{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1a8ddfeb-0bb3-4398-aacd-e83b5ed42065",
   "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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "df570c67-f885-4016-9f40-b7e280ecc4bf",
   "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": 6,
   "id": "32d550cc-bec8-4fd4-b262-ad7317c69619",
   "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": 7,
   "id": "df948da7-ff01-4d3f-9ac1-ef87a845c1e4",
   "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": 8,
   "id": "4366fc9f-3a0a-49a5-81ea-1e1c0bc8970f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scomv.preparation.skny_calc_distance import calculate_distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "781598ac-97cf-497c-9b49-bc3394bb8835",
   "metadata": {},
   "outputs": [],
   "source": [
    "## apply SKNY\n",
    "grid = calculate_distance(\n",
    "    grid, pos_marker_ls=['CDH1',\"EPCAM\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4598b7ca-d6fb-4695-953f-88e0bda2bc70",
   "metadata": {},
   "outputs": [
    {
     "data": {
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NIY89y7Kdpe6TCZZi71xroi/XJavwZl/KtbzmIajJllq9z8m1yDXUMrGN8nQVxqWVoGoYR/17sjndtg+qelc/hhDeZ4R1sSnXccaJamUW6ukZxpeIF61qZZmB5sC19r1WJgoAAACwKDwrXun1NSgmopSy9Y1h01KOvWNZ1brKb6y83akAF9Auyp77sbb8WBF1nrM2mFtCNpJ9MwpwHGLYE65ZEW35L0LT6mchNV/21cJZSkK/Es7rDgOVAr0iuCftM8ooDSu1rybeM+a7iXPjpbEuNYLVKqzDYDONmuuwyBw3A+uBm1ufK6+lme9A/QIAAFDB3iY7v4FSdHBJAa3uikpZ7G65rVv5LQrwA1hNAZacrx4qeSYEmldEPUVDGCy2yyxwAELhSSt2YnmEckq38Gof+2WNAHJSi3ZQDRpiEjjGX/O6ReER3cX/yT1Uca01i97Q+1Je44InWjm8rg2DFNjV5403E4+5Ua8rutwLjmv2NeEEAACepTk3yQpkHCal/Bul53iVPGU5xYy2eUgcX53XpzvhVfJtxIAxlJjpg/JGr5HZV0Kx0zyW2XK1cN1MPUldyn65erPXvOShzWHcPHsQ57jr2yxFNWlv5zV3D0UjjHr0BHFJrmbVPQLt+lih3i31K/1TPJ+c17kUxv7GB91dFOYf+d7xXfwWgk85vlxfx32J8gsAAD+HFUkVfc4pszXP5ctx558CuyK7NTh2Sm3ZjwIbIOEVAAAAAAAAfJ6xnt/TNdfRIitU845Y/EaLRC6cQHpDin0kvCyWM62qfXY1/35v8Pq2HttqPUoOEx6iuK9lvyXv1y200cOQcZjzVv7bxc1tnt8Qxnl5M2XXVFGMUIg/aJbJXOGQRIvEWJbdmnGsXSPfAQAAAD+ClF8qlh7JV69aSSll8lJVNStE4aly1fAI27bShiq/55ZO5VfttDvCFGXd+V2LSIHw+M9UgCsGRRLle4QeFuL65bH6Bn97usKlc3X/lREfoBkWVAXG2F/uVzy3Ql/OUn49odnV4aRvVRQaJkqtb0rK7+Xnt/bVnZTm4wrtN9mV/gcAANAZrkD+xyWXRwhlOdT6YoU9T2n3A8rvtm352O5WhOfg1BMTN2pnPUq97nLjNhqK1tFmuR5OrpGT1ZfQBmVO2bscJ4+Ni5Ft8pSpKfK1SnyjFzhbjke5yfRbYhFzeGj1DRlK3vGomVr7QvgB5TeEMR56+cXT92/uszcx4xkCAADwRRqdAm7v8PnnWqf2XE4iDf++lJxVraSy71PKr1b3CMEl9pReN60jnGZCM0OwPb85ZHiupZhpIYhZJfzyQSHTPo+ipXmiTYVxEzeM4TmWFWT7wuFFj61PIfrs9m579718+NceSVaZj9p5nJ432qDoSX4blRP9Zk4YvvKWmV9+iRnPEAAAgC/i1ClqUGUfpZ7WhFlqnRVKuU7bwWPe8ztDUPkrM05tnci0hiXi1cQKjxUmWHGtaxQft7dWGazJsX/XZlNuHOs1QmoRcRiGpoDWKr7x/wValCB1bCqGimK90fGb6MvSwVqfP86ke1W1Ns6KDIF5cK0AAADKeBwxhoKqre2tradmfXFp/6xTbaCSLSHbMwAAAAAAAHyeMZ7fmZQWPz5J5JlTrSOhwQsnvH0152zF2BedKrn1j9v1875XWmGMPvJadC6/K95kzUOerB9s5OLFDf5LkVsHXCorCc2Oj/eejBI18Si7uE6dXj41c/fxPQTd+y7aArAERCkAAMAENPn6kgh0+/d/su8CstIMj+/B+spvDktJaKVVENnyCnBzUwbF0/fQPfgciqMa+iz6NBe+rZU9ct1mta6fq1MxBlwmnhFZAY6+XEygHr5cwVr7HuSH6zHWvXoesli/wQfRDDUhMPYAAMBmolIaP49G1DFSebVyHTWXNyTh1R14YtzPP+mx152U7UERnq3yNBawkmi4hHlDe9TWCpQyI1t1u7MSXz4E/aJ4vaceSopQph5t3yrh9fCI5vqvgUS3fFqgVu6z6v5quL9y80GuLBJewRRqDTUAAAAHA/SM/gRTc8oq1nX++ePsi7YGvNvz62FXlIFou3HIiRo6WgiljAWamQNDJoNSQxzCNdRWtVeUDAbHJuNckpdkx8qpU4E2KQiFuazSRYzjpEA6ygpmNsPq18pyLLvO414lUe/F6z0ycqOiPdo1PcP6ZdtQTKCX/Tr/MrYAAOBu7lJWvXh1Ai1CtEf5JuEVAAAAAAAAfJ4u5fc2C8KDIcW7+JfjWGZ57is9ohPJhc0e7eltRvE84oo2w6Gc6UTZby72f3WNWOZ6hlbI9ce1x9zIWbXR7039OpMtHZszqD3n4uu7AFqIn19ijgQAAJjNKSMPfO6UdMBt+/s3qr7jzwDhrD/seYRWVaKQpKanzBhP+RfXexxOHMLZDzKjb3GARB/iEOJcOLNWrlwQfp5jHB7dcb2y7+M6/yj1H8d7K7KSPhU10DYu/eZYI5rs4gwbb9glwZUle8b9UoNVsQx/zvx2uR6jz+XJvoGfBD0XAADuRJVt7xR+orqtN53UOlFHrRjqVn7jNaXTnvBOYTWJCT/WWVlty6xFrEGWn3RHKaGRMijP/feKMRuvVzwOEoqkFjdfouql2MnB0UfvdTR2Otst182phQTXOcq+LfWNOZZE3aPnl3Nts1Jw0vYFlDvVdiE31ozBQtnHPomRwlnHnYkb4MdA8wUAgLvZFX3kKRpy6MS6x+kYFOW18rmEV7EynlV8e1AUjFhpSsIKGoVq2XbLcnIK7rGntdcjH3kPqxajizYn2kjOCKCUqdYRK/YWnnOvsISdFrSBim+Vw1hcX22/o38SA8gis9+lGd6LruxrGj0aPN53JqwHAAAAuAWpE4RmdaQJ1alUkGMvx0eRsKMh4RUAAAAAAAB8ns95fmOqvL4VHqOW8EhtrebFKhJSJ6m2hlbbXyvz3E85/8RL640jtXaLPM+yEZfDoy/Z9Z7H5p7w3UZvpxUWvu/VRWWxxmbvWl21vxfxbnrDVYoO9sLxFyuhVlhlVEPSOGc7AAAAAIaQiW5Tl24JufyplV1W1OaTuWm6ld8kydKDVMWC79mv/xXjSS7kpJTluApFCd7+PsT6ZzLgtPWie0bHbTzv0mFuo4QSHmGGVxvtcO0bh4YY+xab6wzjKI5RZXK79JcyaWjjdEq4fwc1a6Wb2370iWVkqcRqR++KAgAAAIBRJAlwzz/jiBPxanXmuMjj0ba47OSY/fr/SPoTXg32iKkI5cRcFjjYy9t0YT1JlkYl14mVYGVd5KEA55SBnPFCKmqlNk9JGCSUvdobWnrXc0pnqQ25CuR61ua+qLCE5dZB1BgJmsiNdWlM8LRhj47rUXwHUnNPAwAAAHyVXhnfDDJVIi1LZfTKZu8JexaJn3rCYVuO9Vo6YqtIbp9yhcGV/MfcFhXhCTFWixQeY0tpn5ol1+lRTRAe1EQJ/ttnBNK5biVkkor7aThqacffxX0k6MI7flvKqe2L1vEhquo2qAEAAADMwinzafK7dxmjqxmDBc+W8qRjrxYSXgEAAAAAAMDneY/nNyaz6LuhqBDCdf1kq1VjZIRk9l23yUZ9W9azKD2gjnMeZe2pCskV65ursNYMNxSlooTqHmuvnc1LPMWPeHJbUMMKKtjF4ZNCnc3QZWWZwLl/rsCe0GwAAACAmUQy/SkjNQqXmZRB//3emRtpZG6lqnr3vafKLf12p1BYu65QOy66sr19f+oDBWVz9DVWT7uwTtUcyNrxcl3rgDXLyTtoZZ2SjrWgZjUjxqrWLk//hvI4KLazVM/Me3GEAlgbgr5nv2ZxX3MUWwAAAFiNBj0l1kdq5PYzH9BAHclbb51+0daq9ZTfEesAO+ruubhJ8qgGpaUXl5DvqF9bMzCyzWaG4suHgcSexmHu+b//ncpvXLfnrsv2h/caWsevQI2iOTLSY9X+AAAAALDIOT0qEkd5uOg0A5xe3jrvUH7XWvP7d1Hjf7ey/ScXb5vhvXVwaXvGLbeF679eTmWyVLeo31f4v2NGkESgdoTO1gyWU/GJ928ZZH/Hu/o6RH0t6w75PlXLj+p+PTcrvgAAAABf5lAem2Xr8E8JPUXsAWV6uCv8eS3lFwAAAAAAAGACz4U9K7VOW5fpbceEMF93n0zwbpXCZqP/9GMbw23PMrartehIwCWWEVTVnfnqDvm+HFC7bjwX0myVm1vou9llXg537Ge26e1hvjUh3umh6X41/WGFtgMAAADcTYe+UJN3Rj22cQ1xL3Y4dFsjnsv2bCiaySLrXpzKzR7Cs1lct9CcwdrKlnb2qbK9+TQr2hm357K2V1M64+NCdC2E8jH0Xvur49K2XOdkzjvRkawytO1bSLJSexmRfOzNlPo7yRKOEgsAAAA/hlRea3SOkhNGOoDMN9Y0yqyj5dxu5Xe08H16Cgd6XC5OOOF2lMspR71C6U5K/X85/01RCOLfkw/6TiVlzUxotcVfHP09WlkRZi/NYOA1gsxO0Z5cC6Xff0LxVcbseYlK16l3/KAsAwAAwCo0OEwuokysXzly1qQFFH7f091Xk1m7ld/uE/EqQR3l17wjdmQbqkMslQGdMy5cXhfkNUIIxa7ZM+a4bl7F0qwyY6hYgX3/dw1uCzGefb+sihwzezSelN8BAAAAvkxJf93kjrHsWPDOXoIvI1nrojc4oxxXk1mHrvk9tzSsqUv68s61vvamLLHnT1NSm/qiIp5e6L759bvql0FYYRC9fSIGRa4/mseM0vZsWZlzPX6/FuRrQ4jGUnJ4Qxi26/i3E53/LXMGAAAAwEpoetQWLg4aj5NMvhNYe9VRl6w1RQFuK5FszwAAAAAAAPB5lvP8PurBUcJ0a5BrQHPnclpQOuo7680ca7ahJVzUOmZPLU6WlanW86t6WY2meTyljir/FWFUVL3GIne+mfJc3uRcH33dEyrH3fGnNZQfAAAA4I1UrgOWSM+vus/5p5KKCFGrXd/I9tx5kabQGaN+CTE4ylPWuMY/dTTv3wLyynLUwjqPSRbTt5xgruqovHg99Pl7HAJr9HlaqLKpdM2diQZcE0ShLjUE2sFPKL4h+NeeAAAAAHyZQTlhsnmGWgqe0J5Dzm113z7n+c15vLxl3IG2JrSyw5NTER69rOev4PU7tucGx2N4vJJeb7K2T7Sv7AN1f0spVtYWF+sL85VfV1le1zgAAAAAfJ9KhdOr2JpRllJgj3ccuNZX1t2qwj7zqqMJnsG72YSCkeuDZExID3HmwF2p61KYqGDTfm+lJTTag/DidhV/3FRKyHriAc5UtMsPYqF/DaOMDq6waRRdAAAAADjYKj3AHmF8F6JxqXAhT3v1xdGv0NUg4RUAAAAAAAB8nsfe81vylN6+ls/y8inWkySJU0X7qjydck2jVpjcb2RfTez3bGIpxVp1GRMjQymMMrSEZHcRJwwDAAAAgE5+LUeIoUN0rb8Vn3ORjjKi0uv1vYPnEl4VuIzRmYqATKIk6xoYq36ptqBcxW5/SwGuTvB0N5nkULk1A5drH2V5c4dalNjVj9f2NYblDwl5XvV6AgAAALwJTbb8FTnLSOx6UBMWPWVfeWjmwJF5jJZMeFWsacaAjZWr6+bhnH0Ur3s1vH1qIiuZ3ElT1Fa7qY3r3dLXF8W5MI68SnbxmJjceuXafidhFQAAAMAcNOX3/PPjWN5wJY+OxBu5OWINr3W9Hk149a8RNQfWLcZOLDZKeV1kvJTFQyPvpFF0ukGe+/5ve20bVAV5pFXLpV0WMK53dV/X1NlATflD2sLkCwAAAAB3U5BBW1TLpEiRKKupOYNlZRJeAQAAAAAAwOfp8vxumgezqoA2b6vq+B3h6dyisirblC3SERYQgj/J0uwU4NfKCo7fmkRbHd71UplV5UXXuakdeGsBAAAA4IsIfSgmKzdn5GNXvp43JLw631d7pzJ2M95YdTX0+Pwj9g1KCIChxF0SX93w7qsLDuWwOulW5oaS5crlB8NDnrVM3qHiXAAAAAAAJF/I6VJImNVb1lPc96ojKyFToxfuLkWwRfEtJUzSDAba65PkNlea8ELdLcRrmq1+P5VGb92FfaQCmlVIPYaDCoUWBRgAAAAAmtBkUmO//A4L8pZ2Zhj6qiPTM6cNgk7lYpri2xPGHcZ5J1vOb9hrduICZVbpkFeAQ8hc29I1j5VnuV/pvKKQ6ovSHCvuKLQAAAAAP0tWVq5x4ljHhjo94iI7t9YNVZDwCgAAAAAAAD7PUM9vTbjoJUw2lK0kb1laXB3+K9AO0V6l1PyKKQstEdWxrbL8yzjIeJKNJrR7aI9j/o5PwsZ7ygYAAACA15IV//ZGObSQyNW7HLFbBgY3Q5XfGmTYgbXmNx402UXWnSEKtw80LUxXG/DOMOyukOfOUG+jyPSaZtYMD6v0+C9KEhZCXZ2z3yUMAAAAAAMx5LyLqL3Z+7qTnyqOFYvcclDr2F4nGpS5R/nVFFdlTWesLKmWkpGDQChm5yCf8ToeC3kTVpzfmWk7KqLFUiU+DuFUcJU1w7dmqw6O+qxx91Y+cyIALydrzQUAgNG4RMyMwyd2mKhy9WBnkRUQmawDPnaGIWz73qOOpFei22t2p/AuFWDxweqZnBLnPf/4nb7qKW9p+0q46r5Lse+gaQxZkQOKJz1ryXvz5CKV+DefC8CKeBVaRyQTAAAMojJKUn09aaSJXkTFxohMWWYuydb0CM+P0qrCkvAKAAAAAAAAPk+38pt41gZwrtmc6Z5ULC1HlfueD5ftDt3d/4U6WAahI2x4aPfu5W7don9PEa/Z7S4rupbZ6/b0Sffwd1HlepXp9xDALxHNn/E/7UHCbfcDXAYBADxKjby8G7pLvPwxhCFy4b6LZ0XHfGE9b6CerjW/F3f+CCKh4RLvXjP4SmuLHYjw/vT3AWtXk3BrEQO9HZ+dfex5b5lj+asrCZmHTE4BF9VrmMW68mR+iENZvhDi7KD5HgKAK/u/6TjadP7veXMBIWsfQi4xAYBnccjLuYRXyfxceWN7kquq63jTppjla7l0fkmmHUmX8nsmXRqhABuKlnphM+s2E923UvD3KIBdiq/hcTaTbBl1eZYRWPVpyrsqmG36+ZeIy+pJHlZ9Uw9S3M/KlXKXAy8TwFxixdeaYwrWPhTfD8GcC7AkVbK5TMQ7YH4u1X/I3k3ycCaCMVGqedYU6c72PCIEOPrP3CVZiJ4ZAG+k8p693rgd3u1ivZtPgTW94ZESfOv1OdrtsMYlKF4eAPhdisprNBfLuQ7F90Og+AJ8B2eCWCkwN0c0Mnksw9CEV9UP+T0Ngd82PRZ/F/vuyr/axm6Z+hyHq8fucePkDwMenJc+rlyPsMU3cLyuIRhrCSrw3NQt64nPrmy6yEFdv30pEwCgQMt8cc51KL4AAI9TNY8f8nqcoGezD39KsZWvPEW29UG2ZwAAAAAAAPg83WHPo3F5EGsSTh1WG5mpxAiHlSHVZiRvZq1zEn8vdk28xZlzSdb2FpJaXRsZ0nUNQVlLa4WTOz0W2rrvYz34cW7nZWhcC6z1aU0brTJfvUaCEDyAeYg5KvdsiOcnbX1wuuOwVgIAgEJTclpFNt2TD/cQP0fi8xiRdPfXGaL8bsmHuZgvp9Z+sxZvHtsz61TNwfV3XGnsnXKOzM7mHLS1a3sveqty3rsmuCmK8aWMdBe14lixjZt6CbWO/m9eMyG+Z/vGsV45UaoRSgHAmN+9c36pTDKwL0jumnQ+twBgMkq+BTMPTcX8+1g48/FH1C8VX5TgNrqV3yfWNB0Xv8aDKjOQ7Jk1pKXBVDvYcsp6VXkTBSbNDlBzmta66djze4wV63y9uQe0baYw2ZJwS/GWLwdeX4A5VNxbiWEzsM73FSgXuDXy6TyOaw6wNFuIZFLtnl1JrpJKunAgQR/92Z5Do9esY5DlUn6byLDnDoa859dx/NG3JY/ufz+0K2yJh/nve/I6JG3b+SciaqO8b7W+90YONGWMxmIPAJ14I4tKShD60QJkniNa5JPnoqEAA6zJJr6U5EhNnH2C81lzKOuRMlyUhSu9278ICa8AAAAAAADg8wxZ8ztiHZPlTe3xss4KP9tjS0wIykLU6369SMuVb8eKsqPkWJeQEEHxfMQ6hNwrpJLXLnkwLF7Z6+xIsKUe/wGL2d1r8QFeT2V0SeLxGzw/w3PgOAF4GVoEpOcmzix3aIo4nIF4zuRk2n1n7iqxTLbnbMbjSgW4ReivqePcVwy+cy1yx52SNHnCCL6caxwesV/77tRPPaHKSoh0rv6mrKf7NbFWS9h7KZP3V7j0v6nxA4AHkor8OC25IwDgflpkm4LRsvbtJLA+/QmvBqx/zTFb6W2pR133GsKpPCaGJ0cfDfPSOZRKLVNc8lCvvaax17hwDpeU7V7zetS+OInW9YMDsT6vaei2WBZvJva8q7ovbg0A+EUK+TFq7bJE2AC8hFaZzxFBGMLVsTNdUS4Y5MhDkKc/4VXLFZ5gPb07w6aV6MkKQaguqxbpha70cKoKUkZpT0LdY69xRd2XG1RTKpWJpEnY0CaBjiRhVpHTKfQHHiqA8ZjLcs4/8CpykUk57bc1rBIAlsGS31U5VDk4ViovS/wiHSCuY7ZcZkVDnvJ11Bb4DxJeAQAAAAAAwOdZZs1vC+5EUK3l/1mBeow2WY+B+qWCjIfV8uTKH3Ln1vo6Jg8XS5XRz9XJrawGhowFrGN9yCPvAhahLpf+EGH3eIEBxsC99EOUngl4UAA+TzZVipCl4yV/sZw54rnhiXQ8vM/xksM9kn1DIARasu17z+XZor+hWilpWFZa2DC2/lOxqEkYVFNuL5VrC2pCtUdTWvfsXhft7Tejb1xlvCGsLRfKovRjtxEB4FcozImzja7wMRA6AdbBkp1E2LO5rjfkfx+NqV+NkP8/QKsK2638NndopdI15cK5tNTOcoVSlz2PqlEc1MEfF+1WeOQ6hYYm3YW5VqO8yT5eHPhJRVGuZ3n7+QDMxHg+fWIugHuIo46ObYwdgGfZdXuUjKRbJdrHeqVqS/O++Px6Tvmd7H39r5ZQvmBuU/3NeLyIrRac+OF6fI8X4VvV57yFAzzD5yufJiVgkqEnQy1fXxZ6jWQMAKBQE/EDcJAzSjN+AJ7lpmjHu6h6Tev55zu0qrAkvAIAAAAAAIDP0+X53brcvn+4Xb/5Y4uO3xWtHZUe3xgrPEOuR+t+PUccH+JcyK8tuvdQe5y1HDu3f6vn93LoSmPJinlX9iP8DgBgMjLRzPkHAB7HG3E6KXLxLqzXH31tPnok7HmI8tvK6HDXJ+hQfnuxlKA4a52pMHWEQsff4/pm4x4D3oRl3vJmshu6r2dN+dNtBwD4MlouDeZdgGep1B1erP+qLKsPNdKqwr76VUcelr3QK6472KOuitp3PsDjJ3ll45OXb2se6UaPsQtvsqctFF/ddOmPhcaWep1iFmorAMCn2TJzMQAszaE7tLzKczatSvmy+tADfFr5nXKNJ3vPLpndbgy7UEMj5D7Jh3ltsG7uXDbrcx+l306Ptqchi054XhIlOAQmPACAu2HeXQtPAlL4PLlIxCeiNFqSVh3y3esjYB+ChFcAAAAAAADwed7r+TW8czLhU5EGS2AxvLQHJbS4Zn1s01raXTmFjsUOzQmvxJfYc3lGGEc7vdk7O4SCh5qIOwAA+FlkBJj4ebWlS3ADimy7a1FyN+bk8SaQ/W9nZZ/MLuQb0HlvwqsQ9IQ/NU2qOT5zIzQNLi0ZhlZoY2KvmhCKGTd3lcL+9//ZH1bMdZSEKz7u+FIVNpIUYNQZ7P5ZJoxEaWe1EQgAAOAreLP6ml/gsxiCvFuGjATnpxLWXuRgRfv9lWR7v5fwqtfrV3O8IwFSy7hyDUpHbP95I7Ykoqrb3V9u5fqF6D9zx2M9hvqwaqjPt3Pa/8tNJqKd8TYAAICfokK+uzw28QT/BtmkNg6icfJEBOJPRzwO4r3Kr6B1vpIJpu6os/XgQ3HTkjlJhWz2DXn3q4qulYvv0oO/iT4ZVN/ymTtXbRcAAMCDyIgyTXbZAwow/Ie2fC/WF6qSqE7kMmYf9Ea/jVcrv0PCVRoUmts9f54UxzfjWaMwWjH2Rtmfiu/o6/P0LAcAAAAuYlnEK4+8RgEmc/VwZNZl860hDdmWZ5KM2VgxZ1yokO0ZAAAAAAAAPs97Pb8DrBkXq0jO0icyD7/CklLIBKzsrtJi1dr3Ci9tMKysGY98EoICAACwIm+THT5Ea/TZKZfE5BJxPsnT9X8FkTNHkzOPbXct9/OE6p+/nX/+jp3RoA/x7mzPI3jbg8lQaJPwhtpMhw7td+oaYqPapH3GOh2zzDdcUwAA+CbeNzvAGDrznVh5Q7O6L9fwGzyQvGokPTmM3srvZXsegRIjP62eg4EDsnWgV62Vjn6fmURrD/pa4VNoMNZXbNaT6ihz9SRVABaMXYBPkX09CTzOcV2k3LBnZJ9mOSP3hg7GxjOItbxyDXB38YPLS0BmcPPbym/Dq4GqUBS2EYkUXDeQEfbc9dDNhFLH5cZt8ya/KgYRGOf8SLZpgNnsqeGHB9oPgCD8PRZLjgMOjjdGlOSW5IOT/brkS8oxr0i49VXiN6YMvmFnyqsY1Oog4RUAAAAAAAB8Htb8zlzzW/KSNobKVHlzR6fD30MSoizPp3VASS9xzWL/Ytnnn7hAuQPAw2TuISy7H8Zz3Zmv3g9RHPMZsOY3Kiq/X22Ys6NcrR2Ml4d4yRrgqbLB4s+d313zW3th5MPngYt5hLskYY2SEW0beX7WGpUt+i0ov3uL3+3vOTtL9ToKKxw9hCVv7seZOT7BTRwmBy+idP+UBKwt3Ydx8FK4ZsszRdmpVKKkTMP9DgfJ2Dj/DCYnJ+d4yTh9t+d3F7rsip2urVN1HmplF1T3u8Hqc7kJnGt5VyKXEbt57c7XyTy0l73n3opDQKLPX0QhEiaec2rnUcYBQAbPXFpINuW5J71RdyPEJO75h2gwXJyHTpKPp0cFdHi8745Y+FnPb3Xf1nj4Rni8lH29WZO9l/T0CDnqruIlIR8e1AeHktUR/tCsfkIoUMcd/QjgYk8+ALyMVRO0ZZJznljeVG1pmZVwMyhe2c7lX7AYgxPW9WZ8HmoEMdphicW1estFPlxhXogg4RUAAAAAAAB8nnd7fkuWhNh8EXurSuWWko/04rFKxrs7wnDUtjpO9kxY5S3TsFpZEURPUwxnXswa9QbiJd6JhZy1SW1URIPQxwBwO4UlXG+bkkbNpTICakU5CDqJX39U2LXk1X3M61u5BFOrq0ZvkeWvFmX5buW3RGcna/mbnhA+z+zHcrv4rimm+15IFqWU42mLLOMSQlxZ5ixYIzOOLYSLMem4B1a75r8ACjAAPMGr5vjWcFXFOVFUaCqblq1eS3B3/oFHGRwC7azS+OLE0V51/btWV8ZxV8pRdIqPi1jM3p3wqgbp+a1p+qyJyHkTmd7LwvGudspzExq/q22ijsObbN5LnWsePPCw6KRlLS8KWRuNa+tJ0vYSJuROYH6D2ymM46Xno5zAXhP65v+5mbNNPTIrzOcGJbj7ujufPVJeL6p28diMQwEz+1n1dkde/GrCKzdR2MKwMJdBk1HO+5odHJlQjOZBJUITWjx7cvJO2lMoyNrtjRmmX09ncjfI0PnwTCyp9P9r6E16AvAE2rhdWuk9MDxWWVmucD7Top4Uzy8siCIjh1ApJw/ZyaBC8Q1bRVWy3JwuVNAjnoxiI+EVAAAAAAAAfJ7f8fwerGSdjNpivjw6114RenBJXjXqPEUbEydT9HvyUnYNLczaCLG11t14HMisi+wAk/OruHiAGe+voZRvIXspuc5wN38DNhl6bxmLJe9v9D0ER+inIr+NeHR2R4TwHLgX0dfqWHIcN5RKr29nVbbsoazvTeT63PET+Z01v72Iye3xNRg1oc6l9ZuVZRXXP0eddCqsRihPsR/NhTrX8rQXiz9+jd6I5/rCGCasGXpFCOKvkZv3WtYiAkAbs9ctTwhXrlqXnFt/Cfdz95IkqacUltdUPWc863fjD9JZFtczUJ/67ppfxXLwCDJ2fTHFt2bfxCuruCBUa0zBaipvuIsFrPWJkOvnLaqjZNHlYVCGdUavwrmEHlYExRfgXjLPt3gubfLpdBoym/KZWLLdW+aON7W1lbvPT3hXPVnKc1Gnl2jO8O/+0Mq9RKCF9eWSdT2/SgcuE27ztELl9aBWKDOe9/fWhum567YKqKXUuC9MtvKGqLkgjrKrPfNGOV3t+AU6DQ2X6zLqusEcaubh88+PwZzxLUoD/u7rW/L4WpZETySdvqmIyytnteGv0ldGaUWy/aW5b2j7yhQsO7WanqpviYvmLRPPrxdjosp6MO+8cUpKxwo0CNfqZBx7Vwvn3fsA6L6euQfVbniz34R82Dks2fGx5o4ZS92QPntzn8/AeW/mDFKX/tzyYwEexnF9fjZc3Zh7TG9ECL/XR6tjhC9kFbunHQgCq63aOEzGaoc8mJ3jc7xxvlfudSnPrDIeXoVmTIgU3ngM17xlQJuT92A/y7ToBeu55nWozYRszwAAAAAAAPB51gt71kL4jjWkFZaFke1ZzholPYBH/1x3Sei1ssx4N2XR8jmq7/ertWlo2XdQaenVwkxqxgThSBMx7t8aCHt+IdZ1unz4IRq9V4zthRi5fGMmuSgpx/yb2+cSvTZARnL1ydvkGW+00/kHigiPrxk4Kb2uGXm7uDSg4n6/axx/K+x5FV4SKrtHN4FGPKiK4XeN6wNGYoZCJzve0pzXoU46xrU3FV9v3xY1Z7jQuBwhhOs9ec5L8Fp+XtCLltQwlF/GoAvmlq/cmlNDGzpClnvLksqyNGped64r+428Qd5ehr8+OvrrIt/F40qEPavFxGUF/XZzr+9V1gZbhWoh8Hdd//s8v94buWChS8qc2UkrWtd6PYANZRTrEJO1R1/NrRk4MC2tyQcHb/eOjbKc7urH89jzlnIKI3iNnQwQ8s2uNCyyrxrfb6XG+BM/T+Kb7QeF3AQrMiXqJ15htxCxYDRAnjCvacW8mZULvM/P+H6c4dH91xx7H0We0iK51IJXZITMCr7nRMkRljO2OI6voRSd5j62QKsKe4/yawlm1gaPd/IO64Cn3ebGSfSGHWSEDDkSHIYbvS6rDrFPrkxXKJLWyBxvVhBGKb+izOTgXdxaGUH++H3Ye+S+SodwWGVIEPXQ95PJzXP67uq+Vc/GN+OwiqrPIAwE61Gp/Lqf55cPoSgnjDz+PPSvrRc9OPrSMpdrSoaqvxoy1KvncpTfPpRx1+vUMuW72OBizMk1aM4u7zIB7zhoVWFJeAUAAAAAAACf57Y1v1LDTwy5UQhYyeogkzsNJ2Phc0WbvMxKbXp9Rbvd62+3kKwvtaw41nX2GHP2EOrWByjtqi7jKZS2jyjT4rR4WwNeM+lpxa7er7NpvGZFz7txEOuAb6DgAaq5BKVnTAgvmZ8qUPun6Dqc0BBop/J6PJlDpIo/GTR5fdHfPRjLnqXoxF0+OzPy7y8xwtv3M1jygxIN0xURqtQVJxnOHZ+7t+MAkeP7KnPBPcqvFrZUoNRBptLi0k6NApUiqtFCax8SXtQ+MpQoV6hdjyBuhfx03gitCvDxeZUbcRQjlPl4crusD5EzWeFY8DMs1JW+/xyvMdBN4Dx3yQ/2xZI4n5+lsOdhYZy9KEruWYFQimPFIBfGab7R4hJXrfxufnkZDsN9k7H3hxkut0bOR4kqm2ih2JrMKD5IGfLRxLp3rfktrg3c7P1yXuCi7ltqoriI2oRW4lKPcZMPu7krPUk5K0+64w1k+qdo/LceIuef+rb8K+AFOK/9EAU0491Kyo/2RflV8Dz46bP3MTASI+dN+sz4KHjMvXymP76EMM60ZD3WZJKutYEOWUyVNY1xGomo6u9JPaJNnui6z1JyuPxKP9SSeca0rMmtNTINM0qJtrqiJ7S6FV6X8Oouih048oEs6hqqqMXUDr4nJ5ZYwcxNgJmHzrlLywPwS5SUqE1MLj39UboW8QeUX5vSg+XyAV6B495oNlB+2cuJ8vs9FAPyxfNzg4fHq/zKW+xUZsVzcxe/xQfVKL/N7f4qTzlc3spgvalVkZWyXkubVO9xcDpE1QL+QcIrAAAAAAAAAINb3/PrtTB4w0k8LXdb1xQT4Sxr5Qzvr1nc09Y1w/Ob9XpZ4Uq/7vkNocp70uVZdNSjhT/j/Y3whDtfPvTVNawsyKMtlZGTceQiOhKHTIsEegt4ft/Pnv2aoKyO0ffrCZmWFf1VlshHTq/Xue9+2dUM4TTbJe5/PJ9QZFc/VqO+R165GWsjlO6I4PUm4D14JOw5hK1KuXQL0gPd/U0PysoJ/qyrVilXv1Tg0n47KcZsFo7dCp9r6sz8/DMCUeOk1XoP1Ag3yaKoX6W27wYawgilvgGp/MafN0XYzTwXfmbeCqFL+bXC5uBmcss4xDi3jKMzyBpi450M5UJru3a8N5lVsX0z4Nn7bgbrPQ7dN3u8tm/OQVlTfgvWPfSY8ntpT0GhKVr+vEJjSZjIbjDITRyNyrCXRwQg50kUdd/Kaz7K6x39ly/zqx6x6LyGP3w7JuGfEuY1KvoO5feleOYfxzj42Xul5h7BoLYWGRlNem9r74uS9/diWBL7WHVJab1kOL8YrhwyaVYW9Rr7e7C80xrcQ2uTi0T4t0uW5PlfKctp0Q2qo670DJxg6FpO+XV5MDs7ImdtSPa74wZ3PgBCWMgqeNBhfY/pMXioh7Scv0ex/arye6AZGAwhwT3OjDLVXX/dmxUj+m36vKXcyyi/N5IzOqD85nHKBD/dRytTkIFkVldxWBHPK4NcsmdUsSkKCCW3pLTLeT27pMHTtlZaFBvupXXxOItyxiO5b3RM9F8W95hVG5ruo8omhaIsRiu/JLwCAAAAAACAz/O/noNr8l0113H+CecLkoveRLe7sadRenussJxsU270+o4KRTitng0hPerlaQkNqrFO/VDonDXu9hCSl4y3ln/Hvf8qMl7ArXDfndeFPn0X279re5kPw7h5FuBtxM+f1vtAe4Yl3mRnFFPcDtM7Jubqcz7OHH/e+09EP00IK4UHedv19IztLZI3M8dImXTma9FiupTfXqK5Rf3t+iGzj/wiQs+mzUGGcJt9d1V03G3Eg6vUNnGIp+hN7vzU+cn6f0GZEBNM6bq1Gi3kmP75rNsxUvGV5x9dI08YUG2d8CDbdf43n2fKg/2njR5SMMrsBwviNOw1F58LJfaOCS3s0nlscm/uDzzbMh1b2+c/+VxeHYfcJuXrpntNuVfj9ehT5Qinkny0JQT73h/NGOW35E3a0klyi7bHReTqUCeygtSxyk3/yFo82bcVSvlpARXtVS2ycRkZZr7u4zI2hmkYL0G5biHcZ0GDAkKICmHevNQTkQGNOJ5jrmiMv7J+hl86V8giZYMhz64a+VIcc0ZzVLZjmJyHcfPbSH0mo/Cpj4cOBXGLC3V6Z6sotUvW4dRTRhuLu5TfJKNfrmEtE1FNW65ViQ+TUZR78fNjD3q3cT3nrWq5YEp/NCerqK1nQLGvpTAWi3Qcu4qh6TaU+UyLhJBC1M/1E5xYHuDzd4wW8CZ6nzd/aMmtcr+7ibxe3feViJwbKnNqz4xOal69CTfjjXy5HpIY0dXfCmXETq34HfSXRHVWWY42F3XfCWO9BRJeAQAAAAAAwOe551VHB9JUVvKWyjI1U5vifdkM64irjT3k3PW19Y+wVCr96w49rrTmeo4/LUxy3x4K7Xwk3HwFks5XPO/KfeKKFIju3WEe/DfT4Pnovgc84/5Xr8eTlK5LwRvDdYNX0en1rfVO3nZ/GOelvoKpt003hDgzryyE4vnc0s0nli6kiHh1OphaSbTrnm5eIYhA9kerCntvtmdLkQ3/LtxxHmfoqqYEFurNJpyaGVZmlFsV3hCd/4jMvDXV9iys97Z3y93lVsFJIf9+KxWVHUdfpjBrxddLMxxl55O/vvy5PrVoCP3rur9vEJagHe1ycr3gk3SGPS8bkus8r+7HH3P5bxHL90dIfrRdxemk8MgUmqKdWan66bHZ5fndRrzvJL5YlrWtuOHfscUXjlvHz2S/nma2fk0hST746tQWxddmUmvJvCYNGeY+lw8G0hgSH9Prnf41PA/zzHX7WS+6l8a1LGa/ZiJJ3OVyrdagejAAvAhlfFsCdqvA+ch8pshjB2/w+B7wLHgYqfRqjoOB4yEXOev2GDe2Z7bSPMrz+7zyK/Fa2yoGzhI3vsfUEu03RPkN/YOwNe2497heY0CVIl+q6xfo8O6j/FaS6WCPkW/EA4QxDwCPkNF+m549T85jLq9MXXkovj+Ccq2TazJpPHiMThdlvFE+TJyLg/SPbF1Phj1PIRNukr1/jeO8ypVZiSe0syL88wxNqJiMmkJ3j5CKRm+U9wBzDUyBHkVqTz44sSxuv0R07t7s6yi9jeTC/5WHzJdDjD5La+g6wNcZ4E3qMfwX21ID9zcM5BKiHMYZumU5nnLPDM8V92YxGlfoHz0Rh7Mg2zMAAAAAAAB8nvXCnkPwhQlkjk0PLO9vGvCdIblFC2VtPXKdcKktXjJx/2af59a9RBabSzsLViTXOU0IBSEESMHt+oUpTAyBY7xPQLHYEx0BkKEhDLJ67pq5PncUE8NBc1TJtTCWWXKstnGwN9mst3b8TJTlv7PmN4Q+5beznqo6rfWoRriP3DepK/4wuw+k4i4UVmtddfTff/vFN1xhHbb7NQGTHxAIqgtirQ/7FZzrgzNTy3+/n+tgov1/sT9nUVqSQ18D/KN2aU1xY1q2x9h+FvfwumHLgXDucpNWPHW++vVnuWSg4ld13TQdQsgHVXV66820J/pvIF9Z83snW7omVv7ehFQGHYN/D6kiuYXrIG1ZL9yKWlcUxx+vuz3bXipT6QTrnKqX8z6wZgAGoBlUbhrjS+FcH6ztl82R8Gv9OJOJHnqAX6V5njrkpTfcl5k2PiG3/OIj9hEGjM1hymdIozSLzrgBdcpyRq91bmVN5TdSSo/OOZWkv99H1tWE9Gpa5RnWF1URjLcZo2KGAnyU2TQQLQOCVIprBrxy/UuYr+dpsHRVo7roochdER5vp7U/DuGQ/pyPnOfoc4BlWP25coucIpjmTFm4n99Ga+i/+GiWaTr/Zl7DqOxaOX8kJLwCAAAAAACAz7Pmmt8Q7PW0lw+OMmZaMKxwRMX60mrZU9fJjvDoOCwupjPDs3Z3F000+if5raGdObR+H77eRYsCwPqZZ0+/sm6ykUzUBmNxIBXRMfQ7QETh3um+Xwoer0fvx4rovxD+BeyUto2C5+4kOkKem3SdUK5v2edSV3j4l9b8PrGGw5wxMxjZZ9Qo4I4TShS4AYqv5yY5qkkil3Nrd+Uu8cGb2NaJfICseE+DgbhYSfhVYZ0rXCmt4YG5PBG2CPAatn9Lq5SVYUPKPz+2yHIzyCgkZkLCvw5KziHqv9Gczg2WbDxOjyHi1vW7H2BN5VfQPCA8+2cmqCnJsCrIJnG6YS3f4WF2r7vVtsWTfC2FuhPFd0t/k9dQtXyhaD2Do9+nrUv6EiXBD6YwNMleSfBEMIW3YM3rmz6Xn0rxqDG+wj3idDAEIWNp9t84wHKmkY3H7CAaoxWbvbJW7hT1y6IIg09OkR819NcLex4ZQloSrj0TlDHZmO0aaJ0zQ3ZHdLtyg25iZB2TYbJPaJt8W0I5POFCqvVU1FX0EHeMMXXiWWnCqYrVvAnpBTAMEhehYKU+hd/EmJPOn7V5pjRupfCr3AuJcMy9AKtiKHOl5U2fGuMFOfBynysyr8dDfpQxWhHmWdtJo/IbgnPs7/bXT9w7Iej6yfEn+a3tBiDhFQAAAAAAAHyedcKeNU/P5YOzDNUyoIcDeuwFWrKpXXWJ/vu/lL7b67pXPZwzEdbXkSEGf8X/O4dsnEZIrKHnZms9j+GxPq6FZU1V6/4gnut4d3ixN3oCSzSsjOV5OefS2vvKeI6xZAPeRiKDOcbo68NvM17fS7CkISfuQd9+Kef4Myv8mWUWa5IbW+efD/B3HtvE59vzym/OvV1L5phRc8Qh6CSKqSNePYR/5yb3t+axSyjy7IG9XSe94ruIB+B90MmQ7BB9VdspyzXWG8E/zofeHX2UWduYXM6s5QLgJiqWtMTLM4r3lZh3rbouQmm8zdkmgFv4G8/m+HUYum99Ft3ISPlp36/dMzQHAUyBa1RJbglQZ18+v+bXY92uLM9yDooqk+3a7yMoKrCR9mut61D3b6VCiPPgHYRyncvxn7Zm19sPLuvobFb1VGYiEHLj/pH2O6IlluhT+D2MsRm/cq56/uuot6tMgLswHAKltayX/d44thuNZDXUJiOtrfsza0efpOBI0ij2+694fjXMc2+7C57z/Doe7C1lmoJ+NChKrnTNuu7BmkwuSVA0xbXgsVat/ZYC7GjsDMOT9LKWwpPjn+U5aoeq52xYmMEmN7kefXm5HjMnU2e0BMCteOf//d+9spX2bSEK/eL+gNchZK4zUuuRxtxIpVzSogCP8B4+5oH0WuM/gJRtj2tt6grHfh+MeqimUQ/zQsIrAAAAAAAA+DzPhD0boWJdbnun17e1bOVjM95EP65yjg8zPOkV7dhD+JfMoeE83FbS80+EFZao7TuDF4U914bVTDuXinDRqe0AkDjnL3U5S+nAFZ9vAHdQ4w09/7yUijlk5TWgI5YhOjalVbz12kvhqVLOiQ9tDn3OHfsWrOed2pdtN9Bza35HCdkZpa+pzFK4QTSYW995W7t+tSRX1SiPPWS7srBmN1tW5fqV+AaPr0OTsjcCVeteANEfrvtBuQ5TBJGGUM7PTOywNl7B9fxzE3fdmwAzqAwFLspiUblpAe5WzSN6/rYsi2iVL0eTczioOxecRbHR8HNK3MAlKiUFWPn43n6Lqe7DNym/0WxwWQ8bQv1Fyyk8teXtYr611tSK7TU9WOP1TdqhGQxE02ZQfUMVBm+uD6L//O0KZc/z6AiApAEr0qL8/h1wl/e3OdIBYBbGPCudvOmXG3jbHAQQU+kRLcpiQS/vUU+iFg2SMdDPYqTy3Kj72mU5++N1xr2Bym8Iizks7qKkP4j7qlWFvS/hlbRUDL77Rwok59x1TFqT2x5f7Ox5bOFMpKAN7scTo/RO7H/nE59HbgJPBNSoE2Vf7H/lavXV4DVGL4Hoz0sfrHAS27/2eMZMcl8CzGALalLEJe4dxj28nJIiJY3aIYg53/HMSMqc/czQPHF/H566ZXM6QW24tXtXr/arGQiMenne/wheWXDQc5iEVwAAAAAAAPB57vH8zvRITrQIHVYna91CyXKmNs1orzukcxtjCfOGxBTDJ4y1BzlqPJBe62TSJYb311FlllcaIKO+uFjSlf1uR3rVgmMdEMBstMHGAAS4kluHJX839jFf5ehkpaRRizSjyJP9tWtC2RewdIUgbpOK8eqSlXORjm95ZjlCnY8+GxUBeN+aX4cCvESc+gBF/dG1iYPXlLSuz5VDQ83sbZX9V7CcMLRyimUq7ey+PiuEP7aQmZwvH5T9br030X4BANYl91xNd/v3e0fekOT4Cllt+vOrJA8dfwbLZ7/CErpBidyYHXDds0sin5bZesk4GS+7qR3Y1qv3rfn9EVYbcL1W0cTyVLNGs/NO17zureczxDr89ieWd42tsl+Nt76bhe4fAACIMATV0uOxyhs1wJvlWX46g6yhXslr0lTOj3Gr/DGIiy4QR7i5FLqUiyFJiZbQ9n+V91dh5thfRvldTWmsYaWwm5rJ1VVcdG41ZY7uD628i1VIu8nj9u4heSVSUzuUat7OqDASAACAWcRKUDZM8u9PTfh0M1JJH1znU0r8arxNTrkon/GYHXAxf2E8xPL9DP3qMeU3GbsvGMwWp3JozVKl2KAZHJbTjkEjlXorLOEpxT8JpRYeavVSSCXYcz2iievNRpoQQtY4khMsXn/eAAAwDY+n8njGJE68uhV0at2nHBaX17O06ennXdRJhxLVJc8pRY+kRRZs8W6/yaMpx3vMHZ79N3rMD2brFWR7BgAAAAAAgM/ziOf3ruQD/yqrQITKVBkf9ndbWmK8ucxir7fXUjPr+sdhMbmmxO3MXquK9c2vw1j/ay5TevFYBgCAQVjPDu+DUjlee6/25ZBM7O8u6u7yDMZRXh458pD5vF68VplCOX+tT6xy5TN81LK4S903Ckpv8P4eMnGpWwhrf4Zbsz3/O7C1xkK5YtMQod05SaiRtFu0YbZCrJWfCbewrro3q3LtoNla++AmBTQJv7L67rLzR8jcQyF89JwBAKCNhuey10CupebIPoOMkGDXc6tGecwc7lmf2KrkWKlK1PPLyKvJ/hMU4Bp8mXwzx59/FmK/jgn320kyhp1eWpYW3E7XWGw7cpmEV9Xc6JWLbzI18VIwlogcF3Rfe9zFeN/768oaHBrW16oVzrFUwh+apT26vm+wsgIAwE1UPpc9fhLN8O4S3A3lIfHeKvt6ZYoe2eNUgqK6a9/1mpR5/kl/6JGV7szhcrnO27//u+qf5WSbjdHWEXLvJbpi1T6p0CmGVXmb53c0JQvX5cOY+qL/bE9mYbBu5pcJiLZkPb65cjQFtnKg3umFD6FuEjXbppzjktbGGVjnfvkAAAA/jQj9bYk4s3A/cyoi9O42olue2+4yDZnFJX9u5X2foDYJ1JIyyUjZePA1WrK/JNXn3NZDJLwCAAAAAACAz/M5z+80z1zk5b2k1Jf11XgnteNH42hPsc8iS1bPupG7vb9ecl786L9/P69sNRtFxnr5M30AAAB5jNDimue08ti9bvc8b2o9bgNDfLU1v948ImaZ0WfXc7hBFkvWSf9tiz2wtf1UIxqMkuWWkkk0ubHg0a5dvy139y492Pdr9MOtkahebvL8dim/IWxpf93VgUoH3XID5OrVfnOEcUxVgmvCYDJlRP8lN0z1xDhAAY7bMxJ1MtjFua8ySczCazC5fAAAmMTK69W+hCrctJflDUW2lLinlN8R72C1nCPRf/ljHcfVKkCXY52yW+0SsksIfIlBstxSclnDOSX95pHbWw0fSuy/Or0+2Z9VCnDb6OlOeKVa6R7gzsEv13DsIWQXppcmjsvAG/nwydCzlqbmmsuHyNFXemOc/O1fWiDvXd+jPUCkEvyF11eN5OyOm8YrAPwou3huMMeMZVc/hhDCLUlyzmt71HPT81ZNrPXXnjtf2yNRZVlD5ulp5ohzTBSpjdtTw+UEi/qySvH9++5OjhUbl6Jxpd77auXfoNvzm3x7yPNbXfeISV0R/GXIiIdL2zUv6wRPqRaSkzl0KM2vPbIoeONDsM/DsqAtZUm8E6svQ6MVHwCgh95nPeTJCM3dfd3q6Wyop1VWUb2slRFtrvJbPeEaHed71jPA83sR5Vqu3496flUvqzfiTjvPHs+v09ucrX8G7nNqGz0kvAIAAAAAAIDPM8Tz+8j6v9hDV1u35d3r9QYf5TasF7nFA5nxAN9lRTzrHD1W4lCOuPxKK9xQj/sbyXlZ7rLiAwDE4P2dxyzPb6V3slqWy4RrW+WrkZzih13+FnTZpkbOy9WdJJ06/xS4MVovxxD5v9GTna37qWUSMnqzuK4u1HluO49Xyzs+OO6p2+beyZ7fV4c9K01wHWeG/w4Khc4qWrnJ9NKgf2VtyU6dDAiZ6WG28qsVX3u+PytcofwCwBPknukov3MpKcDHB2tNTGWZxXpyKMpFSYqtDT2+iy7l16LzHKW86erb5MAGWsbLanOAcQ6xCJWEhzuNT8kadUVXOH9vGOulMpN95f4zcMmcbaO9O+HVY4zq9FGuz78yTMtiX7H/ysrdWYvTY9mtOi6kXvNLvzV45rsYYVS5iy34EyekhwIAtHEoV3K+VOajPYRbkjH9DJl5/1Qyld9L16Dq8ji9nclYqJTwS4kyj6Y0Ke7O4w6ld7ji+3e8lBO9nvHjw/m6pjstBR2yx/LEcuhxzxTGYWywkZzzX/Q93aGzP51zwlvn4KGe33PLyp3htLLkjq/9qTok+PhQ8iInH4xGVXruSrS8H69pXOS89Mb+x3/Z+mo8mLlyvLxtgij0u5Ul81XnCABr4hDcl5cz3kqDjPBUGOQZrizqzr5LNVRELjkVhxqPWbYMWc5Iar14URRG8TWdI9tc0Xdavwe57W4qxkxxHHZGKtQYcNTr6Kh7+r0/0fNLwisAAAAAAAD4PO8Ne+6gNkQl3ml6SMZlcYBeYbWhRVhPjCVV/uIqdh5p0byEWrSW2WrN7WUFq6QXERp29teMEC0AAINPhkCuTBSeuVTfa+2JZCRPW/cQ0te8FNBytMTbRjwDLa+b70B/JWrYulG39cxPql7l+b8Pkg8Hoy153JUIBk2m7l2W1+T1VXSdTfntevAczvsrasfIpYq/F/YsUWeDdJ9VHgTFcN5C6IJ5/KCQaIsRYc/FMgeGPQ8Zx5rR4U33Rgj9ywQAAFrxCuwwlp7w04FtUD4mdc+QWbzlnpHXkYKQjNdS6LBS2TQDfUnefTrUtWbcRf22jIzVqSu0vCmml1KY/yOGDmHAyPdHW2f9pOf3QumCtqzfyE2E16LrypUFxPzVpSV2cq3LjCy+LW0rcbZt4A3UXOaq1u0VMSzGAADTYf65l8lG8J42SC/anomOO/ZvVSJqDtO8e1aSU83BO0XRsbSY2GuttTFzv63i7Z2aLOwmLgaPaJyeicYGezlzHHK0Vd3Fo37D+t7Lx4l9MFT57bJErTpolckgl55+38PlnJJsedF5atna4gmpZfAn3bmQYlitrIrwW8/+wapj9o37g8wwaAAAwEMII7j2e/aVK5ORMpH1/t0ZioNWrupwUBSz4yfZV1MMO5byKq/bS5/d3r5dml0olSE1RtytAHv2mSbveSMOwrj7hYRXAAAAAAAA8HmGeH6bvYzS+nGX5WaAtzk51Aq/ydUhvMAjQ2AuVpqFvOst3t8QKi2kionoYqHdxK43WtgAAACWppAvI0uvvGE8871eXhlCOgqrvN38Uiqw3YuVy91SCl+9lKMsk3sTq4RityATSa0og8plmmqkg0atLuRpx+Clmd3K7+vDDVrarkwwRz9sreVv1/3V7G9Wmdbal8x6mCexFNHRlbjm9b8+Gh1SYTRpqUyEblh3BwAP82ZB9xOUngGRUHqbH+MlD6WcnFyz1G30PXCRkQYpFSPJhf6+TvcI0flIp9TETm9NoiX793TQhes2b9I0Ux/KzCsz5/wu5dda1F9VRvLByQDLgtuKoR1ntKdrDDtugqTNxyGasnysJWhsy2iFJ57I5HoHWfdJoV9znmSZVMCsR1uHPfBmOyeRpyIdRlC7/hoAnuXlXp0TLXcGLEEsjzx1ie5cG+lBUzYSOSWSBWTyqafOJ1flaormau05EXOVKbdeQhoqq5B6QmG8tIylpv5tmQdimdi4b0IQ905LNKhC16uOthHabwuWZeH8ox8Tot/di+YdHXyMRcv5WjWIHDdOK60D+u55+NJO5w0lj9nltqfRrH1v5StCNcCX4T6Fkfw9wyzZqVv2UerLCcZvQi6vKvk5LAW46CyaJK/dJks527+UbJfDOJkupe3vj3csVZf9V14Sll04JqdbnT836FfJsUl72s7+U686ynkBz31q+sk7kcQhy7uYqM2ngl3W+VHz8N7NQI9ftUWzYiKXFujkxdyKNznZPhPFy/xavnAOAABQhfqWi78PMzzAsSxV62uJBebSe3ZnvmImbsdFUdjt+krri9UItT95c8sc30osXz39/H+N4huC2U7Na2mJqGqZe6ILDqXmXtuTD/Z+iX5WiDBtjgx2QLZnAAAAAAAA+DzvDHsOwbFAwT5Oc/xpDuNZntZma0bs2Qx6+4pFdoYhVWxuRlsjW12GsKhmHb9vsSICAICfmqgryLMrcpLWn3G4cm4/R12XqpxeWU2mK4qLE8OqtfLPpXKdnma3t3Ag07xxFfLeFLmtEDU6HCHPy4tpekMnRCecZcsPg8PotfXKVctY1X3bWvhe5bcVOTHLmbLxYh8DsmZgFh8iFq3a76yb+69c61UE526Ffum98WSIVNN1UDf8a0/54AnHAgCUuFt4ewOasZs+aqMm7LW332sUIU2gjsoJwS4rNrTn9uulRrnprkv082yFfhhPKL+acezu8O64vsw4vDMRWm9IdZWhynJUuRTfvx8a+NSaXxfR2hQZey5/rxmA3nfLqRmPi42WhTQeOOtmthTxcF1Lcxe1k0Qy/xnGBXU8eC6iZdlCWAWAVpT5qWlOsRSHL1BYUwYVrDo2Do90ZfsuCtTf/6WxMkwBGTAuE6X/j7cmBbsVRcY/+zMXDjqhDf9Vru9ysZfceF1LVXkS0Hnulf3vTzyW1Xt5whz+PeW35GHr7MEa5bbl+KEspFx5zvvUIzutsN19XBEB4Opi5UGHBwIAmhklDMh5aaFnBryb3mHkVjQPh4U0RM+QtfaB4mSvAmzcq8c9/ColeLbX1+HIOPsr9kLe6QUWjZLn6Rkris44heFjKxrLm9we5pwHCa8AAAAAAADg83zP8xuMMNbLhkIBzhCYyyGHt1Cz3og6p1rk9uvHN1ryZ3p8XaEYN1hM33ptAOAjEA4Ms+h5rh3j0js4teiFfz+dzTnDKTVvnsPDdCkjqsvljdP64+/5vwVfRGFw7Hdp6AuIE4CVMNeCFivpkCmPKmd4gGVZYlxp+x/jbVPGrlbmU0s+vO8CL5WhdfeoyItPKr+SZGwMWuN0mZD2cy4TO10bMXUgPinMFNZKu4qI+mr0ecxKFuAOwWHtGQCMYrMFJBfRXBQ/ojDKwSMoCquH4/kbP1vPcS3yu8ho6Jpxfi4NLuzvXfZ2KgLH94KcqOaZCWIOmCg/zeKi0GYa3bxMbFBftIyZLgp1XBTDQe2ZnkW6UgbW1rQnoeChvc3fzPZsWP6uH3zlDFmHEN0wlkWkewAr6zweW1faOOFoE+Goe/Fx5fdgkOEFAKAaMa9e5i9FIU6/vAzpFTz/QDM9RhejvKL3VJEJkmvZIDOUlgdnlbOMnGLeP6X9OxTYmUud1boG3EeJMWBEXY2GlLO+gpf98TlEm9MuH+x9c8yQkdW2VczJyavBlH1bVdhven618AHZubkwBjnJZi5cfEhSV1zO7Bnpb3QsIbQ0eDmTQf33udebLOt43CKK4AUAC6DNuce8nXs8vpHRXpJfZ7YNN1FAIgeCGvHQSK4oVdCOf4+9ylntt4GGSLo7ZZshESJ7KvJ1n0OL3KmUcf6mKISJx90saBJW1E9h3ydkX9VjrrTpeD2pJJ63R3vdSXgFAAAAAAAAn+ebYc9ejDCWbFSPIyRXCz+RazrsCj7CqJDxhvKSsuMvcWjfoDCPx8NgAAA8OEJHPxcmLE9oF/9DPc4Q5FHP9eI4LCwt85Z9ScDkiPiT+108WMoBnjK0g9TjOuSXEbJP1dxg1JVEVyrnWluPJ4T+XDN71/hcAatv//08lbOPxL2a7btonrH2a1Vhf1f5NQaCVFiz2Zud4QRLhCI/gRIuojFL+TXLnRAGQlgdACxPTmnpFTzfghSoQvjeOd6F1pchL6zK47uVi17DeCz4SaNIRlYYIV9Mk30i2TUW0+Ntww3/mfJq+6/JAHejw8XUDVafRzq03xHyshXabhnPPOPgXcpvckY3k7HiNU1Y+3Xu1A8Ar/VUHhPvGFtWi2nyGye3lgcDQhQAvAbrGZwTjt6Ap/2/ouTfya5+LD8XcwpGUOQqWU6rUTz+IOS3PaTeW7fhfqSRPsbp0QxBUco0RW2U8lvhBLocF0Q/x0h5erDiG7dhtHPk0/NIo5HJS0kPR/mVZfQeHyO031zHaBbzTw/8UWiCh7S21hx7/ulrixzKZqa/wkODMQAA8BAewRnldy618p1X+91TMaHFIyoP3uXvWvtLHuDG9pzHNyp4rUpszXuDE2eD4YSorl+T+eQ1dsiE0X/17bCLzB+X6fdPO0ImK8A5Riu/JLwCAAAAAACAz/Psmt9WD7AWZjzDylKwcsilDliPnZTMp5njhlvsc55oUZFMxz7tnc0AAFDHrogUznBb5u0XIIS++PnbGn4riR2SqgdyguerxvMbH3TII6PfzSrp8fCaZQY7vHxUqLN3GWOJVs/+J+cUowPu8AaP9vx2vef3zNR1UHuh49HpCXu9my1k31f7lPu/i3hmD0GZ5aP9LHqv00rXWbvGhf7I3Wt7CMPfRwYA8CqKCxRvaQWUeNOz6gh91sZWdB45mS2EvKhzUb5uEPCqFCQtZPuGNvbUYSnnZz+3GiyMa7wJ2bY0FkrI61NT3ikLJgW+GKP98jxnDMtEtu6cu7o8v0fNSWr3Si+uKM51zFnVoI7w1OWhyxgwm11M7nLbdVeTxyxa1oR3/ukr+1qgv/4p7QEAeCOOeXLKHFnrzZURZL80Z7d42lbAG/31d2KujLyZ8apGFg7yMCfl1mCcn1XkY+s0Cx5qGUnnGoul61VxfXOYbelQqF91r/Uw4B6xkDrWI55fyRnGUJxJCttKbJGloUXh9tIwyC8P30Wtqvv5R2xbnfi6i+0jym467IawIwAAqMMThZN7J+vn0Ay8u6+fVkbzCGkyjql4RHLFzGEw1DFiyNnWOR79s5qscgldP/8sTKcn+WeIojBCyKiEDSH1o1Q+El4BAAAAAADA5xni+Y219mL671HcbLFNXe2p1Vg25e0WVYvLWoa7z+3Jvtyu13M1KyoAwOqs5OEpviv+CyjyiRol3LIEbRHi9jctjTLWC59iTocc1x3inCnYvQY15yn+Y8o6zdizm5GbeucE89AOT625Zhe5bxg9MrQW3VHD0LDnR9CU4MGTTHJjGiHXvYvrp9OYAGBGtr/XIiY/+gQAoMw0JSAq1/18W/1ZPRmplOxyvfSqinAmRLnremoGgihMuKRca0wf739lq0vBJI610kkyoTD/Hmnto2R35/G5tcdWYq78huvxLIMTGLpRLlfTXf3Xrfx6DCF3WXovVroRdWoTS+6h2ahc3oqzjbHCy80syBg7VvJqAADczszcDLV1D05Y80oajPOqIrzKc825njDa1RwHysd/28TGmjFzqxzQ4L612ieTTo2SZ9XEY0Yb9AK0g8vHJOJ75cnUKrPIymXka8me0pm6lN/NOQm9Ovw302ZPSIwaOuEo+2m4ieu4xcoLAPAGHl6eEkL4MQ23j26P1RPyXckIffmgM2OILGcA/+ufJBmtpdzH+23R7VTRWUNDnPfK4dXgtbbOzVzGKe6XUt/8vHwYR2zsQnd8KJS861VH2znCL//p+55/JhFNgK4Mjj1tyXn8nFaMxyfI3sH2qzexZDWrOADAGzA1FmWfUfOr8Xx+/Hl8Fw1eFpf3VAqwd/elZyyJ/UbJ260huLcRKY9aN92ldzQrgDJktlTGTSHbXn5mbvEy3NPbVhrZngEAAAAAAODzjEl45VgfcAn/nWEFUdYZZR2/nWE6icXs2NBrSrvLeoolagz0IwBAHVr0VPxMFt6brue18PapxfzCPD5pbd1+/vnH7cvcHJ5e5et5qGdlWmto9eNEsrHqpb7BRdrs/fzA+vzpus/biEOgH2zG8GzPcdazE+1BFsL4geAId44zGzZP0Mpa5zN4PDr3XEC5ekPI8I6n10k/XT8AAPwE8TNxllBECGJK0xLpF+Z5yRk+5LjTFFv1tTdvwWkcmFbVrL5S2v92ZRl89Nptxiq/cRav2NIklMUQbZtCxhM9NJGTUk9z4og7LFy5hR8ab5rcAQB+jTcL5ApTIsde3ifdZBTVRD5zGO5fyRbyyriUUbX9vjSOlL6ofQ1Q4ui6y7sZ6xmTqyo1Q/K122YajmjhwqHdfX3ve34fnDyK3tgexXz7dxG9D41L5r1SuHSPgCNDvqxwM63cxSy3AADwRyl0GMBADdl9KOvqVOT51ez/ZZTzrM14HEc7WmU2k1FunzDMSP3BiiBZ/lWnq7G191lvhnoSXgEAAAAAAMDnme75XWXth/qSbdGmrmbWWjD2q8FMs2Bontrq9glrrmpJs8r9FSsoAMCb+ICH4YuOxq/AtfkRKpIPPSkOdr+HupOkbnmDbP/+T9aGx79DSmWy4lFxz2OVX+OBfFmvc3DHYFAU0qdvooOLwpl50iT314R+S0KwzR0zv/Ve34+tXQMAAAMlaSRMomZ9nZbgKbP+9ZLv5O//y2ounuvro+TkUS8b1+4kcabFAj39VI9cf56Zq0bpb9u+txe1nYHwl//s/ZMPk9HWREXKb3JDay5Qrzu4UFcLSX+1uqYL1+fSD6XkGPkq0jKd589kCwBQwZc8DJcwqHCex5lQpyv8CU5Grc+M5IRNXLNcVALP9ZewitFiglw9C8b2YAoRq95fLfqVX2f4VXFM3LRYPqv8iuOPj8VBPSEEzVJIu24wh2I76jyOB+Iefa/JJHi2ickEAGAsCyxFUtkTPYrnwIqUZBIUYBjFS5Z4MK4nYiwLNX90QMIrAAAAAAAA+DxDPL8HlqdVWpn3PYlu6grn/VdZqLYSaetu3SG4E9crxWHDxQiUlvW1MnX7yqEklw8AANDEqCiiWSjP1CXb+euUwtALchjPdXAz0PO7CT1kNMxVN3KOiyc9v9t//9RrbilvowbIFv2zdjF+O9sRL1TfisX9x995xWG9xz9P3ZdjjP3M96uFzOXelX9Jxf9+y7UPAAAWpzTf15bzJNu//87nMM+o9SjJXZY8CL/FiPlkwlha0dEDlSj6Vg1dyu9+mI+Ph+bx4IqtK8fmPT02UT5rsZRa0SnVAz2nzBvse0M9f/22H59FGyryRV3KSmShjFBTanPcj5tyfadzjI8VBDMAgJVQ5nzPPGnN4ZfnxVPz7RbKyhWsj9eRAN9loJPLO5ZyU0eNnF4r556BsMiqr6D7VUeXgbT/+18NzZ0YJqy1qTvEYQv6O7scdbvqPZTJaJ8zgfbhla1IBtVl9HccfOxzp9UsrouHKABAB3EmKeW35NWA+7/fAKpRZJx4O4CbaCx5k6kd+8Zy9WV/Y3sTQr+5vP4IloOEVwAAAAAAAPB5uj2/kuwaHWkFHB7IH64eZsOjetm9ZJG0vK+RV7jZaBT1w5kErKWwloQADitacLRn1URZAAC/Rs0a2fP5F+8vvL8XL8alEvg8I+U0xgw8wKkSKDKqtqQvhDTa0CPeHvNuSZ6GdejK9ixntK7kFCMergMGnnoOpbZ1KsFb9EENy9j133MRbFb5Krv6cTlIfgIAELELHUV7KBjPrFPvrXymDZmHCYNdmzhclNB3WI1S6LOxoSbs+ZznCnpFMh9yv9xKqwo7xPNbVK6czIqV18Zlrg3Vnmnh0W503urri3fRL+KYEOy1we52iDUS1cd34vUeq54KAAD4h7Zud+Cc2T0PK8LkrfM6wmmZw4ul5W8BeJrNllUTUTIjW06JWuSGeQXdym/RCtzwoGlSQA20BfC+g/41xv1cblSCLxZ4RcG9GBcMBfkMnVYW+1eh9FXJSN87fxA2DQDQRunZdFFWvc8m57KY1yGNyQiqOtF4ob9gSXpl3QLHvFn0MHNPvJLha35PoofsLWNDsyaff+TG9jJdOAWHxCNt7LwnH5SChOKrHV/98FKUea1Pu9c+21VX/AAA8GPIh8iebtY3+MtPMkD3lBeVcZtSnfEQ/WQ2a01Q0qLKPmX1gE8zab1tdnr4pTnjg5DtGQAAAAAAAD5PV8KrLfcWaOENdFmLE/Oyg7iCGUk0ZNjzAM+xWpa0rh/nI+qzrta5e6ZMWaW+IUPJc+xct1uCxFYAABOJn2ueuXbSs3VoeUYdSdOVJDc/FcKoePK9QiDPZliaDtdvNryZMb8sjya8+teKkKwTCaFi8PQOsCcHaOFBvplf/m27rEc2+tLkON4I8bK2maHQysGXtWNGG4rNrF1zDQDwdbyKoCcBg/NZ65qLPW1q5aF5XpOVfnk5a2kY/Gq/wAvpGKxaQlkU3+8yRvmV3lf5YB1tJY7LXGFgSmU/XiNreHBVOs4l+4oksV1917FSt6U8dyW+WOF6AQCswn59hDoP6V+HtupcXFqTumq734KQz0joAxDMXDY/bRn7MEM9v4dSNTwroOZJvpHa+i6CTG9fbKEpoZQVCZAoyeefY4f6ugAAYDITEro0M+uBrIUpa8ZlhNE+lLc65PaB8DtK0F3nuVJ/am3Zot9mLPuARyHhFQAAAAAAAHyeOa86isOULAtJNhNUur1qfVJvffKY0n5W+0ZZh8QrhzQcby/499umeIYzHt9hr80AAICEYojpYl7f2jDtzupgJjzPYRZahEi8LLAUQVKbC6ExTNNczifLZTL6DGOU30g528N/ilV2DHqyEBt1NKGsbxk+39/xAMnUkSjGWxoudrDLCSUjWLHgHwBgIg4jbDb/Qm15rcxeEhMr1UpGZoBH+RU5aPB5nve0Mn9ouXK0Yy+/G+3ryUeTPaTGmfcrY+QDzPH8roZY33KE8BdvlDcN5EwGaUXXPUG4AABYEIey+amlaNHzashzKWfU1UKjXt15AAtRUHQzhxR/v8jtvQY5R1Rncb99reXL4KNf+bW8qgWl0vJKDn8gSYtMru7WMldGybzdff4AALAEm/llIFbSSY9XJAT/c/2u5xPSKsAcnPfvFt1/l3dua8vyLgcGU+m9RMNwf0MGEl4BAAAAAADA59n2vSfA6GpaqXqnbQjpGp/SWuAWS45mBdISdtSU/QXLUkW4CO/7AwC4GcccfWtOBiN5TTbiyzgHT4KvbNWeczY8UOSxAJhEZdSGtrbf8gjX8sjcyLxyO60q7FDl99yiPQALD7lblTCU338YHW+GuAEAwH0Utd+H0EKhK9fiuZ8trcuhLIM6zzK4C1WY+ggZI9UIiiHQpeNrf2hdDsEyisdoVWG71/wKh2pzxrXzgWQcOzoxU9c4/VLGN6OtWma+Jr488QMAzGbxeTNRYCu8P2oSm2wllZDjAp5AyYUTQvC9snPx+/1kwH1V8vJq24R9LVu2pTck800k7zatGX7LNYOTLuV3ExfcfMjI0WpkJj4V3zustaMtP/Hhs5TgOz0Af+W1po4PIegedgAA+C5RksUllE4l6SPAMDSlzb/rhdcMzUEGpRqnljSylYxaubIvcnoQ5cT6ijeJ32suHByQ8AoAAAAAAAA+z9j3/G4ZT2HsBYzdgfG+d1lPMl7fEZ7b5DytshrqsYxZzR7aUhuU0JDs/uJYV5gPAAC8Dk9ElpXM8nLo7Gc/nhkYTSmZWwvRa3y6CnrBGlS1eUbCPPU3JcLEElc1TO/8nmmfqB/ey1jlN4Si4vv3tThuagZxF0rog3sdkkQo/5cMdvHd2XpCk9Yv1azTVg0YOZggAADWpEdyr0g6ZRpCeT7Am1DkxWQIZ+Q0j1yrOk9yBd3NiLW+55+/Ig+Fc7/qB3tIl1emBenyqNZ/yXQnyt7F9bXWBn9m3vra+VQwXvl1klW4lLXERaWx0es5XLE22pko1K2WuQkKMNkvAQB+DC23xgiPkcz1sMVfAF6KuF+yUQsOY4+2Ll4qXxbTEsRNQCae0uRN81WnzvNQdTjlWEt23ve0rks7pYf5BZ51yNP1qqOtYmSa4brJh/oyzsNrB6NRYDLB1ZRbameP4ivqSQtvK+dsjud4YZljAgAAeCGasHn+KR/r+QnDKnyGWbKPQw7VuP3eMsK8W1Db3jMf1eDRJWS9yrkjA69BqwpLwisAAAAAAAD4PPeEPecSH4mwAs+aYe3w1napmyMrzx5COXFVDV6vb6nOwdYm93mKdc0AAPBetvgZbM3re/YrwLepjZCroSCHRk1Ivt8miw1eapfIm2HxOSVaW3y0kxDod3Pfmt/CQ7V2IE0NORAD/aITOsKNs01yhHdH/13rnHyDuc+TGx0A4PW4pvKC8Tn7SORZAW8mksduDzPWct+Ef+05/p8uH87IjROMeUNMKGeKnHhNbq8zanDenFuNEDCMxxJeSS5jPh5Ih8VNPmUND3FS6GDUGzaefN5yA0ijw/En3iDXuAAAwDfQhElJKepKiera5RceIPBGJil9zYhkWbe0rbIemdyqpb7LeUblqjJrK4YCbBo4CuudUYDfxzzl12udkdnvjOxq3ofo0PHntBDNHPOzrY0XC73sf0KcAQB+g4p5/vJc0jxU8XPkBqM0wFB2RYRdadwO9l6OIFZUuxRgjSevh6zbOD8U4HcxT/ltDEcIIaRKWIgGllV25CGO3xnW1Z6/44ZPMk5hYOoNXlpH3BvinOswJgcAgDUoGKer388rnyOjIohQogESpqw9LXg6Y6QDZbhCPknxVdSMYt0h5BX7W8LQYQhkewYAAAAAAIDPs8yaX0lr2IT1kvAua0xk/R65SP4sXvFQD7HiPRWCUVonBgAA76B30h6xfEZbn0eIIUzmTYnbngi7TbywnZGS2jmYpxTVszWcc7yO+PyoJNyqZYonHobzOc+vdROcS49a78q/ZFZmtHDlIN/Cf23dtn9tO9s3OnxFW3dV2t9bZk3ZofMaAADA+0AIhJdxynWrjl1DHr2t+k3IrOcPvm7TZHVNlj72u1QTLaXYQvRDJJO6HGh/BRxl7XuTWKui9g0swzOe30YvbGJRUSw0pQE/0jrWbBU0Fhok65XlfjX1eC3loi8vfWwhFvwnzVowGQMAALwQ41nC+jqYBuMpS6y4tno6911P86NXGP0ezQcyglIJonSRvE1mEIk8zbhahmXDnk9rjzUg5UCPshWfCuSMrHNHfeefcciQbRlqXTW5WIlK1IqVRf2F/Z1NqPwBAAAA4EFQVso0ytYXRTNa5reH4AtfNpwr3aL+RKcNSvB6fC7sGQAAAAAAAECyrOdX89jKlOoX44kWCr2L40KHVUd4YYNivRpOr+c61y55Psqh2m/SI296wLFsAQDAAO543AKEEC7rSZdm1tIyT7l/HaQla92lbG6Uf/Hy1q5ffunSutYQcRjPM8pvS2Y2eZxWhlCA41Do87BBg+6y5nXQU9lS0qdkHBThJlpdWtj0rDByAACAhOhZFX8HmMlPril3KJQXWdxIWlUsY0R/Opb27fuguq7VJksuVWfdxGWX0M9ant94omkZNNIjrCm6rTdCZm3CJUmVtw5N6RRK+t03jsfAkEw2v/JQAACA5+BZA7MRctlPeeqcntTTKFDZHzOdOI0/t1W3Xc//4giLFN6c/P6ThpXFWEf5jZXK2FrjDW3IpXlT43frm3gpUrEouRa1K+HGueRZlzpaU9nl2CpvQm5UAAAA+DhTFLZVaQwljhPMZop+dR8m48Bw0NU4rH7KsLIgJLwCAAAAAACAz/O851d6QmXiqq1gGYmOz1mXkmjdAdaWqlcqZRJMXcJIxH6xh/ni+B1pLcLqBAAAAL+MJW/inbsQh+2W1tS+yusbRULODn//qaiCBXle+TUSLxWTW4VwOaA0foZkfHaS3CjetRSFLHnN9whrCwAAAADyKDKbKTo9lQNlVqZjZ+jz4fDZQj7s+VWKr4NY6R/e/xhYbuV55bcH70AR+3VZb5QMc9Lr67HoSG9x4rlWzU51TT2OZW0BAAAAQAFF+bskKBLbY8zswzfIXXcqmnukAH5NpCzl3Y1zE7Wi5fIhCda9rKP8OtKWj6xr5PFZS5nymxUmsp9/5tCapQ8AAADgV/FmQtYYJndZCVMvH57l7SJmnGzXVIA7FV9rOSPcBwmvAAAAAAAA4POg/I5gu2ZAD1vImr72XQmV3vRDtu0/y1DWK7wr/67N+9ekN5vkAAAAAGZhyGI9zIrq88ibLYWeMmNDuVskcL7aq/l3DkO7Nk5qq+gBRVkfhrFO2HMI71bMSlmp411l2MMx4o1Mc/F+lzoy+56xJ7MyfbmyQTjrfvN1BwAAgO/Q+M7bHMm6YSmrrYBYc9oT3htCm/K8HIZc3kQk56PfPsu27+3De/vEyJ6MseY37nXVI5u5ObScWOZ+T18ix6SxRDsBAAAADmZl9g2G7luSg0R7hstOHUrZT8hxnUrr6fnd8oaFn+jLQbSqsGt5flemNQubSOS1hyg1fLSPdZyZbS6kXt6iQj0bRzZEAAAAgOX5k6FmeOpOkdKbOXi2t7CzfBKq2sR+QsKa14A1vwAAAAAAAPB58PzeQWT1Udd8aJTCnmNr4d/nzleP9dFhNTTXwgAAAAA8ycR1mpeIPc1zOjH0+kLhHOUqRy3aFO9vnmyocyEUGsbyHuX3yRtq5ID0noMxEV3CmTf5Q3jmJdkDHgoX3ZfJEwAAAFZBWcIW/ZRsi3+ztsvlaokjwDj2CbyK2eUckONCCPVKLUaE+bwn4VVppvniIFEy78UL5qfWeeBIwDAtGcQXrykAAAC8mxHa74oJppxturytxNrn/PMRCn1zWb89wJP7uf6bwLcTXokBF6cdf+W48FrFlAn1TJYlJ16v0uqs2923nWngPRMoAAAAwDIYiUrd+3aygnewJLdpnux3Cu1/lMLf4+tRCHE+D9mD/vpTmMo7El6JF03vYZ1QkGr2qP2VJyIzxsXl7Mq22/h7n7B8rbAH7SbH2gUAAABgc5EjR8l8jbKcxaOy6Qy2TN8cjqhKjz7K7v28Q/kFAAAAAAAA6OAdYc8hJMkG4u1v5YxALoWuFMIotM1mSMzM/mp4Jx4Z7gAAAADqeSpZqBq190Nhu9q5xqHLOSH4F/pndd7l+d2UfzGrDag4FKUhFEKWUzo2SUV//rkf7/zLJAAAAAA/Ry6Etr6oKYrvdoRBb/9kTCvX7a/Ic9llix0h6PueZv9+9zrPdXmX8qux+MA4B+/IRRQZ4gnqUr+nj/aO7pQJuDom9WQdy+LXGAAAAOBuTtFyhuIbwj/5NZLDckquJwnW2+U50R2X7R75t/tFOS/vvxV4T9hzidbBEGc/tsqozuJ0LXrGzb6JL9JiVM2e6q+t530W4MgELROZJdXGr3l6OLMhAAAAwDA63pgxLTkoclY/pczQvagCM3h5v+cXAAAAAAAAoMD7Pb9dsbXXpFOmd/Jpj6NIJJVY+zKmpVteG6R5jQtsyYcooZn09v6r5vlrAQAAAPAgK78S0pHz6d0o3vqa6zFkbfSi1/4t/I7nV6wflfH6M27S0thsWatx2b8niVZMbxnKe5hdCrmWiXpz7AcAAADwBSrzpKyi+GprVz3rXl+/7vemPD5ZWRm6eL/n18PMuHsN4c3U6m4au46Dkl0ab5LTy+otQ7yK6ji+cxnypczjtUhV7QIAAACAoagezDh/TiaXTrWMuQp7nfJ+SUBbKRC/to9ewG8ov0IxyzFcSVYWvZtWu9rYYW3XxiRVWphKHBLuaoBD6Xc16WhTNHFWvw9YTcMHAAAA8D605WKrsWtCpLXv3/+vWc6WkWutZXm/8vqnt/E7Yc8AAAAAAADws7zT89sSBuDcV/NYdoceVHieZ5xTTRlayv0mh3QmzbvZn3u6SXNJF62Fe9sQAQAAAHiEkqz4lEDTuYRNrg3+CW9oZZ9VRzdCF+9Uft+o0VSlQP7jiVCQKLO02oTB7dn3VL89op1lvVKZTsJMOrLvAQAAADzKB2WWff+nAJ+fG5f5PUrh3b2JY6dCmdUUX2TYebxT+Z1JxwvHh7I//GqfWAmeUb8oX974WhZB70vDm9bFvHEiBgAAAFiIWNE9SNYCv1XOcijA1w+6X8tRzXv76AX8hvLrTX4kY2UfDkHoGvy9k8uIVO5KBujzs5LIyqW05owTLW1VynKHuBNbDQAAAF+m0ilE+O4/NDm+900o0A8JrwAAAAAAAODz/IbnNyYTf6CFK8hNt4Yh3+1RnGGKUl5/dFnYv+c9vpfXHo3C8EbLbaUkZW+O3AEAAAAAJ6OWRBqe9C2OOkW4nMr3ld9I4Tq+hxDOxejVSZh7wpDVAksVduC9gazkVqM51koIhTcJe44PUZJZJQm49uh/+Zuk4pq7wnvCg+uyAQAAAGAeMplqJO/lQrzNpYtKotZrBfVNhDq+r/xGCle0Kd1NUZ6GZQ0WCtct49pbiXwt0N1e7T1fpbxulzZG1zXJ+typ+NZwyfAXtw8AAADgg/za63lO0a6gT+R+PJw/Wr89EmH6o3xf+dXQvIXKYOt6t6+o71PK0YBzkUqtda9rHvskM7Rsx+T+jYvfxf8hRBOX9lB4+7UHAAAA+BUGym25NyBd/Dd4gadCwisAAAAAAAD4PL/h+RWLy3fFXXdZuznDS/sC682T1qZSQqs4HER7h9zw9ih1n9uj+pNm/3mmrVT2WPMAAADgS1gh0L8WGp0ls/Quli1LyVahn23fe4bl9r4XMceJk4wQWkvZGdqGXOzDpfLJRG2Zft7BX4+qWP7tm6zfbljfHEJmspZlltZsZ/a1eN19AwAAAL9JIdNxjVPi5+SfUt+df5TjfqmfGmhVYX8v7Pkva9Kx4Hzb/t205//RvxmK7/73f7Qp+Zc7flQ75Hrny3nPYvOVf9gG3P1SQlNKvQVuiX6rrvWtbM6c7FsAAAAAN+LVQX5R8c3Jr9n++KV+upnfCHs2SDKu3WFliZNfPRnioGaXerZ6uYNMErbv/gk2hJAYGJK6j0zgnrKUfTHKAQAAAPx4eHNOu/3lflmUfuX3rdK/pnh6zmXEmk15bE1ZM/v7Rm3u7MZjjWz84yb+jw+oqGD4fGMpwIaSDQAAAAD/EctMsRz4Bk5Z1WivKv8hFC7J74U9AwAAAAAAwM8xJuz5AxlsL9merR3CwqGu0rq0YiPjRFWb+Bx5VGte8F28bplmaCHPxfUoW2q1bM5btuI1AgAAAIiJoiV7nZmrqQyX6EMr8VT4F8GcyJy7fU7Ztb5WfTCdfuX3Qy59GcK6/KDMhNtWv1Jnn/yqo8zkcGyMlcpjctn3zDFB7C+2FYnWYlRNRM6HAJMbAAAAwJUlEl9JpTZEMmckH0o5z1rupp3TCGMBjKdb+X3MEzpCSVMG5UX3fclazj1Ea2ejdPO1XTPttU6hvv+OyWWLvh9s0cYu72vJ2lcikzBriYkdAAAA4CbiqD4rAdYS8pGQ3Y42bcbvyuE+lGjBJc7/x+lWfh+5iDJE9tKYodW8m9iclWOfZMTITB4X65qCHFcXJVOEoBfDSpIvc2FiAwAAgF8ieYPKquQU20aHTRaZYBf58HFIeAUAAAAAAACfZ0zY813WDMUiM7rqI3zY/D1X2V0x4Fo/7Nf/4/N4xNpUWg+rxDPL61oKO9+E2zc5vQesa3h9AQAA4Be4yHKZpWAuZiduzXh1D5nT23YpwhZ1g3CfigBl3hn2HNfdWUCSubf1ro0TRs3uj0ysb7xeobbIbhxrpOV4yYUu15zCMuOQmQ0AAAB+AelcUeRq7RCZpFTbf4jjpiJ3T5XiKxOfZuRy1bGDrPgoY1519ADDlJ3K9O2XgbtYQixtnaz/wHFUKa1//VhKDx93d7ze+5xDnppImMAAAAAA3Hjl7RA6lMUeL7RBIm8e3u5cxGiUiBbWoEv5tZIVTWHCIL5QEa6hhUcs+Vqbm6+PmprZg9LORHFXrk+sDL/qFVUAAAAAL0dVUCudSlOorFvqM5qiqjpapC6gKLrxZ5bGrQEJrwAAAAAAAODzbPve7ojf7nT9Klacme+lFR+zPGbJUdZVPOKB1q6NkjjM6qf4/cQtdUnUoiyvNBY4AAAAAB8lebyw5reWKhl7cN3FtnhkUpEUDMbRqsK+Y82vMbimhLta75ZdkYVCS0ohIzIz85mJ+u/fyElB6wsrAQOJBwAAAACcGMvQTDmrotwqXcaRNMtVbcWaXKl3uOobkbirFRw+Kmspvz0DZMYFLawDjm8YNbnUA4OsO0FAZUXnutvCDLD/JbU6/tccsdo631EsbcQAAAAAeDGmGFzptfXu16roSnm11nn4GnnSyk0E66353Y8/0b/cQNvjY2aw/VPWcgMnbvIQhhd4H7EXWPbdMRFqpyYuu7rDC7sDAAAA4FOUlquNWhIo9YIZonHrKs5bE/82UNJdfpXllF8AAAAAAACA0awV9vzHct49Yx3w7Hd2XUKYlbbE22aGDLdwrvHV0sI39NsRLi3r8JZVsy8AAAAAGIg8LvKn6wd/mdZSw1HimyUHanlqXGuAtfw2YvttyxElQnd5Wi9YiSWV3xCu2dE8g/5chP7gxZ2Vadm1FHqhQR0ns2pB68fMPGuXE01eKL4AAAAAA5i1DC1y5rxFbMvJmpv55WYW0hFWYC3lN/Zg7tdtK94EyVgaObhme3Nbkov1ZqyLrqNmHUuU3oIxo1eh5WXjAAAAAJXMlM2jN5lIauorvYWkh8vbjnIecGTMJVlL+T1I4lvXUoBve5fuqPJzSmultzzxsM+6KLtIKW+4fq13+u6O8OoVogUAAAAAXodw0gwXp5TCvLpArPi2LrUzyz7/2G1C8V0bEl4BAAAAAADA59n2vT0QYLs7x7eygPygycryCy/A2nXHr3rqVh/0vFPNqlOxytWu85bXPF5rXBUaIxsKAAAAAH6MJKcJvfLWpEhQS15N9jGiKBO5GrlyOq0q7JphzxZKmMFtIcgfwBoiUzPRKWt7te8jsjHHyjMAAAAA3IQig2l5Xu5eblbw6+hJVjsVbJbVrc27lF9Bt2XlRwflnaddUmgPpfepbMw5K166IwAAAACUiMUo+eqfZsWwUinN6Qlbov26qkep/QDvVX4ZeD4WfAfwhb3tNUZ/h+qTkDNBWknxvYSwMNkBAAAAuIhlO7nULUloWmLG649ib/TxvVBPjdMNRXld3rXmF55h8KSjvvesI8REnYwa1w3LMo7/WL8BAAAAUIFDfizKVxXynGuJsRGe7XHEeGTGuDzkxrm0qrBkewYAAAAAAIDP896wZ1iaYy3vJsNKwp9FzAhVPj5LM1zOtnOEllzCa0a/G/oSvzOqUAAAAICP8icvxfKd6awzttdE8cn3Dsvjcyleury+4jfCndemS/mNFZoLXPCfQcvSrF3+eNIoZt6L14NsYlsQE9lRfzzpRZPsqXBnJlV1khKKc/waJQAAAABwknsbx59gN2Tp28CMzV0gLC5N15pf6+qiED9E6R1rE96tFiu/l3Tx2r65NshXIQXFO1zhDa6l1PZzH8YxAAAAQD0TFNKadbjxrt528ErVdVnqPb8rJxcGJ4bSLD29F8W3cKFVL6tMKvVXTqL3RiHU0hs8Aul1BgAAAICx1CqfpXLMBFZbuMqvmdDrTYQVXiL/4uMtBxOKzqsg4RUAAAAAAAB8nnsSXiULNW+p9fcY0a/WO27/yj88sLHVrOm9Z9fqimVs58HKdlFWtozC/nh9AQAAACageWJDvey1GRGESjXpRkv4K6wXlvKrchi8hCFrfuXLq/N7B0bKynjeyRav872kcP73uWZQed+1m+xmaLPu9boj2wkAAAAA9dy1Frgmp0tFm5APn6FVhZ2S8MrcY/WB8YbY/Zlmps7JRzOquZqaUXzNScp5XM2+HpjgAAD+0BJ8kPQDAFrolUGVqMQ4eerxhppd2ffYX4YT5pK8Zo+FW3gs4VV2IFw+wFIo16zX6laV3VkeGye0ctYz5D1qG0muAACq0QRDYxtyAAAUiV9ZGerlMlUX0Qxyxr6XsGZjzkLx/QYkvAIAAAAAAIDP0+X5tSwqr7WCvLHNAxgR6txcZvyqpNjilvHGXsKrCx5jr5fYkwwLAACCOT+beWRIeAkAHgpJp7KHKpGoR6jzWbSltyiv8fRMVa/Vd36ce7I9wzhG3WQVE4yWUbkU1n4qm4U1YeqaXueElyi9QnmOm5fVfZUf3JMu69sAALJcdN835NYAgOepXJaWhCRrxxuF7WJecsvFvziPfcCY2ZXwajtXkV/+wxLyRrwZ8HahSOaus7b+K4zzqkorntp+kYUrTn6QxWh7MRmC3AcA4GsMyJPwqmSYAPAcFQ6RnhS+Xn5aztsV3ffBvmhVYYeu+f3VsfAJtuv120J+UO/hX9hxDWYoc8PgOeo/26Lts//9C5HSnjvgbFDUB6K+4x+h0QAAbTB/AoCLSB7L+lsGTiqHTLop/1B2/tGiB6wACa8AAAAAAADg84xZ8yvWj2IVeS/ZcGbF23kmM3Fcc23tsLqf9v61TLx0TSi1XHt2Nj2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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()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "581d4737-2e2c-4c7f-97bb-7716c55d585f",
