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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_21349/3010195264.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_21349/3010195264.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(0.0354), tensor(0.0982), 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": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = dataset[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f5749618ca0>"
      ]
     },
     "execution_count": 11,
     "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": 12,
   "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": {
      "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"
    }
   ],
   "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": 13,
   "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"
    },
    {
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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"
    },
    {
     "data": {
      "image/png": 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8UMqVKyciIiNHjpRvv/3WvGb9+vUyY8YMd7mfffaZHD16VO6//34pXPj/joJ/+MMfStmyZeMyM4iIZGdnx/0l9+LFi8v5558vK1eujFQPi5Pt/uijj1L+Nf6SJUuq3rVrl+zZs0e6desWl+kjJydH+vfvL2+++abEYjER+Y8dvP322zJgwAApXbp0nvX50Y9+FPfvbt26yY4dOzRDwaeffioiInfddVfcdffee2/S8mKxmEyYMCHP5+YFtv/AgQOyfft2ueCCCyQWi8nXX399yvXJ2oFj2LhxY+nUqZO8/vrr+tnOnTvlk08+ke9973un2PAtt9wiZcqU0X9fe+21Uq1aNRk1apSIiMycOVO2bt0qd911l2RlZel1/fr1k6ZNm6qdbdq0SebMmSO33nqr5OTk6HW9evWS5s2bxz0ztI5Iu3btJDs7WyZNmiQi//nL+DVr1pRbbrlFZs+eLQcPHpRYLCZTpkyRbt26nXL/HXfcEVd+t27d5MSJE7JmzRoRCZ9XeeGdBxbNmzePa0dubq40adIkbswzUeann34qXbp0kbZt2+pnFSpUkO9973tJy6xXr94p/jcd8zYvxo4dK7t375Ybb7xRtm/frv8VKVJEOnXqJOPHj49UfpT+z87OlkGDBum/mzRpIuXKlZNmzZpJp06d9POTOq8y3333XalUqVJSn3TSpkeNGiVFihSR++67L+7nP/nJTyQWi8VlEhIRufTSS6Vu3bqn1GXgwIFxfiGxjnPmzJFly5bJ4MGDZceOHdrvBw4ckEsvvVQmTZpkrneEEEIIIYQQQgghhBCSTvhlCUIIIYQQQgghhBBCSIFi27ZtcujQIWnUqNEpP2vSpEme9//mN7+R3bt3S+PGjaVVq1bys5/9TObOnas/P/nLoC1btkxLfW+44Qa58MIL5Qc/+IFUqVJFBg0aJO+8807cL5I+9NBDkp2dLeeff740atRI7r77bpk6dWrKck/+cndim4sXLy7169fXn5+kZs2ap/wSevny5WXXrl2R6mHRvXt3GThwoDz22GNSqVIl6d+/v7z00kty5MiRuOs++ugj6dy5s2RlZUmFChUkNzdXnnvuOdmzZ0/cdbfccousXbtWJk+eLCL/+aX2LVu2yM033+yqT+IXX8qXLy8iou1fs2aNFC5cWOrVqxd3XcOGDf2Nzgdr166VIUOGSIUKFSQ7O1tyc3Ole/fuIiKn9EFWVpbk5ubGfZY4hiL/6aupU6eqDQwbNkyOHTuWtK8S51GhQoWkYcOGsnr1ahGx7UxEpGnTpvrzk//3zsuQOiJFihSRLl26qB1MnjxZunXrJl27dpUTJ07I9OnTZeHChbJz586kX5bw2EGyOlvzKi+888Aisb4n65w45iF4ylyzZk1S27fmQ+K8OUnUeZsXJ7/0dskll0hubm7cf2PGjJGtW7dGKj9K/yfzuTk5OVKrVq1TPhORPMtcsWKFNGnSRIoWLWpes2bNGqlevXrcFx1E/vNlwpM/RxLbd7IuedXxZL/feuutp/T7888/L0eOHDnFfxFCCCGEEEIIIYQQQkgm4JclCCGEEEIIIYQQQgghBLjoootkxYoV8uKLL0rLli3l+eefl/bt28vzzz8fVI711+9PnDgR9++SJUvKpEmT5LPPPpObb75Z5s6dKzfccIP06tVLr23WrJksWbJE3nrrLenatau8++670rVrV/n1r3+dv0YmoUiRIkk/P/kX39Ndj0KFCsnw4cNl2rRpcs8998iGDRvk9ttvlw4dOsj+/ftF5D+/6H7VVVdJVlaWPPvsszJq1CgZO3asDB48OK5eIiK9e/eWKlWqyGuvvSYiIq+99ppUrVpVevbsmbb2n25OnDghvXr1ko8//lgeeughef/992Xs2LEydOhQEZFT/jK71YZEBg0aJMWKFdPMDa+99pp07NjR9WWi00WUOnbt2lVmzJghhw8f1i9LlCtXTlq2bCmTJ0/WX8xP9mWJ020HnnmQCk99vb4opMxQMEMKEnXe5sXJOfLqq6/K2LFjT/lv5MiRkcqP0lfWvWeTL8pvHU/2+5///Oek/T527FjJzs7OTKUJIYQQQgghhBBCCCEE4JclCCGEEEIIIYQQQgghBYrc3FwpWbKk/mVrZMmSJa4yKlSoILfddpu8+eabsm7dOmndurU8+uijIiJSv359ERGZP39+yjLKly8vu3fvPuXzZH95vnDhwnLppZfKX//6V1m4cKH87ne/k3Hjxsn48eP1mtKlS8sNN9wgL730kqxdu1b69esnv/vd7+Tw4cNJn1+nTh0RObXNR48elVWrVunPQwmtR1507txZfve738nMmTPl9ddflwULFshbb70lIiLvvvuuZGVlyejRo+X222+XPn36mL9EXaRIERk8eLAMHz5cdu3aJe+//77ceOON7i8Q5EWdOnXk22+/lVWrVsV9vnz58rSUn4x58+bJ0qVL5YknnpCHHnpI+vfvLz179pTq1atHKrdChQrSr18/ef3112XNmjUydepU8y/5J86jWCwmy5cvl7p164qIbWcnPzv585P/987LkDom0q1bNzl69Ki8+eabsmHDBv1SxEUXXaRflmjcuLFUqVLFVR6SqXmVah5E5WR2jER/FJoFA6lTp05S2w+dD5metw0aNBARkcqVK0vPnj1P+a9Hjx56rfWlknOFBg0ayJIlS+TYsWPmNXXq1JGNGzfKvn374j5fvHix/jxddRERKVu2bNJ+79mzpxQrViwtzyKEEEIIIYQQQgghhJBU8MsShBBCCCGEEEIIIYSQAkWRIkWkd+/e8v7778vatWv180WLFsno0aPzvH/Hjh1x/87OzpaGDRvKkSNHROQ/X8a46KKL5MUXX4wrXyT+L383aNBA9uzZI3PnztXPNm3aJCNGjIi7Z+fOnafUoW3btiIi+szEOhUvXlyaN28usVjM/MXYnj17SvHixeUf//hHXL1eeOEF2bNnj/Tr1y/pfanITz0sdu3adcpfSk9sd5EiRaRQoUJxfwF/9erV8v777yct8+abb5Zdu3bJnXfeKfv375ebbropqE6p6N27t4iIPPvss3GfP/XUU0mvX7x48Sn2EcrJXxjHforFYvLkk09GKlfkP321cOFC+dnPfiZFihSRQYMGJb3ulVdeifvF6uHDh8umTZukT58+IiLSsWNHqVy5svzzn//UcRMR+eSTT2TRokVqZ9WqVZO2bdvKyy+/LHv27NHrxo4dKwsXLoxUx0Q6deokxYoVkz/+8Y9SoUIFadGihYj850sU06dPl4kTJybNKuEh3fPKMw+icvIX1ydNmqSfHThwQF5++eV8l9m7d2+ZNm2azJkzRz/buXOnZgIJIdPztmzZsvL73/8+qY/atm2b6tKlS4vIqV8qOVcYOHCgbN++XZ5++ulTfnbSxvr27SsnTpw45Zq//e1vUqhQIZ3XUenQoYM0aNBA/vKXvyTNkIL9TgghhBBCCCGEEEIIIZmk6JmuACGEEEIIIYQQQgghhKSbxx57TD799FPp1q2b3HXXXXL8+HF56qmnpEWLFnFfXkhG8+bNpUePHtKhQwepUKGCzJw5U4YPHy733HOPXvOPf/xDunbtKu3bt5c77rhD6tWrJ6tXr5aPP/5Yf3l40KBB8tBDD8nVV18t9913nxw8eFCee+45ady4scyePVvL+s1vfiOTJk2Sfv36SZ06dWTr1q3y7LPPSs2aNaVr164iInLZZZdJ1apV5cILL5QqVarIokWL5Omnn5Z+/fpJmTJlkrYjNzdXHn74YXnsscfk8ssvl6uuukqWLFkizz77rJx33nn5+oVkbz0KFSok3bt3lwkTJphlvfzyy/Lss8/K1VdfLQ0aNJB9+/bJ//7v/0rZsmWlb9++IiLSr18/+etf/yqXX365DB48WLZu3SrPPPOMNGzYMOk4tmvXTlq2bCnDhg2TZs2aSfv27YPbaNGhQwcZOHCg/P3vf5cdO3ZI586dZeLEibJ06VJtM9KsWbM8+yAvmjZtKg0aNJCf/vSnsmHDBilbtqy8++67smvXrihNEZH/9G3FihVl2LBh0qdPH6lcuXLS6ypUqCBdu3aV2267TbZs2SJ///vfpWHDhvLDH/5QRES/lHDbbbdJ9+7d5cYbb5QtW7bIk08+KXXr1pUHHnhAy3r88celX79+0rVrV7n99ttl586dOi+T/UK1t46JlCpVSjp06CDTp0+XK6+8UsfmoosukgMHDsiBAwfy/WWJdM8rzzyIymWXXSa1a9eW73//+/rFkxdffFFyc3Pz/YWen//85/Laa69Jr1695N5775XSpUvL888/L7Vr15adO3cGZWnwzNshQ4bIyy+/LKtWrdKsJh7Kli0rzz33nNx8883Svn17GTRokLb7448/lgsvvFC/ONChQwcREbnvvvukd+/eQV/QORu45ZZb5JVXXpEHH3xQvvrqK+nWrZscOHBAPvvsM7nrrrukf//+cuWVV8rFF18sv/zlL2X16tXSpk0bGTNmjIwcOVLuv/9+/WJNVAoXLizPP/+89OnTR1q0aCG33Xab1KhRQzZs2CDjx4+XsmXLyocffpiWZxFCCCGEEEIIIYQQQkgq+GUJQgghhBBCCCGEEEJIgaN169YyevRoefDBB+VXv/qV1KxZUx577DHZtGlTnl+WuO++++SDDz6QMWPGyJEjR6ROnTry29/+Vn72s5/pNW3atJHp06fLI488Is8995wcPnxY6tSpI9dff71eU7FiRRkxYoQ8+OCD8vOf/1zq1asnjz/+uCxbtizuyxJXXXWVrF69Wl588UXZvn27VKpUSbp37y6PPfaY5OTkiIjInXfeKa+//rr89a9/lf3790vNmjXlvvvuk//+7/9O2ZZHH31UcnNz5emnn5YHHnhAKlSoIHfccYf8/ve/l2LFigX3q6ceJ3/pvVq1ainL6t69u3z11Vfy1ltvyZYtWyQnJ0fOP/98ef3116VevXoiInLJJZfICy+8IH/4wx/k/vvvl3r16skf//hHWb16tTmOt9xyi/z85z+Xm2++Obh9efHKK69I1apV5c0335QRI0ZIz5495e2335YmTZpIVlZW2p9XrFgx+fDDD+W+++6Txx9/XLKysuTqq6+We+65R9q0aROp7OLFi8sNN9wgzz77bMq++sUvfiFz586Vxx9/XPbt2yeXXnqpPPvss1KqVCm9ZsiQIVKqVCn5wx/+IA899JCULl1arr76avnjH/8o5cqV0+suv/xyGTZsmPz3f/+3PPzww9KgQQN56aWXZOTIkUm/VOKtYzJOZpE4+YUjEZGqVatKw4YNZfny5fn+soRIeueVZx5EpVixYjJixAi566675JFHHpGqVavK/fffL+XLl5fbbrstX2XWqlVLxo8fL/fdd5/8/ve/l9zcXLn77ruldOnSct999wXPh7zm7f79+6VkyZJx9uRl8ODBUr16dfnDH/4gf/7zn+XIkSNSo0YN6datW1z7r7nmGrn33nvlrbfektdee01isdg59WWJIkWKyKhRo+R3v/udvPHGG/Luu+9KxYoVpWvXrtKqVSsR+c+XGD744AP51a9+JW+//ba89NJLUrduXfnzn/8sP/nJT9Janx49esi0adPkf/7nf+Tpp5+W/fv3S9WqVaVTp05y5513pvVZhBBCCCGEEEIIIYQQYlEolpjfmRBCCCGEEEIIIYQQQgjJJ6NGjZIrrrhCvvnmG/0F3dPJk08+KQ888ICsXr1aateunfHnzZkzR9q1ayevvfaafO9738v489LJAw88IC+88IJs3rw57ssPZxPnQh3J/3H//ffLv/71L9m/f78UKVLEfV9e87ZKlSpyyy23yJ///Od0VpcQQgghhBBCCCGEEEJIAafwma4AIYQQQgghhBBCCCGEkILD+PHjZdCgQWfkixKxWExeeOEF6d69e0a+KHHo0KFTPvv73/8uhQsXlosuuijtz8skhw8fltdee00GDhx41n4J4Vyo43eZxPmwY8cOefXVV6Vr165BX5TIa94uWLBADh06JA899FDkOhNCCCGEEEIIIYQQQgj5blH0TFeAEEIIIYQQQgghhBBCSMHhTPzl9wMHDsgHH3wg48ePl3nz5snIkSMz8pw//elPMmvWLLn44oulaNGi8sknn8gnn3wid9xxh9SqVSsjz