{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bigram Character Model\n",
    "## Attribution\n",
    "Note that this bigram notebook is based *very heavily* on \n",
    "Andrej Karpathy's \"makemore\" aka NN-Zero-to-Hero code and videos. All\n",
    "credit goes to him.\n",
    "\n",
    "You can find his repo for the birgram notebook here:\n",
    "https://github.com/karpathy/nn-zero-to-hero/blob/master/lectures/makemore/makemore_part1_bigrams.ipynb\n",
    "as well as the makemore repo here:\n",
    "https://github.com/karpathy/makemore\n",
    "in particular we use his names file found here:\n",
    "https://raw.githubusercontent.com/karpathy/makemore/master/names.txt\n",
    "\n",
    "His video is extremely excellent and can be found here:\n",
    "https://www.youtube.com/watch?v=PaCmpygFfXo\n",
    "\n",
    "Refer to his LICENSE file in this folder.\n",
    "\n",
    "## Starting with a purely statistical model\n",
    "- Set some display properties\n",
    "- Load in the names and look at some properties of them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:100% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style>.output_result { max-width:100% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style>div.output_area pre {white-space: pre;}</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))\n",
    "display(HTML(\"<style>.output_result { max-width:100% !important; }</style>\"))\n",
    "display(HTML(\"<style>div.output_area pre {white-space: pre;}</style>\"))\n",
    "\n",
    "import torch\n",
    "torch.set_printoptions(linewidth=230)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "words = open('names.txt', 'r').read().splitlines()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['emma',\n",
       " 'olivia',\n",
       " 'ava',\n",
       " 'isabella',\n",
       " 'sophia',\n",
       " 'charlotte',\n",
       " 'mia',\n",
       " 'amelia',\n",
       " 'harper',\n",
       " 'evelyn']"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "words[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "32033"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(len(w) for w in words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(len(w) for w in words)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create bigrams\n",
    "Now let's find all bigrams for each name.\n",
    "- Find all pairs of characters (bigrams) for each name\n",
    "- We add in the special character '.' which we use to indicate the start and stop of a word\n",
    "- Look at some examples and stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "b = {}\n",
    "for w in words:\n",
    "  chs = ['.'] + list(w) + ['.']\n",
    "  for ch1, ch2 in zip(chs, chs[1:]):\n",
    "    bigram = (ch1, ch2)\n",
    "    b[bigram] = b.get(bigram, 0) + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
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     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
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   ],
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  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
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       " (('z', 'x'), 1)]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(b.items(), key = lambda kv: -kv[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introducing: Tensors\n",
    "Tensors are multidimensional arrays. PyTorch implements tensors and we can use them for the purpose of speed, efficiency, and convenience.\n",
    "- How can we create and work with them?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "play = torch.zeros((3, 8), dtype=torch.int32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0, 0, 0, 0, 0, 0, 0, 0],\n",
       "        [0, 0, 0, 0, 0, 0, 0, 0],\n",
       "        [0, 0, 0, 0, 0, 0, 0, 0]], dtype=torch.int32)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "play"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[ 0,  0,  0,  0,  0,  0,  0,  0],\n",
       "        [ 0,  0,  0,  0,  0,  0, 99,  0],\n",
       "        [ 0,  0,  0,  0,  0,  0,  0,  0]], dtype=torch.int32)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "play[1,6] = 99\n",
    "play"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = torch.zeros((27, 27), dtype=torch.int32)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tensors store numbers, not letters. We need to create a mapping between the letters of the alphabet and indices (numbers)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "chars = sorted(list(set(''.join(words))))\n",
    "stoi = {s:i+1 for i,s in enumerate(chars)}\n",
    "stoi['.'] = 0\n",
    "itos = {i:s for s,i in stoi.items()}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stoi['r']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'s'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "itos[19]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Statistics\n",
    "If we had the exact probability of a bigram occuring, we could use this to create the best model possible. Actually we do have that! Just count each occurence and divide by the total number. Let's start with counts:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "for w in words:\n",
    "  chs = ['.'] + list(w) + ['.']\n",
    "  for ch1, ch2 in zip(chs, chs[1:]):\n",
    "    ix1 = stoi[ch1]\n",
    "    ix2 = stoi[ch2]\n",
    "    N[ix1, ix2] += 1  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MSiEmNg6fz0tNVTmx8Ymo1At3e3NJUQFDFgtvv/stWu80c7O6MtSSHoqcxcsYtdmoqSjBOjRI7pKFH9B3OuxcPvUpKZmLWLJqQ8h0hMyLKCsp5oM//QGAUZuNX/78n+nu6nrAu0JDiqeTtY4KAOwyPVG+IUy+EQz+cZa461FL7hArnJvmugqunToa/Fkml1N94xJD/T1YB/soyz9DpDlhwW1Xba2vpOjcJwBkLd/AiKWPm0UXsVkHGBsZoq2hCrfTEWKVM2lvqKL0fEBz6uLVDPa00VpXxrjNSntDFYM9C7M2Tmt9JYVnJ9t6PdaBHm4WXWJkqJ9xm5Xe9mZuFl0Kscq5qa4o4djEqarPA3VVZZz89M8ALFu1js62O9SUFzMyPER9TQWdbXcWZJZIfU05545/EGoZ86a2qpQvP3k/1DIeiZGWOrpvnAy1jIfG39OA7+b5GddkMjmyRdvAEIm/9gKSe2GN2dNpq6+keMLmLFRG227RX3wm1DLmTVNtOVe+/CjUMh6J6TZm9fpNdLa3UnLjKtYhC7dqq6mpLGXN+k0hVjmbm5WlfPHxlG2Uy+Vcv3SWvp4uBvp6uHT2BHEJSQtqu2p5aTEfvR+YE6xdv5HWO82UFBVgHbJQXlpMS0tziBXen7aGKkrOL+wx5G76mmqoz/8cgPaqa4z0tuMatzFuHWB0oAtteOQDnhAaps9t9EYTXq+H/u52XE4HXq8nxOpmU15azIcTfTs1NQ27fZziwgKs1iHKy0poWaBbse/2sROTU9EbjJw7eYxwUwTxCUkhVDebqvISPv3wveDPyalp3L5VS0xsPGq1OnjYQ0PdTZIW2BbQirISjv75jwD09fZQcPUKBw4fISk5hV17D3Dp/BmGh60hVjmbm5WlfDHNv9ZodWRk51J47RLJqRkL9iTvhppyzn8emNdcPXMMhVLJyvXbcNjHgv+edeZqyPYDOhx2rBNpmH6/nyGLZUEOpAAqyY1eCkwm7qjT0bkcrHVW4kNOlyqJAaUZpbTwit67nQ7GR0eCPyuVKnJWbqD0ykkc9jGi45JYu33hnZ7pdjmwjw4DYAyPZMO+17hdcZ2Ckx8gVyqJiIknMWPR/R/yjHG7HNjHAm0dEZPAsk17aaoupKm6kOj4FDKXb+ROTVGIVc7G7Zxq6/BIM1sOvklDRQE3Tk84O2EmEtNz7/OE0OF0OLAtQAN1L5wOO6MjAb1xicls3X2QiqLrlBXmk5yawfI1G6irKguxytm4HHZGbcOhljFvnA4HtpHhUMt4JHxuJx77aKhlPDweFzjHZl2WyeTIF23D33AN/83zyJfvR6bWhkDg/ZlucxYqfrcTr90WahnzxuV0MPacjSMOh4ORCRsTG5fAwSOvU1xwhZLCaxgMRjZu3bkgT1h1OOyMTBvzlCoVq9dv5sKp44yPjRKflMKu/QvrNFuHwx6ccCYmJXPg8BEKrl7hev5l0tIz2bw1j8LrC/ckcs80H/B5wet24hoPjCmSJNFWeRW3YxyFSoUpLpXUldtCrHBups9touMSyVi8kpJLJ3C7nCxevZkla7eGWOFMpvft6Bgz+w++QOGNa9y4nk/uoiVs2LSFqsryEKuczfTxDwJZZ7mLl1FecoMNm7eHUNncOBz2GXqTklORJInkaYc3JKWkcafp9oxrCwGH3c6w1YrX6+XUiWMsW7GKrJzA3Gvl6rXcaWrk1BfHePvdby2ojOzAPGx4xrXFy1fR1FDHomUrQyPqIXA57UF/pL8nkH197L2fz7jnlXd/hDHc9Mw0ySTp4QqMOBdevOmB7PuHq6GWMC9+9vbqUEuYFy7P85M2PonXvzDr6zwIlWIBplI9BOlmQ6glPDJOj+/BNz0Brl44xYjVwpE3v/5Enuf2Pn/fRwCt6vnbHn2xuf+pPdve30lP8RkyX/g2srvrbj0mrdaFWfD/fhzINIdawry4OTgcagnzYnPywtzWeD/iwhf2aXT34mn4I/W11RRcOcd3//o/P/FnT2LUPv21/ZvVlVw6f4a/+0//xxN5Xk378xU8m2TIuTB35NyPZJMu1BLmRXacMdQS5oXD/Wx81ieJXP58zmme17nY2FMM6ty+VcONKxf4+g/+DsUTLHc05nr++jVAduzDjX8LJ8wqEAgE/46oKS/CMtCHbdhKbVUpTbdqyFm88OstCJ4dXpeD8b42VAbTEw/GCQQCgUAgEAgEj4vH42Fk2EplSSFLVqx5osG4fw+IIywFAoEgBAz09lBdVoTH7SbMFMHmnftZtAC3PwlCR0/xGSSvh5jlC2sLjkAgEAgEAoFAAFBVWkhFSQHxSSms2bAl1HKeO0RATiAQCELAnhdeDbUEwQInJe/VUEsQCATPMYuXrWTxAq7l87AsX7ma5StXh1qGQCAQCOZg/ZY81m/JC7WM55aQBuTKS4spKixgfGyM2Lh49h04TGLSMzq1RZLI8rSQ4O1FLblxydR0KxNoUaWDLLAnXCF5yXY3E+sbRCV5cMi0dKhS6FQFNColD1nuFqJ9Q2glJ26ZigGFmWZ1Jl7ZVNNq/U4WuxuI8lnxoaBblUCTKhNJ9mg7hhuqiulua2RseAi5Ukl0bCLLNuQRZoqacZ+lv5u6sutYB3qQyeSYosxsO/g6CqUq8JzKIno77zBiGUCuUHDk638z4/0jlgFuVxdj6e/C5XSgN5rIWLyS7GVrH7WVgcDpU+23a3BMFI81mqLIXrmJ2KQMAHw+L7dK8+lpvY3f7yMmMY3lG3ej0U3VGxse7KWh4jojlj6QyYiIjmPx2jzCo2bXExq3DXPtyz8hk8k48M5fz0szQMftajoaq3GMBYqrGyOiyFy+CXNSOgB1RRew9HbgcoyhUKqJMCeQu3obhml/jxFLL40V17EN9YNMhik6jtw12wmLnNI9ah3gVsllbJY+VFodqbmryFi2fl6a2xqqaGuY2dY5q2a3dXdLoK3NiWks3zSzrQE6mmppqatg3GZFqVaTkJbD8k17ALD0dtBSV8GwpRevx40hLILMZetJylw8L81z4ff7KbmRT0PdTez2cQwGI4uXrWT95u3IJr6fxQX5NNbXMTZqQ6FQYI6LZ9P2XXOe/OTzejn6/m+xDPTz1je+hzk2/ono7Olqp6YssPXUPj7G3hdfJz1r6hCM8sKr3Gm8xfjoKHKFnJjYeNZt2UnstNPtzn3xMZaBfpyOcdQaLYkp6WzYtguDMSx4T2fbHcoLrzE8NIhCoSA+KYWNeXsIC4+Yl+6+7g5qK4oZGujFYR9n56HXSM3MCb7+x5/9P3O+b+2WnSxbM/NUQZ/Py6mP38Nq6efFt75FVExc8LXu9haqSiZ1K4lLTGHd1t3zKpTa09VOdVkRg/292MfH2H/kjRlt3dLUwK2acgb7e3E5nbz+te8SbY6b8Qz7+BhF1y7S1d6Kx+3GFBnFmg1bycgJ9N1R2zDlRdfp7mzDMT6O3mgkZ9EyVm/c9kTS761NVQzVl2LKWEbMss0AeJ12LLeKcQx24/d6UBlMROaswpiQMev9ks9H5/XPcduGSM57FY0petY9nnEbHfnHkMlkZBz6xrx0+turkTpqZl7UhaNY+1JAh2MUf2s52AZA8iGLSESWuR6ZOlArQ3KOIXXcRBrpBY8T1Dpk5gxkyctmbL2VJAmp+xZSbxO4xkGlQRafizxl+bx0tzVU0XG7BvvE+Bc2YWvME+Nf++0aelrrGRkawOdxs+/tH6O6xyETPp+XG6c+YNQ6yLYXv0Z4VOyse8Ztw1yfsDX752lrRhorsDVVzbimNISTsON1ACSfl+H6Uuw9LUh+H9qYJCKXbUahCbT1eGcjQzXX53x24p63g/dJPh8jzVXYu5rxuRwotDrCs1ZjTMmZ870P4lZlEV0ttxkdGUKhUBIdl8TKjTsIiwjYP7fTQW1ZAb1drdjHRtFodSSlZ7N8/XZU6qkab31dbdSWXmfEOoBCqSI9ZxnLN+QFC1f3d7fTeLOMof5ePB4XxvBIFq3aQFr20nnpvpvf//KfGbXNrie2YtU6du47xPj4GAVXLtDR1oLb7SYyKop1m7aTnTtl76xDFgryL9DT1YnP7yMmJpZN23aSnJr+RDQCdHe2U1VayMDE+HfwpTfIyJ463EqSJEpv5HOrphKXy0V8YjJ5ew8RETnlj5w6fhTLQB8O+zgajZak1Aw25+2eYWssA/1cvXiagb4etDo9y1evf6LZDh3tbZQUFdDX28P42BivvPEWOdPa0u12k3/pAk2N9TgdDsJNEaxdv5HVa2f7RJIk8clH79N6p3nWcx6H9jl8v6wJ38/tctJcXchgTxtO+yhqjY7YlCyyV24J9uuu5jpuFp6b89m73vgBGq0egO6WelrqyrCPDqNUqTEnppO7djtqzePXXOtpKKfzZhFx2StIXRUowN9/p46hjkbGhwfwez2seem7KNUz6y1215cx3NOGY8SCTC5n7cvfm/Vsl32Utop8Rge6kSuVxKQuInn5ZmTzKDb/rOY1k7Q11tJ0s4wxmxWlSk1Sei6rt+59ZN13M9mveyf69at39ceTJ45TWzNznE/PyOIr77w741pz021uXMtnYKAfhVJJSkoar7359mPruxcPGv8+/fCPdHe2z3ht2co17N7/AgCD/X2UFRfQ09WBw+kgPNzE8lVrWbV241PTDDA2auP6lYu0tTTj8XqIiIhk3+GXgidHN92up6ayjIG+XpxOB1/95vcxx83t90uSxOeffEBbSzMvvvoVsnKezqGBRTeu0dhQz9CQBaVSSWJSMjt27SUqemad1u6uTq5duURPTxdymQxzbDxvvP01VKpAXx8aspB/8TxdXR34fT5iYuPYlreL1LT0J6Kzu7Odqmm+9oEjb5CRPeVrS5JEaeFV6qfbmj0HMU3Ymu6Othknr07ntXe+FZz/WAb6uXbpzAxbs3r95nlp7uvu4Fbl1Jxmx6HXSMmY8m08HjeVhVfoaGnE7XRiCDexaMVacpetCd5z7vif6e/umPHc7KWr2LTzYPBnS38PFYVXGBroQwZExyWwZvMuImNm+4ePSsgCcrfqbnLx/FkOHH6RxMRkSosL+eiD9/jBj/8Wg+HpF35P97SR7OmiVrOEMbmBcP8oy1y38MqUdKhSAMh1NxHls3JTsxSHTEu0b4jF7tu4ZGoGlGY0kguN5OK2OptxuR6t5GSJqwGNy0W1dqIWlCSx2lmFW6amWLsOjeRmuasOCRlN6qxH0jzY20HmktVExsQh+SVqy65x/fQn7Hv92ygnvqiW/m4KznxK7sqNrNq8G5lczohlIBhkBPD7fSSl5xJlTqSt8easz7Fa+tDo9KzfcRidIQxLfzeV188jk8nIWrpm1v0PQqsPY9HabRjCIpAIOCtll79g+4vvEhYRza3SK/R3trJmx4uo1Gpqiy9RfuUEWw4FjJDX46bkwjFiUzJZtnE3kiTRWHWD4gufseeN7yGfNsHz+31UXjtFVGwS1oHuR9Y6HY3eSM7qbejDIgDovnOLyvwv2HL4axgjogmPiiU+fTE6Qxged8BJK7v4GXmvfAeZXI7X46b84nHMyRks2bgHye+nqbqQsovH2PHad5HLFXg9LsouHiM6PoWlG/cwOjxIbeF5VGoNyTmPXk9Mqw9j8dptGMIDbd3ZXEfppS/IOxJo67qSQFuv3Rlo65tFlyi7fIKth6cM/p26cu7UlrFkXR4R5nh8Xg+OsanT/awDPYRFxpC5fD0anZ7+zhYqr59BqVYTl5z5WG0+SXnJDW5WlrP38EtERZvp7+vh4ukTqDVaVq3dAEBEZBQ79h4k3BSB1+ulqqyILz7+M1//3l+h088cQwryL2IwhmEZeLLF970eD1HmOHKXreTCl5/Net0UGcWWnQcIM0Xg83q4WVHC6WMf8pVv/gidPuCUJySnsmr9FnQGI/bxUYqvXuLiyWO89FYgmDI6Msz5E5+wfM1Gdh18CbfbRVH+BS58+RmvfvU789YdGRNL9pIVXDl9bNbrb357ZnChq62FG5dOkZo521EpL7iCzmDEapnZtqO2YS6d+pSlqzawfd8R3G4XpdcvcuX0Z7z41rfnpTkqJpbcpSs5/+Wnc7zuJj4xhcycJVy9cGrOZ1w++wVul4sDL72JVqejqaGOC6eO8arp28TExjM8ZAFJIm/PIcIjIrFaBrl6/iQer4fNeY/ntDuHB7C11aMOmznR6K+8gt/jJn79fhRqDWPdzfSVXUKVF4bGNNNRs9wqRqnR42Zozs+Q/H76yi+hi4rDaX3Mvq43IV827XeesCGSz4u/7iLoI5EvD7zub69GunUF+cqDgYC5wwZIyLM2gc4I4yP4m4vA50WWMbWwI7WUIQ33IE9fC4YI8LrAO/+i5Vp9GLkTtgambM22CVvj83mISUwnJjGd2xVzB7EmaSi/hlZnZNQ6OOfrfr+Pqidka5TGCGI3TjvxfNpinfVWCc6BTqLX7EKuVGGtK2Kw/BJxWwITIl1CBonmmYsQQ9XXkPy+YDAOYLDyMn6Xg6gV21Dqw/C5HMD8DxEY6Okge9kaImPikSQ/NSVXyT91lINvfgelSo3DPobDPsaqTbsIj4zGPmqj7No5HPYxtu57BYBhSz/XTn/KkjWb2LjrMA77GGXXziFJEqs27wLA0teNKcrMolUb0eoM9LQ3U3z5FCqVhsS0R/Oh5uKtd7+Df9rZZkODAxz/+H2yFi0B4Pypz3G5nLz46lfQ6vTcrq/lzIlPMb373eAE78Sxj4iIiOTVt95FqVRRVVbMic8+4hvf/2sMhidTGN7r8RBtjmXx8lWc+eKTWa9XlhZSU1nK7oMvER4eQUnBFb789APe/tYPUSoDrn5iShprN25FbzAyPjbKjfwLnD3xKa+98y0A3C4XJz79M8mp6ezYe5ghSz+Xz36JRqNl6cpH9/3mwuNxExsbx4qVazj+6UezXr984SztrS288NJrmEwRtLY0c/7MSYxhYWTfNVEuKylCxpMvqq7VG8m9y/eryP+CrYe/hoSE0zHGorV5GE1ROMZHqSu+iMs+zuodgZNr49NyiUmceYpjzY1z+H3eYDDO2t9NzY2zLF67A3NyBi77GHXFl6gtusCaHUceS//YUD/9d+rQ3bVg4/d5MMWnYIpPofNm0Zzvlfw+opKzcEfHM9h6a/brkp/G6ydRafUs2fUabuc4LSUXkcnlJC9/9Mn0s5rXADTeLKPpZinLN+wg0pyAz+vBPvZkTq72eNyYY+NYfo9+DZCRmcWhF18J/qy8a5Gvof4WZ099Qd7OPaSmZeCX/Aw+YZ/1bh40/gEsXbGaTdt2Bn9WTQRBAfr7etDpDex/4RWMYeH0dndy6dxJZDIZK9dseCqanU4HR9//Pcmpabz85jvodHqGrUNoNFOLax6Pm8TkFHIWL+XimS/v+7zKsuKnovNuOtvbWb12A/EJCfj9fq7lX+LjD9/nO9//MSq1GggE4z756H02bt7Gnv0HkcvlDPT3BRMRAI4d/YCIqCje+uo3UCqVlJUW89nHH/D9H/0tBuPj25ugrVm2krMnZvvaVaWF3KwoZffBI4SFR1ByI58vP/uQt775A5RKJXGJyXzjB3834z0lN/Lpam/DHJcABGzNl599QFJqOnl7DzE0OMCVc1+i1mhYuuLRbY3X4yEiOpasxSvIP3Ns1uvl1y/S29XOtr1HMISZ6OlsoST/HHq9keRpgbvsJStZuXHqBGHltL7u8bi5eOIoyenZbMzbj1+SqC65xsUTR3ntGz9G/piL9iELyJUUFbJq9VpWrgo0/MEXjtDc1EhNVQWbtz7945Qj/CMMKGMYVAYmPE65jnhvHyafjY6J9o/wjdCtjMeqiASgS55EsrebcL+NAcyMy41TgTfAgZ4mdRYrXLXIJD+STE60bwijNE6+bg1umZoxoFnKJNvdRLMq45Gy5LYdfGPGz+vyDnLyzz9n2NJHTHwyADVFl8lauoZFq6ZWJ+5eaZo8ErytsXbOz0nPnZmdYAiPYKi/h+62pnkF5OJSZgZpFq3ZRvvtaoYHetDqjXQ01bJ6+2FiEgKB0JVbD5D/+R+wDvQQaU5gzGbF43aSu2oLOkNgJTd75WaunXgPx9gohmlZQrcrCzCERxKTkPLYk6TYu4JLOau30tFYzfBgD8aI6BkBMx3hZK/awo2T7+MYt6EPi2B8Qnf2yi1oJ3RnrdjEjZN/wjk+ij4sgp6WBvx+H8s270euUGCMiGbUOkBrfcW8AnJ3t/XiNdtob6jGOq2t1+RNtfWqbQe4cnyqrT0uJw0VBWzY8zIxCanB54RPy+jLXjFz5StjyRoGutvobWt6YgG53u5OMrJzSZ/I2go3RdBYX0t/79TfNHfJzH66fdd+bt2sYnCgn5S0qeyitpYmOtrucOjlN2hvaX4i+iZJSc8iJf3ek8KsRctm/Lwpby+366qxWvrR6dMBWL5m2nc13MTK9Zs5f+IT/D4fcoWCwf5e/JLEui07gkZ5xdqNnJt2z6OSlJZJUtq9/1Y6/Uyj3tHaSHxSKmGmiBnXu9ru0N3Rws5Dr9LdfmfGa0MDfUiSxOpNeUHdS1dv5PLJT+el+0FtnbMk8H0ZnTjKfC76errYvvtgcIVu7cZt3KwoZrC/l5jY+FmfEW6KZHjdJm5VVzxWQM7v9dBfcRnzyu1YGytnvOa09mNesRXtxHcsMmcNw3dqcY1YZgTkxvs7sA92Eb9uL/YrnXN+zlBDKSqjCV1M4uMH5GTyYMbbDGwD4BxHvuoFZBPOijxnC/6iozDSCxEJyCITkUVOZYGiDUPmsCH1NsJEQE6yjyD13ka++ggyffjEjY/nTN49/uVOszVhEdFkLAl8tqW3Y663BxnoamGwu401O48w0N065z2Ttib6CdgamUyGQqOfdd3vcTPe2Uj0qh1oowOObNSKbfRePYbL2o8mMha5QgmKKVfO53LitPQStWJb8JpjoBPXUC8JO99EMZERo9SH8TjsOPzmjJ837jzM5+/9DOtgH+aEFExRZrbun5p8GsMjWL5hO8WXTuL3+5HL5XTcacAUFcPSCZ/EaIpk5cad3LjwBUvXbkWlVrNkzcxJfs7ydfR2ttLV2vhEAnJ3L96UFxdgiogkKTlg/3q7O9m57zBxE5nXGzZvp7KsmP6+Hsxx8TjsdkasQ+w98CIxExm5W3bspqaqjKHBgScWkEvNyCI1Y+7fV5IkasqLWbtxGxkTWcO7D73EH37xj7Q2N5A9YYemZ62EhZtYs2ELpz//GJ/Ph0KhoLH+Jn6fj10HjqBQKIiKMTPY3091edETC8hlZuWQmXXvrMyuzg6WrVgVzPZYtWYd1ZXl9HZ3zQjI9ff1Ulp8g298+wf86z/95Ilom2Qu3699wvdLzl4+I2CmD4sgZ9VWqgvOBPu1QqlEoZz6Trqddob6Oli+aV/w2vBgDzpDOGmLVweeYzSRnLOcltqyx9Lu83q4U3Ke9LW76Kmf+az4nECNWttA1z3fn7Q00EcGW+vnfH2krwOHzcqivJdQafXoiSFp2UY6awpJXLphxgL5w/Cs5jVul5NbZdfZvP9VYhOnfFvTHLts5sOD+jWAQqHEeI+Aid/v5+L50+zcsz84LwaIiXm6p4o/aPwDUKlU9xzHlq5YPeNnU0Qkvd1dNDc2PLWAXFnRDcLCwtl/+OUZnzudJRPb9G0jw/d91kBfL+Ulhbzzje/x63/9hyctdQZvvP21GT8fevFl/vWnP6Gvt4fk1EAA//KFs6xdt4FNW6bs9/QMOrvdjtU6xIEXXsIcG7A3O3buoaq8lMHB/icSkHugrakoYe2mbcEdKrsPHuGP//ZTWptvk71oKQqFAv20/uLz+WhtbmT56nXBuUBjfW3A1ux/MWBros1YBvqoKS+eV0DuQXOagd5uMhctJy4p0K9zlq6mqbaKwf7eGQE5hVI1a/4zic1qwe1ysnLjdgzGgM+6Yv02Tn70W8bHbISZIud838MSklNWfT4fvT3dpGVMNZ5MJiM9I5OuzrknGk+aYbmJKJ8Vvd8OgNE3SoRvmEHl1IrSsMKE2TeIxu8CSSJy4n6LIupej0UlefGiDAbaIvwjjMmNuGXq4D2DiihU+DD6xx/rd/B4XACoJ1YFXA471oFeNDo9V078mZPv/5z8kx8y2Htv4/uweD2u4Oc8DpLfT3dLAz6vlwhzAiOWfiS/PxgggsA2S60hjOGBnsDP4ZGoNFo6mgLOos/rpbPpJkZTFDpjePB9gz0d9LQ1smzj7sfWOZfuntYp3Xfj9XroulOHzhiOdmKiY5jQ3dlcG9Td1VyLITwKrSGge3iwh8jYpBnBiZiENOw2Kx6X87E1T7Z15H3aWmcIwzrR1gM97SBJOO1jXD7+ey58/CvKr3yJY3z0vp/ldbtRPYH+MUl8YjKd7a2BjCUCafE9XZ33NBI+n4/a6grUGk1wUgSBLYqXzp5k3+GXZ6x0hAKfz0dDbSVqtYaoe6Q3u5wOmhtqiUtIDvaJmNh4ZMi4XVeN3+/H7XLSVF9LYkr6Y6/IPAwO+zhdbXfIXrJy1vXCy6fZvu/FOds2yhyHDBlNt2omdLtoaaglIfnZ6J6LuIQkmm/fwul0IEkSzQ11+Lw+EqY5n3fjdrnQaB+vbw/cLEAfm4LePHs7tTYylrHuFnxuF5IkMdrVjOT3oYueGme8LgcD1deIXb0TmWLudTT7YDdjPa2Yn9QBEA4bvuJP8ZUex99wHck1Ya+kiaPnp29PkisAGZJt4N7P87lBOWUHpaFO0BiRrF34So/hKz2Gv7EQacKuPS6T45/3HmP2vXA5xqkpvMCq7YdmTKqnY+npoLetkaVPyNZ47aN0XfyQ7ssfY6nMx+sYA8Bts4DkRxszpV9ljEChNeAenrutx7ubkCkU6OKnMnQc/R2oTTGMttTQffEjeq58ynB9CX6f94noB/C4Z/oj97pHqVYHt6P6fV4Ud/VnhVKJ3+fFOth7n+e4n4g/cjc+n4+GupssWb4qOHGIT0ymsaEOpyMwZtyur8Xn9ZKUEmhfrU5HRGQ09XU1eDxu/H4/N6sq0OkN99wi9aQZHRnGbh8nOXVqIUqj0RIbn0hv99z+n9PpoLG+lvjE5OB2/L6eLhKSU2dsz09Jz2DYOoTL6Xi6v8QESckpNDXeZnTUhiRJtLe1MDRkIW2a7fd4PJw4/in7DrzwRCag9+NBvh8E/GOlaqpf3013S32gZEPq1MQvIiYBp32Uga4WJEnC5Rinr70pWBJlvrRV5BMRn4YpLvmxnnMvxi196ExRqLRTCwimuBR8XjcO29yZ24/C05rX9He1BbIbx8c498nvOPXBv1F88QT2sfv7tk+SjvZW/uUf/we/+sW/cPb0lzjs9uBrfb09jI2OIpPJ+P1v/o2f/fQnfPzhnxh4yhly05lr/ANouFXLr/7lJ7z/u3+j4OolPB7PfZ/jcrvQah9/2/W9uNN8m9j4BE4e/4Rf/stPeP/3v+RmVfkjP8fj8XD6y2Ps2nfoqY8jc+FyBfq6VhdoK/v4OD3dXej0Bt7/42/515/+hA//9Hs6O6a2DOt0OiKjoqm7WY3HHbA3VZXl6PUG4uIf3s+ZL6O2gK1JSkkPXpu0NX09c38n2+404nI6WLR0ag7R19tFQlLKDFuTnJb51GyNOT6RztYm7GOjSJJEb1cbtpEhEqb9HgCtjXV8/Nt/4sQHv6Gi8AreaX09PCIKjVZH861qfD4fXq+H5lvVhEdGYwh79DI8dxOSDDm73Y4kSbO2puoNBiyWubeHPGlaVWko8bLVUYiEDBkSTapMepVTDlS9Opel7np2OK7jn0iLr1MvZlgxdxRUJbnJ8LTQqZrKDJisTzedyeCcWpr/1hxJkqguukxUbCLhkYHo+fjoMAC3Km6wYsMOTNGxtDfVcf30x+x97ZsY5xm9tfR103nnNlsOvDpvvTbrIDdOfxhwwJUq1u46QlhENDbrAHK5YlYdH41Wj8sZmAAqVWo273+Tsitf0FQTSC02hEWwce9rQQfI7XJQXXCW1dsPzqhP87iMWgcpPvtRUPfqHS9inLYNoP12FY0V1/F5PejDI1m357VgsEGpUrN+3xtUXjnBnZsB3fqwCNbtfnVKt8M+I6gIoNYFHB2X0z6vIJfNOkjBqam2XjfZ1kNzt7Vaq8flCLS1fXQECYmmmhKWbdiJUq2hoaKAonOfsuOlr88ZSOluvc2IpY8VWx6/Dsck6zZuxeNy8aff/hy5XI7f72fz9l0suisrrrW5kTNffobX48FgNPLym18LbgWVJIkLp79g+aq1xMYnPnCl7GnR3tLEpdPH8Xo86A1GDr32DlrdzGyY4uuXuFVVjtfrwRyfyIGXvhJ8LcwUwaFX3+biqWNcv3gaSZKIjU/iwCtfufujngp3Gm6iUqlJzZxZQ6Lg4klylq0mOjaBsTlqkISFR7Dvpa+Qf/Zziq6cQZIkzHGJ7Dny5qx7nxV7X3iNCyeP8cdf/AMyuRylUsX+I69jiph7kWVkeIjaqjI25+2Z92eOdjXjHrGQtP3lOV+PW7eHvvJLtJ59D2Qy5Aol8ev3opoI2kuSRH9lPqa0xWgjzHjssycQPreTgcp8YtfsRK5Sz3r9UZGFRSPL2QK6cHA78HfUINWcRb76CITFgEKJ1FoBaasDGtsqAAnccztSkmMUqec2svRpdUidY+AaRxpsQ56zFZDwt5QhNVxFsXzfnM95GEbvYWseBkmSqC44S2rOCkzRcdjHZvfrSVuz6gnZGnWEmagV21EawvG5HNiaKukvPEV83quBbaUyOXLVzM9RaHQTW05nM97RiD4xM5A5N4HPPorL2odMriB67W78bhfWuhv43C6iVz7+jgRJkqi8cYnouKR7Zpy4nHZuVdwgc/GUUx6XnMHtm+W0N90iJXMRTsc4deU3AHDa516w7GiuxzrQy7rt+x9b993caWrA5XLOOATh0JHXOX3iM371s58gnxgzXnjlzWBtNplMxqtf+RpfHj/KL37698hkMnR6Ay+//s5TnZROxz7RVndnu+j0Bhx3tWPh1YvcrCzD6/UQl5DE4Wl2xD4+TpjJNOsZk69pnsHvs2f/Ic6eOsEv/vkfkMvlgVrAh4+QkjoVYL50/gxJySlk5z6dWk8QGEeKpvl+a+7y/SZxOx001xSTkn3vupedTbUkpC+aEeCPjE1k5dZDVF07hd/nQ5L8mJMyWLJh17w1WzoasQ8PsnTPGw++eZ54nHZUd2XzKie2xnuc9rne8tA8zXnN+OgIkiTRUF3Eyk27UanV1JUVcP3Mx+x99ZtPfZEwIzOL3EWLMZkiGB62cvXyRT7+6H3e/eZ3kcvlDA9bASi4eoVdew9gMpkoLS7kwz/9nu/96G/R6Z7+d2+u8S93yTLCwk0YDGFYBvspyL/I8JCFF16Z24/r6eqkqaGOI689vbp3tmErNZVlrFm/ifWbt9Hf282Vi2dRKBQsWb7qoZ9z9eJZEhKTn1rNuPshSRKXz58lMTmFGHNggX6yD9y4ls/OPfswx8ZRd7OGjz94j29970dERkUjk8n4yjtf5/inH/HTn/x3ZDIZeoOB19/66jOxN/bxCVtjmG1rJl+7m/raKpLTMjCGTc11HeNjs2pg6ydtjf3J25r1efsounyGz/74r8jkcmTI2LTrIHGJUwkq6TlLMBhN6AxGhi39VBReYXR4iB2HXgNApdaw7+V3uHL6M26WBfyUMFMku4985Z6LMY/Cv9tTVuN8/SR4+6jRLGNcbiDMN0quuxGXTEOPKhBlTvV2YvLZqNCsxCnXEukbDtSQk2sYuitLTiF5WeOsZlxu4I5qdjHuJ03VjQuMWi3seHFq0JssA5CxaCVpE9tOI6JjGehup63xJsvWP/rpJzbrIIUXjrN4zWbiHmPlzhgeyfYX38XrcdHT1kj19bNsOvBwE3Of10v1jXNEmhNZvf0wkiTRUldGycXjbHvhqyiUSmpunCcxYxFRT3hV0BAeyZYXvobX7aKvvYmbN86xYf8bQccsIX0x0fGpuBx22m6VUXXtFBsPfAWFQonP66W28DwR5kRWbj+EJEm01pVTfvlzNh96557ZF4+LMTySvCNTbV11/SybDz5sEERC8vtZtnEX5okaKGt2HOb80V9i6e2YtXo72NtBdcFZVmzZ+9CT3oehqaGO27ducuDFV4mKNjM40MfVS+cwGMNmOAtJqWm8/Y3v43Q4qKup4MwXn/Lmu99BrzdQXVGKx+1m7cYnlDE0TxKSU3ntq9/F6bDTUFvFxVPHePmtb86YPK1cu4lFS1cxNjpCRdF1rpw7wYGX3kQmk2EfH+PaxVPkLFlBZu4SPB435YVXuXjyMw69+s6MlcynQdOtGjJyl87or/U15XjcbpavvXfNGId9jBuXz5C5aDkZOQHdVcXXuHLmOPteeuup656L0hv5uF1OXnjtq2h1Olqbb3Ph5DFe+srXZ2Utjo+NcvrYh2TmLGbx8tXz+jyvYwxLbSEJmw/PCJBMZ6ihHL/HTcLmwyjUGsZ72+gru0Ti1hfRhEcx0lqH5PUQkX1vR3Og+hrGpKwZWXWPgyxyWiafIRJ5WAz+0mNIljbkcdnIF+Xhv1OM1NMAyJCZ08AQNaOmzySSy46/7iKy6FTk8dl3vehHnrsVmS7gqMmzN+OvOoVkt03bxvpoGMIj2TZha3qn2ZqHGZ/a6ivxeTxkLb/3VpubT9jW6Mwzn6OJiKH78sfYe1rumQ15L1zWfrzjI0SvmmnrJQlkyIhetSMYsJX8G7FUXCJy2eZ79s2Hpfz6eUasg+x+6atzvu5xu7h2+lPCI6JZtm5qPI5PTmfVxp2UXTtH8eWTyBUKlq7ZwmBv55zjQ393OyX5p1mXdwBTVMys1x+Xupoq0jKyME475KDw+hXcLievvPk1dDo9d5oaOH3iU15/+5vEmGORJIkrF06j1xt4451volAqqaup5MSxj3jr3e/MODBhIbBq/WYWL1/FqM1GWeFVLp75gsOvhGY8nouKsmJ6urt47c23CTdF0NHexvmzpzAaw0jLyKSpsYH2tla++d0fPlUdd/t+NTfOsXGa7weBzLjyy8cxmqLIWrlpzucMD/QwbhtixdYDM66PjVioL7tC1opNxCQEfMiGiqvUFV9k+eZHDza77GO0V11nUd5Lj/19DhVPd14T8G1Xbt4dnMts2PUCJz/4BQM9HcQlpz+5X2QOliydCtiaY+Mwm+P45c//iY72VtLSM5EmftHNW7ezaHGgftuhF1/m5//8DzTU17F6zbqnqg/mHv+Wr5xaRIsxx2IwGDl29E+MDFtnbRO1DPbz5fGjbNiSR2r6kylfMxeBRelEtu4ILJTGxsVjGRygprL8oQNyd5pu09Heyle/9YOnpvN+XDh7isGBft75+reD1yb7wMo1a4MnSsfFJ9De1sLN6krydu0NJBqcPYVeb+Cdr38bpVJJTVUFxz75kHe/9b0Zf7uFwNiojc62Fva98GpIdTTUlDPY183Ow69jCAunv7uTkqvn0BmMJEx893OWrg7eHxltRqc3cuGLDxkdsRJmisTr9VB4+TTm+CS2738JyS9RV1XM5S8/4dCb33jsXVghGbX1ej0ymYzxu6Kp9vHxJ1Zv40HkuptoUaXRpwxsbxuTG9FKTjI8bfSoEpBLPrLdzVRpVgTrzI3JjYT5R0nztM8IyCkkL2udlXhRUKVZMaMunFumxuSfWTR0MjPOLZtfJkPVjQv0dtwh74W3gzXVALQTE/ywu7I9wiKi5pWWbbNauHbqY9JzV7B49fxOPplErlAEa72ZouMYsfTRWl9BQtoi/H4fHrdzRuaWy2lHow38Pt0t9TjGR9l6eCr4YNp+mHMf/it9Hc0kZizC0ttBf+cdWuoCNTMkAEni1Hv/yPLN+0jJnlnL61F0Txb2DY+OY2Soj/b6SpZuCmSDqdQaVGoNhvBIImLiuXj05/R3NJOQvoie1nqc4zY2HXw7qHvltkOBezoD96h1elx3rSq6HYGfNdrZNYUeVvP0th4e7KP1VgUJ6XO3tdtpD56yOvlf47T6HBqtHrVGN2vbqqW3k9KLn7N0/U6Ss57MiXeTFFy5wNqNW8lZHPi7RZtjGbWNUFZUMCMgp1KpA5kKkRCfmMR7v/4Zt2oqWbdpG13trfT2dPHzf/hvM5599L3fkLtkOfsOz52x9KRRqdSoItSER0QSm5DE0d//gtu11ayadnKdVqdHq9NjiowiIjKaD377M/p7u4lLSOJWdTlqtYaN26e2x+068BIf/PZnDPR2EzvHqbJPir7uDmzDQ+QdmNlWvV1tDPZ18/4v/ueM6yeP/oGM3KVs2/siDTUVqNUa1m3dFXx9274jfPqHf2WwrwfztJNmnwW2YSt1VWW88fXvExUdyOKJNsfR291JbVU5eXsPBe8dHxvlxCd/IjYhmby9h+f9ma6RQXxuJ51Xj01dlCScQ72MtNaRuutNbK11pOx8HXVYwLnVhEfjHOrD1noL88ptOAa7cVr7uXPydzOe3XntOMakLOJW78Qx2MN4XzvDdyZORg0MgDR/+RvMK7YTnprL4yBTqkEXBo7AGCCLTECx7hUkjzNQa06pxlf8CWhmFjKXXHb8N88jCzMjy75rwqrWgUwWDMYBgYw8APc4zDMgN5etaauvYPnmB2fdWXo7sA72cOb9f5pxveDkn0nMWMzKbQfvaWtOv/ePLHsMWxPUr9KgNITjtY+ijUkEyY/f45qRJedzOWYc2DDJeGcjqrAo1HcdBqLQ6lBo9TOyJ1XGQCaUz2lHbphfW0MgGNfTfofdR95GP8dkwON2c/XUJyhVarbuf3VWjanclevJWbEOp30ctUbD+KiNmpKrGO46iXmgp4NrZz5j9ebdpOc+XhvPhc02Qmd7C4dfnsouGhm2UlNZyle/9UOiJ2o5xcTG0d3VEThAYf8LdLa30nqniR/8zX9GrQn8jWLjEuhoa6G+toZ1m57+gtBkZoHDPj5j65XDPj7rpGmdTo9OpyciMprIqGje+9U/09fTRXxiMnqDYcY2uslnQGAHy9PG4/Fw9fJFXnnjLbImTvUzx8Yx0N9HSdEN0jIyaW9tZdg6xD/95L/PeO/nnx4lKSWVd9791hPRIlcogofDmCZ8v7b6SpZN+H5ej5uyi8dRqNSs3nnknrXTOptvEhZpxhQ98+9w52YpEeYEMpYGAi1hkYHt2sXnPiZn1dagL/aw2K0DeF0Oai8cnbooSYwOdtPXfJP1r/0Q2SPUrL4XKq2esbvqk3onsnVV8/RZ4enPa7QT7Rk+bWFGo9Oj0eiCp3I/SyIiI9Hp9FitVtLSCdaWi55WM06pVBIRETHnKahPmrnGv7mISwj4bcPDQzMCckOWAY4dfZ9lK1ezYfPTrQNvMBpnnUwaGRVD0+256x7ORWd7KyPDVn7x07+fcf3k8Y9JTE7hjXe++US0zsWFs6dobmrknXe/SVj4lO0N9oG7freo6BhstkAfbW9r5U5zI3/zH/53NBP2Ji4+gbbWFmprqmfUnnsaTNoBx13xmrlsDUBDXTUarY60zJn1FXUG46zs7clMb73+ydoar9dDVVE+Ow69RtJE3dnI6Fisg33cqiwJBuTuJmbiAIrRkWHCTJG0Nt5ifHSEg69/PTin32Z+iaO/+SmdLU2k5yyZ8zkPS0gCcgqFgviERNpa75C7KHAstCRJtLbeYd36p3tU8iTyyTo405CQMXnqmAwJOdLEtZn3yKadSDMZjPMjp1K7Er9splEelpvI8LSiktx4JgJw0b4hPCgYkz9ap5MkierCi3S3NZF3+K1Ze5b1xnC0egNjI9YZ18dGrMQlP1rWns06yLVTH5Oas5Rl65/C4CpJ+H0+TNGxyORyBns6SEjLmdA7hHN8NFivw+fzzk68kMlAJkOa+HttPfwOkt8ffLmv8w53akvZcvAttPco0Dg/2RJ+/+y+M/EqAH6fb+K/Xrj7BDCZLPBFnuhDETEJNFYV4Pf7gg6dpbcd/UT9uSekGr//3m3tGB8lcqKtI2MDxnbcZg06RW6XE7fLMWNrraW3g5KLn7N47XZScx/98IkH4fF6Z63Yy6b9ve+FJEn4Jto/b88BNm2fOhlqfGyMLz75MwePvB50KkJBQOO9azdJwX4UuMfr9cxui4n06Ae1x+PSdKuGKHPcrOyxjdv34d44tTLtGB/jwomj5B14mZi4xKDuu7+4k7+HJD1d3XPh9XpmaJipaUrPZDDOHBvPzv0vPlbmiC4mkeQdr824NlB1FZXRRETWymk1vGaPE5N/25jlW/Avmlod97ns9BSdIW7tbrQRgb9L0raXkKSp8c/e1461uZqkrUdQah/fuZF8nsAWU/PMIJBMFRijpOFe8DiRRU1lewWDccYoZDmbZ7d7mBlJkpAco8h0ExMw58QES/PkHDJpwtY8DEs37iLXPRVAcTrGKb3wGavzXsAUEyhnseUp2xq/14PPPooiUYc6PBpkcpyWHvTx6QB4xkbwOcdRR5hnvc/e04Jp0exMCk1ELI6eVvxeD/KJVVzvuA2QoZjnJFqSJCoKLtDV2sSuI2/POFxpEo/bRf6pj1EoFGw7+No9s8JlMhm6Cee+vfkWOkMYkdMCGP3d7Vw78xkrN+4gc8nDb0l6FG7drEKn1wcPEgKCtZJmjxny4Bg2Oa7MNdY97fF5kjBTBHq9ga6OVmImCn27XS76e7tZtmrtPd83+TtM2sy4hCSKr18JHvIA0NnWSkRk1DPZrur3+/H7/XPb/gmtm7ZsY8XqmUW/f/+rn7N77wEycx5v4eG+TPP9vB4XpRePIZcrWLvzpVl1ECfxetz0tjWSs3r2JNnn8yC/K0A2GTCbj30Mj01i2b63ZlxrKbuELiyS+NzVTyQYB2CIjqO7vjywdXVi7Bjp60ShVKMLm7v0w/14VvOaqLjAwuXoyHTf1oHL5UBvnP+CxHwZtdlwOOzBIExcfCIKhYKhIQvJKYGatj6fj5GREcLvWpx4Gsw1/s3FYH8fwIxgjGVwgGNH/8TipSvYMm3h+GmRkJQSrC89ybDVQtgjtNO6jVtZdteBFH/63b+Rt3s/GQ84nGO+SJLExXOnabrdwFtf+8asDMNwUwRGYxjWu34365CFjKzA7gLvPW0SU+mkT5Gw8HvbmqUrZ9oaSZJoqK0hd8nyGbXiAOLikygpuMvWtLc8FVsjTdiVu/1smVx+37F2aDCw8DC5Pdd3jzlNoOkfv+1Dlte8YdNmvvz8GPEJiSQkJlFaXIjH42HFRJrm02ZQGUOGpw2nTMuY3ECYf4w0TwddE9tVfTIlQ/IIct1N1MvkOGSBLasJ3l5uqwNfjMlgnELycVO7FKXkBSkwwXLL1CCTYVFEMSYzsNxVR6MqC43kJtt9h05V8iOdsApQdeMinXfq2bz3ZZQqdbDGikqtRqFUIZPJyFmxgVvlBZiizJiizbQ31jE6MsTGPS8Fn2Mfs+F2OXGM2ZD8foYtgU5nDI9AqVJjsw5y9dRR4pLSyV62Lvg5MpkMje7Rnff68mvEJqWjNYTh9XjobqnH0tfJhr2voVJrSMlexq2yfNQaLUqVmtqSy0SYE4JBopiEVOrLrlJbfIn0xasDxdhvliCTyYiOC+z/Nt514tLIUMBohEXOf1tLY8V1ohPT0RnCAo5VawPWvk4y97yKfXSE3rbbxCSkotLqcNnHaKktRaFQEjORDh8dn8rt8mvcKrlE6qLVIEm01JYik8mIig/ojk9fRHNNEbWF58lYup6xYQtt9ZUsXrdjXprry69hTprUPNHWvZ1s3DetrUvzUWm0qFRqbhbPbGtjeCRxKZnUllxhxea9qFRq6iuuYwyPJHrixKvB3g5KLx4nffEa4tOycU7Un5PLFU+s0HZGVg6lRdcxhocHtqz291JZVhxMR/d43JQWXicjKxe90YjTYaemopTxsVGycgOrFHcbZ9VEdkh4RMSMWgaPg8ftxjbNURyzDWMZ6EOj1aLR6qgquUFqRjY6gxGX00FddRn28VEycgILEf293Qz29RCXmIxao2V0xEpZ4VXCTBHExgccyJT0LG5WlFBRdI3MRUvxuN2UFlzBGBY+54rUQ+n2uBmdrnt0mKHBPjQaHYaJtnG7XbQ1N7B+WobbJIawcKaHTCbbNswUEdyilZSWxa2qUqpLrpM+sWW1svAqhrBwosxzH2pxX813tfXoyERba7QYw004nQ7GR22MT6yaD1sDTo1Ob0BvMBIRGU24KZJrF06zKW8PWq2O1ju36Wpv4eDLgTpK42OjnPj4TxjDTWzK24vTMZUtop9H9rZcqUYTPnNskimUKNRaNOFRSH4/Kn04AzXXiF6yKbhl1THQRfyGwBYnlc4I0/wTjz0QUFHpw1FOrPqrJzI5JnGNDCJDNuuzHxZ/SzmyqKRAYMztwN9eTWBranrg9b5mZHoTKDVIo4NILaXIEhcHt5lOBuPQGAJ14zyuYGgieHJrRDwYovA3FSLPWAdI+JtLICJ+ZtbcI9AwMf5pDWH4Jsa/oQlbA4EDG1yOceyjgYyDUasFpUqF1hCOWqNFZwhnesdWqAJtrQ8zBSdxc9kaGfO3NcP1JWjNKSh1BnwuByONFYAMfUImcpUaQ3IOw7dKkKs0yJUqrHVFqCPMaCJnfofsPS0gSRgSZ28V0idmYmuuYqjmGqbsNfg8TobrSzEkZ897e1vF9fO0N9ez7cCrqObwRyaDcT6vh027X8TrduN1B3YHaLS64KJCQ1Ux8SkZgIyu1kbqq4rZsvel4OuBYNyn5CxfR3JGbvBz5HI56ifkuEuSRP3NKhYvXTmjFkxkVDSmiEgunzvJtp170U5sWe1ouxOskRSfkIxGo+X86c/ZuDkvuGXVNjJMekb2vT7ykfG43YwMT41/NtsIg/0BWxMWbmLF2o2UFV3HFBFJmCmCkoJ89IYw0rMC9ZH6eroY6OshPjEFjVaLbdhKcUE+4aZI4ieyrLMXL6O08BpXzn3J6vVbGLIMUFNRwtad86/peDdut5th61Tx/5HhYfr7etFqdYSbTCSnpnHl4nmUShXhJhOd7W3U3axm197AeGgwGucswB5mMhFx1wR3vtyuuE7MNN+vp7WBob5O1u15NRCMu3AMn8/Dyh0H8XrceD2Bfq3WTPVrgN6220iSn8SMxbM+IzYpk9qiC7TfriYmIQ2XY5z6siuYouPmFdhXqNTo76pxp1CoUKo1wesepx2P045rojamw2ZBoVSj1htRTuyacNlH8blduBxjSJKEfThQ11tjNKFQqjDFpaALj+ROyUVSVmzG47TTVVdEbNayedVhe1bzmjBTJAmpWVQXXmLNtv2o1GpqS68RZorCPO2gs/nidrux3tWv+/p60Wl1aHU6Cq5dIXfREgwGI8PDQ1y5dIHIyCjSJw4r0Wg0rF6znutXLxMWFo7JZKK4KFCnatHiJ7sD5W7uNf6NDFu5fesmaZnZaLU6LAP9XL18jsTk1ODhaZbBfo599CdS0zNZvX4T4+OBA4nkE7U0nwZr1m3i6Pu/o6TwGjmLltLX083N6gr2HHgheI/T4WDUNhLUY53wB/UGY3AMmXMcCTfNCpQ9KS6cPUV93U1eeeNt1GoN42MBbWqNBpUq0NfXb9pCwbUrgW3NcfHU1VRhHbLw8muBskMJSclotFpOnzjO5m15KFUqaiorGBkeDgbtHpe7bc2obXimrVmzYeI03ijCTCZKg7Zm5oJIV0cbo7bhOUu+ZC9eSlnRNa6cP8nq9ZsZGhzgZkUpW3bOrxb5rDmNbeacJjYxhYobl1EqlRjCwunr7qCloZa1WwMB5NERK62Nt0hMy0Sj0TFs6aes4BKxCclERgd8rfjkdMpvXKbk6jkWrViHJEnUVhQik8uJT7r3wXAPi0x6yLCe88kdxhWkrKSY4sICxsfHiI2LZ9+BQyQmPbkaYPv+4eo9X1NIXrLcd4j1DaCWPLhkanqVcdxRZQQDZWq/i2xPM9G+IVSSF6dMS6cqkXZlCshkRPqsrHdWzPn8q7otOOUBZ1Hrd7DEfZtInxUfCrqV8TSps+4ZkPvZ26vnvP7Zb+Y+2n1t3kHScqa2cDRUFdNSX4nb5cQUZWbZ+h3ExE9tayvLP017U92s52w//BXMCSncKi+gvrJw1ut6YzgH3/r+nBoAXB7/nNerC85h6W3H5bAHDGNkDJnL1gdrlPl8Xm6V5tPT2oDf5yMmMY3lm/bMSNkf6G6jqbqI0eFBZDIZ4VGx5K7eGgwk3U1ncy11JVc48M5f31MvgNd/7+5fW3gOS2/HDN0ZS9cRnZCG0z5GXdF5bEP9eNwu1Fo9kbFJZK3YhCF8ajC39LTRXFPE2LAFZDLCI81kr95KxLRT80atA9wquYzN0odKoyN10Soylq2/r26VYu6snaqCc1h6JtparSYsIoas5bPburulAb9/qq2109ra43ZRV5pPb3sTMmRExSexbMOu4IS06voZOptvzfrsqLgkthy8/0ED6eaHM9But4ui61e409iAw2HHYDCSs3gZG7bkoVAo8Hq9nPvyGH29XTgcDrRaHbHxCazfvJ24e2yFtI0M88df/QtvfeN7mGMf/vQ7p+fe2TU9nW2c/PTPs67nLFnO1t2HuHzmcwZ6u3E6HGh1OmJi41m9cRvmiVToocF+CvPPMzTYj9fjQWcwkpyWyeoNW2fUHmq+XUdNWREjw0MolSpi4xPZsG03EVH3rovl9s79fQTo7Wrn3PEPZl3PXLScbXsDTs3t2kpKr1/kzW/9TXAr1r0Ys43w2Xu/4MW3vkVUzFSQsKXxFnUVRdiGrShUKsxxiazdshNT5L11a1VzO/XdnW18+cn7s67nLFnBrgNHuF1XzZVzX856fe2m7azbHMjmG7EOUXz9Mn3dHXg8HsIjIlm5diM5SwJZnvd6BsAP/tf/856aLzY//EloXQVfojFFE7MsUAbAPTbCUH0pzqFe/D4vKn04EVnLCUuee5XWYx+l/eJHJOe9imaOIuMAto7bWGqLyDj0jftqabXOfZKzv+Ea0kg/eF2g0iALj0WWuiqYyeZvrUDqvwNedyDoFp8TCMhNrB76+5qRmmbbEADFtneD/y+57PhbSsHaAwolsshEZOlrkanu3d8OZM59aABAzYStcTrsqKbZmpiJ8a+x6gZN1UWz3rdi636Ss2Zvg7SPjXDls9+y7cWvER41dxC5s7mWWyVX2P8AW3NzcHjO64OVl3EN9eF3u1CotaijYonIWYty8lAPn5fh+lLsPXeQ/H60MYlELtuM4q7C6n03vkSpCyN69dyLOZ6xYax1Rbit/cjVGnTxGZhy1zwwILc5ee5A49Ff/o85r2/YeYj03OX0d7dz5cuP5rznhXd+EMyEuXziQ4Yt/fh8PiKizSxdu4WElKmgYvHlU7Q11s56hjkhmV1H3pnz+XHhj3bYRnvrHT7/5M+8+50fE3nXmDpsHaLg6kV6ujrxuN2YIiNZs34zi5dOZYb39XZTeO0K/X09+P0+oqLNbNyynbRHDMjdzx/p6mjji4//NOt67tIV7Dn4EpIkUXojn7qagO8Xn5hC3t6DREyMtZbBfq5fPodloB+vx43eYCQlPZO1m7bPqDtkGejn6sXTDPT1oNXpWb56PWumlVeYC6P24YO67W2tfPT+H2ZdX7ZiFYePvML42Bj5ly/Q1nIHp9NBeLiJlWvWsm7D7CzbSf7Hf/3/8Mobb5GTOzvwdS9q2u+9DfDmNN9PpVJjnPD9YhLSGOrrpOT8J3O+b8cr35mxk6DozEfojOGs3HZozvvbGirpaKzBMWZDpdYQFZdM7prt9w3IDTkf/jC4+ivH0UdEk7oqsMulq66E7luls+7LWLebmPRA290pvYilrWHWPYt2vEz4xCnhrvFR2iryGR3sRq5QEp22iJTlm2cEI6eTbLp34PxZzWsg4NvWFF2mu60JZDJi4pNZuWn3nFvtAbLjHj4w2t7Wyof36Nf7D77AsU8+pL+vF6fTiTEsjPSMLLbv2DUj08zn85F/+QJ1N2vwej0kJCaxZ9/BYNH/h8XhfriM8KD2e4x/ozYb504dxzI4gNfjxhgWTmb2IjZs3h70CYsK8im5MXuuHRZu4ls/+NuH1iCXP9pOhJbmxsABE9Yhwk0RrFm/ieXTsoHrblZx/tQXs963cWsem7ftnHUd4Kd////lxVe/8kiHPNxrLjYX//O//Zc5rx984WWWr5zK/C66cZ3K8lKcTgfm2Dh27NobzJoE6O3p5lr+Jfp6AvYmOsbMlm07HikgN3afoE53RxtfzOFr5y5Zwe6DRwK2pvAqt6bZmu17DgRtzSQXTh1n1DbCq2/Pvf3XMtDPtUtnpmzNqnWsvo+tGXPdu1/3dbVz/vO55zRb9ryAwz5GZWE+PZ2tuJ1ODGHhZC9dxeKV6wMl1MZsFJw/wfDQIF6vB4MxjOSMXFas2zLj8K6ejlZqSq8zPBSIRUTGxLJ64w5i7lOCJzv24RYOQxqQe9rcLyC3kLlXQG6hc6+A3ELmfg7wQuZRjMBC4mEDcguJ+wXkFjL3C8gtZO4VkFvIPEpAbiFxr4DcQuZ+AbmFzL0CcgudewXkFjKPGpBbKDyv/sijBOQWCvcLyC1kHiUgt1C4X0BuIfMoAbmFxKMG5BYCjxqQWyg8r3Ox+wXkFir3C8gtZB42IPdkigoIBAKBQCAQCAQCgUAgEAgEgodCBOQEAoFAIBAIBAKBQCAQCASCZ4gIyAkEAoFAIBAIBAKBQCAQCATPEBGQEwgEAoFAIBAIBAKBQCAQCJ4hIiAnEAgEAoFAIBAIBAKBQCAQPENEQE4gEAgEAoFAIBAIBAKBQCB4hoiAnEAgEAgEAoFAIBAIBAKBQPAMEQE5gUAgEAgEAoFAIBAIBAKB4BkiAnICgUAgEAgEAoFAIBAIBALBM0QE5AQCgUAgEAgEAoFAIBAIBIJniAjICQQCgUAgEAgEAoFAIBAIBM8Q5cPeGLnlPz1NHU+FO+f/W6glzAtZqAXME7n8+VNuHfeEWsK80KsVoZYwL7Sq528NQKN8/jQDfHmrJ9QS5kV6mCHUEh6ZV5YlhlrCvBhzeUMt4ZE5fbs31BLmxbJoU6glzIvd/9fJUEt4ZFp+9maoJcwLKdQC5snz5/nB0brncxz5/vqUUEt4ZIzah55qLigcbl+oJcwLm/P5s+sxRnWoJcwL6TkdtMs7hkMt4ZHZkBYZaglPledzpikQCAQCgUAgEAgEAoFAIBA8p4iAnEAgEAgEAoFAIBAIBAKBQPAMEQE5gUAgEAgEAoFAIBAIBAKB4BkiAnICgUAgEAgEAoFAIBAIBALBM0QE5AQCgUAgEAgEAoFAIBAIBIJniAjICQQCgUAgEAgEAoFAIBAIBM8QEZATCAQCgUAgEAgEAoFAIBAIniEiIPfvjNGRYX7xD/+Vwf6+UEv5d8nY6Agf/OLvsQ6K9n+aWCyDvP+H3/APf/9/84ff/Fuo5fzF4bGP0vD5r3COWEItZV44xmyc+dM/YhsaCLWUR+Yn//2/0HS7PtQyHsjoyDD/9hzbGq99lPaTv8Vtez77uEAgEAgEAoFg4aMMtQCBQCB40hRcvYJKpeK7P/xrVGp1qOUIFhhavZFdr38flUYXaimPzI/+5j+i0WpDLUMgEAgEggXBqG2Yo7//Oa+88x2izXGhliMQCASPhAjICQSCvzhGhq1kZGUTbooItRTBAkQml6PRGUItY14YjMZQSxAIBALBfJD8IBObkwQCgUAwxTMPyGWYlWzN0WAOUyBJEl1WH+drnQzb/c9aykPR0dpMeXEB1sEBZHIZcQlJbN25n/CISACKrl6itbmBsbFR9Hoj2YuXsm7TduQKRcg0t7c2U1FcwNBdmk0TmgGGrRauXTrDYH8v4RGRbN99kMTk1JBpBmhvaaas6DpDlgFkMjnxCUls2z2le2zUxo38i3S03sHn8xEZHU3enoPEJSSFTHNPewu1FTcYGRpEJpMRE5fImq17CDMFNFv6eyjJP4tt2IIpMoZlazeHTOt0OtvuUFlSwLAl0Edi45PYtGMf4aapti6+dpHu9haQyYhPTGbTjn2EhUeEVvgELXeaKCy4hmWgH5lMTmJSMrv3HSAiMor/+d/+CwB9vT0UXr/Klm072Jq3M6RaiwquYRkMaE1ISmb33oBWgO7ODi6cO8WQZZAYcyybtmzn88+O8vVv/4DYuPiQ6R7v78ByuxKXzQoyGbqoWGKXb0FtCA/e4xm30X+zEOdwP2qDibiV29BFLYzV6YHuVu7cLGZs2IJMJiciJp7F63eiD4vAMWYj//hv2XL4a4RHmUMtdQYP6i8/+e//hZdf+wrZuYtDrPTB9nE6fr+f/POn6Ovp5MXX3sEYbgqB4pk4BjqxNVXhHh1GJpOhjjATuXQTqml9PNQMdLfSXDOtH5vjWTLRj+1jNvKP/ZZVeYdpr69iZKgPoymaVdsP4XW7qC2+xLjNSmRsIiu3HkCt1T9z/SnaMdaHDxClciFJMnrdOq5Z47H51IQp3HwjsYnTg8msMA4Rq3Yw4lVzxZpAn/vZa51OS3MTNwquMjjNxuzZf5DIie/hQH8fF8+foburE6VSRe7iJezeewB1CDOyW5qbKJxDc0RkFCPDw/zyX3/KkVdep7y0mL7eHiIio9h38DApqekh0zyp+35t3dPdxdnTX2IZHCDGHMvmrXkc//QjvvndHxIXQhsJoLD1oOmtQ+EcQUKGzxCNM3ktksaIzDVOWN0J7OlbUA82oRi34ExZjyc6I6SaezpauFVRyIg14LdGxwb8VmN4BD6fj6rCS3S2NOJ2O9Hq9GQtWc2S1ZtCqhnu77ce/f3PATj+wW8BiE9K4YXX3w2lXNpamiktvIZlck6TmMSO3QcwRUTS2dHGsY/e4wd/85+DGe8D/b18+Mdf883v/01IF5O72u5QXVbAsCXQP8zxSWzM20uYKZJTn/yR2IQU1m3dFbzf6bBz9Hf/woFX3iEuMeWZ672fz/TFZ0fRG43s3X8YgEvnz1BRVsy3v/9XREXH4PP5+Jd//Hteef0t0tIzF5T2uptVXDh7iq9/+wdERkUDcOHsSdrbWvn6t3+ASqV65nonGeltp7u+DIdtCGQyjFHxpK7ahtZooj7/OLqwKNLW5AXv97gcVH35B3K3v0h4bHLIdLe3NFN6V5xh+0Scobggn9LCa7Pes+fgERYvW/nUtT3zgJxaASV3XPTb/KiVkJer5fX1en6TP/aspTwUHo+HlWs3EhVjxuP2UFqYz9kTn/DGu99DJpOhUqvZeeAIBoORIcsA+edPoVJrWL0+dIEXr8fDirUbib5L85vvfi94T+HVi2zduY/I6Biqy4s5/flRvvadv0KrC50T7PF4WLVuI9ExsXg8HooL8jn9+ce89Y3v4/V4OP7RexiMYRx+9Svo9QYG+nuRJClkegG8XjeLVqwnItqM1+OmpvQ6184e49Cb38br9ZB/6lPik9PYsudFxkZHKC+4EFK9k3g9bpav3kBUTCwej5vyoqtc+PJTXv3qd5H8fs4e/xBzQhIvvPEucrmcypICzh7/iFe/9j0UIQw2T+Jxe1i/YRMxsXF43G6uX73M8U+P8s3v/pAf/+1/5OgH75GemcWGjVtCvmXV4/GwbprWgmuX+fyzo3zjOz/E7XZz7JMPycjK5oWXXsM2MsLli2dCqncSv9dLZOZyNOFR+H1eBuvL6Co+R/qu14P3DNaXYl62CbXBxMCtUrrLLpG59y1k8tBnAPi8HtIXr8UYGYPP46Gp+gYV+SfY+kJonfQHcb/+IpPJQi1vBvezj9Pxeb1cOHWcUdsIL3/lG+j0oQ22TCJ5vYRlLEMVFoXk8zByu4LB8ovEb38l1NKC+Lwe0pesJWyiHzdW3aD8ygm2vTjVj5uqClm8fic6Qxg1N85Rde00SpWaJet3olAqqbx6ksaqQpZt2vPM9atkfqpGoxn0aFHJ/Gw09XM4poMP+6YmP5tM/RQMxzHsVbPJ1M/+6C7+1JONROj6u9vjYf3GzZjNcbg9bq7nX+bYJx/x7e/9CI/Hw9EP/0RiUjJf//b3sY+Pc+bUF5w/e4oXjoSu73g8HtZNaPZM0/yt7/0oeM+Vi+fZve8g0TExlBYX8tnRD/jBX/0vIf1OPqitPz36Z9LSM3nxpVcZGR7mwvmFYSMBZH4v7thF+HQmZD4vmp6b6O9cY3zxweA92u5qnEmr8aVGgDz0/pPP6yF3xTpMUWa8Xg+1pde5fu4YB17/Fo215XS3NbNl70vojWHYx0dxjI2GWjJwf7/1pbe+xRcf/Z5Dr75DRFTMwvBTPR5Wr980MadxU3Q9n5PHP+adb34/1NLui9frYemqDURGx+L1uKksvsalU5/x0tvfISN3GbXlRazdsjPoj7Q23kKvNxKbEJpAy/18puTUNKory4P3dna0odPp6WhvIyo6ht6ebvw+H4lJzz6Q+CDtS5ev4k5TIydPHOOrX/8OrS3N1FRV8NVvfDekwTgAn89DXM4q9KZo/F4PXXXFNN04zbJ9b2FOX0Jb5TVSVm4NJidZ2m+j0hkIM4cugQam4gwx0+IMpz7/mLe/8X3WrN/M8lVrg/fevlVLcUE+5me06PPMZ00NvV5u93oZtvvpt/k5WeUgNlxBTFjoJ3BzkZmzmIzsRZgiooiJjWPX/hcZGhzAahkEYO2mbcQnJhNmiiAtM4eV6zZx5/atkGvOnKZ5512aAZavWkdmzmIio2LI23MItVpDfW11CFVDVu5iMnMWY4oM6N59MKB7yDJAY30tDoedQy+/SUJSCqbIKLIXLSU+MXSRdoCUzEWkZOYSZookMiaOTTsPMTI0yIh1kLbGW0hIbNx5CFNUDElpWSxZtTGkeidJz15MevYiwiMiiTbHkbf3BayWAYaHBrnTeAtJkti+5zBRMbFERMWQt+9FxsZs9Ha1h1o6ALmLl5CzaAmRkVHExsVz8IWXGRzoxzI4gMFoRC6Xo1apMRiNIc1YAMhddJfWw1Na6+tuggz2HzpCdIyZjKxs1m/cGlK9k4QlZhCWmIHaaEJriiZ+9Q7co1bco9bgPZFZKzHGpaI2mohZvBavYwz3uC2EqqeIT80hLjUbQ1gE4VFmlm/ez9iwhbEFfhDF/frLQuNB9hECk6jTx4/idNh56c2vLZhgHIA+IR19fDoqQzjq8GiiVm7HM2rFMzYcamlB4lNziJ/Wj1dsmd2PM5auxZyYhtEURfri1diG+slasZHI2ETCo2JJzlrGUF9nSPTfcYRzxxGOzavG4tFyaSiRaLWLKJUreE/laDRtzjBGvBpKRmIJV3owKd0h0TvJosVLyF20hMioKOLi4jn0YuB7ODg4wK26m/i8Xl448ipmcyxp6Rns23+YupvVjI+HbnE5d5rm2Lh4Dk7TPMnqdRvIXbyE6Bgz+w+9iEajpaa6ImSa4QFtXVuDJEkcevFlYsyxZOXksnHTlpDqnY43IgVvRDKSJgy/PhJn2kYUzhHkzpHgPW5z7sQ9RiRV6OuWJmfkkpwx4bdGx7Jh50FGhgaxWQexj9kwmiKJiU/CEGbCHJ9MavaSUEsG7u+3anWBdtVodegNRjTa0Ldzdu5isnIWExEZhTk2nr0Hj2AZ7GfIsvBs+XTSshaRlhVo5yhzHFv3HGZ4op3Tsxdjt4/R3zNlT1oa60jPXRKyBcP7+UzJqWlYBgew28dxOh0MWQZZs34jne2tAHS2txKfkBiyANeD/L19h15kfGyMS+dPc/bUF2zZvpO4+ISQaJ1OVFIWUUmZaI0m9BExpK/bjcM2hMM2RGRSYLFtuKcleP9gWwMxaYtCvqicNfGdnCvOoFKr0RuM6A1GbCMjFF2/wp6DLxIdE/tMtD3zDLlIg5y8XA2JEUp0ahmTf5twnZzB0YW3bXXEOkTpjXz6e3twOu3BjKyx0RGiYsw0N9Rxs7IU28gwHo8bye9HpdaEXHPJPTRHRsUAEDttm6dcLsccl4B1aHDO5z0rhq1DlBTk09fbjdMxTbfNxuBAHzHmuKDRXSiMjlipKbmGpb8Hl9MBE5rtY6PYhi1ERJlRKKe+ZtFxiaGSOoOR4SHKC68y0NeNy+FAYrKP2Bga7Mc2YuWPv/jJjPf4vF5sI1aSCO12CwDrkIXrV6/Q292FY1pfsdlGiDE/m8HzYbEOWSi4NrdW65AFszkO5bQ+Ep+wMPqIe2yEwYYynNYBfG5nULfHMY4mLAIATXhU8H6lJhBo8bkdQMQzVjubcZuVpupCRiy9uJ1OmOjjzvFRjKbo0Iq7D/frLwutb9/PPk7amgunjmMwhnHkza+hVIZ2VfduPOMjjNyuwDU8gN/jCo7fPscYcmNEaMVNMG6z0lg10Y9dzqBG5/gohol+HBYRE7x/cltqWMRUH1fr9Lid9meoegqT0sXG8AFiNQ50ch+yie+hUeHB6g/4ShbP1CEldl9gLNQpvAx7Q+dLWYcsXMu/TE9PFw77VN8eHRnBMjiAOTZuxmJPUnIKkiQxZLFgMISmzqN1yML1e2iOjglszU9MmlrElMvlxCUkYBkMre9337a2DGKOnWkjp/8OoUbuHEXTcxOF3YLMOxVklrvt+LSBbfk+/ewt/KFkdMTKzbLrDM3ht2bkLufKyaOc+ug3xKekk5iaRXxyemgFT3A/vzUiauHZ9GHrEEXXr9DX243DYQ+286jNhjLEGU73wzY8RGXxNQYn23lC9/iojchoM4kp6bTcriMuMYVR2zADvd1s3nUoZHrv5zNlZGaj1enobG9DoVBgjo0nMyuHqvJSADo72klOTVuQ2mPMsWi1Og4cPsKnH71PYlIyGzdvC5nW6ThHh+mqK2F8qA+Pe8ovcdvH0JuiiU7NZaC1nqjkbMatAzhGhsjZcjjEqgPfyeKCfPonvpPT4wyTgbdR2winPv+Y1es3kb1o6TPT9swDcm9u0DNi93Oq2s6YK7Ah4fu7wlAsrJ04QU5/fpSwMBM79h1GbzQiSRIf//FX+H1++ro7uXj6c9ZtySMlLRO1WkPz7Tqqy4pDrtk4odkwofnoH3+Fz7fwAp7TOXXsI8LCTezafxiDIQxJkvjwD7/E7/fNcMYWEvmnP8VgDGfDjoPoDEaQJE4d/S1+ny/U0u7L+S8+xhhuYvuew+gNgT7y2fu/xu/z4fV4iI6NZ9eBl2e9b6EERD/7+EPCTSb2Hz6CcaKP//7Xv8C3ANv92CcfEh5uYv+hI8Hv4x9+84sF30e6is+i1BmJW7UdpVYPErRe/gTJP6V7xtbUyTE8xNvIJ6m48gVaQxjLNu1Fowt8N69/+R5+/8IeB5+n/nI/+zhJSnoWTfW19PV0kZSSHjqxczBQegGlzkD0im0otHokSaL36jGkBdRHyi8H+vHyTXvR6ANtfP3EzH4sm7ENTjbntVCVd3ghpoNRr4rLQwnYfSpA4qsJd1DIpvT4pCkHcPJqqF3CT49+QLjJxMHDRzAaA/7Ib3/1c3z+hfc9nOSzCc0Hpmn+3QLXDM9nW0+iu3MVSW3AkbohkP0mSRjrTwcOb5hAki8s//Xamc/QG8NZn3cA3cSYcuaT3+H3+4iMiePFd35AT0cLfV1t3LjwBXFJqWzdF/pt/PfzWxciJz4LzGl2738Bw0S//vPv/w2/z4dsIpgvMTUOLhTf5OKXn2AIC2fLrkPBec3nH/wG/8T3MSN3GSVXz7Mxbx8tt+uIiDYTGR26Wrz385lkMhnJKal0dLShVChJSU3DHBuH1+dlcKCf7q4O1m0MXYmph/H3ujrakclkjI+N4XG7UWtCm/QD0FhwCrU+jPR1u1BpDYDEzXMfBn0nc8YSas8fxW0fY7CtnvDYJDSGsNCKBk5OizPoDWEgSXzwh18GbY3H4+bk8aPEJySxceuOZ6rtme4T1apkRBsVFDS5aLP4sIz50apC7XbdG6fDzoh1iDWbtpGUmk5kVMxEpkWAvp4ujOEm1m7chjkuAVNkFKO20G7XcjrsDFuHWLtpG8kTml3TNE/S39sd/H+/389gf28woyEUzNSdQWR0DC7XlO6omFgsA/04HY6Qabwbl9PB6PAQS9duIT45DVNkdCCDYYLwiGiGhwbweb3Ba5a+7rke9UxxOhyMDA+xav1WElPSiYia2dbR5jhsw1a0ej3hEZEz/qk12vs8+dngcNixDlnYvDWPtPQMomPMOOfo4wuBSa2btuaROqF1eltHRkUzONCPd1of6e0JfR/xuZ24x0aIzl2DwZyEJiwSn8f14DcuENwuB+M2K1nLNxIdn4rRFBVYxVvgPKi/LCQeZB8nWbpyLRu37+LM5x/T3bkwtrxDoI97x0cIz16FNiYRlTECvye02yTvJtiPV2wkOiHQj73PQT+eRCP3EqlyU2aLoctlxOrVoJEvjEnn/XDY7QwNWdiyLY+09MxZNiY6xsxAfx9u91R/6ersQCaTERUdmkydSc2b76F5kp7uqa1mfr+fvt4eomNC5/s9sK2jYxjo75thI7u7u0IhdRYyrwuFaxRX/FJ8YXH4teHIfAtrDLkbl9PB6MgQS9dsJi4pjfDIaNx3jSkqtYbUrMVs2HGQLXuO0NnSGMikCyEP8lsVEwsQoa4rPYnDYWfYamHD5m2kpGUQFT1zLqabqNdtn7bFfbC/75nrvBun04FteIiV67eSEGznmb5fSkY2Pq+XrvYWWm7XkZn77LKI7uZhfKbklDQ629voaG8lOTUtGKQrLb6Bz+cjKUT14x5Ge3dnByVFBbz6xjuo1Gounj8dEq3T8bqcOMeGSVyylvDYZHThkXjdM/uI3hSNIdLMQGsdlo5GYtJDfwjZZJxh3UScIequOIMkSZw/+TmSJLHv8MvPfHvtM122cXok7G4/q1PVjDldmHQydi6ZOcF/Z7OB270eyltDb9Q0Wh0arY5bNRXoDYaJkycvB18Pj4hibNRGU0MdsXEJtLc00drcEDrBBDRr79JcNE3zJLVVZZgiIomIiqGmvBiX08miZ3CKyL2Y0l2JwWBkdNRG0dVLwddzFi+jvLiA059/zKbtuzAYjAz092EwGkNWR06t0aLW6mi+VYVOb8A+ZqOqKD/4elrOEmpKrlKcf4alazYxPmqjvqokJFqno9Fq0Wh1NNRWojcYGRsdobTgSvD1rEXLqKko4vyJT1i7KQ+DMYyx0RHamm+zYt0mDMbQnkCo1erQ6nRUV5ZjMBoZHRnh6pWLIdV0Lya11lRNaLXN1Lp46XKu51/i/Jkv2bBpK6M2G2XFNwAIZakFuUqDQq1hpK0epUaHxzHO4K3Q992HRaXWotJo6Wi8iVpnwDk+yu3K66GW9UAe1F8WEg+yj9NZvno9kt/PmeNHOfzqW8SHyAGejlylQa7SMNZ+G4VGj88xxnBDWahlzWCyH3c23kQz2Y8rFn4/nsTlV+DwKVhqHGbcpiJM4WGzKfSTzgeh1enQ6XRUVZRjMIRhs42Qf3nqQKaly1Zw/eplTp04zta8nTjs45w/d5qly1eGbLvqpObqCc2jd2mepKKslMjIaKJiYigrLsTpdLJ85ZoQKA7woLZesmwFV69c4szJL9i0dTu24WFKim6ETO90JIUav0KNarAZv0qL3G1H2x3aWswPQq3RotbouFNfjVZvwD42Sk3JlN/aUF2KTm8gIiYWGTI6Wm6j1RlCvhj7IL9VqzegUCrpbLuDwRiGQqEIqWbtxJymtrpiQq+NgqtTttwUEYkxLJzigqts3r6LYauFitKikOmdRKMJtHNjbRU6vZHxMRvlN67MuEelUpOSmUNl0VVGrBbSc0IXkHsYnyklNY3LF86iUChISk4NXEtJ58qlc4H6cSGqM/0g7W6Xi1NfHmfNuo1kZGVjDA/j/d//msysHHIXh67NFWoNSrWWgZZbqLQG3PZROm/O7rvmjCW0VV5FrlARmRj6UkeTcYa6aXGGwmlxhpIbV+lsb+WlN97B43HjmVigVas1z2SL+TM/SeF4uZ14k4Lv7zSyd5mOS3Uzo8GRejl69cLImpPJZOx94RUG+3v5+I+/4saVC2zKmzqlLD0rhxVrNnD90lk++dNv6O3pYu3G0O7vntQ80N/L0T/+ioIrF9icN/tktU3bdlFZcoOP//Rrers7Ofjym8EVm1Agk8nY/+KrDPT18OEffknB5fNs2TGlW6FQ8NIbX0Wn13Pys4/48A+/oqLkBjJZ6A4DkclkbN17BOtAH6eO/paKgkus3rwr+LpKpSbv0OuMDA1w5uM/UF18lVWbdoZM7yQymYxdB1/B0t/LZ+//iqKrF9iwfXfwdaVKxQuvv4sxLJyLJz/l0z/9kmsXTuH1eUNeHxEC+o+88jp9vT38/lc/5/KFs+zYvS/UsuZEJpPx4ssBrX/49YTWXVNaNRoNr77xNv19vbz3u19y/eolNm8LpEkrFKHb5iKTyUhYtwfn8CCtlz9loLYQ89KFcSDJwyCTyVi17TC2oX4KTrxHfVk+i9ZsD7WsB/Kg/rKQeJB9vJsVazeybksep45/RG93aA4YmI5MJiNmzS7ctkF6rh7DequYiMUbQi1rBjKZjFXbDzMy1M/1L96jvjSfRWsXfj+eQsY5SxJmtYN34pvZFtHLjZG4UIt6IAEb8wZ9vT389lf/yqULZ9m1Z+p7qFKp+Mrb7+J0Onjvd7/i+KcfBw52OBC6GjmTmnt7e/jdhOade2aPHTt27aXoxjX+8Otf0NXZwWtvvo0+hAetPKit1Wo1r3/lHQYG+vnDb/6Nq/mX2Ll7b8j0zkAmw5G+BYXDivHWabSdFTgTV4Va1X2RyWRs2XsE62AvZz75HZWFl1g5zS9VqtXUV5dw/rP3OH/sPcZHR8g79HrIi7E/yG+Vy+Vs3rGfhpuVfPCbf+b8l5+EUG1A78Ejr9Hf18uff/9vXL18jm07pvqtQqHg4IuvYh2y8Oc//JLy4hts3r4w5gd5B17GMtDL5x/8mtJrF1i3ddes+zJzl2K19BOXmIIxLHSL9A/jM8WY49BotZhj44N1P5NT05AkKaT14x6k/dKFM6hUKrbtCPRzszmO7Tv2cP7MSUZHQ7cbTyaTkblxP+PWAW6e+5D26gKSV8w+aCcqJQeZTE50SjbyEM5nJpkeZ/jgD7/k+l1xhu7OdjweN59+8Ad+94ufBv81PaODOmXSQ+b36jb8p6et5Ylz5/x/C7WEebEwwpGPjlz+/Cm3jntCLWFe6NWhP9J9PkQaFm4h23vxrHdA3Kqt4czJz/mb//D/eqyTn7681fMEVT070sMMoZbwyCxLfjYOqdfr5af/87/yxtvvkpae+djPG3N5H3zTAuP07d5QS5gXS6NCm1k8X17+r+dCLeGRafnZm6GWMC+epqkZGR7ml//6U7753R8SGxf/RJ/9rD2/keFh/m3id4mb5+/y/z4d2t0s8+X760OfXfyoGLWhn4zPh+fVz7Y5nz+7HmMMTZbav1euNj39g3xc4zaqT7/P0j1vYIh8/BqDG9IW1uE4D4s57OHmcc/nKCkQCAR/IdTdrApsXzCGMdDfx9XLF8hdvDRkx7ALFiYul4um2/WBOlUhrPcpEAgEAoFAIBDcjd/vw+d20VlbjDE67okE4/49IAJyAoFAEELGx8cpuHqF8fExDMYwchcvDaaoCwST3Lh2hfq6m+Tt3EtY+POZbSUQCAQCgUAg+MtkzNJLQ/7naI0msjYfDLWc5wYRkBMIBIIQsmHTVjZs2hpqGYIFzq69B9i190CoZQgEgucQU0QE/9v/+X+FWsYTwRQRwf/+F/K7CAQCwV8S4eYkNrzxV6GW8dzxyAG5lCgFm7I0xJkUhGnlfFIyTmPf1H717bkaliSqCNPK8fuhd8THlQYnPcM+AEw6GVtztKTFKDFoZIw5/dR2eShodOGfVkAjw6xke66GmDAFPp9Ex5CPi3UORhxTN6VGK9izVEeMUc6o009Bo4uazoerCdbT2U5VWRGD/b3Yx8c4cOQN0rNzg6+3NDVQV13OYH8vLqeT17/2XWJiZxYjvlVTQVN9HYMDvXjcbr714/+IRjt1qs/oyDDlxdfp7mjDPj6O3mgkZ/Ey1mzchkIxv9oE3XPozpimW5IkSguvUl9TicvlIj4xmbw9BzFFRgXvGbZaKLx6ib7uTnx+H9ExsazfsoOklEBxS8tAHxUlN+jt7sTpcBAWbmLpyjWsWPPkCl673S6Kr+fT0tSAw24nJjaO7bv3ExufOOveK+dPUVddwdZd+1i1dqqwvNPh4Nqls7TeaQwUmcxezPbd+5/YiTl1FYV0tjRiG7agUKiIiU9k1aadhEdMtaXP66XixiXam+vx+3zEp6Szfvt+tPqpOliW/h6qivKxDgZOl4uOTWDV5p1ERsfO+szREStnPvk9MpmcN77zv8xLd29XOzXlRQwO9OEYH2PvC6+TljXVR8qLrtJy+xbjY6PIFXKizfGs27JzRtuPWIcouX6Rvp4u/D4fkTGxrNucR0Ly7AKoToeDY3/+DfbxUd794X9A8wROtiq6cY3GhnqGhiwolUoSk5LZsWsvUdEzt+p1d3Vy7colenq6kMtkmGPjeePtrwW3ew4NWci/eJ6urg78Ph8xsXFsy9tFalr6Y2uci6qKUqoqyrCNDAMQHWNm89YdZGRlA3Du9Je0t7UwNjaKWqUmMSmZvDl+r9qaKspKCrEOWVBrNOQuWsrep1Qw3NJYxeCtEiIzlxG7fKowq2Ooj8H6UhzWAWQyGZrwaJK3HJpRnHWsrx1LQwUu2xAyhQJ9dAJJG/fP+gyf20nr5U/xOu1kH/4GCtWjHw7SfruajsZqHGOjABgjoshavglzUjoAtUUXsPR24HKMoVCqiTAnkLt6G0bT1PfVMW6jrvgSQ32dKJUqEjOXkLN6G3L51OEwQ32d1JflMzYyhFZvJGv5RpKyntyJVg/qIx+9/wc6O9pmvGfl6rXsO/hi8GebbYQLZ07S0d6KSq1m6fJV5O3cM+P3eFyehI3MP3+Kro5W7GNjqNQq4hKS2bR9NxFR0TPua6itpqaimBHrECq1hsycxWzf8+grq8O3K7A1Vc64pjSYSNz5OgCSz4v1Vgn2nhYkvw9tTBJRy7eg0OiC97ef/O2s50av3okhcapmn+TzMdJUyXhXMz63A4VGjyl7FcaU3FnvfRDtt6tpv12NY3yiX5uiyF4R6Ndul5Om6kIGu9tw2kdRa3TEpmSRs2rLrAN2OpvraL1Vjt02jFKlJj4th6UbpzJtB7rbaKouZGzYglyhJCo2kUXrdqB/yFOzEzTjrAmzYFY7MSi8nBpMpsUx/b0SG8IHWGocRiPz0ePWk2+NZ8Q7pdOkdLE1oo94tQOFTMLi0VA0Eku3K2AvF+mH2RvdPefn/7YrF4c/MPbI8bPBNEiufgS9wsu4T0mpLYb68fnVmOlob6OkqIDe3h7Gx8Z49Y23yMldDIDP5+Na/iXuNDcxMmxFrdGQlp7Jzl17MYaFzXhOc9NtblzLZ2CgH4VSSUpKGq+9+fa8ND2s5r4Jza9M0zyJZXCA/EsX6Ohow+/3Ex1t5pXXv0K4yTTjPkmS+OSj92m90zznc56G7sdpa4fDwYWzp2huuo1MJiN30RL27D8ULNj+JJC57Wi6q1HaepD5ffg1RhxpG/HrA/ZE21aEeqh1xnu8YfHYswOF+WWucTS9tSjH+pF5nEgqLZ6odFxxS0A+5f8rbD1oem6icNqQ5Ap8BjPOpNVImkerpXqrsojOltuMjgyhUCiJjkti5cYdQX/V5XRQW1ZAX1cr9rFRNFodienZLF+/HfXEWOJyOii69CXDQwO4nU40Oj1JaVms2JA3Y7zx+bzUld+grakOp92OVm9g6dotZC5a8cjt/Lj+ak9nG6c++/Ocz37prW9hjkuYcc02bOXYB79FLpPx9R/9x0fWey9+/8t/ZtQ2Muv6ilXr2LnvUEBrdyeF1y7T19ONTC7DbI7j5Te+ilKlwjYyTEnhNTrbW7HbxzEYjCxaspz1m7fPe754N33dHdRWFGHp78NhH2PX4ddIzZxps4aHBim/cYW+7nYkv4QpKpqdh16bcXDDQG8XFYX5DPb1IJPJiIyJZd/Lb6FUBvxu2/AQpdcvMdAbmD9ExJhZszGP+DnmD/Phfj6Uw+HgxrUrtLU2Y7PZ0Ov0ZOUuYlveruDcZKC/l+LCAro6O3A47JjCTaxcs4616zc9EX3z0T1Jd1cn1/Nnzmlef+trs0rYeL1e/vzH3zDQ38fXv/2DJ14XdJKehnI6bxYRl72C1FWBA6X679Qx1NHI+PAAfq+HNS99F+Vd/ojX7aSt8hrDPa2BPpKUSeqq7SiUU7+HfcRCW0U+49YBlBotcVkrSFj0ZE789vv9lNy4yu1bN7GPj2MwGlm8bCXrNm0LHlDzs5/833O+d0veHtZs2AwE5rdX74oz5D3BOMN0Hjkgp1LI6LP5qO5w8/r62QZjaMzP2ZsOhu1+VHIZGzI1vL3JwC8ujeJwS0QZFchkcLragdXuwxym4PBKHSqFjEu3AieumnQy3livp/iOiy8qHGiUsHeZjtfWG/jd1bHgPW9uMFDZ5uaLCjdpMUoOr9Qx5pJoGXhwQUuPx0O0OZZFy1Zy7sSnc7zuJj4xhazcJeSfPzXnM7weDynpmaSkZ1J8/fKs14etFiRJIm/vIcIjIhkaHOTqhZN4PR4275jfKVHeCd2Ll63k7By6q0oLuVlRyu6DRwgLj6DkRj5ffvYhb33zByiVgT/36eNHMUVEceSNr6FUKqmuKOH08aN89Ts/Rm8wMtDfi05vYM+hlzGGhdHb3cXVC6eQyWQsX71+Xrrv5vLZkwxZBth7+GUMBiO3b93ki4//zNvf+uEMx+tOYwN9PV0YDMZZzzh/6jj28TFeeuOr+P1+Lp05weVzJ9n/4qtPRGN/dwfZy9YQbY7HL/mpLr7K5S+P8sJb30GpCnwZK25cpLv9Dtv2v4xKraHs2nmunT3GvlffBQL96MrJj0lKy2Z93n4kv5+a0utc+fIoL7/7Y+TTDK3f5+PGhROY45MZ7Jt7UvIweDweomLiyFm6kosnP5v1uikiis07DxBmisDn9VBbWcKZ4x/y5jd/FDxp99yJo4Sbojj82ldRKJXUVpZy7ouPefObP0J/19/i2oWTRMWYsU9MKJ8Ene3trF67gfiEBPx+P9fyL/Hxh+/zne//ODgQdnd18slH77Nx8zb27D+IXC5noL9vxmlgx45+QERUFG999RsolUrKSov57OMP+P6P/haDcXafelyMYeFs37mHyIkAeO3NKo5/+iFf//YPiDHHEhefwJJlywkLN/H/Z++/o9rM0nx/9CMJJCQRBCLnYBwwxjgHnLPLsaJdOXZXz/ScmTm/OfcX1rl3/dac85t7pu9Mz0znMB0qB1e5XC7ngI1xTmAbjHEi54yQEIrv/UMgkIl2YSRm9metWt1+31fSV5tHez/72c9+do/ZzMXzZ9j75ae8+6P/4g6mXL9yiWtXL7Fi9VpiYuKw2WzuAXy8Mbc301l5B1VwmOf1tkZqLh0lLD2byMylyOQyejrbGFi+u6uunIab54iYMR9NeCyS5MRiaB/ycxpunEUVHIa9p/uJtQZoApmanYMmSAdAXdkdCvMPsHTzKwTq9ASHRRKTPB21Ngib1RXIuH5qHyt2vI1MLkdyOik4/R0qtYZFG17CYjZRdPE4Mrmcqdmu07G7jZ0UnN5PfPossnI20dpQze3LJ1GptYTHjo8zOZqNAMyaPYely1a5XzPwyHWn08m+rz5Hqw1k92tvYzIaOXpoPwq5nGUrhz/l9HEZjzEyIiqa9OkzCQwKxmLp4dqlsxza9wUvv/0Xbnu/VXCFW9cvs3j5GiKjY7HZbENObMaKf6COyEUDgnkDTuJuv3MFc1MN4XNWIfdX0nb7Es0Fp4hessXjPcKylqGOiHP/W+7n6Xy1FJ7GYe1Bn7UMP00QDov5iU9/CdAEMm1Ov13Xlt2h4MwBlj7zCiBh6TYyfd5yAkPCMJu6uH35FBaziTkr+jWXlxRQcaeAaXOXoQuPxmG3uQPX4LLrwrwDJM+Yw+ycjdisVkqv53PjzEGWbnllTDr9ZU5arAHcMenYHD74lNw5Qa1kBbWR2xpHl8OfhSFNbI2o4ov6NBy4/gZbwqvptCv5rjkJuyQjK7CNLeFVfFKfjtnpxwNzMFW1nv3y2rBaFDLJHYwD2Bheg1ru4HRbDJ12JRqF/XsdLGCzWYmIjCIzaw77v9njcc9us9HYUM+SnOVERkbR09PDqRNH+ebrL3jj7R+4n7tbeofjRw6wfOUaEpNScEpOWpqbvoeq0TVHRkYxawjNAB3tbXz+8QfMmp3N0uUrUalUtLQ0o/Ab7PZfv3oZ2QQdzTAebX3ou28wGo28uPs1nE4nRw59x/EjB9m647nxEWm3or2fiz0wku60FUh+KuQWI5LCsx+wB0VjTupfJJZk/f6c3GIAJMwJ83GqAlH0dBJQdRWcdixx2QDILEY0ZeewRk7DnLwEmcNKQO0NNOXnME1/vAWJ5nqXvxoWHo0kOSm6epb8I1+x6QWXv9rTbcTcbWT2olUEh+oxdRm4fu4EPd1Glq7b4dIjkxGb5ArSqQLUGA0dFJzPxWo5weI1W92fdTH3AD3mbhas2ERgsA5zt+mJ+7/v669GxsSz+52/8nhNwaWz1NVUEB7pGaRwOhzkHdtPdGw8TfW1T6R3OF569W2cA9qgraWZ/V9/Rtq0GYArGHdg7xfMW7iUFWtc/mpLc7+/2t7mmi+uXv8MIbpQ2lqaOXXiMDabjWXjdNK63WYlVB/JlBlZ5B0Z3NZdne0c/eZT0jOymL1wGUqlko62Fo+AYHNDLScP7CFz7hIWLl+HTC6nvaXJw+/OPfg1wbpQNuzYjcLPjzs3r3Hq0F6efe2HqIeYyz0uI/lQAEZjFytWr0evD8dg6OTkscOYurrY9uyLADQ2NKDRaNm8dSdBwcHU1VZz8ughZDI5c+Y9vZPWR/P96mpr+GbPZyxcksPqdUPPafo4m5eLtrfu9NPC2NZEU1kJ6hDPBVSnw0ZIdAIh0QnUFF8e8rVlV05i7elm2vJtSE4n5ddOU1GQR1rvgr3DZuXu2QMER8aTPHcl3Z2tVFzPQ+GvIjL1+y+AF169yO2bBazZtI0wfTjNjfWcOnYIpVJF1lzX3/it9z2TXirLH3L6+CFS06e5r508sh+Tycj23jjDqXGOMwzksQNyZc12ykYIeJXUDcxQk8gtMTM7UUlkkJzKVgflzXaPgFlnt53LDy3MTVK5A3LROlfQLv+uxf3clYcWnl+gQS4DpwRzklR0djs51fuaVqOV+FAFC1KUYwrIJaakkZiSNuz9qTNcKz1dI0yEZ/Vma9U9ks3QR0JyGgnJ/Z8RHBJKZ/siSm4VPnFAbiTdkiRRVHiVuYtySO5dYVq9cSsf//7nVDy8x5RpGZjN3XR2tLNy/Rb0vZO/RctWUXKrgLbWZjTaQKbP9Dy2PTgklMb6Wsof3BuXgJzdZqPsfimbd7xIbHwiAAuWrqCi7AG3b11nUc4qAIxdXZw7fZytz+3m8Leejlt7awvVFWU8/8rbREa7VsCWrd7AoX1fsnTlWrSBnivXT8KqLS96/HvRqs18+9GvaGtuJDI2AavFQllpEUvWbiUqLsn9zOE9f6KlsY7wqFi6OtqwWnrIXJCDtjcTIXPeUo5+/QEmo4GgkP4V/VtXzxGkCyMqLul7BeQetbtHSZs20+PfC5ev5V7JLdpbmlAnJNNj7sbQ0c6yNc8QFu6ykQVLV1JaVEB7a4tHQO5OUQFWaw/ZC3KoqSx7Ys2P8vwuz0nipi3b+c3P/4XGhnr3MeV5uceZO28Bi5bkuJ8bmGnW3d1Ne3sbG57ZRkRv5s6KlWu4WXCNlpampxKQS5viudq4bMUabhZep76ulvCISLKy57rvhYToyFm+mo///HsMnR3oQsPo6TFz/uxpdj6/m8TkFPezEY9kHo0HTruN+oLTRM1eTuu9Qo97TbcvEZo6E316f1+gDNS5/7/kdNJUfJGIjIXokvoHL1XQ4AyV9vISHDYL+qlzMTUNnsiPlch4z1NF07OXUnX/Fh0t9QTq9CSk96/OqwkmffYSLhz+DLPJgCZIR0t9FUZDG/PXPotKrQUiSM9azL0b55kyazFyhYLq+0WoA0OYPm8F4MpW6miuo6K0cNwCcqPZCICfn/+w9llZXkZbawsv7H7NtVARBUuXr+JsXi5Llq0ct9X08RgjZ8zqX+0MAhYsWcneT/+I0dBJsC4US4+ZqxfOsGn7i8QlJruf7RubngiZHIVKM+iy02bFWH2f8OyVBIS7siv0Wcuoz9+Hpb0JVWj/Z8r9lEO+B4C5uYaetkZiV72AondV2E/z5OPNo3Y9NXsp1fdu0dlST/yUTOas7J8Ia4J0TM1eys3zx3A6ncjlcmyWHu7fvMi8VdvQxyS6nw0aUEjZ0NqEJEmkZy91O/cpGXMpyDuA0+lALh/dZqp6gqjqGe57SmQFtXHdEE5F7zO5rXG8FXePFHUXD8whBMjt6PytnG6LodXmylS41BnJrKB29P491FgCcUhyzFJ/ADVAbicuwMTptv7s7YQAI7Gqbj6pT8fidOnucny/1erUtHRS09KHvKcKCOCll1/3uLZ2w2Y++fCPGDo7CQ4JcTnqJ4+ycs16smb323x4+NMrZj2SZoCzZ06TmjaFlWv6M5Z1oWGDnmtqbODalYu8/tYP+M0v/uWpaB3I923r1pZmysse8vpb7xEd47KLdes38fWez1i1Zv2grMUnQdV4B6e/hp6k/owZh2pwfyzJFUj+6kHXARzBMTiC+7Oz7KpArJFdKFseuANyiu52kCQsMbNAJkMCrJHTUJedA8npsZgwGis2e54svGDlZr775Ne0tzQSEZNASFgEOet3uO8HBuuYtWAZl08fdvclSlUAUzKy3c9og0JIy8jm7q2r7mv11eU019fwzK73UAWo3c89Kd/XX1UoFB4+qdPhoKr8PhlZ8wYFMq5fyickVE9sQtK4B+TUGs8ElYIrFwjRhRLXO8c5l3eCrLnzmTegPEnogEzxpJQ0kgaMtyG6UOa0t1J8s2DcAnJxSWnEJQ3f1oWX8olPSmPe0v7M6oFzFICr53KZnjWPWfMW92sN7f8ePeZuujrbWbpmM6G984e5S1Zyt7iQ9raWcQnIjeRDzZo9h+3P9s/ddKFhLFuxmiMHv3XbeWZWtsfrdbpQ6mtreXCv9KkG5Ebz/fJyjzNn3gIWLh56TtNH+cMHVJY/ZNuzL1JR9uCpaHXYbZRdPUny3FXUl173uBfdOy8wNA/9GzIb2ulsrO49XdVlA0nZy7h3/hAJs5aiVGtprbqH5HSSMn81crkCdXAY3R2tNN6/OS4BuYa6WpLTppKc6so+DA7Rcb+0hMaG/rn1o8klFQ/vE5eQRIjOZfNtrS1UVZTxwoA4w/LVGzg4jnGGgTzVGnJyGWQnKumxSTQZnMM+p/KXYbb132/ocCBJkJXgT1G1DaUfzIz3p6LF7t7WGheqoKLFM/BW3mxn7cyhB0dfwWq1eGxrHU+6DB10d5uIS0h2X1OpAoiMjqWxvpYp0zIICFCjCw3j3p0iwiOjUCj8uFN0A7VGQ0Tk8Cmv46nbKTmRJAmFn+ckwM/Pj4Za14RdkiRyj35H9vxFhA3h1DbU16JUBbh/JADxSSnIZDIa6+s8Itzjhc3qChAre9uhvaUBp9PpDsYBBIfq0QQG09obkAsKCUMZoKastIiMOYuRJCdlpUUE6/QeTkxjbSXVZXfZ9MKbVJffH3ftw+FwOLhbfAOlUuUOvqkC1ITownhQWoy+10ZKi28QoNZ4rDi2t7Vw48p5tr30xoiT8vHAYnG1fYDa9fvuNpmor6tlekYmn338Zzrb2wnT68lZsZr4BJcDpFarCQ3TU1J8i6ioaBR+fty8UYBGoyUqOmbYzxovnE4n90pLsNtsxMbFD7pvs1q5XXSTkBAdQcEuW6gsL0OSJIxGAx/8+6+xWq3ExsWzcs169zPjReOtCwRGJaKNiPMIyNktZnramwmOm0Ll2e+wmQwog3SET5+PRu/6+/d0tmDv6UYmk1GRtw+7pZuAED0RGQs9su0sXe203iskafkObN2GcdMuOZ00VN3HYbejixj8t7TbbdSWlaAODCagN1jS0VJPkE7fG4xzoY9Nwn71NMbOVoLDIulsricsOsHjvcJjEim9nj9u2gcynI2UlhRzp6QIrTaQ1CnpLF66wr1loa6uhvCISI+s4eSUVHKPH6a1pYnIqKdv20+CzWblbsktgoJ1aHu3v9RUVYAkYTJ2sefD32OzWYmKiWPxirUeW2QeB3u3gdrcL0CuQBUaiW7aPPzUgVg7W0ByEhDe3z7+gToUAVosHc0eAbn225doKzqPnyaIwMRpaOPT3ZM7c2M1yhA9XWVFmGofIlP4oY5KIGTqXI/t3E9Cn13b7XZ04UP/HW1WC37+SneGYUtDFUgSPWYTZ7/7CLvdRmh4DNPmLUetddl+sD4SZDJqH94mLjUDu91GXVkp+pjEMQXjRiNYYUOrsFPd02+TVklBo0VNtMrMA3MIPU4F7TYl07SdNNvUOCQZMwPb6XYoaLYO7bdN03Zil+Q8HLA1NkXdRZNVzZwg15ZVuySnwhzIZUMkDmn8tmyPRN941OcTNTbUY+zqQiaT8eGffo/JaCQyKoqVa9YT8X2Cy0+IJEmUPbzPwkVL+fqLT2hsbCAkRMeipcs8tqPabDYO7v+GdRueeSoLVOPBo21dV1uDKiDAHYwDSEpJRSaTUVdXy9Rp33+7rZ+hDntQNOry8yiMzUj+aqzhU7CFewYz/IxNBBZ9i6RQ4giKxBIzC8lv+HIMMofNI8vOoQkFmQz/tnJsYcngtOPfVokjKOqxgnFD4fZXRyghYrNa8Fcqhy11YDYZqa24R0RM/9hUV/mA0PAo7t66SuX9EhR+/sQmpZE5P8e9ZfFpMZS/+ihV5fex9JhJz/DcPltXXUH5g1J2vvwOlQ/vPn2dJcVkz1+ETCaju9tEY30dU6dn8vVnH9DZ2UFomJ7FOauIjU8Y9n2slqc3X3wUSZKoqSwjc85CTnz3Je0tTQQGhZA5b7F7W6u520RLYz0pU2dyZO/HdHV2EBKqJ3vRCqJiXTaiClATrAvj4d1iwiJc84d7t13zB33E+G+rHM3PBlcfolSqRizpYbH0EDBBbQ2DdXebTDTU1zJjZiaff/xnOjvaCdXrWbZitTuoC2AyGTlx9CDbn3vJY+fEeFNZmI8uOomQqPhBAbnRMLY1oPBXuoNxAMGR8SCTYWprRBmXirGtkaDwGA//IyQqgYZ7hditlkFbYB+X6Ng4Sopu0NHeii5UT0tzI/V11eSsHDq43W0yUln+gDUbt7mvNdbX9sZQJibO8FQCcmmRfuyYq8FfAUaLxBeXTJhtQ6cz6zRy5iWrOH3H7L7WaZb48rKJnfM0bJqlRi6XUdNm56srJvczWpUMk8XzPU1WiQB/GX5ysA8f//ManR1tFN+4zuLl47etaCDdJlf7qLWeKzVqjdZ9TyaTseW5lzl2YC9/+tVPkclkqDVantm5y73a9SgNdTWU3bvDph0vDnn/cVEqVUTFxHH90nlCw8JRa7Q8KC2hsb6W4N7IdOHVi8jl8mHr1nWbjKg1nhkMcrkcVYCa7m7juOgciCRJFF44RXh0HLowV4DQ3G1CLlcMcngC1BpXCj/gr1SyZtsuzh37lpKCiwAEhoSy6pkX3IODpcfM5bwjLF69ZVBdoKdFVfkD8o7tx26zodEGsnHnbgJ6t6vKZDI2Pbubk4e+4ePf/gsymYwAjZaNO15yOwcOh528o/tZkLOawKCQpxqQkySJvJPHiY1PcGcQdXS4tkZePJfPyjXriIiMoqS4iK+/+IQ3332f0DA9MpmMF3e/xv5v9vDzf/kJMpkMjVbLcy+9TMAwtj4eNDc38sXHf8Zut6NUKtn27IvoBwSVbxRc42zeSWw2G6Fhep7f9ao7q6mzswNJkrh88Tyr125EqVJx4WweX3/5KW+88/64ZT8Zah/S09lC0oodg+7Zercet9wtIHLmIlQhYRiqH1Bz8TDJq55HGRiCrdvzGX9NEG0Pi6i+cIiUNS+iUAbgdDiov36aiIyF+GsCxyUg19XewuXje3A67Cj8/JmzYguBA9Lpq+7d5F7heRx2G9rgUOaveda9Ldza040ywLPPUPX+22J2baW19HQT/sgzygANdpsVh90+5HavJ2EkG5mekUlwcAjaoEBampo4m5dLe1sr2599CXD1fZpHVuP7VvpMRhOMfzLl9+L2zetcPncau81GSGgYW57b7bbjrl57L7x6gaUr16NUqbh2IZ9D33zOC6+999j2rtJFoMxahp82BIfFTOf9QhovHiZmxbOubaVyOfJH6hcqVGoclv6t1CHpcwjQxyBT+NHTUkvb7UtIDjtBya5VW3t3F5b2JmRyBeHz1uC09tB2+xJOqwX97OVP1EZd7S1cOtZv13NXbiFQpx/0nLXHzMPiKySkZ7qvmbs6kZAoK77K9Pkr8fdXcv/mRa7l7iNny6vIFQo0gSEsWLuTG2cPc/vyKSRJQhcew7w1g3//T4JG4VocNTs8/15mp5/7Hsj4rjmJzeHV/CCuFKn3/sHmRCzS0H/nGdp27neHeATaghVWYlTdOCQZR1sTCJDbWRHagErh4HRb3JDvM57Y7Xby83KZkZGJSuWypb7x6MLZM6xau4GQkBCuXbnEl59+yLvv/xVq9cQuFHebTNisVi5fOs+yFatZsXod5WUP2L93D7tefYOE3mzU0yePERefwJSp47+AOR4M1damIfo/uVyOWq3GZBof309uMaK0PMAaOQ1LVAaK7jYCagpBJsemd2Wu24NjsOvicSq1yC1GVPVFaB7mY5q6dshgmszShbL5Pj1x/VnnkiqQ7rSVqCsuEFB1DRkSdq2e7tQV30u/JEncuHia8Kg4QsKGztK09HRTUniR1OlZg+5dPHWQuooHOBx2YhPTWLC8f/usqauTlsZaFAo/lq7fgbXHzPXzJ7FazCxc+XTq3I7krz7KvZJbxCWmuHekQG8dqJOHWblhq7te3tOk7MFdLJYeps90ta2howOAKxfPkrNyLRERUZSWFPHt15/yyps/HDJztaO9jVuF18hZ+WS7qR6Xnm4TdpuV4oLLZC9azrwlq6itKifvyD427HyZ6LhEjAbX97h55Rzzc1YTGh5F2d1iTuz/gu0vv0OwLgyZTMb6HbvIO7yPz3//r675g1rL2m0vjWtwcTQ/uw9zdzeXLpxlVvbwtcnqaqq5V1rCzhd2j5u+4RhOd11vMsrFc/msWL2OyKj+Oc0b77jmNJIkcezQd2TNmUd0TCydT2ne1Vp9n+6OFjLWPP9Er7f1dOOv8hzzZHI5fkoVtt6yNbaeblRaz0VX/955ma2n+3sH5OYuXIrVauWzP/8OuVyO0+lk0bJVTJ2ROeTzd0uK8PdXegTZhoszBDylOMNTWU6sarXzp3wjH583UdZkZ+c8DRrl4D3QgQEydi3ScLfexs2q/q2uWpWMzVlqimpsfHjOyKcXjDgleHbe4xU59SVMxi6O7PuS1PTpzJiV7TUdkiRx7vRx1BoNO156nWdffovktHSOfvf1kM5MW0szxw58zbxFy0hISh3iHZ+MtZu3I0kSH/3+F/z+Zz+hqPAqU6ZlIJPJaG6s51bBVdZs3Drk3nlvcP3cCTraWli6dtvoDw/Abrdx5cwxwqPjWLfzVdbueIWQ0HDyj3yD3e6y+atnjpE0ZQaRscOvlI03MfGJ7Nz9DltffJ24pFROH/3WHUSUJImLecdRqzVsef41tr30Jkmp6Zw4sJfuXhu5duEMurBwpkwfunMbT3KPH6GluYmt2/vrw0i9tTqy5swlMyubqOgYVq/bQGiYnuJbN9zP5B4/gkajZfdrb/Hqm+8yJX0a3+79EuOA+krjTVhYOK+9/UNeeeNdsubM49ih72htaXbfnzEzk9fe+gEvvfIGoWFhHNy/F7vd7tbsdDpZvW4jyalpxMbF88z2Z+lob6O6smJc9NnMRpqKLhIzd9UwGT2uttUlTyckcSoBIeFEZi7GXxtCZ9W93kdcz+jTswmKTSFAF0509gpARlddOQAtd66iDNQRkjD8tqrHRRscypJnXmHRxl0kpGdRdPEExs5W9/2Y5Oks2fwyC9a9gCZIx81zR3A4Ri9hMNGMZCNZ2XNJTk0jIiKKGTNnsWnrDh7cu0tHe5uXVT8Z6dNn8vwr77DthVcJCQ3j5OFvB9l7zqr1JCSnEhUTx5rNOzB0tA9bCmIk1JHxaGJSUAaHoY6II3LBepx2K9315WN+j5D0bFRhUShD9ASnZRGcmomhrGjAExIyIDx7JSpdBOrIBEJnLMBU+wDnE9qaNjiUpVteYfGmXSRMzeLWhRMYO1o9nrFbLVw/vd916ENW/1Y6CQnJ6WTG/JVExCahi4hh9rJNmLo6aG10OfkWs4niS7nEpWawZPNuFq5/AZlczo38Q+6+9OkjsSK0HrPDj31NyXzdmEK5OYhnwqvRyAcfxhWl7CbM38odo87jukwGSHCyNY4mq5qqniAudEQxXdOJQvZ0V2IdDgff7fsaSZJYv6m/hl9fGy5euoxp02cQHRPLpi3bARl3S0ueqqah6NMzJX0a8xcuJjIqmkVLlpE2ZSo3C1zZDg/u36WqsoLV6x7/8JSJYLi2nrDP14Riic3CqQnFFp6GNTwV/5aH7vv20ETsIXE41Trsuni6U5ej6G5DYWwe9F4yazfaB/nYQuM9suxkNjMB1VexhaVgmrYeU/pqkMnRlF944ppsAAXnT9LZ3uJR920gNquFs0e/IVinZ+a8wSe8Zy9ezfrnXidnw06Mhg5uXDrtvidJEjJkLFqzBX1kDDGJqWQvXkXFvdtun3a8GclfHYjJaKC2qpypGZ5BxvOnjpA6NYPouMRBr3kalBTdJCkljcDeLW19v8fMrDlkZM4mIiqa5avXExqqp6T45qDXG7sMHPjmC6ZMnc7MrPEpcj8aUq/fF58yhYzsBYRFRDFr3mLik6dw7/YNj+8xdWY2U2ZkoY+IYsGytQSHhvHgTpH7mctnThCg1rDpuVd55sU3SEhN5/Shr93zh/FgND8bXJlx+77+HL0+nCU5K4d8n5bmJvZ/s4fFOStIHqFEx1PX3TenyXbNaSKjYli1tndOU3QDgMLrV7FarR5bWscbS7eRqpvnSV247ntn/HuTB3dLuHenmPXP7ODFV99h7aZt3Lh2mdLbt4Z8/k7xTabOmOmute8Nnson2xzQ0e2koxvqOsz8cHUgWQlKLj3srwkXqJLxymItte0Ojtwye7x+bpISi10ir7c+HMCBwm5+vC6YWJ2Cug4HJouEVuUZrNEqZfTYJJ/LjjMZuzj49adExcazYt3TWUEC0PRmxplNJo/tTOZuE/oIV9pEbXUlVeUPeOtH/xVl74pjxJpN1FT9lnslRcxZ0H/KYntrCwe/+YwZmXOYu2h8O4AQXSg7d72OzWbFarGiDQzk+MF9BIfoqKutxtxt4uN//6X7eUmSuHgml6KCq7z23o/RaAMxd3sWiHc6nVh6zGg047v14vq5k9RWlrF2+240A/aMqzVanE4HVkuPR5Zcj7nbXU+i8sEdTF2drN/5qju4uGTtVr754BfUVjwgacoMGuuqqK18QOnN/jodkiTx5e//mQUrNpI6/fFPrhoNf38l/jolwYQSGR3H1x/9jnslt5g9fwn1NZVUVzzk1R/+rXs1MTwymrqqCu7fKXI/097azJ9/Werxvp/9+8+YPX8pcxc/WabIo7hOUrvP7lffICi4fzUlsHd7jf6R+gph+nAMBlcmVlVlBWUP7/Pjv/1/uVfXo6JjqKwo53bRLY/ac+OJQqFwF22Nio6hsb6egmtX3JMKlSoAlSqA0DA9MbHx/Opn/8SDe6VMz8h0/271+v6VPo1Gi1qtwfA9Ct0PpKejBYe1h8r8b/svShLm1gbay0tIWePKhB1YMw5AFaTDZnY5VH69WWTKoP5n5AoF/pog9zPdLXVYDO3cPfDH3s9w/c+Do5+gT88mfPq8x9YuVyjQ9n5miD6KzrZGKktvMHORaxXZX6nCX6lCGxyKLjyaU1/9lqbqh8QkT0MZoKGztcHj/Sy9q3Wq3tV2VYDGfa0Pa083fv7KccuOg9FtZCAxMa6sn472dnShYWi0gTTUe9aY7HN0tYG+t2ilVAWgVAUQEhpGZEwcH/7mX6l4cJcp02e6M/t0Yf2/Y7VGQ4BajbHr+2dUyv1V+GtDsJsMrrpxTidOm8UjS85hMQ9bLw5cWXeGBzeRHA5kCgUKlRpFgAa5f//WM//e34qjx4Rc+/hbyx+1a0NrIxWlN8hc7LJru83KtVP78fNXMmflVo9tHn1bsAeeJqwM0KBUBdDTm+1adfcWfv5Kps1d5n5mds5G8vb9ic6WhiG3fT8O3Q7Xb0OtcNDt7N9Go5bb3fXi4lQmkgKM/LF2GrbejLj8djXx0SamaTsp7PLsyzO0HTRbA2i2ea60mxx+mBx+WAdk1bXbVMhkEKiweZzqOp44HA6++/ZrDIZOdr38untMgQHj0YAMDT8/P3Q63fc6oORJUWs0yOVy9OGPjI/h4dRWVwFQVVFBR3sbv/iXn3g88903XxGXkMjuV9+cML2PMlJba7WBdD8SjHE6nZjN5iEP/3oSJL8AnAGe2RtOVTD+HcPXQJVUgTj9VMgtXa4tp73IbGY0D05j1+rpSfDc8aFsfgAKfywDsubMSYsJun0ARXcrDu3g+lGjUXD+JHVVZazeusvDX+3DZrWSf2Qvfv5KctbvHHLLulqjRa3REqzTo1QFcPrAF2TMXYJaE0iARotaG+iRaRbcm81rNhkH1RwbD0byVwdyv6QIVYCaxBTPRcD6mkqqyu9TXNhfgF6SJP78y5+Qs2YTUzM862Z/HwyGTmqqytm8vT+7qG87+KP1wELD9Bgf6R+Mxi72ffUp0bHxrN4wcYFoVYAGmVzuMRaDqz5cU73L7tVDjNd9z5h6x+uGmkpqKx+y672/cduIfmU0+6oreFha7FF77vswmg9ltVj4Zs9nKJUqtj/30pDZ9q0tzXz9xSfMyp7D4qXjM2d5Ut0LF7sC42GP9tn6cLp65zTVVeXU19Xws3/2PB300w//4Fq83fL9M96725uxW8zczv2q/6Ik0dVSR+PDYuY/+0Nko2yn9w/QYLN4xnUkpxO71YJ/79zBP0Djzpbrw9Zjdt/7vlzIP8XchUtIn+6qQamPiKTL0EnBlQvuzNU+6mqq6GhvY8PWZz2uDxdn6HkKcQZ4yjXk+pABA8uFBQa4gnENnQ4O3TAPet5fIRu0ONRXO64vYaq23UFqpKf85Ag/6tp9KxuiLxgXHhnNyvVbnmrGV1CwDo1GS211BeG9ReCtFgtNDXVkZLmKyfetYD2qQyaTeayUt7U2c3DvZ0ydMYuFw6wsjAf+/kr8/ZVYesxUV5axZPkaUtOnET+gwDfAob1fMDVjFtN6f0jRMXFYLT00N9a7jzWvrapAkiSiBtQW+T5IkkTB+Vxqyu+zZvtuAoN1HvdDw6ORy+U01laSkOpKczV0tNFtNKCPcmlw2O1DtrWM/tWmdTtfRZL6o8i1FQ+4c+MK63a+gkY7vkUjh0OSJHcmkdtGHj11TSZzr+KseeZZHPb+31pzYz3ncg+z5fnXCArRjYueUyeO8uDeXV565XV3kc0+gkN0BAYG0d7mmUXS3tbqPkLcbhvO1vleq8+Py8C2HeoekoTD4QAgrreeSHtbqzsAaTabMZu7CQ4Znxpy2ohYkld5nkbXcCMfZaCOsClZ+GuC8AvQYDN5OopWowFtVG+dkJBwZHIFVmOnu66c5HRi6+7CX+2y2dgF65AGfO+ejhYabuSTmLMVf+2T1QcbhCThdDqGu4mEq8gzgC48hrLbV7H0dLu3qrbWV+Hnr3QHM0IiYmiprfB4l5b6KkKGqec1XoxkI029p2j1OfWxsfFcuXiObpPJvQhTWVHuqqujH3p7ks8gSUj023tUrCvY2Nne5q4Z19Njpsds9gjAPylOuw17twFFXBrKkHCQyelpqUcTkwyAzdiJo8eESjd8u1kNbcj9lch6HXpVaBTd9RU47TbkvTWTXL8VGYqA8QmISgPs2m61cPXUt8jlCuau2obikVXr0AjXWGMytBPQO15YLT1YLT3uGnIOh22w79HrVPdlRnwfDA5/TA4/4gNM7gCcv8xBlMrMbaOr7/aTSb2f56lDAmSPaPCTOUnTGLjUObhOVINFQ5ragJ/Mib13K2uInxWnBEbH06mp0xcg6mhrY9erbwzaxhIVHYtCoaCtrdVdw9ThcNDZ2UnwONf+HAsKhYLomFjaWwePj8G94/OiJTmDtnF9+IffsnrtBlLTPYuPTySjtXVsXDyWnh4a6uvcdeQqK8qRJInY2PHZsuwIDEfe45lFL7d04VQOP1GUWbuR2S0ehzzIrN1oHpzGqQ6jJ2lh/wSmD6cdhvKzgMf9WbrKquRSW/GAVVt3DfJXwZUZl3/ka+QKBcs2Pju2RaZeX6lvHA2PiqOm7B42mxX/3kWJrs52V/mbcQqIji5p8HgpSRL37txiyvRMd5mKPra++LrH/Kay7D5F1y+x9cXXx93HvlN8E7VGQ3Jqf1AwKDgEbWAg7e2ev8eO9jaPgxyMXQb2ffUpkZHRrJ3gHUIKhYLwyGgMj2TiGzra3DVfA4NCUGsD6Xwke9vQ0UZcomsHVV/2+6PzB9mA+cPTYKBNWCwWvtnzKQqFHzue3zVk1lNLcxNff/EJGZlZLFvxdMpIjYU+3cEhOrSBQUP22Sm9BxOsXreJnOX9B24YjV18s+cztux43r1w+30Jjoxj5rqXPK6VXz+NOiiU6KnZowbjAALDonHYrJjam9H2Hi5laK4FSUIbFtX7TBQ1t694HCplaKomIFD3vbergssOB8395PIhTfBO8U0ioqIJj/Cs9xIVE4fF0kNTY727NnPNOMcZBvLYATl/BYRq+/8gOo2cyGA5PVYJs01iyRQVDxrtGC1O1EoZ85JUBAXIKe09fTUwQMYrS7QYuiVO3elBMyDLra8m3MMmGwtSleSkqyips6FUwMrpAXR2O2nsdA0KhZUW5iYrWTUjgFtVVpLC/ZgR489XVz2jmcNhs1rp7K37AWAwdNDS1EhAQACBwSH09JgxGgx0964wd/Z2pBqt1r2q320y0m0yYeh0vU9bazP+/koCg4MJCFBjMnZx4OtPCQoKYfGKtfSY+7U9errHWHlUd1evblVAAEHBIcyas6D3dJ8wgkJCuHYhH402yH3qalRMHCpVAKePH2TeohzXkdTFN+nq7HAPDG0tzRzY+xkJSSlkzV3ozr6QyeSDnKMnpaqiDCQJXZiezo52LubnogvVM21mFgqFYlB9CLlCgVqrdZ9KFKoPJyE5lbwTh1mxdjNOp4Ozp44zZVrGuJ18cv3cSSof3GH5xmfx8/fH3Ltn3F+pws/PH6VKRer0WRRezEOpUuOvVHL9fC76qFjCewNy0XFJ3LiUx/VzJ0nPnAuSRMmNy8jkcqJiXY77wBOKANp6j0LXDVP7YzRsVqvbJsFlI63NLhtRBai5efUiialT0GgC6ekxc+fWdbpNXaRMcRVDjoyOQ6kKIP/kQbIXuAr13r19A6Ohg/je07CCH1kF7bPtkDA9qhGKCI+V3ONHKC0pZsfzu1AqVZiMrrZXqlT4+/sjk8mYv2gJF86dISIyioioaEqKbvbW2nKdNhYTF48qIICjB/ezOGc5fv7+FN0opLOjwx20G2/OnsklJXUKQcEhWK0WSkuKqa6q4PmXXqWjo517d26TlJKGWqPBaDBw5fJ5/Pz83QNuaJietPSpnM49xvqNW1CqVJw7c4qwML277s/3Re6n9Dh4AUCm8EOhVLmvh6Zl0Xr3OqpgPargMAw197EaO4hd4MrYUfgr0SVPp/XudfzVWvw1gbQ9cKWCB8W6auwoHwm6OayujGdlkA6F/+MPuPcKzxMem4xaG4TdZqW+4i5tjTXMW7OT7q5OGirvoY9JRBmgpqfbSPntaygUfoTHJQOuwxkCg8MounCMqXOWYTV38+DmRRKmZrlT8xPSZ1F99yZ3C84Rl5ZBW2M1jVX3mbtqfGptwSg20t5GaUkxKWnpBKjVtDQ1knfqBHEJie6TdpNSUgnTh3Pk4LesWL0Wk9HE+bOnyZ47f1zT7b/vGGnobOfh3TvEJ6WgVmswGru4ce0ifn5+7tNbdaF6klLTuXDmBMvXbkapVHHlfB66UD2x8Y9/qm37nSuoIxPxU2txWLrpvHcDZDI0ManI/ZUEJqTTfucKcqUKuZ8/bbcvodRFuA906G6swmntQamLQCZX0NNSh+HhLYJS+rfma2JT6Xxwg9Zb59Clz8Fh66HjzjW0CelPtMXjbuF5ImKTCdAG4bBZqeu16/lrd7qDcQ67jdkrN2K3WbHbrAAoVWpkcjna4FAi41O5cy2fmYvX4Oev5F7hBQKDQwmLdgXQI+JSqLhTyINbl4lJnordZuP+jQsEaIMIDh3boQN+Michflb3v4MUNvT+PVicCowOf251hTEvuJlOmxKDw5+Fwc2YHH6Um13jcaNVjcWpYG1YLdcMEdglGRnaDoL9rFQ+cnpruqYTORL3TIODWfe6Q5gf3MyasFqudkYSoLCzVNdIqUn3xIc6WK1W2gdMRDs7OmhsbEAdoEYbGMh3+76isaGB517cjdMpYewdj9RqNQqFApVKRfac+Zw/m0dQUDAhISFcueyqGTtt+vc/MW44zR2PaG5qbCAgQE1wSAgLFi3lwLdfE5+YREJiMuVlD3h4/x67ejPftIGBQx7kEBQSgk43/llOA3V/n7bWh0eQkprGsSMH2bBpCw6ng9zjR5iRkTkuJ6wCWCKmor2Xi7KhBFtoAgpTG8rWh5gT5rsecNhQNdx21ZDzUyO3GgmovYlTFYg9yLVA1ReMk/y19MTNRmbv3yHUF7Szh8SibL6Hsv429tBEcNoIqCvCqdTg0OgeS3PB+ZNUPSwlZ8NO/PyVHnWM/fz8sVktnDnyNQ67jZzVW7BZrdisrt+zKkCNXC6nvqqMHrOJsIho/PyVdLa3cOvyGcKj4tyHkCVOmUFJ4SWunjnKzHlLsfaYuXn5DMlTM5/oUIfv66/2UV9TidHQOWS226MZXS1N9chkMkLHeQFLkiRKi28yPSPL4wABmUzGnPlLuHIhn/CIKMIjoigtuUV7e6s7k87YZWDfnk8ICg4hZ+VazAPmi+OV+WmzWuka0NZGQydtzY0oA9QEBgUzc84i8o/tJzI2nui4JOqqyqipeMCGna+4v8fMOQu5eeUcYfpIQsOjeHi3CEN7G6s27QQgIjoWpSqA87mHyFqQg5+fH/du38Ro6CBuhNN0H4eRfCiLxcLeLz/FbrexeetOrBYL1t6DYfoyh1uam/jqi49JTklj3oLF7vmFTC4bVJ9yPBlJt0wmY8HCwXOatrZWtu10zWkeXdzxV7oC4jpd6LgsYILLt9eEeM5JFQp//JQq93VbTze2nm4sRteivdnQisJPiVITiJ8yAHVwKCFRCVQU5JE0ZwWS00nljbOEJUxB2ZvRH5aYTu2da1RczyNm2hy6O9tofFBEQtb47FxKTp3C9csXCAwKIUwfTktTIzevX2bGTM/+wWqx8PBeKUuHqNUYpg8nsTfOsHJAnCF9HOMMA5FJYywgol7wvwGQqFfwypLBnUNRtZWjRWa2z9EQG6pA7S/DbJNo6HBw/r6Fht5A2qx4f7ZkDx3U+ceD/RkZM2L9WZSmIkwrx+aQqGt3cPpOD22m/kyiRL2CtRlq9IFyunqcXLhvoaimv4ZB2cl/HPb71FVXcnDvZ4OuT50xi1Ubt3L39i3OnDg06P7cRcuYv8SV2nrt4lkKLp8b9MzK9VuYNjNr2PcA+OHf/l/DahtpTaSuupIDw+hevXErkiRx7dJZ7hTdwGrpITo2gWVrNqAbEPRpbqznyvkzNDfV43Q6CQ0LZ96iZe5J0rWLZ7k+xPcKDArh1Xf/clhtcvnYV3Me3C3h8rk8jMYuAgICSJ0ynYXLVg4bzPnkD79i1twFzJ670H2tx2zm7KljVJY9QCaTkZo+jWWrN7g7qbHQbhq+5sUXv/unIa8vXLWZ1GmuCZrDbqfw4mmqHpbicDiIiU9m3vJ1qAekszbUVFB8/QKdbS2uQJs+kqyFy91Bu0cpu1tM4YVTPP/2Xw+rTaMcvth5fU0lR/Z9Puj6lOmZLF29iTPHvqO5sY4esxmVWk1EZDSzF+S4Mw0BWhrruX4pn5amepwOJzp9ONkLcoY9nr7vM1/94d+OGJAL1Y7NYfvpP/7PIa9vfGY7mVn9Herli+e5UXCNnh4zEZFRrFi11p2hANBQX8e5/NM01tfjdDrQh0ewJGfFYwXkHmdR79jhA1RXlmMyGVGqVERERLFg0VKSUlIxdnVx/OhBmhrqXSnP2kDiExJZvHS5x1YGi8VCXu5xHtwrRSaTEZ+YyOq1Gx/7lNVDd+rH/GzV+YMEhOiJzOzfAtJ6/yYd5SU4bBZUwWFEZCx0Z8OBKyOu+c5VDNX3kZwOAnQRRGYuQRU89GSuu6WO6guHmbL59REDcslBQztExZdO0NpQjcXc7Vr4CA0nJWMe4TFJ9HQbuX35JIa2JmxWC6oADaGRcaTNWoR2gB6z0UDJ1VO0Ndai8PMnLnUG6dk5Hs5zW2MNpdfzMXa2EaAJJC1zIXFpI0+qZ8aP3RkayUa6DJ0cPvgtrc3N2GxWgoJDmJI+jUVLl3ts2zJ0dnDy+BFqqirw91eSkZnF8lVrRzxFbCiMluEzyr/vGGkydpF/8jAtTQ1YenpQa7TExCUwd9EydGH945HVYuFi/knKH9xDJoOYuESWrlo/7CmrR+81DHkdoKUwD0tbAw6bBYUyAFVoFCFT57ozMiWHnfY7V+muL0NyOgkIjyUsc4l7y6q5uYaOu9exm1xbRPw0wQQmTSMwYZrHaqvN2EH77ctY2huRK1VoYlJGPWU1I2zo71N00dOug0LDSZnpsuvWhhquntw75OtW7HwbTW/hcrvVwp3r+TRWP0SGjLCoOKbPX+nOkAOor7hL+e3rmLo6UCj80EXEMHVOjsdW16HY/r9OABCrMrEzcnBdv1JTCKfa4gCJBcHNzAxsRyl3Um/RkN8e7bGFNMLfzKKQJiKVPchlEm02FdcM4VQ9EpB7LrIcg92fk21Dn5qn87OwPLSBaGU3FqeCB+ZgLnf2n7Ja/usXRvxOj1JVWcGXn3006PrMWbPJWbaS3//m50O+btcrb5CYlAy4Mrvy83IpKS7CbrcRExvHmnUb3QcRjYXHyR+pqqxgzzCaN291LSAU3Szk8sXzGLsMhIbpyVm+asQDHP75f/0Pdjz/ksdJrGPhcfJ4xqOtzWYzuceP8ODBPWQyGVOnzWDt+k0oH8P3+/8cHfmkTb/OOlR1t3oz47RYI6f1139z2tGUnUdubnednOofgD0o2nXKqn9vhmhrOeqqK0O+t2HOrv7Paa9C1XgHucWIJFfg0OqxxM4etGW2j/fmD11reM+///OQ1xes3ETK1Eya6qrIO7RnyGe27P4B2qAQmuqqKLp6DkNHK06HA7U2iPiUdKbPXuhRlsXQ0UrhhVO0NNSiDFCTkDqVzPnLhg3IBQYM3y+Oh78KkHfsO4xdnWx94fVhP6uP+3ducTk/l9fe/68jPjeSnz0UVRVlfLf3c159+0fu5IGBXL98gaIb1+jp6SE8IpKlK9a6T1m9U3yT3GMHh3zfv/q7//5YOgw9Q4/rDbVVHP92cFunTc8kZ61rq+f9klsUF1yi29hFsC6M2QuXkZjquQW46Pol7hYXYO3pITQ8grlLVrtPWQVXwLPwUj6tTQ1ITichYeHMXrCUuKThA3LhgWP/7Y7kQ1VXVfDV5x8P+bp3f/RfCAnRceHcGS6dzx90Pzg4hPf+Yvh51/dlJN19XLk0YE4TEcWK1Ws9TlkdSGdnB3/87S947a0fEBn1eCfYnn3QMuZnS8/sR6PTkzjbVfKituQqdXeuDXouZd5qwpNdY4fd2kPljbN01FciQ0ZoXCqJ2ctQDOgjujtbqSzMx9TejJ8qgKi0WcRMG75m4oKksS8UWa0WrpzPp+zBXczd3WgDA0mfnsH8xcs9ti/fvlXI+bwTvPn+Xw85d+2LM1QMiDMsf8w4Q0TQ2Oa9jx2Qm0yMFJDzZXzjGIPH53ECcr7CSAE5X+ZxHQVfYawBOV9iAne3jiuPE5DzJYYLyPkyjxOQ8yVGCsj5KiMF5HyZ4QJyvk5fQG4y8bgBOV9hkg41k9JnHS0g56sMF5DzZUYKyPkyk9XPHi4g58s8TkBO8P15nICcr/A4ATlfYqwBuadyyqpAIBAIBAKBQCAQCAQCgUAgGBoRkBMIBAKBQCAQCAQCgUAgEAgmEBGQEwgEAoFAIBAIBAKBQCAQCCYQEZATCAQCgUAgEAgEAoFAIBAIJhARkBMIBAKBQCAQCAQCgUAgEAgmEBGQEwgEAoFAIBAIBAKBQCAQCCYQEZATCAQCgUAgEAgEAoFAIBAIJhARkBMIBAKBQCAQCAQCgUAgEAgmEBGQEwgEAoFAIBAIBAKBQCAQCCYQEZATCAQCgUAgEAgEAoFAIBAIJhARkBMIBAKBQCAQCAQCgUAgEAgmEJkkSdJYHjRanE9by7hjtU8+zQBqpcLbEp4ImUzmbQmPjdM5JvP3OdpNVm9LeCL0QSpvS/hPwxi7dp9jMvbbKv/J2WdPRhyTtM9WyCff+DhZETYiGI36jh5vS3giYnQB3pbwn4bJ6kNNxrmYYGKZjGPkZB0fA/zG9pzIkBMIBAKBQCAQCAQCgUAgEAgmEBGQEwgEAoFAIBAIBAKBQCAQCCYQEZATCAQCgUAgEAgEAoFAIBAIJhARkBMIBAKBQCAQCAQCgUAgEAgmEBGQEwgEAoFAIBAIBAKBQCAQCCYQEZATCAQCgUAgEAgEAoFAIBAIJhARkBMIBAKBQCAQCAQCgUAgEAgmEBGQEwgEAoFAIBAIBAKBQCAQCCaQCQ3IffnpR5w+eWwiP/J78c0XH5N/6ri3ZTwWn3/yIbknhm/j3/7qZ1y7cmkCFY2dzz7+gJPHj3pbxmPxxacfcmqE9h6K3/3a+3+Dg3s/5WL+Sa9qeFJGsxObzca+r/fwr//0v/jJP/w9PT09E6huMJPRridzPwLw1ecfkZc7fN/9x9/+goJrlydQ0dgYzVZ8yZZG0/KbX/4bV33YRkbru3//659x3cv6fenv/SRMVv1PMq57m8na1pNVN8CxfZ9x9ezk8qMma3tPNt2j+VC+ymRr58mm91Emo/7JOD6C77e1n7cFCAQCwXhSfOsGNdWVvPbmu6g1GlQqlbclCXyMl994B39/pbdlPDbPvrALuVwktgsEAoFA0MdvfvlvzF+4mAULF3tbikAgEDw2IiAnEAj+Q9He3o4+PIKIyEhvSxH4KBqN1tsSngi1Wu1tCQKBQCB4AhwOBwqFwtsyBAKBQOBjTHhAzul0knv8CCW3i5DL5WTPmcfS5auQyWQTLWVMOJ1O8k4e5W5JMXKFnFmz57IoZyUymYzS20XcLLhCe1sb/v7+xCcms3z1ejRa7072nE4nJ44d4XbxLRRyOdlz57NsRX8bW61Wvvt2Lw/v30OlCmDx0mXMnb/Aq5r7kJxOThw9TPEA7ctXrkYmk2G32zmXf5qS4mK6u00EBQezeOkyZmfP9apmp9PJyWNHuH27V/Oc+eT0trfJZOLY4e+orChHqw1k2YrVXtU6EMnp5ELece6X3kYulzNj1hzmLV6OTCbDYbdz7WI+D++VYLVYCNWHsyBnFbHxSd6WDQxvJ59/8iHVVZUA/OQf/p6ExCReef0t74plZLs2dnVx5NABqipdNrJi1RrO5OV6fbV3tH7EZrNx5OB3lJaWEBAQwJKc5WTPmec1vY8iOZ2cPnGUO7eLkCvkZGXPY8kyV9/9x9/+gjnzFzJ3/iJvyxzESLby2ccfEBkVzboNm7wtExhZ66PcLCzgdO5xdj7/EskpqV5QO5i+vrukt++ePaDv9hVGauPf/PLfmJ09l7a2Vu6V3kGt1rBu42bi4uI5cugAlRVl6EJD2bxlBzGxsT6pP3vOPNrb2rhbWoIqIIClOSvInuv9fmQk2+gxmzl18hgPH9zDYbcTn5jE2vWbCA3Te1XzaG2dNXsOrS0tPLh/F5UqgCU5y5g7f6FXNY+m22QyceTgd1RWlKHVBrJ81Wry8055fXzswylJXM4/QdndYuRyBVMzs8le6PKj9n70G9JnZGHobKe67D6JaVPJWbvF25JHbO+Ca1e5duUSBkMnqoAA4hMSefb5l7wtGRjZ7zN0dnLqxDH3Vrr/47//315WO7IP9f/7//4Pnn3+JdKnTXc//7Of/oQ16zcyKyvbe6IZvp3z805RWVHOG2+/5/H8n/79t0ybPoOc5St9Sm/BtavcKLzGuz/8SwDu3S1l39dfsmHTFubMmw/AF59+RGxcPCtWrfGK9pH0t7W28sEff8fmLdvJyJwFwJ2S2xw+8C1vvvNDwiMivKZ5uPHx4vl87t4p4e0f/IXH8x/+8XekTZnKspXenQMP19bVVZV8/smHg57PzJrNlm07J0TbhO99uV18C7lczqtvvMOadRu5dvUyRTcLJ1rGmCntDRy+9NrbrFi9gcJrV7hddAMAp9PBopyVvPzme2zZ+SIGQwcnjx7wrmCguOgmcrmc1996lzXrN3HtyiVu3ehv4yuXLhAZGcWb7/yQRUtyyD1xlIryh15U3E9x0U1kcjlvvP0eaze4tN+8UQDAoe++peR2Mes2bOK993/Mxs1bUSq9v+2suLi3vd98lzXrNnHt6iVu9dr0kYP7MRgM7HrlDbY/+wKFBVfpNpm8rNjF/TvFyORydux6gyUr1lFceJW7t28CcOHMCRobalmzaQfPvfIOKenTObZ/D50dbV5W7WI4O3n2hV3Mzp5LbFw8P/6bv+PZF3Z5Wyowsl0fPPAtRmMXL7/2Jjuff4kbhdd9wkZG60euXrlEdEwMb73zQ+bMnc+Jo4dpbW3xomJPSopvIZPL2f36O6xas4GCa5cpvuW7Y00fI9mKrzFWrZcvnufM6ZO89PLrPhOMA7jd23e/9ua7rO7tu33NHxmtja9euUR8fAJvvfc+aVPSOfjdPg5+9y0zZ83irXffR6cL49CBfUiS5JP6r1y+SHRMLG+9+z5z5y3g+NFDPtGPjGQbRw7tp6G+jmdf2MUrb7wDEuzd8zkOh8Ormkdt60sXiIyK4q1332fx0hxOHj9KeZn3fb+RdB8+8C1dhk52v/YmO59/kcLr13xifOzjYWkxcpmMZ154gwXL1nLnxjXul9x037994wqh+ki27nqLrPlLvai0n+Hau76ujpPHj7Bs5Sp+8Bd/xUu7XyUh0TcWYWFkvy8oKJhlK1bx47/5O378N3/nbanA6D6UrzJcO2dkzqK+rpb29v55QHNzE81NjWTMnOVzehOTkmhpbnb3F9VVFag1GqqqKgBXxmpdbQ2JScle0w7D69eHh7N67QaOHz2EobMTg8HA8SMHWblmnVeDcTD8+Dgraw5trS3U19W6n21sqKe5qZFMLweaYfi2jotPcPcdP/6bv2P3q2/g5+dHQsLE9X8TniEXFBTMqrUbkMlkhOnDaW5u4vrVy2R5OctpOAKDglm+ej0ymYzQMD0tLU3cuHaFzKw5ZMzKdj8XogtlxZoN7Pnkz1itVq8GioKDglmzztXGen04Lc2NXLtyidlzXG0cF5/A4qXLAAjT66mtqebalcskp6R5TXMfQcHBrF2/0a29uamJa1cukZiYTOmd2+x6pX9CpwsN9bJaF8FBwaxeN9CmG7l+5RIJCUmUlz3gtTffJSY2DoBNW7bzp9//2suKXWgDg1i8fC0ymQxdqJ621maKC68Sn5TCvZJb7H77L9EGBgGQNXcRNZVl3CspYsFS76yCDWQ4O8meMw8/f38UCgWBgYHelulmOL0JCUlUlpfxxts/cGewbN6ynd//5hdeVjx6P5KaNoU581yZtYuW5HDtymWqKivQ68O9KdtNUHAwK9es7/1d6mlpaabw2hVmzfbNsaaPkWzb1xiL1rxTJ7hddIuXX3+LiAjf2kYe9Ejf3WfjvuSPjNbGaWnpZM91rfYvXb6SwoJrxMTGMn3GTAAWLc3hkw/+iMlk8kqfOBb9fRn6i5bkcPXKJaoqvN+PDGcbCYlJPLx/j5dff5u4+AQAtmx/lt/96t94cO8u02ZkeE/zKG0dF5/o4fvV1FRz7colUlK96/uN5PeVPXzAG2+/5/ahNm/Zzh9+9yuv6h2INjCI+ctcflRIqJ72tmbu3LzG1JnZAETHJTFzjvezEAcyXHsvX7kGf6WStClTUalUhIToiIqO8bZcNyPZt0wuQ6lS+ZTfN5oP5auM1M6RkVGUFBe5s+FKiouIiY0jNCzM5/TO/uFfolarqaqqZPqMDKoqK1m4aAnXrrgO9Kqvq8XhcLj7cV/Tnz1nHnPnL6Ds4X0O7P8GhUJBdGwc83wgq3kk3yk5JY3iWzfdfXbxrZskJCb5xJx9pLbu6zvM3d0cPXSAWbOzycqeM2HaJjxDLiY2zmM7SGxsPB3tbTidzomWMiaiY2M99MbExtHZ4dLb1FDPgW++5M+/+wW//dk/8c0XnwBgNHR6Sy4AsXHxnm0cl0D7gDaOjYsf9Hxri/dXpMFlDwO1x8XF097WRmNjPTKZzKdW6/qIGaa9W1tbkMvlRMf0bxXS68NRBQR4Q+YgImM8bTsqOpbOznbaWpqRJImvPv49H/zmp+7/6murMXS2e1FxP8PZia/2I8PpbXPbSL/TGxoWRoAP2Mho/UhEZJT7nkwmQxsY6FOZC9GPjDUxsXE+Pdb0MZlsezStVy9d5GZhAa++8Y7PBeNgaBv3NRsZrY0H1srU9pbLGOqat36bj6NfJpOh1QbS3e39fmQ422htcfXZfZMNALVGQ5g+nNbWZm9IdTNaW8fFe/p+cT7i+w2nu7WlebAPFe47PhRAeJSnHxURFYehs93d5vrIaG9JG5bh2js5OYWQkBB+9+ufc3D/Pm4X38Jms3lRqSeTaWyE0X0oX2Wkds7InEXJ7WIAJEnizu1iZmZ6LzsOhtcrSRIJiUlUV1bQ09NDa0szc+YtwOGw09rSQnVVJTGxcfj7+3tR/eh2vXnrDpqbGmlsqGfL1h0+UVJjJN8pK3supXeKsdvtOBwOSkuKyMyauMDWSIzW1g6Hg3179xAcEsK6DZsnVJs41OEJcdjt7N/7OYnJqWzYsgO1WoOxy8D+rz/H4fTutoX/iPgphKlOFDabDZlMxs7dbyGTecbsvT1wCXwHxSOnfcrAa9viBL5JfGIiDx/cp/TObXdmjmB8kQ8oEt/naMrlA67huuarv035I0XuRT8i+I+E3yTymfyVSt56932qKisoL3vIuTN5nM8/wxvv/MAnFgn/o/FoL+frgTqAGTNnkXfqJA319djtNgyGTqZnZHpb1rAkJCVzs/A6NVWVREZFo1KpSEhMoqqygqqqSp9M8niUpsYG97zMaDQSGBTkbUkjkpY+FYVCwf27pSgUChxOJ1Onz/C2rDFx/MghugwG3nj7PeTyic1Zm/AMuYb6Wo9/19fVoAsNm/AvPlYa6+s8/t1QV0eILoz2tlZ6zGaWLl9DXHwiYfpwn1jVBair82zjutoaQge0cf2j9+tq0If7xjazQdrraggNCyMyKhpJktwF+32JR9uzvs7V3nq9HqfTScMAG2prbcHS0zPREoekqaH+kX/XERISSnhEFJIk0dPdTYgu1OM/jdY3tgMMZye+2o8MpzdMH47T6aRxwN+iva2NHh+wkdH6EV+nYdDvstanx5o+JpNtj6Y1JjaOF3e/ysXzZ7l86YI3JI7IUGOhr9nIZLKHoZis+oezDX24q88eeN/c3U1bawv6cO/W9Rmtretqazzv19b6hO837PjY29YDfahWH/KhAFoa6wb9Ozgk1KfteyQ7kcvlJKeksnrtet7+wY/o7OygsqLcS0o9GUm3QqFA8rGA1kg+lEajxWTsct9ra2v1mWzEkdo5ODiYxKRkSm7foqS4iOSUNHcWtrcYSW9ioquOXGlpibtWXEJSMhUVZdRWV3m9fhyMrN9sNnP4wH6W5CwnM2s2B/Z/4xN2MpLvJJfLmTlrNsW3blB86wbTZ8z0mWSOkdr6yuWLlN65zXMv7kat0Uy4tgkfMQwGA3m5x2lrbeFOSTGF16+6T3k6m5fLkQPfTrSkEekyGDh7+gTtba3cu3ObW4VXyZ63gKDgYOQKBbcKr9LZ0U7Zg3tcvXjO23IBMBg6OXXyGK2tLZTcLqbg2hXmLeg/TbCmpprLF8/T1tpKwbWr3L1TwrwF3t+TDtBl6CT3RJ/2Iq5fvcL8BYsI0enIzMrm8MH93LtbSkdHO1WVFdwpue1tye72bmtt4U5ve89dsIgwfTgpqWkcP3qIutoaGurrOHr4AH5+vpHtZ+oycCk/l472Vh7eLeH2revMzJ5PSGgYadNmknfiIOUP7tLV2UFTQx03rl6kqvyBt2UDw9uJrzKcXn14OEkpqRw9fJC62loaG+rdNuLtpPTR+hFfp8tg4MypE7S1tlJaUszNAlff7etMJtsei9b4+ARe3P0qF86e4eqVS15SOjQGQyenB/TdhT5o45PJHoZisuofzjZCw/RMSZ/G8SMHqamuoqmxgUMH9hEYFMyU9Gle1TxaW3v6flcovXPbJ+x92PFRH05K6hSOHT7Y70Md8h0fCsBk7OLquVw621spv1dC6a3rzMia721ZIzJcez+4f49rVy/T2NBAZ2cHt4tuIkkSYXrvnh7cx0j2HRKio7qqii6Dge7ubi8rdTGSD5WYnEzBtas0NtRTX1/H8SOHfCaIO1o/kjFzFndu36a0tMTr21VhZL0RkVEEqNWUFBe5g2+Jicncv1vqE/XjYGT9x44cJCg4mKXLVrBm3UYkycnp3ONeVjy675Q1ew5VleWUlz3w+qnBAxmurSvKy8jLPcHqtetRazQYjUaMRuOELv5M+KiWkZmF3W7n04/+hFwmY+78he4CyiajEYPBMNGSRmT6zFnY7Xb2fPJnZHIZs+cuYGbWHGQyGes3bePi2dPcLLhKRFQ0y1at5eC+r7wtmczMLOw2Ox9/8EfkMhnzFizyKCK6YOFiGurruXAuH6VSxZp1G0hJneJFxf3MnJWF3W7joz//AblMxvwFi5jdW5B44+YtnDmdy4mjhzCbzQQHh7A4x/vboGb22vTHHw5o716b3rRlB8cOH+CLTz9Eqw1k2YrVnDt72suKXUyZnondYWf/lx8hl8mYOXs+0zOzAVi57hkKr17g8rlTdBu7CFBriIiOJdEHDv6Ake3EFxlJ79ZtOzly6Ds++/jPaAMDWbl6LS0tzV6fdIzWj/g6MzJnYbfb+OLjPyGTy8iet9DnD3SAyWXbY9Uan5DIC7te4asvPnXbki/Q13d/0tt3z12wyKcOdIDJZQ9DMVn1j2Qbm7Zs59TJY+z7ynWyanxCEs+/9DKKR7bfTrjmUdp64aIl1NfXcf7sGZfvt34jqWne9/1G0v3Mth0cPfQdn338AVptIMtXrcbg5TrNA0mbNhOH3c7hrz9CJpMzY/Z80mfO9rasERmuvWtrqrlXeofz+XnY7XZCw/Rs2/m8z9T/HMlOlq1czbHDB/ndr3+Ow+Hg//jv/7eX1Y7sQ61eu4EjB/fz2ccfEBgUxNr1Gz12SniT0fqRaTMyOHHsMHK5nPRp072o1MVIemUyGQkJrtIZ8QmJAERGRaFSqQjTh3v1AMY+htNffOsmZQ/u89Z77yOXy1EqlWzd/hyffvQn0qZMJW1Kuvc0j+I7hYbpiYtPwGw2E/NI3XpvMlxbnz97BkmSOHbkEMeOHHI/n5k1my3bdk6INpk0xmIdRotvpQKPBat98mkGUCu969Q9Kb5QaPJxcTonZ62adpPV2xKeCH2QytsSfB6DwcBvfvGvHicKPwmTtQ7TZOy3Vf4T02d//MEfSUpOYcWqNRPyeb6IY5L22Qr55BsfJyvCRgbzm1/+G/MXLmbBwsVP7TMmivH4LvUdvrPt9XGI0YlabhPFZPWhJuNcTDCxPO0xUpIk/vjbX5I9bz7zFy4Zl/ecrD5UwBhzK3wn71sgEAj+E1JZUY7VaiUiMhKj0Uhe7glCQnSTotisYGKw2+00NzXR0tzkM+UFBAKBQCAQCASCPrq7TZSW3MZkMpI5K9vbciYNIiAnEAgEXsThcJCfl0tHeztKlYq4uAS27XzO69ufBL5D2cMHHPpuH1OmTmPa9AxvyxEIBAKBQCAQCDz49c9+ilqtYcPmrQSo1d6WM2kQW1Z9ELFldeIQW1YnFrFldeKYrNstJmO/PVFbVgViO6JgdISNCEZDbFkVjMZk9aEm41xMMLFMxjFyso6PXt2yevniOe7fLaWtrRU/Pz9i4+JZsWotYXrX8epms5kLZ89QWfGQLoMBtUbDlPRp5CxfhSqgf7BpqK/jbF5ub6FLGdGxsaxYtZbIqOinIRtjl4EL+aepLH+IzW5Dpwtl7aatREXHDnr29InDFN8sZPnq9WTPc20hMnR2cPXiOWqqKjB1m9BqA5mWkcmCxcsmLNvlt7/6GYbOwQVv58ydz/pNzwBQW1PN2TOnqa+rRSaTERkVzYu7X/WZY4kBLp4/y727pbS1tuDn50dcfAIr16xD32tD3qK6qpKrly/Q0FCPyWhk5/MvkT61v6jp+bN5lJbcpqvLgFyhICo6huUrVhM7oKil2Wwm9/gRHj64h0wmY+q0GaxZv2nciovW11Zx6/plWpsb6TYZWbflOZLTprrvX790lrL7dzB1dSFXyAmPjGb+kpVEDrDzwqsXqC5/SGtLIwq5gjd+9F8HfY6xq5Pzp49TV1OJv7+S9BmZLFi6asJPiiq4doXLly5gMhqJjIpm3YbNxMbFTaiGJ8GXdTudTs6fPUNJcREmk5HAwCAys2azJGc5MpkMh8PB2TOnKXv4gM4OV2ZfcnIqK1avJSgoyCuar146z/n802TPW8iqtRsAOHnsENWV5RiNRpT+SmLi4lm2co17LBqI2dzNp3/+d4zGLn701/+NgADvTXx8tf8bC75k15cvnHO1Y1tvO8YlsGL1Wo+/v91uJy/3OKUlt3E47CSnprFu4zNotYEe71V86wbXrlyiva0VpUrFtOkZrNv4zER/JQ98qa3HgtPp5Fx+3qB+ZemyFV6bRI7FRm4WXudOSTFNDfVYrVb+6r/+74P6B7PZzKkB43r6OI/rT8pks5E+vKm7sa6a24WXaW1qxNxtZNXmZ0lMnerxTEdbCwUXz9BYV4XklAgJ07Ny07MEBgUDYDYZuX4hj7rqCuw2K8G6MGbNX0JS2uCTeB0OO4e/+pj21ia2vvQWYRFRT+V7VVdVcvniBRob6jAajTz7wi6mPlKUv6WlmTOnTlJVVYnkdKIPj+DZ518iOCTkqWgaDy5dOMeZ07nMW7CIdRs2eVuOG4vFwrn8PO7fLaW720RkVDRr128kJtZlx5IkcS4/j1s3CrFYeoiLT2D9pmcIC/ONU20HIvqRicPXNPfNext75707Hpn3ArS2NJN/Opfq6kqcTid6fQQ7nnvRo9+oq6nmbL4r9iDvjT08v8v7sQdfae+nEpCrqaoie+4ComNieh2w03z95We8/d6P8FcqMRm7MBm7WLl6PfrwcAydnZw8dhijsYvtz74IgNVqZe+Xn5GWPpW1GzbjdDq5cO4Me/d8xg//8m/GPcDV02Pm688/Ij4hiW3P70Kt1tLZ0UZAwOB0y4f3S2moq0Ub6Omwt7e1IkkSqzc8Q4gulNaWZk4dP4zdZmPZqnXjqnc43njrPZwDVnVampvY8/knTJvh2uZUW1PNV19+xuIlOazbsAmZXE5zY6PPrahUV1Uyd94ComNjkZxOzpw+xZ7PPuHd9//Sqw6uzWYlIjKKzKw57P9mz6D7oWF61m7YjE4Xit1u49rVy3z15af84Ed/hUajBeDQd99gNBp5cfdrOJ1Ojhz6juNHDrJ1x3PjotFus6GPiGLazCxOHto36H5IaBhLV24gKESHw26jqPAqR779kpfeeB+1RgOA0+EgJX0akTGx3Lt9a9B7OJ1Ojn33NWqNlu0vvk63yciZ4weRyxUsWLpyXL7HWLhTUsypk8fZsHkLsbHxXLtyiT1ffMIPfvRXaLXaCdPxuPi67ssXz3Oj4BrPbNtBeHgkDfV1HD70HSqVinkLFmG32WhsqGdpznIioqKw9PSQe+Io33z1BW++84MJ19tQX0fRzQLCHzkNLioqhukZmQQFh2Axm7l0Pp99ez7j7ff/alDg+MSRg4RHRmI0dk2k9CHx1f5vNHzNrqurKpkzbz7RMbE4nU7OnjnFV198yts/+At3O54+eYyyh/fZ/uwLKFUqco8fYf/ePbzyxjvu97l25SLXLl9i5Zp1xMTGYbPZ6OzsmPDvMxBfa+ux0NevbNm2k/CISOrr6zhycD+qgADme+nk3bHYiN1mIyU1jZTUNM7mnRryfQ599w2m3nHd4XRydJzH9SdhMtoIeF+33WYlVB/JlBlZ5B0Z7EN1dbZz9JtPSc/IYvbCZSiVSjraWjzmJedyD2G1WFiz5TlUARrK75eQf2w/z7z4JvpHAm7XL+Sh0QbS3tr0VL+X1WolMiqKrNnZ7Ns72H9tb2/j04/+TNbsOSxbsQqlSkVLczMKL5/4PhL1dbXcKLhOROTTCWJ+H44ePkBLczNbtu8kMDCI28W3+PLzT3j3h39BUFAwVy5doODaFZ7ZtpMQnY5zZ07z1Ref8u4P/xI/H2pzb/8en5TJqNsXNdtsViIjo5g1zLy3o72Nzz/+gFmzs1m6fCUqlYqWFs9+o66mmq/3fMaiJTmsXb8JuVxOU5P3Yw++1N5PJZXl+V2vkJk1m/CISCKjotm0ZTtdhk73kc7hEZFsf+5F0tKnogsNIzE5hZyVqyl7cB+n07Vdqa21hZ4eM0uXryRMH054RCRLclbQbTI9lSPPr1+5SGBQMOs2byM6Jo4QnY7E5FRCdKEezxm7DJzJPc6GLTuRyz2DgkkpaazbvM39utQpU5k7fxEP798dd73DodFqCQwMdP/38MF9dKGh7gLxp04eZ978hSxeuozwiEj0+nCmZ8z0qc4f4KWXX2PW7Gwiem1oy7YdGAbYkLdITUtn+co1g1YV+8iYOYvklFR0oaGER0Syeu0GrBYLzU2NgGsVobzsIZue2UZsXDzxCYmsW7+JOyXFGLvGJxCQkJzG/CUrSB5iJRZgyrSZxCUmExyiI1QfweLla7FZLbQNcAbnLV7OrDkLCdNHDPketVXldLS1sGrjNvQRUSQkpzFvyQpKbhXgcDjG5XuMhauXLzE7ey5Zs+cQHhHBxme24u/nT9HNwgnT8CT4uu7a2hqmTJ1G2pSphOh0TJuRQUpKKvV1dQCoAgLY9crrTM+YiV4fTmxcPOs2bKaxoX7IDN2nidVq5ejBb1m3cYtHhjXArOy5xCckERKiIzI6hiXLV9HVZcDwSDDlZuF1LJYe5i3wjRMIfbX/Gw1fs+sXdr9KZla22xfZvHWHhy9i6emh6GYhq9ZuIDE5heiYWDZt3UFdbQ11tTUA9JjNnDtzms3bdjBj5ix0oWFEREYxJX3o/nWi8LW2Hgu1NdWufiXd1a9Mn5FBckoa9XW1XtM0mo0AzFu4mEVLlhETGz/ke7S2NFNR9pCNz2wjpndcX7t+E6XjOK4/CZPRRsD7uuOS0pizeMWgrLg+Ci/lE5+Uxrylq9FHRBEUEkpCSjpqTf8Errm+lulZcwmPiiUoREfW/KX4K1W0NTd4vFdt5UPqq8uZl7P6qX4ngLQp6axYtYap02cMeT8/7xRpaemsXrueqOgYQkPDSJ86zWeDF1arlQP7v2HTlm1ezWgfCpvNxr3SO6xas5aExCRCw8JYtmIVoaFh3Lh+DUmSuHblMktylpM+dRqRkVFs2bYTY1cX9++Welu+B97+PT4pk1G3L2pOTUtn2co1pA8z7z175jSpaVNYucbVb+hCw5iS7tlvnM49ztx5C1m0xBV7CNOHM32G92MPvtTeE7K3zGKxAIxY3M9isaBUqtxZC2FhegLUaopv3sDhcGCz2Si+dYMwfTghIbpx11j+4D5R0TEc+W4vf/jVv/L5R3+g+JbnH0SSJE4c/o65CxajDx86UPEoFqvFawOFw+GgpPgWs7KykclkmEwm6utq0Wi0fPLhn/jlv/2Uzz7+gJrqKq/oexzcNjRExqKv4nA4uHnjOiqViohI1zbrutoaVAEBRMf0bw9NSklFJpNR54VJicPhoPT2DZRKFfrwyNFf0EtTQy2h+gh31h9AfGIKNquF9tbmpyF1EA6Hg4b6OpJSUt3XZDIZySmp1NbUTIiGJ2Ey6I6Li6eyopy21lYAmhobqKmuJiVtyrCv6fuNPhoUe9qcPnGElNQpJCanjviczWqlpOgmwSE6goL70+hbW5q5fOEsG7fsAB/LFO5jMvR/k8GuLT2evkhjQz1Op5OkAbaj14cTFBziDshVVJQhSRLGri7+9Ptf89tf/ivf7fv6qSwMjpXJ0NZDERefMLhfqakidYR+ZaJ51EbGwkjjureCjZPVRnxdtyRJ1FSWEawL5cR3X7LnT7/g8FcfUVV2z+O5iJg4Ku6XYukxI0kS5fdLcDocRMUmup8xd5u4ePooOeu24ufn3W1bkiRR9uA+oWFhfPn5J/ziX/+Jj/78B+75WHBoICeOHiZtSjrJKSOP/d7A6XQiSRJ+Cs+Ag5+fHzU11XR2dGAyGT3sXBUQQExsnHvs8QV8/fc4HJNR92TULEkSZQ/vExqm5+svPuFXP/tnPvngD9y/199vuGMPWi2fffQnfv2zn/LFJ96PPfhaez/10KQkSeSdPE5sfMKg7UR9dHd3c+n8WbKy57ivKVUqdr3yBvv37uHShbMA6ELDeGHXK0+lRpWhs52iG9fJnr+I+YtyaGyoI//UcRRyBTMyswC4fuUCMrmc2XMXjOk9O9rbuFVwjZxVa8dd71i4f7eUnp4eMrOyAejsaAfg/LkzrF6znsioKIqLbvHlZx/z9g9+5JN1C8BlQ7knjhIXn0BE5NiDRt7i4f17HNi/F5vNRmBgEC/ufg1N71ZQk8noEcQCkMvlqNVqTCbjhGmsKn/AqaP7sdtsaLSBbH52NwFqzZhf320yeawGA+5/m7tN46p1WA3d3UiSNGj1VqPV0traMiEanoTJoHvx0mVYrRb+8LtfIZfLcTqdrFi1hpmZs4Z83m63c+Z0LjNmZqJSTdzBHXfv3KapsYGX33h32GduFl7jXF4uNpuN0DA9z730intrkd1u58iBfSxftZbg4BB3H+lLTJb+z9ftWpIkTp885mrHXl/EZDKiUCgGLZpptVp3f9zZ0Y4kSVy+cI7V6zeiUgW4ynB8/glvvvcjr5yG7OttPRyLly7DYrHw77/95SP9Spa3pQFD28hYGG5cD5jgcX0gk9VGfF13T7cJu81KccFlshctZ96SVdRWlZN3ZB8bdr5MdJwr4LZy4w7OHNvPl3/8OTK5HD8/P1Ztfpbg3l03kiRxPvcQUzPnEB4Zg9GLAX5wTZqtViuXL55n+crVrFq9jvKyB+z7+ktefu1NEpOSvarvUUpuF9PQUO+VEhljQaVSERsXz4XzZwkLj0Cr1XKnpJi62hp0oWHufuFRO9dqAzF6qc8YCl//PQ7HZNQ9KTWbTNisVi5fOs+yFatZ0dtv7N+7h12vvkFCYrLbr75w9gwr164nMjKKkuJbfPX5x7z13o8I9VLswdfa+6kH5HKPH6GluYndr7015H2LxcK+rz5HHx7OkmX9tadsNhvHDh8gNj6BLTuew+l0cu3KRb756gteffPdcS8CKEkSkdExLF3uShuPiIqmtaWZ4psFzMjMoqmhnpvXr7LrjXfHtOfZ2GXgu71fMGXadDKz5oz6/NPg1s1CUtOmuIus950YlD1nLrNmZwMQFR1DVUU5RTdvsHK1dwKHo3H86CGam5t4dUBNH18mISmZN995H7O5m1s3Cjjw7V5effNdn0r7j4lP5NmX38Fi7qb09k1yj3zLjpfeGBRkE/znpLTkNiXFxWzb8RzhERE0NTaSe/KYuwj7QBwOB/v3fY0kSWzYtGXCNHYZOjmTe5xnX3plxLT36RmZJCalYjJ1UXDlEoe/+4aXXn0LPz8/zuefJkwfzoyZQwcafYHJ1v/5KiePHaalpYmXX3v7sV4nSRJOp5M16zeRnJoGwNYdz/Gbn/8LVZXlpKT6TnaXr3On5DYlxUVs2/k8ERERNDY2kHviGIFBQczqXTj0Jk9qI4L/PEi4/Oj4lClkZLsW58MiomhuqOXe7RvugFzh5bPYLBbWb9+FSq2huuweZ47tZ9NzrxKqj6D01nVsNiuZc32jTELf/GDK1GksWLQEgKjoaGprqrlRcN2nAnIGQye5J46y6+XXvb7lbSS2bN/JkYPf8Ztf/CsymYyo6BhmZGTS4OOlJwSCseLuN9KnMX+hqy+LjIqmrqaGmwXXSUhMdj8ze85c9zgfFR1DZUU5RbdusMJLSUu+xlPtyVwnSd5n96tvEBQcPOi+1WJh757PUCpV7HjuJY+V5tKSYgydnbzyxjvuANiW7c/xy3/7Jx7ev8v0jMxx1arVBg46eS9MH87D+660y7raarq7TXzwu1+470uSxLm8k9y4foW3fvhX7utGYxf79nxKdGw8azZM3AR1IJ2dHVRWlLPz+Zfc1/oOoXh0u21YeLhXt9+MxImjh3l4/z6vvPEWwUPYkC+iVCpRhoURShixcfH8+29/SdHNQhYvXYZWG0j3IxlkTqcTs9k86FS/p4m/v5IQnRJ0oUTGxLHnw99x9/YtshcsGdPrNVotzY2eTkVfZtxEBfU0Go17K/ZAuk2mCW3Lx2Uy6M47dZJFS3KYMdPVz0ZERtHZ2cGlC+c8AnIOh8O1fa+zk92vvD6h2XGNjQ10d5v47MM/uK9JkkRtdRU3C67yX/7u/0Iul6NSBaBSBRAaFkZMbDy/+fk/8+BeKdMzMqmuqqC1uYmf/dM/eLz3737xUxYuWeaxSOQNJlP/58t2ffLYEcoe3GfXa296+CJabSAOh4Oenh6PLDnTAM3aQNeC1sBxU6PRolZr6DIYJugbeOLLbT0SebknWLw0h4wB/Yqhs5NLF855PSA3nI2MheHG9Z4JHtcHMlltxNd1qwI0yORydGGe84WQUD1N9a5tTl2d7dwtKmD77nfQ9dbhDQuPpLG+hrtFBSxetZGG2ipaGur49Lf/7PE+h776kJSpM1m2bmLnDhqNBrlcTvgj8wN9eDg11dUTqmU0Gurr6TaZ+OCPv3NfkySJ6qpKCq5d4b/9n//vp7KT6nEJDQ3jldffwmq1YrVaCAwMYv++r9HpdG5bNplMBAb2n0xvMhmJior2luRB+PrvcTgmo+7JqFnd22/owx+Jn4SHU9u7JXW42IM+PJyuCa45PRBfa++nEpCTJIlTJ47y4N5dXnrl9UEHI4ArM27vl5+iUPix84Vdg1Y5bDbboEw0mUyGjP6I7HgSE5dAe1ubx7WO9jZ3raFpGZkkJCZ73N+/93OmZcwiI7N/gmrsMrBvz6dEREWzbtNWr50gUnTzBhqNlrQp6e5rISE6AgOD3PVb+mhvayM1LW2iJY6IJEmcPHaEe3dLefn1N9ENYUOTBUmScDjsAMTGxWPp6aGhvs5db6ayohxJkoiN9d6x1gM1joXI6DhuXL2Iubt/62ptdQX+ShWhjziqTwuFQkF0TCyVFWXuQzYkSaKioox58xdOiIYnYTLottkH979yudydHQD9wbj2tjZ2v/qG+4TeiSIxMZnX3v6hx7UTRw4QGqZn/qKlQzrkkiSBJLkPHtm643ns9n67b2yo48SRg7z4inf7nMnY//miXUuSRO7xozy4V8quV98Y1I5R0THI5XKqKsrdhc7bWlvoMnQSG+cq4B8Xl+C63tbiDtSYzWbM5m6CB9QinEh8sa3HwlD9ikwmeyo+3VgZzUbGwlDjelXvuB7jpXF9stqIr+tWKBSER0ZjaPecLxg62tAGufoH95gygq0vWL6O7EXL3ffMJiMnD+xhxcYdhEfFPMVvMDR97f7o/KCttY3gEO/0c8ORlJzCOz/4C49rhw/uR68PZ9GSHJ8Ixg1EqVSiVCrpMZupKHvIyjXrCOkNylVWlLsDcBaLhfq6WubMne9lxf34+u9xOCaj7smsuX1QXKGV4N56/yPFHlJSvRd78LX2fioBudzjRygtKWbH87tQKlWYjK798EqVCn9/f3cwzmaz8cy2nVgtFqy9Rav7oq1JKanknz5J7vEjzJm3AEmSuHLpAnK5nISnkDqdPW8hX3/+IVcvnSd92gwaG+oovlnImg3PuHSpNagfqbEllyvQagPd+5+NXQa++fITgoJDWLZyLWZzt/vZiYy2SpJE8a2bZGZleQxMMpmMhYuXcO7sGSIjo4iMiqa46CZtrS3seO6FCdM3Fk4cPUzJ7SKee3E3SqUKY68NqXptyFtYrVbaBzhinR0dNDY2oA5QE6BWc+nCWdfpMoGBmLu7KSy4hrHLwLTpGYBrhSAlNY1jRw6yYdMWHE4HucePMCMjk8CgoOE+9rGwWa0YOvtrYXUZOmhtbkQVEIAqQM2NqxdJSpmCWhuIpcdMya3rdJu6SE3vP0HH2NWJpacHY5cBSZJobXadEhscEoq/UklcYgq6sHDyjh9kYc4qzN0mrl3MJyNrrsdR10+bBYsWc+i7b4mOiSUmNo5rVy5hs9m8nm0xGr6ue8qUqVy8cJbgkGDCwyNpbGzg6uVL7q3uDoeD/d98RWNDA8+/tBunJLl/o2q1ekLqailVqkF1Sf38/QlQawiPiKSzo527pSUkJaei1mgwdhm4dukCfn7+7m2GutAwj9f39dlh+nCvntrmq/3faPiaXZ88doTSkiJ2vjC0L6IKCGDW7Dmczj1OgDoApVLFqRNHiY2LdwfkwvR6pqRP49SJY2zYvBWlSsXZvFzC9OFPxRcZK77W1mNhSvpULpw/S3BwCOERkTQ21HP1yiWyevsVbzCajQCYjEZMJiMdvWN/S3MjSqWKoOAQ1Go1+vAIklPTOH7kIOs3bcHZO65PH8dx/UmYjDYC3tdts1rpGuBDGQ2dtDU3ogxQExgUzMw5i8g/tp/I2Hii45KoqyqjpuIBG3a+AkCILoygkFAu5R1jfs5qVAFqqsruU19dwZotLl87MMgzC9PfXwlAULAObeDTyYa2Wq0eiQedHe00NjSgVqsJDglh0eKl7N/3NfGJiSQlpVD28AEP7t/lldffeip6nhTXQWmeY7+/vz8BarVP1VktL3uAJLnGkI72NvJyTxKmD3cftDd/4SIunj9LaGgYOp2Os/l5BAYFDXuapbfw9u/xSZmMun1Rs9VqdY994Jr3NjU2EBDg6jcWLFrKgW+/Jj4xiYTEZMrLHvDw/j12vfom4Io9LFi0hPPnzhARFUVkZDS3e2MP25/1buzBl9pbJo1xadJocY75TX/6j/9zyOsbn9lOZtZsqisr2PP5x0M+896P/gshOh0AFeVlXDyfT2tzEzKZjMioaHJWrHY7yqNhtY9dM0D5w/tcPHuajvY2gkN0ZM9fNGL9tw9+/0uy5y0ke54rknqn+CYnjx4c8tn/8t/++5h1qJXfbzJbXvaQr774lPfe/zFh+sHFEi9dOEfh9Wv09JiJiIxi1Zp1xCckDvFOj8d4ZgP+5B/+fsjrz2zd4Q4KjAdO5+OtzFdVVvDlZx8Nuj5z1mw2bNrCwf3fUF9Xi9ncTYBaTUxMLIuXLvdYJTebzeQeP8KDB/eQyWRMnTaDtes3oVQqx6yj3WQd9l5dTSWHv/l80PX0GZnkrN7E6WPf0dxQR4/ZTIBaTXhkNHMW5hAxYFX2zImD3L9TPOg9nnnuZWLjkwBXDa/zp49RX1uFv58/6TNmsSBn1Yirk/qg8d/SeP3qFa5cuoDJZCQyKpp1GzaNuY/wJk9b9/fJOrFYLJzLz+P+3VK6u11bKmZkzGTp8pUoFAo6Ozr43a9/PuRrd7/6xveqN/O4/fZAvvr8IyIio1m1dgPGri5OHjtIU0MDPT1mNFotcfGJLFq6Ysh+EaC6qoK9X3zCj/76vz1WQE7lP74ByInq/54GT9uuHY/RZ//z//ofQ17ftGW7+7Aju91OXu5xSkuKsTscpKSksW7jM+5tFuD6PZw+eYz790qRISMhMYnV6zc+VoacQj7+2fKTre+zWCycPXPas1+ZmUlOb78yXoy3jZw/m8fFc/kjPtM3rj8cMK6vecxxXdhIP09bd31Hz7D3GmqrOP7tYB8qbXomOWtdW0nvl9yiuOAS3cYugnVhzF64jMTU/h0pho42Ci6eoam+BrvNRlCIjow5C0mbNnS5HaOhk28+/i1bX3qLsIioYbXF6J58oaiqsoLPP/lw0PXMrNls2bYTgFs3Crl04RxdXQbCwvQsW7HK5wJEQ/HZxx+47WS8+L6Zu6Ult8nPO0VXl4GAADVTp89gxcrV7pPoJUniXH4et24U0NPTQ3xCIus3PjOsfzJWnsbOLNGPTBwToflxxsiqygr2DDPv3bx1BwBFNwu5fPE8xi4DoWF6cpavYsrUaR7PX754jhvXr2HuMRMZGcWK1Y8Xe3ga4yM8/fYOGGOOylMJyPkK32di502+b0DOW3hre+734XEDcr7CSAE5X+ZpBOQEQ+PNbWDfh8nYb493QE4wPI/jSPoST8uZFAxG2IhgNEYKyPky3ycgJ3g8JqsPNRnnYoKJZTKOkZN1fBxrQM63NtoLBAKBQCAQCAQCgUAgEAgE/8ERATmBQCAQCAQCgUAgEAgEAoFgAhEBOYFAIBAIBAKBQCAQCAQCgWACEQE5gUAgEAgEAoFAIBAIBAKBYAIRATmBQCAQCAQCgUAgEAgEAoFgAhEBOYFAIBAIBAKBQCAQCAQCgWACEQE5gUAgEAgEAoFAIBAIBAKBYAIRATmBQCAQCAQCgUAgEAgEAoFgAhEBOYFAIBAIBAKBQCAQCAQCgWACEQE5gUAgEAgEAoFAIBAIBAKBYAIRATmBQCAQCAQCgUAgEAgEAoFgAvEb64Mymexp6ngqGMx2b0t4IjSqMf9ZfApJkrwt4bGRyyefXQMoJqluwcTRarR6W8ITEThJ+7/JiNnq8LaEx8ZfMVn7vsmqe/LRMwntGkAbIPq+iSIqWOVtCf9pmIxzA4FAIJhIRIacQCAQCAQCgUAgEAgEAoFAMIGIgJxAIBAIBAKBQCAQCAQCgUAwgYiAnEAgEAgEAoFAIBAIBAKBQDCBiICcQCAQCAQCgUAgEAgEAoFAMIGIgJxAIBAIBAKBQCAQCAQCgUAwgYiAnEAgEAgEAoFAIBAIBAKBQDCBiICcQCAQCAQCgUAgEAgEAoFAMIGIgJxAIBAIBAKBQCAQCAQCgUAwgYiA3H8yOjs6+Mk//D2NDQ3elvKfEtH+T5/WlhY++vMf+Od//H/487//1tty/sPRZejgjz//R1qbG70t5YkwdHbws3/6f2hunHy/wZ/8w99z726pt2WMCUNnBz+fpO3c2dHBT//xf9I0CbULBAKBQCAQCCYPft4WIBAIBOPJufw8lEolP/iLv0Lpr/S2HIGPERgUzHt/8beoNRpvS3lsfvw3f0dAQIC3ZQgEAoFA4DN0dnTwu1//nDff/SFRUdHeliMQCASPhQjICQSC/1B0tLeROiWdkBCdt6UIfBC5XI42MNDbMp6IwEmqWyAQCP6z43A4UCgU3pYhEAgEAh/DKwE5SZK4evkCtwoL6OoyoNFqmZ09j8U5y70hZ0QkSeJ24RXu3b6BydiFWqNh6sxssuYv5fqFPKrK7mEydaHWaEmdmsHs+TnIfWDAlSSJK5cucKPwOl0GVxtnz5nHzMwsAFpbWzh+9BCNDfWEhoWxfuMzJCYle1c0/bpv3ijw0L0kZzldBgOnT52gouwhDoeDMH046zduJjYu3ic0P9rWS5etoK62lmNHDtLa0kxERCRLfMjGJUni5vXL3CkqxGjsQqPRMmNWNnMX5mDsMnAxP5eaynJkMhnRcQnkrFxHkI8EuYZr87NnTgPQ0FDPhXP55CxfybIVq7wrlpFtpKammhNHDtHa2uKykWUr2Pf1l7z17vtERXtvpVeSJIoKLlNafANTl6uPmz4rm7RpGQB0dXZwOT+XpsY6QnShLF29iaiYOK/pfRRJkrh+5SLFtwoxdhlQa7TMmj2X6RmZ/Pn3v+SVN94jwgdX0keylZ/8w9/z7Au7mDpturdlupEkiYLedu7qMqDpbedpGZkezzmdTk4dO0R9XQ07X3yFoOAQLynux+WLXKToRr8vkpU9lxkZs7wtzc1IY/lvf/Uztj/7AgXXrtBQX0d4RCTbdjyHxdLD8d4+JT4hia3bd6LRan1S/87nX6Lg2hXqamsIDdOzcfMW4uITvKL1Ud2FVy9xu6jfrjOz5jB/8TJamps4e/o4DfW1+Pn5k5Y+jWWr1qNUejcje7S23rbzea5fveyzft9Yfah9e/d4fXz00D7EfCZj5ix+/5ufs23H8xQWXKW+rpYNm7aQmZXtbcnDtveiJTmcOnGMu6V36Okxo9UGkj13ns/5rUPNEfp8vw//+HsAEhKTePm1N70pFRheb1x8Al98+hF//b/97+6s98bGBj784+95/y//mhCdzuuaH7WPhw/uk5CYyKo1693PdptM/Orn/8LuV98gITHJ5zQ3NjYQqA1k/aZnADh5/CjXr17mvfd/jD48HIfDwc9++hOee3E3ySmpPqU9ODiE40cP8dZ77xMWpgfg+JFDVFaW89a77+Pv7+8VvX2ah4rjVFaWo9dHsG7jZvez3d0mfvuLf+X5Xa+QlOydNu5juLZ2Op2cP3tm0PPPbN3BrNnZE6LNKwG5/Lxcim4UsGrtRuITEjAajbS1tnhDyqgUXDzDvZKbLFi2hsiYeMwmE50drQD4KZXkrH0GjTaI9tZmLpw+ir+/isy5i7ysGs6cPsnNwgLWrN9IfEIiJqOR1pb+Ns7LPcHaDRvRh0dw9fJF9u75nB/9+G+8vo3rzOlcbt0oYM26jcQlJLh0t7ZgtVr5/JMPCQwK4rkXd6PVBtLYUI8kSV7V69I8dFtbrVb27vmM5JQ0tu54ls6ODnKPH/W2XDeXz+VRWnyDJSvXEh2bQLfJSEd7Kw6Hg0P7viAqJo7tL72GXC6n4PJ5Dn/7JS+89p5PrPAO1+Y//pu/48vPPiIldQoLFy/1+gSpj+H0WiwW9u75nLS0dLbtfJ7Ozg5OnTjmbbkAXL2Qx93imyxesZaomHi6u410trW571+7mM/CZasJ0YVx7eIZ8o7u58U3f4Rc7hulSc/nn6L4ViErVq8nNi4Bk8lIe1urt2WNymh9t69xYUA7x8S5+pG2R9rZbrdz7OA+DJ2dPP/yG2g03gkOPcrZvFyKbhayau0G4uJ7fREfs5HR7OFcfh5r128kOCSEIwe/48C3e1GqVKzdsAl/f3/2f/M1Z/NPs3HzVp/Un593ijVr1xMapic/7xTffbuX9//yr73ej1w8e5rbRYUsW9XbfxiNtLe1YLNZ+W7v50THxvHSq29j7u7m1PFD5J86xrpN27yqefL6fZPThwLXfObWjQJWr+33WQfOZ/Lzclm1dj2RUdH4+fnGpqTh2vva1cvcv3+XHc+9QHBICF0GAwZDp7flejDcHOH1t97l4w/+yK6XX0MfEekTfioMr9eXGc4+ZmbO4vLFC6xcvQ6ZTAbAnZLbBAYGEZ+Q6JOaExOTuFF43f1cdVUlao2GqsoK9OHh1NfV4nA4vLoINJz2zKzZPHhwj4PffsNrb71L+cMH3LxRwOtvvevVYBwMH8fJmj2H3ONHWLV2vbu/KykuIjAomMSkFK9qhuHbesbMTLLnznc/V1J8i3P5eUTHxE6YtgkfHawWCwVXL7N2w2Yys2YDoAsN8/qPeShsVgslt66xaMV6pkx3rZgHh4QSFevKyJo9f6n72cDgEGZ2LKDifqnXA3IWi4VrVy6zfuMzzOpdjQvtbePOjg4A5s5fwLTprkyXjZu3Uv7wIbduFrJoSY6XVLt0X796mXUb+22jT/eNwut0d5t4/e33UKvVrnthYV7T2sdIbX2j4DqSJLF563b8/PyIiIiky2Dg+NFD3hUNWK0Wim9cJWf1BqZluLImQ3ShxMQlcO9OMUgSK9c94x50V23Yyge/+RfqaipJSPLuCsdIbQ4gl8lRKpU+s71vJL2F168hAzZt2Yafnx/hEREYu7o4eviAVzVbrRZKblxjycoNpM/o7ft0oUTHJtBl6ABg1tyFJKZMAWDuouV88+kfMHS0o+tdyfMmVquFG9evsGrdJjIy+8eZuPhEDJ0d3hU3AqPZtq/R184r121ixoB2jh3QzjablQN7v8DhcPDc7tdQqXyjBp7VYqHg2hXWbNjMzFmevkjfOOltxjKWL1y8hNQ01+9w3oJFHPh2L7tffcNtM1nZcyi6dcML6seuPy19KgDLVqzij7//Ne1tbejDw72iGVx2fbPgCivWbGTGzP7xMTY+gdu3CnE47KzfvB3/3hqlK9Zs5NC3e1i6fDUarXfGncns901GHwpcfcj1q5dZt2Gwz9rX5vMWLGLqtBleVOnJSO198tgRwsL0xCckIpPJfK7sx0hzhL72DtBofMr3G05vVWWFd8UNw0j20W0ykXviGDXVVe5suJLbRcyYmemeK/ia5uamRk4eP0q3yYRcLqe1pZmly1ZQVVXBnHnzqaqsICY2zmsBrtF8vk2bt/Knf/8tJ48d4d7dOyxbsWpCg0RDMVIcx263k3v8CA/u32X6jJkA3C66Seas2V61ERi9rfsSOGprazh75jTPbNtJRGTkhOmb8IBca2sLDoeDxGTvR0pHo6O9FafDQUz80Gm45ffvcOfWdbo6O7DbrDglJ0qlaoJVDqa1xdXGSSnDt/HA1QC5XE50TCwtXs7CaOu1jaQhbKOpsZHIqGh3MM5XGKmtW1ubiYiM8lgVjYv37vbaPjraXJlwcQnJg+61tjTR2dHOn379U4/rdrsdQ0cHeC8rHRibffsSI+lta2sZZCMxsd7f9tnZax+xCcP/scPC+weqvkmo2WxCh/cDcn19SUJisrelPBaTzbbH0s5HD+4jMDCY53a9hp+XV3UH0ueLJPnAlr3hGIs9REZGuf+/tndbakTEwN+mlm6T6emJHIHH1d83ke7uNqHHewG59j67HmJFv62thfCIKHcwDiAmLh5Jkmhvb/NaQG6y+n2T1YeCsc1nomJiJlDR6IzU3plZ2Xz5+cf8+29/SWrqFNLSp5KSmuYFlUMz0hzBF5lsemFk+9BotSSnpFFSXERCYhIdHe3U1daw6RnvZF/3MZLm8IhI1Go1VVWVKBQKIqOiSZsylYJrVwFXxlyiF7fajtZvB6jVbN66nT2ff0JcfAKLly6bYIWDGanf8/PzIyMzi+KbN5g+YyaNDfW0NDex84VdXlDqyVjGSENnJ/u++oIFi5YwI2PmBKrzQkDOV1K2x4Kf3/CTh6aGWs6eOED2wmXEJqagVKoov3+H2zeuTqDCofH3nzxtPJCRbMNX7WaytrVihPa0W61EREazZvP2QfcC1N4/mXKytflk0wsj20cfHlvK+ha+fGALOYzcd/syk81WxtLOySlTKL1TTH1dzZABDm/hq2PKQMZiD3J5/9asvhXogXVsZci8VtrhcfXTq9/bpSgUk7D/mGx9Rx+TVTeMrQ/x97GT3kdq7+iYGH7047+h7OF9KsrL2P/NVySlpPLs8y9NoMLhmQx99kBG0uvOFhrQ1zkdjqctaVRG+z3OzJzFyeNHWLdxMyXFRURERhIxYFHFG4ykWSaTkZCYRHVlBQo/BYlJyURGReFw2GluaqK2ppqFi5cO+/qnzVj6v+qqSmQyGUZjF1arFZXKu4k/o/0OZ82ew0d/+j1dBgPFt26QmJTsE9m2o7W1q0TC58TGJbB85eoJUtXPhBfpCA3T4+fnR1VF+UR/9GMTHBKKws+P+prKQfea62vRBoWQNX8p4ZExBOvCMHUZvKByMH1tXFk+fBvX1da4/7/T6aShoY5wL24RgQG6h7CNyMgompoaMZvNXlA2PCO1tV4fQXNTI3a73X1tYLt7kxBdGH5+ftRWVwy6Fx4ZTWdHO2q1lhBdmMd/vrDdbCz27UuMpDcsLJzm5iYPG6mvr51IeUMSrAtD4edHXfXgvm8yoAt12Xd1VYW3pTwWk822x9LOs7LnkbNiDQf37aHGh+zJ3dY+unUIJp89PMpk1e+268qh++yW5kZsNqv7Wn1tDTKZjNBQ75XRmPR+3yTzoWByzWf6GM1OVCoVMzIy2bxlO9uffYF7pXd8xu8eaY7QtwghOZ0TLWtYRtKr6a3baDQa3deaGhsnTNtwjGYfU6ZOw263U/7wASW3i8mY6f0DkEbTnJCYRFVVBVWVlSQmJbuDdFcuXfB6/bjRtNfUVHP54nmef+lllEolJ48dmWCFgxmt34uIjCIqOoZbNwq4c7uYzKw5E6xwaEZqa0mSOLh/HxISW3c865XttV7JkFu4OIf80ydRKBTE5p9adgABAABJREFUxSfQ3d1Na0szs2bPYc9nHzFl6nTmzl840dIGofDzI3POIq5fyEMhVxARE4fF3E1HWwtBulBMRgPl90vQR8ZQW/GQqrJ73pYMuNp40ZIc8k6dcLVxgquNW5qbSO494aTg2lVCQ8NcxX2vXMTS08Os2d790fTpPnOq3zbM3d20NDczc1YWFy+cY9/XX7Ji1RoCA4Ncp+cEBnq1Mx2prTMyZ5F/5hRHDx1g8dJldHZ2cOXSRa9pHYifnx+z5y/m8tnTKOQKomLj6TF3097awpTpM7l5/RLHDnzN/CUr0AYGYTR0Uv7wLrPnLSYwKNjr2odr89nZc72qbSjGYiPHDh9k0dIcDJ2dbhvxZrkFPz8/suYt5sr508gVcqJieu2jrWXEbay+gp+fH/MWLuXcmVwUcgUxcfGYza5xxhcKyw7HZLTteQuXcv6Rdm5rafbIhps9dwFOp5MDe79kxwu7iY33fk08Pz8/FixeytnTJ1HI5R6+iK/YyFjGcl9msur38/Nj7oIlXDh7CoVCQUycyxdpa21m6oxMLl/I5+SRAyxcuhxzdzf5p44xLWOW17ar9mmezH7fZPOhoH8+c+b0SeQDfdaWZpJ8pA95lJHa22KxEBgYSFRUDDKZjLt3StBqA92ngHqbkeYImVmz8fPzo7zsIUFBwfj5+aHysu7R5jRBwcGcP3uG5atW097WytXL3rft0XwQpVJJ+rTpnD1zmtaWZp8IyI2mOTEpmdwTx1AoFO56YQlJyZw+eZyY2DivHv42kvbpM2ZyaP8+5i1YSNqUdIKDg/nwT/9OWvpUps/I8KrmkeI4AFnZc8k9fgR/f3/Sp033mtaBjNTWhs5OKivKeOnl17BarVitrgU3lUo1YfUFvZL/u2TZCuRyOefP5mHs6kIbGET2nHkAdHS0YzZ3e0PWkMxekINcLqfwylnMJiNqTSDTMrNJz5hNxuz5XM4/icPhID4plawFS7lx5by3JQOQs3wlcrmcs/mnMXZ1ERgYRPbcee77K9es5dLF8zQ1NqALDeO5F3e7V2y8ydJe2ziXn+ehW6FQ8NLLr3L65Am+3vM5ktOJPjyC9QOOVvYWw7W1Uqnk+Zde5vjhg3zwx9+hD49g5Zp1fLt3j7clAzBv0TLkcjlXL56l29SFRhtIxqw5+Pv7s/3F17h87jTHD+7FZrWiDQwiNiHZJ2okwuj27WsMp1elUrls5MghPvjD74iIiCRn+QoOfPvNmLaNPk3mLHT1fQWXztJtMqLWBjIj0zdWusbCoqXLkcvlXDx/BpOxC21gILNm+66N9DHZbHthbztfGtDOmUO085z5i5Akif17v2DnCy8TE+e9hZQ+luS4xpsLZ89gNLp8kdlzfCvwOdns4VEmq/4FS1x2fflCvsuutYHMnD3XNT4+/zJnTx9nz6d/xs/Pn7T0aSxbtd7bkiet3zdZfSjo91n75jOBgUHMnuPb9j1ce6s1Gi5fvEB7WysyuZyYmFhe3P2K14uxD2S4OYJcLmfthk1cOJfPufw84hMSefm1N70td8Q5zbYdz3Hi6GE++MPviI6JZfnK1ezf97W3JY/aj2TMnMXXxZ+RkJhEcEiIF5X2M5LmiMgoAgICCA3Tu4NviYnJSJJEYpL3F5iH0557/Cj+Sn9WrFoLuL7HitVrOXbkIHFx8QQFey85YqQ4DsD0jExOnTzG9IxMn9pqPlxbV1dVYrVa+eTDP3k8/8zWHcyanT0h2mTSGIt1mKy+URvocWg2WLwt4YmI1vnGatTj4u26L0+CLzkaj0OHyTr6Qz6ITutb9VR8kdvFtzh8YD9/+9/+z++1MtPSNTn7v0CV7wzeYyVAqRj9oe+J3W7npz/5B3a98jrJKeOTXWS2er9mzePir5icfbafYsIrhPynxdRjH/0hH0Qb8HT6vs6ODn77q5/x1rvvExUd/VQ+Y6IYr+/idE4+fxVALp98/d9knBtMZibrvEYwcTiecv/X2dHBH377C1576z2iosfnYBvFJOz7AMY6rE++mY9AIBD8B6L41k10oaEEBgXR1NhI3qmTTM+Y6bVj2AW+h8Vi4V7pHWQyGWF679Z8EggEAoFAIBAIBuJwOOgxmzmXf5qY2LhxC8b9Z0AE5AQCgcCLmExGzuafxmQ0EhgYxPQZGe4UdYEA4Fz+aUpuF7NyzTqCvbhNQSAQCAQCgUAgeJTammr2fPYRoWF6tj/7grflTCrEllUfRGxZnTgma2q32LIqGA2xZXXimIgtq08DsWV14hBbVicOsWVVMBpiy+rEMRnnBpOZyTqvEUwcT3vL6tNAbFl9AqqrKrl6+QKNDfWYjEZ2PP8S6VP7T9kwmYzkn86lovwhlp4e4hOSWLthE6Fh+kHvJUkSe/d8RkXZw0Hv831oqKvmduFlWpsaMXcbWb35WRJTp3o80/H/Z++/o6O81nxP/FMKlaWqUijlTEZIIgoBIudsY5LjsY9P6D7dt+/cmTt3Zs2smdX3zl19+9d9u0/3yX2S7WNjYwMGTEYREAogohBBBOWcVUoVf3+UVJKQQMKGekun92ct1kJvvVX61tbzPnvvZz/72a3NFOfn0lBbicPuQBcQyMqNr7lOmczPPkNtdQW93SZ8fH0xhkYwf8lKdIah72Hq6qQg9yz1NZX4+spJmJ7IvDRnUUF3c+1qEYUFl+k2mTCGhLJ2/SbCIyLcrmMs7HY7eRdzKS25TXe3M1MoMSmZtKXpY3YuZ0+f5Ob1YlavXc+CRYslUDw2+XkXeXD/Hq0tzfj4+BARGcWK1WsJdOM2s9rqSm4WF9LcWE9Pt4n1W3cRN2XIth8/vM/dW9doaqynv6+PXW9+QJAxZMRnWK1W8i9k8uhBKTabjaiYeJat2oBaowGgpamB61fyqa+tpq+3Fz9/HbOS5jJn7kK3fc9BPNmuJ0LB5UvkZmcyf2Eqa9dvdMvvrKup5HZxIS1NDfR0m1iz5XViE4Zs5FrBRR6X3aW7qwsvby+CjKHMT1uBMTQcgK7Odm4UXR7wf92oNVqmzJhN8sIleHsPBaeqKx5zreAS7a3NeHt7ExoRxaL01fj567/zdyjIy6Xw8sUR1wwBgbz7/b8YcW3wIIGKJ4/YunM3CVOnA9DU2MDVwjxqa6ro7e3F31/HnJT5zJ0v/QnfAF2dneRkZ/D40UOsFgt6QwCbt+4gLDxcMk2mrk7ycrOoePIIi9WCXm9g7aZthAzYRUFeLmX3Sunq6sTbyxtjSChp6asIDXc+j50d7RTlX6S6spzu7m40Gi0zZs1hYdqyEXbzsijMv0TZ/Xu0trbg4+NDeEQky1euGbHt9/yZk1SUP6Hb1IWvr5zwiEjSV61x+ezGhnqKCi5TU11FX28P/jodySnzmbcw9aXrfVEmq+/zJN0f//bndHV2jLo+J3k+K9Y6/XFdbTUFl3JoqKtF5iUjODiE7bv24zNQVqCvt5cLWWd58rgMmUxGwtQZpK9aL+npfeAZ45HxGE9j78D2p/LHj+ns7EClVjNt2gzSV6xy6ymag/Oa+oF5zc6n5iOnThzjzu2bI94TG5fA7n1vAc6aSvl5F6isKKe724RG68es2XNIW5r+Snzf875HYf5lGuprMZlMvPbGXqYNOwXR4XBw6UION69fo7+/j4jIKNZv2kLAGPMzd/HrX/wLnR2jn9G58xawbuNmrFYr2RnnuHv3Djarlbj4BNZt2IxGK92px5NR8/PwJJ/9Ikw23Z427iu8fMnpn1sH/HNEFMtXjRxDWa1WcjLPca/0Djabldj4BNZu2Ixm2KnjdbU1XMzJpKG+DmQywsLCWb5qLcYQ6Wqa2u12Ll3IGRV3WLJsuSRB7VcSkLNYzBiNIcxJmsuxIyNPQ3I4HBw9dBBvb2927tqLQqHgalEBX37+Ke//4C9GDWCKrxQi4+U3jNVixhBoZMrMJHJOfz3q9c6ONs4c+Ywps5JIWbQMX7ncNakcJNAYStz02Wi1/vT393KjKI/zxw/y+js/xsvLC7vdTuaJr1CpNWx+/W16ekxcyjiJl5cX89JWvPTv9DzulpaQlXGO9Zu2EB4e6WzzLz7lBz/+KzQDQRYpKczP48a1q2zetoOgICP1dbWcOnkchULB/KcmPg/u36Ouphqt1k8itc+mqrKCefMXEhoejsNuJzc7iy8PfMr3f/SXbhucWy0WAoONzJidxLkTR8Z43UxoeBTx02ZyIeP0mJ+Rn5tBZfkj1m15DblcwaXsc5w7cZide98FoKmxHpVaw+qN29H6+VFfW8PFzNPIZDISUxa80u83HE+36/Goq63hxrVigp8KiL5qrBYLAcEhTJudRObJ0f5PZwggbcV6/HR6bFYLJdevcOboQXa/+yNUajUdra04HA6WrtqIv95AW0sTlzJPY7FYSE1fDUBXRzsZJw6TOHcRKzdsw2zup/BCJpknv2bn/vdfyvcIDArmtd1vuX4ea6HjenHRmO9tbKhDrdawYctO/Pz8qaupJvPcSbxkMpLnuT+wPJy+3l4+/eQPRMfEsXvvW6g1atpaW1GqpMue7uvr5asDHxMZHcP2N/ahUqlpb2tFoRjSZDAEsmLNBnR6A1arletXCzn61QHe/cFfolZraG1tweFwsGrdZvSGAFqam8g8exKLxUL6qrUvXXN1ZSUp8xYSGhY2MPjK5tDBA7z/4Y/xHfDHIaFhzJyViJ+/jr6+Xi5fyuXwwc/48Md/jZeXFw319ajVGjZv24mfvz+11VWcP3MSmZcXc+dLZyeT1fd5mu49b72PfVgGT2tzE8cOHSBh+kzAGYz75vAXzF+0hOWrN+Dl5UVzU8OIAfu5U0fp6Tax4403sdvsZJ79huzzp9iwZae7v84IPGE8Mh7jaTR1dWHqMrFqzToCg4Pp7Ojg7OkTdJm6eG3XHrfptFjMBBtDSBxjXjNIXHwCG7fscP3sM2y+0NrSjMPhYN3GLRgMATQ3N3L21AksFjOr1qx/5foHMZvNGENCSEpO4esxTqstzM+j+EohW7btRKc3cDE3my8//5QPf/QTyU5LfPd7H454RpubGvny80+ZPnMWAFnnz/LoURk7XnsDhUJBxrnTHD3yJW+9+4EkemFyan4WnuazJ8pk0+2J476qygrmzl9AaFg4drudi7lZfPXFZyPiNdkZZ3n8qIztr72BXKEg89xpjh3+kjcHbNlsNnP44AESpk5j7YbNrgScQwc/40c/+Y9uXZAYzmDcYcu2nQQFG6mrq+X0iWMolEoWSLDg+krStOITprJsxWqmTh+dzdbW2kpdbQ1rN2wmLDyCgMAg1m3cgtVq4V5pyYh7GxvquVqUz8Yt21+6xsiYBOYtXk7MU1lxg1wvuEBETAILlqwiMDgEf52B6LipqNRDD/G02SmEhkeh9dcRGBzK3NR0uk1dmLqcqyK1VU/oaGshfd02AoJDiIxJYG5qOvdKrmGzuXer0JXCApJT5pGUPJeg4GA2bN6Kr48vt29ed6uOZ1FTU82UadNJmDINnV7P9JmziIuLp662dsR9XV2dZJw7zdYdr+HlgVuA9ux/mznJKQQHGzGGhLJl2w46OzucqwJuIjougUVLVhA3ZfqYr0+bOYf5i5cRGRU75uv9/X3cu3OTtOVriIiKJTgkjJXrt9JQV0NDXQ0AM2Yns3TlOsIjo/HXGZg2M5Fps5J48vDBq/paY+Lpdv08zGYz3xw7wsYt21C6caUfICo2gQVpy4lNGNtGEqbPJiI6Fn+dHkNgMKnpa7CY+2lraQQgMjae5eu2EBkTh79OT0z8VObMS6Xi0X3XZzQ31mN3OJifthx/vYEgYyhz5i2ipakB+0vyfzKZFxqt1vVPpVaPeL2poZ7rVwpYt3HbqPfOnpPCijUbiIyKQac3MGP2HGYlJvOw7N5L0fZdKMjPw99fx5ZtOwiPiECvNxAXn4DBECCZpuLCfPz8/Fm3aTuhYRHo9AZi4hLQD9M0fVYi0bHx6PQGAoOCSV+1DrO5n5Ymp93ExiWwbtN2YuIS0OkNxE+ZxryFi3n0itp81943SUxKJmjAH2/csp2up/xxUso8IqNj0On1hISGsWz5Kro6O+nsaAdgTnIKq9dtICo6Br3ewKzEJGYnpVB2X1o7may+z9N0q9QaNBqt61/54zJ0egMRkdEAXMo5T9K8BcxPXUJgUDCGgECmTp+F90BworWlmcryx6xav4XQsAjCI6NYvnoDZffuYDJ1SfKdBvGE8ch4jKcx2GjktTf2MGXadAyGAGJi41i+cjWPyh5gt9vdpjM+YSrpK1aPyCZ7Gm9vH7RareufUqVyvRaXMIVNW3cQF5+A3mBgytTpLExNo+yBe/1IwpSpLF+5mmkzZo56zeFwcLWokLRly5k6fQbGkBC2bt+JqauLBxL6O7VGM6JdHz0sQ28wEBUdQ39fH7duXmf1mvXExMYRGhbOpi07qKmupramWmh+CXiaz54ok023J4773tj3FolJKa4x1KatO0aMofr7+rh98zor16wnesCWN27dQW3NkC23tjTT19fL0uUrCQgMIijYyJJly+np7h4zi9Rd1FRXOeMOU51xhxkzZxEbl0BdbY0ketwe0bDZnLU9hq+0yGQyfLx9qKmucl2zWCycOHaEtevdn8LrcDiorniMv97A+eMHOfiHn3Hyq0+ofPzsYIPFYubhvdto/XVotM4trU31tegDgkcE8cKj47CYzbS3Nr/y7zGIzWajvq6WmLh41zWZTEZsXDw11Z7h/CMiIqkof0JrSwvgDMZWV1URlzDFdY/D4eDk8aMsSl1CULBRKqkvRH+/s46XUqka507PobmxHrvdTsSwgJ0hIBCtn78rIDcWZnO/W7eQTAa7fh7nz5wiYcpUYofp90RsNhv379xALlcQEPTs58759x+y8yBjKDJkPCi9hd1ux9zfx8N7dwiPisXrJa2Itbe38rtf/pQ//tvPOXPiazqHbT2zWCycOXmUlWs3TrgP6e/v94hn9WHZfULDwjh6+Ct+9s//wB9/9xtuXC+WVNPjRw8whoZx6thhfvuLf+LAx7+l5Oa1Z95vs9m4c/MacoWCoOBnZ4Ca+/vc1uYuf6wa+/dZzGZKbt1Ep9Pj56975ueY+/skXbWerL7P03XbbDbul5YwMzEZmUxGT083DXW1qFQaDh34iN//6qccOfgnaoeNVetrq1EolK5t2wBRMXHIZLLn9pdSMBnGIxPR2N/Xj1yhkKT0y/OoqiznF//yj/zuN7/g3JmT9Pb0PPf+fjf6vonQ0d5Od7eJ2Nih51OhVBIeEUltTdVz3uk+bDYbpSW3mJOUgkwmo76+DrvdPsKnBAYF4e+vo8ZDgluTUfMgnu6zn8Vk1O2J476n6e8bOYZqGLTlYT4jMDAIP3+dKyAXEBCISqXi9s3r2Gw2LBYLt2/eICAwCJ1e7/bvMEhEZNTouEN1JfHD4g7uxO35xwEDf6gLOVms37gFX7mcq0UFdHV10j1sNTE74ywRkVFMmTZ2BserpK+nG6vFTMm1QlJS05mftpKayidkn/6aDTv3ExoR7br33u1rFF/OwWq14K8PYN32va70y96e7lEZGyqVZuA1E+CebWo9PT04HI5RKbpqjYaWFvcFBp/H4iXLMJv7+d1vfuHa7rt85WpmJ85x3VOYn4eXlxfzF3pGjafxcDgcZJ4/Q0RkFMHGyRFABOjp7sbL23tUcE2l1tDT3T3me+prq3n84C4bd+x2h0Rgctj1syi9U0J9fR3vffADqaU8k8onD8k+cwyrxYJao2Xja/tQqtRj3tvZ3kbpzWIWLVvluuan07Nx516yTh8lL+sMDocDY2gE61+SjYSGRbB+0zb0hkB6uk0UXr7Ioc8/5u33f4RcruBC1jnCwiNdNePGo7amirL7pWx/fe9L0fddaG9r43rxVRamppG2dBl1tbVknjuDt7c3c5JSJNHU2d7G7RvFzF2QyoLFS2msryU36xze3t7MTEx23ffkURlnvjmCxWJBo/Xjtd1vjeoHB2lva+Xmtassc8Opwg6Hg5yMc4RHRo1a0Llx7SoXsjOwWCwYAgJ5Y99bz9xGUVNdxf27pby2e98r1/wsJqvv83Tdjx/ep7+/jxmzkwDobG8HoCj/IktXrCE4OIR7pbc5eugz3nzvh+gNAfSMMc7z8vJCqVQ9s7+UgskwHpmIxp6eHi5fukBKyjw3q3s+cfEJTJs+A51OT3t7Gxdzsjj05QHeeveDMQOHba2tXCu+wsrV6yRQOzambhPAmM9nt8kzbLns/j36+vpIHOgHu7tNeHt7j9pl4NRskkDhaCaj5kE83Wc/i8mo2xPHfcNxOByu2EzwwBjqWbas0WjoHvAncoWCPW+9x7FDBynIc9Z9NhgC2LXvLUkXVRYvWUZ/fz+//fXPn4o7JEmix+0BOW9vb3a8vpuzp77h5z/9B2QyGTGx8cTFT8GBc7/9w7L7VFaU8+4HP3S3PACXjqi4KcxOcdaICQgOobG+hvt3bowIyMVPm014VCw9Pd3cuV5E7tljbH79bdd2BsHEuFd6h9KSErbteJ2g4GAaGxrIzDjrKrJYX1dL8ZVC3v3gh5PmBKFzZ07S1NTokTUhXiatzU2c/eYQ81OXERXj2dlenkBnZweZ58+wd/87ktVkmQhhkdG8tv8D+np7uH/nJlmnj7J9z7sjMn4Buk1dnDl2kLgp05mRmOK63tNt4lLWaabOnEP8tJlYLGauFVwk69TXbNy57zs/x7Hxw1exQggNi+APv/kZD+6VolZrqKos5833JhbwbG5q5MTXX5G6JJ2YuITvpOtl4HA4CA0LZ8UqZ6AqJDSM5qZGblwrlmxg5gyohrNkubNGoDEklJbmJm7fuDYiIBcZFcP+935Ab28Pd25d5/Q3h9nz1geuA2EGMXV1cuzQ50yZPpPE5Fc/uc48d5rmpkb2vf29Ua/NnJVITGwc3SYTV4ry+eboYfa/8/6o57O5qZFjh78kbelyYj3ATgQvl9LbN4mJS3DVpx08HTIxaS6zBmw8OCSU6spySktusiR91TM/y9OYDOOR8TT29/dz6OABAoOCWbp8pXvFjcPMWYmu/wcbQwgODuG3v/4ZVZXlI7JHwFl65dDBz5g+YxbJHhZY9HRu3bxOfMIU/Pw8r4b0s5iMmgXuxxPHfcPJOHuK5uZG9r/9YjWgLRYLZ08eJzwyii07XsfhcHClMJ8jX37O29/7EN+Bw5Hczd3SO5SW3Gbbzl0EBwfT0FBP5vmzaP38JGlvSWaDoWHhvPf9H9Hf14fNbkOt1vDpR78jNMyZ8l9ZXk57Wys/+6e/H/G+40e+IiIqmn1vvfdK9SmUamReXugCRp5EpTcE0lA3MtVVrlAgVyjw1wcQHBLOF7/7FyoePyB+2ixUag3NDSNrdfT2OleZVGr3bcNVq9XIZDK6n1qt7Rk45c4TyMnKIDVtKTNnOwc1wcYQOjraKbh8icSkZKqrKunu7ubXP/+p6z0Oh4PszPNcvVLIj3/yNxIpH5vzZ07xqKyMN9/9Hv7+/lLLeSHUGg12m43+vr4RWXK9Pd2jJtVtLc2cOHKAmYlzmZe61L06J4Fdj0V9XR093d189PvfuK45HA6qKiu4drWI/+3/+L89YiuOr68cX70cf70BY1gEX338Gx7cuUXywjTXPd2mLk4dOUBIWATL1mwa8f67t64hlytGZM2tXL+NL/74S5rqazGGvdyTrhRKJfqAADra22hpbqKjvY1f/+s/jLjn5LFDhEdG8ca+d13XWpqbOPLlZyQmz2VRWvpL1fRt0Wr9CAoKHnEtMCiI+/fuSqQINFrtiJO1AAwBQTx8qgaSr1yOXh6A3hBAWHgkH//2F9y5fYOFi4f8g8nUxZGDnxIWHsmaDVteufbMc6d59LCMfW+9i98Y/lihVKJQKjEEBBIWEcnPf/oPlD24N2KS3dLcxFeff0pSylwWL5XWTiar7/Nk3Z2dHVRXPmHT9l2ua4Nb3UfbfSCmge3xarVm1NZEu91OX1/vqP5SKibDeGQ8jf39/Xz5+afI5XJe371XskLgE0VvMKBSqWlrayMmdui6qauLg599QnhkFBs2bZVM31hoB57B7u5utMOCRz3d3RhD3Hvw1Fh0dLRTUf6EncMO89BotNhsNvr6+kZk6fR0d3vEiaWTUfNwPNlnP4/JqNsTx32DZJw9zeOHZex9+70RY6hn2XL3sHa+V1pCZ0cHb733fddC/NYdr/Ozf/7/8ajsPjOGjbPcSU7meRYvWcqsYXGHzo4OCi5f+vcTkBtkcLLf1tpCQ30dy5Y7J26paUuZkzJ3xL0f/+7XrFqznvipYx/C8DLx9vYmyBhKZ1vriOsd7a1o/Z43mHHgwOEqWB4cGs7t4vyBravOgVldVblzwuLGI8S9vb0JDQunovyxqyCtw+GgvPwx8xd4xvZPi9UyKmPGy8vLla04OzFp1CrjV198xuw5c1xp4J6Aw+Eg4+xpHty/x/533kOvN0gt6YUJMobi5eVFTVU58VOd9tLe2oKpq5OQYUGU1pYmThw+wLSZc1i01L2nBsPksOuxiImN44Mf/MWIa6dOHCMwMIjUtKUeEYwbC4fD4aoBCkPBuCBjKOlrt4x6fq1jPNOyge82+Fy/TMxmMx3tbWhmzWHq9FnMnpMy4vXPPvo3lq9aR1zCVNe1luYmDh/8lFmzkzwq2yUiKorW1pYR11pbW/DXPbuu2asmLCKK9qc0tbe1PLfWGoy2G1NXJ0cOfooxJJS1m7a90oxnh8NB1vkzPHxwnz1vvoNuAv7Y4XCAw4HNOnTwSHNTI199/imz5iSxbMXqV6Z3okxW3+fJuu+W3ESlVhMbP+Qf/Px1aLRa2tqetvtWVyZtaHgk/f19NDbUYQwJA6C6shyHwzGiv5SCyTAemYjGwWCct7c3u/bs9+jM8kG6Ojvp7e1BOyzA0tXVycHPPiEkNIxNW7Z73G4PnV6PRqOlovwxIaGhgLPta2uqSZm3QGJ1cPvmDdRqDQlThp7R0NAwvLy8qCh/wvSBgypaWprp7OwgIiJSKqkuJqPm4Xiyz34ek1G3J477HA4HmefO8PDBPfa+9e4o/xwyYMuV5U9cB8W0tjTT1dlB+IAtWyxjzAVkMmQMZaFLwVhxB5lMJpmmV9Krmc1m2ocFszra22lsqEepVOGv03H/bikqtRp/fx3NTY1kZZxhyrTpxMY7BziDJ+Y9jZ9O99IGFBazma6ONtfPXZ0dtDY1IFeq0Pr5M3tuKhfOHiMkPJLQiBhqKh9TXf6QDTvfdN7f0U75w7uER8WhUKnpMXVy+1ohPt4+RAxs2wuPikNnCORSxgnmL1lFb4+J64UXmZE4D29v9w4oFqYu5uTxo4SGhRMWHsHVogIsFotHpMECTJkyjfzLF/HX+RMUZKShoZ4rhQXMSU4BQKVWj67T4u2FRqMl8KnVayk5f+YUpXdu8/rufcjlCkwD9SAUCoXb0nItA4GJQbo622lubEChVOLnr6OvrxdTZyc93c6aje0Dkw21RoNao0WhUDJjdjL5FzJRKFXI5XLycs4TEhbhmmC0NjfxzeEDRMXEkTRvET0DtQJkMq9n1ot6FXi6XY+FQqEYVR/H19cXpUrltto+FrOZzmH+z9TZTktTw0CmkIqbV/KJjpuCSqOlv6+X0lvF9HR3ETcQoO02dXHq8AG0/v4sWraavt6hDBH1wKpYVGwCJdevcL3wEvHTZ2Exm7l6ORetnz+BzynyP1EuZmcQN2Uq/v46TKYuCvIu4CXzYtrM2ajVmrH7EH+dKyjT3NTIkS8/JSY2nrkLUl21W2ReMtRqaTNbFi5azKcf/4H8vIvMmDmbutoabl6/xobN0mVUzJ2fylcHPuJKwSWmTp9FQ10tJbeus3r9ZsBpU1cKLhE3ZRoajZa+3l5uXb9Kt6mLqdNnAc5g3OEv/oS/v45lK9eOyCx6FZkBmedOc6+0hB279iKXK1x/Y/mAP25vb+P+3TvExiWgUqnp6uqkqCAPHx9fV2Hf5qZGvvz8T8TGJbBg4WKPsZPJ6PvAM3U7HA7uldxkxqykEQsiMpmMuQvSKLp8gaDgEIKCQ7hXeou2thZXJl1AYBDRsfFknzvJyrWbsNvt5GadZeqM2a6tr1LhCeOR8RhPY39/PwcP/Amr1cLWHXvp7+93HfygVqvdtoBlNptpe2pe09BQj0qpQqlScflSLtOmz0Sj0dLe3kpudiYGQ4Bra3tXVydffPYJ/jodK9eso2eY79O6MSvKbDbT1jr8e7TRUF+PSuWcny1YlMrlvIsYAgLR6/VczM1G6+f33NNl3YHD4aDk1k0Sk0Y+owqlkqTkuWRnnEOpVKJQKMg4d4bwiEhXQEAqJqPmsfBEnz0RJptuTxz3ZZw9zb3S2+x8Y+wxlEKpZE7yXLIzz6FUKZHLFWSdH2nLMXHx5GadJ+PsaeYtWIjD4aBooCZ81PD0YTczZeo0LuddxN9fR1CwkYb6Oq4UFZA0EHdwNzLHBEOB3eaJRwwrK8r58sAno67PnpPMpq07uHalkCuF+XR3m9Bo/ZidmETasuXPTUH/x7/7r+zYtYep0ybeKTR19j/ztfqaSs4e/XzU9YQZiSxb49xCU1Z6i9vXCugxdeGvDyBl0TKiB1ZPe7q7uJx1hpameueJa2oNIWFRJC9cgs4wlP1m6uygIPcc9bWV+Pj4kjAjkflpK587iAjVv5rT24qvFFFUcJnubpMzO2H9xpfq/L9LVLm/v59LF3Iou3+Pnp5utFo/Zs6azZL0Fc+0i1//4l9YsDCVBYsWf+vf+7JXKP/+v//tmNc3b93hCi6+DNq7zc98rbaqgm8OHxh1fdrMOazasJX7d26Rc/7kqNfnpy5jwcCWPavVSv6FTB7dL8VmsxEZE0f66g2uYMvV/IsUF14a9RlaPx1vff8vn6lNr5GP+91elFdt1+7gwJ8+cml/WTR3Pdv/1VVXcOrIaP83dWYiS1ZtJOfscZrqa+nr7UWpUhFkDCVl0VKCBzJAHpTe4mLGqTE/+/v/4f9w/f/Rg1JuFxfS0d6Kj48vxtBwFi5d9dwMYa1iYosVp785Qk1VJX19vahUasIjo0hbthL9M46I/5d/+P/YunO365CHgrxcCi9fHHWfn7+OD3701xPSMIhS/vK3Tz0se0BudiZtrS3o9AYWpi4mZe78l/o7es228W8axpNHZVy+kEV7Wyv+Oj1zF6S66r9ZrVbOnvia+rpaent7UClVGMPCWbR4GSED5ShKS26ScfqbMT/7P/zn/3tCGny9J+6z/+f/+G9jXt+weTuJScmYuro4d/oEDfV1A1sMtURGRZO2NN21TfHyxVzy8y6M+gx/fx0/+Mv/MGEtPt4vP3AwWX3fq9bd3Wcd/6ZhVJY/5vjhz3nr/R9jGMM3FRde5vaNq/T19REUbGTJ8jWER0a5Xu/r7SU36yzlj8qQyWQkTJ1O+uoNyOUv1t9plC93odZd45HvwngaKyvK+fzTj8e858c/+ZtvfUqf3f5i49XKinIOPmNes27DZo4ePkhjQz19fX1o/fyIjUtg2fKVrm1bJbducPrk8TE/+z//n//PhHV4eX23Meuz2jMxKZkt23bicDi4dCGHm9eL6evrIzIqmvUbtxAQ+O139byMjJMnjx/x1Ref8eGPfjJKi9VqJTvjHHdLS7DZbMTGJbBu42a3BjrHQirNryLzUvQ17sEd4z4A2wT93z/+3X8d8/rGLdtdu9OsVis5mee4V1qC1WYjLi6BtRs2j1hkLX/yiPxLF2huakQmk2EMCWXZitUv9Lfw/o6+72n6+/u5mJs9Mu4wO5Glz4k7fBsm2q2/koCcp/C8gJwn86oCcq8aKVNPvy2etmVgojwvIOfJvIqAnGBsnheQ82QmGpDzJF5FQM4dvGhAzhN4kYCcJ/EqAnKCsXnRgJyn8LIDcoJn86IBOU/huwbkpGAyzg0mM5N1XiNwHxMNyHkSLzsg5y4m2q2LEaJAIBAIBAKBQCAQCAQCgUDgRkRATiAQCAQCgUAgEAgEAoFAIHAjIiAnEAgEAoFAIBAIBAKBQCAQuBERkBMIBAKBQCAQCAQCgUAgEAjciAjICQQCgUAgEAgEAoFAIBAIBG5EBOQEAoFAIBAIBAKBQCAQCAQCNyICcgKBQCAQCAQCgUAgEAgEAoEbEQE5gUAgEAgEAoFAIBAIBAKBwI2IgJxAIBAIBAKBQCAQCAQCgUDgRkRATiAQCAQCgUAgEAgEAoFAIHAjPhO90dRnfZU6XgmdvRapJXwrQvVKqSV8K2QymdQSXhirzS61hG9FY2e/1BK+FXqNXGoJ/27Qq32llvCtaO+ZfH5bKfeWWsK3QjUJddvtDqklfCscjsmpWyD4c6S7f/LNaQC0yglP2zyGyTg3ALBN0r7Ge3I2t8CNmK2Tb+47GcerL4LIkBMIBAKBQCAQCAQCgUAgEAjciAjICQQCgUAgEAgEAoFAIBAIBG5EBOQEAoFAIBAIBAKBQCAQCAQCNyICcgKBQCAQCAQCgUAgEAgEAoEbEQE5gUAgEAgEAoFAIBAIBAKBwI2IgJxAIBAIBAKBQCAQCAQCgUDgRkRATiAQCAQCgUAgEAgEAoFAIHAjIiAnEAgEAoFAIBAIBAKBQCAQuBGPCMgd++pT8nLOSy1jQlw89SW3CrKllvHCHPjTR2ScOwPAr37+U64UFUisaGIM1z1ZOPjZJ2RnnH3m67/95b9SfKXQjYomxmS1bRhpJxaLha8Pfck//8Pf8ff//W/p6+uTWN1oJqNdw0jb9lQ7fh4nD39GwYUMAA7+8ZeUXL8isaLxGW4rk8FuJmtfM8gXn31M1nmnjf/ml//CVQ/U//mnH5N5/tl9jKczGfUfOfgnLmafk1rGCzMZfMbTTEbNwzn65adcyp4cc5pBJuMzCZPPVob3L5OJydbOk03vcCar9sNffMKFLNFHflt8pBYgEAgEL5OSWzeorqrg7fe+j0qtRqFQSC1J4IFs3/s9fH19pZbxQrz2xl68vDxiHU0gEAgEAo/hVz//KQsWLWbhosVSSxEIBIIXQgTkBALBnxVtbW0EBgUTbDRKLUXgwajUaqklvDAqlUpqCQKBQCD4lthsNry9vaWWIRAIBAIPwu0BOYvFzMXMMzx+eB+5r5zkBZ67kmG1WLhxOYPaiof4+MqZmjh/xOuVD0t5dOc6po5WvH19CQ6LIil1FQqVtBM9s9nMuTMneXDvLnK5gkWL00bf09/P8a8P87DsPgqFkrSly5i3YJEEaodpGke31Wrl0oVsSktK6Onpxs/fn8VLlpGcMk8ixWAxm8k4e4qyB/eQyxUseGplrqe7m7OnvqGy4glqjZZly1dKI/QpxrNtm81KaXEe1Y/vYTH3468PYvbCdILDoiRSPMTz7OTAnz6iqrICgL//739LVHQMb77zPYmUOhnPrk1dXZw+6bQRjUbL8pWryc3JlHyldzzbBqcdnTl5nAf376JUKlm8JJ0kCZ/H4VgsZi5nn6X80QN8feXMmTfSvx384y+ZnbKQxLkLJVI4mvFs5cCfPsIYEsra9RslUjiSifQ1w7l5/RrZmefYuWsPsXHxblL5bMxmM+fPnqLsvlP/wtTn65cCs9nM+TOneDCo8ak2/vUv/oWk5Lm0tbby4P5dVCo1a9ZvJCIikjOnvqGi/Al6vYGNW7cTFhbukfqTU+bR3tbGvXulKJVK0pamkzJ3/jM+8dVjsZjJyTjD47J7+MrlzH1qnNrX18vF7POUPyrDZrMSHhnN8tUb0BsCJFLsZLzn8Vc//ylJyXNpaW72mLHfeJq7u7s5feI4FeWP0Wi0pK9cxYWcLMn7x0EsFjO5GQNzGrmclPkjNf3pd79gZmIy7W2tPHn0gPgp01mzcZtEap2M90xeL77ClaJCujo7UCiUREZFs3PXbonUDjHe2K+zo4Os82ddW0L/y//1/0olFXDqzRjWvyx4qn/5x7/7r+zYtYep02a4rv3sn/6eVWs3kJiU4ma1QzyvnXOzM6kof8K773844j1/+O2vmT5jJkvTV7hb7nP1Fl8p4sb1q3z/h38JwIP79/j60EHWb9zC3PkLAPjis08Ij4hk+crVHqW9pbmZj37/GzZt2c6sxDkA3C29w6lvjvLeBz8kKDjY7XoHsZjNZJ8/zaOye/jKFcxbOOT3Ci9foOz+Xd5+/0cj3nPgo98SN2UqactWulntEM9r78qKcj7/9ONR70lMSmbLtp2vXJvbA3L5F7Kora5k4/Y3UKk1FF3KobmxnqDgEHdLGZeSKxdorq9m8dodKJQqSovzaG9pRBfgfAjsdjsz5y3BT2egv6+H20W5FF88w5L1r0uqOyfzPFUVFby+ex8ajYbc7Cwa6uswhoS67ikquEza0nSWLV/Jk8cPyTh3BkNAIHHxCR6r++Txo9TUVLF2/UaMIaG0t7fR29sjmV6A3OwMqqoq2bFrL2q1mku52TQ21GEMcdrzmZPHMZm62L3/Hby9vck6f4aenm5JNcP4tn0zP4uu9lYWrtyCUq2lruIhl88dYc3Od9HqDJJqf56dvPbGXnKzMmhqauS1N/Z6xEr0eHZ94puj9Pb0sP/t9/Dy8iYr4yw93dLbyHi2DXC1qICly1eSumQZD+7dJePsKSKjogkIDJJQuZOiS9nU1VSxbusulCo1Vy/n0tLYQKAH9jWDTMR3exIvorcwP4/C/Dz27H+H8IgICdSOJjcrg+rKCl57Yy9qtYaLuQP6jZ7T3jlZGVRVVvD6G3tRazRcyBndxlevFLJ8xWrSlqVztaiQk98cJSIikjnJc1m5eh252RmcOn6UD374F8hkMo/Tf6WogPTlK1m8ZBn375Vy/swpoqJjCJTIj+TlZlJbVcHmHbtRqTUUXMqmqbGeYKPTd2Se+Yb2tja27NyNXK7g8sUsvjnyBW9+70eS9jmTcew3nuZT3xzF1NXFvrffw9vLi4xzZzyifxzk8sCcZvOON1CpNBTk5dD01JzmxtVCFixexsK0dAmVDvG8Z7KurpaMc2fYsv01IiIj6evtpbqqUmrJwPhjvz/+9tckz51HsoTB/OHkDrTzzmH9S6OH9S9j8bx2npU4h4LLl2hra8UwsADR1NRIU2MDr+3a43F6o2NiyDh3mp7ubtQaDVWV5ajUaiory5k7fwE2m43ammoWL1nmcdoDg4JYtWY9586cJDIqGmQyzp0+wYrVayUNxgFcys2kprqCra/tQaXWcPliNo0N9QQbQ5k1J4WiyxdpqKslZGARsLGhnuamBrbsfENS3c9r74jIKH7yN/+r696W5iYOHTxAVFSMW7S5tRiNxWzm3p2bpC1fQ2R0HIFBRlZt3IbDbnenjAlhtZipeFDCnEUrMIZHowsIZv7yDSO0xk5LJDQqDo2/ngBjOEmLV9FQXY7VYpZMt9ls5tbN66xau47YuHiCjSFs2b4T+1NtHBEZzeIlywgIDGT+wlSmz5wlafHq8XS3trRw7+4dNm/dwbQZM9EbDMTGxTNzVqKkmktu3WDF6rXExMYRbAxh49YdQ5pbW3jy+CHrN20lPCKSkNAw1m/ehtVqlUwzjG/bPaZOKsvusGj1VoJCI9H665k6ZwGBxggqyu5Iqn08O1GpVPj4+uLt7Y1Wq5V8i994eluam6l48piNm7cRHhFJaFgYm7Zsl9xGxrPtQeISppAybwEGQwCLFi9BpVK7MhSlxGI28+DOLVKXrSY8KpaAICMr1m/F7vC8vmaQifpuT+FF9OZknedqUQH73/mexwTjzGYzt29dZ+XqdcTEOvVv2upZ7W02m7l98zor16wjZqCNN28brTE+YQop8+YTEBDIkmXLMff3ExoWzoyZswgIDCQ1bSktLc10uzmQ8SL6585fiCEggNS0pahUaioryt2qdbjm0pKbLF2xlqiYOIKCjazduN3VPzozncpYvX4L4ZHRBBlDWLd5B92mLp48fCCJ5kHdk23sN5Fx3+NHD9m4ZRsREZGEhoV7RP84iMVs5m7JTZasGJjTBBtZs2H0nCYiKoaUBano9AZ0emkXNMd7Jrs6OvCVy0mYMhWdTk9IaBjzF6ZKqhkmNvaTecmQKxRotVq0Wq3keks8vH8Zi/HaOTjYiNEYQmnJbdd7SktuExYegSHA/RnC4+kNCjaiUqmoHBiXVlZUsCg1jaoK5891tTXYbDYiIt2/+2ciPnvegoVERkXzzbEjnPrmKKHhEcz3gN1sd27fYNnKoT5y/aahPtLPz5/o2HhKS2663nO35CYRUTGS+r/x2ntw3qjVavH28uLMyW+Yk5xCUspct+hza4ZcR0cbdpsNY+jQtgmlUoXOEOhOGROiu7MDu92GIXhoJUOuUI3IDmprbuDe9Xw6Wpuw9PfhwAFAj6kLf4m+U3tbKzabjfDwSNc1lUo1KmMlIjJy5M8RkVwtku7ExPF0NzTUI5PJiIp2T6R6IgxqDgsbmmCqVCoMAc6/fWtzM15eXoSEhrleDwwMQqFQul3rcMaz7c62ZhwOB+cP/XHE++w2G3KltNonat+ewnh6W1ucNhIaNmQjhoAAlB7Szs+y7UGG1+mTyWRoNBqPyF7o7GjDbrcRPOzZUyhV6PTSbil7Hn9utj3IlYJ8LBYz733wQ/QGaSejw3HZePhIG/ek9h5q4+drHMzcAtBoNKOuqQeu9fR0u3Wi+m30y2QyNFqtZH6ks905Tg0Ztr1XqVKhHxjTtQ347OGvq1Rq9IZAWlub3a53kMk49htPc0tz00D/ONTWgUFBKCTuHwcZnNOEhI5tK4MM74ekZrxnMiYuHp2/jn/75c+IS0ggLn4K06bPkPwApMnaP3py/zIWE2nnWYlzuHXzBkvTV+BwOLh7p4SFqdJsHx9P7+C8saqinNi4eFqam5g7fyGF+Xm0NDdTVVlBWHiEJPY9UZvetHUHv/3Vz5DJZHz/h3/p9iz3p+kY6CNDh80PlCoV+mHzg8SkuWScOUH6qnXIZDLu3y0hfdU6KeS6mGh722w2vj78Jf46HWvXb3KbPnGow7fEarFw+exhjBGxLFixCYVSTU93J5fPHsFut0kt788OXx9hqu7CarEgk8lYteOtUY7fx0cukSqBJ+Ll9dT2LJkMh8MhjRiBRxIZHc2jh2Xcu3tHsm0hf+54Dzt5d9Bnj7iG85qnPpveT50cLMNztQoEL4rUwawXQaFQ8N73f0hlRTnlTx6RdyGHvIu5vPv+h5IvFP5Z8pSbs3l4Bh3AzNlzyMnKoL6uDqvVQmdnBzMk3K00HlExsdy8Xkx1ZQXGkFAUCgVR0TFUVpRTWVnhUYkeY9HYUI9lYF5mMpnQ+vlJLWlc4qZMw9vbm0dl9/D28sZuszN12kypZU2Ic6dP0tXZybvvf4iXl/s2krp1y6pOZ8DLy4vG+lrXtf6+XjraWt0pY0Jo/HXIvLxoa6p3XTP392HqbAOgq6MVc38fsxekExQaiZ8+gH6J65kB6A0BeHl5UVtb7brW19tLW2vLiPtqa6qf+rmGwCDpVm7G0x1sDMHhcHjEdrhBBjXX1dW4rvX19dI2YM8BgYHY7XYa6utcr7e2NNPf3+d2rcMZz7Z1gUYcDgf9vT1o/Q0j/inVGqlkAxO3b09hPL0BgUGjbKSttZW+PmltZDzb9nT8B/qapmHt2t/XR2d7m4Sqns+fm20PEhYewe59b5Gfd5HCgsvulvlMXDZeO8zGPay9h9rYczU+j8mo31/v9B0NdUPj1L6+XtoHfJ9h0GcPe723t4f2thZJs18m49hv3P4xyNnW9cPauqWlmX6J+8dBBuc0DfVj24onMpFn0svLi9i4eFauXsf3PvwRnR3tVJY/kUKui4nYt7e3t8eUQHpW/9I6TK9arcFk6nL93NbagtVicavOp5lIO/v7+xMdE0vpnVuUltwmNi7BlZntbiaiNzo6huamJu7dKyU6JhZwBunKyx9TU1XpuuZuJqK9t7eXU98cI21pOolJyXxz7AgWiW1EN9BH1j81Pxju97y8vJiZmETp7ZuUltxk2oxZ+Ei8MDGR9i4qzOfe3Tu8vnsfKrV7D+h0a9qRr1zOjMRk8i9moVSqUKnVFOXljsjCKbyUTbepi9Ubt7tT2ih8fOXETkuk5MoF5AolCpWaO8V5rpVmtcYPLy9vHt+9Ttz0JDrbW7h/Q7otn4PI5XKSUuaSnXkelUqNWu0s2Pp0plN1dRWF+XlMnTaD8iePuHf3Dm/sfVMi1ePr1un1JCalcOrEMdau34QxJITOjg66u7uZOWu2ZJrnJM/lQlYGKqUKtUbDpdxsl+aAwCBi4xM4f+YkazdsxsvLi+yMs/hInO03nm376QxEJcyg+MIZEhetQB9opL+vh6baKnQBQYRGSXc64kTt21MYT29gUBAxcfGcOXWC9Ru34O3tRVbGOXx8fJDyG41n256Or1zOtNnJFF3KQqFUolRrKL6c69H6/9xseziRkVHs3vcWX33xGV5eXh5xOuKgjedkn0epGrTxLPCg9pbL5SQlzyUn6zwqlcpVGNyTND6PyahfLpcza04KeRcyUaqc49SCSzkuu9YbAohLmEb2+ZOsXLsZuVzO5YtZaLR+xCVMk1T3ZBv7jds/BgYRFz+Fs6dOsH7TFry8vMg8L/0YahBfuZyZicnkXxia0xTmTYJ+5jnP5MOyB3S0txEZHYNSqeTxw4c4HA4CAqUtLTQR+9bp9FRVVjJzViLePj6o3TyhflrvnOS55GY721k10L8M1xsdE8v14iuER0TicDi4kJ3h1oycsZioH5k1ew6XLuRgs9tYs3aDRGonpjfYGIJSpaK05LbL10VHx5KdcQ6ZTCZJ/biJaj97+gR+/v4sWbYcq9XKR7//DdmZ51i/cYskmgd1z56TwqWcTJRKpw+5fCnHNYccZHbSXK79/lcA7H7zexIoHcl47V3+5DE5medZv3EzKrUak8kEOHfouaNMgtt7tbT0NVjMFk4f+wpfuZzk+an0m/tdr3d3m+jq6nS3rDFJXLgcq8VCfsZRfHzlTEmcj3VAq0KlZl76BkqLL/Go9Dr6QCOJi5ZTkHFMYtWwas16LGYLh7/8HLlczsLUtFFZWYtS06irqyXvYi5yuYLV6zYQnzBFIsVOxtO9YdMWcrMzOX/mJL29vfj761i8VNotUMtXrcVsNvP14YPI5XIWLFpMf/+QPW/cvJ1zp09w8LOPUWu0LFu+krwLOdIJHuB5tg0wL30D928UUlKUS2+PCYVChcEYRmhUnISqnUzEvj2J8fRu3baT0yePc+BPf0Sj1bJi1Rqam5skn3SMZ9uezqKlq7CYzZz/5jC+cjmJcxdhNnu2/j832x5OZFQ0b+x90xmUk8k8olD4ytXrsJjNfH3oC3zlchYuSvM4G1+5Zh1mi5kjX33hfA5TPU/j85iM+pcsX4PFbObE118il8tJWZA6QvOajVu5mH2eE0cPYrfZCI+MZtvr+yQ/1Xsyjv3G07x52w7OnDzOgT99hEajJX3lKjo7OyTT+zRLlq/BYrFw6qhzTpMyPxWzh9v3855JpVLJlfv3yLuYi9VqxRAQyLYdrxMUbBznU18949nKshWrOHvqBL/55b9is9n4L//X/yuhWlgx0L8cOTTQzk/1LyvXrOfMyWN88elHaLV+rFq3YcRuCamYiB+ZPnMW58+ewsvLi6nTZ0ik1Ml4emUyGVFRztIZkVHRABhDQlAoFAQEBiGXS1eK53naS27d5PHDMr734Y/w8vJCLpezdfvrfPbJH0iYMo2EKVMl07105VrMFjPffP0lcl85cxcuxvyUjegNAYRFRNLX10douGcc5vW89q6uqsThcHD29EnOnj7pek9iUjJbtu185dpkjgkW6mjolDZF8tvQ0OG5E5nnMS3M8/eH/7lgtXlGevuL8rhR+sL53wZh2+PT2dnJr372z+x98x1i4759NuJkte32nsnX1wT5Kdzye/700e+JiY1j+crVbvl9nojdPjlri3lw0syfHT39k7OOr0b5ahdhfvXzn7Jg0WKPyFD9LryM79HVO/n6GQDtK7aRV4EnZww+D9sk7Wu8vSZnewvcR6/51feRDoeDT373S+akzGfewu/e56jk0i54fVsm6rInn2cXCASCPyMqyp9gNpsJNhoxmUzkZJ5Hp9N7fKFZgfuwWq00NTbS3NTI/IXSHnkvEAgEAoFAIBCMRU9PN2X3SunpNjFrTrLUciYFIiAnEAgEEmKz2biQk0l7WxtyhYKIiCi27Xxd8u1PAs/h8aOHnDz+NVOmTWf6jFlSyxEIBAKBQCAQCEbxu1/8M0qVmtXrt6BUqqSWMykQW1Y9ELGtz31M1m19YsuqYDwmq22LLauC5yG2rArGQ2xZFYyH2LLqPsSWVfcitqwKxsMdW1ZfNmLL6gSora7k5tUCmhrr6ek2sWHbLuKmTHe97nA4uJp/gbu3b9Df309oeCTpazaiNwS47jl97Ctamhro7elGoVASER3H4vRVaLTOCXxNVQW3rxXRWF+L2WxGZzCQPH8x02YmfivN928WUVtRhqm9FS8fHwKN4cxemI6fLmDEfS2NtZQW59HWVIdM5oUuIJilG17H28d5fK+5v5eb+dnUVz1GJpMRHjOFpMWr8PEdKhLpcDh4WFLMk/u36DV1IVcqiZ+RwvQU9xS1zs+7yIP792htacbHx4eIyChWrF5LYKA0R91PlK7OTnKyM3j86CFWiwW9IYDNW3cQFh4uiZ7C/EuU3b9Ha2sLPj4+hEdEsnzlGgKGtWN7Wyu5WRnUVFdhs1mJjU9g9bqNaDRa1z2trS1cyMqgpqYKu81GkDGEpekrX8rR2xOx64unvqS5vnrE+2KnJzF36doR1yrK7vCwpBhTZxs+vnIiYqeRsmSN63V323VVZQWF+ZdpqK/FZDLx2ht7mTasmKzD4eDShRxuXr9Gf38fEZFRrN+0hYAAaU8Hu3Qhh7yLuSOuBQQG8oMf/xXg3I6YlXGWu6V3sFmtxMVPYf3GzWi02rE+7pUwEds+f+YkFeVP6DZ14esrJzwikvRVa0b5kZJbNym+UkBbawtyhYJpM2axdv2m76yxrqaS28WFtDQ10NNtYs2W14kddqrhtYKLPC67S3dXF17eXgQZQ5mftgJj6Gh/YbNaOf7lJ7Q2N7Jz//sEBoe4XquueMy1gku0tzbj7e1NaEQUi9JX4+ev/87f4VmMZ9tms5ncrAwePLhHX28vOr2e+QtSmTt/wSvT9G3wNJ8Nzra9UniZ+vo6uk0mdu7aw9Rpzra12WxcupDN40cP6Wh3ZqjGxMazYuUatH5Diwe9vb1knjvNo4cPkMlkTJs+k9XrNrq1GHRXVye5WZk8fjzUtpu2bicszNm2g/7v1o3rLv+3buNmyf3f83TbbDYu5o5s/9jYeJavWoOfn3sWbz7+7c/pGuOQgDnJ81mxdiNHDv6J2urKEa/NTprLqnWbR1y7W3KTG8VFtLe1IJcrmDJtJivWbnyl2ifCtatFFBZcpttkwhgSytr1mwiP8IwC22PhieNVu93OlfyLPLhbQk93Nxqtlhmzk5ifunTMYFNOxmlKb11n6cq1JM8bKjHQ3tbC5QtZ1NdUY7PbCAwykrpkORHRsW75Hpcu5HD50oUR1wICAvnwxz8BcJbMyDpPxZPHmM1mDAGBpC1NZ/qMmW7RN1HsdjuXLuRQWnKb7m4TWq0fiUnJLFm2XLLg32A/0zDQz+wY1s+Asw+/kJ3JwzJnH+6v0zNvwSJS5o3uwx0OB4e/PED540ejPudVc734CtevXaWjvR2AoGAjS5YtH3WAgMPh4KsvDvDk8cNR4xWpKbh8idzsTOYvTGXt+iEfXFNdxYWcLOpqa5DJZBhDQtmz/218fX0lVDsaT/PZpq5O8nKzqHjyCIvVgl5vYO2mbYQMjK0L8nIpu1dKV1cn3l7eGENCSUtfNeZBDlarlS8//SPNTQ3sf/dDgkNC3f11XHhaX/NSAnJWi4XAYCMzEpM5+83hUa/fuFrA7RtXWbVhG/7+eq5czuXkkS/Y+94PXScJhkfFMG/REtQaLd2mLvIvZHLuxBFe2/ceAA111QQEG0lZmIZKraHicRnZZ79BoVAQE//iJ40011cRPzMFQ1AIDruDO8WXyDtzmLWvfw+fgYezpbGWy2ePMC1pEcmLVyHz8qKjpWnEUvfVnNP09XazdMMu7HY71y6d5XreeRauHDqS+FZhNo01FcxZtAJ/QxDm/j4sbjw5r6qygnnzFxIaHo7Dbic3O4svD3zK93/0l5KeLvM8+np7+fSTPxAdE8fuvW+h1qhpa21FqXr1Rw8/i+rKSlLmLSQ0LGxgQJDNoYMHeP/DH+Mrl2Mxmzl08ADBRiO7978NQN7FHI4eOsib737gGigc/eoL9AEB7Nn/Dj4+PhRfLeLrQ1/w4Y/+6jsHYSZi1wCx0+Ywc94S18/eT53oWVZSzMOSqyQuXI4hOAyb1UKPaeTpx+62a7PZjDEkhKTkFL4+/OWo1wvz8yi+UsiWbTvR6Q1czM3my88/5cMf/UTyE0uDgoPZ++a7rp+HH22fef4Mjx6WsfP13SgUCs6fPc3Xh7/k7fc+cJu+8WwbICQ0jJmzEvHz19HX18vlS7kcPvgZH/74r13f52pRAcVFBSxftYaw8AgsFgsdHe0vRaPVYiEgOIRps5PIPPn1qNd1hgDSVqzHT6fHZrVQcv0KZ44eZPe7P0KlVo+4tygvG7VGS2tz44jrXR3tZJw4TOLcRazcsA2zuZ/CC5lknvyanfvffynfYyzGs+2s82epqHjCth2vo9PpefL4EefOnETr58fUadPH+ET344k+G8BiMRNsDCExaS7HjoxsW6vFQkN9HWlL0zEaQ+jr6yPr/BmOHPqCd9//geu+k8ePYDKZ2L3vbex2O6dPHufc6RNs3fG6W75DX28vn33yR6JjYtm9901U6oG2VQ61bVHBZa5dLWLztp3o9Hou5Wbz1Ref8f0f/qVk/m883YPtv2RpOsEhIfT39ZF5/gxHvvqC9z74wTif/nLY89b72IdtFGltbuLYoQMkTB8KQsyak0Lq0hWun319Rk7grl8t5EZxAUuWryE0LAKLxUxXh/Qngd4tLSEr4xzrN20hPDySq0UFfPnFp/zgx3+FRqORWt6YeOJ49fqVfO7cvMbqjdsICAyiqaGOrLMnkcsVJM1bOOLex2X3aairGbEIO8jJr79CZzCwffdb+Pj4cOtaESePfsXb3/8L1GPc/yoICgpmz5vvuH4ePhY59c1R+vr6eH33PlQqNaV3bnP860O8+/6HhISGuUXfRCjMz+PGtats2baToGAjdXW1nD5xDIVSyQKJTu+2WMwYjSHMGaOfAcjJPEdl+RM2b3sNnU5P+ZNHZJw9hdbPjylTR/bhxVcKkSFNYNHPz58Vq9ZiCAgAB5TcusGRr77gex/+iOBhJ+1eLSrwyKzvutoablwrJtgYMuJ6TXUVX37xGWlLlrF2wya8vLxobGjwuOxNT/PZfX29fHXgYyKjY9j+htMvtLe1olAMjT0MhkBWrNmATm/AarVy/WohR786wLs/+EvU6pGa83Iz0Wi1NDc1uPurjMLT+hqv8W8Zn+i4BBYtXTkiK24Qh8PB7WtFzFu0lLiEaQQGG1m1cRs93V2UP7rvui953iJCwiLw89cRGh7J3IVpNNTVYLM50yrnLVrKoiUrCA2PRKc3kDRvEVGx8Tx+eH/U75wISzfsImbqbPwNQegCg5mfvoHe7i7aW4aM5HZhDgmz5jI9eRH+hiD8dAFExk/H29s5uO1sb6Ghppy5y9YRYAwjKDSC5MWrqH58n94ek+ueJ3dvsXjtDsKiE9D46TAEhWCMcF/B9j3732ZOcgrBwUaMIaFs2baDzs4Ojzhe+1kU5Ofh769jy7YdhEdEoNcbiItPwGAIGP/Nr4hde98kMSmZoIF23LhlO13D2rGmporOjnY2btlBsDGEYGMIm7bsoL6ulsqKJwD09PTQ1tbKosVLCTaGYAgIZPmK1VgtFpqfCg58GyZi1+AMwCnVGtc/X/nQljtzfx93i/OYv3wTUQkz0frr0QUEExad4LpHCrtOmDKV5StXM22M1VqHw8HVokLSli1n6vQZGENC2Lp9J6auLh7cv/fKNE0UL5kXWq3W9U89ECDq7+vj1o3rrF67gZjYOELDwtm8dQc11VXU1FSP86kvj/FsGyApZR6R0THo9HpCQsNYtnwVXZ2ddA4E3Pr6esm7kM3GrTuYOXsOekMAwcaQUYPNb0tUbAIL0pYTmzD25yVMn01EdCz+Oj2GwGBS09dgMffT1jLyuaoqf0RNZTmLlo0+qbS5sR67w8H8tOX46w0EGUOZM28RLU0N2G2vLsX/ebYNTt+SOCeZ6JhYdHo9KfPmYwwJpa625pVpelE80WcDxCdMJX3F6jFX8BVKJXv2v8OMmbMJCAwiPCKSNes30VBfR+dAQKWluYknjx+xcfM2wiMiiYyKZu26jdwtLcHU1eWW71BYkIe/n/9AtuHotnX5v6XpTJ02HaMxhC3bnP6vTEL/N55uhVLJ3jffYcas2QQOtP/ap9r/VaNSa9BotK5/5Y/L0OkNRERGu+7x9fUdcY9cMdRf9vX1UpiXw9qN25k+MxGd3kBQcAhxU6aN9evcypXCApJT5pGUPJeg4GA2bN6Kr48vt29el1raM/HE8Wp9bQ2xCdOIjZ+Cv05PwrSZRMXE0VBfO+I+U1cXF7PPsW7TDryeqgHb29tDR3sr8xamERRsRG8IYHH6KqxWCy3NTW77Ll5eY49FwBm0mL9gkfNZNRhYsmw5CqWSeg+bK9RUVzFl2nQSpk5Dp9czY+YsYuMSJO0P4xOmsmzFaqY+I1OsprqK2cP68OS5zj68/inNjQ31XC3KZ+OW7e6QPYop06aTMGUqAQGBBAQGsnzVGuRyObXDxqMN9fUUFeazaesOSTQ+C7PZzDfHjrBxy7YRi1UAmefPMn/BIhYvWUZwsJHAwCBmzpot+WL903iazy4uzMfPz591m7YTGhaBTm8gJi5hxA7H6bMSiY6NR6c3EBgUTPqqdZjN/bQ0jRx7lz9+SGX5Y5atXPv0r5EET+trXrkldnW009PTTWR0nOuaQqHEGBpOfW0NU6bPHvWevr5eyu7dITQ88rmFzc39/RgCXk5qocXSD4B8IOrb39tDW1M9UQkzyT3xOd2dHWj1BmbNW0ZQqDMNs7WxDl+5AkPQUMplcHgMMpmMtsY6VLFTqa98jMZPR33lYy7fPTJwTzSJC9ORK6QpdNjf7/yunlxo8WHZfeLiEzh6+CuqKsvR+vkzd/4CUubOl1qaC1c7qpztaLM6J+zDbdbbxweZTEZNVRUxsfGoVCoMAYGUltwiJCQUbx8fbt64hlqteSUrkE/b9SBVj+9R9eguCpWGsOh4pqcsxmdg1b+xpgIHDvq6TZw//BFWi5lAYziJi1agHthC7ml23dHeTne3idjYeNc1hVJJeEQktTVVzJr97ba2vyza2lr5xb/8T7x9fIiIiGLFqjX463TU19dht9uJjRvSHRgUhL+/jtrqKiIiIiXR+7RtP43FbKbk1k10Oj1+/joAKp48xuFwYOrq5I+//SVms5nwiEhWrF6H/8A97sJms3H/zg3kcgUBQUOrur093VzKPMPara/j4zu6+wsyhiJDxoPSW0ydOQerxczDe3cIj4odNcFyJxERUTwse0BS8ly0fn5UVpTT1tpC3LoNkml6msngsyfCoO0rBgb0tTXVKJRKQsOGtt3GxMUjk8mora1xy1adhw8eEBufwLEjX1FVWeFs23kLSJ47DxjyfzFxI/1fWHgEtTXVzJTI/42neyyebn93YrPZuF9aQsqC1BGZE/fv3uF+aQlqjZbYhKksXLzMtc2pquIJDoeDblMXn/3x15jNZsLCI1m6Yi1+/v5u/w6D2Gw26utqWbxkmeuaTCYjNi6emmr3LfZ8VzxhvBoaHkHp7Ru0t7WgNwTS3NRAXW0VS1cMTSwdDgeZZ46TsiCVgKDgUZ+hVKrQGwK4X1pCcEgo3t4+3Ll1HZVa7dZtW21trfziX//JVZpixUrnWAQgIjKKu3fvED9lKkqlknsDZTSi3bSldqJEREZx43oxrS0tBAQG0thQT3V1JavXrpda2jOJiHT24YnJKWi1flRVltPa2sLKNUOaLRYLJ44dYe1695YseRZ2u517d0uxWCxEREQBTo3fHDvM+g2b0XqAxuGcP3OKhClTiY2LH7E1u7u7m7raGmYnzuFPH/2e9vY2AgODWL5yNZFR0c/5RPfiiT778aMHxMTGc+rYYWqqK9Bo/UhKmU9i8th9uM1m487Na8gVCoKGlYLp6TaRefYkW1/b7XFbhAeRuq955QG5nh5n8XnVU2mLKrWG3p6RhekLLmZRcqMYq9VCSFgEm3bsfubnPrxfSmNDHcvXfPfaRA6Hg1uFOQQYw/E3OAN83V3tANy9ns+chcvRBRqpfFhK3plDrHntXbQ6A/293SiUI7dCeXl54atQ0tfbM/A5HfR0d1JT/oD5yzc6MwYLcyjMOkH6pmd/v1eFw+Eg8/wZIiKjCDYax3+DRLS3tXG9+CoLU9NIW7qMutpaMs+dwdvbmzlJKVLLw+FwkJNxjvDIKIIG0rjDIiLwlcu5mJPJshWrweHgQk6Wc7De7cyYlMlk7N73NseOfMm//tPfI5PJUGs0vL5n/0t3AmPZNUBk/AzUWn+Uag2dbc2UXLlIV0cbi9c4V+S6uzpwOBzcv1VIUuoqfOVySosvk3f2EGt2vouXt7fH2bVpoH2fTulWazR0m6Q9ACMsPILN23YQEBCEydRF3sVcPvvkj3zww7+g22TC29t71GqeRqNx2Yy7Gcu2B7lx7SoXsjOwWCwYAgJ5Y99brgB0e3s7DoeDwvw8Vq/dgFyhIO9CDoe++Iz3vv8jt5waW/nkIdlnjmG1WFBrtGx8bR9Kldr1vS6cP8mMOSkEh4TR1dk+6v1+Oj0bd+4l6/RR8rLO4HA4MIZGsP45fZE7WLthE2dPneCXP/tnvLy8kMlkbNy8jaho92Vaj4en++yJYLVauZCTycxZiSgGsqC6u02jtl14eXmhUqnc9oy2t7dx49pVFqYuZvGSZdTV1ZJ53tm2iUnJLh1P+z+NRuvyjVIwnu6nsVqt5GZnMnP2UPu7k8cP79Pf38eM2Umua9NmzsbPX4dG40dLcyOXL2TR3trC5h1vANA54PeuFl4mffU6FHIlBXk5HDt0gP3v/UCy07J7enpwOBxj9oktLc2SaHpRPGW8Om/REsxmMwf++Bu8vLyw2+2kLls5oob1tSv5yLy8SJq7cMzPkMlkbH/jTU4fP8Rvf/aPyGQyVGoNW1/f57YJYHhEBJu27iAgMJBuUxd5Fy9w4E8f8f4PfoxCoWD7a29w/OtD/Oyf/wEvLy98fH3ZuWuPc/uiB7F4yTL6+/v57a9/7vp7LF+5mtmJSeO/WSJWr9vIudMn+M3Pf+rqw9dv2jqiD8/OOEtEZBRTJC5D0dTYwJ8++j1WqxW5XM5rb+wlKNgZZM48f4aIiKhnZgJKRemdEurr68YsddDe3gbApYu5rFqzjpCQUEpu3+SLzz7hgx/+heR1VgfxRJ/d2d7G7RvFzF2QyoLFS2msryU36xze3t7MTBzqw588KuPMN0ewWCxotH68tvstV6kYh8PB+dPfMCdlHiGh4a5dNZ6EJ/Q1HpWrmbxgMTMSk+nq7KS44CJZZ79h0449o/Z411SVk3PuJCvWbh5zJepFuZmfSVdbC8u37HVdGywpEjc9iZhpzk5XH2ikqbaSirISZi9In9iHOxzYbTbmL9+En84AwLxl68k+/hldHa2jDpF41Zw7c5Kmpkbeetd99am+DQ6Hg9CwcFasch4iEBIaRnNTIzeuFXvE5C7z3GmamxrZ9/b3XNfUag3bdu4i4+xprl0tQiaTMWNWIsaQUJcNOxwOMs+dRq3WsO/t7+Hj48Ptm9c5evggb733fbTal1fIeiy7BoibMTRo0QUEo1RpuHTmEKbOdrT+esCBw24nafEqQiJiAVi4cjOnvvgNTXVVhETGepxdezLDi+EaQ0IIj4jkVz//Kffu3hlVi8gTGMu2B5k5K5GY2Di6TSauFOXzzdHD7H/nfWfav8OB3W5n9boNxMY5tzdv2fEav/7ZP1NVUU5sfMKoz3vZhEVG89r+D+jr7eH+nZtknT7K9j3volJrKL1ZjMVsJnlB2jPf39Nt4lLWaabOnEP8tJlYLGauFVwk69TXbNy5T7J6I8VXi6itqWbX7n346/RUVVZwfqD+zPDsSinxdJ89HjabjeNfH8LhcLBu45bx3+BGBtt2+crhbdvEjetXxwxseQovottms3FsoP3XS9T+pbdvEhOXMKIfTkwaygQICjai0Wg5+tVndLS3odMbcOD0e8tXryd6IEN7w5ad/OHX/0J1VTkxsa/e7/254inj1Yf3S3lwt4R1m3cQEBhMc1MDl3Iy0Gichzs0NtRx69oV9rz9wTP7CIfDwYWss6hUGl7b+w4+Pr6Ultzg1NGveOPN992SERWfMKzetjGEsPBIfv2Lf+H+3VKSUuZyKTeb/v4+9u5/G5VaTdmD+xz/+hBvvvO9UTW5pORu6R1KS26zbecugoODaWioJ/P8WbR+fh7b11wvLqKutobX3tjr6sMzzp1Gq/UjJi6eh2X3qawo590Pfii1VAICg3j/wx/T39/H/XulnPzmKG++/T3a2lqpLC/nex/+SGqJI+js7CDz/Bn2DtTlfhrHwIQ+Ze58kpLnAs6+qKL8CbdvXmfFKs/YQumJOBelw1my3FnixRgSSktzE7dvXBsRkIuMimH/ez+gt7eHO7euc/qbw+x56wPUGg03r13BbO5nQepSqb7GuHhCX/PKA3KDK8u9Pd0jOpzenu4RJ9sBqFRqVCo1ekMghoBAPv3dz2moqyE0fGjbVm11BaePfcWSFWuZPmvOd9Z3Mz+T+qrHpG/ei0ozNAhTDuj2048MLPjpA+gxOevGKFQa+vt6Rrxut9ux9Pe5sjKUag0ymZcraDH8M3tNXW4NXJw/c4pHZWW8+e738JdwK8VE0Gr9CHoq2BoYFMT9e3clUjSE87S9Mva99e6oLSmxcQl8+OO/oqenBy8vL5RKJb/62T+h0+sBqKwo5/GjMn7yH/+zKwNgsGO4c/sWqWkvx2E9y67HwhDs3CrbPRCQU6qctu+vH1o1UqjUKBQqerqdBzt4kl0DaAcKInd3d484HbGnuxtjiOcMJAGUSiUBAYG0t7USG5eAzWajr69vRJZcd3f3mEWhXzXPs21wbiNTKJUYAgIJi4jk5z/9B8oe3GPmrESXfw8MHHpu1WoNKpWazjFOMXwV+PrK8dXL8dcbMIZF8NXHv+HBnVskL0yjtrqCxvoaPvrFP4x4z7EvPiJh+mxWrN/K3VvXkMsVLFq2yvX6yvXb+OKPv6SpvhZjmPtPurJYLFzIzuT1N/aSMNVZl8oYEkJjQz1FBZc9JiDnyT57PGw2G8ePHqKzs4O9+98ZkZ2l0Whdmf6D2O12ent73faMarV+BD7dtoFBPBhoW81w/zcsmNTdbSJEwlPMxtM9yGAwtLOjg31vviNJdlxnZwfVlU/YtH3Xc+8LGdi63N7eik5vcBXjH34itUqtQalSY+rsHPMz3IFarUYmk9HdPdJ2eyTqW14UTxqvXr6QxbxFaUyd4SyxExhspKuzg2tFl5kxO4m6mip6e7r55Lc/d73H4XBwOTeTW9eu8M6HP6GmqpyKxw/5/l/+J1cNwhUhG6mueML90lvMW7RkzN/9Khkci7S1tdLW1sq14it88IMfuzLjjSGhVFdVcq34Khs2ec4iRU7meRYvWeoqRRJsDKGzo4OCy5c8MiBnsVi4mJPFjl17SBioLRlsDKGpsYErhfnExMVTWV5Oe1srP/unvx/x3uNHviIiKpp9b73nNr3e3t6urMjQsHDqamu5eqUAHx9f2tpa+ek//o8R9x89/CWRUdG8+c733KZxOPV1dfR0d/PR73/juuZwOKiqrODa1SJ+8Bd/BTB6fBIYTGeHdD76aTzRZ2u02hF9G4AhIIiHD0bWpvWVy9HLA9AbAggLj+Tj3/6CO7dvsHDxUqory6mvreEX//R3I97zxZ9+z/RZiazfLG0tQk/pa155QM5Pp0et1lBTVU7QwAqLub+fxvpaZj9jDzIMRbRtwwpp11RVcPrYlyxetopZSXO/ky6Hw8GtgixqKx6SvmkPGr+RNY4Gt/SZOtpGXDd1tBES6ayHF2AMcxYNb27AEOT8bk11lTgcDgxGZ5AjICQch8M+LPsITAPpmiqte/7wDoeDjLOneXD/HvvfeQ+93jD+myQmIiqK1taWEddaW1tctS6kwOFwkHX+DA8f3GfPm++ge047DhbKrSx/Qk93t6sTtlosAKNWUWUyhtIyv6PG59n1WHS0OgtvDgahA0KcQYeujjZXMM/c30t/fy/qAZv1BLsejk6vR6PRUlH+mJBQ5wS0v7+f2prqMY+VlxKz2Ux7WyuaOUmEhobh5eVFRfljps+YBUBLSzOdnR2ER0a5TdOL2Pbw9+BwuGonDuptbW1xBfN6e3vp7e2R7Ll1OBzYbFYA0lasZX7actdrPSYTZ48dZNWmHRhDnJNsq9Uy+tkcOIXOwXd/Pr8Ndrsdu93O00eaybxkrn7SE/BEnz0RBoNx7a2t7H3r3VEn8oZHRNLf10d9Xa2rjlxFubNuWHi4ewK0EZFRtD21ZWV42w75vyeuAFx/fz91tTXMldD/jacbhoJxba2t7Buj/d3F3ZKbqNRqYuOnPve+5kbnAUmDE6SwgQXjttYWtH5Ov9fX20tfb4+rvqYUeHt7ExoWTkX5Y1edQ4fDQXn5Y+YvWCSZrvHwxPGq1Wods18YdL/TZyYS+VSdtROHv2DarDmu7c9Wi7MfGj32k86PD45FZifOec7Y1LP6GQDLWP20B+ocZLAPf57m1LSlzEkZOa/9+He/ZtWa9cRPlfaAGOc4ysay5atIThk5b//Db3/F6nUbmCKhxpjYOD74wV+MuHbqxDECA4NITVuKXm9Aq/Ubte2ztbWF+IQp7pT6XDzRZ4dFRNH+1Liuva1l3L5t+Nh7xZoNpC1b6XrNZOri2KHP2bTtdULcNIYaC0/ra15KQM5iNtPRPhS46uzsoLmxAYVSiZ+/jjnzFlFcmIdOb8BPp+fK5QuoNX6u0/Ia6mpoaqgjNDwKhVJJZ3sbRZcv4K8zEDqQkVBTVc7po18xZ+5C4qfOoGegLoqXt/e3qr9wMz+L6sf3WLxmOz6+cvoGVsB95XK8fXyRyWRMnbOQu9cuowsIRhcYTGVZKV0drSxavQ1wZhCFRMRyPe88KUvW4LDbuZmfRWT8dFRq52DNGB6DPtDItUtnSUpdhcPh4GZ+JsbwmBHZRa+S82dOUXrnNq/v3odcrsBkcradQqHw2OKKCxct5tOP/0B+3kVmzJxNXW0NN69fY8PmrZJpyjx3mnulJezYtRe5XEH3QDvKh7Vjya0bBAQGoVarqa2pJjvjHPMXLnatMIRFRKJQKjlz4hiLl6bj4+vL7RvX6WhvJ+4ldAzj2bWps53qx/cIiYxDrlDS2dbM7cIcAkMj0AU4V4/8dAbCohO4VZDN3KXr8JXLuXP1En66AILDnEEXKezabDbT1trq+rmjvY2G+npUKhX+Oh0LFqVyOe8ihoBA9Ho9F3Oz0fr5uaXo+vPIyjjHlKnT0On0dJm6uHQhB5mXF7NmJaJQKklKmUvW+XMolSoUCgXnz54mPCLSrQc6jGfb7e1t3L97h9i4BFQqNV1dnRQV5OHj4+sa0AQEBJIwdRrZGWdZt3ELCoWCizlZBAQGEvUSikJbzGY6hy2QmDrbaWlqGMjaU3HzSj7RcVNQabT09/VSequYnu4u4qY6//7ap4LTg8+sv86AZmAiHRWbQMn1K1wvvET89FlYzGauXs5F6+c/KqP7ZTKebUdFx5CTdR5fX1/8dTqqKiq4c/uWRxWx9kSfDQNt2za8bdtpaKhHpVSh0Wo5/vVXNNTX8/rufdjtDlf/qFKp8Pb2JjAomLj4BM6ePsH6jVuw2W1knjvNzFmJI7JxXyULFqXy2Sd/HGrbuhpu3bjG+k3OtpXJZCxYlEp+3kUMhgCn/7uQg9bPT9JaP+PpttlsHDvibP9de/Zhd4xuf3fgcDi4V3KTGbOS8BoIwIPzOXxwt4SY+CkolSpamhq5mHOe8MhoV8FqQ0AgcQnTuJh9nlXrNiNXyMm/mI0hIJCIKGlrPC5MXczJ40cJDQsnLDyCq0UFWCwWj8wiGsQTx6ux8VMoLryM1k9HQGAQzY0N3CwuZOZs55YtpUrt2hUziJe3N2qNBsNAfaqQ8AgUCiWZZ75hQdoyfHx8KL11g86OdmLi3RMUyM48R8IU51jENDgWkXk5a2YqlegNAZw9fZJVa9ahVKkoe3Cf8ieP2bVnv1v0TZQpU6dxOe8i/v46goKNNNTXcaWogKTkFMk0DQY3B+lob6exoR6l0tmHR0bHkJuVgY+Psw+vrqygtOSW61AHjVY75rZlP53OrYGC3OwM4hOm4u+vw2zup/TObSorytmz/23XybxP4+/vXo1Po1AoRtX98vX1RalSua4vSlvCpQs5GENCCQkJ5fatG7S2NLNzl7T1gZ/G03z23PmpfHXgI64UXGLq9Fk01NVScus6q9dvBpzj8isFl4ibMg2NRktfby+3rl+l29TF1OnOJIOng3e+cjmAMybkJ11Gmqf1NTLHBJcUGjotz3ytpqqCbw59Nur6tFlzWL1hm7Pgbf4FSm/fwNzfR2h4FOlrNqA3ODuqluZG8nLO09LUiNViRq3REhUbz7zUZa7tF1lnv+FB6e1RvyMsMpodu98eW3NH3zM1f/2Hfxrz+rz0DcRMHTr59f7NIp7cc+rWBQQze8Fy1ymr4MwcupmfRX3lY5DJCI+dSvLiVfj4yl339PaYuJWfRWNNBd6+voRExjFn0fJnnkY5LezlDvL//r//7ZjXN2/dwRwJO7DxeFj2gNzsTNpaW9DpDSxMXfzST+yz2uwTvvd//o//Nub1DZu3u+rhXMjJ5M7tm/T19qLT6UmaO5/5C0ee2FZfV8ulC9k01NVht9sIDAombenyFwrIPW4c+6CC8ey6x9TF1Qun6GxrwWa1oNL4ER4zhenJqfjKh7YJWcz93C7MobbiIchkBIVGkpS6ynXKKry4XcN3s+3KinI+//TjUdcTk5LZsm0nDoeDSxdyuHm9mL6+PiKjolm/cQsBgdIWbD329SGqKyvo7e1FpVYTGRXN8pWrMQwcG261WsnKOMvdOyXYbDbi4hNYt3HLdz7B6mXatqmri3OnT9BQX0dfXy9qjZbIqGjSlqaPSGfv7+8nJ/McZffvIZPJiIyOZtXaDS90ymp7z9h9TV11BaeOfD7q+tSZiSxZtZGcs8dpqq+lr7cXpUpFkDGUlEVLCQ4Z+/Tirs52vvzo1+zc//6IYNujB6XcLi6ko70VHx9fjKHhLFy6Cv1zCv8G+X23LXbj2bbJZCI3O5Pyx4/o6+vFX6cjee58Fi5aLFldu7Fwh8+2218sC6KyopyDBz4ZdX32nGSWLlvBv/3qX8d839433yU6JhZwZnpmnjvNw4cPkMlkTJs+kzXrNiKXy8d871h81z/Tw7IHXMjJGmrbRYtHnFY66P9u3bjm8n/rNmyW3P89T3dHezu/+eXY7b/vraH2f1F6+m3j3zSMyvLHHD/8OW+9/2NXAAWgq7OT86eP0dLchNViRuvnT/yU6SxcvMy17RCcuz4u5pzncdl9kMmIiIwmfdX6Fz5lVaN8+ZtWiq8UUVRwme5uE8aQUNau30i4RKd3TwR3jVe7ep89p3kas7mforwLPH54n96eHjRaLVNnzGLB4vRnBo3/9LtfkDRvIcnzhjJbGuvrKMzLobGhHrvdRkBgMAsWLyMmbuJ1BrXfwUaOf32YqqoK+gbHIpHRpK9c5RqLtLa2cCE7k+qqKiwWM3pDAItS05g957sdlvCy+6j+/n4u5mZTdv8ePT3ObfozZyeyNH3FSw3i216gr6msKOfLZ/Qzm7buoNtk4kJOJhVPHjv7cH8dSXPnMX/hs/vwf/y7/8qOXXuYOu3FFlW8vb59e586cYyK8id0m0wDga4QUtOWEveMGsB//9//ltfe2Cv5wvfTHPjTRy5/N0jB5Utcu3qFvr5ego0hrFqzzqNOWR3EHT671zzxPvLJozLnYUZtrfjr9MxdkOo6ZdVqtXL2xNfU19XS29uDSqnCGBbOosXLXOUdnqazo52P/u3n7H/3wxc6YVolf7kLdO7qaybqsl9KQM5TeV5AzpN52QE5wbN5kaCFJ/GsgJynI2zbfUxW235WQM6T+a4BOcHEedGAnKfgQXHTP3teNCDnKbyKgJxgbF4kIOdJfJeAnFR40qLRi/AiATlP4rsE5AT/PniRgJyn8LIDcu5ioi7ba/xbBAKBQCAQCAQCgUAgEAgEAsHLQgTkBAKBQCAQCAQCgUAgEAgEAjciAnICgUAgEAgEAoFAIBAIBAKBGxEBOYFAIBAIBAKBQCAQCAQCgcCNiICcQCAQCAQCgUAgEAgEAoFA4EZEQE4gEAgEAoFAIBAIBAKBQCBwIyIgJxAIBAKBQCAQCAQCgUAgELgREZATCAQCgUAgEAgEAoFAIBAI3IgIyAkEAoFAIBAIBAKBQCAQCARuRATkBAKBQCAQCAQCgUAgEAgEAjciAnICgUAgEAgEAoFAIBAIBAKBG/GZ6I0/PHjjFcp4NfzijSSpJXwrrDa71BL+3dBvEW3tTmx2h9QSXhiHY/JpnsxYbZOvve2T0K5hcj6Pf3v+gdQSvhV/vSRWagnfipP366WW8MK8mRIltYRvxWR8HgG8vWRSS3hhrle1Sy3hWzElWCu1hBdGJfeWWsK3QqfylVrCt6Kz1yK1hBfGTznhcIRHMVl9dkNHn9QSXpgIg0pqCd8Kpc/Ect9EhpxAIBAIBAKBQCAQCAQCgUDgRkRATiAQCAQCgUAgEAgEAoFAIHAjIiAnEAgEAoFAIBAIBAKBQCAQuBERkBMIBAKBQCAQCAQCgUAgEAjciAjICQQCgUAgEAgEAoFAIBAIBG5EBOQEAoFAIBAIBAKBQCAQCAQCNyICcgKBQCAQCAQCgUAgEAgEAoEbEQE5gUAgEAgEAoFAIBAIBAKBwI2IgNy/M6oqyvmf/+O/0dfXJ7WUf5dUV1Xw8//53+kX7f9Kqamu5KPf/Zp/+vv/j6OHDkot58+Oye5H6msq+fgXf4+5f3Lp72hv5x/+7r/S0FAvtZRxqaos55/+fvLaiHdXI37XDoLVLLUUgUAgEAgEAsGfKT5SCxAIBIKXTXbGOYzGEHbteRNfuVxqOQIPIzg0gj3f+wm+coXUUl4IP39//uKv/xNqtVpqKQKBQCAQeAS1VRWcOHyA9378v6BQKqWWIxAIBC+EyJATCAR/dnS0txEVG4efvz9KMTgTPIW3tzcqjRaZTCa1lBfCy8sLrVaLl5fougUCgWAy4XA4cNjtUssQCAQCgYfh/gw5h4MQ0yOCeqrwtfXT56Oh3m8K7aowt0uZCA6Hg1tXC7h35wa93d3oDAZSFi4lbuoM7HY7eVlnqK2uoLe7G62fPzOS5pKYslByzUUFedy6cZ2ebhMGQwCLl6YzbcYs1z211VVczM2irbUFY0go6zdtJSjYKKHq8XU3NzVyMSeL6qoKHIDRGMLGLdvRGwIk1VxcdJk7t67T09ON3hDAwsXLmDJtJgDljx9yMec8pq5OQsMimDFrjmRah+NwOHhw6wrl92/R19uN1t/AjJTFRMRNA6CzrZmSogs0N9Tg4+OLMSKGOakrUShVEit34nA4KMrP4+aNa05bCQhk8dJ0QkPD+e2v/hWAsyePc/bkcTZu2U5iUoq0Wp9j1w/L7pOblUFXZwfhEZHMnpPMmZPH+cl//M+SBhMn4kca6uu4mJNJS3MTwSGhbNy8jYDAIMk0D8fhcFByrYAHd27S29ONv95A0oIlxE6ZQX1NJWePfs7+D/8GucKzArYOh4PC/Dxu3bhG94Btpy1NZ/qMWXS0t/Nvv/pX3v3gh4SEhEotFYfDwZWCPG7dvO7Uaghg8ZKRNjKIxWLhm6+/wmzuZ+cb+z0jUO5wIG+4i2/zY2SWPuxKLebQ2VgNUVIrc+FwOLhdPNKOkxc67biu2mnH67btpjg/l462VoJDw1mxYTstTfVcuZRFj8lEZGwCS1dvwsfXVxL9veUl9FY/wG7uxVvtjyY+CUVILObWejqKz6Kbt57usmKs3e34+AXgN3spPhqd27U+rftq4WVKbl2ju7sbgyGARWnpTJ3u7Nurqyq4lJNJc1MDCqWKmbOTWJK+UtJg+bP6xekzZlFZUc6XBz7htd37uJgzbOy3eRvBHjD2K7h8iZvXh3zekmXLmTHT6UcePSwj8/wZujo7CY+IJHFOMqdOHONv/tf/IrkfcTgc1N67RsPjUsx9Paj89ETOWkBgZAIdjTWU5h5jxrItVJUU0dPRwszl29AZIyTXXHKtkLLSm/QN+JQ5C5YQkzCd/r4+ii6ep66qHKvFglqrJXFeGlNmSj92dTgc3LiSz72SG/R0d6MzBDAvdSnBxlBOHD4AwMe//mcAps2cw8oNW6WU+9y+vOTWDbIyzvIf/tN/cd1f9uAeRw9/yX/+P/8fCVU7dV+/kk/prev0dDvnNfMXLyV+6gz+9NufMy91CYnJ8133NzXWc+jTP/D2hz/Bz9/9fnuwnUf4j6XpTJ85i4//8FtmzprNosVLADhy6CCPH5bxH/7T/45cLqers5Nf/fyn/ODHf4UhwP1zyWeNs6dOn8mhLz5D5iVj1543kclk9Pb28skffkPinBSWLl/pdq1P6757o4jH927S19ODVmdg9rzFRMZN49TB35MwM5kZyUOxkLbmRs4d+YTNe7+Pn84gqe5njVnPnDxGacmtUe/Zvf8doqJjX7k2twfkQk2PCOitoVKXSL+PBq25ldi2mzz0kmNSBLpbzrjcvJrPw3t3WLpqA/76AOprKsk99w1KlZqQsAg0Wj9Wb9qJUqmioa6GvKwzqNVa4gcCMlJQmH+Ju3dus27DZvQBAVRXVnLqm6Oo1BrXPbnZGaxauwGNRsOl3Gy+PnSQD374l3h7e3ukbr3BwMHPPiEqOobd+99BrlBQW12FXeLVxuLCPO7fLWHluk3o9QHUVldy/tQxVCo1/joDp48fYk7KAmYnzaWxoY68nAxJ9Q7y4GYRlY/ukrJkLVp/Pc0NNVy9cBqFUoV/QDAXT39F7LQ5zEldic1m5c6VixRlnyB9026ppQNQePkSpXdus27jZgyGQKqrKjh1/Gve2PcWf/HX/4nf/9svWJq+khkzZyNXSLst8Xl27e/vzzdfH2LeglTmJKfQ2FBPbrZn2MhE/EjehWxWrF6HWq3m/JlTnD31DfvfeV9C1UPcLs7n8YM7LF65Hn9dAA21VVzMOIFS5dnbPQvGsO2Tx79GrVbj76+XWt4IigZsZO16p43UVFVy+sRIGwHo6+vj6KHP8fWVs2vv2/hKEBgaC3n9XXxay+mLno9d4Ye3qQlleQG9Pp6zlflWcT6P798hbeV65xiktooL50fa8Y2iPFJXrMPHx5ecM8fIOXMMb29vlq/fjtViJuvU19y9Vcyc+Yvdrr/nyW366x/jN3Mx3mp/LO0NdJZcROc7FEjpfnQNzbQFeMmVmO7m03UnD8OizW7XOpwrBXncK73N6nWb0RsCqKmu5OzJo6jUavR6A8cOf8Gs2Ums37ydttYWMs+exMfHm8VLV0im+Vn94vAt7rlZGaxetwGNRsvF3Cy+/uoLvv+jn0g69svPu8idktus37SFgIBAqiorOHHsCGq1Gr3BwNeHDjJvwUKS586nvq6W7Ixzkml9mpp7xTRXPCB+/gqUWh2dzXWUFWbgM2yhp/J2ATHJS1Bq/PH2gDIJJcUFzr5xxXr8dAYa66q4lHECpVJFxaP7dLS1sGbrGyiUaro62rDarFJLBuD6lcs8vHuHZas3ojMYqKuuIvvMcTa9to91W1/n/Ikj7Hnvh8jlCnx8pK/I9Ly+3JO5VnSZB3dLWL52E3q9gdqaKjJPH0elUjNl+izK7t0ZEZAru3uH0IhISYJx4Gxnp/9wtnNVVQUnjn+NSq0mKjqGysoKFi1egsPhoLqqEoVCSXVVJfEJU6isrEDr5ydJMA6ePc7epdawcet2Pvn9b7h+tYh5C1PJOHsSrdaPtGXLJdE6nLvXCyl/WMr8Zevw0xloqqumIPsUK5Rq4qYn8uRByYiA3JMHJQSHRUoajIPnj1lXrd1A+oo1Q/cW5HH/7h0CAtyTZOBWjyVz2AgxPeJh4CK65c4/SquPGq25laCeSo8LyNmsVm5eyWfja/sICXOuaPnr9DTUVnOv5AZhkdHMW5zuut9Pp6exvoYnZfckC8hZrVYK8/PYve9twiMiAdDrDdRUV3LrRjFJyfMASFu2nNi4eAA2bt3Bv/3ipzx8cI/pM2d7pG5/nR6FQsGWHa+7Bo4BAdLai81q5WrhZXbsfpOwcKdmnd5AXU0VJbeu4++vQ6c3sGzlWgAMAYG0NDVy7Uq+lLKx2azcv1XI0o1vEGgMB0Djr6eloYYn92/hpw9EH2hk9oJlrvfMS1/PmYO/paujTXKHarVaKci/xJ59bxMe6cxk0RsM1FRXcfP6NbbueB0ZoFAo0Gi1kmt9nl37+esICAxkxWqnjQQEBtHc3ETh5UtSyp6wH1m6fBVR0TEALEpbwtdffYHVapV8MGyzWbldXMC6HXsxhjp9t59OT2NdNQ/u3GDa7BRJ9T0LZ7tfYve+t4kYZtvVA7advmK1xAqHsFqtFBbk8cbeZ9hIitNGerpNnDh2GIMhgM3bX5d04j8Cuw15Qyk9U1Zi1zoHXFaFFoupCd/mR1iCEiQWOGDHVwtYv2MvxrCRdny/ZMiO5y5OJyTM+TeYOiuJa/m57HrnR/jp9ADEJEynrqbS7QE5h91Gz5Pb6Oevw1fvzMLyVvthaWukr+YByghnRrYmYR7yAGfGpyp2Dp03MnHYbMgkshWr1cqVwjxe3/0WYRFDfXttdRW3b15Dp9Pj5+fPyrUbkclkBAQGYTJ1kZebReqS5ZJshR+vXxx8HpcsW0FsnNO2N23dyW9+/s+UPbjHDAnHfgWXL7H3zXdG+ryqSm5cL0an06M3BLB67QYAAgODaGpspDA/TxK9w7HbbNTcvcasFdvxC3Tar1Kro6u5joZHpYTEOzP8omYvQh/iGVm3NpuV29cKWLd9D8FP942lN7FazAQEhRBodO5a0koUZHkam9XKjaJ8try+j5CB8ba/zkB9bTV3b19nZmIKACqVxiNqyI3Xlw/OvzwNm9XKtcLLbHtjP6GD7Twwr7lz6zpzF6Zxs7iQrs4O/Px1OBwOHt4vZX7qUkn0DvqPPfufaucqZzvPnD2b2zevY7fbaW5qxNvLmxmzZlNVWU58whSqKstdY1gptD9vnL1l++us3biFMyeO0d1t4smjh7zz/g8kL1lis1kpvVHAyi17CApxziG1/nqa6mt4dPcmKYtXUnI1j5bGOgKNYdjtNiof3iV5sXSLVTD+mHXL9tcZzN8ou3+XWzev8cbet902j3TrrElh7cHbYWNKS9GI6zKHnV5ff3dKmRCdHW1YrRbOHP1ixHW7zUZgcAgApTeLeVB6i+6uTqw2K3abjYCB16Sgva0Vq8XCoS8+HXHdZrNhHLbFKXzA0QKoVCpnsKil2W06n2Y83f19/URERXvOZA5ob3fax/FDB0Zct9lsBBtDsVkthISGj3gtNFzarQoA3Z3t2KxW8s4cHnHdbrehDzBit9tpqqvi+Cc/G/O9UgfkBm3lq3Fs3BMYz66tFutoGwkb+bMUTNSPBBuHtjppNM5Oq6e7G3+dtIP4zoFn8/yxkSfs2u02AoKk88/j0d7WiuUZtu0JW1SHM2gjhw8+30YOHfyM0LBwtuzYJflAcjhe/SZkdhvqh7kjX3DYsav0kmh6mkE7Pnf8KTt+apwREDT0HKpUanx8fF3BOACVWk1zY90r1/s0tp5OsFtpv3Z+5At2Oz5+QxkJPn5DfYqXwlkWwW7uxVslzYJKR3sbVouFr7/6bMR1m81GcEgoNquV0PCIEYG38IgoLBYzXV2d+EsQxJhovzg4EQHn2C8gMIjWZunGfm0DPu/ggT+NuG6z2QgJDcNqsRL+1LgpYth3kJI+Uwd2m5XS3OMjrjvsdjSGoawKTUCwu6U9k66OdmxWCxnHvxxx3W63YQgKIXnhUnLPHqW1qYGwqFii4qa6FgOkpGNgPnby62fPxzyJcftyDw3IdQz0Od8c/nzEdbvNRpAxlCBjCIbAIMru3WHeoiXUVlXQ29NNwrQZkugdbOcvPx+jnUNDiYyKwWw209BQT211FVHRMURHx1AwENCvqqxgUeoSKaRPaJw9fcYsHj64R1HBZdZu2IxB4kQUAFOHcw6Ze/KrEdftdhv6QCMqjZaw6Hie3C8h0BhGbcUjbDYbUfHTJVLsZKJj1saGOk6fPMbqtRtdQV534NaAnJfDBsCjgAVYvEeuYNhlnjNQH8RisQCwfttuNFq/Ea95eXvz6EEpRZeyWZS+GmNoOHK5glvXCmmqr5VCLjCk+bXd+9H6jdTs7e1NR1ubFLLGZTzdOR60RWEQi8UMwNbX9o6yD29vHy5mn5VC1rhYB9p6ybqdKDUjJzxeXj7cyDtPWFQ8sxemj3qvUqIJ0nAsZme7v75nP1rtyEC+t4/nBGxhfLvOPu+ZNjJRP+LlNdTeg5NTh8PhJpXPZtDG12x9A7VmtP6uznYJVI2PecC2dz3Dth126dt2kEEb2fnGaBvx8famvd1pI/EJUyi7f4+WliaCPWniZHduw+pNSMfu+1RtTC9vvPpNEogayaAdr32GHXd2tAMgGx7olMlG/uy8KMlz6RjY6qZLWYO38qltWl7e2Hq6nP8fNv7zhINWBvuY7bv2oR3Vt3uTm+WB45Fx+sV2Tx37Deh+Y++b+PmN1p1x9owUsiaEzep8Pmekb0Guenos5UWfqRMAb2/P2KIPQ+PW1Vt2oXratr280fj58/o7P6am4jF1VeVkHD/I9MS5zF+6Sgq5LqwDdrJxx55RGSve3j50tnuWfY/Xl1dWlPO0R7bbpD/wY9A+tuzcM3peM7DzYeqM2a6AXNm9UqJiEyQrBTK8ncfyH0qlkmBjCFUV5dTWVBMTF09kdAyNRw/T2tJCW2urZBly442zB+9pqK9DJpPR1trqdo1jYR3we+kbX0elefpZdOqOn5FEYfYpUtJW8uR+CdEJ0/HxkdYPjjdmBeg2mTh6+EvmJM1lTvJct+pza0Cuz0eLHS/ktj6P2546FvqAQLy9vTF1dRIWGT3q9dvF1RjDIpiVNM91ratD2k4hMDBoYMLZMaaTGZxI19VWu7JY+vp6aWtrJVDCYuzj6Q4yGim9fQubzeYxWXIBg5q7OomIGq3ZEBDEk0dlI67V10kXrB3EzxCIl7c3Pd1dBIWNjv7rAo3UVpSh1uo8KqNlkMCg4IHJaKdbCm1+F8aza0NgIE8ePRxxrcEDbGSifsRT0Qc4bbzb1EloxGjf7akBuaBxbLujvd3tmp7FeDYyGJBbtmINvr5yDn3xKXv2v0tgkGdki9iV/jhkXsjMPTj8xihq7wEBOZcdd41tx4MBOU/FW6MHLy/sfd2uLanDcQXkPIyAoCHbjhyjbw8IDOLhg3s4HA5XALG2pgq5XD5qUuguxusXBwNytcPHfr29tLa2EBAk4dhvUHdnB9ExsWO8HsTDsvsjrtXWVrtJ3fNR+xuQeXlj7jGhCx6dRTYYkPMk9IbBvrGLkDF8CoBSpSZhRiIJMxJ5cOcG1y7nSB6Q0w/0N6auDsLHmI+Zupxt7XBIH9SC8ftytVqNub8fs9mMXC4HoLGx3s0qR2MYNq8JH8P3gTMgV5SXS1NDHY/K7rFi7UY3qxxi0H90dXaO6T8AZx25inLqamtJX7EalUpFYGAQ+ZcvotFqCQiUJh4x3hgKIDfrPDKZjNf3vMnXX31OfMIUomPj3Kx0JP76gTmkqRNj+NgZZGFRcfj4+PKo9CZ1VeWs3r7PzSpHM157W61Wjh05SEBAICtWr3O7PrcG5OxePjRo44jsLAUcmOQGvO1WtOY2bF4+tKojmdWYS43fdDpU0m/PkcsVJM5LpfBiJuAgJCwSs7mfhrpq5HIF/voAyu7dobriMX7+eh7eK6GpoV6ywpYAcoWCBalpZGeew+FwEBEZRX9/PzXVVSgUCtdWivy8iyhVatehDiqVmikSpRxPRPfc+Qu5XnyFk8eOsChtKQqFgrraGkLDwiU71VEuVzB3wWIuZZ/H4XAQHhFFf38fdTXVyBUKEpPncb24kLzcTGbNSaGxoY57d25KonU4vr5ypiYu4HZhDg6Hg8CQCKzmfloaa/HxlRM/K4XyB7e5knOSaXMW4qtQ0t3ZTvWT+8xbum6M7Av3IlcoWJiaRk7mWRwOB5FRQ7YilytITEqWVN9wxrPr5JR5FBcVcCE7g8TkuTQ11FNy23nKj5R5IhP1I56Kr1zB7JRFXLmUhcPhwBgWicXcT2NdDb5yOVo/z9Q/aNvZA7YdERWFeZhtS7WSOxZyhYIFi9LIyRppI87AhGLEtuUVq9fhcDj46os/sWf/u55xEq+3L+aQGSiqrwMObNpgZDYz3qZmHN6+OOSacT/iVeMrV5A4dxFFg3YcHomlf8iONR5qx4N4+fiijpmN6cEVwIGv3ojdasHa3ojMxxcvpfQZ12MhlyuYt3AxF4b17WZzP7U11cjlcpJS5nO9uIiczLMkz11AW2sLhXkXmLsgVbIMv/H6xcHnMf/SBVQqFWqNlku5WahUaqZKOPZTKBQsWryErPODuqPp7+unproSuULB3HkLuFKYT3bmOZJS5tFQV8ftm9KPowC8feWET0+h/EYeDocD/6AwrBYzXc11ePvKUaj9xv8QN+MrVzArZRFX8wb7xgjM5n6a6mrwlSvo6mwjMDgUXUAQdpuN6vJH+BukT6CQyxUkzU8lPzcTHA5Cw53PZH2t85mMiHYGKSqfPCQqdgo+Pj74DgS6JNE7Tl+eMHUavr6+XMzNYt6CRdTV1lByS3q7lssVJC9I5XJOBg6Hg7AIp+762ip85QpmzE7CX6cnNDyS7HMncTjsxMZPlUyvQqFgUWoaWRlD7dzf309NlXOsmpiUTHRMLNeuFqFWawgcWHyIGrg2feboE+HdxXjjbJVKTcmtG+x/531CQsNYkJrG6ZPHee/7P0SpVI3/C14RvnI5M5IWcj0/BwcOgkOdsZHmeue4JG5aIl5eXsROm82toov46fSuWnNSMt6YtaqynK6uTt7Y+za9PT2u9ylVKrckArm98nad3zSsXnJCTY+QW3uwefnS4+tPg3YKAEprN94OzzjRB2D+4nSUKhU3r+bT1dGOXKEkMDiE5IVpGEPCaWlqIPv0MZBB/LRZzJwzl+qKx5JqXpq+ErVKTWF+Hh3tbSiUSkJCwkhNW+ratpK+cjXZGWdpb2sl2BjCa2/slTzz7Hm6VSo1e/a/Q252BgcPfIKXTEawMdRVvFgqUpeuQKVWU1x4meyONhQKJcEhocxPXYqfv45N23ZxKec8t65fISQ0nMXLVpF19oSkmgFmzluCXKniwa0iurs68JUr0AcamZ6cikqtZcWWfZRcvUje2cPYbTZUWn9CImPBA7YTgfMwAZVaQ1H+Jc6dHmYrS5aN/2Y38zy71ukNbHvtDXKzMrh2tYjwiEgWL1lGxtlTru0BnqjbE7aljsfc1HSUKjW3iwswdTp9d0BwCHPmp4EH61+2fBVqtYbC/Eu0n25DqVRiDAljsQfa9pL0lajUaooKhmzE+AwbWblmPXaH3RWU84RaKOawRBw+CuT1d/EyX8Xh7YtdbcAcIt0p6U8zaMe3igswZQ/ZcdL8tEnxHKoT5iKTK+l5chtbrwmZjxwf/wDUcXMYtWfLg0hbthKVWsPVwstDtm0MZeHipWj9/Nmxax+XcjI5cOu3KJQqZs1JYVHa6DIP7uR5/eKgrSxfuYas80Njv9d375N87Je+YhVqtZqCy5dob3P6vJDQMNKWpuOv07Fz1x6yzp+l+EoRYeERLF+1mtMnjo//wW4gavYifBVKau5d47GpE2+5Ao0+iMiZ8z32+UxZtAylUkXJNWff6KtQEhgUQuL8xXSbOrlecAFTVwfe3j4YwyNJX79NaskALEhbjlKl5vqVfLo6TiNXKAkyhjB34RI0Wj8WpKVTeCmHnHMnmTZzDis3bJVU7/P6cpVKxZbtr5GTlcGtG9eIiY1jSfoKzp2Wfn6waMkKVCo114sukzsw7w02hjJvWK21qTNnczHzLNNmzcFH4lPTl61w+r2Cy5dobx/yH4NjpsioaBwOx4gFzejoGIqvFBIt8S6bZ42zF6Ut5cSxw6QtW05IqPOAlSXLVlDx5DHnz5xi285dkupOXLAUhVLF3etFXO06h69cgSEohJlzU133xM+Yw90bhcRNT5RQ6UieN2bNv1RBt8nEx7//9Yj37N7/jlt2Y8kcE+wxdvz2yqvW8tL5xRtJUkv4VujVnlNv4s+dfotnpLe/KDVtvVJL+FYkhHhmRsTzcPeguuDyRW5ev8aPfvI3bv29nkJzl1lqCS+M0V/hlt/T2tLM7//tl3z4o7/CEBAw/hvGweZBNekmyt+efyC1hG/FXy+JlVrCt+Lkfem3Ub0ob6Z4xomWL4qvz6vLPq+sKOfLA5/wV//L/47yJZ9C6e3l3oW6yopyPv/0Y/7mf/0v3/q7XHjQ9JJVuYcpwZNvDKWSe0aZmRdFp5qcczFTv+cktUwUP6W0C9Dflsk4hgKobn31c8imumpyTn7Jtjd/hFL93XccRBikywr8LvgpJ9avT84nQCAQCP5MuHHtKqFh4ShVKmqrq7hamE/K/IVSyxJ4GL29vdy/dxe5QoGfv+edSi4QCAQCgUAg+PeLzWalv7eXkuLLRMZPfynBuH8PiICcQCAQSEhbaysFly/S19uLv7+O+YsWk5rmedsTBdJy5tRxGurrWLdhMz4Sb2cWCAQCgUAgEAiGU/nwHlcunEUfaCR11Sap5UwaxKheIBAIJGTV2vWsWrteahkCD+e1XXulliAQCCYp0TGx/G//5/8jtYyXQnRMLP/l//p/pZYhEAgEgqeIm57oUXXjJgvfOSA3uyEbhW30XuQmdTRV+kTk1m4iO++hMbfh5bDTqQiiSjcbq/fImjv+fY2EdZWhsnRhl3lhUgTyOGD+iHsCeqoJMT1BYe3G5uVDuzKUKv23+6PX1VRyu7iQlqYGerpNrNnyOrEJ01yvXyu4yOOyu3R3deHl7UWQMZT5aSswhg6dFHLwj790HbU9yIIlK0hekOb6ubriMdcKLtHe2oy3tzehEVEsSl+Nn7/+W+l+msL8S5Tdv0draws+Pj6ER0SyfOWaMU+xczgcHPnqc8ofP2L767tdJ2s1NtRTVHCZmuoq+np78NfpSE6Zz7yFqaM+42Vx49pVbl4vprOjHXAeXZ22dDlxCc7DPaxWKzlZ57lfegebzUpsXAJrNmxCoxlZP6Pk1k2KrxTQ1tqCXKFg2oxZrF3/aiLyH//253R1doy6Pid5vuvY77raagou5dBQV4vMS0ZwcAjbd+13FT1ta23h8oVM6mqqsdltBAUZSV26gsiXVDDy/s0iaivKMLW34uXjQ6AxnNkL0/HTDdWbunjqS5rrq0e8L3Z6EnOXrh31ef19vWQd/RN9PSa2vPWXyBXOei015WU8uXeTjtYm7DYbfvpAZs5Ncx788JKoqqzgSuFlGurr6DaZ2LFrz6jT4Fqam7iQnUlVVQV2u53AwGB2vL57xAmP4LT9w18eoPzxozE/52Uxkefx4GefUF1VMeJ9SSnzWLdxi+vnzo4OMs6doqqiHF+5nNmJyaSvXI3XKzrh9mU9jwC9vT188od/w9TVxU/+439+afWK6mur/v/s/Xd009m254t+JNmKjpIt52xMztEEgzE5FlBAFRRQeYdzzu2+fd/t98Yd790x+t7Xr/t0n7BzODvV3rV3UUWRczKYnKONMQaMc86WbCu/P2TLGZvCtqQ66zMGY6Cffvr5q6X5m2v+5lprLp48uEVddRVtrQbSV28iNjGlxzmN9bXcu3GJqvJiHHYHgVodS1Ztws/fucTzxsXTlJcW0WY04OPriz48ipnzlxDYaxe5F0+zyX10h6bGeuRyBXFJY5m3eHiSpp12Xdlh1+/0ssf8Z095eP8eVZUVtLe3sfvjzwkL67nruNVq5WLmWfI6f4/EJJavXNPv7zFcPHrQ10bmze+ykX1f9W/Xy1au7XHsSXYvnz12AhnD6LMl5lYUZY/xaa4Auw27wo/2uDnYNX1r7imK7yKvfUl79DQs+rGu49LWehRlj5G11gMSLEHRmKKngaxnTSGfulfIq54hNbXgkPliDYrBFNszbhkKlWUl5HS37TWbiOtm21fOn+BlXk6Pz0TGJrBiwzbX68zjB6ivraKtrRWFQklETDyzUhej9uva6bGsqIAHt6/SWF/njEciY5i1cOl32hne+PIhrQU9dwWUqQPQLtgEQEvuDcz15dhNbUhkPvgG6dGMmYmPputv1Zz7c5/r+k9OQxme4Hptrq/EmH8Hq6ERqVKDJnEKysjkN9Y7EDevXeLW9Ss9jgVrdez+5EcAZJ45QUnRKwxGA3JfORFR0SxIW9rDp1dWlHPt8gWqqyqQICEsIpKFizMI1YcNm87eDFf/WF5awpXLF6koL0MqkaAPC2fL9p34jlKh9hvXrpD/LI/6ulp8fHyIio5h8dJl6Lq1r8FgICvzHIWvXmI2m9FqdaQuXMTYcSOzQ2LlyxyqXuZgMrYAoArQEj1hFsERzqLw7YYmCh9dp6W2AofdRlB4LPHTFyFXql3XKH16l4aKIlob65BIpcx559N+/1Z1YR4V+Q9pa2lC5itHF51E4oy076S7qryEJw9uU19TSVurkcWrNhHbbQfML3/1P/r93IzUxUycPhdDcxOP716nsqyY9lYjKo0fiSkTmDQz1bXxR2VZMU8f3aWuugKz2UxAYDATps8mMWXid9JcUVrMo3u3qK2upNVoYMW6LcQnd/m+Vy+ekfv4PrXVlZja29m842NC+rmvqspLuXP9MtWVzthbFxrGmk3b8fFx2nF7exvXL56l6NULJEhIGDOW+YuXD9tOrIP169euZJGX+4SWlmakMhlh4REsSksnMiradU59XR2XLp6jrLQEm81GqD6MhWlLiI1L6OcvDg9ms4nb1y7z6sUz2lpbCdGHsTB9OfrwSGw2G7evXaL41UuamxqRKxREx8Yzb1E6Gr+eOwgXFbzg7s2r1NVUI/PxITI6ltUb3x0x3SXFRdy+2dXem7ZsY8zYrvZ2OBxcvZzF44cPMJnaiYqOYfmqNWi7bSbV1tbG+bOnePk8H4lEQsq48WQsX4V8hHbnHerzenlZKVcvXaSiosy1geGW7Tv6+GSr1cpXf/kjNdVV7ProM/S94sTvQu6DW5QW5tPSWI9M5kNIWBRT5qYRENQVP718+oiiF09pqK3GajGzac/fu54Ne2OzWTl/+G801tWwYvNugkP0rvca62q4d+089TWVKJRqxkyczvhpc976O8Dg8So42/na5Z7tvHmbs52bmhq5ee0KJcWFGI0G/Pz8GT9hEnPnLxqxTZDeOiH3LGR+j9cqawtj6m7ToIpAarcypu4Obb7+PNc5Gzmy5TlJ9Xedn+vYsTGorYLYxhzKA1JoUeiQOBworYYe19UbCtAbXlEWMA6jPAiZw4a8n0TgULFaLGhDw0iZOIXME4f6vB8YrCV18Qr8A4OwWS3kPLjD6cPfsHX3D1CpuzrdGfMWMXbiVNfr7s69pamR88cPMGn6HJasXI/ZbOLW5UwyTxzinfc/+s7au1NaXMy0GbMJj4jAbrdz9fJF9n/zFR99+sM+Hc39O7eQ0Lf4blVlJWq1hjXr38E/IIDy0hLOnT6BRCpl+gjVsvL3D2DRkqUEB2txALnZjzh84Bt2ffQZIaF6sjLPUvDyOevf2YJCqSTz7CmOHvyW93d1tdvd2ze5d/smaekZRERGYbFYaOq4+UaCbTs/wt6twH99bQ1H9n9F0ljnjnwV5aUcO/A1M+fMJ23pSqRSKbU1VUi67Ux6/PA+goKCeWfbTnx8fHl07zbHD+1j16c/HpaH6drKEhLHTyM4JAyH3cGTe1e5dvoAyzZ/2GMnpPiUyYyf0XXvDrSj54OrZwnUhtDe2vN+rKssRR8Zx8SZC/GVKyh6/oQb5w+zZP0OgnT6fq/1plgsZvT6MCZPmc6Rg/v6vN/YUM/eL79g8tRpzF+0GIVCQW1tTb/f5d4Atj/cDPV+nDx1OgsWLXG97v7b2O12Du3fi1rjx/u7PsJoMHDq+BGkMimLFi8dEd3DcT92cubkMUJDwzC0tAyrRqvFTLBOT/L4KWSd6uuzm5saOH3wbyRPmMK0OQvxlctdAyGd6PThJIydiJ9fACZTGw9vX+Pc0W/YvOuHrmTnk4e3efLwDrPmpxMSFoHVYsHQ0jcR/12xWMyE6sOYNIBdW8wWomNiGDd+AmcG2HHtwvkzFLx8zoZN76JQKDh/9hSHD+xj5+6Ph01nb/z8A1i42GkjAE9yHnHk4Dd88KHTRsBp1/MXLnF9pvfua/du3+TunQ6fHeH02c3D6bOtZtT5mdj89LQmp+HwUSA1GXD49A2wfRpLkRnrsPv2LBQsMbehfn4JS3AM7TEzkNgsKEsfoCy6TXviAtd5vlXPkFc/wxQ1FZtGh8RmRWI2fjfZVjPaED1jxk/hYj+2DRAVm8CCjDWu1zJZTz8XHh3L5FnzUKv9aDW2cOfaRS6ePszad3cB0NLcSObJg0ycNpu0FeuxmEzcvnqBi6cOsWH7h99Jt0wTRNDMbonqbn2dT4AORUQCMqUfdouJ1pcPabp/Du3CzUgkXQML/hMXINdFdV2i229la2uh6UEmqugU/CctwlJfQUvudaRyFfKQrs+8LbqQUDZt3el63X3gQx8ewbgJk/APCKS9vY2b1y5z6Nuv+Ojzv0cqlWI2mzmyfy8JyWNYunw1drudm9cucfjbr/j4h//LiAXvw9E/lpeWsH/fV8xNXUDG8lVIpVKqq3vGLCNNSXERM2bOJjwyEofdzqWLF9j31V/55Ac/dj0Ynzh6yJmM2fo+arWa3CfZHDm4nz0ff+bagXA4kav8iJ2citLPmbisKczj2bVTTFm+DYXGn9zLx9AE6ZiwZKPzO+TcJu/qSSZnbHG1ncNuRxedjL8unOpXT/v9O+X5Dyl/9oi4qan4a8OwWS2YWr97v2m1WAgO0ZM8fjKXTh/u8/67H/64x+uyolfcuHiK2ETnYERTYx3gYN7iFfgHBtNYX8PNrDNYLRZmLkh3tkVlGcG6UCZOn4tKraa08CXXM08ilyuIjn/zRLnFYkEXqmfsxCmcO36wn/fNhEfGkJQynsvnT/V7jaryUk4e3sf02anMT1+OVCKlrra6R8x38dRRWo0G1m56D7vdTta5E1zOPEXG6o1vrLn/7/H6fj1YqyNjxWqCgoKxWi3cvXOLb7/5G5/98O9Rd9TYOvjtXoK1Wrbt2I2vjw9379zi4Ldf8+kP/wE/v5EZbMs6e5L6uhoyVm9Ao/Ej/2kOx/bvZfuez/GV+1JbXcnMeQvQhYZham/nWtY5Th35lnd3dsUaL/PzuHTuJHMXLiEqNg673U597chumuLyf1Onc/hA3/a+ffM69+/eZs36dwgMCuLqpYt8+/Xf+OTzH7tKfhw/chCjwcC29z/Abrdz8vhRzpw8zvp3No+I5qE8H5SXlXJg31fMmbeApcudz5E1A/jkyxcz8fPzp6a6atg01lSUMGbCdLSh4dgddrJvX+HSyW9ZvfUjfHydGq1WKxExCUTEJPD49pXXXu/Rrcuo1H401vW0B4vZxKWT3xIWFceshctpqq/l9qXTyBUKksZPHeBqQ2eweLW8rJSD+75iTuoC0pf1bef6ulpwOFi2cg1BwVrqaqo5d/oEFouFxUuXv7W+/njrhFzvmW6Bhpe0y9QY5Fr8TbXIba08DV2AXeoMzAuDpjC18hz+5jpaFCHgsBPd9JSygHHUabp2xmr37cq+y+wWIlvyeamd5fxMB22+372wdUx8EjHxSQO+nzS252jP3EUZ5Oc+pqGuGpU63nXc11eOeoBESm11JXaHg5mpaa4fefKMOZw7fgC7zYZ0GAK1Ldt39Hi9au0Gfv2zf6GqsoLobls8V1dVcvfOTT7Y8ym/+cW/9vjM5KnTerwOCgqmvLyM58/yRiwhlzSm58yWhYuX8ujBPSrKy/D3DyD70QPWbthEbLxzZGjl2g188btfU15WSmRUNO3tbVy7fJF33n2PuPiu0aORHJFW9SpMef/2dQKDgomKjgXgatY5psyYxcxuW4MHdx+NaW2lqaGejBVrCQl16kxNSyf70T3qa2uGJSG3YGXPrbBnLlrJyb2/obGuipDwrpE4mY/PoIU2C54+wmI2MW7aPKpKC3u8N2Veeo/XE2ctpKL4JZXFL4ctIZeYNIbEpDEDvn/l0kUSk5J7OMeg4L6zYKqrKrl7+wa7PvyMX//8X4ZF20AM9X709fVFM0CAVfSqgLraWt597wOnTYTBgrQlXM7KZP7CxSPygPe292MnD+/fxdRuInXBIl4VvBhWjdFxSUTHDeyzH9y8TFRcErPmd9lmQGBwj3NSJk5z/d+PQKbPXcSxb/6EoaWJgMBgTO3tPLh1hYw1W4iIiXedqw0ZHpuGwe164mTn7uBNjY39vm9qbyf70QPWbdzs8n2r123kj//2qz6/x3CSlNzLRtK6bKQzIefjM7Bdt7e3ce3KRd7Z8p7LjmB4fba86il2XzXt8V2zu22Kvnok5lYUJfdpS16M6uXlHu/5NJfjkEgwxcwEiQQH0B47C83TM5jaW3Ao/cFqRlGeTVvSImwBTv0OAHXQd9I9mG0DSGU+A8YaABOndfXVfgGBTJ45jwsnDrpijbrqShwOBzPmdcUjk6bPIfPEW8QjEglSRf87n6miu+xFpvJDkzydhpvHsLcZkKm7YjeJj3zAa7SV5iNT+eE31vndfPyCsDRW01qcO6wJOYlEOqDdTp46w/X/gMAgUhcu4as//47mpkaCgrU01NfS3t5G6oLFrpmGc+en8bcv/o2W5qZ++6ThYDj6x4uZZ5kxc06PmqX9ra4YSba9/0GP12vXb+TnP/knqioriOnoM8tKS1ixei2RUc7ffP7CNO7cvkllRcWIJOS0kfE9XsdOnkflyye01FdibjNgMrYwZfk21wNq8pyl3Dn8B5qqSwkKcz7HxEx0TkKoLszr929Yze2U5Nxm3II1BIZ1+WxN0Hdv/6i4RKLiEgd8X6XuaeMlhc8Jj4rFPzDI+fnYRKJiuz7vHxhEc2M9+U8euhJyk2em9rjG+KmzqCgppLjg+XdKyMUmJBGbMLDvSxk/GXBOcBiIG5czmTRtJtNmd2kL6hZ7N9TXUlJUwKb3PyQ0zGkvC5Ys59ThfcxbtLTPbK/vwmD344SJk3u8Ts9YQfajB9RUVxEXn0hraysNDfWsWrsefUefuHhJBg/v36W2pnpEEnJWi4WC53ms3riVyI7nmNnz0ygseMGTx/eYu2AJ69/tGdMuWrqCA199QUtzE/4Bgdjtdq5lnSM1bSnjJ09znafVhQ673u68rr0dDgd3b98idcEixqQ4k81r17/DL376zzx/lsf4iZOoq63hVcFLdn30KRERzpVvy1asYv83X7EkYzn+/m9vE70ZyvNBVuZZZsyczdzUrsG//nzyq5cvKCp8yYZNW4c11l68puesxjlLVnPky19RX1uFPsLp28ZOdq4CqC4vfu21KooLqCwtZMHyDVSUvOrxXtGLp9jtdmYvXoVMJiNQG0JDXTXPHt8bloTcYPFqVuZZps+czZx5/bdzQmIyCYld/iwoKJj6+joeP7jnuQm57kgcdrRtZVRpEpyBGnZAgqPbaKjz/xL8TPW0KEJQW5qR29txSGBc9VV87SZafQMoCxjnSsr5m2rBAb62diZUX0Jqt2GUB1EaOB6LbOS3wbXZbDx78hC5XNHnwezxvZs8vHMNjV8ASWMnMmn6bNfoaog+HAkS8nMfM2b8ZKwWMy/ynhAZEz8sybj+MJlMAChVXe1isVg4cfQQGctXDxh09sZsakepGp6lZoNht9vJz8vFYrEQGRVNVWUFdrud2PiuwECnC8E/IJCKjgfOolcFOBwODC3N/Ol3v8JsNhMZFc3ipcsJ+A7Lb94Um83Gs9wcps2ai0QiobXVSFVFOSnjJrH/qy9oamokWKtj3oIlREY7nZhSpSIoWEdebjahYeHIZD7kPHqASq0hdBimGveHxeK0h97TiUsK8ih5+RSFSkNEbCJjp81zTe0HaG6oI+/hTZasfx/jEGYHORwOrBYzvgNMWx5uHA4HBS+fM2fufPZ//VeqqioJDAxi7vyFPZYJWCwWjh85yLIVa4Zs+8NJf/cjwNMnOeQ+yUaj8SMpeQzzFqS5pqOXl5USEqrvkaCNT0jk/JmT1NZUj8gDSHe+y/0IzuVRN69dYcfuj2lqbBhRjb1xOByUFhUwafoczh39hvraavz8nUmJ3staO7FYzLzIy8YvIBCNnzNBUFHyCofDQavRwOGvfofFbCY0PIrZC5ai8feMnU0rO36PuF6/R0BA4Igm5LrTaSPWDhvpJC83h6e5TrtOTB7DvPlddu3y2YZmvujls7/Lksn+8GkqxxYQjrLgGjJDDQ5fFZbQZCwh3R74HA6Uhbcwh43Drurn79ptIJH2mO3lkDj7a5mxFqvSH5+WSsCBxNKK+slJJHYrNk0IpuhpOOTqvtccBirLivn6Dz9HrlASER3L9LlpffxKJ6b2Ngqe5aKPiHLFGrqOeOT508ckj5uM1WLh5bOct4pHbK0t1F3aBzIZvoGhaJJnIFP19bMOm4X28hdIVX5IlT0Hggx5N2nJvY5M5YcyeizKyGRXwtDaWI1c19PfyXWRGPLvfCe9A9HYWM/vf/UTZD4+RERGMT9tab9xhMVsJjfnEQGBQS6bDdbqUKpUPMl+yOx5C3HY7TzJfohWF0JAR6JjtBlK/2g0GqkoL2P8xMl89Zc/0tjQgFanY+HipUTHxLpFN3TrM5Vdth0VHUNe7hOSklNQKpU8zX2CzWolNi5+xPU4HHbqSl5it1nw14XTbmgGCUilXfeMVOoDEgkttRWuhNxgNFaV4nA4MLcZeHj6K2xW5/Xjps5HoR7+ZEBv2lqNlBUVsGDpmteeZzabB1yO1nWOqU/Zh9GirdVIdWU5yeMmcuSbv9Dc1EBQsI7Z8xcTHuX8LaoqypArlK5kHDhnHEskEqory0lIHjvQ5UcEm83Go4f3UCgUhOqdsb9KpUKr1fEk+zH6sAh8fHx4+PAearWG8BGK+ewOOw6HA5lPT//v4+NDZVlpv58xd9yfig6bqKmqxGhoQSKR8O2Xf6C11YAuNIzUtKXohnEg801oamzEaDQQl9AVIymUSiIioygvK2X8xEmUlZU6j0V0laGKT0hEIpE4B6LHjkxZm+70fj5o7fDJ4yZM4qsv/0RTh09ekJbewycbjQbOnj7Oxs3bejy3jQQWc//PkIPR3mrkzpWzLFzxTr8aa6vKCQ2P7jHBIDwmnrxHtzGb2t/4772O3vFqq9FIZUUZ4ydOYu+Xf6KpsYFgnY6FaemuCTb9YTaZBoy5hoNhTcgFtlchs1upVzsDdKNvEHaJjKjmZ5T5j0WCg8iWZ0hw4GPvuKltrQBEtDynLGA8JpmaMGMBKXU3eaJfjE0qR2FtBRyEG15SEjABm9SHyOZ8xtTd5mnooh4Jv+Gk+NULLp4+gtViQa3xY9Wm91CquoLtCVNnEaIPQ6FUUVVRxt3rWbQaDcxLywCco0ur3tnOhVOHuXbhNA6HA314FCs2bh0RvQ6Hg6zzZ4mMjnHNWABnxj0yKprklKF1OmWlJTx7msumre+NiM5Oaqqr2Pvln7BarcjlcjZs3oouJJTqqkpkMlmf2lMajQaj0bl0srGxEYfDwa0b11i6bCVyhYJrl7PY//Xf2PPJD0ZsmUgnBS+eYTK1M26iczZLc8dslts3rrBgcQahoWHk5WZzeP/f2LHnc4KCtUgkEt7ZuoMTR77ltz/7n0gkElRqDRs2v9cj+BwuHA4Hj29lodVHEhDclfmPThyH2i8ApVpDc0MtOXeu0NLUwLyMDYBzzf+drBNMmr0ItV/AkBJyz7PvYrWYiU4YncCm1WjEYjZz6+Y1Fqalk5a+jFcFLzhyYB/bd+4mpqMm38XzZ4iKjhmy7Q8nA92P4ydOIiAgEI2fH7U11VzOyqS+vo6Nm531oIxGA2pNz4fWzpkxrcbvtiRuKLzN/Wi1Wjlx5CBp6RkEBAaOekKuvdWI1WIm5/4tps1dxMzUJZQVv+LiqUOsfOd9wqO6Otm87Pvcu56F1WohIEjL8g3bXf6ipbkJHA4e37vBnEUZyOUKHty6wtmj37DhvY9H3K8MBaPR0O/voe72e4wUNTVVfN3NRtZvctoIwLgJHXbt70dtdTVXsjJpqK9jwyanXTc1dfns9Aynz75+JYv93/yN3R8Pj8+WmgxIa15g1o/FHD4BWWs9ipIHOCRSrDrnrDx51VOQSLCE9j+6bvMPQ1L6EN+qPOc5dhuK8sfO61vaOv6O8z6UVz7FFDMdh8wXRXkOqudZtI5fCdLhtZOo2ATiklLw9w+iubmB+zcuc/7Yt6x594MeyyvvXs8i7/F9rFYLoWGRZKzrGu32DwhixcZtZJ0+wo2LZ3A4HISGR7Js/XeLR3wCQwiYtACZOgC7qQ1jwSMa754mOHUj0o4AvK0kD8Pze2CzIlMHEDRjOZJubaNOmoZcGwFSGZa6cgx5N3HYrKhjnWUg7OZ2pPJeS4rlKhxWCw6bFYns7UPY8IgoVqxeT1CwjlajgVvXr7B/75/54KMfIJc7V4A8enCXa5cysVgsBGt1bNq6w2WvcrmCLdt3cfzwt9y+cRVwzkR75933R6zm52AMpX/s9NHXr1xiccZy9PowcnMe8+3eL/nw0x/2mN0/WjgcDjLPnSYqOoZQfVefuXHzVo4c2s/P/uV/IJVK8fH1ZdO72wnWjszsQwBjUx05mQew223IfHwZO3816gAtvgoVMpkvRdk3iJ3knIlbnH0THA7M7a1Dvr7J2AwOB6V590mYthCZr5ySnNvkXj7G1BXbeyT8RoKCZzn4+soHHLACZxmIZ9n3mDk/fcBzCl/kUVddybwlK0dC5qB0ljy4d/MK8xZloAvVk/80h+MH97L1g08JDNbSZjT2KDUEzmXpCqWKthGMqXrz8nk+x44cwGKx4Ofnz9b3PkDdoUsikbDt/V0cOvANP/3n/45EIkGt0fDu9h0jlgSQyxWERURx7+Y1grUhqNQaXuTlUlVRRkBQcJ/zrVYrN65cZMy4icgVTt/Y3OT0I3duXGH+4mUEBAby8O4tju77G+9/9MMRTWAMRGccpOkVR2s0fhg63jMaDK6lwp1IpVJUKhVGw8jGUdD/80Fjh0++cfUyi5cuI1QfRm5ONvu//it7PvkBwVodDoeD0yeOMnXaTMIjIgdcSTFcGh/cuEhIWBRB2qHPeHQ4HNy6dIqk8VPRhob3+wzZ3mpE499z0Kszv9LeahyWhNxA8Wp5R7L5xtXLpKUvQx/W1c67P/5Bv31fQ0M9D+7dIS29b6314WJYo4WQ1hKaFaFYZM6GtMoUFARPJ7C9mmmVZ5haeQ6Z3UKrbwB0ru3vqMlV6ZdMoyqCNnkgRUFTcCAhuK2y48oOpDgoCZhAizKUVnkwhcHTUFiN+JnqhvMr9CAiOpZN73/M+q27iI5L5MKpw7S1djnvyTPmEBEdhzZEz/jJ05m7cCm5j+9hs1oBaDUauHrhFGPGT2bD9j2s2bIDqUzKhZOHcHSrRTZcZJ49RW1NNes2dK1/f/H8GcVFhaQvG1pnWVtTzZED+0hdkEb8a6aRDwdaXQi7Pv6cnXs+Yer0mZw+fpS6odYdcDiw2+0sXb6S+MQkIqOiWbtxE40N9ZQUFY6obnDW2IpLSMKvY6p75+85acp0JkyaSmhYOIvSlxMcrCM355HrnEuZp1GrNWx5bzdbd35EYnIKxw/vw2gY3npbAI9uZNLSUMec9J5F1RPGTSEsOp5AbSgxSeOZlbaKiqIXGJobAXhy9yr+QTpik4dWMLnk5VPyHt5gTvo6FKqRmR3Sm872Th4zlllz5qEPC2du6kKSklN4dP8e8Oa2P9z0dz+Cs9B9fGISofowxk+czOq1G3mR/4zGhnq36Ozkbe7Hq5cuoA0JYcKkKSOssn8czgWDxCQkM3HabLShYUyeOY/o+GSePXnY49zElIms3/4hKzftICBIy6UzR1w+29HhV+YsWkZUbCKh4VGkrdhAS1MDlWVFvf/svzu02hA++Ohzduz+hCnTZ3LmRJeNuOw61GnXq9b1tOvOtk1f1uWz12wYfp9tVwdjjpqCXR2MJSQJS0gi8tqXgHOzBt/q57THze0xA67H51WBtMfPRV71DL+HB/DLPoJDrsHuo8QVt+BA4rBjipmBLSACuyaE9vh5SE0GZIbqYfsunSSmTCA2YQzBIaHEJaawbN271FZXUFnWc8nIpOlzWL/9Q1Zs2IZEKuHq+eMuX9lqNHD9wmmSx01i3bY9rNq0A6lURtapw98pHlGERKMIi8fHX4s8JIrA6ctwWM2Yqgq7zglPJHjuegJnrUSmDqD58SUcNpvrfU3iVHyD9PgG6FAnTEYdN4m2wpx+/trIEZ+YzJixEwjVhxGXkMTGLe9hajeRn5frOmfchEm8v+cz3n1vF0HBWk4dO4i1w2dYLRbOnzlOZFQ023Z+xNYde9CFhHL04DdYLZZR/S6dDKV/7Dxn6vQZTJ4yjbDwCNKXrSRYqyP78UO36D57+gQ1NdVs2NRz2dSVSxcwtbezfccu9nz8GbPnzOPIwW+HtXZSb1T+QUxZsZ3JGVsIS5rIi9uZtDbX46tQkZK6gobyQm4f+h23D/8eq9mEJij0jerUOhwOHA47CdMWEhQei78unDHzltPe0kRzddmIfa9OXjzNJiFlwoD1g1sNLVw49i1xSWMZM6H/JWSVZUVcv3CKeUtWEqQd3aXOnXTa8fjJ0xk7cQoh+nDmL15GULCWZ08eu0XTQMTExbPn4x+wc/fHJCQmcezwAYwdCUGHw8H5sydRqzW8v+tDdn34KWPGjOPg/q8xjMDzQScZqzfgcDj4y7/9nH/76T+S/eAOyWMn9KlZZrPZOHv8EOAgLWOV63hn1zFz7gKSUsYRGhbB0pXrQAIvn/dfO1HQ//NBpy1PmT6DSS6fvIJgrY6cDp/84N4dzGYzc7otaR0p7l09T1N9LakZ697oc8+fPMBqtjB+2shtDDkUBoxXO9t5mrOd9WERLMnoaOfsh32u09LSzMF9X5EybjxTps3o8/5wMWwz5OTWNvxNtRQE99xhrEUZyhPlEmQ2M0gk2KS+TK48j6njwb0zedfu07XMwSGRYZapXJs2WDrq1LX7dp1jlSmwSuVvtbHDYPj6yvENkhMQFIw+Iopv//xb8p88Zurs1H7PDw13FqVtaWkiKFjH08f3kcsVzFnYNbq0ZMV6vv7Tr6ipLEcfMXw1UDLPnuLli+e8t3M3/gFdS6tKigppbKjnF//ac3elY4f2ExUdy/adu13H6mpr+HbvX5kybTrzFiwaNm0DIZPJXAUXw8IjqKyo4P7d24wdNwGbzUZ7e3uPWSBGo9G1jK9z+aGuW50CtVqDSqWmuZ+dUIeT5uYmSotfsXpDV722Tj291/oHa3UYOvSUFhdSWPCCz/7uf3ONLunDIigpekXek+wetefelkc3MqksKWDRmu2oNK9f/hAc6pwOb2xuxC8giNqKEpoaajn8p3ygozYScPKrXzN26twem0GUFuTx4Oo55ixdhz4qrvelRwyVWo1UKkUX0rO9tSEhlJU4H1KLC522//N/+cce5xw9+C1RMbG8t3PPiOkb6H7sj4hIpx9obGggKFiLRuNHZUV5j3NaO0b1es+cG07e5n4sLiqktqaaf8n7//a45q9++k/Mnb+wxwYWI4FCqUYilRLY66EgKFhHVUXPpRdyhQK5QkFAkJbQsEi+/v1PKSrIJzFlAqqO9u1ef0apUqNQqjD22lHbXWg0fv3+Hq3dfo+RoreNVHXYSPcdgjuJiOhr1zCyPtvhq8Sm7Hm/2ZUB+DQ6bUBmqEFibUeTc8z1vgQHitJHyKvzMU5aD4BVG4dVG4fE0o5DKgMk+FbnY++oR2f3Vbqu3f1vO3zkSM2tdKWcRgb/wCAUSpWzrlK3FXJKlRqlSk1gsJZArY5vv/i1K9bIy76Pr0LBrAVd8UjainXOc6rK0Ye/XTwi9ZUjUwdga23ucUzqKwdNAL6BodRe/BpTdRHKiP7rXPkEhmJ/9RiH3YZEKkMqV2I394zxHOY2JD6+wzI7rj8USiVBWm2PWb4KhRKFQklwsJbwyGh+8/N/4uXzPMaOn0Te0xyam5rYvvMj10PsqnWbnOe8yGfs+O+2++TbMJT+0RVDhfSc+aALCaGlaWRjqP44d/okL58/Z8fuDwno1mc2NNRz/+4dPv78R4R2zCTRh4VTWlLM/bt3WLnmzR4Wh4pUKkPVsamDX7AeY30NFc8fkzRzCUHhscxY8wEWUxsSiRQfuYK7R/+Ewm/oNdQ6d2RVBXTN8vNVqPBVKDG1juwMnaryEpob61m0YkO/77caWzh75GtCw6OYt2RVv+dUlRVz8cRBZi1IJ2ncpJGU+1o6Vw8E9+n7Q1ybMak0Gtpae85etNvtmNrbXH3+aCCXy5FrtQSjJTIqmt/95hdkP3rAvPkLKS56xcsXz/mH//U/o+h4Pli+KoLC3xTwJPtRjzqPw0lgUDDvbN+FxWLGbDKj8fPj7PFDPZbb22w2zh0/hKG5iQ1bd7ieX6BrFlpwt2cfmY8PAYHBGJrdEzN1xhpGo9E1acL52uDasV7j50dra8/ZkXa7nba2thEvbzPQ84Gf67m2l9/WhdDc0ZbFRa+oKCvlJ//z/9fjnL9+8XvnAP+64dmk5N7V85QXF7B0/fYeO7UPheqyYuqqy9n/h5716s8d+pK45PHMTV+DUq3B1NbznmzveD1YffOhMlC8Omee8xlW27t/1IXQ0stmDS0tfLv3SyKjolm+amT6mk6GLaLRtZZglSpoUvY/rdEmcxY/9TPV4mM306R0dqytvgHYkaK0GjEqOjomhx25rQ1TR304o9w5dVZpNbpqxsnsZnzsZsyjUEOuE4fDgc1mHfD9uppq5zJEldOYrFZLn1EGSccSBgfDM0PO4XBw4dxpXuQ/Y9uOXQT2mmY8Z94CJk+d3uPYn//wW5ZkrCApuWvJTm1NNd/u/SsTJk9h4Qjt5DgYDocDm9VKWHgEUqmU4sJXpIxzLl2pr6ulpbmJiI56RZ112err61wOra2tjba2VgICR7aG3NOcR6jUauK7bSfv37EEsaGh54zNxoZ64jpmGlqtHaPlvW1CIhlWe3h88wLlRS9YtHpbnynB/dFU75zR0ekE5yxdj72bnTfUVHL/6lkWrd2On3+Q63jJyzzuXz3D7CVrCY8ZuJDwSCCTyQiPiKShrmd7N9TXuQKJuakLmDytl+3//jekZ6wgcczAyzTehsHux/6o7hjl7wwCIqOiuXXjKq1GoysBV1T4CrlC0efhaSR5k/txw6Z3XTNGACoryjlz8hjvffAhQUNog7dFJpMRog+nudcsw6bGevxeW/vNgQMH9o5ZO/oI5/dpbqh31ZUztbdham8b0r00GoR3/B5Fha8Y2+33aG5uGpX6cd15XZ/Y266jOnx2wwj6bJsmBGl7z9kEUlOLq66bRRuPzb/nJhKqF5exaOOw6BLojaMj8eZTWwBSKdaOz9o0zvtQ2t6CrbNmnNWExGrGLh/5BzyjoXnQh8nOmQu2Dtu2Wa1945HOch/DMGPfYbVga21BEfG6mfUOcNgHfNfaUo/ER+5a1uoTpMdc2zOhbq6vwCdw5Pyg2WymqbEBzYTJ/b7vcDjA4XC1q7XfdnXOlRqJlRBDYSj9Y2BgEH5+/tT3OaeehMSRXR3RHYfDwfkzp8h/lsf7u/b06S86Zxn2F0uPZvs6HI4eszvBmUADaKouxWJq67MZxOvwD3EOhLa3NKLo2GzBYm7HYmp3vR4pXjzNRhsa1u9mRa0GZzJOFxpG6tLV/e7uWFlWzMUTB5iRurjHRknuwD8gELXGj8ZesXdTYz0xHXVWwyKiMJvaqamqcNWRKy8p7CgjFNnnmqNF9/7TMpCdSySjYue+vnJ8feWY2tsoKSogdZHzObAzGdfYWM/GrTt7lG0CCA2LQCaT0VhfR0RHzT6bzUZLc+Ow1YZ9UwKDgtBo/CgqfOVKwJlMJirKy5g+YxYAUVHRmNrbqawoJ7yjjlxRobOGcOcg+XAz2PNBQIdPbqjv67cTkpzJ/qXLVrEwrWtQzWBo4cA3X7Fu45Zh0e1wOLh/LZOywhekr9+OX0DQG19j+oKlTJrdNYOvvdXIpZP7Sc1Yj07vvP9CwiLJvnMVu93mWp5fVVqEf6B2WOvHdafzfgsIDELj599v/9h9I4eWlma+3fslYeERrFyzYcR3Hx+ehJzDgbatlDp1lLMYcje0rSW0+/hhlcrxMzcS3ZRLtSYBU8eMOLvUl1pNLBEtzzHLlJh9VIQZCgBoVDl/OJOPH43KMKKbcikOmoxN4kNU8zPaffxoUXy3OhcWs9m19h3A0NxIXU0VCqUShVLFozs3iE1IRqXxw9TeRu7je7QaW0gY4yz0WFVRRk1lORHRsfjKFVRXlHHrSiZJYyei6Ji1EBOfRM6DOzy4dZXEsROwmM3cvX4JP/8AdKHDs7Nc5tlT5OXmsHHLduRyhWvtu1yhcO3k2F+23z8gwOUMamuq2bf3S+ITkpg1e57rGhKppM8a++HiSlYmCYnJ+AcEYjabyMvNoaS4kC3bd6JQKpk8dTpZF86hVKlQKBRknjtNRFS064FTq9WRNCaFi+fPsHzVWhQKBVeyLqDV6Vz1w0YCh8NBXs4jxk2Y0qM+jEQiYfqsVG5fv0xIaBghoWHk5T6moaHONZMuPCIahULJ+dNHmTNvETIfH3KzH9Lc1Eh8wpvvTtUfj25coLQgj3kZG/DxldPeMQLkK5cj8/HF0NxIaUEeYdEJyBVKmhtqyb6VhS48isCOGgG9HbCp3TlDobujLHn5lHuXzzBl3hK0oRGuvyPz8cFX3nPn5e+K2WzusYyzqbGR6qpKlEoVAYGBzJ47n2OH9xMdG0dMbDyvCl7w8nk+2ztmvg1o+4GBI5YkGux+bGyo52luDolJY1AqVdTUVJGVeY7omFjXbpNxCYnoQkI4efwwaUsyaDUauXr5ItNmzHJt1z7cvO392Hv3vs7RaK0upE+ts++KxWympZvPbmluor6mCrlShZ9/ABOnz+XymSOERUYTHhVHWXEBpYUvWPmOc2erlqZGCl88JTImAYVKTauhmez7t/CR+bh2pgsM0hKTMIbbVzNJXbISX7mC+zcvERCkJSJqeAqdm81mGnrZdVVVJaoOu25ra6O5uQljizOx1Bk0aDR++Pn5df0emWdRqZTI5c7fI7Lb7zESXLk0gI1s20ljQz15uTkkJI1BqVJRW11F1oVzRHWz6+BOn515huUr1yJXKJxLnbXD57PN+hTUzzKRV+ZiCYpB1lqPb+1L2mOdQTg+Cuw+vfyTROKc3dZttptv9XNsfjocUl98WipRlD7CFDUFfJwDiw6lP5bAKBSl92mPnQ0yHxRl2diV/tj837yQdd94pKkjHlGhUCh5eOcacUkpqNR+tDQ1cO96FgGBwUTFOpOINZXl1FZXoO/oY1qaG3lw8wr+gUHoOx42ouOTePLwDg9vXyMxZTwWs5l7Ny+j8Q9A+x3iEUP+HeQhMchUfthNrRhfPgSJBGV4ArbWFkxVhfjqIpH6KrCbWml9lY1E5uPaHdVUU4Ld1IZvUCgSqQxzXTmtr7JRx3fNKFNFp9BWnIch/y7KqDFY6iswVRUSOC3jjfUOxJWL50lIHkNAQCAGQws3r11GKpGSMn4iTY0N5OflEhufiEqtxtDSzN1b1/Hx8XX12bFxCVzNOs/F86eZNmO2c4e/W9eQSKWuXUJHgrftHyUSCbPnpnLt6iVCw8LQ68N5kv2I+rraPktGR5Jzp0+S+ySbzVvfQy5XYOjoMxUdfaZWF0JwsJYzJ4+TnrEClVrF82d5FBa85N1euxYOF0XZNwgOj0Ou9sNmtVBbnE9zTRnj05wzaKtfPUUVEIyvQkVLXSWFD68SkTIVlX9XXGFqbcFqNmFqbcHhcGBsrAVA6ReIzMcXlX8QwZEJvHp4laSZi5H5yinOvokqIIgA/Xd7sLZYevaRhpZG6murUChUrk2JzGYTRS+fMWv+kj6fdybj9qLxD2Tm/HRM3Wride7QWllWxIUTBxk/ZSaxSSm0dczmk0plKL5DLWRLRwK8k+bmRmqrq1AqlfgFBNLe3oahuZlWo7M/bOpIvKk1GtQaPyQSCVNnzuXuzavoQsOcNeRys2msr2P52k2Ac/ZcTFwil8+fYlHGKufOoBfPkjR2wrDssAqv79eVKhU3r18hecxYNH5+tLW28uD+XQwtzYwd5ywNExkVg1Kp5OTxw8xfkIaPjy+PH92nqbHhtbu3vi3FhQXgcBCk1dHU2MCNy5kEBesYO3FKxzLVg9RUVbJm0zbXhlcACqUKmUyGXKFgwpQZ3LlxBT//APwCAnl49yYASSkjtzFC7/ZubOoZR82aM5cb164QHKwlKCiIK5ez8PP3Z0zHZg26kFASEpM4ffI4K1evxWazcf7sKcZPmDQiO6zC4M8HEomEWXNTuX71EqH6MELDwsnNftRRi9fpk3sPXvp27PQcFBw86GqcoXDv2nmKX+Q5N2PwlbvKdPnK5a7NGdpajbS3GmnpKHPUVF+Lj68ctZ8/CqXKNZjdibFDo19AkGu2XWzyeJ7cu87tS2cYP3UOTQ215OfcY3rqwPUq34TXxasSiYTZc/q2c319HevfcbZzZzIuICCQtPRlPWbYjtQMSoljiKn3jb8beFcr//YaxtTf4Yk+zZVo6ySyOQ9daykyuwWzTEWtJpbqjl1YXTjsRDU/Q9tWhtRhx+gbSGngBNcuqwBSu4Xo5qcEtVUCEgwKLSWBE167y+ov3x24nlFFaREnD+7tc3zM+EnMT19F1pmj1FSW097WhlKlIkQfzrQ5C1yjK7XVlVy/eJamhjpsNhv+AYEkj5vEpOmze9RkeJmfS/a9WzQ11uPj44s+PJLZC9J7LInqTZB66Lum/PN//7/7Pb5yzQYmTem/7sM///f/mw2bt7p227p+5RI3rl3uc15AQCCf/fh/GbKWN+HMyWMUF77CaDQgVygIDQ1j9rz5xHfsimO1Wsm6cI5nuTlYbTbiExL77JRpMpnIyjzL82d5SCQSomNjSV+28o12WTVZBh6t74/iwgKOHtjLzo/6L3p879Z1sh/epb29nZBQPfPTMlyz+QCqKsu5efUS1VUV2O02tLpQ5qQuJO4NE3JlDf0v1T70x3/p9/iMRSuJGzORVkMLdy+fpLmhDpvVgkrjT2RcMmOnzh0wkVZTUcLVU9+yduePXQm5Kyf3UVvZdxem2OQJzEzrf4kDQFLY0B1ZcVEh+776S5/jEydPdU3Lzn70gFs3rmFoaSZYq2PBoiWv3cDhn/7b/8XGLdt67MQ6GG8yOjnY/djc3MSpY4epranBYjE7/UbKWObNX+RapgDOQsXnz5yipLgQX185EyZPIW1JxogVCR+O+7E7JUWF7Nv7JX/3H//3N07I1baY+z1eWVbMmcN9fXbSuEkszHAumXye+5js+zdpNbQQEKRl2pyFxHbMZG01tnD9wmnqaiqdu0irNYRFxDB19vweO8SZzSbuXM2kuCAfCRLComKZszDjtbus6gOGnoQuLirkmwHses26jeQ8fsipE0f7vD9/YZpr6a/VauVi5lnycnOw2WzEJySxbOUa15KHoWKzD922z5w8RklRLxuZO5+4hERamps4efwwdd3tesxY5vay606f/SK/m8/OWPlGI+n/5Vz+a9+XNZWjKHuM1NSCXa7BEja25y6rvdDkHMOsT8Gi7/IbysKb+DRVgN2KXemPWT8Oqy6+5wdtFhSlD/BtLAUkWP1CMcXMGHCX1X+YH9/vcYCK0oFtO3XJCi6cOEh9bTVmUzsqjR9RMQlMn7cIVceAWUNtDbeunKehthqL1YJa7UdUXAJTZs3v8cBZkJ9LzoPbNHfEI6Hhkcycv4Sg1+yQeOJZZb/Hmx9fwtJQhd1iQipX4hukR5M83blstb0VQ+51LC11OCxm5/vBYagTp+Kjcf7W5toyjC/uY2ttxgHIVP6oYsaijErpMRJtrq/EmH8Hq6ERqVKNJnEqysjX95c7pg1tp0uAU8cOUlZSTHt7GyqVmsjoGFIXLiEoWIvB0ML508eprqrE1N6GWqMhKjqWufPTevT/RYUF3Lp+mbraGiQSCaH6cOYvWkJE5JslyH19hu7fh6t/vHXjKg/v3aWtvQ29Poy09GVvvMuqTPrdZw7843/9L/0eX7NuI5OnTgOcKyEuXciktLQYi9lMULCWOfNSmTS5/xh3KFzOH7g+6os7F2iuLsPcbkTmq0ATqCNy3HTXDqpFj29QU5iH1WxCofEnLGkiEWOm9rDbF7czqSl61ufaExZvJLAj4Wa1mCl8eJX6sldIJBAQGkn8tIWv3WU1OXRgH19ZVsy5I1/3OZ44dhILMpy7qeY/ecjdaxd4d8/f9Vh6CPAyL5vrF071e+1dP/7PAFzLPEnBs751HsMiY1jxzvv9flYlH3iDivKSIo4f+KrP8ZTxk1mych3Pnjzm0rkTfd6fMXchs1K7Sus8vHODJ4/uYWpvRxeqZ+7CdNcuqwDt7W1cu3iW4oIXIJGQkDyWBUuW4yuXD6gtUDX0Z7HX9esrVq3l+JGDVJSX0dbWilKlIiIiknnzF/WY1VRZUc6VSxeorHA+H+hCQpm/MO2NE3IG08AruXrz4lkut65mYTC0oFQqSUwex5yFi1EolDQ3NfK3P/yq389t2LqTqBjngIPNZuPW1Szyn2ZjtVoJC49kwZLlaN9gRYe/8s0Gm4uLCvn6b33be9LkqaxZvxGHw8HVy1k8fnif9vZ2omNiWb5yDVpdl99ua2vj/JlTvHiRj0QiYezY8WSsWIX8NTbRmzeJoYb6vH7rxjUe3r9Le3sbofow0pZkDOiTmxob+f1vfs6ujz5D3zEbcCiU1vf/DPnNv/1Tv8fnLF5Fwljn0vScu9d4cv/Ga8/pjrGlieN7f8eKzbsJ7jYrt7GuhnvXzlNfU4lCqWLMxOmvrTsXFTz0hP/r4tVObt/s1s6hYaSlZ7h2WX2S/YgzJ/vG4QD/6f/5/xmyDgB/5dD69WFJyHkqr0vIeTJvkpATvB1vmpDzFAZKyHk6b5KQ8xTctezo3ysDJeQ8mTdJyHkSbxJMegqDJeQ8ldcl5DyZgRJynsybJOQ8iTdJyHkSb5OQcxevS8h5Mq9LyHkqr0vIeTJvkpDzJN4kIecpvGlCzlPwxhgKBk7IeTJvkpDzJIaakPPO3l8gEAgEAoFAIBAIBAKBQCDwUkRCTiAQCAQCgUAgEAgEAoFAIBhFREJOIBAIBAKBQCAQCAQCgUAgGEVEQk4gEAgEAoFAIBAIBAKBQCAYRURCTiAQCAQCgUAgEAgEAoFAIBhFREJOIBAIBAKBQCAQCAQCgUAgGEVEQk4gEAgEAoFAIBAIBAKBQCAYRURCTiAQCAQCgUAgEAgEAoFAIBhFREJOIBAIBAKBQCAQCAQCgUAgGEVEQk4gEAgEAoFAIBAIBAKBQCAYRURCTiAQCAQCgUAgEAgEAoFAIBhFJA6HwzGUE43mIZ3mUVhsdndL+E4ofWXuliDwcKxeatsyqcTdEt4YicT7NHszFqv32bavjxjbEgg8Bbvd++JVAKkX9o/eirfGUD4y0dcIBAKBt6D0Gdp5wrMLBAKBQCAQCAQCgUAgEAgEo4hIyAkEAoFAIBAIBAKBQCAQCASjiEjICQQCgUAgEAgEAoFAIBAIBKOISMgJBAKBQCAQCAQCgUAgEAgEo4hIyAkEAoFAIBAIBAKBQCAQCASjiEjICQQCgUAgEAgEAoFAIBAIBKOISMgJBAKBQCAQCAQCgUAgEAgEo4hIyAkEAoFAIBAIBAKBQCAQCASjiI+7/rDD4eDc6RPk5+XS3t7O7o8/Rx8W7i45r8XhcHDhzEme5z/F1N7Ojj2fEuqhWrvjcDg4c/I4zzraWKFQMGnKNJatWOVuaa+lt+4PP/kBYeGe3d5D0fzVl1+gDwv3qPbvvA+fP3tKe3s7uz76zGPvw944HA7OnOryIXs+/owH9+91vf7kc8I86Lt8H+zaW3xIJw6Hg/NnTpD/zOm7FQoFEyZNJX3ZSndLey29231MylgANm99z83K+seb7cQbtHuj7+iOt+p3OByc7RWnelKf0h/e3NbeqBu8M47y9vb2Ju3epheE5tHGG7V7o2bwXN1uS8i9KnhBzuOHbN+5h6CgYFRqtbukDErRq5fk5jxiy/u7CAz0bK3dKXj5guzHD3l/14cEBQVz+MA+d0saEr11q72gvb1RM0BhwUueZD9i247dHn8f9qbTh7z/wR4Cg4KprCjr8drTfgNvtBFv9SGduOz7/d0EBgUjkUjw8XFbtzdkere7r48PDneLeg3ebCfeoN0bfUd3vFV/Zx/z3k7P7FP6w1vb2lt1g3fGUd7c3r21//Kn/8ymd7eTMnacu6X1ize2tdA8unijdm/UDJ6r221PJo0NDWj8/ImKjnGXhCHT1NiAxs+PyCjP19qdxoYG/Pz8ie5oY6nUO1Yo99btDXijZoDGRu+5D3vT2ead2pubmnq89jS80Ua81Yd00mnfkV7U5uB9tuLNduIN2r3NHnrjrfp79zHegLe3tbfphsHjKJvNhkwmG2VVr8er29vLtHubXhCaRxtv1O6NmsFzdUscDseQBt6N5uEbnz91/AhPsh+5XgcEBvL5j//DsF2/E4vN/tbXOHvyKE9zHrte+wcEsnTFGm7fuEJdbQ1SiZTwyCgWZ6wgKFj71n8PQOn79h33iWOHyXncs40DA4MIDdUDkJPzGJlUyrQZs1i0OB2JRPLWf3M46E/3D//uP3D75nUePrhHS3Mzao2GadNnMn9hmhuVdtGf5k8+/3HHUpenyOUK5sxL5cXz/GFbsmodBts+ffwIT7rZdkBAIJ/+6B+4ffMajx8+oNVoIDhYy7wFi0gZN+Gt/x6ATDo8dnby2BFyevmQ5qamHq9/+HfD41OG497oz0Y+/uxHnD11guf5ecjlCuamzud5/jOPWdY8kA/R68OQ+fjw+OF9ZDIZ02bMYmHakmH7uxbr29s2wOkTR8jtZd8BgUGE6sOGfcmqr8/wJXH6a/fYuHhM7e0euWR1QDvpZscvn+dz9MhBVqxaw8RJU9wltQ9D0e5uBuzL9XokEik52Y+QyWQsWpzOhImTOXfmFPl5uag1GpatWE1S8hg3qnePH7Hb3z5ePdlPnPrJ53/HpQvnyXuag8lkIjwikvSMFURERr313wOQvmX/+H2K+7whhoL+46iAwCBCQkORSqXkPskmNFTPth27h+Xv+cjevq/pr73TM1Zw7colGhvq8fH1JSwsnM1b30Mul7/13xtO+tPeO/b70d//Rzco65/+9ALMmjOP2XPmuY7/6Xe/YczYccMaS31Xemv28/MD4Mf/y3/q4TMO7PsalUrFmvUbR11jb3prVqlUREZF8+72HQDcuX2TC+fOsPW9nSQmJQPw21/9jHmpC5k6fYZbNHfSW7uvry9yuZyZs+eSumARAKWlJez98gu2vreT+IREd0l10VszQFLyGFd7g3Mg4lc/+xfS0jOYOs29bdzJYP6jk5jYOHbs+nBY/qZyiFPf3DJDbumylQQFBfP44X0++PBTJMP0kD4SLM5YQWBQMDmP7vPerk+QSCWUlRQzY/Y8QkL1WMxmbly9xPHD+9n54WceE+AsW76KoKBgHj24z+6PP0MqkXD44LfkZD9i8tTp7P7oUyoryjlz8jgBgYFMmz7T3ZKB/nVfunieRw/us3T5SqJjYjEaDNTV1rpbqov+NGdlnqOkqIjNW99Do9Fw6eIFqiorPKquSPqylQQGB/P44QM+2OO07Vs3rvL0STbLV64hSKultLiYk8cOo1JriImNc7dkFxnLVxIU7GzzXR99is1m5Un2Y9drqYfch530ZyMXzp+htLS4w0b8uHr5okfZyEA+JDv7EbPnzGPXR59SXlrKiWOHiYqOISExyd2Se5De2c88esDO3U77Pn74gLtlDUp/7X7xwjl3yxqQgeykk9ycbM6cOs76d7aQPCbFjUr7Mph2T2DAvvzxI+amLmD3R5+Sl/vEmdx/lseYseNIXbCQu7ducuLoIX70D/8rvr6+Hqff0/1IRq84VSp1xiL5z56yet1GAgKDuH3zOvu/+Ruf/vAfUKlU7pb8vYr7vCGGgv7jqGOHDvAk5zFTp8/k/Q8+dLfEPvRub7vdxm9/+TOWLF1GytjxmM0mSoqL3S2zX/qzlZ//5J9Ys24jCUnJXhH7/flPv3O3rNfSn+Zf/fxfKSp85UoGtbW18argRY8EjDvprbnw1UvOnzmF3W5HKpVSUlSESq2muKiQxKRkWpqbaWxoIDYu3t3S+23viopyDn77NfEJSWh1Ok4cOcSMWXM8IhkHfTXX19Xy9d/+gqGlBT9/f8A5EGuxWBg/YZKb1XbRW7cEepSDMRoMfPPVX9zyvOuWtRkKpRK5XI5EKkHj54darXGHjCGhUHRolUhdWseMHU9yyjiCgrWEhoWzfPV66mqqqautcbdcFwqlErlCgUQqwc/PD7XG2cb+AQFkLF+JThfCxElTmDFrDndv33Sz2i5665b5+HD39i2WLF3O5CnTCA7WEh0T6/YRje701uzj68vjRw9IX7ac+IREQvVhrN3wDnb78IzIDhfO+1CBVOK8D+VyBbduXGPlmg3EJyYRFBTMpClTGT9xMo8f3nO33B509yF+fn4EBgb1eN1p755Cf3ad8/gR6RkrOmxEz5p1GxnihOVRYSAfoteHsTBtCVqtjklTphIREUlR4Ss3q+2L03d32bcn9zPdGajdPZXX6b1/9zZnT59gy7b3PS4ZB97R1gPeh2HhzF+YhlarY978hfj4+KBSq5k2fSZarY75ixbT1tZGdXWVZ+r3cD/Su4/x8fHl4f27LF66jMSkMYSEhLJy9Tp8fHzJfvTA3XKB70/c5y0xFPSNozr7meBgLYvTl6HVhaDVhbhZZU96t3ersRW73U7KuPEEBjlnkc+YNdvjZsfBwDauUCo90od7Qx/Tm/40JyYlk/sk23XOs6e5qFRq4uIT3Ki0i96ak8eMxWw2U1VZicPhoKSkiDlzUykuKgSguLgQP39/grXDs7LtbeivvZOSxzB1+gyOHznI2VMn8JX7sjg9w91SXfTWHBsXj1YX0mO2cPbjh4wdP9Gj/Ehv3Ro/P/w6/imVSs6cOk5kVIxbZqp6fnVrD6Shvp6bV7OorCinva3V9RDd0txMSMfSAE8lMjK6xyy+qKho7ty64RpF8DTqamux2WzEJXiG0x8KjQ312Gw2IiOjXcdUKpXHBWW9aWyox2qxsP/rv/Y4brPZPG5U2ttpamzAbrcT2W2pk0KpRKvVuVHV0AjV9/RxGj9/Wo1GN6kReCrP8nJpNRr5YM/Hw7akT9BF9/tQKpWiUqldSxMBNB0Pfp56b3qbH2ns8Nnd64TJZDLCIyOpq/OcGfv94W1xn7fGUN0JC49wt4Qhow8LIy4+gT/+269JSEwmPjGRceMmoPSAWZ8Cz2DCpMmcPnGMFavW4uPjQ+6TbMZPnOgxq8J6o1Qq0evDKC4uRCaTIZPKmDp9JlcvZ2E2mykpKiI2Nt7dMl9LesYK/vhvvybv6RM+/ORzj9+QbOq06Tx8cJ+5qQswGgwUvHzBezuHZ6n+aHDy+BHMZjPbd+xyi1179q/roRw7+A3+AYFkrFqLn58/DoeDv/7xt9jtNndL+97h6ytMdLSwWCwAbNr6vmvKcSeeVpBY4D6k0p62IJGAw6P3ABW4g7CwCKoqK3j86AHhEZEeG7h7K73vQyQg7eanO9vbk2bddkf4EcH3GXcuE39TpFIp23fsoqy0hFcFL7l/9zZXsi6w66NPCQoKdre87x0SiQR6+WWbB87+7E7ymLE4OMbLF8+JiIykpLiIpcNci3e4iYmLp6SoEB+ZjJi4OFQqFTpdCKUlxZQUFzF7bqq7Jb6WxoYGDIYWHA4HTY2NhOrD3C3ptUyaPJVLFzMpKy2hrLSEwKAgjyp19DquX73Mq4KX7P7oUxQKhVs0eN7QmIfT1tZKQ30dc1IXEhuXgFYXQnt7m7tlDZny8rJer0sJ1mo9cpQUIFirw8fHh6JXnrOUZTCCgp3tWV5e6jrW3tZGQ32dG1UNjk4Xgkwmo6W5ieBgbY9/AQGB7pb3vSIwKBipVEpFRdf9aGpvp97DbUQgGCpBwcG8/8EeXuQ/4/yZU+6WIxC8FUFBwchkMspKS1zHbDYblRXl6EI8e+aWt8V93hpDeTMSiYTomFgWLU7nw09+gFQmI/9ZnrtlDQmpVIrD4dkJre6o1RoMBoPrtclkoqmxwY2KBsfHx4eUsePJzcnm6ZMctLoQwiM8exZobGwcpSXFFBW+cs2Gi4mL5+mTHOrr6zyiftxA2Gw2jh85yLgJE1m0OJ1TJ49h9OAZ5AAqtZoxKePIfvSQ7MePmDxlmrslDYlneblcu3KJjZveJXiYNuf8LnjE9KP7d2/zIj9v2HYhGkmUShVKlYqcR/fR+PnR0tzEtUsX3S1ryLQ0N5F57gzTZsykqrKCe3dus3TZCnfLGhAfHx/mpi4g68I5ZDIZUTExtLa2UltT7TG7tvRGLpczZdp0LmaeQ6VSo1ZruJx1weNniMgVCmbNTeVi5lkcDgdR0TGYTCbKSktQKBRMnDzV3RK/NygUCiZNmcrFzHMolSrUGg1XL2chkUjwcDMRCIaMVqfjvQ/2sPfLPyORSj1m51KB4E2Ry+VMmz6LSxfOo1Kq8A8M5PbN61gtFqZMme5uea/F2+I+b42hvJXystKOgv1JaDQaystLaWttReclS4QDg4IoevWKqOhYfGQyj19qGxcfT/ajRySPSUGpVHLlUpbHJse7M3HSZPZ/8xW1tdUetVv6QMTExmE2m3nxPJ/F6csAiI2L5/CBffj5+aHVeW6JmMtZmZhMJpatWI1cLqfg5QtOHT/iMZtoDMSUadM5sG8vdrudSV6QkKuprubE0cPMTV1ASKjelSiXyWSjvlGTRyTk2tpaafTw0YFOJBIJq9dv4lLmWf76x98SrNWxOGMlB77+0t3ShsTEyVOwWi385U+/RyqRMGv2XKZ6yE5bA7Fg0WKkUilXLl907uDi58+0GZ6tOT1jBRazhQP79iKXy5k9NxWTqd3dsgZlwaIlqFVqbt24RlNjAwqlkrCwCOamLnC3tO8dS5et5OypEx02omBu6nxamps9vk6EQPAm6HQhvPfBbvb+9c9IpRKPX+YiEAxEWnoGDoeDE8cOYzabCI+I5N3tOz0+AeCNcZ+3xlDeiFyhoKS4iLu3b2IymQgMDCI9YwVJyWPcLW1ILM1YwYXzZ3n08D5+/v786O//o7slvZZ58xfR2NjI/n17USgULFqc7vEz5ADi4hNQqVTU19UxYeJkd8sZFKVKRWioHqPR6JrFHBMbh8PhIMaD68cVFxVy9/Yt3v9gj2v55LoNm/jj73/Dg3t3mD5ztpsVDkx8QiIaPz9CQvT49yp95IlUVpRjsVi4ce0KN65dcR2PiY1jx64PR1WLxDHEAiNGs/fV9rDYvGcKc3eUvqJel+D1WL3UtmVS7xvhHq1RebPZzK9+9i+kL1vhsbM/RwOL1fts29dnZEe3jx46gEQqYf3GzSP6dwSC7wN2u/fFqwDSEegfv/ryC/Rh4d+L2anD+V28NYbykXn+TCqBQPDvE7PZzC9/9i+sWbeRsePGu1uOR6Ac4hwLMRVDIBAI3EBVZQV1dbVEREZhajdx/eolAMakjHOzMoGnYLfbqa+ro6yshGkePqNFIBAIBAKBQPDvC4fDQWtrK3duXUepUDImZay7JXkdIiEnEAgEbuL2zRvU19Uik8kIi4hk5+6PUKvV7pYl8BBqqqv565//QGxcAtNnzHK3HIFAIBAIBAKBwEVzUxO/+eVP8fcPYM36jV5RE9HTEEtWPRCxZFUwGN663EIsWRUMhliyKhAI3gaxZFUwGN4aQ4klqwKBQOA9uHXJaklxEXduXaeqsgKjwcDGLdv6LMOqq63h8sVMSkqKsNvt6HShbNy8lYDAQACsVitZmWfJy32CzWYlPjGJZSvXoNH4jYTkPty5eY3rly8ybeYcFmc4d6MyGgxczTpPcdErzGYzwcE6ZqcuYMzYvuukrVYr3/z1T9RWV7Fjz6eEhoWPiu7Xcf/ubW7dvI7RYOiow7GayKgod8t6Ld6oGTxL960bV3n+LI/6+jp8fHyIjIombUkG2n520HI4HBz8di+FBS/ZsHlrn/s25/Ej7t25SUN9HXKFgpRxE1i2YvWofA+73c61K5fIzcnGaDTg5+fPpClTSV2wyJU0M5vNXLqYyfP8PNrb2ggMDGLG7DkeNbvoxrUr5D/Lo76uFh8fH6KiY1i8dJlH72jmiZofPbjLowf3aG5qBEAXEsq8+WkkJCXT1tbGjauXKCp8SXNzM2qVmqSUsSxYtASFQum6RnNzE5lnTlJSXIivXM6ESVNZtHipx4zueZIfeVNuXr/KpYuZzJw912PrV/Wn0Wq1cuH8GZ7mPsFmtZKQmMyKVWvQ+I1O7PEmeJt92O12rl7O6uPD5y9Mc+vAR2fMWtkRs77TLWa12WxcvXyRgpcvaGpsQK5QEBefyOIlGfh1K1rd1tZG5tlTvHyRj0QiIWXseJYuX4VcLnfX1wK8z0Y68STdg8VQbW1tXL/i7G9amptRqdUkj+nob5Rd/U1lRTlXsjKpqqwAJIRHRpK2JAP9KD4flBQXcevGdaoqyzEYDGx6dzspY7ts/cqlC7x84bR1hUJBXEIii9OXubVA+4N7d3hw/y5NjY0AhITqmb8wrcemE2WlJVzOukBFeRkSiQR9WDjb3v8AX19ft2geSswk+pqRw1P7mqHg6W09FNs2GAxkZZ6j8NVLzGYzWq2O1IWLGDtughuVD4wnxKsj8tRhsZjR68NYtmJNv+83NtSz98sv0Op0bN+xmw8/+QGpCxch67a74MXzZ3j5Ip8Nm95l+849GFpaOHJg30jI7UNlRTk5j+4TEqrvcfzsySM01NezfvM2Pvjoc5JTxnLq6EGqqyr7XOPapUyPcqpPc3O4cP4sCxYt5sNPfoBeH8a+r/+K0Wh0t7QB8UbN4Hm6S4uLmTZjNjt2fcS723dit9vZ/81XWMzmPufev3MLCf13Vndv3+Ta5YvMmTefDz/9IVvf+4D4hMSRlu/i1o1rPLx/l2UrV/HJ5z9mcXoGt25e5/7d265zLpw/y6uCF6zbsIlPPv8xM+fM5fyZUzzPfzZqOgejpLiIGTNn88GHn7B9xy5sNjv7vvor5n5+D0/BEzX7+QewcPFSdu75lJ17PiUmLp4jB7+htqYao6EFg6GFtPTl7Pn4B6xcu4HCgpecPXnM9Xm73c6hb/dis9l474OPWLVmI7nZj7h+Jctt36k7nuZH3oSK8jIe3r9HqD7M3VIGZCCNmedO8+J5Pu9s3sqOXR9iMLRwaJRijzfBG+2j04cvX7maT3/wdyxeuozbN69zr5sPdwcWi5nQAWJWq8VCVWUFqQsWsfujz3hn8zYa6mo5uP/rHuedOHqQ2toatr73AZu3vk9JSTFnTx0fra/QL95oI+B5ugeLoYyGFoyGFhanL2fPJz9g1Rpnf3PmVFd/YzabOfDNV/gHBLJj98e898Ee5HI5B/Z9hc1mG7XvYjab0YeFsXxl/7ZeWVnJ/IVp7Pnkc955dzv1dXUc3Ld31PT1h79/AIvTl7Hnk8/Z8/HnxMXFc/Dbr6mpqQacybh9X/+NhMQkdn30Kbs//owZs+a4Pck/WMwk+pqRw1P7msHwhrYeim2fOHqI+rpaNm99n48/+xEp48Zz5OD+jsEIz8JT4tURScglJo1h4eKljBnbf3HyK5cukpiUzOKlywkLjyAoWEvymLFoNBoATO3tZD96wJKMFcTGJxAeEcmqdRspLyulvKx0JCS7MJvNnDl+mIyVa3uMbAFUlJUydeYswiOiCAwKZs78RSgUSqp7GVhhwQuKXhWwaMmyEdX6Jty5dZOp02YwZep0QkJDWblmHb4+vmQ/euBuaQPijZrB83Rv2b6DSVOmEhKqRx8Wzqq1G2hpburjGKurKrl75yYr16zvc4329jauXb7IqnUbGT9xMkHBWkL1YSSPGb3CnWVlpSSnjCUpOYXAoCDGjp9AQkIiFeXlrnPKS0uYNHkqsXHxBAYFMW36TPRh4VSWl42azsHY9v4HTJ46jdCO32Pt+o009/N7eBKeqDkpOYXEpDEEa3UEa3UsTFuKr1xORXkZIaF6NmzaSlJyCkHBWmLjEliYlk7By+fY7c6lSkWvCqivq2X1+nfQh4WTkJTM/EVLeHj/7qg+IA2Ep/mRoWI2mzl25CCr1q5H2asP9RQG0mhqb+fxwwcsXbaSuI7YY826jZSVllA2wrHHm+KN9lFWWuL04WOcPnzc+AnEJyRR4Wb/nJg0hkWLl7pmCnVHoVSy7f1djBs/Ea0uhMioaDJWrKaqsoLmpibAueLjVcFLVq1ZT2RUNNExsSxbvoqnuTkYWlpG++u48EYbAc/TPVgMFRKqZ8PmrSSN6ehv4hNYsDidghdd/U19XS3t7W3MX7QYrS6EkFA9qQvSaDUaaW5uGrXvkpQ8hrQlS0npZwdEhVLJezt2MX7CRHS6EKKiolm+cjWV3WzdHTjjvjFotTq0Oh1p6RnI5XLX82DmuTPMnDWHefMXEhqqR6cLYfyEifj4uK9M+mAxk+hrRhZP7WsGwxvaeijPA2WlJcyYPYfIqCiCgoOZvzANhVJJZYVnPed4Urw66utyHA4HBS+fE6zVsf/rv/LLn/4Tf/3i9zzPz3OdU1VZgd1uJy6+a/aNTheCf0DgiCfkss6dIj4xmdj4vjN/IqKiyX+aS3tbGw6Hg2dPn2C1WYmOjXOdYzQayDx9gpVrN7ptqnRvbDYblRXlxHWbzSSRSIhPSKSs1LMcfyfeqBm8Q7fJZAJAqVK5jlksFk4cPUTG8tX9zuwselWAw+HA0NLMn373K377y59w7PD+UQ0ko6KiKSp8RX1dHeBMIJaWlJCQlOw6JzI6hhfP82lpacbhcDjPr68jPjFp1HS+Ka7fQ6ka5EzPwdM02+128nJzsFosREZF93uOyWRCLle4lqOWl5cSEqrvUQYhPiERs9lEXW31qOgeCG/wIwNx7vRJkpLHjOrs2TdlII2VHbFH9+O6kBACAgIpLy0ZbZkD4q32ERUd09eHlxaT2M2HewOd/q9z0La8rBSFUkl4RKTrnLiERCQSCeVuegD0VhvxBt39xVD9ndO9v9FqdShVKnIePcRms2GxWMh5/BCtLoTAwKDRkP2d6G3r7sZut5P7JAeLxUJUVAxGo5GK8jI0Gg1ffvEHfv6Tf+KrL7+gtKTY3VJ70DtmEn3NyOKNfY23tnV/zwNR0THk5T6hrSNfkvskB5vVSmxcvJtU9o8nxaujPnzQajRiMZu5dfMaC9PSSUtfxquCFxw5sI/tO3cTExuP0WhAJpP1yVZqNBqMRsOIaXv29AnVVZW8t/uTft9fs2ELJ48e5Lc//2ekUik+Pr6se+ddgoK1gDPZeO7kMSZPm0FYRKSrtpG7aW1txeFwuGYgdqLWaKirq3WTqtfjjZrB83U7HA6yzp8lMjqmx5LsrMyzREZFkzzAVtWNjY04HA5u3bjG0mUrkSsUXLucxf6v/8aeT36ATDbyG5HMm78Qs9nE73/7S6RSKXa7nbQlS5k4abLrnGUrVnHm1HF+/fOfIJVKkUgkrFyzjphuSXNPwuFwkHnuNFHRMYTq9YN/wAPwJM01NVV8/eWfsFqtyOVy1m/aii4ktM95ba2t3Lx+hcnTpruOtRoNqNW971Nncs5oMIIbZ697uh8ZiNwnOVRWVrDn48/cLWVAXqfRaHBP7PGmeKt9zJu/EJPJxO9+84tePnyKu6UNGavVyuWsTMZPmIRCoQCcA7G9fYlUKkWlUrnNbrzVRjxd90AxVHdaW1u5ee0KU7r1N3KFgu07dnPkwD5uXr8CQFCwlne37/CYmqW9sVqtZF04z4SJk1227i5qqqv48os/uPr6Te9uJyQ01DWb7OqVS6RnLCcsLJyc7Ed8/be/8PHnP0Kr1blVN/QfM4m+ZmTxxr7GG9t6oOeBjZu3cuTQfn72L//DmS/x9WXTu9sJ1mrdqLYnnhavjnpCrnNT1+QxY5k1Zx4A+rBwyktLeXT/HjGx8aMtCYCW5iYuZZ5l07YdA05zvnE1C5OpnU3bd6JSqXn5/Bknjx5k6449hITqeXT/DmaziVnzFoyyeoFgaGSePUVtTTXvffCh69iL588oLipk10evcUoOB3a7naXLVxKf4JxttnbjJn7z83+lpKhwVGag5eU+ITcnh/UbNxMSGkp1VRWZ58+4irWCsxhqeVkZm7duJyAwiNLiIs6dOYWfn79HjID05uzpE9TUVLNz98fuljJkPEmzVhvCBx99jtlkIv9ZLmdOHGXbjt09knImk4lD+/ei04WQumCxG9V+v2lubiLz3Gm2v7/LrUuFXoc3aPw+8zT3Cbk52ax/ZwuhoaFUVVWSee4Mfv7+TJ4yzd3yBsVms3H00H4cDgfLV611txyBG+gvhuqOyWTi0Ld70YWEkLqwq7+xWCycOXmMyOgY1m7cjN1u5+7tGxz89mt27vnEY1bUdGKz2Thy8FtwOFix2v22rtWF8NGnP8RkaudZXi4njh1mxwcfup4pp02fyZSpzgRoWHgERYWvyH70gMXp7i8d5Ekx078XvL2v8RYGsu0rly5gam9n+45dqNVq8p/lceTgt+zc/ZHba7WBZ8aCo65CpVYjlUrRhfTcnU8bEkJZxxRjjcYPm81Ge3t7j9EDo9E4YrusVldV0tZqZO+ff+865nA4KCsp5tH9O+z+9Ec8un+XDz7+gethL1QfRnlpMY/u3yVj5RpKigqpLC/jF//833pce+9f/sC4CZNYsXbjiGgfDLVajUQi6VMUsnUE2/Nt8UbN4Nm6nTvAPee9nbvxDwhwHS8pKqSxoZ5f/Ov/6HH+sUP7iYqOZfvO3a5lrDpdV6JDrdagUqlHbdlq1oXzzE1dwPiJkwDn/dfU1MjN61eZNGUqFouFy1kX2PTuNpKSUwDQ68Ooqqrizq0bHpeQO3f6JC+fP2fH7g8J6PZ7eDKeplkmkxHcMUM5LDyCqooK7t+97XpYNptMHNz3FXK5gg2bt/WYyanW+FFZUd7jeq0dI9Mav54jlKONJ/uRgaisqKDVaOSLP/zWdczhcFBSXMT9u7f5f/y//t9unwkymMZt738w6rHHd8Eb7QMgK/Mc8+YvYEI3H97c1MTN61c9/iHJZrNxtKNMw/b3d/WYMaTR+NHa2vO3sNvttLW1ue338FYb8WTdA8VQnZhNJg509Dcbe/U3ebk5NDc1sWP3x67NBtZu2MwvfvI/efn8GeMmTBq17zEYzmTcfpqamnh/5263z46Djr6+Y3ZNeEQkFeXl3L1zk3nzFwIQ0mtmvE4XSnNT86jr7M1AMZPGb/Sfc78Lnnw/vg5v7Gu8ra0Hsu2Ghnru373Dx5//iNCOWcT6sHBKS4q5f/cOK9esc5dkF54Yr456Qk4mkxEeEUlDx7ruThrq6wjoqKMQFh6BVCqluPCVq/BofV0tLc1NA9YHeltiYuPZ+dHnPY6dO3UMrVbHzLnzsVqtAH127ZFIpNAxQrN42UpSFy1xvWc0tHD4272s3rCZ8Ej3bVnc2eZFhQWuosUOh4PCwgJmzprjNl2vwxs1g2fqdjgcXDh3mhf5z9i2YxeBQcE93p8zbwGTp07vcezPf/gtSzJWuLaVj4yOAaC+vs4ViLa1tdHW1kpAYOAofAuwWC197j+pVIoD5/1nt9ux2+19z5FIXKOonoDD4eD8mVPkP8vj/V17COr1e3gi3qLZ4XBgszl9tclk4uC+vyGT+bBxy/Y+o2CRkdHcvnGVVqMRdccSgaLCV8jlCrS6vsteRxNP9CODERefwMef/ajHsZPHj6DThTA3dYHbk3EwuMaAgACkUilFhQWMHTcBgLq6Wpqbm1w+0BPwRvuA/n24xMP8c390JuMa6+vZvnM3KrW6x/uRUdGY2tuprCh31ZErKnyFw+Eg0k2xn7faiCfqHiyGAmd/c+AbZ3/zzrt9+xuLpX/bl4BH2X9nMq6hoY73d+7pY+uegrOvtxEYGISfn3+fJX319XVurRc2WMwU3vGcK/qakcEb+xpvaevBbNtqsQD95EukUo9pf0+MV0ckIWc2m2lsqHe9bmpspLqqEqVSRUBgILPnzufY4f1Ex8YRExvPq4IXvHyez/adewBn8dDJU6dzMfMsSpUSuVzBhXOniYyKHrGEnFyh6FMPwtfXF6VKTUio3un4g4LJPHOCRenLUCpVFDzPp7iwgA1b3gMgIKBnYkIulwMQFBSMv797Z5PMnjuPE0cPEx4RSURkFHdv38RisXjsSAF4p2bwPN2ZZ0+Rl5vDxi3bkcsVGA3OWUByhQJfX180fn79buTgHxDgCjy1Wh1JY1K4eP4My1etRaFQcCXrAlqdbtSWmScnp3Dj+hUCAgMICdFTVVXJnVs3mTx1GgAKhYKY2DiyMs/j4+NLQGAgJcVFPMl5THrGilHROBTOnT5J7pNsNm99D7lcgaHj91B0/B6eiCdqvnIpk4TEZPwDAjGbTeTl5lBSXMiWbTtdD0dWq4XV697BbDJh7ig82zlLOy4hEa0uhFPHD5OWnoHRYOTalYtMmzHLI6awe5ofGQyFQtGnpqCzD1W5vdZgJ0PROGXadC6cO4tSqUKhUHDuzCkio6KJGqHY47vibfYBkDwmhevXrhAQEEhIqJ6qygru3L7JlA4f7i7MZjMNvWLWqqpKVEoVGj8/jh76lqrKSjZvfQ+73eHyfyqVCplMhi4klITEJM6cOs6KVWux2W1knj3F+AmT8PP3d9fX8kobAc/TPVgM1dnfWCwW1qwfuL+5fPE8mWdPMX3mbBwOB7dvXkcqlRIzioXOzWYzDfXdbb2BqspKVCqnrR8+8C1VlRW8u/197I6+tu4OLl08T2LSGAI6+vrcJ9kUFxWy7f0PkEgkzEmdz9XLWejDwgkLCyf78UPq62p5Z8tWt+iFwWMmhVIp+poRxFP7msHwhrYezLa1uhCCg7WcOXmc9IwVqNQqnj/Lo7DgJe9u3+Fm9U48MV6VOIaYrjSah57VLC4qZN9Xf+lzfOLkqaxe51y2mf3oAbduXMPQ0kywVseCRUt6FJS3Wq1kZZ517pxns5GQkMSylWv6TRwMhMVmH/K5/bF/718I1YezuONhvqG+nmuXL1BeWoLFYiYoKJgZc+YxfmL/RSKbmxr5029/wY49nxIaFj7kv6v0HZlO796d29y+eR2j0YA+LJxlK1aNWIJzuPBGzTDyuq1vYNv//N//736Pr1yzwVV7rb/PbNi8lTEp41zHTCYTWZlnef4sD4lEQnRsLOnLVvZJRL8OmVQy+EkDYDKZuHo5i+fP8mhtNeLn58/4CROZv2ixK1A0GAxczsqksKCA9vY2AgICmTp9BrPmzOszWjNUvuvnBuIf/+t/6ff4mnUbXclFT2M0NVusQ7PtMyePUVL0CqPRgFyhIDQ0jNlz5xOXkEhJcSHf7v2y38998sN/cO1q19zUyPmzpygtLsTXV86ESVNYtCTjjUfHfH1GZjTNW/1fJ199+YVLt6fSW6PVauXC+TM8fZKDzWYjITGJ5avW4vcGscdo4W32YTKZuHLpYk8fPnESC7r58OHAbn+zUfjiokK+GSBmXbBwMf/265/1+7ntO3a7do1ra2sj8+wpXrzIRyKRkDJ2PBnLV7kGZoeC9C36x4HwNhvpxJtiqJKiQvYN0N98+sN/IDAoCIDCVwXcuHaZuppqJBIJ+rBwFqSlv9H38pG9XV9TXFTI3r/+uc/xSVOmsnDREn7zy5/2+7n3P9jjth0STx4/QlHhK4wGQ8eDdBhzUxeQ0K128c3rV7l/9w7t7W2E6sNIz1hOdEysW/TC0GIm0deMHKPV14wEnt7WQ7Ht+vo6Ll3IpLS0GIvZTFCwljnzUpk0uf9nTk9gpOJV5RDH90ckIecpvG1Czl2MVEJO8P3hTYJJT+JtEnLuYrgTcoLXM9SEnCcxUgk5gUDw5rxpQs5TGImEnKB/vDWGetuEnEAgEAhGj6Em5IRnFwgEAoFAIBAIBAKBQCAQCEYRkZATCAQCgUAgEAgEAoFAIBAIRhGRkBMIBAKBQCAQCAQCgUAgEAhGEZGQEwgEAoFAIBAIBAKBQCAQCEYRkZATCAQCgUAgEAgEAoFAIBAIRhGRkBMIBAKBQCAQCAQCgUAgEAhGEZGQEwgEAoFAIBAIBAKBQCAQCEYRkZATCAQCgUAgEAgEAoFAIBAIRhGRkBMIBAKBQCAQCAQCgUAgEAhGEZGQEwgEAoFAIBAIBAKBQCAQCEYRn6Ge6HA4RlLHiGC3e59mgWAomK12d0v4TqgVQ3Y5grfEaLK6W8J3wlcmxokEA+ONsQiARCJxt4TvhDe2t/cpFow23vp44I33o7firTYik3pnXyMYPbzRj3hrDDVUxJOPQCAQCAQCgUAgEAgEAoFAMIqIhJxAIBAIBAKBQCAQCAQCgUAwioiEnEAgEAgEAoFAIBAIBAKBQDCKiIScQCAQCAQCgUAgEAgEAoFAMIqIhJxAIBAIBAKBQCAQCAQCgUAwioiEnEAgEAgEAoFAIBAIBAKBQDCKiIScQCAQCAQCgUAgEAgEAoFAMIqIhJxAIBAIBAKBQCAQCAQCgUAwioiE3L9Dfv2Ln3Dn9k13y/h3i2j/kcVisXBo/z7+9X/+N/7xv/4X2tvb3S3pe8mf/+0XPLx3290yvjN/+PXPuH/nlrtlvBFfffkF58+edreMIePtvu43v/wpd71Yv0AgEAgEAoHAs/FxtwCBQCAYTnIeP6S0pIgP9nyCSq1GoVC4W5LAA3l/zyf4+srdLeON2PTudqRSMY4mEAgEAkF3fvPLnzJr9lxmzZnnbikCgUDwRoiEnEAg+F7R0NCALiSUUL3e3VIEHoxarXG3hDdGpVK5W4JAIBAIviM2mw2ZTOZuGQKBQCDwIEY9IWc2mTh35iQvnj9DIVcwe24qL57now8LI33ZytGW81rMZhMXz52i4Hk+coWcGbNTefUinxB9GGlLV5D3JJtH92/TUF+Pr68v0bHxLEpfjlrj3gc9k8nE2VMneJ6fh1yuYG7qfJ7nP0MfFs6yFauc381k4uihA87fQaEkdcFCZsya49G6rVYrVy9fJDcnh9ZWI/4BAcybv5Cp02Z4rGaj0cip40cpKixAo/Fj0ZJ0t2ntzmC2bbNauXE1i/y8J5jaTehCQpmftpTo2Dh3S39tm1dXVVJSXATAP/7X/0JMbBw7dn3osXqXrViFoaWFUyeOUVz0Co3Gj7QlS7mUlcmsOfOY7caRXrPZRFYvGyl4kU+oPoxFS1cAYLVYyDx9jBfP8lAolcyat4BJU913P3bHbDKRedbZ18g7+pqXz536lyxbyR9+/TOmz5rLjNlz3S3VxWC28tWXX/Tw4+5mKH1Ndx49uM/FzLO8s2Ub8QmJblDcE5PJxNnTJ3iR77SROanzedGhP2O5Z8Qjg7Xxr3/xE6ZOm0F9fR35eU9RqdQsW7maqKhoTp04RlFhAUHBwaxeu5GIyEj36H9NG//mlz9l6rQZNDY0kJeXi1KpJHXBIqZNnznqWjsxm0ycO32C551x6rz5vHj+DL0+nKXLV9Le1saF82d4+SIfm9VKdGwcGctXEazVuU0zDM1WpkydTl1trcfEft8lhrqcdcHt/WMnQ+lnJk6ZRmNDPS+fPyM5ZRwr1250q+bB7skH9+5w5/YtWpqbUCiURMfE8s6WrW7VPJju6qpKmpuauHD+LBfOnwXgP/8f/6db9Q7mR/7pv/1fbNyyjTEp41yf+fm//CPpy1Yyaco0t+l+3T3p6+tLUeErdn/0aY/P/PF3v2HsuPEsWLTYo/QGB2t5+OAun3z+YwDyn+VxaP83rFi1lukzZwHw9d/+QmRUNGlLlnqU9ukzZvHFH37L6rUbmDBpMgBPc59w8thh9nz8OSGhoaOut4fuAe5FpVLJs6e5fPz5j3p85ovf/5akMSksWuy+5+DXtXfK2HHs/euf+3xm0pSprF3/zohrG/WEXNaFc5SXlvDOlu1oNBquXcmiuqoCfVjYaEsZlCsXz1NRVsq6TVtRqzXcvH6Z6upKQvROrXa7jbkLFhOs1dHW2sqVrHOcP32MDVvec6vuC+fPUFpazOat76HR+HH18kWqKivQh4W7zrl98zqpCxaxMG0JrwpecP7saYK1OhISkzxW94mjhykrK2HZilXow8JpbGygra3VbXqHovnkscMYWlp474M9yKRSzp89TavR6FbNMLhtZ2WeoaGulpXrNuHn58/L5884emAvOz78nKBgrVu1v67NN727nUsXzlNTU82md7d7xEj0YDZy/Nhh2lpbef+DPUilMi6cP+MRNnK1w0bWdtjIreuXqamuJFTf5asf3L3FvAVpzJy7gJf5eVw6f5qomDi3P5gCXOroazZu3o5ao+HGVWdf012/pzEU3+1JvIneWzeucevGNba9v4vIqCg3qO3LxcyzlJWWsPnd7ag1fly9nOVx7T2UNr5z+yaLlyxl/sI07t66yfGjh4iKimHKtGmkZywn68J5Thw7xCef/xiJRDKq+ofSxndu32RR2hLmzV/Is7xczp0+SUxsHDpdyKhq7aG5rIRNHZqvX86iurICvd6p+dSJIzTU17Pp3e3I5QouX8zkwL69fPTZj9za53hj7OetMVQnQ+ln7t2+ybwFi5i3IM2NSrt43T1ZUVHO+bOnWbthE1HR0bS3tVFaUuxuycDrdb+zZRtf/P63TJ0+gyluHKTvzmB+xFN53T05YdJkbl6/SkNDPcEdzwI1NdXUVFexacs2j9MbGxfH+bOnaDUaUWs0lBQXolKrKS4uZPrMWdhsNsrLSpk3f6HHadeFhJCesYKzp08QHRMLEglnTx1n8dJlbk3GwevvxSlTp3P96mUqysuIiHTGelWVFVRXV/GOm2ykk9e1d1R0DH/3H/4317l1tTXs/+YrYmJGZyLKqBajMZtMPMl+xOKly4iLTyAkVM+qNRuwOxyjKWNImM0m8p48ZuHiDGLiEtCF6lm2ah0Oe5fWCZOnEZ+YTGBQMOGRUaQtXUHRq5eYzWa36TaZTOQ8fkR6xgriExIJ1etZs24jjl5tHBUdy7z5C9HqdMycPZex4ye4tXj1YLrr6+rIe/qENes2kjJuPEHBwcQnJDJ+wiSP1lzw8gWr1q4nKiqa8IhIVq/dgNVqdZtmGNy2W5qbeJrziFUbNhMVHUtgUDAzZs8jIiqG3JxHbtU+WJurVCp8fH2RyWT4+fm5fYnfYHrramspelXAqjXriYyKJjwiwqNsZEE3G8no5f8A4hOTmDx9FkHBWmbMSUWpUlNWXOge0d0wm0zk5jxiUfoyYjv6mhUe2td0MlTf7Sm8id6sC+e4e/sm7+/60GOScS79S5cT59K/waPae6htnJQ0hmkzZqHV6pi/aDFmk4mIyEjGjZ+IVqdj7vwF1NXWYhzlRMZQ2zgxKZnpM2cTrNUyN3UBKpWa4qLCUdXaSVecupy4+ERCQ/WsWtvlOxrq63j5PJ+Va9YTHROHPiyctRs2YWhp5kX+M7doBu+M/bw1hupkqP1MTFw8M+ekEhSsdfuA5mD3ZEtTE75yOUnJYwgMDCIsPIKZHjCLfDDdKpUKiVSCXC7Hz88PPz8/t+odzI94KoPdk6GhevT6MHJzsl2fyc3JJiIyimDt6Nv2YHpDQvWoVCqKO1bOFBcVMWduKiVFztcV5WXYbDaiomM8TjvAjFmziY6J5diRg5w8dpjwyChmesBqttfdi/4BASQkJpH9uOt5MfvxI2Ji4wgKDnaX7EHbu/O50c/PD5lUyukTx5g8dRpTpk0fFX2jOkOusbEBu91OeERXQK5QKtF6wGyK3jQ1NmK32wmL6FrioVAoezic6soKbl2/TG1NNab2dtePamhuQhvinux1U0cbR0a+vo2joqN7vo6K5u5t9+04OJjuqqpKJBIJMR6wZLKTwTTX1dYglUoJ72ZDupAQFErlqGvtzmC2XVtTjcPh4K9/+HWPz9lsNpRuTnAN1b49hcH01tfVdthIhOv9YK0WpZttpHkI/g9AF9JVp08ikaDWaGhtde+sVYCmpo6+pnu7KzzXTuD7Z9ud3Ll5A4vFzJ6PP3drMNabTv0RvfR7wuzOTobaxt3rZWo6Smb0d6zVaBzVB9WhtnH32UQSiQSNn5/bZkF1xqkRA8SpdR0+u/t3UqnVaHUh1NXVjLreTrwx9vPWGKqTofYzYeERvT/qNga7J+MSEgkMCOTffvVzEpKSSEhMJmXsOHx9fd0lGfAOf92dwfyIpzIUPzJh0mQeP3rIgkWLcTgcPH2Sw+y57lk+PpjezufGkqJC4hMSqautYfrM2dy6cY262lpKiouIiIxyi30P1WevXreR3/3650gkErfMcu/NUO7FKdNmcOrEUZYuW4FEIuHpk2yWurks2VDb22azcejAPgICA1m2YvWo6RObOnxHLGYzRw7sJTY+kRVrN6JSqTG0NHNk/15sdpu75X3v8PURpjpaWCwWJBIJ23d90sfx+8q9a1dKwcgi7bU8SwIeNcNI4H6iY2N5+eI5eU+fuG1ZyPed7vdhp8+WSrsdw3nMU+9NWa+dg4UfEXyf8KbdvBUKBXs++ZziokIKX73k2uUsrl25xO6PPnX7QOH3kl5uzma3u0fHGzB+4mSyLpynsqICq9VCc3MT49y4WmkwYuLiefTgHqXFRejDwlEoFMTExlFcVEhxcZFHTfToj+qqStdzmcFgwM/f392SBiV5TAo+Mhn5z/KQyR9NmPUAAQAASURBVGTY7HZSxo13t6whcfbUCVqam9n90adIpaO3kHRUl6wGBQUjlUqprCh3HTO1t9NQXzeaMoZEYFAQUqmUqsoK1zGTqZ3GhnrAuWyhva2N+YuWEhUdi1YXQmur++taBHa0cUVFmeuYqb2d+l5tXF5W2ut1GboQ99RrgcF1h+rDcDgcroL9nsBgmrUhIdjt9h72XldXi6m9fdS1dmcw2+5s69ZWo2uJRec/jca9ywCGat+ewqA2onPaSPffoqG+nnY320jAIDbi6QQGOtu9qntfY/LMvqaT75ttdxIRGcXW93Zy49oVbt28PtoyB6RLv+fGI95mE73xhjbuzWBxqq7DZ1eUd/0mba2t1NfVonPTygjwztjPW2OoTry7nxn4npRKpcQnJLJk6XI+/PQHNDc1Ulz4yh1yXQxFt0wm85gloUN53lWrNRgMLa7XDfV1WC2WUdXZm6H4kYCAAGLj4sl98pjcnGziE5Jcs7BHm6HojY2No7amhry8XGLj4gFnkq6wsICykmLXsdFmKNrb2to4eewIqQsWMWnKVI4dOYjFY2zk9T5k4uSp5Dx+SPbjh4wfP9Hts2yH0t63b90g7+kTNm99D5VaPar6RnXakVyhYOLkqVy+eB6lSoVareb61UsdI7rOEdwrWZkYWlpYPQo7WrxWq1zBuIlTuHYpE6VSiUqt4da1yyCRIJFI8A8IQCqT8fjBHSZNnUFdbQ13blx1q2Zwjm5NmjKVi5nnUCpVqDUarl7OQiKR0H2yU2lpCbduXGNMyjgKX70k7+kT3t2+w2N1BwYFMWnKNE4eP8KyFavRh4XR3NSE0Whk/ISJHqlZpwshITGZMyePs2L1WqRSKZnnzuDj5tl+g9l2sFbH2PGTOH/yKAuWLCNUH05bm5HS4kJ0IXoSksa4TftQ7dtTGNRGQkKIS0jk9MnjrFi1FplMyoXzZ/Hx8cGdX6fTRq53s5HbHTbikQ3dC7lCwYRJHX2NUoVKreZGZ1/jofq/b7bdnejoGLa+t5Nvv/4bUqnUI3ZH7NSfdeEcSqUSjUbD1cuX3L4cpDveZhO98YY27k1nnHrp4jmUKiVqtYZrVy652jxYqyN5zFjOnjrO8lVrkcvlXM7KxM8/gOQxY92m2xtjP2+NoTrx5n5moHvyxfN8mhobiI6NQ6lUUvDiBQ6HA63OvUsth+JLAgODKC0uYvyEichkPqhH+YG6O4P5EYDYuHge3LtDZFQ0DoeDyxfPj+qMnP4Yqh+ZMHEyVy9nYbPbyHDjUsSh6A3Vh6FUqcjNyXb5utjYeC6eP4tEInFL/bihaj9z6jj+AQHMX5iG1Wrliz/8louZZ1mxaq1bNHfXPVi/PmXadP7w218BsHP3R+6Q2oPB2rvwVQFZmedYsWoNKrUag8EAOFfojUaZhFHv1ZYsXc65Myc5tP9r5zbQc1NpaW7Gx8e5vMJoMNDc3DzasvplUfoyLp47xbGD+5Ar5MyYnYqhpRmZzAeVWsPyVeu5ceUij+7fITQsnIVLMjh+6Ft3y2bpspWcPXWCA/v2urb1dbZx1889Z24qFRXlXLtyCblcwdLlK0lMSnaj6sF1r1y9lksXMzl3+gRtbW0EBAQyb4F7l0ANpnnN+o2cPnGUr778Ao3Gj0VL0mlubnKrZni9bQNkrFrHnZtXuZZ1HoOhBZVKTVhkFPGJ7kvGdTIU+/YkBtO7bv07nDpxlK++/BMaPz8Wp2dQW1vj9u+zMH0ZWedOcXwAG/F0Fi9dTubZkxw+8DXyjr7G0NLV13gi3zfb7k50TCzvbt/hTMpJJB5RKLxzB7OD3zptZE7qfFpamjyqvb3NJnrjDW3cm/SMFZzr0KyQK5g9bz4tzU3IOjSvWruBC+fPcOjbvdhsNqJj4tiy7X237+rtjbGft8ZQnXhjP/O6e1KpVHLnWR7XrlzCarUSrNWxfuNmQkL1g1/YjboBFqYt4cypE/zbr36OzWbjP/8f/6fb9b7OjyzJWMHpE0f4+q9f4OfnT/rylT1WJbiLofiRseMncO7MSaRSKWPGjnOj2sH1SiQSYmKcpTOiY2IB0IeFoVAo0OpCkLuxFM/rtOc8fkTBi+d8+OkPkEqlyOVy1m3YzN/+8keSklNISnbf89hQ+nWtVkdUdAztbW1ERkW/5mqjx+vau7SkGIfDwZlTJzhz6oTrM5OmTGXtKEwSkziGWKjDYBqZde0Ws5nf/vInLF66nMlTh3cnC7N1eDVbzGb++NufsXDJMiZOnjas1+6OWjG8garZbOZXP/sX0petYKqHbAc+FLxR92hpbjUN7y5j3mrb4H12Mpje5uZmfv3zf2X7jl3EJyR+579jHAEb+VOHjUwYQRvxlY3MCLHFbOZ3v/oJaenLmTTMfY3cZ2Q097aVL7/4A3HxCaQtWToif+9tGY17cSRri5nNZn79838lPWPFsO+sNVyzwkbb3w13e49kG3diH2YTMZvN/PYX/8qSjBXDHqd2RyYd3llVvW3l17/4CbPmzPOIGaoDMRT7Ho7vMdzPB52MZD8D4Csb/pl3o3FPjgQjrVv4ESfftxjbkxkt7aPRrzscDn73m18wfcYsZs9Nfeu/MRIz60ejvZVDfOwd9SHKqsoK6uvriIiIxGQycePaZQCS3DjVfyBqqippqK8jLCISk6md2x1LUhOTUtys7PVUVVZQV1dLRGQUpnYT169eAmBMintHMQbDG3V7o2bwXtsG72vzwfQWFb7CbDYTqtdjMBjIyjxHYGCQ2wvN9raRziX5CV5gIwDVVRXU19UR3tHX3LruuX1NJwPZSnJyChXl5dTWVDNztnu3vO+Ot92LvXHqryMi0mkj1686bSQ5xXNsRLTx6FNV6fQdnZpvXPV83wHeaSveqLk73tvPeNc9Cd6nW/iR0cHb9HbHW7UPdi+2Go08zX2C0WBg8pRpblTaE09ub7esGbh76wYN9XXIZDL04RFs37nHrWv9X8f9uzdprK9DKpOhD4tgy3u7R73Q33fh9s0b1NfVIpPJCIuIZOfujzy2jbvjjbq9UTN4r22D97X56/TabDYuZ2XS2NCAXKEgKiqG9e9sdvvyJ4AHvWxksxfZCMC9286+RiqTERYWwbadezxef3+2UlZWyomjh0hOGcvYcRPcLbEH3nYv9ubOrW76wyPYsetDj9Mv2nj0uXu7p+b3PvB8zeCdtuKNmrvjjf2MN96T4H26hR8ZHbxNb3e8Vfvr7sVf/PSfUanUrFyzDqVK5WalPfHU9nb7ktWRZKSmpI80I7GsT/D9YriXrI4WwrZHj+FesjpajNSS1ZFkpJasCvoykktWRxJP3sjgdXhjew/3UrPRYriXmgkGxlufD0Ziyaqgf4QfEXxf8cZ+3VtjKLcuWb114yrPn+VRX1+Hj48PkVHRpC3JQKvr2lr98cP7PH2SQ3VVBWazmb/7j/87yn52sSh48Zwb1y5TW1ONTOZDdGws72zZPhKyMbQ0c/3yRYpevcRitRAUFEzGqnWEhUe6zqmvq+X65QuUlRRjt9vR6kJYs3EL/gGBAFitVq5mned5Xi42m5XY+ESWLFuFWuM3IpqHSktzM1kXz1Pw8gVWi4WgYC1r1m0kIjJy8A+7kft3b3Pr5nWMBgP6sHCWrVhNZFSUu2W5eHDvDg/u36WpsRGAkFA98xemuYptdi5BLHz1ErPZjFarI3XholGf5TIctm00Grh2KZOSjiWWwVots+YtJNlNU31vXLtC/rM86utq8fHxISo6hsVLl6Hr5mc8gauXs7h25VKPY1qdjs9++PeA02dcOH+Gp7lPsFmtJCQms2LVGjR+o+cz/vxvv6Cln0LZk6fNZO6Cxdy6fpmSwgJaWppRqdQkJqcwd+FiFIoun93S3ETWuVOUlRTh6ytn3MQppKalj9iuYY8e3OXxg3s0NzUCoAsJZe78NBI6CpQbDQYuZ52nuLDAde/NSV3ImLHjXddob2vj4vnTFLzIRyKRkJwyniXLVrq1yG8nwmePHC0tzVy6kElBQVfbrl63gYiIvm175tQJHj24x9JlK5jlxtpbJcVF3LpxnarKcgwGA5ve3U5KRzFtm83GlUsXePniBU2NDSgUCuISElmcvgx/f3+3ab56Ocu1lKUTrVbHpz/8ux7HHA4H+7/5ilcFL9m0ZduoFwkvKS7izq3rVFVWYDQY2LhlW58lLHW1NVy+mElJSRF2ux2dLpSNm7cSEBjoOqe8tIQrly9SUV6GVCJBHxbOlu078fX1HdXv0x1vuB/7w5N13755jWuXLjB95hyWdOwwabVauXzhHM+ePsFmsxKXkMTSFavRdMT+NdWV3Ll5nbLSEtraWgkMCGTy9JnMmDW6m9sM5vscDgdXL2fx+OEDTKZ2oqJjWL5qDVqte3dZfZ1up/+7SMFLp/+TKxTExyeSlp4xav5vMB/yT//t/+r3c2npy5gzbz4AbW1tXDh7ipcd8ciYseNZunyVW+OR70Oc3dbWxtXLFyksKKC5uQmVWk1KyjgWLU4fld0z3xRP9n2dePr9OBQ8zbZHJCFXWlzMtBmzCY+IwG63c/XyRfZ/8xUfffpDfDsci8ViIT4xifjEJK5eutDvdfLznnLu9HEWLl5KTFw8Drud2prqkZBMe3sb+/f+heiYONZv2Y5KpaGpsR6lsmuqZVNjAwf2/oUJk6cyd34acoWCutqaHrsOXrl4jsKCF6zasBmFXMGlzDOcPHKAd3fsGRHdQ6G9rY2//uWPxMYlsHX7TtQaNQ319ShVnueIuvM0N4cL58+yYvVaIiOjuXv7Jvu+/iuf/fDv0Wg07pYHgL9/AIvTlxGs1YIDch4/5OC3X/Phpz8gNFTPiaOHMLW3s3nr+6jVanKfZHPk4H72fPwZYeERo6JxuGz73MmjmEztrN20FZVKTf7TJ5w+dpDtH3xMaFj4qHyX7pQUFzFj5mzCIyNx2O1cuniBfV/9lU9+8GOPSKh0JyQ0lO07drted09SZZ47zcsXz3ln81YUCgXnzpzi0IF9fLDn41HTt+2Dj7B3GzGrr63hyLdfkZQyHqOhBaOhhQVLMtDqQmlpbuLiuVMYDQZWb9wCgN1u59jBb9Bo/NiyYw+tBgPnTh1DKpOSuih9RDT7+QewcPFSgoK1AOTmPOLowW/Y+eFnhITqOX3iCCZTOxs3b0epVvMsN4cTRw6wY88n6MOc996pY4cwGg1s3v4BdruNsyePcf70cdZs2DwimoeK8NkjR3tbG3/7y5+IjYtn6/YdqNQdbdtPYJ7/LI+KslL8/NwfRJrNZvRhYUyZOo1DB/b1eM9qsVBZWcn8hWnow8Job28n8+xpDu7by55PPneTYichIaFs27HL9bq/BP3dO7fcOvptsZjR68OYPGU6Rw7u6/N+Y0M9e7/8gslTpzF/0WIUCgW1tTWu3RLBmYzbv+8r5qYuIGP5KqRSKdXVVW79Xt5wP/aHJ+uurCgn++H9PruOXso8y6uXz1n7zhYUCqVzF/tD3/LeBx8BUFVZiUqtYfW6d/ALCKCirITzp08glUiZNnP2qGgfiu+7ffM69+/eZs36dwgMCuLqpYt8+/Xf+OTzH7ttZ+TBdFstFqoqK5i/YBGhYWGY2tvJPHeag99+zZ6PPxsVjYP5kB/9w3/q8bqg4AVnThwlpdsA4YmjBzEaDGx97wNsdjunTxzl7KnjrNvovnjk+xBnG1paMLQYSM9Yji40lOamJs6cOk6LoYVNW7a5S26/eLLv68Qb7seh4Gm2PSJTF7Zs38GkKVMJCdWjDwtn1doNtDQ39djOeebsucxNXUBkZP9ZX7vdzsXMM6SlL2Pq9JlotTp0IaGMHT9xJCRz7/YN/PwDWLZ6PeERUQQGBREbn0hgULDrnBtXsohLTGLB4gxCw8IJDAomMTkFdcdNYjK1k5v9kEVLlhETG48+PIKMVeuoKC+lsrxsRHQPhZs3rhEQEMja9RuJjIoiKCiYhMQkgjseZD2VO7duMnXaDKZMnU5IaCgr16zD18eX7EcP3C3NRXLKWJKSx6DV6tDqdKSlZyCXyykvKwWgrLSEGbPnONs9OJj5C9NQKJVUVoze1ubDYdsAleWlTJ0+u+MawcxOXYhCoaS6yj3btG97/wMmT51GaIefWbt+I829/IynIJVI8fPzc/3rrFdgam/n8cMHLF22krj4BMIjIlmzbiNlpSWUddjQaKBSa9Bo/Fz/Cl8+JzAomKiYWHShetZsfJeEpBQCg4KJjo0ndeESXhU8x253LvspKSygoa6W5Ws2EKoPJy4xmXkL0sh+cA+bzTYimpOSU0hIGkOwVkewVseCtKX4yuUuX1tRVuIcGIp0+ry58xehUCipqqwEnDNeCl+9ZNmqdURERhEVHUv6spU8e/oEQ0vLiGgeKsJnjxy3bl4jwD+gY7bhwG3b0tLM+bOnWLdxE1IPWEadlDyGtCVLSRk3vs97CqWS93bsYvyEieh0IURFRbN85WoqKytobuo783U0kUr7932dVFVVcufWDVat3eAmhZCYNIaFi5cOODPvyqWLJCYls3jpcsLCIwgK1pI8ZmyPB6SLmWeZMXMOc1MXEhKqR6sLYdz4iW5LYoB33I/94am6zWYzp44dYtmqtT0GNE2mdnIePyBt6XJi4xIIC49gxZoNVJSVUtHRj0+aMo30ZSuJjo0jKCiY8ROnMHHyNF7k542a/sF8n8Ph4O7tW6QuWMSYlLHo9WGsXf8OhpYWnj8bPZ1vqluhVP7/2fvvoDazdc8f/UgCiSiQBCJncMCAs3HOOYduu9ude3fvcMKcuTPzq7pTdetWzcydmZPP7n327rPj6d3Zbbsd2jmBccYBG2ODAZucc5AA5fuHQCYaB5BEn/Wposp631fSV8vP+6y1nvdZz2LP3neY0uv/wiMiWb12A/VO9H+j+RBfP78Bf0+KComOiSVQZR+HNzc1UlbyhHUbtxAWEUlkVDSr1qznUf4Dl45Hfgzj7GCtlh2v7SZx0mRUKrVjp/onxUWOMay74K6+rz8T4X58HtzNtp0yUjAYDAAvVNivvq4WXWcnEomEL/7993Tp9QSHhLBsxeohT6bGgtLHxcTExXPqh++prqzA19+f1BmzSUl7un1vWcljZs2bz9GD39JYX4cyIJDZ6QsdO+Y01NdhtVqJiolzfK5aE4S/v5LamipCRwg+jjePiwuJi0/gyPcHqKwow89fyczZc5gxc7ZL9DwPFouFutoa5i9c7DgmkUiIjYunusp5gYoXwWq18qggH5PJREREFAARkVE8yn9IQuIkvLy8HMsSo2NinaZrLGwbIDQ8kuLCfGLjE1F4eVFcmI/ZbCYiyrW7gfbh8DNe7lVAFKC1tYXffPJPyDw8iIiIYtmKVSgDAqirq8VqtRIbF++4VhMUhFIZQE1VJRERkU7XarFYKCx4wIzZ6SNmdxgMPcjlCscTyLqaajRBwQOW5kfHJnDx/GlamhrHPYPSarVS/Cgfs8lEWG+bhUVEUfQon/iEJBReXhQVPMRsMTt2r62tqUah8CK03zLF6Nh4JBIJdbXVJPq7btcl4bPHj8dFRcTGJ3D00AEqK8rtbTtrDtNnPt3y3mazceKHI8xLXzgu4w1n0OcPXb0kp7W1hd/86p8d5UuWLV/lWOZpMpk4fuQQa9ZtxM+JS/RfBJvNRsmTYualL+Tgvq+or68jICCQ9IWLHUvS9Ho9tTXVTJ2Wyjdf/Dttra2oNRoWL1tJZFS0S3RPlPtxMO6sO+PcKeISkoiJjefmtSuO4/W9/Xh07NN+XK0Jwl8ZQG1NlaNPGozB0OPU+3M039fe1oZeryOm33hE4eVFWHgENdVVTJ2W4jStL6J7ONzF/w2HXq+j5EkxGzZvcxyrqa5C4TVwPBITZx+P1NZUO30Z/0hMxHH2cBh6DMgVinErqfIyuLPv68+P7X7sw9W2Pe4BOZvNxsXzZwmPjHqhgW17WysA165cYvnKNQQEBnL75nW+++YLPvzpX+I9xrt2dLS3knfvDjPmpDMnfRH1dTVcyjiLTCpjakoaXV16TCYjd7KvM3/xMhYuXUF5aQknjx5k5563iYiKoUuvQyqTDTE4b19fuvT6MdX7IrS1tnL3zm3mpi9gwaLF1NbUcOHsaWQymVttR9yfrq4ubDbbkBRdH19fmpubXKRqeBob6vnyz3/CbDYjl8vZ8doegoKDAdi283WOHj7Ir/7575FKpXh4erLjtT32Ja5OYixsG2DDlp2cPn6YP/zmn+2/xcOTTdtfcywZdCU2m40L504TERlFsNa9JtBh4RFs3LINtToIna6Tq5ez+PqLz/jwp79Ar9Mhk8mGLJfz9fVFr9e5RG9JcSGGnh6mpKQNe767q4vb168wrZ/v0Hfp8B5UJ9O7997tGsff0dRYz74vP3Pce1t2vI4myH7vbdq2i5NHv+fffvWPDnvduuN1h7126XX4+A7M1pFKpXh5e7us7fsQPnv8aGtr5V7Obeamz2f+wsXU1tZw4Zy9bVPSpgOQff0qUqmU2XPnuVjty2E2m7mYcZ7kaakoFAqX6QiPiGDD5m2oNRr0uk6uXr7EN1/+mQ8+/jkKhYKMc2cIj4wiadLk0T/MRXTp9ZiMRrJvXGXx0hUsXbGa0pLHHP1+P3veepeo6Nin49XLWSxbtQatNoT8B/c58O2XvP/Rz1G5oP7WRLkfB+OuugvzH9BQV8ve9z4acq5LP3w/7vOMfrymqpKiR/lsf+2NcdE7HKP5vj6tg9ve19cPnQv7xOfx2f0xm81kZV5g6rQUl/q/kXiYl4tcLh9Qz1av1+HjM7Dd3WU80sdEHWcPtoGuri6uXbnEjBkjB5Bcgbv6vsH82O5HcA/bHveA3IWzp2hqbOCNt99/off17QAyf+FixxKNdRu38vvffELRo3ymj3GmgM1mQxsaxsLeekfBIaE0NzXyIDeHqSlpDj3xiZOY2VuENVgbSl1NFXm5OW6TJTQcNpuN0LBwlq1YBUBIaBhNjQ3cy7njtpO7iYRaE8QHH/0cg6GHwkf5nDh2hL1vv09QcDCXszIw9PSwZ+87+Pj4UFT4iKOHDvDWux8QrA1xir6xsu0bV7Mw9PSw/fW9eHn7UPK4kFPHDrHrjXddnkVy9vQJGhsbeOtd59Vde176NvgA0IaEEB4Ryb/9+pc8KniIp4frin2PRP6DXGLiEoatm2U0GDh+6DtUmiDmLVzqAnUDUamDePuDn2IwGCguzOfMiR94fe+7aIKCuX75IgZDD7v2vI23jzePiwo5cfR7dr/1HkHBzrn3Xhbhs8ePvrZdurx/2zZy7+5tUtKmU1dbw51b2bz74U8n5K5eFouFo4cOgM3G2g2bXKolPuGp70MbQlh4JL/9zScUFuTj7eNDeXkZ77u4xt1o9PWPiUmTHZt6aENCqamqIjfnDlHRsY5rps+c5bg/Q0LDKC8rJe/+PYetCSYmnR3tXLxwlp173hqTJchNjQ38cGg/8xctJSYuYQwUPh+j+T535UV0WywWjh4+iM1mY+161/q/kXiQe4+p01Jdupz9ZZio4+zp/QJvBoOBg999gyYomEVLl7tA6cTnx3Y/gnvY9rh6gwtnT/HkcTFvvPUu/krlC73Xt3cy2H9nVg8PDwICA4fdDfBV8fX1G/Bdfd/9pNheN8Hb2wepVDrkGpU6iNrqSgB8fP2wWiwYegamoXfr9QNqcTkbPz9/gnqzRvrQBAVR+KjARYpGx8fHB4lEgn5QZmGXXu/YtcpdkMlkjoy30LBwamtquH3rBukLFpFz+xYf/vQXBPcGrLQhoVRVVpBz+xbrNm52ir6xsO32tlbu373N3vd/6shACtaGUFNVSd6926xYs9EJv2R4zp0+yZPiYva++z7KF/QzrsDLywu1WkNbawuxcQlYLBZ6enoGPF3Xu8jOO9rbqSovdWzW0B+j0cAP33+Lp1zOxu2vI5PJHOd8ffxoqK0ZcH137707njtMy2QyR8ZbSGgYdbW13L19kznpC7iXc4t3PvyZI1gcrA2luqqSezm3Wb1uEz6+fnTpuwZ8ntVqpae72+U+Rvjs8cPPz9/hw/rQaIIo6m3bqsoK9Ho9v/31Lx3nbTYbmRfOcftWNj//y79xptwXwh6MO0h7eztvvvWu2z2N7vN9ra0tNDY20Nbawif/9HcDrjly6ACRUdG8+bbrNsLqj7ePvX/UBA3qQ4OCqK6sAHDsiD3EroKC6HRRzZyJcj8Oxh1119fV0tWl5+s//8FxzGazUVVZzr2cW+zc/daw/fhwmpubGvl+31ekzphJ+sIlTvsNMLrv69Oq1+sHPJDT63WEuGDjrj5G092HxWLhh8MH6Whv542977id/wOoqiynpaWZzdsHjrF8ff3o6hpo8+4yHoGJPc7uw2AwsP/br5DL5ex8fc+AMaw74I6+bzh+TPcjuI9tj0tAzmazkXHuNI+LCtm9950BxeOfl5DQMGQyGa0tzY4aHBaLhY72dpQBgWOs2F5vqLWlZcCxttYW/JX29ecymQxtaBitrc2Drml2XKMNCUUqlVJZUUZib22R1pZmOjs7CAt3fi2oPiKiomhpGai7paV5xLX17oBMJiM0LJzyshIm9dZOsNlslJWVMHuOey8jstlsWCwWzCYTwJAsC4lU6nii7gzGwrZNI/wWqZN/S39sNhvnz5yiqPARb77zHoEv4WdcgdFopK21Bd/UNEJDw5BKpZSXlTB5SjIAzc1NdHS0Ex4Z5XRtBQ9y8fbxITY+acBxo8HA0YPfIpPJ2LRj95Anu6HhEdzOvkpXv4cPFeUlyOWKIYHeccVmw2IxYzaPYK8SicNew8IjMBh6qK+rdex4XFle2vv0z7VbzAufPX5EREbROmj5R/+2nZaSRky/WlAAB/Z9zbTUVFLcODuxLxjX2trMm2+9h/egzRPcgT7fNy0llclTp5E2feaA85/98besXL2WhKRJLlI4lD67bm0eeD+2tjQ7xqIBAYH4+fnTMuSaFuLinZcB1Z+Jcj8Oxh11R8fE8c6HPxtw7OzJH1BpgpibvhB/pdI+9i8vdSxDbGluorOjfcDYv6mxge/3fcXUlDQWLV3p1N8Ao/u+gMBAfH39KC8rdQTgDAYDtTXVzJw1x+l6+xhNNzyd/Le2tPDGW++6pf8DyMu9R0hoGNpBAc7wiEgMPT3U1dY46shVlNnHI2Euqj8OP45xNjwNxslkMnbtftMtsxPd0fcNx4/lfnQ32x6XaoYXzp6i4GEeG7fuQC5XoNfp0Ot0jkk9gF6no6G+jtbe2htNjQ001NfR3d0NgEKhYPrM2Vy7kkVZ6RNamps4f+YkwLC7jL0qM2bPo762mls3rtLW2kJhwQMe5N4lbcbTTmjW3PkUP8rnwf27tLW2kJtzi9InxaTOmN2r2Yvk1BlcyTxHVUUZDXW1nD99jNDwCJdt6AAwd958aqqruH71Mq0tLeQ/yCP3bg6z5jhnq/WXZW76fHLv5pB3/x5NTY2cOXUck8nkVku2sjLPU1lRTntbG40N9WRlnqeivIzkaamoNUGoVGrOnDxOTXU1ra0t3LxxjbKSJ04t0DoWtq1SawgIVJF57iR1tdW0t7WSc+sGFWUlxCe6pv7PudMnefjgPlu270QuV6DT6dAN8jPuQMb5s1SUl9He1kZVVSWHDn6HRColOTkFhZcXaTNmknHuLOVlpdTV1nDy2FHCIyKdvqGDzWbj0YNcpkxLG1Do1h6M+wazycSq9ZsxGg3o9Tr0ep1jh6qo2HhUmiDOnfqBpoZ6ykufkH0li9SZs5GN08DnStYFqirLaW9vo6mxnitZF6isKGNKcioqdRCBKjUXzpykrqaattYW7ty8TnlZCYm9G5VogoKJjUvg/Onj1NVUU11VSca500yeOg0//6HLdZ2J8Nnjx5x56dTUVD9t24d53L+Xw8zZ9rb19vEhWKsd8CeVSfH19UPjzODyIIxGI/V1dY5dgtvbWqmvq6OjvR2LxcKR7w9QV1vDlm07sdpsDn84XrscPw+ZF576vuqqSg4f/A6JRMrU5BT8/PyGtDOAUhng9IGx0Wikob6Ohvq+tm2job7OsSPc3PSFPCp4yP17ObS2tJBz+yZPiouY0RukkEgkzE1fQM6dmxQ+yqe1pYUrWZm0NDeROijo6Ewmwv04HO6mW65QEBSsHfDn6SnH28uboGAtCoUXKWkzyco4R2V5GfV1tZw9eYyw8EjHhg5NjQ0c3Pcl0XHxzJ473zEvGpwVNZ6M5vskEglz5qVz/epliosKaWyo58SxI/j5+7t0U4HRdPct06+rrWXzth0u8X+j+RCwB4UKH+UP6xM0QcHExidw9tRxamuqqa6q4MLZU0xJTnHpeOTHMM42GAx8982XmExGNmzeisFgcPwOd9tl1d1833BMhPvxeXA325bYnjO9RWd4fqP9p7/9X8MeX7dxq2N98bXLWVy/eumZ11gsFi5nZVDwIA+z2URoeAQrVq197npVRvOL3WilT4q5fjmTttYWlAGBzJiT7tiJso/8vHvczr6GTteJSqUmfdHSAQEJs9nMlYvnKXr0EIvZQnRcPMtXr3+hdFMfxdhPYB8XF5GVeYHWlmYCAlXMTZ/v1jv29XHn1k1u3riGXq9DGxLK6rXrCXfBzpMjcfL4UcrLStHrdCgUCoK1IaQvWOR4Kt7S0kxWxgWqqiowGY0EqtTMm7+AlNRXq9fRZTC/0PVjYdttrS1cu5RBTXUVJqORAJWKWXPmM2Va6nPrGEvb/rv//T+GPb5x8zZSp88Ys+95VY4ePkhVRTnd3d14+/gQGRXN0uUrHVuEm81mMs6foeDhAywWC3HxCaxZv+mVdx3Uv6CNVJSV8MPBb3nrw4FFyKsqyjmy/6th3/Pux3/pyBLpaG8n6/wpqivL8fCUM2VaKguXrnzhXaw8Zc93/dmTx6gsL0Wv1/VOmEKYm77QsUNca0szV7IyqKmqxGgyEhioYva8BST326yip7ubjHOnKHlSjAQJSZOnsHz1euRy+QtplnuM/bMt4bOHZywych8XF3HpYsbTtp03/5k7hP32N58wZ266o4bYy/Cq9egqysv49qvPhxxPSZvO4iXL+e1vPhn2fW++/d4r7er9Ku39w+Hvqawsp6fP90VGs2T5CofvG8zf/5//yY5du1958m99QckV5WXs/+aLIcenpU537ISYl3uX7OtX0XV2oFJrWLRkOYmDNqPIvn6Fe3du093TjVYbwtIVq19ol1WZdOxrFrr7GGokxlv3i84PBnPgmy8I1oawfPU6wN6PX8o4x6MCez8eGxfPyjUbHcuZr1/J4sYwcx6lMoCf/OI/Pff3espezUZG8302m40rly5y/14OPT09REZFs2bdRtQa529M0p9n6W5va+N3n/5q2Pe98da7L+3/XsSPPI8Pyb17h8zzZ/jFX/+XYXeb7O7u7i31VIREImHS5KmsXPPi45Gx9CM/hnH2SH0nwM//8m8ICAx0rthRcIbPftVxlCvux7Gu6ess2/Z6zmnvuATk3IVX7XBdxXgE5AQ/Ll40IOcuCNt2Hi8akHMXnjcg506MR0BOMDyuWiL/qkzEDSJgYrb3iwbk3IXxCMgJhmeizg9eNSAneH6EHxH8WJmI/fpEHUM9b0BOzCIEAoFAIBAIBAKBQCAQCAQCJyICcgKBQCAQCAQCgUAgEAgEAoETEQE5gUAgEAgEAoFAIBAIBAKBwImIgJxAIBAIBAKBQCAQCAQCgUDgRERATiAQCAQCgUAgEAgEAoFAIHAiIiAnEAgEAoFAIBAIBAKBQCAQOBERkBMIBAKBQCAQCAQCgUAgEAiciAjICQQCgUAgEAgEAoFAIBAIBE5EBOQEAoFAIBAIBAKBQCAQCAQCJyICcgKBQCAQCAQCgUAgEAgEAoETEQE5gUAgEAgEAoFAIBAIBAKBwIl4PO+FRx7UjKeOccHbQ+ZqCS/FpmlhrpYgcHO6jBZXS3gpfBTP7XIEr4jvBG3rhg6DqyW8MFqlwtUSXgqbzeZqCS+MyTLxNANIJRNT90TEPEFtRCafmGNWgeBZTMBuBgCrdWIKl0pcreDFkUgmoOgJjNFsdbWEF0bh+ePuH0WGnEAgEAgEAoFAIBAIBAKBQOBEREBOIBAIBAKBQCAQCAQCgUAgcCIiICcQCAQCgUAgEAgEAoFAIBA4ERGQEwgEAoFAIBAIBAKBQCAQCJyICMgJBAKBQCAQCAQCgUAgEAgETkQE5AQCgUAgEAgEAoFAIBAIBAInIgJyAoFAIBAIBAKBQCAQCAQCgRMRATmBQCAQCAQCgUAgEAgEAoHAiTg9IFd97QRND284+2tfipLLx6i9f83VMl6Yb778M+fPnh7x/N/97/9BUeEjJyp6PkbT7Y68jGZ3aP8T33/NjUvnXarhZRmtzXU6Hfu++ZJ//vv/wy//8W+dqGx4fox27Q42/CxOHfqa7GfY92f/+reUPylyoqLnY7R2/7df/5JbN92n//z2q8+5cO7MiOf//v/8T4rd1E4OfPMFF8+PrP1f/u5/8bjItdq/+/oLMp+h0d2ZqPoP7vuCrIyzrpbxQkzEfgYmrm4Y3Ye4I6P5bHdm39efkzGBtO//ZuL5v4lmHxPZf8DE1H/g2y+4eGFi9Y/g/m3t4WoBAoFAMJbcvnkdva6T9z/6GQqFl6vlCNyQPR/+FQqviWcb733wMZ5yuatlCAQCgUDgVvzD//2fbN+1m6RJU1wtRSAQCF4IEZATCAQ/KlpbWwkNDUet1rhaisBN8fH1c7WEl8LH19fVEgQCgUDwElgsFmQymatlCAQCgcDNcE1AzmajOf8mHZWFSKQylNFTUE+e5RIpo2HDRt2DG7SWFyKRSlHFTiVk6hwAmh7fp7WiEKO+E5lcgTI0hpBp6cg8PF2sGrDZyLxwjvv3cpDJZMyYNYfFS5c7Tut1nez/9msqK8rw9fNj+co1TJma7Dq9fTxDd09PDxczzlFcVIihpweVWs2yFatJTJrktppbWpo5dfwHamuqCVSpWLVmvWu19sNms3HzSiaFD3ORyWRMSZnBrPlLADAYerh5OYOKkmIsFgtBIaGkL1mFJjjExap7GaHN/+3Xv6SjvR2AB3m5pKRNZ9OW7a7VCs+0keamJk6d+IG62hoCVSpWr93Ad998yY7X9jBpsguf9I7iQ7q7ujh04DtKSx7j769kxeq1JE2a7Dq9g7DZbNy6mklRr31PTpnBzHS7fX/2r3/Lyo07iUlwse8Yjme0+7/9+pfMmTefufPmu1ZjP2w2GxczznH/3l1kMhnTZ84eYCf9uXLpIrl3c3j9zbfQal3vS2zYuJR5ngf37drTZsxmweJlrpY1AJvNRlbmeR7k3kUqkzF9xmwWLrFr/Ke//V+sXreRksfFVJSXogwIYN3GrXj7+HD25HHq6moI1oawcfM2AlVqt9S/ZsNmSh8XU1b6BD9/JctWriYxyfV+xGazceXiBR7k3UUmlZE6YxbzF9l1d3S0k3XhDJXlpUgkEmLiEli2ah2+rg70P8N3/N3//h+sXb+R4qKiCTXuG24Mtf/br1zfP/byLB/yL3/3v1i5dgNlJY+pKC9jzrwFbuFfRvLZNpuNq5ezyLt/jy69Hi9vbyZPSWb1Wvcat17MOEderz+ZMXM2i5Ys53effgLAke/3A6AMCOBnf/E3rpQKPLWPvH72sXDxMtrb2/jTb/+Vt9//GG1IKGCf43z6yT/w+pvvEBUd6zrNI9jHsSOHsNqsbNvxmuNai8XCp7/6Z1asXktK6nRXCR7Wf2ScP0tLcxOv7dkLwK2bN8g4d4bX33iL+IREAH736a+Yv2Ax02e6MAYxgv6K8jK+++ZL3njrXaKiYwDIvn6Vmzeu8eHHv8DXz4X9jc3G5YsXHH4vdfosFixextlTx+jW69n22huOSy0WC3/8t09YtHQFKWkzXacZRmzrvNx7nDx+dMjli5YsG3E8O9a4ZFOHzqpiJB4eRCzaimbqXFqL79LVWO0KKaPSVlGE1MOT+GXbCZmWTmNhDrqGqt6zEsJSF5G08nUiZy1H11hN/cNsl+rtIy8vF09PT9754COWr1zD1ctZlJY8cZy/nJXJ5ClT+eCjn5M8LZUfDh+kqanRhYrtjKTbZrNxYN/XVFdVsnnrDj762V+ybMVqJBKJqyU/U/Phg/uRyWS8+8FHrNuwmawM96nbVlzwAA9PT7bueZe5i5Zz9+ZVqitKAcg4eYSe7i7WbtvNtjffRxMcyqnD+zD0dLtYtZ2R2vy9Dz4mLj6RKVOn8Zd/819Z7SYB0JH0Wq1WDh3ch6enJ+9+8BHrN27h0sUMV8sFRvchVy9nMSU5mQ8//gXxiYkcP3qI7m73sA+Ax48e4OHhyebd7zJn4XLu9bNvd2a0dnc3HuTl4ukp5+33f8Kylau5duUSZaUD9dpsNs6fOcXDvPvsfed9twjGAeTn3cfT05M33/mQJctXcePqJcpLS1wtawAPH9g17n33Q5YuX8X1q5co66fxxrXLJKek8s6HP0WtDuLED4c5f/oE6QsW8fZ7PwGbjQvnXFc3ZTT9169cYtLUZN79yc+Ii0/k5LEjbuFHCh7cx8PTkz1vf8jiZavIvnaZ8rISbDYbxw/vp6e7m11vvMuO19+iva2NU8cOuVryj3Lc585jKBjdh9y4conEpCm88+HPmJY2w3VC+zGSzy56VMDtW9ms27CJj3/+V+x8bQ/BwVpXyx3Agwe92t/7CctWPNX+zvsfAbBh01Z+8df/xfHa1fTZx9537P7PHfuYwYxkH8kpKTwpLsJoNDquLS15gslkcuky4ZH8R3R0DFWVFVitVgAqy8vx9vGhorwMgM6ODtpaW4mOiXWZdniG/phY5sybz/EfDmPo6aG+rpbLWZms37TVtcE4IL+3X39jUP+YkjaDstIn6HWdjmtLnxRjNpmYNGWaCxXbGamtpyTb54x9f1u270IqlRIRGeU0bS4JyMmVatSTZiH3C8A/MglFQBDdTTWukDIqXgEatFNmo/ALQBU9Ce/AYHS9wcOgxFT8gsOR+/rjFxxByNS5tFe7x8RJqw1h8dLlqNUaUtKmExYWTnnZ08no5KnJTJ85C7VGw9LlKwkNCyfn1k0XKrYzku6y0hJqa6rZsWsPcfEJBKpUJCZNIiExydWSn6m5pbmJTVt3oA0JJSo6hqUrVrlargN1UDCz0hcTEKgmaWoqQSFh1FSWU1dTSWN9LSs3bCc4JIyAQDXpS1YiVygofVzoatnAyG3u4+uLh4cMD08P/Pz83KZO2LNspK211WEjkVHRLF2+0tVygdF9SEradJKnpaJSq1m6fBVGo5HaGvd5sKLWBDOz174Tp6YSpA2jtrLc1bJGZbR2dze0wVoWLVlm15s6ndBBeq1WK8d/OEx5WSl7330fldo1mVrDEaTVsmDxMlRqDckp0wkJC6ei3L3aOjhYy8JejdN627e/xpTU6UyeOg21WsPc+QvpaG9jSnIqsfEJaIKCmTVnHlUVrrP70fWnMTU5BZVKzZJlKzAZjdTVut6PBAVrmb9oKSqVmqkpaYSEhlNZXkZFeSlNjQ2s37ydkNAwQsMjWLtxK9WVFdTVunYc+2Mc97nzGApG9yGTk1OYljaDwEAVSmWAC5U+ZSSf3dHRjq+vHzGx8SgDAggLj3Bt5tAwBPdqVw3S7uNjL+eg8PLCz8/P8drVBE+APmYwI9lHXHwinp7yARs1FTx8QGLSZBQKhev0juA/IqNjMBqN1NfVYbPZqKwsZ176AkdArqKiDD9/f5ePSZ7lt5cuX4mXlzenTx7n2NHDpKROd4uVKEHa3v5RrSa5X/8YHhGFSq2h4GGe49r8vFySJk9F7gb1j0dqa09PT/z8/PDz88NkMnLuzEmWLl9JXHyC07S5ZMmq3H+g8cu8fLAYXf9EdDi8lAO1enj5YDbYteoaqmgsuodB14bVbMJmtWKzWrCazUg9XFueL1g78KmWr58/XXq943VExMCob0RkJA319U7R9ixG0t1QX4e/vxK1xv3qgo2kubmpEX+lEn9/f8e5iIhIZ8sbEbVmoG4fH1+6u/W0NDZgNhn56g+fDDhvMZvpaG91psQRGc2+3Y2R9LY0N+GvVOLX72lXWHiEs+UNy2htrA15muUkl8uRKxRu9X+gChqo39vXl55u99E3EhPPtgdmu/n5+dGl73K8zjh/FpmHjLff+wk+Pj7OlvdMggctwff19aO7y73aOkg7VGN/e+h/3re3xmB/G/Lx9cNsNmMwGFwyaXoR/Z5u5EeCggffh3bbaO312f79giuaoGAUCi9am5sIDQt3tlQHP7Zxn7uPoWB0HxISGuZsSaMyks+eOXsut29l8/tP/5W4hATiE5JITJqEVOqS3I1hGVZ7V9cIV7ueoEH24efrR5eb9TGDGck+pFIpU6Ymk/8wj2mpaRiNRh4XF7Jl+04XKbUzkv/w8vJCqw2hoqIMmUyGTGpffnvl0kWMRiOV5eVEu3BpcB/P8tsymYwt23by73/4NwICAlm5Zp0rJA5huP6xz65T0maSl5vDnPSF6PU6ykqfsGvP266QOYTR+khDTw8Hv/uWhMQk0hcscqo2l0SNJMM5d5vzdTwPEsnwWo36TspvnEEdN5WQ5LnI5Aq6muuovnsJm9WCq/fLkEoHFo6VSOy1DNydkXR7uDjA+SwmbFvLBtm2RAI2GyaTCW8fPzbt2jvkPXIXPgXrz0Rr84mmF0bXPOQ89qWJ7sLgSYQEiVvpG4mJZivSwUXKJQPbOTYunoL8B5SWPGFaSqqT1T2bITYicS8bBpANHi/ZbzTHy4G/QTLkWF9RB1f9rhfTP+S0yxhi17ifbQxmovmOPiaqbhjdh3h6ukFN6UGM5LOVygA++tlfUl5WQllpKedOn+TmjWu8+fZ7brMZhUw6WId79+tDgpm99vG03M5T7VarxXnCnsGz+vTklFS+/epz9Ho9ZaUleHh4EBef6AKVT3mW/4iKiaWyvAwPmYyomBi8vb3RaIKoqqygsqKcuekLXCF5AKP5v+qqSgC6e7rp6el2i0yzwZrhqd+bmpLK1UsZ1FRXUVtdhTIgkIioaGdLHJZntbXVauXo4YMoFArWb9zifG1O/8YfCd1tjWCzEZqyAB91CAq/QEw97vuUZjA11VWDXlej0QS5SM3oBGtD6OzsoKW52dVSnhtNUDCdHR3oOp+upa8e1O7uSJA2hO4uHRKpBGWgasCfl7d7ZbhMdNSaIDo7OtDrdI5j7rTsUyB4VRKTJrF5207OnDxGwcMHrpYjELwSql6f3dnR7jjW3NSIwdCDOsh9x1Aw8cZ9E3UMNZHx9PQkMWkyq9eu542336WmuorGxgZXy3oupFIpVqv7Buf64907ltb1G/s1ukG26mhEREbhr1TyKP8hBQ/zmDwl2W2CtcPRV0euvKzUkQ0XFRNLwcMHtLQ0u7x+3Gi0traQcf4M6zdtITw8ghM/HHHrADTYbTs+cTL5ebnkP8gl2VWbfbwgGefO0NjQwM7X9rgkCcjtAnL1d7NoLrjlahmjIvcLwGaz0lzyAKO+g9aKIlpKC1wt67l59Cif+/fu0tLczOWsTGprqpk1Z56rZY1IdEwsUdExHP5+P6UlT2hra+XJ42JKnjx2tbQRiY2LR6XWcOLYERrq66isKOeymxTsfxbhUbFowyI4f/wQVeWldHa0UV9bxe1rWTTW17pa3o+K2Lh4AlWqXhupp6qygstZmcDTzBaBYKIzafIUNm3ZzqkTP1BYkO9qOQLBSxMdE0dQsJbTJ47QUF9LXW01Z0/+QERUNCGhrluu+jxMtHHfRB1DTVTy7t/j/r27NDY00NbaSv6DPDw8PAhwk9p3oxEQEEhFWSk6nY4eN9gY5ll4enoSFh7BrRvXaG5qpLKinKuXM10t67lITk7h3t07lJWWkOxmWe+DieqtI/e4uMgRfIuOieXhg/v4+fm5ZRmkPqxWK8ePHiY2PoG06TPZuHkbjQ313LxxzdXSRiVl+gwKHt6npbmJ5GlprpYzKvdz75Jz5xbrNmwCiQSdTodOpxuwgcl443brAM3dOrfYOXM0vAM0hKbMp6k4l/r8m/hqwghJnkt1zkVXS3suFi9ZTkH+A86ePoGfnz9btu8iKDjY1bKeyfZdu8k8f5ZjR77HZDIRqFKz3M0K/PZHIpGw87U9nDrxA1989kcCAgJZtXY9B/Z97Wppz0QikbB26+vcuX6Jy+dP0NPdhbePH6ERUXi7SaHcHwtSqZSdr73RayN/ICBQxYpVa/h+/7fI3HiZtkDwokyemozNZuPEsSNIJBImTZnqakkCwQsjkUjYvGM3WRfOcPDbL5BIJMTEJbBslXvU9nkWE23cN1HHUBMVL4UXN65fJePCWWxWK8FaLbtefwNvN6v9ORLLV60h88I57ufm4Ofvz8/+4m9cLemZrN2whbOnjvP1539EpdawdPlqvt/v/radnJLK9WtXUAYEOHUXypfBy9ub4GAter0eTW8Gc1R0DDabjSg3qB/3LK5fvUxHexuv7X4TAD9/f9Zt3MKxI98TF5+ANiTUxQpHJjomDh9fPzRBwfj1qwHqrlRWlGOz2fj+wL4BxxctWcbipcudokFie87cx6/uTLw0cW8P902jfRabprlfEViBe9HUaXC1hJciyN89atC5M1WVFXz9xWf89C/+GpXKfXakdBYNHRPPtrVK59j1r3/5TyxZtmLMdr5z96UPw2GyTDzNAFL3f874o8E8QW3ESz5+Y9a/+9//gx2v7WHS5Cnj9h3OYix+i9FsHUNFzsNTNvEcyQTsZgCwTJDlr4PxmIA2MhEScX5MGEzjW6/QaDTyx08/Ye3GLSROGps+R+E5MWM6Xs+ZWyFSMAQCgcCFFD0qwFMuR63W0Nrawvmzp4mIjPoPGYwTDI/JZKKqsgK9XufWGS0CgUAgEAgEgv942Gw2uru6uHPrBgovBfGJk1wtacIgAnICgUDgQoxGIxczz9PR3o63jw+xcfGsXLXW1bIEbsS9u3e4duUSc+bNd/slIgKBQCAQCASC/1h0dLTz2e9+jZ+/P2s3bh26y7BgRMSSVTdELFkVjIZYsir4sSKWrDoPsWTVeYglq85DLFkVjIZYsuo8JmA3A4glq85ELFl1LuO9ZHU8EEtWX5DWx7m0PLpNQNw0gqbNB8Dc00VzwU26m2qwmk14+gagSpqOX1jc0/cV30PfUImxvRmJVEbc+neGfHZPWyMtBbcwtDeDBBSBwWimzkWhfPVdUhqL7lGffxNNfAphaQsHnLPZbJRfP42uoZLoeWtRhsc6znW1NlD/8CbdbU0gAR+VlpBp6XgHPNXUWV9Jw6M7GDpbkUhl+GpCCU1ZgNx3fAodVlaUk339GvV1Neh0umFrbTQ1NZKVcZ6KinJsViuaoGB27NqNMsA9d1O6ce0KWZkXmD03ndVr17tazrAMp1Gn03HxwjnKSp9gNBpRqzUsWLyEyVOSx01HbXUFeXeyaW6sp0uvY9WmncQmPE0bzrlxmZLiAvSdnUhlUoK0ocxesAztMDvEWcxmftj/BS1NDWx/8wM0wSGOc1XlJeTcuEJbSxMymYzQiCjmLVmJvzJw3H7bs5gINjIcE0H39auXKSp8REtzEx4eHkRERrFs5Wo0miCnaairruBBTjZNjfV063Ws3LiTmITh0+GvZZ6m8ME95i1ZxbQZcx3HD/z5U3SdHQOunb1gGWlzFjheV5eXcDf7Cq397Hru4vG169F8ttFoJCvjPEVFj+jp7iYgMJDZc9KZOXvOuGkajSuXLnLtyqUBx9RqDR/9/C+BXt+XcY7y0hKMRiMqtYYFi5Yw2YmbOeTevc39u3foaG8DQBMUTPrCpcQlJNLe3sa///Zfh33fpm27mNTrozs62sk4c5LKijI85XKSU6azeNnKcX3ym339CsWFj2hpacbDw4PwiEiWLl+Fut/9du70CcrLStHrOvH0lBMeEcmSFauGvSe7u7v44t9/j66zk7/8z/8PXl5eTtfc3tbGH0do783bdw3oEx/cz+XOrRu0tjQjVyiYNCWZ1Ws3jLlmgBtXs8i+dnnAMZVaw7s/+QUd7W189vtfD/u+jVt3kjR5YD/e3d3FN3/+AzpdJz//6/+GYhza+UVwB7/9okwEzTdvXOVqVgYzZ89j+Wr7Zh5ms5lLGecoLHiIxWImJi6BlWs34Ovr53hfXW0NV7Iu0FBXC0gIDQtnyYpVBGudV5y9s7ODrIwLlJQ8xty7OdqGzVsJCwvHYrFwOSuTkiePaW9rRa5QEBsbz9IVq/B3YmH2yopybmVfo66uFr1Ox/Zdu0kaoQ7V2dMnyL17hxWr1jJnnn3O2d7WxvWrl6goL0Ov1+Hr50/ytFQWLFqCTDY+k/rcu7fJHdTXzO/ta8DuryvKS9HpOpH3+et+/rGxoY6bN65RXVVJd3cXAcoA0mbOZtac9HHROxK//c0ndLS3Dzk+c9Yc1qzf6Bb9+nA8j98wm81knD9DQf5DLGYzcfGJrF2/EV8/v2d8svPJuX2T7BvX0Ot0aENCWb12A+EREa6WBcCtG1e5eimTGbPnsXzVWnq6u7l+NYuK0hI6Ojvw8fYhIWkyC5YsQ6EY2P89zMvl7u1sR7+eNHkqK9eMT78+GsPNu1xtH2MakOtpa6Sj/BFy/4G1jxruZWE1GQmdswaZXIGu5gn1dzLxXOKPIsB+s9isVvzC4jCrtHRWFA35bKvZRG32GXxDoglKXQg2Gy2FOdRmnyFm1RtIXmFw3NXaQEtZAV7K4Ws2NT/Jg2GC9xazifJrp/APiyF8+mJsNisNj+5Qfu0kk9e9hUQqxajvoCL7LJrEVCLnrMRqMlKbd52Km2dJXLHrpTU/C6PRiDYkhLTpMzj8/f4h51tbW/j6i89Imz6TxUuXI1coaGpsdNtdHWtrqrmXc4dgbcjoF7uIkTSe+OEwhp4edr7+Jj4+PuQ/zOPooYO89+HHhISOTyak2WRCHRzCpGlpXDhxeMj5AJWaBcvW4h8QiMVs4sHdW5w+8h2vv/uzIbtp3byaiY+vHy1NDQOOd7a3cf7496TMnMfydVswGg1kX7rAhROH2f7mB+Pyu57FRLCR4Zgouisrypk1ey6h4eHYrFayMjPY/81X/ORnf4FcLneKBrPJhCoohKTkNDJODrXrPsqfFNJYV4OP7/Cd6Mz0JUyaNt3x2rOf/s72Ni6c+J5pM+axdN0WjAYDNy9fIOPkYba9MX52PZrPzjh3hvLyUrZs20lAQCClJU/sOyX6+5M0afK46RqNoKBgdu99+vCsf5Dq5LEj9PT0sPP1N/D2tvu+Hw4f5N0PPho33zcYP38li5etJLC3HmP+g1x+OPQdb73/MWpNED/9y//XgOvzcnO4ffM6sfH2SZTVauXIgW/x9fVjz9sfoNfpOHPiKFKplMXLVo6b7qqKCmbMmktoWBhWq5UrlzI5+N03fPDRzx32GhIaxtTkFPyVAfT0dHPtShbff/c1H/38r4cEC8+cPEZwcAi6zk6XafZXKvn5Xw1s7/v3crh18zpxve0NcPvmDe7cvMHSFasIC4/AZDLR3jvJHS80QcHseP0tx+u+9vPzV/LRL/7zgGsf3M/hzs0bxMQlMpjzp4+jCdai041fO78I7uC3XxR311xXW0PevRyCgrUDjmddOEvpk2I2bd+FQuFF5rlTHDt8gDfetvcbRqORw/u/IT5xEivXbMBqtXL9ShaH9n/DR7/4m3ELFPWnp7ubr7/4jOiYWF7fsxdvHx9aW1ocAXqzyUR9XS0LFy0hOCQEQ08PF86d5tCBfbz34cfjrq8Pk8lIsDaElLSZHD00tD/so6jwETXVVfj5DQwWtjQ3YbPZWLN+EyqVmqamBs6cPI7JZGTFOJUD6etr+mr/PnyQy9FD3/H2+x8TFKy1++tpvf66N4jx/Xdf85Nef11fV4ePjy8bNm/HX6mkprqS86dPIJFImTl77ijfPna8+/5HWPulNDY1NrD/26+YPNX+8MEd+vXheB6/ceHcaZ48Lmb7ztdRKBScO3OKw9/v5+33PnSZ7sEU5D8g4/xZ1m7YRHh4JLdv3mD/vq/4+Od/ha+vr0u11dXWkJc70PfpdJ3odTqWrFiNWhNEZ0c7F86eQqfrZPP21xzX5dy6wZ1b2SxZvorQsHBMJtOwgV9nMNK8y9X2MWaPeK1mEw13LxKcthip58BOs6e1gYC4ZLxUwXj6KlElzUTqKbdnuvWinjyLwPgU5P6qYT/fqGvDajKgnjwLuV8gcn8VqkkzsRi6MXfrXlq3xWyi6nYmETOWIPUcuuyou62Jpsd5RMxcNlRTZxsWkwHtlDko/APxUqrRTp6N2dCNsavT8X6bzUrI1LkofJV4BwYRlJhGT3szNuv4pMwnJCaxdPlKJo3wxOLSxQwSEpJYsWoNIaFhqFRqkiZNdvnNPhxGo5FjRw+xftOWcXmqPxY8S2N1VSWz5s4jPCKCQJWKhYuXovDyoq62dtz0RMUmMGfBUmIThp+oJ0yeRkR0LMqAQFSaYNKXrMJkNNDaPDDoVln2hOqKMuYtHjrxbGqow2qzMXvBUpSBKoK0oaTOmkdzYz1Wi3NToSeCjQzHRNK9+823SZ0+g+BgLdqQUDZt2UZHRzv1deNnx4OJjE1g9oKlxIxg1wB6XSc3ss6zdO2WETOYPOVyfHz9HH+e/fqr5ka7Xc9asBRlgN2uU2bNo2Wc7Xo0n11dXUlK6nSiY2IJCAxkxqzZaENCqa2pHjdNz4NUKsXPz8/x59MvoF9dVcnsOfMICx/k+5xoMwmJk4hLSEKl1qBSa1i0dCWecjl1NdVIpVJ8/fwG/D0uesSkycmOAXx5aQktzU2s37IdbUgocQmJLFiynNyc21jG0R527dlLStp0gnrvt/WbttI56H5LmzGLyOgYAgIDCQkNY/HSFXR2dDgyNPq4l3MbQ4/BkT3iKs3DtXdx0SMmT3na3j093Vy9lMn6zduYOi2VQJWaYG0IiUnjG3SWSAZq63swNZzmJ8WFJE2ZOiQ4dP/uHQyGHmbPHd92fhHcwW+/KO6s2Wg0curYYVav34SXl7fjuMHQw4P7d1m6cg3RMXGEhIaxduNWaqurqK22l/tpaW6ip6ebhUuWodYEERSsZcHipXTp9XR2OGdimn3jKkp/JRs3b7P75UAVcfEJjiCSwsuLPXvfYUryNDSaIMIjIlm9dgP1dbVOnTzHJySxZNnKZ+6i29nZwYVzp9i8dQdS2cC+Pi4hkQ2btxEXn0CgSkVi0mTmpi+guOjRuGlOSJxEfL++ZnFvX9PXR6fNmEVkVAwBAXZ/vWjJCjo7n/rrlLQZrFi9jqjoGAIDVSRPS2Na6gwej6Pm4fDx9R3Qpz95XEygSkVUdAzgHv36cIzmNww9Pdy/d5eVq9cRExtHaFg4Gzdvo7qqkupq9ynJdSv7BtNnzCJt+kyCgoNZt3Eznh6e5OXedakuo9HI6eNHWL1u04DM76BgLZu3v0Z84iQCVWqiYuJYuGQ5pU+KsfbGOHp6url2+SLrNm1lSnKKo19PSHL+hg8jzbvcwT7GLCDX+OAaPtoofIKHplV6qbToakqxGA3YbDY6q59gs1rw1jx/NF3uF4DUU0FHRRE2qwWrxUxnZRGefoF4eL98OmFt7hX8Q6Pw00YOOWc1m6m6k0H49EV4evkMOS/3C0AmV9Ba/ghrr6bW8kco/AOR+9if2HgHBiGRSGgtL8Rms2IxGWmrLMY3OOKVsvpeFpvNRsnjYlRqNd99+xX/+i//wBef/ZGiQuc6/efl3OmTJCQmERsX72opI/IsjRGRUTzKf0h3dzc2m438hw+wmM1Ex8Q6X+gwWCwWCh/eQy5XoA56+tSju0vPlQunWbZ2Mx6eQzMng7ShSJBQlH8fq9WK0dDD40cPCY+KReqEJ739mQg2MhwTVTeAwWCv89Z/UuJqbDYbl84dI2XWPFSakXcizbtzg2/+8EuOfvvv5OVkOwYNAJpgu10X97PrJy6y6/5ERETxuLiIzo4OewmFslJaW5qJi09wmSawZ1v/5lf/zO8+/RXHjh4aMGmLiIyioOCp7yvo833RsS7RarVaKcx/gNlkIixiaH9fX1dLY0M9KWkzHMdqa6oICtYOWHYWGxeP0WigeVDW8HjiuN+8h7/fTEYjD+7nEhAQiL/yadmJ5qZGbly9zIbN25xeo2c0zcO1d3lpCTabDV1nB5/94VN+95tfcuzIQTrGOWDR1tbCHz/9JZ/9/tecPn54xO/r0zwtdcaA481NjWRfv8zajc5v5xfBHf32aLiT5oxzp4hLSCImdmCfXV9Xi9VqJbrfcbUmCH9lALU19smcWq3By9ubB/fvYbFYMJtMPMi9h1oThDIg0Cn6HxcVERIWztFDB/j1L/+RP//p9+TezXnme/ra39XLr/tjs9k4eewI89IXDslUHAmDocdpNmS1WnnU29eED9PXmIxGHuYN9deDsWt2XbtbLBbyH9wnNW2Gw6+5W78+EoP9Rl3vPdp/vK0JCkKpDKCmqtIlGgdjsVioq60hpp9GiURCbFw81VWuDRpmnjtFXHziAB83EkaDAblc4XgoXlFW2tuvd/L5H/+NP376CSeOfu+0BxH9GWne5Q72MSZrFDurn2BsbyZi8dZhz4fMXkl9TiZlZ78CiQSpzIPQOavw9FU+93dIPeSEL9hI3e3ztBbfA8DTV0lY+rqXDmy1VT2mu72JhGU7hj1f++AaPuoQlGGxw56XecqJW7yFiuyzNBbao9dyPyWxCzc6NMl97a8rbl2gJvcy2Gx4q0OIne+aWlF6vR6j0Uj29assWbaC5StWU1rymMMHv+PNt99zm0ARQP7DB9TV1To1Vf5FGU3jtp2vc/TwQX71z3+PVCrFw9OTHa/tQaUefnm0s6gofUzm6aOYTSZ8fP1Yv+MNvLztQWd7YOMEU1JnEBwSRmdH25D3+wcEsn77HjJOHeFqxmlsNhva0AjWbnvdqb9jItjIcExU3WC3jwvnThMRGUWw9vkGw84g784NpBIpydNHrqs2dfocNMEhKLy8aait5s71i3Trdcxbsgqw2/W67XvIPHWEa5l2uw4OjWDNVufa9WBWr9vAmZPH+fRf/wWpVIpEImH9xi2Op9auIDwigg2bt6HWaNDrOrl6+RLffPlnPvj45ygUCrbueI0fDh/kX//lHxy+b/uu3U73fU2N9ez78jPMZjNyuZwtO15HEzQ0YPvg/l3UmiDC++1iq9fr8PEZmDnetxRar9ODE1aa22w2Lp4/S3hk1JDJ572c21zKPI/JZEKl1vDaG285lr6ZzWZOHD3E0hWrUAYE0N7WOv5in0NzH3m59vbuv2twW1sbNpuN7OtXWbl6HXKFgquXLnJw39e895OfjcuyvtCwCNZu2EKgSkOXXkf2tcsc/PZz3v7gZ8jlA1dNPMyzB1DCI55qNpvNnD5+mCXLVqFUBtDhxHZ+EdzVbz8Ld9JcmP+Ahrpa9r730ZBzXXodMplsSPDEx9cXvd6+gkeuUPD6m+/yw6H9jpqFgSo1O3fvddpOhG1trdzLuc3c9PnMX7iY2toaLpw7jUwmIyVt+pDrzWYzWZkXmDotBYXCfTYuyr5+FYlEyqw5857r+taWFnLu3GL5yjXjqqtxlL7mXs5tLl986q937XlrRJ9WU1VJ0aN8tr/2xrhqfhbFhY/o6ekZ8NDEXfr1ZzGc39Drhr9Hffvdo66mq6sLm802ZLWaj68vzc1NLlIFhQUPaaiv4813fzLqtd1dXWRfv0zK9JmOY+1trdhsNm7duMqyVWtRKBRcu3yRQ/u/4e0PfuqU5frw7HmXO9jHK/cC5m4dzQ9voJ25HKls+PheS2EOVpORsPkbiFyyjYD4FOrvZGLoaHnu77FazDTev4KXOoSIxVuIWLQZub+K2ltnsVrML6zb2KWjNu86UbNXDqu7o7YMfWMNoakLh3n3U03Vd7PwUYcQv2wb8Uu34qVUU379tEOTqaeL6ruXUUUlkbBsB3GLtyCRSKm4dd4lO9z1fWfiJHsKd0hoKPMXLiYxaRL3cu44Xc9IdHS0c+HcabZs24mHm9a2ex6Nl7MyMPT0sGfvO7z34cfMnTefo4cO0NhQ72S1AwmLjGbHmx+y5fV3iIyJJ+PUEbq79ADk597BZDQyvV+h+8F06XVcyThF0tRUtu55j4279iKVSck4edhpdj0RbGQ4JqruPs6ePkFjYwNbd7w2+sVOoqmhjvzc2yxZvemZGSopM+cRFhmDOkjLlNSZzF28kvz7d7D0+usuvY6rGadInJrKlj3vsWHnXmQyKZlOtOvhuHP7JjXVVex6/Q3e+/CnrFi1lnNnTlJWWuIyTfEJSUyZmoxWG0JcfCKv7dlLj6GHwoJ8AK5kZWIw9LDnzbd594OPmDtvPj8cPuh036dSB/H2Bz/lzXd/QtrM2Zw58QPNTY0DrjGbTBTmPxgw8XAXLpw9RVNjA5u37hxybmpyCu988DF79r6LSq3m2JHvMZvttnwlKwN1UBDJKWnOlvxMzQAmk4lH+Q9IHdzeNhtWq5WVa9YRG59AeEQkm7btoK21hcrysnHRGhufSNLkZIK1IcTEJbBt1xsYegwUPcofcJ3ZZKKw4MGQ7LhrlzJRa4KYMi11XPSNFe7ot0fDXTR3drRz8cJZNmzZ8dJ9ttlk4typY4RHRvHGOx+y56330QQFc+TgPswm0xgrHh6bzUZIaBhLl68iJDSMGTNnkzZjFvfu3h5yrcVi4ejhg9hsNtau3+QUfc9DXW0Nd25ns/E5s347Ozs4+N3XTJ6SzPQZs8ZVm7q3r9k7Ql8zdVoKb7//Mbt7/fXxo0/9dX+aGhs4emg/8xctJTbOdVnw93PvEp+QOGBDD3fp15+Fu/iNHwOdHe1kXTjL+s3bR/V9BoOBI9/vQ60JZv6ipY7jtt5+ffmqtcTGJRAWHsmGLb39ekXZOP8COxNh3vXKqgztTViMPVRdPvL0oM1GT0sd7WX5RC9/jY6yfKKW7XTUh1MoNfS01NNRVkBw2qLn+h5d9RPMXZ1ELNricMIhs5ZTeuYr9HXl+Ee8mNPqaWvCYujm8cVDA3R3NdfSXPoQdWwyRn0HBSf+POB9FTfP4aMJJX7JFtoqH2Ps0hG/dLtDU+SclRSc+JyO2jICIxNpKXmIzFNOaMrTuiJRc1ZQeOYbulsb8FE7t5i7j48PUqmUoEEZApqgIKoq3SNtF6CutpYuvZ4//+l3jmM2m43KinJybt/kv/2//z9Oe6o4EqNp/PgXf0XO7Vt8+NNfENybJaANCaWqsoKc27dYt3Gzq6Tj6SnHM1COMlCFNiyCA5//jqKH95k+dwE1VeU01FXz59/8w4D3HN33ZxImT2PZ2s0U3M9BLlcwb/EKx/nla7ew77NPaayrQRs2/jsCTQQbGY6Jqhvs6d5PiovZ++77KJXPn+E83tTXVNLdpWf/nz91HLPZbNy6kkH+vVu8/v5fDPu+4BB7AWBdRzsBKg2P8ux2PXfRU7teunYL+z/7lMb6GrShzt/pymQycSnzAjtf2+OouaENCaGh3r4rm7ssefby8kKt1tDa2kJrqz0j4cOPf+7IkHL4vju3WbfBeRM8mUzm2NQhJDSMutpa7t6+yep+k8yiwgJMJhNTBwWvfH39qK+tGXCsq/dpqa/f+NdcvXD2FE8eF/PGW+/iP8z9pvDyQuHlhUqtISwikl//8h8oLnrE1OQUKsrLaGps4J8f/f8GvOfTT/6R9IWLWbRkuUs0AxT3tndy6qD27t3NTNNvybmPjy/e3j7jvmy1D4WXF4Fq9ZCMwuKiAswm05DAW2VFGc1NDRQX/u8Bx3/3639i7vzFLFg8tP6ws3FXv/0s3ElzfV0tXV16vv7zHxzHbDYbVZXl3Mu5xc7db2GxWOjpGbjEsEuvdyx3f5T/gI72dt5450PHfGHj1p18+sk/8KS4kMnJKeP+O/z8/IdkB2s0QRQ9KhhwzGKx8MPhg3a9e99xq+y4qsoKuvR6fvubXzqO2Ww2Lmac487tbH72F3/jOK7r7OS7r78gPDKKdRvGf7wtk8kc9fhCQsOor60l5/ZN1vT2NQqFFwpFr78Oj+Q3n/wDj4seMaXf/31zUyMH931F6oyZzF+4ZNw1j0R7exvlZaVs37Xbccyd+vWRGMlv+Pr5DXuP6vvdo67Gx8cHiUSCXq8fcLzLhRrr6+vo6tLzzed/dByz2WxUV1aQm3OLv/6v/x2pVIrRYODIgW8dmaH9s976+nV10NB+3VnLVkebd+1+822X28crB+S8g8KJXDpwyWdj7mU8/QIITEjrl7026EmGRIKN5884sFnMMORpyMvX6vANDidx5cDoeXVOFnK/AIInzUAm90IdN7DA9uOMg4SlLsA/NNqhaagiif1Y70+zWsxDZUp6J9suyLiQyWSEhoXT0tw84HhLcwvKgJFrGTibmNg4Pvz4FwOOnTx+FI0miPQFi9wiYDGaxr6nnoOf4kmkUpdm2wyHzWZzZAktWLaa2QuePt3o0uk4c/Q7VmzYhjYkHACz2TTs7wJe6L5+FSaCjQzHRNRts9k4f+YURYWPePOd9wgMHH7zHVeRMDmF8KjYAcfOHv2OhMkpJCWPnLnS0tSARCLBy9seXDGbTEP6GUmvv3bVPWu1Wu117obcbxK38iNGo5G21hampaSO7PskbqC5n6/r4+H9e8QnThqyPDUsPJKb16/Qpdfj07uMpLys1F5z8xl1Cl9doo2Mc6d5XFTI7r3vEPAc95vNZrP/NrN9s4mtO14bkH1RV1vDmZPHeOPt98fl/n0RzXm590hIGtrefcuFW1qaHcG87u5uuru7nDY+MRqNtLe14jvIbzzMG95GNm3bNaCd6+tqOH/6OK+/+d5z/b+NJ+7ut4fDHTVHx8Txzoc/G3Ds7MkfUGmCmJu+EH+lEqlUSmV5KUmT7fOGluYmOjvaCQu31xAzmYfrW+zzBWeNmSIio2gdtPStpaV5wL3VF4xrbWnhjbfedWxw4i5MS0kbUGML4OC+r0lOSR2QcdvZ2cF3X39BSGgYGzZtdUltR9swfU3/c/a+6OnmQE2NDRzc9xXJKWksXjp+u3g/D3m59/Dx8SUhMclxzJ379dH8RmhoGFKplPKyEiZPse8Y29zcREdH+4AyFa6kb35eXlbi2NDEZrNRVlbC7Odcnj3WREfH8vYHPx1w7NypY6jUGuakL0QqlWIwGDh84BtkMhlbd+4ZkoHWV+KhtaUZf397v97T168/o4biWDLavEvZ68NdaR+vHJCTeshRKAeuHZfIPJDJvVAo1disVjx9lDTmXUEzNR2ZXIG+rpzuxmpC5z7dftrUrcNqNGDu1mOz2Rw7sHr6KpF6eOIdHEFzwS2aHlwjIHYaYKP1cS4SifSFNofoQ+YpR+Y5VLeH3Auv3t8z3EYOnt5+yHtr3/lpI6l7mE3t/auo46eBzUZj0T2QSPENtgcu/EOjaX6SR8OjOwREJmI1m6jPv4mntx9egUEvrPt5MBqNtLY8XQ7c3tZKfV0d3t7eKAMCSJ+/kKOHDxIZHU1MTBwlTx7zuLiQve+8Py56XgaFQjGkZoinpyde3t4uryXSx2gaLRYLKpWaMyePs2LVWrx9vCkufERZyRNe27N33HSZjEY62p8+3dd1tNHcWN+bTeFN7q3rRMcl4u3rh6Gnm/z7d+jSdxKXZO8A/PwHOkhPT08AlAEqfHudaVRsAg/u3uJu9hXiJydjMhq5fS0LP38lmmDnZH1OBBsZjomo+9zpk+Q/zGPn628glyvQ6exZQgqFwmEf482z7NrPP2BI8XipVIq3ry8BKg0ADbXVNNbXEBYRjadcQUNdNTcvXyB+8jRHwerI2AQe3rvFvZtXiJtkt+uc6+Nv16P57KjoGC5mnMPT0xNlQACV5eU8zLvPytVrn/Gp40vmhbMkJE4iICAQna6TK5cuIpFImZqcYs8yUqk5c+oEK1atwcvbm+KiQspKS9i1+02nabySdYHY+ET8lQGYjAYe5T+gsqKMnbvfclzT1tpCVWU5O14fqismLh61JojTx4+wZMUq9Do91y5nMn3WnHFd9nDh7Cke5T9g2649yOUK9Lqndag8PT1pa2ulsOAhsXEJ9qfMnR3cvHEVDw9P4hMSARxZgX10d3UB9mLz41EofDTNfbT2tvfOYexArdaQkDSJzPNnWLN+EwqFgssXM1BrNESNU9Hwy5nniUtMQqkMQKfr5MbVS0glUiZNnea4pq21herKCra9NlTz4Hbu6X7azq4uhO8OfvtFcUfNcoViSC1ET0853l7ejuMpaTPJyjiHl5c3coWCzHOnCQuPdGwgExMbz+XM82ScO8WMWXPtGdzZ15BKpUQ6qSD+nHnpfP3FZ1y/epkpU6dRW1vN/Xs5rO3NHrNYLBw9dID6ujp27X4Dq83maH9vb2+n1XoyGo20tvbvD9uor6/D28veHw4OEkplUnx9/VBr7HOqzs4O9n39BcqAAJavWkNXr+8D8PMbn2yXy1kXiOvta4z9+ppdu9+ira2VooKHxMQl4O3jg66jg5vZdn8dF2/3102NDRzY9yWxcQnMnjvf4T8lUsmQhwDjjc1m48H9XFLS0gY8IFZrgtyiXx+O0fyGwsuLtBkzyTh3Fi8vbxQKBefOnCI8IpKIYTbecBVz0+dz4ocjhIaFExYewe2bNzCZTEPLOziJ4Xyfh6cnXt4+BAVr7cG4/d9gNptYv2kbRoMBY++GGt69K/JUag3xiZPIunCWVes2IpcruHopE5Va4zTf9zzzLlfbx7gvpJVIpYTOW0vLo9vU9dZ78/RRop2xFN+Qp1HH1sIcOquKHa/7lsCGz9+Id1AYcr9AQueuobXoLtVXj4HEvvQ1LH0dHsMEzpyBwj+QmPnraHh0h5Kso/ZMiwANsQs3OIJ5fsERRM5ZSVNxLk3FuUhkHvioQ4hduHHEmnuvSl1tDd9+9bnjdcb5swCkpE1n05btTJoylXUbNnPj2hUunD2NWq1hx67dREZFj4ue/6jIZDJee2MvWRkX+P7At5iMRgJVajZt3T7gqdNY09RQy8lD3zpeZ1/OACBpagoLV6ynrbWZ4oI8erq78fL2JkgbyqbX3n7mzpSDCY+KZfn6reTdyeZ+TjYeHp5oQ8NZt20PHh7uOdAXvDx3c+w1Zvr7FYCNm7eROn2GUzQ0NdRy+vBTu755xW7XiVNSWLJm9OUoUpmM0qIC7mVfwWKx4KcMYNqMuUybOddxTXhULMvWbSUvJ5u8XrsODg1nzdbxtevRfPbWHa+RlXmBY0cO0dPTjTIggCXLVzJj1sgbWIw3nR2dHDt6iJ7ubrx9fIiMjObt9z90ZJK9tudNLmVe4Pv9+zCZen3flvH1fYPp0ndx5vhR9Hpd78AyhJ273xqQYfHg/j38/ZXEDFOrRyqVsv21N7hw9hT7vvwMT085ySlpLByn5Z595N6113Pd/80XA46v27iVlLTpeMg8qK6sJOfWTXp6uvHx9SMyKpo333nf0f7OZjTNfTy4fw9/pXLE2kgbNm/n4oWzHD6wD4lEQmR0NDt37x23YIBO18HpY4fp6enG29uH8Mgodr/1/oBJ8MO8e/j5K4fsrunuuIPfflEmomaAZavWIpFIOHbkABaLhdi4eFau2eg4r9YEsW3XG9y4eonvvvoMJBK0IaHseH0vfn7+z/jksSMsPILtu3Zz6WIG165cIiBQxcrV65iWYs8G1XV28ri4CIA//+n3A977xlvvOm3Tt7raGr7r50cyL9j7w2mp09m4eduo7y8vLaGttYW21hZ+++tfDjj3//z3/++Yau2jS9/F6X59TXBwCLt6+xpdZydVVZXk3B7or994+6m/LiosoLuri4KHeRQ8zHN8rlIZwEe/+E/jonkkykpL6OhoJzVt5oDjMpnMLfr14Xgev7FqzXokkjMc+X4/FouFuPgEx3Jid2Fqcgpd+i6uZF1Er9ehDQll9xtvOZZ9uhsN9bXU1VYD8Oc/fDrg3Ac/+ysCeneQXrdpG5cyznL04HdIJBIioqLZ8fqbTgvyPw+utg+J7TnzTL+649otd18Gbw/3+Y9+ETZNe/GMP8F/LJo6Da6W8FIE+btPLRKBe9LQMfFsW6ucmHbt6mUmL4PJMvE0A0idv2LqPyzmCWojXvKJOWadiBjNVldLeCk8ZRPPkUzAbgYAi3ViCveYgDbiiiXF/5ExmCyjX+RmKDwnZv/o9Zy5V+5XrEggEAgEAoFAIBAIBAKBQCD4ESMCcgKBQCAQCAQCgUAgEAgEAoETEQE5gUAgEAgEAoFAIBAIBAKBwImIgJxAIBAIBAKBQCAQCAQCgUDgRERATiAQCAQCgUAgEAgEAoFAIHAiIiAnEAgEAoFAIBAIBAKBQCAQOBERkBMIBAKBQCAQCAQCgUAgEAiciAjICQQCgUAgEAgEAoFAIBAIBE5EBOQEAoFAIBAIBAKBQCAQCAQCJyICcgKBQCAQCAQCgUAgEAgEAoETEQE5gUAgEAgEAoFAIBAIBAKBwIl4PO+FFqt1PHWMC10mm6slvBRmy8RrawC9weJqCS+MVOJqBS9HVXO3qyW8FCpfuaslvDBdBrOrJbwUPorndu9uhcZv4tmI1Tox+xr9BLTtmtYeV0t4KcJVXq6W8FJcL2t2tYQXZk6U2tUSXgq5x8R8Ri6ZgOOopk6DqyW8FLqeieeztUqFqyW8FH5eE3MMZTBNvDmkl1zmagkvhWWCjv3aukyulvDCBHi7WsHL4eXxfLY9MXt/gUAgEAgEAoFAIBAIBAKBYIIiAnICgUAgEAgEAoFAIBAIBAKBExEBOYFAIBAIBAKBQCAQCAQCgcCJiICcQCAQCAQCgUAgEAgEAoFA4EREQE4gEAgEAoFAIBAIBAKBQCBwIiIgJxAIBAKBQCAQCAQCgUAgEDgREZATCAQCgUAgEAgEAoFAIBAInIjLAnK1N07RnJ/tqq9/IWqun6Tp4Q1Xy3hhvvv6CzLPnwHgD5/+iju3JkZ7Hz3wFVcvnnO1jBfiyP6vuJI5suYv//gbcnNuOlHR83Hz3EEKbme5WsZLse/rz8k4Z7dvk8nE0UP7+dU//S3/+H//Jz09PS5WN5TRbMRd6d/Ov//0E+7cnFi+cCLq76+5/7/dlf627a6+7llcPrWf+9mZAJw58EceP8xxsaKhTFT/0UfxpR+oyr3qahkvxPGDX3M9a+K1+UTwGYP59qvPuTDBNPfn7JFvuXXlgqtlvBCXT+7n/o1MV8t4YX448PWEmiP0n4tNJA7u+4KsjLOulvHcfPPlnzl/9rSrZbwUE9FnA5w69A3Zl8+7WsYL4462LbHZbLbnufDzWxVj+sUWowGJVIrUw3NMP7c/UolkTD7HGVr7syM1Ykw+p7u7G5lUilyh4A+f/opZc9OZPTd9TD57OPQGy5h8Tk9PN1KpFLlcMSaf9yykY2Mi9HR3I5WNrPnLP/6GtFlzmT5r3ph835N6/Zh8jtHQg1QqxcNTPiafNxqp0QFj9ln97ftezm2uXr7I7r3v4uPtg4+vL5Ixuv+7DOYx+ZzRbGSs8VF4jMnn9G/n33/6CbPnpDN73vwx+Wxn0F9/V5ceT085np5j68vHyI046K+5/7/HGv042PZY+7rB1LSOfbDdaOhGIpXh6SnnzIE/kpA8i8Rps8b0O8JVXq/0fmf7jz6ulzWPyeeYjT1IJFJkTuhr5kSpx+RznDkWAQj0GRu/NJ4+YzjGoqvt7ra3tcJJmmvbxtaPGHptxXOcbUXXMzY+Gwb6vfFEqxzbNul/X379p09JnTmHtHHob/y8xn4M5QzMluea1o+KM/scL7nslT/D2T4EwGIdm7Z2to00dRrG5HOc5fcAArzHbtzuTNsO9Hk+2x4bb/MSyJw8qHwVJpLW/nh7e7tawkvh5TXxdHtN0LaWK15tkuhK+tt3W2sLGk0QwcFaFyp6NhPVRiaqH+mjv34fH18XKnl++mueCO0/UW27D7nC/fVP9Db2kE+8vmYijkVgYviMwUxEzf1RPMNWLBYLMtmrBxzGmong94Zjot2XE9W2J1qfM1HbGSau9mf5PXfGHW3bZQG52hunkCvVaJLHL2NrrKi5fhK5Uk3QtPl0Vj2mvewhJl07Ug9PvDRhBCWnI3PDju27r79AGxLCitXrADAaDRw/eognj4vwUngxb8EiZs6e62KVQzl64CuCgkNYtHwNFrOZW9cvUfzoId3dXfj5KZk5bwFTU2a4WuYAjuy3a168Yg1dXXoyz56gqrwMH19f0hctc7W8Ebl57iD+qmCmzlmG1WKmOPc6tWWFmI0G/AI1TJq5GHVIpKtlDsu+rz9Hqw2loaGOqopyAP7x//5PIqNjeOOt91ysbij9bUSv05F57gTVFeW9NrKc7KsXxzWz6GXpa+eVa+x+xGQ2cfrEDxQ+ysfLy4v5C5cwfeZsF6scmf76J0qGX3/Ng9vfHelv24PJz7vHtUsXWL9lJ5HRcS5QNzqXT+0nQB1MWvoKV0sZkf5t/OUff8PUlOm0tbZQ8rgQLy9vlqxcS2hYBJnnTlJVUYYyIJCVazejDQ1ztXTAvmTVO0BD5PRFPDz9NZrYqRj0HbRVlyDzVBA6ZSZBccmuljmA4we/RhOsZcGyNRh6urmWdZ6K0sdYLGbCIqJZuGwNAaqxycYbS/r7jN99+gmpaTNpbmrkyeMiFAov0hcuZpabjf2+/epztCGhrFqzDr1ez+kTP1BeVoqvrx+Ll63gclYGc+amM8dNfffZI9+iCtIyd/EqDn35WxKnptHZ1kplaTFR8ZNYtGqjqyUO4fLJXr83fwUlBfd4/DCHbn0nnp4KNKERpK/c4mqJw/LDAft92dzYgK6zneuXLnD9kn258M/+8393sbqh9J+L/dPf/i+27nydpElTHOd//S9/z/JV60hJm+5ClUM5uO8LgrWheHh4UFlRxhtvfzjg/Nd//j2Jk6aQvnCpixQO5Jsv/4w2JBSVSs29u7f5yU//AoCiwkccPvgda9dvYubsOQDs+/oLwiMiWbp8pSslO+jz2dNnzebLf/896zZuYeq0VAAeFTzk9PGjvP3BxwQFBbtY6UBOHfoGdbAWhcKbsseP2L73JwPOH933GVGxCcya7x420kefbSckTuL7774acn7qtDTWbtzqVE0uC8hNVGw2K+pJs/D0C8Bi6KE5/yYNuZcJm7fW1dJG5Xb2deYtWMzCJcsoK3lC5vkzqNQaYuPiXS1tRDLOHKO+tprFK9aiCdLS0dFGT3e3q2U9k4zTx9HrO9n2+ltIZVKuZJ6ju2tslpiOJ/m3LqJvb2H64g0ovH2pr3zCnYwjLNz0Fr5Klavljci2nbu5fPECTY0NbNu5G6kbPokezIXTP9DT3c323W8hlcq4mnV+QtgIwO3sGyxaupz0BYspKszn/JmTREXHoNYEuVqawM24e+s6d2/dYMvONwkJC3e1nB8VuTm3mL94GXPmLyY35yYXTh0jNDyCKSnTWbh0JdcvZXLh9A+88d5Px2z5/ljS8Pg+YVPnEjp5Jq3VJVTevYJfUDhe/oGuljYsWedO0N7WwtotryGXy7l5NZPTR/fz+jsfu32fcyv7GvMXLmbRkuWUlT4h49xp1Go1sXEJrpY2LKeOH0XX2ckbb72LVCrlwrnTdOknRv/YR/69m6TNWUja3IWuljIqrU113L+RyeylG9CEhGM09NBcV+VqWaOydstODn71J6amznC7h/Q/JqYkp3I7+xptrS0E9j6AaG5qpKmxgU3bXnOxuqFEx8Rw/uwpuvR6fHx9qawow9vHh4qKMmbOnoPFYqGmuor5Cxe7WuoQNJoglq1cw/kzJ4mIjEYikXD+9AmWLl/ldsG4/iQlp5J76ypN9bUEhdgfAjY31tPa1MDKDTtcrG5kwiKi+OgX/9nxuqWliaPf7yMiKtrpWsQuqy+IMmoSPtooPH2UeKm0BE2bT3djFVazydXSRiU8Mor0BYtQqzXMmjOPSVOmkuPGGz20tTbzpKiA5Ws2EZc4GWWgisjoOBInu9dT9P60tTZTUfaE5Ws2EhoegTYkjBVrN2I2j13dj/GgW99BTUk+05dsRKWNwMc/kLjk2QRqw6kuyXe1vGfi7e2Nh4cnUpkMXz8/t0/9bm1poqqijOVrNhISFkFwSCgr1ri/jfQRn5DIzNlzUanVzJu/CG9vHyrKy1wtS+BmXL+UQW7OLbbvflsE48aBmLgEpqXNIlClZu78xRiNBrQhYSROmkqgSsPMuQtobWl220C/MiSa4IRpKPwCCJk0Aw+FF7rGGlfLGpb21hbKS4pZumojYRFRaIJDWLFuK3p9J2UlRa6WNyoRkVGkL1iMWmMf+02eksztm+459mtpbqbkyWPWbdxMeEQkoWHhrN+4dcL0j32ERsSQPGMe/gEq/APc94EmQJeuE5mHJ6HR8fj4KQnUaEkY4xqa44GXlzcSiRRPTzk+vn74+Pq5WtKPEk1QMEHBIRQWPHQce5SfR2hYhCNA504EBWvx9vamonflTEV5OfPSF1BZbn9dW1ONxWIhIjLKlTJHZObsuURERnPy2GFOnThKaFg4M+e418qZwfj6KQmPjqO4IM9x7HFBHqER0fgHBLpO2CjIeueNvn5+SGVSLpw+zrSU6UxLneF0LSJD7gUxtDfRWnQXQ0cLVtPToojmbh1yf/fudMPDI4e8vnPbfXfDa2qoRyKREBbp/Ej1y9La3IxUKkUb8nSZkEodhMLNa7Xp2pqx2WxcOfbFgONWiwX5BKz94860tbQglUoJDgl1HAtQqd3eRvoI0oY4/i2RSPD186PLTSf9Atdw73Y2ZpOJ1976gIBA9+4XJyqaoKf1Mr17ayOq+9XQ9PG1H+vq6nLLiap3wNOJnEQiwcPLG5PBPbPf21qbkUilBIc+DSx7efsQqNLQ1jI2m16MJ+ERkUNe33HTh7HNzU1IpVJC+wXxNUFBKLwmRv/YhyY4dPSL3ARtRAw+fkrOHvgTIRGxhETGEhaTiIeTNrITuD9TklN4mHeP9IVLsNlsFD16yMw57rl8XCKREBUdQ2V5GbFx8TQ3NTJz9lyyr1+luamJyopywsIjxnxzr7Fk3aat/Pvvfo1EIuH9j3/hllnug5mUPJ2rGSeZu3glEomEkqJ85i12jyXBo2GxWDhx9CD+AQEsW+Wa8jAiIPcCWM0marPP4BMcgXbmMmRyL8zdeupunsFmtbpa3o8OMRhwHmaTCYlEwoINbw7ZMk38Pwj6I5MOTax+zs26Bf9BCI+Iorz0CU+KCpg1z/2XbE1EpLKn92HfYF06zL2Jm96bkkFaJUjcVqtA8KJ4uPFkfzCennJWbHubptpKGmrKKci5RsHd6yzfsndCb/zltgxyc5YJMH+cNHUaV7Iu0FBfi9lkprOjg0luvFopKiaW3Lt3qKooRxsSikKhICo6horyMioqyomKjnG1xGfS2FCHqXdeptfp8PPzd7WkUYmKS0Qq86CipAipVIbVaiEmcbKrZT0XmedOoevoYM87Hw4/jnICYsnqC2DSt2M1GVBPmYO3OhS5XyAWN32iOxy1NdUDXtfUVKNx47pP6qBgbDYbtVUVrpby3ASqNVitVhrqax3HWluaMRh6XKhqdJRqe1sbe7rw9Q8c8Kfwnhg7U04UAtVqrFYrjQ11jmPtrS1ubyMCwfOiDQtn08493Ll5jbu3b7hajkDwSgSqNNisVhrrni6p7enuoq21mUC1+46h+qipHjT2q65y25qfao19DFVX+7Stm5ubMPSI/nE8kUqlaCNiSJm7lJXb36Wrs4PG2kpXyxoVmUw6oR4I+vj4otfrHK9bW5oxm9y/5JG/v5LIqBge5T/gUcEDomPjHVnY7kh0dAxNjY08epRPdEwsYA/SlZWVUF1Z4TjmjnR3d3P6+A+kL1zMtNTpnPjhMKYJYCNSqZTEKSk8LsjjcUEecUlTJ0RCR86tGxQX5rN5x268vX1cpsMtAnKtj27TmHvJ1TJGxcPLF6RS2ssKMHV1oK+voO3xPVfLem6qqyu5eeMaLS3N3L1zi6JH+cxy43XpyoBAJiencfHcCUofF9LR3kZ1ZTmPC923pplKrSE6Np6s86eor62mob6Wi+dO4OHh3smovkoVYbGTybt2lvqKx3Tp2mlrqqPkwS0aq0tdLe9HhUodRGR0LFnnTlFfW0NjQx0Xz59yexsRCF6EsPBINu/Yw+3rV8jNcd/SCALBaASo1MTEJ3Hpwinqqitpbqwn88wxfH39iY1PcrW8UamuriT7xlVampvJuXOLwkf5zJ7rnmM/jSaIuPgEzpw6QU11FXW1NZw5cUz0j+NIbUUJTx7m0NbcQJeug4rH+diwuX3tOwB/ZQC11ZXodZ10d3e5Ws6oRMXEcvfOLerraqmrreH8mZMuy8h5USYnp1D0KJ/HhQVMmZriajnPJFgbgpe3N/kP8hzBt+joWIoLH7l1/TiAc6dP4K9UsmDRUpavWovNaiUr45yrZT0Xk5LTqK0qp7qihKSpaa6WMyoVZSVcybrA4mWr8Pb2Qa/TodfpXJIg4RY9nNnQjbnb/WsQyRTeaNOW0FJ4h46yfORKDeqp86i/fd7V0p6LOXPnU19Xw/Wrl1DIFSxftZbYePfcZauPJavWc/PqRS5nnKGnpxs/f6XbL4FauW4zmWdPcmT/V3j7+JK+aBk3O90/4JyyYA0lD25SmHOZnm4dcoU3AUGhBEfEuVraj45V67eSefYER/Z/iY+vH/MXL6eluVFMOgQ/KsIioti0YzfHD3+HRCIhbeZcV0sSCF6KZWs2cS3rPGd+OIDFaiEsIor12ybGrt5z582nvraW61cuIZcrWLFqLXHxia6WNSIbNm/j9MljfPvV5/j6+rFk2Qo6LmW6WtaPFk+5gpryxxTcvY7VYsFXGcjcZRtRqtwzi7I/cxYs5dKF03z72b9hsVj42X/+766W9EyWr1zD6ZM/8N3Xn+Pn58+K1euor6sd/Y1uQNKkqVw8fxqJVEp8knsvRZRIJERFRfPkcTGRvTtmakNCUCgUqDVByOVyFyscnod5uZQ+KebdD3+KVCpFLpezcesOvv3yM+ITk4hPcO8HQMpANdqwCAw9PQNqrrorNdWV2Gw2Ms6dIuPcKcfxqdPSWLtxq1O1SGzPmev7+a2Js2ywD+kEKII4HDtSI1wt4aXQGyyulvDCSCemifCk3v0D2MORGh3gagkvTJdh/Hd303V28MUffs3W194kMnpsAqA+ChHccxbj6Ua++vxPxMTGsWTZ2BfH1TvBtseamtaJuXQtXDUxazFdL3P/TQsGMyfK/Xb+ex4CfcZ+ec/vPv2E2XPSmTNv/AqwO2Oo/dvffMKcuWP3O2rbJqYf0fVMPJ+tVSpcLeGl8POamGMos2XiLOHtw0vu/g82hsNinXhtDdDUaRj9opfAZrNx6KvfMyVlJtNmjm0WdoC3+y9/HY5An+ez7YnpbQQCgWACU1VRhslkRBOkRa/Xcf1SBv7KAMIiJs6OwoLxxWw209TYQHNTI7PnpLtajkAgEAgEAoFAMISe7i5Kiwro7tKTOAGWq7obIiAnEAgETsZqtZJ95SId7W14yuWEhkWyZuM2ZBNg+ZPAOZSWPObksSMkJE1m0pSprpYjEAgEAoFAIBAMYd+f/hWFlzcLl69H4TUxVwS4ErFk1Q0RS1adh1iy6lzEklXnIZasOo8J6kbEklUnIpasOg+xZNW5TMShtliy6jzEklXnIpasOg+xZNV5iCWrL0jbk/u0Fd7BPzYZTbJ9mY1J30Hro1v0tNZjs1rxDopAM20+MoU3AN3NtdRnnx7288IWbkYRGGy/rrGa1uK7mDpbkchkeKlCUU2di6eP/6vrfpxLS+EdlLHJBE2z16gw93TR8ugW3U01WM0mPH0DCEycjl9YrON9hvYmWh7dxtDWBBIJvqExaJLTkfbb6tfcraMx7xo9zbVIPDzxj0xEPXkOkjHYWSf7+hWKCx/R0tKMh4cH4RGRLF2+yrGlfXd3N9cuZ1Fe9oTOjg68fXxITJrMoiXLB0SwO9rbOX/2JJXlZXjK5UxLmc6S5SvHbPefmqoKcm/foLGhji69jnVbdhGX+LQoqM1m4/b1SxTk3cNgMBAaHsmSVesJVD0dWN/JvkpF6WOaG+uRymR8+Bf/dcj3NNTVkH0lk8aGOkCCNjSM+UtWEhQc8sq/wWq1cuv6ZYoKHtCl1+Pr58eUaWnMTl+EpHdEajIauX45k9InRfR0d6MMCCB15lxSps9yfI7ZbOZa1nmKCwuwWMxEx8SzdNU6fHz9XlljRdF9Kovv063rBMAvUE1CSjrBEbEAPMy+QHNdJYZuHTIPOYHBYUyasQi/gKft3K3vIP9mJi31VXh4eBIeP5WkGYsG2ILVYuZJ3k1qSh9h6OlC4e1DQmo6kQnTXvk3AGRfu0JR4SNaWprw8PAgIiKKpSue2jXY2/HihbM8yn+IxWImNj6B1es24tvbjg31ddy8fpXqqkq6u7tQBgQyfeZsZs8dv+V/z2MjF04fozA/b8D7omLi2bLrjQHHykoec/vGFZobG+z3dmQ0G7a9Ni66KyvKuZV9jfq6WvQ6Hdt27SZp0hTHeb1ex6XMC5SVPsHQ00NkVAyr1q5HpdY4rhnt/8MVugGamxq5lHmByspyrFYrGk0w23a+jjJgYHDYZrPx/f5vKCt5MuznjLXmul7N2wd918njR3mYlzvgPbFxCbz+xlsAtLe1cf3qJSrKy9Drdfj6+ZM8LZUFi5aMW4bl89h1l17H9cuZVJaXYjT0EBYRzZKVawf48PH0fQBF929SU16Mrq0FqYcHam040+YswT9gYICmpaGG/DtXaW2qRSKREqAOZuHanch6++22pnoe3rlMa1M9EomE8JgkUuctw8PzaSHoLl0Hudcv0FRbiczTk+jEZJJnLxmTPnMs/QiAxWzm4Ld/prmxgd1v/4Qg7av3h4OpK7xL7cObBCekEDl9EWZjD7X5t+lsqMLYpcND4U1geCxhyXOQeT6doN899LshnxU7dxWqKPumA23VJTSV5tPd1ozVasFLqSJs6hyUIS+3S15tdQX372TT1DsWWbN5F7EJkxznSx8XUpCXQ1NDHYaeHnbu/RBNv/FDZ0cb+z77t2E/e9XG7cQnPc1mLcq/T17OTdrbWvCUK4hPmsKiFeteSvdgRvMjNpuNq5cvcv/eXQyGHsIjo1i7buMAnw3w5HER169corGxAZmHB1FRMex4bc+YaBxJ980bT3Xv2LWbpMkDdV+59FR3RGQUa9ZvRD1IN9j9yVd//hMNDfW895OfEhISOiYa62sqeXj3Ji2NdXR36Vm2fgfRg3bTbW9pJufGReprKrFabQSqNCxbvx1ffyUAne2t3Ll2kYbaKqwWC+HRccxdshpvH1/HZ3S0tXDn2kUa66qxWiwEaoKZkb6Y0IiYF9ZcmDvQ92m04UybO9T3Nff5vsanvm/Ruqe+7/q5I7S3NGLo6cJT7oU2PJppc5fg7WP30Y21lTx+mENrYx1mkwE/pYqk1DlEJbxcFndNVQW5/e7HtZt3EZf49H602WzcvnGZR/3nBivXEdCvX2lrbebG5Uzqa6qwWC1ogrTMWbCUiCh7OzY31nP31nXqaqro6e7GXxlActpMUsdwk6HR5mIA9+/lUPDwAQ31tRiNRv7yP/8/eA3KJGppaeZSxnmqqyuxWiwEaUNYtGS5Y6fQsebG1Syyr10ecEyl1vDuT34BwIUzJ6gsL0Wn1yH3lBMWEcmipSsH/K662hquXsqgob4WCRJCwsJZvGwVwePQz4xEZUU52devUV9Xg06nY8dre5g0eeAYrqmpkayM81RUlGOzWtEEBbNj1+4hY8Hx1Pis8eo//t//Oez7lq5Yzbz59s0MW5qbyco8R01VJRaLhWBtCIuWLic6ZmxqT9dVV/LgbjbNDfV0d+lYsXEHMfFP78fL50/w5NGDAe8Jj45j7dbdjtcHPv839J0dA66ZtWAZabOf1v+sLi/h7s0rtLU0I5PJCA2PYs7ilfgrx+b/YjS7PrjvC6orByaapUyfxaq1G4d8Vnd3F9/8+Q/odJ38/K//27hl/41pQM7Q1oiuohBP/6dbZVvNJupvnUXuryJ03noAWovvUn/7PGELNyORSPBSaYlcNXAA0FZ0l56mGuQB9pve1NVJ/Z0LBMRNI3j6UqxmIy0FN2nMySB88bZX0t3T1khHRSFy/4FbfDfmXsJqMhIyZzUyuQJddQkNOZl4Lt6KIkCDuaeL2uzT+IbFo5m2AKvZSHN+No25lwmZbS/AbbNZqb11Dg+FN+ELN2MxdNGQexmJRIp6ypxX0g1QVVHBjFlzCQ0Lw2q1cuVSJge/+4YPPvo5nnI5el0nel0ny1asQRMUZA+8nTmJTtfJ1h2vA/bB/+GD3+Lj68eb73yAXqfj1PGjSGXSMSskbjaZ0ARrmZIynTPHvh9y/t7tG+Tdu82KdVtQKgO5dS2LE4f2see9nzp2nrRaLMRPmkpIWASPHuYO+QyT0ciJw98RG5/EkpXrsVqt3L5+iROH9vH2R3/1ypPVu7eu8zA3h5Xrt6DWBNFYX0vGmRPI5QrSZtk79qtZ56mqKGf1hq34KwOoLC/l0oXT+Pr5Edc76L968RzlpU9Yt3kHcoWCyxlnOX3sEDvfePeV9AF4+fgxacYifPwDAagpKeDupWMs3LAXv0ANSrWWsNgpePv6YzL28Pj+De5kHGbptg+QSKXYrFZyMn9A4e1D+trdGLr15F0/i0QqZdKMRY7vuXflFMbuLlLmr8bHPxBDt57nTLZ9Liorypk5ew6hYeFYrVYuZ2VwYN/XfPDxLxy7I2WeP0PJk2K27ngNuULBhbOnOPr9fva++yEA9XW1+Pj6snHrdvz9A6ipruTsqeNIJBJmzRnbYqN9PI+NAETHxrNy3WbH68E79T0pesTFcydJX7ycyOgYrFYrLU2N46IZwGQyotWGkJo2k6OH9g84Z7PZOHLwO2QyGdt37UGhUHD75g32f/vVC/1/OFs3QFtrC99++WdSp89g4ZJlKBQKmpoakQ2zm+2dW9lInJDrZjIZCdaGkDKCZoC4+ATWb3rar3n0s4+W5iZsNhtr1m9CpVLT1NTAmZPHMZmMrFi1dlw0j2bXNpuNUz98j1QqZcO215DLFeTeyeaHg9/w5vs/xbM3kDWevg+gqa6SuCkzUAWFYLPZyL9zhWtnvmfVjvfx8LRPOFsaarh29hCT0uaRNn8FEqmUjpZGR5pPd5eOq2cOEhE3mbT5KzEbjeTdvEjO5TPMW7kFAJvVyo1zh1H4+LJk0xsYuvXcuXQaqVRG8uzFr/w7xsqP9HHtcga+vv40Nza8srbh0Lc00FxagFe/yb+puwtTTxcRqfPx8ldh7NJRee8ypm49cfMH2mn07OUDAmyyfoFPXVMt/tpIwpLnIZMraCl7RMm100xasQOfwBffBdJsMqEO0jIpOY3zJw4Nc95IaHgU8UlTuXzh1JDzvn5K3vrorwcce/TgHvfvZBMV83TX+vs5N8nLySZ98Uq0oeGYTCZ0ne0vrHckRvMjN29cI+f2TTZs3k5AYCBXL2Vy4Luv+fDjv3CMqQofFXD21DGWLFtJdEwcVpuVpnGykf66tdoQUqfP5Mj3I+veuMWu+0pWJgf2fc1PfvoXQ3Yhz8o4j5+/Pw0N9WOq0WwyoQrSkjg1lazTR4ac72xv5fThr0mcmsb0uYvxlMtpa2ly3H8mk5Hzxw6g0gSzZps9QH7v5mUyT37Phl3vOILqGSe+RxmgYs3WPcg8PCi4f4eME4fY8fbHjgDY89JUV0n81F7fZ7Xx8M4Vrp7+ntU7n/q+5oYarp2x+77pvb6vvblxQIpjcFgUk6fPw8vHj269jge3sriZcYxlm98E7P4zQBXEpNS5KLx9qKss4fal03h4KgiLjn+pttYEa5kyLY2zx4fej7m3b/Dg7m1WrNuMvzKQW9cvceLwd+x+92OHPZw+eoCAQDWbd+3Fw8OD+3dvcfroAd784Of4+PrR2FCHt48vK9dvxc/fn7qaai5fOIVEIiFlxqvPw2D0uRiAyWQiNj6B2PgErmRlDPs5Rw7sI1CtZveb7+Dh4cGd2zc5fHAfH/3sr/D1G5+Hm5qgYHa8/pbjdf+HStrQMKYkp+CvDKCnp5sbVy9x+MA3fPDTv0IqlWI0Gjl68FviEpNYuWYDVquVG1ezOHLgGz78+X9yWhkWo9GINiSEtOkzODyMX2ltbeHrLz4jbfpMFi9djlyhoKlx+LHgeDHaePUXf/1fBrwuKXnMmRM/MGny02D34QPf2u1j77t2+7iVzaED+/j45389JvZhNhtRB2lJmppG5qnDw14TER3HolVPA1cy2dA2nJm+mKTk6Y7Xnv12te3saOPCyUNMmzGXpWu3YDIYuHklg8xTh9m65/1X/g19PMuuAVLSZjJ/0TLH6z4/OZjzp4+jCdai6010GS/GJv0Je+Ct8d4lNKmLkPZ7+mlobcDcpSMobQlypRq5Uk1w2hKM7U30NNu3epZIZXgofBx/Mk8vuuor8ItMcnRcxvZmsFkJnDQLT18lioAgAuJSMHa0YLNaX1F3FkFpA3UD9LQ2oIxNxiswGE8fJaqkGUg95RjamwDoaqhAIpESlLIAuV8AXoHBBKcsRF9Xhklvjw53N1Zj6mwjeMYyFAEafLRRqCfNor28AJv11Zd47tqzl5S06QQFa9GGhLJ+01Y6O9od22gHBWvZuvN1EpImEahSEx0bx6JlKyh5XIy1t93KS0tobmpi45btaENCiUtIZNHS5dzLuY3FMjbLUKPjEpi3aPmArLg+bDYbeTk3mTVvEXEJk9AEa1mxfgtd+k7KnhQ6rpu7cCnTZ81DHaQd9jtaW5ox9HQzd+FSAtUa1EHBzF6whO4u/ZgMhOtqqolNmERsfCLKgEASJk0lKiaO+rqaftdUMWVaKhFRMSgDApmWNpOg4BAaeq8xGHooeJDLomWriIyORRsSxsp1m6irqaKupvqVNWoj4wmOiMNXqcJXqSJpxkJkHp60NdntISopFXVIBN5+SpRqLUnTF9DTpaO7116baivQdbSQunAdSnUwwRGxJKXNp7LoPtZeW2isKaO1vopZK7ahCYvG209JYHAYKu3YbXH92htvkZI2w2HXGzZvG2DXhp4e8nLvsnzVWqJj4wgNC2f95m3UVFdRU10FQOr0maxcs56o6FgCVSqSU9JISZtBcdGjMdM5mOexEbB3YD6+fo4/Ly9vxzmr1cqVi+dYsHQlKdNnEajSoNYEkzg5edx0xycksXjZygGZCn20trRQW1PN6nUbCQuPQK0JYs36TZjNJh7l25+UPc//h7N1A1zOyiQ+IZFlK9cQEhpGoEpNYtJkfH19B1zXUF/H7ZvXWb9p/Lc5j09IYsmylUOe3vZHJvPAz8/P8efl/dQ+4hIS2bB5G3HxCQSqVCQmTWZu+gKX2nV7Wwv1tdUsW7WekNBwVGoNy1ZvwGI2U/woHxh/3wewcO0uYpKmoVQFEaAOZtaSdXTrO2lrfjphz7t5kfjkmUxKm4dSFYR/gJqIuMmOQWV9ZQlSqYzpC1bhH6BGFRzK9AWr7NknHa0ANNSU09HewuylGwjUaAmJjGPqrIWUFNxz+MlXYSz8SB/lpU+oLC9l4Tjs0gtgMZsov51B1KylePQbQ3kHqImfv5aAsFgUfgH4ayMIS55Le135kDGbzFOOp5eP40/ab4AfOX0RIZNm4KvW4uUXQHhKOgq/ANpry19Kb1RsAnMXLht2LAKQNDWVWemLiYiOHfa8VCod0OY+vn6UPSkiLmmKY9Jh6Onm9vUslq/dQuKUaSgDVWiCtcQMyrJ6FZ7lR2w2G3duZTN/0RKSJk1Gqw1h4+bt6Do7HX7CarWScf40y1auYcasOag1GoKCgpkydWyy3J+pe/nIum/fzGZBP92btvTqLhzo30qeFFNaWsLylWvGXGNETDwz05cQ3S8zpD93sy8TERPP7IXLUQeH4B+gIiouyZH91lhbjb6znYWrNqLSBKPSBLNo5SaaG+qoq7LbbU93F53trUyblY4qSIsyUM2s+UuxmE20NTe9sOZF6/r5Pk0ws4fzfdkXSUieyeTpT31fZPzkARPqxJTZqLXh+Pgp0YSEMyltHi0NtVh75yuTp6eTPHsRmpBw/JSBJE6bRUhELDXlxS+sGXrnBiPcjzabjby7t5iVvojYvrnBus29c4MiwJ690t7Wyoy5C9AEawlQqUlfvByz2URLs/0h5pRp01m0fA3hkdEoA1RMmprCpOQ0Sh8XvZTm4RhtLgYwe2466QsWER4+fFmirq4uWltbmDd/EcHaEFRqDUuXrcRsMtHUNH6BcolEiq+fn+PP28fHcS51+izHfEYbEsaCxcvRdXbQ0d4GQGtLEz093SxYtAyVWoMmKJj0hUvp6tLT2TF2DyBGIyExiaXLV45Yb/fSxQwSEpJYsco+FlSp1CRNGjoWHE9GG6/2/z/w9fPjSVEh0TH2+Qs8tY/0Bf3sY/kqu32M0YOUyJgEZs1fSkzC8L4PQDpo3DFcxpiHp3zANZ79HrI1N9Rhs9mYNX8pygAVGm0oKTPn0dJYPybjpz6eZdd2jZ4DzisUQ5fW3797B4Ohh9lzx2+X8j7GLCDX/PA6PtpIvIMGTsptVgtI7EG3PiRSGUgk9LQM/1Srq74Cq9GAX+TTwYs8QAMSCbqqYmw2K1aTEV31E7yCwl9p6WfTg+t4a6PwCRrqIL1UWvS1pViMBmw2G7qaEmxWC96aMPtvs1hBKnMEDQEkvR1b32/raW1ErlThoXg6UPYOjsBmNmHsbHtp3SNhMNjXhfefwA13jVyucESLa6qrCArWDlhaFhsXj9FgGPenpQCd7W10demJjH6acqtQeKENDX+hiVqgWo2XlzcFD+5hsVjsAYMHuajUGvyVga+sMzQ8gurKMtpa7TV1mhrrqa2pJCYuod81kZQ+KUbX2YnNZqO6ooy21haiYuxPDhvr67BarQN+q0odhJ+/kvrasZmU9mGzWqktK8RiNhMYHDbkvNlsorokH28/JV69y77bmmrxD9Sg8H7aSWnCYzCbjOja7b+7saoEpSaEsvzbXDz0Ry7/8DmFOZexmMevtomhZ6Bd19fVYrVaiYl9+kRWownCXxnwzACQwWAYdtI6VjyPjQBUV5Xz2b/9km8++y1Z50/R093lONdYX4de14lEImH/l3/iz7/7hOOH9tE8jgOyZ2Gx2P9f+2cnSCQSPGQeVFdVAi///zGe2Gw2Sp4Uo1JrOLjvK37zyT/y1Z//OCRwZTKZOH70EKvXbhy3J9AvSmVFGb/55B/54+9+w9nTJ+ju6nrm9QZDj0vt2mK2D6Jkg2xEKpNRW223EWf6vj5MRrvfkCvsA0ZDdxetjXUovHy4dPxbTn37Wy6f/I7m+qffb7FYkEqlA/r1vt/VXG8PiLU01KBUBeHVz09qI2Ixm4x0tL16zbWx8CNgX0Z88dxJVq/fiofH+NRfqbp3BWVoNEpt5KjXWkxGZB7yIWO2qntXuH/8cwozD9Fc9uiZ2dY2mw2L2YSH3D3qUjXW19LcWM+UaU+zAaoqysBmQ6/v5MAXv+ebP/2a8ycPoxu0jGe8aG9rQ6/XDfDHCi8vwsIjHP64vq4WXae9n/n833/Pp7/6Zw5+9zWNThjzjYRDd9zIugH0Oh2nTx5n09bteI6Q1TBe2Gw2qsufoAxUc/7YfvZ/9mtOHvySipKnASlLb/Cqf3aQzMM+V2iotf8OhZc3ykA1JYUPMZmMWK1Wih7m4uXtgzr41Zfemkwj+D5vH7KOf8vJb37LpZPf0VQ3su81GrqpfFKAWhuOVDpyppPJaHB8z1jS2WGfG0RExTqO9c0N+voMLy9vAlVqigryHO1YkHcPbx8fgrUjt6PRaBjXwvPPMxcbjLe3Nyq1hvwH9zEZ7b8l914OPj6+hIQOHcOPFW1tLfzx01/y2e9/zenjh+kYIZBmMhrJf5CLMiDQsbRQpdbg5e3Nw7zeeZfJxMO8e6g1QSgDAsdN84tgs9koeVyMSq3mu2+/4l//5R/44rM/UlQ4fg8xXxW9XkfJk2JSp890HPP29kat1vAw7z5Gh33cGXf7GExddQX7/vSvHPrqD1y/eIae7u4h1+TlZPPtHz7hh32f8SAn25EABKDRhiJBQnHBfaxWK0aDgSeFDwiPih0xy/9lGM2uC/Mf8Ltf/xNfffY7rl7KwGQyDTjf3NRI9vXLrN24bcB4cLwYk1xNXU0JxvZmwhZtGXJOEahFIvOgpfA2qsmzwWajtfAO2GxYDMNPMnRVRXgHh+PRb7Dr6eNP6Nx1NNzNpPnBNbDZUAQGo5378k/HdDUlGDqaiRhGN4B21goaci5Sfu5rkEiQyDwImb0KT197jQjvoDCaC7Jpe5JHQFwyVouZlke3ATD3/jaLoQuZfKBD7qudZ//9Q+tivCw2m42L588SHhlFUPDwWWRdXV3cuHqZtBlPb3K9XofPoKcEfTV9uvTjv3lAV5f9O/rX1uh73d31/N8vlyvY+vpbnP7he3KyrwIQEKhi0843x6Suz6x5CzEajXzz2e+QSqVYrVbSFy9n0tQUxzVLVqzl4vlTfPGHf7V/p0TC8jUbCY+MBuztKZXJhgwEfHx86dLrXlkjQGdrE9ln92O1mJF5eDJz6Sb8Ap7aWUVRLkV3r2Ixm/BVqpizcofDCRp7upB7DXyKoOh9beid7HXpOmhrqEEmlTFj6WZMhm7yb2ViNHSTumDsl8zZbDYyz58hIjKK4F671ut1yGSyIfU3fH190Y/QjtVVlRQWPGTn62+OucY+nsdGomPjiU+ajFIZSHt7K9lXLnL80HfsfPM9pFIpHe32LJxb1y+zaNlq/AMCyL2dzdH9X7P3g5+/0ABvLFD3BtYuXcxg7fpNeMrl3L55g87ODvS9Kdwv8/8x3nTp9ZiMRrJvXGXx0hUsXbGa0pLHHP1+P3veepeo3gyYPttKnDR8xoyziYtPYNLkKQQEBNLW1srlixkc3P8Nb7374bB+rLWlhZw7t8YlU6SP0ew6UK3Bz1/JjSuZLFu9AU9PObl3bqLXdTr8mjN8X39sNht52RdRa8NRquxLG/W9D8Ee3btOytylBKi1VD7O5+rpg6zc/i5+ASqCw6J4cDOL4rxbJCTPwmw2kX/7CgCGbnt/1NPdhddgP+ntM+CaV2Es/IjNZiPjzHGmpc1EGxrmyGgYS1orH9PV1sTkFTtGvdZs6KbuUQ6auIEZDGFT5+CnjUAq86CzvorKe1ewmE1oE1OH/ZyG4lysZhOBEQnDnnc2hQ9zCVRrCAl/GpDsbG/DZrNx79Y1Fixbg1yu4Pb1S5w8/C273vpo3Jdx9fncwdkfvr5+jnNtbfZ+5trlLJavWktAQAC3b97gu68/5yc/+yu8ndzPwLN163rP2Ww2Th4/yoyZswkLC6e9rc2pGnu69ZhNJh7kZDMjfTGzFiyjpqKUrNOHWbvtDUIiogkOCcfD05Oc61nMTF+KDRt3b1zCZrM5xrQSiYTVW/dw8dQh9v3hl/byPd4+rNr8+isHimw2G/dH8H0Fd6+TOncpARotFb2+b9UOu+/r48GtS5QU3MNiNqMKDmPBmu0jfldVSSFtTfXMXLT6lTQPR9/8w9t36Nyg75xEImHTzjc5c+x7/v03/4REIsHbx5eN2/egGOEhVV1NFSVFBazf9vqYa4bnm4sNh0Qi4fU33uboof386p//DolEgo+vLzt3vzluD9xCwyJYu2ELgSoNXXod2dcuc/Dbz3n7g58h733okXv3NlezLmAymVCpNex4fa/Dh8nlCnbteYfjRw5w87q9nwxUqdn+2tjMu8YCvV6P0Wgk+/pVlixbwfLeseDhg9/x5tvvjVt9vlfhYV4ucrmcpH7LVSUSCa+/+Q5Hvv+OX/3T3zrsY9eevU6bF0RExxGTMAl//0A6OlrJuX6J88cOsPG1tx3/38lps1EHh6Lw8qKhrpqc61l06XXMW7IKAH9lIGu37ebi6aNczzyDzWYjODSc1VvG7n4cza4nT01BqQzA18+fpsZ6rmZl0NrSzObtdg1ms5nTxw+zZNkqlMoAOnr7y/HklQNy5m4dLfnZhM5bN2CZQR8yhRfamStofnidzrJ8+8YHYfHIlZphI47mbj3djTUEz1w+8Lihi6a8q/hFJuIbFo/NYqK16C6NOZmEzFv3wtFLc7eO5oc3CE1fP6xugNbCHKxmA2Hp65HKFXTVVdCQk0n4go325bf+KrTTl9JccJOWwtsgkRAQm4xM4e2UaOpgLpw9RVNjA2+8/f6w5w0GA4cPfIsmKIgFi5cNe81Exmw2cfHcSULDI1m9cRs2m43c2zc4eeQ7du394JUzBB4X5lNU8IA1G7eh1gTT1FjPlYvn8fW1F9wGuH/vNvW11Wzc9jp+ygBqqyq4fOEMvr5+RI1R0c3R8FWqWLBxL2ajgfqKx+RdP8e8NbscQbmw2CloQqMxdHdRVnCH3CunmLf29WHrAAyLzQYSSF20Hs/eDnuKxcK9yydInrtyzGsynD9zkqamBt58+4OX/ozGxgaOHPyOBYuXEhs/fhO557GRpClPlwRpgrX8/9n77+g2jwTf8/4CIAmCCSCYc1Kmcs45Z8mysi3b7U7TPenemd27Z/fdPXN3Z/fOndTTYbp7OrkdZMu2ZOVMiqICKYkKlChmUcw5EyARCOL9AyREMImSReBBT33O8TkmAII/PCpU1VNPPVVBwaF89vtfUl1ZRnRsAn2TQ+YsWEJS74Kvqzds5Y+/+RnPivJInj570N8dSwqFgh273+bS+TP8/Cf/iEwmIy4+kYTEcViR7g5TfbNsxo2fyNz5tunmoWHhVFdWkv3gPjGx8RQXFVBeVsq7H3zPlVEdTJ7yYtAlJDSMkJAwfvOrn1FRXuow4wWgo6Odr499xsRJU5gxc+zKxcvKtUKhYOP2t7h2+Ry///d/RSaTER2bQGx8EriojGRnpNDe2sTyzS/Wp+37biVMnE7c+N7BxKBQGmrKKSvKIXnuMgICg5m9bAM5966Te/8mMpmcxCkz7QNuzvAm6pEnD7MwmUzMnr94TDKaOnVUPr7NuKVbhu1D9bGYTTy7fbF3Q4Y5Ds+F9/vZRxNMj8VMfVH2kANyzRVF1ObdJ2HRBjzHcEboaHV3m3lWkMusBUscHrdarfT09LB4xTqie2fHr964g89++1OqK8vsM+Zdqa9+XLh4KRN7b/PauGU7v/r5TyjIz2XmrDkj/brLPMi6i8lkYuHib79W4+voO24xCeOYMsO2nqM2OIyG2ioKnz4iLCoWb5UPy9fv4E76FfIf30cmkxE/fjLakDD7uYHVauVu+hW8Vb5s2HUQhYcHxbmPbevM7Xn3W210k52RQkdLE8u3DFP3TehX91W/qPv6jJ82j7gJ0+jStZP3MIP76RdZtG7noPOahppyHty8xKwl6+wDf85mtVq5ee0yKh8fdux9B4WHB/k5j7h4+mt2HXhv0KZSzY0NXDrzNXMWLB2z7+HLzsWGY7VaSbl8AR8fX/Yffg8PDw+eZD/k5PFjHDryHfz8vv0GhgPFJ47r91MY4RFR/P7XP6MwP5ep020TNyZNmUpsfCKdug7u38vkwpkTvH3Qlq/bbObqpbNERkWzcesurNYeHtzL5PSJY+w//MGw63I5k70vOMG2vAdAWHg4VZUVPHpwX5IDcjnZj5icPM3hzhSr1crVy+fx8fHlwDvv4eHhyeNHD/nm6y84/N6HY1I+Bkqc8GLpnMDgELRBoRz/5NfUVpUT2TuTNXnWizW6tcGhKOQKbqddYs7iFSgUHnTqddxOvci4SVNJmDAFs8nEwzs3SLtwkvU79r2R8ZOXletp/TZa7LtD8MSXn9Ha0owmUMvt9Gtog4KZlDz0hcGx8K3PnI1tTfSYDFTfOv3iQasVY3MtHWV5xG18F1VIFNEr92AxGUAmQ+GppPzqF/gOsTuqrrIIuZcSn7BYh8c7yvKRe3qhnfRiQeOQGcupvPYlxtYGvANHfxWiL7fFZKDq5imH3IbmWtrL8ohZ8RbtZXlEL99l3+xBGRCEobmWtrI8QqbZOmB+UUn4RSXRbeyyd0rbSp7i0fvZFEof+5pzfSzGLvtzb0rK5Qs8Ky5i/6F38Q8IGPS8yWjk+JdH8fJSsmP3XocrtL6+ftTWOK5N0zdjYeDMubHg0zszrqtT73DLWFen3mF3s5cpyn9KR3sru/YfsX+h12zeyR/+/V8ofVbIuInfbm2U2+mpzJ6/yH4iFBQSSkd7Gw/u3mZS8nS6zWbu3Exj4/Y99sogOCSUxoY6HmXdISYuAR9fX3osFowGg8NV0M5O/RvbaVCuUODbu6mDOiiMtuY6yvIfkbzAdnXC00uJp5cS34BANMHhpH71K+ornhERPxEvbx/ammod3s9osM2M6zshVap8Uar87INxAL69i3kbOjvwDXDcHOXbuHrpAiXFRew7fMShXPv6+mGxWDAYDA6zsvR6/aAOWGNjA18d/YTps2azaMnyN5ZtKC8rI0NRawLxVqloa20hOjbBPjug/y5WCg8PAtSBdLQ755angcIjIjnyne9jNBiw9Fjw8fHl049+S3iEbYmCV/n3cBaVjw9yuZygYMcTBW1wsH13pfJS2y3lP/uXf3B4zekTXxEVE8v+Q0eclnc4msBAVCofWlpa6N9v1HV0cOyzj4mMjmHDpq3D/v6bMJpyHRoWwb53PsRoNNBjsaDy8eXrox8R2rvzoTPqvj7ZGSnUVZSwdPM+VL4v+hnevW2Nv8Zx50F/tZYu/YsFe2OSJhOTNBlDl773Qo6M4qcP7PWqt8qHlsYB9WRXXz357dvMN1GPVFWUUVdTxa//zbFsf/XZ75kweSprNg59Z8BodbY20G3sIj+13yZNViu6xhoaSp4yc+eHyGRy22DcrfPIPTxJXLjeYfmSofgEhlKb/4Aei8Xh9pWWimLKH6STMH/tqG6PdYbnRfl0d5sZP8mx095XnjXaF3WPyscHb2/VoN3nxkJfnavX6x1O0vR6nf376Nfb1woKDrE/7+HhgUajceraT/2NlLtvB9WyslKqqyr553/4e4ff/fj3v2HK1Gls2bZzTDMqvX2QyeWoAx3vblEHBlHf79b7yNgEdh3+HoauTuRyOV5Kb776wy/wG2e71a+2qpyqsmfs/c5f2GciBa0Ip6aylJKCHKbOfr01i7IzUqitKGHZaOs+jZbOAYuVK71VKL1V+KsD8ddouXjsNzQ31BDUb53gxpoKMq6cYtr8lcSOH5v1bfvOP7oG9CP6nxtUVZRR/ryY937w13j1rgEVsnojleW/ojD3CbPmLbL/XktTI2dPHGXy1FnMHjCI/qa87FxsJOVlpZQ8K+JHf/W39vWswsIjKCt9ztMnj1mwaGwy96f09kaj1dLWb0aQUumNUulNYKCW8MhofvWzf+JZUT4TJ08lPy+H9rY29h16337etXHrLttriguZOMZrUo6GT29fMLhfXQcQFBxMZUWFi1INr7KijObmJrbufMvh8fKy55QUF/Hjv/5f7OVj3cYIyn5VwtMn2SxY5PyLFP5qDUpvFR1trTDMxufBYRFYe3rQtbehDgwi/8kDPJVK5i5ZZX/N8vVb+eqjX9JQV01o+NBrLH4bQ5Xr/sIjbH+zrbUFTaCWivJSmhrrKSpwbGd+/fN/Zt7CpWMyqelbD8ipgiOJXLbT4bHGxzfx9FWjTpqGTPZiyqrCy9YJ72qspsfUhU+o46Cb1WpFV1mEX1TSoDVGrJYh1qeyj6K++hV4VXAk0csdb7NoyL6Bp58aTdL0fn9vwEitTP7iUlM/fWvEtVcUIlMo7GvpeQeG0FqcjcXYZb9VtauxCpmHJ15+mlfOPZDVaiX1ykWKCwvYe/Ad1JrBgyFGo5Hjxz5DofBg5559g3aqioyK5k7GTTr1ensDWFb6HC+l0qGzNlb81Rp8fHypqigluHebbJPRSH1tNckzRj/ro9tsHrRLokwmA9mQ/2SvrLu7e9DIvUwut793T08PPT09g18jk9lnEoWEhSOXy6ksL7XPfmppbkLX0U5YxJuvhACwWu0L8g7xJFawL6SpCY6g5Ok9jIZO+62qTTXleHh64dc76KYJiaC2vIhuswmP3oU6O9tbQCazr0X37SNbSbl8keLCfPYdehfNgHIdFh6BXC6nvPS5fRHX5qZGOtrbiIx6cbLW2FDPl0c/IXna9De2Y/BIXlZGhqLraMfQ1WU/iQsJi0ChUNDS3ERElK2Fs1gsdLS3vrEtwV9X30BKS3MTdbU1LF1ua1BH++/hTAqFgvCISFqaHNf0amlusq9tsmDREqb1u30f4I+//RWr1qwncfzwi9o6U0d7O11dnfYTaLDNjDv22ceEhUewacv2MZ+R/SrlWtm7llBrSzMNdTXMX2wbBHdG3We1WnmcmUpNeTFLN+7F19/x++LjF4C3jy8dbY6dMl17C2HRg2cw960RV1aYg0KhICTS1mfRhkZS8Pguxq5O+4WKhuoyPDy9Bp3wvo43UY8sXbWO+f0uQOh1Os6e+IL1W3YRFvHtN+DxD4li0hrHW0zK76eh9NcQNmGmfTCu+NY55HIFSYuGvotioK62JhSeSofBuOaKYsrvpxE/fy3qiLhvnf1NKXj6mLjE8YMWiw7rXbS9raUZP3/bSbnB0IXB0GX/eSypNRp8ff0oL31uH8gyGo3UVFcxc7ZtV8mw8EgUCgXNzU1Ex9jKtcVioa2tjQAXtTN9ucuGyD2rN/fadRtZtvzFiZxO18FXX3zG9l17hl0s/01SKBQEh4TT3trs8Hh7awu+Q/zbevfWDzWVZRi69ETH2y7Wdnfb1isasr/4Gh3WvrqvuqyYZZuGr/t0A+u+tqHrvv7vCzgstt5QU0HGlZNMnbuMhElDXyB4E/wDhj83mNJ7p8Boj2NzUwNnjx9lwuRpzF/y5k+mR3Mu9jLd5uE+C2/mJGYUTCYTba0t+E4ZemaQ1Wq1LTnVWx6GbKtktjOx1ynHY6GvL9g8oC/Y3NRMgNq1feqhPMl+RFh4hP3iSZ/hy8fr1Rlvgl7XjtHQNei28v6aG+t7b8m3vcYyZJnpHfMZo8/xsnLd0LtTd1//acuOt+juty56XW01Vy+e5e0DR17ruz0a33pATu7haZ9B1kem8EDupbQ/3lFRhKefGoWXN8bWBppz7xCQkIynn+MXwdBUQ3eXDr+YwSdCqpBo2p8/pbXoEb6RCfR0m2kpeIBC5YdXwKuvwzZsbk9bbmtPDx4+ATTm3EI7eT4KTyX6ujK6GqsI77duXVtpLt6BocgUnnQ1VtGcdw/tpLkoencbU4VE4emvof5ROtrJc7EYu2gueIA6bjKyN7COSMrlC+Tn5rDjrX14eSnR62wz27yUSjw9Pe2DcWazmc3bdmIyGjH1LjbaN4MkLiGRoOBgzp89yfKVa+jU67mZfo2Zs+cOGrx7XebeL0Of9vY2GuvrUHp74x+gZtrs+dy/cwu1JhB/tYZ7t9Px8fUnPunFuk4d7W0YDQZ0HW1Ye6w09n6B1JpAPL28iI5LIPNGKjdSLzFt5lysVisP72Ugl8uJjP72nfj4xHHcv3MbP3812qBgGuvryL5/h8m9izl7KZVERseSkZ6Ch4eHbUH7ynIKcnNYstI2O02p9Gby1Bncun4Vb29vPJVKbqReJiwiivA30JksfHiL4Mh4VL7+dJtN1JQW0FxXyZzVO+nsaKO2rJCgiFi8vFUYOnU8f5qFQuFBcFQ8AMERsfgFaHly+xITZi3F1NVJcXYGMROm20+mIuInUpJzl5zMK4ybvhCTwUDBw5tEJU55Y7erXr10gfzcJ+zcM3S5Vnp7M23GLK6lXMZb5Y2Xl5LUKxeJjIq2DwA1NNTz5dGPSUhIYu78Rfb3kMll9lmZb9rLyojZZOJexg0Sx0/Cx9eX9rYWMtKvodZoie29fcJLqSR5+mzuZdzAzz8A/wA1j7IyAewDGW+ayWSiteXFCUZbayv1dbV4e6sIUKspyMtF5eNDQICaxoZ6Uq9eZNyEifbbf0fz7+GK3PMWLObMya+Jjo0jJjae5yXFPCsqZF/vzLe+3ZUG8lerBw0Cv8nMLQMy19XVovJW4a1ScfvmdSZMnIyvrx+trc1cv5ZCYKCW+N4F/Ts62vnis48JUKtZuWYdnf02fPAbo00pXlauAYoL81CpfPDzD6C5sYGbaVdISJpAbO9ttmNd9wE8zkyloiSfhWu24+HphaF3vSZPLy8UHp7IZDLGTZ1H/sPbqLUhqLUhlBfn0tHWzPxVL2aMleQ+RBsaiYenF/XVZTy9l86UuUvtC5eHRsYRoNZyP/0CyfOWY+jSk/vgFomTZ47+1v8RvIl6ZODgfd8uZ2pN4BsZFFJ4eqFSOw4+yj088PBSolJrbYNxN8/RY+kmfuFqLN1mLL0nzx5Kb2QyOW01pZgNXfhqw5ArFLTXV1JX8JDQ8S9O8psriijLSiN6+mJ8taGYe2dsyxUKez/rVZhNJvs6nWBb762poQ6l0hu/ADUGQxf6futj9m2sofLxdZjJ2dbaTE1VORt37B30NzSBQcQljicj/QrLVm/C00vJvdtpqAOD3khfBEauRwLUaubMW0DG7RsEarWo1Rpupqfh5+/P+N42RKlUMnPWXG7dSMPfPwC1Ws3dOxkATJw0djt6D8zd2uaYe+78BWTcukFgoBaNRsONvty9OxMOPIH26t3ZVhMY+MozkoZjNpscBu11Ha00N9ahVKrw9Q9gyqz53Lh8mrDIGMKiYqkuf05laTHrd75Yn7Y47wnqQNuC9w211dy7mcLkGXPtM+tCwiLxUnpzO+U80+YuxsPDg6LcbHTtbUTFvfqyGtkZqVS+pO4bP20eeQ96676gEMqLeuu+1ba6r7m+hpbGWoLCovBSeqNvbyX3wW18/dVoQ22LxjfUlJNx5SRJU2YTGT/e/nfkCjleyle/jXzguUFHe6vjucGseTy4exu1Rou/Wk2W/dzAdp4YFhGFUunNtctnmbNgCQoPD/Jysuloa7VvgtPc2MCZ40eJiUtg+uz59juAZDL5oMH01/WyczGwXRTR63W09H7exoZ6vLy88A9Qo1KpiIiKRuntzcWzp1i4ZBkenp48efSQttZWEpLGDfu3v40b166SMG48AQFqdLoOMm+lI5fJmTA5mbbWFgrzc4mNT0Tl44Ouo52sO7fx8PAkPsGWJzYugZtpV7l29SIzZ8+z7ZR85xYyuZyYWOddPDGZTLQ0968PW6irrUWlstUrCxYu5tQ3XxMdG0tcXAIlz4opLirg4DvvOTXjSP1VsF2AKMjPHXJN4IioGLy9vblw9iSLliy33bKa/YC21hYSk97MDt4D20dde5utffRWoVR68+jeLeKSJqDy8aOjrYX7t9MIUAcS1btZV31NFQ111UREx+Hp6UV9bRX3bqaSOCHZfkE/Oj6Jp4/u8ejuLRInTMZsMnE/Mx1f/wC0r3BX3EhGKtetLc0U5D0lPnEcKpWKxoZ60lMvExUdS0jvwL8m0LFv07dhljYoeMw2g5FZRzms+sd75aN+05rMC3gFaAmasgCA5vwsdJXF9JiNeKj88I+dSEBC8uD1CB5ep9ugI2LRliHfV1ddQnvJE8z6dmQKD5SaEAInzR12ppn8FWcNVGecxytAS3Cybaq4Wd9GU34WxuY6eizdePr4o06chn/0i4qx/tF1Ousr6bGY8fJVD3oewNypozHnNoamGmQenvhHjUM7ae6wu8Pumjb6k5N//h//95CPb9i8nanTZ1BRVsqXn38y5Gs+/MGfo9ZoAGhva+XqpQtUlJfi6enFlGnTWb5yzSstyqk3Dr9dcVVFGWe+/mzQ4xOmTGP1hm22SjwjndwnjzAZDYRHxrBszQY0/W4LSL10hsLcJ4PeY9ueQ0TF2Cr+irLn3M+8QXNTAzJkBIeGMX/JymFnYMhfoYiYTEbu3kqnpLiArs5OfP38GD9pCnMXLrPfAtyp15F5M42K0hIMBgP+AQFMmT6LGbPn28t7d3c3t69fpSg/F4vFQkx8AivWbHyl27ae1Q29cHhO5hWaaiswdnXi6emFX2AwCVPmEBwRh6FTx9M7V2lvrsdsMqL09iEwNIqkaQscbjPt0rWTey+V5roqFB6eRCVOZvzMJQ5lQdfWTH5WGi0NNXgpvQmLHc/4GYtfOiA3LXZ0V6P+6f/770M+vnHLdqZOnwnYjmNaymXyc3PotlhISEhi7YYXO2XeupFGxs30Qe8RoFbzvT/7y1HlAOg0jn732JeVkW6zmQunv6axvg6j0YCvnz8xcQnMX7zc4d/fYrGQeTONwrwndHd3ExYeydKV69C+woxVH+XoBwbKy0r58ujHgx5PnjaDTVt38ODeHe7dyUCv1+Hr50/y1OksWrrc4db3l/17jIWX5QZ4kv2QOxm30HW0E6gNYsmylSNu4PBP/99/Z8dbe+0nrqPxKi1NeVkpx4bJvG7DZk4eP0Z9XS0GgwE/f3/iE5JYunyl/ZadnMePuHDu9KDfB/jb/+3/fIUkoB9l2R5N3ff4wT0eZmXS1XsL6sQp05i7cOmgMvJt677qFsOwz538w78M+fispRuIG//i1pnCx3d5nvcIk8mAOjCE5HnLCQp70UbcT79AbeVzLGYzfupAxk2dS+w4x0GKTl072bev0lhbicLDk9hxU5gyd9mwbWZk4Og7cW+qHumvva2VT3/37+w9/B37bJPRyCgd/a6xRemnUamDiJ6xhI6GaopvnBnydVM2HETp6097bTnVT+9i1LfbNuryUxOcMIWghMn29rIo/TS6xppB76GNnUDc3FWDHgeYGzP8LMXqyjLOHT866PHxk6excv1WCnMfc/3KuUHPz16wlDkLX6yzde9WGkX5TznwwZ8NOUPVZDSSkX6V0meFyGQQERXLohXrRhwM1fiMfr2lkeqRzVtta+jeupFG9qMHGA0GomJiWbd+M9qgF30qi8VCeloKuTlP6O42ExEZxeq1G15pIXrod7PKKHN/8dng3FOnzWDzNlvum+lpPH70AIPBQHRMLOs2OObur621lV//+0858p3v2WfVjUZN6/D1SG1VOVdOfTHo8cSJU1myZjMAxXmPyXmQSadOR4BGy4z5S4hJeHFS/CDjOs/yczAZu/D1VzMheSaTZ8x1KCtN9TU8vHODpvparD09qLXBTJ+7mKgR1jbTGYaus7/5/dB13+xljnVfQfZdnufb+tlqbQjJc5cT3HuLWFtzA4/vpNHW3ICl24y3ypew6Hgmzlhgv/31fvpFyotzB/2d4PBolm0ePDgNEBow/MB5dUUZZ4b4Pk6YPI1VG7bazg0yb5DX79xg6er1DucGDXU13L11nYZ6227vgdpg5ixYSmzvgFxWxg3u37k56G/4+as59J0/Gzabn/fo+1AvOxcD2wYqGbcG90n7v6a2ppqb6deoq6mhp8dCUHAIi5Ysf6UBuW7L6GcZXThzgqqKcgyGLlQqHyKjY1i0dCWaQC06XQdXL56lvq4Wo6ELH19foqJjWbB4OYHaF8e/rLSEO7fTaWpsQCaTERIazuJlK4mIHP3FWG+vbzdBpbyslM8//eOgx6dOn2G/jf3xo4dk3r5JR0c7Wm0QS5evtA/0vy5Lz+iP9Wj6q9kP73Pt6iV++Of/ZciBn9qaam5eT6W2f/lYuvyVB+QaO4xDPl5TWc6lk58Pejxp0lQWrVxP6rkTNDfWYzIaUPn6ERWTwKyFy+ybMjbV15Jx/TJtLc30WCz4BahJmphM8qx5DhcrSwpzyXl4l/bWZjw8PAkJj2TO4pUO3+uB1KrRt48jleuO9jYunTtFU2MDZrMJP/8Axo2fxLxFS+23Ag9UWV7K8WOf8oM//5tXHpDT+IyubI/JgJxUvOqAnFS8yoCclIw0ICdVrzIgJyXDDchJ3WgH5KTkVQbkpORVBuSEb8dNq5FRD8hJyUgDclL2KgNyUvIqA3JSMdKAnJS9yoCclLhjV3ukATkpG25ATspGGpCTslcZkJOSVxmQk4pvOyDnKq8yICclww3ISdmrDMhJyWgH5KSxJ7EgCIIgCIIgCIIgCIIg/CchBuQEQRAEQRAEQRAEQRAEwYnEgJwgCIIgCIIgCIIgCIIgOJEYkBMEQRAEQRAEQRAEQRAEJxIDcoIgCIIgCIIgCIIgCILgRGJAThAEQRAEQRAEQRAEQRCcSAzICYIgCIIgCIIgCIIgCIITiQE5QRAEQRAEQRAEQRAEQXAiMSAnCIIgCIIgCIIgCIIgCE4kBuQEQRAEQRAEQRAEQRAEwYnEgJwgCIIgCIIgCIIgCIIgOJHMarVaR/PCTtOoXiYpedUdro7wWpKjA1wdQZC4ji6zqyO8Fn+Vp6sj/Kcxyqpdciw97pfbQyGubQmCVLR1umf7qPYR7aMgSIWpu8fVEV6Ll4fojwiCVHh7jO514lsrCIIgCIIgCIIgCIIgCE4kBuQEQRAEQRAEQRAEQRAEwYnEgJwgCIIgCIIgCIIgCIIgOJEYkBMEQRAEQRAEQRAEQRAEJxIDcoIgCIIgCIIgCIIgCILgRGJAThAEQRAEQRAEQRAEQRCcSAzICYIgCIIgCIIgCIIgCIITiQE5QRAEQRAEQRAEQRAEQXAilw3InT97im++PuaqP//KHt28xL3U066O8UrOnTnJia++AODoJx9x9fJFFycavf7Z3cXLMkv13yDl4hkunPra1TFeS/9jbrVauXjuDP/2z//AP/z931FXW+vidIO5Y7k+f+YUJ3rr6s8//SMpVy65ONGruXj2FCeP2/If++xjrl11j/z9y4rUy407tzXgHvmlXgZexl3zp146w8XT7tU+uuuxdtfc4J7Z3TEzuF/uS+dOcfqE+5zv9nG34+xueQdyx/zumBmkmVtmtVqto3lhp2lULxs1o8GAFfD29n6j79tfXnXHG3svs8kIWPH0Gru8fZKjA97I+/Q/xkc/+YjQsHDWrt/4Rt57rDmjfLxpL8v8Jv8NOrrM3/o9+hiNBrCC0gnH2l/l+Ubfr/8xf1ZcxImvvuDAO++h0QTi4+ODXC6tScDOLNejrNpfqn/mzz/9I6Fh4axZt+GNvPdQLD1j19Z0dXWhkMvxUirf6N/wULz5ctY/t9TrQ3dua8A98ku9DLyMM/O3dbpn+6j2eTPto7uWFXfNDe6Z3R0zg/Pqa1N3zxt5H6PRgNXqvOPs5fFm+iPuVj7cLe9A7pjfHTODc3N7e4zudaN82ZvnjM7Nm+Tp9WZP4JzB3Y5xf+6Y3R0zAyiV7pkbHI95a0sLfn7+REfHuDDRyNyxjLhj5v7651epVC5M8mr655b6v4HU872MO+R3h4wjcdf87tg+uu2xdtPcMHJ2i8WCQqFwYprRcdfj7W653bEOATc8zm6WdyB3zO+OmUGauV02IHf+7CmMBgO79uxzVYRX8ujmJcwmI/NWb6e+qpSix3foaGlCJpcRGBJB8ryV+AZoXB3TwbkzJzEaDOx+ez8A1p4erlw8T07OYxRyOTNnz2XZilXIZDIXJx2sf3ar1crdzNs8enifjvZ2fHx9mTlrDouXLnd1TAf9M5tMJi5fPEdhfh5eXkrmL1zk6njDSrl4BpPRyKYde7BarTy4l0Hu44d06vVoArXMXbiEpAmTXR1zSH3HXOntTc7jbAD+4e//jgC1mh/++K9cG24I/cuI0Wjk8oVzFBXm4+WlZMGixRQVFkhuds75M6cwGA3s7q2rrVYraalXePzoIQqFghmz5rB0+UrXhhzBxbO2/Dvf2sexzz4mNCyMVWvHbobfm9K/rAysy6VmpHzPigo5feoE6zduJnnqdBekezmpH19wzHj0k48ICQ1FJpOT8yQbhULBshWrmJI8jSuXLlCYn4uPry9r128iadx4V0cHBucPDQ1D4eHB40cPUCgUzJw9V5L1SOolW/u4cfseLN3dZNxIpbggF7PJSEhYBItXrCU0PNLVMR0MKishoQCS7/u9rA9VXFQoufaxz1DHXCaXk5vzmJDQMA4cPuLqiIP0z5yfl8utG9dpbWnGw9OTsLBwdr+9Hy8vL1fHHKR/v6+ivIyK8jLu37sDwA9+9JeoNRrXBhzg0rlTGI0Gtu/ex+9++VNmzV3A7HkL7M9/+of/IGn8RBYtXeHClIP1HefEpPHcupHGn/3Ff3GoM45/+QUqlYrN23a4LmQ/fXmnz5zN2VMn+Iv/8r8gl8upq63lo9/9mgWLlrBy9VoALpw9Tbelm207drs49Qt9+Tdu3sbvf/NL5sxbwKIlywCorKzg808+4u39h4hPSHRx0hf6Mk+YOJmUq5f40V/8Fzw8XgwtnfjqC7y8lGzdscuFKQfry71m3UZ+9Yt/G/R8TGwcB995z6mZXDYg584s3WYSp8wmIDCE7m4ThQ8zyEo7w/JthyXXwekv50k202bM4t33P6S2pppL588SoFYzc9YcV0cb0fVrV8l++IDV6zYQHROLXqejqbHR1bFGlJZyhYqyMna/vR9fX1+uX0ulrraG0LBwV0cb0f27tynMy2HF2k2oNYHUVFVw9cJpvFU+RMXEuTresNau24hGE0j2wwe8+8F3kUv4e9gn9eolKivLe8uIHzfTr7lFGcl5ks28+Qs5/N53qK6q5PyZU0THxBCfkOTqaILE5OY84dKFs2zb+Rbjxk9wdZw/KTmPs1mwaAnvvv8h+blPbYP7BfmMnziJRUuWknUnk3Onv+GHf/7XeHq+2aUC3oQnvfXIO+9/SHVlJefOnCQqOoaEROnWIxk3Uikpymf1hm34BQTwKCuTcye+4MAHP8TbW7qzb92x7+eufag+OU+ymTl7LoeOfODqKC+l6+jgzMnjrFy9lgkTJ2MyGakoL3d1rJdau24jzU1NhISEsnTFKgB8fHxcnOpPz6TJU7h6+QJlpc/tg0FdXV08Lylmz76DLk43WExMLCaTibraWiIiI6koL0Xl40N5Wan9NRXlZSxYtMR1IUfg4+vLpq07OPHVF8QnJKENCuLcqW+YPXe+pAbj+pvYW0aKiwqYNDkZAL1ez7PiIvYeOOzidMPzDwjgR3/5X+0/63U6jh39mJhY55/vSmuBJTcRETeeiLjx+AZoUGtDmbFkPR0tjXS0Nrk62oj8AwJYs24DQUHBJE+dzuy588m6m+nqWCMyGo1k3b3DytXrmDZ9JoGBWqJjYpkxa7arow3LZDLxOPshq9auIz4hkZDQMLZs30lPz5tZj2KsWLq7eXDnNqvXbyE2PhG1JpBJydOZMHkquY8fujreiJTe3ngplcjkMvz8/PDx9XV1pBEZjUZyHmezas363jISyuatO97Yum9jKTQklCXLVqDVBjF12gzCIyIpK33u6liCxDzIusvli+d4a+8BMRg3BkLDwlm8dDlabRALFy/Fw8MDlY8PM2fNQasNYvGyFXR1dVFfX+fqqEMKDQ1j6fKVtnpk+gwiJF6PmM0mch8/YNHyNcQmJKENCmHF2s0oPDzIz8l2dbwRuVvfz137UP0FBmpZtWYdQUHBBAUFuzrOiHQ6HT09PUyYNBm1RkNIaBiz586T5Oy4/pTe3igUCjw8PfHz88PPz09y6wb/KfBWqUhMGkfu0yf2xwryclGpfIiLT3BhsqEpvb0JDQunvLwUgPKyMubNX0h9XS0mk4mO9nZaWpqJiZPuJIOkceOZMcs20+/yhXN4enmyYtUaV8calqenJ1OSp/Ek+5H9sac5jwkIUBMbF++yXC8jl8vtdYe3tzeXLpwlMirGJbP1xQy516Brb6HwYQatjTWYjAb7SXSXvoOAQOk2vJGR0Q4z+KKiorl3J4Oenh7JNmJNjY1YLBbiEqRX6Q+ntaUZi8VCZGS0/TGVSoVW4p2yttYWurvNnD7+ucPjPRYLwaHucVXaXbS1ttDT00NkZJT9MaW3N1ptkAtTjU5IaJjDz35+fnTqO12URpCigvxcOvV6Dh/5gIh+ZVx4c0JCQ+3/L5fLUal87LcmAvj2XpTo1Oudnm00+ucH8PXzl2xWgPbWVnp6egjv164rFApCwyNpaZb2jH136/u5ax+qv7CICFdHGLXQsDDi4hP4/X/8koTEccQnJjJp0hS83WjNVWFsTZk6jYvnzrB+4xY8PDzIffqEycnJkr0rLCY2joqyUuYvWERlRRkrVq0hP/cplRXlGLq68PPzl3x/e9Wa9fz+P35Jft5T3vvO9xxuBZWiGbNm88ff/4aO9nb8AwLIefyIqdNnSLaMDHT+7ClMJhP7Dr7jkszS/teVqHspp/DxC2D64nUoVb5gtXL99CdYeyyujvYnx9NTFFFnMZtNAGzZuRc/P3+H5+QSbwgE55EPXJxaJnOLmX2C84SFRVBXW8Pj7IeER0S6TYfMncjlA7+Hjt/NvmMu1e/mwPwyGViRZlZBeFWentKeXdafXC5n38F3qKqs4HnJMx5k3eVGWirvvP8hGk2gq+P9aZHJYEA9Z7FI/9xx3PiJWDnDs+Ki3ttAy1gt4bV4Y+PieZL9kPq6OuRyBUHBwcTExVNeVorB0CXp2XF9Wlta0Ok6sFqttLW2DroYLjVh4RGEhoWT8ySbhMQkGhsa2LNvpqtjjcrtm+k8L3nGu+9/iFLpmk08pXdpTOJMhi707S2Mmz6f4IhY/DVBmE1GV8calerqqgE/VxKo1UryCmmfQG0QHh4elD2X7q0sA2kCbce0urrS/pihq4uWZmnf0hwYFIxCoUDX0Y46UOvwn79/gKvj/UlRawKRy+XU1Lz4ThoNBpolXkYEYTQ0gYEcOHyE4sICrl664Oo4gvCtBWg0yBUKavu16xaLhYa6GgK10p655W59P3ftQ7kzmUxGdEwsy1as4r3vfB+5QkFhQb6rY72UQqHAanWfW5l9fHzQ6XT2n41GI+1tra4LNEoeHh5MmDiZ3Jwn5D3NQRsUTLiEZ4H2rSOXdTfTPvgW2zsgV1FWRmxsvGsDvoTFYuHsqRNMmpLMshWruHD+DHoJzyDvM2PmLHIeZ/Mk+xFxCYkEBKhdHemlCvJtG9rs2LWHwECty3JIojV+kHWXY0c/dnWMUfFUeuOp9Ka88An69lYaa8p5eu+6q2ONSkd7GylXLtHU1Eju0yfcv3eXuf12+pEiDw8PFixaQlrqFXIeZ9PS0kxVVSXZjx64OtqwvLy8mD5zFtdSrlBW+pyG+nrOnTkl+VkiXl5KZs5dwK20q+Q/fUxbawsNdbU8fniP/KePXR3vT4pSqWTq9BkvykhDPefPnUYmkyHxYiIIo6INCmL/4SMU5Odx9fJFV8cRhG/F09OL5OmzyUhPobz0Gc1NDVy/ep5us5nJU2e4Ot6I3K3v5659KHdVXVVJxq0b1FRX097WRmFBHl2dnZJf+w5ArdZQU1VFW2srnZ2dkp0R3CcmLp68p0+orCinsaGOS+dOIZPowPhAyVOn8ay4kMfZD0meOs3VcUbkrVIREhrG05zH9sG3mNg46mpraG5ukvwMufS0FIxGI2vXb2Lh4qVotUFcOHvK1bFeakryNDo62sl+9IDpM2a6Os5LNdTXc+70SRYsWkJwSCg6nQ6dTkdXV5fTs0jiPrSurk5aW1tcHWNUZDIZs5dv5undNK6f+hhfdSBT568i49JXro72UsnTptPdbebjP/wWuUzG3HkLmCHhXbb6LFm2Arlczo30a+g6OvDz82fmbGnnXrVmPWaTmeNffo6XlxfzFizCaDS4OtZLzV+8Am+VDw/u3qa9rRWl0pvg0HDmLFjs6mh/clav3cDlC+d6y4iSBYsW09HeLvl1IgRhtIKCgtl/+F0+//SPyOUySd/iIggvs2DpKqxWK6kXT2M2mQgJi2DL7v0oJbzDKrhn389d+1DuyEuppKK8jKy7mRiNRtRqDavWrCdp3HhXR3up+QsXc+7MSX7761/Q3d3ND370l6g1GlfHGta8hUtpa23l1NdfoFQqWbRspVvMkAOIi09ApVLR3NTElGRpD8iBbQCuvq7WvqmASqUiODgEvV4v6cHm8rJSsu7e4cDhI/bbJ7du38Xvf/srHt6/x6w581yccHhKb28mTJrMs+Iixk+Y5Oo4L1VbU43ZbCbj1g0ybt2wPx4TG8fBd95zahaXnflZurvx7N3BZ8mylSxZttJVUUalx2LBw9MTgJDIOFbuPOLw/NYjf+2KWCOydFvsx7h/wdqwaauLEo1e/+wymYzFS5ezeOlyF6caWf/MXl5ebN2xC9hlf16qW2xb+pVtmUzGjNnzmTF7votTjU7/Yz5v/kLmzV/o4kQj659XqVSybedu+3Mmk4lbN65Lbgfhbks3Xr3r4Rw4fGTQ87v37HN2pFfSbbHYd4vbd+hdF6cZvf5lpf//S9FwbQ1AcHAIf/5Xf+OCVKM3Un6peFnGH/74rwY99r/+7//XGKcavZfl3/32ficnGp0eiwXP3vbRw8ODpavWs3TVehenGtnA+kIuV7B2/UbJ9/1e1od6VlzkomQv5w51yEB9mYODQ9h74LCr44xa/2OtDQrinfe+4+JEI7NYLPY1BZVKJVt2vOXwfPI0ac6wHViPyGQyfvSX/9WFiUY2MO/a9RtZu36jw2ve/+4PnB1r1Pryx8bF87f/2//P4Tm1RsNf/81/c1Gy4Q3VN9V1dJCcPE3Skwv6ck+bMZNpEpnJ5/R5sj09PTQ2NlBdXUlwcIiz//wr6+npoaO1iZaGGvw10t6RpU9PTw+NDQ1UVVW4xTHuzx2zu2NmsOVubmqgrqYKrRvlBvc75kPlrautIffpE1pamqmtqeHsqRMAkrmq1Je5uqqS4BDpH+OBenp6aGpsoKaqkiA3KCN9+pcVrTZI0uXc3b6HA7lDfnfIOBJ3zd/XPtbWVBEY5B653flYu2NucM/s7pgZ3C/3n0IfxF2OszvlHcgd8w+V2dDVRWF+HuVlpcyaK81ZfFI+1k4fvmxoqOfox78nNi6emRKfMg/Q0drIrfPHCA6PIXbCdFfHGZWG+no+/ePviI1LYNbsua6O80rcMbs7ZgZobmzgxBd/JDImjuTps1wd55W42zEfLu/dzAyamxpRKBSERURy6N338fHxcWHSFxoa6vnsj+5TVw/U2FDP55/8gZi4eMnfntVf/7IybvwE/vj7/5BsOXe37+FA7pDfHTKOxF3zNzc2cPKYe7WP7nqs3TU3uGd2d8wM7pe7saGeY5/+gZjYeKa7aR/EHY6zu+UdyB3zD5X5D7/7NQaDgRWr10r2lmApH2uZdZQrYHaapL1Q5lDyqjtcHeG1JEeLHS2FkXV0mV0d4bX4qzxdHeE/DakvbjwcS4/75fZQuMeizILwn0Fbp3u2j2of0T4KglSYut1n99b+vDxEf0QQpMJ7lFPfxmSGXEV5Gffu3Ka2tga9TsfOt/YOexvW5YvnyH54n1Vr1jO3d/2nttZWMm6lU15Wil6vw9fPnynJ01i0ZBkKheKNZCx+cpeasmJ0bc0oPDwIDIlk8pyl+KlfbHmrb28lNyudlvpqenoshETGMXXBKpQq30HvZ7F0c+vcF7S3NLBs2yHU2lD7c1arlZKn9ykvekKXrgNPpTfxk2YwfrpzdrnKuHWDwoJ8mpsa8fDwICo6RtIj2GCbVnozPY3cnCfo9Tr8/PyZOn0Gi5cul/ROW1LM3dPTw72MGxTm5dCp1+Pr58ek5OnMWbDEnslsMpFx4xrPnxVi6OoiQK1m2qx5TJ3xYj2z7u5ubl+/SlFBHhZLN7FxiSxfswEfXz+XfK4+D7LucifzNnqdjtCwcNau30RkVJRLM42G1HMbjUZupqdRVJBPZ6ee0LBw1qzbQESkLaPVauVmehqPHz3EaDQQFR3Duo2b0Wqdc2v/nYybFBXk09zchIeHB5FR0SxfuQZtv3rtysVzlJU+R6/rwNPTi8ioaJatWuNQ99XWVHMjLYW62hpARnhkJMtXriE0LNwpn+NlMm/f5Pq1FObMWzBoPRQpk2ruivIy7mTcpq62Gp1Ox649+5gw8UX/xGQycT31KoWF+Ri6ulBrNMyZu4BZc1x7NfVlufu+j9kPH9i/j+s3bXHa9/F1SKWMmExG7t1O53lxAV2dnQSHhrFk5TpCwyMBSL10hsLcJw6/ExOXyJbdL9a9a21pIjM9ldrqSiw9FoKCQ5m3eDlRMfHO/CgO3LHv10fK7ePLjmtXVxc3069RWlJCe3sbKh8fJkyYxLIVq1B6e7s0+8vqkf4unT/Lo4f3Wb1ug6TX55VKPdLf3cxb3Lqeyqw581nZu5lRd3c36alXKMh7isXSTVxCEqvXb8J3iD50V1cnn/7+P9DpOvjhX/4t3k4qN+7azoyU22KxcON6Ks+Ki2lrbUGpVBKXkMiKVWvx9/d3ae6hSLnug9G1K93d3aRevURe7lMs3d0kJI5j/cbN+Pq59nxxKFI53mMyjG42mwgJDWPt+s0jvq6wIJ/qqkr8/By/EM1NjVitVtZt3ML7H/6Q1WvXk/3wPulpKW8sY1NtJfGTZrB0834WrnsLa08Pd66coNtsu7LabTZz58oJZDIZCzfsYfGmffT09HA35dSQM0/y7t9A6TN4oA7g6d00yotymDxnOSt3HmHemh1ogp13sldRXsbsOfM4/N532HfwHSyWHr48+ikmk8lpGV7VnYxbPHqQxboNm/jw+z9ixeq13M28zf2su66ONiIp5n54L4On2Q9YtnoDB977HouWreLhvUyePMyyv+bW9auUl5awdtN2Drz3PabPns+N1Es8f1b44jVpVygtKWbD1l3s3HsYvV7HxTMnXPGR7PJyc0i9epkly1bw3ne+T2hoGF9+8Sl6vd6luV7GHXJfPH+G0uclbNm+k/c//AHxCYkc+/xTOjraAbibeZsHWXdZv2kLh9/7Dp6ennz1xWd0d3c7JV9leTkzZ8/j4Dvvs2ffIXp6evj62FHM/eq1sPAINm7exnsf/pC39h3EipXjxz6jp8d25dtkMnH82FH8A9QcfPcD9h8+gpeXF8e/PIrFYnHK5xhJTXUVjx7cJyQ0zNVRXomUc5tMJkLDwli3Yej+SeqVS5SUFLNtx24+/P6PmDtvIVcunaeosMDJSR29LPedjFvcv3eHDZu28M57H+Lp6cWXn3/qtO/jq5JSGbl+5TyVZc9ZvXE7e9/9kOi4BM4e/xyd7sVdFjHxibz7vb+w/7d28w6H97hw8it6rD1s23OItw5+QFBIKBdOfkWnXufsj2Pnjn0/kH77+LLjquvoQNehY9WadXzwvR+yZdtOSkqKOX/utIuTv7we6VOYnzfk+ZnUSKke6VNbU82TRw8IDgl1ePx6ymVKigvZsvMt3j54BL2ugzPffDXke1y5cIZgF3wmd21nRsrdbTZTW1vL4qXLOfKd77Fzzz6am5o48eXnLkg6MqnXfTC6diXlykWKiwrZufttDr7zHjpdB98c/9KFqYcmpeM9JgNyiUnjWbZi9bBXXQA6OtpJuXKBrdt3IR9wu09C0jg2bd1BQmISmsBAxo2fyLwFiygqzH9jGRes203MuGT8A4MJ0IYwY+l6uvQdtDXVAdBSX02nvp0ZS9YTEBhMQGAwM5duoK2pjsaacof3qq98TmN1OVPmDt4FtKO1ibKCx8xbvZ3w2CR8/NVogsIIiYx7Y5/lZfYeOMy0GTMJCQklNCycLdt20N7e1jsjRJqqKisYN2EiSeMnoNZomDR5CvEJSdRUV7k62oikmLu2uor4pAnEJ44jQK0hacJkYuISqKut7veaSiYlTyMqJo4AtYbk6bMIDgmjvvc1RqOBvJxslqxYQ3RsPKFhEazesIXa6kpqXfjZ7t3JZMbM2UyfMYvgkBA2bN6Kp4cnT7IfuizTaEg9t9lspjA/j5Wr1xATG0egVsvS5SsJDNTy6H4WVquVrLt3WLRkGeMnTCQ0NIwt23ai6+igqODN1dMjeWvfQaZOn0Fwb722cct2OgbUa9NnziY6Ng61RkNYeARLl6+io72d9rZWwHbxx2DoYvGyFWiDggkOCWXRkuV06vW0t7c55XMMx2QycebUCTZu2ea0q+NvgtRzJ40bz/KVq5kwafKQz1dVVTB12gxi4+JRazTMnD2H0LBwl7c9I+W2fx+XLmf8xEmEhoWxdbvt+1jopO/jq5BSGenuNlNSlM/CZauJjI5FrdEyb9FyAjSB5Gbft79OofDAx9fP/p/SW2V/rqurk7bWZmbNXURQSCiaQC0Llq6iu9tMc2ODKz4W4J59P5B++/iy4xoSGsquPXsZN2EigYFa4uITWL5yNc+KCu0Xg1zlZfUfQEd7O1cuX2Drzt2Dzs+kREr1SB+TycSFM9+wduMWvPvVEUajgZzHD1m+eh2xcQmEhUewfvN2aqoqqamqdHiP7IdZGA1G5rhgVqK7tjMj5VZ6e7P/4DtMnpJMUFAwUVHRrNuwidraGtrbXNvPG0jqdR+8vP4zGgw8fvSQ1Ws3EBefQHhEJJu37qCqsoKqAWXd1aR0vF1S01qtVs6fOcn8BYsHXUEYjtFocKjc3rTu3pFdT6WtUu/p6UYGyPvdIitXKJDJZDTXvxjIMHbpeZxxlZlLN6AYYovfusoSfPzV1FU+J+X470j5+ndk376CyWgYs8/yMkajEWBMj+e3FRUdQ1npc5qbmgCor6ulsrKcxKRxLk42MinmDo+MoqqilNYWW6bGhjpqqiuIS0jq95ponj8rQtfRgdVqpaq8lNaWZmLiEgFoqKulp6eH6NgE++8EaoPx8w+grsY1J6oWi4XammriEhLtj8lkMuITEqmqlFal35875O7p6cFqteKhcKzTPDw8qKysoK21Fb1e5/AZlN7eRERGUe2iBtder6mGrtfMJhM5j7NRqzX4B6gB0GqD8FapyMl+hMViwWw2k/P4EdqgYNRqjbOiD+nKxfMkjRtPfL9j7A7cNXefqKgYiosK6Whvx2q1Ulb6nJbmJhISk17+yy7S932Mj3f8PkZGRVNdVeHCZEOTUhnpq+sUHo7LoXh4eFBT/aIuq64s46Nf/YTPP/oV6SkXMHR12p/z9lahCdRSkJeD2Wyip6eH3McPUfn4ECKRW9/BPfp+7tA+DjSa42o0GPFSKpHLpTvABbbzs7Onv2HBwsWEjPL8zFWkVI/0Sb1ygYSk8cTFO2aqq62hp6eH2H6Pa4OC8Q9QO9QzTY0NZN66wYatOyS3PI+7tTMj6fvOuvoW8v7cse6DwfVfbW9Z7/+9DAoOJiBATXWldMqJ1I6303dZBduUV5lMzuy580f1+pbmZh7cv8fK1evGJI/VauXpvTQCQyMJCLTdA60JiUDh4Un+/ZtMmr0EqxXyH9zEarVi7NLbf+/RrcvETZiOJjicTt3gkfbOjja6dO3UlBYyc+kGrFYrufeucz/tLIs27BmTzzMSq9VKypWLREXHEBIq3cZ24eKlGI1GfvOrnyOXy+np6WH5ytUkT5X2TrdSzD17/mJMJhNH//Bre6YFS1cyYfJU+2uWrVpP2tULfPybn9k6jDIZK9dtJjI6FoBOvR65QjGo8fLx8XXZLTmdnZ1YrVZ8fR1vFffx9aWpqdElmUbDHXIrlUoio6K5fesG2uAQfH19ycvNobqqEk2gFn3vv/nAz+Dr64fOBeXBarWSdvUykdExgy7yPHqQRfq1q5jNZgK1QezZf8i+FqmXUsm+g+9y6viXZN6+AYAmUMuefQddeuKU+zSH2toajnzwXZdleB3umru/tRs2cen8Wf79Z/+KXC5HJpOxcfM2YmKdN6v9VemG+T76+Pqi10nnVheQXhnx8lISFhHF/Tu3CNQGo/Lxpbggl7qaKgI0gQDExieSOG4i/moN7a0t3L2VxrlvjrFr/xF7Gdn61kEunf6a3/38n5DJZKh8fNmya7/DTDpXcpe+nzu0j/2N5rh2dnZy+2Y6M2fOHvJ5Kcm8fRO5XM6cec5Z4/p1Sa0eASjIzaG+toaDRz4c9FynXodCoRg0k8/H19fen+ru7ub86RMsX7WGgAA1ba0tTsk9Wu7Uzoyku7ubtNSrTEmehlKpdHUcO3er+2Do+k+vG7qs+/Yr61IgtePt9AG52ppq7mfd4cj73xvV6H9HRztfH/uMiZOmMGOMGrOczFQ6WppYvGmv/TGltw9zVmzlSWYKz/MeIpPJiEyYiFobigxb7tL8R3SbTYybNm/4N7da6emxMHPpRvzUts7djMXruHH2KLq2ZodNJJzh8sVzNDTUc+jdD5z6d19VXu5TcnOesG3nW4SEhFBXV0vKlUv4+fszbfpMV8cblhRzFxfkUpiXw7rNO9AGhdDYUMfNtKv4+to2dwB4/CiLupoqNu94G78ANTWV5dxIuYSvrx8xcQkv+QvCn6It23dy4expfvmzf0UmkxEWHsHkKVOpleDtTimXL9DYUM/+w+8Nem7ylKnExSeg1+m4dzeDMyePc+Cd9/Hw8MBsNnPp/Bkio2PYsmM3PT09ZN3N4MRXX3DoiG1dPGdrb28j5cpF9h14B48hZl1LlbvmHuh+1l2qqyp56+39BKg1VJSXceXSefz8/SU1E8MdSbWMrN64nbTLZ/nkNz9DJpMRHBrOuIlTaKivBWDcxGT7a4OCQwkKDuXoH35JdWUZ0bEJtoXOUy/h7ePLjr3v4OHhSV7OIy6c+ordB96XxELW7tL3czcvO65Go5Gvjx0lKDiEJctXOjfcK6qtqeb+vTsc+c73JTc7qz8p1iMd7W2kpVxm975Dr53p1vVUtEHBTE6W9sQDd2axWDh14iuwWlm/aYur47g90a68OU6vySoryunU6/nVL35if8xqtZKWeoX7WXf4/p/9pf1xXUcHxz77mMjoGDZs2jomeZ5kplJXWcLijXtR+TouXhoSFcfqtz7AZOhCJpfh6eXNlWO/xsffdrtTY00FLQ01nP/0pw6/d/PsUaISJzFz6UaUPr7IZHL7YByAn9q2G02XvsOpA3JXLp7nWVERB999j4CAAKf93deRlnKFhYuXMCXZNosrJDSM9rY2Mm/flPSAnBRz305PZfb8RYyfZDupCAoJpaO9jQd3bzMpebptA5ObaWzcvof4RNuttcEhoTQ21PEo6w4xcQn4+PrSY7FgNBgcZsl1dupdtsuqj48PMpls0OKbnXr9kLtWSYW75A4M1HLwnfcwmUyYTEb8/Pw59c3XaDQae069Xu+w6LNeryPMybdopVy+wLPiIvYfehf/Ieo1pbc3Sm9vArVBRERF8/Of/CNFhflMnjKV/Nwc2tvaOPjuB/YTkC3bd/Pzn/wjz4oKmDRl6qD3G2u1NTV06vV89Ltf2x+zWq1UlJfxIOsuf/Pf/g9J3vbkrrn7M5vNpF9LYfeefSSNnwBAaFgY9XW13M28LdkBOb/+38d+u8Z16vWEhklpsXNplhG1JpAde9/BbDZhMprw9fPjyrlvCBjmtvUATSDeKhXtrS0Qm0BVRSllz4t5/4f/Ba/eGRchYRs5Wv6cwtzHzJq/2ImfZjB36vu5S/sILz+uRqORLz//FC8vL3a/vc8+M1uqKirK0ev1/PJn/2p/zGq1cu3qZbLuZvLDH/+V68L1I8V6pK62hs5OPZ999BuHTJUVZTx6cI/dew9hsVgwGAwOM4f6l+uK8lIaG+r5yf/8fxze+1c//SfmL1rK4mUrnfJZhuMu7cxwbINxX9PW1saBQ+9KanYcuFfdB8PXf75+fkOWdb3EPofUjrfTB+SSp053uF8X4OsvPmPK1GkOAxYdHe0c++xjwsIj2LRl+xu/WmO1Wsm5c43a8mIWbXzbPsg2FK/eWw4aa8oxGjoJi7Hlnzp/JRNnvehoGTv13Ll6gtkrtth3UdWGRGG13kHf3opvgAYAfbttGrLK1zkdI6vVytVLFygsyOfAO0fQaAJf/ksuZu42D/o3l8lkQ+5wKyVSzN3d3T04k1xOX6Senh56enqGzo3tRSFh4cjlcirLS0maYNuspaW5CV1HO2ERrtmOW6FQEB4RSVlpiX0DGavVSmlpCXNGeTu8K7hbbi8vL7y8vDB0dVFa8owVq9ei7h2UKyt9bh+AMxqN1FRXMWv2XKfkslqtpF65SHFhAXsPvoN6FPWa1WoFqxVLt20HVbN56O+rrO+1LhAXn8AH3/2hw2Pnz54iKCiYBYuWSHZQy11z99dXFzKovpR22/Pi+1hCWPiL72N1VSUznfR9HA2plxFPTy88Pb0wGrqoKCth4dLVQ75O19GOoavLfjGq22zbYXCkNtQV3LHv5w7t42iOa99gnEKh4K29ByQzk2skU6dOd1gfDODLzz8ledp0ps2Y6ZpQQ5BiPRIbl8A7H3zf4bHL508TGBTMvAWL8Q8IQC6XU1H2nPETbRsPNDc10tHeRkRkNABbd+5x2K20rqaayxfOsPfQe5L47rpLOzOUvsG4lpYmDhw6gsrHx9WRBnGHug9eXv+Fh0cgl8spKy1h4qQpADQ1NdLe3kZkdIwrIg9Jasd7TFoIk8lES0uz/ee21lbq6mpReasIUKsHfRHkCjm+vn5og2zrt3V0tPPFZx8ToFazcs06OjtfLJ7r94am/ufcSaWqpIB5q7fj4emFoXddOE9PpX1zhoqip/hptHgpVbQ01PD0XhqJU2bbZ7Wp/ALovzpIZ+/tTT7+avtsu+DIWNTaULJvXyZ53kqsWMnJTCU4ItZh1txYunLxPLlPn7D77f14eSnR6Wz3cCuVSpfckjUa48ZP4PatGwQEqAkOCaWutoZ7dzOZLqFOwVCkmDs+cRz379zGz1+NNiiYxvo6su/fYXLyDMC2jlZkdCwZ6Sl4eHjgH6CmurKcgtwclqxcA4BS6c3kqTO4df0q3t7eeCqV3Ei9TFhEFOGRrhmQA5i3YCHnTp8kPCKSiMgosu5mYjabJT2LEtwj9/OSYqxW0AYF0drSTFrKVbRBwUybPhOZTMbc+QvIuHWDwEAtGo2GG+lp+Pn7M36E3bXfpJTLF8jPzWHHW/vw8lKi763XvHrrtdbWFgrynhKfkIRK5UNHRzt3M2/h4eFp32QlLiGR9GtXSbl8gVlz5mG1WrmbeRu5XE5MXLxTPsdASqVy0FpEnp6eeKtUkl77yV1ym0wmWpr7909aqKutRaWy9U9iYuNIS72Cp6cnAWo1FWVlPH3ymNVr17sw9ctzz52/gNu3bhCoDbJ9H69fw8/ff8Td7p1NqmWkorQEK1Y0gUG0tbaQeSMFTWAQE5OnYzaZyMq8QeL4Sah8fGlvayHzxjXUGq1906OwyCiUSm9SL51hzsKleHh4kPfkER1trcQmuG5DJ3fs+4H028eXHVej0cixo5/Q3W1m6459GI1G+8LnPj4+Lh14flk9MuT5mZ8fQb3nZ1IgxXrES6kctH6tp6cXKm+V/fGp02dxPfUK3t4qvJRKrl25SERkNBFRtgE5TaDjHVNdvRvHaIOCnbaLrLu2MyPl9vXz4+Txr6irrWHPvgP0WK3276xKpZLUzFWp133w8vpP6e3N9JmzSL1yGW9vFUqlkiuXLhAZFU1Ub1mXCikd7zEZkKutqebY0Y/tP19LuQxA8rQZbN6646W/X/a8hNaWZlpbmvnVz3/i8Nzf/m//5xvJWFbwGICMS185PD5jyXpixtlu7dO1N5P/4CYmkwEfvwDGT5tPwpRXW8dOJpMxb80Ocu5c4/bFL/Hw8CQkKp4p81a8kc8xGg8fZAHw+ad/dHh889Ydkrrq1d/a9Zu4cf0aly+ep7PTdlvczFlzWLLMecftdUgx97LV67l7K530lIt0dXbi6+dH8vRZzF24zP6a9Vt2knkzjavnT2EwGPAPCGDB0hUkT39R3pesXIdMJuPimRNYLBZi4hNYsWajKz6S3eQpU+nUd3Lzehp6vY7QsHD27j8kiTV7RuIOuY0GI+lpqXR0tOPtrWLCpMksX7HK3nmZv9C2WcjlC2cxGAxEx8Ty9rdYP+VVZT+8D8CX/doagA2btzN1+gw8FB5UVVTw4N5dDAbbbJbomFgOvPMePr2LuAYFBbNzz34ybqXz+Sd/QCaTERoWzu69Bx1uxRX+dNTWVDu0halXbf2TqdNnsGXbTrbv2sP1aymcOXkCg6GLALWaZStXu3wGwMtyL1i0xL4mYt/3ce/+w24xM8fVjEYDd2+lodN14K30JmH8JOYvWYFCocBq7aGpsZ6C3CeYjAZ8/PyJiU1g3uLl9ou3KpUPm3ft5+7tNM58fZSeHgvaoBA2bn+b4BDX3crljn0/kH77+LLjWldbQ021bff5//j3nzm85gc/+kvUGo1Tcg7lZfWIMHZWrFmPTCbjzMmvsFgsxCcksnrdZlfHcuCu7cxIuZcuW0lxUQEAf/jtrx1+78DhI8S66OLrUKRe98Ho2pU16zYik13i5PEvsVgsJCQmsW6j9Nbsk9LxlllHeR9Gp0m6t2sMJ6+6w9URXktytLTX+BBcr6PL7OoIr8VfJd2r8n9qpHyL3UgsPe6X20Mh/dsxBeE/i7ZO92wf1T6ifRQEqTB197g6wmvx8hD9EUGQCu9RjlWLb60gCIIgCIIgCIIgCIIgOJEYkBMEQRAEQRAEQRAEQRAEJxIDcoIgCIIgCIIgCIIgCILgRGJAThAEQRAEQRAEQRAEQRCcSAzICYIgCIIgCIIgCIIgCIITiQE5QRAEQRAEQRAEQRAEQXAiMSAnCIIgCIIgCIIgCIIgCE4kBuQEQRAEQRAEQRAEQRAEwYnEgJwgCIIgCIIgCIIgCIIgOJEYkBMEQRAEQRAEQRAEQRAEJxIDcoIgCIIgCIIgCIIgCILgRB6jfWGX2TKWOcaEwQ0zC8JodBi6XR3htfirPF0d4T8Ng7nH1RFei6nb/XKrfcS1LWfptrhf+QDwUIgy4iweCpmrIwgS5671iEzmfmVbIXe/zACeoh5xGqvV6uoIr8Udv48Aejc8h/T1HvWQlVsSPURBEARBEARBEARBEARBcCIxICcIgiAIgiAIgiAIgiAITiQG5ARBEARBEARBEARBEATBicSAnCAIgiAIgiAIgiAIgiA4kRiQEwRBEARBEARBEARBEAQnEgNygiAIgiAIgiAIgiAIguBEYkBOEARBEARBEARBEARBEJxIDMgJgiAIgiAIgiAIgiAIghM5fUDuxBefcCP1srP/7GvJunqcgvvpro7xyo5+8hFXL18c8rlzZ05y4qsvnJxodEbKLVWvmlkqx//yyc+5dzPF1TFey8uO+c30NH72k3/iH/7+7ygsyHdisqG5Y7kGOP7Fx6QPU1dfOX+as9986eREr+bUV59yK+3KkM+lXjrDxdNfOznRy41UVm6mp/GH3/zKyYlG5q5tTZ9jn33MtauXhnzu4tlTnDx+zMmJHLlr3dHHXfO7Uz+1P3c83u6Yuc9I9YdUffHZH0m94l6Z+7hbWfn80z+S4obHWhxn53G3Y93nxLFPuHFNtJFvkoerAwiCILwpjY0N3LpxnV179hEZFY23t7erIwkStGTlOrC6OsWrmb9wMXPmznd1DEEQBEGQlHNnTmI0GNj99n5XRxEEQXhlYkBOEIQ/Ga0tLQCMnzARmUzm4jSCVCmV7jdQ6+XlBV5ero4hCIIgvCKLxYJCoXB1DEEQBEGCXD4gV/qsiMvnTrFi7UYmTpnq6jgjaqx6zpPbl5g0dyVgpbwgm872FhQengSGRTNxznK8vH1cHXOQZ0WFnD51gvUbN9sfu5mexoP797B0dzMleRprN2ySXGehf+7kqdN5/Oghd+9k0NrSjLe3iomTJrOu32eSgv6ZJ0+ZyrWUKzzJfohMLmf6jFmSnZVTWfqMm1fPMH/5OsIiYrh/+xrVFaXIZDJCI6KZt3QNfgFqV8ccUt8x9/XxpaWlGYD/+f/+dwD+1//9/3JltCENLCOpVy6R8yQbmVzOjJmz0Ov0GI3Su9L7/FkRl86eZOW6jfbHHtzN4EHWHXosFsZPmsLy1eslV4/0KSspJuXCKZau3kBl+XNMRiMbt+9xdawR9S8rLc3NFBXk8/53f+DqWMMaqq3pU1NdxVfHjjJ/wSIWLl7qgnQvV1JcxLkz37B2/SZXRxlS/+Nb+rwEo8FARGQUWffuYOnuZt6CRSxasozr167y+NFDPDw9WbZila3tkYCh8kfFxHIvMwNLj4XJU5JZs26j5OqQ/v3UoJBQbqRepramCg8PT5ImTGTpynW2AXOJGep4h4aFS7rv97I+VKdemu0jONYfZc9LMBgNhEdE8uhBFgqFB9/94Z+7OuIgz4oLOXf6G9au34yfvz/p167S2NiAQi4nKDiELTt2o1ZrXB1zSEP1/f7h7/8OgAOHjxAbF+/CdIM9Ky7kzKlvWLBwMTeuX+PId75HWFg4AAaDgZ/+y/9k/6F3pZe79zivXb+RS+fP8uO/+huHu0+uXr5AQ309Bw4fcWHKF/qO87z5C7l14zo//sv/io+vL11dXfzsX/+RSZOT2b7rLQBu30zneckzDr37votT2/Sv/zJu3SQ6OoaNW7YB0NLSzEe//TVr1m1k+kxptOl9SktsbaTJZGTazDmsWPPiPKGrU88ffv1Ttu3eT0xcggtTDtb/eJ899c2g5wPUan74479yShaXDsgV5OWQduUC67fsJCFpvCujvFRtaQF5d1OZumQjIVEJVD17StL0hfgEBGI2dFL44AZPM64wa9UOV0d1kJvzhEsXzrJt51uMGz+B0ucllJU+R+HhwYHDR2hvbeX82VOoVCqWr1rj6rh2A3M/vH+P1KuXWbFqDYlJ4zEaDVRWVrg6poOBme9k3CLn8SM2bd1BUHAw9zIzKCzIIy5eWhXS88Jc7ly/zNJ1W4mMSeDslx8RHBbJhl0HkcvkPL5/m5SzX7F13/uS6riD4zGPjYunIC+X82dP8aO//K+ujjakgWXk9s10nj59wuatOwgKDiHrXiaFhfnESaxDVpCbQ+qV82zcuouEpPFUlD6nsrwMX18/du87TFtrCxfOnCAkNIypM2a7Ou4gRflPSU+5wNpNO4hLHE9l+XNXR3qpgWXlZnqaqyONaKi2pk9Z6XO++foYK1evY+bsOS5MOby8p0+4euk8m7fvImncBMr65ZeC4dpyf/8ADr7zHlUVFVw4d5qqygpiYuN45/0Pyc99yqXzZ4lPSCIgIEB6+ctK8fXz48DhI7S0NHP6m68JDQtn5izplJH+/dTomDg++d0vCY+MYu+h9+nq6iT10jnSUy6xdtM2V0d14I59P3ftQ8HQ9Ud5WSlKLyV79h1ydbwh5T19wpWL59iyfTcJSeP4xU/+kWkzZ7N1x24sFgs11dXIkOadBgP7fhfOnsZoNLJ5m+0cTKVSuTiho9ynT7h84Rxbd+wmJCSUG9evuTrSqPQ/zolJ47ieepWC/FxmzLT183p6esjPfcqylatdnNSm/3FOGjeeB1n3qCgvY+LkKVRWlKNS+VBRXmZ/fUV5GbGxcS5M/MLA+i84OJRPPvotSePGkzR+AmdPfUN8QqLkBuMK8nJIu3qB9Zt3YjIZSU+9xNIVa1F4eNif9/XzJzo23rVBBxh4vOPiE+3Pmc0mvvr8MyKjo52Wx2UDco8fZpF5M42tu/YSFSONL8NwKgqzeZadwcwV2wgMs/3jRCUlv3iBn5qJc1Zw99Ixus0mPDylcaX0QdZd0tNSeWvvAYcrLnKFgs1bd+Dp6UlISChLl68iLfUKy1aulsRtfkPlvn3zBvMWLGLu/IX210VERrko4WBDZc66m8nCxUuZOGkyABs2b+V5yTMXphys4MkDHt65warNuwmLiqWk4ClWq5VFqzbay8Li1Zs59rt/o66qnMhY6XSEhzrmyt6rdn5+fi5MNrSh8j7IusvCxUuZ0FtG1m3YTElxsQtTDpb9IIuMm9fYtnsf0f3qaqW3NyvWbkQul6MNCiY+cRwV5aWSG5DLeZTF3dvX2bTjbSKjpd3W9Bmu7paqkfIW5udx7sxJNm7ZxmSJzoJ/eP8et9KvsXPPfmIk0jnvb7jj661SsXbDJmQyGUFBwdzJvIXZbGbRkmUALFy8lMzbN6msKGdKsuuO/bD5vb1Zt2EzcrmcoOBgEseNp6z0uWQG5Ab2U58+fojF0s26Tdvx7J0Rt3zNBs598yWLl6/Cx1ca7Y479v3ctQ8Fw9cfnp6erN+8TXIXMsGW+eb1VHa9vZ+Y2Hi6urowGo0kjRuPJlALQFBwiItTDm2osuLh6YHF0i3Rvt89blxPZffb+4mNi6ettdXVkUZlqOM8acpU8p7m2AfkykqfYzAYmDhpiguT2gw8zgAxsbGU9w7IlZeVMm3GDB4/ekhTYyOawECqqypZsGixa4Mz9LEOCw9n2YpVXDh/hslTkmlva2XP3gOuDTrA44dZZN5KY+tOWxvZ3d1NeuolSp4VMn6irUzkPX3M5OTpLm9j+hvqePfVHVarlZPHz6FUKtmwaavTMrlkQK64MJ+uTj1vHThCWESkKyKMWn15ESZjF3PXvY06KMz+eHtzPSWPM+lobaTbZMRqtd2LaOjswE8d5Kq4dgX5uXTq9Rw+8sGggavQ0DA8PT3tP0dFR2MymWhvb3P51PShcuv1enS6DkleFYWhMxsNBnQ6HZFRL0bX5XI54RGRSOW+1fJnBRi6Otmw6xDBYREAtDTV09HWwhe/+YnDay3d3XS0tzo/5DBGKt9SNFwZ0ev1RPbLbysjEfb6xNWKCvLo6tTz9sH3BtXVQcEhyOUvNur29fWjqbHe2RFHVFJka2t27nuX0HBptzV9/hTKdp/qqiqKiwrZ+dZeJkyc5KKEIyssyKNTr+fAO+/31s/SMtLxDQ4Odejk+vr6ERzy4iRaLpejUvnQ2al3Wt6BXpa/fx3i5+dHQ7006pCh+qnNTY0Eh4TZB+MAIqKisVqttDQ3S2JAzh37fu7ah4KR64/gkFBJDsYVFuTaM/cdb5VKRfK0GXz9xWfEJSQSF5/IxMlT8PPzd3FaR+7aPh569323yNtnuOOcPHUan3z0Ozo6OvD39yc35wlJ4ya4fAO14Y5zTGwc2Q8fALbZcMtXrqa5uZny8lIMhi4sFgtR0bGuig2MXKbnL1xMUWEBD7Lu8fb+Q6h8pLMslkMb2du/9vDwYOLkaeTlZDN+4hTq62pobmxgy869Lk77wsvqkPS0FKoqKznywXcd2suxJn/5S968kNAwVD4+5OVkS+bEczj+gSF4KVVUP8u1Z7V0m3l47SQenkqmLt7A/A37mLF8CwDWnh5XxrULC4vAx8eXx9kPJX+M+xsqt4eHy5c6HJG7HuvA4DCUKh+e5T+x5+42m9GGhLNl33sO/+049F0Sxrv+Clgfdzvm7pa3T0hYOCofX3KfPBqUu/+JNIBMJpPcZwsOCcNb5UP+U+m3NX3crayMlFcTGEhQcDBPsh9isVhclHBkoaHh+Pj4kvN4cBmXgpGOr0IxuAsnlw8YAJDh0s/1avmlU4e4Uz+1P3erP8A9M/cZqf5w5sncqwgNGzrzpq07OPjuB0RFxVCQ95Tf/foXVFdVujDpYO5WVsJ6j/WT7BfH2n4RpV/+Hom1j8Md54jIKDSBgeTl5mA2myksyGPK1GkuTGoz1HEGiImLp7GxgebmJpoaG4iOiSU2No6KsjIqyssIj4h0+fd0pDKt1+tpbm5CJpPR0tzkooRDG66NnDJtJhVlz9F1tJOX85jomHgCJLQG+UjH++mTx9y7k8mut/fh7+RlPlwyIKfWBLJz72FKigtJT7nkigijpvLXMHvNbhqqSijIug6Avr0Fs9HAuJmLCQyNwletxWTocnFSR5rAQA4cPkJxYQFXL11weK6+vg6z2Wz/ubqqEi8vL0l8YYbKrVQqUas1lJVKc92nITN7e+Pn5+fQmenp6aG2ttpVMQfxV2tYv2M/Fc+LuHfjKgDakDA62lrwVvkQoA50+M9LqXRx4hdGKt9SNFwZ8fX1paa6yv46WxmpcVXMQTSaQHbvs9XV1yVeVw8lQBPI9rcPUfqsiJvXLrs6zqj8KZTtPj4+Puw/ZFsf7NSJryU5KKcJDOTtg+9QXFRA6pWLro4ziLuVh4HcNf9Q/VRtUDCNDXWYTSb762qqKpHJZARqta6K6sAd+37u2ocC6dcfQ9FotOw9+C7FRQWkXHbMHBYewYLFSzn47gcEB4eQ9zTHRSmHNlz5VsgV9PRIb4BOE6hl/6F3KSoq4Grvse6b5aTT6eyvq6+vdUm+4YxUj0xJnkZuzhOKiwqRyWQkjXP9GvBDHWeAkJBQvFUqMm7dIDQsHC8vL2Li4qkoL6O8rJTYONcvUTHSsb5w9hQhIaFs2b6TtFTbhitSodYEsvPt3jYy9cX5QXBIKKFhETx9/JDC/KdMnjrDhSkHG+54V1Xa1uHdsHkrUVHOWzuuj0sG5AACtUHs2neYZ0X53Ei1nSg9K8rn09//ylWRhuUbEMicNbupryim4H463j5+yORyKgqz6dS10VBZwvOcu66OOYg2KIj9h49QkJ/nUEH1WCxcOHeaxoYGnhUXcTM9jdlz50nm/u6hci9ZvoJ7dzLIuneH5uYmamtquH/vjouTvjBU5jnzFpCZcYvCgnyaGhu5fOEcRoPBxUkdBWi0rNuxn/KSQu7dTCFh/BSU3irSzp+grrqCjvZWaqvKuXvjKnpdh6vjOhiufEvVUHlnz51P5u2bFBXk09TUSMrlixgMBpDQQsqB2iB273+H4sJ80lPdY1CrP01gENv3HOJ5UT630q64Os6o/CmU7T6+vr7sP3SEpqZGTp88To9EZpH3p9UGsffAOxQV5HPtqvQGnt2tPAzkrvkH9lMnTJ6KQuHB1QtnaGqop7K8lPSUS0ycMk0St6v2cce+n7v2oUD69cdQtEFB7Dv4LkUFeaReuURrawvpaSlUV1bQ1tZKackzWluaCQoOdnXUQYYqK2qNhob6OpqaGuns7JTUxR9tUBD7D71LYX4eKVcu4enpSWRUFHcybtHU2EB5WakkN3kYrh5JnjqdutoaMm7dYOKkKZK5i2ngcQbbbMSYmFhyc57YB99CQ8OwWLopK30umTVjhzrWD7LuUlVVyZbtO0meOp3xEydx9uQJSZXtQG0Qu/b2tpH9LnpPmTaT+/cyACuJ4ye6LuAwBh5vnU7HN18fY3LyVBISx6HT6dDpdHTqnbfch0u/RYHaIHbuPcw3xz5FJpMTFBJCq8SmZPbpG5S7n3IcmUxG8sJ1FGdnUFGQjb82hPGzlpKdftbVMQcJCgpm/+F3+fzTPyKX2zpdcfEJBAZqOfrJH7BYLEyeMpUly1a6NugAA3OvXrsBS3c39+5mcu3qZXx8fCSxiGh/AzOvXL0OnU7HuTMnkclkTJ8xkwkTJ2M0SqtDqQ4MYt32/Vw+9TkymYwNuw7wIOM61y+exGw24ePrT3h0rMO6OVIx8Jj333RAioYqI3q9jrNnTiKXyZgxaw4JiUnIZS67VjKkQG0Qu/cd5vgXn0ji5O1VabRBbNtziNNff+o2+QeWFS8v6cxQHcpQbU0fPz8/DhyyPXfm5Am27dw96JZnV9MGBfP2gcN8efQTZBL7/sHIx9cduGv+gf3U7XsOcCP1Ml9+9gc8PDxJmjCRpSvXuTrmIO7Y93PXPhRIv/4YijYomL0H3+HYZx9jNBowGg2cepKNoasLXz8/Zs6exwyJbLAy0MCysnDRUsrLSvn497/BZDJx4PARSW2IFBQUzP5D7/D5px8jk8nYtGU7F86d4Y+//w3aoGBWrl7Dl59/5uqYgwx1Lhao1RIRGUVNdRVr1m1wdUQHA4/z6rXriYmNo6iwgJjeXT5lMhnRsXGUFBe5fP24/vof6472dkqeFbFp63b7DOb1G7fw+9/8khvXU1m5WjptTqA2iJ1vH+abL21t5NKVaxk/KZkb164wYWKyZAZsB+p/vCsrytHr9eQ8zibncbb9NQFqNT/88V85JY/MOsqb8Jv03WOd5Y3Lr5bWjJ7RmpMQ6OoIgsRVt0jrFunRigyU1lb0UmO1Wvntr37BxMlTWP4tt5HvMknnKtqrMHVLbwbVy6h9xn4NkuvXrlJRXs7hIx+M+d+Ssm6L+5UPAI8h1nsTxobe6H79VQBf5diduJw7cxKjwcDut/eP2d9whjf1Ody1HnGXC0r9KdxoAL4/d1ijbijuWEbEsXYuvWFs28j2tlY++d2/8/ah9wnt3TTw2/L1lubA3suMNrZ7fjpBEIQ/AW1trTwveUZsbDwWSzf3s+7S2toiiUVyBWmwWq20trZQ9vw5oeHhro4jCIIgCIIgCA4sFgsGQxeZt64TFhH1xgbj/jMQA3KCIAguIpPJyHmczbWUK2C1EhwSyv5D7xIcHOLqaIJEGI1Gfvfrfyc8IpJFS5a5Oo4gCIIgCIIgOKipruTkl5+iCdSycdtbro7jVsQtqxIkblkVXkbcsiq8jLhl1XmcccuqYOOut5qJW1adR9yyKryMu9Yj7niLnLhl1bncsYyIY+1cY33L6lgQt6y+hj/+x8/paG8b9Pi0mXNYsGQFd26nU1FaQkdHOyqVD4njJrBg6QqUSm+H1+flZPMo6y6tLU14eSkZN3EyK9ZufCMZK4seU1n0hC5dOwB+6iASps0nODLe4XVWq5VHaadpqilj+rIthMYkOTxfXZJLef5DOttbUXh6ERY7jknzVgHQXFdJef5D2pvq6Dab8PHXEDd5NhEJk97IZ3gdmbdvcv1aCnPmLWDt+jdzLJ1B5B69uuoKnj68S3NDLV2delZs3EVs4ottyT/59/855O/NXrSC5FkLAGhqqOVBxnWa6muRyWTEJk1g7pLVeHq+2NhB39HOneuXqa0ux8PTi6SJycxauMJpi7Vn3LpBYUE+zU2NeHh4EBUdw4rVawkKkt6uYEN5kHWXO5m30et0hIaFs3b9JiKjolyWR9fRzq3rqZQ9f4a524xGE8jaTdsIC48EoLgwnyeP7tNQV4vB0MWBdz8kJGzoWyitViunj39B2fNnbNn5NklvYJel6spysrMyaaivpVOvY8O2t0gY9+J9rVYrWRnp5D15hNFoJDwymmVrNqIJ1Npfc//OLcqfF9PUUIdcoeCDP/uvg/5OfW01d25eo6G+FpARGh7BwmWrCQ4J+9af4XW4S903VM7u7m5Sr14iL/cplu5uEhLHsX7jZnz9nLMj5Z0M2w7Gzc1NeHh4EBkVzfKVa9D21hFtra389lc/G/J3t+58y75xUG1NNTfSUqirrQFkhEdGsnzlGkKHKf9joaK8jDsZt6mrrUan07Frzz4mTHzRlzCZTFxPvUphYT6Gri7UGg1z5i5g1py5Tss40M30NG7duO7wmDYoiO/+4Md0dXVxM/0apSUltLe3ofLxYcKESSxbsQqlt/cw7zg2dB3t3E6/RtnzZ3R3m1FrAlmzcau97jOZTGSkp1JSXIjB0EVAgIYZs+cydeaLBe/1eh23r6dQUfock8lEoFbLnIVLGTfBdf09kF47M1pSyv2yegTg8aMH5D3Nob6uBpPJxI/+6m/xHlCOm5ubSE+9SlVVBT0WC8GhYSxZtnLMNh+oKC/j3p3b1NXWoNfp2PHWXsb3K496vY70aymUPn+G0WAgOiaONes3EqgNsr+mu7ubtJTL5Oc+xWLpJj7/qNX0AAEAAElEQVQxibUbNuPrxF2FH96/x8MHWbS1tgIQHBLK4qXLSRo33uF1VquVr744yvOS4kH141irKC/jbuZtanuP9a639jK+39+3Wq3cTE/j8aOHGI0GoqJjWLdxM9p+x7qrq4urly/wrKgQmUzGhEmTWbNuI14S2lBNqv2Rjo52rqemUFJSTLfZjCZQy6at24mIeFGHX7+WQlFf+6jWMHvefGbNdl37OBwp1X1//M0w4zkz5rBi7UZOHPuE6spyh+eSp89i1brN9p/raqvJuHGN+roaZMgIDY9kyfLVBIe6pk89FCmU6zEZkNt7+H16+o12Nzc2cOqroyRNmIxe14Fe18GSlWvQBoXQ0d7GtSsX0Ot0bNrxYnrjw6w7PMrKZPGKNYRHRGE2m+hoG1woXpdS5ce4GUvw8ddgxUrN8zyy08+yYOMB/DQvKsjygkfDvkdZ3gPK8x8yftZSAoLCsHR3Y9C3259va6zBXxNM/JS5eHmraKwq5WnmFTy8lIREJbyxzzJaNdVVPHpwnxAJfQlGQ+R+Nd1mM4HBoYybPI3rF08Oen7Pe3/m8HNV2XMyrl0gNtE2uNGp7+Dq6S+JHzeJ+cvWYjaZyLqVyu2U86zYuBOAnp4eUs99jbePLxt3H6JLr+dWyjnkcgWzFi4f648I2DpAs+fMIzwyEmtPD9evpfLl0U/5zvf/TFIdmKHk5eaQevUy6zdtITIymqy7mXz5xad89wc/xtfX1+l5DIYuvjr6R6Jj49i+Zz8qlQ+tLc0OF0nMZhOR0TGMnzSF1EvnRny/R/fvvvGM3WYzQSGhTJo6g0tnjg/+m1mZPHmUxaoN2wgI0HDv9nXOnfiCfUe+Z9/lqcdiIXHCZMIiosh/mj3oPcwmE+e+OUZ84niWrd5IT08PWRnpnDvxBYc//DEKheKNf66RuEvdN1zOlCsXeVZcxM7db6NUKrly6QLfHP/SaRtTVJaXM3P2PMIjIujp6eFm+jW+PnaU9z/8AZ5eXvgHBPCDH/+1w+88fvSAe3czSEgcB9g68sePHSVp/ATWrN9ET08Pt29e5/iXR/nen/2l08qEyWQiNCyM6TNm8s3xLwc9n3rlEmVlz9m2YzdqtYbnJc+4fPEcfv7+jJ/w7QfEX1dwSAj7Dr5r/7nvgo2uowNdh45Va9YRFBJCe1sbly6cpUPXwa639jotn8HQxfHPPyYqJo7tb+1DpfKltbUZb+8Xs7lvpl2hqryMdZt3EKBWU15awvWrF/H18ydh3AQArp4/jdFoYMuut/FW+VCY95RLZ06gPvzBsBcuxprU2pnRklrul9UjAGazmfjEJOITk7h5PXXI9zn51RdotFr2HngHDw8P7mfd5Zuvv+DD7/94TC5SmM0mQkPDmDZ9FqdOONYZVquVk18fQ6FQsPOtfSiVSttx/vxT3v/uD+19qGtXL1HyrIjtu/bgpVSScvkCp45/ycF3nbe5kL9/ACtWrSVQqwUr5Dx+xImvvuC9D79PSEio/XVZdzNx1YQl+7GeMYuTQ9TPdzNv8yDrLpu37USt0XDz+jW++uIzvvO9P7P3T86eOoFep2PvgcP09PRw/uxpLp0/y7adu539cYYk1f6IoauLzz7+A7Fx8by97yAqHx9ampsdBsRTr16mvOw5W7fvsrWPz59x5eJ5/Pxc2z4OJLW6b++hIcZzvj5K0sTJ9semTJvJgiUr7D97ery4Y8RkMnH6+BckJI1nxRpbn/ru7XROH/+cI9/7c6f3qYcilXI9JlNZVD6++Pr62f8rfVaEWhNIVEwsQSGhbN6xh4SkCag1gUTHxrNo6UqelxTR02ObQm4wdHHnZhprN21n4uSpqDWBBIeE2Ts+b0JIdCLBUfH4BGjwDQhk3IzFKDw8aWuqtb+mo6WB8rwHTFm4dtDvm00Gnj3OJHnResLjJ+Ljr8E/MJiQ6ET7axKS55E0YxGakAh8/DXETppJUEQc9RXP3tjnGC2TycSZUyfYuGXboKt2UiZyv7qouERmLVhGbOLQ3xeVj5/DfxWlRYRHxeKv1gBQWfoMuVzO/OXrUAcGERwWwYIV6ykvKaS9rQWAmopS2lqaWLp2K9rgMKLiEpk5fykFOQ+wWJxzq+TeA4eZNmMmISGhhIaFs2XbDtrb23pnsUjbvTuZzJg5m+kzZhEcEsKGzVvx9PDkSfZDl+S5fycDf/8A1m3aTnhEFGpNIHEJSQ6zyyYnT2fB4uXExo18MaGhrpYH9zJZu3HbG80Ym5DE/CUrHWbF9bFarTx5cJfZ85eQkDSBoJBQVm3cRqe+g9JnBfbXzVu8nBmz56MNDh30HgAtzU0YDV3MW7wcjTYIbXAIcxYto6tTj67jzV0QGg13qfuGy2k0GHj86CGr124gLj6B8IhINm/dQVVlBVVVlU7J9ta+g0ydPoPg3jpi45btdPSrI+RyOb5+fg7/FRXmM3HSFPsJaXNTIwZDF4uXrUAbFExwSCiLliynU6+nfYgrx2Mladx4lq9czYRJk4d8vqqqgqnTZhAbF49ao2Hm7DmEhoVTU13ltIxDkcvk+Pn52f/z8fEBICQ0lF179jJuwkQCA7XExSewfOVqnhUV2vuCzvDgbgZ+/gG22cARUQRoNMTGJ6LWvFg6pLaqiknJ04iOjSNArWHqjNkEh4ZRV1v94jXVlUyfNY+w3vpz3qKleCm9qa9zXXsktXZmtKSW+2X1CMCceQtYsGgJkZFDz2Tp7OykpaWZ+QuXEBIaRqA2iOUrVtNtNtPYWD8muROTxrN0xWqHmVp9WpqbqamuYu2GzURERqENCmbdxi10d5vJz80BbHX4k+yHrFyzntjeOnzj1h1UV1VS7aQ6HGDchIkkjRuPVhuENiiI5avW4OXl5ZChrraWu3cy2LR1h9Ny9ZeYNJ5lK1cPOSvParWSdfcOi5YsY/yEiYSGhrFl2050HR0UFeQD0NTYwPOSZ2zYso3IqGiiY2JZu34jebk5dHS4fvklKfdH7mTeIsA/gM1bdxARGYVGE0hCYhKB/fqv1ZUD2sdZtvax1sXt40BSq/sGjeeU9I7nRMfaX+Pp6enwGi+l0v5cS3MjRkMXCxavIFAbRFBwCPMWLaOzUz/kzDtnk1K5HvN7yywWCwV5OUyeOmPYe62NRgNeXkr7ldOK0udYrVb0ug4++/2v+MOvfsrF0yfoaG8f8ve/LWtPD7WlhVi6zaiDbVcyLd1mcm5dZOK8lShVg0elm2vKwWrF0Knj9tlPuPHN73h88zwG/cgVZ7fZiKeXcsTXjIUrF8+TNG488QmJL3+xhIjcY6urU09VWQnjJk+3P9ZjsSCXKxy+r4reK3gNNbYOUENdFRptCCqfF9+NiNgEzCYTbc2NTkrvyGg0AjjMbJAii8VCbU01cf3KhkwmIz4hkapK53Vy+yt5VkhoeATnTx3nN7/4F47+8TfkZD945fcxm81cPHeSlWs3Ou22RICOtlY6O/VEx74YLFQqvQkNj3ylDpdGq8XbW0VeziMsFovt5CQnm0BtEP4BmjFIPjx3qUOGy1lbW0NPT4/D40HBwQQEqKmurHB2TKBfHaEauo6oq62hob6OqdNn2h/TaoPwVqnIybaVCbPZTM7jR2iDglH3XsSQgqioGIqLCulob8dqtVJW+pyW5iYSEpNe/stjqKWlmV/82z/zq1/8G2dOnqB9hDsdjAYjXkql05Y9AHheXERoeAQXTh/nd7/4V774+Lc8fex48hMeFcXz4iJ0HbZjW1leSmtzMzFxL8p2eGQ0RQW5GLq6sFqtFObbbtOOiolz2mfpT4rtzGi4Q+6X1SNDUalUBGqDyM15jNlkoqenh+xHD/Dx8SUs3Pk7EVostjWk+mZnge04eyg8qOqtn+t66/C4+H51eFAw/gFqpw7I9dfT00Pu0xzMZjNRUTGArd9x5tRx1m/YjJ8T+x2j1dbail6vcyjTSm9vIiKj7MexqqrS9ljvLZYA8QmJyGQyl19UAWn3R4oLCwmLiOTUia/4+U/+iY9+9x9kP3Tsv0ZG97aPHS/ax+bmJuJd3D72J/W6z2KxUJA7eDynIO8pv/3Fv3D0o//g9o1rmM1m+3OB2iC8vVXk9vWpzWbych4RqA0mQAL9JymV6zFfIa+kqACjwcCkqdOHfL6rs5OsjJsk9+sAt7e12q4o3LnNslXrUCq9ybyZxqmvj3LgyHff2BRHXWsj9y5/RY+lG4WHJzOWbcVPbbtdtfDBDdQhEYRGD/1l7dK1Y8VKaW4WE2cvx8PLi2fZmTy4dpKFmw4iHyJjXVkh7U11TJ63+o3kH63cpznU1tZw5IPvOvXvflsi99grKcjB09PLYTZdeHQcWbev8fThHSZNn0u32czDDNs6QJ16PWAbyPPunenQR9U7cN3VqXdS+hesVispVy4SFR1DSOjQs5+korOzE6vVOmj6uY+vL01NrhnMbG9t4cmj+8yau4C5C5dQX1vN9dTLKBQKJk+dMer3uZF6mYjI6DeyZtyr6Owtc/0HiPt+fpXy6OWlZPvbh7h4+jgP7twCQK0JZMvuA04dJHCXOmSknHqdDoVCMeiqo6+vL3q9zlkR7axWK2lXLxMZHUNwyNB1xJPsh2iDgomKjrE/5qVUsu/gu5w6/iWZt28AoAnUsmffQaeWiZdZu2ETl86f5d9/9q/I5XJkMhkbN28jJtY1A0IAEZFRbN62A602GJ2ug1s3rvPZx3/gg+/9EKXS8cJkZ2cnt2+mM3PmbKdmbG9rIefRfWbOXcDcBUuoq60mPfUycrmCyb391hWrN5B6+Twf/fpntn9zmYzV6zcTFfNilsDGbbu5ePYbfvuLf0Eul+Ph4cnmnXscZhk7kxTbmdGQeu7R1CNDkclkvL3/MKdOfMlP/+UfkMlk+Pj6snvvAZdcRNT2Dqylp6WyfuMWPL28yLqbSUdHO3qdbWKBXi+dOryhvo5PPvod3d3deHl5sWvPPoJDbLvRp1y5SFRUzJAzAaWg71gNLNO+vn7oep/T63T4DOi/yOVyVCoVep3z28v+pN4faW1t4dGDLOYtWMjCxUupqakm5cpFFAoFU6fb+q9r12/k0oWz/PJnP7G3jxs2b3Vp+ziQ1Ou+kuICjEYDk5JfjOdMmJyMf4AaX19/mhrruZ2eSmtzE5t37AFsfepd+w5z/tTXZGXeBECt0bJ9j3P71EORWrke8wG53Jxs4hKS8PPzH/ScyWjk7IljBAYFM3/xi3WnrFYrPT09LF+9ntjeKzMbtu7k97/8NyrLS4lLeDMj2j7+gSzYdIBus4n68iKeZl5mztq36Opoo7m2ggWbDgz7u1asWHt6mDhnOUERti/01CUbSP/md7TUVRIU6fglb66r4GnmVSbPX+OwRt1Ya29vI+XKRfb1rlnhLkRu5yjOe0LChCn2GXAAGm0wS1ZvJuvWNR5mpiOTyZk0fTbeKl/J7ih0+eI5GhrqOeTEdU3+lFitVkLDI1m83HaxIDQsnKbGBp48ejDqAbmS4kIqyks5cEQajdvr6O42k3blPOGR0azdvAOr1Up2VibnTx7jrYPv4+Ex9rupuksd4i45+6RcvkBjQz37D7835PNms+1WrYWLlw16/NL5M0RGx7Blx27buoJ3Mzjx1RccOvIdPD2lscPu/ay7VFdV8tbb+wlQa6goL+PKpfP4+fu77Opv/0XXQ8PCiIyK5pc//wn5eU+Z0W/gzWg08vWxowQFh7Bk+UqnZrTVfREsWmbbjCskLJzmxgZysh/YB+SyH2ZRV1PFll1v22YHVZRz/eolfP38iem9hT/z1nVMBgM73j6ISuVDSXEBF8+cYPf+d19p4EaQtpfVI8OxWq2kXL6Aj48v+w+/h4eHB0+yH3Ly+DEOHfnOkOdIY0mhULBj99tcOn+Gn//kH5HJZMTFJ5KQOA4r0tvxUhsUzPsf/gCj0UBBfi7nzpzk4OH3aGlppry0lPc+/L6rI/5Jcod23mq1Eh5h22gJICw8gsaGBh49zLIPyD3Iukt1VRW7395HgFpDZXkZVy5dwM/Pde2ju8l9Mng8Z+r0F+14cEgovr5+nPzqM9paW1BrAuk2m0m9dI7wyGjWb9mJtcfKw6xMzp44xt5D7+Phov6TFMv1mKZob2ujsuy5w2YNfUwmI6ePf46nlxebd77tMOvNp3f3nv47GKl8fPFW+aDreHO3rcoVCnz8NQAEaENpb6qnoiAbucKDLl0b17/+tcPrH988jyYkkrlr30LpbRvB9lW/uPrp5e2Dl9IbQ6fjbastdZVkXz/LhDnLiUwcev2XsVJbU0OnXs9Hv3vxWaxWKxXlZTzIusvf/Lf/w+Wj1EMRucdeXXUF7a3NLFu/fdBzCROmkDBhCl2denuFmZedhX+AGrB9H5vqah1+p6tr6FlKY+3KxfM8Kyri4LvvERAQ4NS//Tp8fHyQyWTo9Y4ztzr1eqfuXNafr5+fQ30LEKgNprgwf9TvUVleSltrC7/+6T86PH7+1NdERsfw1v53h/nNb6/vynJXp97hVtmuTj1Br7A7alH+UzraW9m1/4h98HnN5p384d//hdJnhYybmPxmgw/BXeqQl+Xce+AwFosFg8HgMMNC74JynnL5As+Ki9h/6F38h6kjigryMJvNTJnmOJs/PzeH9rY2Dr77gb1MbNm+m5//5B95VlTApClTxzz/y5jNZtKvpbB7zz6SxttmO4eGhVFfV8vdzNuSOeHw9vZGqw2itaXZ/pjRaOTLzz/Fy8uL3W/vc/oiz76+Q9R9QcE8K7LVfd1mM5k3rrF5xx7ik2wDjMEhYTQ21PHwXiYxcQm0tbbw5GEWB977HkHBtlk7waFhVFdW2Daa6bfjnLNIsZ0ZDSnnHk09MpzyslJKnhXxo7/6W/vs0LDwCMpKn/P0yWMWLFoyFpFHFB4RyZHvfB+jwYClx4KPjy+ffvRbwntvm/T19ZNMHa5QKGybOvTmrqmuJuteJh4enrS0NPOTf/ofDq8/efxLomNiOfjOe07NOZS+Y6XX6x0GM/R6HWG9G774+vnZZ/r36enpoaury6nLfwzkDv0RPz9/e73bJygomML8PKC3fUxLZdeevST1rkUfGhpGXV0d9+5kSKZ9lHLd197eRmX5czZtHzye019Yb93R2tqMWhNIYf5T2tvb2HPwPXv/af2Wnfzm5/9MybNCJkwa+z71UKRYrsd0QC4vJxuVjw/xiY5bU5uMRk59/TkKhYItu/YOGp2MiIoGbAts+/nbGj1DVxeGrk77gMBYsGK17cI3bQFRSY6FJPP8Z0yYvcy+O6o6xLbmQ2d7K94+tgrWbDRgMhrw9n1R4TbXVZJ9/QzjZi4mepzzO+5x8Ql88N0fOjx2/uwpgoKCWbBoicsr0uGI3GOvOO8J2pCwYRe4hxeDa8V5j5ErPIiIiQcgJCyKnPuZdHXq7a+pqSjF08sLtdY5M0CtVitXL12gsCCfA+8cQdNvEW4pUygUhEdEUlZaYl8A2Gq1Ulpawpy5812SKSIqhtbmJofHWluaXqm+nTN/McnTZjo89tlH/8GyVetISBo/9C+9If5qDT4+vlRVlNq3UjcZjdTXVpM8Y/S3wHWbzchwnAUqk8lABlYnTRpwlzrkZTkDAgKQy+WUlZYwcdIUAJqaGmlvbyOy3y2hY8lqtZJ65SLFhQXsPfiOw0L9Az3JfkTS+AmDbhsym82DZgbLZLZSYnVWoXiJnp4e20YIA3PKZZLJCLYFlFtbmvHtHfTsG4xTKBS8tfeAS65Uh0fF0NLc7PBYa0uzve7rO7aDy4Dcfmz71swZ9Bq53GXHX4rtzGhIMfer1CPD6R6ujNgqkjcR87UpewfbWpqbqKutYely22zRsPAI5HI55aXP7ZvJNDc10tHeRmTveZqrWK1WLBYLS5evcphtC/D73/yS1es2MG78m9sI8NtQazT4+vpRVvrcPgBnNBqpqa5i1uy5AERFRWM0GKitqbYPiJb1rqceMcxGIc7gDv2RqOgYWgbc0tnc3ESAeuQ6XC6TVvsoxbqvz3DjOQM11tcBLwahbf0nx9fIZDJkMtf2n6RYrses92O1WsnPyWZS8nSHD2YbjDtKt7mb9Vt2YDIZMZlsC6SqVD7I5XICtUEkjJvAjdQrrFq/GS8vLzJuXCNQG/TGFsgtfnSLoMh4vH38sXSbqC0toKWuklmrdqJU+Q65kYO3jz8qP9sX3DcgkJDoRAruX2fy/DV4eHpR/OgWvgGBBIbZGqrmugoepZ0hduJMQmPGYeydQSSXK/BUOmc3D6VSOWhNLU9PT7xVKkmvtSVyvz6z2URH726oALqOVpob61AqVfj2DnCbTEbKnhUwd/HKId8j/8kDQsIj8fT0oqailPsZacxauAKv3nIbEROPOjCIWynnmL1oJYZOPY/u3mTi1NkoFM45qbpy8Ty5T5+w++39eHkp0fWus6FUKiVzG9lw5i1YyLnTJwmPiCQiMoqsu5mYzWam9VtL05lmzVnAV0c/4l7mTcZPnEJdTTU5jx+yev2LmR2Gri462tvs66G0tNgG8Hx8HXepHMg/QP1aJzADmU0m2lpflOv29jYa6+tQenvjH6Bm2uz53L9zC7UmEH+1hnu30/Hx9Sc+6cV6dh3tbRgNBnQdbVh7rPbOg1oTiKeXF9FxCWTeSOVG6iWmzZyL1Wrl4b0M5HI5kdHOWWtECnXIaIwm5/SZs0i9chlvbxVKpZIrly4QGRVNlJNO5lIuXyA/N4cdb+3Dy0tpX4vHa0Ad0dLSTGVFGbv3Dl6mIi4hkfRrV0m5fIFZc+ZhtVq5m3kbuVxOTFy8Uz4H2Aaz+g8ctbW2UFdbi0qlIkCtJiY2jrTUK3h6ehKgVlNRVsbTJ49ZvXa90zIOlHr1MuPGT0Ct1tCh6+BmehoyuZwpU6ZiNBo5dvQTurvNbN2xD6PRaF8s38fHx2kd4plz5nP88z+SlXmLcRMnU1dbzdPsh6zqrfu8lEoio2O5dT0VhYcnAQFqqirLyM99wtKVawHbwtVqTSBpV86zZMUavFU+lBQVUFFawtbd+5zyOYYitXZmtKSWezT1iF6nQ6/X0dLbRjU21OPl5YV/gBqVSkVEVDRKb28unj3FwiXL8PD05Mmjh7S1tpKQNG5McvcNgPdpa22lvq4Wb29bnVGQl4vKx4eAADWNDfWkXr3IuAkT7QvdK729mTZjFtdSLuOt8sbLS0nqlYtERkU7dUDu+rWrJCaNJyBAjclkJPfpE8rLStl74LB99+aBAgLUTr1IazKZaOl3rFvbWqmrq0XVe6znzl9Axq0bBAZq0Wg03EhPw8/f377uXVBwCAmJSVw8f5YNm7ZgsVi4evkCk6dMxd/fubcz9+cO/ZG58xfw2cd/IOPWDSZNTqamporHjx6wftNWwPYZYmLjSEu5iodHb/tYXsbTnMesWuO69nEoUqv7oN94zhTH8Zy21hYK83KISxyHt7eKpoZ6bqRdITI6luDeO1Ni4xK4nZ7C9ZSLTJ9l6z89uHsbmVxOtIs2PAJplmuZdZRDlE367ld64/LSEk5//TmHPvgBgf1mzFSWl3Hyy0+H/J13v/sj+64bJqORG9euUFJUADIZUTGxLFu1/pWmiedXD7/jaW7mVZrrKjB26fHwVOKvCSZuyhyCImKHfP3Voz9l+rIthMa8WL+u22yk8P4N6iueIZPJ0IRGMXHOcvsMuacZV6h5njfovTShUcxdO/y0zzkJY9uIHP3kI0LDwlm7fuOY/p03TeR+obqla9jnaqvKuXLqi0GPJ06cypI1tpOMwqePyLqVyp4jP3LYorrPravnqCx7RrfZjDpQy5SZ80kccLuerqONO9evUFddjoeHJ0kTpzJr0YoRT6QiA9/c4sX/8Pd/N+Tjm7fuYNqMmW/s74yV+/fucjfzNnq9zl4+3mQnt8tkeaXXP39WZFuQtaWZALWGWXMXMLXf7LLcnGyuXjgz6PfmL17GwiUrhnzPn/7j/8OWnW+/0iYPpu6eIR+vqijjzNefDXp8wpRprN6wzbYRUEY6uU8eYTIaCI+MYdmaDWgCX7Q/qZfOUJj7ZNB7bNtzyH6xp6LsOfczb9Dc1IAMGcGhYcxfspKwiOGvUqt9xnYA2F3qvoE5u7u7Sb16ibynOVgsFhISk1i3ccu32gmv2zJ0+RjKP/+P/3vIxzds3m5fWwbgxvVU8p4+4bs//Ish18ksfV5Cxq10mhrqkclkhIaFs2T5qlf6vnoovt0AU3lZKZ9/+sdBj0+dPoMt23ai0+m4fi2F0pJnGAxdBKjVzJg1h3nzF7ps7c9T33xNZXkZXV1dqHx8iI6JZfnK1QQGaof9PAA/+NFfotZoXvvv6o2v1l99/qyIjBvXaOut+2bOXUDy9Fkv3k+vIyP9GhVlJRgMBvwD1CRPn8XMOfPtx7a1pZnb6anUVFViNplQBwYya+5CJiVPG3UOX+Wbv5g11u3MWBnr3G+6Hrl94zoZt9JHfE1tTTU3069RV1NDT4+FoOAQFi1Z/koDcq/yXS4vK+XLox8Pejx52gw2bd3Bg3t3uHcnA71eh6+fP8lTp7No6XKH28a7u7tJS7lMfm4O3RYLCQlJrN2w+ZVuo1TIv139c/7sKcpKn6PX6XpPpMNYsGjJsDtI/8Pf/x279uyzzzJ6Xa8yg6e8rJQvPht8rKdOm8Hmbbb1aG+mp/H40QMMBgPRMbGs27AZbdCL/klXVxdXL12guLgQmUzGxImTWbN+I15eXq+Ue6zr+7Hoj3zb2VLFRYWkp6XS0tyEWhPIvPkLmTHrRf9Vp9ORnpZCaUmJrX0MUDNj1mzmfsv2cSyOtTPqbL1h9G1keWkJp49/zqH3HcdzOtrbuXLhFE2NDXSbTfj5B5A4biLzFi51OK8sLy3hXsYNmpoakMlkhISGs3DJSsJfceanr/fYTvYYq372aGOP2YCcFIw0ICdlYz0gJ7i/kQbkpOxNDsgJI3vVATmpGG5ATsrGekBOeOFVTqSl5NsOyAmj96oDclIxFgNywtDctR6R6sZaI/m2A3KuIqXbGV+FO5YRcayd61UG5KRirAfkxspoY4seoiAIgiAIgiAIgiAIgiA4kRiQEwRBEARBEARBEARBEAQnEgNygiAIgiAIgiAIgiAIguBEYkBOEARBEARBEARBEARBEJxIDMgJgiAIgiAIgiAIgiAIghOJATlBEARBEARBEARBEARBcCIxICcIgiAIgiAIgiAIgiAITiQG5ARBEARBEARBEARBEATBicSAnCAIgiAIgiAIgiAIgiA4kRiQEwRBEARBEARBEARBEAQn8hjtC6uau8Yyx5jIaWpzdYTXMjte4+oIr0Umk7k6wivrtvS4OsJr+fJJtasjvJa/Wp7k6gj/aai8FK6O8FrO5Lpf2d47M8bVEf7TeFand3WE1zI+3M/VEV6LXO5+7Xqn0eLqCK/FVznqLrnwLXko3HM+gqXH6uoIr6zHDTMDGMzuWY94e7pf388d2xl3Vlync3WEVzYjTuPqCGPKPVskQRAEQRAEQRAEQRAEQXBTYkBOEARB+P+z999RbWV7gvf9VUBCAaEAImdwwJjgnHMO5VBVduWqW+nWDTO35+lnZp55w7NWP/P2zNzu6e57++bYlcvlclU5Z5xztsE4YGNyzggEiu8fAmEMNuAykqjen7W8ln2QxE/H++y9z+/sIAiCIAiCIAiCIPiQSMgJgiAIgiAIgiAIgiAIgg+JhJwgCIIgCIIgCIIgCIIg+JBIyAmCIAiCIAiCIAiCIAiCD4mEnCAIgiAIgiAIgiAIgiD4kEjICYIgCIIgCIIgCIIgCIIPiYScIAiCIAiCIAiCIAiCIPiQ3xJyJ/du5ca5o/769cPScGE/rbcu+DuMYfvi04/IPXQAgN//5pdcunDOzxENzeeffMjhg/v9HcawfPnZxxw9fOCxP//Tb/+VyxfP+zCiobHdOIjj/iV/h/FUHi4ndrudb7dt5V/+8X/y87//Ozo7O/0cXX+jsVxD37h/9+tfcHGU1CM9qs7upeGmJ+ayI1tpeXDTzxEN7uFzPhrKzWgvIyf3beXGeU9/5MBXf+bezSt+jqi/LZ99xJFDj29jAt1oKMeP2vvNZ5w7cdjfYQzbaDzXozHmh43G+EdrnTLa4v5myyecOHLQ32EM22g7z6PxGuwxWmM/f3Abty4d93cYwxaI51vu7wAEQRC+q/wb1ygvK+G1N99BpVajVCr9HZIQgKJnr0UiD/J3GMOy4YXNSKViMLsgCIIgPOwPv/0lk6dMZ8q0Gf4ORRAE4amJhJwgCKNeU1MTprBwws1mf4ciBDCZUuXvEIZNpRp9MQuCIAgeTqcTmUzm7zAEQRCEACUScsNkrbxPe8ktnO0tSGRyFMYoQsZNHRU3ejabjZ3bv+Z+4V2UymBmzJrDpClT/R3WEzkcDk6dOEpBfj4dHe2E6HTMmDWHrOxJ/g7tsTra2zmwdxelJQ9Qa7TMmbfA3yENidvlxFl8DWddMThsSDR65Ik5SPWR/g7tiT7/5EPKSksA+Pnf/x1x8Qm88vpb/g1qEJa2Nvbt8ZQRjUbLvAWLOH4slynTZjA1wJ/0Oux29u7awZ3bBSiDg5k1ex7Zkyb7O6whKTuyFV3SBEKTJvg7lCH7/JMPMUdEsmTZCn+H8lSuX73C0dyDrH9+E4lJyf4O53vhD7/9JZlZOTQ2NlJ45xYqlZrFy1YQHRPLgb27KCl+QKjewMrVzxEZFe3vcPv53a9/QXbOZJoaG0dNPdLV2cm5E4coK76H0+kkMjqeGfOXEKo3+ju0J/rdr39BZlYODfX13Cu8g1IZzMzZc5g0ZZq/Q3us9vZ29u3eSUlxERqNlrkLFnLi2JFR0T5C7zlvamqk8M5txowbz+q16/0d1hNdvXyRyxfP09baglIZTExcPOs2vujvsJ5oy2cf0drSwtHcgxzN9UwJ/c//7f/2c1RP9qv//fesWvcCKWljvcf+8Kv/zbyFSxmfkeXHyB7vxLFcSosf8Npb7/Y5/uFf/sCYseOYNWe+nyIb2OWLF7h29RLvvP9jAO7euc23275k2YrV5EyeAsCWzz4mOiaWeQsW+TPUfhrq6/nwL39g5ernSM+YCMCtgpvs3bWdN99+n7DwcD9HOLB7N85TXVLInLWv9Tl+es9nmGOSScue6afInqy0pJgvPv2o3/GMzCyf19kiITdMbpeLkNRsZJpQXLZO2u5cpCX/NMbJS/wd2qAunDvDjFlzmDN3AQ+K7pN7aD9Gk5HEpBR/h/ZYe3Zup6KijCXLVmCOiKS5uQmrtcPfYT3R/j07sVjaePHl15HJZBw5tJ+OjnZ/hzUox/2LuDtaCBo3F4lChbOhDHv+EYImr0Gq0vk7vMfa8MJmjh85TF1dLRte2DwqnkTv3rUda0cHL7/2JlKpjCOHD9DRHvhlBODC+bPMnbeQmbPncud2AQf37yEuIQGTKczfoQkB5vzZ05w/e5pNL79OdEyMv8P5Xrl04TxzFyxi1uy5XLpwnj27thMTE8vEzBzmL1zK8WOH2btrOz9470dIJBJ/h9vPaKtHTh7eTWtzE0tWv0CQQsGlM8c4tPMrNr76LtIAb3MunDvDzNlzmTNvAQ+K7nH44H4MRhNJyYHZ99u7azuWtjZeeu1NZFIphw/uHzXtY48L588ye848Zs8NrGTFQKqrKjlyaD+r1m4gOjaWTquVirJSf4c1qHUbN/HRX/5AZvYkMgP4If1olz5hIufPnqapqRGDwfMAor6ulrraGtZtCLykbXxCAocP7qOjvR21RkNZaTEqtZrS0mJyJk/B6XRSWVHOjFlz/B1qP6awMBYuXsbB/XuIjYsHiYSD+3Yzf9GSgE3GAcSmpHMv7zwt9dWEhnkGcbQ21tLWVE/OvDV+ju7xYmLj+MnP/tb774b6OrZ9+TlxcQk+j0UsTDNM6tg0lOGxyNUhKPTh6MZNw1Zfgcth93dog4qJjWPGrDkYTSYmT53G2HHpXLoQeBsN9GhsaOD2rZusWrOOMePGozcYSExKZnx6hr9De6zGxgYeFN1j2co1RMfEEhEZxbJVa3E4HP4O7Yncne24qu8TNG4u0lAzElUI8th0JKFmXDX3/R3eE6lUKuRBQchkMrRabcBP8Wuor6fkQRErVq0lOiaWyKgoVq5+LuDLSI+UlDQmTZmKwWhk+szZno5OcbG/wxICzLEjh7h04Rwvv/6WSMaNgOSUVLJzJmMwmpg5Zx62ri4io6IZOz4do8nE9BmzaWiopz1AExmjqR5paW6k9ME9Zi9eSWRMHKbwCOYve4729jZKigr9Hd6gYmLjH+r7TWfs+PSA3eSrsaGBovv3WLF6LTExsURGRY+q9rFHQkIS02bMwmAwepMYgaq1tYUghYKU1DRCQ/VEREYxaep0f4c1KJVKhUQqQaFQoNVq0Wq1/g7peyks3Ey4OYJbN/O9xwpu5hEVHYPBGHhlOyzcjEqlorR75kxpSQnTps+krMTz76rKCpxOJzGxcf4M87EmTZlKbFw8u3Z8w95d24mMjmFyAI9oBgjWhBAWFU95UYH3WPn9AowRsahDQv0Y2ZP13DdqtVpkUin79+xiYlY2mdk5Po9FJOSGyd7SQNOVXGqPb6Pm8Gc0XvTsQOPqDMxO78OiY2L7/buhvt5P0QyupqYaiURCXLzvM9VPq7G+HqlUSkRklPeYyRSGUhnsx6gG5+poAtzYLu2k6/QW7x93Sw1uq8Xf4X2vNDZ4ykhkVG8ZMRiNBAcHdhnp8fA6fRKJBI1GOypGgAq+c/HcWa5fvcKrb7xNeLhY13EkhJsjvH/XaDSeY+G9x9TdxwL12hxN9UhLYwMSqZTwiN7pv8EqFaF6I81NgduH6hET27fvFxPAfb+G+rru9rH3XJvCwlCOkvaxx8Pte6BLTExGpwvlT7/7FXt3fktBfh52e+APMhB8J33CRG4VeBJybreb2wU3SZ8w0c9RDaznvrGspJjOzk4a6uvImTwVp9NBQ309ZaUlREXHEBQUuBt8rVyzjrraGmqqq1i9Zl1AjnJ/VFxqBlXFd3E6HbicTqqK7xCTku7vsIbE6XTy7ddb0YWGsmTZSr/EIKasDoPLYafx8iGUYdHoM+ciDQrG2Wmh6fJh3C6Xv8P73gmSi+LpM04HICEoZyUSySN5epn4fxB6PTo9S4KngyYIPWLj47l/r5Dbt24G5LSQ74OHd97t6axLZQ8dw3MsUK9NUY8I32dBCoW/QxgyhVLJG2+/T1lJMcUP7nP65DHOnDrOa2+9O2oeFI4ufes5lzPw7x/Hp2dw/OhhaqqrsDvstLa2MHZ84K7FG5eQyPWrlykvLcEcEYlSqSQuPoHSkmJKS0sCfqBHbU01drsdiUSCxWJBGxLi75AGFR6bjFQqo6b0PlKZFLfLRWR8mr/DGpKD+/bQ1trKGz94t0/fypfECLlhcLa34rZ3EZI2GYUhArnWs47caFFVWdHn35WV5ZjCAnO9FvCMAHC73d4F+0cDo8mEy+WiprrKe6yxoZ6ursAuJxKNEXCDvQuJKqTvH0VgTwEdbYymsH5lpKmxkc7OwC4jgjBUUdExvPjSq5w9fZLz5874OxxB+E5CjSbcLhd1NZXeY51WKy3NjeiNgduH6lFZUf7IvysCtu9nDPO0j9VVvee6oaGeLtE+jiipVEpCUjLzFy3lzXd+SGtLM6UlD/wd1qBkUtmoSuSr1BraLb2zTpqbGnGMgiWPQnQ64uITKLiZx638fBKTkr0jswNRfHwC9XV13L5dQHxCIuBJ0hUXF1FRVuo9FoisVit7d+1g5uy5ZGRmsWvHN6NixKpUKiUmeTwVRQVU3C8gMmEMslEwsObC+bPcvnWTjS++hEqt9lscAZGQu3npJJeO7/N3GIOSqTQgkdJRegtHRxudtaVY7t/wd1hDVl5exvmzp2lsaODKpYvcuVXA5KmBOy89VK8nIzObvbt3cPfObZqbmygtKeZWwU1/h/ZYRlMYickpHNq/h6rKCmqqqzi4bzfyAK+UpGod0vBE7HdO46wvxd1pwdVWj6MsH2dj+eAfIAyZKSyMhKRk9u/dTWWFp4zs37sLuVxO4A9KF4ShiY2N48WXXuXMyeNcDND1qgRhKEL1RuKT0jh9ZD/VlWU01NVw/OAuNJoQEpICfwRA377fBW7fusnkAF0jzGQKIyk5lQN7d1NZUU51VSX79+wK+D7UaHa/8C5XLp6ntqaalpZmCvJv4Ha7MRpN/g5tULpQPeVlJbS1tdLREdgbvgHExidw4+pl6mqqqamu5OihfX4bkTNc6RMmcrvgJnduFzA+QKer9gg3RxCsUlGQn+dNvsXHJ1J453ZArx8HcGDfbkJ0OmbNmceiJctxu13eXYQDXWzqBBqry6ivLCE2NXBHUPYoflDEsdxDLFy8FJVajcViwWKx+OUBUEC0cJ0d7Vjb2/wdxqCkimBCJ87GUniV9tJbBOlMhIydQvPVI/4ObUimTptBdVUVZ06dQKFQsmjJMpKSU/0d1hMtX7ma40dzObR/D1arFZ0ulBmzA3sK1IpVz3Fw326+/Owj1Botc+Yt4PSJY/4Oa1DyMbNwluXhKLoMNisEKZGGhCE1igXZn7U1a9ezb89OPv/k39BotcxfuJj6+jpx0yF8r8TGxfPC5lf4astnSCWSgE0CCMJg5i5ZzbkThzi8axtOl5PI6DiWPvdiwO+wCjBt+kyqqio5ffK4p++3dDnJKYHb91u1dh379+zk808+RKPRMnfBQlpbW/wd1veWMjiYu3dvc+bUcRwOBwajidXrNhI2Ctb/nDNvAQf37+FPv/sVTqeT//zf/m9/h/REcxYsIXf/br7e8jEabQhzFy6ltqZq8DcGgDHj0jl80JNATBszzt/hPJFEIiEuzrN0RmxcPADmiAiUSiVGUxiKAJ1Snn/jOkX3Cnnr3R8ilUpRKBSseW4jn338V1JSx5CSGtgPgDQ6A/rwKOxdXei7d1sNZOVlpbjdbg7s28OBfXu8xzMys1i9dr1PY5G4hzjW90ZZ4CfMHnW2osHfITyVNyYH9tz2xxkNi04+yjEK1m4YyK9PB/5UgoH8zbwUf4cQkFpbW/ndr/6Fza+8TmJSsr/D8aut18r8HcKwbcoeuaetn3z4FxISk5i3YNGI/Y7R5E7l6OuLAKRFjs4dAKXS0deu17V2+TuEpxKuUz7zz/zdr3/BlGkzmDptxjP/bF/6vnyP78rpGj3TM3uMvhrEo9Pu9HcITyU4KPAfEjxqNLYzo9n1kuYR+Vy3283JHR8RNyaTpPRJz/SzsxL0z/TzfCV4iOMsxHAMQRAEHyspfoDNZiPcbMZisXAs9xChofqAX2hW8B2Hw0FdbS31dbUBvbSAIAiCIAiC8O+XrbODquK7dHV2EDtKdlcNJCIhJwiC4GNOp5MTx3JpbmpCoVQSExPH2vUbkY2C6U+CbxTdv8eend+SOmYsY8eJzo0gCIIgCIIQeI5s+xNBShUTpi8iSCl2Zx4ukZATBEHwseSU1IBew0fwvzFjxzHmP/83f4chCMIo9qOf/o2/Q3gmvi/fQxAE4ftoxWs/83cIo9p3TsjduX6BypJCLM2NSOVyTOZoJkydS0iosc/rGmorKbh8mqa6KiQSKaHGcGYv34hMHkR7Wwt3rp2jrqqMTms7KrWWuJTxjM2a3mfB3JryYm5dPUNbUwNSuZywiBgyps1HExI67Ljb7l2j/f71PsdkGh3hczbgsnVhuX+NrvpKnJ3tSBXBBJvj0KbmIA3qvxCky9ZJ/ZlduLo6MC96uc9r3C4nlvvXsVYW4eqyIlWq0KZkoY59NgszlpWWcOHcGaqrq2i3WNjw/CbSxvYutul2uzl14hg3rl2lq6uTmNg4lq5YNeDuSQ6Hg08//Au1tTW8+c77RET4bkHGUyeOcfrk8T7HjCYT733wU29sRw4f4FbBTZwOB0nJqSxbsQqN1nfr8pw/e4rCO7dpbGxALpcTHRPLvAWLMZrCAGhpbubPv//VgO9ds/75PqNc8m9c5/LFczQ1NqBQKhkzLp0ly1Z+5xgdJddxlub1OSZR6VBMeQ4At82K48EVXE1V4LQjUemQxU9EFhbf77PcLif2a/txtzcRlLMKqdZzTbuaq3FW3MbVVt/7GbHpyMxJ3zn+4Th35hTHj+Yyeep0lixb0Td2t5uvtnzOg6J7bHhhM2PG+m8B2rLSEs6fPUNNdSUWi6VPPE6nk5PHj3D/3j1amptQKpUkJCUzf+ESQkJC/Bbz1csXuXrlEi3NzQCEhZuZNWeed0HZnmm2xQ/uY7PZMBpNzJwz16cjuZrvXafpzmV0iemYJnjWFbK3t9J46wKdTbW4XU7U4TGYJsxEplT1eW9HTRnN965ia21CIpURbIokYsoS788dVgv1eWfobKhCIg8iJDYVw9gpSEZoN7TRWEYeNdD16OtycvdG3/6I0RzNhCn9+yONPf2R+t7+yKxlnv4IQHN9DTcvn6SpvgaJREJ0QhoTp81H/lDb3mFp5frZXOqrypAFBRGfmk765LnPZMe8stISLp7vbdfXP7/Ju4i20+nk1ImjFN33lAeFUklCYjLzFyxG+1B5sFqt5B7cx/17d5FIJIwZO55FS1f4dDHrs6dPcvfObRob6pHL5cTExjF/0RJM3W0m+L6MVFeUknflPPV1NVjbLSxetZGElDHen185f5IHd2/RbmlDKpNiCo9k8sz5mCOjva9paWrk4ukj1FRV4HI6MYSZmTxjLlGx/Zcc6LRa2f7FX+lob+PV9/8G5QiNHBiszg6EPtRQtbW2cuzoYYru38Nht6M3GFm1Zh1R0dGDv9kHBjvXABXlZZw4doSqygokEgnmiEg2vfwaQUFBPouzpx6p6a5H1j1UjwDYbDZOHM3lXuFtOq1WdKF6Jk2ZRvakKd7XtFssHD9yiOLiIu/1OWPWXMaMGz/icQ9U/wHs3b2Dm3l9798Sk1J48aVX+32Ww+Hg04/+Ql1tDW+8PbL3NZa2Vs6cOErJg/vYHXb0egOLV6whIrJ/uT16aC/5168yd+FSsif3LknR1NjA6eO5VFWW43Q6CQs3M2P2fGLjE0ck5sHO9cMO7t/D9auXWbh4GVMGWMvRl+f6UU+6Jq1WK6dOHKW4qIjW1hZUajVjxoxj7vyFKIMDbyTXlUsXOH/uDO0WC+aISJYsW0l0jG821yu9e4PSuze8G21qQ42kTpxOeEwiAGWFeVQ+uENrUx1Ou43Fmz4gSNG79mlDdTkXD3894GfPXLGZ0O6NHtxuN8W3rlBWmI+1vQ2FMpj4MZmkTByZ5VmG0hfxdxv5nRNy9dVlJI/PxhAWgdvl5ublU5ze/zVLNr6FvLvhaait5MyBbxiTOY2sGQuRSKW0NNRB9yYAlpZG3ED27CVoQ/S0Njdw9dQhHA47E6fNB6C9rYVzuTtInTCZKfNX4bB1cePCMc4f2cWida893ZfX6jFMWeb9d8+mBM6uDpydHYSMnYJcG4rT2k5rwTmcXVYM2Qv6fU7LzTPIQwzYuvpvud187Tgum5XQjFnI1DpcXR3wDNdktdttmM0RTMzKYfvXW/v9/MK5M1y5dIFVa9cTqtdz6vhRvtryGe+8/+N+OzoeP3IYbUgItbU1zy7AYQgLD2fzK294//3wjU3uof3cv1fI+o0volQqOXRgH99+vZXX3nzbZ/GVl5aSPWkqkVFRuFwuTp04yrYvP+cH735AkEJBiE7HBz/9T33ec+PaFS5eONtnN9tLF85x+cI55i1cTFR0DHa7nZaW5mcWp0QdStDEJQ8d6F0s1X7nDDhsBE1YgESuxFlXjOPWSSQ5K70Jtx7OB1eQKFS425v6HHe11iPR6AmKm4AkKBhnYwWOO2dAFoTMFPvMvseTVFVWcO3KZcLNEQP+/NKFcwTKHiM2mw1zRASZWdl8+8g16rDbqa6uZtaceZgjIujs7CT34H6+2foFb77zvp8ihpAQHfMXLsFgNIIb8m9c45uvtvDWuz8kPNzMnp3f0tXZycYXX0atVlNwM48d32zjzbffIyIyasTj62quo630DooQg/eYy2Gn+sIBFCFGoqZ7EkJNd69QffEQ0bPXeuv39qpi6vNOYRg7BZUpCrfbha2tt4y73S6qLx5CplQRNWsNzq4O6q6fBIkU47gpjITRWEYe9rjr0dflpL66jKRx3f0Rt5uCy6c4c+BrFm/o7Y801lZy5qCnP5LZ3R9pbeztj1g7LJw+sI2YpLFkzliEw2Yj78Ixrpw8wLRFawFwu1ycO/QtSrWGuatfosvazuUT+5FKZaRP/u67gNvtNsLNEWRk5rDjm/7loaa6ipmz52I2e8rDkUP7+WbbFt74wXve1+3Z+Q0Wi4UXX3oNl8vFvj07ObhvN2vWbfzO8Q1VWWkJkyZPJTI6GrfLxfGjR9j6+ae888MfexODvi4jdrsdY1gEaemZHNn7bb+fh+qNzJi/jJBQPU6HnZvXLnJgx5e88MYPUanUABza/RW6UCMrN7yMTC7n5rVLHNq1jRfe+CFqTd/O+6ncvRjDwuloH9nNSAarswOhDzUUnVYrn378V+ITknhx86uoNWqaGhsJVgXOjfNg57qivIytWz5j5qw5LFm+EqlUSm1Njc83PvPeHwxQjwAcyz1IafEDVq3dQGionuIH9zl8YC/akBBS08YCsHfXdrq6OtnwwkuoVGpuFeSxa/s2Xnvr3RFr659U//VISk5hxep13n/LH7Pcx/Gjh9FqQ6gb4fuazk4r2774mNi4BNY+vxmVSkNLcyPBwap+r71feJvqyooBb/R3f7uVUL2BDZteRS4P4trlC+z6ZitvvPdjNJpnnxgYyrkGuHvnNpUV5Wi1j38I6KtzPZAnXZO4wdJmYeHipZjCw2ltaeHAvt20WdrY8Pwmn8f6JLcK8jly+CDLVq4mOjqWSxfOsXXLp7z3wU/RaDQj/vuD1VrG5sxGHaIHoKLoFleO72LWqlcI0ZtwOhyERycQHp3A3Wtn+r3fEB7Fwuff7XOs8PpZGqrL0Jl6+4e3Lh2noaqUcZPmojWYsHd1Yrd1jtj3GkpfxN9t5Hd+lDt7+fMkpE1AZwgj1BTO5LnLsba30dzQe0HmnT9GSnoOY7OmoTOEERJqJDZ5LDKZJyEUEZvE5LnLiYhJRKPTExWfQurEyVQW3/N+RnN9DW6Xm/TJs9Hq9OjDIkjLmEJLQy0u11PuhCORIFOqvH+kCk+DHxRiwJCzkGBzHHK1DqUpipC0HLpqy3C7+u7K2VF6G5fdhiZxQr+P76qrwNZUjWHSEpSmaOQqLQq9GYXh2W0lnpySxtwFiwYcAeR2u7l04TwzZ88lbcxYzOYIVq9dj6WtjcI7t/u8tuh+IQ8eFLFg0dJnFttwSSVStFqt949a7en8dnV2cuPaVRYtWU5CYhKRUdGsWrOOivIyKirKfRbf85tfISMzi7BwM+aISFasfo621hZqqj1blkulUjRabZ8/hXdvM3ZcuveC7+y0cvrEUVasWcf4CRPRG4yEmyO8nZ9nQiJFolD1/gnq7ci6W+uQRY9FGhKGRBWCPH4iyINwW/ruSOxsrMDVVIUsqf8uOfL4DOSJ2Uh14Z7PiBmH1BCFq8E3u2PabDZ27fiGFavXEjzA062a6mounD/LyjXrBni376WkpjFvwaIBnygrg4N56ZXXGZ8+AZMpjJiYWJYuX0l1dRWtLS1+iNYjdcxYUlLTMBpNGE0m5i1cjEKhoLL7eqsoL2PS1GlEx8SgNxiYNWceyuBgqquqRjw2l8NO7bXjhGXORhrU+2Sus6kWR4eF8Ky5KHRGFDoj4VnzsLXU09lQCXgSKQ0F5zCOm4YuYRxB2lAUIQa00b0721rrKrC3NWPOno8y1ITaHIdhzCRaS27hftq2ZhCjsYz0eNL16OtyMmvZQ/0RYziTBuqPXDhGcnoOYzJ7+yMxSb39kZqyIqRSGVkzFxMSasQQHknWzMWekXetnsRtbWUJrS2NTJ63Er3JTERsEuMnzaLo1jVczu9eRpJT0pg7f+B2XRkczKaXX2fc+AkYTWFEx8SyeNlKah4qDw31dTwous+KVWuJjoklNi6eJUtXcKsgH0ub73ap3fTya0zMyia8u81cvXYdrQ+1meD7MhKXmMLkmfNITBm4zU0ZO4GY+ER0oXoMpnCmzV2M3dZFU30tAJ3WDlqbm8icPANjmJlQvZGps+bjcNhpaqjv81m38q5gs3WSkTPym7I8qc4OlD7UUJw7exqdLpTVa9d5yoTeQFJyCgaDcfA3+8hg7WPuoQNMnjKNGbPmEB5uxmQKY3z6hH4PwUdackoac+Yv6jNr5mEV5WVMmJhFfEIioXo9WTmTMUdEUl1Z4X1NZUUZOZOnERXtuT5nzp6HUhnc5xoeibgfV//1kMnkfe4XglX9E19F9wspflDEgsUjf19z+cJZtCE6lqxcS2RUDKF6PfGJyYTqDX1eZ2lr5XjuQZatXo9U2jeJaO3ooLmpkcnTZxEWHoHeYGTWvIU4HHYa6utGJO6hnOu2tlZyD+1jzXMbkMoGThv48lwP5EnXZLjZzIYXNpE6ZiwGg9G7a/39wru4Hrmn97eL58+RlT2JzKwcwsLDWb5qDUHyIPKuX/XJ7zfHJhMek4RGZ0CjMzAmexZyeRAt9Z7rPXF8DskZUwkNGzgZL5XJUKo03j9BymBqy4qISU73PpCwtDRSdjePnPlrMcclo9aGEmqKICxq5Da1G6wvEght5DNvHex2z3bziu5h+V3WDprqqolLGc/x3V/Q3tqCVm8gfdIcwiIfPwTTYbN5PwNAHxaBRCKhpDCfhNQJOBx2yu7dwhyd0K9SGypnRxu1x7YikcoI0ocTkjYJmWrgJxAuhw2JPKjPlCWHpRnL/RuYZqzCYbX0e09nXRlBujDai/OxVt5HIgtCaY4lJDUHiWzkG+aW5mba2y0kJPXebCqDg4mKjqGyopzxEzIAz5D0/Xt3s+GFzT4dTv+opqZGfvPLf0ImlxMTE8f8hYvRhYZSXV2Fy+Ui8aHvYQoLQ6cLpbK8jJgY34zKelRXl6esD9QRAKiprqKutobFD01FLXlQhNvtxtLWyr/96bfYbDaiY2KZv2gpOt3wp14PxG1tpev81yCVIQ0JQ56YgyTY82RFogvHVV+C1BgDcgWuuhJwOZGG9g4td9usOArPE5Q+f8jl1O20I5U/m/gHc2j/XlJS00hMSubMqRN9fma329m142uWLV+FNgCn4gxFT7kKlKH0LpeL27cKsNvtxMTEARATG8ftgpukpI4hODjYO8Q7PiFxxONpyD+L2hyHKiyG5sKHpq24nCAByUPtgUQqA4mEzsYaVGEx2FobcHZ2gAQqTm7H2WVFoTNiHD/NO9quq6kOhc7QZ5qrKjwGd/4ZbG3NKEP7T/f3tUAqI0+6Hv1ZTgDstoH7I7HJ4zmx+wva21rQhhpInzwHU4SnP+J0OpFKpX1Gs8i6b6QbairR6gw01laiM4QRrOp9Ym2OSeT62VxamxvQm57dQ7eheLQ8VFaUowwOJjKqd6pUQlIyEomEysoKv03h97aZD40a8XcZeRKn08md/GsoFEqMYZ7/U2WwilC9kXu38zGZI5DJ5NzOv0awSk2YubcdbWqs59qF06zd9AZtz3AE/FA8WmcHah9qIPcK75CUnML2r7+irLQYbYiOnMlTyM6Z7O/QBvTouW5vb6eqsoIJGRP55MO/0NzchMkUxrwFi4iN6780iD/FxMZxr/AuGVnZaLUhlJUW09jYwILFvTOHomPiuHPrJsmpaQQHB3Pn1k0cTgdxIzSFcqjKSov5zS//N8pgFfEJicydtxBV90N8gPZ2Cwf27WbD85sJko/8fc2De4UkJCWzb+fXVJSVogkJYWL2ZDIyc7yvcbvdHNq7k0lTZ2AKC+/3GcEqFXqjids38zCbI5HJ5eRfv4pKrcHsw+mfD3O73ezdtZ1p02cRFj5wu+brcz2Ygfqsj+rq7EKhVD6TJSaeFafTSXVVJTNm9Y6yl0gkJCYlU1Hu+wcnbpeL6tJCHA4H+sck4AZTW16EzdbZZ9fV2vIiVFoddRUPuHxkO27chEXGM2bSnD55n5H0aF8kENrIZ5oVcrvd3Dh/DKM5Gp3BMy+3va0ZgFtXzzJx6jxCTWZK7xVwev82Fm94A22ood/nWFqbuF9wlYxp87zHNCGhzF6+kQtH93Dt9GHcbjdGcxQzl254qlgVoWEEZcxGptHh6rJiuX+dhgv7CZu9DukjFYrL1onl/g3Ucb3rjLhdTpqvnyBk7GRkKu2ACTlnRxu25hokMhn67IW47V20FJzDbesidOJ3n9YymPZ2T0yPDnPVaLRYun/mdrvZu3sH2TmTiYqK9s6/97Wo6BhWrV2H0RiGxdLG6ZPH+ezjf+Pt939Eu8WCTCbrN/pCo9F4v6Ovud1ujh0+SHRs3GMbqbzrVzGawoiJ7W0QmpubcbvdnD97mkVLlqNQKjl94hjbtnzGm+/88DvvsikJCUM+ZhYStQ5sVhwlN7DdOIhi0hok8iCCxs/FfusktnNfeaZoSeWexJsqxPu97HfPIotKQxpiwt05+Pl11pXgbmtAmjr9O8U+FAU386muruLNt98b8Oe5h/YTExP32CfCgc7hcHDsyGHSJ0xEqVQO/oYRVFdbwycf/gWHw4FCoWDDC5sJC/d0ItdtfJEd327jX//5H5BKpciDgtjwwmbPdIERZKksoqu1gejZa/v9TKkPRyKT03j7IoZxU8Dtpun2JXC7cXZZAbB3eEYHNRVexTR+OnK1lpaifKrO7iV2wQvIFEqcXR3IFH2T7D3JOWdXB+DfhFwglZHBrkd/lRPw1GV5j+mP3L52loyp8wg1minr7o8sWu/pj4RHxZF/4TiFeRdJSZ+Ew2Gn4NIpALqs7YBnlFRwsLrP71N2T2fseY2vOBwOThzLZXx6hrc8tLdbUKv7tvtSqRSVSuXXNjP30H5iYuMIN/e2mf4sI49T+uAexw7swGG3o9ZoWb7+JYK7/38lEgkrNrzE4T3f8Mnv/xmJREKwWsPydZu8CVGn08Gx/TuYOnsh2pBQnyXkHldn19ZUB1wf6nGam5q4evkSU6fPZObsOVRVVpJ7cD8ymYyJmdn+Ds/rcee6ZzTFqZPHWbh4KRERkeTnXWfLZx/z9vs/GnD9Zn9ZtHQFB/ft5g+//oX3IcSylWuIi+8dqbJ2wwvs3r6N3/ziH73X5/qNm/x6fSYlpzBm7DhCQ/U0Nzdx8tgRtm39nFffeBupVIrb7WZf931NpI/ua1pbmsi7dpnsKdOZMn02NdWVnDhyEJlUxviMTAAuXziDRCola9LUAT9DIpGw4cVX2LP9K37/r/+IRCJBrdaw7vmXBpz66gvnz55GIpEyacrAo3z9ca4f50l91od1dHRw5tQJsrP7zwDyp46ODtxud797drVGQ8Mjo69HUltTPecObMXldCCTBzFp/mq0+qert8rv3SQsKp5gzUPr21pa6Gxvo7q0kImzl+F2ubl9+QTXTuxh2tLnn9XXeKyB+iKBkGd4pqnh62dzaWtqYNrC1d5j7u710pLGZpIwJgO9yUzm9AVoQw2UFOb3+wxrextnDnxDTNIYksZmeo93drRz5fQh4tPSWfDcq8xdtQmpVMaFI7txu4e/KJsyPJbgyESCQowow2IwTFqC22Gjs7q4z+tcDhtNV3KRa/VoU7K9x9vuXkGuDUUVnfKE3+IGJIROnItCH44yPBbduKlYK+/jdjqGHfNIuHLpAjabrU9G3h9SUtMYN34C5ogIklNSefGlV+ns6uT2rZt+jetxcg/uo76uljXPDbwej91u53ZBfv8OpNuNy+Vi0dLlJCanEB0Ty+p1G2huaqSspPg7xyUzxiALT0CqMSA1RBOUsQgcNlz1JQA4iq+D00ZQxmKCslchixmP/dZJXN3rxDkr74DTjiyu/xTsgbiaq3HcPYM8bQZSjf47x/8kra0t5B7az9p1Gwec+lF49w6lxcUsfmSDh9HC6XSy45uvwO1m2crVg79hhBlNYfzg3Q944wfvkjN5Cnt2bae+zjNt4uTxI3R1drL5ldd58+33mDptBju++WpE1w5xWC003DyHOXs+0gFGbsqUKsyTFtFRW0bJ/o8pOfgpTocNhc4EdI926m4r9KlZaKISUYaGEZ45FyQS2qsejFjsz0oglZHBrkfwTznp0TNabeqCx/RH0jz9kYmP9Ed0hjAmzV3OvZuX2fXJv7J/yx9Qh+i8CbdA4nQ62fntNtxuN0tX+L/OeJKD+/dQV1fLcxte6HPcn2XkcaJi41n/0tusefF1YhKSObp/O9YOT6LV7XZz9thBVCo1q59/jbWb3iQhOY1Du76mo7vjfunMcfTGMFLHZfg07ifV2aOF2+0mIjKK+QsXExEZRfakyWRlT+Lalcv+Dq2Px53rnvuR7JzJZGblEBEZxeKlKzCaTD6bdjZUVy9foKqygg0vbOb1H7zH/EVLOXxwHyUPiryvOX3iKJ2dnbz48mu89ta7TJk6g13bt/n1+hyfnkFq2ljCzRGkjRnHxhdfprqqkrLSYqD3vmb6TN/d17jdbsIjIpk1dyHhEZFkZE1iwsRs8q9fAaC2uorrly+yZOXax64l6HnQvx+VWsPzL7/Bptd+QHLqGHZ9u5V2i++WGuhRXVXJ5UvnWbVm3WNj9se5fpyh1H9dXV1s+/JzTGHhzJ63wD+BBjiNzsCs1a8wY8Vm4sZkcuPMISzNDYO/8RGd7W3UV5USm9r3ftLtBpfLSeasZRjNMZgiY8mYsYTGmnIsLU2P+bRn53F9EX97ZiPkrp/NpbqsiLmrNqN6KBMa3P2UNkTf92lKiN5IxyMVjLXDwsl9X2E0R5Mzu+889KJb1whSKMmY2jtqbsr8lez/8k801VVhNH+33ZekQQpkah3OjlbvMZfDTtPlw0hkQRiyF/aZrmprrMLR1kx1zceeA90d/dqjW9AkZxKSmo1UqUamVPfZdVWu8Uzrc3Z2INfovlPMg+lZALS9vb3PQpzt7Rbv7jclJcVUVpTzTz//+z7v/fivfyI9YyKr164f0RgfJzg4GKPRRHNTI4lJKTidTjo7O/tkr9vb20dkkdPBeHauK+SlV98gRDfw/2HhnVvY7XbSJ2b2Od6ziKvJ1PvURq3WoFKpaW199utBSeQKJKoQ3NY23NY2XFV3CJq0xps8k2oNuFprcVbeRZo2HXdLNe7WemynvujzOfar+5CakwgaO8t7zNVcg/3mMeTJU5BFJDPSqquq6Ghv58O//MF7zO12U1ZawpVLF8iZPIWmpkZ+8b//V5/3bf96K7Fx8bzy+lsjHuPT8iRattHS0sLLr77h95FPADKZzPsUPDIqmqrKSi5dPMf0mbO5cukib7//I8K7R4eaIyIpLyvlyqWLLF+1ZkTi6WppwGXrpOLUjt6DbjedjdW0ltwiceWbqMNjUC98Eaet07NGaJCS0sNfIFd76j+Z0pNUUWj13o+QyGQEqXtHOcuUarpa+j6N7Blh1/N+fwi0MjLY9fjej37ql3ICnv5ITVkRc4baHwk1encVA4hLGU9cyng6re3I5UGAhHs3r6DpXug4WKWmqb66z2d0WT2bOilVI7/wMnQn47Zvo7W1hc0vv96nPGg0Wjo6+o7Uc7lcWK1Wv7SZh/bv5X5hIa+88Ra6h9rMpqZGv5WRJwkKUhCkV6DDgDkyhm0f/4G7BTfImjKTqvISyorv8+r7f4Oie3e5MHMklaXFFN7K876mqaGOf/t137V6P//TL8maMotJM+aOSNyPq7PHp2cEVB/qSbTaEMIemc5nCgvjzu1bfopoYI871z0Pt/t9B1M4rS2t/T7HX+x2OyePHWHd85tISfXM/gk3R1BXW8PF82dJSEqmuamRq5cv8ta7H3hngpgjIikvL+XalUsB8xBAbzCgUqlpamoiIRFKu+9r/vkf+t7XfPJvfyJ9wkRWjcB9jUajxfjQjo3gSRDdL/TUAZUVZXR0tPPhH37l/bnb7ebUscNcu3yBt97/KeWlxRQX3eP9n/4tiu763Lw0itKSB9y6mceU6bPwpfKyUjra2/n9b37RJ+ZjRw5x+dJ5fvjjn/nlXD/O467JFas8Myq6urrY+sWnKBQKNr64+TvPSHrW1Go1EomE9va+bXeHj+tpqUzm7euEmiJobaih+PY1MmYsHtbnlN8vQKEIxhzb9/5QqVIjkUjR6HpnSGpDPf9vnR2tA86cfFYe1xfRaLV+byO/c0LO7XZz49wRKkvuMXflJjQhfdeRUmt1BKs1/bKelpYmImKTvP+2trdxct9XGEwRTJ67vF823ulwIKHvsZ7XPMUAuX5cDjvOjjak3SPeXA4bTZcOg1SKYdIiJI9cuPrsBbgfWrzZ3lpPa/4ZjNNWIOue/qfQm+msLsblsHunwTo6WgEJsuCRv7EL1evRaLSUFD/wJuC6urqoqqwgp3tb8yVLVzB33kLveyyWNr7a8hnPbXiB6GjfbLM8EJvNRnNTI5qJmURGRiGVSikpLmLsOM889IaGelpbW4iOHXh9gJHgdrs5cmg/9+7eYdMrr/dbrPVhedevkZI2pt+0oZ54GxsbvMk8q9WK1dqBLvTZr8Hmdto9004VKtyu7lGZ/Z50SejJKMuTp+JOyO79ka0De/4R5OPnIg3pHbLsaq72JOOScpBFpT3zuAeSkJjE2+/9qM+xvbt3YDKFMX3mbFRqNdk5fXfB/OuffseipctJTRtDoOpJtDQ1NfDyq2/2WQclkLjdbpxOJw67HaBfHS3pnioyUlRh0cTM67tEQd31kwRpQ9GnZCKR9D4wkXVv0GOtr8TZZUUd4Vm7RxlqQiKVYbe0Emzs3n7d5cLeYUEb52l0lYZwmu9dx9ll9U5VtdZXIJEH9Unk+VIglpHBrkd/lJOe/khV6T3mrHh8f6Tt0f5Ia9/+SI+eNeJK7uYjk8kIj/aUI6M5mjs3LtBl7fCOnKurLEEepOiX7BsJPcm45sZGNr/6Rr/yEB0TS1dnJ9VVld515EqKH+B2u33arrvdbg4f2MfdO7d5+fU30T/SZvqrLhkuT93naT8dju6YH+mPIpF4O6OLVm3A6eidBVFXU8Wp3L2sfv41QkL1PokZeuvsQOlDDUVMXByNjX1HYzQ2NoxI/+hZ6jnXoaF6tNqQflPMGhsbSE5J9VN0/blcLlwuV/9rTyLxXnv2x1yf0odeEwjaWluxWju86wYvXrqCOfMfuq9pa2Pbl5+xdv3I3ddExcTR1NjY51hzUyMh3WtDj03P6Lfu3o6vv2Bs+kTSM7KA3rrl0T66xE/ne0JGZp81yAG2bfmM9IyJ3tk//jjXQ9VzTUJvMk4mk/H8ppd9vsHKUMhkMiKjoikpLvKu8+p2uykuLmLyY6YM+4Lb7R725plut5uKogKik8f3W+ffEB6N2+2io63Zu5tre5unT6YaoYFKg/VFAqGN/M4l8vrZI5QX3WbG4ueQByno7H4qG6RQIJMHIZFISJs4lVtXzhBqDCfUFE5pYQFtLY1MW+TJWvck49QaHRnT5tHVafV+fs8T7ci4JO7dvMztq2eJTR6Hw27j5uVTqLU69Kb+c8QH03rnIsHhcUhVWlydHVjuXwOJBFVUUncy7hBupxN95gJcDjt0V5RShRKJRIpc3bfQuLo3s5Br9N4RccFRSViKrtOSf5qQ1Gxctk7a7lxGFZP6zDZ1sNlsNDX1NgLNLc3U1FSjClahCw1lyrTpnD19EoPBiF6v5+SJY2hDQrxrbD3ayenZDVRvMDx29NdIOHL4IKlpYwgN1dNmaePUiWNIpFLS0zNQBgeTmZ3DkUMHCQ5Webcjjo6J9elixLkH93G7IJ91z29GoVDSbvGMqFEolX02w2hqaqS8rISNm17u9xlGo4mUtDEcPXyApStWo1QqOXnsCEaT6ZkskusouozUGIskWOPZnKHkOiBBFp4IcgWS4BAcheeRJ09CIlfibCjD3VyFbIKnQZUEa/rcZri7y6kkWItE6bkWPcm4o8hixiENi8dt675eJVIkQSM3akepVPZZewggKCiIYJXKe3ygjRx0utB+la8v2Wy2Ph21luYmaqqrUalUaLRatn/9FTXVVbyw+WVcbjeW7nKlUqn89gTv+NHDJKekodOFYrN1UXAzj9KSYja9/BpGUxgGg5EDe3ezcPEyVGoVhXduU1x0nxc2vzJiMUnlQd6NF7zHZHJkQUrv8bayuwRp9cgUwXQ11dJQcB5d0gQUWk89Jw1SEBI/lqbCK8hUGuQqLS1FeQBoojwJGVV4DEEheuquncAwfgrOLitNd66gSxjf78HMszIay8hg16PT6fR5Oblx7ghlg/RHUjOmcvtqd3/EGE7pve7+yMLedQmLCq5iNEcjD1JQW1nCzYsnSJ/Su+CwOToBXaiRyyf2MWHqPDqt7RRcOU3y+Gzvbq3fxaPtektzb7uu0WrZ+e1X1FRXs/HFl3C5+pcHU1g4SckpHNi3m2UrVuN0Ock9uI/x6RloQ0Ie92ufuUP791JwM4+NL76EQqH0xqnsbjP9UZfYbTZaH0rItrU201BXgzI4GGWwiusXzxKfnIparaWz08qtG5fpaG8jKdXTZzJHxqBQBnPi8G6yp85GLg/izs1rWFqbiU30PNDVPfKEv7N79GSo0YRyhBatflKdHSh9qKGYOm0Gn370V86ePsm48ROoqqzg+tUrfhstOZAnnWuJRMK0mbM4deIY5ohIIiIiybtxjcaGetY//6JP4+x5sN2jpbmZ2ppqgrvvD2LjEzh+5DByeRC60FDKS0soyL/h3dTBaApDbzByaP8e5i9aikqlovDuHYofFLHxxf7922cZ9+Pqv2CVijOnjjNm7Hg0Gi3NzY0cP5qLwWAkMann+nvkviZo5O9rsidPY9sXH3Hx3GnSxo6nprqS/OtXWbRsFQAqlRrVI8seSKUyNBothu51BSOjYlEGB3N4306mzpyLXC7n5o1rtLY0k5g8MsncJ51rXWhov4c9Upm0z2hAf5zrgTzpmuzq6uLLzz/B4bCzZt1murq6vIv6q9XqgNrYYer0GezZuZ3IqGiiomO4dOEcdrvdZ+tn3rl6mvDoRII1ITjtNiqL79BYU86UxesBzxq5XdYOOrrX421rrkcuVxCsCemzIUNjdRlWS2u/6aoApqh4dEYzeWcPM37KPNxuNwUXj2GKiu8zau5ZGqwvEghtpMQ9xLT7jbKB569/+9d/HvD4pLnLSUjr/Y+4c/0CD25fw9bVSagxnAlT5nl3WS0pvMmVkwcG/JwNb/8f3r+XF93mbt4lLC1NyORyjOZoMqbMfewT6bMVj5/z3Hz9OLamGly2LqSKYBQGM9q0HORqHV2N1TRdHDiesHnPIx9gJ9ae95gXvdxniqrD0kLr7fPYmmqRKpQERyQSkvbkXVbfmDz0rX9LS4rZ8tnH/Y5nTMxi1dp1niHRJ45x49oVOjs7iY2LZ+nyVRhNAy/Q2NLczB9++6+8+c773lF1Q/W4NQaGYse32ygvLcFqtaJSq4mNi2fegkXere4dDgdHDh/g1s18nE4nSckpLF2x+jvvpOlwDn3L63/6X/99wOPLVz1HRmaW998njx/h1s083vvRfxzwnHR1dXEs9yCFd24jkUiIjY9n4ZLlw9pl9denB17vyn7rJK7WWrB3QVAwUl048sRs76YNLmsrzgdXcbXWgdOORBWCLCb9sVNO3Z0WbBe3E5SzCqnW839hv3MGV21Rv9dKQs0oMpf1O/6wv5n3pDUXh+/zTz7EHBHJksesG/fzv/87Nryw2W+7CoLnGv3i04/6Hc/IzGLO3AX8/je/HPB9L7/2pt92Gty7ewclxQ9ot1i6Ey8RTJ85m6Rkz/9fY2MDx4/kUl5eit1mQ28wMm3GTDImZg3yyYPbeq1syK+tOrsXhc6IacIMT1y3L2Ipv4fT1oVcrUUXPw5d0oQ+16Hb5aLx9iUsFfdwu5wo9eGY0qf3SfbZOyw05J+hs6EKiTwIbUwqxnFT+ixb8LBN2d/tCdpoLCMDefR6HIlycqfy8WvpbP+3gfsjOXP69kfu3rjAg1vXsNk6CTWEM2HqPO8uqwCXT+yjuvwBTrsdbaiB1IwpxKem9/nMDksr188cpr66HJk8iPjUdNKnzH1s5z4tcuhtVWlJMV9+3r9dnzAxi9lz5vPH3/3rgO/b/Mob3vJgtVrJPbiPe/fuIpFIGDN2PIuXrvA+dBsqqfTp2/Wf//3fDXh81Zp1TMzKBkamjNS1dj32Z1XlJez79ot+x1PHZTBr4QqOH9hJXU0lnVYrSpWKcHMkWVNnEx7Ru8tcfU0Vl8+doL62CpfThd4URvbU2cQlDty+9fzOV9//mycm5MJ1T/9Aa7A6e6T6UCPhXuFdjh/NpamxgVC9ganTZwTULquDnWuAc2dOceXSRTo7rYSbI1i4eOkz2WXV6Rr6SKnSkmK2PqYeWblmHe0WCyeO5VLyoIjOTis6XSiZOZOYPHWGt81samzgxLFcKsrKsNltGAxGpkybyYRHlmN5kuHWIE+q/5YuX8X2r7+ktqaazs5OtCEhJCalMGfegsdOLWtpbuaPv/tX3nh7ePc1nfbhjQp6cL+QsyeP0tzUiC5UT/aU6X12WX3Uh3/8NdmTp5E9uXf0U011JedOHae2ugqny4nJFM7UmXOGlZALDhr6Q7onnetVa9b1O/6H3/6SyVOmM2XajAE/72nP9XdpZ+DJ1+Tj+lcAH/zkZ4Tq9d/pdz9rly9e4MK5M7S3W7z9qehnnBS6XtI84PG8s4doqC6jy9pBUJCCEEMYSRMmExblyUsUXj/H/bzz/d6XMXNpn51Ur5/ah7W9jRnLNw34ezo7LNy6eIz6qlJk8iDCoxMYO3neE3dZzUrQD/0LPmIofZGRaiODh/iM9jsn5ALZkxJygWw4CblA8l0Scv4ynIRcIHlcQi7QPeuEnPD9M5yEXKD4rgk5YeielJALZMNJyAWS73qj5A9PSsgFsu+SkBP+fRhOQi5QjL4axGO4CblAMZyEXKAYje3MaPa4hFwg+y4JOX8aakIucMZpCoIgCIIgCIIgCIIgCMK/AyIhJwiCIAiCIAiCIAiCIAg+JBJygiAIgiAIgiAIgiAIguBDIiEnCIIgCIIgCIIgCIIgCD4kEnKCIAiCIAiCIAiCIAiC4EMiIScIgiAIgiAIgiAIgiAIPiQScoIgCIIgCIIgCIIgCILgQyIhJwiCIAiCIAiCIAiCIAg+JBJygiAIgiAIgiAIgiAIguBDIiEnCIIgCIIgCIIgCIIgCD4kEnKCIAiCIAiCIAiCIAiC4EPyob4wIjR4JOMYEdIKib9DeCpOl9vfITwV2ShM78pHY9DAS5kx/g5BEEZETqTB3yEIAWxsdIi/Q3gqdofL3yE8Fal09PWjlEGjs113u0dn308iGX1lZLT2s0fh5TgqyweAQj4665HRWGcLvjU2anT2o77PRmdtIwiCIAiCIAiCIAiCIAijlEjICYIgCIIgCIIgCIIgCIIPiYScIAiCIAiCIAiCIAiCIPiQSMgJgiAIgiAIgiAIgiAIgg+JhJwgCIIgCIIgCIIgCIIg+JBIyAmCIAiCIAiCIAiCIAiCD4mEnCAIgiAIgiAIgiAIgiD4kEjICYIgCIIgCIIgCIIgCIIPiYTcv1NlJcX80//673R2dvo7lH+XSkuK+fnf/504/yOsvKyUv/zxd/zj//zvfPPVFn+H870z2stxXVUZ3/zln7B1ja74W5qb+fnf/x011dX+DmVQo72MjPb4BUEQBEEQhMAl93cAgiAII+XI4YNERETy4kuvolAo/B2OEGBM5mhWvfwBQQqlv0MZlhCdjp/87G9Rq9X+DkUQBEEQAkJpSTFffPoRP/vb/0pwcLC/wxEEQRgSMUJOEITvreamRuITE9HpdKJzJvQjlckIVmuQSCT+DmVYpFIpWq0WqVQ04YIgCKOJ2+3G5XL5OwxBEAQhQPhkhNyOrz7FFBaORCLlTkEeMpmUqbPmkzZuAqeOHKSo8DYqtYY5C5cRn5Tii5CeqP7CPoJCDICEjsr7SKRSQlInoYpKouXWeTpripEqVISOn05weCxut4uWm2fpaqzC2WVFFqxBEz8ObUK6z2L+8rOPCQs3I5VKuJl3A5lMxux5CxifnkHuof3cvXMLjVrDoqUrSEpJ9b6vsryMk8eP0NTYgDkikmUr1xAWbvZZ3F98+hHh4WYkUin5edeRSWXMnb+Q8RMyOHxwH3du30Kj0bBk2QqSU9IAqK+r5djRXMpLS3ADEeYIVq5dh8Fg9EnMn3/yIeFmMxJJd8wyT8zpEyZy6MA+7t4uQK3RsGTZSlJSPTHfv1dI7qH9tLW2Eh0TS8bELJ/E+rD9336OwRSORCLh/p18pFIZOdPnkjQmnfMnDlFy/y4qlZpp85YQm+C5Dpsa6rh85ig1leXIg4KIjkti6pxFBKt8PzJnOOc9LCyc3//mlwDs272Tfbt3smrNOiZmZQdcrD1lpPDuHY4ePkhrawsxsXFkZGaxd9cOnz7pfZq4AaqrKjl+5DD19XWYIyJZtXYdJlOYT2J+2Ik9X6IzhiGRSCktvIlUKiN98mziUsZz7WwulcV3UQZryJq5iMi4JOqqyji5dytrXvsJCqX/ErbDPe8tzc38/je/5K13fkhEZGRAx/oou93Ot9u2YrN18cLmV3yeKP+u8fvC1s897blEIqEg39Oez5rrac+PHNrP3bu3UKs1LFriac/LSov56otP2PjiK5w8nktjYwPR0bGsfm4jNdVVHD9yEIuljaSUNJatXEtQUNCIxj/cc9wzqmXzK6/7tR7ZsfVTjI/0VafNmk/a+AmcPHKQorvdfdVFy0jo7qtWlpVw9sQR6utrCQ4OZmx6JtNmz/dZsny4fajSkmK2fPYxz296iRNHj9DY3fdbsWot4Wbf9f2eVT9q727ftpEAWz7rPucSKTfzPed8zvyFjEvPIPfgvt7+9kPnfOvnH7Nx08ucPnGMutoaXnjpNeITEn0W83DLSafVyqGD+yguKsJut6EN0TFz1hyf9aF6DLff98WnHwHwy3/6OQAZmVmsXrveZ/EO914s/8Z1juUe4Kf/6b94P6Pw7m12fvMVf/t//X99FvdwznNySiq//dW/MGv2XHImT/V+Rk11FR/+5Y988NOfERqqD5h4U1LT+Ogvf2TchAymz5gFwDdfbeH+vUJ+9rf/FYVCQWtrK7/71b/w/o/+AwbjyN5LDjf20yePc+3KJd5+70eoumdFfLXlcxwOOy+9+obPHihv2/IxYWGeOuRW/g2kMhmz5sxn7PgMjubu596d26g1GhYsXk5CUgof/fm3TMyaxORpM72fUVdTzecf/5k33/0x+gC9Z9+zazv5N673+5yXX3tzROtsnz1ev1OQR7BKxcaX3yIjewonc/dzcPe3RETH8PyrbxObkMSR/Tux2+2+CumJOiruI1UEEz5jDZr48bTcOkvT9WMo9GbCZz6HMiya5ryTuJwOcIM0WI0hawHm2esJScmirfAK1uoHPo25IP86KpWaV998m5zJUzl8YC+7tn9NdEwsr7/1LglJyezdvb3POT5+9DDzFy3l1TffQaVS8+22L3E6nT6NOz/vOiqVitffeodJU6ZycP8edn67jZiYON58+z0Sk1LYs9MTd1tbK59/+hFymYzNr77Bmz94j4lZOT5/2ph/4zpqtZo3fvAuk6dM4+C+Pez45itiYmN58533SUpKYc/Ob7Hb7bS2tvDtti9JTRvDW+/+kMzsHI4fPezTeHvcv52PUqVm9QtvMC5zMueOH+T4/h2YI2NYu+lNouOTOHV4Dw67HVtXJwd3bMEYFsGaTW+yZO0mrNZ2jh/Y4ZfYYejnXaVW85Of/S0KpZLFS5fzk5/9LePSJwRkrHa7nebmJrZ/vZW0sWP5wXsfkJUzmRPHjvg03qeJu8eJY0dYuGQZb779PlKplH27d/oldoDSwgKUShULn3uVlPQcrp05zPkjuzCZo1m07nXMMQlcOr4XhyMw2poeT3PeR1usnZ2dfPn5J7hxs/mV1/02anU0nOuC/Ouo1GpeeeNtsidPJffgXnbt+JqomFhee/NdEpOS2benb3t+9vRxFi1dycuvvUVbWyu7d3zNlUvnWfXcBta/8DIlxUVcvXzBJ/GP1nrkTkEeKpWK5195i4nZUziRu5+Du74lMiqGF157m7jEJI7s8/RVLW1t7Pl2K+GRUWx6/R3mLV7BrfxrXD53yqcxD6cP1eNY7mEWLlnKGz94F7VazTdfbfF932+U9qMAbuZdR6VW8dqb75AzZSqH9u9h17fbiImN440fvEdCUgr7dvU95yePHWHugkW8/f6PCTdH+Dzm4ZSTkyeO0VBfzwsvvcI77/+YZStWoVKrfB4zDK/ft/75TQC898FP+cnP/pYlS1f4PN6nuRcLBEM9zw6Hg/QJGRTczO/z/pv5ecTGxY94Mm648drtduISEigrKQY8I1TLykpRBgdTXlYKQFlpMdqQkBFPxj1N7DNnz0UXqmffnl0AXLl0gYqKMlavXe/z2R23bt5ApVKx+fW3yZ40hSOH9rFn59dER8fy8pvvEp+YzIG9OzxlZGIWBfl9E1sF+deJiY33WTKux3DO95KlK/jJz/7W+2fy1OmoNRqMI/xw0GcJOVOYmcnT56A3GMmZOguZXI5KpSJ9Yg56g5EpM+bQ2Wmlsb7WVyE9UVCIgZCULOQaHdrkiUikMqSKYDRxY5BrdISkZOGyd+Foa0QilaJLzUERGoZcHYI6OgVVdCrW6mKfxhxujmDG7LkYjCamzZyNvPscZ2ZPwmA0MXP2PDqtVupqa7zvmTlnHolJyYSbI1ixZh0d7Rbu3b3t07jN5ghmzZmH0Whixqw53XGrycqZhNFoYtaceVi74756+SJKpZK1658nKioao8nExKxsn4/GMUdE9o9ZrSY7Z7In5rnzsVqt1NbWcPXyJfQGI4uWLMdkCmNCRiYZmdk+jbeHIcxM1pRZ6PRGJk6agUwmR6lSMWZCNjq9kawps+jqtNLUUMutvCsYw8xMmjmfUIMJU3gEsxetpLqilJbmRr/EP9TzXldXi1arRQIolcFotdoRHxXytLHW1tZw7cpljKYwFi5ehskURvqEDCb6qYwMJ+4e8xYsIj4hkbDwcGbMmkNFeRkOh8Mv8YcawxmXMwNtqIGxWdOQyuQog1UkjctEG2pgfM5MbF2dtDbW+SW+x3ma8z6aYm23WPj8kw/RaLW8sOlln1+P3zV+Xws3RzBjVnd7PqN/ez5jVv/2fPbchcTExmGOiCIjM5vyshIWL1+FOSKK2Lh4xowdT1lpiU/iH631iCnczOQZ3X3VaZ6+arBKRXpm375qQ10tN69fRhsSwtxFyzEYw0hKHcvUmfO4fvkCbrfbZzEPpw/VY9bc+SQmpRBujmDV2vW0t1sovOPjvt8o7UeB5/qcOXseBqOJ6TN7Y++5Pgc657PnLiAxKQW9wYhK5fvk1nDKSWtrCxERkURFRROq15OYlExq2lifxwzD6/f1nFe1RoNWq0Xph4c+T3MvFgiGcz2mT8ikvKyU1pYWwJPkulWQT/qEiQEZb3x8IuVlpbhcLupqa5BJZaRPmEhpd5KutKSY+PjEgIxdKpWydt1GSoqLOHbkMEdzD7Fs+Sp0oaE+i7dHWHgE02bOxWAwMmX6bG8dkpE1CYPByPSZc+m0WqmvqyE9I4umxgaqqyoAcDqd3Ll1k3Q/zBAbzvlWBnvuGbVaLRXlZVy/epkNz29Cq9WOaIw+29TB9NA0SKlUSnCwCmNY7zGVWgOAtaPdVyE9kTykN3srkUiRBikJ0hq8x6QKT6Xvsnl2XmsvvUVHxT2cVgtulxO3y0VQiG8zwGEPPXGTSqUEq9SEPTQFQa3xnOOOjnaU3YuYR0fHen+uUqkwGE00NNT7KGKP8EfiVj0St6Y77vb2dmpraoiNi0cmk/k0xkc9PLWjJ+bw8P4xd7S301BfT3R0TJ/3x8TE4g8GU7j371KpFGWwCoOx91hwz3Vo7aCpvpbqilI++8M/9/uctpYmQvW+Ld8wvPPub8OJtbGhgaio6D7vj3qkzPjKcOJWKj31iPmha7in0epob/dLhyHU2Jucl0ilKJTB6Ay9x5Td0607rR0BtZnDcM67VjOyHYPBPE0Z+fLzT4iKjmHdhhf8vvbd08Tva2HhA7Tn4f3bc2tHO4ruGPu092oN8qAg9HpDn2PVVZUjHToweusRU9gQ+6rWdpoa64mIju0zSiEyJha73YalrZUQnW/iHk4fqudcP9wHUalUGE1hfuj7jc5+FPQ/54+7Pjs62lF0tzMRUVG+DfIRwyknOZMms/3rr6ipriIxOZm0MeOIiY3zecwwOurrhw3nXiyQDOc8p40ZiyksnIKbecyYNYfSkmI62tsZN953SzUNJ964+ARsNhs11dVUVJQRl5BAfEIi5854RjOXlZYwrXs6a6DFDqA3GFi4eBkH9u1mXPoE0jN8l/h8WNijuRyV6jH9kg6iomNJSknjZt51IqNieHC/EKfTQdpY35WRHk9z71hTXcWend+yZPlKYuPiRzxGnyXkpNJHEigSSZ9OeU+HxpdPFZ9kwGGgDx17OF5rVREtdy4ROnYqCn04ElkQluJ8bC2+HYEhe+QmR0Lf8x5o57iH9NHkmqTvd/H+X7jdyOWBsTFw//Lc93sE7Ll+9EZYAlLZwOfaYbcRm5jK5JkL+n2Oqrvy8rXRdN5HU6wPe5q4+17D/v1ekkfilzymreF7cN795WliTUlN486dWzTU1/llutbDRsO5frSulgCyQdrzR9v7R/sESCQ++06jtR55NG6JRPLYNjJQDKcPFUhGw3X4OP3LycDn/OHYg4L8u9P7cMpJckoaH/zkZxTdv0fxgyK+/PwTciZPYeHiZT6M2GO0lZPh3ItJJPBo1P7a8GO453lCxkRvQq7gZh7JKaneNc4CLd7g4GDM5ghKS4upLC8nMSmZuPgEdn67jcaGBpoaG306Qu5pynRZWQkSiYSW5mZcLpdfHmz2q0N4ci5nwsRsDuzdwfyFSynIv07auHS/zI4Y7vm2WCx8vXULmdk5ZGVP8k2MPvkt33O25loUejOa+HEE6UzINTocHW3+DmtIqirLvX/v7LTS1NTol8XYhyrcHEF5WanP1zr5LkxhYVR1D9ntUfnQeQ9UxvBImhvr0epC0ekNff74u2P5fWM0maiu7jtypaqy4jGvFoTRZ/6iJWRMzGLLZx9TXxdY04UF4WkYjGHUVJb3uWmqrignSKFAG6LzY2SDq6x4qO9ntdLU2BDQfb/R2o8azdQaDRmZWaxZt4FFS5Zz/eoVf4c0qJ6bbPco2cVWrdZg6+rCbrN5j9XVVPsxoqFLnzCRutpaqqsquXP7lt9GbQ1VXEICpcXFlJWVEJ+QiEqlwmQK4+zpk2i1Wowmk79DfKxbBfncvX2LV15/i7bWFk6fPO7vkIYkMTmVoCAFN65dpuTBfSZkZPs7pEE5HA6++WoLxrAwFi1Z7rPfG7AJuS0f/p4H9+74O4whkal12Fvr6ayvwNHeQmvhFeytvh36/7TOnj5JSfED6utq2b97JyqVmtQx4/wd1mNNmjwVW1cXu7Z/TVVVJY2NDdzMu+HzqRbDkTNpCk2NjRzNPUhDQz0F+XnkXe+/g0ugGTcxB1tXJycO7qS+porWliYqSos4lbvHb0/wvq+yJ02mob6eY0cO0djQwK2Cm95dfny7ZKsgjJxFS5aRnjGRLZ99REN94NbZgjAUE7ImY2lr49SRgzQ11vPg3l0unj1B1qRpPl9se7jOnDpByYMi6mpr2bt7ByqVmrSxgdv3G639qNHq5PGjFN69Q1NjI/V1tdy/dxdTWOAmbHuEdk8Tv3fvLh3t7dgeSnQFosjoGIKCgjh5/CjNTY3cupnHzbwb/g5rSEL1emJi49i3eydul8tvawwOVXx8Ig+K7iGVSL1lOS4hkZv5N4jz4ei44WptbeXgvj0sWLSE2Lh4Vq5Zx7kzp6ioCPwHElKplPSMTM6cPIreYCTKj8sMDNWBvbtpa21hybIVdHR0YLFYsFgsIz4QKDDm/w2guamRrq4uf4cxJJq4sdhbG2m6fgyQoIpKQhM3js76wL9Y5i5YxNHDB2huaiTcHMGGFzb7fX22J1Gp1Wx+9Q2O5R5iy6cfIZFIMEdE+m1ti6HQhYay/vlNHDl0gMsXLxAVHcO8hYv8uhPlUKg1Iazc+CqXzx7n0C7P7rvaEB3R8ckBf7Mx2uj1BtY/v4mjhw9y6cJ5YmLjmDl7Lgf370EWINO0BeFZWLx0BW6Xmy2ffcTLr70V0E+lBeFJtCEhrN6wibMnjrD1k2sEBwczPiObyTPm+Du0Qc1buJjcQwdoamrEHBHBxk0vBXTfb7T2o0YrmUzGiaO5tLQ0Iw8KIjYunrXrn/d3WIMK0emYM28Bx4/ksnfXDjIys1i9dr2/w3oslUrFyrXrOXE0l7zrV4hPSGLmnHkc2r/H36ENyYSMiRzcv5eMiVl+3ahpKGLjE3C73cQlJHiPxSckcvnieeIfOhZQ3G727tpOVHQMk6ZMAyA5JZWcSVPYveMbfvDuBygUgT1jacLEbC6eO016hu83c3gapaXFWCwW/vKH3/Y5/vJrbxKfkDhiv1fiHuKk+5rWwNqeeSh2Fvhm8eJn7eWcwE0uPYlMOvqSNKM1sVTd3OnvEJ5KpN73O16NVmdOneDalcv8+D/+J3+H4lOF1RZ/hzBsaZG+3WShoaGeP//+N7z/o/+Awej7zVWE4bM7Rueo4iB5wE6keKxW6+jrrwKEBI/8w5fSkmK2fPYx//H/+C8EP6MdKP3VjyotKeaLTz/iZ3/7X4f9XZyuwFhvbLhGYTd71PazHc7RWWfLZaOvzhZ8q9Pmu2WfKspL+ebLT3n7g/+I5jtsSBasCNwHRk8y1GZdDL0QBEEIAFcuXSQqOhqVSk15eSkXzp3xPhEThB5Wq5U7twpQKJWE6AJ7nSpBEARBEATh3xeHw4HV2sG50ydIGzv+OyXj/j0QCTlBEIQA0NTUwNnTJ7BarehCQ5k6fSYzZ8/1d1hCgNm3eyfV1ZUsX7E6YHadFgRBEARBEASAu7dvcnj/bsLNESxf9Zy/wwl4YspqABJTVn1ntA6lF1NWhe8rMWVV+D4SU1Z9R0xZ9a3R2I8SU1Z9ZzSWDxBTVoXvL19OWX1WxJTVIagsL+X6pXPU1VbT0W5h+drnSUrt3W3F7XZz6ewJbuVdo6uri8joWOYuXoHe0Lv2zb4dX9FQV4O1ox2lMpiY+CRmzF2IRhsCQEVZCXlXLlBbXYnNZiPUYCBr8gzGjM94qphb713Fcr/vDk1yjQ7znI0AtJfdwVpVhL21EbfTTuSil5EGKfu83tHeQuudS9iaa3G7XASFGAhJzUFpiup9jdVCS8E5bI1VSORBqKJT0KVNRiJ9NhXm+bOnKLxzm8bGBuRyOdExscxbsBhj9/b1VquVMyePU1J8n7bWVlRqNalpY5k9dwHKAdbcsFo7+Pivf8TS1sZP/uY/P7M1Rh5VVlrChXNnqK6uot1iYcPzm/rs8OV2uzl14hg3rl2lq6uTmNg4lq5YhdHoWQC8pbmZM6dPUFpcTHu7Ba02hPSMicycPddvCxOfO3OK40dzmTx1OkuWrQDAYrFwLPcQxQ/uY7PZMBpNzJwzl7Hj0kcsjurKMm5ePU9DbQ3WDgsLV24gPnlMn9c0N9Zz+exxaipLcbvchBpNLFixAW2IZwrc2aP7qSwvwdpuQR4UhDkyhsmzFhBq6LsA+71beRRcv0hLcyMKhZKElLHMmL9sxL7bw86ePsndO7dpbKhHLpcTExvH/EVLMJkCfycwgCuXLnD+3BnaLRbMEZEsWbaS6JgYf4flVVZawvmzZ6iprsRisbDhhc2MGeAavX71ivcaXbZytfcafdbuXD9PRXEhlpZGZDI5RnM0GVPnEaLvbUdO7PmS+uq+m+kkjcskZ/ZS77+vnz1CQ00FrU0NhOiNLN7wRp/X11WVcS//Mo111TjsXWh1BtImTiU+dfyIfC8Y/Fw/7MDe3Vy7eplFS5czddqMEYtpuEbL9Rho5Xog169e4vrVy7S2NANgCgtnxqx5JKWkAnBo/x5KSx5gsbShCFIQHRPL3Ifa/R43865z+eI5mhobUCiVjBmbzuJlK332PR41UBvpcDg4cvgAtwpu4nQ4SEpOZdmKVWi0vkty22xdXDh9ggf37mDt6CDMHMGchUsxR0YDnjJx8cwJbuVfo6uzi8iYWOY90oft4XQ4+PqLD2moq+XF194hzBzhk+/w+9/8ktaWln7HcyZNYemKVQBUlJdx8vhRqiorvBtivfjSqwG5GHsgtY9lpSVcPH+Gmu7+6rrnN5E2prfOaG+3cOJoLsUP7tPV2UlsXAKLl63AMECd4Xa7+Xrr5xQX3e/3OSNtsDLicDg4evggt271XIspLF3u22txKFwuF6dOHKMgP8/b/8/IzGLWnHl+S/4Ndi/W0tzMn3//qwHfu2b98957guqqSk4ey6WmugqQEBkdzbwFizFHRPrqq/TT1trKsaOHKbp/D4fdjt5gZNWadURFR/stpuEaqO0JVIFU9507fZzzZ072OWYwmnjjnR/R2tLMv/3x1wO+b9VzG0kb2/c+12rt4PMP/4TF0sYH/+H/HDAHMVIG659arVZOnThKcVERra0tqNRqxowZx9z5C30W5zNJyDnsdkzhZsZlZHFg19f9fn7t0jnyrl1i4fK16HR6Lp45zp5vtrD5zfe9U26i4xKYNG0Wao2WdksbZ0/kcnD3N2x46U0AaqrKMYabyZ46E5VaQ0lRIUcP7EKpVJKQnPZUccu1ekxTHkoeSHqTZG6nA2VYDMqwGNoKrwz4/oYrucjVOkxTlyORyrGUFNB4NRfz3I3IlGrcbheNVw4jVaoIm74KZ5eV5ryTSCRSdGMmP1XMjyovLSV70lQio6K6G6mjbPvyc37w7gcEKRS0W9pot7Qxf+FSTGFhtLa0cPjAXiyWNp7b8GK/zzuwdxfh4RFY2tqeSXyPY7fbMJsjmJiVw/avt/b7+YVzZ7hy6QKr1q4nVK/n1PGjfLXlM955/8fI5XIaGupxu90sW7kag8FIXV0tB/buxm63sXCxbxJCD6uqrODalcuEP9L53rPzW7o6O9n44suo1WoKbuax45ttvPn2e0RERj3m074bh92GwWQmdXwmx/Z92+/nrS1N7P/mM1LTM8meNocghYLmxvo+iUyTOZKksRPQanV0dVm5duE0h3Z+ycbXP0DanUy+ee0CN69dZMqshYRFROGw27G09e/sjZSy0hImTZ5KZHQ0bpeL40ePsPXzT3nnhz8O+F2HbhXkc+TwQZatXE10dCyXLpxj65ZPee+Dn6LRaPwdHgA2mw1zRASZWdl8O8A1ev7saS5fPM/qtesJ1Rs4efwoW7/4lHd/+JMRmUpZV1VOyvhsDOGRuFwubl46xan921j6/A+QP3RDmTh2IumTZnv/PdAutQljMmiqq6alsa7fzxpqKtEZwxmTORWlSkN1aRGXTuwjSKEgKj7lmX8vGPxc97h7+xaVFeVoux9UBZLRcj0GWrkeiDZEx5z5izB0J3xu5l9nxzdf8tpb7xEWbiYiMorxEzII0YXSabVy9vRxvv7yM9754D946+fLF85x6eI55i1cTFRUDHa73Zvg84fHtZG5h/Zz/14h6ze+iFKp5NCBfXz79VZee/Ntn8V27OBeGhvqWLzyOTQaLXdv5bNr2xdsfvN9tCEhXLvo6cMuWr4WXaieC2eOs/ubLbz0UB+2x9mTR9BoQmioq/VZ/ABvvPUurocmvNTX1bL1i08ZO95zU1RRXsZXX37OjJmzWbJsBRKplLqamoAcvRRo7aO3v5qZw45v+tYZbreb7du+RCaTsf75zSiVSk+8X3zKD977Ub+67/LF80jwzzkfrIwcOXSA+/cLWbfhBZRKJYcP7mP7N1t59Q3fXYtDcf7saa5ducTqtesJCzdTVVXJvt07UAYHM2XqdL/ENNi9WIhOxwc/7btB141rV7h44SxJyZ4HLTabja+//JyUtDEsXrYSl8vFmVPH+Xrr57z/45/5ZbBBp9XKpx//lfiEJF7c/CpqjZqmxkaCVaNntsvj2p5AFGh1H3geCG548VXvv3v6GNoQHe/+6G/6vDb/xhUuXzhHQlJqv885vH83pnAzFsvI5hcGMlj/1NLWhqXNwsLFSzGFh9Pa0sKBfbtps7Sx4flNPonxmQzTik9KYdrsBX1GxfVwu93kXbnApGmzSUoZgynczMIVa+lob6P4/h3v67ImTSMiKoYQXSiR0bHkTJ1JTVUFTqdnWOWkabOZNms+kdGxhOoNZE6aRlxiMkX37vT7nUMmkSBTqnv/KHorGG3iBEKSM1Howwd8q9PWibOjFW3yRIJCjMg1OnRjJuN2OnBYmgHoqq/EYWnBMHEeQToTweGxhKTl0F52G7fr2QwXfX7zK2RkZhEWbsYcEcmK1c/R1trS/XQFwsLNPLfxRVLSxqA3GIlPTGL2/IUU3SvE5eo7HPvalUt0dXYxxQejLpJT0pi7YNGAo0DcbjeXLpxn5uy5pI0Zi9kcweq167G0tVF453b3+1NZtWYdSckp6A0G0saMZeqMmdzt/rkv2Ww2du34hhWr1/YbUVhRXsakqdOIjolBbzAwa848lMHBVFdVjVg8sQkpTJoxj4RHRsX1uHruBDEJKUyZtRBTeAS6UAPxSWmo1L2V/ZgJ2URGx6HVhWIKjyRn+lzaLW3ehFtXZydXz59k7uLVJI9JRxdqwBhmJj7p6ZLjT2PTy68xMSub8O6yv3rtOlofKvuB7OL5c2RlTyIzK4ew8HCWr1pDkDyIvOtX/R2aV0pqGvMWLGLMuP4jw7zX6Jx5pI0dhzkigjXPea7RkboG56x4noQxGegMYehNZqbMW4G1vY3m+po+r5PJgwhWa7x/ghR9RzZnzVxESnoO6pDQAX/PuOzpTJg8G1NEDFqdntSMSUTEJFJZXDgi3wuefK57tLW2cujgPtas34g0AKekjJbrMdDK9cAxjiE5JQ2D0YTBaGLOvEUEKRRUVVYAkJk9idi4BEJD9URERjF77kLa2lq9CbfOTiunTx5l5ep1jE+fiN5gJNwcQUpa/z6aLzyujezq7OTGtassWrKchMQkIqOiWbVmHRXlZVRUlD/hE58dh91OUeFtZs5dRHRsPKEGI1NnzUOnN3DzxmXcbjc3rl5g8vTZJKV6+rCLVqylw9LGg0f6nyUP7lNW8oCZ8xf5JPaHqTUatFqt98/9e4XoDQbi4hMAOHL4IJOnTGPGrDmEhZsxmcIYlz4hINehDLT2MTkljTnzF/WZxdGjqbGRqsoKlixfRVR0DEZTGEtXrMbhsHO7IL/Pa2trqrl04SwrVvtnPaUnlZGuzk5uXL/KosXLvNfiytXrqCgvp9JH1+JQVZSXkTpmLClpYwjV6xk3Pp3EpBRv/egPg92LSaVSNFptnz+Fd28zdly6N2nb2FBPZ6eVWXPnYzSFERZuZubseXS0t9Pa6ruH3Q87d/Y0Ol0oq9eu89zH6A0kJad4HxYFuifdnwWiQKv7ACSSvmVXpVYDA5fp+4V3SBs3vt+DiBtXL9PV1cnkqf6Z1TFY/zTcbGbDC5tIHTMWg8FIQmIS8xYs4n7h3X65kpEy4r36tpZmOjraiY1P8h5TKoMxR0ZT/ZjKs7PTSuHtm0RGxz7xiYCtq4vgYNVTx+bsaKP62JfUnNhG040TOKxDX7tIGqRErtFhrbiHy2HH7XLRUXYHqSKYIJ1nmLqtuQ55iB6ZsjdGpSkGt8PuTdo9a11dXQAEqx5/Xrq6ulAolN4sN0BDfR3nTp9k5Zp1fn9i2tLcTHu7hYSkZO8xZXAwUdExT+wY2Do7v1N5eFqH9u8lJTWNxIfi7RETG8ftgptYrVbcbjcFN/NxOhzEJyT6PE7w3HCWlxSh0xs4tPNLvvzrr9jz1ceUFt197Hvsdhv3bueh1YWi0XqmtFaVPcDtdtPRbmH753/iqw9/w7H922lva/XVV+nHW/b9UAaGw+l0Ul1V2ad8SyQSEpOSqSgPrI7v4/Rco4mJfa/R6JhYKivKfBKD3e75/w5S9u1kld2/xe5Pf8Phrz8k/+JJHI7vvp6Uw96FQum/zpzb7Wb3zm+ZPmMW4eFmv8UxHKPlenxYIJTrR7lcLm4X5OOw24mOie33c7vNxs2864SG6gnReZLMJQ+KcLvdWCytfPin3/LH3/yC3du30eanm7rHtZHV1VW4XK4+x01hYeh0oVSW++Z8u9wu3G43MnnfvqZcLqe6otzTh20fuA9bU9Xbh+1ot3D80F4Wr3gOudy/U0CdTicF+TeYmJmNRCKhvb2dqsoK1GoNn370V379i3/i808+pLys1K9xDmS0tY9OpwOgT2JTIpEgl8mpeKgM2+12du/4hiXLAmMK6KNlpOdaTBjgWvRVcnyoYmLjKCl+QGNDA+BJdJaXl5Kc0n9Ujr8Mdi9WU11FXW0NGZnZ3mNGo4lglYr869dwOp3Y7Xbyb1zDaAojNFTvg6j7u1d4h8ioKLZ//RW/+pd/5N/+/AeuXb3sl1iexpPuzwJNoNZ9zc2N/Pm3v+Df/vhr9u/+9rHJ4Z4yPWFidp/jDfV1nD97kmWr/J9f6DGU/mlXZxcKZd9cyUga8UdjHR3tAH1G3/T829r9sx7nTh4h/9plHA47EVExrFzXf0plj3t3CqitqWLe4qdbD0URGk5QxhzkGh3OLitt96/RcGEf4bPXIx1CZ0oikWCaspzGq0eozv0MJBKkimBMk5d615pz2azIFH3/s6XdyTlnl5Vn3WVzu90cO3yQ6Ng4wh5z09bR0cG50yfJzM7xHnM4HOzZ8Q3zFi5GFxpKS3PTM45seNrbPYnRR4fnajRaLO0DJ02bGhu5fPkiCxctHfDnI6XgZj7V1VW8+fZ7A/583cYX2fHtNv71n/8BqVSKPCiIDS9sxmD0z9Olzo52HHYb+VfOkz19LpNnLqCi9AFH933L8vUvExkT733t7bwrXD5zDIfDjk5vZOlzm70J8rbWFnC7uXH5LNPmLkahUHL1/EkO7vyS51562+dD691uN7mH9hMTG0e4ObATFh0dHbjd7n7lW63R0NBQ76eohsfymGtUrdHQbmkf6C3PlNvt5sa5Y5giogk19q6bFZcyHrVWR7BaQ0tjPfkXT2BpaWTGknVP/bvKi+7QVFfTZx06Xzt35hRSqZTJfpqOM1yj6Xp8mL/L9cPq6mrY8sm/4XA4UCgUrN3wIqaw3hH7165c4uSxw9jtdgxGE89vftVb77a0NON2uzl/9jQLFy9HoVRy5uQxtn35GW+8/UOf1s9PaiPbLRZkMlm/kQsajcbbDxhpCoWSiKgYLp87jcEYhkqt4d7tAmqqKtDpDY/tw6o1GjraPT9zu90cObCbCZk5mCOj/Do1GKDwzm06Ozu9N/s9fbrTp46zcNFSzBER5Ofd4MvPP+EH733g0/URBzPa2kejKYwQXSgnjh1h2YrVBCkUXLpwjra2Vtofmpp19PABYmLjSB3jn1Gqj3q0jLS3D3wteuq+wNpoacasOXR1dfGn3/8aqVSKy+Vi3oJFTMjI9HdowNDuxfKuX8VoCiMmtncTP4VSyeZX3mDH11s5171ul95g5IXNr/gsKfCo5qYmrl6+xNTpM5k5ew5VlZXkHtyPTCZj4kPJxEA02P1ZoAnEui8yKoZlK9eiN5joaLdw/sxJtn3xEa/94IcoHpl9cjPPkzyOjukt0w6Hg/27v2Xu/MXodKG0+jm/AEPrn3Z0dHDm1Amysyf5LK6AmveSNWUGL7z2Nqs3voxEIuHIgV0MtAlsRVkxxw7uYf6SVRjDBp5SOpjg8FhUkYkEhRgJDovBNGkJLocNa/WDIb3f7XbTUnDOk4SbtpKwGWsINsfTcCUXZ1fHU8X0XeUe3Ed9XS1rnts44M+7urr49qsvMIWFMXPOfO/xU8ePYAwLIz1AGrPhamtr5asvP2PsuHSycnx38bS2tpB7aD9r12187LSPk8eP0NXZyeZXXufNt99j6rQZ7PjmK+pqawZ8/Uhz47me4pJSmZA9FWN4BBMnzyA2MZU7N6/1eW3ymAms3fwWyze8gk5v5PiBHTgdnqfBbrcbl8vFtLlLiIlPJjwyhnnLnqOtpYnqihJffy0O7t9DXV0tz214wee/W/C9a2dyaW2qZ+rCNX2OJ43LJCI2kVBjOPGp45kyfyWVJfewtDY/1e+pqyzl8sn95MxZis7gn80JqqsquXzxPKvWrg+Yp4uDEdfjd2c0hvHaD97nlTfeITNnMgf27KShvnfNw/ETMnjtrffY9MobGIxGdu/4Gscj9fPCJctJTE4hOiaWVc9toLmpkbKSYp99h6G0kYFg8crncLvdfPzHX/HHX/6cvKsXSR2bPuTrLe/qJew2GznTZo1wpENz4/pVklNSCQnxrDXZ04/OzpnExKxsIiKjWLx0OUajibzr1/wY6egnk8lYt/FFmhob+PUv/pFf/OP/oKyk2LMuWHf5uVd4h9KSYhYuWe7naHs9WkZGk1sFNynIz2Pt+ud56533Wf3cei6cP0vejWv+Dg0Y/F7MbvdMZ340oWW32zmwdxfRsXG88sbbvPTaW4SFh/PNV1uw2/2zc7Tb7SYiMor5CxcTERlF9qTJZGVP4tqVwB4lN1rankCXmJxK2th0ws0RJCSlsO75l+jq7OLu7YI+r3PY7dy5ld9vdNyZE0cxmsIYN2GiD6N+ssH6p11dXWz78nNMYeHMnrfAZ3GNeClVdz9VtHa09xmmbe1oxxTed4FFlUqNSqVGb/Csm/Lpn39NTVUFkdG90zQqy0vYt+MrZs1fwtj0Z/cfLA1SIlfrcHYMbbFBW2MVnXXlRC5+GancM1dakT6TmoZKOiruEZKciVShwtbSd9FwV5cVoM801mch9+A+7t8r5KVX3yBEp+sfb1cXX2/9HIVCybqNm/o8IS8tKaa+rpZ/vv3/6/Oe3/7yfzN91hxmz13wTGMdjEbjKSft7e19Fi9vb7cQ8chOQ21tbWz57GNiYuJYsarvzflIq66qoqO9nQ//8gfvMbfbTVlpCVcuXeC9H/2UK5cu8vb7P/JOMzNHRFJeVsqVSxdZ7uN4AZTBaiRSaZ9RRQB6g4maqr5DohVKJQqlEp3eSHhENFv+/EtKiu6SPCYdVfcTHP1DT9aDVWqUwSqfT1s9tH8v9wsLeeWNt9ANUPYDjVqt9k4jelhHe7u37Ac67cPX6EMd+o72dswRI7tw7rUzuVSX3Wfe6pdQa558M2EM92yc0t7ajFanH9bvqasq48yh7WROX0hC2oSnDfc7Kysrpb29nd/96l+8x9xuN0cPH+TShXP86Kd/47fYBjLarseH+bNcP0omk3nX6YmIjKKmqoorly6wdMVqwDNtUqkMxmA0ERUdy29++Y/cu3ubcekZ3nrEZOp9YKlWa1Cp1D5di2iwNnLTy6/hdDrp7OzsMzKn3cd1YajewPrNr2O327B12dBotRzc/S26UP1j+7Ad7e3eHVQrykqoqargj7/8eZ/P3fbZX0kbn8HiFWt99l1aWpopKX7A+ocWou6J2/TIA2xjWJjf1qZ6nNHYPkZGRfPmOz+kq7MTp8vpmRr84Z+JjPLsQllaXExzUyO/+ue+5WPnN18RExfPS6++6dN4BywjGu2A12JHe3tATLF92LHcQ8yYNZv0CRkAhJsjaG1p4dyZU34ftTXYvRhA4Z1b2O120if2HQRxuyCf1pYWXnnjbe/DgNXPbeTXv/hH7hfeYVx6xojH/yitNoSwR+oNU1gYd27f8nkswzFY2/N//l//H7+NOnyc0VD3KYOD0RuN/WbSFd69hcNu75d4KystpqG+lsI7f9/n+B9+/U9MnTGnz+AgXxisf9rV1cXWLz5FoVCw8cXNPp1NMOIJuZDuDk1FWbG382Lr6qK2upIJWY8fzdTzRK9nUwfwdHr27djKjDkLSc/Medxbn4rLYcfR0YYqemiJMrc3rkefoPb+W6EPx1J0A2eX1ZuA62qoRCIPQq7Vf/eg6Z4qcWg/9+7eYdMrrxOqN/R7TVdXF19/+RkymZz1L2zu97TguQ0veJ+sg2dExoG9u3jptbfQD/B5Iy1Ur0ej0VJS/MCbgOvq6qKqsoKcSVO8r2tra2XLZx8TERnFyjXP+Xz0SEJiEm+/96M+x/bu3oHJFMb0mbNxdD/RejQuiVQ64MhPX5DJZISZI2ltauxzvKW5EW3Ik26e3bhx4+ou9+YoT5K8tanRu65cV6eVrk4rmscslv+sud1uDh/Yx907t3n59Tf9UlafhkwmIzIqmpLiIu+mJm63m+LiIiZPmebn6Iam9xotIiKy9xqtrCgn+6Fr9Flyu91cP3uEypJ7zFu1aUjlrKXRs9NhsHp4u1PVVZVx5uC3ZEydS9I4/44czsjI7LOmGcDWLz5lwsRMJmZl+yeoAYzW6/Fh/ijXQ+V2u73rVQ30M9xub3+pZxpUU2OD96bQarVitXagC/VN/QyDt5E6nQ6pVEpJcRFjx3l2emxoqKe1tYXoh6Zy+UpQkIKgIAVdnVbKSoqYOXeRpw+r0VBe+vg+7JyFS5k2e573czosFnZ/s4WlqzcQ0Z2U8ZW869dQqzWkpPZusBQaqkerDfGuudWjqbGR5JSR2Tn6aY3m9lHZnchqamygprqKOfMWAjB95mwmZve9Z/noz79n4eJlJKcNvPnWSBqojERGRnVfiw8Y273hTc+1GDPA2pX+ZHfY+/erJRK/9athaPdiPfKuXyMlbYw32d/Dbh/4e0nAb98tJi6Oxsa+9UZjY4NP25GnMVjbE2jJOBgddZ/NZqOluQnNIwOibuZdIzm1f5leve75PvmFmupKDu/fzYsvv/nEa+RZG0r/tCcZJ5PJeH7Tyz4fWflMfpu9+z+oR2trC/W1NSiDgwnRhTJx0jQunz9NqN5ASKiei2dOoNaEkJjiWUuhpqqCupoqIqPjUAYH09rcxIUzJ9CFGoiMigE801T3bf+KiTlTSU4bR0f3+iJSmeypFo1uuXOR4PA4ZCoNrk4rrfevIpFIUEV5bnycXR24uqw4ukfM2S3NSGVyZMFapAolQfpwpEEKmvNOEZKShUQmo738Lk6rheAwT+OlDItGrg2lOe8kujFTcNqstN27iiZuHBLps8m65h7cx+2CfNY9vxmFQuld60GhVBIUFORNxtntdlatXY+tqwtb92KGKrUaqVSK/pHdcqwdnim3RlPYiO1KY7PZaHooKdTc0kxNTTWqYBW60FCmTJvO2dMnMRiM6PV6Tp44hjYkxLvLVVtbK198+jGhoaEsXLyUjo7eacJaHz3NUyqV/eafBwUFEaxSEW4243Q6MRiMHNi7m4WLl6FSqyi8c5viovu8sPmVEYvLbrPR1tJ7Pba1ttBYV4MiWIU2RMeEnOmcOLCDiOhYImMSqCgtorz4HsvXe2Jqa2mm+N4touOSUKrUdFhaybtyHrlMTkyC5/oI1RuJS0rjwqlcZi5YTpBCyZVzx9HpjUQ9tA7dSDq0fy8FN/PY+OJLKBRKLN1lX9ld9gPZ1Okz2LNzO5FR0URFx3Dpwjnsdrvfn+4+zGaz0dTYe422NDdRU12NStV7jZ45fRKD0eS5Ro8fRRsSMuDOyc/CtTO5lBfdZsaSdciDFHR2r+0UpFAgkwdhaW2m7P4tIuOSUSiDaWmsI+/8McIiYwk19j7htbQ24bDb6bK243Q6aG7wJO10ehNSmYy6ylLOHPqWlAmTiEkc4/09UpkUxTMe2dxjsHPds6tVD6nMs7uVyeSfabQDGS3XY6CV64GcPJ5LUnIqIbpQbLYubhfkU1ZazPObXqW5uYm7t26SkJSCSq3G0trKhfOnkcuDPNPkAIPRREraGI7mHmDp8tUolErP0hRGE3HxiT77HoO1kQCZ2TkcOXSQ4GAVSqWSQwf2ER0T69MkQGlxEbjd6I0mWpqbOHsiF73BxNgJmUgkEjJzuvuwBgM6nZ4LZ06g1oaQlOrpw/ZsptH7HT2zJkL1hkEedD1bbreb/BvXycjM7HPDKZFImDZjJqdOHsdsjsAcEUl+3nUaG+pZtzHwppUHWvtos9lobnq4zmimtqaa4O7+6p1bBajUanS6UOrrajlyeD+pY8aSmOxJdvbsQPiokNBQnz+4eFwZUQYHk5mVw9HDBwkODkapVHL44H6iY2IH3EzGn1LTxnDm9El0ulDCws3UVFdx8cI5Mv34gGqwe7EeTU2NlJeVsHHTy/0+IyEpmRNHD5N7cB85k6fidru5cO4MUqmUOD9tBDd12gw+/eivnD19knHjJ1BVWcH1q1f8MsNnOIbS9gSiQKv7Th49TFJqGjpdKBZLG+dOn0AqkTJmfO+skeamRirKSln3Qv8y/Wh+odPam19Q+nDX28H6p11dXXz5+Sc4HHbWrNtMV1eXd+MHdXeuZKQ9k4RcbU0Vu7Z95v332eOHARiTPpFFy9eSPWUGDruN44f3YevqJDI6jtUbe0dqyYOCKLp3h4tnT+Kw21BrtMQlJjNp+gZk3a+5U5CHw2Hn6sUzXL14xvu7omLjWffia8OO2dnZTtON47hsXUgVwSgMZsJmrEam8BSQ9rI7WO5f976+4cI+APQZs1HHpCFTBGOcvJS2wivUXzoALhdyrR5jziKCdJ4CKJFIMU5aQkvBWerP70Eik6OKSSUk9dmN7rvevdvN1s8/7nN8+arnyMjMora6yrsV+F/+8Js+r3n3g/9AqF7/zGIZjuqqSrZ81hvz0cMHAciYmMWqteuYNmMWNpuNg/t209nZSWxcPC9uftVbZoofFNHc1EhzUyO/+9Uv+nz2f/l//d8++x5PIpPJeOGlVzh+JJevv/oCu82G3mBk9XPr+zyZfNYa6qo5sP0L778vnT4CQMq4DOYsXk1C8hhmzF9O3pVzXDiZi05vZMGKDUR0Tw2XyWXUVJZTcP0Stq5OgtUaIqLiWPn8a30Wtp6zZDUXT+WSu2cbEiRExMSzdO0mpD4a4nv1yiUAvvj0oz7HV61ZF1AjhwYyPj2DjvYOTh0/Rnu7BXNEJJteejWgpoZUV1X2ObdHeq7RzCxWr13P9JmzvWue9Fyjm156bcSeKj247amPT+7d2uf45LnLSRiTgVQqpa6ylPs3r+Bw2FFpQohOTGNcdt9t1q+cPEh9de/07CPbPwFg+aZ30YSEUnKvAKfDwd3rF7h7/YL3dWGRscxbvXlEvttg53o0GC3XY6CV64F0tHewf/cO2tstKJRKwsMjeH7TqyQkJWNpa6O8vIwrly7Q2WlFrdESGxfPS6+9hfqhxaBXrF7PsdyDfLttCxKJhNj4eDZuesXnG+4MZvHSFUgkB9j+9VacTidJySneabm+Yuvq5PypY1gsbQQHB5OcOo5pc+Z7z1X21BnY7TaOH+ruw8bEsWZj/9kG/lb8oIjW1hYmDjCDZMq0GTgcDo4cPkhnp5VwcwSbXn7NOy06kARa+1hdVdmnj30s11NnTJiYxco162i3tHEs9yDt7RY02hAmZGQyc868x32cXz2pjCxauhyJRMKOb77C6XSSmJTC0hWr/BDlky1ZtpKTx49ycP9eOjo8S9tk50xm9lzfTn972GD3Yj3yb1wjRKcjMan/yFSTKYz1L7zE2dMn+OKTf0MikWCOiGTjplf6LN/jS1HRMWx4YTPHj+Zy+uRxQvUGFi1dHjAbaHzfBFrdZ7G0sn/Xt3R2WlGp1ETHxrHp1bf6jIS7mXcNbYiOhEdmcgSSwfqnNQ/lSv7421/1ec0HP/mZT3IlEvcQx8HWtPpnQcnvYmdBpb9DeCov5/h+qsazIJOOjgXHHzZaFkl/VHVzp79DeCqRet89ERFGp8LqwNrRbSjSIgMnkSoEJrvD5e8QnkqQPPCm9gym1Tr6+qsAIcGBleAbqtHYj3K6/De98bsYhd3sUVk+ABzO0Vlny2Wjr84WfKvT5hz8RQEmWBFYDxOHaqjNurhqBUEQBEEQBEEQBEEQBMGHREJOEARBEARBEARBEARBEHxIJOQEQRAEQRAEQRAEQRAEwYdEQk4QBEEQBEEQBEEQBEEQfEgk5ARBEARBEARBEARBEATBh0RCThAEQRAEQRAEQRAEQRB8SCTkBEEQBEEQBEEQBEEQBMGHREJOEARBEARBEARBEARBEHxIJOQEQRAEQRAEQRAEQRAEwYdEQk4QBEEQBEEQBEEQBEEQfEgk5ARBEARBEARBEARBEATBh+RDfWHi/P80knGMiP/3P/6Nv0N4KnLZ6MyTdtmd/g5h2FqtDn+H8FSaO+z+DuGpROqD/R3CsHXaRl+5BghWyPwdwlNptY6+su12u/0dwlMZjWE7XKMwaEAhH53t+qnCen+HMGwTY0L9HcJTkUgk/g7h3w3pKD3VXXaXv0MYNrtz9MUMoFYO+RY5oLhGYRspHa0X5ChlG4XXpNw5SsvIEPt+o7OHKAiCIAiCIAiCIAiCIAijlEjICYIgCIIgCIIgCIIgCIIPiYScIAiCIAiCIAiCIAiCIPiQSMgJgiAIgiAIgiAIgiAIgg+JhJwgCIIgCIIgCIIgCIIg+JBIyAmCIAiCIAiCIAiCIAiCD4mEnCAIgiAIgiAIgiAIgiD4kEjICYIgCIIgCIIgCIIgCIIPiYTcv0M///u/4+6d2/4O49+tv/7qf1Fy/66/w/jeslgsbPn8E/75H/4Hv/jf/8vf4XwvjfY65PDn/0pt2X1/hzFsv//NL7l04Zy/wxiyf/yf/w+Fd0dnOfmXn/937o3S2AVBEARBEITRQe7vAARBEJ6lSxfO0m5p4613f4hSGezvcIQANHfDOwQplP4OY9jeeOtdghQKf4chCIIgCAHlt//8P1jx3PMkp471dyiCIAjDIhJygiB8rzQ1NREZGY3RaPJ3KEKAUqo0/g7hqag1ozNuQRCEf++cTicymczfYQiCIAgBxucJuVfmhFLb4sDhgqyEYJwuuFZs5dTtDl+HMihn3iEkGgNIpbhr7oNEiiQyDWl8JgCuilu4a+9DpwXkSiTGGCSJOUhkQX6N+/NPPsRsjkAml3Pj2hVkMhnZk6YwZ94C72vaLW1s/eIzykqL0Wi1LFi0lHHj0/0XNPDVFx8THu6JO//GVWQyGROzJjFzznwAOjs7OXU8l6LCu3R1daI3GJk9bxHJqWl+i3nvN59hNJmRyeXcuXkdmUzG2IxsJk2fC0BLcyOncvdSX1NFiE7P9HlL/Bbrw07t24rOEIZMJqfkbh5SmYzEsZmMy5kFgL2rk/yLJ6guvY/L5URviiBj+gJCjeF+jvzJ5ft3v/4FrS0tAOTnXScjM4vVa9f7Nd5tWz4mLDwCuUxOft5VZFIZE7MnMWO2p1w3NtRz+MBuaqurCNUbmL9oGd9+9Tlr1r9ISpp/nvQOpQ6xdnTwzVdf8qDoHiEhOhYuWUbamMB4Mn3p8NeE6MOQymRU3L+JVCojJjWDlMwZgGfKaubc1ZjjUvwcaV9ffPoR4eYI5HIZN6556sCsnMne8/773/ySKVOnM2XaDP8G2m3LZx9119ky8q5fRSqTkZ0zmdlzFwz4+lMnjnHj2hVeeOlVzOYI3wb7iK8+/5gwsxmZrLe9ycye7G1vAsFg1+HP//7vWL5yNfcK71JS/ABdqJ5Va55Drdawb89OqqsqCTdHsGbdBgwGo8/jzzv6LZpQE1KZnJoHBUikUiKTM4jPmAbA6a2/IWXKQpqqimmuLkOh0pCYNRtTTJLPY33Yjq8+xRTmKRu3868hlclIz8xh6sx5ALS1tnD66EHKy4qRSCTEJSQzZ+Ey1Bqt32IeSllZtmIVhXfvBlS/b7C4Gxsb2Ld7J1WVFegNBhYvXcHWLz5lwwubGTN2nF9jH6y+/of/8f+wdPkqioruUVr8gKnTZ/ZpQ/3hSf0Rt9vN+TMnuJl3HWtHO8HBKlLHjmfB4uV+jbnH9q3d16Vczq08z3U5ITOHabPm8cmffwPA/p1fAxCiC+X1d3/iz3C97aP8ofYxq7t9bGlu5k+/+1feePt9zBGRgOce59f/8g9seuUN4hMS/RrzQG367h3f4HK7eG79C97XO51Ofverf2bB4mVkTMzyebxPqj+OHD5IY0M9L2x+BYCLF85x5NABXnzpVZJTUgH4w2//lRkz55CVM8nnsQ8Wf2lJMV9+/gkvvfoGcfEJAJw/e5oL587w9ns/QqP1T3uz4zHX4dRZ8zh6YDfWjg5Wbdjkfb3T6eTjP/6KGXMWMH5itl9iBvjys48JN3vizu+5HrMnM2vufPJvXOfA3p393jNz9jxmzfVNn9Ava8hlxAdjd7j5+Hgzx25amD1WTWK4f5NYj+OuLQKpHGnmciSJObjL8nA3V3l+KJEgTZqCNGcN0rSZuFtqcBdf9W/A3fLyrhMUFMTrP3iXBYuWcvrkcR4U9a6ZdPL4UcaOG88P3v2A9AkT2fntNurr6/wYsUdB/g2CgoJ46bW3mTN/MefPnKSkuAi32832bV9QVVHO8jXreOOdD5g9bxESqcTfIVN4Ox+5PIi1m95gyqwFXLtwmorSB7jdbo7s/RapVMaaF99g1sLlXDpzzN/hepXdK0AmD2LemldInzKPO9fOUVtRAsDFY7uxdXYwY9kG5q99lVCTmTP7v8LWZfVz1B6PK99v/uA9kpJTGTd+Aj/52d+yZOkKf4cKwK38G8iDgtj8SLl2uVzs3v4VQXLPzxYtW8WZU8f8HS4weB1y+uRxxqWn8/Z7PyI5NZXdO77Bag2M8gFQ+eAW/3/2/jO6rSTL80V/AEiAMCQsQe8pT1LeSxTlvXep9FmZVVnVXT3dM3Nn7nvr3i/zrpu5Nd1d1eVNl8lKp0zZlJfo5SXKUxQpQ9F7T4CwBN4HkKAXpUwSoLrPby2uJZ5zcPhHKGLHjh0ROyQBgSxYt5/kWUt5XniD5toKf8salcIH9wgMlPL2+x+yYtUarlzKp+z5xM13V1jYo/e9D1mxcni9brebzPNnKCq8z4G33/d7MK6Xogee/ubAO99jecZqrl3Op/x5qb9lDWDUdngpnxmpM/ngox+i1xs4cewI586cZNGSZbz7ve8DcOHsGX/Jp6G8BHFAAGmr9xCftoTKopu01VV671c+vIkhJplZ6/ajjYjj8fULOGxWv+nt5XHRAwIDA9l54H0WLV/FrWuXqCz39OtnvzmE1Wph+9632bLrAJ3tbVw4fczfkl9bv28k3W63m6OHvkIikfDuBx+xfuMW8rIz/S13AKPZ68sX85g8eSoffPRD0mbO9qPSPkbyR54+LuZOwQ1Wr9vEux/9DVt27sVg8P8kbH9Ketrl7jffZ3H6Kgp62uWeN98HYNX6Lbz/8X/w/u5vHvb0j2/19I9XJ3h/DiP36dNmpPDsyWPsdrv32bLSZzgcDiZP9l9wfCT7ERsbR1VlBS6XC4DK8nLkCgUV5WUAdHZ00Nba6rfgZy8j6o+LZ96CRZz85ig2q5X6ulou5uWwYfM2vwXjeikpekBAYCC7BrXDaamzqCh7htlk8j5bXvoUp9NB8hT/Tv4APOyJMbz57vdIz1jN1cv5lD0vZcq06fzwx//R+7N5207EYjGR0TE+0+aXgFxjezeXS7poNXdTWGmjts1JXOgEzYuj1CCOTUMkD0FsTASVHndbHQDiyKmINOGIglSINOGIY2fibpoYAz6jMYxl6RnodHpS0mYSERFJedlz7/0p06Yzc/YcdHo96RmrCI+I5PbNG35U7MFgNLJoaTpanY7pKWmEhUdSWV5GRVkp9bU1bNmxh7j4RNQaLYnJk0hITPa3ZHT6UGYvXIZao2PStFQMxghqKsupqSyjrbWZFWu3oA8NIzwqlrmLJ87qixBdKFNnL0al1hKbPB2NIYzG2gqa66tpbaxj3sotaA3hqNRaUhasIFAqo6bsib9lAyPXb4VSSUCAhIDAAFQqFbKgiZFDzhDaU6+1Oqb1r9flz2lva2Xdpu2EGsOIio5lybIMf8sFRrchKWkzmT4jFa1OR3rGaux2O7U11X5UPJBgjYHE1IUoQjREJk4jRBdGS33l6B/0M8ZQI0uXr/CUe+pMwgeV+0QjtEevdgS9LpeLU98cpaLsOQfeeR+tzvcrtUbCYDSyeJlH+/SUmYRFRFJRPrHKerR2mJo2i2nTZ6DT61m4ZCnt7W1Mn5FKYlIyBkMoc+cvpLKizG/6lWo9sTMWIA/WYIyfikpnpK2hynvfGD+V0NjJyIM1xKUuwuV0YGqp95veXnSGUOYtXo5Gq2PK9FRCwyKoriijqqKMlqYG1mzaQWhYBGERUazcsJXaqgoa6mr8qvl19ftG0l32vJSW5iY2b9uJMSycmNg40leu9rfcAYxmr6fNSCF15iw0Wi0harUflfYxkj/S2dGOQqkkJi6BkBA14RFRpMz0z8qhkdCHhjK/p11OnZ6KMSyCqooy5ApPOgepTIZCqfL+7m9CQ40s6ekfZ/TUj4oJ3J/DyH16QmIygYFSnvQ70OtRUSHJk6YglfkvJ+9I9iM6Ng673U59XR1ut5vKynIWLFzsDchVVJShCg72u0/yIrudnrGKoCA5Z0+f5MTxo6SkzpwQO1F0/drhlJ52WF1RRnhkNBqdnsePHnifLX54n6TJ0yZE/uPQUCNLlg1qj+XPCQwMRKlSoVSpcDjsZJ0/y7IVK4lPSPSZNr/kkGvocA743Wx1oZT5f6XTcIgUmoEXpHJweGZv3W21uKoegqUDnA7ADa5u3N1ORBL/pucLNRoH/K5UBdNlNnt/j4oaGPWNio6mod7/TrAhdLBuFV1dZhob6nsM58TLC6Y1DNSsUCqxWsy0tTShVAWjUAV77xnDI30tb0RCtIYBvwfJVditXbS3NOJ0Ojjz+a8H3O/udmLuaPOhwpEZrX5PNIar15YuM60tzaiCQwbMdoVFRPla3rCMVsbGsL5VTlKpFKlMNqH+D1SagbZCKldgt06cFXwjETpo9ZhKpaLLPPFSOvQyrN6uPr05meeRSCS89d6HKBQKX8t7IaGhA7UrlZ52OZF4lXao7Mkx2P8zSqUSp9OJzWZD5odBk0I9qB0GKXBY++qHsl87lQQEIgmU4pgAK7H1g222UoWlp19XBYegCg7x3tPpQ5HKgmhtafZrH/+6+n0j6W5uaiQ4JITg4D4fKioq2tfyXsho9jo8YuL4fL2M5I/MnD2XO7du8Off/4K4hCTiE5JJTJ6MWOyXtRvDoh/sb6smns3uz+D6oRzUP05ERurTxWIxU6ZNp+jhA2akpmG323n6pIQt23f5SamHkexHUFAQRmMYFRVlSCQSJGLPluFL+bnY7XYqy8uJjY33j+h+vMhuSyQStm7fxR9//2vUag2r1k6M7eMvaofTUmZR9OAOs+cvpstsorLsGVv3vOkPmUMwDG6PStWAPtJmtXL00JckJiUzf+ESn2rzS9TI5XYP+N0NiEQTMyCHaPiOyG014SrKRRQ+GVHcLAiQ4u5oxP30GrhdvtU4DGLxwMSxIhG4cY/w9MRhsG7wbHcKCJiYW5qBYZwVEW7361DWg3SLPGXd7bATJFeydOPeIZ8JlE6MFWevW/0WD5PIeaLXkdHKeMh9JtZ3Eg3RL4IJpG8khtQV0cS2J5IhNnug3riERIqLCikrfcb0lFTfihuFwTZQJJpYdRherR2KEA291uNb+et7iYbpH198f2L8HwzxRSZ4O4TXr1/s5XXVDaPba2ngxPNdR/JHgkPUvPfhj6gof05F+XNyMs9y++Y1dr/xzoQ5jGKo3zGx2+VIeoezyy5Xt0+1jcSL+vTpM1L58rO/YDabKX9eSkBAgN93Kr3IfsTExVNZXkaAREJMXBxyuRy93kBVZQWVFeXMX7jYH5IHMJr9q67y7OywWC1YrRakE2Cl2dCxel8dmTI9hWuXcqirqaKupprgEA2R0bG+FzkMkmHGvb3jApfLxcnjR5BKZazduMXn2ibOtMfrhqkFAFHCHETBBkTyELBP7FmP/tRUVw36vRq93jDC0/7HEGrE1NlJa0uzv6W8NBqdAbOpky5z3156f29peRnU+jBsFjNikRhViHbAjyxI7m95/6bQ6vSYOjsw96sj9a9BHREQeFmSJ01m87ZdnDtzgkdFhf6WIyDwndDoDJg6OzB1dnivtTQ3YrdZ0eomrg8Fr5/fpzeE0tnRgamz03utetB3EBhbAgIDSUyeTMbq9ex54x1qa6pobmrwt6yXQiwW43ZN3OBcf+Q9q8X759pqqK/zl5yXJio6huCQEEoePaTo4QMmT50+YYK1w9GbR6687Ll3NVxMXDyPHhbS0tLs9/xxo9Ha2kJ25jk2bN5KZGQUp745NqED0ABBcgUJSZMpfnifkof3mZqS5m9JL0Vu1nmaGhvYvnsfAQG+X6824QJyW+YEs2L6xNj7/0LkweB24a4twW3txNVQirtuYuTXehmKi4u4f/cOLc3NXMzLobammjnzFvhb1ohEx8YRFR3LyWOHKC8rpb2tleelTykrnbjJUSNj4lFrdORfOElzYz111ZXcupbvb1mjEhoZi9YYyfXsb2ioLqOrs52W+hqKbl2itWniOwyvE7FxCag1Wi6c/obGhnpqqiq5ejHX37IEBMaUyVOmsmnrDs6e+oaS4iJ/yxEQ+NZEx8ajMxjJOnOcxvo66utqyDl7gojoWIzhEf6W90JeN78vPiERrU7PqRPHaKivo7KinIu52f6W9W+WosJ7FN6/Q1NjA+1trRQXPSAgIIDgkImR+240gkM0VFWW0WU2YZ3g6SkCAwOJiIzixrXLNDc1UllRxqW8HH/LeimmTU/h7p1blJeVMn3GxFr1PpiYnjxyT5889gbfYuPieVh4H5VKhU4/8dIg9eJZsXWU+MQk0mbOZtOW7TQ21HPj2hV/SxuVaamzKCl6QGtLE1OmT+w6AlB4/y53bxewZv0mRIgwm0yYTaYBB5iMN/5NdDYMIQrxa7FQXaTUIoqfg7uqCHf5XQgxIoqbhfvJVX9LeymWLc/gUVEh58+eQqUKZuuO3RhCJ9ZpSoPZsmMP+bmZnDlxFIfDgUajZdmKVf6WNSIikYjVm3ZxKes0J776BFWImkXpazj/zVf+lvZCRCIRi9bu5NGtS9y5dA6b1UKQXIk+LIqgoNcgWP4aIRaL2bJjL5nnTnLw0z8SotawLGMNJ44c9MsMjYDAeDFl6nTcbjenTxxDJBIxeco0f0sSEHhlRCIRG7bt4XLOeY5//VdEIhExcYksW7nO39JG5XXz+0QiEbv27OfMqW/45E9/QK3WsHrdBr7+8jN/S/s3iUwWRMH1K1zMycTtdqE3GNm6az9y+cTK/TkSS1es5nJeJo8e3EWpCuadj/7W35JeyIbN2zh3+gR//dPv0ekNpK9czaHXoG5Pn5HKtSuXCFGrifLhKZTfhiC5nNBQI2azGb3Bsxo4JjYOt9tNzATIH/cirl6+SEd7G3v2HQBAFRzM+k1bOXHsMAmJSRjDwv2scGSiY+NRKlVo9QaU/fKoT1SqKspxu90cO3xwwPXFS9NZstw3hzGK3C+59lE++8fjrWXM+d9+8g/+lvCt+F8y/H9y6LfB5pgY+Q9ehQ6Lc/SHJiDNJt9F7ceSqZET3zAPxmr3bb2uqark6y/+wnsf/Q0a7bc//SlIOnG3EbyIW89b/S3hlZkTr/HJ3/nlz/6JZSsymDlrbE6+m+A7H4bF+ZpsSRqMNGDCbUh4KS49afK3hFcmNer1WNEzGLVi/PKN/Y//67+xc89+Jk+ZOm5/w1eMxXeZ6Nu+RsLm8H+O6lfF0f36aQZQyF7PSdEJmpH9hYjFr6Pq15cOi2Nc3++w2/nkdz9n5frNJE4amz5H8ZqOaVSyl/P9Xk9rIyAgIPBvhKePiwmUStFqdbS1tpCXfZ6IqOjvFIwT+LeFw+GguqoCs9mEwTBxV7QICAgICAgICAj8+8PtdmOxdHGv4DpSmYz4pMn+lvTaIATkBAQEBPyIw27ncn42nR3tyOUKYuISWL5yjb9lCUwg7t25xZXLF5m3YOGE3yIiICAgICAgICDw74vOjnY++9dfoVQFs2rDliEn2QuMjLBldQIibFn1HcKWVd8ibFn1HcKWVd/hqy2rY83ruGtL2LLqW4Qtq75jPLesCgxE2LLqO4Qtq77lddz8KWxZ9S3jvWV1PBC2rA4iRh/IwklywtQBBMslHL7ezpPavuDAsqkKpkXJCJZLcLnc1LU5yXtkpra1L/Dxo3U61IqBBZv70MS1J55TcWINgcxPkhOhDUAaIKbV3M31J10UVdkGfEYWKCJ9mpIpkVKCAsV0WLrJfGCmtH70YIWr4j7uygcDL8pDkMzZCoDb0omr7DZ0NIK7G5EmElHiPERSuffx7oJjYDMPeIUobhbi6BlD/p7b0onr7mkQiZAs2jeqvu9CZUU5169eob6uBpPJNGyujaamRvKyM6moKMftcqE3hLJz9z5C1L53ZG9eu8zl/BxmzV1Axup1WC0Wrl7Oo+J5KR2dHSjkCpImTWHx8hXIZEEDPvvwwT3uFFyntaUZqUzGpCnTWLV245joqquu4MHt6zQ11mMxm1i9aRdxIyy/vZxzlpLCuyxcvpoZs+Z7r9usFq7mXaDy+VNEIhFxyVNYtHwNgVKp95mq8lLuXL9Ea0sTARIJYVExLFi2iuAQzStrfnz/BrXlT+hsa0ESEIDOGMn0ecsJVnu2P3Z1tnPh0L8O+9l5GVuISvB8v/vXsmlpqKGztRmVRsfK7e8Meb6huoziO1foaG1GIglAHx5FyvwVKILHpw5dvXyRxyXFtDQ3ERAQQFR0DCtWrUGv9yRqtVgsXMrPoay0lI6OduQKBZMnT2X5ipXIgoJGefvYcO1yHtevXBxwTavT8+6HPxpwze12c/zwl5Q/f8aWHXtJmjRlwP2iwnvcvnmdttaeej15GivHqF6/DJfyc7l8MW/ANZ1ez/d/+GO/lXPVk/tUPXmAxdQBgEqtJyF1AYbI+AHPud1u7uZ+Q3NtOWnLN2OMSfLey/z8X4a8N2XJBsLj+9p1S30VT25fxNTeTJAimISU+UQmTh+fL4XnJK3LF/MoKnyA2WxCpQomJW0mi5cuRyTyOKl2u528nCyePC7GarGgVmuYM38Bs+fMGzddg6msKOfm9SvU1dViNpnYsXsfkyb39SuPSx5x9/Yt6utqsVotvPu9HxA2TNLh6qpKLuV7TngUiUQYw8LZs/8tAgPHPhhx704B9+/coqO9DQC9IZSFS9JJSPJMerW1tpCfk0lNVSXd3U7iEpJYuXYDSqXK+w6rxUJO5llKnz5GJBKRPHkaGWvWI+1nw8ebO7ducud2Ae1tnu9hCDWyZFk6ScmTADCZTORmXaDs+TPsdjs6nZ7Fy5YzZer41dvap4XUPSvEZva0R4VaR8z0+Wgj4gCwW8yU3b9CW30l3Q4H8mAN0dPnYYjua4+VRQW01pZjbmtCJBazaOf3B/wNc1sTVY9u09FUi9NuQaYIITxpBpGTZ47pd7Hbbdy8ks/zpyVYurowGMNYmrEWY3gkAF1mE9cu5VBV/hy7zUpEVCxLV67zphWwWi0UXM2nsvw5po4O5AoF8UmTmb8kfYjPMp6M5vu53W4u5edy785tbDYrUdExrNu4GZ1u4p40eO3KJfJyspg7fyFr1m3wtxzg9bHZo/kjh778hOrKigH3U2bOYfW6TQOu+dIfcblc3Lx6kcePCukym1GqVEydkcbchUu9Zeuw27l6MYfnzx5jtVgIUatJnT2flJkDc6vW1VRx/XIe9bU1iMQiDKFhbN31BgHj0Nf09o/1Pf3j9kH9o9lsIj8ni7Lnz7BZrUTHxLF63Qa0PW3PYrFw5WIuZc9LPbslFAqSJ01lWXrGuPpVY9GvO51OcrLOU1z0kO5uJ/GJSaxdv2lAPzrevA7jg+F4kc3u7u7mYl42z54+pb2tFZlMRlxCIitWriE42HeLG+x2GzcuD+wfl63s6x9vXsnnaUkRps5OxBIJoWHhLFy6grCIKO87rBYLl3LOU1b6BJFIRGLyVJatXDtgLDyWXL96iSclxbS0NBMQEEBkVDTpGavR9dQHoCdFUCbVPf5ffGISqwb5fxaLhewLff7fpCnTWDlO/t8rB+QCJSLq253cL7eya+HQgXeLqZvz9020mbsJlIiYnyRn/xI1v73QgsXeNyOV/8jMvbK+Y6ntzr57UbpAGjqcXHvShdnqIjlcxpa5wdgcbp71BNvEInhjiRqzzcXRGx2YrC5C5JJXmz1SqBHPWN33e4+xd3c7cRVlg0KLOMVz31VxH/ejPMRp672dAoAoNg1RWL8VbZKhht7tcuF6fAnURk+Ab5yx2+0Yw8JImzmLo4eHnujZ2trCZ5/8ibSZs1mWnoFUJqOpsRGJH051rKut4cG92xhCjd5rJlMnZpOJ5SvXoNMb6OxoJ+v8GUymTrbs2ON97vbNa9y6eZ3lGasJj4jE4XDQ0d4+ZtocDgc6QxiTpqeRffroiM+VPSuhsa4GxTCdT+65E1i6TKzf8QYuVzeXMk9zOecsGeu3AdDZ3kbWqcPMmLWAFeu3YrfZuHExi+zTR9n+xgevrLm5rpKEqbPQGMJwu908unWJq+cOs2rn+wQEBiJXBrN+/8cDPlP++D5PHhQQFh0/4HrspBRaG2vpaB26QsLc2c71rOMkzZjL3PRNOOw2Cm/kciP7BBnb335l3S9DZUU5c+bOJzwyErfLRV5ONl99/ikffvw3SKVSTJ2dmDpNrFy9Fn1oKB3t7Zw7c5JOUyc7d49vELw/ekMoO/e+5f19uCXbd27dGPHzt29e43bBdZat6KvXnR1jV69fFkNoKPvffNf7e+/38Fc5y+QqkmcuRRGswY2b2uePuJd/koUbDqDS9A0oK0ruvvA90xetQd8TNAAIkMq8/7aY2rmb+w3Rk1JJWbKelrpKHl3PQhakRB8ZN9zrvjPXr17m7u0CNm3djsFgpK62htOnvkEmkzF3/kIAsjPPU1H+nC3bdqJWa3j+/BkXzp5GpQpm0uQpo/yFscHhsBNqDCMlbTbHjwztVxx2B9ExMUydNp1zZ04O+47qqkoOffU5ixYvZfXaDYjFYhoa6gf0qWOJKjiEZStWeQMnRYX3+ObIQd56//uo1RqOfPU5oUYjew54bNaVi7kcP3yQA+98z6vpzImjmM0mdu1/G5erm/OnT5B59iSbtu0aF83DERwcwoqVa9DqdOCGwvt3OfL1l7z/0ceEhho59c1RbFYru/YeQKFQUPTwAcePHOK9732fsPCIcdEkUyiJS1uEXKUBoKGsmEeXTzNr7T4Uaj1PbmThdNiYtnQzgbIgGiueUHL1HEFr9qLSevIgul3d6KOTCNaHUf/80ZC/YWppIDBIzuSFa5ApVHQ01/GsIBeRSETEpLQx+y55F07T0tTIqg3bUKpUPH5UyMnDX7DvvR+gVKo4d+IwYrGYDdv2IJXKuHf7OicPf87+935AYKCUrh6fZfHy1Wj1Bkwd7eRnnaXL1Mm6rbvHTOdojOb7Xb96mVs3r7N56w7UGi0X83L46otP+ejjv52Qp3rX1lRz9/YtQo1h/pYygNfFZsPo/khK2mwWLe07RXBwsMrX/sidm1d5eO82qzZsRac30FhfS/a5U0ilMtLmeCa7L+dlUlVRzpqN2wgOUVNZ/pz8rLMoVSoSeibN62qqOHnkIHMWLGb5ynWIxGKaG8evr3E47BiNYaQO0z+63W6OHTqIRCJhx+79yGQyCm5c46svPuWD7//I47+aOjGZOslYtQa9weNXXTh7CpOpk+279o6L5l7d37Vfz848R+mzJ2zbuQeZTEbm+TMcO/wVb737vXHTPZjXZXwwmBfZbKfDQV1dHUuWpWMMC8NqtZJ1/ixHvvqC9z78gc805p4/TUtzI6s3bkOp9PSPJw59wf73foAqOBi1Vs/yVesJUWtwOp3cu32Dk4e/5M3v/RC5QglA5pnjdJlNbN19AJfLRc65k+ReOM3azTvGRXNVRQWz5swnPCICl8vFpfwcDh38nA8++iGBUikOu51DBz3+394e/+/yxVyOHTrIm+/2+X+nTxzFbDKx54236e7u5tzpE1w4e5LN4+D/vfIeitIGOxcfdfG4dvhVaEVVNsobHbR3uWjq7Car0ExQoBhjyMDO3u50Y7b1/fTf7Xj1cRcXH3VR3eKkrctFQamF0no7UyL7IpJpcUEEScUcud5BdYuT9i4Xlc0OGjpeYXuZSIxIKu/7CeyJknc0gtWMeNJiREotIqUW8aTFYGqG9rqB75AEDnyHZKhT4664h0gegkgf+/LavgNJyZNIz1jF5KnThr2fn5tNUtIkVq5eS1h4BFqtjkmTp6BUKn2irxe73c7Zk8dYs37zgBkKQ6iRLTv2kJg8GY1WR0xcAkuWZ/D82RNcLk/A1Wr1zCat37yNqdNT0Gh1hBrDSJo0dgkkY+KTmLs4nfikkZ0ns6mTa3mZrFi3dYij09bSRHVFKctWbcQYHkl4ZAyLVqyl9HERXaZOAJoa63C53cxdnE6IWovBGE7KnAU0N9bj6n71rZKL1+0mdtIMQrQG1LpQZi9fj8XcSVtzPQAisZgghXLAT235U6ISJhMQ2K99LVpF4rRZKEdY7dbeXI/b5WbanKUoQzRoDGEkp8yjvaUBl2t8tnjuO/A2qTNnERpqxBgWzuat2+noaKe+rhaAUKORnXv2kTx5Clqtjrj4BNIzVvHsyWNvvfEFIpEYpUrl/ZErFAPuN9bXcefmNdZu2Drks1arhauXclm3aWC9Tkz2fWJUsUiMSqXy/ih6voe/yjk0OhFDVDyKEA3KEC3JM5cgCQikvbnPJne2NlLx6DbTF42cgy8gUIZMrvT+SPrZ7KonhchVIUyesxylWkfMlJkYY5KpKLkzbt+rurqK5MlTSEqejFqjYcq06SQkJFJbU+N9pqaqkpTUmcTGxaPWaJg1ey7GsHDqaqrHTddgEpMmsXzFqhFPNpyRmsaSZSuIi08c8R05WeeZO3cBCxcvwxBqRKc3MHXajHELBiQlTyYhaRJanR6tTs/S9FUESqXU1VRTU11JR3sb6zZtxxAahiE0jPWbt1NfW0NF+XMAmpsaKXv+jDUbthARGUVUdCwr16yn5NFDTJ2d46J5ODz1YxI6nR6dXk/6ytVIpVJqqqsAT6BzzvwFREZFodFqWbIsHVlQEHW1teOmSReZgC4iHnmwBnmwhrjURUgCAuns6Ws6mmuJSE4jWB9GkEpNzPR5BARKMbX2TUrGpiwkasosFOrhV2iFJU4ncfZy1MYoglRqjHFTMMZPpbm6dMy+h9PpoPRJMYuWryIyOha1Rsf8xemEaLQU3btFe1sL9bXVLF+1AWN4JBqdnvTVG3E6nTwtLvKUhcHI+q27iU+ahFqjJSo2ngVLV1D2/KlP+54X+X5ut5uCG9dZvCydSVOmYgwLY8u2HZg6O3lcUuwzjS+L3W7nxPEjbNi8lSA/rmAZjtfFZsPo/khAYOCA+zJZ3wSVP/yRuppq4pMmE5+YTIhaQ9LkacTEJVBfV9PvmSqmzkglKiaOELWGGWmzMYSG0dDvmcu5maTOnsecBUvQGULR6vQkT5k+bgsPEpMmsWzFKiYN0z+2trRQW1PNmvWbiIiMQqc3sHbDZpxOB8VFhQCEhhrZvmsfSZOmoNHqiI1PYNmKVZQ+HV+/6rv26zarlQf37rBy9Tri4hMIj4hk45bt1FRXefsnX/C6jA8G8yKbLQsK4o0332Ha9Bno9QaioqJZu34jdXW1Y7r45EU4HZ7+cXFv/6jVMX+Jp398eP8WAJOnzSA6LoEQjRadIZSlK9Zgt9tobmoAoLW5icqyUjLWbiYsIoqIqBiWrVzH05IizKbx8aN273+TlLSZGHrqw4bN2+jsVx+qe/y/DZu3E2oMI9QYxsbN26kb7P+VPmPdRo//Fx0Ty6q16ykuGh//b1yTmohFMCs+CKvDRUPHwFxdiyYp+PtNej7I0LAgWc5okxayQPGAFXaTwqVUtzhYN1PF323Q8+EqLYsnK15t77ylg+4bR+guOI6r5DLu3u2n7p6AQv8Ai1gCiHAPWuHmrnpI9/Wv6b57GldVEW73wIbtbqvD3VSBKHHBqygbN9xuN6VPn6DV6Tj4xaf8/J9/wid/+oNfHLKcC2dISEwm9gUDuF7sNhtSqcwb9Kooe47b7cbU2clf/vBr/vCrn3Hq+GGfriRyu93kXzhB6pwFaPVDTz5sqKtGKpNhCOtboRAZE49IJKKh3uM4GELDESHiSdF9XC4XdpuVp8UPiYyJRyz57vvlHXbPNm/pCNtm2prqaW9pJG5S6iu9V60PQyQSUfGkELfLhcNuo/LZI0Ij4xCLfbPP32bzfLegIPnIz1htSGUynyYWbWtr4Q+/+il/+t0vOHvyKB396qTD4eDsqWNkrNmAUjV0RWVvvTZ3dvLJv/6af/31zzj9jW/rdS+trS388mf/yG9++TNOHDvyQgfA1+XsdrmoK3tMt9OB2uDZPtHtdFB4+SxT5mcgk488uVBSkEve4d9x4+xBqp89HJBLqL2pFl34wIkTfUQcbU11g18zZkRFRVNe9pyW5mYAGurrqKqs9G6rBIiMjuHpk8d0dnbgdrs9z7c0E5+YNNJrJxxms5nammoUSiWfffJHfvmzf+SLT/9M1aAtU+OFy+WipKgQp8NBRFQ0zp4JD0k/OyuRBCASiaipqgQ8K3RksiDCIyK9z8TGJyISiair9e3AuheXy0XRw0IcDgdRUZ4DPqKiYygueojFYsHtdlP0sJBup5PYuHifaHK7XDRWPKHb6SBY72mPIfoImiqf4LBZcbvdNFY8wdXdjTo0cpS3vZhuh50A6dgFaFwuF263G0nAwH4rICCA2poqunvrSb+BvEgkQiKRUFtTOeJ7PT6LdMIktW5va8NsNhHfz9+SBQURGRVNTfXI38NfXDh7mqTkScQnjO4f+prXyWa/yB8BKCkq5Le/+Ec+/dNvuZyfjcPRl1vKH/5IeGQU1ZVltLV6yrapsZ7amkriEpL6PRPN82dPMHV24na7qa4oo621hZg4T13p6jJTX1eDXKHg8Bd/4U+/+SnHDv6VWj/V8+5uz/g3YJANCZAEUF01siabzTpg3DMRqaurxeVyDQjY6fUGQkLUPg3IDWaijg++K73fy1fbbF3ukfvHumH+f7u7uyl6cAepTIY+1LOyua62GqksCGO/1frRcQmIRCLqa2uGvGM88NYHuac+dDuH8f8CPP5fdaWnTdZUD/X/4nr8v9pxmFgZl6mCpDAp2+eHECgBk9XFl5fbBwTTCp5ZqG93YrG7iNIFkjFdiSpITHahedj3TY2UEaEJ4NzdvoikRikhTiHhYZWVr662o1VJWD9ThVgEl0u6RtUoCtYjmrQY5CFgt+CqfID7wXnEs7ZAsAEkAbjL7kDcLADc5XcAN9j7ttmKIqYgUukgQIq7oxF3+T1wWBAlzPV8xmHD9eQq4slLEAUEMhFSyJrNZux2O9evXmb5ipVkrFzD89KnHD10kANvv+czB77k0UMa6us48O6Hoz5r6eri+tWLpMyc7b3W3taK2+3m5rXLrFi9DplMxpWLuRz56nPe/uAHAxrZeHH/1jVEIjHTZw6fE8RiNhM0KDAgFouRBcmxdHnqerBaw/od+8k5c4zLOWdxu90Yw6NYu+27L1F3u90UXs9FZ4wkRGsY9pnyJ4Wo1Dp0Ya82SFIGq1m8fhcFOae4dyUTt9uNNjSCxWt3fmfdL4Pb7SbrwlmiomMINRqHfaarq4srl/KZNWvOsPfHg/CIKNZt3IpGq6fLbOL6lYsc+uIvvP3Bx0ilMvKzzxMRGT0kZ1wv7e099fr6ZVasWodUJuPqxVyOfv05b73vm3oNEBEZxaat29HpDJhMnVy+mMdnn/yJ7/3gRwNm0MG35Wxqa+Lm+a9xdTuRBAQyc/kWVD2rax7fvog6NAJj9MgDnsTURejCoxFLAmipq6DkZi7dTgexU2YBYLd2IR3kwEmDFHQ77HQ7neMyu75oyTLsdht/+O0vEYvFuFwu0jNWMSOlL0i+Zt0Gzp05ya9//lPEYjEikYj1m7YQEzs+22jHg/Y2z2Edly/mkbF6LUZjGA8L7/PVF3/lg49+6M2lM9Y0Ndbz5V//hNPpRCqVsnXnXvSGUOQKBYGBUi7lZrF0xSpwu7mUl+0ZgJpMgCd3mEI5cEWJWCwmSC7HbDaNi96RaGyo569//lfv99i5Zz+GUM9E0PZdezl+9BD/8k//L2KxmIDAQHbu2e/Z4jqOmNuauZ99CFd3N5KAQKYu3YiiJ1/plMXrKbl6jhvH/xWRSIw4IICpSzciD9Z867/X0VRLU+VTpi3fPEbfAKRSGWERUdy6fhmtzoBcoeRpSRH1tdWEaLRotHpUwSFcv5TDijUbCQiUcv/2DcymTrpGqAMWSxe3rl9iWursYe/7A1OP1sE7IRRKJWbT8L63vyh6WEhdXS3vfe/7oz/sB14Xmz2aPzJlWgohIWqUqmCaGuu5nJdNa0szW3Z4/E9/+CNzFizBbrfz+Z9+6y3bhcsymDwtxfvM8pXryM08wye//7knmCISkbF2E5HRnsm0jp5cmzevXmJJ+ioMxjBKih5w/NDnvPHu970pDHyFTm8gOERNfm426zZsJlAqpeDGNTo7O0ZcIdTV1cXVyxdJm+07//XbYDabkEgkQ1axKpRKn/eRvUzU8cF3xel0kpudyfQZqUP88PHC2z9e69c/Fvf1j72UlT7hwqljOB0OlEoVW3cfQC73+E5dZtOQlbm9Y+GurvGvI263m9zM80RGx3jTY0VERREolXIxN4tlPf5ffm6P/2f2j/83LgG5iiY7f8xpQSEVMzM+iB3zQ/gkr5WunqDczWd9Qa3Gjm5cLlg/S0VekZnBh/HEGgLZNCeYs3c7aers2wonEoHZ5uLsHRNuoL7dSXCQmIWT5C8XkNP2JRtEqUUcbMBVcAx3cznisGTEU5bjKr2Bu7YEECEKjQOljv5L+cRRfUtMRUotLrEE97PruONmIRJLcD29jig0HpF64uS/6F0Nkjx5CvMXLgYgLDyc6qpK7t6+5ZOAXGdHO3lZ59m5781RtyrZbDaOHf4SnT6URUvTvdfdbjcul4uM1eu8M2cbt+7k97/8KZUVZcQnjO8sZFNDHUX3Cti+//3vlJOiy2zicvYZJk1LJXHyNBx2O7evXyT79FE27HjjO737/tUsOtqaWb5p/7D3u50OqkqLmTJz4Su/29pl5u7lC8QkTycqcSpOh53iO1e4kXOSJet3j1uejl7Onz1FY2PDiDkqbDYbhw5+jt4QytL0jHHV0p/4xP4nJIcRHhHFH3/7cx4XF6FQKKmsKOPN90YeZPTW6xWr+ur1hq07+cOvfkpVRdmAWeLxpDdZPIAxLIzIqGh+/YufUvzoITP7OTC+LmdFsJaFGw/gdNhpqHjCw2vnmbtmN5bOdlrqKlm48cALP5+Y2rdSOURnpNvppPzRbW9Azh8UFz2kqLCQrdt3YQgNpaG+nqzMc95E4QC3C25QU13Nrr37CVFrqKoo58K5M6hUwRNyBclw9PY9M2fPITVtFgBh4RGUlz3nwf27pGesfsGnvz1anYG3P/gBNpuNJyVFnDv1DXvffBe9IZQtO3aTdf4Md27dQCQSMWV6Csaw8HG3X98Gnd7ABx/9EJvNSklxEadOHOPNt9/HEBrKxbxsbFYr+998B4VCweOSYo4f+Zq33v1gXPNvyYM1zFq7n26HnaaqZzy5kUVqxk4Uah0VhddxOmzMWLGNQJmc5upSSq6eI3XlLpSaVw++mtubeXT5NDEz5qMNH9v0H6s2bCP3/En++vufIxKJMBjDSZ4yncaGOiQSCeu37ib3win+9Ot/RiQSER2bQEx8EgwzzWq32Thz7Cu0egPzFi0fU53/HujoaCfrwln2H3hnQua1g9fHZr/IH0lJm01qv0MQDKFGlEoVR776jLbWFjRanV/8kaclRTx+VMjaTdvR6UNpaqznUm4mSqXncAeA+3cLqK+tZtP2vahC1NRWVXAx6xxKpYqYuATcPe1yRtpspqV4/j9CjeFUVZTxqPAei5evHHPdL0IikbB9117OnT7BL376E88Bb/GJJCQme7X2x2azceSrz9EbDCxZtmKYNwq8iIk6PvgudHd3c/zI1+B2s27j2E1IvQyrN24j59xJPvmdp38M7dc/9hIVE8e+tz/EYrHw6MFdzp88yq4330eh8G0qrOHIOn+GpsYG3nj7fe81hULJ1h27yTx3htsFHv9vqp/9v3Hp7Rzd0GZ20WZ2UdNq4gdrtKTFBXlPUR1MTasDiViEWiGhxdQXdIvRB7JnkZqsByYKKweesGqyunC5BrpDzZ3dqIIkiEXgesXlaKIAKciDweKZrRBpI5DM3Y7bYfXkmguQ0n3jMMhGnt0SBes9gw6rGRQh0F6Hu6WK7ur+yYrddF/+HFHyQsRhvt9upFAoEIvFGAwDt1jqDQaqKn2znLu+vo6uLjOf/+UP3mtut5vqygru3b7J3/3n/y9isRi7zcaxr7/wrmroPxvXu91P1+97KBRK5HKFT7b31ddUYukyc/DPvxrwHW5cyubh3Zvse/9vkCuVWC0DZ55dLhc2q8Wb6PLRg9tIpTLmL+1zEFas28rBP/2KxvoajOFRfBvuX82irrKUZZv2I1cOfxpPTZlni1FM8qufxPe8+C6BUhkz5vcFSeemb+T8V7+ntbEWnfG7bUt6ERfOnubZkye8+e77hISEDLlvs9n46otPkUql7Nq732eryoZDFhSERqejva2V5qZG2tta+c2//GTAM6eOHyIyOoY9b7zrPd1ncL0O8lG9HomgoCB0Oj1trS3ea/4oZ7FEgqJnhU2IzkhHcwOVJfcQSwKwmNrJO/TbAc/fv3QaTWgk89YMn1hdrQ/jeeENXN1OxJIApEEK7NaB/ZTd2oUkUDpuuWdyszNZuHgp02Z4VgCEGsNob2/j2pVLpKTNxOFwkJ+bzc49+0jqyd1jNIZRX1/PzetXX5uAXK/N1g/T94xnPhSJROJdEREWHkFdbS13Cm6wZsNm4hKS+N7HP8bS1eXJrxkUxG9/8U+oNRoAFEoVXeaBE3wulwurxeLTE+R6v0fvirfwiEhqa2oouHmNhYuXcrvgJt/7wY8I7Zn9NYaFU1VZwe2Cm6zftGXcNIklEu+KN5XOiKmlgZon94iaOofapw+Yvf4Nb344pcZAR2MttU8fkDwv45X+Tld7Cw9zjxOeOIOY6WN/SqVao2X7vndwOOzYbXaUKhUXTh0lRK0BIDQsgr1vf4TNZsXV3Y1coeTIF38mdNBpg3a7jVNHvyQwUMr6rXv82vcMRtVTX81mM6p+J/R1mc0YwybOpHFdbS1dZjN//tc+W+52u6msKOd2wQ3+l//P/+73LWavq83u748MR3jPqYjtba1otDq/+CNX8rOZs2Axk6bOAEAfaqSzo53bN64wdUYaToeD65dy2bBtjzfgaAg10tRYz92C68TEJXh1a3UDd4ZodQZMnR3jons0wiMiee/Dj7FZrXS7ulEolHz65z8M2A4HnoD+4YOfIZXJ2LHbv/7ry6BUquju7sZqtQ5YJddlNvu8j4TXa3zwsniCcYdob2/nwFvv+mx1XC9qjZYd+wf2j+dP9vWPAIGBUtRaHWqtZ9v553/8NcWF95izYAkKpQpL11A/yma1oFCMbx3JOn+GZ0+f8MZb7xI8qD7EJyTx0Q9/TFdXl2flW1AQv/65//w/n0w/efbKjxxxNKoDcLndmG19y+NiDZ5gXO5DE/fKrUM+U9XsZEbMwEqpU0notHS/cjAOwN3tAKsJQgduV+o96MHdVgcOKyJd9MjvMLUCIug5tU+cth765Sdyt1Thrn6IOHU9yEbe1z6eSCQSwiMivbkvemlpbiFEPXwC/7EmNjaetz8YeELMhTMn0Or0zFu4BLFYjM1m4+jXnyORSNi2a/+QmdLIntw5rS3NBAd7GpnVYsFi6SIkZPy/R9KUFCJj4gdcO3f8IElTUpg83bNtwRgehd1mo6mhDoPR47jXVpV7tqX2bBF1OhwMTqAoEnmczf65rV4Wt9vNg2vZ1FY8ZemGfSMeygCe7arhMUnIghQjPjMS3U4nMFh3z+/jtDfb7XaTee4Mj0uKOfDOe2j6LZfupbezlUgk7N53wO8z7Ha7nfa2VpTTU5k0ZTozUmcNuP/Zn39H+sq1JCR5VqSNVK+tli6CfVCvR8Jut9PW2oIy1TNDPVHK2Y0bV3c3iakLiUqaMeDetdOfMXnOckKjEkb8fGdrEwFSGeKegx3UhgiaasoGPNNcV4HGED7Mp8cGh9MxZEZOLBZ7Z85dLhcul2voMyLRt7IR/kKt1qBSBdM6qO9pbWkhwZd5ldxub06fXnq3U1SUP6fLbPYmLY+IjMJms1JfV+s9rbSy3JNXqXfw6i/cbjfd3d2ePgSG1A+RWOyH+uH2nCrv7CnfIX2biFftILramynMPY4xfipxqYvGSOfwBAZKCQyUYrNaqCwvZdGyVQPuy3pysba1ttBYX8v8JX0TUnabJxgnlkjYsH2v3/uewag1GpRKFeVlpYSFe+yZzWajprqKWXPGPsj5bYmLT+B73//RgGunTx5HrzewcPFSvwfj4PW12f39keFobPAcyKLoGWz6wx9xOp0j2DLPv0cqW5FI5C3/4BA1SqXKm4eul/bWFmJ9tMtgJHpzf7W2NFNfV8uy9L7JeJvNxqEvP0USEMDOPW9MOBsyHOHhEYjFYsrLnjOl52CCluYmOjraiYwaebw81ryO44OXoTcY19razIG33huy9dOXDO4fFy9fNeKzbre7Z5zoCfTbbVYa62sJ7cmpXl1RhtvtJixifBZvuN1usi+c5enjEva9+Q7qYepDL70H1lWUefy/3kmUyKih/l9Fj/8XETn2/t8r18ZACWhVfRFljUKCUS3BandjsbtYPFnJ0zobJqsLuVTM3MQggoPEFFd7VrhFagOI1AVS0WjH5nQTpQtkdaqKh5U2bA6PMe0NxhU8s1BSY0Mp8xjebhdYe565U2ZhbmIQa9NUFDyzoFNJWDxZQUHp8KvwBuN6fhuRLgpkSk8OuYr7eLamxnvu1z9DpFBDgAx3ZxPu5wWIIqciUng6JXdHI25Ts2c7qiQAd0cT7rJbni2qAZ6AnEgxsMNym5o9f0OpedVifyXsdjutLX0rWdrbWqmvq0MulxOiVrNw0RKOHz1EdGwscXEJlD57ytMnJbz5zvvjqqsXqUzm3cfdS0BgIEFyBYZQoycY99XnOJ0ONmzejt1mw96TkFHes8JPq9OTmDyZvKzzrF6/CalUxuX8HLQ6PdGx8WOi02G309HeN5PY2dFGc2M9sqAgVMFqb3LIXsRiMQqlErXWsyJAozMQFZvI5ewzLMlYj8vl4mreeRInT0eh8sxQx8Qn8fDuTe7cuETi5Ok47HZuXc1DFRziTYj5Kty/lk1VaTELV28jIFCKtSdXXaBUiiSg7zh7U0crzXVVLBoh55upo5VuhwObpYtup5P2Zs9pOcEaPWKJhLDoBJ49vEXJ3atEJXi2rD66fQm5KgT1MAdcjAUXzp6m6OEDdu19A6lUhqknz5NMJiMwMBCbzcbBz/+K0+lgy/b92Gw2byLP3pWh483FnEwSkicREqLGZOrk2uV8xCIxk6fNQKFQDnuQQ3CI2ttZ9Nbr/OzzrFrnqddXLo5tvX4ZsjPPkzxpMmq1hk5TJ5fycxGJxUyfnuK3cn569zL6yHiCFMF0O+3UlZXQWl/F7JU7vCemDiZIEYxc5bHDjVWl2K1dqA0RiCUSWuoqeP7wJnHT+rbtRE9KofLxPZ7cuURk4nRa6qtoqHjCrBXbxuU7ASQnT+bqlYuEqEMwGIzU19dx8/o1UmfOAjz1OyY2jtysTAICAglRq6msKOdh4X1Wrl43broGY7fbaW3t36+0UV9fhzzI069YLBY6Otox95w+1Rt4Uyo9p/SKRCLmL1zM5Ut5hIaFYTSG8/DBPVqam9i2c8+4aL6Ul0V8YjLBIWocdhvFRYVUVpSxa99bADy8fxed3oBcoaC2porczPPMmb8Ind6zskJvCCU+IYnMsydZvW4T3S4X2RfOMmXajAGrjMabvJxMEpM8dsVut1H08AEV5WXsO/A2Or0BrVbHudMnWbl6HXKFnCclxZSVPmPP/jfHTVPZ/atoI+KQKVR0Oxw0VjymvaGaGenbkIdoCFKpeVaQS/zMpQTIgmipLqWtvnJA/jebuROH3Yqty+Q5pKnnBFa5So0kUIq5vZmHucfRhMcQOXkm9p4V5yKRmMAXJOt+VSrLSnHjRqPV097WyrWLWWi0eqb0bJF79vgRQXIFwcEhNDc3cjn3AvFJk71J5O02GyePfIHT6WD9hj047DbvgUpBct/0PTC67zdvwUKuXL6IVqdHo9FwMS8HVXDwiCcs+gOZTDYk71NgYCBBcvmI+aB8zetis1/kj7S1tlDy6CHxicnI5XKaGhvIzz5PVHSsd5u7P/yR+MRkbl2/gipYjU5voKmhnnu3rjNthmfrqVQmIzI6lqv5WQQEBBAcoqamqoKSokKW9qQ9EIlEzJq/iJtXLmIINWIIDaO46AGtLc2s37prXHT3Tlr20t7WRkN9HUE9/WPJoyLkCgUhIWqaGhvIzjxL8uQp3kM+eoNxDoeDzdt2DjvuGS/d36VflwUFkTpzNrlZ55HLg5BKZWRdOEtkVLRPA3Kvw/hgOF5ks5UqFccOf019XS179h/A5XZ7v5dcLvfZ6r6KslJwu9HoPP3j1fy+/tHhsHPr+hXiEyehVKmwWroovHsLs6mTpMmeAK1WbyAmPpHcC6dJX70Rl6ubi9nnSZ4yHaVqfPyorPNnKC4qZPvu/UilMm9eYGlPfQAo7PH/FAoFNdVV5GSeZ+5g/y8xifNnTrJm/SZcLhfZ588ydfr4+H8i90tO18hn/xjwBMveXKYZcv9BhZWzdzvZNi+ESG0AcqkYi91FXZuTyyVd1LV5IqVh6gDWzVShD5YgEYtoN3dTWGnl5jOLN3/c5jnBpMYOPUGkosnO55f6lklHagNYnaoiTB1Ap9XF/XIr1x53eedf/7ef/MOI38dVcgl3ewM4bRAoQxRiRBQ7E5HcU8iusju4G0rBaQeZElH4JE9ArmdWxm1qwfXsBlg6wO3yPGNMQBQ5DdEIp0y66p/hfn4LyaJ9Lypq/peM5BfeH42K8jK++PQvQ66npM1k89YdANy/e4drVy7R2dmBTqdnWXrGsMd1vwo2R/foD43A1198QqgxnIzV66isKOPwl58O+9wHH/8Ydc8yWZvNRn72eZ4+LkEkEhEVE0vG6nWvNHPXYXGOeK+2qpwzR78Ycj15agrpa4duA/rqz79ixqz5zJg133vNZrVwNe8CFc+fIhKJiE+azKL0tQRKpd5nSh8X8eD2ddrbWggICMQYHsm8JSvRvCDJebPJPuz143/6p2Gvz162nthJfSuIim5dourZI9bu/WjY/fKXznxFc93QE3TW7vkQRc+qu6rSYp4+KMDU0YokIABdaCTT5y0nWDNywtypkd/eiP2P/+u/DXt905btpM6cNWK9B/jh3/69dxnyq2K1v3y9PnPiCNWVFVitFuRyBZHRMSxeljFiEuGf/eT/ZMuOvQMOebDZbOTnnOdZv3q9YtWr1WuAIOm376yPHz1EVUU5FosFuUJBdEws6Rmr0Gp141bOvdx6Pvx2mqJrmbTUV2KzmAkIlBGsMRA3fS76iOHzSWV+/i+kLd+MMcbj8DbVlPH03hUsnZ4+RK5SEz0plajklAFtoKW+ise38zG3txCkUJGQsoDIxBdv654Tr/kW39SDzWbjUn4uT0qK6eoyo1IFM236DJYsX+F1uEwmE/m5WZSVlmK1WggJUTNz9hzmLVj0nfJdvMpijYryMg5+/smQ6zNSZ7Jpy3YK79/lzKlvhtxfsiydpcszvL9fv3qJO7cKsFothBrDWLFyDdExL58TzPkKS+DPnz5BZflzzGZTz0RQGPMXLiGuZ8vYxdwsigrvYbVYCFFrSJs1lznzFw4oU6vFQvaFM5Q+e4IIEZOmTCVjzQak/Wz4yyAN+PYO/+mTxykve47ZZOoJWISxcPFS78rClpZm8rKzqKqqwGG3o9HqWLBoMSmpM7/13+zl0pOmYa8/uZlNe30VdqunPSrUeqKnzkET7llVY+lso/z+VTqaaul2OghSqYmaMhtjfJ+te3Iji4ayoSe8p2TsQG2MoqLwBpVFN4fclymCmbfl3RE1p0a9mq18WlLEjcu5mEydBMmCSJg0lQVLV3hXxD24c5O7BdewdJlRKFVMnp7K3IXLvO2zurKcE4c+G/bdb37vbwZs7XkRakXg6A+9gNF8P7fbzaX8XO7duYXVaiU6JpZ1Gzaj04/PgSpjxed//TPGsHDWrNswZu/8LivV/GmzbQ7X6A/18CJ/pLOjnXOnjtPc1IjDYUcVHELypKnMX7xswJa4sfBHHIOTg78Au93Gjcv5lD4twdLVhVKlYtLU6cxbtNxbtl1mE9cu5VJZVorVaiU4JITpabOZOWfBgLK9feMKD+7ewma1og81siR9FRE9q/5eBoXs5desVJSX8dUI/ePGLdu5ffM6N69fxWw2oVQFMyMljcXL0r3faaTPA3z/R//hlfyqV6ldY9GvO51OcrLOU1xUSHd3N/EJSaxZvwnVMBPQIyEWf7e8Xf4aH3xXXmSzly3P4De//Nmwn/uuhzB2WByjP9TD05Iirl/q6R+DgkhMnsqCZZ7+0el0knn6GA21NVisFoKC5BjDI5i7cCnG8L7Vb1aLhYvZ5ygv9YyFEydNYdnKdQPGwqOheIUxzT/+9/9j2OvrN23z5vnMz83i4QOP/6dWa0ibPZe5g/w/S4//9+zpE0QiEZMmT2XV2lfz/1Syl/P9Xjkg9zrxooDcROa7BuT8xXcJyPmLFwXkJjIjBeQmOt8lIOcvXiUgN5H4LgE5fzJSQG4i810Ccv7kNdrx6uVVAnITie8SkPMnIwXkJjKvGpCbKHzXgJzAy/M6bffvz6sE5CYKrxKQm0i8SkBuIjHxjiQane8akBN4NV4lIDdReJWA3ETiZQNyr6eHKCAgICAgICAgICAgICAgICAg8JoiBOQEBAQEBAQEBAQEBAQEBAQEBAR8iBCQExAQEBAQEBAQEBAQEBAQEBAQ8CFCQE5AQEBAQEBAQEBAQEBAQEBAQMCHCAE5AQEBAQEBAQEBAQEBAQEBAQEBHyIE5AQEBAQEBAQEBAQEBAQEBAQEBHyIEJATEBAQEBAQEBAQEBAQEBAQEBDwIUJATkBAQEBAQEBAQEBAQEBAQEBAwIcIATkBAQEBAQEBAQEBAQEBAQEBAQEfIgTkBAQEBAQEBAQEBAQEBAQEBAQEfIjI7Xa7X+bB0kbLeGsZc4whMn9LEJjguF6q9k88xCJ/K/h2SF5X4a8hzu7Xs3K/jnVE/BpqBnC9hgawtcvhbwnfCqVM4m8J34qTRbX+lvDK7EiJ9LeEb4VI9HrakdfRZpc1mv0t4VuhVUr9LeGVeV1tn+BD+Y7X1PS9lmUNr+fY9/UsaVBIX065sEJOQEBAQEBAQEBAQEBAQEBAQEDAhwgBOQEBAQEBAQEBAQEBAQEBAQEBAR8iBOQEBAQEBAQEBAQEBAQEBAQEBAR8iBCQExAQEBAQEBAQEBAQEBAQEBAQ8CFCQE5AQEBAQEBAQEBAQEBAQEBAQMCHCAE5AQEBAQEBAQEBAQEBAQEBAQEBHyIE5AQEBAQEBAQEBAQEBAQEBAQEBHyIEJATEBAQEBAQEBAQEBAQEBAQEBDwIUJA7t8ZleVl/ON//z+wWq3+lvLvksqKMv75fwjlP95UVVbwx9//hv/53/9Pjhw66G85/+aorCjjn17jelxRXsZP/p//32unv72tjf/xf/036uvq/C1lVF7XMu6lpqqcP/zs/8Fmez31CwgICAgICAgITHwC/C1AQEBAYKzJyTqPMSyMvfvfJFAq9bccgQlGVHQMP/q7/4RMJvO3lFciOCSEv/37/4xCofC3FAEBAQEBgQlBZXkZX33xV/72H/4LQUFB/pYjICAg8EoIK+QEBAT+zdHW2kpcXALBISGCcyYwBIlEgkqlQiQS+VvKKyEWi1GpVIjFQtctICAg8DrhdrtxuVz+liEgICAgMMHw+Qq57m4nt67kUva0GIfdhj40nHlLV2EIi/C1lJfC6XSSn5NJ8aOH2G02wiIiWbl6HeERkbhcLi6cPUVFeRldZhPBISHMmj2POfMXTljNvdRUVXIxL5vWlmaMYeGs27gFQ6jRj6pH193U2MDF3GyqKstxA0ZjGBs2b0Oj1flV88XcTEp6NYdHsqKf5ufPnpCbdZ7Ozg4iIqOYnjLTb1r78zJlnZeTSXVlBYGBUuISEslYvW7CrMxxOp3kZmdSXFSIzWYjPCKSVWvWoVAo+e2v/gWAM6e+4cypb9i4ZRupabMmnNaIyCgAnjwuISfrAp0d7URGRZOaNovTJ4/zH/7Tf/VrMNHpdJI/qG5nDLIjDXW1XMzLormpkVBjOOs3bUWnN/hNc3+cTid52ZkUP+or95WrPeVeUV7Gwc8/4e/+o3/LeDicTie5WRd41K++rF67nojIKNrb2vjNL3/G+x9+TFh4uL+lvrCMB+NwODh+5CtsNhu79705Icq92+nk+qVsSh8/wmG3YTBGsCh9NaHhkaN/2Ec4nU4u5WbxuNjTDo3hEaSv8rTDqooyDn/5KTv2HuByXjYtLc1EREaxcesuGupryc++gNnUSXzSJNZs2EJgYKDP9bu7u2l+dIPOmlLcTgcytQH9jIUEaUKxNNVSc+00EYs20vLoJvbOVqRqPcaZy5GqND7X2p/R+sjKinLyczJpbKgnKEjO9NQ0lqWv9GuwvH97tPe0x4x+Nu+rzz9h5943uJjbz/fbtJXQCeD7jWTzAJ49fULWhbN0dnQQGRVNSupMTp88zt//5//V73aku9vJvWt5VDwrxuGwozOEM2txBnpjBA01FeSc/Ir0Dbt4UHCZ9pZGVmzagzEy1r+anU6uXszmaUkRDruN0LAIlqxYgzE8EpvVwsWc81SVl+KwO1AGBzNnwRKmzvC/7zpSm5TLFXz1xV8B+OVPfwLAjJQ0NmzZ7k+5HtudN8h2r/TYkKLCe+Rln+dH/+G/eJ9/9qSEk8e+5u//y//uR9Uj+35h4RH8/lc/Y+GSZcycPc/7fEN9LZ/++Q989MO/I0St8Y/eEWz1p3/+A1OmzWD+wsUAHDt8kOfPnvK3//BfkEqldHZ08Ltf/Yzvffy3aP0wlhxpfBBqDOMvf/w9UdExbNi0BYDW1hb+/K+/Y/Xa9aTNnO1zrYN1D9fXhEdE8q+/+QUz58xl/sIl3ucb6uv45I+/48OPf4xW598x+0g+6+mTx3n44N6Qz+x/811i4+LHXZvPPYfbV/KoKH3M0lWb2Lz3PYLVWrJOfo3NavG1lJciPyeLJyXFbNy8nXc++D5ajZbDBz/DYrHgdrtRBQezdcdu3v/ohyxems7F/BxKHj2csJp7ycvJZMWqtbz13ofI5QqOHjpId3e3H1W/WHdnZwcHP/sEiUTC3gPv8Pb7H5GSNsvvs40Xcz2a12/azlvvfx+NVsuRrz7DarHQ2dHOiaNfk5g8mbff/z4pabO5lJflV729vKisrVYrX33xV4xh4bz1/kfs2neALrOZk8cO+1u2l7zsTB4XP2LT1u28970foNXq+PrLz5BKpfzNf/hPSGUyVq1Zz9/8h//E1GkzJqRWi8VCW1srx498zaTJU3j/o4+ZNXsu+XnZftXbS2/d3rBpO2/31O3DXw20I5fyc0hfuZa33vsIsVjM+TMn/Kh4IHk5mTwuecTGLdt593s/QKPVcWiQHZyI5GZfoKT4EZu27uD9Dz9Gq9Px1RefTkjdL1vGvTbF7Xaz78A7fh9E93Ljcg5lT0tYsW4LOw58jxCNlrPHDmKdQP7I5bwsnj4uZt2mbRx47yM0Wh3Hvv4ca78yvnY5n4w1G9j31vt0dnRw+pvD3Cm4wYatO9m2+w0qykq5d/umX/Q3P7qBqbYM46x0opdvJ1AZQu31s3Tbbd5nWooL0E9fQPTy7YhEIhrvXfSL1v6M5o8c+foLwiIieed7P2D1+o0U3rvLtcv+1Z2fk8mTnvb4Tk97HOL7ZWeSsXotb7//EXKFgqNff+l33+9FNq+jo52jhw6SPGky73/0MWmzZpOXk+lXvf25dz2fqudPWJixkXW73kGl1pB/5vCAMc29GxdJW7Ccjfu+h1oX6ke1Hq5ezKb0STGr1m9l91seu3fqyJdYrRZuXMmntbmJTTveYP97PyB91QaCgibGROxIbVIqk7Jt5x4APvjB3/DDH/9HVq5Z72e1/Wz3xm0cePcjNBodxw4NtN0TkZF8P6vVypTpKRQXFQ54/tHDQqKiY/wSjIMX2+romDiqKsoBzwrV6spKZLIgqqsqAKiqLEcVHOyXYByMPD5wOBxs2b6Thw/u8eRxCS6Xi1PfHCU+PtHvwTgYua+xWq2kzJxF4f2Bga3C+3eJjon1azAOXuyzrl6znh/93X/y/sydtxCFQumzRQY+Dcg5HHYeP7zD3MUZRMUlotEZWJyxHklAAE8f3fellJfCYbdz704B6StXk5CUjN4QytqNWwgICKTw/h0kEglLl2cQHhGJWqNl2oxUUlJnUlJcNGE197J4WTrxCYmEGsPYsGU7XWYTTx8XT1jdd28XIJPJ2Lx9F+ERkeh0elLSZvl1NY7Dbuf+IM1rNvRpvnfnFmqNlhWr1qLTG5g2I3VCrJAbtaxv3cQYFs7yFavQ6w2EhUewftNWKivKaGlp9rd87HY7d24XkLF6DYlJkzCEhrJ+k0f//ft3PVsRAVmQDJVK5ZdVIS+l9Z6njuj0BlauXoteb2DajBRSUydoHdkw1I4sS19JTGwcekMo8xctoaa6CqfT6UflHux2O3dvF7BiVU+5G0JZ31PHH9y7M/oL/ITdbufOrQJWrl5LUrKnvmzYtNVTX+7e9re8AbxsGZvNJr787C+oVMHs2nvAr+2xPw6HnUf3b7Ng2Spi4pPQ6g0sX70RSUAAjx8OnSX1B54+5hbLMlYTn+hph6vXbyYgIJCH9+96n1u8PIPI6BiMYeHMSJtFdWUFq9ZtxBgWTlRMLMmTp1FVUeZz/S6ng/byYvTTF6A0xiAN1hKatgyROICOyhLvc7qp85DrI5AGa9EkzcTa2oCr2392ZLQ+8t7tAoKDQ1i9dgN6vYFJk6eyZPkKCm5ew+12+0XzcO1x3TDtccmyFcQnJBFqDGPjlh10mU088aPvN5rNu3OrAI1Wx6o169HrDcxISSPFjyve++N02HlWdJeZi1YQEZuIWmtgfvo6JJIAnpc88D6XOm8p4dHxqEI0yILkflTssXtF92+zOH01sQlJ6PShrFizCUlAAMWF9zB1dmAwhmEMjyBErSE6LoH4pEl+1Qyjtcm7BPWUq0KhRKlSIfPzpI/Dbuf+3VssWzGM7X5w16/aXsRovt+06SlUV1XS0dEOeIJcJY8eMnV66sTR289Wx8TGUV1VgcvlorGhHolEwrQZKVT2BOkqK8qJjonzi/bRxgdhYeEsW7GSs6dOkH3hHO3t7d7Vcv5ktL4mJXUWLc1N1NZUA9Dd3c2jh4WkpPk3kDiazyoLCkKlUqFSqaipruTe3Vts370XlUrlE30+3bJqam/D5XIRGtG3nUUskWAwRtDe2uJLKS9FW1srLpeLqOgY7zWJREJ4RCTNTU0A3Ll1k8L7d+ns6MDpdNDd3Y0xzH9biUbTHN6zFScyMtp7Xy6Xo9XpaW5u8rneXkbT3WU2ExUTi0Qi8ZvGwfRqjowaqrmluQmr1Tpk61ZkVPTg1/ic0craYbdTWV7Gv/zjfx/y2fbWVnQ6vS/lDmEk/RGRkbQ0+a8OD8doWq1WCxERA7fHhQ+z3c/XeHWPULd7t20ZjH1bnXo7ra4uMyEhat8KHsSIdTwykuZ++icaba09umMG15cob58zUXjZMv76i08Jj4xk647dEyr3XUebxx8J69cXiiUSQsMjaWtpnhBpNPr6mD6N3nbY0kRYhEdj/3QTCqWSgMBA1BrtgGv1tTW+E96Do6sT3C6CtH36RGIxQZpQHKY2gtSe1UKy4D6tAT0D6267FbHcN47wYEbrI202K5FR0QNyUEZGReOw2+ns6CBE7Xv7195bV4Zpj/1tdv+6JJfL0ekNfu03R7N5VquVyEF9YtQE8KMATB3tuFwuDGF9/YlYLEFnDKejtQVdqGcsoA0N85fEIfTavfDIgTbFGB5Ja0sTM9LmcP7kYZoa6oiOTSQhefKAZ/3Fy45tJgoj2u5wT3uMUvh32/JIjOb7zV+4BL3eQHFRIQsWLaWyopyuLjOTp07zr94R6kXqzDnY7XYa6uuoqa4iOjaW6Ng4bl67AkBVRTnzerazThTt/ccyCxYu5unjYm7fusme/W8inwBpg0bra1TBwSQmT6Lw/l0iIqN49vQx3d1Opkyb7kfVo/usvdTX1XL6xDFWr9tIdLTv2qlwyup3oLiokPyerZ8RkVFIZTIKrl/1RoUFxo6AAKGq+gq7w05S8mSWr1w95J5K6Z8BksDERCzuHyD3DE79tUJEYGKSmDyJx8WPevIMTpyB6b8lJP3aoQjRkMCnCHAzgdvlAL09QS7Bjgj8GyEgYGKsCn4ZYhOSeOvDv6Xi+TOqKp5z4tDnpMyay+L0of6gwLdHhIjBJtnl8u/W8Zdl6oxUb0CuuKiQ+MQk5HL/B4qGIygoiFBjGJUV5dRWVxGXkEh0TBynjh+hpaWZ1tYWomP9s0LuZTCbzbQ0tyASiWhtaYEkfyt6OdJmzub0iWNkrF5H4f27TJk2Y8LsjngRJpOJo4cOkjpzts+3Bvt0ulql1iAWS2is7QtYubq7aW6oRa3176qb4dBotEgkEqqrKr3Xuru7qaurQW8IpbqqisioaGbNmUdYeARarY621lY/Kh5dcy+1NVXef1utFlpbW9D7cfvnaLoNRiPVlRV+z3XSn17NNdUDNdfX1qDTh6LTG6gbtCqhf7n7i9HKOiwsnKamRtRqDVqtbsBPoFTqR+UeRtJfW1uD3jAxDhToZTStOr1+SB0Z/Ls/8Ooepm7r9f7PgTMaI9bxCVhH+qPR9uiuHFxfqtGHTqxyf9kyTs9YzYzUNL764q80NTX6Q+qwhGg0iCUS6vvZZFd3N431tWh0E6OO9PUxfRr7+piJofFFBCqCQSzG2trgveZ2ubC2NyJVaV/wSf8yWh+p1xuoqa4aMPlQU12FVColOCTEH5JR99aVUdpjTX/fz2KhpaUZnR9t4mg2T28wUFs7cJK7ZgL4UQCqEDVisYSm+r4+2+XqpqWxjpAJOKaBPrtXVzPQpjTW16LtsXtyhZIpM9JYvXE7SzPWUPTA/2keRmuT4p7dM273xDjFdkTbXeex3XKFArvdhsNu995vbKj3h9QBvIzvN3V6Ck2NDdTX1fKk5BHT/LRdFV5uzBsdE0dlRRlVlRVEx8Z5VwZfv3IJpUrlt10/LzOWOXvqG0KNRjZt3UFeTibNE8CHepm+JiFpEoGBUu7dKaCs9JlfD9brZTSf1el0cuzQl+j0elauXudzfT5ddhQYKGVyyixuXc1FGhSEUhXCwzs3cDqdJE9Lo6m+lstZp1i7bT8KVbAvpQ2vVypl5uy55OdkESSXExKi5ua1KzgdDlJnzqKo8AFFD+9TVvqMEI2GR4X3qaurQe2nxJYvo7mx3mPwr16+SJBcgVKp5FJeDnK5guTJUyesbrfbzZ1bNzl1/AgLFi9FJpNRW1PtySfnp4FJoFRK2qwezUFygkPUFFy/gsPpIGXmLOx2O7dvXiM/J5OUtFk01Nfy8IH/cyWOVtZOh5P79+5w6vgR5i9aQlBQEG2trRQ/esi6jVv8vu1MKpUya848crMyCQry6L/Ro38iJDvtz2harTYrN69fIzc7k7SZs2mor/MmQxWN8u7xZHDdDglRc7Nf3Z4IjuOLkEqlzJo9j7zsTORBcoLV/co9bTYNE1R/b33JybrgbZvXr13G6XAwc+ZsbDbb6C/xEa9SxitXr8PtdnPw80944633/Dr500tgoJRpqbO5cSnbkzskWM39W9fodjiYMiON5qaG0V8y3hqlUlJnzeVSbm8fE8KtG1dxOB3MSJtF0wStx72IAwJRx02juegGkkAZAXIlbc8e4O52EhwzGXvHxEtVAqP3kQ6Hg1sFN8i+cJZZc+fT2tzMlYt5zJ2/aMA2Vl8ilUqZ2dMeg3rao1dzv/Z49VI+crkchVLFpbxs5HIFk/zo+41m8+x2OzevXyUn6zxps+ZQX1vLg3sTI8djQKCUpOkzuXctD6ksCIUqmOJ7N+l2Okmcmkpbs/9tyGACA6XMSJvD1fysHrsXwt2CazgdDqalzOTmlTwMYRHo9Aa6nd2Ulz71Bur8qvsl2iRA6dMnJCQlExAQiNSPE8he253n0RscPNB244bAwECuXMxh5pz51NXWUFQ4McYHL/L9ANRqDZFRMZw/cwK320Vi8mS/6n1RvQCIiY3jzq0bKBRKr+/huXaTyVP9t41ytPHB7YKbVFdX8cFHHxMSoqb06RNOHD/KO+9/6Nf0TaP1NQBisZgZaTO5mJuNRqsbsL3VX4zms54/c5KOzg72b3mHrq4u7+fkcrlPytvn+wDnLFqB2+3mcuYpHA47+tBwVm/ZiywoiNZmBx1tLX4/ObM/yzNW43a7OXPiOHa75zjl3fvfIihITtqsOTTU13Hy+GFAxNTpM5g1ey7PS59NWM19z6wiJ/Mcba0thBrD2Llnv9/zs42me9+Bd8jLyeTg558gFokINYb7vZEvy1iNGzdnT/ZoDo9k1z6P5qAgOVt27CEv+wJ3b90gPCKKZekrJ8RJlC8s6yA48Pb75OdmcejLz+judhKiVhOfkOy3wcZgVqz06D/1zTHsds/R1XvfeIsguX8TJg/Hi7QGyeVs37WXnKwL3Lp5ncioaBYtXcaFs6eR+Hmb9vJh6vbufQPtyEQmvbfcT/SV+579E7OO9Cdj1Rpwuzn5zVHvcfL7DrxNkFw+oQJy8GplvGrNetyunqDcm++h0/t/Bcn8pStxu93knT+Bw27HYIxgw479fk+83p+lK1bhdrs5f8rTDo3hEezY++Zr0w51U+eB20393TzcTgcytYGIhRuQSGX+lvZCXtRHBgXJ2bX3APk5mfz1j78jKEhOysxZLFq63K+ae9vj6X7tcfeg9piesZrsC32+3669b/jd93uRzQuSy9mxex/ZF85x6+YNIiKjSF+5ijMnv/Gr5l5mLkgHt5vrOadxOOzoDOGkb9yNVDYxTpIejoXLPHYv++w3OOx2QsMi2LzrDWRBcsQSCTcu5dDZ0Y4kIJCIr6dScwABAABJREFUqBjWbNrhb8nA6G1yyfIVXMzN5uypb5iRksaGLdv9qndp+jC2e0+f7V6/eQcXczM9hw/EJbBoyXKyzp/2q2Z4Od9v2owUss6fYXpKmt+3Io42doyKicXtdhMd25cPLDo2jtsFN4jx83bVkcYHZrOZ3OwLbNi8zZuTee2GTfzpD7/hYl6Ox2b6kZfpa1LTZnP9yqUJcwgPvNhnrawsx2wy8cff/3rAZ/a/+S6xcfHjrk3kfsmEP6WNE/uY5uEwhkxsh0/A/7he0zQ14okRF3tlJK+rcB9y9fJF7t6+xY/+7h++03uc3a9n5X4d64jYR5qbm5v4w29+yQ9+9Hdjcny86zU0gK1dDn9L+FYoZRPnQKJX4WRRrb8lvDI7UiZWgveXZTwnvCrKy/jq80/48X/8rwSN8QmUvrbZFeVlfPHpX/j7//y/fuvvUtZoHmNVvkGr9H/akFfldbV9gg/lOybIXP8r8zqWNfhm7FtVWc5Xn/+Vj3/8DyjHIP/461nSoJC+nHIhU76AgICAH7lz6ybhEZHI5Qqqqyq5ce0Kc+bO97csgQmGxWKh5FERUpnMb3mqBAQEBAQEBAQEBIbD6XRi6eriysU8pkydPibBuH8PCAE5AQEBAT/S0tLClcsXsVoshKjVzF+4mEVLlvlblsAE48zJb6irq2H9hs3CqdMCAgICAgICAgITiuKiQs6dPoExLJyNW3f4W85rg7BlVeDfNa/hji1A2LIqMDrCdgvf4astq2ONsGXVd7yu27aELau+Y6LkaH1VXkebLWxZ9R2vq+0TfCjf8ZqavteyrOH1HPu+niXt4y2r9TWVPLxzg5bGOixdZlZs2Els4iTv/b/+6v8d9nNzFq9gxuyFADwouEp1+TNamhsQiyW88dHfD3ne3NnB9bzz1NVUeE43mjKD2YtWjMmpj9evXuJJSTEtLc0EBAQQGRVNesbqASd4trW2kJedSXVVJd3dTuITk1i1dsOA5ZgtLc3kZ2dSXV2Jq7sbgzGMpcszxi0h4MvoNptM5OVkUl5Wit1uR6fTs3DxMiZPneZ9xmKxkH3hLKVPHyMSiZg0ZRor16wft1OKRtNtsVi4cjGP8rJndHZ0IFcoSJ40haXLM5D1yxlSV1vDxdws6utqARHhkZGkZ6zGGBY+5prv3Sng/p1bdLS3AaA3hLJwSToJScmAp5zzczOp6FfOCxYvY9KUvnK2WizkZPaVc/LkaWSMYznDy9URgJrqKi7l5VBbW+09NGP3/jeHJGx1Op18/skfaWyo550Pvj8uZT0SnZ0d5GVnUVr6FKfDgUarY+OWbUREeAZgdrudvJwsnjwuxmqxoFZrmDN/AbPnzPOZxv64XC4uX8yjqPABZrMJlSqYlLSZLF663Dv4mgia790p4N6gur2oX93uxe12c/TrLyh7/oxtO/d6T2ZubKjjxrUrVFdVYrF0oQ5RkzZ7LnPmLRxX3ZUV5dy8foW6ulrMJhM7du8bcGLg5Yu5FBc9pLOzA7FEQlh4BMvTVxIZFe19pqW5mbycCz12vZtQYxjL0jOIjUsYV+293Ll1kzu3C2hvawPAEGpkybJ0kpInYbFYuJSfQ1lpKR0d7cgVCiZPnsryFSsH2EFfMBZlDfDs6WOuXsqnsbEBSUAAMTFx7Nyzf0w01lZXcP/WdZob6ugym1izZTfxSZ4T4Fzd3RRczaey7Bmd7W1IZTIiY+KZvzQDZb9T3c9/8zXNjQ1YLWaksiCiYuOZv3TlgGeqyku5de0ibc1NSAIkhEfGsjB9FcEhmjH5Htcu5XH9ysUB17Q6Pe9+9COsFgvXLudR/ryUzs4O5HIFSZOmsHj5CmQ9ieQbG+opuHaZmupKLBYLISFqUmfNZfa8BWOibzhan96jpbgAdcIMDDMWAeC0dtH86AaWphpcTgeBSjXaSTNRRXjalqOrk9Ynd7E01dBtsyAJUhAclYx20kxEYs8g3tJUS9vzQmxtjT3vCEGTmEpwdPKIWl6Fl+kfL5w9RXnZc8ymTgIDpURGRbN85eoBpwV3tLeTef40leVlBEqlzEiZyfKMVeN2Knlve6zvaY/bB7VHs9lEfk4WZc+fYbNaiY6JY/W6DWh1fYepOJ1OcrPOU1z00OvTrlm/ye9bjDo7OsjNyaT0WV8/v2nLdiIixz/QWnTnOlVlj+lsa0EiCcAQFkXawnRCNH05O589ukf500e0NjXgdNjZ+d6PhxziUHT7GjWVpbQ1NSCWSNj1/t8N+VvNDbXcv3GR1ibPCbh6YwRpC9PR6o3fSntNVQX3Cq7R2GP/1m/dTULyFO99t9tNwdV8Hj24i81mIzwymuWrN6DR9n03q9XCpZzzlJc+QSQSkZg8laUZawns56NWlpVy82o+rT32LyIqlsXpqwlRa76V7v6MVXsEKLx/j1s3r9Ha0oxUJmPy1OmsWbfxO2scjmuXR7DZH/4IgENffkJ1ZcWA+ykz57B63Sbv7x0d7eRcOENVhceGTJuRxtL08bMhMLrv99Xnn1BVWT7gM2mz5rBm/WbAP77f6zh+HAmbzcal/FyelBTT1WXGGBbO6rXriYiMAjxt9lJ+Lvfv3sFmsxIVHcPaDZvQ6XxzKNb1K5d4XFJMS0sTAQEBREXFkL5yYHt82X6k8P5dCm70tccpU6ezZv2mwX9yTBjNX3W73Vy+2FeukdExrFu/aUD/6OuxwZgE5JwOB1qDkeRpqeSdPTbk/p73/2bA79Xlz7mac4bYxL6OwuXqJjZ5CobwSJ4+ejDkHS6Xi+xThwhSKNmw6y0sZjOXs04hFkuYvSj9O3+HqooKZs2ZT3hEBC6Xi0v5ORw6+DkffPRDAqVSHHY7hw5+TqjRyN4DbwOeAcixQwd5893veQfXx77+Eo1Ox74D7xAQEMCtghscPfQlH338Y5SqsXdyRtMNcObkcWw2Kzt270euUFD8sJCTxw/zluZDwsIjADh94ihmk4k9b7xNd3c3506f4MLZk2zetmvMNb+MbrOpE7OpkxUr16I3GDzO7rnTmEydbNu5F/AEMg4f/JykSZNZvW4jLpeLK5fyOPzV5/zgb/5+zE8OUwWHsGzFKq/zUlR4j2+OHOSt97+PIdTI2VOect6+az9BCgUlRYWcOn6YN9/7EGOYp5zPnDiK2Wxi1/63cbm6OX/6BJlnT7JpnMoZXq6O1FRXcfirz1mwaCmr1q5HLBbT2FA/7Ix9fk4WKlUwjQ3146Z5OKwWC5998idi4+LZu/9N5AoFrS0tA5I6Z2eep6L8OVu27USt1vD8+TMunD2NShXMpMlTXvD28eH61cvcvV3Apq3bMRiM1NXWcPrUN8hkMubOXzhhNPfWbW1P3X5YeI/jRw7ydk/d7uV2wfVhpzLr6+pQKJRs3LKD4JAQaqoryTx7CpFIzOxxzIfncNgJNYaRkjab40e+GnJfq9Ozet1GNBotTqeDgpvX+frgZ3z/hz9GoVACcOTrL9DqdOx7810CAwIouHmdI19/yUc//DtU42CzBxMcHMKKlWs8hzS4PU7Lka+/5P2PPgY3mDpNrFy9Fn1oKB3t7Zw7c5JOUyc7d+8bd239GYuyLil+xPkzJ1i+YhWxcQm43C6aGhvGTKPT4UBvMDJlehqZp44MvOd00NRQx+wFS9GFGrFbrVzNu8CFE4fYceAD73MR0XHMmr8EuVJFl6mT65eyyTp9lG373gWgs72NCycOkTJ7ASvXb8Nut3EtP5PMk0fY+eb3xuy76A2h7Nz3lvf33kGZydSJyWRi+co16PQGOjvayT5/BrOpk8079gDQUFeLQqlk/WZPe6ytriLr3CnEYhEz54x9e7S2NdJRXow0eOBBIw1383A57ITPW4tEKsNU84z6WzkELg9GpjbgMLWD201o2lICFSHYO1tpvH8JV7cDw3SPfbS21iML0aFNSkMik2Our6Dhbj7iQCnKsNjh5LwSL9M/hoVHMG16CsEhaqxWi8fPOPgZH/3w7xCLxbhcLo4e+gKFUsWBdz7AbDJx5uRxxBIxy1es+s4ah8PhsGM0hpE6THt0u90cO3QQiUTCjt37kclkFNy4xldffMoH3/+RdwIwJ/Mcpc+esG3nHqQyGVnnz3D88Fe8+e7Y1eNXxWqx8OknfyQ2LoG9+99Coezp5+W+mYBorK1k0vTZ6ELDcbldPLhxkbzTX7Nx7wcEBHrKzel0EhGTQERMAvdvXBz2PS5XNzEJk9EbI3heUjjkvsNhJ//MYSLjkpi7bA1ul4vCW5fJP32IrW99jFj86v6r0+FAH2pkaspMzp04POT+3YJrPLhbwMr1WwkJ0XDzSh6njnzJ/vd+4E2DkHXmOF1mE1t2HcDlcpFz/iR5mae9J612tLdx9puvSZuzkNUbt2O32biSd4HzJw+z560PX1nzYMaiPQIU3LjGrRvXSF+5mojIKBwOB+09QafxQm8IZefeoTa7l5S02SxausL7e0C/yW6Xy8U3h79EoVSx7833MZtNnD/9DWKxmKXp42ND4OV8v9SZs1myLGNY3f7w/V7H8eNInD19gqbGRjZv24FKFczDwvsc/OJTPvzBjwgODuHGtSvcLrjBpq07UGs0XMrL4esvP+PDH/yNT1KXVFaUM3vuPMIjInG5XFzMy+brLz975X6k4MZVCq5fY8WqNT5pj6P5q73lunGLp1wv5+fw9cHP+N73+8rV12ODMQm7R8UlMnvhcmITJw97X65QDfipLHtCeFQswf1mU2YuWMb0mfPR6kOHfUdtZRntrc0sW7MFnSGMqLhEZi1YRknhbbq7u7/zd9i9/01S0mZiCDViDAtnw+ZtdHa090TOobq6ko72NjZs3k6oMYxQYxgbN2+nrraGivLnAHR1ddHa2sKCRUsJNYah1elJX7EKp8NBU9PYDTpeRTdATXUls+fOJyIyCo1Gy6Kly5HJgqivrwOguamRstJnrNu4hYjIKKJjYlm1dj3FRQ8xdXb6Rbch1Mi2XXtJmjQZjVZHbHwCS1espPTpE1wuFwAtzU1YrRaWLF+BTm/AEGpk8dJ0usxmOjrax1xzUvJkEpImodXp0er0LE1fRaBUSl1NNQC11ZWeTqKnnBcu6Snnun7l/PwZazZ4yjkqOpaVa9ZT8mj8yhlero7kZp1nztz5LFy8FEOoEZ3ewJRpM4YY/OfPnlJe9owVfjhy+/q1y4QEh/TMlHvKOCExyetIANRUVZKSOpPYuHjUGg2zZs/FGBbu/T/yNdXVVSRPnkJS8mTUGg1Tpk0nISGR2pqaCaU5KXkyif3q9rKeul3bT0NDfR23blxj/catQz6fkjaLlWvWExMbh0ajZfqMNGakzuLp4+Jx1Z2YNInlK1YxecrUYe9Pn5FKfEIiGq0WQ6iRlavXYbfZvMHkXpu9cPFSjD02e0XGahwOx5gGil6Ep35MQqfTo9PrSV+5GqlUSk11FaFGIzv37CN58hS0Wh1x8QmkZ6zi2ZPHXjvoK75rWbtcLrIzz7Ji1VpmzZmHTq/HYAhl6rQZY6YxJj6JeUtWEJ88NJAtlQWxadcBEidPQ6PVY4yIYknGOpoa6jD16y9S5yzAGBFFcIiasMhoZs5bTENtNa4eP6OpoQ6X2828JSsI0WgxGMNJnbOQ5sZ67zNjgUgsRqlSeX/kCgXg6Ru37NhDYrKnb4yJS2DJ8gyeP+vrG2ekzWLF6vVEx8ah1miZOiOV6akzx6U9upwOGu7kEpq2DHHgwJXe1tYG1AnTCdKGEqgMQTtpNuJAKbb2ZgAUxmiMs9JRhEYTqAxBGR6HOikVc13figztpFnopswlSBfWszouBYUxCnNd2Zjof5n+MW3WnJ6y1BAWHsGy9JV0dnR4V5WUPy+luamJTVt3YAwLJyEpmaXpGdy9XTAm/ulwJCZNYtmKVUwapj22trRQW1PNmvWbiIiMQqc3sHbDZpxOB8VFnuCQzWrlwb07ZKxeR2x8AuERkWzYsp2a6ipqqqvGRfPLcO3qZUJC1Gzeup3IqOH7+fFkxaY9JExJQa0zoNUbWZCxkS5TJy1NfROQU1LnMm3WQvTGiBHfkzJvKVPS5qHRDT+m6WxrwW6zkjpvKSEaHWqdgRlzl2C1dGHu7PhW2mMTkliwNGPAqrhe3G43D27fYM6CpSQkTUYfamTlhq10mTspe1YCQGtzE5VlpaxYs5mwiCgiomJYtnIdT0uKMJs8PmpjfS1ut5sFS1eg1mgJDQtn5txFNDXU+2QsBqO3R6vVwuX8HDZs2c60GalotDpCjWEkTxrfCU6RaHib3UtAYOCA+zJZX1qlirJSWpqbWL95O6Fh4cQnJrNo2Qru37k1bjYEXs73CwgYWbc/fL/Xcfw4HA6Hg8fFj8hYtZqY2Di0Oh3L0jPQanXcvVXgWdF64zqLly5n0uQpGI1hbN66A1NnJ09Kxte37mXPG2+RkjbLW9Ybt2wfUNYv049YLRYu5eWwcavv2uOL/FW3282tm9dZ1K9cN23pKdeeeuuPscH4rYMdAUuXmeryUpKnpb3S5xrrq9HoQpH3zLQDRMQm4LDbaW9pGmuZ2Gw2AILkcgC6nR6D2D9qLgkIQCQSUV1ZCYBcLker01NUeB+H3Y7L5eLe3dsoFErvSrTxZrBugMioGEoeFWGxWHC73RQXFeLsdhITGwdATXU1MlkQ4RF92wHi4hMRiUQDjLKvdQ/3jFQq88466XR6guRyCu/dpbu7G4fDQeH9u+j0BtRjsHT+RbhcLkqKCnE6HET0bMmKiIrhcXER1p5yLhlUzrU1Q8s5tqec62p9F3wZXNZdZjO1NdXIFUo+/+uf+PW//BMHP/sLVYOW15vNJs6fPcnGLTsICAgc8t7x5unjx4RFRHL8yNf84qf/kz//6++4d+f2gGcio2N4+uQxnZ0duN1uysue09LSTHxiks/1AkRFRXs0NHsGoA31dVRVVg7YCjrRNLtcLo+NcDi82w0dDgenTxxl1bqNL73S12azDli96G+6u7u5d/cWMpmMUKNnS4JcLken0/PwwX3sPTb77t1bKBRKwn1ks/vjcrkoeliIw+EgKipm2GdsVhtSmWxct7F8V4Yr6/q6WkydnYhEIv7yx9/xq3/5Jw4d/IxGHwU+h8Nu99jCwdvNerFaLTwtfkhYRDTinr7fYAxHJBLx+OF9XC4XdpuVp8WFRMXGe58ZC9paW/jDL3/Kn377C86eOPrCQcLgvnGkZ4KCRu5fvy2NhVdQGGNQhEYNuRekNWKqeU633Ybb7aaz+hluVzdy/chty+WwIwl8cf5fl8OBeJRnvi2j+SIOu53C+/dQqzUEh6gBzwpzQ6hxwBad+IRE7DabzwL7/enudgIMmFATiUQESAKorvL4q/V1tbhcLuLiE73P6PUGgkPUfg3IPX1SQnhEBMcOf83P//kn/OkPv+XunVt+0+MYxUZ8W4LVOqQyOaXFD+ju7sbpdFBa/IAQjQ5lsHpM/xZ4VvZ2dZmJju3bbiWTBWEMj/RO/tXXViOVBWHs1/dFxyYgEoloqPNMIoaGRYBIRPHDe7hcLmw2K48fPSA6NmFcVhV9m/ZY/rwUt9uNqbODP/3+V/z2lz/lxLFD4x5oaWtr4Q+/+il/+t0vOHtyqM0uKSrkt7/4Rz7902+5nJ+Nw9GXD7W2pgq9YaANiYtPxG630dzUOK66exnO9wNPkv5f/cv/5C//+hsu5mUN0D0cvvb9XrfxYy8ulwu3202AZODCh4CAAKqqKmlva8NsNhGX0GejZUFBRERG+c1G26wDy/pl+pGyst722Mkff/crfvOLf+abo+PfHkfCW67xI5erP8YGPj+qrbSkkMBA6Yir6UbC0mUmaNBsg1yu9N4bS9xuN7mZ54mMjvEu2Y2IiiJQKuVibhbLVqwCt5v83GzcbjdmswnwODx733ib40e+4l/+6X8gEolQKJXs2ndgXBzhl9ENsGXHbk4eP8yvfvY/EYvFBAQGsn3XXu+MY5fZhEI5sGzFYjFBcrn3u/lDd3+6urq4dvkiabNme69JZTL2v/kuxw9/xbWe3A0arY49+98ct8FqU2M9X/71TzidTqRSKVt37kVv8MyAbt6+m9PHD/Prf+kp54BAtu3c693i6u9yhuHLuq2tFYCrl/JZsWoNocYwigofcOjLT3nvw4/R6vS43W7OnvqGmbPmEh4R6c135Uva2lq5e7uA+QsXsWjJMmpra8i6cBaJREJK2kwA1qzbwLkzJ/n1z3+KWCxGJBKxftMWb1DU1yxasgy73cYffvtL79am9IxVzEhJ9T4zUTQ3vqBu52adJzIq+qVntGqqKnlcXMSOPW+Mp+SX4tmTx5w4fhiHw4FKFczeN95G0dOXiEQi9h14h6OHD/Kzf/zvXpu9Z/+bL3TuxprGhnr++ud/9Zb9zj37MYQOXVnR1dXFlUv5zJo1x2faXoUXlXWvnblyMY+M1etQq9UU3LjGwc/+wocf/xi5D8sbPNvOblzOJWnKdKSygcGdG5dyKLp3C6fTgTE8knXb9nrvBas1bNzxBlmnj3Ip+wxutxtjRBTrt4/dFuLwyCjWbdyKRqeny2zi+uWLHPr8L7z9wcdDtFq6urhx9SIpM2eP8DbPKvknxUVs2z02ufp66ax+hr29mahl24a9HzZ3FfW3cyg7/ymIRIglAYTPW02gMmTY5x3mDjrKitBPGznXnammFGt7I6FpS8fkO/TnRb7I3dsF5Odk4nA40Or07HnjLW8Awmw2oVAqBzyv6BlYd5l9f3iArmdAlJ+bzboNmwmUSim4cY3Ozg7vSiez2YREIhkycFYqlT7zR4ajrbWVO7cKmL9wMYuXLqO2poas855+PjVtlk+1uN1u7lzNwRAWNeJKt29LoFTKyq37uHz+OEV3rgGgCtGyYtPucfFfu3rGSf0XNfT+3juG6uoyDVnVJRaLkQXJ6eqpEyFqDVt2vcGFU0fJz/TYv7CIKDbtGFvbAt++Pba1teF2u7l+9TKr1qxHKpNxOT+XQ19+xnsffjwugcPwiB6bre2x2VcucuiLHpstlTFlWgohIWqUqmCaGuu5nJdNa0szW3Z4+pYus/kFNmR82+OLfL+p03t0B6toamjgYm4WrS3NbNs5fH/na9/vdRo/DkYmkxEZFc2VyxfRGUJRKpU8KiqkproKjVbntcPKQfVCqVRh8oONdrvd5GSeIyo6htCesn6ZfqS9rdXTHq9cYuXa9chkQZ5txl98ynsf/dBn24N7eVG59o/n+Hps4POA3NNHD0iYPB2JD/Y+f1uyzp+hqbGBN95+33tNoVCydcduMs+d4XbBDUQiEVOnp2AMC/fm2XK73WSdP4NCoeSNt98nICCAB/fucOzwQd5670NU/ZJC+0o3wOX8XGxWK3veeBu5XM7TJyWcPHaY/W+9R6gxbFw1vQwj6e7FZrNx9Osv0BsMLF7Wl3/B4XBw7vQJIqNj2Lx9Fy6Xi4IbVzny9Ze89d6HQw4jGAu0OgNvf/ADbDYbT0qKOHfqG/a++S56QyhXL+Zis1nZvf9t5Ao5Tx+XcOr4Yfa99R6GUP+XMwxf1r0HLafNnkNKj8MbFh5BRflzCu/fZXnGau7cuondbmfB4rEfBL0sbreb8AhP0tVejU2Njdy9U+ANyN0uuEFNdTW79u4nRK2hqqKcC+fOoFIFE99vlslXFBc9pKiwkK3bd2EIDaWhvp6szHPewx0mkmZdT92222w87qnb+958l7bWFiorynj7/e+/1HuaGhs4fuQrFi1NJz7BP6v8+hMTF8973/sYi6WL+3dvc+LYYd5670OUSiVut5vM86dRKJQceOd9AgMCuX/3DkcOfck773807ja7F53ewAcf/RCbzUpJcRGnThzjzbffHxCUs9lsHDr4OXpDKEvTM3yi61UZrazBE6Se0nOg0IbN2/jNL35KSXERs2bP9ZlOV3c32aePgtvN0pUbhtxPm7uQKTPS6Ozo4M71S+SdP8m6bXsRiUR0mU1czDrNpOmpJE2ejsNh59bVi2SdOsrGnW+MyUmZ8Yn9DywIIzwiij/+5uc8LikiJa1vUGGz2Th++Et0+lAWLh0+l25TYwMnj3zNwiXLiRvD9ui0mGh+eI2IRRsRS4b351pKbuNy2IlYtBGJVIa5rpz6WzlELtmMLEQ36H1maq6fRRmRQEjc8NuiLU01NNy7iDFtGdJg7Zh9l15e5ItMm55CXHwCZpOJmzeucuLYYQ6884FP8vi8KhKJhO279nLu9Al+8dOfIBKJiItPJCExGTcT+3i93n5+xcr+/XwDd2/f8nlA7talTNpbmli97cCYv9vpdHAz7xyGsEgWrdrs2VVx/yb5Z4+wdufbftmF8DJ0mU3kXTjD5GlpTJo6Hbvdzs2r+Zw/eYQtuw+M6UnB37o9ut24XC5WrV3v9UE2b9/Jb37+z1SWl43L7oNhbfZvf87jYo/NTp3ZN4nWu5r2yFef0dbaMuBQDX8wku+nN4SS1m/yLzQ0DKVKxaEvPx1Wtz98v9dp/Dgcm7ft4MzJb/j1z/8ZkUjkzY9Y12+L9kQh89xpmpoaOPD2B6M/3A+3tz1u8La9Ldt38et/+Scqyp+TMKDtTAz8MTbwqSdRX1NJR1sLy9cNP5v6IuQKJc09Oc96sViGn/H5LmSdP8Ozp0944613CQ4ZOIsbn5DERz/8MV1dXZ6VTUFB/Prn/4RaowGgoryM0mdP+Nt/+C/ePfZh4RGUlz3n4YP7LBzHYMZIuttaW7h7+ybvffixd/bAGBZOdWUld28XsHbDZhRKFV3mrgHvc7lcWC2WcT9t60XlDWC32Tj81edIpTK279o3IJJeXFRIR3v7gEM1Nm/bxS9++hOePSlh6vSUMdcrkUi8nVBYeAR1tbXcKbjBvIWLuXv7Ju98r6+cQ43hVFd5ynnNev+WM4xc1r3JKQefUKXTG+jo8OQyqSh/Tm11FT/9yf894JlP//wHps1IZeOW7eOsHlSqYO+sXS96vYHHxY8ATwebn5vNzj37SEr2rMA1GsOor6/n5vWrfgnI5WZnsnDxUqbN8NTFUGMY7e1tXLtyiZS0mRNKs0Qi8a6aDQuPoL62ltsFNwgICKCttYVf/nTgadknjh0iKjqWfW++673W3NTIoS8/JXXWbBYtWe4z7S9CKpUi1enQoiMyKprf/+YXPLh3h0VLllFR/pxnT5/wd//xv3pt9toNEZT9ppSHD+6xcPEyn2iUSCSeQx2A8IhIamtqKLh5jQ2bPPn6bDYbX33xKVKplF179/t8RvFleVFZe+1MvzYcEBCARqOh04dbF1zd3WSdOYaps4NNuw4MWXEGECRXECRXoNZ68up88cdf0lBXTVhENEX3byGVyli4rC/R9sr1W/nij7+ksa4GY8TQrZvfFVlQEBqdjvbWVu81u83G8a+/QCqVsmXn3mHrRHNTI0cOfkbKzNksGOP2aGtvottuperisb6LbjfWljray4qIzdhDR1kRMSt2eYNnshA91pZ6OsoeDVjh5rSaqbl2miBtGKFpw7c5S3MttTcvYJi+kODoSWP6XWB0X0QWFIQsKAitTk9EVDS/+OlPePK4mGnTU1AqVdTV1gx4vndVy+BVL74iPCKS9z78GJvVSrerG4VCyad//oM3ZYZSqaK7uxurdeD2MrPZ7NdTVlWqYAyD+3mDgZKeft5X3LqUSU1FKau27kcxDoOviqfFmE0drNnxltd/1a7awtG//JyasmfEJg8flP629B6sY+kyD0g7Yekyo++ZMFYoVFi6hvqoNqvFu1qr8N4tpDIZi/sdNLB6wzY+/cMvaKirIWyM7N93ao9en7avHikUSuRyhc+2yXltdlvrsPfDe8qpva0VjVaHQql8gQ0Z3/Y4ku+3dsPmIc9G9Ohua20dEJDzh+/3uo0fh0Or1fHmO+9jt9ux222oVMEcP3oIjUbjtcNms3lAAMhsNhHmw5NgATLPnaH06RP2v/3egLJ+mX6k94T6/r5fb3vs7Ph2+TK/Cy8q194Tdv0xNvBpQO7powfoQsPQGV79SO/QsCgKb13D0mX2BuBqKz1HQ6vH4Phft9tN9oWzPH1cwr4330GtGXn2tXcLTkXZc7rMZu9A2tmzr37wDJFIBLjHZ1ZyNN2OkTSJRd4VC5FRUdhsVurrar257irKn+N2u71HL/taN3gGoYcPfoZEEsCOPfuHzEQ7HI5hylqEiL5VX+OO2013txOnc/hyFov6yjkicmg5V/aUc/g4DOL6JL64rEPUGlSqYFpbmgdcb21p9uY6W7VmA8vSV3rvmUydHD74OVu27x63OjKYqOgYWpsH5otsaWkmRO3JG+JyuXC5XC/8P/A1DufQOioWi72rFCai5l7cPXV7ybIVpA7aDvfJH3/LilXrSEruGxg3NTZw6MtPmZ6SxrJxPBXsu9L7veAF9tHP5e/R6Mlb2huMk0gk7N53YEKuyBmJ/mUdFh6JRCKhpaWZ6BjP6Zjd3d20t7cTEjL2OZOGozcY19HWwqZdbxEkV4z6md560Pv/4XQ4h+lPxQOeHWvsdjvtba0oZ3i2uttsNo59/TkSiYStu4b2jeAZIB3uaY9L+tnusUJuiCQ6feeAa433LhKoUqNJSsPV8/8Og1bMiEQDVmk5LZ5gnExtwDhr+bArbCxNtdTePI9+2vwRV899W17F9+v/Gdxub27hyKhorl+9NGDbWXnZc6Qy2ZBJJF8j6xkktbY0U19X6+3Hw8IjEIvFVJQ9Z3LPitWW5iY6O9oH5I/yNVExMbQM8kX69/Pjjdvt5vblLKrLnrJy635UIZpx+TtOpwMRw/mvonFZxRis1qBQKKmuLMPQszPGbrPRUFfDjJ7VW2ERUdhtVhrraz254oDqyjLPtvxwTyDXOazfPXb2b0zaY7Qn/2pLS7M3eGCxWLBYunxWj7w2e3rqsPd7DzvqDbZFREZz89rlATakovw5UqkM3aDJ8vGmf789mIYe3f2Dur72/f7NjB/7IZVKkUqlWC0Wyko9B+epe4Jy5WXPvQE4m81GbU01s+fM84kuz86/szx9XMz+t95FM6isX6Yf6c2H3NLSNLQ9+sj3609vuVYMU66zesrVH2ODMfHsHQ47ne19swCmzjZamuqRyeQogz2Fb7fbKH9WwrwlGcO+w9zZgc1mwdzZgdvt8p5oFKzWEhgoJSImHrVWz+WsU8xZnIG1y8zdG5eYkjIHyQjbJV6FrPNnKC4qZPvu/UilMswmz8yEVCbzLl3tTfioUCioqa4iJ/M8c+cv8hrLiKhoZEFBnD15nEVLlxMQGMiDu3dob2sbkMR9LBlNt05vQKPVceHsaVasWuPZsvq4hPLnpezc69njrzeEEp+YxPkzJ1mzfpPnNLzzZ5k6fQaq4PHZsjWa7l5j6nA42LR1B3abDXtP4k65QoFYLCYuIZH8nEyyzp9h9tz5uN1ubly7glgsJiYufsw1X8rLIj4xmeAQNQ67jeKiQioryti17y20Ok85Z507TfrKNQTJ5Tx7UkJ5Wak3l4LeEEp8QhKZZ0+yet0mul0usi+cZcq08StnGL2sRSIR8xYu5sqlPM8JwmHhFD2415MnYg/AECcmsOc0PY1WO+zM1Hgwb8FCPvvkT1y9fJGp02ZQW1vN/bu3WbdxC+DJxxATG0duViYBAYGEqNVUVpTzsPA+K1ev84nGwSQnT+bqlYuEqEMwGIzU19dx8/o1UmfOmlCaL+ZlkdBTt+396vbufW95T9YaTEhIiNcRamps4Osv/0p8QhJz5y/y1jGRWOSdmR8P7HY7ra0t3t/b29qor69DHiQnSC7n2pWLJE+aglLlmfm/c7sAU2cHU6ZOBzwH3gQFBXH65DGWLE0nICCQ+/du097WSmLS2K/CGY68nEwSkyYR0lP2RQ8fUFFexr4Db2Oz2Tj4+V9xOh1s2b4fm83mTWCs6LGDvuK7lrVMJmPW7HlcvphLcHAIarWaG9evAnif+a447HY6+vkine1tNDfWI5MFoVCqyDx9lOaGOtZt24vb7fKuQJAFyZFIJDTUVdNYX0t4ZAxSWRCd7a0UXM0nRK0hLNwz8RCbkEThnRvcvn7Ju2W14EouqmA1+jFKAXExJ5OEpEmEqNWYTJ1cu5SPWCRm8rQZnmDcV5/jcDpYv3n7sH1jU2MDRw5+Slx8IrPnLRyX9igOkA7ZdiqSBCCRBiEL0eF2uQhUhND44BL6aQu9W1YtjdWEz/fYNqfFTM3V0wQoVOinLaDbZvW+KyDIEyy1NNVQe/MC6oQZKMPjcVq7er6LBIn0ux/sMFr/2NbWSsmjh8QnJHlm9Ds7uHHtMgEBgST2+HVxCYnoDQZOnzxGesZqusxmLuXnMGvOvHELoNvtdtoGtceG+jqCguSEqNWUPCpCrlAQEqKmqbGB7MyzJE+e4t0yJAsKInXmbHKyzhMkD0IqlZF94SyRUdF+DcjNX7CIT//yx75+vqaae3dus37TFp/8/VuXM6l4WsyydTsICJR686sFSqXebaSWLjPWLjOdHW0AtLc0ERAoRaEKRtaTL9ps6sButdJl8oxpWps8h3uo1BoCA6WER8dx7//P3n+Ht3UkeN7vF2DOJADmHJVJKgcq55xzsOXcYXb67p3ZO+/dfe/dZ3bu7E7P9Ey72+62PR2cZVuWlTPFKFGRigwiRYlizjkHgLh/gISYSVkkDk53fZ5HT1sgSP1YXaeqUKeqzq0k7qZcIWLKDPR6PY8f3EahVOLhM/gDfUbS2T0J1KOhoZ6qinJsbG1xcnZh2ow53L2VgourG04urty5noy9gxNBoYazYd3UGvyDQki6cp5FK9bRpdNxLf4yYRMmG1e5BAaH8ejebVJvXiVswhQ6Ozq4nZKIo7OLcaLvVYzF9ahSqQkNjyDhyiVWrd2AjY0NVxPjUanV+AcEvXLGwVxNuEJwmKEfb2pq5GbKiza7rrbGkDkkDDs7O6oqK0iOv4yvX4Dx2KCAoBBUag2Xzp9i4ZIVtDQ3ceNaIpHTZ47rTbjhxn51tTVkZaYTHBqOrZ0dVRXlJMbH4uv/IrcUYz85fn4cyvPcp+j1oFKrqautITHuCiq1hmmR0YbPZnPmciPlKm5uKlxdXbmanIijk9OgT9ceD1cuXSArM42tOwcv69H0Iyq1mrDwCcTHXmL1uo1Y29hwNTEOlVozbmU93HjV2cWFmbPncuP6VdxUKlxcXLnWU64RhnKV4rOBQj/Kqb7cytYhv1ZWXEDsqW8HvB4yYSoxK9YD8CTjAakp8ex8/eeDbhFJiTtPbnb6gNdXbdmLl6/hbnpTYz23kmIpLynA0tKK0AlTmT5/yZAfSjycRz9Y+/d/+adBX1+zfrPxrKfkxDgy0h7S1tqKi4srkdNnMnP23D4zqGWlJVxLTqC8tJSuLh1qjTvzYxaP24TcaHLX1lRzNTGe4qJCOjo7cHN1Y9bc+Uye+uJJt62trcTHGpb/KhQKwiMmsnzVWqytrSXJXZifx9Fvvhz0PW//5L8YtwnnPc/lRkoy1ZUVKBQKPDy9iFm8bNQDyq6XmOi+fP4MhfnPaW5uwtrGBo27J7PnLjA+Aae2ppprSfGUdJezq6sbM+f0Lee27nLOfZaDAgXhEyaydOXLl7PyJY7pGE0dAbh1I4UH91Jpa2vF3cOTxUtXGFey9FdfV8cfP/6AQ2+8Y1ziOxoWLxN8EE9znpCcaDgM18XVjdlz5hE1/cUZF01NTSQnxpGXm0tbWyvOzi5ETZ/BrDnzxvRsk9Fqb2/nWnIiOdlZtLQYlkdPmjyFBYuWGJfPj1dmrW70lftSv7rt3q9u9/cfv/wnNm/bRVh353X9WhI3U5IHvM/Z2YW3f/q3L5X7ZepIQX4e3x35YsDrU6ZFsXrtBs6eOk5pSTGtrS3Y2tnh7e3DvAWL+qzqLCst4WpSPGW92uwFCxe/VKerfIV6ff7sKfLzntPc1NT9VFJP5s6PITgklIL8PL756vNBv+8nP/+FsR38sbpeogEci7LW6XQkJ8aRmZ6GVtuJt48vy1euGfIw5sHUtgz9hLeSonzO/3BkwOvhk6YxY95Cvvv0o0G/b/2O/fj4BVJTVcGNpCvUVJWj7ezEzsERv8AQps+JMX4gBXiWncmjuzepr6vB0tIKD29f5sQsw3WY1foONqPfZnzh9HGKCwtoa2vFzs4eHz9/5i9aiqubiqKCPH749qtBv++N9/4GZxdXbl5L4lb3QdW9OTm78OZP/suocwCczRz9WTbF189h46JGM2UeAB1N9dRkpdJWU0aXTouVvTOuoVONW04bCp9Q+XBgToDQjW8BUPEgmcainAFft1V54btg4JYqgK1TfQZ9fTAj9Y9NjY1cvnCW8rJS2rq37vn5BzA/ZlGflSsN9XVcuXSBwoI8rKysmTwtksVLV7zUpPnLtPcF+XkcHeJ6XLdxC/fu3OLOrRs0Nzfh4OjElKmRzF+4uM+2La1WS2LcZcOTFXU6goNDWblm/aifpN3jVfv1/p7mPCEpIe5FPz933pifMZlXOfjDNr77z18N+vqcJWsJnmDYxpaemkLGvRvDvudW4gXynmQMeM+yjbvx8DGMq8qK8si4e4P62ioUCgWuag+mzV6IxnPo+uvmMPRYsbgwnzPHvh7wesTkaSxfswm9Xk/qjWQy0x7Q0d6Gl48/i1aswdXtRbvV1tbKtfhL5Oc+RaFQEBw+gYVLV2PVa4z6NDuDB6k3qas1tH9e3r7MXbQMN9XgK7lepu0bq+uxvb2dxLjL5GRnoVAo8AsIYNnKNS+1IudlxlAXzgzSZi80tNmNDfVcOneK6qpKOjs7cHRyJix8IrPnLzRuhwNDGxIfe4HiwnysrKyZNCWSmCXLX/rG28tcj8ON/Rob6jl/9iTVlYbcTs4uhIVPYO6CRcbcYzX2e5mhrrl8foRXb/uyMjNIToynsbEBW1s7IiZOYvGSZcaVzXq9nmvJiTx6cI+2tjb8/ANYtWY9KvWr7Qwc7dDvV//nfw36+toNm41njo+mH2lvbyfhyiVynmShQIF/QCDLVr3c9fgyJT3ceHX9xi3o9XpSriby8ME92tva8PUPYNXqvuU6Fp8NAOytR5d8TCbkzNXLTMgJf51eZkLOnIzx+NdkxnrgLgztZQaT5kSOdeRVJuSk9DITcuZiuAk5c/YyH0rNyctMyJmLl5mQMydS3DQaC3Jss4eakDN3w03ImSu5tn1iDGU6Mm36ZFnWIM/PvvIs6dFPyJluv4sgCIIgCIIgCIIgCIIgCGJCThAEQRAEQRAEQRAEQRBMSUzICYIgCIIgCIIgCIIgCIIJiQk5QRAEQRAEQRAEQRAEQTAhMSEnCIIgCIIgCIIgCIIgCCYkJuQEQRAEQRAEQRAEQRAEwYTEhJwgCIIgCIIgCIIgCIIgmJCYkBMEQRAEQRAEQRAEQRAEExITcoIgCIIgCIIgCIIgCIJgQmJCThAEQRAEQRAEQRAEQRBMSEzICYIgCIIgCIIgCIIgCIIJKfR6vX40b2ztHNXbzEqnTn6ZAawtxTypMLwObZfUEX4UUbdNR651xFKpkDrCS1PKMLMg/KXq6pLn2E8h02ZEIcPgWp1M+0cLMYYSBEGQC1vL0b1PtOyCIAiCIAiCIAiCIAiCYEJiQk4QBEEQBEEQBEEQBEEQTEhMyAmCIAiCIAiCIAiCIAiCCYkJOUEQBEEQBEEQBEEQBEEwITEhJwiCIAiCIAiCIAiCIAgmJCbkBEEQBEEQBEEQBEEQBMGExIScIAiCIAiCIAiCIAiCIJiQmJATBEEQBEEQBEEQBEEQBBMSE3J/ZT768H3u3L4pdYy/auL/g/HV2dnJiWNH+fW//R9++c//SFtbm9SR/uL86aPfcu/OLalj/Gif/P43pMrwGjzy5WdcuXxR6hijIvd2Tu75BUEQBEEQBPNnKXUAQRCEsZT+6AFFhfkcfP0t7OztsbGxkTqSYGYOHX4bKytrqWO8tG0796BUivtogiAIgtDjow/fZ9acecyeM0/qKIIgCC9NTMgJgvAXpba2FrXGHXcPD6mjCGbK3t5B6gg/ip2dndQRBEEQhB9Bp9NhYWEhdQxBEATBzJh0Qu6brz5H4274kJyR/ggLpZLoGbNYuHgpCoXClFFG5fsjX6B2dwfgcXoaSgslUdEzmb/IkDcz/RH3796mtqYaKysr/AOCWLpiDfYO0n3YO/LlZ7h3l3F6rzJetGSZsYw72ts5feIHnuZkY2Njy/yYhcyYNUeyzD1Gyq7VarmWnEBmejotLc04OTszb8FCoqJnmG3m5uZmLpw9TX5eLg4OjixaukyyrL2NVLe1Wi3XkxPIepxBe3sbGo07C5euwD8gSNrgDF/m33z1OYUF+QD88p//Ef+AQPYfOixh2pHrSFNjIxfOnaEg/zkODo4sXrqcpMQ4Se/2jlQ/ALTaTi6fP82T7MfY2tgyZ8EiIiW8Fnv79uvP0Wi6+5qM7jKfPouY7r7mk9//hpmz5jLLzO6mj1RXjnz5GR6eXqxcvVbipKPra3p7eP8eCXGX2bpjN0HBIaaOO8DL5pfCSBk/+vB9oqJnUFNTzZOsx9jZ2bNyzTp8ff24cO4M+Xm5uLq5sW7DFrx9fMwyf/T0mdTW1JCdlYmNrS0LYhYTPWOmybP2NlL70dbaStyVSzx7+gSdVot/QCArVq3FTaWWLPNI4+uPf/cbIqOmU1VVybOcJ9jY2DJvwUJmzJotWWb4cWOo5MR4s1gN9d3XX6Dp7iczM9JQKpVET5/Jgu5+8g+//y1To6Kpq6nhaU424RETWbtxi6SZRyrve6l3SL19k4aGemxsbfHzD2Dbjt2SZoaRx30N9fXEx14iPvYSAP/wP/6nlHFHLOdf/vM/sm3nHiImTDR+z/u/+hdWrFrLtKhoiVIPnzs5MZ78vOe89sbbfb7nz3/4mAkTJxGzaIlZ5b2XeocH91N5692fAfAkO4sTx75j9doNTJ85C4Bvv/4CH18/Fi9dbvLsI+Wvqa7msz99wroNm5k8dRoAjzMzOH/mJK+/+a6x7TGnzNevJZP1OMNY5j0+/cPHhIZHSFbOMHzuwoJ8vvnq8wHfMzUyig2btpokn8n3vqSnPUSpVHLo8FssX7WW1Ns3efTgvqljjFpm+iOUCiX7XnuTpSvWcDf1FukPDXm7urpYsHApB994l83bdtNQX8+l86clTmwoY4VSyWtvvM2K1YYyfvjgnvHrt29ex8PTk8Nvvce8BTFcuXyR57nPJEz8wnDZz50+SWZGOitXr+Xt937OmnUbsbaWftvZcJnPnzlJY0M9ew++ztYdu7h/N5WW5maJExsMV7cTYi9SUlLE+s3bOfTGu4RPmMyJo0eoramWOLXBUGW+beceoqJn4OPrx89/8Xds27lH6qjA8HXk7JmTNDU1su/g62zdsZsH9++aRR0Zrn4A3L19E08vHw4efofIGbOIv3yemuoqCRP3lZ7e3de8/hbLV64l9c5NHj00376mx0jttzkZbdZbN1JISrjC7n2HzGIyroccynqkjHdu38TPz5/Db79HaFg4Z0+f4Ozpk0yZNo3Db72Hq6uKc2dOoNfrzTL/7Vs38PL24fBb7zFj5mwuXzxHtRm0I8O1HxfOnaK8tITtO/dw4LU30evh2NFv0Ol00mYeYXx9++Z1PDw8ef3Nd5k7P4a42IvkPZd+7CfXMRQYJj+VSiUHXnuT5SvXkHrnFmm9+pnU2zdx9/Dk0BvvMC9mkYRJXxiqvEtLSrhy+QILlyzlnZ/+Dbv3HsA/IFDquEbDjfucnJxZuHgpP//F3/HzX/yd1FEBefQvgxkq9+Sp0ygtKaa2tsb43srKCiorypk8ZZrZ5Q0IDKSqstLYXhQW5GFnb09BQR5gWLFaUlxEQGCQZNlh6PxqjYZlK1Zz+eI5GurraWho4PKFsyxZvlKyybiRMk+Lmk51VRWlJcXG95aXlVJRUU5k1HQJExsMldvXz9/Ydvz8F3/H3gOvYWlpib+/6do/k29ZdXZyZvnK1SgUCtRqDVWV5aTevknUdPNYWdGfk5MzS1YY8qrUGqoqK7iXeotp0TOYGhltfJ+rqxtLV67hmy/+REdHh6QTRU7OzqxYtcZYxpUVFaTevkn0dMNdZ1+/AOYtWAiASq2mqKiQ1Ns3CQ4JlSxzj6GyBwQEkfU4gz37X3ygc3VzkzitwXCZc5895bU33sbbxxeAdRs288dPfidxYoOh6nZgSCgZaQ94+6e/wNHJCYBZc+eT9/wZGWkPWbhEujscPYar45ZWVlhYWODo6Ch1TKOh8vr7B5L/PJfX3njHuIJl3YbN/OdHH0icePi2DyAoNIyoGYa7jLPnLuD+nVsUFuSjUmukjG3k7OTMspUv8ldWlnP39k1JV9SOxkjttzkZTdbE+Fgy0h6x79Bh491JcyGHsh4pY2hoONHd1+GCRUu4fy8Vbx8fJk6aAsDcBTF89dmfaG5ulqRNHE3+nlVac+fHcOf2TQry8lBL3I4M1X4EBATyNOcJ+w+9ga+fPwAbN2/j49+9z9Mn2UyYNFnSzMONr339/PuM/YqLCkm9fYugYGnHfnIdQ4Ghn1y6onc9qeDunVvG1eIBAUHMmjtf4pR9DVXei5Ysx8ramtCwCGxsbHBxccXTy1vquEbDtSUKpQJrGxtZjPvMqX8ZzHC5PTw8yUxPM66Gy0xPw9vHFzeVyuzyRr37M+zs7CgoyGfipMkU5OczZ+58Um8bHkhWWlKMTqcztuPmlj96+kxmzJpN7rMczpw6joWFBV4+vsw0gx1tw2UODgkl7eEDY5ud9vABAYFBZvGZfbjcPW1Ha0sLF8+dYVpUNJHRpptENPkKOR9fvz7bQXx8/amtraGrq8vUUUbF28e3X14/6rrzlpeVcvLYt/zx97/hw1//ku+/+QKAxoZ6qeIaMvr0LWNfXz9qa16Usa+fX5/3+/r6UV0l/R1pGDp7eXkpCoXCrO7W9Rgqc3VVJUqlEi/vF1uF1BoNNra2UsQcYKi6XVVZgV6v57M//I4P/+NfjH+KC/Opr6uVMPELI9VxczNU3prqqu468mLQ66ZSYWsGdWS4tg/oM7miUCiwd3CgtcV8Vi54y6yv6SGnuj1S1js3b/Dw/j0OvPam2U3GgTzKeqSMvc/KdOg+LmOw16RaVfQy+RUKBQ4OjrSYQTsyVPtRVWVos3s+bADY2dujUmuorq6UIqrRSONrH1+/Ae83h7GfXMdQMEg/6dO3n/T0Np8JrR5DlXdQUDAuLi588vvfcvbUCTLSH9HZ2Slh0r7k0F73Jre8PYbLPXnqNDIz0gHQ6/U8zkhnylTpVsfB0Hn1ej3+AYEU5ufR1tZGdVUl02fORqfTUl1VRWFBPt4+vlhZWUmYfuR6sm7jFioryikvK2XDxi1mcaTGcJmjomeQmZmOVqtFp9ORmZEm6Tbs3kYqa51Ox4kfjuLs4sLK1etMmk081OFH0mm1HD/6NUHBoazdtA17e3saG+o5fvSI5NsW/hJZWoiqaiqdHR0oFAr2v/72gCc6yvHJlML4UCr7Hk6tUCgk2xYnmCe/gACePc0h63GGcWWOMLaUvQ6J7xlo9r42FRheM9drU9nvkHsF5ptVEF6WnMZMVtbWHH7rPQry83ie+4xrSYmkJCfx2pvvmMVNwr84/do5c5+oA5g0ZRqJ8VcoKy1Fq+2koaGeiZOnSh1rSP6BQTy8f5eignw8PL2wsbHBPyCQgvw8CgryzXKRR38V5WV0dnYazpxuajLuXDJXYRETsLxowZPsx1hYWKDr6mLCROlWjr+MyxfO0djQwGtvDPz8O95MvkKupNe+YoCS4iLc3FQm/8VHq7Rf3tKSIlzdVNTUVNPW2srCJcvx8w9ApdaYxV1dGKSMS4pwU70o45Lior5fLy5GrTGPbWZDZffw9EKv1xsP7DcnQ2VWaTR0dXVRVlpi/Fp1dRXtbW2mjjiooep2T1m3tLTg6qbq88fBTLYDjFTHzc2QdUStMa627VFbU0ObGdSRoeqHuZZxf4PlN+e+poec6vZIWb19fNm19wA3Uq5y6+Z1KSIOSw5lLYeMw5Fr/qHaD013v977660tLdRUV6HWSHuuz0jj6/6/U0lJkVmM/eQ6hgIoK5VfPzncNalUKgkKDmHZilW88c5PqK+vIz/vuURJ+xout4WFBXozm9AaLq+9gwNNTU3Gr9XUVJvNasThcjs7OxMQGERmxiMy09MICg41rsKWynB5AwIM58hlZWUaz4rzDwwiLy+X4sICyc+Pg+Hzt7a2cv7MKebHLGJqZBRnTh03i3oyUhsyNTKKtIcPSHv4gEmTp0i+CrHHcLlv37pB1uMMtu/ai529vcmzmbzHaGioJ/7KJaqrq8jMSOde6m1mzp4LQFJCHOdOnzR1pGE1NjaQFHeZmuoqsjLTeXD3DtNnzcHJ2RkLCwvu371DXV0tz3KyuXX9qtRxAcOW2bjYnjJO4+6d28zqLmOAoqJCbt1Ioaa6mnupt8l6nGH8/0BqQ2V3cXVlamQ058+e4kl2FnV1tRTk5/E4M0PqyENmVqs1BIeEcen8WUqKiygrLeHiuTNYWprHar+h6rabSs3EyVO5dO4UOdmPqa+rpaykmNs3rpH7LEfq2MDIddzcDFlHNBoCg0O4eP