darfix_tutorial.ipynb 1.52 MB
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{
 "cells": [
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This tutorial tries to explain what are the different steps to follow to implement a series of image processing functions in a dataset.\n",
    "\n",
    "We will:\n",
    "* Create a dataset.\n",
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    "* Find different motor positions and reshape the data into these dimensions.\n",
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    "* Apply different image processing techniques like background substraction and hot pixel removal.\n",
    "* Apply a region of interest to the images to decrease CPU time and memory RAM.\n",
    "* Find and apply a linear shift between the images.\n",
    "* Improve this linear shift with the help of random search and genetic search algorithms.\n",
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    "* Find the different components that create the dataset by the means of blind source separation algorithms.\n",
    "* Link the components between different dataset with feature matching algorithms.\n",
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    "\n",
    "All operations are interchangeable, which means they can be applied in different orders, but it is important to apply the region of interest as soon as possible to decrease the computational time, especially in large datasets."
   ]
  },
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  {
   "cell_type": "code",
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   "execution_count": 18,
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   "metadata": {},
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   "outputs": [],
   "source": [
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    "from matplotlib import pyplot as plt"
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   ]
  },
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  {
   "cell_type": "code",
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   "execution_count": 19,
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   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_comparison(original, filtered, filter_name):\n",
    "\n",
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    "    fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(15, 15), sharex=True,\n",
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    "                                   sharey=True)\n",
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    "    ax1.imshow(original, cmap=plt.cm.jet)\n",
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    "    ax1.set_title('original')\n",
    "    ax1.axis('off')\n",
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    "    ax2.imshow(filtered, cmap=plt.cm.jet)\n",
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    "    ax2.set_title(filter_name)\n",
    "    ax2.axis('off')"
   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dataset"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 62,
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   "metadata": {},
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   "outputs": [],
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   "source": [
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    "import glob\n",
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    "import os\n",
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    "import numpy\n",
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    "from darfix.core.dataset import Dataset\n",
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    "\n",
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    "filenames = sorted(glob.glob(\"/nobackup/linkdick1/datasets/ternary/ff_2ndheating/detailed_2_zap_mosa_layerscan_00/*\"))\n",
    "# dataset_folder = \"/nobackup/linkdick1/datasets/id06/\"\n",
    "# dark_filename = os.path.join(dataset_folder, \"bg_ff_5s_1x1/bg_ff_5s_1x1_0000.edf\")\n",
    "dataset = Dataset(filenames=filenames, filter_data=False)"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 63,
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   "metadata": {},
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   "outputs": [],
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   "source": [
    "from darfix.core.dataset import POSITIONER_METADATA\n",
    "dataset.find_dimensions(POSITIONER_METADATA)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 64,
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "20"
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      ]
     },
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     "execution_count": 64,
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
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    "dataset.dims.get(0)._setTolerance(0.001)\n",
    "dataset.dims.get(0)._setSize(0)\n",
    "dataset.dims.get(0).setUniqueValues(dataset.dims.get(0).unique_values)\n",
    "len(dataset.dims.get(0).unique_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset.reshape_data()"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 66,
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   "metadata": {},
   "outputs": [
    {
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     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "CPU times: user 20 ms, sys: 0 ns, total: 20 ms\n",
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      "Wall time: 13.8 ms\n"
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     ]
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    },
    {
     "data": {
      "text/plain": [
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       "<matplotlib.image.AxesImage at 0x7f848f723a58>"
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      ]
     },
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     "execution_count": 66,
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     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
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    }
   ],
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   "source": [
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    "import time\n",
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    "# Might take some time\n",
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    "%time plt.imshow(dataset.data[16], cmap=\"jet\")"
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ROI"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 67,
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   "metadata": {},
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   "outputs": [],
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   "source": [
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    "from darfix.core import roi\n",
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    "\n",
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    "dataset.data = roi.apply_3D_ROI(dataset.data, origin=[275, 750], size=[200, 250])\n",
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    "# dataset.empty_frames = roi.apply_3D_ROI(dataset.empty_frames, [317, 250], [1170, 991])\n",
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    "# dataset.dark_frames = roi.apply_3D_ROI(dataset.dark_frames, [317, 250], [1150, 991])"
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   ]
  },
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  {
   "cell_type": "code",
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   "execution_count": 68,
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   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
185
      "text/plain": [
186
       "<Figure size 1080x1080 with 2 Axes>"
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      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
196
    "plot_comparison(dataset.data[13], dataset.data[16], \"\")"
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   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
203
    "### Background substraction"
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   ]
  },
  {
   "cell_type": "code",
208
   "execution_count": 72,
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   "metadata": {},
   "outputs": [],
   "source": [
212
    "from darfix.core import imageOperations\n",
213
    "dataset.data = imageOperations.background_subtraction(dataset.data, dataset.data)"
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   ]
  },
  {
   "cell_type": "code",
218
   "execution_count": 73,
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   "metadata": {},
   "outputs": [
    {
222
     "data": {
223
      "image/png": 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\n",
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      "text/plain": [
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       "<Figure size 1080x1080 with 2 Axes>"
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      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
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    "plot_comparison(dataset.data[13], dataset.data[16], \"\")"
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   ]
  },
  {
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   "cell_type": "markdown",
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   "metadata": {},
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   "source": [
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    "### Hot Pixel Removal"
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   ]
  },
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  {
   "cell_type": "code",
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   "execution_count": 75,
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   "metadata": {},
   "outputs": [],
   "source": [
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    "dataset.data = imageOperations.hot_pixel_removal(dataset.data, 3)"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 76,