0w3W7dulc8++0yGDx8uO3bskP/6r/8601U6hXOhjkSkS5cu0qNHD2nWrJls2bJFXnjhBdm7d6888sgjrvu987ZFixayd+/edFadEEIIIYQQQgghhBBCyHcEflmCEEIIIYQQQgghhBBCyDnNtm3bZPDgwVKuXDn5xS9+IVdddVVGnnPBBRfI2LFj5X/+539k//79Urt2bXn00Ufll7/8ZUaelwkWLlwo3/ve96Ry5cryj3/8Q9q2bXumq3QK50IdiUjfvn1l+PDh8u9//1sKFSok7du3lxdeeMGdZeV0zVtCCCGEEEIIIYQQQggh310KxWKx2JmuBCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCSLoonKmCn3nmGalbt65kZWVJp06d5KuvvsrUowghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQpSMfFni7bfflgcffFB+/etfy+zZs6VNmzbSu3dv2bp1ayYeRwghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQohSKxWKxdBfaqVMnOe+88+Tpp58WEZFvv/1WatWqJffee6/8v//3/1Le++2338rGjRulTJkyUqhQoXRXjRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggh5yCxWEz27dsn1atXl8KFU+eOKJruhx89elRmzZolDz/8sH5WuHBh6dmzp0ybNu2U648cOSJHjhzRf2/YsEGaN2+e7moRQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIaQAsG7dOqlZs2bKa9L+ZYnt27fLiRMnpEqVKnGfV6lSRRYvXnzK9Y8//rg89thj6a4GIYQQQgghhBBCCCGEEBJEsWLFkn6OWZAxWTP+tSK85ttvv016fbqw6lMQsDJOn4vttNpy4sQJ8xpm3Cang1Db9Ngl/VLBpyCPsUW62oz3not+3tMP3r7ytP9ssK/QcYpSZ4wnMYb01MeKP63yrXGy7vVirRnW8zz9ZcXc+DnG7ngNrmcIfm61v0iRInk+15rT1lh62h7FN6SyA2v8EatOoWOGfWfV7/jx43leY/U7ts2yLasOhw4dsqpNCCGEEEIIOccpU6ZMntek/csSoTz88MPy4IMP6r/37t0rtWrVOoM1IoQQQgghhBBCCCGk4FKiRImg6z2/FOH95SjPLwJFfUZ+y7Tw/BKR9QtBnl9MsX6Rx/OLLNYvi1j34vVYN/yFksR78ZdZPM+L8ktaHqL8cpGnnp4yQ3/JKNO/FHku/tJlKiz7OJ39mOlf0kw1X8+28TzXfzn6XPml3ESsX07MK518Kjx+2/NLjqFxwdlAfuw4020IHeN0XY+ky56s+CK0HORsnJfp+uX5s21+hBIaH+X3ukzimU/WL2tb5YS2yyrf80UDiyjz6XSPi7XeWHsd65fhPdd7fKC1N7LGxvPFaM+XN6zrEY99WNenusdTrtVOvAb7CzXe69l7We23noVg/3rmLiGEEEIIIaRg4dnTpv3LEpUqVZIiRYrIli1b4j7fsmWLVK1a9ZTrS5QoEfyClhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghxCL/fzLEoHjx4tKhQwf5/PPP9bNvv/1WPv/8c+nSpUu6H0cIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEBJH2jNLiIg8+OCDcuutt0rHjh3l/PPPl7///e9y4MABue222zLxOEIIIYQQQgghhJC4zJWxWCxSWd9++61qTN1ppfG0PrfqUbhw4TyvsfBcj+Vj3bBdHvBefG7U/j0J1hNJ57OKFCmi+sSJE3lej9dg/Tx19aR5TVffeZ6V6Toglq2cjmefTjxz15pnnj7yzF2817JLC8tuQsvJT1mWLw21iSi2HzoGHqLYtKc+oetLQaCgti10jM8knnjnTK4l6aCg2lmmONf7Kz/1P51tDvUDmb7eQ2gMXBDWs1Af5dlHnk4ysTfNz/4nNCYM3Ztbz44SQ2d6Dxd65mDtDULrkJ/YJD/7Bk+5eWGNJfYF1g3PAY4dO6Ya9/t4jdUv1hmC1XeWbwz1gaHXe89QLNvBvrD2pKF1jWLvFpa/yvTZFSGEEEIIIeTcJyNflrjhhhtk27Zt8qtf/Uo2b94sbdu2lU8//VSqVKmSiccRQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQoGfmyhIjIPffcI/fcc0+miieEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCElKxr4sQQghhBBCCCEkfRQvXly1JzU6pom3UsaH4kmNjvWxUrt77rWehWUiVvlWenZPHVLVB8vCOoX2tfUM/BzLtNpvtTM03bwnbb3HDixCy7Gux/Z67s0PUdrpIco4ebBsBbH60bLvdIF9i+WHztdUeOzX42c81yPW9aHjbV1jlWld4ykzXXjLD62Hx06j4PFL6fIH1viF2k0Un2zd612/MAaxyrXItF/1zA/POuqZQ1a8E0qov8mP3Yeut981vsttT0XoGpPp51pY8yZ0H5JOLH/tiV8t0tXvmYg/z1TcURAIHddMXx9Kpss/W/DEF5m41yrHQ+heIkrdQmOuVHXylBtK6B4OycRe2NPv1tlHJmzIs46mOg/LBFa/h84DKxawzv3w+tA4wnOGkumziFR7ROtn1vmyZafWXtDTX6FnehZRzgkJIYQQQggh3224ayCEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCSIGCX5YghBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQkiBouiZrgAhhBBCCPluU7x4cdWYLjk0tbaVSt6TMj0Taeg95Xuw0m8npr0OTePuqZ91fSb6yMJTH0+acMRKY476xIkTeT7Leq7H5hLrZtn+8ePHg8rytB9tx0qTjp9bdfOMvXV9JlKje8bD0y7r+kT7C/VRVv0Q/BxtMD82lYwo4xfFjyHWvZ55HGqLnj5PRbraHOqjTieWj43SdmyvZbtWmR5bT8SzhnvaYPkHzzWe9dJqm3VvKv+TF2fKtrzPjbIGZKJtUWJOa/2wykTfjm3Btdnj06LgKcc7Fz3zz+qjTMQCoYTuPTK9FmaKs2G9Odvw2Gu6xhuxyj+XONvs6WyLrdJJJtYnQsjpJV1+KV1rVabXntDzSBHfntGzfnr2ZKHnoqGE7k2jxMOhPh/3IVHj8NA+inJObX1u7b2sc068xnO2G3qmHGrH1jWeZ3nOWhPLtO73nH149q2es9TQMxRCCCGEEEIISTdn/q0UIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEJIGuGXJQghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQUqAoeqYrQAghhBRUihcvnvTzdKW79qT8zU/q67zIVCpcTMNrpS22wOuxHEwLjHjSYFvXI55+tFIZh/ajZ7w96bTTaROe9M9R7MVTjmU3ofemq86eNOah5XvSYSf+O3T8rZTgoXMxCh4bsuw0tJ5WmTiHLKI8K9XYe+zUqodnvK0U84in/dY4ea63nhvqf6Kkag+dG545nR9C55zVj1Zqe6vMKH7b8pmhWG2x6mNdg+2K4v+8RLHTdK0xoc8N9eeeGCETsaWnnFT9FuqXkCg+PUo5iMf2M0EUXxqVdMWHnrmPWP7Hsy564hHce1hrqqffrWdZdbbszyonXfM11fM861xoHBFaBw9nal9sPTdTY3M2E8WHk4KJxyYsfxO6dqarnES+a3OZc/fcI1O2H/Lcc4mzrd6evUe6Yv0o/sx7r2ePma5z7kyPZWhbopxNh+73refmp688+4zQs12rrp5+iVIm7tvSdb7s0Z4+Ce3PVHs+ax8dOjae9y9WmVHOvkPrY70XJIQQQgghhHy3YWYJQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQUKPhlCUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEFCiKnukKEELObUqUKKHaSuOJaTYx9aWVltNKrZkqhWiyexNTd1ppNzHNqif9LF5vESXNb7pSzHpStIbiSZlqESWlcOL9HhuJkpLXg6f8TKS1ttqerhTSpyOteKp5ehJPP3r6AudrlLEJTUccmgbbqpsnxXiUtnjr5CkrND249Xmo7/KsHxah9ffYq7X+edpoPcvbrij+zfLRmcCqp9Vma23Gzz1rs1WHKLYbWn6q+R1lXbHszir/+PHjeV7vibU8eFK7h45B1NTzyermeZYXT7zrqYdVp3StDdY8y0SsGFp/C8ueQss53ZypOnmem67xRkL9RH7w+BaPHwjtoyhzy3N9JgjtE8Qz56xnpbo+dK/m8fuIFSOE+lurDukas9B4OzTeyYQfTiwr9Hrr2Z41OROcjWtGXkSNU842CkIbvst49rOe60OvQdLlJ6KWY62xUdYM695MnBWR7y6ZXmtJwSHKniqVnYWetUd5nuccIXSt8uz5Qvc5SOj7oCj7P89zU2E9zzpzss58Q9/FIJ5+jBJrhNprlD2ux169/WM9DzWeZ1rn9J79Kd5rnZEi1rv7Y8eOJb03NM46HWdUhBBCCCGEkHMDZpYghBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQkiBgl+WIIQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEJIgaLoma5AQaFEiRLB93hSZIamE42SfjQ0tSOmLfSk1rTSIlqfh6aTttI0WukhrTSQ1rNE7JSSHqw+Sld6bM/4edJmWoSmAfW018Jjo1Zb8pM22rJTJDRNZ+g88+hQQssJ9QFR6mM9N5P3p5tQG/ek3vXYOOKZ66H9k6454H1GlFTLUVIwe9YwxFNP61mhWP45tJ4WnmuiElpv617P2mOtzaFxAeJJj+3px1Df7pm7qa6xbNwiNCV9ugj1mR47sMYjXW30jEfoGKciXWnWPeVYKdYt8Bpr/oXOM8teQ8cvNOb0kKqeHl+Xrj2Ax+95yrH6OnQMkChrT7r2P6eDUJtNlw1ae2RPfJTO+C0ZmZhn+fHb1npg+Wjr2VaZntg1NL4NJdTnR5kfUfbyXiwfGGrj1ueh6wT6VU/5mTjTQTxnVJ757bFXz1md99mha6HnDPC7RqbjcELSged8OV1rkkW6yoyypqQiyjnyd80PRHlXQPJPQe5TT5wZhXSdxYSWiXjeu4Y+NxPtSieetlm+1POO2EOUs7rQe9P1jiZdZwKJ9YmyboXu/z3vf9O117bOEDx7G6vMKOd/VpmI9/14lHf5njZEeVdn7cdDx5t7SkIIIYQQQkhecNdACCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhJACBb8sQQghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYSQAkXRM12B7xKZSkXqSS2KqQetNJKWtlI4hqYztK7H9IoWnnSM+Ln1LCtlo1WH/KQjtp5tpXr13Buaxjw0fW4mUn0XKVIk6edW2ldP2y284xT67OPHjyd9BrYtSvrfTKSMtQi1AyTTaZS988FKKe2x30ykFvfMP4t0pb4OLT/Ks3A8oqZvDk3na61nUVL7WuVESUcchSi2G1o3b/2jtM3j6zx4Uslb11t1sGw5tJ6WXXr8v4Wnzqnq6Wmn9bx0pSv3lOPpd6vOGLPhs6y4w6onElrnUKL6jFD/EOrHoqSGtwitA46f5f+jpKoPvSY/fsuzblnPiOJ/rDIz7cM9+0WPbWUiRssUmYiJPTGOZ58UZexDfYnHT4SeFVh4fa/neVF8ncd/evYGobZ/OueNNaeRKPucVGWlax9qrRke+/DEWqFrm8c3Wn0dJUb1EHr+l+o65EydKZAwMrGfJQUfy4+F7js9nKlzmajlcz5F53Se65KCy9lgL6E+JPSsPF37rdD3kekkStx4pt6fee5N157JsolMrLueOnhtLsp5UhS788QpSJRzLM8+3XOeEnqe4Klbqv1c6PtMLMuz/ws940c8v6NhlW/t5dP1rpUQQgghhBBSsGBmCUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEFCj4ZQlCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBQoip7pChQUPKklT8ezEU/KR08azHSldPWkWvRcb6VUtO4NTf1YpEgRbxXzxGML+DyrrzEFpTWueI3VBk/qT4vQlLyWDVlpYqPUDfGm1rTKtWzH06d4r2fehKbbDZ3T1vWZTs9r1cfzLO+YRUlXG5rONxMpoT1lho6HJwVzaBphtPtMpdwOTUkchVBbsT4PXc88hPpAz1iiTXhsy9vPnvs96Y9Dn2W1x/rcKgeJkibdWoMtQtOke67xxmieZ1t47Ot04lkLkUz5rpOExqupbM4z/h6bDZ0HoXFBlLXTem6oPYXGR1Fi0VTXeHyRZ85FGVfL1jx+P3R+hM65TMRKofWJSuj6GeqjPP4hdD8bSqb2W/mtgzXnEv1E6P4UiVJvT12RTOy9Qm3Rcz7i6Tdrb+BtSyb2alY5UdZITwxt7VU85Xva5RmzKHjqk8rHWPPvdJ41kP8Quu58V4hynhKlnLORTJytRIkzM1GHdBFlDUrns5HT/Z4przpkIr7PRGxJCib5sZXQM3IkNN7LBKF7RM+9FqfbB6brHU0o6TpLi3LGHYplf559S5Q9Un5I177Yes9g3euZK55z7Sh26RkDz3sMq/wo77bye09eeN6hI55zLM/vFlh9be2jM/E+jxBCCCGEEHJuwswShBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggpUAR/WWLSpEly5ZVXSvXq1aVQoULy/vvvx/08FovJr371