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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": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/aktersnurra/.cache/pypoetry/virtualenvs/text-recognizer-ejNaVa9M-py3.9/lib/python3.9/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/aktersnurra/.cache/pypoetry/virtualenvs/text-recognizer-ejNaVa9M-py3.9/lib/python3.9/site-packages/torchvision/image.so: undefined symbol: _ZNK3c1010TensorImpl36is_contiguous_nondefault_policy_implENS_12MemoryFormatE\n",
      "  warn(f\"Failed to load image Python extension: {e}\")\n"
     ]
    }
   ],
   "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\r\n"
     ]
    }
   ],
   "source": [
    "!ulimit -n 65000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_config(path: Path):\n",
    "    with initialize(config_path=path.parent):\n",
    "        cfg = compose(config_name=path.name)\n",
    "    return cfg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_9140/3010195264.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=path.parent):\n",
      "/tmp/ipykernel_9140/3010195264.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=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": {
    "scrolled": false
   },
   "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(0.0402), tensor(0.1080), tensor(1.))\n",
      "Train Batch y stats: (torch.Size([8, 89]), torch.int64, tensor(1), tensor(52))\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": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'union would be prepared to reach'"
      ]
     },
     "execution_count": 9,
     "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": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = dataset[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4c73757490>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(40, 20))\n",
    "plt.imshow(x.squeeze(), cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "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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      "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": {
      "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": [
    "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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1ay+HjB8/3nr37m2nnnqqjRgxwvLy8kJtuuqqqyw3NzdlDMzM52vatGm2fv16u+6666x8+f9Lun3ppZda9erV91t/1apVrX///vb8889bSUmJmf0r+8iwYcNswIABVqlSJTP7l32XK1fObr755pTnf/SjH1lJSYmNGTMm1J9M7G+ex44da2ZmN9xwQ0q5fWsvyhVXXOGZQczMunTpYiUlJXb11VenlOvSpYstW7bM9uzZ45/huty8ebOtW7fOunfvbosWLbLNmzenPH/kkUf6PJn9K7NKq1atUtZYJvbs2WP9+vWzSpUq2axZs2zr1q3Wq1cv27Rpk5d5/vnnrUyZMrZw4UIzMytXrpzbx969e23Dhg22Z88e69SpU4rP2Mf5559vVatWTemrmdlll12WYj9dunSx4uJiW758ecrzDRo0sHPOOcf/XVBQYFdccYV9/PHHtmrVKv+8sLBQWSWEEEIIIYQQQgghhBDiG0RflhBCCCGEEEIIIYQQQohDkO7du9vAgQPt3nvvtVq1aln//v1tyJAhVlRUtN9nP//8czvnnHOsatWqVlBQYLVr17bLLrvMzOxrf/DMaNmyZcq/W7RoYWXLls36h8Hz58+3sWPHWu3atVP+O+2008zMbM2aNV529OjRdvzxx1t+fr7VqFHDateubY8++mhK+y688EI78cQT7dprr7W6devaRRddZC+++GLoixP5+flWu3btlM+qV69uGzdu9H8vWbLE6tevbxUrVkwpd/jhh++3/oNJ48aNU/6974//97V1/vz5VlJSYi1btvza2M6ZMydlXCMsWbLEzMxatWqV8nlubq41b97cf87KmZm1bt3af76PXbt2Wd++fe2YY46xF198MeXLD/tjf2Ow713pc1O+fHlr2rRp6B1XXHGFLV261N59910z+9eXRlavXm2XX365l1myZIk1aNDAqlSpkvJsmzZtUtpxIET6WLZsWWvWrFlKuaT2mP6efV8aaNSo0dc+37t3b8qae//99+20006zSpUqWbVq1ax27dr205/+1My+7jvS37OvT7jGMjF8+HCbMmWKPfDAA3bEEUfYuHHjrLCw0Pr06WPbt283M7PPPvvMateunTIWTz31lLVr187y8/OtZs2aVrt2bXv99dcz+rQkY2BmX2vz4YcfbmXKlEn57IgjjjAz05cjhBBCCCGEEEIIIYQQ4t9I+f0XEUIIIYQQQgghhBBCCPGfRpkyZWz48OE2efJkGzVqlI0bN86uvvpq+/Of/2yTJ0+2ypUrZ3xu06ZN1r17dysoKLBf/vKX1qJFC8vPz7cZM2bYHXfccUAZGva1Z3/s3bvXTj/9dPvJT36S8ef7/tj43XfftX79+tnJJ59sjzzyiNWvX99ycnJsyJAh9txzz3n5ChUq2KRJk2z8+PH2+uuv29ixY23YsGHWs2dPe+ONN6xcuXK0Ldl+9l2DtXVfBoS9e/damTJlbMyYMRnLMlv4d5OXl2d9+vSxkSNH2tixY+2ss84KP7u/MTgY9O7d2+rWrWvPPPOMnXzyyfbMM89YvXr1/Ms8SWDr4auvvqLP/Dv6mO09+3v/woUL7dRTT7XWrVvbX/7yF2vUqJHl5ubaP//5T7v//vu/5jsOtD8ffPCBlS9f3jp16mRmZm3btrXXXnvNevXqZf3797cRI0bYU089ZRdffLFnPnnmmWds0KBBNmDAALv99tutTp06Vq5cObvvvvs8+8TBGAMhhBBCCCGEEEIIIYQQ3y30ZQkhhBBCCCGEEEIIIYQ4hDn++OPt+OOPt9/85jf23HPP2aWXXmovvPCCXXvttRnLT5gwwdavX28jRoywk08+2T9fvHhxovfOnz8/5f/qvmDBAtu7d2/W/4t/ixYtbNu2bfv94/OXX37Z8vPzbdy4cZaXl+efDxky5Gtly5Yta6eeeqqdeuqp9pe//MV++9vf2s9+9jMbP378Af2RO9KkSRMbP3687dixIyW7xIIFC0pV78GmRYsWVlJSYs2aNfMvnJSGJk2amJnZ3LlzrXnz5v55cXGxLV682McVy/Xs2TOljrlz5/rP91GmTBl79tlnrX///nb++efbmDFjrEePHqVuL7ZlwYIFdsopp/jne/bsscLCQmvXrt1+6yhXrpxdcsklNnToUPv9739vr776ql133XUpf0DfpEkTe+utt2zr1q0p2SW++OKLlHbsywqxadOmlHeUJvNEkyZNbO/evbZ48eKUzC7/LnscNWqUFRUV2WuvvZaSmWH8+PEH9T1lypSxPXv22MqVK61BgwZmZtatWzd74YUXbODAgda+fXvbvHmz3X777f7M8OHDrXnz5jZixIiUL6r84he/OKht28eCBQuspKQk5V3z5s0zMwtnMhFCCCGEEEIIIYQQQghResp+2w0QQgghhBBCCCGEEEIIcfDZuHHj1/5v5x06dDAzs6KiIvrcvj/8xmeLi4vtkUceSfT+hx9+OOXff/vb38zM7Mwzz6TPXHDBBfbhhx/auHHjvvazTZs22Z49e7yNZcqUSfm/8BcWFtqrr76a8syGDRu+Vk9kDKL07t3bdu/ebY8//rh/tnfv3q/1/dvm3HPPtXLlytm99977NZsoKSmx9evXJ6rvtNNOs9zcXPvrX/+aUt8TTzxhmzdvtr59+5qZWadOnaxOnTr22GOPpYz3mDFjbM6cOV4Oyc3NtREjRljnzp3t7LPPtilTpiRqG6NTp05Ws2ZNe/zxx92OzMyeffZZ27hxY7ieyy+/3DZu3Gjf+973bNu2bXbZZZel/LxPnz721Vdf2UMPPZTy+f33329lypRx+y8oKLBatWrZpEmTUsolXWdI7969M9axb+1902TyHZs3b874JabSsO/LOHfffXfK5/3797drr73WCgsLrXPnztawYcOsbfvoo4/sww8/PKht28eKFSvslVde8X9v2bLFnn76aevQoYPVq1fvG3mnEEIIIYQQQgghhBBCiK+jzBJCCCGEEEIIIYQQQghxCPLUU0/ZI488Yuecc461aNHCtm7dao8//rgVFBRYnz596HMnnHCCVa9e3a688kq7+eabrUyZMvaPf/zja39kvz8WL15s/fr1szPOOMM+/PBDe+aZZ+ySSy6x9u3b02duv/12e+211+yss86yQYMGWceOHW379u02a9YsGz58uBUWFlqtWrWsb9++9pe//MXOOOMMu+SSS2zNmjX28MMP2+GHH26ffvqp1/fLX/7SJk2aZH379rUmTZrYmjVr7JFHHrGGDRvaSSedlKg/mRgwYIAdd9xx9qMf/cgWLFhgrVu3ttdee82/pIH/V/nCwkJr1qyZXXnllTZ06NBSvzsJLVq0sF//+td21113WWFhoQ0YMMCqVKliixcvtldeecWuv/56+/GPfxyur3bt2nbXXXfZvffea2eccYb169fP5s6da4888oh17tzZv0CQk5Njv//97+2qq66y7t2728UXX2yrV6+2Bx980Jo2bWq33nprxvorVKhgo0ePtp49e9qZZ55pEydOtLZt25ZqDHJzc+2ee+6xm266yXr27GkXXHCBFRYW2tChQ61FixYpc5WNY445xtq2bWsvvfSStWnTxo499tiUn5999tl2yimn2M9+9jMrLCy09u3b2xtvvGEjR460W265xVq0aOFlr732Wvvd735n1157rXXq1MkmTZrk2QcOhI4dO9rAgQPtgQcesPXr19vxxx9vEydO9DqjfTxQevXqZbm5uXb22Wf7l0kef/xxq1Onjq1cufKgveess86y/v372xNPPGELFiywAQMGWF5eno0dO9ZGjRplJ598so0fP97uvvtu++Uvf+nPjBgxws455xzr27evLV682B577DE78sgjbdu2bQetbfs44ogj7JprrrGpU6da3bp17cknn7TVq1d/7Ysj+7JMFBYWHvQ2CCGEEEIIIYQQQgghhFBmCSGEEEIIIYQQQgghhDgk6d69u3Xq1MleeOEFu/nmm+0Pf/iDtWzZ0t555x1r1qwZfa5mzZo2evRoq1+/vv385z+3P/3pT3b66afbH/7wh0TvHzZsmOXl5dmdd95pr7/+ut144432xBNPZH2mYsWKNnHiRLv99tttwoQJ9sMf/tB+97vf2fz58+3ee++1qlWrmplZz5497YknnrBVq1bZLbfcYs8//7z9/ve/t3POOSelvn79+lnjxo3tySeftMGDB9vDDz9sJ598sr3zzjteV2koV66cvf7663bhhRfaU089ZT/72c+sQYMGnlkiPz/fy+77g+z69euX+r0Hwp133mkvv/yylS1b1u6991778Y9/bK+99pr16tXL+vXrl7i+e+65xx566CFbunSp3Xrrrfbiiy/a9ddfb2+88Ybl5OR4uUGDBtmwYcOsuLjY7rjjDvvf//1fO+ecc+y9996zatWq0foLCgps3LhxVq9ePTv99NNtwYIFB9LtFG688Ub761//akuXLrUf//jH9u6779prr71m1apVS5mr/XHFFVeY2b+yTKRTtmxZe+211+yWW26x0aNH2y233GKzZ8+2P/7xj/aXv/wlpezdd99t11xzjQ0fPtx+8pOf2FdffWVjxowpVR+ffvppGzx4sL3++ut2xx13WHFxsQ0bNszMLFEfD4RWrVrZ8OHDrUyZMvbjH//YHnvsMbv++uvthz/84UF9T5kyZezll1+2P/7xj7Zu3Tq744477K677rKioiIbN26cTZw40S655BL71a9+ZU8//bSZ/csOf/vb39rMmTPt5ptvtnHjxtkzzzxjnTp1Oqht20fLli1t2LBh9s9//tPuvPNO2717tw0bNsyzf+xj+/bt35pPEEIIIYQQQgghhBBCiP8GypQk/d+BCSGEEEIIIYQQQgghhBCEe+65x+69915bu3at1apV69tuzrfCq6++6l8IOPHEE83M7JFHHrGf/OQntnDhQqtbt+633EKxj71791rt2rXt3HPPtccffzz0zIMPPmi33nqrFRYWWuPGjb/hFpaeTz75xI455hh75pln7NJLL/22m3PI07RpU2vbtq2NHj06a7nZs2fbUUcdZaNHj7a+ffv+m1onhBBCCCGEEEIIIYQQ/10os4QQQgghhBBCCCGEEEIIcYDs3Lkz5d9fffWV/e1vf7OCggI79thj/fPx48fbzTffrC9KfIvs2rXL0v//UU8//bRt2LDBevToEaqjpKTEnnjiCevevft38osS6fZoZvbAAw9Y2bJl7eSTT/4WWiQY48ePt65du+qLEkIIIYQQQgghhBBCCPENUv7bboAQQgghhBBCCCGEEEII8Z/KTTfdZDt37rSuXbtaUVGRjRgxwj744AP77W9/axUqVPByL7300rfYSmFmNnnyZLv11lvt/PPPt5o1a9qMGTPsiSeesLZt29r555+f9dnt27fba6+9ZuPHj7dZs2bZyJEj/02tTsYf/vAHmz59up1yyilWvnx5GzNmjI0ZM8auv/56a9So0bfdPAEMHjzYBg8e/G03QwghhBBCCCGEEEIIIQ5p9GUJIYQQQgghhBBCCCGEEOIA6dmzp/35z3+20aNH265du+zwww+3v/3tb3bjjTd+200TaTRt2tQaNWpkf/3rX23Dhg1Wo0YNu+KKK+x3v/ud5ebmZn127dq1dskll1i1atXspz/9qfXr1+/f1OpknHDCCfbmm2/ar371K9u2bZs1btzY7rnnHvvZz372bTdNCCGEEEIIIYQQQgghhPi3U6YkPee0EEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCHEfzBlv6mKH374YWvatKnl5+dbly5dbMqUKd/Uq4QQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIZxv5MsSw4YNs9tuu81+8Ytf2IwZM6x9+/bWu3dvW7NmzTfxOiGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCKdMSUlJycGutEuXLta5c2d76KGHzMxs79691qhRI7vpppvszjvvzPrs3r17bcWKFValShUrU6bMwW6aEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCH+AykpKbGtW7dagwYNrGzZ7Lkjyh/slxcXF9v06dPtrrvu8s/Kli1rp512mn344YdfK19UVGRFRUX+7+XLl9uRRx55sJslhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQohDgGXLllnDhg2zljnoX5ZYt26dffXVV1a3bt2Uz+vWrWtffPHF18rfd999du+99x7sZgghhBBCCCGEEEIIIYT4D6J27dqu9+zZ4xqTI7NsxF999ZVr/D8IJc1ejO/au3dvxs9Z/dgGBpZnGutniaHxcxyr9J+xdzBY3w5WFmisB9sZGXd8tnz58hnLMB3pC7O5cuXKZfwcwXHD9iNYDxuHdJLWxcqz90XKI2x8WdtYnUxH2oZjje9i6yZ9fWQi0i/WhmzP47vxGbRfZjuosTz2GetH/8Nsn/3f1fBdbG5YGVYPEvEfkTXB5h7fy9bG7t276bsje0zERlj72NwgGzZsoO0TQgghhBBCCCGEEEJwqlSpst8yB/3LEkm566677LbbbvN/b9myxRo1avQttkgIIYQQQgghhBBClJaCggLX7A/GUOfk5LjO9gdppfkjaAb+AR37g2j8Q8WD9cfarDyD/REiEvmDbuxv5I+P8b2RPybGucwG1oXvyM3NzdgH1n/W1sgcRP7gk/0RZeSP2CN/rB35I+7IuyJ/yBr5A9r0ZyN/RBupF8uwPxzFz9EeI39oGvmD9ojPiPwRLBuHyBpisLaxPwhmaz29HGs3m5uI/SblYH1hA4n8QTsrjxrnLC8vzzXaXPSLDZnqZHses5v0d7D9E2G2z+aY2RFrQ+RLPREbR5L6QzZnrM3sCxvMDrAvbI9kf4RvFus/2/NL8+WSpOVZrMHsI/IljUjcwb4cgmMS+XIMa3PkC0PZ4qykX4xj+yJbcxEfgrFPcXExbasQQgghhBBCCCGEECKVyO8dDvqXJWrVqmXlypWz1atXp3y+evVqq1ev3tfK5+XlpfwSQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQojTs/39Zl5Dc3Fzr2LGjvf322/7Z3r177e2337auXbse7NcJIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKkcNAzS5iZ3XbbbXbllVdap06d7LjjjrMHHnjAtm/fblddddU38TohhBBCCCGEEP8Gqlevvt8ymOKwpKTE9VdffeV67969GcuUL/9/R9SyZf/vu/2RtIlYD2PPnj0ZP2fvzVY/9gefR7CfCPYH60GN7ShXrlzGOrEe/ByfRc3GPQK+i80HqzPp/DHNbIKNSbb3srlhbUKYjbO2Jq2TzRPaAcLGBZ9ldUbaGbHj6Ljvg/UF1wCWyVYnezfWFbH3pOuM9QE/Z/bBxpStYwQ/Z3Uyn8bsiflq5j9Y37HM7t27U37GnmFzi8/n5ORkLMPKM9iYRsrj/oGajS+Drb/IukTYfDM7xvrZmEfsL70cvi9i+wwsg+PL1ndSHxWBjRF7L3s24rcjzyKRuUx/V1IfzXwdapybiI9OOo6ReiLPRmwlsl9ExpCt48hazwbrA6uL+UDsG1KacWTPMr8RmdekMD+UbR/aR8Qfol+NjmHEjrDepDFh0niXnSWQiP9kY52bm+uanWfYuyK2wuYgcg5h459t7rF97H3Y58iYshid+c8qVaq4Xr9+fcb6hRBCCCGEEEIIIYQQB8Y38mWJCy+80NauXWt33323rVq1yjp06GBjx461unXrfhOvE0IIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEcL6RL0uYmd1444124403flPVCyGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCZOQb+7KEEEIIIYT4blOzZk3XZcqUSfkZ/nvv3r0ZNZZBXVJS4rps2bL7Lc/46quvMn7O6sF3YTsj9eCz5cqVy1ge62T14LtQR/rOyuB7cWyzwd6xZ8+e/dbF5hjHBZ+NaFYP6ycSsTPWF5xXJGIT2E7WZqwnOjf7YP1Nf0fELpiNJF1/rB7U2dq9v3ex9iS1J4TZGSvP7JiNZzbw+d27d2dsRwRmpxHfizZYvnzm4z0bI9ZONi74OfOTbA7Q90TGJzIm2AbWThyTbPscto+9m/kB1EVFRa5xbnJycjJ+HvGZTGObsf/YfqaxDexZ1h421pF1z+YMP2f9Sre5pO1g6xrHgo1XZK0gSf0bexfzVzhGjIgfi+yRkZggGrOwvZe1KbI+EDZejKTzx+yaPRvxdUnnibWZxZxJ25Zt343EYwcSs+6v/sjZg+1JSCSWYeMS2ZPYHETsntUZIdu8RtrBfDTuW8wvI2x8mf2yMUXYmGI7WT2RswFb0/gs84cYX0Ri0Ug8HD0bMEqz5iJxM8LWZWni9ci6Z2suUj/TbD9jHMg5IXIGQkpzNoiMY8RW2FjguLO1GDlHsjlj9SddA5FYOh1c16gjdweluRfAevC9ubm5rouLixPVKYQQQgghhBBCCCGE+Dr7/82EEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCHEfxD6soQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIQ4pyu+/iBBCiP8Uateu7RrTm7MU7pgmnKUVZ+nisTwrwz4/EFi6dkxRju/bs2dPxnpYOnT8POlYRMqwNPQsbT22n7UHwXfhWCEshT3rO0tVz1Lbp48tG2tWL9NsLpldszJsjLCdWL5ixYquc3NzXRcVFbkuLi7OWA+Cn7O5QXCeEPZsZG2xtkXakw4b96T2EukPvovVg2CdWAb9BPN7bI1iG7B+9q6IxjlG+2bvjfinbM9ENJsPViYnJ2e/bYj4EwTLs3XA7IDtTwizLbZfMnuN+Hb23qT+IP15HJeILy6Nr4+saUZkniJ2cCB7TyYiMVFk3acTsYWIX4qMERsX1ofInsfaxmITLB+JlZL6G7buI36YgT42fdywXtZuhNkRaowX8N1srBH23qTrnunI/opE18H+6mF2w9oQie/M+PrA9+HYoWZlGGwNRfwzI9JPNu6R+UNKs14jvpHNRfrYot9DkvaT2X6kfGn2eeafmT9gfpu9K2JnSNJ1j+BcROYyncg+HIn1I7YWiaPYnhppG/MHbOyS7sERmD9gY8j2o/T+Yn8wdk+6bth4JY1lELYfJD2TRM5kCFtnkRgkstaTnq+z+fBIzJo0poj424MVX7CzdmR9RNYf1okxF1vHkX5F2pYtpmNjgbB37969O+OzSe8+IjbBYpbIuLBxT3o+Y/cg2K9du3a5jsaHmUBflS1eY2OK8T2DnbWZr2PvRSpUqOAa7x6FEEIIIYQQQgghhBAHhjJLCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDikEJflhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghxCFF+f0XEd8m9erVcx1Jo8zSNGPK36SwVOSR1OiYQho/Z+nfEZa+GfuC9WA7sW2RvrN0z+l9Z6nVWSp2RiRlPKaIZm2IpPdmz2K6a3yWzQdLYx5JK86I2GukHrYGos9Enmfpx5lNsBTf7NmD1efIumTp2SM+BsmWunx/742s+3QidsrqYunm2XgxHxUZX5ZiHW2CrUXW/qRzw+wY24B9SboGEOwL81vZ6mLzxPYMfB+zwYivy83NdY3p7HFcdu7c6Rr3M+aH2frGz5kNRcqwz1k9zG6YD89Wf9I9j80lW0/MBtnnrExkLUaeZW1DImMSmVc2B6wNLG5Ih+09aO8IrjOExVTMxiP7QdI9mI0Llsf+Mt+Qbbwy1Y+wuYz4AEZ6eyK+nr27NPstmw/Wt8i6Z3YT6SNbxxGfFpmbyF6OZIstI+OIe2PSvuG7I7FJZJ9AmJ9Aku4Z2c5S+2CxT2S9Mh/O5pvNixmPKSLnUNZunG+cM+bTWYzK6mck3Y+xj5HYOOIPSuOTInF+uk1gu9neFjn3sLmJ9Cdqa5k+j5xbI/4/snYjvofNJQNj40gclK1c0lguYlMI+hxm+5FxZGUi6waJnK8j5SPzVBp/Fv1Z0nWddFwi/T+QuCsT0Tg7ExF7Suob2Biy2CL6vkiZyB7J4nKElWF3E6xtpb1P2l89SWNOdofH2hyJodLfG7lTSHp/E6mHnaUi52IWr7I9g/l5JGn8krRfkWfRXrEvUT/B9pKkd/OlOfewcWT9Z+drBMciKUn3zqRxEGtzxObMYrYfiTOZrTGfgM/ivSXaIDtLCSGEEEIIIYQQQgghsqPMEkIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEOKTQlyWEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCHFIUX7/Rb5dKleunFFHUnQjpUnFHUmjmzQ1b7a6sG8sTTVLE8xSdLP0ypH2sPTELE1zJM04pgtm72V9jKSrRs3SpLOU6az+9J9FYPMaSRuO7cNUyxF7ZKmmI6naI+nW2ZhG5pKlW8f3YhmW0hvLs3lJX4usXGQc2TqIzB8bOwbzIQhbx0jEZ7D1ytoTSQvPno2kgme2nv5MxAYR5hNw/nC9s3az/jN7ZD6Afc7azNqPsPoRtqdE19D+2plePltK+0zvZnUx3xWZb5zXiI+N+LrInCFsDbE5i+zlrH42VhEfkM0/RfYG1ib2eWQsIn1mdsPmD4n4QPZetkew8pFYjMVWaKOos+0FETtlcxmJ91idCNsjI3tY0r0wsj9FYpOk/jkSy7AYIhtJx469j40Rs98DOdNk+jzp2YPB9v7ImSypT2bvRdJjbOa7sFzSsY7EEawMa2ukTiTpHLO9OWk8hSTdCxiRscr2s6R2h3FHTk5OxmeT7vPMbiJncCRpDMnmIGJbSeOXyHuzPc/2xqQ+LdIOFk8mnYNI2yKxXGQdR+4Hks5H5Ayd3rakd2gInmPYfouwsWPzx55l8xqZDzZeSe8nSxPTJo1Fs+2RkfibxTxJ1wSLryJE4szSxBERktpH0nMqi+/S7SOyryT1Ffgs2+fYs+x8E/EtCJun0qwtNtaRe5/0u+P91cPmPt12sV42XmzdJN2TmW0yktaD7WflI/6zNPdYbC6T3mlE9zmE+UPWDjbfkftPJHKnFZlLNu6RfQWJnEMiZ+oIbB/J5mPYeLHfY5XmPJT0HFahQgXXW7duzVhGCCGEEEIIIYQQQgiRHWWWEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCHEIYW+LCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCiEOKzDmQv0Ns27bNNaabZSnNk6ZOjsDSDrP6DyQdOEvJy1IMs3TJkTTxkZTmkVTWkZTCLJ07SzUcScfM2rx79+6M72LPsvZnSxvN+hMZr0j6dZw/bEdxcfF+24CwNOYspXeESF+QpGnhWSrxSLr46LqP+IFISmxsK1tzrJ7IeEX8DJZhn0fanNQ3RtYQEkmZHqknvRybG0yNzmBrl41LZI2y9mD5iK0wsH5sP9Ns32LrL5L+PTJP6Z8zu4vYBWsHgn4/siawn2grrJ+szeg/IzYX2SPZ3s/8dqSPWAbbGbHLdPDdOO6Rdc3ax9oR8ZmR/QOJrIPSrMVIm1lMGPHtrJ0sDkiHzVMkTs3Jycmok8aK2FZsDxtT5qOSjiPaLpv7aLyeqT3s8wOZp6Q+CmH9wT6XxvYj416ac0Ukpk1aPyNiN0ljzvSfRXxj0nGMrINoTJWpnghJz9pJz4uRGJXVE4ll0vub9HzDYki2h+MZLumZIQKz00isEYljI22L7FusfNIzdLb2JX2+NHMf2bcZpbH9pPdSaIsRHxuJy5AD8ZNJ79PYs5H5S3oXE/HhOI4YXyRtW9JzVeRurDR3Ukn3ArNY/J3Uj0fmI+m7DsRO99fOyLyyM2LSuy4WB0V8SbZn2DmGjTWz94hfQiL33aw8ozTrIHIvjJ/jvh6J7w/WWjdLtanImYy1I+ndY2nuslmdbOxKe2e4v2dLUyZq95H+s7HAexa0tby8vIzPRnwIrt2k+zk7v6P9JYXNfcQusUxubq5rtl5Z3I5jm