{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Draw 2D heatmaps as density isolines.\n", "\n", "This notebook does not actually use `histoquant` and relies only on [brainglobe-heatmap](https://brainglobe.info/documentation/brainglobe-heatmap/index.html) to extract brain structures outlines.\n", "\n", "Only the detections measurements with atlas coordinates exported from QuPath are used.\n", "\n", "You need to select the range of data to be used, the regions outlines will be extracted at the centroid of that range. Therefore, a range that is too large will be misleading and irrelevant." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import brainglobe_heatmap as bgh\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# path to the exported measurements from QuPath\n", "filename = \"../../resources/cells_measurements_detections.tsv\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Settings" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# atlas to use\n", "atlas_name = \"allen_mouse_10um\"\n", "# brain regions whose outlines will be plotted\n", "regions = [\"root\", \"CB\", \"MY\", \"GRN\", \"IRN\"]\n", "# range to include, in Allen coordinates, in microns\n", "ap_lims = [9800, 10000] # lims : [0, 13200] for coronal\n", "ml_lims = [5600, 5800] # lims : [0, 11400] for sagittal\n", "dv_lims = [3900, 4100] # lims : [0, 8000] for top\n", "# number of isolines\n", "nlevels = 5\n", "# color mapping between classification and matplotlib color\n", "palette = {\"Cells: marker-\": \"#d8782f\", \"Cells: marker+\": \"#8ccb73\"}" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ImageObject IDObject typeNameClassificationParentROIAtlas_XAtlas_YAtlas_Z
0animalid0_030.ome.tiff5ff386a8-5abd-46d1-8e0d-f5c5365457c1DetectionNaNCells: marker-VeCBPolygon11.52304.27244.2767
1animalid0_030.ome.tiff9a2a9a8c-acbe-4308-bc5e-f3c9fd1754c0DetectionNaNCells: marker-VeCBPolygon11.52024.27844.4186
2animalid0_030.ome.tiff481a519b-8b40-4450-9ec6-725181807d72DetectionNaNCells: marker-VeCBPolygon11.50604.31724.3563
3animalid0_030.ome.tifffd28e09c-2c64-4750-b026-cd99e3526a57DetectionNaNCells: marker-VeCBPolygon11.52844.25744.3364
4animalid0_030.ome.tiff3d9ce034-f2ed-4c73-99be-f782363cf323DetectionNaNCells: marker-VeCBPolygon11.54874.20334.2943
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" ], "text/plain": [ "\n", " Image Object ID Object type \\\n", "\u001b[1;36m0\u001b[0m animalid0_030.ome.tiff \u001b[93m5ff386a8-5abd-46d1-8e0d-f5c5365457c1\u001b[0m Detection \n", "\u001b[1;36m1\u001b[0m animalid0_030.ome.tiff \u001b[93m9a2a9a8c-acbe-4308-bc5e-f3c9fd1754c0\u001b[0m Detection \n", "\u001b[1;36m2\u001b[0m animalid0_030.ome.tiff \u001b[93m481a519b-8b40-4450-9ec6-725181807d72\u001b[0m Detection \n", "\u001b[1;36m3\u001b[0m animalid0_030.ome.tiff \u001b[93mfd28e09c-2c64-4750-b026-cd99e3526a57\u001b[0m Detection \n", "\u001b[1;36m4\u001b[0m animalid0_030.ome.tiff \u001b[93m3d9ce034-f2ed-4c73-99be-f782363cf323\u001b[0m Detection \n", "\n", " Name Classification Parent ROI Atlas_X Atlas_Y Atlas_Z \n", "\u001b[1;36m0\u001b[0m NaN Cells: marker- VeCB Polygon \u001b[1;36m11.5230\u001b[0m \u001b[1;36m4.2724\u001b[0m \u001b[1;36m4.2767\u001b[0m \n", "\u001b[1;36m1\u001b[0m NaN Cells: marker- VeCB Polygon \u001b[1;36m11.5202\u001b[0m \u001b[1;36m4.2784\u001b[0m \u001b[1;36m4.4186\u001b[0m \n", "\u001b[1;36m2\u001b[0m NaN Cells: marker- VeCB Polygon \u001b[1;36m11.5060\u001b[0m \u001b[1;36m4.3172\u001b[0m \u001b[1;36m4.3563\u001b[0m \n", "\u001b[1;36m3\u001b[0m NaN Cells: marker- VeCB Polygon \u001b[1;36m11.5284\u001b[0m \u001b[1;36m4.2574\u001b[0m \u001b[1;36m4.3364\u001b[0m \n", "\u001b[1;36m4\u001b[0m NaN Cells: marker- VeCB Polygon \u001b[1;36m11.5487\u001b[0m \u001b[1;36m4.2033\u001b[0m \u001b[1;36m4.2943\u001b[0m " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.read_csv(filename, sep=\"\\t\")\n", "display(df.head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can filter out classifications we don't wan't to display." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# select objects\n", "# df = df[df[\"Classification\"] == \"example: classification\"]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# get outline coordinates in coronal (=frontal) orientation\n", "coords_coronal = bgh.get_structures_slice_coords(\n", " regions,\n", " orientation=\"frontal\",\n", " atlas_name=atlas_name,\n", " position=(np.mean(ap_lims), 0, 0),\n", ")\n", "# get outline coordinates in sagittal orientation\n", "coords_sagittal = bgh.get_structures_slice_coords(\n", " regions,\n", " orientation=\"sagittal\",\n", " atlas_name=atlas_name,\n", " position=(0, 0, np.mean(ml_lims)),\n", ")\n", "# get outline coordinates in top (=horizontal) orientation\n", "coords_top = bgh.get_structures_slice_coords(\n", " regions,\n", " orientation=\"horizontal\",\n", " atlas_name=atlas_name,\n", " position=(0, np.mean(dv_lims), 0),\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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",
      "text/plain": [
       "\u001b[1m<\u001b[0m\u001b[1;95mFigure\u001b[0m\u001b[39m size 64\u001b[0m\u001b[1;36m0x480\u001b[0m\u001b[39m with \u001b[0m\u001b[1;36m1\u001b[0m\u001b[39m Axes\u001b[0m\u001b[1m>\u001b[0m"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Coronal projection\n",
    "# select objects within the rostro-caudal range\n",
    "df_coronal = df[\n",
    "    (df[\"Atlas_X\"] >= ap_lims[0] / 1000) & (df[\"Atlas_X\"] <= ap_lims[1] / 1000)\n",
    "]\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "for struct_name, contours in coords_coronal.items():\n",
    "    for cont in contours:\n",
    "        plt.fill(cont[:, 0] / 1000, cont[:, 1] / 1000, lw=1, fc=\"none\", ec=\"k\")\n",
    "\n",
    "# see https://seaborn.pydata.org/generated/seaborn.kdeplot.html to customize\n",
    "ax = sns.kdeplot(\n",
    "    df_coronal,\n",
    "    x=\"Atlas_Z\",\n",
    "    y=\"Atlas_Y\",\n",
    "    hue=\"Classification\",\n",
    "    levels=nlevels,\n",
    "    common_norm=False,\n",
    "    palette=palette,\n",
    ")\n",
    "ax.invert_yaxis()\n",
    "sns.despine(left=True, bottom=True)\n",
    "plt.axis(\"equal\")\n",
    "plt.xlabel(None)\n",
    "plt.ylabel(None)\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.plot([2, 3], [8, 8], \"k\", linewidth=3)\n",
    "plt.text(2, 7.9, \"1 mm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\u001b[1;35mText\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2\u001b[0m, \u001b[1;36m7\u001b[0m, \u001b[32m'1 mm'\u001b[0m\u001b[1m)\u001b[0m"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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27SM5OZmlS5eSnZ1N27ZtAdizZw9t2rThzJkz9XpvrVq1Ijk5mV9//ZW4uDg+++wzli1bdlHniIyMZPPmzSxZsqQ8CdEdd9yBj48PY8aMYevWrSQkJLBlyxaeeuopUlNT6/Ue6psIBgRBEIRKIiIiOHDgAAMGDGDatGl06NCBIUOGsHHjRr766itAeatfvXo1/fr147777iMyMpJJkyaRlJSEv7//Ba/h5uZGTEwMI0eOJDIykldeeYWPPvqIESNGAGAwGDh58mSFJX/1YfTo0TzzzDM88cQTdO7cmR07dvDqq69e9Hlat27Npk2b+OWXX5g2bRrOzs7ExMTQrFkzbr75Ztq2bcsDDzxAWVlZrXsKGook13amiCAIgnDRysrKSEhIqHGtuiBcivr4NyZ6BgRBEAShiRPBgCAIgiA0cSIYEARBEIQmTgQDgiAIgtDEiWBAEARBEJo4EQwIgiAIQhMnggFBEARBaOJEMCAIgiAITZwIBgRBEAShiRPBgCAIgnDZvPHGG3Tu3Ln853vvvZexY8c2WHsuVf/+/ctrETQmIhgQBEEQqpSRkcGTTz5JREQEDg4OhIaGMmrUKDZu3NjQTRPqmQgGBEEQhEoSExOJjo5m06ZNzJw5kyNHjrB27VoGDBjA5MmTG7p5tWazWzFaDZSYCyky5VNsLsBoKcVmt13Uecxm82VpX3Xnbd68OVu2bLks16yKCAYEQRCESh5//HEkSWLPnj2MHz+eyMhI2rdvz9SpU9m1a1f5fgUFBTz44IP4+vri5ubGwIEDOXToUK2vs3jxYqKionBycsLb25vBgwdTWlpa6+PPDTu8++67+Pv74+HhwZtvvkmxsZAnnnkcHx8fWoS1YPYPszFYSyi1FFNozuPpZ5+kZauWODs7ExERwauvvlqhOuK54Y3Zs2fXWABo1apVuLu7M3/+fABSUlKYOHEiHh4eeHl5MWbMGBITEyu1d8aMGQQFBdG6deta3+vlpGnoBgiCIDQlsixjtV+et8wL0ah0SJJ0wf3y8vJYu3YtM2bMwMXFpdJ2Dw+P8j/fcsstODk5sWbNGtzd3fnmm28YNGgQp06dwsvLq3w/WZYrXTs9PZ3bbruNDz74gHHjxlFcXMzWrVs5V0x3y5YtDBgwgISEBJo3b15tezdt2kRISAhb/trClq2befzhyWzZtpnr+vRk1eYV/LF0Nc8/9RLDh44gKDgQi92Mi6sL//t6JkFBwaScOsOjjzyGXq/n+eefLz9vbGwsS5YsYenSpajV6krXXbBgAY8++igLFizgpptuwmKxMGzYMHr16sXWrVvRaDS88847DB8+nMOHD6PT6QDYuHEjbm5ubNiw4YJ/F1eKCAYEQRCuIKvdzGd/T2+Qaz/VZQZatcMF94uNjUWWZdq0aVPjftu2bWPPnj1kZWXh4KCc98MPP2T58uUsWDifO++7nVJLMVa7hUxDKipJjdlWhk22Icsy6enpWK1Wbr75ZsLCwgCIiooqP7+zszOtW7dGq9XW2A4vLy8++Pg9Sq1FjLt9FB/N/JgyYxnTX56Ok8aFnh368NlHX3Bwz2HaTGoHwNuvv0OhKQ+bbKVZWChTp01l0cJFFYIBs9nMTz/9hK+vb6Vrzpo1i+nTp7Ny5UpuuOEGABYuXIjdbmf27Nnlgc+cOXPw8PBgy5YtDB06FAAXFxdmz55dHhxcDUQwIAiCIFRw7s38Qg4dOkRJSQne3t4VPjcajZw4fYwymwFZtpd/bpdt2GQbFruZvLIs2ke1Y9CgQURFRTFs2DCGDh3KhAkT8PT0BKBHjx6cOHGixjbYZTuRbVtRZMkHQC2pCQwIIKpDR1x1buX7eXt7k5WVVf7zssXL+fSzT4mNjaW0tBSb1Yabm1uFc4eFhVUZCCxevJisrCy2b99O9+7dK/w+YmNj0ev1FfYvKysjLi6u/OeoqKhKgcCjjz7Kzz//XP6zwWBgxIgRFXokSkpKavxdXAoRDAiCIFxBGpWOp7rMaLBr10arVq2QJOmCD+KSkhICAwPZvHkzRmspBksJMkog4enhiavWDSeNCxqVBl+nIGyyFY1Ki4SExW6mwJzDyjW/c2DPQdavX8/nn3/O9OnT2b17N+Hh4TVeW5ZlSi3FmGxGVBoVEhIuWj3OWj1qlabSw1aSJOx2JTDZuXMnd9xxB2+++SaDBg/E7mhh+eIVfPv57ArHVDVEAtClSxcOHDjADz/8QLdu3cp7AUpKSoiOji6fP3C+84OKqs771ltv8eyzz5b/3L9/f95//3169uxZ4++hvohgQBAE4QqSJKlWXfUNycvLi2HDhjFr1iyeeuqpSg+vgoICPDw86Nq1KxkZGRTbCghqFgB4o1XpcNG64aB2RJIk1CoNIKFWqVGjRqvSoVM5oFM7YraVUWjOo0uPTvTp04fXXnuNsLAwli1bxtSpU6ttn9lmosicj9WuTPhTo8LbKQCNqnaPtB07dhAWFsb06cpwTZEpn1kpX5UHMhfSokULPvroI/r3749areaLL74AoGvXrixcuBA/P79KvQwX4ufnh5+fX/nPGo2G4OBgWrZseVHnqSuxmkAQBEGoZNasWdhsNnr06MGSJUs4ffo0x48f57PPPqNXr17IskyvG3rSrUdX7p54LzEbt5KfVsSJA7G8/fo77N+/v9pzS5KEp4MPxw6c4NOZXxCzawsn4o6xdOlSsrOzadu2LQB79uyhTZs2nDlzBgCb3UahKY+8siysdgsqSYVO5YBW7VDrQACUno/k5GR+/fVX4uLi+OHruaxZuRagPMC4kMjISDZv3sySJUvKkxDdcccd+Pj4MGbMGLZu3UpCQgJbtmzhqaeeIjU1tdbtawiiZ0AQBEGoJCIiggMHDjBjxgymTZtGeno6vr6+REdHM+vLWRSYcjDZyvh56Y/MfOtjnnnsObKzswkICKBfv374+/vXeH5JkgjwDmbvjv18N+t7SopLCG0WyocffsiIESMAZdz85MmTmMxllJgLKbWUIKN09TtpXNDr3M/2PFyc0aNH88wzz/DEE09gMpm48cYbefbFabw/YyZGqwG9zr1W52ndujWbNm0q7yH46KOPiImJ4YUXXuDmm2+muLiY4OBgBg0adNE9BVeaJNd2poggCIJw0crKykhISKhxrfq1xGq3UFCWg1W2IiGh13ngpHGp1ZLFqsiyjMFSTLGlEAC1pCmfZ2CX7ZjtJkxWY3kXvlalQ6/zQFfPQy1Gq4FCUy4alRYfp4B6PfflVh//xkTPgCAIglArJquRAlMeMnbUkhoPBx+06ktbHidJEi46NzQqLYXmfGyylZKzgcH5NCotrlo3HNROdQ48auJwNriw2i3Y7DbUqsp5BRozEQwIgiAIF2SwlFBkLgBkdCoH3B286/WB6aBxwkftQJnVgNlWhl22I0kSGpUOB7Uj2lomTKorlaRGo9JitVuw2M2oVU6X7VpXIxEMCIIgCNWSZZkSSxGlliJAGat303lelgezSlLhrHXFWeta7+euDa1Kh9VuOZshUgQDgiAIgoAsyxSZ8zFalVoBrlp3XLT6y/qG3pA0KiXTYW1XFDQmIhgQBEEQKrHLdgpNuZhsZYCEm84TZ23VSXgaC7WkPBJt8sVVNGwMRDAgCEK9MRgMpKenk5eXR35+fvn/CgsLMRqNlJWVVfqf3W5Ho9Gg0WhQq9UV/qxSqZAkCZVKhZOTEy4uLlX+z9/fn8DAQLy9va/at9ZraeGWXbZTUJaD2W5CQsLdwRtHTePvNj83B8ImWxu4JRfnXGbFSyGCAUEQaiTLMtnZ2WRmZpKTk0NOTg65ublkZGSQlpZGQkICqampZGRkUFBQUOl4tVqNm5sbjo6OODk5Vfh/BwcHVCoVNpsNq9WK1Wqt8OdzX3J2ux2DwUBpaSmlpaUYDIYq26rT6QgPD6dLly706tWLgQMH0r59+wYNELRaLZIkkZ2dja+v71UbrJxjs9vKs/upJBV6nSdYJcqsZQ3dtMvOLtuwmJRAwCgZr/q/K1mWMZvNZGdno1KpLqnwkcgzIAhNXFFREXFxcZw5c4b09HRSU1NJSkoiKSmJtLQ0UlJSMBqNFY5RqVT4+/sTFBREWFgYzZo1IzAwkMDAQIKCgvDy8sLLywtPT0/0+vofY7bb7RiNRgwGA8XFxWRkZJQHJ6dOnWLfvn3s378fs9lMs2bNmDRpEtOmTauQ7vVKKikpITU19arvHbDLdgyW4vKZ/M4afZNbYldkzgcZXHXuqKRrI0mvs7MzgYGBIhgQBKF6OTk5nD59mrS0NNLT00lJSSE2NpaUlBQSExPJzs4u31eSJAICAmjWrBlhYWGEhIQQEhJC8+bNy7vhfXx8cHd3R6W6ur8ojUYjf/31F6tWrWLOnDnYbDZef/11nn/++QZpu81mw2K5eiemFZnzWZuwkFJLIc5aN4Y1n4iHg/eFD2xkFhz/HJPNwNiW9+Hp2DDB48U4N7R2qQG3CAYEoZGQZZmEhAQOHz5MTEwMu3fv5vTp0xUe9jqdjqCgIFq2bFn+Rt+qVSsiIiIIDQ3F19f3grXjr0V5eXm8++67fPTRR0ybNo2ZM2de9V3AV1KOMYPFp76l1FKEh4MPt0Q+gpuDZ0M3q17INivWklzsZSVIag0avQ8qh+onQs4+8n8UmnKZ1OYJgl2bX7mGNjAxZ0AQrlE2m409e/awfft2du7cybZt28rrtYeEhNCvXz+GDRtG69atadeuXXn3fVN8CHp5efHhhx/i6urKm2++ybPPPktAwLWVcvZyyTScYfGpbyizGvBxCmB8q4dx1TV8Hn3ZbsOUcZqyM8ex5KZgM+Qj26xIWkc0zh6o9T5o3P3QuHgiaR2RbVZshgKsBemYc5IxZ8Vjzk7EUpAOcsUJdlrvUFzb3IBHr1vReYdW2KY5t6KgiS0vFD0DgnANSUtLY8OGDWzYsIG1a9eSm5uLs7Mz3bp1o0+fPvTp04cuXboQGBjYJB/6F3Lo0CE6d+7Mtm3b6NOnT0M3p8GdKU5gWez3mGxlBDiHcnPkQzhpnBusPbLdjjFhP0WHVlNybAu20vz6ObFKg8rBGew27KbSfz9Xa/Dqew8+gx9DUitBwLxj/yPLcIabWz1AuHvb+rn+NUD0DAjCVUyWZY4cOcKyZctYsmQJR44cQZIkunTpwiOPPMKNN95Ijx490GjEf8q1ca6MbLNmzRq4JQ0vueg0y2J/wGq3EOwazriW9+NQx+WDRUVFpKWlUVJSgt1ux2azoVKpCAwMxN/fHweHmosK2a1mig6sIC/mJyy5yeWfqxxccAzpgM4vHLWLF5JGi2wpw1aaj7UoC2tRNjZDIXaLCUmlRu3shsbNH51PM3R+4eh8w9F5h6J29UE6O0/EZijEkLCfgt2/YTi9k7wt32NKO0HQnR+h0joioQTRTe01WXyDCMJVRpZldu3axZIlS1i4cCGpqano9XrGjh3Lyy+/zODBg/Hx8WnoZl6TDh06hLOzM0FBQQ3dlAYVV3CMlXE/YZOthLlFMqbFvbUuOJSfn8+aNWtYtGgR+/btIzMzE6u15nX5zs7OhISE0KlTJ0aMGMGQIUMICQlBtlkp3Lec3E3fYi1ShrhUDi7oOw5D32k4zs27IKnrdw6L2tkdffuB6NsPpPjIetJ/e43SU9tJX/QKQbfPrNdrXUvEMIEgXAWsVisxMTEsW7aMlStXkpSUhK+vL7feeitjxoyhb9++F3y7Ei7suuuuIyQkhMWLFzd0UxrMqfzDrIr/Gbtsp4VHe26KuAuNqub3wuLiYn788Ue+/PJLTpw4Ub5EUqfTERgYWL7yxMnJCY1Gg1arxWw2k5iYWJ6DIj8/v8LSymFRgbwytBm+WiV/gcbNF8++9+DR/WalS/8KMcTvJeWHx8BmxW/Ui6x0TyPbmMb4Vg/R3L31FWtHQxM9A4LQQEpKSli/fj1//PEHK1asIDc3l5CQEMaOHcvNN99Mv379UKub1hrvyyk2Npbdu3czefLkhm5Kgzmee4A1Cb8iY6eNVxeGN59UYx6BY8eO8frrr7N8+fLyt//mzZszceJEbr/9dqKiomq9TNNkMnH06FF2b16L/vhSuvtagTIKjFYWnrBx/QMPMq7PxCs+18U5ojt+I6eRtfJ9cjZ8gXXcjYBSxbApEcGAIFxBJpOJtWvX8sMPP7Bu3TpMJhNt2rTh4YcfZuzYsXTv3l1M/LtMPv/8c7y9vZkwYUJDN6VBHM3Zx9rEhYBMe+9uDG0+sdqkOidOnOChhx5i27ZtAOj1eh555BGeeuopQkNDqzzmQnQ6HRHWePTFq7H7WkFSk+MbzfTf/uavnfv437pJhIe/xI8//kjfvn3rept14nHdRAr3/44p7QRmYwGoQatqfEtsayKCAUG4zGw2GzExMfzyyy8sWrSIwsJCoqOjeffddxk7diwREREN3cRGLyUlhW+++YaXXnoJJ6fGn2P/v84PBDr6XMfgsJuRqggE7HY7//vf/3jxxRexWq0EBQXx/vvvM2nSpEuapGrJP0PGkrcwxO0GwDGkA/7jXqF1UBu2PKMEH1OmTGHdunX069eP3r17M3/+fJo3b17na14MSaXGe8BDpM2fhsVWBmptredQNBYiGBCEy+Tw4cPMmzePBQsWkJaWRlhYGE888QSTJk2iQ4cODd28JmXGjBno9XqmTp3a0E254o7nHigPBDr59mJQs3FVBgL5+fmMHTuWmJgYAF555RVee+21S0pCJcsyRft/J3PlB8hmA5LWEZ+hk/HsfTvSecMTbdq0Ye3atRw7dow777yTHTt2EBERweDBg/n666+vSMDs2vYGVC6eWM8OzelUjpf9mlcTEQwIQj1KTEzk119/ZcGCBRw5cgRvb29uu+02br/9dnr27HnVp/BtjBISEpgzZw5vvvkmer2+oZtzRcXm/8OahF8BmY6+11UbCKSlpdGrVy9SUlLw8fFh6dKll9xVby3JI3PZW5Qc2wKAU1hnAia8hc6n+mWd7dq148CBA8TExPDwww+zYcMGWrRoQbdu3fjggw/o37//ZRtGk9QaHFv3xq42ATSJKo3nE6sJBOESFRYW8uOPP/LTTz+xf/9+nJycGDNmDLfffjvDhg27pOIhwqWRZZkbb7yRo0ePcvToUVxdXRu6SVdMSnEcS059h0220t67G8OaT6wyEMjKyiIqKoqsrCyGDBnCwoUL8fS8tFTEpSe3k77kdWzFOUhqLd5DHser790VegNqY+vWrTz11FMcPHgQUCYvfvPNNwwdOvSS2ledlB0/skh3BJVdZkr3D5vU/B3RMyAIdWC1Wtm6dSvz58/nl19+wWw2M2rUKKZNm8ZNN93U5N5Ar1YrV65kzZo1LF26tEkFAjnGdH6PnYNNttLCoz1Dm99SZSBgNBrp3bs3WVlZ3H333cyZM+eSeq/sFhM56z4jf/t8AHR+EQRO+j8cA+u2RK9v3778/fffHD9+nCeffJKNGzcybNgwevfpzRfzPyLdFk+mIRWzzYSHgzdtvaOJ8ule5b3WhtXTB0pBZ7E1qUAARM+AINSaLMts2bKFhQsX8ttvv5GXl0fz5s257777ePDBB5t8IpurjdFoJCoqivDwcNavX99kvtwNlhLmH/+UInM+wa7hTIh8GE01M+NfeeUVZsyYwXXXXceOHTsu6XdkyoglfeHLmDJOAeDRaxK+I6ag0tbf2PvRo0eZ+tZkosaFEdjSt8p9ItzbMarF3RfMnVCVE/HrWZW3HvciAw8O/PJSm3tNET0DgnABWVlZfPfdd8ydO5fY2FjCwsJ45JFHxFLAq9zMmTNJTk5m9erVTebvyGa38Uf8PIrM+Xg4+DCm5b3VBgIFBQXMnKlk3Pvxxx/r/DuS7TbydywgZ93nyFYzalcvAsa/gWubfnW+j6pY7BbSXU8w9LluAJSVmNiz4h8CHZvzyguvcsaQwM60DcQXHuOv1JUMajbuoq9hwAyAo9Fcr22/FohgQBCqYLFYWL9+PT/88AMrV65Eo9EwceJEZs+eTb9+/ZrMw+ValZyczPvvv8/TTz9NZGRkQzfnitmetoaU4jh0KgfGtrwPJ031pXr/WL6YSC8113fqhE/WHnJT/wKVCrWzBzqfZjgGt6ux1C+AKSuBzGVvY0w8AIBL6+sJGP8mGr13vd5XkbmA32PnkGU4A0An394Eu7fhm8XDWZGyha2/7yEmJgbfFkEsi/2eg1nbifLpiZ/zxfXWlViKAHA015xeuTESwwSCcJYsyxw7dowFCxbwww8/kJGRQceOHbn//vu566678PLyaugmCrU0btw49uzZw/Hjx3Fzu7LleGVZJi8vj4SEBJKTk4mPjyc1NZW8vLzy/+Xn51NaWopKpUKtVmO327Hb7Xh6euLj40NAQAChoaGEh4fTs2fPWmX6Syw8yZLT3wEwqsXdRHp2rLDdWpqPIW4Phri9GJP+xpQRR40xrUqNc0R33DqPxLX9QNSO/865sBZlk/fXHPJ3LQK7FUnnjN/Iqbj3GF/vgXK2IY0lp2dTainCSePCyPA7aO6uBHhlZWWMGzeOtWvX4uHhwc6dOzmt3cOp/MNE+fRkaPNbLupaqw9/yXFzPG0T8xg54Yd6vY+rnegZEJo8i8XC8uXLee+99zhw4ABubm7ceeedPPjgg3Tu3Fn0AlxjNm3axPLly1mwYMFlDwQsFgsHDx5k165dHD58mCNHjnD8+HGKiorK93F1dSU0NBRvb2+8vLxo3bo1np6euLq6YrfbsVqtqFQqJEmioKCAnJwckpOT2b59OykpKdhsNtzd3Rk9ejT33HMPAwYMqBQYGK2Gs7kEoLNfn/JAwFqSR9HB1RT/s4Gy5MMVSvFJEuQabBRLLkT1vAGVgwuy3YatOAdTVjzWgnQMsbswxO5CWvY2DiHt0Oh9sRZlUZZ6FOw2AFza9MN/9AtoPYPr/febXpLEktOzMdmMeDv6c3OrB3Bz+Dcod3R0ZPXq1bzyyiu8++67dO7cmRVbF4MEp/MPMzhsfLVZFqtSZFZKJrtKTSvHAIieAaEJO336ND/88AM//fQTaWlp9O/fn2nTpjFo0KAmmaWuMbBYLERHR+Pq6sr27dvrPZCTZZmjR4+yefNm1q9fz6ZNmzAYDOh0Otq3b0+HDh1o3749ERERhIeHExYWho+PT53bYTQa2bFjB1u2bGHJkiUcP36cQYMG8f333xMWFla+35qEXziWux8vRz/ubPcMtow48mJ+pPifDWD7t8tbF9AKlxY9cAqP5vYpb3AyKQNJkjh58mSla5tzUyg6uIbiQ6sxZydW2u7UvAveAx7CJbJ3ne7tQjJKk/nt1LeYbWUEuTZnXMv7cdRUX8Do66+/5rHHHsPBUcd7Mc9gk6zc0fYpAlxqX676290vUqy2MjjTmU43vlUft3HNEMGA0KTY7XZWrFjBF198wcaNG/Hw8OD222/nkUceoWPHjhc+gXBVe//993n55ZfZs2cP0dHR9XJOWZbZs2cPc+fOZcWKFaSlpaHT6ejduzfDhw+nX79+dO3a9bJXlZRlmZUrVzJ58mTsdjsnTpxAr9eTUhTLolNfAxK3hNyGZvMiig+vLT/OMaQ9bl1uwrX9QLTu/oASNDVv3pxu3bqxYsUKkpKSaNas+oemOSeJstSj2AyFqJ3dcWzWEZ1XyGW712xDGgtPfoXJZiTENYKbWz2AVl3971eWZcxZcWxZ/D1zZn9H0GODCO4aytCwW4jy7Vmra9plG5/sex5ZkphojiK09z31dTvXBBEMCE1CUVER8+bNY9asWRw/fpzrrruOyZMnM378eNEL0EjEx8fTrl07nnzyyfJZ8peiuLiYOXPm8O2333L06FGaNWvG+PHjGTFiBH369MHZ+cqV2T1fUlISbdu25amnnuLd/5vBT0c/JrcskzayP63+WIpsNoIkoe84DK++95AnufPPP/+Ql5dHQUEBycnJ/P7775w4cYKtW7fSv39/Pv74Y5544okGuZ//KjTl8suJLyi1FBPoEsaEyIfR1RAIlMbuJmftp5SdOVb+2T+dIkls2Qz3oiAeHFi7FNT5Zdn88M/7qGw2HvG/B+fmnS/1Vq4pIhgQGi1ZltmxYwfz5s1j/vz5GI1GxowZw7PPPkuvXr0aunlCPbLb7QwYMIDk5GQOHz58SUmf8vPz+fTTT/n0008pLi7m5ptv5v7772fIkCFXTUnp119/nffff591h5exr2gjOhv0X7UFncWKU1hnHG54jE/n/c6iRYuIi4srP06lUhEUFETv3r158MEHGTJkCMOGDcNisbBp06YGvCOF0VrKLye+IL8sGx+nQG5t/Xi1aYHtZiNZf3xA4d5lAEgaHU5hnZHUWg7LqRzv2IrifQl08LmtVpUqTyZt4Y/sP9AXlvBgv09RaS9vT8/VRkwgFBods9nMokWL+PTTT9m3bx8hISE888wzPPzww4SEXL6uTaHhfPHFF8TExLBx48ZLCgTWrFnDww8/TF5eHg899BDTpk2rc8ney+nZZ5/l62+/ZueZdWj1Glr+cxKdDXxGPMMf8TJTeg/HYrFw9913c8MNN9CzZ0+8vb1xcXGpNPnwjjvu4J577uHUqVMNugzTareyIvZH8suy0es8uLnVg9UGAtbSfM78+DRlKYdBkvDoORHvQY+gcVUmF6bv/47j8kmaBeu5bexE5F8XcsstNa8syEo/CBpwt+uaXCAAIhgQGpGioiK++uorPvnkEzIyMhg6dChr165lyJAhokBQIxYbG8sLL7zAk08+ycCBA+t0jpKSEh599FHmz5/P4MGD+eGHH67KIOAcvV7Pe98/T54+HUdDGaEpeZxsfgt3P/cle/bs4Y477uB///sfvr5VZ+k738SJE3nuuef47LPP+OKLL65A6yuTZZk/kxaTWhKPTu3Iza0eQK9zr3Jfm7GI1NmPYMo4hcrJjaDbZ+LSsuK8ALfm3SHhJGg1tA/Sc+uttwLUGBDkFCWClwZvl/pfFXEtEN+QwjUvPj6ep556iuDgYF599VVGjRrFkSNHWLduHcOGDROBQCP39NNPExAQwP/93//V6fj09HQGDhzI77//zty5c1m/fv1VHQgAWM2llLmnAhBwOJ4xX+xnzMMvolKp2LRpEz///HOtAgFQluc99thjzJkzh4KCgsvY6urtz4zhaO4+JFSMirgLH6fAKveTbVbS5j+HKeMUar0PzR6ZUykQANColayLdpXET998hk6n49Zbb2XRokVVntduKiVfLgXAP6BTPd3VtUV8SwrXJJvNxh9//MGwYcNo2bIlCxYsYMqUKSQkJPDtt9/SoUOHhm6icAXExMSwevVq3n//fVxcas6WV5Vjx47Rp08fzpw5w19//cU999xz1eeVkGWZfevfxuCgRmeyMGDUe6yMOUBGRgY7d+5kwIABF33Ohx56CIPBwMqVKy9Di2uWWHiSmNQ/AOgfOorm7tUXNcr7aw6GuN1IOmdC7v0CB/8WVe53biKcJENE8zD279+PTqdj0qRJLFu2rNL+xce2UOym/PvxD2iaq4pEMCBcUywWC1999RUtWrRg1KhRFBQU8P3335OcnMzbb79NcHDT7OJrirKzs7nnnnvo2bNnrSaI/deOHTvo1asXLi4u7Nixg65du16GVta/wn3LOa7OBiDKvTNeYR1p164d/v7+dT5ncHAwPXv2ZPny5fXUytopMOWyKv5nZGTae3eji9/11e5rzk4iZ+M3APiPnY5jUJtq97XbldwKKtmO2sWT9u3bs2/fPrRaLRMmTGDVqlUV9s84sQGrVoNKBm9Hv3q4s2uPCAaEa0JRURGffvopkZGRTJ48mT59+rBr1y527drFfffd12DLvISG8+yzz1JaWsrChQsveiho6dKlDB48mM6dO7N9+/YKCXyuZpaCdOI3f06eryeSDNGRN9fbuceOHcuaNWsoLS2tt3PWxGIz8XvsXMpsRgJdmjE4rOZUxtnrPgO7FZfW1+PWeWSN5zaZSwBQW23ofJS/2w4dOrBjxw7UajWjR49m48aNgDIHIT3vBADeOh/Udah22BiIYEC4qsXHx/P0008TEhLCs88+S+/evTl06BDz58+nZ8+eV32XrnB5lJSUsHDhQp577rmLfpD/9ttvTJw4kVGjRrFu3borXrvgUmT9MZOUIE8Amru3qXaSXV3ccsstGI3GSm/Nl4Msy6xPWkyOMR1njZ5RLe6ptroiKL0CJceUpY++I5654H/3JTnKckodGtQuHuWfR0dHs2XLFiRJYtiwYWzbto2iQ2spclNeJvzdIy7xzq5dIhgQrkrHjx/n7rvvplWrVixYsIAnnniChIQE5s+fT1RUVEM3T2hgCQkJmEwm+vTpc1HH/fzzz9x2221MmjSJBQsW4Oh47eSgNyYdpPjoJtJCAwBo59OtXs/fokULOnTowIYNG+r1vFX5O2sbJ/L+ViYMtrjzgkFN4f7fQZZxaX19tfMEzleUGw+Ai1Pl6om9e/dm/fr1yLLMgAEDSIv5hUIPZTnqxVY5bExEMCBcVWJiYrjxxhtp164dmzZt4pNPPiEpKYl3331X5AgQyp17m09NTa3V/haLheeff5677rqLu+++mx9//PGqSSBUW7mbvqPIQ4/BxQmNSksL93b1fo3OnTtz9OjRCp9Z7RbiCo6xPyOGf3L2UmwuvKRrpBTHsSVFmah4Q+hNhOhrfrjLskzxkfUAuHUddcHzy7JMcZHy78LNK7zKfQYOHMiqVato5qFBnZ9Aoafy78nPuel+xzTNwRHhqiLLMtu2beP1119n8+bNREVFMXfuXCZNmnTZ870L16awsDBuuOEGXnvtNQYMGFDjMrpt27bxzDPPcPDgQT788EOmTp16zQ0vmbMTKT21nYx2Sjd2c7fWaNW6er9OeHh4eSZCu2znYNZ2dqZtoMxmKN9HJamI9r+B64NHXFRFQIAiUz4r435Cxk5br6509et7wWPM2YlY8lKR1FpcW194f1PacUpVSkVFr8DqexGHDx/Oz288RFnubkyODkhI+Dk33QnIIhgQGsy5wivvvfceO3fupGPHjixbtowxY8Zcc1/WwpX31Vdf0bdvX9q3b8+tt95Kz549iYiIwNHRkcLCQvbu3cu6devYtGlT+UTBHj16NHSz66TwwAoAcsOaAxDhUf+9AgB5eXm4ublhsJSyKn4eycWxALhq3QlyDaPInE9GaQp7MzZTaMrjpog7kGoZEFhsZn6Pm4vRWoqfczBDwibU6r9zQ9weAJyad0XlcOGJwoUHVmJ0VYZ/3J2rXxkg2234FZ0g2dsDgNSTmZx2Pk27dpfnd3u1E8GA0CBiYmJ4+eWX2b59O9dffz0rV65k5MiRIkGQUGtt27bln3/+4bXXXmP9+vWVsue5uLjQvXt3Fi1axPjx46/pf1slx7Zg0WrId1buobnb5UkbfODAAXr27caik1+SW5aJVqXjhtBRRPn0LO8FOJl3kDUJv3Aq/xA70nzpEzz8gueVZZl1SYvIMpzBSePCmBb31Lpnw5h0EACn8Asv/bRbTBQdXINhmLKvh0PlOQPnGOL2YC3KoqClkpMk4eAZejzSg6NHj14zq0vqkwgGhCvq4MGDPPPMM2zZsoXOnTuzfv16hgwZ0tDNEq5RAQEBfPvttwAUFBSQmpqKyWTC2dmZyMjIa25eQFWsxTmYs+LJC/BBBjwcfNDrPOr9OoWFhRw79Q8T3ruB3LJMXLXujI98CB+ngAr7tfbqjE22sSbhF3anbyTcvQ1Brs1rPPeOtHWczDuISlIxqsXduDl41bpdZSn/AOAUeuGJwyX//EmxZEJWqVBLGlxr+D0V/a2smigKCgZsDOw+jOUfKr1Ip06dqnUGx8bi2g2VhWtKZmYmjz/+ONHR0WRlZfH7779z4MABEQgI9cbDw4MOHToQHR1N27ZtG0UgAGBKPwVAUajythp8gQdvXf2+4ndunzEC2dmCq9adSW0erxQInNPOO5p23tHIyKxNWIjFbqn2vAezdrAr/U8ABodNIPQCEwbPZzMWYclLAcAxpP0F9y/Ys4QSvZJJ0MvRt9o5DXazkeKjm7CpVOQ5KPkK7x7zAG+99RYFBQV07dr1iuVbuFqIYEC4rIqKinj11Vdp0aIFCxYsYObMmRw8eJDRo0eLeQGCUAuWgjQACr2U5XeBLs0uy3UOFG6hRXQoOpUD4yMfxL2GLnaAAaFjcdW6kW/KZseZdVXu80/OHjYmK+l/ewUNJcrn4uZsnAuENB6BqJ1rXn5Yln4KY+IBis8uE/Ryqj4jY+mp7chmA8VhEdix46p1w03nxauvvsrDDz9MamoqN9xwA3a7/aLaey0TwYBwWRiNRmbOnEl4eDgffvghTzzxBPHx8UydOhWttvrkIoIgVGQzFiMD+U7K17W/S/0XUdp1eguh1yld9yMibq+2UND5HDVODA4bD8C+zC3EFvy7JFGW7exK+5N1iYsAmc5+fegVePG9gOeCAceg6usVnFOwSylCZAxVeh58a7iH4iNKT0VRa2W+QIi+RfnLyddff83AgQPZv38/991330W3+VolggGhXtlsNn766SciIyN5+eWXmThxIqdPn+a9997Dy6v244SCIChUGh0mRx0mNUhIeFfTdV9XBksxW7OUQkEdvXrR0uPC3fHntPBoT2ff3gD8EfcTO9PWczRnL7+e/JLtaWsB6OZ/AwNDx150T6Asy6TkHycpPBhzYPMa97WVlVB0UJkD8G8CoaqXCdqtZkpOxACQ6+EKQIjrv/kIJEli9erVhIeH89NPP/HTTz9dVLuvVWICoVBvDh48yH333cfBgwcZMmQImzdvpmXLlg3dLEG4pmncA8rHwT0cvNHWkLa3LtYnLEHlAOZ8mQFdx1z08f1Dx1BqKeZ0wRF2pK0v/1yj0jIgdAwdfa+76HMaLCWsTfiVhAAjBLTlBOmMLYqlmVvV3ydFf69CNhuRAltQYFfqEvhXEwwYE/Yjmw3g5kemNReAEH3FNMQODg7s3r2bkJAQHnnkEUaNGoWnp+dF38e1RPQMCJfMarXy5ptv0qNHD2w2G7t372b9+vUiEBCEeuAQ1IZSV2V9vYeufnvX4guOEVf0DzarnSGhE9DUoUiPWqVmVIu7GRp2C83dWhPsGk43//7c3+GFOgUCxeYCfj3xBQlFJ1DZ7GgsVizYWJ/0G7IsV9pflmUK9ynzEszdBgMybjpPnLX6Ks9fenIbAGVRPbHKFpw1erwcK88v8PX1ZebMmZSVlXHrrbde9H1ca0QwIFySgwcP0q9fP95++22ef/559u7de80mdhGEq5HOK5gyX2X82zm/oN7Oa7Vb2Ji8HIAzewro1qZXnc8lSRJRvj0ZH/kQk9pM5obQm+q0/NFit7A8dg75phz0Gjf6btzNoDXbUUtqCk25FJpyKx1jSjuBKe0EkkZHcbAynyKghkmWpad2AJATrPxOm7m1rHYI48knnyQyMpINGzawa9eui76fa4kIBoQ6SU9P55577qFr167k5+cTExPDO++8I9IHC8JlYA5RxrRVp/ZhLc6pl3Puy/iLInMeBZnFjOtyV72c81L9lbKiPDHRaOd+6ItLcXYLwE2ndNEXWyrXRTiXL8C1bX/SzRlA9csvrUVZmLMTQFKRoTMBEObWqtr2SJLEL7/8AsC0adPqfF/XAjFnQLgodrudWbNmMX36dBwcHJg1axYPPvigWCEgCJeR0dkJjPk4FuSROudxgm77AJ1vcwDsJgPGpIOUxu7CmHAAc3YidosRrbs/btFj8R7wINJ/si8aLMXsydgMwNGVybz1Vf8rfEeVJRae4lD2TgBGht+B48nDFAI6nzAcNc5ggjKrscIxst1G0WFlWaNrpxGklWwEINi16gJFhri9AEihbck0Kks2m+mrDwYAunbtSnh4ODt37iQrKws/v+pTHF/LRDAg1FpsbCyPPvooGzdu5PHHH+edd95p9JNqBOFqcO6N2MWuw5R5ioSPx6L1DgW7HUtBOsiV18Nb8tPI/fNLrEVZBIx7pcK2nWkbsNhNpBzLYEzvSQ2e88Nqt7IxeQkAnf360Nw9kqxc5Y1f6x2K9WxSo/9OnjQmHcRWnI3KyQ1DaDimU2Xo1I74VlOK2BC/D4DCyHbI5OPl6Iebw4W/w5599lkmT57Mp59+yowZM+p8n1czMUwgXFBRUREvvfQS7du3JzY2lvXr1zNr1iwRCAjCFWC1WzBalWx4kXd9gUvrviBJWHJTsOSfAdmOxiMQt+gxBN76Ls2nLCHixXX4j30FJInCPYsxZZwuP1+hKY/DObsB2D7vMJNundQg93W+v7O2UWDKxUXrxvXBIwCw5itv7lrP4PL7d9RULFRUcvwvAFxb9yXVkAgoywSryzxoiFd6BjK9lcmF4e5tatW+++67D41Gw5w5cy7irq4tomdAqJbVauWbb77hjTfeoLS0lJdeeonnn38eZ+cLVw4TBKF+lFiKANBIGly9wtHf+7lSryAnCSQVOq8QNG6V8+h79JxA6altlBzbQvGRDTgEKN3hu9L/xC7biN+fyrCeo+tlno8l/wyFe5dTcmo7lpwkUGlwatYRr/7349y8S43Hmmxl7ElXyiZfHzwcB7VScdBSkAmA5O5HiekgAG7/WU1RejZfgEvbfiQVKQFPdd3+1qIsLHmpyJKKMxQASino2nBycqJnz55s376d1NRUQkJCanXctUT0DAiVyLLMihUr6NSpE0888QSjRo3i1KlTvPHGGyIQEIQrrNSsBAMuWrfy7nyN3gfn8Gicm3epMhA4x6V1XwCMyYcApVfgaI7SVb76y6089NBDl9Q2a3EuGcveJv7D0eRu/g7TmWPYTaXYjYWUntxKyjf3kb/jlxrPcTBrO2U2A56OvrTz7nbeubMBKHZWhgYc1U44ndczYCnMxJydCJIKhxbdSS2JB6BZNRMCDfH7AShr0Z4SaxEalZbg/+QXqMlLL70EwIsvvljrY64lIhgQKjh16hSDBw9mzJgxBAQEsHfvXn744YdGGQkLwrWg9GzPgIvO7aKPdQhQSh2bMpUH5d6MzcjYyTpZSOvAqEsq1Vv09yoSPh5L4Z4lYLfh3LInARNn0PyZZYQ98QtuXUcBkLXyfUpjd1d5Dpvdyt9Zyrr/ngGDyrv3ZVnGdnbVRK5GmfXv6xxUYW7DudLGDoGtSbfmYLVbcNW6VVtc6dwQQU4LJV1xM32ri0rgdOONNxIUFMTChQsxGAy1Pu5aIYIBAVDKl7766qt07NiRxMREVq1axZ9//km3bt0ufLAgCJdNiaUYAFftxQcDOl/lYW8rzqakNJN/cpQH4tJP1jNpUt3mCtjNRtJ/e5X0RdOxlxXjENSG0EfmEPrAN7h3uREHv3Acg9sSMOEt3HsotQsyl72DbLNWOtep/MOUWopx1brRxuvf4QS7qQTZpkwaTLNkAVQqk1yWfBgAp2ZRJBQeB6C5e5tqJ0Ma4vYAkO6mBAAtPNpd9L2/+eabWK1Wnn/++Ys+9mongoEmTpZlPvvsM5o3b86HH37ItGnTOHLkCCNHjmzwGcaCIPzbM1BdRr2aqJ3cULsq4+z7kzdgk62oSx2JP5DKTTfddNHnsxZlk/LdgxQdWAmSCu9BjxL2+M9VzguQJAm/kVNRu3hiyUsprwdwvnNLCTv69kKt+rfktK0kT/mDzpmU0kQAmukrZjQ1pv4DgENoR+LPBgMR7m2rbLcl/wyWvFRMTo5k2fMBCK9m35rcf//9uLm5MXv2bEwm00UffzUTwUATlpWVxahRo3j66aeZNGkSsbGxzJgxQ8wLEISrSMnZZYWu2ppL+FZH5xeBTaXin1KlquChVXH07t0bHx+fizqPOTeF5K/voSz1KGpnD0If+AafwY8iqaufh65ycCkfLij5Z2OFbUWmPM6UJAASHXy6V9hmPRsMGPwDKbUo4/vn9wzIdnt5RUOjXwAFphzUkrraBELnsg7mtesEgL9zCHrdxf8+VSoVI0aMwGQy8ccff1z08VczEQw0QbIss3TpUjp06MCePXtYtWoVX331FcHBVRf2EASh4ZSYlWCgLg8vAAffcM6EBlCGBVetO799tYIxYy6uIJE5J4mUb+/Hkp+G1iuUZo/Pw7lF9wsfiLLsD8CQsK/C5yfylEmNofqISqmLbWcnD2YEKwl+mulbojlvfN9SkK4UJlJrSZYKzp6nJbqzKxH+q+RsPYLMEGU+QUuPDrVqe1XGjRsHIIIB4dqWnZ3NqFGjGD9+PL179y4fEhAE4epUbC4AQF/HngG1ZyCJLZQJwG4lgZSWGBgyZEitj7cUpJMy+xGsRdno/FvQ7NE56LxDa328Q5CyfM9amIndVFr+eVyh0lMR6dmx8jXz05GBVF+Xs/t0qrDdnJ0AgNYnjNiz52nlGVXl9e0WE4bY3Vg1atI1ZQC09Kx7MNCzZ09AqcvSmIg8A03I1q1bmThxIjabjWXLljFmzBgxL0AQrmKyLP8bDNSh8A9Ars5OkYsbajsc/TMePz8/oqKqfnD+l81YROqcyVgLM9D5hhP64HdoXC+ucqLayQ1J54RsNmItyUPn4EKZ1Uh6SRIAER7tKx1jzk2h0ENPkQ7UkqbSw/tcEiVrUDgZhhRAokUV5wEwxO5CtpSRExmJDRseDj54V1GlsLZ8fZWlnCkpKXU+x9VI9Aw0ET/++CMDBw6kTZs2HDp0iLFjx4pAQBCuckZrKVbZCki41jEYOG5PBaCZQcO6PzYwcOBAVKoLf/XLNitp85/DnBWPxs2PkPu/uuhA4ByVzkk5p0V5Mz9TEo+MjKeDL25V3Jcp8zTJ4cqwZUvPDuWJiMq3p58EIC1ImfcQqo/ApZoJlsX//AlA1tmS6pGeHS/pu8/Z2RmVSkVpaemFd76GiGCgCfj000+59957uffee1m/fj2BgYEN3SRBEGrhXK+Ai9YVjeriO3JNtjIStcrSxObWAPbt28fw4cNrdWz22k8xxO1G0jkRfO/naD2qXr9fG7JVWSYoqZVx/7SzvQLB+soFhexWMyVZsZxpplyvo891lfY5N3kw0dkMVD3UcO66Jcf/wqZWkeZkA6ofTqgtSZJwcnLCZrNd0nmuNiIYaORmzpzJlClTeO655/j2229FdUFBuIYUmpVZ9f9Nw1tbx87EYFNJuBaVcDpJeRuuTTBQfHQT+dvmARB4yzs4BtYubW9VZJsVe5kSkKiclFwJmQaltyLApfLcA2PCfpJCvLFpNHg7+hOqb1Fhu91sxJydSImrEzn2QiRU1QYDpbE7sRuLyGkejhUbbjpP/J0vPYGai4sLdnvl4lDXMhEMNGI//vgjzz//PNOnT+eDDz4QwwKCcI0pNJ0NBmpRWa8qh5OVLvKIIhXL/9xF165d8fevebzcUphJxpI3APDsezf6DoPqdO1zrEVnawyotaidPQDIL1NWC/g4Vu5tyD+yjvhWSrKkaP9+lb63TBmnQbaT3kJJJRzm1qraHAzFh5TyxpmtlWAm0rNTvXwPOjs7i54B4dpw8uRJHnvsMe677z7efvvthm6OIAh1UGjKBcC9Dj0DqYeWkeNoR7LbaRkxluXLlzNhwoQaj5FlmYwlb2A3FuEY3A7foU/Wqd3nM+edAUDjEYikUiHL9vLcCf8NcmzGIv4pOozJyQFXlTPtvKMrnc+YfAgZOBOqBBJV7QNKD0Lxsc1YzxsiaOPV+ZLvB8DV1VW5RiPqHRDBQCNksVi45557CA0N5YsvvhA9AoJwjcovU/LzezrWPkGQLMvk71zIgSPzAQi0OrEq5hRWq5X77ruvxmOL9v+O4fROJI0DARNnIGkufVjRfLYugs5PmR9gsZuxy8pD1FHjUmHf9G1zORWpDB1cFzISdRXzJMqSD5Pv7U6Jg4RWpat2FUHJsS3IZgM5rdpgxYaHgzd+zvWTS0WvV3oiLBZLvZzvaiCWFjZCH374IXv37mXHjh0im6AgXMPyTUp3uqej3wX3tZWVUHJsMwW7f8OYfJi0ob0A6NhqLHdOfpibbrqJgIDqJwFai3PJWvURAD5DHsfBr/LkPlmWMWfGYc5NxjGoNVrPCz9cTRnKzP9zJZSt9n9rFGikf1MQm3OS2VG0B4tnAF6SnijfHlWez5jyDykRQYDS7a9TV12CuejQGgDSW7UAjLTx6lpvL0Y6nQ6gUQ0ViGCgkTly5Aivv/46zz77bHlyDEEQri3WkjwKT2+n2FagfLB/A4X6QDR6b1QOriDbsZUVYy3MxJybjCn1GIakv+FsMaBiL09K9S6oJQ1Zx4s5ePAg7777bo3XzF798dnCQ23x7HNHpe2mzDgyl71dXi0QSUXAhDdxP5tuuDplZ5S6AY5BbQAqPLxNtjIcNc7IVgv7NrxFSqsAkGWGtL6rvILh+WylBZSVZJEWqswB+G8a43OsJXmUntqBWaclXafUEDi/ENKlOhdUyLJcb+dsaCIYaGRefvllWrRowVtvvdXQTREE4SKZc1PI2fAlxUfWU6h3hsE90ZrMlKydRUktjtf5NkffaSSZ4d6Qt5MI97Z8+vZntGvXrsZVBIbEvyk6uAokCf+x0yvVGyg9tYMz859FNhuQNDrULl5YCzPIXv0xbp1GVFufQLZaMGXEAuAYrFQJ1Ki0OKqdKLMZKTTl4aBy5NiKV9nTXBmH7+rZnRB9RJXnK0s7TlqIPzaNBk8HX4JdK/dewNncAnYrWR26YceOr1MQ3k4X7l2pLREMCFe1zMxM1qxZwxdffIGDQ9VdZ4IgXH1ku428v34gd+O35aV7y5opSXI8JGfcutyEtSgLa0kustkIkgqVgwsavQ9a71Ac/FviHNENnW9zZFkm9ugHALiZ/VixYgXffvtttV3kst1G1sr3AXDvNg6n0IrZ/krj9nDmp6eRbRacI7oTMPEdNK5exM4YhK00H1PGqfIH/X+Zc5PAbkXl4IrG49/8JoEuYSQUnWBn2nr8YmPZF2DEptUSpPalX8Qt1f6eTOknSYpQlgZG+fao9p6KDyurCNKaBQEG2nl3rfacl0IEA8JVaeXKlciyzMSJExu6KYIg1JK1JI/0X1/EELcHAOeW1+E7Ygo5ciKk/0lAUDSBvat/QP5XXlkW+WXZqCU1G36Nwd3dnTvvvLPa/YsOrMSUdgKVoys+Q5+osM2ck0TavKnINguu7QcRNOm98kmFKp0zdmMRcg0z6i25Sj4BnU+zCg/unkGDSSg6QVzhMeJ8AbT448a4qKcqlDL+r7SCWAqD3FDJEu29q55TYCnMxJh4gFIXJ7LUBiQk2nhdnmCgMRHBQCNy4sQJwsPD8fKqW4ISQRCuLHNOEqlzJmPJS0XSOeE/+iXcuo5CkiSyY3cC4ON0cZn/4gqUwj2h+pZ8+etMxo8fj6Nj1dX87GYjORtmAeA94KEK6YZlq4W0X17AbirBKawzgZP+rzwQsJuNWM9WFtS4+VbbFpuhAAC1q/e/55Vl3JLi6Xgshdhm3sgqFW3dO3J9h3vRqnU13ttJh0LAgQiVH85alyr3KTn+F8gyGVGdAQhzi8RV51bjeS+WGCYQrmqnT5+mVauq63kLgnB1KUs/Rer3j2ArzUfrFULw3Z/g4N+yfHuOIR24+GAgvlCZsOdq8uH06dN8/PHH1e6bt3Ue1qJstJ5BePS+rcK23C2zMaWdQO3sQeBt76PS/PugNiYfBrsNjZsvGrcaxuLPPjRthgJkq4XS2F3kbplNWdIhmgEt81oQNOl9HAJaVn+OswyWUpI9lWAkSl91xkE4u6QQSA70ACy08+52wXNfLBEMCFe1tLQ0Onfu3NDNEAThAkyZseWBgENQG0LunYVG/+/bs8lWVp6K2Pci1saXWQ2klSQCELc3FY1Gw4ABA6rc11qSR17MXAB8hj1V4WFvzk4id8v3APiNeQmte8WshSXHtwDg3Kp3jcv1nCOUB3FZyhFOvfrvzH9J44Dn9XfiPfAhVNqqey3+60jOLuwqFe75RQSFVh082E2lGOP3kuvjSanKgk7teEnlii9EBAPCVamsrAwnJ6eGboYgCDWw5KeR+sNj2ErzcQxuR8gDX6N2qtiNnX22V8BV646Tpva5QpKLTiMj4+Xox4Y/dxIdHY2LS9Xd6bkbv0Y2G3AMboc+amiFbVlrPgabFZfIPpW2yVYLxYfWAqBvX3OqYq1nMJ7X30X+zl/AZkXt4olb5xvx6nd3zT0K/2GzW/k7azsA4bHJaHpW3e1vSDiAbLNwJlKpZ9DasxNaVf3XYxE9A8JVzWw2i1UEgnAVs5WVkPrjk1iLstH5tyDk/q8qBQIA2cY0APycgy7q/ElFpwFo7taarVs/57bbbqtyP3N2IgV7lgLgO/IZpPNKGhuTDlF6/C9QqfG98dlKb/7F/2zAVpqPxs0Xl8jeF2yT343T8Bn8KHaTAbWrd4Vr1dbJ/EOUWopwMJoISslE0lb9PWeI34tFoybN3wOADj5VTzK8VCIYEK5qJpNJBAOCcJWS7XYyFr2COTMOjZsvIfd9idrZvcp9sw1KMODjdHHlxpOLlTX9HviTmppKt25Vj5dnr/kE7FZc2t6Ac0TFxD05G78BwL3r6EpZCGVZJi/mR2V7j1uqzS/wXyoHF1QOVfdQXIgsy+zN2AxAeFwKKlkuL4X8X8aE/aSFBmBTgZejH4Euzep0zYtpW2MhgoEa2O12Tpw4wcmTJzl58iTZ2dlkZGRgMpnw9fUlICCAwMBAOnToQLdu3cpTVDYUi8UiShQLwlUqf9s8So5vQVJrCbrzf5XG4c93rsSvv0vty+0WmwsoMOUgIZF5Uplv0KVL5ax7pad3KmP+KjW+w6dU2FaWdgLD6R2gUuM14IFKx5Yc24wp/SSSzhnP667MEuaEwhPkGDPQqnSExSu/F6p4CNstZZSlnSS5v7KMMMqn52Wry9IY672IYKAKR48eZd68efz888+cOaNU3HJ3dycgIAB/f38cHR2Jj48nPT2drKws7HY7zs7OXHfddQwdOpTRo0fTtm3bK95urVbbqApnCEJjUZZ2guz1nwPgN+r5Sol9zme1W8gxZgDg71z7YOBMSYJyfudgDm08gl6vp0WLFhX2ka0Wsv6YCYDndbdWevM/99av7zAEnVfFa8s2Kznrv1CO7X0bahePWretrmRZZnf6RgA6evdAa1l99vPKuQ1M6aco1DtR6OmGSlJfllUEVbWvsRDBwHni4uJ48cUXWbx4MV5eXkycOJEJEyYQFRWFr69vldGgxWLh4MGDbNmyhZiYGN566y1efPFFxowZw2OPPcaQIUNQ1WGMrC50Op0IBgThKiPbLGQsfg1sVlzbD8S9R81lhLMN6dhlG04aF9x0njXue760kiQAgl3D2XhiOW3btq303ZO3dS7mrHjULp54D360wjZrUTbFRzYA4NXvnkrnL9y3TDnW2aPK7ZdDSnEcaaWJqCUN0QH9STv7+bksjecrO3Oc5HBljkVLjw7V5iGoD+eeBY2phLEIBgCr1cr//d//8c477+Dt7c3cuXO57bbbatXtr9Vq6d69O927d+e5557DZDIxf/58/ve//zF8+HBatWrFK6+8wp133nnZgwKdTofZbL6s1xAE4eLk7/gVU/opVE7u+I+ZfsEu5vIhAueQi+qOTi9VgoEAl2akpKTQrFnF8XJTxmlyN34LgO+Nz1aauFiwZwnYrTiFdcYxuGLPps1YRM76s8mJBj1S5aTHi2E3GSg5EYMhdhdl6aewleYjaXQ4Bkbi1nU0Lq2vR5IkdqatB5SJgHoHD5BUINvLCzKdrzTjOGeaKXMsonwub5E2MUzQCCUkJHD77bezd+9enn/+eV555ZVLKvvr4ODA/fffz3333ce2bdv45JNPuOeee/jwww95/vnnmTRpEhrN5fm1Ozo6UlpaelnOLQjCxbOW5JG78WsAfEdMqZBLoDrnBwO1ZbNbyycdBrqEkpaWRocO/w5F2M1G0n59CdlmwaVNP9w6j6xwvGyzUrhvGQAeVcwFyF73OTZDATr/Fnj0rH1q5P8yZcaSv+1nig6vU2os/IclJ4niIxvQdxyGdfj9pJbEo5bU9AgcCICk1iBbzVX2DMSaUrBqPdFLToS5XTiJkVBRkw4G9u3bx/Dhw3Fzc2Pr1q306tWr3s4tSRJ9+/alb9++bN++nRkzZnDXXXfx/vvv89tvv9GmTZt6u9Y5gYGBpKen1/t5BUGom9zN32E3leIQ3A736DG1Oia95Nwbfmitr5NXloVNtuGgdsTdwZvMzEwCApTMhbLdTsbi1zBnxqLW+xBw82uV3mxLTsRgLcxE7eKJ639yBxhT/qFwz2IA/Ee/WOsVBOez5KeRs34WRYdWl0/+03qH4tp+IE7NOqFx88VuMlB6Yiv5u36l6PA6dofYwQk6+PTETeehnOhs3YL/zhmQbVZifZR2RXl0Qaqi/LFQsyYbDCQnJ9O/f3+ioqJYtWrVZc3n36dPH1avXs3+/fu566676NmzJwsWLODGG2+s1+uEhoayY8eOej2nIAh1Yy3OoXDPEgB8hz1Zq/X1JlsZuWVZAAS61n5ZXLZReQnwdQpCkiTKyspwdHREttvIXPa2MhdArSHotg/Q6H0qHV+wayGgVC1UnbeG32w1smPXJ5zp3QnZw5csXTbRlhKcta61apdst5G39Sdy//wa2WoCwLXDYDz73IFTWOdKQYlLy564RPZm/9o3yHGSUaPiusB/gxNJUiED/GesPiVtH4UeelQ2Ox1DBteqbZdCDBM0ItOnT0ev17N27Vrc3ate61vfoqOj2bVrF3fddRejR49m1qxZPProoxc+sJZCQ0NJSkqqt/MJglB3+TsWIFvNODbriHPL62p1TEZpCiDjpvPERVv7cfm8swGEl5OS1U+lUuFkKST1+0cxxO8FSUXgLe/gHF65ep85OxFD7G6QJDx6ji//PLnoNKtPzqE03OPsJzI5GZs4lX+IW1tPvmDxH3PeGdIXvkRZ8mEAnCK64TdyKmpnd0qOx1C4ZwnW4mwktRYH/5boO4/AMbA1Tq2u43RuF8BGy6wyXHX/fj/Ldpvyh/9UNjyUrbwEheSbcHGo36JETUWTDAby8/NZuHAh77333hULBM5xc3Nj6dKlTJ06lccee4zS0lKmTZtWL+eOiIigoKCA/Px8PD1rPwtZEIT6ZbeYKDyb4c+r3721fpPMKE0GlEmA/yXb7ZjST2BMPIg5JxFbaQGy3YZK50RGoAxO4JCWTM7pr/l8TDA985ZjyJORdE4E3vIO+g5Vpw7O2/YzAC5t+qH1DC5fzrc9bS1I4FRqpINjK7xa9GZn2gYKTLmsiv+Zia0fq/a+Sk/tIO3XF7Ebi1A5uuI7choaN1+y13yKIW535f1PbiMvZi6evW8n87obKNDa0JothO3ehbVvLhq9N7IsI1uVCdIViiZZS4mzpYEEbeXapzi+FOfuuzH1EDTJYGDr1q1YLBbGjx9/4Z0vA7VazSeffIKrqyvPPvssLi4u9dJDEBERAUB8fDzR0dGXfD5BEOqm5PgWbIYCNO4BuLa9odbHpZ8NBs7PnGctyaNg568U7v8da2FmlccVenQHJ3fkfWvITcumV6gjIOMS2Qe/m55H5xtW5XGWggyK9v8OgFffu7HLNjYkLeGfnD0AhCacoWumnRaPf4akUhPiGsGPxz4itSSe2IKjtKqiCFDB7t/I/P3/QLbjGNIBn2FPkbfl+3+DAEnCKTwa54geaD2DkK1llJ7eRck/f5K9eyFb/XJADW3SStCZzRgTD6CPGoJsKVNWEgAqh38neR/N2YtNAreCYkJ8r6/17/pSNKYg4JwmGQwcOHAAb2/vSktvriRJknjnnXcoLCzkySefpEWLFgwZMuSSznmufPHx48dFMCAIDajooJIcx63rTUj/6dKujizL5RUHg1zDsFtM5MXMJe+vOcqDEJB0zjiHR+MQ2AqNqw+o1MgWIyaHY4Ad75Bo3IOd+fbXPyh0i+Cj/5tV4zVzNsxCtllwiuiGLqwTK+PmEVvwDxIS7Q+epHlcMoEPflt+Dx6OPkT79WN3xkZ2pW+gpUf7Cg/G3E3fkbNBuaa+6ygcAyI58+MTyFYzkkaHR8+JePa5Ha1nxZoLHj0mUPj3KrYc/QGj2o6bWk97tRsl7Kcs7QT6qCHYDIXKzioNkk4JBuyynYNZyhBB87gUnMZG1ep3LVTWZIOB6OjoBo/uJEnif//7H/Hx8UyYMIH9+/fTsmXdl8R4eHjQpk0btm/fzp133lmPLRUEobZsZSUYTikPKLdOw2t9XL4pG6O1FI2kwb2wlKRFt2HOigfAIbgdXn3vxrXdgAoT/EAJIkwHXgAZmt34Im46D/6e9zdlZwprvJ4x6RBFB1YC4DlsMr/HziGx6CRqSUOfLA1ucck4t7wOlxYVi/1EB9zAvsy/yDKcIdOQUj6kkbPxG3L//AoAr/73Y85NJXv1R4BS6th/7MuVshqez962J/EWpQZBp1QDjl5tKAGsBUo2RmtxDgAaV6/y7+7EwhMUmvPQmi2EZJWg8w2v8tzChTXJ9RcHDx6kc+fODd0MQEla9Ouvv+Ln58ett96KyWS6pPNdf/31bN26tZ5aJwjCxTKc3olss6D1CcPBv/bB/ZmzvQI+sgtnvr5Pyfbn6k3gpPcImzwft07DKwUCAFa7GfvZ7nNHtVLCvFmzZiQmJlZ7LbuljIylbwLg3G0Ua4y7SCw6iUalZUzorbjvUDIReg96pNKxThpnWnkqb+D/5OwFIG/rvH8DgYEPY4jbS8mR9aDW4DfqBULum1VjICDLMhuTl2JXgW9mLh4HdqBy0gNgM5Uo91mg5FHQeASUH3cgaxsAoYlp6EM71qkiYl009Ivk5dDkgoH09HRSUlKuqm50Nzc3Fi5cyJEjR3j77bcv6Vz9+/fn6NGjZGRk1FPrBEG4GKVnewVcW/e9qOPODRG4nDyEbDXj0qYf4VOW4NZpeI0PH4v932x8GpVSqKxdu3acPn262peLrD8+xJwVj93dl+1tfUkpjkOrcmB8q4fwiDuFbDXhENQGp7DOVR7fwUepdHgy7yAFh9aU9wB4DXiQkmObKUs5gsrJndAHvsWz920XfHiezD9IUtEpsEOr/SeQy4r5+hPlnMZSJRgw5ygrpXReSv6FXGMWSUWnkGSZ5nEpOLe4vFkHz9cYJxA2uWDg3Ftzv379GrglFXXt2pXp06fz3nvvsXfv3jqfZ+jQoUiSxLp16+qxdYIg1FZp7C4AnFvVbjkhKG/GyRkHAPDMLcCr/wME3/VJrYoBVfU8ioqKwmazcfz48UrbCnYvpnDPYsw6LXuH9eeMIRkHtSMTIh8mRB9ByVGlMJBb5xurfdiF6lvirNFTZjNyJOZTQBn3Lz25DXPGadR6H5o9OqfKpYz/ZbCUsjFRyX647rsd2AqV5YO+Lsrjae2GjURGRrJ56U8ApBTLyLLM31nKd7l/Rh7OhjKcW3Sv4uxCbTW5YOD48eP4+PiUZ+e6mrz00kt069aN0aNHk5aWduEDquDr60t0dDRr166t59YJgnAhlvwzWAvSQaXBufmFH4TnnNnyNUUaK8gyraPvqnWSIgCN6t9ldha7svQuKioKlUrF/v37K+xbcmwLmSv+D6OjA3tGDiHblo+jxplbIh9VJi2ajRgSlaDEtU31L0wqSUUrfWsA0gK9cI7sjSknCVPaCUySI4sKW/PH1r/Jz8+/YPt/3fcNZXYDWQl5TB71PKERkQCMHKj0rET3GcDw4cPxVys9BFNnfE6f/r05kqWseGh+KhG13geHgMha/b6EqjW5YODAgQN06tSpoZtRJZ1Ox++//45KpeKee+6pc3nMkSNHsmbNGlG0SBCuMEO88vB1DG5XYflbTQr3r+D0UeXN2FN2IqDPxVUE1EgadGpHAErMBQDo9Xo6dOjA9u3by/crORFD2oLnKHJ1ZOewvhSozbhq3bi19eP4uyjj+WVnjoPNisbNF61P9autZLsd733KuTNC/JHcfDHG76XUbOfOn47x5fzfmTBhAv7+/owZM4b58+dXCgyKi4t57fPnyNemYbfJ3B79GGNGjy1PNWw1KPu37tKbj2e8jp+TDJLEm18uILCLO3bJhodZjXdOPq5t+l6x+QKNVZP67VksFv78808GDhzY0E2plr+/P9988w1//vlnnd/ux48fT2FhIZs2barn1gmCUBNDwj4AnCNqNyfJmHSQjGVvkeurJAlrHtDtoq8pSRKeDkqK4Rzjv3kIhgwZwurVq7Hb7RT+vYoz86aS7ufBjkG9MGjA09GX29o8gY/Tv72kpozTADgEta1xPDx/+884HdyKo9GEVaMmNm0HdllmcXYQK7cfITU1laSkJGbOnElmZiZ33nknvr6+DBw4kKeffpr777+fjj3a4xClLJnsFTyYThFKN7/dUACArTAbAK1PM4yJSpCl82vBgOEj6TlOyW8QfjoRCXBtN+Cif2+XojHNFTinSQUDx44dw2AwXHXzBf7rxhtvpG/fvkydOhWjsXJlrwuJioqiRYsW/Prrr5ehdYIgVEWWZQxxynwf54gLj19bi3M4M/85sFkpCFHezEP0EXW6drCrsqQuofDfOQLjxo0jOyuTQ3Ne5MziVznWPpx9vTthVUGovgW3tXkSN4eKNVksuSkA6HyqTlIEUJZ+ipx1nyMBIRYPAFLDgsjw68O7P60lLEw5tlmzZjz99NPs2rWLlJQUvvjiC5ycnNiwYQPHTx7jof/dgqOrA4EuYfQOHgqAbLNgKVRSK5vzlLaczDaRsE1JjGTyasnizT+jdgG70UbAqdOoHFxqne65vjWmoKBJBQMxMTHodDq6dq39WF5DkCSJr776ioSEBKZMmXLRwwWSJPHQQw/xyy+/kJWVdZlaKQjC+Sy5Kcp8AbUGp+ZdatxXtttIXzgdW3E29uBWFDpIgESovkWdrt3Soz2gzO7POVu0KLpVMAvubUtxyQFiBvckPlJ5SHf168v4Vg/jpKk8jGEtUr4vtB5Vz6mSrRYyfnsF2WZBE3Ed5nV/ApAV6EP049WvhAoJCeHRRx9l1apVHD16lDfnT8PBR8JR7cyNEXdgMVvZsGEDM195BuxWjBY72CzkG6z0HDyGwmNbAHjw9Vn8FbcGgPZljqjtdlzbD6yQnliomyYVDGzZsoXrrrsOZ+fajeU1pPbt2/Pll1/y7bff8vHHH1/08Q899BAqlYrvvvvuMrROEIT/Kj2prHl3CuuMSudU4755MT9iiNuNpHXEcuMDAPg5B+Gkcam0r91SRsnxv8hZP4uMZe+Q9ceH5O9cSNmZY8g2ZVlhiD6C5m6tscpWFp74knV/vcHajS9QcGc/9vbpTKneBWeNnjEt72NAszGoq8mKaCtVxunVLlXXNsmLmYsp/RRqZw+2H0ulo8qIV04hsiRxKKdyzYGq7M/8iyM5uwGJVrbuTH38OXx9fRk6dCintq9S2qFTqiI6Nu/CoY2L8XPVImsceeXHn4joEoIKFaF/K0Mybp1G1Oq6Qs2aVAbCQ4cOMXr06IZuRq3df//9nDx5kueff57w8HBuvvnmWh/r5eXFnXfeyddff82LL76IWl27lKiCINRNyfG/gJpn4YMySS9nw5cA+I9+kZ0UANBM36rCfnazkbyYueTv+AW7sajKc6kcXHEMaYfWM5iuko1cXyvFTkb+cQFaKevxzUYz3qYw7un/OA6amoMU29nrqJwqV/4zZyeSu+lbQMkn0Pn3mYBEV5/r+JPjHMreQbR/vxrLGx/N2ctfqX8AcHBJLM++9yGhoaFMmzaNcePG4XPsF4oPrcFd74qtyEDzPmMwZ8aRD7i17489xAh5EKHyR5efjVrvi3PLK5dfoDFrMsFAaWkp8fHxREVdW7mr3333XZKTk5k4cSLfffcd9913X62Pffzxx5k9ezZLlixh4sSJl7GVgtC0WUvzyycP1jSZzW4xkf7bK2C34tp+EPquo0k88g4Azd3/XRpnTDlC+q8vYclLBUDjHoBLq15o3P2wm42YM+MwJh/CXlaCIW5P+XF9JYmUsEBKm7XAOagtwcHdef7+V0mM/ZP7Dz99wfuwm5U5Sipdxd5TWZbJWPY2ss2CS2QfDLG7cdBIHMmBMZ3v5vCpL8gynGHbmTUMbX5Lledec3AJRy07kCSJmAX7KT2s5o8//mD48OGo1Wpkm5W433cCYDs7XOESeT05G5TMhuqOAzmZrwxLhJ9KBMC966ha1364HBrTnIEmEwwcO3YMWZZp3759QzfloqjVan7++Wfc3d25//772bt3Lx988AGurtVH3+d06dKFAQMG8Mknn3DLLbc0qn+4gnA1KT6yAew2HILaovMOrXa/3I1fY86MQ+3qhf/Y6WQb0yi1FKFV6Qh2VSYPFh1cQ/riV5Ulfu4B+N04Fdf2gyo99GS7DVPGaUxpJ7AWZYMkofUIpGV4V7QegeX7vfXaO3Tv3p2ffvqJ+++/v8b7KC8R/J+0x0V/r8KYsB9J64g+aggZS95AltQ8v/QoGZ2+Yew9Y1h48kuO5Owm2LU57X3+nUAZnxTHx8veJPx6PyRJwpyo4d0Hvqj0XWxI2IfNUICkdUK2GHFq3hVT+ilsJbmoXTw5rbdgN9gJcgzG4bCSgMi925ga70eovSYTDOzbtw+NRnPN9QyAEhB89dVXdOzYkWeffZbly5fz/vvvc8cdd6C6wNraadOmcdNNN/HHH38watSoK9RiQWhaivavAMCt88hq9zGm/ENezI8A+I99BY2rF3FpSm9CmFskGpWGgr1LyVz6FgCu7QcSMOFN1I76Ks8nqdQ4BrXBMahNjW3r1q0bkyZN4sUXX2Ts2LF4eXlVu698LrWx+t9Hg62smOw1yrwlr/4PkLdVeRB7XX8HIwrjeOGFFxgxYgQ9AgayJ2MTaxMXkVaSRDO3lqTkJLIjcQPh1/sB0MN/ENdHV51e+VylR0mtQbYov8uCPYsBcO5yI4dylTkJrbJMIMs4t+pV46qHy6muOWCuZk1mAuGxY8eIjIzEyanmMbOrlSRJPP744xw/fpzevXtz9913Ex0dzfz587HZbNUeN3LkSAYMGMD06dNr3E8QhLopSztBWeo/oNLg1uXGKvexW81kLHkdZDv6TsPRt1dyncQVHAUgwqMdRYfWkrlMmZHvcd1Egm7/sNpA4GLIsswHU+/l0WgXtr9zM1l/fIglv5oMp3blO+L8Xoic9bOwleSh9QlD4+KpFFBy9sB7wIO8//77+Pv7M378eFrrutHZtzcgczhnF3/E/8yhom24eDnhKLkwruUD9A0dUWUgYCsrUXpXAHtZMZLGAaewjuWTMrPataPMakCvdcdtp5Jq3aPHhEv+3Qj/ajLBQGpqKqGh1XffXSvCwsJYvHgxW7duxcfHhzvvvJPx48dTVFT1BCNJkpgxYwZHjhxhwYIFV7i1gtD4FexU8nnoOwxC41r1W3fe5tnK8ICLJ36jXlCOK8shy3AGCYmgIpsyl0CW8bhuIn6jX6qXjHqlsbtJmnUHhqUvcEdndyIdCsjf/jOJn07EfHY+QtWUB3ZZ2gkKdi0CwO+m58jdrKxO8ur/AGonN1xdXVmxYgUZGRn079+fdrpeTIh8hCBVC1L+ySRpfybd3YfwSJdXifBoW+3Vig6uRjYbUTkoqyn0nYZTeOAPkO04tbyOw4YTALQxeyCX5KPxCMS17Q2X/PsR/tVkgoG0tDSCgoIauhn15vrrr2fDhg2sXLmSTZs20bVrVw4dOlTlvr169WLUqFG8++67ondAEOqRtTi3vHvbs/dtVe5jyjhN7pYfAPAb/SKas8v2TuYr/72GOIWSv+BlsFlx7TAYv1EvXPL8HmtxLmm/vEDq949gOnMMSeuIW/QY1uT5czrHhN1UQtYfM6s/gSwj223KkIVsR99xGJb8NKyFmWjc/PC47t8JyR06dCAmJoaCggIiIyO5b+wj3NXjSda9v4/Xxv+Pfq2GoVFVPyIt2+0U7PgF+HcCo3v0WAr3LgXAdN0wso1paCQtfruUFRuevW5FUjfcKPe5YYLGNA+ryQQDqamphIRUX0/7WnXTTTdx8OBB3Nzc6N27N0uXLq1yv1dffZUTJ04wZ86cK9xCQWi88nfMR7aacQyNqrLcr2yzkrH4dWX1QLsB6KPOZtqTZY7nKgWB/I4exlaaj0NQGwJvefuSZ8cXHV5H4ifjKT68DiQVHr1uI+KFNQROeJOHPl7KrKNKgp7S439hLcmrcKyk1p5tt4X87QsoO3MMlYMrvsOfJu8v5bvD64b7K00wjIyMZN++fTzzzDNkZ2fzwQcfcODAAXx8fC7Y3pITf2HOTgC1VukJiOhGWeo/2MtK0PqEcdJRKVDUUhOElBaLysEF9x7jL+l3JFTWJIIBi8VCenp6oxgmqEpERATbtm1j1KhR3HLLLcyePbvSPt27d+f2229n+vTpFBQUXPlGCkIjYzMUUrBT6UL3uqHqJb952+YpD1RHPf5jXi5/k0wvTSa3LBO1HXz+OYjKyY3gOz+6YLKiGttTWkDaLy+Q/ssL2AwFOAS2JuyJBfiPfqG8N8LFxYUv5i0lPk9ZNVCccLDCOaSz1zcmHyZn/RcA+N44FUP8XqwF6aj1Prh3H1fl9YOCgnjrrbc4cuQIU6dOrdX8LFmWydv8/bkfAPDsfQf525RJio79buN0wREAmh05BoB7t7H1MpdCqKhJBAO5ubnIsoy/v39DN+WycXZ2ZsGCBTz66KM89NBDTJ8+vdKM1/fffx+DwcDLL7/cQK0UhMYjb+tP2E0lOARE4tq2f6Xt5uxEcv9U1sj73TgNjZtv+bbD2cp6+sDkNLQWK4ET30HrGVzntpQcjyHh0wlKb4BKjffAhwmb/HOVKw1atGhBcFulkNLXH72DxWIp36bRK2/yWSv+D9lqwrlVb9y6jilfBeHZ545KvQKXovTktrOTL9Vgt+IQ1BZrcTbWomw07v4kBrpjl+0Eav3QHd0JKg2efe6ot+vXlVhNcI06V+zHxaVyqs/GRKVS8cUXX/DBBx/w7rvvcv/992Mymcq3h4SEMGPGDL766iv+/PPPBmypIFzbrMU55G+fD4D3kMcqTfaT7TbSl7yObDXj3KoXbtH/rocvMRdxPO9vAMISUvHse/cFsxZW246ibNJ+eYEzPz2FrTgHnW84zR79EZ8hj5d3+VfFN0hZkhd/6ji33347VquypFDfYUj5PlrPIAInvoMxdhfmrHhUDi549Kw6oVBdyHY7ORtmnf1J6THx7v9A+XCER797OJJ7dullolJvwa3TcLSeDT/3SwQD16hzwYCjo2MDt+TykySJ5557jp9++olffvmFPn36EBcXV7598uTJDBkyhDvvvJPMzMwaziQIQnVyNn6DbCnDMTSqyl6B/O0LKEs6hMrBhYCbX6sw0Wx/xl/YZRueOQUEOIXgO/TJi76+zVhEzp9fEf/RmPK5AZ597ybsyV9wCu1Q6/PcfdedLFmyhGeeeQa73Y5n70kE3PIO7j0m0OyxeWhcvcg7G/Qo3fMXTnZWW0WH1mBKO6HkNLBbcQxuh6Uk9+xwhC/5rdtTYinEUeWI554tIEl49X+g3q5/Kex2e0M3od41iWCgtLQUoFZZ+xqLu+66ix07dlBQUEDnzp35/ntlXE6tVjNv3jwAHn744YZsoiBck8zZiRTuXQaA74gplWaUm7OT/h1vH/lMhWyApZYiDmbGANAqLo2gW/8PSVP9G/z5rCV5FB9ZT/qiV4j7v6HkbvwG2WzAMTSKsMnz8Rs5FZW2di88dpPyndihS3c+//xzvvzySyZMmIDBYMC9600EjHsFjd4bc04ShtM7QJLwqGa1RF3YzUZy1n1+9gflweo9+DHytyjfU979H+Bo/tnekzwzaruMa/tBOPiF11sb6kNj6iFoEhkIy8rKgKbRM3C+rl27cuDAAaZOncqDDz7Ijh07+Pzzz/H392fWrFlMmDCBRYsWiboFgnARstd8AnYrLm1vwDk8usI2ZXjgNWW8vWVP3LtXnPUec+pXrJKMR24hUT0fQudbcwY9u9lI4b7lFO5fgSnteIVtDgGReA14AH2HIRedk8BanAuAxtWbyZMn0qxZMyZNmkTPnj355Zdf6NBB6V0o2LkQAJfIPui86m81Vl7MXKyFGUhaR2RLGS6RfTBnJ2AtykLjHoC28xDij78PgP8+ZX6Fd/+aUylfSed6BhpTAbgm0TNwLnJvTFFcbbm5uTF79mzmzJnDL7/8Qt++fTl16hQ333wzt956K/fffz9Hjhxp6GYKwjWhNG4PJce3gEqN7/Aplbbnb59/3vDA6xV6DVLzTnDMcBKA6FJ33KPH1nyt2N0kfDyWrJXvK4GAJKHzb4lnnztp9uhcwp5aiFvHYXVKTmTJVxIOaT0CABg1ahS7d+9GlmW6d+/Ol19+ic1iovBvpaSwR69JF32N6pjzUsvnBciWMpBUeA18iNyzqwp8Bj/KqeJj2GU7XiYVboXFuET2wTG4Xb214VKdy9fSmPIMNImegcaYIOJi3XvvvXTq1Ilbb721vGjJ999/T+/evbn55pvZt28f7u7uDd1MQbhqyTYrWSs/AJRUuP/tsjZnJ5KzXpkQ5ztyaoWJbhabiTUnvwetRGhaPlHDP67x+6jo8DrSF04HuxWtZxCefe9BHzWk2gyHF8NmKMR2Nr+A9rzc/h06dGDv3r08++yzTJ48mcTN83mgZSkad39cWvW65OuC8l2c9fv/IVvNSDonZLMRjx7jKT22BbuxEJ1fBG5dR3HshDKEEHhCyTzoPejRerl+fWmMz5Qm0TPQGP/i6qJLly7s3buXQYMGMW7cOL799luWLl1KVlYWDz30UJPsORGE2irYsxhzZiwqJ3d8Bj9WYZtst5G++LXy5Xju3W/+d5sss/bQLIq0Mg7GMga3fwC1c/WBtyF+X3kgoO80nObPLMWz1631EgiAkmIYQOsZXGlCoJOTE7NmzWLdunV01SspzledMrB23foKSxDrqvjwOkpPbQeVWkk/7OSOe/dx5O9QUqX7jphCvjmPTEMqkgxBKem4tL4ep2ZXV4G5xvhMET0DTYy7uzuLFy/mxRdfZOrUqSQlJfH9999zyy230KxZMz788MOGbqIgXHWspfnkbPgSAJ8hj6N28aiwPX/7fMqSD6NycK20emBf4ipO2dNAlulnCcOrRe/qr1OSR9ovLyiBQMfhBE58t15qFJyvLEUZFnSsYdXBgB4did+iZARcdaKY9SNH4ubmRo8ePfDw8ECv12O32ykuLsZms+Hj40OzZs3o0aMHw4cPr/beslYq8wAkSY2MDd9hT5AX86OyBLNFD1xa9+Wf9I0A+GTl4mCyXHW9AvDvM6UxvUA1iWCgKc8ZqIpKpeKDDz4gIiKCxx9/HKPRyCeffMKUKVNo3rw5TzzxREM3URCuKjnrv8BuLMIhMBKPnhWr5SmrB84OD9w4rXwcHuBU7t/E5GwGSSIqtZSo0c/UeJ2sPz7AVpKLzr8lAeNfr/dAAMCQoKRBdmrWsdp9ig6tUVIDh0ez9t3Z/P3336xatYqDBw9SWFhIamoqKpUKNzc3VCoVR44cYfny5eTl5bFy5UpuvLFi9UZZlsn8/V1spfmoHFywm0pxDOmAzr8FmctngCThO3IqkiSVZxwMTM1UegUuYqnklXIuL0NjWmLYJIIBrVZZulMf3VyNyaOPPoqjoyMPPPAAt956K1OmTOGpp57C29ub226rv2VEgnAtKztzvLxojt+oFyvUDpDtdjKWvH52eKAX7t3Glm+LLTjKqvj5IEmEJWfSv/97NRbXMSQcoPjQWpBUBN7y1iWlJq6O3WrGmHg2GIjoXu1+xYfWAuDWeSSSJNG1a1e6du1a87ntdsaOHcsdd9zB/v37adGiRfm2ooOrKfnnT5BUyrJGlRq/MdPJWq6UbHaPHotjUBuKTPlkGc6ALOOflo3PQzUUU2pAJSUlDd2Eetck5gzodEphDrPZ3MAtufrce++9LFy4kF9//RWLxcJdd93FPffcQ0xMTEM3TRAanCzLSte2LKPvNBzn8IoPxILdizAmHUTSORMw7tXyXsjjuQdYGTsXuwRByRkMaXkXOq/q0w3Lskz22k8AcO9+82WbOW9M/BvZUoZa74NDQKsq9zFlxWNKPwkqDa7tB9b63CqVinnz5uHu7s5TTz1V3hNrzksl6/f/A0A6mwfBq+89mNJPnC2E5ILPUKU3Mr5QqT/glVuAd8s+OIa0r/O9Xk6FhYUN3YR61ySCgXMFM85lIhQqmjBhAl9//TWzZs2iU6dO9OnTh0mTJlFUVNTQTROEBlV8aK3ysNc64juiYhe/pSCD7LWfAeA7/Cm0nkHIsszejM2sTliAHZmg5HRuULXBvePQGq9jOL2TsuTDSFpHfAY9ctnup/S4UgLYJbJPtXOoio9sUPZpdV15gaPacnd359NPP2X16tUsXLgQu9VM+i8vYDeVoHb2RDYb0PmG49F7EjnrlN+d96BH0Oi9AYjL3A+AX0YuPkMm1+ker4Tz07w3Fk0iGDhXk+BcJkKhsocffpgpU6bwwgsv8Nhjj1FYWMi7777b0M0ShAZjNxvL39a9+z+A1v3fQmeyLJO54v+UDIBhnfDoORGr3cq6xEXEpCpr8yNOJdEz2UTAjc9e8Frl+fh7jK9Q0Kg+ybJM8bHNALi261/tfiXHtij7tB9Up+uMHTuWSZMmce+997L3yycpSz2KpHPCZsgHlZqAW94id+O32Erz0flF4Hk2s6FdtpFqSAKguXvbansurgbn8gw0Jk1izsC5YKAxjvPUpw8++IB9+/Yxbdo0HnzwQT755BMeeeQRwsOvrhSggnAl5G2dh7UwE41HIJ5976qwreTYZuUtW60hYNyrGGylrIj9kbTSRCQZ2h4+SYvELIInz79giuCy9JMY4vcqFfmuv6vGfS9FWco/WAvSkXRO1eYNsOSfOZvgSIVr2xvqfK25c+fSTpeNR/pu5YOzQwbe/R8Au53CPYsBlLLOZwsqJZ5ci1UtoTVbaNlvSp2vfSWcm0DYmDSJngG9Xql9XVxc3MAtubpptVoWLFhAUVERBw8exGQysXjx4oZuliBccdaibPJilLd13xFTKjzQ7WZjefIhr773kOuiYd6x/5FWmohO0tFj5xEiYlPwHfkMDgEtL3itgl2/AaDvMKjCSoT6VnRoNQCubftXG6CUnNgGgFPzLpeU18CecZyJocq4enqRubyok1e/+8hY9hYAbtGjcY7oBigTMU8fXQ6Av90FB+/6S318OZwbJmhMK9SaRDDg4OCAg4ODGAOvhdDQUBYtWlQ+gbAx5d4WhNrK+fMrZLMRx9CO6KMqjvfnbvoOa2EGWs8g0jt1YeHJryi1FOHt6Ef/v1PwTc/EJbIPHtfdesHr2M3G8pn7Hj0mXGDvupNtlvNWCIyodj9D7C6AS8o4aM5O4sxPU8BmQesVQqCbjqIyG69vyiV13VeYM+NQu3jiN2Jq+TFFh9aQo1EesM1Dr6/zta+UxjhnoEkME4CSo78xzgC9HIYNG0Z8fDwpKSn061e3OuuCcK0yZcRSuG85oFQdPH+inTknmfxt87BLEieHjuBYqrJfK48oeqSUURh3BJWTm5IjoBZJzkpPbsNuKkHjEYjTf4oe1aeSE1uxleajdvXGpVXVSY9kmxVD3B4AnFteV6frWAoySPnhUWyGArRewVjylBoIxZ3v4vgfH1G8/QwalYTf6BfLEzcpFQw/I7+PMkcg2KtNna59Jbm4uFBQUNDQzahXTaJnAJRZrqJnoPbCw8NFICA0SdlrPwXZjmuHwTg371Jx2+qPMalk9g/pzzFrEiDRO2gYw9z6UbRxNgB+Nz2Pxs2vVtc6N6GvrgWHaqtwzxIA3LuOqjbXgSnjFHZTKSpHPY7BbS/6GpbCTFJmP4S1IB2NRwCWwiwAvAY8SP/bn+bnh69Do5JYf7KAxz/4qfz7OC9mLiVl+ZicHJGQ8HOufgnm1cLT8+JWWVwLmlQwIHoGBEGoiSF+H6UntypVCYc+WXFb3F4yk3ezY0B3MvVqtCodY1rey3WBg8n8fQayzYJLZB/cutxYzdkrM57NBuhcT4WAqmLOS6X09A4A3HuMr3a/stSjADiGRlVIrFTba6R8+wCW3BQ07v7YzUawWXBp0w+fwY+Rs+4z7HlJqF088Rn1EitX/kG3bt04vP1P8v6aS5GHMq/L09EXndqhjnd65Xh4eDR0E+pdkxkmEMGAIAg1kWWZnPVfAEriH53vvxX9ZLudU399zo4bumFyckCv82Bsy/vxcw6i6OBqjPH7kLSO+I99+aJqoFiLcwBQaR0xJh/GlBmHtSgLkHDwa45L5PWoHJwv6b4Kdi4EWca5VW903qHV7mfKjAfAIfDilvQZU45w5qcp2Epy0XgGgQx2QyEOgZEETfo/Sk9tJ3/7fAACJrzJbW360b3vIG655RZ2fPoIA1roMYYrEwl9nYNqutRVw8tLmVzZmCYQimBAEAQBMJzaoSQY0jjgM/ChCttOHV7EX229sGo1eDv4MqH1o7jq3JVcBGs+Ac7mIvC8uC5utZMeW2k+yV/fU+V2laMe3xFTcO9+c50KrdkMhRScXcbn2ef2Gvc9N75fU8DwX4X7V5C5fAay1YTOvwWy3Y4lOwGNRyDB93yOzVBI+qJXAfDofRuubZShx5YtW7JxzvtkL3wei01me4EJt2AnfJ0CL/oeG4JG0/genU1qmKCxTfgQBKF+yLJMzp9KVUKP6yZWGPNPKjjBGtMerFoN/lYnbmv7FK46pQRx3tZ5WIuy0HoG4dn37ou+bsDNr6P1UpbRqfU+OLfsiXv3m3HvNhatdyj2smIyl71N+q8vYreUXfT587bNQzYbcQiMxCWyT4372suUpddqZ48LntdmLCJ94XQyzpVtbnkdoMKSnYBa70PoA1+jdnYnbf6z2I2FOAa3q5DB0W4qJX/tRwAUhvSlRK3UjUmPy77oexTqR+MLb6ohggFBEKpjOLVDyZSndcSr373lnycVnWZZ7A/Y1Cr8sguZ2P8VdBolvbm1NJ+8mLkA+Ax7CpX24se6Xdv1x7Vdf2SbtdLEPtluJ3/bPLLXfU7x4XVYi7IJuvOjWqcIthbn8P/t3Xd4VNXWwOHfmZZJMum9EkIggST03rugiB0VC/beP7tiueq99t4rCKJgQxAFBKTXAKETSEhI73Um0+d8f0wyENIAQUKy3+fhUWfOnNkzxJx19l57rYr1cwEIGHdXqzMLCq0OcM4mNEd2OKhOXULJn+9g15eDpMBv2HXoD67FWnoUpS6AqNs+Rx0QTeGCZ529B9x9CL/uTRQqjes8JUvfw1ZVhNo/ksF3vs72vS9jlS3cfdP9rLl4Cy+//LKrWJzw7+gwMwMxMTFkZma2q5aTgiD8c7IsU7ryM8C517++Tn5uTSYL07/GjoPgghIu8BiMxt3X9brytbOQLbW4hXdvVIvgVDWV4S8pFPiPnEHUrZ+icPPEmLWD7I9vxFyUflKfqWjRq85iP5FJ6HqMafU1bqHdAKjesRjZ3rDCnsNsoCplIVnvXUnhjzOx68vRBHUm5PLnqdm9FGvpUVQ+oUTf8RVuwbGUr/ma6tQloFASft0bqP2O5QLUZmyjcvMCAEIufw6zwo5VtgAS/3fP43z22WckJSXxyy+/tNnf1+0pV6BehwkGunXrhslkIjc391wPRRCENqT2yDZMObuRVG74j7oJgJLaAhamf4XNYSWosJSBu7MJHHysrbfdUOlMzAMCJ9x9VrcFesT2J/qeOaj9IrCW53D0w+mUrfkGh635LqwV6751tgxWqAi57NmTyjfwHXI1klKN8WgqWe9dRdGiVyn67X/kfHE76S+PofDnF7AUH0Gh1RE46UH8R91C8aL/YasuQRPShei7ZqEJiqE69Q9Kl30AQPDFT+DZZaDrPRxmAwU/PQc4dzZ4dhlIhbkMAC+ND48+8hh79uwhPj6eK664gj59+vDxxx9TUVHxT77CM649BgMdZpmgWzdn1Hvo0CGio6PP8WgEQWgryv/+CgCfAZeh8gqk2lzBL4e/xGw3EVBlov+m3QSOv7tBVn/llh+RrSbcwuLxjB9x1sfoFhxL9D1zKPzpOQxp6yld+h6VG+fh0/8yPOOHowmORVJpsJYepWLDPKpSfgUgaNKDaMNProiP2ieEsKv/S+GvL2EpycRSktnw+cBO+A64DK/eUyj/+wtKl74HODsghl37KkqtF4a0DRT86LzY+w27Hr/B0xqco2jxa9gqC1D7RRB8obMCYaXJuaPC1805I9OlSxeWLl3K2rVrefPNN3nggQd47LHHGDduHKNGjaJbt26o1WrMZjN5eXkcOnSIHTt2UFhYSHV1NRqNhpiYGDp37oy3tzcOh4OuXbsSHx9Pz549iYg4c3UM2lNQ0GGCgZiYGDw8PEhNTWX8+PHnejiCILQBpvyD1GZsAYUS/xE3YrGb+DX9K/TWKvwUXvRbsxqVStugtLBss1Kx2Tkr4D/ixtPK8j8dKp0/ETM+oHrHYkqXf4CtuoSyVZ9TturzJo8PGH8P/iNOrfGRV/IEPLoMRH9gDZaSLJAk1P4RuEf3QhMci7kgjdyv78RSlAGA/+hbCZxwD5JCSW3GNvLmPgIOG169JhF04SMNzl29exnV2xeBpCD0qpdQuDlzAirrZgZ83QIbHD9y5EhGjhxJQUEBs2fPZsWKFcycObNBK3qVSkXnzp3p3bs3gwcPxsvLC5PJxF9//cWcOXOavFj36dOHu+66i2uuuQZvb+9T+n7qtacgoF6HCQZUKhUDBgxg8+bN53oogiC0EeVrZwPOi6DKN5SF6d9QaizEU+3NsF0FYLXhO+walO7HLho1+1ZirylF6RWEV89/litwqiRJwqffVLx6TUK/dyU1e5ZjPJqK3eCcRpc07nh07of/yBl4xA44rfdQevjg029qg8ccVhOlyz90fl8OG0qdP6FX/gddvLOPQO2RbeTOvh/ZZsaz+yjCrnqpwdKJpTyXol9fAsB/9C14dO7req7aUg6Aj1vTjZHCwsJ48sknefLJJ7FarZSXl2O1WlGpVAQFBTXqnzJ//nz++9//ctttt3H//feTk5PD6tWr+euvv9i9ezc7d+7kzjvv5J577mHcuHG8+OKLDBgw4JT6sIgWxue5AQMGsGDBgnM9DEEQ2gBrZSE1e5YD4D/yJjbmL+dI1QFUkooL/cZjPHAPSAp8h17b4HVV234BwHfAZa72u/82hUqDd+/JrqZDDosR2W5F4aY7o/kLsixjOLiW4t/fwFqei1HrRnW/0Vi7DyBHXUZQ6TbCy42Uzn0c2WrCo+tQwq99vcH34rCayZ/3OA6THm2nXgSOu6vBe1SZncGAt6b1LolqtZqQkJAWj1m7di1RUVF88cUXAPTs2ZOLLnJWhdTr9Wzbto0///yTH3/8keXLl7N8+XJ0Oh3XXHMN999/Pz179mx1HLW1ta0ec77pMAmEAH379iU7O7vNJaMIgvDvq9j0PTjsuMf2J9fDzuaCFQBMiLkKt51rAOfWP43/sTVma1URtUe2AeDT/5J/f9DNUGjcUbp7n9FAwFyUTu4395D37YOUWyvYPnwAKy8awbZQSK3Yxo7idSzLms+84p8o8vfEs9swIm54p8EWS1mWKV78Kub6LYbXvNZo50S1xfn72NvtzNT7j4yMpKysDIulcYKlTqdjzJgxvP7662RmZrJjxw569eqFXq/nu+++o1evXowcOZIFCxa0uJNBr9efkbG2JR0qGEhOTgZgz54953gkgiCcSw6LkaptCwFQD7mcpZnfA9AneDgJuu5U71wCgO+gqxq8rmb3cpBl3GP6nHK1wVMZmzFnD/qD66jN3I5NX35W3qc5dkMlRb/9l6z3plFzZAsHk7uxdsIQCkKchZbCPDvRL2QUSXIYHvpazFoNKcP64LjsAewoGlxEK7f8SNW2X0GSCL/2VdS+oQ3fy2FHb3HWNfA5iZmBk3HxxRdTW1vLH3/80eqxffr0YefOncyaNQulUklERARGo5Grr76aPn368PvvvzeZH9Aem951qGWC+Ph41Go1e/bsER35BKEDq971Jw5jFUr/cFYpDmO2mwjz7MSoyCnU7Pgdh1mPOiAKjy6DGrxOX9dl0Cv5gjM6HlmWqT28iYpNPzibCp2wz98tvDs+Ay7Dp/+lDYr3nOkxVO9YRMkf72CvraTKR0fqiEHUuDkTJLv4JOJRHMLuv/dhy/+MQdpcohQKliTEQ/cIvt7yLv+77CssRive3t6Mjg/kv2N0qBQSW6yxbNuSwWApiLi4ONd71lgrkZFRSSo81V5n5HMkJSWRnJzMr7/+yqWXXtrq8ZIkMWPGDAYNGsTll1/OwYMHefPNN1m8eDEXX3wxQ4YM4cUXX2T8+PFIkoTNZqOwsPCMjLUt6VDBgFqtplu3buzfv/9cD0UQhHNElmVX0Zus4aMorM3BTenOlNjrUCpUVG3/DQCf/pc1mHa3G6sxHk0FQNe95ZsJg7WajMr95NYcocxUhNFmQEJCp/Eh3DOGHgF9XU15TAWHKF70P4xZO12vV3oFovIKxGHSY63Iw5x/gOLfDlCxbg6hV77YIAHvTLDpyyn86XkMaeuQgYKevdnVNQQ7dtwVnlj3e/DM/97k0MH9vDKlM4N6OBMq05TxSMV9kGPK8Arw5J0FL6Mu8MNWnsOwyj9RYWVnlScvLN1J5pvOXIvevXtzwQUXMHXqVMJ6OLcTerv5n9FdGSNHjmTlypWn9JqEhAS2bt3K9OnTefzxx3n11Vd58sknmTlzJhMnTqR///7ceeedLFu2DKvVesbG2lZ0qGAAoHv37uzbt+9cD0MQhHPElLMHc/5BKoIC2K127nGf0OkKvN38sZRmOy/KkqJRK+LajK0gO9AExzaoqHe8nJoMUgpXk1l1EJkmppctFeTrs0gpWk28X0/6ZBvQr/wK7DYktRbfAZfjM+hK3IJjXa+x6cup2bWU8rXfYC3PIefL2wm76mVX8uA//j7yDpA35yFsVUXYlRq2DxtFcZAM2MlOLebLR3/EYrBx9eWXMO/mJLRlaSApCLn0aeIHXgnAgbKd/JH5HUQamDHmNnI/uQkrVrRRPZn2ny+4Ru1GZWUlK1asYNGiRXzzzTe89tprTLxpOBPvHYSl2o7FYkGjOTOzHhEREeTl5Z3y63Q6Hb/++ivPPPMMjz/+OM888wxbtmxhxYoVvPzyy9x+++2EhYXx8MMP884775yRsbYVHS4YGDx4MM8++yxmsxk3t7bfN1sQhDOratsv2JUKdg/ui4xMd/++xPv3BpzLBwAecYNQ+zTMWq+/c29qy16RIZc1uYvJqclwPRbqGUWMdwIhnpHo1F7IskyFuZT0yr0crthDWsVujipNDPJwIyx6JMEXP9HoPcFZX8Bv2HS8+02laOHL1OxaSsFPM+v2/7ee+d6S4tQVFP/wOGrJQZrBwdq+cYQFyTjsDrYuOIhfTSRfffoNowf1xvT7C5jzDyJp3Am/9jVXB0KAeP+erMldhMFaw85FT+Fblu3sXHjD266EQl9fX6688kquvPJK7HY7mzdvZsUR52zBHz8v57FJ/2P8+PH069ePxMREunbtSpcuXdBqtaf8udatW0e/fv1O6ztRKpW8+uqrBAYG8thjj2EymXj99deZOHEiFRUV+Pr6snDhQhEMnO/Gjh2LyWRiw4YNjB079lwPRxCEf5HdpKd69zLSenShRiOjU3szNvpSwLl8ULNrKQDevS9s9FpTrnNGUXvcBdhiN7MudwmpJZsAGYWkJDlwIH1DRuCvDW50jjBdJ2ItOiKWLWRb91AMXp5smTiSaxIfQu3e8pY5pVZH2LT/Ittt6PeuoGjhy3S674fT3kFQc2AdJd8/iloBh70iyJzakzC1FbWk4cKu1/HYW4nOz1iWQ+7X92Atz0Gp8yfixvdxj0pqcC6FpKSLTw92l24hV6rAX6sjcsb7qLwCm3prlEolw4YNozTkMOmVe7n9+rsY4HeYFStW8Oabb7qaymk0Gvr168ewYcMYOnQoQ4cObXVr4SeffMKff/7JRx99dFrfS71HH30UNzc3HnroIXJycpg9ezZ+fmdmx0Nb1OGCgd69exMeHs7ixYtFMCAIHUzN7qWUe6o50tVZknxCp6vQqpxlhi1F6VhKMpFUmkaNfWRZxlx4GABteDwABfqjLMmcR1VdBb3u/n0ZHjG5xS1y+oNryf/+CXQWI6MsMtvGDKHEWsLC9K+5rvuDrrE0R1IoCL1sJkcOb8ZccIjaw5vwjG+5NXFTajO3kzf3EVQKOBLXmyN9wrE5LPi5BXFp15tdgYy5KJ2cr+7GXlOC2i+CyFs/RRMQ1eQ5fQ8fAD8oCw4gfMCjuIV2bXUc9dUHe3TuyZRnr+bZZ591NlkqKiI9PZ1du3axfv16FixYwJtvvglA586d6d69O126dCEqKorg4GBqa2vJyclh8+bN/P333zz44IPcfffdp/y9nOj+++8nMjKSa6+9lgEDBvDBBx8wevTof3zetqjDBQOSJHHNNdfwySefcOutt5KUlNT6iwRBaBcqdixid78eIEn0COhHrG9313M1e50JZx5dh6Csa+dbz15TgsNsAEmB2j+ancUbWJ3zGw7ZgZfGlwtirqaTd8sXv8otP1H0239BduDRZSDh171JJ5XEdwfep9JcxrKsBUztMqPVRDqlhw/efS6icvN8qncvPeVgwFSQRt7sB8FhZUVQOKZeQeCwEOXVhYu7zMC9LiAxFaSR++Wd2Gsr0YR2JeqWT5q90y9fPwe3Db/DlJHUeHuijunV6jhk2UGl2Zmz4ac9dl5JkggNDSU0NJThw4dz7733ApCbm8vGjRvZsmULhw8fZuXKleTl5VFVVYVSqSQkJIR+/frxxRdfcOutt56xhMTLLruMzZs3c8899zB+/Hh+/vnnM3LetqbDBQMAL7/8MsuWLWPq1KmsX7+e8PCmk4EEQWg/LCVZHHCrosYnGHelO6MiG5bc1R9YDYBXE+1+rZXOrWQKn2BW5i9id4mzrHk3v55M7HQVbir3Zt9XlmXK/vqYsr+dFfG8+11C6GXPIinVeABTu8zg+4MfkF65l10lG+kd3PrFXZc4lsrN86lN34Isyyd94bNWFpD7zX1YrbWs75WIKS4MkOkVNJQxUZegVDhL8poLD7sCAW1kIpE3f4zSw6fJc9bs+YuSP97GTZbRykpMkp1yUzGhnk3PINTTW6uxOawoJMVJVR+MjIxk2rRpTJvWsPmRxWJBpVKhOIudI3v37s3atWuZPn0606ZNc81StCcdquhQPXd3d/744w+sVitDhw4lLS3tXA9JEISzrGDXbxzq7szSHxk1FQ+1p+s5a1UR5vyDIEl4JjTeNmg3VGBXKNjaN64uEJAYEXERU2JvaDkQsFsp/Pl5VyAQMO4uQq94oUG53hDPSEZGTgFgTc5iSo2t72F3j+4JChW26mJsVSe3591eW0XuN/eit1WzafxQauLCQIYxUZcyvtPlrkDAUnqUnK/ucgYCET2IvOWTZgMB49FUChY8C7KM7+Bp+OkigWNVBVtSZiwGwMctwPXep0Oj0ZzVQKCeSqVi9uzZxMTE8MEHzhbN7alhUYcMBgCio6PZuHEjnp6ejBo1ioMHD57rIQmCcJbIsswm817sKiUhki+JAf0bPF97eBMA2ohEVLrGd6kmi54tw/tQ6KdFJam4JO4mBoaNafGO3GE2kPftQ85OfQolIZc/R+D4u5p8TZ/g4cR4x2OTbSw5MhervXEp3eMpNO64hTgDG1PegVY/v8NcS+6s+8mVqlg3fgiVXloMlUb6aSbSN2S46zhbdYkzENCX4RbWjchbP23QpOl4lvI88uY87GpOFHzxE3hpfAGosVS2OqZyUxEAAdqWEwLbEnd3dx599FEOHz58rodyxnXYYAAgKiqK1atXExQUxNixY8nIyGj9RYIgnHeOpP9FXogPyDIT4qY3uiAb0rcA4NF1cKPXWu1mltlTKQ/yQ2VzcEW3O4jzTWzx/axVRWR/dguGQxuQ1Foirn8H3wGXN/8Ch40x7v1wl9woNRbyV9aPrd51aiN6AGDKa7mImsNiJHvOg+z0NrB1eB8sGhX2KgWzHvidkcnH2rk7zLXkzr4fW2UB6oAoIm9pPhBwmGvJ+/ZB7IYK3MK7E37Nq0gKJe4q52yLydZ6I5/6GZBA99BWjmxbYmJizvUQzooOmTNwvKCgIFasWMGIESOYMmUK27ZtQ6fTtf5CQRDOC7LsYG3pKlBDXLWSEJ/YE56XMWamAOB5Qvlhm8PGbxmzKXRUoLJYGb4rl8jBDV9/IlPeAfK+fRBbdTFKTz8iZnzQaCtePWtlIeVrZ1OdugSHsZpegX5sGdGHAxU7cd9tYEyvO5p9H21kElUpCzFm7mj2GLuphr0LHmFLjIIa384A9AoawitPfEDPbn3IzMxkzZo11FRX0bdyFcHmHJSefkTe/HGTMyT131fhLy9iKUpH6RVIxI3votA4l0q0Suc/zXZTi98RHAsGAlrZUtnWtNccsw49M1AvJCSERYsWkZ2dzQMPPHCuhyMIwhm0v3Q75WobKquNoWHjGz1vrcjDVl2CpFSjjU52PS7LDpZlzedo9SHUkppBG1LR5WRiN9U0+15VOxaT/elN2KqL0QTHEn3P3CYDAdlupWz1V2S+fSmVm77HYaxG4e5NhCaE5H1ZAOywHmLl7s+R5aa753l0HQKAMXsXtuqSRs9XF6bx+7JHWJngRY2vF1rJjYu73EhP9xGs+Xst7u7udO/enVtvvZWSP98h2JyDyerg0T9L+PrHJU12/QOo3Dyfmt3LQKEifPobDQolKRXO+0u7w9bka12fX5Ypcy0TnF8zA0FBQed6CGdFh58ZqJeQkMA777zDnXfeyV133cXAgQPP9ZAEQfiHbA4r63MWA9A1I5+Aa0Y3OsaUvRsAt/AEFOpj1e425C3jYPlOFJKCqXE3Ia85gEWuwpC2Ae9ekxqcw26spnjx6xQfWI7R2x1t9EDCLnwKjVfju0hrVRH53z+O6eguANxj+hAw5nY84gYhKZREW4woVj1PaqCDVMshSg5+zISYqxrdQWv8I9B26oXp6C7K/v6SkEueAsBgqmBz6lfslXOxRTgT/+K0nZkQfyMeai8+++wzAH744QceeughnrpiEBVLXgWgOP5K3Av28/nC99huWEXPwd3x9vXGzy2QeP/eRJk0lCx5C4CgyQ/hEdOnwZgUkjMR0EHz7X8BaiwVWOwmFJICP+35dXE9UyWT2xoRDBzn1ltv5aOPPuKOO+5g27ZtqNXq1l8kCEKbtat4E3pHLdpaE0nq2CY7/plynWvu2shjeQAHynaypdBZd2Bip6uI8YmnNHkiZas+p/Svj/DoMhCVzh+H1UTujh/ZkfMX+SFeGGOP7URYmfY2ge6h9AkeTlLgQBSSAmP2HvLmPIRdX4bCTUfw1Cfw7jOlQQ6DQuPOmHEvoZx7PakJEeQZspi9703ifJPo5t+TCF0sOrU3kiQRMPpWcmc/QO7exaRRRKGfljytBYdKAajwMdoYE3ctXcKOLX/Mnj0bSZJ4+OGHeen+68n58nYAdONvxz0+lmH9rfS3O3cFWDBQajRQaizgcOUegiqN9MOOb/fR+A27rtF3WT+LIdHyVsfi2nzAOSugUpxfl6H2el04v/4WzjKlUsk333zDgAEDeP/99/m///u/cz0kQRBOk8Vudl3Qux04gt+wR5o87lhlwQQASmrzWX7U2dVwQOhoEgOdvQj8RtxA1fbfsJblcOSNi3CEdWFPEGRHh0CMs2KfhOTKqK+2VDqTAY/+xN7SrYyTE6j64Tlkqwm30G6EX/9Ws9X8FGo3kqLH47PiG9KGDSXPW8Hhyj0crtwDgEqhRqv0QMZB7eXjkV3XXhugwLfKQF9dL3oNvQ2F8tiv+cLCQjZv3oyvry/PPXI3+d/cjmy3UTB8PPv8CzEXZgLgo/En3r83ZVnVzP32OwzKCsbfMIASX3d2DenLVSNnNrkrwi7bneOXWl6BLqrNBSDY4/xbfxfBQAfRt29f7rvvPmbOnMkll1zSoPe2IAjnj53F6zHaDHjoa4nKLcWzbo39RJaSIwBogrtgtptYnPEtNoeVGO94hkcc61Gg1HoRefNHFMx/mkxFJXuS/bG6OWcaIhze9I2dSoxfdzRKZ2Mek62WfaUpbCpYToEhm5+MhxmikQjuPIzw6W+gcGu59LBnt2F4rPiEfuu2Mfax+Rws30FWVRqlxkJsDit6R5XzQAmUKAmwawi1aunqm0R078lNzoJ8/PHHyLLMYw/dR/lPT1GpsLBn4gjKvQC7kUD3MIaGX0Ccbw8kSQGRcMmwq1m24Gt062azdUx/CkJ8+WXLEq4ae32j/f02hzPPQK1oeSq9yOAMBkI8I1s8ri0SwUAH8sorr7B48WJuu+02/v777zPaZ1sQhLPPYjeRUrgGgG77j+DZqQ8KN89GxzksRlfynTogimVHf6bCXIqXxpcLY6c3usNVBXUm45JrSC3ZCECgOoDxsdcQ4dW50bm1Kg/6hY4ktKSa3yuWoPf2ZNvYYdzQ79lWAwFw9kCQlGocphp8jXZGRk5hZOQUbA4bNZZKLHYTkiThrvLEU+3d6t04wFdffYVGpWBaSAEH1WYODhmEQ6FAo9QyImIyPYOGNDqPJEkkGlKorawmMruGnBgf1hxZwuO3zuTCCy9k5MiRDBkyhJiYGNcuAo2y+U6DsixTVOtsLxzicf4FA5IkoVarsVqt53ooZ5TYTdAEnU7H559/zpo1a5gzZ865Ho4gCKdoZ/EGTPZavEwOInIK8Ywf3uRxtipnFTxJ48EhUwYHy3cioWBK7PWuPfP1LHYTC9O/dgUCg0LHcX3y400GAvUMhzehn/8Cg9dtx9MqodfAn0d/bHaHwPEkpRpNsHMbo6XoWA0UlUKFnzaQEM9Igj0i8NL4nlQgkJGRQX5+Ph/eMYgNkTb29+yGQ6Ggs08CNyU+Ru/gYU2ex5C+2VmUSali3IiHAejSJ4pLp01l1apVTJ8+nc6dOzNhwgT2HHQmRaql5tvD661V1NpqkFAQ5BHR6rjbovokQlGBsAMYP34811xzDY8++iilpaXnejiCIJwkq93C9qK1AHTZfxgJml0isOmdXfOsgSGszP4VgCHh4wnXxTQ4zmQz8tOhz8mqTkOlUHNJl5sYHjm5xTK6ptx95M19BOw2AuNGcnnyg6gUarKq09hZvOGkPosm2BlomEsyT+r4lsydM4dn7uiD6dp+lIQEoELJ+OjLuSzuVrw0TZcblmWZ0uXOVsC+g64iIKQHge5hIMF9T99JWloaJSUlzJkzB5vNxtEC5zgfue9RPv744ya3JxbojwLOYkNqxfk55V4fDLSnWWMRDLTg7bffxm63c8cdd+BwtB7JC4Jw7u0p3YrRZsBboSM8Kxelpx+akC5NHusw1SADqd0jsNhNhHlGMyhsXINjLHYTvxz+ggJDNlqlB1fH302cX8vdTq0V+eTOfgDZYsQjbhBhV/+XYF0koyIvBmBt7hLKTqIHgSawk/N8pdkn8cmbZ3PY8Ajai99tY7Bo3fDHg+sTH6FX8NAWL2i1GVsx5exBUmsJGH0rAGGezvbPRbU5AAQGBnL99dfz999/k9zXWRWxR1wy9913H7GxsTz11FPs3LnTdc58gzMYCNd1+kef6Vxqj9sLRTDQgrCwML788ksWLlzIQw891K6mhE4kyzIZGRm88847XHjhhfTs2ZNXXnkFm63l4iGC0JbYHXZSilYD0KNWh0KWcY/p2+wFT7aZyYsKpdBXi1JSckHM1a698s7z2fgtfbYrELgq/i5C6y6GzY7BpCd39v2u+v4R17/tSubrFTSEzt4J2GUbf2b+gN1hb/FcmsAYACz/YGag0ljKvM0zUQyKAUki3h7I9X1nnlTlv8pN3wPg02+qq31xfbvhanPDZkQO2YHe5kxqfP2lt9izZw9Tp07ls88+o2/fvgwbNow5c+aQW+1M2Dxx9uV80h6TCEUw0IrLLruMjz/+mA8++IDPP//8XA/nH6uoqCAjI4OUlBQ+++wz7rjjDkaOHElQUBBxcXE89dRTWCwWevXqxfPPP8+FF16I2Ww+18MWhJNyqGIXNZZKPFQ6IjKdd67uMb2bPd7osLC/ZzcABodNaHCBlGWZv47+RHbNYdQKN67odnurW+Fkh4OCBc9gKcpA6RVExIwPGiQuSpLExJir0CrdKarNZWP+shbP5xbq3M1kLjyMfIqzk7Iss694C9/ufpUSjRWVxYr9zwymDHrypKbnbTWl6A+uA8B3yDWux3Vq55KC3lrV4Hi9tRqH7EAhKdCpvUlMTOTjjz+msLCQX375BXd3d2657WbyqpwzAwHqsFP6PG2JUnn6XRbbKhEMnIS77rqLe++9l/vuu4/ffvvtXA/nlG3atIknn3ySnj174u/vT1xcHAMGDOC+++5j69atREVFcf/997N48WKKiopYsWIFc+bMYfny5axZs4aHH374XH8EQWiVLMtsK1wNOLsA2nL2AeAe1bPZ16Q4jmDRavCutTEgdHSD57YXrWVfWQoSCi7ucgOhnk3XBDhe2cpPMRxYg6RyI+KGtxuU6q2n0/gwodOVAGwt/JuMyn3Nnk8T1BlJrcVhNri2QJ4Mg7WGRQc/Z2n2j1iV4FtWxcanf8Uv9MLWX1ynZvdycNjRRiXjFnysH0P91kmro2E+QKXJmVvlo/FvkIio0Wi47LLLWLFiBet3/Y1Ko6SmzMDYIRPYvHnzSY+nLWpPOQNia+FJevfddykqKmLatGn89ddfjBzZuOd5W2IymXjnnXf45ZdfSElJITQ0lDFjxvDkk08SFhaGt7c3Xbt2xdu76a5kAGPHjuW9997j7rvvZtKkSUydOvVf/ASCcGpyajIoMeajUqhJ8uxOXk0pSBJuYd2aPL6oNo8DdudafM9DhShHqhqca23uEgBGR02ls09Cq++vP7CWslXO2cOQy2biHpXc7LHd/HvRuyaD1JKNLDnyHVd0vb3JXQmSUoV7p17Upm9Bf3AdbiEt1z1xyA72lGxlXfZCzNiQHA7iD+ezZlk1C9bk8Nbcya1+jmOfx7k10yt5YoPHlVJ9/4GGSxwVZucWTV+3wGbPKXubQQ9xQT1wd9/GkCFDuPLKK3nxxRfp0aPHSY/tXGtPQUA9MTNwklQqFd999x1Dhw7l8ssvJz09/VwPqVnbt2+nT58+PP/888TGxjJr1ixyc3OZN28e06dPZ8yYMfTr16/FQKDenXfeyQUXXMDDDz8slguENm1HsXNKOzGgP1KJc4lA7R/p6qh3PFmW+Tt7IQDhOYX45WS7coJqrXqWHPkOGQc9AvrRJ3hYq+9tKc+lYMHTAPgOuRafvlNafc3oqEvo5N0Nq8PCz4e/IL1ib5PH1V+Mq7b9itxMjoEsy2RVpTF3zxusyP4JMza8K6oZu6+cCZPf4qf1B9FoNEREnNxWPofNgvFoKgCe8Q0/v6OZKoNlRmfjIf8WchFyapy/N5Mi+7Flyxa+/vprUlJSSE5O5rbbbsNkar3bYVtQHwy0p6BABAOnQKPR8PPPPxMQEMDYsWPJzPzn233OtFWrVjFixAg8PT1JTU1l/vz5zJgx47TXuCRJ4p133uHo0aO8++67Z3awgnCGVJnLyKh09hjoGzICS3EWQLN30umV+8jTZ6KS1HTfm45sqcVuqECWZZZlLcBgrcZfG8z46Cta/YXvsFnIn/c4DpMebXRPgi9suuzxiZQKJZd0uckVEPyWMYslR76jwtRwK7N3r0kotF5Yy7IpX/NNg+esdjP7SlOYs/t1fj78BSWWElRWG4l70rlE6kOvG79A5RtGTk4O0dHRJ33xshSlI9vMKNx90AQ1nLGwOax14284sVzWSktim8Pm2kkQ5RWLUqnk5ptvJi0tjffff5/vvvuOgQMHsndv00FRWySCgQ7M39+fVatW4ebmxvjx48nIyGj9Rf+SlJQULrnkEkaMGMH69evP2LRb9+7duffee3n55ZcpKCg4I+dsSmZmJps3byY3N/esvYfQPu0q2QTIdPLuhr82GEuZ86JTvzXveHaHnXV1SwD9Qkfi7eYPgKU4g31l2zhStR+lpGRK7PWola1vISv54x3MeftRuPsQfu3rSKqTzzRXKzVcFncr/UJGAhIHy3fy9d7XmH/wYzbnryCz6gAVjho8LrwXk1ZD5qav2b7wMdZv/4Qft7/KxzueZWnWD5RYS1DY7HQ+nM1F6XbGTnmX4PF3IynVHDp0CJvNRv/+/U96XJZi542OW2hcowueyW4EQKs8NuMiy7Kr+VCwe9NJloWGbGwOKx4qHf7aYwGDRqPh3nvvZcuWLciyTL9+/Xj66afFTOS/TAQDpyEiIoK//voLlUrFsGHD2kQkazAYuOKKK0hMTOSXX35Bq22+HOjpeOGFF9BqtTz99NNn9LwAVquVW265hdjYWIYMGUJ0dDQvv/yyqO0gnBSbw8be0m0A9A4a6nys0nmXqvJtnLG+ryyFCnMJ7ipPBoSOceUUlOfvYXXOIgCGhl9A0Ek00anZt8q1/S5s2suofUNPefxKhZLRUVO5rvsDdbkJMrn6I2zIX8ovh79i1r43+UFKYcVFI1kzcSirI2W2yBlky6XYJBkPfS3x+44wNVPB5GHPEnfDB2iCYlznX7bMuWNh0qRJTQ+gCdYq55S/2q/xd2C0GQAaVGistlRgsteikBTNzgwcrT4EQKRXlybvqHv27Mm2bdt48skneeuttxg8eDD79jWfXNkWtKft5iIYOE0xMTGsW7eO0NBQxo4dy6FDh87peF599VWKioqYN28enp6Na7D/U35+frz00kvMmjWLv//++4ydV5ZlbrnlFubOncsnn3zC7t27eeaZZ5g5cyZXXXUVtbW1Z+y9hPbpcMUejDYDOrUPsb7dAee2OACVd1CDY20OG5vylwPOcsJuSi3aCGfr4g22A5jtJkI9ouh/ws6Cplgr8ij86XkA/EbOQJcw4h99jlDPKC7vehu3Jz/N2OhLiffrTaB7KG5KdyQUSChwkzT4WJVEVFhIzqtlUr6WazzHMenyL+hy7Vu4RzfeObF8ufPzDh48+KTHYq+tBEDp6dfouRqLc0th/RZDONaFMNA9DFUz2xazqtMAiPGJb/Z9tVotL774Ips2bcJsNtOvXz/ef//9dnXRbavEboJ/IDg4mBUrVjBy5EjGjBnDypUrSUhoPev4TKuoqOCdd97hwQcfJDY2tvUXnKY77riD77//nptvvpldu3bh49N0CdOT5XA4uOeee5g7dy4//PADV199NQDJyckMGDCAa665httvv525c+e2q7U54czaU+rcnpYcONBVMMhuqAQaX8z2lm5Bb61Cp/ahV7CzRLE2uifFIQHk6mQkFEyMuarVWv+y3crRH5+mSu3AJySZoAn3nbHP4+3mT5/g4fQJbrqfwqlKTU1FqVTSpUvTVRib4jA7g/CmmjtVW8oB8HLzdT1WaHDuymiu8ZDJVuvqVBjj3fTujuP17duX7du38+STT/Lggw+yYsUK5s6de1JJz/+m9hSkiJmBfygwMJBVq1bh6+vL6NGjz8m+2S+//BKbzcYjj5xc4tLpUigUfPPNN1RWVjJt2rR/1LXLZrNx55138vnnn/P111+7AoF6U6dOZdasWcybN4/XX3/9nw5daKfKTSXk1GQgIZEUNMj1uMOsB5xth+vZHDa2FKwCYFDYWNcdrDqyB3t7O+9We3v3bnF5QJZlDlfsYe7W5/mtbxBrJg5hUf8QFqR/QX5dzf0zwWQynZELTXV1Nfn5+URERKBSNbz3s9rNFOiPklOT4Zr6rydbnVn9UhNtkCvNzn4Ox28hrP/sYc2UGM6uSUdGxl8bjJfG96TG7u7uznvvvcfixYtZu3YtvXv3ZsWKFSf12n+LCAaEBkJDQ1m9ejWxsbGMGDGCTz/99F/9Ifn222+59NJLCQlpvbzoPxUbG8svv/zCqlWruP3227HbWy6n2pTCwkImTZrEN998wzfffMPNN9/c5HHTpk3jmWee4amnnmLDhpNr7CJ0LPvqcgVifOLxPu4i46i/mGmO5c7sL0upmxXwJinwWOCwq3I7tToP3IxmkqqaT/6rsVTx06HPWZQxm2K1s+COum5yNVd/hPlpH7O/bPs/+jxFRUVccskl6HQ6goKCuO2221i6dOlpb7lbuXIlAAMGDHA9ll2dzsL0b/gw9TnmHfyABWmf8Enqi/yd/Ztrp4BscybvKdQNc4/sDhuVJmcw4K91LsHYHDYKDc6tnOGeMU2O40jlAQBivJtfImjOlClT2L59O506dWLChAm8+OKL5zyfqP73uwgGhEaCgoJYs2YNd955J3fffTczZszAaDSe9fc9cOAAe/fuZfr06Wf9veqNHTuW2bNnM2fOHG655ZZTmiHYsGEDffv2Ze/evSxfvpwZM2a0ePyLL77IwIEDufPOO0WfBKEBh+xgf1kKAEmBAxs+aXf+rEhKtevY+uqE/UNGo6rbFme0GdhS4LzbTNiXji09pcn3Kq7NY96B98iuOYzC7iDuQCaXFfnzQP9XuaPns3T1S8Yh21maOf+0Zwiys7MZOHAgW7du5c033+TOO+9kxYoVTJ48mcjISF5//fUmuwC2ZOHChUiSxNChQyk3lfDzoS/48dCnZFTuwyHb8VR7463xQ8bBjuJ1rM9b6vy+XMsEHg3OV24qQcaBRql15QwUGnKwyzbcVZ6uAOF4suwgs+ogALG+p7fDqUuXLqxatYqXX36ZF154gUsvvZT8/PzTOteZ1J6WL0UwcAap1Wo+/PBD5s2bx08//cTYsWPJzv5n3cZas2TJErRaLRMmTDir73Oi6dOnM3fuXObNm8cFF1zQaptnu93OW2+9xejRo+nSpQupqamMHTu21fdRKpV8/PHH7N+/n//85z9navhCO5BTk47eWo1W6U6sT8OLjEzDO7aMyn1UmkvRKt1JPm45YUvBKsx2EwFKXyKPFmA4tBHZ3jC4LTTksCDtU/TWarwMFkau2ExvvSedL3gMAC+NLxfH3kg3v17IOFia+QN2x6kFrna7nSuucNY02LZtGw899BCvvPIKmZmZ7Nmzh6uvvpqnn36ahIQEvvvuu5O6My4rK+OHH34ACUL6e/LtvrfIqk5DISnpFTSUGYmPcmfPmdze8xkmd74WgNTiDVRbKl0JhAr3hmv0xXWJgkHuYa4LYW6Nc3t1VDO7BIpr86m11aBWuBGpa1xl8WRJksQzzzzD4sWL2bJlCwkJCTz77LNUVlae9jmFY0QwcBZce+21rF69mry8PHr27Mmvv/561t5r8eLFjBkzBnf3xlXWzrZrr72WFStWsHv3bhITE5k9e3aj2RCj0cjvv//O4MGDefTRR3n44YdZtWoVoaEnvwWrb9++/Oc//+Gll15i6dKlZ/pjCOep+in5eP/erjv9elL9f9ddlFOKnKV1ewUNddXWr7FUkVrsXH4aGXMZKk8/HKYajFmprvNUmkr55fCXmO1GAgx2hq7YgI/kQfj0NxrUE5AkiQmdrsRD5UWFuYTdpVtO6bPMmTOHlJQUfvjhByIjjyXhSZJEUlISH330Ebt376ZXr15cf/319O/fnz/++KPFaeoFCxbg7qPhzo+upNDjMHbZRox3PDclPsb4TpcT6B7qunh39+9LhK4zdtnGgbLtx7YWegc3OGdRbR7QMFEwpy4YiPRqOnk5o8pZDKqTd9dGhYpOx5QpUzh48CAzZszg1Vdf5dFHH/3H5zxV7Wl5oJ4IBs6SgQMHsmvXLsaPH8/ll1/OzJkzT2t9vSW5ubmsXbuWadOmndHznopRo0axe/duRo8ezU033URgYCBDhgxh9OjR9O3bFx8fHy6++GJsNhvr16/n9ddfP632n08//TSTJk3ixhtvPKuFj4Tzg9Vu5nDFHgC6B/Rr9LxrecBqodCQQ74+C4WkpPdxpYW3FqzELtuI0HWms28PPBOc/Uaqdv4OgMVuZmH6NxhtBvxMMGDFWjSSmogb3m2yAZFW5c7g8PEAbCv821W292R89NFHTJkypcXtfz169ODXX39lzZo16HQ6LrroIvr06cOXX35JdXV1g2NtNht/blrI/30/g7j+0agVGi6ImcblXW9ztSBu8H1JErE+zm2ZJfoc7HVbM9UnFG0qqKsgWN+0yWq3kKd3NlCK9mp6l0B9meUuvomtfg8ny8/Pjw8++IAPP/yQr7766oxud+6oRDBwFvn5+bFgwQJeeeUV/vvf/zJhwgTy8vLO2Pnnz5+Pm5sbl1566Rk75+kIDw9n/vz5HDhwgOeee474+HgiIyPp27cvb7/9Nvv27WPHjh0MG9Z6jffmKBQKZs+ejUql4rrrrhP5Ax1cRtV+rA4LPm4BhHs2zmCX6hLfZJvZdfcf79cLncY57a23VLGn7u59aPhEJEnCd+AVAFTvXIKlLIcVR3+mzFSE1uqg38q1qGUF4de9iXtUUrPjSg4ciIdKR42l0lUeuTX79+8nJSWl2UTaE40cOZI1a9bw119/ERUVxR133EFwcDBXXHEFb731Fv/97yvcNPNKRtybiIePltpiC9f3eJikwIEtrnH71a33V+ida/Eq3zCUWp3reavD6qoyWL9rIFd/BLtsx0vj22S+QLW5ghJjPhJSo6WcM+GOO+5gwIAB//rsgJgZEE6ZQqHg6aefZuXKlaSlpZGcnMy8efP+8Q+TLMssWLCAcePG4evre2YG+w8lJCTwxBNPMGvWLObOncuXX37JfffdR48ePc5Iok1wcDDfffcda9euPevbKIW2La18F+C8wDf1s1WfBV9rquRgeSpAg1mBlKK12GU74boYoryc/Qvco3vi0WUQOGxsWvR/HCjfgeSQ6bthO+52BeHXv4UuvuW9/yqF2pXM6CyR3LpffvkFLy8vLrroopM6Hpx38uPHj2fx4sVkZ2fz8ssvk5uby8v/e4lDqm30uSIOhVLBgb+Pol+nbfJCfSK1wrmN0Fa3LdM9uleD5wv0R3HIdnRqb3w0zhLOWVXOQkKdvLs1+feQXteeOULXGQ/1mS+GVv/7dceOHW2iEuz5TAQD/5LRo0eze/duJk6cyHXXXceoUaPYs2fPaZ9v/vz5bN26lYceeujMDfI8MGbMGN5//30++OADvvrqq3M9HOEcMNtNruz0BP/eTR5T36nwoCENu2wjyD2cMM9oAEw2I7tLnPVABoWOa3ARC73yBRzB0ezq5sxp6XrwCKGqQKLvmoUu4eTaltcnKB6tPky1ubzV45cvX864ceNwc3M7qfOfKDIykkcffZTla//gvTXPkTw2DoWkZFz05Sx6Yw3eupMrDlafdOkwO2sOeMQNavB8fW5AhFes6zvLrHJuGexct2XQZrPx/vvvk5CQgK+vL9/++RkAf/2wlueff56//vqLmpqa0/qczenVyxm0FBUVndHzdjQiGPgXBQQE8MMPP7B06VJKSkro27cvDz/88Cn/EP/www/MmDGDK6644l/fRdAW3H333dxxxx3cfffdrF279lwPR/iXHancj1224acNItC9ce8BcC4TyMB+i3M9u3fwUNcFbHfJJqwOM4HuoXW9AI5R+4aROeUKrG4a/GxqRva9l5gHFqANP/nKor5uAUR7xQEye0u3UbV9EYW/vEjVjt8bHWs0Gtm8eTPjxo076fM3JavqEHP3v0eJMR8PlY6rut1F7+Ch+Pv7c/DgwZM6h8nmTP5VGmpAkhrNgmTXHAao+2zObYYV5lIUkpJOdSWG33zzTR566CH69+/PMy88RWSiM7eiOsPKhx9+yMSJE/Hx8SEhIYHp06fz5ZdfUlxc/I8++6ZNzhmYmJiYf3Sejk4EA+fABRdcQGpqKi+++CJffvklkZGRXH/99axdu7bF5QNZlnn99de57rrrmDZtGvPmzfsXR912SJLEhx9+yIgRI7jgggv48ccfz/WQhH9RfeJgN9+ezS4/KdRuVAT4UCUbUCs0rhkEh2xnZ10OQb+QUY1eX6A/yoGqPYDE5KS78Ukaj6Q49fbf9UsFu3NWUPDTc1Rt+5XCH5/FUtpwq/H27duxWq2nnU8jyw62FKzkl8NfYLLXEuoRxXU9HiLSy7mF77rrrmPhwoUn1ePDYHX2HHAzW3CP6dugr4PZZqRA7xx7J++ugHO7JkCkLhY3pXNZZuvWrQwaNIi5c+cycfoIJMm582DBnJ8pKSlh//79fPnll0yYMIHMzEzuuOMOwsLCGDVqFJ999lmjRMjW6PV63nrrLUaMGHFK5ZaFxkQwcI64ubnx9NNPk52dzRtvvMHGjRsZNWoUSUlJvPTSS6SlpTWocrVy5UrGjh3LE088wZNPPsmsWbPQaFpvr9peqdVqlixZwuWXX860adN47bXX2mVSj9CQ1W4ms9p5p9vVv3FTHhelipxOzrLCijIP1q3eQElJCemV+9Bbq3BXeTZaYpBlmdW5iwFIDOhHmC76tMcZ55eMm0OBQSVTGHlsG63hUMNKmlu2bMHd3Z2kpOaTEptTa63hl8NfsT7vT2RkkgIHcnXCPQ0qMU6fPh29Xs+ff/7Z6vkqTc4dBB4GIz79pjZ4zllO2IGfNggftwDgWDAQ53dsl0BNTQ0mkwmHw0FaRV1eh79zGl+hUNC9e3duueUWPvjgAzZt2kRhYSGff/45Hh4e3HPPPYSHhzNmzBgefPBB5syZw7p168jJyWlU2EyWZf7++28mT57MoUOHeOONN07x2/tn2uPvGhEMnGN+fn489NBDZGRksHLlSpKTk3n99ddJSEjAw8ODTp06ERgYyPjx46msrGTx4sW88sorKJWnfrfS3mi1WubOncuzzz7Lk08+yY033ojBYGj9hcJ562j1YWwOK94aP4LdG/cQOHz4ME888QQr162lINI5Rf32458yfvx4IiIi+H71lwD0DBzcqLteVvVB8vVZqCQVwyMm/6NxmvavJSrNucaePWgwPoOvAsCub5hDsHLlSoYPH37K223TK/cxe9/bZFWnoVKomdjpKi6ImdboM3Xp0oXY2FheeeWVVguDFZY7kwG9zA68kic2eK5+Z0Rnb+dyid5STZ4+y/kePseCgeeff57U1FS+mP0ZOTXOJZpufg0TEY8XHBzMrbfeyp9//klWVhbPPvssQUFBLFmyhBtvvJGRI0cSHR2NRqNBpVLh6+tLWFgYnp6ejB07ltLSUn766ScGDRrU7HsIJ0d0LWwjJEli7NixjB07FqPRyMqVK8nIyKCoqAidTsfgwYMZM2ZMuyp/eSZIksRLL71EYmIit956K6mpqSxYsIDu3buf66EJZ0F9AZsuvokN/l/IysriwQcfZNGiRfj5+fHpC2MoU6vwdGjYv+kwubl5/LbsZ4gqQXbIhDgaVsKTZZkNecsA564Dneb0O3JaSrMp/Ol5OmMmKz6WEoWeDK2WQBo2/rFYLKxZs4bnn3/+pM+tt1SxOmcxaRWpAARoQ7go9nqCPJrOnQDnboVx48YxceJEXn/9dXr16kVQUMPdBXaHnVJrGSgVRHUa7krABGcp5yOu7925PTC9ci8gE+oZhbfbsc6Qw4cPZ8aMGfz497dMTh5GmGc0Pm7+J/XZoqKiePLJJ13/bTAYOHr0KFlZWRQXF2MymaipqcFoNOLj40OvXr0YNarxUo9wekQw0Aa5u7szZcqUcz2M88o111xDcnIyV155JX379uXll1/mgQceOK0CR0LbJMsOjtTdodbvWbfZbLz33nvMnDmTgIAAZs2axbRp01i48SkA4hQhaLXuxMXFMVCbzNbCVRxNLeSiN6eyatUqV7W/7Jp0impzUSnUDAgdc9pjdFjN5M97DIdZj2+n3gyJnMS6/D9J8TUy2NeLEN2xC+OKFSuora1l0qRJrZ631lrD9qJ17Cxej9VhQUKiX8gohkZcgFrR8s94r169eOSRR/jPf/7jSjgODQ3Fz88PtVqNh4cHF4yIwGtaDCqrDXtAw/yFfH0mRpsBN6U7ETpnlcFDdUsA3fwaL9W89dZbvPz7QwDE+/Vu9bM1x9PTkx49etCjx5mvT/BPtcdlAhEMCO1GYmIiO3bs4KmnnuLxxx/ns88+4+233+aiiy4Sdw/tQKEhh1qbHo1SS5RXLAUFBVx66aVs27aNBx54gJdeegkvLy9MtloKvZzLaF2VzqWE45saTRt5E4teWc+oUaNYvXo1UVFRpNQ1MUoKHIiHWtfk+5+M4t9fx1yQhtLTj7BrXyPSO5CsmkPk1GSweWQ/lF52+jhsKBUqvvvuOxISEkhOTm7yXBa7mZyadNLKd3GoYjd22VloK8yzE+OiLyPEM7LJ1zXl6aef5oknniAjI4Pdu3ezc+dO9Ho9drudWoOe+M4V5AOGjGK63zCEpKQkLrnkEsaOHYu1k7NLYRffHigVSvSWatcSQHwTSwAqHUQmhuCwO7AXauDkK48L55Akt8cQR+jwdu/ezYMPPsjq1atJTk7m/vvv54YbbkCr1bb+YqFN2pi/nE35y+nm15PemjGMGTMGo9HIL7/80mDNeG/pNpZlzcerSs+1IVfhlTSOrKpD/Hz4c7RKD+7q9Ry5OXmMGjWKwMBAfl+5kO8OvwtI3Jr8JL51CXKnqnrnEgoWPAOSRORNH+HZbSgA+vJsftzyIuVBzul0rdKdYG0k33/9I4P6DmHcmHHIyFgdVky2WvSWKirMJZQZi5E51pAo1DOKQaHjGi2R/FOVW39mUfFiSkIDGeAznKqDSubPn8+yZcsoKyvl2d/vxCdYx975+US4xdJlVCjlflmEeXZievf7G51vc/4KNuQvJWd3MTlLDPz8889nbKxtRVRUFLm5uZSWlhIQcHo/L22NmBkQ2qWePXuyatUq1q5d62oH+9JLL/HSSy9x/fXXiwTM81B9tTt/KYxx48a5+l107txw/b9+CjsstwhFpDP4O1Be39SoF0qFik6dOvHLL78wdOhQPvr1DXyT1MT6JJx2IGAuTKfw15cACBhzuysQALAf2cHgdTvI7TeAjLhIDNZqsg2HGXZ1b8DImtzG9QfqeWv8iPXtQQ//foR6Rp3xGS67oZLCFR9RNs55h98jchCBXcO4+OKLcTgcrN+7im2WpTgsMoX7K1i282uu6jqGaL8wFny4mN9K19OvXz8GDBhATEwMoaGh7C3dBkB1upVff/0Vh8OBQtG+ctXr+8y0pxlHEQwI7ZYkSYwaNYpRo0aRlpbGM888w0033cTrr7/ObbfdxtVXX014eOOMdKHtMdoMFBic+9yfu+8Vampq2LBhQ6NAwGw3kV3tLI4TlleMpHHH5rC6muV09+/rOrZv3768+/67FEfuAdT0DBpyWmOzG6vJm/MwstWER9wgAsbd2eB5fdp6FLJMH+/ejOt5J6kZKTw8814uvupCkvsmYXfYkCQJtUKDm9IdT7U3vm4BBHmE4/UPEhlPRvGSNyn0UuJQKvHR+BOgPTanr1AoMHlXQCn0DB/EY0veosxYxKx9b4AMnXXdSdm9gyVLlrh28UQnhvLArOuwGK3Me+9nnn766XZ1waxnsVjO9RDOOBEMCB1CfHw8P/30E1u3buXVV1/lySef5PHHH3f1iW+LSUrCMc4LvIylwsH6lZtYt24dsbGNW+ZmVR3ELtvxNJjR1RhQaLRkVaVhcZjRqX0I1zVsajTuqmEsykinutSA1UsBvqc2LtluJX/eY1jLc1D5hhF2zasNihQ5rCZqDzsr5HnGj0AhKfnirVkcWJnNki8eR6c7/fyEf0p/YC3VO3+nYICzxsGJyw82h5VDFbsB6O7fBzjWNjrWtzv/99qtgPMuOS0tjby8PA7J2zBRTpi6M0cOZ523wXZFRQXPPvssJpOJJ554gm7dGnZkNJvN52hkZ0/7mrsRhFYMHDiQX375haKiIt58803Wrl1LUlIS1113HRkZGed6eEIzsmvSAdj0xw7ef/99Bg4c2ORx9Y1xQgvLkXCWJa6/oHXz64kkNfyVV9/wKGtrIddecy0mk+mkxyTLMkUL/0tt+hYkjTsRN7yDytOvwTGGtA04zAZUPqFoIxMpLS1l1qxZPPDAA60GAiaTibS0NPbvP7nuh6fCpi+n8JcXsSkVFEU5tyWeWIQpo3IfZrsRL40vUV5dGiRhJgYOcB2nVCrp0aMHo8eNxhHkrHQ4psdF520goNfrGTp0KHPnzmXx4sX06NGDL7/8ssEx9T8n7WnWQwQDQofk6+vLgw8+SHp6Oh999BFr1qwhISGBBx54gLKysnM9POEEGWXOC2KUVxfuuOOOJo9xyHZXA6PQAme9e4dSyZG6ZjpdT9gGZ3VYyahyBg+3XXw/Bw8e5L777jvpMZWt+ISqlF9BUhB+zatN9i+o2e2sXeDVcyKSQsGcOXNwOBzcddddzZ7XarXy8MMP4+3tTUJCAomJiSQlJfHuu++ekTtS2eGg8MeZ2PVllPRIxi7J+LoFEOrZsOLintKtAPQI6IckKciqSkNvrUar9GiyHXF6xR4sdhPeGj+ivc7f0sDr1q3j4MGDrFy5kuzsbG677TZuv/123nzzTWRZRq/Xt8sW6iIYEDo0jUbD3XffzaFDh3jppZeYPXs23bt3Z+HChed6aEKd8toSDI5qHHYH/3nktWbvxgr02ZjtRrRKd3xLK5yPmYsw2424qzwbLRFk11Uz9NL4Mrz3GD799FO++uor3nrrrVbHVLHxe8pWfQ5AyCVPo+s+qtExDrMB/UFnI636in4bNmxg2LBhBAYGNnnekpISJk2axIcffsjMmTP5+++/+fXXX+nZsyePPvoo/fr1+0fdTgHK/v4Cw6ENSCo3CpOdiYOJAQMafK/V5nKO1uVe1PdZ2FvmDA66B/RFpWi8wry3LnhIDBzQaAbmfPLXX38RFhZGv3790Gq1fPLJJzz99NM89thjDBo0iDFjTr8ORVt2/v6NCQ2sXbuWiy++mPDwcCRJEhezU+Th4cGTTz5JWloaQ4cO5bLLLvvX650LTfvshw8A8JYCCPBt+iIKkFXt3G3QyTue+staVq1zP3ysT3cUJ1yg6tvvxvr0QJIkZsyYwVNPPcWjjz7K3Llzm32fyq0/U7z4NQACxt+N76ArmzyuZt/fyFYT6sBOaCOdJXtTUlLo3bt3k8cXFxczevRo9uzZw4oVK5g5cyajR4/m0ksvZd68eezcuRNJkhgwYAAzZ86kqqqq2TE2R79/NWUrPwXA7ZKHyTPnIyHRI6Bfg+OcswIy0V5d8XULQG+pdvUiSA5svERTaSqtW8qRSArof8rjakt+//13pk6d6gqOJEnilVdeYcmSJSgUClJSUggNbX/FE0Qw0E4YDAZ69erFRx99dK6Hcl4LDQ3l119/5dlnn+Xxxx/nq6++OtdD6tB27NjBrqy6O9Lw5mvcA64lgs4+8Uh1d65ZhiN1jzUuT12/VfH4NsavvPIKt9xyCzfffDNLly5t9JqKzQsoqttC6Df8BgLGNr1kAVCz2/l6716TkSSJ2tpajh492mQwUFJSwvjx4ykvL2fdunWMGtV4piE5OZlt27bxyCOP8Oabb9KtWze++uorHA5Ho2ObYso7QP78p0CW8R08jYxg57bLWN8eDUoK2x129pRuAaBn0GAA9pVtwyE7CPPsRJBH41yA+u2EMd7d8D7J8sNtkcFgID09vcmclAsvvJDNmzdjMBh4//33AZEzILRBkydP5uWXX+ayyy476de88MIL9O7dm6+//pro6Gh0Oh333HMPdrud119/ndDQUIKDg3nllVcavE6SJD777DOmTJmCh4cH3bt3Z9OmTaSnpzN69Gg8PT0ZOnToeZuQV9/v4JZbbuGRRx4hPz//XA+pQzKbzcyYMYP4gc7tg/WlcJtitNVSVJsHQCfvbig07hjd3aiwliMhudru1qs2V1BlKUdCQdRx69uSJPHpp58yadIkLrvsMtauXet6rnzdtxT/9l8A/IZdT9CFjzR7MbAbKjEc3gyAdy9nuWGtVktQUBA7d+50HWez2fjmm2/o0aMHRUVFrFq1ivj4+GY/p1ar5b///S+HDx9mwoQJ3HbbbfTr14/Fixe3WCLXUppN7qx7kS1GPOIG4z3pPtcFvHfQ0AbHHq7cjcFag6faizjfJByynV0lzh0RveqCgwaf1WFz5Rc0NWtwPtm7dy+yLNOrV/OBp4eHhysAa0/1E9rPJxFOS0ZGBn/++SdLly7l+++/56uvvuKiiy4iNzeXNWvW8Nprr/Hss8+yZcuWBq976aWXuPHGG0lNTSUhIYHp06dz55138tRTT5GSkoIsy6eUjNUW1ScMidmBc+O5554jvzQX71BPQCJC17nZY3NrMgAZf20wOo0PSk8/SoOcd6ghnpFoVR4Njs83ZAEQ7BGORunW4Dm1Ws2PP/7IsGHDmDJlClu3bKb4j7cp+eNtAPxH3ULQRf/X4l1hzb6V4LDhFhaPJigGcF44pkyZwrvvvsuIESO44oorCAoK4pZbbuGCCy5g586dJ91gKzIykrlz57J+/Xq8vb2ZOnUqQ4YMITc3t9Gx1oo8cr66E7u+HLeweMKve4M95duxOswEaEPo5N1w29yOovWAs7OjUqEko/IANZZKtCoP4k/YcQDOHRy1tho81d508T31Vsxtya5du1AoFK1uNa4PvNrTzICoM9DBORwOvv76a7y8vOjRowdjxowhLS2NP/74A4VCQXx8PK+99hp///13g5KvN998M9OmTQPgiSeeYMiQIcycOZMLLrgAgAcffJCbb775nHymM8XPz4+kpCTS09PP9VA6nE2bNvHmm2/yvy+eB6oJdA9Fq3Jv9vicGucsVJRXHABq3zDKvJxJhNFeXRsdX2jIASDshAz6elqtloULFzJ18kR2vH0DPrGeAAROepCAUa3/XNfsXQmAV/KEBo9//vnndOvWjTVr1lBaWso999zDpZdeyoABA5o6TauGDRvG6tWrWblyJbfeeitjx45l165duLs7vytLaTY5X92JrbIATVAMkTd/jEOjZUexc8ajf2jDrn8F+qMUGI6ilJT0CnYWYUotPhYcnNgi2fn8BsA5K6BUnN+VPVNTU4mPj3d9f80RwYDQ7sTExODl5eX675CQEJRKZYPpr5CQEIqLixu8rmfPng2eBxo0XAkJCcFkMlFdXY23t/fZGv5ZFxERQUFBwbkeRodiMpm45ZZbnGVux/VmR8naRjsBTlQfDNRvadOExlHu4cyGj2pim1tx3ZJCS81+NMZSvrg0GFtpLRabg6zIC+k28qZWx2831VB7xDlt7pU0vsFzKpWKJ598skGr3n9KkiTGjx/P8uXLSU5O5tNPP+Xhhx/GlLef3Fn3YdeXow7sROStn6HyCmBn8XoM1hq8NL5092+YOJhS5AwSEvz74Kn2ptRYSHZNOhISvZqo0FhqLCBXfwQJhSu/4HyWmppKnz59Wj1OLBMI7c6JLX4lSWrysROTlI4/pj46buqxk01uaqvCw8PJy8s718PoUF544QWOHDnCN998Q7HROe0d5tl8MGCy1VJqLAQgwsuZVyBHJ1Dr6QGy3Gj/PECZsQiAQPewRs/JskxVykKyPrwWW2kWSq9AfqzpwdSHXmPatGlkZma2OP7a9C1gt6EO7ORaIvg3xMfHM3bsWFauXEnNnuVkf3aLa2kg+o6vUfuEYHVY2VKwCoCBoWMb3MlXmss4XFegqV/ISAB2FK0DIM43qUGSYb3U4k11zyfipfE9mx/vrJNlmT179jS40WnpWBDBgCB0GBERESIY+BelpKTwxhtv8Pzzz5PQPYHC2pan8wEKDEcBGV+3QDzVzlmuyuAgALyq9djStzU43mwzUmvTA+CvDWrwnLUin7xvH6Tw5xeQLUbcY/sTc/8P/OfTH5g/fz6rV68mLi6Oa665hqVLlzYZ7BoObQRA123Y6X0J/0BiQlfGeBwlf97jzl4JXYcSdcdXqLycDZh2Fq3HYK3GW+Pnqh9QL6VwNTIyMd7xBHmEU2utcZUf7lsXHBzPbDO6nu8VPLTR8+cbm82GXq8/qW2D7XFmQCwTtBN6vb7B2nZmZiapqan4+/sTHd38L1KhZaGhoVRVVWE2m3Fzc2v9BcJps9vt3HXXXSQnJ/PYY49RairE5rDiptQ2umgfL1/vbGB0/FJCkdl55+9XVkXJrrdxj+mLUuss/1tjde7P1yrd0Sid2+vsxmoq1s+lfN23yFYTKFUETrgX/xE3unoNTJs2jSlTpvDNN9/wwQcfMHnyZKKiohg8eDC9e/emT58+zhr26c5kW4+u/+60ufHoLq7x3IV3F+d4/UfeRODE+5CUzl/zRpuBrYXOXIah4RMbFA7SW6pduwsGhjqL6uws3oBdthHmGU2ELqbR++0rS3ElIUbX5Wqcz+qbD2k0miafz8zMZOzYsZSXl7taoYucAaHNSUlJaVAZ65FHHgFgxowZzJo16xyN6vzn4+PsGldVVUVwcPA5Hk379vnnn7N9+3Y2btyIWq2mqNI5KxDiEdViRTvnzEDDpYQig3N5wd8kYynJIvfrewi98kXcgjtTa60BwEPthSl3H1U7fqd6xyIcZmfnPffO/Qi55GncQhrnGnh4eHDvvfdyzz33sHXrVr7//ntSU1N57bXXqK6uJtBTxfr7E3HIMtc8+AIRMV3p2rUrCQkJ9OjRg5iYmDN+N2mtyKN0+cdUpy7BGyjRW0m49V0CezdMXtyYtwyz3USQezjdA07MFViNXbYR7hlDpFcXLHazKzGwf8ioRhc9h+xgZ11iYe/goe3ioljflri59uaPPPIIVquViy++mO+++w4QMwNCG+BwOBrU0E9MTGyU5FevpKSkycfvvfde7r333gbP11fdO/6xH3/8scFj9e9T/9+enp7Y7fYG/2OMHj26xX3P54v6ZjI1NTUiGDiLKisrmTlzJjfffDNDhjgT1YpqnRf0lpL8ZFlutDNAlmVKjM7aEF1H3os582lMObvJeucy3EK7URQZCp00yIVHOPrdda5zaULiCBx/F7rEca1e3CRJYtCgQa4dNg6Hg+zsbHI2LYLdX1OFDq2XP1u3buW7775ztfj19vamb9++DBgwgIEDBzJ8+PDTrmZnyj9IxYbvqE79ExzOWvmmqCFc/H9fsPaOUI6v1Vhcm++qFTA6amqDaowGa43rucHh45EkiT0lWzDZjfi5BRLnl8yJjlTup9JchpvSncTzvOLgiZr6vVVVVcWyZct44YUXePTRR13BQHsIguqJYOA8VVZW1qYuTsXFxQQFNT+Ve746PhgQzp7XXnsNo9HIyy+/7HqspNZ5QQ/2iGj2dVWWcsx2I0pJSaC786Jaa6vBaDMgIREePQTHfd9TsuQt9AdWYy48RK2yEjr1RLJakTTu6OKH49P/MjziBiOd5p2eQqFw7sw56kXpbojuPYKfXn0VcAYKubm57N+/n507d5KSksIPP/zgCrw7depE//796devH71796Z3796EhTVObATnckbN7mVUpfyGKXev63GPuMEETXqAanUglfd+Slpammt3j0N2sOLoz8jIdPPrSbR3wyn9rQWrsDmshHpGEeMdj81hJaVoNQD9Q0c3KuMMsL1u10HPoEGole1j+Uyn0yFJUpNlnv/44w+MRiPTp093NYtyc3MTMwOC0FHU/1IuKChotqa88M/Isszs2bO5/fbbXW1vHbKdEqNzS2dwE+Vv69VvEQx0D0NZtwZev1PA1y3AuS8+IIqIG9/FVlOKMWcPRkMGcBB1eDfiZn6CQtX0GvHpsJY7x6MJOJano1AoiI6OJjo6mkmTJrkez8vLY8OGDWzZsoUdO3bw6quvUl1d7fw8gYH06NGDxMREEnv0oF+4htCaA1jSNyDbLHUnVuGVNA6/YdfjHu288LvJMgkJCXz55ZdcfvnlKBQKUos3UmA4ikbhxuioSxqMt8ZS6ZoVGBY+CUmS2FeyDb21Gp3ahx5N3PUXGrLJ1R9BISnpEzzijH1355pCocDHx4fKyspGzy1ZsoSkpCQiIyNdz7e3HCIRDAhCC8LCwlAqlRw6dIjJkyef9ferra3FarUiyzJ2ux1JklCpVLi7uzfa8tle7Nq1i4KCAi688ELXYxWmEmwOK2qFBj+35psTldY6A4bjtwhWmJzLV34nJB2qvALx6jEG/+pIOHQQi5IzGggA2A3lACh1Aa0eGxERwbRp01zFu2RZJisri507d7J3717S9u/BPXs9Xex/45fnRn3z4nyjiqPqGCyRAwn36kFcrZpYiwWNRoMkSbzxxhtcfPHFvPDCCzz01P2sy1sCwIjIi/DS+DQYw8b85dhlG5G6WDp5d8PusLGl0Ln1cEDomCa7E24rXA1Agn/vRuc73/n6+jYKBmw2G0uWLOH+++8HcNUd8fT0/LeHd1aJYEAQWqBWq5k8eTJfffUV9957LyrVmftfpqKigi1btrB161b27NlDSkoKWVlZzR6vUqnw9fUlKCiIsLAwwsPDiY6OpmvXrvTo0YPk5ORWK6e1RZs3b0apVDJ69GjXY8XHXeRbSh6snz0I8jguGDA7c2lODAbqeWmc++VrLJXIsnxG131lq/OSrdBoT/m1kiTRuXNnYqIiGRNqoUy1DnuNAnBDVrtT6p3A5jIP1h7J5uDB3Rw9utiVAa9SqYiPjyc5OZnevXtzww038Mp/X8HcI4/gOD/C3GMa9RUoMxayr24HwfDIC5Ekib2l26ixVOKp9qZn0KATh0iFqZTDFc4Wyv1DRp/yZ2zr/Pz8qKioaPDY5s2bqaysdAWru3btApzLO+2JCAbOUwEBAc0mDJ4LAQGt3wmdr2bOnMngwYO5/PLLee+99+jcufka+S2RZZnU1FR++uknFi9e7OpL7+/vT3JyMldccYXrgl4/IyDLMjabDaPRiMFgoLKykuLiYgoKCsjMzGT16tWuevRKpZLu3bu71p7r16HbeoBw4MABunTp0mBLV2kTF/mmlNUVG6rPFwCotjjvzr01TXfP89b4olKosTmslBgLWlyGOFVS3UyDw2I65dfKsox+30pK/nwXa7nz71TlG4b/iBvx6XcJCW4eDAcerTve4XCQn59Peno6Bw8eZM+ePezevZvff/8dvV7P5HuGExznh1Fv5sHLnuPTzgu4++67ufTSS3F3d2dt7hJkZOJ8k4jQxWBz2NhS4Nx6ODB0TJOlh7cXrUFGprN3Qqt/N+ejxMRE1q1b1+CxefPmERUV5SoZvX37dlQqFUlJ53cfhhOJYOA8pVAo2mXCXls0cOBAFi1axM0330xsbCyJiYlceOGFjB49mmHDhrm2H55IlmWOHDnCunXrWLVqFStWrKCgoAA/Pz+mTp3Ko48+ypAhQ4iLi/tHd6e1tbXs27ePnTt3sn37dnbs2MH8+fMxmUyoVCr69OnD8OHDGTFiBCNGjCAwsPlp93Ph0KFDjTr1lZmc6/4B2uYz7W0OG5V1swDHH1djqQRotiKeUqEi2iuOI1UHSK/ce0aDAZWvcxz1F/