{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a27b8097-fc82-43f7-a083-72805b1b3492",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/numba/core/decorators.py:282: RuntimeWarning: nopython is set for njit and is ignored\n",
      "  warnings.warn('nopython is set for njit and is ignored', RuntimeWarning)\n",
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/stlearn/tl/cci/het.py:206: NumbaDeprecationWarning: The keyword argument 'nopython=False' was supplied. From Numba 0.59.0 the default is being changed to True and use of 'nopython=False' will raise a warning as the argument will have no effect. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n",
      "  @jit(parallel=True, nopython=False)\n"
     ]
    }
   ],
   "source": [
    "import scomv\n",
    "import stlearn as st\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as mpatches\n",
    "import cv2\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import anndata\n",
    "import scanpy as sc\n",
    "import seaborn as sns\n",
    "from adjustText import adjust_text\n",
    "from tqdm import tqdm\n",
    "from scipy.cluster.hierarchy import linkage, dendrogram, ClusterNode, to_tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "a81edbfb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Download tutorial dataset\n",
    "#!mkdir tutorial_data\n",
    "#!wget -P tutorial_data/ https://raw.githubusercontent.com/RyosukeNomural/SpatialCompassV/main/docs/tutorials/tutorial_data/xenium_data/cell_feature_matrix.h5\n",
    "#!wget -P tutorial_data/ https://raw.githubusercontent.com/RyosukeNomural/SpatialCompassV/main/docs/tutorials/tutorial_data/xenium_data/cells.csv.gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "06930e35-ad5f-43b9-935e-cb121d2dd551",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: Using default pixel size of 0.2125 microns. Consider providing experiment_xenium_file for accurate pixel size.\n"
     ]
    }
   ],
   "source": [
    "# Load Xenium data using stlearn\n",
    "adata = st.ReadXenium(\n",
    "    feature_cell_matrix_file=\"tutorial_data/cell_feature_matrix.h5\",\n",
    "    cell_summary_file=\"tutorial_data/cells.csv.gz\",\n",
    "    library_id=\"example data\",\n",
    "    image_path=None,\n",
    "    scale=1,\n",
    "    spot_diameter_fullres=10\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6c2e2d76-327b-47ea-8f1b-e1323518d3b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Gridding at 10μm interval using stlearn\n",
    "N_COL = int((adata.obs.imagecol.max() - adata.obs.imagecol.min()) / 10)\n",
    "N_ROW = int((adata.obs.imagerow.max() - adata.obs.imagerow.min()) / 10)\n",
    "grid = st.tl.cci.grid(adata, n_row=N_ROW, n_col=N_COL, n_cpus=10, verbose=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5c3e7edb-95f1-4283-864d-9d3e8bccdae2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scomv.preparation.skny_calc_distance import calculate_distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8951b09f-b90e-45c3-8e2c-d3e9ae2c18d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "## apply SKNY\n",
    "grid = calculate_distance(\n",
    "    grid, pos_marker_ls=['CDH1',\"EPCAM\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8d067373-5ff0-4a9e-a499-1ef97d4dc5d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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7t7JXJcR2rAcJoRAyY+zr3T9b1vnnRTgUvZ9bwzhD+XUvbv1R/oSYZqNZTgiWvzWEPV8bBPAiYmVpxvgtKIHm2txoezG0N7eWWNu/oZ1m3Y5yzbZNWNYlltLm97txuYp5LUrjw9HGnGz2SrkL4OMsteY3ZknFt9eSehRTUcDIfnilp/RYE5nZpWcN0+sYEWlg9FOiR80USN+GXDOmkVtTlutDJfGKaywrY+En7gH4BmK8XzylIdw/jjWjdq+Jv+YcRKTPsGe/4xk6ivOcHZUl1zspaCytcsLPRNwBQJFXvOpoKDc9PGYzKxQLOvFek5GCTCmCAUUqwRtyOAUlxBDg7cS60l2Ppkv01V8DPPfTLV48Q3lMqq2Zn7VkdzNCsVsTaGllTUKGZjOPAoAXEl4BAAAAAADA51nO81uzjvZy3PnHYFCo80pcwn8kePruJQ798x6jJATL7GoXHG0/ww6N9jEugssrP6J8LWFMSL8CvBtl/jmYvUQnlhNmhLU2JcKzv17DieXyCG9dIz29kbylnmvFM+oJ4lB7AAAvyym/Fj+VJbmSJ5dXwR+xwtN5nDuqzUj4kUvkMjNk7hEWN/wUE6gcHwxFGeBV3LgudTkqkzQlRoLOuvUKffSEgU+ZtirGUWvdte1+Za4VAFCZovzGc0PtxGQJi12K768+jFfCcQ0+8UxpPQnhPWkq05PNsqHYJcl4I1ZfC58IwrHi602xCvAWRiXcKxgYhygyck2tt80exdexbxNKeV4l7ZCrai/NJr5oxtsV85JsscbrULCZjgG+Sbfyq85pmTCoWZgPs8PjFVtcf3wmO96DtwqtSTaWYbRGeUM/XISAtzFiTrE8rSP7XhGu3B6Wt94LABEX+05JEfJqj8bxmlKcmyfMNg1OIHURS0bKQxkDoCoPtXrlNaND5pqs7Pm/yD6ZaBspk8Sh36sp9ABQT5fy61KgOsOgvOHOuVDP1jK/yq2Kr/GAlpbjrvIXeAidz8NF2pMgPRqrtrMTl3KpeFpPD8gEQ8ajr30BeIAkpF9jz379V5Z3rlL2ueX1erk6tmvZw+SOJxTMigik6uU/Nc2Qc3alPLfL56As//wjN849LwC4D7I9AwAAAAAAwOdZPuFVtXVPWXsSlwPPhz33JNcIISTXeIUwpNurtryJub6oWL/WdNxx7EPXoWZcqZ7ev+Mvv90Rxr6J/y1qx/kC9wX8GJkxd/GyBt1zOXw1hrb0YLQXNsNZh6OunmeZlI/MubAzEs/foNkV/GPEdXRHojGXAnyCLuX3TI+vsdlfW+Yqa4LT1ov+qp7rFf5vU3yVh2yz4msYNY7vjz6THg4j15KNNCtu2hrVTDu0zcuGfgvisXgIhLs8+ZUUyIY2rGIcgt/hMuaCPl9rHPfjDOXsMvRvDhnWbrtSJHjxno1Ci495SyZzsipYXj7KGUcUJ0jvMrZuYzwAvI5t37unDd8vQvvNPQBbGnSZwDKT51ep9XrdogBrilStFzH9qLL8Ayx3Al6PX6EYs9jKPk9014L0Znlw8hs66DWqWAJiYV5Sj1mZ3vsPoBbPPRQc92/0DJ8ybuU811u+IXOYbXcoocXzFnW6+8mo+/H54QG57fFzBoAuWlXYbuXXY3XTHmxmZOWm/15uSVCF2ei/z1Lz0Pt3wGQGKCjVit5qDzGn0lpUFDut9W4B75AGaz23jvts6PUZGVGQKVPDVc8KntZVBVz4Pp77s7SPptgF7UsHMyJUTMEmX282ss0x31QZCVadGzzPEc3z+/enVpJ9/Hy9rPA8AViUVhWWhFcAAAAAAADwebo8v9u2+cJ3RCyzuqbQ4bXNhU2dvzstredPL3YLV3n0wsQQMqPO6pDLxvDeSx3ZDTciz98Z0dATJlfCE8rcNEacERau8ZoJSVY+puU3htUfngMrkqWm7dVhiFabzEYU9sv8/BpvB7yb0r2Q8z4G/22Q37ggmsc782yYFtXlWqvyEBXPurN/NHkjFE5zlfMtgef3e1iKDVTTqsLelu25emL/234kv5D7Hkl14vPeo+1J/X/73ZHpMZ5ca+qR63BLx55z4ozwrcHkro1beSr0ZyJUPNkvW7hmNd2VbQpqP1mCUWEs58bTkL5xXrcQCvd6VN5lTKdVDWcXH+L18NVzhDDy6RWJ/Y/fHMYRmURIm2e2uEyAp4ie3/H3Eq5hq4W+vuAZaBI9G+T5n8+DEPLnV3vug+b+O/v8eP7L+VkmXo2fNfJ5+0rj39vaC/9RUHDfJL9/kVuUX9OT4rngWzQ4pPenQcC7Q+m1BPgSXYJ3rtyjPeefZ6hR7NTj3yzQOz2/NRzjRVN4EiFKUSZNQ1Ewxm7humW9phWK79GGaizlM2Ng04wRzYYyZZ7Sdjmrj2/MimO3IPrU2b6n73/4QTLjzXu7luYyF8lk1VDGYBIPpMM4+hNEhgDPHCwjC0/EM4X5D6ZSedMyFJ+l+1VHHrrDlCoUB8tSOsohYpVzsTYGYycHLQ/2knX4yXf6SqRiZXk0cyGoryGOXhhwHlp/XKzeIjKixXN5vvJH+9m4brHyXX2v13qP/z5o52Z6wDsE36o+zCmvuUiW/d//pXmqJMCpxgdhtOCpC48jPcPKb+fXwUZDGMCTRvTSYFDkRRRfGIY36sEbqXEIXIzPWyHhFQAAAAAAAHyee97za+3m9cj8WUWqPc0d60uLZe7CAJRpu/SS3bLe+PgSt/NOy9IC1vplrL3GmCuGCTvHqjneNe+oVo/coTBGpWc+e7+VqDlH5d5r4dLeyvmgOLcY/VncppRlOsW0JSDH70qYoNy2zH0B4KVwz79qTFueI81bqe33Kzhlp3PViDb3JR8AOtnFI5yx9SiPvefX3Nog3GUV5gqB1zUoa8vLKNJmXaUHtmM9Sw/nQyHecBfO/jUfaB19s+yk1DrmMsdVC33amBWKVI2Bplvo9Cq/DYqqp7xWw5Q5V40Mt8sowIXo6naDCYAHb+jfjDqDfV+8ejx7Deq/wgADOvMcDMXSWxhfj/Eu5dejFMqHq1eZKjfP3Q61KI/nd6CQPpJbb1Kn4p/zNNZ6yV/xoBNjI6eseDyUI5TP6QJGpoLWuhuqmsbFG6uM2eZr1OKVds6Xr7hXYF2eUH61+mPePpZRflM6ZKkqWRDAS9ZrB3fzyKuOvO8urUYLC9xCMRPizAfG+VCKQh7Uqmb0xyD2EO5Jq+7pg/gpn9k5FtKzobiXnRfmr40yQVnxlQzKfkmW50nn733FlJXdvCYCwGPwyF1r7XVAt92PSmVV41K6jOVYSYuvrgelF4bw9Ph5uv5JcH8KojlQE12KRmN4hlJU5FvR5NaSTI2yvCQkvAIAAAAAAIDP0/+eX4dHdiYyfLbuYH/bL064TMylO0SxMqR3FKf392zI/W241Jtzz+1lr+KryK23NTzCCbElXHoZbwpFtMZuzyVSk5RY+4ZMBEO07djH4znViM9TetnjcmR7msLtxNxxOT9xTq7Q983wlmB1BlgT7k2bTZ/zPa/Kgue4LdrwLpRovCzyuT64OdBOv/KrcFGwCmthc2seXXUdwmnj8RelY7uWednFIZHfrZ/FSniNIp0I2SHcflfuUnswSEJ734ocHxMUV9NQkCtTKIdaeHnp+1D2tA3S2HQqdaWHqqE8xlVlm6KNURGGZ9ZZw54UPyyE+TXLAQAAchSMnbAI8XP57XJbD4qMkDifDhjHtzNU+W1KUFQSJpMDdAG228J0eB+3cMk0PEt4HKFADCnj7/+h1rnNeT1/hZv7olqPVgxUI4nX84ZQXj+87b62m0a2bGOij40e4aOcYdEIsVcjV2btOOKBCgAAs7AiwBD+TBmhxjcB8+hXfmOBTBEmY6Eu8fjmQjtzsQKKANt9r+3GTasJpErWhVXu9cl6zHN8WKH2RhZkvmYPcRs2PAqYQkmp9SSykvkjLr9JBTcaC13Gm0I48WW3G7wOl3cmF8CjCwAAj+GUxz4X+lyDcs6fWML3AbqUX7kezloHWKu0qGsZZ904BeVZfQVPgyJyB1Igvl1Z7PGkGcUl65NX6exBbJ5zUq5jzXuQax4+VnmKvUffryX64++DNV4vCm68f/hX14jID/d62hI5w10PHzYAAQDAN2mK0voqv37+i0C2ZwAAAAAAAPg8Q9b85hJE7ZGnoiszs6cdodL70+hFWdHzEi1ZfoZJHqnd/PKPN4SAWvkfzuiJglVU25zcd44IDL0gvW2Xuo2kU7K+XOhzL/E8opY34CZoTSI3guI4br3HSgctfu8AANwGHkqAzzM82/MpwGkC+B7t8zQPhg+Ofs3RETq7hdAeetyjONzclzUhv0NpfShqSZZqxkBGYb1s+ltbOyI6vGioGhWCG9Wj6rPKtVaXIkT92RNelWS2jstrLNNFQemN/ms29pjGjV9djwUAELM/7ER4C4Vnv2XsB1iFbuX3InSef8ZRLPPvtzethRuutFlrFWuKkIpDa0FOejxsT7wf+aw7dK5dUZ4KVfdNVHe85vXaQP1+SNqe8/jGa2mdTdM4DDPWJVMV2fNPpNA7xssxFyVrhDvH8EX3LSnCMtJlsBchO1a0e/dF8yIAvJAveErFs7A7h8SX8Si+kVx+/QFgDbqUX1eynpZyzS9lXMrJAwKh11upnbsW3nrJDLspp7q3eQAT+dkKL40OaOnLVgX2ybDUbhSvfLXBqOAp9TahaCzSHl7KPsVyMsq4Wa0YuK3X+aIEj3rw5jzM4hxHR7p4xopU1N92iwDAi5hgbFyBD5zCeHLG8j+SZxQdCYtCwisAAAAAAAD4PEPX/MZe15x1KFlHF04H0X80hpO6PB0Le0MSq5nR1tPre0M4uOr4VTyYJUas0z0dbKtewBxWaHouhLVwH8ifd/Fj7l4sdWHcx7KczXF/JvdyoT29HOHRIYwZayW89+qQpSCe440wdwCA4Shz+ZRIm5vpkkG/TkGmnLHsEWAW3e/5laHPe/CFQ8sImVFC4oovkPYoCwmDlPT4OTSqa2aFOct+uihgxx8ZAn7+uYGt8cFeq/g625JsGiB0aNcgiWY76pnwEDwMY64Q6S2oibCKY80KzzPmD/PaFYxAaj/MCA0cYOB6s8AKADdSmG9eOZ+8qa0A0M227/2+uDgzbE1hj1mKVvf+hnL7zL4zpfB3eUy1dc0nl4WN97WpGU2BzLU7Ui6L+9bWP2gs5OxbltKnKZHqcBVK7TkWorbntmXb0zJ2jCiV4uVRxuzlmAHXVWleE1jtAaCI1zB5/oHbyciAI8pVjcGj6gCopFWFHaP8xl9nTY6jLYkLK8BeZL+HkMr2Mzy/Xnpe6ZRVft9CzUNI8SI2nbumkRn3jhW5EYLfoKUlIPOEBEvv6TAF7lqt3p4cpXkmLrRGkTbuT9exRnmXsjL32uadAN54jwHAXAoRLhoovw+QeZZ2y1HG82b2214ASrSqsCS8AgAAAAAAgM8z3vMbgsur6rYSRdasZPceK9MHPL8HufDRuONK70ddmUetitn43jHlZ72r3vpkeHXB+2rtl+zg9P6aidik1biwT83rrC5ezVyZQX5I902K8YSmexCek9FW+BAKnt/e+gDgN2mUk/AC3kSlV741mgyPP6xKqwrbne25dbDvIeSTIighHG9b6tlDbk2lxNxvj/r5KFcJc60dO29Qlt3kYoQKIbl3JfU4FTirvtJ6Uq/iq32voDQXqA9e7T6vGVtamHcjVUPaa7jbrvt2jxnjWubWPAMAVFOp+MaPzaJ8B/1Yy4mCfd2KsgTAjzD0VUcnW7i88NwSzKRi5l0D6MkmvQqetXhJVuO/D72vKTqvwxaVLSY9M219xls8Q8DeStdeu+aDJu+4S+IxecsQq7jGyf0SbT+oMUaNElAua340NqPd+79jsk1oVepG3EMHNUq2y43f1obsueyhKPwAABSp9fZFH4bNuVBF/OwvXQP3s9+IyAohfSbj9YU3MUf5jThvEEMwuwjuLYrAgGQxMxmpKMYPGW+5+/knKscRKpMr3+NhqvZCxUr64bEWZSS67wjrpTQQ1IwNEVZ+B0W9SmtLpHzK41UD1CQuVmdRVXy9k1eDdd5D2Yey19BREeI80Bl9lhn9pyLPMb7eibUfqz8ANJBk4j//hMvG8xk+fDL8cRRnkRpRlXnmn7tWXhPzTQrqF4C1IeEVAAAAAAAAfJ7pnl/NKmV5HmsdPL2WRWXp4a2oIcV//8demqQPHY09Q5y1euP9nKHm577B59Gt8fomVsjDchyPEyM0fAha3Z7jHvSgHdft0oRcWyLP9vF9F9e95lR63hesOZqP8hKv799OMmy6Oqig1wOhNboQgj4qrLxEbu22tqwk2x9JeMWQJgLARyhGdUXPz0SegXos162MknL0sfu1d1E95tK48w/A+5in/DoE8RDyoRkWWihs7eSqhQlqobZPoYUrHz8k8mnU5ur1N3/9dqy/TGR8sfGWvrkxLF3lTgW4dV3q/u/YOq01Or7imLiefb/3HtFCoV19NkoIE3XVzFlDwso1RVb5vfhbbCyxjmHRMAAY5Ob9Yu4HqEN5ziS2SnE9Skvamq6RYnyuLwQ+w0cMWV3Kr+qleQmWV2YFxVcSC+6jm3f0g0witkW/XRSHwZz1Fibt27EmfLFPN4cSe3w9Hk5R2dkxedc9KC0jQbn/J104rzfYQ683tsU4VqzO65VuabPi+b1cy9w1fPH8DgBj0SLlYuMedrOBaE6O808G5/Op+jnIswA+xnjP781WgeowjhCunqxYCMyUIRf2P6Ekm1VGXtsuD5dQKM5Q1HiXjAJe837WfzuGSzjmUswex8c5K57NUv9lH145ZWrP7JIrK/79KENThivHnRyvMgLBNLDtmaq8nlljzEljT7xP6ZVC2j1gCi3yWrTOnbk5LG7rRWLVy/Hq4QDwYTTjohGx57LNMqGMR4nIqqHXEAw/ykfGCwmvAAAAAAAA4POM9fzukTXpoNNKEFsOVctWq6tCehstT07ywd73brLre2u8qZHH6HLpNKugY43qTK/4K5IsaBZzGWkgdmtNHGVZbkv3YdYib4WgRyHZsQc0Tn6lFve3PXsL/fXNsU92SUXs9dXCdpVokEuCLuN6KNU0vVO8+CqQUSie44yzJk2OIncQP+MVAPhhcvd+JHM0lwF9RJFj5ybrmReWFGEBHmOs8qsoRq0CVCKcK3drbaY7rZKVJm/vekIzvDQ6nxplytq3VgDuUnrjtncUswrJPZD5/dY2FJRKedx5vBLOaym7ybHJB0VRi8OeW+85RRjQ7qkRiVmse9Wt+HoNUxWotsHGc0dmBYAiTBRzEPJQ02qYzLNoRv4YgDcx/VVHRQVK81oqhZQEu+Y5uPZAx6TRsgw5hArlcW+fECUlhTvxIAb7vHpefyMLPSbr27xoIxFGoNgzZ3olLW/r4HYliHo3YRA6z0EzPgV9fJg7Kgp4Er3gVM5zY+GSB+BPQS8qqsrY3UJ0vHHc6lQl6Iqv/RvuMwCArxJ710fPx5GMwpwPv8i27+2i3GZJqtL7e/4psKfysSM6sa6OVpxeyUs7JnkyTc9vpzWvJCjPeA3UeSpR2Vv0Q9M4WgHjWphKlhKTVKGz/Pug3EPpF7sOrS2msUN8yCZ4Eu1K2li4romXOeNRjT/KhHhew1XyRb2Y/9pmHm8JFiPHdsN97+13AABYAGE8N+UL5Tfz+ZI8hAAcLGQwaVVh53h+ZThxRweVFN+nhDizui39PDrERA03lcJ0xgvrCdm0aPVqx9dJvqf5+O3Nr85KUMK4tX5XH0qxxVeQu8bxu6rN0IABBhk5BmpfOdRSd06PTHbU9hP3orwWxUzVJcEh5K+lPO5Jo86rjEgAADEZQ2Ty+1fmOeGlzSm+MvLs2N/0IEtPE4CGEhH45rwgZHsGAAAAAACAzzNvzW+LNcBYc7ba4vyc5+Tilb3TIiKsfbnEQZ53lKr7RVYeb3Iq6fGVXsK4L08P5hZ07/bLSa5JyWqm/Jbzsu7xh0LnWYby2Lp87hiHM0cfknv1OD9PBMGEEHovWwjpWt4OC+ZjIcSTllUAADyOMbGpXk/FK3XZ/hFhIjfXxxFgIfij9C4RUB/rLxhARs7IRhQszvSEV9W8pBNV5VII1LdnLxahtrEyGUJZ2TCV4uRDuChA2tjfxX5a4qCkHrGvPGDIjXbnjaqEvWfXxVaU+V9hHWNLGJeiIq9l5tqrPF1zRgttHCah02LN0rBQeCMU7qLoK8q8doy6rShh2LteDA7eEDTl2ru7aoU5thS6CAC/SYPcZO37hfDMA8/jJl7zuynyR4nkeSwrBvgIcxJejSZz897udTkmUcU7NkLJ9SqqqjLiEIhr2+hS0gztN6voJh+uimFyHrE3+I2TsXggdZ+Ldq3jB19r2X8HF9cmKw9Hb8KrHMnSW68imqEmWVZc96Ufa24spZ+8993lvHNW+LuUxxlCozEWHvOgA8DzNDoLrCRPl33OPx8hJxNrToMQzOfIT/Ub1OGQ254eI2slvPoi8cQsFYNBim8I/lDQi7co2hajDcqatroHdYviq4X0/js84U2vl1H588pPPY/9Xz3NKIqedb325EPUjJziluEsSgyGi25ZqZB5DTj7v4/X48R4VouK+005d3f0hVKcaoW/42GzK/PMiHpFhAoA/Dg9MpR47l2mq5xQ8WYyc+jrZSVYB0WeTMSBlxpHSHgFAAAAAAAAnwfP7wBqDG1xaF+vhW5mmLU3cZHWoJZ2fTHB1QURLj/VYvaFjtRcoNFPbu9vw2DMhd9m74vcuuCOm7XRiT6MHq87AECW3sg5sVbm4hGNPqtzV2k5y8qI85UU+1RZiiWKfld/wBw6okdXBuXXw4CLnV3DeBcV53HJHOhUMtxlh3TC9uraPSG1TzM0E/iWTkKuvqkMYW1V0i8huxPO1TtgktDhQls855sVpKxjI0GlRnd21dtCo9A3rA2iP94cPgUA96C9JeB4rsoEn/E8pSY2DMo0+EbjntFe73KVYn4P+A28MoEIuX+rPI7y+wR3W04yHtncK5GOY1oHt1bunmmLq8yGdjzOjdd7qNIZQmJVj7dba442+WXE+Yv6aqMmiv2y+fps1yb9ILY19HsyrmcNGOua5a6x8Axo5y6Pc+PsdwD4KJpxU9ttu8or8q0BW/zl+E8qdoV6hhoYnyZ3Dsc5ovhCCKqM5r0Pah0Mq7BetmetA5UWJrvN7PDRnt+blKFTb4m8zbX1uibDnDcrOrY3zHvJibnCMx6Cc9+Kut06SG29QknK9n1O+20c69n72ijQW0/VOHJ4as3T1wwH2kPGak/Nvl5K55Pp7yn9+6tURmAAfJrJMlHte+V/Yg5rDUGC72Hcf+p9kNtX238yrSosCa8AAAAAAADg86wV9rynjpIQtA3/XPLVa1OfosP72srZJbH7bnTlpTAiR33SKqtZaYdYYmeFZXjG3oyxqYSLxX132V5zfyjXNBv+nivXGdLmatZxr4vwt7Oq3noyESZnHcoXdT1yfLAIz0vKumveaumfhmOqQwc9Faw8t9fQe28CfI0bZSKIYM6BELL3n7bE6Sv36lrK75Z2dG7f265CZn2jl1HvXqsN39nNL466zj/1WCGhuf1PXWH/ty0psAbjph323lLLWPMgw8bZUV5c9vHbQCOCFhZvjbt4X3XFRa+iLU7arajKepX+GTWmqxXLqD23RrlpId8apdB9ORBXutlqyFyDrGEJ4MsMUHw9MlFLjgiMUvB5HPffV5RdyVrKbwhD1uJNwfLy3MxyLzC3DBZRf4VQ6LPdKKf1waMpL1u63Sy+QhBd9dmYvJKnpqGxkhkJANKj7BLYKyMDupSdSfdm0Qhkjd+4jIY110VrrGahqKyntJa719hnGpqcxsRkfIwyXN2B4fHP7YrADfAP61WMANCB4/mrLPX9FOslvJLkhIFdyMgzm9Pp+V2ZnOW0q18dwvOU66bUaw5VpYGJ3pU7tqQU5Y4fheWpHFGv9xpa9WUO9txLLsWzojx3uX8F7rl9o35XPdgNCq/yUaXq+tZ6sv9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AAAAAAPg8/w+lZO7nJa93WAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure 2B\n",
    "fig, ax = plt.subplots(figsize=(8, 6), dpi=150)\n",
    "ax.imshow(cv2.cvtColor(grid.uns[\"marker_median_delineation\"], cv2.COLOR_BGR2RGB),\n",
    "          interpolation=\"nearest\")\n",
    "ax.axis(\"off\")\n",
    "plt.show()\n",
    "\n",
    "#plt.savefig(\"Figure_2B.png\", dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f128baf4-3226-4e45-b2e9-1a33f84cfe2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        </script>\n",
       "        <script type=\"module\">import \"https://cdn.plot.ly/plotly-3.3.1.min\"</script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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sszuILQEGjLc2bfA4fO1meg7GuWLjr2nsLQcqPWJ33iC280ihsiFR6Jsma\\u002f9Qx+tbcf9S1mcmlmk68f\\u002f81gpHOF+1T7PRaAADKEFA9gnJsF5x8ksovRKnP6kGyCwB2xK\\u002fJd8Fzt0MRSwMAphNelRNy26gvEyt6RXNqgbwSE4wOA7V3psNOjpqjTD2u++Bb8Yo33lxeyVH+AUARD\\u002fxx0XUrPftxBSjl06\\u002flbO3MjiMN+zrqwWDQPeAwb5jW9rl2DYfk3QYCsRDCGbQlyQeD06UDFMJOolyFl0Yhl5isFS05qudRuKmX3WeM9QcddoK5uhcHG7TBPkqtbdhjT6wMvtFWTZKAf4V9mV0Zdl05ymToi8S42KImn8ANuqnBsimWkh9Yro9HgRZubDx6PYPLMSJcVjbIIZvwGK3w5NugeVQOgC4hvvrpruKCDlHINyyzthK7a0GBR\\u002f+guZVzAh6UKXeLd+BwOo+r9K2uGANNE7aK7ZwkFv2V0yHoGmb012IqvwCMLvuZ1LpYe4egZbmkWWlxdfo4N0jiKUNZVsOoD9XQpU7PHmFianJRoU+tB6+f25pYYsutfSTzs8mjGOPzipNhqYyHa8R3JXzL7WmorSeBtJ06D8dhvRyEkmeYdrrDvk2oK9ujLUkSj1Ltv5XH4+aF295I9OV0ZRU9iV7wdyG\\u002fxqZnjGfedatXooYjk8JcSQ7x9OzlEorPc1ER5kqYL6eKXuRwihzMq5DKJC+Gja\\u002fdsKP8ZHemhLhhvSzbeuFRNgrPWslyU8XjNGeRLd2OUvmFkJ9yw0+8I48olvwxnF\\u002fb7k6F78zCw1Uzobumaft2Jsvm6hWazVBoFj+zaHgd26vtrtWxdZmFniJ5DNU8yf38RKBlc+\\u002fY54MOrSeHbW9n0z2SJ3CnXrjiMCmnt55HG46hQDc0OoOtgyxd69E9jafnUW5WKfmr\\u002fAPQWbyOKUdSmuft+t6Fr2CfIFw2FeCm3cyCOjPvg9TetXyId6rujN7QUpt72InHktF5Bk1uR+rgTdCs36j8HKL3WafJQ4xex\\u002f4pvENPCpUcmin2\\u002fE2aDuSnamEUKEUHJasngB7dJyDVLuOhRY\\u002f9IY7OZvKFFIAh2jJ8WZ5PabdTn5JHb7GVlcvaK0NPo1Vijn6uctn4kNReZvSmrpBzsG4lmGt6Nrw6LtTItNUCFYF8v1U3az9Uzf2GTJOAV+Ck4\\u002fkNWxf+WYmjBwCYclOwlpw8gV2koyu2soFhol4zazK0Fk9JVw21UhRaxK0EKxpYW2l5q8vt+rjM7fPH+RXjzP6wXhWe57hd+1hAp\\u002fCjRqtT6dnhRFLryd2MlO+CH2iiOlalJ3B6qbSeVbGrJ1ZzhFyBP8BV8V4wdKeip2dPtvNhVZspLI6DgbBbswsdHqQCudzWt4q2Quud+m6vslgpCQDA9rECk7fQLodEM8IzPNDmkab4xVS9ZkM1aGwBeHZeBwLJB8El1nNBk0mWF8OZzMX9LMf+d+gOPZTdMvvvJdzQrD\\u002fIQnPNQtapYyvLpa3MhsU5aR2iTgZ4ikHPOAcf1fMGCumzDypZWiaQRuo7VHp2qIQfrZSP1K7Ct79QVUnSNA\\u002f0K6l8UP1dWqc6ynTZeDauAzwcqwkARINNXoNyYn1E55XDLIgc7zLdVbzPIR9EU89dVrpQXq3x6idPMXXU35iK\\u002f6LlOgxvMtbSHVRRYfhVwxJaUoMtuDL7fZGlAdFwEFIJhhHp9XYH3JFUp3jferyIAuXIblIqWcd\\u002f\\u002frKQgx2pgY+mKAVA\\u002fW6dnYLAqaD5g9RB6SN\\u002fSTtiPgTddxsU2QHPVrei06nsi5yNZCXvpgBIh2klWDjxkZ\\u002flPrd0lljp69pdKcnNdFuPRCX160NT\\u002fFtOalRRkqgAcYbWXlv5JaQ3kSlEwksi7ndJHyP2cn0K7w5\\u002fzsAvMhpfWY+6C0ahlRGVaC7o2YrM1MjNnJbmMtckOKtQs+zS6zDkdtP3zCiZ1YPA1Px+ywjJezFu87pZ6+uKDoeC1+hwlCAy44IYVgE9k4eJcujvojc0\\u002fuDFwu4nzWKzLKUpdH21qsFve3pnQysN313EUwyMbrhzmmtLulxXySXQE9gOpsLCPnKOKr1MZmQhjTFqIHh1xz3lIusvtOo\\u002fRBNZGGH2NNaAbrdbwpNzSLe8QnNp5j2z9hWZaXthfvpAfgOVtf+GwTc2NJ6bYp6gml4FYDGuHYMmIBWwazhudRFn1EfxdGMrqT1NlFbhFk2WyGztBus6lO+q5FnAxRFoWpoCzUrAGfrwD32aHM2lYJm2wlpychrp4tfRi+Tl2GD4mXh+rqARfPhAfoMhiP8JCsDghc6a8XxUVzN1dAWFqS8plFPEMSyaXGeh8JxAN5I5nnV3OXSKns8jw73c35g5xUtK43wEeEaIdm9KmFeF2roStKpAIlBNU32XLjayiUTasB2qrq3AXt5\\u002fJMkK5WyfDO+96Kjzt9z+7VPGCkSa8NzYU19LG8okgruJip4NuSVCCy5t5ImFyOmDygB+wjuH3\\u002fUOgXru3oXNY5toqz6BdO4Nj9c+b+swnhF4dk5PE9lwBA3oKCMsaxp1pFaqMonVwzZE60VZzJxamzFJvp3u6OM6\\u002fFNuz+v9M0cdRbAvpw0lCsRjuV8Hhmpgz0Y0v19c3vcyJbOfKfFiw7Iy9W\\u002fVmDDVUEFj9Jr4w7+Ro52a+r2i26QtkaWR90H1+v4D2QkWTYeJLl3CoeU9qTw91U4kSfLTVIpaThz4BGy+9g++j\\u002f53aHq28MCJCauMf6ek0nNFoWrY9bm538+dtW5Vrvv6MxPLfA5md3ICMk4EesCshg85gGdEnAt2LXsqpHmk21azWQ3Byrb23MIHOkiS5NvA4FgpDuzkmrch8nURiv8ABcAJxAWf9uMml6AZuFyy8+kZUftElgmirdHtFtpoQrb0l2zraY3pnHoC0x1EPbZ6tj7jNwTAuZ8vZveimi2U7sAl\\u002fYd1zjlm+LsNXVwnP6pSkiS\\u002fgQkvzBdEA6n6h6u64l\\u002fF0DwOo8JshgAAW2G1kxj5LJPEVqfOLZCH3XVZ5aCefXT3dH8e5xoD0FhIwfgv6tIoPOy+BB+KSDKCc6SqDL7RdJtoMjBKIx+YQJ0dwSicJMkfZzdAvRGO0d8fv\\u002f7DH5yEMNDj3gIw69Qz46ww\\u002fJlgzWoHMD97hbMDClgNxIWajC3XKfYyKJ67pRtTjDnkUXeMMhyCO8XGGnJQ\\u002fKdXUYja99hrNhEVzOWc7Um1oziNM19m+A62xobaSfKHwDWS6yI5zvC\\u002fnChGy6Rl4+91duL+HvNP+RasXwCgrtQY7eAzl7DH0SGE1JXChR5l3mmr5nrCpJ2i4OUK2eDQBYyizSsvF0m3xM1NhdXwAQCg1radwudGEx+0j4Q\\u002fA9AzBLvlx3kdkuT3uCOovhpP52kMSJ7iH4BI8wcnwW9yKG9d4\\u002fB+S3yfMqfnyJ3aATIHRxweQsxudiy9mj+DSAVQ+mPJWECiKtlWntvRBdBKuqzZHwAACvRLMq5JsYSU2eyV6+IP1Qp7R0NtCwTXnlL+tk2S5J0cdPvbaAuEFuZX4C1qjAMFYxcdJ6\\u002fgv4JR+yA0QdN5qmC+kgB\\u002f+k\\u002fAGU4hFeMKWJmdjPD+uaCCzzr\\u002fvm5jIK6GEsrEq2p3UvlltdLK3hgh+Dd+ZTSaKNTFNSgHAFYS1XZrCGhcdTouBW+VuBVHVSxvFZdE9mStVuonyQfQHPXYOrqVN3V7HG9R9zjwNcP4HfpXThWfZoa4HE8VnrDJbHmfuQEc4ffSFatD8uPdzECJ9TQ0A4RWYtxLCC5