25P+EzSe7OkMSR7lr0L7WD79u2uk54fhBBCCCGEEEIIIYT4b0aZJYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIcUihL0sIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEOKQovz+i3x32LFjh+tKlSplLMNSB5cm9ToSSf/OSC8fSRWO6ZJZXSyVc+RdSVNuszZgPZGU0CzleyQ1McLaj/MUSWkeTR/O5p89H0mJjbBU3mxM2dhF6ixNyniW4pr1F8tHxjCp/SHR9NOR/mNbI7bG+hxZ62y+IynvI+ncsZ2R1Pasbaw8e1dknljfo3OJ5SJrGdvH0rKzNjHfwuyU9SEyl2zsInOJsHGIvAvLsP0I25DeX/Y8S23P6mJtxTqZHbB09pE+szawepL6Rra28PM9e/a43r17d8YyrD3MRqN2jHVhOyKxBtORPkfqjPqH/cHGAm2UadavSAwSscVI3JA+FxG/FOlzxJbZPhrxaZGYhfln1n62FpGcnBzXRUVFGeth78U1EPExEZ+UPseR9RvZq1idkXiMzU3SuDQSx0di2qRxJoPVyebpQOJMFguh7eC+xd7H9kL2LONgxevs/JDURyU9OyMRH4BE1mL685G9nbUpaQwZsS/WNrbfIJF9N0IkVorEBEnrj6zXbHVF1nhSkp7TERa7M5uLnL0iZ2psM8aQSGnuSiKxZfqY4DuSxnJsjtmYliZujMTWOKasDCMSIyBsn2Z9ZPYRiQ2jd3KR/TPpmYH5OvYss/dIzB1pc+R+JNtZOBORmCuyZ0d9L/MbDDb/7NnI+Ca9E4n0M7K3JT1HRs5nSe9E8OwRiV8OZJ+K2HWkbywGSXoOiZyNMDZm6z7iSyP7fdJ7L/Z5ZAzNYj40EhPis8XFxfstHznHRM5YSfdXdrfHSOoDI/tZZAyxDFuX2ShNTJz0TMbGFz/Pz893jb8vFUIIIYQQQgghhBBCZEeZJYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIcUihL0sIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEOKQInP+6O8omFa2YsWK+y3PUiSztMAs9S5LOxxJwctS7ZrxVLpJU/JiGnCWqjiShj6SOpilAsY2RNKzR9I9szljfYnUiUTSm6eXiaQQx2fy8vJcs3lC2NhFUoszsEwk9XOEyHrKZvv7+zxpanckW9r20owjS/0dSRMfGa+ID2BE/FLSdPasbRH/ieXZ2ihNCvNsdbE5Zu+IpJVn8xdJB8/aE/H/kXlKmraeEbHRb+LZ6DMRf4Iwm026zpifSPo5aw97lpVJOpeo0Vai41mauIDFIEhk/2CfR3wpA/fjyL4YsadIX7AMawPC5jvb/DFbZrbANPpu9j72ecR/Rnx4Uj8caWdkniJ7FcLGkMWMbL4PhKTnh8i6wfahnSJs/4vE3wgrj/YXIeLnI/bB2oZEfWZkX0FYHMXKRNoQaQ97b9J4JOn+F4lfksYyWCezy/R62PvYWo6MUdKYO+LfkpZnmvUr4ocjcXLS8zuLTZBscSL6ioh/Y22N+OVIHBQ5GyTd8yJxXdK7laR7HovvIvVnO49H7usivojZQSQmKk15JGJDzN4j6z7pPUMkRov4qvT+RuJmVm/SdRbpM/Npu3fv3u+zESL2mnR9IJExiaxXtn9l+1nkPMjKR9odaWvSWCtpjMP2/8g6Y3Wy+y0ksl9G9vj0ulhbIzFYBNa+bPaVqZ3sfMZ+b8DuySJ+jBG57434qkgcm74ekt7hsmcjd0VI0t+VRM5zkfMsswkEy+Tk5LiuVKmSa1xbqHft2uU64gNYO7G/aIvRfQH3lcidXmQcEXYXg23Nzc3NWP/OnTtdJ133QgghhBBCCCGEEEL8t6HMEkIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEOKRI/GWJSZMm2dlnn20NGjSwMmXK2Kuvvpry85KSErv77rutfv36VqFCBTvttNNs/vz5B6u9QgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQWSm//yKpbN++3dq3b29XX321nXvuuV/7+R/+8Af761//ak899ZQ1a9bM/ud//sd69+5ts2fPtvz8/FI1FlPJYvrbvLy8jGUwxW4klTNLO4wpb5FIqu9sqcpZ6t1IuvJIPSwtMBJJz8vSHLNU3JE0zZEU7ixtdCTtN8Lqj6SoToe1g9kX2mkk9XxpUqaz8iwdOraNpaBmKeYjGomsuciYRFKSI+m2ErG7SAruyPuS+hlmjyyNdyStfNLxYinmI+MWsVe0M7Y2stV5sPwY2xvYWmHlIz45Yk9YJ5sn9i5mWyxFfORd2F/mV7EMtiF9v0Qfgs+wtY+ajWNkT0JY/1kfGOxdbIyQ0rSf7XlJ+84+T7rXmKX2J/IORmQsInYQqROfjdh4ZM7Ye9meyvwKg8WfbC2Z8f5E9l62JiI2EplvBrOniF1HYm5mT2wdszawPTUy5khkX0iHtSkyrwjzJ2xc0CaYXUfGMeL/kxKJayL2xNoTjXciY4qwdY1EznDsXZHzDZun0sRZkXYye8UxyebfMn3O9oho7BaJsyPlI3EBlmdtitgpa0NS38jKszrZmmYk9ZMR35ZOxH5Z/1lMHNnnEdZPZkPsWYTFKZE1gTAfgGsuYn9sj4jskdG2IkljFhbrJ21D5M4paT3M9pkPYDZUmtgYYfbE7jHSSXpPGlmXEZ8Z8WNsTUf8VWnO3aWJ9yJzzGyC3WOk227EPyS9q43Uj/cAkT5EYjn2bIScnBzXpVk3kTGJrGNG9A4ssp+xOx427syOku6LEduKzH1kDZVm/46cVVg92dZJ0rvRpD6TwfbISFyXNB6L7MdYPjc313WHDh1cd+/e3XWdOnVcb9261fWKFStcL1y40PWyZctcr1q1KuOzkTud9DFndyIRu4jMPfNdbH+N7A2VKlVyvW3btv22QQghhBBCCCGEEEKI/2YSf1nizDPPtDPPPDPjz0pKSuyBBx6wn//859a/f38zM3v66aetbt269uqrr9pFF11UutYKIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEELshwP/38BmYPHixbZq1So77bTT/LOqVataly5d7MMPP8z4TFFRkW3ZsiXlPyGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCiAMlcWaJbOxLe1u3bt2Uz+vWrZuSEhe577777N577038Lkwrm5+f75qlko+kto+ksUZY2miWpjc9vTwrh3WxlMEs9S5L/8tSPEfSBbP6WTp7HBeWvhhh/UWwHlY+kno8aRrvbKnd2djheGHq+aQpwSNtZSm0mV2zlNiRdNRYD9pTJMV8pC9JU1ezvmSzOWYjkTlg64Clto+kT2dlIjaYNDU8KxOB2QGrh7U54ocPZM1F2hGZj0hq+4jvZbbJ6kEiNpfUtticRfYFBNvD9tf0ZyP7E9tXInsylk/fYzPVw9ZWcXFxxvZEfFfEx7K2lWZfSLpn4+ds/84WpzD/FtkD2LiwuYn424hvjMRpESJ7JJI07ojUj33B2CJbXczPsDnD97F5Yu9ia5TNQcTfJrUV9l7mJ5hNMPuIxL1I0vFPJ9JPNt8RX5HUrtHuIv6N2RODlY/YdCSmTeoDon4i4uuYL0XbwT0ZSbpWIvtzUluJxJyliS3Rtlh/mY9h64nteel9wXGPrJXIvQB7NjIHDNYGZn+RmDtSZyQOSHreiPieqC1G5h/nOKkfiMSxkRgnQmRemV2zvie9l2DnWjbOOTk5+31X+h4ROZ9F/D7zmexdCOtnxO4idyJYZ+RsE4n92FqMxGJJbR1Jf5b1P7IfRPZ57AOzO7SvpGfHSFyQNB5GImfwyHk8ck/E6ty9e3fKM+x9OEbM1iLrLxLvRO4Ykchem/Q+EzWzXTZnSduJJL1Dz/Z80jtftoexd7N3Iey9zHdFzuPsXUjEjyWNTSI+Oel9TbSt2fbJTDDbZ32O+Kvo/UImWGzFyM3NdV2/fn3XJ598csZ6Nm/e7LpevXquTzjhBNe4npYuXer6jTfecP3JJ5+4Lioqcp1t7ab70Mgz+2DxZ8Sns/0MP2d1VqpUyTX+vlQIIYQQQgghhBBCCPF1DmpmiQPhrrvuss2bN/t/y5Yt+7abJIQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKI/2AO6pcl9v3fXlavXp3y+erVq1P+TzBIXl6eFRQUpPwnhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQghxoOw/d30CmjVrZvXq1bO3337bOnToYGZmW7ZssY8++sh+8IMfHMxXpaQILi4udp2fn+86kno+kuYeYWmsWdpklmY7/Rmmk8JSMOMYYT8xhS8SSY8dScvNYKnRWRl8F5ZnbWDzx9KER9oZfR/rWyQVdyRlOtoUaiyPc8xStbP3Ji0TSUvO5izpu1gq6gOxRfYMtjWSWjyS2p61iY1L0hTzqJOmT2dgOyNzhrC5x3TmaKOMdP+E9bL2ReyR+RPmE7Adkb0EwX6ydROpM9tesr8ybF9AW8E+YpvZvhhpj1lsLUf83sHy6djnpHstawOOHfP5Sf1kJAZBmB2zMcF6ss0lez7iB9iz+L6k65LZYGTuI3UyWNvYHEf2C+Rg1ZNOxC4i/YnEYJFYLun6QJhvwDXN2sxi3dKcE1gshmVY/dniWKwraSzO3hexFzZ/bP/4Jsqzz5P2hcH2o4jtsj0rvRxrK9ppJA6M+FgE7Ybt5xiDYXtY3IuwPkbOcxH/wWw9EuuzdkbmNb1e7D+enVl5No4R8FkWa0XexcpHfC+OO4vLI2c+tu5ZGQTrZOfXbPVE9rPIfU9kvCLxVWliPwabs8idCJbJyclxzWI/HB8sz2L4qJ9EIvFF0vlg7YiMdWniILaOI/eKSOQsW5r7lIN1V5X+TOQ8mPSOg8VB7K6L9Y3diSTdXyMxeuQeILKPMhtC2FpEsq2/yDMRv8TOYZF7cTYu7K4PfRESGdPIuQrLsPs/1KxMxP9j39FG2b1MOlE/u4+kd+2Rsyq7R2BrLhKbMJi/YW1m6zKyf0fuZln96fMd8XWRe43IPRnzFZF1UJrfG0TubrBfGFdXqVLF9a5du1y/9957ridNmuR6x44drqtXr+66SZMmrvf9DtLM7NZbb3X9/vvvux41apTrJUuWZGybWfLfe7E4MxKnIJE7QGYr+N6KFSu6xrETQgghhBBCCCGEEEL8i8Rflti2bZstWLDA/7148WL75JNPrEaNGta4cWO75ZZb7Ne//rW1bNnSmjVrZv/zP/9jDRo0sAEDBhzMdgshhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQmQk8Zclpk2bZqeccor/+7bbbjMzsyuvvNKGDh1qP/nJT2z79u12/fXX26ZNm+ykk06ysWPHpmR8EEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE+KYoUxLNt/5vYsuWLVa1atVEz+Tm5rquVauWa5YSO2k6ZlYPwtIgZ0vFHUl7z8pE0ihHUoJjim9M7ctSaGN5rGf37t0Zy0RgqcQjKeZZ2miEpSw+kPeycWSpltk4Mlg9bF6xfpZ+m6XHjowFwspE0pJHxgfrycnJydgGlqocwfqZ3aSXY/6BtZu1KWnq+Uh7mI7ME6ufwcYhsj4iz5bGD2drKyMyZ5HU9uxztoaYj0WY/SKRMWL2jrYYGdNIqvlIWvhsPjOy50XezfxMxL+xsUgaCzB/iPPN+pvNL2V6NumaTvp51E8ibB2wfYg9G/GHyMEaCxY3MftjezCzLRyTiN1H7IO1M73NSffJiH9nbWL+rTT2gfEkwvocWZfZfNQ+2DxF2sxg458ttojEFEn3z8h8R/bUSAzCyjOS+luEjSMrz/qe1Fen9z1iU5H4GIn4CgaL+yPzzZ6NxD6sHlYnwtqZ1B9GYtRoWyO+hRGZv8j+F9k/kraBgWMa2fOS9iUybqw92d5VmriRwWKEpHdFbN0kXR9sfCPrIBIno2ZnmIhvjJ7nImespGdeVg/uo3i/wPZn/Bz7j2PNxoutm8g9QCROQdh8RM5zrO/R8mzfYnsDjiNbKzg3SWNiZjdsX0nafySy5yWd48gdCrMtFmNniy0j9yBINBZKUiZyVmFnqUicEvGNkTGJ7GERXxrxyUi23xuUZs4ibUq6V7P6kUgsE4mHI2udwcYtsgcnbY9ZbI2zepHI3ET21Mg6Tnr/xOaV+a7KlSu7PvXUU10PGjTI9ccff+z6kUcecb1x48aMdeLvAgsKClx36dLFdd++fV2vWbPG9UMPPeR6yZIlhrBYKLKXYHnmHyJnQRY3Jj0/rF27NmN5IYQQQgghhBBCCCEOVTZv3pxyX5iJA78JF0IIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE+A6iL0sIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEOKQovz+i3z3KS4uzqgx/S1LfRxJI4ywtMmYOjeSQjr935F08JG0yCz9MYOl842koI6kDk6acpvVydIds3ayeWUplCP2kU4krTXC0n1H3s1SfLNxwX6yOtm4s5TsSKQMkjTleyTtN/Zx9+7dGcunr4HI+sB3R9rK0ozv2bMn43uTpl5HImuakXR9Y9/xvSyteGQ94Hsj9pptTNjPIuPI1hPC1lYkBTr2B22C+flIO1nb2Nix9R3pe9K5zOYzk/pJNtbs3Un39oh/j6x1tg+x8U26pyKsnqT1R8pnm6PSxE6R/R9h4xuxCdaeyJxFYivU6Ocj7Yy0mYFjValSJdeNGjVKKYc/W79+ves1a9a43rVrl2vsTyR+Zb4xEssxsP7S7DH4roitsP0+AvMNkfgo4ofNUvtTmj0vUp7t+Ul9F/MzbIyS+nAkad+R0sxZepnIPh/xS5FxL03cn9QPszaw83XSNRSxlaSxOhtDHKv0OcL+IEnjEfY5sy/meyOxRoSkZzUsH/GlSMQOIuc8RrY7EOZPIuuJ+WKm2d1ExKczu07qb5GkfoWtdXa2iaxRhNlBdL4j916Rs3xp9rnIWmf3SUjSMWL9wrk8WPt0xI6jZzsk6b0lgvE08z+l