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   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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OMIvxstcfel5oPy45zc/hcDgcDofD4XA4emCgA4qxoCUgq3BqrZUXNsZkKYloJlhLcUS/M1ahPt5NWEcsFbK0LUO0hGdJK8XSqRnSVCUZL2NqT2vG3WbQvQ5bGvuwa4Ydy4XWiLfRn3KM6FPaqh3keRrrojL1pfnlUKQ4zCbiu3uAef2UXGxax+i8G20UqhRSTiKsOYg1jaX3H5WETzEMujzVsVYqp445DK81fZyatCHl5a4tfG7Y1LdtGtCU1jeXxnmI0BZA7KmwyxO2pjl2edZjbajlETEXq752cj10j5cRfV/3VSHzxlJUlcu4KBgY5zDH5ZCysgp3KxF2kQfLNreZ70bwJMh9UVMSauAs2CEyxcTqo0D3Bi4HXQtY7YNUCnqhGZvm7Dg7SG0iui4b1Rz8VF+yKFKWEKPtcCD9e1OFuZt4nwO9Hg0d56mxzLZBenMNdG/i2sYoH8RqrnH6sllGjv1U1ybfele6mS2h3gk4v5dVPLyR54OVLm/fei6Zazkdtk1saxf9PdDeLiXIGSOW+24el1b59QGTv9XCBgtdfSBls8bUQinT0MPuKtHnU+3f3nec5udwOBwOh8PhcDgcPTCiZqqvKhQI2doyfj9Q78ak3OSogWucqNmRAdP8tuj3RSHnjoJ3CyxJ0mHi/ZD4axomLwKpaaOmk4axJFVW/y6N/90+Lhw2WNMhsOh4wHwM5WpXNFKUnByqkoS5S89tVKCcPOi85I6nlEE7x2MZ2OdQ2rg8Vtm0QX+KZmWVZcd4X9qGuWybPmtNzl6oz5zK8/uN5lk0UqzFSGkpSvttKSMp1f8O1e9dqKFtTcVrefZLURvXYdMnmULPc4hV54cqvLWn3VDPqXWRL1wG5nvVNgcvVhxdtFVmfgzRGOdQK1NIaYNH8eZXG0cIncLiPm+p/9fu5AxWXXa5AR96gOMOJB14C/ZgXtRmu/SCw2VgUXnpskEYglVSazO68pXjwbBWecaolxp9Z5XGgmN1kHJxDuP9EcI617ZhzO1jKffOvEYdtKRVcuGnhdKxwBvuFH0m5QluX4UB0vOSdo1tlUnvJ7rG9x7CfiW1F2EqtJVHtoFrq7shhx4rf7Xmve22gJlxdNnV3kWgumm7Myu8dhcP5I3JNowloG/bO0rf6SrzHspsk1MHi1K36m00Tnln5YXHc9seng+/NQRO1jFniLLHhtP8HA6Hw+FwOBwOh6MHVkQzBXSfPEVLxJqbUk8xOWi7WE6jjwpRwNooLscBgiSLy8xpDkGpYxAJu2wp/KpqcrqgJUbLKEdJm+dQHBaR77HSqHHp9JjUYsfDh9T4y7m004KlYcnREuesa0yLy6FZ9V3/mFqo6TysvbO8GVpl0pR/604eZp20adhzytJWL9ox0Ybxnp/HvCNqyB6lK20g1lLkOHfgLWdKq8Hoogta2EKY59nRyxDPgikwbZfbsMvLIfcL3nNuwPbgZ42P3Lx2fQvk0fW6+qjVt7WjnZw7OqVeNCOtK38p8FzA3rTrYoUOUxb4UGFV7LI3MkPohm0d3KJcsAq71i3RuRv7Vdg0Ljv9vtD1XVKOWotgyebfKWw2urjuDkcK1qZZb6Y5bIpq13awqDlHs/ezFM2m7xjoc1kwkN6EM1I2GPJc84qRlC2cxGvVj37PlL9SaKFXbapgV5op+xwgfahiAfI6yoS1OfXLbWIdpjcRPFjmroVd+6LUFloOUbkCCT7wWQLNHGFJbaQEwTkHeIGmXKYENesqHBAfinPSSsHaO6cEG23ptIdxmp/D4XA4HA6Hw+Fw9ECmZmpZmgmWdDDlbVW8aa0hSEDGuAtrUfdMlUgaSk/0jDH7Edf/su4l60IubSD3or5csDRIJHM6L5akmzFEAn7WNTna85fD0Qepi63bnEIwjaitD6YYB6nwbWCvbH1pfilvWuyRL8e4nB05MCzPiaX0pyHQDhjWEfYo7HTiLtJ5ZM3k0Dm15tqaoq7lflfzouSUdqbt21Se95HulxZKtBUpbVzKm6QuV5eThFT71jIb6BpPfajIEl8X/db6P3CaItl3H2Hdi5WKr/846jhMrcom6BAxzW+VLs3U9k1jQHNqayCHophanPhb9sJYQyVbCt6Q1K6bZfR7a1PUtZFqA9Mpclywc5qCPraJ1oLcd6Ja9uFYL4LLng8dqwlrTu1Dv7JcOedcycBCE+0JrCsvDBnvh0hT0ErmAQ7LtiTr9C7lAlq+5XUntSnrKmcNapdAeyLkOYKfee7WKLVNSx3EYKTRdw1jwZF1OXQqTk1NzaGHcn9O2QlJf9E2dhp92rz2PJ7al+asXVwm64DURh3V6LNGsdCipH4Fuv0tOudQdFEuu/Ko7bR4PuF67gen+TkcDofD4XA4HA5HD3RopuTnttPaorRETPPrY7A5BvgEnmMsVyvNEtRSA6fAbSHaw9x6qKEBstTsQ/tiiXHvGGhT+ZdKnZhCkDKaZroCt2FJ+XPylWNEboElpIxlaKtcK+Ww0EZ/7ksnaZO2t4UZ4mghV0pbMjdYGoUdet5DrLHiO28sDbnWaoDeA+n6ydFe9KUQtb238moZ3LchlS/WKFhlLV0vtMOTLlMDnpe5fS3qpo7PaludX9FYsvZyA2Gd2je+W0e4n0qzMbrGVA79j7+RMKVeMOUbTrsrj7msEv2c0/7c/7VDnDZsqL/A8Lu9+iA3ndQYGQ7XTDkcDofD4XA4HA5HD3RoptoM5qz31ne1wRLzRdovdEkr+H6oVbDlsjDUMNn6TroQt0UpB7xGO7JkaAtxW+RoyizbrzGMe3NgGV2n+l/K0JORcsxhle/AeNeGHGnYUO2oNvTl8b8IbbDD0YU26XfK9jSF1FjvkqSW2t1YaBu3lia7K551xBJ40S5cRpjndij8NoKTnJRb5Zw5JIdVwxiLwZGS8udoS3LAdcR2SkNYFWxj29XmVp/T/TNlP8VrroBt6VhLcoR5n5E0WWMlcfN3pXuwvusSp5lj1yzhN+mdZd9ofcdjRH+n0+V4uhxg6G9L6k7CsqZ5aP/rg9I9Wtvc1g8975nihJl+t4iNDV/au8hDSxeFABhuaD8WeCNqUSWG5HWIx8HaAy6lNs+BTEypi+KWQfnrorXodynjXstJR8qzmEV3aevzKTpT2+F0CFb1ALVqY96xesjtIyX9qESAV9o/c2iJqTnHioPD3EikuYGYopVyvNRWFv1bimaZG98QHCJsNHltaXPMUNKmluOLUkFY25ze95BhYRtpz40pByRsRmH1BY7P2qPVpP9r8ME/l2LXdWhpo/jl7mu0Yw+uty6HKam4UvmaJt6X9psaAtfS8CyULRW+nIbT/BwOh8PhcDgcDoejBwo0UympFNODxqS5sbp3DAcUpRK2NixDQp1j9JwyTE5JPErKkSvp6BN3CilpxgFijSlD/p+iAhwYYdmIVUtIx9SO5tAMuwydAfsG8FRaqd9ypGKc37GcxHD7LFsbNLZzl0Wi1rUCjjlqaLJT/ZvHo+VSeWhftOJpk5jLN0w/ssKnHBrobUiK9lQy13blnTVAqTB9wZLuFNNhE7FWg9eXofcl5pYlFW4sxkhq7UxpCXcQ9wX+nh2WtKXZxzFEbrn3UU6tlDC6XDmMIfl/271sOmyKPZWDnPVV6p8ZY6X3Mup1dMxzhEVb7aPxO42eNL8UxtxYLtsOaRk0rxyk+LAl+eSwPBBKseg22kbI+116ZsqppoSVDG7t2UiQukiyFKnNuB7kqQk2h56hF+c++cu9K6pkE1YDfb0DjoFcmnPuPLKIu7W4ff0wNQx6XNToj6WUwBzhS610rW/40lp+zwe/ro3LEE+EOdBeBHORsrGAeg/E9jA6Hb7s1yqbvi/RsokdG7XT4Tblw0fXoWAPMY1s14gnZT/E9Zaiy3eVs2scrSO+hNoqT868ULvPp2iuM4S+WXIga4PkfYa4b6fit+p/yIGvFCnBynD6tdP8HA6Hw+FwOBwOh6MHBorWly0NBso0Rm1UOEvltwrls8B5FKlLqWo1BcsrXJsmojStlEFoF7XSAt9JcoSYUmHdeZXrZVCn30Zbq6GS7qLQtIXpQin9UsBUFUYXHVC+5XjGGkfLum/O0tixdifnPq8usCct+bYkfznhpX1X5d6+s4gu5wZjaWnb1qsjlGlg2pxL9KF6b8Aut47P0oamJPwljIJU2G30d17DWg1rDeN2YPpXGw0tlV9mPpTQOEtoZintxZh7HnYoUvINcHp+1X2E76HiektR23PqKAeSp5QmZpF7yByHIha1tFaaOfPMojDkXNAPlWl+y0AptSFnY5M70JZx2GJuquaT18qPPohsId54yeQ05CDF/9ebuZJ4eRLjPLKLb0EpX7rPAa8LfTbWy8CQ/C2SjlJrgrb6Ytf8wL/z5kgLNpZRjzmLCW8E77aEc+RhGVRwK62djt9z4sj9lsGb3ZTXUIY1H48hlCr1YGZhHafpe23pM/3LSreNtpeiP3WhtK1r2fW1xTF0o8oX9bYJffaQ1+es/aLOoyVksvZ9bTbIQzDmPFI7zr5CmEXNkW3tzHnp2td3l8lpfg6Hw+FwOBwOh8PRAyuqmdJefmp5YMmRZHOYlJYixztaCl00t5wT/RAJWxc4fdFQsdqcL03OhUXnOESgQrDziCHIufyuBJKn1B0nffK8DG3UsrWpY6IWVaEP1a3NuHiZ9TyGRNthgw26h7AkaoLXCJ67hmoJLIc4AqZhbSOMp5rrU+48lvKOlxN3m7ZItLebGXFaToyAOlR8jr/W/NdFHWQsY57LcbDVh8Ivz1yfVhvp+5r64ixpnUrNIvS3wGkt4aKofikNVMl33M+6v13Rw5QuQE3PVn1pD/JuS70rHRx9XFPr71MTdW0IVW5bPed4gmFY+dzCeNSilKvVtvA5dKiaGNOWSOIX+GbZRtvEnrO5SC2qufYIq+oh1JEPmQtLx1vKfqjGXKNdNufkRdCWd2sTvaH+ArFgopYtLxAOrnfRXl8p+m1u2bqwD+By8yxl0/YifTdzudBU/7a5JXUI7vKGmnJlX4KaZR7zAKnrEzhdfsu1e6puh1BnrbyU0jNTh+BUv0ghd146gj3naJpdTdSy9UQifFkcTvNzOBwOh8PhcDgcjh5YUc2UxrLvmGIcIGinFnn3A6OLTjJU66ElCXfpuVQrlQLTBWvVYV/p7jLbsBYs2g2wWmOnBIu4Z0lQQtc9QuyghTXVKdouS/FrOKaoBdeMDUeKtt0FXee1+3qJR7wUtSUHh+ovMJdQC+ugljZ2A7EWsISWW6t/SzyX6Z3lwayMHjQMqfU/pXXS1DUg7TBkyN2VOj867T6o/X2XlmYNQdtieSJM1XObBqZkj1Ki3dLzEDvRsPaLbfQ8puhyOKuOLPZY7iXEXehyHpGKe8h8lpMXG2fkMLVqsDzFpSp7zE1hmwq/VvxAXjlLMUa9nNWDQw3o9j9rdWFRKBaFvmltqf+nJvSU18qhqCU0cfRHl2vks4Y2emtuf2mjb/ftcynbixLK09D+3iZQXOQBqgtHSG/trD1CDnW/ZFOs6WmL2czm5QXG/3XcuWYUer4v6Wdj7H94nUnRX7tooakrOVKHqpQ9fA7lMcd/QNeB1xJU8vtaB6vu75zm53A4HA6Hw+FwOBw9sOKaqbFpKH3iZ2l0G1Vtw3geQ9reZaw4Vnp9sSjnGaU465QndzhRjr71xPSYHANtvs9pDCP0Lpz1vr3KGEMjxYbcy2y7lLZl2R7euu4cAtLS9SFUtTbq9BhlzqGQpvpHiVYl10lJbhn7UDhL8tsF3W+7GDttcZdqpyxYe8GSNHJwiDxqXQ51sGusW9A03Jz2So3h1Hhti3OGeHyWOtoYjoLDVM5mrWuSLcWi+Ma6bJY3OE3pke9SDc/80RqDpetAxvmurUIeYwM4tje7FFL12MZDbqvLMQ/KOahN7VwWVu1wncI6bA9uQNy3cy6QXBT8ELX6sDZZOXPkkI1C17dtcXbR6qzfS+f81Dpm0Xl2EMZlin4lcQKn7YQsL3ccJkWdGgPW3LEBm1Ja2u7W5lTbuKXoVENsX4D40mMuQ1u99hESlpo8pDbttannfQ4cFqx2SK1FQ2HR6Kx97iyRrxS4/FzPpX3OMm1I7ctTdM46deU0P4fD4YPQTfAAACAASURBVHA4HA6Hw+HogQLNFHsH6VIh1nZYkPIOYuVhKNYRJChy0j2CLWFOabSsk/tQlMRTW4JWU4s0liYnN48lHmdy8mjdQ8ESVcsDkE7HsfrouoRQS9TGk4A5zhqs9m+7wyal+WzrR21SV3nWXiuH0FytNdCKd4jm/BDBc96NljSANFUt5cFMU68OE2FYC7YI6tA6uvtFbjxAnkQ/d782RPsJzLVfsrca21tryV50zHl5HaEP1bpXs2v/yZTUHI/TOXunVDzW+M6Jj39vy2MfaukiKccBBYepsXj/gq7Bv9bxe04cbZBvttA+yPtSH2oidZgci0JXKy6eWJZtP8Ic21qwFig9UdTuI6wqT93Qbqnnl0WzPKvo4nenNgcPCw3TUR/WJZdth/WSQ4q14cqhU+VsvlNjgWlcKdpYlzCN56UdSovHV2pD3CVk5TrUlwxb9byBeFPKeRTsNH8PUH44sKiFkgeBRe3rKmfOnMNtsUff8EG5L1I2S0cI/WIT5XZgffZ3fcqSuozd8sqac2joa/6S059TtoG8F+gSvuTkpaScY+0rUoLLXLQpf4bn2Wl+DofD4XA4HA6Hw9EDmaL5lPFZCn1OqW3hcpwFlKTV9t1BRpi+6aUkDSW0RVbh8jPXUQ3pUk3wJafLltTX7jsClgatYfHlZGNpTRWxJJ1jUixyJT1nif6WkmJx384xbnc8vChxbsOeINkwHUhro9owRDLcNl677pGR7/iuom0ELZUuV5cXvpQkv0SLkWto3hUnh9FUQNEqyvqrHVTl5DdFP+RvU5cvyzdd9OM21HSS1aaNSvX/UvRdJ7guNumd7PVSHllTdMsu7W1KA1KKHM1czri11qIhGuMxy5ljOlMLdfdCmYepRXb8dws0zaAtjJ4oN+h53Qizqp7RmEK5Cv2jNs2QOct8sFpUWa2byzlfPNzH4KyXTHxn7YBh5ZcpFFuIL/Mei87qWF30HU+5wsKuMKkDhN54AzH9uG1Dpq8CSaWvN/1sH2JR5XKwD+AS5aXLJXmOoIzXy675itPTVMC95llofnuIaWA5VHzrdy2ISUG+YcFqKf3JEv5wnF150PnJEQLU6NtdSNnJaSqlRdvTdoU57un75JHzVkPhoMNZdFaOQ/eXvi7gaygUcimH1uGyi8LYlo/URcH94DQ/h8PhcDgcDofD4eiBFb+092GDPtGzxoAl2YKU0w+REG4globnUBuWAc5vXaO/+hiSL/6u7YLHMcCUT50XLcWU8BaG5Le03lL5XRWkDIct6pOmB6/qWHQsD33mli5jfAaHYRraDfpd+u4m0tRCAVMRd2BrTKzvtJaq6/6XFI4o79v0Xt/Xo9PvirMr/ZKxu0fPJXOnpl6XeFnkvPedr7X2nM04UhSxLpT07dramNQ3Kcqj7vslbIpa8/gi1ghNM09R/vqAqb0ppBxj5Wip1xPPXVqsUspvHZbMgg9Tq7qBXjba1MxAus5SXmVWtZ5zKQzLRI16a6M5MGrfhi6TQur6Ak0FZQpPFx+6Fjh+TTuUfK0KLKoIEMadHqtb9H6f3uVQGARMPRlzDK/qHPGwodRrlkZq8981XnOoaznhmcYmzzll6rLvyKXzpGjsufPFtvo/b/5K6HSclzHGTUnctdYoTpv/zwcrqb9VmpdLwX01RRXtsqsrnS/HOOR3pcfUPm5Djrvk0N730mKtEGgTwuh8pGzv1oz85FwVkDMvWntuzo/Oiw2n+TkcDofD4XA4HA5HD3Ropqx7MBhMLco5ta6al7lFIMdITp/kc6UaOWrOVUNfCVeJIWgKqyaNt9TffR1D5EqmGSnPlUBacjQUfaVky0Sb5EywpcJYXv7aoCXwYznoWEUN4MOMIf06ZwxaEm2m36zDXk9y219obNuIKW1jooTS0wW+KPauiruvk5gx1pGcezTHQmrt0HO0hUUyGfp8l/ttl4a1FH20WPr/feu0VPvcF/pcYNV5au0rodgC8zKVeBQvQYrJU5aWa6YcDofD4XA4HA6Howcybaa0pIulRSWGe+9GaWjOCbz/aXi5GFvTI9J95qu2aVO6sEr1qjVtlpvWUtQsH/OIx3Cjvmy7g77IiVvbUeX0WUtLPYYW6d04B4+JUgl4Sfhunr4d1z7q9R1mp7D9VEl+SlFj/PJcYO1d+mgcattPDdkXlaTfFVbXRcn+buw1daj90BANf0k8Q/ZCl+j5FtL9rK0dx2qHvg5ILA0wv8/VFubc7zUUuWOoPVzmYYrVeUOMaFcJtQ4Cy/bUtYz0x6IgSdzSLS0vgKUoPQgsigqYqsNVocJqw9GzQA9bRr3xhsiqL32QSnkT0nSmHIqN4+yhdJPX1adT1JqhhvPA/CDVdrfUGKg1/3YdHFIbvxyUhG9bf4ZQ+0q+KamLNvTZawxpz77fbiLUeanTBE5vE/F9aW1I5VN7s7PycyORvv5/W12U1lXOvkjft6Up6KWCRf4mx/zF+n5Z6C6r0/wcDofD4XA4HA6Howc6NFM5rgfPAsbU3qyCFgHIo4/UlvqljJtrxM1gSX8fTVMJRXCIZqikLrRjgrGMKzVKNEwSht17D0Eu5U3AblEZVt631e855avh1CRVL6ly5lI0umgdfbBqDlgeJmhKXo7UtUb7ds2Xpf2aqTUHiKXqYyHlDhmoe1+fjpvnl5z24ni60EXh0/mozZLJ6YsCvaZKW28hpnT20XCuoX8bdmlidJgSN+45mpH9RDo5kO9SdP7c629yUfq9dlOe+t7S8HXNYW2a2676LG3zZTPDAka8Z2qVaEGL5JhaGKvBmRLH0OmMsSmrGZ+GFS/f7VOCAwTbq5xFa4Z+fbcPtWassaG53im1eW47DrFT0/Gwl7tccN2WHAJTcQGnbdNqzFe1x8Oqx+c4TQsC5tQg676wNspO7Tl1iMdTnsd4M2gJV3NtOqzvUuFkjs+5FDRHiLih/qKJV9pL26xa7VWKrm836bmNSlZqY9IFq710X+E5eofe9zX3SHmt7Sus53h4P8Dp5MRtrQUlm/mUcETnaab+r79NjYUNymMtxUbNS3tT37JAhi8HzylzaVpjoF+9OM3P4XA4HA6Hw+FwOHpgRM3UKmikFoESTzlj0mzWYUv7x3QWMQb4vh52QCHSnbZ+xW0h8axhXAqdlrYB4/b9HElsrtQ7JQ0D6paB08/VSHE526Rykl++TyZFW2GsURqcp1LvbI53N7aNd2wAn0shW6W+xuOVnVp0zQ0sddbvrLCptUnibxv3udLjFD1xG0EjdNQSrib0nCZ9h6X3Gn37Bbdbqp+ltCoyH3LfTmlvUm1tafcOE8854PHC2kPL6Q/QfUeqxCMooXkKePvMY0X3J8vRyBg07i7o+mnTNAOn27mNrpmaH8Z2ZFWq6cqp837tMeJhahnIGUC10VXxPLDG2GTP1F8LtS8EHGPwS9tZ5WgrmzX4+UA2Q1gc2gYcc5xLymfRD1Pqf6A7/Zz+VIK29Kw8Wp6HhnpkGoq29KX+N9W7VH1y+aw4a9lorA6X27EI8OY4Z/3RY29MIVuJjUEqX7wRsuYzPc5z1pyuMvMY3Kb/H2Z8ayFlA8PUxlzo8ubS8KQO+eqJMdBls9UG+Ua76Za8j20uYL3vmv+BssNa22HeCsOHJa7bdXrHeUztCxhdYyTX9tdK3xqjpe7NdTxSJsvWWNu1p+bAvuOs1r5ovPXYaX4Oh8PhcDgcDofD0QNL0EyNKbFdpvfBlHHdmPSBlCRCh7GMa9ugJZC1HBC0QdLaR9AsiaT3LvLUuZzfbeN9qZQ0h8JpDaEUtWcMOkdfdEnmUt57cjGULpfTtzlcG23GMqhPSchmFJbzUOI4g2mp+v27hf78boH0M9aclGJMyk8OtRewtWo6bBtDQM8nqXHUF5rGpes6lU6O17LaBvhtsBwAjYG+DAbdFy2nCinUYuAM7S9DvPm15aVtjOaMs9QYqQHec7T1qxLteWpPu0nvuK6FNruGYX3B0gbWQl+HOd1YwmFqGbSXMe0gtE2UlQa7mD5MhBmKlHqW6UxtFDbr0CcbR8uOqTbEBaum6Am6XIquIwzyfZQfrPsMrNLB3tdTYBtK+3aKtjDWuKwRb016agldoKRuNac8JUTp483Qsfrgw3yfsb3MdfEIZdTErvlijLLMYB9cWeBWQmEcipoCphr5KqVztiGHUqfDtlElS2x2c5BTd7X6QtvGPscePkWbTQnW9DqSoqXqd7nCz74KB46Tx6GFGWJPmUPSqo3a4y7AaX4Oh8PhcDgcDofD0QMPmQMKgVZP1rz4rw1dNIND1HcGYSFFP+OLYnVdWHdBiBT9yAg/FlIeCS2pGLcz0xlz7idJYYimx3rP2kB9UW8NcD/vK43s2xf1pcMpqc8iPOSxd64cz2M5sKSIWqLY5ZGM+yh7ynI8fBhCM1+GwxJL05RaL5m6WiLtz9F651C3jxBLwq37d1LOAMbA0PYa6tRHU7pytT5M28vxcrtmPJdSJWtpzEq+7Uozt89pj31t8XVRyPg5RfHjMCm6eIrOV0vDacHSpGmHLl1at4cbHYepZWyma0BzU8fMeyktbBHgjq2pZV0e2piiZNH8UnU5xgVzAt2e/F6wgzDxDEk/lVZbeEEqj0NcwnahlHdfsw9qOlvqACPTTE2OuIDLz5emjlXOVPu1eeeqSe1cxMHUUY4hG4gam/+ahxbrkDVTYXPzW7rxzYE15w218SxFSRrWmO1jL9VmUpDT/ziMtrFJHYRz+3Rp/+/TX62669u/UsJP3f/bvL+mBAw5ZdMHLiv9NeQL32vMHzovnD5gr2PW/ofXy20V9zL9GgxF+5h1mp/D4XA4HA6Hw+Fw9ECHZorv51kGDWEIVjWfi85XSm2cUkUDaScPbWApzhg0i5REz/LwlENJSaFv3rW0jKU0NVBqvDzmeOW4u+p5TI9V3Fal2qjSdu5qx66LTPuk2YVF0Jkc7cjRzHZRgdvGTs32baPnpbTq7Al2KFLewXQY1mRzmJy7g8ZEnzlVlzknji5amkXzy20f7q+pvHCbp/q0pqsP9dpmoa2O2NlUH+RqaQUlms+ccW5pGYHTFPW2eh1rbmDNmKb6MnLWdl3OneZ5zwgrYYbQX4Fha27/9DNtpphf6zh7SKnKczvNOtK2HkwJbOPbAvmu2VN5EFgHq0OEPG6g3DZtKG1D0pV3q7JpzvEOVAqmlvBFfqnDNL+vfchblJ1Ym1vmsdJkcDnHvATcUQbL1lRj1WhnXd9zXztU72qkZcWRsr2w7LdKLjNNoc+cmqqj3G+GbPK6BGhtcbE7bL5Y9a4Rdh3xXq/2vq/WWKhBF7P6HJCfxz7hUkKLHOFriVvzUljrS1c+gLgPcTmnzd9DALvN8w7ShygrjlLkjIuudbwt/fa8Oc3P4XA4HA6Hw+FwOHogUzO1bK2U01nqoI/0RcJa0vAtiidH5Zu6zHYIrHu7cmk2JUjdtWWVu9a9XKUaiC7pcW0vO6VxpehEfVHT6HasPGgKx1Ct1gZOa2QdywMbWgtuZH47tlF5F1L9v0uS3vZtX3StI9qjZo30+lLuur5pQ5fHN/3/IVQ4gXWBeSqd3Pi1xnKRHtxKNYRWGMtL3yKRSpPZHpuwL8Udg5lg7Z+Ycsjpdq3h6wCuNc9TxFqqVWdVjE7zW/ZBZtnpv9uRYw/Sxj+uMXBKqQ19wuWgbciw98MS+7HUISgnji7e+6H6jT106nSGQC9UqesIVmksl+QlxR23KFEMpkgPEUpZ9IQ+dXnWbF/PCm4AuNw8P0Pvr9FzDs2lNtrmjpw+kDrkWN/mbPxLwszUe0HtjVibjW3tcVJCue9j7yHx7tB7q8+l5mVNC0/F3xUffzPmXFPShxn6eoucNXoMeqt+v4lw+OWLqHkdGWKbXjr/87hgMwbgtGt0ed5EPF/sNn9Z4LQsBcl4dpdO83M4HA6Hw+FwOByOHnhIL+0FVl8Ca3nkEfTJc66avaaaVTuUsKQUDwtSdD2r/FoblAOmcXVpc1J1y8PZkl61abdqjhNW5y/rAr++41+kZ6m7wbRWSuJPaZ1STj9qexPMwcM2JlcBogGwLjsH5loqmTvYAcCYYyJnzJeiRLs+NJ4u+lnX2MnV5Neuo74Yo42kz20jr8/xvJcK34cdklu2lGOARezj+mq3clA6z+8j39EEx5taZ3X6OXnhMbdmvLc0nTvGO2CulZK2rX3/42qh4DC16ocTjVJe7TKQ4k+X5LfENar21DMUKUrEw27jZqne2y5t7QKr0IHuxc9yHcy2NNqzYspr0VjYUv9fxmGq7yFqn/6/r34D5guCtcDMkB63y56LpD2G2O852sEClDUA55vnLQSqH/epMalFy7IB6aKWMVKHphpjZ2yh0aLWtyFpyJx7A7ZgS2++5XkLdtuNWeYhNnCrurcT8Nqeci+v31uHqNQ4sPYNQ7wmaw+9nCeJU9bDdeTRlnmPtKrtxOjXp5zm53A4HA6Hw+FwOBw9kKmZYqPEs3CyBM6GxELQRxWrw7bd4VOq6RpaZ6ta57XAEmhLSzFUotglqVu2d80URGI1Q9rj4Sr2jXXYWih+ZmndmvEeGJcuMgRjXqb9bsdu8/cyQh+6osLIeGaD7RwsipbbB9alrZp2JO8tlLIadL31mWvb6IN