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path: root/notebooks/03-look-at-iam-lines.ipynb
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from pathlib import Path\n",
    "import torch\n",
    "from omegaconf import OmegaConf\n",
    "from hydra import compose, initialize\n",
    "from omegaconf import OmegaConf\n",
    "from hydra.utils import instantiate\n",
    "from importlib.util import find_spec\n",
    "if find_spec(\"text_recognizer\") is None:\n",
    "    import sys\n",
    "    sys.path.append('..')\n",
    "\n",
    "from text_recognizer.data.iam_lines import IAMLines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "zsh:ulimit:1: value exceeds hard limit\n"
     ]
    }
   ],
   "source": [
    "!ulimit -n 65000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_config(path: Path):\n",
    "    with initialize(config_path=str(path.parent)):\n",
    "        cfg = compose(config_name=str(path.name))\n",
    "    return cfg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_3955/3921102733.py:2: UserWarning: \n",
      "The version_base parameter is not specified.\n",
      "Please specify a compatability version level, or None.\n",
      "Will assume defaults for version 1.1\n",
      "  with initialize(config_path=str(path.parent)):\n",
      "/tmp/ipykernel_3955/3921102733.py:2: UserWarning: \n",
      "The version_base parameter is not specified.\n",
      "Please specify a compatability version level, or None.\n",
      "Will assume defaults for version 1.1\n",
      "  with initialize(config_path=str(path.parent)):\n"
     ]
    }
   ],
   "source": [
    "datamodule_path = Path(\"../training/conf/datamodule/iam_lines.yaml\")\n",
    "mapping_path = Path(\"../training/conf/tokenizer/default.yaml\")\n",
    "data_cfg = load_config(datamodule_path)\n",
    "mapping_cfg = load_config(mapping_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_cfg.batch_size = 8\n",
    "data_cfg.num_workers = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IAM Lines dataset\n",
      "Num classes: 58\n",
      "Input dims: (1, 56, 1024)\n",
      "Output dims: (89, 1)\n",
      "Train/val/test sizes: 10255, 1140, 1958\n",
      "Train Batch x stats: (torch.Size([8, 1, 56, 1024]), torch.float32, tensor(0.), tensor(0.0361), tensor(0.1067), tensor(1.))\n",
      "Train Batch y stats: (torch.Size([8, 89]), torch.int64, tensor(1), tensor(56))\n",
      "Test Batch x stats: (torch.Size([8, 1, 56, 1024]), torch.float32, tensor(0.), tensor(0.0333), tensor(0.0951), tensor(0.8627))\n",
      "Test Batch y stats: (torch.Size([8, 89]), torch.int64, tensor(1), tensor(52))\n",
      "\n"
     ]
    }
   ],
   "source": [
    "datamodule = instantiate(data_cfg, tokenizer=mapping_cfg)\n",
    "datamodule.prepare_data()\n",
    "datamodule.setup()\n",
    "print(datamodule)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = datamodule.data_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(tensor([[[0., 0., 0.,  ..., 0., 0., 0.],\n",
       "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
       "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
       "          ...,\n",
       "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
       "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
       "          [0., 0., 0.,  ..., 0., 0., 0.]]]),\n",
       " tensor([ 1, 32, 27, 14, 33, 16, 21, 22, 27, 20, 40, 14, 33, 40, 33, 21, 18, 40,\n",
       "         29, 31, 28, 29, 40, 21, 28, 25, 17, 22, 27, 20, 40, 33, 21, 18, 40, 15,\n",
       "         14, 31, 20, 18, 45, 32,  2,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,\n",
       "          3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,\n",
       "          3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3]))"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datamodule.data_val[16]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'union would be prepared to reach'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def convert_y_label_to_string(y, datamodule=datamodule):\n",
    "    return datamodule.tokenizer.decode(y)\n",
    "\n",
    "convert_y_label_to_string(dataset[0][1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['<b>',\n",
       " '<s>',\n",
       " '<e>',\n",
       " '<p>',\n",
       " '0',\n",
       " '1',\n",
       " '2',\n",
       " '3',\n",
       " '4',\n",
       " '5',\n",
       " '6',\n",
       " '7',\n",
       " '8',\n",
       " '9',\n",
       " 'a',\n",
       " 'b',\n",
       " 'c',\n",
       " 'd',\n",
       " 'e',\n",
       " 'f',\n",
       " 'g',\n",
       " 'h',\n",
       " 'i',\n",
       " 'j',\n",
       " 'k',\n",
       " 'l',\n",
       " 'm',\n",
       " 'n',\n",
       " 'o',\n",
       " 'p',\n",
       " 'q',\n",
       " 'r',\n",
       " 's',\n",
       " 't',\n",
       " 'u',\n",
       " 'v',\n",
       " 'w',\n",
       " 'x',\n",
       " 'y',\n",
       " 'z',\n",
       " ' ',\n",
       " '!',\n",
       " '\"',\n",
       " '#',\n",
       " '&',\n",
       " \"'\",\n",
       " '(',\n",
       " ')',\n",
       " '*',\n",
       " '+',\n",
       " ',',\n",
       " '-',\n",
       " '.',\n",
       " '/',\n",
       " ':',\n",
       " ';',\n",
       " '?',\n",
       " '\\n']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datamodule.tokenizer.mapping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([ 1, 34, 27, 22, 28, 27, 40, 36, 28, 34, 25, 17, 40, 15, 18, 40, 29, 31,\n",
       "        18, 29, 14, 31, 18, 17, 40, 33, 28, 40, 31, 18, 14, 16, 21,  2,  3,  3,\n",
       "         3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,\n",
       "         3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,\n",
       "         3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x =dataset[0][1]\n",
    "x["
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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w4ULbvXu3/fSnP7Wf/vSntM5NmzZNqrcQQgghhBBCCCGEEEKIbwb6YwkhhBBCCCGEEEIIIYQQ+5wDDzww9zr+0n1ZP1+lShWbOnWqTZo0yZ555hmbMGGCPfzwwzZo0CB7/vnnaZn/qHz55Zel/vtxxx1nn3zyif3whz+0Tp06WbVq1WzFihV23nnnfUVdo1KlSqE/GjEzu+KKK+yee+6x733ve9a3b1+rVauWlStXzs4444xc1Y5ix7s0Xn75ZTvppJNs4MCBdtttt1njxo2tQoUKds8999iDDz5YJu8wK73P97CnD+6//35r1KjRV/69fPnCn2OGDBliDRs2tAceeMAGDhxoDzzwgDVq1MgGDx6cXun/H1b36Nig6sMedu3aZccdd5xdffXVuWXs+eOFCBs3brSjjjrKatasaT/72c+sbdu2VrlyZZsxY4b98Ic/3Cs1mLz6mpn94Ac/+IpKxh7atWtX9HuEEEIIIYQQQgghhBBC/GOiP5YQQgghhBBCCCGEEEIIsd9ywAEH2LHHHmvHHnus/epXv7Kf//zn9pOf/MQmTZpU6i+i71ELQObPn29Vq1b1/7J+1apVbd68eV+574MPPrADDjjAmjdv/pUyjznmGP/5008/tVWrVtnQoUP9Wu3atW3jxo0lntuxY4etWrWqYH1nzZpl8+fPt/vuu8/OPfdcvz5x4sSCz0V49NFHbezYsfbf//3ffu3zzz//Sj2jtGzZ0sz+rz/atGnj19euXRtSG3nsscescuXK9txzz1mlSpX8+j333FPivrZt29quXbts7ty51qNHD1petM9RtSL7HjOzBg0a7NUfOBx44IE2ZswYu/fee+2mm26yJ554wi666KLQH/Tsrb/sDW3btrVPP/20qD/i2MPkyZNt/fr19vjjj9vAgQP9+qJFi3LvX7lypW3durWEusT8+fPNzKxVq1a5z+zxrQoVKpRJnYUQQgghhBBCCCGEEEJ8s4j9J6OEEEIIIYQQQgghhBBCiG8Yn3zyyVeu7fmF+e3bt5f6/LRp02zGjBn+87Jly2z8+PF2/PHH24EHHmgHHnigHX/88TZ+/HhbvHix37d69Wp78MEHrX///lazZs0SZd555522c+dO//n222+3L774wk444QS/1rZtW5s6depXnitN5WDPL9ajQsDu3bvtN7/5TaltLY0DDzzwK8oDv/vd78LKC1kGDx5sFSpUsN/97nclyr3lllvC9SlXrlyJ9y9evNieeOKJEveNGDHCDjjgAPvZz372FaUCfG+0z/f8on72jxOGDBliNWvWtJ///OclxncPa9euLbVN55xzjm3YsMEuueQS+/TTT+3ss88u9ZmUupcFp512mk2bNs2ee+65r/zbxo0b7YsvvgiXleevO3bssNtuuy33/i+++MLuuOOOEvfecccdVr9+fevVq1fuMw0aNLCjjz7a7rjjjtw/HomMixBCCCGEEEIIIYQQQohvLlKWEEIIIYQQQgghhBBCCLFf8rOf/cymTp1qw4YNs5YtW9qaNWvstttus2bNmln//v1Lfb5bt242ZMgQu/LKK61SpUr+S9w33HCD33PjjTfaxIkTrX///nbppZda+fLl7Y477rDt27fbL3/5y6+UuWPHDjv22GPttNNOs3nz5tltt91m/fv3t5NOOsnvufDCC+073/mOnXrqqXbcccfZu+++a88995zVq1evYH07depkbdu2tR/84Ae2YsUKq1mzpj322GMhpYbSGD58uN1///1Wq1Yt69Kli02bNs1eeOEFq1u37l6VV79+ffvBD35g48aNs+HDh9vQoUPtnXfesWeffbbUdpqZDRs2zH71q1/Zt771LRszZoytWbPGbr31VmvXrp299957fl+7du3sJz/5if3Hf/yHDRgwwEaOHGmVKlWyt956y5o0aWLjxo0zs3if9+jRww488EC76aabbNOmTVapUiUbNGiQNWjQwG6//XY755xzrGfPnnbGGWdY/fr1benSpfbMM8/YkUceab///e8LtunQQw+1bt262SOPPGKdO3e2nj17hvpyb/1lb/i3f/s3e/LJJ2348OF23nnnWa9evWzr1q02a9Yse/TRR23x4sXh9/br189q165tY8eOtSuvvNLKlStn999//1f+KGcPTZo0sZtuuskWL15sHTp0sIcffthmzpxpd955p1WoUIG+59Zbb7X+/fvbwQcfbBdddJG1adPGVq9ebdOmTbPly5fbu+++u1d9IYQQQgghhBBCCCGEEOIfH/2xhBBCCCGEEEIIIYQQQoj9kpNOOskWL15sd999t61bt87q1atnRx11lN1www1Wq1atUp8/6qijrG/fvnbDDTfY0qVLrUuXLnbvvfda9+7d/Z6uXbvayy+/bNdcc42NGzfOdu3aZX369LEHHnjA+vTp85Uyf//739uf//xnu+6662znzp125pln2m9/+1srV66c33PRRRfZokWL7K677rIJEybYgAEDbOLEiXbssccWrG+FChXsqaeesiuvvNLGjRtnlStXtlNOOcUuv/xyO+SQQxJ67qv85je/sQMPPND+/Oc/2+eff25HHnmkvfDCCzZkyJC9LvPGG2+0ypUr2x/+8AebNGmS9enTx55//nkbNmxYqc8OGjTI7rrrLvvFL35h3/ve96x169b+i/T4xxJm//dHM61bt7bf/e539pOf/MSqVq1q3bt3t3POOcfvifZ5o0aN7A9/+IONGzfOLrjgAvvyyy9t0qRJ1qBBAxszZow1adLEfvGLX9h//dd/2fbt261p06Y2YMAAO//880N9cu6559rVV19dom6lsbf+sjdUrVrVpkyZYj//+c/tkUcesT/96U9Ws2ZN69ChQ3he7aFu3br29NNP27/+67/atddea7Vr17azzz7bjj322Fy/ql27tt133312xRVX2P/8z/9Yw4YN7fe//71ddNFFBd/TpUsXe/vtt+2GG26we++919avX28NGjSwQw891K677rrkPhBCCCGEEEIIIYQQQgjxzaHcbvaf6BFCCCGEEEIIIYQQQggh/kkpV66cXXbZZaWqAUS599577fzzz7e33nrLDjvssDIpU+x//OY3v7Hvf//7tnjxYmvRosXXXR0hhBBCCCGEEEIIIYQQ4hvNAV93BYQQQgghhBBCCCGEEEIIIf7Z2b17t91111121FFH6Q8lhBBCCCGEEEIIIYQQQogyoPzXXQEhhBBCCCGEEEIIIYQQQoh/VrZu3WpPPvmkTZo0yWbNmmXjx4//uqskhBBCCCGEEEIIIYQQQuwX6I8lhBBCCCGEEEIIIYQQQgghvibWrl1rY8aMsYMOOsh+/OMf20knnfR1V0kIIYQQQgghhBBCCCGE2C8ot3v37t1fdyWEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCHKigP2VcG33nqrtWrVyipXrmx9+vSxN998c1+9SgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQwtknfyzx8MMP21VXXWX//u//bjNmzLBDDjnEhgwZYmvWrNkXrxNCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhHDK7d69e3dZF9qnTx87/PDD7fe//72Zme3atcuaN29uV1xxhf3oRz8q+OyuXbts5cqVVqNGDStXrlxZV00IIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEN9Adu/ebVu2bLEmTZrYAQcU1o4oX9Yv37Fjh02fPt2uueYav3bAAQfY4MGDbdq0aV+5f/v27bZ9+3b/ecWKFdalS5eyrpYQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIfYDli1bZs2aNSt4T5n/scS6devsyy+/tIYNG5a43rBhQ/vggw++cv+4cePshhtuKOtqCCGEEEIIIYQQQgghxDeWGjVquI3iwGijMi/au3btcvvLL7/MLR/vwWez//Ud/BnfzZ4/8MADc+9HIvXGZ7FMvD8imoxlIvgs9hHr3/Ll/99ROvYJ6198NnIPux/rj+9lfZK9j5WbKjjNVKCZT0TKYX6HbcMyv/jii1Lrw/oLbVZP5tPMRyNzKOLf2bFgc47NCXY/8zt8FmFtY/2I4NjgPThvIv6BsHdhGyP1iTzL2o71L+TrbAxS70GYf7EYxWDjHZm77L0R/4jMm9TYHrk/Em+z5bM6sVjP5jt7dwTma6zMSL8jkfmH72JzCOuJsLkVWeci7UWybcTnK1SokHtfpP2F4jJ7d979kTyoGIoZm4g/4f3ML3fu3JlbDvZ/of5kdWXrfFnFsUguEMmzkdTcJ/We1DZG8iwWk6OwstiazN4RiWPMN1newd4bGdfI+h1ZFxG2brG6FZNLs7whWw9sD/Zj6j4hskeJjCvL9RG8vmPHjlLrJoQQQgghhPjnA7+nMcr8jyVSueaaa+yqq67ynzdv3mzNmzf/GmskhBBCCCGEEEJ8vdSpU8ftyC9PRn7pD59lv+zDPtCzj52MYn5hh318jvyCFrarUB0ivyTBPhRjX7AP36m/yBv5JcdiftEmMh5I5BdHIr/wh79Ew37pJvWXB8z4L9GwtjGfjfxSReQXiiK/zFHML89FfkEyMs8ivyzC3hv5pRsk295Cv9Sddw/WD38Zgv1CDfOvyC+PsF/OYH0U+QVO1payiofsnsgvOhczZwr9W+ovvLJfvmOktjNC6i8zsl8CSiWyzrFxqlixotvYh9k5F8kXIr/QzuIG6+vUtrE4yeYigmPAfrGKjXGkbpG1I3I/q0+h66m/NBdpJxKJw6ltY0TKifhH5NnIHzzsi3pmf2a/4BuJY5EyU9cnRiS3ZvWJrCupf1yBRPKpSJ6CROZG9vnUXxaN+Cwj9ZfEWf5SzDxj9Y/sBVPHODKuSKFckvkay81S/zAu4jvsDyoj+yp2vZhfMGdlps7j1L12dJ5F9rwR30FS97zFlM+I+Fbqfi5yDyNS54jfRPcGzPcjbWPvjvwhNZvfrA2RPWxkDUvNs/bFH9awMvEPl8xiuRBSzHyP9B2rN9uTFHOeIoQQQgghhPjnILKfKvM/lqhXr54deOCBtnr16hLXV69ebY0aNfrK/ZUqVbJKlSqVdTWEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCPFPyt7/J4EIFStWtF69etmLL77o13bt2mUvvvii9e3bt6xfJ4QQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIUYIyV5YwM7vqqqts7Nixdthhh1nv3r3tlltusa1bt9r555+/L14nhBBCCPGNpkaNGm5H5MqZ3DOTFdu5c2ep5aBcdaFymcxzqjR8KhGJ64g8NN4TaRfej33E2vLFF1+UWh/2LJOlZvLWhZ5HUiWuWX8hESn51L5m0ujY78wvU98bISIRH5FPRwrNgdT5lDrn0DeZH7HrTM6ewcYm0qfsekTCnvkQIxJvi4W1gfk1wvo6dfwia0nEt1iZkXiFNisfn2Xjh/ObxUy8jv2cjWesTszXsKyIj7NYhPdj7GVtSPXNYvyatZGtbXh/hQoV3I74U2R+F1r/sO+KaXPE31l7UudodD0v7dnIepbaJ2zOsXIisT1bJhsz5u/oa5E4ifegzzIicTjS75G8LnI9UiarG4uNbN1hFPIV1hdsDYjM/YifMl9hYx8ZS7avYP3Oxp75WWSNiNzD1mnW59l6svFPne+peQHr08h7I/ltqp9F1nhWH0ZZxeTU/Um0HmWV17K4wdrD8hokku+wPoqsu2hH6s+IzNFs+ZExiPhOJC6xOcHeFYHVLXWvFlnLU+cN85Vi9uzZZyNnTpF9Dysnsh7si/WVEVl7IvvXyDlDqi+yuYvXs/ewc8/UfUZqHh/xU4Sti6nzJhIDUt+LpK7Ne7MfY/3Fxjlylhg5N4rkhJHzWSSyr2D1ieZ1eeWn+m4k3rAz8UIxM/XclsHuj/gK2w9Fysc4xp5luXTkPBrZF/2DNp7LoG0Wa1vkzI35DvsOUlawbxRCCCGEEEIIkcI++WOJ008/3dauXWvXXXedffzxx9ajRw+bMGGCNWzYcF+8TgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQwtknfyxhZnb55Zfb5Zdfvq+KF0IIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEyGWf/bGEEIJTrVq13Oup8sqMiDwvk56NSEJHnmUSnVnpz7z7i5EiLQTKiUZkkSOynqmS2xEpXQbzDyZ3zeRv2dhE/I/JyrJ6svuxTCZhm+2fiF+k+kiqxDxSjGR1RLY94qOpMB9NlcVlMSDbb5E2pMariGw2ezZ1nDBelS9fPvcenH9Mnh5hss4ReeiIfDNrO5Iq1Z59RzFzLjIGzE6VXmdzLlL/iM+xfmf1ZETWiEi/ZUn1R9Z3eE9kzUita+pYsjL3hQw9u5/VgcmNR2MS86mIX0R8GUGfYHEsMjYsDkf6i8HmLvYv8+lILsbsSD9n+zP1fZF3sH5na3Xq+hrpu8g8YGPP5gSrZ2pOxGJyJM/KwsrCNT8yzyL5cWS/sS9yP0akPql+jLBcPzJ+7L3ZORDZn+5rUvMaJHXtiZQTuSe1DpHxYO/NxhuWXxQa57yyIr4Z2a9EcuVI7EJY7Ir4ZWQsU/c5kbwhGm8ie8bI/gbLQT9gRNYDRmTPG8mV2PlL6h4/QsRHsQ47duygZbGzFiyX5a+RfI8RmUOpfZQaSyP1jORiEVJzqL3Z20ViMRtXJPXcL/W8ODL2EYrZ/yCpMTMCzquKFSuW+Dd8x86dO93G8YjkmcWcL6ee77F9QiTHY0R8NDWep/plJDfJ9hWrU+o+l82t1DLZPmFvzvTyykk9B089s07dS6TmGdk6p/psZA8XmRPF7JkYkfPu1HU0cuaOcQtjFRL59sQo9K0tsj6x+Rs5d2CwORqJY5HzsMi8icyDyD4dYec+SOr3r2zdUnMtVqdi9rOpe7XIs6nnxZGzjMh7I6Sundl9AvoRaxvuMzAOsHwksq6k7pEj37eEEEIIIYQQYm9JOz0VQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYT4B0d/LCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCiP2KfC1N8Q9D9erV3WaypihVyORRt2/f7jaTWGeysqlSlqkSjBHZ3lRJz4g8JvYDk4DNPhuRuUyV50VYOyNtiMimRqSf2XsjMrERGWXW16lymhEZ9kJyzBHJUYTJjEZ8J1K/iI+zfkRp1AoVKriN8QBllCOSsRGJagaTCcdnsW4stmG7sv/GpJBT5YNTZbBZHbA9WCbr90j/Yr9E4mRkTkcoppxs3SLzoKyk6tmz6EeRZ5kkNJbDpK/Zs6wtzA+YxHFEcjsy55BC8tCR9TxVAj6yrhQj5czqz+ISg/kly6GYHZn3kTpE+iH7c8TfIxLakTGO5AWR9aOYmMGI+EdEnh5hOWSkbwsR6S/mR6nrX2QdZXVguW6qJH2knkikjRGJ+NQcsFAdInE/4rOpcZXNV+YfkX1bpD6snMg6l9rGSLtYf2I+jBTKa9g6ydbeVH9P3c9FcpyI/2K7Ij6EsLMChI1fMfGZ1Sd7PfLuiH8Vs1YV085i7onUIXU/ztYFtleLkB2zSCyOEIld7HrED9g8To3Pkf0rkppTFJNb7s3ZW2o7I3veyBrDcnFWJiPiHwj6fupegpE6jyPlFJqjEX9naybCnmXvSm0bm1ts7xVZgxnMhyK+yEiNSezZbN3Yniyy34yshannk6l5I3s2dZ/L6h+JjRGfSD3HKBSTUs/uUuuRug4XkzuwciJjwPw19bwYYWsky1GLOTfOPp+6n2P3Y10j5wWpbYjk9KnzO/INBMcsda+SCtYHz9wLvSMy5yI5SOR8hPkv1oHtL5GIz6XGAwbz0UjsTc2HC727mLiUWn5kzUj9LhpZPyLPpq5bxXxPjtxfKCdKzVMi3zXKap1L/bbJ6p/qK2xNiuSfkTwosodm7yr0PtZf7Bt0pL8i74r4RPYbsRBCCCGEEEIUi5QlhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgixX6E/lhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghxH5Fvi6o+FphMprsOpPCZBKGqVLcTE6TXWdSkxFp0YjELMJkM7HtKH9bjOxwtk4RmdhU+e5UWdbIu4ohIh8eqTOSKi3NiPhH9p5U+XH05VSp+lSZeyZ1ysaASb0yidJUOV9GpN9YbIj4dCE/jkirFyP3nSpzjGBfM0leVk4kzjNSJacjfZhafqF+i8QN5iOFJIPz7o/0e2ocS50rbM6xNTJVojpV9jt1DmT7h7U/dS1NjdepcbKs1uNIfSLPpuY4EWntSFwtVKeIxDX6L5ujqXGSvSsSiyIy46k+HsmlIxLokdgYWfsLzTnso9R1JVKnSNuY30XKj9QZ25iaDyOpbUntw8g6mi030l+RdzNfY+2JSN6zchC2bkViQGT9Q9jaGSGSwxcqn/kIe6bQ+LN3pFCMv7N7WG7F4g2rT2QtZDlOZN/CKNQnrNzUPRy7JzKHympvG5mLbOwjeS/2CZsfkX0IW9cZhWJG6hqeCpvfzD8iZx8RX2H3pJ4NsfdGrheTEyHZ8UvNI1LHNTJvInvHSC4TiQE4PyLnqwiLT5FcIdIP0XyY7QEisSVCxMfZelDMnilyNh3Zw+zr8xfWn8yPC825iF9E4g/rX5aXpz7L+p35IovPZXXWjBRzRsj2phgnin135BtH6jcdNici8yx1j5EaD1PP04v5phM950vde6XmZqn7s9Szj8j8K+b7BiOSQ0Xqg6Tu8Qs9v6+/ObFvj5HzMBYbU+sTqWdkXUhdRxmRnCBbP3Y99RsSaw+OUySuImxsUuMq69NI+aln0NjeSDyPkPWDiG+yNTOSg6XmNRHYXEwd+8h4R2JAJJ6z65F4WGjORfyimP1m6rc69t6dO3eW+i4hhBBCCCGESEHKEkIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE2K/QH0sIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEGK/onzpt4i/NxUqVMi9HpEWZaDsJns2IqkYeVdE3pzJVEbamCrzjvcwqe+onGSqRDt7NiLTzGSXkWIkMSP9niqnnSonGpHwjcitp0qpZ+9LlfBl5TCp4lS5dSbvGukvJiOM4xEpMyJ/y3wU4w3ej1K7rJ5INm4x+eAdO3bklhWRKsY6IZH5yvoiVQIX+4L1HRKJh6kS0mw8ipG2z5IqQR15lsVM9PdUyeZUuXU29qkyymx9Yu9l8SYyR1kdCsUY7NOIzDiTN2f9xWxWJxbTIutNRFa+mL4rZn2N5BaF/CwyV9j7WDxkfR2JIZE1D+sQkYmP5KKRGIVrB7YR68D6KjJfI3MmC/NNlhcgxUjPR2IX1gHrxvyDEVmb8V0sn4zkycynU+tZaPwiYxPJOSN5UWRuFZO7p+Y77L1sfuM9kTmUutdi/cnqU+g+lkew90X6vZj2sOuRPXUkz06NB6nrN+vn1D1+dk5j/dgZSmreUVbrTeoZCvOP1D0ry3ci5yapOXDkepbUPTUbP1bvVF8u5pwFSY2lrA6pe4zUMUs9e4uWxdbCyJ4hldT8CGHrDbuOMYfVn+VBkfMdJOLHkZw8O36p/pJ6roiwnC3S/kjeHMmb2F4i9SwtNQ5FxiY1nmefQdh6y9aA1DMeNmZsHuD9uMdKzaHYPQx2T+r+BGG+Eo3DqesQGz+214nE9Mg9qWOQuscvZl1kz0bOvRh7cwaWSmpOGPluEMlRiznvZ/M+dd/CiOQBqWt5IV+M5LVldW7C7mG5A8LmOvMPdj4S2T9E9u9s7UDY+LE9XyRuZSlmjrO6Mh+PxHp2PXKOxXKTSNxmfpz6LZuNDbt/b/YGjNTznmLOHZBi9kZI5LwxdU1FP8B5HNmfRM7n2HexbH0ifhEZm9R+ZL+fEmn/3vigEEIIIYQQQhRCyhJCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhNiv0B9LCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBivyJf+058rTDZcITJHEYkElmZEcl0Jn8YkWxEmGx9RCqzGBnhiGRjIbnuVElldg8bJ1ZXvD/STkZETpWNR0T6k8H8NSJ5G5H5RbB/svekjn8x0rhMepdJpZaVrCyrG/Ob1PeyeMD6gclDR6Soi313WZEqCY5EpMuZXDcjVZI90ieF4l5p5e9N/6fGyYg8Pa6deD/r01RJ4ci6EpHiZj6RKi8c8QNGVMI8En/RrlChQu6zkbaxdzHfZNeZVH0xsSEyxqzOzP/Ympoqb529PxL3mfQ3800cV3x2586dbkd9Kq8+rM2R+MmeZf7BJMDRjqzxeH8kX0NfLOSX7H2sL1JjfWr+xt6VSsTHI+Wz9kbaVUx7WcwrVG7q+s9iAhKNA3mwOJzaj5H9ZWoOyeZrJK9h92B8KrTeR/KfYnJuJJKzMT9gbdjXcyKSX7C6pZ45sHnG+if7bpZPsz1DalyNjA0rJ+LLkf1yaj7C6hPJsVnfsuvRPID1I8shU2NR6rlGJPYyWH6fGv9T9+OR8tn9qe/KEpnjqblG5FwgMidYPI/Mrcj+LDLvGan7d0YxMaDQO1huGtmTpZ7psWcj+UVkPCJnqql1YOMXif/snugZeuTsnxFpT+r5OsLWgGL24PviPI+VH5lzbM+H86HQ3oD5I+svVldGMWfKSKo/RXLXSE6RmhPtzbpVWp2z5eDYpuZyrJ2R+MZiLOa0kW9seM/27dtz70/97si+s0T2o1j/1DPl1LoVopi8C4msJalEzvDYuV3qXirSv5F6IpHcu9C32YhfM1K/07LzCFZman6fuuZHzkFSz3Ei3yYjeTUjmmemxnRWTiRPKaY+kTFOXadTv82yOqd+O2VxolCekro+MyLjmvo7GnimJ4QQQgghhBBljZQlhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgixX6E/lhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghxH5F+dJvEX9vInK4SERyFGUO0WZSkKkSnEwWmEnbp8rQM5vJu0b6hFFI7rIYmediJH9ZvXEs2RikSoKi/zG55AgRmdiInGiqzG8hSdNIP6a+m0mIRt7F6sbGAInI0DL/SPU/5k8RqVommZoq150lIkGNpM6ziHw1iz8RIvMpEj8R5vtMdjlC6v1ZmEQ7uweJzOtImXhPpMyykoFmZabK1hcjEY+w2FPItyLS3BG/i7Q5VXq9rPortV9YzEffYmUysJxCcS/v/kJ+EOn3SL6HdWL3p+YvkdgSyYHZPSzXSJWnR1IlySN5UNbvWaxgNsJ8lj2bGn8i6xAjNS+N1Ic9y2JJJP9iflBIwp6VhUTWlcieLLKXiuTZEV9h/cjqn7p2pu7hkEg/703+khozU/Pg1GcjY8D2D6l7lchaHvEztl5E/BWJxIMsrN5IZF2J7Hsivs/Wc5aLRurG6hnZs0bmKBsndn7Eyi/ku+inaOMzOG9YnSL9FfGd1LjKni10BpFC6nkVW8NYfSJ5U6HrbE7gdfR9rBOLUan7qkh9IjlbZM2L9EtknuG8j5wzsNjA7EJ5VsQfI3EvslZH8tjUPDsy11nMT/W5YmJMMedQ0f14xO+K2cekrgGs/Ei/RMYgdZ5FYjWLAQj6Datbof1+6hlx6trD6lRsHlxamZF2pcbkYr4TRdq4N3uG1DFLzeNTc7NIvodE5ivbP7B7UnNUtj6xciJ5ACObb7Nn2N6TfSuJjHFZ+WZqrhtZL4vxocgeLpLvIIX8IDL+qTlhMesizgk2D1g8ZOWn5laRfL2szvDYeKfO+0L1iJyNpp7hFjNvInOUrfPFfFeKnOumnv/hPVi3Qt/0I2sbm8upOT27HnnX559/nntdCCGEEEIIIcoCKUsIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEGK/Qn8sIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKI/Yp8rVXxd4fJ3jKZ0mIkypls444dO3KvR2SUIzKuqbLcrM7seqpELrsekc0s9O6IzH1EdpNJn7LxjsjTRsaVyWkW06fsOpaJ8qbFSDwXklWNyD9Hxg9JlRyNSBhnZaRTyi9GahiJyHVHfILJwabK8WafZ3XCWBqRRY7ENCbBHJmjjNR+YfOyGNlhhMnf4nXsT+ZbTKY4+wzrd3YPixXF9DXC+jpVZpyVn0pkXdzX0tWF3sf6NHUeRNfbPCLS8JF5w/w6dV1P9UX2bKT+heZi6jiztTeSfyIYJ4sZ10iZheJMHpGxZGMTiQ04B1h8wmcLxYnIGpAqHx/Jqdic3rlz517Xgd2TWv9I3pTqc8VIyu8NqTkxu87mJfod21NG1uDUnD6yl2D+l7rfYLA4tzfrceTdLPdjsTQ1p0AifcdySCQ1F2BE8kPmu5H1KHK2sDfzMhKj2DxLzbMj+/rI/EvdC7MyI2MTOSsoxo8L7ccRXG+KyfWZb0bqF8kXUvOsyJwoZuz3xRlboXsicaas1tK98a/SiPRvJFeM7Csi5x3MZmtKZK+cbWNqXEJYe9izqXtYtDF/YetNpExGas6SumdgsP7H9kbnfaR++2Jtj8SuVFLrWUz5xZzRsLWJraPZnyNxI3LWFVljWB0iczeVyLyP5CCpe3D2XjaHUr9VZYn4aaQeqeWnnuVH9umpOXfkPBphZ1SRfWHEJxB2FpN9NzvXZz7FymHvjp7xlFYOI/INJLXMssqtIj4RjfOp8QrjMis3cvYaOUeIzG92HctJ9bPU3KfQmlQaxXzTz/7MctnUHCx1j8XqE2kbO9NJ/f4ZWb/Z3pR9V2HfI9kciHwnycL2HPhtms2JyPyLrFXseuT7uBBCCCGEEELsLVKWEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCHEfkXyH0tMnTrVTjzxRGvSpImVK1fOnnjiiRL/vnv3brvuuuuscePGVqVKFRs8eLAtWLCgrOorhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQghRkPKl31KSrVu32iGHHGLf/va3beTIkV/591/+8pf229/+1u677z5r3bq1/fSnP7UhQ4bY3LlzrXLlymVS6f0RlDOMyGUWI1nJpGcLSWrm3Z9KqrR2qqwsa29qGwu9KyIbikRkOiMS3ZEyWT0j8sqpMrwR2VOE+SWrD/ook+VEUJazUPmRehcjjcukoFkbiunTqJxqac+y/iqmr1Jlv9kcLUQkRqXK87K+SJ3HqaC/o/wt86GIpHkkfqTKyEfiZ7YfmGRwJP6yejBp48g6Gum7yLhiu1i8Yu9NvSdynY1rqnx6IT9mcyI1X4jkKanrH5PKZrL1TPo6QqqkN8LWY5ZPFCsrziTBETZOETlxtmawd0VyE7RTy4nkC6l5EIsTrD6szEjdChHpu8h8YjEk9R6EtTM1143EvYhsOys/8t5i8uQsqXM5sk5E/Cjyrsj9LLdO3c8xIm2MwGJ+NE9O7Rf2bGR9Ts2DsT3MZnWO5IQsbjPfirw3EofwXZH1mOVu2XdHfKqYmJY6p9l11ubUeiJs/FJjbzE5ajQ2RPLv1NjIcofUnLOY+Jl6JoekPpu6z2NjHGl7ds6V1X4TKeackMUlVs/UsSmr3J0RqT+yN/uQSF1ZHsWIrDdoV6hQIbecyH6REZk3bA1GUs+I2bMIi0NsvJFsHYrZQ0RiAssv8H7MCSO+mRq7Ur+BpK79kTkaOW9jMSA674tZbxnF9G8xZ9CRvVrqXjPy3tR1LvV8PwuLn3gd5w3eg/Mm9fwscrYZie2p743Ez735lpZXJrYxMq4YVwu1i+WEO3bsKLXeLEbjWJbVvj41v2XXI/21L859IvlI6rzM/lvkrD3yjtQ9RuScJbLOpeZTERtJPY9OJbIWZmHzNDW/SP3eGJkrSGQPGsnRI3lZZB8WOa/H+9m3NqRQ/xRzVhl5X2R9juTQQgghhBBCCLEvSf5jiRNOOMFOOOGE3H/bvXu33XLLLXbttdfaySefbGZmf/rTn6xhw4b2xBNP2BlnnFFcbYUQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIUqhTP8TBIsWLbKPP/7YBg8e7Ndq1aplffr0sWnTpuU+s337dtu8eXOJ/wkhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQuwtycoShfj444/NzKxhw4Ylrjds2ND/Lcu4cePshhtuKMtqfCNBWfKIjCaT5GXyj0yiNVUaNiLbHpHnZTKSSESaEcthUp+sbqlyrtF6ROTB8X4mnRmRFo3IJUekLyNtSa0bK5Ndj0g5s76NSKMXqkeqVDGrEz4bkWJl5RcjoR2VE8+DvZfVISKNmtrGqLx3RI6b2REJWDZ+qf0bac/OnTtz35sqSVuMLC4SkRSOzIfoO1Il7BEm5czGlUk8sz6NSDlH/CYVVn6kbux+JNL2Qs9EpN4jfcHGnpXJiNSH3c+eRV+JrHOpsY71D9aZxV7m99lnWPvx+WL8CGH1jsQKltegzdrMxi+131P7ITU27E2eyfoUiczLSNyPtJP5NYPNm9T1OFLPyD2s/ql7mELlpq6xqXuyVP9lsPZH8uRIfpE6n1L9MjI2kVy60DORfAzjEsL2Esz3I3ksI+I3qXvTyJ6a1QGJ5F9IJKfLvgt/Ts0XWF0j8Sfi7wjzCTwHKCaHTI1jLF+LxPxIP0T8slD9IvdH4i2bo6zMSIxlazOL7ZE4EdnvR96Vuu5g3aLzPpKbIZG5nLoHj5yJRM6lIv7EfD8Sb9jehp3/YZyM9C0j23Y2zmzMU/MlpFKlSrn3RPaL7Hw29WwsEs8RfC/zm0hOnrpfRArt/SN7rMi6xfIL5muRtRpJzbsiez4k9ftDan4Q8RXmc9k2Rnw/Um7qmV7qXi11rjBS9yeR/QYrJzKHUtfgLKln7anreTF7z8i+IpKXRvo6Mn7FnPsgkWfZmlroPIz1USRvZDEnNQ+KxO1i3pXaR6lnDqnfa1LPiQr9W+TcOtLvkbOJ6N6ltDpEzvJZHcrq7COyjrA6ROZGdM5Fco3IGETWvGK+gSGp33cicys1J0pdC1g5kfsL1QmJ+EgkT4v4ePQblRBCCCGEEEIUS5kqS+wN11xzjW3atMn/t2zZsq+7SkIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE+AZTpn8s0ahRIzMzW716dYnrq1ev9n/LUqlSJatZs2aJ/wkhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQuwt5Uu/JU7r1q2tUaNG9uKLL1qPHj3MzGzz5s32xhtv2He/+92yfNV+QUQmmEkVMmlDLDMiV8rkD5lUMSs/ItmYKk2MpErPI5F3MbnHQpKpEYnT1DGIyNt+8cUXueWn+k1EDjwi5x6Rm2X9i/UvX7587v0RKVx8NioNmyr9HWlPqgR1pHx2T0TON1JOpHy00f8YkXnGxqKQnD2To47IuKbGkGLGIFWWPFUuOVUGu5j7i5FwN0uXAGbxIbUfWZ+mSiqnyiWnynUjTK46Un5kPrG1qVCMjd5X2nWEtZOtSan+GyESl1KlztkaXFZy8VG58dQ5XozEd2T9j8jQR+S6ce2J9AuOB1u3In4QiYGR/omsU1lYHCi0Tpb2PkZE5r4YGfpI3I7UIZLrsj5h45GaW2XLZ3WN+A62JzUvjayjER9n/c7qluqLSDG5a+o9rB+ye1y23rB9LovvbL5Gxpjtu1k92TqKROJnxPfZddbeiK8gqWt5tr3F5AWReRCZ32ydZ+3HfWuFChXc3r59e+6zkdiAPlTMWVJknFL3l4XKSs1fU88IIqTuixE2rql5Jj6LpPpBZG/KzjGia1mkr1P3cKnrcOr+MvVMINKPDBaT2RxNnX97s9ZG4nhZzYOdO3fmXo/k2ZGYnNqWYnIKNjZsLFP3fNH6YHwoZt1m72Dny9gebCdb/1jexPYSEd9HUs9dU+9h87us8ttsWZF9dMTfWT1S9w/FnK2kfmdBIvOM3Y+UZZ6Suk9M3f9GYm/EH3Husn0Cm3+RGMvGDEmNsanxCe/H9SVaBzbPKlWq5HbFihXdxj76/PPPc59NPctOneuRsxiWvyGRvC713BlJXaejfsDqEfkOycop5hwLiZwVpJ6fsTpE1p7UfDvif6nvLUTq+lzM2XxZfRtjcyv1dzgiMTlyXsXyNSyTfRMv9PsNxaz5WA+WH6bGtNTvzkIIIYQQQghRFiT/scSnn35qCxcu9J8XLVpkM2fOtDp16liLFi3se9/7nt14443Wvn17a926tf30pz+1Jk2a2IgRI8qy3kIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEELkk/7HE22+/bcccc4z/fNVVV5mZ2dixY+3ee++1q6++2rZu3WoXX3yxbdy40fr3728TJkywypUrl12thRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghCOV2F6NZvw/YvHmz1apV6+uuxt8FlHqtUqWK20ySsazkf5ksJN6DEo4Rmc6IBHhERjhVfjpCqpTz3shU7gsZ3ohMJxKRck4tk/lNpJ4Ik9NkPhd5LxLxITMuw8vGJlX2vBgZ08gcisDkWiPlp0otR2ASqyweVKhQgd4TiVdoMyK+zPwI68SkYSOSxJF4wGxWTuoYRySOIz7N5nShsli9mYQvI+JfqfM1IqfNyomseQw2d1Pl0JlvsXuY9Hr0HWz8IvOMSUQjzIfw/oj0M5PBTpUZZ31UTPyPyHtHZe5Z3pGaQ5aVRHsxcyJSt0i/s7Fn6wXLA1l7i1k7s3VgYxaRg2fvi+QCSCSXQyK+ElkLIv6XWh9GxC9Tc91C9WBjwOIvyy8iY8P6nd2PRNYhNmap8T91jxghUmZ2L5ga0yN74dQ5F8k/I/v0HTt2uL1z587cd7G9cDE5UepYRvyJ1Sdb/8h4ROYc6+tImwudHeSVE5lnSCQPjOTPbJxYHheJdZE+jMbMyH2p60Ekd4/kWuxdkbO31Gcj5xVIZO1k48T8u9AanHpuxO5B9sU6n5qzpeZyqeexbI5Gxhhh6wXL/7P3Ial5eep+gPlgZK4U4+8RUmNUZP+K625kTWH1KeTfqWfBqbl76vcBtv5FcoRIDsnmR+T8AWF9ys6xImeqhfo54l8R34/E60gfpfogkhrr2P0R342UGekT1vZiziKypK75kfU58l0itV8iax7rI7besL0EwsqJ5LHF7DvNeBzD/4jfnv/wn5lZkyZN3P7zn//s9rvvvuv21q1bS21DWRHZV2BMZmsSi5PsmwvuI1O/KRZzLp8lNZ9k/piag0TuZ/ek5lmR/UAkvqXWGf2GPVtsvhppD5KasyCpZ2apcTtSZuq+HonkNdhG9g2E1aHQ3oC9L1LXyDqRuv5hDo2xSAghhBBCCCH2lk2bNlnNmjUL3pP2GwhCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBD/4OiPJYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIsV9RvvRbxL6iWrVqbjOJxVSJ4VT5+IiMLZNLTpUuT5WyTJWfjki1MiKS1llYv0RkgpGIlCerR0RqE2HSl2XlT5Eysc4oAcvkgrHteA9KByOFJIuZPCi7h/U78xck4r8I8zv2LJNaZnVOlZhlRORZkYg8K6tPts4omx2RLo9IHkfqmnp/xD9YOZF4G5mjTO44Ml8jRGSjC9WDtSf1HkbE3yPSzAgb78jcTV0jI3LakX5Ijed7I40eeXfkfhZb2JyOlMn6KyKTHomlqTLhkfka8d2IpHehcouJA5F5w8qP9HskZjAiY8bqWVY+HYkBhdYXln+n5myp48TqwJ4tJm+MxLHUtS0yHpH1NbXMQuD7yqrvomtvae9i97M6szLZs0hkjNn6ykjNXQv5faR+qXOlmP1TMfM4EnOKWWMi41RMf0b2SIWI7OEicyh13kTylwi4L2blRPKgYuJw6lq4N/VJXXsj+3EkMm+ia3JpdSimbqwfU8/MIkTazq5n28jOqCLnFJG5n7oHYmvPvj4PjMSYyB48Eici90TW7+x9aGP8iczlYnK/COwclfnfzp07c+9J3adH5gG+C218lsVzJHpWFYnRkTkUOcdjMYr5DYt1xXxDSI0T7Bw80id4HceMjX10/Utd24rZDzCK2dezvov0S6SeqXlH6hk6g41ZND5F2lnMuSqSGpeKOadIfTb1fJJ9r2BrORvLSpUq5b43G2/YvO7Zs6fbgwYNcrtJkyZuf/LJJ26vWbPG7UWLFuWWz96bugeIfPMr5psDe1fkvIm9N3V+F/IztrazZ9gay+YNW5OQSEyLvIt9/4zkI8WQug+O3BP5VpO9j9WprL6bpJ75MlLjVaSekfPuyPk4+72Q1D4slFtEfrci0oZIrGP1w/mB+bQQQgghhBBC/L2QsoQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIfYr9McSQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYTYr9AfSwghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQYr+i/NddgX8mDjig5N+mlC///7q/XLlyufehfeCBB+Ze//LLL93etWtXcj32UKFCBbd3796dWz7WE22EPYvXsQ5YDqs/th3Lidisbqz8Qv3J2szGj/UXayfeE+k7rDcrH+0vvvgit0xWB9ZeBMvBd+GzWE+0WTmRMveGyDghWFecr5UqVcq1P/vsM7e3b9/uNo4lm9/sHjbv2fghbAwQLCfVXxlYZup4s/7JwuYpaw/ru9S4xOYlI+Jb+F7WFpy7jEL9VRqp8SAaJ1LHAGFzPzIP8H72LjbnInVg5UR8kVHMPEuN1XsTS4uZT6ycSB7B5ge7PzKnI8+yOkfKZ3YkZ0F/2htS2xmpN8sPWfk4Tmz9j6z5qXOCkZp/pcbDSN9G2lvo3WxtjPhvKsX4MsJiQGruznIiVme2ZrMyWT33pp9Zf0ViERLxwdScMFI+uye1zql9x8YVYTlzJIeM5ilsPS+rsUztdzYGkbUQ9y1sHWW5JWsvexeuEXg/lr9z587cZ1mZkdiT/TmSo0f28pE1OTVOsjgWWfMiayHLP5HIWEZyiIj/sbplST13KKsYGFnzGZG+QCL1jOwFy2rtiMxv9myhf4v4FyOSF6TG3lRY/TGWRsY7Et8wNrKzVnbOxyjUP5G4V4x/RXKtyDofWc+L8Q92T2q+in6Az7Lz/UjMLJS7RnLWSO4QgZ2Ls/U19bwmdZ9UzFqOsLjK6hlpb+S9e0NqWalnkqnnUqnjFNlXpa5DkfyCnT+k5jjZsiLny5E+Tc0nkdT1gJF6ppU6FzEGImy/Efl+hGAfYpnZecnas3r1arefeuopt7t06ZL7bMuWLd1et26d21u3bs2tB+51IvVhPoukxkbmK5E8k61hrD5s/CL7omx7I3k56yO2Jkf2lanfptm7InkHg/kBexbnAdtTpq61qWehhWA5S2TPm7pWIZF1iNWTfStP7QvWLvbtKXLmwM7TI98IozC/Lqsz08g3gbJsjxBCCCGEEEJEkbKEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCH2K/THEkIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE2K/I10gV+4SsJC1KDDI5QyahWkhytjSYvC3WgcnBM2nOiLR4RJYbYTKNTA6cyUPiPUwmFuVyWduz5UZkZpGIPHbk/ogUK5M3jdQzIpnKSJUxL0YWnvUDa2+WiAw2vqNJkyZuH3XUUW7Xq1fP7RUrVrg9e/Zst5cvX+72tm3bcusakTfF+1n9WZlMkreQFHJp97MYkDpO7F1ZGdZIXELYdeaPERniVDnfiAw0q3OhWJRXJrsenRN59xQjyR59JrLGsHsicSk1VkdiAxKRu474TaTMSJ9EJLSjpMbrYvwrslaxfonEvWLmQeT+SF9HZLbxXdm8MY/sHIiMWaSuxeQCkf7CtkVyWpYPs/vZeLN1tKxyukg5zF+z/8bewdqcGmeKge0lIuMRKYcRyR3QrlixYm75O3bscJv5AYsx2XFh62QkF4jspcoq1qfuF5k/sfpH9iepuW5qvInE/2xfRfIOhMVu5gfs3RGfiORgkT6K1CF1nYvM3Uheze5HCvlEpNzInreYucjqGtk/pe5nU3NCJOJzqTaSuh/L/lsx/phKMfEWYeMXiQEsrynGp9k9kVwmdb5m74vsryPlINi/kRwhEieZz0X23exdkTogkevZc5A9RHKubPmRvWok5iARn0o962P3s76IxOHUvDz1DCWyJ4mc9bP5EyWSC7B+TF2HIudbkX16pJzU9SxSZmQtRFLz5yipe0lWp0g5bL2JrPOs71L3bWz9i6wdke9i7PtRpK+yRNofuZ76DSVyT2qMjewlUnMWNvaRcWV5A54NsfGLntMyf1myZInbjzzyiNstWrRwu1OnTm5v3rw5991YJ/TBSH+lnoNHYP2C792+fbvb6BPY7xGfSD3fwHIqVKiQ+2yhNiCRc6bI961U2Pls6t48NY9N/TYS+f5QzH50b777ROZK6lkMy93ZPewcIfW7YISIH0d8ha21Ef9g7S12PkTenZpHFfO7LUIIIYQQQghRFkhZQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQ+xX6YwkhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQuxXlC/9FlFWoFynWUzOkklHMpn4vZHsLq0+EUlFBpNljcgrFiMFHJGhjcgCZ2UqU6UmU+U1UyV5Wb9EZMkj9YxItEbqycaDlcn8OyKBymR+zcw+//zz3HfjOOMzKAnao0cPt08++WS3d+7c6XbHjh3dXr9+vdu33nqr25MmTXIbZZ1Tx4DBJFeRiEx4qnx4Mf6KFGpjRPa9rKTkI33NYkjE3yPlM3+PSNKzfmdlRqTBWR0KzdGyWp+Y7DlrW0RuHimrWFdo/SiNVInnSMxn90f8JvtzRCobYesNayfr32LiUkQGOhIPEFwXUolIoyNMNrvQHGX9i2VF/BrBdY4ReS8bP3ZPpUqVcuscGQO8n+UXkVwjMgdSy8nuB5BInEzNFVPbxnyF2exdkbUnEqtTbbY3QCLjynKWQnMuMg8iuUBk7Y3MISSyTkTawsaJxTS23iCp/cAoJn8u9L5IXsSIrJ17kxOXVp9onraH1D0Di6vsvRj3Us8ZIut99n3sOpsHkX1C6pxjFDP2ZZVXp8YYJJK/FLo/NQ6UFalxLzUupZ6DFNMPqfsW5vdYN4zVheZc5HwSSV1XGKl5F3uW+W8kjrH+RVgOFakPm3+RvKbQGVDkLDUyD9g+CfPySF7A4mdkn8D6IhJXI/sf9i52FpG6B4/ElUJnCGzMmP9G1s/IPcXk68WcpyCR2MjiE5K6ZkeezdYtNUdI7d9I3ENfSd0DYM5WrVo1tytXruw27tNZTMPzd7TRXz/77DO38cwhEqsQ1lcsPkX3dqwfIzEq8v2lmPOhiJ9FrkfO6VkMZO3Ffk89I2VjhhTqq8h5z+rVq93GbzcLFixwG312y5Ytue9ia1JkvxHJFRks5kfOaCpWrJh7P/Y78y12jsXmbvR7S2TvlZqbRXIwbA/GNKwrXkewv7Zv3+429gXrl8jZbOS7EisnNTYU8706C3t3MWfz7P5ImSx2pe79kUi7WDyIxKdUWE5QqEwWl/GbON6Dvpy6j2F+vWPHDlo/IYQQQgghhPh7IGUJIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEELsV+iPJYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIsV+Rr58p9glZudmITDeTfEyVFkeYZG69evXcPuigg9xet26d2yhVi9KMrG5MGpZJ76ZKhjMJWCanie+NlF9Ijpn1L2tzZLyRiGwvk4+NvCsiGxppL5PW3Jv+Le16BOw3lAnN/hvrCxy/GjVquL127Vq3n3nmGberV6/uNvpX7dq13W7atGlu+UxyNSIxz+5hfoA2mzepY8bsiGxtRHa4EEySmNUjIoHO4kNkTkekryOwvohKxuddZ3LXLFaz+rP+LBQnItLiEbl5JCKFzPolIrXM5gcbD/beyHoW8ZXU+cHGOCILn61nRNYaYTL0WA7KlbO4FPWvvHJS5xwjEg8jdWDzJhJvkIif5f2cd531NfOFiJx2JB/DNZm9l/kNPhuRamf5CIuNjEhMZuVE4nOhOZ2as6WuE6mS8ZG8NDJvIv4UeTYyJ7Zv317qs8znkOiYMSIxKtKe1FyRUaxv7u09ZdUPLH9mdqE9UsRn2Txg8bqY+RcpJzUfYbD8NhJL8dnIPGb3RNc2Vn7kmdQ8k9UJ8xdGJFeOlBPpl0iOltq/rA4YJyO5bqHclT3Dzqgic4i9m92PpPpsZP/EcqhI+cXEeZYTpeaohWJYZJ9RzBkP67vUPWUx50mRdTf1DCw1DrG9KdqRPYMZz3PYeW5q/SLnL5E5ysY+9UynmDWY3c/2uAiLB+y9bIyje7uIr0XW59S9Z4TUnJ71aep+NHImmZo3RdaIQrll5NtHMWOcumfA6xUrVnS7UaNGbvfr18/tHj16uI1n35UrV3YbYwnWedOmTW6vWLHC7dmzZ7s9ffp0tzdu3Og27v0j8T/yHSrSb9mf2XkEEvG16PlbHsXkQZhzFrMuRuoWiTfsTCo1nywU51n8Zc/juK5fvz63HqycYtb21DPM1G8xGHtw7uI9O3bsyL0eWdfZuS6CfYj3R/st0jZ2HWMUfttr3Lix2/itrn79+m7XrFnTbYyT2M5PP/3UbYxv77//vtsrV650e9u2bW6j70f2eZHzT4SdzUb2LZE4kX1vMXOFzfdIXsdyMxaHI9962PXI+WEkz2L5Aeuf1H1t9JyW9ReenzIieTDL8VJ/L0MIIYQQQggh9iVSlhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghxH6F/lhCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBD7Ffn6g6LMQInHrHRiMVLTTLIzUj7e37BhQ7cHDBjgdt26dd2eMmWK2xs2bHAbpWqZBGVEdpG1MSKNHpFsZDKeeB2lIgtJjqbKXDLJzkjbIuWkynEyWJkRCdFIW1i7mNQrkyJlMrHoi4XGkrWNtR/lR2fNmuX2ggUL3EY549dee81tnEMovYtlRmSOEWwba2dEchqJSNinEpknEVnuLKl1ikixszZjvzCbyT1HYLEu0i+ROjOfYPK/kdjD4hyL84XKYnOcxfSITHcxMuaRd0XKjNzDYlrqOoKk9hvzafSPQu+OxH3md6xtrC8i5Ud8NjK3UBo+InPPyonI1iNsPHCesLmOdY7Wg5WVHf+8erA1HNdh1keYu7IYyOI2tpPVh/kZi9toY/lYz9RcPXVty15ndUUia1Ukl2Ok5n4s/kTWxUi8ZTaOE6sPy5VS5d8L5Vmp601kLuJ11gacc2wdjvhmxD9S92eRexiROkfmBvoHko1zER+M9F1knWP70Ig/slgXuR9ha0wE1ha2VmFcjcwzhOWJhWB5AVvbIjlOZA1nY8nGIJILIJH8lt0TiTesbhEb+za67rA2MD9iz0Z8PDUnjOyTWN9F9mHsemrb2XrP4h6rc2qMNePzKRL3I+t2MXspVj4SiZ/sDDeSf7G4GvF7Fj8ie+WKFSu6nR0jNk8ZkX5BWH4VIbLnjZwlRtYY7IfIXMF72Pl7xHcja0r0/Da778urE1ufI+fijGLaHIkzkXODSN0i+dq+OL/Owvo9NR9h8YflOJExrlSpktsdOnRw+9xzz3X7W9/6ltv169d3m+2RWe63bds2t/FbEp6nt2zZ0m08T1++fHnus2zesz1ihQoVcu9nY2HG+xHLYrl7JG9k85jBvncwmD+lrgWMSD7C1kVsO97P1rBInM/OxUh8wzpFzjjY2hYZj7I6l4mMGfpotWrV3O7cubPb2Mb58+e7/dlnn7nN2oXjx87/mM3O27J1Yv2Odp06ddxu1KiR2xhPWrRo4Xb79u3d7tKli9tt2rTJLTOSy2zevNntOXPmuI3fDl955RW3Z8yY4fbGjRvdxn5kpJ7LY/0j5UfmCY4LztdC9WBn7ZH5Fykf/Z3lHeweVofUb6Sp32jY+oTs2LGj1DpHckh2/m6W/l0Dr7PfB2Hls7qmroVCCCGEEEIIUdYknY6NGzfODj/8cKtRo4Y1aNDARowYYfPmzStxz+eff26XXXaZ1a1b16pXr26nnnqqrV69ukwrLYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIwUj6Y4kpU6bYZZddZq+//rpNnDjRdu7caccff7xt3brV7/n+979vTz31lD3yyCM2ZcoUW7lypY0cObLMKy6EEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCJFHud1Rvecc1q5daw0aNLApU6bYwIEDbdOmTVa/fn178MEHbdSoUWZm9sEHH1jnzp1t2rRpdsQRR5Ra5ubNm61WrVp7W6V/OFD2tHLlyiX+LSLhiFKQTMKQyaMyKUSUy+zfv7/bQ4YMcXvRokVuP/vss24vXbo0970o58ikWCMS0khE6ptJhUZkM1k/Y/nZukUkx1Nl6FNlyVn9mGwtexfrIyadHPHXyLgyv2HtjcgdszKz0r6sPdn79hAZY5RNxbmF11F+/PPPP88tM7XNUQn4PCLjFPH1iJx0pBx2f7ZMJvWe+j7mI2x+sDgcqQ97L4vbEZnfSDxgPh2ROGbvYnGF3Z99hs25SKyPjDdK+LJxSpV1jkgbs7Fk61NESj21npH4HKl/ti1M5jmyfjDJ7kjcZxLdkTUvtS+YLHlEipzVh/UDqwOTombxIDIXC9WJ3cMkvvHd2F+sfDZvIv6IsLFkct2ReZyVjM8rM9JvLJZG/KZQbsjalrpuR3LuyLxM9V/mB0gkF2c2q09qDGDxLBLzs+WznJDdw+Z7ah4fmYtYTmQskch6zK5H7kGK8a3IelSob1mdWO7H/C4yd1n9InMF25Aaf5g/sfvLar3APonUgb23EBH/Ss19Gaz8SF7A+ihyBhFZ2yJnJez8KLK3YW2MnqEgxeSskfsj9YisJaycyP4M9zm4LlSpUsXtqlWrlno/XmcxplKlSrnXt2/f7jY7o8D6YJ/gu7Zs2VKi3I0bN+baeMbB4jK+G/trx44dbqNPYfuxfngdbbYusnWX7eHwfraus3kQWS8ibWRlRsj6fWSesly5U6dObnft2tXtFStWuD1//ny30V9wPFi/R84+EJa7sniFdoMGDdzGs/mPP/7YbZw3OPap565IpP8LnQ+w95VVTMc4gP6IfYF2at6MdcP7sX8j+3GMmXh/JJZE8mRWNywTYe0yi61z+I66deu6jWfHmzdvzn0faw+LXTjeTZs2dfuss85y+9vf/nZunT/44AO3WV6HPtSwYUO3W7ZsmVsH7FMsH79DPfHEE26//vrrbq9Zs8Zt9Evmf9gPbI3PxvkaNWq4jXNi06ZNbrOzedbv6LNs7cFyMA4zH8R3sRjL+gXbFYlj7GwP68nWOdY/2CdYn2L2NtlyEXZGHtk/RO5PXcNYbh35nsn2GOi7Rx99tNs//OEP3Z41a5bbN998s9u4rmMcYudK7BwDidTZLJYXtWvXzu3Ro0e7jXlKly5d3G7VqlXuu3EeYzs/++wztzG24Hf92rVru42/u4Dt/PTTT92ePHmy248++qjbGNMwb2JziPV15DyMxQPmf5HvFdE1j707krtH2sbOVVkMicwnlhewmBM5B0g934rscSPfLJHsHGW5QyTmRr5fs/rh3GLfx4UQQgghhBCiLNi0aZPVrFmz4D3pX6QzLzAzq1OnjpmZTZ8+3Xbu3GmDBw/2ezp16mQtWrSwadOm5Zaxfft227x5c4n/CSGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBC7C17/ccSu3btsu9973t25JFHWrdu3czs//6LTBUrVrSDDjqoxL0NGzYs8V9rQsaNG2e1atXy/zVv3nxvqySEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCGH5GqQBLrvsMps9e7a98sorRVXgmmuusauuusp/3rx58371BxMoSZuFyRwyCUcm/8jkn5n0IsqyDh8+3O0hQ4a4/Yc//MFtpvbBZL8ZEQlKJu3LJF1TrzMZcibnnpXZjEhbMphcJpOsRLCvmfQ1qw+TZkYisqGRukXGLCItGpGNZmPBJEOzZaHsKz7PpKDxHryONspjo5xvRJ6YyVQzCeKIJC27h805JqmMROrAxo/J5UZiQ97Pee/GeuM7WL0jZUYkcJGI5DFSyGfznmV1Y5LvCJOCZ+2KSI8XWneYj+A4sfZH/CJ1nYjYLJZi37H4E/GtiD9F5gqTQUawnyNy8ehDWVj8ZP6S2kcs5qTew3yT1ZPVLSIlHpHNZnLdkfFAIj6avS91bjEivsZyJzYGkTqwZ9kYs3WIreXMnyL5XSTGsjoX8o/Iu1Nz3GLiHoO1h/lHquQ9y5OLmVtsjrK9Gouf2bHH51u1auV2u3bt3F6xYoXb77//vtsoQ586D1hfR/LjyNoeiQ1sbJBUP2PremQfVatWLbcbNmzoNu59s36zceNGt7ds2eI25vGff/6525jrI4XWzz2wsUQi639kjCNzKEJkn8f8iV1nMTmyXmTLZPVDWD8yWP+yGBXZM6XWIXJPpO+wr1nMYHVDn8ZnI3GrUP3ZPrSYGBjZtzEi8zKytmF/NWjQwO3evXu73blzZ7fr1avnNo5TpUqVcq+jn+F1XINYHl61atXctuB1BN+1devWEv/20Ucfuf3YY4+5/cEHH7iNcRL7Bf+jOhiX8Z7KlSvn3l+lShW3sc3YHozbn376aa69fv363Os49myP/Nlnn7mNvsv8I7LHx3LYOQarG/ZbobyarSs4l/E6rp/f//733T7hhBPcRj+4/vrr3Z4+fbrbkX0hyxFS9wxY/2rVqrndt29ft0eNGuX2e++95/a9996bWwesMzuDxfeytY2d80XPU1jcK+YMqXr16m537NjR7datW7uNY7lkyZJS6xr5LoE2xgm8jjGgadOmbh988MFuL1iwwO3FixdbabDvLXgdYy/GG4wrOGeiYL9j3MN+79mzp9vY7++++25umRgD2bzBduJ7u3bt6jb6wf333+82jjfrX7aWNGrUyG1sY48ePdzG9u75j6+ZmbVo0cJtjP9Y5hNPPOH2hg0b3EZ/Yufv7Ewf/czMrH///rnPTJo0yW1cS7AvsNzU7z7YBiyTjXfkewrC9gORNQyfxfpgLoNzaOXKlW5jHsH6JHIuH/nuYcb3ZJFzEJbXsXP9yH6OnY2xvXl0bdgDjgfO77PPPtttnGcY03COok+zPVXqWs58rtCY4RzC+l122WVujxw5Mvd+bBvGLlwzMF9du3at25s2bcptD+b0bdq0ybXx3Afv79Onj9urVq1yG2Ms5qIsX2DjgTC/Yfkzxkm2HiOFYkzq934kssdiuRa2DX2Ind1Ezu+xHMwnMb6xOmOOjvkCqw+L1ZHvO2zPzs7EC5UVyb/ZuQbC3h05wxVCCCGEEEKIr4O9+mOJyy+/3J5++mmbOnWqNWvWzK83atTIduzYYRs3bixxsLl69eoSh5tIpUqVSmw4hRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghiqH0/xQRsHv3brv88svtr3/9q7300ksl/qtDZma9evWyChUq2IsvvujX5s2bZ0uXLi3xX3QSQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYTYVyQpS1x22WX24IMP2vjx461GjRr28ccfm5lZrVq1rEqVKlarVi274IIL7KqrrrI6depYzZo17YorrrC+ffvaEUccsU8a8I8IyiUWkhdk9zHpTLRRChElKJmN0pTHHHOM28OHD3cb5SLxWSbziNcLSTuWBpPyZPK8rB9YX7M6MxnIvZGwZ/ek1q+QLG1p72KS0khEwjcin8okQSPtZePH/IDJuSNM1jg7ftgvTPIZr9esWdPtJk2a5NYJZXtxDrE5inVFf2TtwXcx6Vm8zu6PjE1kHkfGjMkFo+Qvk5zGdmXHj9Wb9QuTxGaxl0lrR+ZWZN4gWE5qTGPtRRsVm1A6GEGJ6s8++8xtJmGPYJ1R8jc7R3FOICxOMtg9bG1g74rIC7NYF5EZZ3VAIus6k47H8WCS5iwOMX8qtNawNY/NoUh8j4DlYHtYfGPrcWROR9YzNmbY9tTYgLCYyXyX3ZP3cx5sXFm/sOssP2T1Y2OAsD5CP8A6Yx1YPGTlR9aOqlWrul25cmW3Ma9mMIl1jLcoyZ59Nz6fmiumrn+Rctg9kbw3EocRNh6RuYvPRvYVCJuvON61a9cu8Uzjxo3dPu2009weOHCg29dee23u+xAWS1k/Mh9HIvOYzYnI3og9i2tY1sfznkXYOLG8t3r16m6fddZZbo8YMcJtnLvZtXDr1q1uz58/3+1p06a5/fbbb7u9aNEit9lemPUj3sPmQWrsYrB1Cyl0TpH3XiQS29EPUvNkRrYtkVgXyUVZf7G1N5ITIZHrkb6IrPFsLcT9AI4NtmX79u1uszWMvQv7udA6xfanzPfZvCm05y+tHCSy/uEagDEH76lfv77bo0ePdvvUU091G88TML/4RyY7f+bMmeP2O++84/ZHH33kNqoP9+zZ0+02bdrk2nXq1HEbz18wdrO9M4JjjPXesmWL2wsWLHB7xYoVbm/atCn3OrZr5cqVbmMuF8kpsP7YRlRk3rx5c26dI77LzpvM+FqF5wX4fK1atdzGmIC+37ZtW7cvvfRSt2+//Xa3X3/99dxyUvdYDNa/eN59ww03uI0+8dJLL+WWGTnjjaypkbWf7WULtZ2tGZFzaoz7Xbp0cXvMmDFuY1xCf0cbx5K1DWF7TTZ+HTt2dHvs2LFut2zZ0u3HH3/c7VWrVrnN1nvWV+jT+B8DwzmAMQBjA5JtO8sJsQ3Y73j9k08+yX035quRfRX2ab169XLr/fTTT7v94Ycfuo3xJ3L+hHMC10tc895//323ly9f7nafPn1y78e1A30O83DM1VmcZPkz1vPQQw8t8Qyu4VgujsHChQvdbtq0qdsNGzZ0u27dum7j3MI+XbZsWW6Ze763mpUcDzzDZXkXznU2RyP7dDanW7Ro4fbQoUPdXr9+vdv4H9HDfJKVifek5sbZsWdjjt8jWK4cOYuJ5KUMLIed20bOXLDO6GdDhgxxO+vXe8B5hrEB5wS2kY1N6tl3obN7bBvm05dcconbJ5xwgtss55k8ebLbGN8wX8UYy753YPtxPmF/de3a1e0zzjjDbfz9B2wLnhnhe9FO/W4c+V0CrA/mfRhvNm7c6Db6JTvHKTT2kbMr9p2X7cHRrlGjhtuHH3642+jXs2bNcnv16tW5z3bu3Nlt3JPgHgbHDPMFdh6NcwX3Cehza9ascRvjPK6RixcvdnvdunVuR/LJyLcFs1j+zeIv+2bP6oexl+VpQgghhBBCCPF1kPTHEns+fBx99NElrt9zzz123nnnmZnZr3/9azvggAPs1FNPte3bt9uQIUPstttuK5PKCiGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBClEbSH0tE/oselStXtltvvdVuvfXWva6UEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCHE3pL0xxIiBkp04h+YZOU0mUQm+6OUiMw2k+NEGel+/fq5jTKSKLuMUtZMgpHVM1WinJUZkf+N3M8kKBlMijL7vlSYHHqkzEhfR/yGEZHZZPK5tWvXdrtmzZpuo8woSrpG5J5RnpVJ9TJpc5QgrlatWok2bNq0yW0mX43Sw8ccc4zbw4YNcxtl6B977DG3FyxY4DbzTWxbZPzYHMI4g23GMUA593bt2rmNEqgo7Y6yrygHi+PHZIrZHMX2MmlXJpmebTuLdREicr5MWps9G5GkRVhfsH5BX0S5ZPRr9AOUeEZJaJyjCMr5ogQzyhRv2LDBbZwz6AeF1jnWTjZ/U+MYexblj7GPEObL2AZWPpNwZ+VUrlzZbVx3cYzxetWqVd3+9NNP3d66dWuujWPD6sBiL7aLtSX7PBvzyLodqQd7F84DBPsXn8UxRp/DMlmMZf6Kz6JvYd8xKXUsB+9n9WF5QxR8NxtbtlZF5jirK15n/cLKRJv1L8L6kfkW1hPnXNOmTd3u2LGj27iO4j0oyb5+/Xq3N2/enHt9y5Ytbs+fP9/tZcuWlWgPPo85C7Zn+/btbrN4xdZLHAN2D4u3LIdmayQSWbNZOam5O4PtN9hagHEec6iRI0eWuK9bt25ud+nSxW0cp7Vr1+a+r5hcJhIfcH5grtikSRO3cZ3H/DayRiLYp5hXR8aPxUC2H8A18ogjjnB7j9KlWcl5zN6VrSs+06NHD7dfeOEFt//617+6jXk/5h2p+0XmvyyfTN0jI5HxYOWwfLUYPy4mnyhUFtosR2BrRmSPws47WCwt5gwhkhvjeonnPm3btnW7U6dObjdv3txtnOsffPCB23PnznUbz4ZYbo/zle2jzEr2EcbZRo0auY35Me5JMScu5gwlkvthPx566KFuY5/imo19OnjwYLdxf4b5Op6VYBzC/B7BMWZrAYvDGJ/Q/vzzz0t9F95vZvb222+7vXTpUrfRv8466yy3+/Tp4zauQ9i/mN8Xm/vuAfsC24lrNq7T6FuLFy92+7XXXnP7xRdfdBv3zlgO+j76d+/evd0eNWqU25hPPv/8825PnDjRbZx/LI8rlAdFYiveg369fPlyt1esWOE25sTYtnfffddtPGfCPmL5BYvJDIw59erVc/v88893G9d1XL8xF4+ea5QGjj3bg0XOobKwmMv2N3gPtg3n3IgRI9w++eST3X7zzTfdxrnP1rli9gA471u0aOH2pZde6vbw4cNzy8H5gf3LxgyfxfWFzUvs2zvvvNPtNWvW5JZf6AwM40D37t3dHjp0qNs4fni+jM/i2sDOJvD+nj17uo3rFu5J8PwX5z07q2Pvxf7FeMvWPIwreCZ5+umnu43n2r169XL7ySefdDtyto5jgWsb9hXu981K9h2Cz9eoUcPtgw46yG30a7RZvP3ss8/cxjGYMWOG2+PHj3d7zpw5brPzWVz/I7lSZC+BbenQoYPbBx98sNsYP1gMRB/CerK8Eccpcl5f6N9wP3DIIYe4jXu+adOmuY3zg52BsbU3ch6IoG9Fvh3iPRg/zzjjDLcbNGiQWw6eA+BYTpo0ye1InszWmsiamj2jR//q37+/25hP49kdloux8X/+53/cxn0M3hMZS4xj2NdsnmFsxzrjOorvxRjIzvMi19kajH111FFHuY15+FNPPeU2xhssH+tfKD9n60HkOxy7B+cKrtsYc8aMGeN2mzZt3MYzGpz3derUcRvzRlxv2Hc4tt9icQntyD4Mv7vOmjXL7fvvv9/tmTNn5pbD5haLGdl/Y7kTG3PmgwzcAxRzJiKEEEIIIYQQZU3pOxohhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQohvEPpjCSGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBC7FeUL/0WkQrKxDKZbLOYRDSWxWRNI7KWeD9KTeJ1lH9EyXSUzMX6MPlYlGlkcqVMchPtiOw5K4eBZTI5eiQqUxmRjI/IQrN3seusPswPWH3YdeZbKOt57rnnul2/fn2377vvPrdRWhr9AGHtZf6BY9OwYUO377jjDrezPoQS6q+++qrbKMlbrVo1t4844gi3UQIeJcRRqpjJr6I8Ks4nlHRFmFQqyigfdthhbg8cONBtlChHOfGszPEecDxef/11tx9//HG333jjDbdXrFjhNraRyeWyGMhiA4J9lX1HJD6wGIUyvGzMmKwsey+TqsfysT1YB7xetWpVt1EiGaWGUWa7UaNGufccfvjhufXE+m/atMltnA/Tp093G2V+Ucp4w4YNbhea39gXbP5iX+AYo/wxyvbifGLrIvYpi5ksbuNcQRvXTrRRLhmluJs2bep2165d3cZ5ibGrRo0abmP/bNu2ze01a9a4PW/ePLdxzBYtWpRbn0jMz8YJtq6w64Vynrx72LqIYN6B9cP+wj7F8Vi2bJnbLF6xfmH5AvpWxM+YfDqD5VCMbL/hz9hfWFesE/pIJK7ieOC7ULq8SZMmbuP8XrJkidsYQyI+weJqBPSVTp06uX3ccce5jWs8xtKyAuPt+++/7zbGWDOzGTNm5NqLFy92G8eSrXPMf5kv4xhgmcyvkcg97H52ndU5Uj7rk8g+Ae9p3ry522PHjnX7zDPPLPFM9erV3cb5dM8997i9du1at1Nl7pHI3hHnfdu2bd1Gf69du7bbU6ZMcRvXmMhcZPegzfbFOE4sb2RrDeYHxxxzjNu47mJOgPMP45BZyb7A/ArHtU6dOrn3PP/8827jfP3444/dxv11JMYyIvOGkbr/LWZdx3vYeQXCYjvbVxQCn8F8un379m5jvrBy5Uq3MadCf4nsi9HG9kRiV2Q8EJZXo7+eddZZbp966qlud+jQwW2cl5jHv/nmm24/9NBDbmOfRPKGQrkl/lvr1q3dxjMF3Gs/8cQTuXXFvQEbDxa7mN9hn+Je6oorrnC7cePGbmP8RH+aNm1aro1nDhgbtmzZkmuz/RLGJKwP5la4Z//0009z68D2CdgPuO/Klos597Bhw9weMmSI2zhmS5cudRvbz8Zs3bp1buM6yuYctgfXCTxzwXiCPoQ29hGuizgP2Nkm2jhOp512mtsjR450G+cH+tALL7xgeWBbWJwstC6wWIw5Ibb/tddec3vo0KFuo9/hHuD44493G9dIbBs7p0bYWRHWH+NY586d3T7qqKNyy/zLX/7i9vLly3PLZGs2i/8MdoYZOW/KEjk7Z2da+Cye1Z500kluYx6E/b569erc8ln8ZGs423vguoW5dTbP3gPOUVzjszFqD8xX2rVr5/bll1/uNvoN5nG/+c1vcsssNGbYZjxfxhyyWbNmbmNswXayOIngdTxbGjNmjNuYB7388stu4xkS2xcizLcw9rJn169fn/teHD+sP/ooxj08o3/xxRdz68PO8/CMAvd5OEZmZgcddJDbOJb9+vXLLTcSExgsb8Y9Db4Xz/qeeeYZt7FPMRfAdRr7OnLejT6BOSSuZ1g3zDWeeuopt7GNbL6y/SXbI+L92X0C+gvGGRz/M844w208B8Kc8/bbb3cbzxUj37Qi3wtZe1hsR5/DOX3RRRe5jWsz9jXGFcwnDznkELdxjzRnzpzctrDch333YGtnNk7g2OB3kHfffddtjNHYF+j7uH/A+BmpN7uHrVsYiwYMGGB54LkD5nUsZjJfYd8OEXwW1xdc+/FsCL8vYhtxHxLd10e+R0fyVBaX2rRp4/aoUaPcPvroo93GdR7vj/yOBrYZ9zl4HduC58toY5m4/8H34t4AvyvhuoM5SK1atSyPyPlZoXOcyHiweYCweBjJ9YUQQgghhBDi60bKEkIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE2K/QH0sIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEGK/Il9DTyTDpAkLSTMzCW58nkm3okQr2uzdKFGK0rh4HaWHUZYVJSJRghLBcrCeWIcqVark1hOlUZkMJJP6RiKSt3id9TmTDM3+zGRGmTRlRMadlcnkeSPyv6z+TI6TPYugfHj37t3dRqlolMtFKdzNmze7zcYpUh+Uvx00aJDbRx55pNvr1q0r8Uz//v3dnjlzptsoj1qzZk230R/Rf7HeXbt2dRulihEm1878ANt22GGHuY1S0Xgd/QAlYJlcK4JtQQlblCW/66673EY5bZSLZ5LsWD7C5gzzibyf866ze1jMjMSBCEw2nMlRo+Rxly5d3O7YsaPbffv2dRslntFHcey3bdvm9po1a9xGP8M4jzK/KD3eu3dvt1977TW3n3/+ebenTZvmNkoEYx2yVK1a1W2U2UaJZJSLxv7CGIJtQ1nr1atXu41zGvuIyVrj+OF6hjFt8ODBbuP4rV27Nvd+JmmOsuI4HsznUKJ748aNbmPbUb55/PjxbqP0Os5R7NtWrVq5jb5lZrZ06VK3169fn1tXNp8i/Y6w9QnrijENZdj79OnjNvomrgFYH+wLJifO6sAkrrFuTMZ8+/btuXVAIjkLi6vZ51lZqeAYo8/iOoQxpHPnzm6/8sorbj/22GNuYy6K/cJyMJYfsZwT69yjRw+3r7vuOrcPP/zw3DIxfrA5hERiCa7rGM/RNjObN2+e23/84x/dfuGFF9xetWqV25hDs3kW6SPWHjZfI+sue5btjSI+ytrCnmVzF+uG44r7n4MPPtjt4447zm0cyywYr9H30afYfoBdZ/tFBMcS19d/+Zd/cRvz40mTJrmNcZL5eKVKlXLrwHI2jBOYJ2P/LF++3G1c2wrlgXvAccUcCuNKxYoV3cY2PvDAAyXKwvE86aST3Mb9De57MM/GGPjiiy+6jevwrFmz3Mb2s7nLxp75AfNrtjYjkTkUyatZOSzGICzeROqWBWMu+gXuXXC8//znP7t90003uY1+xNqPdWJjw9ofiZlsLDFGYR9hjnrjjTe6vWHDBrdxfcG8GtdszKdwn4f7AVZnthfKnldgrom5MuZ1eF7w4IMP5r6b5bUMts/D8cC90YgRI3Lrhu/F+f3EE0+4jf2Lcx1jAMLyQ4xjjRo1cvvUU091G+PT22+/7fbLL7/sNq5BLOeKnENlf8Y9HPYXnps89NBDbuP5C+4Z2ZxA/926davb7OwAcza8h50lstiC19k5Fju3xDiEe1/cp7K+xvUbiZyRFjovjZyzoW9iPy5evNjthx9+2G30R9wX4560X79+bi9btsxtjC1I5PwF50T79u3dPv/8893GnGXGjBm5dWBn0CxHjexP2FqOsDy80JoXyeOZT2HOgrEe4wCON85Llo9gTI+MGdtTH3rooW4fe+yxpZaD8QDXcsw5sS0I+iW+q2fPnm5jW/Bcl82/QvslbGfjxo3dxnMXBH0TfbxQLM67H+cEnkthTouxqHXr1m7PnTvXbYwHkXPeyHcGNufwTAvPFfFZnNPsXIKdTbO8Cc/wsHyzknkg+hrGkwkTJriNawP2HZsreOaJPojjVL9+fbfxnAn9qW3btm5/+OGHbk+ePNlt3J/g3gvryfwa13KMH+jHmDehT+CzSGR/wvJJBs4Bs5LjjGOA48zyjg4dOrjdrl07tyNrONsDsFjB1nP2LRfX2tNPP93tY445xm3M93Ds0W8w90Y/w7bjvMT5kHqWy9qVjWfYTtyvDBw4MPd92HfTp093m+UX6CMsviHs2w2eeY4dO9ZtjKV4roHnn1OnTs19b2QeMH/CcvAe/I7frVu33Os4d9m6g/0QqXOWyJkhy3FwvuK5HJ5psXM5XM8++ugjtzGnxTmN3zpwv4HrFtuP43XMQdDP0L+z31zy3otrIc4HVh/mEwj7/QEzvq9i+U8k94387oIQQgghhBBCfN1IWUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEPsV+mMJIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEELsV5SuVy9CoKQiUkjmnUlbIkzymElZM4lTlNpk92Mbhg0b5vazzz7rNspDMxloLKdhw4Zut2nTxm3sF5SURClkBPsuKve5B2xjBGxXVmI2Ii/JJNSZ5CyTPE6VgI/IEzNS5dNRBrpq1apuo/Rs79693Z4/f36ujRKlEWliBPsWfXrhwoVuo9SwGZdgZmODsrQoZ4zzCSV5UWo6ImGPoPzxaaedlms3atTIbZSGx3mJ49GkSRO3UaIb24V1YxLuhx9+uNsoPb5lyxa32Tgxee+IbHt2rrNn2BxncwjrhDAfjNQVfZDJaaOvnHrqqW7jGGOcxPJRThrHG+WxZ8+e7fa6dety39ulSxe30Z/Q/+rWrev2ySef7HaNGjXcRvnfN9980+2sH2C5/fr1c/v44493G+XmcW5t377dbZS2X7p0qduvvPKK2xMnTnR70aJFbrN1FG1ct1BSuWfPnm6fffbZufdgOc2aNXMb49uqVavcnjlzptsoac7WYxw/9I/DDjsstw4ffvih2ygBjjEJY+Po0aPdzq7By5cvtzzYfGfzg62dkdiIZWKMRfl4zFkWLFjgNs5LlmexNZjZOPY43scee6zbuF688MILbq9Zs8ZtlsswSetIfpB9nuUgTGYd5xyT9UYZ91/+8pduo2/is7gO4dxl+R6CazaTBi/UF3to1aqV2zinsZ4YV2+77Ta3MafA8UD5dJR/79Chg9udOnXKtbH/Ma5mn8eYg+vWU0895TbGGdYvLMcrtEcpjUj+ye5hY8bqj+MUmR9IZH+Gz2IOhWOGPlSoLBwPXLfwemRfgvdEcpZq1aq5PXDgQLfPPPNMt3G9wfxt5cqVbuOcw75Dn8W24DhhXn3ooYe6ffXVV7u9evVqt//0pz+5PX36dLdxLWDjje/CNQ/7DXPXTz75xO2tW7caMm3aNLdxzcOcZdSoUW5jjoT7oVNOOcXtrl27un333Xe7/fLLL7uN7WTzONXf2Zxj+1SErdMsh0LwHpYDR+q5NzEJ69qyZUu3L7jgArezcXYPRx99tNsY6zHGLl682G3m+xFYOyN5B9tLnHjiiW7jevH++++7fd9997n9+uuvu42+O3LkSLfPPfdctzEG4r5+0qRJbmPewPK4bF/heOD6iXkq5q8sZ8F+wT5lvsz6F8s/5phj3Eb/wBwE90BYDtZ/w4YNbmNcxf7CemLf4btq167tNuaZGNs//vjj3PKxnpiXsvmKFNpnN2/e3O0zzjjDbfSRyZMnuz1hwgS3cd+K84nVI1JXdk8kh2Y268dIOQiuN7gHwBwYz2hw/872hexcolBehj7O+gjLxbHB9fPtt992+6233nL7hBNOcBtj1ODBg93GvfnUqVPdxr5mfYrtwbOFMWPGuD1o0CC3sX8xBmKcZ7kVwuI2m7up55mR8gu9j62T7Lwfz2pxT417W8ypImdgkbWQ7UExluBawEBfwfnEcg2cN5jfY47G9gl4roYxgI1lth+wXGxbu3bt3Mb+xftZrsHyQxxvXIdwncfxxvMLzGmxDuwMl8WM1NyS3Y/7BwTvx7M0jLGsf3D88EwO9xJ4Pp59HvnLX/7iNuZU2O+45rMxxjwI9wa45uO8xPwWYyD6Pp4XY+6K+1E2p1l72dkHniNjHXBeMh/CfsB4hvezMyC2ruP92fYwv8bvHTge/fv3d/sPf/hDbjk4R/E6O0tjsDwWwZh55JFHuo35Oo7N448/7vb999/v9qWXXuo29g/m+vj9Ft/L4iT2O7Yl8n0mO2aY9+M49erVK7ceOK/feOMNt/GMI/Jtlp0X16tXz+3TTz/d7YsvvthtPH/BvP/BBx90+6GHHnIb86lIvsrAtuAcwv7B2H7wwQfnPotjgHECYWdShfw7svdCIvs2BHMHbM/cuXPd/tWvfuU27pMwTqLPsXW30PfJvOtsXNG3IucpWB/cw7HfI8H72Z4yOmaRcwoEy438bosQQgghhBBC/CMhZQkhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQuxX6I8lhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgixX5GvjyeSQYlSBOULs5KHEWlHJnMckfhmMqOtWrXKrStK+3br1s3t8ePH57YBJT7xvSj3eeKJJ7o9bNgwt+fMmeM2ys2jLCnC2s5gMr8ok4pSliiXW0gCNSJHyWRNWb3xOutTLCci/c18KFIHVibWDeWuO3bs6DbK9g4YMMDtKVOmuL1kyRK3Wb+jn2Hd8DrKjC5fvtxtlCBGuXEzs5UrV7r96aef5r4D68SkQlFKHeV2sU5MohXbgHLfP/zhD90ePny42ygTO2nSJLefffZZt1evXu02yuei3DzKraOkN8qPX3HFFW43adLEbZzTKGvM/J75KCMix5v9GeuNoDQwGz92nUl5Y9uYdC2uAfgsyjefeeaZbv/oRz9yG+cZSgF/9NFHbqOUM/rxsmXLcp/FOqMfoMQ4yjEPHTrU7a5du7qNfnPMMce4jTFgxYoVbjdo0MCQ888/P/d5vA+f//DDD93GmNO0aVO3O3To4HaLFi3cRt/EdQX9ho09+hPGsUGDBrmN/YXl4Bg89dRTbi9evNhtbNeqVavc3rZtm9vY3lq1armNEvEovT548GC3ccyOP/54t99++223URK5b9++buPYv/DCC4Zg/SJy0SyviUhrR9YnHCf0ZYzJuCZh3di7cE7j/Szfwdh40UUXud2zZ0+3X3zxxdx3sXWBEemfLNi/CMaoiMw2yxtPOeUUt3EuslwUn73mmmvcxvXvr3/9q9tMnh7jKvMhbCPKs+McwrHEmDlx4kS3J0yY4DauqTh+OJ/Qfumll9zGHKR+/fpuH3LIIW7j/DMzO/TQQ93u3Lmz26NGjXIbY8uMGTPcxriM/YWw/IqNXzFE8mR2P1trI3l4JKdg+wT0lT59+uSWkwXfh7nlYYcd5vbChQvdxrzx888/zy2H7R/Q99HvcK1m9ca64XqJsBjO8lusA8bkHj16uN26dWu3Gzdu7PbMmTPdXrRokdssr0YwV