2W8i9TCfycaOrRX2LubPI/6JnTeQbPtFUh8YOSeVxt+y/QB1Tk7OfuthsPFi6zhyV4n3jUn3fnZGOpDzeNLYl9ksi5Ei88TaE3kXu8Nl9UfuY5OuRdb+SJnI3pRO5PcAaLOR9iU9eyX9/QNrAxI5Y+AY7dy5M2OZ3Nxc12iL+DmCY4U2tH37dtevv/666y+//NL1RRdd5HrgwIGuX3755ZR3rFixwnXS+2W2VzNbZueQyH0KixGwPXl5ea6Liooyd0AIIYQQQgghhBBCiP8ylFlCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBCHFPqyhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghDin0ZQkhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQhxSlP+2G3Cw2bp1q+tq1aq5LleunOsyZcpk1BGwfPny/zd8lSpVct20adOMnxcVFaXUtX37dtc7d+50vWfPnv22A8swvWvXLtfFxcWu9+7dm7HOsmXLZixTUlLi+quvvtrvs1ievQs/x3FEsB6cP9RYT+RdrH4sg3OMZcxS+8navXv37v3WhfMU6T++F/sfGWucs/T+7K/+yLjgsxEbYu/F+rHNrF95eXkZ62HvisKeZ2PN3s3GlPUNn8WxiMxNZJ5Yv9i7Imsr4j8jY4Jksxvmu9nYsfax8uzdzE7ZfDCfGZmPpGWwfvQl2GaEzXfEvtl4ZpuzSB/YnCX1IZG9LWJDbCxYHJHUZ7C+M1iZSBtY39lYpVNaf5rp3cx+cXzRlpPu4ZH1GpkDtmdHbAiJ7IusTny2oKDAdefOnV337ds35X1t2rRxjbHlxIkTXY8ZM8b1okWLXLP4E+cD24exJVtDzBdFyuN7WfwZmYPI3ON78V2R9rP2ROwy3b6TxlrY1oivQNhYJN1TI0R9TqZ3sTMAi6fY/EXmnpXPFpdGxoiNL9tjmA9k8x3ZbyL7OVuXSW0oMiZJ2xNZr8yHZXsXewfOAZbBz1Hj+Q/bEdkbIu2JxIfMlpHSxMmRNic9S7A1EGlPOsy3sj6ws2ckJmRlkp57Ir43cvZn9yYIK5N0H8nJyXHNxhPjg/T9O2kczGwqcv5nc8zuX1g7k96nROJnbBv6jIhvTBqLsmcj56h02B4bWVuRM1/kXZH9j81H5B6AkfRclDQ+YOeipLFFtjuUiH0hEd+F4LtxX0x678CI3EewMuwswcY6YtNJ28bGM1s9SfceRiTeLc09FhI5z+Begn2MxFBJ12vS31cgSePt9GeS3m9F9siITaCtReJDJOm+ErFrnNc5c+Zk1I0bN3Zdu3Zt1+vWrXPNYkvme2bOnJmx/AUXXOC6f//+KW39xz/+4XrHjh2u2Xxg3zD+iexb7HdDbH+O+CukYsWKrtN/JymEEEIIIYQQQgghxH8ryiwhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQohDCn1ZQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQhxT7zz//HwamlcV0tnl5ea4jadgZLIUyvqtDhw6ujzrqKNe5ubm0rZjaF1MGsxTf7N1bt251vXLlStezZ892/eWXX7rGFMHYN0z/y1Jxs5S/LDU1S0UdSSvPYKmJWTsjOlua6UjK7kjfWOpoljqZ2QFra6QNrP5IOnD2OXsXexZtl/Wd1YnrhNlf+rORFOoM9mzSNOmRlPcRzUiaYh7bzFJ6R9K8szoZpUlNn+35pHPDyiSdp8iaZmnVmb9K6htYe5ifZGXY2GL72fpLh80ns8dI6nlWT05Ojms2Lkyj7SNYD/qrpDaL5bFO1l9ml8xG2bziPGEfWTuxPeltjbwbYf1Bous9UxtYPax80rUeeS+rB4nEcfgszhPOx9FHH+36wgsvdI1xppnZunXrXG/cuNF1z549XR9//PGuR40a5XrixImuV69e7ZrFpZE1zdZZ0vglEqexeDWynhAcdxbHsvlO+q70epL6FhzTSCwT2cNYG9L9w4G+FynN2YDZE9vP2FqP7NO4BtLbxsYxYqfsPFeaeBVJGo+xz9naitSD/cJ6cM9O2obIe6Pls8UwSd6B9ojna2anLC5g8UjSWI61k9WZ9BySdC0yu0GwL2wcDgRmv2xMI/Fn5F1J25Z0fUfir8izSced2QSLZdKJ3DsgzNYiZdh+xuwgYvvRfmYick5nsXfkXRFfldSOs92nRIicT5HIWozEDgfrjFGaZyNlIucrZtPRc1Ek3jtY+0HSfkbumhEci4gNRe6Dkp7VIrD4/EBsJXLXle35fUTO9UnvUCLzze5TWMyNn0fui5k/R5LecSfdR9NtiK1ZBivP1i47qzIifjhpnMnu4SJ2s2DBAtdTp051femll7pu2rSp68WLF7vevn27a2Yf+Dme4WbMmOG6cePGrvv27WvIrFmzXE+ZMiVjXZF4hJHNdjLVH7njYODc4O8k8awihBBCCCGEEEIIIcR/G8osIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKIQwp9WUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEIcU5fdf5D+XHTt2uMbUs0gknXsk9TGm+Z02bZrrSpUqua5Zs2bKu6tVq+YaUwzjM5gml/UB27dp0ybXc+fOzdi+LVu2uN64caNrlpYbNUv3HEnDHkmTzlKAR9J7s3ayd7H2R2Hprlmq6UhKcJaCGYnYaSQlO0sbjaml2byy9Nv4OSuPGlM/R1KAY51o06y/2dKhR1LJR1K9I7heWT+ZTWDbmG3ie5n9sXFkfgxh6+xA1sf+6o+0JxusTUnbyvwMs2VmN8y3sDljqeqZvSMRf4swe8XyrP2sDGtztvFPOqaMyLO4niKp6rFMadoZ2auY72XvisxxZH9Bn8meTV+LkflnfoaNKas/8l6230Tqx7iArUtWJ2tP5L2s/RFYnHj00Ue7xv3FzGz48OGup06dmrGuPn36uL7iiitc169f3/Xzzz/vevXq1a4xRmB+jMHmG4nYVtJ4MjJnrP1sb47EPrjmsJ5saw5hPoG1OzIHpdnPI3OTNF5P6mPZu3B8WZ0YozVp0sR1lSpVXC9YsMD19u3bXbP+ZutPJE5DsF5cZyxWZH4sEsuw90aIzBn6W3a2Y7EJi9WRSAwZObOmty8yRqhZfM/sEYmcr1n5iA9Meq8R8TfsXaydSc/BkfqzPV+a/rM6I2fHSB+y+ZD9tQH3kqTjG5lX1kfmY9keFp0zjB3wGexnZA9nviUpkdghEotH7oCYHbAxiRCxxYj9Rc4hZjyexnLs86R3S8yXsjNG5H4HSeo/ENZmbFtkL2B1luZ8nP6uyFmdjQXzLexZfDfadSQ+Yne4LN5h48vazMY34mOZj8E2J7WzyJ1DOpFykf0vsoZYnREidsbGFNuD4xvxsRE7QJKOJ2vngcQsbF9FInFapP/sfBq5C2V7Les/m2MWa3z++eeu58yZ47pHjx6u582bl1Ez243crU+fPt118+bNDTnjjDNcL1q0yPXy5csz1pX0dxmRe/3InSwS2bcqVqzoOv0OSQghhBBCCCGEEEKI/yaUWUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEIcU+rKEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCEOKTLnuT5E2Llzp+vKlSu7ZumOWdpaTJEbSYG+YMEC12vWrHFdoUKFlHJVqlRxXb16ddd16tTJ2G5MmcvSDe/evdv1ypUrXa9YscI1pl1mqZBZyl8GS0EcqZOlnI6kD2f1Y8p3Vp6li2c2YcZTheM4lqY8SxEdaTerh6V6xzawFPbM9lk9CJsb/BzTqjOSphtnz5rxNOORlNUIWzfMP6A9MpuI1B9JVY8wW2FzHBlT9t6Ib4z4iWz1RPrJiMw3G1/mH5hPY+spMpcI6xdLwx5Jc8/qQXBdsjTvkfak/xvrZXPJUtIzn8N8FBt31m5Whs1xUptjfYk8G/F7zMcy22XjnA5rK3tfZF2zPrAxTerfWDvZXhUpH6k/4m8jPpN93qRJk4xtmzlzZkq5WbNmuV66dKnrJUuWuF60aJHr7t27uz7rrLNcY8z6zDPPZKwzEiMgGH8ikfFFkq4JRmQtIqWJFVj8kQ6zo0islbR9SCQWZ3sYe1fSWCniPyLPsn06NzfXdcOGDV1369bN9ezZs12PGjXKdWTPTn83I+KXI89G9nkkEuMwWL/YuKNm6575WLZfRs5/CJbJNlaRsWPlk8a+SeMrVk8kJkKSzg2S9DweOfuyOtn5NdLHbO3G5yP2mPROJDJGSGni0qRng+gZORNs38ExTLoG0tvH7uUidbEYLGojmd6LZ3Z2Rkx6N4gkjXuT7uWRvbM09afXhUT2GDa+kRiyNPeHSe8nGZH7hEj9SWOZyLrPNj5J9wmcp8hexWyN3TsnJeKfWXsQtnaTxt4RWJ2RdZLtPgWJnJEjPirpmelA/P7+2ha5n2REzj+Rz9FesQ0YuyW9rzDjMUhpYg12vkGwD1gG1ze2BzWWR11cXJyx/ZF9hc33nDlzXL/77ruub7/9dtd4X7Fs2TLXO3bsyFh/5I4Qf0c2d+7clLYOGjTIdcuWLV2vW7fOdVFRUcZ3RGyWnVUjz7L1GrEbnEu068h5QAghhBBCCCGEEEKIQwlllhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghxCGFviwhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQohDivL7L3JogOl5CwoKMpZhqctZilzULFX05s2bM2ozs1WrVmV8N6bDxTS5WC9LCc5SD+/evds1S/2cNLU9I2ka4UhKeqwz0mY2HyxFN0u3nt5+1lZ8Hz7PUnazFNospTJLPc/SobN3RVJis2cRbGckPX22tPJJ2sbsibUnvU5mI0nbwewgMnZsLpmNM3vatWtXxndh+Uj6cXwv+ga2biLp1pmPYeubpaZPH0NWF1sH7NmIr0uaxp3tExGbQNhYMxtnc4C2wlKss7FCWL+YX8F3ZWs3guMbGSM2ppF5YmPK5izy3sg4ZvNL+8D2s7FmbWBjy+Y7sjdHn2FjF/EhDDaXkXZH/CprQ8Tekz4bGROE+dKlS5e63rBhg+v169enPL9x40bXzKa2bNni+s0333S9detW15dddpnr888/3/Wjjz7qevv27RnbzcYu3T/sg81ZhIj/iKwhBmtb0rmM2F82mM+N+CsWU0TGOrJHRtqTk5Pjuri4eL/lk8aE7HPs47Zt21wvW7bMdYsWLVzXrFnT9TvvvOO6qKgoY53Z3scoTczN3huJsyPtYSSNMyOxEouH2RkObYj5GEa2PkbWL6uL2V3kvBGx38i5NbJHRs68kXFkdZbm/I5E+p4e7yT1yxEfGDk7J11z7IwVudNJeoZhsL4ntT8kEmelr4Gkd27MV0RiYmYfEf/J2sPqiZwxkIgvYZTmXMvaVpr7v/R3sHFJum4O1j0Q62ck/kxavjT3FUnvUSMxYDqlsRFWTyQGQx/I3svWJfOTEb+EMSfGERFbTHqGS7ruo7FMZB9Kej+ZNMaJrMWk55vI2Shy3oj45MhcRn7vE2lbOknvulhsHSnP+oa/D4rYE64brBPP8kn9OZbBcxXWOW3aNNevvPKK665du7pevXq16zFjxrjeuXNnonZiv/AOxMxszZo1Gd89Z84c1/j7PATHmoFtQr/E1lbkDjey1lFXqVLFNd4fCSGEEEIIIYQQQgjx30Ci37Ded9991rlzZ6tSpYrVqVPHBgwYYHPnzk0ps2vXLhs8eLDVrFnTKleubAMHDky5zBRCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhPgmSfRliYkTJ9rgwYNt8uTJ9uabb9ru3butV69eKf9n2VtvvdVGjRplL730kk2cONFWrFhh55577kFvuBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghRCbK77/I/zF27NiUfw8dOtTq1Klj06dPt5NPPtk2b95sTzzxhD333HPWs2dPMzMbMmSItWnTxiZPnmzHH3/8wWt5QvALHQUFBa4j6acj6dxRs9Ta6enDI+lzMd0ue0ckHTVrN6ZsZmnA2RglTVPNUlwjbExYG7D9bJ4i6bEjcxltE0sxH0ndzj7HvkXSK7P04yydfSQdfGnStkfmnn0eeReb7/Q1x+otTZ+Z7WD67dLYO1vTeXl5rpmfYO2PjFHElyAsPTtLGR5pJ67v9HrZ2LGxjsDGCME2RdZxxHch2H7mYyM+ho0DzjfaaFK/zeYy/b0R22dzjvON7WY+Gsswm2V7HhvriO0jSctg/cy22NxE1mhp2hOF2QX7HEFbTrrHsDYw/5N03JFIfIFE6ozskTt27HBdWFjoeu3ata63bdsWqhdBm8L4+L333nPdqlUr16eeeqrrTz75JGP5Xbt2ZXwvizVYmxmRZ5kdYBnmAxBmixEfw/xTafam9HqZr2d+mdWTNG6MEDlvROLPiB9OehbCzzds2OB60qRJrtu0aeP62GOPdc1sPb2tkbgrabsjsPlOStK1m9S/sTgZ35V07UZsNJtNR9Y4vhv3laQxDrY7Pz/fdZUqVTJ+zuJ7tEEWE+J78cyA9yC5ubmui4uLXW/ZssX1xo0bM9bJbILNZWRfRCKxRfq/I+uAxY2RWCvpnUjEB7C+MfuLjDvbh9gcRM6C7NwSaU+2n2E70AaRnJwc1+g3WDuSnrsj+1Bp7l+QyN4WicuZTUTWQMRGs631yD4RiYsiRNZQ0jFl/Wd7T8RuIms66f1Z0nqy+dXIXS2C9hWJMyOxb9IxZef3SLzK9j/2Lpx7JOl5NLJfMDvLtuaS3ruzZ0tz185+r5H0Dj7puYIRiUci5+DInB3IfCe9W0rquyPrMtu96v5g9WPMmW2fz0TE3jEr/bPPPuu6fv36rq+77jrXq1atcj158uSMdWI7sf2oFy5cmNJWjMsbNWrkmsVpbF5ZjB6594vcOyAsXmD2jucNfFdSWxFCCCGEEEIIIYQQ4j+RUv3lzubNm83MrEaNGmZmNn36dNu9e7eddtppXqZ169bWuHFj+/DDDzPWUVRUZFu2bEn5TwghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQ4kA54C9L7N2712655RY78cQTrW3btmb2r/+rS25urlWrVi2lbN26dVP+jy/IfffdZ1WrVvX/8P/aIoQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIkZTM+aYDDB482D777DN77733StWAu+66y2677Tb/95YtW77xL0xs377ddaVKlTKWSZrKOfJsempllno4adpb9j5WTyR9OrYtkl446XsjqdQZrD0sdXVkLlkb0lMZsxTJWI6lVGbzzcYdwTpZ+1Dv3r07Yz2s/UnnEtM0Yyp5rAfbwFI/R+yJtRnrYXOcnvaajVckxTzC3vdN2CNrG+sLA+cp4mNY+yPp7HHcmI9hayBbG1jqdlYvErE1Nt9s/bH6cawj/i0y1pF6sDy2mc13afYzHKtsa5HZJmtTTk5Oxvaxuc/Nzc34ObOJyJiyehDm2yOwvTBiW0mfZf2Ktjlp3xDmrxC25g5WG3AtRurMtv/vI+LfsAy+C9uT1Dfil44/+eQT1zVr1kxpX61atVyvXbvWNduf2DqbPHmy6yOOOMJ1nz59XM+fP9/1ypUrM9bP4r2IfTDfknSNRvZjNmesfMSvok4aT6T/jPn3yP7P2sHGBYmMXWSNstgYwbalx2+Znk0apyAbN250/e6777ru1KmT627durleuHCh6y+//DKlruLi4v22g80fK8/8AM43jheLG7EM+xzfi+Mesb/IGmK+DonENZG9nK2HiK2bmVWsWNF1vXr1XGPmS/SrOPcR22S0aNHCdfv27V1XqFDBNY771q1bM7aH+YaCggLXDRs2dI37x44dO1x//vnnrt9//33XGzZscM1slLUhst8jkdjeLHbWZuUjMVLSO5rS3Dvg+mN+uzRnCdbOyN1NZD+O7vFsfCNnC4yj2Nixd0fsA9sQaQ8bdzzPRO4sGJF5jdhEaeLebHsqm3NWL/MPbJ4idSKRfY7Zb1J7RyLjy9rP7CliK9FzYdL708jdaNI7s4i/ZfFCxM6S2g2bs0hcHTlHJY1fkPT5Y31gMRsSiTnZ3VXSMwOrH0lqE0jER0XiEaQ0d+LZ2pz09wARW4jev2Wqkz0bmVfWfvY7B3Y+YeuP+epNmza5fu6551xfddVVrq+55hrXGDPjPcauXbsy1o9UrVo15d9471KjRg3Xbdq0cY0xMa5Fdi8c2asjewbzIZHzL1sfeP7BM4YQQgghhBBCCCGEEIcqB/RliRtvvNFGjx5tkyZNSvmFe7169ay4uNg2bdqUkl1i9erVKX9wgOTl5VleXt6BNEMIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEOJr7P9/mwSUlJTYjTfeaK+88oq988471qxZs5Sfd+zY0XJycuztt9/2z+bOnWtLly61rl27HpwWCyGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCZCFRZonBgwfbc889ZyNHjrQqVap4atqqVatahQoVrGrVqnbNNdfYbbfdZjVq1LCCggK76aabrGvXrnb88cd/Ix04ELZt2+Ya082y9OGYnhbT6CKYdpelEY6k9E5/Jmn6dZYyPZI+nj0bSecbSTMeSbHO+oKwMWHtxLlh6Z6j6cwjfWNjwdrB+oO2FknNHEk5zmyZpYeO9CtSZ6T9EVtn88fsKbrmIm1l/U9q70hkfNm6xHFP6mfY2CEsZTrC5oylqkcifignJ4e+j6WVj9haxJZZm9hYsP0D1z1rG8JsOeJvWD0I6ztrP3sWybZfsH7i3CZNSY9tZT4w4lsi+03EV0f2pNKs18i4szlg/j8ynuk/Y88zH8Vg747ECBHbZ5+z9R15L9vnIuspEh9hncyfLVmyxPWnn37q+qabbkrpz5dfful6+fLlrjdt2pSxHUwvW7bMdXFxsevmzZu7Pvroo10feeSRrrdu3ep64cKFrjdv3ux6165drtFPMiKxKPN7Ed/LbBrfy/x5ZO9nc5/N90b8GGsHg5VP6j8j7/om6mH+LWLTbC2uXLnS9YQJE1z36tXLdb9+/VyPHDkypX24VpgtR/bkpGc4do5hPoT5JYTtGczGI/sxwvwnktSmEbZPZYtTWJ+rV6/uukuXLq4/+eQT159//rnr3bt3Z6yT2T6WX79+fcb2NW7c2HWNGjVc16pVyzXa3I4dO1xjnIW6UqVKrnGscb/AuxL8fMOGDa5Zv1jcwPwqEjnjpr83YpvMpg7WfhCJIZOe8xil8ZkRmE9ivo35HiTbuRCfz83NdV1UVJSxDPMtmKk2Esux+wJsQ+SMGLkfiJzfI7Eie2+kTFI7y0bS+JutvwoVKriuUqWKa2zr9u3bXe/cuXO/dbI5Tupzkp6xkt6fIcxvReqJxlZsLNiajdwTsrXFxoLNDWt30ntCpDTnazZWzE8gkT4iB7IW2V0ZxhQR2BkA6096n8vqj3zO9kW2B7N9IamvSxqbROOayN0g+91S0rMBayu7m2C/u2LrmMXuzAcwzewJ24N7ObZhzpw5rh999FHXP/nJT1z/4Ac/cI0xxPTp0zO+F/terVo1Qw4//PCMfVi9erVlInLnFolRme9itoJE/Cp7L/5eFM8ApY0XhBBCCCGEEEIIIYT4rpLoyxL7LiV79OiR8vmQIUNs0KBBZmZ2//33W9myZW3gwIFWVFRkvXv3tkceeeSgNFYIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEGJ/JPqyROT/KpKfn28PP/ywPfzwwwfcKCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCiAMl0ZclDhUw3Symc8f07whLNRxJA81SqWerN2kKeISl3o3UE0nlzGBpsxE2XpE6WRrrSCrqSHuiY8JSbUf6H0mJHWkTG4tIO9m7InPD0kmjjqyPiH2zOhE2hmwtpv+MpVBn70iqMVU2S92OROyJzRnzBwhLgY6wNcTeVVxcnLGdLMU6ajY+SLqtY4p27E/Erlk6eJaSHvvDNFsTOTk5Getk64OlQ2f7woH4rkztj9TD5izqP5it5eXlZdRYF45dUVGR6927d7vGOcC24rMRX4TPYhlmW1ie2QES8ZORdZx0L2d9Z+OW3gbmfyNxUaTdkWdZ3yI2m7Q9DCyDtsX2nkg7mW2xPQLrnz9/vuspU6aklDv++ONdL1261PWECRMyvg915cqVXbdq1co1ruMGDRq4Hjx4sGuMp7EPH374oesxY8a4XrRokWu2R0Z8GhLZw3Dck8YgEV+CZXDc2JpLX2OReCZyHoj4E9Y3FoNExjcyT2wOWB8ZSWNL5s927Njhevz48a7R1vv16+d6+fLlKc+vWLHCNdsPmP+N7B/MjiJxUMSfsPlAMK7BPRhhsQx7L8LsFduPvpfFFkn3+/SfYayBPmrgwIGumzdv7nrr1q2u0d9GYjDs2+LFi10///zzruvWreu6evXqrlu2bOka7bRatWquCwoKXGOfsY9r1651jf1dsmSJ69WrV7tmMTMSmQMkcoY+EJgNRnxpxKcdrHNbxNcljYMiMWEkPorcP6BvQFgcbsb3HvQtubm5rvGcgOuGxR0ItpvZL/aZnW0ZSe/kmL9NOh+Ruxtm60n39fS5r1ChQsaf4V4aGUec4xYtWrhu3bp1xvbNnTvX9bx581xv2bIlY/1Jz9GRsz/C9lp2pkx6houUZ21L/xzHOj8/3zXuMbVq1XKN54HIXrp582bXCxcuzPh50nsmdjZgd0iRsx2LlZgfY+sAxwT9E44JrgcWN7HzQLo/KE3fku5hzH4jRHwa2yOT+kysh/lzhNlZ5N6AzT3rS/q/IzErewfb21idSe9BEFwHkTgCibyL3b+z/rI6ly1b5vp///d/Xe/Ldm9mdumll2asZ/bs2a7R55100kkp78B4Gp9B34hzwGwwYo847mzfiowLW8csDkKw/ooVK7revn17xvJCCCGEEEIIIYQQQvync/B+Iy2EEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCPEdQF+WEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCHEIUXm3L3/RWBa2UqVKmUsw9LoJk2VzFJLm8VSZbO6WMptltY7kkYZ62T9YSl8cSzwvZheGNuAaclZ31l/I2PFUsezcWBjkv4MplrG9OuRdyCRVOcsZXUkBTMbL2YrLM09G0csz2w8MtaRucw2N/tgdmnG01dH6k2aBjvyLjZezA7YGGE68Bo1arhG/7ZhwwbXaLtI0rlhfo/NN7Mh9q6ITaTDxpf1DTXae8SWWX8iPg2J2EGkTGn2DgTnkpXBccNU7TiG6T+rWbOm6wYNGrhu3Lix6ypVqrhG+y0sLHQ9d+5c18uXL3fN5huJ7DHMf2KdzK+yecJxwfWHGueyNGsF91q2fyPZ9qDI/hRpU2nmho0F+5yNKWsPzg22jY0dm6fIvDLfw+yJtXnlypWuR40aldK++++/3/Xpp5/ueurUqa63bNmSsa245k488UTXffr0cY2x8mGHHeZ6yZIlrmfOnOl61apVrrdt2+aa7Rk4H2y+WfzN/DCLaSP7N1vTkc9Z3JvtPMDWQdLYl/WN7StJ12hkT2XPJrV35mMiezySvj9lYtOmTa7fe+891+3atXPdq1evlGeWLVvm+uOPP3a9a9eujO9g9ouwWAbLY38qVKjgGuNALFNcXOx6586drnFd4rphthLZ/yLnDYT5VdZfhLWNtT/dPvAZfAeOxdtvv+36/PPPd33VVVe5Hjp0qGv0h5G1iOOFfnjRokUZy3/22Weu0SejHeDZFPtVVFTkGv0/swP0h1g+csaNnCsi+2K2e5akZyxG0niHvSvinyN3BaweVgbnJnKewf0p6TksEn8h6fWw2Jqt/ZNPPtn14Ycf7nrYsGGu16xZ45rNJetzZP4iZzIWW7Iy2Aa2Xtk5lYFrl63jiM2xmMssdQ6OPPJI11988YXrOXPmuGZ7IX6+YsUK13hG7NKli+sTTjjBNe61b775pms8F2L/sZ/5+fmu8ZyK/hPvVlCzO7+tW7dm1BhToI/F/ZjZFpszhPkkbLOZ2VFHHeW6a9eurjG2qV27tmvsJ7YJ9ydmy/Pnz3eNZ5RZs2a5xrGInJmYT47Exjjf1apVc43zjeA6w2fxjqJq1aqu0YZwTNavX+8az23r1q1zjeOJNpHel8j8R/xDxNdF9oOIr0ja5ohPjvgrHMfI/pKbm5ux/Tj3aCvs3gvrSX+GnUPRB6Lf2LhxY8YyuFYisSWC5XEvZPs2i7si52gGW9/M10XuYz/99FPXDz/8sOs77rjD9eDBg13/4x//cN2yZUvXeO+R3j6MuRcvXuwabS3pXXjEZtlYsHGM3O0iLJbDcwX6KCGEEEIIIYQQQgghDiWUWUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEIcU+rKEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCEOKfafq/kQB9MO79y50zVLsc7S4rIUxJjyNj0lMksrjLDU6ixdeyR1OaakR1gaXpbOl6XiZmmz8b2RdrLP2btYKnjWfoSlCWdprNPfwdJXJ01NHUk3z8pHUqZjyu1IKnVmWwiOL5uD0rQ5subw82ypwbH/SCTFN8L6wPpcGtuMgPZXo0YN1926dXM9bdo011988UXGtrH5ZuOOqefx84jdsHnK9iz+m6WhZz6EzTHWw+aJpUzHccF6cF7Z+kDY+sPxxfTsWCZiQ+h72bgxjfOE76pevbrrZs2auW7btm3Ku+vVq5exXIMGDVzXrl3bNfZt5cqVrmfMmOF6165drtetW+c6sg8hbD7YOo6MHRLxH6w8W3M4B8xXM3ti9Wcjsk9EYqGDReS9OEasDKsn6dpifgzXLsJ8EmtDxN8sX7485R0jRoxwfdJJJ7nu06eP61GjRrneunWr6/z8fNdz5sxxPXLkyIzvXr16teulS5e6XrBggesVK1a43rx5s2v0S8zOMBZHn1O1alXXubm5GXXExlkbsI/ob1Dv2LHDNZ4f8NmI/UXXDJbDfqKtsc/Z3on7CvucnWNY35iNs8/ZHomfR2KriH9i7WH1ox2/9NJLrn/0ox+llLvyyitd476FaxNtjfkNZhcspmjSpInrrl27um7Xrp3rhg0bukb72LBhg2vcXzFWXLRokestW7ZYJrAv2c68+4jsf9hOLI92mfR8jOsh/cyG7WZ2NHXqVNe1atVyffvtt7tG//DYY4+5ZmPHbJPtPVgG34X1oF9i/ULYuLC1Etnv2R7MbCLSd7Yvpr+DEWl35AzL3sViMySpX4o8W5p7g0hMGNmfIn41fV6Z32ftqFSpkmv0dVgPxj4YmzAfFfEbkXsm1BizsHiE3Yfh+b1p06au8YxUuXJlywT6RvQ36Oc3bdrkGmMxjAGxbSzmMEv1gSeccILro48+2jXumZ999plr5mdw73zrrbdc451F586dXXfs2NE1ni9ff/111zNnznRdUFDg+phjjnHdvHnzjGWwz3h/hHOMGucAx3f79u2u0S4xNl6yZEnGzzG2ZPEqUqFCBddHHHFEys/OPvts1zhnaIO45xcWFrouKipyvW3btowaxw7vAm655RbXY8aMcf3888+7ZmsLx52tYxZ3oG/AeTr22GNdDxgwwDWOHdbD6se1WLFiRddsrNauXet6zZo1rj/44APXn3/+uWtcu+ngeOEYsX0IbQefZZ+ze20G+70B2z+qVKniGu+JatasmbE969evd41+DNcWO7dEzioYB2HM3KFDB9fo89An47NoZ+n/juwl2IfFixe7/vDDD13jusR+4rPRO55MbYjc4bL6I3dG2GakNHswfj5//nzXQ4cOdX399de7vuOOO1zjvQeuXTOz9957zzWek9h9IItl2Jpgd0UY30diqqRxI85B5M4CfSPuSUIIIYQQQgghhBBC/KejzBJCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhDik0JclhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQghxSJE59+t/KZgqOz3dfCYw1S7CUhCnp8jFf7MU35FUyJF6UGOqcEyDjf1nqZxZe1iaX9ZmhKVyZs9G6kRwfNi7MJUxS91tltp/TJ2MOj2Fc6Z3sDTNLI1yJO00ziu+C22ZjR3ON0