Ya5mk76S2IchVJ85a0JxDRWM0r91wiWsyxq6GEbuJ3LaepqsxzqxjpQhtJgAYpMU2SJKPQXnsy72WlpG7mj4QE7UORIzkAf7V2ieggj8ZOgt6dTRmpm9kkbri3YZFjH4XtoZLDfI3bnRYc7IkJ2N6XgANPhEizLKoyeBclw3hAjlStFXBd6CnZkdmBd2KYWOiwR2zq6kqckCyGKBQ5VA9JWqHQG0FDjBJ3o\\u002fx2Fc7p12cSXIE+ueU+MXTxHV3cs8W016ug4nJovUfE5eTC59BfvlFYNe32HZOs7w2BVKb7ewpF5a2bT07NcoOfFbV5C7IesFrr49PKc6lVQiHbnTzTedyxM8PiE2Shwg89q845xBxxPs5k49AyTtoGxp8nvNpJxVMCXp5Gh4jNO\\u002fFo1Z2lZ3U7mxoXoNedoLRIPqspFfSk467ikFU4E505aYCyO7G3QxOiW0bwYqsRzGqTSVAPdIbi1VvTrzbYytpljKT5CHEsrVsOfxXY4ZPw12Oelzmb4vtiWDc0ICfSMJJaq7QT7rVFF4Xr0FlE8ouXtZZbk0uEpr0BErVQ2LNXISL2V6liD6dcGnRdajYrnwrXBYWAPBnhGeQcOW0U\\u002fjinOonPGRDiKsxcvdjHMnvPUnehbdCJb\\u002fssW1puywGHttt0TB5kn+wMQGVnrq0tmJ+8wlMhqKVRKesAACl3WABoJOQAvPre0BDS3O3WejFU+WX+ELsRiHazeAbNmWA63JDoZBfazwj1ZETEckACITwmPkWIreaZDQLXbhKks8kzsrQF\\u002fp85XwtIn+5K\\u002ftnB\\u002f7TDH9YD4BiN0ZhGYtpdnGCq7MSXha4bUeyBBOPqRLQElX\\u002foG\\u002faFnEnLxIm1xjcLY1FzZ4HpfEMuLNwjLh5n27RC9rKherv4RhwtA9fNdSPoPeOtfMcqwmjTu3Ide2J16KS5NNw3RUA2nI7vJq+Ewpr3mDDsMYhUfwCBELSkjdhNjQAwClnjMWY3XAug1kOTkjiVbSJkw5jlomwAl0AIOWNevbygCvNLezUvmC4Jppxy2gM78C4rQXPXYbVQ2F6oeLGVxSwAU\\u002fDElBsBYBCr\\u002fTYE65VBQAzrUQ0a1H9CV4T0kTYisbIr0nyGXBcYqfFA1p2v+SuGKYKgIoVZk\\u002fjRJIRyh0VgG02rZ88jb+h6XPTYjFP09yxN11fCryO3HCQAgVADMFVqYAuJz83qZrBzbi7o3ILEVIDyJhYk+v3s5sIUT5t+NfhC0u+koXUkFu0CeqjjAtOAcrBykMT440u5AM7cGf8vgK0rckBOR6D0dhW+J430BI5+CR5Oc7yvGktfARyfRUA\\u002fDq4hONyrMGY8EvretIkeQnehgYnZozFdgoVnKGXrs9zjwJnfnOKKpTBYz6yn0KczitAwReiQE\\u002ftk43LGu9D\\u002fHlc5ZHNbiYSkNrqTOqVaXdix2OvdR2l4qxEEwfdwksnBKDKVLO9p5JexRRFiM0WPhwV8UQFHIeuYOsnyauwy\\u002fPiav0sxALvZXh9BfrKV2dnjOs9F+9h5uY9y3+37yeWVBj+qPbCby6AHR0Vj61KIYvjT5Tj\\u002fC3\\u002fFSSnAjwxg8VTaX9CKy1LnALedmj2Bbo0S0LrAuCkLfTVmqkQmq+V8iW45MY4MrC+LvVKFNwQhSrRkdgkeRi5LmnhDAv3y5Gfaek5EgSBRQyJypP3Mc7JZPJgcIsJlMKncjiaWzeidt6p66DwnjiKP6ju9L1qw9QP9wEAMO0F6X29mKbSPKNr9WKD8MTJU4TpwnESYyLsula0n7mSZ69zBBL8cqmdq16bU2uBPl6lkoLreXbQze1wkuRphGdyiVosyHd7ZrShqbQkbQSQfPfY\\u002fxjiKyec9Sq8fEXBh5psCswxhfrSWYRdpxzQYR8WTto1NRxQAVQSRmW8Lzsmi2EOqfQoOAbUkF\\u002fFwOfK6+FziSgcJo4rNetVoJAB0F9Vp7x1GIxRANoNwtbHqrIeHRNUv+hypOKpKf5uZh\\u002fhPGwHpBQoONTRCNDqJ8mLQD+UHm6+OaXz51bBJyNyUP+Y0YaprJJ8C\\u002f\\u002f1t6V\\u002fQTO7ztboXi5CMDnEsrn7fcG8yQY2UyL6egCO1KuJ6HQ7NchETkfY9vX0OR1LTjMIVGap\\u002fELIqx01+B1mKiwAIAxVAdrnpwW8Fx99oG9KVijPCXczxydR1l8qZkuS5NX8nhe28LscmVr4bwzayTm8m4IxCtuZ9C5OqBBfpxuFgWIeTOBGTu8jYdeBQBc3fZJBqiPKra9pbYqoz8vmWdqsofpQh05L+0B2knHWyDijTOkShXVQsIqyoAC45uXYNJ7CsQB+RSVEUZDC6yJYs1XjCqHn3IozFgaVl4ZLkuQuzq2vAiUKWclHMm5o3C2LZKzwSBowOwYE3fGoQxJqXEEXSM++Y0+Yqm3DpRFqpYa0olb1H0V3jmpNDdvXc7MbVeYGlU6RcCHTwg272AaWaA1H1Ecoom1lKpZ7XeOupWveqvWHaNOr9VEN0NkJgQ786mAbJElyF7i+xlBGZ7zVSkxOJReJIuEFvMnCbrwzAN0VpHtI1rF+zii\\u002fI49Xac\\u002fStWL5BWDMLup7B0spNOBJLVJzdfunU\\u002f4oYtShYjAMTFkJh04W8IbDWFOLAnrvWECFGHlKUlv\\u002f7lkJ1mzjdTRXLOdlWUFhLCPZFZIkX4pez6LkXZ7fosegGkcGFa9YSW7zLrV\\u002fjGbl3Uh+BHEPDTPvoAw3Tzz0LaMdJ+bUhW47FNK5mpsz1G6Gz\\u002fby5tPRqFHDWvsNK6wzdkejeB991O76FCXqJic68lpxAdap3LZQERtBlvPuULHcVu5TAKBtxVzNFXR+VW2LwEOS5GdxIwYAtIXPJZNbEl+AWpj0gadFKnfZyjpv1PwXGANjvdsZLksygZuz10nEJrpvONp6wALX5+ZoreRmfC+DuhJGBZ1LOEOrth5m10hcbpny6PPHnHF+nYbGCsqWbpNmibFtuwWYwgeWl2ZqPGazz\\u002fXvHYhDpKjpGXFNbcYldXPrT3ogwhNncfRLkpdgFsiS9RJ+gqaiUhXjNgUZG2FsDOw\\u002fkoPcvmEYuSzpCf3QoVBu87BNot1J5KCibIY\\u002fKHJ8em8lyFZ4bab3y1drrNjnaIt2t2tpqDYR64YVwN20CaP3LcvUgABkNC1kqkC\\u002fDKaqNf27QKES1xlK6lCmGITIvmSDqao+pN8RbMw9KiFJzhGsXIZDx1BIzzdh9WkLeYg2iK1Mz+QgxpJwtzEvSzIqXtXPhGZrgnOwUixwUNUMhFmPyGurW+3UeQFNja2u5YYGn73xFLeXuQW8s4y69LVQvnpnvbH40mS9VsPdJQN415MuUoX6h6TZASbJ00yXLaKWG0Bbzu91URFPFHr5mDHqCsk+zZR+7L2M\\u002f2vbn4PrcEjBx7Y5anvMKWWQuZZv3N0SpcNX04LIeTdCo7+eMfxVenpE5Q01dmd+ybHE+5VM2KpyAHLUe4Umyb1shD6AtoLkr1JiQ9kYPX5L3E2UrpJc8Rr8gCEjBj2TUzRbP2TCD9vQbK4Q9qpy0xqI+6127UkmDfFZAcYvmyQzyc+w+2UTItyuD0fhFgLA3so\\u002fZgG5DNCm5kHqBDJdlXR929Zbfuh9Ei1nCasdcExgU9IdY5K8ErkDwI9ztdKaQf\\u002fs58WyPebwt4DLuD1oUZvl43yBnmwSRbkChWfcnj3L5ckxGf3SlBtpEdTLdn2XSIh7I44\\u002fLnUdlYtNcxdf5kM0VY91ao1Dz0YXOhRWNEh1KneL8Q\\u002fTi2LodFUZ0XqCo4yUI8T7bXVlrBCVz7F2UFZSNyFJ9PGIGmOSPIq3GDF+qigq15csdJrT8wOwK\\u002fFDFPsWZH6kp2B+9hSnZKAW2FT4Yy8+JRXAXx4u1Mt2fRdcTph353L8QZlWuKd5\\u002f26mBpLlxG1ixggsYC5nsn8avNjvQqGFjA2i5rqVxHRaRjnUli05WXuTUxFe75FMha75+ajpTn6J2FHnuB8amQ9ycmehJtuM7jFM6+TUBY5\\u002f5aQ8uPRHQTcF4wRPUIwmx6FsxUnrEF7vtTqrlK\\u002fcnPwitp6yp9sEZ+oQ4uIw608auV0gwjhOTfaZdnhIKbx2XaHL2W2OetdBva6LklOa2qb+dn8BnucMTCs49pSIMfbHG6lCi\\u002fdqktzO1FF\\u002fBA4QMmQlOxj3oCBQnVN3cWqKUBe3aYV6MejfPdT5R4Ed\\u002fOHYDWYQsdUVIJJkBSpag8HYy1ZwxxQoghmZdVH5hVjob7qQ17pmHTFGAkQN57uTdlaeqvLPIU4FgitTYvR0JJs6Cue7PMRrSJXBq\\u002f8oxgdgaZzki\\u002fCczeVcBE5X+W623QO5a7rvkMF4yeAMB23xNOFwdB7zNafmfMIVJRGZQMYCrUaUpfY72kQlbB7LUn6lOvp2ENXQMxpDl4WaKJ9AgrYYMvFS7OWQAb2uSbIrZ7n78QS6aGOuGur6z1H5xcEZcvKNeP7m7l3cwiXpJ1+M6xvtjT0F9033NRmYAMYSKjst2LPFi7ErcGtEnuZbDRVCjvyWCmDwBXzryLeTEhXuI1Wi5waeQcBKMJVMAYBthVR+8YlaOV6Kha2kmv+MoYm71pIlc0sGFptAQrYb9g4jDSMGvU2hwCvrOKNOvpFtlztH+sl3M7rHMJue59w13cfvoWFQrboKYJcpq5FihUWd+WmDqk8jfTl4Uw7dmtP8YGFyO9L7ZuqA23leizjG5CksAPLvVcypl8Y0qFGpXy6R33k5TLt2BrhDYLG561Jf0zqSidoz2njt0Li8V4g54D\\u002fJD1HKwo0V6Se\\u002fxCtn88KGBgCC+GWj3lEKrgG2RZzkuALXkY\\u002fT2ExGgzLlnVEBuKYAMkSB9iccREHch8gwqPJE8TX7N94iQW72saKL0+M5p3JaWd0wW\\u002fMeRZw+FIUvYbUCSgPWFRXyfF81UxyzbNPbejpPmLlr8nWYFTqhf+m83yb5aoR7LKPNjZHhmhjWUuiuy070UAFKezWnlGUWtjD1j2I\\u002fqS96ZFz9d2g6q9Z2IL4mlV8cTk5KbaPZbBiYHSWgMbekjXJKGQbmdmHRHSnz4g\\u002fVEZe7BKNTOEImvezJVLA9ed\\u002fTZcphBruiwQITPN3Ktv0ZxyDJV+M5houNoi7oxrTM01V+ALUfGEOTLr+D+yQxymtv78G1UcT2kjvEut+L9Fw0Fo6ZyVej8stA86X23jZ0adLCJm7oMRuRyn+heEy0a8yoTzD0NXjPWGi3BQYciKuOtDAdjl2oVr2CObWDsudQiLChp\\u002fKpejBegL3mgV1Dtiolb2U5o8YxNjcuAItLj3rtJN+L9aJJyLrMf7rgOvcppxEBGn\\u002fqaKq6Nuvtawhs2NOt8JOOcJ0SOE1xmgHAcQOGJxz6buYEBWD8relJHGRUYK04cJRi1aj0wsYZ6o\\u002fQQIwO0sLmZGDJJsee2koM2NxTBqlNDhh\\u002fkGB5NF6AWXMeNaCEXhrA29lJd8knIGbcCRrB3NH1lePI\\u002fY26EJt8N8ofOALQ0c2c8r63YEJqD6bSRjwgUz9CtBiwa0xWGPp6DtGlHqP0CxBGOKGqa0CgLpxTMtjJckZVUO+U5ofYnlbLXFU822ecniNB79Y4tsSiHExuX9SGZmt\\u002f05hoXprtXfyGjDeKRRMXxzOSj0SFEXd1tBJaRIcctegumDN+lXwL5Cvt\\u002fa0T\\u002fcAVmltQbm7GfJfHSznqY+iwLCtA\\u002fDn1KbzuKrRPt2r4Tb3NaLJFAcDuFK2vcBZK\\u002fHldevM11CZA4n\\u002fIm3Za6RnjTQeMRqjyYhIV+a0YHoVU2X7SjUZqqThlqnnT87wPtzkdJlaPdoMTTZIXoHymAoy3\\u002ffoe2GrsBB+9YLGL0w6ZKKQdP3mVSd3u1vMjNzTNxXEB0JAnri\\u002fTJxLVvIkzoZyGpEoPMxMwMdEV3C6tzRVuKxjLL6xArm4\\u002fONZqovOEC0ajbZPoCAuW6MgOPbjjW1jlhjkV9J6mb4\\u002fExK174BrYvACgZFmY\\u002fAD4+YR9BlfE6B8UjQtUrgzCBzbWkXbp4gdqXMXJMUZL6tn5M3zqiK3rI7iWZImLt05cBlFBK95XDZF8pQCAI9lvGDmf8tHhRwybSKKPR4aBmcNbQJ34tZUhvllcZJsKYHYzffjbAqWRGRKvhJjKuiNRQdmSCltlGdylEOVpE1xRjFbMZT4cNZaltOQbqfwCEDjtBHIK12cKQOCcc9LZzmDWMvxJS37bcCsAX7aJdPemdgKJClrZD9Ozrhls0sKDFKCbr\\u002fY6ztnq1ZQsK8xx9wQq5jHcF76Rr7Zae1Wm1n1JIoEgjCMruBZTiO6VJpI+LCknUr7iyTNoVU0XiOOKrZWbNrRYl4lz5obm5wk87SjkGm3BdLeZ+qdLetpJvKn8g8a8+of1XoqYs0rPOyhdchm\\u002fNsYFqT6mb3VdQk+i5vgAgNajL7Y0SSwNVbU1JW7XslN7OKeK6qqJ7EueUsKF\\u002fr56E1wlvQUM0O0ZIsbiS2hUaNLGgZTRJdAmS2kHmA5h6LrSwwUVWzDtCyH3u3OEybupfQWVokPcUcg1SJxY61P\\u002fZIp4rN0xSWK+yn1MDnMWgKlzCI7dcyFOvyDCvVGpvQx0IRxZuGTCocqMGFHrs713hVSyQz+yX+7gCaZ9xY5tsbKWHxtW1wRtNzrJdYwoqVU4umrGYi57SPjspPe5hCWOkuCMbsJcAV8+M3Y0VEZbYcnEpMl3MS4rANrN4OJlb48dKkQ5T3vROO7jFCUHqQBjHHh2qbpTyyz7pchylqD3+qE3BW9T4Zm7n8QNbjZbTBzFn6YCgHoaUcTG\\u002fXSWrbE3oVI4v58MBECrGmkOrDn+wEPRL91pWHsVl15zLJTvY2V9tMymqj8WD66JP7vBxZTtS7PMp+AoKOmCOmu0SZPvIogz6MN97453jkfxaocW9FhAd5l0not4k1LpCQD9U+VTBF7EzEIEehrWgbjaBK93HDF82VdOHlXO5cSOOM3ycDgipFtQyXi4zEBWAqk4iQ6cGum5i65LtuiHWIBlcvgFLwtPB4Lg5Whluo73+V7VxUFJNfoD6CFrzmC3BacjYlSpy\\u002fSWwVFoFHuCaHS+lgDNXHdB0oxZHIV5MgBATIGvS5maTorC9\\u002fxIvoQoLtH+pq1TxcSxO3KN93fJBURUD1dbfdLOk2jQqPQMIe1OKGl6Z+9CYaXav5whmZ17B5VfNCUoZ3AFyk8hbB1enPKsXefUKqJSq6GamQDA7qTPqc8xky5AC5zVF6Or\\u002fGWQsNK8bXvx6W25F1OCBVYI6YOnEWWB9m6xm4zs5prImwiF9JAJ7kgVx+pY4lYuE48C21EVdUUTrUysg27kjVR3mnwC8ZxK0Jv4vTu\\u002flpzxx1lNAfLgRJg1rvSRmVSrMbjUKczwdRd4haZiXwX4PZV8IAVAfAbFD\\u002fqIVViexSQa5Sos57NBrRVteis9nQkgqpgGUWf\\u002fQ88haFzYqWje9bS0mguV7ADlcMDX1pmFUSt80BlX4ep17WF7nxB5yNoOx0Hj+OwNTVKxCRtuNHu3G3ThugulzNQtsZ8uBw9MteTroD29Lt6jjJ6RXOHjLemGdwyhlE\\u002fp2SjtcQ61l8KujTTxlVMd9HNrfxpRBkImp8CcnR\\u002fCpkH48mxcczjbJolyRp017GxvNWQd7V4uqkIxJUzRHoZsjsDBWxsA3S2VYW3XFqqPTXhqYlyTkhC3P6MzIvV08eVVejinVnAeolk2QqJyB1PNrgUFKb6qlrwZEW3kWhiixGQSA29ncFfdnTA5jbJke+wYdRl8DtNV6Ux6caPo7XRHlfahr5vwHOtR23tV\\u002flFszm6wVvt8bMqh50GE8KG1MLXs\\u002fVgvHJ7o6Z0qow7jIRXSEwDMjCv11F307ldCACDKSxNpcdQG0yM9R+ZDgKllwFHISusWoycAeGKNJsi8QqSVrXkFOzsWNbrxJ7EjR9JHZseYvBEVi5p\\u002f4rFcsMxQH6ACFOMeEb6TJztcCAX3m73SvLMTWK+YcKc+xixhOnNwvf+jMCOZo5MxPQFgLeq8BWwKtJwwdeUXIhoOlZv6IAzS6\\u002fArYszCu0NqeDDVScKR2k7xKUr9ChJrgTnNPlRRdifbbizmLgExwwGlUjttqx0C1zZsz8iOnifYsnbyFoJFgR9q8RQ5UdHlCLbSn2FaZUV6wnkqzYK16gS9om9hI+JNuN8HNsKU+S2nSpERAEppPr0U8z44y0bYJTcYesNGJy1wcDcDOx1VaqJqDQ3tdyuFCkGYa1gtqEYFmu\\u002fWi6JWerRjeXIGdipfQ8xlbVSsKaX7nNkWANgyc1XZPmw4fDORXByRgwQuLHrIXSUxrqtUgAJg\\u002fqUlOBr5el6hOxU9kw+l8GThNLVdC4Z6EFNJTiLgiZU+xp9t1OpOTzgPpt0j1rt9RVtUmMLeVLTxA92NmOxgw924oeEI29zdivg07MRrs5oKtIgrjRdMEwW5y3HIx6K2cv+7bWc7GodCEyddquK4W87DHlE9OgVQt1MsNtzRmevgRKiNlO4MVRmR51FnfrRBCsxWbDkWwvQ7oLaeO0JbE1vZjtsy90mGqhXqTvVFJhIzRSUBnJkss3LRacXnfGzJO+jrBadSfjSSvlp9X6KzpryKDznyFHmCPO79vYQXd3cjcsEG646Zr+gnoBU\\u002fLnwwjgHWBx5Ab6qGI5li6XmKeqHtJiZvPYEehD4+jlrwDR1rIipUgBJcjdRTxts1Lp\\u002fMb2BPdBc\\u002fTQJUc11aweOydbihq4k7Rl0TWmVZbvpyWp3AiLXIjtgyrgF3wI3C8Xadrs9k3uGmXowQ6uS65ZMnGOeLJxF4VRao7W897LuHrT\\u002f4G4luh0\\u002fz4u5ux9jdFHjL+V682ZdLnvcT6C0c6Pj9zRp6+khEV8Kb6cQJPdiHnnYmtWyEWW+B5N2uvzcfB0ztNUd8IXG+d+p7JrX2JFMLR7F1EK7I7qDK+6HUpPoydTUYFO5nJ\\u002fH0NLHZFZEah8CsANANd14UAJjmUsn2cgkUGO16k49DBgGguWOnk9AkttRlV6VC1teFILz6ZdTXdvc0ZsG+YpWZUGa3rRbaEMPd6sX9Yl\\u002fiXx8UAGh\\u002fkPg0ONRKbx+kDH9Xm3q8o0uSYUU9thormn1bck94Q6kuQEKXYiHuWQBoVrXw\\u002fJLmbPmxvjsm1if8bw8FoH0vJhXgvmQJMoxROEY4dsR2H1VuMucxnQyii9fwVAD0YFEAKn8\\u002fGNlqhduKLemeBdQBSI0dzo06eQ92dQTO0Be1dNArvN5LXt\\u002fjo7RooEpeTBQD1WWF7mC3okQqZ36gQx7tA7I1ccy1GdGi6pC+S7WVzGV9yURhek5pqW5dE+mz3Q5NSh6kCfXmyRvQekIgHvVTCikZnzgSpSESW0lB7WTzUSUtmfG6mNfHUxOb9Oae8Ai2xmA9aRxh2EOo+HIIq9WcNm5xGFkyeSPjhKpZg+YzJxyGwamfBZnk9dhZ32cvCGC+kFnj0qQPoWQK1mzVOOYNR1\\u002fDnq0Ru1aHvFs3hi\\u002fadoMtWzG4HSm+2rui9meqAkYWriubKg8nxcDXzYVasdj+rtdBF28HQ02yN7fC960aNTKRUULNmUovgyKyAhOPcd5kvsnj4cRVHNS+cInSYaKSdfh9uh02hmMrh2ZM3k48oVd2wHPSH96JmHGONrvE3rLk\\u002fKRLhem5C\\u002f0vpx6G+o\\u002fnkaY612nll8Nc3UsOJpvSehlivXGUMzpYhFBrlmF+Ze7pPzzFhFZ6O1gBxis0eo+IJ9ohFdgrKF5N3vfIM9gdSvAtVpsqEJz1LCPRBkGMWVy454hlhaNIgWQWLIo3OshkJ4TImXGhjqBX7UfW8smHMHoy+8zcGZbMd8+H82hyFyZwHVuepvk+Jyfd9LhQuIc\\u002fAIBCqaWM8aj\\u002fAIBTai25sAvTGBNsMvR5RYE5KoLg0+h81QiIEcsUnEbuAjcNqlCcsqiopwai9KcNhyw0YsMht3qOZFRbbWgGTxoZu\\u002fTH5ZVr3cZhRoF7DskcR7cPTxP3zgKlKOzBHdRdsP1xLogbV3TyHGYZvgzyiHSMV+JN94Hl6TU\\u002fxOFJ93rsra2clsjwVPs7NBWg\\u002fe57xVDIUrED28lNlOLJP9Sd+KtQBfpjAlXYrH0HetNgcIzA0JRsICxgUTqgBRzFgj8wo7K4VLhIBSuA+J6rM4ol+7sUgGjE+Pd1KgArUMk8jgHFKapgICPoYk8a62zKd+jjLfSwnS6pVc8CgpPIU+na1pnos7D9u8gxDJH1IqMnr6dNx7kJaT5Lj3Oc6zo5D38ME3PmBofbKa1TigFn534QEsNd\\u002fAMxwvqKkQIAGfrGCEvpAQfQHpF4Gm90+l54pDwh5WBYaVl5t81q+FtsNKcxYU22P2vbzjJuJr4I98WH\\u002fXjDyOQJsBrvVNSOG\\u002feOPFwJtDufGpDGSzPRr1oNdmjY5rfh2QenxtUkeTVy09\\u002fwnM6HvBf9qqwWS8x8FSQ3I1bllbVf5GNj+rAmtKB0mNG71pq3OFkBaoV\\u002fwEGnRcNSoKBSlYxy2BHV0mHaqsKT9sr5UMGVMIEM+W5ctWufp+pF\\u002fxDplPjcbzyNOyRGCLSus3DftompbVBKO25eK4DwLiqk53GW46qkFYOdylcXecqthcKt5Am4L5ljLQ8AUIEWhQfLpPHycSFTB+3uBIOIMoiFZyR5G8YJaTGOhUu6tx9vm3wlZXzEqxgDHfoVOcdpJxEN2eVIcgCHUPrKCQNObSdqhVoBMGAdJQpwXs7jcnlWV7iMmpSJXW5DjKH31vaS8rGE3QPYOPsGilyq5bwuUP46ErRJEf6kKKVvYizKyCikQvOrOcsKjUg3F6wsmyglAUg3XJmD3dvEgdGOm1iosI6iRqgvl9JnQYHqoVR8z1adTIqLq\\u002fkm1OmGBFJpX63kSdBn8N3G7PW5Wy\\u002fekSvelVxFhIhXTEQQ6DhGHaN55qbL8QDpD+thfkLkG6q2r00QgsNyAEBtxtNnTOBxWP+L4KTKsciu29btAK358FcE4dgf4kOoVXsvIa15T9P6Us7UTjpI\\u002f7lEM6AUJjWPRj2aGUpx\\u002fu6igsQWABx7G0V3e1G1YgMD2s3HylGgq4yq0rZpZ+fH0pc1PU7EOHeWbQkENZMPoXv+NCxbTvhM8k6uhYgONhezbxd4dyrJTQ5T6Nno4ZJ8uNBbvkLjDZik7Ot0cHkM7H1WOAYqf7\\u002fcmGZfTe3lBa\\u002fN4BsYYkSl55r9mpLaHhbrigp2hnk1aI4FEHc2pXoG7JpXgLECznAFgPYdP5m0fUCZUytA23m4q2AC2sR2Qf3iD3taIlRF3K2MSiRshytgL7avCW5ld3xuzeSdjI6KLoSzRH7qTuQEz\\u002fMV6QafBsWlQ1QRe1vbV8xs5GBNH+nDqFsp7aZgFXjp0Jd3HC9FMWQp+SGVniM0gi+g8F2Z7SF1xwzaJ2MclC0hTHoOa66wpoVm866bd5YPCo5CwIdYqxQjx\\u002fPOE0OooyULHrZNjA7Kxe+3g2MR75EdxbpNxi6ofNbrYWz4IDvgjzv68g24Age706ibK3kXdk8j3dX42L2kA7wXikknpqC5jXUQDhrnhc8xWQ\\u002fGtDL4MADQFRps1BrT6bPKOWMTkl2pMkvhoTael2U\\u002flCLMjLde9yNRq1ChbxGX0i2JOIaaQm3jDFRaF0MJAIDIqWYu2KFpOPLrS3o6rZCjQ2D6WKLBMG1ENmfXjV3XJmcm9DLoXXa7s4lseELIiweb3EDk4fX4VAYrOuL0Sk9uAMPl0SlmMMKPzQvHeXSe08LnBJp7ZQBB4QVwbOy4rvi9lVDwKQW60j4Nb3Q0FtAD6dcYRnr9iMovraJbf3Lda9RzOKtO8Sx4Z4FnSSkwdi1Vtc0nirnoJksqaYgr0KpBAqfmwpfBGE1Q2GqfjVG\\u002fgB6kpvThN7NEdOfpVkveivG0No0L3EnHVb\\u002fjM8j5BZK8F5sUsLj9+uorwDCO7\\u002fHHEHnlz3tpgx\\u002f6lphF5UKWGmR9A+7cyyhATyq3pth1kUgmIyfi0NkoSbvaunNkanY5XNm2AqGVl1yprh3LBDUd9KRy7IXzLvfo2ASoDr22Et9QJ2j60JEZ+40M8ciz8wRlwDndWlcsk9yIcPsT4ITOcXc56uPE+C75eMxiHyb0ZVMpY6\\u002fH9ORpohTCGOvAdKk4Ej6cca8g1zYOkzMKgGONY+Plxm6TrocBQxuYs5MkbVSVDJWnPsCXprR8Ou30QrVsZYVpGdrW9CKjvK+YZWKrQxhlFDZJtEG8lGGMK50B1Z54YPJiOC6d3dAssY7qcmmxJG9BhfQT0fJ2huAL0P\\u002f1wZNUes5Ai5Q3mWVBbY995H1SJgkNu5nrYE+RzOkpPCOjz5Ayo4YBNNHVuD49G\\u002fxH9kTZgDlFVgwbNGqfK3fStCYjgx3o+QxKs42dgYIGYgxlKYUeE5YVHPZ0rnvVkhdjL58copgmXFIrVPVHrZLrRBHtlYh7JQsALP8sxQvo2vSCGGu7AlAXjQib0viHiXGFTyGmAtg6L8N+BN+0AIiag4gRM9jXjZQ\\u002fruEhDg0AxLXECiY2GYWXDCMyzcPxWsvPsZLNx9Aux1R22eyXWNZkKkgnijQZPgOpz0P8Q1oJJywWGKEMZe0mad22wzaMRZN94ySPsuf5E2g27fL0JFtfIi9Nf9hHmbr\\u002f+ABQs4\\u002fRJ1bE9c7hxwrZXjYZJfvBzsRlDtYAXv2HaIlH9twX41wNmbQmNXescS+tP2teNeO+MqaaRWVWkmPmFPF7gWbAweIGIc5KVuiONgYCttUttK5tuJfgXkHnA3pCNXeUd1X3hiZBTfb1cXWbldMz+QA899h3AABHgnJFEJUjB07WVH5pNpuYbqgncCfUVvsJgmEZf2V6g6CpwyhLHi2cO1Bj0eoueEdSfE20CuqYk5Y9pRDCdyoT82oTzFjcJDTTxEhQ9LbCCFGTsKPWoDYNNSs1JE4vojF2EYXyeVsAc3aJ2NBcGoVpSxVM+QR39iOklVyLuYVgNU\\u002feS+Ah4fS1uXPPQtwQUW7TvL9XSBwO5oXBqDtR4hc5dg8NGQIf+7T6dUwEa7MGtwhUej6J3M2ArwkOhx96eI19bRcGafJJ2ND3JWqdBSMHzxrSKeyQD4lnKgC4t3dUALtKbbUJbMlCw5lYYBhO65ofl6jUe6R7UcMvrUvPAp02QZFNZDnOvu4oAK2Ela3FdiQkn8l87tBJ7Iwzk1Mwnq3ot+jJ01Z\\u002fmtqDQqHnFmTUH7btdGiBncZY2SvxOzwdtHbwgu\\u002fWPHkNka3mp5EbXuwl1kQyaGWFuKjNkwuLKuTrMkYs2lrEWNrgNGuZSoixEhbOIx1MOop8bG8iLFbJoeuV2POGUhgTqXJOLZHpiqcGQ61XQg7hbl8s82qHDZU8ysrhJWpm5xO9T7rEjJ28wHizaUOWCg5fSY\\u002fdDvTPKS3ssr5B5zF1jwrev7NSlOFf970It8crmkzNdcBrOT+N0rQlHRceaWPhfu3QSCY0CfI9Urz\\u002fGSmsVOl5FjSakaD6tHohpt0uUbD2yo4z2pmMjNo309nMoVSaa0JnvUq4VXJHl\\u002fxxIrdHJqfOMe8uQWxYC2nRWIUXyX6W+WimQ4hPTraHzXD+WYtJlsiLmh\\u002fFdDd0ZM4iXRGlUlDfMhvOnhChoyiJZAJPYT90e8EqeIqqi1aYbjVmaUl0dX3cCPRB+tAGzQRj88EU4hSVy5IjoVarYdm0cBPiVthh7KcVmrHYkhuJhJNudo6S93LQ36L5Pc2wKhOXetBEwZz+EVPHQ0Q7KmtWfgE4ZKPQxiuC6YFDvR\\u002fC9Ehm4L68Cr4mpuaEUAgck8OEAqMVYnrBWrZrau0KkQQC1w0R05wJh6awG5exkE9FHTFRKJ+IRQZVg22TKyTqEVr94UIOPRuBMgpy6VZ1p8kcV2etW\\u002fJRVH55Negt6R73Y5b\\u002f3zFyfFNwaXaRtin0go8DcBv5mFDpgZ071wCW3LdG60pZH+NVEjsibWo8xIep7KJlFiOQYcn4wBLRvOBdpQWAby8V8qlRJJxpbdvRxrxLxuZXoK4jJqcAYDRsETfPdrHxXHdDjXWc3cweVF\\u002f1Z0q0M3hUnEicFGNtKt6Qw+Ru5vvwpv41WG8JoYiT7FF4TePRH6LM9si8n6DnY2BU5ffb3usr1iTQGVthTpCcRgUBwHzI7j8GIb1\\u002f7\\u002fOrpA9HDGHaYo02kTc6rGN1o7bsBKatFO44kjKCPLWJa0Z9EOMqYEYxh2eZ+mxCRNFC5qRrbRapsDcjAFAKeYY9K9TZhaUB9N7dwqMM5ko+n7MTfRG9BFzUckv24YX8N3j3hqbSy4lYDCryIuOyPKx5kCpcbMqxoxgUMCEjkjCY3bRChkSLF2+NNEQbQdTpehYAcJpTu6bWMC60ltC4kr7DKBCtw5ImEDncHAk2NO3kAXTz0Z5zUbKtqjmMy5wFCOeUuV4BtGHGwRYA0BJI5VjyyflK3suppSFZOoYi\\u002fSS5lyKTosPRPU2LgFt4EfwEg26VXwDA2\\u002fEs2dBqJ0mAa7RAONZ00gY2j1rx6IIKiKMGw\\u002fNremeUGiRpFFj5n002lcKxbGJG5EtQk0uD6YdSSK8ohrMJ9W6Xw0rIoLapPD97jslUzhmsi1vkZlGANrPtLIBWWJ8fxCVfReWXEH96PceQoBelnyQPEf7aNsG\\u002fSgrt90tVUJNEXuwi3XoMwUcjctcN6LX\\u002fOjHmYDy0Cp9lRz1\\u002frZpfrpObkkOwleS8cNbR8lfsjIiUt4Pii3zc9SjNN8VdYF+lzbU6K+g2GU1EhfR0TNH1599Un3RzhIrKNOUnzBdFEfroreS0IWPnqM1nY2pcbO78Gj8zbZ58FgUAPXPCudms5CfkDueEJEnA6goNDKFWxji\\u002fyX7Yum9Dg\\u002fj6QO8orKDYSC1g0obLrMdx+Gg3K5MkVIDRtKYi0XuUTSIdQA+2ddUPxY8AJcGMYqHABDVIK0R91GOaBZRisrbyN6yshs8shjB1mN42qEYVgrMnYP9klXckO2M0KtH5Nhw2o9PWgvZNfh50GlxLJhrgGTpLB0lyG\\u002fRbTpWehjGouVUGDjpoaS0wCssPmhHYRD4WtFu+d1nd89+D+AUwvJdCO4DaxCp4XigdtDFjWwkeDfO4GgjAUAflq8OFCLUtM5CQc7TBrtVAuGbVfgvAFm8VzCmrf2HPMac6tiNBbzupVqZnR6ySlmGTUQCmbsACB89xDUjF\\u002fazrsSETJZIfg13a8xAqp6WVJHdCV2jogJ4NL6gxuvJRUPQY7u3ne4XfKTexp05T+cWB1JjWQXyFmQr13KjHqZH6tONtUAcQrWwJn2mf+6nCdPiuhDtht6GnKY8uIbjWm5RPmK4R2LDSCVCxyGdw1Fr5QE\\u002fle3Nt+dqPRXeX\\u002fHHayqzmlxXITdJbkgdY3UMzoZzPoMShVpOg6RZepADA4mYLruNFeKKiEFfDaUMJCYFuc9lQ6dPPnbUz4mqO\\u002fRdxJ1DT6G2EXhFhzM7mPTwQIwqELnjKVpCoGduBxhu3cTccm8ybupJpvHIKbLVDE5T8BJWe4kMFks6QPMbwh\\u002fXYBYn4YnX\\u002fokSf2aMMgZ+FuBETOZy3bqHMjECsKmirYuFYgt9uTCBT79gcBe3URApQfuTagTKsM049wOobEJJ7H0ba3CucyzPeFgTYvIJQKtfzRFFfwm0iE9GMi5o79LGMrYr3lVnHUxWJVlwkTXXUx8s0x5MP8S75i3Q\\u002fCfwqSW5B\\u002f6Vgij4rojh4mDjUfhBHUo6LtarMChVj\\u002fUYvrq2scGlV5yyWyIfquDWntrVpOMVJgVayYkNsB7WSTZ6JjyTVCkdTyDcj1EocF4hXytI4LqUNf1Qg7OVuKjoDiA3ZBjhpZLrkL1BoAfXVlCTPozc08IK4w85tsoKTFBuPa7WNo0lbvUPZeBy14vdQAQrlidgMd2A\\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\\u002fN+Gso3byUy2JTKKocuDf8xZ8wNwyTWPrvpftiUHOdLcXvmV+h6ExJVzsiZfaJzeVwIlsLuyHqIo17wYZgf1blgJNtyowQ\\u002fwqKUokriEJ1XUcxPxtxokmSJN9NGMKeZX2FplOGRwF98abQ08N8QLSQYK8eSfZOATRlIK5wkanyqt\\u002fz4ZvGP+srotIzoElWhbLANfsE6nHitbZHyeYWwVTD3cw5Kx2AhxagJt3HKDlcW2rvh7mrfchhF1yhhLN2wAnNrkshu+CzWrcaqJokSfJCNq7QTGiBzPk4zpHRi3QYEGX07CFSFpZ26AkZWFa4iPnA3Yp11z0BePW3aJc3TjbfoVm1X7wR\\u002f\\u002fpn05gk41oyswYklhZA5b1rBjwFvGMYrlG53a1g36TWm0K8qeTLJ10rIa3NjOnCyFEDP3T5pMsPHBtBmaywLx+bK2V0QZIkf4nNCHk36w1NBS9p8cfEFme1\\u002foXq2L0OBdPxiwOuOcRBR+778EK\\u002fb5wpfZc2oQCA090x4sZd5SOau5ywADJTwAzczdbsMy6yPr91e9Og38qSdnBmpHYqWcimqMovGmkWa5\\u002frkEy5kCVYMvozT6v13kLPJEmSRzjylRMjQlWFRZCSQa3IoFYAxmvy1VReoBq8APMlAqAKe5rglYPqfaL18brbpZJS7gNY7Ts4IwpdwR2eSYRMaQapFcD8u6IiLVypPr\\u002few2lRRYx4IqRV63XaPII7kNqtyG+WTHQgUYUeSB2byPcV56JBp5pC+JYfUadJkiS3sL5CAxjRKKbG+aZw3FUnGliuGnuf5IDDnz2hiPp6LTRuCvwhZz5DB\\u002fa5BZpWpTN3Npa710iYwUMUgUBNqxZ3Qr6H2ZGqtdoTh5mo7fCYtRfDZ2Q1pcyoGQ0Z37d5dK6jSPB7rqALFFjG7SBSAYC\\u002flAwGIvURRUmSJC\\u002fCuULjfBAEqC2oRQGTLjxI1AUGeVpXDfA0+VtYq26yd3UH59QpNCy3BZPzk1OEuJ4EzQOHhNpE0DWYfqYVFoCqHUbp7GTcT2acelQeB8qH4+n2hh8uXF6HLrrAwHOowtipWzNJkuQtOBuaCTaRuLsfRYUWOjHl8PuAHlvn7NQ5RKzSYU5vRM4yN+mEdcMxj\\u002fJDHU5mLShuGFvhRsTZQhWnMgB9x1RFkx23vEpd2e0+um0LAG4jLg6w7SAjCgynd3pcO1KSJMmTOF852URSTKTiLyCcb9Al7RsTrFU9UVynHRkhr6FCBeeCvDrUyp9iNkZpiI3uChp0+n3QMey3EkCHqtyp5hLVGUe6QzRG9Eb1