlsKgRnvnEYjHcbjf/8A//wJEjR5iamuLr\nX/863/zmN9m0aZM4oT1C4vE4J0+e5M033+Sdd96htraWV155hT/8wz9cVHExf3+JRqM4nU76+vro\n7Oyko6ODzs5Oent7GRwc/MKE+LVr11JXV0ddXR0Gg0FEfu6RmZkZ+vr6aG1tpbW1lZs3b9Ld3c3s\n7CzwmX1ESUkJFRUV8srPzyc/P5+cnBxUKhUKheK2FyLL+eLkdscoaWBwLBbDZrPJwltKwXZ3d9Pd\n3Y3P5yMajaJSqaisrGTNmjU0NDSwbt06KioqsFgsy/q9CwSChTzSlNZ8pKLI/v5+zp07x+nTp+ns\n7KSmpoZdu3bx7LPPYjQaxVXUQ2Rubo7JyUmOHDnC2bNnGRsbo7a2lj179tDY2EhxcfFDE56JRIJI\nJMLs7Cw+nw+fz8fs7CxOpxObzcbExMSC9Mrs7CyJRAKj0YjZbCY3N5fCwkKKi4tZtWoVubm56HS6\nRyKUE4kEgUCA5OTkZbd/JhIJwuEw4+Pj9Pb20t3dTV9fH+Pj43JXXXp6OkajkaysLHJzc7FarZjN\nZjmaJq35NTeP4wVIIpGQa4KkDrP5+6PNZpNrmBwOB06nE5/PR3JyMpmZmVitVkpKSqiqqqK8vJyS\nkhIRfRQIljFLJnjmMzg4yOXLl/noo48YHx8nPT2dbdu20dDQQEVFBbm5ueJKahFJJBKMjIzQ2dlJ\nc3Mz58+fJxaLUVpayuHDh2loaFiyyfaRSIRAIMDU1BRTU1NMTEwwOjrK2NgYNptNdumWxIbRaCQn\nJwer1Sq3wmdkZGA0GsnMzESv1y+qKIlGo7jdbk6dOkV6ejo1NTXk5ubesQ7lURAMBnG5XExPTzM9\nPc3ExATDw8NMTEzgcDgIBALAZ87n2dnZ5OXlUVBQQH5+PlarVU4dLuV7WG4kEgncbjd2u53JyUnG\nxsbkZbPZmJ2dldNgGRkZ5ObmsmrVKvnzzMnJITs7W3QgCgTLiGUheOCzgtne3l5+/OMf88knnzA9\nPc2hQ4c4ePAgO3fulK80l7I+YKUTjUYJhUIEAgGOHz/ORx99xNmzZ7Farbzwwgu88sorlJWVLUtf\nJL/fj91ul1vhpTTY0NAQHo8HhUJBRkYGpaWlVFRUUFJSQk1NDYWFhZhMJrkleX6b8/2IaK/XS1dX\nF3/8x3+M2WzmlVdeYdeuXZhMpkd2cpPSMVKL9/T0NF1dXbS0tNDa2kpXVxezs7OYTCbKyspoaGig\ntraW6upq+fsVJ+H7IxQKMTo6SldXF21tbdy4cYP29nZmZmZISkqiurqauro6GhoaaGhowGQyLWiL\nFxduAsHSsWwETzwel1MsN2/e5OOPP+bmzZsoFApWr17NgQMHWL9+vZjQ/QD09fVx+fJljh8/Tnd3\nN1qtloaGBr72ta9RVVVFTk4OGo1mWR6UpRZlqf1YSkF4PB4mJycZHh5maGiIyclJpqenmZmZISUl\nBYPBgMVikUWQ5AidlZWFTqe75+0YGRnhzJkz/OVf/iV2u52CggIaGhp4+eWX2bJlyxcKth8Gc3Nz\njI2N0dTUxOXLl+nq6sJut5OVlUVBQQFlZWVUVVWRl5eHyWQiNTWV1NRUuUVciJ37Jx6PywXggUAA\nv9+P0+lkZGSEjo4O+vr6GBkZwe12YzAYWL16NRs3bmTLli0UFBSg1+uX+i0IBE8sy0bwSMRiMRwO\nB7du3eLSpUt0dnYyNTWFyWSioqKCtWvXUltbS15eHunp6Yv++x83nE4no6Oj3Lp1i7a2Nvr7+3E6\nnRQWFrJmzRo2bdpEbW0tBoNhRZ4II5EIHo9H9oyRWqunp6ex2+14PB5CoZAc1UlJSSErK0tuO5Zc\noM1mMzk5OaSmpn5pFPH69eu89dZb/PSnP2VsbIyUlBSsVisbN26ksbGRxsZGqqqqyMjIWFThGAqF\ncLlcdHR0yEW13d3dBINBdDodeXl5VFZWUlJSQmFhIQUFBRgMhmVXY/Q4EolEcDqdjI2NyZ2IUjfi\n3NwcWq2W/Px8KisrqaqqorKyEqvVikajWepNFwieKJad4JmPzWajpaWF48ePc+XKFcLhMPn5+Wzf\nvp36+nqKi4sxGAzo9Xq5i+RJJ5FIEAwG8fl8eDweent7uXbtGmfPnmVmZgaDwcCmTZs4dOgQq1ev\nxmQyLfUmLzrxeJxQKMTIyAgDAwMMDAwwODhIf38/IyMj+P1+NBoNRqMRi8VCbm4uxcXFlJeXk52d\njV6vX2CWp1ar5TTfqVOn+Id/+AcuXryIw+EgkUjIHi2rVq3i4MGDfO1rX2P16tVkZWU9UMGvFNVy\nuVxMTEzQ09PD6dOn5RRKWloa9fX1NDY2snXrVoqKikhNTV3Mj1JwH0g1aBcvXuTChQvcvHmTiYkJ\nsrKyqK6uZuvWrdTX15Ofn4/BYECr1a7Iiw2BYKWxrAWPVKfg9Xplj5hTp07R19dHdnY2dXV17N27\nl61bt1JQUCBalfksEtDf38/58+c5ceIEHR0dzM7OUlZWxv79+9m+fTvl5eVyXcHjWhM1fzSCdDs3\nN4fb7WZoaIjBwUH6+vro6elhcHAQj8dDUlKS3ApfWVlJTU0NtbW1FBcXYzabAXj77bf5kz/5EyYm\nJggGg/LvUygUpKSkoNfrKS4u5sCBA3zzm9+kqKjojk7CX0UgEGB6epoPPviAkydPcuPGDVJSUqiv\nr2f79u3s2LEDs9ksCzTRIbQ8kPY9qV5uYmKC5uZmzp49S1tbG9PT01RXV7Nnzx727dvH6tWrRbRH\nIHgELGvBIxGPx/F6vQwNDdHT00NXVxf9/f1MT08TiUQoLCykpKSE8vJyysrKKCwsJCsr64k4+Mfj\ncaamphgeHqa3t5e+vj4GBgYYGxsjkUhQWFhIbW0tVVVVsrfKk5oKlOovvF6v7ATtcDjk9uOJiQmc\nTiezs7OEQiHi8Tjp6elkZ2fL4weuX7/OT37yE4LBoDzuYD5KpRK9Xs+qVauor6/n6aefZvPmzVRW\nVt6VuIzH4wSDQVpbW2lubqalpQWbzYZKpSIvL4/Vq1dTXl5OUVERBQUFopB/mZNIJJibm2N6eprh\n4WF6enro7OxkcHCQUCiE0WhkzZo1bNmyhdWrV5Odnb3UmywQPLasCMEzH6krpaWlhStXrtDa2orH\n40GlUmG1WuXUxKpVq8jMzFzgBrvS7eGlK8f5LrIul4v+/n5Z6Eh1LF6vl7y8PA4fPsxLL71ETU2N\niIDdgXA4LBeeDg8Py2tsbAyXyyXPAdPpdIyPj3P9+vUv3felDjCNRsNTTz3FM888w/bt2ykrK7uj\naaLUBj05OSlH6Nra2piZmaG0tJR169axdetW1qxZg16vfyLE/OOIFGE8f/48zc3NDAwMoFAoWLdu\nHZs2bWL16tXyRYmwCRAIFpcVJ3gkpFoVp9PJmTNnOHfuHJcuXaK/vx+lUklubi6bNm1i/fr1NDQ0\nUFdXh1arXdEHkUgkgtfr5fr161y7do3m5mauXr0qRwBKS0vZuHEjsViM69ev09/fz86dO/nOd77D\n7t2776sr6UlC2p+lGU7BYJDBwUG5Bf7q1at0dHQwMjIiz3b6MqRRKiaTifXr1/PHf/zH1NfX3/Yq\nPhaLceXKFY4cOcJPf/pTwuEwdXV1vPbaa2zfvh2r1XrfrfSC5YXk9Dw9Pc21a9f413/9V1paWlAq\nlezdu5ff+I3fYN26daKjSyBYZFas4IH/V9Rpt9txOBzY7XbGxsYYGBhgeHgYh8PB7OwsCoUCo9Eo\npwEkw7Xc3Fy5SHU5XTHHYjG8Xi/T09NMTk7KxmcjIyOMjIzg8Xjk1ElWVhbFxcUUFxeTn59PRkYG\niUSCyclJPvzwQ7q7u+UD6b59+6itrRUpkLtAEj2BQACfz4fX6+XNN9/k+PHjXLt2jVgsdlf7v0Kh\nQK1Wk5GRQUlJCVu2bGHnzp0888wzqFQqQqEQ4+PjvPvuu1y+fJmpqSmsVitPPfUUDQ0NlJWVYTKZ\nRI3HY0goFMLtdjM8PCxfvNy8eROr1UpjYyOHDh2ioqJCFKILBIvEIx0eutgolUrUarU88ycej+Px\neBgeHqa/v5+hoSFGR0eZmprC5XIxMDDAxMQEt27dQqfTLRiGKHmV6HS6BUua/CwNxrzfwtBYLEY0\nGiUcDhMOhxdMdp7v6SGdYJ1OJ3a7HZfLJf8sGAwSiUTIy8vDarVSWFjIqlWrKCsrkzs+4LOTdWVl\nJWq1mhMnTnD58mWOHTsmd281NDQ81gXLi4EUndHr9ej1enJzc1GpVITD4XsS+tKoB2lI58zMDHa7\nHbfbTVFRER6Ph9bWVs6cOYNCoWDt2rVs27aNzZs3U1RUtCxNIAWLg1qtll2ZpXEpBoOBW7ducf78\nebxeL08//TRr1qwhPz9/WV2UCQSPI8s6wnM3SGaGt27dor29nZ6eHrmo1+fzAaDX68nOzpYPPJIv\nS3Z2Nunp6fJJLz09XRZB81MLt0szzE+PwGdXc7Ozs3i9Xnlej9frlX1jbDYbdrtd9o/x+/0olUoM\nBgMFBQWUlpZSWVlJbW0ttbW1ZGdn39VVf3d3NydOnOCHP/whSqWSp556iv/yX/4LeXl5Sz7ZeqUg\npSBef/113nvvPWZmZu75NaR9RKFQoNPpMJvN7NixA6fTyaVLlygoKODVV1/llVdeIT8/X3wvTyCx\nWIy5uTn+8z//kw8++IDW1lZ27NjBSy+9xL59+zAYDCu+DlEgWEpWdErrbvi8M+p8p15p7tD09DRO\np1Pu3HG5XPh8PkKhEElJSQvW/GiPZGR3O3M3KRojDSgMh8NEo1Gi0SjxeFyO+Oh0OvR6PRkZGWRm\nZsq3kj9MdnY2Op1O9oWRIk93Ox5A6hC5du0a77zzDu3t7VgsFr773e+ybds2LBbLw/jYHysikQh+\nv5/vfOc7fPTRR0Qikbt+rlKpXFB7I9X+pKSkyALaYrHwR3/0R2zevJm8vDzhKfWEIqVR7XY7N27c\n4OTJk5w6dQq9Xs+OHTv47ne/i8ViEVE/geA+WdEprbtBqVSi0WjQaDRkZmbK/x+LxfD5fLLI8Xg8\n8pK6oKT25PkrEoksKFi904np8wXCklhSq9ULlhQ5MhgMC5Ykfr7K+fer0Gq15OXlodPpiMfjGAwG\nmpqa5EjFM888Q0FBgagR+RICgQD9/f243W6i0eht/2ikFJhKpVpgWjg/TapSqWSRbbPZsFgsNDQ0\nsHXrVll8ipPZk4u0D0n7gV6vJzU1lebmZs6cOYNarZbr8O7X20kgENyZFS947kRSUhJGoxGj0Uhx\ncfEXfi4Zh/n9fvx+P7Ozs/IKBoOEw2G5aDoUCn3h+RqNRo7CqFQq+eSXlpYmL51O90h8VFJSUjCb\nzRw8eJDc3FzC4TDXrl3D6XQSi8V4+umnKSoqEl0hdyAYDDI6OiqLR6mOa37kT5reLkXsDAYDRqNR\nvtVoNMzNzdHa2opCoSA1NZUDBw5w4MABGhsbRVRHsACTycTmzZspKCggPT2dd955h7feegv47NhS\nVVUl0lsCwSKz4lNa94tUtyGFmaVb6f7na3Q+z/yaDfh/3izzUxyPus1YMkFzOp38x3/8BydOnGB4\neJgXXniBl19+mW3btokD6G2w2+1cu3aN9vZ2/H6/7O0kCRrJ50kazDl/JSUloVQqGR8f54033uDT\nTz9Fo9Hw7W9/Wxaay3Vgq2DpiUajTExMcOnSJf7X//pfhMNhtm/fzve+9z30er2ICAoE98BjX8Mj\nWIgk3Nrb27lw4QKnT59mYmKCqqoq9uzZw969e4Xp2ecIBoPY7Xa8Xi/xePwLaUm1Wi138N2OgYEB\nzp49yz/90z