t3zVJOR+yd2TRLLY1E5o+NZ7a6mM1GUotH2srexcYx0h72Xpy/FStWuO7atavrU045xTXa6LJlyzK2LfJe5gOYb2Rzz3xGur2yNrE5Y+nKI3bK3pvNP+zvc5ZunflwnFdsG5sPBr43YqPs80qVKrlu1aqV67POOsv1Mccck/LumjVrusZx2bx5s+vZs2e7XrRokevCwkLX8+bNc7148WLXaLPM7iJ7CY47s5uIjSddx6XxgZG2Md/I9rxscUqkP2wtYxmcM4SVTxprob1H4ibmk5nPSOqHsP5I/MLey57F2M3M7I033nCN67Rdu3au58+f73rWrFmua9Wq5Xr9+vWuX3nlFde4/rZs2ZKxfbt27cr4OZunSOzTrFkz1+edd57rvLy8jPVUrlzZNe6LOTk5GZ9FsP3Yhu3bt7tmvmrBggWucQxxnWWzich+hvPUtGlT1w0aNHBdrVo119hPrH/jxo2u0Y5WrVrlevny5a43bNjgGuMItl6T+rTImYfVg2A9bD1F/ArawZQpU1xPmjQp5Znu3bu77tWrl+sRI0a4xrGOrHHWt8MOO8z1aaedlrENderUcb1jxw7XGFM0atTINfqGiy++2PXHH3/seuzYsa5nzJjhGm2CremITeNZpUaNGhk1snv3btdouzhnWAZ1Osyn4zpF/f7777tGv9SjRw/XO3fudP3CCy+4XrdunWu2hyP5+fmuCwoKXOP6rlChgutNmza5XrNmjWucewT7jnOA/WUxAvpSNoZsP8bPcRzYs9i29LWBvojNGfYfbYGd65mviJzb8HMcI5xL3J/YHobtQRtH28K+4+dsjynN2ZzFzGzus+0FbM4ZH3zwgevjjjvO9YABA1yjL3r99ddd45rANjG7jsw9zhnOU/369V23aNEiY524lyC4l1944YWuDz/8cNdoQ+zuBuee+QPUn376qeulS5e6Xrt2rWuMfczMlixZkrFNtWvXdo0+Ctcvrj+2N6Afx3gV7yzw7Hjttde6vv76610/9thjrjFmw1jp9NNPd43zt3DhQtc4Rth3dmeB5+XmzZu7Puqoo1zjmGB8MGfOHNcfffRRxs+3bt1qmUB/0759+5SfHXvssa7R9t9++23XkydPdo1jjfPBfCzOJY7jwIEDXZ9xxhmu0b7Gjx/vGm0N28l8RuS+Cn0j2tNnn33mumfPnq7btm3rGs8PaHO4VlichXezjRs3zlg/xg3o5zDmMkudfxx3XGc47vg5gmOB/gHnIxLrR+7M0E/WrVvXNa6Do48+2nWTJk1c4/rAduL6QxvFcwvODfo69D1sn6tatep+24l2uXr1atdoB2aptox7OJbD/QPj8n79+rnu1q2ba1yvEydOdI39Z+uSnbHYmYTdjyS9B096x4blI3fHCH7+xRdfuMax+tGPfuQa42e0JzOzadOmuUa/gWsoElOxGAw1rle8O0Cbjaw5Vn/k92047giePbDvQgghhBBCCCGEEEL8p6PMEkIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEOKTQlyWEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCHFIUX7/Rf57wDS3mHYYU0iz9LQstW022DORFNdJ68d6qlSp4rpz586uMaU7piXH1NcslXNpwPTT7HNMY47pknGssP0shTuDpS9O7yNLZ4zvYHOWNH01gmmqUeO41K5d2zWm8a5Xr15GjenNN2/e7BpTP2NK75UrV7pet26da5aKGseHjS8rw2wXNZZh6cPT1xibMwabM5YSnKUWR52Tk+M6kt6ctZPZypYtW1xPnz7d9cUXX+y6UqVKrp966inXGzdudI19xDawMcR+ISwVPEtJjqTPHxvT4uLijG2KrCfsJ2pmX6z+iD9An8bGNDIW7L34OY47W0MIey+Oya5du1xv27bNddWqVV1jynozs+XLl7tG34L7CvoZ9C34Dpb2HfvJxjQ/P981W7tsP2brlc1xxLczm2M+gPk09izzh2zPZn4128/wHRFYPcwnlIZIP5HIWLM5ZnOARPYnVic+G2mnWep6Gjt2rOu+ffu6PvPMM10XFRW5Xr16teulS5e6xn2F+VuMoZk/ZOssYlv4XpyPI4880vWOHTtco8/AeAf7hT65cuXKrjG2wv0SY6suXbpkfNecOXNcv/POO65nzJjhGuPVdHtltoZ+9uijj3bds2dP102aNMn4LM4Nji++C8vgOH755ZeusW/z5893vWzZMtfo27HOiG9kezOD+Tdmf6x+5nux/XiuePHFF1Pageeq/v37u8ZxefvttzO2L3I2QPutX7++azzDNW7c2PWnn37qevz48a4XLVrkGvvWoEED1127dnV90kknuUabw/pHjx7t+uOPP3aN8QKLm3A+0Hb79Onj+thjj3VdvXp112ija9eudY32unjxYtcLFixwjf7MLPUMxNYmjhfGKc8++6xrtIPLL7/c9Zo1a1yPHDnSNfo0vGvAdYlnu7Zt27ru2LGj6zp16rhG/4bxPa5LnAP0by1btnSN5wGsE+eVxZao0XaxL82aNXONvg1B/4xji3aQDsaZ6JdXrFjhurCw0DXODdoUwuIXtl6xfK1atVzjnLVv3941O5vjfQf6HzyPo71/8cUXrtFXo02zM2XS+AvbGYmN0+uPjCN+jvM6bNgw1zhGJ5xwgmu09/fff981rn121mY+ivWnbt26ro855hjXPXr0cI02i/aO5/TDDz/cNcYa6IdwXnFMsP04N7hu0BbR3+I+gr4U7wIxfjFL9Q8ffviha4yL8B2zZ892zWLICOh/cCyGDBniGu870A8///zzridNmpSxzl69erlu2LCha5zvDz74wDXOAYJzgPONvhr37FatWrlGu8H9GOPJ1157zTXaekFBgetq1aqltAn7MHPmTNfvvvuua/QheAbHc0LkTgF9Kba1Ro0ars877zzXuD9jbBm5K0f/w+7b0M4wLkC7GTNmjOsLL7zQ9VlnneUa18Gbb77pOuJjcW5wbXTv3j2jxtjHzGz48OGuP/roo4x1oR3hHou2gGOEto97Ca7pKVOmuMZYKXI3gXPQunVr1xgnt2jRwjX6Btyn8XyGeyf6SWwD7pe4XjFGRfvG+A7tD+cb1wCOLfqAzz//3BCMFVlsgmsI48AOHTq4xpj4mmuucY1z//TTT7vGewCcj8idbOTOInI+i9z7sPXNzsHM3+Caw5gAfS/6W5xLHPPDDjsspd6zzz7bNc4l7mcYU0R+H4hjh/3BNYp9xr0W7ZSdedm4szMvu6fGMux3cixmFkIIIYQQQgghhBDiPwVllhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghxCGFviwhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQohDivL7L/LfCaZvxlTqmKoWU/6ytMCY8jY9LTdLY85S6bKUx5GUv1gGU1xj+m1M/Y2pdzEVN6ZvxjJMR8D0x5hOG1OJN2/e3DWmV8aU5ji+o0ePdj1t2rSMZbCdbAwxFbUZT1WMaZFxjLLVlalNWAbbV6VKFdcNGzZ0ffLJJ7vGtOSYRhpT3mM6dNRoB/heTDm9cuVK15999pnrd955x/XChQsz9gvrxM+ZrWMZ1Nhmth4iqcHTidgs2h22A1OpI5gyHjWrB8E6Mf02zhOzM+w/zseCBQtc9+jRwzWmuX/77bddY3p6HB82vun+bX9E/Ef6uoykDcf2sZTjCFtz7Fk2Z6z/7L3M57NnsQy2maWzZ3tSpDxrG/Zx3rx5rn/3u9+5xrkwS7VZ5idRs3HEPuPcsJTxzA4QtoezerAMxgXYNvwcwXHEOrHvOD5J93XUbJ2wdYY2nb5PYX/Qj+Hey/wbsnXrVtdr1qxxvWHDBtcsvkDYuoyMF4J2g+9NWn/SOIKtJzaXkfggfaywD7NmzXJdv35919dff33G5x966CHX69evz9gOhLWD+RO0NbQtbDPuPfje2bNnu37wwQdd437WrFkz1y1atHBdqVIl15MmTXK9bNky1zi+aMf5+fkZP2/durXrbt26ucZY+pRTTnH9wAMPuB47dqxrPG+Ycb+M49WpUyfXJ510kutVq1a5njlzpuvly5e73rFjh+uKFSu6xr7hmq5Tp47r008/3TXGn3PnznU9ZswY10uWLHGN64z5JYSVYWsl8izaWVKfgf558eLFKT977bXXXN92222u+/Xrl/GZRYsWuWZ+j53/cD4aNGjgGucVzz0zZsxwjTE9vhdjxY8++sj1iy++6LpXr16u0a7vuusu15MnT3aN5zDsL7YTbe7oo492ffzxx7tGv4XxMM4fnhGPPfZY19hHPMPgOjFLtdPp06dnbDf6JbSFzZs3ux4xYoRr9DkDBgxwjesdfRH6n8aNG7vu2LFjRo3jgmOKax3P1Nh+tCf0K3h2RL+K9jRlypSM72V7J/pPPNejDdWsWdM1xgpbtmxxjWOeHmfhGRn7gPPfuXPnjPXi2ejjjz/O+Dk7IzON/rNNmzauTzvtNNe4f+Bax3fh/ocxF8492jvzN+ifcC6LiopcR+JJ/JydQZFsvjpyVmfj+8UXX7h+/vnnXQ8ePNj1jTfemLFOPOdi/3EO8J6MtQHvrnC9oh9DW8S12LZtW9doc3j2r1q1qms8p6NPXrp0qWt2rsC1gnXiPoL+E9cJ2hPamVlqfDF//nzXxx13nOuzzz7b9eeff+5606ZNriP7MLtDwnnCWBfB/al3796uH3vsMdcYs2A91157reu+fftmLIMxJPou5g/RbnCPqFWrluuWLVu6Pv/8811fdtllrnEPe++991wzn2mWut/iPoF7I/of5gdYHMXO3ezMh/E63m1i33C/ZP6HnaUi9wnoA3Auhw0b5vqII45wfeaZZ7pesWKFa4x90C5R436JsdicOXNcT5061fWVV16Z0m60R/Qh6Otx/tHXo3/De2H0Ue3atXONfuCNN95wPXLkSNfYfxbHVqtWzfVRRx3lukmTJhnbjPEn+kY8j+K6wb0f4wjcXzH+whjqk08+cY332mij77//vmtc92ivWOcJJ5xgCK4ttJHVq1e7RhtB1q5d6xrnuE+fPhnfh7b87LPPusb1F7kbZPdeCPPJ7Owf+X1W5HdpkTsHtLkTTzzRNe5hOP6jRo1yjXGymVnPnj1d/+Y3v3H98ssvu8b46ssvv8zYbiQydnjGR7vBMxDCYq2kv1Nkd6oIrjn0aUIIIYQQQgghhBBC/CeizBJCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhDik0JclhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQghxSFF+/0X+O8E05JiqFtPTsjTFLC0wS3mbDkuFzNLhYgpf9m78HFPmLly40HWHDh1cY/ptTBWOaaBZ2nMGG4vatWu7Pumkk1x369bNdaNGjVxv3rzZ9c6dOzO2AVMtYwps1Nh+1heWEtosNeV4xBYYWAbfnZub67pp06au+/fv7/q0005zjWmRMeX2vHnzXGMac9Q4pjk5Oa4LCgpc16pVyzWmoe/atavrp59+2vWkSZNc4/iWK1fO9e7duzOWQXBMWLpq/DzbmmFzwzS+G9O+H3744Rn7sGTJEtc4jvhsJH08phBHX7Ro0SLXhYWFrjdt2pSxzfjsu+++67pBgwauzzvvPNeYfnz8+PGuI/bNxg3nm/k29Kt5eXmu0f7MUscL2b59u+utW7e6xv4zX4HtY/3BtjJfh+OCdSJYJ65v7HN+fr5rHBe0cfQ9aH/YR9RsbWE7sY9svtk63rJli+uKFSumvAP/XaFCBdc4Z2h3LKV75cqVXeMYbdiwIWOd2G5ms8wOsDyWwffWqFEjo65evbrrqlWrusY5Kyoqco32+uWXX7rGNY39QrBt2C98F8JsHX1SkyZNUp7Bvadx48au69ev7xrnButC+0V7xH0YfdqUKVNcL1++PGMfmJ0mjUEivovZEIsXIr4Ey7N34d4R6W96nILvw7U1YcIE123atHHdsWNH1z169HD91ltvucY1jmCb2BrCMmibuI+i3WFcumDBAtfo6zDGefXVV13jPorxUa9evVyfffbZrocPH+566dKlrtmaQ9B2P/zwQ9cYP19wwQWuL730UtdoQ2+++WZKvcyP1atXzzXGYxs3bnT9wQcfuJ44caLrVatWuWZxF74L1y7uu+gD2rVr5xpjbozXR4wY4fqTTz5xjXbA1kckfmblI2ehpHUi6ec5jLOxzwMHDnR94YUXun700Uddo69n8Sv6BHbmw5h+/vz5rvEMh3OPGuspLi52jesPbQjt7MQTT3SN/qNt27auR40alVHjezHew3Ph559/7vrll192jXsE+h6Mb9FecW9u2LChIWi/ePacPXu268mTJ7ueOXOmaxxfHPfHH3/c9c033+z6iiuucI1+DOs55phjXGOMjn3DtqFvnz59ums8k6BtoQ3h+W/atGmujzvuONc33HCDa1y7H330kWu0J7QhtG+McbAvhx12mGv0WzjOuJehNktd4xiPoH3huQr3nj59+rhm+x/a+4oVKywTaINoy3i30rx5c9d4hpsxY0bG+nEvwL6gf8YYG+M13OeaNWvm+k9/+pNrHF88L+G72BkOYfEI2hzaR3q9Ed+NGm0Q+zBkyBDX3/ve91zj/o82iGuI7YUsBsPzAPo6HGscF1xnuD5w/nAvX7ZsWca2sXMUOzvhOKOPwfgF9+b333/fdatWrVxjH81S734whsR24DhedNFFrnFcZs2a5Rrnle3D7F4Oxwj9Hu43xx9/vGv08xiD4bocOnSoa5z7Sy65JGPb0A/j2Q6fxXWGawJ9Gu4LCL73jDPOcI39xfbjfpT+M4wh2V0AO9+w+2y8y8D9Fu0I40k8C9epU8c1jguzicidC4PdGWKchefUJ5980vWdd97pGvdFXNO4XzC/hX3BdYx7Kt5vmJldd911rvF8g/etaLNoFyxuxP0SY3e8a8a1i3vPE0884Rr7z+6rcA9G+8CYBdci/s4B/Qq7P8R7NYzX8KyC+qqrrnKNcSaOIc4B+k+Ma3DtXnvttYZgfIGxAI7dp59+6hrHC30F7lVom7gf4J6PPh33FVxbbG9j4xs5bzEid/bMtzN/g+uV3S+3bNnSNcZleG/wxhtvuMY5Nku1x6uvvto1nufRv6GvQP/Lfq+I6wbvybDdOH84r2yvRVgMxWI5NpdoN+x3VdgXIYQQQgghhBBCCCH+U0iUWeLRRx+1du