   "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('edc2fa2a-9ca4-4a5e-a34e-e0a79bab8d24');\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": 11,
   "id": "0078f868-fa91-4b5e-9bf8-5d815f5bd986",
   "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": 12,
   "id": "3b3b1060-2df9-4c8d-839c-677bc5d1a75a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scomv.preparation.choose_roi import extract_roi, contour_regions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d3817826-2da4-4210-aba0-a38f6f1c9bc7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# select ROI\n",
    "roi = (2400, 3400, 2400, 3800)\n",
    "\n",
    "subset_grid, filtered_shortest, xy_list = extract_roi(\n",
    "    grid=grid,\n",
    "    roi=roi,\n",
    "    bin_size=10,\n",
    "    region_col=\"region_10\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "589705d7-3843-4066-ba6f-b42b5e3bae8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g_x_cont, g_y_cont, g_x_inside, g_y_inside = contour_regions(\n",
    "    filtered_shortest, adata,\n",
    "    min_x=0, max_x=4000, min_y=0, max_y=4000,\n",
    "    show=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7e538eb5-7df1-4ef7-a6b3-a7224ea836a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scomv.preparation.scomv_calc_vector import compute_min_vectors_polar\n",
    "\n",
    "outline_points = list(zip(g_x_cont, g_y_cont))\n",
    "inside_points  = list(zip(g_x_inside, g_y_inside))\n",
    "\n",
    "min_vector_df = compute_min_vectors_polar(\n",
    "    xy_list=xy_list,\n",
    "    outline_points=outline_points,\n",
    "    inside_points=inside_points,\n",
    "    invert_y=True,\n",
    "    make_inside_negative=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f84cc4c6-6fba-4672-89ad-e03b34260693",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2026-03-14 12:51:14--  https://raw.githubusercontent.com/RyosukeNomural/SpatialCompassV/main/docs/tutorials/tutorial_data/Cell_Barcode_Type_Matrices.xlsx\n",
      "gw.east.ncc.go.jp (gw.east.ncc.go.jp) をDNSに問いあわせています... 160.190.222.8\n",
      "gw.east.ncc.go.jp (gw.east.ncc.go.jp)|160.190.222.8|:8080 に接続しています... 接続しました。\n",
      "Proxy による接続要求を送信しました、応答を待っています... 200 OK\n",
      "長さ: 9409803 (9.0M) [application/octet-stream]\n",
      "`tutorial_data/Cell_Barcode_Type_Matrices.xlsx.1' に保存中\n",
      "\n",
      "Cell_Barcode_Type_M 100%[===================>]   8.97M  --.-KB/s 時間 0.1s       \n",
      "\n",
      "2026-03-14 12:51:14 (78.8 MB/s) - `tutorial_data/Cell_Barcode_Type_Matrices.xlsx.1' へ保存完了 [9409803/9409803]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# load cell_annotation file\n",
    "!wget -P tutorial_data/ https://raw.githubusercontent.com/RyosukeNomural/SpatialCompassV/main/docs/tutorials/tutorial_data/Cell_Barcode_Type_Matrices.xlsx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "99748cb6-1ee5-46e5-8371-59fd1f943ca5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting openpyxl\n",
      "  Using cached openpyxl-3.1.5-py2.py3-none-any.whl.metadata (2.5 kB)\n",
      "Collecting et-xmlfile (from openpyxl)\n",
      "  Using cached et_xmlfile-2.0.0-py3-none-any.whl.metadata (2.7 kB)\n",
      "Using cached openpyxl-3.1.5-py2.py3-none-any.whl (250 kB)\n",
      "Using cached et_xmlfile-2.0.0-py3-none-any.whl (18 kB)\n",
      "Installing collected packages: et-xmlfile, openpyxl\n",
      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2/2\u001b[0m [openpyxl]1/2\u001b[0m [openpyxl]\n",
      "\u001b[1A\u001b[2KSuccessfully installed et-xmlfile-2.0.0 openpyxl-3.1.5\n"
     ]
    }
   ],
   "source": [
    "!pip install openpyxl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0cd47335-cbba-4ebe-9ca4-207ae777da15",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Barcode         Cluster\n",
      "0        1          DCIS_2\n",
      "1        2          DCIS_2\n",
      "2        3       Unlabeled\n",
      "3        4  Invasive_Tumor\n",
      "4        5          DCIS_2\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array(['DCIS_2', 'Unlabeled', 'Invasive_Tumor', 'Macrophages_1',\n",
       "       'Stromal', 'DCIS_1', 'Myoepi_ACTA2+', 'CD8+_T_Cells',\n",
       "       'Endothelial', 'Prolif_Invasive_Tumor', 'T_Cell_&_Tumor_Hybrid',\n",
       "       'Mast_Cells', 'CD4+_T_Cells', 'B_Cells', 'Macrophages_2',\n",
       "       'Stromal_&_T_Cell_Hybrid', 'Perivascular-Like', 'LAMP3+_DCs',\n",
       "       'IRF7+_DCs', 'Myoepi_KRT15+'], dtype=object)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# load cell_annotation file\n",
    "file_path = \"tutorial_data/Cell_Barcode_Type_Matrices.xlsx\"\n",
    "xls = pd.ExcelFile(file_path)\n",
    "cell_ann_df = pd.read_excel(file_path, sheet_name=xls.sheet_names[3])\n",
    "print(cell_ann_df.head())\n",
    "\n",
    "adata_obs = adata.obs\n",
    "cell_ann_df.index = cell_ann_df.index + 1\n",
    "adata_obs = adata_obs[[\"imagecol\", \"imagerow\"]]\n",
    "adata_obs.index = adata_obs.index.astype(int)\n",
    "\n",
    "\n",
    "cell_df = pd.concat([adata_obs, cell_ann_df], axis=1)\n",
    "cell_df = cell_df[[\"imagecol\", \"imagerow\", \"Cluster\"]]\n",
    "cell_df[\"Cluster\"].unique()\n",
    "#cell_df.to_csv(\"cell_annotation_df.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "32e9a452-d439-4c12-9b7a-32c37874d48b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x16961df10>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scomv.cell_pipeline import CellPolarPipeline\n",
    "\n",
    "# Initialize the pipeline with cell-level data and precomputed minimum-distance vectors\n",
    "cell_pipe = CellPolarPipeline(\n",
    "    cell_df=cell_df,\n",
    "    min_vector_df=min_vector_df\n",
    ")\n",
    "\n",
    "# Run the pipeline for a specified ROI (xmin, xmax, ymin, ymax)\n",
    "# Disable histogram plotting during the run\n",
    "cell_out = cell_pipe.run(\n",
    "    roi=(2400, 3400, 2400, 3800),\n",
    "    plot_hist=False\n",
    ")\n",
    "\n",
    "# Distance matrix between cells based on polar-vector representations\n",
    "dist = cell_pipe.dist_df\n",
    "\n",
    "# Plot explained variance of PCoA components\n",
    "cell_pipe.plot_explained_variance(n_components=8)\n",
    "\n",
    "# Plot a heatmap of similarities (displayed as 1 - distance)\n",
    "cell_pipe.heatmap(font_size=14, figsize=(8, 8))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "420f09d4-a7bd-4772-8c1a-e75cc61fd769",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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4dHd3NwUODzt16pTpp1Fr604cHBxMC05//vlni4DM2D+9n4CN437w4AE//fRTmm0aNmyYZvnDWzXcvXvX9OvsfKY///wz9+/fB9JfSGt8prQYn8H4j098fHyaX/Xr1wfg7NmzpkxBgwYNTAvBAwIC+Pe//82hQ4fMxte6dWvq1atnljWwZVFRUaZ/7NObcn2Y8XNJS9myZYHULFR+sG3bNsaNG0dycjIuLi6EhoZaZK+GDh1q+nP8j3/8g+DgYM6ePcudO3c4cuQII0eOZMuWLaa1bg+/KGAtq5QVxu+PMZslYiu0himfK1q0KL6+vnz++eds27bNbB2TMbvUrl07qwtB/+748eMcPnyYqKgooqOjiYqK4sKFC6Z/cACzgOTatWum3xtfHX5U6b2993DWrEaNGlavYayPi4sjNjbWIgCzlll4eNzp7WtVunTpNMuNAQ+YBz0Pe9TP9OFXvq19pun942/Mfhw/fpznnnsu3f4P+/PPPyldujRPPPEE48aNY9asWcTGxrJkyRKWLFmCq6srzZs3p23btrz00ku5NnWWGx7+npYqVSrD9tbeJjVOGaUVlKcnt9+SS8/q1auZMWMGKSkplChRgk8//TTN/w7Kli3Lp59+yuuvv87169dZtGiRxR5YvXv3pmzZsnz88cc4Ozubyo1Z1/SyRkbGHwAAq38fGb8/V69ezfgBRfKQAqYCoGPHjnz++ef89ttvXLlyxbSg9eG34zLj999/Z8qUKWkeQ1G+fHlatmzJ999/b7H+wLjeBUhzyioz0kvnP7xW4uG/pNPycP3du3ctAqa0MlhGD/8FntbxDUCWjtDI7c80vc8kvWew5uE+AQEB1K5dm7CwMA4cOMCDBw+IiYkxvZFYrFgxBgwYwPjx43M8w5AbHs78WVvLZ1S0aP7+qzElJYV//etfppcQ3NzcWLJkidUtB7y8vNiyZQtLly5l586dXL58GRcXF+rVq0f//v1p06YN77//PmCeVTX+dxUfH5/mdgFGD091p/fDB/xvrdPD3zMRW5C//1YQAJo2bUr58uW5fv063333HQEBAZw5c4bTp0/j5uZm8UZaWi5evMhrr71GbGwsxYoVo127djRo0ICnnnqKp59+2pSKb9OmjcU/7g//o53T0xR/D4KsefgNn7SCDGs/AT98bWt/mT+K7HymDwdwd+/eTXfqK73Pu3jx4sTFxdGpUyfT2pVH1axZM5o1a0ZcXBz79+/nwIED7Nu3jwsXLvDgwQOWLVuGwWDIFwemPvyP+OMI8PLqLTlI/TMxduxY08afVapUYcmSJaa34qwpXbo0EyZMSHe7CuOi8YevZcyAPnjwgGvXrqW7H9nly5dNv7b2lmJ6WVqRx00BUwFQpEgRfH19Wb16tSlgMmaXfH19092Y8GGffvopsbGx2Nvbs3bt2jR/EjUYDGm+3fLwX5AXLlxI9x6XL19m3bp1VKlSBR8fn0wFJg/vCxMZGckzzzyTblvjol4XF5c0p12io6PT7fvweomM9qLJrOx8pg9vMBgVFUXdunXTvEdUVFSa5ZUqVeL06dNmU3tpsZYRMHJxcaF9+/amBeb//e9/+cc//sGlS5dYu3Yt48ePt/mMzMNrdh7H2iPjW3K5LS4ujsGDB5sWTNevX59PPvnEtO7KmsTERBISEtINzmNiYkz7WD38puHDU3wnT55MN2A6ceIEkJqRsrYVhXEtXV58XiKPQou+C4iOHTsCqW+W/Pnnn2zbtg3I/HTc4cOHgdTN5dJL2//666+mdQgPr70pU6aM6SdOa68Cf//99yxevJh33nmHpKSkTI2rZs2appT/3xe1PywxMdH0E3V6r41bO2l9165dQOpf0pndWycj2flMGzZsaAp0jVsTpCW9ukaNGgGpa5isnTX47rvv0rRpU7p3726akvv000/p3Llzum/21atXz7SpYEJCQrqviNuShzMaBXVtTGJiIsOHDzcFSy+++CIrV67MVLA0YcIE6taty7Bhw9Jts2nTJh48eICdnZ3Zeqynn37a9EOG8b/Bv0tJSeH7778HoFWrVlaDdGPA9PC+TSK2QAFTAfH888/z5JNPYjAY+Pjjjzl79iwVKlQw/cOZEeM0xaVLl8wWZxrduXPHdGQFmL9WDKmnmwPs27cvzcAkLi7OtEt2kyZNMn0IsL29vekYi+3bt5v+0v27f//73/z1118A9OzZM802Bw8eNDsDyygyMtK01sPPzy9La5XSkp3P1M3NzfQG3GeffZZmduy3334zbefwd7169QIwnU6f1jTHb7/9xsaNG7l9+zZubm6mtT1Fixbljz/+4PDhw+lOIxl3d3ZxccnwuB1b4OHhYVqcby0Lmp/NmTOHQ4cOAamZ5YULF2b6ZQ/jDxlHjhzh6NGjFvXnz5/no48+AlJfInk4A2pnZ8crr7wCwNdff23KJD1s3bp1pmxoQECA1bEYp+4y8zajSF5SwFRA2NnZmfZSMe6p06lTJ7M3uKwxnkd269YtRowYweHDh7l58yZRUVGsXbuWrl27mtYvgOWOwAMGDDC9pfbGG2/w6aefEh0dzfXr19m7dy/9+/fn0qVL2NvbM378+Ed6thEjRlC5cmUMBgNvvPEGCxYsMJ1TZ5we+uyzz4DUfyiMn0NaxowZw+LFi7l8+TI3btzg66+/ZsCAAdy9exc3N7d09yzKiux+pmPHjsXZ2ZnY2Fj69evH5s2buXHjBn/++SerV69myJAhZpm6h39qr127Nv369QNSf+r39/dn37593Lx503Scy7Bhw3jw4AGOjo5ma1a6d+9u2qpi5MiRrF69mrNnz3Lz5k1+//13PvjgAzZt2gSkHqqa0ZSeLXBycjIdzZHWP+j53alTp1i9ejWQOp377rvvkpCQkO52EvHx8WZBdJcuXShfvjwGg4GgoCC2bt3K1atXuXz5Mp9//jm9e/c2nQs5ZcoUi/sPHTqUChUq8ODBAwICAvjyyy+5fv060dHRBAcHM2PGDCD1v09rC8/j4uL4448/ADL9dqdIXrHthQfySDp16sSKFStMrzs/ygGhw4cP5/vvvycyMpL9+/ezf/9+izYNGzakZMmS/N///Z/ZmVSQ+g/S4sWLGT58OJGRkcyfP9/iiBJHR0dmzJhhdY+btJQqVYply5YRGBjIuXPn+OSTT/jkk08s2r3yyitMnTo13eu8+OKL/PLLL8ybN4958+aZ1T355JN8+umnOZotye5nWrlyZRYuXEhQUBDXrl1j4sSJZvWOjo5069bNdNba39cRTZkyhcTERL788kt++eUXi80KIXUKcv78+WZrw9zc3FiwYAEjR47k1q1b6Z6Z9uKLL/Lmm29m7sOwAS1btuT48eP8/PPPj3soOW7lypWm/+7Pnz9Py5YtM9WnadOmAKZjiV5//XWuXr3KuHHjLNo/+eSTfPzxx2lOlbm4uLBo0SIGDx7MrVu3ePvtty3aPP/888yZM8fqmA4fPmyamjb+wCFiK5RhKkDq169vWktQrVq1dBcKp6VUqVJ88cUXBAYGUqNGDRwcHChWrBjly5enVatWzJ49m9WrV5vWREVFRZmOQjFyd3dn06ZNvP322zRs2BBXV1eKFStGpUqV6NGjBxs3buTll1/O0rN5eHjwzTff8M4779C4cWPc3NxwcHCgSpUq+Pn5sWLFCubOnWt16wEvLy82bdrEq6++StmyZXFycqJWrVqMHj2ab775xuqC8qzIic+0ZcuWbNmyhd69e1O5cmUcHBwoU6YMfn5+bNy40ewNyL9PJRYrVowZM2aY7mHsX7x4cZ5++mkGDx7Mt99+ywsvvGAx9ubNmxMeHs6gQYOoWbMmzs7OFCtWjCeeeAJvb29CQkJYtGhRjk1f5gXjDxDGfbAKkpzYFfv555/nm2++4bXXXqNq1aoUK1YMJycnvLy8GDNmDOHh4VYP13322Wf59ttvGTJkCNWrV8fR0REnJyfq1KnD5MmT+eyzzzKcIjRuuFqvXj2zaT8RW2BneJTd10TyoVq1agEwatQo3njjjcc8mpy1bt063n//fYoWLcqxY8fyxfTY49SvXz8OHTrEm2++SVBQ0OMejjwkJSWFF198kT///JNZs2bRtWvXxz0kETMFKsP0zjvvmA5hfdixY8cICAigQYMGPPfccwQGBnL27FmLdtHR0YwaNYomTZrQpEkTJk6caHFmmkheMBgMvPnmm8ybN8+0XUJajK95e3h4KFjKhJEjRwKpb3w9/FaiPH4//PADf/75J5UrV85yJlokNxWYgGnDhg1mB4ganT17lgEDBnDq1ClGjhxJYGAgv/32G/369TN7vfjWrVsMHDiQI0eOMHToUAICAti9ezcBAQFmh5GK5AU7OzuOHTvG4sWLWbx4cZptoqKiTMffZGbNiqSui6lXrx4XLlxg7969j3s48pANGzYAMGzYMJvf10sKp3z/pzI5OZlPPvmEhQsXpln/2WefcffuXdasWcOzzz4LpO5g3LNnT1asWMFbb70FwIoVK/jzzz/ZsmWL6W2v+vXrExAQwKZNm0yvaYvklZdffplFixaxefNmnJ2d6dmzJxUrViQmJoaffvqJhQsXcu/ePUqXLs3rr7/+2MZpMBiyfYxFXm5SOH78eAYOHMgnn3yS4aHUkjdOnjzJzp078fT0NG0jImJr8nXAlJCQQM+ePTl16hSvvvoqBw4csGhz8eJFSpcubQqWIHVBoZubm9kC2/DwcJo0aWJ2wGuLFi2oXr064eHhCpgkzxmzoQcOHGDdunWsW7fOos0TTzxBaGhopjYnzC2XLl3K0sGyD8vuIbOPomnTpvTv35/Vq1ezc+dO2rVrl2f3lrTNnTuXIkWKMGvWrHz1IoEULvl6Si4hIYG4uDiCg4OZPXt2mmncatWqcefOHbO1SLdv3yY2NpYnnngCSN1AMDo6Os03QLy8vNI8OFUktzk5ObFs2TLmzJlDq1atKFOmDEWLFqVMmTLUq1ePCRMm8M0336S7s7mkb/z48VSrVo3Zs2dryv0x27dvH//5z38ICAh45C1HRPJSvs4wubi4sH37dqvz3UOHDuX7779n7NixTJo0CTs7O+bMmWM6bR3+d1RCWmcglS9fntjYWGJjY9M9Y0lsW15mL3JakSJF6NKlC126dHncQ0mXu7t7vvuMnZyc2L59++MehpC6riy//fmRwilfB0xFihTJcCfrSpUq8frrr/PBBx+Y/tGxt7cnJCTENE1n3GE5rRPuHR0dAesnxouIiEjBlq8DpsxYsGABn3zyCU2aNKFXr14kJyezfv16/vGPfxASEoK3tzeZ2Yoqq69sJz1I4nr0X1nqKwWYQzHr9YkPrFanuDjm4GAsFYlLsFr/oHzW71/sevaunVF/yT0Z/bnL6M/N41K+SlmKFsudf+4MhiRIvpIr18a+InZ2Bf6f6XyjQH8nYmJiCAsLo06dOqxYscJ0GKqfnx89evTgnXfeoVWrVqbdoRMSLP9jN5YZDyZ9VNej/8L/qVFZfAIpqIo0fNZqfcph6+edxfRvnpPDseC6xvIFiof9seL5LF/76UGHsnXtjPpL7snoz11Gf24el5VnFlLR03LJRY5IvoLhRvZeekiPXbldULRKrlxbHl2+XvSdkaioKBITE+ncubMpWILUIyNefvllbty4wdmzZ01nI12/ft3iGteuXcPV1dXqkRsiIlJYGUjJpf+BDuKwJQU6YDK+nvrwqdxGxl1+U1JScHV1xd3dPc234U6cOEGdOnVyd6AiIiJi0wp0wPT000/zxBNPsHHjRrPptoSEBDZt2kTp0qV5+umnAWjfvj0HDhwgMjLS1G7//v2cO3eOTp065fnYRUQkf0g2pOTKl9iWAr2Gyd7ennfffZc333yTHj160KNHD1JSUvjqq684e/asaXsBSN2Of/PmzQwaNIjBgweTkJDA0qVL8fLysulXukVERCT3FeiACcDHx4dly5bx8ccfExwcDMCzzz7L4sWLadOmjaldmTJlWL16NTNnziQkJITixYvTrl07Jk6cqJ1nRUQkTQYgJZfWGhkAHaltOwpUwLR79+40y5s3b07z5hm/VeTp6cmSJUtyelgiIiKSzxWogElERCSvpb7RJgVdgV70LSIiIpITlGESERHJhuRMnBYh+Z8yTCIiIiIZUIZJREQkiwwYcvEtOWWubIkCJhERkWxIVmBTKGhKTkRERCQDyjCJiIhkQ25NyYltUYZJREREJAPKMImIiGSRgdzbVkB5K9uiDJOIiIhIBpRhEhERyQYdjFI4KMMkIiIikgFlmERERLJB+zAVDsowiYiIiGRAGSYREZEsSn1LLveuLbZDGSYRERGRDCjDJCIikg16S65wUIZJREREJAPKMImIiGRDMnaPewiSBxQwiYiIZJEBSNGi70JBU3IiIiIiGVCGSUREJBs0JVc4KMMkIiIikgFlmERERLJBGabCoUAFTO+88w5RUVGsWrXKrLxHjx4cPXrUor2vry8hISGm30dHRzN79mx++uknAF544QUmTZpEmTJlcnfgIiIiYtMKTMC0YcMGvvjiC5o0aWJWbjAYiIyMpF27drRv396srnLlyqZf37p1i4EDB5KYmMjQoUNJTk4mLCyMU6dOsWHDBhwcHPLkOUREJP9IfUsudzJMekvOtuT7gCk5OZlPPvmEhQsXpll/8eJF7t69y0svvUSXLl3Svc6KFSv4888/2bJlCzVq1ACgfv36BAQEsGnTJnr16pUr4xcRERHbl68XfSckJNC1a1dCQ0Pp0qULFSpUsGhz5swZAFMQlJ7w8HCaNGli1q5FixZUr16d8PDwnB24iIgUEHYk59IXWhtlU/J9wBQXF0dwcDCzZ8+maFHLhNkff/wB/C9gunv3rkWbO3fuEB0djZeXl0Wdl5cXx48fz+GRi4iISH6Sr6fkXFxc2L59e5qBktEff/xBiRIlmDlzJt9++y13796lSpUqjBkzBj8/PwCuXr0KkGaGqnz58sTGxhIbG0vJkiVz50FERCRfMgDJuZR70Bom25KvA6YiRYpQpIj1P6hnzpwhPj6e2NhY5syZQ0xMDCtXrmTs2LE8ePCAV199lfj4eACcnJws+js6OgKpmSkFTCIiIoVTvg6YMqNXr16kpKTQv39/U5mfnx+dO3dm7ty5vPzyyxgMGcfxdnaaSy5oinp6WK1POhuVa/dOOXzCan1M/+ZW66/6JFqtn9r8G6v1H0/rYbX+jxXPW61/etChLPfP6NmeHnTAan1G/V3X2Hb//KwgP1uWGXLvLTmlmGxLvl7DlBl9+/Y1C5YAihcvTpcuXbhx4wZnzpzB2dkZSF0T9XfGMhcXl9wfrIiISA7at28f3bt3p379+nh7exMWFpZhkmDr1q34+flRr149OnbsyMaNGy3abNu2je7du9OwYUPatm3L5MmTuXHjhlmbGzduMG7cOJo2bcrzzz/P2LFjuXbtmlmbpKQkFixYQNu2balfvz79+vXjt99+y/6D54ICHzClx7gZ5d27d6lUqRIA169ft2h37do1XF1dTUGViIjIw3LvLbnsOXLkCIGBgXh6ehIaGsrLL7/M3LlzWbJkSbp9IiIiGD9+PC1btuSjjz6iSZMmTJo0yext8fDwcP7xj3/g5eVFaGgoY8aM4ccff2TgwIGmJENSUhLDhg3jv//9L++//z7vv/8+v/76K0OGDOHBgwema82aNYsVK1YwdOhQgoODsbe3Z9CgQZw/fz7bz5/TCvSU3NWrVxk8eDAdO3Zk1KhRZnXnzp0DwN3dHVdXV9zd3dN8G+7EiRPUqVMnT8YrIiL5iwFINtjmou/Q0FBq167N3LlzAWjTpg1JSUksWrQIf39/ihcvbtFn/vz5dOjQgSlTpgDQunVr7ty5w4cffmh6UWrRokW0bduWadOmmfpVr16dXr168f3339OhQwe+++47Tpw4QXh4OE899RQAtWvXpnPnzmzbto1XXnmFK1eusG7dOt5++2369esHQKtWrfD19WXJkiVMnz49m59AzirQGaYKFSoQExPDhg0biIuLM5VfvnyZr7/+mqZNm1K+fHkA2rdvz4EDB4iMjDS1279/P+fOnaNTp055PnYREZGsSkxM5ODBg/j4+JiV+/r6Eh8fz6FDlusQL168SFRUVJp9zp8/T1RUFCkpKbRs2dJiM2dPT08ALly4AKROBVavXt0ULAE89dRT1KhRg7179wJw4MABkpKSzO7n4ODACy+8YGpjSwp0hgngvffeIygoiD59+tCzZ0/i4+NZs2YNRYsW5b333jO1GzZsGJs3b2bQoEEMHjyYhIQEli5dipeXl9UdwkVEpDCzIyXXcg9Zn5aLjo7mwYMHeHh4mJVXq1YNSJ1ladmypVmdMWFgrY+HhweTJk2yuN/OnTsBePrpp03X+vt1AKpWrWqa4YmMjKREiRKmxMXD97t27Rrx8fGUKFEiE0+bNwp8wNSuXTs++ugjPv30U/79739TvHhxmjRpwtixY8129S5TpgyrV69m5syZhISEULx4cdq1a8fEiRN1jpyIiDwWly9fZsCAAenW79q1K83y2NhYwPKFJWMA8vCsi5Gx7FH6QGpWafbs2dSuXZu2bdua7m8MtP5+LeNWPrGxsWm+UPXw/RQw5ZLdu3enWd6uXTvatWuXYX9PT0+ri+FERET+LicWaOe0lJQUq/Vp7WGYlT6RkZEMGTKEokWLEhISYmpj7U084zY9Gb2tl9E+i3mtQAVMIiIiBUmlSpXSzSJZY9xo2ZjNMUovi5SVPgcPHuSNN97A2dmZzz77jKpVq5rqXFxcLK5jvJbxPtbaPDweW2Fb4ZuIiEg+YnxLLje+svOWXNWqVbG3t7d4Pd+4KDutA+mrV68OYNHH+PuH+2zdupUhQ4ZQoUIFPv/8c4vrVa9e3XSvv9/f2NbT05O4uDhu3rxpcb/KlSun+Rbf46SASUREpIBxdHSkUaNG7Nixw2zqKyIigpIlS1KvXj2LPtWqVcPd3Z2IiAiz8u3bt+Ph4YG7uzsAe/fuZeLEiTRs2JB169aleQ5rq1atiIyM5MyZM6ayM2fOEBkZaVps3qJFCwC+++47U5vExET27NljsSDdFmhKTkREJBtSbHANE8CIESMICAhg9OjRdO/encOHDxMWFsa4ceNwcnIiLi6OM2fOULVqVdNmzkFBQUyePBk3Nze8vb3ZtWsX27ZtIzg4GEg9/eLtt9+mRIkSBAYGmgVEAE8++SRPPvkknTp1YtGiRQwbNoxx48YBMG/ePGrWrEnHjh0BqFy5Ml27dmXmzJkkJCTg4eHB8uXLiYmJYejQoXn4SWWOAiYREZECqHnz5oSGhhISEkJQUBAVKlRg4sSJDB48GIDjx4/j7+/PzJkz6datGwDdunUjMTGRZcuW8dVXX1GlShVmz55t2o/w119/NZ2KYbzOw0aNGsUbb7yBg4MDy5cvZ8aMGbzzzjsUK1aMli1bMnnyZIoW/V/oMW3aNFxdXVmyZAl3797Fy8uL5cuXp/mG3eOmgElERCQbkm14dYuPj4/FRpRGTZs25dSpUxblffr0oU+fPmn2ad68eZp90lKxYkUWLlxotY2DgwNTpkwx7Sxuy2z3uywiIiJiI5RhEhERySIDdrl4lpxtro0qrJRhEhEREcmAMkwiIiLZkHtnyYktUcAkIiKSDckGTZ0VBgqLRURERDKgDJOIiEgWGci9bQWyczSK5DxlmEREREQyoAyTiIhIltmRkkvbCqBtBWyKMkwiIiIiGVCGSUREJBts+WgUyTn6LouIiIhkQBkmERGRLDKQe/sw6S0526IMk4iIiEgGlGESERHJBh2NUjjouywiIiKSAWWYREREsspgR3Ju7cOkM+psijJMIiIiIhlQhklERCSLDEBKLu3IrbfkbEuByjC98847DBgwwKL8hx9+oF+/ftSvX5+GDRsyaNAgjhw5YtEuOjqaUaNG0aRJE5o0acLEiRO5efNmHoxcRETyq2RDkVz5EttSYL4jGzZs4IsvvrAo/+mnnxg2bBixsbGMGTOGoKAgLly4wGuvvcZ///tfU7tbt24xcOBAjhw5wtChQwkICGD37t0EBASQmJiYl48iIiIiNibfT8klJyfzySefsHDhwjTr//Wvf1GxYkW++OILnJycAHj11Vfp1KkTwcHBLF++HIAVK1bw559/smXLFmrUqAFA/fr1CQgIYNOmTfTq1StvHkhERPINA7l3NIqm5GxLvs4wJSQk0LVrV0JDQ+nSpQsVKlQwq79z5w6///47HTp0MAVLAOXKlaNx48YcPnzYVBYeHk6TJk1MwRJAixYtqF69OuHh4bn/MCIiImKz8nWGKSEhgbi4OIKDg+nUqRPe3t5m9S4uLnz33XdmwZLRrVu3sLe3B1IDq+joaHx9fS3aeXl5sXfv3tx5ABERyfdS9Pp/oZCvAyYXFxe2b99O0aJpP4a9vT0eHh4W5b///ju//vorrVq1AuDq1asAFhkqgPLlyxMbG0tsbCwlS5bMucGLiIhIvpGvA6YiRYpQpMijzSrGx8fz1ltvATB8+HBTGZBmJsrR0RGAu3fvKmASEZG/scu1NUzk0nYFkjX5OmB6VPfu3WPEiBH8/vvvvP766zRp0gQAgyHjpXV2dvqDW9AknY16bPcu0vBZq/Wuaw5Yrb/q87zV+o+n9cjW9V3XWK3O0NODDmXvAlZkNHZb71+QxfRvbrU+O59dbl5bJDMKTcAUExPD66+/zq+//kr37t0ZM2aMqc7Z2RlIXRP1d8YyFxeXvBmoiIjkKynaM6lQKBTf5b/++gt/f39+/fVXevfuzYwZM8wyRpUqVQLg+vXrFn2vXbuGq6urKagSERGRwqfAZ5ji4uIYMmQIJ0+eZNCgQUyePNmijaurK+7u7hw/ftyi7sSJE9SpUycvhioiIvlM6j5MOhqlMCjwGaZp06Zx8uRJ/P390wyWjNq3b8+BAweIjIw0le3fv59z587RqVOnvBiqiIiI2KgCnWGKjIxk8+bNuLq6Urt2bTZv3mzRpkuXLgAMGzaMzZs3M2jQIAYPHkxCQgJLly7Fy8vL1EZEROTvtIapcCjQAdNPP/0EpC74Ti+7ZAyGypQpw+rVq5k5cyYhISEUL16cdu3aMXHiRBwcHPJszCIiImJ7ClTAtHv3brPf9+3bl759+2a6v6enJ0uWLMnpYYmISAGlNUyFR4EKmERERPKWXS5OyWn/P1uiiVcRERGRDCjDJCIikg3JWvRdKOi7LCIiIpIBZZhERESyIUVrjQoFZZhEREREMqAMk4iISBYZyL01TNpWwLYowyQiIlJA7du3j+7du1O/fn28vb0JCwvDYLAeim3duhU/Pz/q1atHx44d2bhxY7pt4+Li8Pb25uuvvzYr9/b2platWml+eXt7m9pt2LAhzTbTpk3L3oPnAmWYREREssoAKYZcWsOUzRTTkSNHCAwMpGPHjowePZpDhw4xd+5ckpOTGT58eJp9IiIiGD9+PP7+/rRu3ZqdO3cyadIkHBwc8PPzM2t7584dRo4cyaVLlyyus3DhQhITEy3GM3PmTPr06WMqO3nyJNWrV2fWrFlmbcuVK5fVx841CphEREQKoNDQUGrXrs3cuXMBaNOmDUlJSSxatAh/f3+KFy9u0Wf+/Pl06NCBKVOmANC6dWvu3LnDhx9+aBYw7dq1ixkzZhAfH5/mvZ999lmz38fFxTF27FheeOEFs2Dt5MmT1K1blwYNGmT3cXOdpuRERESyyIAdyRTJlS9DNt6+S0xM5ODBg/j4+JiV+/r6Eh8fz6FDhyz6XLx4kaioqDT7nD9/nqioKCD1fNZRo0bRuHFjli5dmqnxfPzxx9y8eZN3333XVGYwGDh16hS1a9d+xKd7PBQwiYiIFDDR0dE8ePAADw8Ps/Jq1aoBcO7cOYs+kZGRABn2KV68OOHh4cyePZvSpUtnOJbLly+zcuVKhgwZQuXKlU3lFy5cID4+nqNHj+Lr64uXlxe+vr5s2rQps4+ZpzQlJyIikg25toaJ1GBjwIAB6dbv2rUrzfLY2FgAXFxczMpLlCgBpE6R/Z2xLKM+Dg4OeHp6Zmb4AHz22Wc4ODjg7+9vVn7y5EkgNbM1adIkihYtyqZNm3jrrbdITEykV69emb5HXlDAJCIiUsCkpKRYrS9SxHKCKSt9MpKQkMCXX35Jjx49KFWqlFld48aNWbRoEU2bNsXZ2RlIXTN18+ZNQkJC6NmzJ3Z2trMpqAImERGRbEjJxdUtlSpVSjeLZE3JkiUBLBZlp5dFymqfjOzbt4+4uDhefvlli7qyZcvy4osvWpS3bduW/fv3c+PGDcqXL//I98wtWsMkIiKSDckGu1z5yo6qVatib2/P+fPnzcovXLgAQI0aNSz6VK9eHcCij/H3afXJyJ49e3B3d6du3boWdb/88kuaezwlJCRgb29vkZF63BQwiYiIFDCOjo40atSIHTt2mG1UGRERQcmSJalXr55Fn2rVquHu7k5ERIRZ+fbt2/Hw8MDd3f2Rx3HkyBGee+65NOt+/PFHJk2aZLYAPSUlhYiICBo2bIiDg8Mj3y83aUpOREQkiwzk3qLv7B6NMmLECAICAhg9ejTdu3fn8OHDhIWFMW7cOJycnIiLi+PMmTNUrVqVMmXKABAUFMTkyZNxc3PD29ubXbt2sW3bNoKDgx/5/snJyZw9e5bOnTunWd+nTx/Wr19PYGAgo0ePxsnJibVr13L69GnWrFmTrWfPDcowiYiIFEDNmzcnNDSUc+fOERQUxJYtW5g4cSLDhg0D4Pjx4/Tu3Zs9e/aY+nTr1o2pU6eyf/9+goKC+Pnnn5k9ezadOnV65Pvfvn2bpKQkXF1d06wvV64ca9asoVatWkyfPp1//OMf3Lt3jxUrVlC/fv0sPXNuUoZJREQky+xIyaXDd8nGxpVGPj4+FhtRGjVt2pRTp05ZlPfp08fs+BJr3N3d07wGpC7qTq/OqFq1aoSEhGTqXo+bMkwiIiIiGVCGSUREJBuScyATJLZPGSYRERGRDCjDJCIikkW2/Jac5CxlmEREREQyUGgCpl9++YX+/ftTv359WrduzdSpU7l586ZZm+joaEaNGkWTJk1o0qQJEydOtGgjIiLysBRDkVz5EttSKKbkDh48yJAhQ3B1deX111/H3t6ezz77jB9//JH169dTqlQpbt26xcCBA0lMTGTo0KEkJycTFhbGqVOn2LBhg83tOCoiIiJ5p1AETNOnT8fe3p7169dTtWpVANq1a0eXLl1YtGgRb731FitWrODPP/9ky5YtpvNy6tevT0BAAJs2baJXr16P8xFERMRGpegtuUKhwOf8Ll68yOnTp+nSpYspWILUQwRffPFF08F/4eHhNGnSxOxwwRYtWlC9enXCw8PzfNwiIiJiOwp8wHT16lUAatasaVFXtWpVbt26xZUrV4iOjsbLy8uijZeXF8ePH8/1cYqISP5jMECywS5Xvgx6Tc6mFPgpOWdnZwDi4+Mt6m7fvg3ApUuXAKhQoYJFm/LlyxMbG0tsbCwlS5bMvYGKiEg+ZNtHo0jOKfAZpho1auDi4kJERASGh8L1hIQE9u3bZ9bWycnJor+joyMAd+/ezd2BioiIiM0q8BkmBwcHAgICCA0NZfz48QwfPpyUlBQWLFjAvXv3ALCzyziKz0wbsS0x/ZtbrXddcyCPRmIp5fAJq/UZjf3pQY9v7CKPw+P87zUjubVxpdiWAp9hAhg5ciQDBw7k22+/5ZVXXuHVV1/Fzs6OoUOHAlCiRAkgNev0d8YyFxeXvBuwiIiI2JQCn2ECKFKkCFOmTGH48OFERUVRsWJFKleuTHBwMPb29pQtWxaA69evW/S9du0arq6uprVQIiIiD9O2AoVDoQiYtm7dSvny5WnatCnlypUzlf/88894eXlRvnx53N3d03wb7sSJE9SpUycvhysiIiI2plBMya1YsYIPPviApKQkU9mePXs4dOgQ/fv3B6B9+/YcOHCAyMhIU5v9+/dz7tw5OnXqlOdjFhER22c8fDc3vrSrgG0pFBmmYcOG8eabb/L666/Tvn17Ll26xPLly2nVqhUvv/yyqc3mzZsZNGgQgwcPJiEhgaVLl+Ll5UWXLl0e8xOIiIjI41QoAiZfX1/mz5/P4sWLmTlzJmXLlmXIkCGmc+UAypQpw+rVq5k5cyYhISEUL16cdu3aMXHiRJ0jJyIi6dJBuYVDoQiYAPz8/PDz87PaxtPTkyVLluTRiERERCS/KDQBk4iISM6zy8V9mPT2nS1RHlFEREQkA8owiYiIZIP2YSoclGESERERyYAyTCIiIllk3Icpt64ttkMBk4iISDbo8N3CQVNyIiIiIhlQhklERCSrDLmYYdKcnE1RhklEREQkA8owiYiIZIPWMBUOyjCJiIiIZEAZJhERkSwykHsbV2oJk21RhklEREQkA8owiYiIZIPWMBUOyjCJiIiIZEAZJhERkSyzy8UMkzJXtkQZJhEREZEMKMMkIiKSRTp8t/BQhklEREQkA8owiYiIZIPekiscFDCJiIhkg0EBU6GgKTkREZECat++fXTv3p369evj7e1NWFgYBoP11VFbt27Fz8+PevXq0bFjRzZu3Jhu27i4OLy9vfn6668t6saPH0+tWrUsvr777jtTm/j4eKZOnUrLli1p2LAhw4YN4+zZs1l/4FykDJOIiEg25NbRKNl15MgRAgMD6dixI6NHj+bQoUPMnTuX5ORkhg8fnmafiIgIxo8fj7+/P61bt2bnzp1MmjQJBwcH/Pz8zNreuXOHkSNHcunSpTSv9fvvv9O5c2cGDBhgVu7h4WH69bhx4/jtt9+YMGECLi4uLFy4EH9/f8LDwylVqlT2PoAcpoBJRESkAAoNDaV27drMnTsXgDZt2pCUlMSiRYvw9/enePHiFn3mz59Phw4dmDJlCgCtW7fmzp07fPjhh2YB065du5gxYwbx8fFp3jshIYFz584xcOBAGjRokGabw4cP8/3337N48WLatm0LQKNGjXjppZdYu3YtI0aMyM7j5zhNyYmIiGSVIXXRd258ZWdfgcTERA4ePIiPj49Zua+vL/Hx8Rw6dMiiz8WLF4mKikqzz/nz54mKigIgJiaGUaNG0bhxY5YuXZrm/U+fPk1SUhK1a9dOd4z79u3D2dmZVq1amcrKlClD48aN2bt3b2YfNc8UmoDp5s2b/POf/6RFixY899xzDBgwgCNHjpi1iY6OZtSoUTRp0oQmTZowceJEbt68+XgGLCIikkXR0dE8ePDAbPoLoFq1agCcO3fOok9kZCRAhn2KFy9OeHg4s2fPpnTp0mne//fffwdgw4YNtGrVijp16tCvXz9+++03s/u5u7tjb29v1rdq1appju9xKxRTcnFxcfTv359r164xaNAgXF1dWbNmDQMHDmTDhg3UrFmTW7duMXDgQBITExk6dCjJycmEhYVx6tQpNmzYgIODw+N+DBERsTEGcu8tOQNw+fJlizVAD9u1a1ea5bGxsQC4uLiYlZcoUQJI/Xfx74xlGfVxcHDA09PT6thPnjwJwL1795g3bx63b99m8eLF+Pv78/nnn/PMM88QGxtrcS/j/dKb6nucCkXAtGTJEs6dO8eqVato3LgxAJ06daJdu3YsXbqUOXPmsGLFCv7880+2bNlCjRo1AKhfvz4BAQFs2rSJXr16Pc5HEBERybSUlBSr9UWKWE4wZaVPel577TVefPFFWrdubSpr3rw57du3Z9GiRSxYsMDq23p2dra3kL7AB0wGg4GNGzfywgsvmIIlgPLlyzNx4kSKFSsGQHh4OE2aNDEFSwAtWrSgevXqhIeHK2ASEZE05ebGlZUqVUo3i2RNyZIlASwyNellkbLaJz2enp4WWShXV1eee+4503Sdi4sLN27csOgbHx9vGostKfBrmC5evMjVq1dp0aIFkBpAGf8w9O/fn169enHnzh2io6Px8vKy6O/l5cXx48fzdMwiIiLZUbVqVezt7Tl//rxZ+YULFwDMkgNG1atXB7DoY/x9Wn3S8+2337Jv3z6L8oSEBMqUKWO638WLFy0yW+fPn3+ke+WVAh8wGb/RZcuWZfbs2TRq1IjnnnsOHx8fdu/eDcDVq1cBqFChgkX/8uXLExsba5oPFhER+R87DIbc+SIb+zs5OjrSqFEjduzYYTb1FRERQcmSJalXr55Fn2rVquHu7k5ERIRZ+fbt2/Hw8MDd3T3T91+/fj3vvfceiYmJprKrV6/y66+/0rRpUwBatWpFfHw8P/zwg6nNzZs3+eWXX2jZsmWm75VXCvyUXExMDAAffvghRYsW5e2336ZIkSKEhYURFBREWFgYTk5OAKb/f5ijoyMAd+/etckUoYiISFpGjBhBQEAAo0ePpnv37hw+fJiwsDDGjRuHk5MTcXFxnDlzhqpVq5qyPkFBQUyePBk3Nze8vb3ZtWsX27ZtIzg4+JHuPXLkSAICAhg5ciT+/v7cuXOHhQsX4ubmxuDBgwFo3LgxTZo0YcKECUyYMAE3NzdCQ0MpWbIkffv2zfHPI7sKfMBkjG5jYmKIiIgw7Rzq7e2Nj48P8+bN4+23387wOra4AE2sc11zwGp9UU8Pq/VJZ6OyfO+Y/s2t1mc0tuzK6P4Zye3xScFUWP/c2Orhu82bNyc0NJSQkBCCgoKoUKECEydONAUsx48fx9/fn5kzZ9KtWzcAunXrRmJiIsuWLeOrr76iSpUqzJ49m06dOj3SvZs1a8ayZcsIDQ1lzJgxFClShNatWzN+/Hiz5MPChQuZNWsWc+bMISUlheeee44FCxbY3C7fUAgCJmdnZwDat29v9g1wdXXF29ubjRs3mtokJCRY9DeWPcpiNxEREVvg4+NjsRGlUdOmTTl16pRFeZ8+fejTp0+mru/u7p7mNSA1YGve3PoPb6VKlWLmzJnMnDkzU/d7nAp8wGRcl2RMNz6sTJkyGAwGypYtC8D169ct2ly7dg1XV1dTUCUiIvKwDM6ylQKiwAdMTz/9NA4ODpw5c8ai7uLFizg6OlKmTBnc3d3TfBvuxIkT1KlTJy+GKiIi+YyB3Dt8V3GYbSnwb8k5Ozvj7e3Nnj17+OOPP0zl0dHR7N69m5deegl7e3vat2/PgQMHTFvDA+zfv59z58498tytiIiIFCwFPsMEMGHCBH766Sf8/f3x9/enWLFirFy5kuLFizN27FgAhg0bxubNmxk0aBCDBw8mISGBpUuX4uXlRZcuXR7zE4iIiK3KraNRxLYU+AwTpC5K++KLL2jcuDFhYWF88skn1K5dm/Xr11OlShUgdT3T6tWreeaZZwgJCeGzzz4zHZ2ic+REREQKt0KRYQKoUqUKISEhVtt4enqyZMmSPBqRiIgUBLa6rYDkrEKRYRIRERHJjkKTYRIREclxhlzcVkCvydkUZZhEREREMqAMk4iISDboLbnCQRkmERERkQwowyQiIpINyjAVDsowiYiIiGRAGSYREZEsMmCXa/swGXLpjDrJGmWYRERERDKgDJOIiEg25No+TGJTFDCJiIhkgxZ9Fw6akhMRERHJgDJMIiIi2aAMU+GgDJOIiIhIBpRhEhERyQat+S4clGESERERyYAyTCIiItmgNUyFgzJMIiIiIhlQhklERCSrDOTeIiYtjrIpyjCJiIiIZEAZJhERkWzQGqbCQRkmERERkQwowyQiIpJFBnLv8F0tYbItyjCJiIiIZEAZJhERkWzQGqbCodBkmA4cOEDfvn1p2LAhrVu3ZsaMGcTHx5u1iY6OZtSoUTRp0oQmTZowceJEbt68+ZhGLCIi+YLBLne+xKYUigzTgQMHGDx4MF5eXowfP54rV66wcuVKjh07xpo1ayhSpAi3bt1i4MCBJCYmMnToUJKTkwkLC+PUqVNs2LABBweHx/0YIiIi8pgUioBp7ty5VKxYkdWrV1O8eHEAKlasyLRp0/jhhx9o27YtK1as4M8//2TLli3UqFEDgPr16xMQEMCmTZvo1avX43wEERGxUbm16FtsS4GfkktISKB06dL06tXLFCwBNGnSBIBTp04BEB4eTpMmTUzBEkCLFi2oXr064eHheTtoERERsSkFPsPk6OhIWFiYRfnJkycBqFSpEnfu3CE6OhpfX1+Ldl5eXuzduzfXxykiIvmUMkyFQoEPmP7u0qVLHDx4kNmzZ1OzZk18fHw4f/48ABUqVLBoX758eWJjY4mNjaVkyZJ5PVwRERGxAYUqYLp9+zbe3t4AODk58c9//hNHR0fT23JOTk4WfRwdHQG4e/euAiYRETFnyMVtBZS5simFKmCys7MjODiYxMREVq1aRUBAAMHBwZQvXz5TfaVgSTobZbW+SMNnrdanHD6R5XvH9G+e5b6Z6X+nhvU/r6Uirf9NnN1ntza+ke9+abXv6lqVs3xtANc1B3K1f0Zy+/oi8ngU+EXfDytVqhSdOnXi1VdfZc2aNVSqVImZM2fi7OwMpC4Q/ztjmYuLS56OVURE8glDLn2JTSlUAdPDihcvzgsvvMCVK1d44oknALh+/bpFu2vXruHq6moKqkRERKTwKfABU2RkJN7e3qxZs8aiLj4+Hjs7OxwcHHB3d+f48eMWbU6cOEGdOnXyYqgiIpLv2GEw5M4XZH8pyL59++jevTv169fH29ubsLAwDBlsHLV161b8/PyoV68eHTt2ZOPGjem2jYuLw9vbm6+//tqi7vjx4wwbNoxmzZrRtGlTBg8ebPHv7IYNG6hVq5bF17Rp07L2wLmowK9hqlatGrGxsaxfv56ePXuaduy+dOkSERERNG7cGBcXF9q3b8/KlSuJjIw07cW0f/9+zp07x5AhQx7nI4iIiDyyI0eOEBgYSMeOHRk9ejSHDh1i7ty5JCcnM3z48DT7REREMH78ePz9/WndujU7d+5k0qRJODg44OfnZ9b2zp07jBw5kkuXLllc5/z587z22mvUqVOHGTNmYGdnx7Jly+jXrx8bN27E09MTSN3ip3r16syaNcusf7ly5XLoU8g5BT5gKlq0KP/85z+ZOHEiAwYM4JVXXuHWrVumI1HeeecdAIYNG8bmzZsZNGgQgwcPJiEhgaVLl+Ll5UWXLl0e81OIiIjNstH1RqGhodSuXZu5c+cC0KZNG5KSkli0aBH+/v5mmzkbzZ8/nw4dOjBlyhQAWrduzZ07d/jwww/NAqZdu3aleSar0apVq3BycuLTTz81LWlp1qwZ3t7erF69mnfffRdIDZjq1q1LgwYNcvLRc0WBn5ID6NKlC8HBwTx48ICZM2eycuVKGjduzIYNG6hZsyYAZcqUYfXq1TzzzDOEhITw2Wef0a5dO5YuXapz5EREJF9JTEzk4MGD+Pj4mJX7+voSHx/PoUOHLPpcvHiRqKioNPucP3+eqKgoAGJiYhg1ahSNGzdm6dKlad7f09OTwYMHm63/dXZ25sknn+TChQsAGAwGTp06Re3atbPzqHmmwGeYjDp16kSnTp2stvH09GTJkiV5NCIRESkYbG/bmejoaB48eICHh4dZebVq1QA4d+4cLVu2NKuLjIwEsNrHw8OD4sWLEx4ejqenJxcvXkzz/v369bMoO3/+PH/88QfNm6duvXHhwgXi4+M5evQovr6+XLx4EXd3d0aMGMGrr776qI+c6wpNwCQiIpIrcnFK7vLlywwYMCDd+l27dqVZHhsbC1huiVOiRAkgdbH23xnLMurj4OBgWoOUWffv3+ett97CwcGB1157DfjfEWUXL15k0qRJFC1alE2bNvHWW2+RmJj4yIfer1q1ipdffhk3N7dH6pdZCphEREQKmJSUFKv1RYpYrsjJSp/MiIuLIygoiKNHj/Lhhx9SuXLq5rSNGzdm0aJFNG3a1DR117p1a27evElISAg9e/Z8pE2jZ8yYwZw5c/D29qZbt260bt06y2NOiwImERGR7MjFDFOlSpXSzSJZYzzK6++LstPLImW1T0auXLnC66+/zrlz5wgODqZdu3amurJly/Liiy9a9Gnbti379+/nxo0bmTqJw+iDDz5g48aNREREsH37dsqVK8err75K165dHzkjlpZCsehbRESkMKlatSr29vamw+WNjAuujdvnPKx69eoAFn2Mv0+rjzWnTp2iZ8+eXLlyhWXLltG+fXuz+l9++SXNPZ4SEhKwt7enVKlSj3S/nj17snbtWnbs2EFgYCDFihVjyZIl+Pn50bt3b7744os0pyIzSwGTiIhIdhjscucrGxwdHWnUqBE7duww26gyIiKCkiVLUq9ePYs+1apVw93dnYiICLPy7du34+Hhgbu7e6bvf+XKFQICArCzs2PdunU0btzYos2PP/7IpEmTOHfunKksJSWFiIgIGjZsmOU31KtUqcLo0aPZvXs3K1asoHv37ly6dIn33nuPVq1aMWHCBA4ePPjI19WUnIiISAE0YsQIAgICGD16NN27d+fw4cOEhYUxbtw4nJyciIuL48yZM1StWpUyZcoAEBQUxOTJk3Fzc8Pb25tdu3axbds2goODH+ne06dP56+//mLq1KnExcVx5MgRU52LiwtPPfUUffr0Yf369QQGBjJ69GicnJxYu3Ytp0+fTvN0jqxo1qwZXl5ePP/88yxcuJBLly6xZcsWtm7diqenJ2PGjDGbJrRGAZOIiEg2ZHDSyGPTvHlzQkNDCQkJISgoiAoVKjBx4kQGDx4MpB5d4u/vz8yZM+nWrRsA3bp1IzExkWXLlvHVV19RpUoVZs+eneG2PA9LTExkz549ALz33nsW9U2aNGHVqlWUK1eONWvWMG/ePKZPn058fDx169ZlxYoV1K9fP1vP/uDBA77//ns2bdrEDz/8QFJSEg4ODnTu3JmXX36Z48ePs379et544w3eeeedNLdB+LtsBUwJCQns2rWL48ePExMTwwcffMCxY8dwdHTk6aefzs6lRUREJJt8fHwsNqI0atq0KadOnbIo79OnD3369MnU9d3d3S2u4eDgkObZrGmpVq0aISEhmWqbGb/++iubN2/mu+++IyYmBoPBQJ06dejevTudO3c2LWxv27Yt3bt3x8/Pj08//TR3A6b9+/czYcIEbt68icFgwM7Ojg8++ICdO3fy6aefMnr0aAIDA7N6eREREdtnIPfekrPRzJWtat++PdHR0RgMBkqXLo2/vz/du3c3nejxdxUqVMDDw4Po6OhMXT9LAdOpU6cYMWIE9vb2DBw4kOjoaHbv3g2Al5cXpUuX5sMPP6R27dq0bds2K7cQERERybSLFy/Spk0bunfvjre3N0WLZhzidOvWjYoVK2bq+lkKmD7++GOKFCnChg0bqFGjBgsXLjQFTD4+PjzzzDN07dqVzz77TAGTiIgUbNl8o01yxp49e3jiiSestklMTCQ6Otq0RUJmpuKMsrStwE8//USHDh3S3ZOhSpUq+Pr6cvr06axcXkREROSRtG3blo8++shqm4ULF9K3b98sXT9LGaa4uDjTK4jpcXV1JSYmJkuDEhERyS/stNbosTh9+jR//fWX6fcGg4Ho6GgOHDiQZvsHDx6wb98+Hjx4kKX7ZSlgqlSpEkePHrXa5siRI5meFxQRERF5FOfPn+eNN94wnTdnZ2fH5s2b2bx5c7p9DAZDlpcKZSlg8vHxISwsjM8//5zevXtb1C9fvpwjR44waNCgLA1KREQk31CG6bHw8fFh6NChpizTxo0beeaZZ6hdu3aa7YsVK0bFihUfad3Sw7IUML3++uvs2LGD999/n88//5ykpCQApk6dyn//+19OnDhBxYoVGT58eJYGJSIikm9o0fdjM378eNOvN27cSLt27Rg1alSu3CtLAVPJkiVZu3Yt77//Pjt37jSdU7Nu3ToAWrZsyQcffEDp0qVzbqQiIiIi6fj9999z9fpZ3riybNmyhIaG8tdff3Hs2DFiYmIoUaIEtWvX1tolEREpPDQl91gcOHCAKlWqmA4FTm+xd1qaN2/+yPfL9llyZcuW1V5LIiIikqcCAgIYNWqUaQouICDAtAA8IydPnnzk+2UqYPryyy8f+cJGPXr0yHJfERERm6cM02PRtWtXswXer776aqYDpqzIVMD0z3/+85EHYTxfTgGTiIiI5LSZM2ea/X7WrFm5er9MBUxBQUG5GrWJiIjkSzp8N1+4fv06pUuXztT5cunJVM833ngjyzcQERERyQunTp1izZo1vP/++xQpUoSoqChGjBhBVFQUJUqUYOzYsVnehylLZ8mJiIjI/2ewy50veSTHjx+nV69ebNiwgStXrgDw/vvvc+7cOapWrUrRokX54IMP2Lt3b5aun6XclL+/f4Zt7O3tcXJyomLFirRo0YKXXnopK7cSERERydCnn35KSkoKs2fP5sknn+TPP//kxx9/pF69enz++efcvn2bV155hZUrV2bp7f4sBUy//PILdnZ2pKSkmDatfJidnZ1Z+dq1a2nXrh2hoaFZuV2eio6OZvbs2fz0008AvPDCC0yaNCnDw4ZFRKRw0uG7tuHXX3/F19eXV155BYD/+7//A6Bz587Y2dlRunRpfHx8CA8Pz9L1sxQw7d27l759+wIwatQoGjVqRIUKFYiPj+fIkSN8+OGHXLt2jeDgYJKSkli2bBk7d+5k7dq1WZ47zAu3bt1i4MCBJCYmMnToUJKTkwkLC+PUqVNs2LABBweHxz1EERERScOdO3eoXLmy6ff/+c9/sLOzM9uk0snJicTExCxdP0sB09y5c0lISGDLli24ubmZyt3c3HjhhRdo0KABr7zyCt988w3Tp0+nadOmdO7cmU2bNtl0wLRixQr+/PNPtmzZQo0aNQCoX78+AQEBbNq0iV69ej3mEYqIiM1RhskmPPnkk6a1S0lJSfz444+UK1eOp59+2tTmxIkTVKhQIUvXz9Ki771799KxY0ezYOlhbm5ueHt7s2PHDiB1PVOrVq04d+5clgaZV8LDw2nSpIkpWAJo0aIF1atXz3IKT0RERHJfw4YN2b59O19//TXTpk0jJiYGHx8fAOLi4vj000/58ccfadWqVZaun6UMU3JyMvHx8VbbJCYmmqW9HB0dSU5Ozsrt8sSdO3eIjo7G19fXos7LyyvLq+pFREQk97355pv85z//4e2338ZgMFCmTBlef/11AP7973+zfv16KleuzLBhw7J0/SwFTLVq1WLnzp2MGDHCdOjdwy5dusTOnTupWbOmqezYsWNUqlQpS4PMC1evXgVIM1VXvnx5YmNjiY2NpWTJknk9NBERsWFa9G0b3N3d2bp1K99++y0Gg4EOHTpQrlw5AJo0aUKpUqUYOHBgll/iylLANHz4cAIDA+nZsycBAQE0aNDAFFQcOXKE5cuXExsby+DBgwGYPn06Bw8eJDAwMEuDzAvGjJmTk5NFnaOjIwB3795VwCQiImKjSpcuTf/+/S3KO3XqRKdOnbJ17SwFTG3btuX9999n1qxZBAcHm9UZDAYcHR2ZMmUKvr6+XL9+ndWrV1O9enUGDhyYrcHmprS2R/g7HQ9TuKQcPpHlvq5rDmTr3jH9m1utz+j6bg2ftVqf4bNl0D87VteqbLX+jxXPZ3AF62+4uK6x3ju735uM5Pb1xQZpk0mbZDAY0v23vUiRR1/CneVDVXr37o23tzfh4eEcPXqU27dvU6JECerUqUOXLl1MU1vFihXjo48+olWrVqZMjS1ydnYGICEhwaLOWObi4pKnYxIREZHMW7VqFatXr+bSpUvprpu2s7PjxIlH/4E466fQkbq2Z9CgQVbbuLm55Ytdvo3rq65fv25Rd+3aNVxdXU1BlYiIiInWMNmEzz//nBkzZgBQsmTJHF9Ck62AKTk5mRs3bljdBKpKlSrZuUWecXV1xd3dnePHj1vUnThxgjp16jyGUYmIiEhmrF27FmdnZz755BOaNm2a49fPUsCUkpLCnDlz+Pzzz7l//3667bKa9npc2rdvz8qVK4mMjDTtxbR//37OnTvHkCFDHvPoRETEJinDZBPOnTvHq6++mivBEmQxYFqyZAkrVqygaNGi1KxZE1dX15we12MxbNgwNm/ezKBBgxg8eDAJCQksXboULy8vunTp8riHJyIiIulwcXGhePHiuXb9LAVMGzdupHTp0qxbtw4PD48cHtLjU6ZMGVavXs3MmTMJCQmhePHitGvXjokTJ+ocORERsWTIxX2YlLl6JC1btuSHH34gOTkZe3v7HL9+lgKmS5cu0bt37wIVLBl5enqyZMmSxz0MEREReQTjx4+nd+/ejB07luHDh+Pp6Znu2/l5tq1A6dKlSUlJyUpXERGRgkWZIJswdOhQDAYD27dvZ/v27em2y9NtBdq1a8fu3buZOHFirs4XioiIiGRGfHw89vb2VKxYMVeun6WA6R//+AeHDh0iICCAwYMHU7169XTTXvllWwEREZEsUYbJJuzevTtXr5+lgOmFF14gOTmZhIQE3nzzzXTb5bdtBURERETSkqWAycvLK1PtdPaaiIgUdLn2lpxkydGjR/nyyy85ceIEMTExREREEBERwY0bN+jduzdFi2Ztz+4s9Vq1apXV+uTkZCIiIvj888+zNCgREZH8wS4XD99V0uFRffzxxyxcuND0YpoxcXPkyBFWrFjBDz/8QGhoKMWKFXvka2fraJS/u3z5Mp9//jlfffUVf/31V05eWkRERCRdO3fuJCQkhGeeeYY333yTAwcOsHr1agC6d+/Ob7/9xt69e/niiy/o37//I18/2wGTwWBgz549rF+/nn379pGSkoLBYKBixYp07949u5cXERGxbZqSswmfffYZFSpUYPXq1bi4uJitoX7qqadYvnw5nTp14uuvv87bgOnGjRts2LCBDRs2cOXKFQDs7e3x9vamV69etGnTRmuYREREJE+cOHGCrl274uLikma9o6Mj3t7ebNq0KUvXf+SA6cCBA6xbt47du3eTnJyMwWDA09OTc+fO0aNHD95///0sDURERCS/sSP3Fn0r5fBoUlJSMkzUJCUlkZSUlKXrZ2pv8Dt37rB8+XI6dOjA4MGD2b59OyVKlKBv37588cUXfPvttxgMykmKiIjYkn379tG9e3fq16+Pt7c3YWFhGf57vXXrVvz8/KhXrx4dO3Zk48aN6baNi4vD29ubr7/+2qLuxo0bjBs3jqZNm/L8888zduxYrl27ZtYmKSmJBQsW0LZtW+rXr0+/fv347bffsvSsnp6e7N+/n+Tk5DTrExMT+c9//oOnp2eWrp+pgKlNmzbMmTOHq1ev4uvry8KFC9m3bx/vvvsu9erVy9KNRURE8j1DLn9lw5EjRwgMDMTT05PQ0FBefvll5s6da/W81IiICMaPH0/Lli356KOPaNKkCZMmTSI8PNyi7Z07d3j99de5dOmSRV1SUhLDhg3jv//9L++//z7vv/8+v/76K0OGDOHBgwemdrNmzWLFihUMHTqU4OBg7O3tGTRoEOfPn3/k5+3WrRuRkZFMmTKFuLg4s7rbt28zceJEoqOj6dKlyyNfGzI5JZeQkICzszP+/v74+Phkeh8mEREReTxCQ0OpXbs2c+fOBVKTH0lJSSxatAh/f/80jzabP38+HTp0YMqUKQC0bt2aO3fu8OGHH+Ln52dqt2vXLmbMmEF8fHya9/7uu+84ceIE4eHhPPXUUwDUrl2bzp07s23bNl555RWuXLnCunXrePvtt+nXrx8ArVq1wtfXlyVLljB9+vRHet5+/fqxf/9+Nm/ezNatW03P5+fnx4ULF3jw4AEtWrTI0oJvyGSG6Y033qBs2bIsWrSIHj160KpVK2bPns3vv/+epZuKiIgUFHaG3PnKjsTERA4ePIiPj49Zua+vL/Hx8Rw6dMiiz8WLF4mKikqzz/nz54mKigIgJiaGUaNG0bhxY5YuXZrm/fft20f16tVNwRKkvqlWo0YN9u7dC6SuiU5KSjK7n4ODAy+88IKpzaOws7Nj4cKFvP3223h4eBAfH4/BYCAyMpInn3ySMWPGsHjxYuzt7R/52pDJDFNQUBBBQUH8+OOPfPXVV+zYsYPly5ezYsUKnn766Synt0RERCTnRUdH8+DBAzw8PMzKq1WrBsC5c+do2bKlWV1kZCSA1T4eHh4UL16c8PBwPD09uXjxYpr3j4yMtLgOQNWqVTl37pypTYkSJShfvrzF/a5du0Z8fDwlSpTI1PMa2dnZMWDAAAYMGMC9e/eIiYmhRIkS6b459yge6S25Zs2a0axZM+Li4ti6dStfffUVR48e5d///jd2dnb8+OOPbNq0CV9fX5ycnLI9OBEREZuXi+88Xb58mQEDBqRbv2vXrjTLY2NjASwCBWMA8vc1Pg+XZdTHwcEhw4XTsbGxpkDr79cyTuPFxsamGcg8fL/MBkz//e9/+eabb/j555+5evWqqW/VqlVp1KgRXbp04ZlnnsnUtdKTpX2YXFxc6NOnD3369CEyMpIvv/ySLVu2EBUVxeTJk5k2bRodOnSga9euNG7cOFsDFBERkUdjPBokPUWKWK7IyUqf9Fh7E8/46n9Gb+tl5n4JCQm89dZbREREWFzvzp07HD16lKNHj7JixQpeeeUVpk6dmubarczI9k7fNWrU4K233mL8+PF8//33fPnll+zbt4+vv/6aTZs2me20KSIiUuDkYoapUqVK6WaRrClZsiSAxaLs9LJIWe2THhcXlzQXhMfFxZnuY63Nw+NJT0pKCkOHDuXnn3/Gw8ODQYMG0aRJEypVqkSxYsWIj4/n4sWLHDx4kHXr1rF582auXbvGsmXLsrSxdubDxQzY29vTrl07Fi1axJ49exg3blya85ciIiKSu6pWrYq9vb3F6/kXLlwAUpMdf1e9enUAiz7G36fVJz3Vq1c33evv9zdex9PTk7i4OG7evGlxv8qVK2eYCfrqq6/4+eefad++PZs2baJPnz54enpSvHhx7O3tcXV15dlnnyUgIMC0t9SPP/7Ili1bMv0cD8uxgOlh5cqVY9iwYXz77be5cXkRERGbYYtvyTk6OtKoUSN27NhhNlUVERFByZIl09xDsVq1ari7uxMREWFWvn37djw8PHB3d8/0/Vu1akVkZCRnzpwxlZ05c4bIyEjTYvMWLVoAqVsQGCUmJrJnzx6LBelp2bp1K+XLl2fWrFkZBlcODg7MnDmTMmXKsHXr1kw/x8OyPSUnIiIitmfEiBEEBAQwevRounfvzuHDhwkLC2PcuHE4OTkRFxfHmTNnqFq1KmXKlAFS34qfPHkybm5ueHt7s2vXLrZt20ZwcPAj3btTp04sWrSIYcOGMW7cOADmzZtHzZo16dixIwCVK1ema9euzJw5k4SEBDw8PFi+fDkxMTEMHTo0w3ucOXOGVq1a4ezsnKkxOTg40KJFCw4ePPhIz2KkgElERKQAat68OaGhoYSEhBAUFESFChWYOHEigwcPBuD48eP4+/szc+ZMunXrBqTulp2YmMiyZcv46quvqFKlCrNnz6ZTp06PdG8HBweWL1/OjBkzeOeddyhWrBgtW7Zk8uTJFC36v9Bj2rRpuLq6smTJEu7evYuXlxfLly9P8w27v4uJibHYkiAjTz75JLdu3XqkPkYKmERERLLDho9S9fHxsdiI0qhp06acOnXKotz4FnxmuLu7p3kNgIoVK7Jw4UKr/R0cHJgyZYppZ/FH8eDBg0d+483R0TF3D98VERERKcyUYRIREcmG7C7QlvyhUARMcXFxhISEsHPnTm7evMkzzzzDqFGjaNWqlUXbtWvXsnLlSi5fvky1atUIDAw0O3BQREREbMOuXbu4dOlSptufPHkyy/cq8AFTSkoKo0aN4pdffmHAgAG4u7uzZcsWhg4dyuLFi2nTpo2pbVhYGHPmzKFDhw4MGjSIHTt2MHbsWOzs7B55wZuIiBQSyjA9NidPnnzkICgrm1ZCIQiY9uzZw4EDB3jvvffo168fAN27d6djx46EhoaaAqaYmBgWLlxI586dmTdvHgC9evViwIABzJkzB19f3yyfcCwiIiI5a+bMmXl6vwIfMMXExFC7dm1eeeUVU1nx4sWpW7cue/bsMZXt3r2bu3fv0rdvX1NZkSJF6NevH2PHjuXw4cM0atQoL4cuIiK2zkDuZZiUubKqa9eueXq/Av+W3KuvvsqmTZvMzsBJTk7mjz/+oGLFiqayY8eOAeDl5WXW/9lnnzWrFxERkcKnwGeYHnb37l0iIyNZvHgxZ8+eZc6cOaa6a9euUapUKZycnMz6GDfFunz5cp6OVURE8ge9JVc45NuA6fr161brnZ2dKVGihFnZ/PnzWbVqFQC+vr60b9/eVBcfH5/mBljGsnv37mV3yCIiIpJP5duAKa0tAR4WGBjImDFjzMpeeuklmjVrxm+//cby5cvx9/dnzZo1ODg4YDAYrK6cz+qqerFdRT09rNYnnY3KtXvH9G9utd51zYFsXT/l8Amr9X+seN5q/dODDmXr/tZk9OwVdljvn9Fnk9ufrYgFZZgKhXwbME2fPt1qfe3atS3KmjdP/Yu0Xbt2uLu78+677/LNN9/Qo0cPnJ2duX//vkUfY9nfs1UiIiJSeOTbgKlnz57Z6t+hQwfeffddTpxI/Um8YsWK3Llzh8TERBwcHEztrl27BkCFChWydT8RESmYtIapcCjwb8l98MEH+Pj4kJKSYlYeHx8PpB7EB6lvxxkMBosNsIy/r1u3bh6MVkRE8h1DLn2JTSnwAVOlSpW4cOEC27ZtMytftmwZAC+++CIAbdu2xdHR0bQoHFJ3CV+7di2VK1emQYMGeTZmERERsS35dkous1577TU2bdrElClTOHbsGFWqVGHfvn3s2rWLHj160KRJEwBKly7N8OHDCQ0NxWAw0KxZMyIiIjh06BDBwcHa5VtERNKmbFChUOADJkdHRz777DP+/e9/s2nTJmJjY6latSr//Oc/ee2118zaBgUF4eTkxJo1a9ixYwceHh4sWLCADh06PKbRi4iIiC0o8AETQJkyZfjXv/6VYTs7OzuGDBnCkCFD8mBUIiJSEGjRd+FQ4NcwiYiIiGRXocgwiYiI5AodvltoKMMkIiIikgFlmERERLJDmaBCQRkmERERkQwowyQiIpINekuucFCGSURERCQDyjCJiIhkhzJMhYIyTCIiIiIZUIZJREQki+zIvTVMdrlzWckiBUwiIiLZoSm5QkFTciIiIiIZUIZJREQkO5RhKhSUYRIRERHJgDJMIiIi2aDF2YWDMkwiIiIiGVCGSUREJDu0hqlQUIZJREREJAPKMImIiGSVIRcP31XmyqYowyQiIiKSAWWYREREskOZoEJBGSYRERGRDCjDJCIikh3KMBUKyjCJiIiIZEABk4iISDbYGXLnKyfs27eP7t27U79+fby9vQkLC8NgsH7xrVu34ufnR7169ejYsSMbN260aHP06FEGDBhAw4YNadWqFfPnzycxMdFU7+3tTa1atdL88vb2NrXbsGFDmm2mTZuWMx9ADio0U3Lbtm1jyZIlnDlzhvLly+Pn50dQUBCOjo5m7dauXcvKlSu5fPky1apVIzAwED8/v8c0ahERsXk2OiV35MgRAgMD6dixI6NHj+bQoUPMnTuX5ORkhg8fnmafiIgIxo8fj7+/P61bt2bnzp1MmjQJBwcH07+F0dHRBAQE0KBBAxYsWEBkZCTBwcHcvn3bFOgsXLjQLIAyjmfmzJn06dPHVHby5EmqV6/OrFmzzNqWK1cuJz+KHFEoAqYvvviCd955hxYtWjB58mROnDjB4sWLuXLlCnPnzjW1CwsLY86cOXTo0IFBgwaxY8cOxo4di52dHZ06dXqMTyAiIvJoQkNDqV27tunfuTZt2pCUlMSiRYvw9/enePHiFn3mz59Phw4dmDJlCgCtW7fmzp07fPjhh6aAacmSJZQoUYKPP/4YBwcH2rZtS/Hixfnggw8IDAykUqVKPPvss2bXjYuLY+zYsbzwwgtmwdrJkyepW7cuDRo0yKVPIecU+Cm5W7duMXv2bFq1asXSpUvp27cvH3zwAQMHDuSbb74hOjoagJiYGBYuXEjnzp358MMP6dOnD0uWLKFRo0bMmTOH5OTkx/wkIiJii2xxSi4xMZGDBw/i4+NjVu7r60t8fDyHDh2y6HPx4kWioqLS7HP+/HmioqKA1Gm+tm3b4uDgYGrToUMHUlJS2LdvX5rj+fjjj7l58ybvvvuuqcxgMHDq1Clq166d1cfMUwU+YNqxYwdxcXGMGTMGe3t7U3mfPn0YOXIkSUlJAOzevZu7d+/St29fU5siRYrQr18/rly5wuHDh/N87CIiIlkRHR3NgwcP8PDwMCuvVq0aAOfOnbPoExkZCWC1z/3797l06RLVq1c3a1OmTBlcXFzSvO7ly5dZuXIlQ4YMoXLlyqbyCxcuEB8fz9GjR/H19cXLywtfX182bdr0qI+bJwr8lNyhQ4dwc3PDy8sLgPv371O0aFGqV6/O6NGjTe2OHTsGYGpnZEwrHjt2jEaNGuXRqEVEJN/IxTVMly9fZsCAAenW79q1K83y2NhYAFxcXMzKS5QoAaROkf2dscxan/Sua2yX1nU/++wzHBwc8Pf3Nys/efIkkJrZmjRpEkWLFmXTpk289dZbJCYm0qtXrzSf7XEp8AHT+fPnefLJJzl8+DAzZszg2LFjFCtWjE6dOvHuu++avunXrl2jVKlSODk5mfUvX748kPqHVkREJD9ISUmxWl+kiOUEU2b6ZNTGzs7O7PcJCQl8+eWX9OjRg1KlSpnVNW7cmEWLFtG0aVOcnZ2B1DVTN2/eJCQkhJ49e1pc73HKtwHT9evXrdY7OztTokQJYmJiiI2NZciQIfTo0YPAwEB+/fVXPvvsM65cucLKlSuxs7MjPj4+zQVwxrJ79+7lynOIiEj+lmuH7wKVKlVKN4tkTcmSJQGIj483K08vi5TZPsZ+f29jbGe8htG+ffuIi4vj5ZdftmhftmxZXnzxRYvytm3bsn//fm7cuGFKWtiCfBswtWrVymp9YGAgY8aMITExkWvXrvHmm28SFBQEgI+PDy4uLoSEhLB3715eeOEFDAaD1UjWlqJcyRlJZ6Os1hdp+KzV+pTDJ7J8b9c1B6zWx/RvnuVrZ8bTg6zfPzdd9Um0Wl9hh4PV+uz6Y8Xz2bp/Rt+77N4/O54eZLmQNy9l9Oc2O3/us/u5FzZVq1bF3t6e8+fPm5VfuHABgBo1alj0Ma5LOn/+vNlbbsZr1KhRgxIlSlChQgWL6/7111/Ex8dbXHfPnj24u7tTt25di/v98ssvREdH07VrV7PyhIQE7O3tLTJSj1u+DZimT59utd646t44xdazZ0+z+ldffZWQkBAOHjzICy+8gLOzM/fv37e4jrHMOIcrIiJiYiD31jBl47qOjo40atSIHTt2MGTIENMP/REREZQsWZJ69epZ9KlWrRru7u5ERETQsWNHU/n27dvx8PDA3d0dgJYtW7Jnzx4mT55selMuIiICe3t7mjVrZnbNI0eO8Nxzz6U5xh9//JHQ0FAaNGhgCtZSUlKIiIigYcOGZm/h2YJ8GzD9PQBKT4UKFTh9+jRlypQxKy9btizwv7RixYoVuXPnDomJiWbfpGvXrpmuIyIikl+MGDGCgIAARo8eTffu3Tl8+DBhYWGMGzcOJycn4uLiOHPmDFWrVjX9GxkUFMTkyZNxc3PD29ubXbt2sW3bNoKDg03XHTp0KOHh4QwdOpSAgACioqKYP38+vXr1olKlSqZ2ycnJnD17ls6dO6c5vj59+rB+/XoCAwMZPXo0Tk5OrF27ltOnT7NmzZrc/XCyoMBvK2B86+3MmTNm5RcvXgQwfXO9vLwwGAymVftGxt+nlU4UERExZZly+iubmjdvTmhoKOfOnSMoKIgtW7YwceJEhg0bBsDx48fp3bs3e/bsMfXp1q0bU6dOZf/+/QQFBfHzzz8ze/Zss82ba9SowbJly7h//z5vvvkmy5cvZ9CgQbz99ttm9799+zZJSUm4urqmOb5y5cqxZs0aatWqxfTp0/nHP/7BvXv3WLFiBfXr18/+B5DD8m2GKbP8/PxYvHgxS5YsYd68eaZy42Lvdu3aAamLzBwdHVm1apXpG5WSksLatWupXLlyvtiFVERE5GE+Pj4WG1EaNW3alFOnTlmU9+nTx+z4krQ0atSIL774wmqbsmXLpnn9h1WrVo2QkBCrbWxFgQ+YatasSUBAAGFhYdy7d482bdrw888/s3XrVgYMGMBTTz0FQOnSpRk+fDihoaEYDAaaNWtGREQEhw4dIjg42GzTSxEREaPcfEtObEeBD5gAJkyYQOXKlVmzZg0//PADTz75JBMnTmTw4MFm7YKCgnBycmLNmjXs2LEDDw8PFixYQIcOHR7TyEVERMQWFIqAyc7Ojv79+9O/f/8M2w0ZMoQhQ4bk0chERCTfU4apUCgUAZOIiEjuMGBnsMF9BSTHFfi35ERERESySxkmERGR7FAiqFBQhklEREQkA8owiYiIZJEdubetgE4wtS3KMImIiIhkQBkmERGRrLLRw3cl5ynDJCIiIpIBZZhERESyQUejFA7KMImIiIhkQBkmERGR7FCGqVBQhklEREQkA8owiYiIZIPWMBUOyjCJiIiIZEAZJhERkexQhqlQUMAkIiKSDZqSKxw0JSciIiKSAWWYREREssOgFFNhoAyTiIiISAaUYRIREckGrWEqHJRhEhEREcmAMkwiIiJZZSD3thVQ5sqmKMMkIiIikgFlmERERLLBLuVxj0DygjJMIiIiIhkoFAFTQkICc+bMoXXr1jRo0IBevXqxc+fONNuuXbuWDh06UK9ePV5++WXCw8PzeLQiIpKvGHLpS2xKgQ+YDAYDQUFBhIWFUa9ePSZMmMATTzxBUFAQa9euNWsbFhbG1KlTqVWrFlOmTOGJJ55g7NixfPvtt49p9CIiImILCnzAtH37dn744Qd69+7NRx99RP/+/Vm4cCFdunRh7ty53LhxA4CYmBgWLlxI586d+fDDD+nTpw9LliyhUaNGzJkzh+Tk5Mf8JCIiYovsDLnzJbalwAdM33//PQCjRo0yKx8yZAh3797lu+++A2D37t3cvXuXvn37mtoUKVKEfv36ceXKFQ4fPpx3gxYRERGbUuADpqtXr+Lm5sYTTzxhVl6tWjUATpw4AcCxY8cA8PLyMmv37LPPmtWLiIiYMRhy50tsSoHfVsDJyYl79+6RkpJCkSL/iw9v374NYJqSu3btGqVKlcLJycmsf/ny5QG4fPly3gxYRETyDTtyb/rMLncuK1mUbwOm69evW613dnamRIkSNGjQgF27drFnzx68vb1N9ca35BISEgCIj4+nePHiFtcxlt27dy+nhi4iIiL5TL4NmFq1amW1PjAwkDFjxtCjRw+WL1/OlClTePfdd6lbty4///wzISEhlChRgqJFUz8Cg8GAnV368by1OimYUg6feGz3dl1zwGp9kYbPWq3P7thj+je3Wn/VJ9FqfYUd1uocsjIkkz9WPJ/le+fE/TP6bDJytv2iLPdtPiHQan30uy2s1t/3TLBan9FnM/LdL63WDyiZwbPNtV69KvZSunWr11S22tfa9yXFxdH6jbNDR6MUGvk2YJo+fbrV+tq1awNQpkwZlixZwpgxYxgzZgwAbm5uTJ06lRkzZlCqVCkgNSN1//59i+sYy0qUKJGTwxcREZF8JN8GTD179sx02zp16hAREcHJkydJSkrimWeewc7OjjFjxlClShUAKlasyJ07d0hMTMTB4X8/ZV27dg2AChUq5OwDiIhIgaAtAAqHAv+WXGRkJOvXrycxMREvLy/q16+Po6Mjhw4dwmAw8NxzzwGpb8cZDAZOnjxp1t/4+7p16+b52EVERMQ2FPiA6eLFi7z33ntmR6EkJCSwcOFCPDw8TGuh2rZti6OjI6tWrTK1S0lJYe3atVSuXJkGDRrk9dBFRCQ/0LYChUK+nZLLrObNm+Pl5cX7779PVFQUZcuWZfPmzRw7dowlS5Zgb28PQOnSpRk+fDihoaEYDAaaNWtGREQEhw4dIjg42NRORERECp8Cn2FycHDg008/5aWXXmLdunXMmzeP4sWLs3LlSpo3N3+rIigoiIkTJ3L48GE++OADrl27xoIFC+jYseNjGr2IiNg6Wz4aZd++fXTv3p369evj7e1NWFgYhgyyV1u3bsXPz4969erRsWNHNm7caNHm6NGjDBgwgIYNG9KqVSvmz59PYqL527Pjx4+nVq1aFl/GEzYgdUufqVOn0rJlSxo2bMiwYcM4e/Zszjx8DivwGSZI3Xxy9uzZGbazs7NjyJAhDBkyJA9GJSIiknuOHDlCYGAgHTt2ZPTo0Rw6dIi5c+eSnJzM8OHD0+wTERHB+PHj8ff3p3Xr1uzcuZNJkybh4OCAn58fANHR0QQEBNCgQQMWLFhAZGQkwcHB3L59m2nTppmu9fvvv9O5c2cGDBhgdg8PDw/Tr8eNG8dvv/3GhAkTcHFxYeHChfj7+xMeHm56i91WFIqASUREJNfY6HKj0NBQateuzdy5qRtgtWnThqSkJBYtWoS/v3+amzXPnz+fDh06MGXKFABat27NnTt3+PDDD00B05IlSyhRogQff/wxDg4OtG3bluLFi/PBBx8QGBhIpUqVSEhI4Ny5cwwcODDdNcCHDx/m+++/Z/HixbRt2xaARo0a8dJLL7F27VpGjBiRC59K1hX4KTkREZHCJjExkYMHD+Lj42NW7uvrS3x8PIcOHbLoc/HiRaKiotLsc/78eaKiooDUab62bduabcHToUMHUlJS2LdvHwCnT58mKSnJtCdiWvbt24ezs7PZRtRlypShcePG7N2795GfObcpYBIREckGW1zDFB0dzYMHD8ymv+B/B8+fO3fOok9kZCSA1T7379/n0qVLVK9e3axNmTJlcHFxMV33999/B2DDhg20atWKOnXq0K9fP3777Tez+7m7u1u8VFW1atU0x/e4aUpORETERl2+fNliDdDDdu3alWZ5bGwsAC4uLmblxlMr4uLiLPoYy6z1Se+6xnbGaxj3MLx37x7z5s3j9u3bLF68GH9/fz7//HOeeeYZYmNj071OfHx8Ok/8+ChgEhERyY4U21vElJKSYrW+SBHLCabM9MmojfHc1ddee40XX3yR1q1bm+qaN29O+/btWbRoEQsWLLD6tp4tnt+qgElERCSrcvnw3UqVKqWbRbKmZMmSABaZmvSySJntY+yXVgYoLi7OdA1PT088PT3N6l1dXXnuuedM03UuLi7cuHHD4jrx8fGm69gSrWESEREpYKpWrYq9vT3nz583K79w4QIANWrUsOhjXJf09z7G39eoUYMSJUpQoUIFizZ//fUX8fHxput+++23pgXgD0tISKBMmTKm+128eNEia3X+/Pk0x/e4KWASERHJBltc9O3o6EijRo3YsWOH2dRXREQEJUuWpF69ehZ9qlWrhru7OxEREWbl27dvx8PDA3d3dwBatmzJnj17zDaqjIiIwN7enmbNmgGwfv163nvvPbM2V69e5ddff6Vp06YAtGrVivj4eH744QdTm5s3b/LLL7/QsmXL7H0AuUBTciIiIgXQiBEjCAgIYPTo0XTv3p3Dhw8TFhbGuHHjcHJyIi4ujjNnzlC1alVT1icoKIjJkyfj5uaGt7c3u3btYtu2bQQHB5uuO3ToUMLDwxk6dCgBAQFERUUxf/58evXqRaVKlQAYOXIkAQEBjBw5En9/f+7cucPChQtxc3Nj8ODBADRu3JgmTZowYcIEJkyYgJubG6GhoZQsWZK+ffvm/QeWAWWYREREssNGD99t3rw5oaGhnDt3jqCgILZs2cLEiRMZNmwYAMePH6d3797s2bPH1Kdbt25MnTqV/fv3ExQUxM8//8zs2bPp1KmTqU2NGjVYtmwZ9+/f580332T58uUMGjSIt99+29SmWbNmLFu2jLt37zJmzBimTZuGl5cXa9asMVuftHDhQl566SXmzJnDpEmTqFChAitWrLC5Xb5BGSYREZECy8fHx2IjSqOmTZty6tQpi/I+ffrQp08fq9dt1KgRX3zxhdU2zZs3tziz9e9KlSrFzJkzmTlzptV2tkABk4iISDbk1EG5Yts0JSciIiKSAWWYREREskMZpkJBGSYRERGRDCjDJCIikg12OfBGm9g+ZZhEREREMqAMk4iISFYZAOvn0Wbv2mIzlGESERERyYAyTCIiIllmyMU1TEox2RIFTCIiItmhuKZQ0JSciIiISAaUYRIREckObStQKCjDJCIiIpIBZZhERESyyI7cO3zXLncuK1lUYDJMFy5coF69ehw8eNCiLi4ujunTp9OmTRvq1KmDt7c3wcHBJCYmWrRdu3YtHTp0oF69erz88suEh4fnxfBFRETEhhWIDFNMTAxBQUEkJCRY1BkMBkaNGsVPP/1E7969qVmzJkeOHOHTTz/lzJkzfPTRR6a2YWFhzJkzhw4dOjBo0CB27NjB2LFjsbOzo1OnTnn5SCIikl9oDVOhkO8DpsjISEaNGsXZs2fTrN+1axcHDhzg3XffpX///gD07duXJ598kkWLFnHo0CGef/55YmJiWLhwIZ07d2bevHkA9OrViwEDBjBnzhx8fX2xt7fPs+cSERER25Gvp+Q2btxIly5duH37Nj179kyzzU8//QRA165dzco7duwIwOHDhwHYvXs3d+/epW/fvqY2RYoUoV+/fly5csXUTkRE5GF2KbnzJbYlXwdMp06dws/Pjy1btvDcc8+l2WbkyJFs2rQJZ2dns/Jbt24BULRoapLt2LFjAHh5eZm1e/bZZ83qRUREpPDJ11NyY8eOxcHBwWobNzc33NzcLMrXrVsHQMOGDQG4du0apUqVwsnJyaxd+fLlAbh8+XIOjFhERAoUA7m3hklLo2yKzQVM169ft1rv7OxMiRIlADIMltKzadMmIiIiaNq0KfXr1wcgPj6e4sWLW7Q1lt27dy9L9xIREZH8z+YCplatWlmtDwwMZMyYMVm+/q5du/jnP/9J+fLlmTVrlqncYDBgZ5f+rhfW6uTxiOnf3Gq965oDeTSSnJfbz5bR9TPy9KBDuXbvjJ7NdU2Wb52p+2cku5+975r6Wb831u/t1vBZq/Uph09k+d4Aq9dUtl6P9frcZO37UmRqf3giF2+uTFChYHMB0/Tp063W165dO8vX3rp1K5MmTaJEiRIsWbKESpUqmeqcnZ25f/++RR9jmTGrJSIiIoWPzQVM6b3tll3r169n6tSplCpVihUrVvDMM8+Y1VesWJE7d+6QmJhoNtV37do1ACpUqJAr4xIRkfzNTvswFQr5+i25zNq0aRPvvfce5cqVY82aNRbBEqS+HWcwGDh58qRZufH3devWzZOxiohIPmMw5M6X2JQCHzCdOXOGd955hzJlyrBq1Spq1KiRZru2bdvi6OjIqlWrTGUpKSmsXbuWypUr06BBgzwasYiIiNgam5uSy2kLFy4kMTGR1q1b89tvv/Hbb7+Z1deqVYtnnnmG0qVLM3z4cEJDQzEYDDRr1oyIiAgOHTpEcHCwdvkWEZG0aZPJQqHAB0w///wzAJs3b2bz5s0W9aNGjTJN0QUFBeHk5MSaNWvYsWMHHh4eLFiwgA4dOuTpmEVERMS2FJiAqVu3bnTr1s2i/D//+U+mr2FnZ8eQIUMYMmRITg5NREQKMC36LhwK/BomERERkewqMBkmERGRPKejUQoNZZhEREREMqAMk4iISJbl5p5JSjHZEmWYRERERDKgDJOIiEh2aB+mQkEZJhEREZEMKMMkIiKSDdqHqXBQhklEREQkA8owiYiIZIcyTIWCAiYREZHsUMBUKGhKTkRERCQDCphERESyw2DIna8csG/fPrp37079+vXx9vYmLCwMQwbX3rp1K35+ftSrV4+OHTuyceNGizZHjx5lwIABNGzYkFatWjF//nwSExPN2hw/fpxhw4bRrFkzmjZtyuDBgzl+/LhZmw0bNlCrVi2Lr2nTpmX/4XOYpuREREQKoCNHjhAYGEjHjh0ZPXo0hw4dYu7cuSQnJzN8+PA0+0RERDB+/Hj8/f1p3bo1O3fuZNKkSTg4OODn5wdAdHQ0AQEBNGjQgAULFhAZGUlwcDC3b982BTrnz5/ntddeo06dOsyYMQM7OzuWLVtGv3792LhxI56engCcPHmS6tWrM2vWLLNxlCtXLhc/maxRwCQiIpJVBnJv48psJplCQ0OpXbs2c+fOBaBNmzYkJSWxaNEi/P39KV68uEWf+fPn06FDB6ZMmQJA69atuXPnDh9++KEpYFqyZAklSpTg448/xsHBgbZt21K8eHE++OADAgMDqVSpEqtWrcLJyYlPP/0UZ2dnAJo1a4a3tzerV6/m3XffBVIDprp169KgQYPsPWwe0JSciIhIAZOYmMjBgwfx8fExK/f19SU+Pp5Dhw5Z9Ll48SJRUVFp9jl//jxRUVFA6jRf27ZtcXBwMLXp0KEDKSkp7Nu3DwBPT08GDx5sCpYAnJ2defLJJ7lw4QIABoOBU6dOUbt27Rx55tymgElERCQb7AyGXPnKjujoaB48eICHh4dZebVq1QA4d+6cRZ/IyEgAq33u37/PpUuXqF69ulmbMmXK4OLiYrpuv379GDp0qFmb8+fP88cff/D0008DcOHCBeLj4zl69Ci+vr54eXnh6+vLpk2bsvTMuU1TciIiIjbq8uXLDBgwIN36Xbt2pVkeGxsLgIuLi1l5iRIlAIiLi7PoYyyz1ie96xrbpXVdgPv37/PWW2/h4ODAa6+9BqROx0FqZmvSpEkULVqUTZs28dZbb5GYmEivXr3SvNbjooBJREQkO2xwH6aUFOsLq4oUsZxgykyfjNrY2dlZlMXFxREUFMTRo0f58MMPqVy5MgCNGzdm0aJFNG3a1DR117p1a27evElISAg9e/ZM83qPiwImERERG1WpUqV0s0jWlCxZEoD4+Hiz8vSySJntY+z39zbGdsZrGF25coXXX3+dc+fOERwcTLt27Ux1ZcuW5cUXX7S4Ttu2bdm/fz83btygfPny1h80D2kNk4iISJYZICWXvrLxmlzVqlWxt7fn/PnzZuXGBdc1atSw6GNcl/T3Psbf16hRgxIlSlChQgWLNn/99Rfx8fFm1z116hQ9e/bkypUrLFu2jPbt25v1+eWXX9Lc4ykhIQF7e3tKlSqV2cfNEwqYREREChhHR0caNWrEjh07zDaqjIiIoGTJktSrV8+iT7Vq1XB3dyciIsKsfPv27Xh4eODu7g5Ay5Yt2bNnj9lGlREREdjb29OsWTMgNbMUEBCAnZ0d69ato3Hjxhb3+/HHH5k0aZLZAvSUlBQiIiJo2LCh2Vt4tkBTciIiItlhg2uYAEaMGEFAQACjR4+me/fuHD58mLCwMMaNG4eTkxNxcXGcOXOGqlWrUqZMGQCCgoKYPHkybm5ueHt7s2vXLrZt20ZwcLDpukOHDiU8PJyhQ4cSEBBAVFQU8+fPp1evXlSqVAmA6dOn89dffzF16lTi4uI4cuSIqb+LiwtPPfUUffr0Yf369QQGBjJ69GicnJxYu3Ytp0+fZs2aNXn6WWWGAiYREZECqHnz5oSGhhISEkJQUBAVKlRg4sSJDB48GEg9usTf35+ZM2fSrVs3ALp160ZiYiLLli3jq6++okqVKsyePZtOnTqZrlujRg2WLVvGnDlzePPNNyldujSDBg3izTffBFL3gNqzZw8A7733nsW4mjRpwqpVqyhXrhxr1qxh3rx5TJ8+nfj4eOrWrcuKFSuoX79+Ln86j04Bk4iISHbYaIYJwMfHx2IjSqOmTZty6tQpi/I+ffrQp08fq9dt1KgRX3zxRZp1Dg4OFmfGpadatWqEhIRkqu3jVmDWMF24cIF69epx8OBBi7q9e/emebhfrVq1OH36tFnbtWvX0qFDB+rVq8fLL79MeHh4Xj2CiIjkNwZy7/Bd243DCqUCkWGKiYkhKCiIhISENOv/+OMP7OzsmDlzpsXeExUrVjT9OiwsjDlz5tChQwcGDRrEjh07GDt2LHZ2dmbpSBERESlc8n3AFBkZyahRozh79my6bf744w8qVapE165d020TExPDwoUL6dy5M/PmzQOgV69eDBgwgDlz5uDr64u9vX2Oj19ERPK5FKWCCoN8PSW3ceNGunTpwu3bt+nZs2e67f744w88PT2tXmv37t3cvXuXvn37msqKFClCv379uHLlCocPH86xcYuIiEj+kq8DplOnTuHn58eWLVt47rnn0mxjMBg4e/YsTz31FJC6IVZSUpJFu2PHjgHg5eVlVv7ss8+a1YuIiJgxpOTOl9iUfD0lN3bs2Aw3toqOjubevXtcuHCBl19+mT/++IOiRYvi4+PDO++8Y9p74tq1a5QqVQonJyez/sZt2S9fvpw7DyEiIiI2z+YCpuvXr1utd3Z2Np2cnJldQP/44w8AfvvtN4YNG4a7uzuHDh1i5cqVnDlzhg0bNlC8eHHi4+MpXry4RX9j2b179x71UUREpDCw4W0FJOfYXMDUqlUrq/WBgYGMGTMm09erUqUKQUFBvPzyy6Zzctq1a0e1atV47733+PLLL3nttdcwGAxWT0W2pROTJZXrmgNW62P6N89W/+z4Y8XzVuufHnTIan1GY4t+t4XV+lKR1v8Cv+qTaLU+o/FlR25+7vnh/rkp5fCJxz0EkQLL5gKm6dOnW62vXbv2I12vZs2a1KxZ06K8e/fufPDBBxw8eJDXXnsNZ2dn7t+/b9HOWGbMaomIiPyPIRffklPmypbYXMBk7W23nFSsWDFcXV25e/cukLof0507d0hMTDSb6rt27RoAFSpUyJNxiYiIiO3J12/JZcaCBQt46aWXiIuLMyu/ffs2N2/epHLlykDq23EGg4GTJ0+atTP+vm7dunkzYBERyT+003ehUeADpkqVKnHx4kW+/PJLs/KPPvoIgJdffhmAtm3b4ujoyKpVq0xtUlJSWLt2LZUrV6ZBgwZ5NmYRERGxLTY3JZfTunbtyhdffMHcuXOJioqiZs2aHDhwgO3bt9O7d28aN24MQOnSpRk+fDihoaEYDAaaNWtGREQEhw4dIjg4WLt8i4hI2vSWXKFQ4AOmYsWKsXTpUubPn8+OHTv48ssvqVKlCpMnT8bf39+sbVBQEE5OTqxZs4YdO3bg4eHBggUL6NChw2MavYiIiNiCAhMwdevWjW7duqVZ5+bmxrRp05g2bZrVa9jZ2TFkyBCGDBmSG0MUEZGCSBmmQqHABEwiIiKPRYqOMSkMCvyibxEREZHsUoZJREQkOzQlVygowyQiIiKSAWWYREREskMZpkJBGSYRERGRDCjDJCIiklWGXDx8V5krm6IMk4iIiEgGlGESERHJBoNB+zAVBsowiYiIiGRAGSYREZHsyK01TGJTlGESERERyYAyTCIiItmht9kKBWWYRERERDKgDJOIiEh2pOgtucJAAZOIiEhWGQy5NyWnqT6boik5ERERkQwowyQiIpINBk3JFQrKMIn8v/buNKqq62zg+B9QUSDOSBUHcAARBEckgYilotepxFo1oijB2WiMpCXFmDdotRjTCgpqEgVbFcTYykpFDZo41CmoNZqqoIUoorICiszIIOf9wLq3uV7kXhUiw/Nbiw/s/Zyzz3lM4GGfffYVQggh9JAZJiGEEOJFyFqjJkFmmIQQQggh9JAZJiGEEOJFyEejNAkywySEEEIIoYfMMAkhhBAvQpG35JoCmWESQgghhNCj0RRMt2/fxtnZmaSkJJ2+iooKIiIi8PLywsnJCW9vb7Zv345SzZsNsbGxqFQqnJ2dmTBhAgcOHPg5Ll8IIURDpIBSqdTJF7I0ql5pFAVTfn4+b7/9NqWlpdX2h4SEEBkZiZOTE8uXL8fe3p61a9cSHh6uFRcVFcXKlSuxt7dn+fLldOrUicDAQA4ePPgz3IUQQghRu06dOsWkSZNwcXHBy8uLqKioaicLfiohIYFx48bh7OzMmDFjiI+P14n5z3/+g5+fHwMHDsTDw4P169dTVlamFXP//n3ee+89hg0bxuDBgwkMDCQrK0srpqKigvDwcDw9PXFxccHX15fLly+/+I3XgQZfMKWlpTF16lRu3LhRbX92djZ///vf8fLyYuPGjfj6+hIZGYmnpydRUVHk5eUBVUVXZGQk48ePZ8OGDbz55pts3bqVIUOGsG7dOh4/fvxz3pYQQogGQalaw1QXXy84xXTp0iUWLFhAz549iYiIYMKECXzyySds3br1qcckJibyu9/9Dnd3dzZt2oSrqyt/+MMftJ62ZGRk8NZbb2Fqakp4eDgBAQFs376d1atXa2IqKiqYO3cu33//PSEhIYSEhHDx4kVmz55NeXm5Jm7t2rX89a9/Zc6cOYSFhWFiYoK/vz/p6ekvdO91oUEXTPHx8fj4+JCbm8vkyZOrjblz5w6KouDh4aHVPnz4cMrLy7l58yYAR48epbi4mGnTpmlijI2N8fX1JTMzk++++67ubkQIIYSoZRERETg4OPDJJ58wfPhwli1bxuzZs/n000959OhRtcesX78elUrF8uXLef3111m5ciVjxoxhw4YNmpitW7dibm7O5s2b8fT0JCAggODgYPbu3cu9e/cA+Oqrr7h27RpbtmxhzJgxTJgwgW3btvHf//6XQ4cOAZCZmcnu3bsJCgrCz89PMwPWtm3bGou6l6VBF0zXr19n3Lhx7N+/n0GDBlUb07VrV0xMTDSFkVpGRgYAlpaWAFy5cgUAR0dHrbh+/fpp9QshhBA/VWdrmF5AWVkZSUlJeHt7a7WPHj2aoqIi/v3vf+scc+fOHW7dulXtMenp6dy6dQuoeszn6elJixYtNDEqlYrKykpOnTqlibG1taV3796amN69e9OrVy9OnDgBwNmzZ6moqNAar0WLFowYMUITU5806G0FAgMDtf7BqmNpacnChQvZunUrffv2xc3NjfPnz7N7927GjRuHtbU1AFlZWbRp04ZWrVrpHA9oqmYhhBBCSz3cViAjI4Py8nJsbGy02nv06AHAzZs3cXd31+pLS0sDqPGYX/ziF9y9exdbW1utmPbt22NhYaGZnEhLS9M5D0D37t21YszNzTW/Z386XlZWFkVFRZibmxt+03Ws3hVM2dnZNfabmZlpEqivWFKbNGkSZ86c4YMPPtC0DR48mD/96U+a74uKimjZsqXOseq2kpISg8Z6kmW3DuxIjXyuY8WLqbQwrbHfeOX0Ohu73LLmsZt7VP+CgqEq2un+t/pTxuU1/3X6uFWN3S98fULUJ5bdOtTZuTt171hnP+M7de/IvXv38PPze2rMN998U217QUEBABYWFlrt6t+fhYWFOseo22o65mnnVcepz1FQUKAptJ6MKSoq0sQ87Tzq8aRgqsGTa42etGDBApYtW2bw+X788UemTJlCYWEhS5YsoW/fvly5coXo6Gjmzp3Ltm3bMDU1RVEUjIyMnnqemvpq0qx5Mzr3tHquY0Ud6/QSx37lJY5tiPp+fULUEybNTOr0Z7y+SYSnqaysedbL2Fh3RY4hx+iLUf+urOlNPENinnaNL1O9K5h+usq+Og4ODs90vp07d5Kdnc3mzZv51a9+BcDIkSOxt7fn3XffJS4ujlmzZmFmZlbtIjh1W32qcoUQQjQNLi4uT51Fqskrr1T91aOezVF72iySoceoj3syRh2nPoeFhcULxfz0euqLelcwPe1tt+d148YNzM3NNcWSmkqlwszMjHPnzjFr1iw6d+5MXl4eZWVlWo/61HtGWFnJLJEQQoiGoXv37piYmOi8nn/79m0AevXqpXOMel1Senq65oUn9ffqY8zNzbGystI574MHDygqKtKc19bWluTkZJ0x1JtMA/Ts2ZPCwkJycnJo37691njW1tbVLpN5merXfFcdUBc/T+6jpCgKiqJophcdHR1RFEXnH1j9ff/+/X+GqxVCCCFenKmpKUOGDOHIkSNaj74SExN55ZVXNEXLT/Xo0YOuXbuSmJio1X748GFsbGzo2rUrAO7u7hw/flxro8rExERMTExwc3MDqpbXpKWlkZqaqolJTU0lLS1Ns9j8tddeA6q2IFArKyvj+PHjOgvS64NGXzC5u7tTVFTE/v37tdq//PJLSkpKGDZsGACenp6Ympqyc+dOTUxlZSWxsbFYW1szYMCAn/OyhRBCiBeycOFCLl++zNKlSzlx4gTh4eFERUUxf/58WrVqRWFhIZcuXSInJ0dzzNtvv82hQ4cICQnhX//6Fx999BGHDh1i6dKlmpg5c+bw4MED5syZw7Fjx9i+fTuhoaFMmTKFLl26ADB27FhsbGyYO3cuCQkJJCQkMHfuXOzs7BgzZgwA1tbWTJw4kdDQULZv386xY8eYM2cO+fn5zJkz5+dNlgGMFH2rrhqIffv2ERwczI4dOzRFEFRVq35+fly5coWpU6fSt29frl27xhdffIGdnR1xcXGaab/IyEgiIiIYP348bm5uJCYmcurUKcLCwjT/wEIIIURDceTIETZu3MjNmzexsrJi+vTpBAQEAJCUlMTMmTMJDQ3lN7/5jeaYuLg4oqOjyczMpFu3bsybN4833nhD67wXLlxg3bp1JCcn065dO3x8fHjnnXdo3ry5JiYzM5M1a9Zw+vRpmjdvjru7O8HBwXTq9L83bsrKyvjzn/9MQkICxcXFODo6EhQUhIuLS90m5jk0+oIJqhanRUZGcujQIbKzs+nYsSPe3t4sXbpUa1GZoihER0cTExPD/fv3sbGxYdGiRahUqp/7doQQQghRjzSagkkIIYQQoq40+jVMQgghhBAvSgomIYQQQgg9pGASQgghhNBDCiYhhBBCCD2kYBJCCCGE0EMKpiZCvR19UlJStf2xsbGoVCqcnZ2ZMGECBw4ceKG4xiojI4PFixfj6uqKq6srQUFBWpu+NXUffvhhtZ+sbmjemlp+T548ia+vLy4uLgwcOBB/f38uXbqkFSO5q97Zs2eZNm0aAwcO5PXXX2fNmjU6n0smuRO1SbYVaALy8/OZPn06N27cqHafqqioKNatW4dKpeLVV1/lyJEjmg07x44d+8xxjdXDhw+ZNGkSZWVlzJw5k8ePHxMVFYW1tTV79+7V+gzCpmjv3r2sWLECV1dXrR3zDc1bU8vvuXPnmDlzJn369GHSpElUVFQQGxtLVlYWsbGxODs7S+6e4uzZswQEBODo6MjEiRPJzMxkx44dODo6EhMTg7GxseRO1D5FNGqpqamKSqVS7OzsFDs7O+Xbb7/V6s/Ly1MGDBigBAYGatoeP36s+Pr6Kp6enkpFRcUzxTVm69evVxwcHJTU1FRN2+nTpxU7Oztlz549L/HKXq6KigolIiJCsbe3V+zs7JQZM2Zo9Ruat6aWXx8fH2XEiBFKcXGxpi07O1sZOnSo4u/vryiK5O5pJk6cqPzyl79USkpKNG27du1S7OzslOPHjyuKIrkTtU8eyTVi8fHx+Pj4kJuby+TJk6uNOXr0KMXFxUybNk3TZmxsjK+vL5mZmXz33XfPFNeYHThwAFdXV61P+X7ttdewtbVtco8m1UpLS5k4cSIRERH4+PhgZWWlE2No3ppSfvPy8khJSUGlUtGqVStNe8eOHRk6dKjm/yfJna7S0lLatWvHlClTtD7N3tXVFYDr168DkjtR+6RgasSuX7/OuHHj2L9/P4MGDao25sqVKwA4Ojpqtffr10+r39C4xiovL4+MjAyd+4eqnFy9evUlXNXLV1paSmFhIWFhYXz88cc0a9ZMq9/QvDW1/FpYWPDVV1/h7++v0/fw4UNMTEwkd09hampKVFQUCxYs0GpPTk4GoEuXLpI7USea6Q8RDVVgYKDe5+9ZWVm0adNG669cAEtLSwDu3bv3THGN1Y8//ghQ7QyKpaUlBQUFFBQUaH02YVNgYWHB4cOHdQolNUPz1tTya2Jigo2NjU57SkoKFy9exMPDQ3JnoLt375KUlMTHH3+MnZ0d3t7epKenA5I7UbukYGpgsrOza+w3MzPD3NwcwKDFikVFRVrT2mrqtpKSkmeKa6zUb988WTBC1V+8AMXFxU3uB6uxsTHGxk+fqDY0b5Lfqly9//77AMybN09yZ4Dc3Fy8vLyAqvtfsWIFpqamkjtRJ6RgamA8PDxq7F+wYAHLli0z+HyKomBkZPTUfnWfoXGNlWLAy6SNPQfPw9C8NfX8lpSUsHDhQlJSUpg/fz6urq5cvHhR73FNPXdGRkaEhYVRVlbGzp07eeuttwgLC9PMfOs7tinnTjw7KZgamNWrV9fY7+Dg8EznMzMz49GjRzrt6jb1bJWhcY2VmZkZULVm50nqNgsLi5/1mhoCQ/PWlPObn5/P/PnzuXjxIpMmTdL8wSO5069NmzaaLU1UKhXjx48nNDSUTz/9FJDcidolBVMD87S33Z5X586dycvLo6ysTOsRXlZWFvC/Z/uGxjVWXbp0Aap/JJqVlUXr1q01P3zF/xiat6aa3wcPHjB79mySk5OZOnUqK1eu1MxoSO6eTcuWLRkxYgQ7d+6kU6dOgORO1C55S66Jc3R0RFEUzRsmaurv+/fv/0xxjVXr1q3p2rVrtW/NXLt2DScnp5dwVfWfoXlrivktLCzUFEv+/v6sWrVK6/GP5K56aWlpeHl5ERMTo9NXVFSEkZERLVq0kNyJWicFUxPn6emJqamp1s7MlZWVxMbGYm1tzYABA54prjEbNWoUZ8+eJS0tTdN25swZbt682SR2On9ehuatqeV31apVJCcnM3PmTIKDg6uNkdzp6tGjBwUFBcTFxVFWVqZpv3v3LomJiQwdOhQLCwvJnah18tEoTcS+ffsIDg6u9qNRIiMjiYiIYPz48bi5uZGYmKj5yJMxY8Y8c1xjlZOTw/jx4zExMSEgIIDS0lK2bdtG9+7diYuLk49QALy8vLC2ttYqrA3NW1PKb1paGmPHjqV169YEBwdjYmKiE+Pj4yO5e4ovv/ySoKAgBgwYwK9//WsePnxITEwM5eXlxMbGYmdnJ7kTtU4KpiaipoJJURSio6OJiYnh/v372NjYsGjRIlQq1XPFNWY//PADoaGhXLhwgZYtW+Lp6UlQUBDt27d/2ZdWL1RXMIHheWsq+d29ezchISE1xqh3rJbcVe/gwYNs27aNGzduYGZmhpubG8uWLcPW1lYTI7kTtUkKJiGEEEIIPWQNkxBCCCGEHlIwCSGEEELoIQWTEEIIIYQeUjAJIYQQQughBZMQQgghhB5SMAkhhBBC6CEFkxBCCCGEHlIwCSGEEELoIQWTEEIIIYQeUjAJ0UDs27cPe3v7ar+cnJxwc3Nj+vTpxMXFUVlZWevjp6enY29vj5+fn841hYWF1fp4QghRnzR72RcghHg2ffv2ZeTIkVptpaWl3L59m6NHj3LhwgVSU1NZsWJFnV+Lg4MDixcvZsiQIXU+lhBCvExSMAnRwDg4OLBkyZJq+1JSUpg6dSq7du1ixowZ2NjY1Pm1ODg41OkYQghRH8gjOSEakb59+6JSqVAUhTNnzrzsyxFCiEZDCiYhGpn27dsDUFhYqGlLT0/n//7v//D29sbZ2RkXFxfGjh1LeHg4jx490jnH2bNnmTVrFoMHD2bYsGEEBwfz8OFDnbjq1jD5+flhb29Penq6Tvzw4cOxt7fXasvIyCAoKIiRI0fi5OSEu7s7S5Ys4cqVK8+dAyGEqG3ySE6IRqSyspLTp08DVbNNUPWYbvr06VRUVDBy5Ei6dOlCTk4OX3/9NVu2bOHmzZts2LBBc44DBw7w+9//HlNTU0aNGkXLli05evQoJ0+erPXrzcnJ4c0336SgoIBRo0bRpUsX7t69S2JiIidOnOCLL77Q3IcQQrxMUjAJ0QiUlJSQnp7OZ599xvXr13FxccHDwwOA8PBwCgsL+dvf/oabm5vmmMDAQLy9vTl8+DCFhYVYWFhQWFjIqlWrMDMzY/fu3fTp0weApUuXMmvWLLKzs2v1ug8dOsT9+/dZvXo1kydP1rQPHz6coKAgYmJi+OMf/1irYwohxPOQgkmIBiY+Pp74+Phq+4yNjRk9ejQrV67E2Ljqibufnx+jRo3SKpYAOnToQJ8+fbh06RK5ublYWFhw4sQJcnNzCQgI0BRLUPWY791332XRokW1ei/q7Q8uX77MG2+8QfPmzQEYO3YsgwYNonPnzrU6nhBCPC8pmIRoYH66rUBZWRmnT5/m6tWr9OzZk8jISHr16qUV7+7uDkBubi4pKSlkZGRw+/Ztrl69ytWrV4H/FS7Xrl0DwNnZWWfcwYMH1/q9qFQqNm/ezN69ezl8+DBubm64u7szfPhwunXrVuvjCSHE85KCSYgG5sltBd577z3+8pe/8Pnnn7N48WJiYmI0C78BsrKyWLt2LYmJiVRUVABgaWnJoEGDsLKy4s6dOyiKAkB+fj4AFhYWOuO2adOm1u/F0tKSffv28dlnn/H111+TmJhIYmIiAG5uboSEhGBra1vr4wohxLOSt+SEaAQCAwMZMWIEP/zwA++88w6PHz8GQFEU5s2bx4EDB5g8eTKxsbGcO3eOU6dOsXHjRjp06KB1nrZt2wJQUFCgM0ZxcfEzXVN1u42XlJTotHXu3JmQkBBOnjzJP//5T4KDg+nfvz/ffvstCxYs0BRzQgjxMknBJEQjYGRkxJo1a2jXrh3nz58nKioKgOvXr5OcnIyHhwchISEMHjxYM1NUXl7OrVu3ADRFSf/+/QG4cOGCzhjff/+9QdfSokULAIqKirTac3JydAqxgwcP8tFHH1FQUICRkRH29vb4+/uzZ88ebGxsuHXrFllZWQZmQQgh6o4UTEI0Eh07duSDDz4AIDIykvT0dExNTYGqx3Lqx3EAjx8/JjQ0lLy8PABN3/Dhw7GysuIf//gHly5d0sQXFhZqbT1Qk549ewJw7NgxrfZNmzbpzBalpKQQFxfHrl27tNrz8/PJzc3F3Nycdu3aGTSuEELUJVnDJEQjMmHCBBISEjh+/DgrVqxgx44dDBo0iIsXL/Lb3/6WV199lfLyck6ePMmtW7fo0KEDDx48IDc3F4CWLVsSGhrKwoULmTFjBqNHj6Zt27YcO3aMZs0M+3ExdepUdu/ezebNm0lNTaVr166cP3+e9PR07OzsuHHjhiZ21qxZJCQkEB4eTlJSEv369aOkpIQjR46Qm5vLhx9+qJmxEkKIl0lmmIRoZEJCQjA3N+fcuXPs3buXTZs2MW3aNPLz89m1axfffPMN3bp14/PPP+f9998HtGeD3N3diYmJwcPDg5MnTxIfH4+TkxPR0dEGjd+7d2+io6MZMmSIZvPJTp06sWfPHp033zp06EBsbCzTp08nMzOTmJgYEhIS6N27N1u2bGHGjBm1lxghhHgBRoqsqBRCCCGEqJHMMAkhhBBC6CEFkxBCCCGEHlIwCSGEEELoIQWTEEIIIYQeUjAJIYQQQughBZMQQgghhB5SMAkhhBBC6CEFkxBCCCGEHlIwCSGEEELoIQWTEEIIIYQeUjAJIYQQQughBZMQQgghhB5SMAkhhBBC6PH/+I13kjmotfQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ECWP79K4XelIpYzt27JhxHU9q3n//ferWrUunTp0yPPV248YNY/aiRYsWFtc57d271/j146wDSsvTTz8NPFh4LKZSpsvCw8PTfPlyyvvc4MFaOniwZi9l/duePXsstk1MTDQu0k9rQf3DgVLJkiXTMXqR3EOBkti0V155hfz583Pv3r1Un9xJTk5mypQpqS4+rlatmnFRanBwcKrZm3v37hkX0To5OfHKK6+YHE95pD3lX/+ZpUuXLsCDP2STJk1KdXroyJEjrFu3jujoaAoXLpyudT6pefix/JTM2b+dPHnS+D42yLzrTfnDnlrGL69L2UojMTGRTz75JNXgNCoqiq+++gqAypUrGx/jL1SoEA0bNgTgu+++M26D8W9z5841BmHt2rWzOJbLly8DDx4+KFeuXMYuSMRGKVCSJ5ay4eTjfDJL2bJlGTBgAABr165l2LBh/Pnnn0RHR3P48GEGDhzIzp07Lb7L6oMPPiB//vzcvHmTrl278u2333LlyhVu3LjBTz/9RI8ePYz/4n7nnXeMGZAUKU8D/f7770RERGTa/kJVq1alR48eAOzcuRN/f392797NjRs3uHDhAkuXLmXAgAHcv38fJycni4t906NgwYLG3ZZ37drFxx9/THh4ODdv3jTubt6tWzeTtVyZ9TN84YUXAPjrr78yPdi0ddWrVzc+Xbdlyxb69OnDzz//zD///MPff//N2rVr6dKlC1FRUeTPn5/333/fpH1gYCCurq4kJCTQq1cvvv76a86ePUt0dDR//vknY8eOJSgoCHiQmfX19bU4lpS9lp577rkcPV0pYg1aoyRPLGXDycexf//+NF8E+ziGDx9OdHQ0K1asYNu2bWzbts3keLNmzbh//z6//PKLWdsaNWoQHBzMqFGjuHbtGu+9955ZnXz58jFq1Ch69uxpdqxu3bps3ryZv//+2/iush07dqS6eeXjGj9+PAkJCXz33Xf8/vvvqb5rzs3NjRkzZqT7bfSWvP/++/j7+3Pnzh2WLl3K0qVLzep07tyZvXv3cunSpUzbSycl65GQkMCRI0csPp6eV02aNIn79++zceNG9u3bl+o74tzc3Jg2bZrZvXv22WeZO3cub731Fjdu3GDGjBnMmDHDrH3Tpk1TLX9YSqCUGbuxi9gaZZTE5tnb2/PBBx+wcOFCmjVrRvHixXFycqJSpUq88847fPnll2kueG7WrBlbt25l4MCBVK5cGVdXV1xdXXnmmWfw9/fnv//9r8UX4nbp0oXhw4fj6elJ/vz5KV68eJprih5H/vz5mTx5MsuWLaNt27aUKlUKR0dHnJ2defbZZ+nbty+bN2827kr9JJ5//nnWrVtHx44dKVmyJPny5cPZ2ZnSpUvTpk0blixZwuTJk6lfvz4AP/74Y6ZkgCpUqGB8dcnPP//8xP3lNo6Ojnz22WcsXLiQVq1a8fTTT5M/f35cXV2pXLkyAwYMYMuWLcYd3v8tJZAfPnw4zz//PAUKFDD+nvr4+BAUFMTXX3+d5rTt2bNnjXuQpTU9J5Jb2Rkya+c4EZEMWLNmDRMmTKBMmTJm2UDJfjNmzODrr7+mTp06qWYaRXK7XJVReu+99+jVq5dZ+dGjRwkICKBmzZrUqlWLQYMGpfo4eWRkJMOGDaNOnTrUqVOHwMDATFtzIiKpe/XVV/H09OTChQvs378/u4cjD0lKSjLunTV48OBsHo1I9sg1gdKaNWtSfTHo2bNn6dWrF6dOnWLIkCEMGjSII0eO0KNHD5NHkm/evEnv3r05fPgw/fv3JyAggJ07dxIQEPBY+5iIyOPJnz+/cUG+MhY5y08//URUVBQ1a9akQYMG2T0ckWxh84u5k5KS+OqrrwgODk71+DfffMOdO3dYvny5cS1EvXr1eO2111i8eDHvvPMOAIsXL+bvv/9m48aNxkeWa9SoQUBAAOvXrzc+ri0ima9z584sXbqUbdu28ddffxkfc5fsYzAY+OKLL7Czs2PUqFHZPRyRbGPTGaX4+Hg6dOhAUFAQ7du3p0SJEmZ1Ll68SJEiRYxBEjx47LZw4cKcPn3aWBYaGkqdOnWMQRJAgwYNKF++PKGhoda9EJE8ztHRkU8//RQ7OztmzZqV3cMRYOPGjRw7dowePXpQt27d7B6OSLax+UApNjaWmTNnMnXqVJON81KULVuWW7dumaw1io6OJiYmhqeeegqAW7duERkZmeobsb29vTl27Jj1LkJEgAcZ3P79+7N9+/Y0d5MW60tISGDWrFl4eXkxZsyY7B6OSLay6ak3d3d3tm7dmmqAlKJ///78+OOPjBo1irFjx2JnZ8e0adPInz+/ceF3ylql1DJSxYsXJyYmhpiYmFTfQC8imWfUqFGa5skBHB0d2blzZ3YPQyRHsOlAyd7e/pFvHff09OSNN97go48+on379sCDbfjnzJljnI5L683wKW8Kv3PnjgIlERGRPMamA6X0mDVrFl999RV16tShS5cuJCUlsWrVKt566y3mzJmDj49Pqu8B+7eMvqE98X4i1yL/yVBbyRsMbk5pHreLi8+ikVjP02We7MnRvy84ZtJIRMwVL12UfPmt8+fQYEiEpCtW6RuHktjZ5fo/49kuV9/h27dvExISQrVq1Vi8eLHxfV9t2rShc+fOvPfeezRq1AhXV1fgwZqnf0spy+gLR69F/oP/M8MyeAWSF9ztkPZCWZd15q+tsDVhl488UXv/Z2pk0khEzC05E0zJCuZLLzJF0hUM11+2Std2xXZAvtJW6Vv+j00v5n6U8+fPk5CQQNu2bU1eipo/f37atWvH9evXOXv2LJ6engDGbfofFhUVRcGCBY3BlIiISPoZSLbS/4FerJEVcnWg5Oj4IF2flJRkdiw5Odn4/wsWLIiXl1eqT7cdP36catWqWXegIiIikiPl6kDp2Wef5amnnmLdunUm02rx8fGsX7+eIkWKGDe2a9GiBXv37iU8PNxYb8+ePZw7d47WrVtn+dhFRCR3SDIkW+UjWSNXr1FycHDg/fff580336Rz58507tyZ5ORkvv/+e86ePWvcJgBgwIABbNiwgT59+tC3b1/i4+NZsGAB3t7exqflREREJG/J1YESgK+vLwsXLuTLL79k5syZADz33HPMmzePJk2aGOt5eHiwbNkypkyZwpw5c3B2dqZ58+YEBgYap/BEREQehwFIttJaIgOQseex5XHkqkDJ0gZp9evXp379+o9sX6FCBebPn5/ZwxIREREblasCJRERkZzmwRNqYqty9WJuERERkSehjJKIiIgVJaXj7Q+ScymjJCIiImKBMkoiIiJWYsBgxafelKnKCsooiYiIiFigjJKIiIgVJSnzY9MUKImIiFiRtabeJGto6k1ERETEAmWURERErMSA9bYHUJ4qayijJCIiImKBMkoiIiJWpBeY2DZllEREREQsUEZJRETEirQ9gG1TRklERETEAmWURERErOTBU2/W61usTxklEREREQuUURIREbEiPfVm25RREhEREbFAGSURERErSsIuu4cgT0AZJRERkTxq9+7ddOrUiRo1auDj40NISAiGR7xyZdOmTbRp04bq1avTqlUr1q1bZ1Zn7dq1tG3blurVq9OyZUuWLFli1m9ERASDBg2idu3a1K1blw8++IDY2NhMvb7MoIySiIiIlRiA5Bz61Nvhw4cZNGgQrVq1YsSIERw4cIDp06eTlJTEwIEDU20TFhbGmDFj8Pf3p3Hjxmzfvp2xY8fi6OhImzZtAFizZg0TJkygf//+NGrUiCNHjvDpp59y584dBg0aBMDt27fp3bs3xYoV49NPP+XGjRtMnz6dixcvEhIS8oRXlrkUKImIiFhRTp16CwoKomrVqkyfPh2AJk2akJiYyNy5c/H398fZ2dmszYwZM/Dz82P8+PEANG7cmFu3bjF79mxjoDR37lxatmzJ22+/DUD9+vU5f/48y5YtMwZKK1euJDo6mrVr1+Lh4QFAiRIlGDhwIAcOHODFF1+0+vWnl6beRERE8piEhAT27duHr6+vSXnLli2Ji4vjwIEDZm0uXrzI+fPnU20TERHB+fPnAZg3bx6BgYEmdfLnz098fLzx+927d/Piiy8agySARo0a4ebmxv/+978nvbxMpUBJRETEipKws8rnSURGRnL//n3KlStnUl62bFkAzp07Z9YmPDwc4JFtKlasiJeXFwaDgejoaNasWcP69evp0aOHSV/ly5c36cfBwQEvL69Uz52dctXU23vvvcf58+dZunSpSXnnzp35888/zeq3bNmSOXPmGL+PjIxk6tSp/PbbbwA0a9aMsWPHmkS8IiIiOcXly5fp1auXxeM7duxItTwmJgYAd3d3k3I3NzeAVBdVp5Slt83hw4fp1q0bANWqVSMgIMDk/Cnt/t1XTlvQnWsCpTVr1vDtt99Sp04dk3KDwUB4eDjNmzenRYsWJsdKlSpl/PrmzZv07t2bhIQE+vfvT1JSEiEhIZw6dYo1a9bg6OiYJdchIiK5x4PF3NZZo/Qki7mTk9PeBtPe3nzC6XHbeHp6snTpUi5evMisWbPo1q0b69atw8XFJc0n6+zsctaaLpsPlJKSkvjqq68IDg5O9fjFixe5c+cOL7/8Mu3bt7fYz+LFi/n777/ZuHEjFStWBKBGjRoEBASwfv16unTpYpXxi4iIZJSnp6fFrFFaChQoAEBcXJxJuaWsUUbalChRghIlSlCnTh1Kly7N66+/TlhYGK+++iru7u5m/aT0VaJEice+Hmuy6TVK8fHxdOjQgaCgINq3b5/qzT1z5gyAMfixJDQ0lDp16pjUa9CgAeXLlyc0NDRzBy4iInmEddYnPVijlPHMS5kyZXBwcCAiIsKk/MKFC0DqfzNT1hT9u03K9xUrViQuLo6NGzea1XnuuecAiIqKMvaVcq4USUlJXLx48ZF/r7OazQdKsbGxzJw5k6lTp5Ivn3mC7K+//gL+74d+584dszq3bt0iMjISb29vs2Pe3t4cO3Ysk0cuIiKSfZycnKhduzbbtm0zmQYLCwujQIECVK9e3axN2bJl8fLyIiwszKR869atlCtXDi8vL/Lly8eECRPM9kL65ZdfAKhcuTIADRs2ZP/+/dy4ccNYZ/fu3dy5c4eGDRtm2nVmBpueenN3d2fr1q2pBkgp/vrrL9zc3JgyZQqbN2/mzp07lC5dmpEjRxr3fLh69SpAqhmp4sWLExMTQ0xMjDHtKCIikh4GIMlKOYkn3XBy8ODBBAQEMGLECDp16sShQ4cICQlh9OjRuLi4EBsby5kzZyhTpozxoaahQ4cybtw4ChcujI+PDzt27GDLli3MnDkTeBCADRw4kKCgIDw8PKhbty6nTp0iODiYBg0a0KRJEwB69OjBsmXLCAgIYNiwYURHRzN9+nSaNGlCrVq1nvDKMpdNB0r29vapLjh72JkzZ4iLiyMmJoZp06Zx+/ZtlixZwqhRo7h//z6vvvqqcZ7UxcXFrL2TkxPwIBOlQElERHKL+vXrExQUxJw5cxg6dCglSpQgMDCQvn37AnDs2DH8/f2ZMmUKHTt2BKBjx44kJCSwcOFCvv/+e0qXLs3UqVNp3bq1sd8hQ4bg4eHB8uXLWbhwIR4eHnTr1o3hw4cbF2p7eHiwZMkSPvnkE8aMGYObmxt+fn5m+y/lBDYdKKVHly5dSE5OpmfPnsayNm3a0LZtW6ZPn067du0e+V4byHmr8CX3uNw07d+tiuavUbI5LT1rZPcQRLKHwXpPvT1xSgnw9fU120AyRUo26N+6detmfOw/NXZ2dnTv3p3u3bunee5KlSqxePHixxpvdsj1gVJqPyhnZ2fat29PcHAwZ86cwdXVFcBk19AUKWWpPQEgIiIiuVuuD5QsSZlvvXPnjnGh97Vr18zqRUVFUbBgQWMwJSIi8jhy6rveJH1s+qm3R7l69Spt2rRJdY+llC3Svby8KFiwIF5eXqk+3Xb8+HGqVatm9bGKiIhIzpOrA6USJUpw+/Zt1qxZY7Il+uXLl1m7di1169alePHiALRo0YK9e/ca32UDsGfPHs6dO2eySE1ERCS9DECSwd4qn0xYoiTpkOun3j744AOGDh1Kt27deO2114iLi2P58uXky5ePDz74wFhvwIABbNiwgT59+tC3b1/i4+NZsGAB3t7eae7oLSIiYpkdyVbLSWhKLyvk6owSQPPmzfniiy9wcXHhs88+Y9GiRdSsWZOVK1ea7P7p4eHBsmXLqFKlCnPmzOGbb76hefPmLFiwQO95ExERyaNyVUZp586dqZY3b96c5s2bP7J9hQoVmD9/fmYPS0RE8jAt5rZtuT6jJCIiIpJRuSqjJCIikpOkLOa2Vt9ifcooiYiIiFigjJKIiIgVJWuNkk1TRklERETEAmWURERErChJOQmbpp+eiIiIiAXKKImIiFiJATsrPvWmtU9ZQRklEREREQuUURIREbEi673rTbKCfnoiIiIiFiijJCIiYkVJBq0lsmUKlERERKzEgPW2B9ArTLKGpt5ERERELFBGSURExGrsSLbS9gBoe4AsoYySiIiIiAXKKImIiFiRXmFi2/TTExEREbFAGSURERErMWC97QH01FvWUEZJRERExAJllERERKxIrzCxbfrpiYiIiFigjJKIiIi1GOxIstY+Sno1SpZQRklERETEAmWURERErMQAJFtpB2099ZY1clVG6b333qNXr15m5T///DM9evSgRo0avPDCC/Tp04fDhw+b1YuMjGTYsGHUqVOHOnXqEBgYyI0bN7Jg5CIiIpIT5ZpAac2aNXz77bdm5b/99hsDBgwgJiaGkSNHMnToUC5cuMDrr7/OH3/8Yax38+ZNevfuzeHDh+nfvz8BAQHs3LmTgIAAEhISsvJSREQkF0ky2FvlI1nD5qfekpKS+OqrrwgODk71+CeffELJkiX59ttvcXFxAeDVV1+ldevWzJw5k0WLFgGwePFi/v77bzZu3EjFihUBqFGjBgEBAaxfv54uXbpkzQWJiEiuYcB6rzDR1FvWsOmQND4+ng4dOhAUFET79u0pUaKEyfFbt25x8uRJ/Pz8jEESQLFixXjppZc4dOiQsSw0NJQ6deoYgySABg0aUL58eUJDQ61/MSIiIpLj2HRGKT4+ntjYWGbOnEnr1q3x8fExOe7u7s4PP/xgEiSluHnzJg4ODsCDgCoyMpKWLVua1fP29mbXrl3WuQAREcn1kvUYv02z6UDJ3d2drVu3ki9f6pfh4OBAuXLlzMpPnjzJwYMHadSoEQBXr14FMMtIARQvXpyYmBhiYmIoUKBA5g1eREREcjybDpTs7e2xt3+82cO4uDjeeecdAAYOHGgsA1LNPDk5OQFw584dBUoiIvKY7Ky2RgkrbTsgpmw6UHpcd+/eZfDgwZw8eZI33niDOnXqAGAwPHpJnJ2dfiHFOjx3aUmmyJMKu3wkw23tiunJZrEszwRKt2/f5o033uDgwYN06tSJkSNHGo+5uroCD9Y8/VtKmbu7e9YMVEREcpVkPcpv0/LET++ff/7B39+fgwcP0rVrVyZPnmySIfL09ATg2rVrZm2joqIoWLCgMZgSERGRvCPXZ5RiY2Pp168fJ06coE+fPowbN86sTsGCBfHy8uLYsWNmx44fP061atWyYqgiIpLLPNhHSa8wsWW5PqP04YcfcuLECfz9/VMNklK0aNGCvXv3Eh4ebizbs2cP586do3Xr1lkxVBEREclhcnVGKTw8nA0bNlCwYEGqVq3Khg0bzOq0b98egAEDBrBhwwb69OlD3759iY+PZ8GCBXh7exvriIiIPC6tUbJtuTpQ+u2334AHC7ktZZNSgiAPDw+WLVvGlClTmDNnDs7OzjRv3pzAwEAcHR2zbMwiIiKSc+SqQGnnzp0m33fv3p3u3bunu32FChWYP39+Zg9LRETyKK1Rsn3KB4qIiIhYkKsySiIiIjmLnRXXKGkj5KygQElERMSKkrSY26bppyciIiJigTJKIiIiVpSsKTKbpoySiIiIiAXKKImIiFiJAeutUdL2AFlDGSURERERC5RREhERsRYDJBustEZJKaUsoYySiIiIiAXKKImIiFiJATuSrJSTMOhpuiyhjJKIiIiIBcooiYiIWJHV1ihJllBGSURERMQCBUoiIiJWlIy9VT6ZYffu3XTq1IkaNWrg4+NDSEgIBkPaj9Nt2rSJNm3aUL16dVq1asW6devM6mzZsoVOnTrxwgsv0LRpU8aNG8f169dN6owZM4bKlSubfX744YdMubbMoqk3ERGRPOjw4cMMGjSIVq1aMWLECA4cOMD06dNJSkpi4MCBqbYJCwtjzJgx+Pv707hxY7Zv387YsWNxdHSkTZs2AISGhjJq1Ci6du3KyJEjuX79OrNnz6Z3796sXbsWJycnAE6ePEnbtm3p1auXyTnKlStn1et+XAqURERErCgph65RCgoKomrVqkyfPh2AJk2akJiYyNy5c/H398fZ2dmszYwZM/Dz82P8+PEANG7cmFu3bjF79mxjoDR37lyaNm3Khx9+aGxXvnx5unTpwo8//oifnx/x8fGcO3eO3r17U7NmTetf7BPQ1JuIiIiVGHiwmNsanyfZbzIhIYF9+/bh6+trUt6yZUvi4uI4cOCAWZuLFy9y/vz5VNtERERw/vx5kpOTadiwIV26dDGpU6FCBQAuXLgAwOnTp0lMTKRq1apPcBVZQ4GSiIhIHhMZGcn9+/fNprnKli0LwLlz58zahIeHA+ZTYw+3sbe3Z+zYsTRv3tykzvbt2wF49tlngQfTbgBr1qyhUaNGVKtWjR49enDkyJEnuzAr0NSbiIiI1diRbKWX4oIdly9fNlvj87AdO3akWh4TEwOAu7u7SbmbmxsAsbGxZm1Syh6nDTzIIk2dOpWqVavStGlTAE6cOAHA3bt3+fzzz4mOjmbevHn4+/uzevVqqlSpYvGaspoCJRERkTwmOTk5zeP29ubBXUbahIeH069fP/Lly8ecOXOMdV5//XX+85//0LhxY2Pd+vXr06JFC+bOncusWbPScRVZQ4GSiIiIFSVZ8VUjnp6eFrNGaSlQoAAAcXFxJuWWskYZabNv3z6GDx+Oq6sr33zzDWXKlDEeq1ChgnHdUoqCBQtSq1Yt47RcTqE1SiIiInlMmTJlcHBwICIiwqQ8ZbF1xYoVzdqUL18ewKxNyvcPt9m0aRP9+vWjRIkSrF692qy/zZs3s3v3brNzxMfH4+HhkYErsh4FSiIiIlaSU596c3Jyonbt2mzbts1kg8mwsDAKFChA9erVzdqULVsWLy8vwsLCTMq3bt1KuXLl8PLyAmDXrl0EBgbywgsvsHLlSkqUKGHW16pVq/jggw9ISEgwll29epWDBw9St27dJ7iyzKepNxERkTxo8ODBBAQEMGLECDp16sShQ4cICQlh9OjRuLi4EBsby5kzZyhTpowxyzN06FDGjRtH4cKF8fHxYceOHWzZsoWZM2cCDzJC7777Lm5ubgwaNIgzZ86YnPPpp5/m6aefZsiQIQQEBDBkyBD8/f25desWwcHBFC5cmL59+2b5vUhLngmUfv/9d2bOnMnRo0cpWLAgzZs3Z/jw4SYpvsjISKZOncpvv/0GQLNmzRg7dmyOSwOKiIjtsN5Tb0+mfv36BAUFMWfOHIYOHUqJEiUIDAw0BirHjh3D39+fKVOm0LFjRwA6duxIQkICCxcu5Pvvv6d06dJMnTqV1q1bA3Dw4EGuXbsGkGrAM2zYMIYPH069evVYuHAhQUFBjBw5Ent7exo3bsyYMWOMa6FyCjvDo17qkgvs27ePfv36UbBgQV5//XUcHBz45ptvKFSoEKtWraJQoULcvHmTTp06kZCQgL+/P0lJSYSEhFCqVCnWrFmDo6Njhs595exV/J8ZlslXJLnJ3Q5pp5ld1u3LopGI2K6wyxnff8eu2A7s8pXOxNH8n2vxUbz759tW6Xvy89Mp7vSUVfqW/5MnMkoff/wxDg4OrFq1yrjqvnnz5rRv3565c+fyzjvvsHjxYv7++282btxoXHRWo0YNAgICWL9+vdkuoyIiIumRbMWn3sT6cmY+MBNdvHiR06dP0759e5NHEytWrMh//vMf41uPQ0NDqVOnjsnK/AYNGlC+fHlCQ0OzfNwiIiKS/XJ9oHT16lUAKlWqZHasTJky3Lx5kytXrhAZGYm3t7dZHW9vb44dO2b1cYqISO5jMDx4Ka41Prl/4UzOkOsDJVdXV8B8gyyA6OhoAC5dugSQ6iOMxYsXJyYmxrjdu4iIiOQduT5QqlixIu7u7oSFhZnsFREfH2+22ZWLi4tZeycnJwDu3Llj3YGKiEgu9OBdb9b4oLVPWSLXL+Z2dHQkICCAoKAgxowZw8CBA0lOTmbWrFncvXsXADu7R/+ypaeOSEboqTYIn1UvzeMV3/o1i0YitqqlZ40Mt11yxpGSFR5dL6OSDfr7YctyfUYJYMiQIfTu3ZvNmzfzyiuv8Oqrr2JnZ0f//v2B/3vzcXx8vFnblLLU3nsjIiIiuVuuzyjBgzcajx8/noEDB3L+/HlKlixJqVKlmDlzJg4ODhQtWhTAuEnWw6KioihYsKBxrZOIiMjj0PYAti1PBEqbNm2iePHi1K1bl2LFihnL9+/fj7e3N8WLF8fLyyvVp9uOHz9OtWrVsnK4IiIikkPkiam3xYsX89FHH5GYmGgs++mnnzhw4AA9e/YEoEWLFuzdu5fw8HBjnT179nDu3Dnj1uwiIiKPI6e+FFfSL09klAYMGMCbb77JG2+8QYsWLbh06RKLFi2iUaNGtGvXzlhnw4YN9OnTh759+xIfH8+CBQvw9vamffv22XwFIiIikh3yRKDUsmVLZsyYwbx585gyZQpFixalX79+vPHGGzg4OADg4eHBsmXLmDJlCnPmzMHZ2ZnmzZsTGBiY4fe8iYiI5NSX4kr65IlACaBNmza0adMmzToVKlRg/vz5WTQiERERyenyTKAkIiKS9eysuI+SnqbLCsoHioiIiFigjJKIiIgVaR8l26aMkoiIiIgFyiiJiIhYSco+StbqW6xPGSURERERC5RREhERsSLrPfUmWUGBkoiIiLUYrBgoae4tS2jqTURERMQCZZRERESsSFNvtk0ZJRERERELlFESERGxEgPW23BSS5SyhjJKIiIiIhYooyQiImJFWqNk25RREhEREbFAGSURERGrsbNiRkmZqqygjJKIiIiIBcooiYiIWIleimv7lFESERERsUAZJRERESvSU2+2TRklEREREQuUURIREbEigzJKNk2BkoiIiBVZ6xUmkjU09SYiIiJigTJKIiIi1mKw4mJu7Q+QJfJMRunGjRtMmDCBBg0aUKtWLXr16sXhw4dN6kRGRjJs2DDq1KlDnTp1CAwM5MaNG9kzYBEREcl2eSKjFBsbS8+ePYmKiqJPnz4ULFiQ5cuX07t3b9asWUOlSpW4efMmvXv3JiEhgf79+5OUlERISAinTp1izZo1ODo6ZvdliIiIjTFgvcXcSihljTwRKM2fP59z586xdOlSXnrpJQBat25N8+bNWbBgAdOmTWPx4sX8/fffbNy4kYoVKwJQo0YNAgICWL9+PV26dMnOSxAREZFskOun3gwGA+vWraNZs2bGIAmgePHiBAYGUrt2bQBCQ0OpU6eOMUgCaNCgAeXLlyc0NDTLxy0iIrlDssHOKh/JGrk+ULp48SJXr16lQYMGwIPAKS4uDoCePXvSpUsXbt26RWRkJN7e3mbtvb29OXbsWJaOWURERHKGXB8oRUREAFC0aFGmTp1K7dq1qVWrFr6+vuzcuROAq1evAlCiRAmz9sWLFycmJoaYmJisG7SIiOQSdhgM1vmg/ZmyRK5fo3T79m0AZs+eTb58+Xj33Xext7cnJCSEoUOHEhISgouLC4Dx/z/MyckJgDt37lCgQIGsG7iIiIhku1wfKCUkJAAPAqawsDAKFSoEgI+PD76+vnz++ee8++67j+zHzk6Ru0h2Cbt8JM3jLT1rpHn8boe6aR53Wbfvscckkl5aT2Tbcv3Um6urKwAtWrQwBkkABQsWxMfHh2PHjhnrxMfHm7VPKXN3d8+C0YqIiEhOkuszSinrjjw8PMyOeXh4YDAYKFq0KADXrl0zqxMVFUXBggWNwZSIiMjjMGjDI5uW6zNKzz77LI6Ojpw5c8bs2MWLF3FycsLDwwMvL69Un247fvw41apVy4qhioiISA6T6wMlV1dXfHx8+Omnn/jrr7+M5ZGRkezcuZOXX34ZBwcHWrRowd69ewkPDzfW2bNnD+fOnaN169bZMXQREbFxBiAZO6t8lKjKGrl+6g3g7bff5rfffsPf3x9/f3/y58/PkiVLcHZ2ZtSoUQAMGDCADRs20KdPH/r27Ut8fDwLFizA29ub9u3bZ/MViIiIrbLWK0wka+T6jBKAl5cX3377LS+99BIhISF89dVXVK1alVWrVlG6dGngwXqlZcuWUaVKFebMmcM333xjfMWJ3vMmIiKSN+WJjBJA6dKlmTNnTpp1KlSowPz587NoRCIikhdoewDblicySiIiIiIZkWcySiIiIlnOYMXtAbSaO0sooyQiIiJigTJKIiIiVqSn3mybMkoiIiIiFiijJCIiYkXKKNk2ZZRERERELFBGSURExEoM2FltHyUDylRlBWWURERERCxQoCQiImJFBoN1Pplh9+7ddOrUiRo1auDj40NISAiGR3S+adMm2rRpQ/Xq1WnVqhXr1q0zq7NlyxY6derECy+8QNOmTRk3bhzXr183qXP9+nVGjx5N3bp1efHFFxk1ahRRUVGZc2GZSIGSiIhIHnT48GEGDRpEhQoVCAoKol27dkyfPj3NV3mFhYUxZswYGjZsyBdffEGdOnUYO3YsoaGhxjqhoaG89dZbeHt7ExQUxMiRI/n111/p3bs38fHxACQmJjJgwAD++OMPJk6cyMSJEzl48CD9+vXj/v37Vr/2x6E1SiIiIlaUU596CwoKomrVqkyfPh2AJk2akJiYyNy5c/H398fZ2dmszYwZM/Dz82P8+PEANG7cmFu3bjF79mzatGkDwNy5c2natCkffvihsV358uXp0qULP/74I35+fvzwww8cP36c0NBQnnnmGQCqVq1K27Zt2bJlC6+88oq1Lz/dlFESERGxIoPBziqfJ5GQkMC+ffvw9fU1KW/ZsiVxcXEcOHDArM3Fixc5f/58qm0iIiI4f/48ycnJNGzYkC5dupjUqVChAgAXLlwAHkz5lS9f3hgkATzzzDNUrFiRXbt2PdG1ZTYFSiIiInlMZGQk9+/fp1y5ciblZcuWBeDcuXNmbcLDwwHSbGNvb8/YsWNp3ry5SZ3t27cD8Oyzzxr7+nc/AGXKlEn13NlJU28iIiJWZM13116+fJlevXpZPL5jx45Uy2NiYgBwd3c3KXdzcwMgNjbWrE1K2eO0gQdZpKlTp1K1alWaNm1qPH9KgPXvvuLi4ixeT3ZQRklERCSPSU5OTvO4vb15eJCRNuHh4fj7+5MvXz7mzJljrJPWk3V2djlrTZcySiIiIlZkzcXcnp6eFrNGaSlQoACAWfbGUtYoI2327dvH8OHDcXV15ZtvvqFMmTLGY+7u7qlmjmJjY43nySmUURIREcljypQpg4ODAxERESblKYutK1asaNamfPnyAGZtUr5/uM2mTZvo168fJUqUYPXq1Wb9lS9f3niuf58/tXNnJwVKIiIi1mKw8ieDnJycqF27Ntu2bTOZBgsLC6NAgQJUr17drE3ZsmXx8vIiLCzMpHzr1q2UK1cOLy8vAHbt2kVgYCAvvPACK1eupESJEmZ9NWrUiPDwcM6cOWMsO3PmDOHh4TRs2DDjF2YFmnoTERHJgwYPHkxAQAAjRoygU6dOHDp0iJCQEEaPHo2LiwuxsbGcOXOGMmXK4OHhAcDQoUMZN24chQsXxsfHhx07drBlyxZmzpwJQHx8PO+++y5ubm4MGjTIJBACePrpp3n66adp3bo1c+fOZcCAAYwePRqAzz//nEqVKtGqVausvRGPoEBJRETEinLqhpP169cnKCiIOXPmMHToUEqUKEFgYCB9+/YF4NixY/j7+zNlyhQ6duwIQMeOHUlISGDhwoV8//33lC5dmqlTp9K6dWsADh48yLVr1wCM/Txs2LBhDB8+HEdHRxYtWsTkyZN57733yJ8/Pw0bNmTcuHHky5ezQpOcNRoRERHJMr6+vmYbSKaoW7cup06dMivv1q0b3bp1S7VN/fr1U22TmpIlSxIcHJz+wWYTBUoiIiJWYiDzXmCbWt9ifVrMLSIiImKBMkoiIiJWlFPXKEn65JmM0t69e+nevTsvvPACjRs3ZvLkyWabXUVGRjJs2DDq1KlDnTp1CAwM5MaNG9k0YhERyRUMdtb5SJbIExmlvXv30rdvX7y9vRkzZgxXrlxhyZIlHD16lOXLl2Nvb8/Nmzfp3bs3CQkJ9O/fn6SkJEJCQjh16hRr1qzB0dExuy9DREREslieCJSmT59OyZIlWbZsGc7OzsCD1fYffvghP//8M02bNmXx4sX8/fffbNy40bgraI0aNQgICGD9+vV06dIlOy9BRERslLUWc0vWyPVTb/Hx8RQpUoQuXboYgySAOnXqABgfYwwNDaVOnTomW6c3aNCA8uXLExoamrWDFhERkRwh12eUnJycCAkJMSs/ceIE8OCFgrdu3SIyMpKWLVua1fP29mbXrl1WH6eIiORSyijZtFwfKP3bpUuX2LdvH1OnTqVSpUr4+voaX+iX2vtoihcvTkxMDDExMTnujcYiIiJiXXkqUIqOjsbHxwcAFxcXJkyYgJOTk/HpNxcXF7M2Tk5OANy5c0eBkoiIPB6DFbcHUKYqS+SpQMnOzo6ZM2eSkJDA0qVLCQgIYObMmRQvXjxdbUUyInxWvTSPV3zr1ywaSerCLh9J83hLzxppHn/U9QGc6fL1I2pYdwyN6x1P8/jldWkellwgrd+R+0WdsnAkYmty/WLuhxUqVIjWrVvz6quvsnz5cjw9PZkyZQqurq7Ag4Xf/5ZS5u7unqVjFRGRXMJgpY9kiTwVKD3M2dmZZs2aceXKFZ566ikA4xuPHxYVFUXBggWNwZSIiIjkHbk+UAoPD8fHx4fly5ebHYuLi8POzg5HR0e8vLw4duyYWZ3jx49TrVq1rBiqiIjkOnYYDNb5gJaEZIVcHyiVLVuWmJgYVq1aRUJCgrH80qVLhIWF8dJLL+Hu7k6LFi3Yu3cv4eHhxjp79uzh3LlztG7dOjuGLiIiItks1y/mzpcvHxMmTCAwMJBevXrxyiuvcPPmTeOrS9577z0ABgwYwIYNG+jTpw99+/YlPj6eBQsW4O3tTfv27bP5KkRExGZpPZFNy/WBEkD79u3Jnz8/CxYsMC7erlevHiNHjqR8+fIAeHh4sGzZMqZMmcKcOXNwdnamefPmBAYG6j1vIiIieVSeCJQAWrdu/cgptAoVKjB//vwsGpGIiOQNWktky3L9GiUREZFspe0BrGrp0qVER0dbrX8FSiIiImKzJk+eTOPGjRkxYgS7du0iOTk5U/vPM1NvIiIi2ULZH6v66KOPWLduHWFhYWzdupVixYrx6quv0qFDBypUqPDE/SujJCIiIjbrtddeY8WKFWzbto1BgwaRP39+5s+fT5s2bejatSvffvstsbGxGe5fgZKIiIg1Geys8xETpUuXZsSIEezcuZPFixfTqVMnLl26xAcffECjRo14++232bdv32P3q0BJREREcpV69erxzjvvMHr0aDw9Pbl37x4bN26kT58+tGnThu3bt6e7L61REhERsSKD1ihlmfv37/Pjjz+yfv16fv75ZxITE3F0dKRt27a0a9eOY8eOsWrVKoYPH857771Hjx49HtnnEwVK8fHx7Nixg2PHjnH79m0++ugjjh49ipOTE88+++yTdC0iIiKSLgcPHmTDhg388MMP3L59G4PBQLVq1ejUqRNt27alQIECADRt2pROnTrRpk0bvv76a+sGSnv27OHtt9/mxo0bGAwG7Ozs+Oijj9i+fTtff/01I0aMYNCgQRntXkRExPZZc88jZaoAaNGiBZGRkRgMBooUKYK/vz+dOnWiUqVKqdYvUaIE5cqVIzIyMl39ZyhQOnXqFIMHD8bBwYHevXsTGRnJzp07AfD29qZIkSLMnj2bqlWr0rRp04ycQkREROSRLl68SJMmTejUqRM+Pj7ky/fo0KZjx46ULFkyXf1nKFD68ssvsbe3Z82aNVSsWJHg4GBjoOTr60uVKlXo0KED33zzjQIlERHJ2/SEmlX99NNPPPXUU2nWSUhIIDIykooVKwKka8otRYaeevvtt9/w8/MznvDfSpcuTcuWLTl9+nRGuhcRERFJl6ZNm/LFF1+kWSc4OJju3btnqP8MZZRiY2Px8PBIs07BggW5fft2hgYlIiKSW9hpLVGmOn36NP/884/xe4PBQGRkJHv37k21/v3799m9ezf379/P0PkyFCh5enry559/plnn8OHD6Z7/ExEREUmPiIgIhg8fjp3dgylNOzs7NmzYwIYNGyy2MRgMGV4KlKFAydfXl5CQEFavXk3Xrl3Nji9atIjDhw/Tp0+fDA1KREQk11BGKVP5+vrSv39/Y1Zp3bp1VKlShapVq6ZaP3/+/JQsWfKx1iU9LEOB0htvvMG2bduYOHEiq1evJjExEYBJkybxxx9/cPz4cUqWLMnAgQMzNCgREZFcQ4u5M92YMWOMX69bt47mzZszbNgwq5wrQ4FSgQIFWLFiBRMnTmT79u0Y/v+2oytXrgSgYcOGfPTRRxQpUiTzRioiIiLyLydPnrRq/xnecLJo0aIEBQXxzz//cPToUW7fvo2bmxtVq1bV2iQREZEUmnrLVHv37qV06dJ4eXkZv0+v+vXrP/b5nvhdb0WLFtVeSSIiIpIlAgICGDZsmHGqLSAgwLiw+1FOnDjx2OdLV6D03XffPXbHKTp37pzhtiIiIjZPGaVM1aFDB5OF26+++mq6A6WMSFegNGHChMceRMr73xQoiYiISGaZMmWKyfeffvqpVc+XrkBp6NChVo3WREREciW9FDdbXbt2jSJFiqTr/W+WpKvl8OHDM3wCEREREWs6deoUy5cvZ+LEidjb23P+/HkGDx7M+fPncXNzY9SoURneRylD73oTERGRdDLYWecjABw7dowuXbqwZs0arly5AsDEiRM5d+4cZcqUIV++fHz00Ufs2rUrQ/1nKBfl7+//yDoODg64uLhQsmRJGjRowMsvv5yRU4mIiIhY9PXXX5OcnMzUqVN5+umn+fvvv/n111+pXr06q1evJjo6mldeeYUlS5Zk6Cn9DAVKv//+O3Z2diQnJxs3m3yYnZ2dSfmKFSto3rw5QUFBGTldloqMjGTq1Kn89ttvADRr1oyxY8c+8iXAIiIiqdFLca3r4MGDtGzZkldeeQWA//3vfwC0bdsWOzs7ihQpgq+vL6GhoRnqP0OB0q5du+jevTsAw4YNo3bt2pQoUYK4uDgOHz7M7NmziYqKYubMmSQmJrJw4UK2b9/OihUrMjxHmBVu3rxJ7969SUhIoH///iQlJRESEsKpU6dYs2YNjo6O2T1EERERecitW7coVaqU8ftffvkFOzs7k80lXVxcSEhIyFD/GQqUpk+fTnx8PBs3bqRw4cLG8sKFC9OsWTNq1qzJK6+8wn//+18+/vhj6tatS9u2bVm/fn2ODpQWL17M33//zcaNG6lYsSIANWrUICAggPXr19OlS5dsHqGIiNgcZZSs6umnnzauTUpMTOTXX3+lWLFiPPvss8Y6x48fp0SJEhnqP0OLuXft2kWrVq1MgqSHFS5cGB8fH7Zt2wY8WK/UqFEjzp07l6FBZpXQ0FDq1KljDJIAGjRoQPny5TOcshMRERHreeGFF9i6dStr167lww8/5Pbt2/j6+gIQGxvL119/za+//kqjRo0y1H+GMkpJSUnExcWlWSchIcEkzeXk5ERSUlJGTpclbt26RWRkJC1btjQ75u3tneHV8iIiImI9b775Jr/88gvvvvsuBoMBDw8P3njjDQA+++wzVq1aRalSpRgwYECG+s9QoFS5cmW2b9/O4MGDjS+le9ilS5fYvn07lSpVMpYdPXoUT0/PDA0yK1y9ehUg1dRc8eLFiYmJISYmhgIFCmT10ERExIZpMbd1eXl5sWnTJjZv3ozBYMDPz49ixYoBUKdOHQoVKkTv3r0z/FBWhgKlgQMHMmjQIF577TUCAgKoWbOmMZg4fPgwixYtIiYmhr59+wLw8ccfs2/fPgYNGpShQWaFlAyZi4uL2TEnJycA7ty5o0BJREQkhylSpAg9e/Y0K2/dujWtW7d+or4zFCg1bdqUiRMn8umnnzJz5kyTYwaDAScnJ8aPH0/Lli25du0ay5Yto3z58vTu3fuJBmtNqW1z8G96jYtkRMW3fs3uIaSppWeNJ2qfnutr+Vba5wifVS/tc5D2OR41hstpHpW8IK3fkfxtX4dCVjy5NofMUgaDweLfdHv7x1+aneGXn3Tt2hUfHx9CQ0P5888/iY6Oxs3NjWrVqtG+fXvjFFb+/Pn54osvaNSokTEzkxO5uroCEB8fb3Yspczd3T1LxyQiIiKPtnTpUpYtW8alS5csroe2s7Pj+PHjj913xt8Sx4O1O3369EmzTuHChW1iV+6U9VPXrl0zOxYVFUXBggWNwZSIiEi6aY2SVa1evZrJkycDUKBAgUxfIvNEgVJSUhLXr19PcxOn0qVLP8kpskzBggXx8vLi2LFjZseOHz9OtWrVsmFUIiIikpYVK1bg6urKV199Rd26dTO9/wwFSsnJyUybNo3Vq1dz7949i/UymubKLi1atGDJkiWEh4cb91Las2cP586do1+/ftk8OhERsUnKKFnVuXPnePXVV60SJEEGA6X58+ezePFi8uXLR6VKlShYsGBmjytbDBgwgA0bNtCnTx/69u1LfHw8CxYswNvbm/bt22f38ERERORf3N3dcXZ2tlr/GQqU1q1bR5EiRVi5ciXlypXL5CFlHw8PD5YtW8aUKVOYM2cOzs7ONG/enMDAQL3nTUREHp/BivsoKVMFQMOGDfn5559JSkrCwcEh0/vPUKB06dIlunbtmquCpBQVKlRg/vz52T0MERERSYcxY8bQtWtXRo0axcCBA6lQoYLFp+yzbHuAIkWKkJycnJGmIiIieYsyP1bVv39/DAYDW7duZevWrRbrZen2AM2bN2fnzp0EBgZadV5QREREJC1xcXE4ODhQsmRJq/SfoUDprbfe4sCBAwQEBNC3b1/Kly9vMc1lK9sDiIiIWIUySla1c+dOq/afoUCpWbNmJCUlER8fz5tvvmmxnq1tDyAiIpKX7N69m5kzZ3LmzBmKFi1Kz5496du3b5qv7Nq0aRNfffUVkZGRlCpVioEDB9KhQ4dU68bGxvLKK68wbNgwOnbsaHJszJgxbNy40azN7Nmz8fPze7ILy0QZCpS8vb3TVU/vRhMRkbzOak+9PaHDhw8zaNAgWrVqxYgRIzhw4ADTp08nKSmJgQMHptomLCyMMWPG4O/vT+PGjdm+fTtjx47F0dGRNm3amNS9desWQ4YM4dKlS6n2dfLkSdq2bUuvXr1MyjP6oNiff/7Jd999x/Hjx7l9+zZhYWGEhYVx/fp1unbtSr58GdtjO0Otli5dmubxpKQkwsLCWL16dYYGJSIikjvYWfGluE/Wb1BQEFWrVmX69OkANGnShMTERObOnYu/v3+qa5BnzJiBn58f48ePB6Bx48bcunWL2bNnmwRKO3bsYPLkycTFxaV67vj4eM6dO0fv3r2pWbPmE10HwJdffklwcLDxQbOURM3hw4dZvHgxP//8M0FBQeTPn/+x+3785+TScPnyZWbOnEnTpk0ZPXo0v/32W2Z2LyIiIpkgISGBffv24evra1LesmVL4uLiOHDggFmbixcvcv78+VTbREREcP78eQBu377NsGHDeOmll1iwYEGq5z99+jSJiYlUrVr1ia9l+/btzJkzh0qVKvHll1+aZKg6derECy+8wK5du/j2228z1P8TB0oGg4Eff/yRN954A19fX+bNm8f169d5+umnGTp06JN2LyIiYtsMVvo8gcjISO7fv282zVW2bFngwWtB/i08PBwwnxr7dxtnZ2dCQ0OZOnUqRYoUSfX8J0+eBGDNmjU0atSIatWq0aNHD44cOfLY1/LNN99QokQJli1bho+PD4UKFTIee+aZZ1i0aBGenp6sXbv2sfuGJ3gp7vXr11mzZg1r1qzhypUrADg4OODj40OXLl1o0qSJ1iiJiIhY0eXLl83W+Dxsx44dqZbHxMQAD17/8TA3NzfgwSLsf0spe1QbR0dHKlSokOa4T5w4AcDdu3f5/PPPiY6OZt68efj7+7N69WqqVKmSZvuHHT9+nA4dOpiNK4WTkxM+Pj6sX78+3X0+7LEDpb1797Jy5Up27txJUlISBoOBChUqcO7cOTp37szEiRMzNBAREZHcxg7rLeZ+klTEozaNTm0H64y0seT111/nP//5D40bNzaW1a9fnxYtWjB37lxmzZqV7r6Sk5MfmZhJTEwkMTEx3X0+LF2B0q1bt1i7di2rV68mIiICg8FAoUKFaNOmDa+++irVq1d/rOhPREREnpynp6fFrFFaChQoAGC22NpS1iijbSypUKGCWdapYMGC1KpVyzgt9zh97dmzx+K73hISEvjll18emeWyJF2BUpMmTUhISMDZ2ZmWLVvStm1bmjZtmqHV4yIiInlGJqwnSrPvDCpTpgwODg5ERESYlF+4cAGAihUrmrUpX748ABERETz33HPG8pQ+UmtjyebNmylYsCCNGjUyKY+Pj8fDwyPd/QB07NiRjz76iPHjx/Pee++ZHIuOjmbixIlERkYybty4x+o3RboCpfj4eFxdXfH398fX1zfd+yiJiIhIzuPk5ETt2rXZtm0b/fr1M05dhYWFUaBAAapXr27WpmzZsnh5eREWFkarVq2M5Vu3bqVcuXJ4eXml+/yrVq3i0qVLbNmyBUdHRwCuXr3KwYMH6dOnz2NdS48ePdizZw8bNmxg06ZNxm0N2rRpw4ULF7h//z4NGjSgZ8+ej9VvinRNKA4fPpyiRYsyd+5cOnfuTKNGjZg6depjp8dERETyGjuDdT5PavDgwRw5coQRI0awa9cuZs2aRUhICG+88QYuLi7ExsZy+PBhbty4YWwzdOhQtmzZwsSJE/nf//7HBx98wJYtWxgxYsRjnXvIkCFcvnyZIUOG8L///Y+NGzfi7+9P4cKF6du372P1ZWdnR3BwMO+++y7lypUjLi4Og8FAeHg4Tz/9NCNHjmTevHmpTsulR7oySkOHDmXo0KH8+uuvfP/992