94ynFMvYl3AYpCpnMY3uw81iyp+hDYWa2R8p5koVF1eOQMWdpeoDyO9x0n9XUSG7bIf2M17cupoZAm3ZI2Bya/7JMAVLo184dh6kaLkiXhVWlnFmLaa3JOeWmNKcuWEVcY8Ifc9Golb/aeatBywDyD0us5ud220K3+/ZasCZQDaYiWhTFRYLdu0odHSFQ4XjhEwoDLx46z2dByMTj31EXfFB6LhGG+xZ7SuNNYxfNeww7KCvunPcWNhDGPx8sS9G2aV9X73KRQyEsRclhwqJZL2tf0jVH15gj2gTFOd/IGNG2OyUb7toCvBKTi7aw1p6ax39bPLyOAvP5ZJPelRxgcsD2W0Cg8Uo+DmBT/rYRr/PWPMfxlLpMX6RAIj8tp/k5HA6Hw+FwOBwORw9k0vymiCXdN0bIylgYW4pXekqumZ+UBqo0be2YYmgex5a6WVK0PumxhCc3HpYszRAkMzWN+0va0brIUuclp76GSntyvmMJVN9LE3M9dVlgJx1rsGl8B/S7aBRS0lw21tXawFUC941V1qCdZRwiSGZ3ANxvnm8hNtLmsZiiX1pttAwNf1uaknf2AnfZiLsrni7UmOu76rPPejUWLXDZTJrcehlzv5PynlqCVdLGS1421XvLg2FOfi0nIinvs4zcvmV9b62B27Dze5iIo01jtiiN1HharY7D1AvN3z3EHqFk0jxLh6o+SHlNqW0n0xe1KHlj0N0WXS+li1BfysUhYm911gZ6CD3BQs5GYoawsU+F19/yBb5DPBHmogb9YGh/YpfBAp78mZLVFZYP00PKNYZNWYpO4qgLHnNSv7uID1BCj2GPWF2Hpy500cxy4q5BXbI2WTkUXrbByEFt4U9b3DnptKVfSmtre7/MdbRvmkMOhLx3ANKXKefkQT/nxtEVvi9tNKe/l5Szz3zeVTa2veI0rLV7H7EHT6YBWu2mKX+laJvrxjrc54d3mp/D4XA4HA6Hw+Fw9EAmzU8blK4qnaU2LEoGEJ+u207uY2OoCn5M1KLidYENHftK8UrDS//PoXbV0FhoaZ2FnDCMDYS8b2Dcu4hEYpW6k6I2JSgFNoBl49ptxHdhcHgrDja6FQypt0WN11XzmvSwgfs3S3dl7aylse+S/NeUwOfGxZTXNgl8rUuLxxwzXC8pBzOl1L3Sb/qkU4JU29bQjLXdJ9S3z/F77mvyboeeuf+1pcN7h1T4HM+Gqfhzw15GYHnxHL2DvHuccpG7R7D2tBbTYQNxnacu7rXiroXa2tP+WlXXTDkcDofD4XA4HA5HD2RqpmYIJ8rMTx4q6JNqSmJdgrE1NquCscu26DuXctqtRJorsPpPqTSslG9tOeCoJTkWbCHkK6XJ00bP+t0Y0LzwLXoG5vPcJXrHbmcZrN1bJa1Pm0TRUR9WHwZiKXkt5wK1DLC74umrsa81dodIj2trg7REPzf91Lva81sfm+Gcb0ttYvWznhO7GCs5+eArBizNobbHs9JiW2ZtD892kENsv7rAmpxn6Jk12bWRYyfOTi2k7niPIO/0midtobVpnOai9r2lznWG73s6TkZSKVuU2F5Ggu+Wg8IQ8KB19MMy+haryodsnldhk8tOF2oeBPQky5f9MZ3Q2nAwlUMwtJ6ZEpLqM7IRlLxO6bd1xE5HJI5bsDcHqwR9h5GjLlKCgLvqXR+UOmnIwVh9gIUzKcFC6ZgessGvJaDJpfG30eZqjb8+d/HkpJt7sErFr8GHndxvStPTByEeJxtIX07M37Mwsev+N6DO2JH4thGPFwabEfRNo7agxKIIct1epufUYbYGhbQNJYIijeH7H6f5ORwOh8PhcDgcDkcPdGim+GRsGcKx4TbTd2q4g35YwdIQlxSfTdRqt9R9GoseOyV3leVgBluqxk4ftHv5dfW+LR9MM5Bwus4s6SJLl9n1uSXJ0+1hURU4/VUby0OkdI5yaFfM3F9Y6p0D7ru1abc1oK9+0GBNt+WIQ+JIaXVr99eUlqrEGUJX/bc5qBhjvchNn+ernDLn5rXLeUUqHsvBzzaCJrctX6k7jTR47t5Wv0kfZOcO2sFYzTs3GVrLJekzxU/vnbs0bBaOYDNfcvecljbOWiM5HK+zdxHnO6evlWip+rqmH4JubV+mAdSrCGq8uxSp9ghmXSD2sKCWF6a+9yY4Vhul/OouyggK4xuCMdKReWEH8cXGsijwYYo3XzyfWDztI4TLD/W9FSmPQ1zXOl00+dML2yFiAZF1hxfHoQ+kEm5ZgiWfXxYLbudtxGthaVvkHKB0X8+lfpXmpcujKKfL98ykDlGgMMtA28EJiNtxjDwumvK3yA0nwyon1+0OYsFZTr740ls+FAHz+ZufmXYmuAW7j+7DPkCMAUmTlRPXKU3O9wbsw18KUgauJ01zb7uAHjh94LL6mdW2dyldnX7bJcIST197vxzUGHPd3zrNz+FwOBwOh8PhcDh6INMBxQaCH/wthJOupiGkTrFnXUqaonCUopanGMfqgYdSH8kJG9Se1X5heQcEgN3m7xRBGnkD7RSCNi9QTC1mg16hilxCmK92ENetSM1uIDiZYKnmGxQHKKxIDHcRO6ewjIW5LKvsZMYdU9QD33O3jzAW+szzLD2WfsmUeo6v5J7DPu2com6tq79MW5oijHnWTGupOGuDSvM5lrR5LA1fW5pW/F1htaZ82WNY10ltpwKArQW9RH9vNc8p506XVBy1nbt0getEa5qknLzW3EAYO6xJ26DfuX54jWLq4G7zd0rveI4CQr1wfPw7t2+K4inr76p5/G7bZ9RDR6llQ7KGULFrsDngPNnzb8zfPGv0P8vWQqtAc8rEVKBlT3qrglU6TNbIS6k9hP62hofAZcOiSmwgnsSt8KUqfgm/rdKUxWYG4Hl6L4vMEeaUCiBebK7C5uxLW0xVXLv0nRymeCrV9mCrilUZfw8LrL6T8mCWmnP0pZ1dSNHGS+xk+sCyd7I2hDPYdcAev1jImLsRG1qW3M1/m8fRsZATv67/HJraBsL6c5fes/CpL3LqjwXu+oLrEjuYNYS+I4epLcTz7muUpsz1nGaX6/SxwXnRaXJbSD7XMV9vgJhCL2Ba7bMqvimlKd9sIe0Hgff3nH4u2mw9l+31djzhg9P8HA6Hw+FwOBwOh6MHOsRAbDgu4At8od4LUmrWVbvYMgV9etbSZetyujZPKWMatJ5V5NDiFqXR1PSV2u1kGTdvIZYA5aa5yDGUI8XhsvE44bmDDY1v0TOjpK0lPu2kQqRorJW6D+A85VWke28gSCxn9O2zxu9HiGk10+b5LmKDZr5PS8KnLipOobbkjKW+XQbMjnJIP2dJv6bEWG2qGQ68plieMPkuHI5TaKs8bvR8UtKXSqX0VjpsFgCEMbKDWKPCknXpm4uiCLXN+dymFrVxbHB/aXMAIGEEqXxPm79Miz5CnuYzF6l1k/tqyokCOy/QFFcOL1qoGUKZ7lP67JjopeZ5l+Jgb7IMZl6l6G+1wB4EBdzOvI+8jDCOmHYu88M1hDbkcfMGgBea5wOEuppSmLfo+Yb6TdLfN95pWJ49tdOlZXjfszBuepkzl0Xf0+BNEx+4dMccm35QA5IfKU+OR662zpbTERdVB8us83WE/pC6tDXF411WflExbfY+J/8HyjfcyzhktuUDOO1Nj7327TbPTCHQ3s/68Nf1ZYt8iGLPQhaXe6riYhsXIKYBAjEliQ9N6+p3HR+n2dbGY43LlJBL952+F0Q65mCPkKVteIju+tf2trkYS/gim1LLg6+m+RzQMwsfLPuMHBtDXg+6xs06ul3TWwcSIJ47jtB/bJaMbRYQsVfItvBAvLfivvgsYhtTeb+DUC/6ANHH43BO2H3E9kCCNcTCCOuAoDft9xHjiwiCsilO90frWcBjRFMhx9wvWba1m+od19eV5vnV5i+3Mx+2nkWon0OK8y7icSZlfhr2OsE2WZZQQQtSUuMsJXCpUael7eM0P4fD4XA4HA6Hw+FYKWR682sDSwwOjHeWFEk/rwLaNGbsbW2L3rdR+0pOwGNrXZahAbOwRumzNoafWapZIq2shRKj5FJtpDZQT9FhNbRGwbrbaFmwNNBALGlnabT2EASUa6Wsu6j2EaYzli5z379L+foTBErfdcSSPcEuxcF9lePXdC2B5OUu+jmhqKWNtaiXwGkD5FXzwHTWwHfV5MwLKW0sG4kzdZQpWW0XYWrkzhHW+pdCSmOSuufNet7BnKYk77scdmjocG1zbk5dWVqyGg6jUnuhFLRWz6pnq402EN+VJ2P9PIXR2iue01hjVdvLHZc55eiCKayCdQSGwDXEFHGJKBYPhgAAIABJREFUR36/TN/t0vM1euYxpyniTPNjxoSm7+o8MlKMEWkLbv9UHbOWkDV52wjaJlm3ZojX2Tebv38VwG80z3+D8rNJ4V9Uefli8/wcQv09A3uMdpmzMFL7/xRK1z0rrL7nzwpfn+00OT4+Tv84+Uz6x5MMCfQhRBottZFYlQ2+hlXJpRWfKtuq0dW2jPdjb9CZTiV9gzd5vIBw2IfB7own8DXE7dK1OekKuwwwhSYlWNhCbNdhXdprbfhTm9PU2HqevmV7NK7DG4j7vLWgSfu8ingOY1oTC1Y4LyVuqkswdK60eO0bsOr3+Pg/nfRI4F2LeI1MzbNdBxVtx8GUUu5HY9pyCHLXqC5BkOXGmilU+8i/hBTongOGjhHJF9t1pTb+Xe2gN5A8//FGPWXLaPWj1JzCeZk2f7cSv3N+D2DvzW7R89hrrdWHUoKwI8R5k0OGFccB4qsxeDwJDlVafMjivEgedo102qAFwha6Dq26n03Vey7PRQDv74jvFmKhIQszpa358Pg2Qj1a3g/PimkLg9dx6/DbPa8eH3/GXCOd5udwOBwOh8PhcDgcPTCQ25GStGlajEBLQhZ9Ms09MeuTd2k+cySTiyp7SjKyifjy5UWDpf0M1kKxgwbBWdZMaWlIlyMJ1nSs4n1FORSag4xny/ieKRZtFAPLcFpPaxfp727zzON9C8GoV2gjL1DYDdiSy5SXz1q01BIqNNOPmc7DYOPmFM3W0R+psdBF+QVCn72FWNtrzRHWnD5kDud1sdRJgmV0zhqoQ8TScBnTOdoYvb/gMBsqPIftwwBhJw1dGgOmEbGmTcB5WVO/WU56NKy86/a15hrWwAi9Tzs0YK26ULiYQrqM9XWG0Efa+mIXXUzKxvS4GYJjCvZ+pzXzrJlkMHsml/7I/YM9K1qaMAtcPmst2W3+PodQbxuYU9clnU2chtbMsRbqLk5jC7Z2tquPtO1zl71/43WcqYA79NwPHYepHK9hKQ6iNeHzor2Mg0VbOhaNoIZKkutF83QXhdRC3HWWHqN9eBHiw5wM/jWcPmQdIb6ojvNjDQ5gdT1Fch6tCazrmz5Ydl3kbNT1AsqHTT1mtO2FjuMWAuXhTcz54QJZHF5EqNc1BFe6qUsKOX8pAYVlPzakzlPzaWpzntpkM51j2jwfIHg/vAbgF3rn0tEGvQmTOXcT9qbpEmxa0gaC0GEPdT16lvZRy95Tz+eymX2KwryNsBHcQZrmJ/XCl8nyON+jtPjQUloX1ryYE8cNxHRkC9Yhj6nAPKeVHv64T7F9Hc+zU0rnq/RO+hSHzbGNHwNMeZT6YA+tNxC3O4+X3ebvlP4vgrAtFVbq6hnEBy6p8x3Ya/EN2O1iHeY43F3EXmu77KRScaVonlN6/9nm76cRH6x+v3neQbC1eobefxxhz/VlhLnlPoLXwCOEccwHq5y+au2nU4LQZZstbCM+8Fr0x244zc/hcDgcDofD4XA4eqDDAcU/ph/7nh41nYTvNlg0ciVAKQNQ/XuOxL3Nm0lNTYE2VmSJlWX0eoC4TZcpHdD9gr3fAHPJmUhIDmHTubTjCvYOtWraqUXA0qqOdedMG3LSZEcWJfnbQej3uwjStecRNFPnKQxfzgjElCMZyzwvvWGkeYR+97CMDZ5ntWaX78oRystz9Hvw8nR8fNEdUBSg20mThp7bgNN3lwm0ZF5QqklYhGZasy5ESn4DwKea59+GTe3mMcdrFGtbLTobEFMiBbnltOZITeHjtGQNSjmm4HhL6jqHAcNxWnW4Qfm6THFuIvboJ/gmPefsxfquo3r/Y8Wh+3hO/542f3fV/4F4zdml99sqrevN34/Tuy/j9L4ihbZ1i7Uufcefjl/ilHWO7228AeBl+lby8zkE1gFrb19DqLMvI9SB3qO+3fxlh1CsoVo262UIpC/sqXeyjtpOtVIOKDp4XiWHhhQOEdtE5F7KByy/gZhCUGK/oGGpM9via/NipuvEsjfZQDyBsVc8/o4X8GUeprQ3N93vLtPvqc25xa0H5v1tVfrTImG5JF5GG+fUf47tlQV2I830T74QegORB7tzNA8+AH0rCwRvpOTgsYdwIGGbPsYqHNplk8VUGf07uxeWOjoE8IFxs+ZAetN4Gbb75MuI18u+Js5d/VLbHaY2v7weam+9PCam9P5ZBJrZZRWOKbVs48FxSr1sIO67Upf79C5lv22VAYjLyWuMYMdIR8oh80WXrVdb3ZesSzqM5Idtg6bNs7aXkfrfoPBMs+SDcCrvfee2nDiOEOZX66CIJk/y2xpOe9fbRUxhFui2kv63iflltRofR3ATzkiZaLDQVsACN/6udI1I0fxk7DEN7TnYl9PrOUPCPEXffhxx/sWW7hkEe2OLBpkaW8teB9tg2TJyOZhCrcvWXi6n+TkcDofD4XA4HA5HD3SIuko1UpZKnj2R5Z7MNS1u6EmX42Hpbap8TIsCYhXrOoJEp83DC6dp0fz60g1zwPk9QHw/gcT5NmJJTpdB7djgO4J2m2eRCrIXIvt+nBAOiMvfxzD5YQBTay2D1hzUGH9jS6lkLO4gpiHIxYasVSat1OMALjQSvpvsjEHiuxbCRhSalEZ52dK4A8SXOYt0mmmzQJjyP4tA/3huXh+OkWBpPXiN5PtfWKrNbQqMO4+lvNIJmHJkrXt6XEi+7yL0v+sIc/oBpZnSRmwglqRLuDcQj3sgpoIfIKa2ptZdpu1JnW8jrnOL+XEN7dr+XDp1F/0tBYty9SwCnY819kDQsKeg18tFO8k6ROhbmuIn5eB8pfK3q74B5n2BtXcSZkrPL1L4dYS1g7GP030+xbrQ7VlKYbf6K2tjGTy3SPzXENazlxHyfQ3BSccRQt9hz847CPWh54JDei7BMjRWqTT5/zKf6D7HWkVBykNuQCbNr62j8KTCakjm71sTtf7WQt/JJhWPdtPedbGwlS9288oqQQ7PNkCad5maCLoOWqnyS955AucBNkWsiuZFSLy8rCHwh3kxkfY6bEm/FphypCcN7T3KooHoMJb6/d2IlPvuHDums3AglTzyBuIywm3wFynMMfB4c6Dime+JLeC2tjfixQOIDyqrSmdgoRW7leeNpcwNL8DeKDqGg9crnpdTdi2XEK8dEmaKsOG7jJiWVXM88tqdAgsFZzgtfDtCbLdi2ffoQ4pFHeJ8bCBs/mYIh4UXKMxr9E7qh9Nh19S8FlxWz+zZk22MeI0UPIOwXjIsu+pc4XEJLZDDcf1KXjcR6kK7RhewsAiJMLWRooVxmzP9cAf2QYTrgfuhZQPDND9u8z2EfvRFep4h2Mq+gFCn3Kcsmzm9z2A6WWmd8tzB/c4SIEjYiwj0xOcRezmWMM8AeIXi4IOa1KMWbPCY6rIVbKNxLgKWAkO/Bz132ebx3p29qdpwmp/D4XA4HA6Hw+Fw9ECHZipluGndZ6Lf5ThGyDXMy5XcpGB58NKq4DbsIJzY30QwXOS87FM6rPVaS8TP9CugW5Nilb9NDXmFnqWslyjvdylfN2BTLViqtUi6lsC6+JkdmrC3pXXEWjrBqmkPlgmuF9Yea0l627fL1lBxH2eN2Q6C5PE6As1hAyf0vimAm83rjwB4i+PV0usp5p6Q5Dcez8uugy60URss3AfuWR6/HN2wqOCp/nEFYZ69iHAHE1NugJiWzVS0ZY5BrRVh5xnyu+XBbAtBYs6SfvayCQQNHDtJeYbi2UVY09gBgYxzIKxXbyJQ23YQtDA8Dnj+Yxr5DYR2uU952UB8F6KANRCsgZQwqbGn9zylLByudyDWfnD/eIPCPI00hWkRfSpVLi31t+hsT9HzqxRG4uRvNhBrWiTuawgaqFcR2uhFhD46Raz5lHG5g9N72kPYtFhuw6H7D17fNHYQNLeHiB1qSNmuIbCpziOUbRcxzXZK34q293mEcb6L0w4+lmUSkkItzVhKe5qiI89R4B7I4oByYinaHG9E2H6KqQoldlR9wBOFdTN0CqxOlQ75NMIEy+6Fmev+NmIKAx+E1o33zB/P2dhadZHy1PMigkcWXXZWfwst6j7lPTVYxljUrbqwyn+EuK6sOIDuxWyV0UU/7UJqQZ4h9AHe/AChv/CGwLK7WgWw0EL6/BWEsj2PiLYje7AZgI9RNNPm7xeAMEakzE8hjOcvIpR/1Q9SGlr4wguCjO8bCJcWO/qBvXZpz1syttYQHwgsO9UbiO2K+JBVYnNRe7xqwZ/e3O0ibNS4j+0A+Bv0/zfpebf5+7yKjw+Zku4U8YFrqtJnGqC2EZINp7ZB2zLe7yGsHVsUJwtFrSsT+OLZQ8RXeVjr6JD24bR4zTukvzJHMp2LqYlt1DNLoDvG/C9x6m0o/58PUdKvfgEh/682f/dg2zrNEF/aK3G/gNjjq9iP3kXwfgjENluWmQpTBy1PqTm0zVSYQ8QXEYsgQvLBHvm4D7+G2B6I+7McGpnaymPiCLGAQgQRz1C6HJ7rZFXp76Ww6II76KJrOs3P4XA4HA6Hw+FwOHqg58UVKZWyJUlnWhYbie9hcc4BWJPCp+qUAZrkUb6bIpaQyMmd49pFOKVfRKgj6+QOxJIE7aFui54l30wnYENgNkQV6ToQpIQXgXMJw7lZIyWd3aeXLDnU2gqdV6bWDQUbmrJnJYFF+eMw7LVsUbSFoWD6pUisjxDU7Hw53w36PYWUZIglcKzV0+0KpD0mWRLQRcIqwyZsb0+XEMbrDFhrvmXm6wWEe6ZeQuj2Ny2t4CXYBudnDYcIWufzCO34DGwjfUc3LGrXDLGm5cXmL4+5TcT3/Em7TFF+Ka9Gm8OoGmC6vuT1BcQS8E0Ky+sSXw4qzwcA/oTi4zu3DikMQ/+faap7CHU7pTi2Ea8j7HSGqYWCddjj4VnYnt0u0bOlJcqZN9uocOxsR3DZ+J1po9y3uM+1OTHp01+G9DNer1lj8pwKJ1qVFxHmd+lzdxEumL2EMKFrLSpTTuWZL7t9BUFLf4hYG8kOY4B5HbNmSt7fQjdtk+tfh+H8XqUwAmvdBoLmlh2QsJfHGULZvkrxMBV2C+HC+99A0Crz+semFWcVbf019b59XnbNlMPhcDgcDofD4XD0QE/NVIkEgt2Es9SBJSbMNx+Db2nZgZScqjlPbNDIRqdPIUgG9hDbJ8lJ/kClmzJA1Y4UWIqhm0zi2zd+Q6yVYsn8bQD3JMrzwIylISLVse440do9S9LXByylkXJwW/HvLKFjOzEr/KpiB0GSxXW/jpizDMRat9eQRmrsWMOc+cBs18HaLZZ6Wc49hqLNNkwbSMv/13Da+F1/cwvAh+aPUwBPNq9nCELIGUL/fxPAEyqqmxZH/mHAHv2V+ruMLuNaRxdYk8sOGl4wwgLzMc/2UFL/X0SZU4suDF1PrfmAxybbqTAbQ9Y/1kppVsGxkd42YmcAMjceIthJXcdpu+J9hAWO5wW+c4rD8zq2j9jtPF+DwGWVsryN0F4S9wxBu7WJ/u2lJeacPmsy5ZnvJGNs03uJ7y7s/lRDe5nzfVs6zDCZNs8bCBqTGwiazGdxun7fj6CZAoIzhhlijbGA7eB5nn8Jtl39FGF/J+B+xn3lEsLYZiYRQ+95WSN6lcIwY0XwGoXjvj1t/t6AvXZxv3mO0tlHqFtQmE8jHr+fVb8DsYOcs2QrVZpX1pjb6HmY6gJvrDcQX3jJg5w7rXXnRA5Kjd7Y0QG/442lxg6iS2Wf4DCNCvU2EBvFilr0EkI5byF0xB3YFIbUJLxhPDP9jxv6KqJB8CROgzeP9/iHHZxui9coTT6osAEmL05DDlW8yRfoOpGFjycHydvQ9McGL9SyUZghnpgtz2piFPs84gNVjrEwtxd7J2KKnEzmuxQH9zle7IYYmjJdL0W50fmWPAKnKcZSnucReS1ao8+k/38Y8eW0Eobt1e9wXpn++rCAhVkyRzCF4yk4+iA1Fl5FoPkdIr6nkJ+lH19FPH/1pfyVHsJSY1p7wBOwV0JgTo/6BfpdDhZbiKV4DLlEm50HsDOUPQSXm1sIc/0a7K2LhNXeaVk4x4IYKds+4vnXMrrfpvdTBMcHU8or0xN5XcoRQEn9tx3ErHVfyrODUE52YqLpfFbctTbB1sGb02tLh+uZ8enwuMbrYvM84/lK5rEpPbOHO3ZcogWFUo9biA8W32z+srMH7s+8Lsva9BpCf7KcVnB+5K+03RVE+8gLxn70wc/O/54DcEcEEv+NyrfE8QaCQOcQYX3/JGITEc6X1B1Td4HTl/nOoFziPsRYR9cZxWl+DofD4XA4HA6Hw9EDFTRTKecOrP5jKQmfhgXsSCEnHUaJVEU7JrAkPRadgQy0n9iKpd6CJ0HG6/yjNuRnJwlMVWhzBqDvsLCwD1PqdE7lk/Mu2qk7RwjakGOcbqOPI9aiXafnKUXOVDxOsCaFk6W2Wuqz6tQ+IOT/UwhjZAsnY4c1hrf5O5Eu/Q69S7nRT9Uza4Y3EdNVRds1bf7egE3n1K79S9qU+zm76d5GkNJzG7KxNLtllXxdRkzVIcqnCA8/jFCkK5jfLyX4Gj2LgC2aEQ/V34cJ+4jbTsa0a6bqg9cAcautXdSzhn+XwrDGwqL/7dM7y+19Cnosdt35yJrkqzjtJOjfVd+JlLzdnfAcH0LQArMpAHDayROnyUiVdx9xvTFtkN2HS9zPIKZdP03hWZMomnw29Oc8SBxHiLXBVj7XEbN0NAUPmE9M3OaakcCMDk7HMiWQeGvSsmrFdxdhraP6XjsP/BQFO1GINP3j+jGAX6MAUv7PItTtZcT7UglzDUGr+hTitvho8/cYgcIgY5jjO0Lo688jaC6ZgcTjeQ9hYdpHoPY/E9J/UjS3mHfDiDWB+f7gQRPmwa8iaLdvIN4PSF5eAvDT9J4dk7Bm9mfpmamT+o7W1Lp4iIePIt/dtyscpnhCthKc0vMu4s4sE+Um7Ds3tP97Saf25kbHeaT+ruGkHGuYewID5mNL9iB3QOcn5v0eIF5Q+DDAhyVtI8LgAx5zgIH43iD57g1E98awg7bH1TsAeGI9DNTZBGFDJdx1XsiBeOBxm0ukmwgDjxets8SpHQuyUNBB4Mmt0F2YhiZt8hWEsNFE9ybSdAKGTH56E8L96CUVD//G6m1eaHKFICn6h3gN4s2k/P4mYsEDH6Akb+fp/TZOTlBTSn6Kk/3Qub++j0fPfR8A8M7sEdw7954