3aWUFBgRUUFFjXrl1tzJgx/vNdu3bZ4MGDrWbNmla5cmUbOHCgrV69+qA3WgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQgpHoyxINGza03/3udzZ9+nSbNm2a9ezZ0/r37+//N55bb73VRo0aZS+99JJNnDjRVqxYYeeee+430nAhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQohMlN9/kf8D0/uamf3mN7+xRx991CZPnmwNGza0J554wp577jnr2bOnmZkNGTLE2rRpY5MnT05Jff6fBqZXxrTRLDUxguls09OE4zMstTGDvS9pWl1MN4wpq/FLLqhfeOEF15gGGtNGs3TJ2Lb8/HzXdevWdd2lSxfXzZs3d7106VLX06ZNy/g5vnf9+vWuMU0xpn5m6dwx1TBqs9SUzzifWC9LDY9zgG1lNoKptdu0aeP61FNPdY3p7N966y3XEyZMcF1YWOh68+bNrnHOUKNd4+eYqv3oo492feutt7q+4oorXGOqaExjjv3F9M0sPX1krNLXVqZ60p9PqjENdoMGDVx369bN9ejRo13PmTPHNUvjjmONc9m4cWPX7du3d33ssce6xvU3fvx414sWLXJdVFTkGu0A04rfeeedrs855xzXS5Yscb148WLXOE8Rm0ZwnnCdoF9F28K+m6WOS15eXsY24dpfuHCh6w8//ND1l19+6RrHiLWVrXXsM36O5bGd2H5Msd6iRQvXaFu45rBOTOeOtoVztmzZMtc4f2vWrMlYD/aFpWpH/1ezZk3XOGeYjt7MrE6dOq6rVq3qGscdbRbXDc4TrhUcLwSfxfXBbBPrxL7huBcUFLjGvQrnsmnTpq6xv7jPYf04ppi2fu3ata5xTBYsWOAa1zH6EqyHxSZoQzgXuL907drVkKOOOsp1tWrVMr4P9xXUbL/FevbFi2ZmJ5xwgus33njD9aRJk1xv2bLFMoFzzPZ21Mze2TyxcWR9RFh8xzSLobCdSHp5bNPOnTtd49p/9tlnXd9xxx2uv/e977nGPW/ixIkZ68d2M9+I44Vjgb4L7aB3796u//GPf7ieMWNGxnrQj61atcr1q6++6hpjuauvvtp1xYoVXT/++OOuly9fbpnAOcD+4lrE/RXb89vf/tb1RRdd5Br9llnqesdxxPHC+LBSpUqup0yZ4hp9CNu3sQ/Mljdt2uQaffKnn37qulOnTq5/8IMfuK5Ro4brX//6167Z+GI7WVyH7WdrHZ9lvgHXOtaJvo35ifQYB/0SxmPoP9GucezQv+F6RXC/xH0C5wzLoL2zOWY+h/kZXGfz5s1zjXaG9jdgwADX2Hds27vvvpuxDdhOjOlwPWHmSiyP58Lp06e7RpvAvdnMrHbt2q6POeYY13gmHTRokGs834wdO9b13LlzXWPc9dxzz7nGc9Jll13mGscUY31sG9Y/btw413guxjFiMR6C84F7xIgRIzK285JLLnGNtvLRRx9lfC/ODcalQ4YMcY3+H+MDjKdwXlGbpdo+2/MxLsK9BGNxnG+88+rQoYNrzKiK9eD4NmrUyDXGithOfBbPJ7i+2TgyX4T7wooVK1zjnA0cONA1riH0ycxnIpF7KxY3pT/DfDruB+xcgmU+/vhj188884xrtN9LL73U9SOPPOIaz0/s/IftxLMdnt/r1avnGucA5w/BO8bZs2e7HjVqlOsLL7zQ9XnnnecabfqDDz5wjXsYmyecY9x30J/jOps6dWpKu3GtoE/DMxPuc0ceeaTrq666yvX999+f8d2RuBnBz3E/xrV18sknuz799NNd4x6Md4ZffPGF6yeffNL1vffe6/ryyy93jbES7oVsPiI2gXsk7gtnnHGGazwvoR3jejBL7fMRRxzhGuM07ANrH+4ZaIPo97p37+4a91T06czWmP9JesfN4nV2PsEyaAd4P4734N///vddo4/BPRj3dRZ7I9jH9LMB+qtrrrnGdceOHV3j/A8fPtw17iv4DtyT8IyBawj9G95Bz58/3zWuM/QnaPu4n+GZCWMl3JPY/RyC9aPGNmCd2Gb0q+gbcBzwHIljgjaEY/vyyy+ntA/fh/craC84TxgX4HgheM+Cax/vdXr06OEa9yFcc9gH1Lin4lpnZ3m2XiNnNYSdTyLxBe7HtWrVylgeYxz0N2gfuO7NUtfvQw895Pqss85y3a9fP9c//elPXQ8dOtQ1xsdoX+yci3OPv2fAGJrFh2wO2LvYGRF9O/OleF+K/RJCCCGEEEIIIYQQ4j+FRJklkK+++speeOEF2759u3Xt2tWmT59uu3fvttNOO83LtG7d2ho3bpxygZ5OUVGRbdmyJeU/IYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKIAyXxlyVmzZpllStXtry8PPv+979vr7zyih155JG2atUqy83NTfk/Apr96//EjP+HpXTuu+8+q1q1qv+H/1cqIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKIpJTff5FUWrVqZZ988olt3rzZhg8fbldeeaVNnDjxgBtw11132W233eb/3rJly3fuCxPbt293jSmOWRrhKCytMEuTy1Ies3rYsyz9Nqb7XrBggeszzzzTNaYwHjt2rGtM2x5pD/axfv36ruvWresas4xMmDDBNaZDx5S/mCoaUwRjKu5IKmdsG6YgTn8+aTp4lgqZzSV+8aht27YZ2/TJJ5+4fuutt1zPmjXLNaaUxtTaCNaJZbCPGzdudI1pxadNm+a6YcOGrtu3b+/63XffdY39xTWEfcc25OTkZGwP1oNgPdnWKP4ssraw/Ny5c10fddRRrvv06ZOxPKbfxjTxCKZVxy+YYcr0du3auT7hhBNcX3XVVRnf9f7777vGtYLzh+nf+/fv7/riiy92/fTTT7vGFOA4bulrZR9szaAvPfroo11jdqLDDz88pS60C/QP+fn5rps3b+66devWro877jjXaLOffvqpaxxrXDdoE6yfCKaDb9WqlevevXu77ty5s+vatWtnfBf6MaRixYquK1WqlLH82rVrXa9bt8412gT68MWLF2d8F64/1C1btnSNtoJjbpaaJp7tE2jXvXr1co170tSpU12jLffo0cN19+7dXT/11FOusW9og9gfXMc4ZxiPNGjQwHWtWrVc4/hivLBw4ULXuNcWFBS4RttF/3nEEUe4xrHCMUE7xgxe6EuYv61Ro4brU0891fVJJ51kCPor9BvoAwsLC12vX7/eNfaZ7bG451900UWur7/+etc4vh9//HHG+hHsc2SfZmsa+x6ph+1n7Fn8HMuzvY2NIdpxel0I+gf0dS+++KJrjMevuOIK12vWrHGNdsDiLoT5T1zHOK9du3Z1fcEFF7hG/4ExKptvXAdvvPGGa7S5M844wzXO97PPPut66dKlGetHsO9YZt68ea5Hjx7tGmMF3HfNzIYNG+Ya/Ti2D9cfxopNmjRxjfOEeydrK7NZ1GjjuP7wXRiv4z6HfubVV191jXs51o/tZGuLxYcs9kvqG1iZ9DWKz6Dd/fOf/3Rdr14912jXuA5mzJiR8R1YP8bieB7CGKdDhw6ucR9CO4ichyIxOmo8e6Dtor2fddZZritUqOD6s88+c43rpmnTpq5r1qzpGtcl2grT2Bfcp81SxxR94wcffOC6Z8+eGftz5JFHun7wwQddz5w50zWOC9rELbfc4hrPeRjjYbtxn8e5R/+MfiIyxwjaHM7Hc8895/rGG290fe2117rG+wG0OQTHfcqUKa7xXNGpUyfXGI8cc8wxrvFMYpZ6FkbY2W7btm2ucexmz57tukuXLq4vv/xy1zjff/rTnzK2YevWra5btGjhOjc31zXGcnjmw/nDNuPnzK7xvgNtBccRY9cqVaq4ZrbCfAa2jd1bsXN2+r+Zz8HPWTyG5y08b7zzzjuuK1eu7PrCCy90femll7p+/vnnXX/55ZeuMcZh92dsDhAcuxUrVrjGccRn0fdg3DRw4EDXgwYNco3nCjwbYEzO7oAid4rpz+K6QX/dpk0b1xi7436Aa+v73/++a4x9cC3ivLKYBWF7FfooPPPhfcqbb77pGm0OzzkPPPCA6/POO881+gmMTfDczeyG+Sosj/c7eE7F9Y3nXeyvWWrf+vXr5xr35DFjxrhGv4x7UvXq1V1jPI1jineAhx12mGvsG8Y+qNGfsPtShMVs6CfZs5F60A5ef/31jM+iL7n66qtdP/bYY67RhiL3melnKoyz/9//+3+u8Q7wnHPOcY3rBs957H4L+4+2g/H6DTfc4BrPLugD0DdgP9F+cZ/Hezt2HmftjMQ4OH8Y66GPwfZ07NjRNZ4d8QyK9eN+j3WapcZCGBPedNNNri+55BLX7KzN+o+xJcZIGK++9957rtE/MP+DvgvfixpjGRZzY53oh3FNszUXOYdh+7FtuL8i2Ga0b7SP9LMj7v9Llixx/dprr2V8Bvfn3/72t65x/f3v//6vazz/4hjhfo6+F/vA4i7m99i6Yb4oW/yWqT1oNzhuQgghhBBCCCGEEEJ8l0n8ZYnc3Fz/A9aOHTva1KlT7cEHH7QLL7zQiouLbdOmTSl/uLN69eqUPxBJJy8vL+UXnUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEKWhdKkR7F//B5KioiLr2LGj5eTk2Ntvv+0/mzt3ri1dujTl/xIrhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgjxTZIos8Rdd91lZ555pjVu3Ni2bt1qzz33nE2YMMHGjRtnVatWtWuuucZuu+02q1GjhhUUFNhNN91kXbt2teOPP/6bav+/HUyXW7Vq1UTPslTRZl9P+7u/51FjGl6WSpelNkaN6bonTJjgulatWq579erlevv27a4xbTumEcZ+4bswVS8bF0xrvXTpUterV692janE8b0sDXR6SvNMZJuLpCmM2dzgs/g+lnoe05JXqFDB9RdffOH6888/d41zg31mKasRfC+OKbOVVatWuW7durVrzBjDUjlHUmujxvawerC/6Smq2XwwO8W68PNFixa5xvTmd9xxh+tKlSq5xlTqmB6c2X5RUZFrHN/169e7xpT3Z555pusLL7zQdd26dV2//PLLrjEN/ejRo103a9bMNa51tLO1a9e63rlzZ8b2R8YWU4x36tTJ9VFHHeV63bp1KfVOmzbNNaa6x/HClOC4VqpXr+4ax+Wss85yvWnTJtc4rwsXLnSNPoetLXzXCSec4Lpbt26ucf19+OGHrmfMmOEabWXbtm2u0X/iu+rUqeMaMzy1bNnSNdoHrtfHHnvM9Zw5czK2E9c01ol2k86UKVNcf/TRR67Rj+OcNW7cOOM7TjrpJNeFhYWucYww1rj44otdv/TSS65xLWLfcBx79uzpul27dq7Rf+B8LF682PWbb77pmtkN2wtr1KjhumnTpq6PPvpo1zhnbdq0yfj566+/nrFtOM5YP2r0sWaptjlp0iTXS5YscY1xUXFxsetIDIJ7O44F2umAAQNco/9BP4xEYiKEtY3tK8ynRfwegvt6pG3YLyyfHrNkizX3gfP8/vvvu0a/cfXVV2fUDz74oOs1a9ZkbAe2j40RtgHjF1yv+N6zzz7b9f/7f//PNfPJyIYNG1w///zzrtFezznnnIz1/P3vf89YTyQGxFhp1KhRrtG3oX2b/euL5vvAWBzrGjdunGv0mQMHDszYPlzHuK/u3r07Y7tZDJafn+8abaV58+aucd/FcaxSpYprtH22VpgNsTIIi93Ye1k9WAafTY9d2bnn008/dT127FjXt956q+vzzjvP9fLly13jHonvw5jwrbfect25c2fX/fr1c437Je7BaPsI8zmR8cJxQN+Ae8dxxx3nukuXLq5nzpzpeurUqa5xfPr37+8a42Hc5xDmw9Pbjz/DNYH73IgRI1zj2OGaw3gPYxOMuXEOcH2jH8B4BGNCbA/GIJF1EIGdfxcsWOD6lVdecX3FFVe4HjRokOshQ4a4ZnODY4hjhTaN6wFjgsGDB6fUNXz4cNfvvvuuaxwjtvfg57jm8H/+gW296KKLXF9zzTWun376adcYp+DYYaxVu3Zt15999plrFjexuWHngRYtWrjGfQttAu+xsH5cA+yOgvmDyBnfLHUOmP/EvrH34dyw8z/aFJZBP/n973/f9TPPPOMaz9r4bMWKFV3j3oxzgOdcXLtYDz6L44D3OOg/cS7PPfdc12iXHTp0cD19+nTXaItYD8ZQuM/hHt+kSRND8KyO94QrV650jesa24GfX3LJJRnfgXOA5/HNmzfb/kBbQftAP4xZj4888kjXeIZDO8N7BjzXoo/54Q9/6Pr66693jXshnq8RdneItoJ3ICeffLJr3EdHjhzpGm3OLDUOxLV5/vnnu0Y7+uc//+kaYxnsM97VIujr0JYx9j322GNdow9H8NyKd06RMxbzn8wvRT7H+BnHGu+Vevfu7Rr3dewj7m3RO1K0ETz/4pkGxx3vBvFcgWsR7Zrdt+Kz+F6M+/EeCNcozhnaPp470ZdgjPfOO++4xrsCbDO7T0c/hvexeFeCsSjeb+EcV65cOWOduEeiTo+5cH3gXcmzzz7r+tJLL3WNd1foAzGOYvsHjhH6nH0Z4c1Sz9rYT3auYraJfWawdcniBUZkrSPYNvSZuE+1atXKNe7x6NvSwbbiWD/xxBOuP/jgA9d4dunTp49r7AOuXbQ19HuoMb5YtmxZxnbi/hG502J3YJF7HCyDMVFknxZCCCGEEEIIIYQQ4rtAoi9LrFmzxq644gpbuXKlVa1a1dq1a2fjxo2z008/3czM7r//fitbtqwNHDjQioqKrHfv3vbII498Iw0XQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYTIRKIvS+D/OSUT+fn59vDDD9vDDz9cqkYJIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIcKIm+LCFS0/NWrVo10bOYqjYdTG+L6XPZ85F04ix9LktnjPVguufXX3/dNaZMx/TCX3zxhev58+dnbAP2C9NGr1ixwjWmuK5Zs6ZrTOFeXFxsmcBnEUw1jH1HoinQ2Xhh31h66UiaeATTda9evdo12iC+C/vP0isjWJ71PycnxzXae+PGjV1j6vn169dnrAdTM7P2p6cu3wezXTa2rLxZ6jxFUn+zMUIWLlzoesKECa5POukk12eddZbrl19+2fWGDRv22549e/a4xvHC9NvDhw93jamve/To4Rr7MmrUKNcrV650PXLkSNeYDvy0007LWH7q1KkZ28lsHdvQsGFD102bNnWNa/2jjz5KeR7//eWXX7pGf4LvwPlGXaVKFddHHHGE631ZkszMjjrqKNfDhg1z/f7771sm8vPzXTdv3tz1kUce6Rpt6OOPP3Y9evRo1+h7cSxwfBHsL6Zqx3fhXJ5yyimuL7jgAtcDBgxwvWrVKtc7d+50jSnssY9YP9qEmdlrr73mevbs2a6Zvc+cOTNjvU2aNHHdrl27jBr9D87rFVdc4fqxxx5zjX51xowZrtF+0Q/j/ofjfswxx7hesmSJa9wXsR62x6M/wHqmT5/uGvt15plnuu7Vq5dr9NWPPvqoa/QNSL169Vxv3Lgx5WcffPCBa7RZXHMI9o3tQzi+RUVFrpcuXeoa93n0D7h22bvYPoFlWNsisRWLA3bv3r3f9iQF34U+AO0vPbaMxB34+datW12PGzfONa7x/v37u0YfhXsP2i/Wz2JfbCf6uvfee891ly5dXB9//PGuP/30U9eTJ0/OWA/Wj21Yt26da9zz6tSp4xr3byyP8fCaNWsyvgtBm0C/intwo0aNUp7p16+f6+XLl7vG2BrjZtyfBg4c6Prcc8913bp1a9eTJk1yvWDBAtfo6zH2q1SpkuvatWu7Pvzww12jX6pRo0bG+lFj/WwdIywuZ7bO1j07R7EzGHtXttgSwTWLfnzMmDGuMb668MILXT/11FOucW/D/sybN8/1M8884/ryyy93/YMf/MA1nqveeust17hu2Hhli60zlcG4H21i06ZNrhs0aOAa/fyHH37oGmOrPn36uL7qqqtcv/jii65xneA+xc5s6WDfUOMzuJZx38LzELYbwVgA/UCrVq1co6/DPRLXPa7XbPcL+0BbjMwfO1NirIT+4Nprr3WNsQb+jzbw/MfahmUwHsQ6b7vttpTn77zzTtdod7jO0BbYuQrBecKzHY7Rz3/+c9fnnHOO6z/+8Y+up0yZ4rpbt26u0X++++67GdvAzshoyxUqVMhY/3HHHeca7Qn3aewjGwcWQzAbiuz36eDaipz52X0PGy/0ORjjYJyJ9ov+8+mnn3aNsQ/aU0FBgWv0AdgX3P8wvmfjwuIjXBMYm+D59YQTTnCN5xYsj3sHnqdxTHB9Yzxoluq7sX1o7+gr0Hdh7IT+De8VBw8e7BrjizfffNN1YWFhxnbn5eW5rl69umuMZTDuRX+AeyTGX8y25s6d6xpjsUsvvdT1oEGDXD/33HOu8UyMsSKLa9DmZs2a5RpjyLZt27pGezVLXQfs/gbjz0suuSRjvfhuPDOixrsxvHfAMxzu1TjuuD5wXNBPsP2MxYEIlo/c2Ub2CLzbQ//UvXv3jPWjX8H4DklvP7YbbRDHcciQIa6vv/5613379nWN44s2zvqPa+uTTz5x3aZNG9foZ7AMgnv4K6+84hrtEveqFi1auMY9cs6cORmfZfde6LvwbIfnS/Tb6Cdxf2XxINpH+l0dlsNxxHMujjWuP1xzuJ7YOQnLoF+tVq2aa3Y2Snrfwc7XCLuPRbANuNYjdWIZdlZ5++23XR999NGuO3Xq5BrPQun3ZOzch+9DP4B+9bPPPnON84p3r9hn9Kt4HkK7wbif/e4jcl/M7BeJ/G4F54/dQUfOJ0IIIYQQQgghhBBCfFsc+F9wCSGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCfAfRlyWEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCHFIkTmPvQixbds215juGVPVIulpaFkaZZbyN5IiGYmkJWdlUH/55ZeuR40a5frCCy90jana//73v7vG9N4sVS9LX4zpsTHVN6Y1xjHFvjCSpmdPnyP8N5bD1MYsdTvTCH6OaZdxXDCNdLt27VxjinJMIZ40/XF+fr7r+vXru8bU5T169HDduHFj11u3bnVds2bNjPWzeWLjw+yVwdLIZ/p3pmeYxjlGMAX8q6++6rpRo0au+/fv73rRokWuJ0yYsN92Y4puBMcI53vMmDGucZ1ddtllrnft2uX6hRdecD1v3jzXr7zyiuuf/vSnrnv37u36iy++cI3+kIHzt379etf16tXLWAZ9j5nZqlWrXO/YscM1rkscF/b59u3bXeP84RwMGjTIdbdu3VzPnDkzYxuQgoIC182aNXO9YsUK1zj3hYWFrnFucC0iWAb7hZ+jvW7cuNH1/PnzXeOcHXbYYa6rVavmGscKxxPLoI1++umnKW1dtmxZxucZOP/YnyVLlrjGvtWtW9c1rpsFCxa4PvbYY11fdNFFrl9++WXXaFsffvih69mzZ7vu0KGD61NOOcU17lWXX36567y8PNevvfaa6zVr1rhm+xCO1ebNm13PmDHD9YYNG1wXFRW5bt26teszzzzT9bhx41zn5OS4Rv+xevXqlHagT0dwnpi/xnlCjXZdo0YN17ifoU2hn8F6cHyxDczPs/aztuHnaIs41mz+8PM9e/bstz0Itr9cuXIZdbZ9HZ9nMR7WhfFrrVq1XKNfwljuiiuucF21alXXb7zxhuudO3e6Rh+Lto/jiPaOfmn48OGur776atfnn3++a9xLZs2a5RrHHecDbWvlypWuH3/8cdfnnXeea4x90OePGDEiY18QfC/GdJ988onrf/7znynPXHvtta7RX2PsgOOF+zbG3+ijMGZr2rSpa/RvuN9WrFjRdZUqVVzj3oZ7AK4bHFP0V3PmzHGNfiWyhtDe0XfhOLAYCm2dgfVg+eh5Dn0FW/voZ4cNG+Ya9xW0648++sj1e++9l7F92O6JEye6Rhu/9dZbXaNtoe+dNGmSa9yzsf843xjfY9/Rl2Bch3twp06dXKOt4LpHn4H7Fo77WWed5fqqq65yjefUjz/+2DXGMulgH9BnVqhQwTX2B/dYHBdci+wsgTaB6xt9F+6F6JPxXezMzuydrQ/UlSpVco1nO/RvGHe88847rtu2besafQ/aE8a9ePZnZ3n0mej/0M+Zmd18882ub7jhBtdoj3g2ipyRcbxwP/v8889dY6x4+OGHu8aYcPHixa5xnbVq1cp1586dXaNPRlvBOcDPsZ7jjz/e9XHHHee6evXqrtE3tG/f3jWeT3At4hygv0EduVtJ96VszeHz7AwXuX9haw79APpMfNfAgQNdoz1hHM/ONuysuXTpUtdof+yMz8YRY1FsA8ZKeE924oknusY12qdPn4xtwDajL0m/f8FYDs996HOxfbiGsG+4LjHm7NevX8a24n45fvx413g2xzlAX12nTh3XaBNYnsVy2H98FtcH7tlYZ9++fV3jHd7ChQtds/XE2jl9+nTXuO6xv6+//jrtA/YT7xjRNrHdRxxxhGvcG7D/2D6ML2rXrp1RY2yJcTxbEyz2icD2PATHmtk+29dxfT/55JOu8YyE53GMFTDGwb6n702R+35ci+jT0dfj/OF8o01g/9HnYGyG89egQYOMn6M/wfHCu4axY8dmrB9917nnnusafc/atWtd4/zh/QDex7Zs2TJj2zAWw/Ldu3fP+C5sA45Vut9m5xg8A2F8jzEx2jieydi9DMY72Fa8P2P7CiNyfmJlInfubC9n7WRxAPvdDdrT888/7xp/b3XNNde4HjlyZMr78NyKvo7dgbH9H88leCeLv0tD/4BrDn09xuh47sb9le0fkd9hIexejcVuWB7byexVCCGEEEIIIYQQQojvAsosIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKIQwp9WUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEIcUmfOuihCYVhZTH7P0wunpiFnqWkzBzVLjsndke18mMCVvbm5uxjKY2hfTCB911FGue/bs6XrSpEmuMb03S5mOacI//vjjjHW2aNHCNY41pldGcByQ9JTm+yuTnlqapVrGNMeRVO+Rd2O6Z0wPPnPmTNcDBgxwjeOFqZ8xVTimdca2VatWzTWO9ZFHHuka06G3bt3aNdporVq1XF966aWuMbX7xIkTXeP84VijZnaDawB1tjFn8xeZM2Y7WB7HesSIEa4HDRrk+vzzz3eNawvTbKM9RVKgIzt27HD92WefuZ43b57rTp06uZ49e7ZrXH+FhYWu33rrLdedO3d2fcYZZ7geO3ZsxjawMce+T5061XXHjh1dN2zY0BBMh47Ps3cwm0If0qhRI9eNGzd2jf49Ly/PdbNmzVx/8cUXrnEd4LtwzWHbsH4cL7R3tC1sM6ZexzWEdoO6QoUKGfuydu1a1+gz0B+sWrUqY9uWL1/uun379q4rVqxoCPoxBNcsjhdLDY8ax3HJkiWucayx3evXr3d9+umnZ2zb008/nbEefPbdd991PXfu3Iz63HPPdY1rHff1YcOGuWZrhfkhrAfX6OjRo12jTffr1881jtXKlStdo3+uV69eyvtwztGmcJ5ycnIylkGbbdWqlesjjjjCdc2aNV3j2sI+4FrZuHFjxnexNjPbYtSoUcM1+iJcc2PGjHGN64/FYmwMETbfbJ3g5+l14s8wrmNrC/f5Pn36uMb+N2nSxHWlSpVcf+9733N96qmnusa4Dv0M7ouffvqp682bN7tGe8Q96R//+Ifr66+/3nX37t1dr1692jXuxzgHLHZAn/HCCy+4Rh+A41m9evWM70VwXnGe0KZxDzZLtSmcG9wPce2jH8N1jfH6woULXR933HGuMY7v0aOHa/TjaHfbtm1zvXjxYte4F6I/XLRokWv0dWiLOKa4V+Gaq1Klimv0GRs2bHC9dOlS17if4RzgfDObiMR66aBfxnLYTyyDtvbYY4+5vuqqq1xfccUVGZ/95JNPMrYV181HH33k+le/+pXrvn37uu7du7dr3MNxLnG+cW+oW7eua5wbjB1wnrAM9gXPNjgmuAej3YwcOdI1ru+BAwe6Rt8wbdo01zgmuKbNUuOiqlWruq5Tp45rtochOAfMDtDusPzbb7/tul27dq6POeYY12effbbrBQsWuMazNrNfts5wnlBjPIzgmOJ7MYa69tprXeNZENclngXZOQ/3KfRzs2bNSin34IMPur7llltcoy2gTb3++usZP4/cEaDPwZiwS5curvGMhecbfO8NN9zgGtcltgf9efPmzV3jWmTrD9cN+n+0bzbH7ByC4OfsnMrinWz1IizmYX4cwblEO8L34j48YcKEjJ+jLWO8g/aLdx84B7gnoV/F8yvuczhnkbsIXBMYN+AaxXMzru82bdq4xnsfjO9w/HFMzFJjkM8//9w19hnbx9YW+gS838IzJt5l4BnuwgsvdI13VBhzYpyG/cf249ywmBvbz2J9nD/cb7788suM5fHsxGwdwfHcsmWLaxzz2rVru8ZzVPoz7FyCcd2QIUNc169f3zX6IrR9ti7RHnFvw3PFOeec4xr3efRd2H8cu6R3e1iG3aezmBDrYWOI++Lzzz+f8Vn0+Xj++eCDD4wRiVkxZlm2bJlr9Pu49tH22e8fDjvsMNe49+A6Q7+BbcAyOEbYF7TL9957zzXaItoNaozF2F0Ejg/aE96JsDutbt26uUafMW7cOMtE+j0DOxtgmzDORl+HdbH+ILivoA1ivIvxBRuvSDzGPsdnmb0i6PfY+CAslmb3PqjxvIG+Dfd1jB/NUtfvlClTXKMvYndj7A4T7Q7Pyxg34txg7D558mTXeO/A7n+xHmwz83XszMr2PBaX4f0f2jezAyGEEEIIIYQQQgghvi2UWUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEIcU+rKEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCEOKTLn0xUhMEUwpl6vWLFixjKYXtjs66ma98HSCmN5rCuSKpyBZViqaNa2UaNGua5SpYrrE0880TWmrMZ04Cw1+oIFC1yPHz/eNaYAP/roo11/+OGHriMpm3GsWMppVia9LgabDyQyN1gPzs2YMWNcYzrtM844wzWOEaZYX7RoketVq1a5xvnDZ1Fjm99//33XmDIcy5x66qmur7nmGtfVq1d3/dJLL7nevn27ZQJTV+M4pM/NPjDldjrYPraeGGgjbP3h57NmzXKNabxvuOEG15deeqnrDRs2uMY08awNDEy5jeWLiopcH3nkka5r166dsfymTZtcv/nmm65btWrlul+/fq6nTp3qmqXcxvqxv2jTHTt2dH3mmWcasnTpUtcff/yxZQLf0aBBA9cFBQWuGzVq5LpevXquDz/8cNe4tubNm+caxwVtDW3z008/dY1pz1u0aOE6Ly/PNdoi+gysE8cL1wTC/FPNmjVdt27d2nWlSpVcz5w50/W6desy1oOfo2/HvqA9maXuh7hPol3gGGH/cY3v3LnT9ZYtW1wvXrw4Y51Yfvny5a5r1arlGm3tk08+cT1jxgzXOAfYTvSfr732muutW7e6vvLKK1336dPHNe6FH3zwQcY2s3XD9hfsI/rk3r17u+7UqZPrt956yzXuC23btjUEbRbbjWsc7bFy5cquGzdu7Pqkk05y3aVLF9e496Ct4HrFOjFGwBhkzZo1lgm0IVwfqNF+mzRp4rp79+6u69evn7FO9F1o37gXoJ9gsQ+bV2YHSLY9j9WFfdi4cWPGz3FPRpvC8cI5btq0acb3om2iT8a1i+9icSz61RdeeMH16aef7hrjjldeeSVj/Qh719q1a12PGDHCdYUKFVzjHsFiCBZzoC9ZuXJlyjNTpkxxfcIJJ7jGfRvHDkEbQV+EPm3+/PkZ68R3HXvssa4bNmzoGuO3/Px812hbSLVq1Vyjf8O1gnOAax33adxX6tat6xrnAG0Cx5CtGxafs5gOSf+cnZ9YPIZlcO8ZPXq065/97Geucb/BmB7fi/WjvU+fPt012s1RRx3lGvcG9Pk4f/g5th/3gtzcXNe4VlavXu0afTjuf7gO2NzgfE+cONH1ihUrXOO+i3sNxj64NtLbXbVqVdfYT4wd0EbWr1/vGn0jzj36aPSxWA/awfDhw12jX+3Ro4drjEsnT56csT1oHziXuJ7atGnjGtc6Pos2hGcJbD/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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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