4sJcXFlJeVcvG8oY5IvSh9qPohFz19TU11FY+7+5oZZlxHesipbo8mq5+fP7v2HuD61STu3L4pUdLByaGs5ZBxOHLNP1T74aZSExY+gUsXzlJUWEBFeRnnzpzA0cmZsPAJZpF5sPE19B/73SH7cSYzZ0vfpst1DAXQ0NBAYnc/+Tgznft37zDDzPvJocr7ac4TUu/corysjPr6OjLSHqLX61GppXt6cG/DtSUuLq4UFhTQ2NBAS0uLxEkNhssbGBjMvbu3KS8rpbSkhMsXzpnNJO5IbfbkKdN4nJFBVlam5NtVYfi87h6e2NrZkZmeZpx8CwgIIic7yyzOj4Ph81+6cBYnZ2cWLFzM8pVr0Ou7SIi7LHHiketIZPQM8vOek/vsqVk8zKHHULnznueSGBfLshWrsLO3p6mpiaamJpPe/DF5rzZ1aiTaTi1ffvYnlAoFM2fPNR4429zURIPE56/1N3lKJFqtlm+++DMKpYLps+YwLWoGCoWC1es3k5KcwIO7t/Hw9GbRslWc/uE7qSMzZVokWm0nX3z6R5QKBbNmzyWq1yGic+bOp7S0hJSrSVhb27B81RpCQsMkTPzCcNnXrNtAUkIcsRfP0drairOzC/NipN8GNVzm9Zu2cPHcaY58+RkODo4sWrrMbOr4UHUbYPX6zdy6fpXkhCs0NTZgZ2+Pt48vIWHhEqc2GKmOm5vh8m7ctJUL505z5MtPcXB0ZMmyFVRVVUr+oWO4+iEHU6Ya8n/5ea++xswf6ADyqtujzernH8DOPfv5/tuvjf9fmAM5lLUcMg5HrvmHaz/WbdhM3JVLHP/e8GRVP/9Adu7eh0W/7bemNtz4GmD2nHmUlZZy/VqyYey3cjXBIdKP/eQ6hgKY3F1Pvv7izygVCmbMmmN8oIO5Gqq8i4sKeZL1mJTkRLRaLW4qNZu27jCb8z+HqycLlyzj0vmzfPL736LT6fiH//E/JU47fN5lK1dz/uwpvv7iUxydnFixam2flaBSGqnNnjBpMrGXzqNUKgmfMFHCpAbD5VUoFPj7G47O8PMPAMDD0xMbGxtUao2kD2DsMVT+9EcPyX2aw+G330OpVGJtbc3Gzdv5+os/ExoWQaiEn8dGqiMqlRpfP3/a2loHnF0qpaFyp1xNQq/Xc+nCOS5dOGd8/9TIKDZs2mqSbAr9KA/raO189TM9vvnqczw8vVixas0r/6zR6NS9Wubvj3yBu4cnS1eaJm8Pa8sff5fkyJef4eHpxcrVa8cwkWnIMbtUmTu0r7Y0X451u4fc6snL5m1oaOCjD37d54nCP8ar1BGp6geApfLV1wZ++/XneHh4sdxEfY1yDDLDyHXly8/+RGBQMIuXSv+kY7ldh/3JIb8cMg5HqvxdXa829jN1+9HjVc7qHml8/fHvfsOs2XOZNWfej/9HhvAqh4z/mDry0YfvM2vOPGa/wu+i1b369sbvvv4CD09Plpmwn7S0eLUxlFzbFLnlllveHnLLLbe8/ckx/2gy6/V6/vOjD5g+czZzzOQp01KVte0o11aYz7pvQRCEv0L5ec/p6OjA3cODpqYmEuNicXFxlcVhs4JpaLVaKisqqKqsMIstZoIgCIIgCILQW0tzM48z02luaiIyMlrqOLIhJuQEQRAkpNPpSE6Mo662FmsbG3x9/dm0dbvk258E85H77CnnTp8gLGKCbJ5WJQiCIAiCIPz1+OD9X2Fnb8/a9ZuwtbOTOo5smHTLqqm96pZVqYzFtj7hL9urblmViqjbpiPXOjIWW1ZNbay2rAqC8OpedcuqVF5ly6qUXmXLqlTGYsuqFF51y6ogCIJgOma3ZbWxsYGk+Dhyc5+i7ezE1U3Fuo2b8fb2Mb6nuqqSxIQ4Cgvy0Xd1oda4s3X7LpxdXEwV0+j2zRRSkuKZPnOO8RylRw/ukZ2ZTkV5KR0dHfz0F/8NW1vbPt9XW1NNcsIVSooL6dLp0Lh7smDRUvzN4NHKADevXyMpIY6Zs+ea9Z71GylXeZKdRU11FZaWlvj6+bNk+UrUao3U0UblXuptbt28TnNTU/ee9XX4+PpKkuXh/VQe3b9LQ30dAGqNO3MXLCa4+0EedbU1hjpbVIhOpyUwOJRlq9bi4OA44GdptVq+/fLPVFaUc+DwO3h4epnyV+lD1JHxMVjbp9VqSY6PJftxhrGOLF+9rk8dKSst4VpSHBVlpYACL28fFi1bgbvH+NWRwoJ87ty6TllZKc1NTWzdsZvwCMMhwzqdjmvJCeQ+e0p9nWH1YWBQCEuWrsDRyQmA+ro6bqQkU5CfR3NzEw6OTkyeMo35MYskXaEox7otl8z3797h/r1U6uvqANC4e7Bg4WJCw8JpbW3lWnICebm5NDTUY2dvT0TERBYtWYZNv75eanIp797MNfNw7QjAk+zHPLh3l/KyUtraWnntzXfx7Nf3NTU1kRQfS15eLp0dHbip1MxbsIgJEyeZ5Hf4+He/oaF+4MMOps+Yxaq16w3HIcTHkv88l47ufPNjTJfvZZlT//jgXioP+42h5se8GENptVoS42PJzjT0j0HBoaxY86J/rCgv4/bN6xQXFdLW2oKziwtR0TNN/tRvubZ9w+XuTa/X8/23R3ie+5RtO/cQYQYPHOitq6uLa8mJZKan0dzchKOjE1Mjo1iwcLHZT2qb0/X4MuSY29wzv0w/bu7XJJhPeZtkQq6ttZWvv/iUgMAgdu3Zj529PbU1NX0ms2pra/j6y8+IjIpm4aIlWNvYUFVZiYUETxosKy0h7cE9NP2eLKTt7CQwJJTAkFBSkuIH/d6Tx77FzU3Fzr2HsLS05H7qbU7+8C1vvvs3ODgOnOAwpdKSYh7cu4u7h6ekOUajsCCfGTNn4+Xjg76ri6SEeI4e+Yq33vuZWTwVZziPM9OJv3KZ1es24OPjR+rtmxz99ive+cnf4ODgYPI8jk7OLFyyHFc3FQCZ6Q85ffw7Dhx+BxcXV44fPYK7hwc79x0E4PrVRE798B37Dr05YJBwNTEOB0cnKivKTf1rDCDqyNgbqu1LirvM82c5bNi6AxsbWxJiL3DmxPfsPfgGAB0dHZw4eoSQsAiWr1pHV1cXN64lcfzoEd7+6S/GbXKrs7MDdw9PpkZO59Txo32+pu3spLyslPkxi/Dw8KStrY342IscP/Ytr73xDgA11VXo9XpWrd2Am5uKqqoKLp0/S2dnB8tWrB6XzKMhx7otl8xOTs4sWbYSN5UK9JD+6AHHv/+Ww2+/B3poamxi2YpVqN3daaiv59KFszQ2NbJtx26po/chl/LuzVwzD9eOAHR2dOLn78/ESZO5dOHsoD/j/JmTtLe3sX3nXuzs7HmcmcaZk8dwPfw2nl7e4/0r8Nrht+nqteGlqrKCo998xYRJk4352tra2L7LkC8zI43TJ47x2humyfcyzK1/dHJyZtHS5bi5qdADmWkPOfnDdxx64x007h4kxl0m91kOm7buwMbWlrjLFzh9/Hv2HTL0j+VlZdjbO7B+01acnJ0pKSok9uI5FEol02fONunvIce2b7jcvZ8Am3r7plmvMr11I4UH91LZsGkrGncPSktLuHD2FDa2tswykyePD8bcrsfRkmNuOWR+mX7c3K9Jcypvk6x9vnUzBWcnZ9Zv3IK3jy+urm4Eh4Ti1j1BAHA1MYGQ0DCWLl+Fp5c3bm4qwiMmmLxAOjo6uHDmBCvXbsDWtu/e5xmz5zJnXgzePoPPnLa2tFBXW8OseTG4e3jiplKzcMlytJ2dVFVVmCL+kDo6Ojhz6jhrN2wasKrPHO3ed5BpUdG4u3vg4enFhk1baGiop7ysVOpoI7pz6yZR0TOIjJqOxt2dNes3YmVpRdrD+5LkCQ2LIDg0HDeVGjeVmpjFy7GytqaspJiS4kIa6utYvX4LGndPNO6erNmwhfLSEgryn/f5Oc+fPaXg+TMWL1spye/Rn6gjY2uotq+9vY30R/dZvHwVAYHBeHp5s3r9ZkqLiygtLgIME1ttba0sWLQElVqDxt2D+QsX09LcTGPDwFUbYyUkNJxFS5YPetfNxtaW3fsOMXHSFFRqDT6+fqxYvY7yslLjSpLg0DDWbdxCcEgorm5uhIVPYPbc+eQ8yRq3zKMhx7otl8xhERMIDQtHpVKjUqtZvGwF1tbWlBQX4e7hwbaduwmLmICbm8r4RNtnOU/o6jKvLW5yKe/ezDXzcO0IwJRpkSxYuITAoKGfel1SXMiMmXMMY1w3N+bHLMbGxtZkv5u9gwOOjo7GP8+e5uDq5mZ8OFBxUSEzZ73It2DhYmxsbSkzw/pibv1jaHgEId1jKFX3uN7a2prSkmLa29pIe3ifpctXERBk6B/XbNhMSXERJd3947SoaJavWoN/QCCurm5MnhrJlMhocrJN28/Ite0bLneP8rIybt+6wbqNWyRMOrziokLD7xIegYurKxMnTSYoOJTSkmKpow3L3K7H0ZJjbjlkHm0/Lodr0pzK2yQTck+fPMHT24dTx7/nw/d/xWd/+k8e3r9n/Lper+fZsxxUKjVHv/mKD9//FV9+9keTd1YA8bEXCA4NH3bgNRRbOzvcVGoepz+is6ODrq4uHj24h729g+R3IGMvnic0LJyg4Jf/vcxBe3s7wIBJUnOj0+koKy0hsFc5KxQKgoJDKC4qGuY7TaOrq4vszHS0nZ14+/qh1ekA+qxgsrCwRKFQUFJUaHytubmJKxfPsmbjViytrEyeezREHXk1Q7V95WWldHV1EdDrdZVag5OzC6UlhrwqlRpbOzvSHz1Ap9Oh7ewk/eEDVGoNzi6upvw1htVTR4bbgtPe3mZ2dUgudbs3OWTu6uoiMyOdzs5OfH39B31Pe1s71jY2KJXmfXaTHMq7PzlmHoqPrz9ZjzNobW1Fr9fzODMdnU6Lf0CQybPodDoy0x8xLTLauMrd18+fx73zZaSj02oJkCDfcMy1f+zR1dVFVqahzfDx9Ru0f1T39I/FQ+ftaG/D1k66m+NybfsGy93Z2cmZUz+wes16HCXeiTQcXz9/8vOeU1NdDRi2MhcVFRDSvfXZHJn79TgUOeaWY2YYvB+XwzVpbuVtkv2gdXW1PLiXyuy585i3YCGlpSXExV7EwsKCqZFRNDc309nRwa0bKSxcsowly1fy/NlTTvxwlL0HXiPAROevZWemU1FWyv7X3/5R369QKNix5yCnTxzlw1//EoVCgb2DA9t275N0wJmZkU5ZWSmvv/mOZBlehV6vJy72Ir5+/rh7eIz8DRJqaWlBr9cPWNlp7+BAdXWVRKmgqrKcb7/8FK1Wi7W1NZu27UKtccfO3h4rK2uuJcYRs2Q56PVcS4pHr9fT3NQEGMr/8rnTRE6fiZe3D/Xd56iYE1FHXs1wbV9LcxMWFhYDVtbaOzjQ3GyoI9Y2Nuza9xqnjx/l1vWrALi6qdi+e7/ZDOa1Wi3JiXFMmjwVGxubQd9TW1PDvbt3WLp8lYnTDU1OdbuHuWeurCjny8/+ZGwPt+3cg8bdfcD7WlpauH4tmejoGRKkHD1zL+/ByDHzcDZv28mZk8f48P1/Q6lUYmllxZbtuw3b7EwsJzuLtrY2pkZG98l3+sQxPvj1i3xbd0iTbzjm2D+Coc34ptcYavN2wxiqorxs0P7RoVf/2F9xUSHZjzPZtmuvKaL3Ide2b7jccbEX8fX1J9wMz6fqbd6ChbS3t/OHjz9EqVTS1dXF4qXLmTI1UupoQzLX63Ekcswtx8xD9eNyuCbNrbxNMiGn1+vx8vZh8dIVAHh6eVNVWcmD+6lMjYyi50GvYeETmD1nnuE9nl4UFxfx4P5dk0zINTbUkxh3me17DmD5I8+t0+v1xMdewN7egd0HDmNpaUn6o/ucOvYd+15/C0dHpzFOPbKGhnriYi+yZ9+hH/17Se3yxXNUVlZw4LU3pY4iW24qDQffeJf29nZysjO5dO40u/a/hlrjzsatO4i7fIH7d2+jUCiYMHkqHp5exjvrD+7eoaOjg9nzYiT+LYYm6siPNxZtn7azk9gLZ/Dx82f95u3ou7pIvX2Dk8e+Zf9rb0m+qlKn03H6xDHjeXGDaWxs4Nh3XzNh4mSizORDCMizbpt7ZpVawxtv/4T29jayszI5d+Yk+w8e7vPBtL29nWPfHUGtcSdm8VLpwo6CuZf3YOSYeTjXkhNob2tj976D2NnZk/MkmzMnj7Hv4GGTn9v76OF9QkLDcHJ6Mea8lpRAe3sbe/YdxM7ekO/0iWPsP2T6fHKkUms49Oa7dLS38yQrk4tnT7PnwGsv/XOqKis49cNR5scsJig4dBySDk+ubd9QuWtrayjIyzOcg2fmHmdmkJmexqatO3B3d6e8vIy42Es4OjkxrdfkuSDIxWD9eM6TbNlck+bEJDM0jo5OqDV978Co1RqeZD0GwN7eHqVSiVqjGfCe4qICU0SkvKyUlpZmvv7sD8bX9Ho9RYX5PLh3h7/9+/8+4kqPwvw8nj/L4ae/+G/GFRieXt4U5D0nM/0RcySY0CgrLaWluZnP/vSJ8TW9Xk9hQT73Um/z9//X/202K1gGE3vxPM9yctj/2mGcnZ2ljjMie3t7FAoFzc3NfV5vaW4e9KmlpmJhYWF8qIOnlzdlpaXcT73NyrUbCAwO5c33/obWlhYUSiW2trZ88uF/4OLqCkBhwXNKS4r47a/+d5+feeTzPzJxyjTWbpD2fABRR17NSG3f9t0H0Ol0tLW19VkF0DtvVmY6DfX17O31IJD1m7fz+9/8G89yspkweappf6ledDodp08eo6Ghnj37Dg26Oq6psZHvvv4CHz9/1qzbKEHKwcmtboM8MltYWBhXBnl5+1BaUkLqnZusXb8JMHwgPfrNV1hbW7N91x5Jn7g7EjmUd39yzDyc2toa7t+9wxtv/8T4QBwPTy+Kigq4fy+V1UPcBBgP9fV15Oc9Z2uvg/hraw0rf998p1++wgLu3U1lzTrT5RuJufWPPSwsLIznXveMoe6l3mbCxMmD9o/Ng+Strqrk+2++IjJ6OvNiFpk0fw+5tn1D5ba0tKK2tob3f/Uvfd5/8oej+PkHsP/QYQnSDi4xLpZ5C2KYPMUwHnL38KShvp6b16+Z7YScuV6PI5FjbrllHqofz897Lotr0tzK2yQTcr5+/tT2W/5XU1ONs4sLYGhovbx9qKmp7vOe2ppqnJ1dTRGRgMBgDr3Zdzb38vnTuKk1zJ67YFSTVp3aToABT6ZUKIBeT78ypcCgYN5856d9Xjt/9hRqtYa582PMdjJOr9dz5dIFnmRnse/Q67i6ukkdaVR66nJ+Xq7xgGi9Xk9eXi4zZ82ROF0vej06nbbPS3b29gAU5D+npbmZkLAIAJauXMuCRcuM72tuauT40SNs2LIDL2/pHsUt6sjYGKntc3J2RqlUUpj/nPAJkwDDQxwaG+rx9vEDutu+Ae2eAgWgR5q2D15MxtXV1LDnwGvGOt5bY2MD3339BZ5e3qzbsHlA+y0FOdZtOWbuodfr0XWfp9nzgdTCwoIdu/eZ7cpyOZa3HDOPhrZz8LGfUqEw7gAxlbSHD7C3dyA0LHzEfAoJ8o3E3PrHoej1enRaLZ5e3iiVSgrynhMxsV//6OtnfH9VZQXff/MVk6dFsnDJcqliDyDHtg9e5F64eNmAFe1//sNHLF+1hrDwCInSDa5T2ymLa7A3uVyP/ckxt1wyj9SPz1uwUBbXpLmVt0la21lz5vL1F59yI+UqEydNobS0mEcP7rG610qEOfMWcPrEMfz9AwkIDOJ57lOe5jxh38HXTRERaxsb453DHlZW1tjZ2hlfb25qorm5ibraWsDQwVpbW+Ps7IKtnR0+Pn7Y2Npy6dwp5sUswrL7SR31dXUES3Rop42NzYDzWaysrLC1szPrc1tiL54nMyON7bv2Ym1tQ1P3eWY2NjZYmelDBXrMnjuPc6dP4uXtg7ePL6m3b9LZ2SnZHbBrSXEEhYTh5OxCZ0c7WZnpFBbksX33AQAyHhkO37ezt6e0pIjEK5eZMXseKrVhxaqzs0ufn2fV/VhrF1c3nCRc3SDqyNgYTds3NXI6SfGx2NraYW1jQ0LsRbx9/IwfOAKDQriacIX42AtEz5iNXq/nzq3rKJVK/Mbx0PCOjg5qa2uMf6+vq6O8vAw7WzscHB05feJ7ysvK2L5rL11demMdsbOzw8LCgsbGBr79+gucXVxYumIVLS0txp8l5UG0cqzbcsmclHCFkNBwnJ1d6OhoJzMjjYL8PHbvO0h7ezvfHfkSrbaTjVv20N7ebjywuGclv7mQS3n3Zq6Zh2tHnF1caG1tpaGhnubGRgBquw9ld3AwPNFUpdbg6qbi8sVzLF2+Cls7O54+ySbveS47du0z2e+h1+tJf/SQqZGRfepqT75LF86xbIUhX05Pvt2myzda5tQ/AlxNjCO4ewzV0WsMtWPPAWxsbZkWNZ3E+Fhs7eywsbEhLvYi3r5++HT3j1WVFRz95kuCgkOZNXue8XxehVKBvb3DcP/0mJJr2zdc7p6nCvfn7OxidhP+YeERXE+5irOzCxp3D8rLSrlz+yaRUdFSRxuWuV2PoyXH3HLIPFI/Lqdr0pzKW6Ef5dR8a+erzeA/zXlCcmI8tTXVuLi6MXvOPKKm951BffTwPjevp9DU2IBKpSZm8VLCIyb86H+zU/dqmb8/8gXuHp4sXbkGgBvXkriZkjzgfavXb2bKtCgAykpLuJ6c0P3kJR1qjTtzFyx+qQk5a8vx7fiOfPkZHp5erFy9dlz/nVfxy3/+x0FfX79xC9PMvPMCuHvnNrdvXqe5uclY1j697pa+qg7t6B9Df/n8GQrzn9Pc3NQ9+eLJ7LkLjE+WuZoYR2b6Q9paW3F2cSUyeiYzZs8dcqVQfX0df/74Aw4cfgcPT6+Xyj2WdVvUkeG9TB3pr3/bp9VqSY6PJetxOjqdjqDgEJavWo9Dr043/3kuN1OSqa6qAIUCD08vYhYt67NKYDQslaNfoVaQn8d3R74Y8PqUaVHELFzCf37020G/b89+w8OC0h894MK504O+57/9v/+/o86hfInMoyHHui2XzOfPniI/7znNTU3dN6w8mTs/huCQUAry8/jmq88H/b6f/PwXxm385kAu5d2bqTJ3db3c2G+4dmT9xi1DthMLFi4mZtFSwLCjIykxjuLCQjo7O3B1UzF7znymTBv9ge2vujj3ee4zvv/2a95+7+eo1Oo+X6upqSY5IY6iXvnmzH25fEMZj1XF490/anWj7x8vnT9DQd6LMZS7uyez5y0gqHsMpdVqSYyPNTzBvrt/XLn6Rf94/WoSNwb57ODs7MI7P/vbl8ptafHjx1BybfuGyz2YX/7zP7Jt5x7jqhdz0d7eztWkBHKys2hpacbR0YlJU6YSs2iJ2WwNHsp4X4/jRY65zT3zj+nHzfWahPEvb9tRLn0z2YScFF51Qk4q4z0hJ8jfq0y2SEnUbdORax15mQk5czHWE3KCIPx4LzshZy7MYLf8j2IO2/xf1stMyJmTV5mQEwRBEExrtBNyomUXBEEQBEEQBEEQBEEQBBMSE3KCIAiCIAiCIAiCIAiCYEJiQk4QBEEQBEEQBEEQBEEQTEhMyAmCIAiCIAiCIAiCIAiCCYkJOUEQBEEQBEEQBEEQBEEwITEhJwiCIAiCIAiCIAiCIAgmJCbkBEEQBEEQBEEQBEEQBMGExIScIAiCIAiCIAiCIAiCIJiQmJATBEEQBEEQBEEQBEEQBBMSE3KCIAiCIAiCIAiCIAiCYEJiQk4QBEEQBEEQBEEQBEEQTEih1+v1o3lja+eo3mZWFAqF1BEEQRAEQRAEQRAEmejQdkkd4UexthRrbQTBXNhaju594qoVBEEQBEEQBEEQBEEQBBMSE3KCIAiCIAiCIAiCIAiCYEJiQk4QBEEQBEEQBEEQBEEQTEhMyAmCIAiCIAiCIAiCIAiCCYkJOUEQBEEQBEEQBEEQBEEwITEhJwiCIAiCIAiCIAiCIAgmJCbkBEEQBEEQBEEQBEEQBMGExIScIAiCIAiCIAiCIAiCIJiQmJD7K/TRh+9z5/ZNqWP81RLlP746Ozs5cewov/63/8Mv//kfaWtrkzrSXyS512M55j/y5WdcuXxR6hijJscy7k3u+QVBEARBEATzZil1AEEQhLGU/ugBRYX5HHz9Lezs7bGxsZE6kmCGXn/jHaysraWO8VK27dyDUinuowmCIAhCbx99+D6z5sxj9px5UkcRBEF4KWJCThCEvyi1tbWoNe64e3hIHUUwY/YODlJHeGl2dnZSRxAEQRB+JJ1Oh4WFhdQxBEEQBDNi8gm5jo4OYi+e50n2Y6ytbZg9bz7Pcp7g4enFilVrTB1nWB0dHVy+eI4nWYasc+bN52l31pWr15Ke9pC7t29RU1ONlZUVAUHBrFi1FgeJP+iNlBugo72d0yd+4GlONjY2tsyPWciMWXPMOrdWq+VacgKZ6em0tDTj5OzMvAULiYqeYbaZm5ubuXD2NPl5uTg4OLJo6TLJsvY2mrJOTozncUY67e1taNw9WLp8JQGBQVJHHzZ7RXkZhQX5APzyn/8R/4BA9h86bLZ5V65eS1NjIxfOnaEg/zkODo4sXrqcpMQ4ye/0jqYd0XZ2cv7MKbKzMrGxtWVBzGKiZ8yULHNvI+U3x7vpI2U+8uVnfcpfaqOpI709vH+PhLjLbN2xm6DgEAkS9/Wy+aUwmnocFT2DmppqnmQ9xs7OnpVr1uHr68eFc2fIz8vF1c2NdRu24O3jY5b5o6fPpLamxmzakZEyt7W2ciX2Ik9znqDTavEPCGLlmrWoVGrJMo8m90cfvk9k1HSqq6rMZuz3Y8ZQyYnxZtN2j7bMa2tryMnOImLiJDZs2mrWme+l3iH19k0aGuqxsbXFzz+AbTt2S5p5pNwV5WU01NcTH3uJ+NhLAPzD//ifkubt7Ogg7vJ5nj7Jwsrahllz5pH7NAd3D0+WrlzDr3/5T2zatouwiInG7/n9+//KkhVrmDItSrLcw5WzlZUV+XnPee2Nt/t8z5//8DETJk4iZtESs8rr5qbiwf1U3nr3ZwA8yc7ixLHvWL12A9NnzgLg26+/wMfXj8VLl5tV9ukzZvHZnz5h3YbNTJ46DYDHmRmcP3OS1998F427u8nzjia3nZ0dWY8zjGXe49M/fExoeIQk5dxjuNwREybyzVefD/ieqZFRJmmzTT4hlxh/hcKCfLbv3IO9gwPJifGUl5Xi4ell6igjSoyLpTA/n+279uLg4EBSQt+sXbouFi5ZhlqtobmlmfjYS5w/c5Jdew+YdW6A2zevMz9mEQsXL+V57lOuXL6Im0pNcEio2eY+d/okxcWFrFy9Fg9PL+rqamltbZEs72gynz9zkqbGRvYefB0LpZIrly/S0twsaWYYOXfspfNUV1WxedsOHJ2ceJKdxdFvvuLNd38q+YeO4bJv27mHpPgrVFZWsG3nHrO4Ez1SWZ89c5LWlhb2HXwdpdKC+CuXZFFHAG7fusGixcuYH7OI7KxMLl88h39gIGq1RsLkBqPJb27klvll8t66kcKtGyns3ncIH19fCdIOJIfyHk3GO7dvsmTpchYsXEzqrZucPX0CX19/IqOjWbZiFYnxVzh35gRvvfszFAqF2eU3t3ZkxLHImVPU1lazY9debGxsSIy/wrFvj/DWez+TtM+R49hPrmOoHqOt3zELF0syWTGY4TKXlpRw5fIFNm7Zhq+fP22trRQWFkgdGRh57PfpHz4mavoMoqabx03B5MQrFBUWsHn7Huwd7LmWlEBFeSnuHp5SRxvWcOU8eeo0bl6/Rm1tDW5uKgAqKyuorCiXbNJ2uLwBgYFcuXyBluZm7B0cKCzIw87enoKCPKbPnIVOp6OkuIh5CxaaXXa1RsOyFau5fPEcfv4BoFBw+cJZlixfKelk3Ei5p0VNJ+VqEqUlxXj7GMZ65WWlVFSUs23nHrPN7evnz89/8XfG91ZXVXLsuyP4+weaJJtJD6Pp6Ogg7eF9lq5YRWBwCO4enqzftJWuri5TxhiVjo4OHj28z7KVqwjqzrphc9+skdHTCQ0Lx9XNDV9fP1auXkfus6d0dHSYdW4AX78A5i1YiEqtZubsuUyYNJlUCQ+vHil3TXU1WY8zWL9xCxETJ+Hq5kZQcAiTJk8168y5z56ydsMmfH398PL2Yd2GzWi1WskyjyZ3Q309aQ8fsGX7LvwDAnFzUzF33gL8/ANIe/jArLPb2dlhaWWFhYUFjo6Okm/xGylvdVUV+c9zWbt+Ez6+fnh5e8uijvQIDQ1nxqzZuKlUzJ0fYxjo5OVJE7qX0eY3J3LL/DJ5E+NjSb19k32HDpvNZJwcyvtlrsPoGbNQqdQsWLSEjvZ2vH18mDhpCiq1mrkLYqiuqqLZxBMZcmxHRuzXa6p5mpPN2g2b8Q8IxMPTi01bttPY2EDOkyxJMo8mdw9zGvvJdQzVY7RlHhgYzJx5C3BzUxknMaQy4vivoR4ra2tCwyJwcXHF08ubWbPnSpoZRjf2UygVWNvY4OjoiKOjo+R5Mx49YPGylQQEBaNx92Tthi1m1b8MZqRydnf3wMPDk8z0NOP3ZKan4e3ji5vK9HV7pLwadw/s7Owo6N45U5Cfz5y58ynMN/y9tKQYnU6Hr5+/2WUHmDFrNn7+AZw5dZzzZ07i5ePLTDPYzTZcbmdnZ4JDQvt8Xkx7+ICAwCBc3dwkSj1y7p7PjY6OjlgolVw8d4ZpUdFERk83ST6TrpCrq61Bp9Ph4/NiQG5nZ4fKDFZT9Pciq5/xtf5Zy0pLuJacREVFGe1tbej1esAwoSHV7PVocgP4+vn1/buvH6m3b5kk42BGyl1eXoZCocA/wDQz1aMxUubqqkqUSiVe3i+2Cak1GmxsbU2etbeRcldWlKPX6/nDRx/0+T6dToednb1Js/Y32vptLkbKW1Nd1V1HvI1fd1OpsDXzOtKj9zl9CoUCBwdHWlqkX70gt3oC8ss82rx3bt6gs7OD1998V9LBWH9yKO8fcx32HJkx2Gstzc0m/aAqx3Zk5H7d0Gb3Gcfa26NSa6iuqjJ53h5yHPvJdQzVY7Rl3rt/l9pImYOCQ3BxceGT3/+WkJAwgkNDiZgwCSsrK6kiA/Jor3urrzPk9erVTtja2eEm8Q6TkYymnCdPncajhw+IWbQEvV7P44x0Zs+VZvv4SHl7PjcW5ucRFBxCdVUl02fO5taNFKqrqigsyMfbx1eS+j3aOr1u4xb+8NEHKBQKSVa59zea3FHRMzh/7jTLV61BoVCQmZHGcomPJRtteet0Ok78cBRnFxdWrl5nsnzioQ4/UkdHB0e/+YrgkDA2bdmOvb0DDQ31HP3mK3Q6ndTx/uJYWYqqaiodnR0oFApef+tdlIq+i2jl9lRKYXwp+23PUoDxxoQgAPgFBPDsaQ5ZjzMk2xbyl673ddgzWFcqe72G4TVzvTZFOyL8JZPTuMnGxobDb71HQX4ez3OfcS0pkZTkJF578x3JbxT+NdCZ+Qo6gElTppEYf4Wy0lK02k4aGuqZKOFupZH4Bwbx8P5digry8fD0wsbGBv+AQAry8ygoyDerhR6DqSgvo7OzE4VCQVNTE45OTlJHGlFYxAQsL1rwJPsxFhYW6Lq6mDBxstSxRuXyhXM0NjTw2htvo1SabiOpSbesurqpUCqVlJQUG19ra22ltqbalDFG5UXWIuNrvbPWVFfR2trKkuUr8A8IRK3RmMW5FiPl7lFSXNTv78WoNdLdaRopt7uHJ3q93nhgvzkYKbNKo6Grq4uy0hLj16urq2hvazN51t5Gyu3p6Y1er6eluRk3larPH6m3AYy2fpuLEeuI2lBHystKjV+vramhzczriLmTY365ZR5tXm8fX3btPcCNlKvcunnd1DGHJIfylkPG4cgx/0iZ1d39eu9xbGtLCzXVVag10p3rI8exn1zHUD3+Eus3gFKpJCg4hGUrVvHGOz+hvr6O/LznUsQ1Gk1uCwsL9GYyoeXiashb1vvzblsrtbU1xr/b2zvQ3NRk/HttTTXazk6T5uxvNOXs7OxMQGAQmRmPyExPIyg4VLKHGY4mb0BAIFWVlWRlZRofTOcfGEReXi7FhQWSPaxuNNlbW1s5f+YU82MWMTUyijOnjtMpgzqiVCqZGhlF2sMHpD18wKTJUyRfZTua3Ldv3SDrcQbbd+3Fzt60O8JMuuzI2tqayKjpJMbHYmdnh729A1eT4qHX8sukhDiaGhvZsHmrKaMNYG1tTWT0dBLiYrGzs8fe3vAAip67z87OLlhYWHD3zm2mz5hFZWUF168lS5oZRs7do6iokFs3UgiPmEje82dkPc5g5579EqUeObeLqytTI6M5f/YUK1evw8PTk4b6epqbm5k0eYpZZlarNQSHhHHp/FlWr9uAUqkkLvYSlhKv9hspt0qtZvLUaZw7fZJlK1fj6eVFS3ML+Xm5eHh4EhoeYbbZzc2IdUSjITA4hIvnz7J67QYsLJTEX7mMpaUlUv5Gcivn/uSYX26ZXyavn58/u/Ye4Ptvv0apVJrF0xHlUN5yyDgcOeYfsX9UqQmPmMDFc2dYu34j1tbWJMbH4eTkTHjEBLPN3cOcxn5yHUP1+Eus309znlBXV4u/fyC2drbkPs1Br9ejUku71XI0Ze3i4kphQQGTJk/FwtISexN/oO6fd2rkdK4mXMG2+/NuSnJCn7z+gUE8uHcHb19furr0XEuKM+mKnMGMtk5PnjKNa8mJ6Lp0rFgp3VbE0eR19/DE1s6OzPQ0Y1sXEBBEwpXLKBQKSc6PG232SxfO4uTszIKFi9FqtXz2p09IiLvM6rUbJMk82twAkdEz+OPHvwPg4OtvShG1j5Fy5z3PJTEultVr12Nnb09T92S5laWlSY5JMHmvtnTFKjo6Ozj+/bdYW1sza+582tvbjV9vbmqioaHe1LEGtWzFajo7Ovnh6DdYW1sze+582tsNd+bsHRxYv2kLyQnx3L1zC08vb5atWMUP338rcerhc/eYM3c+paUlpFxNwtrahuWr1hASGiZRYoORcq9Zt4GkhDhiL56jtbUVZ2cX5sVIuwVqpMzrN23h4rnTHPnyMxwcHFm0dJlZ1O8Rc2/cwvVrySRcuUxjYwP29vb4+PoRJuFkXI/R1G9zMlLejZu2cuHcaY58+SkOjo4sWbaCqqpKyT90yK2c+5Njfrllfpm8fv4B7Nyz3zApp1Aw0wwOCpdDecsh43DkmH80/eOV2Isc++4IOp0O/4BAdu7dL/lTveU49pPrGKrHX1r9trW15UnWY1KSE9Fqtbip1GzaugN3d48Rfur4G6msFy5ZxqXzZ/nk979Fp9PxD//jf0qYFhYtW0lHZwenfvgOa2trZs6eR0evz7uLl63i8vnTHP36cxwcnVi6Yg0VvXZLSGU0dXrCpMnEXjqPUqkkfMJEiZIajJRXoVDg7284OsPPPwAAD09PbGxsUKk1WEu4pXy47OmPHpL7NIfDb7+HUqnE2tqajZu38/UXfyY0LILQsHCzzN1DpVIbntTc1oqPr98QP8m0hstdVFiAXq/n0oVzXLpwzvg9UyOj2LBp67hnU+hHeVBHa+f4nefxzVef4+HpxYoxPvBvPO5SHfnyMzw8vVi5eu2Y/+zxJHKbjhwzg3xzg/yyD5e3oaGBjz74NXv2HyIoOESCdEOTWzn3J8f8vTN/+dmfCAwKZvHS5VLHGpIcy7g3OeSXQ8bhyDG/HDND39wfffg+s+bMM4sVqsMZqazN/feQY12RY2YY39wd2rHf/vr9kS9w9/Bk6TiuKrO2HPtVdnKrH3LL25tcs/fPrdfr+c+PPmD6zNnMmTtf4nRDG+/yth3l2grzWPctCILwVyo/7zkdHR24e3jQ1NREYlwsLi6uZn/QrGA6Op2W0pISqiormDlb2kfeC4IgCIIgCMJgWpqbeZyZTnNTE5GR0VLHkQUxIScIgiAhnU5HcmIcdbW1WNvY4Ovrz6at2yXf/iSYj5KiIjLT0wiLmCCbJ1UJgiAIgiAIf10+eP9X2Nnbs3b9Jmzt7KSOIwtmsWV1vJjzwaqCIAiCIAiCIAiCeRmPLaumMB5bVgVB+HHMasvqteTEAU8gVanUvP2Tnxv/XlxUyNWkBEpLilEoFHh4erFr7wFJH5N7I+UqT7KzqKmuwtLSEl8/f5YsX4la3fcR8cVFhSQnxvfJvnvfQckf8dvfvdTb3Lp5neampu790uvw8fWVOtaw5JgZ5Jd7tHXdHMmtrHvIMbe5ZxZttvTkllnObV+Pm9evkZQQx8zZc2Vx7ozc6kh/cipvuZa13HKLdsT0zLmO3L6ZQkpSPNNnzjGeF/fowT2yM9OpKC+lo6ODn/7iv2Hb6+mN9fV13Eq5SmFBHs3NTTg6OjFx8lTmLlgk+Y4Jcy7roTQ2NJCYcIXcZ0/Rdnbi6qZi/cYtePv4SB1tWHIsaxC5X5XJptE1Gnd+9rf/T+Of/a+9YfxacVEh3393hKDgEA4dfotDb7zNjJmzJV/hVliQz4yZszl4+C327D+ETtfF0SNf0dHRYXxPcVEhR7/9muCQUA698TavvfkOM2bNkTx7f48z04m/cpmYRUs4/NZ7eHh4cvTbr2hubpY62pDkmBnkmXs0dd0cybGsQZ655ZBZtNnSkmNmubZ9PUpLinlw7y7uHp5SRxkVOdaR3uRU3nItaznmFu2IaZlzHSkrLSHtwT00/Z5Mq+3sJDAklNnzFw76fbXVVej1elauWc9rb/2EJctXkfbgHilJ8aaIPSRzLuuhtLW28tUXf0aptGDXngO89d7PWL5yNbZ2tiN/s4TkWNYgco8Fk03IKZVKHB0djX/s7e2NX4u/cpmZs+Ywb8FCNO4eqNUaJk6egqWltEfc7d53kGlR0bi7e+Dh6cWGTVtoaKinvNdjqeNiLxmzu3dnn2QG2fu7c+smUdEziIyajsbdnTXrN2JlaUXaw/tSRxuSHDODPHOPpq6bIzmWNcgztxwyizZbWnLMLNe2D6Cjo4Mzp46zdsOmPistzJkc60gPuZW3XMtajrlFO2Ja5lpHOjo6uHDmBCvXbsDWtu/ZWTNmz2XOvBi8fQZffRMUEsaaDZsJDA7F1dWN0PAJzJwzj5wnWaaIPiRzLevh3LyRgrOzCxs2bcHH1xdXVzeCQ0Jxc1NJHW1YcixrELnHgskm5Gpra/jdb/+DT37/W86cOk5DfT0Azc3NlJYUY2/vwFef/5kP3/93jnz5GUWFBaaKNmrt7e0Axka2J7uDgwNffvYnPnj/V2aZXafTUVZaQmBwiPE1hUJBUHAIxUVFEiYbmhwzg3xz99e/rpsjuZa1HHPLMTOINtuU5Jh5MHJo+3rEXjxPaFg4Qb3K3JzJvY7IqbzlWtZyzd2faEfGjznXkfjYCwSHhhMYNDZl2d7eLumh+OZc1sN5mpONl7c3J3/4ng9+/W98+sdPeHD/rtSxhiXXsha5x4ZJJuR8fH1Zt3ELu/YeYPXa9dTX1XHky89ob2+nvq4WgJRrSURFz2DX3v14ennz3ZEvqampNkW8UdHr9cTFXsTXzx93D8My5Lru7NeuJhE1fQa79x7A08uLb7/+wqyyt7S0oNfrcXBw6PO6vYMDzc1NEqUanhwzg3xz9zZYXTdHci1rOeaWY2bRZpuWHDP3J5e2DyAzI52yslKWLFspdZRRk3MdkVt5y7Ws5Zq7N9GOjC9zrSPZmelUlJWycMnyMfl5dbU1PLh7h8ioGWPy834Mcy3rkdTV1nL/bipuKhW79x1k+oxZxF2+SNqjB1JHG5Jcy1rkHhsmmZALCQ1n4qTJeHh4EhwSxs49+2lrbyP7cSY9D3mNnj6DaVHReHp5s2LVGlQqNWkPH5gi3qhcvniOysoKNm/baXztRfaZREZN786+FpVabfbLNAVhKIPVdUGQG9FmCy9LLm1fQ0M9cbEX2bRlu9lttf5LJMpbeBmiHfnr09hQT2LcZdZt2jYmZdnU2MDxo0eImDiJadHSTcjJlV6vx9PLmyXLVuDp5U30jJlERc/gwT3zXiUn/PWSpAW2tbVFpVJTW1tDQFAQAGqNe5/3qDQaGhrqJUg3UOzF8zzLyWH/a4dxdnY2vu7o6AgYHljRm1rtTkN9g0kzDsfe3h6FQjHgkMKW5mYcHBwlSjU8OWYG+ebuMVRdN0dyLWs55pZbZtFmm54cM/cmp7avrLSUluZmPvvTJ8bX9Ho9hQX53Eu9zd//X/83SqXJTiQZNbnWETmWt1zLWq65e4h2ZPyZYx0pLyulpaWZrz/7g/E1vV5PUWE+D+7d4W///r+PuiybGhv5/psv8fH1Y+XajeMVeVTMsaxHw9HRaeA4T6MhO+uxRIlGJteyFrnHhiQTch0dHdTV1jBl6jRcXFxxdHSiprrvdqHamhpCQkOliGek1+u5cukCT7Kz2HfodVxd3fp8vSd7dXVVn9draqoJCQ0zZdRhWVhY4OXtQ35eLhETJgKG3y0vL5eZs+ZInG5wcswM8s09Ul03R3Itaznmlktm0WZLR46ZQZ5tX2BQMG++89M+r50/ewq1WsPc+TFm+SEa5FtH5Fjeci1rueYW7YjpmGMdCQgM5tCb7/V57fL507ipNcyeu+AlJuMa+P6bL/H08mb1+s2SP/3dHMt6NHz9/QccQ1JTU42zi4tEiUYm17IWuceGSSbkEuIuExoWgYuLK01NjVxLTkShUDJp8lQUCgVz5s3n2tUkPDw88fD0Ij3tITXVVWzZLu1y79iL58nMSGP7rr1YW9vQ1GTYU2xjY4OVlZUh+/wFXEtOxMPTC09PL9IePaCmuoqtO3ZJmr2/2XPnce70Sby8ffD28SX19k06OzuZFhktdbQhyTEzyDP3SHXdXMmxrEGeueWQWbTZ0pJjZjm2fTY2NgPOprKyssLWzs7sz6ySYx2Ra3nLsaxBnrlFO2Ja5lZHrG1s0Lj3L0tr7GztjK83NzXR3NxEXa3hLNuqygqsra1xdnbB1s7OOBnn5OzC4mUraW1pMf4sB0fpVhqZW1mPxuw58/jq8z9zI+UqEydNobSkmIf377FmvbQrDkcix7IGkXssmGRCrrGhkTOnjtPW2oqdvT1+fgEcPPwm9t0H6c2aMw+tVkv8lcu0tbXi7uHJ7n0HJX888f17qQB889XnfV5fv3EL06KiAcNFr9NqiY+9ZMy+Z/8hybP3N2nyVFqaW7iWlEhzcxMenl7s3ntA0kZ+JHLMDPLMPZq6bo7kWNYgz9xyyCzabGnJMbNc2z65kmMdkSu5lrUcc4t2xLTkWEcePbjLzZRk49+/P2KoK6vXb2bKtCjy855TV1tDXW0Nf/j9b/p873/9h/+PSbP2Jsey9vbxZdvOPSQlxJFyNQkXVzeWr1rDlKmRUkcblhzLGkTusaDQ95xyPYLWzlG9zaxIvdRXEARBEARBEARBkI8ObZfUEX4Ua0vz3GosCH+NbEe59E1ctYIgCIIgCIIgCIIgCIJgQmJCThAEQRAEQRAEQRAEQRBMSEzICYIgCIIgCIIgCIIgCIIJiQk5QRAEQRAEQRAEQRAEQTAhMSEnCIIgCIIgCIIgCIIgCCYkJuQEQRAEQRAEQRAEQRAEwYTEhJwgCIIgCIIgCIIgCIIgmJCYkBMEQRAEQRAEQRAEQRAEExITcoIgCIIgCIIgCIIgCIJgQmJCThAEQRAEQRAEQRAEQRBMyHK0b8wqaRzPHOMiq7pB6gg/ytZpvlJH+FG69FIneHk6OYYG0gvrpY7wo8wIdpM6wkvrkmkd6dLLM/e/Jz2TOsJL+4fl4VJH+FHk2P61duikjvCj2FjK8/6nQiF1gpdX0dAudYQfxcfNTuoIfzUaWzuljvCj2FhZSB3hr4Zcx1By7NctlDLsaGSsvL5N6ggvzdPFVuoI40qeI0RBEARBEARBEARBEARBkCkxIScIgiAIgiAIgiAIgiAIJiQm5ARBEARBEARBEARBEATBhMSEnCAIgiAIgiAIgiAIgiCYkJiQEwRBEARBEARBEARBEAQTEhNygiAIgiAIgiAIgiAIgmBCYkJOEARBEARBEARBEARBEExITMgJgiAIgiAIgiAIgiAIggmJCbm/Iv/6v/8XOdlZUsf4q1RYkMevf/lPtLW1SR3lL1ZTUxPfHvmS//jX/837v/oXqeP8RSrMz+Pf/0Xm9fjGEagplDrFS/now/e5c/um1DFG7Vf/53+R80S+fc3v/v2fyc3JljqGIAiCIAiC8BfOUuoAgiAIYyH19g2amxo5/PZ72NjYSh1HMFczt4GltdQpXsrrb7yDlbW8MguCIAjCePv1L/+JTdt2ERYxUeoogiAIP4rZrJDr0umkjjBq+i75ZO2hk1H59ibH3HLMDPK6BvvT6XTU1tbi5eWDSqXGwcFB6kjDkmsd0cmw7eujSwfWdqC0kDrJqOl0OuwdHLCyspI6yqjItW73kEN+OWQcjlzzyzG3HDODfHPDwOx6vZ6uri6J0oyOXMtbbrnllreH3HLLLW9vcs0ucr8ayVbIpVz4Hic3NUqFkqLcxzi5aYhZu0uqOMMqvH4Oayc3FAolDUVPsXFW4ejpT31hDp0tjVhY2eDg6Y/75DkoLc3jQ9M3X32Oxt0DpVJJZvojNO4egGFb3/fffk1hQT4Ojo4sXbaSCZMmS5z2hW+//hyNxpD7cYYh94rV60hOiKOoMB894OHhybqNW3B1U0kdF4Dvj3yB2t0dpULJ48w0NO4ezJozn8S4yzQ2NuDt48vkqVFSxxwg9coPOLqoUSiVlOZl4eiiZuKspTy5f426yhIsLC1RewUQMWMx1rZ2Usft48iXn+Hu7oGiu363trYav5ae9pCpkVFs2LRVuoD99K7Xmd31etaceSTExdLYUI+Prx9Tp0Vz4dwp/st//X9ha2seK/y++/oLNO7u3bnTaOsu5/KyUq4mxlFdVYm7pxdr129CpdZInHYQGVfAzgUUSqjKA3sXaKiACYtA5S91ukH1r9vuHp7U1dUya848Zs+ZJ3W8AQZrs/tLSU7k0YN77Nx7AHcPTwlSDu3Ed1+i1rijUCp5kpmOepD8Ujvar4/puQ6379rP1aQ4amqq8fHxY8Pm7ZSXlZIUf5mmpkaCQ8NZvW6T5JO5Q7UjO/ceNOt25PLJb3BVaVAolTx/komrSkPU7Bju3kiktqoSG1tbQiZMJXruIpRK87i/PVj7UZCfx+q168l58oTCgjzD2G/5Kiaa0dhvsNxz5i0gLvYijQ0N3X1kFOfPnuIXf/cPZtNHApw8+hUqtaF+P3mcTluboX5v2LaH2ylJVFdVsGnHPnz9AyVO+sJg41Y//0AyHj2gpaUZWzs7widMYtnKtVJH7aN/7p625MyJ7wFwdnbhrZ/+rZQR+zj2zReou/vHrMw0NBoPigrz2f/627h7egHQ3tbGx7/9FTv2HsQvIEjawN0G69ftHRzYtHWn8T06nY6PP/gPlq5YzZRp0n7GGaz9sLKyYuee/QDcuX2T+NhL7Np7gJDQMAA++f1vmTd/IVHTZ0gZfdDsra0tvPbGO1haWqLT6fji0z/i7uHBxs3bJM3a24XjR3BTu6NQKsjNzsRN7Y6lpRUrN72oI106HUc/+z0z5i8mYrJ5fA4e7vNjbzGLlrBw8VKT5ZJ0BFH4NBOFhZKF6/cQNX+FlFFG1FD4FIVSScDCjXhGLgCFAo+p8whauh2v6YtpqSqlMvO21DH7SE97iIWFkv2vvcHqdRsAuJacQMTESRx+6z0mT5nG6ZM/UF1VKXHSvjLSDbn3HXqDBYuW8O1Xn2NhacHu/a9x6PA7TI2abnZ3GzPTH6G0sGDPgcPMj1nCmRPfExIWwcHD7zA1cjrXkuKkjjiokuePUSiVzF61i/DoGFLjjuPk5s7cNXuYvnQL7W0tPEq5IHXMQRnqtwUHXn+TQ4ffIjgkjImTpvDzX/wdK1eZ1yASID39IUoLJfsPvcHqtRs4dfx7wiMmcPit94iaPpOryfFSRxxURnfd3nfwMCvXrAcgJTmBJctXcfDw2ygVSi6dPyNxymFUPgelEqaugpA5UqcZld51u6ftNme92+xVa1/k1ev1xF2+QEb6I/YePGx2k3E9sjLSsFBasH3f6yxZuU7qOIPKTH+EhYUFew+8uA5vpCSxfNU69h08TGNjA2dP/cC91Fus37yNrTv3kZ+Xy/275jEukWs78iw7HaXSgjXb9hM1O4a4cz+g9vBm457DzFm8mqePH5GWel3qmH0M1n5cTUpgwsRJvPH2TwxjvxPHqDKzsV/v3DGLlnDi2HeEhUdw+O33iIyeTlLCFakjDik7Mw2lhQXb9r7Gku5JrJtXE5i3aBn7Dr+HWmN+E/29x61BwaHcu3OLFWs2cPjdn7N52240ZpgZ+ubee+hNAFav38y7P/+v7Hv9LYnTDfS4u+3evf8wy1evlzrOqPXu18MiJvIs5wkdHR3Gr+flPqOzs5NwM9kq3Lv9CI+YQFFhgfGzYmF+Pnb29hTk5wHQ2NBAXW0tAYFB0gXupXf2FavW0NnRaWzvkhPjaG9rY9Ua86s7T7PSsVBasH7HAaLnxFBckEtLc5Px64V5z9BqOwkOmyRhyoF6l/cbb7/Hz3/xd8Y/m7buQKlU4utn2pv2kp4h5+jsxpRZi6WMMGrWDs64T37xYc7a0dX431b2TmgmzqT8UQqekTESpBucm5uKpctX9XltwsTJREUb7gYsWrKMvOe53E29w+q15nOhu7mpWNKdOyPtITa2NmzcsgMLC8M2M5VaLWW8Qbm5qVi8bCVgGCy4uLoZfweVWkNVZQWpt8xr0A5g7+RKxPSFAOSm38bZzZ3w6AXGr0+Zt5KrJz+luaEWB2c3qWIOys1NxbIVL+q3paUFllaWODo6SphqaL2vx6SEK6jUGuPfe+rIzevXpIw4KDc3FUu663Zzk6GjjVm8DP8Aw93+OfMXcOL7b9FqtVhamuGxpHZOEDhd6hQvpX/dNne92+weXV1dnD99gvLyMvYdOoyTk7NE6Ubm4ubGgiXmfVOwdx/T3D3gjVm0zDhonBoZzbWkeN58729wdTW01RETJlFYkM+cedKPS+Tajji7uDFzwVIAcrMzcHB0Ys6ilSgUClzc1LS2NHHvRiKRs2NQKBTShu02WPsxYdJk40qQxUuXk/c8l3t3bpvVhH/v3OmPHuLqpmL5yjUAqNUaKisquHUjRcqIQ3Jxc2PB4uUAxg+kcxYsxj8wWMpYw+rdpjx/9hQHRwcCgoKxsLDA2dkFLx9fiRMOrnfuHjY2NjiY6djP1U3FwqWG/qWhvk7aMC+hd7/u6qbiZspVcrKzmDItEoDHmemEhk/A2sZGyphGvdsPBwdH4q9cprysDC9vbwoL85k7bwFPuh9sWFCQh6OTE24q89hp1b/N3rhlG0e+/AxraxtSb99i38HXsTGTcu7N2dWNWTHLAHBxU+PipuJZdgbTZswF4OnjNIJCJ5jdGchDjbFra2uIvXSexUuXExwSatJMko56XNTmefdlMDaufSeBmiuLqXn6kI6mero6O0Hfhb5LR5dWi9JMBpNe3t4DXvPx8+v7d18/KsrLTBVpVDy9XuSuKC/H1y/AOBlnrjw8X2Suqa7Cu99AxsfXr/+3mAVn1YtrsLG2ipqKIuKPfjTgfa1N9WY3Iec5SP02Z1696nVNTTVe3j59vt6/zpiL3tdjD3ePF/XGwcEwCG5pbsbZxcVkuUbNwTwGXC9DbnV7sDqSeOUyFhYW7H/9Lezt7SVINXq9229zNVhGTa/r0N7eAUsrK+NkXM9rZaUlJsk3Erm2Iyp3L+N/19dW4+7l02fizd3LF21nJy1NjTiYyaTzYO2Hr2/fu/2+fn5UlJebKtKo9M5dXVWFT78+0ddMx1EA7h6D1G8zb1d6tykREydxP/UWf/7kQ4KCQwkODSMkLMJstmL3Jof2ujcPL6+R32SGerfZSqWSCZMm8zgjjSnTIuno6OBpTjabtmyXMGFfvdsPW1tbPDw8KSjIw8LCAgulBVHTZ3ItOZGOjg4K8/MJMJPtwTCwzfb182fOvAVcv5bM3Pkx+PkHSJRseGr3vrsewidH8STjAdNmzKW1pZmiglzWbt0rUbqhDdZHtre1cey7bwgNC2fufNPfxJR05sjSTM5bGw2lxYusnS2NlNyOxSVwIpqJs7CwsqG1ppzyh1fR63WYy8NrrazMa0Z6tHrntrQyj7IcidRn9PxYFr2uQZ22E3ffYMKjBzZENnbm95AEudVvueXtMVjdVvZ6KELPh1O9Xm+yTC9FKY82pDe51ZXB8gYGh5CVmU5e7jMmT50mQarRs5RB+z2a69Ci/4dnhcJsrku5tiNyqBv9ya396CHX3DB4/Tb3cWHvfE7OLhx+52fk5z+nIC+XuMsXSL11g137XzO7G+LmXq799anXPe1cr6+b68Oy+l+Pk6ZM47uvP6e5uZn857lYWVoSFBImUbqB+uf1DwyiMD8PSwsL/AMDsbOzQ63WUFRYQGFBPrPnzpco6UD9s+v1eoqLClEoFNTW1kiUamT9+8fQCVO5ez2JitJiKsqKcXJywdPH/M5r7l/eXV1dnDpxDBsbG9au3yRJJvO79SEDbXVV6PV63KfMxc7NA2tHF7RtzVLHGpWS4uI+fy8tKUKtcZcozcjc3T0pLiowm6egjIZKrRmwKqG0pEiiNKPnrHKnqb4GWwdn7J1c+/yxkNHkuRyoVOoBdaSsxDxWsgjCWAgNj2DD5u1cvnCGrMx0qeMIwitzcVNTWVbSZ9KwsqwYKytr7B2dJEw2spLion5/L0ZtRg/Q6E+t0VBa2ne8WiKDcZScWVpZERoWwbKVa9m17xClJUVUVVZIHWtESqXS7Cbyh2JvZ1gt3rNtH6CywrxWqg7F188fJ2dnsh9n8DgjjYiJk81usra3gIBAigoLyM97blwN5x8YxOOMdGpqqs3m/LjB3LqRQnV1FfsPHeb5s6c8enhf6kijYmtnR0BIOE8fp/H0cRphk8z7ZmyP+NhLVFZUsH3nHsmOzDCbCbn4459Rmv9U6hijYu3gDPou6p5n0NHcQENhDvX5WVLHGpXsx5k8enifmupqriUnUlpSwoyZs6WONaTpM2fT0d7O2VM/UFZaQm1NNRlpj6iprpI62pAip8+krraG5IQr1FRXkZWZRkbaI6ljjcgvPJLO9jbSUi5SX11OS2MdVSX5ZNyMRW9mD9GQu6jpM6mpriIp4Qo11dVkPc4gPe0hAOZxCpEgvLrwCRNZt2krF8+dJjsrU+o4gvBKJkydTnNTI3euXqG+tprC5zk8vH2NSVGzzOb8uKFkZWXy6IFh7Hc1KYHSkmJmzDLfh9xMnzGL2poaEuIuU11dRWZ6GmkPH0od6y9WRtpD0h/ep6qygrq6WrIy0rC0tDSr7eNDcXZxpSD/Oc1NTcYn3JorSysrvHx8Sb2VQk11FUUF+dy4mih1rFGbNHkqD+/fJT8vl0lTzHuyxT8gsHtr7RPj5FtAYBAZ6Y9wdHQ0y/PIAcrLSrmWnMi69Zvw8w9g+co1xF2+SF1trdTRRiViciRPs9Kpr60mbOJUqeOM6NHD+9y7e4c16zaAQkFTUxNNTU19HmBiCmazl6epoZbOjnapY4yKjYsa98lzqXmaRtXjVOzUXmgmzqLsQbLU0Ua0cPESsjIziL14HkdHJzZt2Y7G3XxXyNnZ27N7/2skxcfy7defo1Qo8PD0MvnTT16Gs7MLG7fuJCk+lgd3b+Pl7cvCxcu4fMH8niDXm629I7NX7eLpgxTuxZ+kq0uHnYMTau9A4zJ7YWy4urqxZfsuEuJiuXvnFj6+fsxbsJDYS+exMJMzKAVhLEyYOBm9Xs+FMydRKBRETDCvp20JwmjZOzqxYsMO7t5IJOe7z7CxtSVsUiTTZi0Y+ZsltnDRUh5npnP54jnD2G/rDrMe+zm7uLB1x27iYy9x985tvH18WbxsORfOnpY62l8kGxsb7ty8TlJ8LHp9Fxp3D7bs2IudnXmf/wmwePkqkuNjSX94H0dHJ9766d9KHWlYq9Zt4sqFs3zz+R9xU6mJWbqCk0ePSB1rVCZNmcbN69dwdnEx689hYFit5e7uQXNzM2qNYTWwf0Ager0efzM6P643rVbLmVMnmBoZRVjEBACiZ8zk2dMczp4+wf5Dh83yXMfevP2DsHNwwE2lMfuV4wCFBfno9Xp++P7bPq/HLFrCwsVLTZZDoR/lOt/7+Q3jnWXMZVXLLzPA1mnmebj7SLrksWK8D50cQwPphfVSR/hRZgSb14MhRqPLRHXkRspVHt6/y0/+5v8xJj+vSyZbOPr796RnUkd4af+wPHxcf/6H7/87i5YsMz4lcazIsf1r7ZDP8QW92Via9yB6KHK8F1PRII+bu/35uNmNy8/95T//I9t27iFiwsRx+fmmUpCfxzdffc4v/u4fsLW1faWf1djaOUapTMvGyny3CP6lkesYyspCfn2NhVKGHY2Mlde3jdvP7uzo4Ohnv2PhivUEhk4Ys5/r6fJqbb5UbEe5xkIsxRAEQZDA/bt38PL2wc7OnuKiQu7cus50M94+LpheZ2cnRYUFNDc3mfVqFkEQBEEQBOGvk16vp621hYwHd7C2scU/eHxvVP+lERNygiAIEqitreHG9au0tbbi7OzCrDnzmbdgodSxBDPy4P5drl9LZtaceWa/PUQQBEEQBEH469PU2MAPX3yMvaMTC1esN/utteZGbFk1Q2LLqunIccsWiC2rpmSqLatjTa7bLcSWVdORY/sntqyaltiyajrjtWVVGEhsWRVGItcxlNiyKoxkPLesjhexZXUEOY9uU5r/lMb6GiwsLVG5+zB51kIcXVQAtDTWc+WHPw/6vbOWbsAnKAKA05/9esDXZy5ej2/IwP3H1eXFXL/4PU6uGpZuOfiqvwIANTkPqcpKxTV4Ch5T59HZ0sjzuKODvtd75nKcfIIBqEi/QWtNOR2NtVg7uhK4ZFuf97ZUlVKbm05bXSVd2k6sHZxxC52Gs1/YmOTur6uri5SrSWSmp9Hc3ISjoxNTI6OYH7MIhUKBTqfjalICuc+eUl9Xi7WNDUFBISxetgInJ9MdvlhYkM+dW9cpLyuluamJLTt2Ex7x4nyT5uYmkhPiyHv+jPa2Nvz8A1mxei1uqhdPxWluaiIpPpa8vFw6OjpQqdTMW7CIiInjc2j4w/upPLp/l4b6OgDUGnfmLlhMcGgY9fV1/PnjDwb9vg1bdhAxcXKf11pbW/jqz/9JU1MjP/3Ff3vl81B6FOY8oignjdYmw2S0o4uakGlz0PgEAZB5O56asgLaW5uxsLTCVeNNeHQMDt3XK0B1WSHPHt2gqa4aC0srfIInERo1f9C7HS2Nddy88A0KhYJlu34yJr/DkL9bQT63blynvKyEpqamAWfidHR0kBR/hSdPsmhrbcXF1ZWZs+Yyfeascc01WM47t65T1l23t/ar2+fPniIjre/T4oKCQ9m19wAA9XV13EhJpiA/j+bmJhwcnZg8ZRrzYxaN2yPmb924Rk52FjU11VhaWuLj68fipStQqTUD3qvX6zn+/Tfk5T5j8/Zdxt+toryM2zevU1xUSFtrC84uLkRFz2TG7LljF7S9BQoeQF0J6HRg6whh88BR3RMOCtOg4iloO8FZA8Gzwc6578+pLYaidGiuA6USnD1h4uK+76nIhdIsaG0ACytQB0DI2G8pvpacSMrVpD6vqdRq3vnJ3wCGQ37jr1zicWYGOq2W4JAwVq9dj4Oj45hnGc5IbXZHRwfJCXE8zTFcf84ursyYNYfoGS+uP61WS2LcZbIyM9DptASFhLJyzXocHMbnd+nq6uLOjWSyM9NpaWnGwcGRiVMimTVvobE/vJWSRP7zpzTU1WFtY4N/YDDzFy3Dod9hxHm5Ody5cY3qqgosLSzx8Qtg/dZd45L74f1UHvbra+Z19zWtra3cuJZEft4zGhoasLezJzRiAjGLlmJjM7AfaW1t4cvuvuZnY9jX9DeaNqS5qYmkhCvk9+qz585f2KfPbm1tJT72IrlPn6BQKAifMIllK9dgbW09JjnLSwrJuH+bmsoyWluaWbJ2GwEhLybUv/z9vw76fTPmL2HKdENblnD+B2qqKmhrbcHGxhYvv0BmzF+CvcOLOlNS8JyHd65RV1OFhYUlnj7+zFywDEfn8Xlq5Y2UqzzJzqKmugpLS0t8/fxZsnwl6l7l39TURGJcLHnPnxnLf/7CRUzoNz4xpft373D/Xir1dXUAaNw9WLBwMaFh4bS2tnItOYG83FwaGuqxs7cnImIii5Ysw2ac6vFgDO3IVZ48TqeluRkHR0M7MnNujPHpunEXz5Cdmdbn+/wDQ9i0Y6/x722trVxNuExebg4KhYKQsIksWrYKqzGq2/0NN2YFw/WYnHiFgl7X45z5Cwnv9eCdttZWEq68uB7DIiaxdAyvx5HcvplCSlI802fOYenKNQA8enCP7Mx0KspL6ejoGHIMnfssh1spyVRWGtpsv4AANm/fMy45b15L4tb1q31ec1Opee3tnwKGvu9qQixPHmei02kJCA5l2aq1g/Z9ra0tHPn0DzQ1NfKTv/37ca3rI/XrANVVlSQnxFFYmE9XVxdqtTtbtu8yPoHX1P36SG5ev0ZSQhwzZ89l5eq1ZtOOjEZjQwOJCVfIffYUbWcnrm4q1m/cgrePj0n+/bLiQtLv36K6opzWliaWrd9GYEiE8etXr5zjWVZ6n+/xCQhm9ebdA36WTqfl7PdfUltVwaY9h1G7exq/ptfrybh/mycZD2lqbMDWzo4J06YTZaIHJPWvIz2KiwpJToyntKQYRfdDJHfvO4iVldW4Z3rlCbmqsiKCJkbhqvFEr9fz+F4KNy4fZ9nW17G0ssLOwYnVu9/t8z35T9J4mp6Kh29Qn9ejY1b3ec3K2mbAv9fZ3sb9a5fQeAfQ3tryqvEBaKurpC4/C2vnF5MSlnYOhKza1+d99QXZ1DxNw8HDr8/rLv4RtNZV0tFQM+Bnt9aWY+OsQhUWiYWNHc3lBZTdT0ZpZY2jZ8CY5O/t1o0UHtxLZf2mLWg0HpSVlnD+3GlsbGyYOXsu2s5OystKWRCzCHdPT9rb2oiLvcjx77/l9TffGfM8Q+ns7MDDw5NpkdM5dbzvxKder+fkse+wsLBg64492NjYkHr7Jke/+Yo33vmpcSBw/sxJ2tvb2LbT8CSox5lpnDl5jIOH38bTy3vMMzs6ObNwyXJc3Qz1JDP9IaePf8eBw++gUmt49+f/tc/70x7eI/X2DYJCBk6+xl44g8bDk6amxjHNaGvnSFhUDPZOroCe0uePeZB8lnlr9+HoqsZZ5YF30ARs7Z3o7GjjWdot7iWcZOHmwyiUShprK7mfeIrgKbOZOn81bS1NZN1JQK/vImLGoj7/VleXjrSUi7i6+1BfVTqmv8dgOjo68PD0JDIqmhM/DJwsj4+9RH7+czZt2Y6LiyvPc58Znijn5ER4xNgdLDqSzs4O3D08mTpI3e4RHBLK2g1bjH+37DXRVlNdhV6vZ9XaDbi5qaiqquDS+bN0dnawbMXqcclcVFBA9IzZeHl709XVxbXkBI59d4Q33v7JgA8L9+7cQsHAu5nlZWXY2zuwftNWnJydKSkqJPbiORRK5dicjaftgIzY7smzpWBlC22NYNkrX8ljKMuGsPlg4wCFj+BxAkRvBGV3GVcXwLPbEBAFYZ6GSbyWur7/VsljKMmCwOngpAadFtqbX/13GILG3Z09+18z/r335Hdc7EWePc1h6/Zd2NjYEHvpAid+OMrB198ctzyDGa7NBkiMu0xB3nPWb9qGi4srec+fceXSeRydnAgLN1x/CVcukfssh83bdmJtY0Pc5Quc+uEo+18bn9/l3p0bpD+4x4p1m1Cp3akoLyX+4lmsbWyJmjEbrbaTyvIyZs1biMbd0B9eTbjMuZNH2X3wLePPefYki4TYc8xbuBQ//yC69F1UV1WOS2Z40de4dfc1GekPOXX8Ow4eNvTRTU2NLF62CrVaQ0NDPVcunae5sZFN2wZOEF4ep76mv9G0IRfOnqK9vY2tO/ZgZ29PVkY6Z0/9wAHXt4x99vkzJ2huamLn3oPodDounT9D7MWzbNi8fUxyajs7cdN4EDZpGkkXTw74+s7DP+vz9+L859xIuEBAr5vDnr4BTJ0xHzsHB1qamrh3PYHki6dYu8Nwg7ixoY6EC8eZHDWbhSs30tHRTmpKPEkXT7Bh9+Ex+T36KyzIZ8bM2Xj5+KDv6iIpIZ6jR77irfd+ZhwznTt9gva2Nrbv2oe9vT2ZGWmcOn6M1998Z1zGTKPh5OTMkmUrcVOpQA/pjx5w/PtvOfz2e6CHpsYmlq1YhdrdnYb6ei5dOEtjUyPbdgz8ADhe7t+5QcbDeyxfuwmVWkNleSnxl85hbW1D5IwXfVtAUAjL12w0/l3Z7wbalQunaG5uYvOOfXR1dRF/6SyJsedZtWHruOQebsyqcffg4jnD9bhl+x5s7e3Jzkzn3Kkf2P/6W3h4GurDhTMnaG5uYvueg3R16bh8/gxXLp5l/Rhdj8MpKy0h7cE9NO4efV7XdnYSGBJKYEgoKUnxg35vTvZjYi+eJWbxcgICg+jq6qKqsmJc86o17mzbfcD49979eHL8ZZ4/e8r6LduxtrEl8cpFzp08xu4Dhwf8nCsXzqL28Bj3NhtG7tframv45svPmBYVzYJFS7CxsaGqqhILyxfTB6bu14dTWlLMg3t3cfd4MfnT1NhoFu3ISNpaW/nqiz8TEBjMrj0HsHewp7amBls7000aarUdqDQehE+KJOHCiUHf4xsQTMyK9ca/W1gMPpWUmpKIvYMjtVUDr7vbV+MoLnjOrIXLcFO7097WRkdb69j8EiMYrI6AYTLu6LdfM3/BQlauWYdSqaSivNx402W8vfK61vmrtxMQPgVnNw0uKnemL1xNa3Mj9dXlACiUSmztHfr8KS14im9wBJZWfT/oWVnb9Hlf7wu+x8MbcfgFT8TNfWwGD13aTkrvJeIZtRCLXnkUCiWWtvZ9/jSV5uHkE4zS8sVMqcfU+bgGT8bKfvDVZerwaDQTZ2Kn8jSsjguZioOHL02leWOSv7/i4iLCIiYQGhaBi6srEyZNJjg4hNKSEgBsbG3Zs/8QEydPQa3W4OPrx8rV6ygvK6Wh3nTbIENCw1m4ZDnhgzz1q7amhtKSYlauWY+3jy8qtYZVazeg1XaSlfliZr6kuJDpM+fg7eOLq5sb82MWY2NjS3nZ+EwOhYZFEBwajptKbXhU+eLlWFlbU1ZSjFKpxMHRsc+fp0+yiJgwecCdxIf3U2lva2fmnHljntHdLwR33yAcnF1xcHYjLGoBFpZW1FeXAeAXNhU3D1/sHJ1xVnkQFjmftpYmWpsNK+rK8nNwctUQOm0u9k6uqDz9CI+OoTDnEdrOjj7/1rOHN3FwdsMr0DTb9ULDwlm8dPmQKyCLiwuZOi2KgMAgXFxdiZ4xEw9PL0pLik2Sr0dIaDiLliwf9ol2FhaWODo6Gv/Y2r3YqhQcGsa6jVsIDgnF1c2NsPAJzJ47n5wnWeOWecee/UyNjELj7oGHpxdrN2ymsaF+wLVUUV5G6p2brFm/acDPmBYVzfJVa/APCMTV1Y3JUyOZEhlNTvYY5S7OBGt7w4o4J41hdZyrN9h2t716vWFFm99UUPmBg5thYq6jFWoKu9/TBXl3DRNtXuGGlXP2LqAJfPHvaDsME3nh88E9yPDzHdwMP3OcKBXKPvXB3t4egPa2Nh49uM/ylWsIDArGy9uH9Ru3UFxUSHFx0bjlGcxwbTYYBjNTel1/UdMN119Z9/XX3tZG2sP7LF2xmoDu32Xtxi2UFBdRMk6/S1lJEcFhEQSFhOPs4kpYxCT8g4KpKOvuD21s2bJrP+ETJuOmUuPl48viFWuoLC+jscHQH3Z1dXE14TILFq9gatRMXFVqVGp3wieM36qi0LAIQnr1NQu7+5rSkmI07h5s3raL0LAIXN1UBAQGs3DxMnKf5dDV1dXn5/T0NbPGoa/pbzRtiKHPnm3os13dmBezyNBnlxv6p+qqSvJyn7F63Ua8fXzx8w9g+ao1ZGVm0NQ4Nh9OfQNDmD53EQG97vr3Zmfv2OdPYV4OXr4BOLm4Gt8zOWo27l4+ODq54OHty5QZc6ksL6FLZ9hOXVNZjl6vJ3ruIpxc3FC7ezE5eg41VRXG94y13fsOMi0qGvfu8t+waQsN/cq/uKiQGbPn4ONrGDMtWLgYG1tbykrH/4baUAzj1XBUKjUqtZrFy1ZgbW1NSXER7h4ebNu5m7CICbi5qQgMCmbx0uU8y3kyoK6Pp7KSYoJCIwgKCcPZxZXQiEn4BwZT3t2O9LCwsMTewdH4x9b2Rb9eU11FQV4uy1ZtwNPbF29ffxYtW01OdibN4zTxMtyYFaC0uNAwid59Pc5d0H09lvW6Hp8/Y+Vaw/Xo6xfAspVryH48dtfjUDo6Orhw5gQr127oU44AM2bPZc68GLx9Bj/ep6uri8Qrl1i8dCVR02fiplKj1rgzYdKUcc2s6Pc5wK6nH29vI+PRAxYvX4V/YDCeXt6sWreJ0uIiSkv69n2P7t+lvb2NmbPHv82Gkfv1q0kJhISGsWT5Kjy9vHF1UxEWPgEHBwdAmn59KB0dHZw5dZy1Gzb1WTFpLu3ISG7eSMHZ2YUNm7YY2mhXN4JDQo035kzBLzCUGfMWExg6eP8IoOzXzg22yrAo/xklhc+ZHbNswNfqaqrISr/Pig3bCQgOx8nZFY2HFz4BwWP6uwxmqDoCEBd7iZmz5jBvwULc3T1QqzVMmjwFy0HmosbDmG807+wwfGi3GmTrBEBdVTkNNZUEhE8d8LW0W/Fc/OYjks8eoSAnnf7H2xXkZNDSVE9E9Ng1VBVp13Hw8MfBffhz29rqqmhvqMElYOhKOlq6zk4srAau/hsLvr5+5Oc9p6a6GjB8gC4qLDQuUR9Me7vhvBVzWbqr02kB+lwECoUCSwtLiosKja/5+PqT/TiD1tZW9Ho9WZnpaHVa/AOCxj1jV1cX2ZnpaDs78fYd+EG9vKyUyopypkZG93m9uqqSmylXWbNxy7jPuuu7uijLe4JO24mLxmvA13XaTkpyM7FzcMa2e0K5q0uHst/dDqWlJV06HQ01L+5y1JQVUl6Qw8TZS8f1d3gZvr7+PM15QmNDA3q9nvy859TWVBMcEip1tAEKC/L43W9+xR8/+R2XL56jtWX41b7t7W0DBqXjqadN6D1R2NnZybnTJ1ixat2ot0t2tLeN3d292iJwVEH2VbjzAzy8AOVPe4Vuhs42cOlV1y2twVEDjVWGvzfVGCboFBi+P/W4YQVd7xVydaWGyb2OFnhwFu6egCfXxnWFXG1tDb/7zb/z8e9+w5mTx403R8rKSunq6iIoOMT4XrVGg7OzCyW92kJz4OvXff01Gq6/gvzn1NRUExhsuP7Ku3+XwKBev4tag5Ozy7gN3L18/CgqyKOuxtAfVlWUU1pcREDw0G1CR09/2D2GqSwvpbmpEYVCwXdf/JFPP36fMz98Q/Ugd33HQ1dXl6Fv6+zEZ5C+BgzXq7W1TZ8VGT19zVoT9DVDZYK+bYihz84cpM82TIiXFBcbtoB6v9ieExgUgkKhMPmNFYDWlmaK83MJmxQ55Hva21p5/iQTdy9f44oolbsnChQ8fZxGV1cXHe3tPM/OwNsvaMCqqfFiLP9e/Yavnz9ZmS/GTJkZ6ei0WgICg0ySaSRdXV1kZqTT2dmJr+/gD7Fpb2vH2sbGpAeGe/n4UlyYR11tdztSWU5pSaGxbetRXJTPpx+9z5FPPybpygXaeu3iKS811G2PXisR/QKDUSgUlJf2ndgbD4ONWb19/XmSlUlbd33I7nc9lpYMvB4Duq/HstLxvR7jYy8QHBrep78YrYqyUpq62+yvPv1PPvnw15w4emTcV8jV1dbwx9+9z6effMjFMydo6L6pU9Hd9wUEvphwUKk1ODk7U1r8ohyrqyq5df0qqzdI02b3p9fryX2Wg5tKzbFvv+J3v/kVX332xz43h6Xo14cSe/E8oWHhfcZLQ5GiHRnJ05xsvLy9OfnD93zw63/j0z9+woP7d6WONUBZcQHf/ukDjn/1B24kXqKtte/KttaWZq7HX2TRyo1YWA7c6lmY9wwnZ1cK855x7POP+f7zj0iJv0C7CVbIDVVHmpubKS0pxsHBgS8/+xMfvP8rjnz5GUWFBeOeqceYTvvp9Xoybiei8vDB2W3g2UMABTnpOLqoUHn03Q89Yfp8NF7+WFpaUVGSz6Mb8Wg7OwmZPB2ApoZaMu9eY+G63WN2ATUUP6OtvpqARZtHfG99QTbWjq7YqTxHfO9wGktyaa+vxDMq5pV+zlDmLVhIR0c7f/zkdyiVSrq6uli8dDlTpk4b9P1arZakhDgmTZmKjc34TBK+LFV3Y56cGM/qtRuwsrYm9fZNGhsb+txJ3LRtJ2dPHuN37/8bSqUSSysrtm7fbdj6ME6qKsv59stP0Wq1WFtbs2nbLtQa9wHvS390H5Vag0+vJyNqtVrOnz7O4mUrcHZ2ob6udlwyNtZVcefy93TptFhYWhG1aCOOLi/O3it88oicBynotJ3YO7sxY/lW44cEjXcABdkPKM3LxisgnPa2FnLTbgPQ3mqYkOhobyXjZixTF6zBcpwmln+MlWvWcen8WX7/wa9RKpUoFArWrt9kHFyai+CQUCImTMTFxZW6ulquJsZz7OgRDrz25qBtW21NDffu3mHp8lUmyafX60m8chkfP/8+W0US4y7j4+tH2Ci3/xYXFZL9OJNtu/aO/ObRaGuCshzwmQh+UwyTa8/vgkIJHiHQ2d2ZW/WbALS2NUzUAbQ3Gf63MA2CZoCNo2F7akacYVurlc2L9xRlQvAMsLCGwoeQmQBR615sfR0j3j6+rN+0BZVKQ1NTIylXk/j6i095892f0tzUhIWFxYA7eQ4ODjQ3N41pjle1fNVaLl84yycfvm+8/lav22i8/pqbTf+7zJyzgM72dr7+9GNjfzhv4VImTBp4QxAMbfSN5HjCJ07Burs/7Dl/6fb1ZBYuXYWTiwsPUm9x8ruvOPDmT/tMOI2lylH2Na0tLdy8fpVp0dP7/B7nTh9n0Tj3NUMZqg3ZuHUHZ0/9wO9/8ytjn71l+y7jCoCW5ibsHez7/CylUomtnZ0k9T03Ox0rK+tBV9Pdu5FIVtp9dNpONJ4+LN+ww/g1J2dXVm7aRfLl09xKuoRer8fd04flG3eaJLderycu9iK+fv64e7wo/y3bd3HqxDF++x//aiz/bTv3jOuYaTQqK8r58rM/Gev6tp170LgPrOstLS1cv5ZMdPQMk+abMWcBHR0dHPn0E2M7MnfhUiJ6tSMBQSGEhE/A2dmV+vpabl1L5Ozx79i+73WUSiUtzU3GFVM9lEoltrZ2tLSMX90ebsy6YcsOzp/6gY9+2309Wlqxedsu4xZXqa7H7Mx0KspK2f/62z/q+3vauxspySxZvgpnF1fu3r7B9998wRvv/Hxc2mwvH19Wr9uEq0pNS3MTt1KucuzI5xx84z2am5uxsLAYsOjB3t6Rlu5y1Gq1XDxzgkVLDW12g4nb7MG0NDfT2dHBrZspLFy8jMXLVvI89ymnfjjKngOv4R8QJEm/PpjMjHTKykpHdfSSVO3ISOpqa7l/N5XZc+czP2YhpSUlxF2+iIWFBdP6Le6Qim9AMIGhETg5udLQUMu9G8lcOfM963ceRKlUotfruXblHBOmTkfj6W3cadBbY30dTY315D3NYtGqDXR16blzLY6ECydZu23fIP/q2BiujtR1X2/XriaxbMUqPD29SE97yLdff8Gb7/4UVa/z68fLmE7IPboZT0NtNQvXD74nW6fVUpSbTUTUwEO+J0S9WPXmovZAp+3kaXoqIZOno+/q4l7SBSZGz8PRZWye0tjZ2kRl+k385q8bsCKovy6dlsbiXFQR0a/0b7ZUlVD24CqekQuxcRqfp01mZWaQmZ7Opi3b0bi7U1FeTtyVS8aHO/Sm0+k4deIYer2e1Ws3jEueH8PCwoIt23dx6fwZPnz/31AoFAQGhRAcEoaeF6smU5ITaGtrY9e+g9jZ2fP0STZnTh5j78HDA/aGjxU3lYaDb7xLe3s7OdmZXDp3ml37X+vzQUnb2Ul2ZjpzF/Q9cy0lKR6VWsOkKUPfbR8LDk5uzFu3D21nB+UFOWTcvMyslTuMk3JeQRNQeQXQ0dZM3uN7PLp2gdmrd2FhYYnaO5CI6Biy7iSQceMyCqUFIVPnUFdZYrxj9/hWPF5BE3DzMK+nAd9NvU1JcRE7du3F2cWVwoJ8YrvPsBrNHTNTmTT5xSDe3cMTd3dP/vDxBxQW5A24G9zY2MCx775mwsTJRJlo8BB3+QJVlRXsPXjY+NrTnGwK8vM49Mbozpmsqqzg1A9HmR+zmKBhViO9NAcVBES/+O+WOijPMUzIjUZP8+E31fCQBjBsgb17EmoKwDPc8B59FwTPNGyJBQiPgdQT0FAOrmN7uG5o2Ist3x6envj4+vHRh++T9TgDq0HuLpqr+3dvU1pSzLade4zX35XLF3B0dCJQouvvaXYmTx6ns3rDVlRqd6oqy7maEIuDoxMT+7XDOp2OS2eOo0fP0pXrjK/3rNSfNS+G0O7Drles2chn//kBT588ZmrU+FyXqu6+pqO9nSfdfc3ufn1Ne3s7J459g1qtYX7MEuPr15LiUas1TB7nvmYog7UhACnJibS3tbFz70Hs7Ox4mpPN2ZM/sOfA6+PWZ7+Kp4/TCI6YPOjxKZOj5xA2KZKmxgYe3Ukh5co5lm3YgUKhoLWliRuJlwiZMJXg8El0dnbw8PY1ki6dYuWm3eO++uXyxXNUVlZwoN8ZTleT4mlva2PP/kPY29vzJDuLU8e/58Brb0ha/iq1hjfe/gnt7W1kZ2Vy7sxJ9h883GdSrr29nWPfHUGtcSdm8VKT5utpR1at32JsR64lXjE+JAYgfOKL7ZBqdw/UGg++/vNHlBTl42eCrVhDGW7MeuNqIu3tbezYcxA7ezuePsnm3Kkf2H3gdTTu0tSHxoZ6EuMus33PgR+9Vaznc0LvB1SsXr+ZP/7+NzzJziQyeuaY5e3R96xoT7y8ffnzxx/wJDsTy1H049eTE1CpNUycMvjiCSn09H1h4ROMxx54eHpRUlTEw3t3TbIbaTQaGuqJi73Inn2HRqwzUrYjI9Hr9Xh5+7Bk2QoAPL28qaqs4MG9u2YzIRcS8eKoDjeNOyq1Bz98+QllxQX4+Afx+NFdOjs7mDZzmJ2Mej1dOh2LVm7EpXvyP2b5Os4c/Zz62mpc3MZ+8mukOtJT16OnzyQyynBz09PLm/y856Q9vM+SZSvHPFN/YzYh9+hmPOWFucSs242dw+DnqZXkP0Gn68Q/bOSnYLppvHjy8BY6nZYurZa66nLqaypIu5UAvCi8M5+/z7zV23H3frkHJLTXVaHraCM/+eSLF/V6WqvLqMvLJHzDYRQKw2qVppLndOm0r/Rk1JaqUopvx+I+ZS7O/uN35lZi/BXmzo9h0hTDh353D0/q6+u4ef1anwk5nU7H6RPHaKivZ+/+Q2azOq6Hl7cPr7/1Hu1tbei6dNjbO/DVZ380Lp2vq63h/t07HH77J8Y78B6eXhQVFfDgXiqrxmmC0cLCwnj30NPLm7LSUu6n3mZlr3/vSfZjOjs7mTS174ehwoI8qioreP9f/399Xv/4t79izvyFLFi0dEwyKi0suh/qAM4qDxqqKyjIfsjkOcsBw1mNVtY2ODi74qL2IuHYJ1QUPsM7yLDyKXDSDAImTqe9tRkra1tamxt4+vA6do6GJyrVlBdSWZxL/uN7QPcch17PlW8+YNKc5fiGju85HYPp7OwkOSGO7Tv3EBpuWM3g4elpfPKnOU3I9efq5oadnT21tbX03jnU1NjId19/gY+fP2vWbRzy+8dS3OULPHuaw94Dr+Hk/OLJpIX5edTV1vDhr/s+gfDMiWP4+gWw58CLBxJUV1Xy/TdfERk9nXkxfSelX4mVreG8t97sXKC6e+umVfdd7842sO51B7yjDRxcDf/d83rvp64qLQzn0bV3by+ytn3xs3v/21Y2L94zjmxtbVGp1NTV1hAUHIpOp6Otra3PHejm5mbJnmA2mM7OTq4mxrNlx25CwwzXn7uHJ5UV5dy5dYPA4BAcHBxN/rtcT4pjxpwFxg/LancPGhvquXvrep8JOZ1Ox6Wzx2lsrGfrrgPG1XEA9t3Z3FQvJgcsLC1xdnGlqXH8zl21sLAwrhzz9PKmvLSUe6m3jX1bR3s7x48ewdrahs3bd/d5AnNPX/OkX1/z0W9/xdwx7GsGM1QbUldbw4N7d3j9rff69NnFhYXGPtvewZGW5r7XWFdXF22trSav7+UlhTTU1bBo9eA7KGzt7LG1s8fZVYWLm5rjX3xEVXkJ7l6+ZKfdx9rahpkLlhrfH7NyY/d7SnH3Gr8n5sVePM+znBz2v3YY517lX1tbw73UO7z57k9x7z1mKizgXuod1qw3TR8zGAsLC+MqPS9vH0pLSki9c5O13WeVtre3c/Sbr7C2tmb7rj3j9rTxoVxPjmfGnPkD2pF7t68PmNjv4eLqhq2dHfV1tfgFBGPv4DjgaIquri7a2lqxtx+/uj3UmHXW3Pk8uHeHQ2++uB7dPbwoLjJcjyvXSHM9lpeV0tLSzNef/cH4ml6vp6gwnwf37vC3f//fR9wl5dD9GVStebFTy9LSEhdX10FX7IwHG1tbXFUq6mtrCQgKRqfT0d7W1meVXEtLk7F/KSzIo7ry/8/ef0e1naV7vvBHEiCEBJLIORtsbHDOxsbGOZbLqXLs6q4+p885M/fM3Llz37vmXXNnzTtzZk7sXN3V3ZWDy+VyzuAA2Ng4G2NwIOccJED5/UMgI5ITING9P2t5Vfmnn6Svtp/97P179rOf3ciD//3fnT7no1/8E/MXL2PxshVMNAofH6RSqVM7AvgHBlLTt5XPFeP6YOrr6ujW6/nkDx85rtlsNqoqK7h+9Qr/4f/6f5BKpS73I09CpfIlcFAWfEBgICXF91yk6Mn4qjXIvRV0dbRDFNRVV9JUX8vnv/lHp/uO7P2U+KTppK/ZhEKpRCKVOoJxAOq+DDR9V+e4BOSeZCMf/PRnAEPbPyCIzo7OMdczHC8ckLPZbNy5fJb6yocsWb8Lpe/IR7pX3r9LaFQ8cm+fEe/pp6O1CU8vOTKZB1KpjIxtbzq9Xl58i+a6Kuat3IyP6tmPkfcJCidmxXana/U3c/BSqfFPTHME4wA6qu6jCo3GQ/58ac72YNwpgqbNRxMzcqH3scBkNg1ZfZVKpU6ZZf3BuLbWVl55/a0hafTuRP/g1dbaQkN9HcuW2wtEmkwmgKG/VSIZUntwXLHZHDXv+rl7+ybxiUn4+Cidrm9+aSdm8+N7G+pqOXX8MLtffweNZnwyJsG+WjhyIWl7W9mszq9LJBK8+yaJ9RX38fZR4ae1O6r5a3fba2z10VhdSnnRVRas3Y180G+eKKxWq7046yB7kEgn2B6eg67OTnp6ulENqMvW1dXJt19+RkhoGBs2bR3/eoM2G9mnT/Dwfgm7X3sT9SB7XLBoKakzZztd+/QPH5GRudYpw6u5qZHvvv6ClNQ0lq1YNbYifYOgZ9DA2NtpP00V7P/19IaOevshDABmE+iaIbRvMUXpb9/i2tMFfn1buaxWe324/s/xDRrw2X2+0WSw/5GPv30bjUba21pRpqYRGhqGVCqloryU5Kn2lcmWlmY6OzuctsO7mv7+N9hOJQP8cUjfb6ksL3MczNLa0kxXZ8eItdFeFJPZPLymQePhySP76Whr46Xdr+OtcB4Pg0PCkMlktLe1ONrcYrHQ1dmBr9+zzz2eF9uAscZgMLB/75fIZB5s27FnyIrvlkFjTX3fWLNnHMeaJ/mQkcbsgT46PCICg6GXhvo6x6mflRVl2Gy2EQu4jxcP793BPygE/8DgJ9/cp9/SN86azaahY1Hf38drPLLZbJw5eZz7JcW8+ubbQ/6dzSO2v9Ttxki7rdvbsv8hWiaTsWP3qxNWYHsg5uH8iFTKaM2m6+qkt6fHEXAJCbPbdmNDneME0+rKcmw2GyFh4xegHUKfHzGbnzyHDgsf2h+r+vpjaNj49MfomDjefO8nTtdOHTuENiCQ+QuXPFXJouBQu89ua2khItKerGGxWOjs6MDXTzMesodgNBrpaG9DOT2V4P6xr6LMkbHX1tJCV2cnYRH2dty0bYfz80F9LWeOH2HXa28P8aUThUwmIzQsnLa+muT9tLW24Nd3yI0rxvXBxMTG8d4HP3W6duzIQQICAlm4eKlTMM6VfuRJRERF0drq3NatrS34qSdunvGs6HWdGHp7UPQd8rFw+WrmLHq8EN+t13H60F5WrNtGUJ8PCQ6LxGa10tnRhl/frsf+LdqjxZBehCfZiEajRaXypaWl2eme1tYW4kepwT+WvLBF3snPprq0hAWZW/Hw8KK3215nytNL7pTmr+tsp6WhmkWrtw/5jPqqRxh6utEGhSGVedBUW8GDO1dImG5PK5ZIJENq0nl5+yCVeYxYq+5JSD28kPv5D7rmgczL2+m6Ud9JT0s9EQvXDfs5Rn0nVrMJi6EHq8VCb4e9M8l9NUikMrqba6m5chpt3HRUYbGYe+2rTRKpDJnX2GelJSYmceliDn5qPwIDg2loqKfgcj6pM2cBfdtU939HQ309O3a/gtVmQ6ez7/NXKBQTtmLQ/9DZT0d7O40N9Xh7K/BTqym5V4TCxwc/PzXNTY1knzlBYlIysX0F+v0DAtFo/Tl94igrVq1BoVDw4H4J5WWlvLxrfPag557PIjY+EV8/NSajgeKiQqoqy3l5wDHn7W2tVFdVsH0YDZpBJ+X09BX89Q8IHFJ/4Xl5cDOPwPBYvH18MZuN1JeX0NZQzZyVL9Gt66Ch4j4BYTF4yhUYunWUFV1FJvMgMDzW8RnlRdcICI9BgoTGqkeUF10lbekGJH0TIZXa+Xd0ttqPhVZpxnePvdFopK11oM200VBfj0Jht5mo6BjOZZ/G09MTP7WaqooK7t65zarVa8dV17A6B9l2Q0M9Cm8F3goFF3PPk5Q8DaVSRXt7K+fPZqHV+ju2dnZ1dfLNl5/hp1aTkbmG7gGr6qqnPEzhWck6dZziokK27diDl5ccfZ9P8JLL8fT0dJwaNhhfPz/HZLG5qZG9X39ObFwC8+YvcnyGRCoZEpx+LsKnQuEpqL5r326qa7Ef6hC/wP66RAJhU6G60H4yqlxlPy3VSwH+fcErD0/7ttTq2/Zgm1xpryEHj7ewKvxAG2mvT5ewAGSeUHnTft1v7LfxZJ85ReKUJNRqDV26LnIvnEMilZKSMgO5tzdps2aTffoU3t4K5HI5p08eJzwikogJmuz28ySfHRkdw/nsM3h42PtfdWUFRYW3yci09z+5tzepM2dzNusU3gpvvLzkZJ8+QXhE5LhN3OMSpnD1ch4qPz/7VrPGem5eu8K0GfZscYvFwonD39PcUM+m7Xuw2myOujfe3vbx0EsuZ/rMOVy5eAGVrx++fmpuFFwCICHpydn+z0PO+Szi+sYa44CxZsfu1zEYDHz/7ZeYzSY2bH4Jo8HgOIiiP6NhIsaawTzJhzwes4+xYtVq+5bV+yVUlJU66kwGBAYRG5/AqeNHWL1uI1arlexTJ5iaMh2V7/A7L54Vk8lIV8fj+ky6rnZamxuQyxUofe0ZZUajgYpHJcwbkOHWT1NDLS2N9QSHReAl96aro51bV3Lx9dM4Mt8iYhK4d+sqtwvyiO3bsnozPwelrx/+QU8R4HsOTp84RtHdO7y86xW8vOSOeZ18QPtrtf6cPHaElZlrUfgoeFBSTHnpI3bueW1cND0N58+eIT5hCn59tl509w6VFeXsfvUNDAYD3371OWazic3b9mAwGByHVfj02fpEEBufyLXLF1H5qvEPCKS5sYFb1y4zbbrdj5iMRgou5RA/ZSo+SiWdHW1cunAWtcaf6Bh7dr5/QCDRsfGcO32MFZkbsFot5GSfYkpyCkrV2Nj2YEabs2r97f0x6+Qxlq9cjbdCwaMHJVSUl/LSzgH9MS6BMyeOkLl2IxarlezTJ0ieNnb9cTBecrlT3UkAT08vFN4Kx3W9Toder6O9zd6Pm5sa8fLyws9PjbfCPk6mzZrLpdzz+PrZffa1K3af3R80Gmtyzp4hLmEKfmo1Ol0X+bkXkEqkJE2bjlzuzfS0WeScPY23twIvuZzzZ04SFh5JWLh97Bvss3sH+OzxPHDvSeP6/IVLOHxgH5HRMURFx1JW+pBHD+6z5/W3AdeM64ORy+VOtTIBPD098VYoCAoOdhs/8iTmL1jEF5/+kUt5OUydNp262hpu3bg+odnLJqORzoHjY2cHLU0NyL0VyOXe3CzIIyYhCYWPiq6ONq5dPIefWktE37Z8la+f0+d5eHoB9kw6pcr+WnhULAFBIeRlHWdBeiY2m43886cIj4p1ypobS55kIwALFi8h98I5gkNCCQkJ5c7tm7S2NPPSjl3jomkwEttTLo3dqBg+Ze/QJ/8y7PVZS9cSPeXx1rV713KpLi1m9c73h6zINFaXU3Q9F31nOwBKXw2xU9OISUodMTOk+MYl6isfkbHtjRE1F7c8W5ph1cWjyP0CCJ7xeO9z872rdFY/JG71nmG1VF08Sk9L/ZDrcZm78fTxpf7GBTqrHwx5XREQStSS4bdVvpT6/CtPBoOB3AvneFBSTHe3HpXKl2kp01mSvgKZTEZHezsf/frnw773ldffeqHTtqzPsMhaWVHO3q8+G3J9eupMNmzexvWCyxRcvoRer0Op8mX6jDQWL1vuFDBsa23hwrksaqqqMJqMaLX+zFuwmOmpT183x/IMok8dO0xVRRl6va5v0hDC/IVLnOoj5Z7PpvjuHd7/6d8+MaupqrKcfV9/zk//7j8+80NSYdXwafd388/Q2lCFoUePh6ccX00gsSlzCQiLprdbR9HlLLraGjEZDXh5+6ANiiA+dQFKv8crcFez9tPV2ojVasFXE0h86kKngN1gakuLKLl2gZW7Pnyi7jlxz7/SV1lRztdffDrk+oy0mWza8hI6nY7zZ7MoL31Eb28Pfmo1M2fPZf6CRS+UYWZ9FsPu0/ntCLa9Zt1GDnz/LY0N9fT29vbVt0tg2fIMR3p/4e2bHD96aNjP/o//+b88ve5nyHr4p//534a9vm7j1iG1Jwe+Z+vLu5jSV1frYs55LuVdGHKfn5+aD/7qb59ey/lHI7/YVgMVN6G3y77NNGwqhAxYvbLZ7Ac2ND4EsxH8giBuvvMWVavVHmBrLger2X4Ka+wc8NE8vsdsgvJr0FplD/T5BUPs3BEz5P7TqucvQ3Dwh31UV1bQ09ODwseHyKholmescmxXNJvNZJ85yb27hVgsFuLiE1izftOYBGefxf89yWfrdTounMuioqzU3v/81KTNnsPc+Y/7n9ls5lzWqb7TNS3ExSWwet3Gpz61F6DHOFK271CMRgOX885T+qCEnp5ulEoVU6ZOZ/7idGQyGZ0d7Xz+8a+Gfe9Lu98gIsp+IIXFYiE/5ywl9woxm02EhEawbOWaYQ9ZGAm5x9NP+k8OGmuCBow1VZXlfPf158O+7/0P/wZ1X+bCQPrf81fPMdY8ret8Gh/S1tpCzrlsaqr7xmyNlnkLF5MyoLxDT08P2aft214lEglTkqayas16vLy8nlpzY6dhxNfqayo5ffCbIdfjk2ewNHMjAPfv3uRqXjY73/5rp+3LAG0tTRTkZtHW3IjZbELhoyIiOo7UuYvxGRBYKXtwj6Ibl+lsb0Pm6UlQSDhzFq8YdTtOuPb5i83/w3//r8Ne37h5m2NBtrW1hfPZWVRXV2IyGtFo/VmwaDEzUof38RPBsSMHqSgvQ6/T9T00hbBw8VLi4hNGHPMBPvzrv0Ot0Tz393b1mJ76XqPRwJW8C5Q+LKGnuxulSsWUqSnMW2T3I2aTieOH9tHc2IDB0ItS5UtUTBwLlix3ZMgB9Pb0kJN9kvLSh0gkEuKnJJO+ci2ez2Dbcs+nXzR/0py1rbWF3PPZ1Pb1R41Gy9wFzv2xt68/lj56gAQJU5KnkrH62frji/LdV58RFBxCxmp7YsSl3PPkDzPXWLtxK9NTHy+25J3P5t7dO5jNJkLDIliRuXZIsG80nmUOdfzQfmqqKunt7UGh8CE8MorF6RmOQJvZbCbn7GlK7t3FYrEQExvPylFOrK+uLOf7b77gw7/9D88ckPOUPf1Y86RxHeDOrRtcvpSHrqsTrX8AS9MznA73GotxXSYd210gX33+CcEhoaxeu35c/chY8/DBfc6fzaKttQW1Rsv8hYuYNXvsax42dPQOe72uupKTB74ecj1h6gwWZ6wl++h+WpsbMRp6UShVRETFMXtROooRFt27Ojv4/rPfsmXPOwQMqEvZrevi8oUz1FSV4+HpSWR0HPOXrULuPfIYGKIe28D0QBvpJ/9iLtevFtDb20NQcAgrM9cQGfVsJdEG4/2UqW8vHJBzZ541IOcuvEhAzpU8Y9zCLXiWB1J3YqSAnLvzIgE5V/GsATl34Vkmk+7EqAE5N+VFAnKuZDL6v2cJyLkTzxKQcyfGebf8uDBaQM6deZGAnODZeJaAnDvxLAE5wYsxWedQzxKQcxfGOiAnGJ2RAnLuzFgH5CaKpw3ITb5eKxAIBAKBQCAQCAQCgUAgEExiREBOIBAIBAKBQCAQCAQCgUAgmEBEQE4gEAgEAoFAIBAIBAKBQCCYQERATiAQCAQCgUAgEAgEAoFAIJhAREBOIBAIBAKBQCAQCAQCgUAgmEBEQE4gEAgEAoFAIBAIBAKBQCCYQERATiAQCAQCgUAgEAgEAoFAIJhAREBOIBAIBAKBQCAQCAQCgUAgmEBEQE4gEAgEAoFAIBAIBAKBQCCYQERATiAQCAQCgUAgEAgEAoFAIJhAREBOIBAIBAKBQCAQCAQCgUAgmEA8nvZGL4/JF7tLC9G4WsJzIZFIXC3huZDYbK6W8MxMRrsGCNV4u1rCXwxS6eTsjw/rdK6W8Fy8Pz/a1RIEbozHJO2Pk9WPyCahbh8vmaslPBe2STiHgsk5Z1XKn/rxx63QGcyulvDM9BotrpbwXGiUXq6W8FxMRp8tmFg0Pp6uliAYxOSMRggEAoFAIBAIBAKBQCAQCASTFBGQEwgEAoFAIBAIBAKBQCAQCCYQEZATCAQCgUAgEAgEAoFAIBAIJhARkBMIBAKBQCAQCAQCgUAgEAgmEBGQEwgEAoFAIBAIBAKBQCAQCCYQEZATCAQCgUAgEAgEAoFAIBAIJhARkBMIBAKBQCAQCAQCgUAgEAgmEBGQEwgEAoFAIBAIBAKBQCAQCCYQD1cLEEwsRw8fwNDby8u7XnG1lL9IRPuPP7kXznHj+lW69Xq279xDUvJUV0v6s+PahROYjAYWrd7mainPxYXTRzAYDKzZvMPVUp6a3AvneFBSzLsffOhqKU/F8SMHMfT28tLOPa6W8lycOnYIg6GXLdt3u1qKQCAQCAQCgeDPFBGQEwgEfzY0NzeRl3Oe7Tv3EB4Ribe3t6slCdyQRctXY3O1iGdkwaIlzJ23wNUyBAKBQCBwK3LOHMVoMJC56WVXSxEIBIJnRgTkBALBnw3tbW0ATElKRiKRuFiNwF3xkk++QK2Xlxd4eblahkAgEAieEYvFgkwmc7UMgUAgELghLgnIVZfdp+j6JXSd7Xh4eKAJCGbJmpfw8PR0hZxRGUlrZ3sLhQU5tLc0YrVa0QQEM3NRBtrAEFdLBqD4XhF5Oedpb2vFw9OTkJBQp22SuRfOcf1aARazmZTpqaxet8EtJgslxUVczL1g1+3hSXBoKNt37MHLy4s7t25QcCWf9rZWvL0VJCVPY/W6Da6WPGJbe3h4cDbrNHdu3UAilZI2czbulJZT8aiE2wV5dHW0I/PwwD8ohIwN2/H09OJB0S2Kbhag6+pA5atmatpckmfMdrVkB8O1eUhoKFfyLwHwv/5//y8A/+n/8/91pUwHo9lI9umTFN65hUQqZeas2eh1egwG99jWXFN2n+Kbdv8n8/BE4x/stE31wZ2rPCi8htVqITIumbRFGUilrvcj/ZQ9KObGlTw629vw8PQgICiE1Zt3cOncKbfdsjqSrVzJv+iWW1ZLiou4NMhnv7Rj6DbVutoa9u/9mnkLF7Nw8VIXKB2eByX3uHzxAu3tbXh6eBIUHOJW21RHat+sU8cx9PYSGh7O9YIrWCxm5i5YxKIl6Vw4l0XhrRt4eHqydPlKUtNmuUz/SPZ8+uQxDL29RERFU5B/CYvVwrSU6WSuWe8Wc5HSB8Vcy8+lo893BAaFsm7rDjw8PLl+OY97hTfp6elGqw1gwbIMomMTXC0ZgJJ7ReT120tfe2/fuYczJ4/Ta+glJCSU61cLsFjMTJueyuq1rm/vZ5lDdevdZ3yEkeesZ/r7Z1g4N64X4CHz4Md/9beulgvAo/v3uHqp37Y9CQwOYcO2nTTW15F/IZvWlmakMin+AUGs3rgNXz+1qyU7KH9oH9O7OuzPZP5BIQQEhfCwuBCAP/3yHwBY/9KrhEVGu1IqAPeLi8jPGzC+hISy7eXdHNj3DUHBIWSsXue499D+b5HLvVm3yfWlQIbrk3PnLeDgD/v42b/7D067T86cOk5TYyOvvvG2W+ldtXotf/r4I/7m3/0HfJRKenp6+Pk//y+mpkxn2/adAFzMvUDpo4e88fZ7bqX95V2v8NmfPiYyMor1m7YA0NbWyicff0TmmvWkzXL989iDknuDbDuEhYvT2b/3S97/8G9RqlSOe89lnaKxoY7dr7nORvoZqb3/5X//jyH3+qnV/PRn/25CdE14QK6nW8fl7KOkLlhORGwiZpOR5voa3CpS0cdoWs0mIzFTpjNrySqwwf07V8k9uZ/1u97H08VZDLquLg4f+J6MVatJSp6G0WigqrLS8XpFeRkyDw9efeNtOtvbOXbkIAqFguUrM12oGnS6Lo4c3M+KlauZkjQVo9FAdZVd943rVzmXdYrlGZnExSdiMPRSU13lUr0welsXXL5E4e2bbNi8jYDAQAryL3G/5B4xsXEuVg3deh05pw8zZ/EKouOSMJmMNNZVA1B6/y63ruSyIH0N2qBg2poauXTuBB4eniRMneFi5SO3+Yy0mQQGBnPsyEH++u/+3tUyHYxmI/kXc7l79w4bN28jIDCIqwX53L9fTExMrGtFA73dOgrOHWPG/HTCYuz+r6Xhsa9uqqvC20dJ+oZd6DrbKTh3BHVAEHHJaa4V3ke3XsfZk4dYsDSDmIQkTEYj9bXV7jjUOHiS73Y3dLoujh7cz/JhfPZAKsvLOLh/L8tXrmbm7LkuUDo8el0XJ478wNIVmSROScZoNFJTXek2JvKk9q2sKEPl68crb7xNTXUVJ48dpra6msjoaF5/+32K793l9PEjxMbG4+vnN/H6nzQXqShHqVLx6htv09bWyqEf9hEcEsosF9uIXq8j6/hBFi5bSVxCEkaTkfqaKrDBnRsF3L5+hfTM9QQGhVB89zYnD+1j95sfoNb6u1S3TtfF4YP7WbFqNUnD2EtFeRkeMg9efeMtOjraOX7kkH3ul7HKdZon6RwKRp+zAlRUlOEll7P7lTdcqNIZvU7HmWMHWZS+irhE+7hY12fbJw7tY9qMWaze9BJWi4WG+lpXy3WiW6/j3KnDzF+SQXS8XXtDXRWJyTPQdXViMhpYlrkRALm3wsVq7fZx/PAPpGdkkpA0FZPRQE1VlduMLyMxUp+MjonF29ubkuIiZs6aA4DVaqW46C7pbuhD1BotCh8fKisrmDotherKChQ+PlRVVDjeW1lZQbQL59uj+b8t217m808+JiFxCglTkjhy8Adi4+LdIhin77PtZSsySUhKxtQ3dwoODUOt1nDv7h3mLVwM2LODS4oKWeZCG+lntPYe+NxoMhn57usvCY+MnDBtEx6Q6+3WY7NZiYidgtLXPkFU+wdNtIynYjStweHOKy9z09dy8LNf0lRfRXi0a1dKdTodVquVpKnTUKs1AAQFP87ck8pkbNy8DU9PT4KCglm2fCXnsk+TnrHKpdv89H26pyRPHaI7Py+HeQsWMXf+Qsf9YeERrpDpxGhtffVKPouWLCN56jQA1m3cTFnpI1dJdaKnW4fNaiU6PgmVr331Uxtgt+3bV/KYu3Ql0QlJAPj6aWhva+bB3ZvuEZAbpc3lfat2qgErM65mNL3Xr15h0ZJlJPXZyJp1Gyl9+NBVUp3o93/hsVPwUQ311V5yb2YuWoVEKsVX409oZDxNtVVuFZCzWa3EJCQ7Vvj9A4NdrGp0nuS73Y3RfHY/D0qKOXbkAOs2bGFqynQXqBwZvd6uP3FKMn59+gOD3MdGntS+3goFmWvXI5FI8A8IpCD/ImaziUVL0gFYuHgZVy7lUVNdydSUiffdT7Jnb29v1qzbiFQqJSAwkPjEKVSUl7k8INfdZxdxiY99R0Cf77h17TIz5y0iMTkFgEXpK6mtruD2jQLSV60b8TMnAkd7j2AvMpmMDZu34unpSWBQMEuXZ3Au+wzpK1a6bO43WedQ8OT+6enpyfqNW1yegTiQftuOnzLAtoOC6e3pwWgwEBufiFqjBUAbEOhKqUNwjOnxSagcY7p9TuLh4YHVYsFH6T5zv377SEyaOmB8cd/xvJ/R+uTUlBncu1voCMhVlJfR29tL8tQUV8kdVW9UVAxVFeVMnZZCZWU5qWmzuH3zOi3NzWi0Wmqrq1i4aIlbag8JDSV9xUqOHzvMtJTpdHa0s3P3qy7TOpDHtj107jQ9bRZFhbccAbmyRw8wm80kJbvORvoZrb29+pKpbDYbB74/ilwuZ92GzROmbcIDchr/IILDozm9/1NCImMJiYghMi7JLWv6jKa1t1vP3Wt5NNVV0dvTjc1mw2I20aPrcrVsgkNCiImN44+/+w1x8YnExsczdWoK3gr7ilFwcAieA7YHR0RGYjQa6ezscBioKwgKDiE6No5PPv4tsfEJxMYlkJw8DYvVik7X5TarogMZqa0lEgk6nY7wiMfRdalUSmhYOO6QoqMNCCY0MoYj3/yJsOg4wqNiiY5PRiqT0tXZzqWzJ8g/e9Jxv9VmxctL7kLFj3mSfbsbo9mIXq8nfEBg2W4jYdhsrrcRtX8QQWHRZP3wGcERMQRHxBAR+9hX+2oCkEiljvu9fZR0tDW7Su4Q/AODCY+K4Ycv/0BETBwR0XHEJU51BG3dkclm2/0++9MBPjspeZpDb11tDY8e3mfry7uYkuR+px0HBoUQFR3Ll5/8jujYBGJi40hMnoa3G2RXwJPbNyAwyCmQ4qNUOgUUpVIp3gofuvX6CdcOT7bnwMBgpAN8iEqloqmx0SVaBxIQGExEVCzfffExUTHxREbHET8lGYlESrdeR2i486p5aHgkLU2u1x0cbG/vP/3+t8T1z6GmTht57hcRicnFc7/JOoeCkees/e0dFBTsVsE4sAffIqJj+faz3xMVE09UTBwJSVPxVihInp7Gkf3fEBkTR2R0LAlJKU7bzlyNf2AwYZExHPj6j0RExxEeHUtsgvuO6UHBIUTFxPH5Hz8iJi6BmNh4pkx1n/FlJEbz29NnpPL5J3+gq6sLX19figrvkJCY5NID1EbTGxUTw60b1wCoqqhg+cpM2lpbqKwop6e3B4vFQmSU67Y2P2mMXLBoCQ/ul3D9agG7XnkdhY+Py7QOJDA4hKiYWL740++IiUsgOjaOKX1zp5QZM7mYc4662mrCwiMpunOLpKnTXL57EJ5ujn3hXBY11dW8/d4HTuPleDPhATmJVEr6hp20NNTSUFPOo7s3uHs1l1XbXkfp6z51CmB0rdfzzmDs7WHm4pX4qPyQSWVkH/4aq9XiatlIpVL2vPYmNdVVlJU+4vrVK+Scy+bNd3/kammjIpVK2f3KG9TUVFFeWsr1q1fIPZ/N7lffdLW0ERmprfe85r6awa579ZbdNNXXUFdVTvHt69y4nMPKjfYTqhZlrCMwJNzpPe5ySMJks+/JaiMSqZSl63fQ2lhLY00FpUU3KbqWR8aW1wCcHqQduEEgsR+pVMr6l16hsa6Gmsoyim5d49qlC2zd/ZarpY3IZLTtXa+8Qe0An51zPpvX334fAI1Wi7dCQeGtm8QnTHG7h1OpVMr23a9TV1NNRXkpN69f5WLuOfa8/q6rpQFPbl/Z4HqNEsmQGo4SCS4L8D/JnmWywT5E4haLEVKplE0vv0JDXQ1VFaUU3rrKlYvn2fyye9QtGwmpVMruV9+gprqK8rLH9vLGO++7WtqITNbxEUaes/b3T09P1z+ADkYqlbJlx6vU11ZTVVHGnZtXuZx3nh2vvcOqdZtJnT2PqvJSHpbc40reBTbveJVQN9iNAnbt67btobG+htrKMu7dvs71/Bw273JPW5FKpezY8zq1NdVUlD3i5vUC8nLO8uqb7yGRSIaEla0Wq0t0DmY0vx0WHoFGq+VeUSGz58zjfsk9Nm55yW31RkfHknXqBK2tLTQ3NxEZFU1LSzOVleX09vYQGhY+oUGXZ9Gu0WjR6/W0trYgkUhoa22BhESXaR2IVCrl5QFzp1vXr3Ix5xyvvPEuao2W+MQk7t65hZ9aQ3nZI3a+4h599EntfffObQou5/Pqm+9MeJmPYZ6oxh+JREJgaATT5y5l9fY3kUpl1JQ/cIWUJzKS1paGGhKnzyEsKh61NhCpTIaxt8fVch1IJBIio6JJX7GSd97/CVKZjPslxQA0NjZgMpkc99bWVOPl5YWfGxRulUgkREZGs2x5Bm+/92OkMhnl5aWo1RoqystcLW9Yhmvr8vIyVCoVtTXVjvusViv1blSTQyKREBwWycwFy9i0+21kUilNdTUolCp0nR34qbVOf3z9NK6W7GA0+3ZHRrIRpVJJXW2N4z67jdS5UKkzEomEgJAIps1ZwqptbyCVyqitcI8ttU+DRCIhJDySOYvSeenVd5FKZZQ/uu9qWaMyGW07IjKapcszeOu9HyOTyXh4365XofBh92tv0dbWyuED+7BYXL9gNRiJREJ4ZBSLl63gtbd/hEwq49GDElfLcjBa+04GJps99yORSAgNj2T+4uXseO09ZDIZNVUV+ChV9lqUA6ivrUYbEOAipc70t/ey5Rm8/b59DvVgxLlfDZ5uMPebrHMoGH7O+sDN+6dEIiEsIooFS5az6433kclklD20+7yg4FDmLFjCy6++jX9gEA+L77pYrTMSiYSQsEhmL0xn6553kEqlVDy6j1Qqw2Zzj4DWQOz+O4ol6Rm8/s4HyKQyHt4vQeHjg37Ajiqr1Upzc5MLlTozmt9OmZ5KUeEdHj64j0QiISFxiovVjqw3KDgYb4WCS7k5BIeE4uXlRXR0LFUVFS6vH/ck7QDHjxwkKCiYTVtf4lz2GbezkZHmTtPTZnG/uIjCWzdQa7SER0a5WO1jRmrvmuoqjh89xLqNm4mImLjacf1MeIZcS2MdjbWVhETE4K3wobWxDkNvD76aAGrKH1BYkMO6Xa477WQgo2lV+WmpeFiENjAEk8nInSvnkclccmjtEGprqqkoLyM2LgGlUkltbTU93d0EBATS1NiA1WLh+NFDLFm6nI6OdnIvnGPOvPkuz4CqrammssKu28fHHqjo171k2QpOnzyKj4+S+ITEvuLbVcyZt8Dlmkdq67nzF5J/KQ+tfwABAYEUXL6EobfXpXr7aWqopb66gvCoWLwVSpobaunt6UGtDWDm/KUU5Gbh6SUnIjoOi8VCS2M9RkMvKbPmu1r6qG3ujg/8o+mdM28B+Rdz0Wr98Q8M5HrBFXp7ewHXZyO2NtbRVFdJcEQMcm8f2prqMfb24Kv2p7PVfSYFI9FYX0ttVTkR0XEofHxoqq+jt6cbjX8AbS2u3142HKPZysDArbtQV1NNxTA+2z8g0LH1UKlUsue1t/j2q884cnA/W17aMXx2pQuor62hsrKMmNh4FD5KGupq6Omx6292gy2IT9O+7syT5iLuSkNdDTVVFUTFxOGt8KGxvpaenm402gBmzl3Itfxc/NQaAoNCKCm6TUtTA5nrt7pa9uP2jk9A6aOktn8OFWi3F4vFwomjh1m8NJ2Ojnbycs4xZ65r536TdQ4Fo89Z3bV/NtTVUF1ZTlRMPAqfx7Yt8/AgP+cssQlTUKp8aW9toaOtlSQX1J4ciab6WmqrK4iIisXbR0lT37xV4x+AxWKhpqqMjrYW5N4KvLzkSF2ckV1XW0NVRRnRsfH4KJXU1z4eXzy9PDmffZrSRw/QaLRcK8h3G9serU8CTJ+RRl7OeS7l5ZA8NQUPD9c++46mVyKREBUVw93C2yzoqxUXHBKCxWKmoqyU+QsWua3261evUFNTzXsffIifn5pHDx9w5MB+3nz3Ry7fbdBv2zGx8SgG2HZ/3cnYuATkXnKuXMpl0bIVLtU6kJHaW6VS8cO+b5k2fQZx8YnodDoApBIJPkrlhGib8F7k6elFc301DwuvYTIZ8VH5kbZwBWFRcZTfL6Sro22iJY3IaFq9FT5czz3NmQNf4KP0Zcb8Zdy+fN7VkgHwksupqqzg6pV8DAYDarWGlZlrSUicQvG9u8TExqHV+vPV53/CYrEwLWUGS9MzXC0buVxOVWUl1wouYzAY8FNryFi1hvgE++qL2WLm2pV8zmWfRuHjQ7IbFIgcra3j4hPQ6XQcPXwAiURC2sxZJCVPw2Bw/aDr5Smnsbaae7evYTIaUPn6MXfpSiJi4gHw8PDk7s0rXL94Dg9PTzQBgUxLm+di1XZGa3N3zLx4ko3o9TqOHD6AVCJh5uy5xMUnIJW4PmDh4dXn/+5ex2wy4qP0Y8aC5YRGxVFT5j4ZRCPh5eVFfU0Vd29e7bNxNQvTVxEVm0DZg3uuljcso9mKOwbkvORyqvt8trHPZ6/o89kl94oc9ylVKna/9ibffvkZRw/tZ9PWl90iKOcll1NbVcnNa1cwGgz4+qlJz1hNbHwi94uLnvwBE6DvadrXXXnSXMRd8ZLLqaup5M6NArvv8FOzOH0V0XEJRMXGYzQayM/Jpqdbj9Y/kHVbd7r8hFWwz6Gqq5znUCsz7fZSXFRkn/v5+/P1F59gdsz9XPuwNFnnUDD6nLXYTfunl5ecuuoqbl9/bNtLlmcSn5jMhTMnOFl0h97eHpRKFdNnzWV62hxXS3bg6eVFQ20VRbfsY7rSV838ZSuJjEkgMDiM+ppKDu39DLPJyPqXXiUs0nW1wcA+B6muquT61X7/rWb5yjXEJSRisVhoamzg5JGDSKVSZs9fSFRMjEv19jNanwTQ+vsTFh5BXW0NmWtce5ANPFlvVEwMD+4XO7LhJBIJUdExPHr4wKX142Bk7RqNlgPf72XD5q2ODOa16zfxx9//hpzz2WSsWuNS3XK5nJrqSm70zZ38/NSkr1xNXLx9S61EIiFlRhpX8vNImZ7qUq0DGam9VSpf9Ho9hbdvUXj7luN+P7Wan/7s302INontKQt23K3RjbcWQR8JIe5TRPVZsFpdX/vlWZFKXZ+J9DzUtrnP9uhnIVzr3sVsXY3NZuPj3/6K5GkpLH/BI8Lv17n+gJnnwV/lfnV3nkSg7/gfeHL+7BmqKit54+2xyyC3TEKfbTK737akp8HTw/UByOdBNgnHyHa90dUSngu1z/jVMjp2+CC9hl5e3rlnzD97IjPsjh4+gKG3l5d3vVg9v8k4XwXQGcyulvDM9Brdb+fC06BRTr65CIDXJB1rBBOHwTT+ffL08cP0dHezdcfYjDlyT/eqQfy0eD9l6pt77LEUCASCv0A6OtopK31EdHQsFouZa1ev0N7eRsoM91lRErgWm81Ge3sbFWVlBIeGulqOQCAQCAQCgUAwBIOhl+amRorv3WXry7tdLWfSIAJyAoFA4CIkEgmFt29xNus02GwEBgXzyutvERgY5GppAjfBYDDwh49+TWhYOIuXprtajkAgEAgEAoFAMIRD+/fSUFdL2sw5xMTGu1rOpEFsWXVDxJbViUNsWZ1YxJbViUNsWZ04JmLL6nggtqxOHGLL6sQhtqxOLK4+EOx5mIzzVRBbVicSsWVV8OfKRGxZHWvEltUnUHzzMjXlD+jqaEUm8yAgJJzU+cvx1TwucHst9zSNNRX0dOvx8PQkIDic1AXp+Gnsx8Qbenu4cu4YHa1NGHt7kSsUhMckMmPeMjy9Hj/oVD68R8ntAnQdbXh6yQmNiiV1wQrk3s/+kP80uvux2WzkntxPQ3U5i1dvJSL28RHP3bpOruedoam2Cg9PT2KmTGfG/HRHweqasgc8uneT9tYmrBYLftoAUuYsITQy9pk1Pw/5F3M5fzaLufMXsnrtenp6esi9cJby0lI6OztQ+PiQlDSV9BUrkXt7T4gmgKrKCgouX6S+vg69TsdLO3YzJWkqABaLhdwLZyl99JCO9ja85HJiYuNZkZGJytfX8Rk9PT1knTrOo4f2o7eTkqexas16vLwmbhCtqqzg8qWLNNTXotPp2L5zD0nJUx2vG41Gzmef4f79YvspphoNc+ctZPbc8TsgoaG2irs3rtDaVE9Pt54V67cTHf/YZj//9f8a9n1zFq9g+uyFjr9Xlz/i9tWLtLc0IfOQERwexcoNLzteb26o40b+eVqaGpBIICA4jDmLM/APDB633zYag219sjDRuktuXaG24gG69lakHh4EBIczfX46vurHvi/n2F6a66ud3hebnMbspasBqHhwl+s5J4f9/I2vfohc4QNAU10Vd66cp6utBYVSRfKsRcRMmf5cuutqKrlz7TItTQ1063VkbnqZ2IQkx+vX83MofXAPfVcXUpmUwOBQ5i5eQXBouNPnVJY95OaVPFqb7XYdGhHNms07HK83NdRRkHeOlsZ6kEBQSDjzl2YQEBTyXLpfFHex636f3dDns7cN8Nn9tDQ3ceFsFlVVFVitVgICgtj28i781Gqn+2w2G9/v/Yry0kfDfs5YkZ93nssXc5yuaf0DeOv9nwKw75vPqKmqdHp9xsw5ZK7d6Ph7fV0teReyaWyoQ4KEkLBwlq3IJCh4/OzhSW1tNBq5cDaLhw/s44qfWsOceQuYNefxuGI2mzmXdYriortYLGZi4xNYvW4jSqXrFvyGs2WdTse5rNOUlz3CaDTi7x/A4mXpJE8dn0ObaqsruXXtMs2N9XTrdazdvIO4xMd+xGazcTU/h+I7NzEYDISGR5K+at2QQxsqyh5yPT+XluYmZB4ehEdEsW7rTgBamhq4UXCJ+tpqent68PVTk5I2m9TZY3dKeVVlBVfyH8+htu/YzZQBcw+bzUbuhXPcvnkDg6GXiMgo1qzfiL+/fd7d0d7OxbwLVJaXo9frUKl8SZmRyuKl6S49we9SXg73S4ppbWnGw8ODiMgoVqxa7Tjh0RWMNl8FuF9yj5vXr9FQX0dvbw9vvfdjQkKcywuYzWbODuqPa8a5PxqNBq7kXaDsYQk93d0EBoewbOUagkPDsVgsXMk7T2XZIzo72vGSy4mMjmVR+kqUKvs8u7OjnWv5edRUldOt16NUqZgybQZzFy4dMxupr6mi8MZlmhsb6OnWsWrjdmLiH/fHnDNHeVhc6PSeiOg41m59vBXuzJHvaW1uoLenGy+5N+FRscxbvAIf1ePnhdbmRvLPn6a5sQ65woeUtLmkzlnIWHHrxlVu37hGZ0c7AAGBQSxcspy4hEQ6Otr5429/Mez7Nm3bQVKfr+vs7CD75DGqKsvx9PIiZcZMlq1YNaEHID1N/5ton/2suMM48yJcv3qFy/kX0et0BIeEsnrtBsIjIlwtC4CC/DzyLpxl1twFZGSuBeDMyaNUVZSh0+nw8vQiLCKSZStW4T/AZjo7O8g+dZzqftuensbSCbTtp7Frs9lM9pmT3Cu6i8VsJi4+kbXrN6JUTcyc6YUDck311SSkzEIbFIrNaqXwai45J/axdse7eHjaV/u0gSFEJ0zDR+WL0dBL0fWL5Bz/no17foREKkUikRAencD0uUuRe/ug62zj5sUsrht6WbhyEwDN9TVcOX+cmQszCI9JoEffxfW8M1zLOcWSNdvGRXc/DwqvI2HoCqDNaiX35A94K3xYufVVerr1FJw/jkQqJXV+uuN7QiJimDE/HU8vOeX3C8k79QOrtr6GNnB8H/Dqamu4ef2a04ODrqsLXZeOlZlrCAgKorOjg5PHj9Cl62L7jonb620yGQkKDmFG2mwO7t/r9JrZZKKhvo7FS9MJDg6ht7eX7NMn2L/vG9569wPHfUcP7Uen07HrlTewWq0cP3qIU8ePsHnby4O/btwwGo0Eh4SQNnMWP3y/d8jr2adPUlFRxpZtL6NWaygrfcSpE0dR+foyJSl5XDSZTSa0gcEkTkvl/IkDQ17f+c5fOf29pqKMS2ePEx3/WE/FoxLyz51k9sJ0QiNjsFqttLc2O143mYxkHfmOqLhEFixfg81m49aVXLIOf8eOtz6c8OPmh7P1yYArdDfXVxE/bRbawBBsVht3r+WSd+J7Vr/8jpPvi01KZdqcJY6/ywYcbR8Zl0RIRKzT517LOYHVYnEE4/RdHVw6/QNxyTOZt2IDTbWV3Mg9hbdCSchzLEiYTSb8g0JImp5G1tEfhryu1vqzeMVafNUaLGYThTcKOHHgW3a99RMUPnZNZQ+Lyc06wbwlKwjvs+u2libHZ5iMRk4e/JbouCksWbkWm9XK9fxcTh7cyyvv/tVftF2bTEaCg0NIHcZnA7S3tfL155+QOnMWS9JXIJfLae4LVgzmWsHlYcfU8SAgMIjtu153/H3wBHBG2mwWLX180uTAPmA0Gjm472viEqewas0GrFYr+XnnOfDdV7z34d+OW+DiSW19LusUleVlbNyyHbVaQ3nZI86cPIbK15fEKXY/fvbMSUofPWDr9p14yeVknTrOwe/38tpbY3coyLMwki0fPfRDX5H+V/Hx8aHo7h0O7t/H2+99QEho2JjrMJtMBAQFM3V6GqeO7B/y+q2r+RTeuMrKdZvx9dNQcOkCR3/4lt1vfYBHny2XPijmwpnjLFi6gvCoGGxWG60D/EhTYz0KHyWr1m9F5etLfW0NOVnHkUgkzJg1NotxDhuZOZsDw8w9ruRf5PrVK2zc8hJqjYbc82f57psvef/Hf4WHhwctLc3YbDbWbtiEVutPU1MjJ48dwWQysrLvQcsVVFVWMGfufELDw7FZrZw/m83er77g/Z/81YQutg5ktPkqgMloIjIqiqnTUjh5/Miwn5E9oD/K5XLOnDrOge/38vo49sdzp47R2tJE5oatKJUq7t8r5PC+r9nz9o/x9PKkubGeuYuWEhAUgqG3l7xzpzl+8Dt2vm7X1N7agg0bK1ZvQK3R0tLSxPnTxzCbTCxZkTkmGs1mI9rAYKZMSyP7+NBxHewBuGWZjxdJZDLnMSUsMpq0eYvw8VGh13dRkHeW7BMH2LzzTcAemDx1aC9hkTEszlhLW0sTudnH8fKSkzxj1pj8DpWvH8tWrELTF7gvKrzFof3f8vo7H+AfEMiP//rfO91/59Z1rl65RGzfqZRWq5UD332NUqlizxvvotfpOHnUfgLrshUvdsDXs/A0/W+iffaz4C7jzPNyr6iQ7DOnWLthE+HhkVy9ks/eb77ggw9/hlKpdKm2+rpa7ty6TmCQc9JFSEgYU1Nm4OunxtDTQ37eBX7Y+xXv/uRnSKVSrFYrB/d9g1KpYvfr76DX6zh19BBSmZSlyyfGtp/GrrNOn+DRwwe89PIu5HI5p08e54fv947pQWqj8cKhyfT1O4hNmoFaG4gmIJj5y9fTreuirbnBcU/81DSCwiJR+qrRBoYwfe4yevRd6HWdAHjJvUlImYV/UChKXz9CImKInzbLKUOjpbEWpcqPKTPmoPRVExgaSfzUNNqa6sdNN0B7SyMP7lxl3vKhRzvX11TQ2d7CgoyNaAKCCYuKY/rcpTwquonVYk8HnbV4JckzF+AfFIqvWkvq/HR8/bTUVZY+l+6nxWg0cvjgftZv2oL3gMy3oOBgtu/cTWJSMlqtPzGxcSzPWMWjB/exWiduK1B8whTSV6xyyibrR+7tze5X32TqtOn4BwQSHhFJ5toNNNTX0dnRAdgzMcpKH7F+4xbCIyKJjIpm9Zr13CsqRNc1cVv1EhKnsDxjFUlTpw37ek1NFTNSZxIdE4tao2HWnLkEh4RSV1szbpoiYuKZvTCd6AGrjANR+Kic/lSVPyA0IhpftQawTwyu5mYxZ3EGSTNm46fxR+MfSGzi43+rzrYWjIZeZs5fhlobgMY/kLT5S+nt0aPr69cTxUi27u64SvfSdTuImTIdP20g6oAg5qavo0ffRXuLs++TeXjg7aN0/BmYrSzz8HR6TSKR0FRXRUzSDMc9ZcW38FGpSV24Aj9NAAkpswmPTeLh3WvPpTsqNoF5i5cTmzB8IDsheToR0bH4qTVoA4JYmJ6JyWigraURsNt1/vksFixbybTU2ai1/mgDAolPetx329taMPT2MmdROhptANqAIGYvXEpPtx5d11+2XccnTGHZilVOWTgDyTl/lviERFasWkNIaBgarT+JU5KHTCIbG+q5euUS6zdtnQjZSCRSlCqV409/cLYfD09Pp9fl8sd23tbaTG9vD4uXrkDrH+DIeuju1tPV2TFump/U1jXVVUwfMK7MnG0fV+r7xhVDby93bt0gI3Mt0bFxhIaFs37zNmprqqmtqR72M8eT0Wy5prqKOfMXEB4RgUarZcmy5ci9vamvqxsXLdFxCSxYsoK4xKF+xGazcedGAXMWLiU2IYmAoGBWrttMt76L8kf3AbsfuXj+DIvSV5GSNqfPTwSSMMCPTJ0+k6UZawiPjMZPrSVp2gySUtIoe3h/zH5HfMIU0jOGn0PZbDauXrnM4qXpTElKJjg4hE1bXkLX1cWDkuK+9yeycfM24uIT0Gi1TElKZv6ixdzve91V7H71DVJnziIoKJjgkFA2bdlGZ2cHDfXjYw9Pw2jzVYDpqWksWbZixHpJ/f1xZeZaYvr644Zx7o9mk4nSB8UsTl9FeGQ0aq0/85csx0+j5e7ta8jl3mzZ+RqJySlo/QMIDY8gfdVamhrqHb4tOi6BVes2ExUbj59GS1xCEjPnLqL0YcmY6YyMSWDuouXEJAw/XwV7AM5HqXL8GbybZ/qs+QSHRqDyUxMSFkna3EU01dc6nsNKS4qwWCwsy9yINiCI+KQUUtLmcvdmwZj9joTEJOISpqD1D0DrH8DS5avw9PKivrYGqdR5DFKqVDy8X0xScoojGFBRVkprSzPrt7xEcEgocQmJLE7P4Nb1q1gsE7e98Gn630T77KfFncaZ56Xgcj4zZ80hbeZsAoOCWLdxM54enty5dcOluoxGIyeOHGD1uk1D+l/qrDlERsWgVmsIDg1jcXoGXV2djmzRinK7ba/bvM1u2/GJLF62glvXr02YbT/Jrg29vdy+eYNVq9c5fPTGzduoqa6iZoLmTGOeK2gyGgB7kG04zCYT5Q8KUfqq8VH6DntPj15HTfkDgkKjHNcCgsPp1ndRV1WKzWajt1tPddkDQqPixk232Wzi8tmjzF6aibfP0Mh0a2Mtam2g02uhkbGYTUY62pqH3A/2iZLJZByxfcaK0yeOkZA4hdi4JxdUNPQa8JLLJzQt+lkxGOz/Pv2OoLamGrm3N6Fhj7ejxcTFI5FIqB3HYNezEhERxcMH9+nq7MRms1FRXkZbawtx8QmulgZAT7eemopSEqelOa619m0JlEgkHNn7Cfs++RVZR75zyiTy0/gj91bw8N5tLBYLZrOJh/duo9YGoPJVD/dV48az2Lo74S66TabhfXZVaTFHv/w1Z/Z/yt2rOZjNphE/o/JhER4enk7b+Vsb6wgOj3a6LyQihtbG8Z8AWSwWSu7exMtL7thC3dJYT7e+C4lEwg9f/ZGvPv4FJw/udcpsUWvtdn3/7i2HXd8vuo1GG4DKT9j1SNhsNkofPUDrH8C+b77gV//2j3zxycc8uO/8cG8ymThycD+r107cNoD29lY+/vW/8qff/ZITR36gc1AgraSokI9++U988aePyLuQjcn02M61/gF4KxTcvXPTbg8mE3fv3MQ/IBC/vgUMVxAR2TeudNnHlcqKMlpbW4iJs48rDfV1WK1WpwBBQEAgvn5qlwTkRrPliMgoiovu0tPTg81mo+huIRazmeiY2AnX2dXZTne3noiox98tl3sTHBpOQ519XtHcWI9e1wUSCfu+/COf/+7nHPvhW1qbm0b4VDtGo2HCyoJ0tLej1+uIGdDecm9vwsIjRv33N/b24v0cJWDGk/65n7vpehbqR+iPfuPYH602KzabDZmHcxavh4cH9SN8p7F/nj3K84nR2DvhC0T1NZV8/Ydf8P0Xv+fiuZP09oxcQ9nQ28OjkiKCwyIcGe2N9TWEhkc5ZTRHRMfR0d6Kobd3zPVarVZKigoxm0yERUQOeb2hvo6mxgZmpM1yXKurrSYwKNhpC3NsXDxGo4GW5sYx1/i0DNf/3MlnD2SyjDMjYbFYqK+rdfLbEomE2Lh4aqonftweyNnTx4mLTyT6CYc0mIxGiu7cwk+twbdvzlxfU03AINuOcdj26OPmeDHYrvt99EDbCQjs89HVVROiaUxPWbXZbNzMP0dASDhqf+d6D4+KbnL7ygUsZhO+ai3pG3YO2f5zOfsItRWPsFjMhEXHMzf9cdp8YGgECzM2cjn7CBazBZvNSlh0PLOXvnja9Ei6b+WfIyA4nPCYxGHf19utx1vhvNrev12rt6d72Pfcv12A2WwiMn58tisCFN0tpL6+jrff++CJ93Z3d3Mx9wKzZs0ZNz0vitls5sK5LKalzHBkL+j1OnwGBUmlUikKhQK93n0OIFm9bgMnjx3h17/4F6R927PXb9xCVHSMq6UBUFpSiKenl1M2XVdnOwC3C/KYu3QlKl81RbcKOH3wG7a99iPk3go8veSs2fYK54//wJ1rlwDwVWvJ3LJrQgO7z2Lr7oS76LbZbNy+fA7/4HD8tI99X2T8VHxUfnj7KOlsa6awIIeujjYWZQ6f1VTxoJDI+KnIPB5v9+vt0SNXOPdRucIHs8mIxWxyunesqCx7yNkTBzGbTPgoVazf/orDR3f22fX1y7ksTF+Fr5+GO9evcOz7r9j11o+Reyvw8pKzccdrnDnyPTcLLgLgp9GybtseYdej0K3XYzIauZyfx7LlK1m+cjVlpQ85+P1e9rz+FlHRsYB9G2VEZBSJ47RdfzChYRGs3bAFjTaAbr2Oyxdz2Pf1p7zx7k/s25WmzcDPT41S5UtzUwN557Npa21h80u7APDykrNjz5scOfAdVy7lAqDR+vPSzldduoC1as16Th0/wke//FfHuLJ2w2bHuKLX65DJZEMenJVK5YSPj0+y5W0v7+LgD/v4+T//L6RSKR6enmzfuQet/9B6vuNNt14PgGJQVqfCR+l4rX/V/1p+DouXZ+Lrp+b29Ssc3vcle975ybCBo/raakrv32P9tl3j+wP66P83HpydqlSq0I3w79/W2sq1awWsXLVm3PU9LTabjazTJ4iIjCIo2DW1aceCkfqjzzj2Ry8vOSFhEVzLz0PrH4jCR8nD4iIa6mrw02iH3G82m7mUc5YpU6fjNSBLeCAdba0U3rjG4gnaZgb2wFlMQhIqXw1dnW1cu3SB04e/Y9PON5x8cMHFcxTfvo7ZbCIoJJzVm3c6Xuvp1g9ZUFP0PT/0dOvGLFDe3NTAN5//CbPZjJeXF1u27yIgMGjIfYW3b9h3/0Q+TjoZ7pnGpy+AodfpwQVVK0bqf+7ks/uZTOPMSHR3d2Oz2Yb4bR+lkpaW4ZN8JoKSe3dpbKjn1bfeH/GeWzeuknsuC5PJhNY/gJd3v+YIgOv1+pFt2wXP68PZtV7n+jnTmM4ob+Rl0dnWzMJVm4e8Fp04jdXb32TFpj2o1Frysw5jMTufFjRz0Uoyt7/BkjXb0Hd2cOvyOcdrnW0t3Mw/y7TZi8l86Q2Wrd9Bd1cn13PPjIvu2oqHNNVWMmvxyhf+/H4qH96j6MYlFq3aPCSQN1Z0dnaQdfoEW7a97Kh3MhIGg4F9335FQGAQS5dnjIueF8VisXDoh33YbDbWrN/kajnPzLWrV6itqWbHrld4+70fszJzLadPHqO8bHy3LD8tD+/dIS4pxbnOU9/ByzPmLiImIZmA4FCWrNoA2GvLgT179NLZEwSFRbD+5TdYt/11NP6BZB/9ftRMqrHkWWzdnXAn3bcuZdHV1sKClc59K25qGiGRsaj9g4hKmMa85eupq3iIri+oNZCWxlq62ludtqu6irDIaLa/+h5bdr1JZEw82ccP0NNtf5Dut+tZ85cQlziVwOBQlq/eiAQoe2DP5DKbTeSeOUZIWCRbdr/F5p1voPUP4tSh74Rdj0L/Ye2JU5KZt2ARwSGhLFy8jITEJG5dt29RfvighMqKclauHlr+YbyIjU9kSnIKQcEhxMQlsG3HKxh6DdwvLgIgdeYcYuISCAwKZmpKKms3buXRgxLa21oBe0b/mZNHCI+IZPfr77LrtbcJCAzi0P5vMZsmxh6G48a1K9TV1rB95x7efPcDVqxaw5lTx6lwk3Gln6ex5Zzz2Rh6e9nz2pu8/d4HzF+wiIP7v6OpsWHY+11Nv63PXrCE+ClTCQoJI2PNJpBA6f2h2z1bm5s4eXgfcxcuIyrGPbNdu7o6+e7bL0memsLM2e6zOHvqxFGamhrZun3nk28WDCFzw1ZsNhuf/e4X/O7f/oE7NwpITE4ZciquxWLh1JEfABvLM4c/OEjX1cWR/d8SnzSVlLTZE6DeTnxSCtFxU/APDCImPok1m3fS3FhHfY3zYTypsxewdc87rN26G4lUQs6ZI46+OlFo/QN5490f8+pb75M2ey4njx4akgFkNpkoKSp0yo5zV0bqf+7ms/8cxxl3oauzg/NZp1i/+aVR56NTU2bw2tsfsPPVN9Fq/Tl2aD9ms3ueCO2u48qYzfZvXMyiruoRGZtfGXYrqqeXHE8vOb5qLQHBYRz8/JfUVDwgOuFx3Y3+ekR+mgC85N6cO/It02YvQuGjovjWZQJCIkhO6z+lKggPDw/OHfmW6fOWovB5vu0vI+lurK1C19nOwc9+6XT/pazDBIZEkLF5D94+SloH1bAz9GXGDQ64VT0q5lrOKRZlbiEkYvyyo+rr6ujW6/nkDx85rtlsNqoqK7h+9Qr/4f/6f5BKpRgMBvZ+/QVeXl68vGuPS0/VGgmLxcKhA/vo7Oxgz6tvOtX2USpVdPc/aPdhtVrp6elx6SlyAzGZTFw4m8XLO/eQMMWegRYcEkJjQz1X8i+6fCtaQ20Vne2tpK91znrqzw7QDMgWlck8UPlp0PfV0Sq7fw99VwcbdrzhmNwtW7OFb//wc6rKHhI3ZfiaemPJ09q6u+Euum9dyqK+qpT0jXtQjFA+oB9tkL3orb6zHZWfxum1ipI7qP2DhhxS461QYuhx7qOGnm48PL3GJTsOwNPTC0+NF34aLcFhEXz36Ufcv3ubmfMXO8YITd8pg2Cvk+er1jjqwz0qKaKrs4Mtu99y2HXG+q188dG/UlH6gISk8T+Ry13s41lQ+PgglUoJCHTOjPcPDHScYlpZXk57Wyu/+Od/cLrn0P7viIiK5pXX3x53nXJvbzT+/nS0tw37emiY/SSzjvY2NFp/iu8V0tnRwZ7X33XYw/rN2/ntL/6RRw/vkzzt+U4MfhFMJhM557LZtmM3CX2ngwYFh9DU2EDB5UvExMWjVKqwWCz09jpvL9Pr9RM6Pj7Jlj/46c+4frWA9378U4L6CkUHh4RSXVXJ9asFrNs4dHF3PPHpG/t6BrVTT7feccpy/8q+duD46OGBn59mSJ3JtpZmjuz/imkzZjNn4dLxlu9A6cg+0KMacNKkXq8bcvpnV1cX33z5GRERUayf4PYejdMnjvHowQNee+sd/Pz8XC3nhRipP3aPc39Ua7S8tOdNTCYjRoMRpUrFqSM/OG23t1gsnD7yA7rODrbuem3Y7Di9rotD331JaHgEGWs2Dnl9IvFVa5B7K+jsaCf8cYIZ3gofvBU+qLX+aPwD2PvJb2iqryU4LAKFj5LebuddS/0Ldc/77DgcMpnMcahDSGgY9XV13Lh6hdUDkgnul9zDZDIxbUaa03uVShUNdbVO17r7M11VE1/Mf6T+19bW6lY+GybfODMSPj4+SCQS9HrnefN4+4nRaGiop7tbz1effuy4ZrPZqKmq5Nb1Av7m7/8zUqkUudwbudwbrb8/YeGR/Obn/8jD+8VMTZmBUqmkvn4E257g3zWSXStVrp8zvXBAzmazcfNSNjXlD1mxaTfKp6gfZcMGNhwFN4f/XPt/+++xmM1DVnUkEmn/B4657qkzFxCXnOp07fT+Tx2nvAL4B4dz7+Zlenu6HQG4hpoKPDy98NM+fuirfHSPqxdOsWjVJsKixzcIExMbx3sf/NTp2rEjBwkICGTh4qVOwTiZTMaO3a+6ZRZGfzCuvbWVPa+/NaQQd3hEJIbeXurrah115CrKy7DZbISHu8fx0Far1X5QxmC7lUomfOVuOB7eu4N/UIijxlY//kGhSGUyOtpaCQ6z17+wWizouzpQ+todmMVsGqY/9p2bOEG/7Wls3R1xtW6bzcbt/GxqKx6SvuHpfHZHq72GyeBammaTkZqy+6TMWzbkPf7BYTRUlzlda6ytwD944k60stlsWCz2VbrA4FBkfXYd2jeTt1osdHV2OLazmEewayQIux4FmUxGaFg4bS0tTtfbWlscD38LFy8ldZZzZsWnH/+WlZlriZ8yckHvscRoNNLR3oYyJXXY1/tXy/uDLuZh5x2SPnNwjQ/vH1eG09WvKSQ0DKlUSmV5mePAoXEKfcAAAQAASURBVNaWZro6OwgfpqbRePEkW+7PMhzyW6RSl7Svr58GHx8lNVXlBPad0mc0GGisryUlzZ45FjTAj4RF2P2IxWKhq6sD1YAJfmtLE0e+/4qkaaksGHCK70Sg1mhQKlVUlJc5AnAGg4G62hpmz3l8ymtXVyfffPkZIaFhbNi8dci/gyuw2WycOXmc+yXFvPrm22iG2V452Qjt648V5WUkD+iPnRPUHz09vfD09MLQ20NVRSmL0+1bTvuDce3trWzb9fqwO3d0XfZgXFBIKCvXbXa5jeh1nRh6exzB8+Hodx39BeODQyO4ln8Bq8XiKJVUW1WOWuM/vnUdB8w/+rl7+ybxiUlDtvCFhUdy5VIu3Xq947dVlJfZ6+AGDN32On6SR+9/7uazYfKNMyPRP4+qKC91HCBjs9koLy9l7rwFLtEUHR3LG+/+2Ona6eOH0foHMG/hkmHnozabrc/27f0vNCKSK/l5TrZd6bDtwCHvHw+eZNePfXQpyVPtC+8t/T56wNby8eSFIzE3LmZR9aiYJWu24enpRW/fqoOnlz0LQtfZTnVpCSGRsci9FXTruyi5dQWZhwehUfbgVF1VKYaebrSBoXh4etLZ1sLtK+cJCAl3PCyGRcdzLec0j4puEhIZS2+3nlv5Z9EGhaJ4jujlk3T3Z+sNxkfl69AUGhGDnyaAgnPHSF2wnN6ebu5ezSUhZZbjWO7Kh/coOH+CWYtX4h8U5vgemYeH06mFY4VcLh9Sa8PT0xNvhYKg4GAMBgPffvU5ZrOJzdv2YDAYHMUNffqyHCYCo9FIW9+2ILAXIW5oqEfhrUCpUnHoh+9oqK/n5V2vYLXa0Ons0XSFQoFMJiMgMIi4+AROHj/C2vWbsFgtZJ06zrSUGah8R8/2GfPf0Trwd7TRUF+PQqHAT60mKjqGc9mn8fT0xE+tpqqigrt3brNq9dpRPvXFMJmMdHU8zgDRdbXT2tyAXK5wBNSMRgMVj0qYtyRjyPu9vOQkTZ/F7YJclCpflL5+FN28AkBMgn2QCIuK5dqlc1y5cJqpqXOxYaPwej4SqZSQiOghnzkePMnW3RVX6751KZvq0mIWZW7FY0SfXUxIZBxecm8625q5c/kcAaERqP2dJ4bVZSVYbVaiEoZmRMZNnUnpvZsUFlwgZsoMmuoqqSm7z+I1259Lt8lopHOgXXe209LUgNzbG7m3glsFl4iOS0ShVGHo7aHo9jW69V3ETbHbrJdcztTU2VzPz0Wp8kPl58eda5ftWvtOEI6IiqMg9ywXz51i+sy52Gw2bl3NRyqREhY5MXUfXW0fI2E0Gh1bOcHusxsb6vH2tvu6+QuXcPjAPiKjY4iKjqWs9CGPHtxnT1/mW//pcoPxVavH7aE75+wZ4hKn4OenRqfrIj/vAlKJlKRp02lva6Xk3l1i4xNRKBQ0NzVyIfsUEZHRBPUFY6Jj4sg9d4azZ04wa858++mVl/OQSKXjWgf0SW0dGR3D+ewzeHjYx5XqygqKCm+TkWkfV+Te3qTOnM3ZrFN4K7zx8pKTffoE4RGRExqQe5ItWywWtFp/Th47wsrMtSh8FDwoKaa89BE797w2LppMfUHZfro622lutPsRXz81qbPnc/3KRdQaf3zVaq5evICP0pfYvlMgveRypqXO5mp+DkpfX3x91dzq8yMJfb6mtbmJw99/RVRMHGlzFjiyASQS6ZDFxedl8ByqvePxHMpPrWbegoVcystBq/VHo9GQc+EcKl9fx8m9XV2dfP3FZ6jValZmrqF7QAaRaoIOXBmO0yeOUXT3Di/vegUvL7lj7ieXy/H0HJ/M6icx2nzVT62mp6eHzs4O9F1dAI6FCaVShUqlcvTHc1mnUPT1x6wJ6I+V5aVgs6HxD6CjvY1LF7LQaANInp7Wt011P00N9WzcvhubzeawU7m3fZ5tD8Z9gcpPzeLlmU61sX3GKGtk6Lje0TeuK5DLvblZkEdMQhIKHxVdHW1cvXgOP7WWiGj7gX5N9bU0NdYREhaJXO5NZ2c7N/Jz8FVrCO5brI9PSuFmQR652cdJnbOQttZmim5dY8GysauFl3s+i9j4RHz91JiMBoqLCqmqLOfl3a877mlva6W6qoLtu14d8v6YuHj8AwI5ceQA6Ssz0ev0XMw5y8w58yY0aeJJ/c8/IHDCffaTcMdx5nmZv3ARRw8dIDQsnLDwCK5eycdkMpHqoi3OXnI5gUHObevh6Ym3wofAoGA62tsoKS4iJjYehY8Puq5OruZfxMPDk7h4e/39mNg+2z56kPSMTPR6HRdzzzFzztwJs+0n2bXc25u0WbPJPn0Kb28Fcrmc0yePEx4RScQEzZkktqcMD9+tGb6o3b6P/2nY6/OWryM2aQY9eh3Xck7R1txgP51H4UNgaCQpsxfjq7Gn9jbWVlJ4NZeu9lYsFgs+Sl8iYhNJnrnA6eS/h3evU3rvNvquDjzlcoLDokldkP7E7VbPo3uk9yxevdXpJEF9Vyc38s7QVFeFzNOTmCkppM5f7ghsnTvyLc31Q09HiZkynfkrhq/VkBAytpOhrz7/hOCQUFavXU9lRTlff/HpsPd9+Nd/h1qjee7vsVqffqWhsqKcb7/6bMj16akzWbpsBb/7zc+Hfd+e195ynIrT09ND1qnjPHx4H4lEQlLyNDLXrHccI/40SKUvtto3UnvOSJvJpi0vodPpOH82i/LSR/T29uCnVjNz9lzmL1j0QiuNtW0jnzJVX1PJ6YPfDLkenzyDpZn27Qb3797kal42O9/+62G3KFgtFm7kX6D0/l0sZjMBIWHMX5bptI21tqqc2wV5tLc2I5FI8A8MZtbC5QSFhg/5vH7CteN7UtpAW59MjIfu+3Vdw17/4Y//POz1OenriJkynW5dF1cvHKOzrQWL2YRC6Ut4TCLJMxcOWUQ4f+RrfFRq5mcMv42lqa6KO5fP0dXeikKpInnWImKmjL7Nz181fP+tq67g2P6vh1yfMm0GS1au59zJQzTV19Lb04O3QkFgcCizFiwlKORxRp7VYqHg4nkeFttP2AoKDWfR8ky0A1agayrLuHE5z36qsERCQFAI8xYvJzhs5MzbQN+xX1wZyHjZteUZffbeEXz2hs3bALhz6waXL+Wh6+pE6x/A0vSMUQ9w+Mf/8f+ybcdupiRNfWodJrP1qe89fng/NVWV9Pb2oFD4EB4ZxeJlGWi0/nR1dnDy6EFampswmYyofP1InDKV+YuXOZVHqCgv5fLFC7Q0NyGRSAgKDmVJegZh4c82SfP0ePrFrie1tV6n48K5LCrKSu3jip+atNlzmDv/8bhiNps5l3WK4qJCzBYLcXEJrF737Kfbyl5wjBzMYFtubW3hfHYW1dWVmIxGNFp/FixazIzUmc/9He1644iv1VZVcPj7r4ZcT5qWysp1m+1B1/wc7t25idHQS2h4FMtWrUUzYNeDxWLhSt45HhQXYjabCQ4NZ8mK1Y5MlquXcrh2OXfId6h81bz+/l+NqE3t8/QBp8qKcr75cqiNzEidycYt27DZbOReOMftm9fp7e0lMiqaNes24h9g/x13bt/k+JFDw372//l//5en1gFDM09ehH/47/912OsbN28jdeasMfuesZqvbty8jcLbNzl+dGhbLlm2nKXpGYC9P57t648Wi4XYvv74rMFPneHp6zI9LCnicu45dLouvL29iU+cyoJlK+yBq452vvzDr4d939ZdrxMRFUPx3ducPXlk2Ht++n/830+to9c48m6ouupKThwYOq4nTp3B4oy1ZB3dT2tzI0ZDLz5KFeFRccxZlO44lKG1uYnLOWdoa27EbDah8FERERPHzHlLUA7Yrt3a3Ej++dM0N9Yh91YwLW0uaXMXjapbo3z6Z4lTxw5TVVGGXq/rC2KEMH/hEqcTM3PPZ1N89w7v//Rvh+0znR3tZJ06TnVlOZ6eXqTMSGNZRuYzJ0p4PcNYM5in6X/j4bPHmokYZ8aLawVXuJJ/Eb1e5/gNYx24N5hG7pNP4ruvPyMoOJSMzLXouro4c/IIjfX19PZlrkZERrNwyXLHWAN2284+fZzqygo8Pb2YNiONZStWPZNtyz2fv7TW09i12Wwm+8xJ7t21++i4+ATWrN/0wgtU3k8Zc3zhgJxg7BnrgNxE8SwTHHfhRQNyrmK0gJw7M94BOcFjRgrIuTsjBeTcmfEOyI0XzxKQcxeeJSDnTjxLQM6dGOuA3EQwWkDOnXmWgJw74eptjM/DZJyvwrMF5NyF0QJy7syzBOTciRcJyAn+MniRgJyreJGAnCt52oCc6LUCgUAgEAgEAoFAIBAIBALBBCICcgKBQCAQCAQCgUAgEAgEAsEEIgJyAoFAIBAIBAKBQCAQCAQCwQQiAnICgUAgEAgEAoFAIBAIBALBBCICcgKBQCAQCAQCgUAgEAgEAsEEIgJyAoFAIBAIBAKBQCAQCAQCwQQiAnICgUAgEAgEAoFAIBAIBALBBCICcgKBQCAQCAQCgUAgEAgEAsEEIgJyAoFAIBAIBAKBQCAQCAQCwQQiAnICgUAgEAgEAoFAIBAIBALBBCICcgKBQCAQCAQCgUAgEAgEAsEE4vG0Nwb6ysdTx7jQ0W1ytYS/KKRSiasl/MXgIROxdMHoBKi8XC3huZAJPzJhTMa2tskmn2aYnG09WTFbba6W8FxIJMJGJooek8XVEp4LX++nfmxzG2ST1K49hM8W/JlimYRj5GTUbOfp/Ih4qhcIBAKBQCAQCAQCgUAgEAgmEBGQEwgEAoFAIBAIBAKBQCAQCCYQEZATCAQCgUAgEAgEAoFAIBAIJhARkBMIBAKBQCAQCAQCgUAgEAgmEBGQEwgEAoFAIBAIBAKBQCAQCCYQEZATCAQCgUAgEAgEAoFAIBAIJhARkBMIBAKBQCAQCAQCgUAgEAgmEBGQ+wuhsqKcf/jv/5Xe3l5XS/mLRfwbjD/VVZX84Xe/4X//j//G/u++cbWcPztqqyv4+Of/E4NhctpwbVUFH/3r/8AwyfpgR3s7//Df/ysN9fWulvJEJrufq6oo55/+53+btPoFAoFAIBAIBJMHlwTkDn73BXnnTrviq5+LrEPfcC0v29UynomvPv+EM6dOuFrGczEZtU9Gzcf3f8nlC2dcLeO5Ga7Ns8+cIiQklJ/89d+xcctLrhE2DJPRPgCOfP8llyaxjRz67kunsSYkPJI3P/gbvORyF6p6MoPtxdfPj7/+u78nKDjYhaqGZ7Ladj/ffvkZZ8+cdLWMUZnsbTxZ9R/9/kvyJ5n/m6xtPVl1A+z/5nNysk+5WsYz8fUXn5J12r393nDs//Zzcs4+buvqqgp++U//3W0X2b758lOyJ2E7T7b+ONn0DmSyat//zedcmGR+D9y3T4oMOYFA8GdDe1sr0bGx+Pn54e3t7Wo5AjdDJpPho1QhkUhcLeWZkEqlqFQqpFIxZAsEAsFkwmazYbVaXS1DIBAIBG6KxGaz2Z7mxoZO05h8YfbJw9wvuuN07bX3/go/tWZMPn8gHd0vrjn/7DHK7t91urb5lR9RdOMyDbWV9Hbr8VH5MmX6bJJT577w9wFEB/q80PuPHj5A4e1bTtc2bt7GsSMH2bn7Vc6fy6K1pYXgkFA2bNrqVlkXw2n/8K//DqPJyPnsM1RVVgAQHBLKxi3b0Gr9XSHTiZE0Nzc3kXX6BF2dnYRHRDIjdSbHjhzk7/7+P71wsKix0/BC7885fYSHxYVO13a+/SFmk4mC3LM01FXh4eFJRHQcC9Iz8Va8mE32E+w3NplJw7X5YDZu3kbqzFlj8n0vwkj20djYwNkzp+js7CAiMooZaTM5dnhs7AOgpevFbOT86SM8uOdsI8tXb+TCmWNs2P4KBXnnaGttJiAwhOVrNqLRBrzQ9/Ujk45NsOzsySPcv+c81mSs2cS500d558N/j3wMA7YapdeYfdZI9vLbX/0b77z/E0JCQ8fsu16U0caafjs2mUz8sG8vRqOBnXtee2HbNlvG7sH2xJGD3C287XRt3catnDx2iL/+d/9xTIP6HrLnC6aO1sa7Xnmd82ezaG1pJjwikq3bd1JfV0v2mVPoujpJmJLEhk1b8fT0HIuf8FyMpn/Pa29yPvsMzc1NjjE9ICDwhb+z+QV9H8CFYfzf7nc+RNfZyZW8s7Q2NSL39mbKtFTmLl4+JsHyQN8XGx8n69zPFXMovcH8Qu/v58zxwxTfdfYhmes3k3XiCFte3kN+3nlamhrZuvM1IqNjXvj7fLxkL/wZxw4fpPCOc3u//d4HXLl8ifLSUkwmIypfPxYvWTYmc6hug+WFPwPgzImhbT2YqdPTWL1+y5h8n+IF2/rYkYPcHdTOGzZtJfvMSf72//hPjmsP7hdz4Pu9/Mf//F9e6Pv6kb7gHGq4/qjy9WXJ0nRmz53vuNZQX8cnf/gdH/7s71CPwzP80zKcXoVCwcIly1i4aAkA+7/7hkcPH/B3f/+f8PLyorOzk9/84l/48U//Bq2/654jh9O+bHkGN69f5b0PforCx/7s9d03X2E2m3jl9bfGZEG5+wX93+lh/J5EImHJ8lXMmb/Ica2psZ5vPvsDb77/UzQv+Lwu93xx33d8mD45PXXmkGsAu197i+iY2Bf+TqXX0/17ebzwNz0jSzPW0NHWin9AEPOXLAcYs4f98WDOkky6OtpQawNJnb8UAC+5Nz5KFUvXbEUu96a5oZYrF06h8FESnTDVxYph9Zr1tLa0EBQUzLIVKwFobmoE4Gz2aTLXrEelUnH+bDbf7/2aD376M2SyFzf0sWA47Tarla8+/4To6Fheef1t5HI51dWVbrPiOJxmi8XMD/u+Zc68+cycPZf6ulrOnnGf1N6Fy1fT0d6GNiCQ2QvTAZBKZRzZ+xlJKTNZkJ6JxWLiat45zp44wIbtr7lYsTOD29zWZwsf/+7XpC/PYGrKDORusi1xOPswmYwc+H4v8xYsJG3WHBrq6zmb5T72AbB4+Wo62uw2MneR3UbaWpsBuHrxAguXrcJb4UPe2RNcOHOMrbvedKXcISzJWE1HeyvagCDmL7brb21pdrGqJzOSvbgjo401AL29vez79is8vbzY89qbLg0MDcfK1etobWslMDCIpekZADQ3N7lW1CBGa+O8nPOsWbcBT09PDu7fx8H93yHz8GDrSy9jNBr5Yd+3XCu4zKIly9xS/4Vz2axcvRYfHyUnjx/h+JFDvPH2ey7TOpBFA/zfnD7/Z7PZOHXoO6ZMS2XFms20t7WQl3UcmUzmuMeVTNa532ScQ/WTvmoN7W0t+AcGsXDpCgBa+3zIxZyzLF2RiVqjRS53n4z9zDXraG1tITAomGXLMwC4mHOeluZmdr7yGj4KH9raWjGbxyYRY6xIX7mG9tbHbW2zWqmvq+XE4e95/d0P8ZLL8fCY8MfaEclcvY62vnbuH19KHz1wrainYLj+WHD5IkV3C50CcncL7xAZFe3SYBwMr/fypVyqKspZuGgJNpuNqqpK5N7eVFdVEp+QSFVlOSpfX5cG40bS7uPjQ+mjhxw/epiXd+3h+tUr1NRU8d6PPnSb3R3L+/xewAC/V3TnJvcKbzkF5O4V3iY8MvqFg3Fjxaph+qSHhwfLMzId91y+lEdxUeGYLA4+CxO+/0Uu90Yqk+Hh6YmPUoWP0r234XjJ5UilMmQenih8VCh8VMhkHqTOX0ZAUCgqPw2xU1KIT55B5aMSV8sFQO7tjayvjVUqldNWp6XpK4iLTyAoOIRNW19Cr9dxv6TYxYofM5z269cKkMvlbN2+g7DwcPwDAkibOXvCO8tIDKf55vVraLT+rFq9joCAQKbPSGNG2ixXS3XgJfdGJpPi4fG4HxYXXsc/KIS5S1ag8Q8gICiUZas3Ul9dSUdbq6slOzG4zX39/PD180OC3ceoVCq3efgfzj5u3biOf0AgKzPXEhAQSMr0GaS6kX2A3UakMqmTr+6fDMxbspywyGi0AYHMnLeYxroazOaxyTgYK+Ryb6RSGR4eHo/HGjeZzIzGsP5b4p5j5GhjjV6n46vPP0GpUrFz96tu0x8HIvf2RiaV4enpiVKlQqlyPxsZrY3TV6wkMiqakNAw0mbNpqqygnXrNxESGkZUdAzJU1OorCh3W/3LM1YRHRNLYFAQi5Yso6a6ym38yHD+797t6yh9fVmcsQaNfwCxCUnMXpRO4Y0CnnKzybgyWed+k3EO1U//OOPp4YlSqUKpVCHp89cLly4nOjYetUaLt0LhYqWP6W9vzwHt3aXrIiQklLCwcNQaDbFx8SROSXa1VCf6nx89Pe1trfL1c7Srj48SpVLlVoFPRzt7DBzL3Wt8GY7h+mPK9DSqqyrp7OgA7IsT94oKSZme6mK1w+uNiYmjusqeuNHU2IBMKiNleqpjPKysKCc6OtalumFkn71l28tUlJdyLvsMZ7NOs3bdRvzUalfLdSCX2+dOHgP83rQZM2lrbaG+rgYAi8VCyb27pMyY6WK1j5F798WgPB7P+eTe3o7/r6mp4vbNa2zbsQulSjWh2txnKWGScb/wOqUlhXTrOrGYzVitFjQB7pH+PxoREVGO/1coFPgHBNLiZhkBg2lsqCcqKsYtVnKflpbmZsLDI5yuRUREukjN09HW3Eh9dQWf//afhrxmzxJ1jxWOPwdaW1oICwt3uhY2yF7cGf8Bvk7howSgt0ePytd9JgwC1/LtV58TFh7Btu073XrRbTITHBzi+H8fpRJPT080Wq3TtbraGldIeyoG6lf1TX679Xq3evAYSHtbC8GhEU5ZCiFhEZhMRvS6Trf2f5Nt7jcZ51CDCQ4Jc7WEp2b2nLkc+P47GurriI2PZ0rSVCIio578RsFfBCGhoQQEBlF09w6LliyjsqKcbr2eqdNSXC1tWCKjYzAajTTU11NTU0VUTAzRMbHkX8wFoKqyggV921ndEY1Wy8rMtZw8foSpKdNJmeH6wOeTUKl8iY1P5F7hLULDIih79ACLxUxi8jRXS3sqGurrOHb4AJlrNxARGT3h3y8Ccs9BxcN73Mw/z+zFGQSEhOPp6cW9W1doaaxztbQ/Szw83C+z4s8Rk9FEVFwi85asHPKaQql0gSKBuyIdUA+r/+HUHTJEBO5DQuIUSkru0dLcRNCAwItg7JAOWKSSIBkS+JRIJG7dL6VOi2zCjwj+vPD0HLvaouNNfMIUPvzrv6P00UPKy0r59qvPmT13Hisz17pa2p8XEgmDPZx1DOuijifTZ6Q6AnJFd+8Qn5DoqHHmbnh7exMcHEJlZTm11dXExsUTFR3DoR/20drSQltrq1tkyI1GVVUFEomEjvZ2rFbrpFjYnJ42i1PHDpGesYZ7hbeYkpzilrsjBqPX6Tiw71vSZs4mdeZsl2hwyb+uTCrDZpscDgjsD58D9TbV1xAYEs6U6bPxDwzBV61F19nuOoHDIJMN38Y1NdWO/+/t6aGt1b4H3J0YrD0oOJiqqgoslrEpDDseDNYcEBhIXZ1zZkJtbfXgt7kU6aB+GBAcQntLMyo/NX4ardMfd5xYjmTj7shgrf4BAdTX1zrd446ZLDKpzFGfbzIik0kn5QP+ZLbtflasWs2M1Jl88+VnNDe5byaOTCbDanVvG5lM9jAck1W/dJD/02gDaKyvcfIpDXU1eHp6oVT5uULiECbr3G8yzqH6kclkWCfZOCOTDR3bfZRKZqTNZPO27axavY5bN667SN3IDPbXMqk9qG91U/8ilcqctPn4+GA0GDAaH9eFbWysd4W0URnOj6RMT6WpsZH6ulpKiu+5VdbWcHqjYmKoLC+nqqqC6JhYFAoFAQGBXMrLQaVS4R8wNgeRvSjDab9XVMj94nu89uY7dHV2kJdz3kXqRkYqkw2ZX8fEJeLp6cmdW9epLC8lJdV9tqv2MzgGZTab+WHfN/gHBJDhwgUIlwTkfP3UNNTV0tnRTk9PNzabjW8++S1lD92jBttglCo1LY116Lo6MPR046vW0tpcT11VGZ3trdwuyKW1yb0cqlqtoa6mho72drq7ux2d5mLuecrLSmlqbOTo4YMoFD4kJbv+IIqBDNY+d94CjAYDh374nrraWlpbWyi8c4sWNyrQPljz7DnzaGtt5WzWKVpamikqvMOdW6OfCjrRqPzUNNXX0dXZTm9PN9NS52Aw9HL+5EGaGuro7GijpqKUnDNH3eYAjYGMZOPuyGCtM2fPoaW5mXPZp2ltaeFe0V3HSUvuVGFE5aemqeGxjeDGbTwcKj8NjfW1dPWPNUPWpt2TyWzbA7WuWr2WlBmpfPPlp7Q0u4+/HoifWk19nXu39WSyh+GYrPp9/dQ0DvB/09LmoO/q4tL507S3tlDx6D438nOYMXu+2xTbnqxzv8k4h+rHV62moa7G/kzT3Q2TYJzxU2uorX3c3jnnz/Lgfgltra00NzXy6OF9AgLdo07zQHz91DTUP25rXz97ILy89CE93XqnQJc7oNZoqBvQzmHhkXh6epJzPpu2tlaK7t4ZcsqmOzCcH1FrNERERnH8yCFsVqtb1RgcTm90dCxlpQ+RSqQOW46KieVu4W2i3Cg7brD2zo4OTh0/Ssaq1URGRbNh8zbyL+Y6Laq4A/1zp/6+aLPZkEqlTJuexsWcs6g1/oSFu1+ZgcF98tSxw3R1dbJqzXp6urvR63TodboJTwJySUBu5ryFSKVS9n72Oz797b/S1dlBe1srBsOLH1U/HkydaZ9sHdv7R/Z/9ivCouKIjE0i78xhTv3wBYbeHhJTXJPiOBILFi1BIpXy8Ue/4hf/8r8dhThXrFxN1ukTfPrH36HX69ix+1W3q802WLvRaOSV19/GaDLy9Ref8OkffsetG9cdK2PuwGDNNpuNl3bs5kFJCX/6/W+5cf0qy1eucrVMJ2bMXohEKuGHLz/m649/jsVqYePON7BabZw6+A0HvvoDl3Oy8JLL3eZhYyAj2bg7MlirVCLlpR27uV9czB9//xtuXr/K4qX2U/pkbnRKWNqchUgkEvZ98TFf/P7n6Lo6XS3pmZg5dwESiYS9n/+ezz76N3Sdk0P/YHtxx/7Xz5P6Yeaa9UydNp1vvvyU1pYWF6kcmXkLFyORSPjk49/wm5//E51uaCOTydcNx2TVn9rn/77/4mO+/P3PsVotrN26i6aGOn746o/knT1J0vSZzFqw1NVSHUzWud9knEP1M3veIiQSKV/96SP+8Ot/oavT/e17wcLFSKUS/vC7X/PLf/1HZDIZF85m8aePf8tXX3yKRCply0s7XC1zCI62/uQj/vCbf8FqtbJwyXIu5WTzh9/8KxeyT7paohPzF9jHlz/+/tf86t/+EaPBwKat2yl99JBPPv4txUWFLElf4WqZQxjJj0yfkUpjYwNJydPcaivicHojo2Ow2WxExcQ47ouOibUH6wZcczWDtR87cpCw8AjmzFsAQHxCIrPnzOPIwf1uFXCePW8RUomUL//0ER8P8HspqbOwWiykzEhzscLhmdfXJ//0+1/z63/7R6qrK9HrdPzp97/hN7/4Z8efmuqqCdUlsT3lUmVDp3sdf/00dHRPPs0A0YHuuSdf4D40drpn8PpJBPvJXS3BbbmYe4Gb16/xV3/778fk81q6JqeNyKTuG3waCY1yfLd0t7Q08/Fvf8WPf/o3aP3/sg9XMU+SejuD8ZC5f/2XPxeaJ6nvC/Qd+/GxsqKcr7/4lL/7+/+Et7f7nED5PIzlb9Eb3OM032fFx8t9gqhPS7fBfcvNjIZiErY1gHQSzqEEE0v3OPq/mupKDuz9knd/8jf4KMfupFK55+Tsj0qvp+uP7pOKIRAIBH9BXL9aQFh4OAqFD9XVlVzJv+hYERMI+unp6aHkXhFecrlje45AIBAIBAKBQOAOWMxmenq6uXIxh8TkaWMajPtLQATkBAKBwAW0tbVwKe8CPT09+KnVzF+42LFtVSDo5/iRQ9TX17Ju/SY83Gg7s0AgEAgEAoFAcL/4LlknjxIYHMKaDVtcLWfSIbasuiFiy6rgSYgtq4InIbasThzjvWVV8BixZVXwJMSWVcGTEFtWJw6xZXViEVtWBU9iPLesjhdiy+pzYDQaKLh4gbKHJfR0dxMYHMLSjDUEh4Y77mlraSY/9yx11ZVYrVa0AYGs3fwyvn5qxz31tdVcuXiexrpaJFIJgUEhbHr5FTw8XryQ5N0b+VSXPaCzvQWZzJPA0HBmLVyBn+ZxfR6L2cyNS2epeFSM1WIhNCqWecvWoPBROu75+qP/PeSzl2RuJiZx2pDrTfXVZB36BrV/IBt2vvPCv+FpuZSXw/2SYlpbmvHw8CAiMooVq1YTEOA+JyjduFbAjetX6WhvByAwKJgly5aTkDjF6T6bzcZ333xFWelDtu/c41anhA3k+tUrXM6/iF6nIzgklNVrNxAeETEh311fU0nh9cs0NzXQo9exauPLxCQkDXvvxbMnKCm8yYL0TKbPmu+4fubIPlqbGunt0eMl9yY8KpZ5SzLwUfkCUFddwd2bBTQ31GEyGvHTaJkxZyEJydMn5DcOR/7FXM6fzWLu/IWsXrveZTqeFVforqup5Pa1y7Q0NdCt17F608vE9tmI1WLhav4FqspL6epox0suJzwqhvlLMlD2/fsDNDfWcyXvHM0NdUikEmITklmUnomn19DgVG9PD/u/+iPd+i7e/Mm/Qy5/9vo/tdWV3Lp2mebGerr1OtZu3kFc4mO7ttlsXM3PofjOTQwGA6HhkaSvWoda61xzraLsIdfzc2lpbkLm4UF4RBTrtu4cRnM3+778I3pdF+98+O+RT3D9pa7OTs6dPUPpo4eYTSY0Wn82bt5GWHj4k9/sQlzp+wZz+VIuD0qKaW1twcPDg/CISJZnZOI/aOyrrakm9/xZ6upqkEokBAWHsmPPa46i1a2tLVzIPkNNTRVWi8U+p0nPIDom1gW/yo7VaiX3wjmKCu+g1+tQqXyZkTaTJcuWu+0hIKP5uoka2+tqKrkzwPdlDvB9ANfzcyh9cA99VxdSmZTA4FDmLl7hNH89fXgfLYPGx/lLnf1jP53tbRz4+k9IJBLe/HBs6oM+C+7UH58Fd9L96e9+OexBDamz5rJi9XrMZjN5585wv7gIq8VMVGw8GavXD7tlq6enm28+/Ri9rosPfvb3Ezqu/PZX/zbsgSqz58xjzfqNmM1mzp45xb17d7GYzcTFJ7Bm3UaUqonbevbp70do65n2tu7HZrNxeP83VJaXsnHrTuIHnPjZUF/LpZyzNDbUIUFCcGg4S5evIjA4ZNx0V1VWUHD5IvX1deh1Ol7asZspSY992LEjB7l7x/k01di4BHa98rrTtUcP73Mp9wJNTY3IPDyIioph+84946Z7ME96FjObzWSfOcm9on4bSWTt+om1keF40nNuT08PuRfOUl5aSmdnBwofH5KSppK+YuWEz+2eFnd5ptF1dXLxwlkqyh5hMpvQaLRkrt9MSN+YaDQauXghm9KH9+nt7cHPT8PMOfNInTUXsM//L1+8QGV5KV1dnSgUPsQnJrFo2YrnehZ4Gi5fzLXbQ2ufPUREsXyl89zv1o1r3CsqpLG+DqPRyM/+/f85pDZpT08P2aeO8+jhfSQSCVOSp7FqzXq8hnnOeVHGJSB3/vQxWpubWLV+K0qVivv3Cjny/dfsfvvHqFS+dLS3cWDv50ydPpP5i9Px9JLT1tLktB2nvraaYz98y+z5i1mWsRapVEpzUwMSxmai2VhbxZTpswkICsVqs3L7Sg5nj37Hpt3v4uFpb+jrl7KprSxl6ZqteHnJuZp7htxTB1jzkrMDXZixgbCoWMffvbyGGpjR0Ev+2WOERMTQ26Mfk9/wtFRVVjBn7nxCw8OxWa2cP5vN3q++4P2f/NW4GNXz4Ovrx4qVq+0Fy21QePsm+7/7hnd+9BOCgoId9129ko+bPms4uFdUSPaZU6zdsInw8EiuXsln7zdf8MGHP0OpVD75A14Qs8mENjCEKSlpZB/7YcT7Kh6V0FRfO+ykMSwimrR5i/HxUaHXd1GQe5bs4wfYvOtNABrravAPDCZ17iIUPkqqyh6Sc/oIXl5youISx+23jURdbQ03r18jaBwnXOOBq3SbTSYCgkJInp7GmaPONmI2m2hubGD2/CX4BwVj7O3l0oUznD7yPS+98g4Ael0Xx3/4hrikaSzJWIPJaOTShTOcP32U1Zu2D/m+nKxj+AcG0a3vekHNwUydnsapI/uHvH7raj6FN66yct1mfP00FFy6wNEfvmX3Wx84xpbSB8VcOHOcBUtXEB4Vg81qo7WladjvO3/arlmve37Nz0tvTw9ffPZHomPi2LXndXyUPrS1tuKtcM+JYz+u9n2Dqa6sZNac+YSGhfUFsM6y79uvePdHHzoCx7U11Xy/9ysWLFrKqjXrkEqlNDU2OAW1Dnz3DRp/f3a/+iYeHh5cu3qFH/Z9w49+8jOXPYhcvpTHzetX2bTlJQKDgqmrq+X4kYPIvb2ZN3+hSzSNxpN83USN7WaTCf+gEJKmp5F1dOj4qNb6s3jFWnzVGixmE4U3Cjhx4Ft2vfUTFD723QthkdHMnLcYhVJFt76LKzlnyT52gC2733T6LKvFwtkTBwkJj6Sxrmb8f9wg3K0/Pi3upnv3G+9iHbCZqLW5iYPffUVCkn3hPffsacpLH7Jh68t4eck5n3WSYwe/Z+drbw/5rOyTRwkMCnbJuPLWOz9y+h3NTY3s/foLkqel2LWdPsmjRw/Ytn0ncrmcM6eOc2D/Xl5/670J07j79WHaet9XJCQ7Jzncun5l2IUHo9HIoe+/IS5hCisy12O1Wrly8QKHvv+at3/8N+N2srDJZCQoOIQZabM5uH/vsPfExSewftM2x989BmkpKb7HqeOHSV+xiuiYOKw2K81NjeOidySe9CyWdfoEjx4+4KWXdyGXyzl98jg/fL+XN96eOBsZjic95+q6utB16ViZuYaAoCA6Ozo4efwIXboutu/Y7VLtw+EuzzS9vT3s+/ozIqNi2LJjDwqFko72Vry9FY57cs+dprqygrUbt+GnVlNZXsq5MydQqnyJT0xCr+tCr+tiWUYm/gFBdHZ2cO70cfQ6HRu3jc9JzlWVFcyeO4/QsHCsVis557P57psvefeDnzriHmaTibj4BOLiE8g5lz3s5xw9tB+9TseuV97AYrVy4ughTh0/wuZtL4+55jHfQ2E2myh9UMyi9FWER0aj1vgzf/Fy/DRaim5dA+BK3jmiYxNYvHwVgcGhqDVaYhOSnDLPLp4/w4zZ85i9YAn+gUFo/ANITE5BNkY1dFZu2kV88gzU/oFoA4JZmLGBbl0nrU0NABgNBkqL7zB78UpCI2LwDwplUcYGmhtqaW6odfosLy85Ch+V489wGgtyThOTmEJgyMRnN+x+9Q1SZ84iKCiY4JBQNm3ZRmdnBw31dROuZSQSk5JJSJyCv38A/gEBLF+ZiZeXF7U11Y57GurruXL5Ehs2bxvlk1xPweV8Zs6aQ9rM2QQGBbFu42Y8PTy5c+vGhHx/ZGwCcxcvJyYhecR79Lou8s+fYfnaLUilQ93A9NkLCA6NQOWnJiQskrS5i2iqr8FqsW89mDl/CXMWLSckLBI/tZbps+YTER1PxaOScftdI2E0Gjl8cD/rN22ZVKfIuVJ3VGwC8xYvJ3YYG/GSe7Nx+yvEJ01Dow0gOCyCJRlraW6sR9dlX7muKn+ERCplacZaNNoAgkLCWLZyHeWPSuhob3P6vKLb1zEYekmb82IHVkTHJbBgyQriEodqttls3LlRwJyFS4lNSCIgKJiV6zbTre+i/NF9wJ5RdPH8GRalryIlbQ4abQDagEDHQ9VA7t66jsFgYOZc1wQ28i/l4eenZtOWbYRHRKDRaImLT0Crde8TVl3t+wazY89rzEibSWDf2Ld+01a6Bo1957JOMWfufBYuXkpgUDD+AYEkT5vuCOJ2d3fT1tbKgkVLCQoOQesfwPIVqzCbTDQ3T+zD0kBqqqvs4+aUJNQaDVOnpRAbl0Bd7cQHfp7Ek3zdRI7to/k+gITk6UREx+Kn1qANCGJheiYmo4G2lsf/1jNmLyA4LALf/vFx3iIaB4yP/VzNv4BaG0DcFNdk8rtbf3xa3E23wkeJUqly/Cl/9AC1RktEVDQGQy9Fd26yLGM1kdGxBIeGsXr9Zuprq6kf1Bfv3LyGobeX2fMXueR3+CiVqFQqx59HDx+g0WqJio7B0NvL7Vs3WJW5lpjYOELDwtmwaRs11dVO8/DxZkhbl/a1dWS0456mxnpuXL3MqnWbh7y/rbUZQ28PC5esQOsfQEBgEPMXp9PdrR82826siE+YQvqKVaNm9spkHk7t7614HNSwWq1knznBilVrmDVnHv4BAQQGBjF12sTuOhntWczQ28vtmzdYtXqdw0Y2bt5GTXUVNRNoI8PxpOfcoOBgtu/cTWJSMlqtPzGxcSzPWMWjB/exWt2rDIY7PdNcu3IJla8fqzdsITQsArVGQ3RsPGqN1nFPXU0NU6enEhkdg59aw4yZcwgMDqGh3h4rCQgKZuO2ncQlJKHWaImKjmXRsgzKSh+MW9vvfOV1ZqTNcsz9NmzeNmTuN3fBIhYuXkZYeOSwn9HS3ER56SPWbdxCWEQkkVHRZK5ZT3FRIbqusV9QGfOAnNVqxWazIfNwjvx7eHhQV1uNzWajsuwRGq0/R/Z/zSe//Vf2f/0JZQ8fP8j3dOtprK9FofDhh28+5dOP/pWDez+nrqZqrOU6MBntNUe8+oy/tbkeq9VKaESM4x4/bQA+Kr8hAbmruWf4/tNfcnL/5zwqvsPgsnylxXfQdbYzY+6ScdP/LBgM9t86MMLtTlitVoruFmIymYiIiALAZDJx+OD3rF23EZWLU6NHw2KxUF9XS0xcvOOaRCIhNi6emmrXDlj92Gw2Lpw+zIw5C9AGBD3xfkNvD49K7hIcFol0lNVFo9GAlwts6vSJYyQkTiF2QJtPBiaTbmOfz+jP/rVYzMhkMqcVallfKYGG2sd+uq2lmRtX8shYu5nxTH/p6mynu1tPxIBMZbncm+DQcBr6MlOaG+vtWQkSCfu+/COf/+7nHPvhW1qbnTPk2lqauX45l5XrNo9ZRvaz8vBBCaFhYRz4/jt+8S//mz99/BE3b1xziZanZTL4PsfY1/cg1K3XU1dbg8JHyVef/4nf/Pyf+fbLT6muqnS8R6FQoPUPoKjwNiajEavVyq2b1/HxURISGuaS3wEQERlFRXkZrS0tADQ21FNdXUl8wsRnKD+J0XydO4/tFouFkrs38fKS4x8YPOw9/eNjyKDxsbaqnPIHxSzJWDtRcp2YDP1xONxdt8VioeReIdNmzEQikdDUYH9WiIqJc9yjDQjE19eP+trHelubmyi4lMOajVvBRePKQCwWC0WFt0lNm4VEIqG+vg6r1erU7gGBgfj5qV0WbLFYLJQUPW5rsPuLU0cPsiJzHcphdndo/QPw9lZQVHgTi8WC2WTiXuFNtP6B+Kk1E/wLnKmqLOdX//aPfPzRrzh14ig93d2O1xrq69B1dSGRSPj0j7/j1z//Z/Z9+yVNE5whN5DBz2L9NhI7jI3UVo/f8/nz8DTPuYZeA15y+bBJCa7EnZ4Nyh4+ICQ0jOOHvufjX/0LX3/2MYW3nRdGwiIiKHv4AF1XJzabjerKctpbW4mOGVm/0dCLl9fEtb2h13nu9zTU1lQj9/YmNOxxIlVMXDwSiWRcFj7HfMuql5eckLAIrl3OQ+sfiMJHycOSIhrqavDTaOnp1mMyGblRcIn5S1ewaNkqqsofcfLw92zd9TrhkTF0drQDcDU/155FFxRCSdEdDn//Fbvf/ADNGGcJ2Gw2rl/MJjA0Ao2/PUDR261HKpXhNWh/s7fCh97ux1tOU+ctJSQiGpmHJ/XV5VzNPY3ZZCQ51b53uqujjZtXLrB666tu0eltNhtZp08QERlFUPDwE0xX0dTYwOef/AGz2YyXlxfbd+4hMMj+75F1+gQREVFMcdOacf10d3djs9mGbKvwUSppaWl2kSpn7lzLRyqRkjJz3qj3FeSdpfj2dcxmE0Gh4azevGvEe8se3KO5oY4lK9eNtdxRKbpbSH19HW+/98GEfu+LMpl0m81mruSdJSE5BS+5veh4eGQM+TnZ3L52memz5mE2mSjIOwfYgxxgr8F59uRBFixbicpX7fDr40H/dyoG9TuFj9LxWv/3X8vPYfHyTHz91Ny+foXD+75kzzs/wdtbgcVs5szxgyxMX4Wvn5qucdQ8Gu1tbdy4drXv5N1l1NXWknXqBDKZjNS0WS7R9CTc3ffZbDbOnTlFeGQUgX1lENr7sjkv5V5gxarVBAWHUFR4h33ffMHb7/8ErX8AEomEXa+8wcH9e/n5P/8DEokEH6WSl3e/6tJFrUVLlmEwGPj9b3+JVCrFarWyPGMV02ekuUzTcDzJ17nj2F5Z9pCzJw5iNpnwUapYv/0VvBXOh21dyTvLvVuPx8e1Wx6Pj709PVw4fYwV6zY7fOZE4+79cSTcXXfpgxIMvb1M7etner0OqUw2pA6VQql0GgtPHj3A0hX2cae/PpcreVBSTG9vLzP6xhO9XodMJhuSkeOjVKLX6VygEEoflmAw9DJ1+mOflnvuNGHhEcQPkykP9mfQ7Xve4NjBfVzNzwVArfFn607XPoPFxSeQlDwVtVpDe3sbOeey2bf3K15/6z2kUqljLLqYc56MzLWo1WquXsnn2y8/5f2f/AzFMwQSXpSRnsUaG+qHtRGlUole7xobGY6nec7t7u7mYu4FZs2aM8HqRsfdng06O9q4c/Mas+YtZN7CpTTU13Ih+xQyqYxpfT5wxap1ZJ86xp8++oW9j0kkrFq7kYio6GE/s6e7m4JLuQ7fM97YbDbOnjlpt4egp4976PU6fHycxyGpVIq3QjEu9j4uNeRWrd/KuVNH+Pz3v0AikRAYHEpicgpNjfWO7LHYhCnM7NvCFBgcQn1dDUW3bxAeGeO4JyV1NlOnz+y7J5SaqnJK7t5i4bKVY6r3au5pOlqbWb3ttWd+78CsN//AEMwmE8W3CkhOnWvfIpV1hNR5S50Oi3Alp04cpampcUJrQjwt/gGBvPujDzEYeikpLuLo4QO89sY7tLW1Ullezjs/+omrJU56mhvrKbp1la173nli4e/UOQtJSpmJrquDm1fyyDl9hNVbdg55X111BblnjrF01fqnyrgbKzo7O8g6fYI9fXWdJguTSbfVYiH7+AEAlmY8DrZqA4JYsWYTl3OyKbh4DolEyvRZc1H4KB32UXDxPBptIFOmznCF9CH0jyuzFywhvm8LWcaaTXzxh19Ser+YlLTZXM47h9Y/gKRprtVss9kIDQtnxcpMAEJCw2huauTm9WtuG5Bzd7JOHae5qZFX3njHca3fJtJmz3FMDkNCw6isKKPw9k3SMzLtk/tTx/HxUfLKG+/g4eHBnVs3OPD9t7z+9vuohinkPxHcK7pLUeEdtry0g6CgIBoa6sk6fRKVr6/b2MiTfN2D+yVuObaHRUaz/dX36O3ppuTuLbKPH2Dr7recyqqkzVlIct/4eONyHudPH2Ft3/iYm32chOQUwiKGfyARTF6KCm8RE5fwTP3+Ys5Z/P0DSU5JHUdlz8btWzeIT0jE19c1/utpKLrj3NZlD+9TXVnOnjd/NOJ7zCYT2SePEhoeydpNL2Gz2rhxNZ8j+79l9+vv4uH54ocCPg/TUh7PKYKCQwgKCuH3v/0FVZXlxMTGO8aiRUuWkTzVXkZj/aat/PaX/0pJcRGzZs+dMK0jPYtNFp70nGswGNj37VcEBAaxdHnGxIr7/7P31+FtJQn+7/+WSZItk2RmpsRhcByHHGZOOmmm6Z7p2Z3ZnS/c+7v3uffZ/d797s7uzO4wz/Q0pjvcYXLIYbRjiB1DzMxsyZZ+f8iWIaZ0xzpST72eJ39ElpWPKnVO1alTp2oMlnhtYDAY8PLxJXGRcdzF09uH+rpaMtMfmAbk0h/eo6qynA1bd+Ls4kp5aQlXLpzFSeVM0KCZw2B82ub44S9x13gwL3GxWb7DhbOnqKurYc8rb5rl3/u6JuV/3NXNnc27XkWn06Lt1uKkUnH+5BFcXN1QKB2xsbHBfdguZ+5qDZV906L7F5l/9j0etLa2vNCs965doKK4kOWbXjLtIAmgcHRCr+81TqscNEuuq7MDhePoi8pqvHzJenCT3t4eent6aKitorGumvvXLgADFwBf/OEnLF2/c8gjsZPt/JlTFOTlsfe1N3BxcTHbvztRtra2xoVEAR9fPyorKrh39xZ2dvY0Njbws5/825D3Hz20n4DAIPa++oYEaUfm6OiITCajvX3oxh0d7e0jTq83t+qKUjo72tn/19+YXjMYDNy9dpHstLvsfON7ptcVSkcUSkdc3dW4qTXs//A31FZV4OU7sNNZVXkJF04cZN6i5UTEmrezWVVZSUd7O3/98++HfJfSkmIe3LvDf/s//m+LmJU6nLXk1vf2knL6KG2tzazbuveZmR4R0VOIiJ5CR0c79nb2IIPMh3dx7nsspKKsmMb6Wv78y5whv/fpH37OjLmJzE5Y9MKyOvbNpugcdpx1drSj8fTue09fu6IeaFds7exwcXGjra9dqSgtpqG+lj/8fOi55qPf/4yZ8xKZu8A8HQiVyhkPj6GD2xoPD3JzHpvl3/86LPncl3LuNAX5ebz08ms4D2r7+h+RHL7juFrjQUuLsU6UFBdRWJDHBz/878j7jgFvH1+Ki56SlfGI+QsWmulbDHU55TwJiQuJm2K80PP08qaluZlbN65ZzIDceOe6mbPnWGTbbm/vgL2bAy5u7nj5+nPgo9/zJOsR0+cuML1nSPvoruGLD39DTVUF3r7+VJYWU1KYR8aD26b3GwwG/vLLH5OUvIaovhvNk8mSj8exWHLuluZmyoqfsnbQQuROTir0vb10d3UNmSXX2d5uapfKS4qor6sl/6dDz99/+vV/MidhIfMXLjHPF+jT3NxEcdFTtgxazN7JSUVvby9dXV1DZkB1tLdLsnFNS0szZSVPWbtpoKzLSotobmrkj7/6yZD3nj5+CF//QLbtfpUnOVm0tDSzY+/ATedV67fwx1/9lMKCJ0TFmHdNttG4ubujVDrS2NhIcMigtmhQu29nZ4ebm9ukrn03ktGuxWLjpo5YR9ot4NjsN951bnd3N/v3fYqDgwPbdu6etE0+vg5LvDZwclI9syu9WuNBQZ6xX9+j03Ez9VLfGnHGnXg9PL2pq63m4d1bQwbktNpuvjq0D3sHB9Zv2WmWsr9w9jSF+XnsfuX1IX2/iXByUtHRMbQd0uv1dHV2Tkp9n9QhWHt7B+ztHeju6qS0uJCEpGRsbW3x9PalqaFhyHubGhtMheXs4oqjk4qmxvpn3hMUEv5CshkMBu5fT6HsaR7LN72EysVtyM/VHj7Y2NhQXV5MYJhxanRLUwMdbS1jbszQVF+Dg1yBra0dNja2rN35xpCf52WlUV1RQtLKTaicXV/IdxmPwWDgwtnTPMnNYc+rr+M2aDFGS2YwGOjt7SVp8TKmD5tW/Jc//pbklauJiIySKN3IbG1t8fH1o7io0LS4q8FgoKiokNlzvtmi9i9CePRU/AatswVw7qsvCY+eSuQYd2/7B5J7e3tMr1WWFXPhxEHmJC4leuqMyYg7puCQUN5697tDXjt14is0Gg/mL1hoEYNaI7GG3P2DcS1NjazbtnfMdRf6p3TnZqVja2uHf1AIACvWbaVnUH2pq67k6oVTbNjxygtfy8XZxQ1HRyfKS4vw6NuVStvdTU1VBXHTjOcOTy8fbG1taW5swLdvbcre3l5aW5tR9bU9Kzdso7dnIHNNdSVXzp9k085XhixiO9n8AwNpaBja/jU01OPiap424+uwxHOfwWDg4vkz5D/JZdfeV5/5P3RxdUOlcqZxWFk3NtQT2rcWW49OB/DMzGCZDBi2Xqw56Xp0I2SSPbOGrZTGO9cpHR2ZMXPo0gmW2LYb+yI9o/8cY5nr+96zcderQ3aKLCnM49G9W2zY9SpOTuaZkWSJx+NEWHLux5npKB0dCQmLNL3m6W28VigtKSIiypi3saGe1tYWfPoWC1+7eYfpPALG9cIunj3Btj2v4epq/v54Rnoajo5OhEcMfA8fH19sbGwoLnpqmqFVX19HS0sz/v4jL3o+mUYq61nzEomLnzHkffs++iNJS1eaBgN0Ot0zy9XKZDJkMizq3Nja0kJnZ4dpIM7bxw9bW1saGuoJ6HvUr7e3l+bmZlxcpG33+6/FBupIIdExxp15++uIX0Cg5BnHu87tH4yztbVl+649FjMLrZ8lXhv4+gfSOOJ4jbFO6vV69Hr9CH0RmyHHm7a7m68O7sPW1pYNW3dNetkbn2w4Q/6THHa//NrXGvfw8w+gu6uLqsoK0zpyJUVPMRgM+Pr5j/Pbz29SSqS0qBADBtzcNTQ3NXIrNQU3dw3RfesAzJiTwPmTR/ANCMQ/MJjSokKKC/PYtPMVwHjynDEngXs3U9F4eOHhZVxDrqmhnlUbXsxWs/euXaA4/zGLV2/Fzt6ezg7j88D2DnLs7OxxkMsJi4nnwc3LOMiV2Ds4cP96Ch7efqYBufKifLo6O9B4+2Jra0dVWRFZD28TO22O6Xv0r0nXT6F0xNbW9pnXJ9P5M6fIzspg286XcHCQ09a3HoRcLsdeounbw125dIGw8EhcXFzRarvJzsqgpLiIXXteMe1INJyLi6tFDi7OnZ/AyWNH8fH1w9fPn3t3bqHT6cw2a0Gn1dLSPLDTZVtLE/W11cgVClTOrs8MrtjY2KB0csLVXQNAbVUFtdWVePsFIJcraGlu5OHtVJxd3Uyz4yrLirlw/CBx0+cQHB5NR9/z9La2tsjNtK6SXC5/Zn0Ie3t7FEqlxa2POJgl5B5eR1oH1RFHRxUXTh2hvraaVRt3YDDoTf+/coXSdFcrK/0+3r7+2Ns7UF7ylNvXLzE3cSnyvhnFLsOOza5O4wLGbmqN6T3Pm3nwDq6tLU3U1RgzO7u4Ej9zLg/u3MDVTY2zqyv3blzF0cmZkHDjhb2DXE5s/Ezu3UrFydkZZ2dX0u8bZ7CE9z3COnzApj+zu9rjmTWCJtPceQl8+tFfuHk9lZjYKVRWlJP+8AGr1z27q5wlkfrcN1zKudPkZGeyeftuHBzkprWQHPraPplMxpz5C7hx7YrxMSJvH7Iz0mlsqGfT1h0A+PoHIFcoOHPiKxIWLsLO3p6MtIc0NzWZBu2kEBEZxY3rqbi4uOLh6UV1VSV379xi2vQZkmUabiLnOnO37WO1j3KFkvS7NwkKjUDppKK7q5PsR/fpaG817ZRaU1VBXV/76CBX0NrcyP1bfe2jj7F9dFMPnVFQV12JTCZDbcYlHcDyjseJssTcBoOBnMx0YqZMG3JhLJcriIufwfVL51EoFDg4yLl68Sw+fv749F20DW9XOjs7AVCbuV0B4/fIfJTO1GnDvodCwbTpM7l04RwKhQK5XM6Fc2fw8w/Az8wDcqayjhuasX/n1eGcnV1MN/mCgkO5cTWFKylnmDZzrnGN8Ds3kNnYEBA4eU8kabVaGhsHBi6am5qorq5CqVCiUCq5ce0KUdGxODmpaGpq4MqlFNzd1YSEGieZyOVyZsycw/XUyzg7u+Dq6sqd2zcBTINf5jDWtZhcoWDajJlcPH8OhUKJXC7n/NnT+PkHSDJoO9h417nd3d18+fkn9PTo2LB5N93d3aaNHxwdHS3iRrglXBsMN2P2PA7u+4i7t64TGR1LdVUFmekPSV61DjD2pfwDgrh+5SJ2dvY4u7hSUVZMTnYGi5auAIyDcUcPfk6ProdV6zej1Xaj7dtIU6mcnLK/cPY0OdkZbNkxct8PoL2tjfb2Npr6jtu62mocHOQ4u7iiVCrReHgSEhbOudMnWLlmPXp9LynnThMTNxXVJDzqPykDct3dXdy5fpm2tlYUcgWhkTHMW7jEdCEXGhHN4uVreXD3BtcvncdNrWbVxu2mWQsA02bNo7enhxtXLtDd1YXG04sN2/e8sFkK+dlpAKQc/2LI6/OXriUs2vgIyKwFyci4xLXzX9Hb24tvQAhzFq0wvVdmY8uTrIe03bwIBlC5ujFrwVLCYyf/cYTn8fDBPQD2ffrRkNfXbdhMvIV03tvb2zlx7AjtbW19JyVvdu15hdCwFzMj0pxi46bS0d7BtSuXaW9vw8vbh10vvWy2af91NZWcObLP9Pc71y4CEBEzlUUrx7+gt7Wzo7gwl7Q7qfTodCidVPgHhbF0TSK2tsZTRv7jDHp6dDy6f5NH92+aftfHP5C1215+wd9IeNFqayo5dXigjtxONdaRyNipzJqfRMnTfACO7PtwyO+t27YHvwBjp7a2uoIHt1PRaXW4qdUkLVtD5CSuvVZbXcnxQ5+b/n7zagoAUbHxLFu9gelzEtD16Liachptdxc+foGsG3YnLmFRMjY2Nlw6e5yenh68fPzYsH2v2QaRJ8rXz5+tO3Zz5VIK11Ov4OrmTvLK1Ra3YP9wUp/7hkvv25l2/+cfD3l99bpNTJ1mbKdnz51PT08Pl1LO09XViaeXN9t3v2zaPMrR0ZHtu/Zy7eolDuz7FL2+F42HJ1u278bL28e8X2iQFavWknrlEufOnKKjox2VypkZM2ezcJF5H3+zNnVjnPsSl62hqbGevMcZdHV2olAq8fDyYf2OV0zro9rZ2VFUkMuD2wPtY0BwGDPmJmJrYTMuLO14nChLzF1a/JTW1hZipz7bv09athKZTMbpY4fo7eklKDSMJSvWSJByfEVPC2lpaSZ+2sxnfpa8cjUymYyvDh+gt7eXkNBwVq5ZZ/aMY5X1eNw1Hqzfsou7N1M5uO+vyGQyPL182LRtD06TuN5nVWUFXw5qZy6lnANgSvx0Vq5eR21NNVkZ6XR1daFydiYkNJykxUuH9E+WJK9AZiPj1PGj9PTo8PXzZ/feV59rZ8hvarxrseUr1yCTneXoof309vYSGhbOyjXrzZZvNONd51ZXVZp2xvzDb3455D3vf/ADXN3czJLT2nj7+rFu8w5upl7i7s1UXFzdWJS8kuhBayKu3riVm1cvce7UUbq6unB2cWVB0lKmTjc+nVJTXUV1ZQUAH//pN0M+//V3P5iU3Y/THxrrw5efDe37rVm/ybRecNrDe9y8dtX0sy/66s7g96zftI2Uc6fZv+8TZDIZUdGxJK+cnHO7zDDBObzVLbrx32RhmjusLzNAkIfj+G8S/qbVtHRLHeFr8XKRZse5v0X1rdZZR2xtxt5sxBK5OTlIHeFvRk+vXuoIX4udrfR34P9W1Fnpuc/DWbSP5tLePfojyJbM0cFy1ryaqI7uXqkjfC1KKyxrABsr7EMJ5tVhhec/ub11Ho9ODhM7HkUPURAEQRAEQRAEQRAEQRDMSAzICYIgCIIgCIIgCIIgCIIZiQE5QRAEQRAEQRAEQRAEQTAjMSAnCIIgCIIgCIIgCIIgCGYkBuQEQRAEQRAEQRAEQRAEwYzEgJwgCIIgCIIgCIIgCIIgmJEYkBMEQRAEQRAEQRAEQRAEMxIDcoIgCIIgCIIgCIIgCIJgRmJAThAEQRAEQRAEQRAEQRDMSAzICYIgCIIgCIIgCIIgCIIZiQE5QRAEQRAEQRAEQRAEQTAjmcFgMEzkjW3d+snO8sJN7JtZHhsbmdQR/mZMsPpbHCuNjb2d9d0DEHXEvPRWGNzO1vrqNUCv3vrKWttjfX0RAHtb62zXe3qtr44oHGyljiBYuLauHqkjfC3W2D46ye2kjvC12FrptZg19lmtsCsCgJVWEWQy6wtujfUaQGk/sbK2zqsIQRAEQRAEQRAEQRAEQbBSYkBOEARBEARBEARBEARBEMxIDMgJgiAIgiAIgiAIgiAIghmJATlBEARBEARBEARBEARBMCMxICcIgiAIgiAIgiAIgiAIZiQG5ARBEARBEARBEARBEATBjMSAnCAIgiAIgiAIgiAIgiCYkRiQEwRBEARBEARBEARBEAQzEgNyf2N+8q//TN6THKlj/E376b/9L/F/MIna2tr44vNP+M9//9/87Cf/JnWcb6X/sPLziLUeg7/91c+4e+eW1DEmxNrbml/8x/9HQV6u1DEEQRAEQRCEbzE7qQMIgiC8SPfu3KS9rZU33nkPuVwhdRzBAr3//X9ArrC+uvH6m+9i7+AgdQxBEARBsBg/+dd/ZvP2XURGxUgdRRAE4bmJATlBEL5VGhsb8fHxQ63WSB1FsFBOKpXUEb4WRycnqSMIgiAIX0Nvby+2trZSxxAEQRAsjFkH5P74m18wa+58Zs+db3rt47/8gYjIaBIXLTFnlAn5029/waw585k1KO8nH/6B8MhoEpOWcP/OLTIz0mhubkKhUBIeEcmipStwkHAGwx9+83Nmz5nP7HkJptc++vPviYiKZuGipQC0t7Vx8MvPKCspxkmlYvGyFUTHxEmUeMB42bu6urh66QL5T3Lp7u7CzV3N4qXLCY+MkizzeHW6saGes6dOUFVZjqubO8tWrJYsa7/x6rWxnM9TkPeE3t4evH38WLp8JZ5ePhKmHvDbX/2MOfMSmDuonnz4x98RGR1DxqM0WpqbAcjMSGfqtOms37hFoqRGv/v1z5kzdz5zBuX965+M9Tpp8VLq6+o4c+o4VZUVuLm5s3zVGvbv+5St23cRGS3N3d7f9x2LQzL/+fdEDjqPdHZ0cOTQlxQVFqBydmHZ8pVEREZLkne48Y7Ln/7b/2LTtp0Wdzd9rLqdtHjpiD+XykTamsGuX73Mo7QH7HjpZTy9vM2YdGQf/v6XzJg9j5lzBurI53/9I2GRUSQstIz+yETq8YrV6yjMz6Ok+Ckurq6sXrcJpaMj506doKqqAk8vb9Zt2Iybu9rs+f/y+18yc1gZf/bXPxLeV8Y//4//j+Wr11NUkE9xUQFOKmcWL1tJWIR0bTqMfxy2NDdz/uxpiosKkclkhIZHsHLVWkkH+sfL/ON/+SdWrVlH3pMnlJYU4aRSsTR5JTGx0vb9xsvd0FDP6RPHqKwox83dneUr+9rHHbuJkqh97PfxH3/F9FnzmD57num1Lz7+I2ER0cxLXMyvf/ovLFm+huKnBZSVFDFzbgLzEhdLmBg+/dOviZ81l+mzBjLv/+RPhIZHMWfBIu7dTCUn6xEdHe3G65rIGJKSV0mY2Gis9iYrIx2Arw7tB8DF1ZXvfO8HkuTsN1a9jp82g9/9+ue88fZ7ePsY+9VdXV38/Kc/Zs8rrxMUHCJR6rH7q40NDegNejZv3WH6WW9vL7/5xX+ybMUqpsZPN3veseqFTqulob6ebbv2AHD/zi0upZxj+669hIZHAPCn3/6SeQsWMm3GLLNnh7HLOyg4hP37PmX33lcJDAoG4PbN69y9fZM333lfsvZmrLrd0txMR0c7O3bvNf2sv44sXrac6RKVM4xd1q5ubpw+ceyZ30lMWkzS4qVmySdmyH0DMpmMZSvW4OrmRnNTIynnTpN6+QLLV62TOtqYrl+9xKKly0lesYbszEecOHoIj3c80Xh4Sh1tVAaDgUNffoZWq2Xdpi24uampr6tFZiOTOtqoDAYDx44cwNFRxd7X3kLb3c2llHNSxxrXiaMHsbO3Y+vOPcjlch6lPeDAF5/y5rsfoFQqpY43ptfffJcTx44il8tZvmoN9naWfYrT6/UcOfglLq6uvPrG22i1WquoIwA3rl1lybIVLF22kgf373Di2BHe+94PLL6OCOZlMBi4eP4MBfl5vPTKG7irzT8w9G1260YqS5NXsmT5SlIvpXDy2BHc3NyYv2Ahzi4unD11nJTzZ9i+a+/4HyaB2zeukrRkOUlLl5P+4C5nThzlrff+DoWFnkcMBgOHDnyBg4MDe199A71ez/kzp/jqyEH2vvqG1PHGlHrlEkuWrWDFqjVkZqRz7MhBPDy/i4eF9v0MBgNHDu7HycmJ1958h+7ublLOnZE61nO5czOVBYuWkbRsJTY2lr1sd2FeDo8e3GXF+i2oNR50tLdTX1stdaxxvfLGO/zm5z9lzfpNhIZFWPR1gTWLmzqVrw4fRKvVmiaePC0sQKfTWdzNTYDAoGAy0h+i1+uxsbGhtLQYpdKR0pIiQsMjaG1toampkcCgEKmjjigoOIQ58+Zz8vhR3nz7PZqaGrl29TKbtu6w2Kc8ps2cxecff0hbaysqZ2cACvKeoNPpiI2bKnG60cXETiE0LML099LiIk4eP0pAYKDZMlh262DhZs2dT1BwCK6ubgQFh7Jw0VJyc7KljjWuqJg4ps2YhVqjIWnJMnx8/Xhw767UscZU/LSQqsoKNm/bRUhoOG7u7oRHRhEWHil1tFEVFxXSUF/P2g2b8fL2ISAomKQly6SONabyshKqKivYsHkHPr5+uKs1LEleiVyuIC/3sdTxxuXo5ISdnS129naoVCqLXyes6GkhTU2NrNu4xVhHAoNYtCRZ6lgTMjV+OrFTpuKuVrNoSTI6rZaqinKpYwkWRK/Xc+rYEYqLnrLnVTEYNxmmxk8nOnYKarWGuQmJtDQ3ERMXT0hYOBoPT2bNmUdZSbHUMUcVN3U60bFTcXNXk7hoGTqdlqqqCqljjaroaSG1NdVs3LINH18//PwDWL9pK6UlxVRa+PkvOjaO6TONfb/FS5ONfb+7d6SONaqip4U01NexftNWvLx9CAwKZvGy5VLHei5RMVOInTodVzd3nF1cpY4zprbWFpROTgQEheDs4oq3rx9x02ZKHWtcjo7GpRzkCgVOKpXp78KLFRoWgb29A3m5A5s1Pc7KJCIyGrlcLmGykfkHBqPVaqmprsJgMFBWUsKc+QmU9rWHpcXFqJydLbpfsmhJMgqFkjOnT3Di2FGmxE8nMsoynkQZSUBAIGqNB1mZj0yvZTxKIzp2iqRPD47H3t4elUqFSqVCp9Ny/txpFi1NJiQ03GwZLHv6iIUrLirkzq3rNNTXo9V2o9fr6e3pQafTYW9vL3W8Ufn5Bzzz95rqKonSTExNTRUqZxfUGutZF6yhrg5nZxfTXQIAP7+AMX5DerU11eh0Wn77i58Meb2np4empgaJUn17NdTX4+zigmrQ3S5fP38JE03c4McOHRwccJDLae9olzCRYGkuXziHra0te19/G0dHR6njfCt5DDoOnfrWGPT08jK95uikoqenh+7ubou8aPLwHMhq7+CAg4OcznbLPY/U19fh4uKKy6DBFQ9PT+QKBfV1dRZ9/vb3H3q33z8ggJpqy50BVV9Xi7OLC86D+lD+/pbdhxrO08dX6ggTFh4Vy6MHd/nsz78hKCScoNBwQsIjLX5mn2AeNjY2xMTGkZ2VwZT4aWi1WvLzctm4ZZvU0UakUCjw9PKmtKQIW1tbbG1tmTZjNjdSr6DVaikrLSYwMFjqmGOytbVlw6atfPin3+Hq6kbyCukfHx/P9BkzSXv4gPkLFtLe1kZhQT4vvfya1LEmpLuri0P7vyA8PJL5CYlm/bfNOiAnk8nAYBjyml7fa84Iz0Umk2FgWN5eY97m5iaOHvyC6TPnsHDRMpRKJeVlpZw7fZze3l7JBuSMmYfS6/WSZHleY2W3s7PMAU5rq9Mwdr3WarU4OanYuffZk6fCQnYsHanMey24jo9Ury05L/SV8TDDzyM2tkM76TJ45v9FKtZ4XIJ11e2JtDXBoWHkZGdSVFhA3NR484WbgJHruGXVkYnU46EXy7JnXuv/lgYJjs2R68jw/MMWuZfxTPtkbtZ0HPazxsxgvblhlL7UsOz2ltZ3lckYfnj1Z1Y5u7DnjfcoKymirPgpqRfPkHbvFpt3vSL5ZhTWdm0zVr0eaHsGft7fB5faeP3VuKnx7Pv0I9rb2yl6Woidnd2QR/3Mbbx6ERgUTGlxMba2dgQEBaNUKlFrPCgvLaG0pHjIemJSmMj1QXl5KQCdXZ10dXVKPtNsvHP21PjpXLmUQnlZKeVlpbi6uZnWwJPSeGWt1+s5dvQQcrkDq9dtMG84zPzIqtLRkbb2NtPfu7u7aW5qMmeE56J0dKS9bVje5iYAqqsqMRgMLEleiZ9/AO5qDW1trRIlHaBUOtI+KIexjBuHvKeivHzY38tQa6RfQ2Ss7J5eXrS1ttBQXy9VvBGNVafVHh60trYMqReW8EjLWPXa29uX9vY2bGxscHdXD/mjtJAZLo6OTrQNzz+sjlsSR8fR67Vao6G1pWXI/4clPPbpqHQcUm8tvYyHs7a2pp811e2JtDXhkVGs37SNc6ePk5Odae6IYxrpPNjSdx60FNZaj/spHR3psPAyHslYx6FG40FLSzMtLc2mn9fV1tLd1SXpOrwTOXdUlJcN+3s5Go2HWfKNZsyy9vCktaWFttaB80z5sO8gJYVyaP3WdnfTauH1W6l0pKN99Mx29vaEhEeSlLyKTTtfobqynIa6WgmSDjVee2NjY4NBbxk3BGHset3flx7882oLeUpprP4qgH9AIM4uLuRkZ/E4K4PomDhJB2vHqxeBQSGUl5VQUvTUNCgUGBTC4+xMGhvqJV8/brzybmxs4OKFc6xZtxE/P39OHf9Kkptrg43X1igdHYmMiiEjPY2MR+nET5shQcpnjVfWFy+co7amhq07dmMnwfrjZv0Xg4JDyMp4RHhEFHK5nBupV5ANupN7+vhRVM7OLFpqGWtEBAaHkJ3xiLCIKOSKoXnd3d3R6/U8vH+HsIgoKspKefTwvsSJISgklKxH6YRHRiGXK7ieenlIGQM8ycnGx9cX/4AgHmdlUFVZwer1m6QJPMhY2QODQggIDOLYkQMsXb4SN3c1DfV1yJCZdsuRJPMYdTo4JAx3tZozJ46xeNlytFot165ekixrv7HqdVBIKH7+ARw7vJ9FS5fjrtbQ3tpKYWEeEZEx+Pj6SZwegkNCyEhPJyIyCoVCQeqVyxb9SEVQcCiZj9IJjzDmvXZ1oF6HhIbh5ubOqRNfsSR5BdrublL768gIM3jMljnEmDmi71i8lvrsecSSjdfWWCprqtsTaWsAIqNjWLtxC6ePH0VmY2MRO3oDBASF8DjzEaERkcjlCm5du4JMZlllba31uF9gUAjZFl7GIxnrOAwJDcPTy5vjRw+zfOWavk0dThIYFIyvn3Tt40TOHTk52fj4+hEQGERW5iMqK8pZK3Hfb7yydldrOHn8KMuWr6S7u5vUyxclzTtYQFAIOVnphIQb6/ftG5Zfv/0Dg8nNfkRwWARyuYK7N66aMudkPcKg1+Pl64e9nT15jzOxs7PD2cVF4tTjtzeurm4UFz3FPyAQW1tbyTeFGate29vb4+cfwK0b13B1c6OjvZ3UK9JfG8DY/dV+cXFTSXt4n8aGeskfRRyvXgQEBqHVainIf8KivvUnA4ODOXb4AE4qleTLII1V3nq9npPHjhAaGk789BmEhofz4R9/x53bN83+OOVgE2lrps2YyaH9+9Dr9Uy1kAG5sco6Iz2Nh/fvsnXHLkBmGnB0cHAw24xEsw7IzVuQRHNzE0cOfoFcLmfhoqWmmTkALS0tIz5GIpV5CUm0NBkfTZXL5SQuWmq6u+vp5cOS5JXcvX2Da1cu4h8YTNKSZM6c/ErSzPMXJNHc1MThA/1lvOyZO+qJi5aQk53FhbOncFI5s37zNovYZWu87Ju27eLKxfOc/OowOp0ON3c1i5ZKuwD+WHVaJpOxadsuzp06zucf/wUXV1eSV6zh0P7Ppc08Rr2WyWRs3bGHa6mXOHvqOJ0d7Tg5qfAPDDKtTyS1hMRFNDU1cXD/PuRyOYuWLLPYWUQACYnGen2or14vWjxQr21sbNi6YzdnTh3nkw//hKubO0uTV3D4wBfY2Ul317H/WOzPnDTCecSSjdfWWCprqtsTaWv6RcfEYTAYjINyMhlR0bHmDTuCOfMX0tLcxPFDX+Igl7MgaYnFzd6y1nrcr7+Mjw0qY2vIP9ZxKJPJ2L7zJc6fPc3nn3yITGa8Kbhy1VqLzdwvadFSHmdncu7MSVQqZzZu2Y6Hp7R9v/HKetuO3Zw+eYyPP/wTrq5uLF+1hgNffCZp5n6z5xk3UTl5ZD8OcjnzF1reOWS4WfMSaW1p4vTRAzjI5cxNXExLSxMAcrmcB3ducuNKCnqDHo2HF2u37EShlP7piPHam6XLV3Ip5TwZ6Q9QOTvzne/9QLqwjH88rt2widMnjvHRn/+AWuPB0uQV7N/3qYSJjcbqr/aLmxrPzRvXcHF1xT/AfLtQjmS8eqFQKvHw9KKjvd00GzggMBiDwWAR68eNVd43r6fS3NzM9p17AFCpnFm9dgPHvzpMaGgYXt4+EmUev60JCQ3DSaXCw8NryBqgUhqrrEtLijEYDBw+8OWQ30lMWkzS4qVmySczTHDuY1u35T6rPxoLWc7oudmILbvNRuqpv1+XlcbG3s6y7x6PxNx1pKy0hM8/+Svvfvf7uLt//d2frLWO6K0wuJ2teer1r372UxYtWcb0mbNeyOf1WtAjPhOl7bG+vgiAva11tus9vdZXRxQO0q53ZYl+/C//xNYdu4mKjpE6yjf2Ir5LW1fPC0xkPtbYPjrJrXP/QFsrvRazxusaK+yKAGClVWTSJz9ptVp+/Yv/ZN2GzUTHvJgbsNZYrwGU9hMra+s8SwqCIHxLPMnNwcHBHnd3DY2NDaScP4t/QOA3GowTvl10Oh1lpSW0t7dJPqNFEARBEARBEAYzGAx0dHRw9/YNFHIFkVHRUkeyGmJAThAEQUJabTdXLl2gpbkZpaMjISFhLFu+UupYggVJe3ifG9euMmdeguSPiAiCIAiCIAjCYC3Nzfzu1z/H2dmFdRs3W+wayJZIPLJqgcQjq+ZjrVNgrTS2eGTVjKw0tlU+kmOuR1ZfNPHIqvmIR1bNRzyyKoxHPLJqPuKRVfOyxj6rFXZFAPHIqjlZY70GiR9ZTXtwj/SH902Lm2o8PFmwcLFpN8xHaQ94nJVJTXUlWq2WD37431EoFEM+o7Ozk4vnz1CY/wSZTEZkdCzLVqyetN0u0h8+mzkh0Zi5s7OTm9euUFxUQEtLC45KR8Kjolm4aCly+dDcWRnp3L97i8aGehzkcqKi41g+iYv93r5xjSe5OTQ01GFnZ4e/fyCLly1HPWgr+56eHi6nnCMnO4ve3h5CwsJZsXodTk6qIZ+V+SiNe3cGskfHxLFi9TqRuz/zzWvk5ebQ0FCPnZ0dfv4BLF46kLm5qYk//e6XI/7uhi3biY6Jo6a6iju3blBeVkpXZwcurq5MnzGbWXPnv/C8/caq2wDnz5ykpPgpbW2tONg74OcfwKKlQ/8vqiorSL2SQk1VJSDDx9ePxcuW4+llvkVFH96/y8MH90yLcHp4epGYtJjwiEjAuIX85ZTzFD0tQKvVolZrWJC0SPJdHbu7u7l29TJ5uTl0dLTj5e3D8pWr8fXzf+a9Z0+fJP3hfZJXrGLOvASzZSwtKebu7RtUVVXS3tbGlu27iIwaWJ/nSe5j0h7cp7qqkq6uTl576zt4j7CgbHlZKdeuXqKyohyZTIaXtw87dr+Mvb39C8883vE4mHGx1n0UFRawadtO03eT4ngc7ub1VOO5sL7vXBgQyJLkFaYFiMEy6nZ/HanuqyObh9URrVbL1Usp5Ofl0NXZiYurG7PmzGPGrDlDPqeirJTUvjpi01dHtk9SHQFoa23h+pWLFD8tQNejw83NnRVrN+LtY9wR02AwcPv6FTIfpdHd3YWfXwDLVq3Dre+R8ZbmJu7cTKWspIj2duMmNzFx8cxdkISt7eQM/IzXh+rp6eHyxfPk9reNoeEsX712SNtYVVlB6uUUqvvP2X5+LF66fFIXgr51/Qq3b6QOec1dreG1t78LwMEvPqa8tGTIz6dOn8XyVQPtdUtLM5fOn6aspAh7Bwdip0xj4eJks95pn8gx2dPTw8ULZ3mcnUVvTw+hYRGsWrMOJ5VqjE+ePGO1j52dnVy7eomiwkJaWowzsaOiYli0ZBnyYX1vc7OGstbr9dy9eZXc7Ew6+ja6ipkyjTkJSchkMnp7e7l9/QrFT/NpaWrCQS4nMDiUBYuW4aQaWNC8qaGe61dTqCovo1ffi4eHF/MWLiEgKGRScmu13dy5fpWn+bl0dnTg4eVN0rKVePk8uxvwlQunyX70kMSlK5g+a95A5sZ6bl69aMqs8fBiXuJi/CcpM4zf1gDU19Vy9VIKpaXF6PV6NBpPNm/biYur65D3GQwGDu3/nKLCghE/x9xaW1q4fOkChQX59PRtTrduw2ZJd2ge7He//jktzc3PvD5z1hxWrhk4TxsMBg5++TlPCwvYun0XkWZem3K8OvKTf/3nEX9v8bIVzEtIpLmpiZvXr1JSXERHextOKmfipsSTsHDRpLXrI2ltbeHKxRQKCwfqw9oNm/D1NdYHrVbLlUsp5D0x9qtcXd2YNXceM4f1q8xpIudsMF4PXL18ccj1wK49r0xaX288412LGQwGrl29zKO0h3R3d+EfEMjKNetQq82zE++kDMg5O7uwaGky7u5qDEB2RjpHD33Jq2++i4enFzqdjpCwcELCwrl2ZeQtzE8dP0J7Wxs7XnqF3t5ezp46zvkzJ1i/adtkREbl7ELSkmTTuk1Zmel8dfhLXnnjXQDa2lpZvGwlGo0HLS3NXDh7ivbWVjZu3Wn6jPt3bnHv7i0WL1uOr68/Op1u0ndcKi0pZubsOfj4+qHX60m9cpEDX3zGm+9+1zR4eenCWQoL8ti0dQcOcjkp507z1aH97H3tLdPn3Ltzk3u3b7EkeQW+fsbsk7kbmjXmLispYcasufj4+qLX67l29RIHv/ycN995H3sHB5xdXHj/+/8w5HcepT3g7p2bhIYZL6Sqq6pwdHRi3cYtOLu4UFFWyvkzJ5HZ2DBz9txJyT1W3fbw9MLbx5fYKVNxdnGlq7OTm9evcOjLz3j7/b/DxsYGrVbL4f2fEx4RxfKVa9Hr9dy8doVD+z/n3e/+wGyNl7OzC0uWrcBdrQaDcSD28IEveOOd9/D09OLksSN0d3WxbeceHB0dyc7K4KvDB3n9rXfx9vE1S8aRnDl1nLraWtZv2oJK5UxW5iO+3Pcpb3/nuzg7u5je9yQ3h8ryMlQq8+9IpNNp8fTyZuq0mXx1eP+zP9fqCAgMJCY2jrOnT4z4GeVlpRzc/zkJCxayfOUabGxsqKmpnrQ7ceMdj4M9uHsbGc/mkOJ4HK60pJhZs+fi4+eHQa/nyqWL7P/8U95+73umc6El1G2dTouXlzfxo9SRyynnKCl6yrqNW3F1daPoaQEXzp5C5exMRKRxHZGKvjoy30x1pKurkwOff0RAUDCbdryEUulIU2PDkBtp9+/cJO3BXVau3YSrqxs3r1/h6IHPeeWt97Gzs6OhoR6DwcCylcZBuvq6WlLOnkSn07Fo2YpJyT1eH+pyyjkKC/LYuGU7coWClHOnOXb4AHtefRMwduIPffk54ZFRLF9lPGff6Dtnf+d7k3vO1nh4snXny6a/Dx9ImzptJgkLl5j+bjeoc67X6zl26AscnVTs2vsG7e1tnDt1DBsbGxYuNt+O6hM5JlPOn6EgP48t23Yil8s5f/Y0Rw7t55XX3xrn0yfHWO0jBmhrbWPZ8pVoPD1paW7m7OkTtLa1snX7Lkny9rOGsn5w9yaZaQ9YvnYjao0nNdWVXDxzAge5gumz5tLTo6O2uoo5CUl4eHrT3dVF6qVznDy6n12vvG36nBNH9+Pm5s7mXS9jZ2dP+v07nDyyn1fe+d4zN5pfhMvnTtFQX8vytZtwclLx5HEmxw/uY/fr30E1aOfDwrxcqivLR8xw6sgBXN3d2bTzZWzt7Hj04A6njh7g5be/i+MkZIbx25qmxgb2ffJX4qfPIHHREuRyOXV1tdjaPXtJe3+Utl8KXZ2dfPrxXwgKDmXn7pdxdHKksaEBhVLaQfHBXnvjnSGzMOtqa9i/71OiY4fe/Lt397aks6zGqyPf/bt/HPL3wsJ8zp48ZtrhvaG+DoPBwKo163FzV1NXV8O5UyfQ6bQsXb7KLN+hq7OTzz7+kKDgEHbu3ovSsa8+DLpJcvHCOUqKn7Jhk7Ff9fRpAefPnEKlcpZsfbaJnLPLy0rZ/8VnLEhMYsXqtca+XvXk9fUmYrxrsTu3bvDg3h3WbdyCq5sb165c4sAXn/H2d76H3QjnlhdtUm45hkdGERYeibtag1qtIWlJMg4ODlRWlAMwe+585i9YiN8IM0TAeOejqLCAVWs34OvnT0BgEMkrV5OTnUVba+tkRCY8YiCzu1pD0uJk7Psye3h6sWnrTsIjonBzVxMUHErS4mUUFuSh1xsfn+nq6uR66iXWrt9MbFw8bu5qPL28CY+c3ANmx0svM3XaDDw8vfDy9mHths20tjT33RWH7q4uMtIfsnT5KoJCQvHx9WPNhs1UlJdRUV5mzN7ZybUrl1i7cTOxUwayR0xidmvMvX33XqZOm27KvGb9piGZbWxscFKphvzJe5JDdEyc6SQVP30GyStXExgUjJubO3FTpzFl2gzycnMmJTOMXbcBps2YRUBgMK6ubnj7+LJw0TJaW1tMg8kN9XV0dXWSuGgJao0HHp5eJCQtpqO9nZaWZ++kTZaIqGjCIyJRqzWoNRoWL1uOg4ODqT6Ul5Uya+48/Pz9cXN3JzFpMXKFgqrKSrNlHE6n0/Ek5zFLk5cTGBSMu1pN0uKluLurSbt/z/S+1tYWLpw7zYbNW7GR4PHHsPBIFi1JHnXXuinx00hMWkJwSNion3Ep5RyzZ89j/oIkPDy9UGs8iImdMmkN2XjHY7+a6iru3b3F6nUbn/kMKY7H4XbteYX46TPw7Pse6zdupmXY97CEuh0WHknSkuRR74SXl5UyJX46QcEhuLq5MX3mbLy8fajqO8+AsY7MMmMduX/7Js7OLqxcuwkfX39c3dwJDg03zX4zGAyk3b/DvIQkwiOj8fDyZtW6TbS3tVKYlwtASGg4K9duIjg0HFc3d8Iiopg1N4GCvEk8Z4/RhzK1jckrCQoJxdvHl9XrNw1pG0c6Zy9YaJ5ztkw2tB1UOjoO+bmdvf2Qn8vlctPPSooKaaivY/X6zXh6+xASFkFC0hIePbxPb2/vpOYebLxjsruri0dpD0lesZrgvv7Jug2bKS8rpbzv/8DcxmofPb282LpjFxFR0bi7qwkOCWXx0mQK8p6Y+rBSsYayrqooIzQiipCwSFxc3YiIiiUwJJSaqgoA5HIFm3fuJTI6Dne1Bh8/fxYvX01tdRWtfcdbZ0cHzY0NzJqXiIenN27uahYsXkZPj46GutoXnrlHp6MwL4cFi5LxCwjC1V3N3MTFuLi5k/Xovul9ba2tXLt0jhVrN2MzbKC+s7OD5qYGZs5dgMbTCzd3NQmLJi9zv/HamtQrlwgLj2BJ8kq8fXxxc1cTERmNk5PTkPfVVFdx785N1qzfNGlZn8etm9dxcXFl/cbNxrbczZ3QsHCL2sDL0ckJlUpl+lOQn4ebuzuBQcGm91RXV3H3trTlOl4dGX4tVvAkl6DgENzc3QEIDY9g7YbNhISF4+buTkRkNHPmLyDvifn6frdvXcfF2aVvhuTI9aGirJSpg/pVM0boV5nbRPqsKefPMnvOPBISk/D09EKj8SA2bvL6euMZ71rMYDBw785tFixcRGRUNF5e3qzfuIW21lazXQ9Mesno9Xqe5GSj0+nw8w+Y0O9UlJcjlyvw8R2YwhscEoZMJqOyonzSp8b2Z+4ZI3N3dzcODnLT3d/ip4UYDAba2lr46x9/g1arxc8/gCXJK3F2cR3xMyZDd1c3AAqlEoDqqkr0ev2QC2mNxgNnF1cqysvw8w+gqKgve2srf/nDb9Bqu/HzD2Tp8pW4mCm7Nebu7h6aebjqqkpqa6rHfWRZ291ltjtk49VtnVZLVkY6rq5upnqrVmtQKJVkPEpj/oIk9Ho9melpqDUeuLq6mSX3cHq9npzHxvOKv79xkXv/gEBysrMIj4hCoVCYHm8JCg6RJGN/ToPBgJ3t0FOtnZ0dZWWlgHFQ4OSxo8ybn4iHp5cUMb+x9vZ2KivKiZsSz2cf/4WmxkbUGg2LliQTEBhklgwjHY86nY6Tx46wfOXaCT/eZM7jcSSm76EY+B6WWLeH8w8IJD/vCVOnz0Clcqa0pIiGhnrT3eb+OhI7JZ7PB9WRpEmsI4UFTwgOCePUV4coLyvGSeXMtBmzmTp9FmB8HLWjvY3A4FDT78jlCrx9/amsKCMqdsqIn6vt7hry/zOZhveh+tvGoBHaxsq+trH/nJ2Znsb8xL5z9iPznLObmhr4029+hq2dHb5+/iQuTh7SHudmZ5KTnYGTk4rQ8EjmLVhkeoSlsqIMjYfXkJk6wSFhXDp/mvq62kl93HYsw4/Jqr7/g5DQQf8HHh64uLhSUVaK/wT7upNlpPZxuO6ubhzkcotbdNsSy9rHL4DsRw9paqjHTa2hrqaayvIyFi4dfYastu979M/GVSiVuLlryM3OwNPbB1tbO7LSH6J0dMJzEuq13mDse9jaDR1ks7Ozo6pvINNgMJBy5hgz5sxH7fHs7t0KhRI3dzVPsjNNmbMfPUTp6DgpmSfCYDBQWJDHvPmJHPziU6qrq3B1dWN+YtKQRxZ1Oh0nvjrMilXSPUY+XH5eLqFh4Rw9dIDSkiJUzi7MnD2HGTNnSx1tRL29vWRnPmLOvATTzCadTseJo4dZuXodKgsp1/G0t7dRWJDH2g2bx3yfOdt1gPwnTwgJC+erwwcoLSk21odZc5g+c5bpPX59/ar4vn5VSbGxX5W8wjyz+CZi+Dm7v683ZWo8n/z1zzQ1NaLReLB4qfmuB4Yb71qsuamJ9vY2gge1M3KFAl8/fyrKy4idMnXSM07agFxtTTX7PvmQnp4eHBwc2LRtJ5oRTvgj6Whvw9Fp6F1VGxsbFEol7e1tkxEXgNraar4YlHnj1pEzd3Z0cOtGKvEzZppea25uMq5Fc/M6y5avxkEu50bqZQ5++RmvvfWeWR7rMxgMXLpwFv+AQDz7Luzb29uwtbV9Zo0+JycnU1k2NzUas9+4xrKVq5HLFcbHv/Z9yuvvvD/p2a0xt8Fg4PKFc/gFBI46iJKR/hC1xmPMXRHLy0rJfZzN1p0vTVZUYPy6nfbgHqmXL6DT6XBXa9i++2VT+TnI5eza8xpfHd5vWh/IzV3N9l17zd6Zr62p5pO//tn0Pbbu2I2Hp/F7bN62k6+OHOQX//nv2NjYYGdvz9Ydu42P8EhELpfj5x/AjeupqD08cXJy4nF2JhXlZaZZOrdvXsfGxobZc+eN82mWq7mpEYDrqVdYunwlXl7eZGU+Yv++T3jznfdxn+Q1GEY7Hi+nnMPPP4CICU7tN9fxOBqDwUDK+TPGc6HXwPewxLo9XPLKNZw7fYLf/+pn2NjYIJPJWLV2g+nOen8duZF6hSV9dSQ78xEH9n3CG5NUR1qaGslIu8/MOfOZk7CQmqoKrlw8h62tLbFTp9PR15Y4DptZ4ejkREd7+4if2dTYQPqDeyQtXf7C8w42Wh+qprpq3LbRQS5n997X+OrQfm4NOmfv2D2552wfX39Wrd2Im7uGjvY2bt9I5eC+j3jlzfdwcJATHTsVFxdXnFTO1NVWc/3KRRob6tmwxbj0R0d7+wj/F6q+n01e328sIx2T7W3j90+kMFb7OFhHRwc3rl1lxoxZI3yKdCy1rGfPS0TX3c1nH/4OGxsb9Ho9CUlLiY4d+SKtp6eHm1cvEhkzBYe+GaAymYzNO/dy6qsD/OEX/4FMJkPp6MTGbS9NyiCAg4Mcb19/7t+6jrvaA6WjE/k52VRXluPiZpwl9PDuTWxsbIifOfLyDDKZjI079nLm2EH+9MufmDKv3/YScjMOXAzW0d6OTqvl9q3rJC1exuJlK3hamM9Xh/az++XXCOxb267/mmKibb85NDU28vD+PebOX8CChUlUVlSQcu4Mtra2xE+bIXW8Z+Tl5tDV1cXUQdkunj+LX0CgZI9Lfh1ZGek4ODgQ2fe46kgaGxp4cP8uS5NXmi1XU1MjaQ/uMXd+AgmJSVRWVpBy3lgfpk6bDsCKVWs4e/oEv/3lQL9q9boNQ2YsSmmkc3ZTX1/vWuoVli1fibe3D5kZ6Xzx2ce89Z3vmm1NtsHGuxbrb0uGz7J1clLRZqZ2ZtIG5NQaD1596ztou7t5kpPNmRPH2P3yaxMelJOCWu3BK2/2Zc7N5uzJY+zaOzRzd3c3Rw7uQ6PxYMGgdVAMBgN6vZ5lK1YTEhoOwLpNW/n9r/6L0uIiQsLCJz3/hbOnqKurYc8rbz7X7/VnT165xpRzw+Zt/PYX/0lJ8VPT+meTxRpzp5w7TV1tDS+98saIP9fpdORkZ5KQuGjUz6irreGrQ/tZsHCxqc5MlvHqduyUqQSHhNLe3sa9Ozc58dUhXnrlTezs7NDpdJw7fRz/gEDWb9qGXq/n/p2bHDn4BXtfe9usC3SqNR68+c77dHd3kZuTzcnjR9n7yht4eHqSeuUi3V1d7N77Ko6OjjzJzeGrwwd4+bU38fTyNlvG4dZv2sLpE8f47S//C5lMZlyzL24qVVWVVFVWcP/ubV576ztWuetRv/7dj6bPnGXqWHr7+FJc9JSMR2ksnuTBi5GOx/y8XEqKi3j1zXcn9BnmPB5Hc+7MSWpra3j5taFrI1lq3R7s4f07VFaUs3XHblxc3SgtKebCudOoVM4Eh4ZJUkcMBgNePn4k9q0/5uXtQ31dLRlpD4idOv25P6+ttYWvDu4jIjrWNMtusozWh5oInU7H2VPH8QsIZP1m4zn73p2bHD7wBS+/Pnnn7JAhba43Pr7+/OX3v+RJTjZTp80kflCZeXgaZ8Id3v8ZTY0NphsUlma0Y9ISjdU+9uvu7ubgl5+j8fBk4eKl0oUdgaWWdX5uNk8eZ7Jq/RbUGk/qaqtJvXQeJ5UzMVOmDXlvb28vZ48fxoCBpSsGno4wGAxcSTmD0tGJbS+9hp2dHdkZaZw8up+dL785ZPOHF2X52k1cOnuCj//wS2QyGZ5ePkREx1FbU0VtdSWPHtxl5ytvjdr3MBgMpF48i1LpxJbdr2JnZ8/jzDROHz3A9r1vSjLzrL8diYiMNm185eXtQ0VZGekP7hMYFGJq+1976ztmzzcWg8GAj68fS5YZ2zpvH1/qamtIe3DfIgfkHqU/JCw8Aue+9QbznuRSXFzEG29bVrmOJzM9jdgp8aM+Ltna2sKhLz8jOiaOaWa8SdFfH/r7Psb6UEvaw3umAbkH9+5QUV7Otp3GflVZSTHnzxr7VYNnDUtlpHN2/zE6Y+Zspk03Tlwy9fXSH7JkktbeHc9Y12KWYNIG5GxtbU3PQXv7+FJVWcmDe3dYuWb9uL/r6KSio71jyGt6vZ6uzs5JWfi03/DM1cMya7u7Obz/cxwc5GzatmvIDKz+XBrNQMfH0dEJpdLRLOtsXTh7msL8PHa/8jrOLgMLxTs5qejt7aWrq2vIHcb+3eIAU0dg8MBjf/bWlhaRe5iUc6cpyM/jpZdfG5J5sLzcx+h0OuLip4348/q6Wg7s+5RpM2aSsHD0QbsXZby6LZcrkMsVuKs1+PoF8Ouf/wf5T3KIiZtKTnYmLc3N7Hl1oOPmvWkbv/75f1CQl0tM3ORP5R3yPfpmBfn4+lFZUcG9u7eYv2AhD+7d5a3vfNc0y9LL24ey0hIe3LvL6nUbzJZxOHd3NXtffQOtVotW241K5cxXRw7i5uZGWWkJ7e3t/O5XPzO932AwcCnlPPfu3ub9D34gWe7n0d8xH37DRePhMeKOXS/SaMdjaXERTY0N/Oq//n3I+48fOYh/QNCQwQ1zH48jOX/mFAV5eex97Q1cBn2PxsYGi63b/XQ6HamXL7J5+y7CI6IA8PTyprammru3bxIcGjZmHWmdpDripFI9s+uuu9qD/L51YgZmX7UPuSDuaG9/ZqCzra2Vw19+iq9fAMtXj9+P+aZG60NFx8SN2zb2n7P3vjZwzl6/aRu/+pl5z9lyhQI3tdo0O3I4H1/jOsLNTY24uatxdHKiqrJiyHsGZjGa/+J/tGPSSTV+/0QKo7WPa/rWz+zu7mb/vk9xcHBg287dZt1NcDyWXNY3rqQwa14ikTHGR9g1nl60tjRz//aNIQNyvb29nD1xmNbWZrbsfNk0Ow6grKSI4sJ83vngR6bXl3j7Ulr8lJysDGbPT3zhuV3d3Nmy+1V0Oi3abi1OKhXnThzBxdWNivJSOjva+eSPvzK932AwcPNKChkP7vLKOx9QXmrM/Nb3/tGU2dN7DWXFT8nNfsSseS8+83iUjo7Y2Nig8Rh6Xld7eJh2cC4pMrb9v/zPHw95z7HDB/APDOKll183W97BVCpnPEZo/3JzHkuSZyzNzU0UFz1ly6BNX0r6+lQ//+nQcj16+AABgUHseUWach1LWWkxDQ31bNiyfcSft7W2sv+zj/ELCGTVWvP2pVQq52f7QxoPnvTVB51Ox9XLF9m6Y6Bf5eXlTXW1sV8l9YDcaOfs/keZn6nrGk9amid3TGEsY12L9bcl7e3tQzbWa29vw9tMj+ebbXU9g8FAb0/PhN7r5+9Pd3cX1VWVph3kSoqfYjAYTNvTmoPBYKC315i5u7ubw/s/w9bWjs3bdz8z0t7/WGJjQ73porCzs5POzo5ntuF+0RlTzp0h/0kOu19+Dbe+qej9vH18sbGxoaToKVExA7vLtLY0m9YQ619jpKGh7tnsk7QWmzXmNhgMXDx/hvwnueza+yquwzIPlpGeRnhkFI6OTs/8rK62hgP7PiUufhpJS8y3c9xgg+v2SD/DYDAtot3To3vmDqpMZty3yoBhhE8wH0Nfzh6dzpRrMJmNjelujdQcHBxwcHCgq7OTosICliSvIDo69pmNEg588RlT4uOHPCZg6Vxd3VCpnGmsrx/yemNDA6GTNDt4vONxXsJC4qfPHPLaR3/+PUuXryI8ItL0mtTHo8Fg4MLZ0zzJzWHPq68/cy60hrqt1+vR6/Ujnif6M/bXkQYz1hFf/0CaGob+e02N9ab1MV1c3XB0UlFaUmRaE6m7u5vqynKmzRhY16ettYXDX36Kl7cPK9ZulGQ2a38faqy20bevbdTpxjhnm7HOaLVampsacYqLH/HntTXVwMBgm69fAHdvXR/y6GpJ8VMcHOTPDKxOpvGOSZ++/4PiokKiY4y7D9bX19HS0ozfGEtUmJthUDvePxhna2vL9l17JFtcezhrKGtdT8/I57ZB/Z/+wbjmxka27HoZhXLosjs9Pbr+XxzzcyaDvb0D9vYOdHd1UlpcyIJFyYRFRhPQ93hnv5OHviAqLp7ovkHGHl2PKeOw0JK1Pba2tvj4+o3Q16jHpW99zPkLFg5ZUgjgoz/9jmXLVxEWGWWuqM/wDwykYVh71NBQP6nXiF9XRnoajo5OQ/pK8xcsNM146vfhn35H8opVhEtYrmPJSE/D28d3xPVHW1tb2P/Zx3j7+LJm/Sazt+v+AYE01tcNeW1wfRitX2Uj4fEH45+z+/t69SN8t7DwyX3ibiJGuhZz7RuUKy56ahqA6+7uprKinJmz5pgl16S0yKmXUwgNi8DZxRWttpuc7ExKS4rYvvtlwLgmRHt7G419d03ramtwcHDA2cUVpVKJxsOTkLBwzp0+wYrV69Dr9Vw8d4aYuClDtup+oZmvjJJ518t0d3dz6MvP6OnRsXbDFrTd3aYFW/vv1rirNYRHRnEp5SwrV6/HQS7n2pWLqNUa05oGk+HC2dPkZGewZcduHBzktLcNrCFjb2+PXKEgfvpMLqWcQ6FU4OAg5+L5M/j5B5gGttQaDRGR0Vw8f5ZVazfgIJeTejkFtcaDwElaNNwac6ecO01Odiabt4+cuV9jYwNlpcVs27Xnmc8wbiH+CSGh4cyZm2D6DJmNbMTBuxdhrLrd1NTIk8dZBIeGo3R0pK2lhTu3r2NnZ2965Dc4JIyrly5w8fxpZsyai8Fg4O7tG9jY2Exq3R7uyqULhIVH4tL3PbKzMigpLmLXnldQazxwd1dz9tQJli1fhdJRSV5uDkWFBezYvddsGUfytDAfg8FYX5saG7iccgG1xoP4aTOwtbV9ZhdCG1sbnJxUaMx4AarVamlsbDD9vbmpierqKpQKJS6urnR2dtLS0kx73y7X/Z1hJyfjTlwymYy58xdw/doVPL298fLyISsjnYb6OjZt3TEpmcc7Hvt31xrO2cXFNHgnxfE43Pkzp8jOymDbzpdwcJDT1pdB3vc9LKVua7VamobVkZrqKhR9dSQgKJgrFy9gZ2ePi6srZSXFZGc+Mm3qIEUdmTl7Pgc+/yt3b10jMjqO6soKMh89JHnVOlOmGbPncffmNdzc1bi4unHr2mWcVM6E9e3W3dbawqEvPsHFxZWkpSvo7BiYvT9Zj2yN1YfqbxsvXzyPQqlELpeTcv4MvoPaxuBQ4zk75dxpZs42nrPv3Oo7Z0/iRiCply4QGmE8R7e1tXLr+lVsZDZExU6hqbGB3MdZhIRFoFQqqaut4erFc/gHBJlmIwaFhKHWeHD21FckLVlOR3sbN69dZtrM2WYdQBrvmJQrFEybMZOL58+hUBj/D86fPY2ff4BkGzqM1T52d3fz5eef0NOjY8Pm3XR3d5sW4nbs68NKxRrKOjQ8knu3r6NycTE+slpTRdr9O6bH3nt7ezlz/BB11VWs37obvcFgWpNIoVD2DSIFIJcrSDlzjLkJi7CzsyMrI42W5iZCQifnIrWkqBAMBtzUGpqbGrl5NQU3dw3RU6YZ1+VTDu972KJ0cjKt5+nt59+X+ThzFiQZH7N9lEZrcxPBk7gkzHhtzdz5iRw/epCAoGACg0J4WphPQd4TdvfNfBu17Xd1fWbwwJzmzkvg04/+ws3rqcTETqGyopz0hw8sYpb7YAaDgcxH6UydNm3IuaF/59XhXFzMX67j1REwDqjk5mSPuC5ca2sLX372MS6urixZvtIs7fpwc+bN57OPPxyoD5XlPEp7YJqpJ5fLCQwK5nLKQL+qtKSYrMxHLFsu3aYO452zZTIZ8xYkcu3qZby8ffD29iHjURoN9XVs2b5TstxjXYvJZDLmzJvPzeupuLurcXNzI/XqZVTOzpO+kWg/mWGCw6xt3RPfGv3sqeOUFD2lvb0NB7kcT09v5iYkmqZX3ki9ws3rV5/5vdXrNpmem+7s7OTieeOjSDKZjMioGJJXrsHBwWHCOZ5nAPnsqeOUFg/LPD+R4NAwSkuKOLDvkxF/7+33/860a1l3dzeXU86R/yQHmUxGQFAQy5avfu5dVm1sJj5K/5N//ecRX1+zfpNphk1PTw+XU86Rk51JT28voaHhrFg9dOeh7u5uLl04S96THGTICAwKZtnK1ZM2Q85Scj/PXYaf/tv/GvH1wfUWjOs9Pc7K4N3v/v0zdzZGq/suLq68+72/n3CWF1W321pbOXfmBDVVlXR1deLopCIgMIiExEVDZiQUPy3k5vWr1NfVgEyGl7cPCxctm/DOyf3s7b5+x//Uia8oLnpKe1sbcrkcTy9v5i9YaJpd09BQz5WLKZSVlaDTanFzVzMvYQFT459/rajBvumdqJzsLK5evkhrawsKhZKomFgWL1mGXDHyTp6/+/XPmTN3vml9lK/reWKXFBfx5ecfP/P6lPjprNuwmcxHaZw+eeyZnycmLWbhoqWmv9++eY2H9+/R1dWJp5c3S5ateO5dlfQTDD7R43H472zattO0G9uLOh7tbL9+vf7xv/zTiK+v27CZ+OkzgMmr2736iVeSkuIi9o9SR9Zu2Ex7WxtXL6dQ/LSQrq5OXFxcmTZzFrPnJgw5D96+eY20+/fo7OrEy8ubxc9ZR7Q9E++LADwtyOPG1Ys0NTbg4urGzDnzh6z/ZjAYuH39CpnpD+nu7jLu1L1yremiNDsznQunj4/42X//3//vCeewt514uz5eH6qnp4fLF8+T29c2hoSGPbObYFH/Obu2Bln/OXvx85+ze3onXkdOHz9MeWkJXV2dKJWO+AUEsiBpKW7ualpbmjl78ivq62rR6bSonF2IiIxh7oIk5IMe7WtpbuLi+dOUlxZjb+9A7JRpLFyS/FyDRgqHb/Yo5kSOyZ6eHi5eOMvjrEx6e3sJDQtn5Zr1ku08OFb7WFJcxL5PPxrx997/4Ae4urmZN+wgUpV1W9fEntgB0Gq7uX39CoV5uXR2duDkpCIyZgpzFyzC1taWluYmPvnTr0f83S27XsE/0LgAe01VBbeuXaGmuhK9vhe1xpO5C5IIfo4BuYm2j2Bc++72tcu0tbWiUCgIi4hhXtIS086vw336p18TP2su02cNbDBVU1XJneuXqamuMmWenZBE8HOss+okf77B9PHaGjBumnb75nXaWltwV2tYuGjpmBs4/ORf/5nN23cN2Yl1PLbPcS02Ufl5T7hyKYXGhnpc3dyZOz/hhe+y+k37rE8LCzjwxWe8894HqDVjL8D/7//7n9m6fdc3HrR4jq4IMLE6kv7wPpcunOW7f/ePz/S3Mx+lcWaEPi3Af/s//58J5/imVSQ/7wlXL18cqA/zEobsstrW168qKhzoV02fOWvIzrdfxzf53YmcswFu3bjGg3t3TdcDy5av/Ea7rE72tZjBYODa1cs8SntAV1cXAYFBrFy9btxjYDxK+4mV9aQMyFkKC3ma57k9z4Cc8M1YyiNfz8tKY3+jATmpiDpiXs9zwWEpvsmAnJSeZ0DOUjzvgJyleJ4BOUvyPANyluKbDsgJ337PMyBnSayxfXzeATlLMRkDcuZgjX1WK+yKAN98QE4q1riJnDXWa5j4gJx1XkUIgiAIgiAIgiAIgiAIgpUSA3KCIAiCIAiCIAiCIAiCYEZiQE4QBEEQBEEQBEEQBEEQzEgMyAmCIAiCIAiCIAiCIAiCGYkBOUEQBEEQBEEQBEEQBEEwIzEgJwiCIAiCIAiCIAiCIAhmJAbkBEEQBEEQBEEQBEEQBMGMxICcIAiCIAiCIAiCIAiCIJiRGJATBEEQBEEQBEEQBEEQBDMSA3KCIAiCIAiCIAiCIAiCYEZiQE4QBEEQBEEQBEEQBEEQzEhmMBgME3lju3ZCb7MoTe1aqSN8LRpnudQRBAvXaKV1293JQeoIgoUrb+iUOsJz81crpY4gCEKfnl691BG+FjtbcY/cXCZ46WNxZDKZ1BEEQbBy1thGWmv7qLCb2Pus89sJgiAIgiAIgiAIgiAIgpUSA3KCIAiCIAiCIAiCIAiCYEZiQE4QBEEQBEEQBEEQBEEQzEgMyAmCIAiCIAiCIAiCIAiCGYkBOUEQBEEQBEEQBEEQBEEwIzEgJwiCIAiCIAiCIAiCIAhmJAbkBEEQBEEQBEEQBEEQBMGMxICcIAiCIAiCIAiCIAiCIJiRGJD7G3Pt6mU+/OPvpI7xN0uU/+RLe3Cf3/ziv/jxv/wTd+/ckjrOt5K11+P0u9c4uf+vUsd4LhnpafzsJ/8mdYwJs/Y6Yu35BUEQBEEQBMtnJ3UAQRCEF6W7u5vzZ0+RvGI10TGxyBUKqSMJFihuxjxi4mdLHeO5xMRNISwiUuoYgiAIgmBRrl29TF5uDm+++77UUQRBEJ6bGJATBOFbo6W5Gb1eT3hkJCpnZ6njCBbK3t4B7KVO8Xzs7e2xt7ey0IIgCAIAvb292NraSh1DEARBsDBmHZBLf3ifG9eu8P73/wGZTGZ6/cjBL1AqHVmzfpM544wpJzONB7evseetD4ZkPXf8IAqlkhlzErmVmkJNVQU9PTrc3DXMTVyKf1CIdKExPq53PfUy3/v7fxyS+9D+L1Aqlbi4uva97x43rqXS2dlBeGQUa9dtlHQ20Xi5123cTP6TXK5fu0ptTTUODg4EBAazbedui85868Y17t65RY9OR3RsHI6OTpLl7fc44yH3b13j5Xe+PyT32WMHkSuULF21nqKCJ9y/dY2mhjocnZyJipvKzHkLsbGR9in3sco8Py/X9Pff//oXALz/wQ9wdXMzc8oBE6kjN65d5f7d2/T09BATOwWloyNPC/IlvdM70fNIZkY6qVcu0dXVRVh4BGvWbUQul0uUekBedhqP7l5n22vfG5L/8unDyBVKHFXOlD3NZ/2uN6QLOcx4ZR4YFEzK+TP88L/9H9KFHGSidaRfY2MDX37+CeHhkaxYvXbI70jhefNLYSIZ83JzmD13PtdSL9PV2cnU+OmsWL2Wu7dvcvf2TQwGA7PnzicxabHF5p+bsMBiziOP0h5w49oV3vvgh0MyHz34JQqlkjXrN5H24B737tyitaUZVzc3EhIXETd1miR5+020rGfOnmMxfb+v24eSun3sl/bwPtdTr/C9vxt6TXP4gPGaxtnFhfwnucycM5db16/R3NzE//j//T8SJh6/zOfMm0/K+bNUVVYA4K7WsHrtBnz9/CRKbDTRvt+P/+WfAFi3YTPx02eYOeWA8crZgIHuri627XzJ9LML585QU13F3lffMH/gPmPl1mq7KSku4p33PkDj4WH62d3bN3lw7y7vffD3FpVXoVSSlZHOq2+8g6+fHwaDgV/857/jrtbw2pvvAJCV8Ygrl1L43t//g8Vlb21pRmZjw66XXkYmk9HZ2clf/vhbpk2fyaIly8yet99YbaRWq6W0pIiXX38bH9+Bc8b9u7e5f/c273737yTr+413TBYXP6WlufmZ3/uf/9f/a5Z8Zr26jo6Jo6uzk5Lip6bXOjs7KSosIHbKVHNGGVdoRAxdnZ1UlBWbXuvq6qSs+Cnh0VPQ6bQEhoSzbtsetu55k4DgMM4dP0hb67P/meYUExtHZ2cnxUVDy/hpYT5xU+MB44VRzuNstu/aw649r1BTVcW5M6ekigyMn7sg7wmHD35JWHgEb7zzHi+9/JrkHYTxMj/OzuLa1cssXprMa2+9i0rlzMP7dyVMbBQWGUNXVycVpUPrdmlxIZExU6gsL+XS2RPEz5zDztfeZdHyNTzJzuDhnesSpjYaq8x37NrD7r2vAvDam+/wwQ9+hLOLi1RRgfHrSFbmI25eT2VJ8gpef+s7uLi68vDBPQkTG03kPNLU1Ehebi47du1lx649lBYXc/vGNakiDxEUHkN3VxdV5SWm17q7OqkoeUpIZJyEyUY3kTK3JM+Tt6a6ms8++pC4KfGsXLNO8sE4sI7ynuhxWFiQz66XXmHTlu08Sn/IwS8/p7WlhT2vvsGS5BWkXrlERXmZxea3pPNIVExsXz+1yPRaZ2cnRU8LiJ0ST15uDpcunGXOvARef+d9ps2YzZmTx4a8XwrW2Pez1j5Uv5j+a5pn8hcQ13dN09jYwJOcx2zZvpM33nlPqqgm45X58a8O4+zswmtvvsvrb3+HhMSF2NpKv9z4eH2/ufMX4OHpyQc/+BEf/OBHxMRNkTCtdbQvIxkr94KFi/Dx9SMr89GQ38nOzJDsGn6svFOmxuPl7UNJSREAtTXVIJNRU12FVqsFoKSkiMDgYCmij5t9/cYtVFWUc//ubQDOnj6Bs7MLCxctkSRvv7HayPmJSQSHhJGZkT7kd7IepTElfpqkfb/xjsnX33zXdP743t/9A37+AQQEBpktn1nPsgqlktCwCB5nZZpee5KTjVLpSFBwqDmjjEuuUBAYEkZBbrbptaL8XBRKJX4BwWg8vYmNn4la44mrm5o5Cxbj4upGcWG+hKmNZRwWHkF2VobptdzHxjIODjGWcU9PD+s3bsHbx4fAoGBWrF7L4+xM2trapIo9bu4b11OJnTKVRUuW4eHhiZe3DwsWLpIsL4yf+d6dW0ybMZPpM2ah0XiweGkyGg9PCRMbyRVKAoPDyM/NMr32NC8HhUKJX2AwD25dY8acBKLipuHi6k5AcChzFizmcUaadKH7jFXmYRGRKJWOADg6OqFSqSSf0TdeHbl/9w7Tps9k2vSZqDUaFi5agqenl4SJjSZyHjEYDKzbuBlPLy8Cg4KZEj+NokENnZTkcgV+QaEU5Q2cv0sKc5Erlfj4m6+BfR4TKXNLMtG8ZWWl7Pv0r8xLWMDipclSRB2RNZT3RI/DtRs24eHpSURUNEHBITTU17N81Ro0Gg/TuUWKASNrPI8oFEpCwsLJyR7op+blPu7rp4Zw785NpsRPZ8asOajVGubMSyAyOoZ7d25Klhmss+9nrX2ofgqlktDwCLIH1ZXc/muavjLv7e3tK3NfvLy8pYpqMl6ZtzQ3ExwaisbDA7VaQ0zsFLy8fSRMbDRe38/BwQEbmQ0qlQqVSiX58g7W0L6MZLzcxoHygfreUF9PVVUlUySaITxe3qDgYEr72r6S4iJCQsPQaDwoKzXerC0tLiYwSJoBufGyO7u4sHrdBq5cSuHKpQsU5uexYfNW6a9rxmkj46fPIDc7k56eHgCqqyqpra1havwMiRIbjVfejk5OpvPH7VvXaWtrZev2XWbLZ/b/VeMdxsem/6jHWRlEx02xiDvmw4VHT6EoP5fevqz5OVmERcUik8nQabXcTr3IgU/+yMe/+y/++tuf0tRYT1tri8SpIW5qPE9yBso4OyuD2CkDZezi6jpk5pC/fwAGg4GG+jpJ8vYbK3dNdZVFNmJjZa6vr8PPL2DI+/0DAkb6GLOLjJnC07yhdTs8Os6Yu66aB7ev85df/8T05+qF03S0t9Gj00mcfPz6bWnGytvQUI+vn/+Q9w//u1TGP4+4DXmsTKVS0dHRLknWkYRGxVFS+ITeXmP+p0+yCYmIsdh6At+uug3Q0tLM/s8/IXHREuYlJEoZdUTWUN7Pexw6OanQeHgO+Q5OTira26U5Nq3xPDJiPzW275xdX4d/QOCQ9/v7B9JQJ23/Cayz72etfah+cVOG5c/MICZuaP12dJJ+qZLBxirzufMXcObkcb747GNu3bhGY2ODxGkHWMP5ejBry9tvrNyxcVNpbmqivG/GdVbmI7x9fIc8wmpJeQODQigrLUGv11NaUkxQUAiBwSGUFBfR2tpKY2MDQcEhFpkdICZ2CpHRMdy6cZ1ly1ehVmskyzrYWG1kRFQMMpkN+U9yAMjKSCcoOETS5YP6TeSYTHtwn0dpD9m+c49Zz91mH5ALj4zCABQW5NHS0kxZaQlxUyxz+m5QaAQGoKSogLbWFqoqSomINk6Dvn3tIkUFT5ibuJgNO15m6563cNd4otf3ShsaiIiMxgAU5BvLuLSkmLgp0q5vMhFj5baz0MXMrbWsg8Iih9TtyvJSImOMdVun1TF7wSK2v/yW6c+OV99m9xvvYWsn/T4w1lbm1pa333i5bYffpZPJMBgM5g05hoDgCMBAeXEh7W0t1FSWWezjqv2sra6Ml9fR0QlfP38eZ2XS3d0tXdBRWEN5P/9xyIiPmEl1bFrjeSQ8wthPfTqon2ppy6qMxBrq83DWmHmwiP5rmvxB1zSDHkl0sMC+61hlnrR4KW9/53uER0RSXPSUP//+NzzJeSxt4D7WVlfGyitDxvDTnCVcP8LYuVUqFcEhoTzONM4yepyVKfkjuGPlDQwKRqvVUl1VaRyQCw4hqG9ArrSkCJXKWdJBrvHqtE6no7qyEplMRmNjvWQ5hxurjbS1tSVu6jQyM9Lp7e3lcXYmU6fNkDRvv/HKu7joKRfOnWb9pq14eZt3RrPZr67t7OyIjIrhcVYGTY0NqDUeePv4mjvGhNjZ2RESHkVBbhYtzY24umvw8DJO3a6uLCcqLp6Q8GgAdFotbS3Srh/Xz87OjqjoWLIzB8rYx3egjFuam2ltbcW5bxfK8vIyZDIZao10dzhg7NxeXt4UFz1l2vSZkmYcbqzMGo0HFRVlTJ023fT+ivJyqaIOYWdnR2hEFHk5WTQ3NeI2qG57eHnT3FiPq5ta4pQjG69+W5qx8qrVGiory4fUkf7FlKVmbeU8nK2dHYGhUTx9kk1rcyMubmo0ntI/ejMWayvz8fLa2dmxfdceDn75Ofv3fcquPa9YxKYf/ayhvK0h41isMf9APzWTxsZG1BqNqZ+q1nhQXlbKlPiBc3Z5ealFPEppjX0/a+1D9TPmjyE7K4PG/vwWek3Tb7x6otZoUGsWMHf+Ao4dOUTGozSiYmIlTGw0Vm5bW1v0FnRDEMbO6+jkSF1tzZD311RXS/44IoxfP+KmxnP54gVip0ylqamR2Dhpb1aMlVehUODp5c2De3exsbFF4+GBo5MTx44cpCAvT7L14yaSHeDihbMgk7HzpZc5+OXnhEdEWcTTYmO1kQDx02fw0Z9/T9qDexj0eiKiYiRMO2Cs8m5saODo4QMkJCYRLcH5TpIjP25KPIX5eWSmp5lGVPNyc/jL738tRZwxRURPobSogCfZj4iIHphd4eLmTlF+LvW11dTXVnPp7DHJ7+oONmVqPAX5T3iU/pApw+5e2NnZcfL4UWqqqygtKSbl3BliYqegUqkkSjtgtNwLFy3hcVYmqVcuUVdXS21NNbcsZAH50TLPmTefjPQ0HqU/pKG+3ph9WAMspYiYKZQ+zSc3K52ImIEFcGfNT+LJ40zu30qlob6WxoY68nOzuXvjioRphxqrflui0fLOnjuPR2kPyXiURkNDPTeuXaWmb+FZS2Bt5TxcaFQc5SUFFORkEBpl2bPj+llbmY+X18HBgR2792JjY8OBLz4zLaZsKayhvK0h41isMX/slKkUFuSR+SiN2LhB7fr8BWRlpJP24B6NDfXcu3OLvNwc5sxLkDDtAGvs+1lrH6pf3JR4CvLzyEhPM23mYOlGKnOdTsf5M6coKS6iubmJstISKivLJX0ccbjR6oqrqxvNTY1UV1XR0dFheiRNaqPlDQoOpbKygsxH6TQ0GOt2rQXV7bHOI1HRsWi7uzl3+iRBwSGmAX4pjZU3KDiYrMxHpsE3pVKJRuPB4+xMgiRaP26w0bIX5D0hIz2NjZu3ERoWzryERE4eO0pXZ6eEaQeM1kYCaDw88fXzJ/VyCjFxUyVf03Gw0c59B/fvw9vbhxkzZ9PW1mb6Yy6SPH8WFBKKQqmkoaHe9J/Y3d1FQ4PlTMfs5xcYjFyhpLmxgfDogUGLhEXJXL1wimMHPkGhcGT67PlotZbzSE5wSChKpZKG+vpnHgl2d1cTHR3DgS8+p6urk/CIKFatWSdR0qFGyx0UHMLmbTu5ce0qt29ex0EuJzBQ+hMpjJ45Nm4qTY2NXL54gd6eHqJiYpk5ew5PCwokTDvAPzDEVLcjYgYGKwJDwlizaScPbl8j7d4tbGxscXNXEzN1hnRhhxmrflui0fJOmTqNpsZGLqWcp7enh+jYOOKnTaeywjJmyVlbOQ/n4x+MXK6gpanB4h9X7WdtZT6RvA4ODux86WX27/uUg19+zo7de3FwcDBz0pFZQ3lbQ8axWGP+oGBjP7WxoZ6YQYMskVExLFuxmnt3bnHpwllc3dxYs34TgRKuQzSYNfb9rLUP1S940DWNtdTvkcrcxsaGzs5OThw7Qkd7O0qlI1ExMSQtXiZx2gGj1ZWomFhycx+z77OP6O7qYt2GzcRPnyFd0D6j5Q0LjyAxaTGXL56np6eH+OkzmRo/jdoayxiUG+s8IpfLiYiMJudxFms3bJIo4VBj5Q0MCuHendsEBYUMvBYcQk1NtUWct0fK3tHezumTx1i4aIlpBlfS4qUUFRZw9vRJNm/bIWVkYPQ2st/UaTOpKC+zmMdV+41W3g31dTTU1/HrX/znkPf/z//r/zVLLplhgtO62rWWM/tropraLetO/ERpnC3nkR7BMjVaad12d7KMi3BL9sXnn6ByUrFh81apo0iivMEy7v49D3+1ctL/jbQH97h+7Sof/P0/Tvq/JQjWrKdXL3WEr8VuhLX/XpRrVy+Tl5vDm+++P2n/hjm8qO9hSU+0PA9L3xBAEATLZ4428ub1qzzJeczrb7/3Qj5vMtvHyaSY4NQ36/x2giAI3wI6nY47t29SW1tDfV0dqVcuUfy0cMiaOYLQ0tJMQX4+Hp5eUkcRBEEQBEEQhGdotVrqamtIu3+PmbPnSh3Haki/ZaIgCMLfsML8PG5eT6W3pwe1WsOW7bsICQ2TOpZgQf765z/grHJm3cYtUkcRBEEQBEEQhGdcPHeanMdZhEdGW9zjqpZMPLJqgcQjq8J4xCOrwreVeGRVEIRvQjyyKoxHPLIqCMLfKmtsI621fZzoI6uTMkOutKSYu7dvUF1VSXtbG5u37yJy0Ja3P/nXfx7x9xYvW8G8hETT3wvyn3Dz2lXqamuwtbMjMDCYLTt2v5CMleUlPLp/m/raajra21ixfhsh4VEA6Ht7uXfrKqVFhbQ2N+Egl+MXGMzcxKU4qQZ2k2lubOD2tYtUV5aj7+1F7eHF7IRF+I2w2UBXZyeHP/8LHe2tvPreD5HLFS/ke0zEzeupPMnNoaG+Djs7O/wDAlmSvAKNhFvdT9SDe3e4fesG7W1teHn7sGLVWvz8/aWONSpLKOvKshLS79+mrqaKjvY2Vm3YTkhElOnnT/NzyX70gLqaKrq7uti29y08vLyHfMbVC6cpLy2io60Newd7vH0DmJ+0DDe1Zsj7crMekfHwDs2NDdg7yAmLjCEpebVZvmc/a6sj/awptyXU6+qKUrLT7tBQW0VnRztL1mwlMDTS9HOdTsvDW1coe5pHd1cXKhdXouNnETVlJgDdXZ08unuditKndLS1IlcqCQyNZPrcRTjIjTdBGutqyHx4i9rKcrq7OnFydiFqygxips0x2/cczJrqCEBrSwuXL12gsCCfHp0ON3c16zZsxtfPT+poJhOpy21tbVxOOU/R0wK0Wi1qtYYFSYuIjrGsjUEsvX6UlhRz++YNqqsqaGtrY+uO3URFxwx5T11dLVcuXqCkpBiDXo/Gw5Ot23fh4upqloxpD+6R/vA+Lc1NgHF3uAULFxMaHgFAT08Ply+eJzc7i97eHkJCw1m+ei1OTkN3Js18lM79u7dobKjHQS4nKiaOFavWmuU7jMXS68hoLD13d3e3aT27jo52vLx9WL5yNb5+Axnr62q5fCmF0kF1e8u2nWar2xNl6WU9GkvPPZHzX7+zp06Q9vA+yStXM1fCHZutMfNYLL2OjMSSMt++eY283BwaGuqxs7PDzz+AxUuXox6h728wGDh8YB9FhQVs2rbTNO5TU13FnVs3KC8rpauzAxdXV6bPmM2sufPN/XVGZCnlPSkDcjqdFi8vb+KnzeSrw/uf+fl3/27ootSFhfmcPXmMqOhY02tPch5z7vRxkpYkExQcit6gf6HbnffodGg8vYmeMo0LJ48M/VmPjrqaambOTUTt6YW2q4ubVy9w/sQhtrz0hul9Z48fwNVNzbpte7CzsyPz4T3OHT/Irtffw3FYZy015RRqD0862ltf2HeYqNKSYmbNnouPnx8GvZ4rly6y//NPefu971nMTncjeZydycUL51i1dj1+fgHcu3OL/V98yrvvfx8nJyep443IEspap9Oh8fQieso0zp84PMLPtfj4BRIeFcvVC6dH/AxPbx8iY6agcnahu7uLe7dSOXnkC/a8+V1sbIx3KR49uMOj+7dJWJSMl48fOp2O1pbmSf1uw1ljHQHry20J9bpHp8Nd40V4TDxXzx595uf3r1+kqryExOUbUDm7Uln2lDtXz6N0VBEYGklnexsd7W3MTlyGq7uG9tYWbl89R2d7G4tXbwGgvrYKhdKJhSvW46hyobaqnNtXziKT2RAdP8ss37OftdWRrs5OPv34LwQFh7Jz98s4OjnS2NCAQmm+m08TMZG6fPLYEePNip17cHR0JDsrg68OH+T1t97F28dX4m9gZA31Q6vV4uXtzbTpMzhy6Nm+YGNjA599/CHTps8kafFSHORy6mprsbUz32oqzs4uLFqajLu7GgOQnZHO0UNf8uqb7+Lh6cXllHMUFuSxcct25AoFKedOc+zwAfa8+qbpM+7ducX9O7dYvGw5vn7+6HQ6mvsG+KRkDXVkJNaQ+8yp49TV1rJ+0xZUKmeyMh/x5b5Pefs738XZ2cVYtz/5K9OmzyBp0RJJ6vZEWENZj8Qaco93/uv3JOcxFeVlqAZN+JCKNWYejTXUkeEsLXNZSQkzZs3Fx9cXvV7PtauXOPjl57z5zvvYD+v7P7h7GxnPzuCtrqrC0dGJdRu34OziQkVZKefPnERmYyP5GnOWVN6TMv8vLDySpCXJRI4yqu6kUg35U/Akl6DgENzc3QHQ6/VcvHCGJckrmTFrDmqNBg8PT2Jip7ywjIEh4cxZsJiQ8OhnfuYgV7Bu60uERcXi5q7By9efxKWrqKupoq3VOODQ1dlBS1Mj02cnoPHwwtVNzdyFS+jp0dFYXzfk87IfPaC7u4tps+a9sPzPY9eeV4ifPgNPTy+8vH1Yv3EzLS3NVFdVSpJnou7evsX0GbOYNn0mHp6erF63AXs7ezLSH0odbVSWUNZBoeHMTVxCaMSzdRsgKjae2QlJ+AeGjPoZsfEz8Q0IwtnVDQ8vH+YuWEJ7awttfQNu3V2d3L1xhWWrNxIRMwUXN3c0nl6EhEeO+pmTwRrrCFhfbkuo1/7BYcyYv4igsKgRf15bVUFY9FR8/INQubgSGTcDd40X9TVVALhpPFmyZgsBIRE4u7rjExDMjPmLKCsqQK83Tt+PiJ3G3KTlePsF4eziRljUFMKj4ykpfGK279nP2urIrZvXcXFxZf3Gzfj5++Pm5k5oWDju7mqpow0xkbpcXlbKrLnzjN/D3Z3EpMXIFQqqKi2nzbSG+hEeEcnipclExcSO+POrly8SHh7JsuUr8fbxxd1dTWRUtFk7wuGRUYSFR+Ku1qBWa0hakoyDgwOVFeV0d3WRkf6QpckrCQoJxdvHl9XrN1FRXkZFeRkAXV2dXL96iTUbNhM7JR43dzWeXt5ERI7c/pqTNdSRkVh6bp1Ox5OcxyxNXk5gUDDuajVJi5fi7q4m7f49AFIvXyIsPIKlydLV7Ymw9LIejTXkHu/8B8ZZ5efPnWbDlm3YWMAjedaYeTTWUEeGs7TM23fvZeq06Xj09ZfWrN9E6wh9/5rqKu7dvcXqdRuf+Yz46TNIXrmawKBg3NzciZs6jSnTZpCXm2OurzEqSypvyW/VtLe3UViQx9oNm02vVVdV0tbaCjIZH//lD7S3teHp7c2S5JV4SrTLnLa7GwAHB+PdfrlCiau7mrycTDRe3tja2pGTmYZC6YiHl4/p9xrr63h45zqbd79meiRCat1930WhsNx1j3p7e6mqrCAhMcn0mkwmIyQ0jPKyMgmTPR9rKOvx6HRacrMf4ezihpOzCwBlJUVgMNDe1sr+j/6ATqfF29efhMXLUfW9Z7JZax2x1tyDWWK99vTxo6won4iYeJROKqorSmhpbmB2YPKov6Pt7sbewcE063PE92i7kSvMO8vLGutIfl4uoWHhHD10gNKSIlTOLsycPYcZM2dLHW1MI9Vl/4BAcrKzCI+IQqFQ8Dg7i96eHoKCQyRKOZQ11o/hDAYDhfl5zEtI5Mt9n1JTVYmrmzsJiUmjPiI12fR6PU9ystHpdPj5B1BdVYlerycoZGCTHY3GA2cXVyrLy/DzD6D4aSEGg4G21hY+/ONv0Gq1+PkHsCR5JS4u0j2aaK11xBpy6/V6DAYDdrZDL6Hs7OwoKyvFYDBQUJDH/IRE9u/7lJrqKlzd3EhYkDTqRAUpWENZj8Racw9nMBg4cewI8xMSJbu2fV7Wktka64g1ZDb1l5QD/SWdTsfJY0dYvnItTirVaL86hLa7S/KnJyytvCUfkMvKSMfBwYHIQY+rNjc1AnAj9QrLlq/CxdXVOI3ws494673vo1Sa9yKwp6eHO9cvER4dZ1prSCaTsW7LS5w/eZiPfvufyGQylI5OrNm8y3Tx1tvTw6WzXzEvaRkqZ1eLGJAzGAyknD+Df0Agnl6WezLt6OjAYDA8czfR0cmJ+mEzEC2VtZT1aLLS73P72iV6dDpc3dWs3/YStra2ALQ2N2EwGHh49waJS1biIJdz78ZVTh7ex45X3jG9bzJZax2x1tz9LLVez120gtuXz3L4k98is7FBhoyEpavx9gsc8f1dnR1k3r9JZNz0UT+ztqqc4oIclq3bPlmxR2SNdaSpsZGH9+8xd/4CFixMorKigpRzZ7C1tSXeQnfaGq0ub962k6+OHOQX//nv2NjYYGdvz9Ydu3FXW8ZsP2usH8O1t7ej1Wq5ffM6i5YsY+myFTwtzOfIwS/Z88rrZh38rK2pZt8nH9LT04ODgwObtu1E4+FJTXUVtra2KIYNyDs5OdHe3gZAU5OxLbx98zrJK1bjIJdz/eplDn7xGa+//Z5Z2sKRWGsdsYbccrkcP/8AblxPRe3hiZOTE4+zM6koL8PNXU17ezu6vrqdtGQZS5JX8LQgnyOH9vPSy69ZzMC+NZT1SKw193C3blzDxsaG2RayltZEWEtma6wjlp7ZYDBw+cI5/AIC8Rg0GHs55Rx+/gFERE1sVnh5WSm5j7PZuvOlyYo6IZZW3pLPNc1MTyN2Sjx2g9ZV6N/9KCExiaiYWHx8/VizfhMg40lOtlnz6Xt7uXj6KAALlw4sVm8wGLh++RwKpSMbdrzC5t2vExwWybnjh+jo66jdvXEFN3cPImOmmjXzWM6dOUltbQ2btu6QOsq3nrWXdWTMFLbvfYuNO17G1V3NhVNH6enpAYz1X6/Xs3DpSgJDwvD29Sd57WZamhqpKC2WOLkwmSy1XudmPKC2uoKla7exbsdrzE5cxp3U81SWFT3zXq22m0unDuHqrmHanIUjfl5TfS2XTx9m2pxE/AJDJzm99TMYDHj7+LJk2XK8fXyZMWs202fMIu3BfamjjWq0upx65SLdXV3s3vsqr7/1LnPnJfDV4QPU1lRLlPTbp7+fFxEVzdz5C/D28SEhMYmIyCiz1xm1xoNX3/oOL7/+NtNnzubMiWPU19VO7Jf72sLklasJCQvHzz+A9Zu30tTYQGlx0aTmFqSzftMWDAYDv/3lf/HTH/8L9+/eITZuKjKZbKBuR0Yzd14C3t7Guh0eGUXaQ8s9HwrmU1VZwf27t1m3cYvV7JxrjZmFFyfl3GnqamvYsGmb6bX8vFxKiotYtmJim/nV1dbw1aH9LFi4mJDQ8MmKapUknSFXVlpMQ0M9G7YMnX3QP+VR4+Fpes3Ozg5XNzdazLhovL63l5TTR2lrbWbd1r2m2XEAFWXFlBYV8Op3fmh63cPLh/KSIvIeZzB9zgIqyopprK/lz78c+pz0p3/4OTPmJjI7YZHZvgvA+TOnKMjLY+9rb+DiYp7HCr8uR0dHZDIZ7e3tQ17vaG9/ZnczS2RNZT0aB7kCB7kCV3c1Xr7+fPTb/6IoP5eImCmmTUvc1AM77SgdHVEolbS1tpgln7XWEWvNDZZbr3t6dKTdvsriNVsJCDY28u4aLxrqqslOu4tvQIjpvTptNxdPHMDe3oEla7ZiM8IMlqaGOi4c/5LIuOnEz0585ueTzRrriErljMegNhtA4+FBbs5jiRKNbbS63NjYwIN7d3nrO981PZLj5e1DWWkJD+7dZfW6DVJFNrHG+jGco6MjNjY2I9aZstJSs2axtbU1rXXo7eNLVWUlD+7dITomjt7eXrq6uobMkmsfVM6m/qpm4Hs4OjqhVDqatb86nLXWEWvJ7e6uZu+rb6DVatFqu1GpnPnqyEHc3NxMdVvjMXQnQo3Gg/KyEokSP8tayno4a809WGlpCe3t7fz2l/9les1gMHDpwjnu3bnFd7//Q+nCjcKaMltjHbHkzCnnTlOQn8dLL7+G86D+UmlxEU2NDfzqv/59yPuPHzmIf0AQu19+zfRafV0tB/Z9yrQZM0lYaN7xj5FYWnlLOiCXkZ6Gt48vXt4+Q1739vHD1taWxoZ6AgKDAOOzvi3NzWZbk6N/MK6lqZF12/YOeV4ajDv+Ac/cJRh8d2zFuq309PaYflZXXcnVC6fYsOMVXFzdJvcLDGIwGLhw9jRPcnPY8+rruLm5m+3f/rpsbW3x8fWjuKjQtJ6MwWCgqKiQ2XOk2RxjIqyxrCfEYMCAgd7eXgC8/YxbQjc3NpjWjOvq6qSrs3PIyXoyWWsdscbcll6v9Xo9er3+mR2eZDY20Hc+BuPMuIsnDmBja8vStdtG3PGuqaGOC8e+ICx6KjPmL5707COxxjriHxhIQ0P9kNcaGupxcZVuHa2RjFeXR23bbWxMbbvUrLF+DNf/HRrqh9WZ+gbJ64zBYKC3pwdvH19sbGwoKXpqWuS8ob6O1pZmfP0DAPALMD4S39BQb2r7Ojs76ezskPR7WGsdsbbcDg4OODg40NXZSVFhAUuSVwzU7WHnw8aGelxc3KQJOgJrK+t+1pp7sKlTpxEyaG1KgP37PmVK/DTip8+QJtQ4rCmzNdYRS8xsMBi4eP4M+U9y2bX3VVyH9ZfmJSwkfvrMIa999Offs3T5KsIjBjb5q6ut4cC+T4mLn0bSktHXdTYnSyvvSRmQ02q1NDU2mP7e3NRETXUVCoXS1EHp7u4mNyebpckrn/l9uVzO9JlzuJ56GWdnF1xcXbl7+yYA0TFxLySjTqulpbnR9PfWlibqa6uRKxQ4Oqq4cOoI9bXVrNq4A4NBb3oMVa5QYmtri7evPw5yBVfOn2DmvIXY2dmTk5VGa0sTgSHGGRouwypuV2cHAG5qDXK5+RYzPH/mFNlZGWzb+RIODnLa2vq+i1yOvb292XI8r7nzEzh57Cg+vn74+vlz784tdDqdxa5HBJZR1jqt1rQOI0BLSxN1NdUoFApULq50dXXS1tJCR3srAM2Nxk6jo5MTjk4qWpobKch9TEBwKEqlI21traTdu4mdnR1BfVOM3dw1BIdFcuPKeRYtX4uDg5w71y/j5q7BLyDYLN8TrLOOgPXltoh6rdPSOuic3dbSRENdNXK5EidnF7z8Anlw8zK2dnaonF2orijlaW4WsxOXAX2Dccf309PTw5Ll69HputHpjAvUyhXGGQ1N9bWcP/YlfkEhxE6fQ2eH8XvKZDYolI5m+Z79rK2OzJ2XwKcf/YWb11OJiZ1CZUU56Q8fWMSMssHGq8tqjQfu7mrOnjrBsuWrUDoqycvNoaiwgB2790qcfoA11A+tVktjw+C+YCPVVVUolca+4PyERL46cpCAoCCCg0MpLMgnPy+Xva++YbaMqZdTCA2LwNnFFa22m5zsTEpLiti++2XkCgXx02dy+eJ5FEolcrmclPNn8PUPwK9vQE6t1hAeGcWlC2dZuWY9crmc1MsXUWs0BAaFmO17jMQa6shIrCH308J8DAZQazQ0NTZwOeUCao2HKeO8hESOHTlIYGAwQcEhPC3MJz/vCXteeV3a4MNYQ1mPxBpyj3f+UzoO7VPY2NrgpFKh0XgM/yizscbMo7GGOjKcpWVOOXeanOxMNm/fjYODnPa+/pJDX3/JSaUacSMHZxcX0+BdXW0N+/d9QkhoOHPmJpg+Q2Yjw9FR2l2nLam8ZYYJ3vJt1078znBJcRH7P//4mdenxE837aaa/vA+ly6c5bt/948j7mDX29tL6uUUsjMz6OnR4evnz7IVq4csJDiepnbtqD+rKCvm1OF9z7weGTuVWfOT+PKvvxvx99Zt22MacKitruTezavU1VSi79XjrvFg5ryFpgG50f7NV9/74ZgDchpn+ag/+zp+/C//NOLr6zZstri7GsPdv3uHO7du0N7ehpe3DytWrTF1hC2Rucq6cay6XVrMiUOfP/N6VGw8S1dvIDfrEVfOn3zm57PmJzFnwSLa21q5euEUdTVVdHd1oXR0wtc/kFnzk3BTa0zv13Z3c/PqBZ7mP0EmA1//IBKXrhxzl1V3J4fn/Kbjs7Y60s+acpvzHFLe0Dni61XlJVw49sUzr4dFTyUxeR2dHW08vHWVyrIitF1dODm7EBE3ndhpc5DJZKP+PsCWl99D5eJK+t1rZNy78czPnZxd2PrK+6Nm9ldPzkZD1lRHAPLznnDlUgqNDfW4urkzd36Cxe2yOpG63NBQz5WLKZSVlaDTanFzVzMvYQFT40ffAEQKll4/SoqL2PfpR8+8PnXadNZv3ALAo7SH3LpxjdbWFtRqDUmLl37jnSh7evUTfu/ZU8cpKXpKe3sbDnI5np7ezE1IJCTUOBOkp6eHyxfPk5udSU9vLyGhYaxYtW7IRUh3dzeXU86Rl5uDTCYjICiIZStWP/cTHXa2L35ZZ0uvI6OZ7NzfdLZrTnYWVy9fpLW1BYVCSVRMLIuXLBtyPfMo/SG3blynra9uL1y8lMgJLnw+mslYu0vUkckxkfPfYL/91c+YMy+BufMSzJBuZNaYeSyWXkdGYo7ME20jf/pv/2vE11ev28TUaSP3h376b/+LTdt2EhllbMdvpF7h5vWrz7zPxcWVd7/39xNMPDntI0x+eSsmOPVtUgbkLMVYA3KW7EUPyAnfPmMNyFmyyRiQE75dRhuQs2STNSAnCMLze54BOUsyWRccwrMs5fHz5yUW0xcE4ZuyxjbSWtvHiQ7IWee3EwRBEARBEARBEARBEAQrJQbkBEEQBEEQBEEQBEEQBMGMxICcIAiCIAiCIAiCIAiCIJiRGJATBEEQBEEQBEEQBEEQBDMSA3KCIAiCIAiCIAiCIAiCYEZiQE4QBEEQBEEQBEEQBEEQzEgMyAmCIAiCIAiCIAiCIAiCGYkBOUEQBEEQBEEQBEEQBEEwIzEgJwiCIAiCIAiCIAiCIAhmJAbkBEEQBEEQBEEQBEEQBMGM7Cb6RhvZZMaYHE7yCX89QbAqzgpRt4VvJ29XudQRBEHoo9cbpI7w3GytscMqmJVMJuqIIAh/m2zE+c/iiBlygiAIgiAIgiAIgiAIgmBGYkBOEARBEARBEARBEARBEMxIDMgJgiAIgiAIgiAIgiAIghmJATlBEARBEARBEARBEARBMCMxICcIgiAIgiAIgiAIgiAIZiQG5ARBEARBEARBEARBEATBjMSAnCAIgiAIgiAIgiAIgiCYkRiQEwRBEARBEARBEARBEAQzEgNyf6My0tP42U/+TeoYf7NE+U++J7k5/P43v+Df//c/c+HcGanjfOtYex3OfJTOr/7r36WO8dxKiov48b/8E11dXVJHmRBrrifWnF0QBEEQBEGwfHZSBxAEQZgMZ0+fIH7aDGbPnY+Dg4PUcQQLEx0bR1h4hNQxnpt/QCAf/OBHyOVyqaMIgiAIgsXISE8j5fwZfvjf/g+powiCIEyYGJATBOFbR6vV0tHeTmhYOM7OzlLHESyQvb099vb2Usd4bra2tqhUKqljCIIgCM9Jr9cjk8mQyWRSRxEEQRAshNkG5PLznnDy2BH+7h/+OzY2NlRXV/HRn//A/AWJLFm2AoDTJ4/T29PDhs1bzRVrRIUFeZw9eZT3vv8jbGxsqK2u4vOP/8TseYkkLUkG4MKZE/T09LBk+SouXzhDeVkp3V2duLq5MzdhIdGxU82eOz/vCSe+Oszf/+P/MJZxVRV//fPvmb9gIUuT+8r4xDF6ensICQkDjI/1XU45T0tLM4HBIaxdvxEXF1eLzb1x8zbKSku4evkilRXl2NrZ4evnz+Yt21EolRabOSM9jdSrl+js6CA0LIKAwECzZR2sIP8Jp48f5Xs/+G/Y2NhQU13FJx/+kbkJiSxeuhyAs6eO09vbw7qNWykrLeHalYtUV1WiUDoSGRXNoiXJ2Esw42yiZV5YmE9baysAX3z2MQB7XnmdoOAQi8zbX0fSHt7nRupVOjv76khQEDdSr5j1Tu/XOYcUFuSTcv4srS3NBAQGsW7DZlQSDYI+T/0OCg7jcspZvv8P/0OSrIM9T7lPnzGLfZ9+xA9+9D9RKBQWn7e/nvTraG/nwBef4eziyqat27GzM+99wW+S3VIzppw/w4bN27h04RwtLc2ERUSyYdNWch5nce3qZbq7u5k6dRrJK1djYzP5K5UU5D3h5PEjfP+HA/29j//yB+YlDPT3zpw6Tk9PDyEhoVy8cJaNW7Zz8cI5Wlua8Q8IYu2GTahU5j2PPG8/NTfnMdeuXqapsQEnlYpZc+Yxb/4Cs2d+3rqybuMWq+v3jdSHunHtqiQzob5Oma/ftJUrly7QUF/Pe9/7e1zd3Cw28+KlyZw/c5qyshL0vb24uLqxbPlKwiMizZr5ebMP7vv9+F/+CYCFi5aQtHipRebt6e3B3V1NXm4Ob777vun37965xb07t/ju939ocZm7ujopLMhny/ZdQ+rDk5zHnDx+lO//8L+Z5UbnhMu4p4enTwtYtWY9MbFxAHz4x9/R3t7O93/4IwDKSkv44rOP+cGP/qfZbtI+Tx2xtbGlqqqC1958Fzs7O3p7e/n4wz/h6eXFhk3mGy+ZaLve2dlBSdFT1qzfRHRMnOn3857kcPLYEb73d/+Igxmf8Hiesm5taaG0pPiZz3j/gx9M+jnbbGvIBQYGodVqqa6uAqC0uBil0pGS4oEvXlpSTGBwsLkijco/IBCdVkttjTFrWVkJSqUj5aUDWctKiwkICqa3pwcvb182b9vNK2++x9Tpszh78iuqKsvNnttUxlV9ZVxShNLRkZLiItN7SkuKCQoKAUCn03HzeirrN23hldfforuri2NHDll07uqqKr747GM8PDx59Y23efm1N4mIiEJvMFhs5oryMk6fPMbsOfN48533CQoJ4cb1VLPm7RcQYMxd03cclpUYj8OyksF1u4SAoBCaGhs4vP9zIqNjee2t77Bh8zbKy0pJOS/NemwTLfOFSUt49/3vA7Bl+y4++MGP8A8w/wDo89SRstISzp0+yex583nznfcJCQ3jpgR15OucQ+7cvsmGTVvZ++qbtLQ0cynlvNlz93ue+m1JnrfcpfZ187a0NPPZJx/i4eXFlu07zT4YB9ZR1l/nOLx/9zabtm5n155XKC0u4vDBLynMz2fn7pfZsGkraQ/vk5uTbZb8AYEjH4eDO7rG/MGm/Hdv32T9xi3seeUNWluauSzBeeR5+qlVlRUcO3KQ2LgpvPnO+yxctIRrVy6R8ShNmszf4n6fJfWh4OuV+e2b11mzfhNvv/c9HJ2cLDrz+TOn6O3t4eVX3+Ctd7/L0uQVki778Tx9v+UrV+Mgl/PBD37EBz/4EfMSEi02r6W05zDxzGHhkYRHRPE4K3PI72dlZRAZFWO2Aa0Jl3FwCIGBwZT2vd7V2Ul9fR09PTrq6+oA47q8Pr5+Zn1i4nnqyIrVa9FpdVy5dAGAq5dT6O7qYuXqdWbLCxNv18PDI4mJm0rmsLYw81EaUdGxZh2Mg+cr6607dpvOHR/84EdERcei1mjMcs4224CcXKHAy9vHdFCUlhQxZ958aqqr0Gq1tLa20NTYQGCQ9ANycrkCTy9v00VceUkxM+bMo7bGmLWttYXmpkb8A4NRObswe94CPL19cHVzZ8asuQSHhpOX89j8ufvKuKSkCICS4mLmzksYKOOWFhobG0yDnnq9npWr1+IfEIiPrx/rN26hvKyUinLzDiY+T+7bt67j4+vHqrXr8fL2wdPTi9lz5+Ho6Gixme/dvU1oWATzFyxErdEwZ+58QsPCzZp3cG5PL2/TCbS0pJjZc0c4DgODuH3zOrFT4pk9dz7uag3+AYEsW7Ga7MxH9PT0SJJ9ImUeFBJiOnkqlUpUKhW2trYWmzcwOJj79+4QFh7B/IRE1BoNs+bMlWR9s69zDlm9dj2+fn74+Poya/Y8iosKzZ57cP6J1m9L8rzlLrWvk7e+vo5PP/oLoWHhrNuw2SwztV5UdkvPqNfrWbV2Pd4+vgQGBRMdE0d5aQlrN2zCw9OTiMgogoJDKCkqkib/OP09vV7PyjXr8fH1w9vHl5mz51Jc/NQsWUfKPZF+6t07twgOCSUxaTFqjYb4aTOYNWcud27dlCTzt7nfZ0l9qOfNDn3H55p1BAQEotF4SLJUwvNkbmlpxj8gEE8vb9zc3YmIjJL02ux5+n5yuQIZoFKpUKlUkgwkWkMbM9zzZI6bGk/ekxx0Oh0A3d3dFObnETc13iLzBgUHm95XWlKMl7ePsT3sO8+XDLo5ZIn5HRwc2LB5Kw/u3SX1yiXu3bnNhs1bzb6O8PO069Omz+RpYQFtbcYZq+3t7RQW5BM/fYZZM4+Ye4yy7r9mVKlUPM7KoLj4Kdt37jHLOdusPeLAoCBKSooxGAyUlZYQFR2LRuNBWWkJpSXFqFTOqNUac0YalX9AMGWlxqzl5SVERMbgrvagoryUstISnFTOuLur0ev13L6Ryqcf/p7f/fIn/OZnP6akqJDW1mZJcgcGGe8EGMu4eMwytrGxwdfP3/S7Gg8P5AoF9fW1Fpu7prqK4JBQs+cbyUQz19fV4efvP+R3/f0DJEptzF3WfxyWlRARHYNa40F5WQllfbnd1Rpqa6rJykjnFz/9N9OfQ/s/x2Aw0NzUKFn2idZvSzDRvA319UOOReCZv1taZjCuw+burjb9rkqlor29XZLc/SZavy3Nt7VuA/T09PD5xx8SFR3LilVrJV8/yRrK+psch45OTri4ug25GHVyUtHRYb5jMyAwiNLivj5UaQmR0bHG43BQfvdR8jupnOmQ6Dwy0X5qfV3dMzOv/QOCaGyoR6/Xmznzt7vfZ2l9KHi+Mre1tcXTy1vSvDDxzLPnzOfm9VQ+/egvpF65RM3/n73/jo7y2vJ14aeUcyrlnHMkipxzNgYMOIdt79DxhHvud884d5wzxrndfXp39469vZO9HcAkY7DJIEBIIAQCoYgiyjmHklQKVd8fJRUqoYRB9Va51zOGGENvBX7v0lxzzTXfteZqapJaulH47PEYm16YveaQ0DBMTEwoLSkGoLioEAtLSwKD9FviYbZ6/fwDaW1poU+h0CTfAgLxCwikurqSkZER6mtr8NNzSZvn0Q+anXuLkpdyJ/0WCxcvwVeih8qzHde9vH1wdXOnIC8HgMKCXBwcHPH1kyYJ/bz9sbyslNQbKeza8youcv30U73uF/HzDyQv5xHNzU2YmJgid3XFLyCQmupKBvoHDGJ13Bi+/gEU5D+idVSri9wV39GJnnKgH5/RzvDgfgaPHt5j1ZqNyN3cMTc3J/X6FUZGRiTR7R8QSF5ONs1Num1cXVXJwEC/QT2RGc9sdZuZGU4RdmNta1//APJzH9HS3ISpiSlyuavGWVVXoRwYwNdfY9tDQ4PEJ84jacGiZ75D3/VmxjC2Njc2vfB8mp9Z5WQAhapna9+GhrHZyvPoNTU1JSAomPKyEhYnL8XewUFC5cbR1i/SD2UyGabP9E1Q67G0g39AIPm54+I9uSv+/ppJ0MCAbrz3rH69yXwGY4pTxzAGe54MY9UNz6fdzMxM8ocQMHvNCUnzCAoJoby0lMqKcu7eSWft+o3MX7jY4LUbCrPVK5PJmOiVVQY+fzQ1NSUiMprHBXlEx8RSWJBPVFSM3le9z1avm7s71tbWVFdXUVNdxcrVa7G1tSPzzm0aGuoZGRmRpKzN89i0Wq2mrrYGmUxGR0e73rWO1zzbcT0+IYnsB/dZvGQ5+bk5xMYnSuYHn6etW1ta+PbM16xas06vK7H1u0JudB9v1r272j+av38A1VVVVBtI/bgxvEfryGU/yNRmon39AqirqdLUjxvN8jbU1RIcGk5kTBxu7h44OjnTKWFn0Wnj0fYcW5pbU6Vbs0ClUtFQX6/9va2tFeXAAHK5m75lz1q3m7sHVZX638oyGbPVLHd1fWY7iL63h4xnrA7Ag/uZ2uTEWLK5proSv1Hd7h5etLW24uzs8syPFFtA4fns2xCYrV4XuVynLwI0TvhdXxhbG09ktvZtaBhbuz+PXplMxvade/D09OarI5/RM1p4WyqMoa2NQeN0jNVzfDAu3vML0CTGa6qrDDKxBbOPU+WurtTV1uh8tq62GhcXud4npj/0uM/QYigwzv75PJodHBxJmr+APa8eYFHyEnIePZRItYbZajc1NdXrg4epmK1eGxsbFIpeHc1SrUh8HvuIjo3jSXkZLS3NVFdW6HW76vPqlclk+PoFUFZSTGtLM75+/rh7eDAyMkzOwwd4enlLsrX5edo7M+M2bW2tHHrjbSrKy8jNyda7Xni+cT06Jo7u7i4e3M+krbWF2LgESTTD7Nu6r6+Pr098RUREFAv1fECTXqMGK2tr3Nw9KMzP0zaIr38ATY0NdLS34ecfQElxEX/6+Lf6lDUpVlbWuLq5U1SYj89o8s3H15/mpgY6O9q1CTknJxeqKyuor6uhva2VlCvnJdtqAU/buCA/V2tgfqNt3N7e9sxT9WtXLlJfV0tjQz0XvjuLt4/vM1sDDEn3kqXLaWyo58rF8zQ3NdHW2kr2g/v09fUZrOb5CxdT8aSMzLt3aG9v48H9ezx5UqZ3vVrdo7b9uCBPm5zw9Rvrh+3aBPSi5KXU19WQcuUizU2NdLS3UVZSTMqVi9Jpfw77NgRmbSMLFvGkvJR7mRm0t7fx6GEWT8pLJVkqYmxtPJHZ2rehYWzt/rx6TUxM2LH7FdzdPTl25DN6e3slUK3BGNraGDROhzbeK8jTBulP+2GbwSbkZhOnAixcvISqygrupN+iva2N/NwcHmbdZ2GyfoP48Zp/qHGfocVQYJz9c7aar125xJPyMjo7O2hsaKCqslKShO14ZqvdwcmJwcFBKiue0NfXp61zZqh6/QIC6VMoyMy4TUdHOw+z7mliPwPWPHbd1s6Oc2dO4+jkhLcEW8ifR69/QACFBXm4e3hiYWGBTCbDzz9A81mJ+ups9Tc1NpB+6yZbtu7A18+ftes3kXLlEp0d+i8d9DzjupW1NWHhkaTeuEZgULCkOyNm29Znvj6Bmbk5y1eupre3V/ujjzIUeq+q7OcfgFqt1jaItbU1rq5u2NraIZe7olQO0N7epm9Zk+Ljp9E6lnyzsrbGRe6Gja2dtvbJoiXLcffw5MzJrzh17Atsbe0ICQuXUvbTNh7dEz+xjccwNzdn8ZJlfHfmNF9+9gnmFhbs2vOqRKpnp9tFLmf/wddpbm7i80//yBef/ZnSkmLJCoTPRrOPjy+bt+7gwb1MPv3jx1RWlLN02QpJ9I4xptt31HlaW1sjH9XtMqrbzd2DA4ffoqO9nWNHPuOLT//InbSb2NnZS6h89vZtKMxGr6+fPxu3bON+Zgaf/vFjnpSXs2BRMmam+j+FcraaDZnZ2LchYmzt/rx6TUxM2LlnL66u7hw78pmk9QaNoa2NQeN0+I3GUH7j9BtVP5wiTgXw9PRi555XeVxYwCd//B3pt26yfOVq4uITpdX8A4z7DDGGAuPsn7PRrFaruHr5An/6+LecPPYlLnI5Gzfr90THyZhVLOXrR+K8+Xz7zSl+/W//TGbGbYPW6+rqxsbN23j44D6f/vFjGurrJTkZ9nk0g2bVWXRMLM3NTUTH6H913Biz1evnH6jzPtAkQ9VqtaS7JmbSPzw8zHdnvyE2PoHQ8AgAEufNxz8giHPffqP3eqXwfON6XEISIyMjxMUn6V3nRGZjKzXVVbS2NPO73/yC3/7yX7Q/Pd3dc65Ppp7l2t7+IemXAD8vyiH9G+rLwMpCmu2AAuNheMQ4bdvMVJrEqTFy8fy3tLe1cfjNd6SWoleM0bb1addPyss4eewI//m//XfJto4L/uOgUhlf7GcA5bq+F3NdXycv5xEpVy/xt//5v83p/6MPfkj3IhAIBPpEX+N6QV4uN1Iu8+O/+vsXjldNTIxzYLea5boKMTsWCAQCAyDz7p3RrcHtPLifqSmCKmHNBYHhoejtpaykGBcXuUjGCQQCgUAgEAgMiqGhITo62sm8e5uEpPkiXp0F0uyHEggEAoEODfV13Mu4zeDgII5OzqzfuIWEpHlSyxIYECePH2VwUMnGzdukliIQCAQCgUAgEOhw7+5t7t5Jx9fPn8VLlkstxygQW1YNELFlVTATxritD8SWVcHMGKNtC7sW/FARW1b1x1xvWRUIBAKBwBjH9R/6ltU5WSFXU13Fvbt3aGxsQNHby569+wmLiNS+rlarSb91k9xH2SiVA/j4+rFh81ZcRg9K6Ors5M7tW1RXVqJQ9GJnZ090bBxLlq2Ys2WPd2+nknknTeeas4ucN9/7sfb3hrpa7qTfoLGhHhOZDFd3D/a8eggzc3MABvr7uZlyiYrR0xFDwyNZtXaTJMcpjyfjdholxUW0t7ViZmaGj68fq9auN9iis+N5mHWPzLt3UPT24u7hyfqNWyQ5DWwqaqqryMy4Q1NjPb29vex59QDh42wdoLW1hdTr16iurkKtUiF3dWPP3v04ODrqRWNmRjqlxUW0t7dhZmaGt48vK1ev0ym+2dnRTur1a9TV1jAyMkxgcAhrN2zG1tZO+5729jZuXb9GXV0NqpERXN09WLZitU6RVCm5eyed1BspzF+4mPUbN0stZ0qMsT9O1bZ1tTXcunmdhvo6ZDIZ7h6e7D/4OuajPnEueVl2DfCkrJSM27dobWnG1NQMX39/du89MOf3MBOG7P+m830jIyOkpV6nvKyMrs4OLC0tCQgKZtWa9djbS3sozGz7n5S2/bwYiu+rqa7ifubT2G/33v2EhT8dD0uKH/Po4QOaGhsYGOjnzXd/hIeH5zPfU1dbQ/qtGzpt/+qBw3pr+49/+0u6u7qeuZ40bwHLV63h9q2bVFQ8oae7C2sbG8LCI1mxcjWWVlZ60fc8GLIPmQ5j0j1d/1Or1Zw8dpSKJ2WTxodSMpnu4eFhrl+7zOPCAkaGhwkKDmXj5q3Y2tnN8G1zhzHE2RNJv3WT22mpOtdc5HI++OhngGG283QYU3+cDEMZI2eDobX1TOP6eK5cOk9O9gPWrNvIgkXJOq+Vl5WQkX6LlpZmTM3M8PMLYM+r0sXZhjYXm5OE3NDQIO7uHsQlJHHm6xPPvH7v7h0eZt1j647dODo5kZ56g5PHjvDej36CmZkZbW2tqNVqNm7ZhrOzCy0tzVy+cI6hoUHWrNs4F5IBNA5832Ht7+NP7myoq+XMqa9YkLyU1es2Y2JiQktzk86j2Evnz2gSkPsOM6Ia4erF70i5cp4t2/fMmebZUFNdxbz5C/H09katUpF64zonjn7Jex/+RPJk4XQ8Lszn+rUrbNyyDW9vX7Lu3eXEsS/54KOfYWtrK7U8AAYHB3H38CA+IZFvJrH1jo52jnz+KfEJSSxfuRoLS0taW1owNdPfbvHa6moS5y3E08sLlUpF+q0bnDp+lHfe/whzCwuGBgc5dfwobu7u7Dv4OgC3025y5tRxDr35rvap/ZmTx3BycWH/wTcwMzPjQdY9vjl1jPc//JnkQURDfR2PHj7Azd1DUh2zwdj641RtW1dbw4ljR1iydDnrN23BxMSE5qYmva3yeFl2XVL0mKuXzrF81VrNqVsqFa0tzXq5h+kwdP83ne8bHhqisbGRpctX4u7hwcDAAClXLnH6xFe89d6PJFKsYTb9T2rbfh4MyfcNDQ3i5u5BbHwSZ08/Ox4ODQ7h6+dHZFQ0ly+em/Q76mprOHXiKMlLlrFugybWam7Wb9u/+fb7qMZtHmltaebEV18SERVNb08Pvb09rFm3HrmrG91dXVy5dJ7enh52792nN42zwdB9yFQYk+6Z+l/WvbsGuWJzKt0pVy9RXlbK7lf2YWlpydXLF/nm6xO8/ta7Eik1jjh7Mlzd3Dhw6E3t7+PnlIbYzlNhTP1xMgxpjJwJQ2zrmcb1MUqKi6ivq8XO7tmHrsVFj7ly8TtWrFqLf0AQKrX0cbahzcXmZJ9NcEgYK1avnfRJkFqtJuteJkuWrSAsPAJ3dw+27dhNb08PpcVFo58PZev2XQQFh+Dk7ExYeAQLk5dQMvr6XCGTmWBrZ6f9sbax0b5268ZVEucvZOHiZchd3XB2kRMeGY3ZqMNvb2ulqqKc9Zu34entg4+vP6vXb6bkcQG9vT1zqnsm9h98nbiERNzc3HH38GTbjl10d3fR1Nggqa6ZuJ95l4TEecQnJOHq5samrdsxNzMnLydbamlaQkLDWLl6LeGRUZO+fuvmdUJCwlizbgMenl44O7sQFh6hV8e698AhYuMTcB39+2/etpOecX//uroaurs62bxtF27uHri5e7Bl2y4aG+qprqoAoK+vj46OdhYlL8PN3QNnFzkrV61leGiI1lZpnerg4CDfnT3N5m07sDLAFQoTMab+OF3bply9zPwFi0heuhw3N3fkcleiomO0PnGueRl2rVKpuJFymZVr1pOQNB8XFzlyVzciomL0cg/TYej+bzrfZ2llxWuH3iAqOga53BUfH182bNpCY2PDpCuP9Mls+p/Utj1bDM33BYeEsWLV5LEfQExcPEuXryIgMHjK77iRcoX58xexeMlyXN3ccZG7Ehml37a3sbXFzs5O+1NeVoqTszN+/gG4ubuze+9+QsMicHZ2ISAwiBWr1lJeVoJKZVjb7Q3dh0yFseieqf81NTZyLzODLdt3SaBuaqbSrRwYIPdRNmvXbyIgMAhPL2+2bt9FXW0NdXW1kuk1hjh7MkxkJjp+xGZ0Tmmo7TwVxtIfJ8PQxsiZMMS2nmlcB+jp6Sbl6kW279yDyYQSLiqViuvXLrFq7QYS5y3ARS7H1dWNSInjbEObi+k9uuzq7ESh6CUg6GlAZmllhZe3D/V1tUTFxE76ucGBAaysrOdUW2dnO3/6919gamaGl7cPS1euxcHBkT6FgsaGOiKiYzlx5C90dnbg4iJnyYrV+Pj6A9BQX4ulpRUent7a7/MPCEImk9FYX0foFMs7pUCpVALMeXu+CCMjIzQ21JO89GkxSJlMRmBQMHW1hjdgTYZareZJWSmLkpdy/KsvaW5swNHJmeSlyyXdtqD9+1tr/v4jwyMAOtvBTc3MkMlk1NXUEBAYjLW1Nc4ucgrzc/Hw8MTUzIycRw+xsbHFw9NL/zcxjquXLhASGkZgUDB30m9JquX7YMj9caq2VSgUNNTXERMbxxd/+TOdnR3I5a6sXL0WXz9/SbR+H7tuamygt6cHmUzG55/8gT6FAjcPD1atWY+rm7v+b2KUH4L/m8jY38fQtvVN7H+GaNtTYey+byJjbR8dE8eRzz+hs6MDF7mcFauka/uRkREK83NZsCh5ylV6SuUAFhaWOitgpMZYfYgx6Z6u/w0NDfHd2a/ZuGkrdga2DXEq3Y2NDahUKgLHzc/krq44ODhSX1uDj4+vFHKnxVDjbNCs3PvtL/8FUzMzfHz8WLVmHQ6OjkbVzsbUHyfDmMZIY21rtVrNhe/OsGjx0knj5vFx9mef/GF0K64Hq9ZuwE3COHsiUs/F9B49KBS9AM88ubC1taN39LWJdLS38+DBfRKT5s+ZLk8vHzZu2cGuVw+ydsMWuru6OPXVZwwOKunq6gAg8/YtYuIT2f3qQdw8PPnmxBE6Otq19zV+RR1olidbWVvTp1DMme7nRa1Wk3L1Ej6+fri5G05HmEhfXx9qtfoZO7GxtdXakKGjUCgYHBwkM+M2wcEh7D/4BuERkXxz6jjVVZWSaFKr1dy8dgVvXz+t4/Ty8cHcwoK0mykMDQ0xNDhI6vVrqNVqbVvLZDL2vfY6zU2N/Opf/4lf/PP/x4P7d3ll/0FJE0mFBfk0Njawas16yTS8CIbcH6dr285OjU9MT0slIWke+187jIenJ8eOfE57e5u+pX5vu+4avY876bdIXrqCPftew8rKiuNHP6e/v1/v9zHGD8H/jWd4eJib168RHROHpaWl1HK0TNb/DM22p8LYfd9kjPXH22mpxCfO49UDh/Dw9OLEV1/QIVHblxYXMTAwQGx84qSv9/X1kZGeZnAnYhurDzEW3TP1v5Srl/Dx8dOpn20ITKdb0duLqanpMyuJbA2s7cdjiHE2gJe3D1t37GLfa6+zcfM2Ojs7OPL5pyiVSqNqZ2Ppj5NhbGOksbZ1ZsZtZDIT5i1YNOnrYzHVnbRUkpeu4JV9r2FlZc3xI59JGmePxxDmYobzOG8Kenq6OXn8CBGR0XMa8AQGhxIWEY2buwcBQSHs2vsaygElJUWFjB1EG5uQRExcIu4enqxauxEnZzmFeY/mTNNccOXSeVpamtm551WppfzgGbOb0PAIFi5egoenJ8lLlxMaFs6jhw8k0ZRy5SKtLc1s3/mK9pqNjS07du+lvKyUX/3LP/Lrf/s/KJUDuHt4alcEqNVqUq5cxMbGltdef5vDb71HaFgEZ74+LtmW7O7uLlKuXmLHrlcMbivZbDHU/jhT247ZdmLSfOITkvDw9GLdhs24yOWSLK1/EbsGNE/TI6Pw8PRi09adyJBRUlSo9/v4ITIyMsLZ0ydhtC6sITFZ/zM0256MH4Lvm4yxtk9ImkdcfCIenl6sXb8JZxc5ebmPJNGUm5NNcEjopIeRKJVKvj5xFLmrK8tWrJJAnUAKZup/pSXFVFdWss7Aisf/EP2GIcbZoNlmGxkVg7uHB8Ehoex77TADygGKHhdIpuk/Ej9EWzdEGhvqeZCVydbtu6ZcQT4+zo6IjMLTy5vN23YCMooNJM42hLmY3q107HQ7hUKhU/hPoeh95rStnp4ejh35HB8fPzZv3a5XnZZWVji5uNDV2YGffyAAcrmbzntc5K70dGvq4dja2tHf16fzukqlYqC/HxsDKXp59dIFyktLOfTm2zg4OEgtZ1psbGyQyWQoJqwu7FMonjkh0VCxsbHBxMQEV1ddu5G7ulJbU6N3PSlXLlJeVsprh9/EfsLfPzAohPc/+hl9fX2alZ1WVvzu1/+Ko5MTANVVlTwpL+Wnf/tftCtcPDy9qKqsoCAvl8VLlun7dmhsaKBPoeAvf/699pparaamuoqHWff4z//tvxvUFqKJGHJ/nKltP/ix5qSwZ2xb7kZ3V7detb6IXduOjkHjT2Y1MzPD0clJ69ul4Ifg/2AsGXeKrq4uDh5+06BWx03V/8a2lxmCbU+Fsfu+qRg7HEg+yZgpRe3Brq5Oqior2L13/zOvKZVKTh47goWFJXtePaCzNd4QMFYfYgy6Z+p/SfMX0NHRzi9+/o86nzvz9Ql8/fw59MbbelasYSbd+w++zsjICAMDAzqrtxQG1PYTMbQ4eyqsrKxwcZHT2dFOYFCI0bSzMfTHyTDGMdIY27q2ppo+hYKPf/sL7TW1Ws3N61d5kJXJhz/5G21MNX5cNzMzw0niOHsMQ5mL6T0h5+jkhK2tHVWVFdoEnFKppKG+jqR5C7Tv6+np5tiRz/Hw9GLL9p16P91scHCQrs4ObKPjcHB0wtbOno4O3S0TnR1tBASFAODl7YtSOUBTY4O2plZNVQVqtRpPb2mPhlar1Vy7fJGS4iIOvvEWTk7OkuqZDaampnh6eVNV+URbB0KtVlNZ+YT5UyyLNTTG7qG9Tddu2tva9XoUu1qt5vrVS5SVFLP/0Bs4TvP3Hys6W11ZQZ9CQUhoOKA5NRF4ph/KZMC40+j0SUBgEO9+8GOdaxfOnUUud2XxkmUGN9iOYQz9caa2dXJyxs7Onra2Vp33tLe3ERwSqheNL8OuPTy9MDU1paO9TVujamRkhO6uLhwcneb8Hqbih+D/xpJxHR1tHDz81jMlHaRipv7n6OgkuW3PhLH6vpkYa/uOCWNmR3s7QcEheteTl/MIGxtbQkLDdK5rknFfYmpqxiv7XjPIFRjG6kOMQfdM/c/axobEpAU6r3/yx9+xdsMmQsPC9SlVh5l0Ozg4YGJiQlXlEyIiowFoa2ulu7sLb18/KSTPiKHE2TMxODhIZ0c7tnHxeHp6GU07G0N/nAxjHCONsa1jYuN1zgQAOHXsCNGxccSNlnnw8PTG1NSU9glxdldXFw4O0vVRQ5uLzUkUMTg4qK2tBtDZ1UlTUyPWVtY4ODqyYNFiMm6n4ezsgpOTE2m3bmJnb6+ttdDT081XX36Oo6Mja9ZtoG/cyrO5Ko6aduMaQaFhODg40tvbw93btzCRmRAeFYNMJmP+wmTu3r6Fq5vmtL7HBbm0t7exdedeQLPCIiAohJTL51m7cQuqERU3Uy4THhUz6RHA+uTqpQsUFuTxyr7XsLCwpLdXsxfd0tISc3NzSbVNx8LFyZz/9gyeXt54efuQde8uQ0ND2k5uCAwODtLR/tTWuzo7aGpsxNpaY+uLk5dy9ptT+Pr7ExAQxJPyMspKi/X6hDTlykWKCvPZtfcAFhaWKEb//hbj/v75uY9wkbtiY2NDfV0tN65dYf7CZO3KIS8fXyytrLh07izJy1ZgZm5O3qNsujo7CZJokmppafnMXn9zc3OsrK0Nrh7beIyhP86mbRctWUr6rZu4e3ji4eFJXu4j2tta2b13n140vgy7trS0JCFpPnfSU7F3cMDBwZH7mRkAU57opi8M3f9N5/ts7ew48/VJmhobePXAQVRqtdbOra2tJV1NNFP/k8lkktv2TBiq75sY+3V16sZ+/f39dHd3oejRlDkYS7zZ2mpOIZTJZCxcvITb6am4eXjg7u5JQV4O7W2tet9Kolaryc/NITY+XmfyplQqOfHVlwwPDbHt1T0olUptMeix1TqGgqH7kKkwdN2z6X+TzVUcHBwlnfTNRnd8YhLXr17BysoaS0tLrl6+iLePr6QHDRhDnD2R69euEBoWjqOjEz29PaTfuonMxITo6FgsrawMsp2nwtD742QY6hg5E4bY1jON68/Uzzc1wdbWTifOTkxawO20m9jbO+Do6Mi90Th7LCEtBYY2F5uThFxjQz3Hjnyu/f3GtSsAxMYlsHXHLhYlL2VwcJArF88xMDCAr58/+w4c1j5lrKx4QmdHO50d7fzu17/Q+e7/+v/7H3Mhmd7ebi599w0DA/1YW9vg7evH/sNvY2Oj2W6atGAxwyPD3LpxhYGBAdzcPNiz7xBOzi7a79i8bTc3Ui5x+vgRZDIZoeGRrFq3aU70Pg/ZD7MA+OrLz3Sub92+i7iERAkUzY6o6Fj6FH2kp95EoejF3cOT/a8d1m5rMQQaG+p12vX6mK3HJ7Btx27CI6PYtGU7d++kk3LlEi4ucvbs3a/XE+NysjV1NE4c/Vzn+qatO4mNTwA0qz/SUq8z0N+Po6MTi5cuZ/7Cxdr32tjYsHf/IdJv3eDkV1+iUo0gd3Vj994DuE/Yai6YHmPtjxNZuCiZkeFhrl+9zMBAP27uHhw49AbO43ziXPIy7Bpg5Zr1yExMuPjdWYaHh/D09mHfwdclP/XW0P3fdL5v+YrVlJUWA/Dpn36v87mDr7+Ff0Cg3nROZDb9T2rbNlYaG+o5Pq4/3kjR2ERMXAJbt++ivLSYi+e/1b7+3dmvAVi6fCXLVqwGYMGiZEZGhrlx7Yq27fe99rre276y4gnd3V3ExSfpXG9qbKChvg6AP/7uNzqvffiTv9ZuhzcEDN2HTIWx6v4hsG7DZmSyy5z5+gQjIyMEBYewYbO0tT+NIc6eSE9PN9+d+Zr+/n6sbWzw9fPnjbff05YwMsR2ngrRH/WHIbb1TOP6bFi1dj0yExkXvjvD8PAQXt4+HDj0BlbW0sXZhjYXk6nVs9tv1j8kzba0F0E5pJJawvfCysKwapEIDI/hEeO0bTNTw1k9IDBMjNG2hV0LfqioVMYX++m5wslLQ9+lWQQCgUDwHw9jHNdNTIxzfLSa5dI3MYsQCAQCgUAgEAgEAoFAIBAI9IhIyAkEAoFAIBAIBAKBQCAQCAR6RCTkBAKBQCAQCAQCgUAgEAgEAj0iEnICgUAgEAgEAoFAIBAIBAKBHhEJOYFAIBAIBAKBQCAQCAQCgUCPiIScQCAQCAQCgUAgEAgEAoFAoEdEQk4gEAgEAoFAIBAIBAKBQCDQIyIhJxAIBAKBQCAQCAQCgUAgEOgRkZATCAQCgUAgEAgEAoFAIBAI9IhIyAkEAoFAIBAIBAKBQCAQCAR6RCTkBAKBQCAQCAQCgUAgEAgEAj1iNts3Do+o51LHnGBuJvKNgh8mpiYyqSUIBHOCTCZsWzA1arXxxSJgvHZtYoRjjbHaiEAwE8Zo20YoGTBO3yfQL8bYHwGMNBz5QSMyVgKBQCAQCAQCgUAgEAgEAoEeEQk5gUAgEAgEAoFAIBAIBAKBQI+IhJxAIBAIBAKBQCAQCAQCgUCgR0RCTiAQCAQCgUAgEAgEAoFAINAjIiEnEAgEAoFAIBAIBAKBQCAQ6BGRkBMIBAKBQCAQCAQCgUAgEAj0iEjICQQCgUAgEAgEAoFAIBAIBHpEJOQEAoFAIBAIBAKBQCAQCAQCPSIScv/BSL91k0//+LHUMv7DItp/7nn08AH//qt/45/+9//k/r27Usv5QWLsdnw77Saf/fn3Ust4LvJyHvGLn/+j1DJmjbHbSPqtm/zlT8ZlIwKBQCAQCAQC48JMagECgUDwslAqlVy9fIG16zcRERmFpZWV1JIEBsjCxUuZN3+R1DKei8joGIJDw6SWIRAIBAKBQXE77SalJcW8/d6HUksRCASC50Yk5AQCwQ+G7q4uVCoVIWFh2NnbSy1HYKBYWFiAhYXUMp4Lc3NzzM3NpZYhEAgEgu/ByMgIpqamUssQCAQCgYGh14RcX5+Czz/5PUnzF7F4yXIA6mtrOPHV57yy7xD+gUH6lDMtfX0K/vKnj5m3YBHJS1cAUFdbw/Ejn7H3wCEcHZ24kXKFhro6hoYGcZG7sXL1WgKCgqXVrVDwyR9/x/yFi1myTKO7traGr774C/teO6x936OHWdxJT6O/v4+QsHC2bN0h6WqimXQHBAZx7+4dHmU/oKe7GxtbWxKT5rN0+UqD1RwYFMzdO+ncv3eX4aEhIqKisbGxlUzvGH0KBZ+O2vaY7rraGr768jP2HTiEj58/aanXeVxQgFI5gKubG6vWrMc/IFBa4Uzf5hu3bOPS+e8A+P1vfwXARz/9GxydnKSSOysbuZN+iwf3MxkeHiYyKgZrGxsqyst454OPDFb3GPl5OaSl3mBgYIDgkFA2b92BpaWlVLK1zOS/a2uqKSsp5i0Depo+U5v3dHeTcvUSf/uf/5vESjXM1kbG6Oho5/jRLwgJCWP9pi3IZDJ9S9ZhJj9oCMzUxrU11ZQWFzF/4WLS024y0N9PbFwC6zdt4X5mBvczM1Cr1cxfuFiSsXK2+hcmLzEYPzKTXXh4epFy9TJlZSWMDA/j5x/Auo2bcXGRS6J3vO7ZtHXS/AUGE/t93xhK6vFxjNm2+bwFi8i4nUZXVyf/1//z/0qqdzrbtraxIeXqZRobG5ABzi5yNm7ZhpeXt2Sax+jr02ifP2FMP3bkMzZs3sad9FsA/PM//C8AtmzbSWx8olRyZ7SNgvxclAMDvLLvNe1nrl25RHNTI4feeFsi1dPr3rBpC5cvnuf9D3+K3NVV+5n7mRk8zLrPhz/9a4PSu/uVfXzz9QneePt9vLy9UavV/Opf/w/OLnLefOd9AAryckm9kcJP/vrvJNE+XX+8m3EbmUzGvtcOI5PJ6O/v59M/fUxcfCIrVq3Ru97Z6N64eRuXLnzHG++8r+M3su7dJeteJh/+9K8li/1m6pMXz39Ld1fXM5/Tl8/Waw05GxtbNm7ZQUZ6Ko0N9QwqlVw8f5bEeQsNKhkHGq2bt+7kTtpTrRe+O0PS/IUEBAYzODhIcEgY+w69wZvv/oig4BC+OXVs0j+mXnXb2rJl+y7Sb92kob4epVLJ+bPfMG/BIgJHk4UdHe0UPS5k7/6D7D/4Os2NjVy5dMGgdafeuMbdO+ksXb6S9z78CTt378XW1s6gNT8uLCD91k1Wrl7Lm+9+gJ2dPdkP7kuqeUz35m07uZ2WSkPDqO5vzzBvwUICgoK5duUi9XW17Nj9Cm+//yERkdGcPHaE9vY2qaVP2+bRMXEcOPQGAG++8z4//Zv/hL2Dg8HqDQwKpiA/l4zbaaxau5633v0RDo6OZD/MklTzbHQDdHZ2UFpczKv7D/Hq/oPUVFWReSddYuUaZvLfhshs2tyQeB69zU1NHPnsU6Jj4tiweavkyTiY2Q8aArPth0/Ky9j/2uvs3L2X3JxsTh0/Sk93NwffeJtVa9eTlnqD+rpag9VvSH5kJru4cO4sjQ31vPLqAV5/610ATh3/ipGREck0j+k2ttjPWGOoMWbb5sVFj9nz6n7eeV/aJOJMtn3u7DfYOzjw5tvv8+a7H7B4yTJMTQyj1LiNjS1btmq0j43p50fH9KjoWBYsSsbV1Y0f/9Xf8+O/+nsiomKk1Wtk4/kY0+lOnLcATy9vCvJzdT5TmJ9HVEyswekNi4jE3cOT6upKAFqam0Amo7mpkcHBQQCqqyvxCwiQTPt0/XHrjl00NtTz4P49AK5cPI+9vT3LVqySRO9sdMcnJhEYFEx+ziOdz+Tl5hAbnyBp7DdTn3zrnQ/46d/8J376N/+Jn/zV3+Ht44uvn7/e9Ol9y2pwSBhxCfO4eO4bPDy9MTc3Z/mqtfqWMSuCQ8OIT5zH+W+/wdPTC3Nzc1asXgeAu4cn7h6e2vcuX7WG0pIiykqLmbdA2tpEIaFhJCTN49zZ03h6eWNuYc6qNeu0rw8PD7Ntx25tsmL9pi2cOn6UNes3YmcnXZJrKt1KpZKse5ls2LSVuNEnXs7OLnrtKFMxXVtn3btLfGISCYnzAFi5ei2VFU8YGR6WUjIwqjtxHufOfoOnl8a2V65eR3dXF3k5j/joZ3+L/eiWz0XJS6l4Uk5+7iNWrl43wzfPPVO1uZmZGdbWNoAmeJPSlscznY08uH+P+IQk4hOSAFi2YhUVT8oZGg0WpGQmP6JWq9m6Y5d2JUtMXDyVlRVIt2ZVl+n8t6EyU5sbGrPRW1tbw9fHj7Jk2QoWJS+VSOnkTOUHDYnZ9MMt23diaWmJq5sb/gGBtLe1aZ+qy+WuZGbcprqqEm8fX4PUb2h+ZCq7aG9vo6y0hMNvvoOPrx8A23fu4Xe/+QWlJcVERkVLqNo4Yz9jjaHGmKnNR0ZG2L5zNza20u+OgOl9Xnd3F4uSl2pXP0m96nMiY2P6uXFj+srVmtjPwsICmYmJwcR9YHzj+RjT6Y6OjeNh1j1WrtbM29vb2mhsbGD7rlcMUq9/QAA1VZUsTl5KdVUlgUHBtLe2UltTTXBIKDVVVSxaIl1cMl1/tLd3YOOW7Vz47gwKRS9Pykt5670fYWIASfLpdMcnJHHl0nnWrN+ImZkZjY0NtDQ38cqrByRWPb2tjPfR165cpLe3h7fe+UBv2iT5q65csx6VSk1JUSFbduzGzMxwS9mtWrsBlUpFcVEh23bu0WodHBzkZsoVPvnDv/Prf/0nfvnzf6C9rZWebmlXyI2xZt1GVCoVRY8L2LHrFZ02dnB01Fk55OPji1qtpr2tVQqpOkymu621lZGREQKCDGsV5RhTtXVbWyve3roTIB9f/U+IpmL1ug2oVSqKHxeyfZfGtltamlCr1fzp49/wb//8D9qfmuoqOjo6pJasZTr7NkSm0tve3oaXt4/Oeyf+LiXT+xEnnW1ldnZ29PUppJA5JVP5b0Pmh2LboJngnTj6BUtXrDK4ZNwYk/lBQ+N5+qGtrR1yVzedJ9G2tnYoFNL1TWP0I5PZRVtrKyYmJjo+2trGBhe5K22tLRKqfYoxxn7GGkONMV2bOzo6GUwyboypfN6CRclcuvAdx49+wd076XR0tEus9FlWjxvTtxvBmG5s4/kYU+mOio6lq7OTutEV1wX5uXh4eulsYZWCqfT6+QdSW1ONSqWiproKf/9A/AICqa6qpKenh46OdsnL8UwXg0RGRRMWHklmxm1Wr9tgUEnyqXSHRUQik5lQWlwEQH5uDv4BgZKWDxrPTH3y0cMH5D7KZu++g3r13ZIk5Lo6O+jt7UGtVku+xXMmOjs7UGi1dmqvp16/SmlJMStWreW119/mzXc/xNXNnZERlXRix9HZ8bSNuzo7pZYzaybTbW5u2APYD6KtR217cHAImUzGm+9+wNvvfaj9ee9HP2Hdhs3SCh6HsbW5sekdYzrdz2xlkclQq9X6EzcLpvLfhoyx2cp0em1sbPHy9uFxQT5KpVIagTMwmR80NJ6vH4Kp6bOhnZR90xj9iDHYxWQYm/8A49Q8nun0G+JBPFPZ9vKVq3n3gx8THBpGdVUln/zhd5SMTqoNhfFjujH0y6lsQ4aMiW5OpZJ22/t4ptJtZ2dHQGAQj/PzAHhckE90bJxEKp8ylV4//wAGBwdpamzQJOQCAvEfTcjVVFdiZ2cveZJrurFmaGhIU9NRJqOj3bAS5FPpNjU1JSYunrzcR4yMjPC4II+40V1AhsB0/rqqsoJrVy6ybece3D089KpL7wm5kZERLp47Q0RkNMtWrObqxXP0SfjkdjpGRka48O03RETFsHzlGi5fOKd9ylxXW0NsXAJhEZG4uXtga2dnMBO+kZERzp09TWR0DCtWreHihe90no53d3XR09Oj/b2urhaZTIaLXNonHFPpdnaRY2ZmRlVFhaT6JmO6tpbLXamv163bU19XJ4XMZxgZGeH8t98QGaXRfem8xrY9PDxRq9X0KRQ4u7jo/BjKVoCZ7NvQmE6vi4uchgZdm2hsqJdC5jMYWztPZDr/bagYW5vPpNfMzIy9+w9iZmbGia++NLik3FR+0JAwNpuYiDHqn8ou5K6uqFQqGuqf+uz+vj7a21pxdXWTULEGY4z9jDWGGsPY7Hsmn+cil7NwUTL7D75OWEQkebmPpBM7gTHtk43ppqamBpHIH890tmFja4Oit0fn/c1NTVLIfIaZbDo6No7Hjwuoq62hs7ODqGhp6seNMZ1eKysr3Nw9eJh1HxMTU+Survj5B9Dc1Eh5aalk9ePGa5+uP964dmX0YIdDPMy6R1WlYcyDZ9KdkJhEVWUF2Q/uo1KpCI+IlFDtU6azlY72ds6cPkny0uVEREbpXZveE3Lpt26gVCpZs34zC5OX4eziwuWLmpMRG+rr+PSP/05PT7e+ZU1KWup1lEolazdsZtGSUa3nvwU0NcxKS4pobmqkuamR82dPG8xgcOtmCkqlkvUbt5C8dDkuLnIunjurfd3MzIzz352huamRmuoqUq5cIjIqRvKEy1S6zczMWLxkGTevXyU/N4eOjnbq6mrJefRQUr3TaQZYsGgxeTmPyM3Jpr2tjbTUG7S2NEusWMOtmxrbXrdxM4uXLMPFxYWL57/FRS4nOiaOC9+dpaToMZ2dHTTU13H3TjrlZSVSywZmtm9DYzq98xcuIvdRNnm5j2hvb+NO+i2aRwvPSo2xtfNEpvPfhoqxtfls9FpYWPDqgUOYmJhw8tgRbTFlQ2AqP2hIGJtNTMQY9U85PrrICQ2P4NKFc9TWVNPc1Mi5b7/Bzt6B0PAIqWUbZexnrDHUGMZm31PZ9tDQEFcvX6S6qpKurk5qa6ppbKhHLvGD+vGkpV5nUKlk3QaNdmcXFy6N+msHRye6Ojtoamqkr6+PYQOoMzidbfgHBNHQUE9+bg7t7RrbbjEQ257JpsMjohhUKrly8Tz+AYHaetNSMZNe/4AACvJztck3a2tr5HJXHhfm4+8vbUJuuhikvKyEvNxHbN+1h8CgEBYlL+HCd2cZ6O+XVDPMHDvJXd3w9vEh9UYKUdGxBrNSeCpbGRoa4tSJr/Dw8CQxaT69vb3aH32h14RcTXUl2VmZbNmuKeArk8nYvH03dTXV5GRnMTw8REd7GyqV9Ns+q6sqeXg/k607dmu1bt2xh9raah49zGL1uo1YWllx9PNP+ObUMQKDQ3D39JJaNtVVlWTdy2T7rj1a3dt37qGmplp7OpWzswsREZGcPHaUE199iZu7Bxs3bzVo3ctWrGLh4iWk3brBnz7+Ld+ePiX5ysqZNEdFx7J0+UpuXr/GZ5/8ge7uLpLmL5BU85juB/cz2bbzqW1v27mH2ppqsh9ksWX7TmLi4rmRcpU/ffxbTp86TkN9PQ4OjlJLn5V9GxIz6Y2JjSd56XJupFzlsz//gc7ODuLiEySvM2Js7TyRmfy3IWJsbf48ei0sLNj32mEATh0/ahBJuZn8oCFgbDYxEWPUP5NdbN22E09PL74+8RVffvYJAK8eOIipqankuo0t9jPWGGoMY7Pv6Ww7J/sh/f19nP/ujCbG/uZrgoNDWb5ytdSygafax4/p20bH9OyHWYRHRBEUHMrxo5/z21/+nKLCfMn1TmcbwSGho7Z9lc8/+SODg4PExsVLqnk2ugEsLS0JDYugublJ8u2qs9Hr5x+IWq3G3z9Q+zm/AM01Pwnrx03XH++k3+LS+e9YtmIVnqO5hWUrVmNja8vlS+cl0zyT7vGxU1xCEiMjI8QlJEondhzT2Up+7iPa21qpqqzgt7/6V377y3/R/ugLmXqWy7p6BqRPkj0vJibSrzL5PpgaqW6B/jCU1ZjPi5RHXhsLx45+gZ2tHdt37ZFaiiSMqIzPtvXhsx89zOJ2+i1++td/P+f/lyEjfJ9gJoSNPEv6rZuUFhfxzgcfzdn/oQ9+KPfxfTFG2zZCyYDxziEF+sMY+6O+uJN+i+LHhS/NVxtrDGU1y/UV0p+dKxAIBP9BGRoa