pZiUSirsaLJJm5pdIyDUxpSowlbSvz\\u002fypuNm1CzwjIvDJEmST2Z9haYAgLi2TNf8g9Ti0NqqD82VngBAdfDxntDpbh2copB9rd0x4jUGVAMfsJkpsVqltyonsVXJth6OPrOq8eEhxEhdXyqo\\u002fNhFdN3F7q3RLH3gk\\u002fEDgLA5ynBsItms5kFzhO1Xl0nEAG6lkkz1pV5XhsuVAlhj1D9JkuRDoA1NlCp6yG77EpU2ZOibRF51RcfpToXOVxLFZaVMVA2gYITfVJ5qt00MkBmVAaswtWOuRsVnq0CHDFu1AJj9je30XeAAh2GitUcLuFsfhMbS3tNBH+QWKH7TJv6kxBoCABQoOLPQBuh2RzUeRDreLnIP2g6PWDdJkuRZSm2\\u002f\\u002fupmix5tK9UpGJL7aZkHPLx9QK8btXoIqUobyFCGhVYrbxRMt0kzyKQyIntYVgbZBQCgjt73LEiftY9lNNE4OCrBUrKr8D0z3NFLe9EeRuDaepO9yA6iR1+C9KU5+zUlykq+QUdcK\\u002fGPE2ZPkiS5mxaBTMBCCuZOFbL2w5Yn9piEG1klUUZr6I1CwlZC5pV3UGmCSg6qdN7IUZqMys9R6YVUbRbkHTZX075n5nEw\\u002fVy9QZYWRcVzCUgVmp9AqaHYsXOzHlxR4xB2IpIkST6JAjCGKiwQYR6DV782sx\\u002fITLaAR0OhyVWd4ihja0m6nqahhSqriA8AsfwJbtfabvtaHaVJtk1vSJ+RgaLxunsXW22HSm0BnO6QA9KgCbwdaf+mp+WS5qex05ckSfIxtMjEYdRkEeZw0DRyDm+JDjFmYifnuYlwLJQKx9lkYDBLbeMbSxhR7EBfrIDWbRAIVMeVIFGtdjGzZllItu3H4VCBKGxvB9wxysKFGkyll6G+N8xdgc\\u002fheYujp\\u002fi2UfuMgo3rMj+bJEnyVbR4pnKnF+7hRMQXUnRGeQJP7d5pnFB7iSchAq9m6axgDrv8\\u002foMsE\\u002fXFgum9Mtqekk7DCCnOuynHooWPE62Qw5kXIrPbg1qhVmCC3WWKcolT5xwsdylt1MAM9wC+8jRyA5ZHZ5MkSb4QfVNwD4sm3EMUNDd5TfS0n3GD4dApm+1MzSWyl3ZMh72gAED75o6x2gKASOShwYXkibZhc4Xc6nnbCJe50eaKHcIfgV\\u002fqYadYlCucakeRxhx+NKSTeDoscefI11w5pCyRb2zDJEk+Ch1WjvBn1vg\\u002fiBKP+PsxBehxyShX2u4j\\u002f2QOPf20UWU5hvXq11yCoritTTYMfekmXJNti2faDzypjUaSx33SjXYdNltY0h4WGrXHjmKlON0hXE5dsxLysQ9qYpusNDzD6D+OeWqbf+EwR7EO5g8QTGHrvWLXBaC2V\\u002flIkuRzaLHi5NI82ewrKXRhJroqgIVurLwChtEnYMmyiyOZw\\u002f34ewjHeHKwc5PKz\\u002feYaXAo3lioTM5dAYBBf+pdjsh2XZu1xrEPmgc27HWUYiVuIhSYmHro\\u002fTms2qcx43UEmjqHkG7Qitqh1VzWqUPBHEftJEnexRg0Di9PEd5\\u002fHtrQDEX07Hbsdvh8i0STt5dIWuS\\u002fE62MtqkgUJLqtts\\u002fWQCO1G3C4K5Ir4f+o+HKMnXcvmiAphc+PLdH1Ha7AvmEx10bmrlxkKAOMreS+shRoW1u5CKdKD\\u002ftWrEQlSTJKzGh9cDyrAAtcRxo9bXof33Qhy2MWNuj\\u002fThFl3JByAaTWZPXBoqpiWOfND+BdaNqSog45bDxS7McqerKGalVd9enUoJ10Cj8kEzVA6+X01DnG6PbAjXHYV9Ra8LSOHVWB1G7mWLmt0AvsVPfO7InVl0rSFSSJJ\\u002fAlaxUaC3\\u002fkUVdAHq8G6wWfF48mWns5+B6Ss4VrA6icBjXwQSgaC5kbDV0P3KkRyt2v62EZFhlGCk38AcGLyHMLzNM4Ob3O4Y77+YUoitsYuQo7HWyo5Bi3bEaRuwwBHMW6QLi+TppiiRJbsfNU5tM8s7P8Q8AoN2aSj8KANBFKvtB8AxjVK0AFUuCSHoz2EsQ2eHuWUYzOjIr1HjEVagRXUYqcpqOYD\\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\\u002fj6tQn0LPq3nKCKR6Nc7sYH5RYA\\u002foJQUoUi+EPXuAP8xmccLxbgkFlHDd4SUYfJwHJdwmx8D+qc9WU51DpcmJG7tEEsj2e8q4PsHFF1fYDhAk8RhxIpliq40\\u002f1GbtEmmvSzkN2aWHV4gNINjqNEUVLO4CrXTZEkydtpCfRPIaJX5Rei0PNNcBYcSv3LAEwx9V14WHq8\\u002fYchziUTlaQNq3uzDgySnQp4TmjcK6uvliYa0tOgEhs9RypUecr0Ik\\u002fJwTKDWCmtArTv45x+v4gdM0L3tmiaThD53kQHW939pokJRSVJ8rGouP3JbMbPDQoAxVeWOIg6K\\u002fcMIh0OtLSHRF+sYEYHfB1OOJUnkAqBJt1KgVj9LQw9AaDbWX8Inm5oqvpGzE1IABCMnpFakMAdN2p1+lmjAJ\\u002fCrckgs1kD69DeBQBYDSv\\u002f64gNok7oas1oD9HNKQ3LYU4SODPyxVOTJH+WbwmtJn4C63tc7eEvBZ+WchUZYlkfE4XnyGkbNgEbbS2TZGCJNjcIK0bpvLSkEkgezO\\u002fOhbsRaYkqVoRAkVxZKs+qDnAKbC1VFySnHUSmUBJUfb\\u002frr8AzSB9LpRd3auaeo7B75UnTcFqxUJnaDEHxxbOTJH8WFbo\\u002fkzj4DFrvDeEfAJT2aD9OESm1SaVH+8k\\u002fWjZYQU0AABa7mTK5M4YpQo1r8FgKdinTOSNuT2ELHO2dZnAFSubK64SKusWSWVrdkdagMbb6Rwf7UUjbaFuV0IDDnsOcdeFqKLCQeCjjLVMKsm0F8JZDBEpGvnp2kuTPEkeFj0HkPhXEWtA6EH\\u002fuG2+9JiwItWV3IACtcnTlg8FkQHgVAHqyOVR5DokhLcXAYvlD74ipA63ajg4SV22nR4ung6IUXU1ZUp5wTP112NlUbBgNQQG2Mjp2v87XwJLBou3sYn6Fzqpmr9bU\\u002fu7ZSZLkY9mIjZvxx\\u002fyW02k2OpthfoMGWY9zvNxybDcDul+VCUqBCoMSvpJ10CGioiTUqtLhID8wwpKKOoyN1af2ooxzheAS11BSp8Ph9mVjjj8TpbZrEcnEGoKCT+OWBaBWve1AqAm+b2+iyuRvdfBAtyaxp3aSJMlJ7gsyd8m5A2\\u002f\\u002fsQQTIl5skNEcyxV03g66khA6ai1RLIicQZ+PR+Eyo8gTSoHCOjURXEFLcN+3kt7KfLBWYId91OqSiRkvKE120IZoxhwP6agAsA3FGFWFL0CNcZ\\u002fmae7EuWbp5aqk4Um6hDMu64dJkiQ3stoAOHHJsDq\\u002fpOeiO1gNyRIO0iT+XtOmhSDNyBKqOzahAlcBGNIA77H6ZRKbsRjvFO3YNkzUJVGXbYCsQAVQN3B4NgnHtaSbhg5JGJbwIXfCen4LO7Pvspo+ZaWhsHkpgO+o1oGPQkM5NKIkSd6IjZy25Fsw4VGGu51ge\\u002fkrp7LuYxczDWV6Jcq9wNDBr0Vs+woVtNWwspUjSyoAJhV6FABXvqQAVCEEhzMebgho77Hq1CaAAvGbslZfewMqLweLJVIbdCwc6QnmKjJods\\u002fyh+F5eQFm1d2CtpmYaJqLAgBQpUc1sMSWH4I8ROuRJMmnwoG6HT4Sm16GyW7Dp25Yj7TgB7t30tRi9QZ1yiJ\\u002fUBR2qQDjZ1asXM1tlQCtEN\\u002fLEyusqE6gea\\u002feJqkqOd4FgD5TZlwIVXSVkR\\u002f3C0kILD5Wpuc15ADNe+ZSX9aGz3HRPmNzUpsP+D0SuNB11JWeMwNJkuS9qLjnJY7H0UH8Ml7QG0YkhynL6QqNbf1aqorkBQCvMWDANbs2jMV0\\u002fUacszlelVRTwn2X0vuV3S0nqOLTdA3gaI641UkOAAROKfedehTCbg6jf1Q8xHFGTRpdq9M0g\\u002fZOT4OGs+bzFsCD2Gsnh2hX5nDKhonjN22YE9mlXPoogi4kNUmS5OvoCzdIHM9Sx6gsD6joHki4LRwp7uWKXerZhowXsllkF+9dkEBmyhvhxdwTQ10oCcozjByLIwTWDa380ibJFwhjZWkpGOvLjj3r7chnhopuqwhPGrRh8mC5MBRe+QXA1nzTSiZu7zEwmkX6szpEpaSrHPCBJEm+jkpB9aWL2uQjFWe6PjrWx8QB0JckpF3Y0Nxivlj1TZQC9LmzjXsp3NffDm0Uhd\\u002fa9Imkp8F0r2aCehHlOidhJaxpBoWVZTXG9AwwCgdWWWp+2mIRvNUQTap3d7OjjGRpbTtlt8Az9Eo2ZmFOt4Mnqg\\u002fo9UNLkuQJHgqAS7wIo2ihSBxOlNwQKFHS\\u002fgH2dEiG4ErbHTARzi+tqyQt4\\u002fW0nbbFASoJp+4mQrhScfShLa0QIMeCtq2ywjjZWJmmoFBNfPjUpjAdtbbtOGo4bEfouQff+FyhtgciZZANIzPGiimO6fYl7CwBxcQO3dRHBCZJ8uHQ0n4l6kNpoYektMTETKKTFLgZokhaa9b\\u002fl9MxcwiF6tG2ku1cFaG7lhvVWHg3OtUWh+6IjChdAcwkuQYZJ6yyJqh2ew\\u002f2UoqotsTtGUCcaMOUxUvJfIHHGfsOcuw4eGYpbbSbrq\\u002fWFT3plCj9HsxEo\\u002fGl2Xg6LGQBI6SfSpIkOcoYUPDIBiJbogijUAtZvYIXxFwwNooNDRUMlXx6n3RI7XbaKlbq8s5j2Hihpq7CwiJzyYwUoK3ZSq2oZR1dgVG5GX+MarPycotju3AJ+7XYfcDUaFc3NDBKPyTBU5WxOncN5QrpP76BNqrBW4QbTOZLDl\\u002fzRRZIkuSj4OATb1nooxcnixZw8PMYcGrDUhPKqwxfrWQf89+2d+Kd6nWIuAdhUQZ3GLLTisaS7ePBs6ZsbgA9JV0Nz8oKbaudOkibT7lF0yY07iLrSOxA\\u002fE5d1Naq2agXGuHMgV7uwrOwRK4xdzhD+RehnaO7UH\\u002ff6Ge+bphJknw4qyDsQjkXnJjco9R4iiof764AGCk7tI0IvtI7fHOISau2ZbHZGq3DZ7l1NPg+rkrNFSRhVKNLdpv0wc\\u002fs3rtWeE2knvIslRvl++bM1tfvDEYBtlAvKQDgjB0m43oUo7MLzxqA0+Q9mr+ME2s5SZJkBxNOJSpZS4ZwxHkTjyr0k8Hn\\u002fCX9ghAVcNP9INj2NCA13G++gzFft4s5hfA+QyV+rE2x3tskaUR9xJ2tPvyiVdLbUkTY2dGQawpRJAHPeqPmCv6p\\u002fmMYj1O5CcHeLLJcj+s1eGNkeJZdMzLv0fyVDJOUJElyH15QnTOEXJnavJQasVm5\\u002feuD0h77iN\\u002fZwVRSIciErwTtNapRa1PPMElvbn3AxNnoYutgEACyvqMMALQrK71+DaacnqGSE\\u002f2B1UNxTahrioIn2t95K+A8uPwRrE4bkG6oE9rwKf2+hz5hSZIk9+HtZsr4m014KEs6Y\\u002fNog+K2tZXdatf+l9PTodP8njOlZ8+sREvJE9YXtYx8tB2+Wst2RoVdiwNL4A2EGJfsOmg9sDRIF9Imy4odLIZvWuXh0cqthKt429AJtGagKVYB2BRMbJPkDaB7J0nyc8icWKvIsDJV3B2Q3UR8bUNjwezi9eSzrGzS57JFDYbqEu05FDhJa7HenFV6AkAfDiVjAY4LK9L+gbcRUyYG8YUIk9LwcdZ2GPS7mcFQO6DazebapMZzwNZJXkCbo8PzmyTJ5+Bltx1w4e+3XedZAX6y7RlNnjuJp6vOHD3niENVHOniyb8LrSci+5O3KZkbX4ZDGCorho7q8F618FVCvMpBh1M5QKKcIUzpii+rHkL4w0K+sYBED9mrrOskz1H5ZTWtSZJ8Ml4sdVE5Zc6hyi49nleo91+hcVG2aB\\u002fXuJDec6msLdoW2L2g4iK\\u002fNmKwX23TIh7ilKqGh7xDrKLCQk9zlr5AmTOaETuFnYYxekTxQ9XRpRdp1iYzwk3yvW8AbxOezEF35c9P9CNJkl9GJ9ObiFIqxXMAACgF\\u002fl3tfnvjtgSzjCsNgyGrHo1tB3tBom5HWr9fbD\\u002fmTmtVaXeHKkL\\u002fBkOG8PY0VOEmuDsWSTM1GdE5WhfnBM9V4kmJqyQ3wWGhrY4kSX4bXOh+lgywiRJg7+O9QIb9f63gLAf7BqAmkyjX9cOvRaBnUyo2CktTuldiQLTiayqkSVkkQsbttw9juSPBAfDDQsPQxRKabFlHXcRSWsHYaXu4\\u002fUusAQFojLehtGr4Q4AttQeO1k\\u002fuY+XISZL8CD0rlSGSn6RSohkywFQsn7z6zymjnNFlyk0Jg8puZEfZEOUU0LlWmZJGLv7gnqZdDAd8xVb0DCmFHjOmg6riu7benVs\\u002f0ARrRqp2O0iJY6e99xj0TulAvcdguk8zqMSaqSEI3DNcQhbwWExcci\\u002fsh2n2JPl57s4LABQ9JvFDpmOO\\u002fA\\u002feQ4Mpqk7TTEihtj2VYk7Cx8p41KPZ5dH40UwrIUSzaa30kEj16JgG3GGtlTK9rTqBJRas5qntXLZBYj9zVSIqgPEk1Jb0ZcM6jc9DqtqOeQxNY6k8qjFXJHczSZIkT8EpNc44+wxZNY7t7jWbBzc0yCztxYPHixkTZIqi8XO6pWc7ENsaeRfFYLVWSCV4mh+B\\u002frw94pr0s4mlfvFHewTCRki\\u002fEKW8O7UTlFZbKskO0SabzbYhrQzO4EaTUhm+l7XHzahPm7skSZLEx6SJ4VMiZoT74uiQ4EzXE\\u002f6B0uwmKNGIfNNpKWRIPeWYGvZKycyUpRulAID8t59tJhiUzGmumr4sXFMSDl9MDyngEZ7yro7YTgAAgk2haotFXNDPykLVl9\\u002ffJXyxm1f4cCs52bWMKIF7jZIkSRJCfm5fxGcDJpR5xqcMWIdEhvsE3i3YgP\\u002fPLT2AuP4hysApRfgyhiqOsxENzGNuEQ1maFSMP7u34bO+Via1MOVIpPYMubsKxIKcUYWybRtRpznBRO2BYOsD4Gw0J9OxwLZqzuPboTZD2VOSWPmI80NIkiRJrrGZNDH7cV3ORHa3wCH9v6H4HAUAoOzklY06JfhLOxX\\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\\u002fPEW\\u002fOOvOzBq68Hh0b1KqEctAPwK8w0GbH1iQrsSjPaENDbzfzIqxmyBtVSpIkSUZwE7POcUBXVuqRJi7zbdPeV05CBL+d1d8BBaGEI4kq7PeIEITESGlGiO7OVGBwwugVoILcPAB4osafALYOwrYarG8Ydeujk6aGUYgZDilgyiW+ki\\u002fA00opMlhooqSySZIkSTLHi8AKjKnzahyc57uTHdQ3UHtXaErrHo+O3kdZ28MU28LzbFxB4etjCCnV1NsybtwLNu8bRFOvj7fV8awSUwGK0NmcVWX9sE3fcIgl8XAYO5DPgfxQPPrgPljtJEmS34MD8iT6Up0x4VLcNs1siUJl7TN\\u002fWA8vHOn8OUWn4ZZ9sfCIpEtUb9dCunlz4OdFt6bYKvVWXk0AT+YcnG0xeRP7q03bIVzNrcXexvgNY9dWImtM2KmTJEmSMFFGAwAZUGsYXW3QpkiMP6qO30ezz5E\\u002frDcdzIyWh1w2O0esOQaEhjap44UlW07gHIiUOevLM0W02xgE8qnHtnH9EhE9z+KN8f00UxZj5yRJkuRp3LzQ002FajYVmHZ70K4Uw6mVlCgi\\u002fAn6V07r9CBycNd+k6YlAPWiRuFCVljWY9BMBcAYFKDpb8pJE+6FVZ33O1q8en\\u002f3D2CUxjKrL3xQwzKfY3tNpTTXMUPuBJoQ8x7fS+5pkiRJXkyh2MupgRIfhmPvV2h7ZsSEgnUw9agEIw9PZZ9+UzCgtImMtqFZVDtE691aQcJ7FNs1FeJ7ecIDba5KBoHzBN\\u002fHT4dUgHLF3UlarGS8NuN0rhp6o\\u002fInIr7qo2sipj4NhA7aG6uwFfUWlENazZMkSZKHMBnExb3EsM4jKu94f37GSt771weVX+6mDWn+nxP69Q\\u002fMW8IQMpFZpMXqtCYxN7E5SwWo0lp6h7cOtc0KNCOUcYAdOWrXXMUvL\\u002fQc8WqiZ9i6jC\\u002fqXZQz\\u002fxQiSZIkuYEg41j0bmaZLo+Lxdy0d4XGSA9rXkH04m7HmN4zvrPqsb2kkhVgFHvzKNwrGUoNdVFBItQbzlYzCqCarhBrNqca+DXBraxHlSRJkiQAEKYSJNq7UFqTaQ4P8cRUpoVFbfyWk0qor6IUelhqG3646UFzqLbCssXN3BHc3yEOzUqFKoZT6QkAjpK9phhRxIFhRpXRWGSyJEmSJGnMb3bB\\u002fYN6cO7C3KqyGDYBP\\u002ftDXA74lVO4LWjYChXuuNqvJIjrV9zjRPU2ag\\u002f+MkJSRXnY0uNQZQFpyM3F\\u002fmYw4MF9Tz8S9w9dhPbRd4lLkiRJnoBzwOeE6zHh7qQzSvQqRfKpCiC2AZLJlgB276HxoHR8Ogvyly8sYT+vC2xS56+r1J6mXtF2B\\u002fOFYrSbQQ378HfACR7Loqt5jPWVkEctkyRJklxH5pGPCtpCE0xqYWqaJPrJqYbd5cg0d\\u002fIeGgm1cBvO4aROR4chhStU0NcYhnHxFgfrUGmvcCd2T0PFPnII\\u002finEVPDNjqbgw\\u002fkYXUWTJEmSz0RuaOj5qahU2w512vFyHKfsJcoI\\u002fwHQNZxZe3PtQYLlw5WGTSu361SRZAh0GxI2K4aZPNYTRjmHt7dKbtR2tNVEGTCTsc+k4eSUZrNakiRJkhzCyy\\u002frhIi0\\u002f4do0VLH4wLQNwGLXDjdK0gWciyxZLuhGYSP29W2pdnimJJGQ2oaSaj8MiMaC6I1\\u002fKK9eZIkSXI7354FRJLDfD0bgptBJ\\u002fUB\\u002flWS+n6im33C3QxbpJ0rwgIoLZJ5DLPVAICKfdkTSCF91KOdoTdyLGvEzeSzrpMkSZJkAiYwSmMvRKTDdfazGXTVZvq\\u002fnNSAVxpc3D24akx2MzD22G+zHQtdrKgl7g5psbEwk0H98puxsiwo\\u002fPehA+ZnkyRJksSh6tzO5V7pY2BavJX+v5x0ipVj3hthtHtY4F3\\u002fsGj1YpZq7Iui8bfKu3saVwEs5LauAnhRp\\u002fSOHOFJkiTJ38bJYjuZoi4SLma8WY3Ppv\\u002fadoXwPlk6FQyzBOX3MlFPIs8X+c+VCgCs9zodOV58H7ftumEdzyKb+lNbofluwyRJkuQP4GSDusoUMqM1nF0RAHxz0tn6OzQ8bPW7TjTe8Y\\u002fqiBMxnPivg72jKDkHwT40msKBoO0E9ABqVYe91DFQSAWAhZCtgSRJkiTfy5gCKMVxvhPldFYmQT6hxQDYDDJmPRIFX5Zl+ldOGnFPax+SuM+DyvGYq3LJhPZlFtlvdWvOmgIkMRYkL3g4c8tUPa870JdQrff5RmQfR0izVTzQJ6FpS5Ip6CfpLUlyB\\u002f56EveEYDl9C0FPXWcHlVao4X77D2DvD+spyH6q9Ah8Ay8emh2A3RNEulXxC+ssjeW7+KIqvzyF369EXQDjynVsqA5fg5yy1\\u002feefBqDp4r39iJuekuSnCNIZLishtzdsl5PgkggAVoTvTyD+t+ykDf+OaVHpecphMkqPowoW+JjdzPY9uhVH75oNFJuncSjRkMjOKa4UadNxik7NIrkB1GfDoVzpGts4YabJFFMElkdE3dtlbeTVsXVuueKapl\\u002fLP9om7ZPi1nDCF3QUvM6AOBNwf4eC8XLiSxYGkigmpIgCrPMQNKAHYLLwmjtaz6G9jT0\\u002fBQ+TZ\\u002fkpbQPguyo5A9mHTlrLQHHUEni4yUyTkzsRn2hmcqS0n5\\u002fVlLF+o08s99TwXWo2cdx8A\\u002frjQMeBqaGJz7D6VMjPD1SC+eyhMVeNpAfHEcJ4XQLIXKyu4uA1s3iDiFiYZBtOQBs34cJvDz5i7TdjHZU47LDCkqYXE3JEWapkD8Aby80K43vvJkkE\\u002f6ugOvQm6jB+5j+YT2FtxQrAJR2iq3i1XyayXzglHMUnhCeDDYZesMbVDsMeupc1juMnCR+AK2D8\\u002ft1klyzyb3YjMaJcC8R72b\\u002fLyH+w3qK8UqGzLX0Vdywn5myk61xpmQv9OzHi14afVxxj9SRCMq6uwDXG9DH4t6acK+tRArf1CdJnmbpiotIkiTJBWYLENNioVymarnZ6gScl2eavIn417ZjanVMM9ugoH2R9oYlkFHGDQrFxLEXrsmVcWvldt33MOpsk0CIj5UkX83WqIOk8BU\\u002f6BflAFuUQbKFBCtlpiz1eYTtjWPy+4iPLuiK7BtYUu2KS+9Jkjtw09zAuB5tjj5BGftd6\\u002fBuaEOjw9BxpPn0JoPiXHAIAGYvCcVPpRUjZGuOWys7czicaFAkRLSSuyt1XYRqespQYQFo4+2jjpqMoHzuYsDbD\\u002fXKSfJiRn+2Dut4JTZxTvwB7Kg3AkKSDMjP29J7iudgDZsQz0EJtEkr7RfF75L\\u002fBP+A9b4GZ3R844wZQ2CBas7aynW6+GebJ8VEyhQpEhV3UV2jYmhP1aSYh4S6MG0mI1ucvYXpLCR\\u002fiNgT5HVK9Py\\u002fCy7j2sw1CRzuek+SDQq0\\u002fCj9J16h5ykAVazo+zu4n\\u002f8AdZZ6WzaMtd67ofxJBQFvBpe41XBEeEYPrZh\\u002f1GDAuMx\\u002f+Jm7kFoNsbt1gQ5AJQ2qZcyr\\u002fo+Ew7JCkrwc\\u002fYmFnV8tNABwCn4Xs1p7\\u002fAHfEDUwWpK4cCpxc4dMR7dAaxz\\u002f4E0N+m2nPgT6yqnSc4G6IDG7NNIo9DwGXepoH\\u002f7ocVAOtnJ6Z4kevQleZRFmcTdPWME9hfqHfY2XWBxVxWdfUSaK7OmX4Kia\\u002fDA2ign6GrEugf5py\\u002f8SE9MlyRqRBP3VVMUCLFT\\u002fZnjLYoS7ie+NHLsp2Go\\u002f32TQHARM2tKp2ibL7C0i9NzHXVio09I6qiSnmG+1+riaSnYsvKsNqVC9hgMFwNvWvJGC2uDE8FpK\\u002fgy1OnEgWWOSQZJsgSE38h579g97WqntX0MXiE02\\u002fYjmQpKswCOiVGtuiAorwh5d5FbDU6lMM7W0FRqwHehWoVVFzV3NcQME05pa6DXMcBBl\\u002f4VKybcTuAGTDkAYM\\u002fUwgz9OrPokUTQvWqy7yi8d\\u002fJht\\u002fHSB7shI0BXeR\\u002f\\u002fnlKFORvsloSg4IG0Qsmo161HRplnIXhDun4pubGoB2JrFxLWJ5lJRPIRFfWoxqbOJUbK7Sm5o\\u002fhTj6svZP4Bav1iCpNGSc9ggj8c2\\u002fWAhXrDAymNbm9dc9BpvXv2BceA\\u002fXXANGtHxge3vHJ142n9MqfwyvIHWuy2nEluEc7pSmFQdhyZbLZwAnQ9rY7VJZWTjludd2i1gpKT4P6CuQZI\\u002fQs7+AeyCtSVJchNDUuMfFaAt24IJwvuIHuEmKdwh4SYJRVGqMjVfDF2hcZXuLDO38y7Gk8ZZcywSTFpt4klABjlxtR38yzluIT09mosgfs3h9DNgF1K+GMVCveSX8BYFzXlO\\u002fY3UtGeygYrM6DZmkeJ5u3IPocO76YXRNd9BqfO7Z5B4DHBuGFbcjoQ2i+EmzIpF2sSqPUCYkltNLosEX2ToV\\u002fTh+KUZaaj8y2ir6D29Jy9mDAJv87pfpdJLGjZZw9fO6Yjcxn5svo78+gJMblK83XvppuA1wZ7GH4CtauucZsjkQ6HtFiEl0Qlwetp90IMwI1C6TCQcgC7AuJdhlkjdXLRiyIdkF15Xb+k9eTHa55Kb+ITPJ8kXEeeLFzDJdG\\u002f33iOdu2NQAoKNxbPj3JhdVICngXSxt+NESmLexspmOnlHGE0ztDpuBRbs4mtlhswjup82ak3uZpLkFuQl4VxNyRIT\\u002f5HJVuM5VGp7rw\\u002ff2nNgZXh6kHG\\u002fR1F60uUrlbmn3UmXuu5eod0CHcL6p5Ghtv9oRHudJEkOkXuaZJ8g\\u002fgNAaVH5XbzXgW\\u002ftObDysyMMOj3HoGqTy\\u002fI5qZ\\u002fYpkyu0Ezo319aAwYDv9naYy9sgSRJbiZa6UmimAf\\u002f4Ox1OB1F3Jx9jnPsLwWf4Mzoanscp+Df1T3T60Ctjgqk1ynFaoWK918LimcfqTyq4fOOPwdJNrGmSZLkIm44+G0uhPo\\u002fDqeJ0n59+pbNxCR1ovz4\\u002fD0KXOTWv0PT\\u002fnJJO5I\\u002fDLreAJ4883vt2KQCwOwbn8kpAAC582jSJrATTGSyNfDvxNDICgCs\\u002f57NOxnnFDkxLUmSJEQLKD0JZEw5hMhKPem0wivZxKawvsURp2wZp7P3crcKm98ET6od\\u002fY6jmvyKByYNM9ipnTlEuMoBJt8oNXXGzS8qrZSfauUbwQwzrHmF\\u002fX1qkiTJBBOykAwsxxjTZJg4Wpa5BUyOQ4qZpPJ3cKsKKu1FsifVPNPrOopuToORRrek3DrHcybKD99A4btAq4kQALLA4141zFmSJMlxghDHPBjBfpjYqmTPuMIJhjn6sA3NrV85NXbG1fcWMdOTjWkltDLvXvsewvsmZZ\\u002fFN1aHsJ5RnLttZhQAGP9DwhM8JzlJkr+H+019xVCW0eYU0qT0vh7MJhv0ObqQQx\\u002fi5g0NbxfWTL32gJwJbUZvR+1mJt83TYhuvyL\\u002fC86GHK2fJEnyDvAzWxQwX7Sn4d6f7ugl8Gds+ekdy698dI+QexpAE36GGd+hBVoXbWH757N3MU7nYPp4plX\\u002fUTVmcs1G9diKWsH4f1CRz\\u002fGPJEleh4kPv0YcchXdBtIabso4x4+ZWqaPAgBhPjqEexVNQVU+w5Lv0+Jl\\u002fhRtaIKl5U9P5ZczsLA+6KYDo4T3OkmS\\u002fBGqSdm\\u002fFASCkKsoYzCUBiDj\\u002fJJN7mLPtveyc9\\u002fIi3n879D4XLRCNfl\\u002fg4K\\u002fQx\\u002f3W3i12DoFYPor+HMqAJSucsVnpXHgWQXVST6fU96YJBHdoUxY+HkwAmMMpisN4oGHi+XG9WSzn6elp+hOhoij9Qfqx7nomzY05ayfVYC2D9iX4M\\u002fZuEHBhbSYHrOn4VVHh0Fzp1zsbwBmF\\u002fSSj+a4N\\u002f51\\u002flqmOYSJMH8UDI\\u002fGQyhCT2yEFyoqSfhba7NAOZ5KjtZnFhPxJt6nEdrxaP\\u002fu90d1Kmd+b8pwbgO8Jsy\\u002fiFS0ShF8k83Ot5LMoPBRVZOncb0xmeBa7Fwo+GF+1SCbobK9UZUX66vyiwO1mzT\\u002fGfaMfJHFXEx42Ldv\\u002fi0ngKnG8pRb4SAV6BZu+qVlZl\\u002f4fk3A\\u002fsaNhSqJsTefK3jH4yO3ZdjpV3B6Xr4Q8sOfHuMu7rzbUFt6YZqu87ftoJ1kB+tagv5hMn3sAt2M9DxI5ReTr5ETMg13yJDg9gLuF9wRtnDNAmPnss55xcRkgJjaF9B15tDPJR+OiTJfo\\u002fkOZnTwYwM8jbEMmWS6atJ0fwLjGwBQig3Tvqs4TjJG5iWOhN\\u002fDMzJDdyZNasTwQj7MVCWkSz0hv3GhqUvP+bK00ROywQ+BKzbMpBgEn+3lZRsavfwmBvw05CUlYa5bvPYjMF4Bdr7+Jp5llqTpPgU5eU\\u002fMiHEPPfVB6KASepKeRz1N9\\u002fWrGCMzdkNjjexyzHSjQJW45r1Rtf2+BHd\\u002f5WSV4KHwxRvLaH2\\u002fjsv0rwa58zR05ClUzd9VHJqMMstqbq7gOJDR9ltAQ0lzucb\\u002fGgKvq98+ruRvIry5r9Be9iyHVg1VfjLw\\u002fgJxZnRyoimxOMnI4nkRIyVEuiF4ir6WWnY68vxvOZUtnWStSs+r4NaEH4y8f8XOZQGo40OidjPQfsPwduT0fzUFACoZ6jlzfQ53eW+SvBI33D3C8je5RAUbn+GgnkVI+5mgusVNwZaELAVVJ2mi8R0Jxge4GpeTnEOTvaHmffAVmkmfbeO2qKYItntaiKmmKyDjBU88sPJlW9w59Vbth7sad\\u002fAV+y60OUbIFb4T40iWX5jBK2yYSPHXLfZevPl6dkbsVXnVl1HIFGxBkneyz6\\u002fiTe4muxYLuiht1uRFhA5OClaSFYy0XTV2a93FMo3JzQQ9N6j80vGb78h365guhuYVwN4B7s6KEGK\\u002fy2RC3b6I5Vx\\u002fKWZaI2j0P2mEJeOnAtfJFb\\u002fg89+LiGDwMtdd7mkUrfaGN3UwX2KTdRe\\u002fijBZZD3fMH7pSBASF9aeT4qZa7+aYaPKK3E3E5soo9q2bT9Id8nYCshEB28OeB8znOKafILO6emX5yW66++i2+LnCFZvxHfP42nGDY1rNG0VfZy8FhWVXoMJhsDBY6KD5047zBZjjU\\u002f9GJVfxhGfG34wFzNTI9M820qn1TxW51+Pt2m4gYldhhNUMqnsqNeKKv6nyUlzRLqAqC+v2fgNvwLXRD9DsIAn\\u002fKYd5tglYFPXX7NJYjGriZxi6Rum4RLH5aSPVnP2t+kx+gIic6mrsI61mcovnV6\\u002ftqng5kcSyur8nCFo3ccttpZMgqmKvO2dvfkXwJODC6Fd9VGTBHtzANBbavk7bT8Km8l+jL1IKp3hN+0wR7pB0Ub7iwZJLGYp4aqZXZtBTEMXlWW1170lUtVXdfQy4rnQAxV3ZeAsO3ugFjaHGXnRhibYCtxDH8EdRL47mQyzGNAVbX0hzIcqbI5FSeGOXw9PgR3YRJ\\u002fI1C6OA302scNIaOCHTPFjxIb6UFNIdT9QvTfiTuR1E3keMnxBD2Mvotw2lNhMCa7XHUmTN1Dphbp6QY9Po4zsmV3SR4yzXAAgbDJMypGZWp2P8NwR7p2tPvmXcVNLMAREfvtDh3U9ZxZeXWcsI9fAoYbXET5k\\u002fLYbUJ8wJl1oLmtPqn0IZnSI3fv2sRxZir+GZ64PtcOoqlZQH\\u002f8BRnPYoHfDPHruoZA9cGV3vyJRoRtYziiuC1SnnsAM9hWdPkelFx4Ff0GxnB2AVlN5mWiojNOFj+Uup\\u002f4OjfSG0l9hVPEwzpzfTClQAaBqD7Nd1TpMTDUeeZSK46Mfe0ir7re6jhjsvFscDQ9NmXTtf1iJqn4N7O2IWsB9si77zHdj\\u002fpv92h\\u002fegpkm6dV9Nv8OdbSAN\\u002fwnzKKWFWAPpc3CiK3MqNBNXhfUf4VPGgeDZwz4IlR2qADtl2zspPiGx\\u002f8KPpZFuxkQc71jtFMbmidAM63UvQhaTa0QmgxRwtgZugJup9gJ+uN7GLxtNJo1qW\\u002fT7xw4eFFJIl2FpjhpzPzh7QRr\\u002f4+y7behk6vgtr3Y3Z2TpIiUOa\\u002fM1Xq82lbjZYQG\\u002fHDEn0jFQzLtuI8EserV+oquDpQmmRDOw\\u002fWXRpuuZW6pNdIyezSvpvImTeYwpFsw2kqUBSc1LTRqr1U7I0paL\\u002f6sRwjhi5o34o0IIgUqvwAAFHaBVU3gKrbmpxEYRKHHUd40fS\\u002fGmdFGhQpQ2CcGW3wY4xSzzni5+xMVfog2UzsOD9ar44abNcny0Iy\\u002f8RUGgrJV3d4puqI4FDWeJBgmom3ysURr3IyO52sYmqk2gRpOm0zsFl+hqVCBHuIdAAB4ey4AAHKZSwzdTcZ0BxOjyw\\u002fcpT0UFTU01iCx6gJG9VcmjTdCCFnUfBdtpGQivpwYqKquZExqfgrTpYXw2IcHaB\\u002f4QUSUoKkUD7QbfSCbxJO3MKoK4tM\\u002fnS0A5t+6\\u002fWUG+zRoNo8yWVMVgG8MAACxmCbw6pM1qRC87uQiTebIlWvKdVkFkJYXyAtsE3DqWTI2UQ0nXjf755S82+rSK+A6r+IsQh9lzjGapncnCgEmJ25GDk3ODf27LAmeKv2\\u002fbam5xJlgadGeZva\\u002f2YTwRc27ED3uYlQiVZFmJToxFtu2H8TKDushFM9tfgNjnMlA5anuFy9w5phBW1f19+n2NuIhu7HrfgpA+2teABhHKLnY\\u002fnugbqdtnQ\\u002fBXmoq9Pxs1BoX0xCZWo9LfLBRlwmwmvUrjgrVOzsn3tC4HiSwPVUYIxS7WsTKNANy1yZ7ucCg8JjFu3jZ0aRTzlti+BU2x2ZMp0DhZkm8mIWSAnTWvin0WrFDfyO+e0Ts1PmT7HvUiyHFmM\\u002fT8EGCIGNTMqhVbDa4zAH7tUBHTQpA299wOsTU2MPLqFjfDIleu7QX4304fJsyl7EOsABXt5wd+W68EtMnlJ49pe73Gxu1OZaEfGV0JhjHyRK7U7md8CUNI0HSm49uEYq1GH+SaDndwKLwBEZbq4Neh\\u002fSM6QZ9nsBoayUZY4HesEI9JOq9GFN8jeYvwBhnjloI77TktubvVPKN0BINIzPSdw8AgBsRmzXo2fAiw5BQKsAYiVEXVxG5y6ESen4M9nPyR6k3xywTO7+Swfi2LT0BwDnLcDXsyJ36aJa9MiTu7yh+39vypRMc2wEwcV8HhOzQVp7jwUYH6xk3K3OFWNtdJa0E\\u002fvFFGxp3FJ+v9mvwjBMtNGDTyRpvtKRRPuLPzTjapQCIeGuD1T7agM3yWIahoLYu6H0rwapcsoPu7hNg1T9NsTnbawQZLB+0pTrBWWawk+d7fG1Fl+sCidcrNnDKC4BYAJLQw8Q0uw2XhJIt4yrq6ONrtJXX+5LyR3vaGKHrvxdv9pEtPb3mveFX7GnmQ9jB97lfgf28iJFWAO+T+jG7vQBvcl0+TvOHaOZwzdJWrWYS9pnBgG5sVIERnxXPtFomWiK0DWIPhL8xWU\\u002fTjL+kbyz6VOkJVci5OoEMLIMXYQluin0nMGr1mubUhFA+02RFMifLht19DTbfqWlxDGFQ8yonmCsYZNnaUK9kOsVrVYPmfb6sfT6Kif6barux+5cQA6wwppYCMC7YjzNCML+Sru9Haf4QxiCcOfrcmTqbKAlkTnQVEQNlj7JaT2DRtoaep+g9JQBwbJZ5pqQVbXN1qvlCx5Zsoqa+aJeVmIHxRth2bPccXZ6VjFhPas2t\\u002fDm+\\u002ficIOtZ2oOeIMJdfwWWS9qx9XkzT7HAQMZ5jmTV\\u002fO7H+B9SezOxv4A7QM92HWsBTFZHbsr9C5ReCQ\\u002fp8fp3Iby7RKQmA5lXdAYDaE+\\u002f1dX6mmg5Oa6fozzCaHS2hJgLp02pmSsLVyJfaIbfalOPS2+Kh7oPZEx2NVnVzGOvuTdrh5LqJ6XGC353nB96Boc\\u002fqiL\\u002fUXo7cqI2hyrcD6CYSveV1m78Xucw8l9hSW1qAnr\\u002fIXkj6XAt42sInK\\u002fw0KojJlQ4A3nJAhu2LaeUYc1xl9K5CVcYX1ejN+Pnq\\u002fEwFU4+cF\\u002fsDuLHLmEubyFRgdE1m6KYXasegYh8l\\u002fF8pAPg4Dskyfz2sH1bxOIQRi06sdjNd91P6d+oxHSs9ZwxDn1d27Y9N5g1fjrL\\u002femgNdxv6iagMbXwbjoz692n2IZvEQS35RnjZYhybTK5c4MOnnSC4qVVGdQoUub7GauRpoiNqfoJ01IhXWsZ1j9LK+GzpherjsSU+r7bqxpsHZ1K7KinVbroPEdv3vExFBfC+VUHZprjTO29Vo8pbqnLjZc3XU\\u002fkFADY+JMWmYJxWb0fFWVM+FE+UN2tnVvkH8KZbfTvwuUawqsOnqvoavNlcso4JTLTKkPFslV94GcV8CS5jy\\u002fkAD4j9JSq\\u002fDDTbaxwr8dwVEzPvsmclr2CU8PaH9arp0vz1W\\u002fsHggjloFWP\\u002fs7xNO6RyVNoBsbycdTuF1591CMH1vYICeS2e61egTAFjEb4fSqQVx+ZSknFOT3e8GvwgoO9mKf\\u002f8uSH8Gn6fBUc6w7EBM9bOu1sBScsMzRpm3M36S5BxF7ErlwQBl9OdAGKmYcTmSuZ26KbtTdMxcDSqv3Xt8CilJh7XswwkM3BRHg63CC24Y5ukN8mZjGRQsnhU2n\\u002fMUU2B4C9Rq\\u002fGmwuHjTo3zuBtjFPAq7HS8yN1\\u002fnhkfCTHrmnGz2ZzmQOAjHVtThdxEsGguukGhVyHBe+uxNHxdrDp\\u002fK8g9x+GbnCebi4ZwblCM6rXAa8vr2yMwxvENwUjKKYAGBcfhsTVYKiJl546bhc7jH3X2KAAfHqDUVXpyl2+GbjErUZTyKd28Ho5JuFl9HGSxaQR5HkJX4SkAX3guMCfBcnujBg5uw2\\u002fGjNqaGthKKFn8ql482jBFBWl\\u002f6uzPOogvWhX8t4oXHa7+BmapTA+z2KXTHOynHEaE32nYWpdh5VZ3RSMp4Qz9Z04PRuehFqhQn+cHwcrWQDa3WE+aHHq7zwsZC4mGpTekCoGo4S9RMLfDE9E003aqgKU4g2\\u002ftonDtp\\u002fJ3LU2ZySYzb+AXKbJt7JaBUit4W7mBgId3EKHP7wGD1Pbixu3oYX6FuEZNxhiAVZXCDEP4o4goJJSUqHeXkqqUEF\\u002fOKPzRzoMQfngSVtuIZkKIDf+5qOkZHEWBlGq3KEpSRWmyy8U8gl4mltbffQQLE15OzREe\\u002fJYb9bqi4xwnZkhko9HTF8PVuJwwm2ubnPNjlgvKB1it6MfoGVqqMME7xtwCIaVX1qZNONKLGpxDu7r1Lx5mg3amwp6bNdRi4w5tKHZtqBN0oqogq+DUdJti\\u002fgSPocNM376ECLMqGSBcPZdvtUOyR9HBVsT3iU3O7m75CZMddvhZv0\\u002fGZOGVOE+relYWAAqAL6asxKy90bNCNb\\u002f7NTZvXP\\u002fAQCBsSTD6VbiVrOFQPIdyVYxtznTas+N2EwtSszXunZTEvZ+xGn09vkzCRyRtP5w5fcJhrlJ6A9fDZrj98aVuExj18LDdWh+gKl6OyyG8EvYXHkkuGFeWjKp1s2sDB5MYnTVAMSsnZ265X4FxDiCszoS2mq8awFzdtJcnrIyIyq\\u002fAAAUpX7RVmbjumcRXwGv5hxfzgdiB\\u002fYVah\\u002fl+AwiXzOPm4gl82tDSyxjhLQsfMCmz0nlc5xdmIqu1+0afhTHzTXYo6xdIoLkTMx7Trfg1qsNdjY0E4y6vpBJL64E\\u002fDFptYS3UE3OIEHMH104Gc\\u002fyKXXxhiu0l8McHsgPMMzih2FmUfkCl4Dwh5+axBfkp+RzMPEWGebcOgCvCq\\u002f5zT6jHLIAQPiBfhPS7oSSNhx8IN6kRMxMIRPuyuwzOYrKLwdof1jvxdjfet8cIVbzZqKiNStAgdJsWuHIHzzwGCQUAGh\\u002fpAG3O55kOZ1KAau2ZHJJ7c8hF8m1GXwEow\\u002f5syhXf8yj0PMn8BZg8tdYuzQG5Bd4i+nilkD6gYHnNozFIsgCe4bgT25KeG+9JweAatIfgRvPTDi7oRF\\u002ffKlir\\u002fuKIsv6Tb426LgfHHYPrJDghHrYZGFEtSfj\\u002fU0rdJq3Js4pAGD9G5f2N91GsvRLkFNMz49nqST6xrLal8Ke\\u002f6sDTG7lBev6UvxsYC44rOrR+p\\u002fKYpq8dIZNzlywcCkAOAWmI5d\\u002fuuB2drRwKVDYoGiO2lPd+tKWtGA5rIauXqFWUgCVqe06japG2jblSX+mnXoBqKzW8POpAM1mrzHU09DFwq+biCPgcvhKf0t28KLW1nSLYPgU40fcXiwiCXJOh61hfhfLj+tu8pJUEqLk9CbYnh8XaV605OwVmg2LrJEiXGVl4djjTnroO\\u002fQayFd4gyqtNb4BGNSuMG4euTa+30Pfc\\u002fPHaSYYPhihfb7NOqivdarf45ZPw8lH067Kq0W5RQFooVKW3ICXFwo9KRr3fsUXC4eorPxdan823YAxyoxUfdXqac5uaBrrYUSnRsfSV6ggbriBE17lQjwIfpFkFUTUclp3YkQNu5nSS9gmg3v9hXXljZFiyhcNvKnq+Pav4Cy0OXYGvblOPgWeXJwg3BwIxz62Kjer7WNiKWAnhU7JqMkXbw47LQB4nvuteEaTkAEnyEtiXDhvcgvBPRvF+OlB2njWI4egK8+m6lskLdxrEiFFaTlz5FQ1O6Er05BHJV2ot6jTsQtnvMJi\\u002fpWbSDKjHG5Z\\u002fwSRBa73xZFIijrkcskLUCtlsnIZO7M5rR+OnKD+QyD3Dfbs05ik0B1JaN41HIIrwPGdzS84qjGaxR9ma6Zs+AYqvzQd2qAOXqGxgiLQiWTUE1Z0DdoDIvoZeiK0XryrhVxF4e8DjtLWatRLBLaidwjrMQ5hWE6tGx56qe2NqHVtSHfi2uTAx7WYQs9Gpr3PRmUFdN3ZTDUXd6a1FyUfBE1LMK1B8cPYdIBKVH7pb3RNfKrSDda+\\u002fatYa9PzHRQAnIj2njlyU3CFKgPOfDDmLLZlCRMwPlburjVzDVpaV6rDgvcQ8ekTNAmy31p1+J4T1UX1pHZ9vACVy+UorozlVdB8XUENU857uSw8uQWzGBm6WkPPEenMQgJVrjOxyXsY78TU02on8a1gcEZXWiI\\u002fP\\u002f9lvnj4nCkq1DaQI6NxP1FNGMNT63o4RHb8T0JfBikRY5QclFSVIw7G0+i72N41Gno81HXGcmbXyBFHJ+sQ3swid3Za+aVzj+TkNOOk8EpcLASXJ9w+eQI16UNx59Vz5\\u002fkPEkVmBv12WoWwol49zCdoYTqykjNGYy6nzluIk1GMdehlO9sNNrHLQhQG5nW8Clw1bKdUbCobaeCXzaBoDqA8g8vVWJX8QaXb3eVVGxot\\u002f5Z+R+tJLolNTtMmw3opLS5zCnYm63a3T57DTJbiDXMXqESXCd1zlzk5TKnMieb3UmnZVqDcajOsHqYxta7wYuKItKICuPeuTrAbi2UTpPLLFlqyMbqEKh\\u002fsYgI7xLLf6Oyg\\u002f6iYHtpRbtlYREw2NHC569HfFCdlJhcJPFzu6YMaukBzOlYkrydwA3jXxAX62PR8L7uDFTpoJ\\u002fcPnkeu1qmVnDEaazt1XoMKGmp\\u002fsuZQijoaoaqp0Gy99MtBuGfuZckhnHFgkekaofolrABtCDhYgKHm2nQTBil3M\\u002feHi0OIbYWckZlcJJiUe+biosMkLyNwA4D+5aODbONWuELt3Ua6AaxTyVEGR1WS0RRq3F4hvN7h4xm0OLqNQ3AqvIDpEDbUaf6CDrEegwpP\\u002fYcHu6Oswx7aOnWxrZx+baFxqU10dxLPxLq+VweRiqnrPVrIBDvO55hvaGCjwpzYVnBaZnIFOaHN12gSbpmLV3pvcoVgbdI3FzDOYOUXop+8PtHshbX7pavbPof2PTwC1QI1UnTLGCW10R7F9D7H1+1chroLbwi8n57qYtwRdgbg+2+AynxejxGDJmPAHfqtOFKn8iHCgQfSnPqsZLBsuvLKY\\u002fQ7DzvMR1ETp5if3SGwKnJebHIaucCGxZb8JcSyHGJUi2l9bT63hCu\\u002fAGz3eIIoUM9xW8kvZ52z9HyegybyFXvjhibQn9WIf227Qh28d5siHttU0D3SVzAjg+yxQi9UDfmXRTdwOwWvO9I1sC+0EblYh0Z6sdhp7s9CoPszNA1pmPy4C\\u002fNr7eJM8g7kZLgTk\\u002fwG7lrmQl6WYoVSEAiIguoV4t7uJArUJ6gtu90o8zBjtuqrOZ4gf2bH9ORUeAiTbVlzViMeCjjtARtMGx3G68Xlzq63O0V016Z5t6w4oVtBb4j1rXMPTU5shOtetbuwKwR7P6H5BG3r8TBJkrtQK7cXt5Jo9blL3sRJZiZqiRFL0kz5F3HJIJvYOdqzWNeL31lRL0Clm9apTKPxFZoP4yGrTTankkpPgKrNytTqbFA045d8y96XFTq1afhKou8s793Cl\\u002fGRJMkTjJENI4qMK7O1vL3k71rBpZjwGIWjQ4H0TcyNdi+FnmQxtOTERN0N2jvlJy\\u002fTXIIJV+XcY\\u002f\\u002f6oBviVRTvG8cbKM4\\u002fUpiAakyaHFVyuJAjI4F4j45CZzfky9ZvocJf\\u002fbvgSZIIMBTYoIUZRP4bnMM0sUdDbtkKou\\u002fkZfGzd9SyzCbbFR8n+opj6wpNaY8X2FqBGuvNY73DtAWKZxELb6pkXa3SBXin2X1LbYGb8\\u002flUqv+WCUIzMjQEof97tEqS5BpuiMMFXjECRxEJALxo2UMBpZOYqeQzVIpU7qAsSwUjlvLnFSh+Pg\\u002fNoyiZKzbnZWoz9toMst7QkBeem+GV0wM0P9OlIwc3kjcSTbO\\u002f0xKQ3Q5i\\u002fYzK2QLqXHXKXs04g1Kfc0ZIkuQNqA8nUVjBj4ItWKnoU1o04Ac0UVR\\u002fTqWYZiXj2TqJul7kHEC98a3QU0FRK\\u002f4Ca0JotG22rHQNuryhi8+M99OYDgFHPK3iIOxU2Tl2CNyRlgSLwnd0fBw5KLNFVe5oS6B1HlH49ES9YKSbdJMq\\u002fbn8XYxTD5+gUpIk+0xDkxsPoUej9l4t+QogGjoVoIcOJd5KAoyxoDWZh2UYlaRDlm5G3c+aU1fgrZhrRsY30S20HaFVgDody02tkAd1ZjbmYn2F5gCVuuTHUYqYci4Z5KD8E6JPYTvCaYsmjnYzZTW1sYTvBgde+gArPZMk+Qbi0BRdFymlR3sMj5oxiFNM4Da1RXUvVHC5exYhxYp47yElaD3jUUsmwjeRX5TsSpuM\\u002fAlaAJdhfIdKzyfZ0GdZ4QhmA6X9ZocmpG8OxnKmCz7aBSP6svt9jdTHKMMcGPJEiNGH0fKFEH3qvXysYkmSzGmf41WMmsQlJFzpQazDmHqRFpIPoPX01KM63qlbcK8zMVrDG4lH5HQaV3ah1g9pjkxVuvUKzYhjnT3mM83U9piNbw5fSBglkObqgXbEmvFW8YA+EyETCWVb\\u002fsdwwCZJknwABQCqjlE2LmFoXBPEOoqm7rmYUnqTgs9APqP0HCJSkCCpjmiGncrXCOzOfTDyao3lNTFTjUJ36llGjUJSCtWvFYAfr+XfQ30Xeh6ndE26feXHfeHNCFW7Sf+51r2vuF5Xe8lqHVoq76uaGkclvAKzEu6doyR5BT\\u002fsrhxAXGT6jSMMBfm4wmlskJf4W4FYDakn1+GIZCUxOojV\\u002fjqhYEO24fiIlHwL7lio0LOMtKSFGoqzbGRH1mmC3pF\\u002fcHd3wMO+AM4+NIu4jjWUyHcXxsMTphE6TMTzIjwwkeMyE8U+WHkQzBKiNp8B6bxpliR5L\\u002fKK7M\\u002fQVl9fhRcG2JtfC0EczzkS+luWUwxaFVIV2YlD+2oUYYTJbuyjcPUspTm\\u002fKqcnHXhNAaC1baYePK0fPMWDXzmFLMeDfiEyvbzK53qYtHU33w7RxEjre7PrqjEUkuqiJKINVha4itEw7Sm21CcgL6cZvbpLewZMko\\u002fi9xyVVt8hbMCx2KUu8UKoQgY3N9G69Ana6ILYGU5jXxNSYL\\u002f+B6C2kjQFniXpFOPVIdC8eNpsH8n9wsZ7xDNIGxqt7gUWotTnnvnA2MzzatJG8VBDxM6J5IhPMDQBATN3r1M7WJrmEwNK9T4fGkgwI33KkuQDaX6bjjoJOAvjtADqVtFhAeM8xt4KYKJr9D0U6iC7cKsNtJjPjwj3gyt45XUqpxPEQwUFTwYteStoTxo+GyKYrMVEC2rLnvRDpNdeh573QxuauzrQ06BoxjrcXYEC2oeUf3eZWBkPN3sp3c\\u002f2G4FR6RbmmsdnkiS5wF9YWiab9rCJw7\\u002fRApzYvIyAmUKe6YlQlEgm30MFxVM4hYvgv4Sqb9aOWHWHxtFF8zabiP1Kre2QJZvdjBxsdxUBbolcaDarb2FX2gGMQOTWr5wOGb0cGY\\u002fZgO+4VDcoP14CmSHScEMZOtn2ttKrzjPt8U4CV5Mc8pQkeQXokbxMZOiX5d+OWZ44uh6WvJH2QGQeWhyiEmeEUQZxC5lJ9MA4Kb9JCasqRLB14cFGJjpGMPBXg2rgcLzdDJRhsDR2WbNuj8VUu8eSI0V624HpP0dkMoUZpG4V\\u002fzkEngN7PuyrzZlt4jLpHaJeJE03qmUmGTVyyy1OzQiS+xLMGIcQ038kyYfRHFUutwOr7FsI4glydby8\\u002fMsQdvQldiwcygC490DDrltQgTk\\u002fCiN5EFUBvBRwuDvTCyPH2I5vIugUJ0oXxrMgcdsiym622mGjSTyBx\\u002f7b9nWkVzhUfjkLWne08cJiKvtSWYh1ZebQ9FCnqO0cb+bgYHcA3KUqfYBC\\u002f2uX1G7aH1Y4Sd6Bu9x+irZC70eKbaHY7ahC2\\u002fEEyI+O+H4\\u002fgAw13S4mckbjKFEVtEA6ORF4Dk5MaMZbGe7W4I7Gjdok00miWt1ulV\\u002fMjJ8dFzmD0fm1V2gkg7\\u002f0wsg6p3EGJf1D7mZGTdrLMbQcixnj0KQ27YzOVhmnWkQ0zEcxOr+09yQ5TZTPfgmzPJmTQ\\u002fZiZjElO0StsFxdOXAvmcvEaU4C7Ixx8AAqsaLWciI8aYgc4Hn5LnGnEtekRyHNxx7vGU4zjVXy1ntoDlHag1nZuoxfwlkBFsd82Evt\\u002fkpCVLUCYL7z24GEH2GrySll3sw36pwk8AdcdxVsj1FJICWaQg8AE1dhuDYQMdFNNu+94CEHc6CrDiLMb8ANaBhQYdTfeEWh523gcPolE3o+DuZWNmatW9M0B\\u002fOasj8WnqeSzArObgbkhmZtO6\\u002f9nQh30W5KTkp18MHv6BArjy4e0YfSxXkYD95hMWdzmXiWa0zkfCELyyRJ8hpEIKVHizlD\\u002fDlLrZRvhm8ATomVrSiAVNIQe8EuSO3SQuhRxAaIeyn45oW88QsTDs6cQ8\\u002fNl8Q1Hnd0GLFpZnDOGbqHZm27ChXu+DIP1dkQ0quUcRC2LVofR7ttqT6c64MyLGxVpl9gY6tKL0VYDKdpf4xJkiQ+Kjq5UWUzXIsIDGMQLiJe2S3ODqo+HU2ETEJrAwNpxzSRhzICvwyt4fMUTIXG4DfCma1GVh3sLt4HsJXY9\\u002f7J0sfhHdbSZGK\\u002fDABQgKw9aTheNEN0kzqOtE3hE+iuD9GGr6elALSboc5xSasTnPu0lCSfweti43sxGT0sPMhz2VFip2lyqd5WnoOhGH88MRqr51ENr0C9Yyq80KkdhYIG1TJCtypjL5JJjPFdK\\u002f0rxSl1cdsPDOrMIHXjapXGDgUPzGB8cFZGel\\u002fmEk7dEXs8JfPUyq6Hnky\\u002fVFNQ+LsnniB+5W\\u002fZjmhWmkzb17McN2CSdNTaeRl\\u002f1W85at1l9WWqO4fcsvSY1tTmOH9X79YNj0bgTR4SS3DuGMFUON99YvrAPGJZtKVnzNzf2lnZdZ906Kt13skRRoWcAVQqCb8m9IZUWjuhuZEsqfxygIVM8HU7Su8lkEYVajPVXKUTsClvl7xkmL8k2QY9J93mUSqA+vXX\\u002fZDLYOAqAGOQfwGoYa2D2v2sGZoeThCQ5zhyDhF0elXsJmPfriaKuZEnYH3ai5hR01jNrRSDHUwrpNdpFZ76LadKz7GwaqU7gcbAFyrYImgefFgKNcHHbRz5uOZuYDvRSJvRaO5xmPJc1GwfNuDruX9KkiS5jX5JA5fpkYjHqK2DSwkiJBa6p+agtsObUYhSiXITF1aA+PupCSTnVngIj4PT3B6yTyxzKADHdzPIxLw4FdZtBvN63ujayhRcweikxYtcjnbh87bpDtR8MohKL2oanBZOkWHU8qjONAHxhobhuKDs405hkiTvQYazr4avCsM4lhas1pFHxvZgW4MCbDRGsAu34RzWjS8eRAooWJ8rOEbbIc4Ca1Nb+uRdgH2g2UVpuGlVy0TmnMKOUnTbwUrjvuKFqOXRXHs+SLTjxJo0hslQWkcdVfmcQ1QAdTGzAICv5+ak7g52eAcA09ExO3WS5O2cW4+vZz\\u002fffzh9GIbNMcZhbUhLiKlMwk35JpvRdQJfQogC74SFZVxiPY9JYylo5P2GLjxNavcQ56NN2uQsiDpCmwwf8gNfumiA4yjPboUnzCerHXOCGzF+GSnfNTRNJJMtkYIEtprOpM6NTM8k+RiEM6\\u002f9040kr6fuafu9XN\\u002fQ4ITKtpNY5MmJgiqzlGDp2ywAGOPnURaWcYmV3JVW+aWNhV\\u002fPIReUnPRrxplgp3We\\u002fnCYtVUDcMz45P9ykl0dMYw7Hjt4t9oxrkx\\u002fQKRVBfrN++B8J5KgabNr8YdV+i\\u002fr766ZJHkZgTP7sCf7vp7cyaaBbYgmCpQqopJbZ077WxVbTUWgmzF6DjqSr\\u002f\\u002ftxOqtI3NrKSWQ2hUABwIrIXOaaFYmsid34p5dctjaFUDeTONp9eSGRoyTrAyBoacuSPsyaeX247BFmEovrwyIO8q6I3IjhS3Z58UDT5I7iWNFcj87UQJnJJoVufukAij4Sj90TUmvCX6a4LxLVMC0ZyPk7AIAdvM8Nf5DYnogFm\\u002f4im7quSgL12+m7rQETZdG+FRr4s7LCeTUzCdEmZH1euq3nBSVlcN3E00FbD6cHXzQD7HFOUzdV2GFd\\u002fe1S9muKenX1o5AVrKc0iFJXoH45cTQgaHHdDxf6Zm8idpnxAWnkier8mH7xaL5DGJDGwZtCQDUpkytUCuFXFkRy+k9Prnr6ShuJPLtqLxzRMO5VbdQtgOAZmE6Zc66uDO1BK0xaSrFkunKySR7hMovqwmLZ8tpWAHU3bj03EC0PdBqTqw8Q30Jg+zgXptZshhXn48k+SrkbqaMh\\u002f3HC1H6fDsy1OwMx4t7dNGlJb4ux6vMYC1VQcZMOh7jp573sYve+\\u002fGuD3Fo9vHSgj\\u002fSiHHUETZZLMQeZbLcYgtbrZYMasdLjC0pTz18haYA8DZZqKhHz0p7m6yKT6xRqfJRG3UKQDUqXcTorOh9NYPsc6jyFjT4JPlK5GrCn6eDwS3cGUnejY3Nm2DoBmgZ5mCUs\\u002f1Kq9JZShIUwKjCTjdTZWzXR+m6LWlflEz00WC+06UEm6IACZeXLkixSftDmCtenamFjzLYU0h2t2v4OhS+AaEuThhD+lUAMwutGACnzZ5+I5MtKj1H4voMNWomOrTV9TtNkq\\u002fGflyzJS+Gu6\\u002fi9Xux9uzHI0EE8yeiAqzCFzbU187d7AD0jRJWYNyaHSVqpQ\\u002fs1UGc7phRQoWuOZ+ZN7cqoGJ+K68+zLu4CzUiKjsJKdw8x9Ef0+JY\\u002fvQQPcZh43vpOqRTmc5N\\u002f\\u002fExNF2Vzs5MQDg0Rrda1bdoCUny7ah0u5kSXkOll\\u002fdrchE5kMmIgojkVA5qMlS9tM5E37Khltz0tOiayFINTJytIb7f3NAAd2rqz4eAZ3U5E+vsNzH1dWK1Te6Fu+eOzABMQYgyZ9dfTL0a1Mb4rIpXMD7qDk+q3vVmbtHkOcwYtcJtSHLN6DHpYyN2tdicfpPk21Hh6N7otInb6Uftrq4jcga4I7K5E6ByLa5sqim65ErNKzjXMBBVeYKjMPitsK+e9eUOYBVjJaX48plhaEgbsqMqLKSBbbiqD7bJW9jQM6JN\\u002flgiRrQxOG69rIs1N6shOMljGUKKzqf8Y5HRDcdo9T8aAVt9+RlCYpffltgkSQ7hBqWjy\\u002fkrmAd\\u002fFbU50LF9TBUFb1zaS4uWdHo4xWWqxCWcgjEyz\\u002fcraq8j4VMoZFKT0YnA9SJmL+vLpm59O8awx1eyN7od1HC2R0bupkoFnG7peRBvhOgA+OaMzPdiV6HiRAS0+yQ68BfVrtgkSTaZBLrJqT9Fs4K81OFGeAtGNX4lM+61lYRTIHSzyX4fG2yX0KDwhxqgwoy3Ndqi2Swk7PdljMpNVF2ixvKvVgB8zFka6SLebdLP9eaAnclXLlePTYp43IW0UhXym1ZqgVV6JkliFvJfWxovG28BULGo+hEeTIzEqOZX3WYmQQTMQ9sRRa3r5nT9qUFDqyvXG3czpf0iTzQgBY19Wr\\u002fic6HHk\\u002fCsN1XxcQIaS3v9R29wjm8ZXnOXG+kT8BDoQ5WUl\\u002fPdfvbHE2ocEMu\\u002fOyfnv0CB9QJLkr\\u002fLC9byNIu8GQ5rL6cHK4xdwkZ0qgymqzaUbRvWiY0BarfRtNhpegzZUQWAQiW+nubaDNRWbcMIg8xp\\u002faeWwDma6c\\u002fZX46i\\u002f+uDiqY3nuS\\u002ft5T2x5J5Ag5hJ3IEz575i87bSLvMlbkHtlg73GVV88ql1CRJdqhBOHKi6BthTQrFWFfnR+mdjpuqQs9GufQX9EnS5tDGOVKaoLYPhVAUq8f+BBeM+TYKADhusPyCj52a\\u002frAeVq3jh5jDlBsmCWXQHtZs2eR6eBd36kCjvcFuYD79JEkyodDzZiZh99WIeC7KTNHzYKeyT9\\u002f440WFzUhL4fNoFJ1cwChDv0cFM+wJ9mrQjkTdr0nzlj65dauLb2HnC74KUOsTfykYveHUmul+iW1xViaedxcbXXzBXqHZbTn3SfLH2UwqDpNYsZFy3gVdGCgAHJvPRuktjJW2+hEGZFVRyah5TxknMB+YCakGPtvHRfyMfYWl46FKfVymst4ejYc8qyoL8DWCL2A0Ml3XQOOv9P8HjsUANuw+p6+ZTeQYrPtedqM1QRdsxO\\u002fYJShXoGeS\\u002fHla9sLHpXXBiVAKsVHr7QQxDeHM95Te0XbBMx0+pCIcb0lJDy3nBJGKAGDkV1RlalULX11wfEbShPfHeJaNMM9E85Q\\u002fb\\u002fuBlNLGXreu0\\u002fwrxZ8hFPFSzCy6OlChfDzJjhE\\u002fk9niSZI\\u002fSJQtTnBdwpuYJ7zOLUHPJBeyvdHhRCB35dxAhQriSkzLMqReAagAG1cL1FnSNmoy3w1Pz6r05F6YseXIUza8TtsNV7Q27OrJw3VMti9F06Th9kqzI9Ne9PM0hCtKurh9WG7s8QnI+qo0SRLDEGjGwv0VNEanm4PSRYLIyWhteexHjTDBNTJQ+Vw9RRdwi2IW3NCMKh\\u002fS0KItbOGMSc+R1Qyew+\\u002fr0zg4djEgr+X5Mbf5sRvDLZnC0WlX5IkCK637RZIkyRT7wUkU6tji0iLVUHHZ6mV4UV2hh\\u002fmCzVnrQHWkVG2zMRzer4zF6OGmnk3WBnSdULIxiefwu\\u002fs0jgxfjKbSzNFFKrVQzw1brY3mGbt2DJorurRDkWifboUkSX4Im7xVBl0u\\u002fKH25zEdYC9k5b3ksWWHQ6jkgpQxgPOPt1vYs8kcPa457oZGdHm0933un9kn2LN\\u002fAajy79BQAUAV\\u002f6qb\\u002flDK6TGX4XfK3e3IDNE82s109obtg2srWjmnh58kySGiNfgSVACpGADnmszPvhe7m+GovgynT1M822IhjOVvtLDQUCUg97DfYnFa5ybhxsmRutwo9nWMuwgXNvzq17bLhbkZcW6hqu0xod2cFS2\\u002ffj3pnPzaln0V1VWruYQkSW5BrcHkPgo928F7zYua2IgNd2acGxCaqATkH9bj+o+purYlcBHOtjTv7XFItQ9iQ3Mcsr+heSKgsAeQibGQfk6ZD6Y5hPQw1H\\u002fLMzxNdKtZ90mS3MHqQ9hD\\u002fNnF\\u002fWcHfpg4AYmtQlhnE+cD\\u002fwV6NiwwJML220Ok8K2dPovQ3AGHOZw1AaWf82VsM35t1O1YoW6a1egmQQnuJZxzwvk2ZHNiPITBUWZsVkuSP0vw\\u002fcgrMBGAeakaT8Cxl54j\\u002fdxQyMVO3LJC\\u002fgjNFoNNrltjTI7PcY+2H8J8wQKENW6wgpDs3BRchXz5XuJJmENicEW6MiVm7FI9ecpK0s4d6KarJUlimS+2R8GuW8S4536ID+HQKPBDJkfOSWz8swzR\\u002fA6OJ7hz\\u002fNTcVX4ZKACO1yLO2J2iKWpDYDc0SFNOl4OWsEMXgouTDycY6zQBu2AIqGKMXK4cdEufJElcaEk\\u002fQ4sYu3Hj97Ax00TgP2qZRzFGfoIfnDhhNXxb+O2Qzvuapi+JtJdHsJSymCSSNnatu5hKiGDJg1j9zqMC8JbLbERuRA8zSZIdbLq9FxGOHuzlk+mD7yU2EP5R4zyHZ+QIvtvmRIb65YmrUPtNweq+J7UbOGSC4tRXdzx1mcV0zTQdSqEHokRhSRnL1UxXsWcaitSJAsB\\u002fhidJkrdgF2bEZrV9Cr30APXXoMEPJX\\u002fTEjew75zHjXxiN\\u002fPjFCgF\\u002ftVKiZwWcwHgo2YyvEizZfKxzu5ecjqdta6a49aH6xQakE+l+vxQVd2+cCDy9RKon9dRkvxpxNp0F4hafVTNq3mS0h4JM43PScghq8VGVv44SYjz3FRKuKx+hn+ABuJEXoX5CsWX09Sqr6+ExNOJ8BQ6cynaFvyqyMgq9ATYm1Cnl1bonjoEGjxJkmOUcfW2jy4UpnNRPQdeBefkagJscgNeEiRrt1Mqk64TqwTzV3vzkwx\\u002fh4Zt19y2+7Fj6TltV4HbSdzZyJMUgMbwNODNrk8FKNThYrex3EkEnVqxxzwpSZIjTGLOEJHbgqVYokJKMueQuTgvBPOSPIpNcPyNgbxkEE0OLqjo7M9Q2ECTCNIRcWTBcuvQGPrFNlJ47cUTqIW4k7cUcgE5QFeOM\\u002fBWz61\\u002fF06\\u002fSfLHqRS4aWl4AWGoIAoZfXbCfkD7PdCSLU4mn4JJnX1yCgDoPc1wiE9XAkv56emmKzT7IaBiEDiY6kssfiGtAPBVoilaDk6qKMHVi6IWAluNRbU9oms5WuEkSSTtfpqjy2S3SZO\\u002fW38OCfoe8Au779L5L2DyDnspftchOTN9QT76Df4BDlANcrU4D4UAkj9uJuSDejf7yk5rHlHNKGwJl1YsnwokWjVZs6u9xxmfS5K\\u002fil1ZPdpEIWJnLT\\u002fK2b3XO6EQ+W1q\\u002fwU205MBp1JNppMHf5dS7W8wuRd1xSnEr4BsVpO0Jov6ZragVbflFn19dbNTxJql8ssuuhN9nCSJt6jaIp8t2PlZi1i\\u002fu00sJgicF\\u002fUcMhy395+ucwLdpY8yTOZfmllvrPO4INeGC6b9ZTWL3TFYxgmmiviD1cbemxB1gYROjk2w3LwzCLFDocErWw0tSZIl8yjhrOcVPdgdRwaQAtCizRCXPgER0t3QBBOTJu8lmjCBqvKXp1KMG+PEfDezg5v1d4hClQxSUr3+o+HVVNB2BwCMHyBaAVHJV88lFJ0kf5hh9QrkyuUSWw2JhLyeIMjAfqB4DbGeINX8HIWTQ4iM9lmO93La0NES\\u002fCrOrLHB6Bzuhma8iFJBX4AJma5hAHN\\u002f+Pj7UF2+kaM1TJJkB3eBL0+9GBVu8E2ECQ7MR4xFUvmlQwp+lJ7JFe7KxV\\u002fLf\\u002fyOLpbu7BUk6pLJNeZCSLVNDQuUONxAG689HCLRVEKSJDfwxCo7F9nlxyeObJsB58MpADgWU\\u002fjpfJT9LypzsbmLlIlv6ln\\u002f\\u002f376hoYontHlMlCnilkkERMh0M7aciXfVpjg6SYnWq9uec2m8gvRez6kQ5IkjUJPwTO7mSic7HO\\u002fVp\\u002fAFYskRzHJpkJLSXIiZDWJrWnBS5tVVONWv+nBC4S1ZBQYzT0YfG7fiDadEAnZmbxbGJ3MTjp+paXKfZ2TJLmCu9D8g21OxysOgO4fK3Mx+jOzVskfQaTUiZ+H7oqbFVWoGBq3EuxPtXpZhn0rYnyPbmiQqIs3Evuc5IMUTpLfIN4NwJUVdyVeeSqFQkxl+QsHfpPk72DcY4fubPfmyp290U\\u002fwDwCgTs1n\\u002f8JPbY9NuLIVFXFI\\u002fhX47+bt65YkyWPwejyDiGMkxA0jUQS7GAQwaVDfyR8m2M2UMvzheOePyKPHiuaVnskW4n85oSmtiRHc4pXB1r1u1ArhGANDxJm1kk1eSeCIsFQ4SZJDeGvthlVmos0gs\\u002fYqvVj12E4vItWof1gt+Wt4js0Mv05bAED\\u002feorLDd71rpT6WvqGBuzKN+s8svwBc3\\u002f4hgZEtBuPFgonSXIUG1BuXGI21AQRLFzaw+L3UJ\\u002fuomrJoyyn6TU0NVwfm6Du2YrQg1PHNl8rlhV+gvavD+QWgo+tyQCg6FPOP0+YIGduswlI5V5OpZetMb5RzyRJJOryTLCbQbZWt4vdNiUvowVnxDe\\u002fX3o3U++SzK\\u002fKNFfV2E2PdGx8SQ+EwQD28iywncT79jq40b4dpcCoxOLqtoPjGrpgi0eVTJLkdux6jLPOpWWLQk83Tw4hpjCaTebStO4T+9UhurZ7AlvddliCPPWX\\u002fHMcpTIHRwTQFaXFLzmNDTou8mMQMuoZNjeesdMXQFBnGLPHpG2SJK\\u002fELkaMNkWHhXVMSD6Byi8AAEW8j+i\\u002fd7Yzv5M8MsdkmYhBPB+4aWVMeQfknxvCrxCPfr5laefIB2IxIcY7F0IqgP3vBK4rKI4Gr8keSzqZPZskyWvYWfgWubR1UEg+GJEs+lwVL7ariW0pQ8+wPgYATmYHObSbKQDQVcIOK3i\\u002f7gTjgEUfaoBU2Eq5F2Ov1\\u002fKm3uMOra+4dXlOJG5NiXGCUL7EVWnHC+ebM8VkJnJDkyRv59ByZiYfVJJPZrxWoadPpwQqUflFcacbmFwmGXZUsseNVEIN7Vnp\\u002fwVq9XrZkP8skzT6JHGHZp5C0+zXZMYGW6a3vRSAOm0ikY3nTeaBb342SZKn2dnQqGCxGWSSD+RcyPVSjOSwQBeTlSYMPe748ASv3zvlfy3TgeodhIwKDWNZOjkVrJHbyf5jxO0oqEm4Z5cslaHllSTJO8AMh+FIrcS29m24R8KgkXwm53YzFs8xroo1KWkJ93ZVDa9rLedP7mmOjFJmejEzev9wRGTHylEH\\u002fgQars\\u002fi6Cu+MkmSvAsOQ5TrerkKElhFHuYS\\u002fibu2s1IKr8AXBFunO0ofMNyhf7N0ajZFKOAHotNZEuZ38+RIbL18bA0h+NpGK1JbPZgpgfpfW1ycUOjNm042ifWVZIkV1AxxwSQvoQBQAWu5PNxPz\\u002ffxUXhxtkkfEfLHKfro1pNkp2noa7zi\\u002fzTBQBQexQYKAD4v04KQBEmw1BhLOXKCAn+i8oxIYLTk0dDKW1cVYw6SZLPIV6SfcHiepZLGOPb6ciSvICjqf0oQbq5DjndCek3DplFjXIqPX+Zs5arAPaXqMXZCu0yGhfudHV0X8m1ucK7rqb4eidJ8irkGpysvkMhwkaY5AXcmN0jTnfhJSmERMUVJEO\\u002fp5TB9Kobrno\\u002f1MXX4V2h2WN5VQ0r1PZYmBk5vnHuwvFx6GrKjko71N4\\u002f6ZMkyYsp4jFhP0SIdZ2r+vXsTtM17prcru1eFpP9VuW2dZ1eAegCDLUq5KnLdneN9zM5v6FZcvJ61+gNS58uAKVQ0KEupvU11CzAPcWduWcBYH+wSZK8nkMhInkHy8h\\u002flb1txyaYg3rMD4TLnCgHiOXUmq8g4nEFmOxvClWubfO9A6m6Wfur2NjQbIy8zyVaH9+aVr3aHmufLjiZ7Uh51byv6OOXGghX4kfbP3UC902S5FsZP+zqKJE8Cgb2L4G3KUsn4XswnMGVYVtDKaYlKad+48z9OkL+j7GxoQlw7MjWL1BaBafaHoWeB+AvuVCPxYShkm4nYreLb4ZHIJOlkUxHbpIkSbKC4++3sNKWciJQ3qkQJIjxs\\u002fFKauPsJ2pKkbvdfAH\\u002f6YJtZF6n\\u002fM23AFc65GpYvmU3\\u002fmCEEs5N1N4vzjnCzXeQbRztsABA22jL5lZUkiTfzJUIlJyHv3N5FBPqt3BbVYACBU\\u002fIBCHBQWHpfP9RoLi9PANp\\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\\u002fPkZUl1kzJdBlTzMywCAvdOVniSJEnyatzPsVOcUL\\u002fBmbDfbvGZgzcAHdfoMuWw9fgSjtz6nLPnJ3B8Q0P5\\u002f4W4tx4DQHOsfrlsvqdp9xFXAGizeHI445ZogPvonSVJkiTbHMzKwDlYRPv7Qfnxbz4rlvuepzhkvXqw\\u002fmfzhQMZv3JC3xp2POY2KN7wKKJ90nlM1\\u002fBEL0mSJD+PF06XcLQPA28TG1aI2NDnsMzn2NAWoF2hMbu0DxrIEY5foXma5STgRT8AAG830ypIyH3Hq4W61Wlqfyx1T5IkSbYwkXwHDMbh1ZHTUXqvYaXnd4BWqi2T\\u002fgCft6HZofRtjbMvMZ5HdSq9Rq5+BvE1VuQS5OLR6SRJksTl1J4GACpmARl1q5MaDuBpUgo9JLrfz8ZuZcK94Ddwh+64UbgFNO51afJrKXqO3KLzweXha5IkSZJMqPwC0D6cMvYQ1H\\u002fmAQBvj3E4IB8J+IeF384RbSX+jRxfwh36yl3IXTuSizQ16vjfMQ8zbItGTrnLN7pIkiTJ+9nf0WwE55OhOJBM392M5052cReeqtEdMxFvHsJxLivbrIaCaOdwWeou8\\u002f2Tuk6DP3RRwxVVpyOq\\u002fBKiHD0UlSRJktyCl8stZ6JxIJmvaii6+KMd3YLRloZsy1uewoF870Way\\u002ffQtG8W6yq1309tncYd89eBXBPfzFvtUvrwI6SXf51zJEmS\\u002fCqUBQ4lglXAV9yZbk5gtfV2MxJ3W\\u002fZFXN7QAFmNH8aEjxO6S9Hl8ki3Iu2PY51GEO3ckyRJkvdy125j+OBqbhN+L1KZWv00V+uP5Kk7NjQgtjNsrIesQw4I820mEdSRl238GsfxnARgdPQkSZLkcaYfMhXnPoQX8UdA1Pblo2K+k+M21OMhOM0\\u002fm5s2NJKHx08mPu6Ckq09TbAfGsAaZWsJUV\\u002f8SJIkSd7Hyd0MtBxUAcDZwTgl9Hw1Tcd+6Kaq3UtK7xjCIR7Y0MDesLGOTPDLVm2HUT2PmVPwUQBg7\\u002fKavNl5Ptmsueso7YHvubTCxniTJEmSE3jRWLGO7S4ypn8pG8YJ+ey09cCGZjnftW0XxC26tCu411ht2shxiyP\\u002fpE8jfFdyQO8XNSkAYitz\\u002f3iTJEmSDS5F\\u002fg2elH0EsXeZDHn9CZ8JJHwID2xoItq2hTcB+zZkXGNO5gnk2Z2vkJDNms1X3K2J1qq91+VJkiTJ7cTXIZ4IwvJbG5SvenDTxOPUSyPVhrog6jW8akMjf1\\u002f6NMXxkoWFi18Di\\u002fVseZAXRnrjrWGtWlRLwm5d8ounJEmSn2C4yIEpwSSXVwd8TLtBjzu\\u002fjfVqhS+zGtCNBHZRbrClUXSDSy\\u002f10D0FiGqLFmPXanxat+ZYpfk6HZpqAKJjeypJkiTZwYRliELuOTz5S+5UYIKnW+\\u002faO+vyIm1v4j5N55uJCaNld83npvy613YfM+uDeNWXW5nrKIVFZT3kaLuWJEmSHMLm7buCqgn4Lv03alvtFwV2Tz3q2jvFlPFvp71I25v4AE3PbWjm3LizqfRC8iZijZcU0RDfVBBX+dw9Te5mkiRJPh8T8CNwi0DX5uGFgd3TEDNL9D2U4uvS0KvuoZlgbou5Cs7i3oStKU3DcnxqW8O+cZESgoFTP+45pN43uiRJkuRuZKin3QN+qJ0E9tvxUkxlfZo6tg6ySEMfyas2NJiDbRrGwruttjUTVhkXrLaUBuQ9smKtAPN7ZazDzV2sAm7XanvvEJUnSZIkd2Gjt2DzEsgboZRUFgP5Lv7TBY8yZHt+GRJwBSg1zuibXGyOnPDIAgBQKlRo30TWpotQiS4\\u002fHkKaqxdAMUpeN16SJEny3ZiUMaNQ2qKj8q2J5CUqtwTfkjCVuBR6rui2l6VHYGUszRXsXmQXHDIA8BUaJUR00Y3DJoKx09hcEbtmTJIkSc5xJDK\\u002fNCbzvZgFAJzLRVqZ2lOVc\\u002fZ7eJXW6l5XtcVpP3ft+Oids7cINwOUovqXUOC5UR37PbJmJCw\\u002fSZIkuZ\\u002fxqobdN0guJZSjTDUB0PlIZirkpdrex2u\\u002fcgKRsOuQuemrk00LloP172W7a964qC2KvFildzP8egpsiiKpB7Y2c0F+kiRJ8ukcCfIqP3DJO5PsWV51U3C77ajiPa0VAI045F6sukc5WP84Xb3L6O+bgLZzcOJmGoGyQQGAQpsnerQ\\u002fRozdcadJkiTJ7ah4fiW8vwjzDQDmkc9X3KXg5aYXqd\\u002f2MfLqXJH7maNqYPa2GfqoHEmTeV4rCJuTtZn570Ah4ttQeUmzN5GXPdsbe0oy6y5JkiTZwQTY6J4V+Myoa\\u002fWnZwOz4ffwqis0SAEoUDCvF4A2\\u002fcXacQecjIpv+0PjFMVg5Up6HtWoE+xwy1xVi3S4qIHoi9WfU+mZJEmS3Ia7lYFzCe5plrsZe\\u002fjxvPweGgDAvC62DicRd9LY314+iVTmtGINR4DQudbQ+wFow8Hn0dXkb9YNiFNXLJokSZJcYRbV34vdv3ysqmf5D+DlCbAAwPSGo8kpBdeZVJ6cmnN5a1CBviciMfgDX+eeFG1cJqg9zbgfSpIkSd6FjMmvubHGvZlkyAi\\u002fmB7aV07vGFulpy61ZXdS2+M5mnz5tZo\\u002f2Mb8LLQKXMV6KpZymR1iGR9O8yRJkmSf4NYCF4zJ+\\u002fU3qW5G49\\u002fE5nJxWyelgJHfSAr\\u002fAIwtXghZ\\u002fDUKVJpU6nDer7hB5xitiwG8cwjohHtNsqsUbemat808L1hg1EQ+kiRJkhcyC93nEH9Cpt\\u002fFIXIQpxU8lIngXkU+hLL+LZt9us1WmJzNjQa730uFCu07IP4mKOplfyySyUUU6VJNPACU4liD8fv3SwWjQK1JkiRJcgte9HZ\\u002f1+n+OKy2KaIkQutgJXw5\\u002f8Fdg2HTnNoKzKfhKQpA9VTFrY8uXWGciX+Zi2FT99t7W1+qLbU7rITmnslNkiRJNihmK\\u002fMIJt04JUvEL6n8Bv8AU+lhS4wIUx6VZO+QcnLwUaGK2jVEV+OLNDeMHfGcCa++DL3jc6wsLVDao\\u002f24hGPJJEmS5AEKfo+z+W1OSw2HMRkE00okiZVx0kHc6ku57woNAOyLkb+Ss7QoXsOo+9INRftNAV2iONBV5ZcOmxS11s4XcP9E3CQtSZIkWcBJyvsTG5TFxCFy4BqJl2sQtxBaTiFlTB7EI1JsR4GP586\\u002fQ3MsH3tTjnT7xvN3BdZTutfA\\u002figAYKohXqRheVyTXQsHS+50sN+Qu+QkSZIkN+FmCixcbymCdDmh5xTMtqY9fk3xS8xNuEcz9JmUHE8Sp3wSeVSyQnR0Rs+ICuD5RNjFuKNR7e4ZaZIkSfIa1P0D9HROzQlTBjIVxTctyEwUaWI3MYuuv4o7xnFxr1D5xeGMwIiLeloCL1HC7a3BHc9Nh7p4MOidJEmSfAxuZvFi+4RZSjooilkqQ3d5Rv1+IZeHYixFEo8KNnKQ2TSfoPVyg9gKFR0Cj3g3I1yEfjOcTvA7QTBqpnmjOHTlJEmSJO9C7Wl2PoRG\\u002f2wYEacWOaLlGheljEJ3eoX1gF\\u002fB8c77joAOlbHO28iKkv83gIrkwXHcrfQJjKqS0rc03izLTqdyLJd0TpIkSZ4giOSziD026TUrv4TYr43OMVPvEDdeKbjGmf+2XfFZ9ZQMZ09QoHjWaF1tc7jBVfg6DeuP8ypV6EpxqWe9JEmS5Ouw9xUcyu6UGuqZ3GW7ViwrXOf5HrY4s6GB5\\u002fYMhbY1yOlNaN86KAltz3TI1XYo7S8QNOkL5YeLjbEmk1NJkiTJR1B0rlmnGPPnamy+ilDJZbjhwSNKN5Qlr1PacAIFXsbJDQ1wCve4zUwN2iRE\\u002fQX4KqCsg6Lm1Ko9zEWOokTqNebfjCZJkiSfwrnL7XEOvR3nds9TWXXGjaLOcvzv0PAfS670\\u002fsxE7tHtc8hSrCEcbAg0qBAUO6mA8BeK7q8+mS42dy03O1+SJElyC6dTocxW00+5dkeyCaWdsdWvZpOzV2hKM8cze0wSjz9OdHCoofKPqbtUfG5KtqDTGwmsb4Hw2gw1TJIkST4NcQ\\u002fosfwgon\\u002fUcHM3Y88WfI6SqfAXuWlYlV8AduyFVed1XkMddheDXkq9jQ04tuh2KADNyUoJJUhzVfHv4F3Wtk2SJEnehc0oyGbcDtLEHJV6eqHs9GN+F+k5zl6hURSAtgf8RmPV9pCH2jt2UL\\u002fZ1O6twe+eduRFd3UlSZIkXwBvLvhXljAv7CSAFWV8cIlMwUvuUuYDOX4PzZTd3cxOnZdzXSnnih9uZUz5ObR5Wex11ZMkSZL74PCM8b\\u002fC1X\\u002fYpOP\\u002fSuBWj7\\u002fFXxprxOa2YOpqEShy2VB7qteXrdNezKkkSZLkjcj4XADatmYWq72wL3Hb4l0KUJ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{\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermap\":[{\"type\":\"scattermap\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF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                       {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('2b875d62-2b40-456a-85b6-99d72687a862');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "import plotly.io as pio\n",
    "import cv2\n",
    "import numpy as np\n",
    "\n",
    "# Convert the OpenCV BGR image to RGB for Plotly visualization\n",
    "img = cv2.cvtColor(grid.uns[\"marker_median_delineation\"], cv2.COLOR_BGR2RGB)\n",
    "\n",
    "# Minimum coordinates of the original spatial data\n",
    "x_min = float(adata.obs.imagecol.min())\n",
    "y_min = float(adata.obs.imagerow.min())\n",
    "\n",
    "# Grid bin size used when generating the grid image\n",
    "bin_size = 10\n",
    "\n",
    "# Create Plotly image figure\n",
    "fig = px.imshow(img)\n",
    "\n",
    "h, w = img.shape[:2]\n",
    "\n",
    "# Convert grid coordinates back to absolute spatial coordinates\n",
    "xx_abs = (np.arange(w)[None, :] * bin_size + x_min).repeat(h, axis=0)\n",
    "yy_abs = (np.arange(h)[:, None] * bin_size + y_min).repeat(w, axis=1)\n",
    "\n",
    "# Round coordinates to the nearest multiple of 10 for display\n",
    "xx_round10 = np.round(xx_abs / 10) * 10\n",
    "yy_round10 = np.round(yy_abs / 10) * 10\n",
    "\n",
    "# Stack the coordinates so they can be accessed in hover data\n",
    "custom = np.dstack([xx_round10, yy_round10])\n",
    "\n",
    "# Axis tick configuration\n",
    "# step = 20 in grid space corresponds to ~200 units in absolute coordinates\n",
    "step = 20\n",
    "x_tickvals = list(range(0, w, step))\n",
    "y_tickvals = list(range(0, h, step))\n",
    "\n",
    "# Generate axis labels rounded to multiples of 10\n",
    "x_ticktext = [str(int(round((v * bin_size + x_min) / 10) * 10)) for v in x_tickvals]\n",
    "y_ticktext = [str(int(round((v * bin_size + y_min) / 10) * 10)) for v in y_tickvals]\n",
    "\n",
    "fig.update_xaxes(\n",
    "    tickmode=\"array\",\n",
    "    tickvals=x_tickvals,\n",
    "    ticktext=x_ticktext\n",
    ")\n",
    "\n",
    "fig.update_yaxes(\n",
    "    tickmode=\"array\",\n",
    "    tickvals=y_tickvals,\n",
    "    ticktext=y_ticktext\n",
    ")\n",
    "\n",
    "# Customize hover information to display rounded absolute spatial coordinates\n",
    "fig.update_traces(\n",
    "    customdata=custom,\n",
    "    hovertemplate=\n",
    "    \"imagecol: %{customdata[0]:.0f}<br>\"\n",
    "    \"imagerow: %{customdata[1]:.0f}\"\n",
    "    \"<extra></extra>\"\n",
    ")\n",
    "\n",
    "fig.update_layout(\n",
    "    xaxis_title=\"imagecol\",\n",
    "    yaxis_title=\"imagerow\",\n",
    "    height=700\n",
    ")\n",
    "\n",
    "# Use the interactive notebook renderer\n",
    "pio.renderers.default = \"notebook_connected\"\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ec17f6ad-f54f-49f6-828c-044cf4272215",
   "metadata": {},
   "outputs": [],
   "source": [
    "# annotation each section to obs object\n",
    "df_shotest = getattr(grid, \"shortest\")\n",
    "df_grid = grid.to_df()\n",
    "\n",
    "# extract grid info\n",
    "df_grid = pd.merge(\n",
    "    pd.DataFrame(index=[\"grid_\" + str(i+1) for i in range(N_ROW * N_COL)]),\n",
    "    df_grid, right_index=True, left_index=True, how=\"left\"\n",
    ").fillna(np.nan)\n",
    "\n",
    "# extract section info\n",
    "df_region = pd.DataFrame(\n",
    "    np.array(df_shotest[\"region\"]).reshape(N_ROW, N_COL).T.reshape(N_ROW * N_COL),\n",
    "    index=[\"grid_\" + str(i+1) for i in range(N_ROW * N_COL)], columns=[\"region\"]\n",
    ")\n",
    "\n",
    "# marge\n",
    "df_grid_region = pd.merge(\n",
    "    df_grid, df_region,\n",
    "    right_index=True, left_index=True, how=\"left\"\n",
    ")\n",
    "df_grid_region = df_grid_region.dropna()\n",
    "\n",
    "# add to obs\n",
    "grid.obs = pd.merge(\n",
    "    grid.obs, df_grid_region[[\"region\"]],\n",
    "    right_index=True, left_index=True, how=\"left\"\n",
    ")\n",
    "\n",
    "# shaping\n",
    "grid.obs[\"region_10\"] = [str(i*10) for i in grid.obs[\"region\"]]\n",
    "grid.obs[\"region_10\"] = [\"(\"+str(int(float(i.split(\", \")[0][1:])))+\", \"+str(int(float(i.split(\", \")[-1][:-1])))+\"]\" if i != \"nan\" else np.nan for i in grid.obs[\"region_10\"]]\n",
    "# exclude because of small number\n",
    "grid.obs[\"region_10\"] = grid.obs[\"region_10\"].replace(\n",
    "    {\"(-150, -120]\": np.nan}\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cd2d7d6f-aa3d-49be-bc48-f0ce182e7c4e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scomv.gene import run_full_pipeline\n",
    "\n",
    "roi_list = [\n",
    "    (4800, 5900, 950, 1900),\n",
    "    (6920, 7570, 1910, 2390),\n",
    "    (5300, 6400, 3050, 3900),\n",
    "    (6050, 7050, 3910, 5100),\n",
    "    (3900, 4500, 4600, 5200),\n",
    "    (2400, 3400, 2400, 3800),\n",
    "    (2700, 4000, 750, 1690),\n",
    "    (1000, 2100, 1700, 2500),\n",
    "    (400, 1500, 3600, 4200),\n",
    "    (900, 1700, 4200, 5300),\n",
    "    \n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d2c8fb1d-2df2-425c-9c78-0ccaa7b42a80",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Running ROI pipelines:   0%|                                                                                                                          | 0/10 [00:00<?, ?it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6c634e9e23b0429c820560454a6b8b13",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/numba/core/decorators.py:282: RuntimeWarning: nopython is set for njit and is ignored\n",
      "  warnings.warn('nopython is set for njit and is ignored', RuntimeWarning)\n",
      "Running ROI pipelines:  10%|███████████▍                                                                                                      | 1/10 [00:14<02:10, 14.54s/it]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/scanpy/metrics/_morans_i.py:105: UserWarning:\n",
      "\n",
      "1 variables were constant, will return nan for these.\n",
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2e544884813f4767aa25bfbbf83a2310",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/numba/core/decorators.py:282: RuntimeWarning: nopython is set for njit and is ignored\n",
      "  warnings.warn('nopython is set for njit and is ignored', RuntimeWarning)\n",
      "Running ROI pipelines:  20%|██████████████████████▊                                                                                           | 2/10 [00:26<01:42, 12.87s/it]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/scanpy/metrics/_morans_i.py:105: UserWarning:\n",
      "\n",
      "1 variables were constant, will return nan for these.\n",
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "040be57cf2fa48fc80f17c044216144c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/numba/core/decorators.py:282: RuntimeWarning: nopython is set for njit and is ignored\n",
      "  warnings.warn('nopython is set for njit and is ignored', RuntimeWarning)\n",
      "Running ROI pipelines:  30%|██████████████████████████████████▏                                                                               | 3/10 [00:43<01:43, 14.82s/it]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4e09798aa6974d2791869bc1007cf97f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/numba/core/decorators.py:282: RuntimeWarning: nopython is set for njit and is ignored\n",
      "  warnings.warn('nopython is set for njit and is ignored', RuntimeWarning)\n",
      "Running ROI pipelines:  40%|█████████████████████████████████████████████▌                                                                    | 4/10 [01:00<01:33, 15.55s/it]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/scanpy/metrics/_morans_i.py:105: UserWarning:\n",
      "\n",
      "4 variables were constant, will return nan for these.\n",
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1add60b8d29c49ea939e8e6c98dce03c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/numba/core/decorators.py:282: RuntimeWarning: nopython is set for njit and is ignored\n",
      "  warnings.warn('nopython is set for njit and is ignored', RuntimeWarning)\n",
      "Running ROI pipelines:  50%|█████████████████████████████████████████████████████████                                                         | 5/10 [01:11<01:09, 13.90s/it]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/scanpy/metrics/_morans_i.py:105: UserWarning:\n",
      "\n",
      "1 variables were constant, will return nan for these.\n",
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b230ca67c7c1499e8c93c45d64a48ae6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/numba/core/decorators.py:282: RuntimeWarning: nopython is set for njit and is ignored\n",
      "  warnings.warn('nopython is set for njit and is ignored', RuntimeWarning)\n",
      "Running ROI pipelines:  60%|████████████████████████████████████████████████████████████████████▍                                             | 6/10 [01:26<00:57, 14.41s/it]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e55ac828598b4957b830c40973f0f498",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/numba/core/decorators.py:282: RuntimeWarning: nopython is set for njit and is ignored\n",
      "  warnings.warn('nopython is set for njit and is ignored', RuntimeWarning)\n",
      "Running ROI pipelines:  70%|███████████████████████████████████████████████████████████████████████████████▊                                  | 7/10 [01:44<00:46, 15.47s/it]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/scanpy/metrics/_morans_i.py:105: UserWarning:\n",
      "\n",
      "1 variables were constant, will return nan for these.\n",
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d58fbed9023549a3accadacf670119f5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/numba/core/decorators.py:282: RuntimeWarning: nopython is set for njit and is ignored\n",
      "  warnings.warn('nopython is set for njit and is ignored', RuntimeWarning)\n",
      "Running ROI pipelines:  80%|███████████████████████████████████████████████████████████████████████████████████████████▏                      | 8/10 [02:01<00:32, 16.01s/it]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "679a328b698e41c0b25bd0e4394063cd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/numba/core/decorators.py:282: RuntimeWarning: nopython is set for njit and is ignored\n",
      "  warnings.warn('nopython is set for njit and is ignored', RuntimeWarning)\n",
      "Running ROI pipelines:  90%|██████████████████████████████████████████████████████████████████████████████████████████████████████▌           | 9/10 [02:15<00:15, 15.34s/it]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "87e4a10807104669a52d127b8a225b5b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/numba/core/decorators.py:282: RuntimeWarning: nopython is set for njit and is ignored\n",
      "  warnings.warn('nopython is set for njit and is ignored', RuntimeWarning)\n",
      "Running ROI pipelines: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 10/10 [02:30<00:00, 15.00s/it]\n"
     ]
    }
   ],
   "source": [
    "results = []\n",
    "dfs = []\n",
    "\n",
    "for roi in tqdm(roi_list, desc=\"Running ROI pipelines\"):\n",
    "    res = run_full_pipeline(\n",
    "        adata=adata,\n",
    "        grid=grid,\n",
    "        roi=roi,\n",
    "        min_gene_percentile=30,\n",
    "        max_gene_percentile=95,\n",
    "        require_moran_nonneg=True,\n",
    "    )\n",
    "    results.append(res)\n",
    "    dfs.append(res[\"dist_df\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "684866d2-2958-454b-bdac-23e249f41f42",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the number of common genes: 157\n"
     ]
    }
   ],
   "source": [
    "common_genes = set.intersection(*[set(df.index) for df in dfs])\n",
    "\n",
    "print(f\"the number of common genes: {len(common_genes)}\")\n",
    "\n",
    "for i in range(len(dfs)):\n",
    "    dfs[i] = dfs[i].loc[sorted(common_genes), sorted(common_genes)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "dc503a66-0839-4181-a2dc-219d8f9ce5ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import NMF\n",
    "from scomv.nmf import SymNMF\n",
    "\n",
    "n_components = 1\n",
    "\n",
    "W_results = {}\n",
    "H_results = {}\n",
    "\n",
    "    \n",
    "rng = np.random.default_rng(123)\n",
    "\n",
    "for i, df in enumerate(dfs):\n",
    "    min_x, max_x, min_y, max_y  = roi_list[i]\n",
    "\n",
    "    key = f\"{min_x}<x<{max_x}, {min_y}<y<{max_y}\"\n",
    "    A = df.to_numpy()\n",
    "    sigma = np.abs(rng.normal(scale=0.1, size=A.size)).reshape(A.shape)\n",
    "    A = A + (sigma + sigma.T)/2\n",
    "\n",
    "    snmf = SymNMF(k=1, random_state=123)\n",
    "    snmf.fit(A)\n",
    "\n",
    "    H_results[key] = snmf.H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "76395a86-4f26-4599-88c9-c6f2a459a6a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_matrix = []\n",
    "keys = []\n",
    "\n",
    "for key, H in H_results.items():\n",
    "    mean_vec = H.mean(axis=1)\n",
    "    feature_matrix.append(mean_vec)\n",
    "    keys.append(key)\n",
    "\n",
    "feature_matrix = np.array(feature_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "cfb401f6-6ff0-474b-a92d-fcc892b26363",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the result of clustering: [2 2 2 2 0 0 1 1 1 1]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "n_clusters = 3  # define the number of cluster\n",
    "kmeans = KMeans(n_clusters=n_clusters, random_state=0)\n",
    "clusters = kmeans.fit_predict(feature_matrix)\n",
    "\n",
    "print(\"the result of clustering:\", clusters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "aeb82a10-3179-4d59-9592-bf7cbd60e927",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clustering results (groups of 10 datasets): [2 2 2 2 0 0 1 1 1 1]\n"