Q7nWdb32R58MImbz0vTyOcqQ2kzuIqWXazg+YU+KY/j5tnr+M2PaDKV27zbPlwbRtfWRB4ZTel3irnOG0x9kNxHZSshZomlLKK+tu83eH8ngNsS2JlJW9qMncog9tvC/hzayADyRsM3gN9gWpW7ApYpI/nn/ZfvkA9mGO6Zva3MGibmtBsO5rbFfLcaZo2bXX4i5qfp947uKkvl5CWBufQLgv8KTZJ8Cv06d3pM6ZeqrpjjzmZM+Tsuujg80JJZUP/nsI6+Q24nHOB2sW0DNtVOLcCIeoxzEXBgKxEPBfNH9Z8PoWEN+zeI1+fBGncUjhv4zQtyeIy3yRwshBjMeaCGGvIB7bD7Mg0obT/BwOh8PhcDgcDoejByrS/BjsqY9V4ywBZf/37P2IwVIveR560k0Z2rKDBYua0EgLLiCWCMhz5MSBPWUxLY7VvKyhymkGptBJ/nTdS5n2cFKfd4ATacvjiJVhgtv3lXGnSCxEonGN4mbj2suIb/1OGeBy3lddOzWG5lOwFT8/2fx/ikBLYwmUUBnOAfgCxyFStFvoptFoKafkgdv0EOFOD4tCcx5BurbbEreA71Djjsb3NV1F7LVQ5gvpN88jVMBdhDZ5P+Iy0xhgrZ5I9J6ea6QA4NFz38f00Xn+H330e/j61bnHv3t4T0gq0lDxPScPq3YKeDdJD+uj6243IKZnWQwMNkAHwhhj4/kDxBqTafNXJNDas1gqr/zbLj1z+tYczQwDXqv5bqUc8Bz49eYvG91znj6FkF+WtAOnJd9HiO8/5HA8p1llY+2RpZUCYq0itx3f5yRxX0SoI6ZcbcNum3Wc9qaq85qzLskcqpkuq77mashk/CngpWZfwvuupxErVQHgJoB/1Dz/ZwAuNN89rZw57crDlcD8uPLRcOcgKJ0pcLLvuwfg85YjFYlf9xsJuwvb+zAQtFGzEM+TCOvYRxCtYzjH+QLwOQTHy2+x1727CH3+JcRONKS/cj7IyccTAM6xFk6y+KnwfJN/eImexQSB57mHkfJnozLNjycCqUympW0g9vIjWMdp99BAmGBm9G7ows8TC6v/LW62sVDMENuyyPMdDvYsQqd9g+I+hO3BjBeqrvKlFo0jxJxW2bQeAneaQ+zsPHCv4aZPz4f8XiDvZ5GdjhX3EcIm823Eh0bBrvp+iPe3RWPMjSWVf20rTNpXAHyieWZ5w7T5y/uULxwjTMKvIvQzHn+aDmJ5SuLDynOIL0QE5u2qbQclg5+XQiB0nH2Efs5jaR+BCsNUGfY+pdOQ75ibzbYhUs5XEWgc9D0LO17CCbVv+uguHsX3Tn5632PfBgBcw3tCVuQw+9bbiOk31ib4rOOA/j7bFtDRCb7SQbtg5nEn45XpfDz/b1H4uxRmilgQ8Qa9lzh4nFs0G2vtA06PPcuWWNvsyPcy1oWyC8R2Foo2JRvCB0DYcF6D7Y76UMXF+wgBl9nytrUBe/4DYmESe8Vlz26SFtOfLlJTW+7Sr6u0ZP5bR/D+pjff1iGOD60l6xKHLbGjWwU8ixNh4YXzYS5/AkG28DTwIy/dPPXlX/x647b11xGG4L9AWOaeRDDRuI1wUAHCluUBwpC6gHDgugDgrzXP/6zZQz1xnvZLLHBcRxjnU4R5ViIGYttUEto9jrAGfRiBzii/SR6B2IbsJoCbTFuUDvobCAeeXZUHElQ80Vwlcg6h7q4gnsqkyk/6/quIr34QE4R/Su/OQp+rA6f5ORwOh8PhcDgcDkcPdGimSjQK2kBSTuOXEY79fBcMS/K2ETRWbMjGEroxwBIuVn+KeoClB400Yqa0OCK5uAfEmrSU0wltuCsokTyxgwyJj2kAuwjSsBvh/b1N4PFGAsEOM9agNFKi5t2lPM/o3bR5vohQNjYKZuPKZVH7WKK6KjQmlQ+RtH0CoctdQJBA3VThAOD6hNTsVxCku68hlJm1nkDo5+xZU76XfL2owh4iNv7mvIs26ADAn9B7EQFuIEjRn0F8/5hIsLnvym9A3Od2cRp88eQOgkbtU3Ew8nz0yNo7AIB38AhmeMSIk3Bi5PwB4LbQkPSln6vSn2pCNB3/3lJzcfbA9OcUnZk1HYJ9xPfJsRaYxyU7GHqG3gtFVtJ5Aza7YQOxRqkLrCVj5gM7neC4ZNy+gZh6KHm9GH/HdKrIy5qsFzsU91dVHrSTB8Cm8KU83uo4BIeIL799qXn+bQD/NYUj+pPeOc04XfZM9RIFOkKoly8idgwk5X+G8riDvDsoOX4dVjOGVh00Jqbqp2YdfM/P/SmebTR87zQNcQH/H/Ar89//AC/i7b25xvAHFx4Ly9I/ozhZq7OLuJnYFCIy32jwq5RHIWncAXCb+x17gZS97SsI69Q+Ahvgq8CFRjt1/Rh4uelnH0GsJRLIvYkP6P3jCI4rbk4R9rOfRrx30w6kGojG+AkE7d05hCX4TUpL0r/3AnBHNMdMM+T+v4XTFN1lYjyWVOVLe5lmNG2ed+lZu8xmKqA87yFMSjyR8HMtpCYnrXKng+Lu+fgS3JONLdkp4Qbsy8y2EBpxhuG32wOhXrTbU7bxkN82gXtNvh6n0XmPw3Abifp5j/I4RaBe8IFRe16U08F1LI7mZ3k8zOXyLwri/eZT9s9s93OBnqW5riJM8NFE/zTCpM04QExX5SFvHZBlHD4DXGja7RyAWfN8W+IE5m3+fnq2vCMx3lbv+UJO+VY2iewR8zX6hseKsg14QK+l+70F3Lkwr8idnb2TxfcdPIJvf/d98zBfwelu8gCYezACYn757uliOd7FsObwlP3UAcJGeUq/v4VYYnKD3st4YXfX1oE+ReHLAR+g+Hs+FE5h0+t2m7/P0TsWwryNQPv52wgHkmOEcu4hbL54IGqbXKtcfKhiKi6vOXzgSnnN5foX/D1EByihnK0hnqcB4DpvJo8RyvNFxN7UZO58AcGWZQ+xV0BrW1YixNGHJ8seve3bZdLxX4Xpfe4K8EMf+S4A4Fl8FVfxx9HP78O3T57/Cl7H9Z35AvB//fzPBWr3r4Twd757AffuNAeLe+fm55wmnRPw+voKwr5P/t4E8HLzfB3A59kUQvB/UHk+hdD/iEZ/4bkQ5y9N4nU/d4f+EQS76icnwE3pf5coEr7i5hbCvuBDIZ4LFPwcwrC4jdDnpV4eB3DnYvjuRIBpXaS8KhjSt9uFEk7zczgcDofD4XA4HI4eyDz35korJMwWYgncbvN8FbGhreAA9sV2Y3vQYsqdVMUuQjlETKEu1LtpnVC/Ss/fRExFYkoEa+Nqatv0HQpShh0ENevVEO7e13EikVgDsLYesmVC4nsbgfakPQZJvVxHkLzyBY+7XYUYCMtV4ao5vWjyM9sD7jUa0HsIWpV7CBIgfUmfCbns8jziMcTaFJbSCi/hZcT3Ugia/vnEun3B8xNb8eXUJ2r+dcSeAnnMiKSKjVWPAXyA/q+lp2wIznPCAexx8zwwIyqudIUvAD9YewwA8A18EB/c+QYA4NvffR/u/TrdMyX1/1vN33tAXIeSlylWi7bgWH1wP2atjQywFxGvh3KfC99dw/FMjTTYKYRGl0aD53F2XsGOnzieDZy+tJbXvFcRxs6LCOL7XcRzEUutmZkicbLziC7ocEfGb1PYjqaApIdQwTmE5mKtlLy7CvK+OgHuyJy6qfLG7WlRGHke5HuMcrRSmvnD8eYipVVdwjr6+v25o6wGF3fma80HsIvzzbr3UfwhAOC9+M5JuO/gvXgE75z8/4nGhuEn8I3kdouqAAAgAElEQVSTd6889jO4/dhcq/K7N14G/p3mh7fOnYSJNET/IYIphGhmuM0fx9ypFAB8bgvAt5ofPomgXb0GU+v2JMJW802EpvsSgmMqC19CcKJxB6EM1wHMXpo/3waC18wZkv1B1r9ziJlX8v4q4j0K5x1QHv42Edhdr+Hhcd7UPgY6DlMW9SsF5uZuI56QXqYw+lI0ID588Xc1aHBtsDzrWdD2YIJXES9svGhKeN2BrIPIGOD8ysLHLjPXcTITzFi3zYciBtvjCG4hdCH2VDilMNqbYyqPNXCk/pZg0YvGHvB6wg2vPkw9QNh3PABNZp8E8PvNM3u9AkI5ziMex9IX3sBc7S9hpV/SZk+ajb3jrSH2yHWhUfPPOF8voHPueHKiJmCpC8srJM8PKZDg5SbRJu7hhMLxAzyGa282mxzex72FsCielOE+AleQ3RvPYF+86Xh3otTLGtvGCLQto/QrFjbweyAIRdg2g+lsJZvwlDc/psvx+2sIc7y1bl9G7MGWv5fwryDUAR9kdmFvvroEum2/W9c9bCJ2TS1hdhAEQW+HOGcXw3x1BWEO5KxHNCjeWglN+TnEQiamKMq8p+242R17W1ty+ZkSyLbpvHbnzl3LEEY2drAXfjZs4J8AHqHKFlofH6IE/E7//k5jM/syPo/PN/vST1/+p3ij6QvfenyKB6/P+8K5j+zjwfWmX7wF4GNNZu7QgWtGf+X5JQCvyNg9RKDC8zVBB8CFZt91E7ENF6+3nI40o7hD/+v0+y7CcvURiuMVALeFxvc24n5J/eE27YVl3/EkQj+XfALATQlL9ugXLgJ3+L0gtXd++OA0P4fD4XA4HA6Hw+HogUyaX0o6sZ54XkOspZCTaUISDyAc6w8RPEtdondjqgj15XjWe8EuPTOFj7+7jrisqYsCFwGm/H0eQUvIErI/BPDR5pnb8T5sSFlZoqalfzkOIFIXFPZFV3xtGshFS+BeA242feT1HeXlSmEXodud8msiY4SpdZoqKzS7byJQ+rh/HiJQixrcQXwPh+AB4ouqpXnfuj+/d+ME6yE8Y0rPIsm9foxg6M30AHGA8gpsDdcGQpkPwrOuIynHK4glbbvN33sIgv4T6bK67NGk0DgcOUhpd4T2eglhXtpHmIvvI/b4J2P3swjzuHR2vtvQoubpvGganKW9kbwBsZOaqZHWTD2LBm6NvmPxOmvm7iNmdQhYw5JDP0s5nRBwGSQ/QEy/WkMksV8jxxLsRU3A84ngwX3E656keR+xZ9MjI8w1xE4KhCL2NMKcbmmpuMz76v0lnMYObO2Unmdrrou55iLNGrCGUI3ngFt78/ff2pli2kzef4wfBwD8uHJIIfhhfB/fxw8DAKbYxR7VxcvNpP95vIxnZc/5I8A3nn50nvzaO3j86T8HANx7chOPX2jYG83fe7vvCfdArSF4BHwd1C8+ZG+BHqcw1l3AwFzDZO0L6O4pyR8+Btz7SkNbv4fYO6GsbbhIpgM3ENr/CnBuK+Rdvj2H2NRAaI4XmrB3gJP56c4x7LvihuLs3FHac1fABWQPfjIJXEd8+6jgNQTVup7wZSLYRVCLHhphx4LlJp0vXuNwTA+UKjyA7cJd0+YW1Sn04Q6YtwlPoGLn9RKCKxjWN8tCvk/xbSHQFrZhu4BnT2ygMJcRLwiCdQwfNLl9RBYz7vrL4PLu4mQ3f2cnqO41ZxmYN59MqjeBcHkku0PWF0/LeJoitNcziKm4AraZavrKjDzynEPYsz2NUHX36P30fOztyNpk7CLQ6M5RmKsTw+nPJYSNxDOI3f6zrSNviCTMi8A9urle4taXEJoXVDOk/19GmAvWML4tp+PhAtOP2QW6tfxOEdtBCpjG+9MIniYljjcQU2V5LrDWH36nqWfT5pkuEwUQ1o6rlC7bAMs8ekR52Uc8RuUAyReL8oWnfJhIeRm0ysE2lnxQA+LJRcbuEcJe5AWEtet5SodtJhFt7E8oT0zJui1ttIEw5/J6toXQbh9HfFG27B343T7iuVkycAOn18t12OsYC83Yy+9lxB6XrT1dbdvjnDioHLd/B3i9uQj2p4AffGVu+/r1n/8QHsX8IvafxB8AAGZ4BGuNndQMj+Btahg5eL2BZ08OTXepz/8k/gBfb+zHfwLfwLM78zD3cf7ksPZtvA+XHou95T5y9R38xfUnJZEgnLuAuY0VMN9W8TojdLont4Lgbgrgc83zxxDe30boX7cR1tfm98ev/PnJtR8//Oj3sfHTfwoAeHvvIn6AeV1Fh6pXEGj5dw5x0hfOIdiH3bwPfL6Zd34JMZ1VtvQRPV/ssT6EsC/ZRxiLQ2l+0k5j7NHqHtSc5udwOBwOh8PhcDgcPVCBr5I61fFJUqQj5E0Oh4ilY7st8e1hcUbf6zhtkMuSvkPEGiiWVkjeWerPVMBlqCoPEFNLRLywgSB53MIpKVwEbRwt5VtD3IWYZsDGtUzV2Kb3Uo9a2p8rMWDpq5ZaWs5LmOKnaSCWAfjYeGX+58El4E5jsPo6Tit12QEFgECJ20TaoQn/XxxNrCNIesiRwhW622Kt0UidQyx13ZXf6d3jCBqzv4mYtmBpgNix4z0EaRx7C7xtedvitmGqJlNVphT+GnCvMbp9HXO6hECke5q+wNo2AHNKpGjn/hChDr+MIPl2r36OUsgAOELQUnwSYc7jy3/PI9ZISb//fYT5Wt49i7AWTRHPv/LcxpDgewQtPIWY4i6TFF92yx5k9+hZxskGxbGNQOfXmiQG0+Is8JqboiqydJvDiObvPuK7cSTMITCjemTqr8xXMv/duY9wcel9xHMXa+9kHtHlsdZfztNrCHP6FKc942q6o3WB8aFKh+8QE2wgtBfXVWpNrM26YY0h4U2crFG39nbwr3bmk/r3GgofAHwfc3reB8lr3xS7eLtplx/Hddxv6uNRfA+btI+71JTv23gfDpt+8RV87MRb4Ecf+8OTsOKsYvPRu/ijt5oF5QKCFug2QvN8mJ5vYq6RErxFYZgQJO+/QO+/grBG/c35n43Hwt6Gy/PEzm1842MfBAD8YPZY7JVXhusTV8JayyySq9THdxHWyV0Ezatoty4AuCPOLY6poLW0SNsIY+A+An2n1j667n6852HKygQPKt78MC2ON3OMGwiT5tsIO0cZ+DuJNGtBqyG1HRBTFXjS3kUo9yZiuy+Bpv7VVC2mKBDW/4F5vqVud2Dnkyl3FtYRX84qA4fj4/bfh83ZZrsyfYFxySHKWmTZs+R6IoykK/mV9PngLt+N5Y1G8vh54MF/PH+8gzCZ8gbfdJPOfUvbI8qFkLwgb+LEHf7jiG2i5BDBhw05YM0A/LXm+UsIi8aTCKYboPBXEPPApZq/1vwD5hO4uHL9HGI6A4B5v5GNBx+06bLDyL5hA4ESsw7MmIrbIKInIL78+FT9PoXQ/h9Vv/Ht7ouyfXQ8HGBalqxvdxHPOexi/Cq9P6RnAQtHrM3vjhFW0pS88CHjMrrdob9l/L5P5WHavt6EH9D7y8Z7pvTyWsCUP8tTLe8UOd0dKo+eI9nLHdPfBDMkDVokqZN5Q9tY/kLz9zXEB07eC7E3Qb7A3Gqz5xEfSrtgCar5vW5ngbb3ZkjdzBDqlw+z1qW1Q0DteRMnxfjB5x7DzZffCwC4tTbP6w92H8NPvfA7AOZXYPBB6S81Hv3ewSMn7tFneOTkGPajavL/NuaXuX8MX4niEVwlyebHfu4rAIBvYYrffbVZ0J5ALIiUdfFrwA/9F989ef2DOw0V7w7mQj+BrMtTejfFqUtz//wbP4YrH5yv89/Zey9+cmdOefw+fvjkCpBrTz8f0n8SYX19AJysjecobs73W4hp+SIsMPciE4R1cRvBUKvP3uklehaTH+t6gd0ecY8Hp/k5HA6Hw+FwOBwORw90aKZKqHUsjdhDkKj9CcLpUktUdulbdnbAxqtArJ5m2sIYOESQZrNUwvCtDyBNIbCoFWM60mDPRxosXWTKgeSHtTFfxWnDY6ZwMD2TuWfcR/QlkBauItTvECNF694yLRmznE5wuPer97vNXzYWH0M7xdLYBuy9R6RCNznsFoKBOt/bsof4Utxp85fq//H14AmIL55kWqG8X0PQql9AoAL8EuLLDCW/TwP48Lw+n3//qyc/v0N1/kdPfAT4cBPRFxAEjy9jTmOQdAFg9lMIFx+ycfkNlWEp33WEejzEiaT3zhXgetP+UwTJ3DnK+1sgD4XsiMXqWx9ALLkVqpJrqByMFAOBmQysKbIu5L0K4J83zy8insdFk8IaIPm2TTMkSHne0q7HeC7Xd1tx/Oxxl9NnjYWOlz2O8tjdbZ4vq/DWOia4q/Iq9XxAYdcoLzcQ1q/n6dsbCFr9T8VJyHzxgL2PCo7p+RAxu+WzzfMLCHMHX2wKxHUheAZx/xHN1BQ2LCcS3C82Kf5DxH1O3j+N0Ad4T8Oee9dwWnvFFH7Wog7BBnC7WesenI+p5g/m68gPSHH4hVfnzire88KfnrzbxF18qHGS8CF8HbPmnqk1vIP7zZ5TnFhImA+dOFUI+D4ePaH3bZCXY7kceA87+Ldf+K2TsK9/d05DvHdnEx9/MayHG1Qv39n5SwDma+T/i788f/klhH52AYFN8TgCq4MYtt/Zm2vo3rvzHXwH7z0p84mDjXOJe0NvvzWn+jXxnOw1eIt0J/EcOcgR+qPuy6V3xEoeX0bs3MZag3cpzdW567HjMFVysSzzdLcQe5BjKoDgbQSOMTf2FmLVsWDI4Gyjw1mQ9Jlsypd2smc7jo8XIraxsty35rgJ7eIjM/VBp82bO76EkQ/I+tAqaeqN4SHCzhrG75yujpvztouwQG6gbCDwQsE2WHxQmqmwOr/sfXADaTuxqfr/IgasLMaTkEXpfhcA3GEPduzBSuqCD1IbiPr84034lxBYK08jcrF60rx8Tnmp+fslKDrfPK8/cmUPFx+d86gfxfdO3NM+iu9RTsL4ePbyG/jO5fkC8vqH/wr2P0f1L2UVmuHXAFyXiw/5oPQCBeZD+BZiCotgL7h9vYdwEHwLYU5m74kfa0jq7MUZiA+51xvBz4MXETYhfphyMHLm9lvG+3+OeLCJy+5DhE35MwjzHm+wJc092Gu3nhfZHbmsAWsIA+Mp2LiLbopNSuBorcXaropslk7C8Po2w+l1/BbitYUpfJLXKaV/FfZGjfHfAvi7zfNFxAcmeeb6Z8HWdXr/IoWVeZrXx22Eqym4nG8jPvxNm+fdRH750Ci4hfjgzHPjlJ6l75xHTMXkPZj010uUBq+5KTf1JUhQDL/0LeCXmvVgl97zcyMI/PM7PxaegZODyrdf/BIu0KngF/GbJ88XGynbB94JEd59ZBOXv0l7IzUc3sCzJ5cC/1v4f7DbXLL9LL6KX37sf54HemxOOwRiWy4A+NOGTvgH+Ek88sK8Hr/5+L8RKH989QgQmktkGi/P6Y0Aomp7Gxfx1o153HhrPQhCnwDwuthgXlHebJs2Z5vlGRDop0x3lbG3i5iezPaNpft13nPz/prBglNg3j9Xx3W60/wcDofD4XA4HA6Howc6NFNsLNvldAKIT5LT5u8MtiTlELG6sE36z6fcHIpfyptN2wWyVnqWJyGOT9+/dEBhmJLAkvTcuxaAuHk4DksCwHdepTw1aakPl4svH5aTv6intzGnawJ5F7PpdKRt2eiVnY7kSPWPjGd2boJEfNwnWTN3meJhOgPXOVMiamMbQUr5PE5oI08iaE/Me5AOEfKoHbowtWcjhHmpebyCYNz6yWNsT78TPv3E/M8jj7xz8uqRZrwcfuI83pnN6REXHguSvY+Q1exFyuwObp1QJXZoXN/GE/gGfgIA8N5H/gxv/PycNvFHX/xEEHxJNOwc4/rPIlBvtDaR+61Ewt4c1RQngrZzCFPU13Dag+IFnNRJhK8gtM/r54F7rN117ZSjCzznyNh9g35/BkH0fAWxIwWZL3itnFK8lsaa1yvNGGCpssTzZQRHLrxGA7GDCU3j0XR2ec9aL37eoDRvUHwbKoxgDfF9XUwR57zJO5m7+d4srrenYJftCGHCZG0/h30Dpz0Q7iKskZcQJhT2bMvryG8j0Ai1tk72KUyPZIcdu/SenWTpu7/kWeLZROzBkPM+pf/LmvkM4jmNJ0mpS/bIW0rtsrCBWOsqFPzpifNbfAKB8sbeYYV9yv5RzuGkWv7orU8APxUoBr94+TebEmziY+/MeeZbf3oE/MX8962vxVqpf/PNeaKvPT1v+2fxxgmdbgP38QR53pT7rJ797tfAeGdtrr+4++gmXm3614/iDn4PPwMA2PzLd/HaFxp2BFPx30Sgosv68xWcNMlbrz6Fc0/P8/vg3nngrXNx/cizXEI9A8I9ozR2ZmzScQMxdVMgY117U5Z2v4b/v723i9HtOu/7/ixnRA6lM1KG0hlWQ1nDiKpIxXQVRTDTSKnl2oplw1913QZtk9YCAjiBjaC+KNBe1QVaIOhFEzQu6gsHUYsGaQOnTpvAlhOhpWAqEAVZESwmpMIjaWTxyJwDcXI0w3AozUjsxbvXrP9+5nn2+thrv+9+Z57fxZl99rv3Wmuvvfb6ev7rWeVlgOsP3k8tvIOb6MtPA8uySKWVZInBVMo7i9Rj8roOfuDwkd1CfHGsDeZM20W/8uV0pEjp1C2PQBZcgLTG6Yzi2jbC5jhz1t5Y0kqOX3obBBZ5xoMJKy9C+Ad0jrXZL6PfEAJ9aSNgv49j8TfEx96Z2Gvg2M6nzMsQHmtpNxCfQw4+wse5Lc4ddMdb4q8WZy1PotfhD1KztyJ+lT0Pd2H9ED/bg4hSWf6Ud4GN7v1/FHGM8f0APrqQpzz0rq/ike45/y2SH7zS5c+DeBnf7fTl377vPnReZ/EdvOFiEPUOfL33REFT/p/g71yc+7fvvNC75oWbi8T8Jn4eD4QG/YPdgAqIHv6+gKjTfghxE+HPQChMtIr9QcrDR8jdOfpuYMOcwZ9GbLjC79+PmP8biHn4AQAfp2s+E+Q5/ed0rhtDdbtWF59BX1fLchnu/D+DWF/sItZR4V72mMqTRgx7YWP26XhPXBPi4cGDJiPUJrsC3OHndIWw5QQlp5cnzljSvkHnQ1j7uMw59C0MXkS//QzfL28gzEsOuFf6BGLlwc8awuC0svz4UUR3+CwRPsLl2ZwQ9ue744fRLy9yUvNJxAESD/Z2ESuvP6A434046uA9K44R8+unKP476E/Khn5cmAi4gfK2MaTxAPH5WU72KHrSxrtdPn7m4bjdBTd7YauNfeibxv8agI93P3zoNfxv+M8AAP8t/pt4zX2IAzWWdr+AC1l8kPaFNUoAcBdvwQe69UNvwLfxnn+9KAv3fx3A36NwHv8eAODen/gWfgz/GADw9TfGZ/7/8MO4+4v/HADwld//E1F+fz+A3+yOg2fdTyIqgt8HvPZ8V57PEV/n84jt6C0A5yxV/Z3uL/cptun45+ha7qv9Rvf3CfS/i3BfjU+D8B19EbFsnyC+/zuI5VKrw+SSmNbyv3Q4LvNzHMdxHMdxHMepIGGZ4j0RLJmfZkmxLBNAnBnZhL5RKy8qCyPc3NGldh0P01l+UAJbnVhiwM9uWVmkVSNlGbMkFNp9bI1iZxh8zGZz+bpDmIfQpRj73d8DI605yOdkZxhTwdYojotnRXmPrHP0Fy/vd8dhBmQKmR9J0d5Cm+bej1hcw8zYmwC8qVt8+8oZ4uzdAfqz1YEXgYe66zcQrV6PLSxSAPAIDi4sUmxheg/+JYAo8QOAO9jFu8hz4138MQALr0E/+u1PXpz/86/9fQDA5jNYWJAkHwPe/fXFbOiv7PwN/PU3/hfxt26N9oWF6i5icX0ecRL1w4iWphcBvMRWZ8Rn5v0yAq8gyggfRn8yOMQV5IUPIebbo+h/Or/c/f01AG/qZDOv/BSig4Apy7YzL9haonlTC/8H7HZUSotZFhbC2ad7uY1guA3iOPmcli6u31hOBuhKhi3lmGeo2XKyib5UkdsZzeJvOV3iNEq1QyD0J/g55bNo7QI7IzpDnLFnRyCsqrmDvvMOAPg0YrvxDPoSwae6vx9E3DtvA7pKAoh5fYLo9IEtNnvoezQDFu8+lKN99NuD8DzsuITN7bcQLZtHiA4zgL4DlMAXKfx9ij/HMhusUexZ8T+iaz+FaBG5geg18ZF4yV3ELL0o83TtS+zcDP3N5MN937wfh7+0eOYT3MCtexeNwfvZivktxCxl768dJ7hx4c3vvXgOb+gcLz2A04VFClhYpYIanhR/9/9jAL+4OH73gy/ipx75h7jEnwK+8nzn5e8hLDzpArEtfB+F+Sz62zMFPkPx9/ZZ/BTi+zpEX9XEZRp0TUDZVLnXhxzDAfreJw+641MMLwUaGiOkHLm1ITGYYvO8BVfILLXhNT6MZX4bkgmMobWZjxsK1okONVpSuJpCXsNyQtkgW4M4zn9uQMK9e4jvld8vHx9kpLWEE0pXq/eiuZuXbt+50Q6N0zFi48jrzUDHSke9GOmRcl+/7Jz+shc/YNF4hAbhlU3gQpu9TeFTfj78SH9wRtrrsAnhu/BlvB1/dHE+DKLe2o02buLOxTqoB3B6Mbjaefa1fqMS2qzfRqy0/zU9D6vffhvAf9wl60eAX3nkbwAA/vs3/tcXGyH+i8fe2z2N9CpE3K+cv7tNu7vTbzwoe+31xcA13BvOfxMxv8Ig7CFcDLZ23hcnfb7z2hvwCt62+M8vIEoonn4AZd5PnatFTmNuXSMLuFbfWOsXAkd0n9w+RKsjOS3stY3rK5Z3y/XBEl6PJTs94fwZYtsp13LlwAO3oUlJ2UbyM7DkmwccoRP9BOKaMWDR6UR37o5y/eP0N1QoPEg6gD4puYe+29Ygp7uJ/iRyGMwcoi/F2qV7Q3pCWjh+zmf5bsO9HOfQpHDI6ycQ8+LAuJ4J8Ugp48/R7yEvfoHSIN3PB6m7Vp5fRlxryOXzOeC1Lq9u/RXgVidz++/uwUv/9x8HAPyXP/M/4NfxVxbn3w68/9/r3u1vUzCPoa+kBfAW/KsLD35vwV38USf7u4k7i60/gEWb2I1J/gkVn4/EvXuBXwLe/dXFCOlHHvnkhXzwVWxFl+lvxeXNcr+AOGn5k4gDxefFdRfry44Ry9lTdIH8hlhOqtVZX1TOteSg+7tL8ZcO1LR0T7u+ymV+juM4juM4juM4FSQsU7me84D+zMXQCHD1/uDzYcuEtSEvz5CxFJA9D5WaGWvzT5uxYZnDEeIM0Bn6e2FpM30tvPNIcj0q5iCfl/cqYOcSLFfl/UesdIVwxzjI4PBDPvImdLdxsXHFXUSLiGbEZAcKPT6PuD/JJi7S/ZpxOYXDMr7vw9cv/n+zm3F8EN/EA917v++738b2c13evow4Qfgy4izYF3AxcfryN4Db0SngBU/sAPf83fj/+39k8feHv/+pi3OHDy5mEZ/e/7PArc4E9VZ6ppfQ3zSYNxYOEr6XXkX0WvUvgPMwY3tC+3UhyvhuvQo82l0fsmU/WqRu3Bsdrnz3jffi1YcW137v1hv7aZlEDuqsJyXtnLSinBq/sQVHWrs20d+fSV4nj5ktcU2wxEqvgOE6zUkGzyLzgna2knEa2dLGyPZSSyPnCeeDdl7GE6RLT6DvAOLH6Rpu99hK9VT398OIViC2UD1A14bzLH+T8qiQL+9ENHuc0PWy/QnWqOfoODzDFvrWNc6v8GzHiBXci4gyvwdxeRNoYCH/0yyWJ4jOLnLUS4FTRKvZR2Dv88XnnzHCCZKHfSV+lvBzPjyDi/f28e2FEQzAS/jj+Os/8ysAgF/C/4xvvH2xF+KP/Yf/LzbJgnTWbel02L2rp/DD+GQnBX0PvoQfvbCMEZ+OFqnPgnRc3wB+Oli+HgHwE/GWIB28D9/pq1Oep2N0/w+/s6z+mwBeY2+N4Z1/Hn2LFKO1XfJ7WnbfPddiPYRV57XHLVOO4ziO4ziO4zgVJCxTKaRrcB4FXoVZ2vBsO+iPyrUZwBy350DaZfm58lsOHD9bo3hneLkXFug8u6DlBTycZhSkTc52Av19tuReYC2sQYHbiDN37Er+TITPrvy1xc61ljnO5z0KhxbFyv2Sgn+Hx3DZInUO2nPqdUTd86vo7yFClqmD7jR/4Y8BL3z5BxbH7wKevHDTi4t9oe50s2734hx/7LuLKbDtb5xd7L2BryMu2XoecZ3UywuLFLCwSoV5Tp4fe+EI+LluQvGevxvT9oHHP4cv3bvYfyrsS/XQ3jfw0oe6Rcf/4J74HAeIk5H3o28ZunCZ/gD6boLDTOceFvmHxeze3U6T/9gDqvUv7K11ght44N5FeK9+9wF8rzt/GV8zdf0IHyvXm0D9LC47nchRKGhtrrRsabOz1kzzMfpriXjGny0GYdZ4U/w/nGMnUpqbdrZYsSXLgvNF5vUQZ+hbz0Ja7lB4T6C/R84P4jK3ES1LT6HvsAjouxRnKx07g7qDmId3EK1R/L54vyYgVuTSiqdZXthdeWgX2KX9LfT3fGSrT3i2ffSdhIT4zxHbNG5UStay8Bpz4KIuvrQ2KvBVSqP1fR3QOXZuxmvGQ5wvxvTeAvDrncXuLwOfwkcBAN/9mXsv9oj6l29+D/Dmy6l6tbNAfgnvuTj3z/A+vKUzGb0HX+o5sggrjOTXdty1o9tf7Z8PezFeIlikPtf9/SYQ38kLuFC64PPoL/C6TeevMjn+GHKur3OrXjGYGqqEZWKWTWvf8gHpPYmdTpTK9qzrawef7J0npJHz/1H0BwdDUhGZjpxGOCXJYEkIxz/kzSgX2VHQHG0AfY9H1rWcF2PljbzP1x1EqQgvEj4V6enSyJvzBb4JxIbnOUofD9pejnG+cgzgTy2ObyF+5Z8AQsP1An4AeNfi9AnehG9gIW34YZYBdGOGR95+sNjMUCLGFOedtO82+s1uaEx2APzDri376W8AtMfhhfRqCUsAACAASURBVEfB0CA9ii/jpeDB6Vn0PesxvBfXhbzxVcTRKctfOL8fx0WePn9P3PCR5ITfenHxTt788CHuvrYYtb1y9wbwmftjunqLgldV7zmrg5vQ1s6OSu+xmvOUN0FZz0lPdfLeEwy3tWfQJXzH4nyo/2vkPKk80gabDDvMAGJlxFK8c8TBwguIg5XHoQ9ywu/SARK3P6Feuom4aepP0flPd/8HFoO2D3fH4Vrg8mAB6A82dil9B4hOLLS9rEJ47CE21NgfpPMvInbKn0DMl/DM7JnZgiWP3C94kcI5QqynP4XY1km5ptyLVG7kajlOoLY9eMX7tR+/2N/w6YOP4On9jwAAfuhnPnHhGAkAvt1ttvi/3/6LMchnu7bgfuCRHzoAsBhMXcj2Pg189OOLw0+gP33bY+EI8GITYAD4p9/+M30nSZfg9uzd6Ht7+q3u72OIzkLGGDjWYXlOqdMJ7bd6OaPL/BzHcRzHcRzHcSqosEyx4wJLkiVn+tcJdipxsVwQfbezW8p5LRwOYyrY6QcvCpauU4HFrBPPiWgWJmvxc4otup5nnTg+aQ3SFjfz+RQ868hWriP6jXdml3ITLr/BevF+XJ4/qpEesgv6cP/j4pow68UzhjdoFopn21iGsqv8zlLUbVzMZL4C4As/cDl5L96zsE4BeHn/rXjDvYupsd/FjwEAfh6/iT/Zafhevvet2P3gYvb4T2x8pWdRusiiV4DdsEfTs/GJeb7yCLpj+De8doYbb1R0dq918o999NUcvM/UhdMJvvGWiFlKkkJqQuKfAF7q4vo/OJzFuW+99lA89TlKCx/jD9Avg871onTWt9WCbg4jx7qvtUub0NMvZ/tP6HgoPL53D/Fb3BXH4V6ZF5pVSTp1SmFJ00PNxNLCQ/QtUiEv2JKxi37+SkkvyxBDmOG+cO1NxDr/DNEac4vu+yCiHOvDFM4W+jK2ISk6u04/QnS68UHEtobrPyCaaUL4wOJ5g8xuD30rULj3AGk4rfvdMbvXZrf7APA1ivPT4jpJqctsTkvXRr4E4De6Z/v5Jy9ciX/q2Y/iU/u4TNhq5DX0JPl/66FuA8L3ADffvrAG/dAPfRbvDfd9PAbx8H3AdjAYfn88/0/xZ/CdzgL2rWcfiuE/jaiC+GZPPN/9/SxiX+82+ha9677vYUlfvL5OrlwzlepcSg9CyxpQtYhnIxEO71WRGkiVULMuia+Va5ACJ3Rs+e1nuRgf56Qt/F8WpfB/HsDwIO+AjocGpTINUtoXOrD8XiThefj3A8SGZROxMT1DbNxayLZOoHstYuno3wHwn1L8ki8i5ueDlD7uELA8kRunE+B8sR4KX3hv3HPi+wE8vRgsHH1oD/jJTt/WrQf6+Fs/ho03/sallNx88g7e9mYa+IS6/M0A7f3b81kY2APw4fu6/3wfgDdeftK73SKop//5R6L3ohcRG5WXQNrxM+B+fkdBfH4bcc0Ud4CeQnzP3Pm5Ddz9aHd5N6j6zV6i+mu2gmb9C+j3QZxrSKk8ecpJtlSYG0h77bJI1YWW/Psc/Y59OD6DvheWtcaL1wSn+hRD0j5tr65NxPfIA5stSuMGYm22jzgQCu0rr9Pl+lcO1MLEFq3f6YUDxNqTZVvWJCeva+aBAucBt7n73bHci4zX3mprxkK4IS659rpGQhYGVDzhyHt5fZaOW/cjOb3P4CKPfvN3gEd/dXHMXRreMznAcvw/jU5GD/wt/DL+zfcsFhDf+IWTi/VT7wWAP6R7fiLe+5Un44TdQXhHrwAITfBdAJ/hQRSwKB+hvHJirf7fdaW03KTWUum4zM9xHMdxHMdxHKeCkd78JJaEYIr9iqbiFGl5l/Ucmke+3BmVC1dkibCtuFkGwVYPntFjxwjbuLyINRznzEKGOPk+hj01Bd5Nx/t0DTum2EZ/LywMHPPs2h7S3rSOEfPlUcRZmz1Kf+syeob+XiT8HkMaP4gol+D3FSQOLAPcRJxd/TzirOenATxJ1x3QcTfDeQ7gvHsHn9vsW1ie7hbSdhKGVz78Nvztn/0YAOBn7/stfJUEek88tphRfBu7wHs2Hn7wZeCpb8cnDvz4fcD2B7r//PvA2V9aHH7jjQ/hk1hsOvWv2D1fsEydU/j3I8r87t8kpxOvI+7zwhbIzyPOIu8jSkj4GvJq9UqnvTjYjtapffQJHgxffB1xZvAc0+8M76w/q5C9s5Wolhvo19eyjrbUKKxGkHsVcTti1fWc9pRVT2u3NtBv51KSp0P0HSYx+93fAzr3OP0WzvN9bJV6AH1rE1uygtVrB30HIOd0jYaVF4fK8S5im/I4hcn7iR0jep09Q78GD9fcRr8NzuUUMY9uINbXrEw5Rcwjq0xMAeXXrf+pO/hR4C2dSI9V6C928sCHfyBap55HdJJ0P/A39//q4vg+XOxn9f6N6OEPwIXTo6984CF8Hd8HAPg4PoZvfPvtix+eQmzfngJiWQjv8FXEPuo5+nJ2Vimt21KbVWPl13A+NhxMyYrMqijXAW0QxZUGN0osPUgNAoYI92oyQzbh58oBWZue4y1Jk1lYA8KcZwoN0hli5XyA2CCx9O1U/F8WS46PZYgsITmn+1jmsA1dnnAb+oZ/ua6Jc+GBrXSBGzr276Q4ufPPbnRZVhGe+VFEff0++o18yItb6EtSwvV78dJnH45ytSBneBb41t1F6/C/fvQv4W3v/KOLy7/cuQH8icd++6JB2PutI+B9Xar/Im1IyOxgIYcAcPYXgK+/eRH+38bH8Hv4dwEAn/pat5Pv0+hvUng/HYeG7TUgejk8he5ZjeU5LCfh7/lRxIVg/8/izys/HQdwz0qZZgjjEHEwpW0u6Vx9xtQRtdLuUlqELde1BLS6ko9lZ44HZDnrjbWBlYXWXp2h/61bMkfenFauRQUW3/xBd7ynpEV6Zg3XfhFxQPUq+ltisMyNJx21SdlS1/vaIIffH3uW5c3kgbix6wfp3DH6a7bC89eux5H5EjjCuEF/C8IzfRK42z3zXX4/3WDvxQ3gvBtsvQnxlf8D4FvdyOpv/sJfRbcECs/8hR/sbUcSuIu34PfwZy/+/61naY3uAV8pBmO9QTgzNMntTIXL/BzHcRzHcRzHcSq45/XXX7d/vOdX7R+vNLx3k4Rn6HjUPzTTliJnQa2WFp4dYwmb3ARXS5eVXm32cczsxj76FqMH6Lcwm/ccdE9B7KmQ08XPHc5vGL+zpe2A4jlBzPN9xBmeLdR578tln46D8wy5UTMvwg1wmtjDlMYB+mWYrZ4s22BPUeH6xR4beIhu+2VcWJTw2Bn+3DsXZqcfxDN4pJs6+zH8Lm5+azGjt/n7IjmdsvAr73gI92KxGdUf4e34P/HnAQD/DH8yWqT+UfeuPknxv4Tote8AiFYkadEMefgUYjk7hC6hPUR/wTbPGAceVM7xLOod1O2RM19ef/1XrR00HYX6NlJKcdh5TAumdHShyfxS1wO2/HwKT4jcBrDMb1c5fxvRCsMqkGcQrSdSvSD3OWJkGxrqc5bNHaD/3Fo4HKdlmbIcd3CbqzlAOkNfmcHOoALP0DVnyNtLSjL0rjQLnLQMrhLOz5vK+QPE/HkCeEu3t+ObEF/VX8OFVO9tv/iH+K/w1wAAN3By0RZ+He/Ab3feKD77+z8UxQ4fB23Q+08Q32PYcyznfSzTAdz1wGojGwympqy0lwUPVqSLUeDyQEb72McMpnLgRijEz+ueOF1ys8XAIfoNmyYz4efgyk5elyKkgdfMccf+AP2GTfNQpCEHOuEdsVvqO4jrjDjO59B3mc7Px5rxKeHvZb87PkB/ABnSZaVlSJIpkd4ZWc6iDZwD/0G/aH2o+/uXETe4fetr+HN7vwsAeAJfxHux8Br4Lny5F9JpF8+3cR+e6jah/Dbuu5A2PPu198VBVOcRqedUiz344WXEcv4HiN6xNtAv/6Gh4UHzMfoDVV5jGNDWSy5LjrV6fDBVRv1gylprMpeOZIrcdp8Hily38fYVU35TcoChTb5sof8+WH7HHvxCnaC9IzkI2O/+3ka/Ik1JGy2Pi3wNoOdZ+F12/A+UdPEaY14zdUbnX6AwD9H2fVl9rvBbq3haEspIKMN30C9DPxqve7jbcP5NiK7PfxJ423++cOf3Dvwhdru26GU8iM8dLhYTf++bb1xMJALArwK4+zvdfzYQJfq5Xi0dG8v7aDo/rTbSZX6O4ziO4ziO4zgVJCxT/2P349AM+VUYGec8R5iVOMf01gsN3p8jzBwNvZeQXp4VY48vuQuA5Tl5nn/n8zzTx7OBB93fPURvetLj4JDnwpx3xZKtbXE97yEVZvBO0J+ZWzbS+Ya2OSZTYpnKQZO5PYhognoknv4wgJ/vjh9F9GD0ljP8O+/8vUsh36B9Lr6Od1wcP/el99N+UYizccHpxPMsp/ss4ruSEsinur8/h7518re6vz+IOGOcY5nSnJVcH9wyVUbaMmXNgLJlXJa11tapVjP9c7UYlBDqOXZYBMR64VH0zeKh3rmNvhQ9BSszwrttqVwZehdcl7P1hB1N3MZig3p06dPaaD5/hvjcV6XfF8h9niElh3RQ1u1biG3gsU4u/hhd8rMAPoDLfBJRnfGJlxEto/8Xrsb3t/5MKPO7CqQ+Jq5oVtXB4g+5pFLeQ1/+FI5ZcmHJ6ko/Wutj1yQt5+gPmkry1fL8FzruN8U5TbLF+XmG5Xu9kWvAwnMsS/5iEQbtNxHXHe3hYqBy/yOxEXgM/QYiDKw+dIZ/4/7vXJz+XrcRMM7vBV7qnu0lAL/eXfAaYv/lxfCuNhBdwMq1gUHu8ChiPj6IWM54UHUb0QvSHcSOBneIeMuA691Q+WCqjHvu+V+6NvIIeet4NDn1j9M1x4jlfq5chc70Lvprpva74y30vaZpE1d7EG7WEvEErPXLrdjv/h5Ar8/kBOcWHX+ermeX7aEuZffl1xWZp7JPpm0BsE/HT0ZvuQ8jrkPmLsyzAD4RJhJvIb6Xg4F0OMvEZX6O4ziO4ziO4zgNabxp77phydnkiL+lNap2ViHMCm2LMFKzRUfQ98iS3oFSTg9SDM1WWrKI2rjCfbtGnLfRn3VjORc/p+aMYxWzPWwZke9l2YTnP0K09B1iIZcD8NpXgc91sr9XECfM9hFle89v4ntsTXqp+/vNeAp3ER/zaaDv2THAjkNCOd9HtEzeouOvoe+pMJR53s9kE33LLOi8z/I5NfB+RuxE4Fw5z97chjY7ZUm3JfldZX2VE+cYpy0tno3D4HqerS5BwbAv4trv/rKViuuIY5RJ/gLbmNa6c0DHqf25DtF/Bq08soV/1Xs/lZJThkrKmdZGyHepbZR8CODJ7viZuJ/j/U8C/6g7fpRu+8SrwMVeVJ820raK72mOzKvdzhxM1SQ6xztNDWO95pV6zQHqXliu553S8LlxZtfQcmCirTs6R18D3tJL2SoKNTcI7LVNXsMDFd78FnS8bAmDFZ90k75sLE9VwcPVLvBap+O+9aF4ySsAvtAdbyAOoMJvgTDgOufyam2kyd6ewvuS7mD5fQaX6Q9SmE+g7xo+XD+vithZV6xNaKXraqAvLQNi3XUH/c5s6F09R9fLsrqKslvSXmjPb4U35bNwPc+SOzl40NJ5gP7gi++RnnNZBsfuyA+hb2HB9c8UdRHnLYfN3hRDvciDAJ6g3ESbrR9av+dUfuXmZ8mkQEnaOc+OAASPfI/jYsB7awMXZefWxT9YfPOpNdOlXNV2rmZMYt1TMznSx2V+juM4juM4juM4FSQsU9riS74tx+NV6xl/uT9SwDJrb9D/j6Fv4JlizMzRhrhXS6fcc0HOhnD8PAO2if5sGOc1ywI5LTyzn0rXOsxo8POz1yJtljhcF+Byseq9hFaR/7nxnKJfbjonDq88DXwh7PMkN4Y8Ns6HuNhrIRAX2r7Q/f0BxG90D/2NLwPyuwi8TPeyVIXTc/089TlTwJZxhr+tYJk4RFQGfBbRm9oO+uWRra1SjhrCLKFVfZJ7v6xLc+T0VhqHPLvmxM9WbbYScVsoN00OTmq2Ea0Mm+hbDIbSxXWedECh3deinpf5aYXJdWo4lpaz1t4kW7djuVbRFnAXeWy4B3R8C/2+S8jzqfeZW6e+XWuGnnl8vlesmeJbrA7J1Os+NAmBrMC19TCyk62hbbC3ifpCaA3+JLyWKYU2yLWei3X31vtiLbdVeVjrAVbNqfgLLD4MLR+HNk/kMrXqCmeqeIekJUPPzN8ye8d7HLGz8W5xD3dgwo7tH6Hf/wD97yJ4MArhsFtYnjTgb1t6quJ0at8Dy/wcpwU8iNIGUHICK/j+30HsXL2Ky4MxoL/2M2dCT/uGpddS676h34bu1eB2Kaftk+Fv0N/aQZSWXu603kQcNJ3S+V3ofRf5THJQJAdtAbmZr5Ufueu3LXKu43RwungwqT3bMlmW/Do3Hu4DjoXLyHNDFzYkd5DtjMVlfo7jOI7jOI7jOBUkLFPaLDbPFkk/+2H0zovop5xpsDwcSecCmuTISpO1GD5nhs9KW2rWj6+RkkrtnlTesmwQsGeYeEM+nu2XVrJ18+QD6Bux8nk5Yxi4LjM3spxJa68sP5rl7hb6i+WlpC+wTdcEuOzyTG6wUMnNeYM86gj92UKW7bKnviC/OkD0ziXDdJyxaCoJllDdRn9xc7ie9xw6g74hKltkc2bG2VlFsLoMyVc0ZccNIy05aE4PWKUyZA3n+DW1gYxnKF2yvdbC4f6KJQWUEkWOU6aRpXLcXrJKYqgd1Z5nirZI89q3hb7knevxGuvUmD7fstrf0ni0fllNWvl7XsazThmHO3FiCmR+WsXDWB7RlvkyuQLnhorXSWhp3xbXa7TQrkssGd1QBZYzSOOKf6jAa88kGxmg3yDy73P6mKyGWrKvXMOdGSaUGx5MMJwvc8mHIWQahxpwXmsI9BtbhiVMLP/jCYxwnn3APog4cOJyyOsYmBPlWk6X7PiE97lNYa7DO3LWE+7A8wBqB7rMXMqSuZPLa3N4IKbVaaEJ5++FO8M76MtlefLBqtPCQOw2ytq6lERYrh8OcLpyBn9WGNz+B6y2lPOc2zSefB3yrMqTchraIHuK+qe0L8LSPn5+9k54RueZEvnfqqXyY0ilvfaZuIy2ypdV5rNlzJhymcKU4Wvx5MfpMj/HcRzHcRzHcZwKMi1TclTWcrPXMVijRemdzdrTRlvIPibeMUw1Y5ET59AxYDtrkPGtchbKsrpIi6nmzTG16PYG+gvEQ9jrKH/MRe6bYn3f2vlbiLI83gvsa3TN1xDzUTqPAPoz1ENWb37Px+I37dhxpsKSEA9t0CvvBfoOGDgcTW0QvFWeUDzs9GIPcdPqsJcNhxVgKRrvxWbtc6VRIluX4Umvm0DZxtpSgpdygGGpEc7FNSnYoqOFJ5+rlVOHsbP07Iwj/D+gPQfXwal9GaVCxJJ2tqRl/0P7zkrCt66dst84B6Z+p6uQgObHWeHNjyNgTffcSGUCVwj80rYxPDCc2mzfgtbemYbgdVdzyg9ev8cSytt0fovOc0MhG2BrQ2AY51c9sGwN52Huc91WzlnfTsotac7m2tbA9iq9B2e+DHVGc9zu8mROONY8/AVC2Q9h70EfzD0M4MXueB9RciulcJb3S03qbckD+ZiliqnOtBxstuhT5Ei+rev5vhL5HMdzQ/wGXPYmPKYtTt2TCvtEXJNap6ZtuzIUtzaYnrKP0DJcS+aV+75W0eZctT4HMA9ZbD4u83Mcx3Ecx3Ecx6mg0jIVsEz4c8baNG87cQ1fO3eGzOyp87XMzUrJz6btOXaG/kbJPDvKzjZkWDIObaZjHcpICa1ksK3z5arls7O+jJX8anIx6YRFk4IHL3Ln6LdhwdnLq4h1G1vjGWlVSnm/0yRtsg4Nlhm555+WTzlWjzGbp5ZaqWrjCbA8cwe6Qw9p9WvddraoG2v7CDn9jynj18IB8tOlteVzt/zUpG3VkssWKq/SZ5iuL+yWKcdxHMdxHMdxnApGWqaAeY/WcyndQ2qdmNpKwC6wt8W5uaDt1SLXzLEr7UDOurOrVl4cxylnTD2wif4aG3YGYYUrLUzs6IXXN23Q8S0RXghjB3EPNsspAVud+BptOwK+lq1Ysv5lK5VmsZrCGlASXs7MudYWyD36Qj7uIeaztMaVuB1vRcrqMrZMj6WVRavFs2kqLEuZsiwr1ljLTsm6+pJnqrmu1krWIp9lGHX52mAwtW5YpvXr0ilu/ZzcgLM8ZU6Sv4BVwco8kXu3cGO3bntLOY6zHKwOQcn5IWc3fF+og9jzHg9