4l5mBi0tzbS1tpKWeoOqiifExidILU1gQHR3d1FeVoarm7vUUgQCgUAgEAgEgmcYHBykpbmZh1n3mbdgkdRyjAbDPr5SIBAIfuA8KSsl43YaI8PDuLjI2b13P4FBwVLLEhgQf/nzH7C3s2frjt1SSxEIBAKBQCAQCJ7h2uWLPC7MJzQ8wmC2qxoDYsuqASK2rApmwliXSRvrkmOB/hBbVgXTIXyfYCaEjQh+qBijbRuhZMB455AC/WGM/dFYMdbxcbZbVudkhVxOdhY52Q/o7uoENKdtJC9dSVBIKP39/WSkp1JVWU53dzc21jaEhEewbMVqLC2ttN/R2FBPWmoKzY0NgAxPL29WrlmHm7vnXEgm8046JcVFtLe3YmZmho+PHyvXrNM5Dn54eJibKVcoKixgZGSYwOAQ1m/aiq2t7glV+bmPyLp3l472NiwsLYmIjGb9JukK52bcTtPcW9vovfn6sWrteoM6PWkiKpWK9Fs3KczPQ6Hoxc7Ontj4BJYuX2lQnbKmuorMjDs0NdbT29vLnlcP6BzvrFarSb91k5zshyiVA/j4+rFxyzZcXOSSaf74t7+ku6vrmetJ8xawfNUabt+6SUXFE3q6u7C2sSEsPJIVK1djaWU1ybdJS093NzdvXONJeRnDQ0M4ObuwdfsuvLy9pZY2Iw+z7pF59w6K3l7cPTxZv3EL3j4+UsuaFEP0IS/TZwP09/Xx2Se/p7enh5/93X/FygDs3ZhsZAxD1zyd/9uweSu9vb3cvH6VqoonDA4O4uwiZ8myFURERkmgdmoMsU/OhDFoVqlU3E5LfSb2WLJsBTKZjJGREdJSb/CkvIyuzg4sLC0JDAxm5Zp1kp82OBmG3h+nQuieG3p6ukm9nsKTJ09jpi3bd+Ll5W0wtl1TXcX9zDs0Njag6O1l9979hIVHTvreK5fOk5P9gDXrNrJgUbL2en9/PylXLlJeVoJMJiM8Ioq1GzZjYWGhr9swyvnBVBi6XU+Goc8PZopFAOpqa0hLvUFDfR0ymQx3D0/2vXZY8lNLp/Mj8NS2cx9la217w+atktl29oP7ZD/MoquzEwBXN3eWLl9JSGgYgCbuS7lKZUU5g4ODuLjIWbJ8BRGR0XrTOCcr5MYcoLOzCwAF+TlkZWbw+tsfAHAnPZWYuATkcle6u7u4dvkCbm7u7NizD9DsP/7T735FSGg4C5OXolKpyEhPpa6uhg9+/DezPs3qeZ5unDp2hMjoGDy9vFGpVKSlXqe1pYV3Pvix1oFfvXSeJ+WlbNm2CwtLS1KuXEQmk3HozXe135N1L4OszLusWrseL28fhoaG6OrqJDQsYtZaXvZqixNffUlUdCye3t6oVSpSb1yntaWZ9z78iV4Hp+ch43Ya9zMz2LZjN65u7jQ01HPx3FlWrF7LgoWLpZanpbyslLraGjw9vfjm6xPPDLh376Rz904623bsxtHJefRo8ybe//CnL3SS5os8lelTKFCN+3xrSzMnvvqS1w6/ibW1DbfTbhIbn4Dc1Y3uri6uXDqPm5sHu/fu+97/5xgvM5k60N/Pp3/+Pf4BQSTNW4CNrQ0d7e04OTtrfY+h8rgwn/PfnmHjlm14e/uSde8uRUWFfPDRz7C1tZVa3jPo04fMdoXcy/LZY5w5dZyRkREqnpQ9d0JuLlbIGZuNgH40v+gT6en8n39AICe++pKBgQE2bNqCtbUNhQV53E5L5c133sfjBU5Sf9kPkoxxXNeX5hexkYzbaWTdu8vWHbtwdXWnsaGeC+e/ZeWqNcxfuBjlwABnTp8kIXEebh4eKAcGSLl6CZVKzVvvfvBCul+2jRijDwGhezpexLYH+vv5yyd/wD8gkKR5C7C20Y2Z5sq2n1fyk3JNXO3h6c3Z0yemTMiVFBdxJz2V/r4+Fi5eopOQO3X8CL29vWzcvA2VSsXF89/i5eXN9l2vzFrHi66Qk2p+8LIxxv6or/nBXM3F/AMCqaut4eTxoyQvWUZoWDgyExNampoIDY+Q1D5m8iMAmRm3uXsnna07duPo5ER66g1aWpp570c/+d7aX2R8LCspRmZigrOLC6g1C6cy797h7fc/xM3NneNHv0A5MMD6TVuxsdHEfem3bvLWux+8UNwHEh/qEBIaTnBIGM4ucpxd5CxfuRZzCwsa6utwdXNn5559hISG4+Tsgn9AEMtXruFJeSkqlSbp197WysBAP0tXrMJF7oqrmzvJy1fSp1DQ3f1sNvll8Oprh4mNT8TVzR13D0+2bN9FT3cXTY0NACgHBsjLyWb1uo34Bwbh6eXN5u27qK+rpb6uFtAYaXrqDbbs2EVUTBxOzi64uXs8VzJuLth/8HXiEhJxG723bTt20T3u3gyRutoaQsMjCAkLx9HJicioaAKDQmior5Namg4hoWGsXL2W8ElWT6jVarLuZbJk+UrCIiJx9/Bg+87d9Pb0UFJcJIFaDTa2ttjZ2Wl/ystKcXJ2xs8/ADd3d3bv3U9oWATOzi4EBAaxYtVaystKtP3TULibcRsHB0e27diFt48PTk7OBAWHGHwyDuB+5l0SEucRn5CEq5sbm7Zux9zMnLycbKmlTYoh+pCX4bPHePQwiwHlAAsXL5HiVibF2GwEjEPzdP4PNGPP/AWL8PL2wcnZmaXLV2JpZUWjgY2XhtgnZ8IYNNfV1Wpij1BN7BERFU1QUDAN9fUAWFpZceDQG0RGxyCXu+Lt48v6jVtoamyYdLWDlBhDf5wMoXtuyLx7Gwd7h9FVQs/GTIZi28EhYaxYtVYneTWRnp5uUq5eZPvOPZiY6k5l21pbqHhSzuatO/D28cXXz5/1GzbzuDCf3p6euZavxRjnB5Nh6HY9GcYwP5gpFrl+7QrzFywieelyXN3ckctdiYyOkTxZO5Mf0dr2shWEhUfg7u7Bth0a2y6VyLY1Y3oYLi5yXORyVq5Zh4WFhXYuUFdbw7yFizS2Mj7ua9BfbDLnp6yqVCqKCvMZHhrC28d30vcolUosLCwxMdHIcXGRY2VtTV7uI0ZGRhgaGiI/5xEuclccHZ3mWrJG04ASACtrawCaGhtQqVQEBD4tti6Xu2Lv4Kj9g1ZWPkGtVtPb08Mnf/h3Pv7Nv/HtN6fmLIn4fVEqR+/NylpiJVPj4+vfnmoUAACOBklEQVRHVWUF7W1tADQ3NVJbW01wSKjEymZPV2cnCkUvgeNsxtLKCm8fX+rraiRU9pSRkREK83OJi0+c8umDUjmg0z8NhbLSYjy9vDjz9Ul+/W//zKd/+j2Psh9ILWtGRkZGaGyoJ2DcwQ0ymYzAoGDqamun+aThYIg+5Pv4bIDW1hYy0m+xdftuMJDt8MZoI8aqeaL/8/H14/HjAvr7+1Gr1TwuyGdkeBh//0Bpxc6AIfbJmTBEzT4+vs/GHjU1BE0Te4zdhyGVdTDG/ghC91xSVlKCh5c3Z0+f5De/+Dl/+fMfyMl+OO1nDNG21Wo1F747w6LFSyc9eby+rhZLKys8vZ5uTQwICkYmk1FvIA/1jWF+AMZh15NhbPODibGIQqGgob4OGxtbvvzsE37zi3/h6Bd/obamWmqpM/qRMdsebzOWVlZ4efs88zBcClQqFYUF+QwNDeHj4wdo4r6iwqdxX+FY3BcQqDddc5ZmbWlp4tgXnzI8PIyFhQU79uxD7ur2zPv6+/q4eyeNuMQk7TULS0v2H3yTs6dPkHknDQAnZxf27j+kl6SAWq3mxrXL+Pj64Tbq7BWKXkxNTZ/ZxmRra4tC0QtAV2cHarWazDvprNmwCUtLK9Jv3eDUV1/y1vsfzXqr7VyiVqtJuXpJc2/uzw5khkLy0uUolUr++PFvMDExQaVSsXL1WmJi46WWNmt6R+1i4pJuG1tbFL0KKSQ9Q2lxEQMDA8TGJ076el9fHxnpaSQkzdOvsFnQ2dFB9oMsFi5ewpJly2moryflyiVMTU2Jm+J+DIG+vj7UavWkdtHW1iqRqtljiD7k+/rs4eFhzp89zaq163FwdKSzs0Pv2ifDGG3EGDVP5v927nmVb785xa//7Z8xMTHBzNyc3Xv3a7Y6GCiG2CdnwlA1Jy9dzuCgkj/9/rcTYo+4Sd8/PDxM6o0UomJisbS01LPaqTHG/ghC91zS2dnBo4dZLFycTPLS5TQ01JNyVRMzxcYnPPN+Q7XtzIzbyGQmzFuwaNLXFYpebGx0/w4mJiZYW1trx36pMYb5ARiHXU+Gsc0PJsYiXaOx6O30VNas3YC7hwf5ebkcP/oF73zwkaR1BmfyI4opbNvW1k5r91LQ0tzEF3/5szYvtefVA7i6afJSu17Zx9lvTvGrf/0/2rhvz6sH9Br3zVlCzsXFldff+RGDSiUlxYVcPv8t+w+9qZOUUyqVfHPqK+RyV5YsW6W9PjQ0xJWL3+Hj68e2na+gUql4cC+Db04d49Cb7815McNrly/Q2trMwdffea7PqdVqVCoVazdsJjA4BIDtu17hd7/6V6qrKggKln5115VL52lpaebwJDWUDInHhQUU5uexY/de3NzcaGpqJOXqZezs7Q3SmRoruTnZBIeETlqwV6lU8vWJo8hdXVm2YtUkn5YWtVqNp5c3q9asA8DD04vWlmYePXwgbGQOMUQf8n19dtrNFFzkrkQbUaJf8PKYzP+lp95AqRzgwMHXsbaxobSkmG+/OcWhN97Gzd1DQrVTY4h9ciYMVXNRYQGF+fns2PUKrm5uNDc1kXLtsvZwh/GMjIxw9ptTqNVqNm7eJpFigWB2jMVMK1ePj5laeJSdZTS23dhQz4OsTN5650cGdcCbwLAwtvnBxFhkrDZdYtI84hISAc09VFdWkJfzSHtfUvA8fsSQcJG78s77H6FUDlBcVMj5785w6PW3cXVzIy31OsqBAQ4cegMbGxtKios4e/okh998R29x35wl5ExNTbX7iT08vWhqaOBh1j02jDr2QaWS0yeOYmFhyc5X9uusHisqzKe7q4uDb7yrdbgeO1/ht7/8Z8pLi4mMjp0r2Vy7fJEnZaUceP0t7B0ctNdtbe0YGRlhYGBAZ8WFQqHQnthna6fpSOOTjjY2tlhb29DT3T1nmmfL1UsXKC8t5dCbb+Mw7t4MkZspV0leuozoGM3f2s3dg+6uLu7eSTdIZzoZdqN2oVAosBs34etTKHD3kH5i19XVSVVlBbv37n/mNaVSycljR7CwsGTPqwcMYnXnROzs7HGdsOpW7upKcdFjiRTNDhsbG+2S9PH0jfMlhooh+pAX8dnVVZW0tjTzL/9YqPOdv/3FP5O8dAXLVq7Wyz1MxBhtxNg0T+b/OjraefjgPu9+8JF2K5S7hye1NdU8fJDFpi2GMzEdwxD75EwYsuab16+xeMkyosbFHl1dndy9k64z2RgZGdGUJOnq4rVDbxjUCiIwvv44htA9d9jZ2T+zU0kud6VkQsxkyLZdW1NNn0LBx7/9hfaaWq3m5vWrPMjK5MOf/A22tnb09en+HVQqFf39/YbztzDw+cEYxmDXk2FM84PJYhFbO03bTuyvLq6ukpfBmsmP2I63bbuntq1Q9OLh4ak/oRMwNTXVrnjz9PKmob6erPt3WbxkGQ+z7vPuj36s3WGjjfuy7rNp63a96NNbUSi1Ws3IyDAwtvLmCKampuzae+CZAoXDw0PPPPmQyWTIADUvdsLadPquXb5IWUkR+w+9gZOTs87rHp5emJiYUF1Zob3W3tZKT3eXtjbe2F7k9vany3j7+/vp7+/DwcFxTnTPBrVazdVLFygpLuK119985t4MkaEpbOBFT9jTJ45OTtja2lFV+UR7TalUUl9Xi/eorUhJXs4jbGxstcc+j6FJxn2Jqakpr+x7TfIColPh4+dHe3ubzrX29jYcHKXra7PB1NQUTy9vHbtQq9VUVj7Bx3fyOptSY4g+5GX47F2v7OPN9z7U/mzcugOAg6+/TeL8hfq7mQkYo40Ym+bJ/N/w0BDw7Glehjj2GGKfnAlj0DxZ7GFiYqITe44lLDra27UrKQ0NY+uPYwjdc4ePrx8dE7YZToyZDN22Y2Ljefv9j3jrvQ+1P3Z29ixcvIR9Bw4D4O3ji3JggMaGeu3nqiorUKvVeHv7SCVdB0OfH4xhDHY9GcY0P5gsFnF0dMLOzl5by3SMjvZ2HCW+h5n8yFPbfhp7K5VKGurrpjxLQAo0eamRqeM+ExO9xn1zkpBLS02htqaKrq5OWlqaSEtNoaa6kqjoOE0y7vgRhoaG2LhlO4NKJYreXhS9vdpTHAMCgxkY6Of61Yu0tbbQ2tLM5QvfYmJigt8cFVa+dvkijwty2bZrDxYWllpNQ6N/KEsrK+ISkriRcoXqqgoaG+q5dP5bvH18tQbmIpcTGhbB9auXqautoaWlmYvnzuAid8VPj4UBJ3L10gUK8nPZsfsVLCws6e3tpXfcvRkioWHh3LmdRnlpCV2dnZQUPeb+vbvTnrokBYODgzQ1NtLU2Aho9v03NTbS3dWFTCZjwaLF3LmdRmlJMS3NTZz/9hvs7O0lvw+1Wk1+bg6x8fE6dRmVSiUnvvqSocEhNm/bgVKp1NqLoZ2yunBRMvV1tWTcTqOjvZ3C/Dxysh8yb4F0iZTZsnBxMjnZD8nLfURrawuXL55jaGjIYFd/GqIPeRk+28nZBTc3d+3P2KFBLq5uz9S/0DfGZiNgPJqn8n8uclecnF24fPE8DfV1dHS0cy8zg8qKJ4SFS3ta+kQMsU/OhDFoDg0NJ+NOGuVlo7FHcRH3M+8SFq4Zs0dGRjh7+iSNDQ1s37UHlVqtvY+RkRGJ1etiLP1xIkL33LBg0WLq6+uexkwFeeQ+ekjS6MMnQ7HtwcFBmpoaaWoai6s7aWrSxNXWNjY6Y7abmzsmpibY2trhIncFNKuKgoJDuHzxHA31ddTWVpNy5SJR0bE6q9H0ch9GOD+YiKHb9WQYy/xgqlhEJpOxKHkJD7LuUfy4kI72dtJSb9De1kpcQtI03zj3zORHxmw7Y7xtf3cGO3t7wiSy7dQb16iprqKrs5OW5iZSb1yjuqqS6Jg4XOSuODu7cPnCOerrRuO+u3eofFKuV70y9SzTfz0Ds5+MX77wHTVVFSgUvVhYWuLm5sHCxUsJCAqmprqSk199Menn3vvor7QToqqKJ2TcvkVbazPIZLh7eLJsxZrnyq6amMy+vsDP/+F/TXp987ad2iKLw8PD3Ey5ojk1dmSEoKAQ1m/aql1aCpqExo1rlyktKUKGDD//ANZs2PRcK+RMn0P3bPin//0/J72+dfsu7d50Q0OpVJKWeoPS4iL6+jTLXqNiYlm2YpVBbZ+srqrkqy8/e+Z6bHwC23bsRq1Wk37rJjnZDxgYGMDXz5+Nm7fhIn+xgpwvmrWveFLOyWNHeP/Dn+poqa6q5NiRzyf9zIc/+WscnZxe6P992TU/ykpLSL2RQkd7G45OzixcnExi0vyX+n/MFQ/u3+Pe3TsoFL24e3iyfuNmg3p6NB59+pAR1exs+2X57PFUV1Vy4ujn/Ozv/uszh0FMx8v22WMYk42MMdeaX8YTy6n8H2ie9N66kUJtTQ1DQ4M4ObuwaPESYuJerM7gy/Z9xjiu60vzi9iIUqkk/dZN3dgjOoalo7FHV2cnv//3X0362dcOv/lCp7LNRU0sY/QhIHRPxYv6v7LSEm7dvP40ZlqUrD20a65s+3klV1dVcvzos3FoTFwCW7fveub67//9l8xfsJgFi5K11/r7+0m5cpGyshJkMhnhEVGs27AZCwuLWet4njnkZEg1P5gLjLE/6mN+MFdzsTHu3kkn+0EWAwP9uLl7sHrtenz9/F/o/3wZTOdHAK1t5z56qLXtDZu2vpBtv8j4eOHcWaoqK1D09mJpaYmbuweLlywjaLTef3t7G6nXU6itrWZocDTuS15CbNyL18SzmuUmszlJyBkKL+pMpWKuJneCHw6Gtn1qtogivIKZmG1CzpAQPlt/CN8nmAlhI4IfKsZo20YoGTDeOaRAfxhjfzRWjHV8nG1CTm815AQCgUAgEAgEAoFAIBAIBAKBSMgJBAKBQCAQCAQCgUAgEAgEekUk5AQCgUAgEAgEAoFAIBAIBAI9IhJyAoFAIBAIBAKBQCAQCAQCgR4RCTmBQCAQCAQCgUAgEAgEAoFAj4iEnEAgEAgEAoFAIBAIBAKBQKBHREJOIBAIBAKBQCAQCAQCgUAg0CMiIScQCAQCgUAgEAgEAoFAIBDoEZGQEwgEAoFAIBAIBAKBQCAQCPSISMgJBAKBQCAQCAQCgUAgEAgEekQk5AQCgUAgEAgEAoFAIBAIBAI9YjbbN94ub5tLHXOCcmREagnfi41RHlJL+F6MqNRSS3huhkeMTzOAcaoGawtTqSU8N2q1cba2TCaTWsL3whj9iKmJaGt9UdPWJ7WE74Wvi7XUEr4XWZUdUkt4bhL9nKSW8L2wMsLx0VjpHzTO+YEx+mxjjPsAhkdUUkv4D4OZqVgfpE+McX6gMkLfp2F2bS16gEAgEAgEAoFAIBAIBAKBQKBHREJOIBAIBAKBQCAQCAQCgUAg0CMiIScQCAQCgUAgEAgEAoFAIBDoEZGQEwgEAoFAIBAIBAKBQCAQCPSISMgJBAKBQCAQCAQCgUAgEAgEekQk5AQCgUAgEAgEAoFAIBAIBAI9IhJyAoFAIBAIBAKBQCAQCAQCgR4RCTmBQCAQCAQCgUAgEAgEAoFAj4iE3H8w0m/d5C9/+r3UMv7Dcvd2Kkf+8kepZfygefTwAf/+q3/jn/73/+T+vbtSy/lBkn7rJp/+8WOpZXxvMtJT+fLTP0gt47nIy3nEL37+j1LLmDW3027y2Z+Nd6zJz7rN5a8/k1qGQCAQCAQCgeAHjJnUAgQCgeBloVQquXr5AmvXbyIiMgpLKyupJQkMkPmLlpA4f6HUMp6LyOgYgkPDpJYhEAgEAoFBcTvtJmUlxbz13odSSxEIBILnRiTkBALBD4buri5UKhUhYWHY2dtLLUdgoFhYWAAWUst4LszNzTE3N5dahkAgEAi+ByMjI5iamkotQyAQCAQGht4Tci1VRVTn3CZp29uYjBuYSu5cxMTMnNBF6/UtaVLaq0uoy71DzJY3dHQ+uXsZUzNzPCPnU5eXQV9HM6rhISztnfGOWYS9u6+EqiE/L4fr167wk7/6O8zMnv55T586joWFBU5OzoBmW1/G7TT6+/sICQ1n89btkq4mKsjL4WbKVT782d/q6D7z9XEsLCzZumM35aUlZNy+RWtLM+YWFvj6+rNr737JND/Oz+XWjau89+O/0dH83TcnsLCwYNO23dzPvE121j2Gh4YIi4zC2tpWMr1jPM7PJe3GVd6doPvcNycwH9VdXlrMvTtptLe1YGtnT1RMPAuXLMfERNpd7vm5OaRcu8xP//rvde375DEaGxro6ekG4Pe//RUAH/30b3B0cpJCKjBzf9y+cw930m/xMOseQ8PDREbFYGNjTUV5OW+/L92T3una2cLCEidnjR/Jz8shLfUGAwMDBIeEsnnrDiwtLaWSraUwP4fUlKt88FNdf/Lt6eOYW1ji5ORMeWkxr7/zIwlV6jJTmwcEBpFy9RJ/+5//m4Qqn1KQl8ONa1f4aIJtnxm1bcdRGxmjs6Odk8e+JCg4jHUbNyOTyfQtWYeKkgIeZdxg5+sfYWr6VH/65TOYmVtg5+AooToNM42LTk7OlJUWkzR/ERm3Uxno7yc6Np61GzaTde8uD+7fRa1WM2/BIpKXrtC7/saKIsqz01iy612dOCo/7TymZhZY2znQWleBX0QiFXmZDA8pcfEKIHzhGszMpUmYz2Zcz81+wMP7GfT0dOPg6MSiJcuJiomXRO8Ys/HZpcVFJM1fwJ300dgvLJwtW3dIFvvNpHn7rj3cvZPO/Xt3GR4aIiIqGhsbWyrKy3jng48k0TyemWIpRydnnpSWED9vAVl30+nu6uKv/8t/l1AxFBXkkn7zGu98+NeYjtN84cxJzC0sSFqQTPrNqzQ3NoAMnJxcWL1hC+6e3hKqnn68aWp8Gvv9/B/+FwCbt+0kNj5RCqnAzL7bRCZjQDnA7r0HtK/duHaZ5qYmDhx+UwrJwPS6zczMKX5cwNsf/Bi53FX72oN7d8l+mMX7H/1M73qn8yEgo6y0mDfefh8vb2/UajW/+tf/g7OLnDffeR+AgrxcUm+k8JO//jv9a59hfqDo7UUmk7HvtcPIZDL6+/v59E8fExefyIpVa/SuV6t7Br9dkJ/Lm+98gJf3U59x/95dsjLv8tHP/kay2C9/1If8eEJ7fzPa3rW11XR3dT3zuf/yf/8PvejT++xa7huKWq2mo6FCe21ooI/OhircAqP0LWdKnHyCUaOmu7FSe21I2U93YzUuARGoRoZx8PQnZPl2Ita+ioOHH08yLjHY1yOdaCAiMhq1SkVZaYn2mkKh4ElZKXGjg1NHRztFjwt4Zf9r7HvtME1NjVy5fEEixRrCI6NRq1WUlz3V3adQUFFeRmx8Ik/KSjl7+gRBIaG88c4H7HvtdTy9pQ0QwiKiUKlVVJTraq58UkZ0XCIlRYVk3r7F0hWrOfjme9ja2pH3KEtCxRpm0l1XW83VC9+SOH8hr7/7EWs3buVxQQ73M9IlVK0hImrMvou11xQKBeVlpWzaup0Dh94A4M133uenf/OfsHdwkEoqMHN/LMjP4+6ddFatWc9b73yAg4MD2Q8fSKhYw3TtHJeQCEBnZwelxcW8uv8Qr+4/SE1VFZl3pLcRgPAIjT95Mpk/iUuUTtg0zKbNDQmtz55o2+WlxE7Q29LcxFdf/IWo6FjWb9oieTIOwC84HLVaTX1VufbaQL+C+uonBEXGSqjsKTONi6Dph5VPyti7/xDbdr5Cfu4jvjl5jN6ebg4cepOVq9dx+9ZNGurr9K7fzU8T77XVPY33Bgf6aK+vwjNYE+8N9HbRWveEuJXbiV2xna7mOmoeS+cDZxofy0qKSL1+maSFybz+zofEJczj6sXvqKmulEwzzM5/aGK/QvbuP8j+g6/T3NjIlUvSxX4zaX5cWED6rZusXL2WN9/9ADs7e7If3JdM70RmshWArs52ykuK2LprH4fe+kAipU8JDY9CrVZRUV6qvdbXp6Cqooyo2ASuXjiLrZ09+w6/w/7X32PeoqWYmEi/qm+68WbDlm0sWJSM3NWNH//V3/Pjv/p7IqJiJFQ7O99tiEynOz5xHh6eXhQV5Ol85nFhPlHR0rT3dD5k/sJFuHt4Uj3qm1uam0Amo7mpkcHBQQCqqyvxCwiQQvqM84OtO3bR2FDPg/v3ALhy8Tz29vYsW7FKEr1jzOS3A4OCycvN1vlMXs4jYuMTJI39IqbxIXEJibzx9vta//HRz/4WL28ffP389aZP7wk5E1Mz5H5htFQWaa+1VpdgYWOHg5u0CZbxmJia4ewbSlvVU4PrqC7FwsYOO1dvrB3luAZFY+3ggqWdI17RC7G0daCroUpC1ZptTVExceTnPtJeK8zPxcHBEf+AQACGh4fZtnM3Hh6e+PkHsH7jZooKC+jt7ZVGNBrdkdGxFOTmaK8VFuRh7+CIn38AdzPSiYyOYdmK1chd3XD38GTxkuWS6QUwMzcnIiqWgrynmosK87C3d8DXL4BHD+4RE5dIbHwSzi5ylq5Yg4vcTULFGsZ0F07QbTeq+97tW8xfvJSo2AQcnZzxDwwmedlq8nMeSqhag7m5OdExceTlPNJeKxi17+CQUKytbQCwsbHFzs5O8hV9M/XHh1n3iEtIIi4hERe5nGUrVuHm5i6d4FGma+cxP6JWq9m6Yxdu7u74+QcQExdPZWXF5F+oZ8zMzYmI1u2bj0f9ia+/NMHXTMymzQ0Jjc/Wte3HBbmjPjtQe62utobjRz5jweIlLF+1Vv9Cp8DMzBz/0EgqivO116pKH2NjZ4+7l5+Eyp4y07gImn64aesO5K5uhISF4+cfSHt7G2vWb8JF7kpsfCLOLnKqqyr1rt/UzAyPgHAaKx5rrzVVFmNpY4eTu49Wf8Ti9dg6yXFy98Y9MIKOplq9ax1jpnH94f27RMcmkJC0AGcXOfMWJhMaHsnD+9IeIDQb/zE8PMy2Hbvx8ByN/TZt4XFhvmSx30yas+7dJT4xiYTEecjlrqxcvRa5q/Qx1BgzxVKg2aa6YetO3D08cXX3kEqqFjNzc8IjY3hc8FRzSWE+dvYO+PgF0NPThV9AEM5yV5ycXQiNiDII3dONN0HBoZhbWGBiYoKtnR22dnaSl3eYje82RGbSHRUTR1Fhgfa19vY2mhobiIyJk0LujD7EPyCAmtGxr7qqksCgYORyV2prqgGoqaqS7O8x0/zA3t6BjVu2c+tmCqk3UnhSXsq2nXsMYl4zXZvHJ87jcUE+w8PDADQ2NNDS3ER8QpJEijWYm5sTFR1H3vj2Hhezjs0b7ezsuHf3DgpFL7te2ac3fZL8Vd2DoulqqmGwXxMEtFQV4RYQaRBPzccjD4yip7mWwX4FAO3Vxbj4hyOTyRgZHqIuL4PHV4+Te+5Tcr/9MwM9nQz1S5fUGiMhMYmKJ+XaJdz5uTk6mWkHR0fs7Z+uHPLx8UWtVtPe1iqJ3jHiEpKorHiquyAvh5i4eGQyGS1NjfgHBEmqbzJi45OornxC76jmwvxcomI1bd3e1oqnl4/O+z29fSb7Gr0TM0H34/xcokd1t7Q0cy8jjd/94p+0PylXzqNQ9DI0NCSxckhImqex7+4x+5b+yct0TNcf29vbdJZ1A8/8LhUztbODo5PO9lQ7Ozv6+hSSaJ2MuIQkqirKx/XNHKJj4w3WTsD4bDs+Uddn5+fmEBv3VG9Pdxcnj33JkmUrWbh4iZRSJyUkMp7G2kr6FJqV7RUl+QRFxBpUe083LgI4OjpiMa4f2tjaInd11bkHW1tb+iXqm54hMbQ3VqPs08RGTRVFeAZFafVZ2TrobE+1tLZlaKBfEq1jTDuut7fi5aNbmsTLx0/y+Alm47MddVaNG0LsN53mtrZWvL1129rHV9qyMBOZLpYCsHdwxMZG+lIl44mOS6JmnOaiglwiYzQ+JXH+Ym5cOc/Zk0d4kHmHrs4OidU+ZabxxtCYyXcbKtPpjoyKoaurk/o6zUOTxwV5uHt46mxh1TfT+RA//0Bqa6pRqVTUVFfh7x+IX0Ag1VWV9PT00NHRLukDz5nm65FR0YSFR5KZcZvV6zbg4iKXTOt4pmvz8IhIZCYmlBQXaV8LCAyStHzQGLPxITnZD8jLyWbPq6/p1XdLkpCzdXbDxtGVlqpiFB3N9Hd14BoYIYWUabFxcsXaUU5HdQl9HS0MdHfg4q/RWZ+XQVdDJV4xiwhbsZOIta9i5eiCSjUisWrw8PTC3cOTgrxcGhvqaW1tITY+QWpZM+Lh6YWbuweF+bk0NTbQ1tpCTJxGt5mZYRYzd/fwxM3dg8cFeTQ1NtDe1kJ0rLS1ZGbD2NPaxwV5NI/qjhrVPTQ0SPLSlRx86wPtz+G3f8Sb7/9EZ9+9VIzZd35ejsa+W1oMckvfGMbcH6drZ9OJT+lkMtRqtX5FToO7x9T+xFAxVtsuHLXtttYWYsbZtrWNLV5e3jwuzEepVEqodHKcXT1wkrtTWVJIe0sj3R1tBIVLu9VpItONi8Az28lkMMkTdOn6pr2zG3ZOrjRVFtHT3oyiux2PoMinyiZ52i+1HzHWcd3Y/AcYp+bxTBdLAZhLVAtxOtw8PHF186C4MI/mJo3myBiNT1m0dCUH3/oRAcGh1NVUcvQvv+dJadEM36gfZhpvDI1pfbdMBhPc3IhKpX+RkzCdbls7O/wDgigq1KwsLyosIEqi1XFjTOdD/PwDGBwcpKmxQZOQCwjEfzQhV1NdiZ2dvaRJrpnmB0NDQzQ2NiCTyehob5dM50Sma3NTU1Ni4+LJy33EyMgIhQV5BuPTJ7Z324T2rq6qIOXqJbbu2I27nlcGSza7dg+KorE0l6F+BY4evljaGOaJiPKASFrK8xgaUGDv7oOFjR0AivYmXPzDcfLWrNoaGR4arR/nJaHap8QnJJF1P5Oenh4CAoNwGFegururi56eHuxHT6Gsr69FJpPhIuETjjHiEpJ4mJVJb08P/uN0u7m7U11VYZC1F2Liksh+kElvbw9+AUHYj2p2kbvS2FCnE5w1SlDHZypi4pJ49CATxQTd7u6edHS04eTsIrHCqUlITCLrnsZOAoKCdezbEJmqP7q4yGmsryd23AS7sb5eKpnPYGztPJHYhCSyszR903+cjRsyxtbmcQlJPJhirDEzM2PPvoOcPnGUU8e+ZN9rr+us5jIEgiPjKMl7QL+iBw+fAGzspK07ORlTjYvGgldwNLUlOSj7FTh7+GJla5jx3nimHNddXGmoqyU69qnPbqirMYj4Cab3HxNjv7o6w4j9ptIsl7tSX1+rM2GqrzOcGGqMqWIpQyY6LpGch/dQ9Pbg6x+ks3LSyUVOooucxPmLuXLuGx7n5xIcFjnNt+mPqcYbU1NTyRP5kzGV77axsaGttUXnvS1NjQZRrw+mH3OiYmK5dSOFyOhYujo7iJS4Xh9M7UOsrKxwc/fgYdZ9TExMkbu6YmNry7ffnKK8tFSy+nHjmW6+fuPaldGDHQ5x6vhXhISGERBoGLvFphtr4hPn8ckffsfDB/dRqVSERxjOGQFjPqR3Qnt3tLdz9vQpFi9ZLoleyTYiy/3DGOzvpbmiELfASHrbm8i5fFS7jdVQcPYLZahfQVvlY1wCnq7is7R1oKu+gr7OVvq72qi6nwIGNBhEx8TS29NN7qOHxE3Yt21mZsaF787Q3NRITXUV165cJiIqGjs7O4nUPiUqOpaenh7ycrJ1km9Llq2kqLCA22k3aWttoaW5iXt3b0umczwR0TH09vZQkJuts3Ihcf5CCvJzKMh7REd7GxnpqbS3tUzzTfplTHd+bjbR43QvWrqCooI8Mm/foq21hfa2VkoeF5CRdkNCtbpEx8TR09NNzqOHxBvIk5fpmKo/zluwiNycbPJzc2hvb+NO+i2aW5o1T08NAGNr54lEjvqT/JxsYgwwmT8ZxtbmGp/dTV7OQ2Ljn60RYmFhwSv7D2FiYsLXJ45qiykbCv6hUfQpenhSlEdQhGEc5jCRqcZFY8E9IBxlXy8N5QV4BkdLLWdWTDWuz1+0hML8HHKzH9DR0c7D+3cpKyli/sJkCdU+ZTr/YWZmxvlxsV/KlUtERsVIHvtNpXnBosXk5TwiNyeb9rY20lJv0NrSLJ3QKZgqljJkwqJi6O3poSDvEVGjyeXhoSFupVyirqaK7u4uGupqaGpqwNlAks0w9Xjj6OhEV2cHzU2N9PX1aetXSc1Uvts/IIjGhnoK8nLoaG/jdtpNWlsNZ34w3ZgTFh7J4KCSa5cv4OcfiJ299A9YpvN7/gEBFOTnapNv1tbWyOWuPC7Mx98A6vlNNT8oLyshL/cR23ftITAohEXJS7jw3VkG+qUt6TDGdG3u6uqGt48vqdevERUTK3lNx/FER4+2d85D4kZ9yNDQEKdPHcPd05OEpHn09vZqf/SFZAk5M3NLXHyCMTUzx9k7GNXwMAM9nagNZMnuGKbmljh6B2Fiao6j19OstHfcUkzNLSm9dZYnGZew9/DF2slwBi1LKyvCI6Iwt7AgLFx3O7CzswvhEVGcOv4VJ48dwd3dnY2btkqkVBdLKyvCwyMxN7cgNOypbr+AQHbs3kt5aQlffPpHTn71pcGsJLK0tCI0TKM5OPSp5vDIGBYtWc7t1Ot89fmf6enuIi5xvoRKdRnTbTFBd0BQCDteOUB15ROOf/FnTnz5KdkPMg3qqa+llRXhkWP2bRhPbqdjqv4YExtH8tLl3Ei5ymef/JGurk7i4hIwMzOMp6TG1s4TsbS0ImzUn4SEGV5ZhMkwtjbX2ra5BaHhk7exhYUFew8cRq1Wc9rAknIWFpb4BoVjZm6OT2Co1HImZapx0Vgws7DEzS8EUzNzXH2CpZYzK6Ya10PCIli1dhMP72fw5Scfk5fzkA1bduA77iATKZnOfzg7uxAREcnJY0c58dWXuLl7sHGz9LHfVJqjomNZunwlN69f47NP/kB3dxdJ8xdIqHRypoqlDBlLSytCwsfsOxzQbB8f6O/n2sVvOfLJ77h87jQBgSEsWrpSYrVPmWq8CYuIIjA4lONHP+fff/lz7ZZKqZnKdwcGh5C8bAW3bqZw5LM/MzQ4SHSM4WyLn27MsbC0JDg0nJbmJqJiDOMh1nR+z88/ELVajf84H+0XoLnmZwAHZk02P+hTKLh0/juWrViFp6dm592yFauxsbXl8qXzUsrVMlOsGp+QxMjIiOSHOUzE0sqKsAk+pE+hoL2tlerKCn7363/jd7/+V+2PvpC0INRgvwK5fzgmpqY4uPuw+NWfSClnSoYGFDj7hWFi+nSSbGlrT+iKHTrvcws2DMc0Rk9PN9ExcTp1v5avXM3ylasBDDKwAejt7SEqJvaZemVhEVGEGdCy1/H09vYQEf2s5kXJy1mUrHsa7PJV6/QpbVqm0h0QFEJAUIhEqmZHb08PMRPs28PTk//r//l/JVQ1NZP1R4Cly1eydPnTgPf40S8MarvwZO083o+MsXBRMgsXGcYqkfH09vYQOcGfLFm+iiXLpT06fjoma/ORkWHMLQyvHhFAb083URP0LluxmmUrVmt/t7Cw4NCb70qgbmb6Fb0EhEZhavpUf+yCZcQuWCahKl0mGxeXrljF0hW6drx5+65nPnvg8Jtzrm8mlH0KPAIidOKowLjFBMYt1nmfb0QivhGJelY3OVONj/FJ84lPMpyHaxOZzH+MkTR/IUnzF0qganqm0rxk2QqWLFuh/T391k09K5sdk9lK8rJVJC8z4HGmt4fwqBhMRzWbmpqycfseiVXNzGTjjZmZmV5PRHwepprTTBwjDY2pdAPs2L0X2Kt/UdMwlQ8Jj4h8Zl6wfuNm1m/crE950zJxfmBja8tP/+Y/6bzH1NSUt979QAp5UzLdWNPT042buzteBnKY4Xh6J7S3o5MT/+X//h+SapJkhdzw4ADtdU/obqnHI8SwkljjGR5U0llfQW9LA67B0u+Rny0D/f2UFBdRU11lsEm3yRgY6Kd0VHfiPOPQPTDQT1lJEXU1VSQkGYdm0OguH9Udb0S6YdS+ix5TXVVJ0gLDm1hMZLr+ODQ0xP3MDFpbmmlrbSX91k2qKit0aspJhbG180TG+mZttfH0zanavLu7i/KyMlzd3CVU9ywD/U99tjGNNWMMKgeorSilpaGG0BjDeoo7hjGOi+MZGhygtbaczpY6vMOkLf49W4x2XDdCn22MmsdjjLHUwEA/T0qLqK+pIi7RODSD8Y03xuq7jU23MfsQo52vT9Pmg4ODtDQ38/DBfeYtWCSRwskx5PaWZIVc3rWTjAwq8Y9LxtreWQoJs6L4xilGBgfxjl2Mlb2T1HJmzV8++QMDAwOsWrNO0qOon5cvPvkjA8oBVqxeJ3mR4dly9LM/oRwYYNnKtTgbyHHUs+ErI9UN8Omff6+x77XrjcK+Z+qPT8rLyLiTzsjwMM4ucna/so/AIOm3dRlbO0/kyKd/ZGBggOWrjMefTNXmf/nzH7C3s2frjt3SiZuEzz/V2PbKNcbTxuO5/PXnDCkHiF+0Egcnw1mVOh5jHBfH8+DScYaHlAQnLMHGwXDjvfEY67hujD7bGDWPxxhjqRNf/BnlwABLVhiPZjC+8cZYfbex6TZmH2Ks8/Xp2vzq5Qs8LsgnLDzS4LarfmbAPkSmnuWxNJcKDKfY5GxRjoxILeF7sTFKv0ftvixGVIZzqMVsGR4xPs3wzGnpRoO1hWHURnseDPHkrtkgM5CDIZ6XwWHDqiM6GyzMJCvH+kIYo8+uaeuTWsL3wtfFWmoJ34usyg6pJTw3iX5OUkv4XlgZ4fhorPQPGuf8wBh9tjHGfWC8sZ8xYmZqnDGUsdqIMc4PVEbo+wBsLGbX1i99hVx90UNq8u/iGRpPQKKmdpZqZJiq3Du015SiGhnB0dOfoKSVmFvZaD9X+SiNntZG+rvbsLZ3Jm7DgSn/j4HeLvKunUAmk7Fg1/svRXdTcTYNhfdwDYnFN34Zw4MDND7Ooqe5lsG+XswsrXH0CsQregGm5pbaz/V1NFNfkElfZysywMbZHe/YZKwdnz51UqvVtJTl0lbxmMH+HswsrJAHx+AZMe+laB9P+q2b3Em/pXPNxUXO+x/9VOeaWq3m1PGjVDwpZ8/e/YRF6Ld4eGZGOqXFRbS3t2FmZoa3jy8rJzyNuXrpPFWVFSh6ezA3t8Dbx5cVE54idHd1ce3KBWqqKjG3sCAmNoEVq9diYvLynfvd26lk3knTuebsIufN936sc02tVnP262NUVZSzffe+SYvJ9/f3cfQvf6S3t4eP/uo/Y2ll9dL1jqe3p5vbqdepqihnaHgIJydn1m/ZgYent1Zz5u1U8nMfoVQO4O3ty5qNW7W1zLq7OrmXkUZtdSUKhQJbWzsio+NYuGQ5pqb6CbYybqdRUlxEe1srZmZm+Pj6TflETK1Wc/LYUSqelLHn1QOE69m+x9PT003q9RSePCljeGgIJ2cXtmzfiZfX07ZPv3WT3EfZKJUD+Pj6sWHzVlwM6Mn13TvppN5IYf7Cxc/U3ZCqrXOys8jNfkB3VycAclc3Fi9dSVCIpjC/oreXWzevUV35hMHBQVxc5CxasnzSOpTDw8Mc++ITWpqbOPz2B7h7eOrlHiZjqrauq63h1s3rNNTXIZPJcPfwZP/B1/V2elVNdRX3M+/Q1NiAoreXXXv36xTy/fk//K9JP7dyzXoWJS+lq7OTjNu3qK6qpE/Ri62dPdExcSQvW/HSfEhhdia1lSX0dLZjamqGq4cP8Yufrn5TDvST/+AOTbWV9PX2YGlljU9gKLELl2Nh8XRcV/R28yDtKs31NZiZmxMYHkP8opU640plaSFFOffp7erA3MISL78gEpJXYWn14om32YyPnR3tpF6/Rl1tDSMjwwQGh7B2w2ZsbXVPzHxSVkrG7Vu0tjRjamqGr78/u/dOHV/NlvrSPOrL8hlQdANg4+hCQMwi5N5PT63ram2gMvcu3W1NyGQy7JzdiFu1U1uz6u63n6Hs69H53qD4JfhHa+qzdTbVUluSQ09bE8NDg1jbO+EXmYRH4MsrnP+i43pLcxNZmbepr6uhv78fBwdH4hLnkzRfv1t1sh/cJ/thFl2dnQC4urmzdPlKQkLDAI2Pu37tMo8LCxgZHiYoOJSNm7diK/EJqzXVVWRm3KGpsZ7e3l6dMWRkZIS01OuUl5XR1dmBpaUlAUHBrFqzHns9nux493Yq9yaxkTdGbUTR20t66jVqKisYHBrE2VnOwuRlhI6ONVLFTyqVivsZtyguzKevb/T/jYlnQfJy7YRcrVZz784tCvOyUSqVeHn7smr9Fp3YL+tuOrXVldrvCI+KZUHy3GjPvJOuifPaR+M8H79nVrMMDw9zM+UKRYUFWt+3ftNWHd/XUF9H2s0UmhobQCbDy8ublWvWz9nYPhufrejtJfXGNarGxSSLlywnPFJjJ12dndy9k6YzRkbFxJK89OWNkc+rOffRQx4X5NPc1MDg4CA//dv/gtW4+Yq+Nc8WlUpF+q2bFObnoVD0YmdnT2x8AkuXrzSYZNRs5ut1tTWkpd7Qifv2vXbYYE4tNfR4tXE0Xt09IV69cO4sBXk5Op8JDAph32uHda6Vl5WQkX6LlpZmTM3M8PMLYM+rLx4/TcZLTcj1tjfR/KQAG0fdiWRVzm06G6oITd6EmbkFldlplGRcImbNKzrvcwuMRNHeRF9X25T/h0o1QlnmFexdvehta3wpuvs6mmmrfIyVw9MtK0MDfQwN9OEdm4yVvTOD/b3UZqcxNKAgaPFGAEaGhyi/fQFHrwB8E1agVqtofJxF+e3zxGw+jMxE44zqcu/Q01yLd1wyVg4ujAwqGRlSvhTtk+Hq6sb+Q29of58sOZV1P1NSp1RbXU3ivIV4enmNOs4bnDp+lHfe/0hbuNzD04uo6FjsHRwZGOjnTnoqXx8/wvsf/RUmJiaoVCq+OfUVNrZ2HHzjHRS9vVw8dxYTUxNWrFo7J7rlrm7s2fe0w07WttkP7s34PdcunUPu5k5vb8+M731RBgb6OXn0M3z9A9j56mtYW9vQ2dGOpeXTQfXBvQwePbzPhi07cXR0IuN2KmdOHuX1dz/CzMyM9vY21Go1azZoknRtrS2kXD7P0NAQK9asn/N7AI2DnTd/IZ7e3qhVKlJvXOfE0S9578OfYDGh2H3WvbsYwpg70N/Pkc8/xT8gkH0HDmFtY0NHe7tOQHPv7h0eZt1j647dODo5kZ56g5PHjvDej34yaaFUfdNQX8ejhw9wc5985a5UbW1n78DyVWu1E4fC/By+PX2cw29/gKubO5fOn0WpHGDXKwewsrGhuDCf82e/5tBb7+Hu4aXzXWk3U7C1s6eluUn/NzKOqdq6rraGE8eOsGTpctZv2oKJiQnNTU169eFDQ4O4u3sQF5/E2dMnnnn9x3/19zq/P3lSxuXz3xI+Oiltb2tFrVazcfM2nJxdaG1t5sqFcwwNDbJ63caXorGloYaw6CRc3DxRqVXk3Usj9cJJtux7BzNzC/r7ehlQ9JKQvBpHZzmKnm6y0q/S39fLsg2awxBUKhVpF09jZWPLul2HGOjrJfPmRUxMTIlfpCku39JYx72bF0lcsgZv/2D6+3rJSrvK/VtXWL7x2UMVnpeZxsehwUFOHT+Km7s7+w6+DsDttJucOXWcQ2++q7WLkqLHXL10juWr1mpOlVOpaG1pfmF9ABY2dgQlLMHa3gnUapoqiyhIP8/8TQewdZTT1dpAXup3+EfNJ3T+SmQyE3o7W5+x2cDYxXiFRGt/NzV/6su7WhuxdZTjFzUPC0sb2uorKcq8hpm5BXKfIF4WLzKuNzc1YGNjy6Ztu7G3d6ChrpaUK+cxkclImKe/ekb29g6sWrMeZxcXUEN+7iNOnzzG2+9/iJubOylXL1FeVsruV/ZhaWnJ1csX+ebrE7z+lrQHrQwODuLu4UF8QiLffK3rV4aHhmhsbGTp8pW4e3gwMDBAypVLnD7xFW+99yO96nSZxkauXDjLoFLJ9lf2Y21tQ/HjfC5+d5oDTu/h7uEpWfz08H4G+Y8esm7LDlzkbjQ3NXD90jksLK20tpl9P4Pc7Pus27wDB0cnMm+n8t3XX3Hw7Q8xMzOjY1T76g1bcXRypr21hRtXLzA8NMSy1S9f+1htJ08vb40vTr3OyWNHeOeDH2vjvBvXLvOkvJSde17FwtKSlCsXOfv1Ce2hQYODg3x9/CghYeGs37QVlUrF7bRUTh0/woc//ds5SRTNZk5z8ZwmJtm99wDWNjYUFeRz7uzXHHZ6Dw9PL9rbNWPkhs0aO2ltaebqRY2drF67QRLNQ0NDBAaHEBgcQnrq9We+Q9+aZ0tmxm0ePcxi247duLq509BQz8VzZ7G0smLBwsUzf4GemG6+Xldbw8njR0lesoz1GzcjMzGhRc9x33QYerzq5u5B7BTxKkBQcAibtz2N18wm+IXiosdcufgdK1atxT8gCJX65cVPk/HSlhGNDA9Rfu8aQfNX66wgGx5S0lLxGP+EZTi6+2Lr7E7wgrX0tjXSMy6hFpi4As/QOCxtHab9f2rz72Fl74zcN/Sl6a66fx2/pJWYjntCbu3gQtDijTh6BWJp54i9mw9eMQvpbqxCrdJsqVL2dDIypMQzaiFW9k5YO7jgGTmfYWU/g329AAx0d9BaUUhQ8ibNd9k6YOPshr2770vRPxkmJibY2dlpf2xsbHReb2pq5H5mBpu37ZwzDTOx98AhYuMTcHVzx93Dk83bdtLT3aV5mjVKfOI8fP0DcHRywsPTi+Ur19DT3a1dEVNV8YS21la27tiNu4cnQSGhLFu5mkcPsxiZo+3KMpkJtnZ22h/rCW3b0tRI9v27bNi8Y4pvgNzsByiVA8xfqJ8TKR9kZmBv78CGLTvx9PLB0cmZgKAQbSJDrVbz6ME9FiUvJyQsAld3DzZu3Ymit4cnpcWA5snBhi07CQgKwdHJmeDQcOYtTKa8tEgv9wCw/+DrxCUk4jZqM9t27KJ7gs0ANDU2ci8zgy2TnDaobzLv3sbB3oGt23fh5e2Dk5MzQcEhOI9r+6x7mSxZtoKw8Ajc3T3YtmM3vT09lBbrr22nYnBwkO/Onmbzth06ScQxpGzrkNBwgkLCcHaR4+wiZ9nKtZhbWNBYXwdAQ12NJtgcbffFS1dgaWlFU6Pug5yK8jKqK8pZqafE8lRM19YpVy8zf8Eikpcux83NHbnclajoGL0mbINDwli+au2Uq6nH+0VbOzvKS4rxDwjEyVlTNywoJJQt23cRGByCk7MzoWERLFi8hNKSl2fnq7a+SlBELI4urjjL3Vm0egt9vT20t2oSrU4ubizbuAufgBDsHJzw8PEnfuFy6queoBod15tqK+nubCN5zVacXd3x8g8mdsEyygqyteNKW1M9NnYOhMfOw87BCTdPX0KiEmhvaZhS2/Mw0/hYV1dDd1cnm7ftws3dAzd3D7Zs20VjQz3VVRWAJrF4I+UyK9esJyFpPi4ucuSubkREvZwDqlx9gpB7B2Jj74SNgzNB8UswNTOne7Sty7PT8QmLxz96PraOcmwcnHH31z2tHsDU3BwLa1vtj6nZ0yfoATELCIpPxtHVC2t7R3wjEnDx9Ke19slLuYcxXmRcj4lLZNW6Tfj6BeDo5ExkTBzRsQmU6XFsBAgNjyAkNAwXFzkucjkr16zDwsKC+rpalAMD5D7KZu36TQQEBuHp5c3W7buoq62hrq5WrzonEhIaxsrVa7WrhMZjaWXFa4feICo6BrncFR8fXzZs2kJjYwPdXV161WkyjY001tcSP2+BNr5atEQz1jQ3afqrVPFTY30tQaHhBAaH4eDoRGh4FH6BQTQ31gOa+CPn4T0WLF5OcGgErm4erN+iif0qyjSxX0BQCOs278A/MBhHJ2eCQsNJXLCYJ6Ovv2xefe0wsfGJWt+3ZfsuHd+nHBggLyeb1es24j9qy5u376K+rpb6UVtub2tlYKCfZStX4yJ31a4W7VMo5sxuZjOnqa+rIWn+Qm0smLxsNCZp0sQkQcGhbN62k8CgEJycxsbIZMrmKBacjeb5CxezeMkyvKc4KVPfmmdLXW2NxieGhePo5ERkVDSBQSE0jMaHhsJ08/Xr165o4z7X0bgvUs9x31QYQ7y6YtXaaXfsmJqa6bS9lfXT3Q0qlYrr1y6xau0GEuctwEUux9XVjciXFD9NxktrncrsWzh5BuDo4Ufd4wfa64qOFtRqFY7jElDWDs5Y2NjR29aEvXz2y4e7mmtprysndv1+OupeTkBW+ygdB09/7N19aSx+OO17R4YGMTGzQDaawba0c8TUwoq2qiI8IpJAraatqghLeycsbDTL6bsaq7C0tae7sYondy6gRo29my/esYsxs5ibbYodHe389lf/ql2CvGr1OhwcHQHN045zZ06zYdNW7CTeqjAepVKzYnB8hxjP0OAg+bk5ODo6Ye+guZf6ulpc3dx1lqkHBgVz7fIFWlua8fD0mvS7XoTOznb+9O+/wNTMDC9vH5auXIuDw9O2vXT+DKvXb55yG0hbawuZGWkceP0dujv1U5vnSXkJAYHBXDj7NXW1Vdja2ROfOJ/YBM2W6e6uTvoUvfgFPF1xYGlphYeXDw31tYRP4YAGlQNYvYTtWd8Xrc2M0zA0NMR3Z79mo4HYd1lJCYHBIZw9fZKa6irs7B1ImreAhCRN23d1dqJQ9BIw7hAHSysrvLx9qK+rJSpG2lOor166QEhoGIFBwc8srTektlapVJQWFTI8NISXj2as8fLxo6SokOCQMCytrCh5XMDwyDB+/k+31CkUvVy7dI4dr+zHTOItAFO1tUKhoKG+jpjYOL74y5/p7OxALndl5eq1+Pr5S6h4ahSKXp6Ul86YqJ1rHzI0qPERFpZTj7WDg0rMLSy0T6Zbm+txdHHFysZW+x5P30AepF+ju6MVZ1cP5B7e5N1Po776CV5+QSj7+6itKMHLb24OY5k4Po4MaxKD41d6mJqZIZPJqKupISAwmKbGBnp7epDJZHz+yR/oUyhw8/Bg1Zr1L/20XrVKRUtNGSPDQzi4ejI40EdPWxMeAeFkXz1Ff2/XaNIuGUc3b53PVj9+SFXBfaxs7HEPCMc3IlEbY03G8NDgSz8c4kXH9YkolUpJx0aVSkXR40KGhobw8fGjsbEBlUqlc1iQ3NUVBwdH6mtr8PGZuwfEL5uxvjDXZT4m0tnZzp8n2MhYLOrp7UtpUSFBwZqxprSokOGRYXz9Aqb8Pn3ET57evhTmZtPZ3oaTi5zW5iYa6mq1K9s0sZ8C34BA7WfGYr/G+jrCIqeK/ZR6a3/lgK7vaxq15YDAcbYsd8XewZH6ulq8fXxxcZFjbW1NXk42yUtXoFKpyMt5hIvcFUcnJ/3onmRO4+3jR/HjQoJCwrCysqJ4kphksu+Zal70splpHvY836MvzVPh4+vHo+wHtLe14SKX09zUSG1tNWvXv5zV+C+LqebrY3FfdEwcX372CZ0dHZoHLQYS9/0Q4tWa6kp++8ufY2lljX9AICtWrtE+aBkfP332yR9Q9Pbi7uHBqrUbcHvJ8dMYLyUh11ZTiqKjhdh1rz7z2tBAHzITE8zGrT4DMLe0YWhg9sWZh5QDPLl/nZBF6zEzt5j5A7Ogo7aM/q5WwlfvmfG9w8p+Gose4hr49CmeqbkFoSt2UHH3Mk1FmmSepZ0jIcu2agPKQUU3g329dNY9wX/+GtRqNfV5d6jMvEroiqlXUX1fvH182LJ9Fy5yOYreHm6n3eLoF3/hnQ8+wtLSkutXL+Pt60dY+MurwfKiqNVqbl67grev3zMThUcPs7h14xpDQ0M4u8h59bXD2kmIQtGLja2tzvttRpNzfQrFS9fp6eXDxi07cHKW06foJfNOGqe++ozX3/kQCwtLbl2/gpe376Q140BT9+LSuW9YsWodDg6OekvIdXd2kPfoAUkLFrMgeRnNjfWkXr+CqakpUbEJ9Ck0qzmfbUvbKduxs6OdnIdZLF+9bs71T4ZarSbl6iV8fP1wc39qMylXL+Hj46f3mohT0dnZwaOHWSxcnEzy0uU0NNSTcvUSpqamxMYnoBhte9sJbW9ra0fv6GtSUViQT2NjA2+9+8GkrxtCW7e2NHHsi08ZHh7GwsKCHXv2IXd1A2Dbrr1cOPs1v/vVzzExMcHMzJyde/bprAy9cv5b4pPm4+nlTdfoylspmK6tO0f9RHpaKmvWbcDDw5P8vByOHfmcd3/0Y4OqNThGQV4OFhYWk9brG6OjvZ2HD+7P2bYWtVpNdsYNXD18cHJxm/Q9yoE+Ch9mEBwZr7020NeHlbVufxxLzg30afyhm6cPyWu3kZHyHSPDI6jVKrz9Q5i//OX7w8nGRy8fH8wtLEi7mcLyVWtBrebWzeuo1WqtT+katZs76bdYvXYDjk5OZN3L4PjRz3n3Rz/F+iVMmHo7W8m+9jWqkWFMzcyJWb4VW0cXuls1Kz4q8+8RkrgMW2c3miqKyLlxhgVbDmEzemq9T3g89s5umFla0d3aSEVOBsoBBaFJKyb9/5qrS+lpbyJ84eoX1j7Gi47rE6mvq6G0uJCdr8xNnZnpaGlu4ou//FnrD/e8egBXNzeamxoxNTV9ZiWDra2t1l6MgeHhYW5ev0Z0TByWlpYzf+Al4enlw4YtO3B2lqMYZyOHR21k6869XPzuNH/4zb9ox5ptu17VjjUT0Vf8NH/RUoaUSo58+rG2zEvy8tVERGke9I3FdzY2uv7O2sZWGxdOpj0vO4ulq+Y+9lOr1dy4dlkT5436PoWid0ZbtrC0ZP/htzh76jh3b2tq/zk7u7D3tcNzUl96Mt2TzWm2797LubNf8++/HI1JzM3Z9co+7Y6JiXR0tJP94D6r9LB6f7p52POgT83Tkbx0OUqlkj9+/But7a9cvZaY2PiZP6wnppuvj43ft9NTWbN2A+4eHuTn5XL86Be888FHksZ9P4R4NSg4hPCISBwdnejs7CDt5nVOnTjK4TffxcTERHsfd9JSWb1uI46OjmTdu8vxI5/x3oc/eynx00ReOCGn7Ouh8lE6USt2YGI6d8sRKx7cQO4fhsOEp6vfl8G+Xupy7xCybNuMukeGBnmScQkrB2c8o+Zrr6tGhql5mIqtiyeBC9ehVqtpLs3hyZ2LhK95ZfR71ahVI/jPX4PVaBDqN28VJTdOM9DTqb32sggOCXv6i7sHXt6+fPzbX1L8uBBrGxuqqip5W8+1N2Yi5cpFWluaee31t595LSo6loDAIBS9vdy/l8F3Z77m4BvvSLJkNzB4/DZpDzy9fPjk97+mpKgQGxtbaqorOfTW5MkLgDu3buAidyUyJm7uxY5DrVbj7unN0pWaunruHp60tbaQ9+ghUbEJz/19vT3dnD31FaERUdpVdvrmyqXztLQ0c/jNp/VvSkuKqa6s5O33P5RE02So1Wo8vbxZORp4e3h60drSwqPsLGLjn7/t9UV3dxcpVy9x4OAbk/Y1Q2lrZxdXXn/nRyiVSkqLC7l8/lv2HXoTuasbGWk3USoH2HvgdaxtrCkrKeb82a/Zf/gtXN08ePTgPoODgyxMXibpPczU1mOneCUmzdceIe/h6UVVZQV5OdmSB76TkZ/ziKiYuCn9dE9PN18fP0JEZDTxiXPjQx6kX6OrvZV1Ow9O+vrQoJJbF0/j4CwndsHS5/ruro5WHt65Tsy8JXj6BtHf10tOZipZaVdZtGrzzF/wHEw2PtrY2LJj916uXb7Iw6x7yGQyIqNjcffw1CnWDpqJydh2wE1bd/KH3/6SkqJCEpLmP/N/PS829s4s2HSA4aFBWmrKKM68RsLaV1CPngPuFRKLZ7CmPpy9sxudTbU0PikkOEHT3n6RSdrvsnNyRWZiQun9mwTHL31ma2tHUy3FmSmEL1yLrePLC+pfdFwfT2tLM+e+OcnipSsICAp5aRpni4vclXfe/wilcoDiokLOf3eGQ5PEVcbIyMgIZ0+fBLWajVu26fX/Hm8jrqM28unvf01pUSEx8UlkpGvGmj37D2NlbcOT0mIufneaVw++9UxyQ5/xU1lxISWP89m4bTcucjdaW5pIu3EVWzt7ImOePzHR29PNd6ePERIeSUx80swfeEGuXb5Aa2szB19/57k+NzQ0xOXz3+Lt68e2Xa+gVqu5n5nB6RNf8frb7895Yfmp5jS3b91EOTDAq6+9jrW1NWWlxZw78zUHDr/1TB2unp5uTh8/SnhE1JyNkbPR/DzoW/N0PC4soDA/jx279+Lm5kZTUyMpVy9jZ29PXHyipNrGmG6+LnfVHKyRmDSPuIREQBP3VVdWkJfziFVrpFkM8UOJV6Oin+4+cnP3wM3Ngz9+/GtqqisJCAzWiZ8iRuOnzdt28vFvfkFxUSGJLyF+msgLZzUUHS0MK/vJSzn59KJaTU9rPY3leUQu34FapWJ4UKmzSm5I2adzyupMdLfU0dFQSUPJo9H/Q/NP5te/I2jeatyDpn4SPxl9nRrdxTe+1tGtaG2g9UkBCbveRyYzYWRokPI7FzAxMydo8UbtQQ0AHTVlDPb1ELZqtzYIDli4jvxzf6GroRJn31DMrGxAZqKTeLOy12y3GOrvfekJuYlYWVnh4iKno6OdlpZmOjva+eW//JPOe86cPomvnz8HX39rTrVMRsqVi5SXlfLa4Texd3i2fqCllRWWVlY4u8jx8vHlN7/4Z0pLioiKjsXW1o7Ghnqd90+12msusLSywsnFha7ODtpaW+jq7ODjX/2zznvOnz2Ft68fr772JjXVlbS1NlNa/L913vP73/wLC5OXs2T5qjnRaWtnp3NqEmgSGWWjtZvGryq0tXt6clmfQvFMkNDb28Pp41/i5e3Luk36DYrHuHrpAuWlpRx6820cxtlMVWUFHR3t/OLn/6jz/jNfn8DXz59Db7ytZ6VgZ2evXbE1hlzuSknRYwDtdmuFQoHduLZXKHrxkPCkz8aGBvoUCv7y599rr6nVamqqq3iYdY+k+QsMoq1NTU21qxA8PL1obGggO+seCxYv4dHD+7zx7ofaCZGbuyd1tTU8epjF+k3bqKmuoKG+ll/9/P/T+c6jn/2JyJg4nWKvc8lMbf3Bj38GaIr/jkcud6O7q1svGp+H2poq2tvb2L5776Sv9/b0cOLI53j7+rFxy/Y50fAg/Rr11U9Yu+MANnbPnsY4NDhI6sWvMbewYPmG3ZiMG9etbGyeqQU3tjJubKXc4+x7uHr4EJmgOUnTSe6Gmbk51789RtzC5VjbvJwt3NONj4FBIbz/0c/o6+vDxMQEKysrfvfrf9VuyRrz5eN9v5mZGY5OTvR0v5w6SiampppDHQB7F3d62pupK8nBb/TBpa2j7soPGwdnlH1Tr8hykHugVqsYUHTrbEvtbK4jP+08IUnL8Qya2xW5zzuuj9HW2sLpE0eITUhi0ZLJV/jNNaampppDHQBPL28a6uvJun+XqOhYRkZGGBgY0FlZNHbip6GjScadoquri4OH39Tr6rjJGLORzs4OOjvayc3O4vA7H2rHejd3D+prq8nNzmLtxq3az+k7frqTmsK8RUu1W0/lbu70dHfxIPMOkTHx2ji5r0839uvvU+Dqphv7KXp7OHPyCF7evqzZOPfar12+yJOyUg68/paO77O1tZvRlosK8+nu6uLwW+9p52bbd73Cr//t/1BeWkxk9NyVApnKZ3d2tPPo4X3eeu9pTOLu4UldjSYm2bD5aZv29vRw8ugXePv4ztkYORvNz4O+Nc/EzZSrJC9dRvRo2Rc3dw+6u7q4eyfdYBJyExk/X/cPDAR4Zv7g4upK90sav78PP7R4dQwnZ2esrW3o6OggIBBtGZ7x7W9mZobTS4yfJvLCCTlHd1/iNuguzX+SdR0re2e8I5KwsLFDJjOhu7kWF1/NE8P+ng4G+3qxk09+at9kxKx5RZuxBOior6C+OJuYNa9gYf38yRd7Nx8i1u3TuVb94CZW9k64hyc+TcbdPo/M1JTg5E3PrKRTjQwDuqeGyMZ+H9Vq6+IJahXK3i4s7TT1JpS9mj+mufXcB0KDg4N0drQTExtHRFSMNmM9xqd/+pi16zcSEhY+51rGo1aruX71EmUlxew/9AaOTjPXhFGr1aBWa+vnePv4kpmRTp9CoQ0sqiorsLC0fMaJzQWDg4N0dXZgGx1HWEQ0MXGJOq8f+csfWLlmA0GjT0G27drL8PCw9vWmxnquXTrHvoNvzer+vy9ePn50tuueXNzZ0aatf+Lg6ISNrR011ZW4jSaBlEolTQ11xCc+fQrQ29PN6eNf4u7hyfotO/R+0o9areba5YuUFBdx8I23cJrQZslLl5Mw4ancJ3/8HWs3bCJUz/Y9ho+vHx1trTrX2tvbtDUdHZ2csLW1o6qyQpuAUyqVNNTXkTRvgd71jhEQGMS7H/xY59qFc2eRy135/7d3n9FtXVmi5/8AA5hzjiKpLIrKOedAZdmSbTlWruqqru6pmnk9a3pmrTdrvbem+/V7lavtSi4HyUqWlUVRpEgxS6JyTsxiziQYAJKYDyAhQgyiXCLuhWv/1vIHXoLwBrTPOfuee8+58xYswtXNjekzrONT+rsGzP1DdxddXUaAATmq1Wgs48jy1etZuGSF5Xf61haOHNxH4tadhIQOvoHxaHjRd+3j44uHhyd1g+RRbNyrebjRq3TrxnWCQ0IJGmRCuaWlmYN7PyU4JJT1iVteeR9iMpm4mp3K06LHrNi8Gw8vnwGvMRo6uXD6MFoHBxav247Dc1d5A4LCuHftIh3tesvS1aqnxTg5OePla74zq7vLOGCfM42m92cTf7OXGR/7NoEuKSqkTa8nbqy5/QWHhOLg4EBDfZ1l75bu7m6am5rw8vb524McPHB6urtxcffE2dWdtmbrbRnaWxrxDR16v6TWhlrQaHDqt7dWY1UZtzJPETttAWFjR39PzZcd18E8Gfflgc+ZPCXBqk9Rmslkoru7m5CQULRaLcVFBUyYaL5jsa6ulubmJsIiIhWOcnh9k3ENDXW8uee9AQ/cUEJfjkycPNVS0z3fl2m0WqtzFiXqJ2NX18C4NBrLHazm2s+dspIiAoPM/bWht/brf/dea0szRw/tJSgohJXrNo1q7CaTidTkJB4/vM/uPe8OqPOCe3O5pKjQcudvfV0tLc1NhPXuhWg0Ggf93Bqw+jd51XEP12cbjYPXJBqtxiqmlpZmDu37jKCQUNaNwhj5MjGPlC1jHilj1+A5MFr//q9C//N1b28fPDw8qa+zPndrqK8nNs72d1/3+abVq31amptpb2+zTMQFh4Th4OBA/XP1U1NTk2V/2Vftb56Qc3Byxu255QNaByecnF0sxwNjJlF8MxsHZxccnZwoupaJh1+w1QMdOlqb6O4yYuxso6e7G32j+R/T1csXrdYBVy/rK636hho0Gs2A//fLxO3qZP2eWkdHHJx1uHr5WSbjerq7iJm9ku4uI929J3mOOhc0Gi2eQeGU386j7EYWgbHxmDBR/fA6aLV49C6t9QyKwNUngJKrFwhPWAgmE2U3svAMihiVu+PSUpOJGzseb28fWltbyMpIR6PRMmlyPG7u7oNuvu7l5T1g0BttqclnuH/3Nlt37sbZWYe+9dneD05OTjQ2NvDg3h3GxMTh6upGS0szl/KycXR0sjTq6JhY/AMCOH3yKEuXr6JNrycrI43pM2ePypLWzLQUYsaOw8vLm9bWFvKyM9BqtIyfNAU3N/dBN3z29PK2DHLP7yfS0W7eQ9HPP2BUN8idMWseh/b9lct5WYybMJmqinJu37xmuXKr0WiYPmsul3Oz8PH1w8vbh7ysdNw9PInt3TentaWZL/d/hpeXN4uXr6a97dn+jyPd6PpvdS7pNHfv3GLH62/g7KyjtTdndL050/eknOcpkd99Zs+dx95PPyY3O5OJk6ZQUfGUm9evWq4gajQaZs+dR252Jr6+fvj4+JCZkY6Hp6eie7PpdDqrvfkAnJyccHF1tRxX+rvOupDKmNixeHp5YzR0cv/ubUpLitixaw++fgH4+PqRevY0S1esxsXVlSePHlBcVMC2196wxNqfk7N5b1JvH9+vfZX46xjJdz13wUKyMtIJCg4hODiEWzevU19Xy7adrw/2lqOir1js09TYSHVVJS4urpYJ5s7OTh7cvzvovnAtLc0c2PspXt7eLFu1ZlT6kCvZKZQ8vs/itdtwdHKmvffONidnZxwdnTAaOkk/fZjuLiOLVyZiNBgwGgwA6Fxc0Wq1BEeMwcvHn4tpZ0iYt5SONj23LmcxdsoMHHovyoVFx3E5I5nHd68TEjGG9jY913LP4xcYgusruOPoReMjwO2b5k3K3dzcKH9aRlpKMrPmzLfcEafT6Zg2YxY5WRfw9PLCy8ubyxdzAQZ9ouXLKriRg19oNC5unnR1Gagufkhj9VOmLjefkEVOnEHR7Ut4+Abg4RNAZeF92loamLxoAwBNtRW01FXhExSBg5MTzbWVPLmWRXD0eJx6H3jVUFXG7YyThI+fRmBEHIZ287+nRuuA0zAP6ngZf+u4XltTzZGDnxM9JpYZs+dZ/q00Ws2AvblG04W0FGLjzJ/DYOjk7p1blBQXsevNt9G5uJAwfQbnzyXj4uKKTqfj3NkzhIVHKP5AB4PBQEN9/36lgarKSlxdXXH38ODol4eoqqzgtd1v0mMyWcZ9V1dXq4eajKb+OaLvzRFNb47odC54+/hyPvkUi5evxsXFlYLHDykpKmDLTvNYo1T9FBM3jvyL2Xh4eZmXrFZXcv3KJctWJRqNhmkz53IlLxsfH3PtdzH7Au4ensSMfVb7HT34OZ5e3ixctor29n6xj8LdlSlnz3D/7i22vTZ436dzcWHqtBmkpSbj4uqCs7OO8+eSCAuPsEzIRcfEcuH8OVLOnmHm7DmYTCYu5Waj1WqJ7PcAi1fpRX22n7+5JjmXdJplK1ebl6w+fEBxYQHbXzfnSUtLMwf3mfNk2crRz5ORjDP61lb0+lYaevfUqq2pxtnZGU8vb1xdXW0e80iNHTeenOxMvLy8CQgMoqqygsuX8kjoXf6pBsOdr2s0GubOX0BW5gWCgoIJ6t2Lrb6ulq07Bu7Xbyv2VK82PFevVlVV4uriiourKzlZFxg/YRLu7h40NtZzIS0VX18/xvRuNaHT6Zg+YzbZmel4enrh7e3Npd76qe+i1qtmk424oqctAo2GR7lJmHq68Q6OZMxM6+V5BflptNQ+W354O+UgANM3vI3O3XYnR33aGmtpa6gG4N65/Va/m7T2LXTunrh4+hK7YD2V967wMOMoGjS4+vgTt3AjTi7mQkyj0RA7fz1lN7N5nHkcrYMjXsGRhE1dMCpxtzS3cOLYETra23F1cyMiIoq33/+WTZZwvowb18xP4j2471Or4+s2biE+YRqODo48LS3l6uVLdHS04+buYV5W+877ls+i1WrZ/tobpJw9wxeffYyTkzOTpyawaMnyUYm5tbWZpBNf0dHRjqurG2ERkeza875Ni+6vIzg0jMRtr5OTcZ5LOZl4efuwdMUaJk5+tpfdrLkL6DIaOH/2FJ2dHYSFR7L1tTctE5slxYU0NTbQ1NjAXz78tdX7/+P//q82+RzXruYD8MXnn1gd37hpq2WPBbUJDQtn285dZKSfJycrA28fX1auXseU+Gff/dz5CzEYDCSfOUlHRwcRkVG8vnuPKh5trmZt+jbOnjyGXt+Ks05HQGAwO3btsTyxdttrb5B14TzHvjyAwWjAx8eXdYlbre5ssRdz5s6nu6uL8+fO0tHRTmBQMLvfemfIzaBHQ2VFuVV/nZ6aDMCUqdMsT1O9f/c2mExW+3P0KS4soLGhnsaGej767S+tfvfz//P/eSUxPrl7A4C0kwesjs9dtp6YCfE01FZRX21ejnpq/5+sXrPpze/i7umNVqtlyfrtXMlKIfXoPhydnBgzfgrxs5/tNRgzIR6j0cCjO9e4npuOk05HcFgUCfOWvpLP8aLxEcxXnDMvnKejvR1vbx/mLVzMrDnzrF6/dMVqNFotZ04co6vLSEhYOK+/+fYrebqjsaOd+3kpGDr0ODrpcPfxZ+ryLfiFmK8mR0yYTk93N0+uZmE0dODhE0DC8q24eponb7VaB6pLHlF0+xKmnm5c3L2ImDCNiAnP7uKvKrxv3qv33hVK712xHPcODGP6qh1/82eAv31cf/zwHu1tbdy/e9uc/708vbz51vd/8kpiHAm9Xs/J41+hb23tPWkKZtebbxMTaz7BWLVmPRrNWY5+eZDu7m5iYuOslskppbKi3GpMP59i7lfiE6axeMlyHj96AMDHf/rI6u/efPs9okZpcuV5ra3NnD3xFe1D5MjW194k+8J5Thw5iLF3rFmzcYtl7zml6qclK9dyMfsCF1KSaG9vw93dgykJM5jTb0n1jDkLMBqNpJ07jaGzg9DwSDbveMNSf5T2i/2TP/zG6v3/4Wf/1yuP+cY1c513YK9137c+cQvxvUsNV6xeh0aj4fiRQ3R1dxMTE8fqdc+WBvv7B7D99TfIzcpg36d/QaPREBQcws7de6y2Bnm1cQ/fZzs4OLDj9TfITD/P0cPmmsTXx5cNm7Za9hIrLiy0jJF/+N2vrN7nZ//yf9s85r7X5GY/e4rmgb2fWL3G1jGP1Oq1G8i8kEZy0mna2sxbwkyfMYtFS0Zna6Cv40Xn67Pnzqerq4vzKcmWum/Xm2/btO77OtRSrx7ol9dp/erVNes2UlNdxZ1bN+jo6MDD05MxMXEsXrrc6rxr2crVaLQaTp84SleXkdCwcHa/9c6oPUFYYxrh/ZtJd2pGJYDR1NndrXQIX8vaSSNfyqsm3T3qvRV4KF3d9hczvJJVUYpwdbbNFe1XSc23uA9HDcsGvg5DV4/SIbw0Z8fRf3LbaLDHPru0buRPZ1eTCL/RKeJGW36RbZ4G/ipNj/RROoSvxcUOx0d71W6wz/MDe+yz7bHuA/ut/eyRo4N91lD2miP2eH7QY4d9H4Cb88i+a/tsAUIIIYQQQgghhBBC2CmZkBNCCCGEEEIIIYQQwoZkQk4IIYQQQgghhBBCCBuSCTkhhBBCCCGEEEIIIWxIJuSEEEIIIYQQQgghhLAhmZATQgghhBBCCCGEEMKGZEJOCCGEEEIIIYQQQggbkgk5IYQQQgghhBBCCCFsSCbkhBBCCCGEEEIIIYSwIZmQE0IIIYQQQgghhBDChjQmk8k0khe2dPSMdiyvXE1Lp9IhfC1hvq5KhyBUTt/RpXQIX4u7i6PSIfzdGGHXrjpthm6lQ3hp7jrJa1vp6ra/WgTAQatROoSvRaOxv7jtNUccHeQaua3Y6/hoj+3RXvX02GeOaO10rBG2Y49jpL3WUK5OI4tbRn8hhBBCCCGEEEIIIWxIJuSEEEIIIYQQQgghhLAhmZATQgghhBBCCCGEEMKGZEJOCCGEEEIIIYQQQggbkgk5IYQQQgghhBBCCCFsSCbkhBBCCCGEEEIIIYSwIZmQE0IIIYQQQgghhBDChmRCTgghhBBCCCGEEEIIG5IJub8zt25c55f/8f8pHcbfLfn+R9/DB/f56Pe/5t//+/9LSnKS0uF849y6eZ1f/c9/UzqMr+3e7Rv84Tf/oXQYL62kuIh/+2//lY6ODqVDGRF77utu37zBb3/x70qHIYQQQgghvuEclQ5ACCFepbNnTjI1YTqz5szD2dlZ6XCEyoybMJnomLFKh/HSwiMi+Yef/gydTqd0KEIIIYRq3LpxndRzSfzTz/9F6VCEEOKlyYScEOIbw2Aw0KbXExMbh6enp9LhCBVydHLC0clJ6TBemoODAx4eHkqHIYQQ4iX19PSg0WjQaDRKhyKEEEJlbD4h19TUyJ8//M2A4xGR0ex6611bhzOs1uYmvvr8owHHg8MiWbZ+G5cyzlFVUYahswNPLx/iZ80nZtxkBSK11tTYyIe/+9WA45FR0UxNmA6Yl/Wlp56jubmJyOgxbEjcjJeXt40jtTZc3G+98z5lpSVkpJ+novwpDo6OhIaFs3XbTlxcXRWI1uxFMd+6cZ3MjDTa29qIiR1LRGSkAlEO1NzUyKd/+t2A42ERUezY/Q7lZaXkZqVRXVWBq4srseMmsGDJCpyclL/jbLjvvLSkGID9ez8F4M233yMqeowtwxvgRTly/doVcjIzaG/vzZGoKHIyLyh6pbepsZGPfv/rAccjo6KJT5gGQGHBY1LPJdPS3EREZBQbNm3Bw0Mdk6DNTY18+sfB83tSfAKZaef43k9+rkBkwxsuVxYvXc4Xn3/CT3/2X3BxcVEguoFGMtb0adPrObR/L55e3mzZvhNHR2WvBzY1NvKnIWqRKVOnKRDRQC9qh+fPnSVxy3bSUs/R0txEbNw4Erds48G9u2RlptPZ2cmU+ARWrl6LVmv7HUpelB+p55LYsv01Us+dtfQjGzdtxUPhiynD5cbuPe/y8P49crLSaWxowN3dgxmz5jB73gIFIn1mJN/1xs3b7K7uG6yGysnKUMWdUCNpnxs3byMjLZX6+jq+98Of4O3jY/tA+xnu+07cso1zSWcoKyuhp7sbL28fVqxaQ9zYcQpEOtBIar9/+2//FYBFS5axeOlyW4Y3QFNjI3/4z8HzIzIqmkcPH/D+t79vOZ5/KY8r+Rf5/o9+asswrQz1HQcHh1BXV8u2nbus8uHh/XucOnGUH//Tz3FS6ELncHlRW1vD2vWJTJxkPjf/+I8fotfr+fE//QyAstIS9u/9lJ/+7L8oEv9wsfv4+FJZWc67H3wXR0dHuru7+fTjPxEYFMSmLdttHmufocbH4JBQGurrWLdxM+MnPpsLefTwPqdPHOWHP/5nnBVc4TFcfw1Y+pD+vv+jf7RZn23zitjT04vv/8M/W37W61s5fOBzwiOjbB3KC7l5ePLa+z+y/Nzepifl+EGCwiLo7urCLzCEKTPn4eSk42nxE7JTTuHp5UtAcKiCUYOnlxf/8NOfWX7Wt7ZyYN+nlqQzGo3kZmeSuGUbDg4OJCed5vhXX/L2e99SKmRg+LirKivZv/dTEqbNYPXa9Wi0WkqKiugxmRSMePiYy5+WcebUcZatWMW48RMpKHhMVka6csH24+HpxQc/eDbot+lbOXZoH+ERUTQ1NnDiyBfMW7ScVes20d7WRsb5JC6knmX1+s0KRm021HceHhHJ+o2b+eOHv2Xbzl2ER0TiquBkbZ/hcqSstITkM6dYtnI148ZNoKiwgMyMNAWjNfP08uJH//i/WX7W61s5uO8zInr7aaPRyKW8XBK3bEOj0XDq2FekpZ5j89YdSoVsxcPTiw9+OHh+q9mL+m61GWm8zc1NHNj3GWHhEWxI3KLI5NDzPL28+MGPrWuRQ/s/t+S4GoykHV7Nv8SWbTswGAwc/fIgXx0+gM7Fhdd2vUVjYwPHjhwiPCKSSZOnKBL/i2qRSxdz2bRlOxqNhpPHj5j7kW3K9iPD5UZVZQUnj33JgsVLmTBpCuVlZaQmn8bF1c1ysUKpmL9pdZ+aaygY6TiZzfrEzbi4uuLm7q5UqBbDfd/nkk7T3d3Nnnfex8nJmdraGlVt+zFc7Td+wkQyM9L57g9+DKCKuD29vPjhT6zz49AXn6lqjHneUN9x3Ljx+Pj6ce/ObasJuTt3bjFu/ETFJuNg+Jx2dXWjtLiIiZMm09HeTl1dLY6OjtTV1uIfEEBJcREhoWGKxT9c7PMWLOLjP37IhbQUVq1ZT0Z6Kp0dHaxZt1GRWPsMNT7GxI4lKDiE27duWE3I3bl5g/ETJik6GQfD99ez586nu7vb8ruUs6epramxaZ9t86pYq9Xi7uGBu4cHOhcXUs6eJiwsgoWLl9k6lBfSarW4unng6uaBs7MLFy8kExAcxrQ5i3Hz8GTKjLn4BQTj6e3DxIRZhEXFUPz4vtJho9Vq8fDwwMPDAxcXF86eOUlYeKTlalFPTw9r1m0gPCKSkNAwEjdv42lZKeVPn6o27ot52YSEhrF2QyJBwSEEBgYxa85c3NzcVBtz/uWLxMSOZd6CRfj5+zN7zjxiYuMUjbePVqvF3d0Dd3cPdDoX0lPOEBIWztyFS7lyMZvxk+KZPmsuPr5+hIZHsGTFOh7cvUVXV5fSoQ/5nS9dvtLSebq6uuLh4YGDg4PC0Q6fI1fyLxEbN5Z58xfi5+/PzNlziI1Tfn+z52NOPnOKsPAIqz5k7YZEQkPDCAkJZebsOZQUFSobdD8D8vvcGUJCw5m7aKnSoQ3rRX232owk3rq6Wj7/5C/ExMaxcdNWVUzGwTC1yBL11CIjaYdr1m8kOCSUyKhoxk+czNOyUjYkbiEgMJCx48YTFT2GkuIiVcQ/WC2ybkMioWFhhISGMnPWXIqLChSJtb/hciP/Uh5R0TEsWLQUPz9/4hOmMX3WHPIv5Sge8zet7lNzDQUjbJ/rNhIeEYm/f4CikxZ9hvu+m5ubCI+IJDAoGB9fX8aOG6+qi0HD1X46nQsasPxeDRNyz8d7LsmcH4uWLFc6tCENlx+T46fy6OF9jEYjAJ2dnRQ8fsTk+KmqjTkqOpqSkiLAfAdUUHCI1ZhYUlJMlII5Plzszs7ObNq6nav5l8m8kEb+pYts2rpd8X2Ehxsfp06bQVHBE1pbWwDzyojCgsfEP7diQgnD9dd954weHh7cu3ub4uIidrz+hk37bEUr47Onj2M0dLJx83bV76uQk3YGo8HAkjWb0Gg09PT0cDM/hxP7/8KBP/+aL/7wC8pLi9C3NisdqpXTJ49hMBjYvG2H5TvWarWEhoVbXuMfEIDOxYW6uhqlwhzg+birqyqJHhOjdFjDej7mutpawsLDrV4THh6hUHRDSz17EqPBwNpE891OtTXV3Ltzk49+/e+W/45/+QUmk4nmpkalw7UyWH6r2fPx1tfVWbVFYMDPSjtz8jgGg4FNW599x05OTvj6+lle4+7hiV6vVyrEYaUm9eb3pm12kSN97D23Abq6utj36ceMnzCJ1Ws3qPZznD19HIOhk8Qt6q1FRtQO3d3x8vaxOhl1c3enTQVtc7D8eD5+Dw8P1fUjz+dGfV0tYRHW43h4eCQN9fX09PQoFKW1b0rdZy81FAzePh0cHAgMClY4sqE9/33Pmj2P3OxMPv/kL2ReSKO6qkrpEIdkb+Nj0qne/NhiH/HCwO84buw4tFotjx4+AODB/bs463SMiYlVONJnno85MmoMtTU1tOn15sm36DFERo+hpKSI7u5uystKiVR4W5s+g+V0eEQkc+cvJCcrgznzFqju7srnx8fQsHACAgK5c+smAHfv3MLLy1t1cQ/WXwMUPHlERloqW7btxM/f36YxKbaJS15OJsWFBbz17rcUv43xRW7m51BeUsjG197Bydkc693rl7h/8wqzF63Exz8QRycn8rNS6e7pfsG72U5OVgaFBU9494PvKD6j/jIGi9vRUfkri8Ox1+/6cl4WJUUF7NrzAc69uW00GohPmEHCjDkDXu+p8H4z/dnbd25v8UJvzIVPeOf9b1vF/PxdTmotLy/n9ub328/y2x7YW64MFa+DgwPRMbE8efyQefMX4unlpWCUg8vLzqSooIA976m3FhlpOwRwGNA2NZhQdmuHofJjQPwqO1G1h9x4nr31HX3sNW4Yun06OjqqdvJlsO972oyZxMTF8eTRI4oKn5CXk8XK1WuZNWeewtFas7dcyc02x/v2+9+29COD5YVaJvRh8O/YwcGBCRMnc+/OLSZPiefundtMmjRFNXe9DxZzYFAQrq6ulJQUU1pSzNLlK3F39+BiTjYVFeV0d3cTHqH83t5D5bTJZOJpWSkajYaGhnoFIxxoqPExftoMrl/NZ96CRdy5dZ0pCdNU1Q8O1V/X1tRw/OgRlq5Ypcid2Iq0oocP7pGXncGmrTvx6Xd1VI2KnzzgVn4OS9dtxdPb13K8uuIpEWPGEjthCn4BQXh6+dDc2KBgpNYe3L9LduYFtm5/zeoKNJg7/YrycsvPdXW1dHZ04O8faOswBxgq7sCgYIpVtCSuv6Fi9g8IGLAcROnlIf09fnify7mZrN+0HW+fZ7kdGBRCfV0tPr5+A/5TwxJQGD6/1WioeP38/a3aIkDlcz8r5cH9e+RkZbB12067+I6fZ8nvzdb5rXbflNwG80nHpi3bCQkJ44u9n9DS0qJQlIN7eP8eudkZbNqm3lrE3tuhveVzn6Fyw88/gPKyMqvXPn1aiq+fv+Inpt+0uk/tNRTYZ/scLk+8vLyZMWs221/bzdz5C7hx/apCUQ5uqNgdHBwwKbyn9GD68mPLduv8cHVzR9/aahVzdVWlEiEOMFx+TI6fSsGTx9TUVFNSVKj4ctU+Q8Ws0WiIiIzm8cMH1NZUExEZRVBwMN3dXdy4eoWQ0DDFlzcP931fzM2mrq6Wt955n8Inj7l545pCUVobrnaaHD+VluYmruZfoq62linx6nhIFgzdX7e1tXHk0H4mTJjEnLnzFYnN5tVDbU01SaeOMWfeQvwDAtG3tqJvbaW9vZ2WlmY+/uPvqShXx4DbUFdDdupppsyYh4+fP+1trbS3tdLZ0Y6Xjy8VZUVUVzylqb6OvPSzdLSrY6lFTXU1p44fZd6CRQQEBtHa2kpr73cM5qvSKclnKH9aRmVFOadPHCMsPGLA0gA1xb1g4WIqK8pJPnOK6qoq6mpruXblMm1tbaqNedaceRQWPOZiXg719XVcuXyJgoLHisbbp662mpQzx5k5dwF+AYHo9a3o9a10tLczc+4CKsvLuJCaRE11JY0N9RQ8fsCF1CSlwwZenN9qM2yOzJ5LwZNHXLqYS319Hdev5lPw5JHid4rUVFdz+oQ5Zn87+I6fV1dTTcrpwfNbzb5Jud1Hq9WyedsOgoJC2L/3E1pbWxWM+JnammrOnDrG3PkLCXiuFlELe2+H9pbPfYbLjdlz51NSXEhudgb19XXcuXWD61cuM3uusk9Z/SbWfWquocA+2+dw33dKchIFTx7T2NhAZUUFxUVFqpiw7TNc7F4+PhgMBooKC2hra7Psc6ZovDXVnDl5lHnzF+EfYB1vVFQ0bW16LuXl0NBQz9UrlylUQW6/qB+JjIrG3cODk0eP4O3jQ5gKlpC/KOao6Gju3rlFUHAIzs7OvUtZo7lz+yZR0crukThc7FWVFWRlpLNh42YiIqNYuXodqclJNDYoe/PPi2onFxdXxo6fSEZaCtExsapZGTFcf330y4M4OjmxaMkyy/HW1lab3rVq8yWrVZUVdBmNXMzN4mJuluV4RGQ06xK30FBfR1eX8h0pQH1NJd1dRm5dyeXWlVzL8eCwSJat30ZLcyOpJw/i6OjEuMnTiIwZh8HQqWDEZpUV5ZYnauVmZ1qOR0ZFMzVhOk5OTsxbsIgTR4/Q0tJMRFQ0GxO3KBix2XBxv/XO++x6820y0s/z6cd/xNHJibCwcCZNUfbqzItiXr9xM1kZ6WRdSGNMTCwLFy0hJytDwYjNqisr6Ooykp+XTX5etuV4WEQUO3a/w/bd75CXlc6R/Z8BJrx8fBk3YfLQb2hDw33nO15/Q8HIBveiHFm7IZHszAtkpp8nJnYss+fO52r+ZQUjhsrKoWNW8kmCI1VdNXR+T4pPUDCy4Q2XK2p8sMOLxpo+Wq2WLdt3cuzIYfbv/YQ3334fd4WfOFhZYa5F8nKyyMuxrkWmTFVHjtt7OxxpfqjNcLmxe8+7bNq6k5ysdPKyM3H38GThkuWK/3t8U+s+tdZQYJ/tc7jvOzAoiHNnT9PS3IxOpyMmbiyrVq9TMFprL8qV6TNncfyrw7S3t7NoyTLFx8yqvnhzMsnNsY73jT3vsWbdRvJys8jNzmD8hEnMmaf8HYkv+o41Gg2Tp8RzMTeHhYvV8ZCsF8UcGTUGk8lEVL+94iKjx/Do4QMio8YMfEMbGir20LBwDAYD8QnTGDt+AgDTZ87iyeNHnDz+FW+9875id2S/aHwEmJownft3b6viYQ59huuvy0pLAPjwd7+y+pvv/+gf8fbxsUl8GtMI7/Ft6VDP2vaRqmlRfnLs6wjzdVU6BKFy+g7ln3b6dbi7KLZtpd04c+o49XV17Hn3g7/pfdS4fGMk2gzq2YdzpNx1o5/XBU8ec2j/Xn7+L/+qmqXjSujqtr9aBMBBq549VF6GmvZ+GSl7zRFHh9E5wbp14zqp55L4p5//y6i8vy29qs9ir+OjPbZHe9XTY585orXTsUbYzmiPkXdv3yQtNZkf/PifX1m9aq81lKvTyOJWx06MQgjxd+piXg7VVZU01Ndz5fJFbt+8QbxK7tAR6qBvbeXxwwf4+fn/XU/GCSGEEEII9TEajTQ21HMpL5tp02dKvfoS5HYVIYRQUEX5Uy7lZmMwGPD28WX12g1MmzFT6bCEihw6sA+DoZO16xOVDkUIIYQQQggrl/NyuJibRURkFHMXLFY6HLsiS1ZVSJasiheRJaviRex1SY4sWRXDsdfliPa63MIel8jZa46M1pJVMZC9jo/22B7tlSxZFd9U9jhG2msNNdIlq6NyFnHjWj43rl2huakRAP+AQOYvXEpM3Fja29vJzbpAcdETmpubcXN1I278BBYtWY5O52J5j+bmJlLPnqa0pAgnZ2cmx09jybKVr2wTw6ryUu5cu0R9TSXtbXqWrd9OVOw4y+8/+/2/D/p3MxcsY8qMebQ2N3EzP4fKpyV0tOlxdfcgdvxk4mctsLpFs6G2mkuZKdRWV+Di4sbEhJlMmTHvlXyGkerp6SErI527t2+h17fi4eFJfMI0Fi5eajeDe15OFhfSUpk1Zx6r165XOpwRU0Pcn/zxt7Q0Nw04PnXaLJatfhaTyWTixJH9lBQVsHHLa8SOm2D1+nu3b3D9yiUaG+pwdtYxdvwkq79XytX8S1zMy0Hf2kpQcAir125Q/Mlxw8nNzuThg/vU19Xi6OhIeEQky1auxt8/QOnQLHp6esjOvDCgz1iwaIlVn1FXW0N6WiqlJcWYenrwDwhk247X8fL2HvUYP/nDEHk9fRbzFi3jYk4GpUUFtLQ04+rqRuzY8cxbvMxqnKmqKCc3M43qqgo0aAgKDWPR0pUEBAWPevwjpYY+5OtQQ9wXc7N49OA+9fV1ODo6EhYewdLlq/AbpK2ZTCaOHPqCooInbNnxOuPGT7T6/e2bN7hyOY+G+jqcdTrGT5zM6rUbbPI5Pvzdr2huGpjrM2bOZs36jXR1dZGWksy9e3fo7uoiJjaONes24u7hYZP4RkqNtciLcqS9vZ2cTHPN2tLcjKubG2PH9dasLv1q1qYmUpJPU1psrlmnxE9jyfJXV7P+rdTQHl+G2sf1lpZmLpxPpaDgMV1GIz6+fmzYtIXQ0LABrz175hQ3rl1h5eq1zJ47X4FoB6fG9jgSaoy7tKSYyxdzqKysQN/ayraduwaMIX2Sk8z5sGLVwHx48vghuVkZ1NRU4+DoSGRkNNtf222LjzAi9tSPtDQ3k56WQsGTZ21046athIYNbKNqobbzg5HUUI0N9Vw4n8LTslK6u7sYExvHyjXrcXcfWH90dXWx79O/UFNdxTsffJeg4BCbfZbOzk6yMtJ59OA+bW16goJDWLVmHaFh5nHFZDKRlZHOzevX6OzsIDwikjXrN+Ln52+T+EZlQs7D04vFy1bi6+sHwJ3bNzh25ABvv/9dAFpbW1i6Yg3+/gE0NzeRcvY0+pYWNm9/HTB3tl8d+gJ3dw/eePsD9K2tJJ06hoNWy+JlK19JjF1GI74BQYydNJULSUcH/P61939k9fPT4kJy084QFWuepGhqrANMzF+2Fk9vXxrra8hLP0uX0cisRSsAMBg6STlxiNCIaOYtW0tDXQ25aWdwctYxfsr0V/I5RuJibjbXr+aTuHkbAYFBVFSUc+bkMXQuLsyeY9vJwa+jovwp169eIVBFJ8kjoZa4d+35gJ5+V4Pra2s4dngfcRMmWb3uxtVLQxYz1/Ivcv1KHguXriIkNByj0UDLICeItnbv7m3OpySzdkMiYWER5F/K4+D+z/nuD36s+FMch1JaUszMWXMICQvD1NPDhbTzHNz3Od/+/o9wdnZWOjzgWZ+xcfNWAgKCqKwo5/Sp4+h0Omb19hkNDfXs/eyvJEybzuIly3DW6aitqcHB0TZ3i+16e5C8PrSPuPGT0Le2oG9tYdHyVfj5B9LS3ETauTPoW1vZsHUnAAaDgeNf7icmbhzLVq+np6eHS9kZHD/8Be99/yeq2PtCLX3Iy1JL3GUlJUyfOYeQ0NDek7g0Dh/Yxwff+QFOz7W1q5cvomHw/i//Uh5XLuWxdMUqQsPCMRqNNPVecLSFd9//jlWu19ZUc/CLz5kwyfzk6/PnzvLkySO2bn8NnU5HSvIZjh45yJ53v2WzGEdCjbXIi3Kkry9ZtmIN/gEB5om3s6dpbW1hS/+a9fAXuLl78OY75pr1zMljaB20LHlFNevfQi3tcaTUPq53tLez99OPiYoew+u738LVzY2G+npc+k3Q9nn44D4VT8vw8PBUINLhqbE9joQa4zYaDQQGBROfMINjRw4O+bqHD+5TPkQ+PLh/j+QzJ1iybCVR0TH0mHqorakezbBfij31Ix3t7Xz+6V+Iio7h9d17cHPvbaOuA9uomqjt/OBF46PRYODwgX0EBgXx+ptvA5Cdmc7Rwwd4691vDTinzEhLxcPDk5rqKpt/lqTTJ6itqSFxyzY8PDy5c/smB774nG9/74d4enpxKS+Hq/mX2Lh5G94+PmRdSOPQ/r18+3s/wtEG5zWjcukubux4YuPG4evnj6+fP4uXrsTJ2ZmK8qcEBAaxZfvrxI0dj4+vH1HRMSxeuoKCJ4/o6THfQllcWEB9XS0bNm8jKDiEmLixLFyynOtX8+nufjXLmcKjY5kxbwlRseMH/b2rm4fVf6VFjwgJj8LT28f891GxLFy5kbCoGDy9fYiMGcfk6XMoKXxoeY/Ch3fp6elmwcoN+PgFEDNuEhOnzuLejfxX8hlG6mlZKWPHTyBu3Hi8fXyYOGkyY2LiqCh/atM4vg6DwcCJY0dYn7h50GJHrdQUt6ubO+7uHpb/igoe4e3jS3hElOU1NdWVXMu/yMp1mwb8fUdHOxez01m9fgsTJsXj7eNLQGAwMWMHbzu2dPliHtOmzyRh2gwCAgNZt3ETTo5O3LpxTenQhrTrzbeZOm06gYFBBAWHkLh5K83NTVRVVigdmsXTp2XmPmOsuc+YMGkyMTGxVJSXW16TmZ5GbNxYlq9cQ3BIKL6+fowbP8FmJ0wD8vpJb15HRuEfGMTGra8REzcebx9fIqLGsGDxcgoLno0zDfW1dHa0M2/RMnz9/PEPCGTOwiW0tekHvfPO1tTUh7wMNcW9c/dbxCdMI6C3ra1P3ELLIG2tuqqS/Mt5rNu4ecB7dHS0k52RxvpNW5k0ZSo+vn4EBgUz9rk7iEeTm7s7Hh4elv+ePH6Ej68vkVHRdHZ0cPPGNVauWkv0mBhCQsPYkLiVp2VllD8ts1mMI6HGWuRFORIQGMSWHa8TN663Zh0Tw6JlKyh4bF2z1tXWsrFfzbpo6autWb8uNbXHkVL7uH4xLxsvT6/eu23C8fHxJSY2znITQp+WlmZSks+waet2tCpcjqzG9jgSaow7Nm4cS5atZPyEwe+KA3M+pJ47w6YtA/Ohp6eH8ylJLFu5hukzZ+Pn709AQCATJ00Z7dBHxN76kbzcbLy8vEncvJWw8KHbqNqo7fzgRePj06elNDc1sj5xK4FBwQQGBbMhcSuVFeWUFBdavVfhk8cUFz1h2crVNv8cRqORh/fvsXzlKiKjovH182Px0uX4+vpx/Uo+JpOJ/EsXWbBoCePGTyAoKJjEzdtobWnh0YP7Nolx1EeInp4e7t+9TZfRSFh4xKCv6ezsxNlZZ7m1v7y8jIDAIKvbHcfExGIwdFJXa/urBe1tep4WFzB2UsKwrzMYDDj3Ww5VW1lOUFiE1Z0WYVFjaG6sp7OjY9TifV54RCTFRYXU19UB5pOPsrISYuPG2iyGr+tc0mnixo5jTEys0qG8FLXG3d3dzYO7t5kUP81y5cJoNJJ86hjLVq0b9Bbj0uJCTCYT+tYW9n78IR9/9GuSThyhpbnZ1uFb6e7uprKinOh+37FGo2FMTCxPy9R1Ijqczk7zXpcuLurZOzI8PGJgn1FaSkxvn2EymXjy5BF+fv4c/OJzfvvL/+Czv/7JZgPX87q7u3lwzzqvn9fZ2WE1zvj6+ePi6srdW9fp7u6my2jk3q3r+PoF4NV74UVJau1DXkTNcVvamuuztmY0Gjl1/CtWrdkw6BLP4sICTCYTrS3NfPzH3/PR737JiaOHaVZo0ra7u5u7t28yNWE6Go2GysoKenp6rPpB/4AAvLy8eaqyCTl7qEUGy5HBXmNVsz4dombt7FT8Dhc1t8fB2MO4/vjhQ4JDwzh25BC//eV/8Nc//4Eb165avcZkMnHq+FHmzltIQGCQQpEOzx7a42DsMW6TycTpE0PnQ1VlBa0tLWg0Gj75yx/4/a//F4cP7KVGJXfI2Vs/8vjRA0JCQzn65SF+84v/wcd/+ojr164oHdZLU9v5wfPjY3eX+YJT/3kOB0dHNBoNT0tLLcf0+laSk06yYdM2HB2dbBixWU9PDyaTCUcH6zvdHB0dKSsrpamxEb2+1Wrc0bm4EBoWbrMLm6N2D15NTRX7P/uYrq4unJ2d2bz9dfwDAge8rr2tjbycTKZOn2E51qZvxc3N+i4Lt95CR9+qBxvfLVvw4DZOTs5D3k0H0NzUwINbV5i1cIXlWHubHg8v672UXFzNn6ujTW+1/8homr9wMZ2dnfzxw9+i1Wrp6elh6fKVTIkffoJRaXfv3KaysoL3vvVdpUN5KWqOu+DxAzo7O5g45dm/fVb6OULDwokdO/gdH82NjearBxdzWLJyDTpnF/Ky0zl2eB9vvvddxZb2tbW1YTKZBtyR5ebuTl1drSIxvSyTyUTquSTCIyIJDFJP0T5/4WIMhk7+9NHvnuszpgKg1+sxGgxczM1m8bIVLFu5msInj/nqy4O8seddoqLH2DTegkcP6OzoYOIQfVp7Wxv5uVlMSZhuOebsrGP7rrc5feww+XlZAHj7+rFl55uK7/uk5j5kOGqO22QykZ6STFhEpNUJUXpqMmHhEYwdP3j/19jb/13MzWbl6nU463RkZ6RzeP9e3vv2923e/z16cJ+Ojg7ie3NZr2/FwcFhwF0Lbu7u6FtbbRrbi6i9FhkqR/pra2sjLzuThH41q17fituAcchcs7bp9aMX8AuouT0OxR7G9cbGBq5fzWfOvPnMX7iYiopyUs8l4eDgQHzCNMC8rFKr1TJrzlyFox2a2tvjUOwx7ou52Wg0WmbOHjwfGhsbAMjJvMDyVWvx9vYm/1IeB/Z+wre//2Nch7lAMNrssR9pbGjg2pV85sxbwIJFi6koLyc12dxGp/arA9VMbecHg42PoeHhODk7k5meat5SzGQiI/28+SYOfavl75JOHWfa9FmEhIbR1Nho89h1Oh1h4RHkZGfiFxCIu7s79+7epvxpGT6+fpZYnx933N09aNXbpo4atQk5P78A3v7gexg6O3n44C5nTx1n11vvWk3KdXZ28tXhL/D3D2DBomWjFcrf7PG9W8SMnzzk3khtrS2cP3GI6LgJjJs8zcbRvdi9u3e4e/sWm7ftJDAwkKqqSlLPncXD01O1HVNzcxOp55LY/eY7Nlm7/aqoPe67t24QHRNn2b+i8PFDykqK2P3Od4b8GxMmc8Gzci1RY8xXD9YlbuMvH/6KstIiosfE2ST2b6LkpFPU1FSrbq+n+3fvcPf2bTZv3UFAYCDVVVWkppy1bJ7c94S6seMmMKd3U+Lg4BCePi3j+rUrNp+Qu3vbOq/7M3R2cvLIAXz9A5i7cKnleJfRyPmzpwgJi2Bt4jZMJhPXLudx8sgBdr39AY5Otr+KB+rvQ4ai9rhTk89QW1PNG2+/bzn2+NEDSoqLeOeDYU40TOb+b+WadYyJMfd1iVu38+FvfkFpcRFjYm3b/928cY3YuLF4eqpvT6oXUXstMliO9NfZ2clXh77APyCABYvVW7OC+tujPTOZTISEhrF0+SoAgkNCqa2p4fq1fOITplFZUc6Vyxd591vfU/XDEdTeHodib3FXVpRzJf8i730wdD701VTzFy5mwkTz/s7rE7fw4W9/yYP7d5k+Y5bN4u3PXvuRvja6bEX/NlrN9atXVJkjg1Hb+cFg46Obmzubt+0k5ewZruab9yGfODmeoOAQS65fu3IZg8HA3AWLFIrcLHHLNs6cPM5//uYXaDQagkNCmTQ5nkqVbBc0aq3LwcHBslY7OCSUqooKruZfYs36RMB8knTk4D6cnXVs2bHL6iqzm7sHlRXlVu/X1jd76WHbDV2ryktpbqxnydotg/6+Td9C8rH9BIaEM3+59RNnXN3caW+3vjra0fuzi5vtPkd66jnmL1zE5CnxAAQGBdPc1EReTpZqO6bKigra9Hr++uePLMdMJhOlJcVczb/Ez//lXxW/i2Uwao67ubmJspJCNmzZaTlWVlpEU2MDf/ztf1i99syJLwkNj2TH7ncsV/r7P1XH1c0dF1c3WhVcturm5oZGo0H/3B0IbXr9oEtv1eZc0mmePHrEW+++j5eXl9LhWEk/n8K8BYuY1K/PaGpqJC8ni/iEabi5uaHVavEPsH7yk79/AE/LSmwaa3NTE2XFhZaHNfRnMHRy/MsvcHJ2ZuO2163GmYf379Dc3MRre963FA5rN23jj7/5nxQ8ecj4icrs3aLmPmQ4ao47NfkMTx4/4o097+LZr62VFhfR2FDPb39h/VT1E18dJjwiit173rUsY/X3f3Yx0c3NHVdXN5svW21qaqS4qJBtO3dZjrm7e9Dd3U1HR4fVXXJter3qnrKq5lpkqBzpY+js5MvemnXrczWr+zA16/N3ztmKmtvjcOxhXPfw8Byw4sffP4CH9+8BUFZagl6v58Pf/tLye5PJRFrqOfIvX+QH//BTW4Y7JDW3x+HYW9xlpSW06fV8+LtfWo6ZTCbSz5/jSv5Fvv+jn+LRN870yytHR0d8fHwU3dPWXvsRDw9PAp5vowEBPOhto2qntvOD4cbHMTFxfOcHP6atrQ2tVouLiwv/+Zv/hbePDwAlxYVUPC3jl//jv1v93ed//ROTpkxlw6atNvkMvr5+vPXO+xgMBgyGTjw8PDn21WF8fHwsY4ter7e6sK/XtxJsoyfB2my622Qy0d3dBZivMh45uBcHB0e27tw9YNY9LCyCS7lZtOn1lmKmuKgQZ2cdfv4Dl72Opsf3buEXGIxfwMDbRdtazZNx/oHBLFi5YcCVj4CQMK5fzKSnuxttb/FWUVqMl4+fzZarAhi7jANi02g0lisyahQ9JoZvffeHVsdOnzyGv38A8xYsUuUAAOqO+97tG7i6uTEmdpzl2My5C5k8dbrV67745I8sXr6GmDjz60LDzHs/NtTX4eFp7og72tvpaG/D87kl2bbk4OBASGgYxUUFlo10TSYTRUUFzBpiWYAamEwmUs6e4eGD+7z5znv4+PgqHdIAg/UZWq0WE+Y+o++7r6+vs3pNQ30dXl4+tgoTGDyvwXwCfezwFzg4OJC4fdeAccZoNPL8xWqNRoNGg6J9o5r7kOGoMW6TycT5c0k8fviAXW+9g/dzbW3u/EVMnTbD6tgnf/6I5avWEjfWnE9hEZEA1NfXWQrR9vZ22tvb8PK2bf9368Z13NzcLbEBhISEotVqKS4qtNxZUVdXS3NzE+FD7NurFDXWIi/KETDXrF8eMNes214bpGYNj+DiYDWrTjfoVi22oMb2OBL2MK6HR0TS8Nzy2fr6Okt/MCU+gegx1nttHdq/lylTp1qWmquBGtvjSNhb3FPiE6z2pgI4vH8vk+OnWiYQg0PCcHBwoL6+johI8wPXuru7aWpqwkvBOtte+5HwyMgB9Wn/NqpWajs/GMn42MfNzQ2AkqJC2vR64nof/Ldy9XoWL322nVdrawtfHtjHpq07CQ0LH90PMAhnZ2ecnZ3paG+nqMD8kAnv3km54qJCywRcZ2cnFeVPmTFztk3iGpUJucwLqcTEjsXTyxuDoZP7d29TWlLEzl17LIVNV5eRDZu2YejsxNC7SaBr710X0TGx+PkHcObkUZauWIW+VU92ZhrTZ85+ZbfMGo0GWpoaLD+3tjRSX1uFTueKe++kg8HQSfGTB8xeuHzA35sn477A3dObWQtX0NnRZvmdq5t5pjVm3GRuXs4hNy2JKTPn0VhXw72bV5i9aMWA9xtNY8eNJyc7Ey8vbwICg6iqrODypTwSpk23aRwvQ6fTDVgz7+TkhIurqyrW0g9FrXGbTCbu377BxMkJVgNo3xMqn+fp6WXZ2N7Xz5+YuPFkpp1jxZqNOOucyc1Mw9fPn/DIaFt9hEHNmTefU8ePEhIaRmhYOPmX8jAajaq8StrnXNJp7t65xY7X38DZWUdr7z5POp0OJ4WWST5v7Njx5OZk4uXtRUBAEFVVlVy+mMfUfn3G3PkLOf7VYSIjo4mKHkNhwWMeP3rIm2+/Z7M4LXk9xTqvzZNx++gydrE2cSsGQycGQ+8442oeZ6KiY8i5kMqFlCQSZs7BZDJx9VIOGq2WCAXzWq19yIuoMe7U5DPcv3ubrTt34+yss+yp5tzb1tw9PAa9i8zTy8tSePr5+RM3bjxpKWdZsz4RnU5HZvp5/Pz9iYwaY7PPYjKZuH3zBvEJ1rmuc3EhYdoM0lKScXFxQafTkZKcRFh4xJAP0lKKGmuRF+VIX81qNBrZuHnomtU/IIDTJ4+ydPkq2vR6sjJebc36stTYHkdK7eP67Lnz2Pvpx+RmZzJx0hQqKp5y8/pV1m4wP6Xe1c0N196T0z5aBy3u7h74+wcM9paKUGN7HAk1xm0wGGhoqLf83NTYSFVVJa4urnh5ew+ZD30rT3Q6HdNnzCY7Mx1PTy+8vb25dDEXgAkTJ9vsczzPXvuROXPn8/knf3nWRsufcuPaVdZt3KR0aMNS2/nBi8ZHgNs3r+PnH4CbmxvlT8tIS0lm1pz5ltx+fhLUyckZAB9f30HvRh8thQWPMZnAz9+fxoZ60lNT8PMPsDwga/bceeRmZ+Lr64ePjw+ZGel4eHoybpgnJ79Ko1IptOnbSDp5DL2+FWedjsDAYHbu2kN0TCylJUVUVpgfTf2XP/zO6u++/YOf4O3tg1arZftrb5CSfIYvPvsYJydnJscnsHDJ8lcWY111JeeO7bf8fCU7DYDYCfEsWrURgKJH9wATY8YN7AwryopoaWqkpamRLz/9T6vfvfOj/wMwJ+zqza9zKTOFU4c+wcXFlYTZCxk/Zfor+xwjsXrtBjIvpJGcdJq2NvPtmNNnzGLREnXvgSJendLiQlpampkU//X2OFyzYQuZ6ec4+dUB0GgIj4hi8443FXugQ59Jk+Np07eRdSEdvb6VoOAQdr2xR3VLtfq7djUfgC8+/8Tq+MZNW60mvJS0au16sjLSOZd0pl+fMZOF/fqM8RMmsnZDInk52aSeS8LPz59tO3dZru7awlB5XV1VSVXvErLP/vR7q9+9+91/wMvbB1//ABK37+JybiaH9/0VjUZDYFAIW3a+ifsge9EJ+3Oj96lqB/d9anV83cYtls3XR2LDpm2kpybz1aH9aDQaIqKi2LHrLZv2f0WFBTQ3NzE1YcaA361csw6NRsOxI4fo7u5mTEwca9ZvtFlsI6XGWuRFOVJdWUFFublm/fNH1jXrd37wE7x9+tWsZ/vVrFMTWPQKa9a/J2of10PDwtm2cxcZ6efJycrA28eXlavXWR56ZC/U2B5HQo1xV1aUc6BfH5KWmgzAlKnT2DjCJXnLVq5Go9Vw+sRRurqMhIaFs/utd4Z94rMYXGhYONtf282FtFSyMy+Y2+iadap+8Aeo7/xgJDVUfX0dmRfO09Hejre3D/MWLmbWnHk2j/VFOjs6yUg/T0tLMy4uroyfOImly1ZY6ri58xdiMBhIPnOSjo4OIiKjeH33HptdVNOYRniPb0tHz2jH8srVtHQqHcLXEuYrna8Ynr6jS+kQvhZ3F/vZFNbeqXX5xou0GbqVDuGlueskr22lq9v+ahEAB616N3cfjpo3pR+KveaIo4M6l399E9nr+GiP7dFe9fTYZ45o7XSsEbZjj2OkvdZQrk4ji1tGfyGEEEIIIYQQQgghbEgm5IQQQgghhBBCCCGEsCGZkBNCCCGEEEIIIYQQwoZkQk4IIYQQQgghhBBCCBuSCTkhhBBCCCGEEEIIIWxIJuSEEEIIIYQQQgghhLAhmZATQgghhBBCCCGEEMKGZEJOCCGEEEIIIYQQQggbkgk5IYQQQgghhBBCCCFsSCbkhBBCCCGEEEIIIYSwIZmQE0IIIYQQQgghhBDChjQmk8mkdBBCCCGEEEIIIYQQQvy9kDvkhBBCCCGEEEIIIYSwIZmQE0IIIYQQQgghhBDChmRCTgghhBBCCCGEEEIIG5IJOSGEEEIIIYQQQgghbEgm5IQQQgghhBBCCCGEsCGZkBNCCCGEEEIIIYQQwoZkQk4IIYQQQgghhBBCCBuSCTkhhBBCCCGEEEIIIWxIJuSEEEIIIYQQQgghhLCh/x+IEA2v/KGOSQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1600x1600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "plt.figure(figsize=(16,16))\n",
    "plt.imshow(N, cmap='Blues')\n",
    "for i in range(27):\n",
    "    for j in range(27):\n",
    "        chstr = itos[i] + itos[j]\n",
    "        plt.text(j, i, chstr, ha=\"center\", va=\"bottom\", color='gray')\n",
    "        plt.text(j, i, N[i, j].item(), ha=\"center\", va=\"top\", color='gray')\n",
    "plt.axis('off');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We want to be able to sample a probability distribution, not counts! Let's look at the first row of our counts table and create probabilities from it. Then we'll see how we can sample this distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([   0, 8820, 2612, 3084, 3380, 3062,  834, 1338, 1748, 1182, 4844, 5926, 3144, 5076, 2292,  788, 1030,  184, 3278, 4110, 2616,  156,  752,  614,  268, 1070, 1858], dtype=torch.int32)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.0000, 0.1377, 0.0408, 0.0481, 0.0528, 0.0478, 0.0130, 0.0209, 0.0273, 0.0184, 0.0756, 0.0925, 0.0491, 0.0792, 0.0358, 0.0123, 0.0161, 0.0029, 0.0512, 0.0642, 0.0408, 0.0024, 0.0117, 0.0096, 0.0042, 0.0167, 0.0290])"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p = N[0].float()\n",
    "p = p / p.sum()\n",
    "p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(1.)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# This should be 1 i.e. all probabilites added should be 100%\n",
    "p.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.0000, 0.1377, 0.0408, 0.0481, 0.0528, 0.0478, 0.0130, 0.0209, 0.0273, 0.0184, 0.0756, 0.0925, 0.0491, 0.0792, 0.0358, 0.0123, 0.0161, 0.0029, 0.0512, 0.0642, 0.0408, 0.0024, 0.0117, 0.0096, 0.0042, 0.0167, 0.0290])"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Let's make a new synthetic distribution with fewer outcomes and see how we can use it\n",
    "g = torch.Generator().manual_seed(2147483647)\n",
    "p2 = torch.rand(3, generator=g)\n",
    "p2 = p / p.sum()\n",
    "p2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([18, 14, 20,  5,  3, 20, 15, 20, 11, 10, 10, 14, 19, 12,  5, 13, 14,  1, 11, 18, 11, 22, 10, 10, 14,  1, 11, 13,  1,  4,  4, 13, 19, 18, 10, 18, 19,  8,  1, 13, 19, 13,  2, 19, 19,  4, 18, 18, 10, 21,  5,  1,  2,  8, 11,\n",
       "        10,  2,  8, 12,  1, 19, 19, 11,  4, 11,  5,  1,  9,  2, 11, 19,  2, 12, 19, 10,  1, 11, 12,  1,  1,  1, 18, 26,  3, 12,  1,  2,  1, 11, 20, 10,  2, 20,  9, 18, 12, 10, 14, 12, 18])"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.multinomial(p2, num_samples=100, replacement=True, generator=g)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sampling the next letter \n",
    "Let's apply our computed probability to sample the first letter of a name. How would we sample the next letter?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'m'"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We are working with just the first row of our table: the start of a name\n",
    "p = N[0].float()\n",
    "p = p / p.sum()\n",
    "\n",
    "# Now use this probability\n",
    "g = torch.Generator().manual_seed(2147483647)\n",
    "ix = torch.multinomial(p, num_samples=1, replacement=True, generator=g).item()\n",
    "itos[ix]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Putting it all together\n",
    "Believe it or not we are almost done. We just need to calculate probabilities for all rows, not just the first. Then we sample over and over until we hit an end character."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "P = (N+1).float()\n",
    "P /= P.sum(1, keepdims=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([27, 27])"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[1.5602e-05, 1.3763e-01, 4.0769e-02, 4.8133e-02, 5.2751e-02, 4.7790e-02, 1.3028e-02, 2.0892e-02, 2.7288e-02, 1.8458e-02, 7.5593e-02, 9.2475e-02, 4.9069e-02, 7.9213e-02, 3.5776e-02, 1.2310e-02, 1.6086e-02, 2.8864e-03,\n",
       "         5.1160e-02, 6.4141e-02, 4.0831e-02, 2.4496e-03, 1.1749e-02, 9.5954e-03, 4.1970e-03, 1.6710e-02, 2.9005e-02],\n",
       "        [1.9589e-01, 1.6417e-02, 1.5974e-02, 1.3880e-02, 3.0754e-02, 2.0429e-02, 3.9677e-03, 4.9707e-03, 6.8808e-02, 4.8689e-02, 5.1772e-03, 1.6771e-02, 7.4590e-02, 4.8217e-02, 1.6043e-01, 1.8732e-03, 2.4337e-03, 1.7847e-03,\n",
       "         9.6302e-02, 3.2996e-02, 2.0281e-02, 1.1254e-02, 2.4618e-02, 4.7642e-03, 5.3837e-03, 6.0489e-02, 1.2847e-02],\n",
       "        [4.3069e-02, 1.2093e-01, 1.4482e-02, 5.6423e-04, 2.4638e-02, 2.4657e-01, 1.8808e-04, 1.8808e-04, 1.5610e-02, 8.1813e-02, 5.6423e-04, 1.8808e-04, 3.8932e-02, 1.8808e-04, 1.6927e-03, 3.9684e-02, 1.8808e-04, 1.8808e-04,\n",
       "         3.1691e-01, 3.1973e-03, 9.4038e-04, 1.7115e-02, 1.8808e-04, 1.8808e-04, 1.8808e-04, 3.1409e-02, 1.8808e-04],\n",
       "        [2.7500e-02, 2.3001e-01, 1.4102e-04, 1.1987e-02, 4.2307e-04, 1.5555e-01, 1.4102e-04, 7.0512e-04, 1.8742e-01, 7.6576e-02, 9.8717e-04, 8.9268e-02, 3.2859e-02, 1.4102e-04, 1.4102e-04, 1.0732e-01, 4.2307e-04, 3.2435e-03,\n",
       "         2.1577e-02, 1.5513e-03, 1.0013e-02, 1.0013e-02, 1.4102e-04, 1.4102e-04, 9.8717e-04, 2.9474e-02, 1.2692e-03],\n",
       "        [9.3747e-02, 2.3659e-01, 2.7226e-04, 6.3527e-04, 2.7135e-02, 2.3296e-01, 9.9828e-04, 4.6284e-03, 2.1508e-02, 1.2242e-01, 1.7243e-03, 6.3527e-04, 1.0981e-02, 5.5359e-03, 5.7174e-03, 6.8700e-02, 9.0752e-05, 2.7226e-04,\n",
       "         7.7049e-02, 5.3544e-03, 8.1677e-04, 1.6789e-02, 3.1763e-03, 4.2654e-03, 9.0752e-05, 5.7628e-02, 2.7226e-04],\n",
       "        [1.9492e-01, 3.3249e-02, 5.9452e-03, 7.5111e-03, 1.8814e-02, 6.2217e-02, 4.0369e-03, 6.1410e-03, 7.4621e-03, 4.0051e-02, 2.7157e-03, 8.7344e-03, 1.5896e-01, 3.7653e-02, 1.3092e-01, 1.3187e-02, 4.0858e-03, 7.0951e-04,\n",
       "         9.5833e-02, 4.2155e-02, 2.8405e-02, 3.4008e-03, 2.2680e-02, 2.4711e-03, 6.4835e-03, 5.2382e-02, 8.8812e-03],\n",
       "        [8.7643e-02, 2.6402e-01, 5.4437e-04, 5.4437e-04, 5.4437e-04, 1.3446e-01, 4.8449e-02, 1.6331e-03, 1.6331e-03, 1.7474e-01, 5.4437e-04, 2.7218e-03, 2.2319e-02, 5.4437e-04, 4.8993e-03, 6.5868e-02, 5.4437e-04, 5.4437e-04,\n",
       "         1.2466e-01, 7.0768e-03, 2.0142e-02, 1.1432e-02, 5.4437e-04, 4.8993e-03, 5.4437e-04, 1.5787e-02, 2.7218e-03],\n",
       "        [5.5913e-02, 1.7032e-01, 1.8037e-03, 2.5767e-04, 1.0049e-02, 1.7238e-01, 7.7300e-04, 1.3141e-02, 1.8578e-01, 9.8171e-02, 1.8037e-03, 2.5767e-04, 1.6748e-02, 3.3497e-03, 1.4172e-02, 4.3030e-02, 2.5767e-04, 2.5767e-04,\n",
       "         1.0384e-01, 1.5718e-02, 1.6233e-02, 4.4061e-02, 7.7300e-04, 1.3656e-02, 2.5767e-04, 1.6233e-02, 7.7300e-04],\n",
       "        [3.1581e-01, 2.9419e-01, 1.1141e-03, 3.2768e-04, 3.2112e-03, 8.8407e-02, 3.2768e-04, 3.2768e-04, 1.9661e-04, 9.5616e-02, 1.2452e-03, 3.8666e-03, 2.4314e-02, 1.5401e-02, 1.8153e-02, 3.7683e-02, 1.9661e-04, 1.9661e-04,\n",
       "         2.6804e-02, 4.1287e-03, 9.3715e-03, 2.1823e-02, 5.1773e-03, 1.3762e-03, 6.5535e-05, 2.7983e-02, 2.6869e-03],\n",
       "        [1.4053e-01, 1.3805e-01, 6.2378e-03, 2.8762e-02, 2.4867e-02, 9.3342e-02, 5.7298e-03, 2.4189e-02, 5.3911e-03, 4.6572e-03, 4.3185e-03, 2.5149e-02, 7.5955e-02, 2.4133e-02, 1.2004e-01, 3.3221e-02, 3.0201e-03, 2.9637e-03,\n",
       "         4.7955e-02, 7.4318e-02, 3.0568e-02, 6.1814e-03, 1.5214e-02, 4.7983e-04, 5.0524e-03, 4.4004e-02, 1.5665e-02],\n",
       "        [2.4541e-02, 5.0575e-01, 5.1484e-04, 1.5445e-03, 1.5445e-03, 1.5119e-01, 1.7161e-04, 1.7161e-04, 1.5617e-02, 4.1016e-02, 8.5807e-04, 8.5807e-04, 3.2607e-03, 1.8878e-03, 8.5807e-04, 1.6458e-01, 5.1484e-04, 1.7161e-04,\n",
       "         3.9471e-03, 2.5742e-03, 8.5807e-04, 6.9504e-02, 1.8878e-03, 2.2310e-03, 1.7161e-04, 3.6039e-03, 1.7161e-04],\n",
       "        [7.1930e-02, 3.4263e-01, 4.9471e-04, 4.9471e-04, 4.9471e-04, 1.7720e-01, 2.9682e-04, 9.8941e-05, 6.0849e-02, 1.0082e-01, 4.9471e-04, 4.0566e-03, 2.7605e-02, 1.8799e-03, 5.2439e-03, 6.8171e-02, 9.8941e-05, 9.8941e-05,\n",
       "         2.1668e-02, 1.8898e-02, 3.4629e-03, 9.9931e-03, 4.9471e-04, 6.8270e-03, 9.8941e-05, 7.5096e-02, 4.9471e-04],\n",
       "        [9.4084e-02, 1.8778e-01, 3.7576e-03, 1.8251e-03, 9.9130e-03, 2.0910e-01, 1.6104e-03, 4.6523e-04, 1.3957e-03, 1.7754e-01, 4.6523e-04, 1.7536e-03, 9.6303e-02, 4.3302e-03, 1.0378e-03, 4.9565e-02, 1.1094e-03, 2.5051e-04,\n",
       "         1.3241e-03, 6.7638e-03, 5.5470e-03, 2.3226e-02, 5.1891e-03, 1.1810e-03, 3.5787e-05, 1.1370e-01, 7.5153e-04],\n",
       "        [7.7605e-02, 3.8923e-01, 1.6903e-02, 7.7380e-03, 3.6812e-03, 1.2298e-01, 2.2538e-04, 7.5126e-05, 8.2638e-04, 1.8879e-01, 1.1269e-03, 2.2538e-04, 8.2638e-04, 2.5317e-02, 3.0802e-03, 6.7989e-02, 5.7847e-03, 7.5126e-05,\n",
       "         1.4650e-02, 5.3339e-03, 6.7613e-04, 2.0960e-02, 5.2588e-04, 3.7563e-04, 7.5126e-05, 4.3197e-02, 1.7279e-03],\n",
       "        [3.6877e-01, 1.6235e-01, 4.6346e-04, 1.1641e-02, 3.8412e-02, 7.4126e-02, 6.2703e-04, 1.4912e-02, 1.4449e-03, 9.4081e-02, 2.4263e-03, 3.1897e-03, 1.0659e-02, 1.0632e-03, 1.0395e-01, 2.7071e-02, 2.9988e-04, 1.3631e-04,\n",
       "         2.4263e-03, 1.5185e-02, 2.4181e-02, 5.2616e-03, 3.0261e-03, 6.2703e-04, 3.5441e-04, 2.5381e-02, 7.9333e-03],\n",
       "        [1.0764e-01, 1.8811e-02, 1.7679e-02, 1.4407e-02, 2.3970e-02, 1.6672e-02, 4.3410e-03, 5.5992e-03, 2.1579e-02, 8.7449e-03, 2.0761e-03, 8.6191e-03, 7.7949e-02, 3.2903e-02, 3.0343e-01, 1.4533e-02, 1.2016e-02, 4.4039e-04,\n",
       "         1.3331e-01, 6.3479e-02, 1.4910e-02, 3.4665e-02, 2.2208e-02, 1.4407e-02, 5.7251e-03, 1.3023e-02, 6.8575e-03],\n",
       "        [3.2227e-02, 2.0154e-01, 2.4050e-03, 1.4430e-03, 4.8100e-04, 1.9000e-01, 1.4430e-03, 4.8100e-04, 1.9673e-01, 5.9163e-02, 1.4430e-03, 1.4430e-03, 1.5873e-02, 1.4430e-03, 1.4430e-03, 5.7239e-02, 3.7999e-02, 4.8100e-04,\n",
       "         1.4574e-01, 1.5873e-02, 1.6835e-02, 4.3290e-03, 4.8100e-04, 4.8100e-04, 4.8100e-04, 1.2025e-02, 4.8100e-04],\n",
       "        [9.9825e-02, 4.7285e-02, 1.7513e-03, 1.7513e-03, 1.7513e-03, 5.2539e-03, 1.7513e-03, 1.7513e-03, 1.7513e-03, 4.7285e-02, 1.7513e-03, 1.7513e-03, 5.2539e-03, 8.7566e-03, 1.7513e-03, 8.7566e-03, 1.7513e-03, 1.7513e-03,\n",
       "         5.2539e-03, 8.7566e-03, 1.7513e-03, 7.2329e-01, 1.7513e-03, 1.2259e-02, 1.7513e-03, 1.7513e-03, 1.7513e-03],\n",
       "        [1.0835e-01, 1.8535e-01, 3.2642e-03, 7.8263e-03, 1.4748e-02, 1.3352e-01, 7.4724e-04, 6.0172e-03, 9.5568e-03, 2.3860e-01, 2.0057e-03, 7.1184e-03, 3.2524e-02, 1.2782e-02, 1.1051e-02, 6.8392e-02, 1.1405e-03, 1.2978e-03,\n",
       "         3.3468e-02, 1.4984e-02, 1.6400e-02, 1.9861e-02, 6.3319e-03, 1.6911e-03, 2.7530e-04, 6.0841e-02, 1.8484e-03],\n",
       "        [1.4404e-01, 1.4798e-01, 2.6479e-03, 7.4512e-03, 1.1700e-03, 1.0894e-01, 3.0790e-04, 3.0790e-04, 1.5832e-01, 8.4303e-02, 3.0790e-04, 1.0161e-02, 3.4423e-02, 1.1146e-02, 3.0174e-03, 6.5460e-02, 6.3428e-03, 1.8474e-04,\n",
       "         6.8354e-03, 5.6838e-02, 9.4279e-02, 2.2846e-02, 1.7858e-03, 3.0174e-03, 6.1580e-05, 2.6541e-02, 1.2932e-03],\n",
       "        [8.6594e-02, 1.8402e-01, 2.6865e-04, 3.1342e-03, 8.9550e-05, 1.2832e-01, 4.4775e-04, 4.4775e-04, 1.1597e-01, 9.5370e-02, 6.2685e-04, 8.9550e-05, 2.4089e-02, 8.0595e-04, 4.0297e-03, 1.1955e-01, 8.9550e-05, 8.9550e-05,\n",
       "         6.3132e-02, 6.3580e-03, 6.7073e-02, 1.4059e-02, 2.7760e-03, 2.0596e-03, 4.4775e-04, 6.1162e-02, 1.8895e-02],\n",
       "        [4.9389e-02, 5.1929e-02, 3.2873e-02, 3.2873e-02, 4.3354e-02, 5.3835e-02, 6.1934e-03, 1.5087e-02, 1.8580e-02, 3.8590e-02, 4.6054e-03, 2.9697e-02, 9.5760e-02, 4.9071e-02, 8.7502e-02, 3.3349e-03, 5.2406e-03, 3.3349e-03,\n",
       "         1.3165e-01, 1.5071e-01, 2.6203e-02, 1.1116e-03, 1.1910e-02, 2.7473e-02, 1.0958e-02, 4.2878e-03, 1.4451e-02],\n",
       "        [3.4216e-02, 2.4841e-01, 5.7993e-04, 1.9331e-04, 5.7993e-04, 2.1980e-01, 1.9331e-04, 1.9331e-04, 5.7993e-04, 3.5241e-01, 1.9331e-04, 1.3532e-03, 5.6060e-03, 1.9331e-04, 3.2863e-03, 5.9347e-02, 1.9331e-04, 1.9331e-04,\n",
       "         1.8751e-02, 1.9331e-04, 1.9331e-04, 2.8997e-03, 2.8997e-03, 1.9331e-04, 1.9331e-04, 4.6975e-02, 1.9331e-04],\n",
       "        [5.4642e-02, 2.9761e-01, 1.5915e-03, 5.3050e-04, 9.0186e-03, 1.5862e-01, 2.6525e-03, 1.5915e-03, 2.4934e-02, 1.5756e-01, 5.3050e-04, 6.8966e-03, 1.4324e-02, 2.6525e-03, 6.2069e-02, 3.8727e-02, 5.3050e-04, 5.3050e-04,\n",
       "         2.3873e-02, 2.1751e-02, 9.0186e-03, 2.7056e-02, 5.3050e-04, 2.6525e-03, 5.3050e-04, 7.7984e-02, 1.5915e-03],\n",
       "        [2.3153e-01, 1.4567e-01, 2.1112e-03, 6.3336e-03, 7.7410e-03, 5.1372e-02, 4.9261e-03, 7.0373e-04, 2.1112e-03, 1.4426e-01, 7.0373e-04, 7.0373e-04, 5.5595e-02, 2.1112e-03, 2.1112e-03, 5.8410e-02, 7.0373e-04, 7.0373e-04,\n",
       "         7.0373e-04, 4.4335e-02, 9.9226e-02, 7.7410e-03, 7.0373e-04, 4.9261e-03, 5.4187e-02, 4.2928e-02, 2.7445e-02],\n",
       "        [2.0507e-01, 2.1896e-01, 2.8091e-03, 1.1798e-02, 2.7836e-02, 3.0798e-02, 1.2769e-03, 3.1156e-03, 2.2984e-03, 1.9664e-02, 2.4005e-03, 8.8360e-03, 1.1282e-01, 1.5169e-02, 1.8658e-01, 2.7734e-02, 1.5833e-03, 6.6398e-04,\n",
       "         2.9777e-02, 4.1013e-02, 1.0675e-02, 1.4454e-02, 1.0879e-02, 4.5968e-04, 2.9113e-03, 2.4005e-03, 8.0188e-03],\n",
       "        [6.6556e-02, 3.5683e-01, 1.8661e-03, 1.0367e-03, 1.0367e-03, 1.5488e-01, 2.0734e-04, 6.2202e-04, 1.8039e-02, 1.5115e-01, 1.0367e-03, 1.0367e-03, 5.1213e-02, 1.4721e-02, 1.8661e-03, 4.5822e-02, 1.0367e-03, 2.0734e-04,\n",
       "         1.3477e-02, 1.8661e-03, 1.8661e-03, 3.0479e-02, 1.0367e-03, 1.4514e-03, 6.2202e-04, 6.1165e-02, 1.8868e-02]])"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(1.)"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P[0].sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Activity 1\n",
    "Generate 5 names using the computed bigram probability distribution.\n",
    "- Hint: What do all names start with?\n",
    "- Hint: Given a character, how do you predict the next character?\n",
    "- Hint: What does every name end with? What should happen after a name ends?\n",
    "\n",
    "Don't be afraid to copy and paste code that does what you need from our work above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mor.\n",
      "axx.\n",
      "minaymoryles.\n",
      "kondlaisah.\n",
      "anchshizarie.\n"
     ]
    }
   ],
   "source": [
    "g = torch.Generator().manual_seed(2147483647)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Answer\n",
    "To see the answer, run the cell below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load answer1.txt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Next steps\n",
    "* How well did we do?\n",
    "* How can we quantitatively measure the quality of our model?\n",
    "* Is this the best a bigram model can be?\n",
    "* How could we improve if we moved away from a bigram model?\n",
    "* How might our current approach face difficulties if we applied it to other models?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GOAL: maximize likelihood of the data w.r.t. model parameters (statistical modeling)\n",
    "* equivalent to maximizing the log likelihood (because log is monotonic)\n",
    "* equivalent to minimizing the negative log likelihood\n",
    "* equivalent to minimizing the average negative log likelihood\n",
    "\n",
    "log(a*b*c) = log(a) + log(b) + log(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "log_likelihood = 0.0\n",
    "n = 0\n",
    "\n",
    "for w in words:\n",
    "#for w in [\"andrejq\"]:\n",
    "  chs = ['.'] + list(w) + ['.']\n",
    "  for ch1, ch2 in zip(chs, chs[1:]):\n",
    "    ix1 = stoi[ch1]\n",
    "    ix2 = stoi[ch2]\n",
    "    prob = P[ix1, ix2]\n",
    "    logprob = torch.log(prob)\n",
    "    log_likelihood += logprob\n",
    "    n += 1\n",
    "    #print(f'{ch1}{ch2}: {prob:.4f} {logprob:.4f}')\n",
    "\n",
    "print(f'{log_likelihood=}')\n",
    "nll = -log_likelihood\n",
    "print(f'{nll=}')\n",
    "print(f'{nll/n}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have derived a \"loss\" function. How large can this loss be? How small can this loss be?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.log(torch.tensor(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create the training set of bigrams (x,y)\n",
    "xs, ys = [], []\n",
    "\n",
    "for w in words[:1]:\n",
    "  chs = ['.'] + list(w) + ['.']\n",
    "  for ch1, ch2 in zip(chs, chs[1:]):\n",
    "    ix1 = stoi[ch1]\n",
    "    ix2 = stoi[ch2]\n",
    "    print(ch1, ch2)\n",
    "    xs.append(ix1)\n",
    "    ys.append(ix2)\n",
    "    \n",
    "xs = torch.tensor(xs)\n",
    "ys = torch.tensor(ys)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "xs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.nn.functional as F\n",
    "xenc = F.one_hot(xs, num_classes=27).float()\n",
    "xenc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "xenc.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.imshow(xenc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "xenc.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "W = torch.randn((27, 1))\n",
    "xenc @ W"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "logits = xenc @ W # log-counts\n",
    "counts = logits.exp() # equivalent N\n",
    "probs = counts / counts.sum(1, keepdims=True)\n",
    "probs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# (5, 27) @ (27, 27) -> (5, 27)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# SUMMARY ------------------------------>>>>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "xs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# randomly initialize 27 neurons' weights. each neuron receives 27 inputs\n",
    "g = torch.Generator().manual_seed(2147483647)\n",
    "W = torch.randn((27, 27), generator=g)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "xenc = F.one_hot(xs, num_classes=27).float() # input to the network: one-hot encoding\n",
    "logits = xenc @ W # predict log-counts\n",
    "counts = logits.exp() # counts, equivalent to N\n",
    "probs = counts / counts.sum(1, keepdims=True) # probabilities for next character\n",
    "# btw: the last 2 lines here are together called a 'softmax'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "probs.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "nlls = torch.zeros(5)\n",
    "for i in range(5):\n",
    "  # i-th bigram:\n",
    "  x = xs[i].item() # input character index\n",
    "  y = ys[i].item() # label character index\n",
    "  print('--------')\n",
    "  print(f'bigram example {i+1}: {itos[x]}{itos[y]} (indexes {x},{y})')\n",
    "  print('input to the neural net:', x)\n",
    "  print('output probabilities from the neural net:', probs[i])\n",
    "  print('label (actual next character):', y)\n",
    "  p = probs[i, y]\n",
    "  print('probability assigned by the net to the the correct character:', p.item())\n",
    "  logp = torch.log(p)\n",
    "  print('log likelihood:', logp.item())\n",
    "  nll = -logp\n",
    "  print('negative log likelihood:', nll.item())\n",
    "  nlls[i] = nll\n",
    "\n",
    "print('=========')\n",
    "print('average negative log likelihood, i.e. loss =', nlls.mean().item())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# --------- !!! OPTIMIZATION !!! yay --------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "xs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# randomly initialize 27 neurons' weights. each neuron receives 27 inputs\n",
    "g = torch.Generator().manual_seed(2147483647)\n",
    "W = torch.randn((27, 27), generator=g, requires_grad=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# forward pass\n",
    "xenc = F.one_hot(xs, num_classes=27).float() # input to the network: one-hot encoding\n",
    "logits = xenc @ W # predict log-counts\n",
    "counts = logits.exp() # counts, equivalent to N\n",
    "probs = counts / counts.sum(1, keepdims=True) # probabilities for next character\n",
    "loss = -probs[torch.arange(5), ys].log().mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(loss.item())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# backward pass\n",
    "W.grad = None # set to zero the gradient\n",
    "loss.backward()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "W.data += -0.1 * W.grad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# --------- !!! OPTIMIZATION !!! yay, but this time actually --------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create the dataset\n",
    "xs, ys = [], []\n",
    "for w in words:\n",
    "  chs = ['.'] + list(w) + ['.']\n",
    "  for ch1, ch2 in zip(chs, chs[1:]):\n",
    "    ix1 = stoi[ch1]\n",
    "    ix2 = stoi[ch2]\n",
    "    xs.append(ix1)\n",
    "    ys.append(ix2)\n",
    "xs = torch.tensor(xs)\n",
    "ys = torch.tensor(ys)\n",
    "num = xs.nelement()\n",
    "print('number of examples: ', num)\n",
    "\n",
    "# initialize the 'network'\n",
    "g = torch.Generator().manual_seed(2147483647)\n",
    "W = torch.randn((27, 27), generator=g, requires_grad=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# gradient descent\n",
    "for k in range(1): # YOU PROBABLY WANT TO RUN THIS FOR MORE THAN 1 EPOCH\n",
    "  \n",
    "  # forward pass\n",
    "  xenc = F.one_hot(xs, num_classes=27).float() # input to the network: one-hot encoding\n",
    "  logits = xenc @ W # predict log-counts\n",
    "  counts = logits.exp() # counts, equivalent to N\n",
    "  probs = counts / counts.sum(1, keepdims=True) # probabilities for next character\n",
    "  loss = -probs[torch.arange(num), ys].log().mean() + 0.01*(W**2).mean()\n",
    "  print(loss.item())\n",
    "  \n",
    "  # backward pass\n",
    "  W.grad = None # set to zero the gradient\n",
    "  loss.backward()\n",
    "  \n",
    "  # update\n",
    "  W.data += -50 * W.grad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# finally, sample from the 'neural net' model\n",
    "g = torch.Generator().manual_seed(2147483647)\n",
    "\n",
    "for i in range(5):\n",
    "  \n",
    "  out = []\n",
    "  ix = 0\n",
    "  while True:\n",
    "    \n",
    "    # ----------\n",
    "    # BEFORE:\n",
    "    #p = P[ix]\n",
    "    # ----------\n",
    "    # NOW:\n",
    "    xenc = F.one_hot(torch.tensor([ix]), num_classes=27).float()\n",
    "    logits = xenc @ W # predict log-counts\n",
    "    counts = logits.exp() # counts, equivalent to N\n",
    "    p = counts / counts.sum(1, keepdims=True) # probabilities for next character\n",
    "    # ----------\n",
    "    \n",
    "    ix = torch.multinomial(p, num_samples=1, replacement=True, generator=g).item()\n",
    "    out.append(itos[ix])\n",
    "    if ix == 0:\n",
    "      break\n",
    "  print(''.join(out))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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