     ]
    }
   ],
   "source": [
    "annotation_dist = {}\n",
    "annotation_dist[\"4800<x<5900, 950<y<1900\"]= \"1 (DCIS)\"\n",
    "annotation_dist[\"6920<x<7570, 1910<y<2390\"]= \"2 (DCIS)\"\n",
    "annotation_dist[\"5300<x<6400, 3050<y<3900\"]= \"3 (DCIS)\"\n",
    "annotation_dist[\"6050<x<7050, 3910<y<5100\"]= \"4 (DCIS)\"\n",
    "annotation_dist[\"3900<x<4500, 4600<y<5200\"]= \"5 (DCIS)\"\n",
    "annotation_dist[\"2400<x<3400, 2400<y<3800\"]= \"6 (DCIS)\"\n",
    "\n",
    "annotation_dist[\"2700<x<4000, 750<y<1690\"]= \"7 (IDC)\"\n",
    "annotation_dist[\"1000<x<2100, 1700<y<2500\"]= \"8 (IDC)\"\n",
    "annotation_dist[\"400<x<1500, 3600<y<4200\"]= \"9 (IDC)\"\n",
    "annotation_dist[\"900<x<1700, 4200<y<5300\"]= \"10 (IDC)\"\n",
    "\n",
    "\n",
    "# ======== Prepare data for clustering ========\n",
    "feature_matrix = []\n",
    "keys = []\n",
    "\n",
    "for key, H in H_results.items():\n",
    "    # H: shape = (n_components, n_samples)\n",
    "    mean_vec = H.mean(axis=1)\n",
    "    feature_matrix.append(mean_vec)\n",
    "    keys.append(key)\n",
    "\n",
    "feature_matrix = np.array(feature_matrix)\n",
    "\n",
    "# ======== KMeans clustering ========\n",
    "n_clusters = 3\n",
    "kmeans = KMeans(n_clusters=n_clusters, random_state=0)\n",
    "clusters = kmeans.fit_predict(feature_matrix)\n",
    "print(\"Clustering results (groups of 10 datasets):\", clusters)\n",
    "\n",
    "# ======== Hierarchical clustering ========\n",
    "labels = [f\"ROI{annotation_dist[key]}\" for key in keys]\n",
    "Z = linkage(feature_matrix, method=\"average\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "06b320d2-add3-475f-ad91-efb0e9e4dd72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure 4B\n",
    "import matplotlib.patheffects as pe\n",
    "\n",
    "df_features = pd.DataFrame(feature_matrix, index=keys)\n",
    "labels = [f\"ROI{annotation_dist[key]}\" for key in keys]\n",
    "new_dict = {i: g for i, g in enumerate(sorted(common_genes))}\n",
    "\n",
    "cg = sns.clustermap(\n",
    "    df_features,\n",
    "    method='ward',\n",
    "    metric='euclidean',\n",
    "    cmap='vlag_r',\n",
    "    standard_scale=1,\n",
    "    figsize=(15, 10),\n",
    "    dendrogram_ratio=(0.2, 0.2),\n",
    "    cbar_pos=(0.02, 0.8, 0.05, 0.18)\n",
    ")\n",
    "\n",
    "new_order = cg.dendrogram_row.reordered_ind\n",
    "ax = cg.ax_heatmap\n",
    "\n",
    "# ---------- Prepare row labels ----------\n",
    "yticklabels = [labels[i] for i in new_order]\n",
    "\n",
    "# Remove original y-axis tick labels\n",
    "ax.set_yticklabels([])\n",
    "\n",
    "# Get current y-tick positions (row centers)\n",
    "yticks = ax.get_yticks()\n",
    "\n",
    "# Define vertical offset for label positioning\n",
    "# Positive values shift labels downward\n",
    "dy = +0.1  # Try values such as -0.1, -0.2, -0.5 if needed\n",
    "\n",
    "for y, lab in zip(yticks, yticklabels):\n",
    "\n",
    "    # ---- Color labels by DCIS / IDC ----\n",
    "    if \"DCIS\" in lab:\n",
    "        color = \"#5DADE2\"\n",
    "    elif \"IDC\" in lab:\n",
    "        color = \"#C0392B\"\n",
    "    else:\n",
    "        color = \"black\"\n",
    "\n",
    "    ax.text(\n",
    "        1.01,\n",
    "        y + dy,\n",
    "        lab,\n",
    "        transform=ax.get_yaxis_transform(),  # x in axes coordinates, y in data coordinates\n",
    "        ha='left',\n",
    "        va='center',\n",
    "        fontsize=32,\n",
    "        fontweight='bold',\n",
    "        color=color,\n",
    "        path_effects=[pe.withStroke(linewidth=2, foreground=\"white\")],\n",
    "    )\n",
    "\n",
    "# ---------- Column labels (same as before) ----------\n",
    "new_order_col = cg.dendrogram_col.reordered_ind\n",
    "xticklabels = [new_dict[i] for i in new_order_col]\n",
    "xticklabels_sparse = [\n",
    "    label if (idx % 2 == 0) else ''\n",
    "    for idx, label in enumerate(xticklabels)\n",
    "]\n",
    "\n",
    "ax.set_xticks(range(len(xticklabels_sparse)))\n",
    "ax.set_xticklabels(xticklabels_sparse, rotation=90, fontsize=9)\n",
    "\n",
    "# plt.savefig(\"heatmap_20251117.png\", dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ef35c5c7-76eb-4de7-b312-d04bd50f5b45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JxKiOKWYlrCNGjMD06dMRHR2N8ePHo0WLFgCAK1euYNWqVbh48SIWLFhQqzZLSkoA/LMjejY2NsjLy6vyuRs2bECfPn3wwAMP1Oo1TdHpdEhJSRFts7e3h4eHB8rLy43KAKBp06YAgKysLJSVlYnKPDw8YG9vj+LiYmRnZ4vKHBwc4O7uXueYqeYyMzMNbz43Nzc4OjqitLQUmZmZono2Njbw8fEBAJPH3M/PDwqFArm5uSgqKhKVOTs7w8XFBWVlZUhPTxeVyeVy+Pv7AwDS0tKM3ug+Pj6wsbFBQUEB8vPzRWWOjo5wc3MzeR5KpVIEBgYCADIyMowGLk9PT9jZ2aGwsBC5ubmiMjs7O3h6ekKr1Zrc1yZNmgAAsrOzUVpaKipzd3eHg4MDSkpKkJWVJSpTqVTw9vYGYLoP/f39IZfLkZOTg+LiYlGZi4sLnJ2dUVpaioyMDFGZQqGAn58fANN96OvrC6VSifz8fBQUFIjKnJyc4OrqCo1GY/RBuHIfVh5ovby8YGtri4KCAqMxqb7GCH0fCoJgst2AgADIZDLk5OQYxlA9V1dXODk5oaSkxOj81l+GELgzWVD5PzJ9H+bl5aGwsFBUpu9DtVqNtLQ0UZlMJkNAQAAAID093eg/V29vb6hUKpPnt3481Gg0RvsqkUgM52HF97Cevg+LioqQk5MjKrO1tYWXl5fJsR0AAgMDIZFITJ7fHCPu4BhxB8eIf1hyjDC1vNQUiVA5ihqaP38+tm7dapQZC4KAYcOG4e23365Ve4cOHUJMTAzOnz8PlUpl2D5p0iSo1WqsXr3a5PP+/vtv9OnTB5988gl69epV+x2pICIiAgBw8OBB0fb6/mQ0Ye0JXEkVDzxkWS18nLAqOpwzrJw94ewJOMNqal85w8oxouK+coy4N2NEZGQkJBIJjhw5YlSvMrOvwzp79mw8+uijOHjwIJKTkyEIApo0aYL+/fuja9eutW5Pn8mnp6cbPq3pH1f1I6pvvvkGbm5ueOihh2q/E3dReZZXTyKR3LUMQJVf7+tPDGpYpo5RdcemqmNe1SdDqVRa5XPrq11zz8P6Or+ra9ca+7CqMmvsw6ratcY+rKpda+xDjhF3cIyoWbvW2IfWOkbUdDkAUMc7XYWGhlrsrlbBwcFwcHDA6dOnDQlrfn4+Lly4gKioqLs+LzExEV27dq3xlDIRERER/bvUKMs7deoUgoKCDOstT506VaPGK/7ivzpKpRJRUVFYtmwZ3Nzc4O/vj6VLl8LHxwf9+vWDVqtFdnY2HB0dRUsGLly4gMGDB9f4dYiIiIjo36VGCesLL7yApUuX4sknnzQ8rsk07sWLF2sVTExMDMrLyzFr1iyUlpaiS5cuWLduHRQKBW7duoWIiAgsXLgQgwYNMjwnIyMDLi4utXodIiIiIvr3qFHCOnHiRNE60gkTJtRq3UFNyWQyTJs2DdOmTTMqCwgIwKVLl4y2nz9/3uJxEBEREZH1qHHCWtGrr75a7XMqX9qCiIiIiMgcZt3pKiIiospLEOzbt6/Ol5giIiIiIgJqOMOanZ2Nq1evGh7fvn0bv/32G5ycnIzq6nQ6HDlyxOjCt0RERERE5qhRwqpQKPDqq68a7twgkUiwZs0arFmzxmR9QRDQs2dPy0VJRERERI1WjRJWR0dHLF68GD///DMEQcCaNWsQERGBli1bGtWVyWRwd3fHgAEDLB4sERERETU+Nb7afq9evQzrUs+dO4eoqKhaXWeViIiIiMgcZt0eavPmzZaOg4iIiIjIJLPvZ3r16lUcP34chYWF0Ol0hu1arRb5+fn44YcfkJCQYJEgiYiIiKjxMithPXXqFKKjo6HVaiEIAiQSCQRBAADDDQW8vLwsFyURERERNVpmJaxr1qyBQqHAm2++CYlEgvnz52PVqlUoLCzE5s2bceXKFcTFxVk6ViIiIiJqhMy6ccCFCxcwbNgwjBgxAoMHD4ZEIoFcLseAAQOwadMmeHh4YNWqVZaOlYiIiIgaIbMS1uLiYrRo0QIAoFQqERAQgEuXLgEAbG1tMXDgQJw9e9ZyURIRERFRo2VWwurs7IyioiLDY39/f/z111+Gx15eXkhPT697dERERETU6JmVsHbo0AH79u0z3H61efPmSExMhFarBQAkJSXB3t7eclESERERUaNlVsL63HPP4cKFC3jkkUeQm5uLp556CsnJyRg9ejRmzZqF+Ph4dO7c2dKxEhEREVEjZFbCGhYWhvfffx8eHh5wcnJC27ZtER0djbNnz2Lnzp3w9/fH1KlTLR0rERERETVCZt84oH///ujfv7/h8ZQpUzBixAjk5eWhRYsWkMvNbpqIiIiIyMCsGda78fX1RXBwMORyObZu3WrJpomIiIiokarxNKggCDh27BjOnDkDAGjXrh0effRRw52t9NLS0vDmm2/ihx9+wMiRIy0bLRERERE1OjVKWAsLCzFu3DicPXtWdAvWDRs24NNPP4WzszMA4MCBA3j77beRl5eH+++/v/6iJiIiIqJGo0ZLAmJjY5GYmIiuXbvivffew+rVqzFo0CD8/vvvWL58OQBgyZIlmDJlCvLz8zFq1Cjs3bu3PuMmIiIiokaiRjOs3333Hdq1a4fPPvvMsK1Pnz5wdnbGtm3b0KxZM6xfvx4+Pj5YvHgxunXrVm8BExEREVHjUqMZ1tTUVNEVAfQGDBiAoqIiLF++HGFhYfjiiy+YrBIRERGRRdVohrWoqAje3t5G2z09PQEArVq1wtq1a3kpKyIiIiKyuDpd1koqvfP0qKgoiySrOp0OK1euRHh4OEJCQhAdHY3k5OS71tdoNHjvvfcM9aOionDx4sU6x0FERERE1sMi12H18vKyRDOIjY1FXFwc5s+fj/j4eOh0OowZMwZqtdpk/blz52L37t149913sWvXLri5uSE6OhoFBQUWiYeIiIiIGp5FbxxQF2q1GuvXr0dMTAx69+6N4OBgrFixAqmpqUhISDCqn5ycjF27dmHBggUIDw9H8+bN8c4770CpVOL3339vgD0gIiIiovpQ4+/xExMTodVqRduKiooAACdPnkRaWprRc55++ukaB5KUlISioiKEhYUZtjk5OaF169Y4c+YMnnjiCVH9kydPwtHRET179hTVP3r0aI1fk4iIiIisX40T1u3bt2P79u0my9atWyd6LAgCJBJJrRLW1NRUAHdu71qRl5eXoayia9euITAwEAkJCfjkk0+QlpaG1q1bY8aMGWjevHmNX5eIiIiIrFuNEtaJEyfWdxwoKSkBACiVStF2Gxsb5OXlGdUvLCzEjRs3EBsbi+nTp8PJyQmrV6/GiBEjcODAAbi7u5sdS+U1s1KpFHK5HIIgQKPRGNXXx6zRaAx3AtOTyWSQyWTQarVGM9QSiQQKhcLsOKn2Kh6jmh4bU2uoFQoFJBIJysvLodPpRGX6dnU6HcrLy42eqz9fTLUrl8shlUpNtqs/D6tr19R5qG/X1L5Wd37r99Xc87u6dmvbh9UdG0v0YVXtmtOHdR0j6nJszOnDqo6NJfqwqnbN6cOqjo0l+pBjBMcIPY4R4nbr2of6Cc6asJqEVaVSAbizA/p/A0BZWRlsbW2N6svlchQWFmLFihWGGdUVK1agV69e2LNnD8aMGWNWHDqdDikpKaJt9vb28PDwQHl5uVEZADRt2hQAkJWVhbKyMlGZh4cH7O3tUVxcjOzsbFGZg4NDnRJrqr3MzEzDm8/NzQ2Ojo4oLS1FZmamqJ6NjQ18fHwAwOQx9/Pzg0KhQG5urmFpjJ6zszNcXFxQVlaG9PR0UZlcLoe/vz8AIC0tzeiN7uPjAxsbGxQUFCA/P19U5ujoCDc3N5PnoVQqRWBgIAAgIyPDaODy9PSEnZ0dCgsLkZubKyqzs7ODp6cntFqtyX1t0qQJACA7OxulpaWiMnd3dzg4OKCkpARZWVmiMpVKZbgcnql2/f39IZfLkZOTg+LiYlGZi4sLnJ2dUVpaioyMDFGZQqGAn58fANN96OvrC6VSifz8fKMfYDo5OcHV1RUajcbom5vKfVh5oPXy8oKtrS0KCgqMPkTX1xih70NBEEy2GxAQAJlMhpycHMOHfj1XV1c4OTmhpKTE6PxWKpWGb7NSU1ON/iPT92FeXh4KCwtFZfo+VKvVRkvBZDIZAgICAADp6elG/7l6e3tDpVKZPL/146FGozHaV4lEYjgPK76H9fR9WFRUhJycHFGZra0tvLy8TI7tABAYGAiJRGLy/OYYcQfHiDs4RvzDkmNETa8yZTUXTtV3THp6uuHk1z9u1aqVUX0fHx/I5XLR1/8qlQqBgYG4deuW2XFIpVKjZQn6y3fJ5XKjsorc3d1NfoIB7rzhbWxsRGU1/VRBluPh4SGaYQXunDeVj2vFY2PqmOvfYC4uLnBychKV6du1sbGp8nwxdW1jfbuOjo6wt7cXldX0PPT09DQ5ewLcSQoqfwDUtyuTyaps183N7a7nt62tba37UP9cV1dXODs7myyr7thU1YdOTk5wcHAQlen3VaFQVNuHd2vX0dERdnZ2JtutrzFCIpGYbFf/uq6urnBxcTHZbnXHRp90VaSfWXF2doajo6PJ16z4H5oppq4eU5Pzu7pjU/E9XLlde3t70YQH8M++mhrbK5ZXdX5zjOAYURnHCMuMEfoYasJqEtbg4GA4ODjg9OnThoQ1Pz8fFy5cQFRUlFH9Ll26oLy8HL/99hvatWsHACgtLUVycjIef/zxOsVSeVmCnkQiuWsZgCq/3tdPvVPDMnWMqjs2VR3zqj4ZSqXSKp9bX+2aex7W1/ldXbvW2IdVlVljH1bVrjX2YVXtWmMfcoy4g2NEzdq1xj601jGiNhN3VpOwKpVKREVFYdmyZXBzc4O/vz+WLl0KHx8f9OvXD1qtFtnZ2XB0dIRKpUJoaCgefPBBvPHGG5g3bx5cXFywcuVKyGQyPPXUUw29O0RERERkIVZzHVYAiImJwZAhQzBr1iwMHz4cMpkM69atg0KhQEpKCnr06IEDBw4Y6n/44Yfo2rUrJk6ciCFDhqCwsBCbNm2Cm5tbA+4FEREREVmSRKi8WKIRi4iIAAAcOXLknr7uhLUncCU1v/qKZLYWPk5YFR3e0GEQERHR/6tN3mVVM6xERERERJXVaQ3r119/jcOHD+P27dt48803YWdnh+PHj2PEiBFGv9QkIiIiIjKHWQmrTqfDa6+9hsOHDxsu+lpUVISUlBQsWbIECQkJ+PTTT40uF0FEREREVFtmLQn47LPPkJCQgFdeeQX79u0zXDOsR48eGDNmDH755Rds2LDBooESERERUeNkVsK6e/duREREICYmRnTxXHt7e0ydOhWPPvooDh48aLEgiYiIiKjxMithvXHjBh588MG7loeFheHvv/82OygiIiIiIj2zElZbW1uj+/pWlJ6ebnT7MCIiIiIic5iVsHbs2BF79uxBeXm5UVl2djbi4+MREhJS19iIiIiIiMxLWMePH4+bN2/i2WefxY4dOyCRSHD27FmsXbsWTz31FHJycjBmzBhLx0pEREREjZBZl7Vq3749PvjgA8yaNQvLly8HAKxatQqCIMDe3h4LFixAly5dLBooERERETVOZt84ICIiAg899BBOnjyJa9euQafTISAgAOHh4XB0dLRkjERERETUiNXpTlc3b95Ez549DfeCPXXqFK5fv4527dpZJDgiIiIiIrPWsKrVakyePBlPPfUUrl+/bti+Y8cOPPPMM5gzZw50Op2lYiQiIiKiRsysGdYNGzbg4MGDGDRoENzd3Q3bx48fD0dHR2zfvh0PPPAAhg8fbrFAiYiIiKhxMmuG9YsvvsCTTz6Jd999F25ubobtLVq0wNtvv41HH30U8fHxFguSiIiIiBovsxLWv//+u8qrAHTr1g03b940OygiIiIiIj2zElYnJyfcuHHjruV///03bG1tzQ6KiIiIiEjPrIT1wQcfxOeff47Lly8blV29ehVbt25FWFhYnYMjIiIiIjLrR1cTJkzA4cOHMXjwYPTo0QPNmjWDRCLBtWvX8P3330OhUGDixImWjpWIiIiIGiGzEtbAwEB8/vnnWLBgAb799lscPXrUUBYSEoK33noLzZo1s1iQRERERNR4mX3jgKCgIHz22WfIzc3F7du3UV5ejoCAANFlroiIiIiI6qpOd7oCABcXF7i4uFggFCIiIiIiY2YnrNevX8fevXuRmZkJrVZrVC6RSPDuu+/WKTgiIiIiIrMS1uPHj2P8+PEoLy+/ax0mrERERERkCWYlrLGxsbC1tcX//vc/tG3bFkql0tJxEREREREBMDNhvXjxIsaNG4enn37aosHodDp89NFH2LFjBwoKCtClSxfMmTMHgYGBJuvv27cP06ZNM9p+5MgRBAQEWDQ2IiIiImoYZiWsKpWqXn5oFRsbi7i4OCxatAg+Pj5YunQpxowZg/3795ucxb106RK6du2K5cuXi7a7ublZPDYiIiIiahhm3+nqu+++s2ggarUa69evR0xMDHr37o3g4GCsWLECqampSEhIMPmcP//8E61atYKnp6foTyaTWTQ2IiIiImo4ZiWs06ZNQ1JSEt566y0kJibixo0bSE5ONvqrjaSkJBQVFYlu6erk5ITWrVvjzJkzJp9z6dIlNG/e3JxdICIiIqJ/CbOWBERGRkKn02Hbtm3Yvn27yToSiQQXLlyocZupqakAAF9fX9F2Ly8vQ1lFeXl5SEtLQ2JiIuLi4pCTk4P27dtj2rRpvMsWERER0X+IWQnrY489BolEYtFASkpKAMBoraqNjQ3y8vKM6l++fBkAIAgCFi5ciNLSUqxevRojRozA/v374eHhYXYsarVa9FgqlUIul0MQBGg0GqP6+pg1Gg0EQRCVyWQyyGQyaLVao+vVSiQSKBQKs+Ok2qt4jGp6bCqfDwCgUCggkUhQXl4OnU4nKtO3q9PpTF76TX++mGpXLpdDKpWabFd/HlbXrqnzUN+uqX2t7vzW76u553d17da2D6s7Npbow6raNacP6zpG1OXYmNOHVR0bS/RhVe2a04dVHRtL9CHHCI4RehwjxO3WtQ8FQahxPmlWwrpo0SJznlYllUoF4M4O6P8NAGVlZbC1tTWqHxoailOnTsHV1dWwsx999BF69+6N3bt3Y+zYsWbFodPpkJKSItpmb28PDw8PlJeXG5UBQNOmTQEAWVlZKCsrE5V5eHjA3t4excXFyM7OFpU5ODjwVrb3WGZmpuHN5+bmBkdHR5SWliIzM1NUz8bGBj4+PgBg8pj7+flBoVAgNzcXRUVFojJnZ2e4uLigrKwM6enpojK5XA5/f38AQFpamtEb3cfHBzY2NigoKEB+fr6ozNHREW5ubibPQ6lUariaRkZGhtHA5enpCTs7OxQWFiI3N1dUZmdnB09PT2i1WpP72qRJEwBAdnY2SktLRWXu7u5wcHBASUkJsrKyRGUqlQre3t4ATPehv78/5HI5cnJyUFxcLCpzcXGBs7MzSktLkZGRISpTKBTw8/MDYLoPfX19oVQqkZ+fj4KCAlGZk5MTXF1dodFojL65qdyHlQdaLy8v2NraoqCgwOhDdH2NEfo+FATBZLsBAQGQyWTIyckxfOjXc3V1hZOTE0pKSozOb6VSafg2KzU11eg/Mn0f5uXlobCwUFSm70O1Wo20tDRRmUwmM1yhJT093eg/V29vb6hUKpPnt3481Gg0RvsqkUgM52HF97Cevg+LioqQk5MjKrO1tYWXl5fJsR0AAgMDIZFITJ7fHCPu4BhxB8eIf1hyjJDLa5aKSoTKUVjI7du3DW+6mvj1118xdOhQHD582HDyA8Dw4cPRqlUrzJ07t0btDB48GCEhIZg9e3ZtQ0ZERAQA4ODBg6Lt9f3JaMLaE7iSKh54yLJa+DhhVXQ4Z1g5e8LZE3CG1dS+coaVY0TFfeUYcW/GiMjISEgkEhw5csSoXmVm35p1+/btOHr0KIqKikTBarVa5Ofn4/r167VawxocHAwHBwecPn3akLDm5+fjwoULiIqKMqq/bds2LF++HMeOHYOdnR0AoLCwENevX8eQIUPM3S0AxssS9CQSSZU3Sajq6339iUENy9Qxqu7YVHXMq/pkKJVKq3xufbVr7nlYX+d3de1aYx9WVWaNfVhVu9bYh1W1a419yDHiDo4RNWvXGvvQWseI2iwvNSth3bp1K+bPn294LJFIRJm7jY0NHnvssVq1qVQqERUVhWXLlsHNzQ3+/v5YunQpfHx80K9fP2i1WmRnZ8PR0REqlQo9e/bEsmXLMH36dEyaNAmlpaVYvnw53NzcMGjQIHN2i4iIiIiskFmXtdq5cyf8/Pzw1VdfYe/evZBIJDh+/Di+++47REVFQaPR4Nlnn611uzExMRgyZAhmzZqF4cOHQyaTYd26dVAoFEhJSUGPHj1w4MABAHfWT2zcuBHFxcUYPnw4nn/+eTg6OmLTpk2wsbExZ7eIiIiIyAqZNcN6/fp1jB07Fs2bN4cgCFAqlfj555/Rv39/zJo1CxcvXsSnn36K0NDQWrUrk8kwbdo0k7dbDQgIwKVLl0Tb2rRpg/Xr15uzC0RERET0L2HWDGt5eTm8vLwA3FkOEBgYiD///NNQ3q9fP6PkkoiIiIjIHGYlrJUv5h8QEIArV64YHtva2hpdeoGIiIiIyBxmJazdu3fHtm3bcPHiRQB3vpr/8ccfDddYO3bsGK8vSkREREQWYVbCOnbsWBQXF2PQoEHIzs7G0KFDUVJSgsjISPTv3x/ffvst+vfvb+lYiYiIiKgRMithbdq0Kfbs2YPRo0fDzc0N3t7eWLFiBVxcXJCdnY2nnnoKMTExlo6ViIiIiBohs28cEBgYiBkzZhgeR0REGO4URURERERkKWbNsBIRERER3Ss1mmHt3bs3Zs2ahYcfftjwuDoSiQTHjh2rU3BERERERDVKWKVSqeh+r1IpJ2aJiIiI6N6oUcJ69OhR0eMDBw5ApVLVS0BERERERBWZNVU6cOBAbNiwwdKxEBEREREZMSthvXXrFuzt7S0dCxERERGREbMS1uDgYJw7d87SsRARERERGTHrOqyjRo3C3Llz8ffff6N79+7w8PAw+UOsIUOG1DlAIiIiImrczEpYp02bBgD46aef8NNPP4nKJBIJBEGARCJhwkpEREREdWZWwrpw4UJLx0FEREREZJJZCevAgQMtHQcRERERkUkWuQOATqcz/KnVamRlZWHv3r2WaJqIiIiIGjmzZliLi4sxe/ZsHDt2DCUlJXet9/TTT5sbFxERERERADNnWD/88EN89dVXcHR0RMuWLQEAnTt3RpMmTSAIAlQqFebNm2fRQImIiIiocTIrYf3mm28QEhKCo0ePYs2aNRAEAW+//TYOHTqEDz74AGVlZZDJZJaOlYiIiIgaIbMS1tTUVDz66KOQyWTw9fWFs7Mzzp8/DwDo378/Hn30UWzfvt2igRIRERFR42RWwiqXy0W3Zg0ICMDly5cNj7t27Yrk5OS6R0dEREREjZ5ZCWtgYCD+/PNPw+MmTZqIHqvVahQVFdU9OiIiIiJq9MxKWPv27Yv4+Hhs3LgRGo0GoaGh+Omnn3DixAmkpaVhx44dCAgIsHSsRERERNQImZWwjhkzBi1atMDixYtRUlKCQYMGwdXVFWPHjkXv3r1x+fJljBgxotbt6nQ6rFy5EuHh4QgJCUF0dHSNlxbs27cPrVq1wq1bt2r9ukRERERkvWqUsE6ePBmnTp0yPHZwcMCOHTuwatUqODk5wdbWFlu3bsWgQYPQt29fLFiwwKyENTY2FnFxcZg/fz7i4+Oh0+kwZswYqNXqKp93+/ZtXkaLiIiI6D+qRjcOOHjwIL7++mv4+flhyJAhGDRoELy9vdG3b19DncDAQCxYsMDsQNRqNdavX4+pU6eid+/eAIAVK1YgPDwcCQkJeOKJJ0w+T6fTYdq0aWjTpg1+/PFHs1+fiIiIiKxTjWZYt2/fjmHDhqGwsBAffPAB+vbti3HjxuGbb76BVqu1SCBJSUkoKipCWFiYYZuTkxNat26NM2fO3PV5H3/8MTQaDV5++WWLxEFERERE1qVGM6zt27dH+/bt8b///Q9Hjx7Fnj178P333+O7776Du7s7Bg4ciCFDhqBp06ZmB5KamgoA8PX1FW338vIylFX266+/Yv369di5cyfS0tLMfu3KKi9BkEqlkMvlEAQBGo3GqL5SqQQAaDQaCIIgKpPJZJDJZNBqtUbJvUQigUKhsFjcVL2Kx6imx8bUkhSFQgGJRILy8nLodDpRmb5dnU6H8vJyo+fqzxdT7crlckilUpPt6s/D6to1dR7q2zW1r9Wd3/p9Nff8rq7d2vZhdcfGEn1YVbvm9GFdx4i6HBtz+rCqY2OJPqyqXXP6sKpjY4k+5BjBMUKPY4S43br2oSAIkEgkRnVMqVHCWjHA/v37o3///sjOzsb+/fuxd+9erF27Fp9++ilCQ0MxdOhQREZGGgKqqZKSEtGO6NnY2CAvL8+ofnFxMaZOnYqpU6fivvvus1jCqtPpkJKSItpmb28PDw8PlJeXG5UBMCTqWVlZKCsrE5V5eHjA3t4excXFyM7OFpU5ODjA3d3dInFTzWRmZhrefG5ubnB0dERpaSkyMzNF9WxsbODj4wMAJo+5n58fFAoFcnNzjS7h5uzsDBcXF5SVlSE9PV1UJpfL4e/vDwBIS0szeqP7+PjAxsYGBQUFyM/PF5U5OjrCzc3N5HkolUoRGBgIAMjIyDAauDw9PWFnZ4fCwkLk5uaKyuzs7ODp6QmtVmtyX5s0aQIAyM7ORmlpqajM3d0dDg4OKCkpQVZWlqhMpVLB29sbgOk+9Pf3h1wuR05ODoqLi0VlLi4ucHZ2RmlpKTIyMkRlCoUCfn5+AEz3oa+vL5RKJfLz81FQUCAqc3JygqurKzQajdEH4cp9WHmg9fLygq2tLQoKCozGpPoaI/R9KAiCyXYDAgIgk8mQk5NjGEP1XF1d4eTkhJKSEqPzW6lUGiYHUlNTjf4j0/dhXl4eCgsLRWX6PlSr1UbjrkwmM1whJj093eg/V29vb6hUKpPnt3481Gg0RvsqkUgM52HF97Cevg+LioqQk5MjKrO1tYWXl5fJsR24s5xNIpGYPL85RtzBMeIOjhH/sOQYIZfXLBWVCJWjMMPly5exe/duHDhwAGlpaXBycsKTTz6J2bNn17iNQ4cOISYmBufPn4dKpTJsnzRpEtRqNVavXi2q/+abbyIrKwtr1qwBAJw+fRqjRo3CkSNHzL6kVkREBIA7a3Yrqu9PRhPWnsCVVPHAQ5bVwscJq6LDOcPK2RPOnoAzrKb2lTOsHCMq7ivHiHszRkRGRkIikeDIkSNG9SqzSMJa0d69e7Fw4ULk5+fj4sWLNX7er7/+iqFDh+Lw4cOGT2sAMHz4cLRq1Qpz584V1W/VqhWUSqUhM9dqtSgrK4OtrS3GjRuHcePG1Tp2fcJak46zJCas9U+fsBIREZF1qE3eVaslAXeTmpqK/fv346uvvsKlS5cgk8nQp0+fWrURHBwMBwcHnD592pCw5ufn48KFC4iKijKqn5CQIHp8/vx5TJs2DZ988gmCgoLM3xkiIiIisipmJ6z5+fn4+uuvsX//fpw9exY6nQ733XcfXn/9dQwcOBAeHh61ak+pVCIqKgrLli2Dm5sb/P39sXTpUvj4+KBfv37QarXIzs6Go6MjVCqV0Q+89GtN/Pz84OLiYu5uEREREZGVqVXCqlarcfToUezfvx/Hjx+HRqOBra0tnnrqKQwePBihoaF1CiYmJgbl5eWYNWsWSktL0aVLF6xbtw4KhQK3bt1CREQEFi5ciEGDBtXpdYiIiIjo36NGCeupU6ewb98+HD58GEVFRRAEAR06dMCQIUPw2GOPwd7e3iLByGQyTJs2DdOmTTMqCwgIwKVLl+763G7dulVZTkRERET/TjVKWF944QUAdy6BMHr0aAwZMgQtWrSo18CIiIiIiIAaJqzh4eEYMmQI+vbtywvdExEREdE9VaOEde3atfUdBxERERGRSdKGDoCIiIiIqCpMWImIiIjIqjFhJSIiIiKrxoSViIiIiKwaE1YiIiIismo1ukrAmTNnzGq8S5cuZj2PiIiIiEivRgnrc889B4lEUuvGL168WOvnEBERERFVVKOE9eWXXxYlrFqtFnFxcZDL5XjiiSfQvHlzCIKAa9euYd++fVAqlRg/fny9BU1EREREjUeNEtbJkyeLHn/44YewtbXFrl274O3tLSp75ZVXMGTIECQnJ1suSiIiIiJqtMz60dXOnTsxcuRIo2QVANzd3TF8+HDs27evzsEREREREZmVsObn58PW1vbujUqlKCkpMTsoIiIiIiI9sxLWli1bYvfu3SgrKzMqKygowLZt29CmTZs6B0dEREREVKM1rJW99NJLmDRpEoYOHYqhQ4eiSZMmUKvV+Ouvv7B161ZkZWVh/vz5lo6ViIiIiBohsxLW/v37Y86cOVi2bBkWLFhguIKAIAhwdnbG0qVL0b17d4sGSkRERESNk1kJKwCMGDECTz31FH744QfDFQGaNm2Khx56CCqVymIBEhEREVHjZnbCCgD29vZ45JFHoFarIZfLIZXyTq9EREREZFlmZ5i5ubmYN28eevTogZCQEJw+fRqJiYkYN24crl27ZskYiYiIiKgRMythzc3NxbBhwxAXFwdbW1sIggAAyMvLw7fffouRI0fyxgFEREREZBFmJawfffQRbt++jQ0bNmDbtm2GhDUiIgJr1qxBcXExYmNjLRooERERETVOZiWsR48exTPPPIOwsDDDFQL0evXqhWHDhuH06dMWCZCIiIiIGjezEtb09HQEBwfftbx58+bIyMgwOygiIiIiIj2zElZ3d3fcvn37ruV//vknXF1dzQ6KiIiIiEjPrIS1Z8+eiI+Px61bt4zKEhMTsW3bNvTo0aPW7ep0OqxcuRLh4eEICQlBdHR0lT/e+uOPPzB69Gh07NgR3bt3x5w5c1BQUFDr1yUiIiIi62VWwjpx4kQoFAoMHDgQM2fOhEQiQVxcHKKjozFq1CjY2dlh/PjxtW43NjYWcXFxmD9/PuLj46HT6TBmzBio1WqjupmZmXjhhRfg7++P3bt3IzY2FmfPnsWMGTPM2SUiIiIislJmJaze3t6Ij49HSEgIjh8/DkEQcPjwYZw4cQIdO3bE5s2bERAQUKs21Wo11q9fj5iYGPTu3RvBwcFYsWIFUlNTkZCQYFT/9u3b6NGjB+bNm4dmzZqhU6dOeOaZZ3Dy5ElzdomIiIiIrJTZd7oKCAjA2rVrkZ+fj+vXr0MQBAQEBMDd3d2s9pKSklBUVISwsDDDNicnJ7Ru3RpnzpzBE088IarfoUMHLF++3PD46tWr+OKLL/DQQw+Zt0NEREREZJXqdGtW4E5S2b59+zoHkpqaCgDw9fUVbffy8jKU3U3//v1x/fp1+Pv746OPPqpzLJWXIEilUsjlcgiCAI1GY1RfqVQCADQajeGatHoymQwymQxarRZarVZUJpFIoFAo6hwv1VzFY1TTY2NqSYpCoYBEIkF5eTl0Op2oTN+uTqdDeXm50XP154updvW3ODbVrv48rK5dU+ehvl1T+1rd+a3fV3PP7+rarW0fVndsLNGHVbVrTh/WdYyoy7Expw+rOjaW6MOq2jWnD6s6NpboQ44RHCP0OEaI261rHwqCYHR51LsxO2G9fv069u7di8zMTKMOBO7s7Lvvvlvj9kpKSgD8syN6NjY2yMvLq/K5y5YtQ0lJCZYuXYpRo0bhiy++gL29fY1fuyKdToeUlBTRNnt7e3h4eKC8vNyoDACaNm0KAMjKykJZWZmozMPDA/b29iguLkZ2draozMHBwewZaTJPZmam4c3n5uYGR0dHlJaWIjMzU1TPxsYGPj4+AGDymPv5+UGhUCA3NxdFRUWiMmdnZ7i4uKCsrAzp6emiMrlcDn9/fwBAWlqa0Rvdx8cHNjY2KCgoQH5+vqjM0dERbm5uJs9DqVSKwMBAAEBGRobRwOXp6Qk7OzsUFhYiNzdXVGZnZwdPT09otVqT+9qkSRMAQHZ2NkpLS0Vl7u7ucHBwQElJCbKyskRlKpUK3t7eAEz3ob+/P+RyOXJyclBcXCwqc3FxgbOzM0pLS40ukadQKODn5wfAdB/6+vpCqVQiPz/f6EeYTk5OcHV1hUajMfogXLkPKw+0Xl5esLW1RUFBgdGYVF9jhL4PBUEw2W5AQABkMhlycnIMY6ieq6srnJycUFJSYnR+K5VKw+RAamqq0X9k+j7My8tDYWGhqEzfh2q1GmlpaaIymUxmWA6Wnp5u9H+Dt7c3VCqVyfNbPx5qNBqjfZVIJIbzsOJ7WE/fh0VFRcjJyRGV2drawsvLy+TYDgCBgYGQSCQmz2+OEXdwjLiDY8Q/LDlGyOU1S0UlQuUoauD48eMYP368yczZ0LBEgosXL9a4zUOHDiEmJgbnz5+HSqUybJ80aRLUajVWr15dbRtpaWno1asXFi1ahKeffrrGr60XEREBADh48KBoe31/Mpqw9gSupIoHHrKsFj5OWBUdzhlWzp5w9gScYTW1r5xh5RhRcV85RtybMSIyMhISiQRHjhwxqleZWTOssbGxsLW1xf/+9z+0bdvWaFbUHPpMPj093fBpTf+4VatWRvX/+usv3Lx5E7179zZs8/b2houLi1FGX1t32x+JRFLlvlb19b7+xKCGZeoYVXdsqjrmVX0ylEqlVT63vto19zysr/O7unatsQ+rKrPGPqyqXWvsw6ratcY+5BhxB8eImrVrjX1orWNETZcDAGYmrBcvXsS4cePMmsW8m+DgYDg4OOD06dOGhDU/Px8XLlxAVFSUUf0ffvgBS5Yswffffw8nJycAwM2bN5GTk4PmzZtbLC4iIiIialhmXdZKpVLBxcXFooEolUpERUVh2bJlOHLkCJKSkjB58mT4+PigX79+0Gq1yMjIMKyPeeKJJ+Di4oJp06bh8uXLSExMRExMDNq3b48+ffpYNDYiIiIiajhmJawPPvggvvvuO0vHgpiYGAwZMgSzZs3C8OHDIZPJsG7dOigUCqSkpKBHjx44cOAAgDsLrj/77DMAwPDhwzFhwgS0bt0a69at41fvRERERP8hZv3o6u+//8aIESPQq1cvPPnkk/D09IRUapz76n9N92+h/9FVTRb/WhJ/dFX/9D+6IiIiIutQm7zLrDWskZGR0Ol02LZtG7Zv326yjkQiwYULF8xpnoiIiIjIwKyE9bHHHqvVL7uIiIiIiMxlVsK6aNEiS8dBRERERGSSWT+6IiIiIiK6V2o0wzpy5EhMmDABDz74oOFxdSQSCbZs2VK36IiIiIio0atRwnr27FnRPYDPnj1b7XO4xpWIiIiILKFGCWtSUlKVj4mIiIiI6gvXsBIRERGRVTPrKgEAkJubi59++gmFhYXQ6XSG7VqtFvn5+fj+++8Nd6IiIiIiIjKXWQnrH3/8gdGjR6OoqMiwTRAE0bpVhUJR9+iIiIiIqNEzK2H98MMPUVpaihdffBFyuRyffPIJ3nrrLeTm5mLnzp3Izs7GV199ZelYiYiIiKgRMmsN6y+//IJBgwZh2rRpePnllyGRSHD//ffjlVdewY4dO2Bvb48NGzZYOlYiIiIiaoTMSlgLCwvRtm1bAICdnR18fHxw8eJFAICbmxsGDx6MkydPWi5KIiIiImq0zEpYHRwcoNFoDI8DAgJw9epVw+PAwECkpqbWPToiIiIiavTMSljbtGmDw4cPGx43a9YMv/zyi+HxzZs3oVQq6xwcEREREZFZCeszzzyDH3/8EYMGDUJBQQEiIyNx+fJlTJkyBatXr8bmzZsNSwaIiIiIiOrCrKsE9O/fHzNmzMCaNWtga2uLsLAwPP7444YrA7i4uGDKlCkWDZSIiIiIGiezbxzw/PPPY9SoUZBK70zSvvfeexgxYgRycnLQuXNnuLq6WixIIiIiImq8zE5YARiSVb3OnTvXKRgiIiIiospqlLB+8MEHtW5YIpEgJiam1s8jIiIiIqqoRgnr6tWra90wE1YiIiIisoQaJaybNm2q7ziIiIiIiEyqUcLatWvX+o6DiIiIiMikOv3o6scff0RCQgJu3rwJuVyO+++/H48//jjatGljqfiIiIiIqJEzK2HV6XSYOnUqDh48CEEQDNu//fZbbNy4EaNHj8Ybb7xhVrsfffQRduzYgYKCAnTp0gVz5sxBYGCgyfqXL1/G0qVLcf78eUilUnTp0gUzZsyAn5+fObtFRERERFbIrDtdffrppzhw4AAefvhhbN++HYmJiTh9+jTi4uIQHh6OjRs3Ys+ePbVuNzY2FnFxcZg/fz7i4+Oh0+kwZswYqNVqo7o5OTl44YUXoFKpsHnzZqxduxbZ2dkYM2YMysrKzNktIiIiIrJCZiWsu3btwkMPPYQPP/wQ7du3h4ODA5ydndGpUyd8/PHHCA0NrfUPtdRqNdavX4+YmBj07t0bwcHBWLFiBVJTU5GQkGBU/5tvvkFxcTGWLFmCoKAgtG3bFkuXLsXVq1dx7tw5c3aLiIiIiKyQWQlrSkoK+vbta7JMIpEgMjIS165dq1WbSUlJKCoqQlhYmGGbk5MTWrdujTNnzhjVDwsLQ2xsLFQqlWGb/kYG+fn5tXptIiIiIrJeZq1hDQwMxF9//XXX8pSUFHh5edWqzdTUVACAr6+vaLuXl5ehrKKAgAAEBASItn3yySdQqVTo0qVLrV6biIiIiKyXWQnr+PHj8cYbb6BTp054/PHHRWWnT5/G1q1b8c4779SqzZKSEgCAUqkUbbexsUFeXl61z9+8eTO2bNmCWbNmwc3NrVavXVnlNbNSqRRyuRyCIECj0RjV18es0WhEP0IDAJlMBplMBq1WC61WKyqTSCRQKBR1ipVqp+IxqumxMbWGWqFQQCKRoLy8HDqdTlSmb1en06G8vNzoufrzxVS7crkcUqnUZLv687C6dk2dh/p2Te1rdee3fl/NPb+ra7e2fVjdsbFEH1bVrjl9WNcxoi7Hxpw+rOrYWKIPq2rXnD6s6thYog85RnCM0OMYIW63rn0oCAIkEolRHVPMSlh//PFHeHl5YerUqYiNjUXLli2hVCpx/fp1/Pbbb7CxsUFcXBzi4uIMz5FIJNiyZctd29R/ta9Wq0Vf85eVlcHW1vauzxMEAR988AFWr16NV155Bc8995w5u2Sg0+mQkpIi2mZvbw8PDw+Ul5cblQFA06ZNAQBZWVlGP/jy8PCAvb09iouLkZ2dLSpzcHCAu7t7neKl2snMzDS8+dzc3ODo6IjS0lJkZmaK6tnY2MDHxwcATB5zPz8/KBQK5ObmoqioSFTm7OwMFxcXlJWVIT09XVQml8vh7+8PAEhLSzN6o/v4+MDGxgYFBQVGS1scHR3h5uZm8jyUSqWGq2lkZGQYDVyenp6ws7NDYWEhcnNzRWV2dnbw9PSEVqs1ua9NmjQBAGRnZ6O0tFRU5u7uDgcHB5SUlCArK0tUplKp4O3tDcB0H/r7+0MulyMnJwfFxcWiMhcXFzg7O6O0tBQZGRmiMoVCYbgSiKk+9PX1hVKpRH5+PgoKCkRlTk5OcHV1hUajMfrmpnIfVh5ovby8YGtri4KCAqMP0fU1Ruj7UBAEk+0GBARAJpMhJyfH8KFfz9XVFU5OTigpKTE6v5VKpeHbrNTUVKP/yPR9mJeXh8LCQlGZvg/VajXS0tJEZTKZzPDNV3p6utF/rt7e3lCpVCbPb/14qNFojPZVIpEYzsOK72E9fR8WFRUhJydHVGZrawsvLy+TYztw5xtDiURi8vzmGHEHx4g7OEb8w5JjhFxes1RUIlSOogaCg4Nr+xRIJBJcvHjxruW//vorhg4disOHDxtOfgAYPnw4WrVqhblz5xo9R6PRYObMmfjyyy8xY8YMPP/887WOq6KIiAgAwMGDB0Xb6/uT0YS1J3Alletu61MLHyesig7nDCtnTzh7As6wmtpXzrByjKi4rxwj7s0YERkZCYlEgiNHjhjVq8ysGdakpCRznlal4OBgODg44PTp04aENT8/HxcuXEBUVJTJ50yfPh2HDx/Ge++9Z7Q0oS4qL0vQk0gkdy0DUOXX+/oTgxqWqWNU3bGp6phX9clQKpVW+dz6atfc87C+zu/q2rXGPqyqzBr7sKp2rbEPq2rXGvuQY8QdHCNq1q419qG1jhE1XQ4AmJmw5ubmwsXFpco6p0+fRrdu3WrcplKpRFRUFJYtWwY3Nzf4+/tj6dKl8PHxQb9+/aDVapGdnQ1HR0eoVCrs3r0bBw4cwPTp09G1a1fRVwL6OkRERET072fWZa2efvrpu17rtLy8HEuWLMELL7xQ63ZjYmIwZMgQzJo1C8OHD4dMJsO6deugUCiQkpKCHj164MCBAwCAL7/8EgCwZMkS9OjRQ/Snr0NERERE/35mzbAWFhZi1KhRiImJwdixYw3br127hilTpuDChQtmrXOVyWSYNm0apk2bZlQWEBCAS5cuGR6vX7/enNCJiIiI6F/GrBnWL774Am3btsXy5csxZswYZGdnIz4+HoMGDcKff/6JCRMmYOfOnZaOlYiIiIgaIbNmWP39/REXF4ePPvoIa9asQd++fVFWVobg4GC8++67eOCBBywdJxERERE1UmbNsAJ3fv3Vu3dv+Pr6orS0FIIgoGPHjrj//vstGR8RERERNXJmJaxqtRpLlizB8OHDkZubi3nz5uHRRx9FXFwcnnrqKfz888+WjpOIiIiIGimzEtYBAwZgw4YNaNeuHfbs2YNnnnkGK1aswMKFC5GRkYGoqCgsXrzY0rESERERUSNkVsKanJyM8ePHY+vWrYbblAHAwIEDsXfvXrRr1w4bN260VIxERERE1IiZ9aOrTZs2oXPnzibLAgMDERcXh1WrVtUpMCIiIiIiwMwZ1rslq4ZGpVK8+uqrZgVERERERFRRjRLWhQsX4sKFC0bbCwsLodPpjLYfPHgQXbt2rXt0RERERNTo1Shh/eyzz3D16lXRtpycHHTp0gWnT582qq/RaFBQUGCZCImIiIioUTP7OqwAIAiCpeIgIiIiIjKpTgkrEREREVF9Y8JKRERERFaNCSsRERERWTUmrERERERk1ZiwEhEREZFVq/GdrhITE6HVag2Pi4qKAAAnT55EWlqaqO65c+csFB4RERERNXY1Tli3b9+O7du3G21ft26d0TZBECCRSOoWGRERERERapiwTpw4sb7jICIiIiIyiQkrEREREVk1/uiKiIiIiKwaE1YiIiIismpMWImIiIjIqjFhJfoXSklJwcsvv4xOnTqhb9++2Lhx413r7tq1C5GRkejYsSOGDh2Ks2fPGso0Gg2WLl2KHj16oHv37li8eDHKy8sN5Vu3bkW3bt3Qv39//PLLL4btarUa/fr1Q3p6en3sHhERkQgTVqJ/oddeew12dnbYvXs33nzzTbz//vs4fPiwUb3jx49j3rx5GD9+PPbu3YuHHnoIY8eONVw7eeXKldi7dy8WLFiAdevW4dSpU1i0aBEAIDs7G4sXL8YHH3yAQYMG4e233za0u2PHDvTq1QteXl73ZoeJiKhRs6qEVafTYeXKlQgPD0dISAiio6ORnJxco+eNGTMGH3744T2Ikqhh5eXl4ZdffsErr7yC++67Dw8//DDCw8Nx6tQpo7p79uzB008/jQEDBqBp06Z47bXX4OHhge+++w6CIGDr1q14/fXX0atXL7Rp0wZvv/024uPjUVRUhOTkZDg5OaF79+545JFH8NdffwG4M7u6adMmREdH3+tdJyKiRsqqEtbY2FjExcVh/vz5iI+PNySiarX6rs9Rq9V48803ceLEiXsYKVHDUalUsLW1xe7du6HRaPDXX3/h3LlzeOCBB4zqjhkzBi+88ILR9oKCAmRnZ6OoqAgdOnQwbG/VqhU0Gg1+//13+Pj4IC8vD3///Tf++OMP+Pr6ArizxCA8PJyzq0REdM9YTcKqVquxfv16xMTEoHfv3ggODsaKFSuQmpqKhIQEk885d+4cBg0ahMTERDg5Od3jiIkaho2NDebMmYNt27ahQ4cOePTRR9GzZ08MHTrUqG6bNm1w3333GR4fP34c169fR/fu3eHs7AyFQiG6tXJKSgoAICcnB97e3hg1ahQefvhhzJkzB2+88QY0Gg0+++wzjB07tt73szHYvXs3WrVqZfQXHBxssn5V65GLi4sxa9YsdOvWDV26dMHs2bMNt9AGuB6ZiP7drCZhTUpKQlFREcLCwgzbnJyc0Lp1a5w5c8bkc7777juEh4dj7969cHR0vFehEjW4q1evok+fPti2bRsWLlyIr7/+Gvv27avyOTdv3sTMmTPx5JNPok2bNpDL5XjkkUewfPlypKamoqCgAIsXL4ZcLodGowEATJs2DadOncKPP/6IPn36YPfu3ejRowdkMhleeOEF9O3bF2vXrr0Xu/yf9Nhjj+H77783/H377bdo2rQpRo0aZVS3uvXI7777Ln7//XesW7cOGzduxK+//sr1yET0n2E1CWtqaioAGL521PPy8jKUVTZ58mS88cYbcHBwqPf4iKzFqVOnsHPnTrz77rto164dBg0ahLFjx2L16tV3fc61a9cwatQoBAYG4p133jFsnzVrFuzt7dGrVy/07NkTnTp1grOzs+g95ezsDBsbG2g0GmzcuBHR0dFYuXIlWrRogb1792Lr1q34/fff63Wf/6tUKhU8PT0Nf/v27YMgCJg6dapR3arWIwOAQqHA7Nmz0bZtW7Rp0waDBw82zMByPTIR/dvV6Nas90JJSQkAQKlUirbb2NggLy/vnsZSec2sVCqFXC6HIAiGmaeK9DFrNBoIgiAqk8lkkMlk0Gq10Gq1ojKJRAKFQmHh6KkqFY9RTY+NqTXUCoUCEokE5eXl0Ol0ojJ9uzqdTnSJKD39+WKqXblcDqlUarJd/Xn422+/oUmTJpBKpYY2WrZsib///ttoHwHgypUriI6ORmBgINasWSN6nqOjI9avX4/CwkIolUqo1Wq899578PLyMtTR7+vOnTvRvXt3uLq64uzZs5g8eTLs7e0REhKCxMREBAUFmezDu71vzO3D6o5NTfqwLsfG1PliiTEiKysLa9euxdy5cw0xVOzD0aNHw97e3ii2goICaDQazJw50/C827dvY//+/ejatSt0Oh3c3d2Rl5eHGzdu4Pz586L1yA899BBcXFxE7VZ1bCzRh1W1a04fVnVsanoe1mX8trYxorp2a9uH1R2buvYhx4i65xF1OTbm9KGlxghBECCRSIzqmGI1CatKpQJwZwf0/waAsrIy2Nra3rM4dDqdYR2fnr29PTw8PFBeXm5UBgBNmzYFAGRlZaGsrExU5uHhAXt7exQXFyM7O1tU5uDgAHd3dwvvAVUlMzPT8OZzc3ODo6MjSktLkZmZKapnY2MDHx8fADB5zP38/KBQKJCbmytaJwjcmZF0cXFBWVmZ0bpAuVwOf39/AEBaWprRG93Hxwc2NjYoKChAfn6+qMzR0RFubm5wd3fH9evXcfPmTcOA8ttvvyEgIAAAkJGRYRi4srKyMHHiRDRp0gTr1q0zOocXL16Mxx9/HI8//jjKy8uxa9cuuLi4wM7OzlCvSZMmKC8vx4YNG7Bo0SKkpKRAq9UiKysLJSUl0Gq1UKvVRv2kUqng7e191z709/eHXC5HTk4OiouLRWUuLi5wdnZGaWkpMjIyRGUKhQJ+fn537UNfX18olUrk5+ejoKBAVObk5ARXV1doNBqjb26kUikCAwMNfVh5oPXy8oKtrS0KCgqMPkRbYozYvHkzXF1d0a5dO0Mb+j4UBAGurq4A/unLM2fOGNYj5+TkGD70L1myBN988w38/PwwYcIEwzF6+umnERkZCaVSiTlz5hjWIy9cuNAoZn0f5uXlobCw0GQfqtVq0fpn4M5/gPrzMD093eg/V29vb6hUKpPnt3481Gg0RvFIJBI0adIEgPg9XLkPi4qKkJOTIyqztbWFl5eXybEdAAIDAyGRSJCdnY3S0lJR2b91jDB1HlY+vysnN56enrCzs0NhYSFyc3NFZXZ2dvD09IRWqzW5r/pjY6oP3d3d4eDggJKSEmRlZYnKOEb8w9w8ouIYYardgIAAyGQy0Rih5+rqCicnJ5SUlBid30ql0vDBNjU11SjZteQYIZfXLBW1moRV3zHp6emGk1//uFWrVvcsDqlUarQsQSq9s3JCLpcblVXk7u5u8hMMcOcNb2NjIyqr6acKshwPDw/RDCtw5w1f+bhWPDamjrn+Debi4mL0gz99uzY2NlWeL/qB2lS7jo6OsLe3F5Xpz8OHH34Yy5cvx8cff4yxY8fi+vXriI+Px+TJk6HVaiGRSODh4QGFQoH3338fALBgwQIUFxdDq9VCoVDAzs4OdnZ28PX1xbp169CyZUtkZ2cjNjYWY8eONfyHqadfM9m2bVsAQMeOHfHDDz/ggQcewE8//YQXXnih1n2o7ydXV1c4OzubLKvu2FTVh05OTkbLhfR9qFAoqjw2np6ed23X0dERdnZ2Jts1d4wQBAH79u0z6kf9vkokEtH25ORkLF++3LAeWaPRwMXFBQAwceJEPP/88/jggw8QHR2NnTt3wtfXF7Nnz0ZMTAxUKhVUKpVhPbKPjw9mzJiBmzdvYtiwYXjxxRcNH4ScnZ2Nfh+g39eK/6GZYmpNbE3O7+qOTcX3cOV27e3tRRMewD99aGpsr1ju5uZ21/H73zZGVHceenp63rUPHRwcjCaJ9O3KZLIq262qD21tbTlGoP7yiMpjROXXdXV1NYwRldut7tjoP5hVZKkxQh9DTVhNwhocHAwHBwecPn3akLDm5+fjwoULiIqKuqexVF6WoCeRSO5aBvxzAE3RT71TwzJ1jKo7NlUd86o+GUql0iqfa267zs7O+Oyzz7BgwQIMHz4cbm5ueOWVVzBs2DDcvn0bERER2LRpE7p27YqjR4+itLQUjz32mKiNiRMn4tVXX8Xrr7+Ot99+GyNGjICdnR1eeOEFvPTSS6K6+tnV9evXG2KOiYnBa6+9hhdffBHPPfccOnXqdNd4q3vfNEQf1qXdqs4Xc8eIX3/9FWlpaRgwYIDJ51ds99q1a3jppZfQpEkTw3rkiu3qL2/2/vvvIzw8HGfPnkW3bt0A/POfrH498saNGxEbG4ugoCB8+OGHGDBgAHr06GH4YNIQx6a+xtn6HL//bee3tfUhx4h/NMSxacg+rM3EndUkrEqlElFRUVi2bBnc3Nzg7++PpUuXwsfHB/369YNWq0V2djYcHR2NPkETNTYtWrTAhg0bjLYHBATg0qVLhsfnz5+vsh17e3ssWbKkyjpyuRxfffWVaJuPjw/i4+NrETFV5cSJEwgNDTWaRars8uXLeP755xEYGIhPP/1UtJTq2LFjeOihhwwzRh4eHnBxcTH6ihz4Z8bc29sb586dw9SpU+Hk5ISQkBCcPXvWkLASEVkLq7lKAHBn1mbIkCGYNWsWhg8fDplMhnXr1kGhUCAlJQU9evTAgQMHGjpMIiKL+vXXX6ucpQbuLI968cUX0bRpU6xbt070VaZUKsWMGTPw7bffGrb9/fffyMnJQfPmzUXt6GfM9VcGkEqlhq8gtVqt0deRRETWwGpmWIE7093Tpk3DtGnTjMoqzxxVdvTo0foMjYio3ly+fBkDBgwQbdN/q+Ts7AylUonFixdDp9MZ1iPrf4RiZ2cHe3t7DBs2DMuXL4ePjw9UKhXmz5+PiIgItGzZUtTu3r17ERYWZljb165dO+zfvx9eXl746aefjJaEEBFZA6uaYSX6t9LqOCt1L/3X+jszM9Pohzn6b5V+/vlnCIKAb775BpmZmYiMjESPHj0Mf+vXrwcAvP766+jfvz9ee+01jBo1Cs2aNcPixYtFbepnVyveqWzixIm4ffs2Ro8ejZEjRyIkJKTe95eIqLYkAr//MYiIiAAAHDly5J6+7oS1J3AlNb/6imS2Fj5OWBUdXq+vsWjPz0jOLKy+ItVJoIcDZgzs2NBhEBFRHdUm77KqJQFE/2bJmYX84EFERFQPuCSAiIiIiKwaE1Yiogr+a+tjrR37m4hqgksCiIgqkEklXI98j3A9MhHVFBNWIqJKuB6ZaistLQ0LFizAjz/+CBsbGzz22GN4/fXXjW6lCQDff/89lixZguTkZHTo0AFz5szB/fffbyj/8ssv8f777yMjIwM9evTA/Pnz4ebmBgBISEjAvHnzIJPJ8NZbb6Fv376G5w0dOhRvv/02WrduXf87THSPcUkAERFRHQiCgJiYGJSUlGDr1q1YsWIFjh07hvfff9+o7uXLl/Hyyy8jIiICu3btQuvWrTF69GgUFRUBuHMTif/973+YOHEitm3bhvz8fMycORPAnWvzzp49G9OnT8fkyZMxc+ZMw40evvvuO3h6ejJZpf8sJqxERER18Ndff+GXX37BwoUL0bJlS4SGhiImJgZffvmlUd3PP/8cHTt2xKRJk3D//fdj2rRpcHR0xP79+wEAW7ZswaOPPoqnn34awcHBWLJkCb777jskJycjJycHubm5iIyMxGOPPYbc3FxkZ2cDAFatWoWJEyfe0/3+r0pLS0NMTAy6du2K8PBwLFy4EGVlZSbrfvvtt3jqqafQsWNHPPnkk6LLMwmCgE8++QR9+/ZFp06dMHr0aFy5csVQnpCQgB49eqBXr15GNz8aOnQoLly4UD87+C/FhJWIiKgOPD098emnn8LDw0O0vbDQeB10cnIy2rdvb3gskUgQFBSEX375BQBw/vx5hIaGGsp9fX3h5+eH8+fPw9XVFba2trhw4QJ+//132NnZwcXFBcePH4e7uztnVy2gNrPlSUlJmDhxIgYPHoy9e/fi2WefxaRJk5CUlAQAiI+Px/r16zF79mzs2rULAQEBiI6ORklJCWfLzcCElYiIqA6cnJwQHv7PjUl0Oh22bNmC7t27G9X18PBAWlqaaFtqaipycnIAAOnp6fDy8hKVu7u7IzU1FTKZDFOnTsXIkSMxatQozJgxAzKZDLGxsXj11VfrYc8an9rMln/55Zfo3r07Ro0ahaZNm2LkyJHo1q0bDh48CADYs2cPXnzxRfTp0wfNmjXD3LlzkZubi3PnznG23Az80RUREZEFLV26FBcuXMDOnTuNyh599FGMHz8eTzzxBMLDw7F//3789ttv6NatGwCgtLQUSqVS9BylUgm1Wg0AiIqKwtNPPw2JRAJ7e3t8//33cHV1xX333YdJkybh/Pnz6N+/P2bMmAGJRFL/O/sfU5vZ8oEDB0Kj0RhtLygoAABMnz4dAQEBhu0SiQSCIKCgoEA0W67T6ThbXgNMWImIiCxk6dKl+Oyzz7BixQoEBQUZlffs2RMTJkzAq6++Cq1Wi27duuGpp54yJEQ2NjaG5FRPrVbD1tbW8NjBwcHw71WrVmHWrFnYsmULtFotvv76a4wcORIJCQno379/Pe3lf1dtZsubN28uenz58mWcOnUKzz77LACIlnYAwI4dO1BeXo7OnTuLZsslEglmz55tmC2fM2dOPezZvx+XBBAREVnA/PnzsWHDBixdurTKZPGVV17BuXPn8P3332Pjxo0oKiqCv78/AMDb2xuZmZmi+pmZmfD09DRq54cffoCzszPatGmDc+fO4cEHH4RKpUL37t1x9uxZy+5cI6WfLZ88eXKV9bKzs/Hqq6+iU6dOiIiIMCo/f/48Fi9ejJdeeslwLKOionD69GmcPn0aw4YNM5ot7927NxYuXGhY29rYMWElIiKqo48++gjx8fFYvnw5Hn/88bvW+/LLL7FgwQIolUq4u7ujtLQUp0+fNiwJ6NChgyjZTElJQUpKCjp06GDUVsW1jlKp1JDYaLVaJjkWoJ8tX7p0qcnZcr3MzEyMHj0agiBg5cqVkErFqdXPP/+Ml156CT179sSkSZNEZQ4ODrC3twfwz/GsOFuemJiIhIQEy+/cvxATViIiojq4evUqYmNjER0djc6dOyMjI8PwBwAZGRkoLS0FANx3332Ij49HQkICrl+/jilTpsDX1xc9e/YEAAwfPhxffPEFduzYgaSkJEyfPh29e/dGYGCg6DVPnToFR0dHtG3bFgDQrl07fP3117h8+TKOHTuGjh15B7G6qOlseVpaGkaOHAm1Wo1NmzYZbvCgd/r0abz44ovo3r073nvvPaNkVo+z5dVjwkpERFQHR44cgVarxerVq9GjRw/RHwD06NEDBw4cAAC0bdsWc+fOxaJFizBo0CAAwJo1awyJTMeOHTFv3jysWrUKw4cPh7OzMxYuXGj0mrGxsZgwYYLh8XPPPQdbW1s8++yz6Nq1KyIjI+t7t/+zajpbXlxcjDFjxkAqlWLLli3w9vYWlf/555945ZVXEB4ejvfffx8KheKubXG2vHr80RUREVEdjB07FmPHjr1r+aVLl0SPBw8ejMGDB9+1/qBBgwzJ7N1s3rxZ9NjBwQGffPJJDaKlquhny8eOHWuYLdfz9PRERkYGHB0doVKpsGbNGty8edNwLPR1VSoVHB0dMWfOHPj6+mLmzJmGy5YBMDxf726z5V27dsWxY8eMlhE0VkxYiYiIiCCeLV+9erWo7NKlS+jRowcWLlyIQYMG4dChQygtLcXQoUNF9QYOHIgpU6bg559/BgD07t1bVK5/vl5sbCymT59uePzcc8/h559/xrPPPovHHnuMs+X/jwkrEREREWo3W/71119X2VblmfW74Wx5zXANKxER/SdpdVz7dy+xv6k+cYaViIj+k2RSCRbt+RnJmcZ3KSLLCvRwwIyBvDIB1R8mrERE9J+VnFmIK6n5DR0G1ZFWJ0Am5a1m7wVr7WsmrERERGTVOFt+b1jzTDkTViIiIrJ6nC1v3KzqR1c6nQ4rV65EeHg4QkJCEB0djeTk5LvWz8nJwZQpU9ClSxd07doVb7/9NkpKSu5hxERERERU36wqYY2NjUVcXBzmz5+P+Ph46HQ6jBkzBmq12mT9mJgY3LhxAxs3bsQHH3yA7777DnPnzr23QRMRERFRvbKahFWtVmP9+vWIiYlB7969ERwcjBUrViA1NRUJCQlG9X/++Wf89NNPWLx4Mdq0aYOwsDDMmzcPX3zxBdLS0hpgD4iIiIioPlhNwpqUlISioiKEhYUZtjk5OaF169Y4c+aMUf3ExER4enqiefPmhm1du3aFRCLB2bNn70nMRERERFT/rOZHV6mpqQAAX19f0XYvLy9DWUVpaWlGdZVKJVxcXJCSkmJWDOnp6dBqtejbt69ou0Tyz+UdBMH4wshVldekLLdYDa1WZ1bMVDOZMiki4pUA/jkO5h63yuV6PI73hqljWZEljiuP5b1R8VhWZInjymN5b93tfWnJcZbHsv6Zek/W1zgrCAJSU1Mhk8lqFJvVJKz6H0spleKOsrGxQV5ensn6levq65eVlZkVg42NDdRqtclkRK+qsurK71bmYme8H1R/TB2HuhxzPR7He68+3o8Aj2VDs+Rx5bG89+52fOo6zvJYNoz6GmclEgnkcrnJXM4Uq0lYVSoVgDtrWfX/BoCysjLY2tqarG/qx1hlZWWws7MzK4bExESznkdERERE9cdq1rDqv95PT08XbU9PT4e3t7dRfR8fH6O6arUaubm58PLyqr9AiYiIiOiespqENTg4GA4ODjh9+rRhW35+Pi5cuIAuXboY1e/SpQtSU1Nx48YNw7affvoJANC5c+f6D5iIiIiI7gmrWRKgVCoRFRWFZcuWwc3NDf7+/li6dCl8fHzQr18/aLVaZGdnw9HRESqVCh06dECnTp0wefJkzJ07F8XFxZgzZw6efvppkzOyRERERPTvJBFM/YSrgWi1Wixfvhy7d+9GaWkpunTpgjlz5iAgIAC3bt1CREQEFi5ciEGDBgEAsrKy8Pbbb+PEiROwsbFBZGQkZs6cCRsbmwbeEyIiIiKyFKtKWImIiIiIKrOaNaxERERERKYwYSUiIiIiq8aElYiIiIisGhNWIiIiIrJqTFiJiIiIyKoxYSUiIiIiq8aElcyyZs0aPPfccw0dBpkpNzcXc+bMQc+ePdGpUycMHz4ciYmJDR0W1VJWVhamTZuG7t27o2PHjhg7diyuXr3a0GFRHV27dg0dO3bE7t27GzoUMkNaWhpatWpl9MfjWTdWc6cr+vfYunUr3n//fYSGhjZ0KGSm119/HRkZGVi+fDnc3d2xefNmvPTSS9izZw/uv//+hg6PamjChAnQ6XT45JNPYG9vjw8++ADPP/88EhISYGtr29DhkRk0Gg2mTp2K4uLihg6FzJSUlAQbGxt88803kEgkhu2Ojo4NGNW/H2dYqcbS0tIwbtw4LFu2DPfdd19Dh0NmunHjBk6ePIm5c+ciNDQUzZo1w+zZs+Hl5YX9+/c3dHhUQ3l5efD398c777yD9u3bo3nz5hg/fjzS09Nx+fLlhg6PzPThhx/CwcGhocOgOvjzzz9x3333wcvLC56enoY/lUrV0KH9qzFhpRr7448/oFAosG/fPnTo0KGhwyEzubq64pNPPkG7du0M2yQSCSQSCfLz8xswMqoNZ2dnvPfeewgKCgIAZGdnY+PGjfDx8UGLFi0aODoyx5kzZ7Bt2zYsWrSooUOhOrh06RKaN2/e0GH853BJANVY37590bdv34YOg+rIyckJvXr1Em07dOgQbty4gTfffLOBoqK6mD17NrZv3w6lUonVq1fDzs6uoUOiWsrPz8f06dMxa9Ys+Pr6NnQ4VAd//vknXF1dMXLkSFy7dg1NmzbFK6+8gp49ezZ0aP9qnGElauTOnTuHmTNnol+/fujdu3dDh0NmGD16NHbt2oUnnngCEyZMwB9//NHQIVEtzZ07Fx07dsSTTz7Z0KFQHZSXl+Ovv/5CXl4eXn31VXzyyScICQnB2LFjcerUqYYO71+NM6xEjdg333yDqVOnolOnTli2bFlDh0Nm0i8BWLBgAc6fP48tW7Zg4cKFDRwV1dTevXuRmJjINeT/AXK5HKdPn4ZMJjOsWW3bti0uX76MdevWISwsrIEj/PfiDCtRI7Vlyxa8+uqr6NOnDz7++GPY2Ng0dEhUC9nZ2fjqq69QXl5u2CaVStGiRQukp6c3YGRUW7t27UJWVhZ69+6Njh07omPHjgCAt956C2PGjGng6Ki27O3tjX5g1bJlS6SlpTVQRP8NTFiJGqG4uDjMnz8fI0eOxPLly6FUKhs6JKqlzMxMvP7666KvGTUaDS5cuMAffPzLLFu2DAcOHMDevXsNfwAQExODBQsWNGxwVCuXL19Gp06dcPr0adH233//nT+GrCMuCSBqZK5du4Z3330XjzzyCF5++WVkZmYaylQqFa8V+C8RFBSEnj174p133sE777wDZ2dnrFmzBvn5+Xj++ecbOjyqBW9vb5Pb3d3d71pG1ql58+a4//77MW/ePLz99ttwdXXF9u3b8csvv2DXrl0NHd6/GhNWokbm0KFD0Gg0OHz4MA4fPiwqGzhwIC+p8y+yfPlyvPfee5g8eTIKCgoQGhqKrVu3ws/Pr6FDI2qUpFIpPv74Y7z33nt47bXXkJ+fj9atW2PDhg2GS9CReSSCIAgNHQQRERER0d1wDSsRERERWTUmrERERERk1ZiwEhEREZFVY8JKRERERFaNCSsRERERWTUmrERERERk1ZiwEhEREZFVY8JKRERERFaNCSsR1asPP/wQrVq1Mvpr27YtevTogQkTJuDcuXM1auv06dNo1aoVVqxYUW/x3ovXMPd1Ll68iLlz5yIyMhIhISHo2LEjhg4dis8++wxqtboeo23c0tLSUFxc3NBhEDVqvDUrEd0Tw4YNQ+fOnQ2Py8vLkZKSgq1bt+Lbb7/Fxx9/jPDw8CrbaN68OZYsWYJWrVrVW5z34jXMsWrVKqxatQpubm4YMGAAmjRpgoKCAhw7dgzvvvsuDh06hLVr18Le3r6hQ/1P2blzJxYsWID9+/fDzs6uocMharSYsBLRPRESEoKnnnrKaHufPn0wePBgLFmypNqE1cPDw2QblnQvXqO2tm7dipUrVyIiIgIrVqyAjY2NoSw6Ohrvv/8+Vq9ejTfffBMffPBBA0b63/Pjjz9ydpXICnBJABE1qDZt2qBly5b4888/kZeX19DhWJ38/HwsWbIEXl5eRsmq3qRJk9CsWTMcOXIEt2/fboAoiYjqFxNWImpwUumdoUir1QIAnnvuOURGRmLXrl148MEH0aFDByxZssTkus++ffvipZdewpkzZxAVFYWOHTuic+fOmDBhAv766y+j1zp16hTGjBmDbt26oXPnznjmmWdw4MABQ/ndXuP555/HDz/8gEGDBqF9+/bo06cPlixZgpKSElH7arUan376KQYPHoyOHTuibdu26N27N2bNmoWsrKxa982hQ4dQWlqKYcOGmUxWAUAikWDt2rX48ccf4e/vb9heWlqKjz76CJGRkWjbti26du2KcePG4ZdffhE9X7/O+PLly5gxYwa6deuGkJAQPPfcc7h8+TJycnLw5ptvolu3bggNDcWYMWNw7do1oz7bvXs3PvjgA/To0QMhISEYMmQIDh06ZBRvXl4eFi1ahIiICLRt2xZhYWF4/fXXcfXqVVG9GTNmoF27drh9+zYmT56Mbt26oX379hg2bBi+++47o3bT0tIwe/Zs9OzZE23btkWfPn3wzjvvICcnR1SvpudM3759sX//fgBAREQEnnvuubscJSKqb1wSQEQN6vbt27h69Sr8/f3h5uZm2J6SkoIlS5bgpZdeAnBnSYEgCCbbuHz5MqKjozFgwAAMGDAAFy5cQHx8PC5evIjDhw9DJpMBAPbs2YOZM2fCz88Po0ePhrOzM/bt24fJkycjNzcXI0aMuGucV69exdixYxEZGYnBgwfjp59+wrp163Du3Dls3brV8BqTJk3CsWPHMGjQIDzzzDMoKyvD8ePHsWPHDly+fBnbtm2rVf+cP38eAETrf00JDAwUPS4pKcHo0aNx/vx5PPzww3juueeQmZmJ+Ph4jBw5EsuWLcOjjz4qek50dDSaN2+OyZMn49q1a9i0aRPGjRsHOzs7+Pn5YdKkSbh+/To2b96MV199Ffv27TN82ACAjz76CEVFRYiKioK9vT22b9+OmJgYzJkzByNHjgQAZGZmYvjw4UhOTsbTTz+N9u3b49atW/j8889x9OhRfPrppwgNDTW0qdPpMGLECLRq1QoxMTHIzc3Fhg0b8Morr+DLL7/E/fffDwBITk7G8OHDoVarMWzYMPj7+yMpKQnx8fE4fvw44uPjRedXTc6ZN998E59++il+/vlnzJw5Ey1btqzVsSMiCxKIiOrRypUrhaCgIGHz5s1CVlaW4S8lJUU4duyYMGDAACEoKEjYuXOn4TlRUVFCUFCQsGPHDlFbP/74oxAUFCQsX77csK1Pnz5CUFCQsG/fPlHdGTNmCEFBQcL3338vCIIgFBUVCR07dhT69esnFBQUGOqVlZUJjz76qBAWFiZoNJoqXyM2Nlb0GgsWLBCCgoKE7du3C4IgCBcvXhSCgoKEefPmGfXDkCFDhKCgICErK+uu+2JKdHS0EBQUJFy5cqXKepV99NFHQlBQkPD++++Ltqempgpdu3YVOnfuLOTn5wuC8M8xevHFFwWdTmeoO27cOCEoKEgYP368qI1XX31VCAoKEm7cuCHal/bt2wvXr1831CsoKBB69+4thISEGF5r5syZJo/txYsXhTZt2ggPP/ywUF5eLgiCILzxxhtCUFCQMGvWLFHd3bt3G/XdmDFjhE6dOhli0jt58qQQFBQkvPXWW4ZtNT1nBEEQpkyZIgQFBQnJycmVu5iI7iEuCSCie2L+/PkICwsz/PXq1Qsvv/wysrKy8NZbb2Hw4MFGz3nwwQdr1LZSqURkZKRoW9u2bQEAGRkZAICTJ0+iqKgIw4YNg4ODg+i5q1evxueff26YJTXF0dHRMNur9/LLLwMAEhISAADBwcE4e/YspkyZIqqXlZUFR0dHAEBRUVGN9klPH5NOp6vV877++muoVCpDjHre3t6IiopCQUEBTpw4ISp77LHHIJFIDI+bN28OAEYzsU2bNgVw5yv4ip566ilDGQA4ODhgxIgRKC4uxokTJ6DT6ZCQkIDAwECj4x0cHIwnnngCN2/exB9//CEqGzBggOhx5WObl5eH77//HqGhoXBwcEB2drbhLzg4GIGBgTh8+LCojZqcM0RkPbgkgIjuiZdeegk9evQwPFYqlfD09ESTJk1ESVJFHh4eNWrb2dkZCoVCtE2pVAL4J9FLTk4GAMNXyBVVTLLupmnTpoY29dzd3eHs7IybN2+KXvfAgQM4efIkbty4gVu3biErK8uwj7VNPL29vQHcSaJq85X0zZs3ERgYCJVKZVSmb+fWrVui7ZX7W58sV96uXwZQeV9MXQqs4lf2OTk5KCgoQOfOnU0e84pxtW/f/q5xVT62N27cgE6nw7fffouwsDCjdvXKysoM64Brcs4QkfVgwkpE90SLFi1qPGOqV3F9ZF3rlZeXA8Bdk+PqVE5W9bRarSHxycvLw4gRI3D16lWEhoaiffv2GDhwINq1a4fPPvsM+/btq/Xrdu3aFZ9//jkSExOr7L/t27fj8OHDePHFFxEWFnbX9b7APwlZ5X2qnMDp1bTPTPWR/od0crm8ypgq1q3cTnXHV78/Dz/8sGGtrCkVZ9Brem4RkXVgwkpEjUJAQAAA4Nq1a+jVq5eo7KuvvsKJEyfw6quv3vX5N2/ehE6nEyU6aWlpKCwsRLNmzQDcuV7qlStXRD8y0svMzDQr7p49e8LR0RG7du1CdHQ0bG1tjepotVps3boVSUlJmDBhAgCgSZMmSE5ORmlpqdEs6+XLlwEAfn5+ZsV0NxWvHKCn/9V9s2bN4ObmBgcHB1y5cgWCIBglwleuXAEA+Pr61up19ce2tLTUZFL/zTffwMXFBXI5/8sj+rfiR0wiahQeeugh2NnZYfv27aILwavVaqxZswbffPMNPD097/r8zMxM7NmzR7QtNjYWAPDEE08AgOHySZW/Gv/5559x5swZAP/M9NaUg4MDYmJikJqaiunTp6OsrExUrtPpsHDhQiQlJaFv374ICQkBAPTv3x+lpaVYs2aNqH5GRgbi4uJgb28vWqJhCbt27UJ2drbhcX5+PrZs2QJXV1c89NBDkEqleOSRR3Dr1i3s2rVL9Nw///wTBw4cQGBgIFq3bl2r1/Xw8EDnzp1x8uRJQz/rfffdd5gwYQI++eQTs/ZJPytb3ewwEdUvftwkokbB2dkZb775JmbPno2BAwdi8ODBsLOzw759+3Dp0iUsXbr0rl/7A3e+Lp87dy5+//13tGjRAidPnsSRI0fwyCOPoH///gDuXLdz8+bNmD59OkaMGAEnJyf8/vvv2LNnD2QyGTQaDQoKCmode1RUFG7duoXPPvsMjzzyiOHWrOnp6UhISMClS5fQoUMHLFy40PCcl156CceOHUNsbCwuX76MsLAwZGVlIT4+HgUFBViyZInFbzVaUlKCIUOG4Nlnn4VEIsG2bduQk5MjuuHBlClT8NNPP2HWrFlITExEhw4dcOvWLcTFxUEmk+Hdd981a9nGW2+9haioKLzwwgsYNmwYgoKC8NdffyE+Ph4uLi544403zNond3d3AMCnn36K8PBwPPzww2a1Q0R1w4SViBqNoUOHwtvbG2vXrsXq1ashk8kQHBxsSEaq4ubmhkWLFmHhwoXYuXMn/P39MX36dDz//POGOmFhYVi+fDnWrl2LVatWQalUws/PD6+99hpatGiBsWPH4sSJE4ZZ0JqSSqV488030adPH8THx+PQoUNIT0+HVCpFUFAQ5syZg2HDhom+8razs8OWLVvwySef4ODBg/j222/h6OiIzp07Y8yYMbWOoSZGjx4NiUSC9evXQ61Wo0OHDli0aJHouqqenp7YuXMnYmNjcfToUXz55ZdwcXHBww8/jHHjxhmuTFBb+hsXxMbG4tChQ9i2bRs8PT0RGRmJ8ePH1+iHdaZERUXh3Llz2LVrF3788UcmrEQNRCLwew4ioir17dsX5eXlOH78eEOHYpVOnz6NUaNGYdy4cZg8eXJDh0NE/0Fcw0pEREREVo0JKxERERFZNSasRERERGTVuIaViIiIiKwaZ1iJiIiIyKoxYSUiIiIiq8aElYiIiIisGhNWIiIiIrJqTFiJiIiIyKoxYSUiIiIiq8aElYiIiIisGhNWIiIiIrJqTFiJiIiIyKr9H3SxsgPExVanAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure 4C, D, F, H\n",