aeEDDzfymck7uo7dJ57VOvtzHUbtPekuVaeGwrWs5bMuzX7je8rg6hpzOpHbO2otzE9HLKdBvR3KclNRieVmU52rCnKMzhlyJWW3HPdXZXtYzL9OZx9TPpA1FVtW/qovXZX6O4ziO4ziO4zgVXDPLlDTT5sgpWsZb4l5zXWDX6JoUZI4WKg0t7VvGb+GZ574o1XGc5ZGSVFvyI2lVqolng84fYSH7Ay47tJDOdeSxhOWCQ9fLva80V9tS2qe5CQfyrB0l21doaZSkZHal9TxLyPmZw7vYxfL2KZyijRoKcx3axdL0SXfvfL4mvKvG2Hfeup+4/PdyTQZT2mBGenZrHQ+fWxePMLkED1JDGxKuyyAqwPLPMFgKXpiOcT0loY7jtCPVAQ2UrJ/hDh5L+HhgFeA2T8atDfJ48JPq+PNkmvSMyxNr1vrksWuZ5HM9TnEGKeTQvl0leyeVwBK+m4h5dIY44M0lt78yZi1N6XNeB2+2wPRrz9eJFu986v1al/9eXObnOI7jOI7jOI5TwZpYplrvNxCOx+xdoZFauHdVZjGkdANYzP6FGcmDpaamDTxjGixSoXzsYLFHSLhu3axuq8DlD46Th5Stja1fhqxIqTaK60HpgCKkUWuPWQp9QP+3vAOeQbfA5bT1nF9BJbFF4T0nrg/nj6Bb5obi4zTyM2me3YbSCyzakNC2yPByaO1NrYWF4aqpblpzFfNlqr7yXKjru6zJYKrWRaO8X0ru2JtOjdlxalOlFWdtXK0+bHZ9HsI7QWx4tsU1q3D7Wor0jgXorn7n/AxzYs6VpeO0YsykQestFsaEoblB30ScGJMb70qvgEd03y5dK73apaTgueuK98T/eeD3OGI9zgOYmokwXvvEUvDAOf1upZf7CcE1Oq8ry01X67XXpWvMhuKc0iPgWOQEwTIZ82ytB2I54eVeg4zrSpiTX4Gc7/gyLvNzHMdxHMdxHMepYE0sU8zYmZiUNWnDOM/kLOJtjZQoojK+lqN+tuLsQZeXbFNcc5bIscVSW6icI8VYhaXScZzVUbpYf+51odx8PVh1jqCnN3QhrPq/ZkNazRqyQffv4LLFi/8v26XbyjVMjgWGLUma999NkVYtL/gZavaVWvaSARlH6ziX8QzWO58zmiOZFgwpvEr6hWOtbakwVtl3GnIYNzxcqhhMXUUNKKC7vUxdO9ZrTu294bXJjQoZyxQf4pWN+dhBlmwc2GV6YI6dhwA3fjIPcgdSlmcpx3GuJiXylDNEKdxJxvVTo8V/jNi+bCJ6nNul627T9dqggb3UbYnj0jYgxLmBvozwoDve7/6eInqXZZn5JuKAkNOtxWH9H1i0AVsDv/MaML6G12YvyxX6Mlh12U3BA/gxywxW8ZzLkNmNXTrTIl7t/KrHF0NxD3+/LvNzHMdxHMdxHMepoMAyNfeZiFymMpvmos2YbKEvTUjFGV7bKdKbKWr3819AlxDKa1LIPUTC86yLmX1suZjDwknHyWXVM4BXBcu5kZa3bJlhydeq4DSyM6Y7dLxP1wS1wR1cfj6eteWNgoG+E4cx8P5VIV3Bc9/jlIbnEK1RB4gWLZmuHNjjXup9aV5u5fk5tRFjFv3nXrcsOesuokXUsoaOcV62ClJWnKnjKaWFE4kh5w/Lfhc5y4IiBYOpOXz8V4FQ4W/BLnxDblfZq9BYOB6WItS+ay1dV0nakELLN5Z5rLrz5LQhNNZjvpVVo635cOrZEMf8zU/pDXQKb4IpabbWWTpE/zk1t98shZPh5nTEDrq/j6MvP5Tx8P930C/bpZIv9rjH95a8x7l+W8uQVuXI7FrEz9JSK86p17TXLvVYleSuNbVr+nI8YVp9q6nzKj98l/k5juM4juM4juNUsEbe/CxzW+3Gf1Njjah5QW045g0RtXusc2PRPJXIWdWWcTBzeEdT0nITzjGsco+Nq8q65uPQN3eVv8UpCd85WymlM4JQXrYRLSat5c+l9anlMIfDkPtFpWb52Tq0o/zOqgqZ3tSs9jn6ngVDmtkioe1vdUrp2kV5fRiu2UWUrqfuk3tYtqqDS6yQy/LOVsuyPN8uS2ZY8wwpJ2GrrpNz8q7Fe7RUEtJiPhT/mLxq0xdd8WCq9kVoZnN+8asuhEA6DbKQlqR5ik1wtQ0Jp2QO72hKaszWztVhju95Tmm5KmgDEu5MbyLWqcfo16+1ZYQbf5Zn54THbpeD97sT455DxAHKKfrPmkpz8DK7g9i25EqutH7BGWKe8tqnkL5D9AdWIf4NxDw/Qn+iMKcdDeGXrnFLSSUlOWkpKSdz8Y4G6GvmSqVtOQNSTc5peTteFXN3DQ701/LXyFnL1hoNT6xoaDL73DJkyZZz0jWMy/wcx3Ecx3Ecx3EqmInML0dalpKnzHWR5xQzQ7UWqZy0lM5ErHoWZV1ZlsyhZqG3vHYOnsfWjbl+F76x9DQMzayy/C3HAYOGfG88Owv0m/Khb5stPbwJ7olyPcvm2Ep1A2mveGz1CpTOHrM1gmWDzyHfqmd52Mudda/ZI6rmuxpbv1p5a1kJltV251gdctqiEk/FgF6egWlUPSlKZGtTpyMn/hKVktX/5v58zv57GlZ6LUunFg87jin15GnJD3VWPJi6Do35nJ6xdVq4US+tnK7rQGyVKgxzmAAAIABJREFUg38pg8h9Z0MdiTnK2aag1O3rXPNlbum5Tkg3zQHZycqpG+QgKmfdbUiDvF5KobT1Thwmd0pSHml5Y/mhsicHOiGNmkSPw6qVFuXWfeFZ5z6ZlCMbW0Wbkyvf0n6r7SMMPWdKIjhF/agNYGvWOMrwhq7V3rn2/QCXJZQlg48wwXIGfT3omDVrVp1i1ZVWvoT6Z9o+p8v8HMdxHMdxHMdxKlhTBxQarbx5TDF6nessdQvGzDpcB4bkF6ug5JMPadxSzln/v+oM5QUyfwOWa5lN1T/L8nh1HZHvWbMMWeTI9cL3nPsOc5xA8B5NoGNtptpywHFIxzlWB02uyHFakqMcy0dIW00ZH/tdWLP+QN/jH1+vxdmivpDWO6v8zaVOt5xUpPLCkmfNwenDmL5g7j251kD+LkK5ZIcxqTplF/13wp5NSx29pNikMEOcN+h3WTdZXr7HMJz/KxxMSfPjKj5gq2IZKvC57iLDvdt0nFOweX0Kp8NdXK8nc2mYAFtOJBtZiOtkJ2BOz7QschuomvCmJiXvuE4ba68CrTM/1LDndBotj7YynlI4ziP0B1SpDkq4b4euvW2ELeEyut39PaZzcvNjbSBiUTJRyp22oXzMzWuuO7cQn+Ecfe+D1oBPe89j5G+59X9JOGPSlMKqo3K+H+3/rSe2c+TfLd5hyTMMGSn4W+DBiTWA0sr5XveXPYgeId1G1kzaad8i1wPaBE+p1742uMzPcRzHcRzHcRynghVapkrM81ONKDUZU2rknLufxzYd86yT5Vlnh87JmYwbIl3azB3Hk5NfPDMiPSi55et6wBs1azN/OTK/68Y6Pr+2gegp/DtvQarO1b6tcH0LmV+QusjZZOvdpiwqMp4w87tpxKXJ/E7QV1ewJFHzjicd4/DmuDt0zHtHya7LkLSLnzmEdwS93d8wzjNSCqVdF85zP+AQaSuwdFKSKxHPlVNq1FhJZLmstZTl3pvyVpnTRkn1UW4/aShcS+bKVtqAdNxS6zxFs1JZ12yhL6Hl708ri9LzqFa+U/uGSfib42NGKwucdv7NcoyxCgcrkZm4Rl8FUoOd27EYchMdXmbNxrdcUGRFfIh+o3JMv2u6cwtZ+Fnjqh2vapDbgrmncZlrZqz4A5quWWqg55qPThqtwd/G5ckYp5yU/GYLduNfu5aK49LaoiF3xLVy8TPoz5GSOWkDH3kNH3P7JweF3HEP18h1FPJay706r8eS3gt5nVZqIJYaTHG6dsU13KbzYK50UlRey22Llc+5k6apwXwLZHnnDr8mKdXazqHvrESKZ+UjoJcTa3AQzm8h9uNkncte5lJp0ZBLZbS84vVLjDXJI9Hy1PpurHRzGKlJHDlpk5sHZ7A3ME8N+qwlDiyFTPeBXObnOI7jOI7jOI5TwRIsU5Y1ZGiUp43Up5wZL1mAnbvRH4fJliRt9kDOhvACPwDYF+FrEomhWWZrZK7NWFto1ra5WitWbfUZYrWm6MsWKeCyhVMytYTDWQ5niO/DJX5t4HJuza6m7pUe7HjfJ+v7YekccLlNsO4r2bgypx7NTR9w2RmDJRfkzYTDsbX5roVmgTtFf1+ccHxshC+dXgxtZsrvTXoZkxYpYKE20cLJsUyWSMKsdyj7Ian3WALnWU5Z5jLC8rMSa1iO9GvMEgYOJ8S1i74TESa82zvoSz01q45lJUsh1UUa0qFZyftM5ZXMcyvs0jwvtZgDi2fjcjNkxQT9ZoU3dKyTOZhqtfFW7su0dKj8Wy1aZ7JVeCFtJ3S8g1iZSp026Bo+vtUdP9r9lRU9Szx4EGWZNksZqnzXYU1VaRlZ9eBrFfFzfMeI5bLVd+aDKOc6YJVz7kRq9fIe/c6deW47ckh53hqipFPO16c63paE2PIUViqLl5I7LWyOgzchDZ3fXXFNYGhidWhAJz0fckeT4+R+gZXe1PtjmaM8z3/lsSRHzm/JolIDm5AXlvyMJx+s9VAWQ+kCLj8/Dzisb4TLriW/PRHnhrhDx8/RfeFeWT9Y7yz3m5Np1bzgtX7PrRga8FsGB3nOkvNZZWkT9jtPpUvHZX6O4ziO4ziO4zgVZFqmzmF7kCvBkvlZI8D8xV91lM7MafAMQGoWgT0VAX35HksB+Xy4jz0ZndI923SeCTNsOTMTOc/Olou5W6ZKWaYVRYsr51uYMn6g/p1qM33shadmNizc51LBejzvVktqppPL9zbK5HcWY/YLy/nu2PvnUH3BlhMp87OwFrWHZ5IWG3n9EfrWvtsUZ7BCsWXoEH3FCBPSPGQ9CmiSxC1xLe8txWiypNx3mLPXZQjbIkfCaVkBUkjPdeG+lOQwN11DWG3LGfqbXLPFkq/R5LfSsxxwWRWUSpfVj92E7cgit/5mmRsf57DqNoLjv4G+B9HU9anzOddyfVXft3XLlOM4juM4juM4TgWZlilrRiGXcG/pepuUC/KchWXWIsax64oCmuVHaqd5AWKYDdtCzP5NxFkOyzUq7yjP+am5YGVt8DH0GbiSmX+Zn7wr+apnNVbNGAtA7axfaRxT6qEt18wWpfvcOHV4Pq6OodlQtvC3/i5L7pNufwNDbTRbXobqPaleCM/MlqEjcY01M89tDSMtWNIqxf8P93LYO7CdB3C6ZN7Ia7Q9dPj8KYXBa1M1y81YUhagGlqEs4r1wKl2htfysZt8oK824vcYHItoVmSrnwnk9RFOlHMldQE7PUtZjnNZRRtyhNWoKkr3zrrMkveZqu1ADS3Qs2Bzbkqa2OqlhUETV6x7iB+K5Zf/OURnE0BMu+ZcYg+xEZAbA/MgK8ALbYc++CFkMeFG9bp32lpMMkwp7bMmDVb13liKkJL51aZRdhSvexl1lsvQ9xzqzgPEDv9t+n1ZZZW/L/5ecuTqOQ4SmNBOSfkbe9lLhXkDsR09o+v3u7+HiJ1cHkhxp5nTpXVeJTIvOL/Ced4rSG54GgjnN2B3xGs7kK3qy5x7U84AltkJHpqI5ME8l+0duobLnCx7XF5z9kjS0pbTtqeWvJS8k1NxXEuLpS9WmLnPs57ttcv8HMdxHMdxHMdxKliyZaqW0hEtm3nHLMAsgS1gO+jL8jRXmmy9epzOyz1HAmEG7ADR2nRoHLOrXbZMyR24maEZJjlDZ0kvnDqWNROTu+v5MihZRFrDVXOS4qwP1kyzhZwNXvZsv7S6MKWzytq14f8b6FvAcuTiLIvj9k3u3bQLvZ2V1gWZphSl0kmOF+i38zIdLawApaqe0jBSlq8pJepDpFQNfF0oc4eI78JyLsLyz1oX7Tl5MmS9KikXrfPfUrJY5KS1pO5YBdK5SMqSqLMmg6kcuBBsQDf5TgE3CNq+GXvQX8Ix4octCzBrXwMH3d99OtbWYgH9wc+xOG9hNabyd07fMitP905Wj9aZaaWr1hhqwJfx/ryMOHNhqCwGed+QjD1VlrW1IbwGRFvnM4TsEpR8S6lreS3THvI8GPLePuH6M/TbwxB2iH8Pfemk1i7X1H2pQS73P7R9GeUmr8uQy/Hkp3zmFh7/NMZItUplcYw1INHetZRlBngv0NTEY+67Sg045Peu9WOXSc03z9LXGqmq9S1MCdcH4yclXObnOI7jOI7jOI5TwZIsU8sYaVreiaa2SvHo1rLqHNAx73kR0naI6IDiEJcX7J4izsAdob8PVQj7UcRdt1OzMhol7yhncWVrSk3Fbp24TMnMZKnnTcbzvi3ruyjXAcpm1FNhyOvZ6nKinM+V9WoL2XMkShpsgdmFbgGwnE6UlvVggeIZfbYuyDhK6rQhS9KQhUFagzQFimVFaf2ta9LHQImTBAxco2FJG8cw1krK0r6hdNVaLUssZjn5zWonK03j90dqQ+67GXIcol2bK+esIdSNN1DvOTyypMHUsqQ9U8bDLm1Dtm2j/xLCeZYY7KEPV84s02OvQIFT5ZjXUR1Q+HcQJX3aBnMpagZIc+vgacV5bmmcktKNtYfyZtWVs8U6DCxapNEnBtaPVEd5DFIKLr3J3UB/PVLJ98vtRaoDo6UFuCwb5nYphLePWDeVevZNXS/bzTHSPt5w2FrXFdph9jDIsLfBAwpXS6/1bsd89yXPnSPzK/Hce4b0ICpnvVHO9alr5X2lg48SiR7fM+RGfQiZ1pxtRnKunQvWcpKSsjBGksffc6gvh95R/jfoMj/HcRzHcRzHcZwKVuyAYl2cCrCcbxOXZwSAxexT8Mq3jf5oN8zSscUKiLN07DyCZ/hO6bpd+j3MIu5DnwUds7fO3N/FEJrjjnWwZJRifTc5Fql1+eYAO61zf4YWM8rSsjz3Z77uDC2iLrVOWbPh2mx7jrQtBVtycqTA1vPsKb/fpOMD+m1IWpNCyx/LMsRtd267yPtFBjYSx5ZDnzP0vfUGjtGXVmoWu1bW6RbhDJURGU/JUgEtjJSVItWmWw4dgDxLUcqDYYod2F3rHMkfl4sh5KbCJYx1xjIWKYWtzXOWk+aUv+m8GY8cTNV0VNlTyblyHhVhTkVoHM4R5XlStheykCvMY/TXb4XnkTttc0N4k64PhZvlhCwP5E17Q2HSNvi9blg63KvWER3zHOuUByWm/znQopyldrFfFznHdUO+85IywO1ojkTbWnszplzkyOh44CLbmEcR032A2C5tUth7dA23ZxKtY1XbP8j12MXpDciBjSbdYvm9Nsm6jf5k6Qt0/S06Zsl/CJM7nBvK70Owa/bAGI9rOZKynDCt99hiIKbFw9eeZMYzto0Zs0yi1Jth7Zo0HhyvasKZvx322il/zwljSJ6s9QtrlsIM4zI/x3Ecx3Ecx3GcCkZapoZGs9YMAEe5rNFwyazWFl0fRssss7uNOIu1jehBbwf9/Z/CCJu988mRNqfljnJecyhwaJxnZxg5JuarzJhZYmd5hG8qZ8HyKsmtP1qUsxCGlKoG3Cq1fqTKxQai1WMT+rfAjo9OKcwpvKbJeIHL1rAQf/iGjxDbJbbEHIjwwm88G23V1ykrhnavhDf7lcoQhme42WrGUiTNIsW/s1VZbioceHf392X0v+WcrpiMk88xO+LaFnUGh5MTXqrcSGrrTqufWeLoIDeeHMcHQPm3yFaSFu1LSVqHzpc4w6hBs56Wyn9LrEuyDi0hnacTrpmyTLialpkbhyklapY8IqRHxs+DFW48zuj3LeVa9nyzTb8NPZuWX9YamHB+G32PJCnduzxXKkXBwD0tZZolJv+cdOVULNd5wLWK599ZQZy1jF2vUHM/yzDGrIF05o/0vmd1RENdv4XLE2pTfMM5XtF48B86RTuUrj06Lz3CWWEHbqI/yTi0fmvss1sDBauzJl2O8/e6i8vbmwDAU+ivq36yOz5EHHTylilywMntu/RWyOdkX2BMPWLJBa11PkB/CYe1lhAVaalBxl1bXnjCo9ZT4RAh7JOKeyW5Ro7UpMUO9PzKGfil2IT+bY3xfjgUV+619fG4zM9xHMdxHMdxHKeCFewzpW0il2vm1GCHFiV7UVizB8foy/gCPOvGs1jh2nNE0/4h+vtByXSkyL2OLWNshrWeja8ZstLVpInDW5alI8eK2WpB61VGe362qALtNgfcVs7NWeKXy9AMrLwOyCtz03kectYFLies6jik41zGOIxiNMkPp+MIMX3SMYNlgdPCOoIuYyxRWkjrGrfROeTm1z6it95jREdVZ4j16BOIlqZtAJ/vjvfQd3bF8mfuR3B9rNXDluqntm9llS1u6wNsjeK0yf4SO+ZqwbLa7py922rTUrovXA4p+aPEat/D9SfKubH9vFAWbqBNH8Cy6DPTlZcVuEbP1f3WhquhVb6yQuB0aR8662E57eFaPreDNqbQHCyvOtozn0M36bYa/GiD1m06n/ueSwadOQO4UtngdR9cAYuGOwx8pDy3xfd61aRrcsLIqkNKvrlW+ZNT/q+rB9CpsAYBLSZ3WLoV2Bi4r1TmYpUF7thrcjjetN5yWZwzKRN+20XMP+5wyYlDicznk4xrStH6MY/ScRhY3UDf1TpvcfIYnQ/IiVh+/pIJLfaOVltfl9zH7q05b4/E+ZzBdA1W3cp5mSOhK1lvNOf2q7Sd4etzNrPlODRSecRxyjJRm6+ahLglw22ky/wcx3Ecx3Ecx3EqWOGmva08zOSYi7VROo/A+RqeYdFkThvoz7QE2ITNno1W7X1LzgamrHS1I3pL5sQWjlKPQDmEOOXiZpmO0vDWjSksaqH8s1QnZ/PGkB4Jz0al7l81pR6R5HOx/Ni6Z0pSC405XeeIC6Cd8UiVQpjhLbUMDV0v270hq0+tAkFeG6wdG0pcLHlnxwlSWj+k+pBxSpmf9nz8bFq+ybat9fcX0nIb0TJ1ir5DifD+9wfCYCsALymQ50rSBLRp2zWGwrKkVZz3pRazVNnNsUoMWW9T91rXzN1KVarG4W97C/Xyu1qv3XPNxzQrHEy1oLQzJj+48PhyUBSuY5mTJgkc0nqyxz3LK9+UWJ3WIbNrDbKxDGHxJogprXcLUuvlnHK0ARQz1MBpkxZD6xrnxlC5Ye9Y4dms66eQM+Z4sMyBJcq+Pqsd0rOaxRhdv+yg8kBlzKaqQ9edJX63XLpr4coyanlKyx2IDkm+p5b/hHDDJrx70AdOt1E2adFqHcmy2sCSdySXHGjXtHhvnIe8fqsFckPoVgMrLRxtaclQ/V87gMkZQOU855AMdx1JP4fL/BzHcRzHcRzHcSqYuWVqahNqGD3L2WM5e3EqjnNmHQOrsEqtAml1CDKPG9Blk04bppz5Ce+TN4S2rFQWLDPj/XHYAjwHSuqalKXXmo0fQ47XUi1OnqXk2VOWIs7pPVwFhjaH1Wix6JotwDzrP5XMqwS23tZKiHKsp6XP1zpfQji36XgPfYuhtlFxa2+m8pvXzg9tmjwUbsn1KbhdSHkiHhO/lN0C5Xm+iWhV1JYqtEw3XxfSW2JRsyzAVl3A3h9hXDN0XmPVdQ5TWhfWWUZXOJgaKnyt3DDnksoobYO+ObKKAqxpbXlwKr35zOHjAuw1XsBq0zh2XcMUHEOXuZYy1+8GmC4fW5R5zvtcOZ7VgGgNxFy+yatCTkfNmgSxyotVX/E7zOmctvaim4K7GNJ9OkvBNVflQ52ZobYu95sbc+9Q/DxoZLfX/Ix7dCwHNlO140MTxqX3t0DbPobrtyG5Jl9j/TZEab2slePctWnWd6tdb6WLJzFL+wepvg3XF9x3G5P/c2pTtHox5/oyXObnOI7jOI7jOI5TQaZlagqLQs7itVrGzi7xIkmgvyHdnFnlbMApooTL8pqY8163oMsCx1iOUt6c5Lk5mahraWlpa/X9W968rhqtyg1begM5HqlkGta5HF9V2HpxLs5b1wdSM6zyN67P+LdlK0AYlvlJiVGtVSn1W06dWCPF0rCWEATuIMrG5P5Htd+r5gyKw5PtnKXMKGmvNViSOWSx0LwWcv029B5L8ohlebXy13MKh6WqOc69WKJ9Tue069lByRH6eVQrB0093wn6TqJy8j/8nlKXzWE/SZa287lUuobUS5dJDKZ4fcMqOpglZlBmbBot071js03H1tqooU5A+Ph48BXCPEbZ4FiiNSay8Wq59mgT/Q5CzlqxZX9fq5BcWh3IZbLKDmQp2gaXQ/l2FSYBrhOlZVDrFKTIqdtabMQtJ9DCsVxjqcWT0yEtiX+InA5i6jvS4rLiH0qT3NC5JI0aQzLQcGyVIX53Ka+QFrVtqJUPZZ3ZNNZgM7fsaHmR055obsJzZL5SFtsabZBXOhFhfTdSrqndm5O+nAGPRmpyoqauGL7HZX6O4ziO4ziO4zgVJCxTYWTMC9CnmNHO2ReDTcHL9kLjM702PNNl5ZM2w25JK6eQJ2mzR0OLKzfF35r9kXhmtuT6Vt9XagaMrUTAcDpblv9lWYSs507JLGrZRqxOpWynBanwWlgXnHZYqgoo53MZ237JMqJt5p5TL1txpGbppyyjNdLv2rbGmukutWiVloexaSy13o2xIrToa8k83aHjFpK3EmukbC+BfNkYe39mZYYWJzsp2YXumGUKBYJVR8jfZTqsd17bnymx0DJWH215Chy3TDmO4ziO4ziO41SQsEyFn9l1Z0tKNOC8WJX3rUiFPbRIrsWIdcwajLAm6Kzy/qloMfORo2XVzvN9pXptazakVIMe/s9rBkuZygJSytBM85AGfU7lsYbUOrla/T2v6QPsWbyWDkByuA6OPeaO5dzGmulf9ho3tkBJWrSRVp1hOQBYJUPxT6VgmUJ1UUJL61eOI6daLOcZ4Zi3WxljrSt9H7XqjdB35fVoOfFpVqnce3MI4fC2NjX3p65Jvc+h60vi1eJZ3neWGEyFwsMmVc70nIRanYpak/9Qg8CMMXPnMla2EBwT8KaorVhWo5UzOMqRP8iNkcekwzLbywoj1QEN72cL5fmYktml7psKNuezFHFbXDfVYKp1ueRNGHe742PocqYcOUcKvm8D/XzTylOu972xrLpzet3hQfY58jyilbSfrTtQpZvm1pI7sZWalGzRdi9zMKvV+63iGZMXrZ45dX+I5wbKl2VYnWz2bBfCLHke+U6W/f3NtY6e8psD7M3EW8bZom3XyN+Xz2V+juM4juM4juM4FSQsU2H0v4M468rOKHJGbXKPJpb21Y4kpzLDl9JKtpDjOruUMelpkU85rjS162tdsco4tGeQbnpzqXnPc5GzWHkkLTdTlEGNlvmxg/g+dxGrM7YYb6D/bC1n2iDC1srW3OSSqe/PqYf3JWz13qeqP5YlucsNO5VfORat0ueZw3O3CtuSuQ/J31uj1SHsdCHnu8hJ45QW1VaONCwHNDkWPU1NswrnCq36gad0nCPzq6V1XnA/It1vzNy0V268xVpLrRPMieB7V/WRT8U6eNBaRd4OxVmrk9WwNsEbel7+sHMpzcOa/G7dsbEqYS2e2v1uVv3NnqM/UXOn+8sa8Bbfp+WFSw5AtbI1t7rNqn+dOrQJxalkY63DHRPeXPZr487OFN966b0YcX9O2DL8cN7qytWkJV/alI6rdPLSWmNTS26/IBVfyaa5uWVIKy/8/PxOtfJt9ZumkrwFSsK2nk2GNyT708IaS847Klt64jI/x3Ecx3Ecx3GcChKWqdSI/hT2juapUbccpc5ltjsH3isgh1VKxKbIz7Do3pKG5cZZOwPG95S+i8CQbESbARqT1pz32XIGDrC9Cc61TKXIcSjS+jktUpLIdajDOI2ZAgVHYYzMrITUbHOpRWWsJWfVFqlAjWx7iDHvjr+jMdatHPnTWG92Q+WF5apj4TY6p8xYVvIxjglakGOVSr2TEmsV0P9GLZmfFvZc5X+l0j526tNCHpoTZz2Jr2VM41D6YFdZalKaf3PvjOWsryn1slPSOHPl3KpRT63Zqv0WthHza8pKTpN+yPPrDD+H9DwI9N3ItpY55ISxDpJfi9q1hE5/y46UVGWoHI31clU6UTd1WdUmTaeoi0qfo1aemMr/LfTdXpe2f9bEtVaXt5iEHhqcsfc1LY2l7VipVHBKT4hTUruERb7/8Pw5A7iSwckqkJPQljHFkpznDKL4/tprxly/wGV+juM4juM4juM4FaxQ3yFHoLWzHlPSwmx7Hcm1Mg6ZsHPua1lWUuGUervjvY2WtVh7naSypYQ85LIl95Nilp0HpXKWubGOaZ4DbOmxvr/ShdrajG1JeS51ADQFpe055x1Lt1vKn3l/olKGZOFA//upaZdyys6UFhsOR3OkU7IsY6wTj6vUftVYk3MsWeG6cHwDy/VyqBH2eWSViLZkQju2rklRWre2CvMymWumShnK+JQGck4fUiotLOFyIsuSbVpyCln+cjaE5DBbskwJVWmHq+a+VaGld2gAsIyBpZRzsGcxjt8HKlefZU7sTH3/WCzZmuUV80ycL13/OgQPzo4QN/k+EdeksN6v1raUSjVz39cyJpyH2u3c+Mes31l12R2D5oWP3cG3anOtAQlvYN+K1v24WgNFaTmy4hnTLxjOC5f5OY7jOI7jOI7jVDChAwrLGrCKWdrWs9Tn9PcqS6vGsGw5iXVuE7ZnO55Jal0uy/YoWC1zklZY31OpBXgZzzNkGd1Qzo/B65l5Yi2ctshxNCHDXiVjvcYNnbckYjkevEpkZmwxLrVIpa4tsQKMeZ9Tlgt2npNTp5V45VtmGZ4yzpRl0pKkTu3lc0c5t4u+1C7FGFkwP1uIcwt9a3BJeK0YIyGse18TrZmag6tdS0LQgjk0cuvOMr2fsXcirVxcx/c5Zi3XlI3Dur0LTfrC0r451IU5XGVvqlNS6rUuVb6tNTKr+i6WFa9WL+d08rQ8t+7hju1Q/HOkpVxJhjEkRec6LTcubtuXOVFXOkFRkodDZWooDvbyOAU8UcBo65eYIQ+SuQx5LWzdt1vmd1k3EHOZn+M4juM4juM4TgWNHVDwTDd731rFbM/UC8+1OOY+uzU3LMtIS69oU1gml8XUM9O1+btO+Tl1HlrffIkkJofSxbfr9I7WmRYbteYw1kMaEvfnOPJZBqUz5qVOGcbIf2qYyrPdUJg7KN+jSOuv1ToyyHHGMZYaq9Im6j1FspwulS+ch9wXnrINPwWw1x3fzkhXC4smW+P5fE2bx+8lsOo2rOzbnUiDIjewaxUmMK5z0kpatuwK+SoRNlyVFbl0LSuZ+7qjKbjO5alVR05W+K0JaZRleBXllRskn9hZLmPWlwyFya6PT+h8a7Qwc6SLJeVsSpftpfHz9zpFf6UkXUypJ1qN3G0a+N0d0bkbFPfYemzonZeWnbHkSEElQS5ndZVzZKbLagvCIEqumcrJZ7m57hBWXRHC2EDZBta8rr10Mqf0+xgj7Rz2yuwyP8dxHMdxHMdxnAoqLFMpryZAm832OMxTjLdIhXCWxRwWD8+RHK9s4RrNijWWlgt3/b1OB3sEGruX2zLek7RKrfr7L/Um6GW5Dq1N2UB/z5cx7U6udF2zAAAVkUlEQVR4j3Kz2dw6aOyMvnT0IM+XlBuevV6F5ZZnyeU3WvK9yIX32n38nKWz4ZaX2VxnJ3zPkOTPsjCUWEC1ei5XTlZSduR+TVa5HBvnDvrSuXA9d5XZWhyOD5F+P/wucp10bNHfXNklp0WmwUJbopPalzPX0Ubq2Wo3vM6xnMrwSuXy+QqDTNfojExM6PBKnWyLDmerCneVErFWeXEdmWJD5LGSg6vi9WxZ3hRL5XqWHjvn+qHfh65pzRiZlya3yJ2ostYqeP2zXLYROxa5kisNfu+12ze0euc30JeC1WJ1IDnMIDPjTXalxzn5beR2NDlO9vKq5ZPlrUzrnEkJIei49L2F55fPbG3xMQTnYU0eWcgyvYV+fo6By0JI+zH0Dj9Tkz8B7Rvlwc8u4vPd7P7epvTJQasW/xGibPAMurRNPlfoX+f0hXjgVTIglmXUymctvVo7V5r/tX0RWc5SksvcdIVnloPfYVzm5ziO4ziO4ziOU0GmzG9odGfN6LTetNKKv/aaZSG9ncwlXcDqpUgt4Jmb2hl4zofULMm65NM2HfOs1rJlNqX5xbKKkG7ru5nb9xQ4Q/3MqAbPEG6g3uo11/y6asi9XbT3NLRHS6iPWNqzi/hNHynXTv1ej9Avoy0dRljtEHtQk99H+H+Yga8p29b3Y32LlqSN/w8sZszHWKbDPTKc2rqbLYpWmStFWgZZzshWTElOeQ2/7QG40x3voN+ODcWfi5WWU/EXWHzTIa7wHe7SvSUSPGDxPJpUkd850F/ykHrvwVJzgjIvo7LMaVLELSUcaYENWFZkhp1ObND1OdYmzYOgvCYVxhAhvUfKOZuCNVNWgjST7pQVe45sbg4dhpAG/ghc8teWTbSRNvF70crzOnZCLVlAyK/tgWuWjTaAzVlrkPtu1wGtcwBxTp7PpbWbdqctsoyG/58gujs+R+yIpdaM5DC2Yz22HeNvntdSbSB2YvbQd/PMkj9ZT7f6zq0OZIl0d+wghV1pcxdt7ERYy/6HNuC8oZzT0gDY5fYM/UF0kNRZaw9r3bDLMp+Tp9ogayj8oTQdQc8DfuclW8ZIOV6Jd0o5OaPFo3mIteSWOXWS7HNp6ZTyx1NxPrfuq52ILfvOXObnOI7jOI7jOI5TQcGmvaWzw1POdK1COliLnP3nRapT7W2Ry7LjHZPPmpwPA+HVxmMtBl2H2f2Sb4gX9ALLL4v8DjWJRo1U7ipgLd6uLXfLcjTi2FjfpeW1LZDT/tZS0z6z84hawgJ8lk1Jb72aUwmOn2fEU84OxljdrJl3xpIlSu+LqfhSzivYy1wJlhVzKF9y2leZlpxNba04ufzzov8dTCdLn7ptqe3HsvytBGm5SX2jOe+CsZ6H+w3hXUmZp1X/lSiJrPdfa6Hn9A45dcrvU020aW8Nq+w4TTk4swptjcZ32fCu6DworJUK1OYzN6RTDELle5D/50Z1DpK/nMopB81b3LLgCn8Hl70PzSGfV4FVV+Sgfa8+kFo9VqdhSFocuK2caz3IKpVCl8Qrv2NevxOeO2fDa5Z/sUQ5pxOU02niuMO9WjuQuncoLRJr4k4btOauyQn3hbBrykpNmcpJn9VeyfIR3rOU8V9lUt9WSuot8z/1DmWdxNK9ErRJALm+MmdwWFPmxtSDuWUrP1yX+TmO4ziO4ziO41QwI8tUCS0WUU4585270HNOs/DaTB7onPb/ZXkD5PyUC3Rbhy/lZ/J4VdZELd5W5WbVVlJejDvm27YW9K4Dreq0FKvcNPUqYtWB1nmeyU1tyCrv5WvHlush9YS1505Il/RWOBR2TtuRUxa3oHtzs+B4Sutu7d4cSqVI2jd/A325Vur6ofjCPXPqZwSsNAJ5Vq7cvJjDcoqSviBfz+c5T0r3DUuR219NoUk1pROXZZTFnLDbx72mg6lSwnqbM9gVVWtKwl/mR56SiGkNjmwk+JqpXOAzQ7trt2b5H2EecyqvU8Q5Nn6r0cypWEs8dU1Fy/yX6+FSEiqnHuu9pd6n5Y0ux1PfFN8qd9DYBfRY+Y2kpNNW2uHSwh5Tx8jrS+SCVnjaoJmfc6iDvGwpFNDO+98QQ4PGnEmJgDY5cS7O5Qy+Vr0+K/X9a67LLXK/obHv9xRxPSTQXxtZGkdqjek8+2gu83Mcx3Ecx3Ecx6lgTS1TtSNPbeZiTHhXkTPosz7yGuCyY4ipZr3lYuUprFReBvqssxe43G+7VGo0d3iDx5Rsy2mPNnNqzQwPWbQ4HG2GtwUcP28gKuV8If4jtKkjaxUbOdagqdURLSixFJVa5lLvqkZmVWvNqn0XrBLYgL3vo1QS7EKv32okbHOpL616JJU+S2bL8rspCHUUb2Y85IjC8n5pqZ3m3Udzy5TjOI7jOI7jOE4Fa2qZKsFaRDrvUe50lDx3ytUrz/qcI65NAy7vr6Xdm3M+nNsQ/0+RciXqDDNXt7Ry1lNzTBL+nyKUqWWtx1sWp4izftZ36LSnxAKVwybibO8e+m7SWzosOUTfHTVbqcJM9qrby9K1U+F6niU/KQwH0GfWtW5TjQUkdX2pVSqUlU3obfSGCLPEwlHCmLJyhn7dZbX74V1oVtRDce2c+gshjccD8aTW/rFDFc3SaK31k8osrR2Ve0SlYHXHDYqf9wpjq1PKYsqsqg9XZ5m8BoMpYPUNwVwYqhxLGgJtgSTLA7fR32RXu9cKU6N0wS/LApf17ufkKQmolypww7uMxcelDJn+WXKa8/xzHCxqlJatM5R5PnOWR6mX19D5OofdWayFw+D9n0qlYMugJC21C9dzw5WDEive3PAscp55r/vLA20eQMkOKTvRSE0irerdh3iH6i2ZNnZ+ICceAtYAAhgeKEvGtK05E3gl5Txn82otvUNS5DCYlRtP59RZIbwAe+rV4pBp5L7eGWL5PkJ+fo9ZwsPLG8qWOrjMz3Ecx3Ecx3Ecp4JMy5QcUa9ytqpmlnYorNQ1V4HSfQ5y4Rkwfi/SNXMLSi1nWrqmZG5liB12lMygjZHEzIWrYonRvqHcd3JV8uCqMcdvSs7k1rSLU9WzPGM9NONsxc8SxtK6UF5f26aVypU0iZ5lbdMsMAxbo1hyNcdyGKhxknCM2ObdRHovJlmWSiw8/H/tfQ59C3cGwq8hpzyl8pPLmTzPVqpcd+c5jiO4XLLkkdOxhfyykGv1S2FtI8Lh6yQGU5ZeuET32JqWJvw5VyhD5FS2zJTPGcLmzdmAtp256/RuW8Mb8raahHCmR3oa5Lp4jjIsp4zcjSVbrlnizt/Q3mo5cck6pWW7zPdae8dp8Wtypl1EyausC1NyIJYLy3CHpF5SwnQq/uYy1FmXxzny51Vvzp7LFv1l+WlYkyPlZ0B/najVmbbeeamXO7l3FYclkfsfznUCnydRQz5zvuygvyaP75Fo36fkFPam5XzNDh0PkTOAmxaX+TmO4ziO4ziO41SQKfOzFq4h4/zUzG2EvwxKPdtNieVowlktbL2w9m1YNutkSVl1Wq2Z/iGvTc7yYS94bAFJUepMYUx55DSGWX+eiS/dl21q+Z/WvuWU+5DvO3Rs7c81ZKHRrFHnIl0hTzUPizy7b5WFIclhjsVyKP1Ded66zij1zltahrS9iCwrIuenZWliJc0GXWtZIDm9qe/a8nIsf587bI1iuWTqm0l57bMYCjekJSWxHbK0jyH/nSUGU667nx9Tb7xWSuhA5OrRc0zE3klsy6q/41JZ6iqZU/q4I1k7WeHf03I4RLt1mtp6jxbvkL8/6bXKul77v/Z8qfVM2nntGmuj1pLnz20f+Xm0PJDhcEdcdvJO0U+jlYYST3C10v2pv/ecge2YNGiyyF3E74IHyNpSlJy8tdbC1Qx+A9r3MaYuYGmjlMVNBaeV103z961NzmoD0Jp4rfzKefaU/NLy5pjbFx1+jy7zcxzHcRzHcRzHqWDJ+0ytyyypHLFu0blVydmCnG5OVilA97aUO2vG1+d40wn3rEMZmgtzyCv+jua+Qe6y8mvMvjkl5NwrF9o7dWizuKX1Fbc1pd7nLFi2Yzm0KNmXT6vD+bycmS55fq4fpvgWOY3c/oSuUIkHMaC8PmtlXci1oJfuuZNz/dBMfur3Me80vCPeoFgrt6VxDFmjQr14gvw8t9Iy9PyWY5Qhpu4LWWkpdQahIa2bJRZb7T1sIL0cyXJAYuVjWd4ueTDFmTZGulIKSwhydK9aJh4nfp+aKfJqrKRJNvy1O2dvoqyR8XVa6wl7k7rug+I5PPum+Ou0oVXHbmgwVVN381oerqvP0feUliOFGYo/t0OoDWaWufUKy5U0j3dWR5iv4S7UXLaPYfhdyDqX3V4vYx2m1ZnN4RCXN+YFbFfjLeTatQN76xmHviHrurAO6QYur3ccys/afNbSNzYcDZnWsZOs56jfTDlHfpy6zmV+juM4juM4juM4VSzBMiV91deMQHNnsa0ZpZLNvEoWv63z7Hpt2qXXlFrZQm2+yVmcKaid4WhBixmlOVOyALSWbTp266UN57vL/OqolV2zlzIZRs6+RNost+XNKnxnNxBnulkqxed5tnuori2ROuWksWYPJv5b+h6G5FdWHaXlC0uYeQ8vbYPTlpTUmdzNu0HHWp6N6Rfk3Kd5apR1j1UWtH6kZmnlsMfASqYcx1+lFn7rG9HKYqqvNabPmxPmlORYhrQ8kfl9Tudr6y3r+vS7bTiYsjxlcAE8Qp1ES1ZkVvyalxH2DtSicIyRcNRSOphE4fWlYfO5lAY4N/w5sex1PS1kVusysNc8J+WkPWeAOydPfKuk9NtbxgTFVccqw5a0qhTZWdfiyllvGjqfZ4gdfukmvXVZ0DyujVkPxmtZSjq7Eq2jZHlik9fIMPhZSrtVc2grS9c71bZZ7EEylD/uCw551gvxH6E+n3LaCC5btROrtduRWNeXrCUC7Lqg9Hlq2tQxxg8Jf39y4HyGKPc8h70etPQZrAmUYVzm5ziO4ziO4ziOU0EDy1SpF5Ja2U3OzLUWds3s15QL72rRPN/JRbH5Jsl+OKXPl/Lnvw608pQ1Bu095ThJSYW3bu+iJL3We+O8nMLRxTrk7RxmuK8rObIS+b2XWlI0j6da+ztU5o+Ua6zrpTezVJmy2p3W9SxvEGrJvEqQfRfNuYS83koXsHg/OfK+lGOsXO9vKVgKyZYhtlKwxZQtQPKc9X/57lPp20Zf8slpZAmnli9jrFIpixE7w2LHCLkWfu24lpxv1OrzWd/zqXK8CX0PLysci9I2ssR6xVJk3oT8Nh1beTXGOph/b+M1UyWd+dacIUoIOQNqKnLNFFpn+itH+2hkZWsdl6axJm8sbS7/Jgt2TsW67LUtltemHfR38p4KdhMu86VGWsBhzGGgaNFCcqvlTyuN9KpoXaesct2fY9fFtZ1+6S11aC0B/87nj8T5kjYip03hOj+1ZmOMFIefo/VWIfyc1tozC+6cMkP9CS0eTotFST2h5REPoFhaV7r5tJUnqftke6/1aax1nFq6cjxfyng0plzGUZpXpWlJXcODVvldapMspaQGfjVY6/2Aflmd8r3l4TI/x3Ecx3Ecx3GcChpYprTZsC3j9ymR3k7GyHx4TyktjFbPZM3GyfOnSFvdckzCtQwtvh0yPQ+FxZbEVaFZUlMejlrlrbUXiZWnpWGvkiFverXP1nLviMCUi2tXAVsDQn6twup7HbEszTUqDa1cWt7KUtLOG8q94dohj4JA33rPz5fzDbB1ocWs+tjrgeG8SrXv/Pwpy798/5rjEKk2WaUlmftrltMNi2XV5zJOKcWcswXeWgozRq4o788Nq6UzNkluf7YkvCErJTudqXF6oaWrvn2fyDX6BqJUalWSozGFZVkyxZTelSvYlHRxavkhx1OLbJBDJy9nUDXlepAh/fQU8U0RpsyfZa3x0SqnDcRKTn7/c1p7lDtA5nIb/g+0q9emGKCFfD7GvPL8KrNBfy1JVw4l7yklpz4yzkuvglYZ0dKyoZznMjwklcthbHm1Jr84XbnfnObZzbqOO6qpTpvlGj6nv1TjuVDDqqMDpZ3MVvUM5zm7mOfwQxxB+rUNe51auHZXXMNrs1rLRbX4pwwvtzznSHRryZEr1iLX0oVzOXFo5ca6pz6tLvNzHMdxHMdxHMepYCIHFCdos2nYXJh6RlfO6mt5lzO7P1U6c0f91r3aLOWmcd5Cy5OpJVctZi6G9s1oiZx1XRbaDLBc6Mrpqd1/Y0pSabEkmcuU/OU4l+FvQ5tpnLNEcV3hOoy/dUtVkAqH90W0sOqlku//CNE6xcfSa59W7lj+Z6VpjHQ2V8JokSN/4vPSs5l1zdAGwfKd1UiwgLw2gmfpx8i2SizsU0g1U+ygv+RCK5e8ka/GLt3H0lbLiZekxtomveblWFLGWvVy65iUGmMO7YOVF6nNzFv3izmP0pvaTyTzk+a0HOYkRVlFGoYaE2mGn0MeBUoqWUtykSMfsAaTc/Vapq0bKl2/UtKZmHLNXA78PuXgo8Sb0hyZetKi9BuCcnxmXCOZUz17lSnZkFreV+r1K/W7Vi9sIkrx+Tj8P9yXK//ZRP36ldbyICvP5XnNNTjLIrndSUnruP6zsCTP4f4SWmyf0boubrkeCFikzxosyv/zABN0fIb+uhru8uYMRGuegydWOE1DZahF250zsZ06ngOlEzHhnhbPIfuo2uBbx2V+juM4juM4juM4FUxkmSplmbKkuaPNGMxt5qCW2hn+ofvmaulga1SY3ThHtFiVOgZIeZ6RmzCuErYYWhK5daOVRYfLwpCVkutE3pDcev9M65l+x0ZzOsES5hyGrI18XnOGULoXXQvpnBZGWgaTR60jnZwZfUs2tIO+LIvzlC1WKaz4+V3V1iOtrD7WvaXpGrq+5tm0eyxvxRap/amk9WJsv3MoTZokzZIiMiVlXrtXYyo1wqpk462tUUPkykFXPpgacqFcw1w6k3PA5TzLQauQOc+5XEszf27jz/KEDYrzGHrnXO4uP5YtEadGjYRinWjxHDuI+WJVvVqnaQexbpMeq0qkHc60pDZnteDNKIdkQOFd7iu/H2TEE8IBLg/OLLgDGKSAmlQuFU641rpGi8daJ8Pn9rq/d+hcaZnXPIXJ4xwPetraUOn+XJN/5pQRmee74veDjHQNDaZrO+5a2nO9DWrv0+ogl0pltWMZpyV/rZ3kZcL72UEsC7keA7UJijGyzqnagJzJmSnjt9ZtbiKvTtXCukHHhyiZIHOZn+M4juM4juM4TgX3vP7666tOg+M4juM4juM4ztrhlinHcRzHcRzHcZwKfDDlOI7jOI7jOI5TgQ+mHMdxHMdxHMdxKvDBlOM4juM4juM4TgU+mHIcx3Ecx3Ecx6nAB1OO4ziO4ziO4zgV/P/+uHHYO7mWUwAAAABJRU5ErkJggg==\n",
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Julia Garriga Ferrer committed
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      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_comparison(dataset.data[13], dataset.data[16], \"\")"
   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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    "### Shift Detection"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 77,
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   "metadata": {},
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   "outputs": [
    {
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     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Finding shift |████████████████████████████████████████████████████████████████████████████████████████████████████| 100.0% \n"
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     ]
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    }
   ],
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   "source": [
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    "from darfix.core import imageRegistration as ir\n",
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    "n_shift = ir.shift_detection(dataset.data)"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 78,
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   "metadata": {},
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Applying shift |████████████████████████████████████████████████████████████████████████████████████████████████████| 100.0% \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "/users/garrigaf/Documents/git/darfix/darfix/core/imageRegistration.py:273: UserWarning: Data cast to float32\n",
      "  warnings.warn(\"Data cast to float32\")\n"
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     ]
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    }
   ],
   "source": [
    "shifted_data = ir.shift_correction(dataset.data, n_shift)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 79,