K6lWrZqULFlSevbsKcuWLUtXfQkhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQlJSNPSGAwcOSJs2beT222+Xa6655pSf/+lPf5J//OMf8vLLL0u9evXkkUcekd69e8vChQslKysrLZU+20lnysrQdLDWvQimG8S0hVYqyNA0klbdoqQ5tOpjYaVaTGfaxdC001Y9rDSSJ06cyLPMKCmC02WnnjqE2kqU5+bnfuxrj71YKVqjpCtNV7rn0BS75xKeVL1WH2Wi/ZhW1pqvFpnwmVHmhHVvaLtSgfPG07azzWajpG33ELpWeXyAp86eMhPv8cQd1hqQrnUoE+ngQ9d1xLNGZKI+qeZSaFpviyjpvkP7NLSeoX2diX4IXY+tuE8kfjyj+JzQ2D20TM/nofsWKxaznmX5ydC1w4q9rZTvieOSrrUqtN+tazxxkGfMrPZ76pDpNT4T/j8qnn4Pna9I6FiG2gQSOn5n43iE7gFC2+OZE5nul9A9vhUfhrbdE5d62x56xuOZQx67tuzDY/tR1lEP6VqzQ8nP3sCKM8+Uf0jXOdO5yHehjamIct6Y6bl1NhJl35qJM2WLdMWKUdaOs4VM1y/KPiS0/O/inLMIXfPJqeQn5vSU5dHpOvcLPVeLModCz2wzMUdP91xP1zvJUD+Z6XdSoXunKG1EUu2XQt+Dh+69PO+orPNWay+c6XM4y2dk4l2St/wov9PgGb8ov5dgPSsUyw6OHz+e7zIJIYQQQgghBYvgL0v06dNH+vTpk/RnsVhM/v73v8t///d/S//+/UVE5JVXXpEqVarI+++/L4MGDYpWW0IIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEkDxIz5/A+P9ZtWqVbN68WXr27Kmf5eTkSKdOnWTatGlJ7zly5Ijs3bs37j9CCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhJD8EpxZIhWbN28WEZEqVarEfV6lShX9WSKPP/64PPbYY+msxhkhShprkbMjra6VOtFKKWmlrLRSXFpY12c6HXiRIkWCrheJlq7VshFMIepJP+pJx2z1XZS0nlHSkp4t6bTTVQ/PXPGMgXUN2kSmU88jUVLAetJGW3WzPk+810r1GtpOT/0813vS0FpjbPk9Ky1wKKHpgtPVb6nKCW1PJtJ9I1F8WhSwfFyHkHT56ihrVqr7rWtCn50Jn+xJOx3qDz1Y8ZHlMzyxVVSitNkz/zz1PlPxbej89rQ3Sgpwb8p3zxyy7CsUT3p6K829Z/3z+ABP2naLUP9mxduePk8nmZjv1lxP13rgidk8c866PnTfkun4INXzLKy+zsTeK/SaKNcjme53zx438bmn0xY89h46/84GMmFDqdprrT3oD6P4xlC/FBrrhl7vuSY0bvTUzbO+Rp0zoWdXmeZ0rw1nK4l9nulzoHQRWod0+duzoe2nmzM1L88Unlj0bKjn6cBj75mIaaOeS30X+K7YYDpIZTfpOucNjf2i4Jlznvka5bmZLhM53baeLl+frnqHnpWHxtuZfr/jnX+hZzyed6TW9Z73sZ69ZugYe/xNut77ZPp9Z37K8uxDPfYV+q7Vuhf7Osr7IEIIIYQQQsh3g7RmlsgPDz/8sOzZs0f/W7du3ZmuEiGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCzmHS+mWJqlWriojIli1b4j7fsmWL/iyREiVKSNmyZeP+I4QQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIyS9F01lYvXr1pGrVqvL5559L27ZtRURk79698uWXX8qPf/zjdD6qQOBJ6WqlhcTPrbSTVvpDqxzreivdpUW60rXic60Ump6UklHSyqa6xvPs0H6P8qyzIa316Uxhb6XiRPJThyhpTT1zOl3jHZrO1kPo+FntTVd608R702VToWm5Q/s61CY8ZWaC0PpnKm2ttYZl4nlWmZmYT4iVRjg0HbGnblZb0onHrkNTnXvaY41f6DyLQqgPD7Uha2073SmkPeV60sFHIRMxRahdesrxpHD32G4ilu1bewCPXWBaco/vtbCedabsxhMTIp56Wr4U+zA/hNpyuuIoa4wzMR6ha4RnTli2bpVpkWqNjOJbo8QRoet8uubo6YgXkj0XsewyP/7Zs356/KqH0LHxrAeh8aFn7Tmd8ZFVB+/PosyVKOVkut+tcqyxP517wXRyOu3Leq5nnE6nryaZJcoemWNW8Inik61yCgLpOgP0rJ0kb0L77nS+cykIpOvs52wjSrssu8G4qVixYqqLFy+u+vjx40n16bDFKO/S0rX3CN3nZQKPf/asbaFngamuifJ+3bNWh8ZvaMuh7w08a5tVPmLtNfHe0POH0LX5dLwrwDoVLVo0z2s8tmnt56zzHTyfPd3vTQghhBBCCCHnNsFflti/f78sX75c/71q1SqZM2eOVKhQQWrXri3333+//Pa3v5VGjRpJvXr15JFHHpHq1avLgAED0llvQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYSQpAR/WWLmzJly8cUX678ffPBBERG59dZbZejQofLzn/9cDhw4IHfccYfs3r1bunbtKp9++qlkZWWlr9aEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCEGhWJnWR66vXv3Sk5OzpmuRjCYotRK7Z4KT5rEEydOJP08XWlGPSnssZ5WGkkrrWVoekmrbp7PrVSLoeUk1tmTstPTj+lKk5uJFLMeQttuYdmEVU4mbCs/5XrSsoam+7Sea82/KCmIrXpa90ZJSZ+udLyp7rF8rnVNqC8NLd/jfyzbynRa5yjrQn6uD01JbN0bdY6H4EnbG+rDPWsH4rGtdKVs9hJq46E25YkjLNK15oVeH2VNCrUhxGsHnng0ii1nup3Ws06nP7TG2LPGR10jrfGz4gIPlu/FddHTHktjmceOHUtaTpT+sgiNs0J1KlsPHQ8s9/jx40k/z89eMuS51niHtj80Xo8yb0Lnk6c+qernabP1ebrKRKL4unTNOc/abLXXU//82L3HZq25FRpTRdm/e+ZBpveXmd5jeAm190yvDdb5VmhfW2PpmQeeuZWus7R02U3idVHWjCiEjlnoPs+al6H+LdOc7nmcCaK0wTP2HlvJRPx1tpCJNqfrnUOmCa1nutag000m+tcqp0iRIkmviRLrktNHlHOv/Oy3TieZOGvIBGeDn8E6FC36f39PsUGDBqqrV6+uev369Un10aNHk5ZpPcuLZ3/tuTdqPdJxLxJl7x/6XtDzXtN6rtdGo7z3w7XEc4YS+i4Q8fgorA9qrAOe4VnlI573kaHnA1afRPXDnrNRbAPWwxpLz97W0550xffor6zxIIQQQgghhJz77NmzR8qWLZvymoL7JoAQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIId9J+GUJQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQUKIrmfQmxwFSAmGrQSq+YmC7Qk6reut6ThjA0pasnnaHnek8K+9C6hfZPaDpRT9r2xJ9ZY2CNE9qIB0+dMp32PEoqYM+91jWhKZ6texOvyUQqck9do6RXjjIGUVKgh6bRtfyZZ5xCn5t4fyb8oXWvp/wofsaTqjZdaaOj2IG3Dz3zw7JTKw0vYvl6Tx2sa6L4HwvvGnMST2rtUH8e1f+FzoPQciztWTtPR/vTTbpirihrRGK5Hp8TGjt45mhobOUhyhz1XBMlLstPOnuPj7KuwTSDubm5qg8ePKh6+/btqjEtOY5f0aL/t23MyspSXbduXdUVKlRQPXfuXNW7du1S7YkRkCj+JjQGCS3HW5a1zkXxbx5by8T+0lOOx95Dx8AT0+bHnkLb6bFHy+9F9df5xeqjTMfDiGct8Dw3arlWbBnFd1tnHKF+P8pam4n9T7pIfG6U/U1oTI9jY429p9+xHOusD8vHzz2Ejn0opzsGtuZEFDxrDBIlrrP2YWfbXuJMzemopGuuW9eHnkOeS/2YrvOhdJ3zhr7TyMQZdCbOAc5Gm/CsT5k4P8xEmVb5Z5uPPZcIfUcRxQee7f7zbKxTMjJ1vhdSJvqPnJwc1b169VJ9wQUXqP7ss89Uf/LJJ6rxLCn0LMKLx36tcyb8HHVovJquMfOcG1jXh9YhtI2W/wg9w0sk9NzL42c856Kh74w8dhN6thK6N/WcMyD5iQPS9T7J82yr76yxsfbRmXhXRwghhBBCCPluw8wShBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggpUPDLEoQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIKVDwyxKEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCClQFD3TFSgoFCpUKPieWCyW9H78PF11svS3336blnJOnDiR571Wu6y+8/RDaJkeUt1buHDy7xdhPULHz3Ovp4+sa6wxs54VpS3YP1HGNZQo4y0S3mbPNZ7xiDL2njZbZeI4ocZ5HNoPUeait42Wv8LPrbJCfR3i6QtP+aG2n4l1IV1454xla9hfofMpdL5H6XfL52eCUF99OnysNc6h/s0iqu8+17DsKV0xWjrJhP/B9mOZuPZEmesWmZgrof3jncfWnLPmn6VLlSqlulWrVqq7dOmieteuXaqnTJmiesWKFUmfW7ZsWdWNGjVS3bNnT9VVq1ZVXbx4cdXTp09XfejQoaTlHz9+POnnSJR42ALvxTnnifmT/TtZPaLUCbUVZ2c6voji8z1xgCeOSxfevvKMq3WNx3dbhMb9UfadUcoJje+j1D/Vszy+MYqv95RvrW2WHVjXezTiaa/HN2bi7CnV51H2hkjoHA1dV0L3Kh7O5r1dfjgb4qhM9KM1jwvCmJ0NnE6/FCU+tEiXf/Jcn846ZaLMKPHO2UDoXutsJBNxXZTYMl1ndZl413O2kC7/EBpPYfxZtOj/vQ629mRn8hyS5I8o8yM7O1t1vXr1VHfq1En17t27VU+bNk319u3bVWfqHLhIkSKq8awLz5AOHz6s2mPL6Ypjo2Cdg3jmmef8JXSPaPmMVOu9537E8+7Rc+ZpXe95N4149u+evX/oHtQqP3TMcG54flcj1fNC/Tv2BdYjyv7J897EGmNrPSOEEEIIIYSQZDCzBCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCChT8sgQhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgoURfO+hHiwUvt5Uw1GSXOMeNIo4r1WasPQdLuYahHTPFrpRK0Ul1YaRU/qTysNJuJpV9TUwWcqzaOn3lbKTo/9RkkJal2TrnTd3vH2tMG63lPX0PSuUfCkhrXmkGeupIt0zoezYY6HpqTNdP9GaZdnDoWmdvf+zFNvj//x+LFQQlMkZ3qMPSmhQwm14/yUdabKQU7n2CCetNH5WcPyKidThD7PaluUVNxWfTzPjfKsUN/oWZsxZvbeb9XJiptLlSqlukGDBqovuOAC1UWL/t82sGTJkqp37types+eParLlSunulWrVqobNWqkukaNGqrLli2rulixYqqnTJmiet++fUnrbxF6jWUHuFeJMv/yUz9r/KwYx9pXhcaloX1nra9R5lbovWdbzHW249ljpWv9iLKHSyehMWToNZ6zidC9sHU+ki4fGGVuhV6fHz8ZuodFLN8d5RwB8Zw5Wdd7xjt0zqWrXZ7yvb4hXbZwOvfIUa4J3XudTn94rq551j7JItRnZmKPka7yo47Z6RzzM2Vfp/Oszrr3TMY1Fp69Z5Q2hMZTmbCPdL0rOFcJjVetzy0fW716ddV16tRRvW7dOtUbNmxQjTEX4onjCjLpsv1M+Jwo74qRNWvWqN6/f79qK+4NrYO3fgieb9WvXz9p/dB+jxw5Yj4vBE+sHGVfFeVsxRNPRdl3ea+39sXW+34EzySjnP14zj48ZVr7Nqw/1jld/jn0vbx1jdee8Gd4Po3PwHbieS624fDhw0nLtPbUqI8fP570eqyPFeNgffC5x44dy7M+5+r+iRBCCCGEEJJ+mFmCEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCEFCn5ZghBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghBYqieV9CPJyOFH5R0npaWOkMrbSNVgpNS1vpKxH8HNP8etJmelJQetKSevvWk07WSu0YmvobsfoxNG1qaDpcz7NCbd9zfZQ0tPnBshFP+z1pZT3jmi6i1CE0nXam07AnPtdjF1HS7SIev2EROq6euZWuNPRR/IS1XqRKKWytB1adPCmMT2fK3EzMUQtrrUVCfYkn3Xqq/oxiLx488zjK2nmm8MwhJEr9E+dcJuZKlFggXanRQ/3/6fQTnudGjaFCY5CjR4+qXr9+veolS5ao7tKli+q2bduqHjNmjOq9e/eqPnToUNJytm7dqrphw4aqu3fvrvqyyy5TvWbNGtWLFi1SHbrORdkbWGAfWv2c6p5QPPuwKDFClH7MhP+IEtd44ol0xUqJnM4+DV3z0jUPMrGOFilSJKlGjh8/nvbnJuLp09C9dmi9MzHPPD7Dc6/HhqxnefYGiW30+ATLF3vqWqxYMdXZ2dlJrz9w4IBqHEtrTbXaGeXcx0NoHB4aj3jO7RLr4Fkno5wvnClC/fzprMPp3I+eDkL3s8WLF1ddvXp11SVKlFC9ZcsW1fv27VPt8Y3pWpsLMqczdohCaMyZrrPDM0mUfYiFx+ek6/2Ap8zQe8/2MYuytnvKse6tXbu2atybz5o1S/WePXtU4zlAJs6mTzfpspHTGeNlGqwDrp0rV65UvX37dtW41h45ckS1Z5+OpOpDa59x7Ngx1XjWlep9RF5lWjEtEmW/ZRF6duOJm0JjSM/a4Y0/Q+NU64wAY7xKlSqpRhvctm2barRB7FPcC6IuWvT/fg0G939YTui+xRpLbFfoO2RPmYjnXCKx/lgW9gvqKlWqqO7YsaPqxo0bq8Z1Ytq0aaqXLVum+vDhw3nWNfR8AeuP92L9z/ZYgBBCCCGEEHLmYWYJQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQUKPhlCUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEFCiK5n0JsYiSFtj7s0ykd7VSiKK2UkGGpmMOTcWKWG230k5i+Va7QuvvrVO60iKnKw1vaGpxq26elKDpwpMy3UqR6x2X0HkQmn7Vc31o30VJDR/aXovQ8kPL8V4f5f7TXdeQZ52p8kPTSeP8Q53KnqL4XKtOnrTFobYfOifSRX78WF7XW0RtY6bjlChEqVsU/xz6LE8dznasdob2dej6eq70kccWT5w4Yd4fum5Z8/rAgQOq58+fr7p8+fKq27dvrxrT0yM4Trt371b9zTffJL1++fLlqmvVqqW6adOmquvVq5e0bp7407Nuha5hHqL6Oet+Tz0867N1TWg6+yixUpQ40wLtEvd/x44dU338+HHVVn+mmnOevWqUvVqm16EosYOnLaHX4DjhvL/44otVr127VvX48eNV79+/P+i5Ij67Dt3rWNdbZw1R9hVR4vvTeW/oeUoqQmN0z9kSXlOtWjXVV111lWq0zdGjR6tesWKFavQnSNGi/3dsis9F3+Lpd+/+KdmzopwDRIndvPd49lVncywXGhdYpGs/EOrP0rWfyQ+hzw49HyhRooTq8847T3WdOnVUjxkzRvXChQuTPutssMtMnxl5OZP2ktdzM9EXmTj/Syeha69nTxPlHC7T+6Qo61lBJl3n3QiO5cGDB1WXLVtWdYsWLVSj/8TzBLSnqHFgMkJ9Un7e23nu99xrvZdCMObEazButNYnTz1Dr0Esv3Lo0KE864lxMpZjvaf1xLepfob3Y/1wL4kcPXpUNY6TdRZgxVpR4nWP/ww988R9SJR33J44KOp5iNV3+HmpUqVU43nBtddeq7pq1aqqx44dq3rcuHGq8XwSy0f/hmeSWCbWYd26dapXrlypet++farLlSunGs+oduzYofrw4cOSDKxbmTJlVOfk5Kjevn17nuXgc3EM0O4RtPtE283KylKdm5urumPHjqrbtm2rukGDBqqxL3DfXaNGDdXPP/+86vXr1yett+UnLdA2jxw5ohrbhj7KehYhhBBCCCGEnISZJQghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQUqDglyUIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEFKgKJr3JcSDJ0VnYspDK8UnYqW6TVcaYit9rCc1p5Wm02qL1Uee9LdWPT1p1T31t56bn1TcnvS5nr627vWU6amPp3wLT5npSs2MY2+lzUyVWtQiSlpyD6Fj7CG03z1zKDTddSieZ3nS/Cb7dzrqZLU5XSnQPT7T4w9Dn+Wpf6jv8fgbK721iL02WPX2fG4RZVxD+xHbFer3PPXMhA+PijWWof2errUnytoZxe9FWXfT9SyvzXn6yPJLiCetfLrqY61bVjlR1lqPTUQZb6tuif0Z2r+e+PjYsWOqMcV6xYoVVS9YsEA1pn23ykFfj+ngMa18lSpVkl6DqdExrvP4f0+8gH1SunRp1XXq1El6zapVq1QfOHAgaZmoE9c5a2ytuuZnzxhSvnV96NqZrv2JVb5F8eLFVeOYlStXTvX69etVb9u2LWn53tjyXCTU5yChY+YpHzXO9Xbt2qkePHiw6jlz5qhetmxZUm2NX2K70rWWeNa/TJQZhdA4OXR+hJ4z5GfOWf7QA96LfqNLly6qBw0apLpSpUpJ733zzTdV79y5U3Xo+YLHJ0c5H4myNw0tx3uGaWHNlSh7mkzMIQvP+m3FXOkiXfHt2UjoenPkyBHVR48eVZ2Tk6Ma49tSpUqp3rdvX9IyrfgzNG4KJdPlZ4pzqa4nOZN1zsQZqyfW8Jyde+OrZJ9HiRWjxJ/p6kPPXjORM2VHnrMYT5/i9Xv37lWN8Xr9+vVVV6hQQfXGjRtVHzp0KGn5Ufon9BzVsumiRe1X23h+gXXF8wgktE8xVsRYtHHjxqqzsrJUr1ixQvWePXuS1ic0vvfYsud9LGrsa2wX9ieuzVHXttD3KWiPnnI88wbPsfAMYvfu3ao3b96sGvsC5xOWj+cX5cuXV719+3bVVpziiaXxuZ7341gOzpvQODZxzmG5aMtYPzx7vOSSS1QPHDhQNe7VZsyYoRp9EcaBaJvou7p166a6R48eqhs2bKi6Ro0aqvFsacSIEapHjx6tumnTpqqrVaumetq0aapXrlypGu0D69anTx/VjRo1Uv3OO++oXrp0qWocG+yf2rVrq0YbwrPN/fv3iwWOx4033qi6b9++qg8ePKga27l161bVuNdu1qyZapxPCNqEtQZYftsCy7H8c6bPZQghhBBCCCHnJkG/kfP444/LeeedJ2XKlJHKlSvLgAEDZMmSJXHXHD58WO6++26pWLGiZGdny8CBA2XLli1prTQhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQohF0JclJk6cKHfffbdMnz5dxo4dK8eOHZPLLrss7q9wPvDAA/Lhhx/KsGHDZOLEibJx40a55ppr0l5xQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYSQZNi5SpPw6aefxv176NChUrlyZZk1a5ZcdNFFsmfPHnnhhRfkjTfe0JSKL730kjRr1kymT58unTt3Tl/NzwKsdKBWyr9Uaf48KY+tz616eNKPWuVjSk28BlMhhqYttNJ6WqkQrRS7oe3CzxHrcxyzVM/2EDpOlkY85XgITS/sqaenzp4yQ9vosQnvM6zrPf0bpQ1IlOs9dUM86XZD05V7+tMiPym9PXYUOpahbfDUNTS1sYVn7bH8qmeN8PSnVZ9Uc86DJxW7VY/Q6z2E+h/Pc6Ok/D2dZaYqN9TXedKe4/ihtsq3bNxa26PYwenE0+epxtszx62+sMYJU6lnItZAPO30zHVsC8aTlg150nJHiQGteqb6mccXW+3ElPQdO3ZUjWnfMa36zJkzVe/evTtp3bD80qVLq27VqpXqwYMHq65Tp47qUaNGqV60aFHStiChMTOCfdK0aVPV9957b9L6P/fcc6onT56s+ujRo0mf5R0/z37LUw7imdNR1onQuNxDqN8uUaKEarStDh06qJ44caLqadOmqUabRqKMReI96YrLo+zhMkG66oB+omLFiqorVaqkunbt2qpzcnKS1sG7xuPzQvcDSLr2KOma6xZR9qOZrkNofJ54j8fXY1k49sWKFVONfh9trUKFCqrxXBJ9yK5du/J8Lp4VefZhFp5YN9N4z1A890e5JhP7m1CsM0C0rapVq6ouVaqU6k2bNqnev3+/6ihxY7rWmrOR0LMrnCvz589XjfO7evXqqsuUKaMa/7BTuuL7KKRzzKKsN5loc+g5UyYI3QdHsYn8tMV6z5LqHcRJ0nXe6ImJPXttK773nAdZz/Kshek684tql1HOhaO84/CUiWB/4d4W17aaNWuqrlatmuolS5aoPnz4sOrQd3VW3IR1s2Ioy26ys7NVd+3aNe5nTZo0Uf3ZZ5+pXr58edKyrPlnxZzW9binueyyy1Tj+vT888+rtuKF0PcG1vXW2Z7nvBT342graAeIZcdly5ZVnZWVpTpxz45rtccuLBu0bM2zBuD5UNu2bVWvW7dO9Z49e5Lei31UpUoV1ddee63qevXqqf74449Vf/nll6qxXVhOrVq1VK9atUr1mjVrVOP7euw3rJsF9i2uU0gqn4Rnj6hxTgwYMEB13759VeM55JgxY1SvXbtWNdoHthNj8QsuuEB169atVWN/oQ+sXLmyahzv3Nxc1du3b1eNttylSxfVe/fuVb1t2zZJBvqDu+66SzWOMbYXn4t7j/bt26vu1q2bavTVL730kmrst8RxxbO1G264QXX9+vVVo8/Esxz0v2hreM6LZ8pWLOA5+wk9f7H8XrrexxJCCCGEEEIKFkGZJRI5eUhw8sXjrFmz5NixY9KzZ0+9pmnTplK7du24l5DIkSNHZO/evXH/EUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE5Jd8f1ni22+/lfvvv18uvPBCadmypYiIbN68WYoXLy7lypWLu7ZKlSqyefPmpOU8/vjjkpOTo//hX0sghBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggJJXluRQd33323zJ8/X6ZMmRKpAg8//LA8+OCD+u+9e/eek1+Y8KTgTZXa10oHmK609VYKQ3wuaky5imktjxw5ohrTOVppaD2pTkNTKlrlh6bQtupgpWxMvMejLaznRUk76cFKt2th9W9oyul0pZu36mCNWarnZjo1fGjq8ig25EmBjnhSoEZJBx7ah/mxD8/4eeZQaHrz0Lp5Ur2GpoaNsi54+sFaF0LbImL7NyS0XKttHv9mpfT29JfVR555EGWdC70GiTpHQ+3FuteTCtkqp0yZMqoxNTpmIsMU9tbYhI6lp86eOMJDlDmd6jpPvTEtuzUe1jrhIbRtUfwnaoxd69atqxrTtq9bt071oUOH8l1PD97YxLJHa23DdOqYDh1Tz998882qMdX7yJEjVX/55ZeqDx8+rBrnHO7PWrVqpRpTwGM6+w8++CDps/AL9FY/WvsKa03Bz09mPBQRGTBggOru3burLlu2rOp58+apXrx4seqtW7cmrQ/aUKp6RNmfhcaEiOWLQudiaDxixZahYDlFihRR3bZtW9U4X5csWaL64MGDqvOzJ/GsGaGka19hka69c+i+xdJ4hoDrC16TlZWlGn1YfuKgKGcBHjxttvrREweG1j+KX/GsQ1Fi2qgxp6cN6Fus9WDu3LmqcZ0vX7580nuxfCsmssjEuUwmziWikGrOpSsuSvW8TGLVH8emePHiqjH2qVmzpmqModauXat63759qq24xsJav/Fz/CNFR48eVY3ntCLhfin0fMQzZtZ8tWIoa37geXTiH2k6iScOsvrUM++tZ3nWXc/ezPu8dF3vGft0nZ16xiN0LQyNn6PU2SKxTIxfcR/aq1cv1bhWzZ49W7VnTxoK1g99kdWP1lz0nCNbcxqfi/2TrrM0D/hcJLHMUBuPUqd0nU173vnhHn/Xrl2qL7zwQtU1atRQ7dnXetYXjK2s/sSxQVvBOuBc6tGjh+qf/vSncWVVrVpVdcOGDVX/4Q9/UL1+/fqkbcB9CYJ1sq7BPRD2Y506dVTjGZXn/NCarx5C93ZYh5IlS6rG9uK5K44lnhlhfIRxU25urmqMj0REvv76a9VLly5Vjecu+LxKlSqpxjOwLVu2qMZ4AbU157Cd1atXV43xFe5hcWzwbAlts3///qqxXzBWPH78uOrGjRurbtGihWq047Fjx6p+5ZVXVO/evVs1thHLR23NUdTYdtR4jUi8reE4X3fddaqxX3DNe/3111Xj+FlxM9pau3btVNerV0/1uHHjVONZEdoKvk8YPHiwajzzbNOmjeqNGzeqbtSokeodO3ao3rRpk+oGDRqovv3225PWE22uffv2qjGOR/+M96LN4bji3MU9DJ6RiohcfvnlqnE9eO+995Lej74LfcVHH32keuLEiUnLDD03sbD2D573OFHeaRBCCCGEEEIKLvn6ssQ999wjH330kUyaNClus1+1alU5evSo7N69O+7FxZYtW+IOq5ASJUrEHSgRQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYREIejPPsZiMbnnnntkxIgRMm7cuLhvtIuIdOjQQYoVKyaff/65frZkyRJZu3atdOnSJT01JoQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIISUFQZom7775b3njjDRk5cqSUKVNGNm/eLCIiOTk5UrJkScnJyZHvf//78uCDD0qFChWkbNmycu+990qXLl2kc+fOGWnA2UJo6vFU94SmlLZSD3rSfaPGdKKY/rF58+aq582bp3rWrFl51gHxpLn31DO0fOteqz/zk+LZSt2OaUNDU+BaKaKR0DTpVv9aYP09Kc09KS5DU9t7OB0pNEP7N7S/QtvgSVeKNuSxUU8aaI8dh+JJbZ/qeR6789TPMx6eNPGe6y08vs663lOfdM2VKCni83O/NZ88KXYRax5Y9bHmB84tz1xHQn1G6JiFpnNPZXOeuRnq31Bbaww+t2nTpqoxlTXGIJiq3WP7Ue03r/KjXO/xbUhienJPOmrUmIoc7Xr//v2qrbT1oWtYlGs8sRm2q3Xr1qqvvPJK1Wgro0aNUn348OGk5XtsJbTOqfotig/B1OjVqlVTvW3bNtUzZsxQjV9ux5TxaEOYej0nJydpfb766ivVW7ZsUY0p77EOVp964n5rzcMU9ldccYXqfv36qd69e3fSe/v06aN69uzZqseNG6f60KFDSe8VsecWzidP2zx+31rzEGveW3XwEBrThoJlHjt2TDXaJbYFzxW++OIL1Vu3bk1ajre9Hj8TZb6H4lmDQ23IU07o9VhPPE/AzKKlS5dWbe1PrDmDeH1mutYqq37WfgP18ePHk5bv2eOHnht47vXU2cLy2+nyMamegVifYyyEa9KIESNUV65cWXWZMmVUYxyEawnGPthOT+xq2XLoPiRd+zZP3GTVIdGOQ8cmNK6Jcm4S2neetuA4YWx84MAB1diPmDUZr7H8gRVDWHbTokUL1YMHD1aN57STJ0+Oe8bJc/tU9cj0eVro2S6CdTt48KDqkiVLqsY+wnnsmWehZ5iecbLq7/k8FVZ/hZ5NhJ5tRokRkEzHJkjoWFp1Q59vxeFocyLxsVCnTp1U33333arffPNN1StXrkz6POvc1jOunrXKutfqryjvnqx1FPvO6mvP+Fmgn8C97L59+1Qn7vM8e9UoRNlLWfXxxCMY16DNYb9g7I7rmRXXWG3x1A3nCcZiuE7h+8hrrrlGdaVKlVQn7vGxDY0aNUp6D55ZWOOKbfb4TDxPWr16tWrsX4w/K1SooHrnzp15PgsJjXewjTjnsI2oixUrphrnJc4VbBfGJj179lSNZ1K4fqNtiYjUqVNH9dChQ1XjOGG9zzvvPNWtWrVSPWXKFNVff/216qNHj0oysM1YPtpj+fLlVeN+tkqVKqrbtWunGs+i0Jax/X379lV96aWXqrb6Gutz/vnnq/7ggw9UY8zpOe/HMcZr8Lk4Tqn2adiPPXr0UI19MWnSJNXDhw9XvWHDhqT1wPHAZ+M7gdtuu031N998o3rRokWqMXbfu3ev6ldffVV1x44dVXfo0EE19hGOJfoS9DHXXXedajyvql+/vuq1a9eqRh+Av4eB1+NYzpkzRzX2eY0aNVRjv1nvVURE6tatqxrPxSdOnKga7R3Bc7aNGzeq3r59e9J6Y99hn3riZs95hycuT9d7H0IIIYQQQkjBIujLEs8995yIxG98RUReeuklGTJkiIiI/O1vf5PChQvLwIED5ciRI9K7d2959tln01JZQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYSQvAj6soTnr1VkZWXJM888I88880y+K0UIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEJJfgr4sQWyipNFNdU9oCm1POnHrXkzriekir7rqKtWjR49WvWrVKtWYGtVTB6tfME2jhSdNeGga2ijXpHq2p52haSGtOnnq4EmXbBFq41GeZZVvtcszTxLv8aSGjzLnPPWL0kdYvpUS25Mm3eMbPH3lITSteCJWezxlefyDpz2hc90z/0LHw1MfK9U54rF1yz9ZaW4T/VOUMffUyWqDp/2h/Y5lWmuVZ5wyMbfSda+3LI/tR+kvBFM/Yxp3jFksH2jVJ8pai3jmn8f3eNZRz/WpwLIqVqyo+vrrr1edk5Oj+v3331e9ePHiPOuRLruz2mbNe7we06FffPHFqlu3bq0a24LpwD19mq42euMUy4/hNTi39u3bp3r27Nmq582bp3r37t2qd+3apfrIkSNJ63Pw4EHVK1asUL1+/XrVhw8fTnr90aNHk9bZEwdZ7bXGCce+Y8eOSa9/+eWXVTdr1kx17969Vbdo0UI1prnftm1b0uemagOOjadtnpjNY6f4XKtuHl8UGhN56uZZv9Fu1q1bp3rJkiWqe/XqpRrHDG19586dedZHJLzNnn2oJ77wrBmI1XcePPGw57loT5Ydoz9AH4vPKlr0/46gLLvH8r2+2tobWT4n1H5D9w/W2HvKj+IDouwr0hV3pKqzVSfrc+vcBD/HZ+DaNmXKFNXXXHON6urVq6suVaqUarQba65YtoWfo80inrlr2Xvx4sVVW37eqluxYsWSXoNg3x47diyozol19czZKPtQz5lhKNZ6jH2xcOFC1WvWrFG9d+9e1RhPWTZqYa3Z5cuXV3311Ver7tu3b9J6bty4Ma5c9Ms4P9AW8H6shzX/POu5x99acw6x1hjsa5zHuMZYaxiWifMD8cSrnrM3C08fJl4XesYYelaJfeFpJ+KJpzx9ZM1Fz5rq8TdW+Zb/9KzNiTaEcxbfreBZRq1atVSXLFkyabnWXsLCM7csX22B5WRlZanGMxrsR4zjcY5aeyHU2A9YNyzTc+6DZTZs2FD15Zdfrvrjjz9WvWzZsrj7o/S7RabL8fgG9PNLly5VvXnzZtW4p8bxsJ4Ves6Ovnrw4MGqe/TokbSeeI6D8wf35ol2sGjRItUTJkxQvX37dtVoRyVKlEhaV7QDz96lcuXKqjt16qS6S5cuScvEGBX1pk2bkl6PhL4ns+61/Cr2z6FDh1RjP1x33XWqL7vsMtVoQzjPFixYoLpBgwZxz6tdu7bqChUqqMb9vDUeLVu2VI1jPH/+fNXooy0/iT6tZs2akox69eqpvvnmm5O2Z//+/apff/111d27d1eNZ1E43lOnTlU9d+5c1W3atFGNZx9lypRRjeNtxeGeOA77GWMuvD7x7BDHDP3s6tWrVb/99tuqMU7FsbFiUZyj7dq1U928eXPV7733nmorLsdnYTz89ddfq8axwfNPHCfck+Xm5qo+//zzVWN/zZgxQ/WoUaNUN2rUSDXaHJ7Zjhs3TvW0adNUY2yBdmmNfaI/t/wDziEcP2tdxM9RW+dA1ueemMUT43niAkIIIYQQQgg5CXcKhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggpUPDLEoQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIKVAUzfsSYuFJzZyKdKXYxVSFofXDNISYxhRTeWKq2yZNmqiuXr26akzTaKUot9Jde9IRh+JJ6e1Jp52YvtG630oPbqXqtdJCWljXW2Nvtd8qJ10poT1lpqscxEqnGfqsxHs8aaStdOJWGvfQlN4ePPYRau9WGz11turjGQ/sQ+/4eeqXH1vIC08K2HSVH5rq3JNa25PS2/N5KiwbtPxh6LND11FrHmBKYvTbmHYaU0Jb5Vt1C/UrVjkePCmILftIrEMm1mdrjlvPWrdunWpMbX/06NGk5XjX87ye68Fzb+gahtozTxLnt3Ud2jXaO6YZb9q0qep58+apxjHANObWs0Lb7BknTzn169dXjenZMUZduHCh6v3796sOjeOj+N6o5Vr9tW/fPtWYeh7HHn2yJxbH8bbmHK4llv164lUrnsL6W7Ru3Vp1+/btVe/YsUP14sWLVWNq+06dOqlu0aKF6nLlyqnesmWL+WxPvId45k2UmMVjd6FxhDU21vrhWdctW0Fw/L7++mvVl19+ueo6deqozs7OVr1r166kdUusjxW7e3xRaKzsiQusz9GeQte5UCz/bI03fo6xEo7f8ePHk16DGtcmjL+wDlhOYj0sG0Qf4tkjox141mRr/Czf4Nm3emwC8bQ9dL8fusf1ruvFihVL+jOrfmgX+OwDBw7kWe8VK1ao/vjjj1VfccUVqkuUKKEa+ws12qknnoyyj8b6WPMGwbYXL15cdU5OjmqMn3Ftw3Ud1zmcu4lzBu/xnImErjFIaN9Z5Xvw2B/GmRhbYjyJWH7b81y09Zo1a6ru0qWL6hkzZqiePHmy6g0bNpj1wLGx4hTEs1aH7tOtmBCxzldRo71nZWUlvRfHD9tbtmxZ1RUrVlSN8wbnIvYp7otwPlh4bD1V7GbNA+us2Zp/1njg2X/Lli1Vox+w9oLWvMf64DiVLl1aNa7zBw8ezLOelu1aMZEnZvHETbhm4XPx8/POOy/uHtyLNG/eXDXaVG5ubtL6IaHz1Yq/UeMY4NjgeODaU6FCBdUdOnRQje3C+s+aNUv1l19+qRrXbOwHXJ+wzNWrV6teuXKlauwH1DgfSpUqpfqCCy5QPWjQINWzZ89WjbFCIp54LPTcz/Msj0141l0rdl27dq3quXPnqsZ1DuOFzZs3q7biEY/vwXHCfRv6YfRDaK9oT3ims2rVqrh6zJkzR/WyZctU79mzR7XnvQyuVdY6irZ84YUXqu7Xr59q9BV41oBxBO5zPfsKT0xoYe0vsV1YZ3wWvhP+/ve/rxrX4FdffVX1a6+9phr7H8+qRETKly+f9Nlos1iPRYsWqV6/fr0kA/vL2uPjs7Dv0O9h23B+XHbZZarRzoYNG6Z6ypQpqnfu3KkaxxvtFW0Z10W0G5w3VuyAvt2yFWsO4BzFtQD7MPF8Ds+U8XcFhg8frnrTpk2qPbGTFeOhf586dapqXCcQHGPsuwYNGqjGOAjHA88P0T5wbLDtuB8YP3686qFDh6pGW0E7Q1+H5WP8iev0ggULktYf5xmSuDfA89ABAwaorlSpkmpcG6x9j/X+DMcb70WbivJ7EqGxdX7O5gkhhBBCCCEFH+4UCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBSoOCXJQghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQUqAomvclxMJKtYukSnsdmordeh6mKvSk2baehSk4MXUiUqtWLdVVqlRRjWkXrXSanvSKVtpsC7zG6hMrFbUnJbKnD1MROpae+kWxGyvleOhzPfaHeMbJepaVitpK8Rw6B9KJJ222hWXvUcrENLk5OTmqcY5i+lTruekiSkryxPuR0PH3+G5PHULnSuic9uBpu3WNpz6h9ybasWe+e/yDp23Wc3EeYMpmTA/dunVr1ZhKHVMwr1ixQjWukdZ641nDooyNB6tvvX4l1J9az/DUw2Lr1q2q582bpxpTOYfaFqZ+ttroWfOi4OlPrD/GaFiHxBTomMIe07VXrFhR9ZYtW1RjX+CcKFeunGqcQ1b9Qu3Xar8Vp3jAlOOTJk1SvXr16qTasgNPfTzrS37msadcq98tn2nZjlVXy77QDrDMKDGtp/6WL8W09T179lRds2ZN1W+++aZqHPv169er3rdvn+qWLVuqxj0P3ptol57+RaLYOPaLNR4IXuPZG3meGzqPPXaAdmb523Xr1qnG2LVBgwaqPX4usQ7FihVTXbJkSdVHjhxRjf1r9bXVp5724ziF9jVi2ZbHP1vxS/HixVVbto71x3tx/bb6DT/3xESJ/YC247nHaps19qijYI1fJmIKyzd41jNrLnrWC3wuloPzLxHLHnEu9+rVS3WdOnVUf/zxx6qXLl2a9HkYry9fvlw1xgtYb2wn2sexY8eSXmP1BYI+Bu/FMhFrzCyys7NVd+zYUfVll12m+vzzz1ddr1491bt371Y9evRo1WPGjFE9f/78uOft2rVLtdUvHrv27DFCzws813v2lGi/ZcuWVd2vXz/Vs2fPVo1xBI7Zzp07VaNdhu4xSpcunfRZ48aNU43jhOMqYvtG63npOgcKjS8sba0flStXVo2+Gp+Le/+GDRuqHjBggOpWrVolLR99AM6PN954Q/WmTZtUo91Ya6pnz5p4DbYH7RH95LZt21QfPHhQteVPsK5NmjRR/cADD6j++uuvVb/44otJn4VleuL1Pn36qEaf/NVXX6m2/AqC9cd+wHmGc8Xay3rWKuxD9Od4fvSTn/wk7p62bduqtvoLx9JaJ0LjSQSvx/I7dOigumvXrqqnTp2qGuO3G264QfXgwYNVY9/hWOK8WbBggepDhw6pxvFo3ry56vvvvz9pfV577TXVuB/AOuAZHp5pdO7cWTX6UmuPK2KfG0XZ23rey0R5RxV6Xopr+cqVK1Wj7aL/tOqQeBZ1Estv4/zGOA7nK47lp59+qvrzzz9PWn+8VyQ+9sP2o21a6w3aQqr49STYfmzbokWLVKPdvfLKK6o/++wz1egnrNja8/7Mc43Hr+D44bng5Zdfrhp92AcffKAaz1/Wrl2rOisrSzXO0cSfHThwQLV1foHjv2rVKtUY33vOw6wzJxxLjK3RNtG/Pfvss6pnzJihGm3zm2++UY3n2nv37lWN7+pw7LF/0I6xLZa9WjZhxSn4XOuMAvtBJD6+suqNe20rXrLOGPFevL5atWqqca+Dcw7Xv9q1a6tu3Lixaowh33vvPdW4tuHvQODYY6yPY/zvf/9bNa5b2EaM163YxxpXfD+Fa7Y1fzZv3hx3P66xffv2VY1rMp6r7tixQzX2F443tgHnAZ7NY5s9v8cR+k7KWntO9+8HEEIIIYQQQs4NmFmCEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCEFCn5ZghBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghBYrk+VKJC0/KaSu1a7J/5/V5aNplTz2w3pjuc8OGDaoxJSimXy1TpoxqTGtppSm20mmmK02xJ7251W9W+tHENI2elMee1JEWqZ6d13OtVLoWUezJU2ZoemhPna3+Ce3n/NQjNPWnZx57nmXhuRdT0l566aWqFy9erHrOnDmqMV215dM8fW3dGzrGUe0yE+PkmTfW9dg2yx9a5Vh4fKPHr1rtCh3jxOuxnZ6yrDZbabMte8G0zpiCuVmzZqoxnTaWj6nCcU5YbfGsPYhnbmEqY4/NhY631ZZU9Q9dV6zPLftCje3HMVi9erVqbANeb9kK1qFUqVKq0T7279+vGmMiD5YthqZ7tq7HVOf4LExtLiJyww03qP7xj3+sGlNlf/TRR6oxritfvrzqGjVqqMYYzxozT2wW2heeNQCfu2zZMtUYx2I6cBxXT3pvz5zzrFv5We898zo0prDmmcfvh443YvkWT1yH12Cd27dvrxpjHCznm2++Ub1r1y7V6Ce+/PJL1QMHDlSNaedxDuBcSqwrYq1J2Aa8F/dP1njjvVimZ+3xrP/YTpw3iHf9z+u5xYsXz7Mc1Nu2bVO9detW1S1btlSNce+qVatUY1tycnLinlenTh3V6APRXtC3WHaE44H1xms8YDm418YxRj+GbfPs9xHLRhGr/vg52g2uSdjXuIbh+O3bt091fmIo/Df2heXH0e6qVq2qulu3bqpnzJihevny5UnrYflPxHM+EBofIZ45bcVECNo9xsnI9u3bVW/evFk19jnGE+eff37S60VEFixYoBpjPCsOxnnQt2/fpNdv2rRJNZ5dYd/h5+hv0WatWBnrgxptH+uD/YLPQqx7LXAO4Rh37dpV9X333ae6UqVKqrEPcQ7UqlUr6b0dOnRQ/bvf/S6uHrNmzVJt7ScyEQen67zKKgfH1fq8cuXKquvXr6960aJFqnEv4Znf1j4SP0c/iWsbjjH68MT12zqf9cRdlr9CQs+urGdhPbE9Vp2t/R/adefOnVWjn2/Xrp3q0aNHq545c6bq2rVrq27YsKFqHHuMTXBt9pxle0FfgfO9R48eqocNG6Yaz/csW0ONcdDll1+uGvfL7777rmpcD6x4x2p/69atVVevXl01xlkYIyA43k2aNFGNewCcH1OmTFFtrQuWLSL4OfqAO+64QzX2oYjIq6++qvrQoUOqcY1FO7L2CZ53KBbWXMHn/uAHP1DdpUsX1bim4nqAbfn3v/+tGm1u9+7dqg8ePKga+xHbi9fv3LlT9WWXXaYafeDzzz+vGuccll+3bl3VaB84fhj7JPq20Hc6oft/6+zA0thfUc7p8Rrcz+L8QDCOt2Iizzs/vB5tCO0sOztb9ZIlS1R//PHHqvF8B/sBfaRIvG/B9QCfgfXA8981a9aotvbCVnvGjBmjGs8Ye/bsmbT8devWqfacsVl96tlXIJ7rcc7hXMH+/OKLL1Q/+eSTqnHvZK1BiecA+I5qy5Ytqq04E+uNaxJqzx4D4449e/aoHjdunOoDBw6oRluZNGmS6vnz5yd9Lmq0Jyv2QY1xP56D49kHlol9atku9pu190ewHOzDxDm3cePGpOVeddVVST/HOY5jhj4d21OlShXVOL/xzPr73/9+0jJxjcGxX79+verx48erxrNBHHscm6FDhyYtE+0YYxnrnA/b6zm7QbBu6IcsP4z2LSLy2WefqV66dKnqsmXLqsY40NrbWs/DuYLtDH1HGHomHnpWSQghhBBCCPluw8wShBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggpUPDLEoQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIKVDknXORpI3ElH9WSl4rlaCFlZ7QeraVkhDTNmIKTUwlj6nIy5UrpxrTg2I6XwsrxSxipVG0+ie0TOteTOuYmJY0Suprq36eMUasscTUnx47sMrxpIG26mzVwUoJ7UkhbaUattKTW/cm/sxKFWqNWeg1HhvE+ljXeNJaW32KcxrnMc5RtHFrXK2xtOrs8UnWvdZzvfdYvsJbbn6x+sjqC6tumGoY0wtjKlxM54updHFc0VYsPD7QQyq79/i30DXPUw6mWL/xxhtVX3TRRaoxbfYnn3yiGvsX+xFTB1t9ZPko7BcrhX3JkiVV169fXzWur6tWrVKNqdGxTE/KYrwm1XhbPjp0vnv8pDX22DbLB1p+36p/06ZNVXfu3Fn1lClTVK9cuVI1pk+3fCZqHDPLhjzxAdoHgp9ffPHFcT+78847Vefk5KgeOXKkakynXaZMGdXYtm7duqn+4IMPVKPdWWuqh9C1ITR+w3patuKxV0/d0hVz5ucZodd7nm3ZI6ZbR41YvsUT+6FdW7Ff6dKlVffp00c1rpeLFi1SvWzZsqR1xjTyX3zxheqrrrpKNfphnDNoW4ngHMJ2Nm/eXHWLFi1Uz5gxQ/WmTZtUHzx4UDX2XbFixZJqfJZnrcLry5cvrxrbvGHDBtXbt29XjXMd64Ztx2uwnrh3bN26terNmzerxnUOx2nv3r1J63b++ecnLR/bValSJdUtW7YUBPe2aHdY76+++kr1tGnTVGMMZs0VKy5Fu0b7atCggWqMWbB87KOvv/5aNY6TJ57y7Nss347xKo59hQoVVNerV081ros43ri+Ws+ybD2x3on79mTgNRdeeKHqm2++WTXGgevXr1eNcwvrYcUpnn20Z9+NeM6PPGCf9urVSzXGzGgf6J9ef/111Xhm1LdvX9XXXnut6m3btsU9+5FHHlGNsRbOd/Sz48ePV12zZk3VtWrVUo0xtOU/cczQHnGPZa1PGE81btxYNa49ixcvVr1ixYqkZVprp1VP3M+g70KfNnjwYNXYny+++KJq7JPc3FzVnTp1Un3JJZck/fymm26Kqyu2zdp7YjutWNYzP0LjIA+ec0X0gWiXW7ZsUY1jgPMJbRf7wTPvLfvDeYZ21rNnz6TPGjFiRNz9O3fuVO2JERArrvPuJU/iiUtDz6XwrAt9wK233qoa58fSpUtVv/XWW6pfeeUV1ej/MV674YYbVFerVk11VlaWahwDax21xhhJvAZjhOuvv171FVdcoRrXqjlz5iQtyzpXRB+N9oF+DzWOE7bZsmWM3zBG7969u2qMF3bs2KEa+xHjugEDBqjGeYBzFOfNvHnzkpZp2TRqnN9WnZ9//nlB8EyhY8eOSctFX1y1alXVOJaI5/wex8byqzgP1qxZoxrXAOwXjHv/+Mc/qv7mm29UHzhwQLUnlsP64F7tz3/+s+o77rhD9dVXX60aY/K5c+eqxrWmTp06qitXrqwa40+0lcS1OfRMy8KzxljXRzlXQ6zzSdS4ruMew2qjtcZbe39rv4E2gT4c/VCjRo1Uo+9Fv4hneyIiXbt2VY17Q2zn9OnTVaNdIJ612tqr7tq1SzXGBXiNtS+03m9ZY+9ZVxDP+TuuC7jXnD9/vuqhQ4eqxtgE7QN9EsaMeAYiEr+HtfbXWFfcPy5YsCDp52hHlp1imbt371Y9evRo1egD8RprrbLmOsbiWB9rncb+mj17dtI64Dpn7Uc965x1DoBzFG090YfhevDCCy+oxhjstttuU43zAPsR+wjXFZxD6LuHDx+uGs90cH+G8x5tBeMC62wCxwPtcvLkyaqxLzxxv7VfsrDmunXm4DnjFRFZvXq1aowFcMw97z6sGBdjdLQda1/sWduwbdZ6hmTi3S8hhBBCCCGkYMHMEoQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIKVDwyxKEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCClQFM37EmJhpQK0UqB60vQmXudJFepJgW6lS7Sehamfly9frrpWrVqqMeW4le45NBUwpm/E8uvWrasa0zRu2rRJNabotJ6FWP2QKrWyJ3Wy5xkWVn950tBb6cSte6Okjbb6yNuPIc9FPH2eKgWx9TOrv0J1aP0wdXSlSpVUo81i+mZPOmKcQ3j9pEmTktbBM35YpnWNJ+W7J3W8dU2qe6zxQx+CqWQ9aeItQlPPesrB63Nzc1V///vfV92kSRPVH330keoxY8aoxtTVVrpuj45CYjnWMyy7sOphjT3OFbTBqlWrqr7ppptUY1p5nBNbt25VjemusR9xjK1U8tZ67FkL6tSpo/qHP/yh6uLFi6v+17/+pXrt2rVJ64xpoz1p21FjH4rEp63HNOb4PI8v8qT7RkL7zoplPPNs4MCBqtFPYOp5bC+Wj9c3bNhQ9SWXXKJ66dKlqjFdN6YYt9YO/BztoE2bNqrRVkTibfnPf/6z6mXLlqnu3r170npjH7Vt21Z1dna2as+aZ6WVt+IUxLIPa+yt8cY6V6lSRTX6SVxfPVht97TFKidVfOSJ/azPPfda659nffWU6dmTeNYevKZevXqqe/bsqbp06dKqv/76a9Vly5ZV3b59e9XoJ7HOOKebN2+uOicnRzXaUCK4R8GyateurbpPnz6q161bp3rjxo2qrXlTsmRJ1S1btkz6rLlz56revXt30nqir2/UqJHqH/3oR6pxjfz4449V79ixI88yEfRdXbp0UX3bbbepxrhmw4YNqrE/0Wein0NwHbX6KnFfOGfOHNWbN29WfeGFF6q+7rrrVGMMOWPGDNWHDh1K+owKFSqobtCgQdLrsd6dO3dWjb4eY1q895VXXlH9+eefq7bmIs4n7F9rvmIcgPMJ9xj169dXjeOK8VeJEiVUly9fXrW1TqPGPsT+ERGZP3++ajy/wJgFwb1Xhw4dkmqcT4hnfxrq0zzXh54DePZeuEYOHjxYNcYvaMdoc2hb77//vuprr71Wdbt27VQfO3Ysrt7oc3DMLL+Hc9+zbmE5nnmA16Cvx9ihR48eSXX16tVVo+/9wx/+oBrjdQsrfhkwYIDq22+/XfX+/ftVT58+XfWHH36oGvsW24j6s88+U/3BBx+ofuSRR1R369Ytrq7oT9FnevbCHtv3nKd4iBJrWGew6PfwXBRtHOMLz97LAvtw7969qqdMmaK6Ro0aqvv3768aY3sRkQkTJqieN2+eajxLRZ9p+ZZ0ERrr4+e4lmDdmjVrphrnLrZr2LBhql9++WXV1jmy5XtwLcTYB9dpyw4Qzz5KJH4NxLHFvsB6eM7ZEPQVK1euVI2+CNtsrduW3WCssXr1atXoW1q3bq16yZIlSZ+L6zSuVXiOasW3CxYsSFp/j5/AdQH30DgXR48eHXdPxYoVVWPb8HnoN6zxwxgasXwUgp+jPa5YsUI1xvTYfjwz++1vf6t65syZSetvjbcV1yF4/eLFi1WPHDlSNcbPt9xyi+oXX3xRNe7rmzZtqhrPcT799FPVaGeJePye591N6DXWfLLO460yPWAbsd+//PJL1dY+0lM3LD8xDjwJ+meMoXBf8eijj6pGu9+5c2fSOojE2ynu1XDM0e/hGoB1tXydtSZhPfA9KvpVLD/0fZ4Vx1rXW+dkFli3RYsWqf7rX/+qGvcDeHaBPgax7OCbb76Juw7nqRVPYpuxHujTsM3oW9CXWjaL9cP4FrXVHuv9gDW/Pb4R64nxGsaElh/Gey1b8ZzZWrFx4pzDteS9995T/cUXX6hGv4zva3AMrPf9GDvg3Mc9O66jeA6EZ3doN+h/PHttj7b8h2fNRjzrOoLjgf1g7f9SlWXtBzznIKHrn2dvhOXjeHviz0zsYQghhBBCCCEFC2aWIIQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEJIgYJfliCEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCSIGiaN6XEAtP+mYr7WLidVaKTE+6XSvloVVXK90nPgtTaC5btkw1psrGdOCY5tGTZtyTdhjT2Xbs2FE1puIeNWqU6v3796vGFKvWc61nYfmJY4apZTH1KfadlX7Vk2rSM06WfSChduBJTemxcascfBbaCo4T9q2VmhjxpANNxErfWbt2bdW1atVSjTaF441peDFls5U+F8F506xZM9Vt27ZVjWnbv/76a9WTJk1SjalnLRvC9Kl4vVVPK2WxNUetVLLWHLDsGOuclZWV9HOReLvAtllUr15ddZUqVVRjSmkrtThi1RuxUhh7/DZSpkwZ1c2bN1fdrl071ZiOGG3Ck8IWscbGkzo3KqG+KNVaehKrruhzsE87dOigGtMxb9myRTWmA8d1wkp3bdUB24i+p3Tp0qrRB5QvX171rl27VJcqVUr1hRdeqBrX7MWLF6tGv2Wlisb+zM7Ojqt3z549VW/btk01+qV9+/YlLRfHDMcA11j8fM+ePapxPfCsZ5ZNWP2O412zZk3V559/vurx48cnrQ+m9G7YsKHqa6+9VvWll16qevr06arXrFmjGmMrz3qG9b/qqqtU4zoiIvI///M/qqdOnaoa+x3LWrBggerGjRurrlu3rmpck6wU9ojHF3k+D/VjOEc7d+6sum/fvqrRZ2IMaaVht+aNtY6GphtP5WOt60LTiVtzBdd5T797Ylordg3Furdy5cqqMZ7C69Hv/ehHP1JdrVo11du3b1e9evVq1atWrVLdpUsX1fXq1Ut6vYgd/2C/oG/FtadGjRqqv/nmG9XY1+hz6tevr/rmm29OWv4f//hH1Rij4nzF/jp48GDSZ910002q161bp/qLL75IWk8rVsK6oe/CNezdd99Nei+uEdjP6MPRn+Fcx3vR93788ceCoJ/EdQjHsk+fPqrRt8ydO1c1xgUYy+K6gvVD34ux39KlS1UvXLhQNfbjxRdfrBrX6VmzZqnGsce6WX2K/YjxM5aPawHGz7h2IGhb6J9x7HFu4V4F7aB9+/aq77333rhnTJgwQfXrr7+uGvdqOJbY140aNVKNY2bFeNYc8sRXnrXBc4aCWPGztSdBjWs5+iHL96JvyMnJUY12iW3B2KdSpUpxZaEtIGiDqHHOYcwzY8YM1RiLWvaOsRyu+fisW2+9VXWPHj1UY/vnzJmjeubMmaovueQS1bfccotq9MmWbeGYoZ944IEHVH/++eeq0ae9//77qrGNqHG9x70N2jTG9m+99Zbq66+/XpBy5cqpxrHEsqy9Uab3mKHle9YwHDNcI3D/gH1q+QBrHnvmPV6D5wAjR45UjePdtWvXuLKaNm2qGteVp556SvWGDRtUW74O6xQaiyKWz7S0Bdoi+jH8fOjQoapxjcC9M7YX/QGeBWJ7cT+O9cR5FnpOa52xicT7MYx/cJ1fuXKleX+yOuEagG3AfsF9Lp6lWXbtWedwDmH9W7VqpRrP6i6//HLVGAtgn2Acl5ubq9pa23C+WmdgWD6uYdY5badOnQTBuAjnH4L2gusqxvoYs2Asvn79+qR1xTLxc7Rr9Nt4DcZgL774omqMV7F89I2ePav1zsuyIYyxhw8frhpj8iuvvFI1rsctWrRQjX01YsQI1XjGZs3XxDpZcZ3nXBXPYtCmNm7cqBptE/GckXrOL6zxwHn/ySefqEabQKw2YvnWNajRnnA+oX/C/T7Gejjv165dG1c/PA/FezD2wzXTA9bbindwnuF5wUcffaQa4zfPu9zQvYHn/Zk15/BztAnUVj1xLBHrnXNiOZ73TBae2MTqa8+9nvfdVtyEWO9yrTM5rA9eY9kcYsW0VnuxjVbcZ52tJ7YH13mMo3CeWu3HuY9YbbbWP48PtGzCs1Z5fG+ozXnOY1OtVSexxi9VXG3FjZbdeWL30HeMnndJVt08Z+WZerdJCCGEEEIIObcJ+i2W5557Tlq3bi1ly5aVsmXLSpcuXeIO0g4fPix33323VKxYUbKzs2XgwIFxv3RICCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBCSaYK+LFGzZk35wx/+ILNmzZKZM2fKJZdcIv3799e/NPPAAw/Ihx9+KMOGDZOJEyfKxo0b5ZprrslIxQkhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQpKRPJedAaa4FRH53e9+J88995xMnz5datasKS+88IK88cYbmoL+pZdekmbNmsn06dOlc+fO6av1WYIn7WKqdNqe1KfW86zPsRxMD45pfjH9L6Yt3L17t2pMqYxpa/FZ2B7UmBLTSgNtpf/FlJuYlnvcuHFJr9m+fbtqTCdtpda20obWqlVLNab6TkyDPG3aNNVLlixRje30pGZGrFSTVl0rV66c9PqtW7eqxvTsiJVO1EoTi89CMGU1pjK25gT2CfZ1y5YtVWN6b0zPiumRQ1MTJ4L1wHTOgwcPVo1pvWfMmKEaU9tPnDhRNdoB9gXaOM5FfFbNmjVVo43PmzdPtZWe1rIza57hvClZsqRqTItrjZnVv5Zd4r1oKziWeG/58uVVN2/ePOmzRERWrFihGtOVY7+jLTdq1Ej1eeedpxrTAqOfsfww1tXyb+gzLR+O/WKlRT548KBqtLm2bduqxv6yUtJ6xtKT0tryYZ40ut5yrfXA8zyr/bievfHGG6rvvvtu1Y8//rjqd999V/WIESNUY5p0tBv0sbhOWHVGsM4XXnhhUj1hwgTVc+fOVY02d91116lG/79p0ybVln1bKdBzc3Pj6orroRUvLF26VDXORbQ7LLdr166qy5QpoxozlWH51pyz1gYrVTh+vm3bNtU4xhir1q9fXzWOWb9+/VTjvERfumjRItUXXHCB6vfff1/1qlWrktYfwc+xr7BuiSnQV69erbpOnTqqe/bsqRr7AuOaevXqqca1ukmTJqq/+uqrpM+2fKDlH6y03FZfWKCd4Vp70UUXqcb9C9rN559/rjpKGm9P/T0p2RP/7YkhPf1llWmtE9b6hFjXhK4H1tzFOYd1q1atmuqsrCzVuF7u2LFDNY7r22+/rXr9+vVJr1m3bp1qtHv0YYnrjrXXwT7CdSInJ0c1xoF4fXZ2dtJrevXqlfTz2rVrq27VqpVq9G9YB+x3jKfGjh2r+qc//alqjF2x73C9wX7AtmDdrPOAb775RjWuTx5/jn3evn37pOW89NJLqjGGF4n33XgP7jErVqyoum7duknbgHaK44d2hD4Ty0e/jXsAHDOM3XEPc8UVV6jGWN/qI2vPh/NpyJAhqlu3bq16+fLlqrt166Ya4yZsF96LcXiNGjVU47rz9ddfJ60/nkVgvCMSHwvhdcOGDVO9d+9e1biW4j4BfRfGeGgT1rmOFcdavt6yZcsfevDsPRLPok4ye/Zs1bgPwzInT56setSoUaqxb3FPjPu/pk2bxj0P+wjnBI4NzmWMu9DneNZwBMcV4+OOHTuqvvTSS1XjnBg5cqTqf/7zn6qxnTjvMT7EctDfINh2HAPcF77zzjuqcS7iNTjGVlyG/gDHoly5cqoxBkzMFDx//nzV2O+I5Wes2M8TayGhsY8HKz7Cvc3mzZtVN2zYUDXGn1aZnvjIqjP2G/Y5npl9+umnqnHPKhK/x6xSpYpqXFesWBZtxEPoGYFlEwiWg+Mxfvx41TgGGFO89957qnH9sGwOP8c1GNdXPHfG/sE558Ez3iLxcxbvQX+CbbP6FMtBv4S2jJ9jX6Bfmj59uuoNGzYkfZY1v61z5DZt2qjGOBnjRozRhw4dqhpjqO7du6tG3xj6vsWy4507d6ru0aOHanzfIiIyZ84c1cOHD1eNY4PrBMbZOC/R5+D50Mcff6w6cb6fxFoP0K5x/cfzC9wP4PVWjOPBMwZYZ3zuRx99pBrtAO0Szz2qV6+uGmNLPE/21t8Tv+HcwnaWLl1atXXu98EHH6hG32W90/LEjdY7MKscPB/BPTVeY+nQ2BXrgPaE+/epU6eqxnUO+wT3o4nvv6w9KYLjhNdbftmKd/B6rB/6N/QbnnO/KGdLiCe2st4LWuu35QMsm/DGQdY8s55tnWdb65/nrM8qB++12mzhee9q1Qe1tYdD327FsZ56YjnYt9a7JFxfE5+H91hjYI2H9T4Ir7fiUk8dLNvEPrLq5nnXY9XBOiuw7vXEz9aZe9T35oi1Znjw7MOsNli+KLQfo9SfEEIIIYQQ8t0gKLMEcuLECXnrrbfkwIED0qVLF5k1a5YcO3Ys7pexmjZtKrVr1477RaxEjhw5Inv37o37jxBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghJL8Ef1li3rx5kp2dLSVKlJAf/ehHMmLECGnevLls3rxZihcvHvcXyUT+85er8K/hJPL4449LTk6O/od/xYwQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIISSUonlfEk+TJk1kzpw5smfPHhk+fLjceuutMnHixHxX4OGHH5YHH3xQ/713795z5gsTnrSLVtrIVFipOa0UnPi83Nxc1bfccovq8847T/WBAwdUY+ruxYsXq8ZUxZheE1PJYqphD1bKQ0xpjmDfbd++XbWVEtRKw2rVATWmwMbsKJgSWSQ+bbiVdrlYsWJ5PttKH4tjX7ZsWdWYGh1TSmO/YPptTEOM/WilAcX+ys7OVt2/f3/VmG5+5MiRqjdu3Jj0WQiW36xZM9U33HCD6mHDhqnGNPJWSlbESteZaAd169ZN+uzWrVurXrBggWqcB9u2bVO9e/fupM/G/kWN6bcxXfuWLVtUr1q1SjWmlMb2eFLsWmlfL7jgAtWVK1dW/emnn6pGG8LnYjlo61jOXXfdpRrH7/3331eN/dakSRPV9evXV33JJZeoTkxnP3PmTNWYen758uWqLXvBOT537lzVmNbb8m9Yv6ZNmyZ9LmpMY26lQ8c+xc8xdTdmWkIbwn7PyspSjb7Hk8LWsiHLr0ZNW+tJzW1h1RU/x/mBadxfffVV1atXr1b9ve99L6nu06ePavQB48ePV/3uu+8mfa4n/TGOx9VXX626TJkyqhcuXKh65cqVqqtUqaIa5weOPdquJ505fo7+P/HfOA+wjzC2WbNmjeqcnBzV6G9xjn/xxReqse+qVq2qulOnTqrRR02fPl21FacgaMu4ln/11VdJn3X55ZerxjZ26NBBNY4T+jqco7i+4PqHbcc645ihbWEd8EvIaDciIj/60Y+S3o999M4776hetGiRauz3K664QnXHjh1Vv/3226rRX6ENetKkI5413PIT6K/Q5po3b64axwP72lq/rXjdqkMUH4bPTcSqh9UvVppxa13EcqxY1MKKp621zVOOFe+gT8P5hDY3depU1bgvnTNnjmr0T7gXwjrjnMY/AGDtQ0TsdRXbtnPnTtW4tqNPwHW+Tp06qm+++WbVaOOzZ89O2oZBgwapRv+G8TqCfYF916BBA9U33nijauyjt956SzWuu7hnwDbiHgZjRexfz9qJMTlej30+adIk1ZjlEtubSLVq1VRfeeWVqtEGMYZEf4J2UbFiRdUYN2I758+frxrXNoyVrbgL/TlizUtr74ztws/r1aunGvdOuN5gbII2gWcOmzZtSlpPnANYjtVeXKdeeOGFuJ/dd999qvv165f02Tj+NWvWVI3jjWNg7Yestc2KtTwxd6g/t7DKsWJva67gOQjuiXHtRxvt3LmzajyvwLMInK8i8bEDxhft27dX3apVK9XoW/C8AG3HWoexnTh+2L/nn3++atxXYZufe+451biXKFWqlGqclxs2bEj6LPSN1hqPvnry5MmqsR/Qj1njim1Be8Wzt9q1a6vGc582bdqoHjduXFz98PzCimcsX2TZMvaR57zHs9+KgjXvV6xYoRr9B+6XrFjGKt8TT1k+A/eCaMddunSJex6uVR999JFqtCmP77JiS8t3heKxD+xTPMfCcyKci+h/8F7rLNeyP4wh8fwI7cOaDx7/hG1MPB+vUaNG0p9huRg3WutqhQoVVOM637VrV9Xof7BP8XwLY1Fca611CDWODa61GGvgmQO+oxg6dKhqPJfBNmL5njMa63O8F/fd+H4A+xDXPJH4uAhtAfcDuH7g+cJ7772nGtuJsRDOabQJXF+xTliHffv2qf7nP/+pGvdVWE+cE6FnjKHgs3Cds/YqGKdgDIhzetmyZaqx7daaJWK3wdMXCI4NnrNg7INr6pIlS1TjWCKh56hWjOB5b2n5/9BzXet6qz9xbUI/YZ1TJ8ZT1lriWcNCsZ7l2RtEPV8PKd+KlaKs91YdEM9788RyrXcQlsZn49z3vEu0Yi3E6gsLzzywrvecN4aOAeKZf4jnfVYqPDZo7QGsfvfYgRVnp/IbedUN8exJrNjSYwfW5557vf7ZWhustnnq4YmvLH/lKccTyxFCCCGEEEJICMFflihevLi+CO3QoYPMmDFDnnzySbnhhhvk6NGjsnv37rhfLtmyZUvcoWAiJUqUiHtpSAghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQEoX8/9mn/59vv/1Wjhw5Ih06dJBixYrJ559/rj9bsmSJrF279pS/bEUIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEJIpgjJLPPzww9KnTx+pXbu27Nu3T9544w2ZMGGCjB49WnJycuT73/++PPjgg1KhQgUpW7as3HvvvdKlSxfp3Llzpup/1uBJBZ+Y9tNKEYlYqdgxnWPJkiVV33jjjaqHDBmiGtPEY9pwLB/TXTdt2lQ1tqdMmTKqMYMIYqVCtNpopaO0UnximZh+2hoD615MiYx9WLp06aT3JtbVStcampIe783NzVXds2dP1W3btlU9btw41ZgOHtM0Y90wtagnVSqmVb/yyitVow1have9e/eqxrTn1jzIyspS3b59e9VLly5V/cUXX6jGFOhYppU+1ponIiKXXnqp6iuuuEL1yJEjVY8ZM0Y1plzHfrRSYqP9on1ZtobjjWnYrdTXiJW61Eo3ezIjUOI1OKexXVaqWgSzBvXv31/1Rx99lPRZeH2nTp1Ub926VfXs2bNVox8SEenRo4dq7KPdu3erxpTxmNIc+7px48aqLVurUKGC6m7duqm++OKLVS9atEj1Bx98oHrFihWqDx06pBr7AscbfWmDBg1U45zDudWkSZOk9Tl8+LDq9evXq7ZS5Fq+0bIPvB5T2ONzE32MJ1WvJ1002mCxYsWSXmP5Xuy7adOmqV62bJnqyZMnq7733ntV9+vXT3WLFi1Uo50eOHBANdoQgr6oYsWKqtG3Y93Qt+M6h/6zfPnyqtFW8Bp8rpWOOTs7O2k5IiKrVq1SjXPu6quvVo3jh760UaNGqm+//XbVON8nTJigev/+/apxTqDfxnmJ5SxYsEB1ot8/CbYZ7Xfq1Kmqcbz79OmjGuf6e++9p3rixImq161bpxr9DfqDli1bqkY7Rj+B44TX4DwbPny46nr16gmCfhbjhU8++UQ1jiuO38KFC5M+G9cPHBu0TZz7VnpzHGMLa72xwLmOtoy2gj5gxowZqrFPPenGLT/puR6xUp57n+cB78U+DU117rnG2s94+sKqs5WqvWzZsqrR/r766ivVGLtt2LBBNfYDjj0+C334U089pRrHCZ+b+DOcBxj7YZyCsQnukdu1a6f6uuuuU43rxBNPPKEafde2bdtU/+AHP0h678aNG1VjX2D/YuzwxhtvqK5Vq5Zq9JM7duxQPWXKFNU417Fd+CwcMxwP7F9rDUN/i2swXv/mm2+qxvgW/bOISOXKlVVjTIV7lLfeekv1p59+qhr9G/pM9EW4FlapUiVpnXBNQnvEdR5jVyxz3rx5Scux5pM1F62YEP0/1gfH+8ILL1R9ySWXqEa7x7mItog2ZNUN2zVz5sy4n/3jH/9Qfccdd6geNGiQaoy5cW3Afvn6669V79q1SzXarLW39Zw7oP1aY2ONk/Vcyw9bawzaK/o6jHEwHsZ5XLduXdX4h1Bw34JzCef0/Pnz4+o9cOBA1TgeOE5LlixR/eGHHyYtC5+B7UQ/gH2B16PGfsE4COc9np/hvRhzo91g3+FZiTWu6PfwWTVr1lTdsWPHpHXes2ePauvMoVKlSqpxTuMet3nz5qqx/zF+FIlvmxVfWLGcx64tPPMjdG55ysG2oO+aPn26ahwPq87WPtjye9bnuI9E34vzctOmTXH3YF3Rd2N8bMXuFlbbrHM5JNQOrPMtnHO43iCes2b0h1as8eKLL6q2fAlijZ/nXAZ9oYh9DovxD56ToV/C/sU9IsYj6EMw9kM/gHXavn27amyP1TasA9YZ40D0UTiWGOvi+o/XYF9jW6zY3bI/q/5YJs6lWbNmqU48A8IztF69eqk+77zzktbpm2++Uf3vf/9bNe5p8HprPfe8T8FrcH3CuZK41zmJJ+7w+FjrLN+6F9d1/BxtHc+OMcbGOYM+z4rLEuuHWPdY+yr0DxgHo+/C2BrnGa61ON6hZxDWuwUrXrWw9ubWvEE865911oH2bZ21euqQ+AzvPSexfIVnjxX6Tif0DMVTB6t/Pe9dLSwf4PGriVhzK1TjXLTmscd3eermwWNz6N+smMWyObwXn4Xz3tNGC8/7nEQ89Qj9/QDr/bs1xpbf8+zHPXj8oRVLe9ruqY9Vh1D/IWLbmsenedb50LPm0HMTT91CfT4hhBBCCCHku0HQlyW2bt0qt9xyi2zatElycnKkdevWMnr0aD38/dvf/iaFCxeWgQMHypEjR6R3797y7LPPZqTihBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghyQj6ssQLL7yQ8udZWVnyzDPPyDPPPBOpUoQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIfkl6MsSxCY0pWAiVvpZTDWJn2OqzRo1aqi+8sorVdesWVP1uHHjVL/++uuqDx06pLpChQqq+/btqxpTReM1TZo0UV2uXDnVmJYb62+l00SsNl588cWqMQ02pqvGlMpWmuZixYqpxpSYy5YtU40pvS+55JK4+i1atEj1ggULkj4bsdIxo87OzlZ99dVXqx48eLDqKVOmqJ43b57qHTt2qLZSM+MYINgXaJvFixdXjenZGzVqpLpFixaqZ8+erRrTXSNYPqYSx3pimTk5OaoxVbtlQzje+KwSJUrE1QOfh8+oWLGiakw5juOKn3tSf+LnOM8WL16sGufZ5ZdfrhrToW/ZsiVpOZ4Uola/d+7cWXXlypVVo+1jv+McQvuw+qRWrVqqMQU9ps3G+bNkyZKkZebm5sa1584771SN9lK6dGnVW7duVb1t27ak5aItY3uwHPR7rVq1Ur1x48ak5eDcnT59uuq1a9eqLlmypOratWurbtCggWr0B2vWrFH9/PPPq+7Xr5/qIUOGqEY7Hjp0qGq0ISvNPYLz5qKLLlLdoUMH1VOnTlU9efJk1ZguXsT2e4jluyw/htfj5ziW2NfW51g+rlu4nqEPwLVz9erVSevjSXuOdoPzD20Xn4v1adeunepKlSqpRl+N9rRu3bqk9cQ+ad26tWqcVyIiEydOVI19/V//9V+qr7/+etVZWVmq69Wrpxrb+b//+7+qly9frhp9Go4H2i/GOFhX9Cce8Fl473PPPaca+2XatGmq0faxnha4RuJYok9CrLTwOH5Lly5V/fDDD8fdj/egv7LstFSpUqp37dqlGtebunXrqm7ZsqVq9OmWH5s0aZLqr776Kum9WB8rXTnan3X9vn37VGPchGvMnDlzVOMYYL9bsYaV3tyKCTyp1K325ud5SGja8yip1K3nWuV76mmls3/11VdV47zEdQjjF4xLsUz0VXgN2r3HFhPBduL4495l06ZNqjG++O///m/VuAagXxo9enTSMkeNGqUaY4H69eurxrmOcSa2H9u2fv161f/85z9V33jjjarbt2+ftM64X8I6YP/i3hT9AY63ZTcYa1hxMsZfDRs2VI1rZ+K/8XnDhg1TjbaG67+1lzp8+LBqbFuzZs1U4z4ar0f/ibFop06dkj737bffVo3jivZnxUoIfr5hwwbVuMfCcwCMe+vUqaMaY+9Zs2apxj+mgfEttt2aP5YWiV9j0T9g/TBurlq1qmq0WSuWxTphP6Kdeny9ZcsI3mvt80L9sOVLcd7jHvGTTz5RfcEFF6ju2bOnarRL9JM4rjj/cIxF4mPWnTt3qp45c6bq8ePHq8Y4Dee4ta/AOYd9gTHb+++/n7R87BdsD36O442fY7yDtoV2g3VD0D7mz5+vGv3TgAEDVKN9Y0yIfY1rAcbhGIviOvLWW2+pnjFjhuqVK1fG1RXb7LFTK6aIYuNWmVY5oVgxEY4rrgXWmadVB2y7p/5YB5wDuNbinMP1WyR+nbTOLT3xoYU1Fz1YfY2gn7H2Rp76WH7but7ykx77Q0Lj6sQ4E8/oMN7DWLZHjx6qBw4cqBp9AtrswoULVeP+zPInVjutsyVr7cQY/csvv1S9atUq1dhejGuwPp7zl3TtPbCNuFdGEmMrjDtPZmIXiffFWBae8WMchfM11N6x/bjntc7erPjbOpuw8FxvPddaF6x3OtWqVVONZ2y4buEaj233nKcnYu3NrTNMbD/G03gN+vR0xZOh+3or/rb8ksfnW/X0jLFHI6ns0vM8zzocai+eels24dljeOaiZ7ytczUrTrHqjHje9ybWP0o86fHpVr0t27fqFtrv1ufWcz3nIKH199Qz1NZTjZ+1Pof6kNA9gGeuW3jiCE99Qu3YUzcLy9at/k/sc2vvkuqeZNd45kdonOZZwxDPfis/az4hhBBCCCGk4JP/txqEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCFnIfyyBCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCChRF876EWHhSmlppEUXC069b6Q+bN2+uukmTJqonTJig+umnn1Y9f/78pHUtU6aM6latWqm+9NJLVWPq7tzcXNU1a9ZMeo2VPhbBdKhIiRIlVF944YVJr8E04ceOHUv6XCstKeply5apHjp0qOpbbrkl7nlDhgxR/eGHH6pevny5akxzjymVERzXpk2bqr7xxhtVY6r3d955RzWm67ZSZVppcjHNJvaRNQZoc3hv7dq1VWMabLwGxwPLx3atWbNGdZs2bVQ3btxY9caNG5PWGcE0o1gfrIOIyLRp01S3bdtW9fnnn5+0rpMmTVKNqdExHTymRrdsENPNv/baa6obNGig+qabblJdo0YN1ePGjVP9zTffqEY7w7Tq+FwcD7SJzp07q8Y2Llq0KOm9Vkrd7du3q54zZ47qCy64QHW7du1Uf/bZZ6rXr1+v2kotjW0UEVm1apVqnDfYv9gXODbol/DeChUqqC5durTqH/zgB6rXrl2r+s0331SNvrdHjx6qy5Urp3rbtm2q0afh3Dpy5IhqtDP0KxUrVlTdt29f1Zhuvl69eqqzsrJU45ghnnTB+Hm/fv1U43xFu8E+F4lvp7UGWH7GSkeNWGmXcS1Ef4VUqVJFdfXq1VWPGjVK9dixY1WPGTNG9f79+5PW0/K92Nd169ZVXbx4cdXYdqwPrn+ocS3H8b722mtVo6/CtaNOnTqq0R9s2LBBEFwbcT17/vnnVd9+++2qcY3EccX5h34YfSZej59/+eWXqgcMGKAa5x/GL7t371aNY2PZFs7Rjz76SPWUKVNUY9/t27dPtRXHHT58OGmZJUuWVI2+ypN6HT/H8tH/idj9iFgxJ9YJ+/3iiy9W/Ze//EU1znes3xdffKEa5wFqrJtVH2yLlW4eNa4rzz33XNJ7N23alPRerL8nLbw19lbcjvaXKvV6lFTsFladrBjSqo9Vjie9ObbfUz5ej2vY7NmzVWPcYdmiNcY4b7AtGEPic9FeE9dUXNsRK14aPny4avRd6GdGjBihGudT4hp7EoyXXnjhBdUY42CbLd+AfYF+BuPPHTt2qG7YsKFq9B+1atVSjWse+mdcXxAr/kR7xTrgfgznN16Day32c+I9uAbimGHf4bhac2LPnj2qca3u0KGD6jvvvFM12nXVqlVVY/yyYsUK1SNHjkxaPsaT1pzDcUXbxTV+5syZqnHNQ3vFOALjwA8++EA12u7ChQtVo61YMarlkxP9M7YH120c1/79+6vG9WzdunWqFyxYkLRO1nh7fGYqX5/s89DzJCsGtu5FsF1orzhmaPc4n3C80fegjVr7H5F428Ry8YwANY6x5dOt8x78fOfOnarHjx+vGu0dQX9lrW0457Bf0Mda+x8Exwn7ZOrUqarLli2r+pprrlGNezKcr7h/Xblypephw4apRj+MZy5WnyfWFbHiIitesOaENQ88c8jzeeg11thjH1lleuYiYrUd5yva5dy5c/O8XsQX40aJPz1t84ylp24ef+g54/Dgudfjhz37GbwXfYBI/N7Zmmd4blS/fn3V6N8XL16sGmMctGVcnz3+NhS8F20ZYzPPsyx7t2zCYzeedzII+nbcP4jEn2fjGR36ZSwXzwg8eya8xpo31tpj7ds8fWTVx/o8VFvn13gN9jXGyXiWi3MGY3vLlyS20eoXj0/HvqtcubJqXKvx7A7fiWAsbvWLFZdaeOzd827T03bPuh76rND1IvGeKL7L+2432fUeHXr+ZJVjnTkhnn2VJ15FPOuu1W+pxiLUFyMeewktx7NOhNqcZ2555oq1j/bYk+fc0nNOnerZVjutdyihv2fhwdqHIFaZ1nzyvIu3xiB0z+7Bcx6bSLpiudB4wWqzJzYJnd+e825CCCGEEELIdxtmliCEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCSIGCX5YghBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQkiBouiZrsC5TJQU64nXhaZbxJSE2dnZqosXL6566tSpqufPn6/aStOJ95YpU0b1nDlzVE+YMEF1//79VWMqZKv80BStVorOChUqJH2WlbLRkwJ0//79qidNmqQa05OLiNx4442qr7/+etWYTnvZsmVJy9q4caPqEiVKqO7SpYvq8uXLq37xxRdVr1y5UpKB/YJ9gWmdUWNadSvtKaZhx7TteE2zZs2S1nnv3r2qjx07phpTl6K9HjhwQHWlSpVUX3HFFarnzp2resuWLUnrj9pKkyoisnr1atXYv71791bdoEED1ddee63qzp07q962bZvq8ePHq164cKFqy37RPn7/+9+r7tevn2rs3wceeED10qVLVT/99NN5Prdo0f9z8TiWFStWVF29enXVnrS62L87duxQ/fbbb6tu27at6quvvlr1kiVLVGM/4HNLlSqlukqVKnHPxvagX8L5a6VuRx/Yq1cv1Zdeeqlq9C1ly5ZV/dlnnyVtw/r161Wj7deoUUM1+tXNmzerRp+xadMm1ThH27Vrp7pjx46qt27dqnro0KGq0RbRRj1prK30tNiunJwc1Z51RCR+bK1nWOsBjndoqnPsU/RpJUuWVI3jgX23b98+1bt27VKNPs1KR431xD5Cu8bnog/s3r27alyDGzdurHrevHmqR48erXrFihWqr7nmGtU/+tGPVG/YsEE1rkG4vuAaLxI/x7F/p02bphrX/yeffFI1jh/aO7bZSvWOz8K5++qrr6q2bMXyY54U4GjvqK1YA9uOoK0sWLAgaT3xGgSv8cRNib46NBZC/4l2h+st1gN948SJE1V/+eWXqj///HPVaO/YZizTWrdDU9jj9fhcK96xbALHwEpDb9XBSr2O2ionEWwP1sPqi9AU5dY8sMq0sPrXeq4n3brVdvTnqD0p7y3/bPlzay4mYtk13o9rO8YUGOPiNbj/8JSPbcAYAddCjz+01mys2/Lly1VjHIS+AePnatWqqUbfYMX0lh1gPXF+v/zyy6oPHTqkGteanTt3Ji1TJN6O8H7Lf1qxE44Trp2jRo1SjTEIru3NmzdXjW0bM2aMavSxuOZjzGLth6z4C8F+mD17tuqf/OQnquvUqZO0DhjT47jiGBw8eFC15QMQy68mXm/FZjiHMObBMcaYB2MNz9mEx049WOdBHt9rraOe+mBfYZ/g+H3xxReq0Vfh2QLGEFhOqrZgndAXHzlyJGn9cP5Z9oLXWLaPz8J6W2sJPgvvtWJCxPrcugbtGNuC/vyVV15RPWLECNV4hoL3oh9CP4Ftt+qTqv7WddY67IlfQ89CEU/sEwWrTM8Yh7bLU3/LFqPWwzMeUfo3ytk34vEB1nOtazKBJ+ay5gbGXCKnnkmfBH3djBkzVOMajnhsNgqeMydPzGldb+0XMR5GPH2NWGsN3ot7f4wtEs8tGzZsqBrnKZ5H47k4lmWdL3j2mKFj7NkXe2I2TywTOkctXbVqVdUYP+M8mTlzpmo807Fii0Tb9bxDsq7Pzc1V3aNHD9UdOnRQjedDeK6NcZBnvfT4Vesaz5mRVabHDjx45qVFqus9ZzNR5orVTsuPWfYUBSvutdponSF4xsyKe0PbkirO9NTD8gmeNdaDNcaWPUWJYz3zOMpa5Wm7J761bCjVe1fPuYPnPNO63rP3suZE6DmqZ4yj+GTP557zh9AyRXy/u2HVw9Ke93bW5551xbO/9MQR3vN4QgghhBBCSMGHmSUIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEFKg4JclCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBSoEier5gE40m1mJ+011ZKTUwpuXbtWtXbtm1Tjamf69Wrp/rAgQOqa9Soobpnz56qa9eurfr1119XvWjRItWY/tiTOhFTPGL9MQWs1d4NGzaoLleunGpMUW71j5UG0krBeOjQIdXffPNN3D1btmxRfcEFF6ju1q2b6u9973uq161bl1Rjm+vWrasax2bz5s2q0aZKliyZVGPfVa9eXTW2c8mSJZIMLB/Hadq0aao7d+6sulGjRqpr1qypGsepYsWKqhs3bqwaU2UvXbpU9Z49e5JeM2TIENXvvfee6sWLFydtC5JoizjOy5cvT/psTKFev3591TjGrVq1Uo19itpKwYyptbEOw4cPVz1o0CDVOJbHjh1TvX//ftVW+lW8HufuU089pXrhwoWqPemqrbTcX375peonnnhCNc6HW265RfX06dNV79q1SzXaTeXKlQXB+TF58mTV6AcwbT22B20NU7Ffc801qufPn6/6ySefVD116lTVOH743M8//1x1dna2apzrBw8eVI1+Bq9p06aNavThq1atUj1mzBjVa9asUY2p5/ft2yfJQLvE55YoUUJ1hQoVVHfv3l11mTJlVON447MS09miL0Ztper1pFS2bBM/R1+N6yLWAa+3UkVbvtGzxmA5aCs4F3He4xrctm1b1RMmTFD97rvvqt66datqXF/QN6AvRdv96quvVONc3L17d1wb0IdgX2B70O6wj/DzsWPHJq0fXm/ZAbbznXfeUZ2VlaXasndrbKw4Da/Hulk2h1ipnNEOcAw89Qmtp4g9hyzbRz9QtmxZ1bj+Yb0nTpyo+h//+IdqjFnQx2K/YF2tVNmeFOiIlYrb8jFW+Vif0LTc1h4Ay8e5ZMUH+cFqg9UX1jWeNnhifQvrek9KdtRW33nGHu0PNcYNOE9wzKx+S1Vv9JNWbIZxgdUe/BzrcfjwYVedkl1jralWH1n+Ga/B/VmLFi1Uow//6KOPVOMagX2CWD4Dr8f4CGMZtBWMHxOx5r41Bgheg3VFH/j111+r3rRpk2rcb2AdduzYoRr7DuNGa222xgnriT7fGnuMoUaNGqUa54rH/nAOWDGU5RusvUeirWBZWL9atWqp7tq1q+qNGzeq/vjjj1VjX6MdoA61FWvt8eCxOU/c4SkTwXHCeA21Fc9bZzGJY4z/trTVTqttnvXP8rFW+dY1oeufx7cjWD6uEQh+jr4UCe1Db3zrsS/PGHhs3IMVB3rGyRN/W23xjOXZgqevPfFYurBszcITg6WrLVZ85PEliOd8ID99a42lZ03yPNtqf+h8tWJXq3xPmVa7cL2x+sHzXAsrHsF4Kjc3N+4ePC/H9RPPi5s1a6YaYzxsj0UUXxS650MsfxuKx45xzDC+r1Spkmo8L16xYoXqBQsWqE48K/HUx9O/OE74bqxHjx6qL7roItX4rgTjTzzH89ivp54Wnjln2YdnHofanxUne9qbap5EWQOs9qQrZomyHnvmriemDY3RcH/lsYn8xE2emNgzNpbtWNd4fJ0nzgzde3na66mDVaanXemKZRL/7Xk377EdxNNfnj1y6Prv2WuH2lZojBZajjXGqdY5z/uO0PNGD6Fxueea0N8NIYQQQgghhHy34U6BEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCEFCn5ZghBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghBYqieV9CLDCdX2jK1ESsFJRW+kQEUzl/+OGHqq+88krVTZo0Ub1z507VmM54/fr1ql944QXVX375pWpMYfzyyy+rxtTSiNUWq72ojxw5onrZsmWqy5cvn7RMK92sJ82ola4zMbWvlcK5VKlSqmfNmqV61apVqq12rl2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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 = convert_y_label_to_string(y)\n",
    "    plt.imshow(x.squeeze(), cmap='gray', vmin=0, vmax=1)\n",
    "    plt.title(sentence)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}