    "from scomv.spatial_deg import Spatial_DEG\n",
    "\n",
    "report = Spatial_DEG(n_components=5, standardize=True).fit(\n",
    "    feature_matrix,\n",
    "    feature_names=list(new_dict.values())\n",
    ")\n",
    "\n",
    "sns.set_theme(style=\"white\")\n",
    "\n",
    "# 1) Cumulative explained variance\n",
    "report.plot_explained_variance_bar(max_pc=10)\n",
    "\n",
    "# 2) Violin plots of loadings (PC1–PC3)\n",
    "report.plot_loading_violin(pcs=(0, 1, 2))\n",
    "\n",
    "# 3) Signed top contributing genes for PC1, PC2, and PC3 (bar plots)\n",
    "report.plot_signed_top_contributions_multi(pcs=(0, 1, 2), top_pos=10, top_neg=10)\n",
    "\n",
    "# Retrieve top positively and negatively contributing genes\n",
    "top_df = report.get_top_genes_signed(pcs=(0, 1, 2), top_pos=10, top_neg=10)\n",
    "\n",
    "# Extract unique genes from the top contributors\n",
    "top_pca_genes = top_df[\"gene\"].drop_duplicates().tolist()\n",
    "\n",
    "# Exclude PC1 and keep genes ranked within top 5\n",
    "top_df = top_df[(top_df[\"PC\"] != \"PC1\") & (top_df[\"rank\"] <= 5)]\n",
    "\n",
    "# Final list of top PCA-associated genes\n",
    "top_pca_genes = top_df[\"gene\"].drop_duplicates().tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "91e82140-7798-4f3a-8c48-a00421edf574",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!wget -P tutorial_data/ https://raw.githubusercontent.com/RyosukeNomural/SpatialCompassV/main/docs/tutorials/tutorial_data/breast_gene_annotate.csv\n",
    "annotation_path = \"tutorial_data/breast_gene_annotate.csv\"\n",
    "annotate_df = pd.read_csv(annotation_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c15be23f-209e-4d54-b4be-2dd17b998b28",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Figure 4G\n",
    "\n",
    "gene_col = annotate_df.columns[0]\n",
    "clu_col  = annotate_df.columns[1]\n",
    "clu_num = pd.to_numeric(annotate_df[clu_col], errors=\"coerce\")\n",
    "genes   = annotate_df[gene_col].astype(str)\n",
    "\n",
    "clu_to_anno = {\n",
    "    1: \"peripheral\",\n",
    "    2: \"internal\",\n",
    "    3: \"low\",\n",
    "    4: \"ubiquitous (include internal)\",\n",
    "    5: \"ubiquitous (not include internal)\",\n",
    "    # 6 があるならここに追加\n",
    "}\n",
    "\n",
    "\n",
    "# gene -> annotation dictionary（only common_genes）\n",
    "anno_map = {}\n",
    "for g, c in zip(genes, clu_num):\n",
    "    if pd.isna(c):\n",
    "        continue\n",
    "    c = int(c)\n",
    "    if c in clu_to_anno and g in common_genes:\n",
    "        anno_map[g] = clu_to_anno[c]\n",
    "\n",
    "loadings = report.loadings_\n",
    "\n",
    "pc_df = pd.DataFrame({\n",
    "    \"PC2\": loadings[:, 1],\n",
    "    \"PC3\": loadings[:, 2],\n",
    "    \"feature\": report.feature_names_\n",
    "})\n",
    "\n",
    "fig = px.scatter(\n",
    "    pc_df,\n",
    "    x=\"PC2\",\n",
    "    y=\"PC3\",\n",
    "    hover_name=\"feature\",\n",
    "    title=\"PC2 vs PC3\"\n",
    ")\n",
    "\n",
    "evr = report.pca_.explained_variance_ratio_\n",
    "pc2_value = round(evr[1] * 100, 2)\n",
    "pc3_value = round(evr[2] * 100, 2)\n",
    "\n",
    "fig.update_layout(\n",
    "    xaxis_title=f\"PC2 loading ({pc2_value}%)\",\n",
    "    yaxis_title=f\"PC3 loading ({pc3_value}%)\",\n",
    "    height=600\n",
    ")\n",
    "\n",
    "fig.show()\n",
    "\n",
    "# Second figure(in the paper)\n",
    "pc_df[\"annotation\"] = pc_df[\"feature\"].map(anno_map).fillna(\"unknown\")\n",
    "palette = { \"peripheral\": \"tab:red\", \"internal\": \"tab:orange\", \"ubiquitous (include internal)\": \"tab:green\", \"ubiquitous (not include internal)\": \"tab:blue\" }\n",
    "plt.figure(figsize=(10, 10), facecolor=\"white\")\n",
    "\n",
    "sns.scatterplot(\n",
    "    data=pc_df,\n",
    "    x=\"PC2\",\n",
    "    y=\"PC3\",\n",
    "    hue=\"annotation\",\n",
    "    palette=palette,\n",
    "    s=80,\n",
    "    alpha=0.85,\n",
    "    edgecolor=None,\n",
    ")\n",
    "\n",
    "texts = []\n",
    "for _, row in pc_df.iterrows():\n",
    "    gene = row[\"feature\"]\n",
    "    pc2  = row[\"PC2\"]\n",
    "\n",
    "    label_top = gene in top_pca_genes\n",
    "    label_pc2 = (pc2 > 0.12) or (pc2 < -0.1)\n",
    "\n",
    "    if label_top or label_pc2:\n",
    "\n",
    "        if label_top:\n",
    "            fw = \"bold\" \n",
    "        else:\n",
    "            fw = \"normal\" \n",
    "        texts.append(\n",
    "            plt.text(\n",
    "                row[\"PC2\"],\n",
    "                row[\"PC3\"],\n",
    "                gene,\n",
    "                fontsize=20,\n",
    "                fontweight=fw\n",
    "            )\n",
    "        )\n",
    "\n",
    "\n",
    "adjust_text(\n",
    "    texts,\n",
    "    only_move={'points': 'y', 'text': 'xy'},\n",
    "    force_text=1.5,\n",
    "    force_points=1.0,\n",
    "    expand_text=(1.2, 1.3),\n",
    "    expand_points=(1.2, 1.3),\n",
    "    arrowprops=dict(arrowstyle=\"-\", lw=0.5, color=\"gray\")\n",
    ")\n",
    "\n",
    "plt.xlabel(f\"PC2 loading ({pc2_value}%)\", fontsize=22)\n",
    "plt.ylabel(f\"PC3 loading ({pc3_value}%)\", fontsize=22)\n",
    "plt.xticks(fontsize=20)\n",
    "plt.yticks(fontsize=20)\n",
    "plt.legend(fontsize=16, loc=\"lower right\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "4fafb510-2d77-4893-9acb-30023953cd7e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "It seems you use rank_genes_groups on the raw count data. Please logarithmize your data before calling rank_genes_groups.\n"
     ]
    }
   ],
   "source": [
    "# Figure 4E DEG analysis\n",
    "import scanpy as sc\n",
    "\n",
    "region1 = (grid.obs[\"imagecol\"].between(4800, 5900)) & (grid.obs[\"imagerow\"].between(950, 1900))\n",
    "region2 = (grid.obs[\"imagecol\"].between(6920, 7570)) & (grid.obs[\"imagerow\"].between(1910, 2390))\n",
    "region3 = (grid.obs[\"imagecol\"].between(5300, 6400)) & (grid.obs[\"imagerow\"].between(3050, 3900))\n",
    "region4 = (grid.obs[\"imagecol\"].between(6050, 7050)) & (grid.obs[\"imagerow\"].between(3910, 5100))\n",
    "region5 = (grid.obs[\"imagecol\"].between(3900, 4500)) & (grid.obs[\"imagerow\"].between(4600, 5200))\n",
    "region6 = (grid.obs[\"imagecol\"].between(2400, 3400)) & (grid.obs[\"imagerow\"].between(2400, 3800))\n",
    "\n",
    "region7 = (grid.obs[\"imagecol\"].between(2700, 4000)) & (grid.obs[\"imagerow\"].between(750, 1690))\n",
    "region8 = (grid.obs[\"imagecol\"].between(1000, 2100)) & (grid.obs[\"imagerow\"].between(750, 1690))\n",
    "region9 = (grid.obs[\"imagecol\"].between(400, 1500)) & (grid.obs[\"imagerow\"].between(3600, 4200))\n",
    "region10 = (grid.obs[\"imagecol\"].between(900, 1700)) & (grid.obs[\"imagerow\"].between(3600, 4200))\n",
    "\n",
    "\n",
    "grid.obs[\"deg_group\"] = None\n",
    "\n",
    "# Labeling\n",
    "grid.obs.loc[region1, \"deg_group\"] = 1\n",
    "grid.obs.loc[region2, \"deg_group\"] = 2\n",
    "grid.obs.loc[region3, \"deg_group\"] = 3\n",
    "grid.obs.loc[region4, \"deg_group\"] = 4\n",
    "grid.obs.loc[region5, \"deg_group\"] = 5\n",
    "grid.obs.loc[region6, \"deg_group\"] = 6\n",
    "\n",
    "grid.obs.loc[region7, \"deg_group\"] = 7\n",
    "grid.obs.loc[region8, \"deg_group\"] = 8\n",
    "grid.obs.loc[region9, \"deg_group\"] = 9\n",
    "grid.obs.loc[region10, \"deg_group\"] = 10\n",
    "\n",
    "grid.obs[\"deg_group_merged\"] = grid.obs[\"deg_group\"].map({\n",
    "    1: \"A\",\n",
    "    2: \"A\",\n",
    "    3: \"A\",\n",
    "    4: \"A\",\n",
    "    5: \"A\",\n",
    "    6: \"A\",\n",
    "    \n",
    "    7: \"B\",  \n",
    "    8: \"B\",\n",
    "    9: \"B\",\n",
    "    10: \"B\",\n",
    "})\n",
    "\n",
    "\n",
    "# Extract only valid cells\n",
    "grid_deg = grid[grid.obs[\"deg_group_merged\"].notna()].copy()\n",
    "\n",
    "\n",
    "sc.tl.rank_genes_groups(\n",
    "    grid_deg,\n",
    "    groupby=\"deg_group_merged\",\n",
    "    groups=[\"B\"],\n",
    "    reference=\"A\",\n",
    "    method=\"wilcoxon\"\n",
    ")\n",
    "\n",
    "deg_df = sc.get.rank_genes_groups_df(grid_deg, group=\"B\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1d0d7e71-d02e-4b9d-bbf7-df8b267b14fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure 4G\n",
    "\n",
    "adata_sub = grid_deg\n",
    "use_genes = ['PELI1', 'FOXA1', 'APOC1', 'NARS', 'CXCL12', 'HOOK2', 'ANKRD30A', 'CCND1', 'TCF4', 'OCIAD2', 'SCD', 'CD69', 'TRAC', 'LYPD3', 'AQP1', 'KARS', 'LUM', 'RAB30', 'TACSTD2', 'SH3YL1', 'IGF1', 'GLIPR1', 'EGFR', 'PDGFRB', 'ACTA2', 'KRT7', 'FAM107B', 'CD3E', 'CYTIP', 'POLR2J3', 'BACE2', 'PDK4', 'FBLN1', 'DSP', 'ENAH', 'VOPP1', 'SVIL', 'KLRB1', 'FSTL3', 'TRIB1', 'KRT8', 'CLDN4', 'ADGRE5', 'AKR1C1', 'EPCAM', 'HDC', 'PPARG', 'TRAPPC3', 'DUSP5', 'CCL5', 'CXCR4', 'IL7R', 'SERHL2', 'LYZ', 'TFAP2A', 'AIF1', 'FASN', 'ANKRD28', 'ITM2C', 'LDHB', 'ZEB2', 'C1QA', 'CD4', 'SEC24A', 'FCER1G', 'ERN1', 'SLAMF7', 'CTTN', 'MRC1', 'CCPG1', 'MLPH', 'RUNX1', 'ZNF562', 'CLEC14A', 'SMS', 'CEACAM6', 'ACTG2', 'PECAM1', 'PIM1', 'CCDC6', 'MMP2', 'DSC2', 'HAVCR2', 'TCIM', 'ITGAM', 'CD68', 'PTGDS', 'QARS', 'MYO5B', 'SDC4', 'IL2RG', 'PTPRC', 'WARS', 'MNDA', 'FLNB', 'ZEB1', 'DST', 'FGL2', 'PCLAF', 'AR', 'S100A14', 'TENT5C', 'LARS', 'BASP1', 'CD8A', 'FBLIM1', 'S100A4', 'HMGA1', 'JUP', 'ITGAX', 'CD3G', 'ERBB2', 'SEC11C', 'PTN', 'PRDM1', 'GPR183', 'MDM2', 'ELF3', 'EDNRB', 'CAV1', 'SERPINB9', 'DNTTIP1', 'MAP3K8', 'SLC5A6', 'CD9', 'CCDC80', 'SQLE', 'GATA3', 'BTNL9', 'PDE4A', 'SFRP1', 'RAMP2', 'PDGFRA', 'MYLK', 'CD14', 'IGSF6', 'VWF', 'CD93', 'DPT', 'POSTN', 'ADAM9', 'TOP2A', 'TPD52', 'HOXD8', 'CD247', 'SFRP4', 'SERPINA3', 'CD163', 'TRAF4', 'FCGR3A', 'KLF5', 'GZMA', 'C1QC', 'LPXN', 'CDH1', 'CRISPLD2', 'TOMM7', 'TUBA4A']\n",
    "\n",
    "# ===========================================\n",
    "# 0. Extract DE results and subset\n",
    "# ===========================================\n",
    "deg_df = sc.get.rank_genes_groups_df(adata_sub, group=\"B\")\n",
    "deg_df = deg_df[deg_df[\"names\"].isin(use_genes)].copy()\n",
    "deg = deg_df.copy()\n",
    "\n",
    "# ===========================================\n",
    "# 1. logFC and -log10(pval) (handle p=0)\n",
    "# ===========================================\n",
    "deg[\"logFC\"] = deg[\"logfoldchanges\"]\n",
    "\n",
    "eps = 1e-300\n",
    "deg[\"pvals_adj_clipped\"] = deg[\"pvals_adj\"].clip(lower=eps)\n",
    "deg[\"-log10(pval)\"] = -np.log10(deg[\"pvals_adj_clipped\"])\n",
    "\n",
    "# ===========================================\n",
    "# 2. Color labels: up / down / ns\n",
    "# ===========================================\n",
    "def classify_gene(row):\n",
    "    if row[\"pvals_adj\"] < 0.05 and row[\"logFC\"] > 2:\n",
    "        return \"up\"\n",
    "    elif row[\"pvals_adj\"] < 0.05 and row[\"logFC\"] < -2:\n",
    "        return \"down\"\n",
    "    else:\n",
    "        return \"ns\"\n",
    "\n",
    "deg[\"color\"] = deg.apply(classify_gene, axis=1)\n",
    "color_map = {\"up\": \"red\", \"down\": \"blue\", \"ns\": \"gray\"}\n",
    "\n",
    "# ===========================================\n",
    "# 3. Genes to label\n",
    "# ===========================================\n",
    "label_df = deg[\n",
    "    (deg[\"color\"].isin([\"up\", \"down\"])) &\n",
    "    (deg[\"-log10(pval)\"] >= 10)\n",
    "]\n",
    "\n",
    "force_labels = [\"SFRP1\"]\n",
    "force_df = deg[deg[\"names\"].isin(force_labels)]\n",
    "\n",
    "high_thr = label_df[\"-log10(pval)\"].quantile(0.8)\n",
    "\n",
    "# ===========================================\n",
    "# 4. Main plot\n",
    "# ===========================================\n",
    "fig, ax = plt.subplots(figsize=(15, 15))\n",
    "\n",
    "sns.scatterplot(\n",
    "    data=deg,\n",
    "    x=\"logFC\",\n",
    "    y=\"-log10(pval)\",\n",
    "    hue=\"color\",\n",
    "    palette=color_map,\n",
    "    edgecolor=None,\n",
    "    s=300,\n",
    "    alpha=0.8,\n",
    "    legend=False,\n",
    "    ax=ax\n",
    ")\n",
    "\n",
    "# ===========================================\n",
    "# 5. Place labels (store texts and original point coordinates)\n",
    "# ===========================================\n",
    "texts = []\n",
    "anchors_x = []   # point x coordinates (logFC)\n",
    "anchors_y = []   # point y coordinates (-log10p)\n",
    "\n",
    "# 5-1. Regular labels\n",
    "for _, row in label_df.iterrows():\n",
    "    gene = row[\"names\"]\n",
    "    x0 = row[\"logFC\"]\n",
    "    y0 = row[\"-log10(pval)\"]\n",
    "\n",
    "    # Initial label position\n",
    "    x = x0\n",
    "    y = y0 + 2\n",
    "    if y0 >= high_thr:\n",
    "        y = y0 - 20\n",
    "\n",
    "    t = ax.text(\n",
    "        x, y, gene,\n",
    "        fontsize=30,\n",
    "        ha='center',\n",
    "        va='bottom'\n",
    "    )\n",
    "    texts.append(t)\n",
    "    anchors_x.append(x0)\n",
    "    anchors_y.append(y0)\n",
    "\n",
    "# 5-2. Forced labels\n",
    "already = set(label_df[\"names\"])\n",
    "for _, row in force_df.iterrows():\n",
    "    gene = row[\"names\"]\n",
    "    if gene in already:\n",
    "        continue\n",
    "\n",
    "    x0 = row[\"logFC\"]\n",
    "    y0 = row[\"-log10(pval)\"]\n",
    "\n",
    "    x = x0\n",
    "    y = y0 + 2\n",
    "    if y0 >= high_thr:\n",
    "        y = y0 - 20\n",
    "\n",
    "    t = ax.text(\n",
    "        x, y, gene,\n",
    "        fontsize=30,\n",
    "        ha='center',\n",
    "        va='bottom',\n",
    "        color=\"black\"\n",
    "    )\n",
    "    texts.append(t)\n",
    "    anchors_x.append(x0)\n",
    "    anchors_y.append(y0)\n",
    "\n",
    "# ===========================================\n",
    "# 6. Set axis limits \n",
    "# ===========================================\n",
    "xmin = deg[\"logFC\"].min()\n",
    "xmax = deg[\"logFC\"].max()\n",
    "dx = (xmax - xmin) * 0.05 if xmax > xmin else 1.0\n",
    "ax.set_xlim(xmin - dx, xmax + dx)\n",
    "\n",
    "#ymax_data = deg[\"-log10(pval)\"].max()\n",
    "#ymax0 = max(ymax_data, max(anchors_y) if anchors_y else ymax_data)\n",
    "#ax.set_ylim(0, ymax0 + 40)\n",
    "\n",
    "ymax_data = deg[\"-log10(pval)\"].max()\n",
    "headroom = max(50, ymax_data * 0.1)\n",
    "ax.set_ylim(0, ymax_data + headroom)\n",
    "\n",
    "# ===========================================\n",
    "# 7. Move labels\n",
    "# ===========================================\n",
    "adjust_text(\n",
    "    texts,\n",
    "    ax=ax,\n",
    "    only_move={'text': 'xy'},\n",
    "    expand_text=(1.2, 1.2),\n",
    "    expand_points=(1.1, 1.2),\n",
    "    force_text=1.0,\n",
    "    force_points=0.3,\n",
    "    expand_axes=True,\n",
    "    lim=500\n",
    ")\n",
    "\n",
    "# ===========================================\n",
    "# 8. Draw connector lines from points to final label positions\n",
    "# ===========================================\n",
    "for t, x0, y0 in zip(texts, anchors_x, anchors_y):\n",
    "    tx, ty = t.get_position()\n",
    "    ax.plot([x0, tx], [y0, ty], '-', color='gray', lw=1)\n",
    "\n",
    "# ===========================================\n",
    "# 9. Threshold lines and styling\n",
    "# ===========================================\n",
    "ax.axvline(x=2,  color='black', linestyle='--', lw=0.5)\n",
    "ax.axvline(x=-2, color='black', linestyle='--', lw=0.5)\n",
    "ax.axhline(y=-np.log10(0.05), color='black', linestyle='--', lw=0.5)\n",
    "\n",
    "ax.set_xlabel(\"log2 Fold Change\", fontsize=30)\n",
    "ax.set_ylabel(\"-log10 Adjusted P-value\", fontsize=30)\n",
    "ax.tick_params(axis='both', labelsize=25)\n",
    "\n",
    "ax.set_title(\"Volcano Plot: IDC vs DCIS\", fontsize=40)\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  }
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