zbto1FixaxePFinn32Wdq3b5+hk4uIiEj2qF+/PkFBQcyZM4ehQ4dSokQJAgMDjYHKsWPH8Pf3Z8qUKcbXj3Ts2JGEhAQWLlzI999/T+nSpZk6dSqtW7d+rHPXq1ePhQsXEhQUxMiRI7G3t6dx48aMGTPGuBbqcdjZ2dGrVy969erF3bt3uX37Nm5ubo+1bspi3waD4bHj0tjYWDZt2sT333/Pn3/+aUzZlS1blkGDBtGyZUtcXFyeeHC5wZWzV/F/Zlh2D0MkRwufVS/N4xXf+jWLRiJ50ZIzwZSsUMIqfUfevMXLXy60St87hvSldJFCj66Yi/3xxx/897//Zf/+/Vy9epXY2Fjc3NwoU6YMtWvXpn379k/8sFmGAqWHhYeH891337Fx40auX7+OnZ0dLi4u+Pn50aFDB1566aUnGqCtU6Ak8mgKlCQ7KVCyPfHx8bzzzjuEhYWRVhhjZ2fHK6+8wqRJk1J9JUt6ZHjDyRQVK1bknXfeYcyYMfz4449899137N69m7Vr17J+/XqOHz/+pKcQERGxXTn0pbi2Kjk5mf79+7N//37KlStHnz59qFOnDp6enuTPn5+4uDguXrzIvn37WLlyJRs2bCAqKoqFCxdmaCPsJw6UUjg4ONC8eXOaN2/O9evXWbduHevWrcus7kVERET4/vvv2b9/Py1atGDatGlmmaKCBQvy3HPP8dxzz9GzZ0/GjRvH5s2b2bhxI6+88spjny9TX4qbolixYgwYMIDNmzdbo3sRERGbkVOferNVmzZtonjx4nz66aePnE5zdHRkypQpeHh4sGnTpgydzyqBkoiIiIg1nDlzhgYNGuDq6pqu+o6OjjRo0CDDWxopUBIRERGbcfv2bYoXL/5YbZ5++mlu3ryZofNl2holERERSUUeniazhvv37z/2E2xOTk4ZfimuMkoiIiIiFiijJCIiYkV5eeF1bpAnAqXY2FjmzJnD9u3buXHjBlWqVGHYsGFmby0GWLFiBUuWLOHy5cvGncbbtGmTDaMWERGR1OzYsYNLly6lu/6JEycyfK5cHyglJyczbNgwfv/9d3r16oWXlxcbN26kf//+zJs3jyZNmhjrhoSEMG3aNPz8/OjTpw/btm1j1KhR2NnZPfZ7bERERACtUbKCEydOPHbwk5HNJiEPBEo//fQTe/fu5YMPPqBHjx4AdOrUiVatWhEUFGQMlG7fvk1wcDBt27bl888/B6BLly706tWLadOm0bJlywy/eVhEREQyx5QpU7L0fLk+ULp9+zZVq1Y12Y3T2dmZ559/np9++slYtnPnTu7cuUP37t2NZfb29vTo0YNRo0Zx6NAhateunZVDFxERW2fAehmlPJqp6tChQ5aeL9c/9fbqq6+yfv163N3djWVJSUn89ddflCxZ0lh29OhRALy9vU3aP/fccybHRUREJO/I9Rmlh925c4fw8HDmzZvH2bNnmTZtmvFYVFQUhQoVwsXFxaRNyqZWly9fztKxiohI7qCn3mybzQZK165dS/O4q6srbm5uJmUzZsxg6dKlALRs2ZIWLVoYj8XFxaW6gVVK2d27d590yCIiImJjbDZQSu3R/ocNGjSIkSNHmpS9/PLL1KtXjyNHjrBo0SL8/f1Zvnw5jo6OGAyGNFfEZ3S1vIg8WsW3fs3uIYhYjzJKNs1mA6WPP/44zeNVq1Y1K6tfvz4AzZs3x8vLi/fff5///ve/dO7cGVdXV+7du2fWJqXs39kpERERyf1sNlB67bXXnqi9n58f77//PsePHwegZMmS3Lp1i4SEBBwdHY31oqKiAChRosQTnU9ERPImrVGybbn+qbePPvoIX19fkpOTTcrj4uKABy/KgwdPuxkMBrMNrFK+f/7557NgtCIikusYrPSRLJHrAyVPT08uXLjAli1bTMoXLlwIwH/+8x8AmjZtipOTk3GxNzzY1XvFihWUKlWKmjVrZtmYRUREJGew2am39Hr99ddZv34948eP5+jRo5QuXZrdu3ezY8cOOnfuTJ06dQAoUqQIAwcOJCgoCIPBQL169QgLC+PAgQPMnDlTu3KLiEjGKPtj03J9oOTk5MQ333zDZ599xvr164mJiaFMmTJMmDCB119/3aTu0KFDcXFxYfny5Wzbto1y5coxa9Ys/Pz8smn0IiIikp1yfaAE4OHhwSeffPLIenZ2dvTr149+/fplwahERCQv0GJu25br1yiJiIiIZFSeyCiJiIhkC70U1+YpoyQiIiJigTJKIiIi1qTMj01TRklERETEAmWURERErEhPvdk2ZZRERERELFBGSURExJqUUbJpyiiJiIiIWKCMkoiIiJXYYb01SnbW6Vb+RYGSiIiINWnqzaZp6k1ERETEAmWURERErEkZJZumjJKIiIiIBcooiYiIWJEWXds2ZZRERERELFBGSURExJq0RsmmKaMkIiIiYoEySiIiItZisOJLcZWpyhLKKImIiIhYoIySiIiINSnzY9OUURIRERGxQBklERERa1JGyaYpoyQiIiJigTJKIiIiVmS1p94kS+SZjNKWLVvo2LEj1atX5+WXX2bGjBnEx8eb1VuxYgV+fn5Ur16ddu3aERoamg2jFRGRXMNgpY9kiTwRKH377be89dZbFCpUiHHjxtGgQQPmzZvHhAkTTOqFhIQwadIkKleuzPjx43nqqacYNWoUmzdvzqaRi4iISHbK9VNvN2/eZOrUqTRq1Ih58+bh4OAAgKurK4sXL+bNN9+kdOnS3L59m+DgYNq2bcvnn38OQJcuXejVqxfTpk2jZcuWxrYiIiLppak325brM0rbtm0jNjaWkSNHmgQ63bp1Y8iQISQmJgKwc+dO7ty5Q/fu3Y117O3t6dGjB1euXOHQoUNZPnYRERHJXrk+UDpw4ACFCxfG29sbgHv37pGYmEj58uUZMWIE5cuXB+Do0aMAxnopnnvuOZPjIiIij0VrlGxarg+UIiIiePrppzl06BCdOnWiRo0a1KxZk8DAQGJjY431oqKiKFSoEC4uLibtixcvDsDly5ezdNwiIiKS/Wx2jdK1a9fSPO7q6oqbmxu3b98mJiaGfv360blzZwYNGsTBgwf55ptvuHLlCkuWLMHOzo64uDicnZ3N+kkpu3v3rlWuQ0REcjetUbJtNhsoNWrUKM3jgwYNYuTIkSQkJBAVFcWbb77J0KFDAfD19cXd3Z05c+awa9cumjVrhsFgwM7OzmJ/aR0Tsaawy0fSPN7Ss8YT9R8+q16axyu+9esT9W8LHnUPHuVR98ja/YuI9dhsoPTxxx+nebxq1aoAxqm01157zeT4q6++ypw5c9i3bx/NmjXD1dWVe/fumfWTUubm5pYZwxYRkbzEmuuJlKnKEjYbKP078LGkRIkSnD59Gg8PD5PyokWLAhAXFwdAyZIluXXrFgkJCTg6OhrrRUVFGfsRERGRvCXXL+ZOeYrtzJkzJuUXL14EwNPT01jPYDBw4sQJk3op3z///PPWHqqIiORGeurNpuX6QKlNmzbY29szf/58k/KURdzNmzcHoGnTpjg5ObF06VJjneTkZFasWEGpUqWoWbNmVg5bREREcgCbnXpLr0qVKhEQEEBISAh3796lSZMm7N+/n02bNtGrVy+eeeYZAIoUKcLAgQMJCgrCYDBQr149wsLCOHDgADNnztSu3CIikiF66s225fqMEsDbb7/N+++/z/nz55k8eTJ//PEHgYGBvPvuuyb1hg4dSmBgIIcOHeKjjz4iKiqKWbNm0apVq2wauYiIiPXs3r3buMegj48PISEhGAxpR3abNm2iTZs2VK9enVatWrFu3TqLdWNjY/Hx8WHt2rVmx65fv87o0aOpW7cuL774IqNGjTKuC85Jcn1GCR482t+zZ0969uz5yHr9+vWjX79+WTQyERHJ9XJoRunw4cMMGjSIVq1aMWLECA4cOMD06dNJSkpi4MCBqbYJCwtjzJgx+Pv707hxY7Zv387YsWNxdHSkTZs2JnVv3brFkCFDuHTpklk/iYmJDBgwgNjYWCZOnEhiYiKff/45/fr1Y+3ateTPn98q15wReSJQEhERyR4G7B6RoXmSvp9EUFAQVatWZfr06QA0adKExMRE5s6di7+/f6qbMM+YMQM/Pz/Gjx8PQOPGjbl16xazZ882CZR27NjB5MmTjU+W/9sPP/zA8ePHCQ0NNS6BqVq1Km3btmXLli288sorT3RtmSlPTL2JiIjI/0lISGDfvn34+vqalLds2ZK4uDgOHDhg1ubixYucP38+1TYRERGcP38egNu3bzNs2DBeeuklFixYkOr5d+/eTfny5Y1BEsAzzzxDxYoV2bVr1xNeXeZSoCQiImJNOXB7gMjISO7fv0+5cuVMysuWLQvAuXPnzNqEh4cDPLKNs7MzoaGhTJ06lSJFiqR6/vDwcLN+AMqUKZPqubOTpt5ERERs1OXLl+nVq5fF4zt27Ei1PCYmBgB3d3eT8pS3UDz80vgUKWWPauPo6EiFChXSHHdMTIwxwPp3X5am67KLAiURERErscN62wM8yRtIk5OT0zxub28+4ZSRNpak9WRdTnu3qgIlERERG+Xp6Wkxa5SWAgUKAJhlbyxljTLaxhJ3d/dUM0exsbHG8+QUWqMkIiJiLdZan/SE65TKlCmDg4MDERERJuUXLlwAoGLFimZtypcvD2DWJuX71NpYUr58eeO5/n3+x+knKyhQEhERyWOcnJyoXbs227ZtM5kGCwsLo0CBAlSvXt2sTdmyZfHy8iIsLMykfOvWrZQrVw4vL690n79Ro0aEh4ebvIf1zJkzhIeH07BhwwxckfVo6k1ERMSKcuorTAYPHkxAQAAjRoygU6dOHDp0iJCQEEaPHo2LiwuxsbGcOXOGMmXK4OHhATx4g8W4ceMoXLgwPj4+7Nixgy1btjBz5szHOnfr1q2ZO3cuAwYMYPTo0QB8/vnnVKpUKce9DUMZJRERkTyofv36BAUFce7cOYYOHcrGjRsJDAxkwIABABw7doyuXbvy008/Gdt07NiRSZMmsWfPHoYOHcr+/fuZOnUqrVu3fqxzOzo6smjRIry9vXnvvff48MMPqVmzJiEhIeTLl7NyODlrNCIiIrlNDs0oAfj6+pptIJmibt26nDp1yqy8W7dudOvWLV39e3l5pdoHQMmSJQkODk7/YLOJMkoiIiIiFiijJCIiYkU5dY2SpI8ySiIiIiIWKKMkIiJiTcoo2TQFSiIiIlakqTfbpqk3EREREQuUURIREbGmNF4AKzmfMkoiIiIiFiijJCIiYkVao2TblFESERERsUAZJREREWsxYL3tAZSpyhLKKImIiIhYoIySiIiIFdklZ/cI5EkooyQiIiJiQZ4IlOLj45k2bRqNGzemZs2adOnShe3bt6dad8WKFfj5+VG9enXatWtHaGhoFo9WRERyFYOVPpIlcn2gZDAYGDp0KCEhIVSvXp23336bp556iqFDh7JixQqTuiEhIUyaNInKlSszfvx4nnrqKUaNGsXmzZuzafQiIiKSnXJ9oLR161Z+/vlnunbtyhdffEHPnj0JDg6mffv2TJ8+nevXrwNw+/ZtgoODadu2LbNnz6Zbt27Mnz+f2rVrM23aNJKSkrL5SkRExBbZGazzkayR6wOlH3/8EYBhw4aZlPfr1487d+7www8/ALBz507u3LlD9+7djXXs7e3p0aMHV65c4dChQ1k3aBEREckRcn2gdPXqVQoXLsxTTz1lUl62bFkAjh8/DsDRo0cB8Pb2Nqn33HPPmRwXERF5LAaDdT6SJXL99gAuLi7cvXuX5ORk7O3/Ly6Mjo4GME69RUVFUahQIVxcXEzaFy9eHIDLly9nzYBFRCTXsMN602R21ulW/sVmA6Vr166ledzV1RU3Nzdq1qzJjh07+Omnn/Dx8TEeT3nqLT4+HoC4uDicnZ3N+kkpu3v3bmYNXURERGyEzQZKjRo1SvP4oEGDGDlyJJ07d2bRokWMHz+e999/n+eff579+/czZ84c3NzcyJfvwS0wGAzY2VmOz9M6JmJNLT1rpHk8fFa9NI9XfOvXJzr+KGGXjzyyjrWv4UlZ/x48+h6lqUvahx91f7NbZvx8s/t3JMP0ChObZ7OB0scff5zm8apVqwLg4eHB/PnzGTlyJCNHjgSgcOHCTJo0icmTJ1OoUCHgQQbq3r17Zv2klLm5uWXm8EVERMQG2Gyg9Nprr6W7brVq1QgLC+PEiRMkJiZSpUoV7OzsGDlyJKVLlwagZMmS3Lp1i4SEBBwdHY1to6KiAChRokTmXoCIiOQJepTftuX6p97Cw8NZtWoVCQkJeHt7U6NGDZycnDhw4AAGg4FatWoBD552MxgMnDhxwqR9yvfPP/98lo9dREREsleuD5QuXrzIBx98YPLKkvj4eIKDgylXrpxxrVPTpk1xcnJi6dKlxnrJycmsWLGCUqVKUbNmzaweuoiI5AbaHsCm2ezUW3rVr18fb29vJk6cyPnz5ylatCgbNmzg6NGjzJ8/HwcHBwCKFCnCwIEDCQoKwmAwUK9ePcLCwjhw4AAzZ8401hMREZG8I9cHSo6Ojnz99dd89tlnrFy5kvj4eKpVq8aSJUuM024phg4diouLC8uXL2fbtm2UK1eOWbNm4efnl02jFxERW6c1SrYt1wdK8GDTyKlTpz6ynp2dHf369aNfv35ZMCoRERHJ6fJEoCQiIpJtlFGyabl+MbeIiIhIRimjJCIiYkVao2TblFESERERsUAZJREREWtKVkrJlilQEhERsRa9FNfmaepNRERExAJllERERKxIi7ltmzJKIiIiIhYooyQiImJNeoGtTVNGSURERMQCZZRERESsSGuUbJsySiIiIiIWKKMkIiJiTcoo2TRllEREREQsUEZJRETEiuz01JtNU0ZJRERExAJllERERKzFACRbsW+xOmWURERERCxQRklERMRqDFZco6SUUlZQoCQiImJNimdsmqbeRERERCxQRklERMSatD2ATVNGSURERMQCZZRERESsxA7rvRTXzjrdyr/kmozShQsXqF69Ovv27TM7Fhsby8cff0yTJk2oVq0aPj4+zJw5k4SEBLO6K1aswM/Pj+rVq9OuXTtCQ0OzYvgiIiKSA+WKjNLt27cZOnQo8fHxZscMBgPDhg3jt99+o2vXrlSqVInDhw/z9ddfc+bMGb744gtj3ZCQEKZNm4afnx99+vRh27ZtjBo1Cjs7O1q3bp2VlyQiIrmF1ijZNJsPlMLDwxk2bBhnz55N9fiOHTvYu3cv77//Pj179gSge/fuPP3008ydO5cDBw7w4osvcvv2bYKDg2nbti2ff/45AF26dKFXr15MmzaNli1b4uDgkGXXJSIiItnPpqfe1q1bR/v27YmOjua1115Ltc5vv/0GQIcOHUzKW7VqBcChQ4cA2LlzJ3fu3KF79+7GOvb29vTo0YMrV64Y64mIiDwOu2TrfCRr2HSgdOrUKdq0acPGjRupVatWqnWGDBnC+vXrcXV1NSm/efMmAPnyPUiqHT16FABvb2+Tes8995zJcREREck7bHrqbdSoUTg6OqZZp3DhwhQuXNisfOXKlQC88MILAERFRVGoUCFcXFxM6hUvXhyAy5cvZ8KIRUQkTzFgvTVKWvqUJXJcoHTt2rU0j7u6uuLm5gbwyCDJkvXr1xMWFkbdunWpUaMGAHFxcTg7O5vVTSm7e/duhs4lIiIitivHBUqNGjVK8/igQYMYOXJkhvvfsWMHEyZMoHjx4nz66afGcoPBgJ2d5V0p0jomkp0qvvVrmsfDZ9V7ovaP0tKzxhO1z4wxZLfMuAe5WWb8fG36dyQHZ352797NzJkzOXPmDEWLFqVnz5707ds3zb95mzZt4quvviIyMpJSpUoxcOBAs3XAf/75J9OmTePo0aO4ubnRsWNHhg0bZpLgGDNmDBs3bjTrf/bs2fj5+WXeRT6hHBcoffzxx2ker1q1aob73rRpE2PHjsXNzY358+fj6elpPObq6sq9e/fM2qSUpWSxREREcoPDhw8zaNAgWrVqxYgRIzhw4ADTp08nKSmJgQMHptomLCyMMWPG4O/vT+PGjdm+fTtjx47F0dGRNm3aABAZGUlAQAA1a9Zk1qxZhIeHM3PmTKKjo/nwww+NfZ08eZK2bdvSq1cvk3OUK1fOatecETkuULL09NqTWrVqFZMmTaJQoUIsXryYKlWqmBwvWbIkt27dIiEhwSTijYqKAqBEiRJWGZeIiORudjl0H6WgoCCqVq3K9OnTAWjSpAmJiYnMnTsXf3//VJejzJgxAz8/P8aPHw9A48aNuXXrFrNnzzYGSvPnz8fNzY0vv/wSR0dHmjZtirOzMx999BGDBg3C09OT+Ph4zp07R+/evalZs2aWXXNG2PRTb+m1fv16PvjgA4oVK8by5cvNgiR48LSbwWDgxIkTJuUp3z///PNZMlYREcllDAbrfJ5AQkIC+/btw9fX16S8ZcuWxMXFceDAAbM2Fy9e5Pz586m2iYiI4Pz588CD6bymTZuaJB38/PxITk5m9+7dAJw+fZrExMQnmiXKKrk+UDpz5gzvvfceHh4eLF26lIoVK6Zar2nTpjg5ObF06VJjWXJyMitWrKBUqVI5PuIVERFJr8jISO7fv282zVW2bFkAzp07Z9YmPDwcMJ8ae7jNvXv3uHTpEuXLlzep4+Hhgbu7u7HfkydPArBmzRoaNWpEtWrV6NGjB0eOHHnia8tsOW7qLbMFBweTkJBA48aNOXLkiNkPoXLlylSpUoUiRYowcOBAgoKCMBgM1KtXj7CwMA4cOMDMmTO1K7eIiGSMFTeHvHz5stkan4ft2LEj1fKYmBgA3N3dTcpT1uPGxsaatUkpS6uNpX5T6qX0kTJbc/fuXT7//HOio6OZN28e/v7+rF69OtWZn+yS6wOl/fv3A7BhwwY2bNhgdnzYsGHGH8jQoUNxcXFh+fLlbNu2jXLlyjFr1qwctfpeRETkSSUnpx292dubTzilp82j6qQ8Tff666/zn//8h8aNGxuP1a9fnxYtWjB37lxmzZqVZj9ZKdcESh07dqRjx45m5b/88ku6+7Czs6Nfv37069cvM4cmIiJ5mDUXc3t6elrMGqWlQIECwIM9BB9mKWuU3jYp7f5dJ6VeSh8VKlSgQoUKJscLFixIrVq1jNNyOUWuX6MkIiIipsqUKYODgwMREREm5RcuXABIdT1vyrqjf7dJ+b5ixYq4ublRokQJszr//PMPcXFxxn43b95sXNj9sPj4eDw8PDJ4VdahQElERMRaUl5hYpVPxofl5ORE7dq12bZtG4aHMl5hYWEUKFCA6tWrm7UpW7YsXl5ehIWFmZRv3bqVcuXK4eXlBUDDhg356aefSEhIMOnXwcGBevUebIC7atUqPvjgA5M6V69e5eDBg9StWzfjF2YFuWbqTURERNJv8ODBBAQEMGLECDp16sShQ4cICQlh9OjRuLi4EBsby5kzZyhTpowxyzN06FDGjRtH4cKF8fHxYceOHWzZsoWZM2ca++3fvz+hoaH079+fgIAAzp8/z4wZM+jSpYtxo+chQ4YQEBDAkCFD8Pf359atWwQHB1O4cGH69u2bLffDEmWURERErMZa2SQDT/pulPr16xMUFMS5c+cYOnQoGzduJDAwkAEDBgBw7Ngxunbtyk8//WRs07FjRyZNmsSePXsYOnQo+/fvZ+rUqbRu3dpYp2LFiixcuJB79+7x5ptvsmjRIvr06cO7775rrFOvXj0WLlzInTt3GDlyJB9++CHe3t4sX77cuI4pp7AzPJxzk0x35exV/J8Zlt3DkDzM2u96E7F1S84EU7KCdd6+cOXiDfq0n22VvhdvGEFJr5y1nic30tSbiIiINVlxHyWxPk29iYiIiFigjJKIiIgV5dSX4kr6KKMkIiIiYoEySiIiItakjJJNU6AkIiJiTQqUbJqm3kREREQsUEZJRETEmpRRsmnKKImIiIhYoIySiIiItRiw3oaTSlRlCWWURERERCxQRklERMSKtOGkbVNGSURERMQCZZRERESsSRklm6aMkoiIiIgFyiiJiIhYjQGSrZVRUqYqKyijJCIiImKBMkoiIiLWpDVKNk0ZJRERERELlFESERGxJmWUbFquyShduHCB6tWrs2/fPrNju3btonLlyql+Tp8+bVJ3xYoV+Pn5Ub16ddq1a0doaGhWXYKIiOQ2Bh4ESlb5ZPfF5Q25IqN0+/Zthg4dSnx8fKrH//rrL+zs7JgyZQr29qaxYcmSJY1fh4SEMG3aNPz8/OjTpw/btm1j1KhR2NnZ0bp1a6teg4iIiOQ8Nh8ohYeHM2zYMM6ePWuxzl9//YWnpycdOnSwWOf27dsEBwfTtm1bPv/8cwC6dOlCr169mDZtGi1btsTBwSHTxy8iIrmc1bYHkKxg01Nv69ato3379kRHR/Paa69ZrPfXX39RoUKFNPvauXMnd+7coXv37sYye3t7evTowZUrVzh06FCmjVtERERsg00HSqdOnaJNmzZs3LiRWrVqpVrHYDBw9uxZnnnmGQDi4+NJTEw0q3f06FEAvL29Tcqfe+45k+MiIiKPxZBsnY9kCZueehs1ahSOjo5p1omMjOTu3btcuHCBdu3a8ddff5EvXz58fX1577338PDwACAqKopChQrh4uJi0r548eIAXL582ToXISIiIjlWjguUrl27luZxV1dX3NzcAB4ZJMGDaTeAI0eOMGDAALy8vDhw4ABLlizhzJkzrFmzBmdnZ+Li4nB2djZrn1J29+7dx70UERERbQ9g43JcoNSoUaM0jw8aNIiRI0emu7/SpUszdOhQ2rVrR/ny5QFo3rw5ZcuW5YMPPuC7777j9ddfx2AwYGdnZ7GftI6J5GQV3/o1u4cgImKzclyg9PHHH6d5vGrVqo/VX6VKlahUqZJZeadOnfjoo4/Yt28fr7/+Oq6urty7d8+sXkpZShZLREQk/fRSXFuX4wKltJ5ey0z58+enYMGC3LlzB3iwn9KtW7dISEgwmdKLiooCoESJElkyLhEREck5bPqpt/SYNWsWL7/8MrGxsSbl0dHR3Lhxg1KlSgEPnnYzGAycOHHCpF7K988//3zWDFhERHIP7cxt83J9oOTp6cnFixf57rvvTMq/+OILANq1awdA06ZNcXJyYunSpcY6ycnJrFixglKlSlGzZs0sG7OIiIjkDDlu6i2zdejQgW+//Zbp06dz/vx5KlWqxN69e9m6dStdu3blpZdeAqBIkSIMHDiQoKAgDAYD9erVIywsjAMHDjBz5kztyi0iIhmjp95sWq4PlPLnz8+CBQuYMWMG27Zt47vvvqN06dKMGzcOf39/k7pDhw7FxcWF5cuXs23bNsqVK8esWbPw8/PLptGLiIhIdrIzGBTqWtOVs1fxf2ZYdg9DREQsWHImmJIVrPPAzpWI6/RtMMkqfS/c8wElyxazSt/yf3J9RklERCRbJet1I7Ys1y/mFhEREckoZZRERESsSStcbJoySiIiIiIWKKMkIiJiTcoo2TRllEREREQsUEZJRETEWgxWfCmuMlVZQhklEREREQuUURIREbEig0H7KNkyZZRERERELFBGSURExJqstUZJsoQySiIiIiIWKKMkIiJiTXo6zaYpoyQiIiJigTJKIiIi1pSsp95smQIlERERazEYrDf1pim9LKGpNxERERELlFESERGxIoOm3myaMkoiIiIiFiijJCIiYk1aS2TTlFESERERsUAZJREREWvSK0xsmjJKIiIiIhYooyQiImJNBj31ZsuUURIRERGxINcEShcuXKB69ers27fP7FhiYiJBQUH4+PhQrVo1fH19WbRoEYZUnkRYsWIFfn5+VK9enXbt2hEaGpoVwxcRkdzIAIZkg1U+aOlTlsgVgdLt27cZOnQo8fHxqR6fOHEiwcHBVKtWjfHjx1O5cmU+/fRTZs2aZVIvJCSESZMmUblyZcaPH89TTz3FqFGj2Lx5cxZchYiISNbavXs3nTp1okaNGvj4+BASEpJqEuFhmzZtok2bNlSvXp1WrVqxbt06szp//vknvXr14oUXXqBRo0bMmDGDhIQEkzrXr19n9OjR1K1blxdffJFRo0YRFRWVqdeXGWw+UAoPD6dr166cPn061ePXrl3ju+++w8fHhzlz5tCjRw+Cg4Np2rQpISEh3Lp1C3gQbAUHB9O2bVtmz55Nt27dmD9/PrVr12batGkkJSVl5WWJiEiuYHiwRskanydMKR0+fJhBgwZRoUIFgoKCaNeuHdOnT2f+/PkW24SFhTFmzBgaNmzIF198QZ06dRg7dqzJ7EtkZCQBAQE4OTkxa9Ys+vbty6JFi/j444+NdRITExkwYAB//PEHEydOZOLEiRw8eJB+/fpx//79J7quzGbTgdK6deto37490dHRvPbaa6nWuXjxIgaDgUaNGpmUN2nShPv373Pu3DkAdu7cyZ07d+jevbuxjr29PT169ODKlSscOnTIehciIiKSxYKCgqhatSrTp0+nSZMmjBw5kn79+jF37lzu3buXapsZM2bg5+fH+PHjady4MZMmTaJVq1bMnj3bWGf+/Pm4ubnx5Zdf0rRpU/r27cu4ceNYs2YNly9fBuCHH37g+PHjfPXVV7Rq1Yp27dqxYMEC/vrrL7Zs2ZIl159eNh0onTp1ijZt2rBx40Zq1aqVah0vLy8cHByMAVGKyMhIAIoXLw7A0aNHAfD29jap99xzz5kcFxEReRxWW6P0BBISEti3bx++vr4m5S1btiQuLo4DBw6Ytbl48SLnz59PtU1ERATnz58HHkznNW3aFEdHR2MdPz8/kpOT2b17t7FO+fLleeaZZ4x1nnnmGSpWrMiuXbue6Noym01vDzBq1CiTH0RqihcvzuDBg5k/fz5VqlShXr167N+/n5UrV9KmTRtKlSoFQFRUFIUKFcLFxcWsPWCMgkVERB5LDtweIDIykvv371OuXDmT8rJlywJw7tw5GjZsaHIsPDwcIM02Tz/9NJcuXaJ8+fImdTw8PHB3dzcmLcLDw836AShTpoxZYiO75bhA6dq1a2ked3V1xc3NDeCRQVKKTp06sWfPHt59911j2Ysvvsgnn3xi/D4uLg5nZ2eztilld+/eTde5/q146aIsOROcobYiImJ9xUsXtVrfT5UpZrW/AU+VKcbly5fp1auXxTo7duxItTwmJgYAd3d3k/KUv6+xsbFmbVLK0mpjqd+Ueil9xMTEGAOsf9eJi4uzeD3ZIccFSv9eS/RvgwYNYuTIkenu7+rVq3Tp0oXY2FiGDx9OlSpVOHr0KAsXLmTAgAEsWLAAJycnDAYDdnZ2FvtJ61ha8uXPR8kKJTLUVkREbJtDPger/g14VHLBkuTktLNc9vbmK3PS0+ZRdVL+lqb1ZF1G/95aS44LlB5eFZ+aqlWrPlZ/S5cu5dq1a3z55Ze8/PLLADRv3pzKlSvz1ltvsWrVKnr37o2rq2uqi9dSylIiZhERkZyiRo0aFrNGaSlQoACAWfbGUtYovW1S2qWWFYqNjTX24e7u/sg6OUWOC5QsPb2WUadPn8bNzc0YJKXw8/PD1dWV3377jd69e1OyZElu3bpFQkKCyZReyp4OJUooKyQiIrlDmTJlcHBwICIiwqT8woULAFSsWNGsTcq6o4iICOODTinfp7Rxc3OjRIkSZv3+888/xMXFGfstX748J06cMDtHyubROYlNP/WWHilBz7/3QTIYDBgMBmOa0NvbG4PBYPaDS/n++eefz4LRioiIWJ+TkxO1a9dm27ZtJtNgYWFhFChQINVgpWzZsnh5eREWFmZSvnXrVsqVK4eXlxcADRs25KeffjLZYDIsLAwHBwfq1asHPFhmEx4ezpkzZ4x1zpw5Q3h4uNki8uyW6wOlhg0bEhcXx8aNG03KN2zYwN27d6lbty4ATZs2xcnJiaVLlxrrJCcns2LFCkqVKkXNmjWzctgiIiJWNXjwYI4cOcKIESPYtWsXs2bNIiQkhDfeeAMXFxdiY2M5fPgwN27cMLYZOnQoW7ZsYeLEifzvf//jgw8+YMuWLYwYMcJYp3///vzzzz/079+fH3/8kUWLFjFlyhS6dOmCp6cnAK1bt6ZcuXIMGDCATZs2sWnTJgYMGEClSpVo1apVlt+LtNgZHrVXuY1Yu3Yt48aNY8mSJcbgBx7sFdGrVy+OHj1K165dqVKlCsePH+fbb7+lUqVKrFq1yvhkW3BwMEFBQbRt25Z69eoRFhbG7t27mTlzZo77wYmIiDypbdu2MWfOHM6dO0eJEiXo2bMnffv2BWDfvn34+/szZcoUOnbsaGyzatUqFi5cyJUrVyhdujQDBw7k1VdfNen3999/Z9q0aZw4cYIiRYrQvn173nzzTfLnz2+sc+XKFSZPnswvv/xC/vz5adiwIePGjeOpp57KkmtPr1wfKMGDRWXBwcFs2bKFa9euUaxYMXx9fRkxYoTJojGDwcDChQtZvnw5169fp1y5cgwZMgQ/P7+svhwRERHJAXJNoCQiIiKS2XL9GiURERGRjFKgJCIiImKBAiURERERCxQoiYiIiFigQElERETEAgVKeUjK1vD79u1L9fiKFSvw8/OjevXqtGvXjtDQ0Ceql9tFRkYybNgw6tSpQ506dQgMDDTZmE0eeO+991J9u3l6719evM8///wzPXr0oEaNGrzwwgv06dOHw4cPm9TR/bNs7969dO/enRdeeIHGjRszefJks/eK6f5Jeml7gDzi9u3b9OzZk9OnT6e611RISAjTpk3Dz8+P+vXrs23bNuNmm61bt37serndzZs36dSpEwkJCfj7+5OUlERISAilSpVizZo1Ju8LzMvWrFnDhAkTqFOnjsmu9+m9f3nxPv/222/4+/vz7LPP0qlTJxITE1mxYgVRUVGsWLGC6tWr6/6lYe/evfTt2xdvb286dOjAlStXWLJkCd7e3ixfvhx7e3vdP3k8Bsn1zpw5Y/Dz8zNUqlTJUKlSJcOvv/5qcvzWrVuGmjVrGkaNGmUsS0pKMvTo0cPQtGlTQ2Ji4mPVywtmzJhhqFq1quHMmTPGsl9++cVQqVIlw+rVq7NxZDlDYmKiISgoyFC5cmVDpUqVDK+//rrJ8fTev7x4n9u3b29o1qyZ4c6dO8aya9euGV566SVDnz59DAaD7l9aOnToYPjPf/5juHv3rrFs2bJlhkqVKhl++ukng8Gg+yePR1Nvudy6deto37490dHRvPbaa6nW2blzJ3fu3KF79+7GMnt7e3r06MGVK1c4dOjQY9XLC0JDQ6lTp47JG7YbNGhA+fLl8+xUZIr4+Hg6dOhAUFAQ7du3p0SJEmZ10nv/8tp9vnXrFidPnsTPzw8XFxdjebFixXjppZeM/xvT/UtdfHw8RYoUoUuXLsZXUwHUqVMHgFOnTgG6f/J4FCjlcqdOnaJNmzZs3LiRWrVqpVrn6NGjAHh7e5uUP/fccybH01svt7t16xaRkZFm9wEe3Jtjx45lw6hyjvj4eGJjY5k5cyZTp04lX758JsfTe//y4n12d3fnhx9+oE+fPmbHbt68iYODg+5fGpycnAgJCWHQoEEm5SdOnADA09NT908eW75HVxFbNmrUqEfOo0dFRVGoUCGTf8ECFC9eHIDLly8/Vr3c7urVqwCpZkqKFy9OTEwMMTExJu8RzEvc3d3ZunWrWYCUIr33Ly/eZwcHB8qVK2dWfvLkSQ4ePEijRo10/x7DpUuX2LdvH1OnTqVSpUr4+voSEREB6P5J+ilQskHXrl1L87irqytubm4A6VpsGBcXZ5KmTpFSdvfu3ceql9ulPD3z74ARHvyLFuDOnTt59j+g9vb22NtbTlan9/7pPj8QFxfHO++8A8DAgQN1/9IpOjoaHx8f4ME9mDBhAk5OTrp/8tgUKNmgRo0apXl80KBBjBw5Mt39GQwG7OzsLB5POZbeermdIR0PiuaVe5ER6b1/us8P/vExePBgTp48yRtvvEGdOnU4ePDgI9vp/j24tpkzZ5KQkMDSpUsJCAhg5syZxgz4o9rm9fsn/0eBkg36+OOP0zxetWrVx+rP1dWVe/fumZWnlKVkp9JbL7dzdXUFHqzF+beUMnd39ywdky1J7/3L6/f59u3bvPHGGxw8eJBOnToZ//Gj+5c+hQoVMm5Z4ufnR9u2bZkyZQpz584FdP8k/RQo2SBLT69lVMmSJbl16xYJCQkmU3VRUVHA/83Rp7debufp6QmkPgUaFRVFwYIFjf+RFXPpvX95+T7/888/9OvXjxMnTtC1a1cmTZpkzF7o/j0+Z2dnmjVrxtKlS3nqqacA3T9JPz31Jnh7e2MwGIxPhqRI+f75559/rHq5XcGCBfHy8kr1qZfjx49TrVq1bBiV7Ujv/cur9zk2NtYYJPXp04cPP/zQZIpH98+y8PBwfHx8WL58udmxuLg47OzscHR01P2Tx6JASWjatClOTk4mOycnJyezYsUKSpUqRc2aNR+rXl7QokUL9u7dS3h4uLFsz549nDt3Lk/tUJ5R6b1/efE+f/jhh5w4cQJ/f3/GjRuXah3dv9SVLVuWmJgYVq1aRUJCgrH80qVLhIWF8dJLL+Hu7q77J49FrzDJQ9auXcu4ceNSfYVJcHAwQUFBtG3blnr16hEWFmZ8NUmrVq0eu15ud+PGDdq2bYuDgwN9+/YlPj6eBQsWUKZMGVatWqVXGzzEx8eHUqVKmQTY6b1/ee0+h4eH07p1awoWLMi4ceNwcHAwq9O+fXvdvzRs2LCBwMBAatasySuvvMLNmzdZvnw59+/fZ8WKFVSqVEn3Tx6LAqU8JK1AyWAwsHDhQpYvX87169cpV64cQ4YMwc/PL0P18oKzZ88yZcoUfv/9d5ydnWnatCmBgYF4eHhk99BylNQCJUj//ctL93nlypVMnDgxzTopu0vr/lm2efNmFixYwOnTp3F1daVevXqMHDmS8uXLG+vo/kl6KVASERERsUBrlEREREQsUKAkIiIiYoECJRERERELFCiJiIiIWKBASURERMQCBUoiIiIiFihQEhEREbFAgZKIiIiIBQqURERERCxQoCRio9auXUvlypVT/VSrVo169erRs2dPVq1aRXJycqafPyIigsqVK9OrVy+zMc2cOTPTzycikh3yZfcAROTJVKlShebNm5uUxcfHc+HCBXbu3Mnvv//OmTNnmDBhgtXHUrVqVYYNG0bt2rWtfi4RkaygQEnExlWtWpXhw4eneuzkyZN07dqVZcuW8frrr1OuXDmrj6Vq1apWPYeISFbS1JtILlalShX8/PwwGAzs2bMnu4cjImJzFCiJ5HIeHh4AxMbGGssiIiJ4//338fX1pXr16tSoUYPWrVsza9Ys7t27Z9bH3r176d27Ny+++CJ169Zl3Lhx3Lx506xeamuUevXqReXKlYmIiDCr36RJEypXrmxSFhkZSWBgIM2bN6datWo0bNiQ4cOHc/To0QzfAxGRjNLUm0gulpyczC+//AI8yC7Bg+m4nj17kpiYSPPmzfH09OTGjRts376dr776inPnzjF79mxjH6Ghobz99ts4OTnRokULnJ2d2blzJz///HOmj/fGjRt069aNmJgYWrRogaenJ5cuXSIsLIxdu3bx7bffGq9DRCQrKFASyYXu3r1LREQEX3/9NadOnaJGjRo0atQIgFmzZhEbG8s333xDvXr1jG1GjRqFr68vW7duJTY2Fnd3d2JjY/nwww9xdXVl5cqVPPvsswCMGDGC3r17c+3atUwd95YtW7h+/Toff/wxr732mrG8SZMmBAYGsnz5cj766KNMPaeISFoUKInYuHXr1rFu3bpUj9nb29OyZUsmTZqEvf2DmfZevXrRokULkyAJoGjRojz77LMcPnyY6Oho3N3d2bVrF9HR0fTt29cYJMGD6by33nqLIUOGZOq1pGxjcOTIEV599VXy588PQOvWralVqxYlS5bM1POJiDyKAiURG/fw9gAJCQn88ssvHDt2jAoVKhAcHEzFihVN6jds2BCA6OhoTp48SWRkJBcuXODYsWMcO3YM+L+A5fjx4wBUr17d7Lwvvvhipl+Ln58fX375JWvWrGHr1q3Uq1ePhg0b0qRJE0qXLp3p5xMReRQFSiI27t/bA4wePZrPP/+cefPmMWzYMJYvX25c0A0QFRXFp59+SlhYGImJiQAUL16cWrVqUaJECS5evIjBYADg9u3bALi7u5udt1ChQpl+LcWLF2ft2rV8/fXXbN++nbCwMMLCwgCoV68eEydOpHz58pl+XhERS/TUm0guNGrUKJo1a8bZs2d58803SUpKAsBgMDBw4EBCQ0N57bXXWLFiBb/99hu7d+9mzpw5FC1a1KSfwoULAxATE2N2jjt37jzWmFLbHfzu3btmZSVLlmTixIn8/PPP/Pe//2XcuHE8//zz/PrrrwwaNMgYxImIZAUFSiK5kJ2dHZMnT6ZIkSLs37+fkJAQAE6dOsWJEydo1KgREydO5MUXXzRmhu7fv8/58+cBjMHI888/D8Dvv/9udo4//vgjXWNxdHQEIC4uzqT8xo0bZgHY5s2b+eCDD4iJicHOzo7KlSvTp08fVq9eTbly5Th//jxRUVHpvAsiIk9OgZJILlWsWDHeffddAIKDg4mIiMDJyQl4MP2WMu0GkJSUxJQpU7h16xaA8ViTJk0oUaIE33//PYcPHzbWj42NNdlCIC0VKlQA4McffzQp/+KLL8yyQydPnmTVqlUsW7bMpPz27dtER0fj5uZGkSJF0nVeEZHMoDVKIrlYu3bt2LRpEz/99BMTJkxgyZIl1KpVi4MHD9K5c2fq16/P/fv3+fnnnzl//jxFixbln3/+ITo6GgBnZ2emTJnC4MGDef3112nZsiWFCxfmxx9/JF++9P3no2vXrqxcuZIvv/ySM2fO4OXlxf79+4mIiKBSpUqcPn3aWLd3795s2rSJWbNmsW/fPp577jnu3r3Ltm3biI6O5r333jNmqEREsoIySiK53MSJE3Fzc+O3335jzZo1fPHFF3Tv3p3bt2+zbNkyduzYQenSpZk3bx7vvPMOYJr9adiwIcuXL6dRo0b8/PPPrFu3jmrVqrFw4cJ0nf+ZZ55h4cKF1K5d27hp5FNPPcXq1avNnmQrWrQoK1asoGfPnly5coXly5ezadMmnnnmGb766itef/31zLsxIiLpYGfQykgRERGRVCmjJCIiImKBAiURERERCxQoiYiIiFigQElERETEAgVKIiIiIhYoUBIRERGxQIGSiIiIiAUKlEREREQsUKAkIiIiYoECJRERERELFCiJiIiIWKBASURERMQCBUoiIiIiFvw/zvb3n+8QEzYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scomv.cell import compute_cluster_polar_distributions\n",
    "_ = compute_cluster_polar_distributions(cell_out[\"cell_df_filtered\"], min_vector_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c7dbb4b0-d5b6-41a9-ac2c-fc0e3fbd8bc3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/anndata/_core/anndata.py:859: UserWarning:\n",
      "\n",
      "\n",
      "AnnData expects .obs.index to contain strings, but got values like:\n",
      "    [1, 2, 3, 4, 5]\n",
      "\n",
      "    Inferred to be: integer\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "adata_2 = anndata.AnnData(X=np.zeros((len(cell_df), 0)))  # Dummy X\n",
    "adata_2.obs = cell_df.copy()\n",
    "\n",
    "# Store the coordinates used as the basis in adata.obsm\n",
    "adata_2.obsm[\"spatial\"] = cell_df[[\"imagecol\", \"imagerow\"]].to_numpy()\n",
    "\n",
    "# draw\n",
    "sc.pl.embedding(\n",
    "    adata_2,\n",
    "    basis=\"spatial\",\n",
    "    color=\"Cluster\",\n",
    "    size=80,\n",
    "    legend_loc=None,\n",
    "    frameon=True,\n",
    "    show=False,\n",
    ")\n",
    "\n",
    "ax = plt.gca()\n",
    "ax.set_xlabel(\"X coordinate\", fontsize=15)\n",
    "ax.set_ylabel(\"Y coordinate\", fontsize=15)\n",
    "ax.tick_params(axis=\"both\", labelsize=13)\n",
    "\n",
    "# limit the range\n",
    "ax.set_xlim(2400, 3400)\n",
    "ax.set_ylim(2400, 3800)\n",
    "\n",
    "# Align to the image coordinate system\n",
    "ax.invert_yaxis()\n",
    "ax.set_aspect(\"equal\", adjustable=\"box\")\n",
    "\n",
    "legend = ax.legend(\n",
    "    *ax.get_legend_handles_labels(),\n",
    "    loc=\"center left\",\n",
    "    bbox_to_anchor=(1.02, 0.5),\n",
    "    frameon=False,\n",
    "    fontsize=12\n",
    ")\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "951f829a-f226-470f-8c02-7fa3b21ed08f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.embedding(\n",
    "    adata_2,\n",
    "    basis=\"spatial\",\n",
    "    color=\"Cluster\",\n",
    "    size=80,\n",
    "    legend_loc=\"none\",\n",
    "    frameon=True,\n",
    "    show=False,\n",
    ")\n",
    "\n",
    "ax = plt.gca()\n",
    "ax.set_xlabel(\"X coordinate\", fontsize=15)\n",
    "ax.set_ylabel(\"Y coordinate\", fontsize=15)\n",
    "ax.tick_params(axis=\"both\", labelsize=13)\n",
    "ax.set_xlim(2400, 3400)\n",
    "ax.set_ylim(2400, 3800)\n",
    "ax.invert_yaxis()\n",
    "ax.set_aspect(\"equal\", adjustable=\"box\")\n",
    "\n",
    "# Retrieve category names and colors stored in adata\n",
    "cats = adata_2.obs[\"Cluster\"].astype(\"category\").cat.categories\n",
    "colors = adata_2.uns.get(\"Cluster_colors\")\n",
    "\n",
    "handles = [mpatches.Patch(color=c, label=str(cat)) for c, cat in zip(colors, cats)]\n",
    "ax.legend(handles=handles, loc=\"center left\", bbox_to_anchor=(1.02, 0.5), frameon=False, fontsize=12)\n",
    "\n",
    "plt.subplots_adjust(right=0.80)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "42561362-dd90-4989-9cff-4a5f3d8eff61",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/anndata/_core/anndata.py:183: ImplicitModificationWarning:\n",
      "\n",
      "Transforming to str index.\n",
      "\n",
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:7: FutureWarning:\n",
      "\n",
      "The behavior of Series.replace (and DataFrame.replace) with CategoricalDtype is deprecated. In a future version, replace will only be used for cases that preserve the categories. To change the categories, use ser.cat.rename_categories instead.\n",
      "\n",
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: B_Cells + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: CD4+_T_Cells + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: CD8+_T_Cells + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: DCIS_1 + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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x78ExD4Gr7151wXQJC9gsTMbcO3gD+cjlcPX5G8obKIeOx3ByOcOG2sbAqaHZfZ82dgLX4zfxtauWkPtI6xcJAxXrk8gkfox0aiXSiZ/DMRaMnnaM/ZFOPNBgwawy4sUvwvDXoGJ+FIOp55GL38zpENQRdhrX1Nx2LoGY0biM1n7gSHT+6twz90Um+eCGDmk5Ov6mbC+CWTi36jVi9J8BLHcptPybVSehErWCTzibMNyViOXPQyJ7IqRINiwvEULZOrFhOdfct+02OebBbV+7Oamlxgz2K1snIxC1B/9tyvSehuk92rW20PTEJ5wNIsXLES1dOuaYhKi5cZ2EgVzs+zUHzm0qEO2Ps7GcB1AMvgqp9bddR01CoJU/Aqb7O7jmh7rfDpo2GDgAdO/ZcWEDjCxAHogkIHUADnx9R/jajvCNeSNPB/qspuq3nXvbb5t8E33pfVG2P42SfRak1tkgwc25xt41RxRvLqgzFYKoGQwcAHadHTE1mcFw8hF4xl5t1y82GfDXDl2+iWjpcliVe5BO/qKroVMKX4CQu7z+QD+MvNWqhFofzUy0KfbhABBVVuobcz5Id1S/ax7Q0fUbGcGfESkthlW5F4nsiUhmjkCkeDE0/28dtG1/ZGO3NOz8LoS/3PWnK5p+GDgAXKN2p66E1fHyEq6+Lzyt/po5zbLL1yOR/zQs9+cIeU8gWroCfZn9oXvPtV2ngAch6w/q1OTbCDnLOn5ao+mNgQOgYh0PX9ux6rmSfUb7f7NLiXDpSgyk94AR1Fn1rwUaxgeDJocQK/y/tuoz3KcRz5/RcN+sSPm7SOY+jv6h2QiXrm3rXkQMHAAQEaQTP4Njfnj0UCDiKNoXohD5RtvVWpU7ECt+HQLFbrSyrpD3WFtfrcLlJQ37bzalIY9Y8SuwKu13hNP0xU7jDQJ9e2QS90Hz/wYhB0eWDe1kkSlZRKz4b91rYBMEWl+Nz/Cfb+te4dJiVKyFbV1L0xefcDYT6NvCN+Z1vKJdPH/u6D5SKvjadvC11tdODrR3tHW/doOKpjcGzgTQ/FdgOfcpvWcx/MWRHSBaVLJOa+t+nMBJ7WDgTADDW1NzhHK3bKzd17ZHLroYZfuMtupxQseiaJ/V8nVl69S27kfTG/twJoCK8SoCQDp+/8hUAzF++YnmKxIoRL+FsnUKbOd+ICjB8NfUXb+nYh6BYviC9u9J0xYX4JoI0kd/es+G6+l0qmIeimz8vpZmcBveGhjeU5CiD5XQUYCIji8kPYTLN8Cu3AoteAO+tj187Z0I9O3hhI6EayzgrHEaxRX/JgHDXYlk7oSq+413Uz7ydZTCFzYsJ4IsEvnTEHIfHj0WiCRyse/BqbOhHlEjXPFvEvDMfTGUWoV85CL4or03Qb62AyTqL18aKS0GZO0tfTeKFb4wJmyAkXliidxp0PyX22ofUasYON0gJQz3KViVu2B4q4AND41S2wql8OcwnHoSjnnomEuCJhbW0oN18LX6M9I1OQjd/3PdMiJYD8u5p/o5OIgUv9WwLUTdwE7jDmn+K0jkToXpPzN6zBfbwDU/CNc8EGVrIaTWj0zifujeCzD85xBo2yBS/C+EvN82rN8IGj99yBrbDG+kB+sg4NU8bzu3wyvvh7Ld3ityomaxD6cT0kdf+v0wgtpPGL42C+nEA2PWArYqdyGeX4RudLv62vZIJx5CoG9bs4wI3sLA8OxxOzBsSsLEYN8LkFpze5ULmUPI+Sm0YD08431wjQPZkTxNsQ9HkZD7UN2wAQA9eB2J/Gf/cSDwES18uSthM1L/a+hPz4dVvg2m+zhEMDiujNRmohL657r1CLgjG+M1IeQsQ//w7kjkz0as+DWkskcjlTkYInirrc9A0wcDpwO6/0JT5UzvSej+nwApES+cCV2u72o7BIpIFM5BKnskBobnIJb/HCArY8oUwl+DRKh+PXK44b00/69I5E6FJrNjjpv+KvSlD4Dp/GK0D4tocwycDgTadk2X1YI3EHJ/AXuCpzwIVBCu/A9ihS+NOR4pXweB+lv01lsXaCO7cisEKlXP6fJNpHILESt8gaFDVTFwOlAJHYOgiU3uJEx4+hxYlTsUtGqEXbkVInh7QwMC2JUf1i0fIAXTXQnNr76970bNDGYMV26A6T3ebFNpGmHgdEJEkIv9T8NZU2XrE5DaTGhBd79K1SPgwvCe3fBfLkSVhbs2pSGNaPm/0Z9+H6w64dTsjHSrzjrRNH0xcDrkWEehZFcf6SsBlEMnIR8dGefiGXsqbBkQaDMAmYeQBbjae5q6RsAfWVoj+HvV82X7lKY25xOb9fEQAQycrihELkIueg08fQ6Akd04y6GPYSi5Brn49YAY+QUt2YsQiLiSNnnarogWLsGMoe0wY3hHCDQfAAJuzSeUQNsGmfjtCFB/o0DX2L+l9tL0wHE43SZl3fEohrsS8cL5MPy1E9cEABJxaMiNO97s6/iifR4K0fF7df2jsiLi+bNhOz8ed8rXZmE4+QSk1nj3UtrycRxOLzUY/OaZ+2I4uRJDyce6uo3vmCYA48Jm4/FmecZ7G9wkglzsZuQjF43uLCohUDEPQzqxlGFDVfEJp4d0by1S2UOhTbKtV3xtB2RiNyFSvg4h9zeQIoqy9TGU7POrB4msQA/WIRApSG2m+gZTT3F5ii2I7j2HaOlyhJwHAYy8BTKCP3VUZ4AYtDYWVAcA13g/ivZnkcifA4Gxs9Bd/X1IJ5dVX0OHpi1+pdqC+MZcZOO3YX3/eqzvH0TZPrOz+rR3otTCkqEBbHj6u1Gwz8dQ4gmkkw8jUv7euLABANNfA7t8W0fto+mNTziTjAjexsDw7lVHBVfr9JUQ8LXd4Rl7wDU/hLK1EIBAKnsMTO+puveSsDDYt3bMkqgieAszhnepeY1jHIRM8mctfCKa6lp5wuHyFJOM1LZCLnYN4vlzxszuloggF/0mQt7jMJ1fQYoIKtYJKNnnQmqpcfWkEw/ALt8C27kPuvds1R07R64du/5yo03xDO8ZhJxlcEJHtvcBaVrjE84kpfv/B7t8C7Tgdfj6bJSt0+ouQVGPkDlEipfArtwBTWbha7NQss9ByT5n/Fs1KdE/vAd0+de6deaiV6Bsf6at9tDUwk5jqk66ELIAKRKAqPEHREr0D+8GXb5Zt6pAxDHUtxZS0UBGmrzYaUzVCXPk61etsAEAlBuGDQBoMgfTfbRrTaPpgYFDm7ERiP7miga1ly0lqoaBQ2MJgbJ1elNFQ96vJrQpNPUwcGicQuRL43aZqCZcuRGGt2biG0RTBgOHxhNhZOL3IZ14EOXQcXWLWk2ug0wEMHCoFiHgmgtQsT5Rv5gsKmoQTQUMHKrLNfaBhF3zvBOamBnvNDUxcKguqfWjGD6v6jlX3xOOeYTiFtGWjIFDDRXD/4585FL42shIZ4kwStbpyCR+AgjOjqHmcaQxNU96EHJoZHSxaLyuMU0PnLxJE0MYkIILbFH7+JWKiJRh4BCRMgwcIlKGgUNEyjBwiEgZBg4RKcPAISJlGDhEpAwDh4iUYeAQkTIMHCJShoFDRMowcIhIGQYOESnDwCEiZRg4RKQMA4eIlGHgEJEyDBwiUoaBQ0TKMHCISBkGDhEpw8AhImUYOESkDAOHiJRh4BCRMgwcIlKGgUNEyjBwiEgZBg4RKcPAISJlGDhEpAwDh4iUYeAQkTIMHCJShoFDRMowcIhIGQYOESnDwCEiZRg4RKQMA4eIlGHgEJEyDBwiUoaBQ0TKMHCISBkGDhEpw8AhImUYOESkDAOHiJRh4BCRMgwcIlKGgUNEyjBwiEgZBg4RKcPAISJlGDhEpAwDh4iUYeAQkTIMHCJShoFDRMowcIhIGQYOESnDwCEiZRg4RKQMA4eIlGHgEJEyDBwiUoaBQ0TKMHCISBkGDhEpw8AhImUYOESkDAOHiJRh4BCRMgwcIlKGgUNEyjBwiEgZBg4RKcPAISJlGDhEpAwDh4iUYeAQkTIMHCJShoFDRMowcIhIGQYOESnDwCEiZRg4RKQMA4eIlGHgEJEyDBwiUoaBQ0TKMHCISBkGDhEpw8AhImUYOESkDAOHiJRh4BCRMgwcIlKGgUNEyjBwiEgZBg4RKcPAISJlGDhEpAwDh4iUYeAQkTIMHCJShoFDRMowcIhIGQYOESnDwCEiZRg4RKQMA4eIlGHgEJEyDBwiUoaBQ0TKMHCISBkGDhEpw8AhImUYOESkDAOHiJRh4BCRMgwcIlKGgUNEyjBwiEgZBg4RKcPAISJlGDhEpAwDh4iUYeAQkTIMHCJShoFDRMowcIhIGQYOESnDwCEiZYxeN4ConiDw4ft+r5sxLWmaBl3vbkQwcGhSklIimx1CqVQAIHvdnGnLMEKIRhMIh6Pdqa8rtRB1WalUQKmURyyWgmXZAESvmzTNSPi+j2Ixj0xmPQB0JXQYODTpSCmRz6dh21HEYsleN2faMk3AssIYHn4bhUK2K4HDTmOadIIgQBD4sO1Ir5sy7QkhEIlE4XkOfN/ruD4GDk06QTDSSaxpeo9bQgBGO46DIOi4LgYOTVpCsN9mcujez4F9OLTF0fzXocnBnrYhEAMI9Fk9bcOWiIFDWxTNfx396fkQqPS0HRIWhlKrGDotYuDQFkWTgz0PGwAQqECTgwjQeuCcd95nsGbNqn/UJQRsO4ztt98BRxzxURx33AkwjLG/mmvXvoC7774Tq1evQjqdxowZM7DXXvvglFNOx7bbbjda7gc/+D5uuukGPPbY06PHPM/Dvff+CMuXP4jXXlsHITTMmjULhx12JE444eMwTbON/wPtYeAQ9cBuu83G5z73ZQAjneTZbBZPPvkErrnmKjzzzGpcfPFl0LSRLtZ7770Lixdfifnz98bZZ5+PGTNm4C9/eR133HErHn30l7j66iXYddfdat7rm9/8Bh599Jc4+eTTMWfO7ggCiWeeWY0bbliCP/xhDS677Aolnxlg4BD1RCQSxdy588YcW7DgIOyww464+uorsGLFcnzkI0fiD39Yg8WLr8Txx5+ICy74/GjZ+fP3xoEHfghnnPEpXHbZxbjxxtuq3ueNN97AsmU/wxe/+BUcc8xxo8f33fcDSKX6sHjxlfjjH5/H7ru/e2I+6Gb4lopoElm48ERstdVM/PjH9wIA7rzzVsRiMZx11rnjyvb19eG88y7EQQd9CKVSqWp9w8ODkFJWfaV92GFH4KyzzkUsFu/uh6iDTzhEk4imadhrr/djxYrl8DwPK1c+iQULDoJt21XLH3roYXXr22WX3TBz5ta45pqr8NJLf8YBBxyIefPeg2g0hr6+Ppxyyqcn4mPUxMAhmmT6+wfgeR6y2Qwcp4Jtttm27bpM08QVV1yNSy75D9x//924//67oWkaZs+eg4MPPgwLF35sw1w1NRg4RJPO2NnxnY7w3WmnXXDTTXdg7doXsHLlb7Fq1e/x3HPP4I9/fAFLl/4E1157A/r6+jq6R7PYh0M0ybz11luwLAvJZAqRSBRvvPH3mmVLpRKy2WxT9c6ZswdOO+1MXH31d7F06cNYtOhsrFv3Km6//X+71fSGGDhEk4jneVi9+veYN++90HUd++yzH1avfhqVSvWxRz/96f04+ugP48UX11Y9f+2138EnP7lw3HHbtnH66Yuwyy674dVXX+7qZ6iHgUM0ifzkJ/dhcHA9jjvuBADASSedjEwmgxtuWDKu7ODgetx5523Yccd3YfbsOVXr2377HfDaa+vw8MMPjTtXLBaxfv3b2GmnXbr7IepgHw5RDxSLBTz33LMAACkDZDJprFz5JB544D4cfviR+OAHDwEAzJ07D4sWnY0bbliCdetewRFHHI1UKoWXX34Jd955KyqVCr797etq3ufII4/GQw8twyWX/AdWr/499tvvAMTjcbz++mu4++4fwrIsfOITJyv5zAADh7YwgRiAhNXz6Q0SFgIx0Pb1f/rTizj77JFX0iNrzkSw00674POf/zL+6Z+OHVP2tNPOxG67zcF9942MOM7lspg5c2vsv/8CnHLKp7H11u+oeR/TNHHVVdfinnt+iEceWYEVK5ajXC5jq61m4oADDsRpp52Jvr7+tj9Hq4SUsqkFY30/wNBQYaLbQwTXdTA4+HcMDGwD0wyNO8/Z4mo1+nn090eh6831zvAJh7Y4gT6rrUmT1HvsNCYiZRg4RKQMA4eIlGHg0KTV5PsMmnDd+zkwcGjS2bhbw8bdG6i3Nm4Ps3FBsE4wcGjS0TQNmqajXC72uinTnpQSxWIBhhHqyj7jfC1Ok44QArFYCtnsIPJ5E6GQzS1jlJPwfQ/FYgGOU0IyOaMrtTJwaFIKh6Nw3Qry+QyAdK+bM20ZRgjJ5IyubPMLMHBokhJCIJkcQDyegu+zL6cXNE3ryteoTTFwaFLTNJ1b/k4h7DQmImUYOESkDAOHiJRh4BCRMk2vhzOymRaHmhPRWJommh4n1XTgEBF1il+piEgZBg4RKcPAISJlGDhEpAwDh4iUYeAQkTIMHCJShoFDRMowcIhImf8PeNSSAB0lcicAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: DCIS + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: Endothelial + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: IRF7+_DCs + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: Invasive_Tumor + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: LAMP3+_DCs + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: Macrophages_1 + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: Macrophages_2 + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: Mast_Cells + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: Myoepi_ACTA2+ + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: Myoepi_KRT15+ + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: Perivascular-Like + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: Prolif_Invasive_Tumor + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: Stromal + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: Stromal_&_T_Cell_Hybrid + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: T_Cell_&_Tumor_Hybrid + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/3277719802.py:31: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: Unlabeled + DCIS\n"
     ]
    }
   ],
   "source": [
    "# List of cluster categories\n",
    "clusters = adata_2.obs[\"Cluster\"].astype(\"category\").cat.categories\n",
    "\n",
    "# Create a copy of adata and rename DCIS_2 → DCIS\n",
    "adata_2_renamed = adata_2.copy()\n",
    "adata_2_renamed.obs[\"Cluster\"] = (\n",
    "    adata_2_renamed.obs[\"Cluster\"].replace({\"DCIS_2\": \"DCIS\"}).astype(\"category\")\n",
    ")\n",
    "\n",
    "# Color settings: DCIS in yellow, others keep original colors\n",
    "orig_cats = adata_2.obs[\"Cluster\"].astype(\"category\").cat.categories\n",
    "orig_colors = adata_2.uns[\"Cluster_colors\"]\n",
    "color_dict = dict(zip(orig_cats, orig_colors))\n",
    "\n",
    "cats = list(adata_2_renamed.obs[\"Cluster\"].cat.categories)\n",
    "colors = []\n",
    "for c in cats:\n",
    "    if c == \"DCIS\":\n",
    "        colors.append(\"#FFD700\")\n",
    "    else:\n",
    "        orig_name = \"DCIS_2\" if c == \"DCIS\" and \"DCIS_2\" in orig_cats else c\n",
    "        colors.append(color_dict.get(orig_name, \"gray\"))\n",
    "\n",
    "adata_2_renamed.uns[\"Cluster_colors\"] = colors\n",
    "\n",
    "# Plot \"DCIS + each cluster\" separately\n",
    "for cluster in clusters:\n",
    "    cluster_name = \"DCIS\" if cluster == \"DCIS_2\" else cluster\n",
    "\n",
    "    plt.figure(figsize=(10, 10))\n",
    "    sc.pl.spatial(\n",
    "        adata_2_renamed[adata_2_renamed.obs[\"Cluster\"].isin([cluster_name, \"DCIS\"])],\n",
    "        img_key=\"hires\",\n",
    "        color=\"Cluster\",\n",
    "        size=1.5,\n",
    "        spot_size=20,\n",
    "        legend_loc=\"lower right\",\n",
    "        frameon=True,\n",
    "        show=False,\n",
    "    )\n",
    "\n",
    "    ax = plt.gca()\n",
    "\n",
    "    # Remove axis titles and labels\n",
    "    ax.set_title(\"\")\n",
    "    ax.set_xlabel(\"\")\n",
    "    ax.set_ylabel(\"\")\n",
    "    ax.tick_params(axis=\"both\", labelsize=11)\n",
    "\n",
    "    # Manually construct legend for selected clusters\n",
    "    handle_map = {cat: col for cat, col in zip(cats, adata_2_renamed.uns[\"Cluster_colors\"])}\n",
    "    show_labels = [cluster_name, \"DCIS\"]\n",
    "    show_labels = list(dict.fromkeys(show_labels))  # Remove duplicates for DCIS plots\n",
    "    handles = [\n",
    "        mpatches.Patch(color=handle_map[label], label=label)\n",
    "        for label in show_labels\n",
    "    ]\n",
    "    ax.legend(handles=handles, loc=\"lower right\", frameon=True, fontsize=12)\n",
    "\n",
    "    ax.set_axis_on()\n",
    "\n",
    "    # Set ROI limits\n",
    "    ax.set_xlim(2400, 3400)\n",
    "    # ax.set_xticks(range(2400, 3401, 200))\n",
    "    ax.set_ylim(2400, 3800)\n",
    "    # ax.set_yticks(range(2400, 3801, 200))\n",
    "\n",
    "    # Align to image coordinate system\n",
    "    ax.invert_yaxis()\n",
    "    ax.set_aspect(\"equal\", adjustable=\"box\")\n",
    "\n",
    "    # Save figure (optional)\n",
    "    # plt.savefig(f\"{root}/cell_location_fig/{cluster_name}_no_tick.png\", dpi=300)\n",
    "\n",
    "    plt.show()\n",
    "    print(f\"Figure: {cluster_name} + DCIS\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ff58d51f-e7f6-463e-8687-4ca3aa25acd7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riuyamas/miniconda3/envs/scomv-pypi-install-2/lib/python3.11/site-packages/anndata/_core/anndata.py:183: ImplicitModificationWarning:\n",
      "\n",
      "Transforming to str index.\n",
      "\n",
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/1292577244.py:71: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure: B_Cells + DCIS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rp/843_v26x35314skd4rnkz6jm0000gp/T/ipykernel_32438/1292577244.py:71: FutureWarning:\n",
      "\n",
      "Use `squidpy.pl.spatial_scatter` instead.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as mpatches\n",
    "import scanpy as sc\n",
    "import anndata\n",
    "\n",
    "# ----------------------------\n",
    "# 0) 事前: Clusterの欠損を落とす（任意だが安全）\n",
    "# ----------------------------\n",
    "adata_2 = adata_2.copy()\n",
    "adata_2.obs_names = adata_2.obs_names.astype(str) \n",
    "adata_2_clean = adata_2[~adata_2.obs[\"Cluster\"].isna()].copy()\n",
    "\n",
    "# ----------------------------\n",
    "# 1) DCIS_1, DCIS_2 → DCIS に統合\n",
    "# ----------------------------\n",
    "adata_2_renamed = adata_2_clean.copy()\n",
    "\n",
    "# 末尾スペースなどの事故を避けたい場合（任意）\n",
    "adata_2_renamed.obs[\"Cluster\"] = adata_2_renamed.obs[\"Cluster\"].astype(str).str.strip()\n",
    "\n",
    "adata_2_renamed.obs[\"Cluster\"] = (\n",
    "    adata_2_renamed.obs[\"Cluster\"]\n",
    "    .replace({\"DCIS_1\": \"DCIS\", \"DCIS_2\": \"DCIS\"})\n",
    "    .astype(\"category\")\n",
    ")\n",
    "\n",
    "# ----------------------------\n",
    "# 2) 色設定: DCISを黄色、他は元の色を引き継ぐ\n",
    "# ----------------------------\n",
    "orig = adata_2_clean.copy()\n",
    "orig.obs[\"Cluster\"] = orig.obs[\"Cluster\"].astype(str).str.strip().astype(\"category\")\n",
    "\n",
    "orig_cats = list(orig.obs[\"Cluster\"].cat.categories)\n",
    "\n",
    "# orig_colorsが無い/長さが合わない時の保険（scanpyに自動生成させる）\n",
    "if \"Cluster_colors\" not in orig.uns or len(orig.uns[\"Cluster_colors\"]) != len(orig_cats):\n",
    "    tmp = orig.copy()\n",
    "    tmp.uns.pop(\"Cluster_colors\", None)\n",
    "    sc.pl.embedding(tmp, basis=\"spatial\", color=\"Cluster\", show=False)\n",
    "    plt.close()\n",
    "    orig_colors = tmp.uns[\"Cluster_colors\"]\n",
    "else:\n",
    "    orig_colors = orig.uns[\"Cluster_colors\"]\n",
    "\n",
    "color_dict = dict(zip(orig_cats, orig_colors))\n",
    "\n",
    "# 統合後カテゴリ順に色リストを作る\n",
    "cats = list(adata_2_renamed.obs[\"Cluster\"].cat.categories)\n",
    "colors = []\n",
    "for c in cats:\n",
    "    if c == \"DCIS\":\n",
    "        colors.append(\"#FFD700\")  # DCISは黄色固定\n",
    "    else:\n",
    "        # 統合されていないクラスタはそのまま対応\n",
    "        colors.append(color_dict.get(c, \"gray\"))\n",
    "\n",
    "adata_2_renamed.uns[\"Cluster_colors\"] = colors\n",
    "\n",
    "# ----------------------------\n",
    "# 3) \"DCIS + 各クラスタ\" を統合後カテゴリで回す\n",
    "#    （DCIS自身は除外）\n",
    "# ----------------------------\n",
    "clusters = [c for c in cats if c != \"DCIS\"]\n",
    "\n",
    "for cluster in clusters:\n",
    "    plt.figure(figsize=(10, 10))\n",
    "\n",
    "    sub = adata_2_renamed[adata_2_renamed.obs[\"Cluster\"].isin([cluster, \"DCIS\"])].copy()\n",
    "\n",
    "    sc.pl.spatial(\n",
    "        sub,\n",
    "        img_key=\"hires\",\n",
    "        color=\"Cluster\",\n",
    "        size=1.5,\n",
    "        spot_size=20,\n",
    "        legend_loc=None,   # いったん消して手動legend\n",
    "        frameon=True,\n",
    "        show=False,\n",
    "    )\n",
    "\n",
    "    ax = plt.gca()\n",
    "\n",
    "    # タイトル・軸ラベルを消す\n",
    "    ax.set_title(\"\")\n",
    "    ax.set_xlabel(\"\")\n",
    "    ax.set_ylabel(\"\")\n",
    "    ax.tick_params(axis=\"both\", labelsize=11)\n",
    "\n",
    "    # 手動legend（その図に出ている2つだけ）\n",
    "    handle_map = dict(zip(cats, adata_2_renamed.uns[\"Cluster_colors\"]))\n",
    "    show_labels = [cluster, \"DCIS\"]\n",
    "    handles = [mpatches.Patch(color=handle_map[l], label=l) for l in show_labels]\n",
    "    ax.legend(handles=handles, loc=\"lower right\", frameon=True, fontsize=12)\n",
    "\n",
    "    ax.set_axis_on()\n",
    "\n",
    "    # ROI\n",
    "    ax.set_xlim(2400, 3400)\n",
    "    ax.set_ylim(2400, 3800)\n",
    "\n",
    "        # ROI\n",
    "    xmin, xmax = 2400, 3400\n",
    "    ymin, ymax = 2400, 3800\n",
    "    \n",
    "    ax.set_xlim(xmin, xmax)\n",
    "    ax.set_ylim(ymin, ymax)\n",
    "    \n",
    "    # 200 px ごとに目盛りを出す例\n",
    "    ax.set_xticks(np.arange(xmin, xmax + 1, 200))\n",
    "    ax.set_yticks(np.arange(ymin, ymax + 1, 200))\n",
    "    \n",
    "    ax.tick_params(axis=\"both\", labelsize=11)\n",
    "\n",
    "\n",
    "    # 画像座標系\n",
    "    ax.invert_yaxis()\n",
    "    ax.set_aspect(\"equal\", adjustable=\"box\")\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    print(f\"Figure: {cluster} + DCIS\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "049ffb44-046b-4de6-aaf1-d0905258c3ec",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "codemirror_mode": {
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   "mimetype": "text/x-python",
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