+Rm5vL9u3bee6557BarcIbSfCVhEIhpqamOHv2LO+99x4ul4v9+/fz0ksvUVZWJrq3\nBIK75LGv4REsRKoTWLt2LRkZGZhMJn7+85/T2dmJx+MhOTmZdevWkZeXJyZt//9oNBoKCgru+Xnx\neByfz8fVq1c5ceIEgUCAxsZGDh48SGlp6UPY0odLZ2cnQ0NDAKxbt04UvD8iJOuN559/HpfLxbFj\nx/j5z39Obm4uqamp5OXlLfUmCgSPBeLS4TEmPz+fZ599lv/xP/4HdXV1XLx4ke9///ucOHECt9u9\n1Ju34olEIvT09HD8+HEuXrzIoUOH2Lt3LxUVFUu9affFP//zP/Pcc8/x3HPPcfHixaXenCeKpKQk\nDAYDL7zwAocOHaKnp4f333+fCxcuLPWmCQSPDULwPMYoFApUKhXl5eV861vf4g//8A/R6XS8/fbb\n/P3f/z03btzA6/Uu9WauSBKJBF6vl1/84hdMTEzQ2NjISy+9RElJyYqt14nH4wusFQSPHrPZTGNj\nI9/97neZnp7m/PnzDA8P37ZxQiAQ3BsipfWYI5kb1tfXYzAYiEajXLhwgcuXLxONRtm9ezdr164V\nYfN7xOFwcPPmTS5dukRWVhb79++npqZGjAkQPBBarZbS0lJeeeUVBgYG6Ovr49SpUxw6dAiz2bzU\nmycQrGiE4HlC0Ol0VFdXU1xcTE5ODu+88w7/8i//wtTUFIFAgH379qHT6YQD8F0yNDTExx9/jN1u\nZ9euXRw6dGhZeafMH3MizQVLJBJy92BycrI8ViWRSODxeAgEAvLzJZfw+SQnJ8tuwOFwWE6LarXa\nO1oehEIhPB7PbR8XiUTweDxyoXh6ejpzc3OEQiHZDyklJQWNRiNPoI9EIv8fe3ca3OSVJ/r/K2u3\nbMmS5d2WjRe84CW2wQu7IZCwJmQSkknSncnNVOr23O7pmpm8mLrTU3Xrvph761ZN9dyunulOJ93T\nSxYg6SwQAgHMHozBgI333XjfJcu2ZGv9v+i/nos7IQlg8ML5VD0lGaRHR7aeR7/nd875nTlFPwNZ\nzECZiNsF3pfL5ZK6jALlKALPDxQX1Wg097yszHwzmUysX7+es2fPcubMGQ4ePMjq1asJDw8Xx6cg\n3AcR8DxCZDIZGo2G3bt3S8tZXLlyhV/96ld0dXXx3HPPERcXJ06q38Ln89HZ2cm5c+fIy8sjLy8P\ng8GwaLqyfD4f7e3tXL58mWvXrtHf38/ExAROp1Na9iKw0GlOTg4ul4s33nhjzrid//W//hdvvvnm\nnP2mpqbyr//6r0RFRXHt2jXeeOMNvF4ve/bs4Z/+6Z++ti1VVVW88cYb+P1+nn76af7xH/9R+r+2\ntjbeeOMNxsbGWLduHf/zf/5PPvnkEy5evEhraytKpZKCggLKysrYsGEDPp+PhoYGPv30UxoaGpiY\nmCAkJITS0lK2bdvGY489Nudv4HK5+MlPfkJVVRVxcXH8y7/8C93d3ZSXl3Pz5k1mZ2cxGo1kZGTw\n1FNPkZ6ejl6vn+e/xr3bunUrw8PDHD58mMbGRiIiIsRAckG4DyLgeYTIZDJkMplU6VWl9nRjAAAg\nAElEQVSr1aJWq7l58yZHjhzB5/OxefNmcnJyUKvVi+YLfLEZHh6mo6ODwcFBnn/+eTIyMhZNvRSP\nx0NlZSVnz57l3LlzdHZ2SgvUulwuVCoVBoOB2tpaGhsbef7558nMzKS6uprBwUFpP62trV/ZdyD7\nAmCz2bhy5Qoej4fs7Ow7tsdqtVJZWYnf7+exxx6b839TU1Ncv36dwcFBPB4PH3/8MZ988gnXrl1j\ncHAQuVxOb28vNpuN8PBwurq6+PLLLzl58iR9fX04HA40Gg39/f0oFAr0ej1JSUlSwO7z+WhqaqKy\nspKoqCiOHDlCe3s758+fp7u7G7fbjU6no6WlBZvNxq5du9iyZcuiKRK5cuVKVq5ciUqlor6+nuTk\nZBHwCMJ9EAHPIyo8PJyNGzdKFaI//fRT/vjHP+JwOFAoFKSkpBAcHCzq9XyNjo4Oenp6UCgU5OXl\n3dOU9gfF7XZz/PhxPv30UxobG6XiidHR0cjlcmlgst1u5/Tp02RlZZGfn09mZiaTk5PSwqlJSUkY\nDIY5+05LS5O6luZbb28vBw4coL+/H61Wy4oVK7BarbS3tzM1NYXFYqGmpobGxkZmZ2eJjo7G6XRi\ntVq5du0akZGRxMfH33Fh1snJSQ4fPozT6cTj8ZCUlITL5WJycpLm5mb6+/uRy+Wkp6cTHx//wN7n\n3QgPDycpKYnExESamprIy8tj9erVC90sQViyxLfZIy4nJ4ewsDAyMjJ48803+fDDD2loaOBv//Zv\nyczMnLM+mfCncSHNzc2MjY1JV9yLqbig1+vl5s2bdHR0oNfr2bNnD2VlZWRnZ6PX65mdnWV4eJjm\n5mZOnTpFbGwsFouFt956i5/85Cf853/+JwD/+I//yI4dO+bsW6lUYjabH0i7A+169dVXKSgoQC6X\n8+GHH3LixAlaWlr4xS9+QUhICAUFBbz88suYzWbq6+v55JNPOH36NC0tLVy+fJmdO3d+bX0pt9tN\nd3c3e/fu5YknniApKYm+vj5Onz7N73//e2w2G9XV1Zw4cYL9+/cvms99dHQ0eXl5nDt3jt7e3oVu\njiAsaSLgecRpNBri4+OlNb/Onj1LU1MT//f//l82bdrE+vXrycvLW+hmLioDAwO43W4pC7YYBrre\nTqlUolAo8Hq92Gw2bt26hUajITo6Whq/k5CQQGpqKrGxsSiVSmJjY+cMKDabzVgslofW5tjYWJ59\n9lk2bNhAcnIyALt376anp4e6ujoGBgbYt28fu3btorCwkODgYCmAu3btGuPj4wwMDNxxOr1Op2Pr\n1q08/vjjFBUVSVkvhUKBw+Hgk08+oaenh+vXr7N3796H9r6/jdFoJDU1lWPHjjE+Po7T6RRLlQjC\nPRIBj4BWqyUhIYHIyEhMJhOfffYZFy5cwOl0MjExgUwmIzExEb1eL060/GlKutfrXTRdH7eTy+Vk\nZ2fT2dlJR0cHra2t2O126uvriYyMJDExkaSkJFasWEFBQcGiGaQbHR3N7t27sVgshISE4PP5yM/P\nJyEhAb/fj8vlIicnh3Xr1hEeHg78qbBmIPgZHh7GarV+Y8CzZcsWCgsLiYiIAP7UZZSdnY3b7ebC\nhQt0dHTQ3t6Oy+V6aO/724SGhhIfH4/P58Nut2O321GpVGJigSDcAxHwCMD/m8G1detWMjIySE5O\n5r333uPtt9+mvb2dv/mbvyE3N3fRDM5dSBMTE7jdbkwm06Ib46RSqXjmmWdwuVz8/ve/p7m5mfr6\n+jmL3cbGxlJSUsKPf/xj8vLyCAkJWeBW/6lsQnJyshRABgUFSQu2BkRGRhIVFSX9rFarpWnyMzMz\nTE9P33EdHZVKRWpqqhQsBYSFhUn1kxwOB6Ojo3g8ngfwDu+NRqMhPDxcykTZbDZMJpMIeAThHiyu\ns7Ww4IKCgoiIiGDPnj0YDAbOnz9PRUUFs7OzPPnkk+zYsQODwbDovugfptnZWXw+H1qtdtF1ZwUF\nBZGUlMRLL73EmjVr6OzspKenh76+Pvr7++no6MBms1FZWcmBAwdwu91s3rz5nl4rEETdXuPndoGq\nzd+13X8+O+rP9yeXy+d87gKzDm9vwze19fbHf93/LUYKhUL6nLlcLpxOp1jUWRDu0aP7rSXckUaj\nITk5GaVSSUhICC6Xi66uLo4ePcrMzAzr168nPj5+UWQGFkKgQF2geN1iIpPJ0Ov1ZGVlkZKSwtDQ\nEAMDAwwMDDA0NERTUxNVVVVUVlZy4cIFsrOzvzbguVMQEyCXy9FqtdKsr+npabRa7ZzMw8TEBOPj\n49+53V8XPP55AHSvgYnH42F0dJTp6ek5g5pnZmYYGhpidnYWpVK56MZk+Xw+6XMml8tRKpWLNjgT\nhMVOBDzCHSUkJGAymcjNzeWnP/0pFy9epLa2lpmZGTZv3kxqauojWa9Hr9czPj6OzWbD6/UudHPm\n8Pv9TE9PA38avBwfHy8NPvb7/fT39/Puu+9y6dIlOjo6GBoakp4bCDp8Pp9UpflONWmUSiVGoxG3\n283k5CQ9PT1YLBap2rTH46Gzs5O2traH8K6/3ezsLA0NDVgsFvR6PXK5HK/Xy8jICDdu3GBqaoqQ\nkBCioqIWVfZyZmYGq9WKx+MhODgYg8GwqAIyQVhKFs+RLSxKGo2GhIQEfvjDH5Kens6RI0f4zW9+\nQ2NjozTl+eumAS9noaGhKBQKxsbGFtV4D/jTF/uvfvUr/H4/hYWFpKSkSGONnE4ndXV1UlFBj8cz\nJ2DTaDTodDomJydpamqiublZKqr450FP4HMRqGPzhz/8gf3795OYmIjX66Wzs5MPPviAY8eOLYos\nmN1u59ChQ9KyGvHx8QwODnL27Fl++9vf0t/fT2JiIrm5uXPGDS20mZkZ6XMWHBxMWFiYCHgE4R6J\ngEf4RoGui5UrVyKTyQgODubUqVO0tbVx4MABJiYmKCoqwmKxPDIDKWNiYmhpaaGlpQWHw/GNXT8P\nm9fr5cqVK9y6dYvr168TFRVFSEiItP5VR0cH9fX1yOVykpKS5ixIGRUVRUJCAk1NTZSXlzM0NDRn\nqZGoqCj279+PXq8nPDyczZs3Mzw8TH9/P59//jmjo6NERETg9XoZHh7+ylpcC8nv9zM7O8v58+dp\nb28nPDwcm81Gc3MzdXV1+P1+MjMz2bhx46KqqzQ+Pk5rayshISGYTCYxJV0Q7oMIeITvRKlUkpWV\nhcViITIyko8++ohr164xPDyM0+lk06ZNxMXFLZoFGB8UmUzGihUrpHEwY2NjzM7OLqqsQGBJhqam\npjkLbQayG1qtlsTERMrKysjIyJCel5aWxurVqxkdHaW6uporV65IC48C5Obmsn37dvR6PRERETz5\n5JPU19djtVppamqitrZWWswzNDSUTZs2kZOTQ11d3UL9KiQajYa8vDy6uro4e/Ys09PT+Hw+FAoF\nOp1OWluspKRk0QQ8fr+f4eFhamtriYqKkuoGCYJwb8TRI9yV4OBgtm3bRnR0NCdPnuR3v/sdv/jF\nL2htbeUHP/gBZrN5UX35PwiZmZkkJCRw7Ngxmpub54yTWWhqtZof/OAH5ObmcunSJZqamqRBuVqt\nlqioKLKysli/fj3btm1jxYoV0nPXrl2LRqMhKCiImpoauru7mZiYmBP0BBgMBgoLC3n55ZcxmUyc\nPn2a4eFhqbto48aN7Nu3j+HhYQ4cOLDg3VphYWH81V/9Fc3NzWi1Wq5du8bs7Czh4eHk5OTw0ksv\nUVpauqgGLft8PgYGBrh58ybbt29fVEuYCMJSJAIe4a4EBQWh0+mksR06nU6auj4xMcHevXvJy8ub\nUy9luYmMjMRisRAeHk5FRQUJCQmLJuCRy+VkZWVhMpnIz89nbGwMh8OBx+ORZiGZzWbi4+NJSEiY\nk83Q6/Xk5uaiVqsZGhrCbrczOzsrzdgym83SkgtBQUFoNBqKioqIjIykrKwMh8MhzRJLSEggJSWF\n6elpfv7zn+P3+1m1atWctiYmJvIv//IvOByOOYHX7Xbv3i0tmFlaWvqV/w8PD+ef/umfGBsbIyYm\n5o7ZGblcTkREBPHx8SQlJTEwMIDX60Wr1RIREUFWVhYRERGLJtgBaGxspKGhAYfDQXZ29qL5jAnC\nUiXz3+HSSyaTLfhVmbC4uVwuxsfH+eMf/8jJkydpaWlh69atbN68maKiIqKiohZdJeL5cubMGX79\n61/T2dnJs88+yyuvvCIGlC4yTqeTPXv2UF5eTmpqKocPHyYzM3Ohm/WtAlP9f/e733H8+HH6+/v5\nP//n/1BQUIBOp1vo5gnCovVtcYs4Owv3TKVSERUVxauvvsqPfvQjMjIy+Pjjj/n5z3/O8ePHsdvt\nC93EByYzM5PnnnuOsbExqqqqqK2txe12L3SzhGUgsJr9yZMnGRwcZOfOnaxYsUIEO4Jwn0TAI9yX\nwJIUubm5vPHGG7zyyitotVp++9vf8rOf/YyKiopFtTbRfDEajaxatYqSkhJGR0f55JNPGBkZEUGP\ncN96e3v53e9+R29vLykpKezZswej0bjQzRKEJU+M4RHuW2A5ikC9l9DQUM6fP8+FCxdwu91MTU1R\nWFhIaGjoslmLS61WExMTw44dOzhy5Ag1NTWcOHGCTZs2sWLFCtG1JdyT/v5+rly5wuHDh4mKimLt\n2rVkZGQs265hQXiYxFlZmDdyuZyioiK+//3v8/rrr+P3+zl8+DBvvvkmDQ0NWK3WRVeZ+H4EBwez\nZ88eSktLcTqdvPXWW1y9ehWHw7HQTRP4f8tsmM1mjEbjoq4T5ff7cbvdVFVVcfz4cWpra9m8eTNP\nPPGENHNOEIT7IwYtC/PO5XJhtVqpqanho48+4vLly4SFhfHiiy+ydetWUlJSFrqJ88bn89HU1MSJ\nEyf4j//4D4qKinj66ad55plnxJfUAvP5fDQ3NzMxMYFGoyE9PV1a+mKxmZqaoqGhgV/96lc0NDRQ\nUlLCiy++SHZ29rIv8yAI8+Xb4hbRpSXMO5VKhdlsZs2aNXi9XvR6PRcuXOCLL75gZGSELVu2kJWV\nhcFgWOim3regoCASExPZsGEDHR0dtLW1ceTIERQKBcXFxURHR4vKuAskKChoSczKChQX/Pjjj+nr\n6yMzM5Nnn32W5ORkEewIwjwSGR7hgXK5XLS1tfHuu+9y4cIFvF4vJSUl7N27l8zMTEwmE3K5fMkH\nBVNTUzQ3N/PWW29x48YNoqOjee211yguLsZsNhMUFLTk36Mwv3w+HxMTE1y9epXjx49z9OhRiouL\npQyhIAh359viFhHwCA9UYGyC3W7n4sWLfP755xw9epTs7GyeeeYZnnvuOQwGw6IeX/FdBFYYr62t\n5ejRo7z11lvk5eWxb98+nn/+eXQ63ZJ/j8L8cjgcHDt2jA8++IDq6mq2bNnCX/zFX1BcXExISMhC\nN08QlhzRpSUsqMDaSmazmeLiYjQaDSaTiatXr/LZZ58xNDTErl27SE1NXdJdXIHKwytXrsTj8eD3\n+6msrOTIkSMMDg6yY8cOUlNTCQsLW+imCgtsZmaGpqYmzpw5w/nz53G73Tz55JM89dRTZGdni2BH\nEB4QEfAID01MTAyhoaFYLBYUCgWVlZV8/vnn+Hw+1q1bR3Z2NlFRUUt6sK/BYCA3N5eIiAhkMhmX\nL1/m2LFjeDweSktLycnJISoqall04wl3x+VyYbfbaWpq4vz585w8eRK/38/atWvZtWsXhYWFYsyO\nIDxAoktLeOgCYxeOHDnCb37zG2pra9m4cSMvvPAC+/btWxY1R/x+v1Qt9z//8z+pqqqisLCQ/fv3\ns2/fPkJDQ5d0YCfcvdHRUa5fv84vfvELamtrMZlM/P3f/z3r1q0jLi5OfB4E4T6JMTzCouTxeBgY\nGKC2tpbjx4/T0NCATCZj06ZN7N69m8zMTNRq9UI38754PB6Gh4dpamqivLycuro67HY7aWlpPP74\n4xQVFZGUlLTQzRQeoMAyEV9++SXnzp2jsrISnU5HdnY2W7duJTs7m4iICJHZEYR5IMbwCIuSQqEg\nISEBk8mETqcjNDRUKrrm8XiwWq3k5+cTEhKCQrE0P6YKhYLY2FjCw8OlAnhXrlyhubmZ2dlZuru7\nKSwsJDk5GbPZLNZKWiYCA/WHh4fp7Oykrq6O69ev093djcFgoLS0lPXr11NSUoJSqRSZHUF4SESG\nR1gUurq6OH36ND/72c+YnZ2luLiY119/nbS0NIxG45INem43PT1Nc3Mz77//PqdPn8Zut5OTk8NT\nTz3F6tWrsVgsqNVqFAqF+BJcggKBzuzsLGNjY1y5coUTJ05QXl6OXq+npKSEv/qrvyIjI0OsjSUI\nD4Do0hKWhJmZGUZGRmhsbOTgwYPU1dWhVqt54YUXKCsrWxIF5L6N1+vF6XRKheauXLnChQsXcDgc\nREdHU1hYyJYtW8jMzCQyMnKhmyvcpYmJCWlA8qVLl+jv70epVFJQUMD69et57LHHiI6OJjg4eFkE\n8IKw2IiAR1gyPB4PTqeTixcvcu7cOS5fvozBYKCgoICysjKpi2s5zG4aHR2lvb2da9euUVdXR19f\nHzMzM8TExJCWlkZ6ejopKSlYLBaMRqPI+CxSVquV/v5+2tvbaWlpoa2tjc7OTuRyOXFxcWRlZZGf\nn096erqoui0ID5gIeIQlJ7A+1Weffcbhw4fx+XwUFBTwwgsvsHLlSmlV9uXA5/PR2NjIhQsXOHXq\nFI2NjSgUCiwWC4WFhaxZs4aUlBTCwsIICQlBo9Esm/e+FHm9XmZmZpienmZycpL29nZqamqorKyk\nra0Nj8dDXFwc27ZtY/PmzeTm5qJUKkWgIwgPgQh4hCXJ5XJhs9n48ssv+fTTT7lw4QLJycm8/PLL\n7Ny5E7PZvGy+RGZnZ3E6nYyPj1NdXU1FRQVXr16ltbWVkJAQ0tPTWb9+PaWlpaSnp4vurgUSKDXQ\n3NxMZWUlZ8+epaWlhcnJScLDwykuLmbt2rWUlJRgNBrR6XSo1epl8zkVhMVOBDzCkuXz+RgcHOTG\njRucP3+eL7/8ErPZTFFREXv27CExMRG9Xr/QzZw3Ho+HkZERent76ezspLOzk7a2NgYGBnA4HBiN\nRmJiYkhMTCQ5OZmUlBRpppv4Up1/gTFXt27doqOjg/b2drq6uujv78dqtaJQKIiOjiYpKYm0tDQS\nExNJSEggNjZWFJYUhAUgAh5hyQt0HRw4cICqqip8Ph+bN29m/fr1ZGVlERUVtey+XALrj1VXV3Pt\n2jVu3LjBwMAALpcLjUZDXFwcqampUtCj1+sJDQ2VNrVaLdbuugt+v1/qqrLb7UxOTmKz2RgZGaG5\nuZmOjg56e3ux2WyoVCqio6PJycmhsLCQ7OxsLBbLsvsMCsJSIwIeYVkIXG3/8Y9/5MCBA5w9e5Zd\nu3bx/PPP88wzzyzL1cj9fj9+v19amLSpqYnr169TUVFBZWUlfX19eL1e6cs3Ly+P3NxccnNzpdlA\nwnfj8Xjo6+ujsbGRmzdvUlNTQ319PW1tbchkMuLi4igoKKCkpIQ1a9aQlZWFVqtFoVAgk8mW3WdP\nEJYiEfAIy4bX66Wvr4+amhq++OIL6uvrCQ4OZv369Tz11FMkJycv24q1gfEjNpuN0dFRxsbG6O7u\npru7W+pisdvtOJ1O9Ho9kZGRxMXFERcXR2xsLDExMcTExGA2m9FqtY/sF7TT6cRms9Hf38/AwAAD\nAwP09fXR09PD8PAwk5OTyOVyQkNDMZlMmM1mUlJSiI+PJyIigvDwcEwmE3q9XmTQBGGREQGPsOxY\nrVZqa2s5fPgw1dXVOJ1Odu3axcaNG8nJyXkk1qny+/2Mj4/T19dHV1cXPT099PT0SMGPx+NBqVQS\nHBxMcHAwer2eiIgIIiIiMJlMhIaGEhISQkhICDqdTroNZC2WKp/Ph9PpZHp6mqmpKel2amqKyclJ\nrFYro6OjDA0NMTk5yfT0NA6HA6fTiUqlwmAwEB0dTXx8PBaLBYvFQmJi4rIpfikIy5kIeIRlq7W1\nlSNHjvD222/j9Xp58skneemll0hPTyckJOSRuwL3eDw4HA6amppobGyksbGR1tZWOjo6GBwcZGZm\nBqVSiclkwmKxEBsbK2WB4uPjiY+PJzIyEp1OJ3UR3uk2kCEK3J/vbp1Ad17gHHT7z4FuPp/PJ933\n+/14vV7cbjeDg4P09fXR19dHb28v/f399PX10d3dzdjYGE6nU1r2IzExkdTUVDIzM1m1ahUrV64U\nwY0gLFEi4BGWLafTKS1AeuDAAbq6ujAajTz77LNs3LiRlJSUR6rrJvDl73A4pC2Q7QgUyOvp6WFo\naIixsTFsNht2u52pqSn8fj9KpRKdTofRaMRoNBIWFkZYWBgGg0G6HxYWJmWCNBoNGo1Guq/Vaucl\nyPR4PLhcLpxOJzMzM8zMzOB0OqX3Eujas9lsWK1WJiYmpJ/HxsZwOBy4XC68Xi96vR69Xo/BYMBo\nNBIVFUVcXByJiYlz3ktwcPCcDNej9LkRhOVCBDzCshZYjTowbb2hoUEq57927VqKi4uXfDfN/QrM\nQLJarYyMjDA6Osr4+DgTExNMTExgt9ulzel04vP5AL7ypS+TyZDL5ahUKlQqFUqlcs59tVqNUqmU\nfteBxyuVyju2y+v14vV6pcyNx+PB7XbjdrtxuVzSdvvPbrd7zj7+XHBwMCEhIVKgE9iMRiNmsxmz\n2UxERAQqleqRywIKwnImAh7hkeD3+6mvr+fkyZMcOnQIj8dDbm4u3/ve90hNTcVsNi/bAc33y+v1\nYrfbGR4eZmhoiJGREcbGxhgfH//K7cTEBB6PR+pS+vNNqVRKlYUDAY9arf7a1w0EOIH9AVJmBiAo\nKGjOJpPJUKlUBAcHS4OHb78NDw8nIiKCyMhIIiMjMZlMy3L2niAIX08EPMIjY3Z2lvHxcamL6/Ll\ny6jVal577TW2bdtGenr6QjdxUQp0hQWyLYEAJPDz7f8eqArtdDqlLrPb7we6kwL79Xg8zMzMfO3r\nBgUFoVAoUCqV0iBzlUoldY8Fuppuvw3cl8vlyOVygoKCpPuBTaFQSPcFQXh0iIBHeKR4PB5sNhvV\n1dVcvHiRM2fOoNPpyMzMZPPmzZSWlhIeHi6u+u9BIDAKdDv9+W1gC2RoAo+/vQvqdoEMUCCDA0gB\nS6BrLJAxuv3fHuXuSUEQ7uzb4hZx5hCWFYVCgdlsZuPGjcTFxaHVajl37hyVlZUMDw/jcrnIz88n\nLi4OlUolAp+7EAhQvqmbShAEYbESGR5h2QqMKzl79iwffPABH3zwAStWrOAv//IvefHFF4mMjBTZ\nAkEQhGVCdGkJj7yRkRGampq4fPkyJ0+exO12k5GRwb59+6RlGARBEISlTXRpCY+8iIgIdDodMTEx\nyOVyvvzyS27cuIHH42FgYICioiJWrlwpZvQIgiAsYyLDIzwyAvVoTpw4wfvvv8+ZM2dIT09n586d\nvPrqq+j1etRq9bJflkIQBGE5El1agnAbn8+H1Wqlvb2d06dPc/bsWUZGRsjOzubll19m9erVGI3G\nhW6mIAiCcJdEl5Yg3CYoKIjw8PA5i2peunSJ2tpaDh48SHd3N+vXr8disaDVahe6uYIgCMI8EQGP\n8EjSarVkZ2cTExPDihUr+PWvf83Vq1fp7e1lamqKzZs3k5SU9EisvC4IgvAoEF1awiPN6/XicDgY\nHR3l0KFDnDp1ipaWFsrKynj22Wd5/PHHUavVYjCzIAjCIifG8AjCtwhUBG5sbKSyspILFy7Q3t5O\nfHw8a9eu5YknniAuLg6dTrfQTRUEQRDuQAQ8gnAXhoaGqK6u5tChQzQ3N6NSqdizZw/FxcWkpaUR\nERGx0E0UBEEQvoYIeAThLvj9ftxuN4ODgxw8eJD333+f7u5udu3axf79+9m1a9dCN1EQBEH4GiLg\nEYS75Pf7mZ2dpauri6qqKg4fPkxfXx/h4eFs27aN7du3k5ycjFKpXOimCoIgCP8/EfAIwj3y+XyM\njo5y7tw5ysvLaW5uBuCJJ56gtLSUVatWERYWJtbjEgRBWAREwCMI8+DmzZscPXqUN998E4VCwfr1\n63n55ZfJycnBaDSiVCrFTC5BEIQFJAIeQZgH09PTDA4O0trayscff0x9fT0ej4eysjJ27NhBcXEx\nKpVKBD2CIAgLRFRaFoR5oNPpSExMJCoqCrlcTkxMDFevXqWiooKJiQn6+vooLS0lKipKVGgWBEFY\nhESGRxDuQVdXFxcvXuS9996jr6+PmJgYnn/+eQoKCkhMTMRgMIhsjyAIwkMkurQE4QFwu91MTU3R\n2dnJkSNHOHbsGMPDw2zatIk9e/awd+9e5HK5CHoEQRAeEhHwCMID4vf7cTgctLa2UlVVxaVLl+jt\n7SU0NJS1a9eyZcsWUlNTCQ0N/dZ9eTwevF4vSqVSrN0lCIJwD0TAIwgPgc1mk2r2VFdX43K52LVr\nF6WlpWRlZWE2m1GpVHd8/sDAAD09PRiNRiIjIzEYDA+x9YIgCEufCHgE4SEIrMfV29vL6dOn+fd/\n/3cGBgbIycnhL//yL9m1axdms/mOzz9+/Djvv/8+aWlpbN++naKioofYekEQhKVPzNIShIdAJpMh\nl8uJjIykrKyMmJgYzp07R11dHW+//TZ1dXVs376d4uJiQkNDpbE9Pp+PlpYWKioqOHv2LNeuXUOp\nVBIZGUlCQgJyuXyB35kgCMLyIAIeQZhHWq2WxMRE4uPjMRqNGI1Gzp8/z5UrV3A4HIyOjlJQUEBs\nbCzBwcE4nU7OnDnDhQsX6OnpQSaTUV5eTnh4OM888wx6vV5UchYEQZgHoktLEB6gkZERampq+I//\n+A/q6+vR6/W8+OKLbN26lfj4eEZHR/nRj37EhQsXmJmZQSaToVarWbNmDf/6r/9KWlqaGM8jCILw\nHYgxPIKwgNxuN5OTk9y6dYsLFy5w/vx5mpubyc/PJyEhAYfDwWeffUZXVxcejwJpwZoAACAASURB\nVAcAhUJBdHQ069ev5wc/+AHr1q0TXVuCIAjfQozhEYQFpFQqMZlMGAwGtFotYWFhnDp1ir6+Purr\n63E6nQwNDeH1eqXneL1exsbGuHjxIhkZGYSFhZGbm7uA70IQBGHpEwGPIDwEcrmcjIwMYmNjSUlJ\n4ac//SlXrlxhamrqK4/1+/3MzMwwMDBAeXk5BoOBpKQkgoODxXgeQRCEeyTOnoLwEGm1WlJTU6Wl\nJ+6UgvX7/Xi9Xq5du4ZOpyMrK4vCwkLCw8MXoNWCIAhLnwh4BOEhslqtlJeX09XVhdvt/tZxck6n\nU5rartFoyM/P/06Vm+eL3+/H4/HgcDiYnJxkamqK6elpZmZmmJ2dxeVy4XK5mJ2dlX52u91SF53X\n62V2dvZr9x0UFIRCoZizBIdarUalUqFWq+fcV6lUaDQagoODCQkJISQkBJ1Oh1qtfmi/C0GYL36/\nn9nZWaamppiYmMBut+N0OpmZmZGOrcDt7OwsPp8Pr9eLx+PB5/Ph8/mkfclkMoKCglCpVNJ9pVKJ\nRqOZs6nVarRaLaGhoej1ekJDQwkODn6klr8RAY8gPCQOh4OOjg4++ugjWltbcblc3/ocv9/PwMAA\nX3zxBVlZWYSGhpKXlzdvy094vV5cLhdOp1M64QZuA8FMINixWq3YbDampqaYmZnB7XbjdrulICdw\nP3BShj/VGbrT+wzULro94FEqlahUqjm3gftqtRqdTkdYWBgGgwG9Xk9ISMicAEmj0aDVatFqtdJJ\nXqxpJiyEQLDvcDik7fagZnJyEpvNxvj4OOPj4zidzjkXEbdvPp9PuvgI3L9dIMgJBDwKhQKVSjXn\ngiFwfBgMBkwmE0ajEYPBMCcoCg4OljatVrvsjh0R8AjCQ9Lf38/Vq1c5c+YMVqv1O8+C9Pl8zMzM\n8M4776BWq8nMzESlUs1L0ONwOBgZGaGrq4tbt25x69Yturq66OvrY3BwkLGxMaampqRslN/vl64U\ndTodOp2O4OBg6b5OpyM0NBSFQoFMJkOhUBASEvK1r+31epmZmcHr9Uon8enp6TtuDodDCp4C+9Zq\ntZjNZqKjo4mNjSUxMZHExESSkpJITEwkNjYWnU63rE7awuIXGIfX399PW1ubtHV0dNDT08Pw8DB2\nu13KhMpkMkJCQggNDZUymIH7YWFhKJVK5HI5arVayore/lperxeHw4HP58Pj8eB0OrHb7djtdikz\nOzk5icPhkI7lwP6io6OJi4sjKSmJ1NRUaVuxYgU6nW5ZzRAV09IF4QELXJkdPHiQ3/zmN1y6dAmX\ny3VXx1dQUBDBwcFs2rSJF198kZ07dxIWFvadnutyubDb7fT390vbwMAAAwMDjI2NYbfbmZ6eRiaT\nzek6Clz1BYIYvV6PwWCQupIUCsXXboGrwsD2TQOtA8HO7b+nwEKqgfsej0fKHk1PT885kU9PTzM7\nO4vT6cThcEhXzwAajYaQkBDMZjNRUVHExsbO2cLCwtBoNN/5byAIX8fn8zE0NERfXx/d3d3SNjg4\niM1mw+l0AkgXCYEMSmhoKGFhYdKm0WikrKZCoZhzG8jcBLY/Fzh2Au3xer1S1jVw/Hg8HmZmZpiY\nmMBms2Gz2ZiYmJCOncCFhd/vR6VSERoaSnR0NPHx8VgsFiwWCwkJCURHR0vdZ4uNmJYuCIuA1+vF\n7/ej0+lIT09nfHxc+tL2+/0EBQUhk8m+Nl0NfzqJORwOamtrOXLkCElJSaxateorRQl9Ph92u53x\n8XHGxsakbWRkhMHBQaxWK5OTk1IXVuDkFhUVRVhYGCaTifDwcEwmE2FhYej1+q9sGo1mQWaLBTJC\nk5OT0u8uEPzYbDasVqv0fgNdb4HH9ff309TUJF0xR0dHExkZSXh4uLQFygcstzS+MH/8fj9utxur\n1crw8DDDw8OMjIxIFxFDQ0NSNtLj8aBWq4mJicFkMhEZGSl95gJV2APdswaDQcqKPkher5fJyck5\nQY/NZmN0dJSRkRGGh4cZGxtjYmKCiYkJpqam6O3tpba2lvDwcCkbFBkZSVRUFBEREURERMxbxvlB\nExkeQXjAAgMUOzs7qa+vp7GxkYaGBlpaWrh16xZutxv4UxbH6XRKGY47iYyM5G/+5m/Yu3cvOTk5\nczIjMzMztLS0UFdXR01NDbW1tdy6dQubzUZQUBCRkZEkJSWRnp5Oeno6ycnJWCwW4uLiCAkJQalU\nPqxfywPj8/mYnJxkYGCA3t5eOjo6aGlpobm5mY6ODgYHB3G73eh0OhISEsjOziYvL4/c3FxWrlwp\njQsKZKuWwolceHACCwMHsozj4+PU1dVx5coVrl69ys2bN3E6nSiVSsxmMzk5OeTk5JCVlUVKSgrx\n8fGEhYUtmc+R3W5naGiIzs5OGhoaqKur4+bNm/T19TE9PY1KpSIjI4OCggLWrFnDmjVrCA8PR6vV\nSlmphbpgEJWWBWERCIzDCVz9TU9PS1danZ2ddHV10dnZSVtbG93d3YyNjeHz+aSTh8fjkY5HlUpF\nYmIir7/+Ojt27MBut1NXV0ddXR0tLS2MjY3hdrvRaDTExcVJKekVK1ZgNpvR6/VSWv32GRzLJbMR\nGNMQmD0WyGYFBl+Pjo5K45V6e3vp7+/HbrejUCgwmUykpKSQlZVFTk4Oubm5hIaGLotAULg3U1NT\n9PX1UVFRwfXr12lqamJoaAilUkl4eDhJSUmkpaWxYsUK4uPj58wiDBxfS+nYun0iQ+BcNTU1xeDg\nIF1dXbS2ttLZ2cng4CAOhwODwcDKlSt57LHHKCkpYeXKld+5u32+iYBHEBapwAym4eFhhoaGGBwc\nlNLiIyMjjIyMYLVaGRkZYWhoiLGxMWmKt1wuZ926deTk5EjBU2DsSlhYGJGRkcTGxhIXF0dsbCzR\n0dFERUURHBz8SH95BwZ3Brr4+vv76evro7+/n6GhIWkwuUKhwGAwzBm7kJCQIGXClsrVunBvpqen\nGRgYoL29ndbWVtra2ujp6cHhcEiBTkJCAhaLhaSkJOLj46Vu4aUS2NytqakpRkZG6O3tlS4Yenp6\nGBgYwOVyoVarMZvNpKenk5qaSkpKCklJSQ914LMIeARhiXG73dhsNqkrpra2lhs3blBfX8/o6Cge\nj0fqagkMaiwoKKCgoIDc3FyysrJISkrCbDYv9FtZEvx+v7Te2e0p/M7OTqanp4mPjyc1NZVVq1aR\nn59PfHw8BoOB0NBQVCrVsprF8igL1Juy2+309PRQXV1NZWUlzc3NjI2NER0dzWOPPUZRUREFBQXE\nx8ej1+sXutkLJrAsTk1NDVevXqW6uprm5mZ0Oh0pKSmsXr2akpISEhISMJlM6PX6B57pEgGPICwx\ngTEDLpcLm81GY2Mjp06dory8nNbWViYnJzEajWg0GvR6PRaLhddff53S0lKpeyowjVX4bgJjNAKF\n3qanpxkaGqK+vp7a2lrq6+tpbW1Fq9WSkZHB2rVr2bJlC8nJyQuWvhfmj9/vZ3x8nMrKSr744guu\nXr1Kb28v6enpFBYWUlJSQnp6OkajUarxpFQqH+lMX2DsYKB2l9Vqpbe3l4qKCq5evUpjY6N0Mfb4\n44/z5JNPYjQaUalUD6xNIuARhCXG7XYzNjbGzZs3qampoaGhga6uLuRyORERESQlJWGxWKRprCEh\nIdIV53JNpz9sPp8Pp9MpzcC5desWbW1tNDc3Mzw8jMfjISYmhszMTPLy8igsLMRkMolp7kuMx+Oh\nr6+P6upqaQDyzMwMYWFhpKWlkZWVRVpaGomJiZhMpke6O/jbuN1upqenuXXrFh0dHTQ3N1NbW8vI\nyAgKhYK0tDQKCwvJz88nKytLmpk6n0TAIwhLQGC66+joKL29vTQ1NXHx4kXa2tqYnp7GYDCQn5/P\nmjVrKCwsJC4uDpVKJT0v0MUlAp4HY3Z2FpvNxtWrV6X0fX9/P8HBwaSkpFBaWkpmZiYWi4XIyMgl\nM033UeVyubBarXR3d3P9+nWp6wogNzeX0tJSNm3aRGRkJFqtdoFbu/QEuuUrKiq4ePEiNTU1jI6O\nkpycTGFhIRs2bMBisRAeHk5wcPC8va4IeARhCfB4PIyNjXHs2DE++eQTrly5gt/vZ+vWrTzxxBOU\nlZVJxcnuVHxMeLACs788Ho/U/fH5559z8eJFenp6WLduHbt37+bpp58mMjJSrPO1iI2OjnL27Fne\ne+89Ll26RFRUFJs3b+b5558nNTUVk8m0pGZWLUaB48XpdNLV1cXRo0c5cuQIXV1dxMTE8Nd//dds\n3bqVtLS0eXtNEfAIwiLm9/tpaWnh0qVLnDt3jq6uLnQ6HcnJyRQVFZGSkkJCQgKRkZGP/JiBxSKQ\nVRsbG6Ovr4/W1lZpurLD4cBsNrNx40bWrVtHdna2+OJcREZHR6mpqeHo0aPU19fjcDjIz89n9erV\n5ObmkpiYuGzqUS0WPp+P6elpqfhnVVUVX375JT6fj7S0NDZu3Mi2bduIiIi473GHIuARhEXI5XIx\nMjJCS0sLFRUVUmGv+Ph48vPzKSoqorCwkODgYDH4eJGbmJigtbWVL7/8khs3btDR0YHJZCIvL4+S\nkhJWrVqF2Wye19S98N0FMg0dHR1cu3aN8vJy2tra0Ol05Ofn8/jjj5OVlUVkZORCN3XZm5qaoqWl\nhTNnznD58mVGR0cxGo08+eSTrFmzhtTUVEJCQu75AkEEPIKwiAROvsPDw1RUVPC73/2OmzdvEh0d\nzZNPPskLL7xAYmKiGDewBHm9Xtra2jh58iTvvfcew8PDJCYm8uqrr1JcXExiYuIDnaEifJXf75dm\nO7733nt8+umnXLt2jb179/IXf/EX7Nq1a9GuC7Wc+Xw+Kisr+eCDD/joo4/QaDQ899xz7N+/n7S0\ntHseAycCHkFYRCYnJ2lqauLQoUNcuXIFh8PBtm3bKC0tJScnh8jISGmcjrC0+P1+nE4nY2NjtLW1\nce7cOS5evIjVaqWkpIQdO3bwxBNPLGjp/UfN9PQ0TU1NvP3229TU1KDVatm+fTvr169n5cqVhIeH\ni2NtAfj9fux2O7du3eLatWscOnQIq9VKSkoKr776Knl5eURERNz1fsXioYKwCPj9fm7dusX169c5\ndeoUnZ2dmM1miouL2bBhg3TyFZYumUxGcHAwWq0Wk8lEaGgoZrOZixcv0tHRwYcffsjExIRUjE1k\nex6cwHpqV65c4eTJk1y9epXk5GTWrVvH9u3bSUhIICQkZKGb+ciSyWQYDAaptpFcLqe8vJzOzk7e\neecdxsfHKSkpwWKxzOvrioBHEB4wj8fDyMgIFy9e5OjRo1y+fJnS0lL27t3Lvn37xGDkZUYmk6HT\n6Vi9ejXp6elkZWXx/vvvU1VVRXt7OzMzM2zatInExESR7XkAfD4fDoeDuro6jhw5wqlTp4iLi2Pf\nvn1s375dXFgsImq1mvj4eF566SUiIiL48MMPOXnyJD6fDwCDwYBOp0OhmJ9QRQQ8gvAA+Xw+xsfH\nefvttykvL8dut/PKK6+wfft2Vq1aJcYPLHM6nY7i4mJMJhNnzpzh7bff5s0336Szs5P/+l//KxER\nEWL6+jybnp6mra2Nn/70p3R1dZGTk8MPf/hDMjIyRFXsRUgmkxEUFMT69esxm82EhYVx4cIFRkZG\nkMvlbNiwYd4GlIuARxAeEK/XS319PSdOnKC8vByTycTOnTt5/PHHSU5OxmAwLHQThQcsKCgInU5H\nWloaCoUCrVbLsWPHuHr1Kj6fTxqkqdPpFrqpy8LMzAzXr1/nww8/pLe3l4KCAp566ilycnIIDQ0V\nMx4XKZlMRmhoKOnp6Tz//PPI5XJu3rzJb3/7W5RKJcXFxURFRd3364iARxAeAL/fT0dHB6dPn+bw\n4cPSlcq+fftISEgQJ95HjE6nIyMjg6SkJLxeLydOnODo0aMYjUZ8Ph/Z2dkolUqR7bsPgZpWZ8+e\npby8nMcee4ydO3eybds28btdIvR6PUVFRbhcLvx+P3/84x8pLy9Hq9Wyfv161Gr1fXX/i4BHEOZZ\nYFG9Q4cOcfToUWw2Gz/5yU/YsGEDcXFxYrzOI0qhUKDT6fje975HeHg4P/vZz3jrrbeYnp4mLi4O\ns9ksAuF7FFhw94MPPuDEiROEhITw2muvsWbNGjE4fAkqKSkhKCiI/v5+vvjiC7xeLytXriQmJua+\n/p7izCsI86y/v58PPviA8+fPYzab+fGPf0xxcTEREREi2HmAmpubee2113jhhRf4t3/7t4VuztcK\nDGguLS3l7/7u71ixYgVVVVX84Q9/wGq1SoM1hbszMjLCsWPHqKqqIiIigv/23/4bGRkZD73Y4/Dw\nMP/wD//ACy+8wP/4H/+D6enph/r6d6O6upoXX3yRF154gTfffHOhmzOHQqEgPT2d119/nYyMDNra\n2nj33XexWq33VS5HnH0FYR5ZrVZqamo4dOgQXq+X1atXs3PnThISEhZ0Je3BwUEOHDjAO++8w6VL\nlxasHQ/S6OgoH3/8MQcPHqSiomKhm3NHcrmc+Ph4tmzZwvbt2wkKCuLUqVNcuXKFkZGRhW7ekjMz\nM0NHRwcffPABMzMz5ObmSksVzNfsnu9qamqK48ePc/DgQU6fPo3b7X6or383BgYGOHToEAcPHqSq\nqmqhm/MVJpOJoqIiysrKUKlUnDp1irq6OqxW6z3vUwQ8gjCP2traOH/+PCdOnGDNmjVSsLPQafX6\n+npee+01vve97/HLX/5yQdsi/CnoCQsL46WXXqKwsJDu7m4OHjxIY2OjyPLcJavVSm1tLR999BEp\nKSls2rSJ2NjYBT/mhPsjk8lQq9Xs3buXnJwc2tvbKS8vp6Oj4573KQIeQZgHgXE7586d48aNG5SV\nlbFlyxbS09MXumnCIhUUFITJZKKsrIydO3dSWVnJ9evXGRwcXOimLSnXr1+nsrISs9nMpk2bKCws\nXOgmCfMkKCiI6Oho1qxZw5o1a7hw4QINDQ14PJ572988t08QHknT09PU1NRQXV2N2+3m2WefJTMz\nk9DQ0IVumrBIyWQyVCoVGRkZbNy4kdDQUG7evElFRcWyXNbH5/MxNTXF7OzsvOzP6/UyNTXFjRs3\n6OzsZMOGDWRmZmIymeZl/8LioNVqycrKoqysjLGxMerr62lvb8fr9d71vsQsLUGYBzabjRMnTkgr\nnu/evXvR1NkZGhqiu7tb6iqZmJigsbHxK4+LioqSvix6e3uZnJyUxpv4fD7sdjsOhwOv10twcDDx\n8fHIZDJsNhsDAwMAmM3mO66Bc/vjIiIiMJvN0v9NTk7S29sLgNFoJCIigsnJSaampnA6nXi9XhQK\nBRqNhtDQ0Luuvur3+5mdncVqtWK32/H7/ej1eqmS60KKjIwkNzeXoqIiGhoaOH36NDt27ECtVi+r\nWVuzs7O0t7cTFBRESEgIOp2O4OBg1Go1SqXyrvfndrvp6+ujqamJ6elp9u7du6hmQfr9fvx+Pzab\njcnJSZxOJ36/H6VSiVarJSws7CvTrL1eL7Ozs9Ln3uVy4fV6kclkyOVyVCoVoaGh0u/tzw0NDTE+\nPg5AXFwcCoWCiYkJnE4nbrcblUpFfHz8t/6+fT4fLpeLsbExpqam8Pl8GI1G6dh72CwWC2vXruWd\nd96RVr1PSkq66+NDBDyCMA+sVisnT56U6kiYTKZFc+L99a9/zb//+79LV9Znzpxh7969X3ncP//z\nP/P9738fgP/9v/83X3zxBWFhYfz85z/H4XBw9OhRqqqqGB8fp7i4mF/+8pfI5XJOnjzJf//v/x2A\nH/7wh/z4xz/+2nYcP36cf/7nfwbgb//2b/nRj34k/V9lZSU/+MEPAHjxxRf5h3/4B7744gvOnj3L\nzZs3mZiYICwsjOzsbJ544gnWrl17V4XIXC4X7e3tvPPOO3z++efMzMzw1FNPsXv3bjZu3Pid9/Og\nGI1Gnn76aXp6emhubqa9vZ2kpKRllSG02WwcOHCAuro6FAoFxcXFFBUVkZGRQWxs7F3vb2pqisrK\nSsbGxoiNjWXTpk2L5iID/l+Qfe7cOU6ePElNTQ0ej4fo6GgKCgp4/vnnSU5OnrOm18TEBC0tLZw/\nf57q6mo6Ozux2+0oFAqMRiMWi4XHH3+ckpISVq5c+ZXXfPPNN/nDH/4AwE9/+lOioqL49NNPqaqq\nYnBwkMTERH75y18SExPzjW2fmZmhra2N3/zmN5w+fZrZ2Vn279/Prl27KCkpmd9f1HegVquJjIyk\nqKiI9vZ2qqqqePrpp+96PyLgEYT7NDExQXd3N11dXezcuZPHHntsUV2Zj46O0t/fL/08OTnJ5OTk\nVx5ns9mk+4ODg7S1tRESEsInn3yC1Wrl/Pnz9PX14XQ6SUhIkLpd7HY7bW1tANLV5deZmJi44+MC\nywEAVFRUcPDgQT777DPq6+sZHBxkdnYWjUbD4OAg3d3deDwe1q5dS1xc3Le+f6vVSnNzMwcPHuTc\nuXNMTU2xceNGVq9ePe+LE96r4OBgcnJyiIuLo66ujqtXr2IwGJZVwOP1ehkfH6e9vZ3x8XH6+vqo\nrKwkLi6OhIQEVq5cSUpKChaLBb1e/60XDA6Hg+rqahQKBWlpaYSFhT30WVnfZHh4mIMHD3Lx4kWu\nXbvGwMAAPp+Pnp4eBgYGGB0d5dlnn2XDhg2o1WpkMhmNjY3827/9G11dXQwMDGC1WpmdnSUoKAit\nVktnZye9vb10dXXx3HPPkZiYOGfq/ejoqHQcff7552i1Wk6ePElfXx9TU1PIZLJvnTk2NjZGXV2d\n1HaXy8XGjRspLCz8TsfbgxAo55Cfn09XVxft7e3Y7XZUKtVd/c0Xz6dDEJao4eFhOjo6cDqdJCYm\nkpaWttBNmiM1NZX8/Hxu3ryJ1+slOjqarKysrzwuISHhK/82OztLeXm5lIbPy8tDLpeTm5t7X5Vr\nv+m5bW1tHD58mMHBQcLDw4mNjcXn8zE4OMjIyAhdXV1YLBbMZvM3noD9fj92u53a2lq++OILDh8+\njFKpZP369Xz/+98nJydnTrfaQlIqlURHR5OUlERbWxsVFRUUFhYumoBsvgSyHsPDw4yOjlJVVYVW\nqyUyMpKCggLy8vLIzMwkJiYGo9GI0WiUun5uv4jw+/1MT0/T0NCAwWAgNTV10S3EOjIywqefforT\n6SQiIoKEhAScTifDw8O0trbS29uL2WwmKSmJlJQUZDIZg4ODnD17Vvpsp6SkEBQUhNfrZWZmhomJ\nCaqqqpiamiIqKoq9e/fesdbQl19+iV6vRy6Xk5mZiVKpJC0t7Y7lMQLd1tXV1Rw7dozDhw9jMBjY\ntGkTr7zyCpmZmRiNxgf5K/tGarWanJwcTp48SXt7O/39/QQHB6PX67/zPkTAIwj3qb+/n9bWVsLC\nwoiPj5+3he7my1//9V+TmJjI/v37cTgclJWV8dZbb33lcV83jdfr9dLd3c3u3bt57rnnyMrKIjQ0\nFI1Gc19ZrG8alDs6Okpvby//5b/8F0pKSoiNjWV6epr333+fw4cPU11dzeXLl1m1ahVlZWV33I/P\n56OhoYFDhw7x7rvvolareeWVV3j55ZdJT0+/p3EjD9qKFSuIjo6mqqpqTsZtObj9b+73+6VBp06n\nk+7ubgYHBzl+/DgqlYq4uDiKiopYv349GzduJCYmZs7YEY/Hw+TkJG1tbWzatInk5OSH/n6+TaA+\n0Guvvcb27duxWCx0dHTw0Ucf8f777zM6OsqVK1dITk7GYrGgVqsxmUyUlJSwY8cOCgsLSUxMRK1W\nMz09TXd3NxUVFfz+97+nq6uLjz/+mLVr196xe6q/v5+VK1fy/e9/n6ysLEwmExqN5o4Bj9vtpra2\nlnfffZdPPvkElUrFc889x/79+1m5cuWCZ63VajVpaWlERkZSV1dHfX09ZrNZBDyC8DDZbDZsNhsW\ni4WwsLBFM3YnQKVSzTnJBZY4+C40Gg07duxg165d5OfnYzAYUCqVD/Q9ZmVl8cILL1BWVkZCQgJa\nrRaj0ciTTz7J9PQ0N27coL+//xuL9I2OjnLhwgV+//vfU11dTXJyMs8///+1d1/BUV33A8e/27VF\n0q5W0gr1BlrUkEBINJkiTA2GxHba4IydGT/YyYvzlLzkJZPJSzJ5yowTe8YlzkBsh2Ab25gSbJki\nZEAgIYEQCPW2arvari3/B8+9fwnbmCLQIs5n5o5WtpCuyrn3d3+/c37nJ2zYsIHc3NyY3VtJmjje\n29uL1+slGo3G5HnOJWlyrzTHzO/3EwqF8Hg8tLa2cuDAAbKzs1myZAmlpaXY7Xa0Wi0TExP4/X4s\nFgs2my3mfk6pqan87Gc/Y+PGjRQVFWE0GomLi8Pj8RAIBNi/fz/d3d20tbXJwV9mZiZbt26lv7+f\n1tZWfD4fgUBAnsjscDjo7e3F7/fT1dWF3+//zq+/fv169uzZw8qVK0lMTLztPlRDQ0OcOHGCf/7z\nn7S2tlJUVMRPf/pTamtryc7OjolSoUKhwGAwYDab0ev1DA0N4fP57upzzP93IQiPOLfbjcvlwmaz\nzfuKn7mm0WhYvXo1K1aseGiZq5ycHLZs2UJeXh56vR74OmgrLi6mra2NaDSK0+nE7XZ/5+fo6elh\n//79NDQ0YLVa2bZtG3v27JEDqFgllXCcTiednZ20t7fHxM1mLgwNDcmr/L6NlAGSylUej4fu7m6i\n0SgpKSnk5+dTUlKC3W7HYrEwODiIz+fDaDTG1GRlSVJSEnV1ddjtdsxmM/D177e0tJTJyUk++ugj\nHA4HfX19RKNRRkdH6enpobe3l/Pnz3Pz5