587d67bGIcRjA1Z/1i7dq3bGBMwN5k3b57bRx11lNv9+vVzG/ManPuY+2Gfvvzyy26vX7/ebZanIGwORfZ/kfiP4LrL1kv0V7yH7U0RdnYRqb+ZWe3atd2+7LLL3D799NNLfTfmlhdeeGHuux977DG3cb+Fvol9weIM1hv7iJ1x4P24flx88cVujxkzJvfZm2++2e0nnnjCbYw3jRo1yn0W40SbNm3cxjk9e/Zst3GeICyWmJXM2Xr16uU2rnl3332329hfEf9iOQLzfdwXDxw40G3c/yJ4/5o1a9xm6y76B9aTjT2uSRhX8CwN9ypvvPGG23gmgnGSrSmRGJBdj3E/hPsk7Jfnn3/ebfQRrBPOITaWbG6xOIl9FykT24xnCNhfuM6xOc1yb9xH4T24XmL/zpo1y212VsXeVei8gsUltodjsR73vHi+17t3b7fRZzEfwTUfz4Ixd0WfwLHEmIH7XIzzuK8YN26c27i3ZX2ENjsDYuex7LyU5b2RvWB2Lkb2gCwPxjp16tTJbVxXEBwnzIlYe7D9bB/N9nPoTxjTWFzCMvGsB/dqCIsBbdu2dZudKeK3AjyPZWTHFduAfo3zA9uG+QjmpVgPFgfw3biPxjHG+uBeh51hIuhDGMMjZzfMF/Gs6+ijj3YbcwJs17Rp09zG9QXHHvuZfTfAfsNvQxg/zEp+U8B3vPnmm26z3B37Ea+jr+E+DM8Gsb9w7XnnnXesNNg8i5wB4dgguK6zcw02BphzYh0i5wwsTrJ8Klt//Bl9AeuB/Yv341k7vgNzBLwf2xz5NsvmB9YH+xrX0fPOO89tzCPwu8GTTz7pNq6vH3/8sdvYD5hrYGxkfoM2G1d2poFkv6FjPfA8F9uAcePdd991G9eDyN4A/bpOnTpuY36L37Ix18Wxx1wG94s4BriOsvOUSC7O8mG8H+MW7qnwHvwugTGM9RWbZ9lclM1r1h6WF2E5+B0LcwRch9A/Xn31Vbfff/99t1mMwjnN8mSEnU/i2LDzARaTInsJtk6zvRArp9DvN7B9ItY7EscQXAOEEEIIIYQQ4h8VKUsIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEGK/Qn8sIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKI/Yrypd8iIqAsIpMgzEohMmnSiLQjSrQyqVd8H8pUtm7dOrd89uySJUtKfRder1evntsjRoxwu2fPnm6jZOwf//hHt5mMJEo/RiTQsX/69+/vdvPmzd2ePHmy20uXLs2tQ3bMmDwok2tnRCROI5KaTIqVyYYyiU8m08nAeqJ0K/pW7dq13cb+QV8s1Nd59yDVq1d3m0neZyXZUcaVSYiiPDZKoOOzKMWOcrDYBpzHaLds2dLt888/3+1Ro0bl1m3RokVuv/TSS26/9tprbqNkMYLzYPHixW5je1FC+7nnnnP7tNNOcxslm1EKnslgs3FlY8nGIhsLWWxk8w/vj8jEs3cxyXu8jhK+jRs3dvvss892+1//9V9zy8H4c/fdd7s9YcIEt1evXp37rki7UOYdJarRv9E/hg8f7vawYcPcbtKkiduHHHKI22eddZbbrVq1KlGPI444wu3ly5e7/eijj7r9yiuvuI2+1qhRI7cHDBiQazdr1szt448/3m1ct9577z232VzBePKtb33L7WOOOcZtlFRG2e/777/fbZR+xnehBDGOH/NXrA/6B84/7J9u3bq5jesrrscoyz1kyBC30V+zsFyD2ZF1CK+zWIF9gXXAeNWgQQO3UUod4wHGcxw/rAOLP1gfXGN69+7tNvoi1nPbtm25ZWI5COu31P7M1jsrb78HFjOxDQcddJDbRx11lNsoQ49tQ3/HOuDa2bRpU7fHjBnjNsqno2z9hg0bct/F1gnmNzhXcC5iG1mOjX6DfYXXEWw75gqrVq1ye8GCBW5v3LixxPM49w8++GC3se86dOjgNkrMY9tYbEGb5atsXYn4IPYdvovlC/gufBZh9WR5Y+Q62hgzTz75ZLdx34JtxLXTrKSP45rUuXNnt9u2bes2rklszCK5DNpYB3wvgv2Lay1eRxvXKpa/MZ/AXB/riX6Me4Y6deq4jbl7JO9r0aKF29j/GP9wLcB9SxaMRQsXLnQbc6cPP/zQ7dmzZ7t93nnnuY0xB9cMtkd566233Mb1A/0DwX5hY4Cw9ZXta9m6jj7B9t1sb8pg8QDHj8UYM7P27du7jTkr3of7G5zXmCOhb55yyiluYw72+uuvu415Oes71hcsxmKbMa857rjj3B47dqzbVapUcfvmm292+6mnnnIb1xi2ts2cOdPtkSNHul2tWjW3Mb9nuSH6B7YlO48x78S+xvUP97+YC2CfspyN5QLszAXBdRv7F8EyMRZhjo4xkOX9bE+JYGzs1atX7j0rVqxwG/c/LG4jEb/Mjh/Gt3bt2rmNPjV9+nS32TrHxhL7FO3I2RU7d2DlsDmK+Trew3IZ5k/s7AnnAK4FuD6xfQvC9jOFziNZfGdnrNhmjCcYD/HM4txzz3Ub5wrGFvQPjKXYZly3Dz30ULcxBuL8wFj9zDPP5NYZwT5i+6LIfpH5dGR/wuqTHe9IPXDNwL7DHAnPcvCe+fPnu437ldTzaHadrW0Y8zF+4pkFthfnCjtbYXEM83CM7VhnLB9zAqw/i+fZMcNxRj/F/LtNmzZu41kc9hG+m8UrbAPGlo8++sht/A6C+xisWyQ/ZLEocmaE7zrppJPcvvjii3PbgrnJrbfe6nYkJ4icMWFeg3vBLBjrIn3B9raR+cRs3BtgvMLy8WwMz6jQ3x9//HG3MXdgdca5iLEE24J5E84P9g0IryNszxfJobJg/XA9x7yfneXgng/nH9Y78h0k8o0XfQjnPZ61X3jhhW7jnvKTTz5x++mnn3Yb96+Yg2A/4HhgHEYbv+fhOT72O5sDbJ1Css/ifRgbWW4za9as3DphXspiGuaxffr0cRv3WxhL16xZ4/aMGTPcxv0W7uXxXBT9jOVZLC+L7HkQHD/0IQTHEtcjVh92Jp7NMyN7fpbLsBwJz2px/473YI73wQcfuI05AhsDlitjfTAGsLwR+wjjbWSNwHURY/iRRx7pNn7PmzJlits4ljinmQ9FflchW7/Ub6r4DqyTEEIIIYQQQvyjImUJIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEELsV+iPJYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIsV+RrwEtQqAEJZMdLCQTy6Qzmfwlvo9JnzLJ47p167qNMtuHH3642yjPiBLUKL2L8qNMMhYlrlEGFOuMcowogYry6Uz6mUkTozzmwQcf7DZKwVerVs1tlBhn8u9ZmcmIhGxkPFg5TK6W+QqTa8X7I5LYTB6UtQVlqrHv8B6U/WaypwirD6sztqtZs2Zuo4Q7ysublZQ1RUlXVif0a5TSZdLoWCe0u3bt6jbKjA8ZMsRtlF5/+OGH3UaZVexrnKM4n1gfYb+gf6D8eOvWrd1GqW+MGVu3bnUb+w3fi/3D4iGLjYXktBH0ESZrzeIDXmdStCj3zSTvEWwzSjnjGLO2vfLKK26/+OKLbq9cudJtJvvNYgmDtX3evHluY3926NDBbZw/LVu2dBtjbFZq94033nD7z3/+c+51nFtYp/fff99tlFfu2LGj202bNnW7U6dObh922GFuY6xHOWYcS/T9k08+2W1cn3DOvfTSS26//PLLbqNsO8Y95mcs7uH8Q4l1rD+uZzhmKL2O11GKG22M5xiHzPjcjMxTti4iWD8my41zF6XkUWId5x/OG8ybEOx3nE/YLrwH69CrVy+3mzRp4jbG2GXLlrmNY8bKZ30VyfUKjUVkvcV1AvsL5/uoUaPcxjUD+eMf/+g2zoMrr7wyt0xcF4899li3Udoe4wmLE6yPcA7hGOB4IyhDj+9iMRbnN8u5EFw7sf5vv/12ifuGDRvmdpcuXdzGGIX+yNYDFnPYus38iK1/zJfZu1h9mEw8EpGMZ/VhvoKxp3Pnzm6PHTvW7SpVqri9YsUKt5966qkS78a8DsE91ptvvuk2y6kQFpfYOOFcwdiI/YvxE+9na1Uk5uB1HG+cT3gd160jjzzS7f/5n/9xG9uO48Ricq1atdyuV69eblvwvevXrzcEYzfWFfsF7U2bNrm9YcOG3HdfeOGFbuM+umfPnm4fd9xxbmMOxmIFEpmLbPzYeszGmK0jLNZh/hzZN7NxZes37vnMzC699FK3cQxee+01t2+99Va3e/fu7fb3v/99t3F+4PqEaxj6Ju7PcL2JnF9E2o++csEFF7iN/fLss8+6jXvHrI/n1R99F+Mb5py4j8Y5hGsqjjeLsThHzUrm63hWtGjRIrdxHWZnM9hfCMup0JfRf3GOIszHse8wh8Z3YZ3Z2sZiHfYXnmlhX+M44XhjmexcCW22h8Z78MzErOS5IpLNZ/LqhGOA/sLWPFyHWTlYV+yjyHrG+oL5DYufCNYf4wruWbEtuG9j+1SExfNCuRJbSxnYZnwW67127Vq3586d6/aSJUvcxvMCjM+nnXaa23i+hXt/3IOPHj3a7e7du7uNseu+++5zG+cE+kTqmWckv2d5OD7L1jMWGwrBfJaNP+aEbO7i3gtzkMi+gu2pI+fOtWvXdhtzq4YNG7qN/Yi+wvZqWE88H8D9O74XwbUA50D9+vXdxvwZ78mOMTuHZDEX8wh21hzJ19l72bswB2bjVMy6gmclY8aMcfv00093G2Mj7pd+97vf5V7HOrM5xPZOOI8xxqCdBXMTbA+u/+gLGMfZOQuODZaDNr4Lc1/0R4yreA/O9V//+te5dUPYWGJ92rdv7zY712ff81j8jPgcgn2IfpbdH2PugO/G+Yt9hO/GdrKYxnIZ5mt4HXNrzBHatGnjNu49cL+M4DeEqVOn5t6DY4Axln0zwzNi7J86deq4jbGX7Zux7bgGI9mYieOJuQO+G8cJ13/cU+P5C/uujWPcuHHj3HrPmjXL7YkTJ7qNfc32LSw3i3zXjcwbtk/HtQP3kWx/gt/3I/tUdiZgxte2SP7N1i2Mb/3793cb+wXzPcwh2fkT2z9g/VNjO/Y7PotzC9c5XG/wXALPe/HcHH3x+eefdzuyHrP9lRnf9yAs70g9GxRCCCGEEEKIf1SSlCVuv/126969u9WsWdNq1qxpffv2LfGR9vPPP7fLLrvM6tata9WrV7dTTz21xIG2EEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCHEvibpjyWaNWtmv/jFL2z69On29ttv26BBg+zkk0+2OXPmmNn//df5nnrqKXvkkUdsypQptnLlShs5cuQ+qbgQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIUQe+ZqOhBNPPLHEz//5n/9pt99+u73++uvWrFkzu+uuu+zBBx+0QYMGmZnZPffcY507d7bXX3/djjjiiLKr9T8ITJKcyU9miUhbMmlDlD9k72by8UwKEWUkUdKUSW4zSWGUSY3IhqL0LMpUojw06xMm21u9enW3UeISpVdbtGjhNkrMrlu3zu2s/G+q7HlE8j4ilxmRaGflMB9CmIw3kzbGcUKJXAT7cePGjbllMv9AWB+ijVLt6E/oB2YlZeXZPEWZUZRrxTHAcletWpVb5kEHHeQ2yozviY9mJfvxzjvvdBulVVEimcFiCZNJxX5HmdgOHTq4PXv2bLcnTZrkNvYPvpfFGybJGpHjZXOm0LsRbCebW1hXJieO48rmRK1atdzu0aOH2yifyySYsT4o38zmLpO4ZhK7bE5jfVAeG30O5YJZ/EDmzZtX4meUfV+wYIHbKAPO4ideX7Jkidsoc4zj16pVK7cHDhzo9rvvvuv2xx9/7Da2B9eDdu3auY19h+sHxjccMxarU+M/xoauXbu6/e1vf9vttm3buo39OXnyZLdRlhplnZs3b55b54ULF5aoH0rVs/wCfYfNaxYH0H9R1hrbj/eg3alTp9x64rPoy5H6sPldu3Zttw899FC30SewH957773cOuA9EUn2yPXsPSymYd/hOGH+hu3p27ev2/369ct9H6rHvfDCC25j/obz9dprr81tD5aPkvHLli3LrSeLz2wtwJwW1+8NGza4jX6AcxrfxdY27Fu8H8ee5VmF6oq+jLEL+xfnDRvXSIxFMCZE/JSVE1nPsc6RekbKYTb6CsbDs88+223MIZcvX+72Aw884DbGf7OS616XLl3cxjwQ59OsWbPcxrw0ku/huGJdO3fu7PaWLVvcxtzkk08+cbtZs2Zu4xxlvs+I7E1XrlzpNq5bWB/0dWwj2/9h2zH+M3BeVaxYscS/ReIytgfHCefl1KlT3cbc6YQTTnAb4w+OGa7zGJcie0EWo1hOiPGKrSWRuY7vKhTT9hCJB1hnvAf36WPHji3xzIgRI9zGcca91KJFi9xGH8c1b9SoUW7j+HXs2DH3XWvWrHF77ty5bmNMZvse7DscD4xL5513ntu4r8A92R//+Ee3165dm1s+wvx48+bNbs+fP99t3CNiLo3ls309m69mJdd5BPfUOE6sXIStJcxPsS8wVuN4MzBGYb9jLMLyI+sc9iPG5DZt2riNbcExW7p0qdtsnx7JgVm8rVKlSom6duvWLbcNeN6DOTqOP+YvbD+OMRnbw2x2VoTX2Vklnn1gf73xxhtuYy6AsLjH+q579+65z+IeF+MKjhO2hfkZizdmsXiNfYTrJL4DxwZ98M0333R7+PDhbjdp0iS3/MGDB7uN8RnfO3ToULePP/54t7Gdjz32mNtPPvmk25gHsT5KzWnZfiPiB8zXo+cG+DP2Iz6PcwJjGuYajRs3zn3fO++84zbmuJF2Yh0wdrFzNea/WGcGjivbw+F6gft3/B6FuTED81WMZxjn2JpiVtK/cK7Ur1/fbewXPMfC+/EdkbM4zEFw/cBysA6Yi2MbIuf02O94bt6+fXu3cY+F/yE1vB/ztVtuucXtPf9RNjN+nsLiP84TBNvep08ft3GMsxxzzDFu436OwfaezMa6oo3zKXI2hvYvf/lLtx9++GG38WwQ64nPsm8auIbhPbgXwm8I7DslO2dgZ1hsf1LofADLwtiI7Y98h8P3sfjG/BFt3P9hbEEb17ljjz3W8sD4iXXDvAznPcvRWbzFvL9379655WB8wlwd64a5HsYY7KtsPMN4jfsztDH+4pk97rVxz8jWHgT7BeMMrjf4TQffi36G56K4PuGcZt9omM3uR39Fv8Q1HtvO9qaR79ssT4msR9l6R2xcGw455BC3mR98+OGHbmN+j7kPjh9bt9D/cL6iH2C/YB6BdcM64P6H2fgu7Ac8L3zwwQdz68PyycieL0vkexUbc7ZPEEIIIYQQQohvAknKEsiXX35pDz30kG3dutX69u1r06dPt507d5b48NGpUydr0aKFTZs2jZazfft227x5c4n/CSGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBC7C3Jfywxa9Ysq169ulWqVMm+853v2F//+lfr0qWLffzxx1axYsWv/BcqGjZsWOK/NJJl3LhxVqtWLf8f/teOhRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghUildWzdDx44dbebMmbZp0yZ79NFHbezYsTZlypS9rsA111xjV111lf+8efPmb8wfTKDcJUqGR6VhC8k25z0TkT9kz6KcNvYvk/J8++233cY/dikk27gHlDdF6XUE5WZRbh7rw6R3WZ/gs0uXLs2tf69evdxGOeVNmza5/cILL7iNsrJZ2LvZdfZsZIyZDCq7n9UHwftTJTux/IMPPji3HCZJy9rL6oayuHg/SlGj7ClKa6PcrFnJcUZpXOxfbBvKNKPMKpZbr1693Po1bNjQ7UMPPdRtlDZGJZ1Vq1a5jf3IZKrZOGF/MSl1fBbnx+9+9zu333rrLbdR2pbJUmOfMDl0rD/GT7wfZbKz84fFB5Q2ZpLmKAeLNraHSaZjfGfS2ugHKAs8efJkt0ePHu02jj3GzKzP5tWTjTfCfBqvo/wvxuQzzzzTbZSZZqAPPfbYYyX+7f3333cb5bhxnBk4ftjOl156KbfMVq1aud2pUye3MdavWLHCbex3/ENPjBN4fdGiRbn1Z33NYjL6DV5HyfBBgwa5fcEFF7jdvXt3t5cvX+72Pffck1tPlJxGaWnkzTffdBvjohmXmGdtZmsPi/VYTmSedenSJfdZlHdn5SO4PqFv4ZhVqVLF7SOPPNJtzGuwvTjXsR9ZvCmUH+aVj3UrJKcduY9Jt+N6PmzYsNxy5s6d6/btt9/uNq4T2Kdz5sxx+8UXX3T72GOPdRtjEa6Xr7zyitvYjyymMRvnAbsH/Qzzi61bt7rNciVWJsYwFgOaNWtmSIcOHXLLmjlzptvYp2wuIqy/ipFbj8Q9JHWfE8mfI7ku+mKjRo3cxnUOVRFxbX7yySfdfv75593GPM6sZL6EOSjanTt3drt3795uY+zCmB6Jpdg2XKvRvxDMlSN7WIyTrD5sjcB7cH5jOdh2rAOWg3XA+YRg/oJgWxYvXuz2Z599VuI+7K/IOofgPnHWrFlu4zrRsWNHt9u0aeM2xlvcM2BfYF1ZPMc+wuvYLrYusHFl9zCfiKw1zG8icxfn6IknnljiPnz+iSeecHvixIluY26N+y2c4/369XMb1wzMBTA3e+edd9zG3BLfxdYG7Ltq1aq5jfkq5h24Dj3++ONu43qMY8PiLRvvLVu2uN20adPctuC7cJ4wWH5nZtanT59Sn8E+xbax8yHmpyzvwjpVr17dbcxBGHj/7Nmz3cZ+RCJxlflHixYt3MbcBPcwH3zwgdssV8L3sjUC72FrhJnZ4YcfnvsOzNFx/cM4xnwT91UYV/GccO3atW6j/+IeHNdnXPPq1KnjNs45vI7xYMKECW6zPQPzRew73Nthv+EY4LkB5tIslrB5jGWyfs4+j+sqjjP6F5aLbcM64d4Tz5PwnoEDB7qN/fjtb3/b7a5du7o9YMCA3DpjbP/Tn/7k9sqVK91meQQbMwT7lJ1tsr0vy1PYvESiezuErfMYozAfwXMNzMGWLFniNs4/Vid2LsVyVNZHeD+uuwjWB8+cMDYgGCcxfrZu3drtbEzLo2fPnm5j3oBnT++9957beH5kxucmrufYdzjnMHaxfAlt7FMce6wT5pkYW7C/mD+xPTLGeZyvw4cPdxvjHvrcQw895PaDDz7oNuYaLG+MnonsAfukffv2uTY7UzUruTf/RwD3qq+++qrbf/vb39zGMxf02Ujcw3URxw/zYcx38LwX13L2TSPyHYrFCRZjCo0fmx8fffSR23h2jDEHr+N3b/YNAa/jnMN9zJgxY9zGvSDulxk4/3CeDR061G1cq3A8WO6HYP+cffbZbuP+BP0JYyPO3enTp7uN/YlxLntOi2dijRs3zq0fnpVgO/H7NeaEGAOx3nhPy5Yt3cbzctwX4jkOxg08X8Bv0PPnz3cb8yP8Ls9y48jegH0XxbMubDu2C8+p8Vn2zTnyXSkLO6+LnO9hHo97MlY/XM/xext+N2HrHD6L9yDoZ+w7HPtuxdYkHIPXX3/dbfye8Nprr7mNORqu38X8PkAWNjYIG1fsU/Y9UwghhBBCCCH+UUn+Y4mKFSv6L2T06tXL3nrrLfvNb35jp59+uu3YscM2btxY4hB+9erVJTbsWSpVqkQ3pUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEKmULk9QCrt27bLt27dbr169rEKFCiX+Cybz5s2zpUuXWt++fYt9jRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghRIgkZYlrrrnGTjjhBGvRooVt2bLFHnzwQZs8ebI999xzVqtWLbvgggvsqquusjp16ljNmjXtiiuusL59+9oRRxyxr+r/dwflBZnUK5O5z8pyM2lLJiXMrjOJZ7RRAh5le1HqFKXLsa5MjhHLR8lYtFkfoYQ2ykyz8pmMJJO4RKnXl19+2e0ePXq4jbKq2Cfz5s1zGyWFzbjUKOsjvM7kohE2lqz97P5U2VMms439i+ParVs3t7Gv0fdRWhTLxz7E8pl/oy9WrlzZbZTDRol1BKVwzUpKf+P8Q9gcQrB+qJyDvtymTRu3I2277LLL3EYJ7Tlz5riNcxT7HWFSyzj2eA/2Ecq7okwxk9tFm8UMNl+ZtDbek/XXSJxEG/0R7Ug5bD6x9m/cuNHtt956y+2mTZu6jf2O96MEOIsN+C6sD5aJsD6tX7++23369HH7jDPOcBtjIwNj5rPPPus2xluzkjK8aLNYivVGmW6cuzg/VqxY4fapp57qNsb6PWpYZiVjBfo7SjDv3Lkzt26rV692e/369W4zf2Kgb9WqVcvtIUOGuH3hhRe6jfLva9ascfuBBx5w+8knn3R769atbqP8O4uTKP2cjSuRuc/WNvYsm1vsOvpvly5d3Ebfx3iybNmy3Dqw2MjWP1xvcM2rUqWK29jXEydOdBt9l+UBLAdk8SySB2Rhaz72Ka5bQ4cOdfuwww7LfRbnH8Y6lJLHeIt5FK5nKI1er1693PfieGNfY/xhbcTxRsU7XNswN16wYIHbGAOwLThmzL/Z2GCft23b1u1/+Zd/KVFv/ANzXPMfffRRtzFPxfqlytyjv0fWc4TtddBm/cV8lq21rE8jeQCO8ejRo90+55xz3MY4jGvY22+/nfsunN9mJf36yCOPdLtOnTpud+zY0W2M9biuoI9jjoD9iL6J7WzcuLHbtWvXtjxwrqON6192r7oH5mcsfuL8a926dW6ZhxxyiNuYHyCRvROOMVubcN+J88qMz1MsC8cA78HrmKe8+eabbmN+hX2HfofloM3mRGQ/x+YHloP+hOPH4h7rXxZ7IvMey8G9Zvv27d3+4Q9/6DaeXZiVjOmPP/642ziHcM5ie9auXev2Lbfc4va///u/u41zF+cNxpA33njDbcwP8V3YTlRVbdKkiduDBg1yG+fxSy+95PZzzz3nNq6FDDYGWB/0RZyLM2fOdBvjHFvv0YcwrmAbzcxatmzpNsYK7C+cp/gOhM1Rdg+LVxg/Cyni7gH3D1jP7NqQVwe2BmNuiT6O6wiOJfr3li1bct/F5iLrKwR9FPchZiXnAbanVatWuTYD64RjjP2I8xuvYxzGvsPr2AZc29DHX3vtNbfHjx+few/Lcdg5Jzszw/sxTrB5zObr3uRZbN1G2DqPPsXmO17HWHH33XfnvmvgwIFu4zgNGDAgt54Yi7BMnAesjdjvLJaw9ZLNITankdQ8nNUhWxbzBfRxXLfwLACZO3eu2zjPsL8wPmMdmO+z/T7WuUaNGrn1ZOBZD9aZnSlXr17d7cMPPzz3vQgbJ7wf/ZWtKeijZiX7DmMmO8PF+NagQQO3sR8xZ8N64z2YO+C4Ihh/0G9YfosxDc/gTznlFLd79+7tNuYIeG6A8RbPEDBHZ+sCy40RlgOjjeNS6NwO+w7XWBZncWzYGovtQT/A8jGm4ZkW5h1oL1682O1169a5HcnTWHyrVq2a2wcffLDb2F6s87vvvus2+nFkj8jyuMjen82N7L+x82Wcl9h+jCG4T2flo43P4vrPzqlx/WPg+LFzAObvOJZsbUPwHowlaLMzCjw3wf0V5lN4f7btmO/iPgHBb1fPP/+829gveJ6Cfop9gXlt165d3cbvBs2bN8+18RsK2jj/5s+f7zZ+61m0aJHbePaI1/E7KvYdy9FwzHDvhWsYxnnMOVlOxNZv7Ofs9xxWJ7yO9WDvYHtkrCu2DWMpfntjuRaeGxXyxz1gO9Gf8LsM+jv2EcYPjNsLFy50G8eefe+NnPtEfichC/smh7D1jP0uBvuWJoQQQgghhBD/qCT9scSaNWvs3HPPtVWrVlmtWrWse/fu9txzz9lxxx1nZma//vWv7YADDrBTTz3Vtm/fbkOGDLHbbrttn1RcCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBAij6Q/lrjrrrsK/nvlypXt1ltvtVtvvbWoSgkhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQuwtSX8sIUpKMzIJWyYNm4XJQjL5SiY3zCQu8TpKOaPsLYJyidjOypUru80kGBF8F0p81qtXL7ecRo0auc3kchHWpyghidKrKH2JUpkopdqmTRu327dv7zZKH5uZbdq0KffdWNdUKUsm/8wkidl7EZRfxfHDMlHSlUmjoo3y2yiLi+WgtC2OPdYBJVOx/kw+/aCDDnIbZaBHjBjhds+ePS0PlLw1Kylxin2K/YLzA+uKcsNYJ5S+xjJRZvXNN990u2HDhm7Xr1/fbZRjRllgrM8nn3zi9qxZs9x+9tln3X7//ffdZtKtKD+NcrYRaV82ZkySHsvEtmD56K8sFmbLRdicw+tYFpOMxXtwLNFmbca+xjjRuXNnt5n88apVq9xGqWH0OZRjRll4BPsRYzjG2DPOOMPtM88802306Qjoc/fff7/b2ZjJ1hsW35iEOPYFjhPGn29961u5ZXbo0MFtbCfKHON1XMMQrAPOb1Z/9GUcj7Zt27rdr18/t08++WS3MZZOnTrV7SlTprj95JNPuo3+gT6NsQT7AXnvvffc/uyzz0r8G/Y12jh+bE6w+cfWy8j6j/Ls+N6aNWu6jes8xh98V6o0OEp647twHmOcR7D8SIxlMJntqLQ29heuybiujh07Nvf+1157ze3x48e7jbELwfagXPljjz3m9h5VOrOS+SH67JAhQ9zGtQ3nHFvPMGfBfsD8AuM25guYD2O/R9YOvAfrgPPv/PPPd3vgwIGGYFz6z//8T7eff/55t3GesjmEMP9i8xXXEiTisyxOsPWb+S/LO9g8wHvQn0488US3v/Od77hdq1Ytt7E/sQ+HDh3qNq41aJuZ1a1b123MG9l44Jw74YQT3F6+fLnbs2fPdpuNMeaQGJdwfiM4V7p16+Y2+iZbaxHW72yuYF6AMRzncYsWLdzGfsA5je3CfQiOH9YBy1m3bp3b2fHDejD/ZfkhthPfjXMf1yTsL6wf+iOWz84K2L4Q74nsl/EerH/kvayvEHY+gmAf4t78kksuyb2ezYFZLoTjzGI3xvq1a9e6/eqrr7rdunVrtzE2Yts6duzo9ty5cy0PbD+Wg/s/fBf67FtvveU25tUshjMfQrAOuE7feeedbuMaj2sTO0Ng68hhhx1W4t2sDbi3jfgUuwf7GvM6Vr+uXbu6jfGkSpUquXWeNGmS2+g3LDdje2esG+b9GJ8xZ8F2ffjhh26z3JLNV4TlLxhvs+OH5eIcwjqh/2J8q127ttu498K+xr7A9jNwzNavX+82jg368syZM91+7rnn3GZ5JvY7WxfwHtzz4fzGWIr557x587JNMrOS44H9jETifPZntteO7MnY/MP5gfEE5/Rf/vIXt3Hsu3fvnvsujDkPPPCA2++8847buB5gHSJn1kjkfpaXsn0tiwEsTrD8Nvszi3s4hzCnatasWe79eIaJayeLFegTGHMYLL9AG2ML668FCxa4jXOU1QHzr169ermN/YPg/MN4g2e2eD43aNAgt9laZmY2f/58t3H+snMmfB/mjQj2ETszxXayd+H8w/mKfYf5CO5Vsf24f5gwYYLbuGfF83fMezGPYLEEifgTi3NYJu5zMHfLguvEo48+6jaOJZuXaLOzcDxDwm9XuJ7hdbYPZe9lawa7jv2F6z/mR2wNe/vtt3OvY9vZXgLzoMg5A9uDZddC5i94To/+ju/GOIDrOeYmODasDTi3cE7j/Qz87oNnApjj4JkD2jh+mH+x70F4T+PGjXPrg7719NNPu/3MM8+4jWfKuDazc7XseRP2NX6fRT/C+YFrA/Y13sN8asWKFW7jHgtjZu/evd0+/PDD3Wb9i+fFeMZ/xBFHuI15zQcffJBrYz9ivoPrNJvH2F78BoTjgf2AflzoTDmP7BzFnzHWsbMJljfjvMR2or/gPFi4cKHb+N0E5yuWj3OFfRNGsA7oZxjDMSbj3ML70cbxyH5/2QP7hsC+b0TWo9QxzsJyWbYPFUIIIYQQQohvAvlfrYUQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIb6h6I8lhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgixX1G+9FsEgrKRTIKXyaFnQTlEJv2N0pRIRKIWQYnaiPQzynEiTD4XZTbRZvVv1aqV2yjVi23BOjMZSawDk3v8+OOP3UY5W5THbN++vdudO3d2G2VPzbikK5bFJOwRNmaRtmGfYjn4ri5durh9yCGHuP3RRx+5/eGHH7rNpJxxDFD2tG7dum6jjCmTKUaJa7xev359t3EM2rZt6zZKiTM5dOZnKG9qZrZu3Tq3sW3Yv9gGlLpFOWYEpbxRDhbtv/zlL26j1Pt3v/tdt1u2bFnqu3Du4hwaPHiw2yhPjzK0KHuOUrWrV692G+VTUVaWzT82X1k8Y/fgvMKxjEq4MjlYFkMYTIYXy8H6oYQ2zr+aNWu6jfL0rL+OPvpot9HHp02b5vZrr73mNvo1loPzqUWLFm6jDPTIkSPdRingZcuWuY3+V7t2bbcxfr7wwgtuo5w0xhIz3u9sDWPjj/egv+A6jPLmLBZhH6HdqVMnt3H8mEQyzhXsI5SNRhnzww47zO3+/fu7jRLjOEfHjx/vNkqDYwzHtRP7rXnz5m736NHDbRzXJUuWuI1+j2uZGc9t8H3YF0hkncN1hc2tZs2auY3jjb6PMQ3byaTesV34LiwT34vgs++++27udexT7B/sE/RRvB9tvD9yT/ZnbBuTth8xYkTu/ZgjPP74427jmofvwnZi/VgcxpiGeRfej7L1GLtwHmBcWrp0qds4DzAGICh5X69ePbcXLVqUW2cGzg3Mj3Cujx071u1evXq5PWPGjBJl3X333W5jnEX/Ql/GOYH9jr6P9Yus4WztZWski+H43ohkfCS/ZfkexuETTzzR7QsvvNBtHGME80xcLxHm32Y8R2BgjOrevbvbGK/RxzEuY7/UqVMn12ZgDMAccsiQIbnlz58/323Mn3Gfx8Yec4G1a9fm1mfTpk1u49qJ/YngddwD1KpVK/d+3P+tWLHC7eycZvGUrRnMZ7F+Bx10UK6NYD+uWrXKbbamsnmZuqdkOTprF5vrCMvdsE+Yr+B8GDp0qNsDBgzIfdeCBQtK/IwxFMvCemCfsrUafXzWrFlu43qAOT3ubXGMMZ6wuIG+hfkn1h/PYjBHZ77I5iXLd7Bu2HbMOXF9xbWG7QtxvDHeYBuz78b4/vbbb7uN/cXO3Niagfew9QbHAPcD+C4cS8yb//a3v7mN+30E6x89G9wDnoOgb2H/zp492212PsVyMdZXLJ6h32efQfuBBx5wG/MxjO+4DuO6je/DnA39CNdCPKdAP0Ub/RpzVxxLvB6JjSwnxGdxnvXs2dNt9Dncw2G8YWUiLM9gvp79OXLeyPYfLMdj4Dr83nvvuV25cuXc+mD5Tz75pNvPPfec23g+h3XDPTv2Nb6LrYUsvuFYsvnB1hcE72c5XeRcO/sM1gnbiXED8z0sF88A8QyF5dzZM568e/BZtLH9GA+6du3qNttT4vkInjkxf8dznHbt2rmNPoEx84477nAbz80HDhzoNu6b8azu5JNPdhvXC7OSZznYR/g8wvIRtpYwf8R78CwK+4idjR155JFu49kV7tMx9uKe9ZlnnnEbxwlzE/R9HGOsP+ZBOGaRvRb6BL4Xn2XfEzAmm5U8W3rppZfcZvtulh9jO5mNz7Kcm8UrFg9Ynsa+e2C/H3zwwW5jf2GfYm6MPsFyCqwzG3s2rmxfVGh/wuI4xkk8xzv00EPdRl/AcwE8u8J4yHItjMM4z9g5KtbnlltucRvPBNh5KQPjAfYRjve3vvUtt08//XS3cX+NuRXGT4zPuG9hewPsK1wLzL6aa+4B8zRctxC2f2f7MPRZHG9cC3Hv9eKLL7qNZy6tW7d2G9czXDMaNWqUa+M3PDwb7Natm9s4/zAOYW6F8xjPIdn3PHb+x2IYm9PZHJDlkKl7IFzDWc6NY4O+id/vMV4hWDdWT7ZPisx7hMV8lt+j76ae70TOWgt9N2A22/Ph+7LfkIQQQgghhBDim4SUJYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIsV+hP5YQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIcR+Rb5WoCgBShCivDKTymayuFnJw4hMJZOsZNLcETlmlBtGULocpZ+ZpCKT1ka5T5QoRbZs2eI2SkSyMlFCk0mI4nUcg1WrVrk9efJkt3v06OE2Ssyi5PSECRNK1BvLYnLtrA2F5NTz7mEyykxitnbt2m6jjCvK6s6fP99tlG5FOVHsa3wXSgejTDHKvqKvHHvssW737t3bbZxDKP+LMsUoyYv9jLK7H374odvt27fPbUuNGjUMwboyCVmsH0ob41iiHzD5Y6z30qVL3UbfX7x4sdsosduqVSu3UT4eJdDxHuwv7GscJ5RLxvfOnj3bbfSP9957z22UucXYwKRe2XzA/sdxQr/H+7NzJiInjj6L9cN7Is/iuKKNfsPie/fu3d1mcRilmVu0aJF7f9u2bd3GeIXzDOcNyjo3a9bMbex3HNdp06bllomS0BhX3nzzTbfRV9C3sjLpbJ2MSK6z9Q/Hr1q1arn34z0orY3S6yib3bx589x34bhiX5944om59W/cuLHbKCWONvbJ1KlT3f7b3/7mNo7T+vXr3cZxYnMLxx7jNrJixQq32fqaha237B4m38zmBFv/mjZt6jbGSYStZ5E6s/UV4yquVXgPxlL0LSwT24I2i0ksPuF6z3zdrGS8wtwG+/Gss85yG9dqZObMmW6jv2CcwTJxXHFeoo31wVwU10Vct3H9+8EPfuD2K6+84va9997rNos3DRo0sDwiuSXLufB6vXr13B46dKjbF110kdsYG5599lm377vvvhJ1mjVrlttbt27NbQ/WFWMuk2tnUu8RGXcmvY42y4OwTKwb+gqLExFZeCynX79+bl9wwQVuY36I+5yPPvrI7U8++SS3DpF9Whb2DOYFNWvWdLtly5Zu4zqE92zcuDH3XThXcD2LgPNv0KBBueWgL7711ltuf/DBB26zvtuwYUPuu9DnMK5iXs1ySwT7B2MSsmnTJrcxhmVzDhZzmV+zvAvj4fHHH+92ly5dcst57bXX3H711VfdxjUMfZzVmc3XQn6aBz6LZWKcxDJZvInMXaRjx45uX3jhhW5jzEQOOeSQEj+jz+K8xv3N8uXL3V6zZo3bmDvgGl63bl23cVwZOL+ffvpptzGGs/MUXBfxvejj6BM4NmyuML/B8cP4jOWjjfkzO8dgayfOs+x5EM59fN+7776bW79I/oawXAv7Bec35tDY77iXx7qhjePK1jzWFhwP9D+MmVgfjGmRvBfbi21kuRLLd3DOFPo3zBtxn4jtxGdZTsX23RiLmM+y+YFtxnLYmEXO7RD0adzj474F/QljEjt3jewT2LlENv6z9rD9BJs3zF9Y/+J6OWTIELcxN8Nxwvz+nnvucRvPl7EO+F6cQ1hnlt8ibL1n6yjLvdn5LfYJA/2jUD3YOKMPYn6I9Vi7dm1u+SxmYr1ZrhEpB8djwIABbrO8AOMb5plYB3wXxsnDDz/cbewTZPr06W4vWbLE7ZUrV7qN51vHHXec25hz4DnZUUcdVeIdLJ4wH8ScBeM1xkkWE/AeXG8xF2ffZS6//HK3cR+C7cfzqokTJ7qNewMcJ5xz7NsYjg32I56ZderUyW0838LcBM8zWQ6BZzp9+/a1PLCvzErmk1gW7iWZP7Lz6EjOgnMar7O1k+0H2Lcq5pfoHziHMDZiv+N6z8712XrM4hm2F/uc9Q/Czjqy70A/xXqjv6NvYo6O6znGKBwPPLO/4oor3Ea/w7pOmTLF7T/+8Y9u41kw8yGMz+wclfUvzgn2nQ9tPOvC