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   "metadata": {},
   "outputs": [
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    {
     "data": {
      "text/plain": [
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       "<matplotlib.image.AxesImage at 0x7f848f828e10>"
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      ]
     },
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     "execution_count": 79,
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     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
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   "source": [
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    "zsum = shifted_data.sum(axis=0)\n",
    "plt.imshow(zsum, cmap=\"jet\")"
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   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Shit improvement"
   ]
  },
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  {
   "cell_type": "code",
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   "execution_count": 80,
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   "metadata": {},
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      " |████████████████████████████████████████████████████████████████████████████████████████████████████| 100.0% \n",
      "Applying shift |████████████████████████████████████████████████████████████████████████████████████████████████████| 100.0% \n"
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     ]
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    },
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    {
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     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f845eb027f0>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
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    }
   ],
402
   "source": [
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    "random_shift = ir.random_search(dataset.data, n_shift, 200)\n",
    "result = ir.shift_correction(dataset.data, random_shift)\n",
    "random_zsum = result.sum(axis=0)\n",
    "plt.imshow(random_zsum, cmap=\"jet\")"
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   ]
  },
  {
   "cell_type": "code",
411
   "execution_count": 81,
412
   "metadata": {},
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4358.6416\n",
      "4360.1304\n"
     ]
    }
   ],
423
   "source": [
424
    "from darfix.core.autofocus import normalized_variance\n",
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    "print(normalized_variance(zsum))\n",
    "print(normalized_variance(random_zsum))"
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   ]
  },
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  {
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   "cell_type": "code",
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   "execution_count": 82,
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   "metadata": {},
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best score:  4657.2347, Avg score:  4646.8514        5%\r"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-82-d82780cc1ffb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mdarfix\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgeneticShiftDetection\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mGeneticShiftDetection\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mGA\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mga\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mGA\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_shift\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mabs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn_shift\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m300\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0mbest_shift\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mn_shift\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mga\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msupport_\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mir\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshift_correction\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbest_shift\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mzsum_ga\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/git/darfix/darfix/core/geneticShiftDetection.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, mean, sigma, n_gens, size)\u001b[0m\n\u001b[1;32m    197\u001b[0m         \u001b[0mpopulation\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minitialize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    198\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn_gens\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 199\u001b[0;31m             \u001b[0mpopulation\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpopulation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    200\u001b[0m             print(\"\\rBest score: {:10.4f}, Avg score: {:10.4f}      {:3}%\".format(self.scores_best[-1], self.scores_avg[-1],\n\u001b[1;32m    201\u001b[0m                   int(100 * (i + 1) / n_gens)), end='\\r')\n",
      "\u001b[0;32m~/Documents/git/darfix/darfix/core/geneticShiftDetection.py\u001b[0m in \u001b[0;36mgenerate\u001b[0;34m(self, population)\u001b[0m\n\u001b[1;32m    165\u001b[0m         \"\"\"\n\u001b[1;32m    166\u001b[0m         \u001b[0;31m# Selection, crossover and mutation\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 167\u001b[0;31m         \u001b[0mscores_sorted\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpopulation_sorted\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfitness\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpopulation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    168\u001b[0m         \u001b[0mpopulation\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mselect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpopulation_sorted\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscores_sorted\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    169\u001b[0m         \u001b[0mpopulation\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcrossover\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpopulation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/git/darfix/darfix/core/geneticShiftDetection.py\u001b[0m in \u001b[0;36mfitness\u001b[0;34m(self, population, shift_approach)\u001b[0m\n\u001b[1;32m     85\u001b[0m             \u001b[0mn_shift\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptimal_shift\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mpopulation\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     86\u001b[0m             \u001b[0;32mfor\u001b[0m \u001b[0miFrame\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 87\u001b[0;31m                 \u001b[0mresult\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mapply_shift\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0miFrame\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_shift\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0miFrame\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshift_approach\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     88\u001b[0m             \u001b[0mscores\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnormalized_variance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     89\u001b[0m         \u001b[0mscores\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpopulation\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mscores\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masanyarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpopulation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/git/darfix/darfix/core/imageRegistration.py\u001b[0m in \u001b[0;36mapply_shift\u001b[0;34m(img, shift, shift_approach)\u001b[0m\n\u001b[1;32m    158\u001b[0m         \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnumpy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mint16\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    159\u001b[0m         \u001b[0mM\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfloat32\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshift\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshift\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 160\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwarpAffine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mM\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    161\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    162\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0m_opencv_fft_shift\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshift\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshift\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
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   "source": [
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    "from darfix.core.geneticShiftDetection import GeneticShiftDetection as GA\n",
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    "ga = GA(dataset.data, n_shift).fit((0,0), abs(n_shift[:, 1]), 20, 300)\n",
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    "best_shift = n_shift + ga.support_\n",
    "result = ir.shift_correction(dataset.data, best_shift)\n",
    "zsum_ga = result.sum(axis=0)\n",
    "plt.imshow(zsum_ga, cmap=\"jet\")"
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   ]
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  },
  {
   "cell_type": "code",
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   "execution_count": null,
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   "metadata": {},
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   "outputs": [],
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   "source": [
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    "from darfix.core.autofocus import normalized_variance\n",
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    "print(normalized_variance(zsum))\n",
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    "print(normalized_variance(random_zsum))\n",
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    "print(normalized_variance(zsum_ga))"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "numpy.save(\"/users/garrigaf/Documents/tests/ga_zsum\", zsum_ga)\n",
    "numpy.save(\"/users/garrigaf/Documents/tests/linear_zsum\", zsum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.imshow(zsum - zsum_ga, cmap = \"jet\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BSS"
   ]
  },
  {
   "cell_type": "code",
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   "outputs": [],
   "source": [
    "from darfix.core.blindSourceSeparation import BSS\n",
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    "bss = BSS(dataset.data)"
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  },
  {
   "cell_type": "code",
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   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Detect the optimal number of components, i.e, the number of components that represent the 99% of the dataset.\n",
    "mean, vecs, vals = bss.PCA()\n",
    "vals /= numpy.sum(vals)\n",
    "n_components = len(vals[vals > 0.01])\n",
    "n_components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
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   "metadata": {},
   "outputs": [],
   "source": [