k0cDoe8SnFmhkypVDIxMXHb+TjLly+npqaGtLS07z1X\nqVN1Y2Mj2dnZ8nix2Wzz2iF+JoVCgVqtllepjY+P33WLg4UxkgRhHvl8PrxeL1lZWd+6VPRRplar\nycvLu+NgZy76x5jNZgoKCr5RYjOZTHL6OhgM3rb52I0bN7h58ybp6ek8wyZ3lwAAHNJJREFU88wz\nvPzyy/J8hlhmNBoxmUyEw2FOnz6N2+2OmRvO/XK5XIyMjBAMBr/3Y2/9OxodHZVLQEqlkkWLFmE2\nm3G73SiVSpRKZcxlw/R6PYsXL/5GySUpKUn++3a73UxOTsrl1/fff5+///3vqNVq+TAYDPL3FY1G\n5SXm09PTtx1vWVlZd7z67cqVK3R0dJCens6WLVt48cUX72ji+HzQ6/XExcXhcrnu6G9pJhHwCMJ9\nmp6eJhgMotPpFszTuEShUKDX62/bpl+hUKBQKGY9od9645menp4VoNzuxqRSqb615HS3NzOlUsno\n6CiXL1+moaGBtWvX3lW9fz5otVo5aD5+/Dhnz56NyZvOvVIoFLctw3yXmTf2SCSCw+FgYmKCUChE\nc3Mzp0+fZteuXWi12kf253XmzBnOnDmDWq2murqatWvXsnz5cnnSNnwd6P/xj3+kvr7+ez9fXFzc\nHT+ASWNrZGSE5uZmzp07x9q1a2MyG6rRaFCr1fj9/rtuPriwrs6CMA/UajUajYZAIHDPLc8fpmg0\nSiQSueMbg0qluu3HqtVq9Ho9fr9fnmtgNBpn/RuHwzFrKfrtnkwVCsV937TS09OpqqqioaGBlpYW\n3n//fZRKJRUVFXfVv+dhk4JngOrqann10ULg8XhoaWnB6XTe8b+ZGUwrlUp0Oh05OTlYrVYikQgX\nLlwgPj4ei8USc4FOIBBgYGCAxMTEWQ8MbrebwcFBQqEQer0eo9GIQqGgp6eHnp4e1Go1mzZtYtu2\nbdjtdoxGIxqNBp/PR29v7x3vAK9UKu84o5mdnU1JSQkNDQ00NTWRkJCAWq2mpKTkOxuJzhfp4ele\nGnMujJEkCPNIr9djMBhwuVxz1jZ/rkn1b4VCQTAYxOVyyd2K77cMIK0ukZYa37x5k8LCQnQ6HZFI\nhEAgwOXLl+9r07+7VVBQwIsvvojf76exsZGDBw/KF8fVq1cTHx8fU+UPicfjkcs0zz33HE899dSC\nKZP29vbyhz/8gf7+/jv6eIVCgUajwWQyodPpMJlMpKSksHr1avLy8piamqK9vZ38/HyKi4tjbrPQ\nqakpuZ+SXq9Ho9EQDAbp7u6mqakJn8+H2WzGZrOhVCrxer14vV40Gg3FxcUUFRXJc5Ok4OnUqVO3\nnax/r5YuXcoLL7zA1NQUly5d4uDBg6jVaqLRKFVVVTHVD8rv9+P3+4mPj7/rlZYi4BGE+yQ9pUlN\nwmKRWq0mISEBv9+Pw+GgoaGByspKrFbrfWcQTCYTGRkZTE5O0tTUxHvvvcfevXtJTU3F6/XS0dHB\nO++8c0dp+LmSnJzMunXr5Avjhx9+yH/+8x85C7dly5aYXJbudrtxu93o9frvLSUuRDOze0qlkuTk\nZJYvX05VVRUVFRXY7XYSEhIIBoNcuHABjUaD1+u97QT2+TI4OMibb76JSqVCpVKRkZFBd3c3R44c\n4d1338XpdLJ8+XLsdjtKpZL4+HgSEhKYmpqivr6epKQkampqUCgU3Lx5k/r6et566y25seBcSk1N\n5YknnmB6epp//etfHD16lH379snj5cknn5zzr3mvfD4fPp+PhISEux4fIuARhPtktVpJSUmhtbWV\n8fFxQqFQzJUhTCYTJSUlBAIBrl27xt/+9jfS09MxGAzyDWbPnj3U1tbe9efOyMhgw4YNcgfYQ4cO\n0dPTg9FoZHp6mtHRUXw+36z5AA86uyIFeDU1Nfj9fiKRCCdOnODkyZNyeaSysvKOVrA8TAMDA4yO\njlJQUIDJZIrJLNS9+q7vRSpbwdcTerOzs8nPzycvL4/c3Fxyc3PJyMhg0aJFWK1WlEolwWAQm81G\nQkICExMT9Pf3s3jx4pj6eSmVSrRaLYcPH+bs2bMkJCQwOTnJtWvX6OnpQafTsXz5ctasWYNarcZu\nt1NUVMSZM2f4/PPP6e/v54MPPgC+7hY+MTGByWR6IEGwRqMhKSmJNWvW4PV6USgU/O9//+OLL76Q\nx8uyZcvmtVFnOBxmamqKsbExgsEgWVlZd70qNrauyoLwCEpLSyM7O5vh4WEGBwdxOp1Yrdb5Pq1Z\nkpKS2LRpEz6fj7a2No4ePUooFCISicjzaXJycu454Kmrq6O5uZmLFy9y9epVmpubUalUGAwGkpKS\n2L59O0ajkatXrwJzs5rr+ygUCjIzM1m/fj1arRaXy8WlS5c4duwYSqWSSCRCdXV1zMxRiEQi9PT0\n4HA4WLZsWUwutb4f3/Y71+l08hwcs9ksLz0vLy+npKSEzMzMb12lptVqMZvNpKenMzk5SVdX10P4\nDu5OYmIi69at4+zZs5w+fVretFYqAS9dupS1a9dSUlKCSqWisrKSvr4+BgYGGBwclHcE12g0JCQk\nsHjxYrZu3cr4+PgDKWupVCqys7PZtGkTGo2GiYkJrly5wtGjR4Gvf39SVng+hEIhent7GR0dRa1W\nU1BQcNelNhHwCMJ9yszMpLS0FKVSSVdXF52dnTEX8KSnp/PLX/5S3m380qVLcuO2u13pcKvk5GRW\nr16Ny+Xi0KFDfP755wwNDWE0Glm8eDF1dXX8+Mc/pr6+ngMHDszRd3Tn0tPTefLJJ9FoNLz++ut8\n9tln7Nu3T96J+ts2Un3YpN2pb968ydjYGE899ZS8c/1CZrFYKCsrY8OGDaxbt47CwkI5i3O7yfJS\nE7ri4mJ6e3sf6vywO5WRkcGvfvUrcnJy+PDDDzl37hyhUIjMzExWrVrFCy+8QElJCXq9HoVCQVVV\nFXq9Hp1Ox9GjR+no6MDj8ZCUlER1dTXbtm3j2Wef5eLFi7S0tDyw85b68MTFxfHqq69SX1/P22+/\nTTgcJhwOs3Xr1gf2tW8nEAhw5coVJiYmsFgsFBUV3fWqSxHwCMJ9kvYCstvt9PX1ceHCBVauXDnf\npzWLRqMhMTGRHTt2UFlZycTEhHzDl568ly9fLn/8K6+8wjPPPCO3c78daen66tWryc7O5umnn8bn\n88llpbS0NLKysjAYDOzbtw+AsrKyWZ+jqqpK/n+3+3o1NTXyx926W3RRURGvv/46wWBw1h5USqUS\nk8lETU0NVquV5557jmg0SlZWFjk5Od/3o3so3G43Fy5coK+vj/j4eKqrq+VmdQuFtOP3ihUrWLNm\nDcXFxeTm5pKeno7NZiM1NfWuSjYGg4Hy8nJu3rzJ9evXGRsbu6d5HXMpNTWVP//5zzidTpKTk0lL\nS2P79u2Ul5czNjZGNBrFYDCQnJxMfn4+CQkJchlO6nn17LPPUltbi8vlklcjSXvKmUwmfvOb3/Ds\ns8+i1WopKiqa9fWff/551qxZA3w9Vm6noqKCf/3rX0SjUQoKCuT/rlQqSUxMZM2aNaSkpDA8PEw0\nGiU3N3de93bz+Xxy0FhYWEhcXNxdr8xTRL8jtzyzr4YgCLfX29vLG2+8QUNDA1lZWfz+97/HarUu\nmKZxwoMTDofp7u7mH//4B5cuXSI/P58//elPGAyGmJsLdj+cTifHjx/H6/XKJR2bzXbHy6xvJW0e\n+te//pXBwUF+97vfUVlZGTMlSmHueL1erl69ym9/+1vMZjNbt25l796931jB+H1xS2w1LhCER5TV\nauWHP/whBoOBlpYWGhoamJiYmO/TEh4BPp+Prq4uPvjgA0wmE7W1tXIflIUkMTGRH/3oR+zdu5cd\nO3aQl5d3z8EOfJ3hqayspKCgAL/fzwcffMDAwIB4UF+AHA4Hzc3NdHR0kJGRQW1t7T2NDxHwCMIc\n0Ol05OXlUVlZSVxcHG+88QadnZ133fpcePy0tLTwySef4PP5qKioYPXq1fN9So8EhUKBSqWirKyM\nvLw8jh07xo0bN2Jyibpw76LRKO3t7Rw5cgSr1UpRURGZmZn31GhSBDyCMAdUKhUmk4m1a9dSWVnJ\n1atXOX78+AOdXCg82kKhEJ2dndTX13P+/HlWrVrFihUrWLRo0Xyf2iNDoVBQXl5OVVUVXq+XU6dO\n0dTUNN+nJcyRSCTC9evXaWxspL29nXXr1lFWVjZrf7G7sbBypoIwz1auXInb7aa+vp7jx48TFxcn\nT06M9Y0rhYdH6iny5ZdfcubMGaampvj1r39NeXn5Y9ds8H4tXryYmpoa7HY7Z8+eJT4+nvLyckwm\n04IrCz5OIpEIPp+PL7/8knPnzhGNRtm+fTt2u/2eP6fI8AjCHNLr9ZSXl/PKK68QCoU4ceIEn3zy\nyV3tHyQsfC6Xi7a2Nvbv34/L5WLnzp2sWrXqjnelF/6fUqmkoKCAl19+GaVSyZkzZzh69KgYc484\nn89Hd3c3hw4dYmJigq1bt7J06dL7Wr0oAh5BmENKpZKUlBTWrl3L5s2bUalU7N+/n8OHD8dkczTh\n4XM4HNTX1/Paa68xNTVFVVUVP/jBD0hOThYZiXugUCgwm81UV1ezZs0aotEo+/bt4/z584yOjs73\n6Qn3IBAI0NraymuvvcbAwAB2u51du3ZhtVrvK1MuRpcgzDG9Xk92djY7duwgGAzy6aef8vHHHxON\nRtFqtdhsNlHeegxNT0/jdrs5e/YsR44c4ezZs9TW1lJXV8fy5cvF38R9iIuLIyMjg82bN+NyuTh6\n9CjHjx9Hq9VSXV0tN/cTYls0GpXn7XzxxRccOnSI0tJSamtrqaqquu/970TAIwgPgNQ5VafTYTAY\neOONNxgbG8Pv9/OTn/wEo9EoLsCPmampKZqbm3n11Vfp6upixYoVvPTSSxQXF4tgZ46sX7+ecDjM\nwMAABw4cIBwOk5GRQW5ubkxuFivMJs3bOXDgAB9//DEqlYq9e/eyYcOGOZnbJhoPCsID5HQ66ezs\n5ODBg5w/fx6/38/69evZsWMHpaWl32icJSw80WiUy5cv8/nnn/PRRx8RCoWoqKjg6aefprS0dFa3\nXeH+DQ4Ocv78eV5//XVcLhfFxcX8/Oc/x263PxbbdTyq/H4/169f59133+XkyZPo9Xr27NlDXV0d\nWVlZdxSwfl/cIjI8gvAAJSYmUlxcTCQSQavVcvLkSY4cOUIoFMLpdLJs2TISEhLE0+cCFAqFmJqa\n4tq1axw/fpyvvvoKp9PJxo0b2bJlC6tWrUKpVIpgZ47ZbDbWrVvH8PAwR44c4fz588TFxVFXV0dl\nZSVpaWnzfYrCDJFIBI/HIz8UfPrpp9hsNtavX8/OnTuxWq1zdn0UAY8gPGA6nU7ur1JYWMhf/vIX\n9u/fz9WrV3nppZdYunSpPBlP3PwWhlAohMvl4urVq7z22ms0NjZiNBp5/vnn2b59O3l5efN9iguW\ntBfUL37xCywWC2+//TZvvfUWDoeDcDjM5s2b0Wg0oowYAyKRCF6vl87OTt59910+/vhjdDodTz/9\nNDt37pzzVYuipCUID0kgEGBsbIwrV67w4Ycf0tTURCAQYNOmTWzevJm1a9ei1WrvqYOoEDuCwSBN\nTU0cPXqUL774grGxMVatWsWmTZtYtWoVVqsVvV4/36e54EWjUXlLgn//+9+0tbVhMBioq6tj9+7d\nFBYWiszqPOvq6uLUqVO8//77DAwMkJGRwXPPPUdlZSXp6el3PW9HlLQEIUbodDrS0tIwm83y8vXG\nxkYuXrzI+Pg4nZ2dLFu2jLy8PJKTk0W25xEzOTlJV1cXLS0tnD17lp6eHnQ6Hdu3b+eJJ56goqIC\