9Rv3apgPYhvZWGLcNjM7+OCDLQ9sQ2QNw/WGxdvIWReewWN8wG9jmOtiPMRvdT179nQb/QD3vxgDBw4cmFsHXLewr3FOoL9iDMBcDMtk3xNY/Ch0ThI5/2b+y8aDnfGgP7I6sPnBchPWThZbsO8i+RHb8+HYdO3a1W2MVXPnznWbxdvImUv2eqFvCqXB2i+EEEIIIYQQ3zSkLCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCiP0K/bGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCH2K8qXfotAecmI1C6TJMf7zbg8I5NKRSKS8Shr2rlz59xyEJR23Lp1a+49rM4oPduiRYvc+7Geq1evdhslR7G9TPoz0u9oYzkbN250G6VzGzRo4DZKYuJ1M7MPPvgg9x3YfjYe7Dq7h7UT5S7RRildlA6uW7eu20OHDnUbfRn9iclvopw7k/FG6dY2bdrk3oOgNCrKnqMM+axZs9xGuVmUQ0fJcBwLlMg1M9u+fbvbTE61SpUqbqM0LoI+xaThmfQwyt5u2rTJbZSAxTbguKL0c7du3dxGad8uXbq43bRpU7dRqhbnXPfu3XPrv2rVKrf/8pe/uD1+/Hi3cR6z2Ij+jXGFSUUXipkIi0UMNv+YrDfez+IPgmOGktU4rsg777zjNpP3Rtlh9HEmeYvy4ehbTz31lNvPPfec20uWLHF72LBhbrP5/dJLL7mNY89itVlMGpjFPWwn+gX2NcYQlBDHfsHYhXEf50c21u8B4wFKg6P8ONYH5xa2a86cOW7jHJo4cWJu3TBWIWztYPMBpdER7B+Mq9nxYzEtsoYhbD1j92DcQ7ly7HcEfRD7MXUNxvZjvOrQoUNuPVEKHucck+Jm8t5YN4wZbO3HZ9G/zUquB2eccYbb/fr1cxv9PSuhvochQ4a43adPH7cxv0DfZ2McyWUQ1i/4rldffdXtGTNmuI2y5Js3b3YbJc2xfJQ9x3yB1RP7CtfUkSNHun3xxRfnvuuBBx5w+6677nJ7xYoVhqDvsNjKfApzMCY9z9Y2hMWTSDlsf8L8N7JnwvtxDDCGjx492u1OnTq5jX345JNPuo1xGOduZN3Bfs6+A8G1/fzzz3d74MCBue/AuTtp0iS3MaZhfMC5yNawCLhvwz7FeNujRw+3Z86c6fbrr7/uNu6xcO3BdRTBMcbcmMVnbDvu1TBnwbGoVq2a2xjPs36PPoX+iPXGfAzzpVNPPdVtXLewTliPjz76yG2MCVg/tgaw2IA+FMljWU6b+mxkb45tQbtVq1Zun3baaW6j37A1OwuugeinaCOsLOxHHI8NGza4jT6B/dWuXTu3cV3B/Ap9Fv0JYwuC+QXOxbfeesttdt6BRPIO3D9E4j/OGYyH2Cc4lrgeZ8EYguAahn2E7cF7WE7B9tdNmjRxG+cognFpwYIFue9FIueBWB+sc9u2bUutD55DYb7DwHfh+LEzEJbvsHNBs5I+jvOa9Vek3lg/jHtIxK9ZroQ2y1dZ7GLrE47ZYYcd5nY2X9jDwoULS60Pls/6IXoeEsm5WX8x2HkK5iZ49jhmzBi3sZ1Tp051+/e//73beBaFMSoy/9gaiXVmZ6rYFuwHLJOVw/otcr5faCzZ2GDbsH54noT9hXsX1o94neX0GB9Y+9H38XwS8yb0FQT7aMuWLW6z+InfPfr37+92do+8BzyHw7X2008/dRt9Dt+FPo3rCK7rZmZHH310br1Zm3GdjHzXYGOPZ1HMp9A/sO/wvOrFF190e/r06W5jro/9grkPO+vBvQp+K+jdu7fbeN6GfYp9iGfTixYtchvXKnYWf8ghh7iNcTU7Lrg3ZETWWJYTs5iO92Mei3tb9N958+a5jeeHLObj3MWcCPes+F62N3j33XfdZrGErans+yp7lu1JIudK2X/DumJ+z3Jo7NN169a5jX2H5/SXXHKJ27169cotE/sO1zzcI7JznMh3O4Tdg/ENvwPjuotzBcEcB8cVxwzrz9a87PkA6y+Madh+XM/Ydz4cs23btrmN6xPmpezsEeMD1hvjHvY15oR4D76X5frYX8uXL3cbzwzZ9zOsG/umg99M8PcE8PsOgvtXnLvZ+rPzaRwb9H32PhwPdh6Iawl+e8M5jTbGc7YfQFj+zcaefZdH38W1Fs/b8JsznlnjPuHXv/6123gOwOJz9FtmJM4iOP4sVxZCCCGEEEKIbxpSlhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghxH6F/lhCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBD7FeVLv0Wg/CaT6GbS2kxKPQqTDUewTiiLiBKRKGeMMpIomzpr1iy3URKTvRfrhqDMNt6D70LJSpT1xL7G90YkJRHsE2wvyltjfbAclM1EydAsxcipY53QZpLVTHIcwbZ98MEHbqNk8+GHH+42Sn+i35QVCxYscBvlodevX+/2ypUr3Z4/f77bS5YscRvlU1H+FiXQERyL2bNnl/g3lFZnbcbnUYIaQR/BeuNYok+hH6BPRWRP8VmU4cU+evPNN91GuXKUhG7btq3bo0ePdjsrf7wHlEb/t3/7N7dRsvmJJ55we8uWLW4zGWvsc7yHSUuj32fvwz5i84PFB7zO5hOLP5E43rJlS7dRahkZP36829gX2O8YJ3G+Ypz8+OOP3X7//ffdnjNnTq6N48Rkpps0aeI2jgfOJ/SDQn2OYx6RDWexm0kho8Q3k4jGdqK8Oc6Phg0b5tYH64nS3SgPjevlzJkz3V62bJnbEyZMcBvXWhwPtqaifzNfxOvYPy1atMi9jn21du1at7E/sz9H1mFsA8a3iI1S4ccdd5zbI0eOdBslvXEMtm7d6jauGdhmJBtb8uqD8w/jKsp44/zGOmD/sPmB78J6sutYDsZtlO42MzvhhBPcPvnkk93GOc5yDfQplFZnMvGsnAjYNhxLfBfWB+dK69at3WbrCo4ZPovrN44Zvnfjxo1u16pVy+3u3bu7PXz4cLdR/v3ZZ591G9dIlJ3HfC27puDP2Da8jv2FPsXWVWZH8lgWqyNjj+/CurH4wWIM+j7G6lGjRrl95JFHuo253nPPPef2nXfe6TbmUCz2IhgzsmOGz2O969Wr5/aUKVPcRv/FdQjtQYMGub1u3Tq30ZcxX0CfwPjO6onrE/o7xhPMBerWres2riu9e/d2G9cLjOf169d3G/snm6PvAX0R+x3Lad++fe6z6CuYM+N7s/k/PoMxvWvXrm6PGTPG7SFDhriN8QHB8cD1H31w4cKFbrM8mOXTCNtLIGxusXuwPpE8mc1jBNdU3IeccsopufdjvoZzAH3RzKxBgwZu4/ixuIf5K67nmJvNmDHDbdw/HX/88bnvxfHGGLVo0SK3WZzB/sU8s1mzZm7jXr5x48Zu41qCfsDOj9DG+9m+k/kB9jPOJ4w9GAOwzllwnmK5bJ1gawnWD+MGyzkxvrVq1Sq3btg2zJWxHHwv1gfHAMth/Yj7PNZfH374YW59EDbX2RkF6x/06WycQz/FfsQxx/mO85f5Gl5nZ5VIJH/BvBfLQT/FeuIeg+0BsC1vvfWW29gWXJvxvVgfjP/srJmdQ0b2gtk+wZ9ZnsnOJCPXsZ3Y/osvvjj3OvoXrovvvfee2+hnLBdl7UJYvzC/ieSiOL9ZP6DN8kT23kJ7AwTfjWtb7dq13WbxCvNAtt9n5+UsVuPcwhzqsssuc/uwww7LbQuCcQXnAcZ/rDO2EfNDlr/gmdknn3ziNvYn5iCPPfaY25iD4P4Pc3uzkjlCBMw10PdZ+xG8jrlDNl/aA8s58Zy+Zs2abmPei/tl9DkcA4xpuO/GWIp7JBxv9C38nvDII4+4jeeo6McIy19w78/OVsxKjgeuvTg2mEOyvQu2H+cHthPnFq6jJ510ktt4BvHzn//c7blz51oebB4j2H5c57EOWA764po1a3LLZ7klOyNkZ2AIO7tnOZdZSR/EcvF7Evoyth/PETDXwv0y5vq4Rzz66KNz642+PG7cOLdxL4z9Gxk/tpawM3TsI+xH3Eu89tprbuPZCsYS7B/Mn994443cOmA9Mc/KfmvDsUHw7KN///5u47kJ+76K+zD0Wcx9sN9xjuIYY+zCvsA645zG8xT8NoT9jvETY8zrr7/uNsY6jD0I9im2heX9eMbUoUMHtzE2os+xPV/WL9k3OVxL2Zk9wr7n4tqOfo3rE67J7FsBW7ew/th3GEswt8I1g61/zMZncY3AOuB3PvYuhOWu7H6zkn7B9oYsvmM/CiGEEEIIIcQ3GSlLCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBiv0J/LCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCiP2KfD1PUQKUnWQy6SjTiDLIKGWYlU1GCctCErJ596D8IZYTkRhmctooUYoS8yhxyZ7F+qBsPZOMbdy4sdsoKYyyryjLiXVg72X3YL+vXLnSbZRzxb7F+qP0pRmXMo3UiUmrR+yIZDxKkaNcKV6fM2eO2ygfi/7B5MpR+rNXr15ud+nSxW2U8EXJ2IkTJ7qNfokSvnid9SfK36LkLcrl4pihbLJZyfFDWVZsc/369d1GP8XxwHaif+E92B42h1AmF9uJ9WESwdhOnK8oc4vPol+/8MILbqP07hFHHOH24MGD3cYYeOGFF7qNUu04xtgnGM+w/5GI5LYZl1NncQnfzeYTkwRndWLy1eg3ODY47/E6Svg+9NBDbk+YMMFtJtuLoBwz+hyLVdgPGAOwXTg3li9f7nbXrl3dXr16tduffPKJ29l+Y2OA17F+zEew/Tjf0X/xHozvTz/9dG4dULKajeu8efPc/utf/+o29gvOA5T3xviDsQ5jMms7u84kntHPMG6tWrXKbfRRrCfGBowlZiX7gs0htvbis1hXjEvNmjVze8SIEW6feeaZbqOfItiPK1asyC2f5WkIy+s6d+7sNuYj/1979x52VVnnf/wLIgeBh5McREFRU1TwgCiiZZomo2Y5klZjXVZOc7jQUqrRmimnmcqymakxT9mY2oHRnLTEyTyAoiYoongWUVFQ4qTAA8jBhN8fv5/37/Ps9mfzXTycfHq/rqvr+rZZe6173es+rXsLX21bel2tB+XGLVef+ix17NVj9HPtrxERzz77bIlnzpxZ4lGjRtUtn84r2mZ1HNcxVscZHdO0T8ybN6/Ec+fOrXv+5cuXl1jXF5/+9KdLfMopp5S4qampxP379y/xXnvtVWJd4+hz1X6g/UPncm2L2oZOPPHEEn/kIx8psfaVSy+9tMT3339/iXVs0PbqxsKIlm0kM59p7Nq4cina3TyhXDt1589w62S9lqan13WKPg+dU++8884S33jjjSXWdqlzp5v7tTxuXdPoHnTc0H75yiuvlLhfv34l1nY9evToEj/++OMl1jlJv+uemSvnrbfeWuJly5aV+D3veU+JDzrooBLvueeeJR48eHDdOEP7jT4nHcfcOXv37l3i4cOHb/RazzzzTIn1mel4E9Hy3ULHydNPP73Ew4YNK7GOv2rGjBklnjhxYoknTZpUYn0P1T63evXqEruxQrk2q7GOB+487j1dublKxyrX73UcPvjgg0t8xhlnlFj7rs5Zl1xySYmfe+45Wz5dE7q1u74zalvTOtK1rH5+1FFHlfiEE04osdbLHnvsUWJtHzqX6Dl1bnjsscdK/P73v7/EOu6NGDGixAMHDiyxticd07QNuTrJ7D9o+bU8er/6/PQetW3p+0MtHcf0+3ptHX/dOtitS7V9aF8/7bTTSqzrPaXrz8z6W7k6dfssXbt2LfGQIUPqHvPCCy+U2I0lbu1Wuw/5DldvutbTOSuiZVvQ+tXx86GHHiqxzjGZvS7X7rTudBzX9xh9xvpcdQ256667llj7kz4Dt/97xx13lHjy5Mkl1raibVrHHu2jPXr0KLEbn7UeMnsU+nmjPRQ9r96zvhdruXUNrWOX1ove80c/+tESDx06tMT6Lnz11VeX+Iknniix6+t6P/ps3Duy+9zNeW79qW3OPYPaut5YGfScbh+xVmadqm1c+68+J30P0/ceN6ZpfWm70Wtp2z/ssMNKPGbMmBIfcsghJda1sZ5f13j6Tune5bU82v7c/Kfvo3q/+h6s59fz6Bh4/fXXl/jll18uce17ts6TWteOrk303tw4qe0uc36lz1jHcH3H0v1+N9cq18b1GevnOh7qGm/atGkl/v3vf19iXR/qnKL34tYgOo9oO2j0zvrhD3+4xEcffXSJdb2usZsX9VlqmVyf1rlN5wkdP3Vcveeee0qsbVbrQu/TzSs6d+q19HP9jUnnXbcXoeObxlpOnXd0bHfPRtu9W/fWlkMNGjSoxPvuu2/dY3R/SH9b0Xv+5Cc/WWLdt9T3TX0vvOqqq0qsc562IffM3D61cu98mf0arUe930ceeaTExxxzTN1rud++3VpPx5LacUv7tda19gN9D3P0fnTO03nR/Ualc9vOO+9cYl0rZd6ddZ9T9250D173hnTNrPuZWn4tp7YD7a+6Nz179uwS77333iXWuUnjLUXfV3S+dW1c95e1Deqer67v3b6U+z3F/f7n2qw+b42r7nk62ocefvjhEv/iF78osbaJzP6warTH694N3RrE/WYIAAAAAO9mZJYAAAAAAAAAAAAAAAAAAAAAAABtCn9ZAgAAAAAAAAAAAAAAAAAAAAAAtCkbzx/5Z0rTDrrUvi6Vo0tTWJum0aVPdKnC9fuadtOVr1evXiXW9OlK0xC7lMqubJomV1Ooanp2R8+jKas1FammFF6yZEmJtd4yKShdim5Nz6p1+MILL9hy63ldOVwad5cyXZ+lS+PuUoLqPWus6c0fffTREmvKX31+mg5Xy6OxpineddddS7z//vuXWFOsagpYbWeuDznaB7SdaYpqpamDa9OKuutpXYwYMaLEmiZWj3nsscdKrGma9XpaPv2uPj89Xsum7UCP0XaTSSurVqxYUWJNbfv444/XjdXxxx9fYn32hx9+eIk1zbTWm7YhbWeZNOG19M9cGnPXF127znD9T6+l96zcMdo/tA1pKm4du9zzdim3MynfNXWutps33nijxHvuuWeJP/jBD5ZY25Omlta2FdFynHXpjN04qcdo6mttg0ceeWSJ+/btW+IHHnigxLfcckvdcmtKby2npoN/8MEHS3zHHXeU+NVXXy2xtuVMKmQ9xs0jSj93c7+rWy2bSyGtdat9NMKPme56WiYdA/Uamgb8L//yL0t88sknl1jHvYULF5a4d+/eJe7cuXOJtd25sVTbllvj6b0ccMABdY/Xsr344ot1z++ek57HrQk01nvUeKeddipxbbvROVD7hNJ07d/+9rdLrHObjld6z9qmdAxxY5Tep35XP9e2cvfdd5f4qKOOKrGu33Qs0rXinDlzSuzWDo62y89+9rMl1nlu5syZJf7hD39YYl1b6b1rGdzYUDsfaR/UetG61nmiagp0l27ejT+uLWfWwG4O03NqO3Pjv/b7M844o8Tvec97Srxs2bIS33zzzSXWNp2ZjzJ1UrvO0v+v59Jno/PkU089VeKRI0fWvfawYcNKrG1f26DWXc+ePeuWVWm965rt+eefr/v5M888U+I99tijxP379y/xzjvvXGJd6+p4pWuciRMnlljn6W7dupX41FNPLbH2Bx2HtE9rven7j7aJww47rMRDhw4NNXr06BIPHjy4xHqf2q+13BpPmTKlxPouqc8p896q9+zWC26t7M6v3LrcXUtp+3ZzrY5bWp9//dd/XWJ9fsuXLy/x7bffXmJt69qGatclej+ufK6+tN7dO4M+P60v976v6x03R+o5tZ9Nnz69xLom6tOnT4k/8IEPlFjrTt+1V61aVbecbm7Wemtqaiqx9u999tmnxDpuqUmTJtU9p469ES3biPaz4cOH1z2v1pfWqd6DPhs954EHHlhirbsTTzyxxO69UNudrgUeeeSREuuY4+Z2N8fouKdjuN6Xrmt0j03rRGPX790+n9I2qvWp+3ARLd8Ttb3o2HrSSSeVWNdIbi2g61pt7/os9Vp6jLZTfbfT43V+0vbn+rS+p+u4dOutt9Ytv663tV8qPb/OSfou4d7xdf2ssT57bVu1+xLavg455JASa//Q8frpp58u8U9+8pMS67yq9fj+97+/xNq39J51jtR3c13T6jzv5iG9f3eMG/Pdvpr7rlszu7nDlcedRzWa4zNl1T6kY47S9r7XXnuV+Nhjj617vJ5T29Duu+9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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, Y = next(iter(datamodule.train_dataloader()))\n",
    "for i in range(8):\n",
    "    plt.figure(figsize=(40, 20))\n",
    "    x, y = X[i], Y[i]\n",
    "    sentence = convert_y_label_to_string(y)\n",
    "    plt.imshow(x.squeeze(), cmap='gray', vmin=0, vmax=1)\n",
    "    plt.title(sentence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(8):\n",
    "    plt.figure(figsize=(40, 20))\n",
    "    x, y = dataset[i]\n",
    "    sentence = datamodule.tokenizer.decode(y)\n",
    "    plt.imshow(x.squeeze(), cmap='gray', vmin=0, vmax=1)\n",
    "    plt.title(sentence)"
   ]
  }
 ],
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