OTZco/SPHvb2DMdBbxUXoFEjD2Dnz7X4akanp5SKFQEBkZSWRkZINZFYfDwbr9f5Fi+guALd8epKKgmnW561i3bh0qlYrRlw1h0uMDQZbooXXOAOwp3UyNpRKd2qfJ0sIGa41rJmFA2JhGz7cH06ZNY+7cuezdu5ekpCSsVis//vgjN998M0qlElmW+fnnn7HZbIwdO/ZcD/eMEsGAIJyEKVOmkJGRwfLly/n999+ZO3cub7zxBpIkkZycTPfu3YmJicHT0xOTycSePXvYtm0bhYWFSJJEr169mD59OpMmTWLUqFFndP3fw8ODAQMGNGh2Y7Va2bt3L5s2bWLjxo38/PPPvPPOOwCMGjWKW265hWuuuabZAiv/FqPRyLp163jmmWcaPF5udM56Bbg3v2OmylyGjIxG4eaqPAjOixaA7rjHThTv35sjVQfYVbyRfsEjcGuhCdKp0EY67xb1B9a02OK4nrUin9K/nDUCkGUklRv+I2fgP/ImFG4eLb62OeXmInZbnNn+fYKH839fv4n5EzPbt2/np59+YtHi3+h9pbNs89ofUnj07TeJ7hzFXd9cgcZTSScpEQWN99rvKFqHra4IUWQL7aTPZ+PHO3tJrFixgqSkJLZs2UJpaSlXXXUVABs2bCAzMxOdTtcgx6U9EMGAIJwkb29vrrzySq688kpkWSY9PZ3169ezceNG0tPT2bJlCyaTCY1GQ7du3bjlllsYPHgww4cPx8+vcV33s0mtVtOnTx/69OnDPffcA0BOTg4rVqxg7ty5zJgxg2eeeYZHH32UO+6445wtJXz++efU1ta6ftlC/R1/KQAB2pBmX1t/jI9bQIOLrtFWVzxIrWv2tfF+vdmU/xeV5lJ+PzKXKbHXtxgQyLKMxWHGYjehlJS4qzybzGXw6jGGIo0H1rJsKrf8iN/gaU2ez1ycScX6OVTtWAR2Z40Ar16TCZr0AGrf059+r7FU8evhr7E4zETqYhkVeTHgzHwfOnQoQ4cO5brHL2V17iKUDjWdpWTi4nLpNDIAjaeS0pwKLrrqKjRqDcnJyUyaNInRo0fTo2cCqSXOMssDw1qvw3C+SklJAXAF1qWlzp+x6OhoHA4H//d/ztbVjzzySLMzgucrSW4PlWEEQTgl+/fv57XXXuO7774jNDTUVfDn35wpyM3NpUePHlx//fV8/PHHrsdLagv4dv9buCm13Nv7pWYvPDuK1vN3zkK6+iYzNW4GAHaHnXd3PAHAvb3/g1bV/N11gf4oC9I+wSbb8FR70yOgH0F1WxTNNiPVlkoqzCWUG4upNJdhdZhdr1VJKsJ0nUjw70N3/76olce+t/K1syj5812QFPgMuAyv5AmodAHY9OWYcvehP7AaU/Zu1/EeXQYSeMH9uEc1Lu5zKmqtBhakfUyZqQg/t0Cu7X4/7qqGGe81liq+2fs6VoeZCZ2uomfQIGqtNXy5539YHRYqNsGiL5aTlpbmSk4EmHDbYC64cxiVeQZM6z2ZPPlC4uPjCQ0NbbZi3/mmvLyccePGYbFY2L17N0qlkvT0dLp168bIkSMpKytj7969hIWFkZ6ejofH6c3ctFUiGBCEDiw9PZ3nnnuOH374gejoaJ555hlmzJhx1oOClJQUpk+fjsFgYN++ffj6+rqeSyvfxe9H5hDm2Ynp3e9v9hyrcxazvWgN/UJGMjpqKuDsYPhR6nMAPNT3tQZd+ZqSrz/KH5nzqDKXtXhcPYWkwCHLwLFfm55qb4ZHTCYxoD+SJCHLMsWLXqVy8/zmTyQp0CWMxG/EjXh07ntS790Sg7Wanw59QamxAJ3am2sS7sPHrXEC5eKMbzlUsZswz05cm3AvkqRg5dFfSC3ZSIhHJNd1fwBJUmC329m9ezebNm1ic8omEm70x02nZs7Tv7Prr7QG51Sr1Wi1WnQ6Hb6+vgQEBBAcHExoaCj+/v74+vqi0+nw8PDAx8cHf39/PD090Wq1eHl5odPp0Ol0DXbqOBwOamtrqaqqorKyEoPBgCzLKJVK1Gq1658qlQqVSuUKSGRZRpZlHA4HDofDtT3X3d0djUaDxWJBlmUUCgUWi4Xs7GyOHDnCqlWr+Omnn7Db7WzatIm+fY/9nbzzzju8+eabmM1mamtrWbNmTYMlufZCLBMIQgcWFxfHvHnzeOaZZ/jPf/7DnXfeybPPPssVV1zBtGnTGDFixBm583M4HGRlZbF+/Xq+//57li5dSnJyMn/++WeDQACOTf/7aVtOdNRbnJXijk8UtMt21783VTnvROG6TtyU+BjplXs4Wn2YanM5dtmORuGGTuODr1sg/u7B+LkF4a3xQa10wyHbqTCVcaRqH6nFG6m2VLAsaz4HynYwIeZKfN0CCLnkKbx6TqRyy0+YcvfiMOlRuHvjFtIFj9iBeCWNReV9ZiqIlhmL+TX9K6rMZXiqvbkq/q4mA4H0ir0cqtiNhILxna5AkhSUGYvZVbIZgJGRF7mWPpRKpWuZqW9+NzbkL8VfG8zan7eyZ/ce1qxZw/79+8nKyqK0tJSqqiqqqqpce/BPV30w9W/z8PCgS5cu9OvXjz/++IOMjAwiIiLw8fEhIiICjUaD2Wzmjz/+aJeBAIhgQBAEnFuq5s+fz3PPPcesWbNYsGABn3zyCUFBQVx44YWMGjWKrl27Ehoaik6nw+FwYLPZsFqtmM1mzGYzJpOJyspKKioqqKioIC8vj/T0dA4dOkRaWhomk3O73eDBg5k9ezbTp09vsm5DhckZDPi2UGwIQF/XfVCn9nY9duxCIp30urZKoSLBvw8J/n1O6niFpCTAPZgA92D6BI9gR9E6NhUsJ7vmMLP2vkH/kFEMCB2NR+d+eHTu1/oJ/4FD5btYdvRHLHYTPm4BXNn1dnybCKJMtlpWZv8CwIDQ0a4dFGtyFiHjoItvItHeXRu9zmwzsr1oDQCDw8bj7eXNsGHDGDas6fbMFouFgoICysvLXX+qqqqora2lpqaGiooKqqurMZlM2O12rFar64/NZkOWZbRaLR4eHnh6err+aLVaJEnCbre7fvbsdjs2m831p3424PjZgfpjTCYTZrMZWZZdMwpKpdJVzKu2tpbi4mJ27tzJ77//3qDvC8DkyZP58MMPiY1tn4mTIIIBQRCOk5iYyBtvvMHrr7/O1q1bWbhwIUuWLGH27NmndB61Wk1YWBhxcXEMGjSIm266ie7du9OnT59We2rU1wnwdWu5dkV998HjdxIcWxaQcch2FNLZXc9WKVQMDBtDV78kVhz9heyaw2wpXMnOkg109+9DrE93Qj074aE+s9Xq9JYq1uT+zsHynQBE6DoztcuNeDSzg+LvnN/QW6vxcwticLizm+GRyv1kVh9EISkZGTmlydftKF6PyW7EXxtMvH/vVsel0Wjo1KnTeV+Qp6ysjIKCAqqrq/H29iYxMbHdJk3WE8GAIAiNHN+V73//+x8Gg4GsrCyKi4vR6/UolUpUKhVqtRo3NzfXH19fX/z8/PDw8DjtX55V5vqiQS3vwKit3zWgOrZrQKU4lutgtVvO2JbB1vhpg7iy2x2kV+5jQ96flJmK2FWyyVX3303pjk7tjVblgUbphkapRav0wEPliZfGF19tIAHa4GYv5vWc0/ob2VO6BZvDioTEgNAxDA2/oNn8iMMVe9hfth0JiUmdr0ZdV3Dp75xFAPQNHoF/E9UajbZaUupmBYaETzipZZf2IiAgoF0XUmuKCAYEQWiVp6ens2lOYuJZfR+7w05NXS6AdxPr3vVk2YHZ7lx20B53wVcr1K7qgkab4V8LBsAZQHX1SyLOtwdHqw9zqGI3uTUZVJhLMduNmO3GVs/hrvLEXxuMj5s/nmpvVAo1doeNaksFRYZcKszHWouHeXZibPQlhHpGN3u+GksVy486W5APCB1DuC4GcPYXqDSX4qn2ZnD4+CZfm1K4GovdRJB7GPF+vU7hmxDORyIYEAShzdBbK5FxoJRULRYNsjos1Gf0axQNu8fp1N5UmsuosVQ2uX5+tkmSghifeGJ8nFUVrXYzVZYKDNYazLZazA4zFpsJk70Wg7WGGkslFaYSqiwVGG0G8vSZ5Okzmzy3QlIQ451An+BhdPLu1uLsi0N28GfmPEy2WoI9IhgaPhFw5mTUlx0eFXkxbsrGfRT0lmp2FDvL8g6NmNRifwihfRDBgCAIbUZ1XSlhb41vixcgm8Pq+vcTa+j7ugVSaS6jwlxKFHFnZZynQq10I9A9tEH/hKZY7RbKTcWUm0qotpRTa9Vjk60oJRWeam8C3UOJ1HU+6dmOTfl/kVOTgVqh4aLY61EqnL0uVmb/gl22Ee3VlYRm8gA2F/yFzWElzLMTXXx6nOpHFs5DIhgQBKHNqO8roGulNW79FkKFpGwUNAS4h5JVnUZxbd5ZGePZolZqCPGMJMQz8h+f60jlATYXrABgQqcrXTkB+8u2c7T6EEpJxfhOlzc5s1BuKmF3yRYARtR1MxTaPzH3IwhCm9FU7YCmyLIDAAWNL1ThOmcme27NkTM7uPNEuamEPzK/A2R6BQ2he4CzgI7BWsPquqTBIeETmm3xvCHvT2QcdPZJIMqry781bOEcE8GAIAhthqGJ7YJNqZ8NkGlcoCbaKw6FpKTMVERpXYvjjsJoq2Xh4a8x202Ee8YwJuoSANfygMleS5B7OP1DRjf5+nx9Vl1hIokRERf9iyMXzjURDAiC0GYYbM5gwEPVcjCgrKsfYJftrlmCelqVB519EgDYW7r1LIyybbI5rCxKn0WFuQQvjS9T42agVDhXgg+W7+RwxR4UkoJJna9uchuiLMuszlkMQGLgAII8Tr9hknD+EcGAIAhthtHqrB3Q2syA+rgdBM6dBQ31DBwEwK7ijVSbK87gCNsmh2znjyPzyNUfQaPUcnnXW13fYbWlkpXZvwLOKoLBHhFNnuNQxS4KDEdRKdQMC7/gXxu70DaIYEAQhDajvv1wS90GwbmDoL66oMnWeP9+Z5/uROpisck2lmUtwO6wNzqmvXDIDpZlLeBw5R6UkpJLutxEoHuY67mlmd9jthsJ9YhiYOi4Js9hdVhZk/s74KxH0FoCp9D+iGBAEIQ2w2SvBUCrbDkYkCTJdedrsFY3+fz4TpejUqjJrjnMH5nzsB63HbG9cMh2lmXNr6swqGBK7A1Eex/bTrm1YBU5NRmoFGoujJ3ebJXC7YVrqLFUolP7MKCZfAKhfRPBgCAIbUZTVQWbo1M7717raxOcKMA9lKldbkQhKThUsYs5+98mvXJfoxyD85XNYeX3I3NdgcCFsdOJ80tyPZ9bc4SN+csAGB99ebO7B6otlWwpdBYhGhk5BbXy7LavFtomUWdAEIQ2wSE7sNQFA01VxTuRvzaIAsNRKkwlzR7T2ac7V3S9nSVH5lFhKuG39G/w1vgR55tEtHcc4boY3FVntonQv6HWamBRxizy9JkoJSUXxV5PV79k1/MGaw1LjsxFRqa7f18SA5tvu7s253dsDisRus7NFiES2j8RDAiC0CZY7WbXv2tOKhgIAaDY2HJxoWjvrtyc9DhbC1exu2QT1ZYKdhSvc5Xb9XULJMwzmkivWGK84/F2a7lB0rlWZMhlUcZsqi0VuCm1TO0yo0H7YbvDzpIjc9Fbq/HXBjO+0xXNnuto9WHSKlKRkBgbfakoMNSBiWBAEIQ2oX5XgIQCpdT6r6ZwnbNBT4H+KLIst3gh06rcGRl5EUPCJpBVnUZm1UFy9UeoMJVQaS6l0lzKgfIdAIR6RJEUNJAe/n1RK92aPee/TZYdbC9ax/q8P7DLdnzdArg07mYCTihzvCZ3cV0ZYjemdrkJTTOfwe6wsapul0Gv4KHN7jIQOgYRDAiC0CbUJ/ipFOqTukMN8YhCKanQW6spMxW6MuhbolZq6OqX7JpSN9lqKTTkkKfPJLs6nQLDUQprcyg8msP63D/pGzKCviEjTmrZ4mwqrs1j5dFfyTdkARDnm8QFMdMa7brYVbyRncXrAZjc+VoC3IObPWdK0RrKTcV4qHQMC5901sYunB9EMCAIQptgl20AzWa8n0it1NDJuytHqg5wuGLPSQUDJ9KqPFwdBodFQK21hv1lO0gt2UiVuYyN+cvYUbyOQaFj6RU8DPUJTZHOtnJTCVsKVrC/bAcgo1G4MSrqYpIDBzUKmLKq0liZvRCAYeGT6HpcMuGJKk2lbM7/C4BRURefVMKm0L6JYEAQhDbBUZflX19d8GTE+/fmSNUBdpdsYWDouJMOJJrjofaif+go+oaM4FDFLjbl/0W5qZg1ub+TUrSWfiEj6Rk46KQ7B54Oi93EkaqD7C9LIbMqjfpWzfF+vRkVNaXJvg1FhlwWZ3yLjIMeAf0YFNZ0PQFwVhr86+jP2Oo6F3b373uWPolwPhHBgCAIbUJ9nwGpieZDzenm14s1OYvRW6tIq0ilR0C/MzIWhaQgwb8P3fx6sr9sO5vy/6LaUsHa3N/ZmL+MON8k4nwTifSKxVPtfcrnl2UZq8OM0WagxlJNlbmMUmOhc5nCkO3qyggQ69OdIeETCPWMbvJc5aZifj78BRaHmSivLkzsdFWLyyz7yraRXXMYlaRifKcrRNKgAIhgQBCENqL+ktS49VDzVAoVfUNGsD7vT9bk/E6sT/dWqxeeCoWkJClwIN39+7K/fAfbC9dQZiriYPlODpbvBMBd5Ym3xg93lSdqhQZJkpCRsTts2Bw2rA4LNoe17p8WrA4LFru5ySZL9XzdAunm15OkwAHN1gcA53T/j2mfYbQZCPaI4JK4m139CJqit1S5+g8MCb8AP23gaX4zQnsjggFBENoERV0nQod8aqWD+4WMYn/ZdspNxfyZ+QOXxM1wlSo+U5QKFcmBA0kKGECBIZtDFbs5Wn2IUmMhRpvBVUb5VKkkFR5qL3zc/PHXhhDiEUGkVyy+boGt3rFXmkpZcOhT9NYq/LXBXNH19hYTHeuXB8x2IyEekfQPHXlaYxbaJxEMCILQJtRvJ7SfYjCgUqiYFHMN89M+5kjVfpZmzmdizDRULdwhny5JkgjXdSJc1wlw1kYoN5dSY6nEZKvF5rDgkGUUkoRSUqFSqFEp1KgVGlQKDWqlBrVCg0ahwU2pRVU3k3CqSmoL+PnwFxjqaglMi78LD7WuxdfsK0vhSNV+FJKSC2KuPuMBk3B+E8GAIAhtgqouU9/msLRaN+BEYbpoLoq9jsUZczhQvoMyUxETY6YRcpb3zquVboR4RJz19zlebk0GC9NnYbYbCXQP48pud7Ta5bHaXMHfOb8BMDT8AtGeWGhE9CYQBKFNqK866JAd2Oq2GZ6Krn7JXN71VrRKd4pr85i7/x0WZcwmpyYDWT6VTIS2a0/pVn489Dlmu5Fwzxiujr+71UBAlh0sy5qPxW4izLMTA0JH/zuDFc4rYmZAEIQ2QaPQIOFMvjPbalGfRhvdGJ94ZiQ+xurcRaSVp3K4Yg+HK/bgo/Gnm39P4nyTCfOMQpLOr/sgm8PK6pzF7CrZCEA3v55M6nztSdU92FG0nuyadFQKNZM7X+PKzRCE44lgQBCENkGSFLirPKm16am1GdCdRjAAoNN4MyX2egaHjWNH0XoOlqdSZSlnW+FqthWuRqf2Id6/F0mBA06rUNG/raS2gD8y51FqLABgaPhEBoeNP6mAprg2j3V5SwAYHXlxizsThI5NktvL/JkgCOe92fveotRYwOVdb6OzT8IZOafVbnFWKazcQ2blASyOYw2RInSd6RcykjjfxDY3W2BzWNla+DdbClbikO24qzyZ3Pnak/5eLHYz3x14j3JTMV18E7mky02ipoDQLDEzIAhCm+Gl8aHUWECNpfKMnVOt1BDv34t4/17YHDayqg6yv2w7GVX7yNNnkqfPxF8bzJDwicT79TznQYEsOzhYnsq6vD9c30MX30QmdLqy1fyAY+eQWXH0Z8pNxejU3lwQM00EAkKLRDAgCEKb4a3xB6DSXHZWzq9SqIjzSyLOLwm9pYrUko2kFm+k3FTMkiNz2eoeztCIC+ji0+Nfv3ha7CYOlO9ke9FaKkwlAOjUPoyOmko3v56nNJ49pVs4UL4DCQUXxV6Pu8rzbA1baCdEMCAIQpvhr3V22Ss3FZ/199JpfBgeMZkBoWPYUbSWlKK1lBjz+S39G4I9IugfMppufsktVvT7p0y2WrKrD3O4ci/plXux1XVudFO6MyB0NH2DR6BWak7pnEWGXFbVNSwaHjGJSK/YMz1soR0SwYAgCG1GoHsoACW1+f/ae7optQwJn0jv4GGkFK5hZ/EGimvz+CPzO1bn6Ojq15Muvt0J13U+rVbGNoeVWmsNemsNNZZKKs1llJuKKDLkUmYq5vgCzH7aIHoFDSE5cKBrq+WpMNoMLMqYjV22EevTQ2wjFE6aCAYEQWgzQjwjAai2VFBrrcHjJNfIzwR3lScjIi+kf+goUos3sKtkMwZrNbtKNtZt6ZPwcfPHR+OPh1qHRunmrOIny9hlO9a6vgNmmxGz3YjJbsRkq8XqsLT4vv7aYDr7JNDNrxdhntGnvTxhd9hZnPEt1ZYKfNwCmNz52nOe/yCcP0QwIAhCm+Gm1BLoHkqpsZDcmiN08+/1r4/BXeXJkPCJDAwdR3bNYQ5X7CG7+jBVlnKqzGVUnUY+g1JS4qH2wkvji4/GHz9tEEEe4YR5Rp1W18MTybLM3zkLyanJQK3QcGnczWjPYptlof0RwYAgCG1KlFccpcZCsqoPnZNgoJ5SoaSzT4JrK1+tVU+ZsZBqSwVGmwGLw4JDtiNxrA+BRumGRqnFTalFq/RAq/LAXeWJm1J7VhMSdxavZ1fJJkDiws7TXcstgnCyRDAgCEKbEuvTnZ3F68mo3IdDvqLNVMzzUOvwUMed62E0kl65j9U5iwAYGXkhcX5J53hEwvmobfxfJgiCUCfKKw6t0p1am57s6sPnejhtWr7+KEuOzEVGJilwIP1DRp/rIQnnKREMCILQpigVSroH9AMgta4Wv9BYSW0Bvx7+EpvDSmfvBCZ0ukIUFhJOmwgGBEFoc3oFDQEgo3I/ZcbCczyatqfSVMrPh7/AZDcS5tmJi7vc4NzZIAinSQQDgiC0OQHuIcT5JgEya3OXnOvhtCmVplLmp32CwVpNoHsol3e9FbXS7VwPSzjPiWBAEIQ2aUTkRSgkBUeqDnCgbMe5Hk6bUGkqZcGhT9Fbq/DXBnNltzvRqjzO9bCEdkAEA4IgtEn+2iAGhY0H4K+jP7ta+HZUpcYCfkj7iBpLJX7aIKbF33XSjYsEoTUiGBAEoc0aHDaeKK8uWB1mfj70hauBT0eTp89i/sFPMFhrCHQPY1q3u89IsSJBqCfJsiy3fpggCMK5YbTVMv/gR5SZinBXeTIl9nqivbue62H9a9LKU/kz8wfsso0wz05c1vVW3MXSgHCGiWBAEIQ2z2Ct4dfDX1FUm4uERJ/g4QwNn4hbOy65K8sONhWsYFP+cgC6+CZyUefpIllQOCtEMCAIwnnBarewKmche0u3As4eAgNDx9IraHC7u0CabLX8kTmPzKqDAPQNHsGoqIvbTDVGof0RwYAgCOeVrKo0/s75jXJTMQBapQfJQYPoHTQUbze/czy6fy6nOp0/s36gxlKJSlIxvtOVJAb2P9fDEto5EQwIgnDesTvs7C/fztaClVTWdRGUUNDNvycDQka7WiGfT6wOKxvylrK9aC0g4+sWwJQuNxLiEXGuhyZ0ACIYEAThvOWQHWRU7mdn8TpyajJcj0d5dWFQ2Diivbq2+RK9siyTXrmX1TmLqLZUAJAcOIjRURejUWrP8eiEjkIEA4IgtAtFtXlsL1xDWkUqDtkBQKQuluERk4nw6nyOR9e0Av1R1uX94QpkvDS+jI++nFjfHud4ZEJHI4IBQRDalWpLJSmFq9ldshm7bAOgs3cCwyInt4kpd1l2cKTqINuL1riCAKWkYkDoaAaGjml3yZDC+UEEA4IgtEvVlko25//F3tJtyDhnCrr6JTMobPy/HhTIskyZqZBD5bvZX7adKks5AApJQXf/fgwNn4C3m/+/OiZBOJ4IBgRBaNcqTaVsyF/GwfJUwPnrLlIXS8+gIcT5JqJWas74ezpkBxWmUgoNR8mpOUJ2zWFqLJWu592U7iQHDqRP8PB2sQNCOP+JYEAQhA6hpLaArYWrSCvf5ZopUCnUdPLuRqSuM8EekfhpA/FUeze7n1+WHVgcFsw2IyZ7LUZbLbXWGgzWGvTWKqotFVSayqgwl2BzWBu8Vimp6OTdlXj/3nT1TT4rQYggnC4RDAiC0KHUWCrZXbKF/WUpruz9hiTclFrUCjUKSYlDduCQ7dgcViwOC/WzC61RKdQEu0cQrosh2juOSF1nkQ8gtFkiGBAEoUOSZZni2jyOVh+iwJBNqbGQKnO5a9agJQpJiVbpgbvKAw+1Dg+1Fzq1N94aP3zc/PHXBuPjFiAqBgrnDREMCIIg1HHIDow2AyabEZvDgkN2IEkSSkmJSqFGo3RDo9CiUqjbfP0CQTgVIhgQBEEQhA5OzGEJgiAIQgcnggFBEARB6OBEMCAIgiAIHZwIBgRBEAShgxPBgCAIgiB0cCIYEARBEIQOTgQDgiAIgtDBiWBAEARBEDo4EQwIgiAIQgcnggFBEARB6OBEMCAIgiAIHZwIBgRBEAShgxPBgCAIgiB0cCIYEARBEIQOTgQDgiAIgtDBiWBAEARBEDo4EQwIgiAIQgcnggFBEARB6OBEMCAIgiAIHZwIBgRBEAShgxPBgCAIgiB0cCIYEARBEIQOTgQDgiAIgtDBiWBAEARBEDo4EQwIgiAIQgcnggFBEARB6OBEMCAIgiAIHZwIBgRBEAShgxPBgCAIgiB0cCIYEARBEIQOTgQDgiAIgtDBiWBAEARBEDo4EQwIgiAIQgcnggFBEARB6OBEMCAIgiAIHdz/A18eUnpHPnvpAAAAAElFTkSuQmCC",
      "text/plain": [
       "\u001b[1m<\u001b[0m\u001b[1;95mFigure\u001b[0m\u001b[39m size 64\u001b[0m\u001b[1;36m0x480\u001b[0m\u001b[39m with \u001b[0m\u001b[1;36m1\u001b[0m\u001b[39m Axes\u001b[0m\u001b[1m>\u001b[0m"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sagittal projection\n",
    "# select objects within the medio-lateral range\n",
    "df_sagittal = df[\n",
    "    (df[\"Atlas_Z\"] >= ml_lims[0] / 1000) & (df[\"Atlas_Z\"] <= ml_lims[1] / 1000)\n",
    "]\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "for struct_name, contours in coords_sagittal.items():\n",
    "    for cont in contours:\n",
    "        plt.fill(cont[:, 0] / 1000, cont[:, 1] / 1000, lw=1, fc=\"none\", ec=\"k\")\n",
    "\n",
    "# see https://seaborn.pydata.org/generated/seaborn.kdeplot.html to customize\n",
    "ax = sns.kdeplot(\n",
    "    df_sagittal,\n",
    "    x=\"Atlas_X\",\n",
    "    y=\"Atlas_Y\",\n",
    "    hue=\"Classification\",\n",
    "    levels=nlevels,\n",
    "    common_norm=False,\n",
    "    palette=palette,\n",
    ")\n",
    "ax.invert_yaxis()\n",
    "sns.despine(left=True, bottom=True)\n",
    "plt.axis(\"equal\")\n",
    "plt.xlabel(None)\n",
    "plt.ylabel(None)\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.plot([2, 3], [7.1, 7.1], \"k\", linewidth=3)\n",
    "plt.text(2, 7, \"1 mm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\u001b[1;35mText\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m0.5\u001b[0m, \u001b[1;36m0.4\u001b[0m, \u001b[32m'1 mm'\u001b[0m\u001b[1m)\u001b[0m"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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DDTc4OiRBaNZkknQtzIkQGlJ+fj4BAQEOuXZeXh7+/v4OuXZTWr9+PUOHDuV///sfzz//vKPDuSYZjUZuvPFGioqKOHLkCK6urg6JQ6/Xc/bsWVq0aIGzs7NDYhCubQ3xHhMDCAWhiRUVFfHAAw8wZMgQnn32WUeHc81ycnJiwYIFZGVlVRn8JghCdSIZEIQmNmXKFCoqKpg7d+4VrxAo1E9MTAzvvPMOn3/+uX30uSAI1YlPIkFoQnv37uWbb77hvffeq7Jcq9B4nnvuOTp37syjjz6KyWRydDiC0CyJMQNCNf8cQNiUfH19r9m7ZUmS6NOnDzqdjoMHD6JQKBwd0nXj0KFDdOvWjRkzZvDqq6826bXFmAGhsTXEe0zMJhCqkcvl18Ugvqa2YMECdu/ezaZNm0Qi0MQ6d+7Mc889x9tvv82dd95JdHS0o0MShGbl2rwFE4RmpqysjJdffpnbb7+dAQMGODqc69Lbb7+Nv78/Tz755LWxsMxV4sIKphc8+OCDjBkzxmHx/Fv9+/fnueeec3QYDU4kA4LQBKZPn05ZWRmffvqpo0O5brm5uTFr1izWr19fpc6+ULucnByeeeYZoqOjUavVhIeHM2rUKDZu3Ojo0IQGJpIBQWhkBw8e5PPPP+fNN990yHLEwt9GjhzJiBEjeOmll8TaBZeQmppK165d2bRpEx999BEJCQmsW7eOAQMG8NRTTzk6vCbXGMshN+Z5L5dIBgShEVmtVp544gni4+PtlRsFx/r4449JS0tj9uzZjg6lWZs0aRIymYy9e/dy++23ExsbS7t27XjhhRf466+/7PuVlJTw6KOP4u/vj4eHBzfffDNHjhyp93WWLl1KfHw8Go0GX19fBg0ahE6nq/fxF7odZsyYQWBgIF5eXrzzzjuYzWZefvllfHx8CAsLY+7cuVWOe/XVV4mNjcXFxYXo6GjeeOONKrNNLnRvfPvtt3UOzFu9ejWenp4sWLAAgPT0dO666y68vLzw8fFh9OjRpKamVov3woyiuLi4ej/XxiQGEApCI1qxYgX79+9ny5Yt18fKZ1eBNm3aMGHCBN577z0eeeSRJq9MKEkSkknfpNe8QKZytq/6WZeioiLWrVvHe++9V+Pr4+XlZf/3nXfeiUajYe3atXh6ejJ79mwGDhxIUlISPj4+dV4nOzube+65hw8//JDbbruN8vJytm/fbh/TsWXLFgYMGMDZs2eJioqq9TybNm0iLCyMbdu2sXPnTh555BF27dpF37592bNnD4sXL+aJJ55g8ODBhIWFAeDu7s4PP/xASEgICQkJPPbYY7i7u/PKK6/Yz5ucnMyyZcv49ddfaxz0u3DhQiZOnMjChQsZOXIkJpOJoUOH0qtXL7Zv345SqeTdd99l2LBhHD16FCcnJwA2btyIh4cHGzZsqPP1aUoiGRCERvThhx/Sv39/+vXr5+hQhIu89dZbLFy4kC+++ILXXnutSa8tmfScfqtXk17zgpi3dyNzuvQS2cnJyUiSROvWrevcb8eOHezdu5e8vDzUajVga3lZsWIFS5cu5fHHH6/z+OzsbMxmM2PHjiUyMhKA+Ph4+3YXFxfi4uIumUj7+Pgwc+ZM5HI5cXFxfPjhh1RUVPD6668DtkJf77//Pjt27GDcuHEATJs2zX58VFQUL730EosWLaqSDBiNRn788ccaZ1fNmjWLqVOn8vvvv9v/vhcvXozVauXbb7+1J11z587Fy8uLLVu2MGTIEABcXV359ttv7clBcyCSAUFoJAcOHGDPnj2sXLnS0aEI/xAVFcUDDzzA559/zvPPP2//IhNs6jvb4siRI2i1Wnx9fas8XllZSUpKyiWP79ixIwMHDiQ+Pp6hQ4cyZMgQ7rjjDry9vQHo3r07J0+evOR52rVrV6U+SWBgIO3bt7f/rlAo8PX1JS8vz/7Y4sWLmTlzJikpKWi1WsxmMx4eHlXOGxkZWWMisHTpUvLy8ti5c2eVRbCOHDlCcnIy7u7uVfbX6/VVXo/4+Hh7IrBgwQKeeOIJ+7a1a9dy0003XfI5NzSRDAhCI/nmm28IDQ1lxIgRjg5FqMGzzz7LnDlzWLt2bZNOdZOpnIl5e3eTXe+f166PmJgYZDLZJb+ItVotwcHBbNmypdq2i7sSaqNQKNiwYQO7du1i/fr1fPHFF0ydOpU9e/bQokWLesUKVGs5kMlkNT5mtVoB2L17N+PHj+ftt99m6NCheHp6smjRIj755JMqx9TWhdS5c2cOHjzI999/T7du3eytAFqtlq5du9rHD1zs4qTi4vPeeuut9OjRw/67o1YwFcmAIDQCo9HI4sWLefrpp1EqxZ9Zc9SuXTvat2/P0qVLmzYZkMnq1VTvSD4+PgwdOpRZs2YxefLkal+KJSUleHl50aVLF3JyclAqlXX26ddFJpPRp08f+vTpw5tvvklkZCTLly9v1AG3u3btIjIykqlTp9ofS0tLq/fxLVu25JNPPqF///4oFAq+/PJLALp06cLixYsJCAio1spQG3d392otCY4gZhMIQiPYs2cPpaWl3HbbbY4ORajDmDFjWL16tVizoAazZs3CYrHQvXt3li1bxunTp0lMTGTmzJn06mUb8zBo0CB69erFmDFjWL9+PampqezatYupU6eyf//+S15jz549zJgxg/3793Pu3Dl+/fVX8vPzadOmDWBby6N169ZkZmY26HOLiYnh3LlzLFq0iJSUFGbOnHnZtSdiY2PZvHkzy5YtsxchGj9+PH5+fowePZrt27dz9uxZtmzZwuTJk8nIyGjQ59DQRDIgCI1g8+bNeHp6Vqm8JjQ/o0ePpqSkpMpUOcEmOjqagwcPMmDAAF588UXat2/P4MGD2bhxI19//TVgu6tfs2YNffv25aGHHiI2NpZx48aRlpZGYGDgJa/h4eHBtm3bGDFiBLGxsUybNo1PPvmE4cOHA1BRUcGpU6caPFm79dZbef7553n66afp1KkTu3btuqJlruPi4ti0aRM///wzL774Ii4uLmzbto2IiAjGjh1LmzZteOSRR9Dr9fVuKXAUsVCRIDSCgQMH4urqym+//eboUIQ6WCwWPDw8eOedd3jxxRcb5RpioSKhsTXEe0y0DAhCA5MkicOHD9O9e3dHhyJcgkKhoF27dhw7dszRoQiCQ4lkQBAaWGFhIUVFRZecoy00D9HR0Zw5c8bRYQiCQ4lkQBAa2Llz5wCueHS10LTatWvH8ePHHR2GIDiUSAYEoYFdGPnsqPnCwuWJiIigsLCw2SwYIwiOIJIBQWhg+fn5ADVWLhOanwvV7oqLix0ciSA4jkgGBKGBmUwmFAqFKDZ0lbhQFla0DAjXM5EMCEIDk8vlWCwWR4ch1NOF1egulKoVhOuRSAYEoYGJO82rkyi5IlzPRDIgCA3M09MTgNLSUgdHItTHhbECF8YOCML1SCQDgtDAfHx8AFu9AaH5y8/PR6VSNftysVer6dOnVynL/eCDDzbpwlANrX///va1CK4lIhkQhAYWEhICQHp6uoMjEeojJSWFsLAw+zK0wt9ycnJ45plniI6ORq1WEx4ezqhRo9i4caOjQxMamEgGBKGBRUdH4+npyd69ex0dilAP+/fvp1u3bo4Oo9lJTU2la9eubNq0iY8++oiEhATWrVvHgAEDeOqppxwdXpNrrDFAtZ03KiqKLVu2NMo1ayKSAUFoYHK5nO7du7Nr1y5HhyJcgtFoZP/+/fTo0cPRoTQ7kyZNQiaTsXfvXm6//XZiY2Np164dL7zwQpVVHktKSnj00Ufx9/fHw8ODm2++mSNHjtT7OkuXLiU+Ph6NRoOvry+DBg1Cp9PV+/gL3Q4zZswgMDAQLy8v3nnnHcxmMy+//DI+Pj6EhYUxd+7cKse9+uqrxMbG4uLiQnR0NG+88UaV1REvdG98++23dS4AtHr1ajw9PVmwYAFgaxG866678PLywsfHh9GjR5Oamlot3vfee4+QkBDi4uLq/Vwbk0gGBKERDBw4kC1btqDX6x0dilCHPXv2UFlZSb9+/ZrsmpIkYbIYHPJT3xkTRUVFrFu3jqeeegpXV9dq2728vOz/vvPOO8nLy2Pt2rUcOHCALl26MHDgQIqKii55nezsbO655x4efvhhEhMT2bJlC2PHjrXHuWXLFmQyWZUv05ps2rSJrKwstm3bxv/+9z/eeustRo4cibe3N3v27GHixIk88cQTZGRk2I9xd3fnhx9+4MSJE3z++efMmTOHTz/9tMp5k5OTWbZsGb/++iuHDx+udt2FCxdyzz33sGDBAsaPH4/JZGLo0KG4u7uzfft2du7ciZubG8OGDavSArBx40ZOnTrFhg0bWLVq1SVfp6YgqqIIQiMYOXIkr732Gps2bWLEiBGODkeoxW+//Ya/vz+dO3dusmuarUZmHpraZNe72OTO76FSqC+5X3JyMpIkXXKxrR07drB3717y8vJQq23n/fjjj1mxYgVLly7l8ccfr/P47OxszGYzY8eOJTIyEoD4+Hj7dhcXF+Li4lCpVHWex8fHh5kzZyKXy4mLi+PDDz+koqKC119/HYApU6bw/vvvs2PHDsaNGwfAtGnT7MdHRUXx0ksvsWjRIl555RX740ajkR9//LHGaqKzZs1i6tSp/P777/ZkcvHixVitVr799lv7GJS5c+fi5eXFli1bGDJkCACurq58++239mnIzYFIBgShEbRt25bWrVvz008/iWSgmZIkiaVLlzJ27Fh74SHBpr4tCEeOHEGr1eLr61vl8crKSlJSUi55fMeOHRk4cCDx8fEMHTqUIUOGcMcdd9ineXbv3p2TJ09e8jzt2rVDLv+7oTswMJD27dvbf1coFPj6+pKXl2d/bPHixcycOZOUlBS0Wi1ms7najJLIyMgaE4GlS5eSl5fHzp07ueGGG+yPHzlyhOTkZNzd3avsr9frq7we8fHx1RKBiRMnMn/+fPvvFRUVDB8+vMp7U6vVXvK1uFIiGRCERiCTyXj44Yd54403KCoqsk83FJqPAwcOkJqaytixY5v0ukq5E5M7v9ek17z42vURExODTCa75BexVqslODi4xoFuF3cl1EahULBhwwZ27drF+vXr+eKLL5g6dSp79uyhRYsW9YoVqNZyIJPJanzsQpXJ3bt3M378eN5++22GDh2Kp6cnixYt4pNPPqlyTE1dJACdO3fm4MGDfP/993Tr1s3eCqDVaunatat9/MDFLk4qajrvO++8w0svvWT/vX///nzwwQdNNp5FJAOC0EgmTJjA1KlT+f7776v8kQvNw1dffUVYWBg333xzk15XJpPVq6nekXx8fBg6dCizZs1i8uTJ1b68SkpK8PLyokuXLuTk5KBUKq94yW6ZTEafPn3o06cPb775JpGRkSxfvpwXXnihAZ5JzXbt2kVkZCRTp/7dXZOWllbv41u2bMknn3xC//79USgUfPnllwB06dKFxYsXExAQcNl1KwICAggICLD/rlQqCQ0NpVWrVpd1nislBhAKQiMJDAxk/PjxfPbZZ6I0cTNz5swZfvrpJ5599lmxoFQtZs2ahcVioXv37ixbtozTp0+TmJjIzJkz6dWrFwCDBg2iV69ejBkzhvXr15OamsquXbuYOnUq+/fvv+Q19uzZw4wZM9i/fz/nzp3j119/JT8/nzZt2gCwd+9eWrdubV8WvKHExMRw7tw5Fi1aREpKCjNnzmT58uWXdY7Y2Fg2b97MsmXL7EWIxo8fj5+fH6NHj2b79u2cPXuWLVu2MHny5CqDF5sjkQwIQiN6+eWXyczMZN68eY4ORbjIe++9h6+vL5MmTXJ0KM1WdHQ0Bw8eZMCAAbz44ou0b9+ewYMHs3HjRr7++mvAdle/Zs0a+vbty0MPPURsbCzjxo0jLS2NwMDAS17Dw8ODbdu2MWLECGJjY5k2bRqffPIJw4cPB2z95qdOnaoy5a8h3HrrrTz//PM8/fTTdOrUiV27dvHGG29c9nni4uLYtGkTP//8My+++CIuLi5s27aNiIgIxo4dS5s2bXjkkUfQ6/XNvsKlTBKrcwhCoxo3bhw7d+7k9OnTtc5VFppOXl4eYWFhzJgxo0m6b/R6PWfPnq1zrrog/BsN8R4TLQOC0MjefvttMjIyWLRokaNDEYDZs2ejUCh46KGHHB2KIDQbIhkQhEYWFxfH4MGD+f777x0dynXPbDYza9YsHnjggWrT4QTheiaSAUFoAvfeey87duygoKDA0aFc17Zs2UJubi6PPPKIo0MRhGZFJAOC0AQCAwORJImSkhJHh3Jd27dvH0qlkrZt2zo6FEFoVkQyIAiNyGKxsGbNGiZNmkRsbOwVz8UWGsaAAQNQqVS0bt2a2bNnYzAYHB2SIDQLIhkQhEZQUVHBp59+SkxMDLfccguhoaH8/vvvV/Wc9uTkZL7++msqKysdHcoV69mzJwcPHuTGG2/kySefpGXLlvzvf/+joqKi0a8tJm4JjeVCZcV/Q0wtFIQGZDab+fLLL5kxYwbFxcXcc889PPnkk/Ts2dNesvRqJEkS3bp14+DBg7z66qu8//77jg7pX0tMTOTDDz9k/vz5BAYG8p///IcHHnigSo37hmCxWDh9+jQuLi74+/tf1e8DoXmRJAmj0Uh+fj4Wi4WYmJgrfv+KZEAQGsiRI0d45JFHOHjwII8++ihTpky5rPrqzdnhw4fp3Lkz0dHRGAwG0tPTr5kvtZSUFKZOncrixYsZMmQI8+bNIygoqEGvodVqycjIEK0DQqNwcXEhODj4X62CKJIBQfiXJElizpw5TJ48mZiYGL799tsmW1ykqXz22WdMmTKF+fPnc8cdd5CRkUFoaKijw2pQ69evZ8KECchkMn7++Wf69+/foOe3WCwNXklPEBQKBUql8l8n51dvB6YgNAM6nY4nn3ySn376iUmTJvG///3Pvq77taSgoAB/f39iY2MB26Iu11oyMGTIEA4fPsy9997LwIEDmT17No8++miDnV+hUIilkoVmSyQDgnCFsrKyuOWWW0hKSmLBggXce++9jg6p0fj5+ZGfn8/BgwcBCA4OdnBEjSMoKIgNGzYwefJkHnvsMYqLi3nppZeumS4RQaiN6CYQhCtw7NgxRowYgdVqZc2aNXTo0MHRITWq06dP07lzZ3Q6Hb1792bnzp2ODqlRSZLEG2+8wXvvvcezzz7LJ598Iu7qhWuaSAYE4TJt3LiR22+/naioKFavXn3NNZfXZv/+/WzevJmHH374uinl+/XXX/P0009z2223MX/+fLHQkHDNEsmAIFyGn376iYcffpiBAweyZMmSZr8sqfDvrVy5knHjxtGxY0eWL19+zXaRCNc3UXRIEOrBarXy7rvvMmHCBB544AF+//13kQhcJ0aPHs327dtJT0+ne/fu9nETgnAtEcmAIFxCWVkZt99+O2+88QZvv/02c+bMQaVSOTosoQl169aNvXv3EhQURO/evfn6669FzQDhmiK6CQShDgcOHOCee+4hNzeX+fPnM2rUKEeHJDiQXq/npZdeYtasWdx+++3Mnj37uhk/IVzbRMuAINTAYrHwwQcf0KtXLzw8PDhw4IBIBAScnZ358ssvWbZsGZs2baJDhw5s2LDB0WEJwr8mkgFB+IdTp05x4403MmXKFJ577jl27dpFq1atHB2W0IyMHTuWhIQE2rZty5AhQ3jyySfRarWODksQrphIBgThPIvFwkcffUTHjh0pLCxkx44dfPjhh/+q3rdw7QoNDeWPP/5g1qxZ/Pjjj3To0IFt27Y5OixBuCIiGRAEbIvV9OvXj1dffZWnn36aw4cP07t3b0eHJTRzcrmcSZMmceTIEUJDQ+nfvz+vv/66WINAuOqIAYTCdW/p0qU8/PDD+Pn5MW/ePG666SZHhyRchSwWCx9++CFvvvkmXbp0YeHChbRs2dLRYQlCvYiWAeG6ZbFYeOGFF7jzzjsZPnw4hw8fFomAcMUUCgVTpkxh586dFBYW0rlzZ1auXOnosAShXkQyIFyXtFotY8aMYebMmcycOZNFixaJIkJCg7hQmGjw4MHcdtttfPTRR6ImgdDsiW4C4bqTl5fH8OHDOX36NL/88gtDhw51dEjCNchqtfLmm2/y3nvv8cwzz/DZZ58hl4v7L6F5EksYC9eVzMxMBg4cSGlpKdu3b6djx46ODkm4Rsnlct59913CwsKYNGkSRUVFzJ07V1SvFJolkQwI143U1FRuvvlmLBYL27dvF7UDhCYxceJEfHx8GD9+PHq9nkWLFqFUio9eoXkR3QTCdSEjI4O+ffsik8nYtGkTkZGRjg5JuM78/vvvjB07lrvvvpt58+ahUCgcHZIg2In0VLjmZWVlMWDAACwWC9u2bROJgOAQo0aNYuHChYwbNw65XM73338vWgiEZkO8E4Vr2oVEQK/Xs3XrVpEICA515513YrVaGT9+PAaDgfnz54sxBEKzILoJhGtWbm4uffv2pbKyks2bN4sCMEKzsXz5cu6++27GjBnDwoULRQuB4HBinotwTSosLGTQoEGUl5eLREBodm677TZ++eUXli9fzoMPPojFYnF0SMJ1TqSjwjWnrKyMYcOGkZOTw9atW0UiIDRLo0ePto8hcHJy4ttvvxV1CASHEcmAcE2pqKhg1KhRnD59ms2bN9O2bVtHhyQItbrzzjsxGAxMmDABDw8PPv30U2QymaPDEq5DIhkQrhlGo5E77riD/fv3s2HDBjp37uzokAThku677z7Ky8uZNGkSrq6uvPvuuyIhEJqcSAaEa4LFYuG+++5j48aNrFq1Siw/LFxVnnzySXQ6HS+//DJOTk689dZbjg5JuM6IZEC46kmSxFNPPcWyZctYtmwZgwcPdnRIgnDZXnrpJUwmE6+//jp+fn489dRTjg5JuI6IZEC46r3xxhvMnj2b77//njFjxjg6HEG4Yq+99hr5+fk888wzBAUFcfvttzs6JOE6IeoMCFe1r7/+mkmTJvHhhx/y8ssvOzocQfjXLhQlWr58OevXr6dv376ODkm4DohkQLhqrVmzhlGjRvHUU0/x+eefi0FXwjXDYDAwfPhwDh06xO7du2ndurWjQxKucSIZEK5KCQkJ9O7dm5tvvplff/1VLPoiXHNKS0vp3bs3RqORPXv24OPj4+iQhGuYSAaEq05BQQE33HADnp6e7NixAzc3N0eHJAiN4syZM3Tv3p1OnTqxbt06UbZYaDSi3JVwVTGbzYwbNw6tVsvKlStFIiBc06Kjo1m6dClbtmzh9ddfd3Q4wjVMJAPCVWX69Ols3ryZJUuWiBUIhetC//79ef/99/noo49Yu3ato8MRrlGim0C4amzatIlBgwbx7rvvirsk4bpitVq55ZZbOHDgAEeOHCE4ONjRIQnXGJEMCFeFvLw8OnbsSNu2bdmwYYNY0EW47lz4G4iPj2fdunXib0BoUOLdJDR7kiTx0EMPYbFYmD9/vvgQFK5LAQEB/Pjjj2zYsIFPPvnE0eEI1xjxqSo0ezNnzmTNmjX88MMPonlUuK4NHjyYl19+malTp3Lw4EFHhyNcQ0Q3gdCsHT58mB49evDkk0/y2WefOTocQXA4o9FIr1690Ol0HDhwAFdXV0eHJFwDRDIgNFsVFRV07doVtVrNnj17UKvVjg5JEJqFU6dO0aVLF8aPH88333zj6HCEa4DoJhCarRdeeIG0tDR+/vlnkQgIwkXi4uL4/PPPmTNnDsuWLXN0OMI1QLQMCM3S6tWrGTlyJF9//TUTJ050dDiC0OxIksSdd97Jpk2bSEhIIDQ01NEhCVcxkQwIzU5hYSHt27enS5curFq1SixAJAi1KCoqon379nTq1InVq1eLvxXhioluAqHZefrppzEYDMyZM0d8uAlCHXx8fJgzZw5r167l+++/d3Q4wlVMtAwIzcqSJUu4++67WbhwIffcc4+jwxGEq8LDDz/M0qVLOXbsGBEREY4OR7gKiWRAaDby8/Np27YtAwYMYPHixaJVQBDqqbS0lHbt2tGhQwfRXSBcEdFNIDQbzzzzDJIkMWvWLPFhJgiXwdPTk6+//pq1a9eyYMECR4cjXIVEy4DQLKxcuZIxY8awYMEC7r33XkeHIwhXpXvvvZf169eTmJiIv7+/o8MRriIiGRAcrqysjDZt2tC5c2d+//130SogCFcoPz+f1q1bM2LECH766SdHhyNcRUQ3geBwb775JiUlJaJ7QBD+JX9/fz7++GPmz5/Pxo0bHR2OcBURLQOCQx05coQuXbrw3//+l1deecXR4QjCVU+SJPr3709ubi4JCQmoVCpHhyRcBUQyIDiMJEkMGDCA3Nxcjh49Kj60BKGBHD58mC5duvDVV1+JCp5CvYhkQHCYZcuWcccdd7B27VqGDRvm6HAE4ZoyYcIENmzYQEpKCi4uLo4OR2jmRDIgOITFYqF9+/ZERkaybt06R4cjCNecM2fO0Lp1a6ZPn87rr7/u6HCEZk4MIBQcYuHChZw8eZJ3333X0aEIwjUpOjqaSZMm8f7775Ofn+/ocIRmTrQMCE1Or9fTrl074uPjWbFihaPDEYRrVkFBAbGxsfTt25fly5eL2TpCrUTLgNDkPvjgA86dO8d///tfR4ciCNc0Pz8/5s6dy8qVK/nss88cHY7QjIlkQGhSmzdv5p133mHKlCm0adPG0eEIwjVv9OjRvPjii7zyyits377d0eEIzZToJhCaTFZWFp07dyY+Pp4//vgDhULh6JAE4bpgMpkYPHgwJ0+eJCEhQZQqFqoRLQNCk9Dr9YwdOxaVSsXChQtFIiAITUilUrF48WJMJhPPPfeco8MRmiGRDAhN4qmnnuLIkSMsX76cgIAAR4cjCNedwMBAPv30UxYuXMiqVascHY7QzIhuAqHRrVmzhltuuYXvvvuOhx9+2NHhCMJ1S5IkRo4cyaFDhzh58iQeHh6ODkloJkQyIDQqnU5H27Ztad26NevWrRNTmwTBwdLT02nTpg2PP/44//vf/xwdjtBMiG4CoVG9++675Obm8tVXX4lEQBCagfDwcF5//XW+/PJLzpw54+hwhGZCtAwIjSYzM5OWLVvy6quv8vbbbzs6HEEQzquoqKBVq1YMHDiQn376ydHhCM2AaBkQGs0HH3yAi4sLL774oqNDEQThIi4uLkybNo0FCxaQmJjo6HCEZkAkA0KjyM7OZs6cOTz33HNikJIgNEOPPPIIoaGhYn0QARDJgNBI/vvf/+Ls7MzkyZMdHYogCDVQq9VMmTKFRYsWcfLkSUeHIziYSAaEBpeZmcns2bN58cUX8fLycnQ4giDU4pFHHiE4OFi0DggiGRAa3qeffoqLi4toFRCEZu5C68DPP/9McnKyo8MRHEgkA0KD0mq1zJkzh4kTJ4qxAoJwFXj44Yfx8fHhiy++cHQoggOJZEBoUPPnz0er1TJp0iRHhyIIQj1oNBoee+wx5s6dS3l5uaPDERxEJANCg/rmm28YNWoU4eHhjg5FEIR6mjRpEhUVFcybN8/RoQgOIpIBocEcPXqUQ4cO8dBDDzk6FEEQLkNYWBi33nor33//vaNDERxEJANCg5k/fz6+vr4MHz7c0aEIgnCZJkyYwKFDhzh27JijQxEcQCQDQoOwWq0sWrSIu+++GycnJ0eHIwjCZRoxYgQ+Pj6iPPF1SiQDQoPYs2cP6enp3HXXXY4ORRCEK+Dk5MTtt9/O8uXLHR2K4AAiGRAaxOLFiwkODubGG290dCiCIFyhUaNGcfr0aU6dOuXoUIQmJpIB4V+zWq0sWbKEO++8E4VC4ehwBEG4QgMHDkSj0bBy5UpHhyI0MZEMCP/agQMHyM7OZuzYsY4ORRCEf8HFxYVhw4axdOlSR4ciNDGRDAj/2rp16/Dw8KB3796ODkUQhH/p9ttvZ9++fWRnZzs6FKEJiWRA+Nf++OMPBg4ciEqlcnQogiD8S0OGDEEmk7FhwwZHhyI0IZEMCP9KSUkJf/31F8OGDXN0KIIgNAB/f3+6du3KunXrHB2K0IREMiD8K9u3b8disTBo0CBHhyIIQgMZNmwYf/zxB1ar1dGhCE1EJAPCv7J161bCwsJo0aKFo0MRBKGB3HzzzRQVFYlqhNcRkQwI/8q2bdvo168fMpnM0aEIgtBAevTogVKpZMeOHY4ORWgiIhkQrlh5eTkHDx6kX79+jg5FEIQG5OLiQpcuXdi5c6ejQxGaiEgGhCu2a9cuLBYLffv2dXQogiA0sJtuuolt27YhSZKjQxGagEgGhCu2Y8cO/P39iY2NdXQogiA0sH79+pGRkUFqaqqjQxGagEgGhCu2c+dOevfuLcYLCMI1qE+fPgBi3MB1QiQDwhUxm83s3btXVB0UhGuUj48PrVu3ZteuXY4ORWgCIhkQrkhCQgI6nU4kA4JwDevTp49IBq4TIhkQrshff/2FUqmka9eujg5FEIRG0qdPHxISEigpKXF0KEIjE8mAcEV2795Np06d0Gg0jg5FEIRG0qdPHyRJYs+ePY4ORWhkIhkQrsiFwYOCIFy7YmJi8Pf3F/UGrgMiGRAuW1ZWFmfOnOGmm25ydCiCIDQimUxG7969xbiB64BIBoTLdmGq0YWpR4IgXLt69+7NX3/9hcVicXQoQiMSyYBw2Xbv3k2LFi0IDg52dCiCIDSyXr16odPpSEhIcHQoQiMSyYBw2f766y969Ojh6DAEQWgC3bp1Q6lUsnv3bkeHIjQikQwIl8VgMHDw4EF69uzp6FAEQWgCGo2GTp068ddffzk6FKERiWRAuCyHDx/GaDTSq1cvR4ciCEIT6dGjh0gGrnEiGRAuy969e3FycqJjx46ODkUQhCbSvXt3kpKSKC0tdXQoQiMRyYBwWfbv30/Hjh1Rq9WODkUQhCZyodLo4cOHHRuI0GhEMiBclv3794sSxIJwnYmLi0Oj0XDgwAFHhyI0EpEMCPWm1Wo5efKkSAYE4TqjVCrp2LEjBw8edHQoQiMRyYBQbwcPHsRqtdK9e3dHhyIIQhPr1q0b+/fvd3QYQiMRyYBQbwcOHECj0dC2bVtHhyIIQhPr1q0bp06dEoMIr1EiGRDq7cLgQaVS6ehQBEFoYhe6Bw8dOuTgSITGIJIBod7279/PDTfc4OgwBEFwgNatW4tBhNcwkQwI9VJSUkJSUhLdunVzdCiCIDiAUqmkc+fOYtzANUokA0K9XPgAEIMHBeH61bVrV9EycI0SyYBQL0eOHMHFxYWYmBhHhyIIgoN06dKF06dPU1ZW5uhQhAYmkgGhXg4cOEDHjh1RKBSODkUQBAfp1KkTgFjO+BokkgGhXg4cOCAGDwrCda5t27aoVCqOHDni6FCEBiaSAeGSKisrSU5OpkOHDo4ORRAEB3JycqJly5acOnXK0aEIDUwkA8IlHTt2DKvVSnx8vKNDEQTBwWJjY0UycA0SyYBwSRf+8Nu0aePgSARBcLR27dpx7NgxR4chNDCRDAiXlJycTGBgIO7u7o4ORRAEB2vXrh2ZmZliRsE1RiQDwiWdOXOGli1bOjoMQRCagbi4OADRVXCNEcmAcElpaWlEREQ4OgxBEJqBVq1aAZCSkuLgSISGJJIB4ZKSkpKIjY11dBiCIDQDXl5e+Pj4iGTgGiOSAaFOlZWV5OTk0KJFC0eHIghCM9GiRQtSU1MdHYbQgEQyINQpOTkZ+LtpUBAEISwsjMzMTEeHITQgkQwIdTp9+jSA6CYQBMEuODiY7OxsR4chNCCRDAh1Onv2LK6urvj7+zs6FEEQmonIyEjOnj2LJEmODkVoICIZEOqUmppKVFQUMpnM0aEIgtBMxMXFUVpaSl5enqNDERqISAaEOqWlpREVFeXoMARBaEZCQ0MBRFfBNUQkA0KdcnNzCQwMdHQYgiA0I76+vgAUFhY6OBKhoYhkQKhTUVERPj4+jg5DEIRmxM/PD4CCggIHRyI0FJEMCHUqLi7G29vb0WEIgtCMeHh4oFQqRcvANUQkA0KtJEmipKQELy8vR4ciCEIzIpPJ8PLyoqSkxNGhCA1EJANCrQwGAxaLBQ8PD0eHIghCM+Pl5UVpaamjwxAaiEgGhFpptVoA3NzcHByJIAjNjZeXF8XFxY4OQ2ggIhkQaiWSAUEQauPh4UFZWZmjwxAaiEgGhFpdSAZcXV0dHIkgCM2NRqOhsrLS0WEIDUQkA0KtRMuAIAi1cXNzQ6fTOToMoYGIZECo1YU/dNEyIAjCP7m5udlvGISrn0gGhFqZTCYAnJycHByJIAjNjaurq0gGriEiGRBqdWFFMrlcvE0EQahKoVBgtVodHYbQQMSnvFCrC3/oYsVCQRD+SSaTiSWMryEiGRBqdSEZEC0DgiD8k1wuFy0D1xDxKS9ckmgZEAThn8xmM0ql0tFhCA1EJANCrS60CFgsFgdHIghCc6PT6cRMo2uISAaEWqlUKuDvWQWCIAgX6HQ6XFxcHB2G0EBEMiDUytnZGQC9Xu/gSARBaG4qKipEMnANEcmAUKsLqxWKlckEQfgn0U1wbRHJgFArHx8fAIqKihwciSAIzY1Wq8Xd3d3RYQgNRCQDQq1EMiAIQm3Ky8vFuiXXEJEMCLW60AQoFiMRBOGfiouL8fLycnQYQgMRyYBQK5lMhpubm1izXBCEakpKSkQycA0RyYBQJ19fXwoLCx0dhiAIzYjJZEKn0+Ht7e3oUIQGIpIBoU4BAQHk5uY6OgxBEJqRCzOMRDJw7RDJgFCn4OBgsrKyHB2GIAjNSEFBAfD3IGPh6ieSAaFOYWFhpKenOzoMQRCakdTUVAAiIyMdG4jQYEQyINQpMjKStLQ0sVSpIAh2KSkpqFQqwsLCHB2K0EBEMiDUKSYmhvLycvLy8hwdiiAIzURycjItWrRAoVA4OhShgYhkQKhTTEwMAElJSQ6ORBCE5uLkyZO0bt3a0WEIDUgkA0KdYmJiUCqVJCQkODoUQRCaiVOnThEXF+foMIQGJJIBoU5qtZp27dpx6NAhR4ciCEIzoNVqSU1NFS0D1xiRDAiX1KVLFw4cOODoMARBaAYOHTqEJEl069bN0aEIDUgkA8Il9erVi6NHj4qljAVB4MCBAzg7O9O2bVtHhyI0IJEMCJc0aNAgLBYLW7dudXQogiA42K5du+jcuTNKpdLRoQgNSCQDwiW1aNGC6Oho1q5d6+hQBEFwILPZzJ9//sngwYMdHYrQwEQyINTL6NGjWb58ORaLxdGhCILgIH/99RfFxcUMHz7c0aEIDUwkA0K93HXXXeTm5rJhwwZHhyIIgoPMnTuXiIgIbrjhBkeHIjQwkQwI9dKjRw86derEJ5984uhQBEFwgPLycpYsWcIjjzwiKg9eg0QyINSLTCZj6tSp/Pnnn2zbts3R4QiC0MTmzp1LZWUlDz/8sKNDERqBTBIr0Aj1ZLVaueGGG3BycmLXrl3IZLImj0GSrBgtBgxWAyaLAZPViNlqxGw1Y7KasEgmLFYzFsmCVbJglaxYJSsSViRJQqLq212GDJlMjvz8j0KmRC5ToJQrUcpUKOVOqBROOMnVqBVqnBQa1Ao1MpnIowGsJgPmkhxMpTmYS3Mwl+Vj0RZhrijBWlmO1aDFaqxEMhuRLCaQAJkMmVKFXKlGpnZB4eyOwsUThasPSg9/lJ6BqLxDUPmEonB2d/RTFICioiLi4uIYMWIE8+bNc3Q4QiMQyYBwWbZs2cKAAQNYuHAh99xzz78+nyRJ6C0VlBtL0BpL0ZrK0JnKqDBpqTBrqTTr0JsrMVgu/BgAx75lZchQKzVoFK5oVK64KN1wVbnjqnLHTeWJu5MX7k5eeDh5o1I4XdE1JEnCqi/HUlGKtbIMi0GHZKjAatLbvlitFs5/syKTK5ApnZApnZCrXZA7uSJ3dkXh7I5c445c5XzFz1WyWrFoCzGVZGMqysBUlImxKB1TYQamonTMZflXfO76ULj54OTfAnVgK9RBMahDWqMOikGuUjfqdYWqnnrqKRYsWMDJkycJCgpydDhCIxDJgHDZxo4dy/79+0lOTsbJqX5fdkaLgcLKHAr0uRRV5lJiKKTEUEipoRCT1XjZMchlcpzkavudu+0uXoVSrkQhU6KQK8/f7SuQI0cmk9lbAS4mSVYkpPMtCBZbi4LVglkynW9tMGKyGjFa9BgtBiyS+bLidFG64aX2w8vZFy+1H77OAfhoAvGQnLGW5GAqysRUnIW5JBtTaS7msjzbj7YQLJd3rdrIlE7INZ4oNLbkQKF2Q+akQa5yRqZQgkwOkoRkMWE16bEadFgrSjFrCzGXF4K17jhkKmdUXsEovYJsd/ZufrY7fRdP5M5uyFUaZConkCuRyWRIViuSxYRkNmA1VJxPekowa4swl+VjLs3FVJSBRVdc8wUVSpyDYnGO6IhLi85oorqidPdtkNdKqO706dO0adOG999/n5deesnR4QiNRCQDwmVLTEykXbt2fPPNNzz66KPVtlusFvIqMsjSpZGtO0euLoMSQ0Gd59QoXXF38rLfXbuq3NEoXdEoXXFWuuCs0KBWalArNKgVzihkSod0U5itJvTmSvQWHXpzBRVmHRWmcnQmLVpT6fnWjVLKjCUYLfpazyOzWnHVVuBRosWjtBzPEtuPk9FUdT+VMwqNh+1L1ckFuZMGmdIJ5ApkMjmSZAWrBclsxGoyYDVW2L7M9VqsBh1I1n//pGVylB4BqHxCUfmE4eQTdv7f4bamfFfvRvl/YTXoMBakYchNwZCbjCE7CUPWyRqTBKeAaFxa9cA1phcu0Tcgd9I0eDzXqwkTJrBx40aSk5PRaMTreq0SyYBwRe644w6OHTvGyZMnASjRF5BSeoLU0lNkas/WeLfvqnLH1zkIX00g3s5+eKl98VT74eHkhVKuauqn0OAkScJUcA5dyh4qzx6kLPsYpaZSKlw16Nxc0Lm5oPVwRevuillVc/U2d5mGAKdAgt0iCfWOI8gjGqX8yiq9SZJkSwwqS7FUlGHRl2OtLLM9ZqxEMumRLGbs3Q0KJTKVM3InFxQuXijcvFG6+6N097O1IDQDkiRhLsmi8lwClWmHqUw9iCHnNFz0MSZTqnFpeQNubfrj1qYvSo8AB0Z8dTt9+jStW7fms88+45lnnnF0OEIjEsmAcEV+++03Jjx+Hz+um02xKouCyuwq250VLoS4RRHiFkmgSxgBLqG4qNwcFG3j0mcmUnZkLdpjGzEVZ1bbrvIJQx0cizqwFU7+Uaj8ojB4eFJkLSO/Mov8imzyKjIorqH1RCFTEuQaTqhbC8Lcowl1i8JJceVjAK5FFl0JFWf2oTu9G93p3ZhL/vFeDI/HrW1/3Nr0wymgpUNalK5WU6dO5f/+7//IzMzE2Vm8765lIhkQLoskSZwrP82+7K2cLT2JXG77YJUhJ9w9mhaerYn0iMVPE3RNj7iXLCbKjqyjeOcCDFkn7Y/LFCo0kZ3QRHdDE9kR57B29R4RrzdXkleRQbbuHNm6c2RpU6k066rsI0NOkGsY4e6tiPBoRYhbC1TXQKtKQ5EkCWNuCtqTW9Ge2II+PaHKdpV3CC4xvXFt1R1NVBeU7n4OivTqMGDAAHx9fVm6dKmjQxEamUgGhHo7V3aa7ZlryNGl2x/T51i5tcfdtPKOR6N0cWB0TUOSJLQnNpO/5lNMRbbXQaZQ4dZ2AO4dhuIa0wu5umFeB0mSKDYUkKU9S0b5GTLKz1BqLKqyj0KmIMQtikiPWCI9YghwCUN+DSdhl8tclo82cSvaE5upOLMPyVy1+0rlHYI6tC3qoFjUQa1w8otE5RuOXHlls0CuNZGRkYwfP54ZM2Y4OhShkYlkQLgkrbGMTeeWc7rEdpellKuI9+vBJy98jZfajwULFjR6DAaL/vz0wzIqzOXnpxxWYDg/yt9Wb8CERTLb6wtcYJtFILPPMrgw88BJocZJrsZJoUatcEatdEGjdMFF6YaLyg2N0q3KF6tZW0Tu8nfQntgCgMLVG+8b78PrhttRuHo1+msAUGYo4lx5CunlyZwrS0ZrqrqstLNCQ7hHKyLcY4jwiMFb7dfozeKSxYyxMB1jQSqmgnOYSnIwl+djqSixTYe0mECSbLManDQoXL1Revij8g5F7d8CdXAMCnf/Ro/Taqyk4sw+Kk7/RcWZ/Rhyq441sJPJUHoG2QZK+oah8o3AyTccJ78oVH4R11Wi4OnpyRtvvCFmEVwHmseoIKHZSi09xeqzC9CbK5Ahp2NAL3oFD8JF5c6H2v9DL9U+Yv5KVJjKydFlkF+ZRWFlLkX6PEoNhegtlQ16nfqQIcNF5YarygMXiwJZ8kGcTUW4hAUR3How4b0fQa3xatKYPNQ+tFf70Na9LSbXPArKzpFekUqGKYcsqQi9pZLTxQmcLrYlbq5yDWHOYYS5tyTCpx3eLkH/6kvXrCvGeH5kvz77FIasUxjzztgKCv0LCnc/NOHxaFp0wSX6BtRBscjkDdvCIXfS4Na6L26t+wJg0ZejzziBIeskhpzTGPPOYCxIw2rQYS7Jto09OLPvHydR4uQfiXNIG5zD26OJ6ow6MKbBY20uDAYDarWo6XA9EC0DQq0S8vewIW0pEhL+mhCGtxiHv0uIffvgwYPx9vZmyZIlV3yNSrOO1NJTpJUl1dgMfjG1QoObyuP8tEM3nM9PNXRSOKOSO9nrDMhlcuTI4fyXnnS+CqFVsmKRzJitJlv9AIsRo9WA0aJHb6nEYK6k0qyj0qyjwqyjPsWN3FSe+DgH4KsJxE8TjL8mGD9N0BUXG/onyWrBkJuC/twR9JmJGHKTMRWcw1JRUm1fq0xGqbc7+QG+FPp7U+zrhVVR9UtKrTfiozXiq5fhZ9XgK/fA1dn7fD0AZ1CcH39gMWE1VmDRlWIuL8BUnIWpKL3Wuf8ylTNO/i1w8otA5R2K0t0Phas3cmdXZAoVyGS26Y+GCiy6YsylubbWhPyzGPNTq02BVLh649KqJ65xN+Ia0wulm09DvJyXJEkSFm0hxsJ0Ww2IonTbvwvOYcxPxWrQVjtG4eaDa2wf3NsPxjWmFzLltTOGQ6VS8fnnnzNp0iRHhyI0MpEMCDVKLDzEmrO25v/2ft0ZGHFbtel/o0aNQiaT8dtvv13WuU0WA6eKj5JYeID08pR/lAiW4ePsT4BLKH6aIHycA/BS++Gp9m7SUfRWyUqlWUtByk7O/fk5FWoF5pBorLFdKDeXU2woQG+uqPFYGXJ8NYEEuYYT7BpBiFsUvs4B9R5QadGXo03chi5xK7rkv7BWltW4n1ztisLVx1Zl0EnzdwEhqxXJYsRoNlDgbCHfTUmBp4YSb49qyQGAWm/ArUyHq64CF20lzpUGnPUG1HojKqMJlcmM3GrlQnuCyjsUdXAM6uDWtlkSwbGovEKu+O7YaqxEn3XSNlXw7AEqzh5EMl702spkOIe1xzXuRtzibkQd0sYhd+KSJGEuzcWQk4Q+4ziVaUeoPHcEyfh3q5XC1RvPbrfh3XvcVT+lUZIkFAoF//d//8fjjz/u6HCERiaSAaGawso85p/4H2bJTOeAGxkQPrrGpuV7772X7OxsNm/eXK/zVporOJCzlcP5uzBc1OzvrwkmyrM14e4tCXGLQt1Mps5VnD1IxtxJSCY9bm37E3zPh8gUKpYtW8aaNWsYc8etdOvbiSJ9HgWVOeRXZFNQmU2Fufrdo7PChTD3aMLdWxHpEYOPc0CV11SyWqlI/ouSfb+iS9xapdld5uSCJqIDzmFtUQfH2aYneoeicK7/VE3JasVYUUx28Umyys6Sa8ihwFJMGQaoR6+BDFDKVCjkKhRyBbKLqzois603ABf9W2ar/iiTo5ApUMiU51tubGM1VHL1+UJSzjgrXNAoXXFRueGicsdFpsGcmYguaSe6UzsxZJ+qEovCzRfXmF62VoNWPRt1vIbVauWzzz4jKSmJp556ivj4+CrbJbOJyrTDlJ/YRPnR9Vi0hbbXS6HCs/sd+A58HKWrd6PF15h0Oh1ubm4sWLCAe++919HhCI1MJANCNUuTviGtLIlIj1huj3m01jvap59+mm3btnH06NE6zydJEkfzd7M9c609CfBU+9Le9wZa+3bGS/3vS8lKkoTBUkmFWYveXInRYsBsNZ5fsMjWBG0bRGj7YrIvPqTU4KxwQa1wrvLlXJl+jIzvJmI1aHGN7UPI/Z8iU6h44YUX+Oyzz/Dz80Ov11NcXIxSqawSh9ZURo4unVxdOlm6VLJ15zBbq/apezh508KzDdFusXgmn6B0xwJMBWn27U4B0bi1uxm3uBtxDmvfaEV/jBYDRfpcivT5lOgLKDUWUW4sQWcqp8KkxWCprLa4U1NwVmhwc/LCw8kLd5kGdXERTplnUJ4+gqakCIX1fEwyGeqQNri26oFL9A1oIjs12GwOgJkzZ/Lss8/i4+NDRUUFv/32G4MHD65xX8liRntyG8U7fqIy9RAAco0HASNewKNrzQl1c5aXl0dgYCArVqxg9OjRjg5HaGRiAKFQRa4ug7SyJOQyBYMib6+zaTsoKIicnJw6z2ew6FlzZgFnShMB8NME0ztkCC292l3RFDhJslKozyNHl05BZTZFlXmUGAopNxZjvsx1Ay4mlylwUbrhpvLAxSKHxL/QhHnj7dYO/5Gvg0LJ119/zWeffcasWbOIjIxk5MiRZGdnEx4ebj+PTCbD3ckTdydPYrzbA3+XZz53fgZApvYMZcZijuTv4kj+LpQWE0GRroQ5hxIdfhPe3cagDo5rki8PJ4WaINcIglwjatwuSVaMViMmi+Gi2Rr/XAkSOJ8y2O4tJNs4DSTMxgpMFcWYDOWYTJWYLHpMVjNmmQWjTMIot2KQWdBjpsKspcJUjlkyo7dUoq+s/LuYlQwIk0NYZ2TIcDPLcS0rxzU/D/fSIjwO/4Lbth+Qy+Q4h7TGOaIDmvB4nEPbovINRyZXXNHrc+LECTp06MCePXsYM2YM99xzDwkJCQQHB1fbV6ZQ4t7uZtzb3YwueQ/5qz/BkJNEzrLpaE9uI+j26Sg0HlcUhyPk59sWofLxaZrxGoJjiWRAqCKp2HaXH+MVf8k79vDwcPLz89HpdLi6ulbbbrTo+eXU/5FbkYFSpuSmsFvoFNDnspMAk8VISukJkouPkVaeVGtfPYCTXI2z0uX8oELV+SWJbdeTkLDYFyEy2QcOmq0mrJLFtrbAhal60cGA7QN/x8lPkaMgwyuHt35+jh4D2nN423FUaiV+fpcuWqOQKwh2iyTYLZIewQMpSd7FiZ1fkakxkxvij8FZTUZUCBlRISSoDLS1JhNv8MXb2b/O80pWC8b8VIx5Z2yLHZUXYDVobSWGZTLkSrVtYSIX7ypLAyvd/evd5y6TyW3TLuvourEaKzHmn8WQdxZj/llMBWn2AXhWfTkywOn8T52vk5sPSu9Q8A/D7B+K0ccfvYcHWqWVUkMRpYZCig0FGC16ypUWyn1cwCfq71itVtzLdHiWlOORux2vk6vxKNGiVDjZBjf6R6LyCbMtj+wRiMLDVmpZ4eJV6+vh7u6OTqfD2dmZBQsW0LZtW5555plLFuFxbdUDl6cXUrTjJwo2zEJ7fBPn8s4Q+uCXOPmEXeKVaB6OHz8OQGxsrIMjEZqC6CYQqrjQRTA48k46+Peoc9/du3fTu3dv9u/fT9euXatskySJVWd+Iqn4KBqlK2NjHiXINbyWM9Ws3FjKvpzNHC/cX2XRH6VcRaBLGIEuYfhqAvFS++Gh9sZN5XFFaxyYrSZ0pnJyDywl++AyKp1VmEKisbbqSImphBJ9fo2tDlaLlWD3CELdWhDu3pIw95Y4K2tfyMVSUUreqo8oO7QKALnGE++bH6WifXeSSo9xqvhIlUQnwj2GroE30cKztb2FxlJZhvb4JspPbKbyzIEaR7dfikzpZPtC9A5F6R2CyjMQpYc/CldvFBpP5GpX24h4ucI2GNFsxGrQYaksxXJ+ZUFTSRamwgyMhecwl+bWfT2VMwoXr/MzC5yQyeVIFjOS2YBFr8WiK6lzZUS5xhNNeHucIzqiieyEJaQFJeZSivS5FFTmUlBpG6thqGFhKJnVinupFu+iUryLyvAqKsVVW1F1mIRcYat94OZ7UdIUipNfJAvX7uCltz+iXGt7nRctWsQ999zDunXrGDp0aL1eb33GcTLnv4i5NAeFmy/hj81BHRBdr2Md6bnnnmPVqlUkJyc7OhShCYhkQKjipxOfkleRydiYR2jh2abOfQ0GA97e3rz55pu89tprVballp5i2ek5yGVyxsU9RbBbZL1jkCQr+3O3sitrvb2v3dPJhzifTkR7tSXIJRxFDc2+ZqvZ/sVQrC+gzFhMhUmL3lJhX37YKtlGxctlir8LD6FClpWCIvccznoDvgHtiOw7EW/XIJwUarZs3cId48fw4awZtL6hFXkVmZzMTEDlWvVuUoaMYNdIWni2pqVXu/MlmW1fO7qkXWQvfRNLeQHIZHj1uAu/IU9VaTa2WM2cKU0koWAPZ0tPcWFqo49zAF08uxJwYDflB1chmf7+0pM5aVAHtkLlE2b7Qnd2B4XStiSxSY9FX45FW4y5PN++TDJWS73/X9SXwtUbp4BonPyjcPKLsk0x9AlF6Rl0yYGOkiTZljAuzcVUlImxIA1j3hkMOUkY8s5UW8pZplDhHNnRNogwtg/q4DgAyozF5FVkkVeRQW5FBjm69GrlnAGczBI+ZZX45BfhlZ2NZ3HZ32MQalBSaSaoY3882/XHtc0ABo0cS15eHkeOHKn3Et7msjwy5j6NIScJhZsvEU98j5Nf/f8mHKFTp060b9+e+fPnOzoUoQmIZECoYmHiF2Tr0hjVcgKx3h0uuf/dd9/NiRMnOHr0aJU+7t+S53G6JIHOATdyc8SYel/fYjWz+swCe7XDENcoeoUMJtIjpsbxCzpTOSeLDpFScpwsbRqWfzFuoCbuKi9OHkihJEPLa0+/Qah7FK4qD2677TZwtjDjy7fJ1J7hXFkyxYb8Ksd6qf2I9Yon6GQi1k22D1SngGiCbp+OJqLu17bUUMjhvF0czf8Lo9UAgIuugpjEs0RXavDsOBzXONsX4eX0h0sWM6bSHNsc+uJMW/dCWT7msnwsumKs+nKsBh2S2YgkWZHJ5OcrB7og13igdPP5++7ZJ8xema+xRvRbzUaMOacvWqXwAOayqq+z0sMf19Z9cWs7AJeW3e0VAiVJotxYYl/rIVuXRq4uo9p7RCFTEKDyJ0jyIMCoxLekAoqyMeSfpTIrCfnF+8uVWMK6ccc7P3H/5GlMmTKl3s/Foish/dvHMeQkofINJ+LJH5vtTIPjx4/Tvn17fvnlF+644w5HhyM0AZEMCFWsObOQxKKD9AoeTO/QSzeD/vHHHwwbNoyNGzdy88032x//+vB0Ksxa7mn9DCGX0SrwZ9oyjuTvRiFTcnPEGOL9etQ4kE5nKmNn5h8cL9yPVfr7TtdZ6UKAJhQfZ3881D7nCxS5oJI72wsSSZKEoSSLgl3zKc8+gUmlwuobhCK+HxVOCsqNxXXWEfBS+3J8VzLl54zMfPv/0Cht4yXKDEWcLTvFmZITnCs7XaVrwbO4jDiCueGmF3B29qzXa2E1VpL280ucsGZwNiYCg7OtEpyvcyD9w28lyjOu3q9rU5OsVtvdfnkBFl0RlopSrJXlWI0VSGYDklWyTU1UOiF3dkPh4mUrUewThsLVu9bBk/ZlopP/Qnd6FxUpe6vM85er3XBt0xf3+MG4xvapVjrYYjWTV5FJpvYsmdpUsrSp1aaCymVyAl1sVRsLkop597Gn+OWjaSgyD2LISjwfByxLKGbgaz/Q86YB9X5dzOWFpH11H+aSbDRRXQh/dLatKFMz88QTT/D777+Tmppa79YP4eomkgGhiqP5f7EhbSkBLqHc3/b5S+4vSRI33HADGo2Gbdu22T/EPz3wClbJyuMdpuHu5FWvaxdUZjPv+CcA3NbqYaK92ta4X0Z5Cr+l/GhvAg5yDaeNTxeiPOPwVtdd496i11K0+VuKdy6wzeVXKPHt+xA+Ax5FrqpadnXZb7/wyvQXeOz5h+h8U3tydOcoqMzl4sqEMmSEuEUR4xVPrE8H+3Ot1BZw4PdXSXU1kxfki3R+gJqTXE07vxvoGngTnnUM0JQkicwfn0V3chsylTO+t75MSqg3+3I220szt/Rqx4Dw0Xiqm260tyRJtvED2kLM5QW2n7I8zKV5mMvyMJXmnP93fp3jAOqicPFCHRKHJrIzLq16oInoUGvrh9VkoPLsAcpPbEZ7YguW8r9bDeTObri1uxmPTiNwib6hxnNcWAwqo/wMmVrbYlBlxqpVFi1mK75OQcQGtCfIpEa95w8qj6wHIKPMTPRjs2nRqU+9n58hN4VzXz+A1aDFu/e9BIx6pd7HNoWMjAxiYmKYOnUq06ZNc3Q4QhMRyYBQRYVJxzdH38EiWbg77inC3Ftc8ph169YxfPhwfv75Z8aNGwf83TIwvs3kWqet/dOuzD/Ynb2BVl7tGd3qwRr3KdLnMf/EZ5isRvw1IdwccVu9YpSsFkoPrKRg/ZdYtLaSxy4xvQgc9SpO/lHV9l+5ciV33XUXo0eP5ueff0ahsH2RGMyVZGrP8n+LZqIJleMRfPGcdhkR7i1p59MFzYrZGM8cQOHihc+EjzmrruBIwW6K9fnn95TTxrczPYMH1ThroOzwGrIXv45MqSbskf/DJaozAHpzBX9l/8mhvB1YJStKuYobQ4bTOfDGes3SkCwmzNoiLNoiLJVlWA0624+xEslYidVYidVUidVQ8fc2vfb8nX0pFl1J/dchkMlQuHihcPOx/VfjjszJBblSDXI5SFYkk21wollXdD6JyK22eJDC3R/PrqPw6nk3Ks/A2p+b1Yo+/SjlCRsoT9iAuSzPvk3pEYBH55F4dht9yb76UkMRGeVnSC9PIbngOAZZ1RYihUxBoMIX95NH8U1PR5Zdgv99X9CyS9/6vS5A+YnNZP1kS7aD73oPj8631PvYxvbwww/z+++/k5KSgofH1TMVUvh3RDIgVLMhdSlHC/4i3L0ld8ZOrNd89zvuuIPt27dz8uRJvL29WX76O86UJta7uwFg3dnFHC/cx42hw+kRPLDGfVafWcDJokOEu7fktphHUdVj9oA+4zg5K97DkHkCAJVvBAG3vIRr65uqPTer1cqHH37I1KlTGTt2LAsWLKixmXTixIns3buXLbv/JLnkOEnFR8nUnrVvdzIYiUrL48a+U/AO6wjY7kLTypLYn7uVtLIkwJYUxPt3p3fIUFxV7vbj07+bSEXyX/gOmoTfwOqlYAsqc9iY9isZ2jMABLtGMqLFPXg5/z3VUZIk9OkJ6JJ2UnkuAWP+WcylOTWv1HeZZE4alO5+KN39UXoEoPQMsDXzewah9Ay0Pebue9lN4FaTHmPeGfQZx6lI2Yfu9C6selszvkypxnfg4/j0ffCS4yQkq5XKtEOUHV5LecIGrJV/r+7oGtsHnwGP2hOsuuzdu5dhowexcM0PSF6GGleKVJrMuGYX4u57I4N7jK33SpEF62dRuHkOMicNkZN+Qh3Y6pLHNLa9e/fSs2dPZs6cydNPP+3ocIQmJJIBoZoyQxFzj32IWTIzJOou4v26X/KYrKws2rZty+jRo5k3bx6JhQdZc3YhGqUrj8RPqVeJ4a3pq9ifu4V4vx4Mibqzxn1mH3kHramsXq0WVrORgg2zKN7+E0hW5Go3fAc9gXfPcTUuJpOVlcUTTzzBqlWreP3113nnnXfsLQL/9Oabb/Ldd9+RmZlpf6zUUMTxgv0cOrsKvbMtgVDKVXTy70P34AH2sQUAObp0dmX9wdnSkwA4KZzpEzLUXofh7P9uw5h/lrBHv8G1Zc2vvyRZSSjYy9aMVRgtelRyJwZG3EZb325UnN5N3uqPMeadqX6gXGmbRujigVztavtx0iBXaZCpXWz/dtLYBg06u6HQuCN3dkfh4mm7w3f1Ru5U+xTKhiSZTWhPbado+zz0aUcA8Og8kqA7/1PvokxWsxHdye2U7vsV3eld9mTIo/NIAm+bZlugqRYJCQl06NCBXbt20atXLyRJosRQwLmy06SVnya9LLnaipruKi9aeLYmyjOOCI+YWt/7ktVCxvdPUpGyF5VPOJFPL3BoUSKTyUS3bt1QKpXs2bOnSmVN4donkgGhRnuzN7E9cw1KuYr72jyPr+bSi6788MMPPPTQQ6xYsYKRo0Yy7/jHFBvy6ejfm0GRYy95/IXpiGqFM4/Ev45GWb2s7DdH36XcWMKdsROJ8Kj9TspUkkPmT8/bB3y5dxpBwIgXUbpX76eXJIkffviB559/HrVazXfffcfIkSPrjHX69Ol88803ZGVlVXncatBx6u0byQnxJ7P/MHL1tu1qhYY+oUPp6N+7SnN+RnkKW9J/J7ciA7CNfxgWNY7Kxe+iO7Udn/6P4D/0mTpjKTMUsfbsInsrQUurHzG/LUFpsSJz0uAWdxOaFl1RB8fi5BthG6B3lS25K0kSZQdWkrP8XbCaCXvoK1xje1/2eYwF5yjaNpfS/StAkvDoeivBd7xT6/4FBQX4+/uzdOlSbr/99mrbrZKV9JRNHNv+BfmBvuR5e6JQ/Z1AymVyQt1aEO3Zhmivtvg4V/07MuuKOTdrPKbiLFxj+xA64fNGKz19KdOmTeP9999n7969dOnSxSExCI5zdX0iCE2mW1B/ItxbYbaaWJk8lwpT9fna//TAAw8watQoHnvsMbIysxh4PgE4kr+LxMKDlzw+0iMGP00wBoueTeeWU1OeGuFuSwAO5m2vcTuAMT+Nc19PwJCViMLFi9D7PyPk7hk1JgKJiYkMHDiQhx9+mNGjR5OYmHjJRAAgOTmZsLDqleRkTi6ofcIIycxjwNFsxrS4//xzqmTTuRUsOjmLIv3fg9zC3Fsyvs1kBkXejpPCmRxdOvNPfEpmpy5IYKtzn36szlg81D7cGTeRPiHDkCEjRV7AzgHdkfW+jZZT1hNy74d497obl6jOtqb7qywRAFuZZ89uY3Bvb+s+qkxPuKLzOPlFEDT2LQJutU0J1B6ve5EtX19fvL292bdvX43b5TI5ka0G0ckphl7bDzL8JOycncj2RQcxltrKNqeXp7A1YxVzj33I9wkfsDV9FZnlZ5EkK0pXb0LGf4JM5YwuaSe5v39Q6/u6Mf3666+89957vPvuuyIRuE5dfZ8KQpOQy+SMiB6Pu5MXxYZ8lid/i9FiqPMYmUzGt99+i4uLCyNHjsRHFsQNQbZpV+tSF9ubxGs/Xs7gyNuRIedk0SF2Z62vtk+3oP7IZXJSSo6zL2dLte1mXTHp30/EXJaHU0A0kU8vxK1t/2r7lZeX8+qrr9KhQwfS09NZt24d8+bNu2Qd9pycHL744guWLFnCkCFDsFqt6HR/J0oymYzAW6eAXIk2YQOy76Yw2tiagWFjcFI4k61LY/6JT0kqOlLleXf078WD7V4m0iMWs2Rmh/k4xwfejNlqJnPeMxhyTtcZl1wmp2fIIEY69UBdaaDc040/Qk2c1Z+r87iriT4zEd2pnQBXXMHPaqykeNfPFKz/EgDnsHY17idJEpJkm/740EMP8dlnnzFjxgyOHTtW45e1d6+7bedLP8gvX69gcIvbeX/sd3zz6HJcsoKIcI9BLlNQbMhnf+4WFp2axeyj/+HPtGXkuasIvHsGyGSU7vmFoi3fXtFzu1IbNmxg3LhxjBs3jldeaV4zG4SmI7oJhDoVVuay6OQs9JYKQtyiGBvz6CX7/48fP07v3r3p0qULq1avYlP2ryQVH0EhUzCixb3E+nSs8/hDeTvZdG45AN0C+9M3bESVgkMHc7ezOX0lAD2DB9E7ZIh9e+aCl9Ae+9NW1GXiPJRuVb/cJUli/vz5vPLKK5SUlPD666/z8ssv4+xc/TlJkkRCQgKLFi1i27ZtJCUlkZ+fj0wmw8fHBw8PD7Kzs9Hr9Xh5eREYGEjbtm0ZP348A9sGUbjyHXupXpVPGKret7PTW0tmhW11wr5hI7khqP8/rmmrvrg9Yy0SVnzKjXTbshtnuTOhD8y85KA3beI2Uha/xKGbbqDQ09av3ztkCD2DB9W56FRzJllMFO9eRMEfXyKZDbb5+Y/NuaxiS4acZEr3r6D04O/2wYTq0LaETfgMpUcA6enp/PDDD/z2229kZmaSl5eHxWJBLpejUChQqVTo9XqsVitubm506tSJ4cOHc8cddxATEwNWC6ffuQnJWEnU88tRB7QgOzubF198kZ9//pk+ffow6/++wDlERnLJcc6WJlYpn+yqciey0hmfbavxLC4jaMxUvHrUPG6mIe3cuZOhQ4fSt29fVq5ciUrV/GoeCE1DJAPCJeXozrE06RsMFj1BLuHcFvMwLheNfK/Jzp07GTJkCP369WPpsl/4M2spp4sTABk3hg6je9DNdQ4A25ezhW0Zthr+UR5xDG9xDy6qv8va7sz8g7+yNwAQ6RHL0Ki7UGancu7/HgS5gsinFuAc0rrKORMSEpg0aRI7duzgrrvu4qOPPiIiouq0x/z8fBYsWMDq1avZv38/JSUl9m0ajYbQ0FBiYmIICQnBx8eHsLAwPD09ycnJIScnh927d7Nnzx58fX2ZPOkJHu4ZhP7AMiwVtvNIahdS+g/gpJutlWVA+Gi6BN5U7fmnlZ3m95QfMVgqca8002PTLjRmGcHj/ot7u5ur7X+BpaKUlBmDsFjNpN8zkQSDrUWhpVc7RrS4B6d6DORsLqwmA2WH11C05XtMRemAbSZA8D3v28ouX4KpOJOyo+spP7IWQ3aS/XGVdyg+/R7Es9sYTpxM4o033mDFihW4uLgwevRoYmJiCAwMRKVSYbFYMJlM5Ofnc/bsWQ4ePEhycjIGw9+tZM7OznTu3JkvBzrhai6pNuhzy5YtTJw4kZSUFF566SXeeOMN1M5OnCs/TVJxAsnFCVUGIbqV6QhLy6JL/H0Ed2u8hGDnzp0MGzaMbt26sWrVqhoXGxOuHyIZEOoltyKTpUmz0Zsr8FL7Mjbm0Uuuqvfnn38ycuRIbrzxRpYuW8r+kk0cyd8F2L6chkTehYuq9g+gxMKDrE9dglky46J0Y2DkWGK84u1JxLGCfWxMW4ZZMuMkV9M210jwjj/x6TKGoNvfsp9Hq9Xy9ttv8+mnn9KqVStmzZrFwIFVpy7u27eP5557jt27d9ubgd3d3Rk6dCgPPvgg3bt3x9+/7ud7wYkTJ5g9ezZz5sxBrVbzxpRXmNAnivK9v9hH9ye1bkFSu5YA3BH7BJEeMdXOU1iZw9KkOWhNpbgbJHpu2IbaaCFo7Jt4dhtT6/VzV7xHyZ5fUPlGoB3/Epuy1mCRzPg4B3BrywfrNRjUkYz5aZQeWEHp/hVYdLYCQAo3H/wGP4Vnt9vqHPNgKs6kPOFPyhM2oM+4aKyFQolb3E14dhuDa9yN5BcU8tprrzFv3jwiIyOZMmUK48aNw9390kmGJElkZ2ezbds2Fi5cyJ49e8jLy2PLpDYEeTgxv7g1L77/f3h5edmP0ev1fPTRR7z33nsEBwfz1VdfMXz4cMBWFTG1LInEooMkFx+zl0uWWa1EKQLpGjOWCPdWDbqk9bp16xg7dizdu3dn1apVuLnVvX6EcO0TyYBQb0X6PH5N+pZSYxHOCg0jW06o8UvsYlu3buXWW28lOjqalStXUqLJYtO55VgkC64qdwZH3knLWioNAuRXZLH6zAIK9bbm9hYerekXfqv9C62wMpc/UpeQrbM1vWt0lfQMGUTHlqOQyxQsW7aM5557jsLCQt544w1eeumlKnUDdu/ezSOPPEJiom3WQUxMDC+++CIjR44kNDT0X71e2dnZvPvuu8yePZtWrVrx9Vdf0T3ClZJdP1N+citHO7cmvUUorgYr90c+hGtYfLVzlBoKWXzqa8qNJfgY5HRf+ydKi5XA26bh1b3mmvGWyjJSP78Tc2murSTv2Bf4PXUBWlMZTnI1Q6LuJM6n0796bg3NVJqL9tiflB1Zh/6iwYFKzyC8+9yLV/c7kKurzy4BMBZlUJ6wAe2xP9FnHP97g0yOpkUXPDoOw73dIBSuXkiSxM8//8zkyZMBeOutt3jiiSf+dcndjAN/olv6EkaLRM/PjmFCweTJk3n33XerdEElJyczceJENm7cyJ133slnn31GSEiIfbvBoudU0REOJf1KgfrvMtu+zoF0CexLW98uV7Qy58UWLVrEhAkTGDZsGIsXL0ajaZppokLzJpIB4bLoTGWsSJ5Lji4dGXL6hY+kS0D14j0XS0hIYOTIkRgMBpYsWUJct5asObOAIr2tQlycdyf6h9+Km1PNc6zNVhN7sjeyN2czVsmCDDnt/W6gZ/AgPNTeSJKVfYd/YK/2EAaNraSws8yVhPVnWPDRMgbcOIiZM2cSFRVlP2d+fj4PPPAAa9euBeCmm27iyy+/pEOHSy/OdLku7p6YMmUKM2bMwFiQRu6OH1npm4dBo6bTvuO0C76RgBEvVJvDX6TPZ9HJL6k064jQq4lfvRqZTEbI+E9q7TKoTD9G+pxHkUx63NrdjOft01id9vf0w47+vegXNgqVwjF15yWrFUP2KXRJO9AmbquSACBX4BrTC88bxuLWum+NU+1MJTmUH/2DsqN/2ItJAfYEwD1+CO7tbkbpXrUI08SJE/nmm2+4++67+eKLL+rd2lMXfXYSmT88jbksD/euo1mS4c0bb7yBVqvFw8ODL7/8kvvuu8/+N3IhIXnhhRfQ6XRMmzaN5557DrX673LYktXKyd/f5Lj+NBkRwVhUttfAVeVOt8B+dPTvhUqhrjGe2lgsFmbMmMGbb77J/fffz3fffSfGCAh2IhkQLpvZamJ96i8kFtmmC7b26czgyDtwquPDKS8vj7vuuovt27czbdo0pkx9jT25f3IgdxsSEiq5mh7BA+kaeFOtdz5F+jy2pq/iTKntw18uU9DGpws3BPWj8pf/Upa0ncx+ozik1qJwOZ+cSDJifNrT1rcbLTzikMsUfPzxx0ybNg2j0UjLli1ZsmRJo0+nslqtvP/++0ydOpU9e/bQvbutT3l7yjL2Fu8mJD2HLnuP4RQQTegDX+DkU7VVIlObypJTX2OVLHQt1hC86Xfkaleinl2CyrvmFgxd0i4yf3oOyWxEE92N4Hs/4q/i3ezN2QTYlkYe0eJeAl2rT5FsaFaTAUNOEvpzCVSmHaLizH57F8AFzpEd8YgfinuHIVW+xP8+h57yYxspO7CSijP7/q6kKJPjEt0N9/ghuLUdUOMUUoAvvviCyZMnM2fOHB599NF/9XxspY8TbN0ZB34HqxmngGgiJv6AQuOBwWDgzTff5JNPPsFisdCxY0eWL19OixZ/F8oqKSlh+vTpfPnll0RERDBjxgzuuusu5Oe7QSSLmezFUyhK3ER6TAvOxbdDa7HNXNEoXekZPIiO/r1QyC9dlyA9PZ0HHniALVu28Oabb/LWW281aLeDcPUTyYBwRSRJ4lDeDrak/46EFV/nQG5t9UC1oioXs1gsvPfee7z99tu0a9eO999/ny794tl0bjnZOtsUOHcnL3qHDKWtbxfksppHi2eUn2VX1jrSy1Psj/nnFhKZks7TnxwivdzMKx9NJryHL3n6DPs+TjI1J3acZfvyfZw7ksN/332fSZMmNdmHosViISoqiltvvZVZs2YBkFh4iDVnFxCs9KfH2j8xl+Wj8g4lYtJP1WZCXJhloZApGJhQgNOpA7i1H0To+I9rvabu9G4y57+IZKxA5R1K0F3vkuftwrrUxehMZciQ0y2oH72CB//rVgKrQYe5LN+2RHJxFqaiDIwF5zDmncFYkAZWS5X9ZU4aXFp2x631Tbi17ovSo+b3jqk0l+JdCyndtxxrZZn9cU1UF9w7DsO9/aBqr1VNunXrRmhoKCtXrrzs52UqzsJYmI4xLwV9ZiKVaYfta1wAuLXtT9DY6dWWcs7MzOSuu+5i165dyOVyPvjgA1588cUq77kTJ04wZcoUfvvtN7p27cqMGTMYPHgwMpkMq9lIxtxJVJ7Zj9w7hIrxL7Ov6C9KDYWAbZns/uGjaOlV8xRJvV7P119/zZtvvomHhwcLFiygf//+l/X8heuDSAaEfyWj/AyrzsxHZypDJVczrMXdxHrX3dS+b98+XnrpJbZt20bHjh15ctKT3HBLe/YVbLLXffdW+9MzZBCtfTrVmhRkaVPZemYNWYYUOP/haqmATkG96BZxEz7OAeRXZHG8cD8Jufsw8veIbYVMQZh7SyI9Yohwj8HfJaReC/38Wy+88AKLFy8mIyMDmUzGhrSlHM3/i3a+3RjkezPnZj+MqSgD9w5DCbnngyrHSpLEiuTvOVOaSKAqgG6LFiKTyWj52h+1fpECGHJOk/njs5iKs0Amw73jcDS972Cn8Tinis+X+HXypn/4rbTyal+lOdtq0GIpL8KsLTi/UmGR7b8622JHZm2h7b/lBUgmfa0xAChcvXEObYsmqhOaFt3QhLWvsSz0BRZdCQUb/4+SvUvBYhtUp/QKxrPbGDy7jKy1RaQmR48epWPHjqxYsYLRo0cjWS1YdMWYy/JtyyxrC+0LONmea5F9RcYLayP8k8zJBbc2/fDqedclp3wuX76c8ePHU1lZyZgxY1i8eHG1cQrbt2/n1VdfZffu3dxwww08++yzjB07FidMpM0aj6kwHdc2/Qi67xNOFO5nV9Yf6EzlALTyas/AiNtwc7Itj52amsq3337L7NmzKSws5Mknn+S9996rMqhREC4mkgHhX9May1h9Zr69P/qGoP7cGDqizi9XSZLYsGEDs2bNso9mvv+B+7jx7i4UuqSht9hWivNU+9ItsC/tfG9ApXBCkiROnjzJ2rVrWb58Oe4Fx3h3fGtSo8PIio3BgNF+jUCXMOJ8OmHIkDHwxiGEtQvgyWkP4dlSXW2ZWieFMyGukQS7RRLkEk6ga1iVhYMayu+//86tt97K8ePHqPDJZ+v56ZN3xU4k3KMV+qyTpH0xDmr5ki83lvLD8Y8wWvR0PlNC6KH9hNz7Ie7xQ+q8rkVfTt6qjyg78Jv9MYWbD/mtYjkc4UbF+e9kP62F9qlFeOXmYdEWIpmNtZyxZnK1G0rPAFRewai8Q1D5ReDk3wJ1UAxKj4B6t8JoE7eRs+wte1eCpkVXfG6agGvcjZdVX8Bq0KHPPMGyOf8j88Re7rllAJaSLEyleZe1xLJc44GTbzhOflGog2NxjuiAc1g75Mr6t6ZkZGTQr18/zpw5w/Dhw1l9fuzHxSRJYv369Xz44Yds2rQJT09PRo8ezb3D+hB1fA5YTATd+S6eXUZitBj4K/tPDuRuxSpZcZI7o0zxZfGslWzduhV3d3cefPBBnn76aWJjY+sdp3B9EsmA0CCskoVtGas5kLsNgGjPNtwSPb5e89rT0tL45ptvmDdvHpmZmXj6eDD2maG0HhSOwtn2YWk1SGQdKGXd99s4eeQ0arWa24f14/V2JSitBnxvfhyvgY+TUnKc44X7SC1NQsJqv0bGyVxifeIZ2+9e/DUhFBvySS07xbmy02Roz2K0VL+rdVW546cJxtc5EB9nf7yd/fFU++Lu5Flra0VdJEkityyTB1+8hwH39EBpu4mja2Bf+offat8vdeZdGLKTCLn/U9zbDqh2ngtFl5wsEv3XbCP8lldrnVnwT/rMExRtnYv25Hb7nbxZISc5rgVnYiOwnl+YyT+ngJiTZ/EpLEWudkXh5oPSzReFux9KV2/bssRuvrbH3HzOr2Do1yALGJXuX0HOr2+DJOEU2IqAUa/UulhTTYyF6ZQdXoPu1A7b7ALJWvOOMvnfsZ9/Hrbn6YfSzQeFu69t9UWPABTODTP1rqKigs6dO5OUlMTLL7/Mhx9+WOu+ycnJ/PjjjyxdupTExEQe7xXAC/2CKTcrWakciJOLG0ajkeyydPxvcsIvyjYA98zWPHoEDGLsbWPFlEGh3kQyIDSok0WH+ePsIsySmUCXMG6PfbzGBYdqYrVaOXz4MJs3b2bfvn2cOHWc4M6e3DCmLd4htg86yQoeRn/6xQ7DeeUX6M/sxzmsPRET51ZZLrfCpOVw5m5+/nMuEfFByBV/t1K4qjyI8ogl0iOOCI9WaJSu5Fdmk61NJVt3jhxd+vn1A2r+05Ahw1XlgZvKAxeVGxqlK2qFBpXCCaVMdb7Sn4TZasJoMVBp1lFmLKZQn4veXGE/j5Pcmb5hI+jg36vKHWL6t09QkbKn1nXurZKF+Sc+I78ym/DULIa3ebTOQkQ1vtYmA4bsU5iKMrBUloPVjE4hcViVS5KUg3T+uQe7RNAtuD+tvNpdUQJ0uQy5KaR+cTdYzHh2v4PAUa/W2ZVQ5dicZArWf4k2cUuVx01OHmw5lk6/0eOJaN/DVg3SKxilu59DFgUqLi4mNjaWgoICZs2axaRJky55TFJSEru2b6XdqTl4KIx8sb+SZcfKUCqVRERE0L5De9qPjMQYaBvHEOvdgREt7q3X4EJBAJEMCI0gW3uO5cnfUWnWEegSxt1xT172NKiLWSUrKSXHOZi73d4VAeCirSA8I59eg6bjG1R1AJVer6dNmzakpqby7gfvcOvDQzlTcoK0siRM1qpN336aIMLdWxHmHk2YWwtcVO4YLQYKKnMoqMyhSJ9LsT6fYn0BpcYirFLVgXCXQyFT4q0MYN5HS4hwjuWHb3+sts/Zz+/EmHOasAdn4RrXp8bzpBedYMmZ7wEYGTyGuNAbrzimfyoxFLI3exMnCvdjOf9c3Z286Ojfi/Z+N+Cqarxldi8UTHKNu4nQB2bWu1uheNci8tZ8bBtbIJPh0qon7vFDcI7uTo+bR+Dl5cWWLVuazQj6jIwM2rZtS3l5OV999RVPPvlkvY4r3rmQvFUfog6OJWrykmrbEwsP8UfqIiyShVjvDoyMvu+qLUMtNC2RDAiNorAyh8WnvqbSrKOjfy8GRVZf/vVKFFRmczhnB8dzdmG2LxUrI8K9Fe38utHKqz26MltTbFpaGk8++SRfffWV/Xiz1Uym9gyppUmklSWRX5lV7Rrean9C3KLO/0Ti6xxg/0CVJCs6k5ZyYwk6UxkVZh2VZh1Gix6j1YDFarbfVStlSlQKNRqlK+5Onnir/fHVBKGUK/npp5+YMGECy5cvZ8yYMfZrS1Yrp6f3RjLpafHiSpz8Imt8HbQnt7Ph4EzOxEbiJFdzR+wTBLtF1LjvldIayzicv5Mj+bvtLRpymZyWnu1o79edKM/YBm8tSP3iHgxZiYTc9796t3YUbvmOgj++AMCtTX/8hj2LOsA2hW/27NlMnDiR3bt307NnzwaN9d86d+4c8fHxlJWVcf/99/PDDz/YpxXWxlJRSvJ7N4PVQvSra1F5BVfbJ7X0FMuTv8cqWegdMoReIXWPJxEEEMmA0IjOlZ3ml6TZyGVyJnacXu/ugkspO/oHGUumkBsTS16Pm8jQnrVvk0sKjmw6xd5VCfRpezNzZs+p81wVJi0Z5Smkl6eQoT1LQWV2tX2cFM4Eu0YQ7BpBkGs4wa4Rl1yb4VIkSeK2225j+/btnDhxgsDAQADM5QWkzBgEMjmx/9lTpevjYoWbvyVvwyz2Dx9EnkZCKVcxKGIsbX27Nfjdr9lq4lTRYY7k/2Wv9Ai27pY2Pl1o59cVP031L6UrkfL+UMyluURMmo8mvP0l99ee3E7mvGcA8Bv6DD79HrY//4yMDNq3b8/tt9/Od9991yDxNbTi4mJ69uxJUlISAQEBrF279pI1L9K+vBd95glC7v0I9/jBNe5zvGAf61IXI0PO/W2fx9+lYf7/CNcu0aEkNJpQt2hUcjUmq4EyY3GDJQMVZ/ajsFhp59+dAa2fotRQyPGCA+xM/hNcLcQPbEX8wFY4K1xYn/oLrX06E+YeXePsBheVG7E+He0rKVaaK8jSptp/cirSMVr0pJXZWhIu8HDyJsg1gmDXcIJcIwlyDbusMrEXlnsODw9n3rx59qVjLZW2qWJytWutiQDYZgfIJYmbywPYHehJWlkS61IXk1Cwl14hg4lwj2mQpECSJCx5qYSeO4dftpb8CgMpbmbO+Tmjo4z9uVvYn7sFP4U37YJ609q3a62VJC/FajZi1trmz9dWOOhiFl0JOctsa1B49bwb3/6PVNn+yiuv4Orqyscf116HwdG8vb05deoUb7zxBjNmzKBbt2588cUXPPXUU7Ueo/KLQJ95AlNpTq37tPO7gZSSE5wuSWBPzkZGRt/XGOEL1xCRDAiNotRQxJ9pyzBZDTgrXOosRnS5Lkw3U3nZarp7qn35ZupC5s2bR9serfjPN1PJtaZRYS4noWAPCQV7cFV5EOfdkdY+nQlyDa/1i1KjdKGlV1v7eglWyUJBZQ7ZunNka8+RrUujSJ9PmbGYMmMxSefn6VvMVpR6DR0iutLCJ45Qt2iclXWPrPfz82PMmDH89NNP9mRArrJNVZPMBiSrtdZFeVTnpxxas04zdvj/sS9nM39l/0mm9ixLk77BxzmAdr7diPPphKf60gV5LiZZLVSc2Uf50fVoT27DUl7w93WB1kCsTEZesB/pEcHkBftRQDFbM1ezLWM1Ya6RtAvoSSvv+Esud32x8iNrwWJG6eGP0jPokvvn/v4BFm0RToEt8b/lxSrbSktLWbp0Ke+//z7e3t71ur7FYmHFihWsW7eOI0eO4Ofnx2OPPcbQoUNxcWmYRLY2//nPfxg/fjw9e/bk6aefxtnZmUceeaTmnS8ktdZaZkmc1yN4IKdLEkgpOY7FahaDCYU6iXeH0KDyKjI5mLuDxKKDWCULSpmS4S3GofqXi6tc7EK1uQvL2n722WfMmzePqKgotq3+C19fX6ySlfTyFE4WHSK5OAGdqYyDeds5mLcdL7UfbXy70M63K55q2x2oJEkkJiZisVjw9/cnMDAQmUyGXKYgwCWUAJdQYt06cfDgQZb/9ivbDm/EPURN1/4d8G/picJZjuRm4EjRLo4U7UKGjGC3SKI92xLr3QFv5+rldQH69u3LokWLsFgsKBQKlB6ByFTOSCY9htzTOAfH1Xica5t+sPoTKlL2oju+iR7tB9HWtyv7crZwrGAvRfo8tmeuYXvmGvw1IUR7tSHKI45g10gUtczTNxaco/TACsoO/o65LN/+uEzljCaiI86hbVD5hp8fha8izFhJfHEWpanHSa5MIT3Ik2JfL9Ir0khPTUOZtpSW3vG09elCpEdcrdcFW+nk3N9sRZa8et97yVaN0gO/2ZIHmZygsdOrzffft28fJpPJvjJgXaxWK8uWLWP69OmcOHGCNm3a0LNnT44fP87YsWNxdnZmwIAB3HLLLdxyyy1V1rgA22DVU6dOkZ2djU6nY8CAAfj4XF4CBtC6dWvOnDlDVFQUjz32GLGxsdx0U/XlrU2FtqqaSo+611UIcAlFJXfCZDVSaizG5xKrjArXNzFmQPjXautTjnCPYUDEaPw0l77LuxzlxzaSteBFFG4+eD/yEwGhEbi6unL27Fl8fas3L9uWiD3FyaLDJJccw2w1XRRjK1q5deT9Fz9lyeJf7I+7ubkRHByMl5cXJpOJ8vJy0tLSMJvNBAQEcPfddzNx4kTatm2LJEmUGos4cnYfmw6sw6Apxz+i6t1oqFsLugb2rVLhr7y8nFtvvZXMzEySkv7ugsj86Tm0J7bg1fNuAkdPqfV1yFv1McU754Ncif+wyXj3vheZQmlf+e5k0UEyys/YBzQCOMnV9sqL4e4t8VF6oTuxhdL9K6hI2WvfT67xQB7dmzLvNmRZPMkvKkGSJNzd3fHw8MDDwwNvb28iIiLQaDRIFhPaxK2k71vEGXkhGRFB6Nz/Xp7aWe5Ma9/OtPPrTqBLGDKZDEtlGZVnD1J6YAXaE1sAcGnZg7CHvqyzi6TyXALp3z6GZNLjO2gSfgMfr7bP7t276d27N//973955ZVXahyYZzQa+e2333jnnXdISEhg2LBhvP322/Z1IyRJ4tSpU6xevZrVq1ezfft2zGYzgYGBtGnTBrVaTVZWFidOnMBi+XuGiUqlYt68edxzzz21Poe6nDhxgvbt2xMQEEB2dnaVxMhUks2ZD28ByUr0K2tQeYfUeh6L1cwXh6ZikSw8Fv86HpfZQiRcX0QyIFwxvbmCQ3k7OJS3k0qzbQEVuUxOjFcHugTeSIhbVKNcV7KYOPvJGEzFmWwr9ubx2VtYvHgxd9111yWPNVoMJJcc43jBfs6VJ3OhlkBZgY4gSzTxvj3Jzy4gJSWF3NxcSkpKUKlUuLm50aJFC7p3707Hjh1RKmtvVCsoKGDOT//HzsRNhHTwoVW3CBRK25eRIVciZ4ue1FPp7N27l7KyMlasWMGQIX+P+Nal7CXj28dBriRy0o84h9a8xLNkMZOzbDplh2xVDFV+kXj3God7h6H21pMKk46zpYmcLTtJWllSlToHAE4GE775RbafvGJy8uUsPpjHkt0pGM11N0NfEBwcTGxsLG3btqVTp050i/TAP38/Wdn7yQwLIDM8EKPz31NL3XUGwjPyCTl9BmfD+WmeMjlePe/Cf9izdRYu0mefIn3O41grS23TDyd8VmtFwmeeeYYvv/ySVq1acdNNNxEcHIxSqaS4uJiUlBR2795NcXExgwYNYvr06fTpU3UapyRJWMrzMeSnYi7JRleYTcqp4+TnZFNQWITeAkqNB4FRcYS37kRgqw6gdmPq1KksXLiQuXPn8sADD9TrNfynO+64g2XLljFv3jwmTJhgfzxr0RTKj6zFpWV3wh/9ps5zXBhE6Kpy54kOb4gphkKdRDIgXDaL1cKhvB38lb0Bw/nKfX/PQ+/eKGV8/6n8xGayfnoei1Xi5c2VrN6bdOmD/qGoooD3vpuKW4wcDz/bXayzQkP34IF0CbjxX/exSpLEiRMnWL91HdmyZHw7OqN0UlCeX8Hh7zMID4rk5ZdfJiKi+pTArIUvU56wAZVPOJGTfqq2AM7F1yjd9ysF67+ssgqgU2BLWwlgz0DkKmckkwFjWS55ugyy5FoK/Twp8vPGoqz6RVpRbIBiJ3wUwYRqWhAR1IKgoCD8/PyQy+VotVrKysooKyujsLCQ1NRUkpOTSUpK4tixY5w8eRKr1YqHhwe3Du7HXd3DiHGrJF/KJSPEh5wQf3uVQ5nVSmCRjtaKcNrG34UmqO6SuRVnD5L547NY9eU4h3cg/JH/Q66uuy9/586d/Pjjj+zfv5/CwkLMZjMeHh60atWKzp07M3bsWDp27Gjf31SSjTZxGxUpe6otRlQfCldvnAJasv1EOos27OPeZ99i3GOTL3swZ15eHkFBQbRo0YKUFNuCXMW7fibv9w9AJifiyXlowuNrPT5Hd45fkr7BaNFzY+gIegRfXlEq4fojkgHhspQZivn9zI/k6Gz99X6aIHoEDyTWu0OTVKi72LZ37yRQd5oyJ3+6TV9/WR+4lZWV3H///axcuZKFPy+gbf9o9uZsokifB9ie14gW9+LvUnsz7OUq0Rew9PQcSg2FdAm4iQERo2vd11JRStqX92AqzsI5PJ7wR2bX+cVn0WspO7iK0oO/Ycg8cclY0kuMbDmrJS+0FaE3dSWotTeVqjIsUtV6/X6aIKI84mjh2ZpQtxaXTJAqKys5fPgwGzduZP369ezevRuz2UynTh159J6xDBvUi2JNMadMqeQY8+zHuak8aO/Xgw7+PXB38qp23tIDv5G7/D9IFhOayE6EPvgFCueGSTqtJj3lR9ZRun8FlWmHq26UyW0VC31CUbr6IHd2Q6ZQIlmtSKZKLJVlmMsKMJVkYynPr/H8OklNYMf+uMX0wiWmFyrPwHrF1blzZw4fPszZs2dxT9tMwbrPAfAb9iy+/R6q+blIFg7n7WJ7xmrM/9/efcdHUacPHP/M9pLdTW+E0AIJECA0QRAQUBEROFQsiGIBC2I57O28s52eBcV2FhSVn6LYUERFRJAmvbcAIb3X7XXm98dCJCZAQLwgfN+vV17g7OzMdye488y3PI8SJCWiPZd1uvmo8zUEAUQwIByHGm8Fn+x5A1fAjl5tZEjKxWTG9m2x7sfhA/owY6AfvUZFu+lfoYtre9T9ZVlm//79fPXVV7zyyiuUlpby2WefMWZMuC6ArMjsrFrPL4Xf4gm60Ki0XNx+4hHLw56I/bU7+Grfe0TqY7mx2wNH3ddXtp/8N29A9tRh6tCPVte90qzCOEFnNd78rfgqDhByVuN11bFj915+WbOZDftK8JiTGDdxChMmTCAx8bf5HAE5QLHzAPn2feTZsylzF8Hv5hu0taXTIbIr7W2dMTRjqajdbmfRokXMnTuXb775hkAgwHnnnceNN97IkAsHsse+iR1V6+uHmSRUpEV1pVf8IFpFtAM5SPnCF6ld9TEAEV2Hk3T5kyelBoLs91Czei41yz/4rVdFkjC2ycKcfg6mdr3RJ2eg0jZvRYTs9+CvOICvJBtv0S68hTtwF+5A9bu01rqENCK6nEtE53MxpHQ9YhD75ZdfcsOE8cy5fRhp6nDgFDXoWuJG/r3Re7xBD7urN7GhbBm1B8sbH099EEEQwYDQLEE5wIc7Z1DtLSfWmMi4tBtadEKSLMukxkaw4MaOGDUSbW6fiyE5o8l9XS4Xixcv5rHHHmPLli3o9XrGjx/PP/7xDzp27Nhof3fAycIDH5Fnz0YlqRnf6WZSLO1xOp0Eg8E/VAa2wl3CBztfwKgxMzXrX8fc35O/jYJZN6P43VizRpF4+ZPN7gHZv39//UoLr9dbP+lxwIABzTqGO+Ai35FNbt0eDtTtxh38rZSvSlLR2pJGelQPOkZ1a1ZgUFtby7x58/jggw9YsWIFsbGx3HrrrTz40APkubPZUr6qQbrpeEMS7XfnEL1xFSpFIWbYTcQMv+WIyy2Phyt7FaVfPkGwNpxkShOZRGT/y7H1HHXUctDHS/Z72PjDp/z4wQzaG110TzahOuzaa2yJWLpfgKXb+RhSGpaPtm/5nq2z7iE+QgsqNfGj7iVqwJUHX5ep8pZT6NjPgbrd5Nn31vfqGDQmzmk1ku6x/cQ8AaHZRDAgNMum8pUsyf8Ss9bCNV3+/qfmpz8WRQ6x/INnUG34iLgILbqENNre8UmTE8lqamro0aMHBQUF9OrVi8cee4whQ4Zgs9mOeg5ZCbEgZw57a7ZhUlvY/E4RH743B4/HQ3p6OrNmzWo04aw59tXuYP6+94gzJnNNl79TUlLCpk2byMvLw263U1dXh16v5+yzz2b48OFoNBpc+36l8L3bQA41Wa5YUWQcATvugB1P0E1A9jN37ly++uor9Fo9I4aP5IpLr6JNUnuMGtMJJSNSFJlSVyH763awr2Y7Vd6y+tdUkpr2ts50ielNe1uXZnVJ79y5kzfffJM33niD/v37M3v2bNq3b0+lp4RNZSvZUbW+/uZmcnnpFdmH3t0momlimGL//v0sW7aMgoICnE4nWq2W6OhounXrRo8ePRr0fiiKQtWSt6laHE5RrYlMIvb827D2uPCIRYtCoRDPPfccc+fOpbq6mvj4eCZOnMitt96KXt+8mhuKorBkyRLWr/wZ775fsdr3cUHnGDQctgohKhlr1igkjQ7n3tU4Crfg1+vI9SokjLsdXatW1HgrqPaWU+EpaVRpM9aYSLfYfnSLPesP1QIRzkwiGBCaZd6e/5Lv2MfQ1mPpldB47fP/ghzwYt+8kJrlH+KvCKcgVse0pc2Nr6GNatXke/7+97/z0ksvsXnz5gYTxZojEPLx3rbncARrWTZ7I/2ShtO2bVveeOMNNm3axPz58znvvPOO65gri77n15LF+As0vDX9E3JzcwHQaDRYrVZsNhtOp5OKigoyMjJ46aWXGDFiBJWLXqPq57cxtutN8uQ3ybNnk2vfQ7Ezl2pveYPlkkejljRYdVFEGWKJNsQTa0wi3tSKGGNCkxkaj6TaW8Hemq3sqd5MxWEpnE2aCDJjz6J7XP9mJTtatWoVl19+OVVVVSxdupR+/foBUPjTq2wq/InctFT8+vAyQ4sukrOTzqdrbB9Ukprs7Gxeeukl3n777folf1arlUAgQEVFBS5XeOihT58+TJo0iWuuuYbgps+p/GEmQHj1wsi/H331wsEelQULFjBx4kRSU1uTX7ufUm8evYZ0p2uvznhDbgIhPyHlt7oUElI4TwVqVJIKlaRCLamRDv69sKAIp9NBervWBL0OQn43sgQhtYqQWk1Io0Y5Rg+IRqUlyZxKG2sn2ts6E2tMOmUKMQl/PSIYEJrlnW3/ps5XxZXpt9HK0u5/eu5AXRm1qz+hbt0XhNy1ANR6giwq1vPw/61CpT3yU9B3333HRRddxJIlSxg6dOhxn/ve56eReK4Bk8rCLT3Dy7M8Hg+XXnopS5cu5euvv252QLB27Vq+ynmXmLQIFsxYTrqlJyNGjCArK4u2bds26CJeu3Yt9913H7/88gsdOnTgllF9GRG5j5xumRR2SMEb8jQ4tkpSYdJYIKBix9adxMXF07Fj2m9llEOuRssKD6dV6Ukyp9L6YA6CBHPrZgcHlZ4SdlRuYGfVBtzBcDplCYm0qEzOShxKovnoBZRcLhfDhw8nNzeXV199lREjRlD9wa14C7cTc8nD5KcmsrZkCa6Dx8alYe0nu/n0jfnExcUxffp0br/9dszm3/IayLJMbm4ua9asYe7cuSxcuJDMVjY+uioFFRB30d1ED7rmqO3yer2MGzeOZcuWMW/ePIZecC7fHfiIXPueZl2Xk0EVkgnYPVSUOhkyYARRhliiDHHEGZOINiSIiYHCSSOCAaFZ5ux8iTJ3IaPaTyQjOut/ck5vSTbVv8zGsfUHkMPdqZrIJD7aVM2zX67n5xW/0rdv36MeQ1EUevbsiUajYcmSJVitzR/eWLRoEaPGjOKZZXeBWmFCxu0kRYSrCB4KCBYvXswLL7zA1Vdf3SjrnKIo5OTk8OOPP/Luu++ybt06/vndVCJijYxNvYG0+KbzBxzi9/v55JNP2L1uGX1b5ZA/qBsBXfgp2VXtoWxnHbV5HhzFHsryKiktKauvhLdq1Sqqq6vxeDy0tanx5G3GXbqHOnsB9pALh1bGbtRitxipsxgJahre+A2KhjaaRDrZutI2vhdac/QxnzpDcoicup1sLl9FvmNv/fZ21gwGpowkwdSw96asrIyNGzdiNpvp0KEDN910EwsXLgTg7QmdGZSqY9kBN0+u9FBdV03v0Z0Zfn0/zJHhJ3mt3cKVfW4i3nrsIjwlJSWsfukmuqoKWJrjYn+bcYwePZouXboQHd34szkcDi6//HKWLl3KggULGD58ON8f+IQdVetQS2rSIrux+IulbFu3i/ff+RC9xoBapUHiYECHgqzIKIqMrMjISoiQIqMoIZxuF9dffx3dMjO564ph2Dd8g+KsRpIVDLYkrGkDUHtc+LYuBnt4MqCsKJRoWtH/hscxtustegCEk04EA0KzLC34hg1ly2hny+CSjpP/1HP5yvZRueg1nDt/rt9mbNebqIFX88sBJxePHku/fv349ddfm3W8jRs3MmzYMNLS0li6dCkRERHHfI+iKPTu3RuLxcI9704mu2YLfROHMjhlVP0+gUCAO+64g//+979AuOiMyWRCr9cjSRIVFRXY7XZUKhUjR45kypQpHEhZTUgJMrnbQ8fsRldCAWrXfs6m7R+zKSsNJAmdz4Bju5rqfS4qyivw+/3IsozFYsFgMDBo0CBGjRrF0/fcDPuWcn4nG8m2o69AUACH1Ux1bBSV8dFUxkUR1P2WAVDv8dImv5wOVQEijDForPFoLLFoLLGozVGoTZGoTTbURhsqowW10UKVv5J1pUvZVbUJBRmQyIzty6BWo6itqGPq1KnMnz+//hwff/wxV1xxBatXr2bv3r2U7/qVUdKvqFE4IKWwN2E4XTK7k9K2FUXq3WypWo2shNCqdAxOGUWPuGNPisx7/Rq8BdtYIvfgwTfnU1dXB4DJZCI5OZm4uDgsFguyLLNx40YCgQBffPFFfc/Pu9uepcZXwZgOk+gYFQ64Bg4cyE8//cSwYc1fxz9t2jTWLfyID28bilIZziHQ1NwFOejHtfsXan79FM9h2SENKV2JGXYT5ozBIigQThoRDAjNUu2tYPb251CQGdvhOtKijl1e9niFvA4qf3iV2jXzQJFBkrBknk/0kOswtOpCaWkp7dq1IxAIkJubS0pKSrOPvWXLFgYMGMDkyZN5+eWXj7l/dnY26enpzJ8/n/Rz2rAg50Msukgmd3uoUfd5Xl4eq1evJjc3F4/Hg8/nQ1EUYmJi6NatG2eddVZ9muSZGx8iIPu5IfN+oo6QKz6cM+AbalZ8iN1Txc8XDkBWq+lm68HwDhOO2DWsKAqu3cupWPIO/sKt9du9IdhU4ECX1Jlhl1yDJb41KoMFSa1GkUMoAR+yz0XIVUPQWY3fXkZJoJw8g5eCKD0BXfjmpAqFaJNTRMfdB9D5jz5HQdKZUJtseKJj2dUulvzIcJvVQYmFz/7Itl/LePLJJxk+fDgTJkxAq9WybNmyBsewb/2Bkk8eAjmEqcNZJE98oT63QJWnjMV5n9evPmhv68LIdlcedVXDgZfH4y/dS8r1r6Nvfxbbt29n7969FBQUUFJSQmVlJQ6HA0VRyMzM5Morr6Rz587175+7+zWKnAcYnnoJWfEDUBSFxMREpkyZwpNPPnnU61F/jA9ns/PDR5jQOxYJUOkjiBl+E5H9rzjqcNfsl54k7/v/ckn3WHQHf/2GVl2Iu+jvmNofvXdMEJpDBANCsy0rWMD6sqXo1AauSJ9K/ElMyOPOWUfJp48QrAvPUo/oOozYC6ahj28PQDAYpGvXrmRnZ/POO+8cuaLbUcyYMYO7776b5cuXH3MlwK5du+jSpQvLli1jwDln8+aWJ/CG3PVPhSfq/R0vUOkpaXQc2e/BtXc1jm0/4tz5M0ogPFM8p1tndnZqRZI5lasyph1xqZg7dxMV376At3A7AEFZIVeOY8gNj2Jo35fX33yHBx98EKPBwGPTb+GKi4ag89cRctUi+1woQT9IKiSNFklrRG20ojZHIkVEkivVsMW5jbKDSYL0ipqz6iJIqXQRctUSctcSctchexzIPmeT7auJtrG1V2cctnCvTEZ2MVmq1ujbn03fS26hc/de9UMEh3PuWUHxR/eh+N3oEjvS+vrX6wv0KIrMpvKV/FL4LSElSKQ+hks6Tj5ikFXw7lTce1eRMO4RIs+6rDm/rgbWly5lWeECovRxXJd5DypJzZgxY/D5fPzwww/HfH/JjtVsf3UyqZHhXhdrr9HEjfx7feroYxk1ahS/Ll3Eq7deSG9zJYo/PG/E0n0E8Rffi8bSdDEsQWgOEQwIzRaSg3yW/RaFzhwMGhOXpN1YP4b+R9Ssnkv5N/8BRUYb3ZqESx7F3OGsBvtMnjyZWbNmMWbMmAbdy8fV/lCIwYMHk5uby8aNG0lIOHImuJqaGqKjo+trHqwo/I41pT8RbYjnmi5/R3OCVRiX5H/FpvIVpEVmcqFlEK69q3HvXY07Z134hnyQLq4dwY7DWWJ24rRWcnbS+QxoNaLxZ/I6qVj4AnXrvgTCFQYjz76Ct34p4J/PzWTp0qX0756OY/tiqrYuwZ27Eb0UanScY1GA6jZt2dmlDXWm8GfvobSif2R/dNEpaG2JSBotSiiI7HUS8tQRctvx1ZWzcvFC1i/7jgiVh6TLB1KSFl7q13FnDum7cvAEZIydh9H24tvRJ3RodG5v8W4KZ08j5KhEG5NK6s3v1t/4FEWh3F3E1/vfx+6vwaSJYHz6LU0Wx6r4YSbVS9/F2nsMSZc9ftzXwBfy8s62p/EG3ZyXegk94gcwevRoFEVhwYIFR32vY9uP5M25D61KQRURR/IVT2JO63dc5/f7/aSmplJWVsaKxd+S5txM7ZrPQJFRmyJJvOxxIjoPPu7PJQggggHhOHmDHj7PfotSdwEaScPwNpfSNabPCY9dVv8ym4rvXgLA2vNiEv72cKOlXgsWLGD06NHExcWRm5v7h2rLl5SU0KtXL9LT01m8ePERCw4pikJ0dDT33nsvDz30EN6gm/e2/wd30En3uP6c3+b4nyyVUJDCfT/xqeNHAAYsXUd0VV3965rIJCxdh2HuNoL7n3uT1157nfNu7M+FtwwkRkrmut7TGxzPV7qPog/vIlAdLmlr6zOO2AtuQ2OJJRgMMnnMYM6JrOactkakw/83V2sp86rZkVuOM6QmPTOLvv0HoFGrUIJ+ZL+bkMcRHjZwVBKsK6vvqZAliewu7dmXEV5R0nXzbtrtLwRJQmNNQBvdKvwTk8oPq7fx8gdfsn5PAeMuuYRHHnmEnj17sr54CcuKw70Aqd/+Snfvwd4EScLa8+Imn5b91UUUvD2ZYG0J+uQMvOc+wE233cHGjRsZPnw4r7z5MkurvqDCU0yE1sbELnc2yoXh2rOSwtm3oY1Kpv19jXshmmNj2Qp+LvgKkyaCG7o9QJ+svpx77rm88sorR3xP3aZvKfn0YSSgLqIdvae/j9p4Ynk6tm3bRlZWFlarleLiYqSaPEo/ewxfSXiFQ+yI24kecoOYSyAcNxEMCMfNH/Lxbc4ccup2AZAelcWw1L9h0h57Yt7hnDuXUvThXQDEDL+FmOE3N/oSCwQCJCUlUV1dzbp16+jdu/cfbv/y5csZOnQojz76KI899tgR9xs8eDAJCQnMmxcubXygbjdf7J0FKAxMvpD+yc1bUigHvNSs+pja1XMJ1pWxpXcXCtomY3B7Of9AiNh2/TGnD0QX3wFJkpg8eTLvvfceTz75JH0GZ7FZuxiVSmJQzBjOahd+8nPnbqJo9jRknwtNZBJJlz+JqV342gTtFZR98yzO7Yvr2yAlpBPbaySmDv3QJ6YhqbXs37+fGTNm8NZbbxEbG8uMGTO44oorGrVfURRkj51ATfHBnyK2+Pey0eZBHZI5/4c1aDyuI35+RWvE3DYLc1p/IroOA0sCj314F7E9TEhOHbe2u4Lq5R/g3PETAOqIGJInPIepXa8Gx/FXFZD/xrWEXDV8udPB29th/PjxzJo1i6SkJH76ZTELCmdT7S2njbUTl3ac0uDfk+xzsfdfg8Llfx/4odk1Ag4XkkO8v+M5anyV9IwdxEUZV/Cf//yHO+64o8n93TnrKHjnZlBk1tsjmfDKT0essthcDz/8ME8//TRXXXUVH330EXLQT8XCF6ldPReA6KGTibtg2h86h3DmEcGAcEIURWZNyRJWFS9CQcagNjEo5SIyY89q1vr0kMfOgRfGEnLVEHn2VSSMub/J/WbMmMH06dO59tpref/9909a+x977DGeeuop/u///q/JGyDAvffey6effkpeXl79tkPjxgC9EwYzOOXio35ef3Uhhe9OJVCVD4DKaEPfbRiLUmXqFBfRhngu63QzFl04I+KhuQqvvvoqU6dOxev18nP+1+xyrEMJKVyUNoE0JZa8169B9tgxtutNq6tfqK9q6M7dRPGc6eFc+5IKbefzuPHFL8mrC/HTTz/Rrl3jHBF79uzh4Ycf5vPPP+fVV1/ltttuO+b1UxSFd7c/Q62vinFpN5KqjiNQU4y9aC9PP3gXHRMiGNS9PUZvJUrQ1+C9u2pUvLKmmIvemggS3Nrjn5i0EXjyt1H6xT/xl+1HUmtpde3LmDsNaPDe+vLOgOGyF4nr3J99+/bRv39/7r//fqbddytzdr5IUAnyt7TrG9WVyJ15Bb6SPSRPfBFL1xOr5Le/didf7XsXSVHx+MVvsPSH5WRlZTXaT/a52Puf0eCu5ue8AONfWUZMzB8f15dlmVatWlFWVkZubm591cvqFXOo+PZ5ABIv/Se2Pn/7w+cSzhwicbVwQiRJRf/k85jQ+XbijEl4Q25+zPuMD3a8wL6a7RwrxqxdM4+QqwZdXDviL5re5D4+n4/HHnsMtVrN888/f1Lb/8gjj3DppZdy1VVX8dZbTdeF79+/P/n5+RQUFNRv65N4LoNTLgZgQ9kvfJ79Nq6A/YjnKfv8XwSq8tFY40i89J90eOhHUsc9xmWZdxChtVHtLeejXTMpduYC8MYbb5CYmEibNm3o2bMnZrOZ+y59HPu+AJJa4rsDHzN/w3N4ZA+G1t1Juf61BoFA4axbCLlq0Cd1os3tH9P+mv/w/vyfkCSJHj168NRTT1FaWtqgjXFxcYwbNw6A6urmluxV6n/HkiShscRiTO3Oqws3M3NZIeXp48m45ws6/nMlbW6fi/W826nQJBKSFTpHybx2YSLqg/9EDqXVNaZ2o83UOUR0ORclFKD4o/sI1BQ3OGsgphML94SHFb77zy2YzWauuuoqxo8fz9tvv020IY6s+HMA2FqxplGrdQcnpB4Kzk5Ee1tnUiLao0gywyf1p3v37k3ut/WT/4C7mhKnwphnFpyUQABApVLx/PPPoygK06b91gMQfc5EYobfAkDZN882unaCcDQiGBD+kERza67ufBdDW4/FoDZS5S1j/v7ZfLhzBrurNxGSm56s5tgann0dPXgSkqbpyXivvfYaDoeDG264gbi4pmeInyitVsvHH3/MtGnTuPnmm3nhhRcaBTCDBoXTLq9YsaLB9r6J5zKq/dVoVFryHXt5f8cL7Kne3GQA5D9409EnpYcr1KnDnzVSH8OVGbcRbYjHGahj7u7XWVX0A5u3bOK8885j2rRpSJLEzJkzsdsd/PDyGn56dw0okB9j4OcRA8m/cCzeg7ntQ+46iv/vHpSgD3P6OaTe8j6GpHQAUlNT2bBhAxMnTuSpp54iJSWFbt260a9fP9LT04mJiWHixImMHDmywc3lSBRFYXnRd9T5q9GpDSRHtK1/7Z577mHixIk88cQTxMXFcfGYsVw0cSoZl0xn2LNLeNfeC3OfSylLjiekAm1IIeKwsX2VzkjyVc9hSO2O7HNSuei1Buf+4Ycf+O+KIgAGtjHx1uuvkpOTg6IoFBUVUVRURKeDqzQOldk+nNoYXpoo+46cjfFYJEmib2I4m2Wf0V0blX12uVxMmTKFspWfAtDh0vtITj25WTuvuuoqEhMTWbBgQYOeq5hhN2Fs2wvF76HypzdP6jmF05sIBoQ/TK1S0ythEDd2e5B+icPRqvRUeIr5Nuf/mLX936wp+QlXwFG/v+z34CvJBsCcfk6Tx5Rlmaeffhq1Ws3TTz/9p7RbpVLx8ssvc//993PPPffQq1cvPvnkEwKB8Br62NhYJEmipqam0XszonsysfOdxBmT8ARdLMiZw5f7ZlHjrWywX9Q54ZS3rj0ryH15PPufGkbRB3dRufgN1Ae2c0Wb60iPzkJBZnXJjwy5uysJnW3k5eVx9913M23aNF599VXW/LqG0l9dmL/eha3GTlCrYW31at7e+gTfH5jLztX/JeisQhffnuQJzzWahBkZGcnrr79OcXExb7zxBoMHD6ZHjx5ccMEFfPjhh+zfv59vv/2WqKioo16zWm8lX+17l3Wl4YRQQ1uPRX9YiVybzcaHH37Itm3buPfee1EUhYSEBO644w5ycnJ4/o33MI26hR0DwqtFUvfl4drUcDKfpNGSMDo8bOTYtgjZ/1vq5e+//55ayUqVO4hODdeMHU6fPn0oLAxPonS73WhU4SRL8u9u0gAhVy0AKsPxzW/5vXa2dGpLHeiMGg7Yd4fb6nDw4osvkpGRwbdfzKVtdDhvQHL/sX/oXE1RqVQ88cQTKIrCww8/XL9dUqmIu/DOcHu2fN/g2gnC0TQ9lVoQToBBY+KclJH0ThzM5vKVbC5fhcNfy4qi71hV/APtbV3oEtOHFA7ecFSaI66N/uqrr6iqqmLMmDHExv5566clSeKZZ55h5MiRPPHEE1x55ZUkJCQwevTo+uRBOl3TGfxijIlc3flOfi35ibWlSw6Wkn2OnvED6Zc0HKPGTPQ5E9EnplG7ei6u7FWEXDU4dy3FuWvpoQbQNSmDxJ79WGeugWSITIapsVeg2LwoisLFF1+M1WrFbDajz83l7GAR7r/dwk6LlzJ3ITuq1rPDBvpRg2hr7oDfuYfWlg6YtJZGbY6MjGTKlCnHdY1CcpB8xz62V65jb802FGRUkprhqePIjG064U1mZiaZmY0TU+XWZfPtgTl4FS/RIT0dd+XgZEWj8W19qy6ozVGEXDX4K/MwJGfg8XiYN28eHTt2xHuwF0b2hpMEVVRUEB0dTYcOHVhfHr62scaGaYoVRcGTvyV8/IS047oGvydJKnYs28fAK3oy+8s32f5VAcuXL8fpdDJhwgQevnMKyrxpSBo9Kr352Ac8Addeey133XUXn376Ka+//np9qm1Danc0tgSCdWV4i3bWTywVhKMRwYBw0hk1Zs5OvoC+iUPJrtnK5vJVlLjy2Fe7nX2129Gp9MT37kJicTlt3TXoTY2fRh999FEA/vWvf/1P2jxkyBCGDBnCtm3bmDVrFkuWLEGWZW699VauvPLKI75PrdIwsNUIOsf05Of8+eTa97Ch7Be2Va6ld/wgeiUMxpzWH3Naf+SgH1/RTjwF2/EV78ZbuB1/RS7+4l1YincxWG9gbUY3ylPNtO+VQjm7mbPrJXrFn0PrNinodDp8Xg8SWtoTS8/Ol1LiymNb6Ur2lK/FZ9CzJ1TInpw5QHgoIt7UilhjEtGGOGz6aCy6SIwaMyqp8Yx2RVHwh7zY/bXU+iqp9JRQ7MyjyJlLQP5tEmBbazrnth5NTBNr+Y/EHXCwouh7tlWGx/ETTCkMOuDBG5Lrh05+1xiUUPjJ/tDs++LiYlwuFz6PhxiDEVCodPhZt24dSUlJDBo0iEpfKb+WhFdRdItruI7fc2ADwboyJJ0R4+9WKpyIjJTwcERI70OWZaZMmcIdd9xBSkoKcsDL3s81KEEfgap8dLF/PB/H7+l0OqZOncpzzz3Ha6+9xoMPPgiEA1xtZBLBurLwRFJBaAaxmkD4n6j0lLKjcj27qzfhDBy2th41qbZ02tkyaGvtRKQhlh07dpCZmUnHjh3Jzs5uwVYfv9y6PfxSuKC+rK9ObSArbgC9EgZhbuJJPeioxLlrGXUb5uPND6cQLgipWda2M6buMegM4Rul2+7FsT+IcdVKrkpUEzXgqvqu9JDXQfbjg6mKiyLwt9vIdx+g0lPa6FyH06n0aNU6JFSAQlAJ4g95kRW5yf1NGgudorrRLa4f8aamy0U3xRVwsKlsBRvLV9QHFD2iz6JrdjH2ZbMBaDVpJhEZDZPlOHf/QtH7d6DSm0l7ZCmSRktpaSlJSUncc9X5TG5Tjg8tE752UVpWTlVVFR8ueIe65Fy8Ic/BpYWT6zM2KnKI/LduwJu3BdtZl5E47pFmf4Yj2Vuzna/3zybJ3IYJnW9v9Hrhe7fhyl6JtfdYki77c4LaiooKEhISiI+Pp6SkBEmSUGSZnGdHELRX0PqmWaJnQGgW0TMg/E/EGhMZ0vpiBqdcRJHzAJs3vEeeqhavyUBO3U5y6nYCYNVFUbi9nL6jM7n+0ptRFPmIKXhPRW1t6bSxdiS7Ziu/liym0lPK2tIlbCj7hc4xvegVfw5xh6Vx1lhiiTzrUmx9L8G9fy1l85+mdWUeV+Zt44MVJg4kR9FpSApRSVZMPYGeI/jZ5Sa5Yie9arNpZeuA2mBBH9WKuPJCEipVDO17D96gh1JXAeXuIqq9ZVR7K3D4a3AGHICCX/bhl31NfgaD2oRNH02sMZF4UytaWdoTb0xq9u9BUWQKnQfYVrGG7JothJTwJMdYyULPkiDGb1/B7g3PIYk+98ZGgUCgpoiyL58AwHbWpfUTTBMSEjhv6BCGR5YBEl9sqaS2LkBICjDt5WspS9gFIUgyt2F0+2satLfq51l487Yg6UzEDDu+YZIjORTUGo9QDyF66GRc2Suxb5iPPrEj0edMPCnnPVxcXBwDBw5kxYoVrF+/nr59++LY/iNBewUqvRlDStdjH0QQED0DQgvxlR/gwEuXYrea8I6cRIk+QLErD1lpuPrAoDaSYG5NgimFeFMr4kzJROpjmpXLoKUpisy+2p2sK11Cieu3pWytItrRI24AHaO6oVE1jMdlv4eyL5/EvvlbAJ77uYTVjhikmCC9Lkwn67zOKKrfnt71agOplo7ElFehW/Y5Nr9E6pR3MCRnNNkmWZHxBt34Q178sh/lYE+ARqVBpzZiUBvRqo9R5VAOEawrI1BbStBeTshZhd9dS0momkKtk3xTEI/2t2Q/kdV1pO3JJaG4gkNbtTGpxF14B5bMhombXHtWUvLZo4Sc1eji29Nm6hxUetPB88psfWMqhsJfqXEHueTjA/QY15Nhk/pzcM4g3eP6M7T12Abpou2bv6Pk04dAUUgc/wS2XqOP+vma6/Pst8m172FA8gjOTj6/yX0qf3qLqsWvA2DrO464i6bXF1s6WT744AMmTZrE9OnTefKOayh87zZkn4uY4TcTe96tJ/VcwulLBANCiylf+CI1yz9AZYig9ZR3UCW0I6dyN9Mfn0b6We1om5lMsIkZ4RqVlih9HDHGBKIMcUTpY4nUx2DTR2PURJxyqVgVRaHYmcvG8uXsrdl+sKRveMJll+jedI3t06DrXVEUKhe9SvXSWQAst8fj6HAhl40fT2JyPDs2fcju/J8pT4wloGs43q4JBImsdZIYmUZK+yHEWlKJ1scd8wZ/pHYHa4vxFu/BV7oXX+le/OU5+KsK8Gol6iIt1EbZqImxUR0Tiaz5bR6CJhAkqbCM1ANFRNXYkTR69IlpGNtkYc4YjKl9XyTVoS58GXfOWqp/+QD33lUA6JM60WrSK/VZAmW/h9LPHsOxbRF1kVZ29x5Klc2LfLDOQqwxiaGtx5JqbTgxsG7Tt5R+9g+QQ0T2v5yEsQ8d93VoSqFjP5/seQMJiesz7yfK0PQkV0VRqF72LpWLXgVFQW2OInrIDdj6jkP9B1c0HJKbm0tGx/bcP6oLV2caUUIBjO160/qG/x5x2a4g/J4IBoQWowQDFMy6GU/uRlT6CJKufJr9PhtZWVkMHDiQZb8so9JTQqm7gDJXIeXuIqo8pU0GCIdoVFqsuigsukgsukgitFYitFbMh350VsyaCNSqlhkhc/jr2Fa5hm0VaxrMnYg1JpIR3YuM6B7Y9OFyx1U/v12/zj7y7CuJH3UPklqDoiiUfPIg9i3fUxcbjWfQWCpsBkpceQRkf5PnNasjiDTEYtFHYdZaMWkiMGrN6FV6NKiRPC5CjgqCtaX4a4rx1hbhrSvGTxC/TovPoMdj1OM2G3FFmAjqGt9kDLKKlJCVNqo4UrVJ6EyRqM3RaG3xqCNiG9z8AzVFeIt24s5Zj2v3L/XVKlFpiDr7SmIvuK1+eaRr/1ryvv03eeYgRW2SqYv87ck6zpjEWUnD6BTVo0FvkSKHqFr8X6p+fhsAa++xJF7yWH0b/giHv5aPd7+Kw19Lt9h+XNB2/DHf485ZR9lXT+GvyAVA0hmxdBlGRNdhmNLOOqHeAkVR8Jfto3bTQvZ/9zYx5vC/6Yiuw0m6/MlGy0sF4WhEMCC0qJDXQdH7d+LJ3QiAN6U/Fzwwi0EjxvLZZ5812l9WZGp9VVR7yqj2llPtraDWV0mdr6p+PLw5jBpzfZAQobNh0dqw6CKx6qOJPDjrvqkZ9yeLrMjk1u1hR9U69tfuqB9Xh/BM+45R3ekYlYm08SfKv3kWAFNaP5IufxqNJQY56Kfkk4fq6w8Y2/Um+rxbcMUnkbt7AcWFa6nVSzisZgL64+8VOBZJAZusJzqoIdanJt6rwhaQkJDg4FeKAiAHUYKBcPEjd1248FFtaaMUxSpDBNasi4g65xp0Ma3DvSM5K9mx/VNytU6q4qLgYI+PSlKTFplJVtzZpFg6NK5nUVtKybxH8OSsByBq8CTiRtx5UgKBKk8pX+59lzp/NVGGOK7ufGeDPAtHo4QC1G1cQM2KD/GX5/z2gqRCn5iGPjkDXVw7dNGtUEfEoDZakTTh350S9BPy2AnWlROoLsRXmo0nbzNBe0X9YQpr/fS5+XmsPUaecr1jwqlPBANCi5ODfiq/e4maVR8B4AvK7PBE87d7X8aQ2r3ZX2xBOYjdX4PDX4PDX4fTX4czUIczYMflt+MM2HEHHUecMX84laTCposmyhAejog1JhFnTCLakID6Dxaa+T1v0E12zTb2VG+iwLEf5bCAJkofS6tgBOYVC4guLUdntBF30d1Ysy4CoGbFh1T++Hr9zVWXkIal2wWY0vohexy49q6ktmAztd5y3Do1HpMBn0GPT68joNMS1KoJajTIajWoNaDWoJJUqFChkUEbCKLxuNDa6zC43BjdHsxON2anB7V87Ot4JJJGhy4hDWNqD8ydzsbUoR+SRkdpyWZ25/5Irjefaou+PgAASDS2onNsXzKie2LSNl67r8ghatfMo/KHV5B9LiSdkYSxD2PrdfEJt/MQWZHZUrGKXwq/JSgHiNTHML7TzVj10cd+8+/bqSh487fi2PoDzj0r/lBqZEmjx9SxP7fP+JSF2yvw+gMiEBBOiAgGhFOGJ38r+Z8/BeV76rdpbAmYOw7A2LYnhlZd0MW2Oe5xUEVRUPxugo5KAvZKXM4SHK5ynL4anEEHLsWHWwrg0si4NODSSciqpr9QVYpEtGIkTmUjQRVFojYOq9qKSqMN37gOdVVLUvhLWVIjqbWodAZUejNqc9RRu29dAUc4H0PNdvId+xpMqFSFZKIra4itqCFRsdGh9wRsXYcTdFRQ9fM72DcuaPjErdagi22LLiYFVUQMKpUGRQ6ihAIoofATuxL0I/ucBJ3VBGtL6ksVN0lSobHGobHGo4mIQWWyotKZUGkN4VwBh568FaX+Ji6pNUhqHZLOiNpkQ2OORhOVhDYyCdnjwF6eTW75RvLcByjWevEYGv5uY3xq0hP70zllMJEHh0+a+v26966m/LsZ+Ev3AmBo3Z2k8U+gi/tj6/sVRSGnbhcri76nwhPO9Z9q6cio9lcfd5XOIwnay8O5J0r34q84QLC2lKCrBtljRwkGQCL8b8hgQWONQxuZhC6hA8aUTAyp3VBUWrRaLVarldra2pPSJuHMI4IB4ZTicrkYkpHAtf2TubBLLIr/dznkVerwzcgWj8YUhUpvRtLqQFKDEgp3SQe8yF4nssdO0FVDyFVz9Jvc7yiA16jHFWHCaTHjsJpxWCOwR1oIahvPNdB7fERX1hBTWUtMRQ0RDhdHezZTmyLRxqZiSO6MsU0WprR+aCIaP2H6Ql7y7NkcqNtNbt2eBnMMAFShEFF2D4naBFISe5Gc0A1p32bcu5fjPrAR2VPX6JjHJElobInoYtugjWmNJiIaSWdGUqlQQgFkj52Qx4Hsc6IEfOHEQIocvvmr1EgqNZIq3MNQv7RPUcLvDXhxhVxUaHxUGBQqoyOw2yIaPP2rQiESnArtLB3pkjEWmzXliE1VZBnXnuVULXsXb144s6DKaCX2/KlE9hv/h0oFB0I+dldvZmP5CioP5ozQqw0MbDWSrLizT6nlrsXFxbRq1YrevXuzfv36lm6O8BclggHhlNOuXTtyc3PJ2bub+FAlrv1r8BZsw1eSjexznfBxJZ0RjSUWTURMeEzWHInaaENliEClMyFpdfU3EEWWw0/QAR9KwBse8/a7scsuqtReKrVBqgxQbVKj/K4XQe8PElfrJb7WQ1yVA6PbgxL0IXscKKFAEw2TMLbpiaX7CKzdR9RXITycoihUe8vIs+8jv3YXhXV78akad9PrgjJRIQMx2mii1VasATUWbxCd14sS8KIE/fVj+hy6cavCiYcIBQl5nQTt5QSqiwjay+EIhaaORQHcZiMOqxm7zUJdpIW6KCteU+PxdatXppVio21UFzp0OA+98ej1EYKuGuybvqV2zTwCleEiPZJGR2S/y4kZOrnJ69cc4bTLe9lTvYXsmm31SZK0Kh1Z8QPokzC0yeGJlrZo0SJGjBjBHXfcwcsvv9zSzRH+okQwIJxypkyZwqxZs3jmmWe477776rcrikLIUUGgpiS8vt1dh+x3h2/YihyeIKbSoNIZURksqA2W8A0/IhqNObp+vfrJFJADlLnyKXDkUOjIodiVS1BueMOP0sfRxtqRNtZOJGsTUDmq8Zfl4C3cgTtnbX3RJgDUGixdhmLrMw5TWr8jPt0qikKVq5gDOT9RVLGdSsmJPcKAcoRJcupAEJPLg8ntxeDxYvD4MHh96HwBdH4/Wn8QTSCIJhhEHZLrezYktRaNLRGNLR61NRa1OZqQKYKQ3kBAq8GnVvAQwI0Pp+LFqXix48Uh+QhJjb9aJCBabSPZ2JrW0Z1pHdmZCJ210X6/F/LYce5ejnPbjzizV8DBVMUqQwSRZ11G1MCr0ViPv7KlK2Ant+5g74t9N77Qbz1IkfpYusf1o1tsPwxHSCx0Krj++uuZPXs2q1at4uyzz27p5gh/USIYEE45y5Yt49xzz6VDhw7s27evpZtzXIJykBJXHvn2veTZ91Lqym8wIVBCRXJEG9pYO9HG2olEcwqhunIc2xdj37gAX8nh8yUSsfa8CGvWRccsrKPIMu6ybEqL1lNWu5+qQDW16gAOgxqPUdegK745VKhQSer6yWiKIhNSQg0+y7GoJQ3Rhvj6TIYJ5hQSTK3QNWP2vRzw4i0MLz1071+DJ29zg14KfXJnIs+6BGvWRcdVCMgTdFPkyKHAsZ98x776IYBDzFoLaZHd6Bzdk+SItqf8ZLyamhoSExPRaDQ4HA5UJ2HFhHBmEsGAcMpRFIX27duTm5vL+vXr6d37r5tb3Rv0UODYR549mzx7NrW+qgav69UGks3tMHisxKiSsTmdRJZvxLHlO2SPvX4/XXx7Ijqfi7nTAAyp3VFpmr9cMBDyU+sqoc5Xhd1fizPoxB1y4Qo68QRdeIKucFbCI6Qnbopa0mDQGDGoTZi1lvolmlZdFJH6GCL1MVj10cfMFCkH/QRrSwlUFeCrOIC/bD/e4t34yvbWP/0ffg0sXYdj6TGiUXDk9/vZtm0bW7dupbq6mo4dOzJq1ChcwTqKnLkUOQ9Q5Mw9WLOh4VdevKkV7WwZtLd1JsmcekrNBziWRx55hKeeeorbb7+dmTNntnRzhL8wEQwIp6TPPvuM8ePH1+ddP13U+arIs+8l176HfPs+fKGG9ebtlU7ytpaitRuY1K8/bWtycWevbDDXQNIaMKR0xZjaHX1yBvqEDmhjUo8rQGiKLIfweWrxOyvwOasIuCoJumrDs9q9ThSfG5XPi9ofQCUHfzf3ILxqArUmvIJApQ5P6gRQZBQ5hBL0ofi9hHxOQu46Qo7Ko1bVU1tiwxkL0/ph6jgAXXTjAkkHDhzgscceY968eQSCfpI7xdOpb1uS02PJGtIVRdc4QVW0IZ7Wlg4HfzqekvMAmsPlcpGYmIjb7SYvL4+UlCNPthSEYxHBgHBKUhSF9PR09u7dy8qVKxkwYEBLN+mkkxWZMlch05+4jah2JtJ6t0GRGk4KVAU1tItOI9YZwpqXg2HXehRHVeODSdLBVRYJ4QmSpsjwSgudIby0TyWhyArIwfBqC58b2ecKrw5w1xFy1RB0Vh3XqouTRdIa0EYlo4triz6+A/qkjhhSuqKJTD5qN/33Sxby4L/vpmPvtvQd3gNNpIz8++snqYg3tiI5oi0plva0imiLqYnqkX9Fd955JzNnzuSaa67hgw8+aOnmCH9xIhgQTllr166lX79+REdHk5+fj9n813yCO5a1a9cycOBA7n/wPm6+9wYK7PvIt++joC4HlabhzVAtqYnVxhLjk4isriOiMB99wT6UP7DK4vcknSkcUFiiw3+aow6uujCHV11oDq66kMKrEBQ5BHIonLsgFM5jgBwKb4dwzgW1BkmjC0/u1EegNtnCEzut8ahNkcccmw/IAcrdRZS68ilx5VNQux+37Gi0n0FtonBXObvX7uc/D79E2+iOJ1SX4VS3detWsrKyMJlMFBYWEhkZ2dJNEv7iRDAgnNKmTZvGa6+9xvDhw1m0aNFpO0Hq8ccf5/HHH2fdunX07NkTAH/Qz8RbLsejq2PCreOpDpXiDbobvVer0hGriyNaMhMV0GDzgdXtR+v1Igd8KCE/yDKoVEgqDZJWf/CmbEZttKIy2dCYo1BHxKCxxLZ4Tnt/yEuFp5RydxHl7iLKXIVUekrrCzwdosgKMcYEWlnakRzRhuSItnz/5WKunnA18+fPZ8yYMS30Cf5cLpeLtLQ0SktL+eSTT7j88stbuknCaUAEA8IpLRAIkJmZSXZ2NpMmTeK999475Wd4nwi/30/fvn1RFIW1a9diMIRn3FdUVNC7d2+SkpL45ZdfcCsOSlx5lLoOFm/yFDVayniISWMh2hBHlCGOSH0skYYYbPoYrLpIDGpTi15HRVFwB53Ueiup8VVS7S2jylNOlbeMOl8TwyCEP0+iuTX2Qg9PPfAfnvvHy4wd9bf618vLy+natStDhw7l008//R99kv8tRVEYOXIkP/zwA1deeSUff/xxSzdJOE2IYEA45VVUVNCtWzfKysq47777ePbZZ1u6SX+KrVu30rdvXx544AH+9a9/1W9ft24dAwcOZOrUqbz00ksN3iMrIWq8lZS7i6nwFFHpLqXSW4rDX3vUc2lVuoNVHW2YtRZMWgsmjRmjxoxBY8agMaJXG9Cp9GjVOjSSFrVKg1pSN5ptLx9cdhiSAwTkAAHZhy/oxRfy1K9WcAecOAN2nIE6HP5a7P6aIwYxAGatlXhjMvHmViSYUkgwpWDRRRIKhejRoweJiYksXrz4sKWPCmPGjGHt2rVs3bqVhISE47v4fxF33303L774IhkZGWzevBm9Xt/STRJOEyIYEP4SCgoK6NatG3V1dfz73//mgQceaOkm/SkeeughXnzxRXbt2kW7du3qt8+cOZM777yThQsXMnLkyGMexx/y1ld1rPFW1ld2rPNV4w46/3A7pYNpiY4n70BTR7HobETp4w4WhIon1pBIjDHxiHn/33//fa677jrWrl1L375967d/8MEHTJo06bQeHnjwwQd55plniI2NJTs7m6ioo2dqFITjIYIB4S9jz5499OnTB6fTyfPPP8/dd9/d0k066ZxOJ507dyYrK4tvvvmmfruiKIwYMYLs7Gx27tyJyXTiGfECcgCnvxa7vxZXwI7Tb8cddOINug7+6cEbcuMPefGH/ARkP80tDS2hQqfWoVMbMKiNGDQmjBozJq0Fs8ZChM4aLhWti8Kqi0Ktalzr4UjcbjdpaWkMHDiQefPm1W8vKiqia9euXHzxxcyZM+d4L8dfwqGVAzExMWzdupXk5OSWbpJwulEE4S9k3759SkREhAIozz77bEs350/x2WefKYDy2WefNdi+fPlyBVDWrVv3P22PLMtKIBRQvEGP4vI7Faffrjh8dYrDV6c4/XbFHXAqvqBHCYYCf2o7Pv/8cwVQdu3a1WD7+PHjlYSEBKW6uvpPPX9LkGVZmThxogIoiYmJSnl5eUs3SThNnZ5Ts4XTVocOHdiyZQs2m43777+f22+/vaWbdNJdcskljBs3jltuuYXS0tL67WvXrkWSJOLijj8H/x8hSRIalQa92oBJa8asDT/hR+ismLUWjBozOrXhuJ7yT8RXX30F0KB7/Ouvv2bevHm88MILp123uSzLDBs2jDlz5pCenk52dvb//HcvnDnEMIHwl1RTU0NWVhb5+fnccMMNzJo1q6WbdFKVl5eTlZVFcnIy06dPZ+7cuXzzzTen5WdtrqKiIvr06YNGo+HRRx9FlmXuvfdehg8fzpdffnlarTLx+XxkZWWxe/duzj33XH788Uc0mj832BLOcC3dNSEIJ8rj8SgdO3ZUAGXKlCkt3ZyTbsOGDUrr1q0VQMnIyFDmzJmjhEKhlm5Wi8rNzVVGjx6tEJ7EoIwcOVJxOp0t3ayTyu12K+3bt1cA5brrrmvp5ghnCNEzIPyl+Xw+unbtyv79+7n++uuZNWvWafWEqCgKeXl5pKamnrYJl05EXV0dRUVFZGRknFbXxel0kpmZSV5eHjfffDP//e9/W7pJwhlCBAPCX57b7SYzM5MDBw4wduxYvvjii9PqBiGcGQoKCujZsydVVVXcddddzJgxo6WbJJxBxDem8JdnMpnYvn07mZmZzJ8/n0GDBuF2N07bKwinql27dpGenk5VVRX//ve/RSAg/M+JYEA4LZhMJjZs2MCAAQNYtWoVaWlp7N69u6WbJQjHtGTJEnr06IHX62X27NmnbUIt4dQmggHhtKHT6Vi+fDnXXnstJSUldO/enU8++aSlmyUIR/TKK69w3nnnIcsyX3zxBZMmTWrpJglnKDFnQDgtPf/889x3330oisLkyZN59dVXRR534ZThcrmYMGECX3/9NQaDgSVLlnD22We3dLOEM5gIBoTT1vLly7n44oux2+20a9eOhQsXkpGR0dLNEs5wS5cu5bLLLqOqqorU1FSWLVtG27ZtW7pZwhlODBMIp61BgwaRnZ3NoEGDOHDgAF27dmX69Om4XK6WbppwBsrLy+P8889n6NChVFVVMWnSJHbu3CkCAeGUIIIB4bSWkJDAsmXLeOeddzAYDMyYMYO4uDieeuopgsFgSzdPOANUVlZy3XXX0b59exYvXkzbtm1Zu3Yts2fPxmw2t3TzBAEQwYBwBpAkiRtvvJHy8nIeeOABFEXhkUceITExkTlz5iDLcks3UTgNVVVVMWXKFJKSknj//fexWCy88cYb7N+/v0H5ZUE4FYg5A8IZx+l0cvfdd/POO+8gyzJRUVGMHz+eG2+8kT59+oiERcIfsmnTJv71r3/xzTffIMsykZGR/OMf/+C2225Dp9O1dPMEoUkiGBDOWMXFxUyfPp358+fj9XoBiImJ4dFHH2Xq1KlotdoWbqHwV1FYWMizzz7Lp59+Snl5OQBxcXE88cQT3HjjjaLIkHDKE8GAcMYLBoMsW7aMmTNn8u233xIKhTCZTFx++eU88MADpKent3QThVOQoihs2LCBhx56iMWLF6MoCjqdjgEDBvDAAw9wwQUXnFZ1MoTTmwgGBOEwtbW1PPzww7z77rv1vQWJiYlMmjSJRx55hIiIiBZuodCSFEXh119/ZebMmSxatIjq6moAWrduzQsvvMC4ceNEL4DwlySCAUFoQiAQYPHixcycOZOff/4Zn8+HWq3mggsuYNq0aQwaNAiLxdLSzRT+R0pLS3nppZd46623qKmpAcBsNjNkyBDuu+8+Bg8eLHoBhL80EQwIwjEEg0HeeecdnnjiCYqLi+u3JycnM2jQIG666SaGDBmCWq1uwVYKJ1NFRQVLly7liy++YOXKlRQUFACg0WgYOXIkjzzyCH379hUBgHDaEMGAIByHTZs28d577/HTTz+xb98+/H4/AFqtlszMTM4//3zatGkDUD+TPD4+npiYGJKTk4mPjxdBwylEURSqqqrYsWMHa9asYdmyZaxevbr+6R/CNS86d+7MDTfcwHXXXYfVam3BFgvCn0MEA4JwghRFYfv27bz55pt89dVXFBUVNet9Wq0WtVqNWq1GpVIhSVKjPw/9Haj/7yP9HMmRXvv99mP99x/V1PEkSeLQV8+RXj/a8Q69V1GUo/79UA6JQ3/3+/34/X6CwSB+v59AINDo+Eajkb59+zJy5EjGjh1Lenq6WG4qnPZEMCAIJ0lxcTFbt26luLgYt9tNMBjE7XZTUVFBVVUVpaWlVFdXU1tbi9frxefzHVcWxMNvdIf/ebR9m7u9Oa8ritLgRnwsLfHVcngQ8fugSaVSodPp0Gq16HQ6DAYDJpOJ6OhounbtSp8+fcjKyqJLly7i5i+ccUQwIAiCIAhnOBH+CoIgCMIZTgQDgiAIgnCGE8GAIAiCIJzhRDAgCIIgCGc4EQwIgiAIwhlOBAOCIAiCcIYTwYAgCIIgnOFEMCAIgiAIZzgRDAiCIAjCGU4EA4IgCIJwhhPBgCAIgiCc4UQwIAiCIAhnOBEMCIIgCMIZTgQDgiAIgnCGE8GAIAiCIJzhRDAgCIIgCGc4EQwIgiAIwhlOBAOCIAiCcIYTwYAgCIIgnOFEMCAIgiAIZzgRDAiCIAjCGU4EA4IgCIJwhhPBgCAIgiCc4UQwIAiCIAhnOBEMCIIgCMIZ7v8B133Kt2uXpu8AAAAASUVORK5CYII=",
      "text/plain": [
       "\u001b[1m<\u001b[0m\u001b[1;95mFigure\u001b[0m\u001b[39m size 64\u001b[0m\u001b[1;36m0x480\u001b[0m\u001b[39m with \u001b[0m\u001b[1;36m1\u001b[0m\u001b[39m Axes\u001b[0m\u001b[1m>\u001b[0m"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Top projection\n",
    "# select objects within the dorso-ventral range\n",
    "df_top = df[(df[\"Atlas_Y\"] >= dv_lims[0] / 1000) & (df[\"Atlas_Y\"] <= dv_lims[1] / 1000)]\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "for struct_name, contours in coords_top.items():\n",
    "    for cont in contours:\n",
    "        plt.fill(-cont[:, 0] / 1000, cont[:, 1] / 1000, lw=1, fc=\"none\", ec=\"k\")\n",
    "\n",
    "# see https://seaborn.pydata.org/generated/seaborn.kdeplot.html to customize\n",
    "ax = sns.kdeplot(\n",
    "    df_top,\n",
    "    x=\"Atlas_Z\",\n",
    "    y=\"Atlas_X\",\n",
    "    hue=\"Classification\",\n",
    "    levels=nlevels,\n",
    "    common_norm=False,\n",
    "    palette=palette,\n",
    ")\n",
    "ax.invert_yaxis()\n",
    "sns.despine(left=True, bottom=True)\n",
    "plt.axis(\"equal\")\n",
    "plt.xlabel(None)\n",
    "plt.ylabel(None)\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.plot([0.5, 1.5], [0.5, 0.5], \"k\", linewidth=3)\n",
    "plt.text(0.5, 0.4, \"1 mm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "hq",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}