nm80236f52FAoFKSkpFBVVUU0GuXYsWO0tLRw6NAhvF4va9asoaKiYk5LJsL3C4fD+Hw+mpubOXXq\nFA0NDYyNjVFRUcGGDRt44oknHliZX2R4BGGeDA0N0djYKJe31Go1mzdvZt26dZSUlGA2mzEYDOJi\nHMNCoRA+nw+Xy0V7ezunT5/m6NGjOBwOSkpK2LZtG7t27SIpKUn02JlnV65c4ciRI7z55ptEIhEq\nKirYvXs35eXl2Gw2jEajyK4+YF6vl7GxMXp6enjvvfc4e/as3Hhz9+7d1NTU3Nc4+b64RQQ8gjBP\nQqEQXq+XgYEBTp8+zaeffkpLSwtGo5GysjJ27txJTU3NPW+UJzx4g4ODXLx4kY8++ohz587h8XjI\nyspi9+7drFy5koKCAuLj48X8rBgQCAQYHR3l+vXrvPPOO5w/fx6fz8fGjRvZtWsX69atw2Qyid/T\nAxKJRGhsbOSzzz7j4MGD+P1+li1bxq5du1i9ejVpaWn33S9JBDyCEOOCwSB9fX20tbVx+fJl2tvb\nGRoaQqVSsXjxYoqLiykpKWHx4sVYLBaRKZhnY2NjdHV10draSmtrKzdv3mRsbEyelF5eXk5ZWRmL\nFi3CZDLN9+kKM4RCITweD01NTZw7d46mpiaGhoaw2WwUFxezfPlySkpKSE9PF5nVOTI8PExHRwdN\nTU00NTUxODiISqWiqqqKqqoqli1bhs1mm5s+OyLgEYRHQzgcZmJigsbGRurr62loaMDv92O1Wiku\nLmbFihXk5+djs9mwWCzo9XpxUX4IpDkHk5OTcoagubmZ5uZmRkZG0Gq1FBcXU1dXx4oVK8jNzZ3v\nUxbuwMDAABcuXODQoUO0t7czPT2N3W6npqaGkpISMjIySEpKwmAwiBVddyEajcrjZWRkhLa2Ni5c\nuMD58+eZnp4mJyeHTZs2sXHjxjvur3OnRMAjCI+QaDRKKBTC7XbT39/PsWPHOH78OA0NDWg0GkpL\nS6mrq2Pjxo0UFhaKRmoPgcfj4fr163z55ZccPnyY1tZWPB4PpaWlbNq0ifXr11NZWYlWq0WtVovy\n4yMiEonIvZKkkvLhw4cJBoMUFhayY8cOtmzZQmFhocjU3YVwOExnZycnT57kv//9L5cvXyYUClFd\nXc3u3btZs2YNmZmZaDSaOR8rIuARhEeQlFUYHBykt7eX7u5uWltb6e7uZmJiAp1OR3p6OoWFhSxd\nuhS73U5GRgZGo3G+T/2RJgWcvb29dHR0cOXKFa5du0Z/fz9OpxOLxUJubi5LliyhoKCAzMxM0tLS\nsFgsYu7HIyocDuNwOOjt7eXGjRtcunSJ9vZ2hoeHSUlJIT8/n7KyMioqKsjJyREPGd/C4/HQ399P\nc3MzFy9epKOjg+HhYfR6PYsXL6a0tBS73U5ubi4pKSkPrC2DCHgE4REnBT+tra1cunSJlpYWuru7\n8fv96HQ6kpOTKSgoIDs7m0WLFmGxWEhKSsJisRAfHy/m/NyGtMpqfHxcPkZHR+ns7KSrq4vh4WE8\nHo8cYEo3vqVLl2KxWESpYwGJRCIEg0EuX77MuXPn+Oqrr+jr6yMcDmM2myksLKSwsJCcnBxSUlJI\nSUnBYrFgMBjm+9Qfqmg0yvT0tFzidTgc9Pf3c+PGDa5cuYLD4ZBbApSXl1NdXU1ZWRlJSUkPPPsp\nAh5BWGD8fj/Xrl2joaGBkydPcvr0aSYmJtDr9eTl5VFWVsayZcsoKyujsLAQo9GISqVCqVTOOh43\nkUjkG8fU1JS80qq5uZmWlhauXLmC1+vFYrFQUVFBbW0tq1evpqKi4oGk4YXYEw6HCQQCnDx5kuPH\nj3PixAk6OzvlMVZdXc2qVasoLS0lKytLHl/S24WU7YtGo0SjUcLhMJFIRA52Ll++zFdffUVjYyNt\nbW1MTk5iNpupq6vjySefpLa29qH3OBIBjyAsMFI7dqfTycTEBOPj47S3t3Pjxg16e3sZGhrC7XYD\nYLVaycnJITc3l+zsbLKzs8nMzGTRokWP1XyT6elpRkZG6O/vp6enh+7ubrq7u+np6WFoaIjp6Wni\n4+Ox2Wykp6fLJSupXJWYmIjJZHpsfl6Pu2g0SiQSwel0Mj4+zvDwMO3t7bS3t3P9+nX6+/sJh8Mk\nJCSQlZWF3W5nyZIlFBYWkpubKz9kLAQej4ehoSGuXbtGR0cH165d4/r164yPjwNf712Wk5NDUVER\n5eXlpKSkkJycjNlsRqPRPNTgTwQ8grCASRfmgYEB+vr66Ovro7+/n4GBAUZGRnA6nQCo1WrUajXx\n8fFYLBZSUlKwWq2YzWYSExNnHVKX00fp5i6l2aempnA6nbhcLpxOJ06nk8nJScbHx3E4HIyNjTE1\nNUUwGCQUCqFQKIiLiyMtLY309HQyMjLIyMggJyeH1NRUsQWEAHxd+hweHqa7u5ubN2/S1dVFX18f\no6Oj+Hw+dDodBoOBxMREMjIysNlscslLGmNSI9FYDITC4TDBYFAeL9IxOjrK8PAwg4ODjI6O4na7\nmZ6eBr5+mMrMzJQfqHJzc8nJyZnXnlMi4BGEx5DL5aK/v5+2tjba29vp6Ojgxo0bjI2N4fF4iEaj\n2Gw20tLSSEtLkzMb0g3fZDKh0+lQq9WoVCr5kN6XymIKhWJWmWwuLnRSEBeJRGa9jkQihMNh+QiF\nQvLrYDCI2+1mYGCAgYEBBgcH5Qv14OAgIyMjhMNh4uLisFqt5OXlUVhYSFFREXa7nfz8fOLj4x+p\nIE+YP5FIhJ6eHq5evcqlS5doa2ujs7OTwcFBwuEwNpuNrKws0tPT5XGVnZ1NcnIyBoNBHkfSg8it\n42rmeLrXMfVtJVxpZZp0SONI6hbe09NDf38//f39DA0NyfPYAoEAycnJ5ObmUlJSQllZGaWlpeTl\n5aHVamOmhCcCHkF4DEkXMr/fTyAQIBgMEggEGBkZobe3l87OTnp7exkeHpYnHvp8PqLRKBqNBqvV\nSlJSElarddbrmZOhDQbDN4773YVaytR4vd5Zh8fjYWpqSs7WjI+PMzY2Jr92OBxMTk7i9/uJRqPo\n9Xr53KXsTX5+Pjk5OdhsNuLi4tDpdPKh1Wpj8slbiF3SmPL7/fj9flwuF8PDw1y9enXW+BoZGcHn\n86FSqUhMTCQ5ORmbzUZqaiopKSmkpqaSmppKYmIi8fHxGI1GTCYTRqMRvV5/zxkTr9eL2+3G4/HI\nb10uFyMjI4yMjOBwOHA4HPLrsbExgsEgcXFxWCwWFi1aRHp6Onl5eSxZsoTs7GzMZjNxcXHyEUvB\nDoiARxCEGTwejzwvYXx8XC7/SIeUyg4Gg0xPT8/KqEiHUqlEo9HIh1ar/cZr6elUpVJ9ZwdVKbiR\nMjnRaJRgMCh/7enpafm19DYSiciTQ2/NPul0um+U5uLj4zGbzbNWrhmNxpi6SAsLg9TFeWRkhNHR\nUcbGxuTxJI03qZw6M9MSDoeJRqNotVq0Wq0cgM98X8r4SH/zt/79SivMpIyoNI6kh52ZRyQSmZVd\nksaolP20WCxyKS4pKYnk5GRSUlJITEyck27ID5IIeARBuCNer5fJyUmGhoYYHR1ldHSU8fFxeWK0\ndHg8HgKBgBwAzSw1SSUuKVtyNwEPIF+0ZwYy0qHRaDAajbOCl6SkJPmiLD05JyUliaBGiBnhcJip\nqSmGhobkUuvo6KicWZHGWSAQmFVmkgIhaXGBNK7uJOCZnp7+RpCkVqvRarUkJCTIy+qlCcY2m03O\n6CQkJMR8YPNdRMAjCMIdkbIs0kXzu973+Xx4PB651DTz8Hq9+Hw++WItPfV+G6VSKc8TkubOGI1G\njEYjBoNBTuvPfK3T6eQLvhRcSa9vfV8QYsXMMXTr23A4zPT0NG63m6mpKaampuTXbrcbt9stB0HS\nZPtIJDLr86tUKgwGgxwUxcXFER8fT3x8vJzpNJlMmEwm4uLivnUMzeU8vPkiAh5BEOaUdPH9rkPK\n+sD/t+//NlLJa2aAMnMSp0ajmfW+FBg9yhdkQbiV9CARCoXkUu6tr2cGR9LHz6RQKFCr1fJYmjmG\nZh5StmehEgGPIAiCIAgL3vfFLWINpiAIgiAIC54IeARBEARBWPBEwCMIgiAIwoJ3222UxeRAQRAE\nQRAWgu8MeMSEZUEQBEEQFgpR0hIEQRAEYcETAY8gCIIgCAueCHgEQRAEQVjwRMAjCIIgCMKCJwIe\nQRAEQRAWPBHwCIIgCIKw4P0fYNgsNGdU7wsAAAAASUVORK5CYII=\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph = pydot.Dot(rankdir=\"LR\")\n",
    "def add(l):\n",
    "    hypos = l.part_meronyms()[:4]\n",
    "    graph.add_node(pydot.Node(l.lemma_names[0]))\n",
    "    for h in hypos:\n",
    "        graph.add_edge(pydot.Edge(l.lemma_names[0],h.lemma_names[0]))\n",
    "        add(h)\n",
    "add(wordnet.synset(\"tree.n.01\"))\n",
    "show_graph(graph)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "a4f2c4fa",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lemma('point.n.09.point') a very small circular shape\n",
      "Lemma('department_of_transportation.n.01.Department_of_Transportation') the United States federal department that institutes and coordinates national transportation programs; created in 1966\n",
      "Lemma('dot.n.03.dot') the shorter of the two telegraphic signals used in Morse code\n",
      "Lemma('acid.n.02.acid') street name for lysergic acid diethylamide\n"
     ]
    }
   ],
   "source": [
    "for s in wordnet.synsets(\"dot\",wordnet.NOUN):\n",
    "    print s.lemmas[0],s.definition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "b40339dc",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Synset('hand.n.01')]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordnet.synset(\"finger.n.01\").part_holonyms()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bce49a0",
   "metadata": {},
   "source": [
    "## Verb Relationships"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d039d71",
   "metadata": {},
   "source": [
    "Different word types can have different relationships.\n",
    "While words have hypernyms, just like nouns, they also have\n",
    "*troponyms* (a particular way of doing something) and\n",
    "*entailment* (doing something entails doing something else)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "53ae699e",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Synset('step.v.01')]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordnet.synset(\"walk.v.01\").entailments()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "c3cdbdf9",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Synset('swallow.v.01'), Synset('chew.v.01')]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordnet.synset(\"eat.v.01\").entailments()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "426b895a",
   "metadata": {},
   "source": [
    "## Other Relationships"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7c0c01c",
   "metadata": {},
   "source": [
    "*Synonyms* and *antonyms* are widely known relationships between words."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "ce70fa8e",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Lemma('demand.n.02.demand')]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordnet.lemma(\"supply.n.02.supply\").antonyms()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "8af67e8f",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Lemma('heavy.a.01.heavy')]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordnet.lemma(\"light.a.01.light\").antonyms()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "34a336ee",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Lemma('dark.a.02.dark')]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordnet.lemma(\"light.a.02.light\").antonyms()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "0b36b766",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Synset('light.a.02')"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordnet.lemma(\"light.a.02.light\").synset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31d81183",
   "metadata": {},
   "source": [
    "## Similarity via Tree Structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "8a375da8",
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "whale = wordnet.synset(\"whale.n.02\")\n",
    "orca = wordnet.synset(\"orca.n.01\")\n",
    "dolphin = wordnet.synset(\"dolphin.n.02\")\n",
    "cat = wordnet.synset(\"cat.n.01\")\n",
    "amethyst = wordnet.synset(\"amethyst.n.01\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "43a92426",
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "objects = [whale,orca,dolphin,cat,amethyst]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "305eb26b",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "whale : any of the larger cetacean mammals havin\n",
      "killer_whale : predatory black-and-white toothed whale \n",
      "dolphin : any of various small toothed whales with\n",
      "cat : feline mammal usually having thick soft \n",
      "amethyst : a transparent purple variety of quartz; \n"
     ]
    }
   ],
   "source": [
    "for o in objects:\n",
    "    print o.lemma_names[0],\":\",o.definition[:40]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "2ca5aa17",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13 16 15 13 7\n"
     ]
    }
   ],
   "source": [
    "print whale.min_depth(),orca.min_depth(),dolphin.min_depth(),cat.min_depth(),amethyst.min_depth()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "ad465ed3",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Synset('whale.n.02') 1.0\n",
      "Synset('killer_whale.n.01') 0.25\n",
      "Synset('dolphin.n.02') 0.333333333333\n",
      "Synset('cat.n.01') 0.142857142857\n",
      "Synset('amethyst.n.01') 0.0526315789474\n"
     ]
    }
   ],
   "source": [
    "for o in objects:\n",
    "    print o,o.path_similarity(whale)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3c75370",
   "metadata": {},
   "source": [
    "# Silly Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "1f53931b",
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import random as pyrandom\n",
    "def maybe_up(word,n=3):\n",
    "    n = pyrandom.randint(1,n)\n",
    "    for i in range(n):\n",
    "        try:\n",
    "            s = pyrandom.choice(wordnet.synsets(word))\n",
    "            s = pyrandom.choice(s.hypernyms())\n",
    "            word = s.lemma_names[0]\n",
    "        except Exception as e:\n",
    "            return word\n",
    "    return word\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "8192e574",
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the quick affect Algonquian change part the lazy react\n",
      "the area brown be save over the lazy catch\n",
      "the quick color coat travel over the lazy change_state\n",
      "the quick brown be motion over the lazy aid\n",
      "the quick brown cover neglect portrayal the lazy depression\n",
      "the part brown fox move over the lazy person\n",
      "the quick chromatic_color fox dress over the lazy unpleasant_woman\n",
      "the quick color bad_person change over the lazy crack\n",
      "the quick brown fox jumps over the lazy depression\n",
      "the quick brown fur misfortune over the lazy unwelcome_person\n"
     ]
    }
   ],
   "source": [
    "for i in range(10):\n",
    "    print \" \".join([maybe_up(w) for w in \"the quick brown fox jumps over the lazy dogs\".split()])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8030b2f",
   "metadata": {},
   "source": [
    "Obviously it picks the wrong meanings quite frequently.\n",
    "\n",
    "Q: Can you turn this into \"Data-Speak\"? Consistently choosing the wrong level but a similar meaning?\n",
    "\n",
    "- \"The quick brown fox jumps over the lazy dog.\"\n",
    "\n",
    "- \"The accelerated tawny vulpine parabolas over the somnolent canine.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "92412b84",
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {},
 "nbformat": 4,
 "nbformat_minor": 5
}